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581 lines
562 KiB
581 lines
562 KiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Bird Species Identifier - Binary Decision Tree Model"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Species\n",
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"__MASKED BOBBY__: species 1 \n",
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"__CRESTED COUA__: species 2"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Etape 1: chargée les données\n",
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"\n",
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"Pour commencer on va charger les images de deux especes de oiseau, qu'on va utiliser pour entrainer notre model."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"./database\n"
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]
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}
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],
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"source": [
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"# A CHANGER EN FONCTION DE VOTRE SYSTEME D'EXPLOITATION\n",
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"\n",
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"# Linux/Macos \n",
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"DATABASE_PATH = \"./database\"\n",
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"# Windows\n",
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"# DATABASE_PATH = \"..\\\\database\"\n",
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"\n",
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"print(f\"{DATABASE_PATH}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Species 1 images:\n",
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"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg']\n",
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"Species 2 images:\n",
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"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg', '133.jpg', '134.jpg', '135.jpg', '136.jpg', '137.jpg', '138.jpg', '139.jpg', '140.jpg', '141.jpg', '142.jpg', '143.jpg', '144.jpg', '145.jpg', '146.jpg', '147.jpg', '148.jpg', '149.jpg', '150.jpg', '151.jpg', '152.jpg', '153.jpg', '154.jpg', '155.jpg', '156.jpg', '157.jpg', '158.jpg', '159.jpg']\n"
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]
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},
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{
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"data": {
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import os\n",
|
|
"import cv2\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"CLASS_NAMES = ['MASKED BOBBY', 'MALEO']\n",
|
|
"\n",
|
|
"# Define the directory where your images are stored\n",
|
|
"species1_img_dir = f'{DATABASE_PATH}/train/MASKED BOOBY'\n",
|
|
"species2_img_dir = f'{DATABASE_PATH}/train/MALEO'\n",
|
|
"\n",
|
|
"# Get the list of image file names\n",
|
|
"s1_image_names = os.listdir(species1_img_dir)\n",
|
|
"s2_image_names = os.listdir(species2_img_dir)\n",
|
|
"\n",
|
|
"# Load the images of each species\n",
|
|
"s1_images = []\n",
|
|
"for image in s1_image_names:\n",
|
|
" img = cv2.imread(os.path.join(species1_img_dir, image))\n",
|
|
" s1_images.append(img)\n",
|
|
"\n",
|
|
"s2_images = []\n",
|
|
"for image in s2_image_names:\n",
|
|
" img = cv2.imread(os.path.join(species2_img_dir, image))\n",
|
|
" s2_images.append(img)\n",
|
|
"\n",
|
|
"# Print the loaded image names\n",
|
|
"print(\"Species 1 images:\")\n",
|
|
"print(s1_image_names)\n",
|
|
"\n",
|
|
"print(\"Species 2 images:\")\n",
|
|
"print(s2_image_names)\n",
|
|
"\n",
|
|
"plt.imshow(s1_images[0])\n",
|
|
"plt.axis('off')\n",
|
|
"plt.show()\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Chargement des jeux de test pour chaque espèce"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Species 1 images:\n",
|
|
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg']\n",
|
|
"Species 2 images:\n",
|
|
"['001.jpg', '002.jpg', '003.jpg', '004.jpg', '005.jpg', '006.jpg', '007.jpg', '008.jpg', '009.jpg', '010.jpg', '011.jpg', '012.jpg', '013.jpg', '014.jpg', '015.jpg', '016.jpg', '017.jpg', '018.jpg', '019.jpg', '020.jpg', '021.jpg', '022.jpg', '023.jpg', '024.jpg', '025.jpg', '026.jpg', '027.jpg', '028.jpg', '029.jpg', '030.jpg', '031.jpg', '032.jpg', '033.jpg', '034.jpg', '035.jpg', '036.jpg', '037.jpg', '038.jpg', '039.jpg', '040.jpg', '041.jpg', '042.jpg', '043.jpg', '044.jpg', '045.jpg', '046.jpg', '047.jpg', '048.jpg', '049.jpg', '050.jpg', '051.jpg', '052.jpg', '053.jpg', '054.jpg', '055.jpg', '056.jpg', '057.jpg', '058.jpg', '059.jpg', '060.jpg', '061.jpg', '062.jpg', '063.jpg', '064.jpg', '065.jpg', '066.jpg', '067.jpg', '068.jpg', '069.jpg', '070.jpg', '071.jpg', '072.jpg', '073.jpg', '074.jpg', '075.jpg', '076.jpg', '077.jpg', '078.jpg', '079.jpg', '080.jpg', '081.jpg', '082.jpg', '083.jpg', '084.jpg', '085.jpg', '086.jpg', '087.jpg', '088.jpg', '089.jpg', '090.jpg', '091.jpg', '092.jpg', '093.jpg', '094.jpg', '095.jpg', '096.jpg', '097.jpg', '098.jpg', '099.jpg', '100.jpg', '101.jpg', '102.jpg', '103.jpg', '104.jpg', '105.jpg', '106.jpg', '107.jpg', '108.jpg', '109.jpg', '110.jpg', '111.jpg', '112.jpg', '113.jpg', '114.jpg', '115.jpg', '116.jpg', '117.jpg', '118.jpg', '119.jpg', '120.jpg', '121.jpg', '122.jpg', '123.jpg', '124.jpg', '125.jpg', '126.jpg', '127.jpg', '128.jpg', '129.jpg', '130.jpg', '131.jpg', '132.jpg', '133.jpg', '134.jpg', '135.jpg', '136.jpg', '137.jpg', '138.jpg', '139.jpg', '140.jpg', '141.jpg', '142.jpg', '143.jpg', '144.jpg', '145.jpg', '146.jpg', '147.jpg', '148.jpg', '149.jpg', '150.jpg', '151.jpg', '152.jpg', '153.jpg', '154.jpg', '155.jpg', '156.jpg', '157.jpg', '158.jpg', '159.jpg']\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Define the directory where your images are stored\n",
|
|
"species1_img_dir_TEST = f'{DATABASE_PATH}/train/MASKED BOOBY'\n",
|
|
"species2_img_dir_TEST = f'{DATABASE_PATH}/train/MALEO'\n",
|
|
"\n",
|
|
"# Get the list of image file names\n",
|
|
"s1_image_names_TEST = os.listdir(species1_img_dir_TEST)\n",
|
|
"s2_image_names_TEST = os.listdir(species2_img_dir_TEST)\n",
|
|
"\n",
|
|
"# Load the images of each species\n",
|
|
"s1_images_TEST = []\n",
|
|
"for image in s1_image_names_TEST:\n",
|
|
" img = cv2.imread(os.path.join(species1_img_dir_TEST, image))\n",
|
|
" s1_images_TEST.append(img)\n",
|
|
"\n",
|
|
"s2_images_TEST = []\n",
|
|
"for image in s2_image_names_TEST:\n",
|
|
" img = cv2.imread(os.path.join(species2_img_dir_TEST, image))\n",
|
|
" s2_images_TEST.append(img)\n",
|
|
"\n",
|
|
"# Print the loaded image names\n",
|
|
"print(\"Species 1 images:\")\n",
|
|
"print(s1_image_names_TEST)\n",
|
|
"\n",
|
|
"print(\"Species 2 images:\")\n",
|
|
"print(s2_image_names_TEST)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Dans cette étape, nous avons traité les images. C'est une étape importante car elle peut affecter considérablement les performances de notre modèle.\n",
|
|
"\n",
|
|
"Nous avons effectué deux opérations principales :\n",
|
|
"\n",
|
|
"1. **Redimensionnement** : Nous avons redimensionné toutes les images pour qu'elles aient la même taille (224x224 pixels). C'est nécessaire car l'entrée d'un modèle d'apprentissage automatique doit toujours être de la même taille.\n",
|
|
"\n",
|
|
"2. **Normalisation** : Nous avons normalisé les valeurs des pixels pour qu'elles soient comprises entre 0 et 1. Cela est généralement fait en divisant chaque valeur de pixel par 255 (puisque les valeurs RGB varient de 0 à 255). La normalisation aide à accélérer l'apprentissage du modèle et conduit souvent à de meilleures performances.\n",
|
|
"\n",
|
|
"Notez que pour un modèle plus complexe, il pourrait être nécessaire d'ajouter des étapes supplémentaires, comme la suppression de l'arrière-plan."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Processed images shape: (291, 224, 224, 3)\n",
|
|
"- len : 291\n",
|
|
"Processed images shape TEST: (291, 224, 224, 3)\n",
|
|
"- len : 291\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Process species 1 images\n",
|
|
"processed_images_species1 = []\n",
|
|
"for img in s1_images:\n",
|
|
" # Resize image to 224x224 pixels\n",
|
|
" resized = cv2.resize(img, (224, 224))\n",
|
|
" # Normalize pixel values\n",
|
|
" normalized = resized / 255.0\n",
|
|
" processed_images_species1.append(normalized)\n",
|
|
"\n",
|
|
"# Convert the list to a numpy array\n",
|
|
"processed_images = np.array(processed_images_species1)\n",
|
|
"\n",
|
|
"# Process species 2 images\n",
|
|
"processed_images_species2 = []\n",
|
|
"for img in s2_images:\n",
|
|
" resized = cv2.resize(img, (224, 224))\n",
|
|
" normalized = resized / 255.0\n",
|
|
" processed_images_species2.append(normalized)\n",
|
|
"\n",
|
|
"processed_images = np.concatenate((processed_images_species1, processed_images_species2))\n",
|
|
"\n",
|
|
"## Concatenate the test set\n",
|
|
"# Process species 1 images\n",
|
|
"processed_images_species1_TEST = []\n",
|
|
"for img in s1_images_TEST:\n",
|
|
" # Resize image to 224x224 pixels\n",
|
|
" resized = cv2.resize(img, (224, 224))\n",
|
|
" # Normalize pixel values\n",
|
|
" normalized = resized / 255.0\n",
|
|
" processed_images_species1_TEST.append(normalized)\n",
|
|
"\n",
|
|
"# Convert the list to a numpy array\n",
|
|
"processed_images_TEST = np.array(processed_images_species1)\n",
|
|
"\n",
|
|
"# Process species 2 images\n",
|
|
"processed_images_species2_TEST = []\n",
|
|
"for img in s2_images_TEST:\n",
|
|
" resized = cv2.resize(img, (224, 224))\n",
|
|
" normalized = resized / 255.0\n",
|
|
" processed_images_species2_TEST.append(normalized)\n",
|
|
"\n",
|
|
"processed_images_TEST = np.concatenate((processed_images_species1_TEST, processed_images_species2_TEST))\n",
|
|
"\n",
|
|
"# print len and shape of the processed images\n",
|
|
"print(\"Processed images shape:\", processed_images.shape)\n",
|
|
"print(\"- len :\", len(processed_images))\n",
|
|
"print(\"Processed images shape TEST:\", processed_images_TEST.shape)\n",
|
|
"print(\"- len :\", len(processed_images_TEST))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Rappel\n",
|
|
"\n",
|
|
"**Features** are the inputs to the model. In your case, the features are the processed images of birds. \n",
|
|
"\n",
|
|
"**Labels** are what we want the model to predict. In your case, the labels are the species of the birds.\n",
|
|
"\n",
|
|
"Ici, `X_train` et `X_test` sont les features (images), et `y_train` and `y_test` sont les labels (espèces)."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Labelisation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"291\n",
|
|
"291\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get the length of the lists\n",
|
|
"num_s1_images = len(s1_images)\n",
|
|
"num_s2_images = len(s2_images)\n",
|
|
"\n",
|
|
"# Create labels\n",
|
|
"s1_labels = [1] * num_s1_images # for species 1\n",
|
|
"s2_labels = [2] * num_s2_images # for species 2\n",
|
|
"\n",
|
|
"# combiner les labels dans l'ordre des images\n",
|
|
"labels = s1_labels + s2_labels\n",
|
|
"print(len(labels))\n",
|
|
"\n",
|
|
"# Do the same for the test set\n",
|
|
"num_s1_images_TEST = len(s1_images_TEST)\n",
|
|
"num_s2_images_TEST = len(s2_images_TEST)\n",
|
|
"\n",
|
|
"s1_labels_TEST = [1] * num_s1_images_TEST \n",
|
|
"s2_labels_TEST = [2] * num_s2_images_TEST \n",
|
|
"\n",
|
|
"labels_TEST = s1_labels_TEST + s2_labels_TEST\n",
|
|
"print(len(labels_TEST))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Construction du model"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn import tree\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"\n",
|
|
"# x represents our images, the inputs of the model (bird images)\n",
|
|
"# y represents our labels, the outputs of the model (bird species)\n",
|
|
"\n",
|
|
"# We can use our dataset's test set to train the model and the test set to evaluate it\n",
|
|
"X_train = processed_images\n",
|
|
"y_train = labels\n",
|
|
"X_test = processed_images_TEST\n",
|
|
"y_test = labels_TEST\n",
|
|
"\n",
|
|
"# Initialize the model\n",
|
|
"clf = tree.DecisionTreeClassifier()\n",
|
|
"\n",
|
|
"# Flatten the images from 4D to 2D\n",
|
|
"X_train = X_train.reshape(X_train.shape[0], -1)\n",
|
|
"X_test = X_test.reshape(X_test.shape[0], -1)\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"clf = clf.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"# Predict on the test set\n",
|
|
"predictions = clf.predict(X_test)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Resultat des predictions"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Expected Result: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]\n",
|
|
"Predicted Result: [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
|
|
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
|
|
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
|
|
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2]\n",
|
|
"Accuracy: 100.00%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import accuracy_score\n",
|
|
"\n",
|
|
"# Calculate and print the accuracy\n",
|
|
"# Print the test labels\n",
|
|
"print(\"Expected Result:\", y_test)\n",
|
|
"print(\"Predicted Result:\", predictions)\n",
|
|
"\n",
|
|
"# Calculate and print the accuracy\n",
|
|
"accuracy = accuracy_score(y_test, predictions)\n",
|
|
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"We can also try to split the train set in 80/20 to get a larger training set and compare the results."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# here we split our data into training and testing sets\n",
|
|
"X_train2, X_test2, y_train2, y_test2 = train_test_split(processed_images, labels, test_size=0.2, random_state=42)\n",
|
|
"\n",
|
|
"# And then we do the same as before, train the model and predict on the test set\n",
|
|
"\n",
|
|
"# Initialize the model\n",
|
|
"clf = tree.DecisionTreeClassifier()\n",
|
|
"\n",
|
|
"# Flatten the images from 4D to 2D\n",
|
|
"X_train2 = X_train2.reshape(X_train2.shape[0], -1)\n",
|
|
"X_test2 = X_test2.reshape(X_test2.shape[0], -1)\n",
|
|
"\n",
|
|
"# Train the model\n",
|
|
"clf = clf.fit(X_train2, y_train2)\n",
|
|
"\n",
|
|
"# Predict on the test set\n",
|
|
"predictions2 = clf.predict(X_test2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Expected Result: [1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1]\n",
|
|
"Predicted Result: [2 2 1 2 1 1 2 2 1 2 1 1 1 2 2 1 1 2 2 2 1 2 2 1 1 1 2 1 1 2 1 1 2 1 2 2 2\n",
|
|
" 2 2 1 2 1 2 2 2 1 1 2 2 1 2 1 1 2 2 2 1 1 1]\n",
|
|
"Accuracy: 77.97%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Calculate and print the accuracy\n",
|
|
"# Print the test labels\n",
|
|
"print(\"Expected Result:\", y_test2)\n",
|
|
"print(\"Predicted Result:\", predictions2)\n",
|
|
"\n",
|
|
"# Calculate and print the accuracy\n",
|
|
"accuracy = accuracy_score(y_test2, predictions2)\n",
|
|
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Visualize the decision tree "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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fymzx8fEYjUaKZXXgnc+G0W3AB6lPkjRrXKkIr73agpEjR2Z2KiIiIiIvDTWrFhERERGR/5yY6GiKZXWgfZOkj/n5L3utToVUm0WLiIiIiPyX6GgmERERERH5T2nzRldq1m8CgIOjYyZnk/5GfTeHqMhI4OGxQyIiIiIi/3UqRIiIiIiIyH+Kj282fHyzZXYaGebvZtkiIiIiIi8KHc0kIiIiIiIiIiIiIiIZRoUIERERERGRFHzctwuNKxV97HlL5s+hsLcNt2/eyICsEgsPC2Pw+32pVDArZXK5071tcy6dP/tYazwIDaFakZwU9rbhwJ6dia7/OH0SDSsEUDy7E/XKFmTmxNEYjcZk17t66QKlc7k90/dBRERERJ4/OppJREREREQkBb3e/YSI8LDHnlejXiPmr96Km4dnBmSV2Ps9O3F43x4++Wo0rm4eTBr1JZ1bNWT5ln04OjmnaY1xwwcle23K6OFMGvUl3QZ8QNlK1di740+Chn1GZEQ4fT/4Isk5wz4eiKOTC5EREU/0TCIiIiLyYtCOCBERERERkRTkzJOPQkVLPPY8Dy9vSpatgLW1dQZkZe7Qvt1sXruSIWMm0+y19lSv25AJsxdz59YNFs6ZkaY1jh7cz6/zf6D/R4MTXYuKjGTG+FG0f7sXAz4eQpWaden/0WDade7J9PGjuBd8J9GcDauWcXDvLrr0e/dpH09ERERE/uNUiBARERERkZfW4h9nUa9sQUr6udCucXWOHz5AiRzOTBw51BTz76OZ/j5y6ejB/fTp1JLSudyoW6YAP0wdZ7b2szyaacuG1Tg6OVOjXmPTmI9vVipUqcnv61alOj8hIYEh7/fhjR79yZU3X6LrZ04eIyIinMo165qNV65Vl5joaLZuWms2HhEezvBP3yXw02G4uro/4VOJiIiIyItChQgREREREXkp/b5uFZ8H9qB0hcpM+GERjVu0YeDb7UiIj0/T/A96vUGp8pWZOOcXKteowzefv8+2zesfO4+4uLhU/8SnktPZk8fJnc8fS0tLs/F8BQtz7tSJVHNYMHs6d27fosfAj5K8bmHx8FdHaxsbs3EbG1sAzpw4ZjY+efQwvLx9eK1j51TvLSIiIiIvPvWIEBERERGRl9KUMcMpXb4y30yaBUC1Og2wtrFhyPt90zS/zRvdeLNnfwAqVK3JH+tXs2b5L1SpVe+x8iiW1SHVmHKVqzNn2YZkr4eE3MfZ1S3RuIurGyH376a4dvDtW4wb/gVDx0zB3iHpXHLlzY+FhQWH9u6iyiO7Ig7t3fXw/vfvmcbOnDzG3GkT+XHFZgwGQ4r3FhEREZGXgwoRIiIiIiLy0omPj+fYwX0EfjbMbLx+01fTXIioWvufgoOlpSV58hfgxtUrj53LovXbU41xdHJ67HXTauTgDylSsgz1m7VM4f7OtGj7BrMmB1EgoCjlKldnz/atzJk2AQCDxT+b7Ye834/mrTtQrFTZDMtZRERERP5bVIgQEREREZGXzt07t4mLi8PD08ts3N3Ty3QMUWpc/tX7wNrahujoqMfOJS2NsFPbWeDq6sbli+cTjYeG3MfVzSPZeQf27GTVrwuYu2IzoSH3AQgPDwMgIjyM8LAHODo5A/Dh0JHcvXOLvm+8BjwsTrw3aARD3u+LdxZfAFYtWcjxwwcYNvY703qRkREAhIWF4ujkjIOjY6rPKyIiIiIvFhUiRERERETkpePh5Y2VlRV3g++Yjd8LvkNCQsIzzSU9jmbKW6AQWzetIyEhwayQcvbkcfIWKJTsvPOnTxIXF0e7RtUSXevyWiPyFwpgxdYDwMNjnqbMW8qdWze5e+cWfrnzcfrEUQBKl68MwLnTJwgPe0DDCgGJ1mtcsSg16jVm6k9LU31eEREREXmxqBAhIiIiIiIvHUtLSwJKlGbjquW83ecd0/i635Y881zS42im6nUbMfnbr/hjw2pq1W8CwJ1bN9m57XcGfDwk2XlVa9dn9lLzBtvHDx/k68/f4/Nvxid5vJKXTxa8fLIA8OP0ieTO50+FqjUBeLXtG5SvUsMsfuvGtcyY8C3jZi0gd978qT6riIiIiLx4VIgQEREREZGXUq93PqFXhxZ82KczzVq14/yZU/w4fRJWVlZmPQ8yWtGSZZ56jRJlylOjXmMGvdOb8CFf4+LqzuTRX+Hp5UObN7qa4pYumMtnA7rz/S9rKV+lOt5ZfE3HKv1bQPFSZoWI5YvmERUZSa68+bl75zbLF81j55+/M3PxGtMujOw5c5M9Z26zda5eughAqXKVkr2XiIiIiLzYVIgQEREREZGXUs36jfky6DumBo1gzbLFFCpSnBETZ9KxWS2cnV0zO73HNnraXEYO+pBhHwcSEx1F2YrV+Hri9zg5u5hijAlG4uPjAeNjr28wGJgzbQJXLp7H1taOMhWrMH/VFgoWKZ6OTyEiIiIiLyKD0Wh8/J9ARUREREREnlC58uXJW7gEQ0ZPzuxUEtmyYQ092jVn9tINlK9SPbPTkQzQuFIRXnu1BSNHjszsVEREREReGtoRISIiIiIiL6UHoSGMHzGYCtVq4uziyqljR/hu7NcUKVGacpUTN28WEREREZEno0KEiIiIiIi8lKysrLl6+QKD3+tDyL27uLp7UK12A94f/DUGgyGz0xMREREReWGoECEiIiIiIi8lewcHJv+4JLPTEBERERF54VlkdgIiIiIiIiIiIiIiIvLiUiFCREREREREREREREQyjAoRIiIiIiIimaSwtw3Tx43M7DTS7PzZU3z1cSDNqpWkTC53apXIy/s93+Dq5YtmcXu2/0nnlg2oFuBH8exO1C6Zj0/7d+Pm9atmcQvnzKD7682oXjQXZXK507J2eZbMn4PRaHyWjyUiIiIiGUw9IkRERERERCRN/tq8gd3bt/Bah7cpXKwEt2/dYMro4bzeoApLf9+Ll08WAEJD7lGoaAnade6Bm4cXly+cY/LorzjYujG/bNiJrZ0dAFPHjKBKrXq81ultnF1c+XPzOj4d0I0rl87T78NBmfmoIiIiIpKOVIgQERERERGRNGn8ahvad+mFwWAwjZUqV4m6pf1ZumAuXfu9B0Dths2o3bCZKaZ8ler4Zs9B19aNObRvN+UqVwNg8YYdeHh5m+IqVa9NyL17/DBlHL3f+wxLS8tn9GQiIiIikpF0NJOIiIiIiLxQzp46Tq8OLahUMCsl/VyoV7Ygwz95x3T9/NlTvN/zDWqXyk9JPxcaVgggaNhnREdFma1T2NuG74K+ZsI3Q6gW4EfZPJ4Mfq8PcXFx7Nv5F23qV6Z0LjfaNqrGudMnEs2dOmYEo4d+QpXC2Smdy40BnV8n+PatVPPfunEt7RvXoFROVyrk9+GD3m9xL/iOWczMiaNpWCGAEjmcqVjAlw5NanJw766neNfSxt3Ty6wIAZAtR048vLy5df1ainPd3D0AiIuLNY09WoT4W5ESpYkIDyPsQWg6ZCwiIiIizwPtiBARERERkRdKrw6v4u7pxdAxU3B1c+fqpYsc3r/HdP3W9WvkyJWHRi1a4+TsyrnTJ5j87VfcuH6VbybNMlvr5x+mUbpCZUZMnMnRg/sYO/wLDBYW7Nm+lR4DP8TRyZmvP3uf97p34tfNuxPNzV8wgK/GTefWzeuMGfoJA95uy48rNiWb+4ZVyxjQ+XWavtaOHoEf8SD0PmOHD6LvG68xb+XvACxb+CNBwz6j7wdfULpCZcLDHnB4/x5C799L8X2Jj49PtfeCwWB47F0I506fIPj2LfIWKJTkPePj47l0/gyjBn9EoSLFKVupWorr7dm+FS8fX1xc3R4rDxERERF5fqkQISIiIiIiL4x7wXe4fOEcH3056p+jgarAq+3eMMVUqFqTClVrAmA0GildoTKOTk583LcLn389DidnF1Osu6cX3343F4PBQNXa9dmyYQ0/z/qOReu3U7RkGQAehIbwYe/OXDx3hlx585vmGgwGJs9bgo2NDfBwR8CAzq+za9sflK9SI8n8v/niA+o0am5WEMnrX4hWdSqwdeNaqtVpwKG9uykQUIye73xsiqnVoGmq7039coW49q+m0v+WzS8XG/edTnWtvyUkJPDlhwPwzpKVZq+1T3T9tToVOHH0EPBwp8O0Bb9hbW2d7Ho7tm5m9dJFvD/460Q7L0RERETkv0uFCBEREREReWG4eXiSPWduxnz5KfeCg6lYrSbZc+Y2i4mJjmb6hFGsWPQT169eJiY62nTt8oVzFC5W0vS6cs06Zh+I587nz+kTR01FiIdjBQC4ef2qWSGiVoOmpiIEQJ1GzbGysuLQvt1JFiIunD3NlYvneffzr4iLizONFwgohqe3D4f276ZanQYULVmG+bOm8tXHgdRr2oKSZStiY2ub6nsz5cdfiYmJSTHm0XzT4psvPmDvjj/57ucVODo5Jbo+6rs5hD14wMVzp5k+biRdWjfip5V/mBV7/nbx3Bne7d6RitVr80aP/o+Vh4iIiIg831SIEBERERGRF4bBYGDmolVMHDmUkYM+IDTkPvkKFmbAx0Oo16QFAKO//JT5s6bS852PKVGmAi6ubhzev4cvP+xP9CNFCQBXV3ez19Y2Njj/68igv7/h/+8eE57e5v0PLC0tcfPw4vbNG0nmfvfObQACuybeWQBw/cplAFq07URkZASLf/yeeTMnY2/vQP1mLfnwy1GmPgxJyVcwIE1HM6XV9HEjmTttAl9P+p5K1WsnGZO/YAAAJctWoGK1WtQplZ+Fc2bwdp93zOJu3bhG1zZN8M2Wgwk/LFSTahEREZEXjAoRIiIiIiLyQsmVNz+jps4hPj6eowf38V3QCAK7tGPlX4fJlTc/a5YtpnXHLvR+91PTnNPHj6Z7HsG3b5u9jo+PJ+ReMN5ZfJOMd3V/WPT45KsxlCpfKdF1dw9P4GGxoP3bPWn/dk/u3rnN5rUrGfHZuwCMmDgz2XzS82imhXNmMGbYZ3w4dCTNW3dINR4gS9bsePn4cun8WbPx+/fu0qV1YywsLJn28wocnZzTtJ6IiIiI/HeoECEiIiIiIi8kS0tLipcuR/+PBrNpzW9cOHuaXHnzExUZgfW/jiBavmheut9/89rf+GjYt6bjjjauXk5sbCzFS5dPMj6vfyGy5sjJxXNn6NS9b5ru4eHlTasOb/H7+pWcPXU8xdj0Oppp9dJFDHm/L137vcdbvQamKU94eOzVrRsPG4X/LSI8nB7tmhNy7x7zftuMp7dPmtcTERERkf8OFSJEREREROSFcfLoIb7+/H0atWiNX+68REdF8eP0Sbi4ulGsVFkAqtSqx+IfvydvgUL4Zs3O0gVzuXblUrrnYjQa6d3hVTp268PtmzcYPfRjylSsSvkq1ZOMNxgMfDp8DAPfbktkZAS1GzbFydmFG9eusO33DbTp1JWylaryxTu9cHZxpUTZCri5e3Lq2GG2bV6fal+FAgHFnvqZdm3bwod9OlO8THnqNH6FA3t2mq55eHqRM08+AD7o/Ra58uSjUNESODm7cPbUCWZNDsLHNxutOnQ2zRnQ+XWO7N/DoFETCb5zm+A7/+wiCShWMk29L0RERETk+adChIiIiIiIvDC8fHzxyZqNmRNGc/PGVewdHClWqhzf/7IGD6+HPRs+GzGWofH9GDXoQ6ysrWnQrCUffzWa3h1eTddc2r7VnfCwB3w6oBuREeFUrVWfQaMmpjinTqPmzFy8mqlBX/Nh787Ex8eRNbsfFavVxi/3w50EpctXYvG8H/h1/mwiwsPImt2Prv3fp8fAj9I1/6Ts2vY7sTExHNi9g3aNqplda/F6J9PRUMVLlWPZwh+ZPXU8sbExZM3uR60GTek+4APTEVMAf25eB8Cgd3snuteGvacSNRoXERERkf8mgzG1bmUiIiIiIiLpqFz58uQtXIIhoydndioZprC3De98NoxuAz7I7FTkXxpXKsJrr7Zg5MiRmZ2KiIiIyEvDIrMTEBERERERERERERGRF5cKESIiIiIiIiIiIiIikmHUI0JERERERCSdHb8dk9kpiIiIiIg8N7QjQkREREREREREREREMowKESIiIiIi8kKrU9qfwe/1yew0HtuS+XMo7G1DYW8bqgX4mV2bPPorurRuTIX8PhT2tmHXtj+SXOPOrZu8270j5fJ6US6vF+9270jw7VtmMQtmT6dN/cpU9M9CST8XGlUswqRvhxEdFfVEec+f9R29OrSgSuHsFPa2Ycn8OYliDu/fw2cDe9CoYhFK5XSlbpkCDPmgH/eC7ySK/euPjbzesColcjhTpXB2Br/XhwehIWYxs6eON71XjSsVfaK8RURERCTjqBAhIiIiIiLyHJv60zKmzl9uNrZw9gyio6KoXLNusvPi4+Pp3rYZxw7tZ/iEGQyfMIOjB/fRs/0rJCQkmOJC79+jTqPmjJj0Pd/NX86rbd9g+riRDP2g3xPlu3TBXO7euU2Nuo2SjVm9dBEXzpzirV4D+W7+Cnq98wm/r11Jh6Y1zQogu7ZtofvrTcmWIycTZy9mwCdDWbviV/q+8RpGo9EU1/jVNsxfvZXqKdxTRERERDKPekSIiIiIiIg8xwKKl8I7i6/Z2KYDZ7GwsODAnp2sWbY4yXnrVvzK8cMHWPr7HgoWKQ5Athy5eK1uBTasXEr9Zi0B6DbgA7N5FarWJCI8jFlTxjJ49GSsra0fK9/5q7ZgYWHB7Zs3WPJz4t0QAF37vYeHl7fpdfkq1cmdz5+OzWqxac0KGrVoDcCU0V/hX6gIY6bPw2AwAODm7sGAzq/z+/pV1KrfBADvLL54Z/HFw9OLyxfOPla+IiIiIpLxtCNCRERERESeKysW/0SAjy3XrlwyG4+Li6NyoWyMGvIRAOfPnuL9nm9Qu1R+Svq50LBCAEHDPkv1SKGP+3ZJ8vieEjmcmThyqNnY1o1rad+4BqVyulIhvw8f9H4ryeODnjULi9R/lduyYQ35ChY2FSEAipQoRV7/gvy+blWKc13dPYiPi8P4yM6J9Mzt0SLEP7mVBuDmjWumsUN7d1G5Zl1TEQKgSs16AGxcZb5LRERERESeXypEiIiIiIjIc6VOo1ews7dn5a8LzMb/3LSOe8F3aNaqHQC3rl8jR648fDYiiGk//8ZbvQay5Oe5fPFur3TJY8OqZfRs/wp+efIydubPfP7NOPbt/Iu+b7yW6ty4uLhU/8THx6dLnsk5e+o4+fwLJRrPV6AwZ0+fSDLniPBwdm37gznfTaDNG92wsbXN0BwftWf71of5PZKzhaVloh0Z1tbWGAwGzpw89sxyExEREZGno6OZRERERETkueLg6EitBk1Z+evPdOv/vml81ZIF5CtYmEJFSwAPjxCqULUmAEajkdIVKuPo5MTHfbvw+dfjcHJ2eao8vvniA+o0as43k2aZxvL6F6JVnQps3biWanUaJDu3WFaHVNcvV7k6c5ZteKocUxJy/z4FAoolGndxc+fU8SNmY6Eh96mQ38f0+pU2Hfl0RFCG5fZvkRERfP3F+xQqUpwqteqZxnPn8+fgvt1msYf378FoNBJy7+4zy09EREREno4KESIiIiIi8txp2qotvTu25MzJY+QvGEBkRAQbV6+g+yP9DGKio5k+YRQrFv3E9auXiYmONl27fOEchYuVfOL7Xzh7misXz/Pu518RFxdnGi8QUAxPbx8O7d+dYiFi0frtqd7D0cnpifNLb45Ozixav52oyEgO79/Nd0Ff82n/bnw96fsMv3dCQgIf9n6LG1ev8NOqP8yOdurYrQ8f9XmbGRO+pVX7t7h+9TJDPuiLpaVlmo6AEhEREZHngwoRIiIiIiLy3KlauwFuHp78tng+Az/9ks1rfyMyIpymrdqaYkZ/+SnzZ02l5zsfU6JMBVxc3Ti8fw9fftif6EeKEk/i7p3bAAR2bZ/k9etXLqc4/+9dGyl5tO9BRnB1c+NByP1E46H37+Hq7mE2ZmlpSdGSZQAoW6kqWbJm593uHenYrY9pPKMM/aAfv69fxbSfV1CgsHnvjuatO3DmxDHGfz2Y0UM/wdLSkvZv98LGxvapd7yIiIiIyLOjQoSIiIiIiDx3rK2tadCsJSuXLGTgp1+y8tefKVm2Itlz5jbFrFm2mNYdu9D73U9NY6ePH011bVs7O2JjY83GIiMizHZUuLq7A/DJV2MoVb5SojXcPTxTvMfzcDRTXv9CHDm4N9H42VPHKVGmQopz/24cffH8mQwtRAQN+4xFc2cyetqPVKxWK9F1g8HAu18Mp+c7H3Pl4nl8smbH2cWVSgV86ditT4blJSIiIiLpS4UIERERERF5LjVp2ZYFs6fzx/rVbN20jo++/NbselRkBNY2NmZjyxfNS3Vd32w5uHn9Kg9CQ3B2cQXgz83rzGLy+hcia46cXDx3hk7d+z527s/D0UzV6zZk2cIfOXX8iGmnwfHDBzh3+iT9Pxqc4tx9O/8CwC9X3gzLb9bkIKaNG8kXIyfQ8JWUG4A7OjlTsEhxABbOnUl0dBQt272ZYbmJiIiISPpSIUJERERERJ5LZStVJWt2P754pxfGhAQa/evD6iq16rH4x+/JW6AQvlmzs3TBXK5duZTquvWbvcqEb4bwcb8utOvck8sXzjF/1lSsrP759chgMPDp8DEMfLstkZER1G7YFCdnF25cu8K23zfQplNXylaqmuw9Mvo4o13btnAv+DYXz50BYPdfW7gXfAd3T2/KV6n+/+dsSaEixQns0o7Az4YBMHroJwQUL0XdJi1Ma71WtyItXu9E7nz+AOzfvZ0fpoyjWu0GFC9dzhQ3ceRQJo0axoa9p8x2pvzbkQN7uXrpAqEhIabXDo6O2Ds4Ur1uQwBW/vozowZ/RN0mr1C4WEkO7Nlpmu+bLTu+2XIAcGjfbnb++TuFi5YgLi6O7Vs28eP0iXz05bf45c64IomIiIiIpC8VIkRERERE5LlkMBho3LINMyeMpnrdRrh7epld/2zEWIbG92PUoA+x+v9RTh9/NZreHV5Ncd28/oUYOeUHJo78kj6dWlK0ZFlGT/uRVnXMjyuq06g5MxevZmrQ13zYuzPx8XFkze5HxWq18cudJ92f93FMHDmU3X9teeT1l4D5cU9WVlZMW/Abwz99h4/6vA083CXxyVdjsLS0NM0NKF6KeTMnc/P6VaysrMmRKw/9PxpMu849zO4ZGRGBja0tzq5uKeY2b8Zkli6Ya3r90/dT+On7KWTzy8XGfacB+HPTeoxGIxtWLmPDymVm8/u8/xl9P/gCeHhE16Y1K/gu6Gvi4+MoEFCMoJnzqd805X/HIiIiIvJ8MRiNRmNmJyEiIiIiIi+PcuXLk7dwCYaMnpzZqTzXlsyfwyf9u/L7ofN4+fiaFQ8yQ4cmNSlQpBiDRk7I1DySYjQaiY+P57MB3Tm0bxerth9JNrZxpSK89moLRo4c+QwzFBEREXm5WWR2AiIiIiIiIpK8msXzULNY7kzNIToqihNHD9G133uZmkdy5nw3gWJZHVi28MfMTkVEREREkqCjmURERERERJ5DNRs0MTW9frR/RWawtbNj74W7mZpDSpq2akuZilWAh7mKiIiIyPNFhQgREREREZHnkLuHJ+4enpmdxn+Cp7cPnt4+mZ2GiIiIiCRDRzOJiIiIiIiIiIiIiEiGUSFCREREREReOoW9bZg+7sVpVnz10gUKe9tQ2NuG9SuXJrq+f9d20/UDe3Ymuh4ZEUGZ3B4UyWLHzetXk11/5ZIFyebwcd8upnv8+8/3k8aYxYaHPWD814NpUrkYJXI4U7GALz3avcKe7X8+/sOLiIiIyHNPRzOJiIiIiIi8IBwcnfht8XzqNWlhNr5i8XwcnZwJD3uQ5LyNq5cRER4GwG+//EyXvu8+0f2z+eVi9LTEDaOz5chp+ud7d4N569V63Lh6ha793qNE2Qrcv3eXxT/O4s0WdRn87WRad3r7ie4vIiIiIs8nFSJEREREREReEHWbvMKaZYt5EBqCs4srAHFxcaxZvpi6jV9h2cLERQKA5Yvm4+ObDTcPD1Ys/umJCxG2traULFshxZgvP+zPuVMnWLR+O4WKljCN12/6KoFd2/PlR/0pVb4i+QsGPFEOIiIiIvL80dFMIiIiIiLywjmwZyddWzehXF4vyuRy57W6Fdm4enmy8Vs2rKFbm6ZUDchBmVzuvFqzLEsXzDWLiY2NZcyXn1KntD/FsztRpXB23n6tERfPnTHFzJw4moYVAkzHDXVoUpODe3dl2HP+W5WadXFydmHdiiWmsT83rSMiPIz6zV5Nck7w7Vts/2MDTVq+TvPWHTh59DCnjh/JkPyuX73M2uW/0Lx1B7MixN8CP/2ShPh45k6bmCH3FxEREZHMoR0RIiIiIiLyQtm7YxudWzUgoHgpBo+ehJu7J8cPH+D6lcvJzrl6+SJVa9fnjR79sLK2Zu+OP/l8YA/i4+Jp1eEtAKaPH8m8GZN55/Ov8C9clJD7d9m38y/CHjw87mjZwh8JGvYZfT/4gtIVKhMe9oDD+/cQev9eivnGx8djNBpTjDEYDFhaWqb67JZWVjR6pTUrFv9kynvF4p+oWa8xTs4uSc5ZtWQhcXFxNG3VFg8vb0YP/YQVi37i3S+Gp3q/pMTFxSUas7J6+Kvn7r+2kJCQQO1GzZKcmzNPPgoULsrOP39/onuLiIiIyPNJhQgREREREXmhjB76Cdly5GTu8k1YW1sDD3cKpKRd5x6mf05ISKBc5ercunGdBbOnmT7QP7R3N5Vr1aVD196m2Ed7MRzau5sCAcXo+c7HprFaDZqmmm/9coW4dvliijHZ/HKxcd/pVNcCaNa6Pe0bV+fm9as4Obuyee1vjJwyO9n4FYt/Il+BQgQULwVAucrVWfnrAt75/CsMBkOa7vm382dOUSyrQ6Lx+au3UrJsBW5ee9gIO7tfrmTXyOaXkz83r3+s+4qIiIjI802FCBEREREReWFERkRwcO9O+n04yFSESItbN64xbsRg/vp9A7dvXic+Ph7A1GcBoGjJ0kwfP4pxIwZRo15jipYsY/qm/8PrZZg/aypffRxIvaYtKFm2Ija2tqnee8qPvxITE5NijI2NTZqfpUSZ8uTIlZeVvy7A09sHGxtbqtdtxIHd2xPFnj97isP79zDwk6GmsWavtefzwB7s/msr5atUT/N94WHBZNz3Pycaz+tf6LHWEREREZEXiwoRIiIiIiLyTKX2ofvTCA25R0JCAlmyZk/znISEBHp1eJV7d4PpEfgRefIXwNHJmfmzvuO3X+ab4roP/AgrK2tWLP6JqWNG4OrmziuvdyLw0y+xs7enRdtOREZGsPjH75k3czL29g7Ub9aSD78chZu7R7L3z1cwIE1HMz2OZq+15bfF8/H0zkL9Zi2TLWSsWPQTANXrNiQ05D4AlWrUxtr64XM+biHC1taWoiXLJHs9S7aH/16uXr6YZI8IgGuXL5Ela47Huu/jiI9PyNC/gyIiIiKSmAoRIiIiIiLyTGzfvp2goCCOHTtGoRLlMuQeLq7uWFhYcPP61TTPuXT+LMcO7WfszPk0aN7KNB7/r14HNjY29HznY3q+87Gp6fLooZ/g7OJC3w++wGAw0P7tnrR/uyd379xm89qVjPjsXQBGTJyZ7P3T+2gmgKat2jFp1DAsLCyY9eu6ZON+++Xh7oWWtcsnurZuxa98/vW4NO3qSKuylaphYWHBptUrqNOoeaLrl86f5dTxI7Tq0Dnd7vlv8fHxTJkyBUtLS/r160fu3Lkz7F4iIiIi8pAKESIiIiIikmHi4uL45ZdfCAoKYufOnfj7+5Mje8Z9293ewYFS5SqxbOGPdO3/vtnRScmJiowAwPqRXQOhIffZvPa3ZOdkze7HW70GsnzRT5w9eTzRdQ8vb1p1eIvf16/k7KnE1x+V3kczAeTO50/7t3sRGnKPcpWrJRmzf9d2Ll84R9d+71GtTgOza8cPH+Trz9/j9/WrqN/01ce6d0qy5chJ/aavsnzRPDp175toV0TQV59jYWFBx2590u2e/2ZtbU3JkiWZNWsWY8eOpWXLlgQGBlKpUqXH3nkiIiIiImmjQoSIiIiIiKS7+/fvM336dCZMmMDly5epVasWy5cvp0mTJlSoWDFD7/3uoBG82aIubzSvQ8dufXD39OLk0UNYW9uYNZr+W94Chcma3Y/RQz8hISGB+Lg4vhv7Da7uHkQ9srOiT6eWFC5WkoDipXBydmHPjj85deww7Tr3BOCLd3rh7OJKibIVcHP35NSxw2zbvJ43evRPMd8CAcXS9w34v8+/GZfi9eWLf8LaxoYu/d5LdHRU6QpVmDHhW1Ys/smsEHFo726sLM1/jXRydqFKrXoAREdHc2DPzkT38vL2IUeuPAB8MXICp08e480W9eja7z1KlK1IaMg9Fs6ZyZ+b1jJo1ET8CxV5omdOC4MBatSowaZNm5g9ezZjx46lSpUqlC9fnsDAQFq1avVY/UVEREREJHUqRIiIiIiISLo5c+YM48aNY9asWcTExNC+fXsGDhxIyZIln1kOpcpVZM6yjYwbMYjPB/YAg4G8/gXp/d6nScbb2NgwYfZivvyoP+/3fAMPLx86detD2INQpo8fZYorU7Eqa5YtZu60icTGxpAjVx4+GR5E605vA1C6fCUWz/uBX+fPJiI8jKzZ/eja/316DPzomTz344iNjWXNssXUqt8kyf4VVlZWNHutHfNmTjb1jgCY89145nw33iw2T/4CrNp+BIBrly/SrlHiHRivv9mNwd9OAsDd04ufV29lxoRv+XX+bCaO+hJ7eweKl6nAD0vWUb5KjXR80uQ5OjrSu3dvevbsyapVqwgKCqJdu3bkyJGDfv360a1bN9zd3Z9JLiIiIiIvOoMxta5oIiIiIiIiKTAajWzZsoWgoCCWL1+Op6cnvXr1onfv3vj6+iaKL1e+PHkLl2DI6MmZkK287BpXKsJrr7Zg5MiRia4dPHiQsWPH8tNPP2Ftbc1bb73FgAED8Pf3z4RMRURERF4cFpmdgIiIiIiI/DfFxMQwd+5cypQpQ82aNTl9+jTTpk3j0qVLDB06NMkihMjzrESJEsyaNYuLFy/y7rvvsnDhQgoWLEjz5s3ZvHkz+h6fiIiIyJNRIUJERERERB7LnTt3+Oqrr8idOzdvvPEGWbJkYe3atRw5coSuXbtib2+f2SmKPBVfX1+GDBnCpUuXmD59OufOnaN27dqULl2aOXPmpNpcXERERETMqRAhIiIiIiJpcvz4cXr06IGfnx/Dhg2jWbNmHD16lNWrV1O/fn0MBkOa1rGwsCA+Pj6DsxVJWnx8AhYWaftV2M7Oji5dunD48GHWrVtH1qxZefPNN8mVKxfDhg3jzp07GZytiIiIyItBhQgREREREUmW0Whk3bp1NGrUiICAAJYvX85nn33G5cuX+e677wgICHjsNT3c3bl1/VoGZCuSstjYWIJv38TDI3GD7pQYDAbq1avHqlWrOHbsGK+88grDhw/Hz8+P7t27c+zYsQzKWEREROTFoEKEiIiIiIgkEhkZyYwZMyhWrBgNGjTgxo0bzJ49mwsXLvDpp5/i5eX1xGvXq1ePnX9u5kFoSDpmLJK6nVs3Ex4WRr169Z54jcKFCzN16lQuX77M559/zm+//UaRIkVo2LAha9euVR8JERERkSQYjPopSURERERE/u/GjRtMnjyZKVOmEBwcTLNmzQgMDKRGjRppPnopNZcvX6ZAgQJUqFqL0dPn4ejklC7riqTk4rkzdG3dGFcXJw4fOpRuf59jYmJYuHAhY8aMYf/+/QQEBDBw4EA6duyofikiIiIi/6dChIiIiIiIcPDgQYKCgpg/fz7W1tZ07tyZAQMGkD9//gy534YNG2jWrBkYDFSqXpss2XJgZWmVIfeSl1tMTDRnTx1n386/yJMnD5s3byZnzpzpfh+j0ciWLVsICgpi+fLleHp60rNnT/r06YOvr2+6309ERETkv0SFCBERERGRl1RCQgIrV64kKCiIzZs34+fnR79+/ejWrRtubm4Zfv8LFy6waNEi1q5dy+07d0hISMjwe8rLx9rampx+frRo0YIWLVo8k7/bZ86cYfz48Xz//ffExMTQrl07AgMDKVmyZIbfW0REROR5pEKEiIiIiMhLJjw8nNmzZzNu3DhOnTpFhQoVCAwMpGXLllhbW2d2eiIvjPv37zNjxgwmTJjApUuXqFmzJoGBgTRt2hQLC7VsFBERkZeHChEiIiIiIi+JK1euMHHiRKZNm0ZISAitWrUiMDCQSpUqZXZqIi+0uLg4fv31V4KCgtixYwf58+dn4MCBvPnmmzipR4qIiIi8BFSIEBERERF5we3atYugoCAWLVqEo6Mj3bp1o1+/fuTKlSuzUxN56ezYsYOgoCB++eUXnJ2d6d69O3379sXPzy+zUxMRERHJMCpEiIiIiIi8gOLj41m6dClBQUFs27aNvHnzMmDAADp37oyzs3Nmpyfy0rt06RITJkxg+vTphIWF0bp1awIDAylfvnxmpyYiIiKS7lSIEBERERF5gYSGhjJz5kzGjx/PhQsXqF69OoGBgTRr1gxLS8vMTk9E/uXBgwf88MMPjBs3jrNnz1K5cmUCAwNp0aIFVlZWmZ2eiIiISLpQIUJERERE5AVw/vx5xo8fz8yZM4mMjKRt27YMHDiQMmXKZHZqIpIG8fHx/PbbbwQFBfHHH3+QK1cu+vfvT5cuXXB1dc3s9ERERESeigoRIiIiIiL/UUajkW3bthEUFMTSpUtxc3OjZ8+e9OnTh2zZsmV2eiLyhPbt28fYsWP5+eefsbOz4+2336Z///7kzZs3s1MTEREReSIqRIiIiIiI/MfExsayaNEigoKC2LNnDwULFmTgwIG88cYbODg4ZHZ6IpJOrl27xuTJk5k6dSr37t3jlVdeITAwkKpVq2IwGDI7PREREZE0UyFCREREROQ/4u7du0ybNo2JEydy9epV6tatS2BgIA0bNsTCwiKz0xORDBIREcGPP/5IUFAQJ06coEyZMgQGBtKmTRusra0zOz0RERGRVKkQISIiIiLynDt16hRjx45l9uzZxMfH06FDBwYOHEixYsUyOzUReYYSEhJYu3YtQUFBrF+/nmzZstG3b1969OiBh4dHZqcnIiIikiwVIkREREREnkNGo5FNmzYRFBTEypUr8fHxoXfv3vTq1QsfH5/MTk9EMtmRI0cYO3YsP/74IxYWFrz55psMHDiQggULZnZqIiIiIomoECEiIiIi8hyJjo7mp59+YuzYsRw6dIhixYoRGBhIu3btsLOzy+z0ROQ5c+vWLaZOncrkyZO5efMmjRs3JjAwkDp16qiPhIiIiDw3VIgQEREREXkO/P1h4qRJk7h16xZNmjQhMDCQ2rVr68NEEUlVdHQ08+fPJygoSEVMERERee6oECEiIiIikon+fbzKW2+9xYABA3S8iog8EaPRyObNmwkKCuK3337TsW4iIiLyXFAhQkRERETkGUuq4Wy/fv3o3r27Gs6KSLo5deoU48aN44cfflCjexEREclUKkSIiIiIiDwjERERzJ07l7Fjx3LixAnKli1LYGAgrVu3xtraOrPTE5EX1N27d5k+fToTJkzg6tWr1K1bl8DAQBo2bIiFhUVmpyciIiIvARUiREREREQy2LVr15g0aRJTp07l/v37tGjRgsDAQKpUqaL+DyLyzMTGxrJ48WLGjBnDnj17KFSoEAMGDOCNN97AwcEhs9MTERGRF5gKESIiIiIiGWTfvn0EBQWxYMEC7Ozs6NKlC/369SNv3ryZnZqIvMSMRiPbtm0jKCiIpUuX4ubmRo8ePejTpw/Zs2fP7PRERETkBaRChIiIiIhIOoqPj2fFihUEBQWxZcsWcuXKRf/+/enSpQuurq6ZnZ6IiJnz588zfvx4Zs6cSWRkJK+//jqBgYGUKVMms1MTERGRF4gKESIiIiIi6eDBgwfMmjWL8ePHc/bsWSpXrkxgYCAtWrTAysoqs9MTEUlRaGgoM2fOZPz48Vy4cIFq1arxzjvv0KxZMywtLTM7PREREfmPUyFCREREROQpXLx4kQkTJjBjxgzCwsJo3bo1gYGBlC9fPrNTExF5bHFxcSxbtoygoCC2bdtG3rx5GTBgAJ07d8bZ2Tmz0xMREZH/KBUiRERERESewPbt2wkKCuLXX3/F2dmZ7t2707dvX/z8/DI7NRGRdLF7926CgoJYtGgRDg4OdOvWjX79+pErV67MTk1ERET+Y1SIEBERERFJo7i4OH755ReCgoLYuXMn+fPnZ+DAgbz55ps4OTlldnoiIhniypUrTJw4kWnTphESEkKrVq0IDAykUqVKmZ2aiIiI/EeoECEiIiIikor79+8zffp0JkyYwOXLl6lVqxaBgYE0adIECwuLzE5PROSZCA8PZ/bs2YwdO5bTp09ToUIFAgMDadWqlXrhiIiISIpUiBARERERScaZM2cYN24cs2bNIiYmhvbt2zNw4EBKliyZ2amJiGSahIQEVq1aRVBQEJs2bcLPz49+/frRrVs33NzcMjs9EREReQ6pECEiIiIi8gij0ciWLVsICgpi+fLleHp60qtXL3r37o2vr29mpyci8lw5ePAgY8eO5aeffsLa2prOnTszYMAA8ufPn9mpiYiIyHNEhQgRERERESAmJoYFCxYQFBTE/v37CQgIYODAgXTs2BF7e/vMTk9E5Ll248YNpkyZwpQpU7hz5w7NmjUjMDCQGjVqYDAYMjs9ERERyWQqRIiIiIjIS+3OnTt89913TJo0ievXr9OgQQMCAwOpX7++PjwTEXlMUVFRzJs3j6CgII4ePUrJkiUJDAykbdu22NjYZHZ6IiIikklUiBARERGRl9Lx48cZO3Ysc+bMAaBTp04MHDiQgICATM5MROS/z2g0sn79eoKCglizZg2+vr706dOHnj174uXlldnpiYiIyDOmQoSIiIiIvDT0wZiIyLP3uIXf4OBgnJ2dtYNCRETkBaJChIiIiIi88CIjI5k3bx5jx441Oyrk9ddfx9bWNrPTExF5KSR1FN4777xDvXr1zI7Ca968Obdv32bz5s3Y2dllYsYiIiKSXlSIEBEREZEX1o0bN5g8eTJTpkwhODhYzVNFRJ4DMTExLFiwgKCgIPbv30+RIkUYOHAgHTp0wN7enl27dlGjRg3atGnDDz/8oP+/FhEReQGoECEiIvICMxqN3L59m/v376P/5MvzxsbGhqxZs2bIt10PHjxIUFAQ8+fPx9rams6dO9O/f3/8/f3T/V4iIvJkjEYjW7ZsISgoiOXLl+Pp6UmvXr3o3bs3mzdvpn379owcOZL3338/1XVu3rxJaGioft6RF5bBYMDFxYUsWbKoOCci/0kqRIiIiLyAYmNj+frrr5k77ydOnzyR2emIJMvO3p7GjRvz4QcfUL58+VTjo6Kiki1cJCQksHLlSoKCgti8eTN+fn7069ePrl274u7unt6pi4hIOjpz5gzjx4/n+++/JzY2lnbt2mFtbc3MmTNZvnw5TZs2TTQnKiqKYcOG8fNP8zh7/sKzT1okE+TPm4fX27Xns88+09FlIvKfokKEiIjICyY2Npa2bduxbPlyclZ9lWxl6mHn6gUGi8xOTcRMfGw0984f5tIfC4m6c4V1a9dQtWrVZOPXr19Ps2bN2Ldvn1mD0/DwcGbPns24ceM4deoUFSpUIDAwkJYtW2Jtbf0sHkVERNLJ/fv3mTFjBuPHj+fy5ct4eXkRHh7Ojh07KF68uCkuKiqKFq8054/fN9OqTA5qB/ji7mCDhYW+KS4vpoQEI/ciYth07Aa/7L1CjZq1WLpsuYoRIvKfoUKEiIjIC2b+/Pm0b9+eah/+QI7yjTI7HZFUxUWF88ewtrjEh3DqxPEkjxv4u8BQsWJFVqxYgZWVFVeuXGHixIlMmzaNkJAQWrVqRWBgIJUqVcqEpxARkadx7949Ro4cyZ07dwgLC+PBgwecO3eOCxcuEBkZiaOjI2FhYab4KVOm0K9vXxb0rkLVAj6ZmLnIs7f15C3aTtnGxEmT6NmzZ2anIyKSJipEiIiIvGBefbUl245dpO6I1ZmdikiaXdu7gT+Gd+DgwYNm33iFhx9OVaxYEQsLC3bs2MHJkycJCgpi0aJFODo60q1bN/r160euXLkyKXsREXlaZ8+epW3btlhYWODk5ISTkxPOzs44OTkRGhqKt7c348aNM8XXrlUT482T/NyrSuYlLZKJXp+8DQvfgmza/HtmpyIikiZWmZ2AiIiIpK89e/fhVaZZZqch8liyFHt4JNP+/fvNChFxcXG0bduW27dvM3ToUJo0acK2bdvIkycPY8aMoXPnzjg7O2dW2iIikk7y5cvH7t270xy/b98++tZQAVpeXlX9vZi0ZX9mpyEikmYqRIiIiLxgIiIj8HB4+g9mDy8YxZGF3wLg6V+a+l8/3GERHxvDoflfE3x6H/fOHSQuKoJmU3bj5JMz2bUS4uNY815dQi4dp3LgVHJVfTXJuJjwUFb2r0LU/VvUG7ESrwJlTdeOLBrD5e0rCL99mYT4OJyy5CJ/vU74N3wbg4WF6T7bx/Xm7tmDRN69iYW1DW45CxPQagDZStU2u1dsZDgH5gzh0vYVJMRG4V24EmW6DsfZN7cp5sRv37F/1hcAOGfLT9MJ2x7/jXxGgs8cYP8PX3D37CFsHF3IW7sdRV9/HwvLlH/ciw4N5tD8b7i2byPRocE4eGUnT602FH6lj9nctLxff7u4bSknlk8h5NJJLG1scc9TlEoDJmPvniXZPCxt7LC0siY8PNxsfMCAAWzYsAFvb2/69etHtWrV+PXXX2nevDmWlpaP9yaJiMgLIyIyEie7zPtIY9SqY4xecxyA0rk8WPVuLdM13/6/JDnn6PCmeDrZmo0dunyPr1ceZfe5YOITjOTzcWZQi2Jmx03tOHuHUauOcfTqfYxGCMjuynuNAqji722KOXDpHj9sPcu+i3c5ffMBFfN5saR/DbN7XQoOp/yQNck+08EvG5PF1R6AAh8uJzQyFoCpb5anRRm/tLwtz1xsfALfrj7GzzsuEhoZS3E/N4a2LEGJnO4pzlux/wq/7r3Mocv3uBsWg5+nA+0q5qZrjfxYWz78uTI+wcjUzafYcPQGp248ICYungK+LvSvV5AGxbKZ1roZEsn0P87wx4lbnL8dhr2NJaVyefBx0yIUzuaaYc/uZGdFeEREhq0vIpLeVIgQERF5ESVxxv6TsLCyoc6XS7C2czKNxcdEcnb9XDzyl8QnoDLX9m1IdZ2TK6cTHRqcatyh+SOSvRYb8YA8NV/HJYc/FpZW3Di0hb3ff0ZMWAhF27wLgDEhAYxGAl7tj2OWnMRHR3Ju409sGd6RWoMWkaXoP8c3bB/bk+Az+ynz9pfYOLlzZOEoNg9+jUZBv2Nt//B5c1V5Fa8CZTi6KIgHNy6kmn9mCbt1ic1DXsO7UAWqfzSbBzcucGDOYOJioij91pAU524d2ZkH189TvN1HOGXJxe0Tuzg8/xtiIx5QsuNnpri0vF8Ax5dP4dC8ryjUvBclO35OXHQEt47tID4mKvUH+dff2xEjRjB58mQAbGxsaNy4Mblz52bHjh0cOXKEOnXqULly5bS/USIi8kLJ7LbUNpYWLOlfHUc760TX3qqal9blzL+k4WpvHrfz7B1en7yV+kWzMfnN8thYWnDk6n0iYuJNMcevhdB28lYq5fdmYqdyAMz44wztp/zJ6ndrE5D94Qfdu8/dYfuZO5TK5U50bEKS+WZxsWNlYM1E4z1m78LdwcZUhABY2Kca1+5F8PbMHWl6LzLL4CWH+HnnRQa1KEZuL0embj5Nm0lb2fhhXXJ4OCQ7b8qm0/h5OvB582J4Oduy5/xdvll5lGPXQpjQ8eH7HBUbz/h1J2lTPhe9ahfAxtKCZfuv8Ob07QS1L0O7irkBOHj5Piv2X6V9pdyUzuVBWHQskzeepvGYzax+tzaFsrpkyLNn9t9/EZHHpUKEiIiIJM9gMNuVAGDj6EqrOacwGAxc/HNJqoWIiOBrHFn4LWW7jmDHhH7Jxt09d4hzm+ZT5u1h7JrybqLrpd4cZPbat0QNIoKvcW7zz6ZChKW1DVXenW4Wl7VUHVb0Ls/5PxaaChHBp/dxdc86qn00mxzlGgLgnqcoy3uV48z6uRRu3gsAe3cf7N19sHXxTJdCREx4KAlxMdi5ej31Wo86vnQSVnaOVH1/JpY2dviWqEF8dCQH5w2j8Ct9sHdPuoln+K3L3D6+kwp9xpG3dlvg4RFJD66f49KfS02FiLS+Xw+un+fQvK8o3XkY/g3fMt0ne9n6T/RcxYoVo2zZsvj6+hIXF0doaCh//fWXqYnp3bt3VYgQEZFMYzBAmTyeSV7L7u6Q7DV4+G37AfP2UL9oNqZ1rmAar1HIfPfgyoNXAfi+SyXsbR7uBKzs703AxytYefCqqRDRpXp+utX0B6Dd5D+Jiovn32ytLRPldOpGKFfuRtC1ej6z8ZI53fFwtEk2/8d1/nYYebydUg98DDdCIpn95zkGv1qcN6rkBaBsHk8qDl3L5E2nGP5ayWTnzuleGS/nf3anVC3ggxEj36w8xhfNi+HtYoedtSU7BzXEzeGf96Fm4SxcuRvO5I2nTIWICnk92fZZfaz+v5MCoFoBH8oOXs2srWf5pk2pdH1uEZH/KovUQ0RERORFEhsZxvJe5dj8ZVuMRqNp/MiiMSx43Y9754+kuobhMXZc7Pv+c7KXa4B3QMVkY4wJCez+7n0KNe2Bk2+eNK9t4+SGMT4uxRgLS0usHZwwxv0Td23fRqzsnchWup5pzN49C1mKVuHannVpvn9aGBMSuH7wD/4a24ulXYtz58SudF0f4Pq+jeQo3whLGzvTWK5qLUmIi+X6gc3Jzkv4/3v36I4GAGsHZ4zGf75Nmdb369ymn7CwsiZvnfZP/UwATZs2Zffu3axYsYLVq1ezdetW9u/fz+nTp7lx4wZBQUHpch8REZG/hUXFUn7IatpN/tPs56Qxa46TM3AJR67cT5f7bD15iwt3wulaI1+KcXHxRqwtLbCz/ufjG3trS6wtLUh4JD8Liyf7fvwvey5haWHg1Qw4eulWaBSTNp6k+vB1dP0+/XdW/H7iJnEJRl4pncM05mBjRcNiWVl/5HqKcx8tQvytuN/D45xuhDzcxWlpYTArQjwadyMk0vTa1cHGrAgB4GRnTR5vJ27cj/z3dBGRl5YKESIiIi8Za3snKg2YxM1DWzi9eiYAwWf2c2TRaIq3+wj3PEXT7V7X9m/i+sHfKfXGoBTjzqybQ9T9OwS0GpDqmgnxccRGPODK7jWc/30hBRp3TRRjNBpJiI8jKuQOx34dz4Nr58hf/w3T9ZDLp3DJlg+Lf/UYcMlRgNCrp9P4dCl7cO0ch34awfJeZfl9aBsi7lyl9NtfkqX4P+c1/51nan8e/SDk3+KiIwi/fRmX7P5m4/buPtg4uRN65VSyc52z5sGnaBWO/BLEvQtHiY0M49q+jVz4YxEFm3Q3xaX1/bpzcg8u2f05//sClvUow8+ts7H6nVpc27cxze+biIhIZnKys2Zip3JsOXWLmVvOArD/4l3GrDnOh00DKJrDLU3rTNl0Cr/AX8n3/jI6freNY1dDzK7vPv/wyMrw6DjqjdxI9oG/UmbQKiZtPGkW17KsH3EJRoYuO8ztB1HcfhDF4CWHMBgMtK3wdM26jUYjv+65TFV/b7NjmZ5GTFwCK/ZfocPUbZT6YhWTNpyiir83Qe3LmMXFJxiJi09I8U98QvI//wCcuvEAD0cbvJ3tzMYL+Lpw5V4EkTGJd4WkZMeZO9hYWpDbyzHluLN38M+S8nFL98JjOHE9FH/fp+/bJiLyotDRTCIiIi8h70LlKdyiLwfmDsOrYDm2j+uLd6HyFPr/ETvpIT4mir0zPqZom/ewd89C2K1LScZFhdzm0PwRlO85Givb5M/yBbh3/ghr3qtjeh3QcgCFW/RJFHdy5TRTk2krOweqvPMd3oX/OfYgJvw+1g6Jf4G0cXIlJux+Wh4vSbERD7j01zLObV7AnRO7cMqSi7y125GnRmuckmjqfH7zAnZOSr348ujRSf8WE/bwgw1rx8TNENPyPDU+nsu2Md1Z8+4/zbwDWg6gUPOe/9wjje9X5L1bRN69zpEFoyjR8XPs3Lw5tWoGW75+g0bfbsQ1Z6EUcxEREXkelM/rRd+6Bfhq+RHK5fGk39zdlM/rRa9aBdI0/7VyOalXJCtZXO24cCeMCetP0nzs76x5rzb5szz8YPr2g4ffuu89ezc9a/szqEUxNh67wbDlR3C2szYdNVTA14XFfarx1oztTNn0sPjv4WjD/J5VyOX1dEcd7TwXzOW7EbzfOOCp1oGHzbIX7LzA0r1XCIuOpW6RrEzvXIF6RbOamj8/qsLQNVy5m3Kj5RweDuwZ3CjZ6yERMbjYJ+7P4eZgg9EIIZEx2NukrcBy8nooM/44Q8cqeXBOYs2//bzzAnsv3GXG28nv9AUYtOQQBuCtqinveBEReZmoECEiIvKSKvb6+1w/sJn1nzbD0saOWoMWYrBIv82SR38Zh4WVDQWT2LHwqP2zh+CRrwR+lZqmuqZztnzU/2YtcVHh3Dr6F8eXTsTC0opibT8wi8tdrSXehSoQHRrMxT+XsC2oJ9U+mEW20nWSWfnpXdu/iT9Hvo2FlRU5KzenRIdP8UnhOCqA7OXqU/+btamu7ZQlZ6oxT2rn5HcIuXSSiv0m4Oidg9sndnF0cRA2jq5JFnlSZEwgLiqcKu9MI1uZugD4FKnMb30qcGzpRCr1n5gBTyAiIpL+3msUwOZjN2k+9nfsrC1Z0Kdamo8/+rupNEDFfF7UKexLteHrGL/+JOM7Puy99fexSu0q5WZA/YeF+qoFfLhyN4Jx606YChHnbj2g26ydlM/rScfKeTAa4Yc/z9Fp2l8sHVCDAr5P3gj51z2XsLexpEmJ7E+8BkCrCVvYdvo2JXO6817jwrxaxg8Px8RHHz1qbvfKRMcl3VT7b7ZWz+YQj+CwaDrP2E5ub0c+bZb8zuA954P5eOEB2lbIRdOSyb9n038/zcJdFxnfsWyKDbNFRF42KkSIiIi8pCysrMlZqRkHzx0iV9VXcfR6ul9CHxV+6zLHl02i8oDJxEVHQPTD3QIAcdGRxISHYuPowp1Te7j45xLqDltGTPjDb/bHRYU//N/IcGIjw8z6F1jZ2uOZvyQAWYpWwdLGjkM/jSB/g7fMGjLbuXpj5+oNQLbSdYgODebAnCGmQoSNoxvhty4myjsmLAQbJ7cnemYLK2ssbeyIi44gJvwBsRGhJMTHYWGZ/I9bNk7uuCex0+DfDBaWyV6zcXw4PzY8JNG11J7n6t71XNq2lPrfrMEz/8NGij5FKmOMj+fQz9+Qr14nbBxd0vx+2Tg93JXh8/+m4PCwgbhXoXKEXD757+kiIiLPLWtLC5qVysGhFUdoUcaP7O5P/oGyt4sdlfN7c+DSXdOYq/3D3gNV/b3NYqsW8GHFgas8iIzF2d6a4b8dxcXemumdK5oKIdUL+lB9+HpGrznOd29V4Ek8PELpKg2LZcPR9uk+GnL6//wHUbE8iIwjIjoej5RPN6KAr0uKR09C6j3JXB1sCI2MTTR+PyIGg+Gf9zglYVGxtJ+6jZj4BH7tXz3Z9+LE9VA6ffcXlfy9+LZt6WTX+3XPJb5YcoiPmhShTfmnOzpLRORFo0KEiIjISyr02lmOLB6De97iXPhjEfnqdsC7UPl0WTvs1iUSYqP589suia7tmhzIvu8/pfW884ReOYMxPo71HzdJFLd5aBtc/QrSeOyWZO/jkbc4xoR4wm9fMitEJBV388g202vXHP5cP7AJY0KC2S6Q0CunEvVaSCvfYtVoMeMgV3ev5fzmBWz95i1snN3JXa0luWu0wSNvsURz0uNoJis7Rxy8ciTqbRF5/xYxYfdwyZH8MRIhl0+CwYB7HvPc3PMVJyE2mog7V7BxDEjz++XiV5Dg0/sT38hoJD4mOtXnFBEReV6cvfWAMWuPUzyHG4t3X6JDpdyUz+v1VGs++sF6waxJfxHh7w/no+MScObhkUElcrqb7cawsrQgILsr52+FPXEuG49d515EDK3KPn2T6tndK3Pu1gMW7LrI3L/O8c2qo1TO703r8jlpVjJHkh/up8fRTP5ZnLkbHsOdB9FmzadP3Qglh7sD9jbJf5EDIDo2njenb+dycDjLB9bEN5k+GZeCw2k7eSt5fZyY8XbFRI2p/7bh6HX6/7iHt6vlY2ADHUcpIvJvKkSIiIi8hBLi49gxvg/OWfNSb/hvbP2mM9vH9aHRmM1mOxCelHueotQe8qvZWNT9W/wV1JMir72Db4mHDZuzlqqdKO7ehSPsn/UFZbt9jcf/dz8k5/aJXWAw4OiT8tFFt//fr+FvWUvX4cii0Vzbt4HsZesDDz+4v3lkG8XbfZTWx0zE0tqWnJWbk7NycyLv3eT8H4s4v3khJ3+bhmvOwuSp2YZ8ddqbdhGk19FM2UrX4cquNZR6czCWNg8bNl78cwkGSyuylqyZ/LrefmA0cu/cITz9//l2372zhwBM72ta368cZRtwftPP3Dy81RQXHxvN7RO7yFK8eqrPKSIi8jyIi0+g79zd5PV2YkVgTTrP3E7fubvZ9GFdnOyS7x+QnFuhUfx15jYNi2UzjdUqnAVrSwNbTt2idoCvaXzrqdtkd3cwfbDu5+nAkSv3SUgwmooRcfEJHLsaQuFsiftDpdUvey7j5WxLzUJZnniNR+X1cebjpkX5sHERtpy8xYJdF/l44QE+XnSAJsWz075Sbio/svsjPY5mqlkoC5YWBpbtv0yX6vkBiIyJZ+3h6zQukS3FufEJRnrO3sWBS/dY3LeaqXfHv90OjeL1yVtxsbdmbo/KONgk/THazrN36Pb9TpqWzM6XLUukeG8RkZeVChEiIiIvoaOLg7h/8TgNvlmLpbUtFfqMZfU7Ndn7/adU7DMu1fnX9m0kLjqC4NP7ALi+bxO2rp44evvhmb8kNo6uZHnkeB7A1Kza1a+AqXeCvbtPsjsZ3PMWMx0XFH7rMjsm9idX1Vdx8s1NfGw0Nw9t5dTqmeSv9wb2bg/XuLD1V67v20jWUrWw98hK9IO7XPhjEbeO/kXlwKmmtb0KlCFbmbrsnvoesW8OwsbRjSOLRmPn6kX+ep0e891Mmr17FgJa9CWgRV+CT+/j3OYFHPt1HM6+uclRoTEAts4e2Dp7PPW9Cr/Smwtbf+HPb7tSsGl3wm5c4PD8b/Bv2Bl7938+YNg0uBXht6/QbNJOALKWroujT062je5O0Tbv4uCdgzsnd3NsyXjy1G5rKkql9f3KXq4hXgXLsmvKO5To8Cl2bj6cWjWTmLAQAl55zH4TIiIimSRo7QmOXwthzXt1sLW2ZGz7stQcsZ7PfjnI2A5lU5w7eeMpzt8Oo4q/N94udly4HcbEjSdJMEL/egVNcd7OdvSo5c93m0/jYmdN2TwebDx6g5UHrzKmXRlTXOdq+ej03V90/X4H7SvlxgjM+fMc5++EmR0RdOdBNNvP3AYeNsKOiU9gxf4rAFTK7222YyA0MpYNR6/ToVKeZL/d/6QsLAzULJyFmoWzEBoZy7J9l1mw8yJf/HqQDR/WNcU9TRHlb1nd7HmjSh5GrDiKjaUFub2c+O7300TGxtO7zj87Qv86fZvWk7YS1L6M6bikjxftZ/Wha3zYJICEBCN7zweb4gv4uuBsb01kTDztpvzJjftRjO9YlvO3wjjPP7tQyuTxBOD0zVA6TfuLrG72vFUtH/sv/nMEl5OddbK7X0REXjYqRIiIiLxkgk/v4+gvYynZ6XNccz7cNm7v7kO5nt/y58jOZC/bAL//f1CenD3TPiT89uV/Xk//EIA8NV/Hs9/4dM/Z2tEVB89sHFsygaj7t7C0dcDZNzfle44md43WpjiX7P5c3PoL+2cPISbsPrYunrjlCqDO0KX4FKlktmblwO/YP3swe2d8SnxsFD4BlajUbyLWDkl/I+5pePqXxtO/NKU7DyU+Jird13fyzU3tQYvY98MgtozohLWDCwUad6HY6+ZNvI0JCRjj402vre0dqT3kFw7N/5rDC0YRHXoXB6/sFH61H4X/VThIy/tlsLCg+sc/sn/OYPbPHkx8TBQe+UpSe8hi0981ERGR59m+i3cZt+4En79SjEL//wDZx8WOb9uW5u2ZO6hfNCuNU2junN/HiVUHr/Lbgas8iIrF1cGGqgW8eb9RAHl9zH/G+LhpURxtrfjxrwsErT1Obi8nxnUoy+sV/tnFWa9IVn7oWomJG07SZ85uDAYo6OvCvB5VzHYYnLwRSrdZO83W//v1L/2q4+X8T+xvB64SFZtAq3Ip77h8Wi721nSqkpdOVfJyKzT9f/4BGNqyBE621oxafZzQyBiK+7mzoHdV/B5pUmHk4Q6IhEd6Umw6fhOAb1Ye45uVx8zW/KVfdar4e3P7QRRHrj7swfXv9xbgxvhWAOy9cJfQyFhCI2NpMe4Ps5hK+b1Y0r9GujyriMh/ncGYWncgERER+U/x9PYhR4NuFGmZeu+BlBxeMIpjSybQet45wICFZcrn7L6IjEYjxoR4dk4OJPjUPppO2Jb6JHliC9v6MX5sEL17987sVERE5DlnY2PNly2K8la1fJly/1GrjjFxw0nOjnoFg8GApUXKjZX/a+ITjFwODqfil2uZ+mZ5WpR5+l4Skr5+2HqWz5ceISYmccNuEZHnkXZEiIiISLISYqNZ0CY7nv6lqf/16sxO55k7uXIa+2d9AYBztvyZnI2IiIg8T6LjEsgRuITSuTxY9W6tzE4nXRX+eAWhkfqAW0RE0o8KESIiIpKkfPU6ka1MPQCs7RxTiX4x5a7WEu9CFQCw+n8TaBEREZFOVfJQr2hWABxtX7xdo7/2q05cwsMDNHJ7vZw/B4qISPpSIUJERESS5ODhi4OHb2ankansXL2xc/VOPVBEREReKr6u9vi62md2GhmmaA63zE5BREReMBaZnYCIiIiIiIiIiIiIiLy4VIgQEREREREREREREZEMo6OZRERE5Lm2Y0J/7pzaS9MJ2x5r3rlNP7Nz0gBazDiMvbtPBmX3j9jIcA7MGcKl7StIiI3Cu3AlynQdjrNv7hTnnVk3hyu7VnP/wlFiIx/gnDUfBRp3JU+t1zEYDKa4PdM/4ubhP4kIvgYGAy7Z8lOwWXdyV2tltl5UyG32zxnKtT3riY+JwiNfcUq+8QVeBcpmxGOLiIjIM9L/xz3suxDMn581eKx5P++8wMB5ezk0rAk+Lhnf8yo8Oo4hSw/x24GrRMXGUzG/F8NblSS3t1OK8+ZuO8eqQ9c4djWEB1Gx5PNxpkuNfLxePpfZz0QAi3dfYty6E1wKDienpyMD6xeiVbmcZjFlB6/myt2IRPdZ815tSuZ0f/oHFRGRx6JChIiIiDzXirR+h7io8Meel61MXeqNWImt87P5RXP72J4En9lPmbe/xMbJnSMLR7F58Gs0Cvoda/vkf/E++stYspasSb66HbF2cOb6gd/ZOXkg4bcuUaztB6a4uJhICjTuglPWvBgT4rmy4ze2j+2NMT6ePDXbABAfG82mQa2Ii46gTJdhWDu4cPK3aWwa/BoNvl6Da85CGf4+iIiISMZ4p0EhwmPiHnte3YCsrAysibujTfonlYRes3ex/+JdvmxZAjdHG75dfYzXJm3l94/q4mRnney8setOULNQFjpWzoOLnTWbT9wk8Ke9XAqO4IPGAaa4lQev0nfubnrXKUDtwlnYeOwGfebuxsnOigbFspmt2bh4NvrUKWA25p/FOX0fWERE0kSFCBEREXmupbajIDl2rl7YuXqlbzLJCD69j6t71lHto9nkKNcQAPc8RVneqxxn1s+lcPNeyc5tMHKdWZ6+xasTE3aPEyumUqT1u1hYWgJQsc84s3nZStUm5PIpzm3+2VSIuLRtOSGXT9Jg1Ho88hYHIEuxaqzoXY7DC0ZR9f2Z6frcIiIi8uyktqMgOV7Otng526ZzNknbd/Eu645cZ3a3SqaiQNHsrpQfsoa5f52nV+0Cyc5d+14dszyrFfThfngM320+zbsNC2Np8XBXxNe/HaVx8Wx88UoxAKoW8OHsrTBG/HY0USHCy9mWMnk80/sxRUTkCahHhIiIiGSasxvmsbxXORa2y8X6T5pw7/wRFrTNyeEFo0wxOyb057d+VUyvz236mfmtsnD33CG2fP0GC9vnZnmvspxYMdVs7b/jIu/dyvDnuLZvI1b2TmQrXc80Zu+ehSxFq3Btz7oU5yZVLPHIW4K4qHDiIh+kONfGyQ1j/D/fjAw+vQ9bF09TEQLAytYe70IVuLZvAwnxj/8tShEREcl4P20/T/khq8n97hKajtnMkSv3yfXOEkatOmaK6f/jHqoOW2t6/fPOC/j2/4VDl+/x5rS/yPPeUsoNXs13m0+brf133K3QqAx/jo1Hb+Bka0XdIllNY1lc7ans7836IzdSnJtUsaS4nxvh0XE8iIoF4FJwOKdvPqBFGT+zuJZl/ThxPZTLdx9/F62IiDwb2hEhIiIimeLq3vXsmvIOuWu0Jle1ljy4dpY/v+2CMSE+TfO3j+1NntptKdCoC5f+Ws7+Hwbh6leIrCVrPlYeaftw3mDamZCUkMuncMmWL1GMS44CXNz6y2PlA3Dr2Hbs3HywdnQ1GzcajRgT4omLDOPKrtXcOPgHFftP+CdLCwssrBIfeWBhbUN8TBRhNy7gkj3/Y+cjIiIiGWf90eu8M38fr5XLScsyfpy7HUbX73cQn2BM0/w+c3bzeoVcdKmRj+X7rzBoySEK+rpQs3CWx8ojLj4h1RiDwWDamZCUUzdCyevjlCimgK8Lv+659Fj5AOw4ewcfFztc7a1N60Pi45UK+roAcPrGA/w8HE3jy/ZdYeGuiwCUyuXBB40DqJTf+7HzEBGRp6dChIiIiGSKo4vG4FWoPJX6T3w4UKo2FlY27Jn2QcoT/y9f/U4UatoDAJ+iVbm2bwOXty9/7ELEgjbZU43xKVKZOkOXJHs9Jvw+1g4uicZtnFyJCbv/WPncOLyVS38to+QbgxI1Zry6azVbR3YGwGBpRZm3vyJXlRam687Z8hF57ybht6/g6J0DAGNCAnfPHHiYZ9i9x8pFREREMl7QmhOUz+vJxE7lAKgNWFta8OHC/Wma36lyHrrX8gegir8PG47eYMWBK49diMgRmPzPOn+rlN+LJf1rJHs9JDLWVDR4lJuDNfcjYh4rnz9P3WLZ/it88Uox089EIREPd0b8+x5/v370HvWLZqVUTnf8PB25cT+SqZtP03riVhb1raZihIhIJlAhQkRERJ65hPh47p47RIkOn5qN+1VskuZCRNaStUz/bGFpiXO2fITfufbYudT/Zm2qMSk1m05PD66f568xPchSrBoFm3RPdN2naBXqf7OW2PAQru3bwN6Zn2BhZU2+uh0AyF29FYcXjGLHhH6U6/kt1vbOHFsynrCbD78JiEGncoqIiDxP4hOMHLp8j0+aFTUbb1Iie5oLEY8WHCwtDOTzcebavcjHzmXNe7VTjXGyfTYfI52/HUaPH3ZRrYAP3Wv6P9Eaw18rafa6QbFs1Pp6PSNXHUuxmCIiIhlDhQgRERF55qJDgzHGx2HrYt480NbFE4NF2j4st3F0M3ttYWVDQmz0Y+finqdo6kEkfwTB37mE37qYaDwmLAQbJ7c05RFx9wabh7bBwSs71T6YleRRUDaOrnjmLwmAb4kaxMdEs3/2IPLUaouFpSU2jq5UfXc6OyYOYGW/ygC45SlKwaY9OLF8Mvbuj/fNSBEREclYwWHRxCUY8XQy74/g6WRDCicgmXFzsDF7bWNpQVRc2o66fFTR7K6pxvx7t+a/udpbczE4cZ+G+xGxifJMzo2QSF6fvJXsbvZ836Wi2TFPrg4Pdz6ERMaSzf2fOSGRD3dKpHQPextLGhTNypy/zqcpDxERSV8qRIiIiMgzZ+viicHSiujQYLPx6NBgjAmpn0+cntLjaCbXHP5cP7AJY0KCWSEl9MopXLKn/i2+6Af3+H1oGwwWltT87Kc078DwyFecM+tmEx0ajL27DwBZilWl+ZTdPLh+DoOFJc5Z87B72oc4eGYzHdckIiIizwdPJ1usLAwEh5l/mSI4LIY0tohIN+lxNJO/rwubj98kIcGIxSMFhFM3QvHPkvgYy3+7Fx7D65P/xNLCwLxeVXCyMz+Cyf/vXhA3H1A42z+Fk5N/947wNe8dkZQ01ndERCSdqRAhIiIiz5yFpSUeeYtzZddqCr/S2zR+ecfKZ55LehzNlLV0HY4sGs21fRvIXrY+AJH3b3HzyDaKt/soxblxUeH88VV7YsLuU3fYcuxc035m8e3ju7B2cMbWxcNs3GBhYWpKHXn/Fpe2LaNQsx5pXldERESeDUsLA8X93Flz+Bq96xQwja88ePWZ55IeRzPVDfBlzJrjbDh2g/pFswJwOzSKv07f5sMmRVKcGx4dR4ep27gfHsPygTXwdrZLFJPL0xH/LM4s23eF5qX++YLF0r2XKZjVxaxR9b9FxMSx9sh1SuXySDZGREQyjgoRIiIikimKtH6HLcM7sn18X3JXa0XotTOcWjUDg6UVhmfYy+Dvo46ehleBMmQrU5fdU98j9s1B2Di6cWTRaOxcvchfr5Mp7vzvC9k5aSC1By/Gp8jDo5O2jurC3bMHKNvtG6JC7xAVescU756nGJbWttw6toMTyyeTo3xjHL1zEBv5gCu713D+9wWU6PgZFpb//Ei3f/YQvAqUwcbJjdCrpzn6yzhcsuej0CMFHxEREXl+BDYsRKfv/qLv3N20KuvH2VthzPjjDFYWBixSOQopPZXM6Z56UCpK5/agbhFf3v95H2EtiuHqYMOYNcfxcralU+U8priFuy4S+NNeFvWpRmX/h1/C6DpzBwcu3eWbNqW48yCaOw/+2SVSNIcbttYPj618v3EA3WftZNjyw9Qq7MumYzdYc/g633epaIpfsvcyaw9fo06AL1nd7LkREsW0zae5ei+CcR3KPvVziojI41MhQkRERDJF9jL1KN9rDEd/CeLSX8txzx1AxX4T2PBZc6wdUt9W/7ypHPgd+2cPZu+MT4mPjcInoBKV+k00exZjQgLGhHiMxn/OWrhxYDMAu797P9GazabsxsknJw5e2bCwsuHwz98QFXIHGydXXLL7U+3DH8hRvpHZnMj7N9k78xOiH9zF3t2X3NVbUbT1O1ha2yZaX0RERDJfvSJZGdOuNEFrT7Bi/xUCsrsyvmNZXhn3By72/72Pbaa+WZ4hSw/z6eKDRMXFUzGfFxM6lsXZ/p9jlhKMRuITjDx6+tTmEzcBeH9B4ibduwY1JKfnw90OzUvlICo2nvHrTjBt8xlyejowoWNZGpf457jNnB4O3AqNZvDSw4RExOBkZ0W5PJ583aYUpXNrR4SISGYwGB/9TVhERET+8zy9fcjRoBtFWg7I7FQe27V9G/njq/bUGbrEtGNAXh4L2/oxfmwQvXtr94aIiKTMxsaaL1sU5a1q+TI7lQyx8dgNOkzdxq/9qpt2DIg86oetZ/l86RFiYmIzOxURkTT575XWRURE5IUQEx7K4Z+/JkvRqlg7uHD/0nGO/jIWj3wl8A6olNnpiYiIiDwToZGxfLPyKFULeONsZ82J66GMXXeC4n5uVMrvldnpiYiIpAsVIkRERCRTWFhZEX7rMru+e5+YsPvYOLmRrVQdSr7xBYZneB6yiIiISGaysjRw+W4E7y/Yz/3wGNwcbahd2JcvXimmn4lEROSFoUKEiIiIZAorWweqfzw3s9MQERERyVQONlbM6a4jKUVE5MVmkdkJiIiIiIiIiIiIiIjIi0s7IkREROSlNL9VFkp0+JSAlv0zO5U0O7JoDLeP7yD4zAFiw0OoPeRXshStYhZz69gOjiwcRcjlk8SEhWDn5k2W4tUo3vYjHDyzmuKW9yxL+O3LSd6ncuBUclV9NUOfRURERJ5fvv1/4dNmRelXr2Bmp5Jmtx9EMXTZYTYcuUFUbDzF/dz44pVilMnjaRZXdvBqrtyNSDR/zXu1KZnT/VmlKyLy0lEhQkREROQ/4sy6OThlyUXWEjW49NfyJGNiwu/jlrso/g06Y+viwYMbFzi6aAybT71Ow1HrsLSxA6DqB7NIiIs2m3t86SSu7V2Pb4kaGf4sIiIiIuklOjae1yZuJSI6jmGtSuBsb83030/z2qStrH63NoWyupjFNy6ejT51CpiN+WdxfpYpi4i8dFSIEBEREfmPeOW7fRgsLLhzak+yhYgc5RqSo1xD02ufIpVx8MrO70PbEHx6Pz5FKgHgkbeY2byE+HiCT+0la8la2Dp7ZNxDiIiIiKSz5fuvcPJ6KOver01xv4e7GqoV8KH8kNWMWnWMmV0qmsV7Odsm2ikhIiIZS4UIERERSTchV05xYM5Q7pzaS3x0BHZuPmQvW58yXb4CIPTaWY4s/Jbbx3cRHXoHB89s+FVqStHW75q+qQ8Pj00q3v5jEmJjOLN+DnHRkeSu1pIyXUcQfHof+2Z9Tsjlk7jlCqBin3G45PA3n9vuI2Ijwzi3aT5x0RFkK1WHst2/xs7VO8X8r+3fxNFFY7h3/ggW1jZkL1OP0p2HYuvyzy+qx5dO4uyGHwm/cxUrWwdccvhT6s3BeBUok87vZmIGiydr72Xr5AZAQnxssjE3j/xJ5L2b5K7+2hPdQ0RERFJ26kYoXy47zN4Ld4mIicPHxY76RbMyrFVJAM7eesDo1cfZeS6Y4LAosrk50LRkdt5pWBg7a0vTOr79f+HjpkWIjktg7rZzRMbE07KsH8NfK8m+i3f54tdDnLwRSkA2V8Z2KIN/FhezuR81KUJYdCzzd1wkIiaO2oV9+bpNSbyd7f6dsplNx24QtPYER67cx8bKgnpFsjKkZXE8nWxNMZM2nmTeXxe4ei8CBxsr/H2dGdyiOKVzZ+yXHPZdvIuHo42pCAFgb2NJ+bxebDx2nbj4BKws1SZVRCQzqRAhIiIi6WbL8I7YunhSvtdobBxdCb91mbtnD5iuRwZfxylLLnJWeQUbBxdCrpzm6KLRRARfp1L/iWZrnVk7G69C5anYdwJ3zx3k0E8jwGDB7WPbCWg1AGs7J/b98AXbxvak0bcbzeaeXjsbV7+CVOg7jsi7Nzj44zD+HNWVusOWJZv7lZ2r+PPbLuSq1ooirQYSExHCoZ9GsOWbt6j31QoAzv++iIPzvqLY6+/jVag8cZFhBJ85QEx4SIrvS0J8PGBM5d0zYGFpmUpM2iXEx2NMiCfsxnn2zxmCW+4i+ARUSjb+wpbFWDs4k71cg3TLQURERP7R6bu/8HSy5du2pXF1sOHy3XAOXLxnun79fiS5vBx5pXQOnO2sOX3zAWPWHOfa/UgmdipnttbsP89RPq8n4zuW5dDl+4z47SgGg4EdZ+8woF5BnGyt+GLJIXr9sIsNH9ZNNLdgVmfGdijDzZAohi0/TLfvd7J0QPJHM64+dJUuM3fQsmxOBtQvSGhkLCN+O0rnGdtZPrAmAIt2XWT4iqO83yiAcnk9CY+KZf+le9yPiEnxfYlPMGI0pvxzksFgwNLCkOx1SwsDNlaJCw22VhZExSZw4U44+R85emnZviss3HURgFK5PPigcQCV8qf8hRUREXk6KkSIiIhIuogODSbs5kVKdR5qdjRQ3tptTf+cpVhVshSrCoDRaMSrUHms7R3ZMaE/ZbuOwNrhn18QbV08qRw4FYPBQNZStbi2byNn1v5A/W/W4pm/JAAxEQ/YMb4PD66fxzlrHtNcg8FA9Y/nYmlt83AtZw/+HPU2N49sS9Tc+W/7fhhE9nKNzAoiLtkLsPb9ulzbv4lspWoTfHofbrkCKPJaoCkmLR/c/9anQrKNof/m6O1H86l7Ul0rrdZ+UI/7F44C4JGvBDU/+xkLK+skY+OiI7mycxV+lZqa7UwRERGR9BEcFs3F4HCGtixOg2LZ/j/qTdsKuU0xVQv4ULWAD/Dw56TyeT1xsrWi/7w9jHitJM72//x33NPJlilvlsdgMFCrsC8bj91g9p/nzBouh0bF0Xfubs7fDiOPt5NprsEAc7pXMX1w7+5oQ5eZO9h2+jZV/JP+MH7QkkM0Kp7NrCDin8WFeqM2sunYDWoH+LLv4l0CsrkysEEhU0x907Mmr8LQNUk2j35UDg8H9gxulOz1vN7O3AyN4srdCHJ4OACQkGDkwKWHhZ5HiyH1i2alVE53/DwduXE/kqmbT9N64lYW9a2mYoSISAZSIUJERETShY2zB44+fhz88SuiQ++SpVhVnHxymsXEx0ZzfMlELmxZTPidqyTE/tMsOezmRdzzFDW99i1RA4Phn2++OWfLS8ilE6YiBIBLtrwARARfMytEZC/XwFSEePi6IQZLK4LP7E+yEPHg2jnCb12iZKfPSYiPM4275SqMrasXd0/vJ1up2njkK8HptbPYO/MTclRoglfBslha2yZa79+qfzyH+NiUvw34aL7pofLAKcRGPuDBtfMcWzKezUNbU++r38yKPX+7unsNcZFhOpZJREQkg3g42uDn4cCw5UcIDouhagFvcno6msVEx8YzccMpftlziav3IoiOSzBduxgcTtEcbqbX1Qv6mP2clNfbiRPXQ01FCIC8Pg+LD9fuR5oVIuoXzWq2e6BhsWxYWRjYf/FukoWIc7cecCk4gs+aFyMu/p+cCmdzwcvZlv0X71E7wJcSOd354c9zfLr4AI1LZKdsbg9srVPf7Tm3e2WzZ02KbRK7HR7Vqqwf364+Rv8f9zCqbSmc7ayZsP4kF4PDAbB45L0a/lpJs7kNimWj1tfrGbnqGEv6J78rREREno4KESIiIpIuDAYDtb5YxOEFI9k/ezCx4SG45ChI8fYf4VehMQAHfxzG6TU/UOS1QDwLlMHG0YW7Zw6wZ/pHxMdGma1n4+hq9trSyibRmIXVww/v4x8paADYunqZx1laYuvsQdS9m0nmHhV6B4Bto7sleT38zhUA8tR6nfiYSM5umMep1d9jZWuPX8VmlHprCLbO7knOBXDJUZC0HM2Unlz9CgLgVaAsWYpVZXnPMpxZP5fCr/ROFHthy2IcPLORpUjSu0VERETk6RgMBhb2qcaoVccYsvQQIZGxFPB15qMmRWhcIjsAX604wg9bzzGwQSHK5PbAxd6aA5fu8fGiA0THxput5+Zg/gUGGysLXOzNdz7a/L8nwr/nejmbf4nC0sKAh5Mtt0LNfxb7252whz9ndZ+1M8nrV+893M3wevlcRMbE89P2C3y/9Sz21pY0LZmDIa8Wx90x+S9cFPB1SdPRTClxdbBhWucKDJi3lyrD1gFQNLsr3WvmZ8qm0/i4JL/j097GkgZFszLnr/Mp3kNERJ6OChEiIiKSbpyz5qHywCkkxMdz79xBjv4ylm3fdqXJ+G04Z83Dpb+Wk69uR4q2fsc0J+TSiXTPIzrkjtnrhPh4YsLuYeeeJcl4m/83cy799jC8CpZLdN3W5WGDRYPBgH/Dzvg37ExUyB2u7lnHvlmfA1Cx3/hk88mMo5ke5eCZFTs3H8JuJP4FOzo0mOsHfqdg0x5P3AxbREREUpfH24nJb5YnPsHIwcv3GLf2BN1m7eTPT+uTx9uJ5fuv0KFybt5pWNg058T10HTP484D8y9wxCcYuRceneyH9X8XPYa1KkHZPJ6Jrnv8v8hgMBjoXC0fnavl486DaNYduc4Xvx4EYHzHssnmkx5HM8HDo612D2rIudthWFoYyOPtxIcL95PNzd50XFNK0vcrISIi8m8qRIiIiEi6s7C0xNO/NMXafsjV3Wt5cO0szlnzEBcdmahPwfk/FqX7/a/uXkupt4aajju6unsNCXGxePmXTjLeJbs/Dl45eHD9HAWbJL0r4t/sXL3IV6c91/auJ+TKyRRjM+NopkeF3bhA5L0bOGbJlejaxW3LMMbHkbt6qwy7v4iIiPzD0sJA6VwefNikCGuPXOfsrQfk8XYiMibetIvhb4t3X0r3+687cp2hLUuYjmdac/gasfFGSufySDLeP4sz2d0dOHc7jK418qfpHl7OtrSvlJsNR69z6kbKxZT0OJrpbxYWBlNT6tuhUSzfd4UetfxTnBMRE8faI9cplczzi4hI+lAhQkRERNLFvQtH2f/DF+Ss/ApOvrmJj43m1MoZWDu64vH/vg5ZS9bk7MZ5uOTwx8EzG+d/X0DE7SvpnovRaGTLiE4UaNKVqHs3OTD3S7wLV8SnSOUk4w0GA2W6DOPPb7sSHx1J9nINsLZ3JiL4OjcO/k6+ep3wCajIrinvYu3gglfBstg6u3P/4jGuH9hMoaY9UszHLVdAujzXraN/ERUazIPr5x6+Prad6Ad3sXPxND3b9nF9cMqaB/fcRbC2dyb06mmOL5uMvbsv+eq0T7TmhS2Lcc1ZGPfcRdIlRxEREUns2NUQvlhykFdK5SC3lxNRcfHM/OMMrvbWlMz58APwmoWzMG/7Bfx9XcjqZs/CXRdT3SnwJIxGeGPaNrrUyM+tkCi+XH6Yivm8qJxMo2qDwcBXrUrQ9fsdRMbE06BoVpzsrLh+P5I/TtyiY5U8VMznxXs/78XZzpqyeTxxd7Dh2LUQNp+4SY+aKRcCCmdzTfF6Wg1ZeogyuT1xc7Dm9M0HjF93knw+TvSq/c/9l+y9zNrD16gT4EtWN3tuhEQxbfNprt6LYFyH5HdtiIjI01MhQkRERNKFvbsP9h5ZOb5sEpF3b2Bp64Bn/lLUHrQIu//3bCjTZTjGhI84MGcIBktrclZqSum3h7FlRKd0zcW/wZvERoaxc+IA4qIjyFqyNuV6fJPinBzlG1Hri4Uc/WUs28f3xRgfj4NXdnyLV8Pp/zsJvAqV59zGnzi3+WfiosJx9MpOwKv9CWg5IF3zT87hBaO4dfQv0+sjC0YB4FOkMnWGLgHA078U539fxMkV35EQF4uDV3ayl2tAQMv+2Dqbf9PvwY0LBJ/aS4lOnz+T/EVERF5W3i62+LraM2njKW6EROJgY0XJXO4s7FPN1LPhq1YliU/Yz5Clh7C2tKBpyex82aoEb0z7K5XVH8+bVfMSFh3LwHl7iYiJo3bhLHzdplSKcxoWz8aCPtUYt+4EfefuJj7BSHZ3e6oW8CHX/5tul8vjxfwdF1iw8yLh0XFkd3egX92CDKhfKF3zT86t0Cg+XXyAu+HRZHG1p1U5PwIbFDZrmJ3Tw4FbodEMXnqYkIgYnOysKJfHk6/blKJ0bu2IEBHJSAZjah2BRERE5D/F09uHHA26UeQZfTj+vJnfKgslOnxKQMv+mZ2KPKaFbf0YPzaI3r0TN9QWERF5lI2NNV+2KMpb1fJldir/Kb79f+HTZkXpV69gZqciT+mHrWf5fOkRYmJiMzsVEZE0UUdCERERERERERERERHJMCpEiIiIiIiIiIiIiIhIhlGPCBEREXmhtPvlZmanICIiIv9j767jpKraAI7/pra7O9iglu6UbhSRUEQFC0RBUdHXFgNEUMLuAumQkka6a2GJBZYtlmWD7Z54/1gZGDaRhSGe7+fzfl7m3nPufe7sunfmPuc8R9yWkmc9ZO4QhBBC3KNkRoQQQgghhBBCCCGEEEIIIW4aSUQIIYQQQgghhBBCCCGEEOKmkdJMQgghhLhuy0c3x7tJZ1qMmmruUK5LzKZ57PnqRQCsnNx58Kdjxn3HFn5O6ondpJ85TEleFl0mLsEzol2ZY1w6e4TDf3xIWvR+lCoN3k0602TEB9i4eFV5/pwL5zjw01ukntiFUmNFQNv7afL4u6itbK/7WuJ3/EX8zuWknz5IfnoSEUNepcHQCWXaVfe6Uo7v5uj8T8mMjcJgMOAcVJ+IIa+W2/ZaSYc2ETlnElmJ0Vg7exDe52nq9B9t0mbRY2GU5GcD0Hb8twS2f/C6r1kIIYS42zV//2+61PXk06FNzR3KdZm3J5aX5hwAwN3ekqMf9zPui0/PY/LKKHadSSWroIQgN1ue7BDCY+1qVXi8Yd9uZ9Pxi7zVP4Kx3WtfdzyH4zP4ddtZDsZd4vTFHFqHuLF03H1l2v11MJHlhxI5FHeJpMwCXulVlwl96pm0ycovpvb/VhhfrxrfiWbBrtcdkxBC3OtkRoQQQggh7jn3vTmH+97602TbmXW/oysuwrtR2S+pl2WfP8PGdwcABtq9/D3Nn/2E9NMH2fz+IHTFhZWeszgvm03vP0RxbgbtXvmRZk9+SMLuleyaNfY/XUP8rhXkJJ/Du2lXFKqKx5ZU57oy40/wz4dDUWksaTPuK9q++DVKtQX/fPQIGbFRlcaRFn2AbZ88jlNgPTq99Seh3R/n8O8fEL36R5N2nd9bSPvXfrm+ixRCCCHEHWX2qLbMGX1lEENBsY6Hv95OZEIG7w1oyO/PtKV9mAcT5h/i9x0x5R5j5eHzHEvMuqE49sWksetMGvV8HAlwqXjAx4rDicSm5dK1nhdqpaLcNnZWGlaN78TkwY1vKCYhhLjXyYwIIYQQQtxznGs1xNrZw2TbA98dRKFUkha9n/idy8vtd2LZl6itbOn4xmzUltYAOPiGsXZCd85umEN4n6cqPOeZ9b9TlJ1Oz0/XYuXoDoDKwprtU5/k0tkjuIQ0uq5raPfy9yiUpWNKzv2zoMJ21bmuhN2rAGg/4WfjdXlEtGXJiLok7lmNc1D9Co9/bMFnOAXWo9ULM1EoFHg2aE9BRjJH508jtMcTKNUaAFxDG2Pp4HJd1yiEEEKIO0tDf2c8HKyMrw/FXSImNZfFYzvSLqz080+H2h4cTcxk6YEEHr9mVkRekZZ3lxzhnfsjGDt7/3+O46mOoTzTKQyAR77eTqFWV26770e0QvlvAmLB3rhy26iUCpoFu1Ko1f/neIQQQsiMCCGEEOKeELt1EXMHeZGXmmiyXa/TsmRkPQ79/gEA2Uln2TnjOf4a1YwFjwSy8oU2HJnzcZWj/Xd/MY6VY8uW8Jn/cABH55uWb0o6tIn1b/ZjwSNBLHo8nF0zn6coO/0Gr/DGXX6oX5n00wdxr9va+LAewKVWQyzsXUjc+3elfS8c3IhnRHtjEgLAt0VP1Fa2nD+w/qbEW912Bm0JSrUGlcWVBwcqC2uUag0GfcVfunUlRVw8uo2Atg+gUFwZRRjYoXTmR9qpfdWKUQghhLhTLd4Xj/eLi0m8lG+yXavTU++NFXzw11EAzqbkMOa3vTR772+CXllK2w/XMmnFMQpLyn9Aftm42ftp/9HaMtsDX17K1NXHTbZtOp5M/+n/EPzKMmq/vpwXft9Hem7RDV7hjdH++znCztJ0HKy9lRqDoWz7qX8fx9/FhsEtA2/ovMoKZjf813ZCCCFunCQihBBCiHuAX8veqCysiNu+1GT7hcObKcpOJ6jjQwAUpF/AzjOQZk9/TKe351K7/2jObZ7P3m9frZE4EvesZuukR7HzCqL9qz/S/JnJpJ7cw9YpI6rsq9dpq/G/yr/M3yiFUmUc4X81lcaCrIRTlfbNSjiFg1+YyTalSo29TwjZidE1Guf1Cuz4EHqdlsO/f0BhViqFWakc+vU9QEGtzkMr7JebHIteW1zmuhz9S2s5ZyWevplhCyGEEGbXq6EPVhoVSw8kmGzffPIil/KKeai5PwAXMgsIdLNl0qBG/Dm6PaM6hzF/TxyvzjtYI3H8HXme4d/tINDNlh+ebMXkwY3ZE5PGyB93VdlXq9NX+T+dvpysQTW0DnEnzNOeSSuOcS41l5yCEhbti2fLyRSe6hhi0vZEUha/bD3LJCmBJIQQdyUpzSSEEELcA9RWtvg270nctiXUe/DKmgRx25fi4FfbWHrHs0F7PBu0B8BgMOBWpyUaa1t2fzGO5k9PRmNjf0NxHPz1PXxb9KbNuC+N2xx8w1k7oRtJhzbh06RLhX3nD/Gt8vge9dvS9YOlVbb7r+x9Qrh05jAGvd440yAvNZGCjIsoVWUTFFcrzstCY+tQZruFrSPFuZk3I9xqc/QLp8v7i9g2ZQQnl38NgKWDK53emYudV1CF/YrzSus3W9g6mmzXWNuhUKoozs24aTELIYQQtwNbSzU9I7xZeiDBZFHlZQcSCPeyp76vEwDtwz1oH15aFtJgMNCylit2lmrGzdnP5EGNsbeu/HNEVd5bGknvhj58+VgL47YwTwe6T93IpuPJdKnnVWFfv/FVf3ZqE1r+Ys9VsVArWTK2I0/8sIs2H5bO7FApFUwa1Jj+TfyM7QwGA68vOMSjbYON75kQQoi7iyQihBBCiHtEUIeBbP3kcbISTuHoXxttUT7n966h3sBxxja6kiJOLP2S2K2LyEs7j77kynT+3ItxOAdH/Ofz5yTFkJcST+PH3kGv0xq3OwXWxdLRjUunD1WaiOgxpWxZgmtprO3+c3zVEd7naTa+8wAHf32Xeg+Oo6Qgh33fvopCoax2qaTbUU5SDDumPYNb7ZaEdn8MAwbOrPmFrZMfp+uHy3D0Czd3iEIIIcRta2Azfx7/YRenLmRT29uB/GIta45eYNxViYmiEh1fbohm8f54zmfkU3TVegNx6XlE+Dn95/PHpOQQn57P2/c3QKu7cty6Pg642VtyKC6j0kTEmlcr/vx12bWllaqrsETHs7/uobBEx/cjW+Fia8HmExd5e/FhHK01DGhWOmNk7u44zqbk8sezbf/TeYQQQtz+JBEhhBBC3CO8m3TBwt6F2K2LafTom5zfvw5tUT6BHQYa2xyZ/RGn1/xK/UHjcQ1vhoWtA5fOHGb/D/9DV1L5OhFVKcxOA2DHZ8+Uuz8vLbHc7ZdVLwlyc+v8etRrTdORHxI5dzLRq34AhYKANv3xadqVzPiTlfa1sHWkJC+7zPbivCzsvYNvVsjVcuTPSWhsHWj/6o/GhIpXw46sfrEDxxZMo93L35fb7/JMiMszIy4rKcjFoNdhYed8cwMXQgghbgOd63nhYmvBkgPxvNEvgnXHLpBfrOXBfx+yA3y84hi/bovhpZ51aBbkgoO1hsPxGbyx8DBFVawTUZW0f9eBePaXPeXuP5+RX+72yyJ8HSvdD5isBXU9/twVy76YdA5M7I2nY+kaW+3DPUjPLeLdpZEMaOZPXpGWj5Yf5cUedQDIyi829i8s0ZGVX4yDteY/xyCEEOL2IIkIIYQQ4h6hVGsIaNOPuO1LafTom8RtW4JbeHPsPAKMbeJ3Liek23AiBr9s3JZVxQN2AJWFJXptsck2bVG+yYwKCzsnAJo++RFutVtwLUsHl0rPcTuUZgKo3e9ZQns8Ts6FGCwdXLF29mTVix1wr9Oy0n4OfuFkX7Nmgl6nIyfpLL4tet7MkKuUlXAKl5BGJrM6lCo1TkH1yblwrsJ+dl5BKNUWZCeexrd5D5PjAThes3aEEEIIcTfSqJT0a+zL0gMJvNEvgqX7E2ge5EqAq62xzfJDiTzaNoiXe9U1bjt5oewAhWtZaZQUXzXLASC/WGsyo8LJxgKAjx5qRPNg1zLHcLG1qPQcN7M006nkbDwdrYxJiMsa+jszb08cuYUlXMor5lJeMe8tjeS9pZEm7T5bc4LP1pwgalI/XO0sr/v8Qgghbh+SiBBCCCHuIYHtB3Jm3e8kHdjAhUObaTryA5P92qKCMosxn9uysMrj2rj6UHApmeK8bCz+XQfhwuF/TNo4+IZh4+ZHzoUYavctf1ZEZW6H0kyXqSyscAqsB8CFI1vIToym5ehplfbxadqVYws+ozArDStHNwCS9q9FW5iHT9NuNz3myti6+5Nx7qjJ2hd6nZbM2CjjdZZHpbHEs0F74ncup84DY4wjFeO2L8XCzgnX8Oa3JH4hhBDC3B5s5s/vO86xIeoCm09cZOLAhib7C4p1WKhMyzgu2hdf5XF9nGxIziwku6AEh3/XkfjnxEWTNmGe9vg62xCTmsvT94Ved+w3szSTv4sNyVmFJGcV4HVVMiIyIQMXWwvsrDSoVUoWj+1Ypu9DX2xleNsgHmwWYLx2IYQQdy5JRAghhBD3EPd6rbFx82Xvt69gMOgJaHu/yX7vxp04u3EODn5h2Lj6cO6f+eSnVl4yCcC/dT+Ozv+UPV+OI7TXSHKTYzm95hcUqisfNRQKBc2e+ojt055GV1SAb4ueaKztyU+/QPKRfwjp/hge9VpXeA7X0Mb/+bqrIyVqJ4XZ6eRciCl9fXwXRTmXsHJwxaN+ab3i3ItxxGyah1t4MxQqNWkn93J82ZfU7jcK97qtTI616f1BtHp+BsGdhgAQ2uNxolf/xLYpT1B/0MsU52Vy6Nf38G3Ry+TaYjbNY89XL9Jl4hI8I9pVGG9WwimyEqNLXxj0ZCVEE79rBQABbfpf13WF9R7J1knD2T7tKUK6Plq6RsTa38hJPkfL5z4zHuvYgs84tvAz+n+1B1uP0nITEYNfZsM7A9jz9UsE3zeE9DOHOL3mFxo//i4qTeUjMIUQQoi7ResQN3ydrXl13kH0BgP3X7UQM0Cnup7M2RVLmJcD3k7WLNgbR+KlyksmAfRt7MOnq6N4cc5+RrSvRWxaHr9uP4taeaVMkUKh4OOHGvH0z7spKNbRM8IbOys1FzIL2HIyheHtgmkd4lbhORoH3LxSig81D+CL9ad45JvtvNi9Di52Fmw6cZH5e+N4tVfpYAcrjYp2Ye7l9g90tTPZF5+eR8uJa3ilV10m9Kl4sERaThG7zqQCkJpTSLFOz4pDpZ9p24S642ZfOrvi1IVsopNLZ6boDQaik7ON7fpf8zMUQghxYyQRIYQQQtxDFAoFge0f5MSyL/Fp2g1LB9Pp+82emoRB/z8O/z4Rhaq0lFPTJz9i6+THKj2ug18Yrcd9xbEF09j2yeO4hDSm3cvfsWZCd5N2fi170/ndBUQtnsGuWS9g0OmwcfPFq2EH7DwDa/x6r8fR+VNJidppfH1s/lTAtNyTUq0h9eQeTq/5GW1RAQ4+ITR78iNCezxuciyDwYBBr8Ogv1I2wcLWkS4TF3Pgp7fYPu0pVBorAtr2p/Hj75v01RaVPpSwcir/C/ll8TuXc2zBlVkYCbuWk7BrOQABi6+MlKzOdfk2606H13/lxLIv2TmzdGaDo39t7nvrT2OyovS69KXXhcG4za12Czr+73eO/DmJuK1LsHb2pNHwt6nTb1Sl8QshhBB3E4VCwYCm/ny1MZqu9bzKlBH6+KHG6PSHmLgs0ljK6cOHGvH49zsrOGKpME8Hvnq8JdP+Ps4TP+ykcYAL3z7Rih5TN5q069XQh/nPd2DmupO88Mc+dHoDvs7WtA/3IPCqElG3mreTNUvH3ceUVVG8uzSS3MISAt1s+XBgI0Z2CLnu4+UXl66n4eFgVWm7U8nZPHPNmhmXXy8e2xE3+9LPWcsPJfLZmhPGNisOn2fF4fMAJEsiQgghapTCYDAYqm4mhBBCiDuFq7sHfj2fof7AF80dym3n8myDB74/jJWTB0qVytwhlbFz5hiKczLp9Paf5g6lRul1OvJSE1j5fCvajv+WwPYPlmmz4GF/Zs2YzpgxY8wQoRBCiDuJhYWGDwdEMOI/PMwWNW/enlhemnOAQx/0wcPBCpXy5iwsPWfnOT5ecYz9E3tjY3HrxtZqdXp2nUlj8FfbWDW+E83KWYvjVvt121neWXaM4uISc4cihBDVIjMihBBCCHHP+evZxlg5ufPgT8fMHUoZqcf30Hb8t+YOo8YtGVGHkvyqF+UUQgghxJ2ryburcbe35OjH/W7K8XfHpDGqc9gtTUJk5RdT+38rbtn5hBDibiWJCCGEEELcM3xb9DAuen3toty3iwe+O2DuEG6Krh8sRa/TAmDvFWTeYIQQQghRo3pEeBsXvdaobs5sCIAvhre4aceuiJ2VxmRB7zBP+1segxBC3A0kESGEEEKIe4alvQuW9i7mDuOe5BwcYe4QhBBCCHGTuNha4mJrWXXDO5BKqbipC3oLIcS9QmnuAIQQQgghhBBCCCGEEEIIcfeSGRFCCCGEuKXmPuRJo0ffot7AceYOpUbkpsSz4rnSMgHtX/sF/1Z9TPanntzHhrdK6yR3n7wKt/DmJvu1RfksfTICXXEB9397EBtX73KPX9ECzwC7vxjHuX/ml7uv8ePvUfeBK4s/lxTkcmLZVyTsWkFuSjxqSxvcwptR98GxeNRrfX0XL4QQQtyBvMYt5q3+EYztXtvcodSI+PQ8Wk5cA8DPT7WmTyNfk/37YtLpP+MfgHIXWs4v1tLgrVUUFGs5MLEP3k7WZc5xNiWHqauPs+9cOmk5RTjZWFDb24GhLQN5qEUAADtOp/LQF1vLnGPn6VSGf7eDVrXc+OWZNqRkFxrjvZaNhYqYaQOAKwtgX73P09GKpoEuDGsTTLsw9yrfm3Gz97Ngb5zxtZVGib+LLcPaBDGqUxjKaxbVPn4+ixnrTrLzTCrZ+SV4OVnRM8KHF3vUwc3edMaH17jFJq9dbC2o7+vIhD71aFnLzbj92utQKRV4O1nTvb4Xr/Wpj4O1hj6fb0ar07P21S6oVaZjhl/+8wCrI8+z7c0euDtYVXnNQghxu5JEhBBCCCFEDVBb2RK3dXGZRETctsWore3QFuSW2y9x799oC/P+bbuEugOe/0/nt3X3p+3LZRe5tnX3N/67KOcSG98dSH56EvUGvIBreDOKczM5u2EOm957kBajphLSbfh/Or8QQgghzMvWUs3i/QllEhGL98djZ6kmt0hbbr81kUnk/btvyYF4nu9qmqCJS8+j17RNhHra81b/CDwdrUnKyGdrdAqbTiQbExHluTYJYaVRGfe93rceHcM9TNpfmxgAmD2qLc42FhSU6IhNy2PJ/gQe+mIrozqFMnFgo8rfFMDPxYbvnmgJQH6xjq2nUpi47ChancEkGbXuaBLP/LKH+r5OfPBgQ7wcrTmVnM2sdadYHZnEknEdCXS1NTn2iPa1GPzv9afkFPLtptM8/PV2Nv+vG4FuduVeR4newPHzWUxZFUVsWh5zn2vPZw83pde0TXz3z2mT93/32TTm7onls4ebSRJCCHHHk0SEEEIIIUQN8GvVh/idyynOy8bC1gEAvU5L/M7l+LXqQ+w/C8rtF7tlMdYuXljYORO7ddF/TkQoNZZlZltca/8P/yP7/Gl6froO56D6xu3+rfuy47Nn2P/DG7jVboGj/90xQlQIIYS4l/Ru6MOKQ4lkF5TgYK0BQKvTs/xQIr0b+bBwb3y5/Rbtj8fL0QpnWwsW70sok4iYtzsWrd7Aohc6Ymt55THS4JaB6PWGCuOpLAkBEOxmV2Z2Rnka+jvj8e9D+PbhMLxtMB/+dZSvNkbTJMiFAU39K+1vpVaanKdDbQ+Onc9k1ZHzxkREanYhL8zeT6MAZxa90BELdemshLZh7vSM8KbLlA2M/WMfy1/qZHJsX2cbk2M3D3Klwdur2HTiIiM7mCYirr6O1iFu5BVpmbzyGHlFWiL8nBjdJYxpf5+gf2M/AlxtKdHpeW3+QdqGujOsTVCV75MQQtzuJBEhhBBCiBqVFr2fo/Omkn76AAa9DgffMOoPGo9fy97ltk86uJFTq34g49xRdEX52HkFU6f/aII7DTG20WtLiJw3hfjtyyjIuIjGxh6noPq0ePZT7L2DATix7CvObphNXtp51JY2OPiF0eSJ93ELb3ZLrturUScuHNpEwu6VhHQdBsCFw5vRFubh37pvuYmIwqxUkiO3ULvvM1g5unP4jw/IjD+BU0DdGo8vL+08CbtWENRpiEkS4rKGj75Fwu5VnFr1Ay1HT6vx8wshhBC3yoFz6Uz9+zgHYi+h0xsI9bTn5Z516dXQp9z2G48n8+M/Zzh6PpP8Ii3B7naM6hzGkJaBxjYlOj2frjrO0oMJpGQVYm+tob6vI1OGNCHYvfSB81cbTzFnZyznM/KxsVAT5mXP+wMa0jTI5ZZcd6c6nmw+cZGVh88bH1xvPnmR/GIt/Rr5lpuISM0pZOvJFJ7uFIq7vSUf/nWME0lZ1PVxNLbJyCvG1lKNjYWqTP/yZjBA1UmIG/W/fvVZuC+en7acrTIRUR47SzWp2YXG13N2xZJdUMIb/eobkxCX+Tjb8PR9oUz7+wT7z6XTvJLkiY2lGoWiNAFUZQxWavQG0P2bzHmlVz1WHj7P6wsOMfe59ny1IZr49Dx+fbrNdV+fEELcjiQRIYQQQogak3piD5veH4RzrQa0GDUVC3sXMs4dJT/tfIV98lIS8G7Smdr9nkWpUpN6Yg97vh6PXqc1PtA/vvQLTv/9E40efRunwLoU5WaSemIPJQU5AJz7ZyFH5nxMg6ETcKvTEm1BLulnDlOcl1VpvHqdDqh4JF8pBUpV1V+elSoVAe0eIHbrImPcsVsW4dOsOxpr+3L7xG1fhkGnJbDDQ1g5unJ49ofEbllE48feqfJ85dHrypZcUKpKP+6lRO3CoNfj16JXuX3tvYJwDKxLyrEd/+ncQgghxO1gz9k0Bn+5jQb+Tkwd2hRnWwuOJmaSmJFfYZ+E9Dw61/XkmU6haFRKdp9N4+U/D6DVGYwP9L9Yf4qftp7hrfsjqOvtSGZ+MXti0skpLAFg4d44Jq2IYkLverSo5UpeYQmH4jPIzC+uNF6d3oDBUPlnEYVCgaqCB/5XUysVPNDUj8X7441xL94XT7f63thZacrt89fBRLR6Aw81C8DVzoKPlh9j8f543r6/gbFN40Bnft0ew9jZ+3myQwgN/Z3KrGNwtZ1n0pi+9kSVSQi9wVDmgb1SoagwuXE1jUpJh3B3lh9KpESnR1NJPHAlMVBQrGPLqRTWR11gfM8rAz92nE7B0VpDm9Dy153o3dCHaX+fYMfpVJNExNXXkJJdyGdrTmClVtGtvneZY+j0pW1LdAZOXMjih3/OcF9tD+PsFWsLFVOHNmXwV9uYsfYkM9ad4OWedanlUf7nSCGEuNNIIkIIIYQQNebwHx9i6+5Htw//Qqku/VLl3ei+SvuE9Rph/LdBr8ejflsKLiVzZt1vxgf66acP4NWoE+F9njK2vXothvTTB3EKrEf9QeON23xb9Kwy3pXPtyIvNaHSNrbu/tz/7f4qjwUQ1HEQG97qR376BTQ2Dpzfv5a2L35dYfvYrYtw8AvHpVbpl32Pem2I276URsPfRqGo+kv41XKSzjB/iG+Z7ZcXyC5ITyq9Ho+K6zjbuvmRfOSf6zqvEEIIcTv5aPkx/FxsWPbifcaH0/fV8ay0z4gOIcZ/6/UG2oS6cTG7gN93xBgf6B+Mu0SnOp481THU2PbqtRgOxl2ino8jL/WsY9zWo0H5MzCu1uqDNSReqjhJAqVrHOx/v/yZpdca1DyAftM3cyGzAAdrDWuPXeDrx1tU2H7RvnjCPO1p4O8EQJsQd5YeSOCt/hHGzyJDWgSy83QaC/bGsWhfPNYaFa1D3RjYzJ/BV80auezjFaU/g6pmQoz5fR9jft9nsq1zHU/mjmlfrWv1cbKhRGcgM6+40vUTzqTk4jd+qcm2Qc0DGNvtSgmqC5kF+LvYVHgMP+fSfeevSWhNXhnF5JVRxtc2Fiq+eryFcZbM1Zq8u9rkdQM/J758zPRn06G2B0NbBfLJqijq+Tgypmt4hTEJIcSdRhIRQgghhKgR2qJ80k8foMHQ14xJiOrIv5TM0bmfkHxkCwUZFzHodQBobByMbVxCGnN86RdEzv0En2bdcAlpbBzpX7q/EafX/sKBn97Er1Vf3Go3R6WxrPLcHd/4HV1J5SMVVRqLal+LW3gzbD0Cidu+FCtHd1QaS7ybdiPt1L4ybbOTznLpzGEaDnvDuC2o4yD2fvMyqcd34VG/bbXPC6UJk3av/lhmu6Nf2HUdRwghhLhT5RdrORCbzmt96lc5Qv5qyVkFTFl1nC0nL3Ixu9BYKufySHWARv7OfLnhFFNWRdGtnheNApxNZgU0CiidNfDWosP0aeRL8yAXLKtRjuiPZ9tSpK28jI+luvrX0jTIhUA3W5YeSMDd3hJLtZKu9bzZdy69TNuzKTkcjs/gjX5XSjYOauHPy3MPsutMGm3DSmcHKJUKZg1vzrjutVl37AL7zqWzPTqFzScusuVUSpmH6V3qebLp+EVmrT/Fa33qVRjrG/3ql0kSOVhV/zGV4fKs1irGbvi52PDjk60BKNbqOBKfwdS/T/DagoNMe/jGSng+2THEWMIrI6+IJQcSGPP7XmaPakf7axbinvtcO5xtLdHrDcSm5TJ97Uke+WY7y8d3wsbiynWP616b+XviGN0lrNKZJ0IIcaeRRIQQQgghakRxbhYGvR5rl7JT0Sti0OvZOvkxirIvUe+hl3DwCUFtbceZtb8Su22JsV29gS+iVKmJ3bqYqEXTsbBzIrjTEBoOexO1pTXBnYeiKy7g7IY5RP/9M2pLa/xb96fJiIlY2jtXeH4Hv9pUpzTT9Qjq+BCx2xZj5eiOf+t+FSYyYrcsAsCnaTdjCSmvhh1RqjXEbl103YkIpcYS19DGFe63di0dlZmXEl/uGhEAeWmJ1/XzE0IIIW4nWfkl6A3g5VTx6Phr6fUGHv9uJ+l5xbzYow4hHnbYWWn4bXsMS/ZfWVPhxR510KiULN4fz/S1J3Gy0TCkZSBv9IvA2kLF0JaBFBTr+HNXLD9vO4u1RkW/xn5MfLAhzrYVD2oI93KoVmmm6zGwWQBL9sfjbm9Fv8a+ZdY8uGzRvtLr61rPi6x/S0h1qO2BRqVg8f54YyLislBPe0I9S8sE5RaW8PTPu1m0L54xXcKp53tlTYlXetYl0NWWz9ecwMlaw7Odyx8UEehqS+OAij+nVSUpowALlRJnm8oHjViplSbnaVnLDZ3ewPvLjvL0fWHU8XbA28mayITMCo9xubSXj5PprAlvR2uTY3eq40lUYhYfLj/G2le7mLSt7+tkXKy6aZALoZ729Ji6iXm743iy45VZOZeTaBaShBBC3GUkESGEEEKIGmFh54hCqaTg0oVq98lNjiUjJpJ2r/5IQJv+xu3Rf+tM2qk0FtQfNJ76g8aXLrq8cwWHZ3+IxsaBBkMnoFAoCOs1krBeIynMSuP8/nUc/KV0nYXWY2dVeP6aLs0EENThIY4tmIZCqaTL+4srbBe3rXTfmle7ltkXv2slzZ6eXK1ZHdXlUa81CqWSxH1ryl04PCc5lqy4E9T6txyWEEIIcadxtNGgVEByZmHVjf8Vm5ZLZGImP4xsRf8mfsbtP+lNZylYqJW81LMOL/Wsw/mMfFYcSuSj5cewt9IwoU89FAoFIzuEMLJDCGk5Raw7doF3lxwBYNbw5hWev6ZLMwE81Nyfz9acQKnIYtELHStst2R/6Wegbp9uLLNv5eHzTBrUuMJZHXZWGkZ2COGfkylEX8w2SUQATBrUmJwCLe8ti8TeWsMjrYOqHX91lOj0bD+dSpNA5/80ayDMq3Tm7ckLWdTxdqBtmDvbolPZdSa13HUi/o4sLXHZPrz8NSQuUygUhHras+5YUtUxeF6JQQgh7gWSiBBCCCFEjVBb2uBWuwXntiyk7oNjTUonVURbXABgUsqpOC+L8/vWVtjH1s2XOvePJnbrIrISosvst3J0I6TrMJIOrCcr8VSl56/p0kwA9j61COv1JMV5mbjXa1Num9ST+8i9GEfdAS/g3cR0tFxG7DEO/fIuSQc24N+673WduzK27n74tepH7JZF1O77bJlZEZFzPkahVFK7z9M1dk4hhBDiVrKxUNMi2JWF++J4oVt4tR5QF5SUDn64etZAVn4x645WPLDC19mG0V3CWbw/gejk7DL73ewtGdYmiA1RF8rdf7WaLs0EUMvDnpEdapGVX0KbULdy2+yLSScuPY8XuoXTua6Xyb6oxEzeXRrJhuPJ9G3kS0p2oXEk/9XOpuQC4GFfdp9CoWDGo83ILSrh1XkHsbfS0K9x2bWs/qvJK6NIyS7kw4GN/lP/yw//3exKB3082iaYrzdGM3llFIvHdjQp7XUhs4Aft5yheZCLyULV5TEYDEQnZ+NqV/VgkssxVKetEELcDSQRIYQQQoga0/ixd9j47kA2vjOA8L5PY2nvQmbscZRqjclC05c5+IZh4+bLkT8+Ar0evV7H8cUzsbRzIv9SsrHd1k8exzm4Ac61GqCxtif1xB4y444bF7re+80raGwccKvdHEt7ZzLjjnPh8Gbq9BtVabxOgRXXLb4RzZ+ZXOn+2K2LUKotqDvghTKlo9zrtuLE0i+J3brIJBGRfvogimuSOxpre7wbdwJAX1JEWnTZmRtWju7YeZbWLm7x7CdkJZxi47sPUm/AC7jVbk5xbiZn1s/mwuFNtHj2UxwD6pQ5hhBCCHGneOeBBgyctZUHZ23lqftCcLW1JOp8Jhq10mSh6cvCPB3wdbbmo+XH0BsMaHUGZq0/hZONBclZBcZ2T3y/kwg/Jxr6O2FnpWHP2TSOJ2Uxon0tAF6ddwB7Kw3Ng11xtrHgeFIWm09eZFSnytdqquvjWOn+/2ry4CaV7l+0Px4LlZLnu9YuUzqqVS1XvtwYzeJ98fRt5Mv0tSc4FJfBg838qe/riE5vYE9MOl9vPEXjAGdahZSf7FCrlHw3ohWPfreDMb/txc6yLZ3qXlkT4lxaLgfKWbuiYYCzSSIgMiEDZxsLCrV6YlNzWbw/gZ1nUhnVKZQHmvqV6X+tQq3eeJ4irZ7IhAxmrD1JHW8HY+weDlbMGt6cUb/s5YEZW3imUyhejlacvJDNF+tPYWOh5qtyFv0+n5FvPHZGfjFL9idw8kI2b/WPKNP28nXoDAbi0vKYse4kNhYq4xoTQghxt5NEhBBCCCFqjFvtFnT9cCmRf37C3q/HAwocfMOIGPxyue1VGgs6vP4r+3/4HztnjMHK0Y3wPk9TUpDD8aVfGNu5121N/M6/OLXqB/TaYuw8A2n21MeEdBteet46LYnZ+Ccxm+ehLczD1s2Xeg+Oo97AF2/FZV8XvbaE+J3L8W3eo9z1K5QqNUEdHyL675+Na0cAnFr5PadWfm/S1t4nlH5f7AAgLzWB9W+UnUER2uNxWoyaCoClgys9Jq/ixLIvidk8j6MLpqG2tMY1rBld3l+MZ0S7mrxUIYQQ4pZrHuzK0nEd+WRVFC//ecBYKueVnuUn2i3USn55ug1vLDzMmN/24WpvydMdQ8gp1PLlhiszK1uFuLH8UCI/bjlDsU5PoKstHz3UiEfbBgPQItiNubtjmb8njrwiLb7ONoztVpsXe9x+Cf4SnZ4VhxLpHuFd7voVapWSgc39+WXrWbLyixnUPIASnZ7ZO8+RlFlAiVaPn4sNIzuE8FKPOqiUFa9hYalR8dszbRn85TZG/rSLBWM64OlYOoNiyqrjTFl1vEyfyI/6mszAGP7dTgCsLVR4OljRLMiFxWM70i6s8jJJlyVeyqfv9H8A0KgU+DrbMKRlIC/3qmuS8Ojd0JdVL3dm5vqTvL34CNkFxXg6WtO7oQ8v9ayDezkzP37dHsOv22MAsLdSE+xux8xHmzO0VdnkwuXrUCjA08GKpoEu/Phka4Ld7ap1HUIIcadTGKpaFUkIIYQQdxRXdw/8ej5D/dvwIbwQlVnwsD+zZkxnzJgx5g5FCCHEbc7CQsOHAyIY0SGk6sZC3IV+3XaWd5Ydo7i4xNyhCCFEtVz/ij5CCCGEEEIIIYQQQgghhBDVJIkIIYQQ4m4kEx7FnUh+b4UQQlwHuWuIe5n8/gsh7jSSiBBCCCHuMjbWNpTk55g7DCGui664EJ22BFtbW3OHIoQQ4g5gY21NbqHW3GEIYTa5hVpsbWzMHYYQQlSbJCKEEEKIu0zzZk1JO77T3GEIcV0uHt0OQJMmTcwciRBCiDtB06ZN2XEmzdxhCGE220+nyecmIcQdRRIRQgghxF1myJDBpEYfJHHv3+YORYhq0RbmcWLpTELDa9OgQQNzhyOEEOIOMHjIULadSmF7dIq5QxHilrv8uz9k6MPmDkUIIapNYTBIMV4hhBDiblJSUsLDDz/CX8uX499uAL7NumPl5A4KGX8gbi+6kiIyYiKJ37qQwrRE1q1dQ/v27c0dlhBCiDtAYWEhAx64ny3/bGZgUz+61vfC2cYCpVJh7tCEuCn0egMZ+cVsjEpmycFE7uvUmWV/LcfKysrcoQkhRLVIIkIIIYS4C5WUlPDJJ58w+8+5RJ88Ye5whKiQlbU1ffv25bUJE2jZsqW5wxFCCHEHKSws5KOPPmL+3D85E3PO3OEIcUuE1gpm6CPDePvttyUJIYS4o0giQgghhLjLpaSkkJmZyZ12yy8oKGDo0KGUlJSwaNEiWcS4HAsXLuSdd97h008/5f777zd3ONfN0tISLy8v+RIthBDihhgMBlJSUsjKyqqRzzvr1q3j/fffR6vV8vbbb9O/f38UCplpIarHYDCwYsUKPvroI9RqNe+//z49evS44eMqFAocHR3x8PCQ30chxB1JEhFCCCGEuC09/fTT/Pnnn+zdu5eIiAhzh3NbMhgMPPHEEyxZsoT9+/dTp04dc4ckhBBC3LFSU1N54YUXWLBgAQMGDOCbb77By8vL3GGJO9SFCxd47rnn+Ouvvxg6dChffPEF7u7u5g5LCCHMRhIRQgghhLjt/P777zzxxBP88ssvjBgxwtzh3Nby8vJo0aIFKpWKPXv2YGNjY+6QhBBCiDvOwoULGTNmDAaDgS+//JKhQ4fKqHNxwwwGA/PmzWPs2LEolUq++uorBg8ebO6whBDCLGTVSiGEEELcVo4fP85zzz3HiBEjJAlRDba2tixcuJCYmBheeOEFc4cjhBBC3FEuXrzIoEGDGDJkCPfddx9RUVE8/PDDkoQQNUKhUPDII48QFRVFhw4dGDJkCIMHDyYlJcXcoQkhxC0nMyKEEEIIcdvIy8ujZcuWKBQK9u7dK6P7r8Nvv/3GiBEjZBaJEEIIUQ1Xj1RXKBR8/fXXMlJd3FQGg4GFCxfy/PPPy8wbIcQ9SWZECCGEEOK2YDAYeO6554iLi2PhwoWShLhOTzzxBCNHjmTMmDEcO3bM3OEIIYQQt63k5GQGDhzIsGHD6NatG8ePH5ckhLjpFAoFQ4YM4fjx43Tt2pVHHnmEgQMHkpycbO7QhBDilpAZEUIIIYS4Lfz00088/fTT/PHHHwwfPtzc4dyR8vPzadWqFVqtln379mFnZ2fukIQQQojbhsFgYM6cOYwbNw6NRsM333zDwIEDzR2WuEctXryYMWPGUFJSwhdffMGwYcNkdoQQ4q4mMyKEEEIIYXaRkZG88MILPPPMM5KEuAE2NjYsXLiQhIQERo8ejYw3EUIIIUolJSVx//3389hjj9G7d2+OHz8uSQhhVg899BBRUVH07t2b4cOH88ADD5CUlGTusIQQ4qaRGRFCCCGEMKucnByaN2+OtbU1u3btwtra2twh3fH+/PNPHn30Ub7//nueeeYZc4cjhBBCmI3BYOD333/npZdewsrKim+//ZYHHnjA3GEJYWLZsmWMHj2aoqIiZsyYweOPPy6zI4QQdx2ZESGEEEIIszEYDDz77LMkJSWxYMECSULUkGHDhvHss88yduxYjhw5Yu5whBBCCLNITEykb9++jBgxgvvvv5+oqChJQojb0oABAzh+/Dj9+/dnxIgR9OvXj8TERHOHJYQQNUpmRAghhBDCbL799luee+455s2bx9ChQ80dzl2lsLCQNm3akJeXx/79+3FwcDB3SEIIIcQtYTAY+Pnnn3n55Zexs7Pju+++o1+/fuYOS4hqWbFiBaNGjSIvL4/p06czcuRImR0hhLgryIwIIYQQQpjFoUOHeOmllxgzZowkIW4CKysrFi5cSHJyMs8++6ysFyGEEOKeEB8fT69evXj66acZOHAgx44dkySEuKP079+fqKgoBg4cyFNPPUXv3r2Jj483d1hCCHHDJBEhhBBCiFsuKyuLwYMHU79+fT7//HNzh3PXCg0N5aeffmL+/Pl888035g5HCCGEuGkMBgPff/89ERERREVFsXr1an755RecnZ3NHZoQ183Z2ZlffvmF1atXc+zYMSIiIvjhhx9kYIkQ4o4miQghhBBC3FIGg4Gnn36a1NRUFixYgKWlpblDuqsNHjyY559/nvHjx3PgwAFzhyOEEELUuNjYWLp3786oUaMYOnQoUVFR9O7d29xhCXHDevfuTVRUFEOGDOHZZ5+lR48exMbGmjssIYT4TyQRIYQQQohb6ssvv2TRokX8/PPPhISEmDuce8Jnn31GgwYNGDJkCFlZWeYORwghhKgRer2eb775hoiICKKjo1m7di0//PADjo6O5g5NiBrj6OjIjz/+yJo1azh16hQNGjTgm2++Qa/Xmzs0IYS4LpKIEEIIIcQts2/fPl555RVefPFFHnroIXOHc8+wtLRk4cKFpKen8+STT8q0fiGEEHe8mJgYunbtypgxYxg+fDjHjh2jR48e5g5LiJumZ8+eHDt2jGHDhjFmzBi6detGTEyMucMSQohqk0SEEEIIIW6JjIwMhgwZQpMmTfj000/NHc49Jzg4mF9++YUlS5Ywa9Ysc4cjhBBC/Cd6vZ4vvviCBg0acO7cOTZs2MC3336Lg4ODuUMT4qZzcHDgu+++Y/369cTExNCgQQO+/PJLmR0hhLgjSCJCCCGEEDedwWBg5MiRZGZmMn/+fCwsLMwd0j3pwQcf5KWXXmLChAns3bvX3OEIIYQQ1+XMmTN07tyZcePGMWLECI4ePUrXrl3NHZYQt1y3bt04evQoI0aMYOzYsXTu3JkzZ86YOywhhKiUJCKEEEIIcdNNnz6dv/76i99++42goCBzh3NPmzJlCk2bNmXIkCFcunTJ3OEIIYQQVdLpdMyYMYOGDRuSkJDA5s2b+eqrr7C3tzd3aEKYjb29PV999RWbNm0iISGBhg0bMnPmTJkdIYS4bUkiQgghhBA31e7du3n99dd59dVXuf/++80dzj3PwsKC+fPnk52dzYgRI2S9CCGEELe1U6dO0bFjR8aPH88zzzzD0aNH6dSpk7nDEuK20blzZyIjI3n66ad56aWX6NixI9HR0eYOSwghypBEhBBCCCFumvT0dIYMGULLli2ZNGmSucMR/woMDOT3339nxYoVfPbZZ+YORwghhChDp9Px2Wef0bhxY1JSUti6dSszZ87E1tbW3KEJcduxs7Nj1qxZbNmyheTkZBo1asRnn32GTqczd2hCCGEkiQghhBBC3BR6vZ7HH3+c/Px85s2bh0ajMXdI4ir9+vVjwoQJ/O9//2Pnzp3mDkcIIYQwOnHiBO3bt2fChAk899xzHDlyhA4dOpg7LCFuex07diQyMpLRo0czYcIE2rdvz8mTJ80dlhBCAJKIEEIIIUQN2blzJ6tXrza+njp1KqtXr+aPP/7A39/fjJGJinz88ce0bt2aoUOHkpaWZu5whBBC3OO0Wi1TpkyhSZMmXLp0iW3btvH5559jY2Nj7tCEuGPY2Ngwffp0tm3bRnp6Oo0bN+bTTz9Fq9WaOzQhxD1OYZDCwEIIIYSoAb1798bS0pJly5axfft2OnXqxIQJE5g8ebK5QxOVSExMpEmTJrRo0YKVK1eiVMo4FSGEELdeVFQUI0eO5MCBA7z88st88MEHWFtbmzssIe5oBQUFvPPOO3z++ec0b96cX375hfr165s7LCHEPUq+aQohhBCiRhw5coSIiAhSU1MZOnQobdu25cMPPzR3WKIKfn5+/PHHH/z9999MmTLF3OEIIYS4i124cIExY8ZQWFho3KbVapk0aRJNmzYlJyeHHTt2MHXqVElCCFEDrK2tmTZtGjt27CAnJ4emTZsyefJkk9kRhYWFjBkzhgsXLpgxUiHEvUASEUIIIYS4YSkpKVy4cIEGDRowfPhwSkpKmDdvHmq12tyhiWro1asXb775Jm+//TZbt241dzhCCCHuUhMmTGDx4sUoFAoAIiMjadWqFe+88w7jx4/n0KFDtG7d2sxRCnH3adOmDYcOHWL8+PG8/fbbtG7dmqNHjwKgUChYvHgxr732mpmjFELc7SQRIYQQQogbduTIEQB2797N+vXrmTNnDhcvXmTo0KF8/vnnZo5OVMfEiRPp0KEDDz/8MCkpKeYORwghxF1m165dzJkzh0mTJqFUKvnwww9p3rw5hYWF7Nq1i08++QQrKytzhynEXcvKyopPPvmEXbt2UVBQQLNmzfjwww9RKpV8/PHHzJ49m927d5s7TCHEXUwSEUIIIYS4YUeOHMHKyoqZM2fy1FNP8cUXX9C0aVMOHDhAkyZNzB2eqAa1Ws3cuXPR6XQ8+uij6HQ6c4ckhBDiLqHX63nxxRdp0qQJjRs3pmXLlkycOJHXXnuNgwcP0rJlS3OHKMQ9o2XLlhw8eJAJEyYwceJEWrVqRdOmTWncuDEvvvgier3e3CEKIe5SkogQQgghxA3btWsXxcXFuLi48OOPP3Ly5El+++03Tp48SefOnc0dnqgmb29v/vzzTzZu3MjHH39s7nCEEELcJWbPns2+ffto1KgRrVu3RqfTsWfPHj766CMsLS3NHZ4Q9xxLS0s+/vhj9uzZQ0lJCa1ataJx48bs3buXOXPmmDs8IcRdSmEwGAzmDkIIIYQQdzYnJyeysrIICQnh/fff5+GHH5b1Ie5g77//Ph988AEbNmygS5cu5g5HCCHEHSw3N5fg4GBKSkrIzc1l9OjR9O3bl6SkJBISEnjooYdo0KCBucMU4p5y9OhRFi9ejL+/Pz4+PqxatYpvv/0WOzs7LCwsiImJwc7OztxhCiHuMpKIEEIIIcQNGzVqFIGBgbz++uuoVCpzhyNukE6no2fPnhw7dozDhw/j5eVl7pCEEELcoYYMGcLChQtRKpUmJV8UCgXe3t7MmjWLhx56yIwRCnHvWbx4MePGjePChQtc/Vjw8n+ngwcPZsGCBWaMUAhxN5JEhBBCCCGEKOPixYs0btyYOnXqsGHDBlQqFVOnTkWr1fLGG2+YOzwhhBB3iHfffZe///6bnj17UqtWLQIDAwkKCsLPz0/KMglhZkVFRSQmJhIbG0tcXBwxMTGsXbuW3r1788EHH5g7PCHEXUYSEUIIIYQQolxbtmyhS5cuvPnmm3z44YeMGTOGrVu3cuzYMXOHJoQQQgghhBDiDiKJCCGEELdcUVERq1evZtHixZw8eYqCwkJzhyTuSgrs7e1o3bIFQ4YMoW3btigUCnMHdcf5+OOPeeedd1izZg3nzp3j+eefJzc3FysrK3OHJoSoAefPn2fBggWsWv03KSmp6HQ6c4ck7jYKsLGxoXHDBgwePJiuXbtKGUchapBOp2Pjxo0sXLiQyCOHyc/LM3dIQtw0apUKd09Pevfpy5AhQ/D19TV3SOI6SCJCCCHELZWXl0fvPn3ZtnULToH1sAtujNLC2txhibuRwYC2IJvM49vJv5TMhAkTmDJliiQjqqm4uBitVouVlRV9+vThwIED/Pzzz9x///3s37+fZs2amTtEIcQN2rVrFz169qSwsAi/xh2x9fBHqVKbOyxxtzEYKCnM52LULjKSzjF06MPMnv0HarX8rglxo7RaLY8NH868+fMJcrOjVaAdNhoV8nFX3K10egOJWcVsO5OBpZUVa9etp02bNuYOS1ST3PmFEELcUqNGjWb3vv20fGsxLnXbmjsccQ8w6PXErfuRqVPfo3bt2jz11FPmDumO8MEHHzBr1izGjh3LrFmz6NKlC5MnT0ahUHDkyBFJRAhxh7t06RI9evbEMSiCIW//gZW9k7lDEnc5g8HA2W1/sWjaaMLCQvnwww/NHZIQd7yJEyeyaNFCvn24Hv0buMuAG3HPyCwoYeTs4/Ts0Z3YuHhcXFzMHZKoBqW5AxBCCHHvyM3NZdHiRQTf/5IkIcQto1AqCer1LB6NOvPrb7+bO5w7xssvv8xzzz3HzJkzadasGZ06dWLPnj04Oztz+PBhc4cnhLhBy5YtIy83l26v/yBJCHFLKBQKQjsOoE6P4fz2+x9IcQYhbozBYOD3X39hWDMv7m/oIUkIcU9xstbwzdA65Obl89dff5k7HFFNkogQQghxy+zYsYOiwkI8mvUydyjiHuTWtBc7tm+joKDA3KHcEVxcXJgyZQrnzp3jhRde4K+//kKtVnPp0iU2b95s7vCEEDdo/fr1eNVphq2Ll7lDEfeY4DZ9SIiP4/Tp0+YORYg7WnR0NPGJ5+lVz83coQhhFl4OljQNcGT9+vXmDkVUkyQihBBC3DIZGRkAWLl4mzkScS+ycvHGYDCQlZVl7lDuKO7u7kyePJlz587xyiuvoFKpOHXqlLnDEkLcoEuXMrCW+7EwA1vX0t+7S5cumTkSIe5sl79beTlYmDkSIczHy07NpfR0c4chqknWiBBCCHHL6PV6oLRUzn9xevE0zi79DADHkKa0mbjKZH/WuUhOL5pCZvQ+DHodtl61qD3sPVzrtzdpl3ZsK2eXTSf7XCQKpQo7v9rUf/JT7P3rApC8bxWxf39HXtIZtIV5WDl74dGsF6EPjkdj62R6Tdpizq38ivPbFlKQfh4LO2dcIzrScPQsk3baglzOLJlG8t4VFGWlYenojnebB6n98FvGNhuerY02PxuARs9/g3ebAf/pfbrZ9NoSziyZxvmt8ynJz8IxqCF1HvsAx+BGlfbb89FAMk7uKndf+JA3qXX/WAD+eakFhWmJ5ba7+n25+vfhagHdR1LviUlltl/+vbv8eyiuj5ubG5MmTeKFF17g+PHj5g5HCHGD9Hr9f74fA+ydPYX9f04FwLN2Mx6avta47+s+5Y/OHTn3FNaOrgDoSorZ8/skUk4dIOVMJNrCPIb/chAHz4CKY9ZpWTC2C5dij9P99e8Ju2+gcV/U6l85sW4OWUnn0BYXYu/uS1jnQTQZNBa1hZWx3davXiMxcht5aUmAAie/UBoNGE1450HGNkW5Wfw0JMT4euDna/Cq0/z63qBbpKQgl50/vc/Z7cvRFhfhE9GGDs9NxtE7uNJ+KdGHOLbqFy6eOkBGQjQ+EW0YMGW5SZvi/ByOLP2G+AObyEw8AwoFbrUiaDn8dbzrt67w2IcWzmLXLx/g36wL/T9cUGa/QqkC5H4sxI26/N+QSmm+kkzTNpzj801xADT1t2flc1fWEItNL+CDv8+y42wGOoOB1kFOvNcnhDAPW5NjHL+Qyyfrz3E4IZtCrZ5Qdxue7xhA3wh3k3bn0vN5Z8UZdsdmYqlWcn8DD97pHYKNhcrYRqvT892OROYfSCYxsxAXGw1dwl14rXswbnZXEjb5xTo+XhPDymMpZBdqCfewZUK3YLrVcTU5Z50PtpFdqAPg66F1GdDIs2beuBpWotPz2cZY5h9IJqtQS0Mfez7oF0pDX/sq+645nsaXW+KITsnHUq2ksZ89r3cPJsLnSt+rf85XG9Hah0n3hxtfT98Uy6pjqSRkFKLVGwh0sebRFt6MbO2L8ib9niqVCvR63U05tqh5kogQQghxR1GoLWj19hJUVnYm2zNO7WHfJw/j0bQHDcd8jVKtIScuCl2xaRmeC7uXE/n1GPw6DyfkgZcw6LVknT2MruhKu5LcTFzqtiW47xjU1g7kJp7gzJLPyIk/Tss3FxrbGQwGDs18hqyYQ4QMGI+9X22KstLIjN5rck5dcSF7Jw1Cm59N6EOvYePuT2F6EnnJMSbtWvxvPoXpSRyaeXsvpnzyz4mc3zqP2o+8i41nELF/f8e+yUNpN2kD1m5+FfarP3Iy2oJck21J2xcRv+FX3Bt3NW5r+tLP6LXFJu3OrfyKlEMbcI3oaLL98u/D1SwcPf7rpYlq8PHxwcfHx9xhCCFuA0q1BQM+XY6FtV2ZfRF9nyS86xCTbZZ2jsZ/a4sKOL7mdzzCmuDToA3x+zZUeb7Iv76jMCut3H1FuVkEt+mDa1A9NFY2JJ88wP6508i5mECX8VcGB2iLC2nY/xkcfWph0Os4u2MFG6aORq/XUafrUAA01nYM/HwNaWci2fr1a9V6L8xl/aejuBh9iPajPsbSzpl9cz5l+RsDGfr1VixsKn4AdeH4XpKO7sSjdhN0xUXltslJSSRq9a/U6fEoLR59DYNeR9TqX1n2+gP0+3AB/k3uK7fP/nmfYe3kXs4RhRB3IwuVgsXPNMbO8sojxvTcYgZ8fwh3OwumP1QHgOmb4xj042E2jG2Bu31pUiAlp4ghPx0h0MWKKQPCsbZQsfBgMs/OjWL2Ew3oHF6aGMgu1DL4xyN4OVjw/SP1ySzQ8v6qM6TmFvPjoxHG8362MZavtibwcpdAWgQ6EnupgE/Xn+PExTxWjG5qbDdy9jGOJeXwRo9a+DpZMv9AMiNnH+XPEY3oEOpsbDf/yUYkZRXx1Jyom/oe3qiJq88y/0Ay7/YOIdDViu+3JzL0pyOsH9ccPyerCvttOX2Jp+YcY2AjT17tFkxBsY5Z/8Qz9KcjbHqxBZ4Olsa2l3/OV/OwN52Nk1OkY3BTL8LcbVCrFGw7k8G7q86QVaDl5a5BNXnJ4g4liQghhBB3FIVCgVNoM5NtBr2Oo9+9hEfTHjQe+51xu1sD0y/IJXlZHP/ldYL6jKb2w28bt7s36mrSzr/zoyavXeu1RamxJOqnCRSkJRoftidtW0ha5CbafrTOOJsCwLv1/Sb9z638ivyL52g/ZStWzhWPonGs1RiNvWuF+69XXvI5bL0qHxF5vQozkknY+Bu1h71HQNfHAXAOa87Wl9twbtU31Hvi4wr72vnWLrPtxO9vY+dfF/uAesZtDkENTNoY9DoyzxzErWFnLOxdTPaV9/twK2m1WtLT0ykqKv8hjhB3A7VajYuLC1ZWFX+RFfcmhUJR4UwBO3ffSmcRWNo58tSCsygUCk5vWVJlIiI3LYl9c6bSYcwUNn32fJn9TYe8aPLat1EHSgrzOLLka+4b+xkqtQbAJCkBENC8Kxnx0ZxaP9eYiFCqVHjVaY6uuLDSmKrLYDCQnRxb5SyF63Xx1EFi96yl97t/ENy6NwBuIRHMHtmM42t+p/HAsu/TZQ3vf4ZGA0YBsOKdIeVeq4NXAI/+tB+NlY1xm3/Tzsx7rj1Hln5TbiJi+7dvENJhANkXzt3o5Qkh7hAKBTQLcDTZ9vveJLIKSlj7fDPjw+ymAQ60mbabr7fF816fUAD+OZ3BpfwS/n6+Kf7O1gB0DHFmf3w2f0WmGBMRf+xN4lJeCWueb2ac2WClVvL0n1FEns8xjvxfciSFgY09eKlLEADtQpxRKhS8suQUCRkF+Dtbs+dcJtvOZPDTo/XpXb80adopzIXuX+zn47VnWRN65d7VyM8BF9uaW1/uXHo+wa42VTe8DsnZRfy+J4l3+4TwWKvSwULNAxxp+9kevtmawMf3h1XYd+mRFPycrJg1uI5xsfN63na0mbaHf05fYmizKyUcy/s5X+vd3iEmrzuGupCUVcSCg8mSiBCAJCKEEELcBrQFuex4syu2XrVo9tqfxg9BZ5Z+ztm/ZtJm4iocAiMq7J8etY38lFgajJ5Z6XmS9yynJC+TwB7XP+Pgckkmg05r3Jaw+Q9c6rY1SUKUJ2HzbLxa9qs0CVFTijJTSNq+iPPb5qNQaWg3qeoRptcj7egWDDot3q0HGLepLG3waN6L1MProZJExLXykmPIijlM+FVJofKkR22nKPMiPu0e+q9h17gTJ04wdepUli1ZTEZWtrnDEeKms9Bo6NGjO8+/MJZevXqZOxxxExXn57DghU44+obQ74P5xnvy/j+nsX/e5wyavha3kAZVHKV6Lh+7OrZ/9xZBrXvhE9Gm2n2s7J3Q67RgqLwEkKW9E8V5Nf+3POtCLKc2zuPUxgW4Bden97t/1Ojx4/atR2NtR2CLHsZtti5e+DZsT+zedZUmIqpTlktjZVtmm1KlxjW4fmmppmvE7llL0rGdDPthD2snPVnNqxBC3I5yi7R0m7WfWm7WzBnR0Pj3evqmWGZujmPlc01NSvdc61BCNnU87UxG1Hs5WFLb05a1x9OMiYgSXenfZ9urZlMolQpsLVToDVeOt+lUOu1CnEzKK/Wo64qthYr1J9ONiQitTo+themjTger0teXj3cwsfTv/X1hVwY4KRQKOoQ68932RJKyCvFxrLnBFyk5RSw6dJEFB5NRqxRsGNuixo4NpbMatHoDAxpemRVuY6GiV103NpxK52MqTkRo9XpsLVQm92P7a96vG+VkraGkpg4m7niSiBBCCGF2ams7Gj73BXs/Gkj8+p8J7PEUWWcPc3bZdMIHv1FpEgIgI3o/ANrCPHa+1Z2chBNYOnsS2P0pgvuNudLu9H40ds5knTvCvsmDyb8Yi7VHICEPvIhvhyFljmvQ69BrS8hNPMmZpZ/j3qgrNp5BQOk6CVkxR/Dv8hgn/niH89sWoC8pwqVOG+o+/hG23qWjQfJTEyjKSMbazY/Ib8dycd8qQIFboy7Ue/xjLJ1uvIyQXltMysF1nN8yj7Sj/6C2ccC7zQB8Oz5c5noMhso/BCoUCmPt5vLknY9GY+eMpaNp/W8733ASNv2BrrgAlYV1teJO2rEYFEp82jxYZTu1tT0eTXuU2afXFrNpTANKcjOwdvPHr9MwgvuNqfQabtTRo0fp0uk+rCjisUbONPH1xkrz3+usC3G7K9YZiEkrYHnkdvr2XcPvv//Oo48+WnVHcUeysLGn6ytfs+z1+zm64kca3v8MF6MPsn/uNFo98Va1kxCHl3zF3tmfoNJY4BPRllYj3sYtuP5/iil+/0YSDm5m2A+70ZUUV9pWr9OiKykiJfoQR5Z9R/3eT6DSWJq0MRgMGPQ6ivNzObdrNQkH/6HrK1/9p9iuVVKQy9ntKzi5/k+SonZj6+JFeJfB1O0+rEycVVOgVFV8P8uIj8bJN6RMG+eAcKL/Wfxfwq+STlvCxZP78apr+iBNW1TAtm/foOVjb2DtWP4aIUKIO4edpZpZQ+ry0A+H+HnXeZ5q68fhxGymb4rjfz2CK01CQGkyQaMqm2y2UCmJyyiksESHlUZFr3pufLLuHO+uPM2bPWthY6Fi7v4LnEvPZ8qAK2sPRKfkM6iJ6aAutUpJLTdrTqfkGbc92sKH73ck0L2OK80DHYi7VMj0TbF0r+NKoEvpdxSVQoFCAepr1iywVJd+no++mH/DiYhirZ51J9KYfzCZf05fwsFKzQMNPXj4qhkGADq9oVrfzypbByQ6JR9nG7VJkgYgzMOGP/YlUVCiw1pT/r3k4WbeDPslku+3JzCkmRd5RaVrZ/g4WtKnvunf8mKdgYYf7yCjoAR/JyseaeHNmA4B5cam1ekpKNGz81wmCw8l81LnwEqvUdw7JBEhhBDituAc3pLgfs9zat5HOIU1J/LbF3AOb0lQn9FV9i3OSgEg8uvnCeo9itqPvk/q4Y2cmv8RKms7Ywmh4swUdEUFHPvhZcIeeg1b7xCSdi7h6HcvYuHojnvDzibH3Ti6nnHxaNcG99Fo7PfGfSW5GRh0JZzfNh87vzo0fO4r9CWFnF74Cfs/fYT2U7aisrAyxhaz8itc6rShyUs/U5SVSvTcjzg08ylav7fiP79nWTGHOb9tARd2LUNbkIt74640Hvs97k26o/y3BMXVtrzcusJFoC+zcvOj04x9Fe4vyctEY1N2Sq7GxhEMBkrysqqdiLiwYwkuddtg5VrxegO64gIu7v8br5b9UFmYfiGw9QwifOhbOARGYDDoST20nuiFn5CfGkfEU9OqFcN/MeqZp3GzKGHRE/Vwtin7PgtxVwp35unW3ry47CxPPfkk/fv3x8HBwdxRiZvEu34rmgwex+5fPsCrbgs2ThuDV/1WlY6wv1p4lyEEteyBjYsn2RdiObhgBktf7cugmetx9qt4ZGZ5tMWFbP3mf7R4dAK2Ll5kX4yvsO21i0zX7jqU9qMnl2l3btffrPmo9LOBUqWm/ehJhN1XeVK8MgaDgaSjOzi5YR5nt68Ag4FabfvS/8OF+DXuWO7sg2/7e1V5XJ8GbcssIH21otxMk3U3LrO0c6IoJ+P6LqKaDsz7nLz0CzR6cIzJ9v3zPsfC1oH6fUbelPMKIW69loGOPN8xgI/XxtAi0JGxC07QMtCR0e39q+xby82G3eeSyCvSGmc75BVpiU7Jw2CArAItVhoVrrYWLBvVhCd+O0rzKbsBsNYo+ebh+rQIvPL3LatAi6NV2UeYjtZqMguuJHZf7hqE3mDg0d8iufx8/74wZ755+EoZ2FpuNhgMcCgxm1ZBTsbtBxNKv/dlFJRU/026xpHEbOYfTOavIynkFuvoWtuV7x+pT7c6rmhUZe8FbabtJjGz8hKvfk6W7H2t4tmAFb03TtZq43tdUSKifYgzPz5anxcWnOD91WcBCHC2Yv5TjXC0vvI9J9jVmjd71iLC2w6DAdadTGPKunPEXypk6oOm5XePJeXQ48sDxtfjOgUwpmNApdco7h2SiBBCCHHbCB34KmmRm9nzwQMoNVY0/9/8apUOMPxbcsHvvkcIeaC0RrRrvXYUpiUSs3ymMRFhMOjRlxRSZ9h7BHQfUdouogO5iSeJ+WtmmUREy7cWoysqICfhBDF/zeTg54/T4n/zUShVxnNi0NPsld+w+HdtB1ufMHb8rxMXdi3F775HMOhL22lsHGny0k8o1aUjVSzsXDgwbTjpUdtxrd/+ut+rvZMGcen4DhxrNSZ04Kt4txlQZv2EazV75Xf0JZV/0FVeM2r0Zsk8c4D8lFhqPTCu0nYpB9aiK8wttyyTT/tBJq/dG3ZGbW1PzIovqNV/LDYeNT/yJiEhgV179jJrYKgkIcQ9R6lU8HoXf5YcSWXlypUMGzas6k7ijtXi0ddIOLCRpa/2RW1pRf+PF1frngzQ7dWvjf/2iWhDQPOuzB3VloMLZtL15S+vK46D86ejUmtocP+zVbbVWNsxaMZ6tMWFpEQf5MC86WyeMa7MbAffhu0YNGM9RXnZxO1bx7Zv3kCptqBez+HXFdtlc55qTvbFeHwatKXjc58Q0r4/mnIW8L7aoBnrq74em8qPcavF7FzFgXmf0XzYBDxrX1n0NSPhNEeWfM39kxZXOoNDCHHneaVrEJujL/HAdwexUquY92QjlJWMzr/s8ZY+/LwzkZeXnOKd3iEogA/+PktesQ4A5b+lgNJzi3lmThSeDha82ycEK42SZUdSeH7+cWY/0ZA2tZyuK95fd5/nu+2JvNGjFs0DHIi7VMCnG2IZPTeK3x5vgEKhoFOYMyFu1rzx12lmDKqDn7MVc/dfYNe5TJPYrtfgHw+zIyaTxn72vNItiAGNPHGp4vvCb483oFhbeflAC/XNm3l9ID6LFxee5MFGHvSL8CCvWMfXW+MZ/msky0c1NS4q/lAT0+R5p3AXHKzUfLElnhfuCzDONgEIcbfh7zFNySvWsTMmk6+3JqBSKpjQrWbXSRJ3JklECCGEuG0o1Rq8WvYnesEkvFsPwNrVt1r9Lq/f4FKvncl2l/rtSN67Am1+Dmob+yvt6l/Trl57Ev+ZU+a4l0tCOYe3wCEwgt3v9zWOztfYOIBCgZ1fXWMSAsDerzYWju7kJp76N7bSkTxO4S2MSYjSc7YFIPf8qf+UiFBblT6cKMnPQVuQja4oH6pIRNj5hldr6m9lNLZOlORnldlekp8FCoXxequStGMxSo0VXi36VdnOysUHl7ptq3Vc79YPELN8FtnnIm9KIuLgwYMAtK9VvesU4m7j52RJiIcd+/fvl0TEXU6l1hDS/gFSz3xI2H0DsXev3j25PDbOHvg0bEdK9KHr6pdzMYFDi76k24Rv0Rbmo6V0DQsoLQVUlJeNpe2VmTlKlQqP8CZAaQLE1tWH9VOeoUH/p43boXSh7Muv/Zvch664iJ0/vEOdbo/8pwfpGhv70lmB+TkU5WWjLS6sMhFRvRJXld+TLe2cyE6OLbO9KDcTS3vnahy/+s5Hbmf9lGep2+NRWgybYLJvx/dvE9iiOy6BdSnKLf2MoNfpUOq0FOVmobayMS4WLoS4s2hUSvo1cGfy2lweaOiGr1P1ShYFuVozc3Bd3lweTctPS2c6tK/lxJCmXiw+dBEnm9LHkV9tSyA1t5iVzzXFxqL072/HUBcSMgr5eO1ZVj7XDCid+ZBVWLakXVaBlmDX0ofgGfklTFx9hgndgo0j8FsHOxHoYs3AHw7zz+lLdA53Ra1S8v2w+jw37zi9vioduR/oYsUrXYL4dEMsnvYWZc5THbaWpfFnF2rJKdSRX6yrMhER7mF7w9/PKnpvMgu0KBSl+yvy9oozNA90YMqAK7Ma2tVyouWnu/l+RwJv9QqpsO/9DTyY9U88kedzTBIR1hoVjfxK781tazljpVExZX0MT7TywcP+1gx6E7cvSUQIIYS4beRdOMvZv6bjENSApB2L8Os8DOfwllX2s/MNL3/Hv5/p9NoiwB47v9qwp/yG+pLCSs/hENQAFAryk88BpQs0W7tVMC3ZYDDOPLDxDKp0loG+uPIZChVp+vKv5CXHcH7rfBI2/cHpRZ/iUrctPu0H49WyH+pyFpisidJMtj5hlORmUJydhoXDlbqhueejsXbzq1ZZJr1Oy4Xdf+HRpDtqm4rryxbnpJN29B+Cej1b7VG4Rv9xJFNV8vJKa9A6WMqIz2u9tPQMBxNz2Dq2SdWNrzL/UAovLzvLoVeb4fEfv/hdj7wiHR+ui2Pl8XSKtHpaBzrwYZ9gglyq/mJ95Hwu76+JJfJCHo5WKoY28eCVTv6oy6mBfDezt1SRm5tr7jDETZaZeIb9cz/DPbQhpzYtoG7P4XjXb3VDx7yexakBsi/GoSspYu2ksuV+Ns94kW3fvsmzS+Iq7O8R1giArAvnTBIR13IPbUTU6l8pzErDxsWzwnYVGfrlP6SejeTk+nkcmPc5u356j4DmXanddShBrXqWWaMCaqY0k3NAGPEHNmLQ603ukxnx0Tj7X18JrMqknD7M6onDCWjelY7Ply19mJEQTU5KAjE7V5bZ99OQEHq++TMh7e+vsXiEELfO2bR8ZmyKo4GPHYsPJzOshTctA6s3IOeBhh70qe/GubQCbCxU+DlbMfzXSBr7ORjLFEVfzCPU3caYhLisga898/dfML4Oc7fhTGq+SRudvnQNqx51S7+TxKYXUKQ1GBeuvuzy65i0Ajr/+7Wxrpcd/7zUkrhLBRRr9YS42fDN9gSs1Eoa+Py32Wi/PtaAmLR8FhxM5o+9SXy64Rxtg50Y1MSTfhHuJgtyX1YTpZnCPGzIyNeSnluM61XrRJxOycfPyarCskwAp1Ly6Bxu+p3W3kpNkKs159ILKo3rsqru7A197dDpISGjUBIRQhIRQgghbg96nZbIb8di41mL1u+t4OCMJ4n8ZiztJm1EXdWowoZdUKg0pEdtw71RF+P29KhtWLn6Gh+YezTpzpnFU0k/tg07n7Cr2m3HIbhRpefIiN4HBgPWV42y92jag4TNs00eyucknKA4O814PKXaAreGncg4tRd9SZExKZEetR0Ah1qVn7cytl61CB/yBmGDXic9aivnty7g+K//48Rvb+DZvA9+nYaZzCSoidJMbg3uQ6FUcWH3cgJ7PAmUruOQcmAtni36VCvutMh/KMm5VG65patd2L0cg05bZburJe1aCgpFlT/PG3ZvPXeulpfu8zNOt78e3cKdWf50BM42t+Zj6fOLT3P4fC4f9A7CyVrN55sTGfrbcTaOaYRdJQmmhIxChv52nBYB9vzySG1iLxXy4bo4Ckv0vNcr6JbEfrtQyH8Adz29TsuGaWNw9K3FwM/+5u8Pn2DjZ2MY8uU/WFSSQK5I/qWLJEXuILhN9e4Tl7nVasADnywzPVZGCuunPEvzR17Br0mnSvtfiCodfeDgFVR5u+N7sLCxx8rRtdJ2lXEPaYh7SEPaPj2R2D1rObVhLuunPIvG2o7QjgOo1/tx3EMaGtvXRGmmwObd2f/nNOL2rSeoVU+g9P05H7mdlo+/8Z+v5WoZCadZ+c5Q3EMb0v3178udMdL9fz+gKzYd0LH9+7dRqTW0efI9XALr1EgsQohbS6vTM27BCYLdrFk+uilPzT7GuAUn2DCuOXblPFQvj0alJNyzdIBU9MU8tp3NYPpDV/4m+DtbseJoKvnFOpNkxNHzOfhfNUikS21XPt8Ua/Kwfd3JNPKKdXSr7WI8FsCR8zm0D7kyKyzyfOlMuoByBp1cHsmfX6xj7v4LDGzsWW7CoLpqudnwvx61eK1bMFvPZrDgQDJvLD/Nm8tP06e+O8Oae5uUm6qJ0kz3hbqgUsJfR1N4so0fAAUlOtaeSKP3NQtOX8vfycr4/lyWU6glNr2A1sGVJ5yWRaagUEAjv8o/F+yNzUKhgADn6q0jKO5ukogQQghxWzi7bAY58Sdo8+EalBpLGjwzne1vdObEH+/Q4Nnplfa1dHQjqPcoYv/+DrW1PU5hzUk9vJGL+1YR8cznxnYOQQ3wav0A0QsmYTDosfMJJWnHYrJjj9L89bnGdvumPIxr/Q7Y+dZGqbEgJ/YY51Z/jX1APTyb9zK2C+47hqQdizkw7TFqPfAi+pJiTi+agq13CN5tHjC2Cx34Krvf78fB6SMJ7PkURVlpRM//GOc6ratdcqgyCqUStwadcGvQiZL8bJJ3/8X5bQs4Mfs92n185UGHvX/dGz6XlYs3/l0fJ3rBZJRqDTYeQcSu+R5dcQHBfZ8ztrt0Yif7Jg8h4pnP8e0wxOQYSTsWo7Fzxu2qpFF5knYsxs6/LvYB9crdv/Ot7vh0GIytdygGvZ7UQ+tI2DwH/y6PY+Ne9SJ6omZVZ0ZBeVxtNbja3pqSHYcSc1h/KoNfHqlNjzqlX1rre9nSZsZBZu+/yOh2FS+c/vWOJGwtlPwwtDZWGiUdQ6CgRM/kDfE8187nlszmEOJW2T/3M9JjjzN45gZUGku6vDSTeWM6sv27t+gyflalfQ8t/pKspBh8G7bHxtmDrKRzHFo0C4NBT9MhL5q0jdu3AW1RPhdPlZbGiN+/AWtHN+w9/PEIb4KlnSO+DU3LF15erNo5oDY+EVdGiC4c15Xa3R7Gybe0jETyib0cWfoNAc26GtczSDq2i8NLvqJWm77Ye/hRnJ/Dud1rOLVhHq1HvotSdeNfj1VqDSHt+hHSrh/5malEb1rIqY3zyb90kd7v/mFsV9kMjeryrNOMwBbd+eeLl2mbPxFLOyf2z52GtZMb9Xs/YWx3cuN8Nk8fx/2Tl+DboLQ8ZUFWGklHd5b+OyMVnbaYs9tLZ1/4NGiLtaMb+ZmprHh7EAqFgqZDx5MWc+zKdWosjIkVrzrNy8RmaeuAysKqzM9PCHHnmLE5jhPJefz9fDMs1Uo+f6g2XWbu552VZ0ySCeXJL9YxdcM5Wgc7YaNRcexCDrM2x9O9jisDG1+ZefZoC2/+3H+B4b9G8kx7P6zVKpZFprAjJpOZg66c47GW3vyyK5ERs48xvnMgmQVaJq4+Q8+6rsYyQG52FvSPcOfzjbHo9Qaa+jsQl1HIZxtjCXO3oWPolTK2MzbFEuRqjYe9BXGXCvl2WwIY4M1etWrkvVMqFXQKc6FTmAvZhVqWR6Yw/2Ay7646w/qxV/5m1vW68bWAvB0teaylD5+sO4eFSkmgizU/7EigoETHmA5XFoneFZPJkJ8P8/nAOgxuWjorb2QbX95cfprXlp6iT4Q7+UU6vt2eQJFOz6Mtrnwu7vHlfgY38STU3QadHtafTGPOvgs83tIH/38TDIkZhby06CQDGnkQ6GJNkVbP9rMZ/LzrPI+18DGuNyHubZKIEEIIYXaZZw8Rs3wmtR9+G3u/0vqUlk4eRDw5lUMzn8KjSfcqR9uHD/kfaisbEjbP4eyyGdh4BtLg2Zn4djR9CN7g2elEL/iEmOWzKMnLwt6vNk1f/g23iI7GNk61mpC0YzEFqaUPO6zd/PHvOoLg3qNM1nmwcvGm5VuLOTnnfSK/HoNCpcGtYWfqPPq+SYkih8AImr8+l1PzPubQjKdQWdni2bwPdR5597rLVFRFY+OAf5fH8O/yGEWZKTV67MvqPDoRlZUtZxZPoyQ/G4fgBrR4fb5JqSqDAQx6XZmap9rCPFIPrcWn/RCUldSLzr8YS9aZA4Q//HaFbWy8ahG39ieKslLAALbeIdR97AMCupUt4SFuzNwDF5m17TwpOcXU97ZlUt9a3P/jUZ5v78srnUt/7teWZrpccmnNqAZ8/k8i22KycLPV8GQrL55te+WLza0szbTpdCZ2liq6hl8ZJedpb0HbIEc2RGdUmojYdDqTnnVcsNJcGZX2YAM3Plgbxz9nMxnS2OOmxi7ErXLx1EEOzp9uMpLdxsWTTuM+Z81HTxDUqie12vatsL+zXygxO1dxdvsKSvJzsLRzwrdRe1oMf92YJLhs61cTyElJuOr1awDU7vbwdS9q7R7akGMrfiQ37QJKtRoHr0BaPvYGEX2v3BPs3H1RqS3Y88dkCjLTsLR3wtk/jN7v/H7dszWqw8bJncYDx9B44BjyL12s8eMDdH/9e3b+9B7bvn0DXXERPhFt6PrKV6YzV/R6DHpd6c35X5fiTrJ20pMmx7r8+oFPluHbsD0Z8afITT0PwMq3B5u0tffw57Ffr2/NDyHEneNQQjaz/onn7V61qP3vjAYPe0umPhjOU3Oi6FHHld713Svsr1CUlgZaePAiuUVa/JyteP6+AEa19zNpF+Fjz4InG/HZplgmLImmWFdaJunLIXVNEhaO1hoWPN2Yd1ac5pk/o7BSl65d8W5v0/vK5w/V5ost8cw/kMz0TXG42mnoEOLM692DsbxqZkF2kY6P18aQmlOMs42GnnXdmNA9qMo1Hf4LBys1w1v6MLylDyk5/60sb1Um9g3FzlLNtI2xZBdoaeBrx7wnG+HnfGWgkAEDOj3or7oXPNHKB0u1kl92n2fpkRSsNKWlqRY93ZhQdxtju2BXa37aeZ6U3GIwQC13ayb2DWVk6yvrRzlYq/F2tOTLLfGk5BRjbaEk2NWaqQ+GM6hJ1eUIxb1BEhFCCCHMzimkCT1/Syiz3bNFH3rNvlBmu16nRaFQoFBemb6rUKoIGTCekAHjKz2XysKausMnUnf4xArbhA1+nbDBr1crdnv/urT43/wq27nUaUOb98vWTr6aQa8D/fWXtqmIpdPNeTCqVGuoPfQtag99q8I2rvXalvuzU1vZ0v2nmCrPYeMZVG7/qzUe+13VwYobtiE6g1eXx/BQIzcebOBGTHohoxacQlf5LHKjFxafYWgTd0a28mJlVDoT18ZR28OG+0KdrisOra7yhfyg9EuvSllxci86tYBarlZl2oS5W7P0aFqF/QqKdSRmFhHmbjql3MPeAidrNWdSq1dDV4g7gWftpoxekVxme622fRmzuux/J3qdFlAYS/YEtepFUKteZdqV5788yHbwDCg3jk7jKp89eblvzzd/rtZ59DotBn01/9BVw39Ze6I6LGzs6TT2czqN/bzCNnW6P0Kd7o+YbPNt2L7c9/F621SksrUthBC3vyb+DsR/dF+Z7b3ru5M0qVOZ7VqdHoVCYfyMZa1RMXtEwzLtytMq2IkFTzWusl2Imw1/jqy8/KqtpZr/9ajF/3pUPrPh3d4hZZIY5dHpDdX+zFsdN2uNBI1KyZs9a/Fmz4qvu20t5zI/O4VCwSPNvXmkuXelx//ukfpVxuBgpeaLITc+A1/c3SQRIYQQ4o6iLyli3RP+OIY0pc3EVeYOp0ZtHF0PbX62ucMQwsSMLYm0CLBn1sDSdVU6h4FGpeCNleeq1X94c0+eaVP65aZdsCMbozNYGZV+3YmIwA92V9mmTZADi0ZW/EUpq0CLg1XZj7+O1moyC7QV9sssLN1XXl8na1WlfYW4m+lKivi2vxeetZvx0PS15g6nxhTlZvHTkKofUAkhhIAirYGAd7bS1N+elc81M3c4Nar+R9vJLqy5gWJC3OskESGEEOKO4d9lOB5NugGgsrI1czQ1r+VbizHoSh9o2ngGmTcYISgdBXY0KY83ugWYbO9bz7XaiYhOoVcWulMpFdRysyYp+/qnpa9+tkGVbWwrWWxaCFGz6vd+nKCWPQDQWN94jevbicbazmQxaeeAcDNGI4QQt6/hLX3oXscVwGSx6bvFoqcbo9OXzsoNdJXFloW4UZKIEEIIccewcvbCyvnurS/pEBhh7hCEMJGeV4JWb8DF1vQjo4uNmkoqIJlwvGYWgYVKQZG26jJL16rvVXXysaolVxyt1cRnFJbZnlWgxcm64o/Fl68hu7DszIfMAl2lfYW4W9m6emPrWnkphzuVUqWqkcWkhRDibuflYImXw80pN3Q7iPCxr7qREKLa5FuTEEIIIYQol6utBrVSwaU80wfwl/K16K8/l3BDaqI0U5ibNf+cyUSvN6C8KpNyOrWAULeKR7nZWKjwdbTg9DVrQaTmFpNZoCXUXUbICSGEEEIIIURlJBEhhBBCVCLyuxfJOnOADlO3X1e/xK3zOfb9S3T+8shNWzT6atrCPE7N/YDkPSvQlxThXKc19R7/uMoST1kxh4nf8BtZZw+Sm3Qa59qtafX2kjLtjv/6BunHt1N46QKgwNY7hKDez+LTdqCxTd6Fs8St/4VLx7dTkJqAxtYJ5zqtCB/yBtZu/jV8xeJWUCkVNPCxZc3JS4xu52Pcvup4+i2PpSZKM3UJd2L6lkQ2ns6ke21noDSZsDM2i9e6BFTeN8yZtacyeLenHiuNEoBlR9NRKxXcF+JUvYsQQtSojZ+/wMWT+xn2fdWJyqudXD+XTdPHMmJ21E1bRPpqJQW57Pzpfc5uX462uAifiDZ0eG4yjt7BlfaLWv0rJ9bNISvpHNriQuzdfQnrPIgmg8aitrACoDg/hyNLvyH+wCYyE8+AQoFbrQhaDn8d7/qtb/q1CSHErfbSohMciM9m28utrqvf/AMXGL/4FIffaHPTFo2+Wl6Rlg//jmHFsRSKtHpaBznxUf8wgqpR4ulIYjbvrTpLZFIOjlZqHm7mxStdg1CrlCbtcou0fLYxlhVHU0nLLcbd3oIBDT14q9eVdY7S84qZuj6WjdHppOeV4OtoyZCmXjzXwb/M8YS42SQRIYQQQlQidMB4tIV5193Po3FXWr+/Eo2d802IqqwjX40hK+YQdR/7EI2dE2eWfMbeyYNpP3kz6kpqd2dE7+PSyV041mqCrqTiuv264kICuz+FjVcwBr2Oi/tWEfn18xh0Wnw7DAEg7egWMk7uwq/TMOwDIijOSuHssunsercP7SZvwtLRvcavW9x8L93nxxNzTjJuyWkGNnTnbFoBP++5gFqpqHZ5pprQyPfGa9A39bOna7gTr684S25RII7Waqb/k4irrYZHm11JGC48nMorf51h/hP1aBNUusbFc+18WHo0jVELonm6jTex6YVM3RTPEy098bS3uOHYhBDXr/kjr1BScP336MCW3Rn4+RosHVxuQlRlrf90FBejD9F+1MdY2jmzb86nLH9jIEO/3oqFTcVlP4pyswhu0wfXoHporGxIPnmA/XOnkXMxgS7jZwGQk5JI1OpfqdPjUVo8+hoGvY6o1b+y7PUH6PfhAvyb3HdLrlEIIW6VlzoHkVd8/QtId6vtyorRTXC20dyEqMoaM/8EhxOz+bBfGE7Waj7bGMuQnw6z6cUW2FlW/Dg2IaOAIT8doWWQI78+FkFsegEf/H2WQq2e9/qEGtsVlugY/OMRsgu1TOgWRICzNUlZhZxNM53B+9TsKGIvFfBa92ACna3YG5fFpxvOkVOk482etW7a9QtRHklECCGEEJX4r4tGWzi4YeHgVrPBVCDz7CFSD62j6fhf8WjWEwD7gAi2vtyKhM2zCe4zusK+gT2eIqjXMwDsn/JIhcmIBs9ON3nt3qgLuedPc37bAmMiwrvNAwR0H4niqkL9TmHN2TK+Jee3LaBWv+dv6DqFeXQLd2ba/bWYufU8K6PSqedpy4wHQ3nw5yjsK/kSdbv6elA4H6yN5e3VsaWj0wIdmDkwFPur1rLQGwzo9GC4qvxUoIsV8x6vy8S1cYyYcwIHKzUjW3nzamc/M1yFEAKockZBRawd3bB2vDX36IunDhK7Zy293/2D4Na9AXALiWD2yGYcX/M7jQdWfG9sOuRFk9e+jTpQUpjHkSVfc9/Yz1CpNTh4BfDoT/vRWNkY2/k37cy859pzZOk3kogQQtx1qjOjoDyudha42t2awSOHErJZfzKdXx6LoGfd0vtNfW87Wk/bzey9FxjdoeLZ4l9vTcDWUsUPw+pjpVHRMRQKSvRMWhvDcx38jbM5vtqawLn0fLa81BLPCtbpSMwoZG9cFtMfqs3QZqXrOrULceZcegHLjlyURIS45WQOjhBCiHtW4j9/smV8K9aNDGb3xP5kxx1j3cggTi+eZmwT+d2LbJvQ/kqfrfNZM9ybrHORHPx8BOufqsWW8S2J/fs702P/264oM+WmX0fq4Y2orOxwb9LNuM3K2ROXum1JPbS+0r4K5X//KKCxc8KgLTG+trB3NUlCAFi7+WFh70rRpQv/+TzC/B5p5snu8U2Jeac1K59tQE6RDoMB6ntfefA148FQto69srjr0CYenJ/YBo9rZgvMeayeyToOFbW7WewsVXx6fwhR/2vBmbdbMfuxutS65gvt5ZjaBjuabG/iZ8+ypyI4+05rDk1ozhvdAtDIlHYhborja2cz+8lmfDfAj8Wv9Cbt7FG+e8CXvbOnGNts/PwF/nz2Svmhk+vn8nUfN1LPHGH1B8P5/sEA/hjZlCNLvzE59uV2+Zcu3vTriNu3Ho21HYEtehi32bp44duwPbF711338azsndDrtGDQA6CxsjVJQgAoVWpcg+uTly73XiHEneXP/RdoPXU3td7dSv9vD3IsKYfgd7cwbcM5Y5uXFp2gw+d7jK/nH7iAz5v/EHk+hxF/HCXkva20mrqb77cnmBz7cruUnIpngdeUjafSsbNU0a22q3Gbp4MlbWs5s+Fk5SVON55Kp2ddN6w0V0qOPtjIgxKdgX9OZxi3zdmXRL8IjwqTEAAl+tJ7xbUzMOwt1bd8vTchQGZECCGEuEelHNrAsR9fwaf9ILzbPEhecgyHZz6DQV+9ab6R3zyPb8eHCejxJMl7lnNyzvvY+dXGrUGn64pDr9NW2UahUKBQVlz7Pu98NLbetcq0sfMNJ2ln2fUe/iuDwYBBr0NXmMvF/WtIO7qFhqNnVdonN+k0xdlp2PqG1Vgc4tbKLtQydVMC7YIdsbdScfJiPrO2nqehjy2tAx3MHZ4Q4i4Uu3cd/8x8ifAuQwjv9BCZ58+yZtKT1b5Hr586mrrdHqFB/2c4u20ZO354B+fAOgQ07XxdcVTnHg0KlKqK79EZ8dE4+YaUaeMcEE70P4urHYeupIiU6EMcWfYd9Xs/gUpT8YMnnbaEiyf341W3RbWOL4QQt4MNJ9N5dckpBjXx5MFGHpxNK+DZP6PQ6avX/4UFJxjazIsn2/iy4mgq768+S7inLZ3Crq8Mn7YaJ1QoFKgqqVF6OiWfWm7WZdqEe9iw5HDFSfD8Yh2JmUWEeZgmmD3sLXG2VnM6pbQcYUJGAcnZxfg5WTJu4QlWHUtFoYAu4a581D/UOGsi2NWGdrWcmLE5jmBXawJcrNgbm8WiQ8m83DWoyusUoqZJIkIIIcQ96eyy6TiFt6Dh6C+A0lJDSrWG47/8r1r9/bs8RlCvZwFwrdeO1MMbSd6z4roTEeueqHoRZ+c6bcpdQPqykvwsNDaOZbZrbB0pyc28rngqk3JgDYdmPAmAQqWm7mMf4d36gQrbG/R6jv/6JpZOnvi0G1RjcYhbS6NUkJBZxOsrYsgs0OJkraZzmBPv9AgsMwNGCCFqwoG5n+FVrxXdXv0agIDmXVGqNWz9akK1+tfv/QSNBpSWJfRt2J64fes5u+2v605EfNvfq8o2Pg3aMmDK8gr3F+VmYmlX9h5taedEUU5GOT2u7Z/FT0OuLDpau+tQ2o+eXGmfA/M+Jy/9Ao0eHFPl8YUQ4nYxY3MsLQIdmDW4LgCdw8FCpeB/f52uVv/HWnrzTLvS71btajmz8VQ6K4+mXnciIuCdrVW2aRPsyOJnmlS4P7NQi4NV2UeujlZqMgsqTnJn/bvPsby+1lf6puQUA6XlmdoEO/LT8AjScov5aE0MT82JYsXopsZ+vz3egNFzo+j2xX7jtnGdAhjVvurvoULUNElECCGEuOcY9DqyYyMJH/KmyXavFn2rnYi4OuGgUKqw9Q6hMD3pumNp88HfVbZRWd34Ir01waVuW9p88Dcl+dmkHt7Aid/fQqnW4NdpWLntT/75Phmn9tB8whzUVra3OFpRU6wtVPw6rI65wxBC3CP0Oh2pZ47QasTbJttD2vevdiLCv2kX47+VKhVOvqHkpl3/PXrQjMrLGwJobG7uPVpjbcegGevRFheSEn2QA/Oms3nGOLq+8lW57WN2ruLAvM9oPmwCnrWblttGCCFuNzq9gcjzubzR03Ttn7713audiLg64aBSKghxsyEpq/C6Y/l7TNV/O23NvE7a5bJKDtZqfnw0Agt1aalQZxsNj/12lO1nM2gf4gzAK0tOcfJiHjMH1cHPyYp98VnM2BSHg5WaMR0DzHUJ4h4liQghhBD3nOLsdAw6LRb2ribbNfauoKhevXeNrZPJa6VKU+FCz5WxD4yosk1Vo841No7kp8aV2V6Sl4XGzum6Y6rwPLaOONZqDIBbREf0JUWcnPM+vh2HlikLFbP8C+LW/kjDUbNwjehQYzEIIYS4uxVmpaHXacssJm3l4FrtdY2srpmBoNRYoCu+/odRbiENqtGq8nu0pZ0T2cmxZbYX5WZiae9c5dGVKhUe4aWjbn0i2mDr6sP6Kc/QoP/Txu2XnY/czvopz1K3x6O0GFa9pI0QQtwO0vOK0eoNuNqarhnmYquhkgpIJhytTR9xalQKirTVrOt0lfreVSeYq/p+5mSlJi6joMz2rMLS2cUVuXwNWYVlZ01kFVzpe/n/WwQ4GJMQAG1rOQFw6mIe7UNK16P4KzKF1WOa0tivtKRqm1pOaHUGpm44x/CWPuXO3BDiZpHfNiGEEPccCwdXFCo1xTmmC4WV5KQbF3+8VWqiNJOtbxipkZsx6PUmD2lyz0dj53Pz1mZwCGpIwsbfKc5Ox9LJw7g9YdMfRC+YRO1h7+HTXkoyCSGEqD4rRzeUKjUFWWkm2wuz0zHob+09uiZKMzkHhBF/YGOZe3RGfDTO/td/j/YIawRA1oVzJomIlNOHWT1xOAHNu9Lx+WnXfVwhhDAnV1sL1EoF6XnFJtsv5ZXc8kWVa6I0U6iHDZtPX0KvN6C8KpMSnZJPmHvFM8VtLFT4OllyOiXfZHtqTjEZBVrCPEr7BrpYY6muOBlyOQFzKiUPhQIirkmuNPS1p0hr4HxmIQ5et8fse3FvkESEEEKIe45CqcIhqCEXD/xNcN/njNuT96265bHURGkm90ZdObv0c1KPbMSjSXcAirJSuXRiJ2GDXq+ROMuTEb0XtbU9Gvsr06Av7F5O1C//I7jfCwT3GX3Tzi3uXr7v7eKNbgG80MHX3KFU2/R/Etkbn82R87lkFepYOKIebYPL1oRPzS3mvb9j2XQ6E4AuYU580DsYNzvNLY5YiNuXUqXCPbQR53b9TZOHXjBuP7t9xS2PpSZKMwU2787+P6cRt289Qa16ApCfkcL5yO20fPyN647pQtQeABy8gozbMhJOs/KdobiHNqT7699Xuni2EELcjlRKBQ197VhzPI3nOlwpF7QqKvWWx1ITpZm61nZl+qY4Nkan071O6Qy/1JxidsZk8Fr34Mr7hruy7kQa7/UJwUpT+vd8WeRF1EoF94WWzqSzUCvpFObCvrgsirR6LP+dFbH9bOnaQ4187QHwd7LCYICjSbk08XcwniPyfE7pfmerKq9ViJokiQghhBD3pJAB4zn42WNEfjsW77YDybtwlvi1P6FQqatd+qEmXC51dCOcQpvi3rgbUT9NQDvsXTS2jpxZOh0LB1f8Ow83tju/bQHHfniZFm8swKVuWwCKs9O4dHI3AEXZaRi0xSTvXQmAS53WWDi4cenkbmJXf4tH895Yu/mhLcgh5cBakrYtIHzoWyhVpR8nLp3YSeS3Y3EKbYpn815knjlgPLeFvSs2nkE3fK1C3I5mH7hIoLMlHUOcWBGVXm4bnd7A8NknyS/WMf3B0oVnP14fz+NzTrDymQYmo+WEuNc1e+QVVr8/jA3TxhDeeRCZiWeIXP4Dylt8j7629NF/4VmnGYEtuvPPFy/TNn8ilnZO7J87DWsnN+r3fsLY7uTG+WyePo77Jy/Bt0E7ABaO60rtbg/j5Fv6NyP5xF6OLP2GgGZdjes/5GemsuLtQSgUCpoOHU9azDHjMVUaC9xDGt7wNQghxK3wUucgHv/9KOMWnmBgI0/OpOXz885E1EoFyipKIdWkRn4OVTeqQlN/B7rVduG1pdG801uHk7Wa6ZvicLW1YHgLH2O7hQeTeXnJSRY82Zg2/5ZVeq6jP0uOXOTZucd5pq0fsekFfLo+lhGtffB0sDT2faVrEP2/PciTs4/xVBtfUnOLmbQ2htZBjsYSTV1ruxDgbMWouVG83DUIPycr9sdl8eWWeIY288LOzGtdiHuP/MYJIYS4J3k06UbE059x9q8ZJO9ZgX1APRqMnsmeDwegtrY3d3jXrdHz33Dyz4mc+P1t9CWFONduTcPRs1DbXLkWg8GAQa/DcNX05pzEaA7PesbkWJdft3hzMa713LBy9UWh1nBm0acUZaehsXXEzieMJuN/wbNZL2O/9OM7MWiLyTy9n93v9zM5pk+HITQcNfMmXLkQ5rdvfFOUSgUHEnIqTESsOp7OsQt5rH+uIfW8SqfV+zla0uu7o/x98hJ967mW20+Ie1FQyx50enEGB+Z9ztltf+EaXJ+uL3/J0tf6YWFz4w+IbrXur3/Pzp/eY9u3b6ArLsInog1dX/kKi6vu0ej1GPQ6rr5Ju4c25NiKH8lNu4BSrcbBK5CWj71BRN+RxjYZ8afITT0PwMq3B5uc197Dn8d+PXRzL04IIWpItzquTBtYm5mb41hxNIV6XnbMGFyXB78/dEeuY/D1w/X4YPVZ3llxmkKtntbBTswcXAf7q65FbzCg04OBK3/7A12smf9kI95ffYYnfj+Kg7WaJ9v48mq3IJPjR/jYM3dkIz5eE8NTc45ha6GmT3033ukdYlzDwtZSzcKnGzFl/TmmbYjlUn4Jvo6WPH9fAGM6Vl0iWIiapjAYDLe42poQQoh71Z9//smjjz5K959jUFlYmzucMlKPbOTA1OG0fGuxccaAuHtc/vmeP38eHx+fqjuU4/Lv8Jm3W2KtuXNKX5xOzeejdfEcSMyhoFiHh70F3cOd+aBP6dTws2kFxvJC6XkleDta0reeK+Pv88NKc2X0se97u3i9qz/FWgOzD1ykoETPgAZufNwnmEPnc3h/TSynUgqo62nD9AGhhLpbm/R9rYs/ecU65h1KIb9YT+cwJyb3rWVSmqi80kybT2cwY8t5jiXnYalS0DXcmYm9gnCxvdLvm+3nmXMwhaSsIqw1KsLcrXm3ZyBN/W5dYvFAQg73/3is3NJMLy09w5HzuWx+obHJ9vu+OExTPzumPxh6y+K8Uf1+PEHzXoP5/vvvzR2KuAHdu/fgXJENPd/4ydyhVEvcvg2seu9hHpjyl3HGgLgzXYqPZt7otuzYsYO2beXzlhD/1c6dO2nXrh1bXmphXDvgbrPpVDrDfzvK4qevzBgQ4mqj5kZR6NmQdes3mDsUUQ13XkpRCCGEqAEl+dmcXvQprvXaobZxICfhBDF/zcQhuCHOddqYOzwhatQTc07iYqth6v21cLRSk5BZxJHzucb9yTnFBDhbcn9EMPZWKk6nFjBjSyIXsouYNdB0MdXf912kZYA9Mx4MJTIplykbE1AqYE9cNmM7+GJrqWLimljGLIpm3XONTPvuv0htd2s+HxDKxexiJm2I49kFp1jyZESFsa85cYln5p/iwYZujOvoS3ahlikbE3hy3imWPVXab9GRVCZvjOeVTv60CLAnt1hXul5DgbbS90WnN1DVkByForRu8Y06nZpvkpi5LNzdmtNpBTd8fCHuJkV52ez9YzK+DTtgaWtPeuwJDsyfjntoI3wi5MG1EELcjbILtXy6/hztQpxwsFRz4mIeszbH0dDXjtblrL0lhLjzSCJCCCHEPUmpUlOQmkDUz69RkpeJxtYJt0ZdqPPIO8aprELcDS7llRCXUcT7vYLoUefKwuJDm3gY/90u2JF2/37BMxgMtPB3wM5SxUtLz/Bxn2CTKeSuthq+GhSGQqGgU6gTm05n8vu+i6x+tgGNfEsXbc0p1DFuyRnOpRcQ7Hrl4bsC+HVYHSz+XVDP2UbNM/Oj2Xkuq9zFnQEmro2lVx0Xk4RImLsNPb+NZPPpDDqHOXMoMYe6nra8eJ+fsU2P2i7lHc5E25mHSMwsqrSNn5Mle8ZXvWhhVTILdNT1LPvR29FazYmU/Bs+vhB3E6VKTc7FeLZ8+QpFORlY2jsT0LwrbZ96X+7RQghxl1IrFSRkFPL60mgyC7Q4WavpUtuFd3qFyN9+Ie4SkogQQghxT1JZ2tDsld/MHYYQN52zjRp/J0smbYjnUr6WdsEO+DtbmbQp0ur5evt5FkemkZRVRJH2yjSBuIwiIryvfGTsWMvR5MtgLVcrTqXkG5MQl7cBXMguNklE9KjtbExCAPSs44JaqeDw+dxyExEx6QXEZxTxZvdAtLorMdXxsMHNVsPh87l0DnOmoY8dv+27yDurz9G7rgvN/O2xVFe9oO2vw2pTrK18SoSFWr74CnGraaxs6PPeHHOHIYQQ4haysVDx2+MNzB2GEOImkkSEEEIIIcRdTKFQMPfxuny2OZEP1saSVagj3N2a17r607tu6QLJk9bH8/u+ZMZ19KOZvx0OVmoOn8/lrVXnKNLqTY7naG368VGjUpZZQFCjKk0CXNvX7ao1HaC05JGLjZqLOSXlxp6eV7p99ILocvefzyoGYEhjdwpK9Mw9mMIve5Ox1ijpW8+V93oG4myjKbcvQLi7TbVKM9UEJ2sVWYVlS0Vl/TviTwghhBBCCCHuZvKtRwghhDCDNcO9CR/yJrXuH2vuUKrtzNLPyTi1h6yYI2jzs2jx5mJc65nW6k47tpXzW+eRefoARZkpWLn64NWyH7XufxG1lY2x3T8vtaAwLbHc8zR6/hu82wy4mZdyzwl2tebLQWHo9AYik3KZtfU8oxZEs+WFxgS7WrMyKo1hzTwY3+lKaaNTN6FcUFqeacJBpzeQUaDF0778ZMHlB/Qf9A6iuX/ZRaddbEr3KxQKRrT0YkRLL9LzSlh/KoP31sQCMKOSRaBvZWmmUDcbIpNyy2yPTi2gqZ9dOT2EEObydR83Wo94h6ZDXjR3KNW2/89pJEXtJvX0IYpys3jgk2X4Nmxfpl1+Rgrbv3+L+H2li3oGtOhG+1GTsHFyv9UhCyHEbc/nzX94o2cwY+8LNHco1ZaQUcDktefYHZtJVoGWIFdrRrb2ZXhLH5M2rabuKdPXxkLJmfc73spwxT1GEhFCCCGEqJaETbOx8QjArcF9JO9ZXkGbP9AXFRD64CtYu/uRk3CCM4unkRG9j5ZvLTaW9Gn60s/otcUmfc+t/IqUQxtwjZAPvzeLSqmgiZ89E7r4s+5UBjHphQS7WlNQojfOYrhs0ZHUGj//ulMZvN9LbyzPtPbkJUp0BppU8CA+1M0aX0cLzqUX8lRr72qdw9VWw8NNPdgQncHp1MqTKbeyNFOXcCcWHUnl5MV86niWJuWOXcjjTFoBE7r418g5hBD3rqi/f8PBKxC/Jp04u+2vctvodTpWvjsUbWE+XV7+EoBdP09k1XuPMGj6OhTKqkvaCSGEuH0VlOh45OdIUMA7vUNws7Vg/ck0XlsWjcEAj7XyMWn/WrcgOoQ6G1+rlFKSVNxckogQQgghRLV0mrkfhVJJ5pkDFSYi6o+YjIWDm/G1S922aGwcifx2LFkxh3EKaQKAQ5Bp/VeDXkfmmYO4NeyMhX3ViwyL6juenPd/9u47PIqqC+Dwb7ObTe+9E5IACb33XqUJiIj0JiLSVCwoCiJYUD4bYkMQBelFUenSpPceAgmkkU56z+5+f0QWljRKZAXO+zw+sjN3Zs4sIXd3zr33MHPzVXrXcsbP0Zz8Ii2LDsZhZ66k3j91HdoG2rP8eCJBzhZ42KlZfTKJ2ApmCtwLHTDil1BGNfMgMbOAOdsiaepnQ/MqpReqVigUvNfdn7Erw8gt1NClhiPWZkriMgrYfTmNIY3caOpny2u/hWNjpqShjw0OliouxOew63IazzUvP3kR7GZVKfd14Go6KdlFXEnJA+Dg1Qyu5xThZKXS31uPYCdC3Itnokzr5AvAnG2R1Paw4olg+ZkXQtyfYUtOoTAxIT70aJmJiIh9G0kOP8OAr3bj7F8TABtXb1ZP6kjE/j8IaNXrQYYshBCikp2MziQiJZc1Y+rSompxgqF1oANnrmWx4XRCiUREFScLGvqW/jlciH+DJCKEEEI8MrJiw7i4YjZpl46iyc/FzN4V1/qdCR42G4DsuHAur59H6sXDFGSkFC8b1LgHAX1fRqm+Wbx38xAPgp5+A21RAdF//YwmPxfPFn0JHv4+6eHHCV06g6zYi1j7hFB77KdYewbdduzrFOVmE7tnOZr8HJzrdCBkGPu59QABAABJREFUxIeY2TmXiPlWSaf+InzDZ2REnsFEZYZr/U7UGPIuahsnfZsrvy8getcy8lJiUZpZYuUZSI1BM7EPvP+lYypyJyMlb01C3GDrXweA/Otx8E8i4nYp5/4mPy0Bz5ZP3V+QogRXazXutmq+3hdLfEYBFmol9b2sWTE8BKd/ajbM7u7PtN8jeG9rJCqlgh4hTrz7hD8jfgmt1FiGNXIju0DDyxsuk1OgpX2gPR/0rFruMV1rOLJ8WDBf7Ill0rrLFGl1eNmpaeVvh6+DGQCNfG1YcTyRlSeTyCnQ4GlnxoutvJjUxqtS4y/LvJ0xHLiacfP1ruJlx5pXsWXNyOIvdyqlgmVDgnln01Umr78MQIcge2Y9UUVGn4nHwvWoMA4smklC6FEK83KwcnTDr0lXWo97H4C0mMsc+eVj4s4dIjc9GWtnTwJa9abRoKmobumjF3R3punwt9AU5nNu008U5eUQ1O4p2oz/iITQY+z7fjrXIy/i5B9Ch5e+xMEnyODYJsPepDA3i9Ctv1CYl4Nvo460eXFuhUsTRR3dwdHl80iOOIPSVI1f4y60HDsbC7ubffSJNV9yfvPPZCXFojK3xMGnGi3HzMKtRsNKfjdLupM+OvLodhx8q+uTEAAugXWx9wki8vBWSUQIIR6IS4nZvLc5gmNR6eQWaHG1UdO5hhPv9Sr+fR2enMP/dlzlcGQ6KVmFeNqZ0aOWCy918MPcVKk/j+ebu3ijiz/5RVqWHr5GbqGWvnVdmdMriOMxmcz84zIXE7IJcbfmf09VJ8jVyuDY1zv7k5VfxIpj8eQUaOhQzZEPnqyGs7W63Ph3hqXw6V+RnI3LwkxpQqcaTszsEYCT1c3jFuyJ4pcjccSm52FpqiTQ1ZIZ3QNp4GNbye+moUJtcX02azPDx7025ioyS6lVJsSDJokIIYQQj4xj84ahtnGi1uhPUFnZk5scTUbESf3+vNR4LF388Gj6JCpLG7KuXSJ8/afkpcZRZ9yXBueK3vET9tWaUPv5z8m4cppLqz8EhQmpFw9StfckVObWhC6dwamvxtNyzjaDY6O2/4S1dzVqPfcZ+WnxhK2Yw8kvxtD07Q1lxp5wdBMnPh+DZ8t+BDw5mcKcdC6t/pDjn46k2TvFsw9i/15N2Kr3CXxqKvZBTdDkZZEecZLC7LRy3xedVoOugoq8CoUChYmy3Db36nroQQCsvILKbHNt31pUFja4Nujyr8TwOHO2NuWLfmW/91C8nNF3z1QvsT323eblvgb4qFfJREItD6tS2ypNFLzZ2Y83O5e9zm5px7Xwt6OFf9mjtQbUc2VAPdcy9//b1oysWXEjwNVGzTcDqv3L0Qjx3/TnzEFY2DnRbtKnmFnbkZkQTWLYCf3+7JQ4bN2rENimD2orW1Kjwji6/BOykq/RaeoCg3Od/WMxHjWb0vHl+SRdPsWhJXNQmJgQd/YADQZMQW1pzd/fvc22j8YyYP5Og2PP/bEYR78atH/pC3Kux3Ng0Sy2zBlJ349/LzP2iP1/suX9EQS160/DgS+Rn5XOoZ/eZ9N7w+j3yR8AXNyxioM/zqbxkNfxCGlCYW4WiWEnyM9KK/d90Wo0FM8XK48CE+X999GpURdx8Cn5O8jRpzqp0WH3fX4hhLgTw346g5OVKZ/0rY6dhYro1DxOxmTq98en5+PnaEHvOq7Ymqm4lJTNp39FEpeRzxdPBxuca8mhazTxs+Pz/sGcvpbJh1uvYKJQcPBKGhPb+WFtpmTmH5cZv/IC2yY2Mjj2p0OxVHOz4tOnapCQmc+czRE898s51o8tfeAUwKbzSTy37Bz96rkxub0f6blFfLTtCqOWnuXX54sHhq05Ec8HWyOY2tGfxn62ZOVrOBmTSXpuYZnnheLaaXfyna28ASzNqtgT6GLJ+1si+ODJIJyt1Gy9kMyeS9eZPyC4RPvpGy8zcfUFbMxUtAl0YHq3ALwdzEs5sxCVQxIRQgghHgkFmSnkJkYSPPhdXBt2vbmjzTP6PzqFtMQppCUAOp0O+2pNUJlbc+bbyYQMex+V5c1iuGobR+q+uACFQoFLnfYkndpB9I4lNJ+1Cbuq9QAoysng9DcTyY6/gpW7v/5YhUJBw1d+wkRVPCrG1NqBk5+PIeX8/hLFnW8IXTYTt0bdDBIi1p5B7J/ehaRTf+FStwPp4Sew8Qkm4Mkp+jZ38uB+98vNyiwMfYO5szftPjtS4bnuVn5aIpfXfYJL/c4GM0dupSnIJeHoJtyb9DSYmSKEEOLRkJueQkb8VVqOfQ//Zk/ot9fo/Kz+z151W+NVtzVQ3Ed7hDRFbWnNjnkTaDP+I9S39NEWdk50fu07FAoFvg07EHlkO+f+WEz/z7bhWq34AVJ+dgY7PhlP+rUI7DxvSZgqFHSfsQylaXEfbWbjyJY5I4g9/XepxZ0B9i98G/9m3Q0SIg6+1Vg9sQNRR3fg26gjCReP4eQfQqOBL+vbVGnarcL3ZtnoRmQmRpfbxsbVh6E/nii3zZ3Iz0rDqUpIie1m1nakXD1/3+cXQoiKpGQXEHk9j5k9AukafHMm9TMNby6n2TLAgZYBxcsK6XQ6GvvZYm2mYvKaC8zpFYSN+c1HmU5Wpix4JhiFQkG7ao7suJjCkkPX2DS+AXW9i2cfZOYVMXF1KFdScvB3srwZjELBkqG19bXLHCxMGfPLOfZHpOqXNbrdu3+E0y3E2SAhEuRqSdf5x9gZlkL7ak4cj84g2N2aye1vDrzpElz+zHiA5p8cJKaCpVG97c04/FrJQTs3qFUmrB1Tj5FLz9By3mEAlCYwp1cQPWvfHLSjVpowrIknbYMccLA05UJ8Nl/siqT3t8fZNqERThXMChHiXkkiQgghxCPB1NoRCxcfLq6cQ0HWdRxDWmHpYlgAVluYT8TvX3Ft31ryUmLRFt78oJeTFImtXy39a6fabfWFlQGs3APIirmoT0IAWHoEAJB3Pc4gEeHaoIs+CQHg1rAbCqWK9IgTpSYisuMjyE2KovrA6Wg1N6fMWvsEo7Z1Jj3iJC51O2DrX5eo7T9y/qfpuDXqjkNQQ0xMzSp8bxq+8pPBvZbmTs5ztzQFuZz4fDQKExU1R31cZrvEY1vQ5GXJskxCCPGIMrd1xMbNl4OL3yMv4zpedVtj6+Zr0EZTmM/x1V8Q9tdqspJi0dzSb2XEXcU54GZtIZ/67Qz6aHuvAK5HXtAnIYq3BQKQlXzNIBHh37SbPgkB4N/sCUyUKhIvHi81EZEWG05GfCTNRr5j0Ec7VQnBwt6FhLDj+DbqiGtQPc7+sYi930yjaoseuAc3RnkHfWv3GcsM7rU0d3IeIYR4GDhamuLjYM77myO4nl1IqwB7fBwsDNrkF2n5ancU604mEJueR37RzVkCkddzqeV5MzHdJtDBoD+o6mzJxYRsfRLixjaAuPR8g0RElxpO+iQEQNcQZ1QmCk7EZJaaiIhIziEqNY+3ulWlSKPVbw92s8LZypQT0Zm0r+ZEXS8blhy6xvSNl+he05mGvnaYqSpePm/JsNoUFGnLbaOu4Dx5hRrGrThHXqGWb58NwdHSlJ2XrvP275exNVfRp64bAG62ZnzY5+YMuWb+9rSoak+X+UdZfDCWqZ38y7qEEPdFEhFCCCEeCQqFgkavr+Tyuo8JXfYuRTnpWHtVI6j/67g17g7AxZVziNq+hIAnJ2Mf2BBTSzvSI05yfsm0Eg/qTS0Nl4ExUZmisrQtsQ1AW5hnsP32OgkKEyVqa0fy0xJKjb0gIxmAk1+OLXV/XnIsAF6tB6DNzyVm1zKiti1CqbbArUlPagyeidq69FE7ANZe1e5omm9l0mqKOPnl82TFXqLp2xswd3Ars+21fWsxd/TEMbj02SLi0VDakktCiMeDQqGg95w1HF76EfsXvkN+VjoOvtVpOuxNqrboAcCBxbM4+/tiGg18GbcajVBb25IUdpI9C16j6LY+2sza3uC1icoUMyvDflv5Tx+tKTA81sLesI82USoxt3UkO7X0Pjo3rbiP3vrB6FL3ZyUWzzis3mkgRfm5nN/yM2c2LkRlZklAq160fO49zG3K7qMdfKtzJ0szVQYza3vyszNKbM/PSi83RiGEqCwKhYIVo+rwyfarzPoznPS8Iqq5WvJ6Z3+eqFlcq+f9LREsORjL5PZ+NPCxxc5CxcmYTN787RL5tz2ot7MwfKypViqwNTfcZqos/h16+7G314JQmihwtDIlMbOg1NiTs4uXVnp+eekzyGLTi78TDmjgTm6hll+OxrH4YCwWpib0rOXCjO6BOFialvneVHO1uu/vbMuPxnMkMoMjrzXDzbY4id0ywIGU7EJm/hmuT0SUprqbFdXdrDgVm1lmGyHulyQihBBCPDKs3P2pO34BOq2G9Cunifj1c05+OZZWc/di5e5P/KGN+LQfTGDfm8smZMZUbjFeuJlYuEGn1VCQlYqZfekf/Eyt7AGoMfQ9HIIaldz/T7FqhUKBb+cR+HYeQUFGMokntnHh53cAqPP852XG86CXZtLpdJz5djIp5/bS+PUV2PjUKLNtQWYKyWd2UaXb2DsqtCmEEOLhZOdZlc6vfYtWoyHp8imOrfwfW94fxaDvDmDnWZXwvb8S0m0ojQZN1R9z/Wrl99E3Egs3aDUa8jJTsSojYW72zwP6Vs+/j3tw4xL7ze1u9tG1eo6iVs9R5KYnc/XQFv7+9i0AOr48v8x4HuTSTA4+1Ui8dLLE9uvRF3GvXvLzhxBC/Bv8nSz56pkQNFodp2Mz+XxXJGOXn2PPS03wd7Jk45lEBjX24KUOVfTHhCZkV3ocyVmGCQeNVkdqTiGuNqUvS+TwT9JjVs9AGvuWLDrtaFWcZFAoFIxo5sWIZl6kZBWwNTSFGX9cBuCz/iXrNNxQGUszhSVm42qj1ichbqjjacPKY/Fk5ReVKGR9u8odniaEIUlECCGEeOQoTJTYB9QnqP9rJB7fQk58BFbu/mjyc1EoDUehXNu3ptKvn3h8KzWGvKtfninh2GZ0mkLsA0ovfGblGYS5kxc58Veo0nXMHV1DbeuMd9tnSTqxjezY8gtMPuilmS78NJ34Q79Rf/IPOFRvWm7buIO/odMUybJM/1FNPz1Ou0D7UgtS/5etPJHIyxvCAXCxNuXkqzcfsH26K4bDURmcis0iPU/D6hEhpRbCTsoqYMamq/x1KQ2ADkH2zHrCH2frskeylWfnpVQ+3BHNpaQcXK3VjGrqztgWngZtgj84TEaeBoAF/YN4snbF6wkL8bAxUSpxq96AJkOncfXgZtJiw7HzrEpRfq5+FsMNYX+tqvTrXzm0mZZjZ+uXZ7pycBPaokJcazQstb2DTxDWLt6kX4ugzpOlz1y8nYWdM8FdBnP18FZSoy6W2/ZBLs3k26gTF3esJOXqBZyqFD8MSw4/Q1r0JZoOnVYp1xBCiDulNFFQ38eW1zr5s/VCChHJufg7WZJboEWtNBygtPZE6bPW7sfW0BTe7aHVL3e05XwyhRodDbxLJhkAAl0s8bI340pyLmNaeN/RNZys1TzbyIPtoSmEJeaU27YylmbydjAnITOf+Ix83G9JRpy+lomDparcJERofBYXE7Lpdgf1LIS4V5KIEEII8UjIjDrPhaUz8GjWG0vXKmgK84ncuhCVpR12VesC4FynHTG7fsHaKwhzRw9i964mt4KZAvdCp9NxbN4w/LqMIT8tgbAVs3Go3rTMpYcUCgXBw2Zz8ovn0BTk4tqgCyoLG/KuXyPlzG682w/BsUYzzv4wFZWFLfZBDVFbO5AZfYHkM7vw61b+gxEbn7JH3tyN6xf2U5B5nez4CABSQw9QmHUdtY2j/t4ifvuSqG2L8O00ArWtE2mXj+mPt3T1K7Fs1bV9a7H2CcbGt2TxTCHu10+Da+B6W+Jg6bEE/BzMaBNgz8ZzKaUep9HqGLI0lJwCDZ/2La4FM2dbFMOWXeD352pjYnJ3Y8WOx2QycvlF+tR25p2ufpyIyWL2tkhUJgpGNbtZnHHFsBCuZeQzZkX5yUUhHjbJV86x77vpBLbpg52HP0UFeZz57XvMrO30dR18GrTn/JalOPhWw8rJk4s7VpCZWPl9NDodf747mNq9nyPnegIHFr2LR81meNVuWWpzhUJB63Hvs+X9URTm5+LftCtqSxuykuOIPr6TkCeG4VmrObu+eAm1lS1uNRpjbutAypXzRB/bSd0+48oNx8m/cvq/2DP7yEtPIS22uI++dmY/eRnXMbdz0t9bQKteHF9diy0fjKLZ8LcBOLj4XVwC6+DfvEelxCGEEOU5H5fFzD8u07uOK36OFuQXafnhQAx25irqeRXXfmgb5MAvR+MIcrXEw9aMVcfjiUnLq+DM90CnY/jPZxjd3JuEzHzmbI6gaRU7mle1L7W5QqHgvZ5BjP3lHLmFGroEO2NjpiQuI5/dl1IZ0tiDpv72vLr+IjbmKhr52OJgacr5+Cx2XbrO2JblJy+C3a3v+5b61XVj/q4oBv94moltfXG0MmVn2HVWHY/nlVtmmLz7Z/EMjYb/xHghIZsvd0XiYq1mRHOv+45DiLJIIkIIIcQjQW3nirmjO1d+X0BeajxKMwvsAurTeNpK/cPvkGGzOafVcPGXWSiUKtyb9CR46HscnzesUmPx7TSMotxszn4/BU1+Ds512hMy4qNyj3Fr2I1Gr68k4rfPOf31RHTaIiycvHCq2RpLVz8AHIKaELP7F2L3rECTn4O5kxf+PScQ8OTkSo2/LJfWfkJq6AH968vrPimOq0Zzmk5fB0DS6Z0ARG3/kajtPxocX2vsZ3i3eUb/OifhKumXj1Ft4PR/OXLxuKrtYVViev2RlxpgYqLgWHRmmYmIP86ncDYum20v1CHE3QoAbzszun17hk2h1+kR4nRXcXy6K4ZgN0s+7ROAQqGgpb8dCZkFzNsVw9DGbpj+M+qvrpc1jpby8Vw8eiwdXLFy8uDEmvlkp8Rham6Ja7UG9JqzFgu74j669QsfotO+xv6FMzBRmVK1ZS9aPT+HP98dXKmx1OwxksLcLHZ+OonCvBx8G3agzYSPyz3Gv3l3es1Zw7EVn7L9k/HotBqsXbzwrtsGW/cqALiHNOXClqWEbltOYW421i5eNHh6Eg2eealS4y/LkaUfce3M/puvl80FwLN2C7w++g0AE6WKXrNWsvfbN9kxbzwAfo070er59zFRKh9InEKIx5urjRp3OzMW7IkiPqMAC7UJ9b1tWTm6Lk7/1GyY0yuIab9dYtaf4aiUCnrWcmFWz0CG/3S2UmMZ1tSLrPwiXlpbPPikfTVHPnyyWrnHdAtxZsWoOny+K4pJqy9QpNXhZWdGqwAHfB2Li2439rNj+dE4Vh6LI6dAg5edORPa+jKpnV+lxl8aDzsz1j5Xj7nbrzDzz3Cy8ovwc7RgVo9ARjS7mWCo5mrFkkOxrDgaT3aBBhdrUzrVcOLVTv44llPHQoj7pdBVVAlFCCGEqCS//PILgwcPpvOiCJRqC2OH86/YPMSDagPepGrvicYORdwm6dQOjn08hNjYWDw9PSs+oBQ3foYvT2+Chel/76HNutNJTFp3mUNTGuBlf3M6dpFGR/1PjvJMfVemd/EjPDlXv0RRSnYhHnZm9Ahx4qW23pib3pzyffvSTFPWX+Z4TCZ7JhouM1b1vYO82MqLV9r76LftvJTKZ7tjORufjZlSQcdqDrzbrYp+/dx/042lmU5MbVjmOr/HojPpvfBsqUszTVl/mVOxWeycUM9ge9svT9LA25pP+wbecSz5RVpqvH+Y1zr48EKrm18Aj8dk0uv7s6wZGULzKjevH52aR7PPTvynl2bqufACjbo9zXfffWfsUMR96Ny5C1fyLek67Qdjh/LALOjuTLMRb9NgwINJ4IvSXY8KY8W4Fuzbt48WLUqfLSqEqNj+/ftp2bIlu6c0JsjVytjhPFQ839zFtK7+TGz77ycHxL/r+eXnyHOrw9Zt240dirgDUhVSCCGEEOIR0a2GI+YqEzacMSzGuis8jes5RfStU/xgOz6zAF8HM2Z392fp0GDGNvdg9clEXtsYXilxbL5wnWHLQvFzNOO7AdWY08OfI1GZjFpR/lrpUJw0qeg/jfbfHUdzKSmHQJeSydJqLhZcSs69q3NFXs+jQKMj0MXytnNZ/nOtuzufEEIIIYQQQjyMZO63EEIIIcQjwlKtpEt1B9afSebF1jdH3/96JplqLhbU/GeZoZb+drT8ZxaATqejsY8t1mZKpqy/zJzu/tiY399HxHe3XKVbDUe+6Bek3xbkYknXb06z81Iq7YMcyjzWb9bBCs/fvIota0bWvK8Yy5OWqyHYreR7YGeh4kIFhQZvl55XVHysueEMGmszJUoTSMstuvdAhRBCCCGEEOIhIYkIIYQQohJ1Wxpn7BDEY65PHWdG/nKRsMQcqrlaklugYUvodSbckpjIL9Ky4O9Y1p5O5lp6PvlFN2cYRKbmU8vj3j8iRqTkEpWaz5ud/SjS3DxvDVdLnK1MORmbVW4i4s+xtSu8hpXZf29ZLCHEf9/4P5MrbiSEEOKRd+39dsYOQYjHkiQihBBCCCEeIe0D7XGwVLHudDJvdPJla1gqOYVa+t5Sb+D9bVH8dCSeSW28aehjja25ipOxWbz1xxXyi7T3df2U7EIAxq0KK3V/bHpBucffmLVRHoXi7uO6G/YWSv1Mhlul5xZhb3F3H5/t/pldkp6nMdiela9Bo+WuzyeEEEIIIYQQDyP55iOEEEII8QgxVZrQI8SJX88WJyI2nE6mobcNPg7m+ja/n0tmUENXXmrnrd928Q6WHDJTmVCoMazPkFugMZhRcePB+qwnqtDIx6bEORwty//4+V9YminQ2ZLT17JKbA9LyqWBt/VdncvP0Ry1UsHlpBw6V785EyQsqfj9DiqlFoUQQgghhBBCPGokESGEEOKxt2tKY1zqtKfmqLnGDuWuxOxZydnvpgCgtnOhw1en9fvy05O5uHwWSSe3oynIxa5KHaoPegf7wIZ3fR1tUQGXVn9EWvhxMq6cRpOfQ5tPD2Pp4mPQLjv+Clf//Jr08BNkxoRi5uBOu8+OlDyfpoirm74lds8KcpNjUNs44lynA0H9X8fM7uao/e1jq1OUkwFA3Re/xqN5n7uO/XHVt7YzS48msCMslV2X05jRrYrB/txCLaZKE4Nta04lVXheT1s18RkFZOQVYfvPSP9d4WkGbQKdLfCyU3MlJY/RzTzuOvb/wtJMHarZs+ZUEqEJOdRwKy4qfTYum8vJubzawaeCow2ZqUxo6W/HxnMpjGvpieKf6RwbziRjb6GkoXfJZI0Qonw/j6iPT8MOtJs4z9ih3JXQbcv569OJAFg4uDJy2XkA0mIuc+b3H4g9tZeMhGjMrO3wrNWcZsOnY+N2d79zbrhy4E+Or/qc61EXUanNcalWj2bD3sI54Obv2E2zhnLl4CYAQp4Y/tC9n0KIx0uTuQdoX82Rj/pUN3Yod2XlsTheWnsRABdrU0692VK/Lzo1lw+2XOHg1TTSc4uo4mTByGZeDGniqW+z5/J1Vh6L51hUBomZBXjamdGztguT2vlhqb77z8Sf/nWVP84mEZ2aR5FWh5+jBYMbezCymRcmJjenHdeYtZeMf2b0LngmmD513e71LRBCTxIRQgghxEOu4dSlqO1c9K+1hfkc+aA/mvwcgoe+h8rSlsjN33Pkg6dp9u4mbLzv7sO7Jj+X6J1LsataD8cazUk6taPUdlmxF0k8sR37gHrogMLstFLbXV73CVd+/4rAvi9jX60JOQlXubTmI7JiQmk2Y6O+XeM3VpKXco0Tn4++q3gFNPWzwdNOzWu/haPVQe+aTgb72wbas/x4IkHOFnjYqVl9MonYtPwKz9sjxIlPdkbz0vrLDG/iztXrefx0JAHVLV9aFAoF73X3Z+zKMHILNXSp4Yi1mZK4jAJ2X05jSCM3mvrZlnmNul53N+Pgbh24mk5KdhFXUvIAOHg1g+s5RThZqWhepbiAd49gJ0LcY3l+VRjTOvkCMGdbJLU9rHgi2FF/rv1X0nn6x/P8r08Az9R3LfOaU9p589Sic7zyazj967pwMjaLJYcTmN7FD7XKpMzjhBCPph7vLsfS4ebvjOgTu7h2Zj/BXYfgXLUWOamJHF0+jzUvdeGZr3YbtL0T0cd3sWn2cKq160/joW9QlJfDsZWf8uub/Rj49V6sHN0BaD5qBvUHTGbze8Mq9f6EEEKU9PPw2rhYq/Wvcws1PLvoNCjg7ScCcLZSsy00mdc2hKHTwdCmxcmIpYfjyC3U8HLHKvjYm3M+Pot5O65yJDKdNWPq6Qe53KnMfA1PN3AnyMUSlVLB3supvPPHZdJzi3i5YxV9u5Wj6nItPZ/Ry85Vyv0LAZKIEEIIIR56tlVqY2Z/8yFF3KHfyIq5SPP3tmDnXwcAp5qt2P1SUy6v/Zj6kxfe1flNrezo+G0oCoWCuAMbykxEuNbvglvDbgCcW/QaSad3ltoubv86PFr0I6DPS8WxhbREYWLC2e9fJicpWj/Twq5qPUxtnEo9hyifQqGgTy1nFuy7RocgexytTA32z+7uz7TfI3hvayQqpYIeIU68+4Q/I34JLfe8gS4WfPlUEPN2RjPyl1DqelmzoH8Q3b49bdCuaw1Hlg8L5os9sUxad5kirQ4vOzWt/O3wdTCr9Pu9G/N2xnDgasbN17tigBvLPRUnIlRKBcuGBPPOpqtMXn8ZgA5B9sx6ogrKW5IuOYXF9TRcrQ3f39s18rFh8aDqfLg9ivWnk3G1UTOtky/PNb/7GSNCiIefS0AdLB1vjiwNbNOXWj1HGzxMcg9uws8j63Nx+wrqPz3prs5/addabFx96Dh1gf6cTv41WTa6EdHHdlKj87MA2HsHAqA0Ne7vZSGEeBzU9rTG1ebm79uT0ZlEpOSyZkxdWlQtXr6zdaADZ65lseF0gj4R8UHvIJxuSWA0r2qPvYWKiatDORmTSX2fsgf4lOadJwIMXrcJdORaej6rjscbJCLqetviaJV7t7cpRLkkESGEEOKhc23fWk5/M5G2nx7GwvnmGvdaTRE7J9TFu81Aqj/7Ntlx4VxeP4/Ui4cpyEjB3MkT98Y9COj7Mkq1eZnnP/3tZNIvH6P1x38bbN86sgr+PScQ9NRU/bakU38RvuEzMiLPYKIyw7V+J2oMeRe1ER+gp4efwNTGUZ+EAFCqLXCo1oSkkzvQaoowUd7dR4A7GWmjMLmzkd3aoiJU5oaj3lUW/yxPo7u/Qsnipre6+PFWF79S9zlZmfLdMyVnxsS+29zg9aGXGpRo06e2M31uKXwNEPF2sxLtWvjb0cLf7m5CrnQanQ6NVmeQPLjT2hKuNmq+GVCt3DbHojOp7mpBu0D7Cs/XIciBDkEO5bbRaHXcVoJDiEdC2M7VbP9kPEMXn8DG1bDf/nFwTWp0fpYWo2eSFnOZI798TNy5Q+SmJ2Pt7ElAq940GjQVVTn99o7/TSAh9CiDvjOsMfPtk17Uf3oSTYa8rt8WdXQHR5fPIzniDEpTNX6Nu9By7Gws7IzXb5d2bRtXbyzsnMlKib/r82k0hZiaWxn03WZWxQ+qdNLPCiEekHUnE5i4+gKHXm2Gt/3N3+FFGi31PjjAMw3defuJAMKTc/jfjqscjkwnJasQTzszetRy4aUOfpiblr300JQ1FzgWlcHel5sabPd/ZzcvtvFlaid//badYSl8+lckZ+OyMFOa0KmGEzN7BOBkpb79tA9Mobb497G1meH3MhtzFZl5RfrXtyYhbqjjVfzdKT6j4hnNd8LewpRCrXwIFf8+mQsuhBDioePa8AmUanPiDmww2J58eheFmdfxaNEPgLzUeCxd/AgZNodGry2jyhNjid27inOLXq2UOBKObuLYJ0OxdPOj/qSFhIx4n9Swwxz/dGSFx2o1RRX+p9Nq7ikuhcIEE1XJD6wmpmq0hXnkJFy9p/NWFp8OQ7i2bw1Jp3dSlJtFRuQ5wjd8ikv9Lli6lv7gXIh70WjecRrOO/avnf9wZAYTW3vd9ZT4stT66AgtPz9RKecS4r/Ev3l3VGoLLu1eZ7A96thf5GWkUK19fwCyU+Kwda9C6xc+oOd7K6nb9wVCty9n1xcvV0ocEfv/5I+Zz2LrUYWuby6i9QsfEXf+EJvuYGmiO+m3tZp767dLkxp9idy0JBx8gu762ODOg0iLucSp9V+Tl5lGZlIse79+A2sXL6q26FlpMQohRHm6hThjrjJhw6lEg+27LqVyPaeQfvWKZ4bFp+fj52jB7F5BLBtRh7GtvFl1PJ7XNoRVShybzicxdMkZqjhZ8P2gmszpHcThyHRGLT1b4bFFGm2F/2nu8QF+syr2BLpY8v6WCK6k5JCZV8TaE/HsuXSd0c29yj324JV0AAJdLO/p2lB8b5l5RWy5kMzqE/EVXlOIyiAzIoQQQjx0VOaWuNTvStyB9VTtNUG/Pe7Aeqy9qmHrVzzi2SmkJU4hxcXAdDod9tWaoDK35sy3kwkZ9j4qy/srEhu6bCZujbpRZ9yX+m3WnkHsn96FpFN/4VK3Q5nHbh1ecfFJhxrNaTp9XYXtbmfpEUB+WgK5yTH6GSM6rZb0iFNA2bUbHpTAvi+j02o59vFg0BV/cHeq3ZZ6E742alzi0dG5uoO+6LVKWTlJgtKsHVWrUs+3ekRN/ZdZP8eyR38L8bAxNbeiSrOuXNq1lga3LDN0afc6HHyr41y1+N+SV93WeNVtDRT32x4hTVFbWrNj3gTajP8I9X322/sXvo1/s+50mrpAv83BtxqrJ3Yg6ugOfBt1LPPYb3q5V3h+z9ot6PPRb/cVIxT32XsWvIaloxvVOzx918d712tDt+k/sm3uOPZ9/zYAtu5+9J6zFjNr485UE0I8PizVSroEO7PhVAIT2vrqt284nUA1V0tqehTPkG4Z4EDLgOJZozqdjsZ+tlibqZi85gJzegVhY35/jy7f/SOcbiHOfPF0sH5bkKslXecfY2dYCu2rlT0jzvftPRWev7m/HWufq3/XcalVJqwdU4+RS8/Qct5hAJQmMKdXED1rl10bKDEzn092XKFTDSeCXK3u+roAZ69l0mX+zcE6k9r5Mr6NbzlHCFE5JBEhhBDioeTZoi/H/zecrNiLWHtVR5OfQ+LxLVTtNVHfRluYT8TvX3Ft31ryUmLRFt6cupqTFImt370/RMyOjyA3KYrqA6ej1dycOmvtE4za1pn0iJPlJiKaz9pU4TWU5vdWtNezRT8ur/2YM99OpuaouagsbIjY+CW5iZFA8YwJY4ra9iNXN31DtQFvYh/UkJzEKC6vmcvJL5+nwSs/VdrocvH4crQ0xdGy/LoN/0W1PO7ty6QQD4Nq7Z7iz3eHcD3qIo6+1SnMy+HqwU00GDBF30ZTmM/x1V8Q9tdqspJi0dzSb2fEXcU5oPY9Xz8tNpyM+EiajXzHoN92qhKChb0LCWHHy01E9P9sW4XXMLW8t377dvsWvk3cuYP0nLUSU4u7P2d86FF2zHuRoHZPEdj6SQpzszixZj6/vzOQfvP+vOvi10IIca/61nVlxM9nCUvIppqbFTkFGracT2Fiu5sPvfOLtHy1O4p1JxOITc8jv+jmDIPI67nU8rz3JHREcg5RqXm81a0qRZqbS9MFu1nhbGXKiejMchMRm8aXXKb0dlZm9/ZoNa9Qw7gV58gr1PLtsyE4Wpqy89J13v79MrbmKvrUdStxTG6hhtHLzqEyUfBxn/KXEC1PgIslm8Y3ILtAw/6INBbsiUZpouDVW5azEuLfIIkIIYQQDyXnOu0xtXbg2r51VBswjcQT29Dk5+iXZQK4uHIOUduXEPDkZOwDG2JqaUd6xEnOL5lmkJS4FwUZyQCc/HJsqfvzkmPLPd7mDpIg9/pA3tTKjnqTvufMt5PZ+2or/fX8uo3l6p9fGxS2ftAKslIJ/WUmQU+9hn/P8QA41miOpasvh2f3I/n0znITOEIIIR5OPg07Ym7rSNjONTQb/hZXD22hMC+HoHZP6dscWDyLs78vptHAl3Gr0Qi1tS1JYSfZs+A1iu6z385NK+63t34wutT9WYkx5R5/Z0mQ+0+kH1/1Oad//Y6Or3yFd70293SOvV+/gVtwY9pNnKff5lW3NT+PqMepDd/QfOQ79x2nEELcifbVHHGwVLHuVAJvdKnKttAUcgo19K178/vI+1siWHIwlsnt/WjgY4udhYqTMZm8+dsl8ovur65NcnYhAM8vP1/q/tj0vHKPvzFrozz3+p1t+dF4jkRmcOS1ZrjZFhexbhngQEp2ITP/DC+RiCjSaHl++XkuJ+awfmw9/TH3wsJUSV3v4tpBLao6YG6q5KNtEQxv6mlQUFuIyiaJCCGEEA8lE5Up7k16EndgA9UGTCNu/3rsAxth6XJzyaP4QxvxaT+YwL4315bOjAmt8NxKUzO0RYUG2zT5OQbJC1MrewBqDH0Ph6BGJc5hWkGx6n9zaSYoXpaq7aeHyY6PQGGixMrdn3OL38Dc0dOgwPeDlpNwFW1hPra3FNIGsK1S95/9V4wR1gPjNeMA0zr5MqH1o7EGa3RqHs0+K65psHBgNZ4INvy5PxKVSZ8fitff/W1MLRr6GI5oyy3QUPfjo+QWajn8cgM8SvlCFZ6cy7yd0RyJziQluxB7CxXVXCwZUN+FfnVcANh/JZ2nfzxf4hoHrqYzbFkoTXxt+GFgDZKyCvTx3s5SbcKlt4qLHa48kcjLG8IN9rlaq2ngbc2zDVzvqAj3lPWXWX0ySf/aXKXAx8GcgfVdGdvcAxMTwy+t5+Oz+WJPLAeuZpCRV4S7rZrO1R2Y3MYbJyvD2R1eMw4YvHawVFHT3Yqp7b1p7Gur3377fShNwMPWjE7V7Jna3gdbcxW9vj9DoVbHprF1SixjNfXXcDZdSGHXhHq4lFIoUYi7oVSZUrVlLy7vXkez4W9xafda3Gs0xtbt5qjY8L2/EtJtKI0GTdVvu3713vrtwrwcgxkVZjbFy360ev593IMblziHeQXFqh/E0kznNi3h4I/v0WLMLKp3GHDP50mNuojfbbM71JY22Hr4kx4bcc/nFUKIu2WqNKFnLRc2nErkjS5VWX8qgYY+tvg4WOjbbDyTyKDGHrzUoYp+W2hCdoXnNlOZUKgxrM+QU6AxmFHhYFH82HNWz0CDz0g3OFqVP4P231yaKSwxG1cbdYmEQh1PG1Yeiycrv0hfyFqn0zFlbSh/h6eyfGQdarhXzgw8/TW9rNFoiz/bSyJC/JskESGEEOKh5dGiL9F//UzSyR0knd5J8OB3DfZr8nNRKA0/XF7bt6bC85o7eZKXGk9hTgamlsUfWJNP7zJoY+UZhLmTFznxV6jSdcxdx/5vLs10g8LEBGvPQADy05OIP/QbVZ4ofQbHg2LhXJyASb9yCqearfTbM64W16+wcJG1SR9GVmoT1p1OLpGIWH86CWszJVn5pRdw3Rx6neyC4pFuG04n80IrwwRNVGoePb47Q6CzBW928sXNRs21jAL2hqez81KaPhFRmtuTEOamN5cke7WDD62rGiYTlCYlR7P9NLgG9hYqcgu1RF7PY/2ZZJ7+8TzPNfdgZrcq5b4nAN72ZizoX1xoNqdQy9/haby3NRKNVseLtySjtl68zrhVYYS4WzGzmx/utmouJuby5d5YNl+4zpqRNfF1MKwZMbyxG0/VLb7/pKxCvt1/jUE/X2D7C3VL1Je4cR9FWh0X4nOY+1cUkdfzWTo0mLm9A+jx3Rm+P3DN4P0/FJnBihOJfNI7QJIQotJUa/cU5zctIfLINqKO/kWrsbMN9hfl56JUGfbbYX+tqvC81i5eZCXHkZ+dgZlVcb8dfXynQRsHnyCsXbxJvxZBnSfvvi/8t5dmurxnA3u+epX6T0+iXr/x93weABtXHxIvnTLYVpCTSUbcFTxrt7ivcwshxN3qW9eNnw/HseNiCrvCrjOzR6DB/twCLWql4dKxa08kVHheTztz4jPyycgrwvafOhK7L103aBPoYomXvRlXknMZ0+LuB2P9m0szeTuYk5CZT3xGPu63JCNOX8vEwVKlT0IATN94md9OJ7FwcE2aVrG/p+uV5/DVdBQK8L0lQSTEv0ESEUIIIR5aDtWbYe7kydkfpoJOi3uzXgb7neu0I2bXL1h7BWHu6EHs3tXkJpe/9AKAW+MeXFpTXGPBt9MIchKvErV9CQrlzW5ToVAQPGw2J794Dk1BLq4NuqCysCHv+jVSzuzGu/0QHGs0K/MadlXr3fN934nQX2ZhH9gAU2sHsmMvEf7bF1h5BODf/QWDdodm9yM3OZp2nx0p93xJp3agyc8lLfw4AMmn/kJt64SFs7f+XjT5OSSd+guAnMRItAW5xB/+HQC7qnWxcPbBzM4Z9ya9CF8/D51Wg31gQ3ITI7m8bh5WnkE417q3ZSiEcXULduT3cykGXwSLNDo2nkuhWw1H1pxKKvW4daeTcbcxxcHSlLWlJCJWHE+kSKtj5fAQrMyU+u3967qg1epuP51eeUkIAH9H8xKzM0pT28MKV5vih/CtqtoxuJEbc7ZGsmDfNep7W/NkLedyjzdTKQyu07qqHefic/jzQoo+EZGUVcDkdZep42nNquEhqFXFsTavYkeX6g50/voUk9ZdZsNow+XcPO3MDM7d0Meaeh8fY+flNEY0MRy5fet9NPWzJbtAw4c7osjO11DLw4rnW3gwb1cMPWs64eNgTqFGyxsbI2hexZaBDWQteVF5PGo1x9rFi11fvAQ6LQGtnzTY79OgPee3LMXBtxpWTp5c3LGCzAqWTAIIaNmLI0s/5K//TaBWj1Gkx13h7B+LMbmt32497n22vD+Kwvxc/Jt2RW1pQ1ZyHNHHdxLyxDA8azUv8xqu1e5+tOudij2zj+2fjMe1ekP8m3cnPvSofp+FnRN2HjfX7F7Q3ZnqnQbS8eX5ZZ6vdq8x7FnwGru+fJmqLXtRmJvNqXUL0BQWENJt6L92H0IIUZqmVezwtDPj1fUX0eqgV23DgSRtgxz45WgcQa6WeNiasep4PDFp5S+ZBNC9pjMfb7/ClDWhDG/qSeT1XJYcuobqlsElCoWC93oGMfaXc+QWaugS7IyNmZK4jHx2X0plSGMPmvrbl3mNG8sX/Rv61XVj/q4oBv94moltfXG0MmVn2HVWHY/nlVtmh3y5O5LFB2MZ3tQTJytTjkWl6/dVcbTA6Z8BI/sjUum/8BSfPlWdZxp6lHrNmNQ8pqwJpU9dV/wcLcgv0vJ3eCqLDsQytLEnLjYy+ET8uyQRIYQQ4qGlUCjwaN6XK79/hUvdjqhvWw4pZNhszmk1XPxlFgqlCvcmPQke+h7H5w0r97zWnkHUeWE+l9fN4/j/RmBXtS71JnzN/uldDdq5NexGo9dXEvHb55z+eiI6bREWTl441WyNpatfpd/v3chPS+DCT9MpyLyOmYMbni2fIqDPS5iYGk611eTnYGZX8YPGc4vfIO+WJM75H98AwLP1AOo8/3nxNTNSOPnFcwbH3Xhda+xneLd55p8/f0rEb18Qu2cl4es/RW3rhFPN1gQ9/XqJ+B42x6IzmbczmuMxWWh0OgKdLZjS1puuNRxLbf/XpVR+OBjH2bgccgo1VHE0Z2xzT56ud/MLWqFGyyd/RbPhbAqJmQXYmCsJcbPig57++DsVj1r6+u9Ylh1P5Fp6PhamSoJcLHinqx8NvO+9uN/daBtgz67Lafx5/rr+wfWu8DRyCjT0CCk9EZGcVcie8HRGN3PHxcqU2duiCE3IoYabpb5NWm4RVmolluqSBdZvX9rohoqSEPfrtY4+rDmVxKKD8RUmIkpjZaYkMatA//qXY4lk5Gl4o6OvPglxg6edGaObFicJjkZn0qic5ImVWolCUZwAupMYtDrQ6IrbvtTOmz/OpzDt9yssHRrMgr+vEZWaxw/PVr/r+xOiPAqFgqC2/Tix5kt8G3fC4rblkFq/8CE67WvsXzgDk3+Wcmr1/Bz+fHdwued18Ami09SvObJsLn/OGoJrUD26vPE9qyca1hzyb96dXnPWcGzFp2z/ZDw6rQZrFy+867bB1r1KZd/uHYs99TfaogISLhxh3cvdDPbdmnQozCteqqSiYtM1e4xEqTbjzMaFXNq1FpXaAufAOjz5wQYcvIP+nZsQQogyKBQK+tR1ZcGeaDpWd8TJyvBh95xeQUz77RKz/gxHpVTQs5YLs3oGMvyns+WeN8jVii8HBDNvx1VG/nyWut42fP1MCF2/OmrQrluIMytG1eHzXVFMWn2BIq0OLzszWgU44OtovBkAHnZmrH2uHnO3X2Hmn+Fk5Rfh52jBrB6BjGh2c3DOrrDiWR5LDl1jyaFrBue4NemQ888sY9dykgm2Fio87MyYvzuKxMwCLNQm+DtZ8HHfavSvX/EShELcL0lECCGEeKhVHzid6gOnl7pPbetM/Unfl9jebWmcwevSZgN4tuiLZ4u+Btu6LL5aop1TSAucQoy7zIFOq0Gn1aAwuTlivO74ryo8TlOQS2bUeeq8UPaoyhsqmjEBYOniU+K9LY3K3IpqA6ZRbcC0ctvptBrQlr6kz3/R4cgMnllynloeVnzUqyoOlirOxmUTm1Z2gdXo1HzaBTowppkHKqUJhyMzmPprOBqtTv9Af/7eayw6HM+bnXyp4WZJWm4RhyMz9csdrTmVxAc7onilnQ+NfW3IKtBwKjaL9NyicuPVaHXoKnhmrVCUvmTR7VQmCnrXdGbt6SR93OtOJdGxmgPWt8xkuNWvZ5Mp0uroV8cFR0sVc7ZHse50Em92vpnEq+tlzZIjCUxef5kRTdyp42Fdoo7BrQ5ezeCzPTEVJiG0Ol2JB/YmirKTG7cyVZrQqqodG8+lUKjRYqosP9Fx4zq5hRr2RKSz/eJ1Jre9uTTA/qsZ2JkraVal9BF3XYMdmbcrhv1X0g0SEbfeQ2JWAZ/uisFMZULHavYlzqH5p22hVktoQg4LD8bRJsBOP3vFwlTJh70CGLjkPJ/vjuGLPTFMaetDVSeZni8qX/NRM2g+akap+yzsnOn65qIS28f/mWzweuiPJWu9BLV7yqDwNcDzv8aWaOdVpxVedVqV2P4gabVatBoNJsri349NhrxOkyGvV3hc/IWjmKjU1O5V/pKQCoWC4C6DCe5SfgJHp9Wi091fIVghhLgT07sFML1bQKn7nKzVfDeoZont195vZ/D68GslZ631retG39uKOl+Z1bZEuxZVHWhR1eEuIq58Gm3x5+9bP1uHeFjz49Da5R53p/UnjkWlU93VknZBpQ+AArA1V/HlgOA7jFeHRroIUckkESGEEEI85HZNaoDazoUOX52+q+PSLh/H0s0P9yY9/6XI7s+OcSEU5WQYO4w7NmdbFF72ZqwbVVP/cLpNgH25xwy/ZQkdrVZHcz9bEjIL+PlovP6B/onYTNoG2DOy6c0p1rfWYjgRk0mwm5XBw+0u1cv+AnJDi89PEFNOkgSKaxwceqnitXEB+tV15smFZ4nLyMfWTMXWi6nMf6rskbfrTicR5GJBLQ8rAJr52bL+TDLTOvmiUBR/QXu6rgsHrmaw+mQSa08lY25qQnM/W/rUcaZ/3ZL1Id7fHoW3vVmFMyEmrL3MhLWXDba1C7Rj2dCQO7pXT1s1hRodablF5dZPCE/Ow2/WQYNt/eo4M+GWJajiMvLxti97JpC3XfG+a+kFBts/2hHNRzui9a8t1SbMfypQP0vmVo3mHTd4XcvDii/6Ga7P3LqqHQPquTD3r2iC3Sx5oaVnmTEJIe7PT8NqY+Hgyshl5+/quLhzB6jR6RmsnSvn3+fm2cO5crDimlVCCCHuX8OPDuBibcqpN1v+K+c/dDWdie389J+j71fN2X+TkffwDAoTDwdJRAghhBAPKdf6nfVFr28vyn0nnEJa0nru3soOq9I0eWstOk3xqH5LtyrGDaYCuQUajsdkMrW9T4Uj5G8Vn1HAx39FsTs8ncSsAv2oI1vzW2a3eFrz1d+xzN0RRcdqDtT1NJwVUMezeNbA239e4YlgRxr62GCmqjiGHwdVp6Co/CkRatWdf5Fp4G2Dr4M5v55JwdnaFDOVgg5B9hyNzizRNjw5l5Ox2bze0Ue/7ak6zkz9LYKDkRk0r1JcSNrERMFnfQOZ0NqL7RdTORKVwb4rGey8nMae8DS+6GeY6OgQZM9fl9KYvzeWqR18KMvrHX1oe1uSyMa89Jkbpbnxriko//3xtjfjuwHVACjQaDkVm828XdG88XsEc3uXPirwTo1s4q5fwis1t4j1p5OZsOYSSwaraHVbIe5lQ4NxsFCh0emIvJ7HZ7tjGfzzBX4dXQsL9c37ntDai1Unk3i+hWe5M0+EEPemStOu+qLXJqq777ebDHmjUuNp8dwsGg58GQAL+5LJXSGEEPevc7Azm8YXD7xR3cX3hLu1bmzl1jJaM6Yemn9qsvnJLFlRSSQRIYQQQjyk1DaOqG0qHvn+sLL1q1Vxo/+ItLwitDpwt73zAm9arY4Rv4RyPaeQSW28CHC2wFqt5Kcj8aw/c3MZkomtvVCZKFh3OpnP98Rib6Gkf11X3ujkg4WpkgH1XMgt1LL8eCKLD8djYWpCjxAnZnT1w8Gy7Add1Vws72hpprvRr44z604n4WJtSo8QpxI1D25Yd7q4ZkSHIAf9ElKtA+wxVSpYdypZn4i4IdDZgkBnC8a19CQrX8PYlRdZeyqZcS08CXG30reb0tYbXwczPt0dg52Fiueal16oz8/BnLpe1nd3c7e4ll6AWqnA3qL8j9JmKoXBdRr72qLR6Zi1JZLRzTyo/k9RxjPXsso8R0x68awVj9t+ttxt1Qbnbhtgx7n4bN7fFsmfz9cxaBviZqlfL7iBtw2BzhZ0+/YMK08kMaLpzVk56n+SD2pJQgjxrzC3dcTc9r/Tb9t5+EPpvyaFEEJUEkdLUxzL+Uz+X1XL88HUmhOPF0lECCGEEELcJ3tzFSaK4hkOd+pqah5n4rL5dkA1eta8udRS0SHDdmqVCZPbejO5rTex6fn8fi6F97dFYWuu5JX2PigUCkY0cWdEE3dSsgvZdjGVGZuvAvBZX8Pld25V2UszAfSt48z/dsVgooBVI8pe5mj96eJES9dvSi4n9sf5FGb38C9zVoe1mZIRTdzZHZ7OpeRcg0QEwOzu/mTkaXh3y1VszZU8U7/iYux3o1CjZd+VdOp5lV+voixBLsUjykITc6juaknzKrb8HZHOwasZpdaJ2HKhuEBhy9tmOdxOoVAQ6GzBtovXK4wh8JYYhBBCCCGEEOJBkESEEEKIx8rmIR5UG/AmVXtPNHYolSInKZo9LzUBoP7kH3Br3N1gf2rYEQ7N6g1As5m/Yx/Y0GC/Jj+Hv16sgyY/l3afH8Xc0XBo5I3z133xazya9yk1htPfTuba3lWl7qv+7Dv493hB/7ooN4srfywg/vBGcpOiUZpZYh/QAP9eE3Cs0eyu7v2/xEKtpJGPDWtOJfFiK687ekCdW1i8DtOto8/Tc4vKfZDsZWfG8y08WXc6mbCk3BL7naxMGdjAle1hqVxKKv8hc2UvzQRQ1cmCEU3cSM/V0Myv9OLLR6IyiUzN58VWnrQLtDfYdy4+h5mbr7IjLJXuIU4kZhboR/LfKiIlDwBX65KjyxQKBZ/2CSS7QMOrv4VjbaakR4hTiXb36qMd0SRmFfLuE1Xu6fiLCcV/L07/jIwb1MCVb/Zd48MdUaweEWKwtFdcRj4/HIqjoY+1QaHq0uh0Oi4l5eBoVfGIu4uJxT87TlbyVUAY14LuzjQb8TYNBkw2diiVIiMhiqUji5O33aYvoWqLHgb7484fZv3U4n663/82416jkcH+wrwcfhwcTFF+LkN/PIW1s2GffOP8nV//jqC2/UqNYcf/JnBx+4pS9zUfPZP6T03Qvy7IyeTk2vlc/vs3MuOjUJlb4lajIQ2enoxnrZJFYYUQjxbPN3cxras/E9v6GTuUShGdmkvTj4tH9PwwuCZP1DRccu5IZDpPfnsCgI3j6tPQ13CQR06Bhrrv7ye3UMOR15rjYVeyhld4cg6fbL/Kkch0UrILsLcwpZqbFc80cKdfveKi2fsjUum/8FSJaxyISGPoT6dp4mfHoiG1SMoq0Md7O0u1CZdntgFg5bE4Xlp70WCfm40Z9X1sGNTI446KcE9Zc4FVxxP0r81VJvg4mPNsIw/GtvTGxMTwM//5uCw+3xXJgYg0MvKKcLc1o0uwE5Pb+eF0W300zzd3Gbx2sFRR08OaqZ38aeJ38/5vvw+lCXjYmtGphhOvdvLH1lxFz6+PU6jVsnl8wxLLWL2yLpRN55LZPaUJLqV8PxAPB/n2IYQQQjwClOZWXNu/rkQiIm7/OpTm1mjySl/6JeHYZjR52f+0XY9/z/H3dH1zZ2/qTfim5HanmwWUCzKvc/j9/uSlXKNqzxexC2xIYXYqMbt+4fCcp6g5ai4+7Qff0/X/C97q4sfTi8/x1OJzjGrmjqOlKefjs1ErFQaFpm8IcrbA007NnG1RaHVQpNXx5d5Y7C1UxGfenFkx8pdQanlYUdvDCmszJYciM7mQkM3wxsVfdl77LRwbMyUNfWxwsFRxIT6HXZfTylyW6IZgN6ty99+rOT2qlrt/3ekk1EoFL7T0LLF0VBNfWxb8Hcu608l0D3Hi8z0xnIzN4slazoS4W6HV6TgcmcnX+2Kp52VFE9/Skx0qpYKvn67G0KUXmLDmEtaDlLS9Jelx5Xoex0qpXVHH08ogEXAmLhv7tHzyi7RcvZ7HutPJHLiawXPNPehdy7nC9yK/SKe/ToFGy+lr2Xy+J5YarhY09StOLLjaqPmsbyAvrA6j76JzjGnmgbuNmtDEHObvjcXCVMmX/UoW/b6Wnq8/d9o/NSJCE3OZ1sm3RNsb96HV6YhMzefz3TFYqk1KLfgthLh/phZWhO1cUyIRcWnnGkwtrCnMLb1PvnLgTwpzi/vkS7vWUL//vQ2asHH1ofMb35ey/WafnJdxnQ1v9CE7OZb6/SfhVqMheZlpXNiylF/feJK2E+YR0m3oPV1fCCGMyUqtZN3JhBKJiHUnE7A2U5KVX3oB5s3nk8kuKN63/lQC49sYfqaKup5L96+OEehiyZtdq+Juq+Zaej57L6fyV1iKPhFRmtuTEOamN2t0vdapCq0DDZMJSpOSg4F+Hl4bewsVuYVaIq/nsv5kIv0XnmJsS29m9ih7FvQN3vZmfD2weMZyToGWveGpzNoUTpFWx4S2N+9164Vknl9+jpoe1szsEYiHrRkXE7P5clckm84ns3ZMPXwdDWtGDG/qSf/6xfefmFXAt3tjGLT4FDsmNcbvtrY37qNIo+N8fDZzt10h8noey0bU4eO+1ei+4Djf7YsxeP8PXUljxbF4PulbXZIQDzlJRAghhBCPALdGTxB/aCOFORmYWhY/nNVqiog79BtujZ7g2t+rSz3u2r61mDm4Y2rtwLX9a+85EaE0NSsx2+J255e8Sfa1SzSftRlbv5r67e6Ne3Dyy+c5v+RNHKo1wtqr+j3FYGyNfGxYM7Imc/+KZuqv4Sgorm0wpZ13qe3VKhMWDazOm39c4cW1l3C2MmVUU3ey8jV89Xesvl1TP1s2nkvmh4NxFGh0+DmYMesJfwY1LP6w38jXhhXHE1l5MomcAg2edma82MqLSW28HsRt35VCjZaN51LoVN2h1PoVKqWCvnWc+fFwPOm5RfSr40KhRseyY4nEZeRTqNHhZW/GiCbuTGrjXeqXtBvMVCYsfrYGz/x0ntErLrJ8WAjuNsXX/PivaD7+K7rEMSemNjSYgTFsWSgAFqYmuNmY0sDbhtUjQmjhX/4ySTfEpOXTe+FZAEyVCrzs1Dxdz4WX2nobJDy6BTuy8bnafLEnhnc2XSEjT4ObjZongh2Z3MYb51Jmfiw5ksCSI8Uj22zMlPg7mfNp3wAG1Cu5FNWN+1AowM3alPreNnz/THX8pfCgEP8K/+Y9CN/7K/nZGZhZ3eyTL+/9laotenBxx8pSjwvbuQYrJ3fMbBwJ23nviQil2qzEbIvb7VnwGmnRYfT/fDvOVW/WZApo2ZMtH4xmz4LXcQ9pgqPvw9knCyEeX0/UdGbjmUQy8oqwNS9+7Fmk0bLxTBJPhDiz+kRCqcetO5mAu60aB0tT1p0smYhYcSyeIq2OVaPrYmV283Fq//ruaLVlzzIuLwkBUMXJosTsjNLU9rTG1aZ4lkarAAcGN/Zk9uZwFuyJpr6PLU/WKX85UjOVicF1Wgc6cC4uiz/PJekTEUmZBUxafYE6XjasHl1PX++teVV7ugQ70emLo0xcfYFfnzdcutXT3szg3I187Kj7wX52hl1nRDPD7yS33kdTf3uyCzR8uDWC7Pwianna8Hwrb+btuEqv2i74OFhQqNHy+q9htPC359lGUtjoYSeJCCGEEI+UtMvHuLT2Y9IvH0en1WDlGUhAn5dwa9it1PZJp3YQuXkhGZFn0eTnYOnmT5UnxuLVeoC+jbaokEtr5xJ3YAP5aYmYWtpg41uTkBEfYuXuD8CV3xcQvWsZeSmxKM0ssfIMpMagmdgH3vn6+vfDuVZbkk/vJOHIH3i3fRaA5NO70OTl4N64R6mJiPz0ZFLO7sGv6xjMbF24uOI9MqNDsfGpUenx5abEEn9oI16tBxgkIW6oNmAaCUf+4OrmhdQa/XGlX/9Baehjw8rhZddGiH3XcKmL2p7WbHyudol2r7T30f95XEtPxrX0LPOcA+q5lvrw+UHwcTAvcU+3a+FvZ9Dm7OuNy23/TtcqvNO1ClD8fjasYEmi0q5xg5WZkt9ve38rihfgmfqu911b4rO+geXW6LhdLQ8rvnvmzh743ck9wN3fx538fQpxN+JDj3Jk6UckhB5Fq9Xi4B1Io2dfwb9591LbRx7ZzunfviM5/AyFeTnYefpTt+8L1Oj4jL6NpqiQwz9/yOXd68i+noCZlS1O/jVpO+Fj7DyLZ2SdWPMl5zf/TFZSLCpzSxx8qtFyzCzcapSfMK8sPg3aEX3sLyL2bSS4S/FMv6hjf1GYl03Vlj1LTUTkpCURc2IXtZ8ci6W9CwcWvUvK1Qs4VQmu9Pgyk2IJ//s3qnccaJCEuKHZiOlE7Pud079+S7uJ/6v06wshHoxjUel8suMqx6My0Oh0BLpYMqV9FbqFlD6r86+LKSzcH8PZa1nkFGqo4mTB8y19eLqBu75NoUbLx9uvsuFUAomZBdiYqwjxsObDJ4Pwd7IEYMGeKH45Ekdseh6WpkoCXS2Z0T2QBj6lz2StbG0DHdgZdp0/zibpH1zvupRKToGG7rVcSk1EJGcVsOdyKqNbeOFirWb25ghC47Oo4W6tb5OaU4iVWomlWlni+NuXNrqhoiTE/Xq9sz9rTiTww/6YChMRpbFWK0m8ZSb2L0fjyMjTMK1LVX0S4gZPO3NGtyhOEhyNSqdROckTKzMlCgUUacpfBhaK679pdXCj6csdq/DH2STe+PUSy0bUYcGeaKKu57FoSMn+Sjx8JBEhhBDikZF68RCHPxiAbZXa1Bw1F1NrBzIiz5KXElvmMblJMTjXbY9ft+cwUZpy/eIhzi58BZ1Wo3+gH7HxS6K2LqLaM29h41ODwqw0UsMOU5RbvCxK7N+rCVv1PoFPTcU+qAmavCzSI05SmJ1Wbrw6rQadrvwPZwqFAoVJxR9YFUoV7k2f5Nq+tfq4r+1bi0v9TigtSn+QG3dwAzpNEZ4t+qG2ceLiytlc27eW6gPfqvB6pdFqikpsM1EWf9RIvXAAdFpcG3Yt9VhLtypY+wRz/cL+e7q2EEKI/5a4cwf5dVo/XALr0HbiPMxtHEkOP01mUtl9cmZiFL4NO1D3yecxUZly7ewBdn02GZ2mSP9A/8SqzzmzcSHNR76NY5Vg8jPTiDt3kIKc4j754o5VHPxxNo2HvI5HSBMKc7NIDDtBflZaufFqNRqgogcmCkyUFffJJkoVgW36EPbXan3cYTtXU6VJF9SWpffJl3evR6spolr7/ljYOXNg8SzCdq6m+ch3Krxeacrrk6+d2YdOq8W/WemDNOw8/HGqEkLsqb/v6dpCCOM7dDWNZ344RW1PGz7qUw0HS1POxmURm5ZX5jHRqXm0r+bIcy29UZmYcOhqGq+su0iRVqd/oD9/dxSLDsTwZteqBLtZk5ZbyOHIdDLzipc0WnMing+2RjC1oz+N/WzJytdwMiaT9NzCcuPVaHV39L2ovNmwNyhNFPSu7cq6kwn6uNeeTKBTDSdszEr/Hb7hdCJFWh396rnhZGXKnC0RrD2ZwFvdbiYi6nnbsOTQNSavCWVEMy/qeFqXqGNwqwNX0vls59UKkxBaXfGMjVuZKBRlJjduZao0oVWAPRvPJFGo0RrMuC3NjevkFmrZczmVbaEpTOlws0bIvohU7MxVNPO3L/X4biHOzNtxlf0RaQaJCN0t95CYVcD/dkRipjKhYw3HEufQaIvbFmp1hMZns3BfDG0CHfSzVyxMlXzUpzrPLDrF5zsj+XxnJC918KOqs2WF74f475NEhBBCiEfGxRVzsHD2pun09Zioipcyca7dttxjfDsN1/9Zp9XiENyc/LR4onf8pH+gnx5+AufabfHrMkrf9tZaDOnhJ7DxCSbgySn6ba4NulQY7+6Xm5GXHFNuG3Nnb9p9dqTCcwF4tnyKg+/2Iu96HCpLW5JObKHOC1+V2T5u31qsPIOwrVI8YtyxRnPiDqyj2jNvolDcXZHi7Lhwtg73KbH9RoHsvOtxAFg4l2xzg4WzF8mnd9/VdYUQQvw3HVg0CxtXb/rM3Yjynz7Zp0G7co+p1eNmP6vTavGs3YKc6/Gc+/NH/QP9hIvH8GnQjtq9xujb3lqLIeHiMZz8Q2g08GX9tipNS3/gfqtloxuRmVhyybZb2bj6MPTHExWeC6Ba+6dZN/UJspLjMLOy4erBLXR6tWQtpRvCdq7GwacaLgF1APCs3YJLu9bSbMTbd90np8Vc5pte7iW23yiQnZ1c3CfbuJWsKXODjas3Ucd33tV1hRD/HXM2R+Btb866sfX0D6fbBpV8KHyr4bcsoaPV6mjub0dCZgE/H76mf6B/IjqDtoGOjGp+c+nRW2sxHI/OINjdmsntbz7c7hJccV2t5p8cJCYtv9w23vZmHH7tzmZuPlXfjd7fHCcuPR9bcyVbLyQz/5myZ5itO5lAkIsltT2Lk8XNq9iz/lQib3atqv8d/HR9dw5cSWPV8QTWnEjA3NSE5v729K3rSv/6JX/nvr8lAm97swpnQkxYdYEJqy4YbGsX5MAvI+ve0b162plTqNGRllNUbv2E8ORcfN/eY7DtqXpuTLhlCaq49Hy8HczLPIe3ffGSStdu+7v6cOsVPtx6Rf/aUm3CVwOC9bNkbtXwowMGr2t5WvPl04Z/N60DHRjQwJ2Ptl0hxN2KF1qX/R1SPFwkESGEEOKRoMnPIe3yMYL6v6pPQtyJvNR4Lq2ZS8qZ3eSnJaDTFo/mUVnenDps61+XK7/P59Lqj3Cp3wlb/7r6UYU39kdt/5HzP03HrVF3HIIaYmJqVuG1G77yE9rC8j9w38l5brAPbIClqx9xBzagtnPGRGWGS72OpIYdLdE2Oy6c9IiTBD39hn6bZ8unOLvwFVJDD+AY3OKOrwvFCZP6k0oWxrTyrHZX5/mvMzEp/iKn1VbQUIhHWJFOp/+3IERpCvNySLh4lMZD3tAnIe5Edkoch37+kOjjO8m5frNPVlvd7JNdgupxYvUXHPrpA/yadMY1qJ5Bn+waVI+zfyxi7zfTqNqiB+7BjVHeQV/afcYyNBX0yXdynhvcajTE1t2PS7vXYmnvitJUjV/jTsRfOFyibVrMZRLDTtB0+M0ZidXaP82uz6dw7ex+vGq3vOPrQnHCpOubi0psd/B9tPpkIUTpcgo0HI/O4NVO/hWOkL9VfEY+c7ddYfflVBIz87kxSN/W/OZD9DpeNny1J4q5267Qsbojdb1sDGYF1PUqnjUwfeMlutd0pqGvHWaqimNYMqw2BUXlf8C+famg8jTwscXP0YINpxNwsVYXj86v5sTRqPQSbcOTczgZk8kbXfz12/rVd2PquoscvJJO86r2QPHyS5/1D2ZCWz+2hSZzJDKDfeGp7Ay7zp7LqXxx28P0DtUc+SvsOl/ujuLVTv6U5Y0u/rS9rVi1jfmdP669MZOkopy1t70Z3w8qXiI3X6PjdEwmn+y4wuu/hvFx3/urBzSymRcDGhTXr0vNKWL9qQReXHmBn4araBVgeG+/jKiDg6UKjQ6upuTy2c5IBv14ml+fr2+w7NXEdr6sOh7P8618yp15Ih4ukogQQgjxSCjMTgedFjOHOy9gpdNqOT5vGAWZ16n65CSsPAJRmVsRteMn4vav07cLeHISJioV1/atJfzXzzC1ssez9dNUGzANpdoCr9YD0ObnErNrGVHbFqFUW+DWpCc1Bs9Ebe1Q5vWtvard0RTku+HRoh/X9q/DzNYZtyY9MFGVPirm2r61ALjU61j83gFOtVqjUJpybd/au05EKE3NsKtar8z95o7Ffy+5ydGl1ogo3herb/df5eTkBMC1jHyCXGR6sHj8aLU64jPy9f8WhChNflY6Oq0Wa6e765P/fHcwuenXafjMSzh4B2JqYc3ZP3/k0s41+nYNn3kJE5UpYTtXc2zFPMys7ane6RmaDZ+OysyC6p0GUpSfy/ktP3Nm40JUZpYEtOpFy+few9ym7D7Zwbc6d7I0090IatefSzvXYuHgQkCrXihNS++Tw3YW13Hya9SJ/KziPtmnXtvi+/xr9V0nIpRqM1yr1S9zv5Vz8d9LZkJUqTUiADITY7B2/m/3yUKI0qXnFqHVgbtt2aPjb6fV6hj+0xmu5xQyuZ0vAc6WWJspWXLoGutP3aypMKmdH6ZKE9aeTOCznZHYW6h4uoE7b3Txx8JUyYAG7uQWavnlaByLD8ZiYWpCz1ouzOgeiINl2Ynpaq5Wlf69qG9dV9adTMTF2pQetVzKTGSs/admRIdqjvolpNoEOGCqVLD2ZII+EXFDoIslgS6+vNAasvKLeO6Xc6w5kcC4Vj6EeNxcyumlDn74Oprz6V/F79NzLUsf1e/rYE5d73uvn3EtPR+1UoG9RfmPeM1UJgbXaeJnh0an490/wxnTwpvqblZ42JlxJjarzHPcmLXiYWeYmHe3Uxucu21QcSHsOZsj2PSiYX2mEA8rfbHqBj62BLpY0u2rY6w8Fs/I5jdn5aiVxX/fpsq7+3sX/22SiBBCCPFIMLWyA4UJ+alxd3xMTuJVMq6eod6k73Fv0lO/XbfVcBShiUpNwJNTCHhyir7octjKOagsbAl6aioKhQLfziPw7TyCgoxkEk9s48LPxWs613n+8zKvX9lLMwF4tuxH+Pp5ZCpMaPJmyQLVN1z7J9Gy/63OJfbFH/6DkOHv39VsjIo41GgGChMSj20ptXB4TsJVsqIv4PXPclj/VS1btsTSwpxNF65LIkI8lo7FZJKUkUfXrqXXexECwMzaDoWJCVkpd94np8ddIenyabq+uYiAVr3123UbFxq0U5qqaTTwZRoNfLm46PLeXzm4eBZqS1uaDHkdhUJBrZ6jqNVzFLnpyVw9tIW/vy2eadDx5fllXr+yl2YCqNa+P0d/+RiFiQm9P1hfZruwncWDA1ZNbF9iX8S+jbQZ/9FdzcaoiGetFihMTLhycHOphcPT466QcvU8wV0HV9o1hRAPjp2FChMFxGcUVNz4H1ev53LmWhbfPRtCz9o3ix5rDhjW9VGrTJjc3o/J7f2ITcvj97NJzNkcgY2Zkqmd/FEoFIxo5sWIZl6kZBWwNTSFGX9cBuCz/mUvjVTZSzMB9Kvnxv/+isREAatH1yuz3Y1ES5f5x0rs++NsEnN6B5U5q8PaTMWIZl7svpTKpaQcg0QEwJxeQWTmaZj5Zzg25ioGNqzcBG+hRsu+iDTqedve06yBG99nQhOyqe5mRQt/e/4OT+PglbRS60RsPp8MQMuAkvtupVAoCHCxZNuFlIpjcC2O4WJC9t0FLx5KkogQQgjxSFCaWeIQ1IjYvWvw7znBYJmGsmjycwEwUd4cnVOYnU7i8a1lHmPh5IV/93HE7VtLdmxYif1qW2e82z5L0oltpe6/VWUvzQRg5V4V384jKcxOw6FG6R/UU8OOkJsYiX/PCTjXMXzokRl1ltClM0g8uR33xj1KPf5eWDh74964B9f2rcGv65gSsyLCVn0AChP8uo4p4wz/DZaWlgwY8AxfLF9GbQ8r2gXa3/XoLCEeVlev5/HSr1cJ8K9Cy5Z3N0JbPF5MzS1xD25C2I6VNHh60h31yUU3+uRblnLKz0rn6qHNZR5j4+JFvX7jCdu5mtSokn2uhZ0zwV0Gc/XwVlKjLpZ7/cpemgnA3iuAWj1Hk5+Vhmet0mcaxp0/TEb8Veo/PQnfhh0M9iVHnGXfd9O5engbAS17lnr8vbBx9aZqi16E/bWKOk+OLTEr4uCPs1GYmFCn99hKu6YQ4sGxVCtp5GvH6hPxvNjmzpa1yS0sXhbJ9JYH7um5hWwt50Gyl705z7fyYe3JBC4l5pTY72St5tlGHmwPTSGslP23quylmQCqOlsyopkn6blFNPO3K7XNkch0Iq/n8WIbH9pXM6yhcS4uixl/hLMjNIXutVxIzMzXj+S/VURy8b25WpecgaJQKPj0qepk5Rfx6vqL2Jip6FHLpUS7e/Xh1iskZhYwq0fgPR0f+s/Dfyer4r53UGMPvt4bzQdbI1gzpp7B0l5x6fn8sD+Ghr62BoWqS6PT6biUmIOjVcXLM95IQNxJW/Hwk0SEEEKIR0a1Z9/m8JynODy7H35dR6O2diQj6hwmKrVBoekbrL2CMHfy5OLK2eh0WnRaDRG/fo6ptT35qfH6dsf/NwIbv1rYVamN0sKG1IsHyYy+gE+nEQCc/WEqKgtb7IMaorZ2IDP6AslnduHXrfwv8DY+ZY8Kuh8hw98vd/+1fWtRqNT49xxfYukoh+pNuLLxK+L2rTVIRKSFH0dx24MklYU1zrXbAaApzCftcslRRGpbFyxdiwughYz8gKzYixye8xRVe76IfVBDCrPTid65lOTTOwkZ8SE23ve3PumDsODrr4mNjWHI0h1UdbGinocFZiqTu1ywQ4iHR4FGx5XUAo5FpePr7cX27TtQKssuuigEQPNRM9jw+pNseK03tXs/h4WdE8kRZ1Gaqg0KTd/g4FMNaxcvDiyehU6rQ6ct4tjKTzGzdqAo/+bMij9nDcG5am1cAuugtrQh7uxBUq6c1xe63vXFS6itbHGr0RhzWwdSrpwn+thO6vYZV268Tv4hlfsG/KPN+I/K3R+2czUmKjX1+08ssXSUR81mnFj9BWE7VxskIhIuHiuR3DG1tMG3QfHgAk1BPvGhJetDWdq7YOteXEC2zYtzuR4Vyq9vPEn9/pNwC25EfmY65zf/RNSxHbR98WMc/Wrc0z0LIYxv+hNV6f/9Sfp9f5LRLbxxtDTlfHwWpkqFQaHpG4JcLPG0M2PO5gi0Oh0ajY4vdkdhb6kiPkOjbzfi5zPU8rCmtpcNNmZKDl1N50J8FsObegIUP2w3V9HIxxaHf66569J1xrYsec1bBbtbl7v/Xr3fu/zaOOtOJqBWKhjfxrfE0lFN/Oz4ak80a08m0L2WC5/tjORkTCZ96rgS4mGNRqvjcGQ6X++Jpp63DU2qlP5wXqU04ZtnazL0x9O8uPI8Vma1aXdL4fCrKbkcK6V2RR0vG4NEwJlrWdhb5JFfpOVKSi7rTyay/0oaY1t607uOa4njb5dfpNVfp6BIx+lrmXy+M5IablY0/Sd2VxszPnu6Bi8sP0/f704wuoU3HrZmhCZk8+XuKCzUSuYPKPkd9lpavv7cablFrDuZQGhCNtO6lqyNceM+NDqIul5cI8JSbcLT/9SYEI82SUQIIYR4ZDgENaLp9HVcWv0RZ79/GRQKrDwCCez7cqntTVRq6k9ZzPklb3JqwXjUts74dRlNUW4WV36/uXyDQ/WmxB/6jcgtC9FpCrBw8SN46Gx82g/+57pNiNn9C7F7VqDJz8HcyQv/nhMIeHLyA7nvu6EtKiT+0G+41u9cav0KE6UKj5b9iNq2WF87AiBy8/dEbjYsRm3lEUDrj/8GIC85hoMzS47W9OkwlJqj5gKgtnGi2YzfifjjK2L2rOTy+nko1RbYBTag8bQ1OIXcXV0KY7GwsOCPPzexY8cO1q5dS1joBXLzco0dlhD/GlO1Kf5B3kye/SS9e/fGzq78UXBCALgHN6bP3N84/NP77Px8CgoF2HsH0XjQ1FLbK03VPPH2T+xZ8DrbP34eCztnavd+joKcTE6s/kLfzqNmM8L3/sqZ375DU1iIrbsfrcd9QEi3ocXXDWnKhS1LCd22nMLcbKxdvGjw9CQaPPPSA7nvu6EpKiR8769Uadq11PoVJkoVQe37c3bjD/raEQCnN3zL6Q3fGrS19w5k0HcHAchMjGbdyyWXQQx5YjjtJs4DwMLOiaf+t5kTq78kdNsvHFk2F5WZBW41GvHkB+vxqtOqMm9VCPGANfK1Y+1z9fho2xVeWReKAgWBLpa81MGv1PZqlQmLhtTird8u8eLKCzhbmTK6hTeZeUV8tSdK365pFTs2nknih/2xFGi0+Dla8F7PIAY3Lk5ENPazY/nROFYeiyOnQIOXnTkT2voyqV3p1zWmQo2W384k0rmGU6n1K1RKE/rWdeXHg7Gk5xbyVD03CjU6lh6JIy49n0KNFm97c0Y092JyO1+UJmUPSzJTmbB4aC2eWXSK0UvPsmJUXX0Nj7nbrzJ3+9USx5yc1txgBsbQJWcAsDA1wc1GTQNfW9aMqUuLqmXXP7pVTFo+vb4pXl7QVKnAy86Mpxu481IHP4OExxMhLmx8oQFf7orind8vk5FXhJuNmidCnJnS3g/nUmZ+LDl0jSWHrgFgY6bE39mCz/rXYEAD9xJtb9yHQgFuNmrqe9uycFBN/J1k2dvHgUJXUTUYIYQQopL88ssvDB48mM6LIlCqLYwdjnjMJJ3awbGPhxAbG4unp6exwxFCCKPq3LkLV/It6TrtB2OHIh4z16PCWDGuBfv27aNFi4djEIIQ/0X79++nZcuW7J7SmCBXK2OHI4RRPL/8HHluddi6bbuxQxF34O4rmQghhBBCCCGEEEIIIYQQQtwhSUQIIYQQQgghhBBCCCGEEOJfI4kIIYQQD4ypafHam9rCAiNHIh5H2oJ8ANTqkuuaCiHE48ZUbSr9sTAKTWEeIP2xEPfrxner/CKtkSMRwnjyi3Sozcwqbij+EyQRIYQQ4oHx8ysuUpYZfcHIkYjHUWZMKFbWNtjb2xs7FCGEMLoqfn6kRV1ASgaKBy3lavHnQB8fHyNHIsTD7ca/odCEbCNHIoRx6HQ6QhNz8fX97xVDF6WTRIQQQogHplGjRrh7ehGz6xd58CEeKE1BLokH1vPkk71RqVTGDkcIIYyub9++pF67yrXTfxs7FPEY0Wo0XNz2C81btMTNzc3Y4QjxUHN3d6dFs6asPJ6ARivfrcTjZ39EGlEp2fTr18/YoYg7JIkIIYQQD4yJiQnT35zGtb9Xc2HJm2Rdu2zskMQjTqfVcj30ICc+GUrB9VgmT5pk7JCEEOI/oX379jRp2oyt748gdPsK8rMzjB2SeITpdDqSLp9i20djiTt7gNdfe9XYIQnxSHjtjWkcuJLO+JUXOB2bKYO9xGMhI6+IVcfjGbP8As2aNKZdu3bGDkncIYVOfksJIYR4wP73v//x9jszyMnOQm1pg8rMQr9Pq9Wi0WhRKECpVKJQKIwYqXgYFP/MaFAoFCV+ZgpyMinKz8Xd04vly5bKh1QhhLhFeno6Tw94hm1bt6AwMcHS1gET5X9z1phWq0VTpEGpUmJiIuPp9HRQWFSIAkXxjL//4McmnU5HQW42BbnZODg6seCr+QwcONDYYQnxyFixYgUTXhxPyvVUrMxMsTRTPcLfoXQUFRUB/DPL+VG9z7un1WrQaDSolCoUj3A/qdFqSc3OR6vV0aVzJ1atXoOdnZ2xwxJ3SBIRQgghjCI3N5etW7dy6dIl8vLySEtLY/369URERNCgQQOeeOIJzM3NjR2meEgkJyezbt06oqOjadasGZ07d0atVmNtbU3jxo1p3ry5PLgSQogyREdHs3nzZpKTk9FoNMYOp4SkpCS+/vprQkJCeOqppx7hB2z3Jj4+nm+//Za6devSp08fY4dTKktLS2rVqkX79u31BXaFEJWnsLCQnTt3cvbsWXJycowdzr9mw4YNnDp1inHjxsnybrfR6XSsWbOGCxcu8MILL+Di4mLskP4VSqUSZ2dnunXrJrWGHkKSiBBCCGFUWq2Wb7/9ltdeew0HBwe+//57unbtauywxENIo9HwxRdf8NZbb+Hh4cGiRYto27atscMSQghxH3JycmjatClFRUUcOXIEa2trY4f0n/TDDz8wZswYfv75Z4YMGWLscIQQotL9/PPPDBs2jB9++IFRo0YZO5z/pKysLBo3boxKpeLQoUNYWloaOyQhDMjQQCGEEEZz5coVOnXqxPjx4xk0aBBnz56VJIS4Z0qlkpdeeolTp07h6elJu3btmDBhAllZWcYOTQghxD2aMGEC4eHhrFmzRpIQ5Rg1ahTDhg3j+eef58KFC8YORwghKtX58+cZN24cw4cPZ+TIkcYO5z/L2tqa1atXEx4ezsSJE40djhAlyIwIIYQQD5xWq2XBggW88cYbODs7s3DhQjp16mTssMQjRKvVMn/+fKZNm4arqys//PADHTp0MHZYQggh7sKSJUsYMWIEP/74I8OHDzd2OP952dnZNGnSBIVCwaFDh7CysjJ2SEIIcd9u/G4DOHz4sPxuuwM//vgjI0eOZMmSJQwbNszY4QihJzMihBBCPFDh4eG0b9+eiRMnMnz4cM6cOSNJCFHpTExMmDRpEqdPn8bPz4+OHTvywgsvkJmZaezQhBBC3IGzZ8/ywgsvMHLkSElC3CErKytWr17NlStXmDBhgrHDEUKI+6bT6Rg/fjxXr15l9erVkoS4QyNGjGDEiBG88MILnDt3ztjhCKEnMyKEEEI8EFqtli+//JJp06bh7u7ODz/8QPv27Y0dlngMaLVavvnmG1577TWcnJxYuHAhnTt3NnZYQgghyiBrXN+fn376ieHDh7No0SJZwkQI8VBbtGgRo0eP5qeffmLo0KHGDuehkpOTQ5MmTdBqtRw+fFiWNxT/CTIjQgghxL8uLCyMNm3aMGXKFMaMGcPp06clCSEeGBMTE8aPH8+ZM2cIDAykS5cujB07lvT0dGOHJoQQ4jY6nY4XXniB6OhoVq9eLUmIezBs2DBGjx7Niy++yNmzZ40djhBC3JMzZ87w4osvMmbMGElC3ANLS0tWr15NVFQU48ePR8ahi/8CmREhhBDiX6PRaPjss8+YPn06Xl5eLFq0iDZt2hg7LPEY0+l0fPfdd0ydOhV7e3u+//57unXrZuywhBBC/GPhwoU899xzLFu2jEGDBhk7nIdWbm4uTZs2pbCwkCNHjshIWCHEQyUzM5PGjRtjZmbGwYMHsbCwMHZID61ly5YxZMgQFi5cyOjRo40djnjMyYwIIYQQ/4rQ0FBatWrFq6++yrhx4