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@Melihemin
Last active March 28, 2021 17:25
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Facial Expression Recognition
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Facial Expression Recognition.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPpO4oxI+RRUBuWatxZEhDZ",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Melihemin/2ecda815669a0e71e0bf891a13b8023f/facial-expression-recognition.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-aRqH7mLYfEg",
"outputId": "275888e1-8911-413f-9aa8-13781f7261f4"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/drive')\n",
"%cd /drive"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Drive already mounted at /drive; to attempt to forcibly remount, call drive.mount(\"/drive\", force_remount=True).\n",
"/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "N9zNDVpWYzRW",
"outputId": "e3d42d21-e549-4bd8-e2fd-bed90bde767b"
},
"source": [
"%cd MyDrive/\n",
"!ls"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"/drive/MyDrive\n",
"'Colab Notebooks'\t\t Fashion-MNIST VGG16\n",
"'Eğitim - enesusta.com.tr'\t save_models\n",
"'Facial Expression Recognition' 'Slience Of Night V'\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sZEtELvGY4Mw",
"outputId": "65d729f4-9286-4071-ff1b-34334c4a31a1"
},
"source": [
"%cd Facial Expression Recognition"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"/drive/MyDrive/Facial Expression Recognition\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pZjarSFfY7nZ"
},
"source": [
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import keras\n",
"from keras.models import Sequential, Model, model_from_json\n",
"from keras.layers import Dense, Conv2D, Activation, MaxPool2D, Flatten, Dropout, BatchNormalization\n",
"from keras.utils import np_utils\n",
"from keras.preprocessing import image\n",
"from keras.callbacks import ModelCheckpoint"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "Z-93yjReZF4C",
"outputId": "df09e2df-787f-43d8-9acf-0a20cee553ba"
},
"source": [
"root = '/drive/MyDrive/Facial Expression Recognition'\n",
"data = pd.read_csv(root+'/fer2013.csv')\n",
"data.head()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>emotion</th>\n",
" <th>pixels</th>\n",
" <th>Usage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>70 80 82 72 58 58 60 63 54 58 60 48 89 115 121...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>151 150 147 155 148 133 111 140 170 174 182 15...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>231 212 156 164 174 138 161 173 182 200 106 38...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6</td>\n",
" <td>4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" emotion pixels Usage\n",
"0 0 70 80 82 72 58 58 60 63 54 58 60 48 89 115 121... Training\n",
"1 0 151 150 147 155 148 133 111 140 170 174 182 15... Training\n",
"2 2 231 212 156 164 174 138 161 173 182 200 106 38... Training\n",
"3 4 24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1... Training\n",
"4 6 4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84... Training"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6xKSC73-ZTVs",
"outputId": "f1d9185c-2531-4a2c-c165-e7394d010e82"
},
"source": [
"print('Shape:',data.shape)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"Shape: (35887, 3)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ot0tVqgkZlMT",
"outputId": "111c0f5a-6869-48c1-a63b-2c14dcd2827f"
},
"source": [
"data['Usage'].value_counts()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Training 28709\n",
"PrivateTest 3589\n",
"PublicTest 3589\n",
"Name: Usage, dtype: int64"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1rsjkw57ZwKD",
"outputId": "b887beb8-0436-46e3-8f39-451214697d9f"
},
"source": [
"np.unique(data['Usage'].values.ravel())\n",
"print('Egitim Setindeki Örnek Sayısı: %d'%len(data[data.Usage==\"Training\"]))"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"Egitim Setindeki Örnek Sayısı: 28709\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "vqHdnYz6ZwCd",
"outputId": "0d33fb46-bc15-4d44-d298-34cb42cf0861"
},
"source": [
"train_data = data[data.Usage == \"Training\"]\n",
"train_data.head()"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>emotion</th>\n",
" <th>pixels</th>\n",
" <th>Usage</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>70 80 82 72 58 58 60 63 54 58 60 48 89 115 121...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>151 150 147 155 148 133 111 140 170 174 182 15...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>231 212 156 164 174 138 161 173 182 200 106 38...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>6</td>\n",
" <td>4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84...</td>\n",
" <td>Training</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" emotion pixels Usage\n",
"0 0 70 80 82 72 58 58 60 63 54 58 60 48 89 115 121... Training\n",
"1 0 151 150 147 155 148 133 111 140 170 174 182 15... Training\n",
"2 2 231 212 156 164 174 138 161 173 182 200 106 38... Training\n",
"3 4 24 32 36 30 32 23 19 20 30 41 21 22 32 34 21 1... Training\n",
"4 6 4 0 0 0 0 0 0 0 0 0 0 0 3 15 23 28 48 50 58 84... Training"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "-Oeer0QzZv6T",
"outputId": "65589659-5f81-49f3-bfa4-f800d184033c"
},
"source": [
"train_pixels = train_data.pixels.str.split(\" \").tolist()\n",
"train_pixels = pd.DataFrame(train_pixels, dtype=int)\n",
"train_images = train_pixels.values\n",
"train_images = train_images.astype(np.float)\n",
"print(train_images)\n",
"print(train_images.shape)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"[[ 70. 80. 82. ... 106. 109. 82.]\n",
" [151. 150. 147. ... 193. 183. 184.]\n",
" [231. 212. 156. ... 88. 110. 152.]\n",
" ...\n",
" [ 74. 81. 87. ... 188. 187. 187.]\n",
" [222. 227. 203. ... 136. 136. 134.]\n",
" [195. 199. 205. ... 6. 15. 38.]]\n",
"(28709, 2304)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "k_XMVXSoZvoY"
},
"source": [
"def show(img):\n",
" show_image = img.reshape(48, 48)\n",
" plt.axis('off')\n",
" plt.imshow(show_image, cmap='gray')\n"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
},
"id": "HM3v88Dlc0F1",
"outputId": "1640a0b2-e492-4021-8858-e96017abee8c"
},
"source": [
"show(train_images[22066])"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gcjziJXyUVkO",
"outputId": "f30e4ef8-bdb7-4788-9258-d2a409e3dcf8"
},
"source": [
"train_labels_flat = train_data[\"emotion\"].values.ravel()\n",
"train_labels_count = np.unique(train_labels_flat).shape[0]\n",
"print('Farklı Yüz İfadelerinin Sayısı: %d'%train_labels_count)"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": [
"Farklı Yüz İfadelerinin Sayısı: 7\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_vPACAIjUVct"
},
"source": [
"def dense_to_one_hot(labels_dense, num_classes):\n",
" num_labels = labels_dense.shape[0]\n",
" index_offset = np.arange(num_labels) * num_classes\n",
" labels_one_hot = np.zeros((num_labels, num_classes))\n",
" labels_one_hot.flat[index_offset + labels_dense.ravel()] = 1\n",
" return labels_one_hot"
],
"execution_count": 14,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DH80gl6vUVU_",
"outputId": "9c1a0c19-e712-4808-aec5-a152d6750a03"
},
"source": [
"y_train = dense_to_one_hot(train_labels_flat,train_labels_count)\n",
"y_train = y_train.astype(np.uint8)\n",
"print(y_train.shape)"
],
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": [
"(28709, 7)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zB4PmYDaUVI6",
"outputId": "97a24a61-4625-4c34-c4d1-c3347453ff96"
},
"source": [
"np.unique(data[\"Usage\"].values.ravel()) \n",
"\n",
"print('Test verisetindeki örnek sayısı: %d'%(len(data[data.Usage == \"PublicTest\"])))"
],
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"text": [
"Test verisetindeki örnek sayısı: 3589\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SBr07ShrXAdX",
"outputId": "ce7447aa-6328-4c68-e065-dab5ce223c85"
},
"source": [
"test_data = data[data.Usage == \"PublicTest\"] \n",
"test_pixels = test_data.pixels.str.split(\" \").tolist() \n",
"\n",
"test_pixels = pd.DataFrame(test_pixels, dtype=int)\n",
"test_images = test_pixels.values\n",
"test_images = test_images.astype(np.float)\n",
"\n",
"print(test_images.shape)"
],
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": [
"(3589, 2304)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
},
"id": "NixKhpVfXAan",
"outputId": "1e016262-2d31-4408-d870-5ec545c16839"
},
"source": [
"show(test_images[200])"
],
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xa2CG6LbXAW9",
"outputId": "dfb27598-d50f-4713-e273-55d31041fe29"
},
"source": [
"test_labels_flat = test_data[\"emotion\"].values.ravel()\n",
"test_labels_count = np.unique(test_labels_flat).shape[0]\n",
"\n",
"y_test = dense_to_one_hot(test_labels_flat, test_labels_count)\n",
"\n",
"y_test = y_test.astype(np.uint8)\n",
"\n",
"print(y_test.shape)"
],
"execution_count": 19,
"outputs": [
{
"output_type": "stream",
"text": [
"(3589, 7)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "qlvhGWNzXAUL",
"outputId": "df84f9d4-1e01-431d-f517-80766d3d2ee5"
},
"source": [
"plt.figure(0, figsize=(12,6))\n",
"for i in range(1,13):\n",
" plt.subplot(3, 4, i)\n",
" plt.axis('off')\n",
"\n",
" image = test_images[i].reshape(48,48)\n",
" plt.imshow(image, cmap='gray')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": 20,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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CqDtWK5OjatSjMkh51jqCvvj3PokdmuvkMia7TDxl5EaRbe7u7u40nU5Tx9/d3SWjHKOcWPsaF8OVMep8nlMG2shntI9BB8gDjDxAcMmBtAgay/opgn0/X8UYHpbooA/1Xc44RHDqnwM0IiCI5zzm2i77WBq+j0xNrv0xNZ87rkz3y3Qu9kckBeJn+8B9WV/Ea+fuAXBXFkDsm1eVPMmHDx+02+1Smcvt7a3W63UhiPIFVoyxp5Q94MUGA0qZG75w1AkQ7L+DIB9HZ7R3u13Wtsc1StJzHYu/wWE78IrndBAFEbUvKIzrpABsnIf75RoRPMSg3ANkz5L5YttI0j08PKRtKb0PyJz4fPf7q6Rcoh3J4Ymc/YzHxPIV+j3a8RzJ40A8165ISLreOWHFPMRvxdKX3HyPNtbnVM5PlPXbT5V9vjOWjfmcYN0KnxPASE9bbjYajfR5DkPuk71A/fr6WrVaLe0VvM/x+Y1GwHFIMMT87eC2jPmVnq/sdTZDUtoxY7PZpDrI+/t73d7epv1dp9NpIWMgqVDrmFvg4KAJh+ApSxc/byy/4TPSXqSOpCf23iNOFixx3QhaPJKOfV8WRHifM2Z+jkr2S9wTNZZZSMVMC/3qizLpe3TMA7LBYKDdbpcWn1Ajh17FBZfuqLl2zujFeebtjADdWQXPBDkbwLl8twC/18i+cWwE6LnsHG0C1OXYuqjv9IWPQ7xvP87HyudRs9ksZTx8DlZSLv/jf/wP7XY7/fa3v9Xf//3f6+7uLi1K9EwiqfFms1lIL+92u2QHW62WOp2OBoOBxuNxYtQpdRmPxxoOh4lxr9friZWHuXZmu1b7uIBzNptpu92q1+sVFmhj19m1xXdbcfLEnS46BMvttfmuX76PP+0iE0BWFaKG5y1QosN1fNE5fcWCXQdR6/U6ZYzZYcZ1Gj9PuxaLhRqNhpbLpVqtlpbLZfrdfD7X9fV1YZE1WQv6hSzKer3W7e3tP7/S/RsUD54Yu6hvXu6UC4DcBuf+hvjBb8VgUVLyMdHugQ04DkadABHfNRgMdH5+rlarpdFopH6/nxaUwkqzKJygusxP+HtOIuY7lk13KSt9if7HM2teigbxe39/n0r08FX4oE6nk7IOnl2P/qdM9gJ1as1IycVOiU4214HHRgycNwcuy1gLqQiC4mC5gZ1Op7q+vk4PcVgsFrq/v9d0Oi2co9F4epBJZHwcJKNcOBmUPQIhj7o8vcUxbrjdeNIXGGJ3BrRnX9/zmZfoOPjKgXTvX0+rVlIuDsrjRM+xSPtYOD8P/e/A3YGhj5+DdC9/8vZFKWNrcmwbf0emLxcocn3/zo/NtSHHppT9xllS77PYL7E/99075/W2xIyCByPet7mdZyopym9/+1vtdjv9/ve/1w8//KCHh4cEqNFrrzkniPXdR3wOROacd0A85IovbKS0xe0pegHg2O12KSXvmUtst+/yE525v9ye+4NVnDn3eQZR9Pj4mACvs5D8lqyAM5v4EoKISAC47/EHlzkbz/24XwF4eMkMLwCJLwys1WqFwJt2eF1+JeXiYxp98na7LWRTsbNOApbZbz+Gz91eOuvrrLi3K+KAnE4BtNmVzDdJYG577Tp6HhdVRv94rOQA+TEgPWLY6JsjMezrSvgM0vfu7k7z+bwQ8J+cnCQ2HTvAfXsJEvOuTPZ+u1gsVKvVEtjlyWmRgd0nEdTvE4+Ccufg79j5MQqlLtBLW66urnRzc5PYE2qMyBawAMmBOtsHuVJ5pOSMegTCiNcmeSRKP/p2TBEQSCqw9771VwSF3k9Mxsgcer9GIJ4LMA4peSV5yRm3aEB99wlf3AxgyOmaj5+zxbm5FedSmSHiHPF3DkZj5L/b7QoBIO/xPGXXju2ILDr3F+tzjyEK/Jy51GIMVPeJ9wNjh2F1UFbJflksFpKUnBS6wnizCJTFiPQrCzBhaD2dHvchHg6HaSEpTg8bT427+6zdbpcWVN7d3SVSajKZFJ7w6/aYOcCTuX2OoW9OuPhOKRzjAbAH8jEIpL84R2TT+Q0lOwAIDxwjUOeFP4fRhFRwu8RvHbDHLWN5miTsOddhYXDMeFdSLs58x0yrSwTgOT8TMzdS3v5z3Rye8mvlQL2DVXSfjC9zGVDuNeteDpNjrveB9BzWzNlf/308rxNbx5LJTtbEgJv+IWgFI2O/NptN2t40Mvzu7w5Vn+wF6ldXV6rVajo7O0vpSlbCRif7U8QdsHdeZIA9inHB6GLMrq+vtVqtNJ/PdXV1pfv7e93c3CT2nE7u9Xo6OztTq9XS+fm5Xrx4kfbqxeAD2OlUByzedtrBZ56iyrW3jKmLLDvt5bwR0DBJEAfgHkE72xkDH8YztrUC6ofFQaazIv7ugZRPcHegsFTL5VLb7TbVe3q0HUFsjtWL2RHXWz7zd9cf/zvqWjSgruOSCixlGStCYOvt5n5yQJ2/Y6bJwZH/3uekvzxI4hzenz5W0d54mQH9Ex9OUsl+ubm5kaS02NGZtHa7nfZAH41GiaF9eHhIzxWo1+tpdwjf2YWxGI1GevnyZXo4SafTKZA0i8UikU6w79vtVtPpVLvdTre3t2mBqfQxTY1uxxIR5iWCfjiDH/dcR3IlWL7VYQRNDpDn83kKJggWWXDbaDQK4NsBAaw+jJ/vw86uHLB+Xk/PvXF+Lx+aTqepL7FPzhY2m02Nx+NCsFXJfvGNO6QnAO1AmXfvz+hr0KmYzfW6cAfe6KdnkRwHRMJnt3tamOw+pNPp6PT0NM1nCE72Saf0xYF79F85P4OU4UzPrvo89fZ6aUsZWOc3ZeCdfsVXM7cpJ4p9z5pH7IITEBxL+8GY++SoxaSk/HJstkuuIyP4zsmnnDMXbXpqkhX8d3d3WiwWms/nenh4SJ/F9sAqoEheKwlQd2bOa8XK2h7Zk8gARgDvfRuBOgbUj4sK5m3xtFhZn+dAWw7IVHJYPoWxjQGSj7UDeGenD9WvxUAxtidnfCLL4LqNlKUh0a0IjN3Yxut629w4+28is5ArffG+jWA8GvkI1H+MxMA1F3hVQP2wxG3fPNtRq9VS+YpvgenMoNeBxxfBny8gZcx9l5a47zjnd6aZ73CakZVE4vf8zu17roRhn+RsQ2wftfXOmnsgWVY24bYG4M6uLyxgdYY2+qNILsTfe5uxXQRDFUg/TiIW8M+kInZAcsRabtEzss+eRv3Lfe7XxAf4Wj0vS/N1fXHR97HgPCdl/vbY43Of7fs/nj+SqPgibJGTpswtxoVyMCehIzYsk71AnccAE3Vh4DzqI9XlYDayei6fargigJWKW1UR5d/c3Gg2m2m9Xuvq6iqxDbe3t6lzqImkfortwDx16oae6CkHLHL3mrtnH0yfbGWr4GPf5RbPScXdLzxijFkIb6cbY5TG05MebR4qaarko5SBYOkpqPMn+HkpC46MfYnJCDHuGACf/AhZEMaPY2HUXHLANp6L43KBRjwefUNyJSbxWnHe+Pe5DFXsx9z5c0w8bff5mstaReY8zhs3wNQHOwsS+6iScnGiAf1kzU+n09FoNNLp6WlaBAmL7LaKsWDR6HA4TAweTyOt1WppsRfEDGA9BnWbzSatU1qv14n58hp5ry2PARmA2d+lYlkj8xhmOQeEaY+Db/wuoJo+gTGnL9jqzsvTpOIiU9oOuMYvzufz5Lupg4d1Zy95Pud8lJTSR5Tk+FaRPu92u92zDEQl+yVmVqL/lorzKZZCeUAlFbONzshHApHz+/UizvFyTUmpNJgMyng8Tiw6jPpoNErEJ/iKUuKcj/jnFiepIrmTC2DKAmLmZKvVKmTi6vV6KjcjwHfs5ZUX+2QvUF8ul6rVagk84PSI7GOU4KUVUQn2DUIOIOQ6KTrb1WqVdnL57rvv0mLR29vblApky0VWH/MQB9IwpFv9qVMoI4afzs0pfezkGI25QY6GVMozl9Gp+Gfxb7+OKxFj5UYTw43yODMY+zvHaFbyXMrGBHFg4kCA4x1UANZJ60cQi+TS5LXa064NLj73Iljm+2js0Zeyc/i5JD3TMW/TPtbES8lIYbrdyIF3P1cugPGMBEGuzwvmAPOD+6MEwQ011wOk8Luy4LmSvMCq7nZPaxuwt91uV+PxWOfn52q328nBOVBnTKh97vf7mkwmevXqldrttk5PT9Xv9wvgm4xqBD3YNY69u7tL6WsPplkE6hlNFwC6LwqL/oljfA92+kEqZst8lxkWpHHfBIoEHF6C5XtPu492kM59AMAXi4Vms1kC3e12OwFudo9Zr9cJjDtQB5RLKgB1L0Fg7kXwV8lx4nY09l3MfOwD6l5O4f7c102U4RUvZaQUzcu4mI+UtozHY41Go4SpHKj3+/3Cg8ccS8Xr+3vu/v+Qwr06IRwrE3KZJ4QyFg/ypeK22w7W/feHMrN7gTqA3BsnPa+1iyyBS3T8+yKHfce4A3WWABYSQ+Z7xdIhRDq+yMFZzhg5lrUxsnDS/oee5KIufuO/L6sL9t9FsB8/538vTciBq6j48Xzx/0oOS66fyvrfxedM1KEcqN533UNgOAaDsQ37PotBd9l9cj3/PPeK38fzRTapDKjnUrmeXfJ7KevnnJSNh3+Xc3SV5CVnAz1I81204s5Y/jvsuO8mEWtuKRGJmx64/4hBm1R8QjSSK32J+hd/4/rhbfFr0Z6cbnoQ7m3OEVW59LkTNrmXAzlesU7egwG/pzimkVTj977oPDdPK3kuh+ySl0zkQF2ZbXP7BHHn18sBZT7P6RykE8GYP+ej7BXLXcrsZs6/HCM/9nf++zIfWaa7HiTFvuQ+CVYhghqNRiEb4nJojhy16wsLSajlJnUhPaXNV6tVGryYCo+TOnaQf152LDfCHq8PDw+6vr7Whw8f9PDwoNvb28SgYOgoaTk5OdHZ2Vl6RLvfA53o7YkgKRqsshXa/ne897L+yAGYyJA4YxlBihtzJnJUGL+mB1ueHouBQC7dW8lziTrsDlx6/jhmxigCCunpaWhx0Q/iuoROOsDAKLp4W2KwmwMGHBeP97bH+3Y2ze8ltt+NddxiNF6fvoh95yxPLEHx+ecvtwmxnT6fokOKzCj3BIFxKJCq5KNgX700gv2Uu92uRqORJpOJ1uu1ZrNZyoQSeMF293o9XVxc6PT0VOPxWGdnZ0kHlstlYe91z1h6+dhms0m7vPDikebUufu8iLqDDhJgRH8HgfT4+KjZbJbaRUbGbTskDW2CsYw+w9sAu86CNfyub/AAMx53epnP52khIDbI93fHVrHItN1up/Mxdk5sue773uvj8Tj91ncHqaRcfK1BDnSCUzwQ43N+7/3MPIslya4nvomA/zaW/0pPj7yv1+spq9XtdnV2dqZ+v6/hcJgY9fF4rNPT07QxRyzP2kdw5D6PmdV4fPQdORvPeyQyHUt5ZteDcGyC9yX9EdtHCRvPQthsNmmdJP2PX2OO0Df7ZO+3GAEmN6k3SkSkonN0J4zkAHhZp0eAGzsbZ8qDJGazWdpykQdCuBKzI0Cr1UqPpo4gOLIB3v4IknPRZUyT+HG5+4r3HsGR9Bw4xxRW7Bd/j+VHjIsrZ1RsZz+clanksOQMjxsEN4IRKOdYv5gajPPHgwEHvPwdy0FyJUyuu5E1zN1P7rtcFoj//V5iX3lJT1mttxtJP38MUHy1PXru95bbUeMYBxHnD9dz5pbjKqB+WJxJdufnjxPv9/tpS11KLxzYw6YD6ofDofr9vur1eirpoAb77u6u4IR97QZp6OjTfGvH6BPi/PCFYxG4Mre5Fx6kBGAF4PtvfIEn13C9iv6Gc/kTQp2goawx7n1OP/mWwL72gnc2UQB0RB8cyQnu2R9kxdzk4VWV7JeY8YhSRg76Z7HiIdrMHP5y3+DZFI7nupBKgFGAOg8vYmcXdl6i3IUKBj/vj7GZOZxEG91PckyuDyP28T5yO4Pd8c8jMcM8lJ4Wl7v/pZTNd/Nhrjw+PhbKVHM+OsrB0hei9QgUci83Ujln74rlnbBP4iDkOpeIBINGpNLpdJLC+BMc/Xy5AfHj4sINB1m+2IgIy9OSfu8eILhxd1DGIOMs/L5i28pKHbyPeOdYP4+PB0YeA+5OqpL9Utb/+wI4r2HzlLjXsfuYxTq5aDwO6TI4GxAAACAASURBVEKUXIo/B7hzjHjU4RxLze9je2KQ7MfGOR4DTQcGMZiMwY7fQw50+zW8DbnfR8kFMJXsF9dvQDPZTp5Q6A4QQMu2ZZPJRIPBQGdnZxoMBur1emm/YuqkfeEo+pxbwxBBjfSckPHAzn2VpIMlk4Bi2uIZs3g8ztuDgbJ57Gy2Xy9Hqriv8rbnfJMvbI/37W32Gn7fYs9BYPQr+C8W2FVSLsf0T7Rl/hvGL2e73M9LT0QgwDsHbHM204NrAmwCXB405g8ii+ux/jlJDfcpOV8Tycn4W//bg3Inxhw3ERh7lsLXp8WdorATXOvQg/MOMuq1Wi0tGPEFV7m0ivSUWmRyR2fu7IRHIJFBjB3nv/OO86ifjvTFC91uN0WB0ag6I+ID4E6DlKU/hYv+4Imn1MnPZrMCgPf2NxqNtP0jyowz8r9pB+kiDCLigQl9yz1F5od+9XuOfck5cRw4urIUXCVF8YlJn/tCLnfG9CepcHacgD30B1oxscuehhhZ9GgMox44oPe5GDNifh/R8bLwzANMv5YzMDlgDCsaU63eTtqFAcwZ0gi2HNBT0uYZC8YksillDFPsI/rFA5rYf5WUi/cRdvn8/Fyff/65er1eShNLT3uHN5tNTSYTdTod/dEf/ZFevnyp8Xiszz//XIPBIK1Penx81M3NjebzeWGXFCdApCedwcblFpliG2Ndea1WS0+qpr05Emq32yU/AKO+Xq8L9jrXHrcX3m7P8gJ8YrDvpQycP2YwPIjwLJP0RA7Ql7zQbdpOOcxut0vsqT+KviwAALRVsl9yZIf/76Uxrrv0OeOa8wXOtKMf6EV86jzH8Tu+B5i3Wi1NJhOdn5+nvdN9QTi7vpDt8qdpHyJl/6ltaQTc6DP/uz91/xfJL3AmOwXyOyfgJKX5gF9mUTrPRoFU2O126fkE+Lhut7v3XvYCdYyAT1y/SRpcBsRjpBYjQT/PMaAwB1g8tUln9Xq9wuOlc6l/xI10PA5F9VXzdDZgfTqdpnTt7e3ts315uQar/33AHVB4lEYUhqLTZ7HfI8vo13Px30TgEX8TGeBKDss+MCkVn/5Gv7pz5jNfEe5BWLxO1P9cOtolZmP4jGP9nDkWEnEQ4Syo33O899gOb+++jI3fQ+y7MrsS+yl+H4OX3G9yrI8HLm6vyu6zkqJ4H+HAsIHdbvdZqeR2u03sHTXsp6enGgwGKb3uWSnKOnwuxYwR88nLvaIwrnFeus4CbDlvDHrxFe4HmCs5/+Iv18+ohw6ePPNZptcRlPi9l80VB4HRNwBWGBsCYmcmc+0hI1zJfsn52gjeffyi/eM9x4z7+MbyDcSzrE76MR8YS54O7Au6PcPiD8Fye3+M5Aicnyo5XOT+jnvbx647PnRyOdoRL2/Dl26328LuYx5ks90q975PDgJ1bgYG2felzTFph1gm7ySiCF8QV+ZM+Q2LijAavDCOMOquKGUSa4Gp13N2gae5LRYL3dzc6PHxMW2nR/aAY2FzWOTDAND22WwmSYXHZcOoU39Jjdfp6WmKRv2R1mVBUs45eRTJ9xhOB5GRQQFE5UBLJc/FAaT03OhJxSfDwWR4vSi/j7tP5ABxZL098o+gPYJzDAZGhL9jsJe7ltfW5sTbkgu+3RDnGPHYXi9XQ7AzUW9pP3tiu7PxIDeCegcZ+8Tb7m3dF9hU8lHYS7vX62k0GqnT6WgymaQFZ5vNxydgbjablFU8PT3V2dmZOp2OXr9+rbOzM52cnKQ6a548im2Omxm4Y4S5imCVd6/VBoT7doYAFPTEnyPiAN2zrTDl0vNt3hxAu2320pY4n/nMWXR8A8FDnJ8RQOey0vyWbDGBAP6MrRd9N5foV7gW9+r7RgPqK9kvbtek5+Db7VO0m65bLoxnJFbKzomNpJSjVqulDOhgMNBkMkmZFTJLbL9IEO1bhv4U/BDJ3jIc9ymEos8jP1+cE05mRpDearUKxKr0tFgerMw5+R07DpIt5HtsC2Twvv46CNSZeLDIvCQVUogOmjGKvget17YCPDGiziaWOc1owDDqvV4vBRKeJqzX64ltKb15KxvwmsLb29u0Wh8gfnV1pe+++07r9VrT6VTz+bww+G6Q5vN5AuUEDJyLQQaow7CTDu71ejo7O1OtVktOi7Qr/RBLFGiHG34XB2GRWcfxMI6+6rli1A9Lma76egPGGaeac+jO3MUA0yN4jsuBcc6PYY5t9LHnMy8RyWXNuBdnFvaxfTmDmnMgXpvvQJtjMfau684msjOI1/rjWHz7ML8PrhUBdy5zkXt3Vpb/q2D2sGAX+/2+zs7O1O129eLFC718+VLb7cd9w7Gz/X5ftVpNX331lX7xi1+o3W5rMBio0+mkshL2Ar+9vU0gG3aKeSY93+jAAbUD9rhPPiB1sVjo8fGxUL7hZY34C/c/lLt4xozfSU86FANozu/lOk4k8SLAJ8BmazyYTu43ZqFiJgE/CvhwwskfEc8zVGgPAonntoT39XqtxWKR2tTpdP4Jten/TYngO8eax772TC3i9tdtLLbRrxEzXf4des9i0PF4rIuLC7Xb7cJi7vPz8zQ/+/1+Ad/Fe4uyj0SN91XmW8qyC2WCL3DbzXmZb86KO1Anwxf7y3c2ogLCg2/f3QXsvN1u00Jwf8ZCmewF6h4le+01QJwtoCI7QV0tQMSdPAxKjCTKOjgHCjB0HuEAhjFAnBPgGdM8ZfeIkcb48+AkdiJgayz/LSDCGYxoEAETDAhPPPU2uRPx/vgpYMCZxDKm0+/lp17v35vsA6ee8cj9ztOL/CZmlJyZj07e55WzXW5gcsCSQJfP3DnkmPocOI/3kpPcbyKAiKAiXi8CDZ9H1PYzb/2eHeC404igoszuxHH7Q6Rl/72I74rgC6bxBQReMWDL1Zn7ug78RyzTiDYup2dScW6hY76BggP7CKDwdf6KczpHmOwDEh4I5wCFzye/h8jG51jZqMsOJPy8OXAYg3eXsv4+lFmvpChlLHnZ91GXc2MTbXo8V+5YF8gfDwQJDH0e5/ZKP/aeYxVArl3ux6Kv/VSQHv3rPn/n89AX3pbdCzaB68Q55/45/mZfGah0ZI06QHW5XOr6+jqB8Kurq/TkT1cwIj03ojTOVwUDrH0VfezYXMfgeFnY5g7c28FvPT3pg0M0tNvt0pPsHh8fdXt7m/bj/eGHH1JAst1+rM/72c9+puFwqIeHB93c3KQyF2doUCoeb71cLvXu3Tvd3d0VFq7ySGz2JB0MBmmfYF9J7Yv3jglsCFD8MwIoxoY+I1p0JTukOJU8STQwrrcOJH1LOF6eInen62Md351p9qxQTE3vkxisRgfgoCEGE/Eeo5P241wiyPHAmrZjC9w4+57Q7O5B+UMMwNlWjpQjfRQXih8CTfsAfDU3Pk0Gg4EkpW3bfIzu7+81nU4TO45jpryx1WoVGPWbm5tUMgbpEVm8HFDOARvfUcvLqAgAfSG4Z51YEEY7pKLtz4HoXADqa5ncT9I3nop3soxXvV5P5QZkZXe7p9JN98ceBLFRAbt2eIY7zv9I0tVqtbQ1nwdc0edybDVXjhMnDMsyfm4/c8Ep+u99vi8I82McGzGmYJJut5tK1djqGlxDGUzcrexYiX4qBipOMu47vkwihnTs5EEA89x9q2Mi97uRQMCvcz4nJHw++VpKl9lspu+//35vv+0F6kw82Kvlcplqw1erld6+favpdFpQrgjaXbxeh1QJkx5DmWMPyjoeg4bR81IdDxgILHKDzDGr1So9SGk+n6fX999/n9J41JN/9tln+vLLL7VarfTmzZtUu85iU9pxcnKi8/Nzjcdj3d7e6vb2NjkGBhowzqIpHhzAAzjcqcWSiDJWMPYhfeTOxtn93Dn3BQOVlItHze5gARb+7js++BhEFhjxchqMYqxjdeYXw+FlY36N+LfPLXQtN4/9PssMZQ7IO/jxINEX37ADkgMM1nw8PDyk0gdfQOjzabPZJIDuQajvVuP35U4gMpbRmTnTWjb3KnkupIsBhpT0AQRZ/+Os2Q8//JDYvNFopG63q/V6rdvb27RGijFnQWrUyRg0xvH0cktn9uPv3Jc48w9Qd113oB6D5yg5Gwxx5faeNHks2wEM4Cfa7Xah3t5tj+u6LwL02nb3496XnsGSnh7mgh2Ka1yY37E0ppJy8SyI625k0uNniJdt8MphhnguB8K+DoH1cwDy8Xis4XCYdnVhToJdYkD6YyRHGDmYLssa5MR1MUd2ucS6dNdttyv4AA+MINyYGwStTiRIxW1OY9uXy+XBftv/OCQ9RXGAi7u7O0kqlIDAWnF8VChvLCwJbIZvlwVQx5HmOjV2eAQcuVc8Nkav/tpsNukpbqvVSo3GxyeZDofDwuKmFy9eaLlcplp0nt5Kn6DwDuDZrcD3oGWPYKLWwWCQQDr9lDP2rsA58Xv1+/PvUVA/z6FAqZLnUlY7lzM6MTUeDdI+vfVreTDM+JWVZ0TW+RDbnmOdc8A0B4pcj6IO+b3Hsi+OxRb44mx2VfIFfg7UnZFHp71e39mSsns7JjB1Y+2BRCX7hbFmtxcWZjLGlLL42DDWBGq1Wq2QkSJo9bGQ9MyeITkyw8/h8ynqOBkcB7MebHow7Ncvc765eePgy0kvytR87nj7AeuxhM2Z15yuRuDB9ZibOYDn1/V9svHlHuT7vVSs+vFSRpRF3czZWdeb3HmjH5KKASLjCT4h+PNXLH+J/uqn3HfOL/pcived6yc/H5IjaD2zS3BOWZ2TvbnrxVecZxAQZXqPHWH+5UrQohwE6pISk7Xdflz4QwRNBMbjoHOTm0jFJ7EX6rP/LSUhGAGO99RDDphjoHw3Ex/YuEjSB4gAxAOR9XqtDx8+6N27d2kRRbvd1h/90R/p17/+tQaDgS4uLjSZTLRcLjWZTHR5ealvv/1WV1dXafEqC2hms5lub2/VbDZ1fn6uRqOh09NTXVxcpD1JiVTZ9QX2HgCSi1R90uWcEC8U0ZVPelrkClvjhtb7tpL9ktt6LecYPSj1khfXV2fgcixcXKDDmHkJiTP60YCj926ove2cowx8OwPoO2vEkjPOtc+IO8DgfbPZpJ08eIiNM+qbzSZlvRzIOfPhuxT4Qm76OJd+zPW194H3kfcF61Yq2S/0Xbfb1enpaSq9YNH9zc2Nbm5uki9pNBqaz+cJENzf36vX6xUWeLqNxAfEErA4Zj6mlH4wL32RcnSwOHAccARJ0e/xmZdwuS456PAdI5jLvn7J9Y1zYAd4aBR9hp3nWM5FoMECUW+Hl7gwr+r1ehojtw38zxbI7MDW6XQK140L7ao5cpxEcBqDN15xg47oe9x2RxvN+f146akkudVq6eLiIi0Wvbi4SNn+yWSSMNFwOExgPd7DsaA9+picz8mdN0dmlQU10T95ZiwSQr6hiG/2gMTSF+ahz1mOv7+/T4t3fXycHJCUSoxYRF8mRwF10mleN1urPdWWM2FjHahLGUvIFjWUAJRFSGU3kTunsxsevXgEJBUjfgfu7CgwGAz06tUrDYdDvXz5Ur/61a80GAySogLC6/W6ptOpJKUtIgkc7u7udH9/nxjzbreri4sLffHFF2q32zo9PU2PXKbuLwK1MsAclTvXL1FR3WHE8Yz9/FOj5H8PEh2ZG8rIgHggyWd8HtNr8bz8jTgg5j0398pYOw9gc7+NAa/fQ/zfwX8MPBwMxM98ARILrlmwzZqR7XabPmMrPgzoarVK9+AsLWC8LCiJfZdzClF8LnrpzKHV+pUU181Q/lKr1QoAku38sEkEYthTScmBkh1hHHG4/O3Xzekv+um11c6IefkK5+S8fn78H8x3DkDEYNnbFueTM3E5dpHjff5QvuI6Ge/HfZz7v2jzPfjP7cLm4+g77FAOy7GRJKgY9cOSszl8XuY7pOdPu3WAmgPwEdi7jQe3UHtOWTJz1tdD+O5auXN9yv2WgfQyu1yW6YnzxBlz+gB9zD3IEr/iAXsuCxXnTcSRfi3mtJ+De2CesSnKPtkL1Dnp4+Oj5vO5tttteoSzs83ObniHlqWFcXZeH3d/f6/lcvlsW7ayQcmdE+H6XtoRwTrncQMb2ZRms6nxeKyzszP1+/00qGzfuFgsdH19nZ5OylaKpIlqtZpOT09Vq32so3z58mXhKV7NZlP9fj+VwcSV0xGgReXOgWu+83pGP97rCX1CY2B9QpcZj0qKEoPEnP4eyk7kgq6oAx5o+ri6gYIRc6Yxnt8NWQQLHJsD3PuCECm/ECo39wDUUW9ZHwJ444lusZ4fnaX22ZkdZ5kw0k4g7EvR58bV3+N3ZfapkqLwdGj2Xm42m2lLxvl8nhY/xh1h3P8wnr5RwXq9LqSMPfgEyNZqtcTMu0QQjdMme+MZSA82+W2j0UjkVLTdkV1H9hErfJ/LCrtPcCDgT7je7XYpbe8BjD9FO9Yg59Lt0UfkSALvj1zpDG2mvfu2SK4kL5E08RcSgal/to/c41jXVdYM8hwXas95wBjbNMZFo9GHRCCaE9eT+Hdso5/T5znrMNBt9xNORHmg6P7T2+0sO3PIn3HiC805R2TV47XAil6WibjfOWQTkINAvVb7uJfq1dWVVqtVqtXu9/v62c9+pslkko6ng3KMgHdWnPz1ej3VoLIwyNPZZe1yhsE/ZzCjIY7nIo2HUlArSVupR3/9+rUmk4m2262Wy2Xqi7u7O719+zbtEsMOBbyazWbhiXovXrwoRKXRYDqoi2yQ97FPUD/OFd5rrKLx3O2KO9O44jjrWAH1w5KLsN1xS0+1ptJzlsAntxsPzhvBvkfoPo7u5B2kxPGNIN3bnXMODj68VAdDFoOCCOajLqN/sKgADOwGf1NuEI045yf97gt//Ht2lUJi6VsuuM2NZ44xYiyrh7kcJ6PRSLVaTePxWOPxWI1GQz/88IO+/fbbBNYZK6+Fpe+d3UK3fGtfAjL8CGPEHMQWS8U1Gh7IEizwjAzP3rhuOJOMH/SSnRhkRIn2Oxfs+jon5hYMJgHudrtNGxGQPYrP9uAevPaW+eoLevmNE2heZhdZQc7B7+PONP7U0lwpUSXPpYzczOlFDDKlp0XMORKC8Sv7jGw+ZWns6sLaPAfv6H+0+bmAL9rZHFHkczp+HwWcRMYVnZ/NZolMZg2ll/ogZJ980wL3j3d3d+m8y+UylbO432We+EJq7s0rTyBu6/V6Im3juESsvE+OKn0B+LHankieJ1J5VOKpQx8IZ20jcMDYeuPpkDjYEcBGhXCA40A2pt+R6Ii9w9zgoyC1Wk2LxSItHqW0ZbvdJmfgEehwOExbGJGB8HNGNjZ3jz9GcsoeQUgZU1gB9OOljHV1fef7nDE75tzHHO9AXVI2MI2MRRxnD+T8XBip+HvmbBlI92t60CKpANQJ0mEySD36lldRAAsYXoA6gC/H9pQZxJgmzvV17ncRyFeSF38AlS+y94cDuZ44A4XuRUCLr6jVnp6k6DpKWYsz8ZJKz+U6DRsGG+1jT5kHwWar1UrX8Xs4NLejPvn/7rdyfo2+cSDvfhNA4/fjwGVfttqvxd/+zt85Rj0HsiILXMmPE9fbMttU9n2ZOFGY2yvdFwy7ruXGnL/9c8dmuQA1B86j34j3Was97UL48PCg5XKZAuvZbFYA6n6fjjljMJ1juKP/Q3xe5uY5YN43R/Hz5qQs2HE56oFHMAntdlvj8TiVcHgdKMcRkeccth+XazTGbzabpdSi9LRPrt90NGCRJfGIE+Pli40wrvwdlZIHMr1//75Q9yopLdAhgNlsPj7A6fXr16rVappMJppMJmo2mxoOh2mLxXa7XbgG7T1kFL1/9rGBHqHRb36OMoWJGY5cQFNJXtwQIeiV66Cn9Nvttnq9XnL0MQ3tOpFLLbsjd+DggMeBh8/BXPAW391QRTDqAMDZgOj03SgTuGNgYUIobYmPVvb2ex/AXPq+0TF74Q/X8b6LD0OLdsLJgWOCVYBnxagflvPzc0lKizdZNIxthe2Vnhh1L2fiN66LrtcQSG7nGR9Y9tvb2wLQ9awThAt66jokPQUFUjEjNJ1OdXd3V7CpbF2H/4JN88A9AmHPgLpeR9KJ4JtSIrKy3kbXYeYW/ctcAYzhH2KQ5IA+lo3B7jNGzvTzYgEwQZRntirJSxkwjTbbfTJ6w7F8n8MUMcCr1WqFxcjn5+fpyaOj0Uij0UidTkeDwSCVNsdNPuJ13G56e6I9jYSSl4vEe2ZuwXKzscn79+/TesLlcpmyamAxSrH9ianU3MOoOzMuKflk/BNZNt/Nj3vy7FkE7LSXdTeOTxkLnxfsLrhPDgJ1B30nJycajUZ69epVaqQbMFcCBiSCQzd6Ll4n5E8ZxBE6yxJZb24+gvXdbldY7BOBOgGA9LQwyIH6ZrPR999/r9lspvV6nR5slDrv/+8PSl7Oz88LSu+MX2yrG+J4Ly7xewdp9DHvvvo47v/pQC6C9cjWYJArZv04yQU+sXbWn+LWarWSwcjt1Yqgq4yJgxOOi2ACYOz1dYDgmK3aF5DlmEfay7V8nsYXbfQ62dVqpel0moztbDbTbvdUW+tAGnKA6wIQeGCOgw2+dx32drjN8aDCg6xoSPk+zjcXAodK9svp6amkJ6D+8PCg6XSqDx8+JGDsGRKAaiypcP3iPLwDHPyBWQALt2/dbjeBS/Z/Bqgzvzwzinggiq7c3t4mn0Vd+8XFhe7v79M9+OPDeY8gyv0e9sDJrkhQUbbCAmraxLaV3D9zz8temEfdbvcZKKK/3ac7+0gfkzH2NQV8TyaMuUvWpJJPkzJm14NV35WEsY2EEeL4jHWB/X5fZ2dnarfburi40Pn5udrtdtomGkLJWfaI7SL+Ym7yd7SdkUX3tXTMZ9dB/mc3PtYFfvPNN0m3wGX4gU6nk+6LHVV4HgO7E3r5joNp/Ge32012wcvs6H/6sQyoe5bPSSEPojmOfdT3yVGlL3FgYurDFcE/c3HWNx5Tdnx0sLzHKC73eXz3Y51VcSau1WolI0udpKeGnD1ksAEOLJSCbYgLQ+NAREAT+zAeW9ZPMVotmxw5qYD4T5eY4YjjCvjk2NjnDjI5ht/6b9xw+/lzY5hLS8frH9KJ3LHeBiSy3tFZ4LydcfOHxsSg3fvMQXvsp9g3Zffhx0XG51AfHJqPZQC+kqIQzNRqtbQPvm9t6YFtXOzoANffc+SC63yZ3ZXypQKua87uR0KE33mmSFKqkY+kSCSycixkbKODLme3c4FoTq8dMMVzxAWkOdDkbePec2MTySbmtwN1AoVKjhcfs8i0R/uLHMISruO+DXYscYn6VTaPYvsig+5/5wLT6NP85YSil6Ld3d1puVymcmPfbhrADXkCDvOHerkP4bren14q5tdaLpcFsslLb2JFib/7PGQht5dZ+tw9tI7j6O0ZV6tVevKZDxZRNhd1Jo5GY9R8MHygUB43RtLTLhCefnNw7Z0SDZsz6nRSjKKcUR+NRlqtVur3+7q/v0/Mzunp6bMUO9sVnZycFHZt8UeXMylQBA8M4gT4Kc4+14f0C9ff9/J+9D4+VDNVyUcp60vXO69bc7DqDFU0WIh/5guzfP/aHPiOi1x8PI8xDNGg8Zm3jXv0hUzonzMGZKSoKfQHxaCzZL1icBwdBsd69sgXHnrWgLGIhtTPUVYK5H3A5xG81Ov1aqHcEXJxcaHdbqfpdKo3b95ouVzq7du3+uGHH3RycqJXr16lTFNka308ttttYq49KCT76brgfsJ1CBvtgQC7B/lcifPG5w7fU8bljDrnlz4+BI/r48PwHZIKi9GwExBGTgzxPS/3L8488g4wpn34Qc7r/pP7ZPcMyogcTNAH7K0OKeVg3RfzNZvNtLXqbDZ7lomupFzcNkcQzGc+1m5348vtnTPAk8kkseWU6JLhdbvvul4WPNDWCPB9znlw6MBVUiH7688B4DMHy99++61ub28Lz9Vga/BGo5GyAN1uV+fn5+kpyKPRqGAbdrtdmq9ejgl5cH9/r+vr67QO8ebmJpWQUSJ3fX2t2WyWyjdj8Or+2kvMvFSVsT1mi99PXkzqjimm4R1sRKfmDIPXtnKTEYyjBHQiadMyNisCU//MIxlvK4ZbUqrHOjk50Xg8Tg/VoIYL1rzRaKQUCnuOei2l9wNCm8pA+rGAOLKEUdwAx9/tYxBdnKWpgPphQSejzrkOO3hF/5kPGDIMdBwjZ7schHpqLQqBKNeMjpnPo+QAbZynOcntIERbSe1hWFksGhe70g8eFMfSBW/ndrstbH+VC1ZyoNuPdUfHK/ZLZJS8b+I1KslLv9+X9LFU5ObmJj1/Yj6fq9PpJGfmpWAOKgG01I+y5SaC7rgzjvY1BxzQV3fguUCP30jFvZjZ592dvQN96ls5d/RDzpx7G73EzNns+MqRLm5HfEcozhF9oM8FAmhnVp3w8rHxfpaefPVyudTJyUkqt5lOpylgqeSwRKIx+m0f34h/XK9z+IhgrdvtpmCLUjBsrQdoubZ4G/3veF3+jvOU4BLd9jnj7+giu0JR8nJ9fZ1AsKRUh+6lLZS+UCLJcxvcxpPlvbu702w2SyQSOz1dXl5qNpultSgPDw+FZ3uwKwwbHuQyXR7w+/zzrLPP032yF6i7caIwnmjGa2t9hwYMlzMSdIgPgg+yMx3NZjMtBOj1eqmmyIvvaVdMhbvCONPMsXweA4xarZbqzJvNpi4uLgp1XCi4L0BwA+VALQKtHCOXex0jEazkvndQGH/jUtYPufdKyiU3vrAXgFsmMiDj9vZW7969SxNeyi9KlVQwZDHVFg2pn4eXz0fShWXjG+eMtycGgW7QCRicDXJjK6nQD/zv7eWcDmBiqjbOFQ92+L2XS7gTIbDxY32+xH6IfRQdI1LNkcOCzq7X67SdGosNsb2+R7PXabseeP06gNIdIrY5jq0DDbb8rNVqms/nCTg4ixnP5dkdzwhLT2uyvC2eCi7tfAAAIABJREFU9XJdRjd9TuFLfAGrH4d+laXteTHXPFPkOyAx3yhDioDIQVKZD/H55f6Pa1HmwpqY7XarxWJRMepHSCQPcgA9V62QwxAeDKJPPN/FszEEkr7Wo9FoaLlcpmMXi0Vi3MFifg5vi9v2yOozz3hnHuUYdS+PdB/CToP40d1ul4hWMCp+juwUZS/MXXwUC1Mpw4NEwkfyvb+cUafffEelssDZx5S28sJ3HvIje4E6C2E2m42ur6/Tfuo3NzcpxdBsNlM0QgTETS4WizRxiVroZKm4EpmG9vv9tKjhiy++0Oeff54MLMbagXoZi+xK64DJGUpXJh7ktN1udXZ2lgIPOjuyMrTX04X+fQQE/nlOiblOlBxQKAsK/Hg3tp8CvCPwrGS/5MaWPb4duDabzVT+8bvf/U7ff/99YpBx0hFcSErGhLnl6bpYJuM1s7lxxCETEEddzjE1kp6BZNdtBIPkT4h00OKMtvddvA5MHaUQjUYjPXTDf7NcLnVzc5MAAiCPdSK0QXq+8Im/sQs+H91w5pipCJ4qOSzY0tlslhbnE6ACImD4qCulBMbHgfFiDnDeWI7lAbP0ZKPZJx3/RBmW9DSu6AJljeghbcF/1Ov1QomOs/K0ifnuRJRndJj/tH+z2SR2sKz0RSqy+hwDyOC6AA/pKSDwoAeARFbAa279Wh5ox1pf6al0AeaTMjd/cExVHnZYfC0e+oPdcrY5MtgxQ8J32+02Lb6nLKTX6yUMJX2cF9fX1+k3vLzWG/JyMpno7OxMrVZLo9FIg8EgzTH3A/wefdvtdgX/Fu8HYOzVEw7UAcS73S7t6Y5u73a7wtxmcbf3o/cvNoO5Hx/E5UEoL2rjYdZ/+OGH1D7fpcbHEIlYU1LaQRA5xKQjRzHqdAjGADaE1fOxA9jX8vb2Nq3Mnc/n6eYA6l5T7QaH7XXOzs6elQrkIs7oSCNIjVFn7rOoWL6lXC7CjR1ddh3eI/sfjytj7OLxkXmNEfY+8H5IKnD+6RL7C+OFQ/Yxw7FSCtJoNDQejzUYDLLnc/DrzJXXxHq5lbMPzm5EB+8sXyzR4vvIrse2OXhyR+GOxtl/D0JyjDfvHgw4uM89WTKWKbjR9LZ4O70P/Lj4d24exLnn91RJuaAHOL243RlA0ss6fLcRfwFgpeLORC4ePPO/g2d8EiltF1+7RCbXAzfpycf47jS+VaL0VA7m880ZcdrlWSOuH1Po9BE6mZuz7icd6HCdmG2IpaiR9SubE/E+/BzgAEpgnN2v5Hjx/or2LMo+n82YU67E4mgAqZchuy9hfFutVtqJiP/95VmfXBvwL3H80VFALLqD/3KW3dvIHHECxtvvD0YjaPUXNejgVJ5szBwEz3pQGkvZ2LKR1z6ydR/L7sf9ZEb9iy++kPQUNVP68vbt2xSd1esft7e6urrSer3W7e2trq+vC+kDnuIG+85iFxbWAIjp7Kurq6RQu91OvV5PX331VdpX3cGIO12/2TLjEAGDK5obYpw6yuTsaDyf/96Bmhvi3MvbXAay43f7QH0Ehv57v999QYEfW8lhyQFrdNwnpG+TiJDKx+g568VvAeVeE+uO0B2sA/UyoI2ewga6rrr4vIIR8HNzHv87snwc633DuWOJnPT0kBovI4D9WywWkp4YU+yK1/d7qj2uewHQ+3aW3iYHR3HuusQ5um/eVvJR2Ibx9vb22dOfYZth0HlRChMlBnVxHBGc/2azSVng+/t7XV1dFUCkg00/P9s3srPXZDIpgB7mxnq9flYS6eeIvgFdzJUJbLfbwvaR8X6lpyAhzm33Pb5dYvQHbt/jwnbvO65BxsFBC79330k5wWKxSFn1fX6zkqJgQ9zGHktM+mdkIE9OTnR6eqoXL14kFrzf7z/DSABimGsP3Cgxk54ymK6bvqYo6jh654Ewn3umIIJt2oTPYzEpGWWCQWrFAd+evfEymlg6yj0CuD0o554kFexQo9FI151Op89KxbBnzOE4ru7L+Dv6nkM+ZC9Q/+qrryR9NEaLxUK12sfttb7++us08O12W/P5XO/fv9fd3Z3ev3+vDx8+FCKiFy9e6Fe/+pVOT0/T3pS1Wk2np6cajUYJhDw8POj3v/+93rx5k9IN8/lck8lE5+fnevHiRQGQYOQdVKCALm4sPd0dj2GQ+NsNU5mx8ZS5O/i4YIljOb+3y+UYp78v+oqsX0zl0z/eH7GfvK2V7Jdo+Jw5dEcW2aXdbpcW9vhT4WItLDV0HvjCCrqx8HnhTAWfo5+AW9L6Djx4AZZdT6L+xxpzdM53gEFybAKLc/jNdrtNQJ15jZF3g0Yw4wyR76Xr2T4Wh/tew96WmA3IgaqygLhMByp5Lu/evdNut9PV1VVytq4nlJZ4CQwlJVLxceBuzxwkOsCRPu7fPZ1OdX9/r2+++UZv3rzR/f29bm5u0hordjEhiHZSxstVJpOJXr9+nXRqMBioXq+nRa0AI5w6QBlWLgrXiUGh67UDeKlYu+wEEsJ1t9ttmuOUsZQFI8xDAI7PUc/gcc7Iuvo8Z9cXsugEQ7S9kv3iY+kssIPYMruKvkofg0Mesvj555/rq6++Sg82Gg6H6fzYXZjn6XSqxWKRSBFIJWeON5tN8hXYazbVcL1HALhO5tBu16+4IyC+AZ3yBx3hW29vbwsZHMphsCu+ToM2RIYdP8eaSLJktdrTw6A2m00qt2EXQn84Hww918hJDLbcv0vHYa29QJ1azxgZxTIYOou/fQstWKzhcKjxeFzYcsvBsL+8fo7FDJ6CdDC6jx3OdVwu6smJO+04GeL5HKwfw5znrpWLlnPHxfvKfebnPAZE5AKHMpBSyXESgSn6k3PKsBRRvyLrEA0an5f97cAZYMA74FUqbg3njIffA5972tt1Ltf2yHjm2h6/c/besxGcz1l0L9+JrBPz3G1GbLPLp+j9sfO1ko9CBpVxjGPAODo49VKPHDiX9Ox/BJ3yWlJeOT3hN96uCCYIAHPkjZedME/2tS3qjhM68f5y9azuk/w+cqVlZQRT7EMCk81mU5hjXJexyS0idKbQy29oQyXHizOtOZsVfT92kBebceRevnbHbbqXt8S5F9fh+NzCj/g83UeYcgzzJLLvEE1gSC+p9gWd4My4mDOW8tB3Mcvr90GgzvVZUOs+KbbfSSqfD/swV44cyo15mewF6uz3SmqSEy4WC+12O717906LxULz+TwxFTc3N7q+vlaj0dDLly81Ho/11Vdf6T/+x/+oL774QpeXl3r79q1Wq5W++eYb/c3f/E3BKJIe3Ww2urm50XK5TGmX1WqVWApnGpwp58YPgfhcZznjEOsEnZFwQ1vGwOWcSRmI9zbtAxJ+XQdCZfdTdj6Pbh28xb6r5HhxPYC59vo2X5jz+vVrff755wUWwktcXN9yxsqBqwfRDtQZQ3e4foyzhjDuvlgspjO5x1wA4n2AOGvDQ27InJGyZJV+bo6yFRa/ASgx99kD2HcJkZ5qg3e7ne7u7p5t80i/+v357hzR2eTurSw4riQv8/k8sU+5bOfJyUlhEanvpS89lWIAKBhfqQgGfC2Hz5tGo5HYMXaNcEZ9sVjo9vZWklJWy0vNKO/cbDZpz3VPpddqtbQwFV/JfcUs6j7bmgsamB++7oV79r5gHrOw08t64qI3rsVuHswd2H8etU4W7/HxsZD9o1w1+h4HWE4EVHJYPLDBB3g/5sC622kyUf1+X1988YV6vZ5evHih09PTNM6s7/AyReaMB7SASeYl/swzPb4GgoWn6GnUWX7jOxxFP/Xw8JDw3vX1tb7//vs0t+gfL52j9KXT6WgymWi7/bh4lpJTzs0mJLQTHwBLD56VlIKEVqul3W6XnhgasWbMHGAvIu50/JgLwD5F9gJ1Ji6TdLPZpFTEbrfT5eWl7u7u0opvSlVms1liC8/OzvTq1Sv98R//sb788kt9++23kj7uqfub3/xG//iP//jM2GJYWJS63W41n89Tp+ciI18wdwhE5BwxEwQFcxDu1/Hjy0C3H5tz8GVAPR4f2xeP+ylAwfuA9nK/FVA/XrwfXWeiPrLPa7fb1S9/+Uv92Z/9mer1enogyGKxSOVjkgosgYN0342I8zsodgdPm9zQRDYQoxQZNA+GywBEdNZcy9uD8SMt6Q+XoFwFoI0hlD6ysDc3NyndSLkc4GcwGCQAMRgM0l7d2A/O4fW2OCcvsYlMYS4wyTGI/F3JYWGHF1LGsd/iExLjFoWSUsaH3zOenkki1e611wD1brebxlxSAag3Go00d4bDoXq9XqFMplarFXakQCf4u9FoFB4uFEvIcv7BmXf3JTm2XHr+tNI4z5k/vk4ll4Fz9pMaY/qbWvvJZKLhcFgoNwCgAMoQb7NnLnJsZCXlQl95YOXZGyRiC/Sr0+mktRQXFxcaDoeaTCap/C+u53EQ6VkQJyt9nQblmfzOg2J8nT/J10mPCNR9Tvt5KJ16//693rx5o4eHh5QNeHz8uGOTPxkUoM5ufbTbgboDZTLXXvIDkYS++tonL21zQtP9EHYJFr4sg+XztSxjvU/2AnXfQituXE+0IindtA9wTOWjDNTHbrdbjUYjjUajxCbCXrAVG9c9OztLDxvihvxmj2W4DoHbCEL4jf+e73+ss97H8B/Tfm/nTwXrMSPgzHpZIFFJURxcIt6vzBU3WrATMBM47VarVQDmcUI7EMbo+uJIzyhhMBzIu+H3dz8vhgp98AVDtMFBrYMRZ0Ejg4gjcGfAsW7IYTR5wiEsum9zR5t4PDQLEb3/Y3bNQZGXKHh7c3MdqQLXHy8eHLozw76Xlb2UERsc48wcn/uirsFgkPTG2WjstzN8nJ/FYQSrgPzhcKiTk48PwwP0s44KQivWk0tFRjzqVBnB42Ac++IAzZk5jvenKt7c3KR1G7PZLOk7fUag6ov2IhPIsWx36oALcO92KJbbeBDj2KGSvPjYlpGNUvkuVf49QJb90AmuGCuCyuVyqdvbWz0+fnx69Gw2S7/fbreJnfYtSj1D5NiBIDwGfZH8cMIE4peM1uXlpW5ubrRYLJKtx857ptN3L+KhTZA/7m+i7/Q+ddvBfMaPcK8Ae8+4xvtw3OvBT058jn1qELt3Br1580aSNBgMNB6PCyBhu93q8vJS0lMarVarpUfTumKgFLPZTM1mU1988YXu7u707t27NFBff/21bm9v1W63NR6P1Wq19Nlnn+nVq1caDAb64osv0k4V3kllCk3nudGMnezihsbfI2Pq7y5+/WOc+qey6a4AEbCXve+7NsY/AqrcfVeyX9xxMlk9zSap8PCFXq+n8XicHCGZqNVqpVarlRb2wEJHcOHjHNmtCDZYNQ+L4A8mw8Eul8sCY0a7eEjGaDQqLLrx+/HSM+lp6y1AP46BQBxgEFOhXPP09LSwyA+ghbEEJIxGI52fn6enBw+Hw5TG9N11uFff2QJWncAogsSo+2U2pgpkjxNKswAQ/E/WFQfp7G5klx08orf8zTZyMGzb7TYxitvtNmV9KbmCdWdBNgu5N5unJyGSDe52u3rx4oW+/PLLdB30mLJMgKgHu1JxJ47c7hiubxGcSyr42hyz6kzo999/n3a0+e6775I9oUSAsohms6npdKp+v18ok+n3++r3+8me1Osf19BQXub3w3xlPsE8wlCyHXOtVksBTiX7hSygBzll4+4lJ9EuPTx8fKDearVKJcn1ej3NL/ZOZ1MPspa+ewovfzJ7r9fTcDh8BngBxIPBQGdnZ6lEml0Bse+0XVK61nq91jfffKMPHz7o6upKv/nNb3R9fa1+v6/RaKRms5n2fyfoXK1WarfbGg6H6XsCcjAmWVwv86RvaQcgnJ0E6/V6emIrZLLvxlar1QpP2HUiLEokFlw8q3UMk47snUHz+VxSccsfLkTEdX9/X6hd8nSas9+k7X2l8Hg81tnZWeoMOgygf3FxoZ/97GfqdDophRPT8GUOtAysAmRyHejHOAPHZ8dILsLNtcHFgU7u82OY830gPXd+b4M7iipd+ePE+z2ygThmmEMYCn8a72azSSm+ssUsMbjKnR+AKz3V3CEOogHsvrtLTFFi5Lwu19vi5QmeAuR77xtn0z14cTYV2+ELoCgroIQBpqPb7aat7DqdjrrdboGt5e/oUJzN9bl9KAh3O+MMbiWHJbfo0tkx14Ho5HJseiQTHNR76RWgnfQ4O1oAEpgnXN+BJqUx/X5fZ2dnev36tTqdjmazWfKLklIwTTv8fqUn3fFSMiTeW/RpHqTE8zkz+fDwkB6xTgkdZQKUqZK5xlfDnLKNogfB9K8DFr9+ZN0j+PAAG/aykv3yUxj1aJsA3ATG2NBOp1PYopR6cEgc3x0FneXd7aavo4J9x291Op1ExjjbTNv4HesZptOpLi8vdXl5qffv3+v6+rpQW4999+wnAJ0AotvtFgJe5kVunQT34Rlu/N1gMEg4l2wt98w7v3P/HH1//D/Kp5K60gGgTkdTbE90REMxUv1+X6enp+lJWKPRSNLHDl0sFrq8vNTf/d3f6erqKnXMw8OD3r17l+pULy4u1Ov1NBgMdH5+rmazqVevXmk0GqXoJyouRj+XEuT/Y4BrGVB2Q3kMYN83QGW/w3jHNjjr6W3JAfJjUi6c3x1dmbghruQ4yTnTQ99jUNyw+EMb3ClGp+6AmLH3OvDb29u03+x0Ok2O2UFF1OtYkkIqEVaMbJeXqFCuxlyM7JtnAiSlhWiedQAgAMxrtVpaJMQCwl6vl5ghgn0W58LA831cdOfGGGBIWQPsoG9RGVmjGDTR/iqoPU5860yCNc8weU161HVn0x20+vxycA7gdsABEEe/fetH9Be2nIchkUkCBAA+KHeBpPIF3pSNcW70x/XK32n7oeDQddnvC/Z/vV7r7du3+v3vf58e5ETdrW8PyVzCX/OkRRZuX11dqd1upzGiPllSNpgCoEf20P+PZEEleXEMkwPpOb/vn/mWvdLzPfxh1Klu8G0XCdJarVYC3eiOjyOgHBDrQLVWq+n29lbT6VS1Wi1VT0wmkwS0+T377a/Xa717906Xl5fJ11Bm9uLFi9QmdHAymSTbjf6RqeXcXhYTcSG2xjO0nA+C2Ldq9AwZ89j73scqjkmUHCbwsT9EBO8F6r4o6+rqSpI0HA4TwwaQbLVaev36dVrgBXv+9u1bXV1dJeDBhvsYXcDJycmJfv7zn6eU9sXFhdrttrrdrvr9fqHG0MEzwQI3m6uP3dd50n6gfAyTnZNotHgvA75xkJgssf1lgYDXRnr747GRoXcH4OeK5QyVlEtuTH0SS/mt/zByDtBh+vxhDQBaSQUG0Otia7Va2qGBXZjevXuX9jNm1w2OZYGML4IBbKMfd3d3aZ6en59rt/uYznz58mUybPV6PbF56CvrVtAx5qXvzIJwXWfGMaD9fj8Z+PF4rNVqVWD9YFW8zll6emiS97mPg/cBTgCwzzkYQy87imPrfV/JfqH8wndaIGMCGHQQ6JKzmzmWmfcIaCUlEE6AAJve6XS02Wx0dnaW9JcnFkoqPHl0Op2qXq8ngM7curu7U6fTScwleu4ZqVhWRTDqelsG1mM2wgmc6+trvX//XsvlUn/3d3+n3/72t4Ug2INYgD0+9vXr19put4nRZHF3p9NJwQqBigfTThAQBJWNm6S0J3Yl+8V3d3Gbc4h0REcAuo1GI5UywpRLSkC9VqslwApQp4YdBp1yKGepCWJPTk5SWZnjrOvra719+1YPDw96+/ZtyhSTkfHngVDuvNlsUqkiFRSDwUAvXrzQz372M3W73RQEs24R8oaghB3BwExsjsDxSK1WU7fbTXrs5dnUwPMATkmJMLu/v08Lqn2dCfgp7vaSG5/4XW6uly1CRfYCdQyk76QAa+CNYCJ7VMZWijQCZ+41oL4VHJ1EzRF1gx7d5MQBdYxMIhtddn+HPitjcg456Vw6PbIPZW3dN/A5hv/HBBRl7S37v5LDcsw4REbdn5hWxsbngj90FYDtu134frNe5uKMsbfXWUjYdS8lwaB7WRvncbDv7KH0lC7EyHmgwvcAHJ97zmhgdGE+HbBHli+ew6/FZ9xLLEnychjPPlXz4KeJp8pdv32hVs4ulvV7tKuuy67bjB9+CHCMjpOuj6RFrCV30B0D8NzcjOSP62TZb8okNz95BwTzInNBqYrPUz+X35vvjgPYc8IglqsdOz77yKBKyqWMMT/kV7zUj/73p8BzHs8mIeiDb1DAedyW+/yArOFas9ks+SCyOWSiWq1W0lWw4Hw+T2U6Dw8PqVac9nlggfgD7vzJ305qlZVZxQ0IfDcbgDrkAcG1r+Mqw23Hjs9Plb1A/csvv5SklD5n0s7n8xQx4eB8AUCz2UzRE1v6uNOl3pyFAqTjiOoA6DDmXAtBIXG2CMbBAU+O/XKW0o1Y/OwYx5ELDOL3uVcEEZ4aihPEjV6M5Mra4qn6nOQCDm9bZVyPk5jKjjrirJiP/263S+VfV1dXyVnGNLn/Lgas2+3HLa3m83laQMq1nEnzvXGlp1IQLwfBMHEtvqe+dzAYpEWbsDHoCODH99qFDUFPMbIe/LPjTafTSSwPoMD13xlXr6OPQNu/jyAr2gFfdwPop78iI+9EAH1UyfGCXUMHqWUl1Rz3TY/BkWc6oniGMAdKHZwCclk4yruXoFGWyW94R28JFGu1mj777LOUYXb/BdBHl3ze0kYPDv1zDzRidoB2slDu9vZWb9++TQtlR6PRs9IJyDHWdPAk8bdv3+ry8jLNweFwqNPT01TyQ3kBrKyXDkUyKwY1/O9zppLjxbGLg0B0yQNJXthe6UlvKYOUlGxsp9NJZcbs+sL8JNBjLvF0Ti+BaTabGo/HOj09Tcw0foKs7rt37/Tdd99JepovnlEFNOOz0A+qKLwM0Z9rQAaXdjKHfTtLBN/m/eVldth8L3uEHN7tdmnROeeKdt8DXeZkxG1xPB30Mz/8fPtkL1D/D//hP2i322k6nerk5KSwEMEdIztZsJ9xv99P9XvNZlP39/cJ6DebTQ2HQ7XbbV1cXKS6I1/IElmDyNJ5XVQu9cbA+eD5bgI5NsMN5LGOOAfky9jQaMQcqJPWxACjPJF98Zow/9sZJEB2BBy59ubul78rsH6c5AB6LnhzhoL/Hx4e9P79e33zzTfParRz53dDwPjOZrNkFNHx3W6XzkWw6/riLLYDdb8m85GV8OwaQbkJTEg8HwYbAwzTQcANMIEVqdVqhTpEjLbPedao+Hzwee/AHcbEj3Wg7r+nj/z8kQHkGrFkLI5zJeXi5Yk+XjBYkDsRZDszXeb8HEBK+7OYOErsLUCdrBYg3ssQaDcBp/u8RqORFjnDyjlQ5xxuw5lv0Q/k/JCz97lSuel0qu+++y6xi6PRKNXRewac9o7H41QawToWwAiLZtlRw4N3gLqvb8mVYsT5yTFexlnJfvF+imSb962/o1OUrvjCeZ4DICnZ8/Pzc41Go/QAIeyzP+cAnZlMJmq326ktlL6Mx+O0MxI2l51Z3r9/r9vb2wSua7WPZSeTyaSwOyDgl/b6togegDDHmW/cp5evSU92AlDu/eK+NxI+vqkDtff8ltJN97t8VqvVUpDDzkdlhF1OHGsdOn4vUPdFIDhSd4RMQH+cKymERqOhwWCQFIBJPxqNUpRGhO+OtizFRuc6wMgtQEIhPW3vEaoPVlnH5TotAvzccZGJO3TespRrDD5iEOGAzdOSfi6P4vaB9bJ7rAzrTxMAwb7gyA2JA3hn4Tz6zgVtruP8hkAP5wp7wbm9PjvH6mGkYRh4MUfLXl4+gtHzfvC+8O3dcoYqBrU5xi7W+roB5rz+LhXnmJfcOJjzd2+Lv6r5cbxE5sjHLOoUkuv7MnG/Ee26Bwf+twfOzB0v3+K3sS0+D5k36FLUkdj+qL/Rxsd79/7L1S0DvKI/gAH0ednr9QqZKX4PaTYajdK2yKwP8S0lHaTEbGy8ZwcrVVD76RJZdKkIQqViln2feNDIuMRNOKIOOoiNmR/8QvzOWXOf45SYDAYDffbZZwmg+0OH2PGM4IJ56nZeUmLkN5tN0s1Ynul+NQfUfe560O33Sx9E0oiMBPiSNsW5zLgdwlr+908C6h8+fEiDMx6P0w3Akl9eXmqxWGg8HuuHH36QJJ2enuri4kKSUnrF908m5elMFp3vyumGFPaLdD7gnmP9xunQWq2Wym88yiRFHwGpR1wuka3OdWpMVbrix99wDZQApa3X66lf/Lwxbc8YkKJhj2pPLecMu4MTJKcssZ2V7JfotHgv0xPXt2azqbOzszSOs9kspSphFTwA9n2LYax9gSk1eJLSzkvT6TSxBNLTEx4pP8u1D11sNpu6uLjQ2dlZypbRLk/jURPLPXttH7tHeD0+TGjMFvjfHrx72hQD7AtAvYwnZiQ4J/MXogE7EUEi9xZtkd+zA8MKsB8WdBTdq9fraXeHfr//bKEign6hK7Gvc30fiQoH6OgGgaMH0rVarWC/+U1c9+RgxtdO+C4SOdDuACKn1zlH7WQL/7tdH4/H+uUvf/lsO0hn/z3Y5xqAoU6no5cvX6pe/7h4GybdQToZD+aynzfHqEdyoZJPl5g1j3olFUk+z/h4n1OaUq/Xk42mdHm7/bi420lCxB8q51skUio4Ho8T8005Cb6Hp4lCwv7qV7/Sixcv9Nlnn+nP/uzPNBwO00LsxWKh//2//7f+/u//PukXe8BLT1gOBh1gzrW8n7xPfE7jH+iPXIlknK9krTabTWF3sMlkIkmF3aFOTk5S6aq3AYnz2sliJ8gO4a29QH02m6lWq6XV39LTatjlcpke1MKLTe7ZJ73dbqdyDqInL+twgEt9bQ48EhygFDhoOjQyNgxIXEnN9znZF9V40OAD6oqRY65jpOqsh7eLFBHMpddM0j8RyDDIXv/nhj2WxcR7j2xHZGwPRYSVfJScs+I9F2X7cQAC28hNAAAgAElEQVRi9nfGgErFvVthqd1B+lZ3nA/2wLNOPvekJ7DEw09yYAAGzvep9VXyzDHO523k974IjUDBjZkzIXzm88QNqjsprzcETDjgcfE5z4uH7ET2PQcqcoGXBxK5dSKVPBcfZ3SH8YvbM0rPs07R5iLRrjpI9Zd/74GY21LGNEdwcI0I2r3mNpazxPnvQUcu++Pn9axymS2XpG63q4uLi9ISRQ9AyWz74vVer5dKG6iz5168T7xvaF8kHcpIisqHfJpEgsB12P13ma/3v9FP10lKIaUnLMcxUrHsBbsKaPdAzr/j5b+BTX/9+rV+/vOf6+c//7n+03/6Tzo9PdV8PtdsNtPNzY0+fPiQHrrEDjD4Cdrti1vxL4B27zMnNZ3xdp8R514EyU7M+lyFXICI8tIwCGcPmGJAFcfY50XECTnZC9Rh97zgfrv9uM2i9LTlz3a7Tcwd2+541OBGEWPqEznnpPnOAQjlN17zGGtPnVmGvYvndaCMxLKYHODySeSdznv83u/ZmRjawOcoEH0DuPLJF6/rD7XxfvT6KvrDnVfcBsjbmquBr2S/HOOIXJ98HACObFvKU9fYIQlQTQaIBSv+arVaGgwGqtefVq1zTUlpQZCPrQd60bFimABRnDPWfnMvXCsaPdrNvPKygliOkJvH9A267GUukQWRijsSRKDkJRbsTBUBmDu4nGH1eRFL6irZL5EgYPycXY4kSNTLKBFEOsjOlZzF3+HwpaKjd51xn+DsvB/H+XJ15/Fv9NcBVAS4tMt1EXCQ60PPlkXxTJPX8nIu3z7PS9XKxsLbuW88XCrC5zjJZU1iMBQDWY5FDzqdTtb3Sx+rG/x5FblFz+g1wBPb76WP2HUvhZSUAgDWRHS73fS00levXuns7CydC13cbDa6uLjQ69evC0/iZlEq85D7iuU33j9lwazrcy4A9f50H4R9IkBpt9tar9eFLSOpS8/5RJdD+u92pkyOejIpK21PTk50enqaFhD88MMPKfrhscW/+MUvsgtAAc273S79xlOadCQGUXoyNERnMPTz+bzAlrsDl/SMVfGOl4rbTebYGwcD/B2ddQ6M5yI7N/yknzyq9YV0ruxsleXGHoZyt3taoOPtBtyh3CcnJ+lcTFovlcg5w7gLQiX75RBzlHNs1OfhKFmIzX6zHz58SGlJQCWLL32BTq1WSws8ccY4bvRjMBgk8O61iegXgSLvOGuvLRwOhymr5uDGGXQMFt9hSMt0yR/rnnu6I/OFuePsSgTr7mS89twXi/paGOyMzyUWBeUYLU8vRydaAfXDkgOrjInv+OI2yYkV6fmjun1tB79lfNzhRrIjV3ONXQSIM4ec+IiBtt8PepVjofmtZ4Sic/c+ot1+rcjUORPvAQrfu8+hXDQ+7CW2Fdvg1/V2+3yL4vfofrgC6ceLYwdfDOoEB3Yr7mqHrePhkKwB9LngQRvj7/NCegK1zphjQwHtYDF/vo2kBK6Xy2XCiefn5/rlL3+pP/3TP9VkMtFkMinstNXpdPSLX/xC9XpdHz58SA/qWq/Xury81Hq9TvcDq5/LnOYIVCQGm2A5xKsyyAITrDBvPCPMM4L4H1xcBtbL8IHjx2NkL1DnZNSY00lehgLI5AEp3IQbM+8wV46cceIYSYWJ70yZA05+46y3L0jwa+cMdw6o81v/LjrwmAb1PougPUbD0QFEBoXJSo0U13HGKO5C4O1z5xEX8vm9+Tu/jWnXSg7LvslWpiMs+nLHBhD2PWph9nyRDueMwNVXy/u4uzH1XS58wZk7Wmc74+KheB9+n+idg+Y4BzGUtMPBr58rghFeDtpzgSa/9XtwoO7zxdet5MTncQXOf7xEHxDBZE5Pcv4gd14/Rw4YRhvnn7u+lrXPbbeUB+qx9KXsHNGPxbb4/7Gtuf/9fJ4t4/xxOzrmgK8N434gD3w+5MYkB0aiVOD808X7s8zG5OaCYyVstT9R1rFWjk32c3OMr0uIwbDb1agPvssXQByixxcze8DR7/c1Ho/Tw5TAX74Oy/GMXzfislx/xXfHgIhXYcS+4F7wwV7m4z7qmHH9KfNiL1CneJ4Fi/V6PT1Y4fHxUYPBIB3LllBs/QSTxU15KYcz5u78oyP0eiJYQljjWBbgUSJgwFmzyOrF1HnsRGesfTEUx3rQEdkHBjPeE3vWxvITzllm/GgbNcXcd2RbMMIOuDyy5vrcS67Gi7GJoKySvDgIkYq7r/C5O/PIOHGMM8i+St2DON8nl/Hzre14ObPojhedQF944Is7dmejHeBGBw3I9ocsuf66QXbw7v3iQQj1ks5s+9613gaCHPoot/gNgB5rbrkHZ8g9YHCGZV9ZDuepQPvxwlhQn+57qEcneky/ui564BV1NZIuiIN45hl65XrruoB48AiIKAs23Ol7YOI6HbM5Lt4+J1j4HXOL72KQ4P1FP+U+8/P7dWOwEn+7j8ncFwhX8iRx7HOA3LEGEvHLyclJej4BnzvxsQ+o8+5P5AWosz0v5/ctG8mKwoaznuni4kLj8fhZVtd1djgc6uLiQo+Pj3r58qWkj1UGs9lMDw8Pev36dbIRUrE8LbY7flYGoh2Ux3nlvpVjaTPYM9oZD3LjfCizadGvHQLxe4H6+fm5JOnq6ko3Nzfa7Xbpscm73VNafblc6urqSvV6XbPZLLHvXtbhrC8N9TopN66+wIEbcaBOx3lqj9du91Tjh9Plt0R7vigusjm73S4tuskZZ+6Fv+Ne0m6MPcr0AY6D5RINvBt9Bzqcxx8YQLtwhrAm9J/3pfeNi58jl2aqpCg+Rj62EahHRiAyVx5kRUadv70GEZBL/aCkgq4DcmPmhPHn94gHBgB1nhbs+u4BsG+z5TrIuT3g9msw96lVPDk5KSx2i3MvZqV8HjKfWeiEkyhjLx10+XqQaCciQIssKvblp7Ak/94EHY9rH6IPQHIAMGY4JD3TlwjU/bMo6JUDefTLS0pyW8DFshBvox/neu966eQSuh+des4XOADBrvv957JOPm8jaeUgMPaL32f002UvbzfXq2S/5PRayvdj9DeuI9hAFgY7zkFHD7HA+CjIo3q9rsFgoNFoVCBDIGZhvyFxR6ORBoOBzs/PdXZ2lmxzJEzr9brG43HSs9evX6vR+LhXOjhys9kkjOc6HgmyGJzmghF03Oc7v/X//TqegY5kMb/j/uMc8XHNiWPPg2Oy70sGlhO6g+bkXsMdGaqcwfLOcaPjIKJMjmWvYmTlvy9zBrkIk/b4ZKE/UBwYyn3nBbjkDFbOuNEvuTKUT2Hw9oGIHNMR2Z5KjpfIRu1zZP5yMJBz7tITUAVES0qZEnf2Pl95mltM6fGeK+/y9KY7+0P3w/eR1cAuRLYvgiNWzMNoep/mgI6XEXg60oF5nLNxnCJbHseE35Y5Tql6KNj/x9679UZ2JNfCq6p4qxtvUrfUmpZ6xrAh+MmAHzyA4f9uwIBfbMAvxujMjDTWTLe6xW42ybrfyKr6HoiVtfZi5K5it+ZY59MOgCBZtS+5c0dGrFgZGfkh4uxy5FBzwNH/jr6PguacuP5T33QGiG1xPxWBdW0/n9Xbpey7BtzbdIn3cjLAA27vCxUfq9E4/hBxH5a7fyUfJ25DIzxDvdIfnfUBykGhjksG1koy+XhVO6r2nNXClHTSe+i9NGWHOezAJsWabfB1GhQlcMqAuuJL911u/6Pn8jESHbOLzufaVyalQJ1sOKcq2ajpdJqirYODg5T2wu/G43GKwtQQaec68IgarSDDldIBUbTQi23KgQvNdVcDo5vFTCaTQr5vvV4v1KvWqXp1MFR0MtvcrVFZdUZj7B+yl/xOmT+2V5+Zn6nR5WKIqB+c3ed96TiY6sDnqpiQ7aIDn++ei06Wy/stklerVWIcarVaWjBcq23KJ1K3aLgODw9RqxUXCBPQcppRASWAQq3co6OjwiyOtm+5XCa2gufz/euKf+YVUoeY4sJ7uHPWWRg+W86QqaEi23J3d4dmsxmex3Np+A8PD9NULMtHanCtz833w2fVa7M/NF+dv/0aUcBTBbTbhTaKjp/2Uxc4amDFd6j5qe6AOc4U/NJHaOBXRoJo8Kfv3wNJ18EcMHCJWD+WQmTeOJlJ7qHgOsf7EzxFQB3YrD+J7s9+1Z0gNUhx35oDER6kuD/W/92PVVIuOV3jb+qE+mugSOJwfLHAANPLOCbKbJUG0ArK9TevRV1aLBapTDcLiHDvjS+//BLHx8eJ2Y+yHgCkctSnp6d48eIFTk9P05rI/f19/PrXv8azZ88K/iRHpuTsshJe/K0+ZjqdJl/NNZZagYYYDdiQmSwnOZvNkq/PBST8W9vl422b7MSoM41FK0bQqesWrwQdLDPHF7JcLsPUl4hRUeDjxsSNrjNglFy0xP/5W52xsnU0olRKdQhsL6ta0Mjz2bX9wCbIIXjz7xksaK49v+eUizoRzy/U/nRAptfxKFGP4XvglLTeu5LdxI2HL9zkanHNx6bjZK44dY5gXXWEnxHoc1xpmovPfLnOsE0auClgIYiiHhC063WiYNHHjkq9Xg+3EHejyuN0HwFdG6IgjEEtp2JZPYR9Rf32QJ3Xcnvhgbb2nZIF2m4+28cwkb8UUUfqbJ/7AH0P1GsFGQqilUDhO9UZoEgiYO0BYTTbRNFZphxo1e9ctJIGK5npwjlgo8N8Do5tfyZfB8Jxpv2t/RoBZh/DfO5tbF/Z9z6rVY2R7RIBdaDYz+qvqfOqfwSRh4eHKU+dGx6p3kZ6oEGzVwhSG71erx+AWOouj+92u3j69Cna7TaazWbyCxoYU2fp59rtNp48eYJOp1Moffj555/j/Pw8+UldGxX5JPZZNDbVthCL8Vnon0mA6T4lmmrNZyCwZ3CtQN7fn/sP7YddZack5MgY6ct2UOB5PDmj9RjZ9RoRKHdRB64ggFERa4EqKKbj4Pe+aYCCfjX0fq0cUwGgsOpeGUtlcBQ4KQhnG/U7BRueiqSskuav6U6uFaP+YeJ65+kjnI3SdwlsmEfgYa63O1KCe+Dhbox+zYg5ViaSOqHgXEGUG3qgyEx6ZQBvi+q/gxx+5o5EF0zrmHZjz+dSvXWdd6Du76ds1u1jAEsl90I7A8T502VMLfAQTFLvor5Xv1TGCvtnCh6i+2pgGbU153Rd33X9kC7u1ufi8RG7qn9rHyiQ0mtov0SgL3d99RO5Z650/6eTbcGMvj8twqEAEnhImnhqYCQK8gmeNaXL37MCbAJx5rCvVqu02FT3qygT3ocLTrW892KxQK/XC4N5Dei1D3Pt1hlkJav0PH1ujie3GUpk+vllz/gxOHgnoK4OXRckqHGis1wsFphOpymFQpVIG62iEbyCbDcOkdHQa6gzjkSjKWcN6NgVLCgIvr29TUX4aWg5bULG3RlNfXZlfNyYsh3cWtefVdl2GnM+AyvyKFPOY5TR1UBBgZGW3+PWuJw18UoelewuZf22v7+fFthoP+teA75IulbbLIJm8LdardIGYz6dR1EQ6/XKOSvWarUSY6+M9d7eXmEbaQ0UFJiTzXaAy2PdAPK3LjLl+XQAal/UMGvevQJyBrkahPuiubJ35UA+9/5y4KmScqE91B1ldbpdwUXkZIFN6hPHgPoKn6mM7CvfqzpgZZ8jp8xrlE1rA3GVLPVTfE7WoNZZBWDDaEZ6l3PynM3VMccxQNHnc+ZRn8OfbVsgFfVrJR8uZYw63+lyuUz2en9//0F1PR5PgE5mneOOOEIXByvA18+1XU7cKV44PDzEcrlMY3q5XOLZs2c4OTlJYD03nnlf+iKmvSim6ff7GAwG2NvbS+k8zPCo1WqJ0VcfofrrvsNnrZRQ1vKQagu0MAP9zWw2S6kvEaHpuNVn4vT3LmPnUYx6WYd7ZziDu022NXZbFK/GukwU0KiichaAU4jq8HkeU0E0jYV5TbpQQ3OpdHOl3PP4YPTV2ux3ZWB4fWeAlFHXftEUB7aT1+Z1tapOxajvLjk2zXVagYIy1vxOGWAew/fA/6lnh4eHuLvbbGXsTLrqrc70uFHa399PObOqd9EiTWcHdaaHBi4a9z57owyO9w/Hgq5f0WfRfRp01oD31Vxd1d8yo6if7QLQ9XqVPE5UpyK/4gBQJXJ6Lg5C/f8PYb1y94tmh/Ra+p0GIlrf3IPxMkDj9+WY4ljgOGOajKfwaB8pURUd4/2hbdvVp1fycaJ9rNiGszLLZXEvjggYajoLZz71eD8PKAYNtKtq16nD1N/lcvmAUdf77SL1+qa+v/qS8XiM6XSa7se+0Hv7+iIH6krc6MyrY8YoiHHMqzjXGXVeo2xslGHoMtmao64AgICBtZXZcGdvGRFFC7qUuSiTn8Io6EtSYKsvEUCavleQQgPo1wGQcpoYWc3n80Lta43ilOGMGCCt2hGVq2SAQEbEI2BGzpqz5Yt2/SdnuL2fqvKM28WjZDd8fJ/AfWpTvV7Hu3fv8Mc//hGNRgPz+Tyxgxwvi8UisQSaPsb7aOoM02WYM0c9IKBlGwh+mVbC87na3kGHAioPKvS43PhU3feFyTTKXkZR7ULEqGt/6phSY61BrNqeXYG6i44XB/QfanR/aaKgwEGpjpNtegbgwbqF3LuLAD/fmeoO3y8/f4y/UaDMe/pvPp+CJA9+3XZ42mXUl/qcfi+2R58p1zeR3VLQFvWr94Gmu+q6F7U5lZTLNqLSSZF6/T7d5PT0FPv7+3jy5AlOTk5wcnKSyuoqJnGd0cAxAupsD30HfQ3PB+6JEGYULJdLtFotAPcb93H9YqRHPm4jHdaiBOv1/Wxzv9/HeDxO6zyo3wrQ2Uea3aD3dLugmEizEjQtlcfwO2aOEPtFhHQucNfr+f3LpBSJ6aDn1LICdQIEDlTmbk+nUzSbzcLGIZFR9cjeH3Aby6DXVGNA5dCFAMoqc1pfFyWokdL8YW8/lYZMOqc/uEDIa5fTkOnzKbNJwwygoByec6tt0XQFnXLSfHl1Hh45u/NzJVVQVEm5RM5N/2aKFIAEnl++fJlSnDTdhcexMgQBLQ2eXpMpItxMjEaT9cjJLgMbg0S93t/fR7vdfnBd6mqttkkx0B2IeWwOBKtQhxnM6kZlAJJR53iMpgVVP/nD/tQxots6az86W8JrRaLPUuZc/PxdGaNfsrCPHIzngDrtWfROVK985tDtHO/t9tt1OALrKmXA3VMaIzur6Qm6y6+CpWi2ygFuRAro/dkPbk9ccqSC/h35Xgf3AArMojKMaqsq2S5OBkTA2n+fnZ3h008/xcHBAc7Pz9MuoN1uNy1U9lQyB+laPtHtbdQOEkkMykajUdo3h4v72+12wlg6ptx2un3W8aJrpzjWh8NhmkXQspGa0qNkq+uvjjOdrdWZWfpA3ShSbQj1fDabYTKZYDabpYA0h1ejcaPvfRdyoHQURQ7PGTCCST1HAbIroALzbVGEyi4P4+3mPZRhcEMa3Sf6O3cPZxS0rQTlqvTu8HfpAzW8CnZ4TWUjy1im3LUj2bWvf+lSpkOuZ3x3s9kMg8GgYIRUTzgroqkufP+uv2rUNLiMyp5yOpI55zRwFDUaOs4dRGzTDdVxBw4KrjXX3gP2sj6l4YzAzDYgvgtQLwtAeOyH2LBfqpQFYfq/A5GIVY6IH30HzqzpPfjb36/aTv08J7se588XAeAoANxlHOx6X293BNK9nY+9ppM8epzaj0rysqsd0f6m7VcCRuumR4BR9dBnuPQeZeCSmIe/acfVZ+0627gLDuM9o2DQSdZoTOcwneqo+r6y9nCsanr3LvKxeKoUqN/c3AC43/2SC8aazWYqoTMej9PUPaOY5XKJyWSCo6OjQokbZZEpHrk5U+CGXRk9Zc/4OZ02X6SCZ9buZWDhda4pasA0dUANjv6t5Ynm83mBBfUFQ3wezfdimoI+v/7NAbBarQrpEGRR2T51Wtqv3k9R1Kxt43ceEFQSiwdl1A2WGdQSlzQ219fX6Pf7SRd1NToAnJ6e4vb2Fvv7+2nnNuo93zlBNgE6f6j3nU7nweJSzQ/XsqpeBYnM38HBQdpBUh0An8uNJFBcpKPH8F4sZzWfz9Hv97G/v4+zszN0Op3UbwrWcv1NxkODcAYAfI5cOoyPBV4XeAj6dBxFx1ZAfbsoi8Ufted08DlA5/oFFMts6rvUGUF+x5nBCNzr++UYjsTtqRNAbuPd8WtArfaVDGU0E+qMuT5jrn9c9Nn9WhoYRcFSBIC0bVpAgjPM9IFameRjQcovWfydz+dzDAYDzOdztNttfPLJJwXQTh0meOa7oi1nRoQCa56j9lHX+dCG0k8Mh0NMJpOESdhOXXsSBaAurocUFgfQ9Ub0a8RKxJysFEOfSL3jDFYUoKtERJITzRGjrmsx9T35+I2CIQ8edvEhpUC93++nC2k1iFarhfl8jl6vl8C6AnVuJcvox42Qd5Q+aG5Q68M6kFSApB2oU/kHBwcJvIxGowfF7PWlEGizQ316UoE6lUcNIXfYYooKgxx9UTxW+ySakuL/rkTMd2Zbc0GQBjVlfe/GeNeKGb90cXBBo6k7gyoo4PigodNgkvrGxclcNU9jRD3XCkwE6rVaLRliB6eqaz5VrpVgFKhzkSnboKw9S0O6/qiR182ReB7Tcsimc/8Ajmuu5I+AjwbxbKv2PY0pAwIHdDrG+ZMLBigRsHPWpgLq24XvUtc9KIjQKesyUBex6f6921NgAyKc9eVY0fNz99X767harVaFIFZ1i6LPWattqq8Q+HjKYg4gU5xYytlpPd8DzQiUl7Gw0ed8Bo5pknas7OP3reRxon2uQd14PE5BkRbG0LQxJQMJYrlhEdN0NYhVcEohziCxSV9xc3OD4XCY7DrHmQP1snevdl3HIc/TMcHP6VMcMyoZqvjJ01/UL0SEjM4U6Dhn3yr5G2WN6HV1TP0Us0qlQJ0OnKBBHSjZK+aGalk1fu6d7ZIzjOpAHdAqO+E51No5kTHXjtO/+d16vX7gSFzhgWLdZ3Xa7C9d2Mn2O0jndfU6ykA40Nbr8FiepxtdlPUl76/X1GAGwANnUsl2cScWDXhl6xqNRto5VN8t3x+3XqahIYuuhsP10sGjs3MUH1cMFhRgOAvB52k0Gg/qxuZAhY8zOhDdIlqZCQa7NLoE8Q56KG7YVff9GdQuuC1i8BMZW79m1IYKiGwXtbHRe9kGBoGH6VR+DHVVmTO+H72/3juyzfrb7w1sxjb/jtoTPY+DfDp6d/g6tiLd97Z58LktcCybtdhVPFh10kyvpwF9JT+NuN8AHs6k872wtKBXtSP24DVUD31jIV+H6AGlB3gRwVGmA66/HmxzXZIW3tBjFHfxedXvKlDX9uQC7wis+4+/AyeU+Lfe/2PA+k5AvdPp4MmTJ4Xp8sVigeFwiJubGzQajVQXul6vYzAYoF6vYzgcYjQapYdTNsxFO1/TSmhoyUqznqYaTO0YTnsw+tS8cWUgtcIK70Gla7fbqT4o2313d5fawDxfLmzY29sr1P7UCIzn60vmgttarZZqgyprr6ykC+/NdASCHI0WVbjglFEq+1SZXN1ltdVqFabZKikXHZjsfy40URBMg1ev19OCH4oGgGQ8uKNco9FI033UV7JXHq1r8KZMmbImQBHckpnhGNBrEFBMp9MHs0oE7vq5BhTMnWw0Gqlc1+3tbaqV+/bt26Rfg8EgLUBfr9epdnsUiGhfR4GsgyZeQxdqO6hwMsHvpbMYbqwrELJd1HYrKaGpMOxfiuq1gxIgXmDn4Ja2WEEFU9Ko2ySc/L0CRZDBH9pQtkFJE2XWKQqY9NmATZlfTcXU9kfBC68VBfnefl6Dv5UIigIKt0NR4OSARBeTsl1Asa78Y4KASu4lIln4uQd8xAvKpPM7TT+kjWf9db2m2jMlbnTWx3GGjmPFOKrvPnbLglhiHsWKxDkcH5wZ43OuVitMJpOCD9rf3weAB+MxAt0KzBVLzWazRB5p+g9nhWezWSqSoPZFbULkj9U2eLBbJjsBdQJxOlu+LAISblfLqWs+BPPW9AFyjs2jKP6v4IIPSeDJjlVRg+RAVw2R51Ip4PDNAdbrDdPO/tC8dU2DUcOlG1hwoOgL5/2pUPzN813JNeVBNx3Q/DHvCwV4ek2+QwZevD7TaDS/q5K8RLMVfL9qVMlGs49PT08L0/+qtzpbpKyIA1dnNPQ3dUn1VtuoRpl6oeW8KHp/6os+e3R/BS4spcUxS11lME87wnKuzFVXvY1EDWjExDizUcaaq+PTcxz8qb3QvqykXKgzkb74zAvwsBJCNDvks6H6nlQfHFhqEMp37+dEbKDabvWLPFefI9JZ6j5JH6AI1FWXtb3+24NTZQkpEcjL/e2f5cZbZG/4XNqO6D1VlV8eJ2U2JbJXzgjr51ouk+9OZ5miYFQBLUGsknzKVEeZBREjreK21HVadUgrJBGbqH9Vlp/pwAyogeIaFQfqwMOZBMVTOnvsY04xlD9Xrm/0uMdK6Qg6Pz9HrVZL7B5wz7JOJpPECLOUHJlhdiZ38hwOh6lkjzrLbQ6OD6ogczabpXNphBVQe+TEXFoaEb5cKgANrLdJX4a2Rzs4UkBtFxXMDSzPUeVhhMuAgL99MOlL52yBrgOgMhMUsr94br1eTzMFqoRa51qDGTJhlTxeaBDVyJAdePr0Kb766qtCxK3AVNmR0WiEyWQCYBOsMlUpiuIVnKux5fk0Npp2QkZRU1S0PmzE2Ktj143AmAqnTB+nXNW40Xaw1BUD7vF4nI5zMMf7AUWmJue0IhsTfRYZTgf1OlvgLGYl5aI56pHeuigjRf2JbDGvp8Go23AH5OojIlYvAurOYFI39Xl4vAcMPF9BDp/F129FgCYKRuizcrOuvL76iwgs+Dt4LIDgu2Gaqwb9TipU8tOJM+jUZV0gqj+Ko3zM6btXgMzxQN9BcKyfEefoZkSUaBzpd9GxOladoVdfqvhN10KtVrMAY7MAACAASURBVKuU1cA8dV0wy2vpPTWY0XRtzcagLBaLhH25PsCxWTTL91PofylQ/+qrrwBstjdeLpcYDAa4urpKzrfb7eLk5ARPnz5NIHA+n2Nvbw83Nzd4+/YtWq1WYTo7N80cAQMeO5/P0xQ8wbnnzjOXSZnj2WyWgD5rV5MxV0XSKU1VSjXorsBu/Gk8yXhzhsHBA9sO3Bvr6XSaAJLWr84BiNXqfut4KioVhmkG6/U6peJwYU+9fr8QWCNe1gCdTqdYr9fpex2AlZRL5OScKazV7rcO57bKf/u3f4t/+Id/KLxj1aPJZILBYIDZbIaXL1+i1+sB2AAdvz8/48JMzW/XsUZ9ZhBHJ6sBrIJRB8dq8Dmjo4BImUE+PwNkBobUvXr9fsOO2WyGm5sb3NzcpNru3GZdg/Uyw6dAx2ehInH746DcjS/HmQIyP7aSvDDgZypUGXjj+3X7o9WTACQbS0JB107Rnk+nUwAo6DPBjNpN6mVOf1RvNddXKy8RHChIV9aO18w5bnX6Pt74vPwu2iE7Al86hiPQXgbW+RxlPxzbk8kk1ZSezWapupoG2pV8vFDPaEvn83khjYW+/uDgIOGtw8PDhHl87OUCOWWOSeLc3t4mEkXP4b0UAzmxEYnaa/UdShjquORnBN58Lp2VGg6HGI/HKfODNoTHss06nh2oE/fxmqq/k8kEvV4Pw+GwkPaiflJng3dZIL+rlAJ1VptQw0MgrqyC1vDU6e3ZbIbpdJo+f6xT4/V1qgF4aICcdfPv1GBSad1g6hSGTodGbQIeMuQUn/7XY/Uanl6gQUBkUHkd/lZFywELOg+/r7KnuXQY7cdKHi+RM2SA2Gq1cHx8XAAiytABSAyzBquus3yPChb4uf8AxUVIzsgoSOE5/v6dmeFxUc4sj3cQpPfj+KRDoKEkCOOMmLchGhdq+P0zlbIxrcf4mIs+r4D6bhLlRm8TjgcFjMBDAEkd0o3FqHNqwyMb7JLTFwUU/t51jKh+lF3T+2KXY4CNLeCY0TEb9RH/BvDAF0T3ivpjm0RVMDQwcl9XyceL27scq6tjJDfuchhD7+UpHxFx4n4pulbZ81DU10Xf83ly5VwJvEk+8Ry1QTmgruku6svYFs1Rz83yRT8/hZQC9eFwCGBTgmm1WmEwGDxYoLlcLtHv99PCt/l8jtFohGazicFggE8//RTNZhOr1aqwcMgfwj9zwOv5RzQQZGB0up8/zI0FNgrOtB1gw1JqKoiDF56nLAKBBadCVqtVCmw6nQ46nU5iebxOeo6tpqIQQOtAY/uB4lSsAzxGsTx3uVwWnpfXYWDCxabr9boQFCmDWElecsaPulgmZEWUoWMOaw5ouzPWWR3VFX6uuq8AnaXUVNfJzuWeS6cRZ7NZekbPFdfxqGBJ11KwRKVuYHF3d7/THVkc3RU1yp+P+lN/ohx27UvtF/1OAZT2tX9XgfTdxBd3uS1S0EGdIWumwZeCBf7N90E/oUGmvivaVWW+IwCu7aLofT24zQnHkzp+2tgohUx9nPaBLrLls7D9fF4H6p7OmbPjuSCU9yqz/+oLx+Nx2hVZU2D4zqsc9cdJGaAGNrMvs9kMo9EIAAp6pjgiZ9fUdxAnqB+gj5hMJum9Kt5QvMW1V7ymjk1Ny9U2qH7RrjOTQMfbdDpNTD79k+JHlqembyH+YcEFXeyqxK3OBOtsr49XDTgXiwUGgwFGo1FhFjp6LvXJ+j0Q+5NtwexOQJ255mqsarX7HFOmxHB6nhFHvV7HYrHA69ev8fz5c3zxxRfY29tLpec0pzAyCjREeoxO27MDCShz0STruRIQKSDx6UuNnDwqVKCum7Zw2q/RaKDZbKLRaCSgzvbrhlC1Wi3tDKkDRPOiNG0iN3WogUaUEsFzdOEFz3NGiH3gTqgCIo8XNToKFiNZrVZpQTYXXTYajUKt2AhkRoPcWRXe28EqxxCBuholrfKjbAGvTdAcjVXvA51hIzjX3HdOWfKHn41Go5SyQCOsKVm+7sNFgbjm5mt/ls08uC3yqdsocK6kXLzuv+ssdVSBJqsGAcVyt5E+89pAccMjz3PlbwfZ0RjT7zjjo1PiUSDueqYVlWhXdeMZHcdeEYd2mX2g7dM9BpxRVyCm7fL/eb7bFP87ejY9dzabpepuLB5BsM53UKVQbhfHG0D8TlSX2PfApkKeZjTQ/m4j3NRX8LpcO9Tv9xOeYzs0D159itpFHWccL46z9Ll0DGta2nQ6TdhSZ2BpQ9gOzQZgADOfzwv3JO50e+BrWVQUp3KTPu4d5AFQFOg6CNdsELV3295RKVCn4+bgc3aZHcYHATYLyur1OsbjMZbLJcbjcWKeox3c/KVtc4CR0Sk7VhkWB0DKykT3zxl0zzvU3GBdqewv09N0/GXljGQZ25GLwD1qjY6PIlztt0q2SxQte79HgSSwYZmB8pQrvbb/1nZQ1CCoEfLUFzdQPj70s1zkH43h1WqVAkTaDmUsdMpcF/7o+V4Tl2yJjqtcP0V/U3idCKB5n/p1tgUplTwUZ9NUIoDiQr3z4FEdbqS3fqw76DI7H33m/1Of6Qu9XZPJJLGBvB/3EaB/KGPSGBg4CH+szm0DAR96no5j7U+3KTm/VslDeYzfpY3UghKahqRrh6IZINVbDQB8Hxy+S58Rc2Creelqt1Uf+L3/sL18HhKrbIMGsPQTTsrSj5AYVcJK2xz5vJx953MASO1hdkl0vJ8b4a+y43JSCtRfv36dHkST/HV6QSMqnXYBimklL168wGQywZdffolPPvmksGpXX4JKpFian6TMs678jxgxZXSoSMvlslD7XI/zfD5VWN2liznHR0dHqZZ8u91OjLkCdG23tlWBA/uFz67PqEApUgDtLwWGvtDKj+Xnyn5UAGQ38RxVYLPQTUElAzgN5sgY9Pv9NDul9cP93TpgzgVZanQVlGhNXLJfZTrh4F0X+0TAhW1brVZpOpxspC7M8dmi4+NjPHnyJDH9BPOcaSCDkwNnkUFUgxx9z3byeroINmdgNdjx/qokL7Q/+i69XyPChN+prgAb/SYh5HWheYynzPBYf+euV7yvfu5rgpSA2t/fL0yz7+3tYTab4Q9/+AN++OGHgn/77LPP8OLFi1Qtjey6psPwPkw7qNfv9/Y4OjpK/tUXw1LUT0QAwEkFT5vR4/T4iMxaLpeYTCbo9/tpFoyM53Q6xd3dXSEFtJK8aL9S1L4pgcDf3B1+tbpPSWbWQ7vdLuAHX6cWjTEF/L1eL+0DQozXarXSAn8Kx8B6vS4UreDfJGl0sauvjWLFL6aVcI8ZPgv9FHEVF8sqscO+YVU1sur7+/sYjUYYDofJB2tamZOmFPVPxLTL5X0Ftuvr67QzrFd9yo07H1tKounYL5PSEaTVJvQBeTON3nSKzys8HB4e4u3bt2g0Gjg7O0uGS3PMt7Fk+tAOUviwuRJBDmA9LYTgg9/7Ij+PDlWB2S/NZjMB9cPDwwJjwp8oN9+BtwYEBA48Jjo/B5i07ergHJRpikAUCFSyu7hxVEZbAzR+Rz2iUWy324XFo3pdBQ26yA546HyBYo46z3XWggtWo3Gn93TwwutHAB9ASoW7ubkpAHVN72FQcnBwgE8++QSnp6dpqlUd0d3dXVrfwns5sxgZxyjI19/OzurzlI2BXGBTSV7UKUXOzNNRXJf1HIpOt1Of3dZR9P3S5uv1czZUx5yzgwQhy+WysPkd11OMx2O8fv0af/zjH1Gv1xO4AIAnT54A2FTDydlpAhYN8pV9jFhSvV4EIFzKdLnMB7BfWI2NfUq7pvub7DK1X0le1OZRarVaqmy0t7eH6XSa1g0RRGpqCNNDVDdcl+kTRqMRxuNx4V4EwvV6cZ8XpgHrmjfiO2AzY8xxyjGopBGJI6aUjEaj5DuUiCW20rKT2j8ce8D97t4AEqhmKpDiRGJZLy6igbWmiTKlZjKZFNYQRhKNP/frjg3L5FGhrjfKgQhQXPDG37e3t7i+vka9XsfTp09T9O0AI2LI+F0kDjbd0Tq45g8DBOYQOlDXv9XIsF26AJPGVhUoio5zz+Gf6QvNga9tCsL3oYzSNvHrVSBkN8lFzvyb7yEXNatO8YfGTFNB9L062IkcYQ6ou6PneADwILhQJ66zULy+XhdAgZVhrrnOtpF5ATYlXwlgaIS5hkWnPbW9zsayffzt49XfS8RMuVHNXTsC6dU42S7uACP7FdnKCEi7LVQ2UMeCVyJy/dX3qZ+xnfqdEz3eJl5XUxHm8zkODw9xenpaABi6oZcG9Bz7qut6Te6GqCDHgxH2i7fNAV7Zb/7tY0N9Ie0BCbrpdJrSDXTWWkmBSsol8h0526IBLsE11zrV6/XEQDNAJJustlHxwXq9frC+gEw4S6AqCeoZAQDS2kEGEGwDgMSC62JPYjCW9WT+N0tOsm3EVCx3zYCV+qhBDK85nU4xGAwwmUzSDt5aupLrCelLIiKT41HHs/aRYzEfLxyDOl4+RnYG6s6CKNPLDlPjqT+j0Qi///3v0Wq10Gw28fXXX+P4+BjNZjMt9tTFJ1EKi1/Tp599JyoqhOZp0fDpNrH9fv8BULm7u0usOJVCgwCfstSfHBgDHm6yoe3ncc74+bNqn3sfeX95FJdjjvT5ou8ryYuOB/0bKPZvbipaWQ8ao+ha/JuDX5kGBz9qcBSoKKPOIJVMAYC00E1F9ULT2hTI0HANh0Pc3Nyka+viVACJTd/f30en08Hx8TEODg4KOxuzShP3a1iv12k61CtgREG+fuegSg2n9iPHiuv+LozrxxrgX4KoLmvFCHdqzlg7gFbCheCYrJvmsfI7XYTq60D4N7CpmKGiga2eo2lY1BmCA32O1WqF09PTVGCA0/KcvtdZJQIJzqZxJonjs1arYTgcFsaTBxG8rxM9ucA196Pfq91Sv8znm81maZyOx+M0Y0aGFgCm02ny8ZXkRf1CBBz1OAXHHCPX19dotVpYLBY4Pj5O5wNIASDTqCJ8xCpcTPFgoMl67OqXFOewLQTaHBf0a0wDPjw8RKvVwt7eXoGEIaC+vb3FcDjE7e1tuh8BNa/R6XRwdHSU2kChb2I58JubG7x69QrD4bBQU/7k5ASdTgf7+/tpzw7NjmDAAGzS9MjwD4dD9Pv9wiJV9+k5sozv4GNkJ6Cea4gPaP1M/2beEyMdborgO19GQDa6L8VBrDNqvqBCfwg6OPVCxWUU6lM5ysSpwlKhvJ05kLsLq85rReydMqXalqi/yli/yABUIP3jpYyZUlHGy1OkIufq18w52SigjWaVPA2GrEtZwKaBuKcS0HGzvKLu7KbgSccpDbJOSbINk8mkwNxxqlHbp33js1BAMcjxwD56X/5/DqhX8uGizi1nL1VX+b8HThTqFf+mXigIUcCjs6ceIOg19Xtvuwd3PqZ4vcPDwxScEqgTmGsf6LgH8OBa9KFsmxMB+hxux6P+KrNLOQLI3xfbSDaXAQVBofpcfldJXiL/EL1LFeoZGd/ZbJbWMSjG4Uykzojwt5KXJDAVN2l5Q22nA1UGmMo0ExdpZS9lqZfLzSZFnIVlqiMDAwZ/TGvRFBEnIhnczmYzjMdjDIdDHB8fo91up1mtVqtVAOrK8lNXgeLssqYFsU+jUrP+/h6DpyKCV2UnoK6GQA2KNiYazGpUyBJcXl7if/7nf3B2doYXL16g1WqFDxYFAL4YVFM7OCWhD+2OwFNfgM1uecr0kOmnokTPpGA9elmeosA2aHu0Xdpu7c/IgagwrYJ/Rwyf3j83+Hf9rJJyYR9r+TZ+lhsjAJKh0pw/GoYyPaCxVZ3PBWgKfJVl5MJngmZOSZJdcJ1StlOBOpkGLrDm2NFp2G63mxh1prnoLBENcbPZRKvVKqTVACjsi+DGzf8vC1S1L3UaNfqJztF+qcZJuUSpJSoeWBJ8853TyXteNscVGXH3DcqIR4Gc3t//Vj/haZW0t5qHSzZcAwQF4jptzzQYtt3T1HxM8F6RX+P92Hbmypf5DSWcohnaHAnAYzhjNp1OMRqNUnCux/BvMp2VPE6cHIyEY0bTPer1elqET33SmRpNT9JZp+l0mlIV1YeRkSYr7UQI2WzqM6/JGS7OtlJn6vV6AbgzOKjVauh2u6jVamlDQDLyDHLVRnOMsZrgfD7Hu3fvUvrMen2/03q73U47gp+enqZ1hLwmF7Oyz1V/1+t1WrCrC2xz70vP92C/jFgFtqcn7wzUFQxoHi0b4g+pjWKHAsCbN2/wu9/9DmdnZ+h0Ovj888/Ty1Pmj4qiixM0glKDCCBFUcogar1yPgdQ3NKZU/063cJpeH0B2vkerPC3voxcsKCOgL8jllAX7Tr4ciMcPVeOGVGwHoGRKKioZLsok+DjgN85W06hw+ZCSr4TpqjwGD/HHXYOwPJ4BeqaR9hsNhNQ58K44XCIwWAQptEAG/BFB7Bebyrb1Ot1nJ+fJ2OrqT1cMKssugIfMpDcSIWGXxer69jg80bPvM340Z5oYKVBvD67jn0dc1Xqy3YhiFM224W6SdDtDLMDb4qOl4iYUYJGxccPz+H9dIxQdEpfSZj1+r4qhj6DCs/hLBK3NK/VaoXqEWwvfQ/HjNtpHufBC/uNhJr6rdyPsqJsh6e8qC/mGBmPxwmks6oGQaGed3d3l3x/JdtFCTrFOzl/TH0bDofJjo5GIzQajUI9ey409YwDkiwE6vV6PaWaKAute2jwGqvVKlU3WywWKQ99PB6nanoE4ooXdd2Cbmp3enqaUiG5tsNZdJ5PQuv9+/d4//49ptMpXr16hffv3+Pw8BDdbjcB/k8//bQA1DXYBpDWfqjvpj7P5/N0j36/n01H0nenRI6SB9tY8zLZOUc9xy5FBtD/V0PDIv2MZtTI8D7bxMFzFL1QMTTAiK6jK4BpTF2hHezSkOWmGiOJQLqzSGUv9DH3cUCec0hl16jk8aLOktG/AzwXNRrRGKM+RAYiJ3TU/Fuv7eNNHbQubPPrKeDxv5XJU1CuOelenjJK9dGxxfMAFAgBb7v3ldqCMjYqEu1ffTYdRxyj0TmVxEInmHtvTkK4jur/3t+uF/r+Xff13jn9yPmiHOPs4ywiOhwQR/dSvVKgpsDNnzF3Lb9/ThxYRN/7sWyrp1fo8T4OywK0SmJxf7/N/xN0a011/vB7xwM8TmdZo+DPx6O2SQM6raLCdGIlEaNnYgDou1DTF6n+8Fym+nAmgYULZrNZKpnNIIM/WrRA283r8tqazqZBATNC2O7ofeXE7cmH+I9SoO4PouDXb6JK4A+rn/X7ffzhD3/A8fExnj9/js8//zxFUdEq3KiKSgR6Dg4OUhk33dmRSqfsPNNa9BpascUXO0Wd7oy4OxL97YZWr6X9SeFUld8/pwzOMPG5t50XPVcFPB4nNE5c8Lher9OMDA2RA1RgY7jIxLGCggJe1iFmDh8jf5UccHUmfL0u7gZKnTk4OMDJyUmBtWg0Gjg/P8fBwcEDZnuxWBQMLLDZIr7dbuP4+DixI2QvFJhzjOnia+0btmtvbw/Hx8dppkF3L2UbtVypz3D531F/6Rgmk6vsqwbRat/U+VWM+nZhqTeWTFMmWn/Y9+xjX7isYNhnIiOg67Y5x3ypjdape/dfThDpb0110yl6FwIqfS7ae51h4jMqIeSiRJOmwPC83DP7D9uvoCt6XrZlOp3i+voaNzc3iT3Vwgs+41wB9b+eUG+5pufw8BCTySTN2rA6nY4fn0UhMUJd0l2rdSFou90upHEBRUymYLjZbD6wxV6eEUABlNMHLJdL9Pt9AMXKfUzToU+6u7vDmzdv8ObNG6xW92XAT05OcHJygr/5m79Bt9tNPklna3ldAMnvsm3MWyf4v7m5wdXVFa6urjCdTkNfkwv4PTBxe8Axr0FOTnYG6u7UcsfrgNYHoOEYDoeYTqfodDp48+YNrq6uCru1+QN5sKAGhkYOQJqCoZFSg8v7UzE138rZETdgBANUFA8a3NEAGxDG78uAujqF9FIEgGi/6DFRH/FvdVL6fY4h8WeJrltJLPpuCNTV6Hiah6ZteKoHxwzZaC6sOTo6Kixm8fcaBcwO0unIdUzwXlwJTz3c29tLueSsGUtwT0CiOkVg0e12cX5+jv39/bSIR7/Xtmp/8Efby/zEu7u7VJFAAbVueOHB/TYGw6eT6Txc/xU4Olh3UF9JXujgyLI5mwUUwaWmuhCw6rEUJ0OAmFzSYyOwrd/rGFEQ4qkg/Nxtqk+du83WAIDPST1mXjGvpff3QISiAYLO8JYRLu7j3O9FBBWfbb2+TwfgBjtcy6IpCrR/DKwroP44cYBXdhyPJdhstVqYTqdp0aQGe3oOhfpDe8yUL/UFTGlRW+76QaAOoLBpn15Xx4TjMrXtBOIkXel7SGTN5/NUIeaHH37Aq1evsLe3hxcvXuD09BRnZ2d4/vw5zs7OUgCpAaj2rRZUoB/ivVjppd/vo9frpT7w9Ee1P2pnHOu5bdLPt6XFPIpR14ao5AyoN1w7i3lT7ICTk5PEuPi13EE6S6BT5VQAKohWnmD04lPt7uwjAx4BAGeEIomO1e8UVOs9NCc/AuK5wazGt+y9RG3axThUUhTVb/a56pqCdL7j6XSKXq+XADqNI8tj6dQlAfyugDA3PhX8MJjQaUcaM+Y06nfRDBT1RlPFPGVMRfWWBnzbynn2H2ckeF+msyl5EAWdUZ84W87rReIOKbp2FcxuFwWQUapkmU30z3Piji9HOkRgV8/3e5WB112eO3dtHZMEKp5KGQF9vZayoKyskgPY/gw5/xc9r4IIgm9dfFgmkR+qZLvoe9ql//geWG53Op0+2PVW0wqVDNR70hexjjr/J3BuNBqpdCNQJDKBh7ZRF0ErziEuU9DL4EDBOQMNvRdTfDi7y6owzWYzFQLRWVzXeQ0WdI8P3o/rKgaDQWLuI+LTpQyY87cSEhF5kJNSoM4IWafKvTGeBxgZJbIFtdqGLTw4OMDl5SW++eYbfPLJJzg7O0v1P7XhnuRPUYdfr9dTSR8HvozSvC06FU/xe/h0Yq7erktOcSOgr6BMd7oj4FNw44M3iuL4W5kdZ1VzwUV0j0rKRQErjRfz4hRocpYHAC4uLtLmEPouFERzMGslmG3pUKrjFOotpwwJ/AnOW61W2uZbqzNw6pTji6k3s9ksOWuCeq3qouBBjSxQzMfX4MCBAPuAs2TtdjvpLmvu0i4wbUDZPNVdBxI0xnQIbtd4Tf1f3433eQXUtwvrN2sqC4AHNsrJEM9rdVYwAuQ+BtxJR75EgTNtMcdajm0ue+85oM1n8JQcjif+7ZXEcnaaebgKOqLAV8ksYFMulbrO375WJdfXw+EQFxcXeP/+far05LaM56o9qCQv28iNHO6gnyA2GY1GePv2bdp34tmzZ4Ua6JyppP2ln5pMJgmUsooK2evpdIp3795hMpmgVqul2VLOCHuVIQXIrkvAwzHgorhL99ph4Y/lcpl80eHhYXrGL774Ak+ePEG32y1UiqH+sU30I0xX9fz88XiMH374AS9fvkzpXRpYsP+jtqv9yeEnfReajlQmOzHquZuWsRwOjrVxnCabTqe4vLxEvV7PVrdwcBuBUwXf+p2CXi0Z5EY7GiRu/PVlRu30tnk7o2dxZkWnCan8BCI69RoxL3p/fSayjwrY9W9/lugZKsmLOyXqolZ5cNZgPB6nXGsHEi5k3CMmUv/WsejvTnVMZ5xqtc22y8zN000xNIjVRdkOmDhrELE07rjVgEfTqLy2zkowT3KxWBTGIsejgydvp7bDg9aICND2cLxF/VuNj92kzCmrvYlIn13Jgigwc0JD7xedn7ONOYBe5jf8t37vQJ3tVgBT5uj5nc4iO3vI48oCDfUpnt7j40HfE7d75wzgtqCiku0S4QV+ngPpKrSFTBup1WqFcoyKv7i48vDwEJ1O5wEhQx3QXWf7/T6urq4A3KeysTIMQb+2KQr61MbqDLGONfWTHANMDfWgkrPN+/v7ODo6SpVeOp1OWu+ouq99DGwWpGq1Qery7e0tBoMBrq+vU4qNk2RluDc3djUNiXZAZznKZOeqL9oQNS7eIFcMGhR2OBm8RqOB6XSKH374Abe3t3j9+nWK9s7PzxNQVUNAwBlFH+4MHNj4FByPdUPj30dpKdGLj4wuUCxj51MsGkAwkuWUEwHe8fFxWgzhO7zljKAzmar4yhY6+ND2Vgb28aIO0FNC9BhfUKbfueTYhzJDob9V5/Q+ZFm0Ni71A8ADp71erwsMHoBCYKIBSsTIUdR4+vPosQxceYwaf2CTW+ggI+qbyGZtG8v+t4+n6LxKYmHwpxUpckSAA+bcdxR/b6pXOYDqesKgzVn96B7+v19LgwMPAPm5Tn3TP6oOe9Diz0KhbdGx5+A8B+B5vv/ovfR4jkdWwJhOp6m0ZLPZLLSF13HAX8l2cf2llAFA9jn1dzQapQWZXIjPeuSagqnXIuAlHjo4OEh52ySVSCSu1+sUpLVareRHNEXS7aP6Gqa28HPqr4JynsvZad1nhLuXMjODQJ3/kwh2IkgxGXVZA5PJZILJZILhcIher5fWYBBz6ljXNrp9iOyT+zxPwSyrTgjsANTdMHo6iDNa7Bw1tgcHB6kaxPHxMc7OzrBarfD999/j9evXePv2LT799FOMx2N88cUXODk5SbuD6vSnv0Rto4Jj7yjvSE8BUaPmjEeU7uIGWK+7Xq9T/pQCcZ1q190g9ZzRaJRSE5bL+000Pv/8c6zX65Sjyzx+HZw5gOfvT3OlaXwZrACbqNz7t5K8qCHSqWUGWjQY+h7IXLPvPUdaHZwC5SjAUom+d/BRq9VSPh+NnY5dGlNWneHz8BhO17EEl459Gkplw93h67NFoIvnsOwbj+HCKDWWuuMhz8uNh6g/IiATAUQ+t17H/64kL7PZLDF0ahsdNHM8lAWhHmS5/kQgWd9x5FRpp6OxUmYHixjb1QAAIABJREFUt30f+YgoUKCdIND2GVMe406fP6vVqhBAO0j359fPlEzQIN3bzsCYuw/3+31MJhPs7++j2+0+CDw4XrQYQiW7SRQYKlaJfLTazaurK+zt7aV9apja2O12ky/SWVrOWjJ1mGOBudp3d3eFeunX19cYjUbodDqpeAALCdA/KBFJf0EgzuIAAFJ++dHRET755JNCXj2wscfj8Rg3Nze4ubnBbDZLlWfa7XZi91k7ndfUioHAJtBYLBYJlKudYEpXv9/H27dvcXl5mZ6DxHGEBctsQATy+dtTAd3vqJQC9RwYcNaODeZvBbz8XxeFEYTrxglcYXt6evogr5z3IlMctcvzG71d/LsM8PjfelxZ1KTtU/Cl6Sz6NyM6B+pkKzTC4sIJnTLxARq94Kgv/D1FEXqu7yrZLh60RiyYDsocMNH3uQsjtQ3YRMBTF3PqNbTNHGsKhvk/U7IAPHDwZUB5188iEK/tAzY7Qvq1ysZr2XX1uJzRjFiVSsolmkksC3jc9vt3+lvBuf/m9z4O3e7p/bbpnAeG29oXfZdrY9QfHtDo/XXmNJeu4tcu65eoLdoOTTnjD3272rIoQKrkw8T1Wj/z44ANACQgZa66V+pzfVeClb+pY1p9DNjsOOuVkXTDPI5zXkOBupJTTMPhTtScnaEOkX1nQEpsyIBAa69rTno03jW9TDGWLsjmTqe60733b+49fajkbJ1KKVB35twvqlNdjKB1JS0XrzFaPzw8LOToklmZTCb49ttvcX19jel0imfPnmE+n+Po6Cgxft6ObUZX/9ff2zqM4qyMKrYy8jplSvDNhQ4O1HmOMg61Wi19Px6PMR6PCwwHzyfDSNCupZc09yv3PP4M+pxqWPldVVJrN2HfMUqv1WqFGrLOfLG/OUOSm2p3Z8eFPXwvOUNNUXDkhrNer6exRRZFZ5ii6/Me1FuOZzWIygpGZeN0q3dvs6baRN/zO22v/+j5EeCKni/X92xvFORU8jhhHfXhcIjhcIjVaoVut1s4Rm1r2UwhRd+xB5T8XsdQBIajMULdVT3wtA5NEfH269oJDUp8nHMsESRoOpAv8KTee61lrRBFgKT38qBbZ/yUTXfW3fsZQCLVCGLYV0dHR1nSwZ+xkrw4EMzZJcc/ZXau1+vhz3/+c2KcW61W2t+DJRdZA5+Mul+D9rzZbOL09DSli1AnieeYNsMa6pxRVv1lmgwJSWIh+kOWCeYaCM4O9Hq95F95LH0sK7xwNjiq8c5n4TVo14m9ONN3dXWFN2/epL0B2N/e77Q9PsZ2ecfevxo4lF2jFKgzClNnpcZU8+P4kvkCGNlxmkLBiQJ14H5xwnfffYeXL1+iVqvh7//+77FcLvHJJ5+g1WolkMP7KquQY2Yi5qVMooFBY8nvFZxrMEKGnKCa5ZEY1foUhw4Y9i+B+mAwSHlXGkUyir27uysY8NVq9cAQ5hipHGOk52t/lU3FVHIv7MPl8n6XNACpehGwAdo6EBXQAnndU8DKd69rKiKGTo0IAYjOUHEcHh0dpbGlx0ft8Wfxv8vYRr0ux4mLMiAKjngtBRSs1ct8Zx2PEYDS/qR40O1rCKLjcu+mku1CoK7bzdP2Aw8ZbbU7kW5FErHCem40E6t+KgLKujha992IrqFA3dPalNDxNBQluNS/sR0EIQyqeU8AhRQiEjf0F36tKPDIjWfvR7aP6QK8L4CUl8xnBFAIcHXWrpK8qF7lyAG11ZF/1/NrtRr6/T6+//57NJtNnJ2dpdQSgluui6MucA2cAlSOgVarhZOTk4RxNMCcTCbodDopYDs6Okr7cBDr7O/vpw2TNPVXx52WX6SuvXr1Cq9fv07BhVbsAzapVZqtoVXHFGPN5/OUW6/kEfcCIFCfz+epKhtxkJM/eu2cXSgTPjuvuw1r7Vz1xQe0Dz518lEeKF+WJvHrOQSzzEXiIpXT09MHncTrKvuyrZOccdkmDoacRefLVgDFHHSfEvIIj0rF52J/6oIIrqY+PDx8sDh3mxI8RrxvK/kw2TZGFLweHR2h2WyWDm4HHovFIqVFuVC3nUHQa9Kw+A+/4+9tLKCCiNx48qA6Ar96TY4BDTg0zc3b6dfV7z1IiPpK26ltcocYvZ8KpD9e6JC4NkPLjUYg3YmDXfvb9YF/54COAltuVuZ2m6CWz6DX0/Gt7HwEpKKxGbVRRQE++0+fT2eTfLZ51x9/Dr8/RWd1deaBKXBug7ScXcWo//Syi+/gjP7e3l6qC87drok/+C6d1aU/U9DOd038ov6C9dvX63Vi03kP6idBtAewTEHhM+jmflHQzr8VO+XGD8VnX9luAnWSq0x5UX2OMJJ+Ft0750O2vbuclAJ1BR7sdN2BjJ3IAQygACjW63WaIufWrpeXl7i5uUlpMVqrnTtN/fu//zuOj4/xT//0Tzg+Pi4sUKMx1Ghnl4d1hxABGHaiggZO893d3aXZAs01Z9BBRWV72FcE3Argm80mOp0OAKScqE6ng1/96lcpH+z4+DhNIzG3SxclKmjZFWiXOTzvFwWelWwXVjQi+8AZEeoSWey9vT189tln+OyzzwoOjPrBv1WParUaJpMJXr58mVbxc7ORKIBzIOJsoYJsZeDUkOniOmATfGiFF2UuOC449pXd1jbqIiaKlrDkeV5SjHmwfAY6Cxpr7ceIOXVxYoH97Ck4HF+Rw6gC3N2EOabj8Rjv3r1Dp9PB06dPU8UFBbdAUX8j5+yA3I/h7+h7CmfA7u7ucH19jbdv36YZYPollnnTGTCtbMRFaxq4KhDQNlGPlEnTY5x5Xq/XqbrKarVKTDb9KYGTptD59XTm1Uvm6eeq7yrKeE6n01QFY7VaFfKNHcgoHsiBqEqKEulw9H00TnKBH9nuxWKBP/3pTxgOhzg9PQUAPHnyJOWDA0i6pWlWvCd1jnrXarUSMUl9GA6H+Mtf/pKOJTF7enqa8M6nn35amBUivqLfoz8ZDAa4urpKxGer1Urf6xjjs+qeHJqGxfsASDNds9ks/b1cLnFzc4M//elPGI/HeP36NXq9XvKFJIEjO+/BdRmpEwXHehzxY5nsxKjrgGanqINXMKARCZ0oAWe73cb79+9TBMPpajZ2vb7Pq/ruu+/Q6XTw61//Ok2RciGDvmR17Ls4zYjliCIjdqhGfBqA6CZFBOpcuLFardIUTL1eT0CbQIZGrtVqpc9Yvuz8/BzAfWrM6enpg5xEfVZnhnaVXDTnYC86tpK8MM9PZ4+0T3X6+vz8HM+fPy+8Xx9P7ugGg0EKcAEk9sL12Y23/q+AQnWcY0/1WlkPCtuiU/J+n4gFidLHVO80JSAC6tp+tkMDVw8oNQj3z1SnI8ZTj1Fw5d9VsrsQzM3nc4xGowRCOYXuQB0oMtA+2xJJBMxzx9JmkhwajUa4vr5OubFcgNftdtOMJsczQQwrXfB7jn0NuPX+GvD589KPKRHDsUR/ykobGkAcHh6mvF8d017uUdlR/duPiUQD+Ol0msgoBghaQzsKkir5cHlsHyomIqAlCHz//j1msxkmkwm++uordDqdBLo1HUV1XXGfBoWswV6r1RKO4061AAqAfzweo91u4/j4GPV6vVBlTPGi6sxoNMJoNEq+5PDwsGAb1IfkyCdNV1EwrFkPDGQuLy+Tf6VfLWPqd3k3ZSDefZDajJyUAvUod1kjFU9f0RsDG6aMeVHMy2Z+qTpSzXNj7cqLiwt8//33aLfbePbsGU5OTgr3AuLtw/m3Axb/XNuqRoYvaLV6mIOuQF3/phFfr9dpYQaVm/lg+lLm83lqj85cUPF4rKdT5NiPx8iuQU0l20WdlE6V03B4uoaelwOSGoCqTjAA1O2Vc04xApi+tkEXo7leazoM78ctmxmwc+U9z5nNZmmrab2vTqH6cwJFRl0Xo6rDiFgJTY1RBl/7M9cXLnqepzF4e6P3X0le2P+cCQKQFs4vl8tUcpbHetrUNuD9IW0h+UICZj6fJ8aNQQSBiG9gxiB1sVgkgO5rTqjL9KEOYukHp9MparVa6hcNZhVosa4zF/Dt7e0l1k8DZx0H3nc5Vk9Fv1MboUG8BhVq13ythwYmlZSL645//qHXoW3U0ppv377Fer3G2dlZoUSvprbo9dR3rNfrwgwnSVveE9iUgdb1FwzSOVvF76IF+yS2FGMqXuP3AAr6HqWcKihn+1iTfbFYYDAYYDgcpsWrOSKnrK93OX6bLdt2r1Kgriku+qOlBQkW2Dl0+GSTmWd+fHyccqOYDxStpL+9vcXl5SX29vbw3//937i9vcX5+Tn+5V/+BScnJ4WXFTlotkENsiu/OmKNzryz6Fz4m2kwBO+qSJr6wMCkVqslxgVAmoZiH7JN6gQ8xQcogjVlRNnGxwxmD1xyx0T9UclD0XdEp61BqRsWnuPlsoDYmXJsHB4eot1uJz3UhZnKWKve63V5HB06U7k0XUVrl+sMGTfQIKgBkJhFBerj8RjD4bBwb59e1zrtuliPxylDqQvVPPjX547Ah6e2RAGTn6fvS+2d2plKHi/s++l0iqurKxwdHeHy8hLv3r1Dt9tNm7HsOnsRzY7oOfq5O231YaPRCLPZLDlr7uo4m80AAL1eD8Bmtkz1lOPd7bEuduNCOgadHMdMOSApRbaaBJZWRyKgf//+PQaDQUoj5d4kd3d3iWXn2NFxRb/hLLrPrEVjiDMfDCi0VHCr1UqBDf09xyNBHPt5G1tYyUZy7Kv6+2icRP6adhZACkBpvzudDr788ss0c6R7ZhCsMxOCOkX9YsUV6oPjFa1hvlqtCv6F55PJV3usASrHDfGSEkZsD4uYaPCsM7EAEl7TdKzb21u8e/cO/X4fP/74Iy4uLhJQj/o69552IW58fOXw6kcx6h5duJKwYz23TiMrdiTZQL48MhZaprBWqxWmKHq9Hi4uLpIhUycadYwrbC6aV7CvQN0jQwUhzjbyPA0atEwQDbMqo0Z0bK8ql+6mpe1wVv1DpQLef11RZi0akBTVtyjC1vN1FsVTTnJMVS4Y0+sqGKVeK/OgoEbXYJD5o9HlGOIYJfDQe1KnlQXUPF6dXmUbdWzwHGXlNUB1o7ktCC0LbN0O5Bj1KpjdXdRfECiwsgIZYh6ntldt4Yew6TlbyXdMvaYTVxuvv3WzLQ0SOcOkY51jVIkr6jvtPKtr0HdwQRsDcIITHk+gzGl5BjVa6zlKKdOxlGPYy0RZfU3Z4Vj2mQ/1c+wvZykrKRfFCTnfUCaRzVdSEgD6/T7m8zmOj48xmUzSrqAMEGnX/b7OqBPQOxmqhKKTRjpzyuOUPQcerhtUX0RfoLPXURoXf3h/J2+n02ma1ZtOp8kuOfb6a4iPw13uVwrU6ZT1Qv7yvFPYEWQc2u122jVNmehIlCWv1e7zcn/44QeMRiP8/ve/x3q9RqfTwWeffZZy1pUp4/+aZhKl5jjoVsDNa6gRVaCu/UAWXQG6RpFsV61WS8qqgIvPqgCcgY+CG2VptkVxjzGKHnz5e6mmLHcXdf7MdXVjAyB9zynAnIFxQH17e5vKd3Jcqs7ztxokDfR0XLEdvC5ZL03v0rUXXDBEAMHzPcBl3i7vqTXXNdhQvXfRxXhcu6FsIQGMzy5pP6vxI5iglLGH29gQPbaS3UVTW4D7/hsMBri4uMBsNsOTJ0/SontN31BbGwGHCHRus3+a7sXrc1dEDR7X682aIqC4qZePUw/stK0cJ7oT43w+Lyzm5PEE8N1ut/A86/U6lcbTHHWW8SUhpqXqlAByIOMBkPcZbQiDc7LqbC/TJRh0aE4+26tpadV42S5qy7eBdf7vgS0/17+17/lOOHvz9u1b/PGPf0Sn08Hz588BIBXA4KLPxWJRWI/QaDTSuKjVakkX6SvUX/GebBPHy3w+L/gkjiGeo0QoZ2yoU4qJyM53u900LnTndqC4WJObapJJv7y8RL/fL+wL4P3qfmGXQLfMj0Q+T7FnTkqBOuvfRk4x+mEjmUPHeprNZrMwBbHt4WgUuWXs8fExzs7O0Ov18Pz5c5ycnKDVahWYeQCFF+6rfhW468v3F6IMIYGXM/lUFF3VzBcCbDb2oKHSF0pDqlOpbpR5HFMFtIZvFIHpwFRxpfP+LgPqlXF9nGiAyrxTj/g5Tc0InmxdtPhLqyFRp4fDYVrwAmzetwN1BetAEVxoihl/sy3M2b27u8NgMEgLx6I8QoIdXh9ACswJOqjjOaPGa+p446p8Bdm3t7dot9upT3TK02es6BSU+VQbwfb68+j/0ffs78heVFIu7XYbAJIzX61WuLm5Qa12X83oyy+/TGmNfMcEFUBx0X/kc3YB6TqDqlW71ut1AhsMCsku8jhlBSMbrOSQlp/U2WHmxLZarbRxC6vGNBoNdLvdtLap3W4XFpbqsRrs6l4k9BOaFqB565GNyfUd/SqZfLL9DL65yVG9Xk++3ckuXk9T1SrJSxTYRHbT9c99tge0fn0GjQSwk8kER0dHWCwWaRM8jon1ep3W3TEtkefpWKXOc5xoJRcF1wwSOV5UNLUl+r5WqxX246Gua+ENppoxyFTCZz6fo9/v4/LyEtfX13j58iUuLi7SGKU+R7iKfct2bBMnFPRvxXt6r49KfVFDGTWkLKrg9zoFskvkwPN4PKdLh8Mher1emq7R1e5Re/1vnc6k8Yyel4qoTLoCYQU8znLn2AMOHmc2cwbM+3cX5XiMeBsrsPHTSRTsuOGN9Cj6To1urVZL6WOcRs/dxyXHmgHFnYQ1BUAZkFz1IQ2Qeazm6etiUD2e9/dZJoKnWm1Te9cNN4MhB9LRGPE+9Gf4UEOsUo2d7aJrKKgrXNxGxpZAMMdk5d4jZRtI12sq6UIfpWuKqLuc3leGz0GSBpQK3H3MMG/bgbMWHCAAIQjhtRqNRmHdk48j9vEuRJr2VdRn+kwe+POciITgOX7N3MxZJQ/FAyjHCE78Oc7R60R2SYk7gmrO/HODIeAeeHOmRBcP8766UJR6zeOo426fdcwBKOAvtkfXPmpgrP5RZ1N9vFAf9T46U8wNj5hGpkVNyvor955yNid3zsfIozY88k7z6XlNNQGQOpMvzpm+SOn8e+ZAff/997i8vMTV1VVKf3n69CmePXsWGlRnxukUmJ/E6Red0mQ76Tw0ymu1Wuh2u4W8e04D+QBYrVaFXb68vxTcez4vf3T6chtjtAujFEXe3t/6d5X2spton+vUstZXBpAWgx4cHKDb7eL4+DgEsm6oyUScnJzg66+/xpdffon379/jz3/+cyqJRQPLNqg4S++zTkzTWS6XqYZ0vV5Hp9NJzDUZR31eNabRvai7ANIzuJPwWS8NGiaTCUajURrX4/E4tZ/ncYypQdU+VAPswUKOGfdUhuh9837VIrndRNMUlfG6urrCarXCjz/+iHq9jrOzs5RSoe8hBzj5XU48EKO+00lr2gl1VxdkcjGz6oMu9ox8nv6vLD5ZdgJyBrVcNNdsNgsplPRH1HndGp3XVcCk406BS5R2FvWljgfOrHHm2YMBzVHWcs0EahzH0XuoZDep1WppQT31TskTHkNb5NW7NJUDyBMK3JXz9evXKe2FY4JjhGkwJGE4u8P1BzyO713zzhXzzefz1N6IJNFnV13j9ZrNJvb399NOq+pLlTglq89Z6KurK0wmE/zlL3/BX/7yF4xGI9zc3KSZhRw5oP3rRE6OGPLUyzJAX/ady85AXX+cAXSAzHPIxmnD9QXxmIg90e+XyyUuLi6wWt3nzv7qV7/CZDLB/v4+vvjii0Ig4D8E2loOzKfyqBA0OKwGoOc3Gg2cnJwUmA+2XbeMJmukIMyDHJ9d0GjUgc5jXmZOtjGu0exDJbtJxCCpA+U7pIGhMdRUDkpkMKgHBwcHaZOsVquFm5ublBaijtvbltM/Mg3cVIVAfT6f4+DgAKenp+h0Omi1Wnjy5Eky1u4YgIfghMc586azWsqSu31Yr+9zmHkM913gjAKfVcdNJA7Ac+I6TyfD73JG+WPH5S9FFKgzQBuNRinAZCWYRqOBzz77LK1pUv+ipBCFuuiA09+L2jVN9aKdpU13gMA26TVYOUPBE9vC37nx5sEkgTr9hQfDTB/jGNK0AfaJtg/YrA3xVBe9b0532Uec7VDbAmxmRpS9ZP8pExoRcpXsLnw/XAtAXWV1HdUvxw1qi6NgTIE+bX6tVsP19TUajQaOj49xfn6OTqeD9XqdxqLafy2zzTHFsUEdYVt0ITKP07Qz/ujzaFlT/V9Tw05PT9M+Aqy2p2OMaWGTyQT9fh+j0QgXFxd49eoVZrMZhsNhChx0nGpfKgHEZ4p+a/+6P/JjOG4f6z9KgXp0s7KLRw4zAuCPET9nsVjg6uoKAHB2doZ+v592fIxy8NSAcKqDUyHOONDgkNWhoq3X97uJ6oIdBdE8ludHwUwU2GhAodfycz9EVMn0b2fM1RBvi3QryQtZQgJI6kHUt1FQuw1sqh4wtYTBpooaaXXerk80lrq4Tg0iDSBr7PLabI/m7+pPBFyUUVeWkQ5IA3aew3SERqOR2kegojNlvIb2Q9SfZcbTx5mTCWXvpZLt4u9Vf6/X67S9eavVSnXLyTTrNdym+fX5uY8r1xkFnmyLzwa5PvFatPHqlKOgTq8VBQ8Kzvm3234tYeosql8/N9Z1fJX5Ex2XOs6jYF/7X8ey5wQDKICuSnYT1U/XEfY3sCGFKLSPmnqiZKDiDMd0PsvPjAMuItad5DVQY4BLFpssOysUKd7hceoj2Uad8dHZLC2/yKICzWYzBbFKBAMbMoAzQuPxOAF1ErQMGPjsuR9+r7ILHvO+9XGox+yaFraVUY9AehRJeC6bR9hRHpAbNZ4XCRVpMBjgv/7rv3B0dITJZIJms4mTkxN8/vnnaeW+GlBdFDMYDBJbcHd3V3jRZCzr9Xqa/lHRus6eMuPGTPvFozTg4cIJnVp0gx31l/d9ThhA+DvR32XgvAIi24XvRDcvOTo6KlRJoIEiI8K/c8GY9nsuxYSpM+PxOKUQRIDVQQivr+UWWfr0/Pw8TSmen5+nRYBqiJkSxqowKqrLagjpaFTXdFyQ0eTxHI8nJycpgDg4OEiBM/uRM1l6novquvePnkcgpm3kONT37IFJNUa2C/WEDCHZN6Y1vn37NjFcT58+xWKxSLXCgYcLfYE4hx2IfZNWNlIWnDrnNf0duPAYPUefS9lCHa9O5vjfel9lzr20b6SXGtzq95ouo6x6ZANU6CcJtNlP2i98Ni0/yRk57k7J87nIlQRXJeXiYJPEIWdRKaz1v1wuE8NM8TQtXThN2x0BR2IeziBNp1P0ej0sFotCei/1lesDG41Gah/B83K5xHA4TGmLyqgrseOEDp+X4F/XOh0eHqa+4ILXk5OTQlrwer1JS2P7x+Mx3rx5g++++w7D4RBv377FYDBImDTCcrmg0sdNDhdH/sB9sn6+C/AHHpn6kmt4zmlF4D0C67s4O7ZhsVjg3bt3qNfreP78OW5ubrBe3++yFRlYnWbXjWK0DjTwcMMaf27NuY0iJBpIfR5lKBzAa2ULBRJ6H+3nsn6J+s+Dqtz7ikB6BT4eLzQUwIa9ADZshadkse+3pWREY4vBwHq9fsCo6TGUbSwYF/bs7++j0+mkfHpWdNAdeTmGWLLN2xsBdQLrKKWKxtLHCMej3l9rXmvgo+PYx5n3JVBMbfH+ivrapQLqjxOSJ0AxfYJAczweY7FY4OzsDJPJBIeHh4VNfyga3Knk3oGSNTrdTqGvUJsbzT7l0g2U4SSQZbv9PGXptQIGPydIYVDqdsGrzmhg6ey3/va89LJ35LO87pMikEe7p9VuCNT1uSopl0jPvXIPf3Sbe2WhtZ+pi+p7NNWQ70/BMa/FEsL1ej1lIPCdKqNfq9UKu0rzOyV0OC6cHHSCRWeVFKgfHR0lVr3b7SbgztlW11v6BZJQo9Eo7epLO6O6Hf3kJLI90fuL5GPHQClQV+NFYYf7g0WOix2mxjlSSHeMDnb5uZ/3/v17/J//839SvlK73U7KSydPJoT1NlerVWLMme+k0ZozD5oa46wIxYGQOgUHZuwXZdHJKOqg3DXS2kW0Pz2I0f7U/tXflWwXGij+TVED5UChbNDznSkj0uv1Uu6oljEsMwKqSwpcaIA5DoBNnVxgs8hIgTLzc9UZu3FzPfLgmW1V404Dq+PLARWnWDVvtmwK0xkcf1e59vo7cNExrQtiK8kL+0s3yWHeOoULv96+fZv2CaBt1vxsDXA9uAM2OqegQCsZEZwAedvuNt79kTrsCDirbXfgrLM0CoAJmNy36H15D59VcLAe6W1EtKltUvYTeDg+lW2M0j9Xq1Xa3ZGL0kms+buu5KHkiDXqENN7AaT+1bSoqOy1VjWhjvF9+YLpTqeTih3o2in6Cl1c7GVAee12u12YrVLfkSMFVecJ1H3BNe+n6cc63gjUNS+91+uh3+/j5uYGw+Ewpb1EJMsuIN0lwlPR//qMH4PpSoG6ryhnA50x8BQOGpLZbIbRaPTAMFEiBo73c3FjuFwu8erVK/R6PZycnKSa7Vz8xtrmjOxZFJ/toEIQnHMayY2qGlAdPL6IR4EBy41p6o9Ou2pfMaVGFT+anvc+ir73/5XFLFPG6B1UbOHjhFNuQFx6irqh+esu+t7IVvF6w+EQ3333Ha6urtBsNnF8fJyuz2P1mh5UKrNIw0vDRf1jWbr1+n4xp67pUPadOu4MjTJ4bpiBTYoBsAkKdKo+egZgU22Ahph9Op1OC+e5nYqYk1yal7+HKCDXAAFA6b4QlWyEAawuOux0OmkTn+vra8xmM9zc3OC7775LtfjPzs4Se8Z3oeA80hm3x9RZtoEzptRVIM5T5bFlErHVypzr3wr6o+/dv+l4VYkCbw0QooAj5x9Ul3WzM74rHT8Knsh4claagHw4HKbSd0wDZF5xJeXiegBs9EM3jmw0GmnBP4XBqOIKAMmlGPYgAAAgAElEQVR287pc90Gge3R0lILh4+NjHB8fpxkdXpdpL/RtDNJ4PY4lMt/AfYDNBddaUz0CtxFQZ/oXx6jORLn+62wZK/sNBgO8efMG19fXuLi4wNXVVdJJDeApHwLUte9z5/nY9+8ec79SoL4LXZ9jpPi/pn48JrJQFiMni8UCg8EAAFJeFFCcJuSL15X9msOnyuHThQTqZcYY2OSUaeSoChGx694+Zyj+b4mz584cVbK7RP0VBT8Ey8DD2Rh31kzz0JzyWq2WwIwGzZG4LkWO3fWf9/UtzX0Rp4JUZSVzfUH91yBE2+Rt9iBTp3/1e1+YGgUKOXsSOY8yw6t5ye4YK4lFwfN6vS6QEsBGd3URm+6GybxwZY0jnXHbFb1vJ2IiJjMak/oc/rdf05l6HuNBgI8ZBpI5m+zPsctnu0jEeEZgXwOjyJfrPgxcg0MwX0m5uH1ye6RjRtdJ0J/4AtJI/yOikgy1Mte5YFB9gFduUX3n/8R90ayjB8O+NsPbGhExQFF3NQWLZVhJmmq9dO+XvwbmchuipOmHyE6pL2UOLlIKNpIL7DqdTmIBm81mAejuCgaj6zPiG4/H+P3vf58WIzUaDTx79gwA0g5bzlJSOEWnswEKnDWXUlNX/NkJaMg2Mo9MV9ErW0GlZCTq7H1u+lMlYpL0OwcT0bvya/gAqKRcFCjTgEbjhnl/y+USV1dXacqR5wIPnSP1m+MIQFrww4VB/EzZbr57ne0CiuCSxp8L/OgINDAgQNeFzxp4UiKn7YDEA18dA24LXO8UsHOs6NhiQKFjSMVT7vzd7QJ6tA9p9HMbp1VSFNeVev1+R8tWq5UcK98dp6jfv3+PN2/eoNVqJZuuAdouYNp1jvePQDn/1+9yOqM2UtvDcxSY+PW0Pb7uidf38arnR+yfjvddQAfbr7O8DKBoPzRo0MCIdo4VrrTNyuDqM/7fJJ7+XxXVDwfLtdp9LjgXa7bb7bTLNWc+WML27u4Oo9EoERes2qVMOIA0Bk9OTrC/v58qfCmxGRGStVot+Z67u7uU1lSr1dLMiWImztBGz+vPrqnWEf7R/5XIIjB///49bm5ucHl5iYuLC9zc3KDf7xdqzDtp7OToNszzGEy0bSxGNiknOzHqapz0glF5Nj2GAIMvlHngEVDfdTCrcaWhWS6X+Pbbb3FxcYEXL17g17/+NbrdLprNZqrkos+h00TOCmoenoJ2Bdw6JakKQGCjaQW++QCVgwELI1lnKSIQnmOQ/Dj/TCNifU8a5fl7dIalklhUf32TIz2GbOHd3R2ur6+TA+T3zvDpuQqOOdWo+dncrZT67GBd36ezwLpOY29vL6W56MJNfhY9dyT6HDqG1DBG7I1eN0cAkAHiuF+v1ymtgc5CZ8H03KjtBB85o+rjjH3sKRWV5EXtDUEA/cFisUgpTJo+dn19jbdv36LdbqPVahUqcaluEWD6/RzUKkhxNi8SD5hVFxXo6jF6no45vRaBFf/2Z4rIEm+3t43i99r2PtSXuQ3SIF/bxkDDAyf6YvpTHYO7zMz/0oW67LaI70rX3bVaLSyXy1QBZbW6r3POze9YcYXgnu/M9+1gujBLHTL112216zMJp+VymWqYk9FX/WD7ywhGHuN662PA/YLiN1Yeurq6wsXFBd6/f493796h1+ulSn+K39jfPkObIzF3BfH+jI/BtNtkpzrqkUQO1R9EgTSwKcGju5nl2N2ye0bHMygYj8d4//49ut0uTk9P0yIMNZJqYHldzTHXihJUUn6mTJ6yjApo9Jmj6E1rvufAeSQROI/6xv+O3g3wcBBsO76S3SSnpwTILLHl77PMoSlzzGuu1+sC272tPX6cGuQoDUDFp+4U7Khzd332APRDRdumMxGuwxzHu6TiuA2L7ucBro77atbp8aLvj3/rdD4DH7W5tK3RtHzZ+3XWzn8/Vh/9eL+3AhpgM970XuoHIsY8Z3u3tdv7NRf4R+dFAYxeIwp8IgDOtuvYq6q+7C7ev0CxT6n/nPnIpcsq3lDC0UWxmKeY5Gw526RAWUkdXtdnqnjeNsnhGD+GGGw2m2EymaQghTMLJFEikK59/XMQtWM5KQXq2xhVL43j7ABzhM7Pz9OUWavVwunpKfb399NqXA5oPbesDWr8CMK5iGW9XuPf/u3f8M033+Drr7/GP//zP6Pb7aJev68VSieuoJqAR8sZcTqWLKk6bC8HpJEdP6Po1tAa3Sr76ouaXNwxReyO/62fRSy5LvBwEOLHVpIXBds+OwEUqyfQkF1fX6eyop5GQnGGi/fidxSvMBRdhz9Mz9KcRq04pOewxrUGGToGlDXRnNzIIegzcOxqak7EdjqbSFEWkm3VFBSthEPwpzNnei9nI3l/TXXTIJ6OQSvfVItJdxMH5TrNTRvJNES+P9rg4XCYWHhO1bsOlNnNCDTkgtJcwJZzpGqPI1urjDT1nu11IB8Bol3BhD6jAy5eK/IbUWqKt9fHbg7A8XnI5DK1rspR3y4eyGl633p9X5mr2WxivV5jNpsBQFrUSztNG0a7d3R0VNi1k+sGfJEqU16oK5rDrhVeogBzOBwmYEy/oGk0ak9V/6IgV3+rOMC+u7tLFYbevXuHd+/eYTqd4vXr17i8vES/30+bHE2n00JJRl5D9fh/i2xRO7BNSoF67gEUuDq40+/58rhymNM3nMbkKlw1zjmWJAKpvKYC7fV6je+//x7v3r1Dq9XCdDpNU0S6aYoy68DGwfMlEkjoMQp4eDyvxbJUEWNJIMS0H1USTxOI+nrbu4lAu37n3zuTWOZkKtkurq/sQzU+CvyiqkB+PoVGk4aTYyS6v/+tbfHxChRTETiOdAzQweYCEI4RX3ztfRAxRAwWcsCJ50QsCG2FzpDx2nw+Anrte7Zb+0jTg/i9nsdj1GaQpanKM+4mat+8ckOttll3AKCwiRX7mjYcALrdbniPbQA7GiO7guBtx6muULcBhLXgebwD3ghcR+0ta0sEoH3c8W8/p+yaShrk2qE2hiDQ0yAqyYu+Yyc2lHggcF6v1wWSDyiCXvY901mITVRHWJ5Rq/Io4aLgXM9TwpLkJIMyXZzKNqrN3yaqYznh7PJiscBoNML19XXa5IhFRVjCUnGh6m1Oh/+aEuG7XcH6Thse8YL8rYNev48+o5MbjUapQsv5+TmazSYmkwn6/X7hXhEY1+u781YmjErLAODi4gLffPMNTk9P8ezZMzx9+jS9IGXbCDo0MmXFAf1en0nTZJSxYzsIsLQ+uhribSkvuc88kIn63d9X7v2V/VTyeMkZW74z6qdWsciBPQU3OQeu36/X68TwKhOjQNSBtv7W9iiopZMAivXH/Rlz/ZA7TqdHc9fIGVP2JYN8d1jAJgWGz8826PPpM5c5Bq1koYa/Gie7CftbWS2CBDpzznQq2eHphLe3t2lrep2RdDDsfkvt5mNB+jZxfwQUc+ejQFMDTg0GOVY8yI/aS5+0zU6oPaCes0yfgkHtL2+v+ysCuVygHYG9SnYTt3tRyoZmH2j6CWf6dPMstd2swEMwnQukPMVMU2n4P/WbeqzFEpSZ55qhnLgdVTznx9F2j8dj3NzcYD6fo9/vp9QXZlV4pRfXTfcrEekZjesyiQJylY8lPXcC6g7ynEEvA++cLr68vExO/+/+7u9SvcuLi4vC4I5SaPR6DjxVmahIBP+r1Qr9fh/Hx8f47W9/i3/8x3/E4eFhmpph2oyyZFR8TsMqEFIH4n2hz3BwcJCmfo6Ojgo1o2n0VOkjYxy9dA9U3Nj7sfoO2B/aZp8Rcca1AiK7ixoAfb98P2oUu91uYgYVqKseRItxorFBZ3h7e4ubmxuMx+O0XkODTOo176VVjSiaCuYgOrp3BKTdGPJZosDUAbyCDLZd78fPVZbLZSHo9g02FFQ4uIn0O1roztmy5XKZHIG2uZJyoc4pwXFwcIBOp5PsLwCMRqNUlnG9XifQTkZ9vV5jNBqlTXRy6ZIujwXrkV7sSqb47IxfV8cB+4THert8zGhwrTZCz1FgTfBGBpJ5/mRmCbDUJ6hoUKuBsabLeVqR+jeCQq35XUksau+d5FG76+CX73g8HmM4HCb8wffMFEbOTDH9mBjl8PAwjS29D++lf2s5VddhFkqo1e6rwkwmk7SbaLPZTP7PAbJXxdMxqseS7J3P5xgOh7i4uMB8Pkev18PNzQ1ms1lKeRmPxwm454JZbYMHQvw8Egfw0f+7SkRg5GTnxaQ5RnaXc5bLZYp6WGSf0yTbHiyKbJxVptAR01kzEBiNRri5ucF0OsV6vU4li3KAKHo+BeYKZnVqSg2o/0QAhs/3WHlstBdJ7nmrdJcPlwjAupGloWUddN0NMDrfdU1FHeLe3l7aXMwBQvRO3cFSqAcKDJxVK2MwI91WoLFLXqAG7dF3ek0FED47QMbJwX/E4LBPnF1UNlLXE2xjUCrZiAaa/F8dt+64SHYd2ASOmmpEMMA0xseC9L+G5Jx1ZAOi4FbbWgYQ9O9c4OC2h/3mpUR9tjgab1FwzXHm400/9/FeMeq7S2SLXbfYn16JjiUbo37nMV7IgsdFOdz+ToFi8QAnUDgeteR1s9lMTH5UnUmJQk8/VmFAwr1EuGh0Op2m8oxk0jkLl3umCDs6Car9XebvPlScQP1JUl+0M72hZSCPnTKfz/Hjjz9iOBziN7/5DV68eIHlcomzszN0u91CuTM9b5egwI2SRqR3d3cYDodYLBb43e9+h8VigZOTE3z99df47LPP0vQr8+l0SsfBkzPPzpqo4yFjoSxqZMii5ygz4vr3LmDd+y+3gNT7eNdArJKNKMD1H+oUZ1a63S6ePn2Ker2eDIrqR6/Xw/v377FYLNKimFarhRcvXqDb7RaMHnP13DlGoBN46PC9aoCmyejxqv85vdAZo8hZlwF1BXM8xhe4Rsxfzon5tRUk6jPpcyqo13M19cUX/0bpSJUURd8tUwqB4lb01FfWUeeW5Vy0y1kMrnfiZ0wv8RK3lI8hRPwaZaIBYOTs9e+oTQp+3U/4+CzzH8Bmn4/BYIB3797h9va2sF9CvX6fkqm67LqvgTCvzXOUUY9209b0imazWe1MuoPo+1XmmXZHgTBTxqbTaSIluQaOfc71O0zVI4ilH2o2m6k0NI/l9SNd80DN9VB1Xgt0AMBkMikU01Bd9WDDSSl+dnt7i8FgkMA5n53gfTabYTwepx21ObNQBoJzfsSPeaztqNVqKQUoGqu5mYQyvLUTox6BYH6ec6BscL1+n3f46tUr7O/v48mTJwmkPHnyBMfHxynXSBVJgXpZh2gbNWcVuFeYXq+HWu1+McX//M//4NNPP03ndTodfPbZZ2mqyKcS/fnYB+rcfWfTXdhz/ywy3Bo1lzmAyGC7AqqiRsoRgfZdpmMqKYoDONUhLYV1cnKCzz//vMBkqIG+vb3F999/j9FohFevXuHi4gJPnz7Fb37zGzx58qQwDdnr9ZKO+08EIl3vFNj7QlANPCKDFekjn0Fnl3QBoc5gRVN/BMwEAPxf2Rdto/a3M+t6rJZk5fN4vroaVh/3uTKYPwW78v934Xvi4jMFfiRLlFVfLBa4vr5OG7hMJhM0m00Amw3qGo0GptNpwWZThx0MRG3Z5b1Fx3hgqH9Tb3aZCdLx5+DHU1z0+XI+haIzyv1+Hy9fvsR8PseTJ0/w6aefpv6hj1W/HrGPTJ3gs/Mz2jIF6hpgEwQ2m8307irZLjojqilLfE/ERwDS50z/azabKbVlb2+vAGiZssf3xvRfvie3baqLDtzVV/AzJXKYOgzcj2fiJFYCIk5yrMGUN98jg/nmg8EgpXJRxwnSmUrd6/UAIAU0uqGX+pkIW0Z45zH2XccR+wTYFBXR52Uqqn5WJluBuoM5d9i7gGl9CZyCY9RNhnA0GhWuWdZBEWPiDtyDCdauPjo6Qq/Xw/X1NVarFU5PTwudy2s6UOe1vB26+YODdL1Wrv2PEQfhZeLvJcec587b9l4rKZdccKZOWQew/886sGREOG48n10XOeZmvYB4kdi2tlN0fLCaSmRcosDA7UZubO+ia7lxHwWjKpry4oDKAwR9jiiY3fa8lTwUtcWaOsj+1EBRq0VQ1Hn7HhYayLltK9PzbT5mF9l2j11kG6nDv3PsnLYFKG4+RBvi+y9EtqmsTRw7+tuDfL4vnuMLEispFycX+L/aKZ1tVGF/+1o4AIV1SdRXvi/dlKosIMzpZqQjLkqQkJjiTDKfl8+mC5/5t477SHiebgDItkUzy5THYptd/dM2u6I49THXLgXqWpuYHaVMoRpcB+9qXNbrTUm6d+/e4dtvv8Xh4SFOT0/x29/+FldXV/jP//xPTCaT0oiHneHiwFPPpQHRvKX/+I//wLfffosvv/wSv/3tb3F2doZOp5PqrUfKCxQHkTqXKPrMifdVztlHzI2CHXdI/uwevUWf6wDh82m1kG1RXiVFUYNE0M1+dHCufQ2gYKgmkwlubm4wGo1SULter9Hr9fDmzZuCYRyNRhiNRmmxEHWc99HcamVrVMf1PfNeBEH+fPq96pA6A2BjoLXahE/rql5TeF/mIqvwGdzYKYBTBqXsPekz6Lh1O8br65grC8IreShMfaC+cjdSZcf1GAalJG+4gGy1WuH4+LgA1mu12oOF/0A+DYr3yIFUlUgXdpEyAAxsbL6CpdxMbI5F97ZpwE7m8fr6OtmG1WqV2NRo3Gl/qV3QIJj9rYw6FyNqdTNl24FNKk4leeE78QopBK1M+fDNiWhTW61WoRISbS9npXSW8ujoKKW+eNAFxBWEotx2DcjUX3CdieIMEk7+vJ76AjxMVeR4bbfbaLfbiXTlTMHl5WVazMqdu3l991Nl+DKy52rzo+P1d3RcmX15DBlaCtR1UU/EwkaslBtBRk+MeHq9Hl6/fo12u42nT5/i+fPn+PHHH/HNN9+UNjRn9CLRXCuNVMkw/OEPf8De3h4GgwG++uqrdHy3233wspTlpCHTaXnPP9e+4X0j2faCctOnuUhMAXzux3OhykC9pwVUUi7uXB000KD64uXoXXAVP42RgnJulMRzuEjbAzINkiMDGRkkBwIOTIENu65gSceGPgtFgboGLdtAEvXPj+N19Ift0XblxPtcnUzULw7SPdippFwIPlarVQomWcqN+tBoNFKlLKYsMseUxQj29vYK+brKqDOg5b0+FKT/1O8z57c8oNdccAX0URAZtZE+dj6fYzQapa3kmefP4F39mYoH8ZrSwOOVrKMPJChn+ijfpdb7rvYa2C6OOQAUyAe+W7fFtEGHh4eF6le0a5xR4TjjrBWPjwJBB+ru03K+Tll86gzvrcSU2t8oL11Fr801FrqJ0WKxQK/XS8y7BqLsywj7PBbbOP7VMaRkqxOx2663q/yvz91+iGH8kHO8Y8oiq59SqunxSn4qcV39a+rt/8tSBZg/b/lQvf0l6vsuzL9LRKo99hqPkSpY/d8TZ3N/LvLYtnzIjFV0/l+zD/437U/tl2j8KqmkkkoqqaSSSiqp5OcuFd1bSSWVVFJJJZVUUkklP0OpgHollVRSSSWVVFJJJZX8DKUC6pVUUkkllVRSSSWVVPIzlAqoV1JJJZVUUkkllVRSyc9QKqBeSSWVVFJJJZVUUkklP0OpgHollVRSSSWVVFJJJZX8DKUC6pVUUkkllVRSSSWVVPIzlAqoV1JJJZVUUkkllVRSyc9QKqBeSSWVVFJJJZVUUkklP0OpgHollVRSSSWVVFJJJZX8DGWv7Mv5fL4GgPV6nX5ub29xd3eHd+/e4V//9V/x3Xff4eLiAt988w1GoxFqtRoajQbW6zVWqxXW6zUAYLlcgtdarVao1WrY39/H/v4+Go0G2u12+v/w8BB7e3s4Pz/H+fk5Dg4OcHp6mo5pNpvY29vD3t4eDg4OsF6vMZlMMJ/PsVwusVgssFqtAAC1Wg3r9Rp3d3e4u7vD3t4ejo+PcXR0hHq9jkajgVqthv+PvTdbbixJrrUXBmIGp0xmsqr6dJeVSd26k/WD6I10oTfUhWQmmam7umvImUyCmAcCOBc8X2BtZ2yAWdXnmP1/w81gIAHsvWP0WL7cw+Ph4SGVd7Vaab1ep+u2260Wi4Vms5mWy6V++uknvXv3TsvlUoPBQPP5XI1GQ51OR9VqVcvlUvP5PF3PvWIbSFKtVlO1WlWlUlGlUpEkVatVVas7G6parWqz2aSycK/tdpuuq1arqtfrqU4nJyeq1+t6eHhI7TGfz7VarbTZbNJn1WpVJycn6R6Uhesl6b//+78rf7sh9/8v+Zd/+Zctf2+3W9VqNb148UKXl5fqdDr6X//rf+ns7EzNZlP9fj/1d61WU71e1/n5uTqdjgaDgf76179qPB6nOcA9edFni8VCk8lE6/VajUYjzYHlcpnG7mw2S33PWJRUGGOMnXq9nsa9P4N7zedzbTYbbTYbrddrnZyc6NWrVzo/P1e9Xle321W9Xtd4PNb9/b1Wq5WGw6Gm06kqlYqazWYan4ypbrerTqeT5t56vU66wz/z8d5sNnV5eal2u13QI71eT71eT9VqVY1GI713Oh3V63X1ej2dnZ1JkkajkWazmWazme7u7jSfz1N7+3O9rQaDgX788UdNp9PU3pLSHJakf/3Xfz3OkRL505/+tJV27SkprSOSkt6t1Wqp/+l3xh19zcvH4+fPn3V/f6/JZKIff/xRg8Eg9Wm1WlW73Var1VKtVlOv11Oj0Uj6TtrpW37L9z5XGLfr9TqND8r98PCgxWKhzWaj1WqV5g1r0nK51P39vZbLZeG5XL9cLvX582fNZjN9+vRJf/7znzWZTDSfzzWbzVLb+JoQBd3fbDZ1fn6uVqulRqOhbrerWq2mTqejdrud5r0kLZdLjUYjrVarNMc2m43G47Gm06larZZev36d1tuTkxNJUrPZTOt2o9EorGGS0lpbrVZ1dnamTqcjSfq3f/u34xwpl+3hnxzl70Cyc2QvUPeFCEF5ooiY1IvFQg8PDwn0oUwBkyhgFK6kAmgBpLfbbfX7fZ2cnOjly5d69eqVGo1GAtcoYK5h0ez1eknhALq9zJS7Vqs9Uca+QAOIWQgAx7PZTJPJRKvVSrPZLAEYFpt6vZ7qCAhzcERb5N5pD18YuJcvbpQpB9RZQHj+er1WrVYrdvb/WWxom4eHh8L9WURYKFmQjlIu4/FYktRoNBIY2Gw2CaTOZjM1m01tt9tk/LDQYYDRdw8PD1qtVunzOG74Lf3uAMM/c4DrhnPOqEMwRgHqblRKSsYbRnS9Xn8yPvkd45eyMTe8vMwRnuFzUdoZp9JuvLruqdVqCYhhHPscpD0BQrPZLLUFBvV8Pk9lpr1ceC73Yq57PWP9j/JUoh6SlMaPpNSnEYjSxnHsSkrv2+02ETbr9Vq9Xi99zzPa7XYCqY1Go0BMuL7me9YU7sN4pS4+HiWl8ch6ARlycnKi5XKp5XKpWq2m5XJZGJesN9vtVs1mU5vNRr1eT1dXV+p2u5pOpxqNRql93GiJ4xV9AVHFZ8xVdA/gul6va71ep3UKYwDyhvqij7zPfN3yMvC7uK5SnqOUy3A4TH9HPfRLxXUT9yx7999HneZk0b7n7Cv3l9aprCy53+V+y+de7txata+M8f+y3+fauazch9oBQinKXqDOYh0XJMDwcDjUzc2N7u/vNZ/Pk0JiAQbwOjBwAMhnAO5ms6ler6cXL16o1WrpN7/5jb755pvEjjlAR6nChKHAvIz+cpaa6/13sCBRKVKH6XSq4XCYWJFWq6XxeJyUUGTBab/IADkL4waEC20YwQviBoT0dKI4OAIYApTq9XpBGfvzfTGM7XmUvAwGA0nS6emput2uGo1GAruwU3g2vF8Ai87CwYizYLLwOkgHhDvIcPDCWOA6aWeg+TUYFW4kwKS7gQZIkh6NEdg1B8nRE+RAnPnNeOb3zq4zP3ge7w7WHaQ/PDxk2xDAhLECYJpOpwnQdbvd1E/z+VzVajWBCVfqbhzxPfdj/gB4jrJfHKhHHeXtnCMgHBQ6gATYb7fbZCRXKhVdXFyo1WpJUuonGHXGojPATvj4/KSMhwwy5mir1SqMQ19TVquVOp2OVquV5vN58obhVcCY8PmzWq10d3enwWCgh4cHjcdjzefzBMRzgIuxOp1OtVwuC55n1/+w7dvtNnnbnPBhbkgqgGzWWl8zIlBnLqNDHh4e0r2OUi43Nzfp778VUJd22MCjG9zQy4FRH++OUSJ5I+2MMxf/vuzvQ2V+DlCP89NfTjhGfFN231jWXHlzRkkOqD/nGTn5RUA9JygKf8Fk7yuENxCK0Jl2FnZAQLPZVKvVUrvd1snJiVqtVsGF7uyHW/b+7mWKrAhK3kNQogsQBp5ByvNbrZZarVb6DDbEn0+duAcCiEB8Avm1gPwYFuN1i6xGBDnciwWL5/NOG/hzI8t6lOcJ4Pfk5KQw9pyNdXDhBlxkyxwM+r1cwT5HkTnLLhXZQV4YjdKO2czdPzLlOXZi3yunTP0e1DVKzkh1xUsdvM65F/PJ2wF9UzbOY7u78ZQzsI+SF1/cIuvlRErOu+isul8Xfx/7lOdJSmPdgTDGohu7MQzRvZq5eRZ1cu43zD3WDsIOo57l2ax1eH5ZY52Fl1TQGZTFQRkGuBtAkAW5fvB29u8coHl94job2yUCvaPsFwyiv2V7ubEbx0I0kP2aGH7m44cy+v1dItnh7/HvnOTWrH1rnBve4EKfy/uAumOnWL7YLt4+8bc58B5/+9z6l8mzgToL1N3dnd6/f693797pzZs3evfunRaLxePN/o+CXK1WhULRKJF9gpFqNBrq9Xpqt9s6Pz/Xixcv1Ol0dHFxkcJg+v1+gRVxxcyzchafg6JogfmgImxHehpistlsEiDnd71eT6PRSIvFQq1WS9PpVJ8/f07KEIalUqkk1gQ2GxDm715eHySRtaQfUBLVvvsAACAASURBVNw54OPP9JAYZwAJNYr3OsqXybfffqtKpaLXr1/rd7/7ner1uj5//qzBYKBarabFYqHhcKjNZpNipl0ZwqYTPjafz9MYdYDiilVSApjOGvjijERjmBchAOPxWKPRSA8PD5rNZmnuuvLDGI4gPQIhB0kOjpzRo0w+VuMcBrgBwh2UsM+iUqmo2+2me8H2OdigDHgKCI9h3ne7XbXbbc1mM0lKYQsY7G40wYDCqsN6spfgKOVStlDSv+7Z87CtSHrwN8LfjDt0nuv7SOg4SG+324VxG9cI95LmFmiXaAhQL8JLIGic5HGiq1J5DJNbLBbputPT06SfiVkn9BKmejKZpPHN2HRQjofMPd14vtlvwhpEvWDd+e1yuUxeMdbIOD8iIcRa5zH9RykXGHUHlvsIhPi3EziMVfSf9Lg3h9Dd8XicQpXZW4GOZW4wPnxPW/SM5EhR9HU0BqLEz1zP+16VXKiaEy/n5+e6uLhQo9HQ1dWVTk9PU6g0Y9UNWO7P3grqyJrDXKB9HI+5cc99I5GDRMz23P4sk71APVpaknR/f6+3b9/q7du3ev/+vT5+/JgUKZPTK8i1ZYwGSqHb7arX6+n8/DxtGOv3+2nzDzHqHvri4uDaG9YZF/871hHQ6p/5wgHDD1CnvIQ23NzcJKBODHLsPFdecUHJsYCU1RcpFGKMVfY2jmCfcB3a3PsBljfH7B/lsPzmN79J73/4wx9Uq9X0/fffp/CXGM7CeKDPCBmbz+cF5RnnioNYBy4RyPo8ACygXGAfYP/ZAApAcBDMHIHZ8zGaA+oeauUMIeM3Kk2fg+4yZ+zyvbOmAHXqAgDB6MzdN7KYvjmPTbAYVIDvqEc8NIj+jGzNUcrFx7wDOQA6L/ciOcBzhs/DMX38uZ7kMx/36D03dAkNyZEhkrLrjOtmr5fXlbK5sck76whgAAOSMcUcdW/tdrvVZDJJYHw8Hmu1Wmk0Gunu7k6r1SptpvUwrWq1muLiaYPtdpuMAUBLtVot7MFgTcYY8EQMJycnhcQLzrhHT7k//yj75e7uTpKe6G+XyHJLT0GytNOn7Clar9f6+PFj2jz/6dMnTafT0jAsQCxhVJvNRrPZLIUQellYk9zAdrLDDQDE8Yt/hu51jEfYWs6AqFQq+uabb/Sb3/xGvV5P3333nV6/fp2SFHjCEEmFcUx5CEfbbDaF+08mk7SGUxfGv2M3x7u+Hjgx5e2Vk18N1L0RKRQbs5jAPtmjUvOCUAm3vB2sE28eXw4u/DmR/XXAyzNzrg7/LHe9l5f/AQR0OBuXHh4e1Ov1EuvQ7XYLrlOpGLfrbJ/XwQ0aB0TefjnWvMyazk1ynhNdOtEY8/IdQchhubi4kKQC6CPm1UNeAOGuhB2Q8Dt/ORCRiv3DyxVk3EQaPUgoLb8OBY2ycXDtcw4FFtl63uM4j4YGv8uN49y8jKxoZOPRRXwWiQDGb5wnKHlpF+dMG6OMPV7d2a3Yzke28Hni7e9rQDT44rjIXc971GH+mY8nxjtSFn+eI3Vcn/rzkZy+zF3HGhmNEtfFrVYrjT+uYU3kN41GIwFw9mlIu6QAGJw+lyGF0D25sK3cfPT1qqx/fP1yI8n7bx9AOcpOykhEb/v4meOGiCH8mty1/jniEQCsDb42xevdG+960dcTX8d4nutNr4uvj7SFG9KuzxnzEEwYhZTZ25IyYOgSXhbXHh/7GLVOgvl6FvVFJLHKvHFRynRLlL1A3Tt4uVxqsVhoMBjow4cPurm5SZYI2VpYzL2TfFOJuwSlx7i9TqeTmHTY9JcvX6rVaun8/Fy9Xq+QKcOVq1cyN8D3gfIoDkyjQsWtyndsSuv3+6pWqxqNRvrw4YM2m8fNg4QTAAQieMAwofNjmrIcGKKMXncAl2ejyIkP2MVikV3A/HeUpczwOspO/vjHP0pSmgOEuJyenmo2m+nt27caDofabrd6+fLlE5aJFGwwHLPZrKB0SUmKkmIMeLo4z1jk7Jaz2dXqLuPFev2YsYkN4aPRKLm3YSEIk2LuMdbwDmBkw9R5dolKpZJAhY81yl02/uLcdv0Tf/vw8KDPnz+rXq/r7OxMlUqlsJfFFwx3paLYYeAxujudTmo/YoJhU3xTIJt+IzFwlHKhjVxPeZ84Yy6Vh5nE0Bg+c4OY66vVamHDM3oVttCzoPji6ptJ3SjMGWRO7FCn3G+dWXfdz8ZzGG+ABjrAw1Xcu0M4C/pitVrp5uZGg8FAo9FIf/3rX9MmdwxxmHDWG+Yx85X5Aqvv7Q/T6XPY18oY4kIbulF2lP3S7XYlFffg5HSLj30HyTmChjlG+BVjj034nvTDw1qi3qMf2YvHnHGPi0vUjbl5zec5D4JjL8ZkJHEow3w+193dnZbLpYbDofr9flrnWq1WwWtAhkISCjh5RXt4aDBjn+uduHJjPGYZlPKx9bnPvB32ybMYdRQEcaxUGJcAi2S9Xi9YNLHRWewdcBA/2Ol0Ci9cHmQscaUarfWc5ej/P1ci68G9MS5Q4LVaLRkOq9VK7XZb6/VaFxcXCdSTts/rKuUZ9hwgznWcT4DIaPBexnpES9QndbQUf0nb/b3KV199JUkJKOBaa7VaWq1WWiwWGo1G6vf7CQA62MBV7WwAi6gvdhh53m+IW/3c143iqIhQxIBWyuUZIvBkeXw594yAKLLw/tzIVOTGmys9H3cxbEAqjnXCYAid47cYI4AgjAppB1wIPZCUwAlGNGWL4UQ811nKyCQe5an4AkzbIfS9M905oOI62deXXB/5WHMjwJ8VWTE3JsvY4RwbWUYGRZY/9znPo00cVAMM3OPDmFwsFglEwKADwhqNhj5+/FiIY5d2rKKDap+XrmOYb56mOMfYeps8B6gcpVxi7P8+ptVDrpgLPic8Y5xjDMa2G4t4aDy8z9cS1hb63O9NGbwcUnlkwKE54+LYy3Uvxq57k6bTqarValrLcjqffWCTySS1V2TE3TB2XeGGresO11Xunc3hqDjXolFySJ4F1AEb0+lUd3d3uru7KzDG2+02uR9yjDoFiwsxMVQeo84Gr3a7nXI2uxXzHPklCsKVeVnDRUDtO/QvLi70zTffaDKZJNaGg2mI/fX2kIquK2nXaR5rHr0DkYFCebtBxD3jYsQzfIDyWw9HOsrzxccEgFdSYpf5frFYJMu/0+noxYsXadF1kM4CHcUVqLNU0QtD/3IPP8yH5y0Wi8Tgo4AkpbnoMey+uHuYG0rNx4w/1w1bBwI5gO6Lf2RQqW/Z5tlK5XET3v39vZrNZpp7lIeFJS4Ym80mHWBG2kkEA4nyuFJ1xpQQmqPsF9+k77rOc3RHkgGJus/HCr91AzR6aiKpwbj1ONXc+ORapIz88OfEZ/l88N8xthwUeIiAJyKIL/S0t2Wt9niQE9+9fv067T9xphvdklsvKEech04y+fpFvfx33t4eA78vs9JRHqUMuEXdFYnEnO73d48/B3B6rn+eEUM10PEAevdmMZ4iieRldGMjSpwj3COOk1z94osY82q1quFwqNvbW1UqleRRcu8o9YGU8XS70i6duNffjRavY8RntAcSMVrs531/5+RZBx6NRiO9efNGo9FIP/30k37++ee0g5hKj0ajJ1agKx9+55Zds9lUt9vV6empLi4u9OLFixQC02q11Ol0UixRzlW+D1DnlK1LbDw6KMeA8HsHAAwsOowQnsVioZ9//lkXFxcp9AGAJj0u7r5I5KxXfzHBeL4DIerqAMI3A3odWQz4nLLH+/nvj8r1sDiYhcWqVqspbzLKbzwe64cffkh7L66urlSpVJL7mg2dnpkE8fnkoWT0qY8bSYX+Jbxsu92mnf+4C9lYicGJoVyrPeYoPzk50Xw+T6eNwmbAQMdUeHjIfPOalyXnWSoDSB4P70rP6wohgMuf9JjME0IfpKISrVR2btvN5vGQGZ9b3v6upHm+p1I7FHZ2FCUjyFk72C8fHzB9Ut4dHFkp98q6gZzbyMVz2D+SC3nJ6c1oKMSxCniOjGKOIPF31sJ6vZ7WyUpltwHQf8s9+YwX+c7R64SQAlrevXuXdAvX+h4Y9IcbDnEd9BAJP0OEfvLQCMRBF/U7yn7JEQNSMfyK79zw8s/RwdyHcUmCAtaX+XxeyJ+P7qP/0Wvej3hv0Lu+P8h/46CecvA7lxxQR/+6bvd1zecOcwayaT6f682bNynUBfzla46fpkvomLe3h3hBEnv4Tw6Iu3i/OeHmc5e5lTNI9slBoE4HTKfTwotF3hVVnLDR6ouMtC/4uO14xYMpvoTp5ffPAen8H61ClzjYKJNbnK1WS/1+X81mU2dnZxoOh6rVHjNmcEolrnapCAZyjJ9/Htkmd+n6ohQnRyy/tFsgokI+gvJfLt5PzgADGnAlo+jcPefxta50EQeJ/owyBgZl7WOUOEU3/HAHRqAU483jGQkRKEVjMLpaI7iSnm7W89/k5qDf1+eCtwfsth9N732Tm18eauRgwutX1h9S0X16lHKJbKuHFvEu7dab57RpBM65hXPfNXFNiWMx6kPXyZHR3wdCvN7+HtdCv6+3V5leBkxRb4DzZrNRt9vVZrNJ+8Z8fcgB/giacu3GvT3sgs8OtUGs61GeSk6f7xvPvi6USST94svF+z7+LRXHjj/X51PZmpST+Cx/ZgS0++YAgJ3QFzzFvDDM47rlBg8CiUBkSI41d8ybG9c+n3K6LH72nLaSDgD1T58+abvd6v3793r79m3aNHlzc5PiagED3rBx8kbFw/e52HRnxWLnlykDl+cohVzDlIH0CJr52xWvewjq9bqurq4SG9ntdhN7yQbc8XicTpzDIoygHbeL565FPFaKQUhYA4AlKuRYfwc9DjwcyB/lsLgbkDbDYOv3+xqPx+r3+5rP5ymfOoZvpVIpsOme+cUBqPevA3WAvlTsZwxEjMHZbJY204xGozRGGFtsIO12u2mjkceFM96deXFjmrHmm8hIN+mGgPQ0zAADAWOCcQmL59dE1yOnK7LBcz6f6/b2Np3KeHl5mVI3cj9X0rDjk8mkUJ4IACNLFT1eR9kvPo4YkzG0ivHr4UTurYkAxg0770+MUP+Nnzwax3XcICYV2U1+xxiIbL1/nwM/sQ1c7/p3lM/ndw60RaMXksxPyMaDcXp6qvPz8+RxmM/naQ9VBEexzJTBn+VhrT7no7HkhhD1Osp+8bETxzl/+3eSnoy5aIgy1qMHiH08biC75IzeCNQZQ/RtXLtimfbVK9ad8cTvy8ibqKcjmQWWIb2wn4FB+b1ckDyu7z0qJCf7jCmeVUacfgk5uheof/jwQZL0/v37FPry/v37BOA9sJ7d4777PlbGlc92u025bDudTtqJy0mkfhDDcyf6/w2FEFmX+J0rLFJsNZtNvXjxQqvVSufn5xoOhxqPx/r55581nU51e3srSWlBkYrxuLnnMWhoD297zyATjaK4EEarNy4MZYzTUfLicXu03+npqS4vL1MozIsXL/Tx48dk5QMOK5WKJpNJOvLbmXVfgLm3x7G7QZVj1NmIzQaa5XKp8XicjAVJKaMLoR9s4paehor47z3Wz8ecb+Rkxz3XRYXlBr57z9zIj3PB2RDfx4GX4OHhQbe3txoOh+ngC+rjm6DcyPF894QP0B4xzIH2pf2PMerPkwjUpR0IxwUNAARwsgbQv7k1JbJj7i3yUBbCSXysMv58oZeesoX+LAcGiHt4ogcmjmEnqSKAYv30ceVlcQOS39J+vs+EjGQcZnZxcaGTkxMNBgMNh8PCWkEZ/e9cyAL39tA7Z1EjQPf7oSeOsl/KGO4I1MvW5Nj+jMU4biFGXI85PnNd7uK6jjHKvHHSwhMleB0cd/gc8jkTxzu/j8RvNBQoR27DNKQVvwFzeTl5sQbncNRzxetKWXPGSlwLD2GtvUA9upMdKERQV/bQMqsdBeAbe3KLIu85Rv1vJYfY4/jcXMd5PX0AE8rTbDbVbre13W6T9wCvhIOvMoaurO6+aLgVvQ+Yez34zCf2lxhHR8krVSY7bB7eFuIAAbEoh3iIiFRk39ygisaVM+y+/4HvmL+5uG8/DCb2ud83txhHJRw/jzF6PoZzi3rZohTblTah/l525hAxlQ5uogHq4Mpj/t1ozrWLt82XKPGjPEocB7x83Ef95dfGhc83zEWg7UAlRxh9SZnjeGTs+Xjct+jGe8TFmrHo94xttk/X+HfMPz/ZMQeIYn/knofk2i3Wu2ytP8qXyb4xGvveP8+NDd59g6/rdgfALm6M8b8DbC+Ll6GMMf4SPBfvU4bByuawg3WPGIiegDgfcuPY5/uhsVxW5l+7TuwF6pPJRNvtNsX9kJ0iut89rY202+Wfm6Qe/0q2F1h0HzCeLYbPkJwSib+R8oMpd7/4XXxO7ndx0EVWk/aBaa9UKrq+vtZisUgnri6XS3369EmDwSDlqPeT4LweZW4qnzywnf58f7GYuTXN7wF5cZPVUfYL4RceXkGYysPDgxqNhrrdrmazmU5PT1Wv1zWdTvX9999L2o2f9XqXH5nT5Byox76MAB7mgDAWyjCZTDQcDhNwlR7nICf+4tUCzGJIMNdJF8eiz0Y8z+bAmPQTQtvtdjo4yBkRlL8b6NTDGR3pKavDOPVTfx2sU27q+e7dO52cnKRNdicnJ+p0OmmzHvOFcDQH5zyLNKw+N5jrcZ4eJS85Y0xSYdwQkuGhLHwfPYg+7h8eHjSZTDQYDFIIFKwvIVoxO5G009H0tQPjHCiOgNjvw7v/Nq4LcQ7wd3yuA1+fO9Gw5TPP+0x2J+7XaDRSYobZbKbb29vUvs6I+prhZWRt97Un5ozOMYPetrlQoaM8lTKy0AEk75GNRnycSsWD8trttrrdbtJXngPdjV10Kf3oSScYC5xTEceMe6V8feJeHk8ey5wzIn2eR9IkV2/3ss5ms0TOgC0Jx2ReeBpf1lA8bxi4kDhxPjt4974q8wgfMqgOGQB7gTq7Yp31c8bJrQaf2D5QYoXodMA6C2HsBI8x4rMyS75MaHyXyGSUWTr7QLr/XVYuBx6+UKzX67R4+KLip71SduofFbS7U6ijA25pdxiCt6e3K8aQ94tPdB90RykXz77jY9WPQybtIWEY8/lcg8GgAI5RZFIx3r3MoPTf0oeNRiOFXzFPOUnY3ZIO6n0PhIeouOJ2YA5g9d/6WGPOA5JilgnfBB3nJu3o4sosAhhebKQjlIW2x/WJsUFbU18MEDIiEIaBssYo8Bj72AdHoH5Y4iIl5cNh0He+sdoXYQeQ0m4zMJkeWKO4N+O1DFzzd465jCDd9zjkGDYH3DmyJDKT8W9vI5/b/CZ6gyijgygyrDjI4sDAGC7j5XIiyOvubU55cmtz7FtvV9a/Q0Dk711yOCRnQEYsUDZuEXQsWAt9yNxhXOF5lYprWbxnJGnccPOyOfaQnp6KHsEqv/Xv4z3K2szvRX0hpmazWdqDxH6wdruts7OzVFZfqz0BhGfB8XmVw52RSItGu8+vSFz8aqDOQzmdaTwep8MWXLC0KVTsaBQFAOH09FTtdrtwipQrL3/3ivugPQTSaYhcJ0fwUzZJntM28f8ccI+KEOW13T6GwZAHtNfrqVKppDjNmL3CN0J5u5Rle4lWeGxPJmo0suKgP0q5AGa9D3Lj1ze6sTu9UqmkzdO5CesgwP+PBpYzCQBUGH3fXIzR4OFYUfHnxBkcXyxgWHJKy3UAbeNAK3eN/8bFxzG/jUYl5cPD4b+FdUUJO0CJY327fczOE+dCq9Uq9CEZN/AaHOWwRBYp9rMDa4+HdiPNXz7GykBAbjH0a/ctlhFElIGH2P9R/0t6sr7FlwMcB8hxvuQMHTd8HWTETbI8i/XaveDoqHhflxgyw2exj/jc636UL5fn6JU4HspwSdm1ubkkPfafEzOr1UrNZjOlesxhqxzw5vMyRtm/c2Cbu2/OO+NkMKf61uv15GFjnFcqlUSGrtfrBN4habbbbWEvhc83T3bgODeHV+NanZMcgXxI9gJ1FOV4PNb79+81Go2Si5jCuDWGFe8x57x6vZ7a7bZevnypr7/+Wq1WS9fX1+r3++mQlVjpqKhzlsg+JRCVR7y/v7uUDW63Dl3p0VYxbrVsoSDc4OTkJO3KXywWOjk50XQ61Xg8VrVaLcRd8hxcxACx3A5tqQiufKMRxwC7O8ev8euOCvawcAKtZ9xx5gmWb7lcajqdajQaaTAY6O7uTpVKRf1+P40FMq54f3IPqQjcmRvtdjuFo8Cgz+fzlN3FjTEMgmazqdPT0wQ+3SXpih/WzA05xjEMDePeGQf/DcqNcvgGPiQCm2is5ICUe4QIy6EM/I1Lk5OUa7WaxuNxCn85OztLYTBkxgDUcx/mztnZWTqIrdfrabVa6f7+PvX/Ucol6m0+izqWccE4hrCQisSE389JB8ChjzF/xe/i71zKjMl9AN3rGv9GnLCJ64V7UMtIq5wnVNqdUyIphSaQcSUaNOgIzwoS1xm+Q69EppR7OVMaQ8O495Hweb74OI+fS0+N3YhtGCO5fvL7II5JwAY+l/C60o+eYYt7x7EIJnSM5mX1Me/GJNdEjxq/gez1cvt9J5NJAuGLxUKtVkuXl5eJCAWodzqdFPJIfWiDbrdbWG8wfCuVSvK6gk3LCFLE58w+XbIP1CPPZtRxG3g6OP+dbzB1y4jfweJ1u93CgUZ+MEpZGXiPjDrK/tC1++5ZVucvufZLLSoGgKQUqlCtPh6Sw0D1POueSigqandfce/YJj5ZfNJ6fX2RyFnYR8kL82FfGicPNQJAzmazBJrjApdTvvzNszwLBn3lCzmHW/jYcIXHizGxT3LMoz8zB2r8e6+TgyaXsvtERe/j3K9j/AJYKpVKMpyioUCf9Hq9wiIDOCF+18e/txXEhBtnR3meRL0UhTFK9oWcvi0DKv59bsxG8qiMrd4nhxblsvpG/cx4jYw6beDgnefG9S/WlTHs4Cca37znMuns80p4/ePaF8Ng4m+e065HKYqv4WXget+1Zfgkis8Jz+7j+hhyEExSNufK9HfEE45BcnM0pyP8HmU6xA9iItNZo9FIxAtZ1ySlEEdP5xrXcAfrEKd4+xzrPWesH8Kph/p0L1C/ubnRdrvV/f19yvWM5RzZZQoJaHeFtNlsCptHLy4u0kmInHLmzLBbY1TCldkhFn3f/7lGyn22D6hH8JRjP9wiLHOx8h2xUDAhDw8POjs7S/m2OUERwbUZgXdUlriv3ALMKVHK4RIB/VHywsT3OGwfqw7QnWkHOHq/wAyzgBMn7mCQvmIDqP+ePSUYesSsUi5SNuLy9rSGzFFn9BzERhDgG8ijPnAFz7tUzLnszFE0NJFo+FMWLxPPdCaIE+Woo59TQCpM4tDb7XZi/ek3nkW/LBaLdB3pLvF2HUHIYfFTDF2iEeeET2Sb/fculUolrS0YUIx3JIJzZ9KfQ0q4wVCmE/36L12DXP/G8e/x7vE71x1+rxyo8Tp6+BZAxNfuXPn2GUe+jsV13L1/RzksZW1dRgb69066OfiL5KGTDM6ex/MuJKV9dIvFopDoIkf4+XPL9nTsq3ecg16HOJ5z64XnQJ9Opynk2sN3KPN0Oi0kSajVak/O74nREtEblktlyisXEhrF2+MQ1toL1N++favtdqtPnz4l9zEgwBdGZ7d9sjvYJqfx6emprq6uEkCHUXRWPQ4slIm75SKYiL/fJ1HhRdk3oHJA3ReV+L8zHTnL0QFPPEmOfMC+gG2320LMPxt9ASi4jhGPc4+HVUTrNFqJ+9rhKI9ChhHAnis6xiwK0ccHY4Q+Zq8GcePMIc9iQn9x7oBnTXGX38nJibrdbtooieuv2+2q3+8XjACPY8/NQwfmZYw8Md20g7QDUG5MuLL18VW2sTQCuQjW/UAc2hPjBPbj4eFB0+k0MYjj8Vir1SqFuhB2x9zB8yft0tPOZjMNh8O0t2A0GhWMmKPsF8ZvXJjiAhe/fw5RUKk8hij1er3U1w4++Q3j2hMX5GLB+b2XN+rBOC69LLnPD5VfepqX3NcT5quvsbw8hHGfF4FncM1isSjkl/Y56fX1fSg5T5ivb4Aiz9hzBOrPkzIAmuuXfV77aGxFA9JDn8AOThJFb+R0OpW0W4cA7Yc888R7l3l0HId4WaPhXEZwxnajXTAsWLsY675+EQ7JmsiGa7CoE2URnMdx7XXK6ZGyeRO9UIfkWXnUHVi4RKXBZ7lG5H/PHuGxTznrMD4rZ5k9x3LZJ2Vg9EtBapkyl57G1Mf/UYYxu4ZUdMn7ta58IyPjYD03GPa1Zc5yP0q5lMX+Ibk54t+5+ByIxh/fS7sx4WxbjBeNzJpfs9ns0qwdYjm8XA6A/Dsfb1EB+5iPYz8+41A5qDvvcQwzh/xvFiEHgzCRuDx9UYGEiP0Ek0SKL4yCY/ztYYkLOu/7SJIv0b8+F6JBuG/8HQIBXyK/5vq4VuRATO7zMt0S1xf3IjDnPTsO7VJG0vj6sq/+cQ3/Nevy37NEvVsmOYPx0DrE37m13u/newb3YawcoI14JJYtt+7F3wKWcyA3t8bk5oVv/l+v14U0sH6SqpfHr0Xw0OXWhfj+pQD8uXpuL1D3SR0PTPEFL1foqBgjmyap4HZwt5knpfcsDWVWGM/j/dcq3UPX5hqX8kaA6/XwjBS0X6WyyykNC0gbACbcUmQDKaxfLnWctEvL5G4bdi4jALbYr9JxM+lzxdszpzDoMw8JiYyBX8tiOp1OC96qer2e9nSQuaVWq2k0Gmk0Gkl67HPyqHsMqp8m2mg0UjjNcrlMnzsIl/RkgacMngnA2TYkjn1JBRaTenscpDPquXkXDRjK5+FfcYNdpfLoefBUd9SbOTWdThPbQhlXq1ViGkkdCwMzmUz06dOndGLzixcv1O/3j4DkgMQ5wnsZ47TdbgtuamfDXOhvNmKv17t0nJyyy4FjHredA+jxni6+Znkd5T1H7wAAIABJREFUpOeHvERChM9yYPvQeHKjE92CDseDyvwgnBIPtm/+9nXWAXYMF4vkAetJ2Vx1cXb1KOXiYz2yss5WO75wXcs4zJFr9CkZTkhhyxqALmTfFICWM2BqtZpms5mm0+mT63yDJc/2U+UdX+T2MTqJ4nPJxx463nWCe1VZB2JiDeo9m80KJKiklBSF1L3Ro+34azKZaLPZ6PT0VOfn56lMMdrhkET86nU5dP2zgDoViplCcnE6/O3MV84q4ruYUF/aKfZ4IIoPRu7nrna/7yFrdJ88p+Gi5AwEdxlKSruqaU8mJcAHFzH18rzQ9Xpds9lMUjFEAXAfw20YtMSj8RsMH4ys9XqdYuB9cvgBPkcpl1yYlqTCguaGUDRaER8n3ieEOAHU2YXPArxcLjUcDlWtVnV6epqMQZ9D5O3nnbHFzvjIDEeDwl8xN3U0OGJ7cF/e+f0+D1EUnu0Ax4F6ZDw8Rpk+4Jj12WyWnsH+ghjyI+3yDrvhNB6PdXt7q7dv36paraa89Uegvl9cR0cQ4sagtAOvkfGNhp4LfcW4WK/XarVaaWw7CRSB9XP7rmz9OkQKOcGU86jlQNevAeo+/1xPNJtNNZvNlB6WsDfqwbuvT4gDIAeNOVBOG/u9I4A6ylMp84jQz7S3j5mc8Vcmvt/J9yYBSDmLwElTMmMBZKvVx3SGrDfSbgOnz23u4Wy7k45ueEdi1zGery1c77rdAbNf7xiVcVir1VK2F0mFxCjtdjsZ9+ynYU/mfD7X7e2tlsulvvnmG/X7/cLzvD98zSnztOa8Cc+JXNiLxHKTK+dq899G12ZkmP273O+jYotuhahs95X3uQxFro6/VrF4R8a/Gcgx5snj+wDUACxpZz06ECuL/4uxVPztYAbxyVHm/jxKXnIMoVRMXea/zS1uCMZSzOrCtW40S0/jEd04oO9gCmC1oruP8ehKB8CTY3e8DnF+HgIt1NeVU2RVoh7xupW1t7tJHUD4977xlRPnIukAyINp9FzTnU4nMZPE5h+9Tl8uZR5XvssRP36t6zUWblI5Ej/rm7Ojt9bBZCSJ4veRnfO/I3lEnXJ1LasP1+zzGJex7mVt6+sNdXPDOjd3pWIaX/87EmGuI7xeZXjA73WUXyfepg7c94mTRb5pXnoaFcG4cYY54jBpZxhLSpglZ3RGVvw5YxjxeeV7IXNtEtcd/yySYq7n0fEYGrQNngLAem5NiWv5L8WLz8Woe4E6oNDjlRx803iu2Mo2zbnFH79H6cUGoDFdifngjB3iFX6OkiyTMqalDETE38TBQZm9jEy2k5OTxJgDDHDf1mo19ft9nZycpI1suJ2wCHNl9bZ2N6aDdm8bwAibS7yuR9kvcUFCCRDL7LHgOVYQoCoppVPkWklJaaJIJCVwAqPu4NcZtu12q16vp8vLy7TxmBMc3eiFaae8PDe6xCUVQL17ZXyu+hz1uYLRyWKwT0nFseqsHzrJjfa4oLhi9mxK7LvZbreFrAfuXZKKG7nr9bq++eabxEgNBgNJUr/fV6fT+bIB83cobgxJj30TM30xnhjXDh68X/kcffjw8KDPnz/r/v4+7SFYrVYFFtANTs88hMeEk4Nrtd2JvYxRZ5kjm+zrUpkXNrdmROM8Gq7R2Pe5VgZYHECjT5rNZmIRyfYEGPF7bbfbQvgQOsmf6f3nxmzslwhkXH8dpVxy7ZMjQZzwy5GgrrPpJ+bFbDZLjDoMta9R6OezszOdnZ2lZ7uOl5QSFeD1JYRwNBo9KQ9zzudODHHJGbzUwWPJmQ/RE+tMfgTtbqSzXlIP9AKe0X6/nzDQ7e2t7u/vk/6A7PLkCtQp1i/XjzniyTHtIdkL1H1QlD3UHxaVV7S+paeb5BgIcZH1e8Rnxd9ENiKGyXyp5Fiy51iv8R7ecd4hfjSt19tZT8CzKzkAlR+i4xtPvb7O6NK+MQSDd48PduXwS9ru702i5U6/o2DiuC4bW1JxY04EqQ6OSRMYw2ncBe6uZ4AHQNMZdY/PdlBUlgkiKpY4lyN7EuvpG//i9fzv9/bfeFs7OeAMUzT2nVUEOLRarbQ4cX8HIbhoCZepVqvq9/vabDYppSzg5hgedlj29WP8Pm5Mi/fhBWEBaQFoB4y4e90Xc98v4eAcoEJGrSi5dSsC7tzc3gfe+Tuua/F61+WH2gah/hw6Fg3d3LwGiGCk5oxgL0fOIPf5Rzsf58iXScRB/M37IeMvrie+JkS95+sU+hkDj/DIshj0arWq0WhUCEvBOMid8plbE+LnPnZyWMavj23ibRO9Q9GwoR38YDXqwLlB4/FY9Xpd/X6/sNZgxJbN2X19mqvzc2TvDJpMJpKU6P+yh/kC7Q3jwNl333qHktLOgYVfG5Va/D8y6civAZkxPoq6+nP9s+hydzASrS2sutxGvOiu9DbmsKiHh4dC+rg46eKAjFksonHkEzwynR6neJS8+AIYUxvuUzBRsUSlisCGVKvV5KLzzTyezQFwGd353BN3HuXFvekhAh6SxbzNMXle3n1gJAfI43j0+7tR6elEXb9Iu5MYXV8wnr3OgBQAihu2zJ+covUFq91u6+LiQtVqVZPJRB8+fNBqtUqA/Sj7JWeE8b+DPx9rcf3gnd9MJhPd399ruVxqPB5rNpsV9mWwES7nxUL88JPRaKRqtarBYJDmRbfbLeRadvBJeXLAwuUQeH+OAez/u/h88HIxF9zwcGYxrjk+V2OduJ+0O1wvB6wAeazl7AXhFN+j7JfY97zn8E4ZyPO1n7kCY+7eQzf4MMhgjD3nONd73nX32m42m2TsViqVhOekXcbACJ6drGHNzG0G9XBdNyJ4x1jwAzNj+Fqcr7n5Je3Wbt+X5IZq9ELFcDCfP7n5vk9iH5fJXqD++fNnSbujWb3RpJ17OrKzzpRQQUACrgcsF3dNOpPnDc69n/P6UomDnvswkA81fGSH+DuyflhvtJ+DCG87mDpclX7/i4sLtdttLZfLpABp181mk3KjUh8H4xGgs+C5ixeWabvdJhfyUfaLH+bjMX0xBVTONezihpYbSPP5vLAfwZlfaReDzmfb7bawCUja5bEej8caDoeJJYBd9tztETB7GZzld0C9D6zuAx9ebwwP3h2oOxngTKHnQM8pawd4fE/+dAyfHFDnPr1eT+fn57q6utI//dM/qd1uq1KpaDAYpCwJfsz9UfISSRhJhbHjBA594sy2kzqE/N3f3+v29lar1Spl5KnVamkPAa5sd1VjyDLexuNx+tt1c6XyeGLw5eWlWq1WOvvDMy75GlHGrOXc+ZG0KfveJTLgDpI9Rth/zzttT6hRDA9wMOP3gDXEg4u4Z8Gv9YxQ9A9zqN1uf9mA+TsUDy/OeeGdFeZ3PmYQB5RsEAUnxFBFSYn0Oz8/1+npqSQlvLZcLjUajRJgB2c4doBtbrfbKXPd/f29hsNhGp/UDRLQExIAtKN3yll86oc+cKDOJmknp2g7xDFUNP65H4Z9r9fTYrEonP1BMg7fDMv9Yn8dIm6i8e3v+2QvUH/uYkwhXQFExeIDJOdGfM69cwvqLwHnSJlS/CX3jAMjx5A4APHNT8RF+Y7sXFv5RjgGEovPer0usKsOVnKhAV5/XgzMyHgepVxyxuKXjG3ugeR+X7a/g+9845eDUlck7tWKxqUvuD5mmAt+Dy9n2fzJ/R8BiitMGJrI/AAQeLYbnBgWETDk2tT7xkFbzljy9kCBN5tN9Xq9dDhGt9tNAPMI1J8vvsj5+ImMehxvgArXm1FXIh5P6t4i+txJDMrhsfHuGm82mwmsYqxixLlEkCsV90g4QCiT5645PicjoRVJJfeU7Vsr/TqfA/69tzG/i4YGEud0vPYo+6VsLMX/I97y6yPu8rXD74MB4JmTnJgBr0TgzH08tTQbTHNzPJY36uN9IDcCbd8g7eFtThJHya0Nfi9POezGrJM9vg7/WvF17DnyrAOPpGIIhbPNMRYwx5gBSOv1egKlsIc0UGwsH0QRYLpro4zN+L8hOcvM3z0kBQt2OBxqOp1qPp/r8+fPms1mmkwmGgwGWq1W6btoEPHuoS2+0PgGKTaf8jvf2e1K06/z8J7cs3OK/yhPxRl1d4l7vm5v12j0RkB4cnJSYJjjIpwDMYBFB/Pc13eu39/fazweJxZdUophlXZxqq7gXWm5MvRYbp7pbkF+7woORlTaHWO+3W4Lp+v6WEUc3DszjtGBVwGPEOFmfh90E3XwDVWeqo6QF9qIHPT0ycnJiS4uLtRoNFJ89FH2i2/eQmc7iPN0gYxV6SnjhG7je3KD93q9dP9Op5PGA6Evni3LSZHz8/M0f3guxAnPGg6HGo1GevPmjarVqs7Pz3V2dpY23XGadMwE5HPGSZI4LqWn2TxygMWBDb91Q4dQMG8vB9joKQcnbuD7fPbf+dyLhruXRdqFCHiqv8lkolar9YvGzd+7OIGWA3URCMex5XMMUgHCT9qdhI7eZw5wwrUbxr4WOaOMp4YxRApq6XFcsf5E/IZXitPpvewenhixlntwpN2+vefgFT8p+/T0NHnNfvvb36rdbuvly5cF708kjPywOydCvew5YyQaydEoeQ7hfDCPurTLDOIAwa0hB9deaF+8ibMFwKK83GXmO/LLKusMwq9l1L9EolHgZZBUGDwA9fl8rrdv3+rm5kaj0Ug//vijxuOxBoOBPn36lJLpc0wv92QHfmRECIdpNpspnycuYs+LykLIYPDFzTf2uIJ2q5eBGJmjozwVP9USheoAMM4F/vbJzkKPWx2FGhWxL/pILhwGpcpCyW78yWSi2Wymbrebxg8MNvcHqNP/Hmvo7IdvwkFQaj4vaA+MF2KJyUIAIPLUWCwmjNXopqSchLB4bOVms0lGCOLeBa8DgC3mlAaks4j4BrtGo6HLy0s1Gg0NBoMsm3qUojix4wsc44WQPXJ8EwLF+HJd7+sMQJzzBdCb8YAtMo/gBXEDwcffer3WaDTSdDrVdDrVu3fv0vy5ubnRZrPR9fW1rq6u1Ol09Lvf/U4XFxcp/MSNgggcnDjJMdGHWPfcoh8NGf72NZpx7aw6+oZQS/dmuTfWn+v39+f6es31ZOSpVh/3dBBad5RyiZ7H3HfS083HkTyN13nfQmx4PHan01GlUkl45eHhQZPJpDAPuZfPXwftjCNJBVC/XC4TuHUWnDlJqFqj0Shl/H0+SU/DitHnsX2cMOJaytpsNnVxcaFer6dXr17pt7/9rTqdjrrdrtrt9pOQPMC5k16QsnGN9mfuw6lfOh+eDdTLxAtKI+UsvZzbxCvhHeI5j6NF9f9ywruycsmBLq/jcDjUYDDQfD7Xp0+fdHt7mwD6dDotWKyEKkg7VpZ0Qe6pYBGIewAonzOzktLGw33i7V820I6yX5xViuEiUcomtSseH/MYXC4oJZRjnB/xMxS1h1b5O6+46LrXBQAcw0siUPDxRlu4dwEPEos5XoPoTozsod83xqBHoJxjLL2M3g/O9kfDKW7SdeXv38fyHWW/xHbPAXUPD5RUWOAjqxyBQ1wj6L+c2xom0IGGkyOc5LlcLlMYDAeMrVYrff78ORmGvV4vXeOGoYOqSIbwN+XM6dtIEPk66iRL/BzvwGw2SwBsH1Mfn0F543q9r1/92R42G8mFozxfctiD9zJcFhn2SFDENYbf+p42xqInl/Ay5XQ0LzeMCUHLkZv+zlyM94zsOhI3jsbyxXXB78W+k7OzM52enhYM/bi+RY9xbm7Eeb5Pfuk8OBj64pMtPowJ6YAiglaULlYVFr4DdDKa4CIrA4i5AZP7/jkKxX/vjRwZDh/Ibr3CxEwmk7Tp4tOnT5rP5/rw4YPev3+vxWKhjx8/JsU+nU4Lg7Farerq6krdblf1ej1tyKjXH0+hrFZ3R8HzPK6XirlrsU5hO50pzTEwPtFyE2hfvNdRduKMOl4nmDpvZ/rPY2t9oxvGGRsWpd38ijGezJmoHOgvmEZYgfF4nLw3AKHBYFAox8nJiXq9XsoLzpxuNBrqdDparVZqt9vJTQkzHheMOEcJH4BdGQ6HyUCl/A7E/DRJP/Uz1tOVtI9VwBSfU6acXgLI8Jm3gx8lDWikL2FdnOk5Srk448WaQsjfcrnUYDBIG3MZV66X2u128prQL05gYAxCeuQA5qE1gd/xDN7X67XG47Gurq60WCz0008/6T/+4z9Ur9f15z//