diff --git a/main_eda_univariate.ipynb b/main_eda_univariate.ipynb new file mode 100644 index 0000000..8588403 --- /dev/null +++ b/main_eda_univariate.ipynb @@ -0,0 +1,556 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "id": "631daaa6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: kagglehub in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (1.0.0)\n", + "Requirement already satisfied: kagglesdk<1.0,>=0.1.14 in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglehub) (0.1.17)\n", + "Requirement already satisfied: packaging in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglehub) (25.0)\n", + "Requirement already satisfied: pyyaml in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglehub) (6.0.3)\n", + "Requirement already satisfied: requests in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglehub) (2.32.5)\n", + "Requirement already satisfied: tqdm in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglehub) (4.67.1)\n", + "Requirement already satisfied: protobuf in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from kagglesdk<1.0,>=0.1.14->kagglehub) (5.29.3)\n", + "Requirement already satisfied: charset_normalizer<4,>=2 in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from requests->kagglehub) (3.4.4)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from requests->kagglehub) (3.11)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from requests->kagglehub) (2.5.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from requests->kagglehub) (2026.1.4)\n", + "Requirement already satisfied: colorama in c:\\users\\gkahl\\anaconda3\\lib\\site-packages (from tqdm->kagglehub) (0.4.6)\n", + "Note: you may need to restart the kernel to use updated packages.\n", + "Path to dataset files: C:\\Users\\gkahl\\.cache\\kagglehub\\datasets\\asaniczka\\uk-optimal-product-price-prediction\\versions\\3\n" + ] + } + ], + "source": [ + "%pip install kagglehub\n", + "import kagglehub\n", + "\n", + "# Download latest version\n", + "path = kagglehub.dataset_download(\"asaniczka/uk-optimal-product-price-prediction\")\n", + "\n", + "print(\"Path to dataset files:\", path)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dd948f4c", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "19e16149", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "file_path = os.path.join(path, \"amz_uk_price_prediction_dataset.csv\")\n", + "df = pd.read_csv(file_path)" + ] + }, + { + "cell_type": "markdown", + "id": "3d5e1780", + "metadata": {}, + "source": [ + "### Part 1: Understanding Product Categories\n", + "\n", + "**Business Question**: What are the most popular product categories on Amazon UK, and how do they compare in terms of listing frequency?\n", + "\n", + "1. **Frequency Tables**:\n", + " - Generate a frequency table for the product `category`.\n", + " - Which are the top 5 most listed product categories?\n", + "\n", + "2. **Visualizations**:\n", + " - Display the distribution of products across different categories using a bar chart. *If you face problems understanding the chart, do it for a subset of top categories.*\n", + " - For a subset of top categories, visualize their proportions using a pie chart. Does any category dominate the listings?" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "44b83524", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2443651, 9)\n", + "category\n", + "Sports & Outdoors 0.342219\n", + "Beauty 0.007903\n", + "Handmade Clothing, Shoes & Accessories 0.007869\n", + "Bath & Body 0.007813\n", + "Birthday Gifts 0.007766\n", + "Name: proportion, dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "category\n", + "Sports & Outdoors 0.34222\n", + "Beauty 0.00790\n", + "Handmade Clothing, Shoes & Accessories 0.00787\n", + "Bath & Body 0.00781\n", + "Birthday Gifts 0.00777\n", + " ... \n", + "Alexa Built-In Devices 0.00004\n", + "Motorbike Chassis 0.00004\n", + "Plugs 0.00004\n", + "Smart Home Security & Lighting 0.00004\n", + "Smart Speakers 0.00002\n", + "Name: proportion, Length: 296, dtype: float64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(df.shape)\n", + "relfreqtable_category = df[\"category\"].value_counts(normalize=True).round(5)\n", + "absfreqtable_category = df[\"category\"].value_counts().round(4)\n", + "freqtables = pd.concat([absfreqtable_category, relfreqtable_category], axis=1)\n", + "freqtables.columns = ['absolute_frequency', 'relative_frequency']\n", + "top_categories = df[\"category\"].value_counts(normalize=True).head(5)\n", + "print(top_categories)\n", + "relfreqtable_category\n", + "# The top 5 most listed product categories are:\n", + "# Sports & Outdoors / Beauty / Handmade Clothing, Shoes & Accessories / Bath & Body / Birthday Gifts" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1ec14eae", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt # viz\n", + "import seaborn as sns # better viz\n", + "import numpy as np # numerical python\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "dad24262", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "category\n", + "Sports & Outdoors 0.342219\n", + "Beauty 0.007903\n", + "Handmade Clothing, Shoes & Accessories 0.007869\n", + "Bath & Body 0.007813\n", + "Birthday Gifts 0.007766\n", + "Name: proportion, dtype: float64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top_categories" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f9f64e9a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\gkahl\\AppData\\Local\\Temp\\ipykernel_6048\\2972997551.py:1: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(\n", + " x=top_categories.index,\n", + " y=top_categories.values,\n", + " palette=\"pastel\",\n", + " #legend=True,\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "452f74df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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7UFVVDBo0SFitVnH//ffX+bvYo0cP8eyzz9ZZN3/+fJGQkCCEEOKVV14RGRkZwuPxXPA3dcmSJcLpdOqtQ86nqqpKmEwmsWDBAn2dx+MRiYmJ4sUXXxRCCLF27VoBiKVLl9Y5NtiiJEhKSopYuHBhnX2efvpp0aVLFyGEEHfffbe47LLLhKZpP/8/AMl/DFI8SiQSieR/gjFjxohhw4YJIYSYM2eOsFgsf/qHY7nI5c9eDAaDUBRFhIaG/uZjf2pcU79+fREREXHBfiaTSURGRtZZ98gjjwghhBg6dKioV6+eAMTgwYPr/F5eddVVwuFwXHC+sLAwkZCQIIxGo+jVq5f+O96+fXsBiDvuuENf16pVKwGI3NxcIYQQgLDb7UIIIXJzcwUExA0EhKAQoo4xzvTp08Xp06cv+HtSVVUloqOjRZcuXYTVahXFxcXC5XKJfv36if79+4uTJ0+K2tpaYTAYRPv27esc27dvX108vfXWWyI8PFz/2ySEEM2bNxc33nijiIyMFOvXrxeAOHbsmJg1a5YAxK5du/R9J0yYIHr27CmEEGLWrFkiNDS0zrXsdruwWq3C4XDoS1D4VldXi/z8fJGSkiKSk5PF+PHjxaeffiq8Xq8QIiB+W7RoIaKjo8VNN90k/v73v4vq6mohhBB79uwRgMjLy6tzveHDh4tx48YJIf4hHk+ePFlnn/PF49mzZwUEvig4f4wWi0XExsYKIYTYsWOHiIyMFI0aNRJ33323WL169QXPQ/Kfg6x5lEgkEsn/BPPmzWPp0qUAej+3d955h9tuu42kpCQGDhxIVFQUNptNt/WfPn06ZrNZT5OTSP6T+DWmMzabjYYNG9ZZd37rC6vVihBCN1pRVfWC844fP/6ivwMWi0X/t0mTJlxxxRV6yqjZbGb37t3Y7Xa8Xi8lJSXExsbSuHFjIJA2um7dOpYtW0ZhYSEA7du3JywsTK8n3LBhA4qiYDQaURSF4cOHU1BQwMmTJ7n55pvx+XxUV1dTVFSE1+vVUzXz8/M5fPgwK1eu5OjRo5eco7S0NG688UZGjx7Np59+ytSpU5kzZw5er5dZs2aRkZHBli1b6hzjcDiYM2cOP/zwAwaDgZ07d1JQUMDUqVPZv38/LVu2ZPr06URHR3P48GFWr17N4cOHeeyxx+rUBb733nuUlZXx+eefYzQaMRqNHDhwgEOHDqGqqt7zce3atbz88st1xjB16lROnTpFbW0tBw4cYMWKFWRmZtbZR9M0nnzySXbv3q0v+/bt48iRI1itVlJSUsjOzubNN9/EZrMxceJEevbsidfrJTQ0lJ07d/Lhhx+SkJDA1KlTadWqFWVlZRft1wkghLhg3flpyD8l+Mxmz55dZ4z79+/X57xt27bk5uby9NNPU1tby3XXXVen9lLyH8afLF4lEolEIvndeeGFF0R+fr7o169fnYiG0+kUd955p/jyyy8FIN58800RGhoqunbtKpxOpwgNDRVdunQR69evF0II8f7774vExERhsVhEVFTUr47QyEUuv8dysXYTF1t+mp6ZkJDws/umpKSI9PR0kZqaqq8zmUyiW7duYsCAAXX2DUawLBaLMJlMIjk5Wd9mNBqF2WwWTqdTWCwWERMTI0wmk0hJSRFJSUn6eY1Go3A6nQIQ4eHhIiYmRk8dbdSokYiJiRGKoghFUURJSYn+O3zmzBlhMBj0e1u7dq1ISkoS0dHRokWLFsJqtYoePXqIDh06CLh45PHUqVMCENu3bxcej0dMnTpVpKenC5PJJOLj48VVV10l9u7dKzp37izuvvvui/4teeKJJ4SiKCIqKkpYLBbRsGFDMXbsWD1N9qOPPhJjx44VYWFhIjw8XEyYMEE89NBDolWrVmLv3r1CURQxcOBA0adPH7Fv3z6xb98+sXHjRqEoivj73/8uWrZsqT+XJUuWCPhH5PHpp5/WW49ERESIYcOGiWPHjtUZX9euXcUtt9zyq/82Hjp0SABix44dF2yrqqoSRqNRLFmyRFRVVQmz2XxB2mpSUpJ46aWXhBD/iDyWlpbWOc9P01aTkpLEU0899avHuGrVKgGI4uLiX32M5N+HFI8SiUQikfwML7zwgkhLSxMWi0Wkp6eL7t27i5SUlAs+rP90URRF9O7dW4rK/7Llhhtu+JeOv9T74p85Jljna7fbBSDatWt3wbbzF0VR9Do8QLRv375OqmlsbKxQFEU/HyCefPJJsW/fvjpftkybNk3MnTtXqKoqwsPDxZYtW8SOHTtEly5dRHx8vJ5O+vjjj4vMzEwxcuRIUa9ePREaGqqf22g0iueff15PHw2KojFjxgj4h+iYMGGCgEB/w+zsbLF7924xceJEXZzW1tYKj8cjTCaT6N+/f53f0WHDhokxY8borwHx2WefCSGE8Hq9wmaziWeeeUYUFhaKsrIycezYMfHQQw+J77//XuTl5YnVq1eLyMhIMXPmzIv+DaiurhYNGjQQLVu2FF9//bU4cuSImD9/voiPjxcOh0MMHjxY+P3+ix47adIk0alTp4tu69q1q7j33nuFEAGBGhERId5//32Rk5MjNm/eLObMmSOEEMLtdouMjAzRo0cPsWnTJnH06FHxySefiO+//14IERBaRqNRPP7442L//v3i4MGDYtGiReLRRx8VQggxd+5cMWfOHLFv3z5x9OhR8eijjwqbzSaKiorE8uXLxYwZM8SuXbtEXl6emDlzplBVVezfv18ff2Jiovjyyy/FgQMHxJgxY0RERIQu8n+teJw9e7aw2Wxi+vTpIjs7W+zdu1e899574pVXXhFCCPHqq6+KDz/8UGRlZYns7Gxx6623ivj4+J+dV8mfixSPEolEIpH8Dmzfvl3/wKwoilBVVaiqKmw2m7DZbCI6OloXC78kGP4ZAfJHLpcyKfpPGG9cXNyfPoZfM1c/Xc6PrP3aJSgMz79WUlJSndeJiYmib9+++vNp2LChePvttwUEas+GDBmiRweXL18umjVrJsxms+jQoYOYN2+eAMTKlSvF3LlzhdlsFu3btxf169cXZrNZXHbZZeLmm2+uIx4tFovo37+/+Oabb8TBgwfF/v379WufPn36kuJx7ty5wmazifbt2wun0yliY2PFgAEDxJYtW0RcXJxYuHChWLJkiTAYDGLixIl1fu9+STwKERAuwS98evXqJQoLC+sY46SlpYmpU6f+olA5c+aMuOWWW0RycrKwWCyibdu24oMPPhAHDx4UoaGhF41aut1uERUVpZvL/JRXXnlFREdHC7fbLfx+v3jmmWdEWlqaMJlMIjU1tY4JTl5enhgxYoRwOp3CbreL9u3bi61bt+rbV61aJbp27SpsNptwOp2iY8eO4p133hFCCPHZZ5+JTp06CafTKRwOh+jcubP45ptvhBBCbNy4UfTq1UtEREQIm80mWrZsKT766CP9vLW1teLuu+8W0dHRwmKxiG7duokffvhB3/5rxaMQQixYsEC0bt1amM1mERERIXr27Ck+/fRTIYQQ77zzjmjdurVwOBzC6XSKvn37ip07d/7s85D8uUjxKJFIJBLJH8Att9wi0tLSLhAHQWFZr149XVD+liU1NfWiJiOXEil/lGAym811Iqw/jbb+u6OvP73ez0Xngj9fTLyd78j5W5ZfY9J0fvpzw4YN60QJTSbTBWNTVVWkp6frz9BqtYoPP/ywzpcQVqtVpKen6/fm8/nEm2++KSCQmn38+HGxePFi/dxBgXixD/5XX321SExMFB6PR8ydO1dYLBbRoUOHOvt07dpVF49FRUUC/mFGI0RAlAD6cZcSjwsWLBAhISEX/T2aMmWKuPzyy8XgwYPF7bff/q//Ykokkn8JaZgjkUgkEskfwLvvvkteXh5+v58xY8YwbNgwhBCcOnWKRo0aUVhYSElJid6cOzMzk7CwMLp16/aL542KitLNLH4tP23EHuTXGLL8lIiICAwGA2azGQg0+D5/PD8dW/C10Wis0xz+j+Kn1z+/WfrF9gkaepzPPzMv3bt3/8X7MxgMwD+a0QPk5OTo/QkzMjJo3rx5nbFZLBY0TaOoqEhf53K5ePrpp/W+hcF1x48fR1EUFEVB0zTdxOTxxx8nIyODv/3tbyQlJQHQu3dv/X02f/588vLy2Lt3L3/5y19YsWIFf//73zGZTEDguW3fvp0PPviAI0eO8Pjjj7N//359PBEREURFRfHOO++Qk5PDsmXLuPXWWwG44oorLjoXY8eOrfM6PT2dqqoqvv32W4qKiqipqdG3jR8/njVr1vDll19yyy23/Oz8SiSSfw9SPEokEolE8gdzvhNsQkICnTt3pn///tx8880MGDCAwsJCpkyZctFjg0Im6KC5a9euOh+u4UK3Q1VVmT59ep115zf1DhIREfGb7yUzM5OQkBC8Xu9FtwcdOgFdgACEhYURFRX1m693qWv8Efzcvf0S27dv5+TJk3XWWa1W/efzBbyq/uPjV2pqKhBoJB90Lw1y6623MnLkSGpqavD7/SiKQkJCAllZWQD07NlTv0bfvn0RQqBpGps2bSI2NhaAmpoaTCYTlZWVxMXFAQHx/OSTTwJw//33U69ePVq1asW8efPYtWsXffr00cdgNBp57LHHmDJlCh06dKCyspLRo0fXuZdFixaxY8cOmjdvzqhRozh+/DgArVu3/lVz17VrV+644w6uv/56YmJiePHFF/VtjRo1omvXrjRu3JhOnTr9qvNJJJI/kD8p4imRSCQSieQ85s6dK8LCwkS3bt2E0WgUY8aMEV26dNHTHM9PPbVYLHXSG3/aY+/XLBfr+9elS5dfdWybNm30NMmfLkFnTUCMHTu2zth+2sj9/EVRlDrHqqoqFEURBoNBGAwGMWTIkJ9Nie3evfsFc3Sx5afpqBEREXWO+Wnd4E9TXi/VK1FRFNGoUSP9tc1mExaLRSQkJAiDwaA3gh88eLB+jz169BAQ6KF4/j0Ft//SPQVdUPkxdTU0NFQ89NBDoqioSAwdOlQA4tNPPxVbtmwR/fv3FzabTUDAmXTbtm3CYDCIhQsXiry8PLFgwQJht9vF5MmT/+xfhTpomiYyMjJ0cxWJRPLnIiOPEolEIpH8BzB27FjKysrqrIuNjaV3794AdOzYUV/v8/nqpP6VlJRccL6fpl6eHwUDqKysvOCYyy677FeNddeuXeTl5dVZF4ymnX/drKysOmM7ePAgEEjhDAkJqbOvEIKKigo9qhhMy/T7/fj9fpYvX66naZ4fuQPYtGkTAM888wxOp7POttDQUD2a99MUVqfTWScieH7E8fTp0xdEIC82Z+cjhODIkSP669raWtxuNwUFBQghSEpKQlVVDh06BECDBg347rvvAKioqMBgMBAWFlbnfOePz+Fw6BFsALfbTXJyMgBdunShurqa0NBQLBYLX3zxBQA9evSgU6dOfPjhh3VSdPPz83E4HAwePJi0tDRGjRrFpk2bcDgcv6p34r+Ds2fP8uqrr3Lq1CnGjRv3Zw9HIpEAihC/sXBCIpFIJJJ/Ea2yEq2sDK28HFFWjlb+4xJcV1mJ8PlB84Pfj/BrVPVvS4k9ChMKJrMBRfFhNKp4hA2DyYjZaEMYREAQmFTMhnDsYU6MFvOffbv/FEExGR4eXuffs2fPsnXrVvLy8vjuu+8YOXLkRY9v2bIle/fu1V8bjcYLxFNSUhKnTp3SXyuK8pvrKYPExsZy9uxZVFW9oI4wOPbfisPhoLq6us66Vq1acc8993Drrbdy8803s2jRIjRN+8W6zvT0dHJzczGbzXg8HurVq0dubu4vXttut1+QHnyxOfwpBoOhzliCAlkIgclkwmw2YzQaKS8vJyIigqlTp3LfffcRGhpKeno6ZrOZHTt26Mc2bdqUnJwcNE1D0zQsFgs1NTV88cUXTJgwQU8RTU1NpaqqipKSEmbOnMnEiRMBWLZsGTt27GDp0qXU1tZy+PBhzGYzOTk5XHnllRQUFDBw4EDOnj1LdXU1mzZtwuPxsH37dh566CG2bdtGdHQ0V111Fc8995yeIj1z5kymTZvGiRMnCAsLo0ePHnzyySe/ODe/FUVRiI6OZsaMGYwaNep3PbdEIvnnMP7ZA5BIJBLJ/xZC0/AXFOI/fhzf8eP48vLw5+fjO34c/8lTaGVl8DMf9H+JqmYRlId5sfj8mO1GBGUIn5EqbBiFwOyxUOktISUuljNlJ6g55SQzLIzUQV+xbPVg8mLCGVpZSFT9jlSHHSE+OYZarTHWiLB/yiDlj2bevHlAXXMRt9tNSkoKTqeTqqoqNmzYAAQ+ZLdo0YKsrCw9WrZv374657vYPZ4vHAHi4uIoLCy86HjOF1w2mw1VVesIu7NnzwJ1DWiC4vSXInZWqxWXywUExJmiKPo9BM+vKApOpxOXy8XYsWOpX78+ANnZ2ZesT1RVVR+3x+MBoHHjxuTl5dWJZIqAA71+XLDGNPizz+ejdevWbN++XV8fFMznM2TIEL7++mtqamq46qqrWLp0qX7eRo0akZeXp4vSDh066HWBRqOR/fv36/taLBacTidHjx7F7XZjMpno378/t99+O1dddRUJCQkkJSXp4vF8o5mgcNywYQPLly/ngw8+ID4+Hrvdzj333MPcuXNp3bo1Z86cYd26dUyaNImDBw/icDiIj49HVVUqKyuZPHkyISEhbNy4kZkzZ7J06VI2bNhAUVER99xzD/Pnz6dr166UlJSwcePGX3wO/wwyviGR/Och01YlEolE8k8hNA3vkSPUfLKEssefoOjmMZzp2ZvTDTM407ETRddeR9nkB6h6401qly3Hu2cvWnHxPyUcIVDkpQmBSkCcqAr4fUY0g4ZBA6vixoMFEx6qhY0QvwehutEqPRS73BScruVc3nG0fWco3PMJ7H2Mr5/6lPvWTOHN2avJnz2H07tyKD94CE/VxQXUn8H5ZjurVq1i8eLFrF69mk6dOrF9+3a6d+/OoEGDUBQFg8GA0WjEZrNd8MHb6/VeUiSf7+oZJOgSGnQFNRgM1NbW/myk73yCYi3I+YIsSNeuXfXzhoeH62mYQeLj40lKStIF6MKFCxk8eDAAP/zwA6qqkpGRoaf3ArRo0UL/2e/3065duzrnXLVq1QWOq6GhoXX2mThxom4yFIw2/tQQ5y9/+Usd0yFFUVizZg33338/QghWrFiBEILLL78ck8mEy+UiKSlJF7zr16/X57y2tpY5c+Ywd+5cwsLCcLvdnDt3DpfLhd1up3379mzZsoW5c+cC8P333+Pz+XRToj59+hAdHQ3AW2+9hclkoqCgoE7K7uHDh1EUhdatW1NTU4PRaKRfv34kJiYCAXOdhx56iPbt23PdddexYMECEhIS+P7775k3bx4nT56kf//+HDt2rE7Ka5s2bbjnnnsueLYSieR/Dxl5lEgkEsmvwpeXh2fPHrx79uLZuxfvvv2IHwXFvwWFH1sRCBRNQzEI/BgwCBUjGnbcuEUIJuGlQjhI0srwm6rxVxhw29w4yjU8YeH4FRchsQJRUEK1IRyjFoHl9AnOKgWE7z9FQe5qEobmkujzc/xQb07Ft8WYaaaBsxlRoX+sy+cvMW/ePObNm8fYsWM5e/YsLpeLW265hcWLF1NeXo7dbkfTNOLi4jCZTJSXl1NaWqpH/85PJw2KTLfbrZ/fYDDoIklVVWJjYyksLNRFYlxcHOfOndNf/zR986cprxEREZSWltbZx2g00qZNG7Zt26avC9ZOappGSUnJBQL2/Eio2+1m27ZtxMTE6FFJTdM4fPgwXbp00fdr0qRJnchrMA30/LEZjUbOnTunr6uoqKhzLytXrqSkpKTOvLlcLhITEzl9+jQAzz//fJ3IZ7Bu86mnntLnEeCrr74C4NixY7qAv+WWW/jmm2+49tpr9fm84447SEhIwOVyYTKZ9HPX1NRQVFREmzZt9HPdeeedde5p0KBBelS0R48epKWl6SnNQgjKy8t18d6uXTs2btzI008/zZAhQzh8+DBGoxFN07j88suZPXs2X375JX6/n9OnT/PRRx/pkdn8/HzMZjNpaWnUr1+fgQMHMnDgQK666qo6TrESieR/Exl5lEgkEskFCL8f97btVLw6jaIbRnG6WXPOdOtB6cS7qHr7HTybt/x7hSMACgJQUUD4UVQFr6qi+lUURcOs+HBjwSxcVAs7ZqMBzViJt1LFbfMRXVuG1xmBy1+GI9aDvwREpIbwRJBUkEuR00lYGRSc2kZE+jk4sIfcvR525e1h8YGvmDTnOwq7dmPTt99yNus4Wkntv/n+A8ybN4/PPvuMTp06MW3aNFatWsWGDRvYvHkzHo+HU6dOkZeXpwvDoGHN3LlzGTRoECaTCb/fX0c4Qt1WEudHCENCQgD03n5B8fPTKGYw5TRIWVmZ3l4iLS0NCIivoJALGuMcO3ZMP5+maSQkJNRpxWEwGOjTpw/x8fEADB8+nEmTJl0wL/Pnz9fP89lnn/3iHJaVldURjj/FZrPp28+/pyVLluiCWFVVPQL6U2JiYlBVFZfLhRACVVUxGo2Eh4frUdAvvvhCF6EQEI9er5f8/HzcbjdOp5P69etjs9mAQE/IY8eO6YY6oaGhZGZm6sffddddnDlzBoBHH30Um83GgAEDdAFrs9n0a6elpWEwGHj//fe57LLLyM/Px2g08uGHH9KsWTM0TSMzM1N/JkHzIpvNphsA7dy5kw8//JCEhASmTp1Kq1at9LrWdevWoSjKP1XnKpFI/rOR4lEikUgkAPhOnqT67wsovu0vFLRoRdHwq6h85VXcGzciysr/7OEF8lYBFA1FE6CADwWjz48wqmgmIxgFUItHM6LZQ/GbyvCWGnFZfURWFOMPcVLlOkdIlIZbRFMbXkN1lZP4o/soDnHg8Kh4RQ22MC8iP4/cvAiOhx7FWxNHpr8cTTVw8OhRarccp/bD7Xw+sQ9Fh6eDbzVUX5jy+UdhsVh47rnn2LFjBx6PByEEY8aMYdiwYfrPl19+OfXr19dFotPpJDY2VndtPV94QKD20GwOmAuFhoZSWFiIqqqkpKQAMGXKFD26aLPZ9JTUoLiKjo6mQ4cOQKC/Y1RUFEajkdDQUF0gtmvXjgkTJgDo42rWrBnp6el6dC8yMlIXPAaDAU3TyMjI0MVcSkqKnmJqs9kYOHAgTZo0qWNMc35UNJh2azKZdCF2foTUZDLpPRGDotVisTBp0iQMBgNXXnklAJMmTcJqtVJbW6vP0a233qqf53wH2OBYg9fu06cPWVlZvPvuu3p0sF69enoKKkD37t0RQujCuG3btoSGhupC3uFwMGnSJP0ZPfnkk3r0ddiwYYwYMULfVlRURPv27fniiy947LHHiImJISQkhPXr1zNjxgzuu+8+/H4/xcXFPPXUU5hMJvr168d1112nX7ukpIT27duzd+/eOsuRI0cYNWqUnvL64osvsnfvXvLy8lizZg1/FIqi1HGalUgkfw5SPEokEsn/p2g1Nbi++Zayx6ZypkcvznTqQtmDD+H64gtE+X+AWLwIGgJFA9WgofkNaIrAovgABb/ZhGIAv+IGxYOwhuAzluMuU6ix+IjwVGBXrFRUn8QRplAlEikLKaa8LISYqmLsoeH47RrhaQngjsPvzMAvzOSYsykojKBxwWHcTZpgMBiILtCoUM9SU1yII3YF1HwAL8exb+a77PhsL0fL/vxWB263u45A3LZtG1lZWWzevBlAbzQP6CmSQVEVFBGapun7hYWF6UKmtraWnj171rneuXPn9MiW1+vFarVisVjqpIPOmTOnjslP8FwDBw7U98nOztaFpcFgQAjBwoUL9bG9//77+pgURcFisZCcnKzXJ/6UoKjzer26Mc/5+Hw+fSzB6xqNRu6++24iIiJYtmwZADNmzKBbt251jv2///s/PRJ4frQ2JSVFN6ABWLNmDY0aNWLEiBH6Pi1btqxT37lp0yYsFgtz5swBAmZBOTk5eq1nVVUV9913n/76r3/9K/n5+UCghnPp0qW6oD927BgLFiygdevWbNy4kYqKCk6cOIHVamXgwIGoqoqqqpSVlfHAAw+QlpaGpmnceOONxMTE8Mknn3Dq1Cl27txJYWEhn3zyCa1atWLGjBk0bNiQjRs38tprr7F7926OHz/OBx98gKZpNG7c+KLPAALGT8OHD//Z7RKJ5L8DKR4lEonk/yNEbS01y5ZTfOt4Cpq3pHjMWKrfm4vvx8jQfzqKAqoiEIqG5lNRFDCoAlX4EaoBgwJezQ248NvsmO0+at2h1BgFEZ4qQvxGXFoRqsdIeW0s52xnMNQ6ECnJhJsc1CilRKSHQKmZKlMmjlQrZpOZE4VWGu7aQElKMtGhERh8cLpoJ2Gp6djCyyC3FmG0sn2dkewDR7hv3T08tOwTZnyZhfuHHxA/aV3xR3C+sQ4EBMXKlSv1iN6zzz7Lrl279GhYUDA5nU5SUlLo2bOnXmMXFDBms1mPZr388su66Y6qqrq7ZlDUhYWFsXDhQv36hYWFuslOkPvuu0/v9Xh+2upHH32kp8f6fD59zEEx5Ha79XUmk4n33nsPCNQCrly5km+//VYXaj8leE+NGzfGYrFwzTXX6HMQHH8w3fPqq68G0IXVT8VQMHIZ3L5lyxbMZjNWq7WOcU5ERATJycn6/QshMBqNehQX4O2336ZPnz51zj9r1iymTJkCXOiEGySYCqooCk2aNKFVq1Z4vd46acc333wzXq+XAQMG1HGzdblcxMfHExoaisPhQFEUXC4XcXFx7Ny5k4ULFzJ16lQyMjJ+rC9W6N27N48++ig1NTXMnDmTxMREDhw4wKeffspll11GZmYmL730Epqm0bx5cxRF0b8MWL58OQBPPPGELsKDTJ8+nfT09Drr3nvvPZo1a4bFYiEhIYG77roLQN/vqquu0luvAOzZs4c+ffoQGhqK0+mkXbt2ddxwJRLJ748UjxKJRPI/jvD5cH27hpK7J1HQqg2lEybiWrUaflLz9p9OQKIooKoIReD3KRiEwGswIjQRqHsUKn7hAeHCb7FgdRioVsLweRyEeaqwu1W8hnIo81NcHk1laDXJeHDFJxDut1BWfZzwdA1OVVJUm44v0UOcpR6RNhMx2XvJj4ok3uAEg0Luka+JbxFId2TbbmojuuBxGziTchKzambzPjtZ2acoumoEuY88yvfff091Ycm/Za7mzZunp6+ej9fr1cXUvffeCwQif7m5uWzcuFEXlMF9PB6PLuCCtX5CCAwGAz/88AMQSHcFKC4uZuLEiZhMJj3aF/w3eN5169bp0TeXy4WiKJjNZvr27atf0+l0XnA/I0aMoGnTpvp1zndx9fl8CCF0452fEhxfZWUlt912W52ekEGBFGz9cfPNNwOQmJhInz59qKys1B1M+/Xrp9ddaprGiRMnCA8PJzw8HJPJxO233w4ERPG4ceM4dOiQLnjbt29/Qd9Iq9XKo48+qr+Oj49n1qxZpKamApCfn4/NZsNkMunj69+/P1arVU8fjomJoXfv3rRq1Yq0tDTMZjOKojBt2jSEEOzfv5/ly5fX6ZGoaRpTpkypI3ajoqL0OZ0zZw6vvvoqR44cYffu3TRq1Ej/giApKYmQkBCef/55Pv30U0pKSsjOztZrN5999lneeOMNPa14zJgxeqT7Urz11lvceeed3H777ezbt49ly5bRsGFDAN1gae7cuRQUFOivb7zxRpKTk9m2bRs7duzgoYce0t1nL4bf77+gB6lEIvltSPEokUgk/4MIIXBv2ULZQw9T2KYdxaPHUPvpp4ifNFz/r0IE/6Mg8OJXVIx+UI0GvPgBH2avAUwGDJqCQWhYbRoVSiiq2wZ2Kzafgj3aAucqKXZHYzaFkVxTQnl0FOE1Bs6e209EWink5HLiTBLFkWcx+5JpavGixMZyzmwmrsqML0LB664kvoUHfAlwMpfTrraoRpXtoVtIsTfD7THQpfgwANnxcRw4cADPwn243v6B/Z+8SdXZk79ws78PQREphOD06dM0adIEu92OoihMnz6d9u3b07JlS3r37s2QIUMu2srjYut8Pp8eNTtfyL3zzjv07t0bRVEICQlB0zS9hUiQ8xvJB9MnjUaj/qG/srLygrYZpaWlF7T9CBIbG4uqqsTFxeljDdYwqqqK2+1GURTuvvtuXn/9dd2tFNBbmrRq1QqAzz//XO8LmZOTo88ZwDfffENBQYGenpqWlkZsbCzFxcU0a9aMmTNnAoEo6eTJk+ncubN+nQMHDuB2u3XzIgjUTPbr1w8ICM6hQ4fyww8/6DWVQghatGiB3+/X+1Ru27YNo9GopwdnZGRQWFjIrl27OH78OBaLhR49epCens6tt97Kli1baNCgAR9++CEQiNq+//77PPLII3z33XcIIbBarTidTr1+sqKigmnTptG1a1fatWtHdnY2I0eOJCwsjPz8fA4cOIDdbufdd98FAqIvKG4zMzO588479VpQq9V6QcQxSFZWFoWFhYSHhxMVFcV9993HLbfcwqRJk8jIyODBBx8kJycHCBgQQSCNOS0tTXfSzc/Pp7i4mL59+9K6dWtefvnlOg6/8+bNIzw8nBUrVtC0aVMsFgvHjx9n3bp1dOzYEYfDQXh4ON26ddP7ZUokkl9GikeJRCL5H8JfWEjFSy9zpmNnikZcS/X8v6OV/HuiXX80AgVF/Bgt0gQ+VFQUVMCPFw0PFq8CJhWT14zR58Vm06jAgdllpjbMic2rERJrRJwppdLgxOiLIulsHsXOUMJKFc6e3U9oQiniaA65ueEcDTlMRVk0jctO4GvWFEVRiDqtUU4hqsFIbOYJOBeoeTtwuAEhjWxUqhX4KxugAO2//RglNZUTdjuJEbHYqgTVlLDv4zc4tPxR4A6o/gp8f3wUOCEhgU6dOnH55Zdz9OhR4uLiqKmpITQ0VG9H0bBhQ0JCQmjWrBmqqv5sX0hFUeq0ygjuV1payvr16/H7/bhcLlRV1Q1sggLy/MjPgAEDMBqNLF26VD+fEILKyso6gnPXrl26gIJAdDLYV/DcuXNomkZ0dDRCCJo0aaLXWQZdQoUQPPLII/qxQVq3bg2gu7MuXLgQVVVJTU1FCEFRURGbNm3S93e5XHXSZ3NycigpKWHLli115sfv99cx7amtrcXtdlOvXj19XXFxMYMGDQICgvOjjz7CYDDUcUddu3YtDoeD7t27ExISQmlpKdXV1YwbNw5FUXj33Xf56KOP9HMOGTKEI0eOEBcXx2effUZJSQkFBQVcdtllwD9qUR0Oh55Cq2karVq10sXgsGHD+PLLLykpKWHgwIF6v8ogJpOJjh076nWnWVlZdYQyoLdNMRqNdVqZnI/H48HpdLJt2zY+/vhj3G43X375pT6/48ePZ+HChXVcgdevX69HhSEg4FetWkVCQgITJ06kT58+DBw4kCNHjujH1NTU8NxzzzFnzhwOHDhAZGQkw4cPp1evXuzdu5fNmzdz++23X7IHqkQiCSDFo0QikfwP4N62jZIJEyns3JXK6TPwn9cC4H8GBQQamgqo4MOIEQ3h86MaDHgVPxbhQVhUTD4jBrcHq9VDqWbDVG3E7QxHCDeOOB++YoE/woe7NpzEvEOUhoVhVVVC4qNR/XH4QxuhmK3km3LJOxlGRvZ2ytLSiA6LwOSFU2e3EdWoAUarC7IK8Ic3prDAQWW9UlRFJTsnlqYRRsKP51DZKeBuWs8bEJlHC74FoH6fSmA77HgZXkmi4MtPKC+o/EOnMFgXWa9ePXbu3EmfPn3Ytm0ba9eu5euvv6aiooJu3bqRlZWFpml1HESDJCcnYzabCQ0NRVEUwsLC9FTW+Ph4fD4fRqNRTye12+0YjcY6NXlBvvjiC6qqqnC5XERFRQGBOkuDwVBnf5vNdkG6YYMGDcjMzNRTKoO1lA6HQxcsiqLoLUSC4qBly5b6z9nZ2UCg/g4CjrGNGjWibdu2F713VVVp1KgREIiqJScnYzQasVqtlP9oMqUoip5iG0yZNRgM5Obmsm3bNgYNGkR0dDSaptUx8CkvL+fOO+/kL3/5i36MqqrExMQwbNgwbr31Vr0/p91u18d32WWX6T8H04K//vprQkJCiI6Opqamhm+++QZAr7vct28fVVVVKIpCs2bNmDx5MklJSQCcPHmSgQMH8sYbb/D1118DXGCOJISo4257Ph6PR5//yspK+vbte9G5bNq0KXa7nUaNGukuvbm5ufpzHDFiBIqi8Pnnn+vHfPvtt4wdOxZFUTh69CgHDhxg/fr13HjjjezZs4dp06aRkZFRx8XW6/Uyc+ZMunbtSuPGjfH7/ZSXlzN48GD9PTRmzBg9XVgikfwyUjxKJBLJfynC5aL6o484O2AQRcOvpnbZcviZb/n/FxDaPzo9ooKGikkIwAuYcOHBjguvZsDkUTFpXlSfoMqkYK0WeJ0R1PrLCIn243E5qXFWUVkRSnzZaewh4bgtLiLSwqHMRqWxMdZUM9HWOGprTaRuW8+pmGjiDWFgVMk78g3xLSNAmGHbVopNgUjL3sgdpNgzKK8y0rUsYEJ0tF49DAYDKcdBhBo5emglYanpRNbPBy0S1q1B+Gr5dkElH01cxqx1s9h5ZscFH8p/bxISEnjjjTe45ppr6N+/P4MHD6ZVq1ZYrVYSExNRFIX333+f8ePHA+jGOVVVVQwZMgSn04kQgqqqKsxmM2FhYZw9exZN0/D5fLp4TE9Px+v16uLwpwQjjEHx5fP5LhCap0+fRgjBtddeCwRSKx944AG8Xq9eaxicrx07dujHJyQk0LZtW4QQuqFO0O31/GsGjYZOnz7N4cOHWbZsmS58z+852aFDB44ePVqnp6WmafTo0YMHH3xQn6eMjAwgEMlMT0/H7/ezc+dOKioqWLduHZGRkYSHhxMXF1cn0njzzTfrKZm1tbUIITh27BiTJ09mxowZCCHwer0sWbJEv8c1a9boQj82NpaysjJmzpxJfn4+MTExKIrCgQMHgID4zcnJ4dChQ/p8eL1e6tevT9++fQH47rvvaNCgAStWrKBJkyaoqsratWspLy+ncePGvPrqq2zfvl138j127Bgff/wxEDC0sVqt+nN6+umnGTRoEDExMfr9BNm0aRNFRUXUr1+fpKQkfT6DDrIWi4WbbrpJN0cyGo3k5eUxduxYAHbu3IkQgkGDBvHYY4/x/fff4/f72b9/P0eP/sPt2Gw207JlS/11ZGQkY8eOZcCAAQwZMoQZM2ZQUFCARCL5dUjxKJFIJP9l+E6dpvy55yns0Imyv07G+2Pz9v91VH6MdCgKilAQBD4wawYvmseIV1WwqT5qa43YhReT6sFXbcJj8xNdU4HPGUaV6wwhEVAlEikJOYdWFYIhJoZwg51K7xnC0w1QUENRbX3cCTWEG9Jo5DRgNiictNmIqzbjjRD4fS7iW1RCbSrUVpNTmElIkp18Ux4mV0A4tF/3KUr9epy0WUkNj8PkgVJLIQhB/d4B4xVORIPmpzziSqorTYQ2svNF2XJm7JzO6FmbWLHzBOJnav1+T1atWsXixYtZvXq1Hg38+OOPufHGG/UWGM2aNQMCbp8ff/yx7gaqaRoejweLxUJiYqJ+zqB7anFxMcAFzqsQ+GAfjCgGo1Xnp8EGmT59OnfccYeeHhoSEoLH4+H48eNERET8bMrh6dOndWOfYIuLq666CghECIOmMevXr9ePSUpK0lNda2pq6qRN7tixA5vNpkev8vPz0TSNkpISPUrndrt1l9GRI0dy9uxZkpKSuPvuu8nIyMDn85GTk0NZWZmecgsBsdihQwdd6Pj9foQQqKqK3W7X5+bIkSNcccUVehQyKNxfeuklTpw4wYIFC3j77bdJTU2ltLSU6Oho/f6C4i3YckQIwfHjx3nrrbd0p9nCwkLmzJmDwWBg4cKFelTQZrNx6623MmXKFMrKyvS6xoyMDP3ZTpgwgcmTJ+s1p0G31N69e+NyucjJyeHo0aO8+eabrFixAr/fz+zZs9m6dSvPPPMMAJ9++ilHjhxh586d2O12vv76a06ePElISAjJyclYLBZKS0t1w6WZM2eycuVK3n33XZKSkhg/fjwzZszQn5nNZrvg/TF37lw2b95M165d+eijj8jIyLgg9VgikVwcKR4lEonkvwRvzlFK7ryLM126UvXGm/8ztYy/CQGKqiBQURU/mkHFoILPa0BVDKgOleoaM6GaD7+xGl+5AbfVT2R1CQZLKNWuQqxmlfLaWEocpUR6FWoT4onwmSmtyCEirQqO5ZNfkMDZiNNotQk08RSjNW0Kqkp0gaBMO4XJ5iCyYT6cEAhzKAcPxuPPCIiMY3mJNA43EX1kP5UdAymr6bUBA5hDOZ+iGoyk9zgOQoFvtwKw41jgw/zp5nkAxGhdOFJYw3fr91LYuQsV7773s4Yx/yrnO7MOGzaMUaNG0atXrzo9CQF27959wbGqqjJhwgRdcJ3fCzI5OZmIiAhMJhPr16+vI8KCnO/4GWyDAXV7Jq5Zs4bRo0czb948PbqXm5tLSEgIGRkZemP6YM/EO+64o841HA4HRqORBg0aAIG6xR49eiCE4Ny5cwA8//zzdcaxZMkSAOx2u556CoGWEVVVVaiqSkhICImJiURHR5Ofn6/XbAJ6VNDtdlNTU8O5c+coLy9n8eLF9O3bVxeMkZGR+r2GhYWhKAodf3zPKIqC3W5HCIHT6WTKlCmoqkpoaCgTJkygX79+ei3pjTfeyF//+lfWrl0LBKKHHTt25MyZM9x7772sW7eOuXPnomkaNpuNsLAwfbxjxoxhwIAB3HnnnUCgjjAyMpKlS5eSkZHBunXrSExMxOVyMXXqVGJiYujYsaP+7EJCQggPDwcCTq1btmy5IHKcmZlJ586dyc3NpVWrVmzcuBFN0wgPD6dv375kZmbqqbGrVq2iWbNmDB48mOrqatq3b8/s2bPx+/14vV5SUlJo06YNbdq0QQjBAw88QP/+/fnrX//K0KFDee2113RX3F+iTZs2PPzww3z//fc0b968TpsZiUTy80jxKJFIJP/h+HJzKbl7Emcv60vt0s/hIrVj/z8gEPwYfAxEHwFFBcUAXs2IAgibkRqXiVDhRTNX4i43UGP1E+GrweE34VZLoEJQXBmNy+EjxVNGRXQ0YZUqhQW7CE8rQhzJIS8vgsP2LM6di6TxiYNUNWxApDMcsxtOFm4ltlkDVFWDXYeoCe+K36eSE3eIRHsahUVmulYFnBuP/Ng+IfG4wB9l4MypXSS2bYbVWQG1DSH/GN6oNuQcicIWZWVj6FosBgt7DwTqr4Zu+AjtzFnO7NnDhx9+yL5dexAu38Un6F/kp30igzRp0gSTyUSbNm3qrE9OTtbbXpSXl1NcXMy+fft04XDo0CFKS0s5efIkw4cPJyIiQm97EYyuxcTEEBYWqAUNuoyeXx85Y8YMkpOTmTVrFi6Xi7vuugu73U56ejq1tbUcOHCAbdu2IYTQxXXQWfT6668HoLq6mszMTI792Mt0yZIleo/KIAcOHNCNdLKzs/UUzpqamjqGL6GhoRgMBr0u02g0MnToUIqKikhOTtb7EJ5f49e1a1f69evH7t27adCgAatWrQICrTleeuklHA4HPXr0oFGjRkRHR+sGNC1atMDlchEbG8s333zDiBEj0DSN/v37k5yczNdff42qqtTW1tKsWTNyc3M5ceIEDoeD3r17s3TpUoQQLFy4kG+++Ybi4mL8fj+1tbW6Gy7AG2+8gd1u58orr8RoNHL8+HEKCgpITk7m448/ZuzYsRw9elSf48LCQrZu3arXUUKgFQnANddcQ/369fF4PIwaNYrw8HC+//57evbsyQ8//IAQgltuuYXZs2cTFRVFv379yMnJYc2aNfz1r3/Vx+PxeDh9+jSvvfYa48eP5/nnn8dgMJCXl4fX6yUvL4/mzZtz4403Yrfb+fDDD9m0aROjR49mxowZfPHFFz/zLg988fDwww+zefNmjh8/zuTJk9m6dauehiuRSH4ZKR4lEonkPxRffj6lf72fM70vo/bTT/+/FY1BFKH8WPOo4dfAIFQUVSD8oBkM+GsNKBaVKuHAIcBvKsNTolJl8hLuq8bhUfAZy6G4mhJvFGYlkqSikxQ7nYRXqXjUSkzGcHzWNExOO6WmUvJO2WmwfR0FcbHEm8LApJJ/dB3xLWyBesVDezlZ3QZLqJm91p2E+AMfQDtsXIbSsAGnrRbSnXEY/HDGdwiAer1/dBHdHai3O+oKOG5621ejKX7SLJ2oqDbRNlIl9Ye1YDGzs0lj3G43vpxi3K9twbXxCN6aC9NA/0iCkcHo6GgURaGwsBCz2cw777xDVVWVHk0bM2aMHq0zmUyYzWYqKyspLS3VUx2DrSb279+vN5QP1kQ2adJEF3L3338/rVq1YtasWfo4Vq5cye7du5k4cSIZGRl6D8NgFLGyspKWLVuyZcsWva4vNzcXIQRpaWnAP9I3gy0gPvjgAz21cfDgwbr4M5lMPPDAA/q1i4qK9BTSIC1atOCaa67hq6++0sX34MGDgUBabrNmzaitraVhw4YcOnRIP66wsJA77riD8vJyNm/eTHl5OampqVRWVrJlyxby8vJo2rQp5eXldOjQgcsvvxwIiPLnn3+efv366c/k0UcfpWnTpjzwwAO43W5qa2sZNWoUXbt25ciRI5SWlvLiiy8CgYibw+HQHUuHDx/Oxo0biYqKonXr1nz44Yc8+OCDuFwubrzxRj7++GN69+6NxWJh+fLlXH/99YSEhDBkyBC9PjE4z0uXLqV58+bs3LmTJ598kn379jFgwACuvvpqhg0bRocOHdi0aRP33HMPixYtYseOHTRv3pz77ruPl1566aLvu5EjR2I0Ghk1alSdKDAE0k9Hjx7N/fffT+PGjRk6dChbt27VnWQvht1u59ChQ4wYMYKMjAzmzZuH2WzWjYokEskvI8WjRCKR/IfhO3WK0ikPcqZnb2o+Wgy+PybS9N9GsGpJVQSaX0HRQMWHz2PAYPLhdRsw46XWbwWbHb+hnNpaG25hwumpxuZTcMRa0M5WUmkIQ7gjScg/THl4BKpJEJEWC5UhVBkzMaWoJNjSiLFZCC/I53hICLE1FjwRGprfQ3yLIigN1HXty66POdOApmicPplE/TATcQe2U/FjrVi9cgeoCvsPLMIaFklimyOghcOabxDWCLZsy8BgNrAh/lsUFPJyAn0Fh+0L9CN0X3455UYjNquVRjkquHyc3rmOZfdcTs6384Hft83Hz0Ugo6OjGTNmDB06dKBLly74fD48Hg9CCAYMGIDFYsHhcGA2m/XIod/vx+Px4Pf7iYqK4pNPPsFms+k1eNHR0VRXV3PNNdfowmD//v2UlZUBgYhWdna2Xg8H/0gdff311yktLWXBggX06tWrThuM7du3M2zYMD01M/jvZ599hsVi0aNuTz75JFu3BlKHg+sSExNp3LgxAOHh4Xz33Xd6D8qysjKsVqve01HTNP72t7/x8ccf66JSCKFHF4cPH87cuXPZuXMnVquV++67TxemTqeTJ598EkCvg9yzZ4+eDup2uzl8+DAul4u4uDhdXN1///0kJyfz1VdfUV1djaIoJCQkMGnSJCoqKnT31/379/PII4/ozzIYHYyLiyMkJISPP/4Yi8XC1VdfzY4dOygrK2P16tXk5eUxd+5c3G43DRs2JCUlheLiYlwuF1deeSWrV69G0zTq16+v93DcunUrDoeDAQMGMHnyZPr168eKFSt46aWXGDVqFPfddx+XX345DoeDAwcOMG/ePM6cOcPBgwdxuVx8/vnn9O7dm48++ohXXnkFm81Ghw4dOHz4MOvWraOmpob33nuPgQMH6l8SQEDcp6enY7VaUVWVsLAw+vXrR4sWLYBArWV5eTmffvopffr0wW63079/f6ZMmcLp06dZvXo1xcXFuN1uDAYDiqLwxBNP/NyvhkQiQYpHiUQi+Y/Bf/YsZQ8/wpnuPalZsPB/2jn1n0EE/6No+IWCEQVUL16fGaPRj8tjxKy58fjM+K0OjBYv1aoTo8eGz2HD4tUIiQFfscAT7qG62kli6UnsIWHUqhWEp1mh0M25mnRq4iqxaik0NdaiNM7Ao6rEFApKfSewR8XgTCqEI2X4IppTfM5GQXI+UdZYjp100M0VMJI5nJaK3WYj9qQfd7Sf6vLTpPdshGrQ4HQ8+LwUhQ7F7TZgb2OiVC2mfkhLTp6x0jDcRPMvF4HRyJ4fPwg3syVj9IIIMbL9h5l4KssQvjXA1eBbAT9pZfF7MXbsWEaNGqVHtDRNY86cOXrUTlEUoqKiqKmpobq6mjVr1jB79mysVmsdd83i4mKqqqqYPXu2niIohCAzM5OhQ4dy6tQpDAYDWVlZPPTQQ0AgndRkMunRSQhE9ZYsWYLFYqGoqIj+/fuzbt06/VpCCM6ePau7sAK6YNuwYQN2u10Xk+eLzmDabFpamh4hLCoqomnTprrjp81mo6amRhfHzZs3x+VykZyczPr16/WI6c0336xfOxjR3LJlCy+88IIeoa2srCQvL08XnQaDgS+//JI33ngDCAjThIQEnE4nBQUFel/LAQMGcOrUKYxGI1FRUbpInjlzJi6Xi2bNmpGVlcW+ffvo0aOHbo4TFLQmk4kWLVpw//33k5aWxn333ceiRYto0qQJs2fP5m9/+xtXXnkl27dvJzk5mePHj1NWVsb48eOJjo6mrKyMoqIiDh06pEcegwQFapAdO3Ywb948ACZOnMjatWt1d93Ro0frvSKDPP744/ztb39j586dqKrKiBEjuPXWW2nRogXff/89R48eZerUqfr+s2fP5tFHH+X//u//yMrK4tlnn+Wxxx7j/fffr3PeRx99lMmTJ7N7924yMjIYOXIkPp+Prl27Mn36dH2OCwoKmDx5MhKJ5OcxXnoXiUQikfyRCI+HqtlzqHztdcRFHCklAQSAoqAIDb/fiAUNv+bHg4rFL6gWVhR/FZrixWdz4nQonFVCMNeacYeFofpdOGL8ePMsVDnL8VUmYHU6iFBtlNceJSLdA7mnOFHYg1NtTlBbkUbL4lxqMjKIcIZjLYQDJd8T1zwVxGHY+gNFhmGoRpUdoVtJUgMfnDtsXomSkUGhxUIzexyKUDhRHohu1e/9o8nR2u0IFH7ICpij7GmwHYDKwlYADD+5DQBfn96cM5uwWiyBqCNwUtmL3+ciJC6RBn0PAn44/D6s/xsMnAb1+vwh8x8UHwCdOnXShURkZKReZwiB1g3BdgrnU69ePXJzc7n77rv1yGJlZSWDBg3io48+0ntDjhs3Tk9vra6upnv37jRs2DDgrKtpZGVl6b0AhRAMHDiQhIQECgsL9X2C5jlB/H4/NpuNe++9V19nt9sxGAzExcXpqbUAb731FvXr1ycnJweTycScOXN4++23ATh79iwAb775Jl6vly+//BII9EY8XzgFxcvixYuBQEuQ9u3b0759ezp06MC2bduw2Wy8//77dURrp06dGDduHABPPPEEzz//vD6uIIqi8Prrr3P99dfz7bff6pFFk8mEEELv75iWlobT6dTbkQRFa7AeUFEUNE3DaDSye/duysrK2LVrF4mJiYwdO5bGjRuzfPlykpOTyc/PZ+7cuVx++eXs2bMHt9tNamrqBSZOwfTVIJqm8Ze//IXXX3+dkSNH8tRTT+nbRo0axeuvv65HcQEmT57MgAEDgIBIfvrpp0lOTmbBggW0aNGCW2+9VRejEGgF8sorr+hOsfXq1ePgwYO8/fbbjBkzps55r7zySiAQbW7WrBk5OTk0adJENyr6NSY7EolERh4lEonkT6X2q68506cvFc8+J4XjJVAUBUUEej36hQGTX0P50XHVIjS8woqGF0W40UxmrFaNMmHHUm3A54yk1ldGSCRU++MpcRRjrbFSm5BAuNvMueKDhKcWI47kcDw/gmzbAU6cDqfR/q2cS0wk3hwGFgMnjm0kvoUBvKlQeo4jp5oQkmGjSq2k+EwqKU4TSTu/o6xDQEikF1vAYuDg3o+IatiQsOTT4GoAR7Nxx3Tj5AknzoYOsiz7SLSnsf9IOHEhJjoueQcUhX3t2gLQzJGCyQvCaWTntoCQaXF9EqrRD/54+PRzOLOHs1/MZ/Vz66k48/u+l37qyFpRUcHevXuxWCzcd999GAwGoqKiMJlMel/E1q1bo6qqLuSCvfTsdjsffPABEEjdHDduHEuWLKFPnz66KHz33XeBgPh44403uOqqq3QX0tTUVIQQtG0bmJupU6dSWFgIBGoYExMTOXLkiN6iw+FwEBUVxYkTJzh37pwehVQUhXbt2hEWFobP59PdWBs1asSIESNo0KABXq9XjzKazWY9fbW6ulpfr6oqCQkJFBQUcN1112E0Guu0A7HZbLRp04Znn30Wg8Ggtzipra3V201AIMr5/PPP6yJv6tSpVFVVERISwt///nf9WcyfP5/s7GwKCwuJj4+nadOm3HzzzQwdOhSLxcKePXvIzc1l27bAFxDfffcdqqrq89GrVy/69OnDkCFD6NOnDwcOHGDatGmEhoZit9t55plndOfTYK9Fi8XCE088wapVq2jcuDE33HADeXl5+nujU6dOF33ftG3bVu8xOXDgQBo2bKgv3bp1uyDyeH4/xmBN5s6dO/U01Li4OF3Anzt3jhMnTnDrrbcSEhKiL88880ydPo8/PW9CQgLwjy8CJBLJb0OKR4lEIvkT8OXlUXTTzZSMuwX/jx/CJL+MUAQKCoqi4UNBVQUoBjRVYBVeUM34hAfN4EPVfNgsPkqFHUulgs8ZHujxGCYoc8dRGVpDkqeKiqgowqtUikuzcUSY8KlJWKIcGKxGqiptJO3+jrywMOJcVtxhPoTwE9fiFBSYEdYIDh2KpaJeCaEmJ9nHnHTzBkTM4dQUwkJCiSoUVIVX4ve5qNc7YAjD3hoADpX1B6CwRSD1z1wdEEfDqo5g8HrQunfntMWCxWIhIyeQ6nfcvx3N7yE8vR5pXQNCi60a+LwIeyxffd+DvC0n+PKdb1iYtQCP//dt73F+PWRISAjXX3+9noq5c+dOPvzwQ11U7d69m/T0dP3DusvlAmDcuHGMHDkSg8FAUVEReXl5lJeXc+rUKb7//nsmTZrErl27iIuLAwIOnpMnT2b/j/1M4+LiMBgMeoTK7XZjt9sJCwvD7XbrBjM9evQAAv0pi4qKiIqKorq6GoPBoEcoXS4XoaGBNipBN9nvvvsOCAjXG264AYPBQFhYGPv27ePgwYPceOONNGvWjEWLFmE0GunYsSMFBQW8/fbbPPXUU1itVl2oQaBucufOnUyZMoXnn3+e06dPA4FI4cyZM/W01crKSl544QU9mmc0Ghk3bhwNGjRg06ZN+vnmzJlDbW0tp06dwu/3c+TIEebPn09tbS21tbWUlpaSkpLCihUreOutt7jqqqtQVVVPx3Q4HDgcDpxOJyEhISxYsIDJkydTWVlJZWUlWVlZHDt2jCVLlrB+/XrWrVuHy+Xi8ccfp3Xr1pw9e5ZVq1ahaRrz58/n9ttv1x1pi4uLCQsL0/s+TpkyRXe2vfXWW2nSpAkPPvggd999NxCICN944436FwEjRoxg7ty5wD/SfYOCPbguKK6D/86ePZvdu3fry/79+y/o2fjTc5x/vEQi+W1I8SiRSCT/RoTbTcWr0zjTtx/utev+7OH8VyH40TRHaICC36giUNFQMWt+FFXgVmoxCAWDx4PJ7KfGbCSiugKfIwyXVozBDSXVMXhtCkllBZSEhxHqVrHHh0JVGJXGxijJGtHmdJqEgjE5iUqjgZhCKPHkEZaShi28DPbmUeXshqYp7IncQYK5OX5NodMPq1EyMzlrNlPPHKgJzDn1FQazlbRux0CEwjffoDkS2L4jDVukhY1hawgzh7NrfxyhFgO9Pn4TgKzOATHZzJGMySPQwo3s3jYHgFY3hKMogLsefBVInTyijqO6yoTRYmBd5pcsyl7I45ueZmtO0R/2TG699VZKS0vp168fqampjBgxguuuu47k5GQMBkOdCFjwA3zLli3RNA2DwUDnzp0B8Hq9HDx4kG+++Ya4uDjcbjf169cHwOPx4HA49A/7W7du1Xv+hYSE4PP5qKmpITQ0lPj4eDweD8uWLePTTz8FYN++fbq4ufPOOzEajYSGhrJ//34sFgthYWFYrVY9IhhMRz1x4gSLFy/GZrPhcrno2rUrrVu3ZvHixZw8eZLMzEx8Ph+RkZF06NCB5cuX06ZNG6qqqqitrSU6OpqYmBgKCgrYtGkTVVVVLFiwQBfTsbGxKIpCTU3gy4SbbrqJ2NhYduzYAQRE8fz589m7d6/uNmswGAgJCcHtdpOdnc3+/fv1dMtvv/2W+Ph4li5dit/vZ+jQodxzzz0MGDCAdevWcfz48Que37fffktWVhbr1q3To70vvvgiLVq04Pnnn2fmzJkcOHCAlJQUOnTowP79+8nKyiIkJIS2bdsycOBA5s2bpz/jBQsW0KdPH918aPHixSQmJurXy8vL46WXXsLlcrFlyxZKS0s5ePCgnor6yCOP6O1cLkVcXBxJSUkcO3asTkSzYcOGeh3rDTfccMnznG/wJJFILo0UjxKJRPJvwrVhI2f6Xk7lK6+C6/d1yPz/AwFCQUOgCAVMCh6vAYNfYFBBMfjQjAKTz4gZL8JtxmPTiPBWYVMseAzFUOqixB+FwRdF4qkcqiKj0IwewtNC4JyXczX1qYgpQ3En0rjmDO4mTQgLcWKrEuSf2kh8izgQDti9jROVrQhJtnPSeJyqknQSQk2kbl1D2Y+ppulnzAinkdzs1SR3aIrZXgOFSeBxUWgdit+v4mvnwqf4iFO64PWpXKmexVpeiujYgTy7HYvZTMbRQNQx17UZIfzENm1CYpvDgSlZfQIAX0Rz1n3XDAClp5dTxpMAnMlvwaT5O3j20z34i4t/9yeSkZFBnz59uPnmm9m7d6/ea/DkyZMX9DsM1qXdddddhISE4PF42LlzJwCRkZEoisLWrVs5cSJwT1u2bMFgMNC3b19KSkrq1NclJSWxe/duPcIFgbrDQ4cO8c4775CWlsa0adOAQHposJ3G/v37GT58OOXl5XTu3JmamhpOnjypi1cIRCD37NnDrFmz8Pv9VFVV4fP5qKys5K677iIjIwOPx8Prr79OTEwMmzdvxmq18vbbb9OuXTtsNhtNmzbVI6uKotCrVy9CQ0P55JNPCA8PBwKRRVVV9chnbGwsqqrqKbgAX3/9NTExMdx0000AfPPNN3pfTEVRmDFjBiNHjgQCYvP48eMMHz6cUaNGIYRg9erVLFu2jG7duul9LydNmsSsWbOora3FaDTy7LPP0qBBA8aNG8ctt9yCpmnMmDGD2bNn8/HHH+P1eomMjGTr1q3U1tYSFhbGoUOHeOCBB3jsscdo27Yt586d0yOfc+YEvuDweDy8+uqrej1seHg4M2fOZMSIEWzZsoUffviB6Oho2rRpo6eVdu7cmSFDhvzq998TTzzBc889x4wZMzh8+DD79u1j7ty5vPrqq7/6HEH33m+//ZaioiJdzEskkosjxaNEIpH8wWg1NZQ++DDFI0fhz839s4fzX4uCigJoQoDiR1HA61exaAKf2YzRryAsCiaPEYvqwVthpNbiJ8Jbg8NrQLNUoJ2rplwNxVMbRmLJKez2MKq0IiLSBOSd4URBPCecuZQWR5ORu4+SlBTireFgM3D6+BbiW3qhMhnh97M3qx6+DBcWg4WsnEi6aYEIX3ZKCtFhETiLNUrMgWhW/d4/RjbW7UEoBrbsbYfBpLIpcQ0m1cz+A+mYDQr9lwbqGY906wpA05AUzG7QIozs3RlI52s18sc+keWNYWfAiOeHc2MQmoIjzsYXSUsByHB04WBOQGjE7f2Bs736UPPZZ7/rMwkJCaFTp05MmzaNnj170rx5c3bt2kW9evXYtWsXV1xxBZGRkQB89VWg9ciYMWPYt28fRqNRj0ZWVlYihODEiROMHz8eCJjhCCFYv349Y8eOZcuWLXo9ZXl5ORkZGXqEU1VVXXQ0b96cHj16sGbNGiBQI1lSUsL333+Py+XSxcy5c+cwm82sXbuWWbNmUVISMDPq1q0bPp9Pb1pvt9uxWCz4/X5effVVKioqgEBLkdtvv52QkBC+++47rr76am6//XZiY2NJSEigpKSEHj16sHr1atq2bYvJZMLr9eppqwBZWVk/25zeZDKRnZ3N2bNn6dWrFxAQOkajkZCQEMxmM0899RRvvhmIVDdp0gS/36+npAJ6rSCgR/T69etHQkICixcvpqysjAYNGuipyMF00gcffJBu3bohhMBsNtcZU69evWjQoAGjR4+mV69eDBs2TI8Mz507V79OYWEhLpdL709ZUVHBbbfdxieffMLhw4dZsGABU6ZMYdGiRVxxxRVAINX5tzB+/HjmzJnDvHnzaNGiBb169WLevHl12rZciq5du3LHHXdw/fXXExMTo/fDlEgkF0eKR4lEIvkD8ezYydnLB1BznuGF5J9DCFAFCOFHKAJV+PAKE2afB79ZweQDYTRg86soRheeMiNVZh9OXzVWPzhijfiKFdzhLtyVoTjNEIGN0oqjhKdXIA4fJf9kJEesh8g7GUKDH77lRFQkcS4rrlAPqmogNjMfcmvxRbamvNRCTlwWybamuD0qHXd8g9K8GefMJuqpgfrGrMNLsEfHEdf8aCDFNHs/NTH9OHfWhr21hSL1LPVsHSmrNNHPUUvYiWPQsiVHnE7MZjONf4w65lSvByFIat+K6Iw8EEZYGnBorY4dyL59gdTFkz1z8ChuHMYQDuwN1PA1Djdx+dxn0UpLKf74E1avXv27RVcsFgvPPfccO3bs4OjRo3Tq1ImWLVuSlpaGw+GgoqKC6upqzGYzvh/7lb700ks0btwYn8+nt9e4/fbbddF2vvumpmnU1tbqLR6aN28OQFVVFbNmzaKwsBCbzUZKSgrLly8HoEOHDuTn5yOEwGaz4fF4SE5OpqCggOLiYjIzM/W0Sq/Xy9KlS7n11lt1kfTWW2/RoUMHXSS6XC78fj9dunShefPmnDx5krKyMrZs2UJkZKTevsRgMFBQUMCRI0eYN28eFouF9evXs3nzZvbu3YvX66WiooLy8nJUVeX48eO8/vrr7Nu3j5UrVxIXF1fHWVVRFO68804ArFYrO3fuZOXKlVRVVdGkSRNcLhfPP/88K1asAAIut1arFaPRWKdeMD8/n2HDhvG3v/0NgGuvvZbCwkLGjBlDnz592L17N2+//TahoaF07Rr40uL9999nxowZQCCCuGfPHr0HoqIodO3aleLiYs6cOcO4ceP06x05cgQIpKcGI50rV64EoHHjxnov0Msvv5w+ffowaNAgPXV2yJAhTJgwQa/N3LlzJ2lpaXqk9eDBgyxevBifz0dcXBw333wzRUVFjBo1il27dlFSUsLgwYPZsWMHEydO5JVXXsFqtTJp0iRat26tz2t4eDhCCHr37q2ve+uttygqKkIIIfs8SiSXQIpHiUQi+QMQXi8VL7zIuauuloY4vxsCRQWBAiqo+BGKimIAzaBh8Qs8wkyI8OE3V+AuU6k2aIT6arB6/ITEgqdYpcJZhrHKQW1CAmEuE2eLDxAW78Xnj8Ga4CDSHkeMxUIIfs6azcScUyl2HyWqUQOMVhds2805pSMWp5l9lt34KxoS4zBR/7tVlLRti6IopJ0y4Is2cK5gH/V61UNRBRwI1N3tPxNwkdzfMJCyeeJoJgpw5VeB9g55vQJOl01DkzG7wR9p5MCuv6OoBlqN/FH0FTaE3MMIg4Vv9g0HwNnCwfchGwCI8/entMKIQVWYsH4uBp8PJSKC77p34/jx46xcvgLfgTO/69MJRiEPHjzIpk2b9ChkcnIyHo9Hb0nRpk0bbrnlFpo3b05GRgYAb7zxhm5U43YHUrqdTqee9hoUNsE017S0NEaPHk1UVBQ+n4+TJ0/q47j66qtxOBwIIaitraWwsJBdu3ahqirPPPMMQ4YM0dNdhw4dyqJFiwD0/oNvvPEGVqtVFy1Bofn999/jdrtp0aIFx48fp1u3brz88su8+OKLdO/enYKCAh588EEee+wxzGYz3bt3BwKplR6Ph7i4ON5//30MBgNGoxEhBCNGjNDNe2bNmqWLR1VV2bBhg56SOmbMGAYMGMDy5csxGo0UFhZitVp54IEHdOMgj8ejC8QgQgiGDx9OSUkJDz/8MCEhIRw9elQXdnv27GHkyJEkJyezbds2HnroIaxWK0lJSYwYMUIfa7NmzSgoKGDSpEls3769TrT0lltuITk5GZvNxpQpU/T036ZNm2KxWPRaS5/Px8aNG/n2228pKCjQx9ClSxfatWtHq1atmD59Ou+88w4ACxcuZNSoUSiKQkFBAb169aJ169Zs376dVatWcebMGa677jp9HA888ABr167ls88+46uvvmLdunV6/ahEIvn9kOJRIpFIfme8hw9zbsgwKl97HaQRw++GUJRA2aMqMAgVPxoofvwmI0IThKheampMhGp+NGMFtdUmjD4z3hAHBq8LRyTUeGIod5QT5fJRERVFWLWCx1CK6gmj0tgELdFLqJJGU6USX9OmhDpCcJRrHM/fQHyLCPAlwMlcsk80wZypggqHcmLoppaiAIeSk4gPj8ZeISj0HABFoX6vwkCd5Nff4HfWZ/eeRELrO9hv3U29kOYcL7DRNRLi929DycjgQEQ4JpOJJscCKZ2Hy78GIL1H60CrD+GAxYEU0LMRN1J42oHBbOC7Vt8AkOpoxNZdSQBcYykhZds6AE5dfx0VxkB753buOHxLsvAszcL3owvqv0owCjlkyBCuvPJKqqurueqqq0hKCowlLS2Nxo0bk5qaSnJyMvv376e8vJyYmBg9cgUBESSEoE+fPrpJzsGDBwkPD0dVVRRF4amnnmLSpEmUlZXhcrkwmUw0btwYgHXr1lFdXY3FYqFPnz4YDAYeeughFEXh5ZdfplGjRvq1Pv/8c7KzswF4/vnngUB67YEDBygvL8fhcODxeEhJScFgMHD69Gn27t2L1WplzZo1nD17llmzZjFz5kzdTfaFF15AURS9L2YwuhoTE6Ob/YwcOZJGjRrh9/sJDQ3l4Ycf5tixY8yaNYv69etz880306lTJz744ANefvllQkJCeP311xk0aBDnzp3j5MmTeDweSktL9fNDwHk0KL6Dc7F3714WLlxIeno6BoOB+fPns379epYvX05JSQlZWVn8/e9/JzMzk6lTp9KkSRPatGlDREQEl112GT6fj9raWkpKSrjvvvuoqanR+3C++eabbN68mfHjx2M2m7nmmmu48cYb8Xg8hIaGMnnyZD0V9qabbkJVVbZv386IESNYv34948eP5/PPP6d///7MmzePFStWkJmZyeHDh9mxY4de6/nWW2/Rtm1bnn32WX187733HmvXruXw4cNUVVXx7rvv8vLLL3P55ZfTokUL3n//fWmEI5H8AUjxKJFIJL8TQgiq3pnN2UFX4N23788ezv8gAuVHy1WjUPALPwZFoCiBnx0GD9XVZkL9XjRDOdVKCJZaE76wH3s8/timozrUTXLVWUrDw3D4IDw1EooEZ6vTKY0uwl0VS+PCHMrrpRFvi0A4jJw5uYP4llVwLgxhj+Xw4ShOJ+WTam9MRbWRjnvWQovmlJhM1NfCwaCwf/+HxGY2JiTuHJxLgdpqThiGglA41zIQKas5E0gtHbp1KQAn+14GikJTZwrmWoEv2sChvYtRTWZaXHcuMA1HEqD0HMIex+rvA+0ojD385JvyMCgGinN7IYRCcqiJ4e8+AYDWswe74mIBaBydSmJeQHDUningyylDKTqy5w9/ekOHDuXIkSPU1tYSFRVI6z1+/Dg1NTXccMMNWK1WAKZNm4YQQm/NAYGoYGJiIoqiIITgmWeeoW/fvvr2lStX6iIlaEjjdrtRVRW/368Lid69e+siEQKN6IO1mM899xyKovDdd9/xyCOPADBo0CAg8Lvt8/koKysD0B1ENU1j+/bttGrVSq+NjI6OZvr06Rh/FOpBsrOzmTlzJuPGjWPBggWcOnWKAwcO8Prrr5Obm4uiKDz88MP07duXN954Qz/uvvvu4/777+e+++7j3nvvRVEURo4cyfbt2wkJCdGdZP/yl7+wePHiOiZF2dnZpKSkkJKSoq9r2rQp4eHh+Hw+0tLSdMdbg8FA69atefvtt/V9r732WsxmMxUVFbRt25acnBxWr15NRESEbpozc+ZM/Xm++eablJWV8dhjjwHw9NNP069fP4xGI0888YQePe3evTvh4eGUlpby8MMPM23aNE6ePElFRQWLFi1iwYIFtG7dmqZNmwKwY8cO1q5dW6efY5MmTQA4evQoR48exePx0KVLF33skZGR+hcKvwd5eXkoivKb6zIlkv81pHiUSCSS3wH/uXMUXz+S8iefkk6qfxAKSuC/iorqV9BUUH0qqgAPHkwmPy63GdViQTW5qVBCsFQZ8DkjqPGcw2bxU+qKwWe0kFSYS210HG5DNeFpRsgv5kRBArkhRygojKTR3u84FRNLrMeGK6QWk81BZMPjkFVAZUhXDEYDO51bMboyiLQbabRuBSVt26KqKin5Kq5oH7WVZ6nfO2BcwsYshNHK9ztaYA23sCH8W+Jtyew7HEHzCCMN169ASU1lT0x0IOqYG4g6HioK1Is16t8aR3QxaDGwZBkA2cqt1FYbsUdb+SJlKQANrb3IPRXoGzhh3+eYa6pRwsP5vkcghdLpCKVtdkCkCYeR9Tv+j6ozJ1jz9DhcFR8SaIjyr3F+L0j4Rz89r9fLlVdeicfjYeHChUBAsA0YMIAPP/xQF0FvvfUWa9eu5dSpU3pEsra2lqysLDRNIzk5mUceeYTS0lI9yta3b1/uuusuIFD7F+Tbb7/Vj2/evDnHjh3j5MmTurBzuVz6dc+dO4cQgpqaGr3urVevXjidTvr06YPdbtfrIqdMmQLA/Pnz2bp1K2azmebNm+N2uykqKuKvf/2rHvX6/vvvSUtL041jFixYQGhoKDU1NZhMJkaOHInH46Fbt24kJiayYMECMjMzmThxIlVVVaiqytSpU/Xaxvj4eDp27EibNm0YNWoU8I+ob8eOHQPvnyZN9JrP4ByOHTtWF79CCBITExk+fDibN28mOzubl156iZiYGHr06MFnn32Gx+Nh0aJFeL1eKisrsVgs7N27l549e9KyZUsyMzN55ZVX+OCDD7jtttuoqKhg9erV5Obm8sILL5CXl4eqqlRXV+utVcrKyjh69CgPP/wwFRUVLFu2DE3TeOWVV+jXrx+tWrUiKSmJGTNmcPToUaxWK+np6eTk5DBkyBB2797NLbfcQmhoKB6Ph5iYGJYtW6ZHX8vLyxk9ejQRERHY7XaOHj2q33OQJ554ok4NpEQi+W1I8SiRSCT/Ip4dOzk7cBDuH2u2JH8MmiZAA6GCKgSKQcVMwEDHr3nAquL2m/FZbVitGqXYsFYI/CHheNQSlHIfJSIK4Y4ioawAu81JhfsUEenViJw8Tp2JptBeQGW5g/jcLE7YrMSdUymqOUJsswaoihG2beV4eSscGTaqlCqO5sXT1ViJKjSykhJJjojDXCvIL9mM0eYgpXMOeFJh304qIgdRWW5Ga+/Gq3ix13YCYPiRdQCc6X85QlHIdCZjqRF4Y1SOHPgck81Bs+H5gUnYbgR3Ld7Ilmz4PhB5OdMzH5dSS6Qlmu07ApGagWFumnwT6HN4+vrrKP/RRKWbKxFTQCtxsHol1eUB588W17bC6nwFuBco/12fW7DB/RtvvMHy5ctZt24dW7du5YorrmD69Ol8/vnnWK1WXQBUV1ezY8cO3G63vi4o6jRNw+/3M3bsWB566CH9Guenvd57770XrAsPD2f//v00btyYgwcPYrcHBLbFYuGWW24B0A19FixYwCuvvALAPffcQ1FREYsWLaJv37666Bw0aJDeY7B9+/ZkZmbidrsZOHAgBQUFvPTSS7oz7KuvvkptbS1ffPEFEBDTNTU1OJ1Ohg8fzv3334/P50NRFF577TX279/P+++/z5o1a3SRCtCqVSv69u3L6dOnmTdvHrNnz2b06NH6/dlstgvmvmnTpuTn5+vtTyCQAlxeXq7PAQRartx333189dVXXH311cydO5fXXnuN3bt3Y7VaefbZZ6murmbMmDFkZWXprTAee+wxRowYwdNPP43ZbGbkyJFkZWXVGcPq1asB+OCDD1i3bh1XXHEFO3fuRNM0PvnkE5599lkee+wx0tLS+Oijj/jrX/9KeXk58+bNIzs7W0+pPXDgADt27OD999/nvffeIycnhxUrVtC2bVsaNmyIyWRi3LhxbN++nWXLlunGUEuXLsXr9erRY4lE8q8hxaNEIpH8C1T/fQHnrrkWrfD3NR+RXEggY1XDLxSMaPj8RkwIfGioCihmA26vGb/FjM3qp1SEEFrjRrWG4jEUoxXXUKo6cFeFEumrIVyzUFSSTURqDd4aJ5ZkK7HWdJrYNETTTOwOByGlGsePryO+uQ1qUxEuF/sOplJer4hEexpniix0OrgRWreizGiknssJNgOH9n1CaudMjBY3HAqImF35PVCNKt8nriXU5GTX/gRSnSZaf/4+SlwcOxMSMBmNetTxQEGgrUaTIS2wOCsDIvSLQCRyS+FohKbgbOpgQ1ggumar6E+tWyXKbmTUB08DoHXvxs74OACaR6YTcyogxspiyzh8YCkAiW1a0GTwj2nWWhbMvxxO/z5GI/PmzUMIwbFjx4iPjycsLEw3Wxk4cCAPPfQQISEhuFwuPUJ5/fXXM2XKlDq1fLGxsRw5coSRI0dSUFDAFVdcwVtvvaULRLvdjqqqmM1m8n40qDKbzXoKa15enh7Feuedd3Qn1T179rBlyxbgH7WJrVq1olmzZvo6IQQGgwGn01lHkJ7fY9DlcuFyuSgsLGThwoVERkbqbUjWrl1LeXm5Hu26/PLLSUlJoaamhmeffZYvvvgCp9OJ1WqlT58+rFq1ittuu42cnBzefvtt5s+fDwTSSr/++muEEHi9XiZPnkz37t0xmUy0aNGCgQMH6vd16tQpYmNjGTRoEIqi0L59e7799lt++OEHRo8eTdOmTTl06BAzZsxAURQMBgN2ux2bzcaaNWvIzMwkPz+fevXqUVtby7lz54iOjuaFF14gPT2dfv36AYG01vHjxxMfH4/JZCIzM5PHH3+c3bt368Y5ERERtG7dmtmzZ2O1Wlm0aBEJCQl6m4+gI++GDRs4d+4cb775JiaTif79+7Nu3Tpuuukm1q5dS35+Ps8++yxhYWHUr1+fN998kyuuuIL77ruPhg0bkpiYyI4dO7jjjjuIiIjgoYce0vt0NmnSBIvFwvz583nyySd191hFUZg3bx4Q+LLhrbfeYtCgQdhsNurVq8fHH398wXv62LFjeiS6VatWbN68uc72JUuW0KxZMywWC+np6foXEUHS09N59tln9QhqamqqbhIU5NSpU1x//fVEREQQFRXFsGHD9Pc1BGpZO3bsiMPhIDw8nG7duunGRBLJH40UjxKJRPJPIDweSqc8SNmDD8F5zcslfyCKgqIqaCgYFT9eD6iKQFEAgwlV8eEXAp/JiMkiqDGZidBqsPtUsFfhK1aoDavBWO3AExdDeK2R8tpczGoolYbGeONdGL2JNK44TVWDBsTbIxChRs4V7CO+ZTGcEHij2lFZYWZPxHZC/Jk4rQYaf7uUotatMZlMJB0XVIaW4/e7qd/bBcIGX32DL6IF2VkxhLS2cMZQSKLaBbdXZfi5vShCUDxwAH5VoUlYCtYa8MRAbvYqLGERNLky0P6ANecAQVXslRw8EIdqVNnadh0ADUJas+tgoL/ebae+w3GuECUsjM0/OrdGOMNpeSggZrRIIxs2PgmALTKGzhPPBeZQGODLKji6Dd7rTvWuVb/bo6tXrx47d+4kPj5eTyt98skn+fbbb+ncuTPt27cHAqY6aWlpFxzfvHlzGjZsSNOmTVEUhS+//BKfz6cf53K5qFevHk2aNGHDhoDjrNvt5sMPP6R///76Ps899xwvvfSSLgLPnDmju8AGycjI0I+BgDAdNmwYn332mR652rJli95j8N133+XQoUMcPXqUEydOXNBj0Ofz4fF42PdjHfSXX37J0aNH8fl8+Hw+Tp8+zT333MM333xDRkYGEydO5NSpUxiNRjRNY8yYMXrUMjjuU6dO6XWZLVq0YPPmzSQkJNC7d280TeP555/H4/Hw4osv8vnnnyOEYMCAAfTr14/ExESys7NJSEjg6quvpmfPnoSEhODz+QgLC2P48OE8+eSTjB07ltzcXMLCwpg2bRpnzpxh4MCBde7t/BrDqqoq9u/fz8cff0ybNm248sor9fUPP/wwERER9OjRg7Nnz5Kfn8+2bdsICQnhjjvuwO12c/z4cV2Uer1e4uLieOaZZ3j00UdZsGCBHp09efIkmZmZvP766zRo0IAdO3awdOlSXaw//PDD9OvXr06Py+7du5OVlUX//v25//77dffY811f4R+R1D179nDTTTddNJL66KOPMnnyZHbv3k1GRgYjR47U3xc7duzguuuu44YbbmDfvn088cQTPPbYY7pADfLKK6/Qvn17du3axcSJE5kwYQKHDh0CoKamhj59+hASEsKGDRvYtGkTISEhDBw4EI/Hg8/nY/jw4fTq1Yu9e/eyefNmbr/99jpfbEgkfyRSPEokEslvxF9YyLkR11KzYOGfPZT/rxCKgoKC5gfV5AefgjAraJoBv8+AUdPQDD4Mmhej0YjbqhHuq8HmE4TEqrjPGSgPLcNeZaAyOhpnrYol2gAlKueq0zkXVUhFaQwZR3ZRGBdHnNdBrb0ae1QMzqQC2HWIM1oHQlPtnDKe5NSJJLpaazD4fRxKTCAtLA6jD46cWEVoQhIxTXKhOA2qKjjmCzRBP9hoNybVxIGs+kTZjXT9ZBZKZAQ7U1MwGo1k5gVq6vadWAxA86szAu1BqjJgyyaE0co3e4cAYOmucMyUg8Vg5diBgOlJ10josGQ2AAU3XE+Z0YiqqnQvj8PgB0wqW3Pfxu9zoagGut6dEIhqAmSnwbZAFMXrzODj586w6e0f0Pza7/L8EhIS6Ny5s97CYvz48Tz++OOcPXuWXbt20b9/fwoKCrjrrrv09hgA7du3Jzs7m5iYGJ544gndiXX06NHcfvvt+n4nT57EYDDoPSyNRiMDBgxg5cqVuonMwIEDyc7Oplu3bgB07NiR7t276y6uQ4YMITw8XBciEEij/eCDD+jfvz8NGjQA4MYbb8RkMjFp0iSqqqpITU3lhhtuoHv37lx11VVAIGoZFRXFgAEDEELQsWNHINBD8fDhwxw5coTZs2dTVFTEtddeixCCnJwcWrRoweLFi3nyyYDAdzqdPPfcc2zdupWIiAgARo8eTUFBARCIZNbU1HDTTTdRv359TCYTqampGI1GJkyYoKeJ+v1+tm/fzhNPPIHf7yc6OpqUlBTWr19PeXk5Ho+HwsJC3n77baxWK23btiU3N5fXXnsNm82G2Wxm//793H///XWiwk6nk9DQUIQQ3HvvvfTp0wchBLm5ufqcX3fddfzwww/07Bn4MmPWrFns2bOH3bt36/e5evVqvvrqK4QQjBs3Dp/PR7du3XjggQeYN28el112GZ07d6a6upqlS5cyfvx48vPzGTduHO3ateMvf/kLAKdPn6awsJAbbrgBgJSUFBo2bEiDBg1ISkoiJCQEo9FIfHw88fHxddJ9g5HUjIwMnn76adq3b8/rr79e5308efJkrrzySjIyMnjyySc5fvw4OTk5QCBFuW/fvjz22GNkZGQwduxY7rrrLl566aU657jiiiuYOHEiDRs25MEHHyQ6Opp169YBsGjRIlRVZc6cObRo0YLMzEzmzp1Lfn4+69at03uFDh48mAYNGpCZmcmYMWNITU296O+dRPJ7I8WjRCKR/AbcP/zA2UFX4v2x35zk34cAFNUPPhXNYERTDKiqhqapuGsNKD4fwujHrPjxVZmptvhxeqsxe/2EREFtdRjVIS4Sq8soj4jArPmISLPBiVLyT8dz1J7NidNO6u3cwPHQEGKLVM5VHSKueSpokXBoL4eON8bTqJZoayy5pxx0OrQF2rSm3GgkvdKBCDNyPOdb6vf+0d3yuyMIs5PN25oQWs/BHutO6tk6UFJuYognH1NtNRUDB+JWVZqEJ2OtFrhjBflH1+KIjadhv6xARPDzgBtqYfjNnClwYIu0sCp9KQCpaj/OlJhxmA3csviFwFx17cKOH9NV24TXI+JM4MP+KVsWhSe3A9B8RAdimx4NjLOiMSwKpOgJWzQrD07E7TZw4IvDrPhkFVWefzSv/1cJmti88MILDBgwgMLCQlq0aMGXX37J4MGDmT59OtXV1XTu3BlFUdi7dy+nT5/GaDTSrl07AL1FQ9DVU9M0PB4PXbt21SNyPp+POXPmYDQa6dQpUF+6ceNGnE4nt9xyC4qisGfPHkpLS0lKSkIIwYYNG+jfv78uQCFQF2m32/niiy/01MBHH32U+vXrU15ejhCCZcuWsXXrVr1+87bbbqOqqoqePXvy+uuvY7FYKC0tBQL1kg0bNqRhw4b6/Xz33Xeoqqrvd/311+ui6vLLL+fkyZM4nU69HcisWbP49NNATeuVV15JaGgoxcXFLFy4EIPBwMGDB6msrCQmJuYCZ9Jg7eT27dtZuXIls2fP1sf2U5xOJ1VVVTgcDpYsWUJpaSmrVq1i7NixAHz99ddUVVXRtWtXIBCRDV4ryFNPPcXJkyd58cUXqV+/Pqqqcv/99+NwOGjYsCFxcXHY7XZ69+6tHxMUfPPm/T/2zju+pvv/489z98292TuRQZaV2DOtTVBqq1YpWlpbF12UolZRrdWaKWqrrXbsTQSJiJEQguyd3HV+f1w5FaP1/ba/7+j3Ph+PPMgdJ+d+zk3ueZ33+/16LWft2rVs3LgRJycnHj58iFar5dVXX6V///5UrVqVEydO4OjoKL0XyoyFyrh//365XMrf4/FKatn3T1YeIyIipP97e3sD8PDhQwASEhKkCxNlREZGkpSUVC425PFtCIKAl5eXtI1z585x/fp17O3tJWdZFxcXSkpKuHHjBi4uLvTr14+oqCg6duzInDlzpAsJNmz8K7CJRxs2bNh4QQp/WkFGz15YHn3I2/jXI2BBNAsIggWLqEQmmrEICsxGDSahFEEU0AgGSnOUFCiM2FlKUBpK0DkJ5JR6UaAz4pueQombB0ViNk6BJsSbd3iQ44HB3oS7XIPG2wOZnQ6HTAu3bu3HM1wG2R5YdN7cvO5Mkkc8rkI1dCo5VfZtIL1mTbQaDV53RDIUtxFkcgKbpIKxAlw4TZZTB0qKFWREWE/w7t6qip1STssN8xD0es4FVUIul1Ml2WqwcvHWKgDCe/ohU5ghPQSS4rHovNlz1HqSntk0jQKhAG+tHyfPWtsk+xVdxTk5CcHenhPNmwHg4eRKlQTrR32ph8jpE98C4Fm9KtW6PorCMHvBImtbpCjIOVEwmgdpOgAcInQsVS3go0MfcK/g7p8+fk/OQHp4eBAWFoarqyuJiYm4ublx7949RFHkiy++oGbNmtjb2/PKK6+wZcsWCgoKAGjevDkRERHUq1cPAEdHRxwcHPj++++lE/revXsze/ZszGazJCy8vLxIT0/n6NGjUqWsb9++aLVadDodxcXFktFNkyZNcHV1ZfXq1Vy8eJHLly/TuXNnAIYOHUpiYiIGg4Fbt24REhJCcnIyAQEB1KlThylTpuDo6MimTZvw8PBgy5YtJCVZ24+vX79OQkICa9euZf78+QD4+/tjNpsRBIGRI0fy448/4uLiAkDtRy6+VapUwdPTekFg3bp1pKSk0LhxY/r06YPJZOL+/fvs3LmTwsJC5HI5YWFhnDhxgtjYWGJjY0lKSqJJkybS7GR4eDgODg7MmjWLkJAQTp8+zf3798nOzmb58uVotVrWrFnDoUOHCAwMZPPmzXh5ebF//35pTrRsvi8/P58vv/yS06dPS663j5OUlETfvn2ZPHkys2bNIi8vj/79+3Pt2jXu3LmDKIqSCc/s2bO5cuUKZrOZa9eusX79ery8vFCr1SQnJ7NkyRJOnz5Ny5YtefDgAWq1mv3797NlyxYAxo0bx9GjR6VqoI+PD506dfqn37NPtoM+XpUuu69sXlcUxace/3iV9lnbKNtO2TYsFgt16tSRjlvZ17Vr1yR33WXLlnHixAkaN27M2rVrCQ0NlY6JDRv/3yj++CE2bNiwYSN36jQKvp/7xw+08f+GCMgFC6JFRERAlIlYMIKgwShqKZHdR2VSotCVUJorR9CA6OBEiSEHFwcz18xuWEQ5Prk3KNbUJvtuPP5+hRhPq1H4qnCSBeBqzqEoLBQvnQuig4LsK0l4hfvCVTV5ukg0Tmouqy/i+qAvDe1KURoNJHh5Eaj3RGaB+Kvr8Iqogp3LLYh3AuDMtcaoHVTsdd5HRX1VTl2wo6s+B7uMBxR260qhTEY1Zz+0d0VKPE3cPXAMJ/9AAiMTrDOT6w8AcFV8m5JiBQ5hOnY4rUZAoPR+S8wWgXBnBc2/mQ7A/V6vka1QoFAoiHzojky0IOoUHD4/HgC1ozONhuUiyEQQ1bDhDuTnAJDsOJxLB63iS+9nx7baa7AIFu4V3uO7w/voVe1VagY4/+ljWTYDOXnyZJYvX05xcTGtW7emdu3ayOVyTCYTa9euxc3NjbS0NHbu3MnOnTulE/ODBw9y+PBhSWAVFhZSo0YNmjdvLlVw0tPTSUhIQKVSce6c1QDozp07VK9eXdqPadOmIZPJyrm6ls2nHT58GIVCgZ2dHcHBwSQnJ7NqlVXY16xZk/bt29O+fXs6duzI+vXrcXR0pFq1ahw8eFBqXS1j9erVktNrWZXO3d2dt99+G0Cq5BUXFzN69GjkcrkkYk+dOvXMytnjeY4AY8aMQaPRWHNPzWbi4+Pp0aMHFy9elLY1fvx4Nm/ezIcffkhCQoIUdQJI1dk2bdrg4OBAaWkpb7zxhrQ2SqWSnTt3YjabCQ0N5dq1axQXF5Oamkp4eDju7u5YLBbJbKiM5s2bc/r0adLS0nB0dGTkyJHMnDmT8+fPEx4ejlKpxGAwSLOiZbN+6enp1KlThwYNGrBz507mzJmDUqlk0aJFXL58mcLCQipWrMiOHTto1KgRK1euBKBKlSp06NBBqtKuW7eunFhTqVTlqoCPc/LkScnBtuz7WrVqPfOxz6Jq1aqSu3AZx48fJzQ0FLlc/kLbqF27NmvXrsXDwwMHB4fnPq5WrVrUqlWLTz/9lEaNGvHzzz9LmZ02bPx/Yqs82rBhw8bvIJrNZI8eYxOO/wGIoohVOsgBEQQBsygiyA2YUGGUl6I1KBFVhRQVylAXKzA5OFMiZqE0Gsm0uGAodsK9NAcns5rsvCR0jkryZWEUexZgLvYm7G4i6T4+eJrtKNTm4+gXgNYxD06d5lZWBIrKAnqVPYm3HGh44zRindrkK+QEZmsxucvIephIpWYaEFWw+yClbg1JueWIUNeIQSilNKM2cplAu22LQK3mfOUw5HI5VVPUIMCFa9EARLzubBV3typAehpG11ocOR6KIBc4V9caCROia8zVmw4o5QLv7lmIIIqIDRty1scq/urpKmKfZa1mJBT/SkHuXRAEGg0JROucY13U826QEAdAnuer7DlobaNU26s41mwfBYK10heqbUHMKS9G/HSW/Vfu/yXH09vbm7lz59K9e3c6duxIamoqW7dupU6dOsjlcmQyGXZ2dpJzaf/+/REEgcDAQJRKJREREUydOhUHBwdMJhOhoaEAUgRFTEwMMpmMTZs28cUXXwDg6urKyZMnJWMWtVpNtWrVCAwMJCwsjNq1a9OiRQs+//xzFAoFarWaXr16cfToURYsWCDlPM6YMQOtVsuQIUNo0qQJixYtIigoCKVSSfv27cnPz38qX7DMKOj48eNSa+Xx48cBq1FLgwYNpO1/8cUXTJgwAaVSybZt2/joo4+eu45Lly7FwcGBkSNHIpPJ6NChA66urjRo0ID09HTGjRvHnj17GDBgABaLhWvXrjF16lSio6NZv369NO+5c+dORFGkZs2a7Nq1C41GQ1JSEr/88os0g5qdnU1kZCQZGRmAVYi5u7tTsWJFDhywXuTQ6XQMHjyYEydO8OGHHxIeHs6pU6coLCwkPj6eMWPGcPfuXdavX09paSlz585Fr9dLgnvgwIFShe3IkSPs27dPEnDe3t6cPHmSW7duoVKpaNmyJRUrVmTr1q1MnGh1GJ40aRI5OTn8+qvV8MnPz6/cegUGBnLr1i1iY2PJyMgoJ6DXr1/P0qVLuXbt2u9WUp/Hhx9+yP79+5k4cSLXrl0jOjqauXPn/u7xe5LevXvj5uZGp06dOHLkCLdu3eLQoUOMHDmS1NRUbt26xaeffsqJEydISUlhz549XLt27YVbc23Y+LPYxKMNGzZsPAexpISsd9+zGeP8pyBiFUiCDEQRhWgGBajMAggiZoUCvUXAIsuj0KxFUyDHbO+MUZGNJbOULJkdikIdFhdnnIrllCozEXJUPCwI5L5zKg8eOhN8/jApzk54ZMp4mBePV7gnGP0Rc3O5FO/HPd8UvFXVUcnlVN+znvSICOx1etzvWrhXfAmV3gHfutchpxLkZnItvw2CXOCYbwweWh8uXnWmuYMRlxvxlLZuTa5CQZizH9p8kSIPA/dTz+JeuTK+ta9Z5yzXbwPgxL0+IApoGyu4pkrAXulA3IUaAPSS38f74kkEez0nWzQDoIKLJyGJVqmd65FL4qWNAFR5tT7eNa9Z1zO9MmzbCoDJOZxNB7sCIFPIuPVKPKkK63xfsL4Ox09Yq0kms4WihT9QsGTp/9thVjzKpCwjMzMTvV7PypUrWbNmDVeuXEGn03HlyhUGDhyIxWJBJpOxY8cODh06JFUZDQYDCoWCnj17cu2a9TVnZGTQqlUrKUaitLQUjUaDSqUiPT2dCxcucObMGbKzs+ncuTNms5mcnByioqJYsGCBFGkxZ84cunbtSkxMDCdOnODEiROcO3eOhw8fcvLkSSZOnEhUVFS5WbSy6leVKlV45ZVX+Oqrr6RWw44dO6LRaAgKCmLu3Ln89NNPfPrpp9jb2+Pl5VVuHvBJnJ2dEQSBmjVr0qtXLwoLCzlx4gSenp4UFhYyffp02rdvz4oVK1i0aBFmsxlvb2+GDx9Oz549sVgsiKJI+/btEQSBOXPm0KNHD1QqFdevX+fTTz/FbDaTkJBA586duX37tpR3OXbsWG7dusWNGzek11JYWMhrr71Gw4YN6d27NwEBAYwePZrg4GCaNGnCyZMnad68OcOHDy8n3OrUqUPv3r0BmDNnDmCtrgmCIL3+o0ePMmrUKNzd3Vm+fDnr168nJCSEd955h2+++QawmtFMmjSJqVOnAjBy5EjAKtSbNGkiieiGDRvi7u7O6tWrpX0QBIF33nmHsLAwvvnmG1atWkXVqlVf7I2LtWq4bt061qxZQ/Xq1Rk3bhxfffWVVFl+Eezs7Dh8+DD+/v507dqVKlWqMGDAAIqLi3FwcMDOzo6rV6/SrVs3QkNDGTRoEMOGDZMMg2zY+P/G1rZqw4YNG8/AkpdH5oC3MZywzZH85yBDAESLAIjIxUexHRYZgsyIRanE3mLCIsslV/BEkydi8XXEaMrEmCmnyLEQda47ea6u+JcKOPrZwd1sbqd5czP0AoVp9XAzFVJqZ4fjbQvn7u6lZksXSFNhcK2PwajmrP1JXLI6U19vQlVaTIKXJ5U07qCQcfnSzwS8HIZcGQ8nUhDtPDh9Ogj7GlruK+5RqaQroijQMeZnUCiIjahurTreVoMMzicsAaDGG48+mmPtoLiQfM+OJPzqjsZRze5K1uxHV0MbbhQqqOio5JV5kwB48NprZCmVqFUqGqY6ASIWZwWHjowHwC00lIjXrKIJoz8sthquiBpXdiQMpbTU2lZnaJ/HBe0ZACrogjh3qhEW0Srm3jNdp/amxeRuAlNuLk4fvP+nj+qTMQZP4ufnx7lz53jppZcYOXKk5ExaVjErKirCYrFgMpnw9vamQoUKnD9/HrVazTfffMOrr74qmbgMHTqUwYMHc/ToUebPn09sbCy5ubncu3ePgIAAMjMzKSwsZP78+SgUCikewtfXF1dXV5o3by6Z00RFRfH222+jUCgICwvj2rVr6HQ61q9fT7t27UhISOCjjz5i1apVXL9+naKionLzb40aNcJgMKDValmyxHrsGzZsyJAhQxgyZAgAW7ZsoXv37pjNZqntcfbs2dLsZRmxsbHlIkJ27dqFIAjIZDLs7e05duwYGo2Gt99+m6NHj7J06VL8/f25f/8+YWFhksnOhQsXaN++PVWrVmXVqlV88803rFixAplMxptvvomDgwPXr1+Xsg0nTZqEWq2mqKiI27dvA/Dqq68SFRVF69atadWqFdOnTycxMZHmzZtz48YNnJycKCgooEaNGnzyySfMnj2bq1evsnr1amkG9PTp09SvX599+/ZRrVo1VCoVLi4u5UT066+/zuuvv07nzp1xcnKiY8eOiKJIYGAgM2bMYOzYscyda+0YuXTpElFRUUycOJElS5aQnp7OsGHDqFGjBv369ePsWauJ1JtvvsnIkSPJysriyJEjkmMrWCuWT84vOjk5PXVbt27d6Nat23Pfz4/nNT5+/B7Hy8uL6OjoZz7fwcGBX3755bnbt2Hj/xtb5dGGDRs2nsD88CEZ3XrYhON/HAICYEGBCQtKmUhJqRKVaEGGBYOoQm8xIlMUkC3YoSsRUctUyOwLMKTLyLcvwK2wiHxXN2SWEpwCwHIrjcxiTzQ6ByorjRgqh+Gld0F0VFKQdxePqncgLpk0Y110oRosCgvxSS40TD6PWLcOBXI5gQ9VFLsaKC3KolLzfDB5w+mjPLB7FZNRxtXQOPRKPbGXfajnIqPC2cMYmzcnQ6kk1LkCdnkihe5FpKfF4VsnAvewW1aznW3bEJV27LvQAYDcZunkyXIJ0FXmdKwPMgEGn1qDsqQYsX59zvj6ANBAVRG7PBEUMk6l/IjZVIJK50DjkSXI5BYQ9bAiDkqLEQU5p4pGc/+RQY7dy0p2u1qrna5qd5IvtaHUYD1V6KXNouUyazUHtYpY0SIZz/x/sWvXLs6ePYtCoeDYsWPk5eUhk8moVKkSgYGBaDQaybmy7ET/woULWCwWRowYwXvvvce8efOkVlZ/f39CQ0MZMGAABw8eRC6Xc+vWLQoKCkhNTUWr1bJv3z7atWtHy5YtiYqKQqfTkZSURM+ePalfvz5btmyRKnhbtmzBwcGB+Ph4jEYjBw8e5OWXXyY3Nxd3d3fJWfZZlOVLdu7cmb1793Ljxo2nIjDK2lof58n17tWrF2FhYdL3H3/8MatWraJJkyZSBTc8PJyQkBBatGiBSqVi69atGI1GvLy8JFHq5eVFhQoVpO0YjUYWLlxI3bp1qV27NsOGDSM1NRVXV1eaNWtGUlISly9flsxcXn31VcDqwCoIArt37+aDDz4gODhYqvSWodfrWbZsGfPmzWPcuHHMnDmTFStW4OjoCFjnQcHaZuzl5SXNtr4oLVq04KOPPpJcbWfMmMEbb7zBqFGjCAkJoXHjxnz33Xf89NNPlJSUSMK3Xr16BAQEUKtWLUaMGPEP/UwbNv5XsIlHGzZs2HgMU3Iy6Z27YHziZMfGvx/RYn70qSXDKDOjEEyYzUqUQilaUaCkUIFSDhq1hRzRCSexBLVJRO8qUJxjR6HegG/mXUrdPMkzpOHsX4wpQw4+MrQWP8Kyb5Pl54enRUehOgfXkCCUahnEniHhZgg5gRn4aasiigoi9qzlYUQEzg5OOKWLpGQcwSmgIi4V78ANO0RBxsnLdbH3t+OC9gy+8kaUGGR0it0FgsClOrWQyWRUvaMFucDZyz8gCDIiellNPjiUB6KFNIe+PHxgh0Owjv3OO1EICh7eeBmAjvoCgo7uQtDrOdWqBQAV3XwJvP4olkN3lft3rBXEBoND0LllgijAYRXctkZ03HYcysWLVtHpUE3HxiCrIYydwo6i253JyrW2WrZxMtDj+9HWfZPLSRk0kGv29sTHx3P08BFEy18nIIODg6WA+YiICLRaLYIgcPfuXZYtW4YgCCQlJXHjxg1effVVyRhl5MiRGAwGqQ3zxo0bPHz4kNjYWCmCYcGCBVLVzdPTE4PBQI0aNahcuTKCIFBcXMyWLVsICQnBYDDw66+/Sg6vH3/8MV26dOH06dOUlpYiCAKVKlWiuLgYURTRaDQMGjSIoKAgpk+fzvnz53nw4AExMTEcO3ZMclMVBIHKlSszZ84cBEHg0KFDXLp0idTUVFasWMH+/ftJTk6moKCAc+fOYbFY2LVrF1WrViUlJYWsrKxy6zV79mx27rS65SoUCm7fvs3rr7/OypUrMRqNFBcXU7VqVQRBYNKkSZSWlvL+++8zadIkYmJiyM7OlgRpWetpmQCsUaMGbdu2JS0tDW9vb4qLi8nIyGD//v2EhIQQEhJCamoqwcHBUrxJmQFRmQtqeHg406ZZI2R69+7NlClT8PHxoW/fvnz00UdMnDgRvV5PmzZt8PT0pHv37tJ+5Of/cxExdevWLff9uXPnWL58uRR9odfriYqKwmKxcOvWLVq3bg3Au+++S58+fVi1alW5uJa/C/369Xuqav3fwn/zvv/dsIlHGzZs2HiEMSmJ9M5dMafc/nfvio1nIAiPsh4FEZkIcjkYBAUWhQw7uYghT45ZrUGpFihSKnEwFaE2mtA5y8g1eFCgNuOd9wA7tT3Zeddx9IJ8QijwyKUoz4Pgq2e54+qKR7aCBzmX8Qp3hvwKWOx8uZ3iyEWXM5jygqjrYEFTXEi8hzuVFK6IdgquXt5EpWaeICphzyGK3ZvzIE1HVs0HKAQFVxOCCXFSUmXPeiwvv0SaWk2oSwV0uRbyXfPJephIwMu1cPK/C0UhcPQgFr0ve442QJAJxNY/hSiIBKmbk5KmxUOnpOdSaw7gw9d6kqlUYqfVUv+m1djE4CFy+vhsAELb1adCvavWRUwNhYN7Acj36MivB61RFzofO3bUXY9FMKMQFOhzupNyzxqeXt9F4J05o6SDcP/tAVx+VAlSKBQEXhcxbopHfBQ18FeQm5tLVlYWarWa4uJiNBoNHTp0YMmSJZhMJl5++WVu3rzJnTt3pDbAZs2akZmZiYuLC3q9nhs3bvDaa6+h1WpxdHSkUqVK3Lhxg1WrVjF79myCg4MBOHv2LMXFxZw4cYKQkBBmzpxJbGwsRUVF5Sp/48ePZ8+ePQwePBij0ci2bdvQ6XSSw6VKpcLDwwOtVisZ8gA0btxYihTp0qULO3bs4PPPP2fLli3Y2dlRUFBA+/btqV27NhaLhVatWvHBBx8QEREhOXdOmTKFxYsX4+Pjg729fbm18vb2JigoCLDGPKxduxZBECTBZjabmTx5snR/WQvqgAEDnlp3pVKJTCZj//79qFQqVq1aRWJiIl26dJGqmGW5g7/88gunTp3CZDIxZMgQevToAVhzKV955RVkMhl9+vQhKSkJnc5a2T506BAJCQns3buXrVu3SqY2ISEhJCYm8uuvv9KkSZPnvi8ed8Ytw2g0PvW4sp9XhsVi4d133y0XfXHx4kWSkpIICgrC3t4eo9HIpk2b8Pb2Zty4cdSoUeMp06PHOXjwIO3bt8fV1RU7OzuqVq3Khx9+yN27fz7Spozk5GQEQXiqrfXfhcViYcyYMfj4+KDVaomIiJAiUl6EgwcP0qFDB9zd3aUZ39dee43Dhw//4XPnzJnzhy3uNv412MSjDRs2bGCtOGb0eh1Levq/e1dsPA9RRBQEREEEUUCUyRBEEwaNCjuxlFKjAqNKgUKtoEhtxsFUiKKkBL2DmWzRHbPRCc/iLJyMKgrMd5AXqXhYEECqYwr37zsRcPMy2fZ6nB9auHljL57hBXCrmBxtY+wDdDxQ3OfqdXca3bmIpW5diuRyAu4pyNNnIggQ+FIy5FWCzAfEZ7REZa/isPM+KtnVJT1HSZfb1mpKQoMG1qpjqhYUAmfjFiJTqojomQGiDLZZq97xpgGUliiwa6QiQX0JN40Hp89Z2xMH39iHJjcb6tXl9KN21caiP+oiEdFOweELXwPgUimImm8mWtevOAiWrQXA5FyNjYesBjkqvZLTLQ6SJ8sFwE/sxOUkJwAqOykY+cNHyI0GALL79uGctxcAcrmclkIw7ndFLPHpGDbFYzGb/pJDHRMTw7Zt2zh2zOosm5eXx7Vr1zh79iyOjo6cOHGC6tWrc/PmTcnQpExsKhQK5HI5K1as4NChQ7i6unLkyBE6duwIwLFjx/jwww/59NNPpbiLqlWrUrlyZbp164ZcLufkyZOcPn263Mxb06ZNad26NYWFhTg6OrJmzRr2798vuag+zuOGPyqVCpVKhUKhIDw8nL59+zJkyBCCgoIoLCwkLCwMX19f7O3t6dOnD3K5nF9++YVbt27RsmVLLBYL8+fPp3HjxiiVSsmR9Vm8/PLL0v/L5uKUSqXkZKrT6RBFEUdHRwICAp65DYvFQuvWrTEYDPTo0YPc3FyuXLki3d++fXtKSkp47bXXaNKkCe+++y4///wzubnW909ubi579uwhPz+fu3fv0q5dO8nx1M7OjsWLF1OtWjV27drFjRs3sLOzIz4+ngMHDkjtomWGPE9Gari7u5czITKbzVy+fPm561FG7dq1uXLlCv7+/lIra9lX2XoqFAppRjMuLo7k5GTJQfZJfvjhB1q1aoWXlxcbN24kPj6ehQsXkpuby8yZM/9wf/5qDAbDv+TnrFy5ktmzZzNr1iwSEhKYNWvWU0L9ecyfP5+WLVvi6urK2rVrSUhIYMWKFTRu3Jj333/+7LTZbMZiseDo6IiTk9Nf9Eps/Bls4tGGDRv/85ju3iXjtdex3H/w794VG7+DgACCgIAJQSYHEWSiBbMgw04oodSoxKxWIFgUFClN6DFhMuZipzGSITojFOmR22txKJUjdzZCWhG307x5YH8fF7MGIaQSnnoXREcFBkMursEpcCaWmxnVMQQX4mcXSlGxkpp71/EgIhxPJzf0OSLXUnbiU6c6aod8OH0Pi30A5y9UQF7XTImshLSUanjrldTdtAixfn2S7bSEuFRAnyOS65JDTuYNglvVROeeAVmhkBCHwbUOx06GoLZXsSfYemVfmW2dP2zubCZi+woEnY5TrVuBIBDm5o9PsrUik1Cyh/ycVBRaHY1HisgVJqtz69IjYDEjalzYmTiM0hIFglzg7ivXSVZaBVCYpjWnLvgC4GuvZMzPX1pFKlDQswfHA62CQyaT0VwRguedR9VGuUB84nqOz/nwTwvI5cuXI4oib731llSF+uWXX6RcQplMhqOjI8XFxdy7d4/z58+jUqkQBAEXFxeMRiOxsbF4eHjg6OhIYmIiycnJUk7gqlWrmDhxYrlg9jKDmbKIiqpVq+Lj4yO1xNrb2/Paa6+xadMm8vPzkclkREdHM27cuGcKnQ0bNkj/79GjByaTdU0mTJhAhw4daNmypRQBcebMGebOncuRI0dYuXKltJ26detKrqeTJ0/G0dGRtLQ0PvnkEym3sWbNmri7u/PggfVv1+HDhyXhWlpaSp06dahatWq5ytXjmYd79z6qQufn4+7uzvfff49Wq6VXr144ODiwZ88esrOzKSwslOImDh48iIODA+3ataOkpIQbN24QEhIitZgePnxYausFiIyMlP5ftWpVVCoVFy5c4PPPP5cqy0VFRQwcOJDZs2dTVFSEs7M1S3Tp0qVUrVoVtVpNgwYNCAsLY8eOHezYsYOTJ08SFhbGnTt3WLlyJeHh4eWcU8FajR42bBgymYwDBw4QGBhIbGwsw4cPx93dHblcjo+PDx07duS7774jNjaWlJQUfvrpJywWS7lZ0jJSU1MZMWIEI0aMYOnSpTRr1ozAwECaNGnC4sWLGTdunPTYjRs3Uq1aNdRqNYGBgU8Jy8DAQL7++msGDBiAvb09/v7+/Pjjj9L9ZSZIT7rOlrVwlrUAl8XUXLp0iRYtWqDVanF1dWXQoEFS2/Wz2LBhA+Hh4dLjW7VqRWFh4XMfL5PJcHd3p1evXgQGBtKqVatyVfbncfv2bUaNGsWoUaOIjo6mRYsWVKxYkcaNGzNy5EjJsAisv/9OTk5s375dOvYpKSlPta2WHdthw4bh5OSEq6srX3zxRbnK9Pz58wkJCUGj0Ugt0Tb+PDbxaMOGjf9pzA8ekNGzF+bU1H/3rtj4A2SAaAGZTMRkFhBFEwpRhtxsRqaUYRDVqOUmDLkqzPJSRAdnjIocyDWQKWjR5KvJc3NDV2LCOVCFJfkhWRZPdBpPqpRmkhsYiKeoJ1+ZiUe1IGSiJ+L9NC5f8SHRIx55SSi1ncAuP5t4N1cq4ozFSUHqzcNUaiaA2QOOHeKusiMg40SFGAJ0Ydy4o6NTfiJyk4mkyMbIZDKqpWpBKePMhbkotDqqdb0DogY2HEZE4PidN0EUKGyaTY4sm2B9bS5edcFBI6fvKmtVMf21nmQoldjr9NS+Zm0xzfXII/HSegDqD6yKvdcDEOWwqxDS0xAFOaeLR5N219reamlbxGk7a2tmiL4eR09aXUmdtAq++PVbHO5Z4zpKO3bgUBXrfYIg0FQTgk/Kb8IxgQNcjVvHnVN7ODnvE6wNxn8enU6HIAgkJCTg6+tLVFQURqMRg8GAs7MzPXv2JCoqCi8vLxQKBVlZWdaqbtWquLu7U1RURFxcHHPnzsXd3Z3S0lK6d+/O9OnTmTFjBhqNBoCWLVuSlpZG27ZtAatASE9Plxwvw8PDyc7O5v3332fz5s1kZ1sF9YoVKxg8eLD1/fmoinn9+nV2794tvYbY2Fhu3Ljx1GtzcnJCJpPh7OyMUqlEFEX0ej1qtZoxY8Zw+PBhduzYgclkQqfT4eDgQMOGDWnatKlkbBMbG8tLL70kzXS+9NJLrFplnVvds2cPGzZswNnZmcaNGwPWltMyMxr4reWzUqVK5OXlcf78+We2gYqiKMVNCIJQbu5y3bp1nD9/Xtqnrl27olKpCA0N5dq1a1JmY9nxLCkpoU2bNtjb27NixQquXr3Khx9+iNlsZsyYMUREREhmQqtXryYxMZGIiAg8PDz46aef6NOnD3379qVjx46EhobStGlTOnXqxKBBg+jTp0+5+A+A6OhovL29Wb9+PRUrVqRRo0bMnTsXe3t7PvzwQzZv3kyVKlXYtGkTLVq0oEqVKixcuJDVq1dTrVq1p9Zi/fr1GAwGRo8e/dR9ZccVrHOWPXv2pFevXly6dInx48czduzYp1ovZ86cSd26dblw4QJDhgxh8ODBXL1qbTM/ffo0APv27SMtLY1NmzZJz9u/f7/UArx9+3aKiopo27Ytzs7OnDlzhvXr17Nv377n5lSmpaXx+uuvM2DAABISEoiJiaFr166/a4DVsmVLcnNzGTt27HMf8yw2btyI0Wh87po9XqkHKCoqklq1r1y5goeHxzOfFx0djUKh4NSpU3z33XfMnj2bxYsXA9Z29BEjRvDVV1+9UEu0jRfHJh5t2LDxP4s5K4uMXm9gfoZ1uo3/QATrSY0cGaJRgUGwoEIG5lLMaiUWhRm13EhxvhxVqQyzvTMGRRamTAUFDoXocqDI1Q2TJR/ngFKMaWDxFhFKfAi9fZk0D3c8chTcz4rDq7oW0h0pcW6IoNURr47j5k1vGqXFY6lfn1KFAv87MtJlt9A6u+Jd6zokOyLKlZw4XxP7CC13FamYsurgoJHTZN18qBFBkoM9wY+qjtlOGeTnpFL5lXA0Dnlw2x/S7pDv2YnERDfsK+rY67YdjVxD0uX6ALyTHWsVdHVqc6qCL4IgEFlSAaXBGstx+Nh4AIJa1CMg8pHpU1IgnLEKxDtOQ4iNtVYWdZFqdnpsBsBfF8LZkw0QRQGtUsbYc6vwSLgAgKllC/Y/CmkXBIEmuhD8bj46wZQLJIj7uRq3TjpMLpUygYn8WQG5fPlydu7cSVRUFPPmzaOwsBA7OztatmxJx44dyc3N5fPPP+eHH34gLS0Ns9lMaWkpLVq0oKioiIULF2I0GqXoizZt2kgtijdv3sTf3x9/f3/AWoHx8vJCo9EgiiJZWVksW7aMNm3aANbqYGlpKRUrVuTNN9+UWvVefvll1qxZA1ird1evXqWwsBBXV1fA2qaZk5NDRkZGuZPyrKwsxo8fj8VioaSkhFatWiGKIvn5+dSpU4epU6diNBql+cYRI0aQmprKTz/9xLZt20hLS2P37t2IoogoilLr7JEjR6TqW+PGjalatSoHDx6UTs7v379Peno6zZo1IzQ0lG+//RaATZs2UVpayrhx4zCZTMycOZNp06ZJc4wAw4YNQxRFatWqhcFgkCqk3377Lfb29qSnp5Obm8u6deuoVq0amZmZNG3aFB8fH86dO4eHhwdKpRKz2Ux+fj7VqlWjV69e1KpVi507d9KmTRs6d+5MSkoK58+fB5AqsWfOnCE6OpqHDx/SokULMjMzycjIYNCgQRw8eJCZM2cyYsQIGjVqRO/evRk1apS038HBwUyfPp3u3btz7NgxJk+eTGhoKImJiUyfPp369eszffp0YmJiyMrKoqioiIsXL9KzZ89nvi+TkpJwcHDA29v7d9+/s2bNomXLlowdO5bQ0FD69evHsGHDmDFjRrnHtW/fniFDhhAcHMyYMWNwc3MjJiYG+H3XWZ1OJ7UAV69enVWrVlFcXMxPP/1E9erVadGiBXPnzmXFihVSZfpx0tLSMJlMdO3alcDAQMLDwxkyZAh6vf6Zr6eoqIjWrVvzxhtvsHfvXj788MOn3IE3btz4zOdeu3YNBwcHvLy8pNs2btxYzsDo0qVL0n1Go1Fq1Q4LC3tua6yfnx+zZ88mLCyM3r17M3z4cGbPts563759G51OR4cOHWwOun8xNvFow4aN/0ksublkvt4b06PwcBv/BYgWLDKQYcEiyrDIRBRYMGJAhoBFIaKWl1BcIKAtELDonDCp0ilJV1BkX4pvzkMMrl7kFt3ByVsk31KJHLcssrJcCbp0gvv29rg8tHAraTee4ZmQkEZaaR0UlcFbF0BGtprae9dyv1o1fJ090BSJxCesI/DlYGSCAHuPUuAaRXa2mqSwK7hrPLmY4EoHHqDOzyG5qTU6ofpdO1DJOXP+e9QOTlTueB0sTrB+B6JSx55z7UGAKw3PYhEsVKAN6dkqarvIiFw1B8HOjtNtWoMgUN0lEI+7FlAInLm9GJOhGMcK/tTuf926Zvlh8LNV2BV4vsKuA1YR6lBZx6aQlQC4azy5frEVpUYZcpnAmNv7CTxubWcUGzVkX2RjHsU8EqkPIeDRplEIxIv7ufqo0okgUPedBlTucAnYCsz+Sw77/PnzMZvN1K9fn5SUFAoKCigpKUGv19O8eXO6du2KTCaTWlD379/PkiVLmDJlCgCvvfYaYBURgYGBALzyyiv88ssvz5wfFEURi8VCZGSk1Gao1WqpXLkyycnJrFmzRmrR9PPzQ6vVSifcZS2tZe2gO3bsYOjQoYC1rTUyMpL8/HxOnDghRWAUFxezY8cOAMaMGUPr1q0l99RffvkFi8XCSy+9BEBoaCguLi5Su+jvsXbtWknYlm3f09MTk8nE5MmTiY6O5uOPPwasM4H29vZMnWqNYrlx4wbr1q2T1hCQXkeZ0VBWVhYZGRnEx8dLRkGdOnXiyJEjxMXFkZ6eTlhYGLt37yYgIICHDx9SUFBAfHw8paWlnDx5kqKiIoxGI9evX2f//v2cPn0ai8UizUiWVVQBXFxcCAsLIyEhQbpt/fr1REREUKdOHezs7Dh58qQUu1HGk86rPXr0oLi4mEqVKjFw4EB++eUXqa34RRBF8alK2bNISEggMjKy3G2RkZEkJSWVa3Eui5oB68UZLy8vHj58+IfbDw8PL/f+TUhIoEaNGuWEVmRkJBaLhcTExKeeX6NGDVq2bEl4eDg9evRg0aJFUkX9WSxfvpycnBzmzp3Lrl272LdvH/369cNkMknuwGUV7mfx5JpFRUURGxvLjh07KCwsLLcmKpWq3Lo8j4YNG5bbbqNGjaT1bd26NQEBAVSqVOlv7aD778AmHm3YsPE/h6WwkIw3+2J8AaMFG/9BCIAgQyaARZCDRQSlDFEGgsWIQhCQyYrIN6rQ5AuIGh0K+2KKM1Tk64x4F6SjVdmTW5qMRibnYX4AdxxuUZrtiIOzPa6OboiOctDIcPTNhDOnuHI9iLu+yejNlanhLEOfk0GCuxsVjY4Y3QRyMq5TqVkmFATB/VQu3m2K3s+Os3YncTQ2QiGX03rTAoSwUK44OxPsWgF9toVMhzQK8+5TrUsYSk0xXHGEgjzu2vclM12Lvr6GS5pYfOwCOHU+ALVCxqCt3wKQ8VpP0lUqnB2ciLhqnbe7p0/i3u1TyNUaIt9Xo1AZwOwJi3YBYHKqwsZD1nkfnaeWX+tvwiSY0Cn05N3qRE6+dQ5uZGEc4TusbY/UrMneVi0xPzo5a+QUQqWkR8dCIRBv2Se1yAoyOQ0H1yOk9WO/U9nn4ejUP33YK1asyPnz52nevDlnzpzh4MGD7N27l7y8PLKysjh//jylpaW4urri6OhIVlYWw4cPx83NzbpvzzjRf5GTf0EQpMrclClTyMjI4M6dO5jNZmnGTK1WI5PJaNeuHQC7d++WhCdYZ9rKzECcnZ05e/YsmzZtwmKx0LhxYy5duoSLi4s0N/ntt98SFxcniacyoXLx4kW+/PJLqTW2fv36pKamPtOspww/Pz+pslommuVyORaLhblz5xIREcHcuXMBa6VnyZIlDB8+HLDOS0ZHR0tCEWDNmjXcv3+frl2tRkunTp3C3d0dk8mETCaje/fu+Pv707FjR0pKSpDJZNy7d4+IiAiqV6+OWq3m9u3bksjv06cP0dHR1KpVC61Wi1KpxM7OjtWrV0uzfs87LmVs27aN0aNHc+DAAS5evEhUVNRT5jFPVq38/PxITExk3rx5aLVahgwZQpMmTZ7ZrvssQkNDyc3NLWfc8yyeJTKf1RL6+Axq2euzvIBz8ZOv6/dE7bNul8vl7N27V4qB+f777wkLC+PWrVvP3EZcXBzVqlVDpVLh7OzM3r17OXnyJF26dOG7776jbdu2z63GhoSEkJuby/3796Xb9Ho9wcHBzzRuKovn+TPY29tz/vx5Vq9e/cIOujZeDJt4tGHDxv8UosFAZr8BGB+1Rdn4L0MQkVsAAURRgcwColyBRTCiNaiwyPLJFezQGBSoLaB3kpNncKNQIeBZko2TQUmp8gHcL+VOug8FjsUEWQwUBAfhiZ58eTpe4f5Q7I9Z6cWDdCfO6k+ReqcCjdKvYm5QH5NKRYUUgbtFsbiGhODgmwbnHmJyqsyVy57k1kzHTmFH7GVf2tgV4nAvhdQWLaxVx3s60Mg5c3YuOncvgttcBZMPbN6KRe/HvqMNUOmU7AvbjgwZhaktMVsE+lhScL8aB7VrcdKvAjKZjJdyPZGbBQwecOqYtUJWp18EjhXugaiCTfcgLxtR48yua8MpKVagtFNyrtURsuVZKGQKtNnduHPfOvf3ljKNyFVzrMscFsrBjq9gLBMrziGEXH10MicJR6spjEyuoPGIWlRs+psjJ/crw5yfYd+ncH7Jnz7s3t7ezJ07l+7du9OxY0d69OhB06ZNAasoO378OB06dKC4uJguXbpQVFTExIkTAWtl54cffuDs2bNSrIdGo+H69evk5eUB0KpVK6mSFxQUhCAI1KlTRxIIM2fORBRFpk2bRseOHcvNDQL4+Fgdb8sMOZo0aYIoigQGBkqZhT4+PrRr144qVaqg0Wh4//33Wb16NeHh4VKLpCiKxMbGEh4eTvfu3cnNzUUURUJCQpgwYQJnzpzh559/JiIigu+//56goCC0Wi19+vRh5UprJbmsahkdHS2ZmYwdOxaDwYC9vT2CIBAREcHgwYPJy8tDo9Egl8s5f/48NWvWBMDR0ZHq1atLM3darRaLxcLx48el1skWLVogiiIRERHk5+ej0+mIjo6WWn1FUSQxMREfHx9WrVqFwWCgVq1afPjhh5Lh0JtvvklcXBw9evSgqKiI+Ph4aU4Q4I033kCv1+Pj48O0adO4du0alStXlta9fv36vPnmmzg6OhISEiI5r5rNZt5++21OnjzJ3LlzCQsLY86cOdLztFotmzZt4vbt2/Tp04cTJ07g5ubG0KFDy4nI0tJSRo8ejZ+fH2q1mpCQEEwmEyqViunTpxMfH0/79u3R6/V4enrSp08f6X1UtWpVNm7cWM6QZuTIkQQHByOXy1/kbS9VFp90nX0WZcZIjxveHDt2DJlMJl3seBJBEIiMjGTChAlcuHABlUolufQ+ia+vL7GxsVLV3cPDg3379nHp0iVmz57NpEmTnrtv3bt3R6lUSvExfxVlv1uPfx8SEiKt7z/ioGvjxbGJRxs2bPxPkTN6DIbHstts/PcgWsCCDCwWBLkFs1GGKJjAoqJEKEVrVGARcsjFESdLKSqDAZ2jSDZuUOKAncKC3ihi7yvHcjuLLMETreBD5fRb3PfywjNXwb3MWDzDZXBHJEvdGF2YBr3Wgdv37Ki9fwNp1arh5+iJUhSIj1tDpWYuYHGFwzGkWDqg0ik55LoPP2UjSkrltP91GUJAABfd3Qly9cU+y0K67g7FhemE9/CzOqEeKwGziSvGAZSWyjE0yydTnk6wXSRJKXpCnZS0WToZtFrORLUBQaCmU0WcH5TFclgz/AIiaxPU4pGAi/WAK7GIgowzJaO5d9ceQSbw4JVb3FBZy4cVTF2Iv+4IQEeHIl5dYDXBEPz9Ody9G0WPhGMdlyAqJzxHOCpVvPRhBP6Nfmsl5GYILFxF2cyj8dhc7py/85e/HxwdHdHpdPTq1YsKFSqgVCoxGAxs3LgRLy+vcq6Xn3/+OTt27CAkJASwuoy+++67REVFAZCTk8OgQYMwGAzI5XK6detWroJlNpvJyMiQHv97CILA+vXruXjxIkeOHGHEiBE4OTlJ1cWHDx9SVFTE9u3b+f7777l+/bpUkWrcuDH37t1j1KhR/Pjjj9SqVQsHBwcaN27ML7/8gkajwWAw8NNPPxEZGUmDBg0IDw9nwIABT1W1UlNTWbBgAWCd6SwzaikTo1evXkWpVNKnTx8UCgUzZswot2ZFRUWsXWuNdlm/3lphLtve44wcOZK0tDSuXLlCYmIi27dvByAsLIxq1arxxRdf0LFjR1q2bMmcOXOkKBWVSkXHjh0JDg5m8eLF1KtXTzIoKuP69evMmzePt956i08++QS9Xl/OcfPixYscP36c69etvdSZmZmANW6kQoUKVKtWjT59+jBu3Dg+++wz1q1bx/Lly1myZAnZ2dns37+f/fv3o9FoWLBgAcuXLy9naNO3b1/WrFnDd999R0JCAgsXLsTf35/Zs2czZ84cateujYuLC1u2bGHq1KkcPHiQ5s2bS8+Ni4ujQoUK7Nixg/fff5+0tLR/aO6urB34119/5cGDB1IcyrPo3bs3Go2Gt956i8uXL3Pw4EGGDx9Onz598PT0fOrxp06d4uuvv+bs2bPcvn2bTZs2kZ6eTpUqVZ65/bfffhuz2cyrr77K8ePHSUxMZOvWreTk5EgRLM/D39+fmTNnMmfOHN566y0OHjxIcnIy58+f57vvvgN4YUH9OHfu3OGDDz4gMTGR1atX8/333zNy5EgAtm/f/sIOujb+MWzi0YYNG/8z5M9fQNH6DX/8QBv/kQiCgCCCDBG5YMRiUWKRGzCVKCgRSrAXRQRZLtmiI/bmIpTFxeh1Bh6KTmgKtOS7uaEtMeAcYMFwF0xeBkoLPAm+eoZUJ0dcHkLy9b14hd+DC1e5+bAa2YEPcRWqUc1JjlP6PRJcXahYpKfIpQSTpYSAxjfgtiuiXMOJc1WR1xUxyEpJvBpCpJOIZ/x5HrRpBTKB6ml60Mo5c/p7HP0DCXw5AUqC4OBeDG4NOH4yGHt/O3a5b8VB5cTFC+HIZQKDDy9HbjKR9VoPHqpUeDi5UjXB+vF9tXQv+Tmp2Hv7Um/go1mvjMrwKLg71XkwFy5YXTCFKAMn9EcACFVHcfqitcXsJWeRvt9aWysFT09OvvkGeY+ETg3XSlSLf3RSpxCIt+yVhKNcraHJ6Cr41nk0TyXK4FIA/LRGOmYl7k1YfWIke6cdI+Pmbw6df9X7ITo6mjVr1hAYGMjq1asRBAF/f3+2bt0qzQkCkntnmbhIS0ujd+/eNG7cGLVaTWZmJgcOHJBmA1esWMFbb70ltYlqtVoqVqzIgQMHOHfu3O/ul0KhICIigvbt29OmTRuqV6+Or6/VpGjXrl1kZmaiUCjKZTKWzbjp9XoiIyNZvXo1kydPxsHBgZ49exIcHMzAgQOpXr06AwcORKVSsXLlSurXr4/FYqF///7UqVOn3H588sknUoteixYt2L9/v3Tf3bt32bx5M9HR0ezcuZPS0lK0Wq20jZycHIxGIx988AEAJSUlzw2rf+211wgICODYsWPUqlVLqpKZTCbeeecdtm/fjoODAzqdTjJMCQoKYtq0aSQkJJCYmIhCoeD8+fNPtasuXryYGTNmMGvWLFxcXAgJCSk351epUiWioqKkSmVZlIVSqWTChAnY29vj6OhI79696devH+vWrcPJyYlFixaxa9cuCgsLUSqVbN++nTfeeINXXnmFOXPmEBgYyLVr11i3bh1Lly6lS5cuVKpUiZYtW/Laa68xZMgQqSq6c+dOOnTowPTp0+nQoQN37tzh2rVrUnX6xo0btG3blkWLFvH111/z3nvv/e7753EUCgXfffcdP/zwAz4+PnTq1Om5j7Wzs2P37t1kZWVRr149unfvTsuWLaXW5CdxcHDg8OHDtG/fntDQUL744gtmzpwptWA/iY+PD6dPn8bNzY2uXbtSq1Yt1qxZw88//8yOHTtYtGgRs2bNeu7+DR8+nD179pCenk737t0JCQmhffv23Lp1i19//ZXw8PAXXpcy+vbtS3FxMfXr12fo0KEMHz6cQYMGAVbX2xd10LXxj6H4d++ADRs2bPwrKN69m7wpf37+ysa/ExFRLgAW5BYFRkGOoBAwFSkxOSrQm4tRamQUKJQ4morBUohSNJEh02CXJafE1YNiYyZOvhbyYyuQ4fKQ7PQAfAvTeejkhmiUoXFzROtgQbx5kysJ3lyIOILpQRuaZF/H3LAhgkaLT4pIgngIvwbVUGqvwb4T5Dh3oKhIxUX/w1TS1eZYloqPEzYgeHlx3subSq6+OFy2cN85hdKSHBr0qoQgZMDOG4gIHEl+HYDExnFYBDNOxW24XqSgp102/qcPQs2anPQPQKFQEPnQHZloIc8jn6sH1yFTqmg80h6lNgeMfrDY2nZW4NGOnbsbAmDfUMMaL6sLZ4i+AUePWK++hzsrGDpvKDKLGcHJifP93iLj0QxWdbeK1Lj86DRBISPesofES1Y3RaVWR9NPKuFe+ZF7jqiEky6w+7cogVzPrqzf1wmzSQaY2DfrCK1nvISr1vWffgeUVYX69etHaWkpkZGRxMTEUKNGDfz8/Lh69SqpqanEx8czffp0Nm7cyJ07d1Cr1RQVFZWbuQoPD2fy5MkYjUZGjBjBjBkziIuLo0aNGrRu3Zri4mJcXV3JyMiQohPef/99RFEkLS0NV1dXtFptuf07deoURqORkydPMm/ePLp06cLYsWOlmIuIiAgePnzIvXv36N+/P4WFhdSrV0/aPlhntapUqUJ2djaHDh3C19eXjz/+mJycHCpXrsx3330nvfbk5GRKS0vJyckhODgYFxcXsrOzCQ8Pp3Pnzty9exewitKHDx9SuXJlyTylTNAKgoBMJqO4uJgNGzZI5kOCIFC9enUOHz7MO++8Q2RkJMeOHaNmzZq89dZb5WbHAgIC6NSpE/fv38fd3Z3s7GyOHTuGg4MDJ0+e5NixY/Tp00dqqZXJZFSuXJldu3aRnZ1Nr169uH79ujQrqtFopEzMDh06ADBnzhxpBrWMTz/9lM6dO5OcnEzFihWZOHGi1Hq7cOFCCgoKWLVqFYsXL8ZgMODg4IDJZOLkyZP069eP9PR06YIBWNujjxw5Ipm5yOVyqT36SbKzs8nLy0OlUiGXy6W8SbAKxjZt2tCyZUtOnz5Np06daNOmzVM5g8nPcPp+UqC/8847vPPOO+VuezLuo4zw8PCn2jIDAwOljMXly5cjCAKbN2+mc+fO/Prrr8/czvOoVKmSVIV+kheZGX2RXMh+/fpJvy+P86zXrFQq+fbbb59ZEX/ppZck11obfy22yqMNGzb+9hguXyF72Ah4ARMCG//JCCCKWOQyZBYBucyMzAwGiwKLXIlaNKFQKilRmrCXgUmZgzFLQZFDCW45+RjdPMktSsHeHh7m+XPP8S6OJXaUBgfhKbMnjwd4hXtCtgfFTg3ReNtTpCng2i176h78hbtVKxPg4ImgVZB0ZQsVm5mgKAhSkzl7IxL76lruKFJ4eDucCGc5lY79SmbbNljkMsLv6xF1Cs6emYdbWJi1WpcTBnHnyPXoyvUkV+zrabmgPUNFfVXOxnnha6+ky5IJoNFwtl0UogB19RWxz7JgcVZw6NiXANTqXQuXindA1MGqK1BShMmpMpsOW+foHEJ0bKxsPakN0IVx+kQ96/8dlXy0/FNURYUIOh1X3nmbexpr+HwVtwBqX35k5KGQccW8WxKOKp0Dzb/wx73yI7MWUQv7NbB7p3Sk0lwHsubXLo+EI9h5ajnV5CCTTk6g1FTyl7wbfv31V7y9valRowZgPZlv0qSJVImzs7OTXDTLgtKHDBkiPb/MqMRisUgnmf379wesUR7Xr19n/vz5vPHGG5J5h6OjI23btiU4OJjMzEwpAqGsxTUgIAAfHx/at2/PmDFjntpnX19fjhw5goeHB1u2bOHcuXMcP35cahcta93btGmTVPUDqFChAi4uLkyfPp3S0lLkcjlFRUWo1epyr+e9995DFEUuXbqEu7u75J569uxZLBYLbdu2lX6Gj48PSqWS+vXrM2jQIClLr3379nh4eKBQKMpVT999913JlCU6OpotW7ZYuwEEgbi4OEpKSti8eTPz589n9erVpKSkSK2OYI1reNwIaOjQoVSpUoW2bdvi6+srVXl/jxc1UZk7dy6DBw+mTZs27Nmzh9jYWPr374+3t3c5EfIss5qcnBwmTpz41IWBJ7FYLHTs2JHY2NhyX0lJSYiiSKtWrTh37hylpaXs37+f0aNH/64hzb+KtLS051YXbdh4EWyVRxs2bPytMT98SFb/AYg2i+6/HL97qX9RFPwLMnzcHz8GgHl8XO77FeXvLpdTPZ15APPnPWM7++A7gDVEABzZU+7eDoWpbBvTCINrHW5ecCa9Z4I1L/GCnnEPDyK4OHPOz4+Krj44XLZwz+kaxtJ8ar6hshrabDyOqNKz71xblFoFB6vsRClTcveatd1yyOVtqArzye7bhwcqFb4unoTGC9ZYjjtLMBmKqVCvBqHtHjmcHtVAchKi2oldSSMpLlZg56ZhT6MtGAUjHlpvEi+0xGiS4aZT8MXmaejT00ClImngO9zS2QEQ6uZP3cuPWgMfCcdrl60VRbWjM80/98A54FGLrGgPW4og9qj1W0HONd3HxOz7rTXMIUTHr41/IVuWCbkw+/wsPqn/2R8dxN/lydm0jRs3MnDgQI4dO4ZGYzUA2rJlCxkZGfTu3ZsWLVqwe/duWrduzccffyy1R4aHh7Nz504+++wzunTpwqxZs3ByckKv10umNd27d2f//v3cv3+fzp07s2zZMkRRRKFQcP36dWJiYli4cKH1mA0ZIpnfLF68mIEDBwLWalK/fv3IycnB39+fU6dO0bx5cx48eEDXrl2xWCwolUp0Oh0FBQW4uLhIZj5msxk3Nzc8PT2pXr063bt3Jzo6msTERCZMmMDkyZOldSib6WzVqpUUF6LX6/n444/x8/NDo9FIAmzNmjVS6+yIESOoWrUq9+/fR6fToVarsbOzkyqXAJs3bwagbdu2LFu2rNzxUKvVrFy5kgoVKkiPK2P//v2MGjWKjz/+uFxrYtmcIlgriA8ePCg39/YsM5THzXJ+jzNnzgDQs2dPqRJ548YN5HI5Tk5Ov/vcBg0a4Ofnh9lsxmKxcOjQoWdWy2rXrs3GjRsJDAyU5lkBrly5QteuXRkxYgTff/89Wq2WpKQk1q1bx549e/jll1/KXRj4V/N41qING/8MtsqjDRs2/raIJSVkDngH8717/+5d+dsR+K8Wjv+BbN+ei/Dyr+jfv8CIHW/z5YBxLOywgPPTuzF7+Sxy27bFIJMR/sAeUa/g7Kl5+NQOt1bs7laC1Fuk6vuRmaHB3LSYB/L7VFS2IPWBhrZOpVTeuwEiIjgRGIhapaJRqhMAafob3Es5ic7dkwbvPWrDvBsG+/cgCjLOGUZzL1WPQqMgrs1pMuXp2CsdyL7+KnmFCnQqOWOPLsHlRjzI5dwZ+A6Jjg4ABLlVoMEVNQKCVTiadknCUeviTqsvXXEOSLX+TIsrrE6HWKsjp6jUcU6YSMyR34SjfT0tGyKjrcIRUAgK7qd5sOzQ72cUvgiZmZm0aNGClStXEhISwvHjx6lWrRpGoxF7e3vat28vVQRPnToFWAVT+/btAWvW46RJkwgICKC0tBSwVgYdHBwwGo0kJSURGxvLV199JbW7lrX99ejRA1EUuXnzJnXq1GHYsGGAtWJYVu2sX9+aqdm2bVvUajXr1q0jLi4OgAMHDtC8eXPy8/NZuHAhffr0wWQySSKkWbNmfPXVVwBcvnyZixcvsmLFChITE5k6dSqpqal06NABZ2dnwGpaY29vLwWtHzx4kLZt25KWloa3tzdFRUXk5+czY8YMTCYTgiDQunVrvvnmG27dukW9evU4ePAgAOfPn6ek5PnVYbVajZeXV7kvZ2dnlixZQvfu3VGr1QwZMoS6devSs2dPKSbk7NmzgHWeMiEhgaFDh0pGJ3PmzCEhIYHk5GRiYmJISUnh0KFDVKpUCY1Gg52dHWvXrmXAgAEAUrtl7969cXV1lW4v46effgKgVq1aCIJAQEAAZ86c4fbt2+UMdywWCyNGjMDDwwONRsO6deskN9HAwECioqJo3bo1X331FeHh4ajVakJDQ0lMTGTo0KFkZWXx+uuvc/r0aW7evMmePXsYMGAAXl5edOvWja1bt5KdnU3VqlVp166dZEgzfvx4SdSW8e2330prBdb2zc6dOzNhwgQ8PDxwcHDg3XffLWfk1KxZM4YNG8awYcNwcnLC1dWVL7744pmRIGWUta2WcffuXV577TWcnZ1xdXWlU6dO5dppY2JiqF+/PjqdDicnJ/z9/alatepT+/mvJiYm5qk2Zhv/Gmzi0YYNG39bsj/4EOOFC//u3fhb8uKR2n9/jGYLBrMBi8GC2WBAZjZyxWiiztzv+XLsOELfb88rSwZjMRuo8XopiA6wfhcW+0D2HqmL3teOXV6bcdd4cfpcCC52Cl6PngRqNefat0UUoIEqELs8EYMHnDw2A0GuoPEIN1T6AiipBEvXAXDX5T3OnfcDAbJeuUui+gpKmRJlRlfuPlSjlAt8dm0bFc5ZjXMeDOhPnJt1BjHQ1YdG8XYI4mPC8cpmAHTuXrQar7PGkgCYvGFpElyzuruKdh7E5E7m3DlrWyICKNtYWFN9KUbBOgtlr3TAMfdNTp73Y9HB6xy/lv6n1l2v19OgQQNmz55NkyZNqFOnDsnJyQQFBZGSkkK/fv345JNPACRBAL/Nmc2cOZP33nsPnU7HF198AcCOHTvYu3cvCoWC/Px8GjduzKJFi7C3twegV69epKWl8eOPPyKTybh48SIjRoygT58+gFUUllUC9+yxVqq/+OILkpKSaNGiBQ4OVpF+9uxZFi1aJLV92tnZlWuhTE5Olk7wZTIZderU4d69e0RGRnLy5Enq1avHkSNH+PzzzwFrJENJSQm//vorCoWCl156idu3b/PRRx9JlUaz2UxkZCQKhYKmTZtStWpVxowZQ1hYGKNHj5YqtiaTiYyMjKcC1dessRohPd6uKggClStX5ty5c1y8eJEuXbrQtWtX5HI5J0+eZOHChUyYMAGgnGEPUM7opMzwBqyOs56enpSWliKTyaT16dq1q2SIUxZHMWPGDPbv3y+1vJblIx49aq2E63Q6HB0dadmyZbmW5TKuXLnCxo0biY6O5vz58zg5OREXF0dWltXcqSyjc9KkSSQmJkpVuwEDBuDj48OxY8eIiYmhSZMmVK9enZEjR+Lq6kpaWhqJiYlPGdK8/fbbfPbZZ0yaNIkrV648c58eZ//+/SQkJLBhwwYiIyNZvHgxWq0WLy8voqKiyMvLIzo6GoVCwalTp/juu++YPXv27zqfPk5RURHNmzdHr9dz+PBhjh49il6vp23bthgMBkwmE507d6Zp06bExcVx4sQJateuXW4bc+bMee4Mpo2/JzbxaMOGjb8l+T/8SPGWrf/u3fhbEvvIudLGsyk1GkgzmyguKeH+wweYRROBdlmMP55Gyy57qeR3Cs+xWcSVDMBokHPrpQRMgglZZhsMRhkD751An55GTs8e3FerqejqS+B1QKvgcOwUACJeq4tbaDJYnGHZcTCbKPSIYsd+q0GOorWZIw4HEBDwNnTl6k0HBOCDrNNU3metJOb07cNZH6vjqp+LFy8l6JFZeEo42nv70nK8Cr3nI7Fn8IcFZyDVOrtldgxiW/IEriVaRahcJaewSwabfddKa+JrF0jB9TdIuGEVTxYRtu+NxXT79j+9zmq1milTpnDu3DlycnIoLCykS5cuVKlSBa1WS9WqVcnOzpZEkVKpxGKxYDKZePjwIb169cLT05P8/Hxu3brF7du3adasGQ0aNKBatWoYDAYOHTrEnTt30Ov1gFVEeHh44OLigkajoWnTprz11ls0aNAANzc3pk2bxg8//AD81jrZoEED/P392b59u2SG0qxZMxwcHIiMjGTEiBHMnTsXrVbL8uXLn2r7nDhxImazmTfffJPMzExq1KjB1q3Wv22vvPIKAB988AEmk4m33noLnU5HTEwMw4YNY//+/dLMYWxsLD/++CP9+/dHr9dz5swZdDodmzZtIi0tTZp5nDVrFrt27cJoNEoiCqBy5co4OTkhl8uxs7OTvu7cucPOnTsRRZHc3FwSEhJYsWIFNWvWpEmTJnz99dcAfPZZ+VblWbNmkZubS1ZWVrn4CpVKRUFBAf7+/ly/fp3i4mIyMjLYsGEDbm5uAHTr1g1RFBkyZAg1a9Zk9erV0nPhNzOgo0ePkpOTw9KlS5kyZQqvvvqq9HPmzZvHnTt3mDFjBu3ataNq1apcvHgRDw8PlixZUm57u3btwmAwkJKSwrfffsvx48cpKSkhJCSEatWq8d5771FUVERCQgLbtm3jjTfe4K233uLixYtERkbyzTffcOTIEZYvX05ERARDhgyhUqVKT1Ufn0SlUrF06VI+//xzsrOzGTFiBFqtls2bN9OsWTOMRiN+fn7Mnj2bsLAwevfuzfDhw5k9e/bvbreMNWvWIJPJWLx4MeHh4VSpUoVly5Zx+/ZtYmJiyMvLIzc3lw4dOhAUFESVKlWoWbNmOcdbR0fHP2wFtvH3wiYebdiw8bfDEBdH3tS/NozYxm8sLyr84wfZkCg0lLLs7D2upWaTfMvInXtFDG5WgVdnLGXqmS+ZO/s7QvT1uHTNicbOUH/DDwjh1TleMRA7rZZ6t3QAXDXuIz/7Nt41q1Pl1UsgymFPCTy4i9kpjI1He4EoYF9PyxZfayUyRNWOs5esGW8DSab+equwKerRnWMVAwHwcfGgSaK9VTgqZVx+TDg6VvCn5XjQuVnbTikOgu/2Q+YjoxjXuqyP/ZS0u1ZxpXFUc6vbZWIc90qvP0Rfj4QzHXiQZT3hFIDe6nQGTx1I1qD3EB+1jP6zPN6+mpWVxbZt29BoNHz44YcYDAZefvllOnTogIODA7du3cLX11dqD01MTCQlJQWLxULfvn2Jjo5GEARUKhUqlYoff/wRJycnqa01NDRUqmoWFhZy6NAh9Ho9H374IRkZGQwYMIC0tDTc3NzYt28fAFFRUQiCwMqVK6WWVk9PT/Ly8jh58iRbtmxh27ZtmEwmqU02JSWF7OxsADp37oxcLuftt9/m0qVL9O/fn8zMTDw8PKS5xqSkJOzs7MjKyiI3N5fdu3czc+ZMHjx4QHx8PGBtn9VqtSxatIjt27djZ2cnCefZs2dL1by7d++yfv16vLy8nhIFgiDQvHlzLl68WO5r6NChAJw+fRq1Wk1ISAgVK1Zk1apVUnQCWCuqFy9eLLfNnJwcatWqJX0fExNDYWGhNJe6fPlynJyc2Lx5M6GhoWg0GiIjI+ncuTOVKlXCwcFBEouLFy8u11ZpNpuZPn06Xl5eeHh4SG3DYJ2BNBqNbNu2TWoLjYqKIiwsjISEBOlnA1y9epXAwEAcHR2ZM2cOYI1X6devH4cOHWLOnDlSJfbOnTssW7aM1NRUpk+fjo+PD5MnT6Z27doIgkDv3r1xcXFBq9WWW5tnUaNGDQwGA0ePHmXatGnS+87b25tPP/0UV1dXGjZsSEpKihSl0qhRI5KSksjMzEQQBKkFOSYmRqpCjxo1Co1Gw6effsr169ext7dHr9ej0WhQq9WUlJTw5ptv4uPjg7e3N1FRUXTs2JE5c+aUq+LD022roigyffp0KlWqhFarpUaNGmzY8FtEVnZ2Nr1798bd3R2tVktISMhTM7Q2/rOxiUcbNmz8rbAUFpI1eCg8Nhdiw8Z/AqIIWdkmTCJ8tfMuWcUZZJge4lvXh8X9V3Jl8XDOf/UmqFWce6U9oiDQWPRHUwT5HgUkXFyL1tmNhkMzEQTgekU4eRRR5cCv10dQXKjAvpKOzVV/BiBU15ijp4IB6KbLJWrxJAAMr7TnYFVrELiXsxvNkpyQmwWrcDTuIumRcHSuWImW4w1onXKsLyAvDGZvhQKrkUuhRxQ/HxlGbo7V8VPvZ8fJV/dxSRMLgAwZIcpXOHakESUG6+mGvVrOuPuH6DrvU2QWM8ZLl8iZ/PWfWtfH21fLZuF8fX1p0aIFzs7O7N27V3IovXnzJsnJydSqVYs333yTNWvWIAgCvr6+vPvuu1IbaBmCIEjzgmBtRS2r0AE0b96c2NhYevfujZ2dHZ6enigUCikLD5AE2EcffUSTJk0wGo3odNYLAsHBwSQnJ7Np0yYKCwupVasWX375pZRPCDBhwgQEQZCcSvfv309ERAQZGRlStIVcLi/X9jp69GiplbZsji41NZWgoCBmzpyJr6+vNDuXmJiIXq+XAuhHjx5NcnIyO3fufKYDqk6nIzg4uNyXi4sLAKtWrcJoNHLgwAE2bNjA/PnzSU9/dnvy783lPUlRURGTJ08mOjqaY8eOcf78eQ4dOsSiRYs4deqUFGVx+vRpfv31Vyl4fvjw4aSmpnLo0CGmTZvGhQsXJFFe1uKanp7Ozp07OXfuHLVr1+bo0aPl5grBOmO5fft2tm/fLuV8WiwW5syZQ6NGjRg4cCBpaWmkpaVJx8nX15c+ffowb9484uPjKS0tJSAggNGjR1NaWvrU639e1IVer0ev17N582Zpv17UdfZ59OvXjzNnzqDVapHL5Zw5c4bY2FgmTJiAQqGgWrVqrFq1imPHjuHn50dYWBiNGzdm7dq1zJ07V7rQ8Cy++OILli1bxoIFC7hy5Qrvv/8+b775JocOHQJg7NixxMfHs2vXLhISEliwYIFUUbbx34FNPNqwYeNvRc6nn2N+RnaWjb+Ofna6f/cu/NcjiiKFhgIKcwtJWH2Dkrw8NIWZtLEYaVNUyOeLFhHq5o9PsojFScGhY+MRBBmNhvugcciDglBYtQ4RgfOm0aTecUDrouHAS9sokZUQqK/KyRPW2aQWziZe/+4jAMzNm7PvURC8u5MrzW+4oDDySDjulISjW2goLcblo7Z/VGXIqAzfrgWDtYqR6fEGq/b2prTU6o7pUF3HjhbruKuwmuloFXZ4lbzBsdNB0msOcVLyzb7ZRGz/zf1WqFqFQx7u3Lx5859ey8fbV9944w06duzIjRs3KCkpITg4GD8/P44fP47FYuGVV16hRo0aXL16lQ0bNqBUKmnevDlpaWlERkZK+XLffPMNBoMBb29vjEYjK1ZY9zkoKEgSfi4uLvj7++Pp6clPP/3EnDlzuH//PkajkatXr9KsWTNkMhmentbK77Zt2zhx4oRkagPWdkhRFCW31o0bNyKKIi4uLiiVSkRR5PXXX5eqkgBbt27l7t27WCwW7OysDrllldS2bdsC8NVXX0ktkX369EEURVJSUhgzZgwffPABqampkjNrcHAwAwcOxMfHB7AKwH379pWrBpaRnZ3N9u3bJUGj1+sl4Xbt2jWuXr2KxWIhICCAOnXqsGTJkuea76Slpf3ucX1coBiNRubOnUujRo0IDAykpKSEnJwcKROz7GcMHz6cqlWrSqZIycnJfPvtt4SFhdG/f38cHBzIyMgAkJxk+/TpQ926dQkJCWHKlClYLJan9nn+/PlUr16dl19+WWoVBmvLpkqlws7OTjIPetwxtgxnZ2dkMhn37t2jQ4cOREdHc+/ePUlADhs27JnmLxcvXsRoNLJ8+XKio6Np3LgxMpmMBQsWSFXUZ7nShoSEPHM/yqhZsybh4eGMGjUKg8HAqVOnCA4OxtPTE5PJxOLFi2ndujV16tQhOjqauLg4WrZsyfHjx/Hw8CiX8fnkMZs1axZLly4lKiqKSpUq0a9fP958802pnfv27dvUqlWLunXrEhgYSKtWrejYseNz99XGfx62qA4bNmz8bSjasJHijRv/3bvxt6emVgvZ/+69+HsgGkSKDflAPjnAOEFAazbTo3YdRg0fia+9K/XC1Gw9c5XoOT3wrHYJzJ6waDcgcs/1Pc7uC0ChlhPf9iwP5Q/w1PqScK4ZJrOM2i5yBn03HEEUERs2YO9LkYgCuDo40zLFDaVBfEw4bgHAo1oVmo5+iELz6AQ6NQwWr7LuLwJ3nIexa3d96TXoXlaxNmgZFsE6W+eh9Sb3Zkdi72ukx0Q5Gui34H1Uhb+1vJV0epWYiAjMMoHDhw/j7u4uGdP8WRITEzl9+jRdu3bFx8eHmzdv4uXlxYULF5DL5WzatAm1Wo2TkxPe3t5ERETw+uuvSxWdxo0bS+Y2KpWK0NBQACpWrMi+ffvYvn072dnZLFu2jLy8PEpLS7l27RrNmjXj8uXLjBo1irFjxwK/ndzXr18ftVpNQEAAM2bMAKzRGjqdTqpmhoWFAZCRkYHRaGTKlClS3MOnn34KQMuWLcnKykIQBGn28Unq1q0rzVyC9aTezs6OwYMHM2TIEEwmEyUlJeUiJl4ER0dHatSoIeVHgrUylpGRQUJCAnK5nLCwMPr27cvMmTPJy8tDLpdLc5dleHl5MX78eCZNmsSF55iaXbhwgSFDhuDt7Y1cLufs2bMEBQXh4uKCq6sreXl5xMTEUFBQwO7duwGkbEYPDw/kcjn29vakp6ej0WhwdHREq9VKLchl7bz9+/fn3XffRSaTYTQaMZvNUhtsGY+/L93d3X93jX744QdiY2Pp0qULQUFBlJSU8OOPP/Lw4UOmTp3KmDFjyMzMZOHChYwePZr33nuP3bt3k52dXa6qDdb80Lfffluq5vXv359q1apx6NAhZsyYQXBwMHfv3mXSJGtXwa5du/j++++ZOXPm7+5jGYMGDeKTTz5hwoQJBAUFkZ6ejlwuZ9WqVfj6+mI0GomOjkav13PkyBFycnLIzMyUKs1PEh8fT0lJCa1bt37qdZRdjBg8eDDdunXj/PnztGnThs6dO9O4ceMX2l8b/xnYxKMNGzb+Fphu3iLns8//+IE2/hIU2BxX/2pMAKJIQUEB0T9F46J1YGqfN+k3byI9m1Sh39R1+PykZltfC+RmUeTRmu17GoMAua88IF59CQeVIxlJHcgvUhDspOSDRR+iLCmGiAj2tW6FWSbgbO9Iy7seqIqfFo7eNavz8od3kasMIApwrRKstrbBinIVV5SfcOyAtWIlyAQs7YtY575aeg2V9BFcPvcyBUXWqodKLvBu8VWazZwhPUZwcCClz5tceuTyCtbK0r0TCYS2qocg+3MteQBLlizBZDKxfv16676LIpcuXUIul1OlShWWLl2Kv78/Dx8+5KeffiIuLo5OnTpJAe7NmzfHzc2Nb775plw2IsDnn39O3bp1MRqNPHz4kJ07dwJW10mz2YzZbGbePGtuqJOTE/n5+ZjNZkl0abVaqdKo0WgoKSnh5s2byOVyqlX7LebEYDCQkJDA3r17ycnJYezYsSQlJUnC0dvbmypVqjzlYgpI1dEyPv74Y5RKJV5eXty5cwcfHx9EUSxniPMiyGQyDh8+/NTJflhYGFOnTkUQBClzs379+gQGBqLRaKQqYlkb7Ndff83s2bOpUaPGc01jNm3axNdff82iRYswm81s3bqV3r17I5PJWLNmDVFRUXzxxRdUqVKF1q1bEx0dLT1XoVBQv359YmNj8fHx4eWXXyYmJgb4rV3WYrHg4+NDy5Yt2b59O4WFhdSoUYPPPvuMJk2aPHcN/qhltH79+hw9epT33nuPe/fuodfrpVbWvn37ArBgwQISExOZNWsW33//PUajkY8//lhytC2jZcuWhISE0KRJE0pLS+nVqxdz585FrVbzzjvvsHLlSt5++20pE3Tq1KkMHz6cQYMGSRXW38POzo7g4GAUCgVdu3YlJycHs9lMcXExDg4OFBcXc/XqVQoLC/nkk0/w9fWlXr16z608lrUC79ix4ykBrlZb29vbtWtHSkoKO3bsYN++fbRs2ZKhQ4fyzTff/OH+2vjPwNa2asOGjf96RIOBrKFDEX9nDsPGX0uyTwX+/Cm+jedhEUUyinIZtWQKLcM82XYlicxME+2q+9HxiwuYHUPYdOx1EAVULSHGcS8qmQrZg26kpavx0iv5dN1XaLMzEEJCiOnUEYNMhoPenlb3vdAUWoXjJcMOSThWqF+Tlz++80g4yuGCL6y2Gu+IakdOGCZx7IRVOCrtFGR0u81O983SPodqWnH6aFNJOHrqlUy5tIZmPz0mHKtX49TQIeWEo4PenvaEEXCyCPPRlD+1bsuXL2fDhg389NNPzJw5k44dO9KsWTPJtMbf358ePXpw7NgxmjdvTkFBAWBtQU1NTZWMPzZu3MjKlStRqVQYDAZq1qwp5SBOnjwZLy8v7O3tmTRpEkVFRWi1WubNm8cXX3xBjRo1JPfPdu3a0bRpUwB+/vln2rZtK80FAly6dImSkhKGDx+O2WzmwQOrEVFoaCgKhYLFixdTrVo1IiMjGThwIADr16/HYrFw9+5dxowZA0Dr1q2fEoKdO3eWhNKRI0d49913uX79OqWlpVy6dImcnBwGDBjAqFGjpOfMnj37dzP7/P39EUXxqa+rV69SpUoVTCYTeXl5HDlyhNLSUrZu3UphYaG03bKqnaenJ3FxcRQXF0t5lgcPHiyXcxgZGcmxY8dYtGgRYHWdLZsf9fPzw2KxcPToUS5evEhgYCA1atQot++hoaG0adMGs9ksCcfKlStLLZK1a9fmwYMHfPXVV2RlZVFaWsrZs2fp2rWrNINXtt3HjYN8fX0JCAiQ9lWlUpWrrNaqVYsVK1Zw8+ZNSkpKyMjIkCrEhw8flh63f/9++vfvT2lpKcOGDWPq1Knl8hXLmDBhAhkZGeTn57No0SJJhFWtWhWz2YxSqeTHH38EYPXq1UyZMkUyzwGro+rjx3jt2rXSOmVnZ3Pr1i0+++wz0tPTpbUeOHAgDg4OeHp6MnXqVERR5NixYyQnJ9O8efPnCuiqVauiVqu5ffv2U3OxZQIarNXbfv36sXLlSr799ltp/238d2CrPNqw8T9Ev379yMnJecoK/r+dvClTMcZd+uMH2vhLueNT4Q8fMzgrk20ltmiPf5bEjGJu5KQSGKim/2tVmL3gIqMi1YRNKcFO9h2fDh7LmgpLERDwLO3GuWQ9Dho5Yw/Mw+n2DQQ/P4707E6hTIa9Tk/rdF+0+ZZHwnE71+O3ARAQWZuGQ5OQyS0gquCIPRywikqL3pe9dz8l+abVwMXOXUNsmxMkqa4CoJKp8DZ24egJT2m/67rIGB79GfoHd6Xbirt05lB4dcyPnXiGuPlR95odSoO1YmE6nIIQ7ILcx+GfXrOyltK3336buLg4BEHAyckJLy8vKlSowIIFC3jllVd4//33mTt3LgCHDh3CaDRKhjve3t4EBwfj5OTEvXv3gN+C6X/++WfOnDlDUlISd+7cAaBNmza8++67iKKIRqMpVw3U6XTIZDLeeecdli9fzo4dOyh+Iu6mrH30woULrFmzhsTEREwmE46Ojjg7O9OxY0fGjx+PVqvl9ddfZ9KkSSQkJODv7y/9/OvXr0uitEqVKuTl5VG9enWmTZtGcHAwmzZtomPHjgiCwNixY6Uq0Yswfvx4Fi5ciJubG/fv3y93nyAIeHp6EhYWRtu2bRk4cCA//vgjCoWCUaNGSa2kYG0rbdiwIVOnTiUwMJCMjAwpY/P3UCqVDB8+nE8++YSuXbsSERFBw4YNqV+//h8+93m0atWKRo0a0blzZ6ZNm0ZYWBj37t1j586ddO7cmbp160qPXb58OaNGjXpmxS0wMJBTp06RnJyMXq/HxcXlKaMhPz8/evXqxdChQyktLSUyMpKbN28SFxeHTqdj69atfP7550+1rYLVTbhHjx4MGDCAiIgI7O3tOXv2LNOnT5dE7pPr2qJFC0lkgvUYTZw4EbDOw7q6uuLp6cnnn3+Om5tbOdFdttbfffcdSqWSYcOGvfBa29vb89FHH/H+++9jsVh46aWXyMvL4/jx4+j1et566y3GjRtHnTp1qFatGqWlpWzfvp0qVar84bZt/Odgqzza+Lfw8OFD3n33Xfz9/VGr1VLg7YkTJ/4lPz8wMPCZw+n/KL/++iu1atVCq9Xi6+v7h4G/j3Pnzh3efvttfHx8UKlUBAQEMHLkSDIzM/+hfUhOTi53lfF/jdITJyhY9GKByDb+9SxwcSXVp8IzvyY7OqG11S//EJMJrl8vZezkiwQ5wZSjdmQXFPNOu8F8nz+dU1+fIVj5Cucuu6NWyPgibgNecacRPNw59eYb5CoU6LR2tM6qgC73aeEY1KIejYZdeyQcdbBLDgesAfcm56r8kvilJBwdgnQcbL9DEo4uajfUD/twJs4qHAXgdU0GY74ZKAlHwdGRlOHDOBARLglHtUpFM10YjS5rrXOXjyhwL+TgvMGYjf+8W/KSJUto1aqV5FZahre3N+fOneP+/fts3ryZRo0aSYYz/fv3B5BC6M+fP8+gQYNITk5+SmStXbsWQRBo0qSJJHx27txJgwYN0Ov1FBcXS9mGYG3VfPnll7l27Ro1atTg9OnTUkUwKSkJsJrNwG/tpkqlEldXV1QqFWlpaWzdupWJEydy6tQpQkJCuHTpEgaDgevXrwPWiuDNmzeZNm2atAZxcXH06NGDtm3bMmLECJydnWnUqBE1a9Zk27Zt5Ofnl4uYKH2ByJQrV67g7e1d7isgIEC6f9myZfj5+dG0aVO6du3KoEGDnhJES5cuxWg0UrduXUaOHCnN6z3JkCFDJFFjZ2fHmDFj+Oijj1CpVLi6uj7V4vmPIggCO3fupEmTJgwYMIDQ0FB69epFcnKyZHL0Inz00UfI5XIqV66Mu7s7zs7O2NnZERISwltvvSXFs0RHR/P+++8zefJkKRuyrIXT0dGRV1999amLClDeTbhJkyZUr16dsWPHMnDgQMn0CMqva1ZWlmQaBFZzojLxN3XqVEaOHEmdOnWk99bjuY1la/3GG2/QqFEjtFrtP7TWEydOZNy4cUyZMoUqVaoQFRXFtm3bpOgVlUrFp59+SkREBE2aNEEul//pY2njX4sg/iNeyTZs/EW8/PLLkhlApUqVePDggWQ//riT2V+NwWBApVIRGBjIqFGjyrVy/KOUlJTg4uJCjx49GDt2LAUFBZw+ffoPc5sAbt68SaNGjQgNDWXSpElUrFiRK1eu8PHHH2MwGDh58uRzB9KfJDk5mYoVK3LhwoU/DBz+V1Qey9b4X4FYWsrD1lGYbtz4l/w8G///RBcWMCMvl5x/4UdTsybOxBz+73IAqlGhNrUmV2f9Jxto2K0VJzbEo3Zw5aeWram1ZTmCoyMX3hvEXY0GrUZL27wA7LOeFo6h7epT+60r1ugPixNszIIrVgOTEveX2HBiAIX51ggIh7pafqn2MyUyq5GOvy6UG3Etyc6z3m+vlvP+nYPU2PrTbzsaEcHJDu3JfCxGwtvZncb3XK1C9hGiTkFC8R4SL1lnFKt0GkjNNz740+tU9jfPycmp3ExcWTWspKQEURRJTU2lUqVKdOrUiRMnTnDnzh2MRiMODg7Ur1+fQ4cO8cknnzBt2jSqV68uOabGxsZSq1YtgoKCSEpKYsKECWzevJm2bdsybdo03nrrLTIzM2nTpg0//vgjly5dYujQofzwww+88sorREVFMWTIEGrXrk1sbCxpaWmMGTOGAwcOULt2belv9fr16xk8eLA0x9alSxc2b96MTCZj7ty5VKhQAaPRSPfu3UlNTZWcU8FaYatfvz5ff/219Hmxb9++cvOVAK6uruXiPh5n/PjxbN68+Z+6SPnPft6WHbvOnTs/t+r3r+L3Ko9gFdV16tRhxIgR9O3bF61WS1JSkhRX8q/6TCzjWWseExND8+bNyc7Ofiq/s4w/ep02bICt8mjj30BOTo4UeNu8eXMCAgKoX78+n376aTnhKAgCCxYsoF27dmi1WipWrCiZH5Rx6dIlWrRogVarxdXVlUGDBkkzLPBbeO2UKVPw8fEhNDSUZs2akZKSwvvvvy9dcQVISUmhY8eOODs7o9PpqFatmmSE8Dzkcjm9e/cmODiYmjVrvpBwBBg6dCgqlYo9e/bQtGlT/P39adeuHfv27ePu3bvlssYEQXhK7Dk5OUnhxWVX82rVqoUgCNKVc7PZzAcffICTkxOurq6MHj36qVyp0tJSRowYgYeHBxqNhpdeeqmcQx9Y27nKXAK9vb355JNPpCupYL1SP2zYMD744APc3Nwkl7Xx48dLlWUfHx9GjBjxQmvzj5D//VybcPyb8ZZOz2Vv33LVSadnzNfI/lTOWfnnxhzO5p/xaBEUf3xC+P9VV72Yep5NEzYT0bYOR1edxlScx6uBfsxZ+g2CnR3xA9/mrkaDRq2mdaG/JBzjSrdJwrFq54bU6fdIOJo9YMUdSTjmeXRi1cGBknBUtYLV4Usl4Rime5nYE20k4RjspGT6gTm/CUdBoKhbN3Z1elUSjjKZjDouQbS66lROOBZ5Gtid8LkkHAFu7F+HoejqX7ZeZfl4P/74I+fPnycuLo64uDgqVLC2Xqenp9O0aVPWr1/PgwcPEAQBlUpFSUnJUxU5T09PqlSpgiAI9OrVC/jt768oijx48ECaHdu1axenT58mICCAy5cvk5aWRnZ2NqIosm3bNkaOHEn79u2JjY2lZcuWUsWrpKSE48eP4+vri729PX379iUzM5MZM2YQGxtbrkLVpEkTOnbsiNlsRhRFgoKCEARBitI4dOgQN574O+nq6ipFS3h5ebFw4ULq1asn3T916lQ8PT2xt7fn7bfffiq6olmzZowaNUoKni8TeWVRJ2D9fBk9ejSpqal89NFHhISEsGTJEsD6+fT2229TsWJFtFotYWFhzJkzR3ru+PHjiY6OZsuWLfTv35/c3FxiYmKe2WnzIp9RI0aMYPTo0bi4uEhOr48za9YswsPD0el0+Pn5MWTIkHLnEn/E3r178fb2Zvr06VSvXp2goCDatm3L4sWLJeE4fvz4py7wfvvtt+XmPMvOWSZMmICHhwcODg68++675XInyz5zhw0bJn2+f/HFF7+bmykIAkePHpW+v3v3Lq+99hrOzs64urrSqVOncvOWMTEx1K9fH51Oh5OTE5GRkaSk/Ll5ZBt/H2zi0ca/nMcDb/+oTWbs2LF069aNixcv8uabb/L666+TkJAAWEOD27Zti7OzM2fOnGH9+vXs27ePYcOGldvG/v37Jce67du3s2nTJipUqMBXX30lhfoC0izC4cOHuXTpEtOmTUOv1z933zQaDVFRUYwePfofcqzLyspi9+7dDBkypNwsCFjty3v37s3atWtfOED59OnTAOzbt4+0tDQ2bdoEwMyZM1m6dClLlizh6NGjZGVl8csvv5R77ujRo9m4cSPR0dGcP3+e4OBgoqKipNdz9+5d2rdvT7169bh48SILFixgyZIlT7UZRUdHo1AoOHbsGD/88AMbNmxg9uzZ/PDDDyQlJbF582bCw8NfeI1eBGNSEvnz5v+l27Txn8fjYnJ091dx0FvbDC2P/X64uzg+7+nP4enfLcsTN72IOBVNf9xa+f9ZP827mceJZUcozUmnmn9FDu3fTHOdju5KOesSEpg/fz6tSivilC5KwvFGwnYAwns2pMbrj+aEjRVg0SW4ZW2dvO/2Nqv3dMNklCFXyijpnM0vflYDGIWgoJLQhSNHa2EyW08h2jgZmbhgGB4JsQAILs7cGj6Mg9WrYnmkyh319rQTQ6kWL0cQH62tVk6S6gS7D4ykOP+h9Lp8akfQboYDKruv+Ks8fRUKBXK5nPj4eGbNmsVHH31EcHCwJDIaNmzI+fPnATCZTCgUCqpXry6JxMe5evWqlPtYFjhfxsmTJ3n48KHUBvvqq6+Snp7O66+/DsC8efPYsGED1atXp1q1aphMJn799VdEUeSnn6zCu6CggPT0dOzt7dm4cSPnzp2T3Fu3bNlCixYtpGiKgQMHShVEi8WCXC7n9OnTHD9+nAsXLhAbG0tCQkI5YfZHrFu3ji+//JLJkydz9uxZvL29mT9/PtevX3+qeti4cWPS0tKeahEGq7PomjVrcHFx4dNPP2XhwoXSZ6rFYqFChQqsW7eO+Ph4xo0bx2effca6dVaDpo8++oiePXvStm1bvv32WxwcHJ4Z5/CPfEbpdDpOnTrF9OnT+eqrr9i7d690v0wm47vvvuPy5ctER0dz4MABRo8e/cJr5uXlRVpaWjlDnH+WsnOWgwcPsnr1an755RcmTJjw1OtRKBScOnWK7777jtmzZ7N48YuNbxQVFdG8eXP0ej2HDx/m6NGj6PV62rZtK/0+dO7cmaZNmxIXF8eJEycYNGjQH7rM2vjfwWaYY+NfjkKhYPny5QwcOJCFCxdSu3ZtmjZtSq9evYiIiCj32B49ekgBxBMnTmTv3r18//33zJ8/n1WrVlFcXMxPP/0kzYnMnTuXjh07Mm3aNOkKrk6nK3f1D5Dyn7y8vKTbbt++Tbdu3SSRU6lSpd99HRMmTODChQu8/vrrNG3alN27d0utQsOGDSMlJYVt27Y99bykpCREUXzugHiVKlXIzs4mPT39mcPzT1LmXld2JbmMb7/9lk8//ZRu3boBsHDhQumEA6y5XwsWLGD58uW0a9cOgEWLFrF3716WLFnCxx9/zPz58/Hz82Pu3LkIgkDlypW5d+8eY8aMYdy4cZIpQHBwMNOnT5e2vXPnTry8vGjVqhVKpRJ/f/8/ZWzwJKIokjN6DBj++bkoG/999Hi5Ad1ea0GxUcv2vQeZ9/MvFJeWkp6Vi51GTVHJ0xej5IKA+Z9ogX1cnMrl8ERM3f8bcgHM/+juimYuXDpFpFLFAgEG9OjBwoULGdHqDQbO/ISN/aaWE461+jak8iuPhGNpRZh/EHIzEQU5N+w/ZP9e699AtYOKG+0vc1F7DgB7pQPqzK6cvGE1s1HKBd4rSaTZN7/97lOrJsfatyP7sfzAUDc/6iRqURp/qzaWelo4cn4y+Tmp0m1qeydq9wsh8KX4R7dkASuBfv/ggvxGWYdGv379qF27NtHR0eTl5eHo6Mhnn33GxIkTeeedd7h//z5t27YlMzOTq1evEhoaisVioUqVKtJnSeXKlQGrs2mZmUrnzp1ZuXIlV65cAeDy5ctMnDiR/HxrnuWMGTO4ePEi9erV4/79++zfv18y5vHy8sLNzY1atWqxf/9+6e9pZmYmgiCQlJQkuWmWiart27dTWloqZR8eOHCAb7/9llGjRlGrVi3MZjMRERGcPXu23Dzck5SFzZdhMBikz6Rvv/2WAQMGSJ+9kyZNYt++fVy+fPmp7ahUqnKfO2Vcu3aNdevWsXfvXlq1avXU/UqlspwgqlixIsePH2fdunX07NkTvV4vZTKOHDmSkSNHPvN1vOhnVEREBF9++SVgzdacO3cu+/fvlzplHhfFFStWZOLEiQwePJj581/sAmWPHj3YvXs3TZs2xcvLi4YNG9KyZUv69u0r5YW+KCqViqVLl2JnZ0e1atX46quv+Pjjj5k4caL0evz8/Jg9ezaCIBAWFsalS5eYPXu25Mj7LKpXr44oiixduhSZTMbixYslQbhs2TKcnJyk2VlXV1c6dOhAUFAQgM3QxkY5bJVHG/8WunXrxr1799i6dStRUVHExMRQu3Zt6YO+jEaNGj31fVnlMSEhgRo1apTLs4qMjMRisZCYmCjdFh4e/kLzBiNGjGDSpElERkby5ZdfEhcX99zHZmdnS+HNkyZNokuXLkRGRkrmB5cvX+all176w5/5LMoqjn/mKl9ubi5paWnl1k+hUJRzj7tx4wZGo5HIyEjpNqVSSf369cutcaNGjcrtS2RkJAUFBaSm/nbS9/h2wfpBWlxcTKVKlRg4cCC//PJLuTaiP0vRqp8xnD7zxw+08TdDQABEGfRqFcnJVbMZOaAP9jq7ZwpH4J8Sjk9t418kHMEqHH19nz13Vp6n/z4cMxrILCpix44dvBX5Kst+XU/rsAa0XtbfKhwFgbrvNPhNOBaGwLe7rMJRoeW8bAL7D1mFo97XjjOdYiTh6GMXQMH1N4h/JBw9dEqmXF5Ls+hHwlEQKOzZg50dO0jCUa1S09wujIaXtSiNj3ZSLSdZF8vOA0PLCUf/xrVoP0v7mHDEmjP5IAayb73w+v0ePj4+3Lt3jxYtWuDh4UFMTIw0ajBmzBjpb1rDhg0ZOnQo7777ruQsmpSUxJQpUwBr9a+sauXs7ExRURE3btygV69e3Lt3j3HjxknGNQUFBURGRpKQkEDTpk05efIkgiAQGBhIrVq1CAsLk2IkylpA8/PzEUURuVzOrFmzWLFihZQLCdauEplMhiiKBAYGMmvWLD7//HMGDRqEn58fgiBQt25dLl68yJkzZ5g2bRojRozAz89PEsCvv/661P4ZGxvLe++9hyAIrFixglOnTrF8+XJ69eolieC8vDwKCwslg51Dhw6Rl5dHv379pLZVgOvXr5ebL+3UqRNt27aVOnzAWtkdMWIEWq0WhUKBnZ0dSqWSBQsWcPv27Rc+njExMXz99dfUqVPnDz+jnrww7e3tzcOHv1W7Dx48yEsvvYQgCOh0OqlNuPAF45/kcjnLli0jNTWV6dOn4+PjIxnjPP7aX4QaNWpIRk5gPe8pKCiQnH3B+h59/DU3atRIutjwR5w7d47r169jb28vdYK5uLhQUlLCjRs3cHFxoW3btjRr1oy2bdsyZ86cf/g12Ph7YxOPNv5taDQaWrduzbhx4zh+/Dj9+vWTrgz+HmV/MEVRfK7Aevz2J8OSn8c777zDzZs36dOnD5cuXaJu3bp8//33z3xsYmIipaWl1KpVC7BaX3fq1ImXXnqJ1atXc/LkSd58881nPjc4OBhBEIiPj3/m/VevXsXZ2Vmy4C6bo3mcMjv2P8PzROrj6/qsNX7W855cYz8/PxITE5k3bx5arZYhQ4bQpEmTv2S/zQ8fkvv1lD+9HRv/nYjIAAtmuQwTRrpFNWHl9/N5uP1rFi1fw/huvbDT/Fb10qo1z9yOl6PbH/6s1xo0QKX6139MPnjw2++JIP375N+6Z4vi4uJizp87x7WrifSp046Zx5YTYl/AN0dTaTi4HiGtH1WPsivD7I1QXIiodeNQwWTOnrW6ZjpU1bGr1QbuKKwzTiH6elw905EHWdaLcLVdZMxY+zkVj1kdWQVXV26MHEFMlcqIj/4ueLt40DEnEL+bv+2n0V0g5s4MLpz+QbpN6+zGyx/XJnLkNTQOeb+9EGMF2K6ABdGwc/g/tH6/h0ajwcfHh8LCQk6cOCEFma9evZrKlSuj0WjIy8tj/vz57N+/X8pK7Nq1K4IgIJPJaNmypZSvWPZ38LPPPmPt2rUABAUF8dFHHwFIs+aCIEhixsXFhbi4OKKiojh16pR0wl+2ratXr+Lg4IBCoWD8+PGsWrVKEq4AcXFxKBQKqSK5b98+Fi9ezLVr19BoNFLFsV69erz66qvs3LmTuXPnMnLkSGmOf8OGDcjlcimDz8XFhRs3brB582Z0Oh0ffPABBw4cwMHBAUEQpAuKZURERDw11lH2973o0QWMssro7du3pfUAmDZtGkuXLsVisfDZZ5/xyiuvoNFo8Pf35/bt239o/FZG48aNadu27VMXh5/1GfWkEZAgCJKLbkpKCu3btycsLAywRrGUtQk/6zPr91zWfX196dOnD/PmzSM+Pp6SkhJJ+G/ZsoWLFy9KXguurq4sWLDghT8Xy15PcnLyM03vTCbTC5nhWSwW/o+98w6Polz7/2e2ZrPpPSEJAZKQQAi9SW9SlCJIERQQBZEmiIgNEUUPKooogoh0UIogAqFKL6GTAoQ00jvpZZNt8/tjyZBQ1HPO+3v1nHc/15VL2Z3yzDOTzNxz3/f327ZtW+nFQe1PQkICY8eOlcZ65MgRunfvzvbt2wkODubChQt/apxW/vuxBo9W/jY0a9bsobd8D/6xunDhgvTmtFmzZkRFRdVb59y5c8hkMoKDg393Xw+a+tbi5+fH1KlT2b17N3PnzpVEDx6k9oGjbn/DsmXLGDx4MGPHjuWVV16RlnkQV1dX+vXrx8qVKx+S5c7NzWXr1q2MHj1aulG4u7vXe+uXmJhIVVVVvWMB6h2Po6Mj3t7e9ebPaDRy9epV6d+BgYGoVKp6TfQGg4ErV65IJSrNmjXj/Pnz9YLX8+fPY29v/9jjq0Wj0TBkyBC+/vprTp48SWRkpKRQ+O9QumAhYmnpv70dK/+JiJjNInJRRJDJMYtm5DIDoqDCIFZiwsTo/kNI2DeRPl0sWXddTTUK+cMvmfLL/rhPefvFi9hqQC4DmQBKheUBVJBbglPHB3qW/yx/VFNQN0kvSv8VcW3x5xSYReDXuDN8fHw9uuoK9sYVsWJFPy7nnWHw4CTIDYHlP4LRgMmhEREZHxIfZyl/t3tCzc4OGyiTlSJDRpDyKc6d6Uy1XoYAjNEU8daXU7DLvZfVadeWs1OncNvRkpGUyWS0cw6kb5wjtmX3Rq+UkeWYwP6TUykuSJTG2aR3ewZ9KeDbLr7O4G0goQksiYCr9/5+JUbA7b1/6tgfx4YNGx56sPbz86OgoACFQkHLli1ZsGABer0eW1tbVCoVWq2WjRs3Mn36dOLi4pgyZQr29vbs3LmznhUHIGXoPD09mTBhAp999hkRERFs376dU6dOERoaytatWxk2bJjU7/fpp5/Stm1bnnrqKWQymSR+Fhoaire3N82bN0en03Ho0CFeeOEFRFHEycmJBg0aYDab+fjjj3FyciI4OJgjR45QUFDAnTt3pLHl5+eTk5ODt7c3gwYN4o033pDaMepWnNRiNpvZsGEDYWFhFBcX88wzzwCWfvq2bdtia2vLyy+/TE5ODsHBwfX8Hk0mk1TWajAYWL58OWazmfLycmbMmFHP9/Kbb76hVatWdO3alQ8//FDqi3zw/v+4+3TtPlQqFW3atCEyMvJfukfVcuXKFYxGoyRU17BhQ8nb80Gqq6sln8nY2FgiIiIeG+w6Ozvj7e0tHZdarUalUpGdnU1OTg7Hjh2joqKCvLy8eutFR0fXeza4cOECdnZ2krgTUO8ZoHYZsGRA/4g2bdqQmJiIh4eH9PKg9sfR0VGa2379+vHOO+9w/vx5wsLC+PHHH/9w21b+b2ANHq38r1NYWEjv3r3ZsmULMTExpKSksHPnTj777DOGDh1ab9mdO3eybt06EhISWLhwIZcuXZIEccaNG4eNjQ0TJkzgxo0bnDhxgpkzZ/LCCy/8oUdTQEAAp0+fJisrS5I+nz17NocPHyYlJYVr165x/Pjxx9b51zX83bRpE8nJyfz222/1DH/rlsQ8yIoVK6ipqaF///6cPn2ajIwMDh06RL9+/WjQoAEff/yxtGzv3r1ZsWIF165d48qVK0ydOrXeW1QPDw80Gg2HDh0iLy+P0nuB1WuvvcaSJUv45ZdfuH37NtOmTasnv63Vann11VeZN28ehw4d4tatW0yePJmqqipeeuklwOKzlZGRwcyZM7l9+za//vorCxcu5PXXX3/IBLkuGzZsYO3atdy4cYM7d+6wefNmNBpNPT+wf4Xq4yfQ7d//b23Dyn8wgoiIgMwsgtkIMgUqkxxBbsaADqhEb2uLrdbMmBdn8OrTI3HU2mN8ZBPhnytnLSk1YzJDiEczjGYjaq0tosmIWhAoq65Go1Q/Iiv4eOR/es/10XjaYMj7fVP3B6sEDCYTJTojZQYzeN3i3XezGdg+iME9tgIiBtc27Ix5l6wMewSZgDBIz/amGzAKRjQKW7yqx3LukqXnyU4t572CM4z85k3kRiPIZFSMGc2BQYMouVem6mjnwCBzMM3iZJIojtFNztm8b7l0fpk0LjtPb3otaEmHV26hsq3zEFwRDGuz4ccdYLofQetd2xK5Ox+T4V+vH6573ykqKsJoNOLp6YnRaESr1RIeHk6PHj1o2rQper0erVZLeXk5Bw8eZPfu3fj5+XHw4EHKysqwsbF5SK3ziy++ACAvL493332XHj164OHhgdlsJjo6mq1bt5KdnU1CQgJyuVy6b2k0GiIiIujduzeTJk0CqPe3dfXq1fj5+WFra8vIkSMpKSlh1qxZGI1GFi9eTM+ePbl58yb79++XMmlHjlgywr/99huOjo5ERkbSoUMHsrKypPvn8ePHqaio4PLly+Tm5lJRUYG/vz/29va89tprrFu3TgqgduzYQUJCglTSWdvPHhERIWVT586dK91fVCqVVAY7cOBA9uzZQ15eHidPnmTDhg3k5eWRl5fH8ePHsbGxoWXLloBFTC4vL0/Kzq1Zs4bIyEji4+MRBIFvv/1W6un74YcfpLLVuveoJUuWMHv2bHQ6Ha6urvTv319qmTh06BBdu3bFycmJAwcOcOzYMZKTk2nSpAlGo1Eqtd2/f3+9MuEHeZTK+urVq3n11Vc5cuQIycnJ3Lx5k/nz53Pz5k0GDx4MWER19Ho9mzZtorKyknPnzlFeXo7JZKKgoEDafnl5uaSA7uXlxdy5c3n11VeRyWRs2LCBtLQ0ampqpAzm1KlTpTLpZ555pl6WG5C0F0aOHEnjxo1JTU3Fzc2NoUOHcubMGQRB4PXXX6dx48ZoNBrmzp3LuHHjEASBmJgYjhw5QkJCAmq1mu7du6PRaPDz82PWrFn1Av6VK1cSFBSEjY0Nnp6ePPvss4+dQyv/2ViDRyv/6/ye4e2KFSvqLbto0SK2bdtGeHg4GzduZOvWrTRr1gywGNkePnyYoqIi2rdvz7PPPkufPn0e2saj+PDDD0lNTaVJkyaS4IzJZGL69OmEhoYyYMAAmjZt+rvN8v+q4S9YGvavXLlCkyZNGD16NE2aNGHKlCn06tWLyMjIeh6PX3zxBX5+fnTv3p2xY8fyxhtv1OuHUCgUfP3116xevRofHx8pAJ87dy7jx49n4sSJdO7cGXt7e+lNci1LlixhxIgRvPDCC7Rp04akpCQOHz6Ms7MzYMmwHjhwgEuXLtGyZUumTp3KSy+9JBljPw4nJyfWrFlDly5dCA8P59ixY+zbtw9XV9ffXe/3EE0mSj/86F9e38p/AQKYzKAQBUTBhM6gQGUCpQiCXAYyA4IgotIoqbA1M7F1ODFfrkN/5wWebFc/09LI7WF1SKVMhkqheGQ5/K28W6gcVNRUG3jOLwBBLqdpUDB6owEXrfqRw9U6PVwybxaEh7IDykdkRh/ErYEnZfklIJPXTsXDhayP6O80iWAwmunWLZ5BHRqwbPkVBgbCoF1ubD07k9JiNQobBcXDs9nvuQsAD4035ozniYqz/B1q7Kjk8+Nf0+pXy8O14O5O4mszOdU0mFrh1GA3f55K88Il916AKxfIc0ln/+lXKcix9I8LgoymT3Vk4Oc1eIUl1ZkUVzjrBkt/gsz7/Y2irQdxtu+y/thrxFy0IXpP/dLJf4a6951Dhw6Rm5vL7du36dWrF3C/rNHd3Z2WLVtSUlJCeno6b775JiaTiaKiIq5cuYKtrS3Xrl2TMni1f+OffvppwNInPm/ePJKSkiR1UDs7O0kJ08/PD71eT15eHu3bt5cyRjk5OZK6Z+3f36SkJHbs2MG+ffs4dOgQUVFRTJ8+nZYtW+Ll5YXJZOL8+fN06tSJs2fPEh4eTt++faV9vfjii2zatAlnZ5QRWgwAAQAASURBVGeMRiO9evWS7CdqamowmUx06NABb29vvvjiCymbFRcXh7OzM8ePH5fG9uqrr9abz0mTJjFhwgSpckWn09GrVy9yc3MxGAx8/PHH3Lx5kwEDBvDbb78BFmXYWiVvGxsbBg4ciEqlIjU1FYPBQKNGjXB3d5f6BGNjY2nVqpXUUz9r1ixJ4Kbui+YdO3Zw6dIlwsPDefvttwkLC+PChQucPXuWwYMHS78XlZWVvP7661y+fFnKvD7zzDOEh4fz5ZdfSgHjwYMH65UJ1+VxKusdOnSgoqKCqVOn0rx5c6m/dc+ePfTo0YOTJ0/y66+/0rx5c7799ltatmzJuXPnCAkJQaFQ1Ls3NmnShJEjR2Jra0tZWRlms1nyZRw9ejS+vr44Ozszfvx47O3t2bFjBzNnWkq7169fT05OjiTed/jwYamF5ptvvmH16tX8+OOPDBkyBH9/f4YPHw7A8uXL8fPz48KFC4wfP17qPW3fvj1Tpkxh5MiRrFq1iuHDhxMTE8P27ds5e/as9DLiypUrzJo1iw8//JD4+HgOHTpE9+7dHzmHVv7zEcQ/6wdgxcr/MoIg8MsvvzBs2LC/eihW/gZUbtpMydvv/NXDsPIXkvvOq+icHVCbZAi2BsqMWnyoJrvMhaAmsfyW2oSuajs8/CNZUdCS4TdysPF2w7/jKbYeH8zWK8c5s2Mjuns9RiqlgN5w/xaoFgRqRBHZvT7jx90cZUDPHj04deYsMkHAUCdL9q+opTZpZEtaRhW/pyml9W5CZU59rz6FXI7xEWV9Ao/ObsoFmN4e9qfY0cl7OLF5Mbwx6F1u9L/EbbVFLbSxXQtuXu1GeZUlm9jXychL372JqsLSjyh2aM/Zfn0pqxXFUat5Ql6/t9HkouBy2hpy0i9Jnzn4+tPxFXvcglPvD0iUQ04Q/LgXKsrvfyxTctd1LIfP96Cy4n6VhdJGwejvhqB1vv/y7F9h4sSJHD9+nDZt2vDDDz/g4eFBSEgI5eXlZGZm4u3tTVFREa6urmRlZbF3716GDh3KihUrmD59OgARERE8/fTTjB8/no0bN/LGG2/wxRdfkJmZKZVL7t69mxEjRrBy5UpeffVVGjRowNSpU/nuu+8ICgoiISGB3NxcRFHk7bffZsqUKTRq1Ijr16+zZ88eFi9eTGpqKr6+vuTl5eHj44MoimRnZ9OpUyc8PDzw8fFhz549vPLKK2zdulVSSF2+fDl79+5l8ODBjBkzhtu3b1NdXc2qVavo3bs3o0aN4vDhw+j1evbs2cP58+fZs2cPUVFRVFRUUFNTw/Lly/noo4/QaDTIZDJ0Oh0ymQy1Wk1paSlyuZyJEyeyceNGtmzZwrhx43B1daW6urpeRmrs2LH89NNPiKLI999/z9SpU1m0aBELFiwALOJtgYGBjzxXkZGRkjiMm5tbvQzdg6b3Y8eOJT09vV4rxuP44IMP+Pnnn7l58yaxsbGEhYWRmpoqzf/jSlEXLVrEpk2beO655/j111//tMq6Xq/nhRdeYNeuXdjYWPqwKysr8fb2Zv/+/bRp00a6NktKSuqVWH/++eds376dK1euAJbKqcrKynpzAY9+ZurevTsDBw7k7bfflj7bsmULb775ppRZFgSB2bNns2zZ/eqAB+d2/PjxaDQaVq++36989uxZevToQWVlJQcOHODFF18kMzMTe3v7P5p+K//hWK06rFix8rfHXFFB2ZfL/nhBK//VCIAoyhAUYDbJkIlmDGo5GpMRo1JAVaNCY1tNZYEKmWjA6OaN3iaN6iwVJS4lDAzrzfxuHVm3aSdbzx/BaKwfYrVp0IDIzEzMooggWHodH9VyZQaOnzrF+NYD2BZzhKYNnYlPK7733eNCtweOpY4QVnJKFU52CqqrjNSYH732g4EjgNFkwsXBibKKcozm+wN93N5NInx9CVw0ag4mRvDBmE/Y4Pwtt5beosO77Wiq6cu5s6GYRQGlXGCKPoHeSy3lcMjllI0exdnAQCnb6OPiwROZzvd7G2UChS65nD37CWaTxUZHJlcQOqwdzYfHIVcU3h+MviH8mgI3t9YbY7V7N47HjyHjan17A42LDSXd89iQupbpzv9zAjq1mbjU1FSefvppysrK+OKLL+jcubP0cO7v7w9YRHW6du1KWVmZJO5WWx7Yt29fvvjiC6ZNm8bHH39Mbm6uZC8xaNAgAObNm8fChQtxcXHh1KlTDBkyhIiICMle40H8/f2lPjdPT08GDBjAgQMHJDXxqqoqSktLuXDhAlu3bsXZ2ZmdO3dKPXTdunUDYObMmdL/DxgwAECy/hAEgeTk+tdWrQJnLdu3byc0NJT33ntP8owsLi6uVyEDUFBQIGXj6q5f1885KiqKhg0bsnz5csLDwwkJCZHaNLp06UKnTp04dOiQlK2sm5GrW3HzKKKiohg5cuRjv09OTmbBggVcuHCBrKwsqZw1PT2dsLCwR65jMBikrHStyvru3bsZNGgQMpmMLl26cOTIEYKCgrhx44Zke/UgKpUKjUZDr169WLVqFWAp0125ciUDBw7k0qVLUltHdnY2Xbt2JSkpiYqKCoxG4z9t91HL1atXuXz5cr1WGJPJRHV1NVVVVdKcPqiY/qjtJCUlsXXr/d9XURQxm82kpKTQr18/GjZsSOPGjRkwYAADBgzgmWee+cNzZuU/E2vZqhUrVv72VKxchfmBt6xW/g8imhFFGcgFDCYFChMYFUoc5DqqKpU4GOWgKqWsVI5dsQyjswcmbTblaWqKXXQEFaQguDfg/WeHsHRxa3yd1fVKVOPL7qt9iiKIZpAJAgrFo9+zbrp+CL3JTGJGMduXtGXhANc/jBtlguze9usvWFJhpNoMcpkSueyPRS/AUrLuqXLCaDb9UzfzEl0x5fpS9gT/xKWfLuHd1ovYxdmcOd8MsyjgoVXy8c2f6b3eEjgKnp4kzJ7FmSBL4CiTyWjnEkifW/dFccxOCq5U/sTpUx9IgaNL4yY8+Y8mhI+KRa64l1YVtXAjAP6xB25el8Zktm/IdcWHbDwyhYy0+w/KChsFyn4i+4ds4zfnAxxNP0J6Wdo/cbS/z7Rp05DL5SgUCi5fvsysWbNo3rw5Wq1WCtxqr5Fr167RqlUrevfuLXkb1n5Xa7eRlJREeHg4/fr1o3nz5vWWmTVrFnPnziUrKwuwqHzWitvUBnW/x/jx4wEkoZqbN29y8uRJOnfuTGVlJZmZmbi7u6NWW8qoPT09admyJTk5OXTr1q3edTxixAgUCgUqlYr169dLvf9gycrVzbz5+flx+vRprly5QmxsLL169cLd3f0hW43ankuNRkP37t2RyWQoFIp62gG1/XLPPfcczz33HKGhoZJad23QqlAo8PLywsvLq15//4N99gcPHpSOMyQkRHoRUEtmZiZjxozBxcUFrVZLWFgYd+7c4dlnn0Wv10vjfeqpp+rZhO3cuZOhQ4ei1WpZvHgxAKtWrSIsLIyamhpmzpzJ5s2b66msC4LAuXPnOHHiBLa2tgQFBbF3732Rp5MnT7Jx40ZUKpUkTmMwGLhz5w75+fk0bdqU/v37k52dzeXLl/Hz88POzg6DwYBMJqO4uPhP24Y8eE4WLVpUT1U1NjaWxMREKQMKf6xKbzabeeWVV+ptJzo6msTERJo0aYK9vT3Xrl3jp59+wtvbm/fff18q/7by34c1eLTyt0UURWvJqhVM+flUfP9o1Vsr/7eQC4BMBJkRg1yGSjQjmkzYaMyUVahwMRswKQopEu3RlipQyFU4uEOBrgEVcjUBlbl46jXkFl9l7sxQzrw/hcWbPiGgk6WPqri8vN7+zCI4aVwwmozwO76rZjMsW3GVfxwt5al2Q5Cr5di7P9oKxCz+vuiN0WzAZP5zwjCvdx7NnZIs1HI5Zu71Qf4J7R4zZowmIyfeOYlfe3+Sf8lH9OhC/E8LaeMi57MdC2hy1vJgLnbqxKnJL5F4L5PkaH9PFOeWzCIUJECJewkRl2eRcecUAHKlmpZjO9Lv43ycG94X7qAkBL5Lhp93WSJzQFRoyHKdyqaLi7h0uZG0qCATsOtsQ+SoI+zx3Ua1oJPm76fb2//U/DyODRs20Lt3b/R6PYcOHaJFixaUl5eTmprKkCFDaNy4MVqtVupZDAwMRC6X8/rrr3Pnzh0OHz5MYmIiWq1WCvpq+1i1Wi1nz57l9u3bbNq0qZ6itUwm4+2338bNzQ2VSsXgwYPp0KGDNK6AgABEUZQCt/T09Hqqn7XlgJcvXyY1NZUJEyYwZMgQ/Pz8sLGxQRAEEhISsLe3x8XFhdGjRzNnzhyef/55OnTogJ2dHbt37wYsSuFGo5HPP/8cGxsbrl+/TlRUFAB79uwhJSVFEvDZsWMH06dPl0RpLl26xLJlywgICCAgIEA6bk9PT3x8fNBoNHh7e3Pu3DkiIyNp0aKFJEQUHh5OdHQ0ixYtYuXKlTg4ODBv3jzAEqTWKqxu2LBBEoSpa1FR97PaHsVLly7xySefkJeXx08//QRYMso9evSQ/KRPnjxJdXU1EyZMYNGiRcydO1c6Z+vWrWP06NHSPK9atYqhQ4cSGxvLpEmT+OWXX3jttdckS44nnniCF198kRMnTkgq64Ak4BcTE8OgQYMYN25cvb7IukRFRdGnTx/pRcWYMWMYPHgwXbt2pWHDhvz8889Mnz6d+Ph4BgwYgFKplF44TZkyRXp5URelUvmQOm2bNm2Ij49/SFU1MDDwd0XvHqRNmzbcvHnzkdupVXxXKBT07duXzz77jJiYGFJTU6W+WSv/XViDRytWrPytKV/+NeJjhIes/N9CwGwpCzVZgiSFQkA0VSPaKSirscPFqEeUFZCPKy4GAzbVOpxdjWSK3ihKncHZDtcKGUpPPaToSMgOIc89nzGjZzMitNkjBWfGDnnBkk0URemGqZA/nIm8kAlONu4cjN5PyyHtqCwpx0tryaDZ2tqiVqnQKB4trFOLjaK+J6VjYHvg8TdqXxcPaowG9CYTKrmACHh5KXBzu2cpAih/7y4vwu19CdgGdCD34i/MHP48b305GfucdFAoKH1+HAee7Ev5vYfspm7+PJV6XxRHdFAQY9zHiZNvY9RbfkfdQ0MY+LkvzYbeQCa7FyibPOE3B/hqK+RlSbuv9BjAr5nL2P9bF2pq7mdbHZppSXguiu0h68mX37cxsJHbEKzuz5HjLYhJL/7dufwzVFZWIooijo6O9O3bl4SEBFJSUli8eDEpKSlcvnwZsARGM2bMYP369cTHx+Pl5YW3t3c9ZepaX97BgwcTFBREgwYN8PDweEjR+sUXXyQ/P58xY8Zw9OjRh0TZHBwc2LXLIlxUG4xcu3aNU6dOMWfOHEJDQ/n555/vlzwnJ5ORkcGcOXNo164dNTU1kr3C0aNHiYqK4vnnn+fIkSPY29tLgVptUHP48GFefvllzp8/T3V19SPn6fvvv+eVV15h9OjRODg4SJZWj6Jfv34UFxfTokUL1Go1RqORnj17kpyczMmTJ3nuuedwdXWlY8eOXLhwAYPBwIQJEwCkbN6NGzd49dVX0Wg0JCcnS1ZVdnZ25OTkSIIwtf2nDRs2ZPjw4bz66qskJSUxbdo0PvvsM3JzcxkyZAghISG0bdsWV1dXzp8/T1ZWFgUFBVLm0dnZGU0d252BAwcyadIkGjduTMOGDVm6dCkTJ07k3XffZcyYMRw8eJA2bdqwaNEiSWUdLC8Q+vTpQ2BgIJ988gmVlZVcunSp7vRQU1NDbm4uixYtolmzZshkMqqqqpg4cSIzZsygZcuWZGZmYjQaadu2LXv37uXUqVOoVCqpFDggIICUlBSioqK4e/euVBYcEBDAsWPHyM3NpbjY8vvx/vvvs2nTJj744ANu3rxJXFwc27dv/0PRuweZP38+kZGRTJ8+naioKBITE9m7d68k1LN//36+/vproqKiSEtLY9OmTZjNZsk708p/F9bg0YoVK39bjOnpVG61ektZsSCYRQRBhhERZY0JlAqMpmpkaoFysx0KlRwbjYl8wRE3Yxnq6nJsBCO5ag32+UqKG/iiMFXh1UKO6UYOBTZeKE1N6HTnKi+/MoVPR87Gwaa+mfjBxPviFyKWB0SFIEP2iAxffmUOGncbon65RtuO/SipLKNd06bodDpq9Hp0RstDnlr16PRgtbH+w3tpkiV4eVyu8pOTP0jjMooizs4yCgpMVJQYpM8dNS44qp3qTOIDGxHN5F3ah6OhEla9y0t5uQje3tx+bSZnmzQGQcBGraa3bVM63rBBcc/PvMKjkoPX55F822I6r9BoafdSR/oszMDe+57/n6iE9Kbw+Uk4e0LapcmpKRfMn7Ll8Djycu6Xy9k1sKVoZBY/dfyBBNUt6XOFTEFT256UJ7zI2QtNqdTJ+O7Yfb/If5daC4qgoCD8/PwYO3Ysfn5+UllmTU0NKSkp5ObmMnDgQJo3b87p06cRRRGVSkXbtm25ePEicrmclStX4uHhgYODA2VlZSxZsoSBAwcycOBAWrduLalpu7m5kZaWxs6dOwE4deoUqampVFRUkJGRwZIlS/Dw8ODGjRu0bduW/v37ExYWxqZNm0hLS5MyOoWFhcjlchYvXozJZMJsNvPOO+/Qtm1bSktLWb58OevXryczM5PKykqpX7I2m6fX6yV/ycfZSxUWFrJ8+XK8vb2ln7rCKWBRLd29ezdHjx5FFEXmzJlD06ZNCQ8PZ+rUqRiNRrZs2UJgYCBZWVmkpaWxevVqqqqquHbtGmApF7169Sr9+/dHpVKh0+k4ffp0vRJhLy8v5HI52dnZkj2Fs7MzCoWCVatW4ejoSHR0NJ988gnV1dV88MEH+Pj40LhxY0aMGMHVq1cJCwvj8OHDD2XevvrqKwC2bduGj48Ps2bNAizqs7XqrLUq66mpqZw+fVpSWQeLynityrpWq8Xe3v6hOT127Bje3t7s2bOHmzdvcvnyZXbu3EnPnj0Bi4qsra0tMpmMHj168Pnnn9O3b996L7ZGjBjBgAEDpPLh2mzrF198wdGjR/Hz86N169YA9O/fn/3793P06FHat29Pp06d+PLLL9m5cyezZ89+5Pl+FOHh4Zw6dYrExES6detG69atWbBgAd7e3tKx7969m969exMaGsp3333HTz/9JJVuW/nvwiqYY8WKlb8tZUu/hHvKmFasmEUBQQCzICIXRBBNIJehFqvQ6d3Qa0Flo6RCY8ZVNGLSFKLLsqHUpZKGt0oxtPSnIO02DUNqKLvRkMKGueRlNyD81n5iu03mld4t6NajgB8iI1m39Q4AOSk50v5FQCGTU23Q42anptJkQKerH9pVZFv6kq6e3c+X/QdwylZDdFIyLrYO5JVbsj01ehGZYCmLrUUQBASVgLnm98tavexcyK2wbCe39H6ZrdkMMpkCzHra+cK5dMt471YWYaPU4OLnQlFG0WN6MkUM5aUsBrZ0784/goI4tWEDM2bMsIjiZDhjW25ZUbRTEFd1mPgTP0tre7cKo/3kMrRuN+5vsrox7LoJifdf/ogqB9JsJ/HbmdaYjPcf3NWOKnTdStnptgOzcL/sToaMQG0Hkm634sxdVb0Rx6SXkHI7jUYh/5p37IYNGygqKsLNzY3S0lIcHBzIz89nwYIFHDx4kKysLERRpH///igUCg4cOMCwYcPYs2cPHTt2JDY2lqqqKgwGAz179uTYsWPY2dmRnZ2Nm5sbMpmMs2fPMmjQIPr06UNERAQ5OTlMnTqVX3/9lQsXLrBjxw7UajVPP/00w4cPZ/z48QwYMAAnJyfMZjPe3t58/vnnuLq64uvrK/WldevWjfXr17Np0yb8/PyQyWQsXLiQlStX0qlTJyIiIiTFV2mO1Wr8/PwkFc2CggKcnZ1JTEykb9++ALzzzjts2bJFWicgIICysjIcHBz44IMPGDt2LJWVlQwePJj333+fmTNn8sEHH7Bo0SIA5syZQ3Z2Ns2bN8fPz4+YmBiOHTuGQqGQxGz+8Y9/MHz4cA4dOsTChQsRRZGoqCgaNWqEn58fzZs359ChQw+dr4YNG0o9f7UZQy8vL5YuXYqdnR2fffYZ6enpHD16lODgYJ5//nm2bt3K/PnzGT16NOfPn2fatGn069cPk8lEUlISZrOZ8PBwgoKC+Pnnn1m/fj0A3333HS1btiQ6Olraf22wrVKpePfdd9FqtXzzzTeS2NCHH37IV199Va/VRhAEaay11KqXtm3blqefflqau7okJydja2tLVFQUR44c4ZdffkGtVpOSkkKjRo1Qq9X8/PPPD603ePBgqYS2lpMnTzJgwABpv7UUFRVJ/aSPqrjo2bPnQ5+3b99e8hB9kK5du0p9v1b++7FmHq1YsfK3xJCUjO6XX/7qYVj5OyFY+vUQsEihmk2YBBUKkwETNZg0KmQyNUZlJaKLJ3qbDMrvqClyqKZxZS7uJjvu6m6gMSlIKQrjjnsKXhU2GFqE0sjsTFrJBRr3NLD2BV8Gt2oLQFVx/ZJps8mMnVpBud4SOKofo21jBr5JiCdifwQquVIKHKXvH3heE0XxDwNHQAocH0VhoZ7BQVCgt6sXI1YbdBRlFGHnbfdID0uw2JSIwMTISH785RdatGjBltXrLaI49wLHKk89h2+9S3ys5cFVZedAp+kd6Pl2Clq3e0qqogNc84UlOyHRkj0UESj1HM7PyUs5fKKtFDjKVXJsesk4OuwXDrrvqRc4NrFrhU3eJM6e7UBuncBRLhMY6FjDt6eWY/feG384X7+Hi4sL/fv35/bt2xiNRkaMGEF0dDRvvfUWjo6OdO/enSeeeIJDhw4hl8ulctI33nijnldnz549SUhIACAmJga5XM4LL7wgPUyfPHmSHj16ABbBmNzcXL7//nu6detGhw4duHr1KiqVig0bNkgCLQaDgZUrV/LEE0/QtGnTeoImL730Ert37+bHH38kOzubESNGcPToUbZs2YJarSY9PZ3AwEDatGlDdHQ0gYGB+Pn51Tv22hLVjIwMKQO3c+dO7OzspDJMsPRZBgQEYDAYCAoKolWrVnTp0oWysjJu3bpVb5ujRo0CICsri0WLFkn9moGBgezevZsBAwbw1ltvERwczKxZs+jfv/+/dN7K7glbDRo0iOeee47BgwezZ88eCgoKpIAvOTkZhULB9OnTCQ4O5rnnnsPZ2ZkDBw7w0UcfMXfuXBQKBWazmY4dO3LmzBkpw+nu7k6HDh2YPHkyACEhIQ/Zf5w/f76eENA/S63/8aNwd3dHq9XSpUsXFi1axPXr11GpVPzyP3g/dHFxsVpqWPmXsQaPVqxY+VtS8f33lnSKFSv3EAUQEC2Kq4iISgNGnQqjWI1JYcRGbqSqWIlNlRGDizsqxzIKqj2pMWlxpgrXKhkaXwPi7QJSqoKQq7zolBHFnUaN8MtXkJF3Go+mFZhvZjCyzXya9GtikV2tg8FsZFKvUAxGiylHjQnkskcX8SSnpNDQwQODycDEtt6MHOL/yOVkChlPr3gaW1cvQEAhCAiApo7SpEqu4LfJX7N20ihUv3PnHvfkk8TnVqCW1+mfvBcvVuRUgEyO0sHtwa/IvXecBoMBs9lM5NFTDPfuyLNb3wWNgkRVJIePv4au3FKG59epNU99aUej7jfvn5zCEPj6Buz99f58ubTkdPUXbDv0DEV3NdJOHdppuDb6NLsCtlIuu69y21DbFOeSF4k8053U7Psy/3KZwACnGr49vZyXv5iOW3wM+sgL1ERGPn4y/gQrV65EFEUiIiI4e/YsV69eZcaMGfj5+ZGdnc0zzzyD2WzGZDJJfY0jR46kvI64Uvfu3dHpdJSVldGmTRt093q0T52yCAidPHmS7du3891330nlpi1atECj0aBQKPD395eCudpSSZVKRXh4OEajkVmzZuHk5ISrqyvz58/nyJEjGAwGXnnlFdRqNRs2bGDAgAF8//331NTU8OKLLzJ+/HjKy8uxt7fn22+/ZePGjY88/mnTprF9u0WA6PDhw0RFRT3UpzZt2jSWLFmCq6srdnZ2UtbrQbXVJk2aABZ7jblz5wKWfsmAgAB++uknzp07xxdffCEt37lzZ8rKyvjmm2+kf/v6+rJhwwZu3LhB//790Wq1tGjRop7dR1xcHIIgsG7dOpRKJV5eXsycORNXV1fWrl0LgE6nw9HRkWHDhnHu3DkWLFhAdnY2oigyYsQIWrVqhclkon///gQGBhIRESGdt2nTptGhQwcWL16Mj48PSUlJbNiwgXnz5hEaGopCoWDnzp2S/2St0JDZbOall16iUaNGaDQaysvLH8rUTZs2jWHDhuHh4cG5c+ewsbFh9OjRxMbGsmrVKu7evYu3tzdPPfUUV65cIT09nTFjxpCVlcX8+fPrldOCxbOxXbt22Nvb4+XlxdixY6VS2dTUVHr16gVYSnsFQWDixImA5YVH3bLV4uJixo8fj7OzM7a2tgwcOJDExPul4Rs2bMDJyYnDhw8TGhqKnZ0dAwYMkPpRrfzfwho8WrFi5W+HqaCAqp93/dXDsPI3RCYTEY1yzBiRKcFgsqWGKhQyAVu5jtISGXZlSmQyGU4uJjLxxL7QltIGvij1lXiFmalOhhLfGorz/Gl5+wKiT0MMylIadvFGSLUnQz4YfRsdw+a8xvChk3BR1xe6uWMult5rCAiYzEbkKgVKrdND400szCTAScn+5BL2HEy/tw7Ihfu3X7PRzKmPrmMyicgQUYsi9jY2zJg9W7JXMJhMVGquYyq6jlKlRH0vGad+IJJ8c4ul3LbGVI3cxpIdk8ll2PtaAgLRZEKskwV9VBVrSUkJffzbsCLyZz6dMJPfkhZx4/omADTOrnSd25aucxKwcSy1rGBsAAfV8M1WKLZY6ogaN+Lt3mL9ibncjnOXtu0QqCV9zG1+arGOTMX94MPHtiFeuue5fLY/8Sn3MyJyQeBJJz0rznzD5KXTcb99PysGULL3YUP2f4ZGjRrx9NNP4+vrK5UZent7ExAQwPfffy+V7i1YsEBSlQwLC6NFixbSNmoDwlq1yX79+rF8+XKuX79OYmKilJWcNm0anTt3RiaT0a1bN7RaLYIgEBoayieffMKsWbM4d+4ca9asQaPRIAgCn376KVu3bmX9+vWcO3eOsrIy9u/fT4MGDaiqqiI4OJgPP/yQ7du3s2nTJgICAvD09GTz5s0IgsDzzz/Pvn37pL7GWmptGvbt24ejoyNgKVMNDAyUrD5qWb9+PcHBwWi1WmpqaqRrUq/X11uu9vOIiAjJ5mTZsmWUlZVJmdwFCxbUs8UApICvurqarKwsXnzxRVq0aMGRI0dYvHgxgYGB9axEUlNTEUWR5557jqCgIIqKitixYwe5ubk4OzsDlpLR8ePH4+HhwaBBg1i6dGk9UZwRI0ag0WhYuXIl0dHRJCcnS96XMpmMK1eu8PXXX3PgwAGOHz/Op59+ypdffklCQgJ+fn7MnTuXzZs31zsOs9mMr68vO3bs4NatW9jY2LBr1y5pu7WcOHGCsrIyNm7cSOPGjdmxYwedOnXi119/RaFQIJPJuHPnDoMGDZKytq+++irJycns2bOn3rWn1+v56KOPiI6OllRyawNEPz8/KVseHx9PTk4Oy5cv51FMnDiRK1eusHfvXiIjIxFFkUGDBmGo0zZSVVXF0qVL2bx5M6dPnyY9PZ033vj3sv9W/jOx9jxasWLlb0fluvVQ502zFStwL9ARRYyiHLlChlgtYjCpMSpFbGrUyB2KKKyww65aiVpXiVZjJFttg1uOnprGjcjPiiMoQCTzTHNS/JOxz3wCU9MmBOgdSM7+hRbD8xF/ucXF2Pe58NRp8m4/wz/yfyF9yaes/eUwu05b7Cui4wqk8chkAoJCwGQwgbH8keNOKLRkNPp38+LkuVxqzGB6wLKjsriIYFc3EkvA1ckJwdGRH9b8IBmZi4h8tudncg0ytA4ipffitp+Gmfk8EiIzLP/OKL3vgWiqNmHv4YLeoKY8J0WaxQCZjGJRRpHZDIJQr7fJVmlDlaGatVf34+PszJIdr3Erv4p53fxo1LMtbcZnoNLevrcpNST7w7ZdYLwn0iPIKXIfw+HI3pSX3S83tfXQkN81nQjHn+odt5uNJ9rKnlw574Eo3i+plQsCvR31PHNgDZ63rj18LXTqSMITnUmyt+eZggLc3d0fWubPYmtrS9u2bfnqq6+YPHkyeXl57N27l71790olnVevXiU5ORk7OzsWLlzI7Nmz+fzzz3FycmLp0qW0aNECf39/Ll68yMmTJ1EoFBw+fJjFixfj4eFBfn4+kydP5vXXX2f16tUsXryYbt26PTQWo9HIxYsXpX9/8803vP322zzzzDMArFixggMHDuDi4kJubi65ubl88cUXnDhxgs6dO/PEE09I233yyScf6h+s7WWr7bVr164dM2bMICsrCx8fH8AiEFQbaBUWFhIXF8fp06el7Q4cOJBDhw4xZswYFAoFGo0GnU4nqZ96enqyatUqtm3bRtu2bbly5Qpjx46lpKSEGTNm8PnnnzNx4kQuXLgAWHr1agOx3NxcvL29WbBgAR9++CFgyUju2bNH6iesDdanTZsm2alERETw9NNPSz1/zZo148aNG1LmT6PR0KxZM6qrq5HL5cjlctzd3Zk9ezY9evSgTZs2pKenI4oiEydOZP/+/ZIia1hYGGfPnsXZ2ZnMzEwp8A4JCZFKW2t/h5599llprisrK5k+fTo7duyQFHInTpyIs7MzK1asQC6XM378eEaNGoVMJmPbtm2AxXLjlVdeYfbs2Xz55ZesXr2a5cuXo1Qq8ff3r2fvUmunAtC4cWO+/vprOnToQEVFBXZ2dri4uADg4eFRr+exLrXKqefOnZPmc+vWrfj5+bFnzx5GjhwJWKoSvvvuOynDPGPGDOkcWfm/hTXzaMWKlb8V5qoqKjZt/uMFrfyfw2wWkJlFBJkIJgG9QYkoM2JWy3AwqDDLCsjHHVdTFRqhHH2BLWXONTSqLMBR5kipGI+y0EBSUSjVDjZ0yrpBSpMmNChWUKXKQmvjRLmpJcbG9jjaNaa1aMLR25UKL282P/UWvQI9AMjKqqkzJjOOHl4giijNJmS/Y7R4+EwuJgRkj7j1mvU67uRkoJDJyCgtRa/XU11ZhZ+jp7TMufRy0u+WUlpqlHSkRJWWXN39ZQzm+gJTNTUKakrzCQoIpjbvkmQyYbCxITAo6CFRjCqDpXxSRKSsooSt0QUMa9+EsnYufHxgPyrtPaPyyiDYkA9btkmBY41bJ46WLuPnwwOkwFGlVSIbaGDPoM2ccvxN2o+jyokmsmEkXBrJ5RhPKXCUCdDXycg351cxdemr9QNHmQxTjx7EvvkGB/o/SdK9nq3assF/lxEjRpCdnU3v3r0JDAykXbt2CIJAWFgYBw4ckHr6Vq5cKdl0GAwG4uLi6N27N4cOHUIQBJo1ayapc27dulXqd+zevTvBwcGMGzeO8ePHs3v3bhYvXkxoaCharRYbGxvWrFkj2WiUlpaSl5dXL1iQy+W0bWvpx1WpVOj1empqaujduze2trYEBgaSlmZ5gXD9+vVHHmdxcTH/+Mc/AHjuuecYNmwYXbp0kcoUi4uLcXV1BSzljq6urnz//fckJSVx/PhxycJk2bJlREVFceCARXF34cKFD+0rLCwMsJTjHjp0iLy8PBISEvj666+lwDY8PFxa3tPTci3Xza7VflZbVpqYmIggCHTt2hWNRoNGo2HIkCH19jd37lyOHTvGRx99REJCAiaTiejo6Edmymp/B06cOMGNGzekcl+NRkPDhhZBpvj4eMLDw6XAEah3Xmr57rvvaNeuHe7u7tjZ2bFmzZqHynubN29er2fW29v7sUq3I0eORKfT0bhxYyZPnswvv/wivVACyzkeOnQoDRs2xN7eXlJtfXCfv0dcXBwKhYKOHTtKn7m6utK0aVPi4uKkz2xtbaXA8Y/GbeW/G2vwaMWKlb8VVT9tQywp+auHYeVviMXlUYZMZkI0CZgEJUrBgAEbXIxGTLJC8nDCy1iNUZtLaYqKu1oDPtV3cdMJ2DU0YIgrJc/BkarCAFonXETh3ZAyIYPGPW3hSi7RGd2JbXKVzDuhPH1sCwlPdKal2ZO72kw+mtGHhg012D5Qs1OSk0+wgxOOtraYRRGtWoNCLsdFo0AQQKOR4WAj0MpXy6gW4+n3xABL7eq9ONPbyx+NIGAAasxm3FzdqCouY2L7pyjUFeGglktBqcFgScov7mlZd+SWKlLu5vE49KX5dAoIhLTbVAMO9/oo7ZycuHPnDoF+AWiU6noOHrX/73iv7HXJ0Vg+/uYy337rD2YXiPSEz7dBWpLlvGh9iFUvZMPR6aQk3ysblAtou6o4+WwE+7x+xiBYAkxbhS1BqkFkRj1P5FV/jCbLY4hMgN7ORr65+D2vLp2K580r9wekVGLo35+rb77BoZ7dSa9TfghQkJePoaTqd6+dP4uNjQ0+Pj40b96cy5cvM3HiREpLS2nWrBkHD1oyz+fPn6e4uJjQ0FCpxNPDwwOz2UxRURGOjo6sX78etVqNyWSSgscpU6YAljLQ8ePHM2nSJBYsWMDt27cxm80MHz6cCRMmSMFByb2/g0OHDsXGxoawsDD279/PsWPHuH79OuXl5ZTWpqCxBEHNmjWjU6dOaDQa8vPzCQkJeah3zc/PT+ohHDlyJLdu3aKmpoZmzZqhVqvJy8uT7DRqM2K1Fhe1fpJgCR4CAwMJCAiQ5uBBagWaOnXqxA8//EBERARGo5GjR49KXoPKOr29tcs/6rPaIM9sNvPyyy8zdOhQabkuXbpw9OhRQkJCAIup/Y4dO9i2bZsUUDZq1Egq6azL7duWTPq5c+fo0qULe/fupbS0lH379klBtCiKD4lNPfjiZceOHcyZM4dJkyZx5MgRoqKiePHFFx8q7617bLXH96Aqay1+fn7Ex8fz7bffotFomDZtGt27d8dgMFBZWcmTTz6JnZ0dW7Zs4fLly5KozoP7/D0epbb6qGN+1Lgft66V/26swaMVK1b+NogmExVrfvirh2Hlb4uIIIooTHJQCJgUJrSCQGm5DY6iDqVKgVFVg9zBGaM6i7tVrqiqbDG6uaCoLsOrmYmybHcyG6ShLHDCHNiQRpV2JKZF4Nu2GOONAjL1jahyNeGls8WHKgp9GuCXLePqtVWEjy7h0wmB1JhkuNnfL5MUTUZecnWmyGDARqXGYDRiMpkorjYil0OHxrZces2b8W3fxc7LjmNRR2g5uB2e7Z5GrlCSk5uOThQR7pVIFtwtoF9wBzZe2UdXfy0GBBwc7z1Uy8FGDsez7O7tXaBNUDv8uz1ajAdgdkkBSUYjLlotRqUSQRDIzs7GZDLR1rExoijSodF9P7bax8GsCkvAp9OJmEwiFw45MjjsBBy2ZJpEuZpct5fZfPVjzl8IlNZ3CNdy67nL7AjaSLHMosKqlKloqulD0a2JnLsYiK7mftDYy9nE8strmf75VLxi6piq29hQPWQwF+bN5UinDuQ+0Ivn6uBEN/umDEttABez/uQ19DAbNmxgz5499T67du0agiCwdu1aMjIyuHXr1kMPym+++SZRUVGEhoby5Zdf0qVLFy5evMjRo0dJS0vDZDIhiqJUzlmLUqnkiSeeoKqqitDQUJKTk6murubYsWMcO3YMFxcXioqKpLLQUaNGcevWLZYsWWKZXwcHmjVrhoODA4mJiajVar7++mt0Oh3+/v6UlpZK4jcBAQEP9a7VBo6LFi3i1q1bqNVq8vPzCQ0NRa/X8/zzz7N8+XIpcOjbty+3bt2iurqa6OhovLy8GDp0qFRGGhAQgCiKBAbevwacnJwYO3YsWVn3z8ukSZOYNGkSzZs3Z9++fcydOxd//8dftw8yb948wBIYJicn88svv1BWVib5Qfbt21fqSwVLJvnmzZvo9XoWLVpEUlJSPfuN1NRUZs2axbJly2jWrBnR0dGUlpYybtw4unfvTp8+faRlQ0JCiImJqSfcc+VKnRccwJkzZ3jiiSeYNm0arVu3JjAwULLy+Heozax+/fXXnDx5ksjISGJjY7l9+zZ3795lyZIldOvWjZCQkIcygbXzYTKZHrVpwFLi+2C5dGFhIQkJCf+WoqyV/16swaMVK1b+Nuj2R2DKyPirh2Hlb4scAZCJJgQR5GYBe1kNleVKUMhQ2KhBLEfv7IyDk550wROnXDk638YUVsXj6iaSUtKcQjcdHXKSSGvSBPdKsAuUoci1J9U4kNwWGegKWjP06j5SenSnhehFvk0KDTo3xt7JnlG2uYxtM44qKuuNLMLeHoPBgMloQm8yIJNZHryNRjh1s4Lmn+XyVsQHbL+5hdYj2lIl60Le5QhMxvsP9XWzDz/HnEApmDmbWcEnS7woKbF8ZzBBtQl+i68AQKlSoX1JjXMrR0sk9ghWmkyIQEl1NTqdDnWdB+wdN47jZm/PldSbD60nimBra9lmdraR1984y8BGRgb/BFUefdif+xW/Hu1Btc6SirVvqCVvdAo/tf2BO0pLtksmyAjWdsFw5yXOnG9OWaVlWQHo4Wxm+ZW1zPj8FXyi7qumCvZ2VD47gjNvvM6x1q0ofCDj4eviRX9lCE8leNAoUURmBtP1XMQaI/8qhYWF9O7dmy1btlBUVITRaKRVq1a4u7vz5JNP4uzszJAhQ3B2dpYCMQ8PD8LDw+nXrx+FhYUMHDgQBwcHzp07R3l5OUVFRVKJ54N8/PHHPPnkk2RlZUmZwYCAAFJTUwH47bffuHTpEjNmzGDXrl3ExsYSEBDAoUOHKCsrw8bGBkEQCAwM5I033uDtt9/m008/Ze/evbz55pvExMQQFRXF1q1bycrKqhccG41GBgwYwNdff83FixcpKyvDZDJhMBjQarWcPXuWgQMH/lOB3aN4sHR048aNrFix4t8WWZk/fz6RkZFMnz6dqKgoqWdv5syZj11nzpw5dOjQgcGDB7Nz507S09O5fPkyI0aMIC4ujrVr1z7WxgZg7NixmM1mpkyZQlxcHIcPH2bp0qXA/cxoYGAgV65c4fDhwyQkJLBgwYLHnv8/y4YNG1i7di03btzgzp07bN68WSqn9ff3R6VS8c0333Dnzh327t3LRx99VG/9hg0bIgiC1MNZUVHx0D6CgoIYOnQokydP5uzZs0RHR/P888/ToEEDhg4d+m+N38p/J9bg0YoVK38bKr777q8egpW/MSICosmMSS4gx4zCbEYrVFOjV2NyUKE3KNHo5AiCgL2DmRy1Fu/iCmxtXKlUJkFqBSnmRtRUNKRN8mVsPAPI092kUQ8d4sloriW1JN7zNsY8d5pmx5Pt549/rozr0WsIG5ENB5JJUkziySFDGbVjFF5tnpTGdiMzEwCjaEIlFzCZRQQBQtxAJgiYRRG5rYLyvHKubY8mP3IP/ezs0chkj31oLa0xUVVtZMcOixCPDFA8ECDW6Ks589Y5Kq9oEGT3g8LGdXqqbtzLaJrNZgQE9Ho94V6BPBnaCRHILSmklbcWrVqBQlF/+1VVIj73xE9zymHuERjQcRKbD08kO9OS/bRxVqMfUsaOXuu4YntBWjfQri3K7Jc5e7Yt+cWWAFAAujub+er6BmZ9PgWf63WCRhcXSsc+x/HZr3GyeTPK6hyDXC4n2M2PoaYQet9ywDPjgTI/s5nyqPhHzuOfwc7Ojo4dO7Js2TIOHTpETk4OUVFRFBUVcfToUXr27MmaNWvo37+/1K/2+uuvAxbPPGdnZz755BOCg4OZN28e4eHhODg41OsZMxqNNG/eHLVazdmzZzl48CBVVVUMGDAAgEuXLiGKIrdu3SIqKgp7e3uOHz9Oy5YteeaZZ2jRogVarRa1Wl0vo/fee+/RsmVL3nnnHcDiA7lq1SoaNWqEk5MTGo2GKVOmoNFoeOutt5DL5cyZM4fCwkI++ugjDh48iFwuJzExkS5duqDX6xk4cKDUY/iv8mDp6Pvvv8+HH374yNLRf4bw8HBOnTpFYmIi3bp1o3Xr1ixYsABvb+/HrmNjY8Px48eZMGEC77zzDoGBgQwYMAC5XM6FCxfo1KnT7+7TwcGBffv2ERUVRatWrXj33Xd5//33pW0DTJ06leHDhzN69GhCQ0M5ceIE06ZN+7eO1cnJiTVr1tClSxfJG7K2nNbd3Z0NGzawc+dOmjVrxpIlS6SAtpYGDRqwaNEi3nrrLTw9PZkxY8Yj97N+/Xratm3L008/TefOnRFFkQMHDjxUqmrFCoAgWguWrVix8jeg5uJF7g5/9o8XtPJ/lsz5UzC7OWGWyxFkAmoR3JQGzt91oI2HEpM5juisIDo4qfBodJ5VOa3pfi0Ln9Au6Fw30+BuCetNT3JH58/k1NNomw0iOXklvefLKNoEv5oHEe2np/dvmXh4KXFs9ATqu8mUu5+h5QAjxk1RbLn0LmeHH0Vh6Idflg3R/5jCzsK7UoAIIAgQFKQlJ62Sipp7ZaACODdxRpcP+qoKbMxmGqjVeLYI43J0NH4OHqQVZmMwP7q8bEgwhAa357ujSZTWFP/hXLVXqbhqMEhjqkVAINDVF4WNQHJuBnqT5ftOLbyRO5Rz82YVBgN4uGlISbNkVxs6QNo9K8Y2Pm1JK0nHx74Br/V4E1lXE4d8f0Un3O85bGTXjKL0TiSm2dXZL3R1Fnn2+CZ8r56pPyYvLwoH9Oeqny96Wf132jZqNSF2DQhKU6KpePhxRbRXUKBKJSp6PTJbFU8tO/C7GaQ/w8SJEzly5AiiKJKbmwtYbCj8/Pzw8vKioqKC2NhYfvnlF4YNG8b48ePZsmULCoUChUKBr68vNjY23Lx5kx9++EHyXdy8eTNfffUVAwcOJDw8nDZt2qBWq7l+/TqlpaW4uLjQqlUrZs6cSUZGBgsWLMBoNNK1a1f+8Y9/IJfLad68ueTpV1RURElJCaNHjyYyMpJx48axdOlSIiIiKC4uZvTo0RgMBvz8/Bg2bBjz589nyZIlfP/992zdupXevXvj6enJiy++SElJCQsXLuTQoUPs27eP2NhYjh49+odB1T9D06ZNSUlJISUlhQYNGvyPbfevYuvWrbz44ouUlpbWswEBKCgoQKvVYmtr+5i1rVj5z8WaebRixcrfgqpt2//qIVj52yMgmmUIZjOCyYQgkyOqFJgUArZCNYUVWpwNRmzUxZSlqihX6dGqQVlZilegSF5hIDmeRbTMTSczMAj7Gj3eHWzhehFXU7pyze8S+al+tIk+QXpAI/zzFcTe2kzokEzYHcmluxMwdNPh4NiArHRPRm/4iGlvv4Wnuwe2Spt6I72bpaNSD2rFvc9FKE4qxiWoI43UNoiIZIpmMvPy+GjINLKK8x8bOALsTYDP91+lrKbk4VlRKPFoGEJAHSXIVK0WZZ3y1FpERFJLskjMycBWKaM2zroQm8Nbb3mgVCrQVZlJS6uUhHPSysDBxhIIphalUlhVgF+QH4uS5/OL309S4Ohr2xiPihe4eKZvvcCxq7PIsugtzP58cr3AUWjYkLzJL3NwystENvSvFzg62tnT2SmI4VkNCb+peChwNLgLJKjO8+ulVzl3+mMqS7Mpz0kl78YF/idQKBTk5eUhl8uxtbVFpVKRnZ3NhQsXyM7OlpZ799132bx5M6Iosm3bNm7dusW3336Lu7s7ZrOZykpLAL5v3z7UajWvvfYawcHBNGjQgMjISPz9/dm9ezdg6ekbMmQIH330EeHh4ZSVlVFdXc2TTz4peUJOmzaN6upqfHx8MJlMJCQksGPHDtatW8ekSZMwGo3Y2dkxevRoAMrKyigrK6Nv3740atSIzp07o1Kp2L17N15eXvUC7datW/P2229z/vx5wsLC+PHHH/9H5hLg7NmzVFdXM3LkyId8Hv9T2LRpE2fPniUlJYU9e/Ywf/58Ro0aVS9wrBWqcXd3twaOVv5rsQaPVqxY+csxV1ai2x/xVw/Dyt8cQTCBICCTmSypLNGIwmhCVJtQU0au4I6PsRqDOov8Ckcci1VU+zamxJCIo1pPki6UaqMHbVOvY+fmT0bxBQK6lKCPLafA0QsbdSCD8uLJ79ObMJk3OdwgeFAjVCWeVNYEkVLYhBMNjpB0oyNTU48je6IjOV7eLOk7lWqTHncHS/AmilBcZSbILZBqYzUKrQKZQg6CQP61wwzX2jLn5Zf58MMP2fbCxziKapCZUda5IzcNsrP0dwIz+g7kH/2W8+aI9+B+JSeebfujsndDNBpYqivBq07PZEGxJTv5dOse2CrrC80YTWaauttSUm0iOFiNh4dFFXbks2k84W6iV8P7ojlywTKosuoKBATsHCw1rAfO7sNnsKVM0EPjg6/hOa6de4obic7Sfp5wgWUxW5nz+WT8Lp+8fx6bNiVz2qtETBjPFR9vTHUCGC9nd/pomjIkyYug2wKKum2MShnlHhVElq1j/8mp3Ly+GdFcv88x/9bRP7iK/jxeXl707NmT6OhooqOjuXHjBmFhYZLCaWJiIp988olkyzFy5EhCQ0MZMmQIJ09ajlcul5Ofn09JSQkKhaXfMz09XVIybdSokWRFcffuXQoKCrhy5Qo9evSQ+tUWLVpESEgI4eHhbNy4EX9/f3x8fKioqJD8Ebdv3863336LQqGge/fuvPnmm1y4cIGWLVtSXV3N2LFjcXR05JVXXkGv13Pz5k0EQaCkpITy8nIuXLiAnZ0dmzZtwt/fnwsXLvDbb7+Rk5MjzYfRaGTWrFk4OTnh6urK/PnzmTBhgiSc83usXbuWsWPH8sILL7Bu3bqHxIcyMzMZM2YMLi4uaLVa2rVrV0/AZe/evbRr1w4bGxvc3NwYPny49J1er+fNN9+kQYMGaLVaOnbsKM0/QFpaGoMHD8bZ2RmtVkvz5s0le5Hi4mLGjRuHu7s7Go2GoKAg1q9fL60bGxtL79690Wg0TJ06lYEDBxIaGsqcOXMk/8Nhw4bxj3/8Ax8fH4KDgwFL/+pXX30lbae0tJQpU6bg4eGBg4MDvXv3rifeEx0dTa9evbC3t8fBwUHyx7Ri5e+I4o8XsWLFipX/v+j2RyBW/c9I7Vv570VAAJmIIIgYTSqMMh1GwYDW4IxRyKfY6I2NRo7cpoB02uCcJyBv5IVOPIM+3kCmkxwh1w25twsNS224I49DU6HhRnlfbgdFk5XciRlnP+fSlMkMyldwPHkng6YqEL+P4djthSR3vYmX0Aslclpf+Y3fJk2kZ7Uv2h4uTExpwC8J9x+0RREySnMQ5AIKuZpqoyUDZQT2qFVURUSQn5uHUibHw9GWQcFONOniyzebohDNAvGJFmELEVjx20HAYhPhEupMcXwpSnt38q4dlTRy3i68i4OHO9x72FcoFNTU1LD/+ikUsjoR571tJhZVYW8vw2wWKSw0IYpQXWOisT0YndSczjDQxCWUxLvxgCUoVdmqSC9IRaGRY9SZuPHtTTwaBuL99ExM5vsBYGdnGHnmJxpeOFb/BLZsSUqP7txydqp/XgWBRq4+NLtrj0uc+d4I729PdFSQI8QTc309uqrCh64LldaBgO4hBPYpxtHvIDATcH5ouX8WhUKBnZ1dPRVRjUYjBT6nTp3Czs6O5s2bk5GRQVZWFrJ7Paz9+/fn/fffJzQ0FNkDpbi7du3CZDLx448/smLFCj777DPA4hG4bNkyKRs4atQovv/+e/R6PSqVioYNG9KrVy9Wr15Np06dmDp1KsuXLwdg48aNvP/++0RGRvLyyy/z+eef88UXX+Dj44NCoaBTp07ExMSwYMECPvroo3rqqwqFgurqaiorK5k4cSJeXl5MnjyZM2fO8MYbb7B161YAPv30U7Zu3Urr1q2RyWSUlZWxZ88eevXq9bvzWF5ezs6dO7l48SIhISFUVlZy8uRJab2Kigp69OhBgwYN2Lt3L15eXly7dk0SkIqIiGD48OFSllev1xMRcf9l44svvkhqairbtm3Dx8eHX375hQEDBhAbG0tQUBDTp09Hr9dz+vRptFott27dws7OkhlfsGABt27d4uDBg7i5uZGUlCT1etb2o3bq1InLly+Tn5/Pyy+/TPfu3aXs6cSJEzl27BgODg4cPXr0kdYVoijy1FNP4eLiwoEDB3B0dGT16tX06dOHhIQEXFxcGDduHK1bt2bVqlXI5XKioqKs/YZW/rZYex6tWLHyl1Mw4ln0Fy7+8YJW/k+TNX8KJg8XMJsxiLao1TrsbQrIzG5BU++zHC5uQSfBCf+gI2yP706jtLsENW4ODX5Ee1vge69meMU4EuCroIXBBX3rnTRIiuPnqPlcejKexpf86apLRBHWB3lWDIpWV2niU0XecQeO332KU51/I/XaM3z562IKRgxB1TicVukaDkbNo93UQPxb6wjw3EXafes9grs3J+H0TbQ2Giqr7wuQfP/yB5TnFbMichPZxSWobBQEBitITDBQUfkI1VCZJXhz8PCjMC0d0WQERGTUhnYPE+TqS25lEeXVj34xM3q0O9u3F+CohnI9mO89DThpHGnoEEh03lXAElzUeg8KcgGVVklNmaU8z7PTCGoKM2n63CI6uQiMPLuNgPP1s39ip44kPNGZJHv7ep8rlUqaOvoSnKnCruSBRxEBatxFku8eI/7Gbks0/gDuoSE06WOPf8ck5Kq6vnazgecfMyt/jokTJ3L8+HHAIvyyZ88eLl26xKBBg+jTpw87duwALIbvr732GvPnz+fy5cv1TNTr4ubmRnl5+SP9944ePcqAAQOknkmAyMhIdu3axZ49e4iKigJg9erVrFy5kpiYGGQyGeHh4Tz55JN89tlnhIWFERsbC1hsGRwdHRk+fDiOjo7cunWLrVu34u3tTWRkJO+99x6pqakkJydTXFzM7NmziYmJ4fr16yQlJUnHsHLlSj788EOp79PLy4s33niDGzduUFJSwq5du2jcuDGtW7d+yOqkLmvWrGHlypVcv34dgNmzZ3P37l22bNkCwPfff88bb7xBamoqLi4uD63/xBNP0LhxY2n5uiQnJxMUFERmZiY+Pj7S53379qVDhw588sknhIeHM2LECBYuXPjQ+kOGDMHNzY1169Y9ctzz588nIyMDrVYLwIEDBxg8eDDZ2dl4enoyceJEDh06RHp6ej2bkICAAGbPns3s2bM5fvw4zzzzDPn5+ZIvKFjUWd98802mTJmCg4MD33zzDRMmTHjsPFqx8nfBWrZqxYqVvxRjWhr6i5f+eEErVgSQYcQgCihkZgRBiV4hw8lYjUKtBmqQK0Rkog2FdjV4mUpQVZTgFWAmtSKUErWGthkxODr6kVZ4kgYhJgpKWpITmkdhRnP6HPuJxKZN8S9QkJR9gEbdizAfusCxKz05FXaYqqw+TCi5gU2LEPJ9fQlPUHIt/0f8ugbh3zELNl7h3RHd6g35zuU0BEFGZbUOX1c3KTiYvm4xDf3u0jNAw3efd+Pq9WC2L+3Dgs71A8eQFqGoXdQgQqMeI/Hu/ybtuj5FbWGpGZDJZNja2tKieZiUZewZ2IbEwkwpcHS2q1+6CrBnVwFqOZTWQJC7GidbSzam2qAn1LMZ9loHEMBoMuIY6ACAaBLRV4kIcktWJO/CLnr0HcbncT8z77OX7geOMhmmHj2IffMNDvR/sl7gaGerpb1zICPyG9HmhrJ+4Ggjp8S9mNMF33DgxDTiY3fVCxzV9k6EPN2Rp5Y1oe8HGTTqduuBwBEwnfz96+hPYjabycjIkPoVO3XqRMeOHfnmm2+kZQRBYNy4cbi5ufHyyy9z5swZUlJSOHXqFK+99hqZmZlkZGTg7++PwWDAy8uLYcOGodVqWbx4MTk5OXTv3p2AgABGjBjBpk2bqKysrOfL9/HHH+Pr68vUqVOJj7coyvr6+vLmm2+iUqnw9PQkNTWVPXv2kJKSwpkzZ7CxsaFFixaSfURtALps2bLH2kfY2trWC369vb0l38DS0lLy8vLo0KGD9L1cLqdt27Z/OI9r167l+efvB/PPP/88u3fvpqSkBLB4arZu3fqRgSNAVFRUPc/Fuly7dg1RFAkODsbOzk76OXXqlOSxOGvWLBYvXkyXLl1YuHAhMTEx0vqvvvoq27Zto1WrVrz55pucP39e+i4uLo6WLVtKgSNAly5dMJvN0nkAaNGiRb3A8UGuXr1KRUUFrq6u9caYkpIijfH111/n5Zdfpm/fvixZsuR/xB/SipX/X1iDRytWrPylVO3Y+cisghUrDyIAZkwYkWEjM1FdKcOoVGNvrMBsI8e2xgY7RSVlmTYIogGzpy8VpKAuryFJ4Y2Q74nKwx6/MgUKvyKEuDKupT1BaoMsgovMmNq3JETVgPTqC4SPckN22USi8QV07c3Y2TdCW+pIj+PbON+uLV3LvCm0y6LMmEqbF5LhGNTofRBKJtOuSztpzEZdBRrRjFwmQ+XogOleBs9gNvLVwQM06evJO59H0iIsjjYD97P+hh2tfdqgkCmRK+Xcjo2jpsgi2RofsZWkdbOpPLefxnVK2sxmM1VVVcTevIHxnujOyaRr0vfOjmqKKyzm5krl/XLQGiOYRNCqVRRVOlJ6r3S82qhjd9J2nDrZI8gF3MPdqMqqltYTTSZEkwGljUUQ5Mrqd/lw772skEKBof+TXHvzDQ717E56HTERN0cXuts1ZVhqA0LjZKju+61jdlaQYX+T/TfmcuLkOxTm3apz4gU8w5rxxGvtGPqdSOsXbuDgk1v/4hBVUNoUTjjBxxsg5/qfu6h+h1o7DLPZjF6vRxRFkpOT8fDwkJZJTU1FqVQyffp0zp07x/DhwwkNDWXSpEnodDr8/PwICwvDbDbTpUsXiouL2bdvH5WVlaSkpODl5SWVpP7666+S0E0t+fn5LFu2DE9PT4YMGcKNGzdQKBSUlJTw3HPP8dFHHxEcHExQUBBjx44lMDCQESNGUFRUxIIFC4iNjWXYsGGMGTMGsASBbdq0IS0tDYCuXbtK3pJKpRKTycRLL71Eo0aNGD16NKIoSqWxllNRX8lWFEVKSkrw8PDg448/lvZR29+n1Wq5ePEib775ppRZ7dChAzqdjpkzZ9K4cWNWr14NwM8//0yLFi3QaDS4urrSt29fKisrH1IyrYvZbEYul3P16lWioqKkn7i4OGncL7/8Mnfu3OGFF14gNjaWdu3aSS8ABg4cSFpaGrNnzyY7O5s+ffpIPpSiKD5Wubfu53WDy8eN0dvbu974oqKiiI+PZ968eQB88MEH3Lx5k6eeeorjx4/TrFkzfvnll9/d7l+JIAi/m2228t+NNXi0YsXKX4YoilTt/PmvHoaV/xREAVEUUIhm5AozJkGJXqdE7qigpEKJU7UShaqAvFItznkKzG5+1NgnURGnIMe7hCaZ5eQHh6LXZdC4Ww26GD15vmpqSsJ46uQ24ps1p+FdJZklp/FrVYPxSjZX7rThrP8Jbse2ZErENySOfJYQlybYm+DSleV0mS1DntMQc1Qiv155CXkPgaC3m6BxdpeGXQW0btOGO3fu4OfkhVphyQ6eTyvmhakibz8XRKCjGTNyUu+aKNIXI6hETAZLIChTaaRMn6FGR7ookm424+vrC4BaoUQlV+Lj4IbNvaBSfc+vcfzzXgQGy6WgsaG9WO/GbzRDqGsbCirzcbV3xcHVAZlCwGAwcDe6kMYdgimIvotBp0eu1gICiGaUMjn297KaWWYzzzk6UD14MBfefIMjnTqSU6c8z9/Vm/6KEAbFuxGQJCKrrbOVCVR7Gok2/sqvZydz5cIKDDXl0no2ji6EDu3I0181oveCNBo+EYdc8UBJb00jiGkIX8XDsh/h1DEwmyDm4RLHf4YNGzY8soQwPj6+XuBQUVHBypUrcXR0xNbWloKCAqqrq0lOTpZ6GTdu3Chlz0JCQrhz5w5KpRL7OtlYPz8/+vbtS2JiovTZBx98QNu2bRk6dCjt27cnISEBuVyOUqnEzc1NWk4mk9G9e3dGjRqFra0t/fr1w9vbm/Hjx7N37158fX2lLJ+dnR25ublSoDdt2jQuXLjAk09aPEvN966rHTt2SAHWO++8w+HDh/H09OTSpftVIiaTicjISM6dO8eiRYt49913pf6+3NxcDhw4wOjRo/H19cXe3p5Tp04RFRXF1KlTkcvlbNmyhRUrVvDRRx9x/fp1xowZw6RJk4iLi8PBwQGj0YgoipK/4aNISUnBZDKRn59PYGAgZ8+eJSgoiKCgILy9vfH29mbUqFEYjUamTp3K7t27mTt3LmvWrJG24e7uTteuXSkoKEAURb744gsGDhyIn58fUVFRkmIuwLlz55DJZJIwTi06nQ5nZ2dcXFwe8sds06YNubm5KBQKAgMD6/3UPY/BwcHMmTOHI0eOMHz48HrCPX83cnJyGDhw4F89DCt/Edbg0YoVK38ZNWfPYapjdm3Fyu8hmEXMgoACy5tvmUqkpghEZxWFJVq8TQbMigxS8cS9AhyM4NrIRG6OL/mORtrm3MJZ60NW5TmcVHJuF/TgZuObOOY4oQ70JcjGl5TyM4Q/p4UjmVzIe4G0LonY6XsxpDIHpwBPihs2plmKirM3l9L2xVAcnOwRt/7Kybw3MDVyJqLhLtR3R9Bx8JR6Y0+Mi0chk1NaUywJgZjN8M5LOcywj2Nk915MbDWLjyd/TouFoYSMCZXWNet1YDKgBLzt7VHa29Ord28K7pUU1hgN6E0GssvuUn1PCKVrZ29atdJw6Uox167qMBkt2f2kIrBV17/1R+VeQW2jplB3l/KScsxGEdEg0qTTYMzO/VHYOlpUbjEjqy2XNZuoAtT3AqkphYUMPP4bhfeCV7lcToibP8MMIfS8aY9n5v3OTFGroNAtnxPZn3Lw+EzuxB+qc5IFvMKb0/X1tgxdaaTV2BvYe+XVvxDMbpDeFDZXwD9+ht27obSo3iLizZ2PFC/5Z/Hx8aln1wGW8s5aY/hXXnmFuXPnsmPHDoxGI2lpaRw7doyRI0eycePGh7YXGxtLs2bNEASBr776Cjc3N06cOEFFRQUlJSV8/fXX0vyBpS/u6NGjDBo0CLVaTePGjdHpdOTn57Njxw7pWqpFpVKxbt06lEolzZo148MPP+Trr7+Wltu7dy/r1q2Tyk/Hjh3L888/L6mTKpVKFi1aRPv27SUV2IkTJ7Jjxw5mzpzJP/7xD9LT0ykvL2fIkCHk5eXRqlUrXn31VQBOnDhBbGwsO3fupGXLluzfv593330XNzc3bt68SVhYGB4eHlIAHhERwZtvvomLiwsmkwl/f38uXbpEamoqkyZNws7OjoULF/LTTz+xcOFC4uLiiI2NlQJzLy8vlEol48ePZ/fu3ZK/Yq24zo8//sjRo0fp1asXSUlJXLt2jePHjxMaavn9ev/99/n11195/vnnycjIoEOHDoSHhzN69GiGDx+OjY0NEyZM4MaNG5w4cYKZM2fywgsvSHNTy65duwgLC6NZs2aS9Uotffv2pXPnzgwbNozDhw+TmprK+fPnee+997hy5Qo6nY4ZM2Zw8uRJ0tLSOHfuHJcvX5bG+HeitmfXy8urXv+mlf9bWNVWrVix8pdhzTpa+Wcwi2Ayg0wuwyiasJEZKDJp0QjV3DW50EBmQqXVk6t2pJ0+HXW5HR6eeg4ThKzIFo1TAe7lUNqyGmNkJgnmoZjMJQy/uIf4J7vSq1DBFdNVWvirqTjtQoa8EblekZTEdmTggQWcfelF+ua7kyJewDHUgUbd8uDb69xWziZX78+v4VvxNj5D7l1Xvov9jXeaNmX3vd6o0spyfJ0dyCwuo6GfhvRMHaIIW4/l0dpjJHHxNhxOW0/Z9TJkChkaR2/sG4ZTmXETudmEATAAGeWWzNzRo79vSXHsTDYKhYBoFjE9oKhTUWPGU+tNXqVFmdVoNqK0VyAWiGhcbNEV60AUubF/J0o7Z5qEdeLOld/Q1uioQUCHiAlAEDCJIm5ubpLNxKpVq/j+3aUEpSmwyRKpK+djcpWTVnWJG1c3YzLV1BuTxtmNxj2b0Lh3HnYeqQ8fkKiB4oZwOQMij3DfTKQ+etd2ZBp6cPVmU7rcyMOnhdfvztMfIZfL6dWrF6tWrWLXrl0sXryY69evc/HiRZ5//nl69OjBkSNHOHjQooYbFBREkyZNSE5Oluwgfv75Z8nOokmTJlKGrFZNc/jw4ZSWlqJSqbhz5w6dO3dm9+7d9OnTB51Oh6urK+PGjcPW1pYpU6bw008/YTabGTduHOPGjUMQBKqrqwkJCaFly5bY2tpiMpn44YcfSE5Oprq6msGDBwNgMBjo168f1dWWMmRPT0/0ej2CIKBQKCgvL2fr1q388MMPJCQkABbhHEEQSEhIoH379hw7dkwSUHJzcyMmJgaNRoOvry+tW7eW+vuMRiM1NTXMnTtXysbWEhAQQElJiZR9PH78OJ06deLZZ59FEARUKhU+Pj6kp6ezbNkylEolixcvZvHixTg5OdGzZ09pWxqNhvHjxzN37lwyMjIwm83cunWL0aNH06JFC9q3b8/Ro0dp3rw5jo6ODBgwgGXLlgGWYPvtt98mPj4elUpFcHAwGzdupFGjRgAcPnyY1157jfbt22Nra8uIESP48ssvH7pOavs6RVFk7dq19b4TBIEvvviCUaNGMXDgQERRRK1W079/f1555RXkcjmXL19m9erVGI1GZDIZzZs3Z9GiRYClDHjevHns2bOH6upq2rVrx7Jly2jZsiVgsfmYPXs2V65cQRAEgoKCWL16Ne3atSMtLY0ZM2Zw9uxZ9Ho9AQEBfP755wwaNAiwKAbPmzeP6OhoXFxcmDBhAosXL5Z6s3v27ElYWBgqlYpNmzbRvHlzTp06hSAI/PLLL9J1nZWVxeuvv86RI0eQyWR07dqV5cuXExAQAMDJkyd58803uXnzJkqlkubNm/Pjjz/SsGHDP/eLaOVvhTXzaMWKlb8E0Wik+rff/lf3uamygr75eYTkZBGSk8WQgnyOV+seuez8kmJ8szP5oaL8kd/XsrWyguF382mek0XznCzG3C3g+gOKiivKy3iqII+mOVm0zM3mpaK7JBsN9ZaZU1yEb3ZmvZ/BBfn1ltlSWcGzd/MJycnCNzuT0geyDjWiyKziIkJysuiel8u5mup6368sL+e90uLfPZ6/M6JcRBBkIJgwyU1oTUYqsENtLqOyRo3OyQ6VSkOFphI7ezuqlWmYcwTSncz4phsobhpGWXkcAW0M5OY0J6lpEmK6Lx7OKhrZ+pNccpyWYwTEvTGciBtKZMsT5CV1Zeq5zaSOGEZzxybIlTpSc47SflIG7CumUN6XS7dacbLbAfxsenInqQHv7fscdctmDHj9dXxc72co8srKaRXuSFqGDn9XJbb32hbnb9tNi3HN8B3tg3MDF8xGOVXFhbhXFaARzdQWatra2uLk6PSH87RhQwAvj2uCjdwSOPo6wJNh9R/SRj3zHHLVfQuP6qIaPIMC0RVVoXJwR+VgKbtVVldQfuU3WspklALViDhpNAj3AkelUik9aJaUlPBWs+G0uCXHpvJecKeQUelZzRXdT+w9PYXoKz9IgaMgyPBp3YJub7RhyMoawsfcwM6joM4JF0DXBK42gKXR8PVWiDzNg4Gj0TmMdOdZ/Jr7Het/e42jp1pRdFdD8rn0P5yr35/HDfTu3RutVktgYCCenp7I5XICAwNp0KABYMk8Lly4kE8//RStVkuDBg0YOXIkt27dknz8+vfvD1gCt7S0NLy9vaXsUv/+/fH09OT5559nwIAB9O7dm9jYWOLi4jhx4gTbtm2jqqqKWbNmkZeXx+rVq2nTpg1yuZwXXngBo9HI3LlzuXTpEtnZ2ZZpE0Xc3d1xdnaWVETT09Np3bo1YMn2TZs2DVtbW3r27ElERAQ7duzA1dWV8ePHM2fOHCZNmsTIkSNp3LgxAwcOJCQkhNdff50TJ07Qu3dvnnjiCZycnCgqKmLs2LHExcWxatUqbG1tpf6+GzdusGXLFqqqqrh8+bLU3weWPsFTp05RVlbGqVOnaNy4MXl5eRw9ehSFQoGbmxtjx45l4MCBFBUVce7cOc6fP0+rVq1o0aIFu3btkrZV64WZkpLCDz/8gIODA7t376ZFixYATJ06FbAI1+Tn57Np0yZcXV0BeO+997h16xZfffUVarWa999/XwocwSKGc/z4cXQ6HYWFhXz//feSzUftNfLFF18QGRnJqFGjGDVqFOfPn+f48ePMnj0bsARWAwcOpG3btly6dIn4+HhWrVrFZ599hp+fH2vXriUmJoalS5cSHx/PhQsXmDRpEjY2Ng+VAV+9epU2bdrQp08fioos2fZx48bh6+vL5cuXuXr1Km+99Zb0YmL69OnU1NRw+vRpYmNj+fTTT6XxZ2VlMWjQINq3b090dDSrVq1i7dq1LF68uN7vwcaNG1EoFJw7d07qT61LVVUVvXr1ws7OjtOnT3P27Fns7OwYMGAAer0eo9HIsGHD6NGjBzExMURGRjJlypTH9pNa+ftjzTxasWLlL0F/4SJiaekfL/g/iLdcztsODjS697C7s6qKl4oKOeTuSdM6AiSHdDqu6/V4yv74/VqkvoahGlvaOapQI7CqopxxhQUc8/DC+17pWaS+hglaO1oqVZgQ+bSsjLGFdznh7oltnX30VKv50um+4qDygZtrtSjSU21DT7UNS8rLHhrL1spKYg16fnXz4ERNNdOLi7ju6Y0gCKQbjfxUVckBd4+H1vtPQURANAqIKhG9QY2LWI1MAQYqMSt1qLT2lBfaoK00YPBsiKDaS1GclhwfHQNj0nBo0psS5TGapFVyvaA/pUF3GXDsNLfbt6VrsZwbtvG42KrJLenM3WBbVLZBtCuroYGjnJuNgmmbpeDozUV0f9cJxR1HajIy2Xt2IEnDonBwbMj1SyF8fHkDLp5OHOnUia72wSzpP5XxP1oyCEazSEpaJQoZVOmMGMwKwIhJNLHq4Dc8984b7MpKIrSXN3OSz+J+O4qIDh358tpVS39wVRVVVKGSKfB3d2NyKw1XsyrYcaOg3jxNnJgq/f+vM9pSWDqKgjxbjtyYKX3+zZYvadDDh6xT9wIOk0j+nVRkKg3GiiJk915M6IwGptjZU25nR1R+HmqNBjdvb0qSkgCwsbEhLzcPe7Ut5TVVzNv/LZuuHOTnqZ+Rr0whOnodldH1xW1sXT1o3KsRjXvloHW78/CJNnlBmj0cvwiZjzZKNzkGkqfoQ1RiOBnXHR65TOqFdLpOaY8g+/cfUidOnCiVoSqVSukBvEePHrzwwgts2rQJhULBRx99xMSJE3FxcZGCh9rexhs3biAIgpQRnD59OufPn6eiooK7d+/Svn174H7pqa2tLc2bN+fDDz9k3rx5ODk5sXjxYlq2bEl4eDhLly5l/fr1dOnShTZt2nDs2DFsbGyIiIjg+vXrvP/++5SVlWFnZ8dPP/0kqYKmp6cTExNDVVUVR44c4ciRI9Jx7tu3jx49ejBhwgTmzp3L8ePHWbBgASqVil69etGuXTtu3rxJUFAQWq2W4uJiMjIyaNCgAQEBAYiiyJYtW1AoFAQEBODv70+fPn3w9PR8KFho1qwZHTt2ZP369fTs2RNBEMjIyEChUBATE0NISAhxcXGkpaXh5+cHwObNm2nevDmXL1+W5uv3yMzM5PPPP8fX1/ehPsVajh8/zltvvcWiRYvo3LkzQ4YMYefOnYAla/ziiy9SXv74l4jr1q1j4MCBODtbvEUHDBjAunXrpCDs22+/xdHRkW3btklBXd2xLF68mLlz5/Laa69Jn9UeW20ZcF2bj6VLl7Jnzx5+/vlnpkyZQnp6OvPmzSMkJASwZL9rSU9PZ8SIEVIg3bhxY+m7lStX4ufnx4oVKxAEgZCQELKzs5k/fz7vv/++5E8aGBgolQk/im3btiGTyfjhhx+kc7x+/XqcnJw4efIk7dq1o7S0lKefflpS8/07luRa+fNYg0crVqz8Jej+oOzu/wf9bOqr9s13cGRTZQXX9HopeMwxmXivtIStrm5MKLr7h9tc4exa79+fOTkTkavjXE01z9paVPi2urrXW+ZLJ2da5uUQYzDQqU7fiFoQ8JDXN3Svy8t2lofQ8w9kFGtJMhroZ6OhqVKJv0LB4rJSisxmXOVy3i4t5h0HR+z/RED8d0UQRUAEExjMclAqUZoEagQdcpmAvaKc7LtqHEtt0HjKcfE3kZjdFHOlEw7au7iV1WDuqKfyukBaQCW69CCCTbcod3iS5MQjhE+swbw/njPx73Jp4GmK4oczY9/HXJz4Av2ynIku2EGzkQE4Oxox7zzJrzc/oKx/MeVuNcRe6M67dw7iZy7jSK+BdHQKplGanLv+2fQO9eJ4XC6iCKWlRoLcVSQW6Al0b0xq6R2MeiNZp7P5rbUbjW0SiNm8iOdMJuRKJU7pMhBFqUzQ3sYWs1lPan4umWJzJn3gz/W3L5CYaMnmyQWLgmotQ1dcBa4+cj5bPzGEsjunKM+IA0A0GXG30VCg1xGiUFBsFigQzazUVWGnVOLl40NmZibJyclobbXodFWUl5ejlCkwmU0oZQoyyvJ4fUhvfr04FVG8bzchyBX4tG5Okz4yfFolIshu1B+MqIW7fnAhGa5G8CjMdn4UaPpy405Lkq67PnIZAFs3G2hmJMnnBreKQmnu1vwPrqw/R1hYGOnp6dy6dYuIiAheeeUV9u/fj0qlQi6Xo9frmTx5MiaT6ZF+jtnZ2dTU1GBvb091dbVUvigIAo6OjtJytaWntXTu3JmKigru3LlDZWUl2dnZtGzZkvHjx+Pu7k7nzp0RRRGz2YwgCCxcuBCZTEZubi6rV69mxowZhIWF4eTkRLdu3ZgzZw5ubm6oVCr279/PlStXpEBw+fLlXLlyhbVr11JdXU2PHj0wGAzIZDJCQ0Olctfc3FyCgoJQqVScPXuWsLAw1qxZU6+/79NPP6Vp06ZkZ2ezYsUKhg0bRrt27erNyUsvvcTs2bOZMGECFy5cYMeOHfTv35/jx49TXFyMu7u7FDiCJeB0cnIiLi7uscFjaWkpdnZ20guXNm3asHv37sfaabz11ltMnz6dN954g02bNrF371727t0rqdt27dr1sdeEyWRi48aN9RRpn3/+eebMmcOiRYuQy+VERUXRrVs3KXCsS35+vqTy+ijq2nzURafTPWTzsXnzZvr27cvIkSOlIG3WrFm8+uqrHDlyhL59+zJixAjCw8MBixVJ586d6wX1Xbp0oaKigszMTPz9/QEeOmePGmNSUlI9AShAKlV+8sknmThxIv3796dfv3707duXUaNG4e3t/bvbtfL35T/3KcKKFSv/0VT/BcFjXUyiyK+6KnSiSNt7DxVmUeS14iKm2tnVy0T+M+hEEYMo4vQ7QVrZPSGPB5eJrKmhZW423fJymVdSzN06Xm9/hmZKJZf1NehEkVPV1XjKZLjIZOyqqsRGEBj4O5L3/wkIAggiYBZAFDFoBDTVcsx2chyrtMjkOaQKDfDSV6GpKMZJayBe6YZXmkBZ03AKK6Pw9jJxM68LGQ2K6JEYR2KHjvgXC5g80rGvVBJfPIyUDlkYi3vw8o3DZD49kHBNEyoVWZhcCwnqVYS4/gin899A19KWGz4x3L7WmxnF12mWEcuxQQNp49qUwDQ5l4s3U27MYP/55vg2uD/3qYUibRq3J8uQjlm8X3psc3wFGy/uZ1bjQDy9vDABZaWlBLr4olFaXjKUV1dRpTeiUis4fzeF/iMq2LSqO0EeCgTqB461yBVy1E4Pi1tEfL4Ok9GETH7/PXJRZTkTNbYkms3kIaIXRfQmE23atkGn09EipDkCAjKjGblguX4NZiPVRgOe9hYRmTe2/sSiY5aMotbdixajOjFkhRfd5yXRoE0CguzeIEU5VAZBpCcsuQzfboWrF+qNUbT1oNBjHKdrvmDN2Y/Zc6Q3SUkPB45abw02vWSkjr3JzsHr2dlkM9c1l7mYG/mH19WfRalUIggCDRo0kDJH48ePx2QyMXjwYOzt7YmNjcXHx0cq5a13LKKIra0tUVFRdOjQgcmTJxMTE0NCQgIdO3b8QwGS+Ph4lEolycnJHD58GBsbG44dO4arqyvp6enIZDI8PT1xd3fHbDazceNGBg8ezAcffCDt/9lnn+X9998nPT0dvV7PuHHjOHXqFK1atcLR0RF7e3uGDx/Ou+++C4CLiwsymQy5XM5HH32Et7c34eHhPPXUUxw4cAC9Xs/MmTPJycmhV69eUn9d48aNmTRpEkFBQXTp0oWEhAQ8PT3ZsGEDS5YsobS0lODgYGbMmEFNTQ0REREcOnSI6Oho9u7dywsvvEDLli0pLCzEzs6OV199FZPJxGeffUZpaSkzZsyQFGNrKS0tZcOGDVIwFB4eTmRkJFevXqV9+/Z88MEHtGrVis2bNxMQEICjoyNjxowhJiaG1q1bM3HiRGJjY9Hr9QwdOhRBEFizZg0vvvjiY8/J4cOHycrKYvTo0ZIVyZgxY8jMzJQyur9nNfJ738G/b/PxezYlj7IiqRWZ+metSNq2bfvQGBMSEhg7dixgyURGRkbyxBNPsH37doKDg7lw4cLvbtfK3xdr8GjFipX/dQwJCZjS/r1+pH+VOIOB4JwsGudk8XZJMWtcXAm+FyiurChHIcBLWrs/2Mrj+UdZKV5yOV3VNo/8XhRFPiwtoYNKRUidALWXjQ3fOLuw3dWd9x0didbrGV1YQM0/oRg52lZLM4WS3vm5fFNRxipnV0pEkS/Ly/jQwYnPykrpkpfDuMICcv7JwPTvgCCaMctAkMtQCGAym3A011Bl1uBhNGOSF5CrtMMXA3pNGpVJNuR66mh5NxUXhQsmr0SMV0qIt/NGl9eUdgVxeDo3IangEM2H6TAcTyW6rA153pV45dsRZCpCF9QcvxIZUQlr6TDlLuy4Q7xxMjnqhvwWFEFh4mBG6bLpfOkAp4Y/Q3O3IJqmKLhcvJkqsumzsBqN3JMlT9zvcTWYDSSLCehKqnHwCUbt4IoMuBB7iTt9euM9Zza9+vbj21c/4MLLq/nplU8YGNYIpUzAw0FjccsQTERFV/HaswV47D3KuGZGqRNQLsgRBBmtW7Rh0IqBdPmsM10Wdn5oPjsMfYUhHi5gum9/YQSOam2pMZvxbtAAFxcXFAoFZ06fIWbmZro5NkUpk6OQy3HWOlD7iOmhlZNVWoGHVolJhGqZkp5vt2Lw1xWEjYjF1qVOr63BF+KbwHdZ8Pk2OHwAau73HotqJ0o8n+WC+VN+iFzKz4cHEHfLw9IDWQf7hrYo+5mJH3eVHQPWsStgKzfVMfWWuZhz8V+51CQ2bNhQz89OFEVmzpzJpEmTEASBn3/+GQcHBzIyMigrKyMwMJC8vDzmzp0rPYBPmTKFUaNG0aNHD9RqNR4eHjz33HNs27ZNWufHH3+U9hMdHS3ZPWzYsIFWrVoBFtGRWhXWoKAg1q5dS4sWLUhNTeXu3bu4u7sTGhrK3LlzAZg/fz5r1qxBrVZz69YtSktLadasGbNmzaJDhw7Y2NiQn5/PoUOH6N69O2AJGtavX092djYymQyFQsHZs2eJjIxk06ZN5ObmcuvWLc6fPy8prI4bN46ysjJWrlzJ5s2bAUvGKysrS8qY7dy5E39/f1588UVqampITU0lMTGRsLAwnJ2dWbNmDV27dqVx48a89957KJVKKWj5+uuvWbduHU899RQxMTGIosjs2bN57733pOxbbW9gaWkpWq2W69ev06VLF55++mmpNxAgOTmZPXv24O7uTllZGdu3b6empoZXX30Vf39/OnXqxOTJk6Wgx93dnZEjRz72+li7di1jxox5KHAaN26cJJwTHh7OmTNnMBgMD61vb29PQEDAY61I/idsPvz8/B5pU9KsWTPOnz9fT5X4/Pnz2NvbSz29f4Y2bdqQmJiIh4fHQ2Osm1Fv3bo1b7/9NufPnycsLIwff/zxT+/Dyt8La/BoxYqV/3Wqj/x1WccmCgWH3T3Z6+bBC1o75pQUk2AwEKPXs7aygi+dXP7lRv6V5eXs0VWxxsUVm8ds473SEuKMBlY4u9T7fIjGlj42GkKUSvrZaNjs6sYdo5Fj1Y8uUX0USkHgYydnIj29iXD3pINazYelJbyoteOm0cDhah1H3T1prVTxfmnJv3SMfyWiIEcU5YiCgAYBHXpcVBUUFWpwMVWi0Ggwy0sxevkjOqWSk+lOJSpcNGbsSotp1N5IRkoIyU3SaHWnkJSOHfEvBkXjXGxTa7iYOZorbSLJiW/P8wdXcbV7d9pnOhKZ+A1PzHRAdVNNUUkLrqa15WC73cjyn6GTTs+gfd9zfsxomngE0fyOiktFm6hW5NFrQRnqmgawbDu9u7+Ii+Z+xqwisxKXkE7UFOVhLi+SNEnfiL9NA3dvmpc7seyn7+nw3ct0XvI819PSUKrk5JdZVFp1OhGZCN/tSSf0W4GlkRqcbJyRIcMkmhBFM9djr3FgxkFOv36W43NOPjSfk4//SMCdW5ip/zCQXVREr169yM3NpbSkxKKaqa/h08Pr2R9/jtYBTSmtrqSk6n5AmFthQKWQYedsyaSk5pcxcsa+OllGR8gJgV0ifPwr/LQD8u7b9IhKLeWeg7kq+4h1V5ez/dBQoqN9MJvv/x4JMgGHQC2ygQaiXzjPtt5r2eO7nSRVwkPHpparaWLXCk1VJ9Lu/r7o1Z9Fr9dTXl7O8ePH+eyzz1izZg16vR6NRsO1a9eIi4tj+/btmM1mBgwYQE6ORc32tddew8nJiS+//FLyZJw3bx7Tpk2jX79+PPvss2RmZlrmLTWVoqIiXnrpJW7dukVMTAyCIDBjxgyysrK4cOECCoWCuLg4WrVqRXZ2NuvXr8fGxgY7OzsUCgV9+/ZFpVKxZcsWrl27xqVLlxg/fjw9evSoV4JYXV2NnZ2d9DN//nwKCwsBi4+f2WymoqKChIQEnJycpM+efPJJTpw4IQW46enp3Lx5k/379z/UV/jdd98BcPv27XoiNxEREeTk5HD06FG++uorysvLWbFihRSUm81m9u/fT3h4OBs2bKBt27bExMRw+/ZtevTowYcffkjTpk25ffs2cL83cNq0acjlcoKCgli6dClOTk78/PN9VW+z2cyGDRvQarVMnjyZadOm4evrS1lZGR999JH0EiA1NVUa99mzZx95PRQUFLBv3z4mTJhAWFhYvZ8JEyawd+9eCgoKmDFjBmVlZYwZM4YrV66QmJjI5s2bib+nxPzBBx/wxRdf8PXXX5OYmMi1a9ek7GCPHj3+LZuP2bNnc/jwYVJSUh6yKZk2bRoZGRnMnDmT27dv8+uvv7Jw4UJef/11qd/xzzBu3Djc3NwYOnQoZ86cISUlhVOnTvHaa6+RmZlJSkoKb7/9NpGRkaSlpXHkyBESEhKsfY//wVh7Hq1YsfK/TvXR/12V1bqoBEESzGmpUhF9L2gMUii4azbTMS9HWtYEfFhWyg+VFVzw/P3+jO8qyllRUcZPru40Uz66t+a90mKOVFezy80dH/nv//n1lMtpIFeQYjQA/1q56bmaahKMBpY6ObO4rJReahtsZTIGa2zZcLfgjzfwN0MUBWQiFoNEhQxRrEFmr6WiTIvJVUO13ga7CgGZVo27t55jGQF4pCqpDG6BWHYVn3Idv9W0pkJnpmvqKaqajyUxIYJWz9ZQvl0g2d0Tk8KOEcnRFPbpTitFI7JrLuLXR4urgxH9oUQiro7jwlO/4aB/ErtSW8ZteZcrL0+igVcw4clqLhVtwqgtote8QhR3AxDXbSdR+wanT4bz9AQDm77bAIDJYMSmLI+i8mK0MjmiDIwmE5cuXaJoxzVm9BpJbuVVZDoD4W2bEz6mmg3b4li18i6IInojGO5FnIEuQUxo/QpR1ZfYdW77Y+dv4GsrOLh8hvTva0YD2/SWXsn/x955h0dRqG/7nm3Z9N57SAgQIITeIRTpXXoRUBRUmjQVURBQkCoqVekCUqQjPbTQQm9JCCWN9N52s22+P9aMRNCj55zf0XO+3NfFBWxmZ6fl2nnmfd/ned6312QykfggAYNej1yQoRBkGEQTX13ezfJXW3Pk1m1kgtnJ1c9BTVKB+QGHvZPA02dFBAaqePpUR2Kijh5d0jn4QW04FwW/chgW5So0zm15XNiM67cCKNe++DshyAVsQ60oCMrmutNlsuSZLyxTgbOFKy7ymhTm+BH/xIEUvfkG+KJrLv4utr/5vj9KcrK5W+Lq1atSVczHx4ehQ4diNBpp2rSpZFqiVqvx8DDHhISFhTFz5kw8PT2ZO3cuRqMRmUzG0qVLcXR05MCBA7z66qsMGjSIgoIC3NzcCAkJoXXr1pSWlqJQKFi8eDEWFhZ4enri5eVFXl4excXFTJs2jejoaPz8/EhOTpZaEV1dXdFoNDRs2FCarezQocMvx14UUSgUODs7k56ejrOzM6GhoVIlLzY2FrlczuzZs/n888958uSJtN2BgYGEhYXRoEEDzp49y8CBA7GysqJVq1Z89913UqW0bdu2Uh6mu7u7JKYVCoXkQPvmm29y+vRpAIqLi6XZ3oCAAOzs7AgKCiI6OpqsrCxMJhPZ2dkMGjQInU6Hu7s7RUVm47AlS5ZQVFTEm2++KR1/hUJRaTawYr0Vs3lWVlb4+/ujVCrZuXMno0eP5tmzZxw4cIAGDRpga2vLwIED6dOnDz/88AMrVqzg8uXLlJaWUrNmTerXr4+1tTXt27fn008/ZdeuXdy9exeAyMhIbG1tiYiIYPTo0Zw+fZpp06bRokULDAYDoigSEBDA1KlTefvtt9FqtXzxxRdMnDgRR0dHrKysmDZtGqtWrWL16tV0795divlQKBS0bNlSivnIzc1lxIgRZGZm4uLiQt++faWYD6PRyDvvvENqaip2dnaVYkq8vb05cuQI06ZNIzw8HCcnJ15//XU++uijP/V7YWVlxblz55gxYwZ9+/aluLgYb29v2rdvj52dHRqNhri4ODZt2kRubi6enp68++67vPXWW3/qc6r4+1AlHquooor/KMbcXHQ3bvzVmyEhAjpRpJ+V1QutpkNzs+lnZc3A58wrXsaqkmJWFBex1dmF8JeYMoiiyEeFBRzVatjl4orfS+ahfk2+yUi60YD77xjo/B5aUWRmYQFfOzohFwSM/BJwYEDE9Bs5eX9n9IgIIpgEE4JJj4ACmVqkON8aC3uRjGwLHEtU2MjzsRCVpDgqqP0gA0ePCOTBaRRcU/MoIAf/J65kNoigVr5IZu1cFNeyOZE4lJuRNxDiO9Iw7yJPWw7AMbucu6YY2rxixLTyOgcefMSjV+JQW9amNMGTcRunc3f0SJy8qxPxWM3V3E2IjkW0eS8deaIv4q59XOdT7t2qRlK/exjstFS714bHF84CkJP2FCdLS/I0GqqHVCc5MQmtvpxhuz7lG/1uCouKOJiQR1HMCZTfyfBzs0IwiZT/3HFsrbJChoJHeQ/5+PRU5JZyVPYqdIVmsxaFtQOGskIa9n6Xa3u/qiQcAVYWF6FQKJDJZFhaWmKhVJFXYK4mpmSl42RpR56mmJre3mTmZ5JbpmfGj+ewtpDjaqsms0hLapEWZ2c5hYVGsrKMWFgIlJaAXAbPnun5pmUanE6TPlMU5GhdWpJY2oIbd4IpKX5xtliukmNdw4LswAyuOVykQPbyeBmZIMPHKhgLXQjPUj2JTXv57+mlRzkMbh7wp661X1NeXk5xcTGfffZZpRmwTp064eXlRdOmTTl06BBApXnH51sCJ06cyNy5cykpKWHz5s0MHjwYMAfMDx06lJKSEu7evYuLiwtz5sxhzpw5bNy4kUmTJlWahzx9+jQhISF07NiRvXv3otVqSUhI4PXXX5eEm8lkIiMjg++//57mzZuTl5fH+fPnpXVUCJhPP/2Uli1bkp6eTlxcHG+88Ya03YIgMGHCBMk1dsqUKSxbtkxyFZ04cSJLly7l4sWLUgxIdvYvD6USExMZNGgQx44de+F4CoKA0WjEx8eHnTt30qFDBwYPHszs2bNp1qyZZC5jY2NDSUkJfn5+BAUF8d577zFq1CjmzJmDIAjUrFmThg0bsm7dOlxcXPjhhx+IiYnh448/Zs2aNTRp0gQHBwfpc39tWlNR5Xz11VfZvHkzUVFR0nGcNGkS69atY926ddy+fZuuXbsyb9481Go1mzZtYsmSJdIc6ujRo5kzZ47kAqtQKIiKiqJevXqMHDmSoKAgXn31Ve7evcvXX39NREQEN2/eZMyYMVhbW/PWW2/RqVMnAgMDsbe3Z8mSJURERGBhYcGbb76Ji4sLiYmJ3Lx5k9TUVKKjo6lTpw4FBQVs3779N6/bigrmb9GmTRuuXr36mz8/c+bMS18XfzVO4eHhIbkR/xo7OztpBrOK/w2q2larqKKK/yjak6fMlaO/gAVFhVwpLyfFYCBWr2dhUSGXdOX0sbTCUSanhlJZ6Y9SEHCTyaim+OWGY2J+Hp8X/RIxsrK4mEVFhSx2cMRXriDLaCTLaKT0uX2cWVjAXk0ZXzs6YyPIpGU0P38Bl5pMzC0s4LrOvG0Xy7WMzM3FUSan83MOsVlGI/f1OhINZvUQp9dzX68j/yXHc3lxEe0t1NT+uQraSKXiJ62GB3odG0pLaKj6fXOOvyNyEeRyIxiVmBR6yjQWKPV6TBZ6rMV8Eo3eBBrKEG2SyX1gTZ6lHg9FOerCZ/iFGLmf24RsazXt489j7VmTJzmHqd7CQEZ8MPG1iihOb87oqA3cahtJ/XQbrsZ/TdOxpYjf3+VcxgQymugodbEgPb4GU7fO4snwoah9Q2nw2IqrOZsQ3EppOSUV+X03xH1nOFM4n/iMUGJ6nSHbOYeSJ4Op3/tj3H4+pzqgSK+nmn8gTx8/plxvFn2iKBJdYOKrI6HMmu1CcKAdJp2J1GfFeNhb4GJtjwwZpboySvTFyC3kyFQyTHoTYvkvX+uG0gIQRa7t/e0bSIPBgMlkorS0lLLiEtQK8/ViEI0UaIsJcFTx4FkquWV65ALoRXhnXC2MFgbs7AWUKoGyMhMGg9nQSK8TycrW0cZs1MiIveaIFZ1LEx7ZTWPX0zVsPv4G56JrVhKOSksFtg0sKembzcnBe9ne4DtOOh1+QThaKawJsWmMv2kAmodjuXahM9FXq5H4G8Ix0F5JUNZTxD/R/v0yKqIaPvzwQwRBQKlUEhQUxIABA7h79y79+vX7h+twcnLCzc1NqtRU0K9fP9asWcObb76JTCarlCP4MqpVq0abNm1ITU1Fo9HQvHlzyV2zAoPBgEqlYsaMGezdu5eIiAgmTJgg7culS5eQyWS89tprVKtWjZYtW0rCEcxRCgaDgWvXzFEpS5YsYenSpYiiyFdffcWDBw9wdTW7SH/99dfUqVOH2bNn4+ZmjgKKjIwkKSmJhQsXAuDo6EhkZKS0bdeuXUOpVDJnzhzs7OwoKipi9OjRAKSkpFTaF5VKRYsWLbC1taVbt258+umnrFixAjBnZy5dupSZM2eSn59PUFAQM2bMYPjw4Rw+fJjg4GAKCgro1KkTn3/+Offu3aNLly4vzB8ePXqUY8eO4eLigvG5efDPP/+cGjVq0LRpUz744APGjBnDhQsXmDdvHkFBQRw4cAAwV6A7depUadZww4YNtGnTRorHmDt3LkuWLKFv374EBgbSt29fJk+e/EJ24qRJk6RlvLy8SE5Opnbt2oC5ctq9e3c+/vhjHj58sV27iir+E1RVHquooor/KOVnz/5ln51tMjKxII8soxFbmYyaCiVbnVxorX65uc3LeGY0VHrqtrmsBB3wVn5epeUm29gyxc7+52VKAeifW7lVdKmDIwOsrJEJAnEGPbvzyigymXCTy2musmCVkxM2z82ebCktYVnJL/Nb/X5eX8V6KojT6zmk0XD8uUzHbmpLLpWX0y8nmyCF4oWIkf8GRFFEFEyIoohMDroyG7TqTGxMThh5SCGuqO3VYHubx/nVcSmyQBtcB4xncHtQzn1nNY6P7SgJq061fCOFjfIRzqRwKedt0kOTaHUhi5KmEUSIATzI3E2DMWosbuQRn9uXFFdPEvxvkHyrE/MOLCDz1d6YAmvS/Ik1MTmbUPpqaTIuBdlFW4zX7nEkcTYl9h781GEX7nYhXL/SlEbWAmPXv8eR0FAm3L4FmG+knyQ9RalQ0sjLlruZRWj0Jo7dTcDKPpDxNashCzyDTzMn5I5DOHxewfobKzH93GgqKAWM5Uac/X1xbfkWhnINuZd2kv8swfxzzBXneZ064d6pE0l5edy/f5+9e/eiUirpHNKU04+uYTSZGNzgFVS2IqtPmitoRlEkqaAcGwsFodWciE/KobTMREJaCpmZ4VSvfo+EhHK8XVQUGnWU/JxOUcMZYn4uNhbp4IubM3DgxbgMC1sVyloyUnwfc83mCjqh/KXn3d3SCwdqkpvpQ/xTOxJNvz2T7GipoL6FlvC0B4RFH8EhyZxHWd7YA3XrVn/yivuFikpL7dq12bx5M+np6WzatImdO3fi7+/PiBEj/vB6IiIiWLt2LR4eHgwaNIjCwkJOnTqFlZUVpaWlUhzG7/H6669LYmvo0KEv/NzS0hKFQsGzZ8/YunUrrq6u9OnTBysrK2JjY6XKYkZG5QxOQRBwd3cnNDSUzp07M2bMGFavXi1lFqrVajp16kTr1q05dOiQVHFt27YtTZs2lSpqe/bsYeLEiXTs2JENGzYQFxfH/fv36devH0qlkvHjx7NixQr279/PihUrUCgUtGvXDoDS0tJK0RTh4eGVqrkV0SVarZa8vDy0Wi0ffvghoihSrVo1lEolRqORkJAQPvroI44ePYooiowcOZJz584xcOBA1q1bx8qVKxEEAZ1OR8+ePRk+fDiiKHLlyhX8/f3RaDQsW7aMb775hlq1arFo0SKOHz/O22+/zfjx49FoNFIrM8CYMWMYPXo0S5cuRS6X8/3337NkyRLAXJFNSUnh9ddfZ8yYMdJ7DAZDJVMZeDEaY8KECYwdOxYwi9mhQ4dSt27df+jUWkUV/1cI4q9rz1VUUUUV/4dkNGqCMS3tHy9YRRW/IvG9NxDd7VHIVChkJjLLXfBzvU9+ci0CA25xJMuf5kofAkIPsu1OG/xT8ggOrI5drd3kn/dgU4g7fQ4mIm/fDeOTQzQYnk3slkC2BwvkpzdjasxO0nsOwi89lwKP49RuWE7+YRNHnw3kbKsTZDzoxczT6xGa1CGvVj1aPrXnWvYm1NV0NHo9CeGECV2Chh+vjcMQZsfe6t8TqHqFSzHBjCKZLt/OpbRfX87VqMEHM2eSk2c2J7GxsKCVnxUnHhdgFEVE0dz2aZhniWgw8dmd+qw6nkx2aTZyhQKFvZzi7OJf+pAFGQorW1QqC3SFuShFE1pR/MONyYIgmAW5AN62StJL9Bh+LmZ7e1rSrYcV69aZt1UUISjQmovrWlGzx1Fc1PCkAEyieXPs1QKFWvMnB9gHklj4FBD4uO1neNn5YOlkgayWyBOvh9ywuopJeNH1VyFT4GsZikwbTFKSB2nZv10lVylk1LGDegXJ1Ll5Bp9rZ3/OA62MzbvvYP/B+3/wiLxIhTsqmNtSHR0dCQ8PR6fTER8fT0ZGBuXl5UybNo2vvvoKQRBo3rw5y5Ytk/IIc3NzcXV1xdvbWxJtgiDg6OgoVdQaNWpEQUEBd+7cISQkhOHDh7Nt2zaUSiX29va0atWK3bt3o9FocHBwQKfTUVJSgrW1NW3btqVevXosX74cPz8/pkyZwmeffUZYWBhJSUnIZDJiYmJISUmRsv5eekxVKmrWrMn06dPZtm0bJ0+epLy8srCvVq0aGRkZzJkzh+nTp6NUKqlZsyZffPGFZKgzcuRIunfvzjfffEN+fj41atQgMzMTOzs7NmzYwNtvv01mZibOzs5s2rSJ0NBQQkJCpJlEvV6PXC4nICCAhg0bUlBQwM6dOxkxYgQ//PADgiBgaWlJWVkZZ86cwd7enqVLl3L8+HHy8vJwdXUlMjKSxMREWrdujUqlYt++fdy6dYu2bdtKlb3NmzeTmJiIXC7n4cOHvPbaa9y4cQOdTsfEiRNZvnw5b7/9NseOHWPx4sUEBwdjaWnJq6++ypMnT/j000+ZNGkSBoMBHx8fLCwsaNq0KUePHiU9PR1ra2sWLFjA+++/j1KpxM3NjRkzZtClSxfAbE7UunVrVqxYwYQJE1AqlYSEhPDNN9/Qtm1bAHbu3MnAgQPp3r07x44dY8CAARw6dIiCggLpnBw8eFCK7fDy8uK1115j5syZkvCePXs269evl475q6++KlVwq6jiz1DVtlpFFVX8xzA8S6sSjlX888hkmDCZzVrkKgRBT7mFNc6mIvQqC2w1VtiJhehzbMhy0OIj0yLXJuFsoeW6rDrqVA9kAR745Otwb5GP7lQ2NxQ1KTJV47VLe4lt356wbAsS8vcS1kmD7uBjjsX25WzT4+Q+6sKk6/tR16tOTq26tEy0JyZ7A9Y1DTQek4awr4SyJ1Zsj55AUXOBg7V24qIdyIO7ocx9fIiuu7/iyfh3uVC3Dk0cq/NF21/MIkLdLTn2KB+5Enr18EYpB6MJev9gw6GM5bjo3qZDg670mdSHpksbUXdMHUJbNUSmtEBp6wSiCVNZEc01RWx0cOQ9H79KwtHa2hoLlYrBzbvSu2brFw5rxTNkkwhvvRJO31dCpJ81bqpk/fpcHBwUtGjoglwGiYmlWJ08yva+kFlmFrof9jRXSwq1IgICKrkFacXPkAtyQGTDw1WkDIpjT89N7AzZxDXrS5WEo73KgerWLfDWDabg/ltcudCeS9f8Xyocg+yVvGpdyKfPTrBpy0Q+/GI0XdfOxjfmzEuFI5aWlOXlvfj6n2D79u14e3ujVqspKCggKyuLEydOEB4ejsFgoKCggOnTp0vOnj179iQ4OJhOnTpJURFz585FFEXatGnD3bt32bVrF1ZWVmRlZbF06VJ8fHwIDQ3lrbfeIiQkhGvXrvH999+jUChQqVRSpMbs2bNp2LAhtra2jBgx4oUcPqPRSG5uLt7e3lhaWtKzZ0/u3LlDYmKiNC+pUCjw8fExV/NFkaVLl2JnZ8f27du5c+cONWvWZOjQocyZM4fCwkJp5tLd3Z05c+Zw9epVpk+fztSpU+nevTtarZabN2/SsWNHRFGURE9wcDCiKFaaOwTo27cv/fv3x8bGhnfffZdu3boRHBwMQFlZGUuXLuX27dtUq1aN+/fvM3HiRPbt28eKFSs4fvw4lpaWPH78mL1796JUKklOTqZevXpSnIhOp5OqrgMHDmTlypX07NmTW7duSdtgb2/P/PnzSUlJkSJQqlevzqVLl1izZg0KhYKbN2+SnZ3N+fPnGTlyJH369KFOnTp4eHhIjqwVKBQKXnvtNfLy8rh16xaDBg3C6ud5+UWLFuHg4MC4ceMYNWoUkydPRq/XExwcjK+vLwCfffYZADt27KB58+b07NlTcr+taAfesmULU6ZM4eyvOniOHTvGsGHDmDBhAg8ePGDNmjVs3LhRysLcvXs3y5YtY82aNSQkJLBv3z7q1KkjvX/jxo0vnKP/C9q2bSvN0Fbx30tV22oVVVTxH0N3Leav3oQq/osRBBOiTMQkGJEhw1JmQJsnx85VSVq2Fb7lgHsSqal2OBhk6INqobM8Qu4Vax77F9HyzFNo3oKUlCNEeGi5eLor9xo9JPhmMGLtQOrpfbmV/B1N3zNg2pHAkfj3iGl7hbLsjgyPv46nhxWP6jWkbZIjMVkbcIgQCe+fBZtTySttwL7z3cnqlkKC20NMT4ZhLLdh0f55ODjbcWHcW8idXOme545tngyxkRVOPynI0xi4nlyAi4uSYa/48s2OJ5KL6unYcvo1cEHTJ53rF6JJ3pVCWWY5oMCg05pFo95cERJFkVtGI1ONerLTUlEqlZIpSmmpuW16+8UjANhbWlGoKXvpMf5o9zVmzXLDIkqgvFxk794iAt0t6OhdzrqYHEmULrpmzaD2XdDu2IdoEvj84A3kghyjaEQmyNCbzD2sSkslxjIjKWnJXBevohTMc44CAl5WAVgbq5OZ5s2jFGsSxJe3ozpbKaiv0lA39T5h0UewT3ny+9eJlRWmOnUoCq5GmocHSdZWmGQyRur1Lxim/BmaNGnCvn37sLGxoWPHjrz55pts3ryZwMBAmjRpQkJCgiTEq1evzvjx4zl69CgzZ87EaDRKpi5btmxBEARq1KjByJEj+fLLLzG9ZG45OTkZCwsLlEolFy9exNnZmY4dO/L+++/z6NEjfHx8WLBgQaX3FBcXs3DhQvR6PXFxceh0OqZPn86MGTMwGAwMGzYMmUyG0WgkNTUVQRCQy+WIokhQUBA9evSQDFx27NjBqlWr+Pbbbxk9ejSrVq1Co9FQXl7O/fv3uXTpEtbW1pw/f574+HhCQ0P/1PEMDg6mrKyMR48e8fDhQykj0sHBQZq/jIiI4N69ewwYMID9+/dz7tw5SktLmTx5MoGBgQQGBjJ9+nQmT56MyWSiZcuWFBQU8P777xMTE0NZWRkGg4HXXnuN7t27s2PHDinTMiEhAVtbW2metYKoqCiWLl2KwWDg/PnzuLm5oVKpJLOgVq1aMWvWrJeeszfeeIMvvviChIQENm/eLL3ev39/GjRowIQJE/j8888JCwtj9uzZdO7cWXKDHTFiBF988QVBQUGsWrWKo0eP8t1335GWloaXlxdgzgA9ffo0np6elbZ7/vz5vP/++7z22msABAUFMXfuXKZPn84nn3xCcnIyHh4edOjQAaVSiZ+fH40bN5beP3DgQLp27fqnzt/vcebMGSIjI8nPz68kSn/88cd/6Xewir8HVeKxiiqq+I+hi7n2V29CFf/FCEYR0ShHL1NgazJhIRhJK7bG10NPapYHEXIBuVUy9/OaEZinw87CiHu4hosnmmJU2eHsXIxbfjm0zqfojMhNHyWlzyLolnCI/K4DKUy6TvUBBtSXszn/dDR3mz1DY6hPhyfphBmyuN+6I+1SnLiWuQGXJiJhPfMQv7tPiqYXZ263Jrb3VfTOMpKv96G9TMvg1ePQ9urBkdDqhLkGEh6rQu+i5+TDz8FSZMbUusyYa3Ye7hYosGL7ExRyOWqZinKDlmJdER/cn0ijng3oNGA4x/KT0Ck9qBYQiF/Mj6RePM4JrQYD5qiNfJOJWn5+jOzSFe2zfL78fu0vxw5wt7fjkzYeqOQiOWUGll3OwMFZTdwTsymNIEDdOpYsW5ZHg1AHLt4xv97MtZz1t8wtqcXlIiICC07rcFa9wluNAll37WtMRhE3BzcyCtIxikYEuYBoFPFq40HisWQwgUqwIMgmHFNJEI+funGz4OU3kRYKGXVtReoVJFL7RhQ+11+esyftm40Nptq1KQquxjMPd5IsrTDJfiVERZGsrKw/FX7+a2xtbSXBcOLECU6cOIFarcbd3Z3evXszbtw45HI5CoWCRYsWsWjRImQyGVu2bKFbt260bNmS4ODgSjmyW7duBeDZs2c4OVXOfu3YsSMuLi6kpqZSp04dBEHAzs4OGxsbnJycuHnzJnZ2dpXes23bNvz8/Jg1axYnT54kMzMTmUxGtWrVGDdunCQQunfvztOnT3FzcyMjIwOj0cjTp0+ZOnUqq1atktZXYcpS8XpZWRlffPEFmzdvpl+/fmzZsoVhw4bRrVs3Ll++XCm4/h8xduxY5syZw+7duzl8+LDkPvvrSmpAQAB6vZ7WrVuj0WgQBIHdu3dTVlZG9+7dmTt3Lm5ublKkiFqtpqSkhFmzZrFv3z5q1KjB0KFDGThwID169JBEam5uLi1btqz0WWvWrOHtt9+mefPmWFtbc+fOHU6cOMHq1auJi4tj/PjxWFtbs3DhQoqKirjxK+fwkJAQrK2tsbKyokmTJtLrzZo1Y8SIEVhZWbFo0SLu37/PgwcPyMjIYMiQIQDUr19fWl6hUNCwYUNiY2OxsbHhyy+/BODVV1+lS5cuNG7cuFKkxvXr14mJiZEqjWCuQGu1WsrKyujfvz/Lly8nKCiIzp0707VrV3r06CG1tFpaWv5HZih/fY1X8d9JVdtqFVVU8R+jSjxW8a8gYERERBQETEo59kIxJTI7VPpCNCaRckdbbO3VPLOR408ZgvwxwjMZD9xl1I9Nx1C9Iem6U7jLS7mY0YVkDxP9YqJ50q4dgXkGdF638VTpeRTXnPsBNuTbuVL9qYw2Kde4G9mOyDQXrmdswL21SFi3YsRVMdzPf40LTyM51+0IOHhy50p7xmbeYcTWeSSOe4uYiHp0tKhB/QRLki1ucPTMRHxa+dBlkYZJ73tJ+7YpRodCpgRRjtagATkgQNbdHG58VsyF6AgUJgVZh5ZwauFrbDq9n8NaDTp+yWj08famNKeQlV9+zVfbvkUu+yXmRQQyCosYd+Ah1Ts24o2V9cjXanmYmI9SCTKZeZ7x9h0Nthhw1v7icrrtHqgUKkrK5RhFEJBjMBmJeXaJWvVrYsCAUTSQnp+GiIhMLZPuLpJPpkpiKelMOy6db8WVm97kPCccBSDEQckAqwLmJR9j06bxvL/odTqvm/tS4SjY2iI2b07B8GHcnzaFw+9N4kinjlyoFsRTa+sXhePPZGb+dkbkH8XT05P27dsTGhrKxo0b0Wg0HD16lPx88/Fq164dgwYNAmDv3r1069YNf39/oqKiuHjxIkeOHCEmxtyBodFopJzC69evEx4ezrlz59ixYwd3797F1tZWEnQqlYrAwEBcXV0ZNmwY7u7ulYTjhg0byMzMRBRFUlJSOH36NGfOnMHX15dFixYRGxvLhAkTCA4OJjg4GLVajVqtJiUlRWqN7Ny5M/v27au0vyUlJbi4uBASYm5l3rVrF3q9npSUFJYvX86uXbtISEggOTmZFi1aSMKsgsmTJ/Ptt9/Sp08fsrKypMorIOVWvv766zRr1kyq1Pn4+JCTkyOto7S0lJycHEpLS1Gr1TRt2pRZs2ah0WgYMGAA/fv3Z8KECVKldeXKlXh6ejJnzhzi4+Pp3bs3HTp0oHPnzqxfv54BAwYwbNgw0tPTGTVqlPQ5qampTJgwgQkTJnD+/HlKSkoICgrirbfe4ubNm6Snp7NlyxZKS0sRBIHs7GyKi4v59NNPJWMcURTR6/UUFxczb948yUhp8uTJ7N+/n44dO+Ln54cgCFhYWLBkyRIp8/LWrVvY29uTmppKaGgoBw4cICoqigULFjB8+HAAdDod9vb2UjssmOdmDQYDc+bM4datW9y6dQtBEJg9ezYJCQlkZGTg5+fHwoULcXBwYP369fTt25eIiAjJdfZlbasHDhygYcOGqNVqKT+ygq1bt0qt0x4eHgwZMoSsrCzAHNFS4azr6OiIIAiMHDkSeLFtNT8/nxEjRkjZll26dCEhIUH6ecV2HTt2jJo1a2JjY0Pnzp2lzNAq/hqqxGMVVfyNePjwIWvXrmXevHl8+umnlf78t2MqLUUfG/tXb0YV/8UIgAkBpdHcGmhUW6BUiJQJRaA0YKcqIT/VGotSLaJfdRRe8Tx+6E+eSkGAogSPAg3+kQWkX3Dles0MnGLdsfV3pE65F/dzvqdOZwP5UXDF1IAn/nnYJHjR78Y+bnTuQrsMd26mbcS7g4kabbWIqy9zKWsydzX1OBK5C0uhDU/vhbPg8nc0fXKV82+NQRtYne6ZvjhpRaKSFvI04zgd51YnYlgCiiQ/VEuPUc/7F6dfnVGPhaMFFo4WWDlYgwgiaspy8plSepv9Nw7xnkJOgL09JoUCpVKJi4sLPt4+ACQlJ9PUNZThTbvi7uCA0WSeKVTIQCaAXC7Qs4cTLcfF4xSUjMkEtjZKjAYIsgcrJfjaQXoJWNt7YvecC3GZToeLtRtKuQortSUIIhdtozjScTd+3c3VPGtva7xbe2PSmnAL8EVt52iODxHNtxoP9/8SGeJireAVex3Tim+w/shcFix+jYErplLz+C6UmtLK593ODlOLFuS/NoK706ZyePJEjnRsT3RQIIlWVojCi2JREAQc7eyp7uJHS7vq9NaHEhb7z2WmPo9CoeDhw4fEx8czcuRIBEFAEAQpwiPvudlKg8HA6dOnSU1NZdOmTbzxxhtotVpeeeUV8vLyOHv2rFQJXbhwIYsXL6ZBgwZYWVnRs2dP9Ho9CoWCsLAwdDod8+fPJzExkadPn1bapnXr1jFz5kzmz59PbGwsq1at4vbt27+Zu/dr7Ozs8PLyIjc394UIi7S0NBo2bEjTpk0B+OSTT6Sf7d27l4kTJ9KjRw/0ej0PHz5kxIgR2Nvb06VLF3Q6c+vynDlzGDBgAHXq1MHPz4+hQ4eSl5dHUVERT548YcOGDdSrV0+KBUlOTmbAgAGAWWBnZmYSHh5ObGwsZ86cYcCAAfTr149169bxww8/sGfPnkrHvX379hQWFjJr1iy8vb1/MxbF0dGR/v37A79UbCvafF+Gg4MDtWrVAuDdd99l0KBB1K1bVxKzK1as4LPPPkOn00ltri1atADMDx2GDx/OiBEjGDZsGLVr18bNzY0RI0ZIrc6PHz+mrKyMFStWsHXrVlxcXMjOzqZv375cuXIFMFdG165dKz2AqCAoKIj4+Hjp4YBcLsfd3Z3g4GBkPzt2f/rppyxYsICbN28SGRnJvXv3uHnz5kv39fDhw/Tt25du3bpx8+ZNTp06VckFVqfTMXfuXG7fvs2+fft4+vSpJBB9fX3Zs2cPAPHx8aSnp0uV018zcuRIrl27xoEDB7h06RKiKNK1a9dK12FZWRmLFy9my5YtnDt3juTkZKZOnfrS9VXxn6GqbbWKKv4mrFu3jnHjxuHi4oKHh0el1iZBEPj444//wq3719FdvwHGF50Vq6jiDyMKyEQRmUKGaCpHVMqx0crQeSlwf2aDwuEhD/Lc8cmVY+NWiruLnhOW/oTe16Kv1ZjckuPUzC7ihKEd+eVK3ow/g659P549PkKDUTr0P2ZwMu0dbrS5jfFBS8afXcv1V/sTmevJzbQN+HUzEljXiGndFU4kvU9GgBNRIfsh/VXUxVYs2DQNQ6f2HK8RSiObagQnyEhVP+D6+ZXU6t2AsD4PkGkdYUMmYlYsT6wnUt+jhFvPVgPgXMcZC5matNvPKOfn3AttKa0zHtF81yr07SJ5VlJMBzc3fH180GYVMe/LLzCKv8xe3ci+Q5jRyPA6VtzKlHMyIVtyTsUocuBgHoKQx8T+/jhaiMhMelwc4NHPhcayn+/ZzscraOLdjhOPzXOSkRHtic16gL5Uh15j3rbMhExqUwtbBzusnWwoyyij9Jl5ltJgWR1t0SnkVnYoLe3Q5qehyXxKh9TT9Mp4itetS795mgUHB4x161AQFEiqqxuplpb8xjikhEqpwtXWEVfBGtcSJc4ZIqpKxQkRsbT4t97+p2nXrh3R0dGcP38egNatWzNw4EB++OEHHB0dAXNAe2lpKWvXrqVLly7UrVtXalP9/PPPadmypVSxnD17Nh07dmT+/Pk0aNCAzZs389FHH+Ht7S05ap45cwaTyVQpxgJ+yQ/s0aMHSqWSwMBAUlJSXsgP/D0GDBjAl19+SZMmTYiPj2ftWnPL88KFC4mKikKlUmFhYcGdO3dISkrCwcGBxYsXM3LkSHr37s2XX35JfHw8U6dOJTc3l/z8fKnSO3LkSAYPHsydO3fYsGEDJSUl7Ny5k2PHjmEymfDx8ZHMYsAsFqKiojh27JgkbubMmUNAQADLli3D09OT1NRUZDIZu3btwsPDQ6qalZWV0bFjR4YMGcKJEycICgpi7dq1uLq6MnToUOrXr0/Dhg2xsrIiLi6OCxcu0KpVK9avX0+9evW4efOmFJ3x6quv0qJFC5o3b46HhwdPnz7lgw8+wNbWlsaNGzNr1izKysrYuHEjvXv3ZuLEidJxEgSBrl278tZbbzF27FjS09MpLi4mKCiIe/fucefOHbZu3cqQIUOkKuvp06fR6/VMnTqVb7/9lrKyMl599VV2797N7t27OXPmDJ07dyYyMpK4uLgXzt9nn32Gr68v/fv3x2g0cuXKFR49eiTNjzZp0gQvLy9sbGwICQkhKiqqUqbl88yfP59BgwYxZ84c6bXw8HDp3xUxMWAWritWrKBx48aUlJRIbdVgNvr5LSOehIQEDhw4QHR0NM2bNwfg+++/x9fXl3379knCXq/Xs3r1ainL9N133/2feKD+30yVeKyiir8J8+bNY/78+cyYMeOv3pT/E3TXqlpWq/jXMAgiJtEcK2EUREplWjxkpWQX2OBv1CC3zOShIpRIcsA6lexbDqQ66eibmIFDsRv2rQqIP1KbezWyiDytI6NVa4JzMhHap6O+lMFPCaO40vo6pQ8jmX56Lbf69aVNoQ93UjcR2FuPX6CIYdNtDsZ9QGpjPfG+MeTeG0DP4gy67fuM+NeGkO/jT7ccV6zKBc6nr0C0KafT54E4+DyDy86IJ3ZS4PYqx2JfoVy0o/7YPLbNUKPN05J7Lw9EkZA2Ayi6fYqigjw0JiNPbKy5PH0quUolmvMXiD54hPSMDAQBPGydiawbztX4GB5mF/IwPRO12oVLOflk5ZZi/Fk4Ojkq0OtANBgYWAsyHiRRrAWNwfxzAYHOIT24l3mHlKJE0ovTaNu8HfIkBUaDgajbpwCoOSKUhz88wmQwocnSYpc5kLLiWErzv0BmYYWFgwPa/Axy757Gwsae8pICRE0xrghkA3s3L2Wcm0el8yo4OWKsU4f8wEBS3dxIVVuYBzB/B3tbO9ws7HHTW+KcJ2CfYUKg4j2/EVKiNWDKK0PmZPXyn/8JKgLrjxw5giiKdOvWjdWrV3Pu3DlJUFaE3b/yyis8e/aM9957D5lMRmlpKYsXL2bTpk107dqV7du306xZM9avX09MTAznz59HJpNx4MAB3N3dpcpZhRjctm0bAQEB9O7dm/379wPmrMchQ4ZgbW0tzQU6OztjaWmJwWBg+vTpbN++naysLPz8/NBqtRQVFWFjY4NWq8VoNCIIAjExMYSFhREQEABA165diYqKQiaTMX36dObOnUtQUBCtWrUiNjaWN998Uzombm5utG/fni+//JItW7ZI84R169Zlz5497N27l+xsczbtlClTWLlyJadOneLp06fI5XJp5q6ilbdbt274+PgQFhZG586dCQ4OpnHjxmzYsIGEhAR0Oh2iKOLp6cncuXOZOXMmGzdupKCggHXr1rF48WJJZHz77bcsXrwYjUaDp6cncXFxzJkzhz59+rBr1y4uXrwoCdzdu3czYsQIOnXqxPbt2/n888/Jz89HEATpOFVs4wcffEB8fDy7du0CzHOGSqUSvV5fKQ7F0dGRvLw8Vq5cia2tLd99951Uzd24cSOA9CChS5cuhIaGsn//flatWoXRaKRXr14A9OrVCx8fH0k8VuxfhXDctWsXX3zxBRqNhsOHD5OSkoKHh/n3bfPmzezcuROTyYTBYP7Fr6jw3bp1i5KSEtRqNV5eXqSkpFQSiL+O+WjTpg1lZWXcunWLvLw8aRY4OTlZqs7+I2JjY1EoFJVmQ52dnQkNDSX2uS4lKysrSTiCuYpb0SJbxV9DVdtqFVX8TcjPz5eetP0vooupclqt4l9DMIFCIWAyyQAV5aIeazsjOQX24GCJTGmDYCzE6O2HrXcq1zQ18Xksx1CrEUXqcygSNFxw8EWZ6I+3k0BNnSvZNsfxlBVx+U4vLjd5TGFKKyad3EBs7560LPPn3rPNVBugwc/DiHZ3Ej8+mM7t1mkk+RaSfKsrk24dp8vtnzg35nXUAXXpnOhGmekpP12ehE8HWzp8mo2D0haWXkF3PYvTxUvZc7o32gZqjvXZTYz3RRr/PEukUFvTrEY9XC4fIKsgF83PIihTLmfFDz/QyjaUVaGjebdOTzaOms2eyVMo0OSx9cJJHmYXAiAKIHcq481xdiz6IoSBPf1QyiEv30BxqYGScvjuJvxwHz7oZG7PU8lUiIj8lHCAlKJEAEwYORj7I+7NXAGQqWSE92pIVlQxxnITosEc8RC17RhOYW2xCwhH1GvRFWSgEgQQTViUFKACrEUoEU0ogQcGAyUODhjbtiFn9ChuzZjGoXff4ae2bbjs70eqpfoF4ahUKvFyciPcOYgO6lAGFobSK8GDZvcsqRYPDtnic8LxVyhlGFzkFLkVk2h9m8zH//xDrI0bN0pB9mCuvmzcuJFNmzYxevRo1Go1devWlWYex48fD4BWqyUyMhIbGxsuXrxIZGQkQUFBODk5STN3W7Zs4Z133uGzzz4jNjaWoKAgAgICOHPmjNTyt2HDBtLT06WQ+YKCAqklce7cuRw8eJCbN2/SsGFDhg0bxuXLl0lMTGTnzp0sXryYFStWEBsby+rVqwkKCqJDhw7ExMTwzjvvMHr0aEJDQ9m0aRMWFhYMHTpUOvYVVMy8PX78mDNnzgBU6pAB88xfRf5iBRVtqEOHDiU2NhZLS0v0ej2iKNKiRQvatWuHyWTi9OnTJCQkMGzYMBwdHenZsyeJiYlMmjQJo9FIgwYNuHXrFsnJySgUCtavX8+jR4/YuHGjFEtx584dwsLCAPjiiy+YM2cO/v7+1KpVi7Fjx9KlSxd27NiBj48P69atIycnh6ioKLp160ZZWRlGo5GVK1cCMGbMGE6fPs2cOXMkE6TY2FiqVasmVX9tbGxIT0/H09MThUJBbGwsu3btwsbGBqVSyd27dwFo06YNYK44BwcHc/bsWenYVRgUTZgwARsbG5YtW8aDBw+oWbMme/bswdnZmYcPH3Lnzh0GDhwImFtDP/nkE5YsWYIgCCxbtoz+/fuTkJDA7du3sbKyYsKECQCSI+/Bgwd59OgRq1evlkyJTCYTx44dY82aNahUKinmw2QycejQIeDFmI/t27dz6NAhbGxs2Lp1KzExMezduxdAalX+I/xWzHzFNVTBr91ZK3Jpq/jrqKo8VlHF34T+/ftz/Phxxo4d+1dvyv8J+gdV845V/GuICIgGPYKVFdoyGSprJXILE6VyJTa2WpKf2eCeb4GtayEqjZo4Vzmd0tJwcrDDpUUB14+0ILEaDD55CVWL7iSl7qHBYD1PdwYTHWIiuzCCt0/vJrHbKzTVBXE/ZTMhg0rwkOsp+knPkdjxXOoYjUxVm6L7QXx+cCFCs/qcrd2blgY/XNIFrmStxWRXSucvPLB1KoR9BsTHJ4ljPOdP18CmgSXXmh2jSF2EhxjJ9ev+qN2LgW0YNCVcibuFCejaoQNnLl5Eq9GSnp6Or9yBwCdQ5qoj2XCTJTtWk12qB5kMdxdLGjRSceJkIQYD3L2rwUG0IOFxOmnFSG2r9pYqirR6HNROvN9qNvZyBxQyJbqfYzUQwKWuM7n38xANIiVppQTVq0Ua6Zi0Jm7vMztL+rZ/ndTTGxBFkaxLu/moSUPybeXMMhqwA5zkChKBEiBIruCR0YCfjQ25ej368nJ+GvN6JcOPX2NnY4ub2h5XgyUu+TIcUk0I4j+oKoJZKNoLlMkKyCt9QkbGDTJSriOKv7Tm1XAfjWejF7Mu/yjx8fGkpqaSlpbGiRMn0Gg0gLlK5ufnR0REhLRsYaFZ0H/88cfIZDK+/fZbDAYD8fHxUutdRe7gkiVLmDJlChMnTiQ/P5/U1FTmzp0LmKucYJ658/DwkG78Hz9+jCAIeHp6YjKZ6N69O2B2znRwcCAwMJCHDx8SExODtbU1ffr0Acxthlu2bKGgoICaNWvy5ZdfMnv2bEk0Xrx4URKHv0fNmjW5cOGC5BZa0a4L0KBBA+nfU6dOxdPTk1mzZgGgUqlo27YtixYtonfv3pJASklJoXHjxty6dYvp06ezbNkyAClPcc2aNVhaWmJlZUWHDh1eGksxbtw4ScgMGTKESZMm0a9fP1q1asWpU6e4fv16pX0wmUxs3LiRr776ikePHrFjxw5iYmJ49OiRlDs5b948pkyZwmuvvYaDgwMNGzaUKqgnT57k6tWrjBo1isuXLxMSEkJISIgknhctWgRAjx49WL9+PTVq1GDFihW0adOG999/HwC1Wo1Go8HR0RG5XC6JvvT0dERRxN7eXqoE16lTh6tXrwKwePFiZsyYwZdffolMJpNajGfPnk1Z2S9RPKNHj2bu3Ll4e3tLkR/PM3/+fLp168bJkycJCgoiKCiI0NBQjh07BvBCzEd2djYlJSUsWLBAyqi89qvOIpVKBfCbbbEAtWrVwmAwcOXKFaltNTc3l4cPH1KzZs3ffF8Vfz1V4rGKKv4mBAcHM2vWLC5fvkydOnVeeNpW8YXy34gpPx/Tc+55VVTxTyEKIIDSWE653IbSYjv09nlYC/Yo5AncN4TQ0FSKzD6BuEee2OkFqF4XjSoK3U05l/ygzs1ySps2xSrrHjX7F1J02MBpq1qkKCwYcfIMOZHNqC+GEJ+6lRrDi3EtKiXzqhunU7tx9pXj6AvbEZyoYPKeT0jo3xejf3W6J9pSrH7GsZtfUXdQCNXa5yDEuiN+e4hsx0Ecv/0Oci8Hng66yiOrh/gr2pBwO5gSmZo3y+7ReNuXhGKWRXZ2dtg7OnIm+iJlmjKUMjkyQY5BoafrpsGMibCnpZ8DKo8IIiINmCzyeO21pxz5SSMdplAHEU9DPi2aOCC3qcG26HTiM5Mo/HlWMV+Ty4zj45myaQqmY0YUCgUypQxdgY6c27k/r0XAxrs2iXG/NCjJlGqcPPxIP7MJ0WREBRj1OorWfspr1jb8pLLgoq6cAqMBGaBWKkmTy5GJJgx2dmh/noHLzMwkMDAQMBvQuNg64iazwbVMhXMWqDOeF4givKyq+AeE4ssoSIr/U5fcr/Hw8EAURerXr8+2bdsoLi4mOjqa+fPnS5EXFTx8+BBra2sOHz6MRqPB2toavV6PwWBg7ty5aLVa0tLSAHPniaOjI/fu3WPmzJm4uLjQu3fv392WkSNHsmPHDmbMmMGECROws7OjS5culJSUcP/+fZYuXYqPjw8ymQy5/LfNglavXs3atWvJysrCxsYGnU5HUFDQPzwW06ZNY8CAAdjY2ABI7ZoAMplMmunz8/OTBGYFwcHBnDx5krFjx7Ju3TrUajU//PAD1apV4+7du4SFhWEwGNixYwf79u1DJpORl5fHlStX0Ol0nDhxQvpc+CWWYsiQIVKl1s7Ojvj4eE6ePElBQQFWVlZ8++23UmUR4Pjx45SWltKlSxe2bduGWq1Gq9XSr18/VqxYgY2NDWlpady+fVuaLZ0yZQqNGjVi7ty5FBUV4eDgwLZt2yqtt4IKsVpRjR40aBByuRyTySS1Nbu5uZGUlMSePXvQ6/WUlZVhZWVFeHg4gYGBxMfH079/f1555RVeffVVwGzGlJaWRosWLbh79y5ff/01TZs2JTg4mCNHjlS6f3i+ffZlXL9+HZ1Oh8FgkI6pTqdDr9fz4Ycf0qFDBwoLC3F1daV///60aNEClUrFV199xdixY7l37570oKMCf39/BEHg0KFDdO3aFUtLy0rnC8yxJr169WLMmDGsWbMGW1tb3n//fby9vaU23Sr+nlSJxyqq+Juwdu1abGxsOHv2LGfPnq30M0EQ/qvFo/7Ro796E6r4H0A0mdCZQCUXUMm15OvsKFZn4J0OeJZRLitDdHPBwe0mBwrq0ehxOk5qK9zrFXAsqiVltraEqZ7ipg1EH3ED1ZU8DhcOJa5GCd2OP0XfIJTayho8Sv6eGiMKcErJ49GtCK7oGnOx7Rnyn3RnwON7NEm+ycVRrxFmH0xgmpLrOZsxORTQ+QtbrBQGWPsUrVHgdNYS8lLcSe+UxCWHfVRTt6D03igeGqwYVXyflju+QuXmSubI4fh8t56U1BQKioooKCrCUW1LuSBD/7NjatyzJ4R4O9FiUkO8GyXwbFUacxfn8fiRFkEECznoTWAS4W4WlAs+pJWEcSv9GvkasxOlQq7AYJSGHFnz4WpzdqCzA3nJ5oc7MqUFJoMeRBNFiXcIbNEHbbINWk0JJl0ZOclxOAkCeVBh6cNx0cSgDh0ITHjIhUsXsbS0pLy8nDK9Hhd7exQ6HWlpaVKL5Yovv+TSxsO4FMhxSDMhk/x+fqOqKAnFfPJKn/5hofg8CktrHHy9cQpS/fEL7iXY29tLc4sVlakdO3bQr18/oqKiyMvLk1oa7927R48ePbh3754UIyGTyVCpVAQHBzN9+nTs7e1Zvnw5YHYynTp1KoIgEBQUxJ49e6TsQ4CPPvqIkydPcv36de7duycJzqKiIpydnZk8eTKTJk2SqpFvv/22lOMHsG/fPqZPn05ycjJOTk7UqVOHnTt3MnnyZNq1a0dCQgJHjhxh0aJFnDplnnFt3Lgxjx8/xsrK6oVqUIVRzrx58wDw8vLi3Xffxdramg8++IDBgwczZMgQZDIZycnJNGjQgPv376PX6yX3UC8vL6Kjo+nTpw+7d++WZgd/+uknqlevTmxsLElJSZhMpkoZmYGBgWzYsAE3NzcApk+fTlFREXv27JGWWbBgAYsWLaJBgwZs27ZNmh3csGEDgiDQpk0bySHXysoKURSl2b34+Hj69OlDcbHZZOnw4cM8ePCAevXqMXz4cHbu3MnHH39MXFwcJpMJuVzOF198gY+PDx07dsTV1dzunZiYSJ06dfjxxx8JCQlh2bJlNGzYkBYtWvDs2TPA3BZaUFDA0qVLuXfvHuHh4cTExODg4MDw4cPZtm0btWrV4quvvmLmzJm0bv1L5VwQBJYsWcKoUaNo3bo1SqUSf39/qVoL/G6VH8zV1z59+nD06NFKuZXHjh3j22+/ZcmSJdjZ2VGrVi0sLS354IMP8Pf3Z9euXaxYsYL69euzePFievbsKb3X29ubOXPm8P777zNq1ChGjBghzXY+z4YNG5g4cSLdu3dHp9PRunXrF8RvFX8/BLGqcbiKKqr4P6b0+20UTP/fNAKq4j/Hk3eHofV0xdFWiUKnJFu0wMoyD+ciJ2SeT7n9OJim7lr0+qcc0lYjUnDC0uEsqhwF612C6Xw+A6cGbdGU76J2tQyOne3F2fp5RJwX8HWFAPv6JKXsoNaIXOweZHDrZkduOPsQG/KUjPstmXBmEzY1/HgYHkGLXHdMshyu3PmK8KG+BDTLgXM6TDcecVvzBrdiQ9C3KuW4x0ECrOvzOD4cQ5kN/Ytiab3jK1S+3qS2b8dtVxfsbO14eukuH3z9OQA1PP2JT09CLhNo4OvA1eR8RBH69nVgz+4wyA/gm0+u4Jf7mBrOIvcLbRnyQxkanVlMyQSzSAsPrE+rbq049fAYD07FIreQYyg1YGFrQXmJjrbj3uH2qRjyH8aAaMLSPQhN5hPpeAuY4yYHWVmx9ec2uHCFgvsGA9YqFQHu7txOSUEmk7Fs2TLOnj3L0aNHKSsrw9HR0WwyggCIONja42Rhy+OcVADOjvmGxj4vMdb4F4WiIFdg5+mFvZ8zDn4WOPjpsPfNw9o1+7lRypOAw5+7+J4jKCiIkpISybSjcePGTJ8+ndOnT+Po6Mj8+fMRBAGVSsXKlSsxmUy8++671KtXj8WLF+Pl5cXevXv56KOPuHv3LiEhIfj5+VG9enUWL16MnZ0dhw8fZvLkyURHR9OkSRNUKhUhISHExsbStm1bVq1axVdffcWFCxcYOXIk4eHhBAQE8PTpU7p3705wcDB37twhMTGRoKAgZDIZERERrFixApVKJQnL+vXr8+DBA1q1asW+ffu4desWHTp0ID4+HqPRyNdff822bdtITk7m8ePHLF26VGoXreDMmTNERkaSn5+Pg4MDGzduZNKkSZJLbLt27Th37hzfffcdgYGBtGnTBmtra6ysrMjKysJkMhEREcGdO3fo0KEDAQEB9OrVi4MHD5Kbm8vhw4fR6/VERkby+eef88Ybb5CYmEi3bt34/vvvAXMVdu/evQwZMoSJEydSs2ZNVCoVX3/9tTQj2qtXLxISElizZg12dnZMnjyZqKgotm7dSnh4OPv27WPhwoVER0fTqlUr3n33XRYtWoSdnR39+/cnJCSE6dOnc+LECSIjIzGZTAQEBJCSksL+/ftxcnJiypQpXL16lb1799K7d29atGjB1atXKSkpwcLCAoAVK1awbNkynjx58sLM6Jo1axg7dix79uyplKsI5uqqv78/7733Hu+99x7e3t688847fPjhh9IyjRs3pnHjxnz99dckJiYSGBjIzZs3qVevnrTMr89PixYtqFGjBt99990fuv7j4+OpUaMG169fp379+r+77G9tQxX/3VRVHquo4m9IxTOdX3+x/Leify70t4oq/lkEQUQuCmhFOY5yA+56kaR8e3zdDNzO9KSGTo/M9g6X0xpSJ60YG+9yPLyL2ZHTEp+HAorweujzLlDzlRKu7mnFpYhMAm+6E+SQhadTE1JSdlJ7VB7WMWlE33yVy6EGMpxLEe43Z86hZSR2ewXRN4xXnllyN2c3RucsOi1QoC4yIi6PIU31Kievv4asgZKofgdxsvND+WQEcQV2DCiOp/X2FSirVyNxzCjuOzri4ehKO60TXo9MUM2X5faryCwsIC49CbVKjq2NkqvJ+cjlYDBATHQ5LLkLJdEYE9XMuG7L0xwNJpMOUZSjlMnQm/SYRBMqaxUPy2OJ23EPbW45oknEYDAgyBWUF5cDcH79Rqr1mEThoxuYjCY0mU8kwWj6+Y8I2NnaodJq0ZlM3DYYzA6eMpkkHE0mE1evXsXTwwONRoOHsxtZeeZKplImx8bCkrziQgqKC2nhX5fopDu8e2AJVydu+JeEopWzK/a+7jj4WWPvZ8LBtwg7nwzkilwg93fe+QT4/Zve38PDw4OrV69y48YNvvzyS2JiYhgyZIgU0VAxB6bT6YiMjKSsrAydTie1jspkMho1aoSrqytffvklX3/9NXPnzmXs2LGcO3eOLl260KJFC0JDQ9m1axdNmjQhICCAgoIC5HI5HTp0IDQ0FBcXF4BKoeuBgYEEBgZKQesBAQG0aNGCCxcu0L9/fzw8PEhKSmLQoEG89957NGnShGvXruHp6Ul5eTnh4eHcuXNHWl+/fv0q7fvIkSNfEI//iIKCAkwmE8nJyZWOTUVV9OTJk9y9exdHR0eioqLYv38/3bp1w9fXlwYNGkgVwYq4htGjRzNx4kS2bdvGTz/9RMOGDdFqtQB8/fXX0nFu2LAhp06dYsyYMXz33XccOHCAAwcO0KpVK8CcBxkVFcX48ePJy8vj2rVryOVynJycKCoq4quvvmLkyJG0aNGCsWPHsnDhQjp27MisWbMYOHAgISEhUlh9hXvsu+++y4gRI7hx44ZUmW3UqBE9e/Zk4cKFWFtbs3z5ctzc3KS2zidPntC6dWscHR3RarXIZDJCQ0O5cuUKp06d4pVXXsHNzY0rV66QnZ0tVYCnTZvGJ598QrVq1ahXrx4bNmzg1q1bkqD+PXQ6XaX7i4sXL7J+/XqUSiW3b9/mzp073L17l3nz5rFx40aMRiNNmjTBysqKLVu2YGlpib+//z/8HF9fX9LT06Vr9e/OyJEjKSgoYN++fX/1pvytqRKPVVTxN2Lz5s0sWrRI+uKvXr0606ZNY/jw4X/xlv1rGKraVqv4dyAoEWQGxHJLyq3lOIo6ykVb5KbH5Jj8CXJTo1SoyVbqqevhjsz9Ag+vBZLiKKdXVjYOGmsc2j0l5agHp6ubsH0YQFPjQxx9WpH2bDe1R+ahPp/OybsjiI5IJdsUSsT1cjo/2MT1oQOpLwZilV3E2SdLqTvMCZ/aBtibQWm+ghMJ89C4u3K9TxQmBwXytF4kJDjRv/QhbbZ/gLJOGAnjxvDIzo5AZy+659jiFGtC5yYSLz9L7OWd9KjtxLfRBQDoDEbCIxyIjtZjoxTJLjZhKNMwZJcT03pMw0btS7jLadoHuqLylrPy0ArKtWZRqLBWoCvVUa1pDWycgygscyXp0hF0Rblg+kWY2QoiC27uZrtKyS6NeVatn1pNXTcPPk9LRWMwYAQOqy2o17ChZNSh1+sJCAggKyuLcq2Wcp0OzYMMvu39Bnf8ojmfdBsrpQVtAiL4KeEylkoLFOVlyASBi8l3USkU3M18wrZrb2H5B+5ClJbW2Pt64+Bnj72fDAdfDQ5+mahsSoCnf+4aEuVgSALlvyYeK9w/K9Dr9Xh4eJCeni4Ztri4uBAUFCS1YsbExEgthxU37hUzj8OGDePHH39k+vTpTJw4Ufp5hXPokiVLGDhwIAaDgcWLF1eqNkVFRfHZZ5/x4MEDioqKKC0tRRRFSktLsba2ZsSIEURHR7N8+XJmzZqFn58fH374oRR637dvX7Zv347BYGDkyJE0atSI7777Tpr/k8lkCIKAQqGQzHv+DPHx8SgUCj755BPpwajJZKKwsFCKe/D19aVRo0bs27dPEnd169bF3t4eOzs7srKypLiG5cuXExQUxJMnT9BoNJw/fx5ra2v8/PwqzXY6OjpK1eGKebuKNlQwf9+CORvy0XPfUVFRUcjlcoqLi6lduzavvfYaWq2WZcuWScvVr18fk8mEp6cnKSkphIWFMXjwYEpLS6X9A7OAHThwICdPnqRVq1YYjUY0Go00u+jg4MCPP/7I7Nmz0Wq1hISEsH37dsLCwoiNjeXcuXMsX76coqIi/P39WbJkCV26dAHMPghFRUVMmTKFrKwsatWqxYEDBwgJCflD56ViJrRin5ctW8a9e/do2rQpNWrUkPIhHRwcWLBgAe+99x5Go5E6depw8ODBF/JGX4ZcLpeiQqr436EqqqOKKv4mLF26lHHjxtG1a1d27tzJDz/8QOfOnRk7dqzkOvffiiGhSjxW8a8jiICgQi6XgaGMcrUMR60cjaUOa6MMR9s07iZ7Ui1dxFqpw9lKxykHb1rdz8LGLxxT0CmM1+GQQxD6zAC65N7DLqgVmel7qfNaHsqobH66/wanmz3lWWF9+p28STPtI+L7DyWytBo5qUd5KuykwzwBH3kZxtV3uRw7nP0P3+Rmm3TOtDhBubE5T290p/WTXL7eMJF2jy4Q/844TvTojkVgXfpoqtMywQ65KZ8L+as5cvZdChUPaD0tgk92/HJjLprg3JlcDHojeaXmG9HsUgXXHtty834wlnVs0NYtZnPKOpbvW4xWq5VuzA2lBkAgK8uFlCSB5Av7Kc99hqjXYiGasP75Mwo0pWx5lsS8OnVQ/jyPuFur5ePkRDQGg1QZys/Pp2PHjtK2GY1Gkp4moikpQ6czi84Hqebf8Rb+dZAJAmX6cn5KuIxMEAjxsEYmmNAZDSgEpIy51IJfHCHB3HJq7+OHX/MI6g5qSuvp9en5tT+vboSOc5/RaMwDqne6h1utxz8Lx99BtIPyQMitAQnBcN4ZvtfAZ7fh1Pk/e+lV4scff0StVmNnZ8fEiRMZN24coiiSnJxMUFAQU6ZMoW3btpL76YEDBwCzOZCHhwdDhgzh5s2bPHz4kJUrV7Jx40ZsbGyIiorC2dkZmUzGqVOnaN++PefOncPS0pIJEybg7++Pra0tH3/8MWDO3tuyZQsdO3YkOjqagoICwsLC+OSTTwCzoJ09ezZz585FJpOhVCpRq9U0aNBAEi8qlYoNGzbw/vvvU7t2bb799lvmz58PmLMRwVzNi4uL4969e2zevJl27dphaWmJs7Mzb775JsePHyc8PBwHBwdMJhP79++nqKgICwsL6tWrh8FgYN68eTx8+JCoqCjpGCYkJKDRaNi5cyepqakcPnyYwMBA9uzZY74eBIHc3Fw++eSTSjNwMpmMTp06AaDRaNBoNHTv3r1SFqAoigQHB0siTq1WIwhCJRfZSZMmYWdnh5+fX6XXz5w5Q9OmTVEoFGzcuJGWLVsyY8YMsrOzCQ0NxcvLixUrViCKomR6s3//fnJzc6UHCg0bNmTDhg3UrFmTH3/8kdzcXN5//33eeOMNOnTowNtvv40gCNLDg7KyMr755hsmT54sZWfWrFmTpk2b4uXlxbp16ygvL2fmzJkMGjSI4uJiZDIZH3/8MbGxsVJMx6hRo1i2bBlt27Zl+fLliKL4QrvoyJEjWblyJYIg4OHhgYeHB4MHD+bq1auUlZVRWFjIlStXGDJkCCNGjGDYsGEkJSXx8ccf07BhQ5o0aUL79u2lc/TrKl1F6zKY21YFQZBchc+cOYMgCBw+fJjw8HDUajVNmjSRIk3A3Fbr4ODAoUOHCA0NxcrKildffZXS0lI2bdpEQEAAjo6OjB8/vpJBlU6nY/r06Xh7e2NtbU2TJk0qndeK9R47doyaNWtiY2ND586dperx7Nmz2bRpE/v370