zh9+rQkIYTRKRQKnn/+ec6ePUtwcDBPPPEEo0aNIi0tzdihCSHEY+/UqVNMnDiRsWPHShLiPllYWLB69WpiYmJ4/vnnZSSsEOKhodPpGDduHLGxsaxevVqSEPdp8ODBPPfcc0yYMIHTp08bOxzxmJMZEUIIISpVUVER//vf/3jnnXfw9fVl8eLFtGzZ0thhCVGCTqfjhx9+4JVXXsHa2prvvvuOHj16GDssIYR4LGVkZNCoUSMsLS05cOCAPHiqJMuXL2fQoEF8++23jB071tjhCCFEhb799lvGjRvH8uXLGThwoLHDeSTk5ubSvHlzcnNzOXr0KDY2NsYOSTymZEaEEEKISnP+/HlatmzJG2+8wYQJEzh16pQkIcR/lkKhYMyYMZw9e5Y6derQs2dPhg8fTmpqqrFDE0KIx4pOp2Ps2LHEx8fL6NdK9uyzzzJu3DgmTZrEyZMnjR2OEEKU68SJE0yePJkXXnhBkhCVyMLCglWrVhEXF8fYsWNllpwwGpkRIYQQ4r4VFRXx8ccfM3PmTKpWrcqiRYto3ry5scMS4o7pdDqWLFnClClTsLS05JtvvqF3797GDksIIR4LX3/9NePHj2fVqlU8/fTTxg7nkZOXl0eLFi3IzMzk2LFj2NraGjskIYQoISMjg4YNG2JjY8P+/fsxNzc3dkiPnFWrVvHMM8/w9ddfM27cOGOHIx5DMiNCCCHEfTl79izNmzdn+vTpvPTSS5w4cUKSEOKho1AoGDFiBOfOnaNBgwY8+eSTDBkyhJSUFGOHJoQQj7Tjx48zZcoUXnzxRUlC/EvMzc1ZtWoVCQkJjBkzRkbCCiH+c3Q6HWPGjCExMZHVq1dLEuJfMmDAAMaPH8/kyZM5fvy4scMRjyGZESGEEOKeFBYW8tFHHzFr1iyCgoJYvHgxTZo0MXZYQtw3nU7H0qVLmTx5Mmq1mq+//pq+ffsaOywhhHjkpKen06BBAxwcHNi3bx9mZmbGDumRtmbNGp5++mnmz5/Piy++aOxwhBBCb/78+UycOJE1a9bw1FNPGTucR1p+fj4tWrQgLS2N48ePY2dnZ+yQxGNEZkQIIYS4a6dOnaJp06bMnDmTV199lePHj0sSQjwyFAoFQ4cO5dy5czRt2pR+/foxcOBAkpKSjB2aEEI8MnQ6HaNGjSIlJYVVq1ZJEuIB6N+/PxMnTuTll1/m2LFjxg5HCCEAOHr0KC+//DKTJk2SJMQDYGZmxurVq0lJSWH06NEyS048UDIjQgghxB0rKCjggw8+YPbs2dSoUYMff/yRhg0bGjssIf41Op2O5cuXM3HiRJRKJQsWLKB///7GDksIIR56X3zxBZMnT2bdunUy6+wBys/Pp3Xr1iQnJ3P8+HHs7e2NHZIQ4jGWlpZGgwYNcHZ25u+//0atVhs7pMfG+vXr6devH1988QUTJ040djjiMSEzIoQQQtyREydO0LhxY2bPns20adM4duyYJCHEI0+hUDBo0CDOnz9P69atefrpp3n66adJTEw0dmhCCPHQOnz4MFOnTmXKlCmShHjAzMzMWLlyJampqYwaNUpGwgohjEan0zFy5EhSU1NZtWqVJCEesL59+zJ58mReeeUVjhw5YuxwxGNCZkQIIYQoV35+PrNnz+aDDz6gVq1aLF68mPr16xs7LCEeOJ1Ox+rVq3nxxRfR6XR89dVXDBgwAIVCYezQhBDioXH9+nUaNGiAm5sbe/fulQdPRrJhwwb69u3Lp59+ypQpU4wdjhDiMfTpp5/y8ssvs2HDBp588kljh/NYKigooHXr1iQkJHDixAkcHByMHZJ4xMmMCCGEEGU6evQojRo14sMPP+Sdd97h8OHDkoQQjy2FQsGAAQM4f/48HTt2ZODAgTz11FPEx8cbOzQhhHgo3Bj9mpGRIaNfjaxPnz68/PLLvPrqqxw6dMjY4QghHjMHDx7ktdde45VXXpEkhBGp1WpWrlxJRkYGI0eOlFly4l8nMyKEEEKUkJ+fz7vvvsvcuXOpU6cOixcvpm7dusYOS4j/lDVr1jB+/Hg0Gg1ffPEFgwYNktkRQghRjnnz5jF16lQ2btxIz549jR3OY6+wsJA2bdpw7do1Tpw4gaOjo7FDEkI8Bq5fv079+vXx8vJi9+7dmJqaGjukx97GjRvp3bs38+bN4+WXXzZ2OOIRJjMihBBCGDh8+DANGjTgk08+4d133+XQoUOShBCiFP379+f8+fN07dqVIUOG0KdPH+Li4owdlhBC/Cft37+fN954g1dffVWSEP8RpqamrFy5kqysLIYPH45WqzV2SEKIR5xWq2X48OFkZWWxcuVKSUL8R/Tq1YupU6fy+uuvc+DAAWOHIx5hMiNCCCEEAHl5ecyYMYNPPvmEBg0asHjxYmrVqmXssIR4KGzYsIFx48aRn5/P559/ztChQ2V2hBBC/CM5OZn69evj6+vLrl275MHTf8wff/xBz549mTt3Lq+++qqxwxFCPMLmzp3L66+/zh9//EH37t2NHY64RWFhIe3atSM6OpoTJ07g5ORk7JDEI0hmRAghhODAgQPUr1+fzz77jDlz5nDgwAFJQghxF/r06cP58+fp2bMnw4cPp1evXsTGxho7LCGEMDqtVsuwYcPIzc2V0a//UT169OD1119n2rRp7Nu3z9jhCCEeUX///Tdvvvkmb7zxhiQh/oNMTU1ZsWIFOTk5DBs2TGbJiX+FJCKEEOIxlpuby9SpU2nZsiV2dnacOHGCN954A5VKZezQhHjoODo68vPPP/Pbb79x/PhxatasyeLFi6XomxDisTZ37lw2bdrE0qVL8fb2NnY4ogyzZ8+mefPmPPPMMyQnJxs7HCHEIyYpKYmBAwfSokUL3nvvPWOHI8rg4+PDzz//zJ9//snHH39s7HDEI0gSEUII8YjLzc1l7969Jbb//fff1K1bl/nz5zN37lz27dtHSEiIESIU4tHSq1cvzp07R9++fRk1ahRPPPEE0dHRBm0KCgrYvXu3JCmEEI+0PXv2MH36dN588026detm7HBEOVQqFStWrCA/P5+hQ4fKSFghRKXRarUMHTqUgoICli9fLoPe/uOeeOIJpk2bxltvvVXqcwQh7ockIoQQ4hH32muv0b9/f/3r7OxspkyZQps2bXB2dubkyZNMnToVpVJpxCiFeLQ4ODiwePFi/vjjD86ePUvNmjX5/vvv9YmHy5cv065dO9avX2/kSIUQ4t+RmJjIwIEDadWqFe+++66xwxF3wMvLi6VLl7JlyxY+/PBDY4cjhHhEfPDBB2zdupWlS5fi5eVl7HDEHZg1axYtW7Zk4MCBJCYmGjsc8QiRRIQQQjzCzp07x9dff60vPLhnzx7q1q3Lt99+y7x589i7dy81atQwcpRCPLq6d+/OuXPnGDBgAGPHjqVr165ERkYSEhJC9+7deeWVV8jLyzN2mEIIUak0Gg1DhgxBo9Hwyy+/yOjXh0jXrl156623ePvtt9m9e7exwxFCPOR27drFO++8w/Tp0+nSpYuxwxF3SKVSsXz5cgoLC2WWnKhUCp2sCSCEEI8knU5H165duXLlCocOHWLGjBnMnz+fVq1asWjRIoKCgowdohCPlS1btvDcc8+RmprKxx9/TNu2balTpw6zZs1i2rRpxg5PCCEqzXvvvceMGTPYtm0bHTt2NHY44i5pNBo6derExYsXOXHiBG5ubsYOSQjxEEpISKBevXoEBwezbds2mYH/ENq+fTtdunRh1qxZTJ8+3djhiEeAJCKEEOIRtXHjRnr37s17773HokWLSEhI4IMPPmDChAmYmMiEOCGMISMjg1dffZXvvvuODh064Ofnx6pVq7h06RIeHh7GDk8IIe7bX3/9RefOnXn77beZOXOmscMR9yguLo769etTu3ZtNm/eLA8QhRB3RaPR0LVrV86ePcvJkydxd3c3dkjiHs2YMYPZs2ezfft22rdvb+xwxENOEhFCCPEIKigoICQkhPz8fGJiYmjbti0LFy7E0dGR+Ph4atSoIckIIR6w7OxsoqKi8PPzY//+/YwZM4akpCRMTEx46qmn+PHHH40dohBC3Jf4+Hjq1atHrVq12LJlizy8fsjt2LGDzp07M2PGDGbMmGHscIQQD5GZM2fy3nvvsW3bNjp06GDscMR90Gg0dOnShXPnzklSSdw3eQolhBCPoJdffpnw8HDi4uKoVasWKSkp1K9fHycnJ2rWrMmaNWuMHaIQj51XX32VkJAQrKysePbZZ3F0dMTd3Z2srCyWLFnCH3/8YewQhRDinmk0GgYNGoRCoWDZsmWShHgEdOzYkZkzZ/Luu++yY8cOY4cjhHhIbN++nVmzZjFz5kxJQjwClEoly5YtQ6FQMGjQIDQajbFDEg8xmREhhBCPoGrVqnHlyhUCAgIICgrCz8+PKlWq6P/fqFEjFAqFscMU4rGSk5PD0aNHiYyM1P939epVQkNDiY2NZeTIkfzwww/GDlMIIe7I3r17AWjdujUA77zzDnPmzOGvv/6ibdu2xgxNVCKNRkO3bt04ffo0J0+exMPDg6KiIubPn8+LL76IqampsUMUQhhRYWEhX331FRMmTEClUhEXF0e9evWoW7cumzZtkqT0I2TXrl107NiR6dOn8+677wIlPwsIURFJRAghxCNIp9NJokGIh4j8mxVCPGxatGhBUFAQS5YsYevWrXTr1o333nuPt956y9ihiUqWmJhIvXr1qFatGtu3bycqKoqAgAC2bt1K586djR2eEMKItm7dSteuXYmIiMDHx4dOnTpx6dIlTpw4gaurq7HDE5Vs9uzZvPPOO2zZsoXOnTszbNgwwsPD2bdvn7FDEw8JlbEDEOJxpNPpOHz4MAcOHCArK8vY4YhHlLm5OcHBwXTq1AkzMzNjhyPEIyc3N5etW7cSFhZGfn6+scMR4l+jUqnw8PCge/fuuLi4GDsc8R+g1Wo5ffo0ffr0ITY2lsGDB9OlSxemTZtm7NDEv8DV1ZXly5fToUMH/VJNlpaWnDp1ShIRQjzmTp06hZWVFX5+frz99tvs3buXnTt3ShLiEfXmm2+yd+9eBg8ezMmTJ6lZsybr169Hq9VKDUpxRyQRIcQDdvjwYfoPeIboyKso1eaoLW1ARsGKyqbTUZSfS2FuFja2dsz75GOee+45Y0clxCPjf//7HzPeeZus7BxsLc2xUMtHKvHoKijSkJadh4mJCc8OfIYfFi1GrVYbOyxhRBEREWRnZ1O7dm2effZZzMzM+Pnnn+UhxCOsbdu2zJ49m7feeovWrVtTp04dTp06ZeywhBBGdurUKerUqcPWrVt5//33+eCDD2jTpo2xwxL/EhMTE5YuXUr9+vUZOHAgb7zxBllZWfploYWoiHxrFuIBOnfuHJ06d0HpGkid1z/GrnozFCayZqL4d+h0OnJiLxKz6RvGjh2LhYUFQ4YMMXZYQjz0vvrqK1555RVGtgliTPvqBLrZGjskIf51SZl5bDgayayVK8nLy2f1mjXGDkkY0cmTJwHYtGkT+/fvZ/fu3cTExDB58mS6dOnCiBEjjBqfqDw5OTn079+fLl26MGnSJPbu3cuQIUPo1q2b/udACPH4OnnyJPXr12fIkCF0796diRMn8tlnn7F161bWrFmDpaWlsUMUleTHH39k69atvPrqq6xYsYJ27dqxefNmoPjnQBIR4k7IkBUhHqAFCxZQpLIk5JVfsA9uKUkI8a9SKBRYedeg2phPcarflTnvf2jskIR46Gm1Wj6YM5sBTf354JlGkoQQjw0XG3Oea1+duc82Ys3atVy6dMnYIQkjOnXqFA4ODnz55ZeMHz+ejz76iAYNGnDkyBGCgoKMHZ6oRObm5vj4+DB16lQCAgJo3rw5arWaAwcOEBoaKksTCvEYy8vLIzQ0lAMHDmBmZkazZs0ICAhg6tSp+Pr6Ym5ubuwQRSUKCgriyJEjNGjQgI8//pgXXniBL7/8EgcHB5khJ+6YJCKEeIDWrFuPY+PeqCxsjB2KeIwoFArc2wwk9MI5wsLCjB2OEA+1o0ePEhsXz+CWAVJcWjyWnmzoh6WZKevXrzd2KMKIDh48SHp6Oq6urnz55ZdcvHiRn376iQsXLtCyZUtjhycqkYmJCd9++y0XL16kR48ezJo1i9zcXCIiIigqKuL8+fPGDlEIYSTnz59Ho9EQERFBbm4us2bNomfPnoSFhfHNN9/Icn2PmJYtW3LhwgV++uknQkNDmT9/Pq6urqSnp3Pw4EFjhyceEvJbQYgHpLCwkMT4OKy8axg7FPEYsvQOBiAqKsrIkQjxcIuMjAQg2NPeuIEIYSSWahX+rrbSnzzm/v77b7RaLba2tixdupTz588zdOhQVCpZ+fdRFRAQwA8//EBYWBhPPfWUPhm/du1aI0cmhDCWdevWAcUD3/r3709YWBgLFy6katWqRo5M/FtUKhVDhw7l/PnzLF26FFtbW7RaLX///bexQxMPCfmkKMQDUlhYCICJ6b0Vd7y6/hOifv0fADZVG1D/nd8N9mdePc3VdXPJuHQEnVaDpXtV/J95B4eQVgAUZKQQtfEzMsNPkBV1Dl1RPm1+vFbuNYtyMjg6rQ0F6YnUm74R28CGBvu1RQVE/7mAhH2ryU+JxdTaAfuabajx3OcA5CVFc/jVpmWev+lnJzCzdwNg3ws10ORmAFBj3AJcm/W58zfnAdIWFRK5YR4Jf6+kKCcd6yp1CBg0C5sqde7o+MRDvxK7+VuyY0MxMTXH2rcW1Z//Uv8+HHqlCfkpMaUee/v7UtH7fysTUzMACgoK7vKOhRC3uvG7XK0y3liOj38/zSd/ngWgQRUnNr3W1WD/6ajrfLjxFIfDk9HodAS42jCjX31aV3cHIColi8Zv/1bivJZmKq58OkD/Ojkzj083neX41RTOxaSSX6QlYcGgcmPLyC2g5bu/k5iRxx+vdqGRv3Op7aJSsmjz3h/kFmg480FfXO0s9Ps6vP8n52LSAHjrybpM6lqz4jfFSL7ZcYGFu8JITM+luocdbz1Zj3YhHuUeszs0nhUHwjkakUxiRh6eDpb0qu/L5G41sTIz/Gi+/uhVPt98nvDEDJyszejfxJ9Xe9TGzLT0pR3v9P2/X2amSulPHnO9evWiYcOGTJ06FaVSlhp9nPj7+/P999/z5ptv8txzz9GuXTtjhySEMJJ27dpx8OBBFi5cSJUqVYwdjniAlEolgwcPZuDAgXzyySccO3bM2CGJh4QkIoR4iChUauq+sRalhbXB9vSwQ5z5+Fmc6nemxvNfYaIyJSvqHNqCXH2bgtQ4kg5uwKZqfWwD6pN+seKpc1fXflTmPp1Ox/n5z5EZcRK/3lOw9K5BYUYS6ZeO6Nuo7V2pN31jiWMvfP0Cptb2+ofvAHVeW0n+9Wuc/3J0hXEZU8SKd0n4eyX+z7yDhasfMVu+48zcZ2jw3jbMnbzLPTZm0zdcWfMB3k+Mw3/AW2jyc0i/eBBt4c21dWtO+gFtoeHDnehNC7h+cjsOtdrot93J+y+EeHSpVSasf6kT1rc9uD50OZEBX+6kS20vvh7ZArXKhLMxqeQWaEqc4/VedWhTw13/WnnbUlPxabmsPxpJ/SpONKjizIHLiRXG9cFvp+8o/jdXHsXG3LTUuOYPb0FOQRE9Pt56R+cylm92XOC99Sd5o3dd6vs5sfJgBEO/2c3vU7tQ19exzON+3nuJ3AINU3vUxsfRivOxaXz8xxmORCSxbkpH/SjjNYeu8OKSA4xsE8TMfvW5cC2Nj34/TWJGLl8Ma17que/0/Rfifq1atcrYIQgj8/f3Z/v27cYOQwhhRJ06daJTp07GDkMYkVKp5PXXXzd2GOIhIokIIR4qihKzEnRaDRcXvoRT/c4Ej/9Wv92hVluDdlY+ITT/8gwAUb9/WWEiIvPqaeL3riBg8CwuLX61xP6EfatJPbOTBjO3YOUTrN/u0qS3/s8mpmYl4s25don8lBi8OhsmHGz862JqXfaDm7uVm3AFCzf/SjsfQH5qPHE7f6LqwHfwbD8UANvARhx5rQUxf35N4NA55cZzZc0HBAyehWeH4frtTvU6G7Sz9qtt8Fqn1ZAZfhyH2u0M3p87ef+FEI8uBZQY7a7Rapn080G61Pbi+zGt9NvbBpc+Qt/fxbrcEfMhXvacn/sUAF9sOVdhIuJ01HWWHwhn9tMNeWXZ4TLb/XkymuNXU5jUtSYz1h4v9bqV6UpiJv6ulVubKb9Qw//+PMvodtWY2CUEgBZBrpyLTeXj30+zdHy7Mo/9cGBjnG1uFm9sUc0Ne0s1Ly45wInIFBpUKf47mfvHGbrW8eLDgY0BaBfigUIBM9aeYFzH4BLv052+/0IIIYQQQghhDJKIEMLIinKzOP5OJyzcqlLrlWX6kZCRv35K1MbPqf/271j71Srz+NTze8lLvEr15z4r9zqKuygUpdP+n727jo7qaB84/l3LZpNNNsnG3QMhBHd3rUBbaKlBaalT6vZSWupOqf7qpYJraZEWp7i7xI24225Wfn8sbFjiEAgyn3Pec96dO3Pv7Jbc2Z1n7jMm4n55Cb9hU1B51j6Zn7nxVzStethMgjdG1rbFIJXhcRlSL+kLs8natoisrQuQyOR0erN5V2kVHNmE2WjAo9ut1jKZ0gFtx+HkHfy33kBE5pZ5SOQKvPve1aRrFh7bir4wC6+et9me7yI/f0EQrl6llVUMePtvwrycmft4f+t48Mnfh/l09VFWPT+MmADXOttvOZFFUk4pn9exWr6ppNLGb8ZtMpl5fu4uHh7YihCPuif9y3QGpi/ayyu3tEN+GTcwLCzXs2xPMvN2JJCQVcypj+9o1vPvScylqKKKMZ2DrWVSqYQxnYP5cOUh9AYjdvLa09WcH4Q4J/bsExSZhZYnGfNKK0nOLeWRQbb7SlmCSvtZfSjNJhDR2M+/uRUVFbF8+XL+/HMFGWlpVBmqrti1BeFKU9mriIhqxW233cbgwYNRKBQt3SUb+fn5LF26lJUr/yLjTCYGo6GluyQ0E4lEgtbVlf79+zFu3DjCwsJauks2zGYz+/btY8GCBezZvYuSkuKW7pIgXDYSiQSt1oNBgwdzxx13EBgY2NJdsmE2m9mxYwcLFy5k3/4DlJSWtnSXhGakVCqJDA9j7NixDBs2DKVS2dJdajIRiBCEFiZXqYmaMpuD795Gxr8/4jdkMiUJB0hZ8SnBt71UbxACoPj0HgCMleXsmzGU0tTjKF288B38AAEjH7uoPp3Z+Cv64hwCRz9JScKBGsdNhipKEg/h0/8e4n9/jcytCzBV6XBp1YOwe97Ewbv2L8dms5nsHUtxad3LJi3TpTAZ9OTtX0vWlvnkH9mI3MEZz2634NXnTttrm4xgNtd/MokEibTuPMflGaeQq12xc7ZdQezgG8GZjb9i1Fcgs1PV2rb49B4cfMLJ2rqQlD9noSvIxNEvipA7XsEtdmCd18zavgSZyglt+6HnveeL+/wFQbi6qe0VfDmxJ7d++i8/bDzFgwOi2J+Ux8d/H+GVW9rVG4QA2J2QA0CZrorB767iWHoh3hoVk/tH8viQ6Br1X12wl8d/3o6TvYJ+rb2ZfmsHArSOF9X3OVvjyC2p5KnhbdiflFdnvU/+Poy7kz139wxj/o7Ei7pWXYwmE5uOZzJ3ewJrDqUhl0kZ3SGA6be2r1GvoeEAQC6rO1By6kwRAJHezjblkd7O6AwmknNLifDWNLrvO84+bRJx9nyys0EaxQV9UJ7dm+Tk2euf09jPvzkVFxcTG9OGlLR0OgVqCHWzQ9GE4JUgXGsqi01sWHGAH374gSGDB7F8xZ+oVLV/77vSjh07Rt/+A8jPy0UT0RWFeyASO/FT/3phNptIyMpl/RtvMX36dH7//XfGjx/f0t0CLL/vZsyYwZtvvolWraR7oCNe9nLEaCBcr4xmMznxCby67h9eeeVlli5dxsiRI1u6W4Dl73Hq1Kl88cUX2Lt44hjRDZnKG8Rf5HXDVFXJkXU7+OWXX+jeoydrVq/C2dm54YZXEfHtRBCuApqIrgSMfJzEhW/jHNGFE98+iXNEV/yHP9Jg26oiy8TTiW8ex3/4w4TeOYP8g+tIXPg2MpWTNYVQY+mLc0la/D4REz9EpnSotY6htACzsYqs/xbg4NeKVg9/galKR9Li9zj80QS6vLMJqV3NFZ/Fp3ahy00leMxzTepTbUoSD5K1dT7ZO5ZjrCzFrd0goh//Frd2g5HKa65Q2/V8jzo3gT5HqfWn28d1p7MwlBUhd6g5sSR3dAGzGUNZUZ2BCH1RNvrCTJKXfUTIHa+i0LiT8c+PHP1sIh1n/oOjX1SNNkZ9BXl7V+HeZZTN53mxn78gCFe/rmEePDEkmreWHaBLmAdP/LKdrmEePDqo4aefsosrAXj0p208Mqg1r4/tyLqjGby57ABO9gru6xMBgFIu4/4+4fRv7YOro5LjGYXMWn2U0R+tZd0rI2pdsV+fnJJK3l1xkI/v7opDPRNfJ88U8d2Gkyx/Zoj1aY/mcDqziHk7Elm0M5Hs4kp6R3nx8d3dGNUhoNb+3P7Zeradbni/i/o25i4s1yOTSnC0tx1vXBzsLMfLGr+Rc3ZRBR/8dZghMb7W4IWLgx1atZJ9SXnc2zvcWndfYt7Z81fvLdTYz785mc1mVq/6Gzc7E/891YFgNzHmCDcGs9nMxrhCHlqwiccefZSffv65pbtEZWUl/QcOQm+vpcP7f6F0823pLgmXiVFXTuKvLzLh7rsJDw+nU6dODTe6zObMmcObb77JS4MCebSXL3KZmPAUbgwllQaeWpbAmFtv5fCRI0RGRrZ0l5g9ezZffPEFwRPewnvAffUushSubcWndrL38/u59777Wb5saUt3p0lEIEIQrhJBtz5LweENHHjrFmR29rR9fl6j0imZzSYAvPveSeBNUwFwad2Lyrx0Uv/8rMmBiIR5M1EHx+LRZVSD1zSbTMRM+xmFkxYAB99w9r46gOwdS2tNQZS9fQlSOxXunS5txcDB9++g6Ph/OIW0J2jMs3h2v7XB/SVipv2CyVD/xJBUbndJ/aqX2YyxsozWj36DW7tBALi06smuF3qQ+teXtJoyu0aTvH1rMFaW4tnjtgtOdXGfvyAI14bnR7dlw7EMbvpoLfYKGQueHNCoNEmms8v8J/QIY9rwNgD0jvIiLb+MWauPWgMRXhoVH9zV1dquR4QnPSM8Gfzuan7adIrnR8c2qb9vLN5Hu0A3Rneo/9H0F+fu5vZuIXQI1jbp/PV5as4O5u1IINLbmcn9I7mjWwg+LrUH0c/5cEJXSiuvjhRCFXoDk77dglwq4eO7u9kce7B/JJ+sOkrXMHdGtAvgeHohby8/iEwqQXpeIKexn39zKq2soqi4hF8mx4gghHBDkUgkDIhw5cnePnyxYD5ffvUVDg7133MutzVr1pCTlUm7N+eKIMR1TqZ0IGzSp5Qc38Lvv/9+VQQifv7pR/qGu/JkX7+W7oogXFFO9nK+vC2M9h/tZ968ebz22mst3SV++PFn3DuPxmfQpJbuinCZOUd2w3/MS6yc9xp5eXlotc33++pyu3zJeQVBaBKpXIF7l9GYDTq0HYdhr23clzm549nVk61725S7tO6FLj8DQ0VJo/tQHLeXnJ3LCB7zPIayIgxlRRh1ZQAYdWUYKiz5BeUOziCR4Ojf2joJDuDoF4XC2YOy9FM1zm0y6MnZvRJtx2HI7C8u9cc58rPtDRXFGMtLMOrKG2zj4BeJOrBNvf9z8Kt/FYPcUYOhvKhGuaGsECQS63+LutoCaFr3tJZJ5XZowrtQnn6y1jbZ25dg5+aDS6ueNuUX8/kLgnDtUMik3NQxEJ3BxIh2Afi5Ne6eeW41fu8o29R3vSO9SC8op6Si7sn3Vr4utPLVcCA5v0l93ZOYy9I9ybxwUyxF5XqKyvWU6Sx5yct0BuuE/7I9yRxOy+fJIdHWehV6S72Syiprm6ZyUMqRSiSUVhoorqiq9z2eE+KhJsbftcH/1cfFwQ6jyUzZBQGNwnJLwNvFseHAtsFo4qHvt3I6s4i5TwzAS2P7RN3jQ6K5rWswz/y2i6jnFjH+8/VM7h+Ji4MdnmfrNvbzb27FFXq0jnZ08ldflvMLwtVuZLQb5RWV/Pfffy3dFdauXYvaJwwH35ZfjStcfhKZHOd2Q/lr1ZqW7gqVlZVs3rKV4VEuLd0VQWgRKoWMAeHOrFn1d0t3hZycHA4fOoBrxxEt3RXhCnHrOAKT0cj69etbuitNIp6IEISrRHlmPCkrZqEOakvWtsV495uAJqJrg+1qS+ljYVkZa6rSQyPT15aficNsNHDgrZtqHDv84Z04+EXR+e0NyJQO2LsH1HldU1VljdL8g+swlBXgdcHq/ovR5qmfqchMIHPrAs5s/JWkpR+gadUTr56349FldK2BjuZIzeTgG4GhtAB9cR52ztUBgPKM0yi1/nWmZQJLIKQkYX8tR8yYqnQ1SqtK8ig4shG/oQ/VeDLmYj5/QRCuHfFZxXyy6gixAa4s3JXI3b3C6Brm0WC7KJ/ag6HntkPQGYw40cDmqk3MqBCXWYzBZGbUh2trHBs3ez1RPho2Tx/F6cwiSisNdH/9zxr1er6xksExvvz+WP+mXRx4d3xnpg6LZsGORBbsTOTztcdoH+TGuG4hjOkcjJu65gZuzZGa6VwKpVOZxTZPeJzKLMZOLiXIvf4JerPZzNQ5O9h6Mov5Tw6gta9LjTpKhYzP7u3O62M7kFFQTqBWTaXByJvLDtA11PLvobGff3MzGk14O9s1aUNzQbie+Dhb7i15eVdmT5b65OXloXD1aeluCFeQ0tWHvGP/tnQ3KCwsxGQy4au59jZLFYTm4uNkx6mc3JbuhnU8shNPxt0wFBpPJFLZVfFdpClEIEIQrgJmo4GT305F5RVC+/+t4Ojnkzn57VQ6zvwXuar+yQzXtgOQyBQUHtuMW+wAa3nhsa0otX42E+YNcWs7gNgXF9mUlaYcJWHuDMLvfQenkPbWcm37oZzZ9JvNpHxZ6nGqinNxCmlX49zZ25eicHbHNaZfo/tTH5V3KCG3v0Tw2BcoOLaZrK0LiPv1ZeJ+fQX3TiPx7jcBl1Y9rPWbIzWTa0w/kMrI2bUcv8EPAGf3cdi/BvdO9a880LYfStaW+RQe24q2/RAATFU6ik7txqVNnxr1c3auwGw04Nmz9sBNUz9/QRCuDQajicd/2U6opxMrnxvKpG838/jP29jw6kjU9vUHEQa08UUhk7L5RCYD21T/CNlyMhN/N4d69344nlHIiYwiRrTzb1J/B0b7sGTaIJuyI2kFvLZoH++N70z7IMv9aXyPUHpG2j6psf7YGb5Ye4wfH+pDiKdTk657Ph8XB54a3oanhrdhd3wO83Yk8N6fh5ixeD+DY3y5s0cow2Or31dzpGbqEuqOs0rB8r3J1kCE2Wxm+d5k+rbyxk5ef07eVxbsZfneZH6c0odu4Z711nV1VOLqaJnk+Xz5MVwd7bi5oyUNU2M//+ZmBmTNuM/H9WTa0jj2pZWw+ckOTWo3f382zyyLZ/9znfB0uoypIs8q0xl5c20yK4/loTOY6B7kzJsjQxqVautgeimvr07i0JkyNPYyxnfw5Nn+ATdUbvhz+8ibTKaW7ci5PlxlecDjfphGScI+Ory9uUntsrfOJ/6nZ+j0yX7sNPXfG5uDsbKM5IVvkrdnJaYqHc6R3QmZ8Cb2nsENti1NOkjSvNcpSz6ETKXBs/d4Am55Fons8k+xSKRyzFfLvz2q/x4EW2I8uDHIpRKMJmNLd8P69yiRXD1/kGIsuLwkEglSmeyq+C7SFCIQIQhXgeQVsyhLPU6H11chVSiJeuAT9k4fSPwf04ma/Gm9be2c3fEfNoW0Nd8iUznjHN6J/EPryd3zF5EPfGxTN2f3SgBrKqBzrx18I3H0i8TOxRM7l9pv9OqgtjiFtre+9h/5KFnbF3P003sJuGkqZoOepMUfoPIOw6PbLTZtDeXF5B/8F+9+E5r9hiyRSnGL6Y9bTH8M5cXk7FpB1tb5xP/xGp1m/mOt5xjQ8EavDVG6+uA74F6SFr2HVG6HvWcQ6Wu+w6irwH/EY9Z6hSe2c+iDcURN/gSvXncAoO0wDOfwTpz68TlC7ngZO40n6f/+iKG8kICRj9W4Vtb2JTj6t0YdEF1rX5ry+QuCcO34dNURjqcXsubFYSgVMmbd053+b//Nqwv38tm93ett6+Fkz8ODWvF/607grFLQKdSDdUfSWbk/lU/vqd5/YMbifQB0DnG3blb92ZqjeDrbM6mvbWqPP/elAHAio8jmdaSPhigfDZ4alTVN0IXaBrpZJ+kDtWoCtbaB9dQ8S+q/LqHudZ6jqbqEedAlzIO37ujE3wfTmL89gWm/7uDEh7db64R7OV/ydZQKGU8Pj+GdFQdxd7KnfZCWBTsTOJFRxAd3dbHWS80ro9uMFTw7MoZnR7YFYPaao/y46RST+kagdbJnT2L1Krpgd7U1YPTvkXQSc0qJ8tFQWlnFqoNpLN6dxPcP9sZJZQlKNfbzF66caf38KdM3fUJicKQrKx6MwdXhyvw8e3zxaQ6klzJzRDAuKjmfbEhj/C/HWPdYO9TKuie1UwsqGf/LMboEOvHTXVEk5Vfy5tpkKqtMzBgefEX6Llz9/G+aZk3v2hSu7QYT88oK5I71p8drLqe/fZzSxAME3zUTuaMLacs/4dhH42n3xjpk9SwGq8xN5dhH43EK70LUkz9RmZ1E8oI3MVVVEjx+xhXpu3D1E+OBcKMTY4FQGxGIEIQWVpywn9SVswkZ9z9rmiU7F08iJn7Isc8no20/tMHV9sG3v4TU3pHMTb+TsmIW9p5BRD44C+/e42zqHf9ySq2vA295BscxzzWp30pXH9q9uIj4ea9z4pvHkcgUuLXtT+hdr9dIUZS75y9MVZV1ru5vLnIHZ3z634NP/3vQFzacduNihN71BjJ7NclLP8JQXow6uC2xz8/D3v28VcRmM5iMNiuVJFIpbabNIWH+TBLmzcSkr0Qd0o7YFxbWSK9VkZ1ESfxeQsa9Wmc/mvL5C4JwbdiXlMus1UeZPqYDrc6m6vHUqPhoQlcmfbuFYW39GNm+rrRsFq/cHIujUs7v/8XxyaqjBLurmX1fd8Z3D7XWifLR8PPm08zdFk+ZzoCHsz1DYvx4cXTbGqmMHvx+a62vnxsZ0+RNra8klZ2c27oEc1uXYLKLKi7LNR4bYglw/7jpFFnFh4j01jDnkb50DHa31jFjxmgyYzKZrWUbjp0B4KfNp/lp82mbc352b3fu7GH5b6WQSZm/I4H47BIkQIdgLYumDqzxZIlwdbnYzbu1jgq0jg2kTmsm+9NK+OdkAT/dFcXQVm4AtPF2pMesffy2J4tHetWd1uGr/zJwtJPy3fgo7BVS+oZBRZWJd/9N4dFevldk9a5w9WvMKtLaKJy0NvufXU4lCfspOPgPUU/+hFv7oQA4BrRh34s9yNr8G77DHqmzbcaqr5AqHYl6/DukCnuI7otJV0HK4nfxHf7oFVnBK1z9xHggxoMbnRgLxFhQGxGIEIQW5hzagT4/pNQod+80gr4/Z9QoNxsNIJEgOe8RbIlURtDN0wi6eVq916rtfA1xad2zznaOAa2JfX5+g+fw7nsX3n3vqreO2WTEbG6+RxrrerLjUknlCkLueIWQO16ps05dn5lC7Wp5wmVy/ddQeQY36r9VYz9/QRCuDR2D3Un/oua9cmT7gFr3KzAYTUgkIDtvHxmZVMozI2J4ZkRMndeZ0DOMCT3DGtWn+vZJqEuvSK9GtbuzR6h10v18RpMJs7mWBhepuZ62qM1jQ1pbAxK1CdSqa3wWS58e3Khz92vtQ7/WTc/73tjPX2i6uXuzmL0lnewSPW18HHlnVCg3f3+Yx3v78ewAS5DwwlQc51JsrH64LZ9sTGNLQhHujgoe6ObNlJ7VEzxXMhXH+tOFqJUyBkVWrzT0crKjZ7CGf08V1DvxtP50IcNauWGvqL7vjGnrzsw1yWyML2Rce/Gj+3qXtWUu6Stnoy/KxjGwDaH3vMPht2/Gb+TjBNzyLFAzHce5NBttX1tN2opPKDq2BYWzO96DHsB3aPVCqSuZjqPw8Hpk9mpcY6vT29m5eKFp1ZOCg//WO/lUeHg9bh2GWSaeznLvPobkBTMpPLIRz17j6mwrXB/EeCDGgxudGAvEWHCxRCBCEK4hZoOOLZMDcQrtSIfXVrZ0d5rVtsfbYKwobuluCIIgXBN0BhN+T86jY7CWVS8Ma+nuNKsh763maFphS3dDEGz8e6qA51YkcFs7d8a0dSchr5KHF5zE2Mi0vE8sjmN8Bw8mdfNm5dE83liTTJSnA/3CXZrUD4Ox4SidJUBZd37uUzkVhGrta9SJ8FCx9HDdG25W6I2kFeqI8LAN7nk62eGikhOXc3mePhKuHgUH/yXh5+dw73Eb7t3GUJmVwMmvH4ZGLiaK++4JPHqNx3vQJPJ2ryR5/hs4+Ebh0sQ95MxGQ8OVLli4daGKjFPYe4XWqKPyjSB3x9I62xl1Fejy0lD5RNiU22k8kTu6UHEmruG+Cdc0MR6I8eBGJ8YCMRZcChGIEIRrhE//e6ybHMuUDi3cm+bX7qVFmM9u8mTvGdTCvREEQbh63ds7nCFt/QBwVF5/X+W+ntSLCr3lh4Wvy/U33gnXplmb0ugS6MTssZYfnAMiQCGT8PLKxEa1v6ezFw/1sDzh0itEw7pTBaw8mtfkiaegmTsarNMj2JlFk9rUebyowoCzfc17h0Ylp7Ci7h/1hZWWY7W1dVHJ6m0rXB/SVs7CKbwLEQ/OthS0HYBEriDx15cb1d6r3z34DHkIAE2rXhQcWkfenpVNnnzaMaXh3wrOUT1o88KiOo8byouQO9TcM0juoMFQVlhPu8Kz9Wq2lTm61NtWuD6I8UCMBzc6MRaIseBSXH+/XgXhOqV09Ubp6t3S3bhs1EF1pxERBEEQqnm7OOB9HU/QR/loWroLgmDDaDJzOKOMlwcH2pSPitY2euKpf3j1v2uZVEKou4qMYl2T+/L3lLYN1nGsZ3NRQbhYZpORsuTDBI61nWjSdhrV6MknTZv+1v8vkcpQeYeiK2h66ti20/9usI7M3rHJ5xWEhojxQLjRibFAuFQiECEIgiAIgiAIglCHvLIqDCYzbo62P53cHOTUk/HChuaCVaN2Mgk6Q9M3Q2nj3fAPakkDfdKo5KQUVNYoL6ow4KKq++fhufdQXFlzpWthhbHetsK1r6okD7PRgNzJzaZcrnYDibSOVrbkjraBZoncDnNV0ydgHQPqXuFdffL6/xDkDhoqc2ru02coL0Lu6FJvO0u9milljWWF9bYVrn1iPDjbTowHNywxFlS3s9QTY0FTibuDIAh1OvndNIrj99LlvS1Nape5ZT6nfnia7rMOXLZNo89nrCwjYf6b5Oz+E1OVDk1Ud8LveQuVZ3CDbUsSDxI/dwalSYeQO2jw6nMnwbc+i0RW++2xOG4vB96+GYnMjj7f2656MerKSVzwNjm7V2IoL8bRL5KgMc+jbd+4jUkFQRCuRlPnbGdvYh7/zRjdpHbztifw1K87OPzumMu6YfQ5ZZVVvLF0P3/uS6XSYKRHuAfvjOtMsIdTve3mbI1j1YFUjqYXUlJZRZinEw/2j2J89xAkdfx42ZOYy+iP1mInk5Iy+06bY2M+/Zdtp7NrtPn+wd7c1DGwRrlw9dM6KpBLJeSX2U645JcbMDXjxuqN0RypOCLcVWyMK8RkMiM9b+bsdE4F4e51/6062Mnw09hx+oLc3zmlegorDIR7XP6/c6HlKJy0SGRyDCX5NuWG0nwwNzI5fjNpjnQcKp8ICo9sxGwyIZFWT55VZJxG5RNeZzuZ0gE7Nz8qzpy2KdcX5WAoK6y3rXDtE+OBhRgPblxiLLAQY8HFE4EIQRDqFHjLNIyVZU1u59ZuMO3/9ydytetl6FVNx795jJKEA4RNeBOF2oXkZR9z6P1xdHprPXKVus52lTmpHPpgHJqIrrR56mcqspJImD8Tk76SsLtm1KhvNhk5Pecl7Jw9qCorqnH86OxJlCYfIeT2l1G6+ZG1dT5HZ0+i7XN/4Brdp1nfsyAIwpXyzIgYynRNz/U7OMaXv54fiqtaeRl6VdMjP21jf3Ieb97REVdHJR/+dZjbP1vPxv+NRG2vqLPdrFVH6B/twz29wnFSKdh47AzTfttBSl4pL4yOrVHfaDLx4tzdeDjZU1Sur/WcnUK0zLy9k01ZmGf9ARHh6iWTSmjr68jqE/k80svXWv7Xsbwr3pfmSMUxMNKFTzelse50IUOiLN/Vckr1bEsq4oWB9QfLBka4suZkAa8NM2GvsPxgX3Y4D7lUQr8wl8a9CeGaJJHKcAxqS/7+1fgOf8Ranrf3ryvel+ZIx+ESO5C0Pz+l8PA6XNtZ9uHTF+VQdGIbgWNeqLeta+xACg6swTT+NaQKewDydi1DIpPj0qZpOc6Fa4sYD85rK8aDG5IYC6qJseDiiECEIAh1aswTBbWxc9Zi56xt3s7UoThhP/kH/qHNUz+h7TAMAMfANux6rjuZG3/Df8QjdbZNXfUVMqUj0U98h9TOHtc2fTHpK0hc+A4BIx6t8TRH+j8/YqrS4dXnTtJW/5/NsaKTOyk8uoXoJ3/AvdMIAFzb9qf8tSEkLngb19dXN/M7FwRBuDIaeqKgLu5O9rg72Tdzb2q3LymXtYfT+eWRvgyP9Qcgxt+VLtOX8+vWOB4d3LrOtmtfGm7Tz76tvCko1/PNuhM8OzIGmdT2MfPvN55CV2Xkrh5hfLPueK3ndFbZ0TnEvRnemXC1mNbPn/t/P8HUJacZG+tBfG4FP+48g1wqaXQ6jubQzq/uBRaN1dHfiUGRLrz4ZzyluiA0KjmfbkxD66jg7k7V330WHsjh2eVxzL8/mh7BlhQEj/byZenhXB5ecIoHe/iQlFfJh+tTuL+rF15OdpfcN+Hq5j96Gidm38/p76fi0X0sFZnxnFn3o+VJ4kam5GgO6uB2l3wOp9COuMQOIv6XFwkaV4rcUUPaik9ROGvx7He3tV7OtoXE/fQs0c/NRxPVAwDf4Y+Su2Mpp75+GJ/BD1KZnUTK0g/xGnA/di5el9w34eomxgMxHtzoxFggxoJLceX+hQiCcFU5s+kPdj3fna0PhXLgrZsoTT7ClgdDSFr6kbXOye+msful6pX8mVvms3miLyVJhzj62US2Tglj53PdSFvzrc25z9XTF9ZMTdHc8g+uQ2avxq1ddfojpYsXLq17knfw3wbbajsOQ2pXPQHl2X0MZmMV+Uc22tTVFWSSvOwjwu95q9a0TcUJ+wBwjamOfEskElzb9KE06RC6/KZvviQIgnC5/f5fPF2mLyfoqfmM+nAtR1ILCJw6jw9XHrLWmTpnO73eWGl9PW97Al6P/cGhlHzu+2YTwdPm03n6cr5Zd8Lm3OfqZRfZPrZ/Oaw7koHaXs6QmOrViV4aFb0ivVh7OL3etrUFS9oFulGmM1ByQe7jzMJyPlx5mLfHd0Yhu4KzDUKLGxzpykc3h7IruYQH5p5g6aFcZo0Jx2g246S89tZ2fXV7JIMjXfnf30lMmX8Kjb2c+fdH43Re7nKT2YzRBObz0o0Eudkz777WFFUamPj7cT7ZmMqkbj5MH9pwegTh2ufabjChEz+i5PQuTnz+ALk7lhL+wCzMJiNy1bX31FfklK9wbT+YpD/+x6mvpiB30BD93Hyb92I2mcBktPlDsPcIovWz8zCUFXF89kRSV3yCz6BJBN0xvSXehnCFifHAQowHNy4xFliIseDiXHt3SUEQLlnegX85/dNzePa8Hc/uY6jIiufYl1PAbGxU+xP/9wTefcbjO/gBcnb9ScLc13Hwi8Qtpn+T+mE2NiLVh0SCRFr3I6XlGadReYfWqOPgG0n29iV1tjPqytHlpeHgG2FTbufiidzRlYoM21x/CXNn4NqmL65t+lJ0alfNbkpllr5eEKSQyC0pScrST6F0863RThAEoaX8czidZ37fyR1dgxnbJZj47BImf78FYyOTHD/20zbu7BHK5P5RrNibzIzF+2jlo6F/tE+T+mEwNpxPViKhxpMJ5zuVWUyYp3ONOpE+GhbvTmpSfwC2x2Xj6WyPRmWb0mn6on30a+1Nv1be7IqrO9i+Kz6HkKcXUGUw0cbfhaeGtWFk+4Am90O4utzVyYu7OlWvcFt/ugCzGdr4OFjLZo2xzQk8voMn4zvU3C/r93ujG1XvclErZXxwcxgf3BxWZ526+tTB34llk2MuZ/eEq5hXn7vw6nOX9XXB4fVgNuMQWJ2HPnzyLJs2nr3H49l7fI1zRT/9e6PqXS4ylZqw+z4g7L4P6qxTV5+cQjsQ8/Kyy9g74WomxgMLMR7cuMRYYCHGgqYTgQhBuAGlrJiFc0QXWk2ZfbZkABKZHXFzXmpUe5/+9+I/7CEAXFr3Iv/gOnJ3rWxyIGLL5IY37dRE9aDdy4vrPG4oL0Tu4FyjXO6owVBWWE87yx4PcgdNrW2rzmtbcGQTeQf+pfO7m+o8n8orFMxmShL2o4nsZi0vOfukhKGsoM62giAILeGTVUfoGubBFxN7AjCwDdjJpLwwb3ej2t/bJ5yHB7YCoHekJ/8eyWDF/pQmByL8npzXYJ2eEZ4sfXpwnccLy/U4q2ruA6FxsKOwrPZ9HOqy5WQmy/cmM2NMB5vNqjcdP8M/R9LZ+lr9m3Z3D/fktq7BhHk6U1Cm45ctp5n07Ra+nNiD27uGNKkvwtWjuNLAh+tT6RWiwclexomscmZvTifW15HuQTW/hwjC9chQXkzqsg/RtOqFzMGJ8rQTpP81G8egWJwju7d09wThihDjgXCjE2OBcClEIEIQbjBmk5HS5EME3/6yTbl751GNDkS4te1v/f8SqQyVT9hFpR7qMGNVg3Ua2lzocjNV6Yj79VUCR0/FXutfZz23tv1ReYdxes7LRD04C3t3fzI3z6XwxHZLhSuYK1EQBKEhRpOJQyn5vHpLe5vyUR0CGh2IGNC6OuAgk0oJ83Imo6C8yX1Z8+KwBuvUt9l0c0rMLuHhH/6jT5Q3UwZGWct1VUZemr+Hp4a1wd+t/nHpxZtsN7ge0c6fWz75l/dWHBKBiGuYQiohtVDHi38mUFhhwEUlZ0CEC9OHBtkErATheiaRKdDlppLw64sYygqRO7rgEjOAoHHTxd+BcMMQ44FwoxNjgXApRCBCEG4wVcV5mI0GFE62m0krnNwaPVl+4VMEUpkCU5WuyX1Rn/fYXp0aGMjkDi5U5iTXKDeUFSF3dKmnneU9nHsy4sK2irNt09d+h8mgw7vfBAxllrrms+/VUFaERGGHzE6FRCYn+vFvOf71o+x/fThgyRkYdOuzJC/5QGxWJAjCVSWvRIfBZEbrpLQp16qVSBv5A8LFwXYjQju5FF1V41L8nS/G37XBOg11ycXBjuTc0hrlReV6XBwbt2FiZmE54z5fj5+rAz9N6WOT5unbDSfRG4zc3SuMonLLExaVBpP1GnZyKSq72r9WSyQSbuoYyP8W7iW3pPKKbeAtNC+VnYyfJ7Rq6W4IQouSKVW0mvpzS3dDEFqUGA+EG50YC4RLIQIRgnCDUThrkcjkVJXk2ZRXleSDueE83c2pOVIzOfiGU3B4A2aTCcl5k0blGadq7P9wPpnSAaXWj/IL9oLQF+VgKCtAdbZteUYcurx0djzVrsY5tj3eGt9BEwm/9x0AHANa0/mdjVRkJ2M26FF5h5G2+mukCnucgto2+F4FQRCuFK2TErlUQl6JbRA5r1SHydy4PSKaS3OkZorwdmb9sQxMJjNSaXXU4tSZIiK8Gk6TUFCmY9znG5BJJfzxxIAaT2CcziwiLb+cti8trdE28rlFPNAvgnfHd2nwOmKRmCAIgiAIgiAINyoRiBCEG4xEKkMdFEvevtUEjHjUWp67568r3pfmSM3kFjuIlOWfkn9oHdr2QwBLMKHw+DaCb3uhwbZ5+9cSducMpHaWFarZO5YhkclxjekHQMCox/HqPc6mXdbWBWTvWErb5+aidPWucV6VZxBg2RA7c/NcPHuMbfEUU4IgCOeTSaXEBrqx6lAajw1pbS3/a3/qFe9Lc6RmGtTGl4//PsK/RzMY2tYPgOziCv47lcVLN9UMJJ+vTGdgwpcbKSzXs+LZIXjU8sTCk0OjGd891KZs/o4EluxOZv6TA/BxUdV5fpPJzPK9yQRqHdGqxdMQwsXxm7GdlwcH8kQfv5buSqPE51bw865M/kssIrVQh8ZeTvcgZ14aHIi/i7LhEwhCLbZP9iPwtpfxG/lES3el0SpzU0lZ8h7FJ3dgLC/C3jMY74ET8ep3T0t3TbgGXGv3foDUgkreW5fCjqRiiiqNBLvZM7GrN/d0rs4QsDm+kAX7c9ibVkJ2iR4fjZLR0Vqm9vXDwU7Wgr0XrhXX2nhQVZxL/JwXKUs+TFVJHjJ7R9RBsfjf8gxOoR1buntXlAhECMINKPDmaRyddR8nvp2KZ4+xVGTGkf7Pj0hkcpunCi43p5D6J4cawzmsI27tBnP65xcwjp+O3NGF5OWfYuesxad/9Rf8rP8WcvKHZ4h9YQEurXoA4D/iUbK3L+HYl1PwG/YQFVlJJC/9AN+BE1GeTaXk4BtR48mKwhPbQCLFpXVPm/LkFbNQeQZjp/GkMieZtNXfgBlCxr1yye9TEAShuT0zIoZ7vt7EEz9v47auwcRllfD9xpPIpRKbpwout/ZB2oYrNaBTiDuDY3x57o9dzBjbARcHOz7++zDuTvbc2zvcWm/BjgSm/baTRVMH0jPScp+f/N0WDiTn8/5dXcgtqSS3pNJav62/K0qFjAhvDRHetmkJt53KQiqBXpHVP6x3xGXz+dpjjGofQIDWkYIyPXO2nGZ3Qi7/90CvS36fgnCt2BxfyPakYu7q6EUbbwdySquYtSmNUd8e5t/HYvFQNy5lmiBcy4z6Co5/chcgIXjcdBROWvIP/kPCnBfBbMar/70t3UVBaFYVVUbu+vU4EmD6sGC0jgr+OZnPi38mYDbDvV0s35l+25NFRZWJp/v7E+Ci5HhmOR9vTGVPagkLJ0aLfQaE645JX4lc5UTgmBewc/PFUFbImX++59hH42n7v7/rzeZxvRGBCEG4AWnbDyZi0kek/PkZObv+RB0YTdRDszj4zhjkqoZTWFxtWj3yFQnzZxL323RMVZVoorrT6qHPkKucrHXMJhOYjHBeyhGVZxBtX5hPwtzXOfrp/cgdnPEd/ABBtz53Uf0wlheTuPBt9EU5KNSuaDsMI3js8yjUbpf8HgVBEJrbkLZ+fHJ3Nz5dfYQV+1KI9nfl8/t6cPMn/+B0hTaHbk7/90AvXl+yn1cX7KGyykiPcE++uL8HTqrq92Iyg9Fk5vzkUxuOnQHg+T921Tjn7jdvJlCrbnQfvJxVmExm3vvzEPmlOpQKKe0Ctcx9vD8D2/he9HsThGvNLTHuTOzqbTOZ1DnAiW6z9rHwQA6P9b52VvcKwsUqTTxAZVYi0c8vRNPKsoBJE92HsuQj5O5aLgIRwnXnQHopiXmVLJwYTc8QywKOPqEajpwpY/mRXGsg4t3RoWgdq7+f9QjWoFHJmbokjgPppXTwd6r1/IJwrVK6+xM+eZZNmUubfux+qi15e1bicPPTLdOxFiACEYJwg/LpNwGffhOsr/MPrQezGcfzNpCOemiWTRvvPuPx7jO+xrnaPvdHo+pdLnKVmsiJHxA58YM669TVJ+fQDrR/dXmTrhc85jmCx9QMVoTe+Rqhd77WpHMJgiC0pLt7hXF3rzDr63VHMzCbbTeQnn1fD5s2d/YI5c4etmmKAOY9MaBR9S4Xtb2CjyZ05aMJXeusU1ufsr6aUEft+j0/OpbnR8falIV4OjH3gs9BuHqdzinnrbUp7E0roUJvxNPJjiGRrswcGQJY0gt9ujGNXSnF5JVV4aNRMipay9P9/LFXVD9B6jdjOy8OCkBvMPPbXssqz1vbuvP2yBD2p5fw+uokTmZX0NrLgU9vDSfcQ2XT9oWBAZTpjczbn0253sSACBfeHRWKu7r+gOCG0wXM2pTOkcwylDIJgyJdeWN4MG7nTe58vTWd3/dlk1GkQ6WQEeGh4rVhQXS8zJM85/fhHD8XJVoHBZnF+st6baFpyjNOk7LoLUri92LUVWCn8cS13RBCJswEoCIznrQVn1J8ehdVJXko3XzQdhqF/81PI1VUp5vbPtmPgLEvYq7Sk7XpN0z6Cty73UrI3W9TkrCfpPmvU5F+Egf/1oQ/8Ckqn3DbtmNewFhZRvbWeZh05bi0HUDoPe+icHavt/8FhzeQvnIWZSlHkMiVuMYOIvjON1A4VS8ESl/9Ndmbf0eXl4FMqULlE0HQ+NcuezoMs7EKAJm9bUBb7uCEobzksl5bqJu4918+VUbLUg+10ja9kpNSTonOYH2trWWMiPW1pDLOLBFjREsR48GVJVU6IFXYWceKG4UIRAjCDchQXkzSkg9wad0LuYMzZWnHSflzNurgWDRR3Vu6e4IgCMIVUFyh570/D9E70gtnlR3HMwqZtfoo7QLd6BHh2dLdE4TL7v7fT+DmqODDm0PR2MtJLdRxML3UejyzRE+gq5KbY0JwspdxOqeCWZvSOFOsY/ZY20fo5+zOomugE7PGhHMoo5T316UilcDO5GKe7OOHo1LGG6uTeGzRKdY+apuacs6eLKI8VHxyazhZxXre+TeZKQtOsuSBmDr7vvp4Pg/NP8mYWHem9vWjuNLA++tSeWDeSZZNtrRbdDCHd9el8Gz/ALoEOlGqN3IwvZSiCkOd54WzTw01sGe9RAKyJqZwi8upILesymYyTmh5J2bfj8LJjdD7P0TuoEGXm0pp0kHrcX1hJkqPQEK63oxM5UTFmdOkrZiFruAMEQ/OtjlX1oY5OEV0JXzyLEqTD5G65H2QSCk+tRO/UU8is3ckaf4bnPq/x2j3+lrbthvnoPKNInzSJ+gLs0he9A4nv5pCzEtL6ux7/r7VnPzqIdy7j8Fv1FQM5cWkLn2fk188QMzLywDI2baIlMXvEnDLsziFd8FYWUpp0kEMZUX1fi7mC56krpVEgkRadz5758juqHzCSVn8LiH3vIPC2Z2CA2spPLqZiIc+r//cwmUj7v21a457f/cgZ8LdVbz7bwrvjArB3VHB2pMFbI4v5PPb6k89syPJEpyLcHeovxPCZSPGg9o1x3hQfS4TmE1UFeeSvuorQIJHzzsabHc9EYEIQbgBSWRyKnNTOf3LixjKCpE7uuDWdiAh46eLfIyCIAg3CLlMSmpeGc/P3U1hmQ4XRyWD2vjw2pgOYiwQrnv5ZVUkF+h4fXgwQ1tVr5Qb36E6CNcrREOvs6klzGYzXQKcUStlTFsax9sjQ3Cyr/4ppXVU8OXtEUgkEvqHu7D+dCFzdmfx95S2tPOzrIYuqTQydUkciXkVhGirJ+MlwM8TWmEnt6y0dXWQ89D8U2xLLLKmtrjQG2uSGN7KzWZSLMLDgWHfHGLD6QIGRLiyP62E1l6OPNXP31pnaFTD6SJ7fraftEJdvXX8XZTsfLrxqwdNJjOv/JWAl5OC22I9Gt1OuLyqSvLR5SQTfOfruLUfai337F39FLGmVS80rSx73JjNZpzDuyCzVxP3wzRC7n7bJhWqwklLxJQvkUgkuMT0p/DQerI2zqHt9L9RB1smYY0VJcR9P5WKrERUXiHn9UZCq6k/I5Vb9g+Rq1059dVDFJ3YZk1rdKGk+W/g1mG4zQSYg08Eh2YOo+DwBlzbDqAkcT+O/q3xH/2Utc7577Uu+1/qiS4vrd46Sq0/HT/YWedxqdyO6OcXcfKLSRx4pffZQhkhd7+FtvPoBvsgND9x769bc9z77eRSFk2KZtLck/SefQAAmRTeGhnC6DZ17wmWXaLn442pDI50FcHqFiLGg7o1x3hQ3c/Xyfz3B8v7ctLSetqcC9779U8EIgThBiRTOhAz7ZeW7oYgCILQghzs5Pz6aL+W7oYgtAhXBzkBLkre+TeF/HIDvUKcCXC1t6mjM5j4ams6iw/lklGkQ2eoXg2XXKAjxqf6p1TfUI1NAC9Ua8/J7HLrRNS5MoAzxXqbyaihUa7WiSiAYa3ckEslHEgvrXUyKiGvgpQCHa8MCcJgrO5TK08H3B0VHEgvZUCEK7G+an7ZncX0vxMZ0dqNTgFOKM+7Tl1+nhCF3lD/yj87edOClW+sSWZXSgm/3tMaR2XDKwaFK0OudkXpHkDKoncwlOTj3LoX9u4BNnVMVTrSV31F7o7F6PIyMBuqJyp1OcnIA6tXb2ui+9r8Hdh7hVKeftI66XSuDEBfcMZm8sW1/VDrpBOAW4dhSGRyShMP1DrxVJGVgC43haDbX8FsrF7p7eDfCoWzO6WJB3BtOwB1UCxZG34h8Y/puHUcgVNYJ6QKZYOfTdTUnzEb6k8RI5HXv+m6qaqS0//3KCZ9JZGPfIPcyY3CwxtJ+uM15CoN7t1uabAfQvMS9/66Nce9v7LKxKMLT1NZZeKbcZG4OcjZeLqQ11YlobGXc0vbmql1KqqMPDj/JDKphA9uvnIpPQVbYjyoW3OMB+f4DnsYj+5j0Rdlk7XxV45/dj/Rz81HHdS2Ue2vByIQIQiCIAiCIAjCDUUikTD3vtZ8vCGNmWuSKKo0Eumh4oVBAYxobVm1+c4/KczZncnUvv50ClDjbC/nQHopr/6ViM5gsjmfRmX7s0ohk+JsX7MMqNHW/YJc2TKpBDcHOVkltecMziuzlD+y4FStx9OLLD+Wx7X3oKLKxNx92fy0KxOVQsqoaC0zhgXh6lB3DvJID4dGpedorC+2pPPDzjN8NiacPqG1r/IVWoZEIqH1M3NJW/4xSQtmYiwvQuUbScCYF9B2HAFAyuJ3yNwwB//RU1GHdkLu4Exp4gESf38VU5Xt6mm5o+1/X6lcgdzBuUYZUKOtwsl2glIilSFXu1FVlFVr36uK8wA49c0jtR7X56cD4NFrHCZ9Bdlb5pK5/iekdiq0nUYRNH4GCrVrrW0BHHwjG5WKoz7ZW+ZRErebjh/sws7FskmvplUvqkrySJr/ughEtABx77+89/55+7LZnVLCrmc64uVkmZjtFaIhr7yK11cn1QhEGIxmHllwmricCpY8EGNtI1x5Yjy4vOPBOUo3P5RufgC4xg7i4IwhpC77kNZPzWlU++uBCEQIgiAIgiAIgnDDCdGq+OL2CIwmM4cySpm9OZ2HF5xi0xPtCdGqWHk0lwmdPHm6f3V6i5PZ5c3ej9wy20kno8lMQYUBL6faJ4xczk58zRwRTOeAmhuPujlYjkskEiZ29WZiV2/yyqr452QBM1YnATBrTHiNduc0Z2qm3/Zk8e6/Kbw2LIjb2omUTFcjlVcIEVO+wGwyUpp0iPS/ZnPq64dp/9YmVF4h5O5eiWffCfjf9LS1TXn6yWbvR1VJrs1rs8mIobQAhcar1vpyRxcAgu+aiVN455rH1ZZUNBKJBO+BE/EeOJGqkjwKDvxD0rwZAIRPnlVnf5ojFUd5+kkUGk9rEOIcdXAsOf/Nx1hRikylrqO1cLmIe3/tmuPefzKnHE8nRY2AQqyPmvn7cyjVGa0bWZvNZp5eFsfWxCLm3tuaVl5ib4iWJsaD2jVnaqbzSaQyHAPb2OzDcSMQgQhBEK64zRN9Cb79ZQJHP9nSXWm05OWfUnRqJ6WJBzGUFxH74iJcWts+FlhwdDOZW+ZTEr8XfWE2Sjdf3LuMJvCmqciUtl+sShIPEj93BqVJh5A7aPDqcyfBtz6LRCZuy4IgCBfyeuwPXr2lHVOHtWnprjTKvO0JPPXrjlqPhXs5898MkRv8aiKTSujg78TzAwNYe7KAhLxKQrQqKqpM1pWs5yw6mNPs1197soDXh5usKTrWnMinymimg3/tE5Th7ir8NHYk5lUyubtPo66hdVRwZ0dP/j1VwOmc+ifUmis104ojuby8MoHHe/vycE/fRvVTaDkSqQyn0A4E3Po8BQfWUpmVgMorBJO+AqnMdmI0Z/uiZr9+wYG1mO583ZqOI3//GszGKtShHWqtr/IJx87Nj8qsRHwGT27UNRROWjz73EnBoX8pP3O63rrNkYpD6R6AvjALfUEmdq7e1vLSpEPI1a4iCNHCxL3fVnPc+wNclGSV6Mks1uPtXP33cehMKa4OcmsQAmD630msOJLHd3dG0jXIubbTCS1EjAe2mjM10/lMBj2liQew9wxucttrmZjxEgRBaIQzG3/D3iMQ15i+5Oz6s/Y6G37DpK8g8JZnsHcPoCz1GMnLPqb49G5iX1pkzZFYmZPKoQ/GoYnoSpunfqYiK4mE+TMx6SsJu2vGlXxbgiAIwmUwOMaXv5633fyuoFTHPV9vYlCbxk0eCJfXscwyXl+dxM0x7gS52aMzmPhxxxk09jLan83t3S/chbn7solwV+GjsWPhgRzSG1gtejHMwMQ/TvBAdx+yS/S8/U8y3YKc6BFcexojiUTCmyNDmDL/FBVVRoa2ckOtlHGmWM+muELu6exFtyBnXlgRj5NSRqcAJ1wd5BzPLGdjXCEP9aj/32BrL8dLfk/bk4p4akkcHfzVDGvlxt7UEusxraOCYDf7eloLV0pZ6jGS5r2Oe9ebsfcIwlSl48y6H5E5aFCHtAfApU0/srfMReUTgZ2bDzn/LUSXl34ZemPmxOyJ+Ax6AH1RNskL38YpohuaqB611pZIJIRMeJNTX0/BqK/Arf1QZCo1+vwzFB7dhFe/e3CO7Eb8Ly8gUznhFNYJudqV8rTjFB7ZiM+Qh+rtjaN/60t+R+7dx5D+9xccn3UPfiOfRO7kSuHhjeRsW4D/zc9e8vmFphP3/ro1x71/TKw7X2xJ557fjvNkHz9cHeRsjCtkwYEcnj3vCZMvtqTz065M7u/ihdZBYTNGBLvZo3WsO4WUcHmI8aBuzTEeZKz+hsqcZJyjuqPQeFJVmEXmhjnoclMJm/jRJZ//WiICEYIgCI3Q7ePdSKRSiuP21hmICL/vXeyctdbXLq16IHd04eS3T1KSeADnsxH81FVfIVM6Ev3Ed0jt7HFt0xeTvoLEhe8QMOJR7Fw8r8h7EgRBEC4Pdyd73J1sJ1p/2mTJ6Xx715DamghXmKfaDm9nO77+L53MYj0qOxkd/NTMuz/aOgHy1sgQXl6ZwJtrk5HLJIyK1vLGiBAm/nGiWftyX2cvyvRGnlkWR7nexIBwF94dXf+GncNauTH3vtbM3pzO1CVxGExm/DR29A7REOhq2Xixc6AT8/ZlM/9ADuV6I74aJY/39mNqX79m7X9ttiUWozea2Ztays3fH7E5dkd7j3rTgwhXjp3GEztXb9JXf42+IBOZUoU6pAPRz85D4WT5Thty91sk/PoyyQvfRCKTo+00ipC73uDE7InN2hev/vdhrCwj7qdnMOnKcYkZQOi979bbxq3DMFo/M5f0v2YT9/1UzCYDdm5+aFr3RukRCIBTeGeyt8yzpEKqLEep9cVv5OP4jZrarP2vjdLVhzYvLCJ12YckzX8dY2Up9h5BBN81E+8B91/26ws1iXv/5eXjrGTRpDZ8uD6V11cnUao3EuRqz8zhwdzftfqpoI1xhQD8sjuLX3bb5v3/5NYwxncQv4evNDEeXF4OgdEUHtlA3t6/MFaUYKfxxDG4HW2n/4VjwLXxxHdzEYEIQbhOlGecJmH+mxTH78Wkq8DOxRO39kMIv/tNy/HMeJKXfULx6V1UFeedTRs0iqCbn0ZqVz1ZsnmiL8G3vYTJoLOu8PfsPobwe9+mOGEfCX+8Tln6SRwDooma/AkOvhG2bce+iLGylMwt8zDqynGLHXh2gt69Rp/Pl39oAykrPqU05QhSuRK3doMJm/C6ddADSP37KzI3/UFlXjoypQMOvuGE3jkD57CGcxRfKolU2mCd84MQ5zgFxwKgL8i0luUfXIe24zCbz92z+xgS5r1B/pGNePce1ww9FgRBqN+pM0XMXLqfvYl5lOsNeDrbM7StH2+Ps+RWjc8q5qO/D7MrPofcEh2+rg6M7hDAsyPbYq+ofrTe67E/ePnmdugNRuZsjaNCb2Bs52DeHd+ZfUl5TF+0l5Nnioj2c+Gze7sT4a2xafvSTbGU6gzM3RZPud7AoDa+vHdnFzyc6l8xvf5oBp+sOsKR1ALs5FKGtPVj5u0d0aqr2335zzF++y+e9PwyHJRyIrw1vD62A51C6h+TLofFu5OI9HYmNtDtil9bqMldrWD22Ih662gdFXw7PqpGefobPep9DfD+TTUnk2J8HGutK5NKeGVIEK8MCaqzL7W16xmioWdI3Zs/j2vvybj2LTOZ8+yAAJ4dENAi1xYaT+HsTsSDs+uv46Ql6rFva5T3+CG93tcAofe9X6PMMTCm1roSqYyg218h6PZX6uxLbe00rXqiadWzltoWnr3G4dmr5b5bOwZE0+rJn1rs+oItce+//KK9HflpQqt66yyadGNNvF4LxHhweblE98Ulum+LXPtqIwIRgnCdOPLpfSictERO+gi5g4bK3FRKEg9Yj+sLMlF5BOHZ7WZkKmfKM06TsuJTdPlnaDXFdsDJ2PALmoiuRD30GaVJh0ha/B5IpRSd3EHg6CeR2auJn/s6x795jE4z/7mg7Rwc/SKJnPwp+sIsEhe+zbEvHqL9K0vr7Hvu3lUc++IhPHuMJfCmpzCUF5G4+H2Ozn6A9q8uByDrv0UkLnqX4FufwzmiC8bKUkoSD2AoK6r3czGbjGCuP9clEgkSqaz+Ohep8KQlR7iDj2Xln1FXji4vzSaAA2Dn4onc0ZWKjPrzEwqCIDSXe77ehFat5OO7u6JxsCM1r4wDyXnW42cKKwhyV3NLpyCc7RWczizm41VHOFNQzhcTbb/k/7L5NF3DPfj8vu4cTCng3RUHkUokbI/L5qnhbVAr5by2eB+P/LiNda+MsG275TRRPho+u7c7mUUVvLXsAA9+t4Xlzwyps+9/H0hl8ndbua1LENOGt6Gooop3Vxxk4v9t4c9nLe0W7kzk7eUHeX5UW7qGeVBaWcWB5HyKyuvP8Wo0mRozbCBrRID6nOTcUnYn5PLyze0a3UYQBEEQBEEQBOF6IgIRgnAdqCrJozInmbAJr6PtMMxa7t1nvPX/u7TuhUvrXgCYzWY0EV2Q2as5+f1ThN/7NnKVk7WunZOWVo98hUQiwa1tf/IPrePM+l/oMGMVTiGWSRRDRQknv32SiqxEVF7npZmQQJtpv1g3FlKoXTn2xYMUHt9WY3PncxLmvYF7x+E2AREH3wj2zRhG/qENuMUOoCRhH+qA1gTe/JS1jrbD0NpOZ2PX8z3Q5aXVW0ep9afbx7saPFdT6QuzSV76EW7tBlsDD4ZyS+BE7lBzFYvcUUNVWWGz90MQBOFCeaWVJOeWMvP2jgyPrc7Ze2eP6pV8vaO86B3lBVjGja5hHjjay5k6Zwfvju+Ck6o6f6/WSck3k3oikUgYEO3LuqMZ/LzlNGteHEb7IMvTYiUVVTz+y3YSs0sI8awecyRI+PXRftjJLQFhN0clD3y3hf9OZdEr0qvW/s9YvI8R7fxtAiKR3s4Mfnc1649mMLCNL/uScon2c+HpETHWOsPOe6916fban6Tml9VbJ8DNkT1v3dLguc5ZvCsRiQRu6xLc6DaCIAiCIAiCIAjXExGIEITrgFzthtI9gMSF71BVko9L697Ye9g+Dm+q0pH695dkb1tCZV46ZkP1hluV2cmog6onalza9LVurAyg8g6lLO2kNQhxrgxAl3/GJhChbT/UGoQA0HYchkQmpyRxf62BiIrMBCpzUgi541XMRoO13NG/NQpnd0oS9+MWOwB1cDsy1v9C3G//w73TSJzDOyFVKBv8bGKm/YLJUP/q1/P721yM+gqOfTEZiUxOxKQPm/38giAIl8LNUUmA1pG3lx0gv1RH7ygvArVqmzq6KiNf/HOMRbuSSM8vQ2cwWY8l55YSE+Bqfd2vlbfNuBHq6cSJjEJrEAIg1MsSfMgoLLcJRAyL9bMGIQCGt/NDLpWwPymv1kBEQnYxKXllTB/TAYOxuk+tfV1wd7Jnf3IeA9v40i5Qy0+bT/PKgj2Mah9A5xB3lIqGn36b82g/9AZjvXXO729jLN6dTLcwDwK0l74RpHB9qS3thiDcaGpLsSEI1zNx7xeE2onx4PonAhGCcB2QSCTEPj+PpKUfkTBvJobyIhx8Iwm+7UXcO1lSYCQufIeM9b8QeNNTOId1RO6goSTxAHG/voKpSmdzvgtX60tldsgdnC8os6yEvbDthXtBSKQyFGo39IXZtfZdX5ILwPGvHq71uC7PMhB59R6HSV9B5uY/yFj3E1I7FR6dRxN61wwUatda2wI4+EU2KjVTczIbDRz/8mHKM+Jo98pSlC7VE2nnPttzT0acz1BWhMLRpVn7IgiCUBuJRMLCJwfywV+HeH3xPooqqojy0fDSTbGMbG8JZL+1/AA/bz7N08Pb0CnEHWeVHQeS83hp/h4qL5io1zjYBnTtZFI0qgvLLJP3uirbthdu6iyTSnFTK8kqrqi177kllnHnoe+31no8Lb8cgPHdQ6jQG/h9Wzw/bjqFyk7OTR0CeOO2jrg61h3IjvJxbtZh40ByHnFZxTw8qGvjGwmCIAiCIAiCIFxnRCBCEK4TKq8QWj/yJWaTkZKkQ6T++RnHvpxCl3c3o/IKIWfXn/j0m0DQLU9b25Sln2j2fuiLc21em01GqkoLsHOpfcMshaMliBB290ycw7vUPK62bOopkUjwHTQR30ET0RfnkX9gLfF/zAAg6qFZdfbnSqdmMpvNnPx+GoXHt9L2ubk4+ttu1CVTOqDU+lF+wV4Q+qIcDGUFqHzr3zxNEAShuYR4OvH1pF4YTSYOpuQza/VRHvx+K/+9NpoQTydW7E3hnl5hPDOyrbXNiTOFzd6P3JJKm9dGk4mCMj1ezqpa67ucDXq8dUcnuoTW3HTaTW0JMkgkEib1i2RSv0hySypZezid6Yv2AjD7vrpXIjZ3aqZFu5JQyqXc3DGwUfUFQRAEQRAEQRCuRyIQIQjXGYlUhnNoB4LGvkDe/rVUZCag8grBpK9AckEKoqxti5v9+nkH1hI24Q1ruqO8fWswG6twCu1Ya32VTzhKrR8VmYn4DXmwUdewc9bi3fcu8g7+S3nGqXrrXunUTPG//Y+cXSuIfuJ7NJHdaq3jFjuIvP1rCbtzBlI7y0rg7B3LkMjkuMb0a7a+CIIgNIZMKqVjsDsvjo5lzaF04rOLCfF0okJvQCGz3ZB54c6kZr/+mkPpzLy9ozXd0eqD6VQZTXQM1tZaP8LbGX83BxKyS3hoQFSjruHuZM+EnmH8czidk2dqPpF2vuZMzWQ0mVi2N5lBbXytARTh2tft0330D3fh/ZtCG658FZm/P5tnlsUD4KFWcOD5zgDE51bw865M/kssIrVQh8ZeTvcgZ14aHIi/S8NpMGuTmFfBa6uS2JFcjFIu5aY2WqYPDcLBrvpv54G5J1hzogCAezp7XXOf541u3wvdcInpT+h977d0V5oke+t84n96BgCFswedPz1gPWYyVJG24mOyty7AWFGEY1AswXe+gTo49qKulb9/Del/f05FxmkkCiXq4HYEjn0Rx8DqlLgnPn+AggNrAPDqd88193neSK63ez9AakEl761LYUdSMUWVRoLd7JnY1Zt7Olc/0b85vpAF+3PYm1ZCdokeH42S0dFapvb1s7mnN8WG0wW8ty6V0znleKrteKCbN1N6+trUaf3uLoorLd/Hvro9glva1lx8IlwdxHhQv7y9f3Nm7bdUZMZhrCzDzsUbtw7D8L9pGvLzMmLcKOOBCEQIwnWgNPUYCX+8jke3m7H3DMKk15Hx7w/IHTSoQ9oD4BrTj8xNf+DgE4HSzYesrQvQ5db/pMBFMcPRWffjO3gy+qIsEhe8jXNkN1xa1b76VCKREHb3mxz/cgpGfQXaDkORq5zQ5Z+h4MgmfPrfgyaqG6d+eh65ygnn8M7I1a6UpR6j4PBG/IZNqbc7jgGtm+VtFZ7YTlVJHhVZiQAUndxOVWk+Ciet9b2lrPycjHU/4TPwfhROWorj9lrb23sGY+dsmVTzH/Eo2duXcOzLKfgNe4iKrCSSl36A78CJNmmcBEEQLpejaQW8tngft3QKIthdja7KyPcbT6JRKaz7OvSP9uH3bfFEeGvwdXVg/o4E0hp4UuBimDFz79ebeLB/FFnFFby59ADdwz3oWcdG1RKJhLfu6MyD322hQm9gWKw/TvYKzhSWs/H4Ge7tHU73cE+e/X0nzio7Ooe44+pox7H0QjYcP8PDA1vVet5zov1cmu29bT6RSU5xJbd3DWm4siBcIXPuboWnunqz+c3xhWxPKuaujl608XYgp7SKWZvSGPXtYf59LBYPddOCaMWVBsb9cgwvJzv+b1wkhRUG3lidTG5pFd/dWR08fHVIEI/39uPBeSeb7b0JQmO1emoOCo3tE9vJC2aSvXU+weOmo/QM4sza7zj28Z20e/0flFq/Jp2/8OhmTn45GfduYwi45XmM+nLS//qcYx+Np93M9did/c4fdMer+I18nJNfNm5BliBcrAvv/RVVRu769TgSYPqwYLSOCv45mc+LfyZgNsO9XSz/Rn/bk0VFlYmn+/sT4KLkeGY5H29MZU9qCQsnRtvsEdYY+9JKmDT3JLe2dee1YUHsTyvlrX+SkUslPNDdx1pv3n3RZBTreHBe/QsPBeFSXe7xwFBWiHNUD3yHP4pM5UR5+gnSVnxCWeox2jy/wFrvRhkPRCBCEK4DdhpP7Fy9Sf37K/QFmUiVKpxCO9D2hfnWye+we97GPOdlEubPRCKT49F5NGF3z+TorPubtS++A+7DWFnKqR+exqgrx63tAMLvf6/eNu4dh9P2uXmkrPyMk99OxWwyoHTzwyW6N/aellQWzhFdyNw8l8yt8zFWlmOv9SNg1BME3jS1Wftfl+SlH1F0cnv162UfA6CJ6oHLy5YnSwoObwTgzPpfOLP+F5v2kZM/xbvPeABUnkG0fWE+CXNf5+in9yN3cMZ38AME3frc5X8jgiAIgKdGhY9GxZf/HCOzsAIHOzkdgt1Y+NQg654N74zrzEvzdvPGkv0oZFJGdwjgrTs6ce/Xm5q1L/f3iaBUZ+CpX3dQrjcwMNqX9++qmarvfCPa+bNg6kBmrT7KE79sw2g04+fmSJ8oL4LcLZtudw3z4I9t8czbnkCZrgo/N0emDo3mqeFtmrX/9Vm8KwmNSsHgGN+GKwvCFdLWxxFPp+rgwi0x7kzsarvhfOcAJ7rN2sfCAzk81rtpP7h/25NFflkVq6bE4n520steLuWh+ac4lFFKrK/lbzTM3ZJ+zU4urfNcgnC5OAa1xe68iSd9QSZZG+cQNO41vPrfC4BTWBf2v9yTjNVfE3L3W006f+7OpSi1/oQ/ONv6t+UYEM3+l3pSeGQjnr3P/i7wDgOa9wltQajNhff+A+mlJOZVsnBiND1DLPsY9gnVcORMGcuP5FoDEe+ODkXrWB3A6BGsQaOSM3VJHAfSS+ng79Skfny6MY3WXg58emsYEomEXiEaskr0fLwxjXu7eFmfxm3np8bNQUxZCpff5R4PvPpOsHmtadUTqVxJwpwX0OWlWwMbN8p4IP6qBeE6YOfsTqspsxuooyX6iW9rlPf9OaPe1wARE2s+EqYOiqm1LlIpIeNeJWTcq3X2pbZ2Lq174tK6Z51tvHuPw7v3uDqPX27tXm44jVVj6pzjHNqB9q8uv5QuCYIgXDQPJ3u+mFj3PRcs6Yy+f6hPjfKsrybU+xrgwwk1N2aOCXCtta5MKmH6re2Zfmv7OvtSW7tekV70quOpCYDx3UMZ371l0yc09BkLV8aSQzlMXRLHzmkd8Tsv1ZDBaKbDR3sY38GT/w0NIj63gk83prErpZi8sip8NEpGRWt5up8/9oq6J8unLY1jX1oJm5/sYFMe+uYOHu/tx7MDAqxlG04XMGtTOkcyy1DKJAyKdOWN4cG4nTfJc6XVdm0/FyVaBwWZxfWnt6zN+tOF9AzRWIMQAEOj3HC0k/LvyQJrIEK4snJ2LCHu+6l0fH+nzWpOs9HAnmc64Nl7PEF3/I+KzHjSVnxK8eldVJXkoXTzQdtpFP43P41UYV/n+eN+mEZJwj46vL3ZpnzHw6H4jXycgFuetZYVHN5A+spZlKUcQSJX4ho7iOA730Dh5Nb8b7yRCo9uwmw04N61ev8fmVKFW4dhFBz6t8kTT2ajAanS0SbAJ1OdnbA1m5ulz0L9xL2/flVGy79DtdI2vZKTUk6JzmB9ra2lj7G+jgBkljRtjNAZTGxNKOKFgQE2fxtjYt35cWcme1JL6BGsadI5haYT40H9mns8qM25lExmY9Uln+taI5afCIIgCIIgCIJw3Rreyg17uZRlh3NtyjfGF5JfbmBMrCXvdGaJnkBXJW+NDOG3e1szpYcPCw9k88Kf8c3Sj9XH87nv9xMEuSn5dlwkb48KYXdKCQ80IjWRwWhu8H9GU/NNbsblVJBbVkW4R+2bxtfnVE45ERe0k8skhGpVnM6taK4uCk3k1mE4UoU9uTuX2ZQXHtmIoTQf9+5jANAXZqL0CCTk7rdo/fRv+AydQvZ/C4n/5YVm6Uf+vtWc+Ow+lB5BRD76LSF3v01J3G5OfvFAg23NRkPD/zPVv8dPXSrOnEaudkXhbJuHXuUbiS4vDaO+af92PXuPpzIzjoy132IoK0SXn07iH9Oxc/PFrdOIi+qj0DTi3l+/7kHOhLurePffFBLzKiipNLD4YA6b4wt5oJtPvW13JJUAEOHu0KRrJudXojeaCfewbRd59vXpHDFGXAliPKhfc48H1j6bjJiqKilNOkjan5/i0nYg9p7BF3Wua5l4IkIQBEEQBEEQhOuWg52MoVGuLD2cy+N9qlf+LT+cS6SHijbelpWdvUI09DqbnsJsNtMlwBm1Usa0pXG8PTIEJ/tL++n0xpokhrdyY/bYCGtZhIcDw745xIbTBQyIcK2zbdDMHQ2ev0ewM4smXXrqMZPJzCt/JeDlpOC2WI8mty+qMOJcy2elUckprDDU0kK4EmRKB1zbDyV351L8Rj5uLc/dtRyVbySOAZZ/O5pWvdC06gVY/g6cw7sgs1cT98M0Qu5+G7mqaWlYLpQ0/w3cOgwn4sHqp7kdfCI4NHMYBYc34Np2QJ1td0wJavD8zlE9aPPCoib3y1BWhMyh5kpsuYMGzGaMZUXI7BofmNO07k3kY98R992TJM9/AwCleyDRz86znFO47MS9v352cimLJkUzae5Jes8+AIBMCm+NDGF0G22d7bJL9Hy8MZXBka5NDlYXVVrGAI297VMYaqUMmRQxRlwhYjyoX3OPB+fsnhqDsaIYAE2bfkQ++n9NPsf1QAQiBEFoNrWmahIEQRCEOtSWckkQLodbY92Z9MdJTmWXE+npQIXeyJoT+Txx3uSUzmDiq63pLD6US0aRDp2hepVpcoGOGJ+L/+mUkFdBSoGOV4YEYTBWn7eVpwPujgoOpJfWOxn195S2DV7D8YL0GhfrjTXJ7Eop4dd7WjfbOYWrg3u3Wzn5+STKM07h4BuJUVdB/v41+I16wlrHVKUjfdVX5O5YjC4vA7NBZz2my0lGHhhz0devyEpAl5tC0O2vYDZWTzg6+LdC4exOaeKBeiee2k7/u8FryOwdL7p/zakkfi9xP0zDvdutaDuPxqgrJ2P1VxyfdS8xLy/HTtP0IJ/QdOLeX7fKKhOPLjxNZZWJb8ZF4uYgZ+PpQl5blYTGXs4tbd1rtKmoMvLg/JPIpBI+uLll018Kl0aMB1demxcWYtJXUJ52grSVn3Fi9v1EPzsPifTG+q4lAhGCIAiCIAiCIFzXBoS74OogZ8mhXF4aHMjaUwWUV5kYc95Eyzv/pDBndyZT+/rTKUCNs72cA+mlvPpXIjqD6ZKun1dmyQH8yIJTtR5PL6o/z/a5lbv1OS/d9kX7Yks6P+w8w2djwukTenGrtjUqGcWVNVe1FlUYCNHWnVNauPxcYgYgV7uSu2MJgWNfouDgWkz6cty7jbHWSVn8Dpkb5uA/eirq0E7IHZwpTTxA4u+vYqrS1XP2hlUV5wFw6ptHaj2uz0+vt/25Vbr1usg/BLmjBmN5UY1yQ3kRSCTIHJv295D4x3ScwjoRel/1XnvOrXqy74VunPnnO4Juf+Wi+ik0jbj3123evmx2p5Sw65mOeJ3dxLpXiIa88ipeX51UIxBhMJp5ZMFp4nIqWPJAjLVNU2jOPl1SVGmbMqdUZ8RoAheVmKK8UsR4ULfmHg/OcTwbuHEK74JDYBuOvH0T+ftWoe08+qLOd60Sf+WCcIPb+WxX3NoOqHVD6qtZ5pb5nPrhaQAUzh70mH0QAH1xLqd/foHS5MNUFechs3dEHRxL0K3P4hzWscnXqchKJG3VN5Qk7qcs7QR2Lt50+3hXjXoFRzaRuXUBJQn7qcxOwqvXOKIemmVTp/D4Ng69f3ut15HIlfT5PhGwPAq47fHW1mPt//cnzuGdmtx3QRCEy6Hz/5YzINqn1g2pr2bztifw1K+WFAcezvYceW+szfGknBLeXn6QLSczqdQbCXRX8/SINozpHNyk6+SWVPLpqiPsS8rjaFoBOoOp1ic//rdwL99tsOSHHhDtw7wn6l71JVw6hUzKqGgty49YJqOWHcqlk78TAa7VE+Mrj+YyoZMnT/f3t5adzC5v8NxKudS66ec5FXqjzarac5MrM0cE0zmgZioDN4f6f5ZdidRMv+3J4t1/U3htWBC3tbv41doR7qoaeb6NJjMJeRUMjap75a9w+UnlCrSdRpG7czmBY18id+cynMI6Ye9evalu7u6VePadgP9NT1vLytMbzmUvVSgxG2w33TTqKmxW0J7bnDP4rpk4hXeucQ65uv7NSS9nKg6VTwSG0gKqSvJQOFWnpanIOIVS69/kNBwVGSdxGWY7wSZXOWHvGUxlVmKT+ydcHHHvr9vJnHI8nRQ1AgqxPmrm78+hVGe0bmRtNpt5elkcWxOLmHtva1p5NW1viHOC3Oyxk0mIyylnyHnjwakcy+d94f5CwuUjxoO6Nfd4UBvHwLYgkVCZnXTJ57rWiECEIAjXtJinf0Vx3qPNJn0lcpUzwWNfROnmi6GskLS133Hog3F0nLEKB9+Ies5WU1n6SfIO/otTaHvMZjOGspqRcYD8wxsoSzmCJqKrJVJeC3VwW9r/70+bMrPJwOGPJuDatr+1TKZS0/5/f1KafJi4X8VqKUEQhOb0+2P98HS2/QERl1XMTR/9Q0yAK5/c3Q0nlYJTZ4rQX8RKyMzCCpbuSaZDsJaOwe5sj8uutd7DA1txa+cgXpq3+6Leh9B0Y9q689ueLNadKmBjXCEzhgfbHK+oMqGQSW3KFh3MafC8vs52ZBbrKa40WPdG2BhfaFMn3F2Fn8aOxLxKJnevfxPQ2lzu1EwrjuTy8soEHu/ty8M9fS/6PAADI1z5ZFMaeWVVaB0VAPxzsoAyvYlBkSIQ0dLcu40ha9NvFBxaR+GRjQSPn2Fz3KSvQCpT2JTlbG94IsfOzRd9YSaG8mLkDs4AFB7daFNH5ROOnZsflVmJ+Aye3OS+X85UHJo2fUEqI3fXCnwGTQLAqK8gf//ai9pcWqkNoCzpkE2ZoaKEyuwknCO7X1QfhYsj7v21C3BRklWiJ7NYj7dzdTDi0JlSXB3k1iAEwPS/k1hxJI/v7oyka5DzRV0PLMGbXiEa/jyaxyO9fJGcXbG+7HAuLioZnfwvbc8BoWnEeFC75h4PalMStxvMZpQegc1yvmuJCEQIgnBNUwe1xc7F0/ra3t2/xpMIrjH92PZEDDm7/yTolmeadH5t+6G4dxwOwOmfXyT/8IZa64WOfw3JXa8DsPulPrXWkaucajzZkH9wHSZ9BV49brOWSaQynMM7XfLjjoIgCEJNsQFueGpsAxHP/7GLMC8n5j3RH5nUMhnRJ8r7os4f7efCsQ8s9/TZa47WGYgI0DoSoHXEyV5R63Gh+XULcsJXY8cLK+IxmeHmCzbj7Bfuwtx92US4q/DR2LHwQA7phQ2PxaOitXy0IZWnl8Zxf1dvkvIrmbM7C7m0OiWARCLhzZEhTJl/iooqI0NbuaFWyjhTrGdTXCH3dPaiWz2TO+381Bf/xhuwPamIp5bE0cFfzbBWbuxNLbEe0zoqCHarXjnsN2M7d7T3YNaY8DrPd09nL37clcmkuSeY1s+fogoDb6xJZlgr18v6PoTGcYrshp2bL/G/vABmE9ouN9scd2nTj+wtc1H5RGDn5kPOfwvR5dWfIgNA22kUqcs+Iu7Hp/EecD+VOUlkbZiDRFY95SCRSAiZ8Canvp6CUV+BW/uhyFRq9PlnKDy6Ca9+9+Ac2a3Oa6iD2138G2+A0tUHr/73krrkPaRyBfYeQWT88x0mfQV+wx61qbt9sh8ePe8gfPKsOs/nPXAiib+/SvycF9B2HIVRV8aZtf+H2aDDq5/YH+lKEvf+2o2JdeeLLenc89txnuzjh6uDnI1xhSw4kMOz5z0d8sWWdH7alcn9XbzQOihsxohgN3trwHlbYhF3/HyMT24NY3wHzxrXO2daf39u+/Eozy6P5/Z2HhxIL+WXXVn8b2gQdnJpne2E5ifGg9o193hw7JMJaFr3xsE3EonCjrKUo2Ss/hoH/9a4dRh+2d7H1UoEIgThGpO1bQknv3uSrh/txF5b/QXBbDSwY1p7vHqPJ3T8dMoz40le9gnFp3dRVZyH0s0X9y6jCLr5aaR2defnPfndNIrj99LlvS025VseDCFg1OMEj3nOWpZ/aAMpKz6lNOUIUrkSt3aDCZvwus3ja1cDqdIBqcIOs6FmvuKGSKSN+zLU2HoXytq+BLmDBrd2gy6qvSAIQkMW7UrkiV+2s+fNW/B3q14ZZDCaiH15KXd2D+W1sR2Izyrmo78Psys+h9wSHb6uDozuEMCzI9tir6h7td3UOdvZm5jHfzNs85sGTp3Hk0OjeX50rLVs/dEMPll1hCOpBdjJpQxp68fM2zuiVbdc3vj4rGK2nc7my4k9rEGISyGVNkOifuGykEgk3Brjzlf/ZTAwwgU3R9sg0FsjQ3h5ZQJvrk1GLpMwKlrLGyNCmPjHiXrPG+6h4vPbIvh4QyqT/jhBOz81X90ewfD/s10NPayVG3Pva83szelMXRKHwWTGT2NH7xANga7KZn+/jbUtsRi90cze1FJu/v6IzbHzgw7lektOb091/cEzjUrOgvujeW1VIlPmn0IplzK6jZbXhjacRkG4/CQSCe5dbyVj9Ve4tB2Iwsk2/UXI3W+R8OvLJC98E4lMjrbTKELueoMTsyfWe16VTzgRD31O6vKPOfH5JNTB7Yh4+CsOvWE7yeLWYRitn5lL+l+zift+KmaTATs3PzSte7f4ytDg8a8js1eTuvxjDOXFqIPaEv3sXJTu1b+5jDpLChmFpu6JVgCvAfcjVdiTuf4ncncsQ2pnj2NQW6KfX4jKu+5AntD8xL2/dj7OShZNasOH61N5fXUSpXojQa72zBwezP1dqxdjbIwrBOCX3Vn8sjvL5hznBx3KqyxPkTY0RnQOcOKnCVG8928KSw/l4ulkx8uDA3moR9OfGBEujRgP6tac44E6pD25O5ZQmZMCgNI9AO8B9+MzdApSedP3WrnWiUCEIFxj3DsN5/TP9uTsWEbAqCes5fmHN1JVko9nD0vOa31BJiqPIDy73YxM5Ux5xmlSVnyKLv8MrabMvuR+5O5dxbEvHsKzx1gCb3oKQ3kRiYvf5+jsB2j/6vJ625qNjQgISCRIpBefYsBsMoHZhL44l9S/vwQkePW+46LPdzkYdeXk7V+DZ/cxSBUt9yVUEITr24h2AdgrdrF0TzJPDo22lm84doa8Uh23dQ0G4ExhBUHuam7pFISzvYLTmcV8vOoIZwrK+WJiz0vux98HUpn83VZu6xLEtOFtKKqo4t0VB5n4f1v489kh9bY1GBtOkSSRcFGBhN0JuYAlj/Stn/zL7oQcXByV3Nk9hJdublcjXYNwbXt1aBCv1jEhrnVU8O34qBrl6W/0sHm98+mae07d2tadWy/Y2DNhes30Kz1DNPQMubhNDpuL0WzGaDIjOxs0e3ZAAM8OCGigFexJLcFOJmFi14afFgpzV/H7vdH11jGZzJjM9VYRLpOgO14l6I5Xaz2mcNIS9di3Ncp7/GC7CrbjBztr1HHvdivu3W61Kev+fwk16mla9UTT6tLHlUthNhkxm4w2vzekcgVBt71M0G0v19muJH4PErkd3gMn1nt+iUSCZ5878exzZwP9sPxmES4vce+vee8HiPZ25KcJrept19j9J/amlhDlqaJ/uEuDdQdGuDIwov5UfUaTGaMYIy47MR5c/vEgcMwLBI55oRH9uDHGAxGIEIRrjEzpgLbDULIvCETk7FyGg28k6kDLFwWX1r1wad0LsGwupYnogsxezcnvnyL83reRqy4t/2LCvDdw7zjcJqjh4BvBvhnDyD+0AbfYujfd3DK54ei2JqoH7V5efPH9m/s66f98D1gG0JhnfkXlFXLR57sccvf8jUlXjmfP2xquLAiCcJEclXKGxfqzZHeSTSBi6Z5konw0tPG3/BDsHeVF7ygvwDJudA3zwNFeztQ5O3h3fBecVJeWQmjG4n2MaOdvE9SI9HZm8LurWX80g4Ft6s5L7/fkvAbP3zPCk6VPD25yv7KLLZvqPvv7Lu7tHc5zo9qyNzGXD/86jEQi4X+3tm/yOQXhatb54314qBUceL7m5pD12ZVcwh3tPfDVNM/iiQfnn2TNiYJmOZcgNNW+5zqjcPag86cHmtSu5NQuPHregdLt0vZSOefklw9ScGBNs5xLEOpzsff+xtqVXMyTffys+z5cqpj3d1NcaWyWcwlCfcR4cGWJQIQgXIM8u4/h6GcTKUs/haNfpHVlfcCoJ611TFU6Uv/+kuxtS6jMS8dsqM5zWZmdjDoo5qKvX5GZQGVOCiF3vGrzdIOjf2sUzu6UJO6vNxDRYcaqBq9xsRsLneM3/GE8e4xFX5RFxoZfOfrpfbR9YT5OwbENN75CsrcvQan1R1NP7kNBEITmMLZzEPd9s5mTZ4qI8tFQrjew+lAaU4dVr3LTVRn54p9jLNqVRHp+GbrzNmpOzi0lJuDiN5lNyC4mJa+M6WM62Dzd0NrXBXcne/Yn59UbiFjz4rAGr6G+yL0Wzq3IHhDtw4yxHQBLUKaoXM+360/w7MgYVHbiK7Nw7RsS5Wrd+FQua/pE0XMDG35qoileGxbMU30tKQ7cHcVeKcKV4dp+iHWT0/PzlTdWwK3PNVypCYLHv4b/TU8BoHByb6C2IDTdpd77G2vxAxc/v1CbhRPbYDz7JS3IreVSeArXLzEetAzxq0oQrkGubQcgV7uSvX0JIbe/RN6BfzDqyvHsPsZaJ3HhO2Ss/4XAm57COawjcgcNJYkHiPv1lUveBFlfYkljcfyrh2s93tAGRuee2qjXJa6ksNf6Ya/1A8Ct3WD2Th9M8tKPiHl6ziWdt7noi3IoOLaFgJGPNduqEUEQhLoMbOOLm6OSxbuSeOWWdqw9lE653sDYLtVpCt5afoCfN5/m6eFt6BTijrPKjgPJebw0fw+VhktbkZZbYhl3Hvp+a63H0/LL620f499wEORib6UuDpbcrL0jvWzKe0d58eW/x0nMKSXaz+XiTi4IVxE3BwVuDlfPhH+wmFgSWoBC7YZC7dZwxSvE3jO4pbsgXOeutnt/Y8X4XNrCREFoiBgPWoYIRAjCNUgqV+DReTQ5O5cRcvtL5OxYinNYJ+w9qleq5ez6E59+Ewi65WlrWVl6/RtuAUgVSszGKpsyo67c5okKhaNlQijs7pk4h3epcY6GbuZXIjXT+SRSGerANpQkHmyW8zWH7B3LwGTEs4dIyyQIwuWnkEkZ3SGApXssgYgle5LoHOJOoFZtrbNibwr39ArjmZFtrWUnzhQ2eG6lXIb+gkBFud5g80TFucn+t+7oRJfQmit83NT1p3q5nKmZonxqz9l8Li2xrkqkBRAEQRAEQRAEQbhUIhAhCNcojx5jOLPxV/IPriP/8EbC7nrd5rhJX4FEbmdTlrWt4Yl9pZsvuoJMDOXFyB2cASg4ssmmjsonHKXWj4rMRPyGPNjkvl+J1EznMxn0lCQeuKoizNk7lqAOisHRL7KluyIIwg1ibJdg5myN498j6Ww4doaZt9luulihN9TYmHnhzqQGz+vr6kBmUQXFFXqcVZZxZ+OxMzZ1Iryd8XdzICG7hIcG1NwQsiGXMzVT51B3tGolm09mcn/fCGv5lhOZqBQyonxbdnPJ65HfjO28PDiQJ/r4tXRXmkVqQSXdZ+0H4Ps7IxnRWmtzfHdKCbf+cASAFQ/G0CnAdp+uCr2Rdh/uoaLKxK5nOuLjXDMwF59bwccbUtmdWkJeWRUuKjmRHg6M6+DB2FgPALYlFnHHz8dqXGN7UhH3/X6CroFO/HBnK3JK9db+XsjBTsrpVy0pI+fvz+aZZfE2xzzVdnT0V3NXR89Gbbw6bWkcCw/kWF/byyUEuNpzZwdPpvTwQSq1fZTpWGYZszensz2pmOJKA97OdgyJcuWpvv5oL0jf5Ddju81rVwc5bbwdeW6AP10Cna3lF74PmRR8nJUMjnThuQEBONvLuem7w1SZzKyaElsjdclzy+NZdTyPjU+0x0Nt+936erB9sh+Bt72M38gnGq58DajMTWX/i5bNgiMf/x5txxE2x0vidnPk3VsBiHllBU5hnWyOG3UV7Hm6HSZ9BR0/3IXS1afW80dM+Qr3brfU2oe4H6aRs21hrceC7piO7/BHqq9XUUr6mq/J37OSypxUZEoV6tCO+I18AufrPH2rGAvEWCDGgquHGAvEWHCliECEIFyjNJHdULr5cuqn58FswqPrTTbHXWP6kbnpDxx8IlC6+ZC1dQG63LQGz+veeSRJSz/k5PfT8B14PxXZyZxZ/4tNzjyJRELY3W9y/MspGPUVaDsMRa5yQpd/hoIjm/Dpfw+aqLpvlk4h7S7+jTcgddXXVOakoInqjp3GE31hJhnr51CZk0rkpI9t6m6e6ItXr3FEPTSrzvMZdeXkH1oPQEVOMiZ9BTm7V559H+2xd7fkNq7MTaMk8YClTWUZlXlp1npusQORKR2s5yw/E0dp4kFC75zRXG9bEAShQd3DPfBzdeDZ33dhMpm5uZPt02n9o334fVs8Ed4afF0dmL8jgbT8sgbPO7pDAB+sPMzUOTuY1DeCpJxSftp8Gvl5PyolEglv3dGZB7/bQoXewLBYf5zsFZwpLGfj8TPc2zuc7uGedV6jfZC2zmOXSiGT8uLoWF6Yt5vpi/YyOMaPvYm5fL/xFE8OjcbhvP0hOv9vOQFaxwafvPhzXwoAJzKKbF5H+mjqfAJDuPY52klZcii3xuTT0kM5qJUySnW1P12z+kQ+ZXrLE0TLDuXyaG/bSbmUgkpGfXuYcHcVrwwOxMvJjoxiPVvii9hwutA6+VSbCyee7BXVwcbnBwbQJ9T236NMWjPH2Zy7W+GiklNRZSI5v5Klh3O54+djPNTDh9eHB9f7mQD4uyj56nZLkK+8ysTW+ELeXJuM0WTm8fMmINeezOeRBaeI9nbk9eFBeDvbcTK7gs+3pLP6eD6LJrUh0NU2ndP9Xby4rZ3l/eeUVvF/2zKY8Otx/n20XY2c4ufeh8Fk5nhmOR+sTyE5X8dv97bmg5vDGPXtYb7bnmHz+e9MLmbe/mw+ujnsupx4up5JlY7k7lhSY/IpZ8dSZPZqjJWltbbL378ak84y9uXuXIbf8Ecv6vpKrT8RD39Va/k5VaX5HPtwHLr8DPxGPIY6tCOGskKyt8zl6Ae3E3rf+3j1nXBR1xdajhgLaifGAqEliLHg6iMCEYJwjZJIJHh0v5W0v7/CLXYQCifbLzph97yNec7LJMyfiUQmx6PzaMLunsnRWffXe14H3whaPfw5ycs+5uhnk1CHtKPVo1+zb4btalT3jsNp+9w8UlZ+xslvp2I2GVC6+eES3Rt7z4ZTL10u6sA2FBzeQO7ulRgqSrDTeOIU0p4OM/622ZvCqLPkI7fT1P2FDaCqOI/jX06xKTv3OnLyp3j3GQ9A4fH/OPVDdRosfWEmRSe2AdD1w53IPKoDEdnbl4BUhkf3Wy/+jQqCIDSRRCJhTOcgvvjnOIPb+KJV2/4we2dcZ16at5s3luy3pnJ6645O3Pv1pjrOaBHhreHLiT346K/D3PfNZtoHufF/k3sx5F3bp99GtPNnwdSBzFp9lCd+2YbRaMbPzZE+UV4EuavrOPuVcX/fCCQS+HrdCX7adBpvFxUv3xzLY4Nb29Qr1xvwcG44r/2DF+yFce71cyNjeH50bPN1XLiqDG/txsqjeRRXGnC2t/zMMhjN/Hk0j+Gt3Fh0MKfWdksO5eLtpMDVQcHiWiaf5u3LxmAyM//+aByVMmv57e08MJ3bbb0W9U08AYS42ddYkVubtj6OeDqd3UslVMPdnb14e20yX/2XQQd/NbfE1L+holIusblOn1ANRzPL+ft4nnXyKadUz1NL4oj1VbPg/mjs5Ja+9gjWMDTKlSFfH2TqkjiWTbbdDNVXo7Q5d6cANe0/3MuGuEImdvWu8310C3KmTG/kvXUplOmMxPg48nBPHz7emMboNloCXO2pMpp46c8EegQ7c2fHugOlwtXJreNw8navtHnK22w0kLf7T9w6Didn26Ja2+XuWILCxRuF2pXc7YsvevJJolDWWGF7ocTfXqXizGnaTv8bx4Dq3ynaTiM59c0jJP7+Kk7hnXHwFU9QX0vEWFA7MRYILUGMBVcfEYgQhGtY6Lj/ETruf7Ues3PWEv3EtzXK+/6cYfO628e7atTx7D7GZuNrgD7fJ9ao59K6Jy6tezaly83ObDZiNhmRSC1fxlzb9MW1Td8G2xXH7UEit8N38KR669l7BNT4zGrj3We8NSjRkOCxLxA89oV665iNBsxmkZdcEITmNX1MB6aP6VDrMXcne75/qE+N8qyvbFfg7Hmr5uPHY7sEM7ZLsE1Zyuw7a9TrFelFrws2hb7SjGYzRpMJmdT2h/h9fSK4r09EHa0gMbuEvFIdjwxq1eA1LvzMamMymTGZzZjrnju4Zu1NLeHjDansSyvFaDYT7q5iWj9/hrWqfQ+p9acL+GHHGY6cKae8ykiwmz1TevhyR/vqxQJVRhMfrU9l2ZE8skv0ONnLiPZy5N3RIYRoVQB8vTWd3/dlk1GkQ6WQEeGh4rVhQXT0b3iCpTn0C3NhY1whfx/Lt05WbIwvpFxvZFR07ZNPuaVVbI4vYnJ3bzwcFbz1Twonsspp5VW9gKGwwoCjnQwHO2mN9hemszinoYmnS/XCoAAWHczhxx2ZDU4+1cZRKSO7VG99/cfebIorjbw0KNA68XSOr0bJ5G6WiaE9qSV0rmfCzNFOhkRimfRrTB9MZss9AeDp/v78dSyPl1cm8tu9rflqawYpBZX8cFfT08ldTUri95K6/GNKE/ZhNhlReYfjf9M03DrUnvKu4PB6zvz7A+UpRzDqyrH3DMZ36BQ8et5hrWMyVJG6/CPydi5DX5SNTOWEY0A0Ife8i8orBID01V+Tvfl3dHkZyJQqVD4RBI1/DafQjrVet7m5tOlH4ZGN5O/9G88+lvGo8MhGjLpy3DqNqnXyqao4l6Jjm/EeNBmFxoOUhW9RnnYCB/+G7/tNpctPJ2/PSjx63mEz8XRO4NiXyNv7N2f+/Z6w+z5o9utfCWIsEGNBQ8RYcOWIsUCMBVcLEYgQBOGatvPpTiicPegxu2kbURed2olXrztQuvlepp5dPENZEdseb91wRUEQBKHJ2r+yDA9ne468N7ZJ7XbEZ9OvlTcdg5v+Q7s2ry3ex3cbTgIwINqngdrXjl3JxYz/5RgxPo68f1Morg5yjpwpI71QV2eb1AId/cNdebC7D3KZlF3JxTy3PB6jyWydxPliSwY/7srklcGBtPJyoLDCwK7kEmuKi0UHc3h3XQrP9g+gS6ATpXojB9NLKaow1Ntfo6nhYJBEUnuaigvJpRJubuPO4kM51n4vOZjDoEhX1OetXj3f8iO5GExmxsZ64OYg5+1/U1hyKIdXhgRZ67TzU/PL7iyeWhrHxK7exPqoa+SuPt+OpGJmbU5rcOLJZDbXmKSRSuqe0DqfQiald6iGP4/mUWU01dhf5kLnrlNRZWRzQhH/nsznqX7VaQm2JRWjsZfRPdi51vbDWrvx8cY0tiUW2Uw+nf8eskv1fLoxDaVcyqBIlxrnMJ6tW2UycSKrnO93nKFvmMa6YlmlkPHeTWHc+csxPtuUxuzNaUzrF0Do2cnNa1Hx6V0c+2g8joExhN77PnK1K2UpR9Dlp9fZRpebimtMf3wGP4hUJqf49C7if34Os9FoncTJWPUFmet+JPC2V3Dwb4WhrJCS07usKS5yti0iZfG7BNzyLE7hXTBWllKadBBDWVG9/TWbjDTmD/LcAqR6q0nluHe5mZwdi639ztmxBNfYQcjsa38KL3fXcsxGAx7dxyJ3ciNl0dvk7FhC0O2vNHi92piNNe8/59LdFp/cAWZTnZOA9p7BOPi1ovjsE9bXGjEWiLGgNmIsaBliLBBjwdVEBCIEQbgmaTsMsW56ff7+FY0VPOb55u5Ss5Gp1DYbejv41r1CVxAEQWicoW39rJteN/RDuTZ39Qjjrh5hzdafRwe14vauwQA4qy5uo+2r0dv/pODnomTJA22sn3PfMJd629x/XtoEk8lMjyBnskr0/Lon0zqJsz+9hH5hLkzqVh20OT//9v60Elp7OdpMaAyNqn3V7fl6fraftHomxsCS13rn041buTe2nTu3fH+EM8U6nJVy1p4s4Ivb6h7HlxzKIcJDRYyPIwDdg5xZejiXlwcHIpFYJoHuaOfB9qRiFh7IYfHBXOwVUnoEOXNrrDu3t6uZYvKdf1Pwd1E2uPr1icVxPLE4zqasf7iG3++NbtR79XW2o8poprDCUG/O7PjcSoJm7rApGxvrzhPnpR05U6zD36Xmxqzn+GssxzKK9Dbl769L5f11qdbXDnZSvrgt3Loy+nydP95n8zrGx5HZY8NtyvqEahjX3oMP1qfS2suBR3tdfQtWmiJl0dsotX60eXEJUrnlPuPSwJPD3gOq07iaTSaco3qgL8wic9Ov1kmckoT9uLTph8+g6ieLz8+/XZK4H0f/1viPfspa5tZ+aIP93f9ST3R59e9pp9T60/GDnQ2eC8C9x1iOvHMLuoIzyFXOFBxYS8RDX9RZP2fHElQ+ETgGWdK+OEd2J3fnUgJve9n699hYlZnx7JgSVKP83Kao+oIzlvfj7l+jzjlKrT+FR+tPj3i1EmOBGAsuJMaCliPGAjEWXE1EIEIQhGuSQu2GQt3wl8prkUQqu6wbeguCINyI3NRK3NR1/7i90vzcHPFzc2zpbjSrCr2RfWklPDcgoEnBnsxiPR+uT2FTfBHZpXqMlr06cbavXunWzlfNl1vT+WBdCoMiXWnna7sSNNbXslJ0+t+JjGjtRqcAJ5Tyhvvw84Qo9Ib6V93ZyRv/o7OjvxOBrvYsP5yHu1qBUi5hYIQLe1JLatSNz63gQHoZLw4KsJbdFuvOcysS2JFcTI9gy+ahUqmEWWPCeaKPH/+eLGB3SjH/JRazIa6QzfGFzB5rO7k1MMKF9acL+WJLOs8NDKAuLw4KoN8FE4NO9g2vLjzn3Kcmof7Px99FybfjLHmN9UYTB9PL+HhjKi+tTOCDmy8tuDepq7c1bUtBhYGlh3J5YtFpfrlbTu8LNl/9/d7WuKrkGM1mkvMrmbUpnbt/Pc7yyTGo7Krf9xN9/FhwIIeHe/rWu9r4amfUVVASv4+AW5+zTjw1hr4gk5RlH1J0dBP6omwwWVaay1TVK5TVwe1I//tLUpZ+gGvsINTB7WwWBqmDYsna8AuJf0zHreMInMI6IVU0fP+NmvozZoO+3joSeeM3inUK7Yi9RyB5O5ejcHZHIlfiEjuQkrg9NepWZMZTlniAgLEvWsvce9xGws/PUXxqB5qoHo2+LlgmjiIfq5kmV+Vz/S8wEmOBGAtqI8aCliHGAjEWXG1EIEIQBEEQBEEQhEtWWGnAZAZv58b/ODSZzEz84wT55VVM7etHmLsKtZ2MObszWXo411rvyT5+yKUSlhzK5bPN6bioZNzezpOXBgegUsgY196DiioTc/dl89OuTFQKKaOitcwYFoSrQ90/vCM9HBqVjqMpxsa6s+RQDh5qBaOitTXyXJ+z5JAlT/jACFdr2pA+YS4oZBKWHMy1Tj6dE+6uItxdxSO9fCnVGZky/ySLD+bySE9for2rg1rT+vkT6Krk001paFRyHupRe+qvIFd72vld/EbxGUV67GQSXFT1/6RUyiU21+kS6IzRbGbmmmQmd/chytMBH2clhzNK6zxHWpFlpbLPBf+2vJ3tbM7dL0zD0cwy3vknmb8ftt0YPtrLwbpBaUd/J8LdVQz/v8PM35/DxG7VK7Htzk442V3DE08AhvJCMJuwc/FusO45ZpOJE59PpKokH7/RU1F5hyGzV5O5YQ65O5Za6/mNehKJTE7ujiWkr/wMmYMLnr1uJ2DsS8jsVHj0GodJX0H2lrlkrv8JqZ0KbadRBI2fgULtWuf1HXwjG5WOoyncu48lZ8cSFBoPtJ1HIa1j8ipnxxIAXNsOxFBuSRvi0roPEpmC3O1Lmjz5JFEoUQfXvbDIztXyd6nLTas1LziALi8NpWvj//tdLcRYYCHGAltiLGgZYiywEGPB1UMEIgThBrN5oi/Bt79M4OgnW7orzaIyJ5Vdz3cDIPrJH3DvNMLmeNHp3Rx827Kxavv//YlzeCeb40ZdOTueaodRV0G3T3ajdLX9gnbu/K0e+QrP7rfW2oeT300j678FtR4LGT+dgBGPWl8bKkpJW/UVObtXUpmTikzpgHNYRwJGPYEmqluT3rsgCNcer8f+4NVb2jF1WO1fNK81KXmldJm+AoCfpvRhZHvbFXe743MY/fE/APz1/FA6h9jur1CuNxDz4hLL6sm3b8HHxYELxWcV88Ffh9kdn0NuSSUujkqifDSM7x7C7V0tG+H9dyqLsbPW1bjGtlNZ3P31JrqFefDzw33JLq6w9vdCDko5iZ+OA2De9gSe+nWHzTEvZ3s6Brtzd6+wRm24PXXOdubvSLS+tlfICNQ6MqFnGA8PbFUj9/LRtAJmrT7KttPZFFfo8daoGBbrz7ThbXB3srep6/XYHzav3RyVtPF34YXRsXQNq07PcOH7kEkl+Lo4MKStLy+MjsVZpWDkB2upMplY++Jw5BesXH36t538fSCVLa+NwtO54dzILvZypBLLqtbGSiqo5PCZMv5vXCSj21Sn1zBc8LS9nVzKU/38eaqfP+lFOlYezeOdf1Jwtpfx7IAAJBIJE7t6M7GrN3llVfxzsoAZq5MAmDXGNuXC+Zo7HQfAmFh3PtmYhlQCCybWndpi6SHL5Nqwbw7VOPbXsTzeGhVS50petVLGxK7ebIov4nRuhc3kE8BbI0MorjTyxpoknO1ljO/g2ej+N0aV0cR/iUW096s/R3ldIjws/55OZJcT5elAj2BntiYUsSOpuNbc4GuO5wPQ64KVrReSSCSEu6v452R+g30IP68P1yO5gwtIpOgLMxvdpjInibLkw0Q++n9oO4+uPmCyzW8tldvhP/op/Ec/Zdloc/dKUha/g0zlTMAtzyKRSPAeOBHvgROpKsmj4MA/JM2bAUD45Fl1Xr+503EAuH+Ft2gAAOqOSURBVHcfQ9qKTyBNSvTztX9fB6yTa4feqJmnO2/vX4Tc/VajVvI2lnNkd5BIyd+/ptbc4JXZSZSnn7CmQLmWiLHAQowFDRNjweUnxgILMRZcPUQgQhCE64LM3pHs7UtqBCKyty9BZq+2bph0obx9qzFWlp2tu5SAkY9d1PWVWn9aP/p1zfLzcv1VleZz6L070OVn4D/yMZzDOmEoK+TM5j84+N5tREx8H59+d1/U9QVBEFqSo1LO4t1JNQIRi3cnobaXU1pZ+yaRqw6mUaazHFuyO4nHh9j+UE/OLWXY+2sI93bm1Vvb461RkVFQzuYTmaw/esYaiKjNhUEIe0X14/Yv3hRL31a2K4tktays+v2xfrg4KqnQG0jKKWXJ7iTGzlrHwwOjmHl7pxr1LxTg5sg3k3sBUK4zsPlEJq8v2Y/BZObJodXvdc2hNB76fitt/F2ZeXtHfDQqTp4p4rM1R1l1MJUl0wYT5G67WnFS3whu72Z5/9lFFXyz7gTjv9jAhldHEnxB3XPvw2A0cSy9kPdWHCQpp5S5Twzg47u7Mez91fzf+hM2n/+OuGzmbo/nk7u7NSoIAaCyk9E5wIlFB3N4vLdfoyYlKqosuTfOX3FYVGGod/LAT6Pk4Z6+LDmUy6mcihrHtY4K7uzoyb+nCjidU//EQnOn4wAI1aqY2NWLogoj3YNq33Bzd0oJyQU6Hu/tS/9wF5tjRzPLeX11EutOFTAyWkt2id66evN8CXmVAHiqa67ylUgkfHprOGV6I8+viEetlDEqWluj3sV6f10q2aVVvDEi+KLan8yy/HfRnl2hPKGjJ9/8l8F761JYODHaJp3LmWIdP+w8Q6cAtc3mpLUxm82czinHzbHh9BMnsy3/drSO1+dPYplShVN4Z3K2LcJvxOON2lPNpLd8JuenvDCUF5F/4J862yjd/PAd9jC5O5ZQkXGqxnGFkxbPPndScOhfys+crvf6zZ2OA0DlFYrXwIkYy4osEz61KInbjS4nGd8Rj+MS09/mWHnqUZLmvU7BoXVoO41s0rXro9T6oe00ktwdi/EZMrnGStiUJe8hkUjxGTS52a55pYixwEKMBQ0TY8HlJ8YCCzEWXD2uz780QRBuONqOI8jZ9SeG8mLkDpYvemajgdzdf6LtNILs/xbW2i5r+xLsXLxRqF3J3r7kogMRUoWyxtMWF4qb8wrlZ07TYcYq1IHVA4x755Ec/+ph4n59FefwLjj6RV5UHwRBEFrKyHb+rNiXQnGFHmeV5YeBwWhixb4URrYLYMHOxFrbLd6ViLdGhaujkkW7agYi5m6Px2AysXjqQBztq39M3tEtBJOp7gmD+oIQACEe6hpPZ9QmNsANT41lEr5PFNzbO5w3l+7ni3+O0zHYnVs719x87nxKhczmOn1beXM0rYCV+1OsgYjs4gqe+GU77YK0LH5qIHZyS197RnoxLNafAW//zRO/bOfPZ4fYnNvX1cHm3J1D3Wn70lI2HM1gUj/bceT899E93JMynYF3lh+krLKKmABXHhncmg//OsxNHQMJ1KqpMpp4Ye5uekZ4MaFn0/I2vzo0iDt+OsptPx3lge7euDkoOJZZhp1MYrO56DkR7ip8NXa8/U8KJjMYTGY+35KOi0pOZkn1j9BJf5wgxseRtj6OqJUydiaXcDyrjPu7WJ5OeWFFPE5KGZ0CnHB1kHM8s5yNcYV1pqI4p7XX5dmn4+1RofUeX3IoBzuZhEd7+dZIF9I10Jmvtqaz5FAuI6O1fLY5jQPppdwS4060tyMms5ldySV8/V867f0c6RpY+wSXXCbh6zsiufe34zyx6DTqCTL6nTfRlZhfyd5a8pXH+jraTP4cPlOGS6EOncFEUn4lSw7lsj2pmId6+HBzTMN/RzqD2XodvdHEoYwyPtucTitPFd2CLJNJnk52zBoTzqMLTzHmx6M82N0Hbyc7TmSX88WWdFQKGZ+PrZlPOaNIZz134dm84CeyK3h5cGCNuufeh8lsJrlAx2eb0nCwk9a6yev1Iuj2Vzn64R0c/eA2vAc9gELtRlnqMSRyO5vNRc9R+URg5+ZLyqK3wWTCbDKQ/tfnyB1d0OurV9Oe+HwSjoExOAa1RWavpuT0TsrSjuN1dnPT+F9eQKZywimsE3K1K+Vpxyk8spH/Z+++w6OqtgYO/6ZlMum9dxJ6C71J7yjSsYsFuwiKBf0siNgV5Crea8GKgvRioUhVegm9phNI7z1Tvj8iA2M6hAyB9T7PfS5zzt5n1hmT7GSvs9f2HTS52njtA1rU7wfwj7C7Z1d7Pm3nchRqG/yGPl6hXIhTRBeSfp9P+q7lFpNP+bEHUKgsxxaVrSMurfsAYCorIS96f4X30jh5YutZ/vUZes87FJ4/zbH3x+M/7AkcmnTEUJBDyraFZB/dTNg972Dn3+yK7tnaZCwoJ2PBJTIWWI+MBeVkLLg+SCJCiBtM7tn9xK/8kNzoA5iMBux8wwkaORWPDkMrbZ95eBNJ678iP+EohpJCdF4hBAx9FO+e481tjPoy4ld8QOqulZTmpKLWOWIf1JKI+95F513+NGbib/NJ3voTxRlJqLR22PmFE3bH6zg1qf3y1avh2roPWUc2k77vV3x631l+b0e2YCguxLPT8EoTEaW56WQf24b/oIfQOHkS+8tbFJw7iX1A83qPrzgjibS9a/HuNd4iCXFRyLgZpO37jaQNX9F00vv1/v5CiIaxLzadD9YeZn9sBgaTiQhvJ6YNa82wdgGVtv/z2Hm+3HyKI4lZFJbqCfV04LH+zZnQ7dIfrmUGI++tOczKffGk5BbhaKuhVYAr79/RmVCv8j/cPttwnB//jiYpswA7rZoIH2feGBNJx1pMtteHvi182XT8AmsPJponrjcfv0BBiZ4RkZUnItLyitl6IpnJ/Zrh6WTLmyuiOHE+mxZ+LuY22QWl2Gs12Gkr/sr679JGF9WUhLhaL41sxy+7Y/lqy6kaExGVcbDVkJpbbH698O9ocovKeHlkO3MS4iI/Vzsm92vGB78eYW9MGp3Dqv4j2V6rQaEo/3qpMQatGqPJhOGf+rvTh7dm7cEEXvx5Lz8/1Y9P1x8nPj2fbx+9pc731ynQkaUPtOL9TYlMXxWNgvJ61lP7Vv49YKNWsuCOZrz8ayxPLjuDh72GB7v6kF9i4LO/ksztugY7seZYOl/vukCpwUSwq5Y3h4VyV8fyyadOQY4sOpDK4qg0CksN+DlrebKXP1N6+9f5Hq61MoORNccyGNjMtdKa5WqVgtFtPfh2TzI5RXrGtPWkzGBi4f5ULuSWUGYw4e+iZVIXH6b0DkBVxfcCgFat5Js7mzPx++M8tOgUP9/XEh/H8vf8YFMiH2xKrNDn4PSOFk/d3rfwJAA6jRJvRw0dAhxZMqklPUKrL41x0bnsEkZ+dRQAjUqBv7MN49t7Mq1PgMUk19AWbqyZ3IZ5287x2u+x5BYb8Ha0YVgLN57pHYBHJU/7frc3he/2pgDgqFUR6m7LnNFNmNC+YvmRi/ehUIC3g4bIAEe+nNiMUPfarfhpjBzDO9HqhaUkrnif6G+nAwp0vuEE3Da10vZKtQ3NnlpA7I8vc+bLJ9E4euAz4EEMxfkk/faZuZ1TRFfS963hwsavMelL0XoGE3rnm3j3vsv8vqnbF5H292IMxYVo3f3wH/4k/iOmNMBd141RX0bGvjW4thtYac1yhUqNR9fRJG/61lwvHODChq+4sOEri7a2Pk2InL0NKK/pffTtkRWu593nHsLuew8AjaMbrV9ezfnf55P612ISV32M0kaHY5MOtJz+C87Ne9TnrTYoGQtqJmOBjAUNRcaCmslY0HAkESHEDSTn9G4Ovz8Rh+A2RNz/HhoHV/ITjlKSkVRln+L0RFzb9MN/8GQUajU5p3ZzesFzmAx684R+4q+fkrRxAaHjX8Y+oAX6gmxyTu9BX1T+1EHK30uJXfoOIaOm4xTRGUNxPnmxUegLcqp8XwCT0VCrTYgUyponkRRKFZ5dRpKyc7k57tSdy3BrNxCVbeVLN9N2r8Rk0OPVfQwaR3dil8wmdccyQie8UuP7VcZkqFh65OLSx5xTu8BkxL2Sun8AOq8Q7AOak3NixxW9txDC+nafTWXcvE20CXTlg7s642av5UhiFkmZBVX2ScwooF9LXx7p1wy1Ssnus6lM+3E3eqPJPKH/n3XH+Hrraf7v9na08HMhu7CU3dFp5BWXAbBkdyyzVx3i+RFt6NLEk/ziMqLiM8kprH5Js8ForNU+cCpl5XWJL6dSKbi9YzBL98SZ4166N45Brf1wtK18WfzKffHojSbGdgnB3cGWWSujWLonjldHtTe3aR/szjfbzvD0dzt5oE9T2gW5VdjH4HI7z6Ty8e9Ha0xCGE3lKzYup1QoqkxuXE6jUnJLMx9WH0igzGC0+OO5Mhffp6jUwNaTF1h/JIlpw1qbz/99OgVnnYbuEZXXbR7WLoAPfj3C36dTLRIRl99Dam4xH/52BFu1ikGtK062GEwm9AYjZQYjJ85n88XmU/Rp7mNevaKzUfPBnV0YP28Tc34/ytw/jvHssNaEeVX+dGVNOgY6svj+quthJ8203OivjZ8Daya3qdDuuX6XSn091tOPx3r6VXnNCe29Kp1waAiBrrYV7unfeoQ6W7Q5+mLnatu/NiSE14aEAOWfZ8caylBU9h4X2WtVrP3X51tTvAATI72uup743NHh1dZl/7fWvvZ8MbF2T/3V5h6g7vdRm/+ejYljk460nL64yvPdv7b8O8EhuA1tXllToV3g7c+Z/+039DH8hj5W5TW9ek7Aq+eEK4j26tl6BFa4p39zbt7Dok3nT45W2z5k4muETHwNALWdc43XD39obrX1zy+n1jkSNOZFgsa8WKv2jYmMBRXJWFA7MhbUPxkLKpKxwDokESHEDST2l9nYugfQbsZylOryiR/Xf5aEVcWv//3mf5uMRlyadac0O4ULm38wT+jnxRzEtXUf/Ac+aG57+V4MeTEHcAhsQdDIZ8zH3CMH1xjvnue712oToq4f7anxWgBePcYS9dZISrIuoNY5kXFwPc0f/bTK9qk7lmPnF4FDcPkvZM7NupO6awUh419GUUmt8OoUJUez/aGKSz8vbpBdknkeKB8Qq2LrHkDW0a11el8hxPVj1sooAtzsWfXsIPPkdJ8W1ZcCmNT70vJyo9FEjwgvknOK+G77GfOE/v64DPo29+Ghvpf+ILt8L4YDcem09HexmNwe0rbyJw4v1/W1NSRWkySB8j0O9r11e43XAhjXJYRbP9zAhexCnGw1rDt8jvmTqn6CZ+meWJr6ONEm0A2A7uFerNgbx//d3s78M3hC11B2nElh8a5YluyJQ6dR0T3CizGdQxjfteL+EG+tjCLQzb7GlRBPfLODJ76xTPz2a+nLoqf61epe/VztKDMYySooqXb/hLMpufg/vcji2LguIUy5bH+IC9lFBLo7/LurWYBbebmI81mW/63eWX2Id1YfMr+206qZ/0AP8yqZy7V/eaXF6zaBrnw6yfKP697NfbijWxjvrjlMS38Xnhx0bZbFCyGEEEIIIW5OkogQ4gZhKCkkN/oAIaOfNychaqMkK5m45e+TdWwrpdmpYDQAoNJdegrSIaQtib9+Rtyy93FrNwDH0HYWmxw5hLTj/KbvOPvj/+HRcThO4R1RarQ1vnfrqd9hrGETImUdNiFyatIBW69gUnetxMbJE6VGi1u7AeSe2VehbWFyNHmxUYSMfcl8zKv7GM58M52cU7twaV63px+07gG0fOrLCsft/CrWsBRC3HgKS/Xsj83ghVvb1PiE/OWSswt5d81htp5IJiW3CMM/+x446S79HG8f5MZ/1h/n3TWHGNjan/b/WhXQLqh81cDLv+xjRPtAOoV6oK1FOaLvH+9Dqd5QbZt/lwqqTsdQD4I97FmxNx5PJ1u0ahUDW/uxNya9QtvolFyi4jOZMbKd+di4LqE8u3A3O8+k0qNpeYkFpVLBvPu6M2VIK9YfTmJPTBp/nUph0/ELbD1xgU//legY0MqXP49dYN66Y7xwa9sqY50xsh19W1huVn35Z16TiwtJakpaB7rZ89XkXgCU6o1ExWfwwa9HeP7nPXx0d9dav19lHuzTlIndypMxWQUlLN8bz+Pf7ODHJ/pwSzPLe1v0VF9c7bUYjCbi0vOZ89tR7vx0C2umD8LO5tJ4PmVISxbtiuHxAc2rXXkCYKKG5TRC3Miuty//mpa3iRvK9fbzV778xM3MBCio20OM15Z8Q95MTI3wB7AkIoS4QegLc8BkxMbVp+bG/zAZjRybez9l+ZkE3foMdr5NUNk6cH7Td6TuXGFuF3TbFJQqDSk7l5GwZi5qexe8e44nZNxLqGx0ePeagLG0iORtP3H+z29Q2ujw7HQrYXe+Xml9vYvs/JvWqjRTXXh1G03qzuXYOHni0WlElYmM1B3LAHBr299cQsq1VW8UKg2pO5bVORGh1GhxDG1X5XmtW/kS4uL0xEr3iAAozjiHjVv1T08LIa5POYWlGE0mfF3sat3HaDRx7+dbySwoYerQVjTxdsLBVs23286wfG+cud0zQ1uhVilZtieOOb8fw8XOhgndQnl5ZDt0NmomdgulqFTPwh3RLNh6Gp2NmtsiA5k5tgOu9lUnhZv5OtX3j2DGdg5h2d44PJ1suTUysMpExtI95fc3sJWfuYRU7+Y+aFRKlu6NMyciLgr3diJ8kBNP0IL84jIe+nI7S/bE8fjAFrQKuDTOPDu8DcEeDnz021Gc7Wx4tH/le/4Ee9jTPti9bjd3mfNZBdiolbjaVZ8s12pUFu/TpYknRpOJ15cdZHK/ZjT3c8HXRcfhhMwqr3Hun1Ur//7a8nXRWVy7bwtfjp7L4q0VUax7yXJfqFb+rubNqjuGehDh7cSgd/9g0c4YHrxsY2uNWmnx/1VRKRTkFlefxBLiRpZbUv717+BQ9WqmhmJvb4+xuOJGs+LGZSjMw/46+doDyCuR8UDcvHKL9Tg4XPnvlPXl4vfjxfLZ4sZnKCnCqC+7Ln4XqQtJRAhxg1DbOYNCSWlWcq37FKfGkR9/hBZPfoFn51vNx01Gy18mlWobgkY+Q9DIZyjOSCJ971pil8xGpXMkZPR0FAoFfgMm4TdgEqW5GWRGrSf6p9cBaDZ5bpXvX9+lmQC8u48hYdXHFCiUtH2x4gbVF11MtBx4vWIJqfR9vxJ+7+xareqoLedmXUGhJOPguko3Di9KjaPg3ElzOSwhROPibGeDUqHgQnZhrfvEpedxODGLrx7uxW0dLpV2MxhPW7SzUauYNqw104a1JimzgDUHE5i1IgonWw3P39oWhULBA32a8kCfpqTnFbP+SBKvLt0PwLz7qk6q1ndpJoCxXUL48LejKBUKlj3Tv8p2y/5JtAx45/cK59YeSOCdCZ2qXNXhYKvhgT5N2XIimTPJuRaJCIC3J3Qit6iM15cdwEmn4c7uTWodf22UGYz8dSqFyGD3GlcNVCbCp3xTx5Pnc2ju50KPpt5sP5XCzjOple4T8fuh8nGyVzPvCucup1AoCPd2Yv2R6uvVlsfg9E8M2XWMvpydVkNcWi5J2SX4u9TfWClEY7E9pvwhlg4dOlg5EujUqRPf//AjZflZ1T4AJG4c+Se3M7hzJ2uHgZOTE+FhofwVk8OoNh7WDkeIBmcymfgrroDBY7pZOxQCAgJw9/Qi5/hfuLap+ndwcePIObEdgI4dO1o5krqRRIQQNwiV1g6niE6k7FhC4IgnLUonVcVQWgRgUcpJX5BD5sH1VfaxdfcnYOijpO5cRuH5MxXO2zi549P7TjIObaTw/OlKrnBJfZdmAtD5hOE3YBJlBTk4N6v8F4KcM3spTosncPiTuLaxrAeen3CMmJ9fJ/PQn3h0Gl6n966OrXsAHp1GkLpjGf6DHq6wKiJu6TsoFEr8Bz1Ub+8phGg4djZqOod5sGR3LE8PblmrCeqi0vKk7+VPn+cUlrLucNUJWn83ex4b0IKle+I4nZxb4byHoy139WjChiNJnLqQU+3713dpJoAwLyce7BNBdmFplZsv741OIz49n6cGt6R/S8tVYEfPZfHa0gNsPHqeEZGBpOYUmZ/kv1xMSvnTXl5OthXOKRQKPrm3G/nFep5buAdHWw23Rlbcw+dKvbPqEKm5xbw1/sp+6b84+e/uWD6Bf0+PJszfcIK3Vx9i+dQBFqW9LmQX8uXmU3QK9bDYqLoyJpOJ08k5uDvUnBg4eb78a8PdoeLnVxvO9jaoM5W8uymRT0Y1qdUm30LcKLIKy/h8RzI9unUlIKDm/XiutbFjx/L000+TuOpDQu96q877nInGJX3vanLjjjDh/VetHQoKhYLxE+9g3pwPub9zPm38GtdTuUJcrZ/2pxKfUcD48eOtHQoqlYoJ48ay4MfFeN1yp5SIvsEZivK58Os8mrVoSatWlVfcuF5JIkKIG0jYhP/j0LvjOPTOGPwGPYTG0Y2ChOMo1BqLjaYvsvOLQOvmR8wvszEZjZiMBhLXzkNt74Kh9NLKimOfTMI+qDWOIW1Q2TqSc3o3+Ykn8P1no+vT3zyPWueIU3gn1A6uFCQeJ+vIFvyHPFJtvPaB12YjzPB73672fOrO5SjUNgQMf6LCk2POTbtw7rfPSNm5zCIRkRdzsEJyR6VzwK11XwCMZSXknt1f4b00zp7oPMsnwCLue5vCpFMcfnccAcOfwCm8E/qCbC5sXUjWkc2E3/cu9v7NKlxDCNE4vDq6PWPm/smoORt5uG8z3By0HE/KQqNSWmw0fVGEjxP+rna8tSIKo9GEwWjik3XHcLHXknzZyor7/ruVNgGutAlyw9FWw+6zqRxPyjZvdP3cwt046WzoFOqBq70Nx5Oy2XziQpVliS5q6e9Sr/d/0TsTO1d7fumeOGzUSp4a1KJC6aiuTTz5dP1xlu6JZURkIHP+OMqBuAxGdwqhVYALRqOJ3dFpfLbhBO2D3egaXvnkvFql5IuHenLX/C08/s0OHLQa+l6W9IhNy2dfbMW9K9oFuVkkAg4nZuKSqaWkzEBsWh7L9sSx40wqj/Zvxu0dg2v8LErKDOb3KS0zcDgxkzm/H6O5nzPdwssTNV7OOubd141HF/zNyI82MLlfM3xd7Dh5Ppt5645jZ6Pmswcqbvp9PqvQfO3sghKW7Y3j5PkcXrm9YpnAi/dhNJqIT89nzu9HsdOqmVDJht+1oVIquaV3H1Zu3UpMRgm3t3IlzEOHjUomQMWNyWSCYr2Rg+fyWX40ixKFll++qLg3mDX4+Pjw2Wef8cQTT1B87jiunW7D1jMYhar2+96I65zJSFluGtmHNpJ58HfuvPMuxowZY+2oAHjxxRf5c8N6xn13mNtbudIrzBlnW3WdSzsK0VgYjCZS8spYfyqb9acyeeyxxxgwYIC1wwJg5syZbNm2nZPvjcKl8+04N++Bytax7rVWxXXLWFZMQfwRsvasQFGQwXcbqn6I+HoliQghbiBO4Z1o99Iy4pa/x+kFz6FQKND5hhM8clql7ZVqG1pOWcDZH17h5P+eROPogf+gh9AX5ZH462eXrtu0K+l71nB+w9cY9aXYegUTfvcsfPvcXX4+ojPJ234m+a/FGIoLsXX3J3DEUwTdNqVB7rsujPoy0vasxr39oEqXrytUary6jyZp47fmvSMAktZ/SdJ6yz84dT5NcHu3fDlcScY5ot66rcL1fPveS8Sk9wDQOLrT/tU1JP42n5S/FhO/8mNUWh2OTTrQ9oUluLSoONEkhGg8Ood5smLaQN5dfYhpC3ejACK8nXh2eOtK29uoVXz7aG9eWryXJ77ZgYejLQ/3a0peURn/WX/c3K5bEy9WHYjny82nKDUYCfZwYPb4jtzTMxwo33fgpx3RLNoZQ0FJGf5u9kwZ3JJnhl5/T8eUGYysPpDA4Db+le5foVYpGds5hAVbT5NTWMrYLqGU6o38+NdZzmcXUmYwEuBmz4N9mjJ1aCtUyqpXnmg1Kr5/tDfj5m1i0hfbWPJ0f7xdyldXvLfmMO+tOVyhz5F3RluswLh7/lYAdDYqvJ11dAzxYPnUAfRsWn2ZpIsSMwsY8UH5HwgalRJ/NzsmdAvlueGtLRIew9sH8tvzg/nkj2P835L95BaV4eOsY1j7AKYNa42nY8WVC99sO8M328pXJjraagjzcmTefd2Y2C2sQtuL96FQgLeTjg4h7nz9yC2EejnW6j4qEx4ezgsvvMD8zz7lnXXrKS0ru+JrCdFYuDo7MXrsHUyfPp0WLa7NAzVX4vHHH8fHx4fP//s/Nv0yE4Neb+2QxDXQrn0HXnz3XaZNm4ZKVbcVi9eKs7Mz6zf+yTvvvMOSxYtYuL/iinkhbkRdO3di3rw3eOKJJ1BW8/toQ/L09GTr5k28++67LPplCac3f2ftkMQ14ODoxJhRt/Pss8/Svn17a4dTZwpTY9xiW4hGqLCwEHt7e5o/9hle3UZbOxxxkynJTmH31Eh+/fVXhg+vv5JTQtxsfvrpJ+6++27i5k5AZyPPc4ib07APN9JxwO188cUXABQXF5OZmYleJj/FDczW1hY3NzfU6uv7Z39RURGZmZkYDLKB8I1CoVDg7OyMk5OTtUOplslkIisri/z8fGuHIsQ1o1AocHFxwdHxyh/maAgmk4nMzEwKCqrfD040LlqtFjc3NzSaxrvq8fr+LUoIIYQQQghxXbO1tcXPz8/aYQghAJ1Oh7+/v7XDEDchhUKBm5sbbm5u1g5FiJueQqHA3d0dd3d3a4cihIXrY/2QEEIIIYQQQgghhBBCCCFuSJKIEKKBXKwbaDIarRyJuCkZy5fnXy/1K4VorC5+DxmNUtlS3LwMRpOMJ0IIIYQQQog6kb8ghGggWq0Wra0tpVkXrB2KuAmVZCUDyFJpIa6Sq2v5JvcXcoqsHIkQ1mEymUjOLpTxRAghhBBCCFEnkogQooEoFAoGDhxE1sF11g5F3IQyDvyBs6sbkZGR1g5FiEatZ8+e2Gq1/H7onLVDEcIqDsRlkJJdwKBBg6wdihBCCCGEEKIRkUSEEA3ogUn3k312P/GrPsb0T6kcIa4lk8lERtRGzq//knvvvguNRmPtkIRo1BwcHBg3bhxz/zjOjtMp1g5HiAZ1PquQqQv3EhwUSO/eva0djhBCCCGEEKIRUZhMJilyLEQDmj17Nv/3f/+HrbMHji1uQWPvDArJCYp6ZjJhKC2iMGY/eUlnGDZ8BCuWL0Or1Vo7MiEavYKCAkYMH8bWbdtpGeBG+yBXbDUqFAprRybEtVGmNxKTls+OMyn4eHuzectWmjZtau2whBBCCCGEEI2IJCKEsIK9e/fyyy+/8NeOneTk5Fg7nErp9Qbi4uKwsdEQGBgkE2z/kpaWTkZGBkFBQdjZ6awdTqXs7exo1bIF48ePZ/DgwbIaQoh6VFJSwu+//87SpUs4ffIkxcU37p4R6RkZpKelExgYgL29vbXDua6U6fXExcZha2tLQEDADTtWqtUa/PwDuH3UKMaMGYO7u7u1QxJCCCGEEEI0MpKIEEJUYDAYGDZsGIcOHSIqKgpfX19rh3Td0ev1DBw4kNOnTxMVFYWXl5e1QxJCiHq3ZcsWBgwYwMsvv8ysWbOsHc51af369QwdOpRZs2bxyiuvWDscIYQQQgghhLguSSJCCFHBrFmzeP3119mwYQMDBgywdjjXrfPnzxMZGUnbtm35448/UKlU1g5JCCHqTUpKCu3bt6dFixZs2LBBfsZV47XXXmP27Nls3LiRfv36WTscIYQQQgghhLjuSCJCCGFh8+bNDBw4kNdee43XX3/d2uFc9/78808GDRrEG2+8wWuvvWbtcIQQol4YDAYGDx7MsWPHiIqKwsfHx9ohXdcMBgODBg3ixIkTREVF4e3tbe2QhBBCCCGEEOK6IokIIYRZcnIy7du3p02bNvKEfx288cYbvPnmm2zcuJH+/ftbOxwhhLhqb7zxBrNmzWLDhg3yc62WLo6hrVq1Yv369TKGCiGEEEIIIcRlJBEhhADkac6rYTAYGDJkCEePHuXgwYOyp4YQolHbuHEjgwcPlpVeV2DTpk0MGjSIV199lTfeeMPa4QghhBBCCCHEdUMSEUII4FJ9602bNtGnTx9rh9PoXKyl3rx5czZs2IBarbZ2SEIIUWfnz5+nffv2tG/fnt9//12e6r8CF/dZWrduHYMGDbJ2OEIIIYQQQghxXZBEhBCC9evXM3ToUN566y1efvlla4fTaG3dupX+/fvz8ssvM2vWLGuHI4QQdaLX6xkwYABnz57l4MGDeHl5WTukRslgMDBs2DCioqKIiorCz8/P2iEJIYQQQgghhNVJIkKIm1xSUhKRkZF07NiRX3/9FaVSae2QGrXZs2fz6quv8scffzB48GBrhyOEELX2yiuv8O6777J582Z69+5t7XAatdTUVCIjIwkPD+fPP/+UVXJCCCGEEEKIm54kIoS4ien1evr3709MTAxRUVF4eHhYO6RGz2g0Mnz4cPbv309UVBT+/v7WDkkIIWr0+++/M3z4cN5++21mzJhh7XBuCNu2baNfv3689NJLzJ4929rhCCGEEEIIIYRVSSJCiJvYjBkz+OCDD9i6dSs9e/a0djg3jLS0NCIjIwkNDWXz5s3yJKwQ4rqWmJhIZGQkXbp0Ye3atbIyrh69++67zJgxg99++41hw4ZZOxwhhBBCCCGEsBpJRAhxk/rtt98YMWIE7733Hi+88IK1w7nh/P333/Tp04fp06fz7rvvWjscIYSoVFlZGX379iUhIYGDBw/Kyrh6ZjQaue2229i9ezcHDx4kMDDQ2iEJIYQQQgghhFVIIkKIm1BiYiLt27enR48erFq1Sp5+vUbef/99XnzxRdauXcuIESOsHY4QQlTwwgsvMGfOHLZu3UqPHj2sHc4NKT09ncjISIKCgtiyZQsajcbaIQkhhBBCCCFEg5NEhBA3mbKyMvr06UNSUhIHDx7Ezc3N2iHdsIxGIyNHjmTnzp0cPHiQoKAga4ckhBBma9asYeTIkXzwwQdMnz7d2uHc0Hbs2EGfPn2YNm0a77//vrXDEUIIIYQQQogGJ4kIIW4y06dP55NPPmH79u1069bN2uHc8DIyMujQoQN+fn5s3boVGxsba4ckhBDEx8cTGRlJr169WLVqFQqFwtoh3fA++ugjpk+fzurVq7ntttusHY4QQgghhBBCNChJRAhxE1m9ejW33347H3/8MdOmTbN2ODeNXbt2ccsttzBlyhQ++ugja4cjhLjJlZaWcsstt5CSksLBgwdxdXW1dkg3BZPJxKhRo9i+fTsHDx4kODjY2iEJIYQQQgghRIORRIQQN4m4uDgiIyPp27cvy5cvl6dfG9icOXN49tlnWblyJbfffru1wxFC3MSmTZvGZ599xl9//UWXLl2sHc5NJSsri8jISLy9vdm+fbuskhNCCCGEEELcNCQRIcRNoLS0lF69epGens6BAwdwcXGxdkg3HZPJxJgxY9iyZQsHDhwgNDTU2iEJIW5CK1asYMyYMcydO5dnnnnG2uHclPbs2UOvXr148sknmTNnjrXDEUIIIYQQQogGIYkIIW4CzzzzDP/973/5+++/6dSpk7XDuWllZWXRsWNH3N3d+euvv9BqtdYOSQhxE4mJiaFDhw4MGDCApUuXyso4K5o3bx7PPPMMy5YtY8yYMdYORwghhBBCCCGuOUlECHGDW7ZsGePGjeM///kPTz31lLXDuent27ePnj178uijjzJv3jxrhyOEuEmUlJTQs2dPsrKyOHDgAM7OztYO6aZmMpkYP348Gzdu5MCBA4SFhVk7JCGEEEIIIYS4piQRIcQNLDo6mg4dOjBkyBAWL14sT79eJz799FOefvpplixZwrhx46wdjhDiJvDUU0/x5ZdfsnPnTjp06GDtcASQk5NDhw4dcHV15e+//5ZVckIIIYQQQogbmiQihLhBFRcX06NHD/Ly8ti3b588/XodMZlMTJw4kXXr1rF//37Cw8OtHZIQ4gb2yy+/MHHiRD777DOeeOIJa4cjLnPgwAG6d+/O5MmT+fTTT60djhBCCCGEEEJcM5KIEOIG9cQTT7BgwQJ27dpF+/btrR2O+JecnBw6deqEg4MDO3fuxNbW1tohCSFuQGfOnKFjx44MHz6cn3/+WVbGXYc+//xznnjiCRYtWsTEiROtHY4QQgghhBBCXBNKawcghLh60dHRdOzYkcLCQgAWLVrE559/zieffCJJiOuUs7MzS5Ys4cSJE0ybNs3a4QghbkBFRUWMHz8eHx8fvvjiC0lCXKcee+wxJk6cyOTJkzlz5oy1wxFCCCGEEEKIa0ISEULcADZu3MihQ4dQKpWcOnWKyZMnc+edd/LII49YOzRRjfbt2/PJJ5/w3//+l59//tna4QghbjBTp07l1KlTLFmyBCcnJ2uHI6qgUCj44osv8PHxYfz48RQVFVk7JCGEEEIIIYSod5KIEOIGcOjQIZo3b47JZGLChAn4+/vzv//9T55+bQQeeeQRc9Lo1KlT1g5HCHGDWLhwIV988QXz5s2jXbt21g5H1MDJyYklS5Zw6tQppk6dau1whBBCCCGEEKLeyR4RQtwAevbsSUhICHZ2dixcuJDdu3fTqlUrMjIy8PT0tHZ4ogZ5eXl07twZGxsbdu3ahZ2dnbVDEkI0YidPnqRTp06MHj2a77//XpLSjchXX33F5MmT+fHHH7n77rutHY4QQgghhBBC1BtJRAjRyBmNRpycnLj11ltZvHgxX375JU5OTsyaNYvExETS0tLQaDTWDlPU4MiRI3Tt2pW77rqLr776ytrhCCEaqcLCQrp27Yper2fv3r04ODhYOyRRByaTifvuu48VK1awb98+mjdvbu2QhBBCCCGEEKJeSCJCiEbu7NmzREREoNVq6dKlCxkZGRw/fpzBgwczc+ZMunXrZu0QRS0tWLCAhx56iO+//557773X2uEIIRqhBx98kEWLFrFnzx5at25t7XDEFcjPz6dz586o1Wp2794tq+SEEEIIIYQQNwTZI0KIRm737t0AGAwGtm/fTlBQEDt37mTdunWShGhkHnjgAe677z4ee+wxjh8/bu1whBCNzLfffss333zD/PnzJQnRiDk4OLBkyRKio6N56qmnrB2OEEIIIYQQQtQLWREhRCN35513smjRInr37s0HH3xAly5drB2SuAoFBQXm/4Z79uzB3t7eyhEJIRqDo0eP0qVLF+644w4WLFhg7XBEPfjuu++YNGkS33zzDZMmTbJ2OEIIIYQQQghxVSQRIUQjd7EU0y233GLtUEQ9OX78OJ07d2bcuHF8++23KBQKjEYjFy5cwN/f39rhCSGszGQyce7cOQIDAwEp5XMjq6zUVnp6OnZ2dvLfWQghhBBCCNGoSGkmIRo5d3d3SULcYFq2bMl///tfvv/+e7755hsA/vrrL8LCwkhPT7dydEIIa1u7di3h4eGUlZVhMpl4/PHHSUxMZMmSJTI5fYP59NNPadKkCePHjyc/Px+ACRMm8Nprr1k5MiGEEEIIIYSoG7W1AxDWcfHp6ot/1ApR39RqNV5eXjg6Olo7lEbp3nvvZevWrTz55JN06tQJHx8fSktLiYqKYuDAgdYOTwhhRbt27cLDwwONRsNXX33Fjz/+yI8//kjz5s2tHZqoZ3Z2dixZsoROnTrx2GOP8cMPP+Dj48OuXbusHZoQQgghhBBC1ImUZrrJZGZmMnPmTBYvWUrKhfPWDkfc4FQqFb379GXK008xatQoa4fT6BQVFdGtWzeKi4vZvXs3/v7+zJw5k+nTp1s7NCGEFY0YMQKTycQ777xD165duf/++/nf//5n7bDENfTTTz9x991388UXX5CZmclbb71FTk4OSqUsbhZCCCGEEEI0DpKIuIlkZmbSb8BATp6Jwb37OFxa9kKlcwKFwtqhiRuQyVBGUXIMmXtWknN6D1999RUPPvigtcNqFEpKSvjhhx8YOXIk2dnZdOzYkdtuu43Y2FjCw8P54YcfrB2iEMKKAgICmDhxImvWrMHOzo6dO3cSHR3NiRMnGD9+vLXDE/Vox44d5OfnM2jQIB577DG+++475syZwxNPPMHZs2dp0qSJtUMUQgghhBBCiFqRRMRN5MUXX2Tup5/T8qUV2Ae0sHY44iZhMhqJ/vZ5MvcsJy01FWdnZ2uHdN1LTEykVatWGAwGnnjiCZo0acLjjz/OLbfcQnZ2NocPH7Z2iEIIK8nIyMDDw4Pu3btz9OhRFi5cyHfffceyZcuIjIxk//79KOQBgxvGtGnTmDt3Lp07d+bFF1/kzTffJC8vj9jYWJYtW8aYMWOsHaIQQgghhBBC1Iqs575JmEwmFv2yBNfOIyUJIRqUQqkkcNRzlJWWsmrVKmuH0ygEBgYSGxvLtGnT+N///sezzz5L27Zt2bFjBydOnKCkpMTaIQohrOTQoUMA7Ny5k+bNmzNy5Ej279/Pl19+ya5duyQJcYP5+OOP2bBhA1qtlnHjxmE0GklOTkar1XLw4EFrhyeEEEIIIYQQtSaJiJtETk4OCXGxODfvae1QxE1I6+aHo1+4TJrUgbu7O2+99RZxcXFMnz6duLg4DAYDer2evXv3Wjs8IYSV/Prrr+Z/Z2ZmsmDBAk6fPs3DDz+MjY2NFSMT14JCoWDgwIFs27aNP//8Ezc3N4qKiigpKWH16tXWDk8IIYQQQgghak1t7QBEwygsLARApXO4ov4JKz8icfXHADiERdLu/9aazxUkHid++Xvkx0ZhLC1G5xuO/7An8Og0wuIa2ce2Eb/ifQoSjqPWOeDWcRgh415BbedkbnPkvXHkntpZaQzBY2cQMOKpCsf1hbkceKUPZTmptH1lNY5NOlq8Z8rfv5Afc5Di1Di8eo4n4qG5Fa6x68kWGIpyAWj66Hw8u95e+w+nARn1ZSSu+oiUv37BUJSDQ3BbQu+ciUNI2xr71ubzzzm5g6PvV6wvbuffjMhZm+rc7nIqnQMFBQW1uU1xGTc3N958802effZZXn/9dT7//HMyMzOtHZYQwkqysrJwcHBgzpw5TJo0CbVafpW7GSgUCvr370///v3ZsmULkyZNktVxQgghhBBCiEZF/nq9ySi48pINCrUNbV5cisr2UjKjNCeVox9MxNYzmCb3votSa0fqjiWc+vxRVFN/wLVNPwByTu3k2Jx7cO84nKDbn6Mk8zzxy96hKDma1s8vMZeSaHLP2xiK8yzeN3XHMpI3f4dr2/6VxpWw4v0qY846somC+KM4RXRGX5hTZbtW0xdRmnmek589XOvPwxriFr9Jyl+LCZ34KraewZxf/yVHP7yDyJkb0Lr7V9mvtp//ReGTPsTOv6n5tdJGV+l1a9uunJQLuRouLi588sknfPLJJ9YORQhhRQsWLGDBggXWDkNYUd++fYmLi7N2GEIIIYQQQghRJ5KIEHWgsFhtAJB9dAv6/EyavfYbth6BALi0vIW8s/tI37PKnIhIXD0He/9mNHvsc/Okt8bBlZOfTSbr0Ebc2g8CsJjUvijmp9ewC2iBfWDLCufy44+Qsn0RoXe9SfS3z1c4HzLhNULveAOAAy/3rvLOHEPbUezoVovPoHaKUmLReYfW2/UASrKSSd7yPSETXsOn770AOIZ3Zv9LPUj643PC7n6ryr61/fwvsvNvWuG/dWVq204IIYQQQgghhBBCCHHzkkTETU5flE/U64PQ+YTRctqP5knqxNVzSFw7j7b/twaHoNZV9jca9ACobO3NxxRKJSqtPSaj0XwsL+YgPv3us3jy3qVVHwAyDq6rMBF+UVFKDPmxUQSPf6XCOZPRSPT3L+E3eDI6r5BK+yuUDbcNSmlOKqk7lpH69y8oVWraz9xQr9fPPrYVk0GPx2Vlo1RaHe6RQ8g8tLHaRMSVfv7XsxMnTvDXX3+Rm5uLyWSydjhCXBMKhQInJyd69epFixYtrB1OpUwmE0eOHGHnzp3k5eXV3EE0GhqNhoCAAAYPHoyjo6O1w6lUYWEhGzZsIC4ujrKyMmuHI8Q1o9FoCAkJYdCgQdjZ2Vk7HCGEEEIIIepMEhE3ObXOgaaT53HkvbFc+PMb/AY+SF5sFIlr5hI05qVqkxAA7pFDSVj2LrE/vU7wuBmotHakbF9EUUosTe5/19xOoVShVGks+ipUalAoKDp/qsrrp+1cDgolnl1HVTiXvPUHynLTCBgxhfxY62yCbNSXkhm1ntS/FpN1dCtqOyc8utyO9y13WLQzGQ1Q02S5QoFCqarydNH5M6gdXLFx8rA4rvNrSvLWHzGUFqGqojRSXT//E/95kLK8TDSObri1H0LwuBloHFyvuF19OnXqFBPGjeXw0WMoFGCv1aBUSNkncWMymkwUlJRhMkHb1q34ZekymjVrZu2wzA4ePMiEO+7k7OlTKJRKNLb2IN+PNwyjvgx9SRE2Wlsee/QR5syZg7IBE/zVMZlMvPrqq8z5+CMKi4qx1aiwUVc9hgrR2JXqDRSXGbDT2TLt2eeYNWtWhdKaQgghhBBCXM8kESFwiuhMwLAniF86G6fwTpz5cgqOEZ3xH/JojX01jm60mbGC45/cz77pnYHyfQKaPf45TuGdze103mHkxVgmC/JjD4HJRFl+dpXXT9u1Audm3dC6+VkcL81NJ2H5+zS5/31U2ur2Jbg28mIPkfr3L6TvXomhuADXtgNo/vj/cG03EKVaU6H9/hd7UJJxrtprat0D6PTB7irP6wtzUNs5VziutncGkwl9QU6ViYjafv4qnRN+Qx7FuVl3VLb25MUc5Nyvn5IXvZ92r/2GUqOtU7v6Fh8fT9/et+CkKGLBnc3o08QFW831MSkmxLVSXGZka3Q2726Kp1+f3uzas5egoCBrh8XJkyfpN2AgRmd/mj/zPc4tb0GptrF2WKKeFacnkvb3Ev7zn4/R6/V89tln1g4JgP/7v//j7bff5sleftzRwYsw94b/XUCIhhaTUcSiA6nMnj0bgLfeqno1rBBCCCGEENcbSUQIAAJvf46so1s4/PYolDa2tJr+c63KGpXlZnDys0ewcfEhdOJrKDW2pO1exen/PUnLaT/g3Kw7AL4DH+TMV89w7vf5ePe6g5LM80T/MAOUqirfJy96P8WpcQSMeLrCubjFb+IQ0haPTiOu7savwNH3x5NzcgcOoe0JGjUdj663o3Gofn+JFs98i7GstNo2Ss21m8Cr7efvENwah+BLq2Ccm/fAIbgNxz66k7TdK/HuNbFO7erb119/TWFeDuueaouHQ8WEjxA3IluNkiHN3egQ4EDvT4/w9ddfM3PmTGuHxfz58ylFQ+vnFleaJBU3BluPQAJvfxaljS3//e87vPHGG3h6elo1pvz8fD7+6COeusWfGQOtn5QToqGEuet4eVAwCoWCjz/6kJdeegkHBwdrhyWEEEIIIUStyKPEAgClWoNHp1sx6UtwjxyC1s2/Vv3O/TGfstw0Wk79Hrf2g3Fp1ZuIBz/CMSySuCWzze08u4/Ff9iTJKz4gD3PtOHQrOE4t+iJfWArbJy9Kr126s7lKDW2uP8r2ZAXvZ/0PasIGjUdfWEO+sIcDMUFABiKC9AX5V/hp1A7KtvyP/j0hbnoC3MxlhTV2MfOrykOQa2q/Z+dX8WNui+ntnNGX5hT4bi+IAcUivKVEVW4ks//IpdWvVHbu5SvoKiHdldj+dIlDGnmLEkIcVPydLBhcFNnli35xdqhALBk6XKcO94qSYibhFeviZhQsGrVKmuHwh9//EFxSQl3d6x+/BLiRnV3Ry+Kikv4448/rB2KEEIIIYQQtSYrIgQARcnRJK6Zi31wG1J3LsO79104RXSuuV/SaXS+4ai0lpvm2Ye0JXX7IvNrhUJByPiXCbh1CiXpCdi4+qDWObF7Smt8BzxY4bomg570PatxbTcQtc5yg8zCC2cxGfQcnj2yQr9jH92JnX8zImdtqu2t11mLKd9QlBJD6l+/kLz1RxJWfoBzs+549hiHR6dbLTbuvqg+SjPpfCPQ52dRlpuBxsndfLzo/Gm07gFVlmWCun/+VVykfttdgbj4eMbdIhNP4ubVyseO37fHWzsMysrKSL6QRJOhrawdimggGkd37Nx8iYuLs3YoxMXF4aizIcjV1tqhCGEVQa62OOpsrovvRyGEEEIIIWpLEhECk0HP6S+fQecdStuXV3Hy04c5/eUU2s/cgFpX/XJvrUcA6XvXYigptEhGFMQdRutRsVyCWueAOrAlAMlbF2IsK6m0jE/W0S3o8zPx7D62wjnXNv1o/cISi2MFCceIXfQGYffMxiG0fW1u+6rovMMIHvsSQaNfIPv4dlL//oWYH18m5sdXcO84DO/ed5nLUkH9lGZyad0blCrS967Gd8ADABhKi8g4uB73jsNqFXdtP//LZR3dgr4gG8caPtfatrsapWVlaNWykKsyU1ec5cC5PLY9HVmnfosPpvLsymgOTu+Il+O1r+9fUGJg1vp41h7PoERvpFuwE7OGhxLiVvOE4qGkfN74I47DFwpwtlUxMdKL5/oGolbdPJt1atVKSsvKrB0GZf/EcK32g7kSZ7+eSl7MASJnb6tTv9S/FhP9zbN0/PhgjSvE6oOhuID4JbPI2LcWY1kJTk27EXrXLGy9Qmrsmx93iLhFb1AQfxiVzhmvXhMJvP05FKqG+XVOaaOltLT6sawhlJaWylhQBRkLbh5atfK6+H4UQgghhBCitiQRIUhc8wmF506YNxkOf/AjDr46gNifXyPiwY+r7evd525Stv3M8Tn34jd4MkobW9J3ryLn5A4iHpprbpcXc5CckzuwD2qFyaAn+/h2LmxcQOgdb2DrFVzhumk7l6N2cMW1Tb8K52ycvaqcLHIIbmMxEV6cfo78uCigfPKnOOMc6fvWAuDaZsBVb3StUCpxbd0H19Z90Bfmkr5nNal//0Lsz6/T/o315nb2AS2u6n0AtK6++PS9l/hl76JQabD1Cub8+i8xlhbhP/Rxc7ucUzs5+sFEIh74CK+e44Haf/6nv3garUcgDiFtzZtQJ/0+H/ugVnh0vb3O7UTDmdongIJSQ537DWzqyuqHW+Nq1zDDwZPLzhCVlM+bw0Jw0an5ePM5Jn53nD+faIeDVlVlv8SsYiZ+d5zOQY58c2cz4jKLmbU+nuIyI68PDWmQ2MX1LeC2qRhKCurcz7XdQFq/vBq1ves1iKqiM188SX5sFCF3vona3oVzqz7m+IcTaTfzT1TVJP+L0xM5/uFEHMM70+zpbyhOjSP+l1kYy4oJmfh6g8Qurn8yFgghhBBCCCGuV5KIuMnlxRzk3K/zCB7/Cnb+zYDyif7w+9/n5GcP49ZuULVP2zsEtabV84tJXPUxZ799HpO+FJ1PEyIm/wev7mPM7RRqDZkH13Fu7TxMRj12AS1o/sT/cO84vMI1DcUFZEatx6vneJTqq9sLIOfk35xd8Kz5dWl2MrkndwLQ8f1dqLSBV3X9y6ntnPDpew8+fe+hNCe13q57udA73kBl60DCqo8wFOZiH9yGVtN/xtYj4FIjkwmMBkwmo/lQbT9/O/+mpO1ayYWNX2MsK8bG1RfvW+4gcOSzKNU2dW4nGk5tniKtjLu9Bnf7htlz4+C5PDacyuKbO5sxuHn5Bu+tfOzpPvcAP+5L4bGeflX2nf/3eextlHw5sRm2GiW9m0BRmZF3NibweE+/BnmCV1zfarOioDIaR3c0ju41N6wHeTEHyTq0gWZPf4Nb+8EA2Ae24sCL3UnZ9iN+Qx6rsu/53+ej1NrT7MkvUWpsoWVvjCVFJCx7B7+hjzfIag5x/ZOxQMYCIYQQQgghrleSiLjJOYZF0uPLivXG3TsOo+eCpArHTQY9KBQolJeeVnNu2hXn5xdX+z4OQa1p+8rqWsWksrWn+3/P1qqtOYbmPSqN17vXxBpLDwGYjAZMxro/QViVazUhpFRrCBk3g5BxM6psU9lnUdvPP2DE0wSMeLre2on68fP+FOZtTyI1r5RWvva8PSKMkV8d4cle/jzXrzyZ9u9yHBfLbPzxaBs+3nKO7TE5eNhreLCrD4/0uDTJ05DlODadycZBq2JA00tPnns72tAjxJmNp7OqnXzadCabIc3dsNVcKscyuo0Hb66LZ0t0NhPayyTsjSxl+88krZ1HaU4q9kGtCLvnbY7MHon/8CcJvP05oGJpposll9q89gfnVn9MzvHtaJw88BnwIH6DHzFfuyFLM2Uf2YTK1gHXtgPMx2xcvHFu3oOsQxurTURkH9mEW+SQ8iTEPzy6jSb+lzfJProFr54TrmnswvpkLJCxQAghhBBCiMZMEhGi1kz6EnZMDsYhLJJ2/7fW2uHUq91Pt8ZQlGvtMISoYOPpLKavjmFsOw9Gt/EgJqOYR385hcFYc1+Ap5adZWKkJw909WHtsQxmrounmZcdfcJd6hSH3mCqsY1CASpl1TW6T6cVEeZuW6FNhKeOFUfSq+xXVGrgXHYJEZ6WpdS8HG1w0ak5m1ZUY2yi8co6tJGYb6fj0X0sHl1HU5wSw6nPHwVT7ZLHZ798Cs+eE/EZ8AAZe9cSv3gmdn7NcGndp05xmAz6mhv9K1H/b0XnT2PrHVahjc4vgvRdK6rsZygpoiTjHDrfCIvjNs5eqO1dKLpQt+S9aHxkLJCxQAghhBBCiMZOEhGiVrz73I1ru4FA+YqFG03rF5dgMpRPaukq2bNCCGuZu/UcnYMcmTemfAKyXwRoVApmrI2tVf97OnkzubsvAD1DnfnzdBZrj2XUefIp+M1dNbbpHuLE0gdaVXk+p0iPk23FYcdZpya7qOpJ3uzi8nOV9XXRqartKxq/c2vn4hjemYiH55UfaNMPhVpD7A9Vrwy7nHefe/AdNBkA5+Y9yTr8Jxn71tY5EbHrkZrHBqdm3Wn1wtIqz+sLc1DbOVU4rrZzRl+QXU2/7H/aVeyrsneptq+4MchYIGOBEEIIIYQQjZ0kIkStaF190Lr6WDuMa8YhqLW1QxCiAoPRxJHzBcwYGGRxfERL91pPPvUNdzb/W6VUEOah43xuSZ1j+e2RNjW2sa9mg1EhroTJaKAg/ghBYyyTDu4dR9Q6EeHcqq/53wqlCp1PGCVZ5+scS5tXf6uxzY2YqBfWJ2OBEEIIIYQQ4kYgiQghhLhOZRSUoTeacLO3/FHtZqemmqoXFpz/9eSojUpBib7m0hr/1sqn5glWRQ0xOevUJGQVVzieU6THRVf1cHTxHnKLKz7tml1kqLavaNzK8jIwGfSoHd0sjqsd3EChrKKXJbW9s8VrhdoGU1ndJ2DtA6t+wvvSxav/JlDbOVOcllDhuL4wB7W9S7X9yttVLCFoKMiutq9o/GQs+KefjAVCCCGEEEI0avIbuxBCXKfc7TWolQoyCywnXTIL9RjrPn90VeqjHEeEh44tZ7MxGk0oL5s9O5NWRLiHrsp+djYq/J1tOPOv+t9p+aVkF+kJ96y6r2jcNI7uKFRq9HmZFsf1+ZlgqmVx/HpSH6WZdL4RZB/dgsloRKG8lEgpOn8GnW94lf1UWjts3PwpunDG4nhpThr6guxq+4rGT8aCcjIWCCGEEEII0bhJIkJct858PZW86AN0eHtbnfql/LWYswuepfOcg9g4e12j6C4xFBcQ98ss0vetxVhWgnPTboTePQudV0iNffNiDxG36A3y4w+j0jnjfctEgm5/DoXq0rdm+p7VpO9dQ17MQUqzLhA48lmCRj1ncZ2L91wZnU+TOn+G4vqgUipo42fPHyczeaynn/n4r8czGjyW+ijH0b+pC3O2nuPPM9kMauYKlE8g7YjL4YX+QdX3jXBl3aksXhtixFZTPoG78kgGaqWCPk1cancTotFRKFXYB7ch8+Af+A19zHw8Y/+vDR5LfZRmcmnbn3Nr5pB95E9c2w0CypMJOSd3EDT6hWr7urbtT1bUOowTX0OpsQUgY89KFCo1Lq3qtt+FaFxkLLisr4wFQgghhBBCNFqSiBDXrYDbpmIsLqhzP7e2A2n7ymrU9q7XIKqKTn3xJPkxUYTe+SYaexcSVn3MsQ8m0v7NP1HrHKrsV5yeyLEPJ+IU0ZkWT39DUWoccb/MwlhaTOgdr5vbpe9bS3FqHK5t+5P61+JKr3Xxni9Xlp/FiU/ux7Vt//q5UWEVU/sEcP/Ck0xZfoYxbT2JTi9iwe4LqJWKWpfkqA/t/Kv+Wq6tDgGODGjqwotroskvCcZZp2bOlnO422u4u+OlpOGSqDSeW3WWxfe3pHtIeUmax3v6seJIOo/+cpqHu/sSl1HMB5sSuL+LN96ONlcdm7h+Bdw6lZPz7ufMV1Pw7DaGouRoLvy5oDxhW8vyTPXBIaTdVV/DMawDLm0HEP3diwRPyEdt78y51XPQOLnj1educ7u0HUs4+81ztJy+GOdm3QHwG/o46btWcPrzR/Ed+DDFqXEkrPgA7373Y+PifdWxieubjAUyFgghhBBCCNHYSSJCXLdqs6KgMhondzRO7vUbTBXyYg6SFbWB5k9/g3vkYADsg1qx74XupGz9Ef/LnuD9t6Tf56PS2tP8yS9RamxxadUbY2kR8UvfwX/Y4+bVHM0e+6+5hEfq35WX/Kjsni9s+hYAz+5jr/Y2hRUNbOrKhyPD+GRbEmuPZdDS2565o8MZveAYjtrG9yN8/rimvLkujv/7LY4SvZFuwU58MiYcx8vqlxtNJgxGMF1WciTYzZZF97Vg5rp4Ji08gZOtmge6+jK9X4AV7kI0JNd2Awmb9CFJaz8hY+9a7ANbEv7gXI69Nxq1ztHa4dVZ00fmE7fkTeJ++j+MZSU4Ne1G+MOfWNyLyWgEo8Him8DWM5gWzy0ifvFMTsybhNrOCd8BDxBw+3Rr3IZoYDIWlJOxQAghhBBCiMar8f3lIm4IKdt+JnHtPMpyUrEPakXYvW9z+K2RBAx/0lx26N+lmS6WH2r3+h8krvqY7OPb0Th54DvwQfwHP3Lp2g1Yminr8CZUtg64tRtgPmbj4o1z8x5kHt5YbSIi6/Am3CKHmEtsAHh2G03c4jfJProFr54TACzqiNdF2q4V6HwjcAiuuYyCuL7d2dGbOzteeuJ505ksTCZo5WtnPjZ3tGWN+ImRXkyMrPj1v/DelrVqd604aFW8P7IJ749sUmWbqmKKDHBk5UOtr2V44jrlfcudeN9yp/l11pFNYDJhF3SpDn34Q3Mt+nj1mohXr4kVrtVy2sJatbtWVDoHmtz3Pk3ue7/KNlXF5BgWSesZK69hdOJ6JmNBORkLhBBCCCGEaJwkESEaXOahjZz9djqe3cfi2W00RckxnJr/KJgMtep/+oun8Oo1Ed8BD5C+dy1xi2Zi59cM19Z1q5FtMuhrbqRQoFBWXeu48PxpbL3DKrSx84sgbdeKKvsZSoooyTiHnV+ExXEbZy/U9i4Unj9bc2zVKE5LIO/sPoLGvHhV1xHWl1us54NNifQMdcbRVsXJlELmbUuirZ893YKdrB2eENecvjCXxJUf4Ny8Jyo7RwrPnSTp13nYB7fFqWk3a4cnRIOQsUAIIYQQQgjR2EkiQjS4xDVzcQzvTNPJ8wBwbdMPhVpDzA8zatXfp889+A2eDIBzi55kHf6TjH1r65yI2DE5uMY2Ts260+bFysshAegLc1DbVZwAUNs7oy/IrqZf+TlVpX1dqu1bG2k7l4FCgWe3MVd1HWF9GqWCxOwSXlwTQ3aRHhedmn4RLrw6OBiFogELgwthJQqVhpL0RGJ+eBF9QTZqexdcWvcjeMKr8j0gbhoyFgghhBBCCCEaO0lEiAZlMhooiD9C8FjLpINHxxG1TkS4tO5r/rdCqULnE0ZJ5vk6x9L21d9qbKOyta/zda8HabtW4BTRBVsPqZnc2OlsVHx7V3NrhyGE1ai0OppP+dbaYQhhVTIWCCGEEEIIIRo7SUSIBlWWl4HJoEfj6GZxXO3oBora7YWgtne2eK1Q22AsK6lzLA6X1RavUg1PGartnClOS6hwXF+Qg9repdp+AIbC3Er6ZlfbtyZ5sYcoSo7G77J9M4QQQgghhBBCCCGEEMJaJBEhGpTG0R2FSk1ZXqbFcX1eJpiMDRpLfZRmsvOLIPvoFkxGo8Wm0oXnz6DzC6+yn0prh9bdn8LzZyyOl+akoS/Ixq6avjVJ27kMhVqLR+dbr/gaQlzk//pOZgwM4qlb/K0dSq1Epxfx7Z5k/o7NITG7BGdbNd2CnXhpYBABLlprhycaqZ0P+RM0dgb+w5+ydii1dm7NHHJP7yE/7hCGwhxaPr8E5+Y9rB2WaKQa21hwUVxmMe9uTGB7TA7FeiNBLlqm9gng9jYe1g5NCCGEEEKIm44kIkSDUihV2Ae3IePAH/gPfcx8PH3/rw0eS32UZnJt05/E1XPIOvwnbu0HAeXJhJyTOwge80KNfTOj1hF6x2soNbYApO9eiUKlxqVV3fa7uMhkNJC+ZzWubftf1aoKIRqrbdHZ7IzL5c4O3rTysSMtv4y5W88x4osjbHyiLZ4ONtYOUYgGkbL1R7Qewbi06k3G3jXWDkeIBnc2vYhRXx+ltY89H94ehqNWzZm0QkoMDfvgixBCCCGEEKKcJCJEgwu8bSonPrmf019OwbP7GIouRHPhzwUoVGpQ1q48U31wDG139ddo0gHXtgM4+92LhBbno7ZzJnHNHDRO7nj3udvcLvXvJZz55jlaP78Y52bdAfAf+jhpu1Zwcv6j+A16mOLUOOJXfIBPv/uxcfE29y1MOk3hhdPlL0xGCs+fJn3fWgA8Olmuesg+vp2y3DS8ussm1eLmdHtrDyZ18bHYvLVToCNd5x5gSVQaT/RqXE/zCnGlOry/F4VSSV70fklEiJvSS2tiaOKuY+G9LVApy8eEXmHONfQSQgghhBBCXCuSiBANzq3dQMInfUji2k9I37sW+8CWRDw0lyPvjkatc7R2eHXW9NH5xP3yJjEL/w9jWQlOTbvR+uFPLO7FZDKC0QAmk/mYrVcwraYvInbRTE58MgmVnRN+Ax8g8PbpFtdP37uGxNUfm19n7FtLxsVExIIki7ZpO5ejsnPGte2Aa3Grop6cSSvkrfUJ7D+XR1GpAS9HGwY1deXN4aFAeXmhOVvOsSchl4yCMnydtYxo6c60PgHYai4l6/xf38mLAwIp1Zv4cX8KRWVGRrXxYPbwUA4m5fHGH3GcSi2ihbcdc0aFE+6ps+j7Qv9ACkoNLDqYSmGpkX4RLrwzIgwPB0218W8+k8XcrUkcTS5Aq1IwoKkrM4eG4GZ/qd/nfyWx8EAq53NK0GlURHjqeG1IMB0Cru33+OUxXOTvosXdTkNybuk1fW9RN4Xnz5Cw9C3yovdjKCnCxtkL13aDCL3rTQCKkqM5t3oOuWf2UJaXgdbNF/eOIwgYOc28igzKyyYFjnkRU1kpKVt/xFhahEfXUYTePZu8mIPELX6DoqRT2AW0IPzBOeh8wy37jn4BQ3EBqX8twlhSiEubfoTd8w4ap+pLt2Qd2UzS2rkUJBxFodbi2nYAIXfMtNgDKemPz0ndtpCSjPOotDp0vhEET3wNx7AO9fxpVqRowMS+uDIyFlw70elF7IzL5T9jw81JCCGEEEIIIYR1SSJCWIV37zvx7n2n+XXW4U1gMmF/2QbSEQ/NtezTayLevSZWuFarZxfWqt21otY5EH7/+4Tf/36VbaqKyTEskrYvr6z2+kGjniNo1HO1iqXp5Hm1aies6/6FJ3Gz1/DByDCcbdUkZpdwKCnffD45r5QgVy0jW4fiaKviTFoRc7ee40JuCfPGRFhc6/u9KXQJcmTu6HAOn8/nvT8TUSpgd3wuT9/ij71Wxcw/4nhi6WnWP265Cuj7fSk089Tx8ahwUnJLeXtjPI/8corlD7auMvY/TmQyefEpRrf1YEpvf3KL9bz3ZyIPLjrFyofK+y09lMY7fybwXN9AOgc5kl9q4FBSPjlF+mo/F4PRdHmurlIKBXWeVDqbVkR6QZnF5JuwvpPz7kfj6EbY/R+gtnOmJD2R/LhD5vOl2cloPYMI7TISlc6RogtnOLd6LiVZF4h42PJnXcrm73GM6EL4Q3PJjz9M4vL3QKEk9/Ru/Ec8jcrWnrjFMzn9vydo98Z6y75bvkfn14zwBz6mNDuF+KVvc2r+I7R+aXmVsWce+INT8yfj0W00/iOmoC/MJXHFe5z69EFaz1gJQNqOpSQse4fA25/DMbwzhuJ88uMOoS/IqfZzMf0raV0phQKFUlV9G3Hdk7GgcvUxFuxLzANArVQwdsFR9iXm46JTM6G9Jy8MCESjkkSdEEIIIYQQDU0SEaLB6QtzSVjxAc4teqLSOVJ47iTnfp2HfXBbnJp2s3Z4QlxTmQVlxGeV8MbQEAY3v/Tk9MRIL/O/e4Y60zO0vHyEyWSic6ATDloVU1ecZfbwUBxtL/3odrfX8Nm4CBQKBX3DXdh0Jpvv96bw2yNtaOfvAEBesYEpy88Sm1FEqPulyXgF8O1dzbFRl0/IuNqpmbz4NDtic+gRWnn5ipnr4hja3M1iEizC044h/z3M5jNZ9Itw5eC5PFp42/NMnwBzm8HN3Cq7nIUenxzkXHZJtW0CXLTsnlb7p8mNRhMv/xqDt6OGsW09a91PXFtleZmUpMUTcscbuLUfbD7udVnC1rl5T5yb9wTKvw+cwjujsnXg7NdTCb17tsWqM42jOxGPfIZCocCldV+yD28iZcv3tHn1NxxCyiddDUV5nP1qCkUpsei8Qy+LRkHzKd+iVJfvH6J2cOX0/MnknNxR5ebOcYtn4hY51CIhYucbweE3h5B1ZDOubfqRF3sQ+4AWBNz6jLnN5fdalYMv9aAk41y1bbTuAXR4f3eN1xLXLxkLqlYfY0FafhkAL6yO4e6OXjzbL5ADifl8tKU8QTNjUHCNcQghhBBCCCHqlyQiRINTqDQUZySS/v2L6AuyUdu74NqmHyHjX7Wo6y7EjcjVTk2gi5a3NyaQWainZ6gTga62Fm1K9Ebm/5XEssPpnM8poUR/6dHQ+KwSWvte+tHdO8zZ4vsmzN2WU6mF5omni8cALuSWWkw+DW7map54AhjS3A21UkFUUn6lk08xGUUkZJXw8qBg9IZLMTX3ssPDXkNUUj79Ilxp6+fAd3tTePW3WIa1cKNjoCNadc1Pn357VzNK9dU/BmujrtvPiJnr4tmTkMcP97TAXitPkF8v1A6uaD0CSVj6Nvq8TJxa9MTWI9CijbGshKTf55O+axklGecx6S9NTJakxaMOuvS0tnPL3hbfB7beYRQmnTInIS4eAyjNumCRiHBtP9ichABwixyCQqUmPzaq0kREUUoMJekJBI97GZPh0pPddgHN0Th5kB8bhWubfjgEtyVl83fE/vQqbh2G4dikI0qNtsbPptmUbzHpqy8jplDLpuuNnYwFVauPscD4z5KKPuEuvDokBChP7OQU6/ly1wWm9g1Ap5ExQQghhBBCiIYkiQjR4FRaHS2nfGvtMISwCoVCwc/3teCjzed4c10cOcUGmnrqeGFAIMNauAPw9oYEvt+bzJTeAXQMdMDJVk1UUj6v/BpLid5ocT1nneWPcY1KiZNtxWNAhb4e/9pPQaVU4GanJiWvrNLYMwrKjz/2y+lKzyfllE+eTmjvSVGZkZ8PpPLNnmR0GiUjWrrz+pBgXO2qrjne1NOuVuU4auvT7Ul8vfsCn4wO5xbZoPS6olAoaPHsz5xb9RFxv7yJoTAHnV9TAke/gHuHYQAkLHub5M3fE3DrFBzCOqK2cyI/NorYha9gLLN8Wlptb/nfV6nWoLZzqnAMqNBX42i5F4RCqULt4EZZTkqlsZflZgBw+r+PVXq+NLN87x7PnhMwlhaRuv1nkjd9g9JGh3vHEQRPfB2Ng2uVn42dX9NalWYSjZuMBdd2LHD+5957hlr+HOgZ6sTnf58nLrOYFt721V9ECCGEEEIIUa8kESGEEA0s1F3Hp+MiMBhNHD6fz7xtSTz6y2m2PtWeUHcda4+lc1dHL6b1vVTO4lRqYb3HkV5gOclkMJrIKtLj7Vj5BJHLPxNdbw4LoVNgxY1G3ezKzysUCiZ18WFSFx8yCsrYcCqL1/+IA2Du6PAK/S6qz9JMP+5L4Z2NCbw2JJix7aQk0/VI5x1KxCOfYjIayI87TNKv8zj9+aO0f2srOu9Q0veuxav3XQTcNs3cpzDpVL3HUZaXbvHaZDSgz89C4+xdaXu1vQsAIXe+iWN4p4rnHcpLzygUCnz6T8Kn/yTK8jLIitpA3KLXAQj/1x5Il5PSTDcPGQsqVx9jQTMvu0qPX8xvlNSw4kIIIYQQQghR/yQRIW46fz/oT/DYGQSMeMraodRa4uo55J7ZQ17sIQyFObR+YUmFkiFluRkkrv2EvJgDFCQcx6QvoeeCpEqvl7LtZy78uYCi1DhUto44N+tK8JiXsPWSmskNSaVUEBngyPP9A1l/KouYjGJC3XUUlRkrbKS59FBavb//+lNZvDHUaC7Jse5kJmUGE5EBDpW2D/fQ4e9sQ2xGMQ91863Ve7jba7ijgxcbT2dxJq36CbT6Ks20+mg6M9bG8GQvPx7t4VerOIX1KJQqHMMiCRz1PFlR6ylOiUHnHYqxtAilynIiNG3n0np//6yo9RjveMNcninz4DpMhjIcwiIrba/zDcfGzZ/ilFh8Bz5Uq/fQOLrjdcsdZB3eSOGFM9W2ldJMNx8ZCyzVx1jQMdABNzs122NyuK+zj/n4XzE52GqUNPPUVdNbCCGEEEIIcS1IIkKIRiB564/Yegbj0qo3GXvXVNqmJPsC6btX4hDaHsewSHJP76r8Wtt+Ivrb5/EbPJmQia9RlptBwsoPOPbxXbSfuRGVVv44v5aOJxfwxh9xjGztQbCbLSV6Iwt2XcDZVkX7f2p59wl34ecDqUR46PB1tmFJVBpJNTwdeiVMwKSfTvJgN19S80qZvSGersGOdA+pvIyRQqFg1vBQHll8mqIyA4Obu+GgVXEht5StZ7O5p5M3XYOdeGF1NI5aFR0DHXG1U3MiuZAtZ7OZ3L36Cav6KJOxMy6HZ5afJTLAgSHN3difmGc+526vIcTNtpreoqEUJB4nbtEbeHQZia1nMMayEi78uQCVnTMOoe0BcGnVh9TtP6PzjcDGzZe0v5dQklF5cvXqmDg5bxK+Ax6kNCeV+CWzcYzoinOz7pW2VigUhN41i9OfP4KhtAi39oNR6RwozbxA9rGtePe5B6emXYn+7gVUOkccm3RE7eBK4bkTZB/dgu+gydVGYx/Qol7uKufUTvR5GRSnxAKQe2oX+vxM1I7uVd6baDgyFlStPsYCjUrJ8/0DmbE2ltd/j2NAUxcOnMtnwe5knuzlh85G9ocQQgghhBCioUkiQohGoNMHe1EoleRF768yEWEf0JIunxwG4Nyvn1aZiEjbtRynZt0JveMN8zGNswfHPphIfuzBSjdnFfXHy8EGHycbPv87ieTcUnQ2KiL9HVh0f0vc/6nT/dbwUGasjWHW+njUKgUjWrozc1gok346Wa+x3NfJm4JSA8+uPEthqZF+4S68c2tYtX2GNHfj5/taMG9bElOWn0VvNOHvbEOvUGeCXMs34u0U5MiiA6ksjkqjsNSAn7OWJ3v5M6W3f73GX5kdsbmUGkzsT8xn5FdHLc6Nb+9ZbTkQ0XBsnL2wcfUh6Y/PKc1KRqXV4RAaScvnFqFxLK+PH3r3W8T8MIP4JbNQqNS4dxxB6J0zOTlvUr3G4t33PgzFBZz95lmMJYW4tO5H2L3vVNvHLXIILZ79maRf53H2qymYjHps3PxxbtELrWcQAI7hnUjdvoi0vxdjKC5E6+6H//An8R8xpV7jr8q5VR+Re2rnpderPwLAqVl3nF+o/5Ulom5kLLj27uvsgwIF/9t5nu/2JuPjaMOL/QN5rKeslBNCCCGEEMIaJBEh6kXh+TPELXmLvOj9GEuK0Dh74dZ+EGF3vQlAUXI0CavnkHdmD2W5Gdi4+eLRaQSBI6eh1Fx6QvnvB/0JGvMiJn0pyVt+xFhahEe3UTS5ezZ5MQeJXfQGhUmnsA9sQfiDc7DzDbfsO/oFDMUFpP61CENJIa5tyieUbJw8KsR8uawjm0lcM5eChKMo1Frc2g0g9I6ZaBzdzG3O/f45KdsWUpJxHpVWh843gtCJr+HYpOZ69VdLoVTWSxsAk15fYWNXta58M0eTyVhZF1GPPBw0zBsTUW0bd3sNX0xsVuF40szu1b4GeO+2ipNHrX3tK22rUip4eVAwLw+quiRXZf16hDrTI7TqzZ8ntPdiQnuvKs9fS8/1C+S5foFWeW9RexonDyIenld9G0d3mj3xRYXj3b9OqvY1QNh971U4Zh/UutK2CqWK4HEvEzzu5Spjqayfc/Me1SZuvXpOwKvnhCrPX2utJNlwXZOxoGHc29mbeztXvt+LEEIIIYQQomFJIkLUixOf3I/a0Y3w+z9Abe9McXoi+bGHzOdLspKx9QjCo/NI1HaOFJ4/Q+LquZRkXqDpZMvJqOTN3+MU0YWIh+eSH3eYhOXvoVAoyT29m4ART6OytSd20UxO/+8J2r+x3rLvlu+x82tG+IMfU5qdQvzStzk1/xHavLS8ytgzDvzByc8m49ltNAG3TsFQmEv88vc48Z8HafvySgBSdywlftk7BN3+HE4RnTEU55MXewh9YU61n4vJaABTDRsiKhQolA1XIsCnz92c/fZ50natxLXdAMpy04hb8hb2Qa1xbtqtweIQQgghhBBCCCGEEELcHCQRIa5aWV4mxWnxNL/jDdwjBwPgDHj3mmhu49KiJy4tegJgMplwCu+MytaBM19PJeye2ah1jua2Gkd3mj76GQqFAtfWfck6vInkzd/T9tXfcAxtB4C+KI8zX06hKCUWnXfoZdEoaPHMt+ZNRzUOrpz8bDI5J3dU+eRq7KKZuHcYapEQ0flGcGjmELKObMa1TT/yYg5iH9CCwNueMbdxaz+4xs9m/4s9KMk4V20brXsAnT7YXeO16otXz/EY9aWc+XoqJkMZAPbBbWj57EIUKvmRIIQQQgghhBBCCCGEqF8y6yiumtrBFa1HIPFL30afn4lzi57YeliWRjGWlXDu9/mk7VxGScZ5TPpLmy0Wp8XjENTa/NqlVW8UCoX5tc4njMKkU+YkBIDOu7zkQGnWBYtEhFv7weYkBJTX8Vao1OTFRlWaiChKiaEkPYGQ8S9jMujNx+0DmqNx8iAvNgrXNv1wCGlL8ubviFn4Ku4dh+HYpCNKjbbGz6bFM99iLCutto1SY1Pt+fqWcXAdsT+/jv/QR3Fp1YfS3DQSV8/lxNz7aP3SMlQ2sln1zaCyMhtC3GwqK7kkxM1ExgIhhBBCCCFEQ5FEhLhqCoWCVs/9TMKqj4hd/CaGwhx0fk0JHv0C7h2HARC39G2SN39P4K1TcGzSEZWdE/mxUcT8+AqmshKL66ntLOsNK9Qa1HZOFY5BeYLjcpp/7QWhUKpQO7hRmp1SaexluRkAnPr8sUrPl2SUT1J59ZyAsbSIlG0/c2HTNyhtdHh0GkHIxNfROLhW+dnY+TWtVWmmhmIymYj+7gW8ek4geOwM83HHsI7sf7EbqX8vwbfffQ0WjxBCCCGEEEIIIYQQ4sYniQhRL3TeoTR75FNMRgP5cYc5t3YeJz9/lA6zt6LzDiVj71q8e99F4Mhp5j6F507VexxluekWr01GA/r8LGxcKt+oUG3vAkDonW/iGN6pwvmLm1UrFAp8+0/Ct/8kynIzyDy0gdifXwcg4qG5VcZzvZVmKsvLoCw3HYeQthbHbT0CUNu7UpwS2yBxCCGEEEIIIYQQQgghbh6SiBD1SqFU4RgWSdDo58mMWk9RSgw671AMpUUo/1nFcFHazqX1/v6ZUesJvfMNc3mmzIPrMBnKcAyLrLS9zjccrbs/xamx+A16qFbvoXFyx/uWO8g8tJHC82eqbXu9lWbSOLqj1NqRH3cI71vuMB8vTk9EX5CFrWdQg8Ui6q7rnAP0DXfhvdvCrB1KnSw+mMqzK6MB8HTQEPV8edIvOr2Ib/ck83dsDonZJTjbqukW7MRLA4MIcKm59FllYjOKeO33OHbF56JVK7mtlTuvDg7GzubShvAP/nySdSezALink3ej+zxvdgde6IpL676E3feetUOpk9S/FhP9zbMAaJw86TQnynzOqC/j3OqPSP3rFwxFOdgHtyXkjpkVksa1UZQSy4V1/yU/NorCpJPYuPjQ4f2Kye6T/3mQrKh1AHj3uafRfZ43uxttPLgoLrOYdzcmsD0mh2K9kSAXLVP7BHB7G4/KLlettPxSXv89jk1nsgHoH+HCm8NC8XC49Pvoa7/H8vWuZAD6hjuz8N6WV3hnQgghhBBCiJpIIkJctYLE48QuegOPziOx9QrGWFbChY0LUNk54xjSHgDX1n1I2fYzOt8ItK6+pO5YYi57VL9MnPhkEr4DH6Q0J5X4JbNxatoV52aV10BWKBSE3jWLU/MfwVBShFvkYFS2DpRmXSD72Fa8+9yDc9OunP32BVR2jjg16YjawZWCxBNkH92C3+DJ1UZjH9CiXu4q59ROyvIyzCsWck7toiw/E42ju8W9pe9bC0Bh0imL13a+TbHzb1q+sqPf/SSt/wKVzgmXlr0oy00ncc0naBzd8ehye73EK0Rlvr+7OV6XTQBti85mZ1wud3bwppWPHWn5Zczdeo4RXxxh4xNt8XSoW5Iut1jPhO+O4+1ow/8mNCW7SM/MP+JJzy/jyzuamdu9MiiYJ3v58/Ci+l+VJURNmj/zPRpnL4tj8b+8SepfiwmZ8Cpar2AurP+S4x/dQbs3NqB196/T9YvOnybr8EYcQiMxmUwYCnMqbRc8/hX8hz/Jqc8evuJ7EeJK/Xs8ADibXsSor4/S2seeD28Pw1Gr5kxaISUGY52vbzCauOfHkxSWGpgzugkAszckcN/CE6yd3Aalsrws5iPd/bi9tQcv/yorQoUQQgghhLjWJBEhrprG2QsbFx+S/vic0qxklFodjqGRtJ6+CI2TOwBhd71FtHEGcb/MQqFS495pBKF3zuTEvEn1GotP3/swFBdwdsGzGEoKcW3Tj7B736m2j3vkEFo99zOJa+dx5sspmIx6tG7+OLfoZV4h4BTRiZTti0j9azGG4kK07n4EDH+SgFun1Gv8VUlY+RG5p3aaXyeu+qg8rmbdafPipZUlp+Y/atHv4uvAkc8S5P8cAEFjXkTj5EHKX4u5sPFr1HbOODbpUH78n1JUQlwLbXzt8XK8lFy4vbUHk7r4WGxO3ynQka5zD7AkKo0netVtAvbHfSlkFpTx+yNtzU+82qqVTF58msPn82nr5wBAE4/yDdlt1MqrvSUh6sw+uA02lyUiSrOSSdnyPcETXsO7770AODbpzMEZPTj/x+eE3v1Wna7v2m4QbpFDAIj5/kWyj26ptJ3Op3xy9uIKQiEa0r/HA4CX1sTQxF3HwntboPonUdArzLmy7jX69XgGRy8UsOHxtrT0sQcgwFnL0P8d4feTmYxoWf77aYCLlgAXLY5aVXWXE0IIIYQQQtQDSUSIq2bj5EHTyfOqbaNxcqf5E19UON5zQVK1rwHCKykX4RDUutK2CqWKkPEvEzL+5Spjqayfc/MeODfvUWUfr54T8Oo5ocrz19rlyYbqVHZv/6ZUa/Af+hj+QyvfoFvUn+WH05iy/Cy7p3bA/7JSQ3qDicgP9zEx0ov/GxxMdHoRc7acY09CLhkFZfg6axnR0p1pfQKw1VQ9WT51xVkOnMtj29OWpcfCZu3iyV7+PNcv0Hxs85ks5m5N4mhyAVqVggFNXZk5NAQ3e82/L9tgKntvfxct7nYaknOrL2lWmU1nsukR6mxRdmNwMzfsbZRsPJVlTkSIhpW2azlnv5pCh/d2WzzdbzLo2fdsJF69JhI8/v8oSo7m3Oo55J7ZQ1leBlo3X9w7jiBg5DSUGtsqr3/266nkxRwgcvY2i+O7Hg3Df/iTBN7+nPlY1pHNJK2dS0HCURRqLa5tBxByx0yrJmGzj23FZNBbrEhTaXW4RQ4h6/DGOiciFEpJsF2PZDyoXnR6ETvjcvnP2HBzEuJqbDqTTVNPnTkJAdDGz4FwDx0bT2WZExFCCCGEEEKIhiN/rQohxDUytLkbtmolK49YbqK+JTqbzEI9o9uW17xOzislyFXLW8ND+fHeFjzS3ZclUam8sCa6XuL440Qm9y08SbCbli8mNGX2iFD2JuTxYC1KE+kNphr/ZzCa6iVOgLNpRaQXlBHuqatz39NphUT8q59apSDMXceZ9KL6ClHUkVvkUJQaW9J3r7Q4nn10C/r8TDy6jQagNDsZrWcQoXe/RYtpP+I7+BFS/15C9Hcv1EscmQf+4OQn96H1DKbp418Qevds8s7u5dSnD9bY12TQ1/w/o+GK4iq6cAa1gysaJ8sa+Dq/ppRknMNQKl+7NwIZD6q3LzEPALVSwdgFRwmeuYt27+9j9vp4yq6gNNOZtMJKx5GmnjIeCCGEEEIIYS2yIkIIIa4ROxsVg5u5suJIOk/eculJ8FVH0mnqqaPVP09q9gx1pmdoefkJk8lE50AnHLQqpq44y+zhoTjaXt2P6pnr4hja3I15YyLMxyI87Rjy38NsPpNFvwjXKvsGv7mrxut3D3Fi6QOtripGAKPRxMu/xuDtqGFsW886988pMuBUyWflrFOTXaS/6vjElVFp7XBtP5j03SvwH/6k+Xj6nlXo/JpiH1j+tePcvCfOzXsC5d8HTuGdUdk6cPbrqYTePRu1zvGq4ohbPBO3yKFEPHxpBZ+dbwSH3xxC1pHNuLbpV2XfXY8E13h9p2bdafVC7VavXU5fkIPKrmL5GbWdM5hMGApyUNnUPTEnri8yHlQvLb8MgBdWx3B3Ry+e7RfIgcR8PtqSiFIBMwbV/D14uewiAy28Kx8PTqQW1jk+IYQQQgghxNWTRIS4YdSmLJEQDW1UWw8e+OkUp1MLaeplR1GpgXUnM3nqsomoEr2R+X8lsexwOudzSijRX3qiND6rhNa+V/6jOiajiISsEl4eFIzecOm6zb3s8LDXEJWUX+3E02+PtKnxPezrqbb2zHXx7EnI44d7WtTbNcX1waPrKE795wEKz5/Gzq8phpIiMg+uw3/EU+Y2xrISkn6fT/quZZRknMekLzGfK0mLRx3U+orfvyglhpL0BILHvYzJcCkpZRfQHI2TB/mxUdUmItq8+luN76Gyta+xjbi5yXhQNaOpPJ4+4S68OiQEKE/K5BTr+XLXBab2DUCnkXFBCCGEEEKIxkwSEUIIcQ31C3fB1U7N8sPpvDQwiPWnsygsMzK6zaUyLG9vSOD7vclM6R1Ax0AHnGzVRCXl88qvsZTo616S4nIZBeVPmT72y+lKzyflVL8XQyufmidXFVdfzptPtyfx9e4LfDI6nFuucHNSZ52K3OKKKx9yivSEule9x4C49lxa90Pt4Er6ruUEjXmJrEPrMZYW4tF1tLlNwrK3Sd78PQG3TsEhrCNqOyfyY6OIXfgKxrKSaq5es7LcDABO/7fyvXFKM6tPZF9ctVGtK/xGUNs7YyjMqXBcX5gDCgUq+yv7fhDXHxkPqub8z0qPnqFOFsd7hjrx+d/nicsspoV37ZN9LjoVOVWMBy46+fNHCCGEEEIIa5DfxIUQ4hrSqJSMaOnOqqPlE08rD6fTMcCRQNdLE+Nrj6VzV0cvpvUNMB87VYvSEVq1kjKDZT3uolKDxRO0Fydc3hwWQqfAiqVt3OyqHwYaojTTj/tSeGdjAq8NCWZsu7qXZLoowkPHmTTL2t8Go4mYjCIGN6v6KV9x7SnVGtw7jiB99yqCxrxE+u6VODbpiK3HpQ100/euxav3XQTcNs18rDCp5rr1So0Wk77M4pihpMhiRYXa3gWAkDvfxDG8U4VrqB2q36z6WpZm0vlGoM/PoiwvA43jpQ10i86fRuseIGWZbiAyHlStmZddpccvRn/5fdRGuIcdh8/nVzh+Oq2IDgEOdQ1PCCGEEEIIUQ8kESGsat/zXXFp05fw+96zdih1kvLXYs4ueBYAjZMnXeZGmc8lrp5D7pk95MUewlCYQ+sXluDcvMcVvU9RSixJ6/5LfkwUhUknsXHxodMHuyu0yz62jZS/fyE/5iDFqXF49RxPxENzLdrknNzB0ffHV/o+CrWWHl/EAOVP4e5+qqX5XNtXVuPYpOMVxS/KjW7jwY/7UvjzdBZbzmbz+tAQi/NFZUY0KqXFsaWH0mq8rp+TDcm5peQW6817I2yJzrZoE+6hw9/ZhtiMYh7q5lvn2K91aabVR9OZsTaGJ3v58WgPvyu+DkD/CFc+3nqOjIIy3O01AGw4lUVBqZEBTSURYW0eXUeTsvVHsg7/SfbRLYRMfN3ivLG0CKVKY3EsbWfNE/s2bn6UZiejL8xFbVf+NHX2sS0WbXS+4di4+VOcEovvwIfqHPu1LM3k3Ko3KFWk71mN74AHADCUFpF5cD1uHYdd0TXF9UvGg8p1DHTAzU7N9pgc7uvsYz7+V0wOtholzSrZeLo6/Zu6sPRQGidTCmnuXZ7kOHqhgLPpRTzfP7CG3kIIIYQQQohrQRIRQlyFFlO/x8bZy+JY8tYfsfUMxqVVbzL2rrmq6xeeP03WoY04hEYCJvQFFct3AGQd2URB/FGcIjqXl/OohH1wG9q+strimMlg4NjHd+HSuq/5mMrWgbavrCY//ggxP75yVfGLcl2DHfFztuGF1dEYTTCylbvF+T7hLvx8IJUIDx2+zjYsiUojKbvmUjQjWrrz4eZEpq04y/1dfIjLLOb7vSmolZdqYygUCmYND+WRxacpKjMwuLkbDloVF3JL2Xo2m3s6edM12KnK92jnf+2eHN0Zl8Mzy88SGeDAkOZu7E/MM59zt9cQ4nbpKWH/13cyvr0nc0eHV3m9ezp5s2BPMg/8fJKpfQLIKdIzc108Q5q7XtP7ELXj2LQrNm5+RH/3ApiMuHceaXHepVUfUrf/jM43Ahs3X9L+XkJJRs17/7h3HEHiyg85u2AaPv3upzgtjpTN36NQXfoVR6FQEHrXLE5//giG0iLc2g9GpXOgNPMC2ce24t3nHpyadq3yPRxC2l35jddA6+qLd997SVz+Lkq1BlvPYM5v+BJjaRH+Qx63aLvzIX88e4wn/F+J5ssZSorIPvInAMVpCRhKi8jYt/af+2iP1iOgyr7i2pPxoHIalZLn+wcyY20sr/8ex4CmLhw4l8+C3ck82csPnc2lBEfXOQcIdNFWu/JiRAt3Wvok8egvp5kxMAiA2RviaeNrz7AW1a+AEkIIIYQQQlwbkogQ4io4BLepkIjo9MFeFEoledH7rzoR4dZuEO6RQwA4+/2LZB/ZUmm7kAmvEXrHGwAceLl3pW3UOscKKxsyD/+JsbQIr+5jzMcUShWOTTpedU12cYlCoWBUaw/m/32e/hEuuNlbPvX91vBQZqyNYdb6eNQqBSNaujNzWCiTfjpZ7XXDPXX8Z2wEH21O5IGfTtLO34H54yIY+r/DFu2GNHfj5/taMG9bElOWn0VvNOHvbEOvUGeCXLX1fr+1tSM2l1KDif2J+Yz86qjFucuTDoWlBgC8HDQVrnE5Z52aX+5vyWu/x/LI4tNo1UpubeXOa4NrLqsjrj2FQoFHl1Gc/2M+Lm36o3G0nAwMvfstYn6YQfySWShUatw7jiD0zpmcnDep2uvqfMOJmPwfEld9xMn/PIBDSDsiHp3P4ZlDLdq5RQ6hxbM/k/TrPM5+NQWTUY+Nmz/OLXqh9Qyq79utk5CJb6CydSBx1UfoC3NxCG5Dy+d+tkgaGErKy/No/jXm/FtZXjqnP3/U4tjF100e+BivXhPrOXpRFzIeVO2+zj4oUPC/nef5bm8yPo42vNg/kMd6Wq6WKyw14FnDeKBWKVh4Twte+z2OZ1acBaB/hAtvDgtBpayHjY2EEEIIIYQQdSaJCFEnqTuXc+arKXR6fzdad3/zcZNBz55pkXj3mkjIhP+jKDmahNVzyDuzh7LcDGzcfPHoNILAkdNQaqreNPbM11PJiz5Ah7e3WRzf8UgYAcOfJGjUc+ZjWUc2k7hmLgUJR1Gotbi1G0DoHTMrTG41NIVSWXOjer7Wlb5n2q4VqOyccW074Ir6i9p7ZXAwr1QxIe5ur+GLic0qHE+a2d3i9e5pHSq0GdXGg1GXbXQKEPNqtwrteoQ60yPUupveGkwmDEaTeRLouX6BPNev5hIZ+xLzsFEpmNTFp8a2TTx0LLy3ZbVtjEYTxrqVGxf1JHj8KwSPr3yllcbRnWZPfFHhePevLVdFdHi/Ynk6j66j8Og6yuJYt//FVGjn3LzHFZfKqy8mowGT0YBCeekJb6VaQ/DYGQSPnVFlv7zofSjUNvj0n1Tt9W09Ait8ZpXHYQTT1W1+LK6MjAcVx4OL7u3szb2dvavsF5tRRGahnke611xaysvRhv9OaFptm4vjgclkAiRBIYQQQgghxLUkiQhRJ+4dhhKtsSVt90oChj9pPp51dAv6/Ew8u40GoCQrGVuPIDw6j0Rt50jh+TMkrp5LSeYFmk6ed9VxZBz4g5OfTcaz22gCbp2CoTCX+OXvceI/D9L25ZXV9jUZ9DW/gUJhMUl0IzKUFJJ5cB2eXUej1Fj3KUhxc+j00QE8HTREPV9xs+Dq7InPY3x7T/yc6+fr9OHFp1h3MqteriVEXR2Y3gmNkyed5kTVqV/e6T149hiP1u3q9lK56NRnD5MVta5eriVEXV3xeJCQR+8mzkQGVNxs+0q8sS6Or3clA9A33LrJGSGEEEIIIW50kogQdaLS2uHWfjBpu1ZYJCLSd69C59cU+6Dyer0uLXri0qInUP6UmVN4Z1S2Dpz5eiph98xGrbu6PyBjF83EvcNQi6SGzjeCQzOHkHVkM65t+lXZd8fkmsu0ODXrTpsXa94ktTHL2P8bxpJCPC8ryyTEtTComat5k1O1qu5PnE6v541FXxsSwjO9y0veeNhXX95DiPri2n6QedPry/evqK3AUdPrNZ6Qia8RcNszAGgcPWpoLUT9uNrxYGKkFxMjqy9PVheP9vBjbFtPABxtb+wHUIQQQgghhLA2SUSIOvPsNooT8x6gMOk0dv5NMZQUkXFwHQEjnjK3MZaVcO73+aTtXEZJxnlM+kv7DRSnxeMQ1PqK378oJYaS9ARCxr9ssbrBPqA5GicP8mKjqk1EtP1nIqg6Klv7K46vsUjbtQKte0C1G7QKUR/c7DS42V0/E/6Xb4ItREPROLihcbh+Nsm19QqxdgjiJnS9jQf+zlr862m1nRBCCCGEEKJ6kogQdebSuh9qB1fSdi0neOxLZB5aj7G00FyWCSBu6dskb/6ewFun4NikIyo7J/Jjo4j58RVMV7kJclluBgCnPn+s0vMlGdXXxnb4Z9VGtRQ3dp3g0pw0so9vJ2DY4yhu8HsVQgghhBBCCCGEEEJYlyQiRJ0p1RrcO40gbfcqgse+RPqulTg26Yitx6XyKRl71+Ld+y4CR04zHys8d6rGays0Woz6MotjhpIiixUVansXAELvfBPH8Iq1hWvarFpKM0H67pVgNODZbay1Q2kw/q/vZMbAIJ66xb/mxo1AYlYx3eYeBOCrO5oyrIW7xfm9CXmM+vooAKsfbk3HQMtyaEWlBtp9sI+iMiN7nu2Ar1PFJ0Kj04v4aHMiexPzyCgow0WnpqmnHRMiPRnzTymLHbE5jP/2eIX32BmXw30LT9IlyJGv72hOWn6pOd5/s7NRcuaV8pU5iw+m8uzKaItzXg42dAhw4M4OXrXaYHXqirMsiUozv7ZVKwh0teWOSC8e6e6L8l+box5PLmDetiR2xuWSW6zHx8mGQc1ceaZ3AO7/Kt3k//pOi9eudmpa+dgzvV8AnYOczMf/fR8qJfg6aRnY1IXp/QJxslVz25dHKDOa+P2RthVKlExfFc3vJzLY8lR7PB1sarznxmbnQ/4EjZ2B//Cnam7cCBSnJ3LwxfJNgZs++RXuHYZZnM87u5ej74wCoPXLq3Fs0tHivKGkiH3T2mEsLaLDB3vQulpuxHvx+hGPzMej6+2VxnD266mk7VhS6bng8a/iN/RS8t5QlE/Sus/J3LeW4rREVFodDmEd8B/+1E2xSk7GAxkPZDwQQgghhBCi4UkiQlwRz66jSdnyI5mH/yTr6BZC73jd4ryhtAil2vIPtrSdNU/sa139KM1ORl+Yi9qu/I+47KNbLNrofMPRuvtTnBqL36CH6hy7lGYqL8tkH9QaO/+m1g5FXCV7GyXLD6dXmHhacTgNB62K/BJDpf3+OJlJQakRgJWH03m8l+WEXEJWMSO+OEK4h46XBwbh7WjD+dxStkfnsPlMtnniqTL/nnSy1SjN557vH8gtYZaTRyplxVU539/dHBedmqIyI/GZxaw4ks74b48zubsvbwwNqfYzAQhw0TJ/XAQAhWVG/orOZtb6eAxGE09eNvm4/lQmj/1ympY+9rwxNBgfJxtOpRbxn+1J/HEik6UPtCLI1bKU0/2dvRnbrvz+0/LL+N+O89z1wwk2Pt6O4H+Vfbp4H3qjiRPJhby/KYH4zBJ+vLcF749swogvjvDlzvMWn//u+FwWHUzlw5FNZNKpkVFq7UnftbxCIiJt1wpUtg4YivMr7Zd58A+MJQVAeaLYf+jjV/T+WvcAIh6dX+nxi8ryMzn+wQRKMs/jP+wJHMI6oC/IJnX7zxx7fxxh972Hd++7ruj9hXXJeFA5GQ+EEEIIIYS4PkgiQlwRp6ZdsXHzI/rbF8BkxKPzSIvzrq37kLLtZ3S+EWhdfUndsaTGkkkA7p1GkLDyQ858PQ3f/vdTlBpH8ubvLTb2VCgUhN41i1PzH8FQUoRb5GBUtg6UZl0g+9hWvPvcg3M1T3Q6hra78huvhZxTOynLy6A4Jfaf17soy89E4+iOc7Pu5nZ/P+iPV8/xRDw0t8prGUqKyDryJwAlaQkYS4tI37cWAIeQ9th6lE8uFaefIz8uqrxPcQHFGefM7VzbDECl1ZmvWXjhLPlxhwiZ+Fq93bOwnqEt3Fh7LIPcYj1OtuXfJ3qDiTXHMhja3I2lh9Iq7bf8cDo+jhpc7TQsq2TiadGBVPRGE4vvb4m99tIGnuPaeWI0mqqMp7pJJ4BQN9sKT+NWpo2vPV6O5ZMuvcKcubuTN7PXxzP/7/NEBjhwe+vqN9fVqhUW73NLmDPHkgv57USGeeIpLb+UZ5afpa2fA7/c3xIbdXms3UOcGdzMlUGfH2LK8rOsfMhyTxs/Z63FtTsGOtD+g/1sPpvNpC4+Vd5H12AnCkoNvPtnAgUlBlr72vNoD18+2nKOW1u5E+hqS5nByEtrYuge4sQdHepvQ1bRMNw6DCVj71qLZLrJoCdj7xrcOgwlbUflCfn0XcvRuPigcXAlfeeyK05EKDTaCqst/i32x1counCGNq/+hn3gpVKF7h2Hc/q/jxG78BUcwzth5yeJ6sZGxoPKyXgghBBCCCHE9UESEeKKKBQKPLuOIun3+bi27V+hHFLYXW8RbZxB3C+zUKjUuHcaQeidMzkxb1K117XzDafp5P+QsOojTsx7AIfQdjR7dD5RM4datHOPHEKr534mce08znw5BZNRj9bNH+cWvbD1DKrv262ThJUfkXvq0nL9xFUfAZblngwlhQBonKr/w7IsL51T8x+1OHbxdfiDH2PbayIAOSf/5uyCZ81tSrOTyT1ZHkPH93eh0l4qm5W2awUoVXh2HXUlt3fd2p+Yx0ebEzlwLh+DyUS4h46pfQIY0rzyUl2bzmTx9a4LHL1QSGGZgRA3Wx7p7sf49pee7CwzGPlwUyIrj2aQmleKo62Klt72vHNrKKHu5cmdz/9KYuGBVM7nlKDTqIjw1PHakGA6BNQ8uVIf+jRxYcvZbH47nmmeqNgSnU1hqYERLSufeErPL2NbdA4PdfPB017DWxsSOJlSSHNvO3Ob7CI99jYq7GyUFfr/u5TFRTVNOl2tFwYEsvRQGgt2Jdc48VQZe62K1PxS8+uf9qeSW2zgpQFB5kmni/yctTzUtXxSaF9iHp2qmSyzt1GhUJRP+NUmBqMJDKbyttP6BvDr8QxmrI3lx3tbMP+v8yRkFfP1nc3qfH/Xk7zo/SSu+oj8mAOYjAZ0PuEE3DYVt8ghlbbPOrKJCxu/pjDhKIaSQmy9QvAb/AiePcab2xj1ZSSu+pCM3SspzUlFpXPEPrAlofe8g847FICkPz4nddtCSjLOo9Lq0PlGEDzxNRzDOjTIfbu06kP20S1k7v8Nr1vuAMpX9RlKCnHrOKLSRERZbjo5x7fhM+AhNM6eJCx5i8JzJ7ELaF7v8ZVkJpGxby2ePcZbJCEuChrzEhn7f+PCxq9oct/79f7+DUXGAxkPaiLjgRBCCCGEEA1PEhHiioWMf4WQ8a9Uek7j5E7zJ76ocLznAstVEZ0+2F2hjWe3UXh2G2VxrMcXMRXaOTfvgXPzHnWIuP6ZjAZMRgMK5aUnBGuzt0Te2X0o1Db4DphUbTtbj8AKn1llvHtNxPufpERNgkc/T/Do56ttYzLoMRkrL+FwPdoTn8vE747T2tee924Lw9VOzdELBSRlV70xemJWCX3DXXm4my9qlZI98blMXxWNwWgyT+B8uv08C/Yk8/LAIJp725FdpGdPfJ65vMXSQ2m882cCz/UNpHOQI/mlBg4l5ZNTpK82XoPRhKmGOQqFovISFf+mVioY2cqDZYfTzHEvP5TGgKauOFz25OrlVh1NR280MaatJ252amZvTGD54TReHnRp/5R2/g58tzeFZ1acZVIXH9r6OlSoW325XXG5zN12rsZJJ6PJVGGCRqmoejLrchqVkl5hzqw5lkGZwYhGVf3E1sX3KSozsC0mh42nMnmmz6USNTvicnG2VdEtxKnS/kNauPHRlnPsiM2xmHi6/B5S80uZs+UcWrWSAU1dKlzD8E/bMqORkymFfLXrAr2bOJufVtZpVLx7WxPu+O44n2w9x7xt55jaJ5Awd12FazUWuWf2cPzDidgHtSbs3vdQO7hSkHCUksyqf5aVpCfi2rovvgMfRqlSk3tmD9HfTsdkMJgn9M///inJfy4gaOzL2AU0R1+QTd6ZPeZyR2k7lpKw7B0Cb38Ox/DOGIrzyY87hL4gp9p4TUYDtfmGvPznfJXNlGo8Oo8kbdcyc9xpu5bj2nYAKluHSvuk71mFyaDHs9sY1I5uJCydTdqu5QSPe7nG96uMyVDx58/FVYW5p3aByVhlQsjWKwQ7/+bkntxxRe99PZDxQMaDysh4IIQQQgghhPVJIkKIq7DvuU5onDzpMjeqTv1yz+zBq8d4tG5+1yawq6AvzGH3Uy2tHUadzN6QgL+LluUPtjJPRvRu4lJtn/svK5lgNJroHuxESl4pP+xLNk/gHEzKo08TFx7oemnj2Mtrbx88l0cLb3uLyYzBzarfLB2gxycHOVfNpBiU17TePa12T3GPaefB7V8d5UJuCU5aNetPZfHp2Igq2y8/nEaEp47WvuV7oXQLdmLFkXRmDAxCoSifABrfzpOdcbksiUpj2aF0bDVKugc7MaqtB+PaVawH/vbGBAJctDU++frUsrM8teysxbG+4c4svLd2X3N+TjaUGUxkF+mrrZcdnV5M8Ju7LI6NaevBU5eVHLmQW0KAS8VNWS8KcC4/dz6n1OL4e38m8t6fiebXdjZKPh0bbn4q+nKdPjpg8bq1rz3zxoRbHLslzJkJ7T15f1MiLbzteLzn9fdzoS4Sls5G6+5PqxeXm/cKcmnVu9o+Pv3uN//bZDTi1Kw7pdkpJG/9wTyhnxdzEJdWffAd8IC57eV7MeTFHsQ+oAUBtz5jPubWfnCN8R58qQclGeeqbaN1D6DD+xUT55Xx6D6Go2/fTknWBdQ6J7Ki1hMx+dMq26ftWo7ONwL74PKSL05Nu5G+ewVBY2eYvx9rqzg5ml2PBFc4fnGD7NKsC+X34xFQoc1FWvcAso9trdP7Xk9kPJDx4N9kPBBCCCGEEOL6IIkIIa6AW/tB5k2vlaq6fxsFjZpe3yHVG5Wtg8WG3nZ+VU9gXA+KSg0cOJfH9H6BNT4Rebnk3FI+2JTA1ugcUvNLMZTv04mT7aWnRtv5OfDZX0m8/2cCA5q60s7P8inQtn7lT4m++lssw1q40THQEa265hi+vasZpfrqH4G1Udd+ArJDgCNBrrasOpKBh4MGrVpB/wgX9iXmVWgbnV5EVFIBLw64VK5rbFsPpq+OYVd8Lt1DyjcOVSoVzB0dzlO3+LPxVBZ7E3L5OzaXzWez2Radzbwxll8X/SNc2HQmm0+3JzG9fyBVeXFAIH3+NSnoaFvzk+YXXfzUFFT/+QS4aPliQnmN+1KDkUNJBXy0JZGX1sbw/sgmtX6/yjzQxcdcsiWrSM+Kw+k8tfQM392tpte/Nl5deG8LXHVqDCYT8ZnFzN2axN0/nGDVQ63R2Vy676du8eeXqDQe7eFX7ZPG1ztDSRF50QcIHDXdnISojdKsZBJWfkDOsa2U5qTCPyuyVLpLTyc7hLQj6bfPSFjxPq5tB+AQ0s5i/yCH4LakbP6O2J9exa3DMBybdESpqXpi8aJmU77FpC+tto1CXftNYh3DOmDrGUTG7lVonDxQqLW4tO1P3tl9FdoWJUdTEBtF4JgXzcc8uo8l5tvp5J7eZbGvUG1o3QNoWslqRJ3v9f1zvL7IeCDjQWVkPBBCCCGEEOL6IIkIIa6AxsENjUPNTzo2Rgql6ppv6F2fsov1GE3g41T7iUKj0cSkn06SWVjGlN7+NPHQ4WCj4vu9yaw4km5u9/T/t3ff4VGVaR/Hv9MymSSTHiCFhEBC7x1UUERAsYFgL6hrxbUvKq6rWHDVte+q69pfG9IUu4iAjdC7hB7SgPRep7x/RAIxFUwyBH6f6/K6yDnPc859JpOZ3XOf575Pi8RsNLBgUxYv/phGoM3ElH7tuH9sR2wWExf3D6O00sVH6zJ4e9UBbBYjE3uG8PD4GIJ86r8J2zXMp0mlOI7G5L6hLNiUSZifhYk9Q2rVuD5kwaaqGuFj4oOqS4ac1iUQi8nAgo1Z1TeeDokLtREXauPmUyIoKndy45ztzN+Yxc0jI+jZwbd63J2jo4gOsvL88lQCbGZuGBFOXWKCvOkXWXeJmqZIz6/Ay2Qg0Nbw15fVbKhxniHR/jjdbh79dh/XDw+nWzsfwv2tbE4vqvcYqflVTymH/+G91cHfq8axR3cJYOuBYmYv3sdXN/WtMbZne5/q5qQDo+zEhdqY8N/NzFmfybRhh5/C9vr9ZpNXG7/p5CjJA7cLr8AOjY49xO1ykfjyNCoLc4g893ZsHbpg8vbjwNL3yEpYWD0ucuJfMZjMZCUsIO2LFzH5BNLulCl0nHw/Ji8bYadcjKuilIyfPuLAD29j9LIRMmgiMZc8jMUvqN7z+0R0bVJppqMROnwymQkLsASEETJ4IsZ6EhmZCQsACOozBkdJVQmpwB6nYTBZyFqx4KgTEQaLFb9O9X9+ewVV/V2WZ6XW2SMCoDw7FWtQ039/xxN9H1TR90FN+j4QERERETk+KBEhIm1aoLcZo6HqidamSsotY/P+Yv57cVfO7XW4tIbjD5VXvMxG7hgdxR2jo0jLL+eLrdnMXpyMv7eJe87oiMFgYNrQDkwb2oHs4koWb8/l4W+SAHhhUs1yC0dq7lIcAJP6hvLcslSMBvhkWv1lLRZuqrqxNv61TbX2fflbNo9PjK33KV4/q4lpQzuwfHc+O7NKa9x4Anj8nFgKypzM+jYJf28TlwxouBn70ap0uvhlbz79IxuuT16f+LCqUhmJGSV0a+fDiE7+/Lwnn4Skgjrrgn+7LQeAU/7wVOsfGQwG4kJtLN6e02gMcUfEcCIy+wSCwUhF3oEmzynLTKJ432a63vJfQgafe3iHq2ZtfaPZi6hz7yDq3Duqmi6v/oLk+bMx2fzpeME9GAwGOoyZRocx06gszCZ3w2KSPn4YgLjrX6j3/M1dmgkgdPgkUhc9B6lGev7tk3rHHUq0bJpVu2dD9tovib3i8Sat6mgq/67DwWAkZ/23dfaJKMtIoiQtsbocVluj74Mq+j5onL4PRERERERanxIR0qp+uS6SmIseIGribZ4OpVmUZaWwdsZwALpPf4OQQWfX2F+wazWbZ18IQN8Hq2p0H8lZXsqqO/vhqihl8L9WYQ2q+dTgoeN3vekVwoZdUGcMO9+8k4xf5ta5r9PFDxE54ebqnx2lRaR98yrZa76gLDMFk9WGvctAIs+5jYCuw47q2o8XNi8Tgzvambcxk+mnRjbphkRpZVXdjSOfNswvdTR44yAywMpNIyNYsCmLHZmltfaH+Fq4dGA7vt+Ry87Mhm8qNHcpDoDOITamDW1PfqmT4TF1N9tcnVzIvtxypp8awelxgTX2bT1QwiPfJLFkRy7n9Awho7Ci+snNI+3JLgOgnV/tJ3wNBgPPXxhHcYWTvy3ajZ/VxMSeIbXGHaunlqSQUVTJrLM7HdP87Qerfi8hvz+dfPnAdrz2Szr/XJLM3Gk9a5Ry2V9Qzpsr9zOoo1+NxqR1cbvd7MwsIdi38VJE2zOq3jshvifm16/JasMeN5jMX+cRefb0GqWT6uOqqHpNjix/5CjJJ2fD4nrnWIMjiRh/E1kJCyhN31Frv8UeQrvTLiV30/eU7N/Z4PmbuzQTgK19Z9qPmYazOL/q5n8dCnetpjxzHxFnTyew9+k19pWkbCXp40fI3bSEkEHnHNW5G2INiSRk0DlkJcwn/Kzra62KSF7wTwwGI+FnXt9s52xN+j6oou+Dxun7QERERESk9el/+Yo0A6PVl8yEBbUSEZkrFmLy9sNZVvdy/5z13+AqL64am/ApUWffckznt4ZE0e3mV+rcfkhlUQ5bnr6Y8px0os6+FXuXgTiK8zj440dseWoKXa55ig6jLj+m83vag+NimPr2Vi56eyvXDe9AsI+F3w4U42Uy1Ggsekh8qI2IAC+eWJyMyw0Ol5uXf0oj0GbmQOHhG5LXfphI73Bf+oT74mc1sXJfIdsOFnPNkPYAzFi0G7vVxKCOdoJ8zGw7UMKyXXn1lqE4pEd73wb3H6snJnZucP+CTZl4mQzcckpErVIhQ6P9eeXnNBZsyuKcniG8+GMqG9KKuKB3KD07+OJyu1m1r5BXf0mjf6QvQ6PrvrllNhl4dWpXrnp/G7fN24nf5SZGH3GTa29OGWvrqFXeN8K3xo2fzfuLCcwrp9zhIimnjAWbsliRVMANI8I5v3doo69FucNdfZ4Kp4tN6cW8+GMa3dvZGBZTdSOpnd2LFybFccvcHUx6ayt/GR5OB7sXiRkl/PunNGwWEy9Prl1bPz2/vPrYeb/XBE/MKOWBsdG1xh66Dpfbzb7ccl5cnoqPl7HOBq8nipgpD7L1malsffoiOpx5HRa/YIpTfsNg9qrRaPoQW3g8XsERJM97Alwu3C4HaV++jNk3kIqKwysrEl++Ft/o3vjG9MHk7UfhzpUUp26j/e+Nrne/OwOTzY69yyDMfkGUpG4jb8syws+6ocF4faN6NO8L8LvOVzzR4P7MFQswmL2ImHBLrdJR/vFDSfv6FbISFtRIRBTtXYfBVLOGvsnbTmDv0QC4K8sp3L221rks/mF4h1W9P2OvfJKS9B1sfXoqkWffil+XQTiL8zn44wfkbVlK5yufxCey2zFd8/FA3wdV9H1wmL4PRERERESOD0pEiDSDkIETyFr9BY6SAsw+Vf+H3O10kLX6c4IHTiDz13l1zstcsQCvwA6Y/YLIXDH/mBMRRou11mqLP9rz/oOU7t9Jv4e+wjf68FOwIYPOIfHVm9nz/oP4dxmMT2TXY4rBkwZ3tDPv2l48/UMK9362GwNVtazvPD2qzvFeZiNvXdqNmV/uZfr8nYT6WrhuWAeKyp385+e06nHDYvz5fGsWbybsp8LpJibIyqNnx3L5oKobT4Oj7Xy8LoM5GzIpqXASEWBl+qmR3D4qsjUu+6hUOl18vjWbsd2C6qxXbjYZmNQ3lHdWHSC/1MHkvmFUOt18sDaD/QXlVDrdRAZamTa0A7ePisJkrP8JXavZyNuXdeeS937j+o+389HVPelgrzrnMz+k8MwPKbXmrL93UI0nbq/+IBEAm8VIe7uFgVF25k7rycjYhstiHJKaV875b2wBwGIyEBngxdT+Ydw1OqrGDa4JPYL5/IY+vPRjKv/4ei8FZU7a2704u0cwd4yKIrSOJ33fXX2Qd1cfBMBuNREb4s3zk7pwcf/apUcOXYfBAO39LAyIsvO/S7oRG2Jr0nW0Rfa4wfSaMY+UhU+z+517AQO28DiizruzzvFGsxfdbnuLve/PZOf/pmOxh9LhzOtwlhWR9tV/qsf5xw8ja83n7P/+TdyOCqxhMcRe9ijtf0+g2uMGk/HTx2T+MgdnWQnWkAgiz5lO5MTbW+Gqj47LUUn2ms8J6je2zv4VBpOZ0GGTOPDDO9W9IwD2L36D/YvfqDHWu0MXBjzxI1DV32HL7PNrHa/96CvpfPVTAFjswfSeuYj0r18h4+c5pHz2HEavqtVxPe/9hIDuI5vzUludvg8ap+8DfR+IiIiIiHiCwe1urEWenAjS09OJjIyk553/R1DfMS12nsLda0n+9FkK96zD7XJi6xBHx/PvJOT3WtR/LM2Uu+kH0r9/k+LkLTjLS7C160TEuBtpd8rU6mO6HJUkf/ovslZ+SkV+BmabHZ+OPely1ZPY2scCkPr1qxz88QPKs9MxWW3YwuOJveQf2Ls0vabysThUOin+hpdI+ngWMVNm0v732to5G79n+ys30fXmV0l8+dpapZkqCrJYc88gwsdej8U/jH1zH6f/o0vwjepe6/iNlWYq3L2OgbN/rDfO8pw01vxtOO1OmUr8dc/V2l+akcS6maNof9qlxF3z9LG+HA3a+sS5TB0zmNdff/2Yj+HlZWHWuI5cM7RtNlIV+bPeXXWAh79LoaKi0qNxlJSU4OvrS/yN/yF02IUejUVaz5aHRnHzFZN5+umW+Z5oqtmzZ/P8Px9j470DPBqHiCf1+9d67rr/IWbOnOnpUEREREREmkQrIqTZFOxYxZZ/XYJfTG+6XP0UFr8gipK3UJ6dVu+csuwUgnqfTsRZf8FgMlOwYxW73rkXt8tZfUM/7at/s3/JW3SaMhOfqO44ivIo2LmqutxRxq/z2Df/SaIvuAf/+CE4y4oo3LuxxlOkdXG7nNBYHs5gwGA0NTwGMBjNhA49n8wV86vjzlyxgKB+Z2K2+dU5J2vlZ7idDsKGT8ZiD2bfvCfIXLEA36nH9n8o3U5HrW2H6rPnb08At6vO5qQAtnad8I3qTn7ir8d0bhEREREREREREZH6KBEhzSZp3hNYQyLpfd8CjOaq5euBvUY1OCf899reAG6Xi4BuI6jIO8iBZf9XfUO/cM96AnuNrlFb/MheDIV71uMb1YOO591RvS24/7hG411730jKs1MbHGMNiWLwMysbPRZA2PDJbJp9AeW5+zHb/MnZ8B1db/x3veMzExZgC4/HL6Y3AP7dhpO5ciExUx7AYDi6xpSlB3bz6w0xtbYfWoVRkbMfAO+QuktTQNW15m1ZflTnFREREREREREREWmMEhHSLJzlpRTuXkf0hfdWJyGaojz3AMkLnyFv63Iq8jPA5QTAZDvc+NCvUz9Sv/oP+xY8TXC/M/Hr1K/6Sf+q/X05sPRd9nzwECGDzsbeZRBGi7XRc/e44x1clRUNjjFavBrcfyR7l4F4h0WTtfIzLP6hGC1WgvqOoXDXmlpjSw/spmjvBqIn31e9rd3wi9j1zr0U7EggoNuIJp8Xfm9WfWvtkkc+EbUbK7ZlXhYL5Q6Xp8MQ8ZhyhwsvS9M/Y1uK5fcYXJXlHo5EWpOrohwvr6Z/L7YULy8vfRfISa/c4Tou/h5FRERERJpKiQhpFo6SPHC78Apqeu1+t8vFtpem4SjKIerc27F16ILJ248DS98jM2Fh9bioc/+KwWQmM2EBqV+8iNk3kLCRU4i56H5MXjbanXIxropSDv74Eft/eBujl43QwRPpdMnDdTYBPcQnomuTSjMdjbDhk8lMWIDFP4yQQRMxmuv+P4gZKxYAENR3THUJqYCep2EwWchcseCoExFGixV7bL9693sFhwNQlp1ao1H1kcqzU4/q9+cJnWJi+O1gtqfDEPGYrQdK6BRTe/VTa7NYLHQIj6Q4ZaunQ5FWUlmYTUlOOp06dfJ0KHTq1InC0gqSc8uIDvL2dDgirS45t4zC0orj4u9RRERERKSplIiQZmH2CQSDkYrcA02eU5aZRPG+zXS79b+EDj63evv+JTV7HRjNXnQ87w46nncH5TlpZK3+gn3zZmO2+RN94T0YDAbCx0wjfMw0Kguyydm4mL0fPQxA/PUv1Hv+5i7NBBA2YhIpi54Dg5HeMz6pd1zW74mWjY/U7tmQteZLOl/xeJNWdTRVQNfhYDCSs/7b6sbhRyrNSKI4NbG6HNbxavKUqbz4r6fILKogzE9PAcrJJbOogu925HPn327xdCgATJ0ymTfe/wTHBfdg9gnwdDjSwjJ+noMBuOCCCzwdChMmTMDbauWDtRk8MDba0+GItLoP1mZg87YyYcIET4ciIiIiItJkSkRIszBZbfjHDSbj13lEnTO9Rumk+rjKSwEwmA7fUHaU5JOzYXG9c6zBkUSOv4nMFQsoSd9Ra7/FP4T2p11KzsbvKUnf2eD5m7s0E4CtfWc6jJmGoyQf/67D6xxTsGs1ZZn7iDx7OkF9Tq+xrzh5K3s/foTcTUsIGXTOUZ27IdaQSEIGnUPmivlEjL2+1qqIffP/icFgJGLs9c12zpbwl7/8hTde/y8Xv7ed+86I5PS4QLwtRk+HJdKiyipdLNuVxz+XpuHrH8j11x8ff6e33nor773/AYnPXkLk+fcS0GtUvavApO0qy0wm89d5pH3+HLfccgthYWGeDgk/Pz/uvuceZs+ejdvt5tKB7egcYvN0WCItbk92KR+vy+A/P6fz4IMP4ufn5+mQRERERESaTIkIaTYxUx9ky9NT2fzURYSPvQ6LXzDFKb9hNHvVaDR9iC0iHq/gCPbNewLcLtwuB6lfvIzFN5DyisMrK7a9dC2+0b3xjemD2eZHwY6VFKduo8OYqkbXu96ZgcnHjn+XQZj9gihO2UbelmVEjLuhwXh9o3o07wvwuy5XPtHg/swVCzCYvYg8+5ZapaP844eS+vUrZKxYUCMRUbhnHQaTqcZYk7edoN6jgao67YW719Y6l8U/DO+wqqdFu1z1JCXpO9j89FSizr4Ve9wgHMX5HFz+AblbltLlqifxiex2TNfcWqKjo1m6/EcunnIR13+8FYMBfK0WjEdZQkukrXC53RSXV+J2Q9/evfh83nyio4+PJ8C7d+/O0iXfc/Gll5H40jVgMGDx9sVgVHLwROGsrMBZUYbV6s3tt9/Oc8895+mQqj3++OMYDAaef+5Z/vNzOlaLCavZ1PhEkTaq3OGkvNKJr4+Nv//97zz66KOeDklERERE5KgoESHNxj9uMH3um8e+BU+z6+17AQM+4XF0PP/OOscbzV70+Otb7Hl/Jjten47FHkr42OtwlhaR+tV/Dh+36zCyVn9O+vdv4nZU4B0WQ+fLH6XDqMur9scP5uBPH5Px8xycZSVYQyKIOmc6Uefe3gpXfXRcjkqyVn9OcL+xdfavMJjMhA2fxP4l71T3jgDYv/gN9i9+o8ZYW4cuBM3+Eajq77DpifNrHa/96VcSd/VTAFjswfR9cBFpX7/CwZ/nkPzZc5isNuydB9L7b58Q0H1kc15qi+nWrRsbN28hMTGRn3/+mfz8fNyN9foQaaMMBgMBAQGceuqpdO/e3dPh1DJgwAB2JG5jy5YtrFixgoKCAk+HJM3IYrHQsWNHxo0bd9w9eW0wGHj88ceZOXMmixcvZt++fVRUNLzKUaQt8/LyolOnTowdOxYfHx9PhyMiIiIictQMbt3BOymkp6cTGRlJzzv/j6C+YzwdjpyEtj5xLlPHDOb111/3dCgiIiIiIiIiIiLSilQ/QUREREREREREREREWowSEScZN1oAI56i956IiIiIiIiIiMjJSImIk8ShWrLO0iIPRyInK2dpEb6+vp4OQ0RERERERERERFqZEhEniYCAAKI7xZKf+IunQ5GTUHlOOoXpuxgwYICnQxEREREREREREZFWpkTEScJgMHDpxVPJXb2I4tRtng5HTiJul4uUT5/F4uXFBRdc4OlwREREREREREREpJUZ3G63CrefJHJycjjjzLEk7txDyPCLCOx1GiabPxgMng5NTkBuRwWlB/eSs+pT8nes4o033uC6667zdFgiIiIiIiIiIiLSypSIOMnk5OQwa9Ys5sydx8H96Z4OR05wJpOJ0aefzl9vu40LL7zQ0+GIiIiIiIiIiIiIBygRcZJyuVzs37+foqLjs3n1okWLmDFjBo8//jhTpkzxdDjHneLiYqZMmYLFYmHOnDnYbDZPh1SL2WymXbt22O12T4ciIiIiIiIiIiIiHqREhBx3tm3bxuDBg5kyZQrvvPMOBpWOqtPmzZsZNmwYl19+OW+88YanwxERERERERERERGpkxIRclwpLi5m2LBhuN1uVq1aha+vr6dDOq69/fbbXHfddbz33ntcddVVng5HREREREREREREpBYlIuS4cu211/LJJ5+wevVqevbs6elw2oRp06Yxd+5cvWYiIiIiIiIiIiJyXFIiQo4bh57uf/fdd7n66qs9HU6bUVxczNChQwG0ikRERERERERERESOO0pEyHFhy5YtDB06lMsuu4w333zT0+G0Ob/99htDhgxRXw0RERERERERERE57igRIR5XVFTEkCFDsFgsJCQk4OPj4+mQ2qT333+fq666ijfffJPrrrvO0+GIiIiIiIiIiIiIAGD2dABycnO73dx0002kpqayZs0aJSH+hCuvvJLly5czffp0Bg8eTN++fT0dkoiIiIiIiIiIiIhWRIhnvf7669x00018+OGHXHbZZZ4Op80rLS1l+PDhlJWVsWbNGux2u6dDEhERERERERERkZOcEhHiMRs2bGD48OFMmzaN1157zdPhnDB27NjBoEGDOO+88/jggw/UL0JEREREREREREQ8SokI8YiCggIGDRqEn58fK1aswNvb29MhnVDmzJnDpZdeymuvvcZNN93k6XBERERERERERETkJKZEhLQ6t9vNJZdcwjfffMO6deuIi4vzdEgnpFtvvZW33nqLFStWMGDAAE+HIyIiIiIiIiIiIicpJSKk1f3nP//htttuY+7cuUyZMsXT4ZywysrKGDlyJAUFBaxdu5aAgABPhyQiIiIiIiIiIiInISUipFWtXbuWkSNHcuONN/Lyyy97OpwT3u7duxk4cCDjxo3jk08+Ub8IERERERERERERaXVKREirycvLY+DAgYSEhPDzzz9jtVo9HdJJYf78+UyZMoWXX36Z2267zdPhiIiIiIiIiIiIyElGiQhpFW63m4suuoilS5eybt06YmNjPR3SSeWOO+7g1Vdf5ZdffmHIkCGeDkdEREREREREREROIkpESKt44YUXuOuuu1i4cCEXXnihp8M56VRUVHDqqaeSmZnJunXrCAoK8nRIIiIiIiIiIiIicpJQIkJa3MqVKzn11FP561//ynPPPefpcE5aSUlJDBgwgNGjR7Nw4UL1ixAREREREREREZFWoUSEtKicnBwGDBhAREQEy5cvx8vLy9MhndQWLVrEBRdcwHPPPcddd93l6XBERERERERERETkJKBEhLQYl8vFBRdcwK+//sr69euJjo72dEgC3Hvvvbz44ov89NNPDB8+3NPhiIiIiIiIiIiIyAlOiQhpMc888wwzZszgiy++YOLEiZ4OR35XWVnJ6NGjSU1NZf369YSEhHg6JBERERERERERETmBKREhLeKXX35h9OjR3HPPPTz11FOeDkf+ICUlhf79+zNixAgWLVqE0Wj0dEgiIiIiIiIiIiJyglIiQppdVlYW/fv3JzY2lh9++AGLxeLpkKQOX331FRMnTuSpp55ixowZng5HRERERERERERETlBKREizcrlcTJw4kTVr1rBhwwYiIyM9HZI04IEHHuCZZ55h2bJlnHrqqZ4OR0RERERERERERE5ASkRIs5o9ezZ///vf+frrrxk/frynw5FGOBwOxowZw+7du9mwYQNhYWGeDklEREREREREREROMCoML81m+fLlPPTQQ8ycOVNJiDbCbDbz0UcfUVlZyVVXXYXL5fJ0SCIiIiIiIiIiInKC0YoIaRYHDx5kwIABdOvWjcWLF2M2mz0dkhyF7777jgkTJvDYY4/x4IMPejocEREREREREREROYFoRYT8aU6nkyuvvBKXy8WHH36oJEQbNG7cOP7+97/zj3/8g2XLlnk6HBERERERERERETmBaEWE/GmzZs1i1qxZLF68mDPPPNPT4cgxcjqdnHXWWWzbto0NGzbQvn17T4ckIiIiIiIiIiIiJwCtiJA/ZcmSJcyaNYuHH35YSYg2zmQy8eGHH+J2u7n88stxOp2eDklEREREREREREROAFoRIcds//799O/fn759+/LNN99gMpk8HZI0g6VLlzJ27FgeeughHnnkEU+HIyIiIiIiIiIiIm2cVkRIk82ePZtnnnkGAIfDwWWXXYbJZOKDDz5QEuIEcsYZZ/DII4/w6KOP8v333wOQk5PDyJEjOXjwoIejExERERERERERkbZGiQhpsg8++ICkpCQAHnnkEX766Sc++ugj2rVr59nApNnNnDmTsWPHcvnll5Oeno7D4WDFihX89NNPng5NRERERERERERE2hglIqRJSktLSUxMpF+/fnz77bfMnj2bxx57jNGjR3s6NGkBJpOJ999/H4vFwmWXXUZwcDAdOnRgw4YNng5NRERERERERERE2hglIqRJtm7disvlIjw8nCuvvJLx48dz//33U1JSQkVFhafDk2aWn59PWFgYH330Eb/88gsPP/ww/fv3Z+PGjZ4OTURERERERERERNoYJSKkSTZu3IjRaOTJJ5/E29ubF154gb///e+0b9+eRx991NPhSTMqKiqiXbt2nHbaaZSVlfHYY48xe/Zs7Ha7EhEiIiIiIiIiIiJy1JSIkCbZsGEDgYGBrFy5ktGjRzNo0CBeeuklbr31Vu6++25PhyfNyM/Pj0WLFlFZWcn48eNZtGgRQ4YM4euvvyYlJYWcnBxPhygiIiIiIiIiIiJtiMHtdrs9HYQc/3r37s3WrVuxWCxYrVZuu+027rnnHkJDQz0dmrQQt9vNt99+y6xZs0hISMBkMuF0Ovnuu+8466yzPB2eiIiIiIiIiIiItBFaESFNsmPHDsxmM/feey9JSUk8+eSTSkKc4AwGAxMmTODXX3/l22+/pWfPngAsWrTIw5GJiIiIiIiIiIhIW6IVEdIkixcvplevXkRERHg6FPEQt9vNF198wWmnnUZgYKCnwxEREREREREREZE2QokIERERERERERERERFpMWZPB9BUJSUl5Obm4nQ6PR2KeIDFYiEkJAQvLy9Ph1KtsLCQvLw8lMuTE5mvry/BwcEYDAZPhyIiIiIiIiIiIm3UcZ+I+PDDD3n9f2/w04/Lcblcng5HPMjm48t5557LXXfdyfDhwz0Sg8vl4pVXXuH/3n2HVWvWeiQGkdbWuVMMUy+5lAceeICAgABPhyMiIiIiIiIiIm3McV2a6Z///CcPPPAAgT1PJWjQRKwhURiMx33uRFqA21FOceo2clcupDI7ha++/IIxY8a0agwul4vp06fz3//+l/HdgxnXLZB2fhZMRj0pLicmtxsKyp38tDuPz7bm0rN3X777fomSESIiIiIiIiIiclSO20TEjh076NatG5ET/0r05Ps9HY4cJ1yVZWx/8Rq88/eSlpKM0WhstXN/9913jB8/nqfP68wVg9u32nlFjgeb04u46N1E7rj7bzzxxBOeDkdERERERERERNqQ1ruLe5Tmzp2L2duHyHPv8HQochwxWryJPP9uDqSnkZCQ0Krnnjt3Lp1Cfbl8ULtWPa/I8aBPhB/n9Qhk7pyP1RdFRERERERERESOynGbiFizZg1+XYZg8rJ5OhQ5ztjjhmCyWFmzZk2rnnfNygROifFV0145aZ3WJZCdu/dQWFjo6VBERERERERERKQNOW4TEYVFxZhsdk+H0ahdb97J+gdHHfW8jJ/nsOL6SCryM1ogqtqcZcXs+b/7WX1Hb1beGs+2F66iLCOpSXOLkjay5Z+TWHlLF9bcPZDkBU/hdjpaNuAGGIxGLD52ioqKWvW8xcXF+HurR0ld7ly4i1Evrz/qeXPWZxD58AoyCitaIKraisud3P/5Hno/tZr4J1Zy1fvbSMopa9LcjWlFTHpzC10eX8nAf63hqSXJOJwn18oAu9UE0Op/eyIiIiIiIiIi0rYd33dV28CT51Hn3YmzvPio5wX1G0vvmYsw+wa1QFS17Xx9OkV7N9Dpskcx+waS+tlz/PavS+g3awkmm1+988qyUvjtX5dgjxtCt7++TVlGEvs+eQxXZRmdLnm4VWI/Xrhxc/y/Iz3jztFRFFc4j3re2K5BLPpLb4J8WuejaPr8nWxIK+LRszsRaDPz3NJULnn3N5bc2g+/32+y1yUlt4xL3v2NIdF23r6sG0k5ZTz23T7KKl08PKFTq8R+PGgDH8kiIiIiIiIiInIcOr4TEW2Ad7tOxzTPYg/BYg9p3mDqUbhnPbkbF9Ptr28T3H8cAL4de7HuvhEc/PF9IsbfXO/c9K9fwWj1pdv0/2G0eEPPUbjKS0me/yQRE27BK0D9EgQ6BXsf07wQXwshvpZmjqZu61MLWbw9l7cv68a47sEA9Orgy4gX1vH+moPcfEpEvXNf+SUdXy8j/7ukG94WI6O6QGmliye/T+aWUyJoZ/dqlWsQERERERERERFpi47b0kzHg4M/fcS6+0aQcHMXNs8+n+LkLSTc1JmUz56tHvPH0kyHSi4V7dtM4svXsvKWONbdN5z0716vcezWLM2Ut/kHTN5+BPU9s3qbV2B7ArqPJHfj943ODR4wvioJ8bvQ4ZNwOyvJ27KspUKW48hHaw8y4oV1dHksgfPf2MyW/cV0fiyBZ5emVI/5Y2mmQyWXNqcXce2HicQ9vpLhz6/j9V/Taxy7NUsz/bAzDz+riTO7Hl6F1N7uxchOAXy/I7fRueO7B+NtOfyROalPKJVON8t257VUyCIiIiIiIiIiIicEJSLqkbvxe/a8cy/2+CF0m/4GoUMvYPurN4G7aeVndv3vtt/LGb1FQM9R7Jszi7wty486DrfT0fh/roZjKk3fgXf7zhiMNUvP2CLiKd2/q955zvJSyrNTsYXH19juFdAOs29gg3PlxPD9jlzuXbSHIdF23ri0Gxf0DuWmT7bjdDVt/m3zdzEk2s5bl3VjVJcAZn27j+W78o46DofT3eh/TlfD/Rp2ZJbSOcQbk7FmfaH4MBu7skrrnVda4SQ1r5z4MFuN7e3sXgTazOzKrH+uiIiIiIiIiIiIqDRTvVK/eAF73BDi//JS1YY+Z2AwW9j7fw80aX770VcSftYNAAR0P4XcTUvIXvMFgb1HH1UcCTfGNDrGv9sIes2YV+9+R0k+Zh//WtvNPgE4ivMamJf3+7jac02+gQ3OlRPDC8tTGRJt56XJVcmoM+LBYjLwwBd7mzT/ysHtuWFEOACnxAawZEcuX2zNZnRc4FHFEfNoQqNjRnTyZ961verdn1/qqLPZeIDNTF5p/c3X88qq9tU1N9BmanCuiIiIiIiIiIiIKBFRJ7fLSfG+zURPrpl0CBk0scmJiIBep1f/22A0YevQmfLc9Pon1KPPQ181Osbk7XvUxxVpjNPlZnN6MQ+Mja6xfWLPkCYnIk6PC6j+t8looHOojfSC8qOO5asb+zQ6xreBZtMiIiIiIiIiIiLiOUpE1KGyMBu304HZHlxju9kvGAxNq2Zl9g2o8bPB7IW78uhvwPp2rP8J78MHNzS42+wTQFlmcq3tjpJ8zL6BDc6rGldQa5+zOK/BudL2ZRdX4nC5Cfat+TER7GPG2PBbrlrAH1YReJkMlDsaLqFUl14dGk+2NfJnQIDNTHJuWa3t+aUOAm31fxQeuoaCstorH/JKnQ3OFRERERERERERESUi6mSxh2AwmXEU5tTY7ijKAXcTi+M3k+YozWQLjydvyzLcLhcG4+FESmn6TmzhcfXOM1l98AqOpHT/zhrbK/IzcRTnNThX2r4QXwtmo4Gc4po34HNKHDTSjqHZNUdppvhQG8t25eFyuTEekUnZmVlKXKit3nk+XiYiA7zY+YdeEJlFFeSVOogLq3+uiIiIiIiIiIiIKBFRJ4PRhG9MH3LWf0PEhJurt2ev/bLVY2mO0kyBfceQ+vnz5G1eQlC/s4CqZEJ+4q9ET5rR4NygvmPI3fAtrkv+gdHiDUD2qk8xmMwE9jq6fhfStpiMBvpE+PJNYg43nxJRvf3L37JbPZbmKM00pmsgzy9PZcnOPM7qFgRUJRN+TcpnxpjohufGB/Ht9lz+Md6Ft6Uqmffp5mzMRgOjuwQ27SJEREREREREREROUkpE1CPq3DtJfOkadr5xO2HDJ1N6YDf7l7yFwWRucnmm5uDXqd+fPoa980AC+57J7nfvI+biIsy+AaQueh6LfwjtRl9RPS7z17nsevseet47h4BuIwCImHALWQkL2fHqTYSP/QtlGUkkL3yG9mdcg1dg+z8dmxzf7hwdxTUfJHL7gp1M7hvG7qxS3lq5H7PR0OTyTM2hX6Tfnz7GwCg7Z3YN5L7Pd1NUHkOAzczzy1IJ8bVwxaB21ePmbsjkns92MeeanozoVFWe7JZTIli4OYubPtnBX0aEk5RdxjM/JHPN0Pa0t3v96dhEREREREREREROZK13R72NCeo3ls7T/kXhzlUkvnwdWQkLibvuBdwuJ2ab3dPhHbWuN75CUP+xJH34d3a8ciNmnwB63junxrW4XS5wOcF9uO6Od1gMPe75GEdxPttemkbKoucIP/NaYqY+5InLkFY2tmsQ/zq/M6v2FXLdR4ks3JTFC5PicLrd2K1tL4/5ypSujO0axN+/SuLGOTsI8DYz55qe2I/oZeFyu3G6avwZEBPszcdX9yC/zMG0D7bx3LIUrh0WzkPjGi+dJiIiIiIiIiIicrIzuN3uVq723jRjzxrHhnxvut78mqdDqZa7+QcSX7iKnjPmVa8YEM9Yf3c/HppxFzNnzmy1c8Z3iWVceAUPnuQ3n3/YmctV7ycy79rDKwbk5HDod5+WlkZERETjE0RERERERERERFBppno5SgpI+fQZArqfgsnHTklqImlfvoRvTF/8uw73dHgiraKgzMEzP6RwSmwAdm8TiQdLeOnHNPpG+DI8xt/T4YmIiIiIiIiIiEgboEREPQwmC+VZKez5v/twFOdh9g0ksPcZxFz8EAZDKxbHF/Egi9FASl45932+h7xSB4E2M2fEB/LQuBj9HYiIiIiIiIiIiEiTKBFRD5PVRvfb3/F0GCIeZfMy8c7l3T0dhoiIiIiIiIiIiLRhalYtIiIiIiIiIiIiIiItRokIERERERERERERERFpMSrN1MpWXB9J9EUPEHnObZ4OpclSP3+egh2rKEraiLMkn55/m0tA95E1xlQWZpP6+YsU7V1HcfJvuB3ljHgzrdax1s0YRnl2ap3nib/xFUKHXdAi1yBtU+TDK3hgbDS3nRbp6VCa7PllqaxKLmBjWhH5ZU7mTuvJyNgAT4clIiIiIiIiIiLiMUpESKMOLn8fa2gMgb1Gkb368zrHVOTuJ2vVp/jF9sev8wAKdyTUOa7b9DdxOcprbEv/5lVyN35PQK/Tmj12kdb2/tqDxARZGdUlkM+3Zns6HBEREREREREREY9TIkIaNfDp1RiMRgp3r603EeET1ZMhL2wCIO2rf9ebiPCN6V3jZ7fLSeHudQT2Ph2LX3DzBi7iAavvGojRaGBtSqESESIiIiIiIiIiIpwgiYiS9J0kz3ucwt1rcZaX4hXQjqB+ZxF7+aMAlB7YTeqi5ynYuYrKwmysweGEDJpI1Pl3YbR4Vx9nxfWRdJx8H+7KCg4ufx9XRSmhwy4k9oonKNyznqQ5j1Cath2fqB7EXfc8tvC4mnMnzcBZVkzGzx/jKi8hsM8ZdL7ySSz+oQ3Gn7t5KWlfvEBx8hYMZitBfc+k06WzsNgP35hP++ZVMn78gPLsdExWG7bweGIu+Qf2zgOb+dWszWBsvJVIU8bUJX/bL1TmHyR0xORjmi9Hb2dmCY9/l8za1EJKK5y0s3txVtcgHj0nFoDdWaXV5YWyiysJD7AysWcId42Owtty+Pcc+fAK7juzIxUON++vPUhppYsL+4TyxDmxrE8r5JFvktieUUqP9j48f2EccWG2GnNnjOlIcYWTj9dnUFLh4oz4QJ6c2JlQP0uD8S/dmcsLy9PYcqAYq8nAmV2DmDWhE8G+h+e9+nMaH6zLID2/HJvFRHyYjX+Mj2FglL2ZX83ajEZDi59DRERERERERESkLTkhEhGJL12DxR5M52uewewTQHlWCkVJG6v3V+QdwBoWTezQ8zHZ7JTu30nqohcoz91P/F9eqnGsg0vfwx4/lLjrX6Bo3yZSFjwFBiMFO1YSOfGvmLx9SZozix3/vZV+j3xXc+6y97BFdCPu2ueoyDvIvnmz2f7KjfS+f0G9sees+4btr9xA6PBJRE68HUdJASkLn2L7v6+j9wOfApD56zyS5z9JxwvuwR43BGdZEUVJG3EU5zf4urhdTnC7G37xDAYMRlPDY1pQVsJ8TDY7wf3HeSyGk801HyQS7GvhmfM7E+BtJiWvnI1pRdX7DxRWEB1k5fzesdi9TezMLOWF5ansLyjnpcnxNY713uqDDI2288KkODalF/HUkhSMBli5r4C/nhaJr9XErG+SuHXeDr67pV/NuWsO0i3MxnMXxnGwoILZ3+/jxk+2s+C6mqtmjvTNthxumLOdSX1DuX1UJAVlDp5aksJ1H2/n0+ur5s3bmMmTS5K55/SODIm2U1ThrOrXUOpo8HVxutxN+XPBpESDiIiIiIiIiIjIUWnziYjKwhzKM/fR6dJHatzMbnfqJdX/Duh+CgHdTwHA7XbjHzcEk7cfu968k9grnsBsO/yUtMUeQvyN/8FgMBDY+3TyNv3AwWXv0eehr/DrVHUj1VlayK43bqf04F5s7WOPiMZA99vfwWj2AsDsF8SOV24gP/HXWs2dD0maM4vgARNqJER8wuPZ9Oh4cjcvJajPGRTuXY9vVA+izr2jekxTbtyvv39kvY2hD7GGRDHw6ZWNHqslOCtKyVn3DcGDJtZYmSItJ6e4kn255TwyoRPjuh9ecXPJgHbV/z4lNoBTfm+u7Ha7GdLRHz+riTsX7uKJc2Kxex/+2AjxtfCfKfEYDAZOjwvkh515vLf6IF/d2Id+kX4AFJY5uX3BLvZmlxIbcnhVhAF45/LueJmrVlkE+Zi5Yc4Oft2bX29z51nfJjGhe3CNhEh8mA/jX9vE0p25nBEfxPrUQnq09+WO0VHVY8Z1a7zs18gX15OaV97gmKhAKyvvavlVSCIiIiIiIiIiIieSNp+IMPsFYQ3tSPK82TgKc/DvcQreoR1rjHFVlpP29StkJcynPDsd9xHNkssz92GOPvwEdkDPURgMh5949m7fmZK07dVJiEPboKpB85GJiKD+46qTEADBA8ZjMJkp2ruhzkRE6cE9lGclEzNlJm7n4ae1faK6Y/EPpWjvBoL6nIFfTF8OLn2XvR8+RPDAs7F3GYTRYm30tel2+zu4HRUNjjEcEW9ry13/Hc6yIsJUlqnVBPmY6RhoZfb3yeSUODgl1p+OQTWTQOUOF6/8nMb8TVmk55dT7ji8TGBfbjm9ww9/bIzqHFDj76VziDfbM0qqkxCHtgHsL6iokYgY1y2oOgkBML57MGajgQ1pRXUmIvZkl5KcW87Ms2JwOA/H1L2dD6G+FjakFXFGfBB9I/x4d/VBHvpqL2f3CGZQRztWc+Olw965vBsVjoaXRHiZtRpCRERERERERETkaLX5RITBYKDH3R+R+tmzJH3yKM6SfGwRXek4aQYhA88GIHn+bA4sfY+oc2/Hr/MgzD7+FO3dwN4PHsRVWfMJaLNvzRugRrMFs49/rW1ArbkWe81eEAajCbNfMJX5B+uMvbKgqpHtjtdurnN/RU4aAGGnXIyropSMnz7iwA9vY/SyETJoIjGXPIzFL6je18YnomuTSjN5SmbCfLyCwvHvVvdqEWl+BoOBj67uwbNLU3n02yTyy5x0DbMx48yOnN0jBIDZi5N5b/UBbh8VxaCOfvh7m9mQVsSDX+6l3OGqcbwAW82PEIvJiL937W1ArbmhvjV7QZiMBoJ9zBwsrKwz9uziqu03f7Kjzv1p+VVJt4v7h1Fa6eKjdRm8veoANouRiT1DeHh8DEE+9fef6Brmczz/uYiIiIiIiIiIiLRZbT4RAWBrH0v8jf/G7XJSlLSJtC9fYserN9H/8eXY2seStfoL2o26nKjz7qqeU5K2vdnjqCzMqvGz2+XEUZSLJaB9nePNvoEAdLrsUexxg2vv96sqJ2MwGOgwZhodxkyjsjCb3A2LSfr4YQDirn+h3niO59JMlYU55G9dTvhZNxxzo2s5NrEhNv49JR6ny82m9CJe+jGNmz7ZwfLb+hMbYuOLrVlcPqgdd51+uLTR9oySZo8jq7hmwsHpcpNb6qC9ve5kQeDvSY9Hz+7E4I61m04H+1TtNxgMTBvagWlDO5BdXMni7bk8/E0SAC9Miqs17xCVZhIREREREREREWkZJ0Qi4hCD0YS98wA6Xvg3cjd8R9nBPdjax+KqKMVoqnlzM3PFvGY/f+6G73Bd+kh1eaac9d/idlbi13lAneNt4XF4BUdSdnAv4WOvb9I5LPYQ2p12Kbmbvqdk/84Gxx7PpZmyVy/C7XQQOlxlmTzFZDQwIMrO38Z05LvtuezJLiM2xEZppat6FcMh8zZmNvv5v9ueyyMTXNXlmb5NzKHS6WZAlF+d4+NCbUQGeLE3u4zrh4c36RwhvhYuHdiO73fksjOz4WSKSjOJiIiIiIiIiIi0jDafiChO+Y2kjx8hdOj5eIfF4KosZ/+StzD5BOAX2x+AwF6jyfjpI2zh8XgFh5P5y1zKs9NaIBo3iS9NI/zM66jIz2Df3Cewxw8joNuIOkcbDAZiL3+MHa/eiLOilOD+4zDZ/KjI2U/e1uW0H30l/l2HsfvdGZhsduxdBmH2C6IkdRt5W5YRftYNDUbjG9WjWa4qf/sKHIXZlB3cC0DB9gQcRTmY7SE1ri17zRfA4dUmh362RXStKhN1hMwV8/GJ6oFvx57NEqM0zW8HinnkmyTO7x1KTLA35Q4XbyXsJ8DbRP/f+zqMjgvko3UZxIfaCA/wYu6GTNIaWSlwLNzAtA8TuW54OBmFFTyxeB/DYuyM6FR3o2qDwcBj58Ry45wdlFY6Gdc9GD+rif0FFSzflceVg9szLMafGYt2Y7eaGNTRTpCPmW0HSli2K48bRjScvOjR3rdZrmtFUj7ZxQ72ZpcBkJBUQE6JgxBfc73XJiIiIiIiIiIiciJr84kIr4B2eAV1IO2bV6nIPYDJasMvdgA97/kYi72q5n3sFY+z5/8eYN/cxzCYzIQMmkjsZbNIfGlas8bS/vSrcZYVs+vtu3GVlxDY+ww6X/Vkg3OCB4ynx90fkfblS+x643bcLgdewZEE9DgVa1g0APa4wWT89DGZv8zBWVaCNSSCyHOmEznx9maNvz6pnz1LwfYVh39e9CwA/t1GEDDj8MqSHa/eVGPeoZ+jzr8bnwvuqd5elpFE0Z51RE95sCXDljq08/Oig78Xr/6SxoGCCmxeJgZE+vHxNT0J+b1nw+PnxPLAF3t47Lt9mE0GJvYMYdbZsUz7MLFZY7l6cHuKK5zc/ekuSipcnBEXyJPndm5wzvjuwXx0dQ9e+jGN2xfswuFyExngxamxAUQHVTVwHxxt5+N1GczZkElJhZOIACvTT43k9lGRzRp/fZ5dmsqKpILDPy+rKo82opM/865VIkJERERERERERE4+Bre7sfasnjH2rHFsyPem682veTqUJllxfSTRFz1A5Dm3eTqUk8L6u/vx0Iy7mDlzZqudM75LLOPCK3hwXEyrnfNEFfnwCh4YG81tp7VOckCaxw87c7nq/UTS0tKIiIjwdDgiIiIiIiIiItJGqEuwiIiIiIiIiIiIiIi0GCUiRERERERERERERESkxbT5HhHHixFvtkTza5ETU9qsuhu4i4iIiIiIiIiIyIlHKyJERERERERERERERKTFnPQrItbNGEZg79PpfPVTng7lqGT8PIfdb98NgMU/jMHPb6je53JUkrroWTJ+/gRnaT6+MX3pdOks/Dr1PerzlB7cy/5vX6No7wZK0hLxCuzAwKdX1hqXt/VHMn/5hMK96ynPSCJs5FTirn+hxpj8xF/57ZmpdZ7HYLYy/L97AHCU5LP6rz2r9/WeuQh7l0FHHbs0r2HPr+P0uECeOq+zp0M5KnPWZ3D3p7sBCPOzsOFvg6v3Pb8slVXJBWxMKyK/zMncaT0ZGRtwzOfam13KP75OImFfAVazkfN6hfDQuBh8vEzVY677KJFvE3MBuHJw+zb3eoqIiIiIiIiIiBytkz4R0dZ1v+M9LAHtamzb98mjZPw8h04XP4S1XQz7v/sfvz17Kf0eWYw1JPKojl+avoPcTd/jFzsAt9uNsyS/znF5m3+gOHkL/nFDyK1njG9MH3rPXFRjm9vlZNtzlxPY+/TqbSZvP3rPXETxvs3s/eDBo4pXpD7vXdGddn6WGtveX3uQmCAro7oE8vnW7D91/IIyBxe/+xvt7V789+Ku5JU6mPXNPrKKKvnfpd2qxz14VgzTT43kLx9v/1PnExERERERERERaSuUiGjjfGP64HVEIqIi9wAHl71HzMX/oP3pVwFg7zKE9Q+MJP2bV4m94vGjOn5Qv7MIHjAegD3v3UfelmV1jou5+B90uvQRANY/OKrOMWabvdbKhtxNS3BVlBI6fHL1NoPRhL3LIFyV5UcVq0hD+oT70s7uVWPb6rsGYjQaWJtS+KcTEe+vOUhOcSVf39iX0N8THt5mIzfM2cGm9CL6RvgB0CXUBoCXWZXxRERERERERETk5NDm7oRlJixgxV+iKM+u2Rza7XSw+o4+7JtbdaO99MBudr5+G2v/NpSEm7uwfuapJM9/EldlWYPH3/XmnXXeSE+4qTMpnz1bY1vu5qVsefICVt7ShVV/7cnO//2VysKcP3mFf07e1uW4nQ5Ch15Qvc1ktRE8YDy5m74/6uMZjE17izR13B9lJSzE5BNAUN8zj2m+1G/BpkyiHllBWl7NhI7D6abPU6t5/Lt9AOzOKuW2eTsZ+txaujyWwKkvrefJ75Mpq3Q1ePw7F+5i1Mvra23v/FgCzy5NqbFt6c5cLnhjC10eX0nPJ1fx1/k7ySmu/JNX+OcZjYZmO9YPO/MYGRtQnYQAGNctGF8vI99vz22284iIiIiIiIiIiLQ1bS4RETxgAkaLN1krP62xPW/LMhxFOYQOnwRARd4BrGHRxF7xOD3uep/wcTeS8ctcdr87o1niyFn3DYkvXo01LIaut7xO7BVPULhrNdv/fV2jc91OR+P/uZzHFFfp/p2Y/YKw+IfW2G6L6Ep5dirOitJjOm5LcJaXkLPhW0IGn4vRYvV0OCecCd2D8TYb+XRzVo3ty3bnkVPiYFLfqvfIgcIKooOsPH5OLO9f1YMbR4Qzd0MGMz7f3SxxfLMth6s/SCQm2MrrF3fliYmxrE4u5LomlCZyON2N/ud0uZslzj9rR2YJ8WG2GtvMJgOdQ2zszDp+/u5ERERERERERERaW5srzWSy+hDUfxxZKxcSec706u1Zqz7DFtEV3469AAjofgoB3U8BwO124x83BJO3H7vevJPYK57AbLP/qTiS5swieMAE4v/yUvU2n/B4Nj06ntzNSwnqc0a9cxNujGn0+P7dRtBrxryjjstRnI/Jp3azXbNPALjdOIvzMXnZ6pjZ+nLWfoWrvISwI8oySfPx8TIxrlsQCzdnMf20w71BPtucRdcwG706+AJwSmwAp/zeoNntdjOkoz9+VhN3LtzFE+fEYvf+cx8Ts75NYkL3YF6aHF+9LT7Mh/GvbWLpzlzOiA+qd27MowmNHn9EJ3/mXdvrT8XYHPJLnfjX8VoF2MzklTo8EJGIiIiIiIiIiMjxoc0lIgBCh13I9pevpSR9Bz4RXXGWl5Kz/lsiJ95WPcZVWU7a16+QlTCf8ux03I7D5WnKM/dhju59zOcvPbiH8qxkYqbMxO08fIPRJ6o7Fv9QivZuaDAR0eehrxo9h8nb95jjaysyVy7EGhKFveswT4dywrqwbyjXfridHRkldG3nQ2mFk28Tc7jtiMREucPFKz+nMX9TFun55ZQ7Dq8w2JdbTu/wY/+Y2JNdSnJuOTPPisHhPHzc7u18CPW1sCGtqMFExFc39mn0HL5W0zHHJyIiIiIiIiIiIi2vTSYiAnufgdkviKyEBURPvp/cjd/hqighdNik6jHJ82dzYOl7RJ17O36dB2H28ado7wb2fvDgn26CXFlQ1dR2x2s317m/Iietzu2HHFq10SDDsdWuN/sG4CzJr7XdUZIPBgMm39qrJTyhIj+T/N9+InLCLRiO8VqlcWfEBRLkY2bBpizuHxvNdztyKal0ManP4dJdsxcn897qA9w+KopBHf3w9zazIa2IB7/cS7mj4T4Rjcn+vQ/EzZ/sqHN/Wn5Fg/MPrdpoyPHy9gmwmSgoq73yIb/UQWyItwciEhEREREREREROT60yUSE0WwhZNBEslZ+RvTk+8la+Sn2LoPwDu1YPSZr9Re0G3U5UefdVb2tJK3xmvRGixW3o2YTXWd5aY0VFWbfQAA6XfYo9rjBtY5h9gtu8BwtWZrJFh6PoyiXysJsLPaQ6u2l6TuwhkQdN2WZsld9Ci4noSMu8nQoJzSLycjEniF8tqUqEfHppiwGRdnpGHT4xvgXW7O4fFA77jo9qnrb9oySRo9tNRupdNbsz1Ba4ayxoiLQVvUR8+jZnRjcsXY5tGCfhj+C2lJppvhQGzsza/aCcLrc7MkuZVy3+ld9iIiIiIiIiIiInOjaZCICIHTYJA4uf5/cTUvI27KMTpc8XGO/q6IUo8lSY1vmisZv7HsFR1CRdwBHSQFmH38A8rYuqzHGFh6HV3AkZQf3Ej72+qOOvSVLMwX0GgVGE1mrFhF+5rUAOCtKyVn/HcGDzj6mY7aEzISF+Eb3xieiq6dDOeFN6hPK+2sOsmRHLst25fHwhE419pdWurCYavatn7cxs9HjRvh7caCggoIyR3VvhGW782qMiQu1ERngxd7sMq4fHn7Usbel0kxj4oN4bnkq2cWVhPhWffYs3p5LcYWLM7sqESEiIiIiIiIiIievNpuIsHcdhldwBLvfnQFuFyFDzq+xP7DXaDJ++ghbeDxeweFk/jKX8uyGSyYBhAyaSMqn/2LXW3fR4YxrKMtM4uDS9zCYDr9UBoOB2MsfY8erN+KsKCW4/zhMNj8qcvaTt3U57UdfiX8DfQ/8OvU79gtvhDUonPanX0XKgn9iNFvwDoshffH/cFWUEjn+lhpjV1wfSdjIqcRd/0K9x3OWl5K3eQkAZZnJOCtKyV7zxe/X0R9raNVT9OVZqRQlbaiaU1ZMeXZq9bjAPmdish5eiVF6YBfFSRuJufgfzXXZ0oBhMXYiAryYsWg3Ljec3yukxv7RcYF8tC6D+FAb4QFezN2QSVpe4+XLJvYM4V9LU7hr4S6uGdqBpJwy3lt9ELPxcK0kg8HAY+fEcuOcHZRWOhnXPRg/q4n9BRUs35XHlYPbMyzGv95z9Iv0O/YLb4IVSflkFzvYm10GQEJSATklDkJ8zYzodLiMWeTDK5jaP4wXJsXVe6wrB7fnrVUHuPajRO4cHUV+qYNZ3+5jfPegFr8OERERERERERGR41mbTUQYDAZCh15I+jevENhnDBZ7zXJIsVc8zp7/e4B9cx/DYDITMmgisZfNIvGlaQ0e1xYeR/wNL5Py2bMkvnwtfp36EX/TK2yaNaHGuOAB4+lx90ekffkSu964HbfLgVdwJAE9TsUaFt3cl3tUOl3yCCZvP1I+exZHSQF+MX3oec9H1UkDAGd5VekdS0C7Bo9VWZjFjldvqrHt0M9drn2OdqdeAkB+4i/sfvvuw/PyDlCwfQUAA55KwGQ9XDYrM2EhGE2EDrvw2C9SmsxgMHBh71Be+SWdMfGBBPvWXCn0+DmxPPDFHh77bh9mk4GJPUOYdXYs0z5MbPC4cWE2Xr4onmeXpnDth4n0i/TjlSnxTPjvphrjxncP5qOre/DSj2ncvmAXDpebyAAvTo0NIDrI2uzXezSeXZrKiqSCwz8vSwUOlXuqSkSUVDgBaOdnqX2AIwTYzHxyTU/+8fVebpyzA6vZyLm9QvjHuMZLsYmIiIiIiIiIiJzIDG632934sNY39qxxbMj3puvNr3k6lONSxs9z2P323Qz81xq8AtphMB5deZq8334k8cVrGPDkL1iDI1ooymPndjoo2L6C3569lN4zF2HvMqjG/vV39+OhGXcxc+bMVospvkss48IreFA3ltuUOeszuPvT3ay5ZyDt/LwwGY+uu/WPu/O45oNEfrljABEBfz5x4nK5cbnhlJfWc3pcIE+d1/lPH7O1/LAzl6veTyQtLY2IiOPvc0NERERERERERI5PbXZFhFRZd+9gLP5hDH5+w1HNK9yxirCRU4/LJISjJJ/Vf+3p6TDkBDP42XWE+VnY8LfaDeYbsmpfIVP7hzVLEgLgL3O2821ibrMcS0REREREREREpC1QIqKNCup/VnXT6yP7VzRVxwvvbe6Qmo3J269GQ29beLwHo5G27qxuQdVNr82mo1sNAXDvmI6NDzoK/xjfiTtGVZVJC/VtuNyTiIiIiIiIiIjIiUCJiDbK4heMxS+48YFtkMFoatGG3nJyCfaxEOxz/Nzw7xTs7ekQREREREREREREWpXR0wGIiIiIiIiIiIiIiMiJ66RaEbHi+kiiL3qAyHNu83QozaIsK4X19w0HoOv0NwgZeHaN/YW7VrPlyQsB6mz47CwvZc1d/XBVlDLwmVVYg8LrPH78ja8QOuyCOmPY9eadZP46t859MVMfImLCzYfPV1pE2revkrPmC8oyUzBZbfh1HkjkObfh33XYUV17WxP58AoeGBvNbadFejqUZpGSW8bwF9YD8MalXTm7R0iN/auTC7nwzS0ALPpLbwZ1tNfYX1rhpN8zayitdLHq7oGE+9fuv7A7q5Rnl6awOqWQ7OJKAm1muob5cPGAMCb3DQPg1735TH3nt1rnWJGUz9UfJDI02s6bl3Yns6iiOt4/8vEysvPBqvffocbWR+5r5+fFwCg/LhvYjpGxAY2+Nncu3MXcDZnVP3ubDXQM8ubSAe24cUQ4xj80y/7tQDEv/ZjGiqQCCsocdPD34qxuQdwxKoqQP5Ruinx4RY2fg3zM9Orgy71nRDEk2r96+x+vw2SEcH8rY7sGcu8ZHfH3NnPe/zZT6XLz9Y19a5Wsuvez3Xy9LZtlt/UnzM+r0WsWERERERERERFpyEmViDhRGa2+ZCUsqJWIyExYiMnbD2dZUZ3zctZ/g6u8GICslZ8SOeGWYzq/NSSK+JteqXP7IZVFOfz2zMWU56QTefat+HUeiKM4j4yfPmLr01PofPVTtB91+TGdXzzH18vIgk1ZtRIRCzdl4mc1UVTurHPeN4k5FFe4APh0Uxa3nFozQZOcW8bE1zcTF2pj5tho2tu9SC+o4Kfd+SzdmVediKjLH5MQ3pbDC7/+NqYjp3WumUwwGWv3jXjviu4E2syUVrrYl1PGws1ZTH3nN24YEc4jEzo1+JoARAVaeWVKVW+TkkoXP+/O47Hv9uF0uZl+RDLqu+053PzJDnp28OWRCTF08Pdie0YpL/+Uxjfbcph3bS+ig2qWcrpmSHsu6ld1/ZlFlfz313Qu/79tfH9LP2L+UPbp0HU4XG62HSjh6R+S2ZdTzvtX9eDp87sw8fXN/G9Feo3Xf+W+Aj5en8G/zu+iJISIiIiIiIiIiDQLJSJOAMEDJ5C9+gscJQWYfaqeinY7HWSv/pzggRPI/HVenfOyEhZgCeyAxS+IrBXzjzkRYbBYa622+KO97z9I6f6d9HnoK3w79qreHjLoHHa8djN7P3gQe9xgfCK6HlMM4hkTegTzxdZsCsoc+HtXfZw4nG4+35rNhO7BzNuYWee8BZuy6GC3EORjYX4diYiP12XgcLmZc01PfK2m6u1T+oXhcrnrjaehJARAbLB3rdUZdekT7ks7e9VN+FM7B3DF4PY88d0+XvklnQFRflzQO7TB+VazocZ5TuscwNYDJXy1Lbs6EZFZVMEdC3bRN8KPT67piZe5KtYRnQIY1y2Is17dyO0LdvHp9b1rHDsiwFrj2IM6+tH/mbUs3ZXHtKEd6r2OYTH+FFc4+eeSZIrLnfQO9+WmkeE8uyyVc3uF0DHIm0qni/s/38OITv5cOrBdo6+TiIiIiIiIiIhIU5xQiYjC3WtJ+exZivasw+1yYusQR9R5dxI8YHyd43M3/8D+79+kJHkLzvISvNt1ImLcjYSNnFo9xuWoJOWzf5G98lMq8jMw2ez4duxJ7JVPYmsfC0DaN6+S8eMHlGenY7LasIXHE3PJP7B3Htgq1x3YazR5W5aRs/Yr2p12KQB5W5bhLC8heNDEOhMRlQVZ5P/2Ix3OvB5LQBjJcx+nJDURn6juzR5feU4a2Wu+IGzk1BpJiEOiJ99P9tqv2P/9G3S5+ulmP39rWJtSyLNLU1iXWoTT7SYu1Mado6MY373uhuI/7MzlzYT9bNlfQkmlk07B3tw4IoKp/Q8/6V/pdPGvH1L4dEs2GYUV2L1N9Gzvy5PnxhIbYgPg1Z/T+GBdBun55dgsJuLDbPxjfAwDoxq/2d4cRncJZNmuPL76Laf6xvWy3XmUVDiZ2LPuRERWUSU/7s7n+uEdCPO18PjiZBIPltC9vU/1mLxSB75eJny8arex+WNpo0MaS0L8WTPO7Mi8jZm8lXCg0UREXXytJjKKKqp//nBtBgVlTu4/M7o6CXFIRICV64dVJQnWpBQyuIHkia+XCYOhKgHUlBhcbnC6q8bedXoUX/6WzQNf7OX9q3rwys/pJOeW8eZl3Y76+kREREREREREROpzwiQiCnau4rd/XYJvdG86X/UUZr8gipO3UJ6TVu+c8qwUgnqfTvjYv2A0mSnYuYrd79yL2+msvqGf/vW/ObDkLaIvmolPVHccxXkU7lxVXe4o89d5JM9/ko4X3IM9bgjOsiKKkjbiKM5vMF63ywnuRm4cGgwYjKaGxwAGo5nQIeeTmTC/Ou7MhAUE9T0Tk7dfnXOyVn2G2+kgbPhkzPZgkuc9QWbCAmKmzGz0fHVxOx214zJVvb0KtieA21VvQsi7XSd8IrtTkPjrMZ3b01btK+CSd3+jd7gvT53XmSAfM1v2F5OWV17vnJTcck6PC+Ivw8Mxm4ys2lfAvZ/txulyV9/Q//dP6by16gAzx0bTvb0PeaUOVu0rrC53NG9jJk8uSeae0zsyJNpOUYWTjWlF5JfW/l0cyelyN+WtV2fJoj8yGw2c3yuU+Zsyq+NesDGTM7sG4Wet+7372ZYsHC43k/uGEexj5onvk1mwKZOZZ8VUj+kX6ce7qw9yx8JdTBvagb7hfrX6GBwpIamAF35MbTQJ4XK7a92wNxrqT24cyWIycmrnAD7fmk2l04XF1HCi49B5Siud/Lgnn++353DH6MPlyn5NKiDA28TwTv51zh/fI5hnl6Xy6978GomII68ho6iC55elYjUbObNrYK1jOH8fW+lykXiwhDcS9jOqS0D16hWbxcQ/z+vCpe/+xovLU3npx1TuHN2Rzr8nukRERERERERERJrDCZOISJ73BNaQSHrdtwCjuarBa2CvUQ3O6XDGNdX/drtc+HcbQUXeQQ4s/7/qG/qFe9YT2Gs04WdeWz32yF4MhXvX4xvVg6hz76jeFtx/XKPxrr9/JOXZqQ2OsYZEMfDplY0eCyB0xGS2zL6A8tz9mG3+5G74jvgb/l3v+MyEBdjC4/GNqSr74t91OFkrFxJ90QMYDI3flD1S2YHdJNwYU2v7oQbZFbn7q64nNKrWmEOsIVHkbV1+VOc9XjyxOJnIQCsLrutVfXN6VJfABudcc0QJHZfLzYgYfw4WVvB/aw5U39Bfn1bI6C6BXDvscBPxI3sxrE8tpEd73xo3t8d1q3sFxpFGvrie1AaSJFDV42DlXU1b0TO5XygXvLGF/QXl+FvNfLc9l39fFF/v+AWbMokPs9E73BeA4TH+LNycxQNjo6vfe1P7hbEiqYC5GzKZvzELb4uRETH+XNg3lCn9aveHmP19MlGB1kZXQtw2fxe3zd9VY9vpcQF8cFXPJl1rhL8XlU43eaWOBvsn7M4qI+bRhBrbJvcN5bYjSlDtLygnKrB2k+5DogKq9qXnV9TY/tSSFJ5aklL9s4+XkX9fFFe9SuZIg59dV+Pn3uG+vDQ5rsa20zoHcHH/MJ7+IYUe7X245ZSIemMSERERERERERE5FidEIsJZXkrh7nV0vPDe6iREU1TkHiD502fI37qcivwMcFU9aW6yHX5C2a9TP9K++g/JC58mqO+Z+HXqV/2kP4BfTF8OLn2XvR8+RPDAs7F3GYTRUv/NxUO63f4ObkdFg2MM5qY3irV3Hoh3WDTZKz/D4h+KwWwlsO8YCnetqTW29MBuivduoOPk+6q3hY64iD3v3EvBjgQCuo1o8nmhKonQ9dbXa223hdd/M/pEUVrhZF1qIfee0bHRJ+SPdKCggmd+SGb57nwyiipwVvVtxt/78CqCfhF+/OfnNJ5eksyZXYPoF1FzVUDfiKpVAw99tZezewQzqKMdq7nxGN65vBsVjoaXRHiZm56MGhhlJzrIm882ZxPqZ8FqNjAmPpA1KYW1xu7OKmVDWjH3ndmxettFfUO5d9EeEvYVMKJTVSNpo9HAC5PiuO20SL7fnsvq5AJ+2VvA0l15/Lg7j5cm13xvjYkP5Iedefz7pzTuHdOR+tx3ZkdG/yFJZPdufNXRIYdeNQMNvz5RgVZev7iq30mF08XGtGKeXZbC/V/s4enzuzT5fHW5dmiH6hJeuaUOFm7K4rZ5O3n3CjOn/qER9wdX9SDIZsbpdrMvp4wXlqdxxf9t47Pre2PzOnzdt50WyScbMrlpZESDK09ERERERERERESOxQmRiHCU5IHbhVdgh0bHHuJ2uUh8eRqVhTlEnns7tg5dMHn7cWDpe2QlLKweFznxrxhMZrISFpD2xYuYfAJpd8oUOk6+H5OXjbBTLsZVUUrGTx9x4Ie3MXrZCBk0kZhLHsbiF1Tv+X0iujapNNPRCB0+mcyEBVgCwggZPBFjPYmMzIQFAAT1GYOjpKqEVGCP0zCYLGStWHDUiQiDxYpfp3717vcKqnqivzwrtc4eEQDl2alYg5r++zte5JU5cLmhg3/Tk0Yul5tpHyaSU1LJ7aMi6RJqw8/LxHurD7Bwc1b1uL+eFonZaGDBpixe/DGNQJuJKf3acf/YjtgsJi7uH0ZppYuP1mXw9qoD2CxGJvYM4eHxMQT51J+Q6xrm09xvPSb3DWXBpkzC/CxM7BlSq+fBIQs2VfWMGBMfVF1C6rQugVhMBhZszKpORBwSF2ojLtTGzadEUFTu5MY525m/MYubR0bQs4Nv9bg7R0cRHWTl+eWpBNjM3DAinLrEBHnTL7LucmVNkZ5fgZfJQKCt4Y9Oq9lQ4zxDov1xut08+u0+rh8eTrd2PoT7W9mcXlTvMVLzq1athP/hvdXB36vGsUd3CWDrgWJmL97HVzf1rTG2Z3uf6mbVA6PsxIXamPDfzcxZn8m0YYf/3rx+Tz54KQkhIiIiIiIiIiIt4IRIRJh9AsFgpCLvQJPnlGUmUbxvM11v+S8hg889vMNVs76+0exF1Ll3EHXuHVVNl1d/QfL82Zhs/nS84B4MBgMdxkyjw5hpVBZmk7thMUkfPwxA3PUv1Hv+5i7NBBA6fBKpi56DVCM9//ZJveMOJVo2zardsyF77ZfEXvF4k1Z1NJV/1+FgMJKz/ts6+0SUZSRRkpZYXQ6rLQn0NmM0VK1waKqk3DI27y/mvxd35dxeh0stOf7wq/YyG7ljdBR3jI4iLb+cL7ZmM3txMv7eJu45oyMGg4FpQzswbWgHsosrWbw9l4e/SQLghUk1y+8cqblLMwFM6hvKc8tSMRrgk2n1lzlauKkq0TL+tU219n35WzaPT4ytd1WHn9XEtKEdWL47n51ZpTUSEQCPnxNLQZmTWd8m4e9t4pIB7Zocf1NUOl38sjef/pEN96uoT3xYVemkxIwSurXzYUQnf37ek09CUkGdfSK+3ZYDwCl/WOXwRwaDgbhQG4u35zQaQ9wRMYiIiIiIiIiIiLSWEyIRYbLasMcNJvPXeUSePb1G6aT6uCpKgZrljxwl+eRsWFzvHGtwJBHjbyIrYQGl6Ttq7bfYQ2h32qXkbvqekv07Gzx/c5dmArC170z7MdNwFudX3fyvQ+Gu1ZRn7iPi7OkE9j69xr6SlK0kffwIuZuWEDLonKM6d0OsIZGEDDqHrIT5hJ91fa1VEckL/onBYCT8zOub7ZytxeZlYnBHO/M2ZjL91Mgm3aAurayqw3Tk0+f5pY4GbyRHBli5aWQECzZlsSOztNb+EF8Llw5sx/c7ctmZ2fBN5uYuzQTQOcTGtKHtyS91Mjym7ubLq5ML2ZdbzvRTIzg9LrDGvq0HSnjkmySW7MjlnJ4hZBRWVD/Jf6Q92WUAtPOrveLDYDDw/IVxFFc4+dui3fhZTUzsGVJr3LF6akkKGUWVzDq70zHN336w6vcS8vtqlcsHtuO1X9L555Jk5k7rWaO01/6Cct5cuZ9BHf1qNKqui9vtZmdmCcG+jZel255R9d4J8T0hPvpFRERERERERKSNOGHuRsVMeZCtz0xl69MX0eHM67D4BVOc8hsGs1eNRtOH2MLj8QqOIHneE+By4XY5SPvyZcy+gVRUHF5ZkfjytfhG98Y3pg8mbz8Kd66kOHUb7X9vdL373RmYbHbsXQZh9guiJHUbeVuWEX7WDQ3G6xvVo3lfgN91vuKJBvdnrliAwexFxIRbapWO8o8fStrXr5CVsKBGIqJo7zoMppp19E3edgJ7jwbAXVlO4e61tc5l8Q/DOywagNgrn6QkfQdbn55K5Nm34tdlEM7ifA7++AF5W5bS+con8YnsdkzX7GkPjoth6ttbuejtrVw3vAPBPhZ+O1CMl8lQo9H0IfGhNiICvHhicTIuNzhcbl7+KY1Am5kDhYeTU9d+mEjvcF/6hPviZzWxcl8h2w4Wc82Q9gDMWLQbu9XEoI52gnzMbDtQwrJdefWWJTqkR3vfBvcfqycmdm5w/4JNmXiZDNxySkSt0lFDo/155ec0FmzK4pyeIbz4Yyob0oq4oHcoPTv44nK7WbWvkFd/SaN/pC9Do+tOdphNBl6d2pWr3t/GbfN24ne5idFHJD325pSxto7eFX0jfGskAjbvLyYwr5xyh4uknDIWbMpiRVIBN4wI5/zeoY2+FuUOd/V5KpwuNqUX8+KPaXRvZ2NYTFVioZ3dixcmxXHL3B1MemsrfxkeTge7F4kZJfz7pzRsFhMvT67dZyU9v7z62Hm/94hIzCjlgbHRtcYeug6X282+3HJeXJ6Kj5exzobfIiIiIiIiIiIiLeWESUTY4wbTa8Y8UhY+ze537gUM2MLjiDrvzjrHG81edLvtLfa+P5Od/5uOxR5KhzOvw1lWRNpX/6ke5x8/jKw1n7P/+zdxOyqwhsUQe9mjtB91efV5M376mMxf5uAsK8EaEkHkOdOJnHh7K1z10XE5Ksle8zlB/cbW2b/CYDITOmwSB354p7p3BMD+xW+wf/EbNcZ6d+jCgCd+BKr6O2yZfX6t47UffSWdr34KAIs9mN4zF5H+9Stk/DyHlM+ew+hlw95lID3v/YSA7iOb81Jb1eCOduZd24unf0jh3s92Y6Cqt8Gdp0fVOd7LbOStS7sx88u9TJ+/k1BfC9cN60BRuZP//JxWPW5YjD+fb83izYT9VDjdxARZefTsWC4fVJWIGBxt5+N1GczZkElJhZOIACvTT43k9lGRrXHZR6XS6eLzrdmM7RZUZ/8Ks8nApL6hvLPqAPmlDib3DaPS6eaDtRnsLyin0ukmMtDKtKEduH1UFCZj/Ss2rGYjb1/WnUve+43rP97OR1f3pIO96pzP/JDCMz+k1Jqz/t5BNVZgXP1BIgA2i5H2dgsDo+zMndaTkbENl0k6JDWvnPPf2AKAxWQgMsCLqf3DuGt0VI2Ex4QewXx+Qx9e+jGVf3y9l4IyJ+3tXpzdI5g7RkURWsfKj3dXH+Td1QcBsFtNxIZ48/ykLlzcv3YpqkPXYTBAez8LA6Ls/O+SbsSG2Jp0HSIiIiIiIiIiIs3B4HY31rbWM8aeNY4N+d50vfk1T4cix6H1d/fjoRl3MXPmzFY7Z3yXWMaFV/DguJhWO6fI8eSHnblc9X4iaWlpREREeDocERERERERERFpI+ruCisiIiIiIiIiIiIiItIMlIgQEREREREREREREZEWc9wmIkxGI26X09NhyHHK7XJiNLbu29dkNOE8PiuZibQKh6vq/d/af3siIiIiIiIiItK2Hbd3k0JDQ3Dk7vd0GHIccpYWUVGcT0hISKueNyQ0lPT8ilY9p8jxZH9+BUajkcDAQE+HIiIiIiIiIiIibchxm4gYN24cBXvWU56T7ulQ5DiTs/E73C4X48aNa9XzjptwNkt3F1BaqZU6cnL6OjGP0aNOw9vb29OhiIiIiIiIiIhIG3LcJiIuuOAC/AMC2f3fm6ksyPJ0OHKcKEraSMqcRzht9OnExMS06rkvu+wyKpwwff5uisqVjJCTh8Pp5qUfU/lpdy7XTLvW0+GIiIiIiIiIiEgbY3C7j9+i92vWrOHMsWdRWFhIQLfhWIIjMRjNng5LPMDlKKc8LZHC5K307tuPZT8safXSTABfffUVkyZdiMHtYmQnf9r5mTEZDK0eh0hrcAMFZQ5W7Csmp7ichx56iFmzZmHQe15ERERERERERI7CcZ2IAMjIyGDBggV89dXXHMzIxOF0eDok8QCrl5UunTsxadIkzj77bGw2m8diSU5OZt68eXy/eDE5Odm41FRdTmB2uz9Dhg5j6tSpDBw4UEkIERERERERERE5asd9IkJERERERERERERERNqu47ZHhIiIiIiIiIiIiIiItH1KRIiIiIiIiIiIiIiISItRIkJERERERERERERERFqMEhEiIiIiIiIiIiIiItJilIgQEREREREREREREZEWo0SEiIiIiIiIiIiIiIi0GCUiRERERERERERERESkxSgRISIiIiIiIiIiIiIiLUaJCBERERERERERERERaTFKRIiIiIiIiIiIiIiISItRIkJERERERERERERERFqMEhEiIiIiIiIiIiIiItJilIgQEREREREREREREZEWo0SEiIiIiIiIiIiIiIi0GCUiRERERERERERERESkxSgRISIiIiIiIiIiIiIiLUaJCBERERERERERERERaTFKRIiIiIiIiIiIiIiISItRIkJERERERERERERERFqMEhEiIiIiIiIiIiIiItJilIgQEREREREREREREZEWo0SEiIiIiIiIiIiIiIi0GCUiRERERERERERERESkxSgRISIiIiIiIiIiIiIiLUaJCBERERERERERERERaTFKRIiIiIiIiIiIiIiISItRIkJERERERERERERERFqMEhEiIiIiIiIiIiIiItJilIgQEREREREREREREZEWo0SEiIiIiIiIiIiIiIi0GCUiRERERERERERERESkxSgRISIiIiIiIiIiIiIiLUaJCBERERERERERERERaTFKRIiIiIiIiIiIiIiISIv5f8Dk1LfdmwoZAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 2000x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from sklearn.tree import plot_tree\n",
|
|
"\n",
|
|
"# Plot the decision tree\n",
|
|
"plt.figure(figsize=(20,10)) # Set the figure size\n",
|
|
"plot_tree(clf, filled=True, rounded=True, class_names=CLASS_NAMES)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Confusion Matrix Visualization\n",
|
|
"\n",
|
|
"### Default test set"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import confusion_matrix\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"# Calculate the confusion matrix\n",
|
|
"cm = confusion_matrix(y_test, predictions)\n",
|
|
"\n",
|
|
"# Visualize the confusion matrix\n",
|
|
"plt.figure(figsize=(10,7))\n",
|
|
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
|
|
"plt.xlabel('Predicted')\n",
|
|
"plt.ylabel('Truth')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Manually splitted test set (80/20) "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x700 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Calculate the confusion matrix\n",
|
|
"cm2 = confusion_matrix(y_test2, predictions2)\n",
|
|
"\n",
|
|
"# Visualize the confusion matrix\n",
|
|
"plt.figure(figsize=(10,7))\n",
|
|
"sns.heatmap(cm2, annot=True, fmt='d', cmap='Greens')\n",
|
|
"plt.xlabel('Predicted')\n",
|
|
"plt.ylabel('Truth')\n",
|
|
"plt.show()"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.1"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|