OWUE+vbbb9XtdnV5eamXL18WxkYOmEcixMFt9EDwP/ofkocwStZXvNWkqKQ9V6uVbm5uCnWO5A4kkMclb7e7vNO0jc8rb1NwQqVS0Xw+L3jQj9nDni/epvvwR/xM2pErfOd7ORxTsL+NNYl1AlDqZxz483m5/sbj6mMW0MvYcSN3u90WwkR903ic29EYyLWLVNQv3haUCyO41+vp9PRUl5eX+uMf/6ivvvpKzWYz5YV3o9LDhuJeKTdqnMChLBFvxb7NYctDsheoU8CyzSDOhsVBExdGKh4HFsqCuNAy8J0DLPF30YLK3cf/jp9FhRoHBM+nLAD02Wymm5sb/eUvf9F4PNabN2/0448/arFY6O7uTuPxuFCuTqejXq+X4itfvnyZ/iZOmZ3MUQH7ZiqPfZSULFeeExlQr4PXMee+P4L054krHECCKwlpNxZ9gw6LGgsfYB03oCvDnAEaF0nuU6lU0tiRdukdYStJDUr6tGq1moAQAJ97Ui8UN/GAHmLj8z7HMnh412w20/39fcr2xIsxz/0BSa64I2DPATFfqCLbnQPrhKg5Q4uBwOIBgKLM0u4QqmNo2PMkLpoYs6PRKOnI6XRaOB/A29gXP1zO3BedzXzy0L9IrEhFJg4Dz3UfYwCDTVIikabTqf7yl7/o3bt3CdCcnJzo+vparVYrZVrisBg/AVd6CtLdiI+vWEcMSfeEzWazlJWDFJWr1Sq1q6fnm0wm6b6RmcztMXOSAK9DDE31OkUgSZiFk3lH+TKJ+CNHMOYkR0qAsdC3tVotEXoxBa+PCfcsut70nOMxnAuvEgc1SkXSN5KEzEkPGfM9FbH++9oIicw4BkS/309x6b/73e8Kv5nNZmnPkRPUkVEvM5qeM8bjvsvnyl6gHul+PvP3+DkSC+IV9t8wCNh06de5ks4t1ocksue5MsfyoFz43C1HAPNoNEpM+t3dnWazmQaDgd68eaPZbKbhcJisuH6/nwwQLNler5c2JL18+TLFOZK31wcqTJJnHGChiwwMwAFwBeDDtesg3RcPV9DPse6OshNPGUXfRMtZemQLXrx4kVI/ERvIATos6h4m4jvupcPj3pkKYgA99pqyukGHIsd7A9BxbwD3hXVzFtsNcZ/jvomJHLy+YdNZPOIU3auEhyF6epA47l3J54z0HGngnkLmmW9op31y9cuF1xwlL6PRSFLRlTwej9NJy34IlxtYbuxJKsTZOpjwEwO9/+IGT+np2RAe3iSpYEQzB5xg6na7evHiRfKQou/fvXun0WiUUp/6BkoHIx5KVibUmzh90h3ihSB/PHOLMBdPbRoBNLrE6+LGss8bSCgH615+v68DFPSU6xE26h6B+q+TSCTm1mn0GjjF9/DEsBIfA77HIndPHwc8g3EUv2MOo7fxwBLnvV6vC3uKIrvsEvV+jqhyYzeGfqE78Ia22201Gg21223d3d2lFMXtdvuJwe4g3UOy3Xsbo0zKwu9y5d1X75w8m1H3SjiQ9QXflWIE9wwcZxlZYFerld68eZMmNPfgsBFALEAX4BCZPBdXUJTPy+hMjDegCxuOYCwGg4EWi4V++OEHvX37NrFBxAFyjDVMy8nJiV68eJE2p/X7fTUaDZ2fn+vVq1fpUA3CHbB0HaDhRlyv14l1WiwWKZyBTSBYsIAx7skkcXZDepqaz/v5CNafL+wSpx0JiYiuu36/n/LUsgCv1+sUjsLiDfONS9v7bB+74Iy6b7SEOZeUxqFnfMDoY7HHZe3gnNz6sNywieQkB0w4w8ImIhh1FLWz+LgcO51OYtU7nU4C6jDqOU8ZC4a3Pe3i4CEaEh5+hLcKQwFPFp4FnzMYvL7x8AjWnydv376VVNwbAMhFrwHGHTSinyFwCPsAOLJo0ncYiJvN4wmyl5eXyVMEcPYYat/sLe0yd3nmI0kJFG82G7148UK///3vNR6P9V//9V+6ubnReDzW/f19Yt0xxK+urhIT7t4BB138Tb09tnswGOj29lbT6VR/+tOf9P79e83nc93c3Gi5XKrVaqnb7RZ0OYavJ3/YbDbJW+Ebt9EVjUaj4FnC20F/SLvUmh5q5BiAuYWBwdkNk8mkcLr2UQ5LWVuVeYicGFkul8mQ2263KUQykgz87RmyIlnHfGP8+J4ix1eO77wOtVpN/X5fvV4vjT/HkmAeT3AR1zU3sr1d/DPGn0cbcEaCb2x24/evf/2rlsulzs/P9Zvf/Ca1E2XgWtYi9AhGhhv3sSxlIN111iFgH+Ugo/6cz/Z9zneR0fLPACyTyaQAOOhUT4rvzKUzW975URH6c71R/PvoKnFrzN2M8/lct7e3KQYdoA7IYZFAMbNxAdcoO45fvnyZOh8DBDbdJwVlQcFSPiYYgAwGH8vP2cHcQHAw4+8+WI/K9bC4kpGeppNyVhrLHbAAOIHNcIXnjHoEqjljis/dSK5WqwUwglKHIYhz0MPLfD75dR4m4oDKQQHK0l2rDqppNz/1EWXIvHGWNAJi2pBy+vj2Rczfc8y/LzRunKBnuNZ/63PyKM8TT2FJ+8EAOxtXpqfoa8I6HKiz2JOekHs+PDwk3coYloop1zwVpFQc015WN8qazaZOT09T/7Ogc6Kpe4YxYHmuG+7ULRJaPhchZMbjsW5ubvThwwfNZjPd3t6mQ+8A0J621A8Cc6BTpjdiKIsbwT7nvW9ynqU4x+iz41kDv16iLkMilnHPSQ4ExvHMPcrAoo9HjDPv3wj+pWLYiWcbcuLJDVSvg4uXKYL03BrrxgMEEkRnpVJJoS2z2Uzj8Vij0UitVqvQHj733dvqJ6CWsf+HALf/xudlzpMR5VmMemxUBwIoSz6LLLcDzWr1MeaadISz2Uxv3rzRdDrV+/fv0zHOPIvNaycnJ8mdCOBBUbvLE2DqrKFv6nEAnwPylN9THcL2kNoO5Q5QBpRzf0mJlavX6+n7SqVSOIaXWGE3QtxaA6C5m8nzDTvAyG0sJGyAjSQO5COQ4Tr6M1rWRymXCOjoB9qRMdput9PphrQtLjk23hBviiLxeNScgpSKWWc8rtBPSfWwKQCNK3bADcwD7ns3/NyA5jeMO8rGoszfACwPtfGyMobxGNVqtRQL7tkCYnuXMRb0gzNCiDOLzpBSHjcW3CPCtePxWCcnJxqNRhoOhykeOGdIHKUoAHUHhdVqNW0yy+UAd8+FexLZmOyeJow69w71ej19/Pgx5TsnfpxQM2kXS8u9fU664caa5Vm6Wq2Wrq6uCuDIWTvy/HsYDcZI1K3sP1qv17q/v9fbt28TIUQa3+FwqGq1mg7dkqR+v6+zs7NC+NjJyYnOz8/VbDYTWGGtGQ6HCfx7SJyHetEHrBe8fN+UM4GsUa4HPIyCPQdH2S/RYJO+LMsd7Q0BEoE048CJCPQ144Q5wLXuwfI87G7Asna4QU1qW8oF6eo4BGHuxnrnYrkdv/hYY57hnWYNxcBwfY5h/eHDh6RfLi4uUhIFnsMppa1WSy9fvkwGupcrAm0vb3z9Ehbd5dmhL3Eil7HQ8cVgwcKDmV4sFukAlslkop9//lmDweAJGEBJ0GiNRqNw/Dn5xnGfE1rSbDbVbrcLx0hz3whqIxMAIGcTDu8cx4uy9jAfjzv2zkQJoow3m41Go5E+fPhQsKzchUunMwh8AaAdEQcu/kxCCFarVTYWzPvQn8V3Zem8jlIUGHWUAmMLQ47+7/V6ur6+TiFJlUqlELI0HA41HA6Tq45MQYRVATKjR4p5QlkYLx6ry+e4yQGXKFfc3jDVDlpjGAzXsnCjnKl/jG2VVAhjcfAL0GVhj0aBMxj+vdexTOE5A+6fwbC4x8o3sxMr73NhvV6nDeGDwUD39/fpHtJx4/UhmUwmknZ7Z2L/Sjsm13Uw84lc5mzapw/J2ON9hd7Gk3lycqJXr14Vcp+/ePEiZRpDN0OAELIFOcRBMJPJpGAYtNttXV9fq9vtajKZ6PPnz4VQGQADQN3D13y88z/G308//aR///d/T8ewDwYDVSoV9fv9lOv5q6++UrvdVqfTSeCB78nz326307qGt/enn37SeDxO/0tPN5NKxWxuzDPWUwwijA7WCdZ4rq3X6ylk9P7+/v/dYPv/qOQY8zJGOXedhz2CITyOnAxXtVotZZnzrECEAToQd5IwEkbbbTGjWPS2ODEYsRDin7mB4MZgZM8RJ3nAZaS/dt3vHiaum06nevPmjQaDgdbrtV69epVCyTBG2+22Tk9P1ev19M0336S55eA89lME77H/4lr2NwPqOclZCxHQ5RhZt4BgLVAY0UVII+DW83eAKnG4fPfw8FA4SRDrj/+ddYlWXSx3dHVHd7p7Eqi/b5DwururKea89fYEADHo6UwWNO7jg8NDXhC3mOMrAnV/9/71ch3l+ZJTst6/EZwwJvEGcQ93NTpLnQPqvoHVWTAULfcFEGN0u8vS46/ZzxDDEeJ48HqVGeluqDMvuNbnlo85H/8oVx+7GA/uNXAF6eM7Zpnyz3xO0z6RLfR6Ri9c/O4o5RLHTa6tGb/ofycXENeBzuAx7h1w+wY5z+4zHo+TIYrh55udeVWr1cJ71JcQK7jO2+122p/kdSuTHKMOaUWWJMB+9Jph8LgHyA1NDwVyYsefmdPvcU5Iu43a/u6eqhxZx3XSLtvHUX6dRHIxJw5uI/vsXpI49txAdiAeCUxe6FD3+HoZHh4eCgfnuRGYq4PrU+TQ3HFMxRrpoYmUJQf4MTIIv8PD6p4IPBNgSs+k9tzxnAPmZYbXIbKjgqcQAAAgAElEQVRnL1CnsWkQHuCDwBuOzo2LF9dvNpvEPjSbzcJu3O+++y4tpDlWjmdjpZdZaKTHajabevXqlb799tuUlqfb7T4BIe52iQNTKmZSAfR0u90n2QN8kUDxOyAvE28zP1GPhSSmqYsLXI5RZ9E6OTnRarV6Ep7jZaXs1DUCu6OS3S/0r7vqpaJLGdCB+MbLSqVSWHQZAygfYlQdZMYFMSojvFDVajVt/qQ8KFgyAXgs+Gq1O32T0z2dZYiKxvVANCA8Lp3f+1jyY9sZi36919GfTb3wqAHYfaM5jBLP9TlN+JjHJ3Odp4f0fuMZktTpdJLnLB6QcZS8XFxcSNplHoqLFf3L2PT+9zCsWq2W2HlYbaRafdzbwyFE3W5X19fXqU9h4D98+KDNZpPynzu4BbgzTwDLfM64Zi0kne7Z2ZlevnwpSXr16pXOz8/TmQjsufD9Qr7WbLdbDYdD/c///I/evXunwWCQkhY0Gg1dX18nbxhgXNrFfjOOaatKpZJCAMbjsT5//qzJZKIffvhBNzc3aZMn90MPAVrwSKAbGO9szoUE882/ktL1eHBh9D0E7ijl4qFfrpekp/nUkUiGIIwD33cEwcjnbpTmCI0YOoPn9eHhIWW9g6mPBGKv10sHgLEB00kfF7/OPaRgIici+S2bnfEIkHp0u92dVpzzLkPaSkre0NFolPZ8sPl8u92m7E79fl8XFxfJEIcAjnVxQyoC9Eg8xPfnkKJ7gTqVcqvcWTRnviOLHN/pTNz6vvg3m02dn5+r3W6nGLr1epfxBDaRAeWxUigBFIVnV1ksFsl94Wl43K3nQNfL6yCBd0Bsq9VKdeb7eLoeA9nDIZwB5JnO4ET3FTFdAHIWHe/UCAJpU9/MisvSU2X5/gM3SpzZPcphcYUW9w64dyO6lj3VnG/+pf19MwyKKGc4RfaOce2HWjB+3LVJCA5hLLDZ0uP4nkwmhU2nkSF0Ftt1gLeJG+/8jhcgCOMdRsTTeEVywJUu4XCAAsY4OeF9PjlrFNNf0obe/lzrYTB+KAfGT5x7R8lLv9+XVMzgID3dCOweIgBGpVJJ8aOMVUA16xPXe1hlq9VKISDOUP/000+6u7tTu93W69ev1W63dXl5mbJw9fv9BMoJDyGlG3qT8U02GQ8vI8sF4D8afdRT2oUmEPr5/fffpzCbzWaji4sLXVxcpPGOUe2GsLOZtAdz6PPnz/rxxx81Ho/14cMH3d/fJ/bfwyy5l2/+pr8IL+31eimM1MMkEDfUmYebzSZ5No6yX1x35sB3DD32d5cIeB0j+fXML9asqKvj/YmEIKvM/f19IerACUdpZ5T72I/eU6+vz2XXB9TBxU8HZu9gpVJJ8xEDwUlH2oU56AevDYfDBPL7/X76+/T0VP1+X/1+P+kRzzqVA9c5sB5f0ctQdi+XvUA9sua85zomMmZR3EpkEXQ3Xb/fT4qNxZWFEyAbN+fg2iQWicHhrgpPYUgavJieLrJu1M03KnAfZ025brvdpaQCXOFB8HADb6/I4Edg4QesuLvTY/j9Fe9Ju6Dk3TL166L1fFSqXybufo+KTnqaTtDBPN97f9LXjGPe3eXocy4XIuCMgn/PPWAfJRWUGVKr1RKYdYaTZ0bDIMcKODsaXakwbT63ML6Zd9E7EZmVSqWSFLTPF0LgYFC4FvARN2PHdnSWI/c38wmvBAzMUcoFXRuNSsSZPsYp3h1JKQ0ojLKvRd532+1jqCPXMt4gLKrVasrY0u12dX5+nnQqaQQdwPqc8HUnzoXoPWN9ydXX9T+kDnuXmLfU0dl4Tw2HceBGzWQyKcxz6XE/BYw6cbzRS+XhDJ6hJZad8kKU8bcbDG7E+P2P8+PLJDc/kIjHch77nD4uWyv8Gdwrx3oD1KPn2A1m5iP3KmP0Y/lZ0w6NEyd6EA8njXuL3KMbyUwnoVlvcmE+vGJYTdQDfl9fxyO7H/Eb1x0ifA4C9WjhOP0fXTMoS34br+M3uEZev36ty8vLxADCWGC1kGuXXe9sMCJLRGTdWER9s+l4PE7KB/B/enqa2DKuRdlQVu7N9eRRJ/4RJcngnUwmyYXi2V0cqLMAoKBpQzoPBUwbSNLl5aVWq1ViNjynZ/QGoCwxUGCg2Fg6nU4Li6aHQkQA+Bx3zFF2rDFjhsmc80CxIEs7g5dxywK8Xq/V6XSSV4gF28e9A0dn4bmvKw5XAjAifpQzm+pcURBeRrncKxTddg5OABsYAtTXlSD3wniGRfcUbrkwGuYKz1gsFinXsys+Np23222dn58XPEQY1BgIDioIn8FIiqALrwN9Q0gGGxqPUi6EUTn4c4Y5rhPuJo+b91++fJlOaGbMkB2MJAAw4HisGAubzUanp6eaz+fqdru6vLxUo9HQhw8f9PPPP0vaxbu73mTcuFcrGsaekQxQ7R6ZqFvX68cML58+fUopJzFEzs/PValUCvc4Pz9P5XESijj2N2/ePAEOnz590vfff6/pdKq3b9+mOY1uYa1hrpJRxz289BmpMaWdt2+5XKYNfMwb+tYzkcUw0aOUi+vhuP46oVYmtD/jDL3HmHbiyAk9AGUMgWHME+nAWCGTkOMQXm4kg8+cHKWc3Jtnenhuzlhw9p97oKv5G32P3nDATrIRcI+HxLFXBewJ4dpoNFLWKk9AEAlW2g/PLkZ/JMtypFqZ8eRyEKjHTnPWlQfHa2jo6Ebhf5QNx7k6c8WGHMCts3tu1TtI554wXB4byKLsx5TjHkchueXvbnI6jA7EUIi7iL1jYd0ppzMWzgQSzoAi9s7G/YkLhphYaWdB+kEBbmk6AOT3sH4+IGD443UeBnME6oclTtwcqy7tDKk4MXOsnDO1vmHNDd6ccspZ+fyWse2hYigw380u7fKve7hZ7r7RjefGHUra352ZAJw7G8ezvV1j2/K9syD8zsOGNptNimF28mCfl8DdtF4n/xvjBiPY4+GPkpdIDtCm0TXtjLqn56S9/eAi/z1zBH3pG8PYKO2HyqHDLy8vVa/X06FCGJC+LuDRZf65oR2ZtLi/gRflRfgbY5NMFe459THIZ2Q4Y21j/GJYQ+5Q9s+fPydGnewcXEM/RDaduRH1P2scxhNAfTQaaTwep/WcPnWd4wDtKIfFdSxSBs59rckRbf79PtbWyVbHD06W0OfMB8ZnDOl1He7EUsSDvnYCnnMg3a/xOSgpGQXM1VqtVsBwlNvrCEiXdmFfPsedcPMQobi+cy/Xb+gA3/cS9UDs318N1N0d4mxYbGwvQHTN+G+5T9xx6/fyUzdHo5FGo1H6GwYu5tGVihk0YL1ZqOv1espR7WwEf3sj5lzgtIU/w907dDSA/uLiQufn55J2rvbZbKZPnz6l2D46sdfrpUXE2Rfi9KlHt9tVt9tNrDqWWxzwqWMDwxkXAYARz2VyxvejHBZXaigIt+h9nEgqeHO43pl1wjYkpfhcADrAw4E6v43loUzME8apP8dDZKKRJ+nJGI8gl+f5OAM0eyiX3y/WlTHubkIH585iunuTZxOjLikZ5h4m5rrJjXJ/hvch5fU+9DhLxHXHUcqF8Um/SyqMYfoT/eTeG/emoLfJp85GSvYH0e94TGG5fZ8BJ0UDfKvVqiaTSUrVJkl3d3eFg+h4pq9t0V3tIIVnRv3J2EM/EFM/nU5TDD11Zq4zX4fDYSKIOp1OShvJPg+ul3YL/93dXSG3dK58HpvO3HFjIxra0s4zR3758XicDGPahGvdoDhKueSAHOLEp5MVrqt9LLq+dZabe+VCL/nbn+lrl4eocC6Be5JiH3Mv5t56vU6hilFcr1LX3O88QsFJUAQD2/c68fLyuLfUjWsnZnxt9DWBforkqrPofm2uHpHIfg7WOgjUGQDu2veGiwPFF74IYCQl10m9Xk+nRMFkrNdrjUajBGg/f/6su7u7ArCPjebxSTQcCvbs7EzSI4jnMBcOgiALjGeMgMX0gwEQwBPKxxd/yodL6OrqSv/8z/+sWq2WPnv79q3evHmj29tb9Xq9dADH1dVVAvUOHD59+pTiYE9PT9XpdHR+fp5YIIyMOIloAxQ4A9HZecqLR4J6x00lR6B+WFyBejgWFrgz4YxxaRcbHkE6ITDtdrvATrEQwmQwBt2d5+EEKIGY3jGm/8QT5WOJ691zFRVPjFHEE+ChA2SWgdlAnClkvlJ3rzfiCpn6YaDU63VdX1/r9evXWi6X+vHHH/Xp06dUBxY2mJYI1N04oS89th5jiLb1Rc5Z4aOUC8amG00xVjOycYSB4IUiFIXPAK94HxeLher1urrdrk5PTwsAnfnRbrf1j//4j/rqq68KQIRnkl/5zZs3KS85QJ0wrrigc63Xyw/NivX2PRnD4VCfP39OG9pGo1GBffOMT4x/Dl7xo+G32206mI/nUZ/7+/v0PNczrHl4EOJhfox59IWv534WAfneN5vHQ6YqlUqBiPD1+ijl4uenRDZbeuph5LfxGv/c/3f95es83/keDJ6N3nbGuVKp6OrqKmVy4lkeNeD6nnWQ8OBI8HhWsZxH2j2okTCKLLeHxmC4RyDOuPY1B4DN7yCa0BvuicZ74Ia840dPZLCPxHF8VeYtcXlW6IsPnH0PfI44kxVdFJ7pgtghToRzlzWDzMFOVLquhHwRqFQqTzbKcQ9nAXLub1fSdKBbbTR4o9FI6YlqtcdsK86ASyoAM2KzaA++k3YsE6E7cSc1rAh1zi18znYSl0ib5VxdR/kyiYo1AsH4Krs+MtNuaOElkooGqrvYPF1gdM95efh8H1Dycjl74UDef5e7H2yEM8/MG1diABtnQePzvdxcg6F9cXGhq6srzedz3d3daTqdFjxvbsA4IM/1R1yonAX1Pvb+Os6Z/eJt7387WHcdKxXT4Xr8MxuFWVgdELhudmPWP2eMOTuHh5L1w43u6A2LoNX/j/MgJ9HDFnM5OwjjNxGgEArk4MgP4KJsnh8+t07DllNf7ulGNGV2FjCCJm8rxNvn6HU6LPtAd+y7+Fkcj2X3zYHh3HWuz3LeU/bISTvCxvufMRSjMXyzcdTD7j0tw5OOsWKZ41rr/5etda4r4ncxdE0qxpM7EeAsvd8jlr1MnrN+7AXqMCHE0Dlr6w/w91zHxkIBvKk8ny2XS00mE93d3aW0dChImDaYCDqUDuCelUqlcAw0lo+7x4lHdJeoZxQACOFerNfrKe7RDQ06jHv0+31tNpt0Sir3wTV5fX2drnHjIlqf/X5ff/jDH1StVvX111/rq6++SumCaAesOFfmtDcWH8qeMlAnn0AucYAdAcjzBSXjBid9Gzdj5sCwAxVesOeMGam4RwEPEX/DAHiZOGVxs9mkY82lXd8zFh3cwNK725LrGBMOYrjeFSleAZQ2Yxvvji8UMOOAb55L3XP65Pz8PM2Lr776StfX18n13+l0UniEs4weZ5nzDtJfsLg8y2MyCb+LrNZRysVjOHNGYY5dJ7kAIBCCAXD+4sWL5Bn89OlTGn/0L3MCj2m321Wj0dBwOJRU3ONwf3+fnnlxcZHmG3rbGTV3d8PEORuHYRdZZOoFOGZ83t7epvSMw+FQ5+fn+uabb9Kc4MwOkimQhKHdbuvjx4/6+PFj4eBAX18wBCIgZ/Nqo9FImdA4eRdjhg3mrGMOfNjEyvOcQJKKySMOMYtHeZRIJEhFXOWg1qUM4OeIFF97IvlRRlxwra85MfSXUBM/TZi1gHCqh4eH5OWPYJh5wVhk7rvujzgnGquscdSLPP5gO0LGPMQS7xfYkE3pzLvtdlsgXd37DLnkRAD14D0nufXC+6JM9gJ1r6yzSiy2/oBo0ZQVLoIXB5uExdzf36dsLyjnbrebclk6gEcJ+GYXH2Aw0dVqNdWHEASUEZ3V6/XSpKBTCNNZrVZpcHhsvYcgOFAnOwuKfTab6fXr12mxJ+Qnhkdst4+pw66urtLCQRox8nn6pGH3tfcP5UFZs+igUN3zIOU3pBxB+vPE28uBemSqGOsOAP0erkidVXfrH/eo71GAUQdgx1AMlB/976EolMmNAACLu/GcUYxGOYqT8qK8ms2mOp1O4TkYx7EtPNsKZx5QrshgItfX1/rDH/6gXq+nV69e6fr6OuXUrdcfMxxhaDO/PO+upAIAcy+fp0bl2ZAA0bNwBOqHxQE5Y0wqhov4gift9nFEoO6ezFqtVsjS8PDwkPY0bbfbRDQBPAmXiR4XD3E6OztLet7BhXtUGLvuAXJA6oDB60ndCEUZj8e6u7vTaDTS+/fvdXd3J0n69ttvE3Bg3DI2u92uXr58qX6/r8FgkDxIhK5EcE05mL+bzUbj8ThltFgsFqltMaQJkXQd5HPFs83QDg5aKCtz+BgedlgOseORCXem2K+LHk9fWyKLHdf4qNf8+ZCe0m4/IGOT8YABiKBLI1Bn/niIVS6SwMsQ90Y5UM8Zgv479naABeOayh5AwnDW63VBdzjm8n2N7k1142QfFqZto+e2DNgje2cQjZ5zD0fXyS8R7wg61cNSqtVqYkIuLy8LygmmzMuI0kdxsElTemqx+uB1FhMwAahhQEj5WFliJjebTYp/h7VwoI5CJJ8vL6w47i89nngH2CfTAcyQx0Ax2OkLd+NEliq6d2JfOhsaPSVHKZfo+vP2jBNXyhtCPiZzoJTfR6UcWcjctZG5LJu3kdGPYyW6JZ3p8DLG++UME69DWfnj5y4OAKLCjK5IZ2wAdz5/YkiLv3Lsb6xnri2PUpQcWxj7O4ICJxNiGIykwum5nU5Hp6eniahZLpdJZwLsHcS6UeZ6T9oxyqwDESCxWMOoO7PmaxljMjevczoht1fE2UxO22ZvFV4vnu9udx/TsfwIYMHndGS/vQzej+7xyq0tubX2KL9cvnQdjvgsN8fKfl8msZ+5n+tF7pXTqdwjrjPxWp+T/pwo8dn8Pv4W3RGNlRwG8vZyAiFn4Pj8za0d+4C6P5ey/ypGneOacSn75JaK7rxYcSQ2XOw4GoMd8BxPu1wu9fXXX+v6+lq9Xk+///3vdX19re+//17D4VDv37+XtDsKVnpUNP1+X99++23Kl8sGBqw1FLGHu6D0PPUXvyF0YLlcptAXXoTDTKdTjUajFJozHo/1n//5n6mzcde2Wi1dXV2l8mKIkHaLxQUrj/p43maYcgap94Fbwyw2eAIkpXvTZlwDA+UD+AjSnyeML/ZVAAqcuXY2yhdr2jwqQCQaUH69/x8NM+4v7YCrPy9ulnR2wecC4VUenhU3rEUDxQEx7AP6w5m9nPfAFW0OxHMd4IVrCIeDKefQG9K8IsxBWBPfmEv5vK/iJiRJKWzG++4o+yVunJZU6Nfc3zE8EK9mtVotZD7C7X11dZXmHh4tWF9yhAN4SXfLs3xNgxiBQWRsRDAL6HfvsvQ4H9ADnOTp8xOdjFEBY3d5ealms6lut5sOJ4JVb7Va+od/+Ae9ePEitel2u9Xt7a1evXql6XSqwWCg0WiU9DkMeQRN1AGjgLmN4UG7k4GGentcMm3kXm3PduGetWPoy/OkjMlGyoCfEzjcxzeLOumSu6d7CHOsrpMWzAvfLMxY8tTDjik8CsNxCOODdyIVnICMgN4BNAam18u9dX5/L2tsh9hefO8pwl1HcLI7bbNPcn2V+/85WGsvUHdA5zd3EJAbWM9l22l0aedOI/YNVoSsKN99951++9vfJvcf4NdddgyGq6srXV1d6e7uLrlEvZxRoUQlBYDZbrcpbp0O9AXaU8FVq1VNp1MtFgvd399rNBolVgal3u/3CynDADMA9NPT0yeulV6vl+pLfvjY1gw26kNcOp/5KwKTGAbhi9dRDgu5iz2/rCvAuNEqWuZlQOWQRAYyXstzXJm5x8iBO793I5YxGsPcIjtCfRFX7CjU+F0Zg+FKNDIauc94rdfrFCpH/Xx+e3vxuaTCAiMVN816mzor42c3xH44Sl7KjJkc2xz72nUoID0Ck1qtpl6vVzCMx+Oxbm5uUuzs/f19wdXusbDSbs3yrBAcDBTL54ABBpyMZIAU7pnzZLo+AOh4GKYfU87a8PXXX+u7777TYrHQ3d2dFouFer2eTk9PUwiQGymuh3JsuofpIJBAfO7feQy+x/2yduSYy31esaMU5TmgrwzYocf9eydTI5gvu6/fO/4eXerYJOdJ4XlxXQDgM8Zz508wVsEuZWSIj18vp5fLdUbut17XSHL6ddHDFMsay+Xse66tc38/R/YCdRRlVGaReY0P3ccyOWtF563Xa52enkp6bAAW3Wq1qru7Oz08POjTp09qtVqaTqfq9/u6urrSaDTSYDAoWE4weBwAwXewhJ7mi02ffrqVM5QMTgZVtFKd0alUKim3LG5ZBywAbe4Ho+Eb9ygLcYKRcQdEebszqOmvGLoQlWVu4fCJTf/6+1HKJcY4R4UKWM+xznHu+LyK98uBmn1MSby3K7AYM89rnzvd7035MGpz4mDG51CuHnwe64CO8Do4K+Jti/j45z5x7DvDwnz2crqRAlNImAWp+o7yy8SNxrLY0jg+6CfvOwA6+j2GJZInne8Yi+j+SEpQLtfPbBSNwCCCdp65L840ziGMQQxhztPwMe77q2azWUqycHNzo/l8rsFgUDhJ1MGzpAJYcvDBHI8sO+2JcePip5HH08A9/t0NEH8dZb/4mrGPUS/7rYfn5nAa3zmBlFuz/Flx/QBfeUrruHcHPORAnHI6ePZ57MRIbn2LpJTXVypuVo9t5iE0ufbEsGW/Sm5tLQtdza3dXPO3xk57gTpKhI7A3RA3h+QYwlxlWHxJRVWr1RJ4/eqrr3R+fq7z83P1ej0tl0t9/vxZP/zwQ9qtO51ONZlMdH19rbOzM/38888pfSPKp1KppNyxKHMALxuFzs/Pk7vRDxFyZU2dyZ7irljflMmpkaenp+r1elqtVhqPx8kNibgCxmhwto4JUK1WU8wl4J4yOEvp7e2AkL/xOETXawTr0m5HNYrYmcuj7Be8Tn7OgI9532BKH0kqsG5ScSHlughCc8ZXmbjhlYsFBMD4YkpYSNwPwbiJrnR/zwFvxpGHa1GvMpDu941GDXOHMY0O8QN1MHg93CayoMxlzyDgL0IaOMEYt7+DlH2g7ChFiWMcVta9NdHzwnhxskPSE8+ne4ZYlP36h4cH9Xo9zedzVSqV1KcxTpxr8HAC9D17F3VA53osuZ8TkCO3pGLiA+Yec+7i4iKNL0ADRkWtVksHMo3HY717906TyUS3t7fpID/WOPQ4XmnqyTiGBMJTjEcQo3S73ab7+rre7XY1nU6fhCbQhw7Y6Sdf046yX3IhSmUSAaJLLuU04w3dG/OQR8IjMuLcx9cJxpqkdHhkp9NJISyMq1xIjc+5mLEOcaLIcRnX7SOrIqPN/PDvmPsYpY6XnMTabrdPvKiUwdcWL4t7lWK9fimmOnjgUVw4cw2R+57PchWMlrekQjrB09PTFELCguunlLLwx42ZKA+MAf88MiXOZOdc7A6MHdRIuw0K1Nk3FLqyiowog6XZbBbYEwfTKDcHTDn3a8wPT3/5IHGQxfeIf+8KOQKwo+wXZ5hzjHoEm4ckWuw+fvj+0MTPgWhpN9cicIouSTcec+x3TifkJAKtMjY9V/5cO8b6R7DF92VGTGQ/3SB1Qyl6pRzcHzKQjrJfIlmwj/WKYz4y286k0Y8eBugpA7keQw/2D73uDLeHTbm3xecD5Y56towRjbrYy4SxSdiLtDOmGYekLp5MJuk0U89IQ3vyt3uVvL2oiwMTDGf+JkOHz8NarZYATUwD68RcDFk4NNeP8ijP1an+2+cI/RA9ujE0xe+d+zxiIg9Lc8Dqa4uPB8dJ/J1bCxzslq11cTyVjS+fi27ER4+2x6h7XXNtEonnsjJGrPxr58BeoH52dqbtdvvkdLRDHRwbNCo3MrtIu7giWG1AKLlhAaSz2Uxv3rwpPO/k5ETX19cpThzFDEtPykXSHLIZkw1FHJgSlRoCeKEO1BHQ7wPVN6n1er10kh3xgq64AN/c3wE6771er6BUvd4uPqBZaJxRd0vSrWnqF5WpD8gja3hYGB8oghhC5MotstSuyGL8G30FGHBw48rSFUAErtGQk566Bx2EehiYG7DOWsTxF5/HNR425+Favllzn0Swzj09CxKZomBw3AvBPPP24x4ej8hn0Zj38JfIjkRj+DhP9ktOZ5VJZL74zPWSj2H+R9/xO59XDup9oXZDlVM1ycLlQN/HQVywGePMIT7j99TF51Akqnw8dTod9fv9Qv23220K8/RY9FqtprOzs7TJjTM/fGzyTPcKwWRKKpBeMOqcgeD6ab1ep3zzzEHKLymtKz4/SIqAx+so5ZJjlaXDGxKRCBYj2PWseu7dLSOW/F5uwPk+kDi3GNeR+eZzH9Ouh30dY72IYZeObxz0R2OU95yOycWYR+DNy3FSNEK8blGiXsi9/xLZC9QvLi603W5Tfldf4BBXTpEZyVUQ1wgxb66oUHDSLiYO4D4YDHRzc1OI9W40Gvr6668lFXf08tzz83NdX18ntwybMc/OzlLIyyGg7q526ukgiXdfAPyUudls9uQgCgABYMJDX7g33yPc3+MwcyDE2X9nZKRdrnkUqoP5CNSP4ON5wiJUBj4jUGeBoz/dA8PnKIoI+iNId0ML8fERWQn/vXtxPHbQc5hHNtnLx/8OvJ3Jc5BFrLkbizHcISdxfDP3SdnKeCYzUzRuACG++ETdRVu4l82Bmm8+jW2aM4SO8lTimCyTCDD886iDnZGv1WpJr3n/+1h1oO4MMuCcPOsx3SJjGn1cFqbDdQ5WvC7ch/aIbUJ9Wq2Wzs/P0xke0+lUy+UyZXXx8Do/pO/+/v4JePH2BKjTrmQsI7kBIZbb7WOYi+e/3mweD6MZDofabrdpLYUUIy0xhytRBgz04/w4LJ5Bhz6LoVmIt7FLjkxwZhtc4ifK8oxcKBjloXxkZeF6x2+Uy9ca/v/f7L+NGHcAACAASURBVL1Zb2Nbkp4dpEaKEqWUMvNknqm6u7rKaBvuNmDf+84X/rP+Bb7wlWHAgAHDRqO6uqaTJzOVqZkUJ038LvJ7lh6G1iZ1TpWvmgEIkjjsvfYaIt54I1Ysrl3DFKwZCzYo6wtsQBM2sd7Iv5EcVcgRWf5n7lt3GMv+FNCdwbrby/vL5M8+iaDm8dU6y6C9xvw5NwivCUVyc3PzJAyZmQgrcl6DGSCVJDNmz8nDZqJ70mcF7ElJu7MnacOQ89Izo569ycyQ5j6u/fg9j8VPGdef6/39S5Xc/7zm95hDOWxmtvw518+gpgZA83dQODndyvOyds3a3PLrnideIxng+jUUfW1eZqffn3HbrXQBFFmnWCdkNjY/Wy3CZLFRW62Nny+5b63Tmvo+f5fxcqoHBIXzqHEO7TzyfT7nCKcjmLYtP6Vdyz7r9uf15tdoDznmtNeneue9Jtnx9/3cJjvSGRA5mkAfQ+gYyHAdR7L4LEQVwHAlfxnJrHBNR2axnvTPc0i5fN08/nymtqabbBL/s+ZzhOy56yev59ze52Cemq2rvd503+dKZtTzdZZdcyFQJ08NzyJ3qCeAwYcHACXgneGTyaR44TQaA86x44RpuP/Ozs6TGs4RUdgRA3AYt729vTg6OprL9eZ9UlWaDLMNO0y/GYuaEqct3CsiSjqMgVhWxtnZ8HtNoMCeL8oaZWmnAgBGyUaDM/7PeY6M03NSFP6lSw4TwiBnJeJ+dwoZ8570rdls9iSKgxhIYEiZ8xExNxdrf3tu4Uzm/GvPPdqeQQRt5wdDTa5tRJRojVlOWEAbc+7Ba97QwzN7fbCW7WQTfUNX8D2vbz5Hek8tEmAHme/wfLSHErIAkNUaWS7Z+CGOcmS9mJ3AmlFmDnguRzzWy2dzmwmTTLKgH0m7zGuAzzqc7xSbDJScwpCf1e1mrXS73QK0WQfj8bisy729vbi/v4+NjY04PDyM6XQa19fXpdoGaQnj8TjG43FpW8675TX0PcJ9iAQ/PDxUywBfX1+X2ulOn/A96Q9SVn3dlSwW+g8MYcCa7X8G6xGPetIEm+cBqcSOktjGG8shtluey05zsp2pgfHaXgaL15X3Nxgz1RxMru/fTZkRtrfuH67vNEfmrM/g4PvumzwmtKFGdPm+fu2nyNI66g4VZlbCnllNodIJ/M3nbm9v58JkvO8wzfr6eglnPjw8zCldFANgvtVqzYWtDw8Py87kg4ODJxuEYNkd4syd7oXiATW7bmXu50cRR0QBX4smtQfZfeF+5nMG0maS/L3aYjE4t+NF2838R8zX+l1Js2TF0aRUIurjyjwBfPNaU0QlR5X4m/d9H7PmHm9Hb8w8ZoDu375/VuisWacI5Pvzm70dNSVGn7i/MktuUMXczfXr+W6uWsP3Hb1jvdZAop/P1TTQOyuQ/nzJDl/tvSb9hZgIAqAylgYFDw8P5dCrTCJ5bXmu15zinE6ZWTE7rbTDutTtznOT+Ynj6s+QYrC+vl6OMgckUzaRdEoYdpcYzs6lJet0nhN72mrNp2M62kvb+v1+sd+sUTtapEnYZq5ksVjH5ZS//JmsM/29zNLaUUVn5VSUJpCeHVoEDJbJDQSyqmm9W/iuwTDX8t/52Zvame+V517tu8ZHrAXIHEdrs2T2P9uPmpP1c9fCQqDODnSHrnzzJk+K92hYnjz24nhAdxKM2fb29lwIDeWD0dzc3Cygk80wbAwi7YV8U4x0Zm6WSdMzopysvJns2aHJ12gCRPk1v+5Ja6fJ96st4Fo/1zbJ5c/WxnQlT4UxA4R6HwBj5vQSK6EmpeM5mu+V36/Nz5x37hy7nzquWfnnudl0rSZjkuewU8Zqz+XPLmu3+ywr+RoDUosa5PvW7gkTtQIgz5OaXrPk/q6B85qOs17LZAjfRUfy2Vy9J4N2t6kGtnmvidnLICtfJ+tgA1lSXHzGhp1IXmePl0ud2qm1bvG1DaizDfHzYFNxQFqtVjl/hEPCYMn5nNMw7KyQu74IrK3kacpwxgnZmUOsP/nf78GgG6BnYrWmH7M0gXa/l1/LQDaD7p8qbivPYlK01o6a3sfWRDyt948OYX+TIxDM+9x/frb8e1FbfoosBOqDwSAiopRINADNDcpgkoblSeCwt5UwFTHYcAcQh0lnp3sO19AGQDl10l3e0BMEL99siZUM4ufy77woMki3I8Gg14xCnvRNIIprw1TQFo+Ff3tR+vtM6k6nU/qLyVczMO6DlTSLIyYYpuFwGKPRKFqtVpnXridsxsuK10x5Bp28z7Vq1VkiHoFAU1qXDUJen57bfs/z1OsgG2cbaKdief0zb3MlI0BBbf9J03PQDq7rtd1qtWI0GpX+Y21k0EZbrKTNJNbWvYHSKuq0XLxXoRa18DjzWeYEY5KNXCZEbICdR2ujTlu4l6M/tMfzPn/fbaoBcD8L183PvL6+XtLDSM8xICZi1G63S3UV+iAiSvniu7u7GI1G0e/3YzKZxNra2lxKSm4zgIPr2knAXrF2+SxRvogoNd0fHh6retzf35d0Cvc7Y8L7qxz154kdT5OXEY86LM9vvofD5ug7/U8GgzeRMt6u6tNEyPC/1471JNGtGn7JGCc/q+dpzRGo2SunTfoeXic5CyETnfxNVItUaOwmB1aSNnR/fx+DwSCm0+mcjnBbmzBc01j/FNuxEKg7R5yG+EbLQGZTA/OD0sEO5Vu5oghoT60ahoH67u5u6XB+aoxC0/NkseI1AM7P48lR856yp1wzWG6P+9yLtGbk/Lk8AawAljHqtXuvpFk8fw0+XU0nR3DyGvB1miI+Xiu162ZllfPSrcyzeC7X2si6yU7cIpZsEVPj5/D9m5xX/vbvWr8AdEib82dtEHztmkPQtDZtIK2fVrJYmsaO1/LPomtY7EiaNMm/Gas85nlvhq+ZAQTv5TZHNFcDavrxniGnvtEmIsq5IhjP6XRHQATAzM6x15/XsZ89Py+C/rJTi10G1JDe4hz1iHhynZX8NMm2APEY1khR/+bvfLCRr1PTzcva1PTDZxZ9t0l+Cmit4a4m0Nz0fF63djZwPoyNwJrsA8n3btIBy57BjspzZCFQZ0MJACSDxJqBrXV6NsowUvbu6CA+HxGFGSQ3jkVfK0Plqi7UWc6SB8aLIA8y9/fi4Dsoptns8dQq5w/SDjwzmJs8iBnoNAHsRX/jFaOga06MHSDSM2psrCdQE4hfybx4Xjtf1qAZ9tvsVj6ZNLNgy9ZZZrm5F+PN/3neuVRiBvtWbjUnwtfxxj2u4/XgUmA+NyFfm+tzzUWOtH/7u/k5/B2Hf/1Dv2VFnduQ75H1xGqN/HypzbWIRyOb5x9/R8yvO4vJFBM9JlH4XG1+ZaBba1++36J5kIGW5xI6uNV6rB1N1BPbx8F4vP/w8FBsYqvVmkuXyfM9IuYcAeY2Ue2IKPnw6CkLn+PZaAPljvl8/l6rNX9S68qhXS6ME2OJQ+dICuLCHBExp/9yvXPr4UxW1HTpIsnz1imWjprltYawFuxkGMPV2mSi1WvJe52yvWUdZL1hbGo9X3OI3N9EzTudTuzs7BT77TKvNftT64Mc7XuuLATqhOU4OARvHqNsUOdC9Nlby0CeHcje3GBPxukifCeHmXMH1MIy3vlu0FILr+drogSzk5EZCJ5hMpmUOreELHM+JNdlgjm/8Dni53c7eE4cH8BYjlCQCjSbzZ6UqKR9tUW0kmbJCxynk3EltIaRZZE7x9NsmHe+53nnOVQDk46U5FKLbmMG/MyBzLr4WfIPrzOvWPNsMnN6CGFX+ovvoSOs6Joc6BqYy6AnK12DFvocp4E+8o8POvIzeixqUYyV/HTJjDev1QiJmsNZGxNfwz+u8IPkccu6tOla+RqLdKTniZ/ZzB2gDHvBIUHr6+ulIEK73S7sOjZnNpsVEmgwGJTqYnaMDaScxhLxCMJhXUltiYg5YMd6Bsi3Wq1SgY30GNIB2E/G9VnjK6C+XOz02GkDeDr9i4iMwagjuiaDwFmMTQbrEY9pLU2b4/NnSd/CwQRrUaiC/7N4DddAqtcJcybbMEeFMlC3HrANyNf0GqyBbNYEtg3HmT6FlJ1Op+VaWT/Vnj1HunIK9yJZCNR/ihGqgYGm9z1hmiaNOx7AYIYlizvamwua2tn0u+mztKdJ6dTYu4jHUkYGIJkteo7UQHrtp9a+PJHzc9Vk0XsreRQrnSYwwXyMeLrDvgYwFkkGBjUQzes/VzKb2CT5vnZgc3UBM4AZiDc9g6UWzn9u290ut8X3bwLdWZet1sRfTgzW/Vrt/UX6Ms8Zz8XsDGRp0ulNcyy3panti+ZVzQm0fjbBYlAPUOd5DOa4f44GuG9qzlHE/CmR2TGvPTNgLWIeNLo0JddayfPEALPJMc3zK4vBbNbBP8W2ZKyR72HnIOvtzH43AW5f18/eaj0SmH4mXz+3sSb0V+7DWr/WXvda8vPirNZOnHf7mvrO67eGB5tkaY56xHzYJXsmi4Q8O5SKvW12g4/H42i323MlcNwxmQFsMua1B8Uzinh61KxDLosAQi4vZabekYRWq1V2t3OSqr0wykLCcLiPao5NTTLwyCxQZjB4zsyoPzw8PTmP67otK0X7PPF8IloBA0YlIlhnwpFs0IY98ebSPJetlGzIc7qG/66B6Gyg8zibTcxzg2u4hBuvY6xRXvxN/iyMeqvVKv2Q77+IpaY/6D8YcT5L/Weuv7Y2f1Llzc1NOSF4Op0WRtJj52e1UxERc2Aoj8uqRONy8fg5XEwf52htnnMG3U7VQ/Kcts2A5DHbmNuVJUeMYb/y2mQOMi9zWD2znLQvr1vrX6JwjvAYnJhFhfHmB/aUNWmdBKNqXQVrj52EDfUeFza2Ak54f2dnZ+4cAadbeIycvrGSZoFRb4r257nH3zWQe319HZPJJEaj0VzWgiUD4dpaqL2HjiX6QvSRdNqIx7LDzGe+V0vjYX5Znzvi7AwOz7Hcrmw7rSNYo9mxyPPSfc59sC/okIODg3h4eIi9vb2fvP8Cu2idx+t/FlB3TngTw1YDmChKPBC8B4f+bcwJmbjhuaPzBjm/X2MSMtMcMc+0Zw+oyUOtAXi3xXl/pJVMJpO4vr6eWzzk0De1YxFYzwvGxsveswF77juH961MDVJqzMlzHIh/yZLnqfvbB23ZUbUiQhYtVsaliXmzoluU0uXxtbJkDWB4+XyOTKG8suJDibkqk4E6KSfOY3SEyYozsxJutyNWOd3B7GkNqANmaIvXf81Z9Y/H2OtiBdSfJ5nJzUC8KUXR48vn/btJsj6tAZ4m4ON7eGxrEeA8/2xnfHaHgT7fy3PdbcbBdxoWbXA77bjaCY143FdG+/iM57z3zjjy62ppJnS8H4W67qTGuL+c125nZSXN4ghFBpQ1QIpkO31/fx+j0aj8eG3Zjtjh4zp5XmdwzzyAgPX3Pc41Bt+RZdYRdgOw7jXBNbiu7Vbt+llfZ73t1CE7BVnfeE1jC7Fdm5ub0e12nzyj1+Uipv/h4aGQSm5vU512y8IVlJmKDBg9yFaK5eL//yDQQBYznYARpVzVIgVcA455oMzY0wGwZyilJmkCypmhMSvhgXa40n1gcAEL737Khiv3gxeQB9fsOffIC7jGiuYfv+7v5nasZLF4/lvpRMwfPc///ntRpYZ8j9rPIoDL78xMIjaqVqDZUBik1EDLIqcuKzV/HrbkOVJ7DgALfV9z1h8enh72UXNIm8BkHgMiCNmIrqQuz9Ejtc9k/V4DGMvuURujZXqe+/FaDRwteoa8/vN7dribvl9734J9m0wmMR6P55g6r6u8Fpp0v++V17/vWXv/OXZ7Jc+XrP/tzNaKRvh9b+Cv6ekseR4s+hxz14dFIrZ7jpzVruP5Zuba1Ytyf/j53Qc5fcTFEmrPkuduJoF9z2xrckQrYzOun8XX8n2y47RInpX6MpvNnmwWdafbm6KT19bWYm9vL168eFFOM2NTA9799fV1XF5elgd2mJCHymCz9vAeSBvl6XQaw+EwZrNZ9Hq9OS9wkWFoMgIMrKvTuGzW7u5uYTYYMNi7+/v7ckCTwz2+r/s0K9MMlvyssIfezMOE8AbdHHLNzGyeiCtZLjk/lD5njBkrTg9stVpFmTJ3XXa05qVnxWJl6TzWvA8iYn5Tl+9rmUwmc85mRMyxeY6sZWDvVBnaYOXlaI8dFG+Y4ruET5uMhZ1v+tZ94nbYSMHuw6jnFB+3YTabzYU6Ha5lvfd6vRJaXjHqz5c8j63fMomSDWXE/KbRpmtlXdrk9Pp9OwB+vQZwMjDg/bxuzKa7vTDWXMvgmTmX13UGEMy50WgUx8fHcXV1Ff1+vxzGwvcgwuxg5/4j4mdgj36p9S3ve91l0GL2dGVLfppYp9rmg2kcxbCuGw6HcXt7G9fX19Hv94vzhk3J5BBi55B71n7a7ccKdt1uN3q9XiFg7+/v507ZzfMl38vzBR3quWbC0/bDBUjYwOzzAJzeVcNRnreuyrezs1OqGFnnODqcsxRyilITGYDNwrbVyOLnrJGFQN0Txt6SmYcMXq0I2DHbbrdjNBrNhcicq2sF4wmVH2IRWOd7GHImNIeecBRzjeXw9Zrey+3JqS+As4jHvC3aRagex8dpEL5vZl1y25pYTecKmjnJgLw2gTN747FdyXLxIs0GNyKeLHqUj/PbbCQzs56vHfH0NDVXKUEM1B3FYp4w/3wPDDb383rPyr5WRSMrRj9PBkL0haMJz5l3Bm5W+OioWj9i6HwYmEGF14GBUO0ea2tr5TCM5zAhK1m88Y15lnWg5y//N0V8Fs2bZXPKYN2vNTlgeQ57HnGdnLJSe94c2co62SH5Jrm5uYnBYDB3EIvBuG2EbYf3VZmo8TqtEWQZrCyKbqxsyM8X61hnB4CbIHYcvb+9vY3xeByTyaSQEtmWZF1lJ8wMuHEQ3wOYkhblKkMZb4B3/CxZWHdUB/P8d5pwxnV2WDyHW63W3L1ymmW+N687zcz2o9Zvdk6bImb87b70Juu8rowlF8mzctTtveXBpLMyUOdvfig/NZ1OyzVHo1FcXV0Vprn20EjuMK5R61Ry9QDGHhRvYmpSKAYNmZn031bozsVlskXM55x5I5sBfmaXap4oA54Vb66Pmp/HDpYnicNIvp/bsgIhy8VADsl5hrznUmkYy9qayk5UNuA2rlzL4vUAI4BS9CmE+TlgTMx0R8QT4JoFo+31np0GG5+aM5AdzXx9PuszCuyg8MN+ABhB7omiZ763Wq25jb5+ZsaO/jPrubGxEbu7u2UjHut8Jc1SIyAYNztYNbEzxDg4asjrNV31HOKldl/moE9y5BrZyObvk8taM+buA89b5rbnYM3ORkRhE+/v76Pf78fFxUVcXl7GeDx+YkMzsOY++XRj7DdlZPMpylwvt5tnZB8aYN+kgfXISpqldqik7T2RkcxYgwGI8HFSbHbOavPcTl0mhhCTOBwkubu7G51O54nTQNEKfmcy0gSJncochYXE9eccVYtozun3/dxPtXXofXvM/XwN6xaTrrbNtXVu3GiSiDF2e3EU/HxZFgJ1vDI6PyLmPBkvYpQTqSZesJwS+vDwEJPJpAzGxcVFvH//fu51rofUPBN3hgEAoIRdzwY33qlMB/4UqQF1GxE8WoA6mw4AE7e3tzEYDOLu7i729vbKewCFiKfF/7NkDxvwRWgmGz0cAm8Mcn+6SgcKIOdWr2SxWNExH1j4VhDMQRtKO4sev8x0ZWPO9wGlmX2wU0cqFo6kN3xyP66LInZbIx4rOkTU94rUDLg/YwbEYMsOK/rEABth7rKGqWvLfPY1aL9ZHcKm9ANt5ujo7e3tAtpdb9rrnO9w7Pt0Oi0AaSWLxUA9O1cR886Z5wj/Z1ada/l7TcQLczwbwJpu82sAYm/A5L55s59f8xpwiiSSQS79kau8ZDKKNXt3dxeDwSBubm7i5OQk3r17F/1+Py4vLwsxZTKG/33PTqczN9+9Uc42CdLr/v7xFFXri4gotiUiSl85YrgC6s8TgGkG2JmQ8/zBhoN5rq6u5tL7mDPGLXmN5LWV2XTwwc7OTrx9+za2t7fj1atX8eLFi6JTXbPfURnanfPKc0QToG4wOxqNnpCWECXYCV6z42wx0LYd5jrYk52dnbImMjGQnR2uZUdje3u7mtJiogws7TVpFh8hKyPLs1JfsjdDIyyLwnV0DICfB6VwPBOriVWp3Y/Xaoy6d7A7/YN25gnZxKr7b3cyk83XdEgmIubAN0DdzJ4VWS00k9lYT5q8kDOjxPdq4CkbR0/CDMIWjcdK5sXKworUfVhjnGtKpual58/ltCaPX8RTA8/cAzDnsL0dNYMOK/d8j/z8tR8ksxMO/2cFWFubGRTV9loYjFhXuQ+s9O2QeH3kdlsAYDhkNQW9knnJ8zjrt6xvmogKxHOpxsZbb/L5ZdfM1zeoqK1Vz5WaA5Ln0qL75+/V5p8ZdVd5GQ6HpQxfdqZ9/QzWs0NghjFHAz0uGRitra2V/Fu/lyMnK1kstsPOK6/lmNuGG1NQBjcDSz7r34tAbX4NQmVra6tEXZkrzCcTl07tbbIXiOcQc6XWDq+nvL5r17duyDiKPszpozmS5R9es9PjggJN+JTP2uGiP2lHjj7UZCFQdwPNqtUUigeGhydPfGtrKw4ODmJjYyPG43Fsb2/Hw8NDjMfjODs7i06nE4PBIEajUVEYPIBZAsRgxIw290ORdTqduXB+7jRfK7MzntCz2azsrr+7u4vhcBjj8bjqJEREOWrWg4gCZGFdXV3F2tra3IlwhByzkucaXoRewPQ5Y+P3DW6sML1DHBDzU4zZSuYlG7CsHPCgCTFTvxjBCcTBtCLMygX2zfPFoMdMiBl1n8oJe+Cw387OztzrThPzRk/fx3M1M22cXjcej4s+cA1znjvfy05OBhcGE7W0sdrP/f19IQTYDAt5AKvoz3NNb6hz+wjNOl1nJc3isG62HfRplkUOm39ng9zkRGaAUgP3EVFyZhljNv+z1mr6vkYG1Z4nIsp1czicNtRAhcmn0WgUJycnMRwO4/Pnz3FxcRHX19clpTQDC9riFC+njjG3rQcMBGlndobtoPA52u6+cMRvJc3iVA/PL2OurOvH43EMh8O4ubmJ4XAYk8lkDtwvArMZwJs89D2sa733gu85zdDEH3jCJT3dFuaN90Y4jddty053jZisfY721Zznra2tgg/5jCMAtWvZ9rmmO8UH/Jw4MzzjxsbGkwwG0kBbrVbBuc76sDyrPCPg0uHqLA6x+BCXyWQSW1tbcXh4GN1uNy4vL6PT6ZTJdXJyUoD6cDgsG1BzJ3lQPDC0CYDORorb29sS0gas+7myccgstUPkERHD4TDOz8/j5uYmTk9P4+LiooRH7+7uotPpxMHBQVGIpPvAdDgv+ebmpoR2zP4DhgwM3A95F7eBesSjQfSzAKCyIWOCud70MjZxJc3SBBa9uFF4W1tbc6kgETE3tgBx53NzbRtWFKTvY0Bg5o00GKrPdLvdsjZ2dnaeAPW8n8N5h3YEzEY7f3xzczO2t7fL6yhCci2R9fX1ubr+2ZFmfttQ+B42EJl1oc8A6q4K4NxEA347BgbxjEMuh7daI8slO0Iemyamr8ZSeXwzu2WpAeWaE+17cm1Yas9V53OjK81asmabnAQ/D3ocu1Hb/2EwgnPAeh4Oh/Hp06e4urqK4+PjOD09LdUwkEzS4HQSojcJkJ1/bBT3xMHHthj4wJ4yxnkMDOZXsljyuRoR83vhvHGU8RmNRnF6ehp3d3cl3TciqkA9Yn7/W3YGIHFYC7DijB1zw3qa12mjz9gwEDUp6ihtRMxhSUd7bR8N3A3qm8TP5TRT7t1uP1Z7Ye9kTvPM98xOjyPATiNlnHZ2dsraBX85PdsgHTsaEfHy5cvqM/3FVlBm1uyhsKB9AAwPTk4VP56MBpvcw/97QLzxx4CCz+X8bjNreUA80fl7MpkU75VNG36+iEf2wGCBwbLC4roRMXcNJgCDlkGzn2uRx9zELOXnzN9v+s5Kfr5kQGADZmWQmcLsNPm9GmtcU8CeM15LzEWUWC41leevlWtuUwYUCPeAMd/c3JxT3E3zOF8790vT59zXmU2JeHqKaG1MMpD0fe0AQQbUSl2u5Kk4DSKPZ22Om1RAd+YIaBbPlRpwz+PE/8xddG9eM4CG6XQaa2trxU7leQZIcaTLZIvB1Wg0Ktfh/rQzzz8TRwB8mNTJZFJ1HNwfdu7NoJsdz+OUbc2isHwGXnkN1ZymlTyVmh4BSxmoG+jBgtvhy/Ng2T09tnzHm+uRdrtdCBVH4T3PnMLSZKMyW44YfDuF2PM5k0SONuRrPadfTTL5u7kPDcpr7XaKHP2BXeV53H5fM7e3SRYC9byztnZRL8h2u11C+rPZF+b4/Py8MNu7u7txcHAQX331VYxGoxgOh3F2dhbdbjdOT0/j7Ows9vb2yucdjnHo0Z2EsRyNRsV4ml0nXcWKGMCNYrUic8fCYNze3sbJyUn88MMPc6cbsgFvc3Mzer1evH79unhq2WlhYjw8PJSykQxyv9+fW4ywH1lxe6A9uWrKMCt/95lTIu7u7soGIk+0FQB5ntgQ537LSiUzWDAZjCvv26A2sXS8n8G5q5s4d5HrM7d6vV50u93CHLdarcK4MRd9f4MWK0w7AA6dwlRTFaXb7Ua/34/pdFquSRrMMuNihyHisZQYys6pW14LRObW1taenMxIf/jaOc+W8WEsZ7NZXFxcxKdPn+bOhljJYqlFYL1umlJF+IzT8mrEiudOzcH1Bi4+Yztmo+n9HKSMsXF4NptFv9+PwWAQEfGE5Wy1WtHpdMpmZxNWgPKs+w1saptJsYH9fr+ku/zxj3+M09PT+Pjx45wtyw4711xbW4vt7e3Y3d0tz5xTWegHk14uh5cBlp0bb0j1+HFNO8grWS6MHTnhf1ibnwAAIABJREFUHserq6u4uLiIyWQS/X4/rq+v5yL7JgFrUrPt1uXr6+uxu7tboqxOazk/P59LtzTwtt3idYN3E6T8cG/0v0uMZpxJG3nGXNucNnBPCi3wzNb1Xg9EfSPmM0ewF7YLJrG4LhV3/Dyt1pcKf6Q/O70FJweny5hrkTwLqPsha2xTBiAUvickN51Oy+s7Ozuxt7cX6+vrcX19HdfX16UW7GAwKGEKBhbjGvG0HJe9mel0OscwmIGYzWZzHulgMIjJZFJKrBFGR7g2hzJNJpOiGDnMiIW0v78f29vb5RAAgx36hraTfgPAImQ1Ho/n+pfFaY/aklnA/J7/9qQyoPOkr7E//r2S50mNIc4GucZkZdbdDl5TGN9Md2YBMbZ5AynKa3NzsxzyYEDhFAXf22CqBnBQNGZYzNY/PDwURp2UHn7yNbOj08TKZHbCyo957JJz9EUmHPy8/O/75/69vr6Os7OzoshXIGS5WG9nndKkv+z41lhdO3eeCxHNLC7XzKAzj7nBOmB1PB7Hw8NDnJ2dxcXFxdwcx9bMZrPY3d2NXq83x1yTAmrHOSJKxSGiqF6LfI92jMfjcpjNyclJfPr0KS4vL0s5PsBy1iVckzQvO9S19EreJyXSRIP7ONu32sZCZLVGlkvN1vocGoA6Dtv19fVcXrpTNuyoNRE9tXvze3t7u2A07t/v9+P8/Dza7XapDubr2WY5lSMTLE7JtFOBs7FormQCKusFE521so3+TWqmq4zZYcmsfcQ84WBw7+gY9oe2sfaIRGRH+jlsesQSoG5W1t5JbcH6YTY2NsrEgbkdjUYxHo+j3W7H/v5+bGxsxOnpaUQ81lQfDAbR6XSqHl8GCFaoKEp3loH8zc3NXA4S4HhtbS0mk0m02+3ivdL5s9mXdJfLy8viBMA0Uj95c3Mz9vb2otvtFhbFk6G2UHAaYBxrYSsWnkF+dpQy0PNY8FkzRRnMMeFrTKSvuZLFsgho2FO20jBjW7teBo8GJLX5zf9m03nPc8PzzvOM+ecNZxGP+YcomGy4aRt/e355PjkHlrKVrNfaM2fGEzEIyUo+A+qImDvLAHG/+aRk8jPdntr6ubm5mctRX8lyaZrn/nuRvnEUJDt1NVtkJ4zfi3Sj5yoRJ5/iyzxDd8PC4fgCfLmmUzgjouyRaEoXqAFmz1Gf4n11dVXsF9HQmj7h2q7QwbPnTW7cn+c0k15zlmmj72X2ND/LSpaLq8QBePf29mJ3d7foHQ6HdFTf4Dw7oM8RO2BE1rvdbuzv71cJJdhmbx72e2bTa6ThIubYazM/R46a5Rx67Bu/Xc0LYe57veEgsJ43NzfnbKztQN5PYnLK7YyI4pA7ZYh+A8D7WstkIVB3SUUff15jIvwddrien5/HYDAoBzPg8Xz33XcxmUzi7OwsPnz4ELe3t3F6eho7OzslrzUrBG9UyJsO7u/viyPA+xFRjGq73S5gnfqzg8FgzgukEgeMAiz9xcXFXC3Zzc3NePnyZRweHsbm5mYcHBxEp9OZSw8yqM55srCTTAhvLiSMiWJvtVrFIWCS5Y05XqAGGNmxor9Q/GyKw/tl0tXyeFfyfLHRzOFn5/1ZweX1ZGXNtcwk8DtiPlznikcweHbEqBnL3MOBvry8jPv7+7nNNQcHB7Gzs1PmTQ49GhzXcmRR8rPZrOiEu7u7EnWiFjTP7YgcczynnfgnO7gw6ugImJ9Op1PWtR37ra2tGI1GpX7uaDQqFT4yw2QDc319Haenp3F/f1++u5LFwjjlsLF/R8yPs183I5cJBz5rIJ/BpYkm6+UsrVarbLImEgsgoH0ec+wZjDdrApbTG/VJd4HJQxeg3/N6b7VahSAaDofx4cOH+PHHH+P09DSOj4/j4uIiHh4eCiPvmu9ca2NjoxyNDnsY8cgMsqkc/Q/RBVNLf9XYfvrDY4QDYMfG+cYraRbS9NDR6+vr8eLFi9jf34/RaBQ//PBDcdQovGFnit9NNruWrhLxaKdIael2u/H111/H119/PZf6S2R0NvtSbcbRV1/f98sOek4dsWSysGZTuJ4zIAy8XRHMFbvstJJWzb1ubm7i6uoqJpNJ7OzsRLfbLc4IKdPWJ8xlrptZd9o7Ho/nMiUyEepiEE19YlkI1O3xWxYBuBySd7hvMpmUNBFXb4C9dtnD2r1q4f0c4s8hUbwZJjN561Rd4ccDwzUnk0kMBoNS0g4g0el0Ym9vryg6gEAt1ML3bPxtWBw+t3PiPFx7qVlJ2qhlr7VmBGuhnUWe7EoWS16AOXRXG5tFDGKeO8hzGHWHyg3gaSeOJuADMDEcDufCct4fYvBjRtAsukF7Blnc24w+AKj27E3KPAN1XqPP3R6H47Nzm/WGf1x9yfc0g4Muu7+/X4H0Z0pNV0U0g3VL/rznWW0NZcc3O8E1/ejruPwcaS0mPcxO+3UYRrNmrqoFeI+IsgZtX2upcGYvh8NhDAaDwqbD1nmtoMvdvrxh3M/LvQ2w/ZN1UB4Pv2aniN+1lJmV1AUdtbm5GZ1Op2CLbrc7NxeYU97blPXhc8Rzn3UJJgPfcKAROjVHejzexjX5Hv57EatuHFKL2Fq8fpjvRItrWCxiPkXb14YwYr3XHAQ7JG5vDasaZ/Ed2zbjYz7/ZwP1ptezp4Cn0el0Ynd3N6bTaZlwd3d38fnz55hMJvHq1avY3d2NjY2NODo6im+//baEGi8uLuY8RQ+WjTKTNDOM2XPPbCbK6vDwMDqdzlx6QA1Ara+vR7fbLUwbE6HX65WSjzm0wkTIp41aYDxhzn1iJP2Kt1WrIlBjGC0GT+QbEjLDYar1V83zW8liyUYfpYbxZWxyzfNaDp8dOy9qxDmzKBdeM6vmqiRra2slF53UFgCPNxQT0ZlOp6UsYQ5hZkadH4Arcy3iseIKG3dI88rheeazr0ff1PZNINlZ4G90h5kWRyOo2EQUzGctrK+vlyjcxsZGiSrc3t7OHc1NW7xZdiXNkoF4XjNmp1gzTUSESQ+/b7DAZ72u+J2BunW+o0GtVqsUNjDT5h8YaIAzEVLnaQOCSekEiMGm04bseEdEjMfjEpGGSR8MBvHw8PCkNKv1BeuXWtFm7HNf8ty2Qawhr+Em1s8ETwYkNXCzkrocHR1FxJd0PUc5HPU8Ozsrp5v/OQ6QSTv0KPfl3pkAingcR2cteM3YyfX1Ix6dXH+nFn3h2tgfE0jc23bURIxf9zr3/MWBhIAlkmybERFz7bIddDqMnQpH+Gq2yv2Qo37uhyb5s4E6E4oO3draipcvX8ZkMomPHz/G5uZm3N3dxbt37woD9c0338T29na8fv26NHQ6ncbnz5/j7du3cyeVml3ggVyeCGWJl2lvyowCPyhNvj8cDkseO+E+G2J2ync6nej1erG+vl5SBBxtsELjXh4o/z2ZTOL8/HwOeCF8nzrshEb9XGZX84RgIhg4GaCPx+O5o38zIDRLtJLlksGA6xNHPIJNG0vPG4fWUU7e52HGgkoUAHJec/oXThipHFR3AZSyBvIaur39cgw1SpsUNDN+OR+eOca9iIrBmOMcvHjxopydYKWVr2uWm/6wMsv6wI6mwX7E/IFLZibZwE54mQoHhEPZsEcI+Kuvviqbz2kf40UodbVWFksTC2vdyWu5QldmxADqAPsmMVi0kaz9II70UFI0g3hXRLm8vCyH9GH4Ackw8jyP174PHMo6nXvMZrNydsfl5WW8f/8+/vjHP5bPEJmKiKIzuCY2Y3d3t2wKtJgIYN04fQfdgI03gKmNo/vaRBPj1PTdlTzKmzdvIiLmNv1CGrCB/fj4uJT2fE6Kai06VQPpEV9SbiAm0P0GnxHzQN1kKQ6qN2ba+eR/bzj2Pin/tp2znfJn7AAyNzNIR0ye8rmHh4c4Pz8vtrfX65XUIxNtmRhlbuMY16LaNbCegXrWhzUsl+XZQL12s1q4jgFB0eWDf5hkLGYYK3v0/rHUjHUe5MyWeCOm22uFDFhg4Mzk8dsb7czyZW8rIuYAhNvGYI5Go1JWyYy+wzU15dc0Hh4v903+MRjKBqg25isAslxq/WVA4THMn/PY2sNuAhOOlLCGzEQDRjPjYjbBqR1uj0NyEfNz26kyWTm53JY3ofmQiabqEe4TX5fSp01h1Cyey1k3+Nkzg5oJB+7ntCEbD0e93G8r+emSx9Pjwv+1zzhKZaCBGPTXrrGsDU3v2fHOhIxtgqOpXn8G6t4AWtPprE+qzcDY+7Aw2yD3je9RS20xMbPMnuR+XDZmHg90icdrJc2CM+W5BIHoH5y4P0c81p7XOJnc2zghYn7OGXvZHnHN7EjneWS9Ceayc+ioVG1Oef3UyMVsY/3sBv65Wo7vVevnjJsyJvWPP/fc8WiSZ5VnpNMdAkFR5fw2WImtra346quvYmNjI8bjcZycnJSTtH744YfY3t6OTqcT33zzTdzc3MTZ2VlJvh8Oh0+YyVqIwQ9pReWjkmEHXc3CXhHXJiTpQcyDzXukrBBmzKy0yw+5Eg1Oyvn5eXz+/DkeHh5if3+/lDsiJYdwjiMWtBOHIIeVeB9QAbPKTvGbm5sYDAblyGlYfE/k/PdKlovDeXa4WBd+D7Gi8hrz5k9vNqNEFoqa0qYudehqRsxRs1teA1aiMClWqjDNRMBoO3OYcD9MPCwPESoEZUs6DJEcHFmeHTbPO+JZu6TOOAphEO7/WW9EImBcut1uHB0dzTGk3W639MPa2pfzEOhX2nR6elqeidS98XhcyAdKXK7WymLJDpcNvsmFiEcCxSlQiEEwcz5ivnKFr+t7ui3LwCfXqAnkk8ss3tzclPW1t7cXh4eHhRHPx7p77ZuYsY0hlez4+Dh+97vfFb1NNRmAvsvUra2tzeU2O9cZXZQddvdXfvYaE+o1RfTPP9gavmMwuALri6VGEpyfn8fV1VVcXl7G5eVlIfe8biwZkGaSh99ObSLVpdfrRa/Xi7W1tRI9zDgI8UZ+VwTzORW2iyZNLZ5nGeAyV63bTYpmp6DmADiC1Wq1SjTauM3FUZx7b4fA97AN4ncmsNze3D6z/5kEWiRLgboNYvbeCbNZaUU8lmM7OjqKTqdTwjbD4TAuLi7i+Pg4Op1O/PKXv4zXr1+XdAwGghxRl0zMg1kLMVgJsXEOL9F1ZvHM6DyAuvOh8gQF9GZmDTDhSUd4HaXr/Fiq4RwfH0er1Ypvv/02vvrqq9jd3Y39/f0CSMzcWIFmttwTE8bSm04AUITR+v1+SVXIxqwWkVjJYkEh4Z0bqLNwLfRpNtZZrGSo7MC8g2VjLs5ms5LWgbPr8lSZYbPCAXTSlpyXasfYERnvdWAzKq859M18bLVaTxh/1o0ZefqQg9O4DmAhK+zcr+giV0ra3t4u5cZwCEhZoR3e4B7xxQBRpxqCgTQywA8VPFayWBZFRppYdOeiZzALoPV8eC6bVbuW25WBun+zbrAprEtK/bbb7eIURnyJ1pJa6YP3aqy/WVQA7+npafz4449lIyl7TnwIDQaedrEZENtpu8c98lpyW3KfmpU3GQY2AOjwN2vPqZ/L8m9XEnPjD9lweXkZJycn5WCjyWRSJefyNTJIRzKgzM5dt9uNiCg6Dz2er+389BqQJprKerHNw8HM2C1nR5g9t6Pn1zKINlnqe2LrAOrY5vX19Tmgjo3N98k201KLLuSodAb6Xmd/EaCeO6A2+M7Z5H9yn8nnHo1Gc2GVyWQSa2trc5UlrIAAxd6cUGub2+i/M2tDh9HRDsV746onUP4B6Drsj1PBdbkPE90gx+Bpb2+vKO2Dg4NSRs45uU0gOTsrfDZPGDOt3kzqjU/+bu7j2msraRYvVCtT5nwt3L1orFEQdtYAuADlphSUJoVSYy14jza6ZBSpNXkTqNsHmLbijIiy3vmMI3J8ztek/1gX3sDpmuW0kXblOYoeIZTKZxgLNgdy0BkAg5JjbCrKhtDOP0bOn1vJclnWV5kJ9/eaXs/Xfa7Oyg5Cvo7XZmbrbVhZBzhsJpcgfygNnAFUTsdiLrKpezgclkpo2BucFKJVdmwgpFzpxc/iiDL3tO3zWrGD759a7q7BH7+d/pN1x0qeSmZqwRzed1RzHv2d54jHzPsZ2ENl8Gj7k3FHbod/rOcB3V7bvl6Otnhe2WmssdN83lLDhW6XncYarjX56Weq4SS/tgg/ZVya+9N92STPYtQxUPbi7Vl5okwmk7i4uCg1xgkxHxwclM/1+/2YTCbx+vXrufqyPARHcxNKjIiqUTYwsOIyC+1UAq7D5EeJwvq5bjPfJQxJ2NvgyIqutmjW1r5U3KBGO4y5GUsOT2q32+W3fzzZrBCzg2SgA7OBsr+6uorxeBxnZ2dxenpaHBWzvlbQeUGupFm8wJlLdj6pX+zarcxHz5usvGCSKWfKmKK8Ly8vY21tbW4zKU4YYCGnjTldwM4lRtU1Znkub0x1+/08rqDk9BWHc4mY1ea0Q6msQY7IZlPc/v5+SQPa398vJxrf3d3Nbd4mFWV9fb30193dXakd//Lly+j1erG7u1vIgsFgEB8+fIi1tS/nLPjoZ9pM1Q+AfrvdLilJK1ks7iPP9+woRsScUUYyUM/G0k6fgXVmx7PYCauNY45WRkSxB7QTHf/y5cu4vb2No6Oj2N/fL99zTXYOVskAgrbc33+pRvHu3bu4vr6OH374Id6/f1/msMEcbWc9oWNYL1SWgT0HuLsfHSWGiKI/SPHpdDrFsc2nbkMemAiiIIMjUys7slzYzNhqtUra7GAwiI8fP8ZkMpkr71kDzRaPcSYnvSF+c3OzZD1Q4ej+/j76/X4hLkzYmNzEHjCnHD3G/vG+ozKZUY6IJ1jKz1gjInk/Yh5sm9Ty2qU/c+qiySTbSq6d8+Td37ldmU2njQbnWYfx+b8Yo05H10LOebKQbxrxZbHu7u7G7u5uAQGtVqtMOkJ8dAoPg0LLpwUuamMT859ZzojH8Hitaow/lyta4FSYOUCJemBQjN7B3W63y+ETOzs7sbe3Vx287IVZMoPBeOTXnEZgBUrKBAsjhzlziGmlYJ8v9GPeO+CyntnbzylYXMdrzgwy98DAOirlNCszaVzTc6TGStDWTqfzZN5lp9HtA+jjuFONworNO/cNfpvWqdvLGuX7sECsSx/yYgYw4tFgcD+Yf/bHOId+MBjM9TdCf/GMNk5NaUsrmRcbwUViW1ID63zG17XhbBJ0ZE3XMqZuZ74nZA9gAuDt+bCzsxN3d3cF1EY8gvqIKNEaX9frkb+n02n0+/3o9/txdXUV/X6/9EVOsbS9ccQH0G6A4Ig1YoCUnXjWUU4fzU6Xv+81bLZ/Rfosl1xiMOLL/Lm+vi56/bnsK+LISdbJEEnsswGfmWxiXhLF8Xh7H5BJH8+H7IjnktVee9m55jUToflZ+HzNrvLsnpcAYutv7xNxOzKT7jblZ6ix6r5OtreIx2PZ+lgI1HNuWxY6ErHCc4d1Op346quvYnt7u5Q/e3h4iIuLi/jw4UNsbW2V2urU82Ti+AHMnudQhI0BjsL19XV8/vw5IqLk7fEZQMBoNJrbXY3AFjgX2Mwzg+wcWjw1VwPY398veWCuZ53LunmwrZCzN+cFY4UIUMqlm25vb0teej76nO953Bz+ol0rWS4GpI7suNRmZtQzm5ajKTmc7bxx5rj3TDiMTfqZFV1mIrO3b2aBuUkbIh5Lh/kaVvzc1+wK89WMjl+vKTiuR4jfziYbzWezWbx48aI8v6tJra+vz22oZv7f3NxU69mbeTSoMzODMfL48t2VPF+s82xgm/TMMlY8p1B5zDzH8309R/2e5573JEEuXV9flxKkBtoWbzJlPVCr36A2gyeiSKenpyUnmagn+iADF+Yz4NyspdOz7AzQBmwez4CDgf11HXbvxXG/54pt2aZFxGqdPENw/kajUWG0R6PRk2o/yE91fozVfACWncZalN7EE8QG5IaBrjFHJlocMc12JgPeDK6zk5Fthr/H9f2stkkQsawbE2gZS9r5sDSRp7lNfC4TUvR17RqL5FmpL15kvrG9JgbMoQ5+9vb24m//9m9jOp3G7373uzg5OYm7u7v48ccfo9/vR6/Xi1//+text7cXOzs7cXBwUBSEBxilVQOSdC7VL6hze3x8HPf393PKh0OXptNpXF1dFUPvY5N5PhhoT0pPdA5z2dnZicPDw7mylGxSA6iZVW2a2AykJ6qBeFOYBUUPi8MCm0wm5aCEq6urohAM0LKHSZ86orGSutBXbKY0c7y+vl4OADMwwIDyOd5zWpTTzmCpmVucJurc9IiYA/kAdYP4GlDPDHFWLLBqvOece+efowhJD/NcBWDU8s6z0nIeIddxffazs7O4ubmJXq8X33zzTaytrcX79+/j6uqqhDMjopzLMJlM4vPnz+XIddIC6GczkYwFbfKaN+BZyU8TG63MgOf38hyNaM4nr4F+ooLM54hHYBIRVRCQGW4cYSqVAZ5ubm7i4uKizCXm8O7ubrx58ya2trbi/Py8tAeAu7m5Gfv7+yUNhmiQI7M4BcfHx/H+/fuygRCyKleHyuQQqSmu7MR6sI4hvcZ7XLgWqS1UIsOuuYIHbeC77HuC5LJ9yzZvJc1yfX0ds9ksLi8v4/PnzzEajUqFNsatxijXJBOZZrmZl2AXA+W8T2E2mxU7wnV5jdQYY0O3jfXlqkRULSIV2BjEeM5pNploaiIpLazNiCgkj8E764W0ZLfdZGkm1LLT73bkNHCTX/6e+zb31yJZCNRp3LLXMvuUhRALFSz4HIBjY2Njjul16KIJXDBImRWMeCxxRLoKk8+AworLStOSnQLa5c013mnPwSls0FhbWytMvgcNhsSLyAPJvSOehmJqjooXRg5DAiDNegAQM3PoSbgCJc8Xj0EOyZlNytGnPIdrPwDkPD4wFfwYRJsdqXnreYzz+Od5wFyBUYmIMv+teADlfNcOBHPO92/qS357vsOMUBaVKJVBWL5OrjLj/s/P7+f0uvAY5jF4DhOykmbJYJ2/a33qecb/iNdSvnaTmMn2PZyHC6vJuRc3NzclLQVWkTkFyYM9abVaBQjkiFWeQ1wLssg5ybZrjsrxjLZHOZSfU9a4F230/F2U7pL3MrkPbUebxrgJF6zkUQwsfSChSbefKtbLJv1M6CA1bOHXI6IQLhGPjlh2rrPkVFDma5Pz7fvyu7bmMz6yZADs50doR1MKS+2ebmPuo5rkeZ+vm++1SBYCdZ8OZbCKYbRSsNcN20duVavVKqV/vv766xgOh0X5UXf53bt3pVYoG2KOjo7ixYsXT7wSsyUR87WoW61W8ZIODw8LI0G6ycbGRklHQSlZ2Xgio7gBKZl5hpUzc+CJ0Wq15sItOf0BcaqLJ7WBvB0NA22zly7H2O/3YzqdxtnZWZydnRVDw70cenLuohd0DQCtZF5gkpgjEY/etBWBF3gGhvztDTdOfyFkvrW1VRxNg1DnEzI3iRKZ2fYc9EYh/3h9MQdzukhEM1DHCc5zDNCRQTuS5x/Xa7fbhYUcDofx4cOHuL+/j1/96lfl5MWNjY346quvnvT93t5ebG5uFl2DQ+N0IdrvfTi0B0fA/eV1sWwD0Eq+SA3E1YzyoveXfSa/BuAxMGVMmY/MAVhh5i+26+LiooBmNi67NroPoLm/vy9pkOgCTgV2RRja4rSA8Xgcnz9/Lmkvw+GwpDvYNvA9bBYbzdERtQ2jrCG+f39/P8fEO4XTUWAINXRaJgnY50UpYnJ/c5oL117JYrm8vIyIiLOzs/j06VOMx+MSRfy5kskj5qU3B+OU8r7Te7kGdoN9PehJE52Z2LPON2mYr0sEKINYR5uaQLTFxAxr2vu6ImLOdplYzSSOHVpsVXYm7Ogvc6T4nPGr8d6fzajDEmS2O4eD82Lk0BVyRAHe5I4SWvynf/qncqhIxBdFdnNzE3t7e9Hr9WJ9fb3soPdmC3tkABR3FAebbG9vx9HRUWmrd8Az8ZAMQrJzkJWWvUkz1wbTLAI7AFzfGys8cJnNNPthwMX1yDXEcJBeQKWXi4uLOD8/L7Wuc66g83Odh+/nXUmzMHdRShGPG6Nr6RJ2eK14bDQNnL2ZlFQwHEDGGwWIESbM2Go9hsmRJqBeU7SOBGRmz6kvzF/Sd2iLgTpsTFMkwcK16NfJZBLX19cxGo3iD3/4Qzm6/Ve/+lVEfFnvr1+/joeHh5KLvr6+XtLOMHpUtvDmrFoUL+Ix1c6Ahtdc0aKJSVzJo+QoE2KjF1HfUBZRTxNcpJ9YH6SrMHfa7XY5XM4G9vLyMs7Ozopzy5ri3AvmTQ7Jk64yHo/j6uoqIuarsEwmk1KtaDabzc2liMeo2GQyiePj4zg9PY3BYBDD4TBub2/LGsO+sM5Zu4Tva8RRBuu2I9x/c3OzpLa4RB8pdh4T6xCiDaSksRE7b1alH7yvZSV1ubq6itlsVs6coW+XAbgsJkAcWbWeo8oLkRJsWERUgXpElOwA5hdrkvTYTJ4aIyHen0QaDHsR+Q73NAtu/ZAJTf925BQsliMH9MH29nY51M/2hjbzv4kct7GWklMTt9d21njuOZWRlm4mpfE2ytnAmoFzhyI2cGwWjYi5tBAGbzQalUl7eHhYarDXQiZc2+wjLIS/4/CgP0tbm67Hs7vT3fn5WXOYkQHJ1494PDbX/ZhBjD9vhj0z6vbsGHjSfqiskycDbc1KnevXANRKnkqe5wa/tVzBmmTjVvs/X5t7o2T8mkPSTekvtevX5l1+xlo7eUb/38R22mFdNr/yfG2326UyDXrDc985+3aOARGz2WOJPOZ9DdjUnqPmzGTjtJK6GCQ02YhFhq7pf/7OhtsGndcACT69l88A5HOaIIUEsEtm+syII8wHKrxAmsxms1K0gPTPiCgOAKAXYotr+Rm4p0mApohn1hkms7hGPq04kwS5P51SaZLAa7S2numPlSwWb0B2xO/nSJM9zyQrrZm1AAAgAElEQVSNbVO2F16nXNM2zWLmPIPiLJ7TEfGEjcfJru0l8fe89jMzbX2QiU3WqOe7+yi3NfdjzWl4rtSuV3OEa7JwBVHD/P7+PobD4dzARjwqXnvmKB2zIBsbG9Hr9crGy42NjblSgWwAvbm5iZOTkxLWo0rJ3t5efP/997G7uzs3mRwWdDqOJw3sOYxBxONE9oKwgY94ujPXoXKUlic9zoGNd3ZsvMkns42ZmfTg4cj4gCh+XL6Ov6+vr+P9+/dxdnYWJycnMRgM5nZp41U7CmKF7LFdyWKhv1qtx5Qrb1LkMzkMlxcq8wPF4jXGSW8w6k5FsWJyDXNC+RhUR4C4n521zK7Txgz6I55WfrDAnC9yNswuZABsFp856/W7t7cXs9ks/uqv/iq63W602+1S0QgmxUe6E+bc29ubS+Gj1jzh/lpbvW5Z54A+K/yVLBbAp9MHM3MXsbiSRWbbayA2s2pOxyRV4/Pnz3F9fT0HOqxDAe0w5rxHad6aeP6SinJ//2XTJpvurq6uYn19PQ4PD+PNmzfRarVKmsNgMIjj4+O4uLiYK5FoB4NnJFLkKlB2IPgurDgpLD5Bl+9FPE0bRafkfsXpeHh4iKurq5IKdHt7WwX5rPHt7e04ODh4/mT5FypnZ2cR8SUFhuifU1KyY5t1b81eM3/ASjiJxkIGt46+Mv9Yp65e5ipArDder4FR/s7tiog5x9Qkpp892x1fj/VLW2qAF31NMRHSfnge40n6kvtmJ9f9niOBtAfh837f37FtdVSjJguBunPrXKUiGzIWJCF3M70RXwadfDqk0+nE0dFRyVOH0aAs1ebmZvR6vXjx4kXc3t7G27dvy0PXWC2zDXS4DaxDLHSUq1A4PJTD2QbEZlJ4rlqI3JI9ulr77QHy25MH8eDSLjxQHA3yK09OTuLq6qqEaIkysKicM+nru20rWSwO6zNWAESMYfbymxjuGmNudt7zOYc4AT8Rjw4ouepmw7JkwF5jw20osvOZ2ZBFTHpNb2THgefy+QQRj+Cj1+vF1tZWvH79uoTqqYMOuGeuA2bY7L22thaj0WiualMNbOfnckqB97I0bWRdybzYma0ZrYi607eMZcqsmh1KjCTziSjj58+f49OnT3NRV98foOTUFnKxbXu8n8RRIsDKbDYrJVRxJpmLr169ina7HdfX16WyDOC31XpMKTV5YvtkVr6mUyCQnI7iyBHrwmPg6/t/b65lbbHnw+Pq9etQP8BoJYvl+vo6IqKk5vnsCUvTmmjS24wFusobjwHnEY/pjb6eBcIITGKyk/mWswGa2p7Z70wO1tjzJr1hcYlQE7ZOgfFeDu8pYb7mtlqXZDvYBND5PiC/Zqtr+mqRvltanjEiysPNZrO53B8zx9R8bbfbpSb63d1dDAaDucoofG86ncbLly9L/ik51AzC3d1dXF1dxcePH2M8HsfXX38dvV6vKAQcBysFD6pBThPwiHhU0OTp+ZoOu1isnG3ond+dQ0BN4L32em6rJ3UtHIQy5bTGy8vLkuvoUL9L7Vmcr7tooa3kqbgvczpFnpN5Mfp1vm9AzmJvCtk5hOlrWgGPx+NywqfnOhEVs5zeyOpNdwbTBiW+n1NP8hqyMvL8zco4K26edWdnJ/b392N7ezsODw+j0+nEwcFBqU1tp5N+JP3A95/NZmXzUKfTKayKwXZtXRrEANzot1X5ueXCRjnyQmvRm2UgPRM0tc81OYlbW1slJ/fw8LDoOcRRTU7DBqijV3F6XQ4171Fot9uFQbfj7EpgEY97v/r9flxeXpb72Nn385kI297eLpukvc4RoqTYaKJpdjZdVs/r22wfDgJtY3MuLHptfEwuYfNhL1eyWEajUUREKZuZ2Wj/bwIBQWfVvsdnYcKb9JWdW4C88RW6n0jNw8PjhmqD0kW4Idu8fH8+s2jvT+36Tff0/dbW1uYq8hnnuK/QDwbnJuT8HV6zfsokz6J2cb9le50WAvVutxuz2Sxubm6i2+3G+vp6WawseAwiG0oODg7i4OAgWq1WjMfjouTY2OkwC0fYnp2dFfYB4H5396XO+vn5eRweHsbBwUFJsXn58mVsbm4WLz9ivja1DXaNJTQoNahicjrslMEFgMbMNINBnpmrReQJZMBVY9fz5xlEGwkrRV6bTqfx6dOnOD4+jsvLy/j48WOp90tbt7a2yvHnrlKTT9Cjj1Yb5ZYLhtGL1PmjmRGrGTheMyNPGtXGxkZMp9Mnm0rZoMamUSsU8mvX1tbi7OysbOgeDAalSkqv15ur8+x14o2YPJMVNa9xT+agd9275KnLjGV230bJ15rNHutEHx4exrfffhu7u7vx3XffRa/Xmwvf4yATTXLljoeHh6KzZrNZ7OzsRKfTiU6nE71er6wHM6s5GhLxGD4lZc+O78qhXSx/+MMfIuJLFS6cQK+RmoHL+jo7i/m1zMh7rlJ9ZTqdlgpBPovA6w0xSD07O4t3796VTaP9fr/Mrxxu93kcrIGDg4N49epV7O3tRavVKmd3fPjwofRNRMxFfP399fX1ePnyZVmzFGbA/tXIJJ9TkEkaQDTr1HPc+opylNSidtGCLKzzVqtVnInt7e3Y39+PXq+3ZIashNSXXGO/xuA2EXx2ejNmgSh1NCViPoed70KAuB3GSJx1w74KnzXTBEx9r5zay9r1/MMBrTkj+Zr+DSCnzVwLDHpwcFBsIO/bFjlts9bn+T3bxtzeGkns7xoL/1mpL04hMbjM7KsXNwsVlp3DEByGo1P29/dLGgmlcpwjTgWHdrtdGGK3yZ2aFbjb16T0+Z6ftenz/o7ZCYf7MvjIkkH5MkY9M7FNP4QmYU9JH5pMJnNtdGpQTsvIO6Rryn8lT6WmSJoiODUvvAY4aj+ep36tKVwHeKX03N3dXVl/KOKHh4c5R4MfnAHWey01hPvVoj2ZQTezvmgO58/zfGxA393djf39/djf35+7D04Mitd97v0B9J/BSt6n4efLfYpjS16u1/xKmoWwfqfTKWAOnZnZqIinDFWNTXyu4HgCUHZ3dyMiyiZPnFg2J+OkAdQZ706nUxw1R5oAFLTP5BEOIzaM9UcZXeq0t1qtEm32tfwMpI46jasWRY6IuTUAqUZ/mpyKeNRfTVE5cvv5e9Gcz6QQa2wVdVouOFxNAJ0xsS2oEXsR9dzpHP3P72dAatuT2WKcPhMk1tmWpnGvYTBfyz8GwVlXcN9F4mgVczI7FDWcZ51fs7WL8FETSK/d8zl2ZCFQ92I228bi29vbi06nE+PxOC4vL4vic2dHfPHULy4uYmtrK3q9XmHcX79+HTs7O7G7uxtnZ2fR6XSi3++XMo0cNjEcDuMPf/hD3N7exps3b0rpxtnsaQ63vbTMAC7rNAONHDaPmAfzBgLZiGQgxW8D5RqjntuDorXB8KKYzWblBDNO0iPn0SfF0R4WGGDMz5Y9Q/flSpqlafGa4fNrXpy8x98wjCgT1hvRIhhujHa73S4gICsYDDQgvd1ulwpKRLc4NfXw8HAu3xYnubbRJ7M2zE8bda8bgArMhllu5jWb9ogE3N/fl2ek3i21nZm7CH3U6XQKI8P6zMYJJ4WUlyZ2KVfy4Hn9G11XYxdXMi+np6dl3B4evmyKPjw8LJER11KOiLkx5P/MnEXMG3i/5h/ryvv7+7KGSHny5lMcWxvNdrsd3W433rx5E5PJpLDvnvduC/OLa93e3pYo897eXlxfX8f5+XmpymUbm0EYrPTm5ma8efMmDg4OYm3tsUweFWlYh8x/nsHsPik52E2AFmvTdeeJKN/e3hZbkh0B+o0f0pooqXxwcFAt87iSuti5y1Hz3HcZOOf5btBssoW/GW+kRixl8Oh24Oz2+/04OTmZIwthr427mhwKt5VnsgOf25XXZQa3GXzzPnaAOYrtzOSQ7ah1UCZreB/BETDBkJ+h5hg4XfQvwqjbE19fXy+G7sWLF7G7uxvn5+dxfn4e0+m0KCdPpJubmzg9PS3XfPPmTQnhPTw8FKB5dHQUJycnsb6+HqPRKD5+/FhCjf/4j/8YP/zwQ/yrf/Wv4pe//GXpbBix3KE1hb5IPGmsiHLox2Lj7UVRY0QdlTB4aFJgtMUVBwhFua3X19fx+fPnGA6HcXx8HB8/fpwDEHYSHKr35tjsUNS8y5XUxbmeXsj0pTdc5VQNFiuCUQNM39zczG1YZMPyZDIpRpEoUw4nAiCc1oRsb2/HYDCI3d3dePXqVdnkzRwGqGdwZIaFsp/edOfwpZW9Nzsb1Buoe6Pa/f19HB0dxdHRUWHS9/b2CsjKm9hI3bHjCRjBkeHzVIABRNQ2ayNWtDlaRurDSpbLp0+fIiJiMBjE1dVVbG1txS9+8YsC0tFPEfObs5Eay5VJGDPG+cfzkrQnorjkoJPO4ggwh+JRe53vdLvdMv5m65iL5I8Dcvf29uLo6Ch2d3ej3+/Hhw8fCgG1yGa8fv063r59G1tbWyV1xn1m+8Rplnd3d6UO+2AwKKkUrGccIq9HnoW/R6NRuRZrnGe0XYp4jBqwD6DT6cSLFy/i8PCw2LmVHVkuPtk2s8pIJoXyGrCuYsyYK64SBI6wc5hZ6xwRNfjv9XpFh/7www9lfZk0aiIis13Mzgif91yrSRPGy/qafiJl58WLF8XO1vZT5ahWEzjnXtlpsnNg3Oxr8znGmtSyRbIQqLvT8OB9M7PrZgNy2LrdbpfUDDaimPEitL2/vx/T6TR6vV602+1yBHPEF4UwHA7LSWjX19el4sqycMsi5joPsBU8yrCWgpANQ40xz9+rLQyuZbG3lb0+fuhHmBDvFnd+l9vle2aGsMaarmS55D5bZJT8mSZHKDtNtRQYO3vM/xrDEDG/UcXMwWQyibW1tQKSzWzSDivsrNBcbahW99aRHwxD/k4ujZpLpBIF8ibXRes4O0nZQabvauswg73aOmXsHBJd7eNYLsxLIi44ejhqeY9EZuAWkRm137U5kh2ARfoOEOPxZU54/4IPNPN5HTwLz0UU0yA3A2DmKuAKQgwb6E1wNaBuVpLCD7kqEc8CoAJc8dtrkzQXE1XWI/Q3z+5Dk4wJnpMCsJLHuftT9Elt/hpUZwySQaj1XcTycw4MepnX2CDbn5wq8v9q/JtwXgb4Xl+2cbZpi6TJTi/6Xu67JjvynPtHLAHqeB5bW1slh67f75dT0/CiCe9h/K+vr2NrayuOjo5KePPi4qJUn3j58uVc1YXNzc3467/+63j79m2cn5/Hy5cvyymEh4eHMR6Py+bId+/exf/4H/8jjo6O4pe//GX83d/93dymN/9u6lgzLZ6k5O3CpETEnAJsAvP8OF2Bv+3J1nKjPKgsBmqhE3p0biCKnjq2x8fH8e7du1LiC8+MsYM5ZKKa3cSjxAte5vCs5KlkRj1ieZjXjFQGjQYEsMJ2djHA5MyyfhjTzKzbKfDmIErUTafTkmby/ffflzQY5i2l6ZiLLl1HiJ356Xa7PT7hkdP2mH8ZuHBNMzdsgvImRCtjKz36E/2UyydSNz33u41YBl9e+6xP7rli1ZcLVT9wEG9ubuLHH3+Mfr8f29vb8fbt25Lmsbu7uzD/vwb8MiNnZ7bVapV1Y6fRaVZsyLZzhzMR8ejsmm12LrHnExFQiCaqzZDeRRlGDl1ynfO1tbXodruF9Xv9+nV89dVXsbGxUQA7xBbA2ZtBAU/oCtYwjDr3ZA1aJwDQnfrCs/v6dtLb7XY5H2V/fz9evXpVDiPzOsxRq5U8lVrd8Px3xNMU1SaQzrwkTcrpZWbcTTIawJo4Qa+CacBtNzc3pXz2dDot84o57XljMe7ya9k5sF725/ya/2a9Oy2LA/LY4EzxgIjHdCOuYxvsPrUeyuNQkxrJlr/vaFZ+pposBOr2zKkywU0AETs7OzGdTktVmFarVTYx9nq9ePv2bUwmkzg9PS0D2+/3SxUFjC+HQBweHka3243xeFwm1+Xl5dzBEP/4j/9YFPuvf/3rJwNmafKG+J29SbMli77P53nmHMbNDJ4/6wnJpPUiw4gAYByFQJFSepF66dS2ZaObvV0vHBsqL9YaSF+FLJcL/YrjF9EM1O3tM/+zgsjKE9AcEaVWrau+OJ/dbEwNqNtBo8rS+vp6vHjxIm5ubuL7778vdcq73W5sbm7GcDicA1gw4aS5cd2Hh4c5tgIwQ4oLnycUb8ezxuS1Wq2Sn051GjPrNZDucDBrIBsAHxaV+5rrGexlvRDxtKLGShaLQ804Nre3t3F5eRmdTqeM0/39fTk4j3llydGPJsNuQ4lwfedf43TWvoueZZwBs1Q/yWuc+wGK19fXo9frRa/XKw4dIJkTo13XGjtIVbPt7e14+fJlvHjxYo69NFAnwu1IGc9jZps1f3V1VdajnZeIet55Fjv8VG3rdrvlOQ8ODqLT6ZT+ZA2tzhpYLtZnxgZ+zWRaZqv9Gc+HGuttFtd4hXVXq9KF7QGw7+zsxGQyib29vZhMJnF1dVWqGdlm2S5maWKZF30mEyde5/xtG7u9vV3S3QDskC2OaNWcirzGHU1timDXCM/aZ9BFjMey7zyLUfcxw2a2UFyz2aww7qRiOK/24eGhsN4PDw8lH5CNN0wijCtez/7+fhwdHRUgf3NzUzbywCB//vy5KItavdZFHQCYZlJn5sAda/FkMZsCCDBblw2GpZbOwgA6FMnAAohgOcfjcQyHw7l8YZ45e8k8Ry4n5n7K4G4lyyWHgSOet9PdUlMO2YHyNT2+WXH5M/47h+KYe9PptCjYT58+lfrkrCfANawJzDjAG6DN/OVv58zmwztq/WOQHRGFCSG69Zxn9N++llnSZQrR3zMYZ5x9dDqKfiWLxZV1DALRadfX18Wgw9ZBbGTJxEYW6zDEBpz3GD+XhIt4LIlo3WzwaqDjdBrPb59PAAjw2vH3mtITkOzM00aua13A/bGROPUANvoVJi/3h58rgxD/z/Wokb6zs1PIILcZm4jtX8lyQUdlB7SJUff3DL4jnp6QbYDuub2IbMjRRn+fSFC32y3Rp3wfrtEkOJesTxNfTe3he1nP5zZGRCk0AAGQP1frx3yv/Ln83Wxb82uInys7xH8WUD84OCjgrt/vx2w2i93d3bKjezqdxuXlZbTb7Xj16lXMZrN49+5dXFxclPSY/f39AtYBk+/evSsVHPBwWOwI3z84OIjr6+vY3d2NX/3qV3FxcRH//M//HJeXl/Gb3/wmWq1W7O/vx9///d/H3/zN30REzIUTamCnKWxkZbQI6Pj7Do8bGDQBLO7l+wJyKKs4HA5L1IHvEXa9ubmJi4uL+NOf/hTX19fx6dOnOD09LWAIpY2CxBjQp5Qls7iNTX2wkro4ROx5wLzjdYNj97+ZDL+H4fX7VkwwHK6sAHsWMa/QUBBuE4Dk9PS0RK8uLi7ij3/8Y3Q6nVJdyQ5Bv98vqW/9fr9UlMHwm5k24DFT5/lYE551b28vXr9+XapluJJABvw8o9ed201KW80IZjFjz5ryuh0Oh+UU1CbmcSXzsrOzExFfoiyO7EG4/PDDD7G29uUMjtFoVA62Ojo6mgPYfK9Jf/FZxjhHpmwkycvG8YLpzxv5APG1vRVm2rm/U66IBt3e3sbp6WnZTOt1AKgnasTGcO6RAVpEFIfYIMxsKWuPzeguscjZJrnKhCvI1ByUiEdia3d3t4CfN2/ezKXL0Rbatre3V+rHr6RZavjCzleNwLFe8lgxJ1wdjPkQMb8hHnzH/Mq61ffJjurGxkaJ/sxmszg+Pi72h2s+d2+R71FjqzOeanLi7WRHRKnYxHzNfZV1h4Gz77mIFKg5JrZzfnb0F3tDiFYsSw9bCNQB2E7pwJNGoUwmk8J8MdiUsWq1WqXKCB73bDaLwWAwV9/ZjDoKDkXearWi2+3GaDQqIb/f/va3MRwO4/LyMo6Pj2M8Hsff/u3fVoF4DhHlicEkskIys1ED174O7c6eXU18jRzWgnXhh4HMwIF+Q+nDrAMonGbjndcOB/m5F7VxJcslM+r+qYXOMlDPSipfJ3+G/5mjzA8bbLetpth57+HhYW4zKfms29vbxTGkOhMbT10lgvVLpRavgWzwLTXnucaod7vd2NnZmTt/gc/ma9UcawN4G6FFksfDpRpxqF1ucrWZdLmQQukoBP1m8gAH7fb2dq4SkSUbWP82O5iBTa36iHOza+ksSBOrDihwpY68lwLHE4AM82jbkaOwNT3hZ8x6ImLewUT/Rzwe8c6GVGxqDvXnZ+M15yhzn7W1tZJS0O12o9vtPlnTPA/721ayWBaRZ5nRrem8iHgypk55yQDW32Ft5Pcy0Zkd2Ha7XXAfmNCANzPdTWDd8xZcmT+b8VrGL5kI41nAk+xzylEBS60PlknTWm16RrfTtmOZI7u06ot3zHJiYavVKgaawywODw9LPhSG/PLyMj5//hybm5vx6tWrWF9fj4uLi/j8+XNMp9M4PT0t+bAOncEuwGKsr6/H69evy8Y50l7u7+/j/Pw8RqNR/Pa3v42IKF7+zs7Ok8lc80prIZSmdIJa5xsM1wBabVIYwJjRYbMe7AdgIOKLQTs/P4/BYBCXl5dxcXER19fX5cAMp7rknf6+X82JsWfI/895/pU8LRVYc+yy8WVd2aDlseE9jD1MCYbXQD2zalnsdPraBsetVqtEde7u7uL09DSm02msra2VVDRqP5Ou4FKLLvfltplZoF8MnvPmV/QNBt6n6fnamTn183lsMgtkHVBT7N5c51rytHE8Hs9tAlo5tsuFcfFBKQaE1oWnp6dzm6M3NjZid3d3bkNq1lvZ+GZg4TZgrCO+1IPmwCPWGAbU9yG66w2XORXEG+2IIBCJ5hC64XBYiKmIxxOsPW9hvfkuNpUUUcv6+nrZCJv3U3idO8Vna2urlEN2NIx1bCCRn49IQa/Xi6Ojo5KmxHrkB3DEd5z6tJK6ZFubmW3+bsImdt6IpNP37Xa7eiZGJiSz03d/f99I9kFWMC+73W6JfGZn77mbiTPBkmUZLjMRgHPIOT04Ejmym/vXfZHJgFp7aVd2YnKfOtr1cyKxzz7wCEDA4Q3D4TDOzs7i9PQ01tbW4pe//GXs7OyUyiIRX+rndjqd+Prrr+Pf/Jt/Ey9fvoz/+3//b/z+978vobvRaBQvXrwoxyOTm2qgAss3mUzim2++iTdv3sRoNIr/9b/+V/z3//7fy8T54Ycf4uuvv47/+B//Y0nbqQFlsxf2+palrniAauDABqQpLOLJDqPJseQXFxdlgxMGgTDnZDKJDx8+xNnZWfT7/fj48eMck0m0w3nyTAiHvLKD4hAY7Wvy2FfyVHCkvJk4O2sR8x6/wWtO6bASweg5tSVvqtzY2Cg11zOD4Xu12+0Spaop6FarVZhNNruR32p2jucl4jObPe57cNtwvDO49vznvihY+pC8Qk4hpXKBn5tnjJg/cMIgDcCdN8llQEY/RMRc1OD6+vrJgUaALjtWK1ksDgE7sjGbfUntoo9Ho1EMBoOIiDg/P4+Tk5PodDrxi1/8Il6+fFnmBQbXgN8snH9bF+MAsqY2NjZKVJizKkj/YN63Wq1yiijzhfVYAw6wd5BIAHVIFldx4jAj+oKoqtvumu6ObOP48Bqg2Sk3EV+cEQB6t9stbeGZr66uCujCaaZP7YBQ4Y1qNG/evHlSqAC7v7GxUdJjOU11JYslY4esW2p7bPw3OhWCgw2fOLieV+hjF8LwXObHESPuwbX4Hqk1V1dXxXnjFHmn4TSJsVOOADd9lr/9v+0KZx+sr6/H4eFh2XcV8UisZQxoXMT7WZ9kEJ7b4b6qRchYI/6c279Ilh54hIeDwG65lJNv6gZSnYRcORQTIXaUJBttmBg8PIYbpoKHfvHiRSnlRds4HZU0GfIhszeXJ6PbXXuvNmFy2OW5BtseF4NF2BVAjqFwfi+5lIB6V+BwG3IINeLpQS21Nv+ckM9KvkgON0bUoyhN8yi/v4hByeDaisbXarp3nt/5x+E4zy1vRsrVAOzosWYdZaj9zm11e3kWpw8sW29N66/Gcnj9ORTJNVwZx44JYnC4cmZ/mhioe846LEwKChvlHx4eyhkRs9ms2IOavnKUZdn9iT7CHFJ5BocWIMPcs75elD6IM4kD603XBsCZzbNwfw4h8r4PR069F4vXaCt9zHdht6l8sbm5WcAbz+a1YUDCWEGkuaKM7Svjaad60Zpfyf8bYS44FaUJ69ScTc/5GhjOUVEcX1KrqCj258givbpsLmE/nIaW2fRl9/hLSQb5NXv0HHnWZtLr6+tywZ2dnVIbvd1uz4FIPOjvv/++KNg//elPsb6+HldXV7G3txcvXryIf//v/33JceXQi9FoVOrqRjyyMLAEhOWYVLe3t/Hv/t2/i52dnbi+vo4//elPcXx8XHLmf/Ob38Tbt2/j17/+dQnPADiszJcB7poH1fRZf8esXc5pZMPo3d1dXFxclJx9QpL+7GAwiMFgEJPJJI6Pj+Pi4qIwfnmx+Rm9kzpPCoMih/BzlZiVLBc7qSgDs4YWswY1p8pGzc4q+zwyC+CQNONn0OPXIh43apo9q0mr1ZrbjMw9nY7gOvw47Wb4mIv+fgbFWWmtra2VMGW32y01mV31JTvS2QhlIJ7TW1wbmHVkIZpgEsLXcyTAfbuSZqnNNcY1763xZqvz8/PCen/69Cl2dnbi6OiozAuIGnRfnk9OrUHs8G5vb8fDw5eKZPv7++WzOaroUD/6mPmRq8Zgy0jtPDk5KU6GQa6JlBqBg40bDAbl+dDPkF0AbxhE0k1ub29LTnq32y3pa1RpefPmTcxmszg7O4uTk5Mn44SDAlO/trZWTlfd2toqaaWsJ9JTiXYQMYh4LGW6cmgXSw241SLxOY0wO6ZEM0kTRtBXfCbbHj5jp4/PRjyt1uQiCrPZl2Igb9++LfiFebtMP2YHYVlKSC0TwusVh/Lw8LCcQs1nvWUewkoAACAASURBVLbcj9jsWkqb28kY5LbnZ+A1r3E70P4dEU/IoJosBOr7+/sxm83i9PS0dMjOzk4cHh4WgwVrQMm2brcb33zzTUyn0/j06VMcHx+XkNtoNIr9/f1SavH3v/99/Pjjj4VB4RAfmHTKN3picNjLbPalAs0vfvGLuLy8jP/yX/5L/O///b/j4uIiRqNR7OzsxD/8wz/EN998M8fO0XFeGLUOrwGtzEzWJAMFV79AaTnkeHJyUqrkkJ9uhX12dhZnZ2cFqGMk7NFmoG4wZqCRn9dtRglwvZ+TR/UvUcweu66xxydifrOkAavnUi38h2HO441CzekwVg65Dc5ld23+GpCheoXbhwI3W2dW3UxadoythGkX/cJvQqnOK+SQF66T+8u/uQ4/OY+c1+xY5Dx2UgIstZClx2AliyUz0K1Wq5zW6fzpiMcNnhz6FhExGAxKBZHvvvuuHApEDq7nfa1qS21+29hjZ2rsYsR8JOnq6qpUPvLBRcwj6qSTyvj58+dyDddLN9DlfctsNiuRZuts0k1Icen1eoXI4pAjUiBYQwBunvP169flngZzjorRTtYfJJvLZ9J+1i5MPWMb8VihZiWLpcnWZhxSI93sXOIo2Znye5lgqBEg6G/GNTu+drzRr1QKm0wmpRIg118E1jNxswis5/Vpe2n7ur29HQcHB9Hr9WJ3d7eAZDPqWW8brGdSyf2YgXrWFdlGeYwcubKDDnZYJEurvsxms7k8Iw/kzs5OORiFDZHt9pf655PJJM7OzgqQHw6H5fAUvBx2jmMwqb+eGQYPgg0vbbi9vY3Xr1/Hd999Vz47mUxiMBiUjasHBwexv7/fGEZ/rse/LHSB0oa18+EBsDLkpMPUEE7lO7zOZp98yIYnghdCDYBH1A9T+CnPvJJmeW5/5sX7U/rebEFWBKzHHEpvcjRZQwDNrJCaxKxEVr4OedfaWIsa1NgL1jMAI+ekL+q3rOBrhiz/GCQ5Asb3bEAc5XJbVmtouTTpW8YM/R/xyOAZDPA3G+4jvhQcAMCbpV60zrKx9fzMm7v9Wa8/wHar1SplP627OZmUQ4Uy6GAeLQMkEY/15z1XPRfZu+SSkEQI2NuF3QB803eUqyMVhpRLEz6ZBMhkgHVS3juzWhd/eWlyJCPquigz7jWgm7/f9JMlE5I437PZrDiEZpJ9/ybb1PRerY01HIfusE7IqT/5eRbZllp/Wnc8x54vep5F72VZCNSpjf7x48c5Vo6Sbd9++215jRSOb775Jr777ruy2fT9+/cxGAzij3/8Y0yn0/jrv/7reP36dankgkIZDodxdXUVr169KhtRqB4TEWVDDZUpCLcRJv9P/+k/xX/4D/8hPn78GP/tv/23+PDhQ/z2t7+NwWAQOzs78W//7b+Nf/2v/3VhGnzMsSfJIuBe8yhzx89m8yXcyCdHgftZ7+7uSnlFQDlHtcOyw+AA9qlaYMNmI5MXkAGLjQTPaDDi58ygfiXLpcYeNKW28L/zTWsMIIwGhhan2HmIrBUbUbPcVtS0J9d/z23lPQw077s93lOCQ+/Ul1qY0syB5yPh+++++y4ODw/j7du3pRoUuYZunx0Hi9lPHGA7/F4XTlPixyfWMT6sTcCY27BKfVku3jCZ9VGrNX8kebv9WG2CzzGWw+Ew3r9/H+vr6/Hp06f48OFDKXDASdWkxiA1XZjF8zbisSKQq6Dw/XwqKGmMpCeenp7G+/fvYzqdluin1z82IWI+IsR6yZvSaQtnaCCw99fX19Fut2M8HpdDyuyAs4Z7vV5ZC71er6SpnJ6eRq/Xi8vLyzg7O4uHh4eSIpPZe6ffAMjZLEqaDX1pW7qS5ZL1iEk596Ujqpm0tDOW57t1eA2Io+fb7cf9Qeh5pKZrcfCoBnR/fx+vX78uVcH6/X7ZZ+Gcedrmdc5vA/YaKWlQHvFYTIB9jHt7e7G/v1/OAcEesL782/ewPs8OKW3zOSVev9keNTk3dtA9PsvsyEKg7h3jmcHb3NyM/f39suGFMOXGxka8ffs2BoNB8arINwScMxm4/ng8jn6/H4PBIHZ3d+dC5A7b0OkYY9JgWq1WyTH8p3/6p/if//N/lhzB8/PzcoDG999/H3d3d+U7eSLQeYs8SNpVY0MM1NlAxEaom5ubGAwGZYMt4JvwJuWxqDDQ7/fLd4bD4dzEtiFjgWWAZbCdwXueHLXowAqo/2XEzGGec4sYi/w5p7o4RSkbTvLka+G1rFjy+C9yUq1QrYw818y4mVmrMWw5WkbI9uDgII6OjkqFCYyGnYxlSo025Vz8vBZyCNffdbtR0DmEv2jsVvIoeTNyjkL5uHGXx/Tfdr5arVYBx6R63N/fl5SYHNbGkNsxs9QiUvyd9SifZT60Wq2YTqclYjoajeLy8rKkgkY8JUFymB2gwzrwGSQ44dbdTqU06Kf/9vf3C7vJ80GwtdvtwqZPJpM4PDwsbcCxIL+dNcl3c24z7+NM852V8/rni8FhjTnmNedcAwSto63bvdfH98g2xuPreZpxkoErexRmsy8pyXt7e7G+vl7K/S6yLbXn9v+8xnP7x3gGO8GcpPqS0xVraZSZqMp2OZNf3Iv3MoFUI36bJNveJlla9eXh4aEAYgQQSirJ1dXVHCt8eXlZ0k3+5m/+JjqdTjlp89WrV3F5eVlOiSKXqtvtFkVI2UFCc+4IcuFQ+Bw/7RDc3/3d38Xe3l70+/34/PlzzGaz6Pf78bvf/a4cpAHT4HKGNWbRg0SnOgRuJU6bcF7u7+/LxqLb29tS4ot0GEKTsHXj8fjJ4Ru00YoasE77rPh5thzGr3moyDLAuJJmqc2TvHjtCGWQ8nPvyXyFwWJvRwayKG2DFzPjsHxcN8931pQZA+aa5yRgAwXmzaQ2KhYzGlTeQMkCKnK41kYIySy5gTjMJ5/L33NbMkCvRZ5y21fO7HLJcz6DDYNgaqgzdqRz8N3MqM1ms1IdZjQalcIFpHfkdBUMqNdijqoAQADg+bN83gfPnZ2dFeeBCKpBgu0X68LpIi54ACtOSgt9EfG4X8KbV7k2ZfMo/sBG0IgoTgR9zH2x4UQs0CMGafQB/Ui6DOCMiJeB/KK1s5KnUovSN9kK2OE8v8ACrpmONKWdeF4SceFzTtv1HDT5RDva7XaJ+KyvP563Yyd92QFxxlROl6Ht3MfPxTVpE86i75fJmgyibTcN3rNjkis+8dsOknGbnQK3FfKa/qrZtCwLgTpeuTfvRHypJdxut+Obb76JtbW1+PHHH+Pk5CRubm6i3+/Hjz/+GGtra/H999/Hd999F+fn5/Gb3/ymsOx/9Vd/Ffv7+/Hy5cs4PDwsB/wA2qnN/vbt26JIeEBqtM5ms1LHHXYdJfef//N/jlarFf/n//yf+K//9b/GYDCI9+/fx/v37+Pg4CDu7u7iF7/4Rak1igLy5rkaeGUQ6HDAcN4sShnF+/vHg2Fgzwl98jeHFrF5igG0p8oRvb5vXnRMTAMoD76BuoFcVqqWlYJdLu5LFFcGIhHzDPIiTzuz37zG67wHgAHc+u+mCAmGlMotrCvf15/3uqqxlMwxM6LOg3WOLf1jhe+5RwUL2Bj2rhg0MOfzvM5znvugWA2ualEjK107NZlVaXLgV7JYnKbHRkPG1XrNYANnktdJi/G6Yi6fnp7Gzc1NbG5uxufPn0tk5s2bN2VjGeCX73Nfz02DEw70gzVnDvlwpIuLizg5OYmzs7P4/e9/X/ZhZUImYj7tjXZQiWVtba2kkFDGGIKGkneAeQgf8uINhCiFHBGlD7Dh2BY25cKUf/vtt3F7eztXb5sUTPqIfsL5Yb8XbTTTGfHIbLrfVrJY8nkNEU9TIzJTy/wCEK+trZXUYEchIx4PkbQdinhKzrRarTLf7KyyKTjbIRdQ8Bp5/fp19Pv9OD4+joj4/9h7tyVXjuRKe+FQOAOFqtrFvUm2usmmWmN9q7uZq3kKvY7u5mHmHeYJ5lZmaplJo9Goyc19qhMKh8Lxv6j/C6z0igSwyZbEmU43gxUKSGRGRni4L1/uEfmi5CunE+63nJT099HektkiyO12uynYB1d6JsqZ8Ega5Nh1bwukqlTcQca3jI0Bfewrxmw2m6X1NrEiIidHn0zKifzxw6wu5ylsnz59Sh0AM9xsNtPDSthLlvKW6XSaDIgvQMAowAz4VmjR0NE+N4awCNfX1+r1enr//r0Gg0EKICjPoS4cFhBWIi4o8gGNSsQLRUCZAewwKpS9+Pe+8pfoyktfItPnDsvHJQKryCjmQEROISrW46dL7LdcKiuXisxJjnnM/QYdjfV20WGWXc+Ba64kJ3eP0bC6YXbA63MIw5oLTqJRlPZsY875l91PZEJzfXro+9x9esDl/XJKeyopF+9D9MOzGNKe3fIyKhabuq77eDq4lJSCgeFwqO12q16vVwgWciyY209nED0jQ/DKMewQxE4v0+m0sJYh2mBn8Hx9iRNFrEMhqPH3BA3xabmR/SQjC1ABdHmAAjgA2LAdKmPirwg+vMwl1vrytwLqnydlwDUSN7E0xeePs7jR3kVbdowsKtPdsmOdhIJcJHgmQPB7zTHWCPbXj6UNZcQYdsK3842SI1ly9jz3W7cPbje8L73P3bf68TFDd4y4Q44+mXS3e1588hd/8ReazWZ6//59oe671WppNBrpyy+/1HA4VK1W08PDQ5rMGE22DJrNZvqnf/onnZ+fq9/v6/r6WvX6flEKxg5DOJlMXqTiGIjhcKjXr18X6hkbjUYC4s1mU7/73e80nU51d3eX9mmv15/LdZrNZjoOA1mr1QpsYK4DjwF1AhOPRCkLwpDyvTMuRGYYVQdRkdFkkCOzn1vsEJXC74Nzc51qK63Pk8hMxFINN3heMsVvPPMRAaFH9F7b6w7QwS3BczRgUTDyCG2MDHa8PwdXzEV+L+0XxUkqrLh3xrTb7aZg1oN7GP+YRs85+2j0fKtJ2uDzoIxFygGLspp2Dzzi2FdyWFhM6rrIWHtGA3uZs1Hx6Za+tznn3myet0+Unrd0/PjxY8rAUrd9eXmZfA3AlDkUQQfndV27v79Pfunv//7v9eOPP2o6nerm5iaRMl56gD7CkrMRAwx5ZNSpB2eOMoco49lut+r3+4ngYc9/fI73xWKxSGVA/X4/lZdOp1OtVqtC4DMYDNL2es1mM21B6Q/ie3p6KoDDHKnF2OKjIyCrJC9//dd//eKzCG4R/LVnhDyL4SWHDuojcSLlx4wX+MbxhYv7GA/esPeLxUL9fl/39/cv2OZDOlFGWOVIKHxjvV5Pmdizs7NUI+8kWS5AyPls/+vtJnCnv13HY9s5h5/b+9PXsJwSzB5l1Gu154Wa3377bXooETuWAMDPz8/TTi8fPnzQu3fv0i4O1IR3u920kPIPf/iDzs/P9fXXX+u7775LnYyB/PTpU6qpYwsuIn9nD0ejkXq9ntbrtR4eHlKt4mQySWn73//+99psNrq9vdXd3V1yBmQBWMWPojYaz7vLUJMfB9UHw+sFASR8xucYbzINMOeeYuXc3B8K4EAdB+IAiXbg3Lg30k+59ubGGEXxPW8rA/v5kpv0UtGguLGr1+sJwJaBSGfxcpkWDAaGksxUbuI7U4Hh5hHlu92usLsK13YBaEhFo8WxvhDOga8zEQTK6BqlYoAAAuboNCKLmiv1AvRRs+/3Efsu9nXsL2dQuHeuG8F8JYcFnfG+c10iq4rD9Qwn5ItvXcu5vBQQnXp4eEhMMo6QbYS73a6+/fZbXV9fazAY6PXr12k9BGWXzph7sMy1fvzxR/3www+6v7/X3/3d3+mHH34ozE+fp86QU27CE7W9Vtxrvd3+o1sAeXa1wDbA6FOmAxGEn5nP5+mhUbvdrlD/P5vN1G63NRwO1Wg00iPXKcHYbrdpUwMyFovFomCzyl7cUw4YVZKX//yf/3N6n7Mpx/owR8rkgGc8fw7fuORAffye7+JYb7db/eVf/mXBB5x6P58jMNL4tJw9d4n3fKwtOaKzTK9jX8VjHLt9ju84CNQ5IQ7W6zedfeB7jAET1COIVquV6uBms5nq9XraXspXlTsQl4pP2IzC4GAcWCHvLAvGnrrxCDDiveLwc4secsDXjXQsaXEAcagUJZYAxNQPfREZPQfx3i7EnV5kAmNk7d/lzlXJcclN+hyD8Tl96ynF3LXiK4LQQ22ViqUAkYE5xGZwjKf4TnEmvn2YZxIie+4BT47h+Jw+iTod7ykXWJWxOn5MJadJWeCHzvk4oXfoB+851m1zrrzEz41NppQSEoend8KqszuEXwuf4ZlKSigp4cztle7zyrNdnvXynZti5igXqPu58XUEFQTWvlDP63q91tzT7vzGA1raG9e9sB0sfep167TL56z7sUpOk8FgIOmwXTnFvv4pf3csYMjZX/+72+2SHkWg/m8hngmObc3J5wQLZfd6TMrwwOfKQaDuNX88kvX8/Fy9Xk+tViul1rbbra6urgq14hjRm5ubtNvL1dWV3r9/r3/5l39Rs9nUq1evtN1uNR6P9Z/+039KjygeDAbJkMa0v6chvTNYmOPMth+/Xq/TY21J0Xj6MxpIZxZwErGz/eVOwxcN+HuMGEYPpSJV76lcZ3X4PsfmxX7wkggPmCJgLwtG/J6q2sLjEp2c9zm6QH/6QraoU9LhKDwHTh2cw9BRGxj11Wvr+C4CKH9qou9CkSu78vukjX4uf0ALAJ0SgFqtltg55gd1s4AET+X6fURWAz1lTvncorZZ0otyhNjvnJOsFOfn3mE/YRbj+FdSLjDnDmoBfGT/6GvGj4fnobeQMPP5PAFqmHNpr2dkcWHUyXCu18/PrPiHf/iHZPuHw6HOzs40Go00Ho+T/nEtZ6gfHx+1Wq304cMH3dzcpK1zPbCUivaAvd0pPUGv4zM8YmDq2Si3IywCZ24w57fbbQoC1uu1Wq1WKsFhXZbPZdqBf3GCrNlsJl/PLjGz2azQJ3d3d+mcXhNMu7BDn0tK/DnLmzdvJP08oH5IygD2qWxy2bGH2Ha+//ci/04hi/zYnyLH7vdzz3OqHATqHqGTxgMQk2qcTqcphVav11OaDPZhsVikOsFms6mbmxu9f/9e2+1W//RP/6RWq6U3b97oL/7iL/TFF18k8IxhyUUgDp55UcOX+56dAXACGBYMSi7t7QbSmT8/f/wNL1gYr5131pF2OPvCvWLcAAvOpscHZcQo1Q09RtdLAvgN9xBZWL8PjqnksDjo9Vr/GMRxTGQLyyQXCOaMZhxvZ+u8LfG9M+eI1935k91yaT7XXW+X6w73yO8pz3FddP3jHjxgOMRIxIAjVzsLu+jg/hDD68GwAynmJzXBzKlqjhwX35nE9dDHi/71sfEAkwCKhZLYSM+e1uv15Ac2m03a2hD2mxLJ+XyexrTRaOji4kLX19dqNpvpYUCAUgD+x48f0++pg+e+POXuTDpBA9vV+Xeuu67nOUYdnWRhKGAYxjICeuYa973ZbFLmIGa06Dd2XWJXmH6/n3a9IZuOL5xOp5KU1sR4yQ59z73Ekr1K8jIej/+jm1DJL1hOpoM+J1pxyUUO/zdN3D91FFgGeCr5v1d+SWP4p2jLnztLfCzlW8mfRnL9/G+te5HciGxfDJBz3/0c+blMXu5cuXOWMai54PQUOcSmHjpPxahXUsnPl1o1kSqppJJKKqmkkkoqqeSXJ3/e1FkllVRSSSWVVFJJJZX8QqUC6pVUUkkllVRSSSWVVPILlAqoV1JJJZVUUkkllVRSyS9QKqBeSSWVVFJJJZVUUkklv0CpgHollVRSSSWVVFJJJZX8AqUC6pVUUkkllVRSSSWVVPILlAqoV1JJJZVUUkkllVRSyS9QKqBeSSWVVFJJJZVUUkklv0CpgHollVRSSSWVVFJJJZX8AqUC6pVUUkkllVRSSSWVVPILlOahL//2b/92Fz/bbrfa7XbpL6/tditJL94jufe1Wk2StF6vNZvNtF6v9fT0pOl0qu12q/F4rPF4rHq9rlqtplqtpmazqX6/r2azqfF4rKurK52dnWk4HKrb7arRaKjdbqvRaKhWq6lef45FOIeL/x+/477W6/WLe16v1+n/5XKpzWaj9Xqdjl0ul+nz6XSq1Wql1Wqlx8dHrddr3d3d6dOnT+nz1WqlzWajxWKh9Xqt1Wqlp6cnbbdbbTYbbTYbSUr3hNTrdbVaLXU6HdXrddXrdTWbzXQOfud90Gg0Xtwz591ut2ns/Pf/83/+z2LnVJLkf/yP/7GTlMZqt9ulMdtut1qtVqlf0Z8yXeMl7ccGva/Vamo0GmkMm82marVaOt710/UGfaWNjC+/8evkrivt9afRaOjs7CzNK47xuZWbY81mMx3DuXL3hw7HuZo71s/l4u0qu4fc97HNtVpNZ2dn6fjc72irJA2Hw2qOlMjf/M3f7CTp7u5O79+/12q10nK51Gq10m63y86Rs7Oz1P/n5+fq9Xovzkv/t9tttVotDQYDffvttxqPx2o2m2q32wWdWq/Xenh40Hw+12q10nw+T/NUep4Pi8VCT09P6X/awrk6nY5arVZh7vkcaDabajab2u12enp6Sr7g4eFBy+WyMMe5RpTNZpOu1e121Ww2k39brVbJV85mM81ms+Q7np6e0uer1apwTvqVY2kLNmI2m+nx8VHtdlt//dd/rd/97nd68+aN/st/+S/68ssvtd1uk9/LzZ/lcqnpdFroz2azqcvLSw0GA9VqNf3+97+v5kiJ/Lf/9t92kpLvXq1W+v777/Xjjz+q3W7ryy+/1HA4LNj5p6cnLRYLNRoNvXr1SsPhUJPJRH/84x81nU7V6XTU6/XUarV0fX2ty8tLLRYLvX37Vo+Pj+p0OhoMBqrX65rP55rNZppOp/rDH/6gt2/f6ptvvtF//a//Va9fv9Zvf/tb/f73v9fZ2VnCOe7zItZyOx/9hGPEiCN5cV5wiM8bx1oRd63X66SLq9VKk8lEt7e3Wq/Xmkwmmk6nWi6X+vDhg2azmebzuR4eHrRer5Pueh9zD/43tpv2uf1yH+Y+BPvwzTff6C//8i/VbDZTuyXpv//3/56dI/9PMOo5Z/s533+uOEA4du7POfantuFzJOcYKvllyKlj828xhv/RevGnnqOV/DLlp+pZ7ne/VJ2hXT+1zafY9rJAle+OBaOnSAwqKvm3k38rXf6lzpFT5VD7T703B9o5ouhzz3fq9cqkjLQ+9LuDjDo35Sd2hsrZuXq9/mJSu8HKvfcGepQFIwH7C1PRaDTU6XQ0Ho/VarU0Go00HA7T5zAwZQxeriP43u8l3ift47Ptdpvul7bBqm+3W52dnanVammz2SSGf7VaqdFoJFaCqHk6nabrwKRIShGWt9v7wyVGcY1Go5S5Xa/Xqc1xjA/9tpK8ODPgLINH2YylMwPMFY/gIwuG+LjCqKPrMUsSfxd1FV12Jt4lNz9PkTJ9O8RY8/4Udj6yGxFE5I7lvduAMuBRds1cPx06TyUvZbFYSFJifGGQYmbWdQA7jm7T357Z4Pter6dut6ter6d2u51Yq5zuRaaMsYRRe3p60mq1KrQBe855Y7bWM1z+8vOS7aQNUXJzgHty/1ar1ZJ92Ww26nQ62mw2BT+En/H7J4vhfmq73aZ2NhqN1Nd3d3d6+/atJOnTp08pY+v37ePkNgk/lsuwV1Iu3W5X0vNcIdNUr9eT7sGOkwlar9dJ9xm7OJfAHmdnZ5Kesx6w8DDxjB3MMP7i7OxMvV5Pr1+/1tdff62Li4sCrpL2tvvU8c0x56cEg349x4U+j2O2mv5xf9xoNNRqtbRcLlWr1TQcDvX4+Kh6va7lcpmyUvjsyPZ7G/z6xzCmn4P+nUwmurm5SZnAfr//pwHq0VHyvU92b4i0N0inOH4HNK1W67lx/79hq9VqarVaqcTliy++ULfbVb/f12AwKKQUPCXtYNuvnetQVzhvtytFdNy73U7NZrNQEiOpYEhJV67Xa/V6Pa3X6/Sb5XKZjncjXqvVUmqyVquliVYGTJbLZTKU3AupY09P4SCZnDmFB9Sh5JUcFsqDPDXspS/uFB2cMC5uSJbL5cE+xxE2m83kPNvtttrt9kGQm9P7HAjNgeecHAP3fkwOUMdXbHfuXH6+Q4xlBOkRVLsjK2NXvA3YM+alv6/kNJnNZtput5rNZgms50oosbfYPGy6pORo0X8AdKPRSIQNpSKtVqsAJqMOMMcYf5y0lx9SOsNco0TAddaJIa4JMKechznN8S7un/zFfHYHzgsADjinb87OzpI96Xa76XvsOWUy+CL31/gG/MHNzU0Cc7/97W9ToNDv9wsBVATvrVYrEQ7L5TLNFWxkJeUyGo3SmDw+PiYf3G63U98Ph0NNp1NNJpMUpHkQFfv67OxM3W436d1isdB8Ptd0OtV0Ok2BH+OO7qLz4/FY33zzjX7zm9+kEhppj2+kve4eA9xl4DzHLru4Dnuw7uQT984c8cCDuQn+IsgZDAZaLpe6v79Xs9nUYrHQw8OD7u/vX5TaxP+9bbSHvnACrqxMvFar6e7uTmdnZ+r3+zo/P9f19fVB/TgI1A9JNH7RyRERfk605eeKThwg2mq11Gq1UqSI0WDwouPPgZcIWMruyX+TO4b3RHRkAvxYBllSCiS4Dz6jrtwZcwcSZaz/IcmNB/cba5WPnaOSconMuPdv/D+y7oD3Y0Ddx9DnVnSWbsDKjGYOZJcFgGW/PwbgT9WbOC8PBQe568TzePtyIL3sXIfuh7kdM0+5dlSSF3d0bg/LHHN0gO4PHBg6680rx0zHOcq1fW4SPLh4UOBAmu8ctPqaEfTF9RvwkLtXB0tem897J8IcGHFdzuWZPAcP+CYAjTOw9IvfG2ukvG5Zkjqdzosx4nw5OZUxrUQvfD3vGSvXQ2mfKUQ/Ii5xzORr0HJsMOd0Rp3fEvx6kHnKmEa7GufdIRvg7TwkDuJjC0Lp2AAAIABJREFUNQE66RUWzPF6/Xn9R6PR0HK5VKfTUa1W02KxKGStcjgph/24fjzGj4t9xxyDtD0mnw3U3Um5MYpOmgblJnGMOpxZdACCcrbbbV1dXWk4HKrX6+ny8lKdTidFSwyQD04OlLvixI52Y+j34Ox67vNcWYEzb7TH2dbBYJCAGQwHaUlPYzqAcbDAZ2XjEu819z3sv7TPXEh7hrhiQU4TZ9QdfMcFLiyUzi085j3fS/tx8lS7g3H0ncDV0+NuwN0g+mIZf7meIscAfA7wlwW/8Xs+z4Gy3PXdkHl5WAT4Za9c+3Ntj+DeQdfnBiGV7GU+n0tSobTLnWy0sT5u6DL2nr8OQigRYR74byWlBZ3r9Vrz+TyVF0ynU63Xay0WCz0+PkpSmk+kpHkfF+zj7CMrOZ/PU6YUZjyyc/SDE0sOzgERvjDVAxyuR/bA5xv36AQAcx6GEVY+kggQBZRlfvjwQX/4wx90e3urN2/e6LvvvkugzUt53O7tdvtFjrDs7l8qyYv7c/qz1WppPB6r0+loOBxqMBiksizpWb/Oz88l7fXOQehoNNLV1ZUajUZBL72cy0tjWLhJGc54PNZgMFCv10v+Cf0AP0QcgkS7m7PnOQDL97Gk1CWSYZHx9kCd+ekAfb1eq91up7/MCTJzq9VKd3d3L+yEzyW/T9pT5jMJHtwHLpdL3d7earFY6Pvvvz9IGEk/k1H3v7EjY+QUHbaDBP46UHdD1Wq1dH5+rlevXqnb7aYadR+UyLa4sS9rZ45xi4A9d4ynvp3BdGdPOySl+4lRGquTZ7OZ6vV6UgxnaJA4IcomiKeAcuOEwmJUYVYIBnKTqJJyob9iuYunvgnE2KGBWkGcGgYSR8l8qNVqCShIxRIu3nuJAOl/Up4O8KNxc4CEUF5wSA4xIVEiw5gzZD5v4/nLDHosqYvZtFw7jkkOrMd5fup9V1IUdlEBKEj7sXd7lQuuAHtehuIsdrPZVLfbTbujRMZ9t9sVwCs2FnDOXJzP54kgYZcXPy8O37O4vV7vRVki81pSAQQhXBsmGn/HTmVcF+fugMVZ0O12m/rE73e9Xuvx8TGVGFHKwwsQTpu9bJPfTKdTLRYL1Wo1/fM//7Nubm60Wq305Zdfql6vJ8CPv+Y8+BT6tF5/rv2NfVDJS8mVTVDWSOlLr9fTbDZL9qnVaqWdYNArDyCHw6HOz8+Tj6c2O1YnEEhBFlJSMxqN0vqP+Xyu+XxeyAI71uIeaH9O3J7nWPnom+Jxfv7cTiuSXrTF+xb2erPZpHIY7tXv++npSY1GQ/f394UdknJt4n7i+0ge8R1jB3mwWCw0GAxetDnKnzzUjQ07JrkB4xyAdAw1hg8Dx7FS+bZrh8D6sSjmEItWFqA4SN/t9ikRGAjqH8/OzrTb7bf+AjT7/UdjjXi6Kkpk3qM44CAqjozH54CxSvTCuPgaBRyjs3rOdvn2nPzNMQgxAEXffexwtoCfuNi0zPEjrtORAficvojninM195v4Xa5MoUwcUPM+Oj7aEa9TFtBGO1LJT5cyPfM+9tIS9BqCwxdzYv89pR3BAnaTwAAgzhzzxaySEtiv1fZ14Szec3bb55QD1BwpFf1ADMBjOUNcrOp+IwatOHtvl9t8Pnef4v3i/gfAQwDC7zl2sVio2WxqOp3q4eFB2+021arzeyd53PYBID1AqyQvLCD19RuuJ1LRjrkexsoExpxxdrzAOV3/PPvK7z1L5P4tMseu84f8RSRv4+/jd06AIe4XfT75+zgHvbIhlg1hW2DXycw1m03N5/M0V8BsEA6ehYr3mHtPe8r6hQXCh+QgUI/s1ynineOdlHO0rlzewShRv9/X1dWVer2eLi4uNB6Pk9F2YC69rEU/BajHe81FfLHdGD83ug5q/K8rIe3bbrfJuJLa2m63abGPg2dSlM5G0q9MQP+eUhppzzJ6KYU7GNgTL5fwccoFCJW8FDcosOi+pzH7ti6XS00mk4Iz41iYDBa0cV7PLkn7VLrPgWazmfaYns1maZwBADB0Mcvk882NeG78DwV+ZYbaDWXZfPQ+dEfBZ2UMRjxXDCp8rrk9Ye6WlY1FcO794lmBXDBQSbm4s/WaTPqU8g0PQH0P6IuLCw2HwwKYZ17gbJ3Yabfbms1mmkwmWq1Wur291e3tbSEYdls6GAw0GAx0dnamy8tLjUaj5H88GJD2+1zzHmDFOVms77rpbLWDfRh7+iCW0Ti4dvDLyzdQcGDsu9bQzxH40Of8zzkAjOj33d2dJpNJCmZGo5F+/etf61e/+pUkZXfweXp6KoAaatwrKZf7+3vtdrvkLwiIPLtCaSTlvixgxvfDtlM+1ev11Ov1VK/X9fDwkHSLcw4GAw2Hw6RH6Iiz7WR6vUTT8ZrbQidLpJcgPGfPfWFqTpy4itflr7/neu7X6CPXddrj987iztVqpdFolBbefvjwQYvFQpPJRHd3dylD589FyAUeXCv3Qna7ne7v79N8KZOfxKjnGPOcgz5W51zmhPl9q9VKykYKxlmEUxj0Q+A8fhfT8/zeO99/QzlL2TUiy8f77XabJhkTClYD5xMZdW8H146gA6CYC1j4rZfg4GhyUoH0zxOP7p21w2lRtxlrRvkuAnWEuUD6EsCZS+35bgsYTl/zUAZSc8YjGtlT7j8H1suuwW/4PhcQl7GV/j53L7E0xkF7LniIkmt/JX86idlG72dn1AGv2Mh4XFw86kGZpBQwPz4+JjaYF3OKoODi4kKtVkuvXr3SaDQqlKO4H1gsFkk3fatDZ+j9eHQRgO+sObXvvI+bEXiQzv36XCBI4fyAdYAH4GO9XqeFqfjV2L7lcpke6kQ53na7TeUOt7e3+vjxoxaLha6urtJ8cnvmds13linbdraSvaBXkDYexIID6FPPfICzKK9krZJXI/i8guSTlIJa5gy64JkrxtOD0TIC099H/5Gz5x6ASuUkjutVPHfMvCI+B5049QDdg370mZIudoJhByUYb+YG2MkDgNgXMWCQ8qQXZN0h+UmLSU9x3G48y453g+cdTkTX7XY1GAzS0+DcaOaM/KG/sW3xvQNi/ufvoXvwuqmoEPFe3QkxWVhVvd1u1el0klHzbcz4PcZY2jMjsIRlk8Pb6e3zdjlY976pwPpx8fpb6kE9OzKZTBIY90Up6LxPeoy0VKx1Q++pIceYePqTeeE1s87mrVarwg4AcX6il0gZi+6/82NyAfIpwbTLoeyb3xPnyB3n10Kv+V38jZcN5IIKb2dZf5xiC//c5dA4Scru1sK6DH4fdcMXNPJkUuaFs38cSy0v14AhbjabOj8/18XFReEJ1wAaL0d0cecMix5T4j6Hu91uKt1kYepgMEjXArxHm831I7NIiYIHPTEL57uJ+XyFJHLgBGjzoN594Wq10qdPnzSfz1PWod1uazQaqdPpvMgqeB18tTHBcXE/4oENNjmSPfQrx0PStNttSXt75Rla100Hqg5YCQQcqBOIlpV7RPIkzteIRyJozuEMP0+utOVUbBLJmpjtivNAUlpkyjWHw2HKQG23z7X+BEJOsHnA7oQV16Ld3qYyvBjlIFDPOdSyBsTfuZGKHcHvYi0vqUEWULCAlPQ9Bt2NSI49PgYKyj5zo+eKRHujouXO6b/xtsSor1arFR6K1Gq1dH9/nybNbDaTtK9d8xQUER8g3fvTFZp2uAPAoPo4wJ7AuvBZGdteyV5I67I4bb1+fkz54+OjVquVHh4e0qPEAepszeRzCQMQDaqnt70u3dmv2Wyms7OztEqfAGC326X9kAELOGmfQ/7e6xUPMcmx7tElMjgOEvw3ZfYlZytyBt/bcgho1+v1VA4Aw8ic4G9ka+N5c+c+xcBWUr7mBR2iLjQGnQBR9FnaAw9qSwHclH85u4g9pOYclpzF1ldXV2q32+r1eqm0JgaiUU+xkbSDNntpie/Qwm94MA3X476Zjznxa3vQGZlNXsxrZ969XplABmLIgRB+YblcpoWDztgvFgv98z//c7JF2+1Wg8FAv/3tb9PzOrA5gEquf6h0rpJnoWyRXYkYdzACfgT9lpTGysdM2pcPMxaSkj/3AC8+IBJdIdPDuMZnA0S7yDUBoRFQl4FqgrqIMyJZ6HMrZ2/LMGg8F1kDx3guToJJexvTaDzv2sdze56enpKPf3p60t3dXcJmOVLhEHEa+6tM/l32TTrk8HOpCzoMZj3HBPp5TwHpsQ3ReMR0ednvYuSYAzWxZAVD7sCB6/tiKV8si1LllNZfHmCUSVnkFqNuT4t5n1RSLtFBx90V/OXbNJLqYgwwWjhi10deLNyS9mlPzu1j7IYC41ar1RILGTNTBIunGIyy+Zc7LgKdQ8efKjlw7GUtfly8FgbaAxTPhHlAHe/VP6vk8yRnRxgH9DiChcg6RfKB8fJadeZQdMYAZIJVgDOsMA/Pc1acNtIG2uPZUIAM1/L78nvw0hZ2luAzGFCXXJAcHXpkI6OfifPPg59IEFBSh9/JgWvIhXr9+amKDw8PkpTAY/RLhwLrSl6KB6IRK+BXYh1zJDuj3yhjsfkecV3hmjGjEudgzP7Ea8Tf5HBUmX64LY7nie3/HN065ovwB5IKJTCAdd8RhqwdhCuBrvvzQ+2L93hMTgLqZVFMZL2iONMQxQfdt4/CmLL6ni2wYnpUKq+BLQMEZQygVNzH2evOo8IcUv4I3N3JxPP4AkE+Oz8/T22cTCbJ8XBujCALRzygkfZ1ijCtfr8+qWkv4wNo9DHMPQCkkpdCapJgC/1Fr6X9gitSxL7VFWNENA7by3deu4pT9C1K/eFZLJpjD2jmDIEYjAjBYVwox/qFGPhFx+/MJ9/7cfSLr7XIgZ5DoJfr8D6X9mROeHtz5/T20sdeKuClRP4AEfqkDPTkgHwlL8XLA6MeRLDuC+QAwMwNBxBeQ77b7Qo1nrVaLbHktVpxfYbvdOFP2szttuRtpN3U/1Kq6ME3zjoyhH5fOH7a5X0jvfSjbqu9T7DnBPcRpMf7yGXA3Cf4XvEeQHh7sCO3t7f6x3/8Rw2HQzUaDU0mk5Sl8CwJf3lQUiXl4jXQ2GDGl60X5/N5YZ99SYUsu9tAbB1zhxIZB7xeZw12IIAk2wOTzgvsUkaEIF6mVabTEYBH+84x8XXMf8Q5EO2PnyOe14N7r1qo1WopqG+1WimwOjs7S2WlvpOS91cZGD8G5l1O3vXl2MkieD3lWI/AHaizGhmgjgP9XKCOxPT7MclFOq5U8R6iguVYPL9XHA6TkbYDvjabjT5+/JhSkTGy3G63L1Z4+/UckLuBdubDFdUXSNH+CqifJgB19mV1kM3iMdh0Fg3ztD93zqxJkPb67NkWDDb7El9cXBTGfblc6uPHj5pMJjo/P09lAQjGmvPyGToEgPedIny+eJvifHM2kbkW97SOx0bdOlQu5vcQ51P8bW7e+vzHCdZqxZr/drtdyFDFQKEC6n8acZ1yfUHXAYvuwGFzvYQkF8Q6M8+OYb6DRdl4YTNpUxxfzisp+4RGLwuQXvoB5kMMeP0ec4FCBDn8xsGG+4VcSYIfS9/TR/hdatnJOsD60wbahU/49OmT3r9/r36/r1rt+XHow+FQb968SQt/R6NRslPsE11JuVDq6osrHfAtFgvNZrO0ExHkTNyRxccaEs5r2d3Pc24CTCeHAOqUNJEF3u12L2w7EnW1DIj78f59nA9+zkiGluG9HED3/8uqFPht9L3SvvwIog1fTF9tNpvkb73EKLcrTOwf2nDMj/yHPjIsgl83is6gR4DOsf43fo7kmLzPkZgVoIP9L/dyjCGMxp+JAXCH6fGyn7L9NWkT9VOulIeyGJG5KYtmT4nyKlEymLvdLk1WB8CNRiNtCYfh88idgKrRaKRHCiORufaAFoPuTL47X3YA8HkSmQnAuUuZUTll/uV0PDKSEbC7eOYpXiPeR0687RGsA3L8+l7i4CDLwVBZf1Ty+RJtabRH7oQjWPfvXa/9t9I+kwPDFTNHHgTyG1+zE3U3/o5juC7/x3a6eHCcmwvx8xzhk9PbQ2AlvjwIL/NDZNTwvx4Yu83CbrFw/vHx8YXdo4zTt52s5LgwVo5/pGLQ5ms3vNQoivuXWDoi7Z+7ge/xRaxO8EVS8pCd5R78/89hjnNS9nvHYX5d2h9tRCR0+HvI53EunyMerDBXeFClk7CxH3L3xLWO9c1nLybNXahMIsCNv/MnOMKY93o9nZ+fazgcZhcZ+bmiocpFU26QIkMY7yenaAyQOxRX4JyBPqa8HsE6wKdc4enpSVdXV+p0Omn/bZ/APHEOUAYrH+vKuC4G2hduOFijHZ7VKJv8lRTl8vJS0h5Ee/obNsJ3eNlut2n1/na7TU9KfHp60u3tbeFJpmRO5vN5gVW5u7vT27dv1e129e233+rXv/61np6eNJlM0iLWH3/8UY1GI+1oEQ173BUjZyxyDj+CF2lfNgYYwFnDSJQFyXG+RJbB2+FsiM+/6ICi0WW+8lsCHDe+9EkMkmgP9xtt0E8N/v+cxcGoB5UEjfV6PS3WdFvL+PmWcswtL2s5Pz9PbCDHSSowhojrSlx06fY0+o7oD04FJjkyxK/vwQi67WDB9Ri995pmzuGsv6fouaZnVdFpQHWtVlO3201MLJk+J8+Q7XarH3/8Ube3t/r1r3+tb7/9Vt1uVxcXF3rz5k0BsFdyWBjnTqeT9Bb8Q6ZWUmJxz87O0sJT3y3Mz8d+3/gefD9jvlgs9MMPP2i32+mHH37Q+/fv1el09M0336QSL/TFy2ScpMxlcTwYjhUHHozn7t99iuuqS85f+G9jG1xoQ47Jz2V1Y5YZ39HpdJJ9ouRrt9ulfdgd23q2Ld4D74/5kZOAeg6wHfruFPHI3I002zL6ivgcSI9tOQTS4+vQ/eYGPiqX/82B9RjlRXDvv6dUAqNWqz3XVw4GA9Xrdd3e3hbui4mLMkRD75MrKoDvFuAMYmx/BdJPl1xa142LlxsxXp6unM1mCbj3er30+G22dwTYS3sGZDabpYck1Ot1vXr1SvP5PD1dcbPZ6P7+XpJS+jmCC2fyc4ElcohVjGUCsAm1WrH05RhIj/Mm164YMOcC7dzf3GfuRGIZAYaZueYG/xDrUkm5eObCbSrggvpynCBjT6kSx0vFxZwRwDQaDfX7/VQ77TuUHFp3FINOxt8Bei5Ii2DaJWdT/T5cYrtipsfnlR/r9xSPdZ+KX+D6viiR72Oqv91uv3g4FG1wcufu7k7b7Vaj0Sj9lgcU+vanlRwWxtHXTgDYI8FI0CTtS19ypKiXwDrI5hh2i1mv17q5udHd3Z1Go1HCI1yD8fbgOWKjeC8xI5kDwv4+Eip8XlYdwLXjOXI4zQMFD3BzeMd9hNsAnyOMATXpbN3o2SPf2jW2Nff/zwLq8SSngrdcJBPPFY2SVNztJefoy/4eu86h713KlO7Y+aLSRpal7Bxe9oIx9YU92+02MRJlIIFJGBUaB+crmXPK4orJ7yrD+tMlOmXvc3emODHfLnG32z+0qNPppLHodruaz+eq1WqaTqfJGTJPqD9sNp+fUuo1s7vdc028L6iLRigXzOaAeQx247F+zhy4j/0Uwbn0svylLIg4ZIsOfRfvMY4bDom2HCuDqeR0cRvlANC/i4Ggv4+sNqCafdRzWx26fYsvB+quw2W2PucffE4f0o9Tg7oYwOYATSx9iW3wvvFgk35mAZxfM/ohf/hSnC++cwx25eLiQpeXl6kmPab/KzksBEm+FbUvQIbIY+vqs7MzLRaLVHrpZV5kR9Ah2HDKaOO44i98cXK0d1F/D2Elvs+dJ/e7U+x1PH/u2tE/cV0P9svalRO+83nFPPAtWllXwzo0nqnSbrdTxUOuxC/n48rkIFCPacfcySMwjb+PRiU6W0otfAscGGUWt+QAxSGJQMI/K/s+N2gMTmy/M6Z+T2Xton8YcEnJELoh9T07WSx4c3OTmFJYWAf4TLJarZbAnV/XgUf8DEbG2X4/fyXHJepzLkPh+uGM8263KzxYgSf+kTHZbDaaTqdpL/Sbm5v0cAVYyE6no4eHB61WK7XbbV1dXb0ojXr//r2azWbhUez+FFw3QF5n586+DHjDHvAb9NkZmdyc9TmUM+K5lGfs89z3kWWJ18+1xcEPACYCDRxmZLdijX8l5eLMXgyCoqB7Pn+cXfSdiwaDQSFw5VqxdITxcr/GdzHYPMXHRN8SfUM8tgxc8Fv+xn3S/Rrel3we5ybzkXuM5XjOukd7xa4fgA8YV+875kKr1dLV1ZUGg4H+6q/+Sn/1V3+l169fF8poquD2NOE5AKPRSFdXVy+2yRwOh5Kk8XicnqIrKa0pYIwGg0HaMY8xr9Vqms/n+vTpkzabTfINrVZL/X5fu91Oj4+PaVcZB+uSCvOvrITDMYPr1bHsfCRpEJ+3CDoebbzPjUi+eIlxTt/j9eJ9uc8mqyQpYVPvfy/JY47xPAHuz0uPc31QJj95MakbmAhWj0VIUnG7qcgCxMUUPzUqL2NGjt1P2T0eOl9Zf5S1x/sB4+lgh4WHOJ8cSOA6AO4cG16WmvUJFB2GB2aVnCYO9vi/zNnGVHs83p1qu91OC31arVYC7ewa47W67NPs+7FzPNkad+wxpe7MWfwsx1jE3+SYyZzBjf3m8wW78Dn6d4iZyIGjXHvoe6/flYq731Sg4+eJs1vHHDj64+tvItsd7WW0kVyzTH8jCXNI51wPXGLQmgPp8X2cPzFA9e+P6VyZHwF0+wNcOD+2xW2+M+r4HEBe7lqA9X6/r9FoVHghn8MY/rkLfeoP8pKKpS6+Ha8/c8UxglckSHt9grzxv/gMab9+zctlcr7L9aGMoOW7U8f9UHlLvLbPGf/O/U3UuzLizM/vn8V5HvVeKmaVWq1WIlh9i1OyJLPZrGBrcoTwMflJQD12wLGL5kCwiysoL3/IkZ+j7Nych89OBRrRCR8C7K4IkZU5VXIOAcPqW/3Bog+Hw7TdHlskbbfbFxNRern/e7yvyJRHpxDb5ovrKslLTv9ioHPIYcXI2s+FEWB+kF6jVh2nShqu2+2mxakw73d3d7q5uUkGn3Pz4BcH114+4MGhg3r/34NrB04AK79eNFDR4HuQkvs8siIxlRgZoFyQHYOjaAdisOpbOebqhivgfpo4oxSdv7Ozrl9umzkHOkz6HxbddxXxDGIs+8gFbTE49evlssHOcuaAQcwQlAGdsnbl7EZsN/PEQZW31YN/gvm4SQAZPX6PjnM889/HxEk1SIHRaJSeiOw2iq0Aq21+TxOCInS3VqsVHpKHfUano82DYe/1eglDkYWdz+epBp1j2YvdxwkhY5vbLpjx9zmAHCNMcjZfKpJVUhFTRdCMDufAs4vPCXQ3R7i4L3HGPXdf3Ad+ztvHb133KUut1WqazWZarVaaTqdp3ubY9TI5GYnlwPnnOqpcNMHnnU5H3W5X3W431RyWLUbLGb8yFvAQa1IGmOPAONCNffFTxK/rSsQkbLfbab/U8XisV69epW2wFouFJKUFQSgHRhclpq3u+HwRCu2P9+r9VoGQ0yWnp0gZiOR3/p0bF/5ihM/Pzwu/k4rPIsC4Omvy/fffFxh39GAwGKjb7RauybxDF+N2U7EMJgJ4B+05oM490m4Mf0xPxn5zsO6p/EPp1ZxeSyrYFNf1GMBKeuG8vL8PsUmVFIW+g7GTirbG9zp3kO42CLsGm8he3XEbu7gfelnmxH1GHH8PGh2Y0N7cIsmopw66kOh3csFhLpiIuu0g3cEUf6OOM9e4n2Zz/yh1B+q0l7EAIHKf/n2n09FgMNDFxYVevXqVngHSaDRSje52uy08H6KScvEF1Ywbiz0JEJ2llYqlluwW0+/31e121el09OHDB717906Pj496+/at3r9/r1arpTdv3mgwGLwokeScq9VK8/k87QPu4DQGq9F3RWyUw2SxPMyzqMw394NxTni5YQwiY1v8unFhLv3twYrbdfexnNtJVdrpAQzzrN1uazAYpOeeTKfTtEaABcAx2Dok/6GUaYyK4or7nNHKvY+flQHyMubCmYZcUOBg3Qffz/W5oDbXtggcfBEJW2RFpxHbmmv3sbblvq9A+mlSpocx8pfKdSkyjFJxcV0ZyOS4uPsPABmWnYXJMDIYfB505AuPnR3P6VpZQJwDPmXBcTTGhwDvoZr/CI6OjUv87pB98fPn2sD3lXy+5JxhGaMdAy5P9bu+/pSxyOlnmS0s+/yYnuVssl/HjzlmM7wtERTldDkX9DD34rmi73F/zPmQSP4A0DlnLqCu5LBEm0I/um33cYtkBbLdblON9GKxKGTh/TwASn4jvSR/ysiOU7BHTo5htrL5dGiOxWNytgXd9F2QvK25eefn8O/dXhG0IGS2yYBDsLXb7RRUszGIj+0pGO0gUC9bOBA76JDjKuuECET84QjRCJ8CtJ0VcZAQP+O38bh4n9EwljkDv79Dx3n/HBoc2gO7NBqN9OrVK3W7Xd3d3Wm5XGo2m6Xt+wBmMa0cJzxOLh4Xj6UNVdnLaZLTyWhQ6e/c09YcZB4aQ5c4ftGZAsqJ9sfjcXrP2Pqj0Lk+gWFkzOOWVA4CAE4eWHKslx7EOQZz5Pfhn3l/ueMnlY5DckCAeNtiEOFjVRZ0eD/H6/pvc2RCJS+Fp1x6Ol3aA4/cDiH+JERKjdrtti4vLzUej9OjvPElOTY6zpMYVOYCX9qRC6LjecvG3hfBRmAe21PGGOYAueuis385YM9nlLjgp+jLmKZ3mw9jvtvtEsgAlHhGhB132O97sVjo8fGx8KRMH+dKysX1gz6ez+d6eHiQpEK2Yj6fq9FoJCDu9eX39/f68OGDJOnu7k4fPnxIC+SHw2Eqq/UdkiAB3X9wPtdXB6ce+EXixe8BiTruOhHnCDqa+x2f+efRLkv7XXRiwBoxEPrvvhndll7uToVNwJ/yG/oFe8Q5sHfD4VDQI5mgAAAgAElEQVTD4TCVME8mEz08PLwoMyqTg2jsEJg75dic5KKyHFMSF5PmnL1U/shnvitjBGMb3EC70c+xAWUGOgKPMham7LceAQJ++v2+xuOxms2mhsOhptNpYbL4PXr07Y6G+/GJlGtPdEoVCDkuMfL2zx3oxfFAMHL+Nxco+u+is3fGIAbOg8FAr1+/TsYoLhTy80ZGnb8RfEsqpP+Zq17XnjuX37O/zwWubrS9H2MtICA9llR4DaEDFD/mFKDu7AdzLpZEVHJY2u22JBXskNu6XL8vl8tk61ivRCng5eVlIXPkYN7P4X8RH/s4ft4mHqSUs/9loDu+51p+nAPvHFvNteM8dsDgu3nk2uU+LV4XO+QgjPFgDvNYdBhAD7qj/zw7O0sL6HjKJcDxlIxZJUXxoJPAx8EnD8dzxpwSFrb2fXx8TA8SY61Srfb8fBZKZADqzBsn5tymul2Oc0d6+VRfqVjCiURW+hDGiN/HY9zXxkxB9FneVnxSzPQ40eqlm4gHv/zOmfl4fdd7gqDVapUejMT4rVarFCgcyzqdDNR/inDzHm35d/4+lr7kBrRsUHPf5xyvG8acojAgubR8ri9ccU9J70XwlRM/J4pDtoEFVOyZXcbo5a4TgZn3QZkzqlKWx8XBX2QB3MA5UIcxk14uZuF3uXHLGYeyIDYeF5k2d9wRqHNfngJ3oxeBfHwdm7sRrMVj4r07OAdA+BMt/Ym7nMuDXZg/+t/7wu/Dx7GsT71N1Rw5TXytgpMoTsr4w0JcR2HSO52O+v1+AhlRYhbV51wEGL5JQZwfBGL+nZQHFKcSWRGsl53XHX60BbHMIYIQtyOxX9z2+LVyQXLsL/+fcRwMBoVdXvr9fgLr3o8VQD9dnOyQiuPO//xlnKmvpqYcUB6rFZzZlZTKaT3o8zZElvdzs4efg4nK/NahY8v8Rs5H5fwR14nzML6kos1Ct2Mw7Tg3rtHyObHZbNI8YT0muzLFDESUf1OgTgdwwzmwzs0BQtnMPz7wqAxw8/eQgYnsSc4JR+AAmIrsp4PonAGM9xe/iyAsHu99Uqs9P86ZNMv19XVaVHJzc5MiXt+rs+x++Iw0GIbXI+foJI8pTyX7FFuOXY26k3PWMbKPjtMB/SmSA+g50J+7Rg7slAF1z+j4IlVn3uLvcvPEQW9ZGwHlPMnVndNm8/yYc+YAL6+d9V0O/BHd/MWo5gy1jyUBhm+HWoGR48Ie0XEPZ3ZwGQ6H6UnMsda52Wzq1atXacHi5eWlhsNhYgtdd8uAuJd04Vc8AHRb58FqPDffI+4fIojmbwyuI/jy4NF3GWJHDuyDl5M4EMD+lG2rx3W8HtaDXd5DINAG+tEDXfriu+++0zfffKN+v69vvvlGl5eXhd13cn1YyWG5vLyUpLTbW8wUuh/wvdEfHh60WCz04cMHPTw8qNVqpYW9CGO8XC7T3ukXFxfabrd6//695vO5tttt2sjj6elJDw8PGo/HkopP60Vnc+JYj9/FNQplASF6WRbo+nnj9TkPmTfP8uYAOn+9NMuxWo48gzTwtpT5T/6Hvad2nd0MIVqbzaaenp7UbDY1mUyyfYp8NlD/HMcUWQuP/uNA+T6gbmxjR8fUG39z7cqB9kPHxggppxA51uMUKQNHsa/i/fie6v1+P9WoEczEPvbr5doe+z6WU3g/VEb2uDhDGJ14BKdlwRRO3gPAQwxd2Xf+u5xxzB2XYxW4HwcNZQCeY+N3Ofbd5w+fe0CZYzzQWZwN6d3lcllI+7I7An0JKIdN4jPaAWDzcSwL5CPQwmjnnltQyUsBTGLffW2N7/gSdQQb3Ov1NB6PNRqNEpgos1tR13jvoJM28HsH6jldlF6WWMZ57UCd37t+uU3NZZPKbK3/xksbHaznjvVzS8USBT/OS/P8N/FVr9dT4HtxcaGvvvpKvV5Pl5eXGo1G6Zj4+0pOE9Zx+K4uAPWoH+gPNnCxWGgymeju7k69Xk/n5+cJUzmOQQcoVyIYZMcZbOJ2u03P7vA55XII/zj4jna0DGQfwxplOsU5c8Fl/E2udJRze7u5P8er7uuib4+2AHKA3+Lj6bNWq5V82NnZmWazWdrNr0w+e8XgMUB4rMN9cGFUMNTxoRU5VtejJS+TOVQyw99jQD3HfjiYcAObCzaOAXcH1cdAvysfYJ3Hwz89PaWt+rbbrWazWVYJ3VHxv9cjRlCeO7aS08UNUZnD9/Fh3A8x6vE3/J/7PsfqlbG+h+YAbcsBcNf3aBTjuon4u7J7iPM16iDBKSw6jPpyuUzp31hPibOp1fb7Edfr9cQqnZ2dpX24eWy3G/dY7x/7Kc7lSsqFfvQHE/k+3aTanW3ebDYpEzIcDjUej9Xr9ZId9rni14lOu1arJZvpQuAXwWouQPOMi+t4bhFs9DFlfqEM6PuxADVsNsAL8SAxBxZiu3wtC9kK7sXZTP/L/GI7xna7rdevX+v6+lqdTicBvpxvxX9Wcly63a4kJdsEE0sw2+v1Cvq/2Tw/tZrFoo1GQ6PRSL1eL82x1Wql2WyW5hQ10pPJRNvtVvf396m23fVByttnB9+xNKssQCyz/znxeZh7FgLzLSe1WvnTsF2fy+yGVJyr7r9om99v7jx+Ls8o1Wq1RAyw7amX8DGPDsnPLn05xPh5w3PCinFSn8PhsDDxccjeSc1mMznVmHaPDIa/jxF/bG80elFRc2ApF1VhVHPMprfHgXEOdNFeX7U/Ho/V6XRUq9X08eNHdTodbTYb3d7eFlJk3iZnPqMSHppAkWWp5DShz3NAvQy0R33LgXUpX0rjBjIH9N1IeDt8Ljg4jwGtO3h/76lFL3GJgCYC/CgxEIjOYLPZpBQvjgfgDbiD/eF82A5Y9tguAONoNCqkgr2WOs5P7+ccIKmkXOgvAAegAB3yEg9KmCiFHAwGur6+1ldffZVS8L4jhY9TDCIZcx4Att1u0/7QlAFG24tuSfv55OfyncnwV/V6PT1SnPv1+wYI+3Vydj/uW04GiXPFbHOu3MUDD7f9PofJXvC5/8btPkHyYrHQxcWFvvvuOw0GA/3ud7/Td9999yJjyP06+VA27yspCsQburbZbApPISWjtFgsdH9/r6enJ3348EH/5//8H0nSmzdvdHV1pbOzswIgv7+/12azSfhKkj58+KAPHz5oOp2mhaeULrGWxwNXn1Pugzy49DEvy07GeRH1oizD44Sl2+h4Lq8Jjy8/f7Tl/IY5I6ngg5irPoe9LMk3F/Dfgt1YL+U7zCyXSw2HQz09PaVg6pAf+Vl78J3qoMqYqXq9XljRHyOmGLlwk955ZRFNrg1l3+ecroNpb68P8Cn3nGPePsexO4Ah0oZpenp6Kmyn55Lrm9znlRH995Ey4O5O24FHTI/7b5kX8biysYysngcSEZw7aD90bBnjXpbVOmSscy+/T1805S9/0BdGk+vDmLJ7B5kFnCAAn+AfQOQ1lWUBUyU/XWLWBR2W9sB0t9ul9QMOVpBD45ILhuMC5Kenp1RK4vNnt9ulB4XxOw/0CCoANQBeZ/JyKX/Pvpa10cFJZAD5DX0V6/gdLPl775MIBHLzza/tbWeOEDixlqxWq6VgOXdfSMWqH5f4cDgnO7xM7OnpKQE9soocD8npgNHtGXbQiQ7mQAwaY3bW7X7U1RzRlJNDdrSM2IzXzgH0nB5H3Oi+JPfdKbbe799JnIhv3Y86+Pc6f18bhf34yUA9pkE+12EduxkWqXj5Cw3GILVarReKQz0P+4nW6/W0NyjG3dNx8R4ORfkRmCP8lrouPouswqFzlTmWHKCJx9AX9Xpdw+FQ19fX6na7ms/n+vDhQ1pYFR9L66CurB25fjo1XfXnLjkDk2P5pHzwl/tMyjs3H9M4n/yzGBzmxjK24dBfSQWn4U6E94eAejwX/+deDkKo43t8fNT9/b1Wq5UeHh4Sg+67HERAs9vt0jx19rbT6aQ1HwB3SmjOzs7SThbYIV8j4rv1VOD9dPEginSvOy3Awnq9TiUqjUZDg8FA/X4/2XUHHt7/Dvyxd+v1WtPpNL0nM8u6hhw43m63ab3Der1OZVbOptHuVquli4sLdbtd9ft9vXr1KvkxWHYnnzyr4/MT3eNatdqe8Ub//XvuNwb3boe41+jzJBXmK/6MMeIcgEZKxwh2e71eGg/ve8bEAx+fz5UfOS70KWCS0i+yfu12O+1V/6//+q+aTCaaz+fJVpHdQYdZP3N1dZXGPz4Yz6+3WCxS9uTs7Ezr9TqVyEh7nUC/4ta4Eah7CUvEfY4v4qYdsSqCe3efwzWiPfBr+kOemLsxgPW28n305znci51x9t7fc4z/ZQ7gSyBawa6sEyiTg0A9grfPlWiUEDcIpA15+fZEAANnCTCgrhyA1263+4JhzrXhmOFwwJNzzjgXB2TRcSCRyfToLv4mx7oQwdFPrCD+4osvNBgM9PDwoNFopEajkRaWlIH0soCrbJwqOS6HMiyeekbi+OYAdjxfbrxy8yl+FxmAKNGBl/11IB5BOZ/lyqlygN/b6cbMmQbaBvs5nU4TQL+7u9N8Pk+fR8Obm3swoKRucVq+ewILtJlrgEOOhTDwfquC2dME8gBixm0bINTLUQigYHDxC54lcfvpjLe0X5/w+PiYgAT+Iu5CwfG8ZrNZemjP7e1tevASpTO0/ezsTJeXl2mh63b7vGvGYDBIQZ3vQc4DxmJA4bsZLZfLwuJQ7Pl6vdbNzY0mk8kLUidmszinL752X0oABKjz+Ywwn1nYyLzs9/saDAaFBY+0hT4H1Pt4VIz6cWm324lcAAQD1MneNBqNBNTv7+8lPZfMnJ2dpS0yl8tl2gmm0+mk3WSm06lms1m6nvsfn1foK2WGzghjA5lLAPVYWhkDx4i73FdwvLfLfQ64MGIU2kB2AP3jf9ruWMvLeTzY9YXkOdLU51osA/WAmL7yQIR7w9dwnGcJGbdDclLpy09xRqf8xg0MRiQuTImAO7IAdBQLKrbb5/pHOs1BRA4IR+bvmMTI8XMlgqxTf8NfFISHUqDIMILurCLzegio+/05W1PJYfE+imUobuROPcchgJ77XQz44vdxHHPvfa6VBQ6xbYfYcv/s0NzKGUNe7gSY514CE5l0zhEXzwJenLVdLpcFg+qABmAmKZU5eLATg+AYiFVSLq6LjLG/nBxhowH6P6fLuYDV2THE56BnFCOY8Lpg/IwDCn6DfjkYXiwWqtX2T9j2bSCjjXA20M9BSQ5zgL2xV6uVHh8fX2zhhr8EVHM9XyTrbCLXRf/5Po5LDKAZK9rpLKnPU4A6oNL7rJLDQh9Fm8d32C36n7pydM3LYSAaog56FtEzPIy3b815aHvDQ+MZicgcUI/3HP/6ca7Dfm6CGS9lY66weNx138UJJ/8+Ek0+113f3R4c8mEekFN25GUwBPM5Qi/KyYx6DmDmnHEZMMgNEjcEezIcDtXr9RKDEmvWYbdgvmDCdrtdSo/7YlMWJGH4XTE9QDgFrLszcYYmB5SiYtB276+YKvHjItMZf9vpdDQej9Xv93V/f6+vv/5aj4+PaWECE51+duOfGxePbGM6uJLDApuQCyrR11gOktO3MmCbGwsHJPwfX24oo65GsEP7/NkFvvVnrl2nfH4oSPG+ciPmxo1tq3gCHywpT+tzFtHBj6S0cLHRaGg+n+vx8VGS0q4vzWYzsYOAf/phs9mkGtzdbpfsEc7LA+JqjhwXSjbc1pKRZHtNxoUxGY/Hurq6Ur/fT1lEf0kv11FA2LhzZLzY45vjIxPGPOl0Oqn8pdFoaDabaTabJb2I2SNKbN6+fZsW/XEvl5eXhZIG37ccBpDA8NOnT1osFsl5S9Lj42PKJL179y4tDETnWPzHjh+DwaAwd91nAWpqtVoqaXGfyL0BRGq1WipHhX3/9OmTlstl2oNbUhq72Wymm5sbLZfLtN99LnCuJC/MkcVikR4tTx8D0mu1WtKT9Xqt0Wikq6srbbfPO7h8+PBBnU5HV1dXarfbBXaeczSbTY1Go1SeRXaSrJH0/NyD6+trjcfjwrzxB8x5UM04M/d8sXd8Qq3jr/jefQ/AlbkIECcgZBHsdDrVZDIp1NxzLam4YxMZLs+YOjnsWdSccM+RHPIsMK/oOyNg73Q6KfDt9/s/bzHpqazYsWP8WIwb/3OjGAQ6q2w/dT7HCBE5kSakBISaOn4DS8L/bpCcSSyTCHRy/8fjc/d/7DqxL+N7ol22ahwOh2nHChaTxEiQ/51N8nPyimCwMrDHBUcUxykHxiNg51j/XU5yzEPuffxNDCojS8M1c1msyLLFe+N+yuQU3XGmOl4f1sRZElhHHhLhZRS+It9LXprNZnJGgDEWYVNmQB8BzBqNhpbLZQKNAEsHP9XcOF08Ne7snS/ypLyIOm92qYB0icx7mX3yOlwHnOyE4QGo16q7DuCHZrNZai91vzh2aZ8VWK1WqWYYENButzUajVK70BnP7vg+2NPpVNPptHD+h4cH3d3dabFY6N27d7q9vU1t3W63BSKKe2ZeOJPK3GccWAfgJTncT1x7Apjfbrcp2GUuSUpz0ndmAtgfY18r2Qs2mq1oIS7QVWzgdDpN+nN2dqbhcKjVaqX379/r48ePGo/H+uqrrzQcDhNp5+OPfvBMFoJgruFboqJbYAMPkhG31z6XAO2+a18OqPv/Xp6I+MYB0+k0BYV3d3daLpe6v79PASylL8xBzsmOTP6wO+YywShzLufTcjqcK7HM2SP30/Qj7fLF6LGcLMrP2vXlcyQyxNK+Fo6VrwyUVGSl/bfOSOx2+zKY6LgxiNSeYjS8FtYNuk+KHPPszGRk1F1Jy+49OhbPKMS+iYrBRPDzcR/dblfj8ViNRiM5Noxn7L8ycXYwlw2ppFwcNMQx9WDJxyCna2XgPgfKI2Oee++MpS8u80Vx3hZAhJ/fgWlZBgjJtbtM71yf0WVvz273vD3faDRKZV3UZ9ZqNU2n00JJwnw+T1tcsROC78wxGAzSvfv2e5S4uN3hGMD6crlMhh37431TzZHjknNq/mRMTz3jWH03hFwKHonzJhf8ObHjWy/CYrpt9yffIgBaGLFY1uH16P5MEGfnfH56Ot/Z+Xq9nvSPjLFvPeoLnKXnumbIGb+Wn8/9YQzY/XcxkwpQZ//0Wq2WgPhkMkn1zqwvmM/nCUgNBoO0G4xnnyopF/TSy4vARyz29PIoSakkCkwElkL/JpOJbm9vE16ijr3f76vX62k6nUpS0ikWCw+Hw7SIdTqd6u7uLgVjrsf8lnZzHS9N9Gyl23jXTel5HvsDlqbTqXa7XcqmrlarpF/z+Tyx6LPZLK1Vclvi7fPPmHfYcx6+5v7qEJnG/14C4xk9t2V+vGME+htwzngdkpN2fYk3nqP2TwWDHC/tF3l1u930InqXig9rcZDij0P2HRkw/KRIWL1fr9fV6/USO+MPVoqL43L37deOqZ3IHDhY83v1v36sp/pzIC8HgKR9kHNxcSHpOU3KgqPHx8fCLgFl54nM06ExriQvMThDlxz85j730g8kGi+XnMGJ4Nx3qMBYwtrF8fZF1+6YfWEN13Xww18+K0sVRp32e5SKD4SA5fQ06Wg0Stm3y8tLTadTPT096ebmJrGb3OO7d+/0448/arlcJv3nIUY4nuvray2XS33//ff68OFDAjssxIKBAWDA4MDw9Ho9ScUtBGNpXiV5oY88be5PROQzWK9ut5vsNaDddVB6mdmJJIenvCUl8BszNNG+kz5HF2OmEnDrc49FsvV6Pekb+627beX+ff/2+PAnFrGymA92tVarpXIFX2gH68l3zobzveso/tEXr9EWZ0trtefM89XVlXq9nmazmf74xz+q2Wzq+vpa19fXqtfrqT/v7u707t27VPZDeQUPFavksFB24rsOoRP0L08glZSyf+/evdNut0s7iJydnWkwGGg0GumHH37Q//7f/1ur1Upff/112inu1atX6vV6ms/nkp7HnV3zRqOR3rx5o1/96lfq9Xp6//59ejASQN1LJJ1xj/iIMhWIDw+60Um3+eihP8xuMploOp2moATyxHd18bnk6zbAhNh6t9s+J6VnGxLXmjCfPONM+9Fp/8yJ4zKyNy5A9eqIQ6TPSaUv/v6nMEiHmLXYsQ5c+W1kEX0BTGTkEAdQOHx+x7HeqRGc8plfK7LrvHfgfcr9R/BSxqb690TW/j+BSq/XS+w6tWnHQF+ufTk2v5LDUpZF8SwF/+eAq/e9R+m56/g8yLHo6KsvSHJGnXZEgxL1N7LqrveH9KMMsJ8SxAPU6B9qzL3mnDpNZ5fYRoxdE/xaBOV+TlhJwJhU3JqOuU2/rVar9Mh6X7xesek/TZxR9pIYt+PucD0YKmPUpXImnSwIL5w8Na3RfgPiXScAQDhWL9/B+dJm3+nF53Jk1MoC+O12m2qGWRzoc9cXoHkWOgcmvJwgMuu5LHDUZ79vf8z5bDZLde6+rzd1zg7OInFVSV6cnPQ1ZtKeHEAf/HMnbzxQY4Gpl8r4Vti+w560D2zBE5CavhUuWRQnOuNaJtoVS9uc6PHsbKxnl5TKWzabje7v7xN7DlCnzEUqPlwJcYLMid8co869c4zPI6+6iOQa95MD5vyfw8xuUzxD9rP2UY8X5m/uhGXML+DB6/I8ahkMBoWBx1hK+3QKg+hsXplyoAjOZtCZRFdxFXEE+zGVEdMpXnpTBtRzTHoOoMXB9+vHSNP7lhfMyWaz0eXlpb766ivd3d2lfafp+5gV8MAjx+TnrlvJSykD6rmgLzJ/UTd8zOO5uFYE5xhE5pYzGQ424oLqHLvB8dHZU5/dbDbT+81mU2BW/PhjgaeLB52AEDdw3F+tVtxf2hcPsfhwuVzqyy+/1GQyUbfb1cXFRcEOrFYrjcfjBDgQmJtG43kLun6/nwATNesAE+YUY1XNkePi7JmDZnTNnX5uEwEk2i3PgEafsN0+L0be7XapPINUuafSmTuMJcEf7UE38RnOlAN8sMEEhrl2efsiSHHmTtqXX3k2zM/HNailB2D59o+1Wi0FsU6IYT8ABk5ExXUetVotPZIekLbdPi8q/V//638VslFut8hssVCYkoZKygWiwXfv8dJgtvJDd1mH50CRenOeOjqdTjUajdLiRTJGd3d3aRtSxw/omZM76O7d3Z1ubm5eMOr+bADHTdJ+t5rtdvtidxP3OdhUMqWLxSKV9LCtpINsfEGUWJoMqdPpdCQVAwzKJylBcZKAORbvjfGo1/fP7eFYJ5tpY5zvfi6f85RoHpKTGPWYdvTvvUE+SO7ISCNTjkJKeTweq9PpFGoRfeDYnsprS0lF+s2iXAyOA3WPkGiLp/tdGSNwdSDuTtkZiRzwLetLj9RiyY1HdA4E4kDHa5D2rNVq+uKLL1Ka/t27d8lBuTHOgf+yYKKS4xIX10gvt6GTXj6WPgfS/Xg/TwTqzj44Y0HJF/MMMB2BBToYddyDOm+3g3vOtdls0rx1A+dAPScxGOU9946D8vQkTmi7fd6r2tnR3W6n169fp7aTIl6tVoVFWaQ2r6+vU7+x2Gq9Xuv+/j71C4+555kE9Xo9AXW2ReVeygK1SvbittUzPdThAjRZ2BjZaJfo9NyG+lxhn33f2hA/BOvrZEbcnrPVaiX/5NmlTqeTADK1vu6TYs047fP5QVsB4THF7iCd8gRnztm20vvMd7ZhXi2Xy1TrSx2sB0SR5Yd9dJ1mQ4aHh4c0fu/evdNqtVKv19NvfvMbXV5eFjIE9O1yudTl5WV6dH0l5QIQ94d7oRfsZNdsNtMaisViUdAbgON6vdb333+f7N14PE56Cwn68eNHSc+ZEXQXvYfwIRBA729ubvTHP/4x1XQ7lpH2JVxScc0PvgMGHz3z4BDSBZ0hiOBzZ889OJCKLDk+0e0AfebZJSRmqHyOEJBH3OYlaowJc4h5GH26Y8eYHWNuEkyUyUmMeg7cucHMCcbNB4JO9xq9WEvI4FHP58qD8p7a5hjdRcMU7ykGI2XgtoydjsdFJ+6pWE878RtfoR3rr2IgEIMKJrQ7EsBNGUvuDq+Snya54CwXtJUFumXnOaRruTKYWPLixiFG8XHMXV9j4JFbdEow6ZmfqK8/Raec3fcg3B2GOzAPbr0PvEwG4w3I4SE62JN4nPdp7OdTAvJK8pLTB2exYn1pZKFz54sO0cUZa0qYAMC+H3WcJ/7X9exQ+2OZzs+xqYd8StRHz1R7v7if8fr/SG5x3tivPrc8K817DwCodwfAeRbCgVjlYw4L4DWyrYwVwRl/OT5m+8FK0t6/c46cT3Fxu4feeDlyJImk/DaIEKpOTrmNjmXK3iYnd3NESNlcd32L90KVBZmk2O98j3i/x/nC9T0TFzOrZeSbE8CO2zwzUiYHgXqMUNxAuHijOAb2gpXr7LHKMYBJ9n/1tB/MIFvvSPtIE1bLa09RcAaXTiTlRkSJskQj5G2PipADSN4H/hnXd5YzGtfcYH5O8EGbYtvq9XpagFev1/Xll1+q0WikbYz8eG+XG3ZPXVUA/jQ5FMRK+fUHzkjECZ0LzqIR8tIBfwAQGRTXVVg+j+Bzusz5c3Pb03oAKgAxbAQlZVzT2QvX7zIGGkPqgIA+cEPve/nyPe2G0Yj36LWS5+fnmkwmicHhaafv3r1LgAImfjgcFhzOnyog+XMTXxPEWPqzMniiNLtSONmAnXebzd8I5h2cU1NL+QXgnF0iKHPCn8BoejkKC0TJ3kj7LT/ZcYWMsG9UgDjpIu2zzE7IxGDb/YaXLAKEveTBGfder5fYdf6SiYKlh1mkzR64Mz7up1y3WfRWr9c1mUz06dMndbtd1Wo1TSYTtVotXVxcpD5g/sOuV/PksHS7XUnPi0mHw2GyRdhcSoSHw6Gm06nu7+91c3OjT58+vWBuGUOfb1QkeHYH0tSD18Viobu7u7Som/LBVqul8/PzVDJGWZlve4v4/m8z8RIAACAASURBVP60G/vM/AAwu1+BWORBc6y1QxxAo6P+NHavd5dePm8EeyPtA1LfvtF3Uer3++kevBwT8QA05+9zJINjVcdtlD0dIoAOAvXcDXNCLuqlI3QgHcZm9PP5XB8/ftRisSikF2C46Bw6gDpBFLJer2s4HKYSj0Pb2WBU3ci5c+AY7zxnEGLn5kpccovKuO52u3+QBUAqZ3jpW1ceX/SDoaWfvG2xPXxHGpZ6dQDMp0+fXtRi+m+99CD2SyWHJQfU+b8MjB9iFXziuxPnWg48MWq+wIYSDU8Tem0613EdduDgbAntdYNPWZaDfAfpXDOnt1Jxa8bYZzl984DS79/7zAEHQAo7UavVUr9sNhuNRqNU+sDDQ9rtdqpd3u32LLu0dw5lc6eS4+L2hb4E5FK6B2BnsRsvTy1HYsF3XpCK66F8AR4ghPVRjLk/fh2SI843SYVacXTNF+aRunZmnTYD+gFJHmS7TnnAnGuDAw7KHu7u7vThwwftdjsNh8P0cCh2nWFhoN8X7yG+8MXR3keyBv+53W51e3ur9+/fp53aVquVrq6u9ObNm7S+g76Cfa/ksFCaAkAGBEIyvnnzJu3L//bt27R1InqJrfUA0LNVvsYvst/MDd6Du5ysYJ54SSFbdfp8k1SYF9vtNm12wRanXnaVY5Z9PQXn9CyD+w8CcY6N/ouqDPrDfRlAHSKLfvfSO/qJ63JNzw7ErFwk5nxeAdI9S0yAckgOAvXIGruDd+Y1pmtarVaKimItLDdPJ8VaIFc2N2pxFws3/t4ur1OP7ebRyREQ5BhkzhuP8/Z533gaxH/v6R9PozpI9vRijMi8TTmm1cWjRPZEpXYNUEdb/HxSMUjwa1RyWHxMEBwi4x+PjcAjMuocGwNkZ95iqQuvXODM/JFeAuVcajHeE+cELHMOByGcO5dql16ydX7dHEDPGXHO4/3pc7wsC4RNcvvDA9BghPzhMxAK0QjHcazkNIlBjzvlOPZlwW08poxc4DtfT4FuMOYwyqPRKNlK9gp38Oy6LBV31vCa8bJ7QHwuH7Ld/GVRIL5ut9sVgl+vqfVFiJA+kEK1Wi1t3IAQbDOnY5/GeeTtjPe12Ww0m810f3+vs7MzTSaT1FYY04pJP03czjDOrssenHa73fQE2KurqzT+jK2klPH0pyo78+5rkSIJg5ClZc2T75nv66H8Jakwj5hzBOdgPvcpvqMSQB49dnwUsVMUJ3CZk4vFohCk0j4PTnMZbse1vqMTfiGWIeXK3iL7X2bTTiFFDwJ10mpuWCJ48A5i0UOv10sDivMjsuHpUP1+X4PBQOfn54UUJ5GRO046C2GRkLQHADHFCMvHBIBFIyjwMoAyh+ASWU7+enTlj6/2QcMA+qJOrssEc4WhLTkD7/0e3zMZ+/2+3rx5k/Z+/vTpU3oU9nw+f2GE3Qk4kDsW5VVSDGYRdEsqBoG897Esi7xzAN0fB817r7eFPXTDQYYnjrm3ycXLPDiee6TdntZz8AujgdGHcYCx8D4qCwRzZS98zvzwIMHnoJ9bUiHVS2rZ202/+ZPufvjhB719+7bU3sU5WAGR40JwBSiW9jW3Efw5CxiJHklZNs7HwkENjp/yMCd8aIs7XWlfewpTxw5K7Dzh5+71eik97noaQVEMfnMEGL/liaa+yQL37WUCHjjvdvuteaX9AnPKE6T9bjW+YwcAydtd5nPoXw/A1+u1fvjhB71//163t7dqNJ4fund5eakvvvgiSzZVkhcvT/VyQkgG5lCn09Hr16/Tk3vfvHmT9lnn2Sls3AG+8sBSUmLh8Qs+7q4fy+VS79+/l7R/qNxqtdLNzY0eHx8LmMbXQ7CrVqPxvNc7mR22upWU9td3nYTN3m63qUyLB865H0RcP9E9MkgAdrI/jgXpD1/ETj97pon2eXkbVQs+9/lbBtidqPZ7cdb+GPlzEKj7np3eOfzlxr1Mw+v1fIGQp9XdEHspjJ83soSeXvF0iINKj9KicXAQ7ccix0C6Sy5l6Z/5OR2oc3zOMTFhIhMT0/xlA+rXQJEkaTAYqNPppECpzHA6SKwM6+mSC2Z8oWUMqqJ+OBiN54r6yjzw0pf4PhozzzJFUFAW3ZfdmwMjzsv98j3pfeZ+zsD6/fH3VPY0svIcHxeDAmIkFZyBl5rRH4vFQqPRKAUaODx2j/G2VvLTBV8Q30sv1wc5IMwFRTlHyO+kPbDd7XaFnXr4DU7aS8OkfY0665tgpqPP8AWwcS45Y+fZtZzkAmVIKy8ncEIHPwHxJe3LDQhMuA8AoM8ZBy0xcM/1q88pvz+CXOb7/f29drud+v3+EU2oJIoHb56FjDqGb4ds7HQ6qbSDOQQQh6DwEsRYqeCMtbP3YCsYaV/zAbsefVcs3ULvKQlmxy5/fgHX3G63BWad99529yOR+KnVaumpq4BngD4VHty3Z/Q88+aEqVc54D/AtvV6PRHO3mdeWkObpJeEkxMNfPazGPXHx8cXn0WgIakAuLfbbXrUMAPqT6bi0eCj0ahQsO835S9YOTqk1WoVnljHgPpDIlgk5ovjvMTGGTg+i4w2bQEARGYkAqfoTLz0IbLo3n/ukHySoCg+qby8p2zREdem5o2omgyD11p6e71NFSg5XXJ9lXPQrh+5VBjHRPYtgvQI3GPA6Ol69NnrfKWiUfWdlRDAghuuXBsJAFz/+b0DJmdOY0DufcN3/pfr+XzKBbOeWfNAiWO8vd73tdp+T95Wq6Uvv/wyLWTiiXyAMp/HufGrJC+DwUDSS+IBcYLDWS3v3xwBEpl1qZhu5ryebXVd80wn33vQ6ywYKfycA3fn7owkeuv3Vza3uS/Oy7zie5+LzgAOBoMEaCK4IhvgfeeBCXPTCTXvU/dXXrbki8g5Zr1e6+PHjwkzAJaurq5SbXUl5UJAxTqK7XabgCDBV6PRKDxUql6vpwXYzWZTr1690mQy0b/8y7+k7Q1vb28LwNLHl6zSdrtNLLykhLF8cwxpv4kBgNUXLrP3ORlcDxDxMQ8PD5rP5xqNRgnoDwaDtBf/bvecTViv1ynb5f4tEl18Tim0l6jAfFOV4XX4zWYzrefwGnWvDBmNRmmRO+fiSdfoNgF1rHuPgW7Op/u9HCJgkYNAnf02pZdpeU+ndLvdtDhoOp3q8fExrR7mfa1WS2m9169fazQa6fz8PK0c9+jdHavXv9KpdCKrdHe7ne7v79Piirdv3+r29jZ1SK1W09XVlcbjsSQlVp6O9iCADuY++euL5QA4lB54XXyOjSgbCEAURhIl8YjQFdUf9DKdTlO7fEEJxpwHVTw+PuqLL77QdDpNe5RGp8X7mLKpAPtxyTHF9GEE5M4GOAAt628H4A7EYfykvfHkM3aF4DqSXoAeFmqTJn14eCgswmm1Wrq6utJgMEjGOFcbjoPmWmS9uNf1el1I3zsIiUAd/fWFNd5mrhfPxVyMa1l8bHa7XWJIua4Hxr6P7fn5uX7729/q6elJP/74ox4eHvT09KSHh4cXAYn3cSXlcnFxIalYB01ZJAwbNpSx8AdVxSBQKjo3JzbimqjoGB0Y8xllZA7aPWOEj+O9r7HC5jorFwkfaR8A+OdxCzr0m0V3nM/vlZ0/PHXPPPTsMwCGhX/s1IFviU+oPBQM08fMzXa7nYAc97FYLPSv//qvqtfr6WE73W437bhTyWFhQeRsNtNkMkmfexmKpPQcGnaHYRE0/v7t27d6eHhI4Pvm5ibhH8pgmCeAT3SQhwB1u10Nh8MEcJkbkEC+M9PV1ZU6nY7u7+/1/v37wsOuJBV819PTk5rNpobDoV69eqXdbpd2C/JABNzjawpzAJ15QYmj78g0Go0KDwOjFIz1RzwjwecueNKBOudj3vAbz8w65os2K+K/XMBRlnF2OQjUUY4I3hwU8hnHYHjjPrVER9w4BsJvzM/DADn49HQFL1h8bw9Rp7NtuX1znRmL9xkZBZccmxlBbk5yadx4fGTrnPmOaZlDwQDHku1Yr9eFWrcyUFjJn05cN5AYZUcDlDuHg4yySDwe51mYyDDjzAlYceacC9Dv20/l2hWv6wDer+up0GP353PJ+yzOF89UodN+DW/foTkZ5xlleOxywD2wXscDlopRP03oM89MoB+ATPQmZjZz7C6fu166k6TU0m2nzxXPCCE5O+p6gXgpQtkrsvt+jSjxHry/8HVum90PEtTQh/Qj4J7z8B31vt7+SBa4eB+7T44vBLzAA2u22+2LdVGV5MXLCD2bkyNrvFIAW8UOPDDsPE02khZgMM9EMWcca8Fs+zz0EhVYenbto8RE2s+ROGdz1QC0X1IiXmC6eQ8542AXv+IZ2xxWhNyNVRT+VGF+57iUDISXyDmRGjPN9JHPh1P89DH/jxwE6h8+fEjKEFOKZ2fPj+1meyain8fHR93c3KToixQGAzQej3V5eanRaJS+w7HTiYPBIG0FBZgnwkExiG5Imbjy0U4Yxlqtlhh4B0/RqUfllfYL0nyC+OKiHLPD9aPkoipnRwEDXjfFoitXBpSG4CcX9dKObrebot6Hh4f0ND7YeUmJbXTFiUpUSV4OMerOpJc5w7KJ6vrBmHpwWHYt5hIpaNhKZwDRX9gPStXQb3RrtVql8rTIbJQZnwj2aQNO31flY/gJ7DG+6LgvIHe2LzoAzhX7KMeAe3bBz8E5HRBdXl5qMBgU9jZ2RxDXlFSSF8bcF7fFZ2zMZrPCg9oO2WY+5xgHjbHGVipuxxsXc/k841i3z65rMahzFt23OfQ2+rXLCJYImLx8xtsL+Ha/EQMDZ+GZQ9vtNj1JtVarFZ5m6gu93bbQRp93lE/63ORzB1+3t7cJuC0WC3369OlPqk//L4rbSnaiIuux2+1SHTplL9hwsiIwyMPhUL/+9a81Go30448/pnHBPsZyFUiaVqul6+vrtAOS13Wv12uNRiNdX18nxp0nXKP3gN6np6d0fvTGwStYjm0o+/2+hsPhC1/hu/uhdz43vcaetrj98B1ofHtIbDjtddvBJieUxnh5D+3w7FMZ2SqVr2P0rFd8f0gOAvWbm5v9gbbYZrvd74NLpwDUp9Op7u7uEph3Q7DZPO9jfHFxoeFwmArzuVkUyZksHwRfbev712I8nJ0HwM5mM0lK5Tl8zyBFYxmNbTTm1P2xNywD55EZv+NvZHRc6QApXkbjJQKj0UjD4fBFxMgCKXbZQDl80RQp24uLC3U6Hd3c3CTlc0XyFGYOdFVSLof6yJ1eGaPsx+WAr0/oGBjmQDrXgk1xlo35ykLJxWKRnnXge057Sdlut9N4PE7BYg6oA669L9zw+N7uzD3aRHthb3zhq89Fv7doIL3cwV9xcROSA+n85fyNRkPj8Vj1+vOCpNFolIJ039WgAurHBRs5GAz0+vVrNZvNxLQSMAIWfIGnS9QDHyt3tm7X41+puFVizMr4Xz8+F2Tn7HFk03yBs+usByHcg/sb2ER/70En/7v+x9p4D4whzNw30H6CjbjWiuP4C7D3NWO5AHmz2aSH8TSbTc3n8wqonyD4Xmwz4JxNMPxJyv6i1lvak5y/+tWvUrkZQZM/cwDm2Hc26vf7qRwEonSxWCQfcnl5qa+++io9pBJ9YvtG9y2Ski75om7mARtctNvtFBhwn/wef0Sbt9tter6OzwcPQB1/eYDC4lvpJVnqc4jdacimshCXvz53D9l95oO/92xIzCz8bKAe609doXzvTNLk1KQOh8PUiURunnrzxSjOornRrdVqhW2zHPDi1J09ZxAZHGpOGRD2E/faR+/wCJb8tx4VeWdHpiUCAP8unjtnEN3Qc48sGvHUC0oQGZ7INLqx32w2CYBJL/ejjq9T6qYqOQzUoy5EtqrsfDFQikFTmY7FlDRjyLzAYHoGxlOPnCsu5ovgxvXZWUOMJc7AnyrpwUaZXvm5APOu38f62f/mGMsImHK/i2PF59gN7iU6hkrKxVkoaZ+6piQvbht4qE99jMqcpetn2ZgeO7/rS65N0VfF6+TmbPQRZeRQvEa0CRH0xza6r/R+iHpeluWLfVj2nZ/DSwF8HkNsVXJcog74+GJ/6VvHIV7KiK3HtvtDxZzcpGKB43nuCuSql4/EaoqcHfWgjZIYAl90GHtOG2gTv4ulL9LzbkYw+1yXe4v+JGc33G+533G9JtOMHfKsXCwTi7rvEjNx3j5n1+MrticnJwF1n7Q4qt1ul/bSPDs7093dnfr9vi4uLvSb3/wmGeJGo6Gbmxv9wz/8gx4eHhJDTHqFG2YQUCr+hxHw7aZYIMELBpFSFx5k4bVco9EoRYow69FIOfiW9ul7mDQW4LHIwssJfLsuBsCVOKY/PHWDYjJorKD2EoZWq6VXr14VdlCQVFh85BE4bSACpgRmMpkU9gcGuPGXyN1ruiopl8jU5r53h+ufxd/49+7ocsxcZABhBJhDvvD04eFBUvEpuBivTqeTnmKLE2AxDYEtBj1moQiQ7+7uki6h09fX1xqPx6l0i3trt9vabDaF2kPuzbNKgGEcQG7hTq6/I2BxyQXj8Vwe9HqNJjaJHREOtaGSomCz2IUBe4l/gFGDufIxiGBTOrxNI07VnbozXDEzFUmJHJB2cYftWVwnjeJCuhjUebv4DaAolsr4fUbA7eVXsVyG43NMnZ839gXXiFmIHJnE3MS/eSkbG0isVqvs7nGVFAUCbT6fJz1gjjhQhvDE17MIczqdqtlsps0BZrOZzs7O9ObNm2S3WK92eXlZKH9yDLLbPe+gx7mxe9vtNj3YymvQYwlKs9nUF198kXYjigGGJL1580ZfffWVer2exuOxer3eizJc/Bf2drPZFLJv+Bv8Y47Y4pq5bcaZj51OJy3O5um+rKP0jT6cAJNeYmKvTgBLOa7Cp/lCbwiz3BNVoxwE6hHtc+M4eVbxkkZvNpt6/fq1vv7664IhbrVa+uMf/5ge3czLo8XILjgQ9XSHD5J3kEeZKCFSqz3XKbHNzv/H3pv2tpIc2d9BaucmSrprL94N2JgXA8z3/xaD8Qzs9sy43cu9rZU7KYnk80L4JU8dZRWp29fzAH9XAIQosliVlZUZceJEZKSGgRTs+8PWczJB8FyVRaTNOYYtp8h18OrDp806CbkeYSJ3MlCWTGIPM2lOGltla6jU+1YB27ZwTC3bPWE39G789C+fl4GI3Hmd0eAcmqpG+UUdp7qpBsATQYGpQvbUHdr3+PiYDIOOQWraRkQyJuS9RxTTRnRuMLeY957+kutTb7szi95mBUg5cUDvgEjncD1HtotGRdE3sGq8h1nT563PKiIfhSxz1lS2zTG9jo41H+/cA5/rwn4kx545M8n5ALgeBdP78HNHFCMUCs41IqHOip9LbZ5WZPE+8D7PiUfFwQfoH8i1WqpFq1npM3RGGyyiqUpgInYMBWg3m81UGhMgfnR0lKrttdvtOD8/T/Nub++p6srl5WWMRqME7AGcmhkBsFSGnfOQ2qIkILo94qmyFukzZDqgG/hLPjl9wnvSa5rNZiH9SzGVOgVKLCuRFLGJAMPsE2koW3Ctcz8n2gZnzRVHKo7eFmVO46PqS0+P4OZQPjBqDlqVHdBFAQwWXT2bU77aiaowuabn+Sjgpc08RH6vK3pVweoxrsh1Qmiqj7IOGPGIjTeYA1GNxmYXUl8cyP3Ql0w2csD4n02M8DLpDzU0qjS1jev1OpVdajQaqS/KBoznXNayXdQw8r+OqW0hOmcf9P+I8rC/zg9AupZd8/O7AlKnj3PprpCMUQUW3l6MPjvK3d3dpYVOunMbilvBhC5E03nti+W0vd527/cyAKeAzd9ve7Z+nl1+V0tEt9uNiM1+G41GI/1VcfKlqm+rnkEOcOq45X+OVYCsNsHPr0y2tlfnuS54iyhPL9E559dTMkyda+yMjv/cfMg5wX4fei/MbfrHI8vap7SZdIWckwJgi4hnkbNa8kIfoTOXy2VKR0HW601pxIhIxTWYV556pGyyr+uDiNHxul4/5cCPx+MYj8eFamAQh2QqKLmIDmcRrOtytXtkWgDSNc1E8Qr4gzGmDiBjyplp2HbGb45gUjxI/rqmBeUyJBwv6vOIKJKvThxDXmk+uhJSCuIrx0fVlzAhNEoVU6PRSEydJv1ruGY6naYVyiTlk7+kixpVFJhrB2vFFoAuISA17gzg9XqdOlydBxRZzmNVb4zrkPsOWNZ8XxQW6QEsAtGBpkwnTL6ubKbywXw+j6urq1T5hQEwGAxiMBgkgD8cDqPT6cT79+9Tyouy887Y6uDv9XqxWj3tEPbhw4cYjUaFCa1bwHc6nRSyrqVcnHHS5+CTGgXiYx6goOMPQMvLDSf/68JgzqXVHlgohCOoTiJtZV7gSLsToMBB56wqJNK0rq6ukmIfjUbR7XbTQiPay3xRh9jHoDIYpMqgXxjTuRX42t8OUqrAR9Xnyu6W6adayuXt27cRsdkNFNvhte099zaifD2HM9458e+VWVfH2RmtXFTUU68Y4/yWeaXtU8Cq13fAr2AAu8aiTV4ALdqr5+JaWthAbQHXdufBQQ2gS/tH+1+BD2DRU24iIu2lEhEJBNVSLUQ17+/vU9rI2dlZvH79OiIiAbv7+/vo9/sxn8/j/Pw8MeLoWHQrLDvESbfbTaAU285YA7vMZrO4v7+P6+vrGI/HaeMiMB41yN++ffuMXeb3Og90Tntkn5QX3dgIpxEgv1qtCjnqsPvqAEDoUDiEBbDMoYjNvGMu0Qby8TudTnqvtdUVOzpQVxvo+kvbRd9xD9p+jtW2lslOjLpOWmVsIzara1W4KfUgFBgraHYpYw21LZw7FzYAKPMbXbSqCtINtyokP7cODFfGGvrD+8xFCvSFEuY7fksVDmUsmCB7e3tpwwovh8V9+/UUrOA8HB8fp5QlZ1H0HLCytbxctN8VHKg4E8Vf9cz5vf7NjVkdhxzH+NFrOPuHcmQ+aFoYxznQ8PtUgSlQxQ+LriAsIgpgXcdeDrCpY63MqLOkuf6nn3ZlwLcxubuco5aiKKhjzZESKyo6Pn+OOHtcpuv9eH8fUdxQyUGrv/xaOaCu18kx6noudfrVrui5ypj1HFHgfeIvbVvZONfraeQN3QFIiYhUyq+WatGoqBJ7EJQIc2i1Wj1LGVPwrKSPEhvoeIg/TSdmcypISUA6ZIo61o6pFO8hbsvAf9yXljTVflBCSJ1L1gypLaNACZiI+3Xgi33z63s9dWyNgnOfozoH/VWFHf292mPH0C6VQB0FS6MiyvM6KVdI2KTZbKZcKYwtHp96/96ZZcIA1FAGoRs14tpprsBy+V8KqBQwaU6RMidlRoSBwLX1vrkWefnkicEUMmkGg0F8/PixUJ4ML7HZbKZ616vVKnq9Xhq4HOsOC+1icAO+WVB7fHycGEzKaxL+abfb0el0alDyQskZPWfycseoo6cLSJEy9lCVhxp1NeK64FQXBynIx9BqBRhvK3NX55DvAkcbdLfi9Xqdqhd5+S3mir5gHjzipfepjrv2g+qHXF/pecqIgs8BFGvZiFaa0tzl9XpdWLPE2Ms5lQ4oXX/rMbzXyIc/65yR5XMXBcw6bvU3vuBMGTw/r7dTARRVcPgewOFOrtot7lGBRe4e/P69n3xe5PRUxIbEIfJKBRG1fdzPL3/5yxRRqaVc1HbrehjGnT5n+p/sBMA7eIhIOEAeRr3dbifCD2xGestoNIrJZBKPj4+FghOsPZpOpzGZTJLTRWUYzs9O7z6fmNPHx8dxenoaR0dH0e/3o91uF6JrmgaCjtdxiA3TcsXcI/bs6OgoRY2n0+kzMjPHqLPLruJTrqfOuesFXc8HJtP1YJrtofXoaVMOvFdJJVD3RWauzNTYTyaTWC6fKkwMh8OChwNIpCO0POMukgtF0oGq3GmXelPKKHvqi7MYgH06T8Mq7inqewYWQB2gAXOuniReHLXiuQ/qz//www8JMKv3SNvG43E8Pj7G6elpWpWt9ej9ealhY2AywdnMhQFGmJL2sRCllt2kyvHMAQBntz1XW8+hADQHTsrYbwVHWhvdgUNEFBxEFQUIqsi4dr/fj4eHhzSmVOlgxAHqgDZlf3SRttaUVYCk7LmmvaizwW841vsp9zcnDoL8u1x0o5ZywY6og8UYYeEYoXt1Ip2hduBYxsaVscP6nc+9iGIYm98hHHt/fx/D4TDpUyd9AFjqzGITfKwqiGdfDMibiCiswWJBtpJdricUqLs90HtUUE37IIvK+lv7/ODgaSfMg4ODODs7i3a7ndJDSTuYzWZxcnISv/3tb+MPf/jDzrb+n1UUszhYVAKx0WgkkMyCUAgY5k+v10sMNITH6elpdDqdeHx8TNXrqGQHSUgqLPpYccx0Oo3hcJhy5sEKAN7FYlFIT6atsNidTidev36d9nXpdDrJsdB1gAqqIzY6g/M5oAfXMUdoP3uDKNFKW8hNB4+1Wq1CtofOpYh8yWRfJ0lf4XQoUNdKZkr6cg8/O0ddjbaDUzoO5eN0vjPQqkDKPPWqyayKQkMp/htXvmrA/bp+fU9BKAtL6Dnc2+X3CrDUm4p4GoS6mECZVr8n/Uz7zhmnl0hZ/5fdYy0/T3LAzp1eD5upIWWeOVtc5Rg4mMldz49FkelnHn7013q9LrCkWqMdRcr1UEoo3pyu0BfKSwEJc4t55W0sY8pr+f9PnLF1o+eRE2ert4FuFwfv/l2Z3XGbgXiEVW1CLmrrIXO9btn1FShokQCdv1rVi3Oq85o7/0sc1F3tCfepi+5oAxFuQBpAqJ6T1eKOlDLpSuLQz2VpGowJwCvzR/OtuZ6Oa9XdmhKjY80dUAgTJWE1ZbHR2ERhIQC9uhP3nHvxHaLjW8e96g0+h+nX9Rqa4qkLRX2u+nX92fCZLwbNvXJY8lOwWyVQ18WEVcCCRQLKHuhgiNjkzHrVFSQXniwLWXIdfWDeiS45ReUOB79l0GpEQEGH9oOuqsYzo1wlW8WYzgAAIABJREFUTCI7M45GozR48T6Hw2FaUNrr9eLdu3fP7peJixfL4oec0leAlrtf9d7cOGAMWNSxLRxTy8tynnmvE1S9ajxwnTcOAnKf6zMve+45wMPf3Hv9LW1E2SqDyFhSEKGKDb2AAfBFshFRCA3q+FRdkgP9Clq4f0+V0b6vemafCiRqALJdeG5aoYEcWGols7hNx79GHNVA554zf6tIiBzg9+/c6VutntZb3NzcFCp/7e/vpwV6OpY13YVrMFb5LBft0bK7ygTqmo/xeJyY7IhNBMyddwc0en9qK90pdnLN+4nfcV2is+gEikpoDjCVS+p5Ui0UkQA7NBqNlG6yWq1SDXHmiy9+hLyI2CzYVzB/cnISnU4n7u/vU3UW3Z8Dhl1TNdTusFMnlWYA6Tz/brcbb968SRF6mHxdQHpxcZHK9qoD6kDWMaR/R5siijaPRcusxVMQrecCgzmLrnY3J9oGTWMh3cb7EFungD5Hxu0C2HdKfdET5TwfVRYOflWBYWxzTHjO81dF4x2G8nNWTr/P/a7svQN194oiNuAIcK4DislDOAelxeZIPtBQthquabVacXFxUXAOeM9k09KMbmzojzKDpefzPqaf9Z5hR2r5NFFgnjNUOm69Nq6GAB2Uo1T82TiroteJKM6tHNDPzRmNDhEqVKBEm5nf7uCpEcEBVuAVsVmQ7uNenXH6kRB9RHFDGQft9N0uUoP0f6zo+MKQaSUEDD5VtsoYtYjnDHYOfFeBdHdM/TMnfhqNRkp3Qaf7uqNcKL5sbJQRKYCM9Xqd+oJzka4wmUxivX5KbQAskyKpfabX0DmQAyHe1znb6fpBWVTyoMEB9IF+7ym0tTwXxhYpE4w7yjTr4k6wg+60rg4W/c/4JZf86OgoYQ+IlYiNHVJGnd9qvjwpIzhmzWYznbfT6cTp6WkcHx+ne9CUHFJpce6qGHUHsp7poPZNsUsOEzm41rTKsmN5j6gTr3npYCWekQJ1r3PvJIReaxd5cR11PbmH/zz1QxWHsnDblJh3nkuZIvGwoIPxKkDC5znvrgro8Ds9loGNEfLBFlFcJMTE0BXdPqAA6spWqHOg4K1sAOh9aWhLPW9eDLxaPq/4mFTFqM+EcaRzrAzwR1SnduX+6vhVUO9jx42AX4+8WY2meUQgV+bKz5XrI/QI52s0GonpUUdS3yvQctBR1ndV/Voln/q7fzbBiVMb4GmVTiDkpIyA0O84nxpXRIkMvU6ZwVYShcV3Wq96PB4nh4P8bI06sUCWOeCONoKDwqY15A0zrnX9BgsAucfcLttldjTnAOWItzLgrkBQbQ8pD9g62Mx2u10AdbWUiy6yp7qKRhg1/5lj2+12WvvDs3HCx22+gkV97e/vpx1Ac8UMeOY8Y72GOgMRxcgmmEXHi6a+MDZ0PjhYzwH1qjHv36ntLLM1ZfNAj1egXrbHjqfDKDb0e3oJWN+ZUc8BdQWwpLSoZ6YPQwvJ78J8+HXLjuE9xqCsjWVKinPow1HFqJ3LA3cjo6xoRKQBqh6te6wwi3ify+UyMeX6AAk3qXdKf2oYOKLIMLpBwhhyPfXWcQ54XpTUq7d+3i7bnEr9zh1FHQvU1AeI8izUWc6BdQcvyjTwN6e41Gl2ZkPf+/jneK2HjqF+fHxMKV26MIi2aNqbAnadI+qk8tscAaCRo1xfcLz2Qdnz2QVsVz3bXc/xzypa8hMdhc6ZzWaxWj2ldkSUp4bknMwcIEX8eTFmygCjs/QPDw8xGAzi/v4+bm9v4+7uLpbLZZyfn8fJyUk8PDzE3/72txiPxzGZTOL6+joeHh6i2+1Gt9uNo6OjePfuXfT7/Tg8PEzblLujjg24ubmJyWQS0+k0nUv3Q6D6F2P64OAgXr9+nTawy9lE7Qf6PuL57tgehs/9r9EuKj2x7TqLG9EBRIbZIh5nopZyGY1GEfEUgZ9Op9FoNFI0HltMnXMiKxHFjekajUYaJ4vFIiI2YwE7o7ueK8YBW6xWm7S05XKZxtzBwUFi01erVUwmk6RTYdapRKdZAGwspCm7WlvfHWmitGXkFcSi2zrXC+4IcC3FavpXr6XHInoMfYQjD44CXzHXcvNNszEUf26bHzvXUeekuRCzG0jYLQUVZcBhGyuVu5azZH4O9dDKDHQOOOm9urLye/XUAh0E9B2ARtlAbZN6aAxALTfUbDaj3W4XVnaro6P9qW0vM2LaTp0Ayvioh1sz6p9XysaZp1ppWJxnUgUUy5hG/8zDhbsA9TJH2ZWhsiSr1WbzCpWcc8D5cnrA5xXn1vmkjLouoEIU3P8jwMI2AF/LxmaogxgRCaTi2G2Luub0WhVY5xr+N2cTXG+j/2C6AS4QNWzodX19HaPRKD58+BD39/dxenoaZ2dniWAB2BDuz5FeMPKANKpywM6rjmD334ODg9R32j/eF7n7L3t5v+W+U2CmFdxg1OlDGFrKONZAvVog7pxRV2BJNR11bmHUsd/K8KqOzzHqinOUeIl4mrNaipRn6mUSGRseWc0Bdd2RvswWITmcwuc+j9z+5WyTntPJJ10H5QQVn0cUsx+cUVf7rYRElQOsfbdNdqr6wkW2CR3IoNOC9s70aQf4+22TOqfIVRHxMJ1Z9w7y6+dCQzoY9D69LTxw2EFlRAHrEcVNZugjrqsVMwAhKHyNSmjbHYjlwLoPFgYZHjUvnUy6VXEt5bINULi4IiC6oRNf13w4oOblC9bKWEWNlKiS07b6nNQ2ajpJzglQxkKVvTPj3AtGW+eAp3lpWyKicC4NyWokiTZo7qWu+M/N458r/yjw//+a4PDjNOl4U1JAt/D26kMR5TrcDbw/E9Xj+n2OgEFPU7puOp3GcrlMZemIbir4ODk5iW63m0DTdDqNh4eH+Omnn+L+/j4tnmu1WoX7wAGYTqfxww8/xHA4jOl0Gre3t/H4+BidTie63W5qN30CqO/1einlRplV7icHPBwwVEkVcMExVh3AtbU+NcCsnifVwhzBBigBoeBbnxslMaki12g0YjabpV1FdVHpfD5Pzh2sOzuJsjiaZ8UCad1BvdlsFhaKKslEu3LrqXQ9h75ybHhEcT2En5/P+eu2TPGm4x8VvZ6OaZ0bnleOc6KZEJoapxjO54v+VV30EvtRCdR985Oym6ZhKDpCAcrS6kMqM8b+sMrEPSfO42yFgnUFBN52jtf8Ig99RBQXAOUGmjLUmiZDuzQ9x6+b88J4BlrhRfs79wwclLgDowBR2SJqsrOBQqfTqRcB7SAOXnOScwhRyFohiAVFKDgHw/7yOZCbVxEbcKJgneMV9HsbOR9pKTrXtF3k7eq4LHPCPdSpwEkdAx3LgHNtA7/X/3XxHYx+DoyVOflVUkYk7PLbf3ZhXCuBoEQGbCGVRADAvkbK7UxZGkvOqOeIJiU1XKbTadzd3SX2+vT0NIEY0nYAozCZDw8PMZlMYjgcRsRTJY+PHz9Gv9+Pg4OD6Pf76fyr1SoGg0GMx+MYjUbx3//933FzcxOLxSLG43GsVqu4uLiIV69epbQDdpUejUYJyLMJjRJjOk8VeOic0ve5SIW20/sOssedbuw8aQ5sepbbm6GWojBHIM8AyArS+Y7nRhqM2gLG7Xw+T5XoYLt5bmxopBVglGwhNWWxWMTh4WEC98PhMNVMZ1wo685z1o3zaKvmp+v3OAGMHQe16AbOxW9wTIg48Xu3bfq7iI3N8apl6hgoUAeIK8GJreb5aOqL56VrHzh55WmtVbLzDCqbyPo9wNDrvZb9zo1cTvkq2PRr+Tn1WP9djlVTJZ1TYLk2+v3kUk/0OhglPx/t0++dBYmIrHPjv/c2bWNzddCUhWMY+LXsLtsAnE/cMraKc72UhcqBY2fiUVQAnpyx5ncOrMruuYx1z92364Vc2LPsfhSoeR96f+bm3KdKDcZ/nqhxykVlIp4XJqjSZVW6NDcHVK/pd2Vz1A21L5yk3Vp5BUAKy8m5nRHVPiG1RtcN6XE6prWvfAEbEVs/3nV6Ts/r5zlbWyY5e4o4y16z6dslp2+138ocTT7nWC11S0GLiOIGPYw9tf8qSqzm0tVojzLE6HZ13NxBdnKpDNfpvTkL7X2Fw8hcpa1qi6qcdH1fZpe136oW5CoQLzsn3710TuzMqPtN+v+aOI8HQn6SMoQ58KcGWBk2H7TKAJaBInUYIjZ1qreBb/WWcoNQf6ft43407KP94TlSriD1Oh6m5/dVAFAng4Y2c6JM+mQyifF4nDxrSoBhmDBKtewmZR58TiHAEqAwYVB0XYNXSsmNAya8h+94n4sIMZ80xYD8WV+Nj2jZNW+PKuZcH2wD1PSdntMjYXof6AdfY6EGSRW4Ph9Ph9N5vE151mDj04WFcprnqvmq+rmHx33Mq31ww5fTjRFFVjgH0NVmaDi70WikxW+URKRdBwcHcX5+nhg93YWQEpPoY8A9aTTYmclkktjJbrdbWGPRaDRSyTv6S+ckuoNz5nSF2hcv/Zqbh94n2udqn8pSGdzx0vldz59qYR8BdqD1tFcwBGMvIgoV36jlnUulRB/y/XQ6LVQOcjIGR5H0GFJycUbX63Uhleb+/r5QutfJS4gTXddQRezA1OP0stA84rmjz3zTYgSa+qii+oLIhO8gmtv0ie/RDfxO66irI6T37e8Rt03bZOfyjFXi4Wu9MUKYZZ4ZDVWvDMWTA+euiBwU6W8UuDpj6b9TbynHNOv5I4qgJ8ce8MAIO3k7EE/H0Tbl+jn3mXuAZayIhpLm83lMJpNCrhWDjtAleZm1lIs6bzmHKgfUFaCrMkXRAdR9vCNqAHNOWhUgdqDOYi8FIM6QMNd8rCM6t3VdS9kiHf1O21XVh9yD5rN7qhlz2JkU9Iey8XptBXpVTnEtnyaTySQiNhuRrNfrROIo+K0Cfq6vI/JlgPUYH3OqI93g48RpNQzmw/HxcWHLc3LC2ZZdr6djjyodulgU3evAgIWXMPS6TsiJJ4AIpRohxehbd2z5nZJpfpz2IXPJbayDurJUPO3ziO1h/VoirV/AQQSok9YEFsM+4ETqOh1NZdXqK8oI66JUPZfOM03voPKMFrMAqB8eHqa5ovnwiI8zLdOo+hjR8aNVarQilOtvdIWu68KByeFD2oUzoqk7usGYbniJM60YUb/Xmuo5e6+4z4kwJYuqZOfUl9xk04ur0LjcQoNtoiyhg/VdbyrXWbwvO7aM8cv9Pje4ykCVt1vz1NX70/OXtTPHGvk9VEkOIHrojPNxbC3b5aVskT8rxk4OrHJ8xPNcc/2OZ6ZAuMw51JxzXQCt9+JjKTfGvd0+9nPhT21/DjSX3b+2q+ylwGLb92XPrOq7Wj5NtO/LIiK+w+anOElulMv0ubYpdw6OY07QtlxEJucoKLnk65JyzjMOwWq12UtDGXK9Bp/rjr/unGu7qmyb9lmZXYmIrB3kHLlSxrRT21HPqWpRgoNoIGs1VqtVYqIZlxA7RHQ0msK6j5we9WevetgBu4J8dcgU2zk56E6ijkknWSOeR1MjNmMHkvPo6CgiNhWZHJs53mw0GoX7LwPOeh5sJ3g1t16R/8vOofev1+R7fx4vmROVQF1Rv4NPFCyiD4TGUhdaV+Pqjec8pG0guExceXhyvx/LX38Imv+nD84VTg6Ac585ZaVgSNujD1lzE1058rkq4Nzg8VQfvdf5fB6j0ShGo1GMx+OYTqepnf6s5/N5WhRVS7nkGFh9pgpMdWIzvhSk5ML96kzl5qOCcx33GsLTMcx5ABG6062WAoX1ULaczwEWXtFBmQIHRG4U1ElQ4XrK6HEeBzjcO+MXBcs5dcGb9qs/s5xuqxKfk7VUC2NCiQI+u7+/TxE8StM6M4Xo/PHwOuK6neu6PowojgM12BAUrVYrGo1GtFqtNO49SsR7nc96fsCVAhTdnVd3maSvSJVRthPbwQJB9IYvPFTRe8au6b36sdoX+sr1K9cdj8eJiSTlJyIKKQ5+/lqeC5GZx8fHlO5ydnYWZ2dnMZvN4vb2thBNbDQacXp6GqenpwUbAKgnXxsdHVG0JRGbQhaMQwXCnIvUEhzIvb29VJq02WymlBvGH06CRm9oM9EpPsfpYFMsFo1ikx4fHwuOCPX6Hx83e46wGHu1etprgOp14LCck6w6hnFLiosy6pr6wvzhd1rnPZcyzTX12o4HPSujSiqBehko1b9IDvxqnVfCI1XgU8+jbShj2lzcu8qB3dyxEcXSOQ54UcC5h66dnmNA9D5yjBHnVZDnISG9Tk7BVr30GEKwOrkwAv5cyQ+rZXfJAQYfszqZea4OJnNMQNk5NRynVQII12k4D1Hn4PDwsJDPzThW0fYpc1MWQeKvgmDeYxjKxnPVXNdxTR+qQkYBK3DPATQHa7l2lkkN0l8uPl4BlhhDzVmPyK/l0fdlY0Pf6zhRPb/tHOh+2qQEjI91/507ihHPKxNpuzzFR+cYv3WjTns0IqbMuttStW/eVn0+u9gVPwcgBuCipJg6+LVsFxw1BdfkqEdEHB8fJ0DLeOB7yFAlT3LrPFQPQh7pAmfVyfqMAd0axeHZO0j18zqZqVFWwCuLobXdnvq5v78f7XY7VZ0BsOt6EL0XqsI4tnL7oaSsgm4lejX7oIxpd7uew2BOaO2KayNekPrinZ77TicpHXN/f58UCp2AKEj/uRPaB5azmq5kXfGUKWFV9M6Y8FsXZ1X82LKHkwPz7p15u8oUqoN0QBsLSZRlZRKdnZ3FxcVFYaLUUi05kOqT0ucGz1mjSj5pc8YW0Wftu8gB0H2jCmfmGCMcB7BlR0QWCymTQh6szwF1LPXe1bndpf/83hxg67XKQATH+LzNOdtVzLpLDco/XdwJhC3mf0L4rqerwKOTGbtI2TP0MUG7clEjBdK6gBqAou3UCJfq/hwxktMDCvIVsBB58PLJOXDg86DMcS0DGk52YUfm83ki3vjLM2k2mwlY7rrO7Z9dVH8BVvmcPtY1TI1GI/UxzLO+X6/XaY2DL/zVMa3pXWqXeN7aFsAvAp5gHLbb7Wg0Ginvu9FopHUXOuaVCAWH+DXZX0b1BFEaogYcy3l1nmHX1KZyXe1XjTjncvpzaxf15YRuGVCP2C0dpkxexKhvQ//aIYAAbo56s+r1aOPLzqtgPnc9VSDq/binyABVUbbBmT6u7YMoIpIHyIDx8+LJVgEOTYNxFkT70fMitV+8fRp24Rg+o8bv7e1tDIfDwkBmEvzmN7+Jf/u3f4vDw8OYTCaFMmO15CU3bhUQauiXZ6lgPee8oTQiiqATpaALWKjew5bnbC9N+L7f76dazIxVxoOD3MFgkEKgJycniaVh4xI2dlHgFbFhSVGsfOfsjI4lNQp6nzl2QuelVsbIsTJli031Ogq6VKp0jbe97NnX8lwYE7rgDODJ+OJ5qt7OAXWeoztdSC6EXKaD9XnzwonQrc59DjOPdIM6zq1GnbQBZZs5v/5GQXkuaqWOzWq1ina7HYeHhwXQ7yCEv2ofc5/rXKLvPVXIQQubLDHvAHO+XfzJyUldOWxHoe817ZDPYczZ44TvKfigJUGbzWZMJpPY39+PVqsVnU7nGRYhioo0m087iGohAaLtjLNG46myDG1sNp82QKL2/2q1itPT04h42ixsOp0mm8E8Yq5pJEbnS8QmRabdbsd6vSGamHfqNGhkGJvIObWf0D/qNGsUWn+nAFxLoDoBnDuXAncniulnonVImW5yeXEddZWcUnR2zb2QMmWZE1fE245VwOrH5kJxWu+9zPjmwLYaC2+rOzeaN7jNKUGUUSkD6dq2qve0l8mn4So3TN1uN968eZNWZ4/H48p21pJ/lj72FIT7s1UQmnPaVCGowiDkN5vN0k6I4/E4xuNxOjbiKWSKUXWjyZxUVkMVCcqPMbK3txeLxSLlQHrY/XOxZ2XjmL5RdtyZfJ+vqg/8fLn5WKVjavk0QU+q0VX2XFm7Xfo+9wy3/dZ/U6bnc6BZReeuRo7LzlfmoPpY9HQyjtV+Ula9ypl0Zt/Hfu59ztbm5kvOlruNUmdmW+5tLU8CTtBnj/6nn3VM6isiCv/T71r3n2emESOu45EsFYgR1be0FTtE3rqCWLCVOpM6JxSr5bIguJ46rd6+3JzTPHmNRtHeHKDORV9zhBHXcJuSI0fLbNenSiVQzxlCl1wIj8ZWDQCOdUCTuy5/3bCWPWw9t4ZaGbT6PQoX0MG1/aUPBG9uvV6n8F5O+Wpb/V6qmCPvC79HvdfcoFPRWqSwrzCwEU/hql//+tfR7Xbj97//ffzmN7+J/f39xM7WsrvkFAmfaSiTsnQaTlOlTOgQ9krLuQGeYdRZGPz4+BjT6TSxHqpMm82nXPRer5fq9TLmqKkfEYU8R5QbzkGz+bRwiLJc6/VTxEx3RWTsqdHIGXwPHaLYteSV9osymiplgFz7Va/HuTSP+KW5grl21FItVG3IlR1lPiigoH8Zw0qw5OyQ2x6O20Zy6Ge8lCV2wKy/w7b42GQM027uCxZT7YlGY8tSftx58KIFGqHT3zppVeWo5kRtrNaP5r60Mg33B4Pebrej0+kk25h7DrUU5erqKiI2i4WVBb6/v4+bm5uYTqdxdHQU7Xa7EPVx7BMRhe+bzWaBnOM7HQ8AfMAxnx8fHxcIpYhNfXXA8Hg8juPj41TGEX2u83G5XD4rV4rN46WLNnXBtWMhypI+PDzEzc1NDIfDZIO0QlPEJv1a8ZGns3heOuSVZmfQ1jIAnyOhkSoS2I8pk62MuiomV5Laiaqw9OE7w+5gu+wm/HhXpnzmRt9ZCpSp7yqnQF2Vbtk9KpByJQYoybGKuRSY3H1xbK4/lPncZTGDnpdBPZvNYjKZxGg0KuSodzqd+P3vfx+vXr2KP/7xj/Hb3/429vf3YzgcpqowtewmuWeXY8t1IV3Epq4rq89z6SysTkeBAN5xvDiHOqoakUHhRhSjS1QCWi6XKadRQ4yq/KfTacpJRAGSFoOiYh7kAIGDaVWUOq6rGBbtRwfpzGeO9/7FiOhzUWa06pn6vdSyu7AgTvUu44+ULE27UAcLBk/Bg0puzpXpV/2+DNQrY5lz3vR6uYiqRlBhlrkHZ8xbrVbqG2X92IdE9bkSTqSYoEecTHKbmOuHXZ3SHChRAMi1j46OUrpcp9OJXq+XHBHtk1ry8tNPP0VEpFQWdCob8lxfX8d0Ok311lnXAZOt6UqMX54TjDc2/+jo6FnKiQJ1Iq/qTPOsl8tlsgNEWPf396PX66WNj7BRzsKDJ7RCkO/hgq4GqOv4UyDP+8FgEIPBIJrNZpyenhaIU66r1fQ4p/ZbLvVFSSPFX+4A69yosg0eRXypvGgxqV8YKWMS/cV3anD19y9htaqkChiogi1T4mX3pMeUAW//TY4ByhmSsgiCg5Gyz3P3wHsYWt0IAefl+Pg4ut1udLvdtLkGba/Dlj9PqsazPm8UhrIN4/G4oBQB5yhBjPlisXim1NSR1Oo95A3y7BuNRkwmk7RpCrJaraLVamXHFZEY3RGOBagAYZxp/706kf5XgXnVnHLRYx186fd+LP8D1gGCeo6y+VvLyyQHaP3ziOeMeJku5ntnk6vEn2vuvDxrZ/HKjsudQ4G4Ohc4txrGJ4Ll59FUgbJ7ydlWbV8ZKaR9UUWS+XlwEgByREk4DiLMWc167uwmSjSoXdeIo0YdYcm1nCA23skOH0u5ijBlC5xVh1fNG2eruQdlrPkttkOjNaTRKBCH1AKz6L1xTn4TsXGM9d7czuacWf3csxMchO+Ku3SOfUrU1uWTgLrm/uQUG4Ki0pW7elMO4JEqBVIFfBxMA3oiopA3Bajw8IbmWXE+9Qp5n8vPBZzk8gzdQJQ9bD0nx3mai4Zp3JNWBob2LxaLuLm5ifF4HDc3N3F3dxer1dPi3k6nE19++WX88Y9/jHfv3kW320156eyiV8vuos95VwPKGJ1Op3F5eRnz+Tzu7u7i9vY2LQBmm3AcLT2XMl05JnCxWMT19XU0m824vb1NtY15aYmrVqsVx8fHqW60LiZtNpspOkN6DQzP3t5etFqttJMtLJouRHLnWI2P7qanilvZb+83zaXPRZI4hrmrQDwi0jxzIKbztpbPI4A63QVQozpuP9DTAFueZUQxwsMxnhqjwthTwFIGUjnWU0lygJl78PPAeDM+GZutVuuZIccO6TzGEeZ/ZcSd0GJcu65R++D13ctsq/eTPgsc8fPz89jb24tut5sW+7FzZbvdjouLi0T8UCmqlt1EF+jzPJXxnc1mibyBLef5LpfLuLy8jOFwmNYqcRz6Wcdeq9VKqYrYE8Yi84nF0jgGVJXhO6o08Vmj8RSdBYhz3uFw+KyAiKdzcg3WWnG/RJchqjgv477ZfKouxILVVqsV5+fnEbEZ3+zWqnPCGfVciVGNatF+B/Ua+dNral4//zujnkurq5JPZtTLvHqUIYpYAawOQD+Xv/8UNlfD3Sg53YRBlRGhQ08l0fSZnGLk3DmPrIrl0L7Rc0QUFyN5qLIqxUVBurMfCBN3NBqlQd9sNtPmNhcXF/HFF1/EF198UUipAETV8nIpe/45hgtFDECfTqdxd3cXl5eXqfyV56ijqCLySkCvr86qto/fKdAHqHc6nXjz5k0sl8vEngG+cd4w0o+Pj9HtdtO4I2dSQY/uuudsEX9zq+u137wPy+ZS2WcK+nT+eo4xv6lytGt5mcAaK9vmTJ0D7ZxO02fnrPA2yQHTKtKHNpTZqjLAi81TkB6xGVe6ABABoHPvmjqgfeJtV+fTSSqdY3r9MpZbHeoc+UPVEaqNdDqdgq08OjpKlV7YQE0jbLVUi5OfERuHC72LHtfNpCBbBoNB3N3dJcyzWq1iNpulMrucm2cJUNfno86nrlHCUeNzX7gKUFcwzbgjWqs4iRx32gpY1xRPnI27u7sYDocpx520oOPj49jf349Xr14lx4H8fcVNGm1WAkgdWZxjr6npZPsMAAAgAElEQVTuEV4F6Tlb7oQUora6jJzeJp8M1KvEjZsDiDIQ/nMMYQ4geyhDVyJHRIHBg9XMsXmad6vKN2KzYEirGbjS5G+ZwtL+4thcmMaPyb33a93f38d4PI7hcJgmMMq23++n8k0KmPwea/k84uBSn1uz2UxMHGw27AQTXCd6GTj3eVA219QwAHyYIzgNjUYjbaixv7+f1jhEbIzFfD5PRrvR2OziqDmPCrLKxmrO+VVwkft9GVDLXYO/Cs6dCeFa9IWn9+UAUy3bpSpKgVFFF+smSH68OlduJPW9Sw6kl8ku46lKX2v+retsfls2J/U+ykL3uXB82XlyICJHrOk9OhjBvrGHgs7riEiLSmE165KMnyaqjx0E8x6ArUC9jKjzyD7PXtfpROQJQU2z4UWlL86li4lpx2KxiEajUXAOvQzwer0uRAdI3VSgPp1OYzgcxmq1Siz7arVK960Ll7vdbvT7/bQ+Qu0Z948uUf1Bvr73g0sVDmIeOZHj80uJ6lw2yi7yyRsebWMWaBwd43lR3sgyIJ9jz/Q7dwhUiSmjzjkI4ZP6gmc3GAzi5uam8GBYwa7l6HjAnJNBwwTy9J6yV05USeJg6Ir7bQpar8ugHI1G8cMPP8RwOIzBYBDL5TJOTk7i/fv38fXXX8f79+8TW6pG5iWDqJai6Bj2SIkaRh27+/v70el0Cgs1dR8CHCyUkM8d/ubmo9f5d6Gt5MQvFov4y1/+EgcHB9HpdOLt27dxeHgY0+k01WlH6fd6vViv13F6eppy4KkEo07utnmhDIeyGrQv12+5cymQU1H9oWylKnXVES7afm1LPUe2C7sueu1kXtRdpgIRjqHaCvpaoy063tWxKmOM/TsfSznHwCWnG2E8ARYs7lag7mNYr4eTXhYyL4uo6vndacnZmpyNzdkSJWyor91ut6Pf7yegx7zpdDpJD5D6wgJZBYS1VAs6GjCOHtXNhFarTcoqFZQiis5uRHHhsYLpXESR56yMfY683NvbSzujHh0dpTnNfFitVgloqy6lXDCyXq9jMBjE7e1tgYG/v79Pvx+NRnF1dVWwdfv7+9Hv99P46vV6cXh4GG/fvo3379/H4eFhdLvdZ/OMWu4avdW2eOR2V4zlTrTaAp3XtD0H2J1Urhwfld9mGuWf69/c9znGL/ebKoPnzEBVJ3rn0fEaduUc6jlqLpPec06pqaLF21XD4sfuAtL1Xn3AvGQAIUxEzW/Du202m9FqtaLX60Wr1UoTTSMJZSHSWnaX3Bgve37NZjOVzII1iIhCaNFBwi5zsmzuugHXOaJrMB4fH9OGFSxsBRRx3sFgEHt7e9FutxOrouHPsgoa2pZdQEhZ+/nfDULueDUsTgjkSIEcuKoB+sukCiRr2pM6abloR8QGkPvz0me6q47MtdGl6lweiQLwaE4sbVPwopGiiA0gr2qT24CcYXfQUXWv2m+5uaJzF91E3rmm4PE5u2Sqw7HNVteyEc1RV2CtjDqRe967jfaxpn+VOOVYHUvMPXCRpodoZRZtY0Rxh3RSSGinnkvbiVMAQIdRZ10cVc9Wq1VyWrTc5PHxcdr0i1KgsO0KkiGIcvn/9ME20XTqMsnpN0/3xgYqmfCS9O4XM+q7UvYKcnWwIFXGLqdwc4rbwat6X36crgbWz1Gme3t7z2qSMtA4F/WjOQ81T8mXUkC1bRDkJkyOZVQFnUu/8fsHXFFndDgcxu3tbSrBRxmtbrcbp6enqf4pEycHWGrZLmVgpAxMo+wIK8M8s3UyC+9UeZKj5/PPQfkuzmDu/1yqBzV89/f3k1L1Mfrhw4dUi50wJMoVJcmcpK2eA0g7PGrF525Y0A9+v7ljeTlZ4NEJQFcOnJdds04R2y4wf+jN5XIZ19fXKYf2xx9/jNFoVDBqLL70scqzcGdOv1NAUiWuQ11366JWdHEuj5W5CajRSJiu13AdoSBGK6UwVxSQ61zgM67Nfeu9aJ+4ffQ5oHNZbUtEpBQ8gBfgB7b37Ows2u12nJycpLUsVWx9LXlhwfXJyUmqk84Lcq3RaKT9MDT1hMWYkDtIp9NJ6woQJSW1JLCmnYEFGMs4oOPxuEBM+poTImGnp6fR6/UiYjO+GDPMBbDWeDxOi0sBxO12O43FdrudFr+en58nvHV6eppYdLCdjnVlsyGdGJtKeNEe9Ia+d8yp+imifO2IE7xq+9zGItvmyot3JlXA7ZNeO4jBFREFD3FXL0K9typW0BUZ3r+CIG0rytSL3GMcVqtVqmyBl8iDA1BRa/ro6Ch6vV4qa8hg0QWh/C1j+3IAXQ2DGiSNDjjjzj3CeIzH45hOp3F7extXV1epmgseaL/fj/Pz8zg+Pi5EEpSdqpnD7ZIDzBF5ZxNRRgLlpXW+GfMoLxSlltbMGX5n7Xx85NriRt2VEOFPHwsodVJh2Ab+4uKiEJrVkK7OfwUFOu4xGNqm3HxxIFY2jxRoOSjXv6pMFYTnlDni87yWvPjC5/V6HR8+fIhvv/02ZrNZ/PjjjzEej6PdbserV6+SAXYmSwGvglT/fheQ7mNFP9PnznUANFoudTwepxxbvofBw8lVx5r2ETnDUVGdros2YQ+VZXVnl/NrJCIHIMrC7tyz14xerVaF9AuIhIhIi/mOj4/j/fv30e/3X0Ti1fJc2u12NBqNVINeN8Jar9dJPx0dHcXZ2VmqxIXN4POIIjjG0dLIFRF2LfmruGM0GqVxyUtJIsYEdgnADaHz1VdfpXHL74m4HhwcRL/fj4in8Xtzc5M27eOaCurPzs7i9PQ0Dg4OErHIwmUYdmwLujvnGJMG7RuM6bzwSDF9yTncAS2zv86m65zI2e1d7MfPqvrykmNyoH4X8VCnShkAobOUJckBKu1YPEUYA+9sVZa66YSy9GXOxDZxg1H1XRXY0oFEWAljwWppQki8tDwY97DterXsJrn0CkTHlYY4IzYLNdfrdcpZjIgC8HXQ6YCybJ7l5oorHj0WEKEsBPeGYifdBWbk4OAgOcMoQAcQZY5E1Twv+7/qHhWw50C/9wHXz/VFrk9rRn27OHMEGTIcDtNGbJPJJK0bQg9XiUc+PkVP7aJ3I6KwwQq782rYXitnYB9oo84bn+c6JjXHWB15fU9f6u/cMa2yibve/zY71GhsUl74W9uJnydKanploDJboWNDdxtVR8vniAJ2SBEdN0peqvBbLfWo4F5/h+734gd6b8z1o6OjWCwWhRQXxWdUEfL0Ko7PLTrXNmv/bcOg/p3bVD7T8/t5/Z71N2WO7M8G6o78q27Mc294iD6oyjpKQbVfvywUkWPaaAuKnHYpQ79erxOzgVHQCjCw5XiPys43m83CINFQn7clp0gjirvv+XsmRBmj7gDH+6DRaKStdW9vb+Pm5iZFCE5OTuL09DROT0+j0+lEt9stsDMq7lnWkhdXBoiPO31uamxZLKQ53ZSZYue5vb3NDnCkNBFqd6POHHKmWtvg7c8BdQcZZQC/2WymhYCXl5fxww8/JEYdtgM2TnWApxDk5oleR9vqyrLsubiTXxXl0EiFzymfCwqulP2vJS/0HZUdRqNRfPvtt/Ef//EfhVQRooGEqz1dycGiL9B2A6nfufh4U7aY8QrJMZlM4ubmJlWkmM1m0Ww2U2QS4oZqWiywhiXUsLvey3A4jPF4nNLL2GKdBbUnJycxn8/TgjjsFdVX1utNXrCWmfP5o32j80lBlgMujSRTno+5fHZ2FhcXF4Xt7tVZ2db3tVSLgkPGOn0NLkF4drpHAfNCgTUR9sViEXd3d4khh8WGHIooZk3wTGHnwT+Hh4cpLUYrqOzt7cVwOEw55GQcAK4hB8FO7L3RbDbTXOK+ms1mnJ+fp8+ZA/xW8WHOTvn8Bkg7ntL5rxEMj6xp36rkmHT9POck5OxzlXy28oyuECKiEMr31Jdd2edtD0NFmTNP3nfwwue6GQdAnd+jYAnFtFqtgmeo1ym7B7+ug44cEM+lu+TO44aL8z4+PsZwOIzr6+sYDAZpUwoqi/BqtVrJw/bUgHrF/stlG2ulzwpFoDsTkv/NIhnALEB9vX7a/nkymaR65igt3iuIjChuBqTjh7bxea796vjqvXAt/p/NZrFer+Pu7i5++umnmM1mKbVqtVoVchN5OUjIgSZtB06/f14FBvgdoM7ZINUlqoydLPDPkBqo7yaqUwi7f/jwIf7617+m8QEA1RSMKsdMnUglZXJkTpWtYYzo4smISECddT4//fRTYtPn83kcHx9Hr9dLevT8/Dzl0b5+/TrNB/J6dZEl8/Pu7i5Go1Hajp3t0C8vL9O1cVxWq1VyfLUMHffr+16U2dIcw+pzUIkiUntIoYh4spnn5+eFLepxvnNOfy27i2IPfb4QhSwijSjqb3QRz2+93tTyJ51lOBymtFieK2CbsrqO07g+dgbSktQXgLo6FUTLtDqLlpXU9DAqBEVEoWoL8/ni4iL6/X5yEHKkaM6hd1JKi2Qokez2Roka2kBk2HGW/saBur5y6S4RUZiv28D6Z62j7l6DNnKXievsWRXzngPs/hA5PiIKynhb2xmMACoduGVS5jy8RBxAOcArazfCgCWnUvPPIjZhWY0i6ARTEIWhqGU3yY3VnIOmx/tE1v9zaTAnJydp3Ovub3o+dYRxSHNhzBxgrQI328Y37B6LSsfjccqDxJij7BUcOUj4FNmlbXrfuXvOHVv2TJ3drWW7qB6GIfQ8dPQOm9FtexZ8p06eR0TcTmyzQzo2SR0E1KgTEbGJfFFDnFrjWr0JYELBAT0/ZeMajUYhugmQ8giZLm71sZdzaqr6i/72/sMhpt04GFq7WtM+/Zy1fJqgy3GSIBc08hixqU2uNoNoiuaaRxRrpztZqum+6/W6kEbieMfxgaffKPj1tKyIPInL8brD6uHhYTw8PBRwGKkuGpWiHyKKG/45UOcYd0rLcKCDadUpzrir/fAIXtlLxbHeNqkE6mqU/IacOaexufBxWWNz4mBd2+Kgf5sS1oelCtbbpe91saie05WSsjhlQKjsITgAzylLTQco6yfOpSwqC55ubm7StsJuHDEQsD140uQbPjw8xOXlZVxeXmavXUtRqkB6DqwrqEbpKWPM98vlMtrtdiF3l7SXVquV3k+n04jYMOqIjqmq9znFpeMvN779faPRiNFoFH/7298KoflOp5NYT8Lnznoog6rMqAKPnMPPuC4TB+g6t6qie6r3ckYmF62opVwUGEY8Pct3797Fv/zLv8RsNovLy8vCToSz2SxevXpVYMX0WTurxfhRkMA4ypE5+rz1uSp5waZfs9ksBoNBSlHR8fPq1av4+uuvE7tOKL/T6cRqtUoLTA8PD6Pf76eKTgB+9PH9/X10Op1YLBYxGAyi3+/HfD5P6YvqmK9Wq+Sw+9jT/s09A7WFzDsvqhARzzaUOTg4SPW7Dw4O4vz8PC1mjIhni79reblMJpNko2ezWarmAgAnKr5YLFLaCmOZ9KzxePyMcGQH0uPj47i/v49G42n36IhI45H3VGLRFCrGhxYHgCFfr9dpzwzsGMw3YypHRpFPHxGpiMfBwUGMRqNCmvTe3l6cn5/H2dlZYZ464cJnqi8Yz4zx9XpdcLg18ubrAbh3bLLaIyXHEI8CON5Vm6btz6WLlclWRn3bicq8idz/VVLFmGjnVbHmZb9XFkPb5dflveedO1OhoCt37SqAnjPsORDlrzJRZ4WJxcQmRYL26yp+2CvPTSPfcD6fx3A4LL1uLU+yK9PHZ/47B+2MccYgClHr0gLsCXWSBpPLLdTre6ic6+WcY2+733Pu8/v7+xgMBjGbzeLu7i5taY1j4SkKPu5fItuO9znq76vm6C7yKW2u5UkajafqFhcXF2kXQtZczOfzwth23ZsT1X/OfOkxOdIpdy6MO1ud6zbnStIQ2odZ1zza1WpVqHtN+UIWoXIOnPBms5n0MXWm7+/v4+7uruDMemoQ/bnLWFQQo46rpwAoGCMvutVqJdAOsKLPtR21fJoAjgHn6/W6sH5DXxyLLtWFoWpLANAKfD1DQKuPKWHn+xkoENcFoVqGd1v2gdo6SCXSNh8eHlLqm16D6kIO0tWmIR55APPRn7pXQ5UtRpwwUjLN70t/77g3l0q0C7ZT2Sn1ZdvJyqh+bjA3gfW7XSe4syF6fb1pfXj+4Px6ruQdnLiy9wcMu6Li58oBNgcp20C6AyNvi05sjAsLRRjo7B7X6XSi3W6nnEfKgT0+PqacyY8fP8Z3331Xg5EtkhtLvHdDmouCKFhGiem5YaBRQgrEVTE7K+Zhc20TBl9BCd8rW6yKxsdw2fzmHKPRKC4vL2M+n0ev14vHx8c4OTmJfr//bItx7TdVarusk9gFeJV9ngNvu+oiQFa9Xfp2UQBIhKjX68V0Ok3PmzGoi9wY37m83Ih8BQYdpzkSJifKhAGESXuB8Li7u0sphYvFIkajUXQ6nfjxxx9TuTjur9vtxmq1iuvr6xiPx9FqteL9+/ephCm6HjBOHjxs6WAwSCCd0qhaItF1S+7+ysA7v/V1ALQLcqDT6cTJyUm8evUqAXPWmuxSlaeWl4mCQXQ54wEHVgsLKNuL3YcxJ/VKdbvqUgXKvCDsAOo4AwrkWaOnZB9/FahrPrqy8swzHMGIzdoKzqvjqtFopMWvnvridtLHujrqjG1l19XW6lxSu8xftaPuMPA7rlnmpDjG8++2ydbUF73pMpCsN+mehCrB3G+rFKgq37LjPPRBu3NAdxtQ37YYRge7tsmNggNw9UxzAF0nU06JVrHwCKHWyWSStrFGyXe73djf34/379/HL3/5yzg5OUmAnVrwe3t78fHjx7i6uorBYBB//vOf4z//8z9Ln00tT1IF1P24HHBXBkTnGe/J02NBC8wDW0qPx+PodDrx8PCQqkxgTD21w1kGNQgRUWDr9R40t5bPdd6pUmQ8X11dxXw+j06nExERt7e3cXZ2lhSy5riqDuEzQpRcQ5l/n5s+D5S9cCdeAbrfiz6rqmsgMKa1VIuG18/PzxOoiNhUWYERnM1msb+/n8ZyRHHBNGNYbYo/W753fZ97zhHFCk04CejQ8Xgcd3d3yem8vb2NwWAQ+/v78c033xR2SqRG9NnZWazX67i9vY3xeBzdbjd+/etfR6/XS4CDqAF9QdUXbddoNEobQbHRiy7i02Pd5vKZR4Y16so9K5BpNBrRbreTffjFL36RHA9frFrWryo10bObKHYB2DIG0dHgE1JUYbOZN5PJpJBzznN2Haj55azFU/CtFX8YT8fHxyndST/Xz1jsSV4545zyi+h3yMH1ep3ur9FoJDyiefmj0Shub29Tigz3rftyuEOuuDNikwaj4x4b6ZLT+8wRxWWaSq3zQDcrc73Ee/2r16iSz2JlyhRglVf/Oa6j53PvST930O5Mmns7Dqqq2u/nzF03x4aXnbPqt9t+52FM2sTkOD4+Lih8rV5DdICcZ161ot1NysZERBGYV/VnDiCqwgFEK5D3Eo4sNNKFQZzTc7MBUCj3iCgodiqlROR38SxzoPktjOR0Ok3j7/7+/lkuPu/1syonflfWu0ocsFcdV9WOz9GW/9eFsQUwiIhCPWTN30R3AdwZmz53cs8vp793ecYRRTbN81vZuZkXkYDlcplAE6kvuokRVV+m02m02+2Yz+eFKAwgXYG6gqfpdJrmszrCrkPKiDDuq8zOOdmj54MRZSdr1QvqQNfj//OK234iPPpSpwq7rYtQ+V7JSX/mDmiVJFH7oX+9xKgCfr7TdBiAsF7T7Qd2wvO1aTsbNGmlGO7TAbmCaE0V8z7M2Zcqp1N1g7axzEnO2fkqHPfZgHpuMjsI8Mb7/zp4coPGJ70b7hyDolVLKK3ItapuXvNzEdrnD0JZSb2XiOcL3Jy5jIjCOX0S+l8F2GUgPfd73lPirNVqxenpaVpkuFo9LSY5Pz+PN2/epLJa+/v7adHU4+Nj/M///E988803MZlM4urqqq76soNsc6S2OXqMMV4oElWmHEf+qy4CIyyNQT85OSmU3VqtVklhag1efk/OLPeiZdk4RuvlwuroZkaabqPhUwDG3d1dqkDEBhbUm+ZYNQiez5db2Z/TFbRBdYb2ce73rodyklPOeq1aqkVLH7ZarXh8fIx2ux3tdjuB2E6nk0o3rtdPbPT19XWqx8wahxw7FRFZ3awgxY/TcaDgB2BOdHI8HidmmzEMkGYeMDeazWaMx+P4+PFjrNdPqS2LxSKVyaWCCuMSm7VcPu3wCwDW/F2cGS0NzL03GpvUOF2glwPzOZuh32n/aD4y0TcFP9qP22QbOVHLk5C2sl6vU6TOUw4VvEdsmOL7+/uYTqcxmUyebY7H/7PZLO3BQRoNOtqBfERxfgC+tTwiv6G8NQ5rs9mMdrudxqumrdFWogX39/fx4cOHuL6+LkQSNK+c1DCYeieg1P5oX9FfzOf1el2wIzDfzBu1wRH51Bq1G44fI55vwsZn3jacCXcsquSTGPVtkzTHkuXYXh8YPqG9Y9y4ElYBTKin72BXUwEc9Ppnen0HTCrKMvpg18FT9rBy7/WFVIF0HjIDUYE6+W2r1apQ41fLn43H4/juu+9iOp3Gn//85/jTn/4U8/k8RqNRdoVzLUXJjRuVMtZVJ74rRcB6xIbdUMePXNnValXIR8Txms1mcXNz84w90NX6XvnBlQjKXJ3a+/v7goLSMCKhUpQehgLQxX2dnJwk0IWzqOCF3+gcyoHsKgZE+92d/G26KwdwVDcpy1SmF2rJC5G95XIZrVYrAfVWqxUnJycJcDw8PMTd3V1cXV3FYrHIVn3g73q9LjwD1bd+vIuOhRxQJ/VgOBzGYDBIO/Ay5wAC6/VmLwFy2N2OfPvtt890gep5t4nN5lNVmdevX8fJyUmsVqvCPEHf63yDceS82i9qg9SxKCPH+A5wpfrhpc5p7cxuFwXqAFJ9nmr7Ve96xAedD/mB8wZQ1/UfEZHAtV6Hcyuz7kAdYf0btmVvby+63W50u92I2BCVjKVms5nW0M1ms/jmm2/ihx9+iIgiuPUFz5rmoqQvESkHzT729/b20roLLz/KGj2vmlZmM1zv67VzgLsK7/1DgXpOXjoZd2Uf/XgFGShU3vO5v/hdru5rlbfvLHpuxW/ufnLv/Zr6f5WU/cavQR/AkKpC5T5YaNpsNtOxw+EwhsNhSnXBg90WiqllIy9hjKoYJgV/PnH5HCOeA4jkGFL6zZ+/O5CqlCOKuwtr/h6OHQuOc84FIF13r9PFZ2o0aAfGIpdPr/dYBtA9orVNdgXVDrLKpAYgLxMd34wVKqb0er0E4Enl0vB9brwi6kxVOcWcQ49xW8H1GJ+qCxW88Fv+KlnCPM2NVf7Xtrg+8PvVvvM5nUtx0/M4oFAwxvfeTq3kkXN2PgWs11Itvk5ICQxAZMRmvYamlSAeSXHiUKMiOdLUf8PvcBgce2wbo9ou1fc4s6RqajUlbatfj/PqPShjnmtHzkb4fFVb6+Swg2vHYY6Tcra97Lf6zLbhrZ2A+jYGaxe2SgGvDpBdfqvMBWwirB951B5K4Nyc10Pq3qH6UPVYJojmZ2l7q6q++LVy7In3L/fL35wR8b6hX66vrxPwns1mBVD28PAQ33//fWorXvVkMokPHz7E/f193N7eFvLFarZwu2xzON04lwnjDskBdQ3duZJtNpvR7Xaj0+nEfD5P9fBZcwD7ACuYa6eCDBYCkVPO+gVNEyB82Gq1otFopJQWUrBYUNTpdFIlABYfUemC61AbGqZDRUOTbrw0ZJljCHMKO/fS56l9mntuZb+tJS+ACn1G1Nc/PDyMP/zhD9Hv9+Pm5ib6/X4sFovo9/uxXq/TmCU9q6zP3ahrtNPTYFQPRxRrLlMtazqdxmAwiNvb20LuuKYl5PQjlVx0/MDceSqDOgKkmunibsLyXFOvzVw5Pj5+xjZq/6BHFPwwhzle5w+O0+npaSH9AlEnw6WeC58uf//736PZbMb5+XlaRzYcDtPu4dQmb7Va0e/30yJSTU9V549nAW6CpINRJ6LCnioaOdVKLERzNe1JMQeZDDh4mjqiNofxt7e3V9hIbDqdJhA/mUwS4Qr41vnL/FDCKWKTKsax+mKPA8gjzqXzjnYRFdBzcr/89UyHMhBOW/Q4TdNRXKiLXMvk/7Rkgd64h1nKhGMYKIR5WGQwmUyesYRayk4XSOj1XdEw0BQsqJF2lkSlDDyXvc95Vn6/DtDLgDrHkud4c3OTmHHt60ajEXd3d6kvyVebTqdxfX2dJo8zSLXsLjmAnvsepeLjXx3JnOj3nlsYESlfFeaayU9tahRyRFG56RwBVBHe1zxVmE5+z182OGq1WqmCENUwDg8P4+zsLIXvNW2GCh9UHPA2qdJXJezvXwKac0De5SXsYT1Htos+R/So1kZ+9+5d7O/vJ1DCoksFCAocFPBG5COYOr9y3+cIEMCElrllLwpNzfJIkcr+/v6zfQ2oo84eFVzP08uYY8r2KYvvzqimmvn95e5R0wm0nzSthvsjRUBZRZVdbHctu8vt7W00m81UIYXdbtGLSmiwLol0K6/gE/GcGNXNk3yBJeBV55ufC8Cv80XXZ+QY/ogNCFUngkwIrRN/f3+fgDrfR2wq1ODAalnhiEgEkM5H3jOudW2IAnXOpWlG2ARNP81FlRAlhnWeuF7IYT8l2v5PgLrfgA8WOotw50vZKGUB9CHDtKDcUagMbg9T5kKKfg0Uk4cUAUD6XVk/lIVKcg9Kf1dmWNxL03uZzWYxGo3SrnbU48UjBZwRiaAige7QpYYgd91atouPB++7srEOoNBx5swwjpYydAAZdcQYlzDXnh+obF8u6oOjpkDAF4qenJwU2q+bvFCmDtDO56enp3F0dFTId1VW0AG3s3gKzp09UdBOf1ax5xyzDaD7sblnUzPqu4kDCcYa4+3g4CDtzNlutwugtdlspudSVjoAACAASURBVKgQY83TpJAqIsafv+phfb4AAt3FcL3ebDhG2gHRAHVCOLdGYQFZulsv52w2m8kp0XKp2j5l4Xz+K3NY5bjkyCGtoBER6fqAp226vx73n1fIUZ9Op3F3d5cISY/a4EzBAKPHiWBSXQt2mJ1DFdAyHz3FycecjmnFKxqBYh7TLgXB6vQC0NGhtIXF5WyyBEbRDAndyIi24kgSaXI2HXafSBaiDidOqmYQ5IjdbbY9l1+em48OzJWE+Fk56s4+OIOn4cXcsXTe4eFh9Hq9tNAxt7CzbOIzQHj4s9kshsNhCp0Qzrm8vIzb29totVrx9u3bxGDAfrCAAdHrKaBlEGm5IR4ehiPHYOQYGleOfk/68PT4HNCP2AweBd83Nzfx97//PebzeVxdXcXd3V3h4bNAK2KjnCOKk03vT+9lW95ULeXbdec+ywEL5kjEJj0LZ1CfgSroiOLugr6ACGUdEdHv9xNLR6m4x8fHGI/HKXRJSguOLyAExYsSYzOXvb29tGEWIIs5A3ghDQem9ODgIBaLRbou49PBehlTriBF3+c+03OVnSenfFHcaqD8GTlIzz3/WooCOUC5Ts0tjYhot9vJ8LJWBl3Gxj9EaTQ1apuzhZQ5a3o8rB3MHlU0KMWo265rvWhPidTa1ZBTCtQBL6vVKp0fsgk7SjtJU4AFxBZBeLF4j7UjOVvkNikikqMB2YUTP5vN4uTkJNVz1/7z/q2B+ucVdgH/6aef4n//93+j0+kUIh0AZ0pmKtO+v78f3W435vN5HB0dxenpaQLmx8fHBZJGHTOAvbK/gEhANdf3yA+2YzqdpgyH1WqV2sei8clkkopaMN/Pz8/j4uIiXa/VaiWHdT6fp9rqAHfawlxjR2DmoddDxwaqTYgo2syIzRjG5jFH3D5UrU1UUdul2EkJWU3P5nloal+ZfJadScuEG9b8H7yfXSZ6TtnoynwNvRCmjNhsRxuR77yckdbQJwpTmXPN68sB722vXH/mjtmlr3nQPGQ2B5lOpwUly33hQWtOm+Yu5ljcmk3fTdzgv+R3zuBikH1+uHLJHatsgv4e1gVDjoHWXEUE5aFgV6+p+bLdbjdt8sLW4oCGvb2nnSc7nU6KpmEQADKwqRHF1IgcOPaUlxzgdjCWA2ZlDMm251TmYNVgZTfhOQPUlSTgWWIjGF+M04hIhuwlO2JWMeplx0REwQ4os6hMnaaJkNPqYxhwnwPqCtiJfOp5VacowPZ57hEmv7ec3fGxyz0qg+uL66r6q5bPI5qmSIlS9G3Ec4JAI6patxwnTv8C8DkX0aFcOpXbMyUUFf84ZoJ4Yfzo57r2Yr1eJ8ITm6JRAfqA+6MtOvYPDg4S+QOA5zjui3QXz6LQ99yLsvWe8qLOc5V4FBjxvH59ef9UyYtTX5QxV9HJz/cMFFb1n5ycFDa54Fj9TU4YmAxeVY4ozF6vF6vVKj0gVXL8noGQuw7MArmDeLMastR27KIcywa/gzT9nAGsJZgiIjEw5Jff3t7GYrEo5KQ3Go2U8kA+V8Qmd5m84YhIJY2YOFURgFrKpYzB20XUaGp6CwZYvW+uxXGkYeXGiStfFDhMOI4swAmWG0eP86PIWbAGU7+//7RVOowif5VRhyXVMc18Aqxoqo4DFQU+VYx5RHmddQf8+sxcVyF+HhW/Ti27yV/+8peIKO7+rKFfmKW7u7v4/vvvYzabxd3dXUwmk9jb20upL41GIzmS+gw8yhmxmSueFsJ3HrmM2NgZxrKOOY1W4XSyU6KTQcxXdlrkd6S4YGsQFn7D3E0mkxTF4kUag7LoPs9z91WW7tloPEVmsR2r1SpdQ+d+DtjUY//zy6tXryLiaY789a9/jaOjo+j3+9HtdhMYZSwCeJX0ULyli5C1DCGpiBGR8uDZtRw96ZiBZ93r9VJbdL3SYrFIep1sCdJwyF0HvDMeWRen4BYAvl4/7aTO/SmhAzB3/KiZABGRHE/Om4t6QnT59znAnIuwun1xjMezdKJZF/ei99RhL5OdUl90YYF/VyYAQwZDv99P+YcaisidOyco5+VymfKOMO5HR0eJceFzz9/V7b6dJeA4UmOoOUreFH+Xy2VhwqiiLGPQPU0mZzDU+WHwMmhpPws/qev77bffpnQeQsv0OccSMtJQ7cnJSYFZ1QnkKTu1vEyqDFjOgcMY8zdiUwaU8a4Moo4TZ1qceVOmkjHb7XZT6HI8Hqdc3NFolMKUpEnx26Ojo+j1eimFhY0sSI1RRQWQV3ZU07BwsAmR6j34nIrYzHntj9zakRzjrkamzKnmO/q/TBF72zT1Qs9TS17+/d//PSI2DiO6h8joYDBIqSaXl5dpkeX9/X0cHh7GaDRKi09hffXZa+g7B1oVcOr3OdujY1vXOelOnVrNSG0R4wE7Qd1m5kaj0Sjk4DI3MdhEv5g3ytyTxqBObY6Bd5vt4X4V0uHm83kicfQaqpO8f2v5vPLFF19ExJOT9qc//SmazWZ8+eWX8cUXXxQWIzebzVQpBb1KSgpOJLoXUnO9XqeN8Bibj4+PafE/zh+f7+/vp+wExhO10ZvNZgKZpLfg4AHUIXF8jDIeJ5NJzOfzNEcgD9EN2B1l7FUUp2iBBETJR/qBeaS6Q+c359W9eFzUzritUhuTi0bQVtql1XBI76mSf0jVFwUJ6tmpYfewxq7ndU+GTta6zXQi539prjUDwcOzukDTmQaVbcx0GVhX54LBqV4zmxqw2Ee90dw9rlarwmIRZ6LKwEsN0j+/KKjzz3KAr4zV1fniQNIZND2nzhd1BNfrdVroybjmN8rEwJTArmstX5QXgMJZcOaQstsoOQfJiH+WYzC2vXLPwPtQP6/lHyMQIGpwifiR5wo5opVQVB+iEzVKit7TdQUR5frYCRoVDX/nGGs1yDq+OVaBugJsJY9wvEkR4HsABSDJnRBd9JdjB/0+d9HjysgSYYOx97z7Wv7xwqJPovmAuel0msA3KSs6FzRNqwx3MPZz+Elz3bEN/B+xmRdgOCWPsCOQmcrmQ8rwGY4n+IkXxI9GkZWYcQDseEmdbQXIrjvUxiox9hI74Lgt95fz6OeO7VSfoee2YdRKoM6PNUyQYyZ0cOiD6vV6cXp6mraLPj4+LnQcf6s6wwGMhgNVKRImYiBw7vl8/uy8uVCF774WsSlj2Gw2kyHREL86IQp0dCMmrbyh+flcXycbC2OZoI+Pj4nlZAEg+Vunp6dxdnaWmCgNYyrgInVBw7eah08bdCDVQP3TZBu7mgPr+p2P8YjNAuAca8b3ylZwHAva9Hw6dxVAwOT1er3k2TOvDg8Po91uFwCDOn0co8yf37+DHsaYpu04S5FjL9zZdNDvIB4nfhfQkXMI9Dp6Xneuqp55LU85p2rgIyIGg0GK6gyHwwTQc5utqV7KMWw6rnU+RDw3xM7u6e9J/6ACDY4pYz7iiRAiP1YZdV9wRjoAc0MdWM21bzQaiRk9ODhIkeHlchmdTidev36dUkfZryDiKe8fMKTgzYGbi4IDdqCezWZxcXERX3/9dYp+E+3iPFXju8pe1PNiNzk7O4uITf44tv+///u/o9PpxO9+97u0kB/djpNFDfLBYBCtViuBfgWLpJDA6jIG0P+A44hITHnERh8yBiEsNeWGa2InTk9Po9vtplz0TqeT0tnu7+/j5uYmrq6uUsoylV+4f8pO6hyF7Wace1U77hNxcsptpN4vf93O8lfnqn8XEQW7q/qF3+laSq1SyBox2PUqeVHqCxcHPOhxmu8DUNfcdM1b0mL2fi3ee2eUGVKMNayfLpIDMGv7VVmrKIOjLzqw2XyqccpCOkKXABRtLwtzVHGiuJ2N1ME2n89jsVjEZDKJu7u7eHx8jLu7u7i7u0sL/R4eHuL09DS+/PLL1KdMHlh37UOAlIaAcs/Z015qsP7pUmXYqgxXGXusIMCdWxSOj1uUl0ZblHmEUSekzvfqnOPcOVjRv7qOQ9sKWKCNHM+YJFzL5zmArn8dlPNeP3PwnmPXq8C16wX/bRUjW0u56J4OjMfJZJI2WAOoq3Fze6BsujNpPm88ZUONKH/dEPMizUBTQVQANqR5kZKTG2+aQqNAPUfsUOJuPB7H/v5+YrmV6AKA5dJZ1I7oPM6NU2wjBQim02kcHBzEmzdvotfrpRKrfo2c1PPg80i3242IDX5YLBapkl2/349f/OIXiVwB9AHSqdxFIQlSVCI2Y11LJhJJActpKlVEJJZc5xP121lnoVVLmAtU+To9PU2kz2r1tG4QMnGxWMTV1VXc3t6meXB8fFyolkQet45hHd8O1BXMc0/MN7UXiolyNoPvFOuWOf2I2lyPNqgt1gXbREtYG/LZU192mZSEywmjKUBUT8OVrUuOuWLgAIxVaenDUoCjx/r5/d40zKPnpR28GKRMlmazmcp6wWzrbpCPj4/JcQHYYAC0vBF55VQ5YOAeHx/Her1ONazb7XbyYlHwer/OOJWBFu5bGasapH8e2cau7yL+zHIev15DlYwK49oXpSooR5TJzzm0qrxzLLi3W+evAjXOwWd+r34O2pT7PDe2q0C2/192j36NWn6eEDWEzUXH5cBglV3wyAbH85mONx1/287HePZ0TW1Po1Fc/KyRpYiirtVUFR+rmjKj8xJpNje7hJL7mxMFCA4SvC9pAwwezwCwp6zrS9NFa/l5MhgMIuJpjrDok1LL4A1KhUL2Oeut4xBxAkfTLvhfUxM1JUN1tI6JnMOcww5ONOku2UqsDofDBFi5JzbIY4x6xMgdd66nqWu5dRwRz+vHl2FBbFVOp7iT7M9BI4Ba2YV2q7PEvVXJi+qo5z5Xli4i4vj4OPr9fvrLdrea8wTLzYvB4Eo1B9YBuuzMRcqKbjGtSlDDg9pmV0SaLwgLTdnHx8fHQh7iYrFImxLc3NzEfD4vMEQMSEIcDw8PcXJyEq9fv0798urVq2g0GvHTTz/Fzc1NASwr8D4+Po43b96kMBGsPCkGy+UyRqNR8lx54Ootaq6ksklILn+KvqxlN3mpc5Mb2zoG9LjcM8vNR8a9O8Gw65oOw+80NJgDGVyb/Fk+15xFTXdx1kKvhQLTOar36Q6AtksXGjkTosq2DPTrdbRf/bq5/3PGr5aXCzWVCetPJpNnRkoBhYvqM/+NhpkdICvDrnPJI8ONRiMtgoPF7nQ6hZ0SiTDp7pER8ex6EEo555I2wJDzO+4BO9Tr9eL9+/epKIP2T66/1PCX9d9qtUob4w2Hw7i7u4v5fB53d3cJLGoVsRyQKZPccfVc2U3+67/+KyKedun91a9+FRFP4P3HH3+MxWIR19fXsVqt4t27d/HFF19Eq9WKiCjsR6EpHsyrHGDEQaaYQESkqD/OtO69AqO+WCxS9F6rlTw8PKQ52Ww2C9dlk7ybm5v44YcfYjgcxt7eXrx79y4ajUaMx+P45ptvCqm57IUTEfHx48eU+qssNH8jNraFucuib18/osDd68dHFNNW1GHVCnlqV93B1rmiz4D+JqKwWq3Suhy9VpXszKgTUlBRRoOG6qIzLSelN5Bb/LCNyaUDUdSqgPWcvhAoB3C0bqUrl9VqVahGsVgsngEIzTG6urqK4XAY4/E4Li8vE1MBUKcyS6fTifv7+1SVhWtcXl7G5eVluj6DCGcERuXw8DDOz8+j0+kU7pdqAjoo3VDR/lzaC32Sew41UP/54nNExcF6FYuo59O/+r0bVlUWEc9TARBlHDzdJOc8M9686ouPnRzbqSy6Ouh67RzL6W3ye82x+WX9WDWuc+f2/q/nxacJ0UZCwISvNcS8Ddih26pYeD2nfs57nq0+S/4yprUOtRtRxn6Olcs5u24j3ZZxDr2nZrOZdvol9azKWa9iNvX+ILUAClqgQCO5gC63+bX8Y+T29jYajUacn5+nFBNdJzCbzeLw8DCVJ9UsBScWXJxNVxCvqSONxmYzRTIFmCOAfPBPjtXOjT/GEOluw+EwTk9Pk6PBujuqirEGhPUYOK3eZt3gi+uoc+zkJGQPn+XSgDnOHV3XN36PGpl226vsubLomqaWW3fj8kl11JWZ0Lw+SvOwyAaQrh2CV6HeCMyxD7KcUUS5ocjU64E5VK8nxx5rzUplHbXGr7IbOgGWy2VcX18nQP7hw4cYjUYxn89jOBwWFgcAqCOeFv+Qi9lqtdKiIRaIqEeJF4p3ScoMoFzv6ejoKM7Pz1MKjBqciCJg8r86uTzEU8tu4uMo57xu61N3jHYBmqoQ/Jo58KvX0XPxeS4NhuNQtihAZeH9XnMstyo0NSxlebDOPub6owwc5fqs6vMcMM9JLoJRy27Cuhnd7ZBXWTpWRJHh0nGeS7VykJ4bhyruPKoTy9g8OjpKBRBgv3QxKbnq7ixyHo8a6bU5npeu3Wq1WrFcLpMtBaTTf6oHNB0ht4jU9ZOnD9AOTfnRReO1U/p/I5RDvL6+jr///e+p/9+/fx8RT89tOBzGZDKJxWKRSoQC6nVBaK5KUI580DmnaZM6ZnSeIA5CGUu6mSL/sx/C9fV1iuSA3VarVVxdXcVgMCjcS7PZjK+++iqVb+z3+ymiq6VN3Z5ADisedUa9zK7oONeoQM5Ous1yhp33WjNdc9TBwOBVdcrK5MU56q5QmeSdTicODw/j7Owszs/PE9jU3DqUDWwz5/N8QEQHiDIR3BQ3SChB61KW5dkpENcO12opOiipQwrAf3x8jO+//z6+//77mM/nacMh9ZYi4tmDJHzFgHr37l0cHx/HxcVFYVCyAIlFogyqslwmdoeEpVew78ZMz4WoN6zvnQmqJS+u1BAFqbuAdf1NTqE6INbrq+F3kOusm88JZR8x/HptZR90+3R3wGmjLhz162g6iwILmBwHzVUsuStedwp2Aei56EEVI6Xnr2V3YZGbV1xgXBEe1j72qCi6WR08n3M5py8nPk91zDAOsF+dTqfgTBweHqadeIl66rjX+cQ9OPuGjm00NhvZYMQjIm0sc3Z2FmdnZ9FsNmMwGKSKX9gI+hS7CjBwp4X32D6cArXh2BxdXxaxSZsrk9pGfB65vb2NiA1WOD4+jlevXsXvf//7mM/n8eOPP8bt7W2cnp7GbDZLUZZutxtHR0dxd3cX4/H42fqKMkIFQQ/7OHW22OeZOnuMJ01DJl3s48ePcXV1FT/88EP89NNPKb2KwiJ/+9vf4uPHj8kxJiPjX//1X6Pdbsf5+Xns7T1trHR4eFhIKcbBYM4C1Nm5VCsQYnO4R1176JFjdUAcx2luf46k0xQ88CDY8v7+Pm0uqBGKbrebUtvK5EVA3b0ONXhaslDDDj6RnfZ/CZChDcqEEBphYYK2syxE6uId7oBJgVBEpIWjpLgwaHiIZdeAEVH2RhmadrudPGOAug4eL+GDoqdtutmBDuBc//l959j0WglvF+8zHc+7MLQv7eMqdjD3vyvo3HioukYO1FaBYP2rucEOwqtAuZ8jB9TLxHXJp45hd3B8ztSyu3guaUR5GlKVw6ufVTlVP0d03KkdU3ZRx6zPC7U3fo9VbVMSRrdGV4fYIwWcswpUIYAMdSIARY+PjwngaEpFLf93wjODyHx8fIzz8/NUOjciCsAYhlk3x8otomS8+NqespQs/78M4NNmfymApZKdFswAB+k+CrPZLDHkVDxiruEQg5VgphnLGpVy/Kl13SOKTjJtzUXmttntXOQh5xB7epGCd52ju6SY7VRHXRWWemok7J+ensb5+XnahRRvT5UcjVOPnsWgLJbREMUugjJdr9cpv4n37vkokNZFN4B7z9XiofEbctX53Ww2S3lcmj/ozLc6I7oQr9frRafTiYuLi1SfVCePtscnAQOYNmq/AtypXVoWUuF8GrrSwbcrMPpnl5xz486ng3JnJ8qAsRpmjs05Bvz18H0ZsPD28hnRGMaoM58OmncB3GXXUnCD+DXKFuJtkzInRftXx7c7ObwI5TYajeRk555BRGxlRP6ZBR2EPoNZ93xQ1UPKpmMvlIjRsez5sX4uHWu7GGLAbKfTidVqlcLVFBeYTCaJeVbwE/E8dcx1t77UgFNa9/j4ON6+fZu2kPf5zzXUTmgerH+PAJhWq1V0Op1U85p0g1/+8pfxu9/9LkURysa5tmUXIqKW3eTVq1cR8fQ87+7uUpYC6b3Hx8dxdnYWBwcHMRwOY71ex9u3b1Oaca/XS0w8kXkWVYJH0GPU6+90OtHpdJ4x8CcnJ8+wkNoGfzH+NZ1tNpvFeDyODx8+xHfffRez2Sxhw+VyGT/++GPaG0axSMRTBO729jaWy6fSj69fv04kJYz0dDotzG0F6tyDV33xFDd971gx53xoTr7iJT2Oz7WiFU4JC2+Xy2Wae81mMznJVbITo66dAXNOPjqg8/z8PA0SXXGL6A2imFj532q14uzsrFCPWY1imUJQZc2NlnWoJ/JzDCFAVUycV78nRAuwxUOE+dCHpWk0ngMGk9Hr9aLb7abwJg9U28v9+H3lFpNwD3jY7XY71eRVZl6Pd+/SGZkaqG+Xsr4qA/BVokDCja2D+9y1vC0OSHMOsCpbX2zDXMSB1rzVHHjOOQJ8Tvuc4aliKnMsvt5brj8dfJc5DMqc+nGavpbr6xqEvEx0cb6mW/CZiuZtIqpT+Y2OtRyr3Gg0kp73yKRf0404errT6cTe3l4qk6cMoTJyPi7VduWAurYZm8JCzk6nE2/evIlWq5VSYPxcTiR5NFcdfO6LNVR7e3txfn4e7XY7zs7O4re//W0CbDgGZSWNXbaB9Vp2l/Pz84h4SoG5urqKiKcUKBwpdog+PDyM8Xgcy+UyLi4uot1ux3K5jF6vlxw9IvMUpWCcNJvNVB1vsVgUClUoE8+CbwTbUAbS1b5osY3JZBKXl5fx3XffpQ3CGo2nSnc//fRTImsV5EY8VR0aDAaxXq/j3bt3cXFxkWqN7+3tpc2+dK7DuNMGUjSd3CFtLqLoRCM5h9rJXseWCuQ13YXIAIQ0OmS1WqX1L6SckWpWJpVAndJTlKJS9E/YTCuUqKHnxYPzmweMUvJnPp+nwaVVYsqkjDVzZcYDAeDqw/OFTM5Y8EAAKWwEwGTQHUhVOZbtzoiDQ14Zg2kXhVgGSnSyaE6WhjHdOO0CPrT/anmZVPW1fr6NdXaW0IG4gnq9To4hLnuWOeCt5/gc40AdkM9xrZe0ZxuYQC/o/wqiyuZKDdZ/vuTGqYsSCg52Mbq5tUWqk7c9rzLdCqlyeHgYR0dHaXwqYFCyRp1Hb68DAEL4ABC9DlXT1HbSJp87blO1X9XxIEeWiCvXa7Va0el0EgOpuqeW/zsBqMFqg4/YjCoiEhNOdF938vWUK3VmcTx1oelqtSqkifAd1yE7gfPpAmMcOU250X0F1ut1YW6A5/ifdrPpXdmO7Yq9cDT05fdbRnB5+nMZ6aVzk+vn2HR3LJwMVuLT89wVF+ecnTKpBOpffvllGkTQ9DxEXfzYarXStsMU68cz19QXzS1aLp/qf19eXibPYjAYRL/fj/fv3z/zfPSB6ANy4cEiyjS7B+RKXhkJDReh8KlO89VXX6VJ9P3338dgMCiw8PRPs9lMO8odHx+nqMMXX3wRb968SU6JVojxxaLOHKqR4mHTV1zr8fEx+v1+MgKEbp0hLBuUDPi6NNd22cWhrAIKzuxGFJnnHHumklM0LmqwXSHqNbQ9OaVXJpxXHcIy5aMGROc4v+WauZxKbd+2tjhoqWLYVagtrPqK8+o1+Mv7X/3qV5XnraUobkw9/U4NIhWtNOKoIEQrTiCwV6rL9DcuDnQIn+/v78fFxUX84he/SDtT393dJaLl8fExLV7TVC0Mt9qciE01CKp4jMfjlP75+vXruLi4iLdv36bydKSr6E6R9FkOWNB+t3HT6TRubm7i6OgoXr9+ndZEvXnzJvr9/jO94v9XPb+q72vAv5u02+2IeNI/3W434YvvvvsuDg8P0x4qpICQCvPq1avE2iq4VR0bsVm8yVo+nj+pL5B7ML6eisGOtTDXRJeot6/V6SaTSYxGo5Qidn5+HrPZLAaDQdzf38fNzU2Mx+OIiLSQEkcSrMUcAXNFbFIzI57nm7u9UryTI28RB+Ncl1Q07hMdo44RL92QCaAO9lKM2Ww+1aNvNBqF1DmcnCqpBOq9Xi89ZK3tiScGUNcc81yIBMWhnUd4ZDwex8PDQwwGgzSAPkVJOLCJ2AAeBdrOQOReWkcWA8JA2N/fj36/H69fv47RaBTX19cpz4p2aH/0+/20eca7d++SU0NYVY3Mtvt21tQBNU4KG3GQN8tiVz2/nsu/41y5NIZadhN3sCLK02Qc3CoQVEawLGyv53fntow9yJ0n5zR8LmE8KZjQaE/Vy9u8DXSjlP36u8hyudmUQkto+XzRa9WyXbYx2jndx+e6SYuPn9w4d0Y5p9+2iaZ8kSYyn8/TVu2AX61WQXUJdSB0/GBbSOOZTqcxHA4jYrMOjJRINphR3e1jWJk7PcZZfcYyKTswrIeHh9HpdKLX6yVgkusn9MFL+zBit5S/WiJtfgWpx+Y+k8kkRd7pf4DyeDyO8XgczWazkMKLaBqTLqqEvSeDgRdgnl1BIza6lOwJJ1k4L/nwYD1APLnYEIYsLCWTghRqBbtKbnGMM/ZaPSxH5KrN9Hx7fSnuU4LWa59rlRslFtBPut6EiIIX//AFrs6qV0klUD89PY2IKKRRKFCHVYBBLruw3pSCdZTWer2O4XCYmIXFYlFIf8l553r+sjxBH7g5qQLsEVEAwdovDw8P0e12Y7VaJa+WQc1kI8+R//v9fso121WBlbXLRT1KXfWsO7bqc9F8KWfTtQ9reZk4sHTQ6MC5CohGFI2kV4DISY7tdUWmgFzHxTbgm2Pvnf0vA8nupHiOsbbP2+qfv0Ry7VHRnMrVapV2aFRG3fuS97vol1o2on2ohi8XVlbH1I2gzoXc83U7oecqc7j0eE0XWK/XC625TwAADWpJREFUCdBqpJT0AaKhMP4KANzuYfPU4VCWkggsY0/1M23LRSK07/T+HXRwLGmrgDhn5HPyKSC9lt2F7IW9vb0YDocFzNNoNBK7u1wuUznmq6ur+PDhQzQajRgOhzGdTtMCVMjJo6OjiIhUPjEHPBkje3t7z8ZczhHWUtrkwJMS3Wxuqs/hkOLgDofDVKq11+vF3t7TPjE4AeSdv337Nr7++uvktDro1lzwKgJFHf2I55UKnUCmj2gzTDqfuQ7Sue3fq13krzLnGuUDr1VJ5bdfffVV6gAGDCeFUYdNYAGpG2AF5SgfbogFBwxEwPnXX3+dbuDg4KBgHJXpdUCzjVXnOze67nnpAMCLY/AeHh7GF198EW/fvo3Hx8f43e9+lzwnfqMbYWi4JufFvcSRcFCt5+RaTE5YdQ13aR/pAiavGepMfS0vEweW/pwdtPpvVRyc61jQ3+SMtB6ngEYVlqaY5ACPg1Rl9jhnDkD4HMw5CXptIliuSMtAei4X0Y9RByPnFDFfZrNZ3NzcxHw+j48fP8bHjx+fhVZz72ug/nJRPaY2QQ1gxKYyDOONELMaaE2d4ty5ceC6vSoiouON87darXjz5k0sl8sYj8cpHUV3+ByPx9nx+P+1d3W9aSxLsJY4xoAN2M6HJSt+yBNvR0qk/P+HSPkFUZREsiIR2TGWYQ0sHxHy3oeoxkUzu4CTm+Or2yUdHYL3c5iZrq7u6VFFWw17kiRot9thzxGuW1Iyb9OBrFrI9lOioHM8o0MkIDy2Wq0G1V6dAl7bzgO/S9Jd8FmPN2/ehL7G1BDyIaZJLRYLNBqNUE6TvAn4VQ1lOp3i+Pg4VAyik5kkSahWRBJKAkohj2CE30YS2Q8pRJLj6K6idDqpprPfjUYjDAYD9Ho9TCYTPHv2DCcnJ9jd3Q3pusqVOp0O3r17h/39/UCYtWoK1WqNxhLkepwneB7/RttCh1uJNh2KxWKBLMvCeFHBRud+nqsLRXU/CI5D5cbq6PN9Gc0ow0aLSdUr0Rsoabck3U4qNkSnExKPS5JkaUKxRLFMjSQ2Vd9iZF3/FlMA+TfW9by7uwvhIgU9TnYK7RB8bztAymCJvSVlVqXUFdxKumPRjnVOg0+yD4MlqfxsUdSP9Rokm5oGY4+LKR+8NokBsFqX/KGq9TYE1SqZ/E7vt46YKzYJFSpJX3cs80FnsxlGoxFub2+X1orESLt1hBzFiDmp1vmJ9Ws9xuacAvH1HXoPHXdUGIueS6FKPcWparW6lMOqSjVtgV5Xr03CrETdLtyjsMJKGLH3te8ErDrkKqrR1iipAO43CqQjEruP4+/i8PAQeZ6j2WyiVqstpV0A95WPdnZ2gjCoqVMk6tVqNaSWkEDSBsQyGywni811vL86jJrabLmFzs/kOlz7Q96jKrotTtJut0N68GAwCM4IsMon1V6ok19E1JWjKi+jw0oHgOfZtioSTW1bqnKuzoHlan8k9cX+SMD9anEl6XYCLCLpsVABFwrpqmLbYdRwxxQzVfn0/kqOi9Sx2PPGyLAqMfrjUJVU0LDY72JGh/cnEdN2B+49XKt8xBwZS9KZL896wMfHx2i328FD3dnZwXg8xmw2Q5IkwQO2beHYDrG+aD9v2q6WrPPcWFRJr6v9K3avIvVaHVLbBzgB8f46YRe9p97fjmNLtPR7vWaRal90r7JJTx1nrovpdrv4+PEjxuMxbm5u0O/3l4xUjFTaNnYUg3OhEgVV0mPtqHMg7YKGlbWv0ibxuhoZBJbtUIz08piYw8j+wmfQihgUsvTv0+kUk8kkXJd9TZ+b967VakFtoxKnJCP2nPo+6jjEHEZdAJfneSBG9XodzWYzbLTHiLHj38Pp6Snu7u5CDXGq0GmaYjaboV6vh7QRipm6Dm06nQah4fLyElmWIc/zsLOnro3Q/zN1C0Ag9FwboWOFanOSJBgMBiEin6Yp5vN52ME3SRJ0u91QZOP8/BwXFxdhUyOmXCmSJEGz2USn08Hh4SFevXoV+EilUgmRn3q9HvL2OXfruNK8dY00kahrBFejFRwfdHBsuotyURVb7RikXVQeZnPsraKuKThlKCXq1ljzBTm5kLBbFcwSZVUglKzTg+ECSDaeNkiRQebzETxej7U5Q/adeGxMJSs6R4m2qtUKemTWOKjhjykl/Lem6mhohYvbrGNExDoFN0MAgJcvX+Lk5CTU9WRn4ba+eX6/yYsSFcf2KIr2AJuRdO2fMYW5qA8A63cotKS36FqxfqpkQ0l6LE2qyEGwSogS9W2Udfs8Zd/p/Xd2djCbzTAYDJBlGb58+YL379+HKhw0cno926Z2TDuKoURd51ol6mxHFSv4naqKOi54LCt6qdFVWHUwhpijqbnqur8Aq3XpTtJcdzQYDNDv95f6OBVsfuZY0ZQfJdRlJJ3twPakbbBKOu2UVp/ggj8uIGXFD67TYFttElGLocgJcqzH2dkZgF99jqkXFxcX6PV6mM1muL6+DotHe71eSH9Ros41Et+/f0e9Xke1Wg3XJddSEqqLldk3Sd7pFDAS9fTp0zAv9no9pGmKxWIRNn5kHfhKpYJv377h8+fPuL29xdevX3F1dbWkmGvNcI6RVquFt2/f4uzsLNgV5s3zHVkSmylwjDzRQeB5fDcl0gCWxp6mAHMMaVUXYNXBt9EIy2vJBRmF01Ko5GSa7sK0JOB+jizCRoq6Gnclp0W5rUo6CatCaQOoArLtANeJ207EMVWw6Pyi7y1Zj/29zImIPUPZ8wDL7R6LRsTU0pgqqYaCuetUgZhTxk02VMHkpL5ugYOjmHwX9YtN+vc6Il+kphM0vGX3L7vGJs/4Jwyxtl0ROd+ErG8DEsT5fI7hcIjhcIg0TYMRzLJsKdTK54tNpK6mbwaNRNqQcRmBZr9Qoh6LhtImxfp8bB7/HSghUPWM3+u6Ko062Q3q7PwQsxHrxKl19k3thzrB7M+avmOjEL/bRo7toPnMBwcHYVEpq7qwfOPd3d1KdRUAgShS7aXqHkvNKhqDOk51vqMDzBKQVO+ZMsgKNEzDGQ6HyLIskHg+G7DaN/b29nBwcBDWTHBxqorDOob29vZCaUOSa6A4kmzHVBlH5POpUKrH2PvEYN/P8uQYZ95kTiplYhoyoKLAzRiKyDonL04GsUnEeieaM6STm76E3sMqB/ZltTGLPJWi86zx0GvZ1JeyCbLsv23ABUuaG8kwb4ysaxsyVEtvrt1u48WLFyHMenR0hNFohKOjo1AqczgcroSQHeuhzqk1tjpIgdWUCTXKRQ4u76Gf7XX1HI7BWP5bjCDYZ4nlstu+FRuT27YZcK9c6nexe/DYGHkvGlf67Hl+X12q1+vhw4cPuLy8xI8fP9DtdqNlTO21nZxvD6bT6eJHXTCpiJEFRhEnk8nK4neSYwBhEyIrAKm6bX8/a5StOq3KG+/HNUpcgKaK9JMnT3B4eBjmXpsHrmUQVXSx0YKYMeff1XZqRILH81pK2FgqeH9/H+PxGJeXl6FEMHe8JAFcp+4VwQn6w0HCXavV8Pr1a/z8+TP8JvP5HO12G5PJBGmaolarYTab4fb2FhcXF6hUKmi1Wmg0GqhUKoFEp2mKwWCA3d3d0AfY1+bzeagOo9EoKu9aWjDPc4zHY3S73aW0tfl8juvr6/DsHAf9fh83Nzeh79lxwHlgb28PnU4HnU4HrVYr7Ixr5+Ak+VUV6fnz52i1WiGPn7vtpmkaxqLmo6v9VWdE7Q2AkMqme+1o4ZMiUYHXiFU8pECqUTRbltFGEctQStS1rA1vxtCfPoglENoQMYJqPRwSiljY20KJQRH5tYRbfzD7DPaznq+fY+GQTVH2rPY97XV1IRI7jabzWCIXc5zY0RuNBtrtdpjc9/f3kWVZyP1K0zR0eobSnJiUI+Y8xv6un2P9WxUEC0ti9RocN7FrAavVkGLH2ciZvb4lzUVjdBOybpW72DvpZ+3HsXdYB227PM+Dkn51dYVPnz7h/Pwc4/EY/X5/pWrGOjgx2Qy0I0rONYc0NseQQOg8bOdBQsm6OnKWqNMuxfppkYOsCjSNPEmHjXJWKr9K0x0cHITPNP767JrTaklAke2zNo2EOuZY8lmUVDH1gIsN+/0+FosFms0mFotFUDSV1GwLHTcu8mwHEkymqrIqHiuzsK5+o9FAnueYTCZhTQ3TsFgnnQR5Op1iNBqFKDqJtJJzFSI5PtlndOylaRpSutivsyxDv98P6vloNFoi/OzrWkpVHcwkSXB6eop//vknVBG04g/wawxyjwEAYY+a+XyOXq8XHA+dM6z90DGlfZMEOknud6K3UbvYekNCUzk1tcbaZ84bFLzt86yzOb6jzf8BLMmJESIeZzuRk5H/PfhvtopYxOKhUS7H38U2v0+ZyPPfwKZ57/8Gytpt09C94+/CEsuYEPq7+BPzXWwe1c/bjtlNxZHYucCf26TvIfPHNuLOQ5G4kXI4HA6Hw+FwOB4fXFF3OBwOh8PhcDgeIZyoOxwOh8PhcDgcjxBO1B0Oh8PhcDgcjkcIJ+oOh8PhcDgcDscjhBN1h8PhcDgcDofjEcKJusPhcDgcDofD8QjxH7UapOAv21VUAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x432 with 12 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "SRtblt-UXAR0",
"outputId": "d21398f4-7260-475a-c72b-8e249e9bf94c"
},
"source": [
"model = Sequential()\n",
"\n",
"#1. KATMAN\n",
"model.add(Conv2D(64, 3, data_format=\"channels_last\", kernel_initializer=\"he_normal\", input_shape=(48,48,1)))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"\n",
"#2. KATMAN\n",
"\n",
"model.add(Conv2D(64, 3))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"model.add(MaxPool2D(pool_size=(2,2), strides=2))\n",
"model.add(Dropout(0.6)) #%60 unutma işlemi(nöron silme-dropout)\n",
"\n",
"### 3. KATMAN\n",
"model.add(Conv2D(32, 3))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"\n",
"\n",
"### 4. KATMAN\n",
"model.add(Conv2D(32, 3))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"\n",
"### 5. KATMAN\n",
"model.add(Conv2D(32, 3))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"model.add(MaxPool2D(pool_size=(2,2), strides=2))\n",
"model.add(Dropout(0.6)) #%60 unutma işlemi(nöron silme-dropout)\n",
"\n",
"### TAM BAĞLANTI KATMANI\n",
"model.add(Flatten())\n",
"model.add(Dense(128))\n",
"model.add(BatchNormalization())\n",
"model.add(Activation('relu'))\n",
"model.add(Dropout(0.6))#%60 unutma işlemi(nöron silme-dropout)\n",
"\n",
"### Çıkış katmanı\n",
"\n",
"model.add(Dense(7))\n",
"model.add(Activation('softmax')) #Sınıflama işlemi (7 duygu sınıfı var)\n",
"\n",
"model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy']) #opmizasyon ve başarım hesaplama metriklerinin belirlenmesi\n",
"#model özetini görselleştirelim\n",
"\n",
"model.summary()"
],
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 46, 46, 64) 640 \n",
"_________________________________________________________________\n",
"batch_normalization (BatchNo (None, 46, 46, 64) 256 \n",
"_________________________________________________________________\n",
"activation (Activation) (None, 46, 46, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 44, 44, 64) 36928 \n",
"_________________________________________________________________\n",
"batch_normalization_1 (Batch (None, 44, 44, 64) 256 \n",
"_________________________________________________________________\n",
"activation_1 (Activation) (None, 44, 44, 64) 0 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 22, 22, 64) 0 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 22, 22, 64) 0 \n",
"_________________________________________________________________\n",
"conv2d_2 (Conv2D) (None, 20, 20, 32) 18464 \n",
"_________________________________________________________________\n",
"batch_normalization_2 (Batch (None, 20, 20, 32) 128 \n",
"_________________________________________________________________\n",
"activation_2 (Activation) (None, 20, 20, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_3 (Conv2D) (None, 18, 18, 32) 9248 \n",
"_________________________________________________________________\n",
"batch_normalization_3 (Batch (None, 18, 18, 32) 128 \n",
"_________________________________________________________________\n",
"activation_3 (Activation) (None, 18, 18, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_4 (Conv2D) (None, 16, 16, 32) 9248 \n",
"_________________________________________________________________\n",
"batch_normalization_4 (Batch (None, 16, 16, 32) 128 \n",
"_________________________________________________________________\n",
"activation_4 (Activation) (None, 16, 16, 32) 0 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 8, 8, 32) 0 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 8, 8, 32) 0 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 2048) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 128) 262272 \n",
"_________________________________________________________________\n",
"batch_normalization_5 (Batch (None, 128) 512 \n",
"_________________________________________________________________\n",
"activation_5 (Activation) (None, 128) 0 \n",
"_________________________________________________________________\n",
"dropout_2 (Dropout) (None, 128) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 7) 903 \n",
"_________________________________________________________________\n",
"activation_6 (Activation) (None, 7) 0 \n",
"=================================================================\n",
"Total params: 339,111\n",
"Trainable params: 338,407\n",
"Non-trainable params: 704\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1IT9nlegXAIB",
"outputId": "ca93a918-3661-4d3d-b9c2-1381b7636d8f"
},
"source": [
"x_train = train_images.reshape(-1, 48, 48, 1)\n",
"x_test = test_images.reshape(-1, 48, 48, 1)\n",
"print('Train:',x_train.shape)\n",
"print('Test:', x_test.shape)"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"text": [
"Train: (28709, 48, 48, 1)\n",
"Test: (3589, 48, 48, 1)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DwqmB6rnce44",
"outputId": "0bc4e449-403c-4e0f-a84d-1bf0db31840a"
},
"source": [
"print('Train:',y_train.shape)\n",
"print('Test:', y_test.shape)"
],
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"text": [
"Train: (28709, 7)\n",
"Test: (3589, 7)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4OpVlAiTce15",
"outputId": "ffae03e4-b5bc-4401-f829-fbe0f58df549"
},
"source": [
"# en başarılı agırlıları kaydet\n",
"checkpointer = ModelCheckpoint(filepath=root + 'data/face_model.h5', verbose=1, save_best_only=True)\n",
"\n",
"epochs = 50\n",
"batchSize = 100\n",
"\n",
"#modeli çalıştır\n",
"hist = model.fit(x_train, y_train,\n",
" epochs=epochs,\n",
" shuffle=True, # karışık bir şekilde eğit\n",
" batch_size=batchSize,\n",
" validation_data=(x_test, y_test),\n",
" callbacks=[checkpointer],\n",
" verbose=2)\n",
"\n",
"# model json olarak kaydetme\n",
"\n",
"model_json = model.to_json()\n",
"with open(root+'data/face_model.json', 'w') as json_file:\n",
" json_file.write(model_json)"
],
"execution_count": 28,
"outputs": [
{
"output_type": "stream",
"text": [
"Epoch 1/50\n",
"288/288 - 8s - loss: 1.2228 - accuracy: 0.5317 - val_loss: 1.1933 - val_accuracy: 0.5366\n",
"\n",
"Epoch 00001: val_loss improved from inf to 1.19331, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 2/50\n",
"288/288 - 8s - loss: 1.2111 - accuracy: 0.5362 - val_loss: 1.1977 - val_accuracy: 0.5475\n",
"\n",
"Epoch 00002: val_loss did not improve from 1.19331\n",
"Epoch 3/50\n",
"288/288 - 8s - loss: 1.2007 - accuracy: 0.5427 - val_loss: 1.3033 - val_accuracy: 0.5043\n",
"\n",
"Epoch 00003: val_loss did not improve from 1.19331\n",
"Epoch 4/50\n",
"288/288 - 8s - loss: 1.1906 - accuracy: 0.5475 - val_loss: 1.1416 - val_accuracy: 0.5656\n",
"\n",
"Epoch 00004: val_loss improved from 1.19331 to 1.14160, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 5/50\n",
"288/288 - 8s - loss: 1.1799 - accuracy: 0.5499 - val_loss: 1.1189 - val_accuracy: 0.5745\n",
"\n",
"Epoch 00005: val_loss improved from 1.14160 to 1.11886, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 6/50\n",
"288/288 - 8s - loss: 1.1735 - accuracy: 0.5530 - val_loss: 1.1511 - val_accuracy: 0.5626\n",
"\n",
"Epoch 00006: val_loss did not improve from 1.11886\n",
"Epoch 7/50\n",
"288/288 - 8s - loss: 1.1603 - accuracy: 0.5597 - val_loss: 1.1355 - val_accuracy: 0.5662\n",
"\n",
"Epoch 00007: val_loss did not improve from 1.11886\n",
"Epoch 8/50\n",
"288/288 - 8s - loss: 1.1553 - accuracy: 0.5618 - val_loss: 1.1133 - val_accuracy: 0.5731\n",
"\n",
"Epoch 00008: val_loss improved from 1.11886 to 1.11332, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 9/50\n",
"288/288 - 8s - loss: 1.1434 - accuracy: 0.5674 - val_loss: 1.1590 - val_accuracy: 0.5614\n",
"\n",
"Epoch 00009: val_loss did not improve from 1.11332\n",
"Epoch 10/50\n",
"288/288 - 8s - loss: 1.1359 - accuracy: 0.5695 - val_loss: 1.1364 - val_accuracy: 0.5690\n",
"\n",
"Epoch 00010: val_loss did not improve from 1.11332\n",
"Epoch 11/50\n",
"288/288 - 8s - loss: 1.1322 - accuracy: 0.5722 - val_loss: 1.1107 - val_accuracy: 0.5678\n",
"\n",
"Epoch 00011: val_loss improved from 1.11332 to 1.11067, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 12/50\n",
"288/288 - 8s - loss: 1.1236 - accuracy: 0.5747 - val_loss: 1.1063 - val_accuracy: 0.5793\n",
"\n",
"Epoch 00012: val_loss improved from 1.11067 to 1.10631, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 13/50\n",
"288/288 - 8s - loss: 1.1208 - accuracy: 0.5757 - val_loss: 1.1015 - val_accuracy: 0.5787\n",
"\n",
"Epoch 00013: val_loss improved from 1.10631 to 1.10153, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 14/50\n",
"288/288 - 8s - loss: 1.1040 - accuracy: 0.5790 - val_loss: 1.0937 - val_accuracy: 0.5848\n",
"\n",
"Epoch 00014: val_loss improved from 1.10153 to 1.09368, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 15/50\n",
"288/288 - 8s - loss: 1.1047 - accuracy: 0.5833 - val_loss: 1.0830 - val_accuracy: 0.5832\n",
"\n",
"Epoch 00015: val_loss improved from 1.09368 to 1.08299, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 16/50\n",
"288/288 - 8s - loss: 1.1002 - accuracy: 0.5850 - val_loss: 1.1074 - val_accuracy: 0.5779\n",
"\n",
"Epoch 00016: val_loss did not improve from 1.08299\n",
"Epoch 17/50\n",
"288/288 - 8s - loss: 1.0915 - accuracy: 0.5877 - val_loss: 1.0747 - val_accuracy: 0.5893\n",
"\n",
"Epoch 00017: val_loss improved from 1.08299 to 1.07474, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 18/50\n",
"288/288 - 8s - loss: 1.0919 - accuracy: 0.5867 - val_loss: 1.0669 - val_accuracy: 0.5910\n",
"\n",
"Epoch 00018: val_loss improved from 1.07474 to 1.06690, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 19/50\n",
"288/288 - 8s - loss: 1.0850 - accuracy: 0.5897 - val_loss: 1.1237 - val_accuracy: 0.5795\n",
"\n",
"Epoch 00019: val_loss did not improve from 1.06690\n",
"Epoch 20/50\n",
"288/288 - 8s - loss: 1.0789 - accuracy: 0.5906 - val_loss: 1.0765 - val_accuracy: 0.5924\n",
"\n",
"Epoch 00020: val_loss did not improve from 1.06690\n",
"Epoch 21/50\n",
"288/288 - 8s - loss: 1.0718 - accuracy: 0.5940 - val_loss: 1.0629 - val_accuracy: 0.5954\n",
"\n",
"Epoch 00021: val_loss improved from 1.06690 to 1.06289, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 22/50\n",
"288/288 - 8s - loss: 1.0749 - accuracy: 0.5926 - val_loss: 1.0636 - val_accuracy: 0.5943\n",
"\n",
"Epoch 00022: val_loss did not improve from 1.06289\n",
"Epoch 23/50\n",
"288/288 - 8s - loss: 1.0698 - accuracy: 0.5963 - val_loss: 1.0735 - val_accuracy: 0.5949\n",
"\n",
"Epoch 00023: val_loss did not improve from 1.06289\n",
"Epoch 24/50\n",
"288/288 - 8s - loss: 1.0626 - accuracy: 0.5967 - val_loss: 1.0480 - val_accuracy: 0.6024\n",
"\n",
"Epoch 00024: val_loss improved from 1.06289 to 1.04802, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 25/50\n",
"288/288 - 8s - loss: 1.0575 - accuracy: 0.6007 - val_loss: 1.1277 - val_accuracy: 0.5692\n",
"\n",
"Epoch 00025: val_loss did not improve from 1.04802\n",
"Epoch 26/50\n",
"288/288 - 8s - loss: 1.0533 - accuracy: 0.6019 - val_loss: 1.0691 - val_accuracy: 0.6057\n",
"\n",
"Epoch 00026: val_loss did not improve from 1.04802\n",
"Epoch 27/50\n",
"288/288 - 8s - loss: 1.0504 - accuracy: 0.6026 - val_loss: 1.0562 - val_accuracy: 0.6035\n",
"\n",
"Epoch 00027: val_loss did not improve from 1.04802\n",
"Epoch 28/50\n",
"288/288 - 8s - loss: 1.0423 - accuracy: 0.6056 - val_loss: 1.0568 - val_accuracy: 0.5946\n",
"\n",
"Epoch 00028: val_loss did not improve from 1.04802\n",
"Epoch 29/50\n",
"288/288 - 8s - loss: 1.0455 - accuracy: 0.6035 - val_loss: 1.0444 - val_accuracy: 0.6007\n",
"\n",
"Epoch 00029: val_loss improved from 1.04802 to 1.04441, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 30/50\n",
"288/288 - 8s - loss: 1.0408 - accuracy: 0.6075 - val_loss: 1.0535 - val_accuracy: 0.6074\n",
"\n",
"Epoch 00030: val_loss did not improve from 1.04441\n",
"Epoch 31/50\n",
"288/288 - 8s - loss: 1.0402 - accuracy: 0.6075 - val_loss: 1.0582 - val_accuracy: 0.5924\n",
"\n",
"Epoch 00031: val_loss did not improve from 1.04441\n",
"Epoch 32/50\n",
"288/288 - 8s - loss: 1.0390 - accuracy: 0.6084 - val_loss: 1.0429 - val_accuracy: 0.6021\n",
"\n",
"Epoch 00032: val_loss improved from 1.04441 to 1.04291, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 33/50\n",
"288/288 - 8s - loss: 1.0368 - accuracy: 0.6063 - val_loss: 1.0389 - val_accuracy: 0.6049\n",
"\n",
"Epoch 00033: val_loss improved from 1.04291 to 1.03891, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 34/50\n",
"288/288 - 8s - loss: 1.0333 - accuracy: 0.6101 - val_loss: 1.0669 - val_accuracy: 0.5988\n",
"\n",
"Epoch 00034: val_loss did not improve from 1.03891\n",
"Epoch 35/50\n",
"288/288 - 8s - loss: 1.0280 - accuracy: 0.6139 - val_loss: 1.0383 - val_accuracy: 0.6030\n",
"\n",
"Epoch 00035: val_loss improved from 1.03891 to 1.03826, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 36/50\n",
"288/288 - 8s - loss: 1.0197 - accuracy: 0.6152 - val_loss: 1.0582 - val_accuracy: 0.5904\n",
"\n",
"Epoch 00036: val_loss did not improve from 1.03826\n",
"Epoch 37/50\n",
"288/288 - 8s - loss: 1.0245 - accuracy: 0.6124 - val_loss: 1.0919 - val_accuracy: 0.5868\n",
"\n",
"Epoch 00037: val_loss did not improve from 1.03826\n",
"Epoch 38/50\n",
"288/288 - 8s - loss: 1.0198 - accuracy: 0.6148 - val_loss: 1.0492 - val_accuracy: 0.6035\n",
"\n",
"Epoch 00038: val_loss did not improve from 1.03826\n",
"Epoch 39/50\n",
"288/288 - 8s - loss: 1.0205 - accuracy: 0.6138 - val_loss: 1.0564 - val_accuracy: 0.6080\n",
"\n",
"Epoch 00039: val_loss did not improve from 1.03826\n",
"Epoch 40/50\n",
"288/288 - 8s - loss: 1.0145 - accuracy: 0.6157 - val_loss: 1.0255 - val_accuracy: 0.6127\n",
"\n",
"Epoch 00040: val_loss improved from 1.03826 to 1.02547, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 41/50\n",
"288/288 - 8s - loss: 1.0110 - accuracy: 0.6165 - val_loss: 1.0300 - val_accuracy: 0.6141\n",
"\n",
"Epoch 00041: val_loss did not improve from 1.02547\n",
"Epoch 42/50\n",
"288/288 - 8s - loss: 1.0098 - accuracy: 0.6177 - val_loss: 1.0346 - val_accuracy: 0.6035\n",
"\n",
"Epoch 00042: val_loss did not improve from 1.02547\n",
"Epoch 43/50\n",
"288/288 - 8s - loss: 1.0056 - accuracy: 0.6199 - val_loss: 1.0364 - val_accuracy: 0.6135\n",
"\n",
"Epoch 00043: val_loss did not improve from 1.02547\n",
"Epoch 44/50\n",
"288/288 - 8s - loss: 1.0001 - accuracy: 0.6219 - val_loss: 1.0185 - val_accuracy: 0.6152\n",
"\n",
"Epoch 00044: val_loss improved from 1.02547 to 1.01851, saving model to /drive/MyDrive/Facial Expression Recognitiondata/face_model.h5\n",
"Epoch 45/50\n",
"288/288 - 8s - loss: 1.0011 - accuracy: 0.6176 - val_loss: 1.0405 - val_accuracy: 0.6088\n",
"\n",
"Epoch 00045: val_loss did not improve from 1.01851\n",
"Epoch 46/50\n",
"288/288 - 8s - loss: 0.9964 - accuracy: 0.6206 - val_loss: 1.0316 - val_accuracy: 0.6174\n",
"\n",
"Epoch 00046: val_loss did not improve from 1.01851\n",
"Epoch 47/50\n",
"288/288 - 8s - loss: 1.0008 - accuracy: 0.6227 - val_loss: 1.0641 - val_accuracy: 0.5960\n",
"\n",
"Epoch 00047: val_loss did not improve from 1.01851\n",
"Epoch 48/50\n",
"288/288 - 8s - loss: 0.9937 - accuracy: 0.6250 - val_loss: 1.0616 - val_accuracy: 0.6060\n",
"\n",
"Epoch 00048: val_loss did not improve from 1.01851\n",
"Epoch 49/50\n",
"288/288 - 8s - loss: 0.9964 - accuracy: 0.6246 - val_loss: 1.0542 - val_accuracy: 0.6021\n",
"\n",
"Epoch 00049: val_loss did not improve from 1.01851\n",
"Epoch 50/50\n",
"288/288 - 8s - loss: 0.9916 - accuracy: 0.6257 - val_loss: 1.0311 - val_accuracy: 0.6057\n",
"\n",
"Epoch 00050: val_loss did not improve from 1.01851\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 233
},
"id": "-mSJt9FHcetm",
"outputId": "836519b6-49bd-4300-e856-188a5860d35a"
},
"source": [
"plt.figure(figsize=(14,3))\n",
"plt.subplot(1, 2, 1)\n",
"plt.suptitle('Eğitim', fontsize=10)\n",
"plt.ylabel('Loss', fontsize=16)\n",
"plt.plot(hist.history['loss'], color ='r', label='Training Loss')\n",
"plt.plot(hist.history['val_loss'], color ='b', label='Validation Loss')\n",
"plt.legend(loc='upper right')\n",
"\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.ylabel('Accuracy', fontsize=16)\n",
"plt.plot(hist.history['accuracy'], color ='g', label='Training Accuracy')\n",
"plt.plot(hist.history['val_accuracy'], color ='m', label='Validation Accuracy')\n",
"plt.legend(loc='lower right')\n",
"\n",
"plt.show()"
],
"execution_count": 32,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x216 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "YNLsDn4SlpK0",
"outputId": "16337e03-a526-4748-9eae-6be5a0aea231"
},
"source": [
"test = data[['emotion', 'pixels']][data['Usage'] == 'PrivateTest']\n",
"test['pixels'] = test['pixels'].apply(lambda im: np.fromstring(im, sep=' '))\n",
"test.head()"
],
"execution_count": 33,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>emotion</th>\n",
" <th>pixels</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>32298</th>\n",
" <td>0</td>\n",
" <td>[170.0, 118.0, 101.0, 88.0, 88.0, 75.0, 78.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32299</th>\n",
" <td>5</td>\n",
" <td>[7.0, 5.0, 8.0, 6.0, 7.0, 3.0, 2.0, 6.0, 5.0, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32300</th>\n",
" <td>6</td>\n",
" <td>[232.0, 240.0, 241.0, 239.0, 237.0, 235.0, 246...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32301</th>\n",
" <td>4</td>\n",
" <td>[200.0, 197.0, 149.0, 139.0, 156.0, 89.0, 111....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32302</th>\n",
" <td>2</td>\n",
" <td>[40.0, 28.0, 33.0, 56.0, 45.0, 33.0, 31.0, 78....</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" emotion pixels\n",
"32298 0 [170.0, 118.0, 101.0, 88.0, 88.0, 75.0, 78.0, ...\n",
"32299 5 [7.0, 5.0, 8.0, 6.0, 7.0, 3.0, 2.0, 6.0, 5.0, ...\n",
"32300 6 [232.0, 240.0, 241.0, 239.0, 237.0, 235.0, 246...\n",
"32301 4 [200.0, 197.0, 149.0, 139.0, 156.0, 89.0, 111....\n",
"32302 2 [40.0, 28.0, 33.0, 56.0, 45.0, 33.0, 31.0, 78...."
]
},
"metadata": {
"tags": []
},
"execution_count": 33
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "IizSA8-0lpIG"
},
"source": [
"x_test_private = np.vstack(test['pixels'].values)\n",
"y_test_private = np.array(test['emotion'])"
],
"execution_count": 34,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0l1sPqm8lpD2",
"outputId": "0eb44d02-6c52-4522-eac7-0c8818147f5b"
},
"source": [
"x_test_private = x_test_private.reshape(-1, 48, 48, 1)\n",
"y_test_private = np_utils.to_categorical(y_test_private)\n",
"x_test_private.shape, y_test_private.shape"
],
"execution_count": 36,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((3589, 48, 48, 1), (3589, 7))"
]
},
"metadata": {
"tags": []
},
"execution_count": 36
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gU1PB1tLlpAv",
"outputId": "0c0447ea-5aed-4351-ed1d-596ee34f54ec"
},
"source": [
"score = model.evaluate(x_test_private, y_test_private, verbose=0)\n",
"print(\"Private Test Üzerindeki Doğruluk Durumu:\", score)"
],
"execution_count": 37,
"outputs": [
{
"output_type": "stream",
"text": [
"Private Test Üzerindeki Doğruluk Durumu: [1.0051289796829224, 0.61521315574646]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "XQia_aCcqae_"
},
"source": [
"from keras.models import load_model\n",
"from PIL import Image\n",
"from keras.preprocessing import image"
],
"execution_count": 39,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "DcaYVOw6lo-D"
},
"source": [
"# en iyi ağırlıkları yükle\n",
"model_best = load_model(root + 'data/face_model.h5')"
],
"execution_count": 40,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "p8siMWpuloz8"
},
"source": [
" \n",
"def predict_file(file):\n",
"\n",
" #test_image=x_test_private[60] #eğer veri kümesinden bir görsel denemek isterseniz burada [] içine rastgele bir görsel numarası atayarak test edebilirsiniz!\n",
" image_path = root+'/'+ file\n",
"\n",
" test_image_original = image.load_img(image_path) # orjinal renkli görüntü\n",
"\n",
" test_image = image.load_img(image_path, target_size=(48, 48), grayscale=True)\n",
" test_data = image.img_to_array(test_image)\n",
"\n",
" test_data = np.expand_dims(test_data, axis=0)\n",
" test_data = np.vstack([test_data])\n",
"\n",
" results = model_best.predict(test_data, batch_size=1)\n",
" print(results)\n",
"\n",
" #sınıflarımız 7 adet duygu durumumuz\n",
" class_names = ['kizgin', 'igrenme', 'korku', 'mutlu', 'uzgun', 'sasirma', 'dogal']\n",
"\n",
" ind = 0.1+0.6*np.arange(len(class_names))\n",
" width = 0.4 #bar genişliği\n",
"\n",
" color_list = ['red','orangered','darkorange','limegreen','darkgreen','royalblue','navy']\n",
"\n",
" # test resmimizi çizdirelim\n",
"\n",
" plt.imshow(test_image_original)\n",
" plt.title('Giriş Resmi', fontsize=16)\n",
" plt.axis('off')\n",
" plt.show()\n",
"\n",
" #sonuçlarımızı renklendirelim\n",
"\n",
" for i in range(len(class_names)):\n",
" plt.bar(ind[i], results[0][i], width, color=color_list[i])\n",
"\n",
" plt.title(\"Sınıflandırma Sonuçları\", fontsize=20)\n",
" plt.xlabel(\"Yüz İfadeleri Kategorisi\",fontsize=16)\n",
" plt.ylabel(\"Sınıflandırma Skoru\",fontsize=16)\n",
" plt.xticks(ind, class_names, rotation=45, fontsize=14)\n",
" plt.show()\n",
"\n",
"\n",
" print(\"\\nSınıflandırma sonucu en yüksek oranla:\", class_names[np.argmax(results)])\n",
"\n",
" # en yüksek skorlu duyguya karşılık emoji çizdirelim"
],
"execution_count": 104,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_aLk_wauy8ae"
},
"source": [
"Test"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "x5sF_7avy_Lv",
"outputId": "5e3256a4-998c-4042-a0b3-a1006e97d557"
},
"source": [
"!ls"
],
"execution_count": 106,
"outputs": [
{
"output_type": "stream",
"text": [
"acun.png elon2.png erdogan.png indir.png korkmuş.png şaşırmış.png\n",
"alex.png elon.png fer2013.csv kızgın.png mutlu.png üzülmüs.png\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 674
},
"id": "X2ZqYiEG2HGv",
"outputId": "f323332a-0af3-4f29-f233-1608a553b873"
},
"source": [
"predict_file('mutlu.png')"
],
"execution_count": 108,
"outputs": [
{
"output_type": "stream",
"text": [
"[[0.11701401 0.0026643 0.08116703 0.227897 0.38184848 0.00673893\n",
" 0.18267022]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
" warnings.warn('grayscale is deprecated. Please use '\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"\n",
"Sınıflandırma sonucu en yüksek oranla: uzgun\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 670
},
"id": "pDFzFGja2O1B",
"outputId": "e0c1aefb-9706-47f7-c78d-45bb19fb872e"
},
"source": [
"predict_file('üzülmüs.png')"
],
"execution_count": 111,
"outputs": [
{
"output_type": "stream",
"text": [
"[[0.15228114 0.00156228 0.11017621 0.03049266 0.3323648 0.02527303\n",
" 0.3478499 ]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
" warnings.warn('grayscale is deprecated. Please use '\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"\n",
"Sınıflandırma sonucu en yüksek oranla: dogal\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 699
},
"id": "oZXIp-ta2dPM",
"outputId": "1618c2e5-cfa2-45ed-d1fd-bc7709f05b47"
},
"source": [
"predict_file('acun.png')"
],
"execution_count": 112,
"outputs": [
{
"output_type": "stream",
"text": [
"[[0.21423984 0.00204262 0.0497595 0.24864312 0.12144106 0.01770385\n",
" 0.34617 ]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
" warnings.warn('grayscale is deprecated. Please use '\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"\n",
"Sınıflandırma sonucu en yüksek oranla: dogal\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 649
},
"id": "Yk9GXxzh2iaF",
"outputId": "a9e9fe30-0060-45cd-fd25-df40f29dad86"
},
"source": [
"predict_file('erdogan.png')"
],
"execution_count": 113,
"outputs": [
{
"output_type": "stream",
"text": [
"[[4.8868328e-01 3.2327938e-04 1.0237186e-01 6.3904934e-02 3.1178558e-01\n",
" 1.3642475e-02 1.9288696e-02]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
" warnings.warn('grayscale is deprecated. Please use '\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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MKqSk5KwYY3DewzhWd8p8vPQ4jsBy469W/20W6o2Qw3PxaQqk3cUX/FnHM0n3eaRxTdN267K3B5WeNsaLjf2iUJ6cpO1XgAEMgly7+nUfgChaUGSeouscqDIYYzBSJUnPw212pjIHOFSZZY63bKVSSt2Gu+PgG5SZtEQEKUoxipTrW6Pz+qsKYd5vDAVF52NSt3XZj0I9anUMKxbvLJNmhjjhu5ZiBbxj1MJ2HEnWIMFjjSE0Ae8txhrWqxYBvPeIQB5HgqnXjpY6lfdtS0pVAxysELoN3mRIu+rTFQHNaClYMbTO0wRP9JZN13G+2bBqW4L1OG8IzuO84731mo33OCN0zrNuA5sm0DqL0Qxk1FdfsxYliKDWUlyheIdoIWqm5FzPY6nbkOPElJSEJashpUJUsM7hfWC3HXDW471jHCLOe1JKVYmhVUcsRg4kdculK+zFMsen/FYs1/4i3jg68df+vsvv9UVI8zYd7NO+/zR3xMdB0vcVWHyZMV6JdO/yvRcd4mV24rk3BzgitCfvxHOQmMNVe/2E10dBMdVPNg+6t2iN4U4NZpZ1PW8fFzXFEem/DEQOARhZLN3Z9/o0Ods+kLg/VrIn2/0yCuWGnsMgeGuRXMg5QcmghWABV9fvncE1DuMcbdtgjcNay7ptMCIYYyi5JjAgFucs0xQpBTprEN8hIoTgOTs7Q/JI//gr8zlUtNRkFmctqyZU90TKrLuGB+cPOFuv6ZqWpqk+WO8cD31DZwwGJVhD6xytNzhAY6ao0lgL2RAVjCjeGkpwVSqmhVar1V9SFXs5Y2i8JxtFsyFmsEa4uLhC56QGpSa72KKMMWGcRUqV0B2m6TesXX3yxn30S7v2W3viitnH1e7PxfSyuHk933RPLO/dZk1/mnFXvjy5Fz5mXAtkscRGZk/dNTXDPbsi5NrT0dv386PLcEiMWEbUur/GOKyzWO/IKMYJ667FNYHQNnjrEGNQDCJC2wSC85RcoBS0BNI0IUawCawPWFHWqxYXPKvVmrOzM+L2MZc7h/fVYqxJEJbgHF3b1GBbygTvWK9WbDYbNus161VL2zQ45+mKYHOBkrECwUAQMKUmdajW7L5iLckaslowQhFIqWbXdbLMAhKxWNoQWBWhpEKKBatKmG8g/TjifIMYS1EYYyTlXEn+2uNwo3taltQ+9vspw31bkM/KGnv69z+VhwY4ke694i6BtIVodSHe2UK57+iyHP64sYH3s56yBHnmCDsIZbZUnHe0XYtpPLlEgvNszjqaVUvXtnRNIOfCbkykmOic0ARh6hPOWYILjFJQFF8M3jkUOG89oW1Yrxu61pKSo91saJuGZibZ4BwhBLq2o2k8JSWss3RNw9nZGWdnZ6xXXXVlGIHdRN6NpGmipGmWrClSMuRY3RvGoFpA6v6ZZaZgDMZUC98bSzQFbyvBeqe4kjFzeoggeO8ZYmScIjEmrPE1hfmab0rnf7KfZ8BsBe5ljPPpvJcz+enGs8j3axUn0r1XVHkPcH36vhDfbTrdhQcXydWrb8LhhRxUC9X/p/di6SqQ92NbFmrQAuKEEALOW9QApnC+6XjvC+/SNA6HsAqBlDMhJPrdji4I3oKQaJ1lsw4MUrPHSluJyTjLat3QtC0uWIxGGic83GwIIRBCrbXgnKVtW1arFW0bcM7hvaNbtWw2Z6w2m0riJRNjJImQgZQScRiQnEgC3tQaFiJSg3elkHKhaDnUylikXFqwgLeWoIKTXF05pVRZXc6MsdA0DVNWto8u2G5rinMIoUrEBFSYKfrgBnvamTrc8D67uK2mwZ2/e4fvfVKB7hPp3jtukczAnngXEpb5By2Lb/ief0CykPgTVu89rEggicEs246pPs1SEDH4xgEFTGa93vCFL3yOb/yGL2CNEnc7rNaCJL4N9E5qERtjGDXThMBZ1zBS6xtYWyfem7MzjHP4JlBUSTnR2o7zpsNYg7G1qJGxhsY61sHRhcBqvSYER7dZs95skCagKTGME8NuSxlKVUOUPLtH6ljGCAYD+yCZ1AeVHMUIxlqMUSDjrKV1DrUFHzNGRhYXkhEhx0guhVIKOWdyyQzDQEq16JHd++5nS1flELR8DnkcwpmfAtwSN3mpYW4h3Bci3/0M7NOHE+neI67P5K8HqZZg1v7Cucep/rVt4BCAOd6w65buq6OYatkaapCIWV0hYvHO47oGt1nz1nvv8Ll3H/LwbI2XQnaCyRlEuFTDuvF1ei6G6CxWanqtLw5va8BLrOHhw/MazXeWKSVSEs7F8hYWs6++VVnKBcfKOVrnWDWe0DS0IYBAiSNpGOh3V/S7HWmn6FTQRSts7Jy9lkhTJOepKiOEWiWnVHIXEYyCcYopdg6gWYpRgq8FeYzJGAPOOdrWcTlcMk0TTdNgfWDoJ6YYa60IOQr4cjh9i+ZGVOt2LNDFqfPZxWfRtQAn0r1nPJmRdusUZrZ056/sA1D3qaNlUVZwPcJ9XyZ1OVJGIAepmRiD95bVesX5u+/wdV/8et5+eI61Shc8XecxKaMitDagKaO5QMrQBEyebwxtQ54mQGmDp3MG4x0xRopmfLB04mmzmesvyJ6gjHF4rUUKu9BgjFByJG8npjQyzskUZlY8pFyQwl6VoqUQUybGkTSNNE2oGuGSKaVQRMgUSslkFE91UWhRNFdVh5llbJprwR1rQw32OYeK4o1Fi5BnqZmqzsrnAw4W41MkVp8dHnomPg73wiepof/YSfcuh+vmdOT4UrvNHpSnLfwMzKKUJy2DRUa1iPuP5WLPHvLJ8XWvy7muWlhOsB7WfzBobgukPbnmZ6iMb7V2ngik3Rx/1gY/fcQjn+Itx3hJU9XZr1mqsVv1zrZOeNfrNV/4/Oc4e7DGSOasa1h7R9puQSwP3n0PTYVht2PqB0wBUxSnQnCOR48fM00T666dawQbxiEhmmmcpzWOzs6Wta+KiIIiVnBNwHmPt0IB0jjRjz3DNFJKwViD9wEaxZRMSanW6KXWT9Zy0C2PY2RMkZgjUbX6gFVrJbUUMaWQU2LKypRr8kfV1dXSk30/kCRi5yDf7mJHIc2zH+j7ATf/Est8/K8nNFw/w8fqLz06Qdeubnm5edRdCe6pWtvD5jwbx7t0ZN0/MextY92JVA6/xds/fv4gS6j7WZ/feXuO8Eqk+/zixDUn/1kotwWW6kB1BH12e4s6bd6v7hZSrZpSNQUrQhBoxNAKNAo+K4aq7aw1sagWitSpZDIyp6IyO/PqOixgVXAq+CIEEUxWnBUaDF5q4XKg+vKoCQTLPi0W6PH2Lx69TM3LLyiJUv+WeqyiZIpkFuIUqpDeYfAKXpWg4EshSMYVwVrduxdACSWStUChZkqpqWUTq40GBpRCKoUpF1Kp24SRORlEWI+RhOEK5TIIcd0yNQZ7Fnj4uQ2f/+Lb/JovtJzHjzi72vHO+TnvtGc0LhDFkwowGYxxaOeZbFeLv4wTAEYMbrVGuxXWWrxx6BAxGawNdKbB+4YiDnxAvJ8vqAIiONvgrae/SEjROVAWyUOs59MYxCnGgC9LcfNquRap/tSknjzfPJOA8Q0NMAwDEkfMlNG+Jn2omP0ZdMbRhpa1OorvsM3IL/zKlxmTklKmdZashSmlWvRelKtogA4JbVVOkCmaEC0YybPvXFGqSb5UMr5GCndJ0LnFilm+pk9+9Fw8IecC7HMKocNTgsZPWfnNJe/mM35+ItHziLee+6dsyw2ueRG7+eReOMLxzfEgSD9ixM8glsSC+Y85/nAg1yqPWmLqsxsBxeAw1KSQ5YIzxtB1VZr19ttvc3Z2Ttt2VbXgPCDkXC1JK4HQdUANwBlTs/uK8/tOIKuuO0y9Y2Kcuz5APT/WWhrf4F1VOJRS9svHWMl1HEdKTEzTRErVulyWN8bQ91umOB0ZC+VwXKT6Y6dpuhbYyfnQgUJVmaaJjBJLfaRYSGleJlcFg3OeMU2kFIn5yLi7JUHl6OS8MS6E+8anud7DG0m61+5Qi2726L2bExN9zlTlaxm6+GP3lhMcHNO6X4Zc9nImKdWtgLVYoZY2NILxhm614uHDh7z91sPa8cFarHGAME2JqBnN4H0l34VEK2F3mLYe71IKcapWr4hQrN2TnLUW7z3WWMpsxS5BypRqG6OS877dT861oDmAszULDmCaJnZ9T0o1mGVt1eMuBFvVE6am55YqYcs5M44jMU57JUKMI1lrmu9YYExKTIVcCkkLWZQQAtsxMk0TMYFxFqjEX4n3kAyxL7Q+nwvhnv39J3yieCNIV2YH2L4Ckhx8qYe03kqsex/ZLWT8WYJg5uMySxAQtNTpagEycyEWU49JMTVtNaMgyqQZNRasq83iLBjnaNpAt2oJIVTiTIXsDCllxjyBCiIejGJnMlwsXecqOUO1flNKswY3gPO1xCMHUh6nES3TPlnhGItbYLfbYY7ITHOh73tijFWnmyOge/JTzXvStbYqI4oWSkkYY4gxMgwDMdb2OpV0I0mrlzapkMt8rLRU95jUfVPqTWGaCg6Ps6G6qowh5kMSBXxWb/EnwBtCusCNq1iuR+iOcr9rAOLIo7/oJ+UpfqivRewtqRtl/6Sm5lafMmTMnOBgWYrJlLme7DaNWHVk48FbTGORMLfVMaZO8adIUAMBVIWsABZrLIjbW6LLVD2lBLnsCbFtmv325SPXQc5V42qtxxlPLk/Wp9B5+cePHxOsmwmducda3KsGpjSRc7WOxdRi5845jDHoNPtonUO1SsrGcWTX98Q07re/UB9ZqYWJSn1WVXRubLpgsY5ttmCOaw3AIXRTLQPR+WZyl7Y9bxDu5Dq4FgH+dOGNId3jnmGHWN3B2l1cCPVcfbYtXTl6oXMIfcmGKiKUUmviYizGWtziatBSi7KUQo4D6oRsqxUs3mG9xXhTOVpL9We6WovBiAMcBofgSEnZ7Yb91H/vasjl4A4oQk6KMdUvm1KcLUc3b75BxJBLvOZjzTmTU9qTa4n1sxgj0zCSj+r3Fq2JClAJ17Rh7mdWA3NlzlxbSHeapmrpppEQajffJUNNqV2Wc1FSKcRcqpohFXKpJF8t6sN2Hgj5mHAP6oRl0nV7aP+Ep+FwE3t5fFxH+w0h3RvKCrnFrwtzZ0WOpDp8Ni/0o6isoHMKao1hKzUBwViH8wHj3dwcUuoUWqHkRNKJbGvlrWQV6y2+qa4AHwKaC1kSiEfEUJs/zOmzMRFjT76I1wJJqjpnudX3Hj16NE/xzb7zQwhhHzSLMTKNkThNTNN0jXTjNDGO4550x3Gs6ogp7v3CzjlW6w4f/N69sGwHHNwLu90OKFhr6zqniZhq8M1aSy6FrJmkUok2FaapME6JMRWGpMRUid1Yi7V1/GOfdj0ty81tPkd6ZCB8rBfEZxGf3tnBG0K6PNu9sESmlz+P3qsvZwvkM3Tl7/d1ljoVIM+tdnAO4xtoAhICxnnUHLLatGTQnpwLKUYSc9pscLhQW+nkHKujImdKLiTJaF6UBcputyPrMAer7N5PK+VAiP1ut//cz24LqH7Uvu9r2cdcmMZptkYP7WOmcWSaJq6urkhjJeWcM87Y2V1QyVmckEVrPQYDeSxMMeKmqTbBdIakBSio1htPzImYEtZVbXDWpTMxs3WbGWNiipkx5lpXNy3thirp5lzqbGAuR3nd2yU3xLifXgL5pPA8F4McDuBL4+PKgrt30n2yVuZ9r+FlsAjdrxPnUm8Wan68KTrn3B/tx2KJveB+LNaamWu1vsA3D26P4z3Qpbbu4e9amHxxmRwHCg/bfNDXH/2Ql+clnRUwVqjtHQ3iPDiHOgfeY5sWCTUlF1cLom9DQYeBMFYL82oYcbGl7TqMMeScsFJ9r495TOs7jHiKVtdCKlVGFadIsXW/xnHEGaFpGsZxR0kZVWpJxFywdlc1s3N79b2MKx8UBwvpHluzjfOcn5/TNA1d01a3wuxbHdKIUtvmOOdwzs5KBluTLeZx+n4gpWoxK7UYeVGlHwayUYY4sBsTowojQspVSjaMiT4VhqmQs9I0AcSx2+1qUXaqJlzmm5qVuQvH7A9mdueILvqSTwdua9UDd/uZ3Iec63mEqHfdmGeM+8x17CckNwy4O+CVSffTrIe7CypHLXPtw63Vz1wAACAASURBVL4cpnp3P5rP1Fsur58xnCybcGOZp2WrXbvMjxy1cu3VTMZ64N0qi5oTQETACIKpJGxcJVzvwXnwHkKD6RpsE7DeI8aATZRdTx4nYr9luroklRpwzDmTJaGmULKQ4shQQCRT1FLUYjBoUWJMpFQJdLfbYUWYpsg4jgRX/arjOKIp74Nhi9VqrSXM0rHFDbFM2cvsL33w4AFdaOi6bpawOUrOTLNLoqUDYfbxmv1NbLG8S8lst1uGYbcn6ps/TB88Y4lknUhZUeMwtrpbvApGE0nTHFxjrxG2chhjX5xovnGKGtB9YceZ4G67tOR5l9UL4a6/55uEe73OyPPHeNZ6XledhZvF0V+6gYJy67l5Gt4c98IdcZsk9+ZF9bWOXApFayHuOnG21dqyFoxFvMeEgIaANC2mbTBth20DNjQYawidww4DdhjYffV98vaKIkKcJVTBH5w1WjLF1G69xnis9eRUePToETlnvK8+1cXnu/hfzXwiYoyUuZXNkviw6HGNGJoQaNt2H9ja63xjrK3avWe1WlUdsJi9hjeEgPiqMYY5+FfSnNgQySWTcqpBOq3KjZQTU4w1ky0EnHcUSy3KLpBLJmMxzuLF4otgUs0iS6XMlcbs3h+89+vOrpNKuEcn63im8imydD8LeBrJvgj5Hnf1uCtOpDvjoFo4lozp9QU+I7xbyW3R3UI2BjVSCdc5TPDYphKutC1mtcKtOlzb4poG4yyde4CPETf2/OrlFZmqfEg5E1OkWINKqe1nrJ2rbVnEWhQhxkLfD7NlabC2Pmuukf6cC7tdP/dNq1bfkuWVUjrS1R6CXiHU+rkcZY2t12tWbbcnZSuV3JumAaDYWfJVapuhaVLIuXb8jZGU5v5lJe7fG6cR5wyNNhhx7IaeKU5zQK3sC+MoZibqjJZZVaFVzgYHF5QsgbOjGZfo7MqdZysnwv148DJdKZ4c5MUWP5EuPBFIO079/SyKF4CZaHQmS50TIAxYi/EeQkDaBuk6bNfhVyvCqsM1LdY7gvVYCjZOyJd+iSnVbgd5Jq8YC0FBrUek9kEoGklTYYwwTamSrCrDMO4tPimHWcVuHFjPiQXimKVeSgiWpmlo2wbvasGbpmlomqYuu8j9VDk7O9vrdJ1ze9JdHomMalUWLIkOfd+z3W7p52y1EMLeHbHIvHJW+r4H4Cr15FkFgsicFBKZ1BBnC32xzJd6yppLLRNBTY7YaxjmbV8y0ep7nDj3nnEbud5aNP05M9yTpfsKWCxdhTrVXt7jODnis4Hj3mxFlZIL2SzdEKqbwXpfC8k0Adc2+Jl4fdthvcMy9yUriWIcfcxkPdRWiDHuLdyiiV1/xZQgq0NNqEVr5toK41hJ13uPn9UFIQSmcawugTpIPSfzdocQaJqAs3bvl1+0t9Za/Ey+3vtqNc7fWyzkhQjzrNNNs653HEeGYaDve/p+xzRN9H3PMO72x64Su+4DawMRnKFQA29TnOg1MaqhKsWUmBKqghhb065n4vazPzouvvd5HXtL9x70pic8G69ct/dk6b48ji3dYxL+rMFaW3t3lZqmmufpdZl9qtZYsLbqdZ3D+oBrmupe6Fqs8zjT0LQdhQLO1WI0qqSZwGxnsK52Xhj6yK6fiFlo1w946+13ePjgHdpSrc9FX9u2bW0RXwohBIbZkhzHkZJqd4Z9gZlclQ0xxdlqLHuSbduW4P0+FRlkn2bsnd9b0tWylr1/dfkuVHIOIRDjxOXl5X755dl7u/dD76aaQTcV2E2J7ZjYJa2kiyNn5tbqBmNmJc2R2uJaT7ujjIh9NWQ5GbofB+7FtfASOJHugv3UguuGxTwN/TTJdV4FImCtI5GRPLeGmcX9yxTfUIuRY6oPFmcR5zGhBtic83TNOav1GqVgbVP7hxVqP7EkiIQqycoRzZGUCtZ3rDYdDx4+4OGDB4RU+5ktF3vTNMRhrCoGa9lsNod03TzsU4WrRneq+2LMPuV3sXIXwuy6js1ms6+9UEohzcqIpepYDYJV0hVpamPM+btx9uk2TcN218zWbz8nXcR94G6RscWYyWkJuBWGGImaiLpY1wXNCd0H0o790sKBY2dLFw7ilKPZyQkfP5Z6xs+aY1wj6ftyLzz9HF/XRNbXLzrG3fGsIa6Jym9Z9ppUq0YsKoHOwYvbll0WvRFKYxHnKUs331s2dH4sM0N5YgcOf9z8Ien+v2tiWkBmmRfX/MzXraMnx7+x2fvXtd2MzuPOboWic7Q+Y0ptGy7UYi1GqmZVZimU8Z52vabbbChkrPd1ysxs6RbDOE6YaaI4CM6xXq0J3YbGB4Z+x2M1vNWcMwrEaao+5ZwxCsF5uq6l73ucdbUGQ9Fq1SZFTO04zHzDWI7lXoo1Ey/MFuZcTHy723F1cTlrZKuP1XcB693+4BSdC5LHiRRrjd31ZoNxgg8BRLjabrna7mb3q2LPWowYxCghuJoeLZmpTMRYb2S1pVFtcMlc80KMqVbv4kJYdNXLDGvREMrRLV/nTsGLPPToUr7LT+02v+Xh9Yv70G6OJ0itQPcMCPJcq/J++qy98hDPX8e1H9fd8GxLVy23FwOeo/yqiBydMK7zmN5HIOqWi0mPSO24SLrOcptrFDSznkVrgXI1GAQrgtFSiWX+m6Pc9/oDhKJmfgYR3Sc6ZJmn5cckevRYiHdp3liRqyZUzF5TSqq5+rWSle53WIugxVS51dyIQIuwFFisvkWLqTLbvb+z3qBvJlgc7iAKjKMyZWEsholMXwrbqTDExLgbwAXW7ZqwNjjrcU2D7dbEtiW1Dc3ZGRtX0BammDEPWmIwbA30IkTniM5icsZmpfUNjW1ppaHRgB0hp4HiII21QHmwARcHrDiMGvRqpNNa5cy5BmkLcTsy5IGrdMUwDphi6CTs3QKbzYb1er1XJvTDwNV2SylV27vdbrm6umIYhr07wuwarKvpy6HxNftOLMUYso01k04MyQayU8x6TRMjV7n6c40x2DhXGJaaXGKMYLzDJMGOIy5mWuNIqSdbSz9tycbgfMeYIg++8JB8sau+dWogsmjCNxYrjjRCnhQtQoq103B1k7ja7qjofFN8duHuZxPufJ3cATcTIq6tA61Zjc/ekjut5+PEbdt+W1OGp2KWW94mMX0e3gz3wo0DIzeenyUHu9ci0nsifL1OumX35jAhqoedPURfD9ZVSok4RUxMSEqYkqtSYQ6y+bkKl4jsFQNxKSqTImLWVQZmLEJNVEg5IdayWq1pug25ZMYp0niDMzWgN+WC0YQVhxPDbhxxzoI1aFZSzEzDyLDrGeJIYzwSmj3pNnNVslrAnH1Ab7fb8dHjR1xcXMzVyapbo+s6xNYWPzEn8lBvo1XuVeZOGdWC9q4BEYw7+IMvLh7XLhJGELW1nQg10aQINBnaVsgS2U5prh3RIM7v2/6goLkQfKBPW0pMQMFbQ+MdVkCyo8RELnE2KmRvXNTZZtUPO3uH1hEnfOJ4M0iXgwU8l47dw+jBMjXz882bnDzpZ3i1bTke7paU31fFEyXZr5FsJdoqE1ssn5qhxvzeNE6Yvod+hw4dMkVsLrU1kbU0zmKl+iW7VUfbrmoyQc6Mw7gPTOUCU844MayMo2lafNuQVdn2I6XsMGaHF4+XatUZLEYNorJXMYitPlPNBYPQhZa2aeiajofdOW3b0rYdRiypZMZxlnahfPnLX+aq3+0tXKXeKMgZnSa6VYuxliFORz7bnpxTLfXoLWdnZ9Qi41VaVrS2hFeoagRbZ0WiVEmacVg1iA2IjagduBoe4Z3FNk0ly5To44ShJn9sujXD1SXjsGPdNpyvz+iCp99ecvHRJWmKnG0CTvx+9rgEIEVkX2v4hNeLl0maenNIl0qwzC4Iw3XjVji8f61n1Ey4z++49BLbJEurnGN3wKv+eHTv993Xalikn8dL6aE+rS5SOa3ly6dpoGyv0KZFuw7Z9bhxwOeEVfaZYqrQdR0Pz85RFWJMjEOsKzBSVQZxpN14mq7FNy3DlLi4vODRo0coU629kDKNa1h3G1a+q4cgwWaz2R+XTCZrpvUt6/Wa0ATWzYqV7+riOdMPPbuhEueUElmVv/f3f4Up1caSULPIjEKJkV2M7KaMYPdBM6Vg/by9vhZb/+DDD2s9iRLJOR5Zyiucc1wNO9JckxfxGFtdFMaBuAYVy8XljiKpzgSsnd1ZFdM0YRM0ztKdP8Q7g6ZIKomzruOtb/4mLi4e89GHH+LN3IAzw1SqgsNgMNbew7VzwuvAG0G6C6EucYLFz7oQ7zHR7nlvtlzu072w5PUze473EdJ7t3QP/9dXB42rztPa/WtdLF6lHgUljxNqd5h2i2xbzG6F322w/Qo/tOjUgWtmy9Pw9ttvV+VBnIjRgxrimElTojGGpu1woWVKiXF3xdV2ZEyZMY615u1UMBp5fDmw8g2Na3DGcXG1g5IAcMHRrTrWm47GVvdDiYntuGWcRvphoB+GqrEd57/TxMWur64DLYgxJDu39Flq+MYdOVa3gveuZrCtN6xWHdbWRIfL3VVVH0zK0PfkPDLlRNu2GFtJUEpNcJDZXy/WISoghVzg/GxDutyy3V6hvkGtw1JnBKkUUhqxWmhCIFgLJSNaKNNEHxOXH11x9ainawyh7bDW4UotJVkocwfmE74W8OaQLtetXaC6FI5cB7dZwMv7ewnPK2/JsXvhNkv31aBQ/bN6qLaFyi2WrlKkXLN0RRUxSsmRPE2YYUB2O8x2i7u8qinBjcc3gbgyuDmh4L333uP8/Jw4jfs02H6KODG0s4U7psR2uCRli/Mtm/Zt7BQwWnuQ9Zc7rh5d8ujxltbWamAaE5Ra6GZztiI0gZyUoZ/I2x15TKSpllmcUiTm6tscxpGrfmA7DtWzYh0heMQHMMKYEsMwME4TqY/kWLvt+uBrMHGaCCGgZEqZO/GKMsXElGqxnFresSZ05CJklTk4N8vupGCkFtFpguXh2ZohJT66uoCcqgpEhCZYiIm193vFSJ5GSpoIRmols92OPOxoDJRYKGbCtQ5nHTGOpJxxuL2/+YTXg5etx/JGkO5tOFY57BUHx1CeUEK88jqPg3kiR8qPjxeLpbto0orOben14NetWtbarYGsaIqUaSINPeP2CrtdQ9dgGk8IjtY1tG2ta/vOO+9wfn7OB1/5Byg1Ky2q0oSaVDGmzPD4kpwNzq8ItgGULBY1QlGP+obiJuIQGfueq92A5IJF6NowJy8MaFaMKDFHxmEgjrE2p8y51rpNhSHHPQkXIzVJY1aLjGPkcrdjt9sxjCNpN2JUCMHT5oakhSFOtXqZkzkwNxFTtcpLnFBRbLJkoFEwbu4np9VFk3OGpSV7AYuyXnWcjwMfBU+ytWxmVMWHBmMcncC6WyGa+er7X6G/uGDz9tt867f8er7xG76ei4tLfvZnf5Zf+fL7XFxd1VmGvV5/4oSvDbyRpCvH1u7Tlvm41j27Fw7i4vt3LzwNT9M+quaZlm21drVgSkFyghjRaSIPA7kfSMOO1Lfks1rTNo4Tm9Warl1TcrXusioiBucsimE7jKQpY0xDYwv9dse2H4k6UXIGFbwJuK5jZT1XFzt2V1t2lxc0xjHEhlxq8fBd63G21vSdpolpnCha02z7KTLEiVgKxRpwHmMCMdaEisu+52q7ZTsMpJJBpPpSrUO8x5bqWtmOI85a2rahCQFU2W57dn2PNRCCA6k1c70qUgyqc5sjVUQKkjNQZYCC0LpA1zSs2oZkPUkMQ6oV1tQID5qGPEWG3RVBlM9/8Yv8hm/7Nr7lm38dq7ZjnEYebs74mb/1f/D//vwvMOaMmetIiAhiZ5I/4bXiUxdI28ujnoGXLa92c7r/Qru+N23n2qUFQA9ynNkCFWMqAWH20f5r65yF64uv1lrLImOv2V1gzOI6WBIcFv8q16b2hzGXbbi+RwcNbq1cpapELVjRWZhftcZ718VxkGzRGZeqosyzc7umxho8lqkoMicaeGtrc8pphDFghoHp8hIJjqYLsN5gMOSYuLq64sye8w1f//X83Z//fyiADw3CRFLl4vKKPEWcC4Smob/cst1FrvqeD68ez73QoHENq7Yj2FDbvSvYdsU0jsS+ry6LcYc3grMG7x3B+SrdutrWKl8KY4z0KZIRRpTV5oyrceBiu+NqGJhSImm19lWUznis8cSi1Z2RalsgjKGfJnbjiKCM08Q0JVKZML0hNJ5VzIxTYrVuMfM5FyBNitqCNRZnDNkIMU80zvDOWw+4HCJXMdMGTykZK8KD9YoPd1+lC4F3zs74us9/nvfeeYtxe8VH77/P0A+kUvjcO+/yi7/4ywxpR8417RlXuNptOTtf3e3yv5bUdGwp3+1XdDxDum3s5+G4RdHTxnjVUqrlKGnmtm07fv26Zwofu6X7ogfvTgdAnymtvW3x/aMItYyh1CLeNbq/DFjbjx9cvrrP2Nqnat6AHP8vS4jsiFBv+d4Te3jtDbltidv3a1EdLLKwo5vctRFmGUbdn/mN+YbBUe5/tXIVa5TaWDIjuWp1JUZkmiBOSJoYh2GuNlanuJvNBmMsOZea7uqEYRzJ/Q5KYWWqamA3Rj549JhHl1dcTjWlNo4RQehCR9u0eCxGlU3XzQkkkZgTw2RonaUNnhZqDzfnaw3emJhKoR8HdlNkyoVdjHzw+IqhZHbTxJBz7SosMqc4G1rvcF1Ht1lXP64qpWSKVo1vihGoWWqpKFqqa0ZSZjCZrBPYqjU2IjhjEGPmHhy6D+IWLVggWIszqcYXpPpsRQRnoGs8m9Wat8/PeHh+Tpkm3v/gq3z41Q/odz2uaVBrWa/X9DkRYX99ibPPvV5uKzp+7fWdrronx3yiiPnrmro9A89zuzztWDxtufvEG+JeqKmJ+04JVVW+l6/qfPEvJQ7rZFtrvVktNcJ/jw6Hyo1LcEv3772uS1WZJXBy/Z1FyVFUEQqmZEzOSEqQEhojEiM6juy2O3zwhLZBS6FpmjmoVBURGMsw1u67zhhMTEQd2PaJi13PR5dbdnkulzhVuVU/ZtxuqOqSrGzaBgc4AS9KGxybpqUYyAZsDgQfiChjTvTTxLYf6GNiSIndONGnhFpHFiGi5KyoWVoUGYoxFGvntkTV11zVDbNOVwzT0Nf26vNREq2zI5NytZh3Pc4a2uCxYUlFNphZElgoWFuJ1YnM5CxYVQoGFSF4y2bdcrbqCN7SX13y+Cvv89EHH/D40SOmKdJtNqwfPKRtA3JRZ2KlFJIqxn3t/JRfFynfxcr9JPC1c6ZeBTPJLkSrC+EeE++sbS1Sg0qLnKpORQtVDfmqJ2u2Yo8T5eXIDfM6roUj5cYBh1uKaE11NqpzS/QMOaFxokwjeZwfw8A0drQ5M40TTWjxoam7ZyzOWgaltq8phbzrKRoZs5ARTAjYKHhxWFuLlpes1RqNCU2Fq2FH5x1eDI5MFzyZggQL6tjFyJgSu2mkT5HdNM0Wbapt0BWmVKkS5wBDker2ySiimQvtSamw7XuafVdgxRmLn9Osx5TJOZGnqWbWqWKzJdk8dwg2NKG2DWq8YI3Z+511Pp7BBqJTvDMEZwlFyQYESxGwVujaBiPK9vKCy48esbu8pN9umaYJRTDO4ZoBVWU3jti2QUXI1IDhCc/HJ0248CaRrqkRZkzN599bvSyeBQulzPKqsifgIkpG95WqXnUzOPK7Hnzer0/J8LRwWt2KeTpcFEOpxWRyRmNCp4lyjXBHpnEixVrWcL3esFqtEcl1uuw9Ymy1DnPVmybNFAkYH+hW1YWQYmQYJ3I/EtNATHNxbyPkUm8CU5oo08B2EIoooWsJpmOXIrGvutwpF8acGVIillovQWfJVU65pgXPQb4CpFgL4eyk8BjFzj555yxNcDQh1HrBIhgBLRnNc/t25pmCVmsVtThj93UvjDFYY5BS3RkA3hqiMwRvaZJjogberNi6XTnhraHkyMXFIz784CukYcRbS9e2pFzPR4wTU4wMYyR4R7aWMqcqv5YKL19j+DRZuAveDNJdrMiZfBcCXiqFqdSppi1mP3WsftIyW8X3bIUuxDu7FxbyfZ3lI/e+4KN3Dq6OUi3WxdJNibK3dAfSWJMQxmGo7XhUeeftd3j48AHj7hE5K2IsxtpKcikBbpZRCSkXxikxzIXE+zGym5Mbci6I1GCWM7b6Lcvc0WHKiDOERbpmDGkaa9cGZ1FrKKbeO2sKcm2HHksiqaAyl6qcyTfnQi4TOVUyddbStQ25BKaYUM1IKXRtg51dAs7VOsPO2lmyVbPBjHUYY+fH0ZxIK+kaKlk7I/j/n703e3Ijy9L8fnfzDUtszGQuVVPVVT09aplsZPOi/16mBz2M3iSTesx61t6qsjIrk0kyIgC4+12OHs51ABEkk8xM1tbMSwMjAkAAHg6/5577ne98n3c0onb3vnavpbTDeU+cRg6HPTFFQvBcbi9oQsPt3T37aSKlSEwRDJUTDcZ7fNvCYfxjXT4/avwxgt/j91h+/i789o81PoigK8fiGWe4boUb6nNc8NgiuAJGW+zV9rpocem9BF3zeOU9/sf7VdZ5t2N5KCpxwpapD0kpmJKRlJCUyDGS5ok0KWd1jpGStRBxfXPN5eUVX0/3pKx6smrHA3PK1dLcMMXMy7s9376458Vup0LgQEyJMc6UDM4bGhGmkgnGYCTpAlEKd+NIc3+HDZ7L9Yq+azWbFhDvyMYyxch+TMTDRCqFmFXJbWFsOOtovEMCjLPKUSLgm4Z2GOjaBiOFlBY6Wq7bd4cTwFht5V20e7uOpm0IoakMFj2dUuTIIkkxklNBclEIxxq89VjnwXlkzMwxMx12WGfZbtZ0PnB9cUkIDTFF9tNUi4YjobGItSTRRYp3KKR9iOO7cN0/VeD9IIIucMJzqeFlyXZBJ6P3uFJwGTBSsd2CyYJxr7e//gEHcfr/dR/6n2T7U4OtPLzVqKHuEqUgtaBWYiKnKvySlaubc2a9XrPZbHnxTG1ypnnWgpVz5FJIOSIGbnczXz+75cXtPXf7ERcCzjuyGGJ1n3DG63ajFBKq72sRrIEkhWzANp5hs+aiH9SXrUCXMv1qYoyJb5+/5LY6T1jrEFNLhWKw1hGaltA0hOQJk0eKNnMMq5U2Y9QimDcKceScKTlCqaL29TXapmFoW9omEBp/ynKXIoEoE2SeRmLWAJ6SAeNq4dJA5dvGGDEGPv74CavQQc5468gp0zQNq9XAjGG/P2C9o3in0qAilGki/Amunh8y3pbpvq9g+OcYcOGtQfc8E3p4L5VqIUtd6Ozr+XiXOPIm24xzLuGbjg5eJVk9PmJjzjgCVjmYYh1itYiRi0Ga7uhbJdkhJlGKAW/BZIpkfWWRo3V5JWGBFO2zl3q+pFqtGJ1QejPH7fzy/+knOf3uUVpHTpDI2WLx+BM5z1MfPrYgtKcc1hzvz8fuqYe/oc9S6pgqFYoI5IRJGZMzJkdMigSresQlzuR5xjWe1TCAQPCelBLeWkJoEIRpnpjTzO3tyN3dPTFGur7FhYZcCmPNnrGesARFZ5kO9+QYyUkFzletZb1Z8fTpR3xyfU1vHDEVMgLGUYqwm2ZKKXz74gX73aGiS1b93wxYo1BC1zRs1i2lDOSs7cZD16n3mnc03tJ4T/AepHDY3bO/32GNMKwGVqsVfdsRUMy2rdQxU8+tZEGqFnKSTE7o9ZOVkuZ9gw2OueSaBSf6tuOzTz7lyfaScXfP/e0dt3d39H0LwfH7F3fsDxEzBKgwzFSENMZHu6V3X8Dfe/h5DwHtu1/h7a//JqH084D7LoH37WLq3z9R+s6gey6K/NCa4nTQp8Brjuf6+2A2bxJUfnhCHol5mNcHnuWxx8MLuGiw3mFtA6GjtC25aYneMxrDXWhxWfSWEhIrjhmTZnTpHtKIK2oRLlIIJVXh8QRYbFHupSkOYz2Cp1gPTqviqSSQXPUdFg5woYjih1Ky4sjUJgaj+gjJCMUZsq0LRHFUNVZd/EA7osRQWPBqSzFOC0oYjvLnYikcqjB7OYrdqO6ExdVCoq9bAImZwoSx0PaOfp4Ih3vY3RIsmN0tfmiwpuGz6xv+7/t7Gh/wxhCsxYcAxiGS1UMtR0QyzoNpC9vLjnnKTHHE9y39sKXvV6y6nmk6EHcHKAaDFjqDhatVw0dXAx9vO1ZJO8OMc7RdD87x9bfP2X0NV8HC4JlyoRiLbVqwek5CC/1guQiGlgZrLW3b0A89bduSc+Zw2HO4v6NYy+eff0pZN3xFVF7yplPbeCZuhhWNddiFCpMKZRbybIhRhfBN9aXrnGVMe6a45+OPrhi2A7/98kuiOOYJ5nHm9qtnDDFjpWDjxNBaQrdifvmSZ7vnzEBrDZIywTQwC323waZvjte8UgJPk0EelEofTpjz+370Xus9IHEFKN+h3/MuMV1ZOOe/I8eA+6ZM93HcSu8S3H/AH/tBwAvHLFfMsZBGJbEbZ7HG49oGnyEANhWIkRKDbqezCnpLBJcLtqiwt5GCGP1wsminlzZj1oBatJ1WsgY888pCcsJRj1gqHJkS5/ed/SF/hGFeLeuJINU0sqRMnEamEBTjTYlQPFdXV6z6FQBD1+NtYu5auqYhxcKcEtZaur4hNC2r7YAPLaOfkFQoxbLabNhuL1l3PXe3LxiMYGWLSRN5vudqO/Dk6pKPri757KOnbI0WvYrRBefF7R2Hw4GubfmrX/6Ci5e3FOsZU+JuP3KYZrCOpm1onNK3Om8xRheh29tbclJBdmpGPKzXR6ePruvw3tN17QM927qMKvxQVH8hZbVfz0W0GIiACUopq27FzjlWQ88+Gn7/xRfcffOM51/9jpdPn3C93eK9JRshWnOyqX/NRD8uwj+NP+r4ITDFBxF0AcRSqWIWqU63+AAhgPX4fsCLwRvwBUzli+YYcSlTJkeJe2zO+JTwOUGO5KKygbEUEuaYTyCCxxXPawAAIABJREFUr5NPUJsgrLoKLNvA82C7jMeBdtny20p1evsfyoNUYJGPfOXSeHSHZsTn763/l/oaUrRDTbP+pAwG57RxYBqx3vD0oxuuri5VTwHlra6HFeXmmr4bub0/UIqhDQ39sOLm5hKwuKYFccSYMTYQfIvkjJsnJsmY7LDF4oeGj67WPL265mq14WK15bIbmOaJ/Thxv98T44y3hu1mxYCaaxZrudsfiHNEsppsSikcbm8ppnDwqhOxWLPnrAGsaTyutUgu3N/dkXPGGsPQt/Rdf3yuNdqVR12UcoqklNSBI0VyLiSBbAVn1UzTL1Y7IgzDwOHFyHQ4MI4jOyN8840hTiOb9QrXNkgI5Kz0N6V5yzHN+sm08i9rfBBBt/ZX6XbbeowLmBAwbYNpO4z3MKwwBpz1eIMyGVIizTM5JWT2EAdsSrg04+KEnSdkjqQ0EXMmWYdDyAYchlx9uPQgBGv1dC/qZUu9ailePdD0per+iqlfLVbeTUpd4+6pBVlqe+/pPouh4tAVg34QhSsGveS7UjJkR0lZIZc0Q5ows0PmmXk6QHBc3lzy5PqGeZqQocFiaJuGy4stXaMaudZ6xDiapmO6v2OaZtpuRdcNxMPMlPckccQ4I9NEOewocWTVeT6+2fCLn33GLz/7jKfX1/RtQExBLEzzyP39Hc4ZPvv8U17e3vHF77/m+nKDGE/ftFgML+92JxWwpiHPe0pJxFiOppZN0xCCw3uP9w4fbHUAzrRtS9M0RxfjnDMOMFn98nIp1ZwzEatmby6ZJDUXLQXjFcYZxxG324G1DKtOM19raJoGBOZpJrYtvu/BWZWwjFETiAUUqDg15VErbn3s7EP9KS6/5/FDi3EfTtA1FpxWfMV7TOgwXYfrqk9W12g/fgjKucRgckTmCClh5w6XIyYn7Byx84ib9tjxgEwNJU4k5/CilKBs7RmAoK21rqiTLcvmfSm4sTC4tMV0CbZa0Drzw4K3QgxyLMo9vv809B0tkPWrOcPuK61NlQNsPXuiGX2O5EodC1KwkrElksax6g9ccXNzxVdf/gshBJwTcgbJmTzPUDLrrmVYX9B1LV/PB8bbO+7udrwU2N1PgOo4tD7w4tkzvIGhdXy02fBXn3/Ov/3lL/k3P/uEm+tLrDEcDgcwgvOW1bontB3Bq1faixcvWG0uwFhiuWCzGvjd777i2bfPEcl0Xc/q+hOCd6cFyWh32GLnrpKSjv1+X7PSjqHt6EJzzIxNjCq2LkqzU9hB4QmpuxsrRQM9VCxf/d7k9g4XPD97+jP+2/Cf+fYrDbbJWUrwGGMJIVCcJ+VMTDPO1WvI6DWiBc/0HgDZ9zN+iu3fPT6MoGtqN5KxYL3CCk2DaVtoWxW37geMd7i2UyEVq91BRJU39DHic8LkjIszdhox4w5z2GH3B5hGUomkosGoevYei36aebxaHdBM1lIqvciKqffVgpuccN4i32NWnWW2AqdM93g0opgLDwOusBQU7DH7TkWQnCFmSlSd3SZOhDYgcSKNB0zwzIeJTz/+jOff/F6dcosWMX1tiw3e4Ap4ZmyCq6GjfXJFSoWchJftPdN+UiPMbPAl8fGTaz56csnHN5d8/vQpF+sVwVhIBRsczltMMgyrntVqRUqJF3f3zOOBq8sLQtMyzwlr4NMnT7hcrfjtF1/yxRdfcPv115S45eLygmEY6Lru6BaxYLXWwn6/xwh0XUPfddq44RzeW2IUSl4aaHTLYkBFb5y+Rq5FQJwlG0NG8M6SEdI0k1KiG1r+zec/owMagBRV/zdG+lLAQExCjErAKctCXBttVJbt7Lp6BCkZTuyZP/T4se/yfS7zv8TxQQRdRVk1cxPrjoFXQoCmVS3VYcA2DXYYCK0GXcmqNCUxYqcJm7IGhJQw04gZW0zowN1B2zKPe1zOOFFWg8oo1qAJxw6419WKl+csAdEcIYV8gh+OSmLfPR7Tyl55sGLE5+8stSPklOnWSVvKkRJXckKSdqjF/T1d2ygEMI5IP3DY7/jkk6f88z+v2d3fQee4WLVs1mta7+mbQJwTKQtp2oNkNusOEcN4mCm5JR5Gpv0dEgKfffKEzz/7hOuLDdt1z3rosFYY5wNmV+iHTt2Jg2ak6kBx4Pb5c1JOrIce7xtMGUm5MPQNTy4vuLnYcr1e85vf/IYXd3fcPvuW6f7+6Gxsbd2jVOz9cDjQ9y3riy2bYU0pGS9CwCrFkNOCJcaAMxix+Br4LIKJBRMcUjJWDG2jNj9TSYgUnv3+93z80TU32xXT3Y77F8+Zp5HQNDjnycaSdN3D+IebGVNlRx/IFcIrP/9RYu6/8oD5ePxUSHvDEBYdhSrt6AzFWcT5Cjl4bNdh2xbb92pL471KG1ZlLZxHYqwFpYT1ThssSjXccVrddjlii9PgXO1bFpUypYqZIxvXHOldC0O3BmWBqvel8IPYo+zi+7ioT/DCGSdY7INMyJjzzEigUNuCk7b1jnskrinzhIkztgjzOHP9yUcMqw0vp/3xdZx1NMHj6DC9oWRIKdN1HSVlvv76G17ePuP+fk9JkdW64eMnT7jcXvDk+oKm8Rhn8K2v7sMtvvEYp7hrCIFpmtjtdhzGPc451qEhhMA8J1ZdS4yJeb8jTzN93/O3f/Mr/uZXf8V//od/4J9/+xtevHjBV19+Sc65Wro3OO+wxrLdrln1A0+ub1hvBna7XT0t2mlm676GZU00RmEka7TIVgqpFJz32CQ4Uct11wRMnIkx8s03X3O12WAEYpxwznF9fcOwXhOGnvsYyaK2QMG4+nbLFVR+cgP+Cxo/KOi+ra/5fYzTa/3411yq78YYrHHKac0CxqpbwWoFzuGGnu5iS9f3GAwxRUqMSE6EpsPOEUkahF3b4boB2w/IrsPuW9rNGr8fkcM9OU5kCg7BpETOhabCCyUXKBnJeitZoQNTA6FU8Hbp0l1Q4Hc6bwvWx2synWUkQzEFimZMQkUaFkod5kxDWOEBfVyItRV1uNgQ9/eY0BFCR4iR1jju7u75m3/3P/N//ceveXm3o/UW3wU2w4q+8czTzLNn3/Lb3/4L45y4e/mSu7s7RAxtaFmtO9brFX0fuHlyybAacKBZrbcc4ozvGpy1pCLarWbVuSFGtYEfhh5nHbv7PdbUTNha3e8YbQFumoAE+F/+9m/51a9+xYsXL3j+/Ftu726ZJ7WRDyHQtJ6nT58SQiAEx3wYkaRaECA0zjHNUVXIciTlWFkNql9x5KlYQyqx4sQBkcx8UKshSsFaQ5xnhkax4ouLC7bbLf16QzTCV1/8ltvb57QBppixwZFTwjk9zjlPb782TBXT5+SfZ84V777HWLiur200+JEdZ9+5U/sR421NEa/0CVTd7fc93jnovi2gvj7wfr9T9+b3+PEf4rIfOzaIOdU9tdZigse2Db4J+NDi2055m0kLb6YU2lCwcyKnGRMjNmdsjBBqi6kxxCoAY2vLq2o3FLJYhES3tIVWXPWY5Z7dyoPjfoi5ns7Du7DDzwPuY/YCZ8DZSSv4nMyghb5SeR+LjqwK4JicYJ4gJr2vCHGKjONM2wS6Yc2TJ5/wzZf/xBwLpvc0ocFayClSUsSUzO+ffcXu9p7DIRKcwa5gGHo22zVXF1d0Q0vXtfru3uDbBrfcuhaKVHqXatd2bUdZqVkkYsipcHt7zziOqlwmgneeebQ4TNUA7mjbllXf8dH1lTpQ5FJxWaV3OecoKD1smsaqqJOP7gRLO/SCBRcptRXlxFw5MlXsaeIrq6TUIpuj71u8dVxfX7PuBy4vr5hz5vbFc+53B5IU3V3lpVha9Bqrxdu3XxKPGiHMD2M0/KnbaP/SxwcBLxg5OoCpon+V3nPOVlqQSvk1jVrKNE0DzmJTIuSWIkKICRNqw0RKCq6FuU4CTRkjWs22OSPG4IpOKGtnJBlyjBrMKtant5PG79lm/xRwjW77lz61t40je+EYZOHVRes8b364SGo3sxzhjCN9rU5XKYLkRJ6j2vkkzdbHcSbf7zHDimE78PNf/pq722+Z4o5UinajxUyKEWfgo4+e4Ncrpmkizdoy3DUdm9WaJ1fXXF5eEqeZpvHEKh8ZQqAbVvTrDV3f43LGJz1r0Ub6LkHRzzWljLWecRy5vb1lHGe6tq3aCgWM6tO2DTjnccbQWEduWl2GqhOEsZYUJ6a5EGMijRN5jpS6e5FSyCaq20TJ5Oo6IVJlQmsBqywYfS2KLW7NqjmpC9dmNdCFlj60pJgZp4lnL17y/P6ecY6kVF0v6rWwkPq0Jf/7zoo/zDhPcH4arx8fRtBlaURTJ1lnwBnRwGsNzmjwDd7jnSM4rxit9QucibUTgiEZU7UbMjjl4pY2Kv5byfGmqKbsXJIaPFqDWFsDsk66Yk7J5nG7B8fOKjHlYeZ73Aa+S+B99VkPfpbzjHmZxGfaECLHNz5Zw6twiykCWSgxEid1fggxU+ZEnhJDBus7Pv/ZL/nnf/yvPP/qjt1honOWpmZ5Qz9wfXPDz1er42JoBErSjK3xga5p2CHM88SLF7dg4LPPf8Z6s2GzvaRpG1wuNFlxVcNEExIpqLpZSkrdmufEy5d3fPv8OcF7rq6vubq6rrrKYKzHu1C7vTJStBvtuMBJYZ5nDocD97s7xnFUjVypS2EpJKPBVrNd1dDVLFi3p3o6K1xUjtwRFROqC3bfdvRtS9u0rNqB/e7A8+cvefHiJalmqDFVip/VoHsUkJRcceU/j8j7bmzyD3d8GEHX1ExNFlcEndymVJm9+lU9WTJS1NXWWc10jLGQl+4yBVmLVWk9DUJqrlikTqycSQZSLsw5KuZoLHk8YM0JUoCz+HcMxBqAi1kYsvV+WQptbwm6wiuZrlQ+59HccuGxHV/v4etKBXqPRSHDEa6QIpBVdSxNM9NhhJgxGKwJiAlkLBfbLevtFc+//h37w0RjCpsu0HmPbxqGYYXterq2pW87rMA8TUz7A2mOTPsDpgi3z5/z5e++ou97ckx0bc9qWGOdhSniclY7HOMILuBcIOdCjJk5JqZpQkSYU+Ll3R2HeSbmTJbClCJxyrSh1SaI2pVmUcWzVItc0zSxP+zYVRcHXXftcTHKJFINuilnFRyXeu6Wz7AIpnLwbNVrlprhIoX1aoW1hnmeuJ0ywQf6vufi4pK7eSI+S8SUWKRAa48LhmqA+qNnyfsa70ZM+3MRFP9TjA8j6AIOwZpSMchayEqxShVG0jgRXSC2I9568AXjLM75pUELnEVEJ2axRelnoJ5gqKh0KYLEGQOkFLFZ8cYCZGuwi04NILVSdtIbk4cZsM4vZHEjfkfN3VcyXTmfCBpkX4UX5Ph/WaAFYx/WEioeLcVQqsZuigmXMq3x+KYD50nZUHBsLm8IzUA8vFDX3Mar4LcxxDmSY8b0RTm5oOyQORF3Bw3mBr79/Tc8+/L3PP30U/KcsNkodS5DiYU4JVLOqhUuinceDpNapu8PxFIY1msusm7Xv33+nFgyWYSLy0tSiHS+qV1mLcEHzU5ru3OpXYklpSMMIBTOHW2TOQu6RbUWdFiWxvAsKk1pRJ2OAQ24dZFfFsk0R27vXrLdXDIMA77rufviC16+vGOOGaoRaC5Sad9yhBd+2tT/ZYwPJujas2x3Cbg5RdI8kubAuNtjMQotiCGHBu894j3OB6ycTQ4EY5dW2aAYbinVwjshTVuxPkO22vigxpeGRQ7ycaa7hF45o7YdA7CpD3wfofMHBbv6EgvGe8xyX1OYM2e4sFHc0NZMuFR4Q4pqv/omH1/HOk9oW6xvSEWz8surG7phxf3hVg0rcyEl3S1MaSKLw8RCGRPOaAZd5si027O/25FS4uU33zLv9qy7HomZcXdg6g9K6ZsijBMxqbDMeJjY3e+52+3YH/bMc6RpW9q2o+kHpjny2y++4NsXLzHOU4zBDgIhq0B7jDQhVMF1Pd3eOaQUvHW0oQERUopVnrEutkb1N1TcZrnfaCZqbD13BcRhlyXxwW5E2O3vubq8rJSxyN3dLavNBbZp2R8OvLy9I6WCda5CFuW0GkoVjP8ec+IPNXST9N1H8iFnufChBF0jNehqpiGlkJMK2qQ4E6cZvYYNwQWsgdJksg9I0yC5YFF+bi6lyuZp0C1iFIe1VhsufIDQIClq1oiAC6rQxaLDy4NiwwMGw3If5hSIz27vNER4kPqIHN/vRD+T49dXf10e/M7CJlugCxGY5xm/Uq0KVzFw53V7XwSMC1xe3dC0PYpIKDY6kvFGs1RvW7JNxDKSQf3GauCdx5Hb2zum+wPBOG4ubzAF9nf3NKGl6ToVJTqMTNPEPM/c73a8ePGCw6wFzq7rCV2H84Gm67g5HHh5f8+3z7/lxe0d1gdCgtJ0WkSNkdQ0NE1QN1+7UPwUPgleqV4ln3QVjDFkq8WzUpQvu0BQy/k7dgaWUh1MlE62sB0QYa5WPFKEvus5HEbM4YBfoI6kQu1L7vzK5/WTMeVfzPizDbonSso74JhvfTGDKQZJUGJGYla60zzDNIHVZgZjDeIcSRK2mSEEbNtimqZqwRZS1hZf4xzGquK/pETJERHtLhJERdKdIMWDFYotzM4jPkGuoU90/h3rIZQzWtcZ9FCfqI+fYFsjp2BcljiJKC7MKW4K54Lmavtd6msZODVeULFcq+e9GMiLIlr9CCzKpkjWI6EB72ulv0I4FJw1eO+5uLqmHQbEWuacOMwZSUKo1uY2BMTJUf5Bi2lCnoU4F27v9uznxJOPn3JxdU0uwv39HucC7aSUtbjbMVaTzPv9nvvdngz0qxXriy2uaZjTjN3vWK9WbNYrdvd35Dhxf/sCN81Mw4rVsKIvHUkSWZQHrCfDkOu1oX+kBW+RbCsXd9lHqIvwkfcq5vi9YSmmLQU1/Xxy3QFJEWSMjIeZ4APdeo3tOlzTcUiRsUSKA7EoFc2AtZUVoR8KenWc0wR5QCM7Kx2crqzlMzXLfHu3wP26ROD4Tu9hur6P8cP8BuXR929Dyn/YQvcnD7qPtxqv8v/e/WJ44xBLieonlUlgZrwLNGHC+x0uzmwutjRkGhJ2ainOk5uG3HX4piXbljkZUo4UKVjv8MFhHJBmzDyRDjuYJkyalTuJQUyA6ih817R4wNiMM6mKhidcMVijzhQl161o0UyqUCgmI7YG5OT0Yi/mOFEypnq5Ge3Lp9LPpPboLywIARHDbB2pVFlzKSq+XqjykYJ1IE6tcZIUTFH7eWct3lbn24trynpDbjzioQngmPDM9O0KQ2GzvWB1eQOhY5yU35xkJpjMMHSIDQTvCNYiqTAfMvN+5vZ+5OVu4vYQuU+Gf//rf0dYb9nv97DbKUb/0pDHA+VwIKbENCcO88wYkxo+hpb1pmW92TLNIzEmPJbWOVYhsI8T090tL+YRE8DjIQtxmolFjShF5Ch6k41QKGRvMTZgvSARUs64EjBFVNuDrKyEGog5fhbKRomVhpekKCQhRZvFn08criP9Rxe4vuejqwuitXzx3/8bv3n+DbsyQiskIhiLD7rgZ0SZNnWBWKaMLqaciSXVvZM5X3wVwjIL3CXwupCgO7vTbDxOqzN2zXl4t38A+OC8D+CdOMKPXFHe7T0efl+OxZw3vsn3fg/4Mwi6f5RRLzzdGhfdIhbVhpWYEGOI4wFT++J9yFjntXiSC8SEmEQshpSTBibvKMkq4T9HLZ6lhOQEuf5ebZ2VWrgz5TznRJkP8kqu8Nrj169vuZgfPfzaVzSaUVdPGS3CcJqgVOg4i1Txbb2wVJZRVdhcCLSrgW61olsNtMOK0HWErsM3HaFpNPNGO6t8aNjfR4LNOCMEp9lfSYkcE9FYZErkMTGPSs86HEbGeaJpAj54sggpZw7jqN2FItiUsDmTUuZ+3PPybsd+nrEuMAL380z/4rm6dmT1bAtNi28CjI6Ss9qZjyNz3+Otttc6k/C1MyylBGhwOp5VsRyt1qUGBFMoskh5Lt1aGcRUJoqcfYZn0BI12wUO08g0R1zXcRhHnt3e8Zvf/IZvvnnONEVMeEPmZV790bz+oZ/G9xqn3cD7HB9E0DVGg501tTMrJ62Ux5kyG7JkohFMTNhYEO8Vcgie3HSUpkFsSxZLKUIxgvUG8VYhCUmQCibOmDgic6z8SzC5QIqYHLFyoq0dt37HheBUWHlw7N/xd71unX0Ql9/wy7L8b9TcBwFbO89cMVWOEKiCPViLaxps1+P7nqbrGC4vGS4v6C629OsV7XpFOww0Q0fTd+AMGPjoo49pu46XMZF8wZsCtmaAORNjUljhMBP3M+NOsdndfs+cEq5p2Y0Hvn35nHmeaJxjt9+RZlU7s0X93g7TxP1+ZEoZ4zx2mkmVYdC1LU0b1M9NBOsDvtGml5wS+/1IGw4441XTnkTjFdctKWt2avS8UM+NMx5vSy0y2iM+m0upcM8pmFZ1hKpfjDJRzil9Ave7Pc+f3+Lajn2O3H858U+/+Q3/+Jt/YX+4V/Wz77oQoMqGvvrxm7Pbn8HO/y9mvA1x+UlP97uG0U3eEmBKMpQ4k0ZDMoUcZ1LO+KidVjiHGKf22OGANAHjOgSvGYsDcZbslMNqjLrVkhJUnNiUgsGquHRKmNr6aivP1Yoiq4YzPLWO04SUSlFaWAdLx9grCdM7nweE2nhRjlswI+BEIQal1zlt5qAovus9pu/xmy3dZkM7rJDrC/qLS9rLLd12S7te4YcO37X4tqmCNJabj56wWq/J1cMN6zSLztqkIrlQSmKeI/M4MY4T4zhyGEfmmLE28tsvv+TF/R3OWdZ9D1KY9nvG/YEck7INnEewjDGzu73jfn9gmlUnonGerm/pmxbvLeIa2n7A+sC03zFNM7d3d4SqMBaByVjapkUE8pwwzmLcAhlopu6M17ZegzJZcjli76UG4IIgYurifGpBUVhBlGIoMM2J3339Dc9394i1vNjd8uWzb7kfJ3x1Gp5ipJJzeRVvfEgC/CnDfT8LzFslBn5A4P0ggq5lSbxEuZYpUmLF6HIieQc5I3FGfNDGB9EuskUC0vhOsTxbJ58DMVJ1Uy3OooyFOGPmqEHVGPVISxkXk1q8ixZfTKmAa4UYjKiw9etMeUwtzBw/4NfNqEc8zWOBzVRX3wePFRW8YRG8LEfpSIsiIxmhGEtxHtt22NUGt73EXV7g12u6my3d9oJuc0nYrgmrFb5vcW2DbVtC14I3bC4vuL65oe07TBmxzpJJxFzwTgtoJavv2mJxk4tineM8IWS+/vYbnt2/xHvLuh9ovEIDOWqmnEupluodd4cd//zb3/HNs28ppahUI4ahUweLJ9dXrPoO6xzGzUgp7O/v2B8OdG1HE1rECiXqTsV7r/SsUlttK0iqcbY2nSyaBkZ3PstnodluvU6E2tooS72Skk/FNNc1fPvyJXe/+60Ga6uYoneuiukYpYW9huV3vAQeC1E9un1I7bnvqIL63a/xllT3p0z3u4bRxgjlkgsmC0zVbj3NasWeE+JUoV+MqZgk+Bp0rWtxi83P4rNtQJwBr4HXFA3cJc54UVNDL+bYhGFz1hbhUo5Qg6k1bS28wYIjnSsiLYWQx7nN8pE/Lhm8DnJYGExi5A3QsK3Hohqx2RhKCJi2w67W+O0V7uoae7nFrFb011v6zSXt+gK/3uLWPWFY4fse37U0XYNzMLjAp5/9jH+4uOLw/Ctwpma3ekCSCyVJDbinrr+MMM4TLliiERzCbrfndrejb1u6tsFaxyRwmGZszPgYef7iJV88+4bbUegMEKMuiM6yNhbjPa7toRQKjk4MJRWmcWQcZ/bNSOsbitWA55zXz0Bqliv1MwLdhYhQvRuOgfa4bzHL1kKbHXE1+GLI1IWt7mhiMUwpE4UqiG4xXgliaRKyCL5Bd09n2DvH9/lpPBzvJ9//KdP9gUOzkioMXnJttbUgmZIcGLQzzVms9xiBlHUyFO/JPhB8hwkNNnjwrlY3tStIVcqcTr0YIUU1uHQWj3Y3lZQIJeMKmjWVglRH4XNqz4kudh54lyTlTBSnXlNvqiYfn/PaE1KzrcfPXyx6nMeGhtD3mPWa5uqS/vqK7uaa5uKCMAw0Vyu67QXNaosfNrSbDWHoaYaOtu9w3uEcdJ3n05//nIurG+6e/Z5cnIpuY0kxK3wRVSMhxlj9xarUZdPi2o5+vaFfD7y8v2V3d0eJE3NJFDGMsTBHreiXveXufs9YwAXoVhsAWu+42mxZX17hhw02tFgyxiuMYgSMCczzzO3djs0KaBtiKqSUMIvxJIrP6gdSFwgRiqksBCkPA+4ipSiGUrJmxVhd+OQkYlTEMJVCFLBBtYKnGJliVauz4LDwuoD7E5DwxvFj8/qfMt0fNfTkKH6qoi3GWBCLMxmHQVICq5NwKYAVEYq1GB8ofkZCi2kCJmhmY6rkoAsBlzxt8GramDPBQFMMzhilf+WEL2p4uUxaEVGerixiMg+hhZOTxOKXdv7XPPz+bR+/LC8lD6EHDbyGbJQ+nIzFVDNEWW/wF5d0N9f0T67prq/ptlt83+LXHWG9xfcrfD8Q+h7f9bhWIYZCUdglNFzd3DCsN6RiSKINFWIhxblS7jTTjTkptFHxztV6RWk8vuvYXl9D40lStHFi3DPNmWKCLj4F5hi5n2ckBBrv8cPAuh8Y+pbNas1q6HGNZrHWOUJjyAXaije/rMW4punoO08RQ0yFtm0ezD2F12vgLIVM0az1SMxaAm7tPzNybFOmMhlKXfU0CBf8amD/zTccDhN96SrbzB7NKs8keN7P3vlf+fhzBlJ+VNB9XaR/bBvytp1PKW+syb63UaQcCzfeWBpraTC0GEIBK5nOB3xKR5zVyqmANXPAtxHCxLzXKrFxVsWxm4CNM8wWCR5f88VgKo/emIopG1xSBoOlFl+q0lXOaMdaWbRrT+NI5fquFffRTuqcKH+EEs8+iBgTSYSUhViESSBiiM5p00MT1LZRB+ZUAAAgAElEQVRou6G5usBfXWC3W+xmi7u8ol0PbD9a0wwrhs0W169xTQeNMhswVmEZMuMc2V5c8fEnn/L3PjCnxHozkOJI3zU4nOoblMwUE4dx4na34+X9AbvuGIYtn/38czZXl4xfZPp5ZFivOez3fP3Nc25v94zjyP4wE2PBOMfPf/4zjHEMw8D1xSU5JW6ur+hCw6pt6JuG+7tbpQQ6h/GebrVCMNy/eMmL2zuc92AsL29vubq+wDlt+HDB6edvFzseIVXMfbkurDhKglJUi0FEMNYpkCRKJdTvazJgFG4Q5wh9q9BDyjin2h6pZASOHXLLpFKq2tl1IA9X5Uf1WV3c6/PqIdeMmzNqw2vm9KPvjzswzgq+Z+MP0eb7WID87e/x9mN4e+z5w6xsH0Sme+b4dbzHsnRQaeXel4IvQOWALpqyS+3DRC261F/HOYtJFpMVcnDe4ktQyUgDwZileQm3ZCwl62sZOeGBUi/e79JVENQVmBOJfZkoTl556qvfmyOioMMGTM4Uk4mgimjeI75FfCBcXtJcXeMvL2lvbmivr2mvrhmur1jXoOtawTVq6ulCAB8wzh631NZanfUOfNty9eQJq4sL7p59TTIWH1qEA9kISfNiXSxEdA/hDDEmblYD/XqNCQ7XeNphgFKYU8QFj/UO4yw+eHxjaZqOzcUlzjm26wtyTnR9T9P3SM5MOdGYBuNV/tGHBklCnDPGB9rVisNhx/3+QPAt/Waj2atZbJaqpOIS8BaMt0I9CulUpL7i50XscfFboKIl29XfM+S64KmDSBUdMrrrOgaaI6ovZ9nMD8t6z8kv75tK9mOD7vsQSH/bMfwpRdg/iKALsEji6Va9JppoF5YDXBHt/RcwUshloZjVjDGp/TgI1hiys7jsqkqUh2Sx6vuKs+CsIViDNxbrqni6LPoPekiCttku2KoxD3T9MTggHavkx+3po63u8vXB94+uudMlZrDWkYshCyQyyXlK20DbY7see7HFXKxxFxvcxRa/3dJcbGk2G9rthm7VYx00fU/XDtimA98itXvLLnKYkjDGExrHp5/9jCcff8qz33/NlKDpW3I8KCVLtKiUgQRkY7DOcvX0Yz7/+c/ZXFxwN+5JUhRzB0Lb0jQtwU1E5zGto2072n7FxWaLC57ryxu++kplIbuuJ02jtiw3npZBT+dcKBldbK1BYiIWIU0TQ4qs/KBd21JFzTEnPF0UklnYFlWl8ay9tzIUqII0ZwF38c0rdeGNxlKsO7r8qp6C0/boyrxZtDLkR8ILD/zvzPsOuX/agLaM8g6A27sc5R8i1/0ggu6SJ5z+LQHXKD+1MgQogpHMeZeWXfC6Uo7BWswSEKvDQBSMWNysygTOgnWmtpBWDqy1eDm9/5L56PHVhglO20azaB4Yo48Zc1Y8ObtcahBegq48+rmYR4I1AOLU/rsYEo7kHKXpYLPGrAbkYoVsV5TNAOsOs2qxfYvvO0LfErpefca6jqYdsE1LsQ5xDmOq9KVGH7IvGBt48vQTnn72OX//n/6O/RxZDQ3FQk6FJJnESRAIA9Z7Li4v6NcDMSfGcdTP0FrSrDq31kDrA9lFsoG+62jbQOMdxjo1tDQQQsB6QyDgDTjnCKueEDyH2x0ihnXbMo0HDuOs7Z8IY07cH0ZWQ1dPtZ7VXK+NUrUy1DDZkKWQRLS9t2hgTXLSuFgy5YXhsEhAighirFIV6321VYXjhVgdmc+ZKN9Lde50uZzmQ13kl///VelDvqV7U8Twp5Jb/yCC7inMLheWOXtEeaqPL7alurwUMJQBUalbRoOxMwYrBYfFL00QRnBi8MbhjeBMIViLLYIVNUdcru3lKDTLrZPgOCvOo6StOfrrL5LvM08EKMUgxal8pBVoW8xqgM0Ks1nT3FzSXF3RXFzSXV7SX1wyXGwYLtb0qxXDMBCsx7cNTdtDCJqh1u2viCGnjKREtEJ0ltVmy8effkq/2TIe7plLwWFIJZFKIVG0kIfyg633xJR4/uIl+5wpRui6Dgzs73fsdntyynTOkawlAR7VoEjzTCEy7va0Xilf0zQRvKMg7Mc9zunuIYpgQkPbBHy7tC8L4+6ewxwRdoRW7Xwk1WPDVBxWyXrq0luOjhGlCtrnalOk8bEyFTjj74pS40BF8Us1ALWIdu3V4L9o8gI18J4DA+8+TIVIkOUaPIXcxeHifYw/Bjzw9oN4+7x422HWfcWPO47XjA8i6LJgcCxBr0IMZypQwBFwOxYaWDiwCgEYc8pUjVGbmQe3slgBgS+CtxAwWkyzBpPPj2nJaPT97YLYLXChLIH4NOV0aytv7kh7fJ2+8br1WCOExpMbh10PyMUGudxSNmvamyu66xua7ZZ+e0G32dCtV3T9QNd1dG2HN4HQNPjQasAQZR3oSROyWhyTk+obDE3g6Sef8fSTT/mH//5fmGKiDYYohVQ0fOV6U+tyT9MPHMaJUQrdqqftW3xKx8nijTaqJB+IuWCL2gilaSLlwn1Q/7tcEvtdpGk85MI8jziV1sJIoPEdxjvatuXqyQ0heL7+qnB/+xKZC3NWTY5CwVt7xHQLuivK4mr9tQbZKmZ/bAUWMO6U4R4D7nlhy2sXpFiFD8Q4bTk+qpXVpGGBvJZ093vGpmOAZYGzTlDDDzWq/Esc77IwnCdG73N8GEHXLIF1CV2nQGvOlkTNAk7rWzl+RYNdfdJika4cAVvpXNqH79CMy6HV7WAqrmuturhyipWL47k5ux0P+PjM8w3hq3/XD5kk3jTQGCQ47KolXawol2vkckvaDDSXG5rLDWGzIqwHwtDh25YQglbwnSPYVrWHrYea8WtxsByDibOWIoU5JbrgePL0Y372i1/wj//4D8wpUxo9x0kyGS08aQeXsgBW6zX3cWQeR0xwWGcpqeCdo2s6pEQoidK0uDket+5WhJIz02GkX6+062zcM45KDZymA9bANI00YU3fb+jmib5p6Jqgf2vbgbkjlcycErZ2iBVjsEVbcVVqUzVyRU56C7lUR+CFuyvmyIYptbOwnLFjRHQHVqyBUp3PjJbsQGon2iIYr9fF+RXyvYY5v2iWTNf84Gvp8fizyHLheG6/8zlvecK7oN0/5Fg/jKCLVp9P2/b6VQTtZV8+IA3Hmk/Ig6+lwg2mZsalFNU3FYMUFXAx3lUDTDW71JvR7MhYsskP8L0jZFHXA8NJg/Xx8cNCxZNXH+KE475pnP/pwQdlXHSBsBlI2zX5YkPerplXHc16RbPuCUNPGDpCp8pcLjgV93YWZxzOupNjwXGXoMHCOoOzinuXuu2+uLzkk08/xYVAlqTZbS2knRY43VVY69SbbNyTEEzQAprkjMWoo4PNqmkcPFQKXDGW4DwxaxaaYqRtgjZejBFyIpeIAW5vb3EuMUc4eMcLgb7xDF2HbxpC0zCN98SUcG7ZfqAtxKbyD0SFlJSZcGKkLBkucnb/2XNUk2Fhr9SFxpxYEgsL5MQ6eXMIWHZl7js+/weXjDnbOP8BCmk/djymnf6h3uOtz+FPkOm+/bjMK9+bV+5/HQ75+PeO6ePrn/cj/3Ijgi/qWOBqNrpoUh8FvEud8kY0CNRW4FyR1IwcKWZLYy4VFDCmKvoXwVqjWtf1tryHVseFJbMomCowU//Vkri8IlAqiCnHSapHf16brQpqYnAIXgytOHzJOBGssYiz1cFYtQFGH6BrYTPA5RpzscZcbnAXG5VqXG1p2jVNM9B41SMIbYtpA7kxzF4Qm5msLlHKOhDSEauuegLWYat4zoQQQuDpX/2Cz/76V/zXv/t/uGpanO3wHg5lR6oUM7VFSux394z7HWPRQD4eZmLKxJTY72fYTQzJIChjwlbMdJyitt2mQh5nEIhTQiquTnZqgnkXye5AxtOEBlMy4+TIpdBYg2saXGqY54SvLbnWLuZFotxqEVLdruRSmJOo00POugDVBWfZARinEpnOO+7u93gfsN7xi1/8in/6py/o2oH5MNI2Pc45Spy1LT0n5nk6uqAYWWoMZzc5GfCdb5q06Hbm9rxcOUvEPwvr+XGwq8W75RUXBsbZ5XcUZde59vogLq9MYvPo8dP9xpw86H5c8DVnr/3wmM7dr79rnD/j1dj2w5ar785036bfyumknFfe3/2QzGtur3tOfs39rz+O1w0roloI1GBIpXVJZQ3Ut5YqNC21DbWIktaPluic4DRlFeg/zfpMFUVRbNaaUjMVQ5HKz/VnOHIVUDkFXMvxDc6yI5UxV8dbMWBlab9YAm91EgBcgYCjNRaXq6Cg0eIR1iHeY4Jn37W4VY+92sDFhrzdINs1bnuBX61phy1tWBFcR+s72tr04LpACpbiCqONiEmQq/IVhmo5od4SBZw4bQpxjknUDPLm88/5m//13/N3/+n/JR6gaTqiJBVVt2pBIag1uUcwKXO435MzZBz380w2ht04wd2Bi+xqFq6eZ7Ek7sbnGGeOwQ1Rbm3rA8E6Siwc9pFyMMxthnmmIHhrcWKZU6r8WjDWq/W5iIq3Z3cMMqUIJReiNxhvycUyp8I0J5CsCpYiausu9ggjiLEEH4g5Y33LarXhP/yH/43/43//P/HrjmlK2LbDOLWCMlIgzcQcqT1sqPWnLvbOVIHJkupcWObNOWRVr++zxbzeeZx5AohLD+ehPJyfRzikzs1FrnJxx9DXeziXhVN8WH6vVEhj+fl8iGhZ9vE4n+NvzVSNO/3xcspZzxs7luv1TeOV9zhvSnmXY3jD+EDghTrOoayz8YB587rz+I77jIedeObsdrz37a9xjuGef8iyPC4PIIrzQxSzZOVLPm20Cm49eA8hgPf41Qq/6nGrAVYr8tBTqvOs63ua6i3WtB1N0+EbxXKtCypkbhwpy8MjOFugC4rnmqxZulht/jDG0Hcdn3/2Ob/+q19z+B//Be8dh3Ekl0wIDdNhVHnFmPFOYYN5nphzYQZ2cyKJitzk+z1zohb0AsXAnCJjSnVJMirlWCUr+xDompbGec1SLVVyMZOSBlIvQgmBYpWBkWLEh9M0WWCCBT9WWKHUnuplN7JkjpoZW9EAYL0nZuFwOCDW4X1gipGfX17xq1//GoxhmiKhadQmPonKTaIu0auVoeSoxpgpkkpl3tT3cfYhwPAwkV2gtLMfzSMX4XeNIQ8uPnl8x/F7efw79To5kwSCs73j+e4NXp1Pr/v+TeP8CE4wthy/16/vHjTNo4C7fP/eBW/+tbh26taLCgPU8YZzdWzDPQa5er38gMD78Ai+x1j2jciDD1tEu+OOeFx9bWVXLAHXMIu2HRvjMD5ACJimxbYdEjzNdoNbr/CbDbJeYdYrWK1xqzV+WGvwbVpsaLDeY61HjMpdliVLPyYiwsLBqCAhUN+/QjY4W911LX3b8ouf/4K//Z/+lv/49/8fYQqIUfijZBUYdwX2+1GVx3Imp0iMiakI4xyZsjDGmTzN5Ay+RGzypKJFuykv5qHaEVjVNAkGutDQtQ3eOsXcXcAme3TwzUYFihTnqHoXR6z2uLc4a3RA+7iX2Sx192Ks+piJ4GrQDaFlThPznHBtxrvA7rDjk08+49e//re03UDMmaFrmaYDMRdC02CMiic1w8A8jfoYhpwiuW7DLRzbhs/1mKUsxy1Y5xRuWv4JZ49zbMh493EecI+58lnAM69c+seC9PGoT/DjeeD9MQF3ObYjM+MIt5wSlocYzNvH2ebh9H2Fbb7v+LAy3TpeB2S86ecfsuycZ7mcUb7eaU00HJswHmxnFgyvlLqISA3A5kHATUa7wYqxWBcwoVF5xqGHvofgMdsNdrWC9RqzWmFXK8ywwg0DruuxTYvxAeMCYgJFdOss1YhRbKG1HqUxnR36KYXS9uRSFN8Wq95wAgbL1eUNf/3Xf8PfbS+4vb2jDQHfFA53O7qu45AyU0rsdjviPGvGXnHxkjNxmpUHLEI2VEH2SEaYK9/XOpSLaxUvquYe7NPMVGZllBiDnz393NI1akZZvMdJofNq12SOAer8dgovi+iNyflkI8SpmLpsAERObTHOB5wN/z97b9o0S3Ld9/1yqaW7n/Uus2MnMARIgiBIUSBomVIo/E7hsL+E/cJfxY7w91CEHXZYERIdMsWQbDLCpAgaAAkSAEFgBpjBzNzl2bq7qjLz+MXJrKruZ7sXCwmZTuCZW91dVV1dlfnPk/9zzv+QYiKGxJtvfYyTB484fvCQZ8+eZwLB5eks16bzNVVd6arFKrEg1pBCVGdkEmrvpj6EmRUINuN/Cwgp7aHF8SQVB+iMeb21s86sEbm+Y4nsue242bx8425m74M5pr0Mvk3jd87d7sD6vWN71yKfX5vZAeGXbT+VpfuLkO73s2z3d7h7jr/hfs3B874TKzjPZvWbLF3IgucwWQkKvNFYgnEY60nWqaXaLHDLlSY/rJaYqkJWK/1b6nvSLpCmxdYtpmmw9QJX1dgMvFiPlqSZcXrZ620L8ObrMTme1MSQ0+GMhicYVcoa+oD3no+99Um+9OXf4vf/9b8hhqSAYQ11s+D87BLvVGoxhjAptYVIGgKhC6TMiQ8GdZBm7jbLP2BzSnIIAWscvlbLO0V1bg1JY4qHraZ0VNZgnSOkyAagrqitVT3dJOAm8B0jFfL/UsxpIWnSRbbWKj1iwAQtihqGBGJoFyuqumV9eUm7POCtNz8BxvL4lVe5Wm8YwoAYpzHISbDOUuXn4LwOWkHV70I/EGMkSWA9aMq4zYI8FjtuG2PUuZeUa9kVSSoZmILEzbUeudtu4ehmACXXBtIt/d6U/ntdKfo2sH1Zw3LsqnvbL9T2eEczG8c/DQvwD9LSLc2w+7jLPJhrump7SQAeLdyf4qIMN3cOY9T5F2V/OBgSauFGa7G+QpyHZgGLJWa5wh4cwsEK27SkgxWyWCKrJWaxwLQLqFts02CrlqpZ0FQ1znm8dzjrMWTtAASCkCQXbIQMtJpWnalChmAmzjBVNE2FtVrYs/Ke45MHfOV3/3P+5D/+GT96510OlwvaxRKDIcao2WcU6lFIQ4CUcEU/TXKSgclRIk7D2WJKoyqXZqIF6tpRNw3e5FpmUS1SYwxmGGhrp5ZucVqliASDVBWVNQrUshs2WKK0E0pHlN+tqePqZHU5hll8JIZETBHndCI01jJEw6tvvMXj195gSMLi8AicZ+g7QCeBZBzGVRjnGQRUXLfC1obaepzXihtJ4uhIG52wua8Q9PVYaNTkiBnDzmoMI5hrAHjTa7lzXLxIVMCuAFXc+8zkHMyflFoo8T0Th7u/DeZeAJYxEmNaKez/9/+P072jFZAy0z0c21yEZv6RlanCyovc27s6yI7D4vYTjEvQa+edXZ+dXdsoRG4MWi7GZ9WvGpoG2iVueQgHh3BwoBTDagXLFrNcYNolLFps2+KqRi3crKFgsWrJJrKFF4nZuuts9pRLuVd2vHeFBy3ZWV3tiHFBVVcIicEF6oMFb3zsY/z2V/8z/s2/+ldsNmsOHzxgc36BcS4nWkAKEUlahaNZLFksEzFdsN5s1UHtPXWriRvGGC1mSS4EaQyDgcZ5Fr7CWYekRDABcjhd4z0HbUPbVBpi1gdStoTToNq8i6ZGpKQ4F91ccpzxBGRqCWeO1dpR+EeMxUrAisG4miiGbReJGD796c9w8uARrm6JUdh2PWAJKWBBqyHXjdasC0Enm2SypVvjK0PttI8sqlrvew5TizHqdqYS+r6fhNfz5zElUpyuu7kXdHU/GXvjdYi9Kehpekvy/4s1Ozt63Mxx7+PnN23f3QwFYJmBLdeA9+6Wf+Us7dqY/bF5/7Xst3vidP/ToQ/uulYF3N0Z68ayfrNTjCAsN3WrF7uW3eiFF2Z1p2u4wVNarCmdQApnqEFEgtZ1E1eRfA2+wdQtsWmw7YK0WGHaGtM0SJ1BuWmwdZ0Bt8H5KitlRYwRTFSFLAwkIkE0hE38RITYck3F4kUdNCEFQgy43mt0jtWnEAS2/YAE4R9/5av82Z9+je/+9V8hxjOkSF21nK+fKWgOA4bEoqk4Oj1BrCfFhEk9vmlYrA4yuKmFXIkw5PvlrKVdGZq6oW5qDNBtt1BiQEmcHh5yeniAd46h6+itajK4zCHHoUfqanq2QPHAq1ANufqHGX87xqgimTG5PBG5lp5DqopNF7jaDiSxvPrmx6mXh1SLBV2nhTmbpiHEHicGV9W4ukZS0pjxRAZJg3OGqqpom0ZjeoPSC86owt0E/HotpQZdCFqlo+s6uq6jzwJCKUVErkdAzPttic24CVgngmFahuv9KWMoS6ya/aMYj9KP0l7fZ3f7tmE028/mJeMU3TavMWj2d7+xqcbFTYA7Ab/5CTDy793SHcMubjQFzU82ley14vywVjOZameoDTRJ8CmMFRuKFbxv9Y5e6ntaEQoX0UoIhqTRWta9MOeugQvzmX1aLpbohaJ6VsTKnbP4Rq1U52tcVdOsDqgPTzCHB8hyBXVL8ho6VmXLtm4a7GIBC1UJ67uObr2ldhWtq4jWK12BLqsHiVrdQQKusWqP5KWpJ+sEUCQQs8QhwjBAP2yoLhuadkHVNMjQcciAb5b8l//Vf83/+D/893zw5AkPDg7o1huqqiL2A42v2PadOoz6nuMHh/zSpz7Jh0eHyv3airZtcc4xDAODG3QpHZX/PVmorkJVVazXa87PLgF4+PAhDx48YNU4TFKLsFq0HCwWxL6n36wJIeGMy8UyA1XtSSnh6ooQIs/PnlM1NQfNAmctMWq6sIawqXhOCIkhCdsh4hcr+j7i2yVnHz7jrU9+ht/4R1+hi0K/viKlxGq1ou972naBMRBjZLPpKBrFxjEK7uhrS8AodZCddd55jTrxOrw1AiTStisa50Yrt4BvjFHvV4ykyw+JMY5AHEMYrWPQCAkzB6M5IKIWvqv1O0IIpFzzLo8MDBbvS00UJfM0zC6NCGknJZJb2/54HFdZuzb17rjbQ+x0D2AawnSOQsH8pN6zWft7B12YLZ9vA9ifgUPPzP72rc4d59UNpxqrN9x3v+/6/IWf1ctbxOWXjf/N2Wcl7W4e3y7WEWPUYPuhwvZbjBHEBCIGIiQ7EKxWTtCSMSpjGCQRYk8Uoe9yIoiANYKTzMWJPs+Q652lbH3bylO1Lc1iS9209JUnuoRzDr9Y8unPvc23v/lN5NCyWKy4urjEZ0eYEahrT+U8JkYq53h8ckprKi7PrmDTk4yhwlAbr3oP/cB223PYrri6vOJs84xhGFg5z4NHD3nzzTc5OTlhuz1jvb5AcrSBBYKziK9GXlFIOWGmyE8Wh5FD6w0p2SClrHqmYKJASLpScFXDetthqpanz88xVcuvfunLHD96heRqCJGrqytEZKwQYW32CmaABU3aoURF5Ak6K4CMWrxDiAr4MY1GjYhSF3O947ppaRfLMdTMIHTP1aovoLndbtlsNmw2G/pew/i0za3ocpkGkcRm2yv4ugrv68lCLFU0EEpSBmh44U6/FzuuHG5qO1EWO6NgxgNLusGqnp/k5nNc/659S/tFgODu9gsBuj/3tnfv96kEpMS/Tq04034CydKfaxNrtUZ6acbsaOgaM+k+aHZckSGcOn4atmA0flYQLaZpna66k2EQDVmKkJfq6jYayGLdRDqTl7Kiy2sraNn5fFlqHapIDN7jqoawWCDdQGp7Yl0TKoN3BuNrfuer/4T3fvAul+sNJqql2uRlvXeORdPSegcxUFWek4envHLygOcfPufs+RlXFxdISupQS0I1BCQKZtOxfvqEAXjl4SM+/alP8eprrxEk8dFHHxFkS+0skikBzRx0SOVVvBzo+h6y1Wklyzfme2+dI9PeJT9CASulnB6dSMaB86QEwxB5cn7O27/yRX7rq19lwHK0OuSs2/Ds6UdICnhnCSHgrMNZO1IVY3mZcUWlRJmqklnSTKJ0GEp2mhmBtu8HJHVKdVir586f2fw9p6evjIAbQk+zjBxkblgk8vTZ05GKmNMVYVCr1lhD3bS66hsBKqdBJ9EYbzuZCWU3Y+egi4Yn3tb2MG9O343LfrjbdjHmPluOnFs53sf5vz9N+4cBunCNr9Vl/G4rwLsTvfCL2ExhpYtCVJGb1I5kjYx/BtGqwylCHDDRwjBQCmOGFKCvSMYXgw2JQkzKvWb7apaMnEgGBqPhUbqPlrW3pFxfDvoYNLrAZtCtW6RbYfuAWQzQNoRFRbdZY1Lk0eNXefD4Fb77F9+gQTg4PEKGYQSdyisAqYCQoXaWo4MjTutDPqxbzusGklBZp/TCoFoL5+dnvP3xz/DqG69zcnJCMkK36bjarInbDuOUAjKmqHtpeSXvlRJSoJvUwBR4VahcjOhqAs24K6LmMTsQQ9IadDEFogVxFefrNYujY776e/+M1z/+ST56fsFbn/4l3v/B99g8f4rJ/GwI7PCxN6XAXsuIyqmvBeBijJqggaWyWtIImTwUUYQYsu2eLT/ptkg+NmWr21mLrxusg8fNIoPywDD09H1P33cMQ58pi4Fuu1WHa7Y2rdXvr+sWay3d+kp7VanQrbicQVi5vJfFtvLsimLa/VTAi3pqdjNKJ4D/yds/HNBFwXbfop0oh5v3h+tOt7/XZpxaqRLHC7cy/Q6lQrTEu4lRhdXjgBkc9A4c2N5iglcOL/RaJsa4XKLeEEPCRgUNzSpTEfFoZaz7Vb7cpqjXEnXgkrR6Qt/1aulaXaq7piUut6RVT1osWDcVV62ldZ5VU3NwdMyXfuPLPPnRj9g8f6ppujHSeI1K8Hnp77Ojq7tacxUsC9NyuFxxtFixbFvausGkRAgRI1B5j6s8dVNztd3y3o/f5+zyAoyGXEUikqKmS8MofOTzBBYwWGNHwaEoCRtjlmwsQvc5t0pS1hS2JLH0SeijFq7cpsAmKr3wW1/+R3z+i18kGotfLLC15+LsnNT1+Kqi1O9TgSXRCRNBJGbac/IdlH8lr4OVhrCIqMIrjvAAACAASURBVAWacuTJ3OK9qRXxm82609VC5VWv2BokRbZDJPVRv9kC1mHrBW3d0MrBeJ4QBi7PnpHiZAlLjCCBEFVLgyJNlACTiEmpjWIIGXTie6lhMXe87flEbjnifrbQzam+Xcv4p8HefzCgu39/xtfCLoUwi1r4RWzqOc68HnHi/FD9MSMJiQHCAKFHgkcGQ3JgvFaKMGKJpid6jetNNke/isElkBAhJExMSMpqWUZIVhAPGINLuVxRjAq8MWJiBmARQkgqGmQs4r2WA9oM+rdYIouWy+MGu1oSLi9ZX5wTY2RxsCJt1wzrS1KINN5ROTtauZXzGIHtZsOwGRjcUsVs6lpTZStPbX0GasNyueKDJx/x/nvvcblZs+m2OKOVHtabDbaKVLXV/K/M0ZjMQ+McSTSZY4z9LU4oiQwpUsVEyg7/ZBSEY570QhKGmCtiJNj2gU996pf43X/6eyyPj1l3Pa+99Qm6aLg4O9N7rSiJs+rpN5RSUZKBXS1qBQE3s3SFGFPmUtWRVSI6rFW64jZtEMj8MYbmZMVYLirvLplSESJXl1daRRkoYTQ7PhFfcXr6SCeoMBCGgb7f0ndbQr8lhYj3lcZDSxqtYURF75NofcH7AO16SObub7MvEBJ2nzU9t2rn1u6LWdK3t38QoFsmPTN/fde+89cvGLnwd9aMzSCoIeTza9PfmTRYP2q5HEKP9FoGRlx2igV1cAWrllwwZgRdKxYTEoQAxaOdImIT4gySU2urwY0WrkkBYlDQjTp4sJaEJWKIzmOqLbHtiZue2G6RgyXr6ojnT5/y4fvv8cEP38F2WzbPn3NU11QccNF9pBOBc3iviRpjKXkRhqHnMiWsMWw3ju16zaJpWdYtdS5g+b3vfY+u77XEewystxuGbNmmlKi9Vnb2LtMJUbPGSqLJSBdE1CkpQsil1UOIDDHmxJRJyByShptlOceIpW4XfPz1x/zar3+JN958i4QF76gWC7YhcnHxHPF6TyWGyVITIaU48seTAyh/D5OjrO/7EXQL9RBCGIF5TleMfWYGvuqEdZpUERRkDVok1PkKa2tWhw4RpR5SUh43ptxHcjxwSOoc876m8jVN05KWvYJ1iqwvz7P1m4+LAYlWz5tS5ltfDNBuj42/HlN717G3fb7rRLsd6F+m/YMA3f8vNckcLrNlJsw6gAgphgy8CUJE3KAZVtFhgyXEoE4yI/QYAlnGsIBuTJgQkRBJcSCmiFgBb1Sb10FYo9RDigq4YRi3FXQdSYwKs1gPVYNrO6p1T7XY0l9c8O1n73Nx9ozN+Rnr58+wfcdx22CtJ0g3ZlUBeOc19C5bV3Xl2PYDV+s1lXM444h9TxwCqR4wSUHo8vJSPe7OEhC2mW+0lddbmJ1VVa6lpstbi7W6FI9JozZiXqKPqcAxEaNavWTZxhK3oNc8letJRjhYrfjyb/4mn/3859kOA21raNoFF5eXHB6fsN1scFnNTCThbJ5cZdKWddbt2m+jlasER9/3eO+pqip/LNkBNoFPoRjm/5ZtAbbbXoFmBsQxREJMYBK+8ljj1HmaHFIlfKZaCr1kh0G54zxhQ8Qaj3UG4zxNs9BIhhRUMc0akono3DJf0t/e7hPEuYs2vOm42z7/hQbdHaWi0oyKhu+23dfz5dFtt2mH8r6Bkx2373hWYkt4tqh324AXcqgTWKdhOEG0+m8QtVwMGg3gibjsnS+rjpT/gi70GXIw+MTJFUUqDXIpoXFSOA2TrRWTZdKzWHk5bzRM1iIlHCmWs1LKctsEplcO1xnw3uL7Aee2uapBQn3bAem3VBvLTGsKSASTxrhaI4JNSa3YEPAxYrMDSe93oglBj465AGMQQoIgwoBlsI7OObbO0/uKIQ1EGUhpC0PF2hi+3wdi3+El4V1L01YM3rMWg3ENzdEDapOwlcPUHipLMkktLInE2CFdR3SOZDSmeDP0nK03Gms6KPcaU0LCMIKYRtMlnLHUYqmiVS1d51SKzOidDSaCcbi6ge2WPgYNg4uREKMqlvkKO2jHi30C6wg4Np0wGJ1sqtURb//G7/DmZ3+V41feQqzno6fnfOFXP8Hzs3Oah5b3fvQBYRBWq4baNwqW+X6CyWFdJgN/7u/G5DwPvSfeW8LQszWiqwNniS6nPqdICD2IB+eUxwZ8lvxM1hBjIkSNZPDejVEOOk4V/K2vMt9eJCWr7KzT6A4hYr1mNVogpaDx311HSL1e5/KBDmQJMPSErmPou3y84NIAqd/lZrNzMpdexjt1sDpbElKyI1Dy2DB2hz/YTXTQZosi0IxKmaOKSfZu9JqF8jHDvfumjJ+vpaumxMsecO2d/XfN3ufmls+mAwu45CoLgE2qY+BSAVGjS04rxGRGWFOvtsMWp4bMuK5s2xSAjEad2ZqaO8VraubSVGJ9Ui8qwCsZeLMYiZTjyfn9EEUtEZGocaKlv6CHaekYFTdxFmxI2H7AWO2YmIREQ3IGc+HyfYj4DOTJxKmuF7rMM0kUbEOAIfO8STu+MChcq3FDEMuAo8PRWUdoFmyMZe2EjRG2CJ0M9ENiSD29dXSo1kPKgwpJ9CliYqDCUdcLrBV8Y6kbT1UZRAa6baDrt4TQYdLAEDTSIoohiCUZh1gt9AggKZJiwKSIs1Abi8VROUMlBhc1u6v2OYXaasxr8BGXKmwIdCGwHfqcaReJkqjrWjVshz4LnRsGIHgIODrxLBbHfOrzv8anP/9Fjh6/TrU4ZIgJTNCySUDjLe/96H3CEDOIeVIqKb+S6QJHmfKMKbHXeQrMzk7vNAZ76HvV0bCaOCOSdHGUktJE2aAokRklxjaEgLEeSYYUc7lV6zFGKQcVxEljMoUxFuud1slDH6GWXrJq2XqPJWH8AnEb0nZDigOmqjBGaRPjeoQtyVTEqFyxSz02ZFH/MWki6aTvNGrGZePGmlKIQMe1Yq0ZdTH0hu1G9pZqytYVA2gPX/LnrpRCuaWVrMdJAGrP6Lyl/cLTC/ctNm4F3Nnrm/yUL7L8+En2/Wnb/KEVHdT560gGOtQaLhZzzCFiMVu2SSIxBe28A0QJRAfRGmKXshhKzPoIUTuyqMMmRuXqyMtTMkdsMsKKiKp0FYeecbpEtJbBVQzWEauavlLLNThPsJ5gHNFYDea3FYeLA8gga0MgDb1mvMWeKvTYxuMNGOeoqpq2cZC0om/oe8QFYqXhYV0/0A2JKAacx1ct1lm1kFLmt0WB0XtHbS2t9zS+ovYVVf7XVRXGWSLgRJ2DXRjGjlCeSCrcboxK4WQGdIiRlDPC6qrhtTff4Itf+hIPHj7k+PgEWzlCP/D4lVe4vLrKTi/h/R//eFyij6VqrFWOnD2nj+ys/a6Fjs0TIvZXoGOsb+lPMY7L5JQ0A69sT5EO03X1fUfKGrzWCiJuTOgoXHLMcdb6vlIai0WL944Qh3z+QIwa3tY0Dc6pGFJKCRfAGVWDkxQyj20VYHM5rDT0Y2hcQrKxoyBoi+Uz/VL9G6kHyc9SR/buvZPRaJW9iIXrbaqePMfav19L9wXavfKR5HtVogpu2N2MO875rvnrfHuNArAZDyq81S3gPsZD3mRv//yasPcQZy+m2m0KwBilTrCCMUpGODGYBCYrfQmB5CBatcaH7ZZR4DombLZqJanXMMRIjBM/GXOpnVgGH/A8ulFPwPgGU9VQ1cSqIWRKofOe3nnNPvNatcI6h7cGcS6vJlDrMSofHOKAGQaGONC2FYPRNNoo4KzXmmJoEsNWPJ0doO8JW0fY9sSgE0oIPTapY8fkicNbQ+s9B03DwXLBsmlpK0/lPb6qlK/0HrEwSNLkCpMr/ub/JaPWUUzqsHQxEMNA07QMQ0CcA+tJzvHo1Vf5/Bd+hVdfe53D01PqtqGPms92eHTI1fqK48Mjrq42vPPOO/m5T0C4z1XupK3ux+jmY83M4rrp9bw/7QNzEgEzZZqVdGGIY5xySGGs41f2SWmKai88qKYY91hrchVpS9M01FTZUraqq5GpkCS1itWHAL1gRZ23iFPKoPDbkiU5Y06HRkP6JIOEJKMT70gvTGNXmZqJzjRj8kO+ByIkY6ZxL3eHlZkRdGe0YZmZ72h/76D7Mu0ufuVGAZu97RFwmazXctzEB8v4xrj/CywZfhatDLqd924YINFMxSDFkGNn1eK1JJwEbBRcluqTaJBcRNIYIF5iBFxEs9uiYAIKvGIIUc8fjerVpmxFRGOIFgJw4Q4wxkHlVCi9aqCuiVVFdBWDdwzOE7wn+QrxFabyqjHrHDEJV9s1xfFHCGhdHbWOBMNFv2HInN1q0eJ8zbLWc9VYKlPh60A9BKpth99s2ax7ttue0A/0sUdipDKGxnsWVcvRYsHxwQFHqyWLpsF7g7MG6zw2a/qGzB2OGgU5WiGJjKpuES2zPqRIZR1XQ9AohqomOMvByQm/9PYv84lPfxpfNzTL5VjZol0ulAcX4fB4xbvvvsf7P/oRrqT6Zitz7KtmrzaZublLljCxnew12HldFMjmYDzfF8ggqdAwDNnKz2m/ZSldRlJKkWEQrNUS8eValWeOOU44IaIOPusKT5w5YqsgrZNNjQ890WRKwci4UkkxEoeeIfRq/WLAOrwWHRn53JSNB2vLNV43p6QkYGApSUKSV3xjVZB8o+8EXWMwKXPsMhGd91EMfwege/cFvIgDcLJMb3gfpqyW2VfuBjJPMY9zoC0xriNPOzqKZsuNa6zx302bD7JdyiFzxpIdbqIWmDFapSGiAfxJksbbJjtWEMjqrxi/xSSjWWQBTKkDGEHEMCR1hhX9BsnxvMEaegfBWjbuRAnsDKhUFbGuSN4RvcM2C5Jz+mddKeWQ9QqsWt85VZWsWSBGdInolKr46OKMlbMYhJN0gPUVbbPE2AEzaGXkaqExwYu+o910bNqOzWbLsB2IQ2C7XtP6mlVTc9guOVotWS1alk1N5T3GKN9pTeYsRS1vBdyBGAP9MGigf0qI1YknZY9qQPB1w/nZBc1yBRjqxYpPfuazfObtX2Z1fMLi8ADjHd12QIzl8OSYzWbL8mDF8VHNH7/7Duvnz6kPDkbALeFX5fnPLVLtldfHVVnmz+mFAsJle96nbA6bm2e4JZHstMtZdUH5faUO6lmImY4ipREUBE1JPc8KZ03TAEpXqeZvwjk7ynCWRI48DHMUhQNnsW2j9EHQLLfY9zqpYSEOCrSiABoQrKhvojhLXdrNJJvdpZF5sNZRqgKnXLRT70cec/YefYZsmF2nBO9uP2fQfREL8QX2Kb9cdl/edvj1qBMZgdtkYe1RHpGi3plmUa9ZqHrkLf5umz632ZKIOQCXmVjGelNaJDEn6+Y6ZiJpXCpajfJSq5KEmKAzdBRMMtlXYcfqx4IqVw3W0TuNQth4S+8svTME6+gWJ1r7rKqhqVQusvFacdh7Qo7TLXoEkjOjSnxmjEErOSR13MUYGGSAGEhpwKWgVkcIuPWGw8srTpcHHPiW1lQsqiWIIYVef5+vqRaeg3qJHIsuDQWGzRZnLI23NLaicmYUK49Dl++TVp4w3iHGEEQIUeuzhRhUAjEMGXS1TI7+6YSyCQm/XLGJicWy4a1PfYZPfu5tjh894uDklOXxMdshYZyjbRradsnV5ZrT0xMqA3/zN3+jMcN1DUycbIyTGLsmJ8wGd/53DqQFHEt/mdMLwATme8BQ6Azr3JT8EULefwKjGAd1npXQvfH9OJ7fGEsI0LZ1Fq5XGmEYhpw6XMB/up65roH3hrrx1O6AMAT6oaPvOoLzmKqijguMJLp+o069oVedjxydggBWqIxkIZ2bAAIwhpoKJGbu2OTYY5M5a8b6cy82Zl8ceP+Tohfgus25X/lhvm323t9/z0qOGGBE2Nn+Ez9jzIspEv0s2n2ONJPKJFEmEn1vFBfJ0QWgFq4HvNhMn2Qt1B5ANKxWjNZWwzI4y2AsWxxb69h4z9ZXdN7ReQXgkP/M0QPEW5J3WmW48UhTId4jzrKNg3rVM28sIkjQsLbynst9OiXli2PK/HFSnrldtITNhst+4PnVmueXaw7rpRbNRElq2QYkRWxMVALGWHxVaSSCc1Qnp9nXqHHLKQYVRo85RC4Oei/EK6VgoE+RbQxs+p5NjGyHnn4IGq8h6jQU5zMAO7ZdZLE8wBvD65/4FJ/+5c/z4PGrNMtDlkfHDAJXXcfB4RGLxZLtdouxluWyYhPgO9/5NkmEuq4ZMtjNtQ8K6Jqx6NnuUnZu2c77yr6lC4zn3n+/xChbr1lsXdflhBSP5mRo3DOA95VmlRkzpkMXy9VamzV69RK90+xAkwVNimxk2RemWGI9h8NYoysJp1FGvtZqKHWxyiURrwwSIoN1GDMgOGIcFECjjIzttZb9M9aCNC4zuhohlMSNw0dECJLuBdCXtXLh5yRifpM4x+7nL3EuuDZZ3QSmN/07/74i862fFzqBEbgKUWZn1ztx7gX8yvFkJ93eIBCZOcGu/8g5J3dfu+3Wu8w3udllWdH3nQg2qfiMQ8YYRm+KfF7uYL2jVD+IxtIZw8ZbBVrrMtDWbH1N5zy99wy+IjhPspboHO70RK1iC70RBisMoSeEjmgEcuSAjVkMJ4KNKohjkt5n4z2OiMkhTOKBZDHJYlNF329ADA5BXIWrFwRjWfcB6QYqMTxcHI2WWQhhGnQpIGZgKIA004S1RjDeqqd+yHG/5GwqSXQhsO47rrqeTRoYgqb8BqtKr8lkULAOcQ67aHh6teZzn/8Cv/T5X+Hg9CH16oDl4RFDFD3Ptuf0YYOvap5+9ITlcokIPHt2ybvvvgtVhfOefhjGtF1d4toRaKZCoBO9cE305o42zz4roLcf9VB0iWMaENGKHKNWceZ35wCpg0jruHmvNeGSRLo+0vXbMVmjREKU1GQolu5kWWrcrGWIaVR2UwarRqRSjjg/x8XqWFduSWmqIsreDx0hDDCEHEs8G1CZa9ZNXYlhTI6Pz9Zu/hMxBAkvDLp/Z5bu/slvikQoZUD2U/Rme7z0996KWXLzZwayTF6W76PwuJmwTzn+L3cgfSQahVvIeMm8ry7DrJ4rM/gxRAYTqUs4izHKtyZ1YIidODW9J3Lj38Qp3zwxGQOVtVhJGNwoqVg0ExzqDDMBlOEKJOcRhyp9OYcxnm0XScYQnKW3jitvuXSWC++58hXPRbg0SicEX5HqBlu3+LrF1Q3GVWxN0rhmp7G/hRfT7K1A6mcAmwQXBJdUSMcq/0GQHHqFMBDy/9RTHkW1BPptR4zCJ37zc/x3/81/y9f+zz/mj//w37OqGh63LcP5pZ5r6ADF+ov1FcMwcHCw5HJ9pUvk/OyMd2MWlnNOVztJCKlniIk+RLZJy7h3KRBEWPcDzeEhzsL5ZktKlsVqSZDE07NzquaEX//N3+Zzn/887eERx49e4dU3P0a1WHHZdVx1HccnpzRNy9nZGQCf+Pib9JvIBz/+gD/9v/+Eo5Nj1us1xhi6rhvVvfajGEr/mceFls+996OjrLSyXaiLwuWKSBbEmTR3h2GgG7Y0TYMxhn7YEi562mY50lTeV4AhhAFj4sjjxhjZps3ONc4B1jkVkq+qarTc+76fwuPmPHSJmslhi9YqD2wrj9gBYlJx+26DJPBtg2+hXkashaZp8CJICIShp++U599uN0pV9F2OznH4Sks2PfnwI87PL3BO72VT14QhjdrJN+PNiyqV7bafGb1wm97kXSFhP0ka3UgnTD6FiZ+9hfsdc3hmlq1hsmQ1lGz2HULWnzXjd44W9/4lj0bu/bd/39ItQDs/1Y5xvXeccvsJl6/PQsmn0EQPDI2taGtLlTQbUIBODH0UkADGUFWnRKuiY5fe8Mwannp45gxnzrJtWoamITYtpl7i6hZ8Q7Q1GdqJRvUAxCrAK+iG7LHWNFCTVIXMFss25eSSwr3l0jBGpnus/kyTQyYcVbPk6Ts/pI/CwaNX+cJv/hZf/+Zf8qPvvwOLFQ9C9lQnp9NMSlixDNuO9y/PNcPOGWylamOEBCkgg/LidZ6AQ4z0MdCFyDYMdDEypESPwbcLnl9eMYhQL1c0i0ZjcgWa5SGvvfkpHr/xMdrDY9765GdYHSmHezFccn61ZnV4xHK54uLikrOzc97+7Gc5f3bBsm34i298g+3llTqd7hkO+xP3Tdsv0v+uO+ZK/9MeeP39qM+EYkRZpnRdtVJ3Le5JDlMNFgC7E10x6T2UKhK6ra8TRSs4SRqJAg2Zs6MPw/qGRE8fIw6Dr2pdJUQhBo0tj1EIGIz3VE2LsQ5fVXkwWTCaBKJi9Nm7k1T5TIzlLqPwJ4PcnxJ071va3NQRfhKgvXbELXTD3a3o6095YRryUU6YJw1JO0flJEhkfovlJvTdu8Q77st9D2sXcPc+NDkdMhMENoOuHa14i7XVGIbTo5a3OBi0vg61W9Jbw4URzrzw1Bue1ZazxnNZe+zxCawOwFckWwOV6igkh40o6WXC6MgTlCslBmQYkDTgjWYUOZEcJyvZYVEAV3PiRKasPWQK8tHfbkhRqA4PWZ0+wDYtb//6l/jH/+yH/K//0//MO+99QHNwQj/0dN2a7XZDjANN6xASm6HL6oEGJGCSRlAkY7IFY2iMKozFlBhi1MyzEBR0RUXcvVSIr7UMTtXSR03PPTg65uGjV/jCF3+bg6MTjk4e0i4OWB2dEoBus2W5OqRpWvq+59nTZzw4PaXf9sgw8OzDD/irv/wWcrXWenV3dgru7HIvCrz7x+yDr47ptPNlKSWwGqGg35OQkeoo4yUX4czRA3POucTyFqu4JFEYbD6XzIB4cvYVrlePd1hrVC40W7/WOYiOEAN4R9O0iIgq0K0vSSFrQKRyLsAqP6xZazqKyCsKjFFHdIIYZcxc+1m3O0H3ZR7ijaITM3Ny+ryou5u8LdeBZX7e6RTj6+vffffnNnOaxgBWwddmDnY6ptDpkJE4vzZk3z9l9hZmGT8zfk32ON19+mASpZlZHUydf/dGXHeMADm0KlNUmfJATC5vYklRve8REGNUVtFbglcaIBq47Dw9wpWDtbOsFxXrVUs6WOAWDbJYMlQVgxhSskgSTDR4QXVtncWYaSlJ0rLmqQ/YQWNjrfPq4S7OtFTuA5qEoZed4yLVuaYSf3nlIgYbNaZkdXgErlKr8+iQL/3u7/Jks+Hf/y//G3/27e9ysFpxenKEbWrOnn3IZddxfLRkdfCIp8+fKIOUIrELiLUY5zDeq2e971XlCk3AiAKDsSSnXgClJBqWviIAmyEQjeHkwQPe+tgnePXVVzG+ZrE65OOf/DSLoyOGJJxfremGgaPjEyQZPvzgCU3TcHrygA/few8nwrOPPuTbf/mtF7UadvoYZpeymveRu44dz3HDdlkKThapHfdJSak2GR3OWRdXCv1RwLb03bkTyu9kvjnn9OGPvLSGjo0u4sLVpsLDO1KaMuVSUiolhECMgjEO55T2iDERQmLbD8RMOY20XaES83bRhZESOpqvL2YtauvMLvjsNTMb+y/T/g5Al2n7xvNON//G806nuHGJfy16Yfb5znHj9mRNWdIYPrazfx74Mj++vNb177T3CJ4/I3qhANPIiOwCb8hpvjGrqpZ7IPn6ojUMxoBxJGcZKkvvHX1l6CtDsoYfRgPeEZqauKgJq5a0aDHLGl/XXKXEdjOoowGHNR6POkpqq5KJmy57wPOAJERsSMgARJS3LcHtxXIpVm3+TW5vUkLUW02+B0PXc7g64IO//T5Pn58TTOBi6KlOT/mn/+JfcHh0wv/+L/8lP/jbv+UH771L2zgab2irOnvLe67y96WYRjEf5ZrB2MTQbYhDD6ZE2VtVSMuRCdZW+HbJph+46gfEOk5OH/LGmx/j1dff5OjomNNX3+ATn/w0vl6y2QaenV9gq4pHj14jxMjVekNKwsMHDzg/O2foez748EP69RVf+49/RtO29/ed3Nf2KYXSp35SemEfdA0T6BZ+s1AK2vfTCLQicQTMaQKYBs9oKKQwXoPywl5rzmUAVeOr9ObsWMu6wlLSzSWO6cfl+krxzKqqsN7RDQN91zHEgHEWl+FNZueDNE76fciFRJUfAWuuYexd6RFqcr38yv3nCrrF8XTr5y9y3tnfSwNuwbj8oqT8MnsNaXx/536bHMMKs++cWbrcZ+kyvbdn6e5YGvPX1yxdxs5b9h+szv5RGK0PyM47LGI84iuC0ZjabWXYesvGWzaVauj++MESX9X4tsUtWmgqkrUEoO/VkVUbi7FOM7WM0xCtlEhRc977qDq2RsBGMBFcVv0xIYuhW7WMVNg7lfwLXT8YQ1MkgUbAlSwqoR06dgP2QGmKaCwXPRwYh7QN7bLlN/7573H02iP+8A/+LX/+p3/CxbMnrPsNaXuB30Rab4lDjzdgjc0AYUgxIaHLk1vMy0sL1ue0Zo+1FZKTOi63Hdsh4KoFDx494uThY1aHJ6xWxzx6/BqHJw9ZrA6ompbQdSyXB6yOj2mXSz766AmXl5e89tprOBznF+d06w0HyxV/9Kd/ykfvvkO7Wt0+APbabZbuy/gU9sF2x9IVtVKLiA0UkFMLVUhKDY0Wru6/u5KVkeeXxDjO9LvUuSapJFaU42wOTVMwn2gFPbeGzOkEUGKDSyVjX1c5zG2g26pzLsU0WtsSs45DUSlLaVxZeQupFtWnNqoVXaQu7ZiofnP7e7F095c317flRtB9kXOP+3Gzxbr/2twEuKOVPTnOitNsfNSmrNXvuoobbv7YT2+2dF94ENxg6U6nlZ3vFRGi0xV7TFE98vm3JDRt1xgV3R6s0FvLxjquKsum8Wxqw+AM/ekjgnV4pxENOoCNLqsSrLI0H9kJkqIQk3p8Y0jEFOldzNUqFGBtVIrDiZbVKehaysRHYwkk1e7NFnI107SwGXydSE6k0NL1MUTcwQHnV1f8+OlTHn/sTcR7zi8uiFZ440tf4L94/QG/+k++MiwLvgAAIABJREFUwrvf+y7f/saf81f/z9e4ePIhrl5mKytX+s20hViV/RXRcCTjS56+WruSrV2xlijC1WbL8vCEB49e4fThI1YHRxwdnfDg4Su89tqbPHrrE2z6ge997/v8+de/zofPntEslrzy+hu8/cu/zBuvv8lyseDy4pwUIs5YjlZLvvXNv9BMvfjyA3feJ17GiLnNyh0tZkpa8BRVoFlyYIxGR8y7+tza1QOmCJxp1Sbj+SDlcu8ys3ShVMGwVjCoDocUYXRBOV3I4BnZbJTeKnHHqq42K5QZOkSGcaWlXU0FnUwedykGemdZZDnIEkaXbMwhbhFzBzCIQc/1ku1n4ki71Yq9Idxlf997O43MQPeG3faJivGYnX0LUbh/RAatsqaQ/U9nZ5hzDXN64Y52zQu8Ry/cftzt54k25Sq7edUlGdiytN0QEzENBKnonaWzhuA9oalIrSN5j3l0QoqJbghIVKD1YvHW0VqHsx6yRTLEST825qWlIAxEKqOOSSvaNW0qwpk5ndLkVUG5Tque51iWsezyuOSxqduGZbOgshpm9J3vfodu6BFrOLu6RLzFLpacX52TVi2Hrz/is8cL3vj4azx+/TFf+6P/i6c//CEHqwUuitZwyxOBNRZbZcePK9ep97nQEImUE0csztccH59wcnJCU7csl0veeOMt3nzzTQ4Pj5Ak/PVff5t//fu/z19861ts+4F6seT49JSvf/0bfOUrX+F3fud3RuvslceP+eCHP+Tq4lJFYHx1b18qK5+fJnrh5r62x+mO78Ub95Hc980N3ysi17r2dJxatcVKleysmkLGpmOKKONY728E7cnJtt2uqesG7z190DRttcAlVysOzCcOY1BPjtH4CCNwdbklpkqvwZT91NrVsLp7b96LwMC1difoOntPGpwZb//8SmafgUtFms6MH8+372ulmGRZhewmQ+ZWHDNokoAtvG3e0RvB2MzfZiEMQ2KsA1VAWgoIZ+43z+ClZEmxmAWNMbVRsEZrcamq0RS8jlEdUoxTy8lYLiuHT4ZFEJZDxAyWLsIFibUzXDrhgoAVj4/QBjBdRIL62ntrOJGK9dDTA1LXhLri3FjWxtB5T2xaYtMSqobQNEjdEuuK6D3JepI1WKlJEjXtN9c0S8bk1F/B2wgCyWmsr6qMBUIsaluJA/GQ1FqIObtLZLoNg41k0bLxmVmECsFnKz7JkGlfyWlAmcfLYBziAMFS1xXPPvqI9dk5NYaDqmbbdYTtQNOBTw197+k2huPj1/m1L3+VIXq++bU/4713vk/jHLUzmBiRfsCEgCOqSnKvF1kmGN801Isl3RDohkCzPKBZLDh8+JDT116lag948OgRx6+/ijs8QBYN3/ub7/Ef/t0f8u1vfJPu4gxnDbK94vLiGe88+5Dhx++yfvd7fPE3fp3P/fLbbLdb3v/ofb77/g/pUyDULUdzQSJmQBinSat0LVAQmcfw3r+SNONqolifIx0G032PLgduWVxQjt0Yp2njvVa0mCOkHjtzmhmDGKePcuY8LaPXWi1emX/laMQkCYzUrwRS6vX9pMBep0hV1cSoVq5zjhQ7Td3N0qMpVzKpXCLhJjW0omKT/0kGlTK1NWDZbHsiWkB1CAPRaKadN3bX0pXdFa061F88Vbi0u+mFe1BxUna/rcno9y8/2mTz7GVm5pmq59hB9DU75O28Kq4t15d/x8QNz0RtzNTRJ6CdkQ/jpJL/a4x2MLRDpRzGN5595IznUafl2iFa7c6GhEtanSEmDfUqKl7JqSaCTcqVOsnVaI0QDJgoiFWl/945ttay9p5NVbGuKuJigSwPCHWjxSB9A75WHYTyRIccPoNqj0oO2wmSCFEIqVgypUpDUu3drNOLCD7HXUrOBiuWbQGCaCaHmfZ52b0jmTscn+cYalRAVydIydZK2G7ZXF4iMdI4zyAdKQoNmiW3qpdsuGK7HViujvnM21+gGyLJWM6fPuHq7AyXknb4rEZlvIWUJ05fYXyFdRUxJIYhUlUNpw8fUi9XtMsVVbvg8OSYk8ePOHrwAFvXXG63fOe73+G73/42F2fPlSf0HiQSh4HL857vXj7j+bMfgx14/Y1XGFLig48+4MmzJ6S6VoqDOALuvNOMzpoZaKgPwpQX45gqbf56zrWW4SK3/M/kh6Ucvs2GomBsNmPSnmU7jsrZK8nSUsUiNnbEiBICtluROH/7Dt+c9RBkcpoVLQiNWAh473JMeNHdjSNvWwTNZYYczMBfkn6nVRVzlRVFDackc1idJrUpUmh26QjGzH/Li7V7QPfuZu7b5wbMnntdX2pJtLcEuus7bmvjt+VOO/IxmRy9fZIxWQ5uPsuVf/coBK7TCuNZ8nJJKQH92miV/kQ0rK3KKv0p5KW890RjGIhsiGzxuKYheMtlSqwtxLpFlktcXUPTwnIFvkZ8g7gKrCeKyd9t6HI1V03lNCB2FJ2WGHIlB7IjIk5xjplPQ1AQTmnk0MoSbQSB0lnnlsHOfZktV+WGfUTBK6HarBIClxcXDP1A3Ta5pIxXzYahZ3lwwMHQ88EH7yOSePToFT772bchBt5/5wf8WITt+QXEiHUVzhuc8/jaIjGpjis6+SWU610dHXN8fEJ7dES9WFC3LSenpxwfH7NYLIlJeH52zg++/32ePn1CiANV7dFFgCEmzbTr+57z99f8uz/6DyxOj3j77S+w7Tb0V5dQNTTOKYc5Gou7UQnz5f1NEQt3vX6Z6IZ523lWIrPnOY2jm3q5iBAzQGr/muimQi0U2cjbQth0iW/HbLbyO+YZbDdx07t/s98xoz3m/Wt/nBaDYSzgOa0DrmHWeJ0/Aa3zU1q6dzeD3PjQ98Nd7v2OERv3AfcFEFc0TjfnBcws3vJnbvydZjarzdmQa79ZUTYvAWXkMeczZvnXJlW/EoSYhccHcrVZBJsMlWgxREkqRNM7S+cda2u5Mo61P8K3DcE51jGytcByiV2tcE2D+JpY1ZgMthivNoxAlh8jxRyxYcttzB01WwsFYDX2Mj/DpLRC4V61SnDa+dMfOXVcmXr67JHN7sqcJ5Trr51zxKROEomRs+fP6fuOZtnm61dFlD4Eqqri8PiYZ2fP2awvWTQ1J6cP+NjHP8Gy1lpmT370I9ZnZ8Suy5a9XtswBPohYKzDWcF6z3Kx4vjBQ5YHh7SrA5rVAaenD3j4+DF1q4LlCbhar3ny0Yd03QbjQKwwSCSZRHBqyccKnDP85be/hfuDGuM9l1cXMPQY47Ap7oyTm7Z37931tr/vXeeZn2/foWbMND7LPjvb8yW2uT4Eiz19V2TFPPV4/zpAx6vJVu38mKkahb127dd/i9xx724a77N+WwBV0g5Y3wS4P3PQvc9wvt9zd/1Hvyz5P05M2fqavXrRrx5pkMLmWjET71voBbh2I6Us45gDbgaHzK2VuXB+PYXDFNmtk+aS8poJCAaSFQaR0dK1osLiVizJWIKFrTFcestlW7GuDOv2sRbDtEblE6sK2ha7aKFpSViGBFivIU+Z20pJkBCJSTC6xh6Xe/NwmpFWkJg58eLI2LNIMzDvV5stFM04oLhuNclse9qcgLdsx1zeW7Kl9fzsjK7rOCr3VtS/HEUVp3x2eHVdx/nVGiuJVx6/Ro3VCc043kvCRxfvsV2vVdsgJIa+JwlUjSZBHC0OePj4FY4ePqJqFxwcHnN4+oCHj17h6PiETT+w3mxp2gXWOi6vLgmxBwuDBK1eYYVkBVzm/Zyli1v+8tvf4vjoCBO1T1YINoQXyn56ESPlrnZTyOJN33HNqsvPyhizMw73+33+llkxy+sC6fvykvuAK6J0z2jo5M+KqJHGD7v7QXdm6Zq979KrvH4fdOxn340xqjl9y/0p++9SJS/W7gbde57xPgV1U5uGWL6RInvb97S9J2vMzIKc3cDylMo1Gdgp8ll43jnbastxMofW8j2z3zhjwsbLKjP+aKHlZWDefw46pZWUXVB+NloYBEL2ONkEPoIRS28VTNZGOK8sF8uG7bLmojlh2/Uqnr1o8YuFyil6j/GNpp8OARXEcWpZR0ghSzlGtSRKR44xZinIrByF2Z1spdznXUs0hhwHmeMhDdnrmysDhJjLuuTnPN6N8YbMwHoGtNdAd6oNw7Pnz9l22/HSQowkU1G1LZvNFQyJ1eERD2Lgg/ffp9+seXB0iHkIMSTOnj5n20WePL9gfXmJdxaPVtAdYsRXNaeu4sGrC04fvcLR6Sk4zyuvvc7xw0ccHB7inFf+1VoWiyWr5QGbzRV9v8U1VZapjBNPajQueLPdslos6NdXfONrX+OgXeGd1+KYxtC/IKD+tMB70/lus3TL+yZPeuMzKsdyffgXyiolGTlXfd/OPptCMHfpgEy9md3VZ8r9NGVqws3E16fU8t0+NLd0J4NpuvKbATfTbdlwsLIPuT+bdnf0wr0Ewj1Npui8MuDG+N0XPbfsvZBrbwJMRXXZBdoRYCVbuWbuGsuWLlzzBjN+usthiUiW38hWrpne34/mldnDTUZLv+e0CqIVAkz0goiWgxeLiIYADNawdXDZVFwsW7arhudS0VXKPbbtkqpdajUDQLKA+SBanjozGPocsmWYssUtOXVXQTPme2Bz7GG5n1lRP03B6uX39HmJXjquc1o51lmwTkv+FFHpPARmN2YarjdRC+WcMUbl2vNzefbsGev1BinWlEkYZ2n9gn4YuLq8oG0bHjx4RAqJ508/ousDh8cnXF1e8OTZc37ww/c4u9pgcYQYcUWk21itEPHsGc3qQ5bHp6xOH/Dqq6/xyutvcHJyyjZEQoi0i5Z2seLw6IizszO60BMk4G2FtwZvHBghSoCgoBBDouoD9IHN02fYtqf1jth31MtD+sh0P7ibHriLu702Lm7hgG+zdm9age5YuveArvIPafo0O0tNXhlq2FeJUmEEy/mKKEVGEaTROMhWrndOQTcrkM3/zAx493/bzu+V3fdvslyttePgvmtVvm/Jv0i7m9P9Gc+q8/ai9AIU63VmM5vrs9edTr1rYKwz6WT57roGpocAhZgsdm6helOelQUNQZl91a6VO/usaOFGK0STGEgqb5jpDS9gjKMTQ4hKLazris2i5XLRctV4ztdgmwV10yBNQ8glw6Mk1VzIQtxOyOVv0CgAN11XDGG0PJ2BIjyTkpa3lhFoJ742hjBqmUoStuvNmJxhc7UCqyUcrnnTp+35KmVaKVyzeOfHlIlQhLPnz1lfbUDUyVaJZTAeI8JiuVSB7G7Loq559OgxtXM8+eADnjx9xl//9Xf46+98jyfPz9SBVlXEIdD3G7z1eFdBDGy2Pd/527/lo7MLgrG8+uZbVHXFYrVke3ZBwnB6dMTq4AibdWaTSVqNyGi0jhMgJULXQ4iq+wFcnT2lrVqqxhEuL6mBddDqx7v9+2ZO9CZecX97uuU30AS3jLnbwHfn+U3r/XFbrpuQSjnlz60xmEwFlANSdo7Nf9PUITKVgOQ6ZwqAGrEQR23fuyiKG+mFm37XbOIvrTiAJ+PLjKuVm+7fTfTJi7R7QPflT3j9JHubMnshcn2na23yRN75Ffvnmh1jUYuvWLnWkAViZPcc8/Nk3Njda25tzH+DxrnKCMRFxaoAdAb3HHITRYiZXoj5SwwaHmaMRRL0ImyyzGK3WLJuas6dYxMCx8sDFqtDcDYnSWhcJTHoHGFQZYbCSY8akGr6xqBC2WVQmGxNaImakLlcVYZSKyMSw6CAnh0aWkVAR531uiZyTlOFiwLVPEnSzJ/jLBNtAuGy4piWtdZOvw/g8vKS9WatqwLnqHCEqMUTq7rm6OiIH/94w3q95vjogNOTBwzbjj/8gz/gD/+Pf8uTDz+iWa4wIgz9gHEOX7dITGxDT4gph455np+f8/VvfhNT1TTLA1YHh2pVNw2r5Yq6rul7FcyumgqMIQ4DpISLCTMM2PUaF+JI2RxaYWFg01/xfH3F6viEtm1Yb9dI3eZ+NQHlfbzrbW1+/D7nuG8d74LfbgjojeA/n1D35tbSSnjXVB2iRC9oLG2pGKHHTvTCaOkm7avGmJlCmOxYojcB7XwlNu9c+8C7C0K7v3ekKY3hNvS7NmG8ZPu5lusRBHsboM6u906DdzYhjRauGJyZURezmc2U5TElYqFkmKj8ocdmR5qMy+iSoTIuhUWyo1+yB1N1PcWoZWiN1SSLXCurCC4LVb6cAihTh4giVClbn1at26IENsVdqiC6uJporWom1J6uXbL5f9t7syfLkvu+75OZZ7lLrV29z3TPhiFAYAYQBiABLiIpRVByMKwwLT5QYQff/eDwf+IIh+0IPyv8SFlhS7RDNG0JJAhupkiAJDADArP1VtVd2627nTUz/ZCZ55x769bS0z1jgu7suF13OWuezG/+ft/fphSTqqaaz1kfrLnKCNafG0PtKQAVKfAlV6ra5Ye11rgwWCVQkSRqQJHWaGGg0pqqLDzlIrzxoqKu/KuuqGvtOTTRuIs5VWxAFCusVS7hjbBNjraQAlIs9I2Lfq1rFxUnEUTSZTALpWrAJd82xiD6fZ4cHrL/5ImjBZQim80oiYiThOnJiEF/wLWrO2TTKbNpRizg/fff5z/8+29xeHBEGqdgNUpK8qJiMBhgipzalkQqIQ7JW4TzVT06GfH7f/htfvT++/zyr/wK/+Q/+TVeun0TKxRFNkdbw+ff/BxffPtL3Pvgb8kmU9ZlQmoFNi9Iy5o1GWNsxcubt9m5fo2/vX+PKpuynQyZFSUb13c4Gk9c5NUS4HaBNRiQup+X3yulGqkwfF6mFFYBVzcq7CyrfHNdxjZYZVZJutZRCs6DMIB4OGYoKLLI6XY1IawPEDGuEokxbmwoFbmad0WJrmp0VTfUQ9cdrQXoFvCxrcduq8VKIqUa+0bbL64Py7JE6PPDgLvHexoAPr9czwUn/KxaV9ps3luaKrfht5V2xACs/hWkygC2y+c54xDeT9ziwlq7o80ubOmw28l4TaK7IF2soPTB+AoQFkK9MinJhWQWR8yjmLmKqIioAalrlDYuo5dXHaw1SOMt4Np4oVYjMC4SDxcdZgxoIZClbSZkVeSNKw7WFfNzwOoMF83LB0JgdIOYpyRTP1mNTyiyuifbnmpSCErZRKaZjpQb+k1KSRxFFHnOdDqlrmqSJGE4HEDt/EKvXb/O4f4BvTRm2O9DXfEH3/p9/s2//l8Yn5ywsb6BqWsmkxwlnSaSFYWr2RaAoRkc7TMydc0H773Lw0ePOBwd81u/9Vu8+tob5PMJUiru3r3LO//gq3znd/8dejKnznLG+ZxNJJvExFpzfbDDl+5+jut3XuLW9dv8/l/+OQ9mY4yyzLKMuN9DX0KpvIjvDbXHQuUHaAMSwGf3srbJzqW1yzGglCLyqS4dVbq0ANBZMLvS7QpJN2idIVK1/esevxAh8CZs175fPlgA0gCIYUwEA3BYMMKrK/VehrkMosAqyfVpXcEu6wILF4Hup5TE9/SJLjhPAEv/1y59f2pb2m3BR6p1pNoFyuMChiMYllg+tz+ZtaJN5u1w06v3HRAJA9ja5nsbUihbx1+FzFo1glwKZlIxVy5hTS0SMDHCSJQuoK6QdeWDGFyCEOlL0hgNWmgvQXuJ09JYko0xiHlNr9dDSkme59RV5TUBtwxVZUldld5f13rQrRcGttEOGCMhqXTdAKUUgqp2+WkXqJmuNOP/BNCVUjTnCWCtltTiKI7Jsoyjo2OKImdza4NUKnRkqGsJ1pDECnTF1sY6f/ztb/Ot/+v3OBmNuHLlCqaqKIxhbW0NIS1ap2RZhqkt3mDd8nd+VRa4axtubzIbjfk3/+pfce/DD/n1X//P+eV//I+4ffs2WM0777zDS6+/wXw8Q1U5W4MrvP3yK7y8vsXRw13Wkx6v3rlDLR0FMZ1OEFKQDnrMipIkvpzCuUw7rJroAUCBNmiF1lWrrmtfONIVmYzjuAHc5XM0wGM9PAnhlcpWWzmDAGkA1nrg7f6le4wAlM0xnXbcaJzGLFAVISCnCeZZAt6upNsKO0uASnv+5UVe8HRBD08DtqFdIOk+Wwsq/jO1lj46xcQEiXc5yflyOHD3WsLvDaXAmXi7cNAFysCvjiZclQfbVolecRstadzhMnzlB4srGWMFlbAOdCOYRspJuVaCVsSVq5ZrTY2uS1+TrDNopbsGbTRCSTwX4oHdUHvpRmknHVpvBXbJTRwfq2tnjCoLb9yxnZwI3jVHAFrXKJU4YMepjFI6oDc+n2nz3FZIEsHHN4qC4c04SsG2g14pRe2NeUopRFEwPj6iKDIH1NqgFKRRxHg0Ya3fw2jNj3/0Q/7d7/xbPvzgA27fuEGe53z04YcopRis9cmyzKmiQLcii1OvjV8uFC7Hq+PLr964zsHhAd/9kz/i448+YDI+4Td+4zf43Ofe4MlRyjtf+Soff/+HHM8OubZzk2gwoIwUg50rbG5sEm1vcf/hPf7kr7/HATOEGCKTlCqfOS7/glF40cQWQtDr9RoQ6kqDIcJqPp9TlmXzXQBoIYQvhAlCqIXjBh63nXOLrlirrkpY4xKDB+0hSJSE4AoaILedozQumAiE8VqbNkjhFvdISCqjMVXdGOQA519urS942pGcO/fQ7d3mPNYnXfLambONtFSDWTTonNv3F/Hs3fYpc7qfTlvVFwFkz9q+kXZpeV9YBOWLmg30Arax0Brbei9YXO2yZgXuqDsOpDvyn23BVgRJ11oHusoyiwSzSFBIAVahrCQtY8ZGUxtNGQxbYXAJnLsZBqtrXFVd1UbKaY2tnLSr6Bo7QIkIgaCqKvIso8wLHw1kG2Nqa6BoY+K7EleThT9IJ55LP+t5XaZFUURVFn5CSKwxjE9OmM99Wj+sdzyWbG1uYMuKx7uH/M//8l/ywfs/RlrLdDJBeYf3JIlQQpLN566Wmk9ruaw6SdFRibHoqmCcZfSTGHopx3u7/Pf/3X/Lj374A37zN3+TL7z1Fv/Zr/0z3v3z7/Knjx8zo+L+5JDHY8HWYMiV29vU19ZY699l9Jd/TD5zgRK9uofypWMu25YNW933Ic2hy7LVZtiy1mXeyuZzaq1JkoQkSRqOuGuBDykWF67JA284T/frVZxucDdsJmUwvnU9IMLfFe8ttlmUwz2E++hGPy4vRKt47vOay0fdjuHAO7f7f9KRe347F3TNc6AX1AUOxheK5pbGyBQot5US7ydoC8EfFx2ke2IbQAg/kOxqCvOsZkB4v11rLCKo7ciGXpgrQSahwpU2iWpFUhpKA7mxCG18uLCTt6WUPrmQBO3K9lBbR30YtwAII13V4OCgrtsY+bquybM5eZ77Kqw++UwAW2sJ2aTC55DVP0hNwlMEze8L/bs8QRajk5qJ3ixg7fdKKRckoRQnkwmzeYa1joJQ3stirZcwzuf877/zb/nDP/gWw7THcNBDVyW94ZBhf+Cq3VIQxTGS4AcsmutpJ2rgBN0kHAwGHB0dU5cF6+vr1ElMNZ3wH37v/+Txwwf8xj//F/zqr/4T/sv/4rcospzvffcvOMim9JKEq/YK66pisBFz9Y0vcO29z/PgewXVZEovjunFKfM8J70E+K4Cme53C3kwaPu3LEvKsqTu8KPL3gut+n6awuieewF0V1/kmXM6TKHlY3XHANBSTf66VgHuqWN3KAEbpOgOoC9ekW2us5slLAghUjq3NM35bXnxey6c7qXEv/Pac1okFrlBnu66utTD0+7bPYwNQBAOefpAQRXTtA/ZCJoyMe6huFebK9TlszX+kFpCpdyrlIJaCJRRKC2IK0EtLKXPGWZMa/l3RkKXlk9Y5SUF7aThzmquUEQSyqqkts4LQGvNfDajKHInMQEILzWH+7JdY4U7ltYuMivy5d2bpDfdvu9QMwJayRwajk4b1x9ugtFk/i8KV+MqTVOyPIc4ZjydMpvOsNYFYUTSuYLsH+zzl3/25/xv/+u/RpcVIumhq5pERVRFhqlLsmyOiiIfvFFT5XMUBhUsssIuAa8CaxkdHzMc9DHGcHJ8BNaytr7O1sY6x4cH/E//w//I4we7fOGtL/Jzv/RLTHXJD9/7PvNqTsmAH86P6JuMjSsDbn/1i/zHjz5AxhEkiVPdn9Iz8ywJr6qqBSCrqqrhP0Oima6fa9eTIfC1q8617JvafbwrdlgJQqcCK84CXOsj2TqgG673VMh5s2Ce5mDrpW1XX6oD3y6Q2+4xz7rHpXYZN79u+1TphefdPqmw7+0iIFoPhqZ5Laj7XZu792JOOqyqjYRmW/7Kdj6H49oOIHcpBjwdoa2lxlIJQS0kWliX3tFKlLXUwgGxtriELcZRt2F/IR1zbS2Y2icJwfN6UroE5dSNYQwgD14BddWqnaK5YF8Uu3t/7oaNMaiOZdl4qXuVxLYMuNBm/bfeLUh4Q1yYeHVdE6VOFS6qEqkUeV6Q5zn4MkvKS6N7u3v89m//Ng/u32dzMCCKJEdPDlhbW8P4hDjD4RAroNI1pqj9Iumvr3PJjS0Ng5CCra0N8jynynP6/R5KRcRx3Kj0/STh//id3+H7P3yXX/rVf8R/9d/81/zNj9/l+z9+j6PZmOOq5Ek55W5kePVLX2D47T9EjufMjibEUrG2tkZVlReOs/b6xMrflgG3m5UrgG1336ChAE3KRKWSheN2vReepp0F1l1g6oLtwvV739zuNS/TWd3WBd/mu0sELbQaWfd6Oi5zTwE4T8Prnh8GfJF8fYmmL7jqyxixdEcF6Ibahm+lctZvbUzjGqY88Y7y1QqEQeNAzNXtgloYhK8TgJAN4GnjAE2bNr1bSFzjmI7A9tFQHgEsBIIYSSIjUhW5sFAbtkkw0iJEhbUVhgojaogtRkZY0SOO+hgtKOegI6hiyGWOSWrqdc3ascVMR+i0R5okoFq1yNicqtQN0BphIQIrXE01AVRWoOhTGIijBIsly+aU85lLSD5zH7pFAAAgAElEQVQbUypF2uuhIoU2hrL0vp9SIqIIU2vQrhSKkSlrvZS4l2KtM7AhhEvL2MkM5YwUToqtvRtaKAoYlimhTTPBVSR8yZ+ausxdfZ264nD3EdloBHlJEsEwhv2DQ/7k//49fvCXf85amjBcW2M0maKGQ2aeu1VxhDWGIs/opQkySZlVFVZEoGIaq3pDowDW+5kLQxT1KSNLnhcMBjH94RrDNZfgXBoHDEfH+3zn29/mi19+i2++87P8p7/2zzg6OeE/fve7/Nn/82ec3DrhlZfv8MrLr/MXf/wnWKUgiqk6niNnToMlsOr+De0sI1p4df12gcavtTmWaBM4NWPa/dicXwnZ9JUzoDYzAf91a9j2mt0CywReMPDH7dBVjgZw/a8kLjdG5M6na5csHyzSh2yD870X0lUBEf4zCDAaWbfo00jU+ElrPYMmFAKFUgoVx0RRjIwiV9gy1hhTuaRLWmOtq0YhpM9c6LU4AVgjGupaXiCqPVM+3YvaZRYJywWkd0cascApirile9tt/Du7sI3/J8Lz9Vs2CXS6biudl+/UBUm4e2/Lqy6taiK6u/lB3bVS23B+4dQaKwVWKZcsRBtM5HbTYdFQFrzqXUuJkiFE1uVrMNa5BBlrm3tur9d/slDOMizWVTioa2xVo4BekqCIqcqCep5hIoVQCiVcFJ3VGhknpP2UYjoFpVxopvf/DBM9UA1d1TEARJs20p7pPSJ8vwbLulIKXbuiZrPplKODA0xVsLa2wXQ65q+/913+9I++4yPsBFZINjY3mUznJFHEcDCgn6YcHeyT55kLQMG5SyEThIwCf4QNYdD+eqV1aruWBq2dQS+KUnq9HmmvR5IkoC1KxiAlx0dH/NX3/orj6YSffvst3vzCF/j5b/wcH33wEccHR2wO13n1lVf54fffJZ9nSOVTYIrz/Rcuoyp3AwXCQtf1wb3ouM5PuTs+2+fRleKCP3MzN+hwwPYSuBHOuTQ+TtMmHhsWqDl3ZYt2PosQwX0s8Kx+jIVrC6/O6R3IB01NIWXkCrGqyEvYoUrGMmdGY8vxf1pbIRff/08UvfCptpVSRAvlCx+f63mDfuuGiPZGL2OdhO+S4RgsLtm2S0BjmlR34CVd5ZOfG9MOzY661l2sLNpVo6hqqixDaM3mYMjmcEAaRRR5xnQyJSsLtPFeDgjnsWEMRldID7bB3zdIWOF6Ki+JhOvogoG73Yt1t6BiJkmC8CA8n07ZffSIyWTC9uYaH378Mf/+W7/P/YePuHX7JQyStY1N1tc32d17TC9NWRuuEUcuT8JkPMYYV6VNxTFCRIDqPH9JqEbrv8DUoLXjS+M0oT8c0OsNSJLU5XGI3EtGEbW1HB4e8uT4kHuPHvJwd4/rt24yGAx4cP8+1hi2NrdIez2mJ2P6vR5xHGOq7JOPoU5/dVXwrtHsaZ39n6Zd1oC0vM+ql//xwv270XnAwkJjFwB2CcybU7gcDyFqVSov7YZKwFJ+OvOdF6C7snWB99LZ0C5zXJZhxq+L1gGuwfGeNW5ANCDqgRfvS2isBWMbkGtUQ9saBYKrWPeewqc4SlyYZZFT5wVrScq1jU12NtZJlGIyHiOLGlNWlEZTGe3yV8SRC5ooLL2NTZd0Jj5tdV+Ole+qvUHlFbLjIHtOC8cO0VRZlpFnGVVVsfvkCX/wnT/ir/76B9x66Q4v33mFja1ten1XYv7KtRtEUpHECXVd8OEHHyKiGGFckIJA+f4Pz9uc6jNwCX2qokapmPX1NdbX1xkMXf4FsOjKIJVFSUkkJTGWIs+49/F9dvee0BsOkJFiPB6zsbHBq3df5aVbtzl6so8xhvl8TgrPPNZCHy0DTbdMzvMA31V91L63F4LmKiPaojHtlAK50IIE391vWbOSxifc77gytmSHWDiWlBIVqcbQuEzDPO/2AnR9C1TCKUnXtjTAM7dTx2iVEQe6gtrigiSsL1fuvQawzjigpMKGgqH+2rorO9Y2Bquu0a5rNLLCYHSNrSsSKbm6tsZL165xY2ubQRzz0FiOH+8hqpIIR3toa6jryrmoRRH9fn8BVANn2I2D70ojy0AgLhZ0ieMYKWUT3hpU5JA74UcfvM8f/vGfIeOUn/25X2Bjc4u19U2Mhdk8o9IOyOJIUeYZVe0qKUtfL849Eu95bcM1LvqAusXD8f1pkrB9ZYft7W2Gw6GTUI2hnJekvRQVx87/1xiSJEUXOUdHhxSPd1nf3PQ5YV2E1Wuvvsp7777bhOOmKn4myarry7rc3+H985B4Vxq+VkiSlznG2dLucoKa0y3cS1eDWqBWoKUW6M5v9ynQmlJKorjVVpRSbX6BT6l9qhFpP1GtO266A4vnKe12l/Cugu0STRohqHA5dmucJ4P2Ui0+n4FSEuMNN1jvRE4bUhuuvzvYGrctf1ulLV01VCFYGw64urXFje0rvHLzFi9dv852v8/R4z2Ojw7QQhCpmAqwxuUpSIZ90jQFTsf2B+f85euA1lgkpbxUn4b7KcsS5dMoIgSz+Zx3332Pv/ze99jd2+edr3+dL739FaIkZTbLmM1zEBUGSRzH9Pp90rSH8VqCMZZae8+LDifnzimXAFdQ6QqrNUnaY+fqda5cuUK/3ydJEqemljVJkoIUTOcz6ukEjSVKYgZraxhcCaCDg31Ojkc83t1ja2uTKFLkWU6/34f62TL6BdDp0grd30J/nge6l53vZ0m64SiX4Z/D32UptbmSSywOZ4F2K9VCl28OLbhnRoEaimNvm1Du+WNPedo8z/YCdIGw8i0+HO+PalvgevazLEqfwod/GiGwIdkNrm5aBR50neQkjADtKzQA1pc9Dzlwm9BFb6jqSriBzw33p5VEGkiTmPWNdTY21knimEEv5faNG/SU4oP33+f+7kOqKscahYycP24tLHE/aVSwrgU8TPRAe3TP2fUHbY0j5/dXV4IJxiAhJR98+CG/+7u/y/3dXTa2d3j7K1/lyrXrRHGPafYAK5UrJJn2WN/YYGNtDYwmipyxyxpXtkhGsjFgLfCB4fmIkK9Agzb0BwN2rl5lZ2eHNE3p9wYIKSgyF3AhpKCXuarBeVmg4ojesE8UxxwfH3P/43s8evCQSCleeeUum5sbzKbTy+DLpVo3gU3Xv7X7HM5rl/GQOp9aaI9z0THOphYsFzmprZLiV27X+euAuDWkC4QH26SRckWI0NNmwTbyvNsLemGpdXml0wzQczkDdCz3jUeoEGghqWwAXhy9gFeBDb5ku6/2AFgNtdGN5GikXPRYaCgHFr+PXM6FJEnY2tliMBwynox5/4McqbXLA6E1SRwTY8hwQR7JoOdCe2PHpwUgDPH84AwccRy3Zdlty+0uRhdd7I8YSm4Hw5y1lihJ+Ojjj9nd22Nt+wpffOfrXLtxiyjpYawg7vUZqth7KCh2drZJo5jZdOLAE5cmUEUaqRS21o5qYRW95PtTSlCKwWDI1vYVNjY3iaKY4XCNSCkO9Yg4jomTmLjXpzccYqwlSiKiJKYoCx49fMjh3h7GGG7fvkmaJLxy9xUO9g+Yz+esR+mlpLvzWsNPLvnkBrX7Ik73k4LMJ6UXVn3fpcHOa2GhPytgwvo5tqi1tsnvLLS0Qhy5nNBCLtBjF0oFn7A9laT76TIdz7u12d8hSFjBHcn/1+og5x3FuYO0X6xop6G5jeVu5YeFwAgRCAbZ8LkGgRaCwloqAZVwOWeltc4tSVuqpWxKITxWS4lclmplm0A6XJM1htJoEiXpbayzvr0N1vLwyR7vPn7CD9/9Ab0k5eDoEKsUg/4GVVVQYoj6PUTkAKhrnGkkbA+wwUc3nHtZ5e1SHee1rq9vURREUUSapkynU8qy5NWf+jx3XnkNVISVEfP5nDhJ6fWHZHnOlSTlyvY2s8mY2WzGdD6jLAoGvZQ4ipECal2gy9JNyFNP1XjXtRiNQEUxw/V10v7ApVDs9QBBnPZI0x5JL0XrChFFSCmI44RaV0yKCZOTMfVsxnw2Yz6bUxYld+/e5f333+d4NDr1nJbDWi9qQojGqNndr5tnFtqw2lVUVAiE6B5z+Vo+SVu+/lXRaQtGsM75lkH1rH2WJfow66z1OVCauefc4qRymptU0vv5ioXtu/EALlBC4FIO+iP7xSHwx838v4S68HRhwJ2Ov1TI2yUn1/NqQW3tDhQpBUoIV7sLV5nB+RIuroDdYwjhnaytq5MkcDXLzosjbgBoxSAN77TR4ZD+2hTWCjBgrKAGSuAkz6mSBC1c9FRUa0xZI23LhYakJkoppPLfWuuCRHxBxxBdVvmY+yiKXI6FyrB9/TrXXroNSczD+/e593iX6eEh+0eC9cEacRKjBn1MJBkMU5SSVEq6ZGRSII1sqrOGY6+KFArGNKem16d+P6/led5Y5IMKWFUVVVWxsbHBztVrDNc3sAjKSqNUTK1z0l7MQEbEKmKw1ufRo4c8efLEGb2yjDRyyat1XVNVBbquvO+pM6I0PpqNZCiJk4TJbEqvP6TXH2KMoTcYcjKeEKU9kr7juaUcwGzS5IEt8pL5ZM5kPIEoxtSaRw8f8dprr3Hz5k2iSBF40K5E2vWt7YLxWa0LOl16p/scwgIYLPRh23Yen3YxOwt4l+mY5hhi0YC1qnUT7azy5xaivT6X/ew0ndAN6ljFDSspwVpqH9lojXEh614jiaLIhYRLdy1aa6xoozqVCJUjvLEYBTLwxc6XWxvjA0haD5jLiKZ/f+iFLuDyrJraqgFzKb2pOXE7GGhqiS2wTEtalJNypeN1haCWUBMylWmXtq7Z97R1twk0EI6rUrSTIlYKK9pQyt5wjes3brK2ucHB3hPu7+5ykmekgyG9XoqVkgJfTkhCLSVaCowELWRj+V289UVu7TLS2dO0VZM+y3JOxmO2r+zQH9SoKCZNUwaDNdcPUjHPpqC1z52rQUmUki5DmXLSoQqgggAhm2oe1jvHWwtFWTOdZYzHY65eu0Fe5GgLg+EQTY6MXZkfAUgRYSUNeJdlyWw6I1TjKIuC+XyOlJIbt25wfHKMsgppFjnYLuAsG8dW9c9FbbliRLdfA2hdEBj33Nr542M1D30eP738nQ4FR8P3UiCUdME+/tU04ctr2cD9drQxLyV3p7/w+wTR7WkDpc/tYtt5seL98jarXs+7iTM/XGqPM9qC4u+A0rYdf1kAsX7ns7bvZm1zmdNk+xISLQSldSHIpYXaG9asGz0uv2jgpFYBLw58pRAkUezKkUjpJF4hwBj6acqdl1/h+vWbGG158GiXh7t75MYQDfuIYZ86jii9ZFtJSS0EBon11b6klQv8YFeN7QZtPGtbjmcP74OrkNYuB6zjMWWTsjCOPddc5Rw82WcymbC/95jJeISpXS7iqszRVUkUKRddlqZ+38SFgqrYRykpkiTFAnlesvv4CVJGICPK2hAlfeK0RxSnKG+ok0qhZISSrsRMPs/J5hlxmiKMJc9zjg+PMKbmzp07ziiJaPjwbsLxbgma59Gf0FZkWAbzy/Dsz6OtMoItc6/L26zc7py55sZiiM50WqXyfuVByg20Qbeid3DBDGH/LcXQcuaBjuiGWC+/zmsXVI7ovKeVHsP7ywyDZ3ZvbbjP9ppapyv/u3CJuoO0G4xTgSq49CLUPMTuALjYZ3DhEGd8ab1oe/p34TldiUFSWUuBT2xjW+s9pkYatfDEbLs6NIPP+OtXSqGkcsYiLEVRoJTi5q1bvPbaT1FkMz7+8AEPH+2ia81gfQ2bpsxql1NB+PBUI73E52vLWXM6UmcVv/a8oqAW+MbOcR1oQL/fo9frEUUxaZI4NVJAWWQcHh5yfLDP+GTE7qMHZNkMrMHUFVY7t7YkSp3vs59gxjqvkvDMrBUkvT69WlPWmnsPHjHN5kRx4muECaIkIUpiIhWha+HVY4iUQiDJpjNMVTMcrFGUOVVRcHDgDGjXr193hseidNuv6LdgGHvW1pVow+fucc9Km/hpt1UAexHoXsTzGhP2EY4y8gtaHDvAjaLI4UXHJ9c979Y3vg2WCX6/eG8XpxEJfMCJhW5mbmmfAXR/otpzoBca6b0j6QrbZry/CH1tB/hX0QsBeJcu3Kn+PpdujXWSrkuHA8ZihSubg/W1x4w9A91pBkfXsKV9qZ7t7W1ee/VV+kR8+OFDfvSDv0XPcvobW6SDHrV1SYGkxBXe9IY+rAsosCak8pBYeRpoFzi1pTDNT9K6Lk9djjF4NdR11XSnMRqlBP1+34ULz2aMjg4pypx8PmX/yR4SSxQrt8QJ4Xk/Q6BAjZ902raJXyxOalJxQmQ1jx494tHuHm+++SZJ0iNKYpRQjl4QClPXWG83kEis1kwmE8qypN/vuzDu2jIajRiPx9x++SWuXr3K7uge1rvGde8/8LtdsDyrPc0it4oOes6M0LnnXn6/AKJ2NRCft+8pKsL/C33YSLjeY0Eq1dhWugbEALhaa6x2JbWAhW3BJcWXwhf/7IKuFRcmvPmMGJxnaV3j3SJmhTEWgHYZaRsDwFPIqqse3tO28/dYRbwExlegrcuZWxs3+bXPteBSn5mFPRYGpL9upRSRirDaNFVNrbFsrK03Tv33f/QRD378MfrohCgZsLa2hVARWkiiXh8Rx45j9p4VwkoiI4iNINaSRIuGSujWqmqu7TlIuOE4y6Ab3ocy8K5KhRNYnPHJ5Uko84zx8Yi6rDg+PODJk71mu7oosLrC1hVaty/jc1s0nKL/P8tzau344JPxhHv37hElKRtbmwyHQ5IoQcrYLZ6dBdtRBJrpeEaZVVRlia20oxyKOScnJ0RRxGuvvQLCZ2DzlELX4PW8tIbuQrzsTmat9Rm6Pru2SnoNKn7386rtL6IbnDG8XbSavApCdgSzxkri92+psm7u6MXmjPONwTGczP92mef0EyHptr53eLqB5nN7v8KXsXbq4cLNX9QPjSp5tupy2XZ6he5A7JnX4SgGC9TWeMB1ACCsbbhiNxDajP/L1E2YUEopnxjHbTccDrlx4wa9QZ/79+/z4+8/pJhOSQcbrA/XiKSk0l5GlhJjJdYXZsQKpHXAq5DNOcsOb7sMiM+rBdDt+vd2Od2yKF3OXe9KFkeKqijJi4Iiz8nyOamSnJyccHx4QCwlui4p8jkiiZxLnYj9GBII4TQVN5lUw/kZnLdI0huAtTx48AitNb104FA8K5v+19qgjUYagxFQV86IJ6WkrlyfKe8ffHx8zHw+5/btl+j1elRl1Tzb7j0Hg9qz9m0Ym12f6eVERZ91WznXzqAYztr+lKBkXeh2yB6mlEJFyvniStenGuvyUC8ZZ08LMg2r63ndIMy56aybHA//f6QXmiYuBtlLtIZeaIiBi7ndhl44ewvOu7iG0BcuGKFL7Fvrc7te0MIqHQwzURSxubnJ7du3mU6n/PWP/5qT/Tn94ZC1jSEyEq7Yn3EeFEVZ4WRu4c/n+XEL0oqmUmuQxlYB7vOUdM+7z6IsKIqsASkpJcZq6srx0hJBkiQY7SoorK8PqNDUhZd+hLdNBkATTvoJ+VmRCqRCSElRzRoDzPHJiKIoXLQgnfwSCJeW0/jF0oLRmrrW9Ho9jK2RtDkqxuMxk8kJ6+vrpGmKNS3AhhYMk8EP95P2Fyzy48vVGC7yjnjebRVQXrTd0wDvsqErSLVAI8QsCHOd4wRQDoVsF1sYJ+4YVeUpLvupge7pDrhw+wssaUHKOPN3v1G75gTH5VbxlyFyCJfE3ADaY6/027rQA9Ue1XsNeAcRjNFoq6mtphYGLcHaYJADJV01BWuNSwiuaXm7CJACi3J5ELyPJzJyK6uXGpUAIy1a2oYnTqzAGuesnQnL43qOGSb0rORqHRFrBcJQRvBQFGzQI5YKKxWlMZhaU1kfhCCdi1Opa4QU1Fqzs7bD9Vs3KbXmxx99yMHhITs3NhCiouIEW3npx5rmKbQGg7bvtYLuFnF0PgAst1OTx3LhIqJrixQRAkkcCaqqdtI/ijqbkx2O0OMZ61HClc1NiCKmWca8zLFRxNb2VWSpGe2NMWNDXtf0+wNM6iq91rhKsyGPrA3jwviJZQ1Y53q21htQTqdspinF6Ii/+OM/4ktvfo6qKknXBpS1IZYKpWuwGoGgrGuO8pxRkVMrRaQShmlCrWumsylHh1OO9ifcuH6X1z//Jf70O9/BSsXa+jpZliEwJFGMFAprTeuwb13y726/WmubfBhnAVoXtMPiHEr6JElC2utRWGdgVAikcF4VwoI0PtmQkL4EFAilsEpRGU3pK1BHMkYUAkuN1TV1VdBLFVsbQ0yVU+YZSjmpX1uNFFDomqqosBaSpIfppYxjgTCWXpzSi2LqrEDPSyJrURaqMscaVwFF2AohNUIYRCQQUiDtECETojh2kWdxjIyUCwP3w66sK6cZBg7eGGLr/HRi4woLhJp/VgqscKHetXGVta2xKJX6yuIaAShr4AIvkPOTmD8HgeUyx7jUedxysuBO0rSVC0BnUK7M7rW8u1h8rTB4gXU1lKzFnvqtqSu6grVdjPTxh3JvbPersK87noMD0SwvBreCR1GExiJ03RRXVCiUlIim2kPFxuYGOzs7TKZTjo7u8eTJk8a6L0ToI7twWafed6X39stLSbMXL8wXS2atu1jYQzRqf11VlEXZSh1l2XH29zQLzkdWKQUWtM/ypX1Nk2UDTrdaqQXwPCveKBNyWzx5ssfx0SFbW9tgDSqKXGrHOCZWEQooq4rZfE5ZVa4OmxAOsHwARFlWTCZTyqJka2ubqNdvJN04jrHGVeEQUnq+uVV725p77T10gyLOez5dFzxo6YYw8vxGHbHGG5NxNgahJEkcI6QrGKorX27JuuogSgmMkSRJD9WLybIJh08eEwlDLAVCCUxdg3bnTgArXAkqaTS6KDAaoihGWOMiBitNEkcoA1U2P2UWEVY4rYRQ1UE0rl1d7cUGj6aFgRbuMsCMXZoL/hiiTTTVLNIdjymxgvJb1X4i6IWnYVhDQou/K+2TXEow/jVEvRO7EMKVw+mGLRpjUJFqqAS8tNvr93n55ZfZ3Nzk/oMH3Lt/H2MMg7W1p78H2wZaPE/O9qJ21rmEn1BlXZFnc5eQ3Rhyb1hz6fkccM2nU0ajkYuYk1DXFTKSzivFOiATXvQRUoCxzeRyARIenGQb0Qfw+PFj7t9/wJUrO86IF8coIen1eq4wpjVk8xmT8Zi6rIj6KRLhM7A5L4WyzBmNRkwnE3Z2dtjc3OTo6AittQNdLVzCdQ+0pgOycpl/hCa7WxuN2fpSB/62G+UWQDoYmqzpZtTzwOzHmZCAFV6bcuNQV3WzEAitXfpMY1lL+tRl4aTOSBHZikEasTboYXXNbHKCKQqfh1iBkCjtjMXCKGKVIuMUaSxxXSNx1UsiKbFoKl03XgQumMWNeWfgcs9RCBdtJpX0ob7CBUgIf0/WNjX53I0u/FlRZkw0AC4lSKk9pSB42ln+KYPu01/QWYdZPspqybEVIJfff1ZtlRrdER/O3dfx+p0cEf5zMO4gBLlPc9iUo/Y+iG7wCozWpL2UWy/d5urOVU7GJ+zt7pLP52xsbTEYDNDZ/NL3sRyY8CxGxqdt4XyLVmnP1SlFWddkeeYmj5S+7lrIhiZJ04TjouDo+JAoVmCd1NqLe2gbEsDTrNLuj2kqEzuwBRXFPjzUXVeSJIxGI+7fv8fbb7+FkookTYmURAnrkuhUzsg3Phm5MkfC6SymrkE6oMvLjOPjY46Pj7l14zY7OzscHx+3frRSYmqXbzeMjaZvVvRTVVUN4AaXvS5X2xhgRZuHNmhOQYoPINSllhAC48VAa13SIGMMuqodUAsn4UqtsXVNFEt6PYk1Ffl0DHXBq2++wTe/8TNsra+z+/ABj3Yf8ej+Qw4Pj5hM55iqQqJI4xSBpawqV6JJRggVAwLtqzOjhDdQu1zPoJxQIh1NJ6UAGUDXlZxySClaTVUKt5JYf5/WYk2omGh9BW/XE9a7hwkpmvQALoR/2dPFMVPygilyAeg+K2JdbH4Sy6r3Gdu4o3mVRyyCuQ3mnSaaQ3gaXPq/n43TdzCknXZ1CYP4fEOa01ZaNzfRAdvwT3ezK3XU/DCJlFJsrK+zvbVNnmfc+/hjppOJi7aKIlfv7CnvaRl4P6vWBfmuVd9l+o/QRjeVgZ2FOiJNE9L+gDLPmSQxWeZCd1MRAgM6z6Z5RsEg2HL4bbPEUUylHcUgpAPd8WzKw4cPyLI5or/h+1cRCYGpKoq5ocxzxuOxm6xCOsnaaBe0Ip2RbTqdcnx8zM0bt7h27Roff/xxA6Cxko0hLYkjoki1i89SDtrg5dBcdQdglxfKRTextmClNRZp25pt4NOOQjPnsjxzPq9KEUUStKMWFII0jkEJ+kqDrZjPxiTGcOPaNj/z9hf5tX/8y9zY2WHv0SMePnjAh+9/wP1799nd3WPvyT4nozFlmRPVku3BFtHaGgbBeJZxMnW5K6K0h1AKbbU3drvFReLzrEjp7C+Roz9cbhIn7TYJoEQr4PhH7OQ2/7GhcVrCwQs+0h0Tg7UOdK0JfR4wSXqr09ntM6AXLuDtaEH17G1E8842NxeAOLzrdNBTXsOn1doHF9ixi6+jAVq7CLph9yiOnCsYThLCuirIoq5RypXz3tm5ijGGvd09Dg4OSZKEwXAI9nTSmbOvu72eZeD9rFr3nF2A6VapyLKMqq5c1q8kpt/v0x8OiTw4z2Yzyjwn6fUwxjo/XlP7BdB2tAunftIsengPBuGS/Wh3HUpJl2BICJ48ecJoNCJNBmANkXKVZKMoorCWyWTCeDJ27koCv2C6LFphga3qktHJMdk848qVK2xsbDCZTKiqCimi1rugG17aAdMu6C4kiT9jcezmKO5SEA0lYaSDDBOkSE/Z+YqTMlYuMYzRKCxJJImFQmhXNbouZpRFRr/f4/pGn8+/+Tm+8OYbvPnaq+wMUlJTsZUo4qtX2EC/bqUAABC1SURBVEljPv/ybfafHHDv/n3uP3jI0dExg/VNXnn9TbZ3rjErC773g/f4q/feI6tLiGNqXTvXxmZBUCihEEo0LmKoCKGiRgsUMoBuu+AGjwZhaXJQG+8tZKxFBdtN6J/mGQiktEipfWCNm+NGCJS5QLDiItA9VXr3k7TnP0nt0l86PK5Y2u60UevTa41f7tJkuPgxtC1IXEK01IKz6/lJoQTaaic9oXxpascBOsDdoddLOTw64uDgAAGsDdeI4piqKl3Sl6e8p/8v+NyzWld91sYwn8/I5nPAkqYJpdYuaU/tJMTpdIoNQRymJooURmtE5PtVOuu1QxSncrYg5LhCl+PBeOt6Ql1XKCU5Ojrk8PCQq1s7VGVBz5fvsdZSlAWj4yNm4wmR8pnEjPOWkNJ5BCglkQKmkzGTyYTNzU1u3rzJfD4/FSSx3PerXKlCNNsq170urRCMdct5d6WUCO3iqYxYnEkOCixpP0WXJXWRO+BSMbECjHYFS03N5rriy29/gZ9+801+9mtfY3NtjYcff8SDH71HP4nJZ3Ns7ST+q8M+my/d4vr6kJ+68xJFUbK+ts2dV15n58ZNjmdTUqU4Ojrg/v4BpS6pqgrV66Fx/KxEuIxwPt+F8q5+eMBtpFzh6AVhHcBK5SgkB7o0NGYAXkvredSOC5dtUCqJMLIxfjdioaCxEZzVPmV6oZXxzj7FJaQ/6EiK7ha7x7XBxu9/dh3RqoufHewutlbSfborEF7X6RrSGnpB64ZiCMa04C507do1Njc3mUwm7O3uks3nDPoDlJTUlUtf2Kinn/B+Pmt6YVmi635vtCbL5syzGdrURL0eUaSIYieNlmVBls09l1shcOkfi6oi8kNfio4EKYU3wrR+nVYIF9XnF3YppXPnEoKTkxGj0THreUGe5/SSFF1XLgAjy5ienFBlcwbra77/jFd/nREv9vkx8ixnPp9z8+ZNbt68yUcffeQ8VKqyA4yd3Agd74Xu4t4NIV71rMLnro914K5bn2s/4uwiged0cAtWuwpzwqKMxpY1lc1IpWJnrc+17Wu889VX+ZV/+Eu8/tqr3Ll1m6PH+/zwL/6M+/uH9CLX88JCL0kZ9F2Bz4004ur6Dfr9ARvDbTY3dkjXhvQixRsv3eKVWzc4HI/I8sJRsaJ7fQqEQgiFkBFCtpJt+zw94AYk6S5MS33l7tZr1U2yF0Ew3CEtPo1cQyd29fWLMO9TN6TZy0zS87ZxhlvXEQvMQocLbnIReDHfWIR0KoL0xwjdaEXo0kXXruVIFLtkhbP+QgRdD+Gzr7ursomwWhIMN53du8DamQR4vtb6kuwajZFePQ25UOsaU9ekvR5Xr17lypUrFEXB473HTMcThBDESqGrGm2NK1fzlAvQstTU5ZAv64y/+vPF8v+qkuILXKUxzGYzRqNjqrIgHfad9ChB1w6QXQUA12+tM7yfUqL9JOjO4gAyYTw5Nymw3kPAYqyr3fb48R7X3shI8h5lL8VqTV1WjMcnnIyOEQKXs7VrmLRgCUYrS55nTKdTiqLg2rVrDIdDRqORE76DJGp93qsOp7vcp8u5Kpal4W7fLXC5HdoG6/JYhETsxjoqRuI4aGM1ymriyPG4psyRCG5du8lbn/8CX37rp/jFX3iL1199FSVwbo35jHI6Yffjj0BrBnHiAXdA1us5H+G0x3A4ROqKeW2oJxm1Esy0QdQlO+vrpEpRlwXxYIDBZeMDV6XaAa3yWd4ifG31juDStlPUjDEYrw25IrB+bIqguTqeN8BMcCFTUmHj2NUv1BqMdhrRZwe6XQOEd83wg+vZmr/Z5njdXwDhJpgSTk0MfJU1BqGcCmfxE1i4LFnGWseLGgfQmEX3m1VdFoAwwLVFnAKV5u5PAZVT2dpjhF4K60fL8UklXakZIZBeHSx17XLbGk0SJ8RxTFEU1HmGsJadnSvcvn0bgN3dXUajUVNFIJS7SWTUqEf1Cn/OLoB2E6t0F4/wOUjXZ903K35f9im9TAsSGbTgE1ydwvfj8Ql7u3tk+ZxNteWBxJIXOTNPO+ATyQi0iwpzDwMhacdKUCEJ/pgG4ZOax0mExfXlfD5lY2ODeV4gBNy7d4/XvjKhN+hTFD2EtZRlwf7+Pk+ODpFp6vxWde0TlrswYYTrY11WVKJiNBpxfHzM3bt3eemllzg6OnJgjfX3uyBmnEkhnNfCIhbcC7vJxJuUhUpSlTWRgDhSWF2jpJMQi6qkn0ToskRZwyBSrO9scvfGTb7xzlf5xW9+k8+/+Ro7285ftsxyqrxElznKWk4OD7C1YYpgc2ODKi8Y+3sYDAasb6wzGfRRNsKWEq0khRCMtSGNJf0kRujaCVLCzVspI1dWKopQ3qVNxpH73YvrwYsoGOHDnAs+3abWmKrG+mrNIT1qIx9Zx8dro1FGIj3t5LKVqdZbxUUp8Uycrn0KTtetHqffXzTHutueeR3Nf53Pov3e4KyXpvu736ZLLyxCXtj/+VMPqwb/8jfhgYpwDZ3+aoC/u4j5zxYHRnmeY6zl6q2b3Hz5ZWpreLy3x2g0WjCOhINacAPi7wAv+9yagLzIOTg4oCgK95UU1LWlLMtGkg3bLo4h0zx/a/zigvUuUGGxcVUMpIyoO/yqtRapBCqSzGZTxqMTNja3KcsCZV3Fi9l0Qp5lroBo7Vy+pAjFDheLHkpgMnGaSZqm3Llzh/fff588m6GkaiTd9uKfjeY5c19rkUlMIoVToYWhnyQgDboqnI94XpLYmq1Bn8+9cod33voSX//yl/npz32OG9euksQSU42c3/Q8oypK6tIFh1htmU6mpFGMsJIsyz1nI+hnc7Iio9fvI7VA5wYtJXUUUSc9IinY3txgfXTMtKoR0tEUSiliJYmj2OGsB8tISW/rCbmePf3oXceEEE7YMj5zn/Ugbl0FbuGl3TBPXc4TaAMinCAokVhhvFTtjHsXPZpnknRXqTKn1JqLPBMuxDzhk5x2wNYuO4F5mdEKx7V4+drawMl0riFQDbY9+XOzyDe0RKvOreSUbXcVbpcEt0+bwzP8EgBXCIGxhiLLsQI2t7e5c/cOm5ubPH78mL3dPSqfQrCRhJrrai2x9pmTHP/daEII5vM59+/fYzyeuG4VUBQleT73qr0E4TjIIPU0ko/XdvCgG6SgALaiM4G6Pq1BWjTGMDo55vDokBu3X3JZxIQgz1wGsSLLkNLRIMrTxotlotr34/HYeSxIyeuvv87f/M3f8OhhBnjaoOvq9ox91v0bjh/AqjQ1Ugms1ojaEicxpizQ8ymJqajzKZ9/41V+7utf45tf+ypf/uLnuXXjOokSmKJgPsmYz44oy5LpyZQqK8hnBQJJb7BGNiuptGWaFdh55oBcCdIsY1rkpGkCtUVnNRVgoph4fQPb67O5vsZaf8DJwRFxnCBUTBS7PMoqUs7jwlpqDDGuikftXe5qozHCIqRLfCOldBKuMZ4ecK/WnbCdfU5CpgkUaahHKx3NK0LOaeG0I3G+h9Az0wsXDoQLUP9yA6kDZv6Yy7sFH9nOLi0X0+HClvd9nvATjnWaSxMeem3LT6/kMLwPZeDvwu2I1puhrmvy+Zyr169z5+5dNjY3OR6NeHD/PrPZjOFgsOBa1F5US2+guPC5/CQ0IQRZlvHw4UOOj49az4HCGba6LncBVACsz6lgm/f+GflSRK7/NCC9FNzqJc5X1tfbiiJOTk44ONynLHNM3UMLRZ7nTCcTqromSeJunmxalYawIoKFPMs4OjoiyzJu377Nyy+/zP6TPYo8d6DLIlCuenwXzaVl41rXgBaEpdK4ZOqWClsZRF2QT0ZEaG7ubPGVn/kqP/+Nr/Ez73yFO7dvkMaSbHzA4XSMMTVSCE5GzgXu6PCY+TTD5Ja8NKxvXAEbczwaUdU1VW2otQENBRWFmBNVJdJYTFFTaUstFLHWpBuWWCrW+j1iATEglCKKIxLvoaClpa5d7TJdO6+EsiopypKqrlwfRsrl1FVRw5HbLuBql6wozBfdCGZLT7D5zwl8C5plJwnSqnYBvXDuvgQXqc4IWnwvLrc6X7hNR93uSrm287vxvFPDfC9u4T8tBy1Yf+xPR/I77afbXkkrbbfSl7EGox3HaKRxVYBt60sqhaQyGuKYm7ducfXqVRcZde8e4+Njnxk/bvpk4XR0DAjtMv4T3YQAXRUcH+yzf7BPVbnE5lVVeHpBIBUN6LpQIdtoJIa2f7uaRds6n4Vtgk+CRiKEIM9znjx+wnh8Qj9JiKRkfDJiPD6hriuSKPLHMZ3nsHhsi0uevbe3x8HBAbdv3+bu3bv87XvvMp/NHJ0hnGdFczkr+uOykvCyH29X0iX2oc/GousKqoJIa954+Sbf+Adv8y/++a/z+t2XSFOoyjmz6Zw8nzGdnZBlc4y1lLllOp1xuH/M6OiEYl4wG+cUxiKiBBX3qakwtsAIgca4iilVTQTEFrCaCkOlDWI+IxYSmfbZ2dxiOisojED4fBfBq8Ja0FZT6YqsAFEbyqqiqEpKXWNx/s5xHFPFrnSPCPacIO0a65wTbGuNalxBTRCavA3GChAKK71R2XO9z0gvXEQN+OG6MKmX3j+jpNsYYPx/i64iNL81km5gFDw4Nz53C5LukuT8PJq1C1L0IrizKOmec9ImWqjrsyPaCDWlFLdu3WJze5u5l/KOjo8wUkIUuerBPvFHmNvdCRYJSWnrvyeSrjNqlHnO/v4+RVlQ1W1y9SaRi2xouJYzt8G7peNlEuLz6eQt8OGx4HIbBOOTrrVzuhew/+QJ+0/26cUJsVIcHh4yPjmhLkucO7BwXk0rF1+aRfXw8JD9/X1OTk64du0aOzs7HB4eOENXtOir+0kfX1ciW/YM0UZTArHVLl+eqUmV4o3XX+Of/sNf5Fd/6ed5+fpVVFkwm0yYz0dk5YxZPuVkcuSCPIqKuuoxm86ZjCaMRxMmk4xsWrjgicppFVoqTJRioxhtSsq6xJQVkbVEwiK1xuAA1dQV9TxjI+1zbesKKurx8e4eIkmxUlHVFSXWVdM2FUVdUs8NsjJUdU1Z164StwCUdIbTqkIN2gkrmoosbt51pV0vIrXLsg3+L5bI911IRrUyoc5Se64uY5+6H+eZ/L8D3ODWZTok+MJ2rJBqn6PEt2qRaa/tEvt2AGF5MQr0Qq/X45VXXkFKyaNHjzg6PqYqCmdICNZ9S1MKvgsqKlzc3wMpFzxYRIpSWI6PjynLgryq/HMwCBny5C4+lEZywSK96w/gfTtdOKnzYhAgHUUlpUSbirr2peDrmkS6YpjT6YTRaMTO9hZJFHn3r9J5A4CvyHBxp9d1zXg85ujoiOvXr3Pt+jXu379HlmVNgEVz70v7Po1GeRboYiHXBTKOXQ4JXbM2HPL2F7/AL/zs13nrzc9xtPeQw5MDsnzCLDvheHLA8eSIvM4x0pIXmr3dPabjOVmWU85rZrOcYu6KiOraEqc959qVJAhhqSpBVVdUGiJpiaQBWyOF87DQtUXXJcZaNodrxOmQg6MRxDG5gKysKGyNBkpbU1QldV6hSttgguiMfa21SxgU3MO8SCu6oNv02llpBBZD9QM1FebpeU08NyPSi/aivWgv2ot2YfsJqJH2or1oL9qL9venvQDdF+1Fe9FetM+wvQDdF+1Fe9FetM+wvQDdF+1Fe9FetM+wvQDdF+1Fe9FetM+wvQDdF+1Fe9FetM+w/b9EZS4O765t2AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"\n",
"Sınıflandırma sonucu en yüksek oranla: kizgin\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 699
},
"id": "2n9DqRSP2ma5",
"outputId": "7dd05f24-60c5-4825-ba3c-126fb17f80c7"
},
"source": [
"predict_file('elon.png')"
],
"execution_count": 114,
"outputs": [
{
"output_type": "stream",
"text": [
"[[0.28566703 0.00608427 0.23600382 0.09035232 0.29777697 0.0257111\n",
" 0.05840449]]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/keras_preprocessing/image/utils.py:107: UserWarning: grayscale is deprecated. Please use color_mode = \"grayscale\"\n",
" warnings.warn('grayscale is deprecated. Please use '\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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GW9alDVDaouWt3k3jfbsG1wzT5r8tzbb8tpbXFsDcph33kamPX73TuKpZoBeo7tLkujLT9b6Lf9N9zV+Ecvi5L7XHuRmNd5/0uyrHZsfR3li6+HaH6QOW/fKjBcqVY+K8dVLjgShSiijwS5+cNSwuL3j83jsszs9xzhAFIdPxmLsP7zMchLz7uSV2mZDkp+g4ZXowQ4uwjBOUMYQCd2cz7kynnD15QnI55603vsDBwQHT6ZQ7synP3n2H5XLJC3eOOJyOWcYJcZJwuVywODthuZhzdnZBNBpx/4UXuHP3HkorHAohQCvlJxiVwuDIsgxRuldZtINVS1vY0Th38WnVDjtAbrtmuzuNbXnp4ieNutoXxFrDrlh1prktjV3uXd+oq7zXy/UGhv99tb+2Rt8GrFfRLDuBtSXOVUBnV4exFz+R1qVeXe/7lMe1yusGQVWponI5v0ZVK/GL+K0Fa8iTlEW85PTkKZdnZ1ycnWLSBOUcToT0/JQnX07JsoxXDw9JM8NyviC+PMekS2azGdr5AbqIQrAkecbLjx7y1pdTLi8vebKY87hYIfCtn/wkgYZ0OUejGGkIo4DJ4AAJAhZJjM1i1DBEY7g8PyUcjghHI6IgJFQhDsE4EGuQwJ9H0NvS1qFhlo2xz5KqMvwukGsb4WzTMLdpv01efUwAXeGl5tYVr8seui3NPpNkXSaCevwuHm2TZd1mjv5rea9tU+0KcxUg6Q0s7yOo9uHZxaNcUrUvULeH79b+95f55kAVZ72ttKhkYRAwCDSumL2PF3OWl3MWF2ckyznpck66WGCyFOUcoQ6IooBhELI4Py3yaTHGcnb6DOdyDg8PkUCT5TlxHJOmKckg4GA2Zrm4YD6/IEkSRISz5085Pjri8TuPMdaR5TmLZczxvbuMJlMCscwmQ4bDCJulvPPkMYPJjIPDY0bTKSqMsEBuDIhCBwHmBk/sEefW6uvWsC2Asw4Mm7a/fTXMOu99/LbFaXPdFn4b7RNj33xcVaaVXP3MO3sP/6+q6V1FO+t8vwZo7ZvmPuHre//X9vPXnjfjrw6IWZvSqG2VvG6Z0TIZ10Z9wjhrCs3LoVRhDsCR5ynxcs7l+Rnnp8959vgxkRYiBToKyGxGnmbkeYayAcHQkmY5YRgQBgEiGmstWZawXF6CCGmakhs/k//2V77MweEBWZ5ibI4KFFEU8uaX3gD5IFm8ABGyJGV5ccF0MiTPUnIHEkbYLCS+vGBxcU6cJORZxjTPGE0mhIMhgS5WAFiDqHBnWeyaeKnX912lutcwW4Rq2VFtIVh1OpqD9T3+3k+KeOWzc7ZqRvuCzWZ4R3kKWL/wW8rL0YqsrSsFrgiQXbSLZ9/U9hr+7wLMbX594/bitwew75S9x6RXX37S2E++dmJV13NXutI+jLtaR9TvLPJ+ldSC+GVSWgmCIU9zlosLFvMLLucXLC/n5GnMeDxiMhxBFJAoiHGYLCPSMNCKcTRiMIiIooggCDyompwkjcmNITfGa8NqwMXFOU45nDiiYQTiD1N59vwZ48kIRYDWARqLOIvNEs5PT5EwJByO/KaBMCJPU1yek5mcNM+Z5RmHx0dMhgcgmjiJEQl3apddGuHmzPh+2tfWNCnO2C0ZlulLxzMFiFZ61uq5rF/XB1TANc9v2BF+h7/siLcNpLetXtgHlDf895i0uvbsv8ju4/quAqy7wuz73ilT/d9rpuE1zv06mE73G8y7lKrwDuqlqTrrlzlpjRbBmozlfM7Z8+dcnp+RLC+JAs2HXvsAobOQ56SLBRKFBGpMoBSH0ykHsxkHoyFhEBAEAVprLI6L+ZzTs1OSNCW0Fusci8Wc+w/v8d7TJxwfH4PA/PKSs7MzDo8OuLi84HB0UChpluEgxFnD+fMTpkfHWGvJjUGFA7IsIxiOSOMlcZISpzEOx3gyZTgekqaxXxrXQ1NtalpdAHEdUF3nudplv+8wvc2m2tem2XTf9GNNrjJ8lza6rbzokKONT9O/b97b8l1Ps49tdhtde/gPK+ufrAK1hq00+9K9zEQ9fj0zNbdm3K44df+mPO15kM04W97raW7kp0HbO4Va+i1ZWO34ac9Ds5zqcrX715bltEpb1OdWT7dm4g20ZhCGCBAnMZcX55ydnZItFrg8I4mXvPflLyHWEAKz8ZDjwwNefPiQ+3fvcO/uHaajMYMoYDweEwQBWZZxenrKMol5Tb9GmudcXl4yn89ZJjG5s0xmU5wS4jgGpRhPJpyfn/vtrM6xuLhgmSQgQixCnqdMR2POFpeczS/JrCXJDa++9o0EoyFPnz3n9OyMs/MLQHj51VcZDofERhW7rvoBYr1Bt2qvPXhU38sVA3kR/0FaRlUbgtXeBfGH09T5lnxcoyZ0AB4N/6Z70w+36V6VR5GnZtzO8mqWQy0PrvnclseVwLX4Kxld7b2tHOryrcm7ZlXdTttBVel+2qJzZYsuPWqN2//j6icDSfse+XohVD1fLeyqEFTDbR0kW4GuA2ysUmvyQMtQRsQvdC/j1WWqPauWytV8bhOpTVxbDEGr+lAvkyJCk6vrCJ+GKQIoC9oJ2iq0FRQaJz5eDuTW+DNKQ+XPKbUGZ/wfeY5yjoOhYhgpxOUkl3Pm773DsQ4YDANQES51DGcH3PvIS7z7pTfAJnzoAy/xgVde5P69Y8ajAZPpkDt37kB+gFJeS9UCxubEySXzuTclLOMB88WAk5PnOCuk9yckSc58uWR+ueBivmRuHUmccpbkaBUyHvrdU4vLhNBFPH/vjDAaMLZDkjRDjOLJG+8wnk0ZBwE6F+zzC55+4Ysc6JC7d+6gD+77A6+tQWnBH8RiEHFQHZi9aoTlZ3fFANt6z8pPyga8Niyvv9cbtbT4F3Wi0bmty+AqcN2oF5SAWhsem/qqhHWtcwUuK9nW0tqwJ7etcHDrz9LIT/necHdSroJolFX9XcBZ2+1fAazvbLdJxtpBPOv267V8OuU7AnZTL5vqToBoAax29w6NchvPNr7b0tpLnh1u1av0S4+mcnl1YK16+W3l0LPcfHMqzTTr37TYnY8SQSlfqcEP86Vg4U/Y1ygsaXKJGMNyPufJu+9w+vQJr734EmL9jqnjgxn3DqdECg4/8mGOZyNefOEux0czJuMhg1AxGkUcTKdk6QilAoJAEQQarcDaCcnRAUkak2UpSZJwfn5OmhmSOCdJMxZxysV8yenpBU+fnnB6ekZ2HpPmeaHhK0IVgPNHCuZZQpLm5NZxfOcOpxcXpElCCJg8I04z0szbVh/cv49WCutkBWLOFaDlijLZLPcKEMterVI4qAHIuia11sHv8F+5NdKsaxcrTaUlnqynIa4Cjm22xl5DdrZocEWa0gxT156b+W7mYVfZ1N7X8liBNusNs2UIss1cUfFtytVBV56oqgvSFq8JyK7RmNv47Upzl02yLczWsCvHXulvS6/Ob588dqbX0ES78tOXZ3kKUzW7KuK7/AJsRQStNFZZrFtt4VRKEPGapHaWkAFZvODZ06e8+5V3yOMFy6MjxOSItURaMx6OGAbCvTsPeOnBPQ5nQwahJgiEMBAGgxAtChdoVLGTKdCKIFAoFTIcDrB2gnWWPM85Pr5DkmbEcUqSGZI053IR8/z5OaPxmNFoRKJPWCxjjHUgCjPwA/g4zUkzg1Ee8MRaP1mFn+jKs5wkWRKnMZeXl8U5BBalAgRVnO9qcPhzDFBSdFCr8m02QCW1UVXLzPguIOtq0F3ffhsQlu+bE2iFJteRbttwv49/k/rwW/erb+neMhzveN+00e6Ov8u9mZdddOUDVbZpsfXfukbUJtxVQaJP2D7PribjNv595GkDwX3kXePV070fT1XdHFrmpfwP580fSgFK/BC2GH6JeA1Wi186pZygLTw/P+f02VMuLy4YRyGX8wtmg5DhYMBwEBGFIQfTIQ/u3eP+vXsMQkFhUMoRhYoo9Fqk1spf3lcAnlcyFYFSiPJV0zrLcDwmTTLiNCU3kOWWOM6YTGaEYchoOMQEEWcXFyRJhrEOY303fjFfEqgMpSDJLMnyEqzB2py8WLJlTA5KES+XnJ2dEYwO0aPA77xyBlts6XQ4f2+WKiCp7P8QXHkFS6EclYPTfs3w/aE2rWsXQDfDd/HoC/p9Z+O3yXDVTohG59cn7S6w36alN+l9W6fa1FabFsB9QGKXDF3++wDsjWiXdABrh9bZ6U6pPN/MLrTSBl3opSilV9czy+pPa6+ZlcAgImjxh6NoZ8EKi4sLnr33mPnZOVGguXN0yGJ+wdHgDnePjzg6mDIpJqamwzGBCC7PseIIRAiVJkBhnSEIlZdN/PDanxwlOFFop7zZQSmiIEDpABWGflhuYTQ2DIZDwjDk4GDG5OiIZyfPubiYE8cJSZbjLxawLGMhSAWRjJOzCwZhCIEiyzOsyX2nEYbEi0u++MUv8uLBPWbDETpQGEOhtStvEinrsqwUBZHC3gmUOmr5VUqtdpemBf01s7bv3eXfBQT+k6/irVsPagBV5aOb300CJrhiNN8ef78lYEXn1zPONs2+fL82qF5FIyzf1wSowKO/trqPdrpNhrYwGyC4AUL7ydNZ0HX3eni1uW60yU+h1uPsyO82mVTRsBX+Oj1xghJdZr4aCqNUpWIpKe2sCg1+wipLOX12gskyZuMJUTDjcDLiydkZyjrGUcTBZMzRdMLhZEKoBZvnaO0IlQdULQVIqgiJBiDFJAtuhe9KEF2Ug9ZIEKIjR2gG5AaMsYSRJYoiJuMxef6AV5KYZyfPOTk55eJ8zny+YDwICZXw/Oyc87nFmpzjgzF6MOIyNWSLBdYYRPwdA6enpzw/O2f2yoeYHhyigoHvfAQCLeRGimuxVTGR5P9xRXnVG6Ki1kjpB5RNoNk1E79NE22jNaComqasJmBaeJSg1KrydcjWpbH2A8N+4NcPdPfbeFEv823lvysfN35IdRNQ6xl0tTC7eGx77xO+Lw+R9v36fdPf0C7dpvsuWbvc2+Ta9x1AKY1y/giRasLKgRTA7S8pFRBX3VSrlPN2TiUoY8jShCSOIcs5mkxJ1ILL81Oezy94dO8udw9nkGfYJEHMCJsluFwREDIIAr/zyoJNDUY04SggMwlO1KrOaH+wiQSC6OJSQB2gotBri8ZBbvyqDYs3HwwjhjJgOg4ZBcLheMByccDlMuZoOuLu4ZTHT094cnLK6dmc2MLFMmOxPMFmiS8HpcmyBJdnhFHE/OKMLFkyjEKUswRKMwgjIEXrACqttTYPhbdBg1trmNUVLs7VcKnUxlbfaL0Br8Kt+63MMnX3XWDQFY4GOJc89+FfCbwj/W1yNG2qzWmvXR1Sl6Ze5nGbJr9rFNCWj110Y8P/+u8GUIjQ7DWuAxatGucVtcs+V6DsAulKnsas4k4NviMvfdx3yVJ/V/jha/kVRKliF6ysLSmxrhzEOnRh2/RaqiVLU+LLSy5OTjBpTLxcsJhfMBD4yCsvcnwwYxIFjAcRocIvRwJ/d5R1WBwOiziFCy3OQG4zP9TXCqU1oItzBcE4i9+pY4lcecmfwwKivcYrxpKnhjxPUXmKwjAMFcF4QBQImrvMJiPu3TniybNT3nv6nMfPTlBqyckpBFgyazHOYYxFhX6SLFksyJMlMp1484USoijyh67o4gQrA+XVMuVKiQoQ6luMW3SlHYrflagLHLqG2qJA3HqcNtDYphVf5X2bTIUvTW1158qDLv8W923ytYF/W7hraap9gW4byK3FuYKWtS+YtoF7ZxoloG4B0zbqKlw/cVHn7/8pg7nSTdbdSq20jCtlvB157P2+ZuFTlS1VitGDE1lbHygCUpyKr5z1M+BZRrZMiC8vWV6c46xhGAZMwoAsTVhezplFB+AMzuRMRgeMhxGhVqsjApViEIREQYQ4IQgDUMVkVaBRQYBo5S/1c65Y42lxCMY5rPM2Vh1qRBTWOBRLsixBK0ekBReAWIfVMB5oBsGEQagJtQIsy3iJU4qTszHzxYIkz3G5waCwzpGlKWmyxOQp4gz+JC5/PkGS5YhonCs6iPK7iaqujHFY33G5dX2rG0S2u/UdTu8PXoXhoq6VipQKJ5R+jg03t7J9+DC2XdYus8Q2gGv6l+9dedlVTs2VF21ptY/4zngAACAASURBVKXTZZrpQ1faptpH0yqpymwPTa+vv9phkyzfd8kMxeL/HnnZV3PemocCWEtqDvN3Dfv3Bfvm7D8rnbVcVeVBVimcsQRaAw6TZ37LhrNcnJ1zcfqcZLEgXiyIQs1kMuP4YILLM+LFnHw6wBmNMGAQhgRaVbejKico8QDqod0P+1GC0n6STAVeU7UF3DvnQCmsCFYUTmzRISlEKVRRt5QSlAMdQGAFa4XQCC7SGKOwJiSfjknTAy4XS8ZpzsUyJs4yrFyQX/pnJZAsF6Tx0h+8Mp0yHE08iDpb2U09/tT34Rcaark6oOoxC61rrQetNday4+gClmb4lssIu7SqulunzbUBqCshyzytBVsH14a/NNIr028+VxNjHWYGaD/OcJcG3XQv8yDSbmduLY+Gfx+zQBttBdUmeO0DhBuFJtcDpmbYPtraLl6ukcddHcS+aV5VE/cv/p+b4OcbblHxC3Dz71Lhu2gQLbjUEYURJkv8xXuAMoZnT55w/vyEfH6JzTN0GDCMIg5nU0gT8iQjjZcwGRCFmsDbDQCFVn4iSAkYYzDGH1jtnCmApZYPpQvgLYtAqkOkXZEXay1iLNb43U1KKTAOUVLcsqoQpxGBeJmgxDKMNMcHU1KTcZk4LpMMA6A1mTtheZEiOOLFJVm84OzkhMl4zHQ2I80MeeYvIcxsYYIQDaq2s0/8QS4eDBVIYUN1ClCrNlCGb3unDmDr/v47ttsq6/FhvU53Dmmt6wS/rvpUB8U1/kooS6JL+6T8bjV520Frs93WgbgpbzOPa2mXK1l2KXw9/PYB2Bu5TmVfTXOXfx/w2Cetuvta2JVnL967+PWVZ5vbyk/W5NqX5+Z7AaJOFdz1qonKCpAA8jwnUJowEnTu75XC5Ng0IctiQiAKAwIlpPGSZH7OMAB7Z0oUakbDCK0VYVCsHlDleleF1iFahYhowkAhgfLLpYIQFQaoIMKJYMWfyeTwNk2cUGwArYbXqjAHeBBWiCs02EK7DQQCBaGCXEOgHaHAIBAmo4ij2YRFnJCkGVluiDPHPE3IkxiTJlDcPmC1l8VKeei0YFFQnv7l1rcvSs2m6lpu6+3W0rr9y3wjm3F22QX7DLO7AKRVDlnt6RcpjEuuPfw2bbkuW9fQv05dfm182sqrHrb53MarrTzqcnTRlWb/dzHtiLQzfh++bRroLl77yLsP742w5eVNq4Btkbvd1vyuBqht/lp0xV5kBax1N6WUBzWlyE3OMIoYBiHGGJaXc8gz0ssl6TJBQk2epf6kJ5UTBHD33iH379/lzvEB09mQwTCodkkFSnttVRRaBQRBhCh/WDXa76qSIAAdgg4Q5d381dK+khv83nvtHFq8ecBKjsoUQRCADQtN3CHWogKvxerAT4SFGiItDAOv8R6MBuTHh6BDgnCIBBFPTs9ZpkvixSXJ8hKbJWiEUAf+ukPxecldeWhJXZUsVla4Uv9fDf2b+NC3YW/4y8of+tsFN8BGxCvQFV9hTcjyvVmXy6ECZdwin3uOkjuB+qaH4s18XYP2keHa16l0Neh9tM9WLfKamm5fOd2OtPvwq9xaTAnbwtfdN8K3DIN6ydDCz69wUNWaSw+s+F5cCeVSKnAMBgPydFncQ2VxeU6epGAd8fKSMNCMhwNGw4gg9OB3MBny4P497t074vBoxng8ZjAIiZQUy7KKQ1OUJlAhQeDB20mh7YnUdrYJIkHl5zUhwWFw5LVJN4dyIIFFjMGqYLU/31jE+r9SU9ZK0Fo8yDvHIFBMR0OcaEQpcvHnG+R5is0zsnhJnibgDIEOyIrvoQpThhhWmqrY4osVOOS8bVXhsKKrOrYOIm4N0zb9100C3hzgaLOrlt+7NzjX3l2pZdfD1oUqw7elU2Jvzb/MR5fm3fVe8t4VfteEXJNcY/i/Lexm3HaTyC669nUqVwXVtvBdca4Cmn0BaVsaXfw6w/bg1cW/6SeNqrpPJ7P5riqQFo+hKPGz7HUrgzF+Qb24HJwjS3OyNC1sUxabG8ajEYdHMw6nE0bDEOX8tdGiQAeKQRQyHEVEUUBAuVhe0Er5Q6QLTRQE5/xmAwc4YwHrZ82lbKlFZ1BsVKiyJPhVAeLXsipRHryUw4nF6QCMBfHbT8vyVLhil5XBWYMWGIQB0/GIOwfe/mus5VlqMXlGmiTkWUoYRigUxuGBHr+OF1HYcnIK8GtSi+VrzstY/47rwFZqs5vfrNPWKQLlaW9bTAi2doJTE4yaE0Vd/vX4XUPxioddN39so31ArU/4rf6uXmmuL0tfupHzVHcBbJfbVUH6Kum9X6C6Fu9GQXU/rXcrP0o7qqy01dLeJF7hcjistYShwgUBYjKSOCaLY5yzOJMTKMVwGDIcDAmCwM/QYwlCXZzgHxINQgZR6LVYuyo7KdaiKq0LragAAye4Yh1reasAqqzsfoJKiZ/sWRnvnH+n0BBFY8UWf6r6cyUQFbhWPuIszuY448E21JrJaIhVitwYFs8vwFqyJCZLE6Lx1M/820ITFj8J5kSxAkZbGgDAlUdFbnaOzW+2DbBaPFr5bKsL+1KbRrs7TlcOu4FrX/ddfq3hK+Xk/ZWrSdfeptpbw+wBhH000D5ufeV3PeTZlc5amJ5Lvfq8r/17LS21fBc/E1pVM6k0TMThMFjnbzANlAZrSJOEJF7irCVLM4bDAWHo7bNZlmJzSxTBbDbl+PiQ6WTCoDALaK1AbDU+FPFaqyiNc3ibZAGsDr+f34nzax6toGyB9n7rAo7amZ0ilIAKHqCtKCwKIwq/urSIQwl7pTbn/JpS6zcTOKdRQBhoJnpEnuc8TTIS68jShDSOmTqH1oLLi7NUxWulTvySMSdQKddeIlTRWzkpeq7at9g1EdT8dmvarbTzqVM5+9/USuvp1bXZbfzKNrnN/lkH1W1D9eu+76KN8FL904vfLjNDX3rfZ/8rv1oG+4DXLv9emuOutFaOO8PfRHpt7938avB3zTSk1txFWDtw2+OtqzQsYwxK/BbQLM1IljGS5yyXSw6mM1x2SZIsMbkwiDTH4wNefvlFXnrpJQ4PPagq7TVTnF3N1yjx5wsU5Mphskhl83XlHUwoXDFZ5Q8yAVtMAPm27DVcXJGEcxiEHA+ohgpCi00ErtKMSxui31FqsdZhjIC1aKUZDiKm4xH55ZI0iVnGi2pvP9Z64Fe+A61vqqjKt+C96hxlrX7tbxN0a3WiTLIJlG0AWq8Pu2awu2TYUETc+lKsKvfSH1A7Vzf0BNiuTmkjfEd5tT33sdu2lVsb9bsRrkFXQ/D2OLsAda8U9o3fM/xNytiXuoYt+6ZfaakV303yA2qvkeR5jnOWUAnW5GRphslz0mXMbDYjSZdY5xhPxtx/8IBXXn2FR48eMZlO0VrhytWUzUpJfeLYg5xWyp9LQLHPv5yYUqo6zEWUqq6Mts7rp84V/9RNCM6fFGXxAFw2fufqpgYvgV+GBRq/UsCWx/8V614HwyFKK/I8J0vScrYDa72JxDe6xteqynn76pRr1Z8ecfvy37ez3+p3zSbxvrWpuohfRWzZqqk6VleN+NnZ9Z63bbhehq9+obSW1bTWYuhZ+K2l0cyEyFr4imEznTaNsiZTm7wiglUlu5Vf61C/QARXdn51eaox2YC6k6x/1Zqyvi7z6rERvpmXvTT6Fb9ZIiQaFiEkocUqGBrLJBcCK+SiiAPFItKkBERJysRq7qgxLB9z+vgxx0cjXn/vdT6kcz7xwVd57QOv8uD+PY4OpxzNJgxyyzgcMHABgQkgE5LEoJQQDUPC4QCtA3/wtLUQKc7FFZNYAUoFgMJZBUkORlCB8qvUjMHPsPua5DDkeDc10shAMTOGNLUkBhJnSLKMLI79AdRJQpomJFnGwhhO5xdYpZFQoWyOchmhgzTPUXHCIJ/zaBYynE0ZhRCII7OWcBChByOsE9IsZVBsfZXiZANXaN2GYaEtC0Gx1RVq2g7S+o5bLe/3WrlrdK4h5QomqaKszBqr1U2rVQOwOrxlXcPLfFnW3Ure9SGzXZlcKunK9lG1icB3bGUeatps6YbUTA6l7KUfddn8IeFV+k0+K4/t/uAXFpduRUdYmm+qTrbuVsovLbzWBxxbafvwvw5sDc7rPdUmsG64y6YNs+lf/20CXeXn6uKsg/Qq2C7AWU9rPYl2Xms33bTlb1ueGu99TAm7zA5t7508yskpoWj4tqjYbjWVIsVRf0L1K8557c3aqkOYTSYczKbMphPGoyFREHi+1voJLWsxuT+QWhUz71mWAUIQRn5/f2HzSzN/XXSgQ8IQomhIOBwBgd/xYw2ZzYvclLquKfRRg5/Y8sDgrC1UWf/sih1DzlicKc4vcF4mBxhrybOcNM3I0pzceA3XFidySTQEZ0kSP1FnjCEIhoWtliJvtXKvSbl6K0G3n/1wTRFpHYJCbUTbGLKu+9XjlGCyll7xz9qQWtYhvASbtUilAuRqDbFE+bpbQwDX16/WY6y7u3b3ZkZr1MzbWlgfoD2NNv57UO+Jql0Nfmt41jWtfUBlI50Sz1rsjV0q+laAEjb8ri5bPyDsU25dYXblsTWuEqTYNlnNStc6Su/uT/fXOALnEGexuR8Wl2Cplebw8IDZdMqwOCBaVHHlCL7yWmvJnT/8JIpCf/W0dWR5jqvOUtVYaxkOR36yR1RhPxX8iU+rBi7i/BUngHMWv0DUA3gJquCB1NoVeJbAWl6HYot3Xe3A8ltms9zfT5UZwTghy/21LaEKyI0hjmNvEgkdQRCQFnNvWmuknCzzw62yNKtOCqTS5vraC7vet/G4ig3Quc162De9DaqUnU0ZtqXR5ueQCvR22UDLMF321pV423dO7cOrD+2cqGo21jZNri/gdMXbBir13ypcffxT8PZ/sNlXs3KXVWVfAeB6XrvkWmO3A1Tb5G/L9zZ+Nwmq5XF6In4unXLvf+1P4VDOEWD9BlZrybOYLI0xeY41hkApDg8OmFagGqCUeMCSElQdFoPLDWEYFkN+aol5AHXAaDQECaCagPK8lFikWJSvgDzLALyGWoCpKy+R9gZWfzSgNQWY+nDO+fu2rDNYk2OtQYvfjquVXw7lrCnigrGKNE2J4xgXhugsw8UJSZISRFIdOIMDHejiauxKZai01DVQlS7ruKerzjK3AcU+aWxb6rW/MFeammmnxtrSPp1Hp/+Wst+b1x60122q+4JqF49t8bqAdi28rMwDlUlBSstVS4+5YlSB+8q8sC5r3/y0vZdybPXfwmNX2F3adFdcV3Q4foGSd1M4f+4HHnMVtrjC2hA4D4pJvGAZX5JmCZnJCELFbOZvRR0OQoJA+wOujcEVF+K5Qmt0xZGBojSRLo740xqkuOwvDMmMA/En72ulUTqEIEJE+00BxbrQqslWSkzZMfqJKHDkNsfmBmcsYl0FvhRymOJeKoci1H6LbBQGBDpAaYs4rxHHccwyjiEaoNMcG2bMFwvu33sJI8VSMCmugSnWplIs+i+PgTH1b6CUL+vGjHWXNtj0b3svw9a/c5cm1uWvRG2VaRu/jXcBafDr4tNG67zawX6f5VA1xq2ml110HUCFK4Jq3a353OZXmHtq2mE3eHW57dL8doFPW9g6SO8jV3f+ZS2P28L3Aet9wL1bJvwSIJFiiF+AqghKFQeUiEU7CJ1Bu4zQ5sXi/wXxckGep+R5wmAwZDIcEIWh3/4p/g4r41Kc88cF2sKWORiMyI0jTTPCoUKcYHJDamIMMI4mhJOpP8A6yzDG4GyGRuGCYjlWAap+VYFltZtofcIDNM4scNaANVCchuR3NTkPstZhjddcgyBgOBwyyh1J7sgcuMRymWTE8ZI0zZA0JcgzlLOcn5/z6mjI2dL4NaBK4wRWZ2mVazm9UK5YX1tuXi01111A2dSSbnq50WZ66+tZrwKsnkG5FG493K78NdOGwgLttmuLbcugWkm2jxL24bWPKWCvdap9NKVWQGJdq/ydBKgiqn1SjO3ptqbVQ5Zt8u4L5n3egeKaEg+kemWN9v8r6zVYJURa4awm0hmhGMgTTB4DOWIdk+HIa6ja37CqAFFew8vFkaYpxuQslwviOCZJEnLrh8pO/AL/3DnCKGI6PeDDH/sY09mMwWBIFEUgQp7GmOUSrbU/uSrQkFpWe+VLO2qRh3LQ7SjOMyhOxiq1SfH59I3ckvu9poRBQBCG/i/ICQq7bZJmWIQst6SZYeAUaWZQOsSJ8be8Kr90TNBIdYhCsWWz2BJcLslVBbhvA5K6W9s33AZO5XuXDbUTNJwuOqo6HLraU7n1tAkmrvKv5FFqLdg2MGzKvwHUyEaKbXnssoeuxWmJ25X+Ll77UG9NdROMNv2a8SoB/UPN1rTJvytuV7pdz109eCs4i2zItSt/W0GzR1n0BcW+oLpLJhHB+bOdK1AtLwIs/imuPYFBFCLGErkACYVAW5RySKAJnGY6njCIIkKt/XF+2mtr1hhSm7NQQhLHPH/+nCdPn5BlOZkx/kR9a0lzQ5xmpGmOsZb7v/IrvPDCI15+6WVeefVVHj54wGAwAsCawi4qGmsM5YyPc+XSqmJFbDmNXS0G8mCqlN/VJeXe/1ITMgZLQO4sWZ6T5jmZ8VeqOPzaAq+JKqyD3IEKAnLj/LIv5d2ddasNAKt1dpVmWtWrqhN7f6kNCLabCFYaYSng2qS3W7m3Uo3VNm2yHqa5i6tV9qJO7jt5t0t7b4JnV+ezi1cfupHrVHb6QVXR2sL25bUCw+Kf+m/VLZX/uFqYNSFWDWDVlbWms49G2canT167wvct2z7vTkrA8YBq8SflS7l33TlCBZNAE4gitAobKCLlCDQ4pQisZjwYEhUn+geqmOxxrpggyolxLBdeSw2CkCAaMHCOzFhUZjBJgksN55eXnJyc8vZX3uHg4Avcv/+Al19+mQ996EN88IMf5Pj4DlE0qM5J1f7Ea1Ytef0E+SLXFXh6IC3AVXw3gvjtrn4DgSM3ljTPSdKMNMvJbTH0FKq4fvusQ4cRWZ6jVFBsO/V6nMdSX6JQmrkcCoUtq1lj9n9Xg2667RoCb+OxPbx0xt972F3LYxefPqAHBc43VhL0Adg6r1IWOjTbLu10K689aK/Z/74JtALCFo1xG6i0aYplB1stAhBZdbErpCyc10FvEwTLw0ZWceoNtPSTGt9VMvXn+kN7Xtr8+vj3Cb8tjFOuUjxUMVtdmPAR8cN/l2Wk50umo4Cj8ZCz5QV5usTkCcPRGGsto2jAMPKgWu2hx18zYsGvErCWMIoYjEY4pQjDCCua3DqS3BAnCfcv5rz++hd49vQ9njx5ysnJc9555x3efvtt4jjmIx/5CAcHh37JlggDBhhj0FptnMCklCLLMn89i9IoMT7vIsW5rAFONMY6stySGYtTqtKaM2MwOD9ppv09WSbNUUgFwrPZoZ/pD8pLvl21FVWcW3VOBSn8nv8qTOvXKr7NDg1sF/Wd8GoHimIFRAVi9eeSVzkyKPmtV3PXAai75OsC2/LbNcN2Dd+b72t+jbK/Fq896EavU6m7r4GhFOck3QSwNpLtilc2uC75PKuyYnWntwLW7dpkmc8+GmYfrfcqGmtX+NXxdKWu6nfKofzkj7aK+PSct9/6PKPXXuUbvvEDXD7NWcxPWSwuODw6xDlhMhgyGg78xJEzGOPvdRoNBmS5H96NJhNGkwkOWMQxB8fHjGdHBNGAMIyIhiNGkxmf/sxneP03P8sX33yDZ8+ecXFxwWd//dc5PDzk6PAQERiPRwRBCBiSOGE8mRLHMTjnT7xSislkwnK5ZDgY4E+P0vjrS0CUv1HAKUVmrDc9ZAYJNXGasYgTDILokGQZo4KAcDgkOZt7Tb6I/+DhC0hxDoFWgb9yAFC60PgLbd9BcSTB6jAX7VZVtt44m8/bwW8zTptWWP42r1Np47eeJmvP9bhd72vhW0CnWX+32TTr/JUonHJr/k0wLN+bbm3U7Fi6tNy+vPrQ+3L034ZmuYPXPhpdaSZvxvM93Dr4tTCrfqtQjeFZG6C2yXbTmuZVAHdbmuuaqiBWPLA6QaQ8VR9Ka8ji7JTP/MNf4t1P/yPke76Tb/pnvokPvvoip2fPWSzniNG8+PCBvwKlgAwNFMteV+mCXzSfpkSDEaPRhPF0yng8YzSdEQ0nnJye8S/8S9/H7/n4xzg9ecbbb3+Z3/7t3+b111/nK29/mYtv+iiDQUS8XBCGAUEQMB5P/cV85ew8/tro8XDEbHLAyclTnMNfNigBKhjispzcWJQKGAzHTJ0izTIuE8MiSVimGXEOmRPS4qrqJHegFDoIGU9n3L//kGg4JHVCmlvQ3kCtVG0kZBvlTXk0TFGX9hxidmlJfbSqtjhXsUe2pdmm+Zb5rafVTHub/BvhizbcBX7bJpWaz9KS9j75a+b1RkF1G/Vq4KyD65rm2YNvk1e57rLwXAPLNbdmEtL4LV6q+fA2DbVF1m2a6lb/HW43Aait/sU+Va+j+uU+KV5TFUApy3gY8eKdY9741X/IpwfCN3zgEQ/uHvLo4V0u5gmDYMzhdEqoHIEU+wmUn6hydjUqsM4RhCHTKCIazTi9mPP5L72NEU00HDMaTxmOx5xeXDImYzye8NprH2I2m3F8fMzrn/8nvPfeO2RZwt27d7l37w7j8RBrc87PT3HOMogirHXM53POz+eIiF/jWu60sv4Q6jRekiY51ikGoykqGmLmC/LknMtlxmWcERtHjiKzYBCWmSUYDNHhgOFowt0HDwjCiByNJsCisM5iLGhVK/NKi/MdV2maKutWF9iU9atp1tg2E70NnLrAeBNIFOXStC4w7NLy2uTZ1jl0xWujcva/K09dsjXzXHgU32X38rD1stl/yF+na21TLZ/b3jfCy2qWfZdmu4tXdYtFHUAaYcs0u/JT+qmiCMoG0ZZu02+dRe19i7mhC/S2uXeF7XrflM8/W+XtfspqAqtxThGIkJdDWie89OA+H/m+7+VTyTlHowGP3/4SmJSjwwnOKe4dvYCJU4SgWu9a3jvlnCF0CqP85I4ofwTfz//CL/CFL73FwZ17BNGId5+e8bnXv8g/+8mPMRyOefloTKCE4XDIbDZBFLz44gs8fvwuxmQMhyF37hygA2EyGJOmKUmSEGcxWZqzWMRY66+AefOtNzk7P2Mxv2BxOSdPE7+hQQk68BsPdBgxGA5ZJIbEODILSWbIAXSIQ8iMJQgH6DD0N8YOR1iHfw+GZBbixG9dHYRRoY2WZ716y7W/ypqNA4K2NVSl9luM3/bddwHpOo/i2MVqpNYE4jZ7Z/vhLChbaYXNIXqZNlBtN+5SDJxzfku1U2vA2WZ3bd7M2uRZDesbbm3pb7PxXoVuBFSbv11A23xue+/Hqz1clzxtclfx+thT2zqJFnnpCLMLMPcF1F1g2nz3u50UyhWn6DuFqc4DUIgSDiZjPvLCHbJPfIIozDk7eUImzl/3rOD48JBQdHXYilYQiKC0QsRvBrAFkKS54eTkOWmWMZ0d8OjFlxlOZqTuLeJf/yxvfukt3n7vOX/o+76bRbbkyZPHRFHIdDZhOh0DoLS/hsXh18EOBhFZlrFcLpjPFyRJynIR8+TJM06fn/Hm2+9yfn7O5eUli8u5P7FfC8PRgNFwQDSIiEYjDo7uoAdDUuPvj8qdB9UoHEBxLYuIIghDBsMh0bA8REX8+QQ4/1scW+ivTFlpWBRvqjjEWmx5eE27xtX2zbZpoNU33WJCKLXebfyKFKsq22cSh2pVTdNvvW7uMl9spWKbalMj3VZWXXylodnuTLoj3L5Ae+2T/8vnbaBEi1sXYHX5rQHXqvuvuW0C25p70887bJXnqqDaR8P8aoIqyg9JPSAKiCpmy1eaVaiF2WjIay89Yjiw/OKv/SpxqCkPOJlOJ0wGY5QkFR+tVfVndHHBnShI/F79o6NjDu895CMf+zjTw2MmB0e8+dZbnF7MCQdDXvvgayTLC9555yucnT3H2hwljulkwuHBlPFoRBSGxTIuwRUnS12cn/P8+RnPT57zxhtf5N13HrO0/iqULEtJkox4ucTmKeGFJoy8XTYcDDhaJMyO75Ja8bcFKI21ChVFOLS/30pgNBozOzhkNBqjVUBWnH4Fgtba3+VV3FdVrQjAa3623lkrge1K5o3TdTWtbbzatebu9PbpGPxz+bcfrza+4l+uBZRtGvcuupF1qr2AyDvujNf0b+O1AaCy6t2aYep23NJWU9Kqj93sFLo6jS5Z62nuAsD67Oy2Mt2Z3g4edblE+StKlBRaq2hEGQ8JVvydTPGS6XDA8WGETRPizJGLLu6gGnAwm6ElKYrb21HLm1GtzxiIJhw4XtIBVgJcEPHqq69yeOceo8mMx89O+ZVPf5p/8Zu/lW/75O8hixd84QtHvP753ybLUpaXC179wEvcPT7mYDplMhpxdHjoZ/vFX089P7/gi2+8yVtfeot33nkPUDz4wIeZHhwQhhqbZzw/OeHk6XsslpekScplnGKXCakREqtR0RCiEX6xgCBBBE75K7LFcXh4zL17DxhPpuhBxOUyx+UGpQJ0EKIDjdgMVZwBUL/ktJygktrzPva7Jnh0xe0yCTSvU2lLs+s6lTrftpnxVjlst/wldU08bfiJUK6Z3JVuk3+bu9T829LrMh208no/QLUroS4ttHxum/3fFa8tvfJZyboGui+vdbBXnQDaR1NtBbAt/vtooV152fddKVVpqkFx55OXww91RQBncVnGUGtm4zH37xxz+vQxuTMcHNxDnK3OIi0rolKKMNRoHfp8BwGiA3Q44IUXX+aVb/ww77x3wrvvPuHxyTnj6QHf+33fz+/9576Dj33im7GP3yILA1599VWiKMDYnNPTEw4OxtXRgjoICCdj0AEHWc577z7l3Xff5XOf+yxPnzzj1Vc/xHd913dx+OiD3L1/n4PZFFHw9L13+eKbb/D06WMeP37MCGEwnAAAIABJREFU4yePefLsGWfnc7Lnz9HDMYd3BujATz45pclziwQRk9GAh48e8fCFFxiMRqjBAJVYf5sqxdZTpcHlgIDTiJhV+dc7aTb1rm1g0aQ+Q9I2INyV3jatcV9qtvFt4Zq0me6qxPoOx9sm04Cdw/9dgNpmy+1D157976Kmllov+D7CdWuDm+GuWhna0rwWrxuSo5Tlpsgph9hVR9TaaeBX7B4fH/Ho1Ud84uLjfOUfzTk7nTOZjFgsFlyocw4Pc/w2UH9egNba36yqNToIkSDAKU2SZTgd+CtYLOTOTy5kWcZLr7zM5z73WV4eKkyaEEURH/3oR3nw8D5hKHz2c7/GYBAxnU4YDALy5SXB9JA4jnn8+D1OTp4hovjABz7Io0cvcnJywm+99ZR7Dx/w6IUXuHN0CC7n4QuPePjwIS+++Ix33n2PN7/4RX7tN36D+eUlLs6ZHN5FhwMUGucceZ6jtebwzjEPX3jI8Z1jlnmRx0GEVpE/599ZMJaAJhg4/BK1r/J4vy5FT8BuhusC3uvMgjd5XTf+rhURXbP/10nrKrQVVKu+t2h05e+aqg6bS6VKAC3jAaioiAtUBvKWoXaN77rWWIQHtOgVDynsV1JqCBWXyq2MX8pWpub514biFZ+aDIVffZu0kxUQrfICTvRaedCQxTOXtfKrcl5/Xgm83mzXOpdG+A1+q7xrLEocShyi/C0TVltynQM5mc1ZmJjzBD7+oVfALLDOcXR8zHkmPH96RhYIL09fRumIQA8IwhHRcMJwNCEIB6D9jiYKbdbmlgDFdDQgDBRJmpHlOcbGmJN3uD+CeRKTJSlaCdpBagxZZhgNJ9gsJV+mmGCACXIClZAmGYIGpZkdHfHRb/o4aW75yskzwvuv8POf/gyLT32KR48e8eTpY154+JDZbMq9e/eZW8Xbcc57qWM4OiIaTogO7pIXN7XcPb7Pu7/xmxxPZ3z8u36A6IUXeWID/93j1BepS1CuOJO2+h7+OENbnUNQFP9Goy+8q+n2Wnip1bMSOKgcoO5XAUuTn38u9NVaGLeyc9VBtDgwZU3DpbwYsVwV4Hx5A+XMf3nQiqMmiwpWbaCcrXerI1fK56p21sumnIRqToY5t5K5uuelTJtiPsD7lyjk2dQntQzO2Yp36VeW21r5lf51txovcaty3UX9rlOpP0vDNtkIs6GNbhnO9h1Sb4avD6+a2uW24besD832lKMtv51uXe/bwr9PvNc6u1URUltMCeJn3PVwAEpx/+EDZu++i352QRAE3Du+y3K5KPitDi0RpaqOwq8k8PvsB7qYMcehAm+TtdYVp/k5nBIWywQzzPwV0aEmThJMEhcTQv5QlSxNydOMwWHgZ/zjJffv3+fu/Yc8evElXn/jTT75bd/Gg498C+fLJf/gF3+RN958k/nlkm/9ZoPFcefJY4bDETqIvE00jBgOh1hjisNmNCY3mDTjxZdfZjw7RILIm0mlHCaWhbq+7KiCv9okeOdQ2rn/n7k367Ulye77fjFk5h7PdOdbc92u7q7uZjdJkSI1WbItUoZoGJDh4cn6AIJt+KsYfjCsB9M2bVGCZdgPNiATMmQNnMRmNymR7K6q7hpv3fkMe84pIvwQuffOnSczd+7btwUHcM7OjFixYkVk5j9WrBjW9vmU6Jt0uNrhaSM/t+lUXTWDqNBuGFVn/MW1jBX2Hu82HUhJeRGVofOmWLdO3NRlJ20dygWt7zd5Kb2v1E4+uRLoiVIbr5U7V9NW19qkVMwGYHfkanpSu+GgHVVNNsamtJ3fFh5toNaFV52Mbbz20dd9EE1AXObraC67SY6uMrTJ1lYerDWELXhu5Vj/SpTShL2wOKEpZzQ+otfvo5RCGb8dNFklOBfu8N5oOmxBRipJEEQYYxHOoguw9Sf+ezfYmTUY6yDUxbmsYG1OnmdI6Q9QWQ/JwZGnabH+0zEejxkdHXPv/n0m8zlf++p73PrKu3z1wQM++/jHfJZ8hhKSs+Mjvnz8iE8vL+gPBgz6Q0aDAVIrwkCTpxlCalQgSeIV4Lh75w5hceZANTTZ2PbZI6sTH002wSaaLulttsH6evhn1SRvVb4m22Tbkqkm80Ibr/Vosa7sQ3mtFaw6+Q+u47XeqjkcvE61CQyb0g4Fu6a8XYH3EF5dAa6tPjv8XhJU2/g3pTflr8270c7XHdLW7LIFXIktTmYyqwQQBEFEFEZY4wDLelKr/GJuhnubskFKRRBFqNwgrPGTV0qhlMbh3WCTpQgcOtAE2k+fZUmOEN63lc3BFge06CBgdXVFGIZ+eZVW9KKI27dvY4Xg6GgMJuet1+/z5//cz/P63Ttkacrb77zNcjHnBz/4Ac9zw42btzg5u0GSZEgEeZYQ9TShUiRxTBgE3Dg9I9DBjgZT/TCb2vllQ5Xvq85T2xkUo4FDJ6jqJ8LWil/zVtbyfTvIrc0P3Rbkt/MShTJ6vQOrdlj7wFdcV2obw8FLqvYBXJluJ87f7KWru37VvLoCaZV/pzq2mh+6Af++uCbZm/MWpyvJ9Y5070dFrtdZCslimfDx+TN+5u5NXO6YL1YoKTk9PqbfE2R5ytnJLaTMd8DUOu9cT1jBZmORoHCfAqFWILyJYE2fG88jCBRhoNBKep9YApyzOFecnypBaEXY73F+cU7UH6C0IE1j5osZAsuDd97k8dPnLC4XjHsRv/TzP0fyzW+wWq0wec6Thw/54uOPOV9ckiwXjF97DZvl5EmCcqD6gqAA1fFoRJIkaFzhw6r5I6y2dxvA1YFx02x8E3/YXQa1b/a/Cm7X+Yqij23fT98m70YGsTWPHDLTXh8vGob3+0G2Pr4ZCRu1ZXFdYxWijdNuOPjk/5cC1HVX1kC3r8xDeP20ALWN1/pXbqYw2jXOLjJ0keuQew+oErc+lk54qFUopNA8fXHOP/9n/5hjm/C1B2/w6NkLHj1+xmy+YjQ8Y351RZAK7p6MvYdSY8jznDzL8EuzAGEQUmBzQ75aoYMQobU3KViLNZbceI03DCTju3eweUYax6yWS5IkYblcksRLpPSn8/f7fbCWG7du8cknn3L+4hyvRWuePXvKKB6jJSwuzlnFKVmW+aMApeT8/ByymJNhD2lGhIFmcXmFUoosif3uMmsQQNQLQCm+/73v8gvvfJ3RcLxpu30A02Uo3vSuN4FrHU11K2tdEEJc21FVx0/IdQ/YLmMZaNd134xO1vQCyvbMKjA1gXa1zepMHmWZ6kC/jRdCbLTeOl51z7ZOng3/jiODg4b/TVpbE80+gOvCq4sW1wbUhwJvl7zN5bXXqS5Pl06qTqau9+A/RlksqXKqmKySxQErws/aH5/e5Gd+7hd5eH7F7Xs3Ob15h9PzK5yYcnR0gs5nSAvWGu8+Jc/JsgylFA6JcgEUW14tkOaGXh/CQG8ms5SUKC38JgGtIF+SJktWqyVJEnsNFeudDDq/a8kJwWyx4OjuXeIPP2Ayu8IhGI1HGJPhbA5CMO5F2MLH1GI6w5qcF48fo/KMm0dHBAjiJGM5nXDn9Tdwbuk3LeQGm+eEYcTz82d88fAhP5vnOwvo6z7G9XW5zes+1Gp6lUc1rZynTdOsiys/77K81SCE8P6/avh16USuxddgdx1QtnU2Gw27gc8hcVsQ3J1UP8TUUZW/q5YKB0xUtQFZma6Jvi1vF7BrA7y2MvfJ33ZdzttWzuahrS2UHfi1pTfJWXffSf5ilhfpbUxrP23ei6rXYMcnp7x5/G0mn3zI88mMO7dvoHWIEhKXpThnENJ4z6SmDKw5CO8IT6i1W2kP3Hmeo7LM+4tSfrnV9oRxx2LhDz9J4oQ8y7wraQHCO9TyWzyl8Cf1r5aowrX1bD4jiELu3b9HECgWiyVHgzG9IGAQKkIJ08mESAmOh0PEzVsMox6LVQIq4OzkFGMAFRSdgiPLMx4+fMhbb79FFPV22v9Qe+e+cChIrkMbKNTlbzIR+IjDy2iRbOdkqToQ63JdROzI28ZzL69SRQ/lde3+gHZ5KZtqNX0fAAjhtaRq3D7NrBGAOgBqG/gcArJNcbW8aiaq9rVhU9ldgLfzPev1uMI74BPb9byCtedPhdUhp/dfI88WrFKDtb6bEM6hpfBbQDcun4tfkyONBiWRxnp3z9Ihi1P6sywDWRzEUoCiyXNvV7V+DaF1hjxPSbOUOInJTI6U3hGg37UVMJ9MyfIcISW5yYnjFUmyYj6bonUIJiMQMIgC7HjIIFD0pODicoJ0DmEt/V6fkxu3IOwxXaxAh6AjjJCs4pQnz5/yH/yHf4vBcHAwsDTZ4qrp+/L/m6Jn7bCwJv3g6+LN31f3LsP3tb+vuvqt6av3jaYAtsP/KkiXeTXJuFO24NXM/leZ18UfomkdoiVWNcSuZXcBv7b6dek09nUMh/BqytuU/2Xo166UnfRrR71HFX+2qnQCgSLOYs6XC7567x52doFxmT8n1fmZzzCQRD29s4B7bVvzE1W2MA0ohCpctBRp1hqE8afxWwcmy0jzjFAppABnDLnJN0f7WWv9WkEEQvidWrPZgjTLNi99nucsFnMCrTg77ZHFCViHdJZhFHI86DMIQmyeEy+W2NwilObu/fvMkoxBb4KRGsIeK+OYzM6ZLZd89evfYNLrk9W0a9Owc03TBARVHmX6uufVZu/bl940dK/SU6xB/cm0wMPapGs71sU35a8raxNHZU19TTldRyGitGZ3X+jsTXX92wZ8TfSugWdX/tfS9pRZ/u0i6175G2xKtfk6AnC1PepkrsbXpXdxebN29ocogFV4kJVOITEIoXBSkyBIhOLsxi10uiII+2CvyJK4WP7k0IHflqqU2nkxbTERZZUhzwW5cfT6A08rFThHnmfrlTxEUYTMU5bzOfPZDONc4ehPEYURSgf+4Gnpbba9wRAhFKtVQhKnaK2JVzE33n6HLEuJggCXWwxgUGSJ522zjPFwwGAwROgIKSTDwYDReMwsTpFhCHHCl48fMz4+RQRBWYFrbNuNrW3Ph14ObVpfHRi+DIBXZSr/NtWpCZiEENcOZ1nLWubpMDh3PX8V5JRS1+pb5YX1B43X8WqrS9NIQQh5rX5VXnU868wzsiOqvtR5qofei/X/FnDYV1YbsHTREOvSm9K6aIV1vK4tWukApE1xh95X48rXsmj7XAi/RVU6P0llvE3Vg2qA1T3O45R4ETPME5I0RzgI1h2SdOD80p48z/2WVOcQuUW7EIRCFNtVVbB7UM1Wqy0W/FnL+fMXrFYr5tM5s9mcW3fvMBgMAMHR8TH9wcD/HZ+Qnp+T55ZHjx4zn8+4yx1UsYVSa00vCHGBPxowTTJy6Rj0Qo6Pj+kP/On/mZPMVjGXV3OsA93rszKGJ+cXfPHkGX/+L/9ljFpvge6oltBt9n/9TNqGsU38qs90n0ZZ9w7UySioB4+6OlSVizr5D9Eq993vk2ufll4kbGyhbZ1W09C/qXPcFw46UKUNjKo0Xem6gmkl4TD6lrRDwLpKX6eNVocbbby6hqY2qruuK0chNzP+Vm1dVHs/U/7gZVSIVJbLOGE2v+LEGe8kT0jvOkU5hLQ4/EQVQmCc88uXVECAQyqN0gqlHapwzCeEwLrtmlbnKLahSsIgIFAB/V4fpTT9aMBsscRYw3y+AqFROmJ2NSNLLVIFeAfQmkCFKKUwmUVridYKZyXO+vNfncmREo6GI1JjSY1jEaes4pgXlxckIkANB1w8e8GnX3yJA3753/qrGB0Umvz+Z9Jm1+tCu74Xops7lar21kQPzWC9KbPYw9n0XjYN92tBzbd4Y/2bQi0YCja2y6b6Vnk0tUUd3T75DpG/KXS2qbb9NsXtPFD2D/fb+HYBkyZgqcrTBYzaQLipLdbuMw7hVXe9T642vrV1s4XBXvgDlJ0UYEFZ6SdxhPIrAhSsVgnaCsZO+DNXhT831Du8MxuwBP8xGGP8kipjvRYK/uzWAlA9ihagaqzfmgogYNgb8OLpM+I4wRjL7/7u7/Hk2XPe/8Y3OTo+Js0caWoJgoB4teSzzx+CE5ycnHLzxs3NWlKJ9EBfmCFyk5NmmV+hYAVplrNYpVzNl0xnc+arFfQ0cZLw+PlzzqczXvvKV7j/1ls4rRHOH5X4suFQYIXD3ansA5O9MjTIXDZrdNHAfdz1ttqnTTfydx6gm/LuK6dSq41sTeaBct3bFB9xAM6+tE310DhqdhrVgeU+vrs863ntS9/HsysAV+ks3Xntu2/rSPbJX72X622pUoDy4O/XqIIQDvBLmJwGGwSo3gCZpwgVYoXf7SScBfyZqmq9PKr8MgrwRYrNtlghRHE4hQdca+3G9gZgjOPqcsKLF+cs44R/9k//BY+ezwiCAe8+eBdjBItlQr/f5+mTR3z3D/6Q+XTK66/d4+johPHoCK00OLnR9Fxx/J7FkuU5SWqZLZZczZZcTBdM50viJKU3UDx9cc6Lyyt0v8/Xf+Y7ROMj0tyA9et320LdkHHfkLQOVOqeWZum1RbXlv8av5JK2FSPNpAph/Xs/7X4lwDDtTfVV8Fr7Zqlib7cgbQF5/w71XW16sGL/7uCajUNuuXrxqtdtqb0Jr7VPF0B+Fon0LCkqgs4Vq+7TEA11eMaL6Q3svvVU35467y0EokTDivBShBhRIBFrQRWaRzSz6pLUZyhWoCqEFubqpSFZip33mHnvAsSB1i7nuDYtkme58TLmOl0xmy+ZHI14dnzCR999GMGwzHzZQpCMBwO+eiDD/j+9/+U05MR9+/dIwwjelEfLQP8UVNrQBWbzQaZMSyXK64mU84nMy6nS2ZxTpLlhELw8PET5nHCrdfe4Ovf+hZWaXJjodi+2xbqQO5Vh1dZxjUAfkk+9QC2X9PrzK903a4d79d+y5pqW7liT5k+oXudfiqgWkcPbWndQG6TJurTu/Cp0jfJ/TJ1LP/vIldb3ffVoa6MunxA4aO+WBIi8N5orb+Xwk9eIfxxfCLsoYXArVY+rz81gCDwvqg2dS4W+gshQBT2U9aj/e1SKwq/TttZV59fSu8nazQcc3wU0+uP+JVf+VW+90f/isePn9Ib/pjhaIRzjiAI+OEPfsijpxMCpcjSHM/Kdw5KKu8WxVmEKjynKkWWG6bzGZeTCVdXc6bLmHnmSJEskoQvnz4lPD7lvfff54133yWzltSB7qCVVLWcl9U+69LKfK6BYQ0AtE3qrNOuDesbeLeBeNMQujz62AeEe/l15NO9nHbAb7I9X/umDujcXnr2vy39OgiKHcCpA7WuvMQGGRoAt5S/DaC7pHfltUlzh/NqSmuSs6l9mtJ3aNYddwlk/Z8A4bBYLJADy1WCiDMCY+kFmmG/hwvX607txrYqizMFYLsqQGYZgTFekzVi0y4eB72mK5Ui6A945913uXv/PlIH3Lpzn29+9w/5h//b/87DLx6ximNya8iyjMdfPuLOzTN0qDEWnBObJTpSapBertxaUpOT5ZbFasnF5RWXV1fMlwlJkrNKDeHxTT754iGrOOHN91/jvfe/weDomMvlClvs+uo61HuZsA+8ymEfIB2Sp1w+1nWqYd0EWBUI123VZuqo41WXLhAbvaTJDLEPXDd5xfYpNnVMVVnX91V6sRVrb2g3HFVC24P6aYR/E+V1KaMJBK89nFf4Ib6sXE3BCXDeO/UmyNJ/8AvzM+tYxTHTxZw4jrHOorWm3+sRhHqz999Zu9E8fQGu2LqakRdH9jm7PdXd/27lllKS5zlH42NunN0iCnvMplNu3LjFr/7q3+D09JSLy0sePnzEs2fnXKXw+huvgxPkuSEMQk6Pzxj0/O6n3FnSLCNJEuI4ZhGvmM1mTCYT5vM5SZpgrCVNMvrDAR999BFhr8/d117j5u3bCKVIc4OV3m/Xq2z7VxVetsz6jvdVSFTwqpR1UN4q/U+5WffJ9yqe657Z/yLZjxX8hSgiNlpoXVpNnFy7ZSjAp0YTq9POhCjNqG/KVDu9UEnlKolwXZvdilvitc6/TuQ6r01ddsoq1XXbH24WCO+r0760ul66UQNtSQfIpJdzYKDvvO1ROofVgmR9wruUjITCJpqRGnCZO2Y2RWjHjWGEylKGWJwGhMHZGGtyUBoZBKAkJnA4ZZBakMkVaRbT12MCIb1vHgtKgkaQLmLSUHERLwAIhiGrVUIwDrhx55T3v/UepzfHXJxf8Af/8rt85fUxSXLFG2/e4O13bzM+C1nmE5zJkApULIjnCckqIV7lXF0lnC8tn16smGeSTISkaOLhGKWHTHPBX/trf53v/PJfZnhyxmQ6p9/rY9aHagt27Ghu92a9230bJcR6HLylL0wU5VdkowGJLY0TFLbnbcdT5Qdg2NWe6rTIcmidTJPSL6la16zo/Hyc2MTtaKFOXKcHnFOFrEUesZaluGYbv+G1dpFyLZ8pyqXE3xXDb7chX3fUW7qiLdd1deuGLcraPrjifnsthCtWHKyb3O3UDwdO5Th2PdA2he7uVMpAei19F8Aa40q/TSaAxqGt2M4mU8OvLq4NhK73kC286urOdboN9b5O4hC5Knmb8lVpy9ebpV64HddICLdZkymEKNatSrRQmyVJVgNKITD+lCoF/mORiML5n1QCtAQlEAoshjiJ6UUDlJaYPCdLDNZAoAJEIMjSHKP9BJO1DmMtURgw6PXBOH7mW9/k7Tff4OLiAi0ceR4zGg548O7bPHjnbY6PRqTpCpOlKC2RsWS1WDFfLJktVlxeXnFZ2FETp8iVwmiB7g347NETfuYXf5lv//wvcPP2HRx+t0+SZegwQFj8kqoSCJRHIY7dYWpBtAXU0jC2aahbMNr0ywZ2eVYA1T+uShkNvKsg2jhUXqP9BujLsl0vfyNwhX7T/9TmaYgvoqr5yiC+U79ynmpnUkrbpRdl4dg09voDEOXodVuVq1fqIFsmvarhIHcq5esu2tbOdQfQ2FcmlKrVUlZTXJuch9SlCQSbOoQ28OvCa19aV/o1sK5v1ueqUoIMKSVYiNMU8hyrwCE2M/3O4Wf7i5P8tdaoIPBH+Snvn2r9ggKkaUaeGvLE4iwYabCZ9cP4VY6SAmEdNsnoR31vK0Xy1muvk9/OmUwnKOd4+vgRg2GPN19/g6PxEc444sUKpQTWWIgdi+WS2WzG1XTOxeUlF5eXxHFCrkJyFE45+mHI5eMn/Nrf+o958+23Ub2I3Dn6gwGr6QxVuPNuWtZT19ZdZ753NMUSnzaAbCu3ib7Kdx8AN9G3TYBVZauWW6XvPhnnke7Q8uva1hWg2Ubf1lY77e6u75hsCi99nmoTYDSCRQ2vLgBdV75ryNdV3rq6NZV1KK+mPE2/XXi1pXepz6Ystv3t+lAVD6hrEPFO+kQmiOMEmeaYQPmeWyic8xNZSsqNS2qtNUprRODdVHtneZIwDDDGsFhcYTKLQqGExjhDRkoU9UjmS3r9HgpBluXIQDCfzVhcTLlxdoNwFDAIemRvrRjogDAKGPaGJIuYdLmi3484PjkiTVKyJGexXDGZzbmcTDi/uPKgmmbYQGGFtwMbY+n3BnzrW9+iNx6xyrzL7X5/QLjyB1f7tuqmlVTDIUuL2iZPmoLYU8ahE1tNHUTb7HrTb7Wcfbxq612YTLrM7u+dsNoDmAd1aoLO78Qr81FVB0LX6PaAYN1vEz01QLcPcJo6gn31e5kOoEtbdeHVxh+ur2et478T529Kces/H69lgBCaNM2RWU6aQ2od1ily51dIKYolUUqB1CgVoMMIIf3W1dxakiShFw3Js4TJxQybg1YBUdCjH/WJoh6BlUSu8F0VRYwGI1TqsL2McW8AwMpCX/W4eXoTIbz5whiDlH7DqskMs+mMLPEuYObzJdP5ovhbkjnnvaZKh0lzJs+e80t/6S8xGI+YLZY4pekNh1jrGA9HxFnqu5hK29VpMNX06nU1/CQa7cZ+2JJeJ2+dLNX4QzuCanu0AtsBPAtmh9E3xNetJKgD+K5Au/Od7AkHe1PdB1C1gLr+q0mv8ir/1vHf4dnAr43nTxNQX1WZbdd1/LvQC7HWR23pxS1eFFG6kxKhFSoISIxllWQkqSEOinkF4VAOrBP+8Hjjl1mpIh/WYpwHsHk65Ucffcyjh4/ohQPu3L7L3Tv3WCzmPHz4kOMgYLlYsij2+x+NT7h16w537t8j0hE4x1F/hLpzn1Aqnp0/I88zlBZILZnNYiaTOdbmTCdLzi+vuJhMuZgumCwWLJOUFEmSxWgVEgQBGMsv/NIvo3RI0AMVhAilmM5m9Ho9nBMIIUumzeuTQdWPsi29StMEfk2hnFcW00RtwCCEP0egrlNY/1Vlqes06mStltc2zG/qgKr8rpUlBDTwqtI3geRGphKvtrxt7bCRd2s42xsO3qa6/u0Kql4groFgF75N/F0lrQnYmnh1AeCuIHhI2dXQhVeX6zZABQqXzyCwO9sv/VC91AMX2pDWIaOjY+LzJ8xXK+ZxylCHoBxSWIyF3DhsZiDPcRKiQZ9AeH9UwuYsF3M++uBHfO97f8TlxQQlA8IgAgfzyZzZbMEwFyRx7FceDMecnp7x9oOv8O6DB0ipyPIMBxyfnNAf9RmNjpjPp6RZQpKkIBy59cu3Hj97zuXVlKvZnPPJjKvZnDjLSIQmdo6TMOKNt9/htQdfoTccY3FEUR8rBMauHf35g2aEYDPUawLCuvZu0w7rQhug1n70lTKbwLp8jsA++atyt3UOh4RDzBC7cdc1woPMB+UgNv9aee3r1MTmG3kFmmoXwGgDjzYA6AJ4dfzpWP4+sO8KmofG7aM5pMy2dqxro/b09Qx2edE2W1B1fo7T4FBKMxof81xKlquUVZKzDAQ6UgTKkVuHsBaRZf4AaqWwuYOw0KasY7VYgHW88/ZbvP2mJI4T5rMF8+mCkzeOuXfvNYJZymqxZLWKWSxXvHhxwR9/7/t8+MGHxElKbgxhFHHn/j3efvAWb7z1BioIcSaZbORUAAAgAElEQVQnzTOkhNw5Xpyf8+Liiul8yXSxYDKbM18lGCROaYTQHJ3e4N333uMbP/fzWK3IjfGatlQIqQrAFy9tU+08JP0JQEtUlnHtK7urXOX7Q+nbwsE20E1ot9vC9c6sLq6trLaOpJYf3d+Jn3j4X01vSmuj29dz1NLtAZK2vG3ldgX7Ltf7QPUQXm15uvS8HiiK/rZIXvuSguKlcQ7rQEjFYDgCoUkyQ5wZVqkgCrS3aTqQxu/rz7MMFWQY42f0hQCtFMPBkPv37/H6668DgsuLCefPz5lN5xwfn/Daa28wShUKSZbnTKZzvvjiIc/Pzzm/vGI6mzOb+8Orn08uefTiKT8Trzg9OyHNU9IsQYcKFSiu5nNmyxXLJGWZZCySlCQzuDBEhhGBDjm5eZP7b7zJ8dkZ0zgjd5LcWLTUaB2QF6dsVUH1UDDZB0r7AKCOfqcT7FBOF/5d6ds03rb0clxX8PL3246/bbjeSb7SiVdN5Te1+7V2c/4b6RJeapvqPqCoS2sDyrrrtjKrs/91MrXxbatbE31b2iEgXn3wXQCxazmN8aL4J9bajg/FCYCbGAc4B1IF9IdjeoMRyZVmtljRVz2GvT6RkBgHGO8mJctSZCxJkpQoCpFaEQYBd+/e5dbNHCE0y+XSg5Vz9Pt9giBiuZwxCk85PTtjNBojpeb9b36Dq+mMTz77nB998gmPnjzh/PKCq9mUP/pX/5oX0wnvvPMWOtIgHP1hn5OzY+ZxzCrNinNTLXGa46Qk7A9IpSYcjTm7fYuz27dZpTlBGOEspEmKkBqlNGkW45z3o9Wkk3Sxl9ZpUHXPqc2EUMfPuc0izZ08bRrZoRpcm324CVCbeJXjugDa5r6Y/a/jUS6/TdamdmyL2xvEK9JU28BmH7C22S7agKfuegd8Co2LEo8mQC3PjFfTuoB8Ob7Kqwtg18lWd/pUHX1dr9+1Y7smj1+Fzho+t8n+GQkExlpMnqOUojcYMD455cF7X+fjZMkPf/jHmHu3OBqNONIhmXGskoQ8T8hNRpqmAKTpCePxmOFwSD/qsXIxxlgirRkO+iyikMlkwmq14ujoiC/OH3I5uWQ8PmIwGKGDEBUGvPXgHW7cv8t0vuDFxTkff/Yp/+L3fpc//uGPeHr5gqPjEcOjIadnZ7hI83wyYblKsCjizDBfJYxu3OLozh0+efSM12/c5M791xmfnLIy1vufEpJeb4AVgiTNkEIju30zm+dTnhDapz3Va2W7/Mp56j52Af4ErlKeNrBa82nTMNt+y3mrctXVt1xONf/6uipbWS7nHMhiOq6mvZrKbgR+0U1TroamtqfmW6sLB538f0ho0wTLcW2a2cuW95PQ7Mv3quR9mbJfRoZNO1OA63p4VaT7rXeKIAiIogjSnOfn5xwFITfv3uP5wzMm0yWP9QV3bt+mFyp6kQbhJ6vmsyXn6YrVaoWUkjAIiYKQ2IE1BmsMAhgNB3D7JlJKvvzyIZ9++jFBqgh04P1RFb9hfwBCMpkvuJpMidOM4ekxbz14BxvAw8fnPHxxwc3bJ4xunLKIV1wuZrz9xnt88fAxiyTj6MZNRqc3SHJHjuT9b3+Htx48IDYGI7y7FFu46y63yv/fQq2GdmCepriXKf8nDa9StlclR3eZur8hnUF131C1TTurpjfFtWmd5bius/9Nch6iWTbRvQyvrnVvytNUZlt9AYTUeCC1xdDWbYYysrKkCikJgh6r5ZTx6Ije6IiL6ZxxP+LzR0+R7oSz02OGwz5Rf4B1DrHArzU1liROSMIQrRTOGZJ4SZJmgCAMNDdvnZHlCdPFnDzPuZpecHl1xcXFJbP5kigacOP2bQbjI3QYkuWGLz58yJdPHqOikJOzAVJLbty6weh4jBFw77X7pJnBItBBj1wI0AGXkynj0zPGZ2dEozFSBzjrsEIV3Yrc1Lt6srvbA1/VUUVbR7fPLts1v6MZEBq1Na5rweXrOjnabI5VuiqvNjNBm010Sy+gpX2qMjXJuTaXiIZJr7J8XdrrpwKq1YLr7qtAcihINAHNTp6GMl4WtJvo9uXbx6uufm3ltrVPV5rGtHU+/Oy8QHoUcQKxdluNI88NgZToIIKgxyqeMZ0vmK9Snjw/Z9TvM+5BEGiCMCAMvZfSXhgw6IdEUQ+AvFgVgPMnVyVJDAiCMKLXi7hz5zZOSJ59+ZTesM/oeMzpjRvMZnMWq4QkS5g+f0KWG1ZxytV0wipNuHXnNnfu3eHo5IjjkyPGx0d+wio45oM//ZJlkhL2+0RhxMXVhNQ6bt04YzAaI4MAI2VxJIbAucosf7GxQABO1M+yV0P5eTTZ/Mp0TdpR9b4at7kWbIB1ze9lwbptCN0GpF14t9F0yVdu+yaAb5N3G3f9ObbVo122fd3sNhxkU21K6wJyTQC0D6xqgaQj+HUBya516Mqrrn5tZf0kcjWVeS2tBKobGFkjiL/BL3r3zvucc2gd8PjZC758/JQkNzx+8YKzkxPGkSUMA4IwINABUaCLU/gjwsBrqFIInDU450/t0oWnAKUkQaA4OhohA00/iIjjhNUqZjpbcHFxyZNn57y4vGSxmLOME5I0w2E5Ozvl9PSEO3fvcvPWDUZHI5Awn8+YL+ZMZwsyY9G9HjKMyN2CyXzOz7/9Dsenp8ggwBarHRzbM2DXHhCE2GqspbNUWkO13Q8Zxh5K7zM1J3UFw65hn722axmH5HHO7eyCqtKW83SrUzeZunQWznVfZHfw8L8NNA7V5g7hVweqdWXsA7t94NQVVJva5ND67yu7razO4FoDqusJj/Vn7Y8slGgdkKUJi+mMH3/yKZ8/fIR1gsl0wrPzC3os0EoQaE0YhMjxEKXlpsxABYRaI4vJLy0Vg37fH4yttt4DjoIRo/6I1XLJdDojCAOMsyyThEW8Ik5TjDUoLYl6fW7euYMONINBj0E/oheGZHmGzXO+/OJzFqsVQkVYJFmWY4UkM5avfPVrHJ2egZSFhwPhQdWJzYey+dss/KcTqlad9dU9iyYvqU301cmYMpiYzot6uoPiodrky4J0Xd56Xt3Aq5PMNU4Em3jtb6/mZ10NB59SVRfXFXDq0qv5uwIae+iawO5lgasNoJva5yflta9dquXVXQPeTQoFqJaAxCsFEick1gmc9UfgxcbyL37nd/j0gz/l/PIKEQRYJB9/9ikiHoE1/uDqQZ9+FBIITRynREHAoBehtZ/0ilcrhHSESiO1BikwxbZWJygOY1EEYcB4PERHIcfHp5ydnvHs/ILJdMZqlWCsox8ELFYrksWCZRSSJwmz5Zznz5/z0Q9/SCZvMTzuk+WWi9mEZ9MZ73/7O7z+5lsIHZAag9AaJxSFK8Rt+zhR1l0RwuwF1TLole+rH94+L6nrvNVnWZ0dh12R2jTAMu999G3pXXj9JOBdH++fzCHA3lRu2YngIfVrK6NL6Oyi+pDQRaNqAodyXC1dC4C1ydsEfk0yVuVok61LWV3r2Zb2MoC64QEeUIUHEP+uFaoZfiY8NzmLxYLvf/e7/B//6z/kdDTgxvGQk9ObiDTh8vIR5+dThLE4axDOIq3jZNwnUAKTJQhnCLSgFwVYm3twoCgLAcJiMb4868jzFGszEI5IK2w/Yjjsc5QMEfgTsV68uODJbMJoNCKUEpMknF9d8MWXX/Lo0UPi2QKGZywWS0QQ4oTk4uqKv/Of/xdcJQkKi5AKYx1OretetA0CIbZRXd/2KoCWP+o2e2pb3iqfdb5NXGH7ruOxr7xqXJMsTTIcwqupPl3KF0JsJqqaZNhXbtcy2zq1fWW2hZc6+q8urg2AuqZ3AVu/CqYbsNXxORQouwDWvrRDebXRd+2MysFtCdZ6wOZ+HaT0Pp8uzy/5H37911k+f87tk3c5PjlmpAWPPv6IUf8E0innl3OSJGUxm7KYz3jtzk3Ggx5ZcozEoIQjz1K0lgRRSKh1Mfxer4sF6zyIin6fQAUMBgaTW9R0zizqMRoO/fKssMditkBrzVcePGAwGjCbTZlOJkwuL7g8vyQMNS4IEVKxXK1IrONv/2d/m6OjI/pak6BIrHcX44Tf41/UereVBIUJQHSaluikLTVopfu0oHqQdZvZ7CrPOv51ANeVviswHgKybeVveHUEz27AeZ2uC9A2tderGf5vDuIoCtgBPZ8ihNjY58ppokjbfLhrH9zFVka2A1JPX2hM6xRcqayCcv2/DlSF2C72bwLOKmi2dQrVtDa69a8pJn9EUV0pdmUot6WgnCaQotwO+IM9ynUt0xdNZYwhzdJiGB3gZyi3bqC11uggIEdg8xyT5wghOBkfMb08x+SO8egIayFJc5bTBf/wf/77LM+vcLklX6yIzy+R6YI3zk5JV3Me5xG5MUxSxXxiWT2eMbN97t0MyQOB1Q6nIRgMccmKMDfoOMa4HIRFaUWvFwKO7CrF5g5pLYGxCJNxogKi0xMuBVxOrlCx5cG9G5zevMXxzVtMFiuuJnOSXOL0iKNbb3j/UoMzVpllMl9ikXznz/0iAoV2mjy3BNZrvc4Vu8gEQOHCRDiEhCDShEHAKkmwO54z3OZb9+/m2qXIFp43IFz0WaKgWdtxt3xqQKjAkrU7leIzWf9bl4qwrjgpzEf7UYDz9BsgKPL7ZQKeZn3v1lKAXfNc0zRo2dW0cty6Huv3bVtHt5Fh+ytwzm5k3OZxmz8vsywItrwcDifWz2B9r7YV2uR369RtwyJ22oFiItKxFVBIUZLZvw+b7YVr/sKvkekSus/+N4DSLtBWwGyd5ooKbt6P7ZRJGVhqNTPEznVZnjLtPtCrq9c+IC3H7dNsfVuUvjJR+quULUo12fCHAli3oLpmsyYu9UUgvHYZaH/6vtQK5xzW+T3sznnPptZZrFSEOsA6i0lTFosFUkhG4z4gEVKwmFzye7/9O/zZH34fcksQBt5VdZqSrZYMohCZKghCcpdhcoddJvDiClA4KwCFtcIfC4hgEEqOjwYgLKvVnCRdIoRjPB4R9UPcRCKc3ACBQCAtSOdQQCAl/V7IYDjgxp3bEPR4MZkTJymZceiwz0CFZMaywHuBVWEE1vGH3/s+3/jOzzOPU0xq0EFIEPWIsxykwgmvLW+P0nNYZ4hTswGDddi5rz6X8v02x6ZzLT+/Kt8yf9aTUOVydiLY8NxZKdTwne+UU6N9y6LEfbZLz0u0xtWl7QJqVTvdxpUrJ0rtdM0OswFU2PZcTTLsfjBuUyClZ+Y2YHuNTyl9K1338Eomqvbm2dSxPs81ba4F5DZfYA1dE/hVeVXz1tE21bGNvoSU12paBtLtOyE2t9fKWr8QosRPrOvvSaSUG1fR69GCdRIrrPcvZQx5nuOkJlQarTTInHi55Gg4JApDkiRncjnlgx/+gH/+T/4Js4sXhP0+PRERRQFSOrI8pacEYaDo2whrHFmWECcZE5ujnUXmOS5PyZIV8WrBYjnj1tkJToJSjjhOiOMVeZ6yilOGowFB3PceAbREa4lUgiTNmcz9WahOSKL+ABVGiCBimWZMF0vmq5jMWKQOkEKSpSvmyzkq7BNFEdP5gt/6rd/i3/6Vv8H49OamSZ3zk2RSrp/HVsuSQpDnOUmaEIY9354NQ/edr3/9kW7Uw1K6J9p5T6pD6uq7tC6nbri5tqnuo6/KW6uBFkpO07C3yYxxaD0OydOUXmfTrSvjet39w9lXxzYtvU6GfeGlDlSpo2kFoJLKVgXAOgCt3l8vYwss+8BwnzZaV+YhPHf4FXKJ2rRtp7Jr8mDTOmV6u65iAaiu6Ex24ophmLUWJYrT+IXASYmUEmtt8SdIljHDfsTJ0TF5EjOIIp4/e0qgAr77L3+ff/xb/w+f/fhHiEAx7EdomxKFCiUdxmQMxn0iMkZCe59QNiPNMuI05uIiwyQxcbJgMrvi4vSYeXyTZRqzzGNOjscM+z3Gxz1yk5LEMZNZzEkwKM4zhTy3uNwxXSy5nMzITY4KNCoIyYFFknE+nfLicsJkvmKV5eQOlknG+dWE86Xl9r3XEMCzZ89IcsOv//e/zt/5L/8resMxizhmOl8gwxBd2GaMMdvnqKXfBaYDkFvb/eapr0FmrWGVh7zruA3YsgXk0rvaZlesXtdpkEKKRs10h66Svxb0agC1ToYyz21T7Jf9ZfI0dQZNnUj5vrbuJRNIFx7t8kJXffWgHVWHaHtVGi9SO6B2BcONxlaTt02munIay6jc1+WppkuxC/ZCbIf6G9CEjRtrSnFVfhsTWLl8sbXq+JfG71jS2j/GzccOBEKio9Brs+GA2XTCarEiW64Y93vEiwWBUPzm//L3+IPf/wNePD+nPx4x7PdwSYIxKWEg6QeCpbT0exorAsZWg7Foa0kc2DzDOMNksSC1GdPlnOdXlzx68Zx333qNXEhE2CcaBP6EKufQQUoYhoSuh8kNeZ759amLGZdXFyyXK6RSRFohLV47fX7Jo2cvePjkGZP5kiQ3GOfTnj0/J5YRw/mc3Fji1RKQ/OP/6//kK1//Br/6N3+N46NjrJugwx5KhwitsNb6c1Wt91+ltKbf65EYu4tdlSFi7fdVPDCvG23pxYbF/iVNde9ZOX39fpTtnOs8TaDVxmst3T76Q8LL8GrKsw8My21Sm6cGeOv41cVfl8U/2S7hp3KgSi1w7QHUav7q7w5NCxjX5e9K+5MA6vp3PTxbA6os5amTSTa0gZXrdlvnKQH2GqgLjTRQGqUUxniAssYWvAVhLyBZrgiEIoz6aOnQQvLo8SP+7n/3d3n27DlpEjMY9JASrMmYTS/oiZxepBn0FFfSIFyGEpbT/gDlIHCWJY5YCpIsJnaWdBWzsjmTZMWTySWLPOPFfMHdp8+4d+s2N46PGUQRSkmOhiPCIMc6R5qmLBcLJleXLFdLEH4l6XzpD6qeLhY8fPyUjz/7nBdXE+JCSzVOkqQJyyTDasnV1ZU/eHodlOYf/L3fJM0M/96v/ft89Wvv8/Fnn5FlGSL3mrBWCisFxniX3IotcO28b8V9eQqk+k5sJ6u29OtMdZpf03C9mr555xyti9kPGV6LwjtonXa4vq+ToY4X5Yk8UT+srsrUrG1ubatlOdrq2ZS+fg6vpo6vaPa/TnOs3jcBT13+ruBU5bsPVKt0bXzaymmj3wfQXpN0284D4Wf/y2YPtp0LsAOom7IKms1M1fpT3eFV2IusH/p7n/EOYS2ymA2WAqSzYHKOh8csFwuEM2AyPvvkY/7b/+a/ZjqdMp/P6PUGHA2HpGmKyVICCUo4AuXQyg/1cRn9gUbkfb8yIc+9lmoz4sxPEuHAGodRfqb90eWE8+mML758yo3jU86OjjgaDumHEYNej/5whNIKZy1plhLHK2/KCAKsWZFkKcskZjqf8/jpM758cckqzTAOjBOkJiPJMj+bbwyz2XxXlzCGycU5//c/+kfEWc7f+JsZt+/cI0696cKmmZ8clAItvX8tmxvQPm4d3Np2Cn5WvwbT1jSuQi/riNk//Kyll4UluAIGbVpsl7Lb0vbJuE/LrGrUTWmlnMXAYH/b7NeKt9r4T1rHKl1bOHj4f8hvU1rd3z76a5XaA6hNgH6IjG10jfViDZzNgLq9X6eVra2b6m1nOotIRwmI1zGFoz1hLVopIh34NAcmN6ySOZiA5WzO86eP+ezjH/HH3/suTx4/pheG9IIQLSVSwLDfY2lzBoMIkRmUpPhzKAWDfkiQRWAczuQ4l4N0pM6QJrH3XGotufGAniPItSabLpnOYh6p5wyjHiejMUfDEYQKqdRmAsY644FDSG+vTRKWccxsMedqOmMap8X+fX8wSuYEmQOQSCDLM4SUBEFIluWAw+aGpw8f8jv/9J+RG8d/9J/8p/T6Q4bDoV8dYQxCgBISJwRxGiNUyMaVl2MLouXrhlAG1HWeZgDZ5mkCq50Puts3fV0eqCl7F+CqZVZlbo/zFW1Kr6tjE7BWLC3X6rGuSzsw79bzVdTxlWmq5UpUr/ehdl16Na6pt2gDNI9WHbTGlvLaQLYNMJvqs9UyS2BZA6ibfGztqnX0W/7lHGzwdQvQEqEFNjc4Z1E6oBeESCHIsozVYsF0MuXq6guePnnCoy8+49OPf8ynP/6QQdRDSeG3bgLO5EgVIpyl3wsxdoVWECh/ZJ9WgiBQBCLAGQfOgHTIQJJJR+xysjQndw5hbOE+OgcUVljiLEPamIVKiVeGi4s5JlhXxk+yKe3XKPpZ+JQ0y0myjFWyIs0MuXU4Kf2aRfAz2MIvJXN47VgqBUL69bmZ9xybpxmff/IJuYO333nA1772Pvdev0+gFHlhhw6Uwgrflso5hNuiqtt0YW77LEqPZQcAG8Cr/JFW79sA9VpaDXg1hTpzwObeM7sG3K1l1wH9HnkPz+fbuFX2RtMBlTyCNrA/rI6vSFNtYvIqtLwuvJt4FDdtojeGffwP0Wir17tn+lfAtgSistwWroZeCIQoFnYXmyWkKI7tc64AVYdWCq01Jkk9GIAfSuc589mMx4+f8OTJE37nt7/Lh3/2A/I05mg05ObZDRR+WVSSpiAEzlqS1Yo0iRkPAn90tZJEvZDBIEJpX2YgJS4MEKKPDhVBPyRXsDQpiVv6JVxOIKUmjhOy1DHu9YlU6DcpKM0iyXk6vUSP/NpZ55y3DQchubOsVn7obz3ekbscQQDCb3iwzoDwO8CUDsizDOecd0GNIE5TBuNj5tOF38AiFdZYnj58yD/4+7/Jv/PX/l1+4Zf+PEfHx0RhSBRGBL0IK+3mVACxAVB/b7H+lXNsFvZvJw0LE6oodO6KOVZQDyjr+yZQqAOONi2rKX8XXuVQZ2tsk6tJln2y1pWxBsIq/32y1QXhC9mjgba3XTW9S2gF1X2uP8px1bTr8aVB7h5grYYd+nUvW5KhHOqMzm2yNtE15WtrC8TWyO5tqrv0UojtkH8NqDv9hLftKaUQ2pBnKc55t9Kh1gghyJO0ACEFzmATQy8IsEJw/uIFX3z2GZ988gmffvIJn3/+OZPLK8bj2xwfHyM5QuHtrMblWJMjnMVa325aa8LQ73aazWdIJTk+OmJxNIZ8hdYSkeRo4Rj2AnoyJMhD5mnMeDTAKMF8tWKVpKRxgtQBoY7IDWRxAmaFAiKhiXREag1C+s0HVkq/msACYYRSARiLsZY8840UBhE9rf2EnPGmAimldz4oFXESe42iAHQVhpjceE+FWpNZy2cf/Yhf/9d/xv/4Px3z537hF/iLf+Ev8HM/97OMhq8TKM24P2DpcqTwnYqU0pdn1x8im45gM/oQojBbiNJqKq+1ylzugGrde+oKs0n5vg6Aihdrh6ZJO6wCWpWnc1vtq+6bqd6X7bdVXtbWg2CTjEIIf6hODVj5uOtuYKr16hTWnWADsFblvS7HtsyuWAU/RXcqryrUA1q5L2vOV/f70w6i8rsO6+5pDVxZkpJmHiCVlGil0VJtOjKZG7QTWOewWU6SZoQ6YNDrERV20GQV8/T5Ez7+0Y/5wz/4Lp99+imL2QxnHWEYMuj1Obr/GoulQTiQOLw10n/AsgB66xzWGJI85+hozNNHnxEGISdHpwyHY5wTBDokCHtIU2huUqC0pCc1437IyvT9lkz8x7qMU19nt6u5GRzGCXIHcZoUqpz0RwOisDgy4zcvGFtsI8V3NEop8jwnz3OMNchNvjUa+5YX+FUVZl2oUqggIuz10EHEspdiViu++//+U773O7/L0dkpX/3qe/zKX//r/JW/8lcYhj3SPCNPE4QQ9AZ9QqWZr7wmLqRABwEAWZ4jnCAIAoSSXrPOc5xju8TuMEXnoHAQyJTzsSvWy/J52dCkCW60/lci00+58RvCK3OnUke7A4Q1NsMqnyZNsErnWvLsk79Ww6zhV6d5t9ZPFB83leG+2C6bAsiznDzNEMJ/iLJEu9ZYpJT0dIDBYDEgvIfSKIyYTq744z/9A374ww94+MUXTK8mOGuwuUFLyenxSTELb8iTlMVsThAOt1ryesRQLCkQa+26KDtJEnpRn3i2ROuAXn+ACiK0UIxGY3JrQRoPoEqA1hyPBuTCeuArvKY6kxcmi/VQeTtgthi/JMqaAlQdzoLD4hzkxeSbK+RVyvvQyrIcYzJwFoVDYbHGr3iQQhcfY/EhuWIPuPB21iAI0DrAWUsvDAkGQwJV+Ktylo8+/JCHn37GP/h7v8kv/dW/xNfe/zpvvfUWt+/cxhrLbDYDIeiFITrQfoJNS5aLJWmekTlX2HOFb3tr/DMW4eZd6QoQZdrdd9rVLoMq52nOe13rFZW0Oo2ufai+LbvKo06mZiDdX5+2MqphTSPcro370DrulrkF+33hlbhTaQO2NuBq418FwXK8P5ulfSh+SFxT2YfwuZZeV5fStXPrD79SV7xdNFvGBGGIdLBYLPj8yRM+/vhjHn3xkIvzC+bzOcvlgngZE4UhYTHr74qF7AC9fsRoPGSxyBHFdIsQxTIfJ4rDPiRCOLwNVxCvEobDMelyxuXVhNsnI87ObjK/fMb46JRFMsViMQ6cglBIhv2QXAz8ENg5XJ5hkwSLP8DEOIsV/lAMnMAJi3UCKWSxDdeD51ovBb9O1eLPN9CF/ytrMoTznUcgNQLnT7bSGnREZixZbjdDRyUlaK/hSiH8SoliqGowaKkItCoA2bfbcrHgu7//+3zwwz/j5s2bvPnO23zzG9/krbfeIowijLMYa8jyjHSRIZWiF4Y4HMZ6kAdHGCgvdy5rNa/qdRVwagFIiB0grKOthkabaTHrecgETvkdb6pHF9na7LjXx3j1eaoy19Gv22tfHdvAdJveXet9Je5U1vc/CX0deDbT7PLsAnz7QLhNji78/G9xv6Yp82P3g5BSeqd7FHaqwt2xln7yaXYx53y54PLykqdPnvD555/z+eefM72aAKCVQghBpDWBVgSq2PvP1r2fVoog0AhhoASqAgEShPXAZoXFnw5U2AGVptcf8vjpc4+TD5EAACAASURBVI77IbdPTolnE0bjE/JZTG4znLE44ZBK0g81TvT80trcYNIEk0RkRpAbQ+YsRjq/HGrzXjpUoTCv/zzwe5PEWkulGMrnJkc4g8TXOVQabI5DMRwNSUTAMkkxNiM3vlPRWiOFP3bQWYs1BikVSvpzEJSUSCHRxTIuWXzU08tLLs9f8OiLL/j04495/MmnPPjqV7n/xuucnJ0yHI0IowhhLVGvh9SKLMu8ucL5pW1KqVbgaZtIagwFSTsoXY+rS1vbeffxqdMeq9fleu0L++vaLE8VCPfSXOPWLEO5nfZp5PvCK3WnUi64LW2fsG0AWwbVJtpyfH3+Zrna6ll3vftb0FOZ4V8DLN5Ab4whCkKCIMA5t7ETusInvVKKLz/5lI8+/Igf//jHPHr0JXEcMxyOGA36AFjjNSYppT8STjq00t62h5/Nz7KMxSwBVAGmrtAKwa3lkhTLhzyMDYYj0mTFYDjm8ZPnhMJy8/h9RqMT+oMj4uEVqUmwSYKxFoGkrxVaar+nPjfYNMWlOUluWCUZicvJvaLoNddiIkJuJkwc1p/H5idPilZcPwFnjPc2ICSRUvTDkEBJbG4IwojbN854vszIjCPLDMa6jcnACo2x3q2Jw9ALInpRjyiKNhY3V4AhBdAM+32UVmR5zosnT/nkT/4UoyTvf+fbfPtnf5YHDx5w5+5djk6O6fV7SKcQ1nlTjlSEQYjFEccrtO4jhaoFobYh7DpcA7mWHVVtoVZDa9AKG8uuGdb7++Y8bXzWvHZp/fe9D3zryqjGC9xmompfHfeZFdrAthpe2SlVbdpfXd5mYGoGbiHEdggkrqdXZauTp46+qfxD47zttIbf5lcQhh5M0zghjmN6vR7D/oBUJjx//pwPP/yQDz/8kB/89m+jhGAwGHDr5IxeFJFmmbftAVGvh9Oa5XJJVthp17xVocVu5JJbDVVukET4BGf99ivr0SzqDVimCcZAukr48ssn/CDS/MWf+zZhNGB8NCbPE4zNMVmKEIZQavpRQKQU0lmEyRG5ZZVmKEAr4SefnJ+Iz50/6MUkDuucNyXY9YTW2lAhN7ZfC0RK0++FjPo9AgnYHCtChsM+t0+PebF6gXMWIQVB4CcDwzDAOkWWu2L2HrIsQ0lv05aiWJZVTBRK/CRToDXWWQKluHv7Dm++8SbT6ZSPP/oxP/yzH6CjkJPTU95+5x1+6S/8Mr/4i7/I2c2bDJQiN0UHCURB6N+KBi1on6baBixN2lnXPKIhvhxXDeUymuLbALUL4NZpoF1n7Kvp5U5jXx2rgNpW/33h38jsf1OPuA+YmzXL3cmqOp77wLpJnkN6x6a4HX7s1j/LMtI44fT0lCiKePb4Cd//wQ/44IMP+OSTT3jx4gXGGN6+fYc0jkmShNnlFWkUMR6PuXF2xmKxYLlY4JxjPB4D/gUxxpClKbHdrv0UQpR8VBWQJUTFlusQUqKUIE1zwrDPahajVcR0PuGP/vWf8LNff5/j0xtEcknuUjKXYxcGYSEIFP1+n37g18pKY5HGMotjcAaVCVJTTE4BqTXkRqKtwRgPqsZaMkOxd1/7pVbCD8uVUkRhwPGoT09rFBYlIAo1g36Ay1MmVxMWSYpUmijq0ev1EUpjc6/561AjhCIzhtFoxGg4JMsy4lVMGicYCf1+n16vR7JcogKF0po83XZk9+/cxQlIsowkTfjRj37En/zJn/Abv/EbvPHGG7z31ff42vvv85X33uPmzZsEvT6LON/YcX8aoQno1mmNwMF1C2GV1yHaWVN5/x97b9YsyZHd+f3cPSIy8y51q4AGupu9b+huqheSw2W4WJsomcn0IMnmSa8yPUhP0gfgN5GZJOPM6EFmkkyiZiRRFIfsHpJNDrvROxpAAbXv262738xY3F0PHh7hERkRGXnrFoBC4wBZNzPCw7dw//vxc46f05VfH7C2FUJdHOR69VhuZVedhtpwFnrmcCpdFVu6JmpgGcv1DtWnrf1f5/kxHPUqzrafM+54URVn4P5OkglKSq5evcrPf/5zrr17hb29PRaLBcYYptMpSimyk1Nn3L+xWflFPTo4JJ4kCCyTOKEwmsV8XhrBO2fVERHGK03KD5gWa4I7hmnwLKzjpnDAvEhTLu5c5PDxfU5P5hBb3nzzLf6z/+Q/Zpd9jk8OmJwkpIsUISxxJJnGEUYqTKHJp1MWaUphLPM4IzcWpERiKayza7TChZM2BrQ2FNoQGdCeS5XKAapUTCYJSghiFSGFJVaKzemUiztbKCwPHtwjy1MKrYmVIkkSJlNnHwsapSTJZEKcTMhzZ2h1cnKC1hqBYLYxY3M2RQhBnmYksTtoIIyb5JNkQpZnzOdzhBCoKGJrY5OsyBFT53v1/r373L5zh7/8q79iOp3y1a99jW9961v85m//U7Yv7CwBSt8WeEgOWkmee7jeoe16mHf1TKu8kIYAeTlPqnp1pR/DBbapDajtNgwpx/x1r/0f6vd12jgWa0dv/4c4wFVpoZ6/1d69/O64Jr+1p9IGh2m8EqO8ihCyt6whsO1ezWXwjC+hDaxup5ymGUJYJtMpSkmM1uRF5pyAKFlyhO4FKuW0v0kcI4ylSDPyLOPqzVv85PXXOT0+YX9vn/nRMSIvmBpT2o1KhHDemwpj6j5RzjipMLqqlFKqqqs1BlO2z1rr6mFchHtFzan6w+vWllFNjQVtUNYSRZJZIhFaoq0l3tohMpb9owN+dOsp/+ffv8l/9Duf4SUbsdARmY2RuGfjaYTONUkhmU4ls4UkzSxbsylRMmGeG1Jtya0gsoJMaWxcAKWM3BoX8iXPwBQoBZGCSFmUyLHWsDFRTGcz169JgkpiTk9Puf7oCQszQcQJajKFeBMrpqhYMlXuoISK4jI8NkgKEKCUH2qaNJ8DAmNK/wOukypGJ1LKvRs//gzESCIZl3a+BqENoigoFifcfOMyB3cf8g/f/Vs+8clP8sUvfomvfv2rfPaznyVOEvKiQJfvFyHIihxjneJPRRHglHxpnoGFKCr9JAin7Cu0Jl0snJgiSpCqPmRQh2xx49l6cQ+1Qb00uN/CXw+aG1wTNMHEZVXfp6yPZ3R82mVApzwk4K8vTUX8hA+B1JQK3D5ud+h7BR4EiFhWQVSIYpGiVBbjccbW7cN3itc7rKa1tP+rONWurXt5oWpP9VOIkjsKwLa81pU+ZOZFqy5D9RzLlTbrHt6rddNRpEAYrNUUhS5PhThP8lEkscZp2aWQKAFKCnSesf/4CXdu3eLRg0fcvXWLm9duoMrGOTd6OMW7tXiTdS1cBKXaxkgEAwE8999YuNqncnBplKhP1fiTLMbYkhMUKKmq+5EUSGHJ8hwRxchkxsKecGf3kP/v+6/zrS9eZGu2w0uvWiwRx0d7bE0SbJEx25whlaDQGYtFzHyh0BaUkQipEZlBWYkVEbHSFMY5PXHLqkFOIpSNEaYovW25SEpKKpJkRpRMkFHEdGOTKJmQZgU37j/g8DRFy01kNEVGU4RMsCJCSkmkSufd0gGqqoTKzlzLfTeVxQB49yzN8SKF9CHbqv5VjitwJ6yERMmIOHLOwbOTUx4en5BjeHDnDneuXePm5bf58te/xle+9lU+9sorTCYTLAJtCiJZypKVAMqTZDpH69yFuRaSvMjqcSkgThRFAcZqrHaALKXENuJr+blUg6DLIxADVNvterhZ6xmeGgBtkGPJBLpxV14dkg2HObS5vvqZZU68j7Pt48gbYB42pksEWa4Gjklzq0qzpPC5poJ8iM7FTnXV76pqHbXq4iiHyh2zZe/LtxeIV5Tv704mCWDIshyti4ojTRK39TZFXnGEVhuOTw7ZffyYd956mzff+CW3b9xE5wUvX3rJ5dsaKz2vfiW1B13f9so0RAIEYOM4gjzPA9AtfbJKSRQpFvM5b/ziF/zN97f4p7/9m+xsXURrQ7pI2dze5OTgKRsbGyRx7E5nLRaczhdoYxFGuANP1hIZC9IyUZJFYeuFCEsSR8ySCUqA0S5QobGGKIrZvrCDERJkzHRzE20Fjx/tcu3OXWKZVL5lZSWLHTeuzko+/7aZjz8R5xepixcucHx8wjtvv81bP/sZl378I/7gj/6Qb//Gb/Dqxz/OtDTJ2nnpkvOJC2RFRp7nFFpXSjQhBLnWTmQhXFDHJE5QUpPnLhQ4FoQSXjDd4Bz9b1+3oXb1bbu77pcX8Vr2vryH5u1Q3mPFBUNtXFWvVfm3+3EVPRft/1JauhnnVRzlugC+6vl2PRuAT8AxB89K4cyjlJTOSbC1xEISR0l5dFK6rb+1bMw2EMZycnLCw/v3efutt/jRD1/nzq3bREqxvbHJdDtBmLpfPFlBFcRxHeoD1PC6/+6PekITYL2Sy3+PyvP1Pv6VMYYnT55wdHTAf/8//c8ssoLf+Y1vszWb8uqvfY6jpw+5sPMy1uRMkgkvXbpEls6Znx6j8xRlDNIaYiy50YhYghE82T9CCmcRMUkS4jhCUZ6EimKYxAghEUqRZjmbFy7x2S98macHR7xx+TKv/+IXOL4yQpaOusNPOGGeVfnQRSF4+0XIn4jzoHp8eEQURbz68U9gsOzv7/O//6//G3/5l/+GL335S3zlK1/hy1/5Cv/eN7/BZGOGkBJrjePO44RkOkEIQZZlTC9cIC8K5vM5p6enGGNK5doGSpWRDIqiLT53dS1nod+mQ7dssk+zX+XXJfPtAdSxAD3Uv32a/7Hvc0y9VrWz6/4QrWWnug4104sGWPUB8Fmuja1Xu1y3hQq51RLYgjyl3yYKSSQlRZ6Vv0tuoCjASuJoytbWFreuXeWdy5d56823uHr1Kru7uyRxzKsvveyUH9qWp51sg0sNt1XPg7Isq7goD5R+4odg6oFhOp26s/dlDKetrS2SJCFNU/J9+Jf/y59x5eZd/vN/9s949dJL3Lx5i0sXL7I1jUmkJZ0fc3K0z34sWShDLC0Jhly4ECgqUggpeGnjpUqhBpAkiul0CtKB6HyRoS1sXrhIaiRf/9ZvcvnKdX7w059y5cZtpNrEyph5YZzvhFJZ5wG1es/PmXzfhhPRT8aXtjaxOFOtQmsuXdhhpwTHm1evcfmttzFYLr30En/wR3/Id77zHT7zuc8y29hAG0M6X5QewxSL01OMdYq6eGsLcJNfZxlGuHcaSeXCw3gwCODUturMSHBrPEMH4LDMDIwFzKHvq+rSp5irE9UVWyVOGMp/3QX5TDLV8G8bIJeAC/zev7eMMcA5Zis/pl6Na4CVtSy7rmYt+xFAkWXkqXbn6o3l6OiI2SRhe2sTpRR3bt/hz//Vv+bNn/7MRQzNC6Q2vLJziUi4AvLTheMihGAaT5q9Ub58I5bdB46hVdv/zc1NgDLcSlFt88N+cdv8qOK0pJRkWUaaptWWM45j5NbLqGyTH//8XR4++VP+2//qv+YzX/waRXFCPN1E2hzKgwqTScI0UUgpsFahS69TkZKIKEZrt2AJ5c7nC6mwQmEsTJKYjY0tNBHxbIvf/dZv8Wd//hf8+JdvcZpqZpuXWOQWK2K2Lm1ikOX5/hpY/ULh++S8AbaL8/J//bX56dyVLQVSKZLJBBk5V4RZMSXNc3daTBv+3//7/+Gv/+qv+PKXvsw3vvlNvvGtb/KFz3+eOI6Yn5yysb1FYTTpIsVg2djYQErJfL4oo+bK6mizk1R7VUxQ5442DGnZ+/quIfaglsGG99v5t8vsKn8ozdD39vtwi4ZrfR9nOtTGJe426M9V9Mza/3aDup4NfnSDblDGEJj2gWffva607fq4v00OFahUFcIKZtMpSaQ4PjhEInjpwgWMLrh78zbXrl7l7ctv8+D+A/KTE7TTHBAJgYoUcXkmP7MZGMehBlIGwGtO3ZeGjmEFda2gXdv+vPQ3Giqq+p4rigKgAqdQPGCtJbcRiwyEUTx8dMx/96f/gv/mv/wveGn7IkZKNqcbbM6m5NmCjc1t8jxnNnHAaoxz2SdLZ9InRymUflSTycSFho4nFBYKK8iNJNWCo3nG//DP/wX3d49Ic8i0QGtDPN1GTaYIoYiwDUD12+GQazxvYA0Vg57akzXy2q1yxdZ5QZEX1QSdRDFJFDFPU7Y3NpFKcf/uPR49fMg/fP/7fOKTn+R3fvd3+fa3v43dMEzjhOn2BK212zlgiaOYOIoptCZLU6T007o11jvQtU8p1AWGvVQqrdbZ/rcXJJ++ynIF+PWBafiMV+aO3f4PAbTzjDFu7DxX7X+QkPYauc72bAwn25d3H4B7shWw1quu9CBrQWAxRUFe2kDmacr1q1d4eO8+9+7e5cG9ezzZ3WUxn7OdTJBCOu9S2nlcsggQEiWEc5hsbeer8dxyox0re6aVRwegAhweHgJU239VOrcO+0drTZZlDeANo7T6/KYbM9JFgZAaKwRvv3uNP//L7/KHv/NtvvDpj7O1tUkcTdjceZmNCy9hEGxtToljd3orL3IEAikFOxclWe5c/EmpmG1us3nhIpkx7O4ds79/xIPdfa7evsuVG3eZG7BqClFCHE1RyYQonqABZW3VtlBZ9bwo7BPoH8cqkK8ab/bWSGpBuGCMLgS1i1SwmJ9ydHDI4cEB85NTrl+5yhe+8iU+9ZnP8OrHX+XCzo4LIZMXRDJy49dYdF6gJs4toYcC41lJxm3Tx4Bh2A/tbXbjXgetAsW+a+26tcvp41RX1aurD8bc66Mzh1MZ89sP7EoZNIab7fgdXuuryyrg7Usfbvk99AsrKk5VAjrLWCxSBIb7d+/zy1/8nNu3bnNydIjVBimFm9RlDtbijl1qd5pGKpebLFniYAyeC63a/nuZqldSeQ11G3i8cgpoiAFCoIrjTdKNHFPkKGWJ403+8rt/gzUZh4ev8ZUvfJpfe/UlNi6+wuziY2wUs7OzxTSJwFpn12udTW4UbbBY5CzSjEIb4ukUkWxwcnjM3cf73Lh7n+t37nH5+i0mkwsYNBrJNJkxmW5ipELICCUE0uqGvLgt43weFIpQura4IVlbOs0BnMMFwLpjutZaYqmcNy+jiaQgTqYgnOLryuXLvPGzn/Hlr3+NL37ly3zhi1/gi1/4IhdfukQSJ84UqLQ3bh7ObCpiCUAnrHdIqwC1K30Y5XUovz7wHBIFnOX9dYH2WG61Xb867fjyz3RMdQyANe4RcIStZ/q2+EN5jrk+9lnp7fWs51JLA34kwmpsoTFFwcnJCa//4B/5yQ9fxxSFcxYdxVjpNK4TFWNyt/VXpVs7v/2g9BWK9ZFRA46ys5bDwNu36ra/+wHz0ksvVZySl6t6rrRa+PzkLp0vezGA1yhrrYnjmCLXbG5ukacLTJHyqV/7DA/v3ubPv/s9/u773+effPsb/Aff+QN++7e+iUm2UVsRyYUdphtThICoyNGmAGvJUognEbEQ5IXm4PCEN9+9yVtvX+HK9Zs83NvjJM0wIkbnlu2LH0NGE6xQWOmcx1icw2hTpIPjqGuiDNHQRO7k1nruuVNb5biS0oGoN1dTkrhUqs3nc2azKeAWwayUe8dxzM7mNjub29y/e49bN2/y72YzPve5z/Hv//Ef81v/5LeIhHL+WxEkUYxCUFgXnytgUp07xXJBMz11HiPXDJ8Z4vq6gKuvH/vud4knzsJZrgPeY8oZojN7qer63b6+dL+Vpo9j6it3KO+ueozqAKmYTiacHB+T5wXbW1voImMSK54+esqVd97hnctvc/O6M9iPlXTG5cY4+aD1nWjBem/vwl8JW4JzxOSPabKUxkJ1XQa7xFVt8YCXpmm1ZffX/Fbec6ouFpQDzjYIh2nDNFEUVR61JBHCCqZKoXXM6WLBdOsC4kRwmp3wvR/8mL99/XUuzDZ47atf4te/+hof/0TKK698jJdfvsTOzitoXbC7u8vhwSmPntzjzt17XL92k6vXr/P4cK/sk5g4njLZvISMImQyIUrc6SxROpfW2pIXBdliThK7dvsFwHPWbVGAt2hYxVV2UfsZ39dD5KLFlvnSoYg0FmsdeJpCg3VjUiWyHhslJzhREZGUZIuUn/30p/zspz/lN37zN/njP/4Pee2rr7Fz6RIWUCrm9PCAycbMHQEutAuNc/Ei+4cHLvJEIGdvc6ShDHoMCVGP1SFxQduGNyyjC2DD54eAf7k+HgytY2Q62thO35dHvaMdL0p638KpjAW9rrTrPDtE1lrSk1OK0wVbW1vImWBv9wkP7z/gyjvvcvP6deanJ+g8R5XyVS8i8KDnP+8XhStqGFPMb3/Pm9LFHCWc3W4URcTRJlHsttvMI9IsodAZeyn89J07/PitG6Q6w2JRShIrF3Yky1IiMUVrQ64LCm8zyyZSJkRxgolidBwjkglWSjQKq0EY4+TeFmIBKFnFiBpaoD/IJKGUwXeTC4cj0MbJX1+6sMNkOuX29Rv86bX/kVc/8Qm++KUv8vVf/3W++trX+fTnPsvx6Ql2IslzF512Pp+jhORw/4B4klSinheBzsQ1tmS9zzIfzl37v1RAz8AdM5jHDvo+Trhd1qq8huophGB7NmOSJOzt7XHl3Xf50Q9f5+mTJ0ySmPnJKelijgSmSVKLCKyXVpX5BXm3u73r99CrWfcAgO8jz535geON9s8bYIzOcA6dIyckUZKIBDMFIyUiSciyjHm6wJoIZIyVU4x1IVIWhcWkGpsLBBrHwccujlSSEMUxKk5QKiqtBCRSRWUEU+tk1OWLcEeBHaDaYNcT9ktIXYqW503WjpyKof7KLo8Da2FzNiMrcubzOTorKMjQumCeZty5eYunu7tcu3qNX3z2Df7oO9/h81/8ArPNLWIVoZWmyHKiJGY2m1U7IlgfcJblkOOcsoy9t075g/Wy9WGHs8hlIeBqvShvBI3S/g/JqrquLQ3oYEvcVcZYTnTV9T7RxFA5szghz3Iu//JNXv/hD7l79y7p/JSLOztESjkP89a60NDWi0ObMlHf77ZHEurkqOV362ZP1yv2T6877aWUFEVBkiSVLLSLex1DQ31nrUVJdwbaYjDGhaO2GKxUqGTqZHoTQ7xpyqijTp5eaKf5L7IMazNQEZPZJkJIZ1MpBUIqlIqRcYSSUbB1B3eg3R1nFVh8CBghcO+mQ7w0tr3hXxi/7R1Do03kypcfigraLdB5jhSCjanj8AvjjrFub2ygben/9s4ddnf3KLTmP925wMekc8SCcc7QjTVlLK1h5dOQhn2pf1ocYfuZ9nPLoNydvn2tq25D23oox2qHIqorny46CyCfKfDfutxmcGHpftf33uc76tF+fiznWqXThoPdp1y9/A43rl5jkiRsJBOEsURKoqLYnU+3tkZPgkG/xIksl9+eWIOc6mDte57paPu6YNp+vo8i5WV91imcoIzPKkAqpHTxoGKp3MEBa5AyQlmLLHKEjBHJ1HGkqpJGO3AWAhdZVWKExNraYsJp9IXz1+oMhZwi0WqssajYgWrfOBhSlDxP7tV2OXjoIDF8G3D2xu7MfwyRYJGlWAFxnGAsLPKM03TByfEJP/7Rj/jGN79JkkzY2r6AxZbhvAsS6axRusATusG2DT4NgPLGWz0AHebZzqNdxlA5Ybp1FGh95faBe3dfdN7upDPHqArvrxycHVzEKoBexf12PT9Un85ngcXRMfdv3+Fo74BYCC5ubxGVgGC1dhxSA1BtBaj1lfLUjlAMT4vnR6v6cJ18wv5bGpxKIKwtfXa4+8aWQfss1UkeneekiwwrBdNpzCSOmSYT7MwSxRGbGxs8fnQPrQ1CSISUIBVWSApr0LpwZkJCMJk4H7RKKWIpXZhtq7EailyjtSES7sTSuv3UNS7Ok1MNxT19b6MaS+0ErWpEwoXOMYUT9UwSF7bFGIvBOv8Sm1tMNzZ558q7vP7DH/KxV15la/sCAsHGbINFunAccXmScIhT9d9hGNTC7f86i9k4U6ZujnZUvYSbqavKGaK+dg3RWieq1uVQ1+VUV60aXc+0vw8B/FJ6a0lkxJ3rN5HGsLO5xd7jXS5cuECkFNbq0sGFRRdFo/o2gFRPGluZjrUZlKpcmnNnaKKNId9v/lhmqGE9y9a/63tIxtbeq5wvPFGFIckK7y9AEMcJcjZDKcV0mjgZr9bOy/485zTPmUnKkxaOSzXCcaUFkQtgaJ1q0JVXhoVWztk1VpRhrAsspvJS5dvuaUjL/J5wqu3vraI8oPrx0liwWyKBaTJBG02aZS7sS5Iw2ZiBcvG00iIjN5pJMmU2m/F3f/d3/N7v/wGvffWrZHlOpBRbW1su+oR2bhfXBa2u+12cX/hMH6h1/e6qxyoQ7OeGQ9Zndfq+ss6VU12H1tl+jwXnvvTPMgnaIP+xS5e4evkd7ty5TZLEXNjY5NL2BR48eIC1mu3tbSKlMBStnHpkp63vXTVdxbmsSx5AvbIKODclVdj/1lpQPuCVrEOe2HLrrZwJl0AQK0WWWXSRkh6lSGGrwxSTSDFJBJlxIKyNRTtP3BAlTJIZUTxBRQkWweligZR1HbQ1YAORAwIpa69UYybiB44EvRPXAlbA0dERcRQxm06Rm8opBI9PECoC5Th5pOD4+JiPv/Iqt95+i8PdJ5ycnhLHMYv5nLwMFmn9scH3qnnP8E7aQDv+QdyitAaH2lfWuWn/+yblKm6x44FRlRkrbgi/j+JIB+5nWc5sNsVay2KxII5jnjx5AsDOzkWyLCXLMpTq4fqC7E2LBW37Ci/D3vsDXENZjSLfDq11paQKB5BSqnKGch4khCBOkkoa4k4DGcCFc0m8P1Pr6hSpCVYrF0rahTR1Xrp0Tn6aszmNsEgKbcmMJTegrcbmKXnp3xUVEcf1MNXaIKyBUgkmoxhhrTOuHzH5xu6CzouMFxfZ7vdbyeZLLn1pXIg6YZIkCGvd+f5CISN33HiR5RQL7cafUkymM9cWKbl1+w5ffviQr7z2Gkopdvf32NzcZFGGn/Ht7ttGD13z11dp/88ifePj7QAAIABJREFUYhhLg/WyTnw0JH8dUsA16iU4H+1/ZXch/Pfg4wegDQezaPznR4RAVCGRe4tqyS1WiRy6tiWiHJi1uYjFaZfddl2VGmYEZZC8nKN0wfHRseOu4gnWOGN3FSuKTCNwYTRcPJiwBst1kjgNdVeKqo6t76toQHpSlSWEc1bivEFZ6kHuZL2mkTaooQiGia3DXdQA4E+AgYic3wJtXAbOVMgblpXeoGztFcrosi+EwEqFE+LZqn5YWJQT0iiwEoR1R32tH1/CgtUIYyuFoPDv3drKbhjhTgiJVoC9rknSNXm6HKN0UVuUMIYkqt6ZeKVmqNy0dR8PMkJWlHslBxZSO2WdC4brIjgIQEjJJIpZZBlqNuP6zRvcvnOLr3/j10mzDKsg1Vl1oqqXM2sNtiFtvfTbY+G4OR9lwDohu6811esJ2iloqCscboi6Q5p1ajwV3A/raglfj+9bW5bj37T1O4PWDsH6tGV6/92XOoZWbP89cPoWBZ9qtgmqmFFVsYIQYBt3egCyi/PsAtl2+uUqBy8dEFKUHBVO3ilFdc9gOT4+Zn46d6AaxWAFkXKnibIsK0M+u631Ku5fWt2qSlDHoM7ScyWD1DWYmr/9YPBg6rkGn8ZdK8OyULe7S85tjak01dahZp3OL25AUfhhWS+Yri4W3Qc6/qx7i7Lqfv2nncxax+HSvifa6ZocUR/XEX63tj5t06Zz4+7L/2xjBtczOQSU9pNt0n6x83XTHtQUKB8i3YXezrMclSQ8evyYh48eUZiCrMhACjKdI2xzPrXb3DfHusyRBPV48202rQbZLk7dLl+v5ZdddfJpoAmmdilNdVXU4BhCV/t1+PQhkIa2vOvon8/ivhM4w6BbY9u1jsy1nUcI4X2yWP/yJ5NJ5e8ypPZECyff0Od5UVf9ziu/F0722EPnA4HPl87zPfY9aaEKjSOE4PT0hIP9fY6Pj53svUy0jqht5fWuSyPFc+vWoQsr1s33edMoUA076CyNqPjbc+rodn0a+dpmOill1cg2qG5ubvJ0b686Dz4EkqNA9RzxyW+f+jivdSdk30JxlrxWUVt00/d5r/N6v6iv37t+r8hpYOx5sYoz8ndhVQTp4RFPHzzg8cNH9TyR3bvCVX3Zt3Pse2IMs9SFJ0tzuifvvvSrcKYvfR/5XdpYGs2prrVyPUN+XenWnjjVrrV+ToJzESdE9T2JIh48uD+ozAkD5b23dH5A9+HgRT9cdKaFrL21bd3yC7Exhsg7cslz9h495vr160ySBIlgGidOT1DSmLk1Ns06ONF5bSDfZ8GaderfmX6NsgdBtY8zPVMDO1aPoVVj7KrWmSfO+YRAOKVLeD/IO01T7t2rQdUPdA+kIWc76rNej4ymkKN8VlHDeYsSPjD0AWVWh3YDz9r3TbWoI1EyrC78NVgh2T844Ma161XsrlhFqJavhEYePTvB8Fr79xBOrOJYG/dHYExf+X116Hp+sA4918aC+5nDqfRVZFU+fc8NguSIe03grBUr3m5SILDGIFVEpCKKIufo8IjHjx8tcaJdMscxE+CMC2kndZmbhG3sUi6sysun78r7eYgA1qnXs+b1Qab2oti+BmfvL0ETWC1gtUZGzrRNxDFHi0Xp02LROBDSHgttJVSXsq+dvn3f17N9f2jsNsZ269m+8Rp+76tj2Dtd5bfzHPpN20xggM6kqOoDs7PkMQSSveDq2M3BenkyxqBwW36rDRKIpUJaweHePk+f7lVcaXvw972495LOLn8bl99H9Jyp7OLz4FRDc59W9o08C60rV4EyisjSlKcPH3J8eEgkZBVvzFN7Lq9ioJbn6DDXN4YLHFfO8LPLz61X1tDv8Nqq8tfa/ndVZCyN5VJH5ytobPm66mWtxWhdylGFA1ULkVJI4GB/n8ODg8Et8eit/3MEqOe5Zf8IWJ8vWc55EeuYGt4qyN/SeYEuCqSASEpsnnO6t8/+3j5KSoosX8khrwVoXZcGAGiVOGCdevWV07cwdC0cQ3hzFqbxzCZVZ6nEWUC483q9BJVnElpbEesM2KXFRTANthZAJU86OjxkPp93bv/7OIs+wO1K075/nrLR94K62vJ+lj28oA338/Pg+McutGPKWi+vOr8wLAplOl0UFFleisAEQlt0mrK/+xQlJDrPq5AubRo7f5vitnHUV94Qp7wuqK3DAXsaej9nGSfnAqpCNMNWhFE7pSw9EK2R1+BqJJovsS0rsdaZNhmtscZwYXubOIoQOIcUwkI6X2AKzY1r13n55ZcrD+jW1iFF/HcApRRJklTXwjr6NJPJBAa4knUmWNiuMduS503hxJZy+Z10cQxa6+rjFX9h347th/DZdh7NOq42QesLz72K6xnTL2fZwaz7Hn2MMWMtURIjhGBvb6+ae4XW6DwHcJwqLmZVNJtxYi3/9nvfY3M6I4nihvZ/DHWNx2pHuGY+Xf28SvTQVW77nmwp3/pAup3fugvZKjoXhyrrbO3PobQy3+FUMuxkC9a4WJxY5/+xSDMe3rs/ulRr+/0vhi+n/bsN+l2rZFf/2bbVwqot2HtIq8pfd+FY55nzpq62vJd1WetdlrsyPw69Y3KgOiYc5hdHEabIsVqTnRbcu3vPhSs3BiIfL3hc/drjP7w/xtVI37temlMd86wrfXvOdZXXV+fnTee+/X8vaMmUJBhsfqgIKV3UyJJbQjvv/RjrBtnCeUmHblCD/m16yMV2vdx1t5pjuNi+/H/V6FkXlGfhLJ+13LD8s+UB/pilMYYsy9wOydaKVSldhFYspc8Ki9WGPE25f+cOe7u7zqnNudIHZ8E/C42r8/h2vZCgWp3fDTujlNT7sw/+X104z/ACpw1VpXfedLHgaPcp/sjeEKDaYNAKITq3oH3b/fbvITlfX7ntOrW/f5hp1XbxA08rRBLrfGpWwlbMQpIkTU9ooozyai3WWOfYxslGOD044Kkf88/BsHeMPPODTOc11l5IUHWMaa2sqjjNUuBad4J1XGopB1XKuUoTwOnJCXo+h0Ae7KkP4HxntznVGmjHKapCGsOBrgLsXzXqkpGNpWeVg65LFQyewzv0TxjrzKaMMdX2H+r+UEo5cVeeo8uYZUpKbJrx5MmT0vHKGRrTR6L/nQyJBj9I1Ce6PEu937cQ1c9G3QJrAKyonKpYU04SKYikIo5iYqVI53N2d3chipYAtb2db8tzPKhaa8u4SbIC1baiqk+eOlZG1JYrrZLPfpip3dYXqe1DoqF1SOB92LqQKsimckaU/KdXvKZpSpHnCAFxFJOlKQ/v3S9dO55f/wmovJ/1je0PMiOwqp5O1js+vxeTUxX9K6DwCfzvEliVUqjy+snJCdeuXGVj+8KoydknWO8qf528njXdB3mgPk96kQD2PN+Rb2dRFKRpWlmkCJz8VPqxadx4z/LcRVA1FqSE2Yx3Ll8mz/NzP1LdpZF/EalPBLAOvZCg2qZG42upgOMkRbl6l9xkmqY8fbLLW2+9xdbW1pKJEHRvEUNfAKFpjy//LHLW8NoYJdWvihy1TUOyurMsau+HosqX3fV9NEnncF1rTVbkTCYT541KSnegpYynluc5cRy7yW0sOi8o0oxYRfzyl7/k9PT0fJVV5/h+3i86T3nwCw2qjdWx2vzUMlcphLORLcev1poszTg+POTx3bvEcYwQsvflr5poy0BcP9fOYwydd7oPI70ok7RN5/LOhNtoe3vVKIqcMyBAyFq2X4GqdPHErC7QWQrWcvjoEdlica6e10bpzj+g72008K9R/bWjqbYr0rUV666kaH13HylFda35nGh9wlxK+LTBLW9qAlhcyF5hIY4lComVbgVJs1OOTg5AWbL0lNjK2n+4pVXNsjQpQUkKo5FSoeKYPM/IdIEVgjiOy6igkTvhUgKsn0hlwFCnFBOiqa3FN6T13oJ0okqx3KMNAO9IA1SRVkOu28uQVkVcXeK226VYf00Ev7vILz7tvFbV3y9KAiEC+13hnq9lg7ZZO9H4U4ptwBhdJ2ikCbevI0RootmWsEXBP1gCnxK9mdkyVLcod06yroNXfuJMAW15QjCKIvIiJ44TtNHkeY4xGqME2sI8S8mtQUYKaw06z5zFQJbzdHeX2Sc/RjyNwDjOVinlHA3lRaV4ctHZrZ+pQX/7QOQE77u/dUOyyj5ZZsistNMNpW/qJuqZMyS2W7XguWf7ZuEyrRX4r8/UoOtv+AmasnQ/BNM67z5QLtN7QXuQrNKyllE7rTEIIIlKQJHu+unimIOjfaJpTJqeMo02ljjetk8BodypsDzPiZVCxRFZkTvLAiFQceRkVuUEMtaLAlweRriQJ1JITOncpa63qcy6GpgevvSO3vDXexfQ4PlIqYbIwnMpobJrSFHWpNaR3gD6q+QWROPETnNhrJ8d4JY8RldVsCWg+ttN1HTHNTuUd43f4ZJQA7JtJVsFEu06unqGOdffzdJK3fVsGfobgUBVC7Ao82ovhlJK4jgmy3Mm0ym50SyKzPlRjSKsFCzSlMJod6rRKopCoMv3/vDBQ17+ymeJtiZYadG2QEnpALjIy0WrubIIBNjAzF/UjM3gewyb3Ho3baAMuyUUrfm/XenpSV9erRbhPsXu2B2EcJmPSvtCb/+HSCCqCJuLxQJbaIqi4ODggCdPHmO0rrSkq8gP6j4FSc0Fdj5Nc4IOy+/Gmvyss53sW9W7yut7/oMvz+2WO5+lzusqCZ9ZVlrSGBFUCKxSyobv37ZlSjU+wcljyzzu3b3LyclJqcRyQCyEaEbj7TnS+xGtpg8vqJbbqKIosNaFn8ZaHj18xPWr11FSjT7/3ObuoMm1d8mnwolgm5jaSrecfiytA8BdwBouCmEbmnV/MSfWe9GGPgA/yyLUxXm1P+FuQ0rpRAB53gBVP969/w1w4isZlZvSyYRfvvlmFbNKa42SCmGdvwyv7PIhhlYdZn0xR8fzpQ8vqJYyOK0108mEonSwsvfkMffu3C6NpscrhkJONeQEwm1ZyIXWzzbzeD8GYdsyYUgw/6KC6IeJQnAORTahgxrvxd/7Rg0XeP+8T+PFBVJK4iTh8uXL5GnGJE7KE4b1O/fcr9a6MkEcpA+m/ul9pRfU+J9OeSrUq4TFgnVG/wAb0yn7e3sc7h9AoVeuwCH5QR16s/KD1Q9At8KPyqyRToha7uPzru+dz4gd2v6HHGpbafUicas2UA61xRvhtnh8fsNpn8f2v52/B0gPpH677rlQr+1v75r8gu/fZ5hXFEXMDw7QWea8WKmItAzFLgBV6iwoGQfPsX5E4+mFBdW2ciEkJ0B3gzuKY4o0ZXO6wS9v3WJvb59kOsUag1Ljmu8nZBTV6dsD2U3e5Weo6llqH4VogHl5qcFthHmcB4V5d8lT+545zzq8l9RemLr69rzLaf+uv48rt60E7tr2F+WR06g8Cdh+R23XikK4I6uh6EopBUKw+2SXk+Njtre33SC0TWXR8/AN8KtCL+T2f+U0D3RDzjTEDbLr16+zv7/PbLax9lG99va/C1T7QGoYl5qyv+ehEOqTqbbvt8t/oQB1Rd+ty6WuI59u5/+s/dZ+B/7j5aXh1t9TO+qvD2bp/RpDLQ5IZjNu37nD48ePK4WXtbaaJ95t5gv1/j9A9EKCqidLAz8bEOk1/0VRoJTi+OCQm9euc7C/z2wyIVaRcwU4Yty0FTnQpfkfnlT1tXGg+TyB9Swc8fMC/POivlo9j635UL5nLWOV5t+DKtRimnCr37YC8Jr8ylF8+R3gwsWLXLlyhds3byGsJY4i54Cl0O6Iq1REUjr/Am3jFV83em/9ytOHAlQ9hdaQ3p9qOp+zMZny6OFDDh4+JD06AlwUAMx6iir/HZq2tmtNpLbi6j0YlUP1OwtXOgZgm4DQzw2ven5Mvbu24V3c3lnatA6n2rfjGMP1ruKwrTGgNcI2laSewgMd/jdQgSpQcZ8XL17k1vUb3LtzBwwkUYywLlqAB+ox8lQLVTDC86ShReqDuqiH9ELLVIfIFAUCwcULOygkP/nxjymEZLa1jcI5r46jaNSI8FuoNE3d9igYpHEcA84jUBQ1ZXe1HLOskzEgSjOVlgyNjmvnNYBCBVSYpxCich3XxY236za6TkuHTyz9BzrWb2MnEPVIctog+Kyy1VV5tcvTRjcq1/XOfd97m1GgUkoppdBac7S7y8bODpPZrHo2jmPy0mmKEKI8di0qZytaa3fOv6yPFx/cu3ePi596lWkyYf/pU7a3t3lp5yKHh8cUWnM6n2OsJUmm/f2wXreNpq6FsG298kEH1hcOVC1UY7RvegjcKaJIKueRxwpu3brtbFW1Js9ypBDEUlGMwYgzaI/rZ12t/aPLmunhcs+D+vJpn1YZ89xQH9TAO7Je7qHR+a7M7xzz6qIx3O7Qta6jkn5cdS2mfjuvta608W1XlX1ld73T8PfJ8THz0zlGG3RRsDidc3p6ipSSSTJBRRFYQa6dyKEWXjnutM50sEt+JemF3v53kqVyhaakRBcFhwcHPLr/wIWoRrhtTqGx3iv6ORa+vK1rcS9Lq23/tu88Px/R+rRKfNAnLmjfG9ry++8eMP31UONfFAUWkEEwzb58xzpKmR8e8fDuXR7cu0cSxRRFQSTd+f84ioikO97dJWP7aDQN04cPVEuy1mkzsfDgwQNOjo9RQhKpyJ0eKTTFOfuVDAG0+Qnq1K6jbf/+CASfJ627EHWBZvsddf1epzyoRT8hoHpQ1VpDEKG4rST11LYAGKIiTbl76zbvvP12qZCyTCcTkjh2Tn+McaFY+vqRZbz9iBx9aEG1OhUiJdeuXQNcdMkkioiUQlhbhZo4L+rnRILrIyZlO6+PuNT3h4a2z/53H5iG90Musut7CKztcNx57hz3iChClfap0A+gY9+3kIoH9+7x85/8lEcPHyKFYJokziGLcQcOxEdj50z0QoPq0Cv396RSvPnGL5lNa6F7HEXEpcz1PE2c+4Gtn8Npt+IjIHy+dJbFqG/LHt7vyr+rvDawhh9/zZ+gCjnVqAS8EFS9dv4sys3JbEaxWHDj7bf53ne/SyQVuty9YS1KrHYL+RF10wvZa1bUwvK+IaRKk6rDvX2uXr2KRJCnGXmWIxBEccxsNhvtzmtUvXoGdGPSLd37aNv/ItIqLja83r+DqdN4UPUy1BBYAabTacPZidfkW1s7TwnlsqtIa4NBsPt0j3/1f/wZ+/v7Dqjzohqki8Vi3W75iHhBQbWibjedYF3DsjTl3XfeIcsyijx3fk6N03bqvDg37XpYcNfWv63A+gg8Xxwas73vux+mGfqEHGnoNMVaW4U9SZKkAlUPtpUnqUDeOhpUixyUIppMyA8P+Yu/+AunrKpMunTpC7aDBP1z7yN6wUG1hwRgjGV+OufmrVvOZs9o4ihGlnZ/DmiLc9b+O2pyJWcr4iOZ6vtPZ+m7pUV1pCjBA2kIqCF5sAtFBNbWx6W9A5WxoBpHEXEcuygWUvJv/vX/xenpaXnqyjECG4FN7Ec0ngbtVEMBet/vPtu7JRK1oXd42zsT8ctezTy2l8GWXQfWhTYR0nGfpdNpAaVdH5yennLl3XdJohhpQUUKacEai4wiRBXnZHUfhO1uX699WxZoXVT90paBCeE8ABnj7FMFuFgrtD/t9j4b2cH8XF+W/HRpbG6wNjwCaTGlF/kOXqz8E3iFt7T6dcii2HakaY+rhs1EdxuDrbD3M+qPa7bNlfqer394586tercfDepYb0p8PwiwFiEkshFvwDv8CfzXYrGmQFsBaARezqrBFETxhCgSFRcbgqkH2bAN4Zhrt89fEwikBZBEUcL9m7d56623+Oa3v00ymyIi53jFFKY8NVW/K+EXC3AerXrexZAc+llpSJRSXx+Wd6+6HuYH4xnzUcb/faDZ5QGoDbxBLnQBhjH+eXe/DsOxNIIbWQkgkm7LY4rCCdilQgKFNuSF5ujwkJs3b7KZTJ1LMynBWIQURFGCiiPEgNlIm/o8PPmtl9PUFpUrQKUkQkiMCV+ajz9kK5CVHtz9BxzgjwDWcSIM2wCI5jtz/W5LKJBKoY3BGBsETtRoY5xBeMsTV6OM6mdbydG9V+xeTMGHbKnHmmne62iy3yb7M+7+nLx3LOI/bQBabge4eEQjFlvr2ubbUb/jgOno9Eoetsf9tlZjtEFgEMJgbeG26KYgiqYoaUhTjTb1mPNltI+TVs6phWhwvSF4KCPd6T4BkVAUUvG3f/M3vPqpX+PXPvMpUIpCF2jpn3X9Lqx1oGrqEWWsrABslYjkeVEXMI4VzfTlE/bb0nscoBdy+x9OjPCMs2u8IElcYL7d3d3G9irEdWPMyMg63dT1wlZ5b2+nHxps5zkQLcsDqP3dg44HoVB+Z62t+revfu+3kMFzqUDlRMcHtPP3/d9Vky1MNyRSaX9vP9uV31L+QRqvfApDmlDueIwxbuEbUa+hdvn3HMdRdb6/KAqi7W2+//d/z507tzk6PqYocmRPuKFyLVmb+vplVZ1fNHrxQLWa6A4odeHkokpIRLmtniYTTo6OuX79evUi/VlqSgZjHUPpcdVqugP0gLTaLeB7IP8cmW3oSX4prEbpkLu/jPd/QnjO1oOqFwmFi8MYOut7WAUa5ZX2Q9XY8X0P5RbbGFCKOI7LsbS6Xn2g7ynk2os8I89SNjY23CnD/X3+9q+/y63rN1DlEe/KQdHoXviIXriz/wDaGiLchLdCIKOo3PLpykfq3t4eN65dr2Q+blIZEM0jfo7Gy1VhWabsKTyX3bY97BrobZ8CTdHKWXpmNTU4oRaH7Se2lwX7Nng5pd9Sd8uW1/TWxRB4tbmX1TLVsO/8YuA517bssav8Zl1Wd36bQx3iWpe/2+Z36t2UExk5eSy2jpzqdlpqZd2GOL9QXLdYLCiyvBT9Wkyew2TC69//ez77+c/x6c99ltnmZp3XqF4ZX68PI4fq6cXjVEuygDamCrsbUrpI2Xv6lCelE14BiLYjCi9fO8P77JtAbS9T7bhCQ9vIMF8PJKu2eqM5L5bL6xvkQ1xOXx+43933n7XuY6lytFyCRpZlJEnS2EF0KW76uMsxde96b30g25e2/QktAARO6++999uRg7VrAQk5VCGEM5eSTuZ/cniIShKIInSa8u7bb/PWm28ym05LZ+5OIeU/Z6VVYPphAdcXElSFEKWc0Nmduv18qVixcHJ0xOHePunJKbGKkLhYVVLIipMV0sVBH/sau8CgPVEaYYGDSTJ2gjY/59Vby+3o+u5/93l66gIk/z3kJpc5y+G6rO6b1rWexabN9XsRQNimIRdyay9Uo9/j6nfu6+bb4EGV9qkmO07W2ydyCkE1jmNUpDC+PH9kWylu3bjJ22/8kmyR1oBK2z6j/qxLff31YaEXFlRLi5WKjNfyWsvh/gGH+/vYoiCOIoRwdnlSOo1nvVqfTabaB0xd1gEhsIbphyZimcOoCXQe9Q8/oYIqbJNXYPXl02xbO99+EFpd1/aF7nR9wNnnfGRocRlLZwXUxjPUO5pKTOE51dKov047XqbaBaj+rxCCyWSCktLNG6Wwaeosb5Ti6eMn3HjnXe7duVNzp10IuuYBgKF38GGiFw9UhXBaSdt8y1prFBIs7O/tcXRwhBDSgaoVVYheyqeeNVJk14DocjLdPt8dPtsHLh6IzlKH7oTjtlreKXIIqqHCqs/ZdVnEcAXeA/J931ZUQX9fDV1fZ0EbA9hdixnl34ZSrfSfSmlfe14K1ZBTjaLIHeXGVpFUoyhCGANZxu79+/zjP/w7ZMCleq71PKmzT15wOhdQbXNh7Xtn3Sb0kayAqzxJAlhjnEd9azk5OmY+n6OUIi6dpiRRCaoll6sCc5GzcoRd4NjmjFaBWR+3M7Zeo7iiNTgcD5yhs462PLIng4F6nZ1THdNn/lqo/feKtfYicZby+tJ01WHoPZapevOrgu2VoCqCoHxuXIkz92Gb0jzDKkk0nZKfnrDziU84H8N5AULw+Okef/u9fwvWVsDqV/qGGGDFAnMWGsPNjp2bZ72//MB4UcW5af/DQe1/exLBv2PygaY2NySvdDLGMJvNkMBikaKzjImIyNIFb/z859y9dYsLm9vkaQYW5vM5ohQOCSDTBdEkgRF6zbEvzxjDdDplcXpKOp8z29ysuIKiKKrQF3EcVwcGuvxjenmaXztC7reLE15FQi2vnV2HBqSUjTDIvk3+t+dkw7p2A4tBNcpc3cd95NzfZcxmM3dSqkjRRW32FcqxsyyrQt4URUGSJGRZ1giQN7Yf/EKwqm51m4dBtqtcL8YSNgg7bZzjdBXHTGczptNp1Z5CG6xtHkv19Q1PWHXtwNr1WCwW7qBEHKMuXaqYkOjCDkWWotOM04cPuXH1Gq99/WvkuiDTOQaQyokNrLVkRU4kEwTNE2tnBf2KCRtg1JbSh/OGEENgyCplnTq6dOPSPjeTqjbn5q+NdWLSl9ZaS2F0U/ZnLbPJFF0UpIsFeZphCoOMwTtXEbY8ASII7JVEufie85ajPBnlJ7Ovt++TUF7ZNeG7ZJd9ZlCjyNolG62hwdRe0Lo4wiE6T3OwMK+Q6/X1bC9IfWPGp6/z7a+kcyQilvq8WY/mtW4zs+Vn2+3pq0W7be5LM02bkfHX2gtfuy7WWmSkKpmtL8967ngyRccJRRzz3b/+az7/hS+QbEzR1lCU/l2RAhVHTOMIk1usOX8Z6Vhg7Xrm/aS1zv77a207zVUTzbqZ0Ju2fW0oP4szpVIqwtraO/lkMiHLTzncPyBbpK48Wx6tb2fQe9Syn9YBMSElIjDxaWtj/Xn0cOKEv921ZZvKMy9QnN3GcAhQOncSYk3txQhqtrMbSNpA27T5XTfG2DiA7Foww3Rd5fp3W80hwNqAw/ILYDA2qvHTOApMda8pIqhPF7a557AeXhS2tGCXu5HJdEqUxPzspz/j8OCAlycx1lis1mhwETTBAGiZAAAgAElEQVRK95q20JWIqWu8tGlVmqFnnhU0+3YUQ+nXpTNxqu1B0x7A6+QRPtPOt+sewvkLwFrcHydLjaIIqyIeP3xEOl/UdnVVGUHZwbcxfbZum7wrtj5zqsr5SyvfcDtrMb190McV9db/DIb57bxXD/T1gbS/TkPbNfe9zcmFirW2wjB8fp3FcdXi0Sfuaj+7/HzAVVvbBKTW4tB43j
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