cQhBeulyp+oaryWEUVfxO++uorVq1axYgRI6TXevXqRVhYGLNnz2by5Ml/4db985jKyjD+bAxQRRX/EoIRHWBrAqNcQbFQio9KSWaxAzXKDMiskokvjKCtnRyl+xWuxNVEbZDjFByMzniaQLGEnSUdyVZbMyjxBuq6HclL20+d4XmYjhVz8NkbXG0VS9njVkw+/T2ZrZsgd6tDg+xyYpKXUWe4Cg8vOeLWhyRqexB9fxA5zbK543kQK00bUm+2pJ/mCe/vWoDQuAF333mLYkcnalp40vyJDEWxgjTTfc492IjcxoJqkYE0j/TGyikRyqqhu+mFwG3JNuat9q24mWAg+ullQESQCXg182BO+nTCB9ZBWU9JfccmmDSO5OTZoNHboclOIuPqPhBFHIpSWF+rGvvidHyD2eDGxmSiUBBAFLFUKjkpk3Hm9dHUNRq4fv06TZo0Md/wa3Ws37wRAGtBxdCSWsz/ebuUgpx5Hd7k1JPrnHgUgyiK5JUXkWh9mwzDHUCkS4gDN9JLySzRIzMU4KRWkFGqx2ASaRVgx7nEIjY9KGTPkkgcfEXs/Qqx8/4jLafPISrA6AYaGygUILsUUjPhyWPIz/7t9+X9a230ubm5aLVaPD092b59O6Io8t133+Hm5oZMJmPdunVcvnxZynCsaNXcuHEjrq6uvP3226xZs6aSO2d5eTl2dnbs2rULZ2dnvLy8uHTpEjKZjNOnT6NSqWjXrl2lCAZRFGnZsiVGo5EzZ87g6OjImjVrWLhwYaXtzcrKwmg0smDBAnx8fBgwYADTpk2joKCAGjVqvLB/7u7ueHt78+SJef7V09OT4OBgysrKCAkJoWnTpsTExJCVlcUbb7xBs2bNJIOdL7/8kqNHj2JpacmNGzdYv349d+7cISYmhunTp0sPJPz8/AgODubdd9+VIk0OHz6MyWSS4k9+TUBAAElJSdID1ufZt28fhYWFbNy4kZEjR77w3lq1aiGKIkePHpVeO3r0KBqNhsaNGxMVFSU9IImKimLo0KHcvXuXnJwcli9fTp06dSgtLaVr166UlJRgMpmoUaMGcrkco9HIyZMnCQsL49KlS0RHR3P8+HH27dvH119/TUREBJ06dWLevHkoFArWrl0rbcOMGTNYsmQJGzZswMLCguPHj7+w7Y8fP2bfvn0cOnSI/Px8BgwYwIIFCySR/9577xEdHc2BAwdwd3fn448/5saNG//yjOG0adOIiopi7969eHh48OGHH3L9+vV/y+zitGnT+PLLL6X19uzZk4cPH0oPCcrKylixYgU7duyguLiYvn370rdvXxwcHDhy5AhPnjyhX79+tGzZUsq+HDVqFImJiezYsUOaK+7cubM0V1yx3sWLF7NlyxZkMhnDhg1j6tSpfP/990ydOpXY2FiKiorYsGEDAE5OTv/yvv4vUiUeq6jib0J6erqUdfQ8zZs3l56M/TdiePQIqny5qvh3YBKRm0TkKiNlWiUydTlqRxOpOa7U85STW+SAa4EBS2cBlUHBNUc7XnlaiI1Ki3eDDE6ejyTeTcHAazdRNuhIYcYh6gzOpeQwHCkdyN2G6Tjeq83YO7uI79Od+mXeZCWeI9ErgchZIvILzyg878qpuzMpCJNzodcx7E3NyLo7mF6aJN77cQZis8bcePtNBBd3ahld8UsEnZOBeO0RHt/+Ce/6YTSdFIhneAKCKQ+eOMKuB5ARA84NqeHlSmxaNjJBwTcnohFkMsSf5aTepCdFk4wpX4F3+RDiHjvx9NFBsq4foTw/HZOhckB3SlIC1fQaiq2t0RUWAFCgkJtD2ouL0ej1oNcT++AB09+ZzKDRw4i7e19ywqygrFxLgKMndhbWFJWXIpPL+ODEagRETD//bheVFXDz6mrKS3Jxs1ZyNKFAEsExaWUolXKUSiMGg4nolCIAnmQUEtT9NnZ2vx0jYT7vDqBzgmIV5OkgPR+SUiD5MVS4x/4Z8h7/+fc8R0Xr4tOn5pbZdevW0bp1a5o0aUJxcTG7d+8GIDIyEoDPPvuM5ORk3n//fZYsWcL48eOZOXMm/v7+1KlTBzALwQo3WpPJxOuvv05paSmtW7emWbNmAISGhhITEyNtR1RUlCQmL126RI8ePQgPD38hqF0URZRKJcuXL2fFihW88sorfP/99zRt2pTGjRu/dB9nz54tOXw/e/aMu3fvsmTJEgAmTpxI7dq1AXNVskePHixduhQwZw9WZAaGhoaycOFC9u3bJ7VmVnzHHTt2jN27d5OcnEyrVq3w8fFh4sSJLF26lNq1a/PTTz8hCAKdO3eutF1OTk6cOHGCgQMHsnXrVqlVV6PRIAgCH3300UvFY0hICM2aNePSpUvs27ePwMBAjh49ioeHB+PGjWPAgAF07NgRURR5+vQpkZGR7N27l9jYWKn19fTp05IQf/DgAR07dsTf358nT56Qm5vL48ePJeFe4URaYXozbdo0xo0bh16vp0+fPmRkZADm6uevjXF+TUUWZUXL8PDhwzl16hTz58+nuLiYTZs2sW3bNqkauGHDhpfmOf6awsLCF+IzmjdvzvHjxykpKeG7775j8+bNkqjetGkTPj4+/3C9f4RPPvnkhfXu3buXAQMGAOaq+apVq6Rq8quvvsqWLVvIzMzExsaGWrVqERkZSVRUFAMHDuTx48ds376d1NRUad+nTp3K0aNH2bBhA5999pm03orZWUDKWwVza3OFU3RVq+3vUyUeq6jib0JwcDA7d+6sNMsC8MMPP/zhGYa/I4bH/9qNWhVVVGAyiGASEeRaDAZbtEWueDimIih8sbV4yom8IBrKRNRuMZxOCad2ehm2fkE41NzPrfO1ueojo8+leJT126PJ+Yk6fbLJ3GfPIXUdEvz0NDtjIlR5h6yeQ2iSC3fS1lB7sB4XpQz9llTOJQ8m1d6Hi69EYamqRV7cQJqVpDLhwCwMzZtydewb2Lv50LDQHvdkGXnWGZxL24wuvZhq7QLoNcEdS4csyPSCfSLcOYDBsTZp9OVmRi0yblrTMCCK2LT1qGyVaEo1uIQ5UhBfiEFnBJNISWEtTGh49NidxlZ6/I1Z1HdzxsZQzC2djmJEvi8rQy+K6IBP2rQms7gIIT0NURRRKBSUlJhbPt2cXMnOz2GwrjaZUc8IdvYhwrM6HYIb8WnUBp4VZZtDyq0tuFKykdpuci6mgL3KRIFWJMBRTVqRjmKdEa1BROnuTSMnD04kX8HKSiS0uhW37hRRqtPTsrGK8+dNyOVgYyNDqZSRnW3AZPpZYooqMLpCmQ0UAFklkJoBTx9BYd4/fc2IVm7oLX0pl3tRanKnUOtCfo4bTUTx32JIVr16dWk27Pr16zx79ozWrVtjb2+Pr68vycnJDB48mEuXLiGKYiUDmujoaBITEzl8+DByuZzCwkJatGiBhYUFXbt2RRAEHBwc2L17N3PmzOH+/fsArFy5kjFjxvD5559LLcCTJk1i0qRJyGQyqX157969bNy4EZ1Oh6WlJQEBAbRu3Rqj0YhSqWTHjh0sX76c5cuXVxJc69evZ9myZZIIHT9+PA4ODhQVmUX/4MGDGTx4MP7+/ty+fRuTyUSLFi24ceMGaWlpVKtWjcOHD+Pj40N2djZ2dnb4+/tz4sQJSVy9//77jB07lsTERA4ePIiFhQXe3t7079+f8vJygoODWbBgQeVzKYqUl5cjiiJt2rRh69attG7dmhYtWhAUFER8fDzVq1eXlr9x4wbXr1/H2toaJycnIiMjuXLlCkOHDsVkMknV2A8++IC0tDTGjRuHTqfDwsKC5s2b4+LiQqNGjZgwYYKUX1kxU5mcnEzt2rWl6uywYcPw8/Pj8c/fdzk5OQwZMoRhw4ZJRkpGo1GqyFaYHM2fP5/Hjx/z+eefY21tbigvKipi3rx5PHr0iO3bt2NpaUmvXr2oVasWX3/9NZ6enmRlZZGbm4uHhwcGg6HSQwB7e3tCQ0P/4bVra2tbKZoDwNLSEjBXO3U6nfTgAszC/Y+s94/wsvXGxsZKr1lZWVVqQ3Z3dycgIKCS2HV3d5eE/Y0bNxBFsdL5B3NF//nZzF+vt+JYVvHnqBKPVVTxN2HOnDkMHDiQc+fO0aJFCwRB4MKFC5w6deqFFp3/JowZmX/1JlTxP4JoEpAhUG6Uo8ZImUxNgVog5JkRvZcWhV6PlascTYE9ucip4+mB0ukkBbdcOOlnyyuX07Bs0Bp9/gnCOmfyaK8fhzxcSNM7MvBoNOURNbC3bogq6QapPrdpNdCEcOQp8c/aczO/PzfrX8VoZyIrvicdC9N5+6fPKG/emCtvvY6Xsy+R6VZYZwikaK9z6N42PMKrEf6mNR61sxFKy+GWAs6dwWjlS6aiPbfyRpNy0w4bXyt0tcpIiLxNWuETuAiaInPrXu69AkRThe8pKJJvYiguwG5+byY4OLK+tIT5mjLyDQb0JlOl4yUIAg8Sn+Lu5CIJCq1Wi5OlHaU6DVl55tbOpOIsNCo9+bpidt47zc57pyutJ6coj/TkqzTwtuZiShGZpQYE4FG+9hfxB+SGJTD5LVf23pdx/ryBG7eKUCrNTrEpKXrq1FFz546WwkITCrn5fbLz9pCTBslPzIOef/aaUNlitPZDp/SmFA+Ky13JL3YkO8+BzAxrtJqX3+bULdRi5WD5pz8PkG5GO3XqVKkNMigoiKCgINq0aUO9evUQRZGuXbsSGxvLoEGDaN++PUuXLsVgMPDw4UM2b97M8uXLycrKQiaTcfXqVaktUSaTIZfLWblyJQEBAXzxxRf06dOHunXrUrduXURRpFWrVkRHR9OwYUNJlNnb25OVlUVkZCSffvqp5JB58uRJ1q5dS3x8PCNHjmT58uWV3DJnz57N7NmzWbVqFe+99x4LFiygS5cuhIaGMmrUKL777jvGjh3LmjVr2LBhA507d65kTvM8paWlqFQqFi9eTEREBEOHDuXGjRscO3YMpVJJYGAgYJ5/W7x4Mc7OzowfP57Y2FiMRiPvvPMOixcvltY3cuRIRo4cia+vL6WlpbRs2ZKMjAxEUeSLL75gxowZfP7553zwwQe0bNlSel/fvn2ZM2eOFGHy9ttv4+bmJlVot2/fzujRoxk9ejQGg4FXXnmFo0ePolAoUKvVgNnkKDAwkFmzZpGens4HH3wA8EJ19+rVqzg4OEj7Bkh5mXfu3GHr1q106NCBhQsX0qlTJyZPnkxMTAxffPEFK1as4N1335VaJSveO2vWLN566y1OnDjBG2+8wbvvvsuSJUsQBAGTycT333+Pq6sr6enpLzwI+SMpfDKZTMoq/TV/NMVPEIQXlq0Q2n+W5/fh1zmPgiC89LWKmdaKrM3r16+/cF0+Lzhfto6qxMI/T5V4rKKKvwn9+vXjypUrLFu2jH379iGKIrVq1eLq1atERET81Zv3T2OqeqpXxb8JgyigkouUGSxwkhnwlpWSnuFAdR8D99K9qVsux8rpFnsz6tMkX4Ol+xNsjQbW21Sj0Y1CHOo2QiyJokbLNG7tr8PRYBn6dD/G3Ikiu317ahXb8Ch9KzX6l+KQXUze93acezqJuHqp5IbHkZ7QilZxWbx9agmlLRoT8+Yogmx86ZyixGTSEpe2k7zSOIIifej+hi1qy3J4JIdvnmAqf0a2ZQfu5S3kUYwztoHWlNUo5H6rKyQqn+CqdsdJVgvXrAHAGWmfBUR8HZ3JyM9BB7jnZxPs7EySTCBp/DsE2dsTefYsp0+fJi8vD7lcjq21DfkF+ZhEkcBSG77r/B5ep8+QrylGLsjI0xQhEwQUcjkGo5FHmd8R4KhiRRdPjj60YMfdbPRG8w2ViNnIpuHrTbDNSeKry+nS6zIZhIdbcfNmGaIIZ88W89ZbrrRv50h0dCmuLmoUcniWrqVNgA3avCLuYM6PtFeJ5BjAFH0O1L99zkW5CpONLzqVDxrBgxK9OwWlTuQWOJCZYUNhocU/dS2VZJf+0+IxL89cCY2KipJueBUKBU5OTtStW1cSNidPniQ2NhaZTMbWrVuRyWQ0a9ZMclCV9vHninDLli0pKChg+PDhHDt2DIPBwKlTpzAYDPTt2xetVktxcTEtW7bExsaGZs2aodVqUavVlSo5OTk50nbu2bMHmUzGuHHj8PPzk15PSkqSTEyeZ968eUyZMoWJEydKr/Xo0QNAMoNRq9VSW9+RI0cQBAELCwvs7Ozw8vJi8+bNvP/++wwaNAgwixRXV1eWL1/OtGnTpPVOnTqVbt26AebWxYr5/iVLllQSjxVUmP4EBQWxceNGZs6cKRm+fPDBBygUCoKCgqTlfx1hMnfuXF577TXOnDlDfn4+JSUlNGzYkJUrV/LZZ59x7949MjMzpVlVvV6PyWRiw4YNkgPspk2biIuLe2HbUlJSuHfvHmDuIqow8lmwYAH16tVjyZIl0qzokCFDGD16NHPnzqVevXqsWLGCNm3asGrVKml97dq1Y+rUqcyePRsLCwv69evH+PHj2b9/v7TMhg0bGDlyJIsXL+bq1avSbG1RUREJCQm0adPmhe38owQHB6NUKrl8+bJ03eTn5/Pw4cNK660QrxUkJCRUmsv9LV623pfN3/5RIiIiMBqNZGVlSefqn0GlUlUy4ani5VSJxyqq+BvRoEEDtm7d+ldvxr8VY/bvGFdUUcWfQDCJGGQCFqKIQQGOKiMlJXbIhATyjf6EeRlIznbHJV+Pg4cDzj43+SGpMUHJWryrhyLTnSO4XgoXjzcjKtSI910bmpTfQ2zTB5+sBHL899Okq57yYzlEPe5NvL+cRx3jyUuqT+MrBYy7sJqipg24NWY0oQoPumUoyC9N4eKjrTiEOlJtsIFmNQWEDD38lI2YfI88mw48SJtBbLwbtiHWFIbmcqPZWbKVmfhaVUdZXhuLlA7cz1Bjr1YQrixBwCzOPGUyROBZfg5GzKLroVKBe71wZAUFPPTwwM3GET8bN0a16cOxi6e5nfaIXJ1Z3AiAyUKgyK0IX1cn8pOLMYomXK0VFJcb0RrMN0mH4nOY2b8ZO26nEKsHnbHyk/hSrZ6QV+4hf1IuvVajhgU5OSZu3frF3OR2dDl8m4tldCoOFpCVpZW2Y6h3HoMum/9dwxke/uyJE5cDjUO9MFj6opF5UWp0p1DjTG6hI9nZtmRnWyKa/vX2UplChtpBhcJBDnYiefo83Pjnsueer1RYW1uzZMkSQkNDycvLY8eOHZw6dYry8nICAgJwd3cnPT2dr776ih49enD9+vUXqh0uLi7k5+dL//f09KS4uJjOnTuzZMkSGjZsSK1atbC0tESpVEo35x06dMDV1ZUrV65w7NgxQkNDSUpKomfPngB88cUXxMbGcvjwYWrXrv0P2/OysrJIS0uTZud+zdChQ3nzzTdZsWIFtWvXJjs7m/Hjx1O3bl1pmfHjx/PBBx9QXl5OfHy8lD04ZMiQSm2JYI7i+Pjjj2nQoIE0S1fhhPkyBEGgdevW7Nq1C4VCwbZt21i6dCmOjo4UFxdTVlZWScj8OsLEYDCg1WpJSEiQsgd79eoFQJs2bViwYAHFxcXSrGpFBXLt2rV4enqSnJwszSr+mr59+0rmKitXriQpKYkJEyaQnJwMwLVr13jnnXf45ptvyM/PZ8uWLYC5fbMiK7VihhbMbq3PY2FhwbBhw1i/fj2dO3dGp9Nx+/Zt9u3bR3Z2NtOmTcPJyQk3Nzc++eQTKV7l9xBF8aX74+bmho2NDa+//jrTpk3D2dkZd3d3Zs6cKc3lVtCuXTu+/vprmjZtislkYsaMGS9U917Gp59+Wmm9Li4u9O7d+x++77eoXr06Q4cOZcSIESxZsoSIiAhycnI4ffo0derUoWvXrn9oPQEBARw7doz4+HicnZ2xt7f/Q/vz/xtV4rGKKv5CioqKsLOzk/79e1Qs99+GKatKPFbx78EggtIkw1ImoBMNlMjLCdJZkCWqCSuVo/R+wI3SOrS2UmPnfZ7TCRGoi0yE+HihFK/gH/yM45daczlIRqvz2dhVs8FF1ZyMzAP49cjFMi6b+1ubcsOiC/dbxlGUGU7dGDVjr24lv3E94kaPpqbWiY5FkFR4kXM55wlq60b74UYsTAJcz0E8cpsC20ji0ofyIM4HyxArcqtlcK3hcfRqPZ4WtVAWtKY4zpmb5Qpq28noUJxCnXtn8b16BplM4LCtLQ+Ki0k3mZDJZLh7epKXl0d5eTl6vQGLMhEhV8vAZH8EBOLS4Jsrh0gtysZSZYGLrQ0lmlLyy7TcfHqeU1HJBFiVUBH9nl1qQBDAUi1HrzcSX1pG18U5bB6UzvVTZhGjVgs0amRNdHQJdnYKKKhBIEbsrWMpLDUSF1eOUgb13OFOBhiBvLwySE1Eo4cCDbhZg0IGz4phX7IzXk46ijJKeZBjwt3egczCAgbs8mVm28/+petCaaXEwlGJzF5AtDWisylHY1lGsbqAPFUuWcpMcoVsROEXwWarHksNqv/OWn+bkJAQBEEgNDSUkpISFi5cSGpqKhYWFtSqVYs333yTNWvWcOXKFdRqNUuXLuXjjz9m8uTJlYRjxeypXq+XKlUVN/z29vZs2LCBLl26cP36dcAccWIwGJg/fz6DBw8mMDCQDh06cOnSJUaPHk12djbOzs7Sd0mTJk1IT0/H2tqa+fPn8+mnn3L16lXmzp0LIHW0WFhYVPp7wIABFBUVvSDiKsRnamoq4eHhmEwmWrduTUREhGR6UlH1XLZsGZ9//rmUPXjgwAEePHhQaZ3jxo1DpVKxe/duEhMTAfMsoV6vx9ramtq1a7Nw4ULatm0rvadr1668+uqrzJo1ixEjRmAymXjrrbeYN28enp6eLF++nDFjxkjOqGPHjmXu3Lk4OTlx4cIFXn/9dWk/HR0dpfU2atRImkls0qQJYBarFce/du3ahIaGEhYWRnR0dKXj8vbbb3Pw4EGe/ewq7urqSseOHbGyspLmNsvKyjh58iQKhYK33nqLvn37EhkZyQ8//ECtWrUAswNthVlVxfzj87zxxhvUq1ePpk2bUlJSQvv27fH392fp0qWMHTuW7t27Y2dnx/Tp00lJSZFab3+LoqIiPD09X3g9PT0dDw8PFi1aRElJCT179sTW1pYpU6ZIzrgVLFmyhFGjRtG6dWu8vLz48ssvpev191iwYAETJ04kISGB8PBwDhw4gEql+ofv+z02bNggVc6fPXuGs7MzzZo1+8PCEWDMmDGcOXOGhg0bUlJSQlRUVKXrrwozgljV7FtFFX8Zcrmc9PR0yeL9ZU8KxZ+NHf5bWykyI9tjePjwr96MKv4HuDdqCOpQf+ysjBRqrLGwLMBLqeZyviVNHcu5X2LEKc8a78AnJOfYc0/nTAulDRaWd/Byecb+xOY8tLKg+60EZBFNcCrMRu93nqCAUrKi7LhQ3IY7tZ5QUBpM6BMDne4cIzuiDtqQ2tTIt0GlLyY2eR8KLw3V2utwCwTiDIjnrlKirM/D7Mbcjw9CGaImwz+Va/aXsLFxwNYUSnaGD4+SbPG1VVLfkEvdR9epfu4wFtpSqFmTstDqZHh58tTOjiNnzvDDDz/g7uZGt1Yd2Xl4LyVac7VJLsiY3HowzzQ5LB/1NnmlT1h1ZDsqXQYavZ7VV9N5vnCoUsi4d3g4pcocItodBqB7dzvy841cvFgqGSHv2xPBls3Z7Nmf+pvH3zALRuyFbfegXQCEusCGW6D92fDUxkJG4tLBLPopiV1X4knNz0f3s6GLldIatcKSfE0u1iob9EYdOqMOEZFlXdZiqXyxhVSQCVjYq1A6KBDsRYw2BsqtNZRallCoyidXlU2GPJ0yWemfvpb6Vx/A8Fqv/en3VdClSxfOnTtHZGQkhw4dqvSzgoIC2rZti0ql4saNGzx9+pQ9e/YQHh6OXq+nU6dO+Pv707VrV9zc3Ni7dy+jR4/m448/Jj4+nrVr1/Ldd9+RlJTE+vXr8fT0JDQ0lKysLCZNmkRMTAw1a9bk3r17vPnmm6Snp3Pw4EHA7Izq6+uLKIpcu3ZNajUFWLVqFbNnz+bgwYM0adKEkydP8s0333Dt2jWSk5NZtmwZU6ZMoVevXixYsEAyzrl//z4hISEkJiYSGBiIq6srq1evJiIiAgsLCxYvXsyOHTs4cuQI3bp1kx50XLp0SRJibm5uaLVa9u7di8FgoHPnzlhZWTFw4EA2bNjAuXPnaN26NWFhYaxatUqKWvjoo4+kqIWAgADJGCg2NpZatWoREREhmb44ODhI5j979uxh0KBBlJeXS9WyefPmMWvWLPLz83FwcGDUqFEkJCRw4cKFl57jtm3bUq9ePZYvXy691rt370o5hoIgsHfvXnr37i0dn5s3b0pxFgUFBTg6OkoiZOjQoWRkZEjRJi/j+f38NU2aNKFz58588803fPXVVwwePPiFZUpLS/H29mbJkiW8/vrrv/k5/wwvOyZ/hjNnzhAZGSmdgyr+O6mqPFZRxV/I6dOnpVaXivDk/zWMVTOPVfyb0JtErOQmRECtMpBb6oqNaxL+5T4YVCkUaUKo4WVAqxO5hQttBBXWtndxsM5hS3ozyvUq+iRmYBPeGk3JKVzbpyNe13J6f3uuBReS7W4g8K4/QxNOk1M3jJwBI6ieo6Y49RHxuVvwbqqmyeBCVAVqxPOxlEV58biwGXcf9YMgC1IDErkdfhBX6wCEsmqUPB1CnsaK+mot3Z7FUuviERzTkqBmTUqqh5Dy+ggSbW0pl8mwt7HFTe1Afb2amnUc+eGHH8jNyWX9nu/xdXTn84FvMmnLCowmE+ceH6C43MCpqCRkcgXlGDn4qJC0vBIUShm+nhb4B8g5e7YEncFEVGIUb77pilwORiMcOmSuTDnaKnCyFHiSpSfg+E3EeKSWWQCVDAwm8LWHjUPc0buH0L6Rjm33rnIuWcbpRBPe9p50Ce7Lt9e/oaTcxNbDbSjLSyCr8DZ6g5H+YUPZfX8bZfpSQpxDKdEVU6IrRi7IaVOjPWfiTmIdYYGFqxyNVRnFFoXkW+SSrcgiS56JSfi/eWhWWP77nR7/iJUrVxIWFsaZM2do3749d+/eJT8/X4pTaNOmDXFxcdStW5ehQ4eyfPlyDAYDb7/9Nm3atOGdd95h3LhxvPvuuwiCgF6vp6ioiIyMDOzs7KQHiWFhYZw6dQpXV1e8vLzo1asXV65cwcrKCnixzc7NzY3Zs2fzySefSPEhkZGRDB06lLZt25Kdnc2PP/4IwMmTJzlz5ozU1bJ48WL69u3L4cOHiYyM5I033uDQoUOMHj2a8+fPS/teWlpK8+bNsbCwwNHRETs7O9zc3KhXrx63bt1iw4YNzJw5k7lz57JkyRLWrFlDdnY2K1asoH379lKV0fScwVNqqvmhxezZs6WZtYqohcmTJ3PhwoVKYqNmzZrExcXh4vLy1uNq1aphMBikduHo6GhWr15daZkPPviAOnXq8PbbbzN27FhUKhVRUVH079//N9f7rzJjxgyaNm3KO++8w5gxY7C2tiY2NpYTJ07w1Vdf/cP3VxjnWFlZ0adPHwBu3rxJXFwcjRs3prCwUIqeqGjJraKKfzdV4rGKKv5Cnh88DwwMxNfX96WuaSkpKf/pTfu3IOp0iL9qc6miin8a0YRcJlKos8BFYUQl15CW7UINjzKuZAcSoZRjYXOP/Vn1aK0TsXWLQ0UJG4sa4P1MR3UXK+zdvcFjJ6GWpdw9GEa0ixMptcA31o1eiTHk1gmjvOtgahSYeJYQzWO7BKp1MhDpIkeMeYL2exmxJc25l9gVnb8FT/0SeBJ+CmdFdYry/MiKrY29Wk5EYTIDb+7E584lhFo1KalenYw+3bhmY41JpcLV1hFXmS0ty5Q4Z4qoMwClDIO9QLxoFjYGkxEPGxUl2lwmblpOxa127foBWNiZ2F9WyLbvvRioMPLNN3aUlNgwa9YzEpM0JCaZl5XJ4PwODW8a0lFgbi9VyqBtAEQnG3hcbF7uqcaOQS1d+THusSQgdT9/YFIhRK7KZEarceRpcoCrGEwmvG19KSwr4Lvrv4TdX312iY51OnM6NZC4tPvsuv89cpkck2gi2fCUoKaBxEXHgQrOPjJXX34M24rS6l+bK1LJVNgq7bGU26KS2aAQrRFMVpgMluh1anTlakrLVJSUKSkoVpBU5gH/gg9ZYGAgbdu25dixY0RHR2MymXBxcSEgIICMjAxOnjyJt7c3+/btY/z48bRo0QK9Xo9SqUQmkzFixAi0Wu0Lrp2/JjU1leXLlzNr1ixMJpP0/VDhIPmyNrsRI0bwySefMH/+fLKzs9m1axefffYZBw4cYOXKlVLb6r1795g6dSpr166lqKiItLQ0xo8fT8eOHVm6dClTp05FpVK90Kqo1+vx9fXF29ubxMRETCYTmZmZ1K1bl2fPnqHVajGZTNK8WYUD6a/FzPNurwkJCYA5w/D52JDy8vLfNIz7vdiIevXqsXTpUhYuXMgHH3xA69at+fzzzxkxYoS0TPXq1Tl+/DgffvghjRs3llpWX1bN+3dRt25dzp49y8yZM2nVqhWiKFKtWjUp6P4fMXjwYCZNmsSQIUMqtaUuXryY+Ph4VCoVDRo04Pz58/9nAriKKqrEYxVV/E0IDAyUWlifJy8vj8DAwP/KtlVTTi5UdcZX8W9CBARRwBIRrUyHva2cwjw78mRJeGr8sQ2M5VhmLZqViDh4P0arFdkt1qZhQhGuQSEojddxq/eUnMuOfC825WGwDq84S4Zfv0tRndrI/fsSXJBPatJe8usUU6uPHkViMeXni3lU1JD7z16hyEvFY994cupdQ20IIe1ZDYTMprgbcujwMIbql0+gCvKnJCSEtJbhnOjcAktbe1wt7XE1WFK9QI79MyMyhRyDvUCZLJ8M4QnpRTfITL2BKBopFn5xEM0o0SGXC4TWsOLxkzJ0Orif+YQajjZkZBuRFYZAngFTQinrtj9GMIGVEhzUkFECJhMIudmIBXZYqWSUa0yYRDjxxNxyJ5fJMJqMxCROxc3Gg1ltczj56CiXUs+hEBQYRHPbaZhbOLaWdijtfrHBf1acglwux8vfm2dJ5srRObvjFPfLRG8ow/iDEZW9CplchjZPi01dK4p0ZiFi1BlR2SrRFel/KXU+h4XcAmuFHVYKWywEG+TPiUGDTo1Wa0GZxoLiUhWFxQo05bIXV/I7FGr+uTiB57l9+zYqlYq8vDwpHw8gIyMDLy8vNBoNfn5+rFixgoCAAHr06MGHH35Yaf7Ox8eHW7duSaKwQii1adOG0tJSxo4di4uLC2VlZSgUCjp27Mju3buluUlXV1cOHjzItGnT2LFjB507d6Zhw4ZcvXqVRo0aAeZ2zcaNG9OvXz/Ky8ulSuMnn3xCw4YN+fDDD6WIi2+++YbTp08TFhZGfHw8kyZN4u7du5X2OzAwkPj4eOn/NjY26PV6pk+fzvTp0xk7diy3b99GoVCwYMECyXW1ffv2rFq1io4dO7J3717mzJnzy/n4WaCKooiPjw9z584lIiKCK1euMGzYMGmZyZMnU1BQwOzZs19o7ywsLMRgMNCnTx+OHTuGt7c3q1evlgyEwDxL2qhRI1JTU2natCkjR47k4sWLL22jPHPmzAvnfN++fZX+//zkV0BAwAuxDw4ODi+81qhRI44fP/7CuiuoqMy+jPz8fLRabaV21IiIiD80Z/jv4GXH5M/Qtm3bqmiM/wGqxGMVVfxNqJht/DUlJSX/cPD974oxu6pltYp/H3KTDpMgYKU0UmawIk8oJsCxkBu5fjTyzOFylg+1ShS4+j0hs9CSC0YPIrO12Ad4ovY6jFWxyIkLzbjpZcLtsZwBF1Ipr1UbG6+uWBc8olC2DZc25TRS6SiPKeDZ1lAe5HQgy1XJE9+HlNZ9jL44kJxnjQjKMBGeep/a11Zj52BNcUgw6bU8Od/0XRzsnXGV2+BbpqJeFljmC5JQzCt9QlyhWSgKchl2Xt7Y+znh3kpFqF9d7H1zUdplM3an+blLRD07vl/XkrWrn/DNo3jkMpGEu2VEKkoxFQNffQ+A8EjB4h6uVPP2pf2y22SW6DCJIgICT4qbsPbKO9hbfEK+5glGEep5NCDEuQb743ZhxMi93NsMqB2Gm70Lx3IO4KHzZPTYN1i/YR3Z6dnEFdzjwtCf0JXpwTw6iUdTd0IHVefRnkfI0mSY9CYKnppFgFwlx8bHBl2hDn2ZHgSo2T6MswvPggA+dQLIfpIJ6LFNbYKjXy3KylQUlf0/9s47PIq6+9v3bC/pPYEUQkLovQekKB0BEUVEBBEQBBQUBEGQIooCIkVREQERFAEBFURAEnqHBEjoSUhI78lm++68fywZiWD3efT5vbm59go7O+U7JZs5c875fJSUlikxW/9YMPhHKfuLwWNRURFZWVnUq1evSuAIkJycjCiKFBQUSL2H4PIrbNu2LYDk3Tt+/HiefPJJ5s2bx+zZs9m/fz8NGjRApVJx5coVCgoKsFgsrF+/nvr16zNu3Lh7xjJ27FjWrVvHihUr6Nq1K++88w49evTgxo0b+Pj4kJWVRUJCAt7e3pw6dYpjx47x7LPP8vHHH0uqngqFAkEQyMnJ4ejRo9IN/rFjx6oY0N+Pw4cP079/f5566ilee+01fH19uX79OnXr1mXAgAGEhISgUCgYPnw4M2fOBFwCMtevX5eC5cqg7NNPP2X79u1MnTqVGzduEBYWRkFBgdQPCj9lXW/duiUFtpUB12uvvcbSpUtZtGgRK1asYOjQody6dQsfHx/S0tIYNGgQL774IqNGjeL8+fNMmTLld57x/y4jRoygpKREOi42m43s7GymT59O27Ztad68+T87wD/Iz/fnr/ZOVvPPUh08VlPNP8xLL70EuLIAs2bNknpZABwOBydPnpSa7//XcBYW/dNDqOb/EE5E5CJYnDKUgoNyow9Z+gIaKa3csgoEVOipGZHG1WJP0g3uPCRToquZi29oAhcvRHLE1xcPu5yHz96GOg3w9m6PyZKAI3gf4bFWal6rIG9/MPvKmpLhpeJWeDrGeoUYCmqizm5Ho6QMGiYdpIa9jPLoKLJqBHKhyTB83Xzwd+ioUyKnTSE4rZWBYhIJ2efIzTyPztcXz9BAvMJ01GoLzUIj8QjJRabIB9EKFl8wqKDIC5JEGoeqSUy3cOVSGfVb7UYAlHLw0iowWkVu2mqTVm7msPUF8vI9OJJ+iP1xP1BkPI14J5UnE+Q4RQcKhR73SD2NC5uSdjQFEEjIOUtCzk/Ziu/TdiK+4bLdSPrsInK9nIULF+C8U7sqyAXS4zKI7FcLuU6Ow+gg/1wBOSdyXY2SgEqnQTTKiXA+hi34Ctfzl2M320AQQFBwcZcncm0NhIp0bl9IQ6ZwZVi/W7qRxs/95HH3V1ApZLirZOgVAnqZiJvMiU60o3dY0TvM6KxmdJYKfHNtQIffXN8vUVlmefnyZVcGVy4nMDCQyMhIEhISqF+/PsnJyeTn51O7dm0Adu3aRdOmTav037355pt4enpKips3btygSZMmaDQayQevWbNmNGvWjEuXLnH+/Pkq46ioqGDjxo28//77jBkzhkuXLlFYWCite+zYsbz44os4HA4mTJhA3bp1iYqKYuzYsaxfv565c+dKf3OCg4NJTEwkISGBpk2bMn36dBISEti4cWOVbaanp+Pp6YnT6SQsLAyNRkNiYiLHjh3DZrOxZcsWcnJy8PX15ebNm8THxzNr1iw+/fRTnn/+eU6dOsXKlSuriMTNmDGDuLg4Zs6cyaRJk9i6dSvbt28nJSWFnJwcBEGQvCXvR6XH4bPPPiuVnb755pusWLGCU6dO0bNnTz788ENiYmJYtGgR4Cp7vXTpEgsWLPhD575SGOfXeP3115kzZ84fWu+vcfToUbp06UKdOnXYunXrb87vdDp59dVX2bBhA8XFxURHRzN//vzf7INs27YtzZo1q+I5uWrVKp5//nk++eSTKhnPZ599lsuXL3Ps2LE/v2P3oXPnzhw8ePAXPw8PD//V7Oyf5d8o5nO3INO/iergsZpq/mEqbwZEUeTixYtV5KpVKhVNmjT51z4d/S1Es/mfHkI1/4dwOMApcyJzKpErbYTIDeSWB2D2vo0lL4T6YRmcKfZBUaQl1lePe+BJyvL0fJbaDoXTwYNXilDWisFTp8EsP4JHgxJCrGYKzrlz9GJzrrvpyIrIp0xwIOZ5UPNaNB1SE6hddh5zaE1yQoLJHdQHh8IDf5OaZsUCKgNUGEsorkjkWvY5ikqu41kjCK8wDzwbCzTsa6JDqBdKrQUcZjDKoUSAfAHOAylpUOq62Re1fth1oVgUITzeuhmJ6Scw2+HJVn1JzS3mVMYJCivsKGRKyorqoHCWcqsoArmPDE24mh61e2BRWPj++12YjCacoqvU/XjeYTw6qTE1MMFRABGVl4oascGk/3gbp82JrcKOl9yXC59doiLTpV4a0TwGU5mZvJQMRIeTvMMiUU3H4RNtIj8xHoddIKz7GEpTzlOWlojVaEEUtJxKDKY47RZOh4hco8dptyI6HBQmH/qpRFUmR5ArEBAx5aZit1Sg1rihV8twU8rQy8FNcKLHjs5pw81hQWczo7VUoDdXoDOWozOUoi0vRltahLa4AG1xPkqz6eeXzX0RdDqY/+Lfdm0KgoDBYODYsWM88MAD9OnTh6lTpyIIgvTwb/v27XzxxRdV+u88PT0RBEFSRZ0+fTpjx47l9ddfZ/LkyQBcu3aN+vXr07x5c1q2bMmBAwek7d68eRObzUafPn1QKBTUrFmTyMhIDh06xLJly/j444+l9b/22muAK8v46quvMm/ePGrWrCkJ1PTq1YuwsDBefvll8vLyJJuN6OhoAEmV1M3NjSNHjiAIAsnJyezatYv8/Hx69OiB0WikQYMGDBgwgHPnzhEaGkpQUJBkJ/H6668DULduXRwOh2Sb0bhxY55++mneeOMN3n33XcCVUe3UqdMv9jzejVzuKqe++0GrXq/H3d1dshi5evWqVMpbyW9lVe9HaGhoFT/JxYsXs2fPHvbv3y9Nq8yO/l380XLPzz//nKVLl/LZZ5/Rtm1bbty48buW69KlC9u3b68yLT4+ntDQUOLi4qoEj/Hx8VJJ8t/J119/LfUCZ2Rk0Lp1aykjDz+d60qsVutftvmo5o9RHTxWU80/TKXK6ogRI1ixYoWk1vd/AdFq+e2ZqqnmdyIXHDhtcjRaGyabgnKcBHnncasglHo1MjiaH0BohZqQ0CLkmqv8eLsRFVaRdkXlqEJC8XC3Ifp+T2CQkbJLei4dbcBljQ+ZNcqwWPW4Z+ppeKyImOIkZJ6pFIWGYXmoPWWiHj+DghoWMBeXUFyRTFZeIjfJw6OmF141VHiFWQgLK0Tn7Q4WFZQ7oNAKWcVwPBfSUxDlGhz6MKyqGhgJptxSm+KKhyko9SQn1x1TxZ0/yQLoFBXACRAENp12WUH4B/pTkFeAKHdyreYlyvLL+KrnpwCkFqVx85tUTPkmKUBTapXYTDYcRgd19LEIGi1xysM4bHZspXbSvr8jxCVXg8PCtTNDyUh6QzreaeevAyJa/3BMebcoykgnt0iFT5M+5CfGg+gkfe/HgIA2MAJTbioymUCkp5IbFbdx8/CmrCgHNzcvKgyl1PbxJdzXn+NJZyg1VqC0WxgUVovPU6/zybbX8DeW/1euIwDRaER0OhFkf648NioqCnCpfiYnJ0vTR48ezXfffUd0dDR6vZ6ePXty7Y5VUYMGDdi2bZvU1z5mzBjGjx8PuIJGcHk57tmzh0mTJkkZsg8++IDExEQ+/PBDcnNzAdeNuyAIrF69GnD121VaRDzyyCMsX76cnj17kp+fz/nz57l16xbXr1+XRGYeeeQR5s2bh5eXF2fPnsXNzQ2DwcCZM2ck5dOfc+bMGcLDw/Hy8pLWU6dOnSpZETc3N7Kzs9m7dy/vvfceK1asYNKkSSQkJBAfH09ZWRmenp7cvn2bhIQEEhMTAfjoo49YvXo1c+fOZfLkyXh7e9O/f3/MZjNvvPEGNpuNFStWMHHixPuOrTITdffYk5OTMRqNjB49mqlTp6JSqXjggQekz7du3crLL78MuPo4W7Rowc6dO+/rsXg3crmcoKAgKSvk5uaGQqGQMqNOp5M33niDjz/+mPz8fOrVq8fChQvp2bOntI6LFy/y4osvcvz4cXQ6HY8++ijvvvvuLwadW7duZe7cudy4cQOdTkezZs1+dawymQx/f38puIuIiPjVfaqkS5cuLFy4kOzsbMkD8uDBg5IAUyUZGRmkpKTQpUsXHA4HY8aM4cCBA+Tk5BAWFsbzzz/Piy/+uYczlQr0AOY7D6B9fX2l4xsREcGoUaO4ceOGlJVbv349x44dY/r06Zw+fRo/Pz8eeeQR3nrrLekYff7557z33ntcvXoVvV5P165dee+99wgICCAtLY0uXboAP/l/Dh8+nHXr1tG5c2caNWqEXC5n/fr1qFQq5s+fz9ChQ5kwYQJbt24lICCAlStX0qtXL2nsycnJTJkyhUOHDqHX6+nevTtLly6VhIw6d+5M48aN0Wg0fPLJJ6hUKsaOHStlrCvPWaWqbmXGNTExkUmTJnHmzBkEQSA6OpqPPvpIKkH/b/CfbSqopppqfhd2u53PP/+cW7du/dND+VsRrX9dlKKaaiQEBUq5HaNNgVZw4CMXuVXgQ1RQNqfyQmiEkrBa17lsUPBDVl3qFjnpoPMgILqckFq70HldJis9lA3nu/KBe2OOufugzHHQ42gxT5+9RjdVKcEtGqDsNBCfmB5EK2pS41YK5us7SC1YRZrXWsyNthI86DAd55bSc4YX7fuJ1A8pJCTtOtrPzuF47zrmT7Mp3mYjY18gF090IP7y82xO+ZCPT33IuiOvse38WPalPMLx8liSdFGk1dVT0KOE209cI2HYEfYO38reR112CqIoUrNLDTrMaodD73D1RstkDJwxmtoNmnFjeSHhzsdo12UWEc17ENlpAA2emku9pxfiFubKsjgdAkeOtODw8fqIMtWdQ6lCUGhQ6LzBaQdEvFUiDwydBoBcoeLhYVN5fNhU9E4zIILNwssViYwoSXCdD9HJiJoRrAyvhU9BOgB+hhIWLRlOx/jNGAqz+dLbl/ZWE6LopPzWVYbdTEJucnlWrvTwwDPPlcHRGP6DqsxqFYKHB0KAP0JYKEJUFELDBjj/QmWEr68vISEhpKSkMG7cOCIjI1Gr1Xz55ZcUFBSwYcMGWrVqxRtvvEFiYiLe3t7cvn1bUhK9fv26dGN8N2azmcWLF7NhwwYOHz6MQqGQrBf8/f0ZNGgQGo2GHj16kJ2dzaOPPnpP1sV+x1szOTmZJUuWMGrUKAwGA88884w0T2Wv2TvvvMPZs2fRaDRcuHCBlJQUPDw88PHxoVevXuTn50vLBAUFkZ+ff99xA5hMJioqKkhOTsZkMlG3bl3S09OpqKigvLycL774gp07dwJIPoebNm0CYOPGjXzyySdV1vfll1/SuHFj3nzzTVQqFZMnT2bfvn2/6/xkZ2fTqVMn5HI5c+bMYc+ePSgUCmn72dnZDBkyRAqCv/vuOwYOHPiHsnvZ2dlVgoVKli1bxpIlS1i8eDEXLlygR48e9OvXTyp1NhqN9OzZE29vb06fPs2WLVvYv38/EyZM+MXtDBkyhJEjR3L58mXi4+N/c6wPPvggpaWlzJo163fvD0BsbCxKpVISxqk8lyNHjqSsrEzah7i4OFQqFe3bt8fpdFKzZk2++uorkpOTmT17NjNmzJD6ev8TLFq0iIYNG3L27FlmzZrFxYsX6dGjBwMHDuTChQts3ryZI0eOVDmmVquV+fPnk5iYyI4dO0hNTZV+H0NDQ9m2bRvgylBnZ2ezbNkyadn169fj5+fHqVOnmDhxIuPGjeOxxx6jffv2nDt3jh49ejBs2DCMRtd3W+X117RpU86cOcOePXvIzc3l8ccfr7If69evR6/Xc/LkSd555x3mzZsnXeOnT58GYO3atWRnZ0vvhw4dSs2aNTl9+jRnz55l+vTpKJV/Ta36j1Kdeaymmn8BCoWC8PDw/0lF1V/lN2Toq6nmj6CSybCKCrRyOxZRTqkdwn1LuJobSCuvMvJkBs5kR1GvQiAqRIbG/yIKvUhquicXyjpRqjXgYVESml9G+9RiHDXCcdapgbstFK2hApU1C2NeHAZtDvJQAc9gJ7WDHCgdQKEdMTsdZ5oBx3kwyIIxON0oM/lRVOpNXoE7pRWeKDxVyDwEnB4OrHozRv8KykNLKGyeRZ4yh2KZq0RVq9ChV7ijk3ugFPQuNVGHD1p7DUKsGoqKKoC9yJRqbsdnczsuE+FOj6DD7goGU67GYSkxcu5CCHq1DItBxq2Tu3DYdkjHTC5XIBNkjCYNvbmCJy2umxunzRUAOK2u9zLgkw9GYxJFdgAOu5VvP3sbgAi5nAJAEJ20/2IFijuloe7AZ7fTWAdU5ktsd/ofNYIMD0FgSFGBVKk6TKdnXlkJAXI5FXY7o4qLUN/peRNr1wY3N1CrEFUqnCoVTqUKp0qJqFLhUChwKJXST7tcjl0hxy5XYJfLscnl2GQy10suwyrIsMoErIIM8V4dMtd4BAHt/T/6XTRs2JC9e/fy2WefMW3aNAICApgyZQoKhQKHw8G2bdukLEqPHj04efIk33//PYcOHWLu3LkoFAop0BMEAZVKhdVq5Y033iA6OhpPT0/69OnDN998Q506dbDZbCQmJmK329FoNFImZujQoaxdu5ajR4+iUqlYvHgx4ApiOnXqRFRUFOvXr+f48eMkJiaSlpbGxo0badWqlVSGGB4eTlZWFna7naNHj6LT6Th+/HiVAGXixImsWbOGq1evEhISQqNGjWjXrh29e/fGx8eHEydOIJPJ0Gg0fP311zzxxBPUrl2bffv2odPpmDNnjlQ+qVQqOXXqlKT8+sQTT7B06VJGjx5d5fhOnz6dY8eOYbFY6Ny5M2+//TaxsbFVtAHux6pVq2jevDknT54kODiYZs2asXHjRmJjYxk9ejS9e/fGbrdz6dIlaVuxsbG/67xXlkn+Ug/m4sWLmTZtmpT1e/vtt4mLi+O9997j/fffZ+PGjZhMJj777DMpK7Zy5Uoefvhh3n77bQIDA6usLzs7G7vdzsCBAyV7k0aNGv3i+IxGI926dePJJ59k3759GI1GFi9eLPWXenh4sHbtWh599NF7ltXr9bRq1Yr4+HiGDBlCfHw8HTp0QK1WExsbS3x8PNHR0cTHx9OmTRvpPNytnFurVi2OHTvGV199dU+w9HfRtWvXKu08Tz/9NE8++aSkvBsdHc3y5cvp1KkTq1atQqPRMHLkSGn+yMhIli9fTuvWrTEYDLi5uUm/qwEBAff0PDZp0kQq+3711VdZuHAhfn5+0vU6e/ZsVq1axYULF2jbtq10/b355pvSOj799FNCQ0O5du0aderUAVzl2pWl3NHR0axcuZIff/yRbt264e/vD7gUe+++1tLT05k6dSp169aVlvtvUx08VlPNv4TXXnuNV199lc8//7xK2cb/MqKtOvNYzd+HQqtDJhOxIUMmBy+ZleJyb8J980go8aem1Y0HAioQg2+TW+FOckFjLIUGvMq0tDYWofbyxubvhd7NjFJQY1Zdx6E8iK6mgJefnRpKC858G7Y8EWuGE9M1T25ZAik2+FBi9aHE5o1dK8fuZsOiN1GhL6fYp5iCWmkY1GXIlUq0cvc7waAbgkOLw6bFZgvCbArHVq5CNCgpNSjIs7kKfwRAq5LjppThpgC9zIlecOJV4Cq/c9ostGvannZRDdl+8FtS87NROO2sOLOGjwquUVhexsrVrgDgzbISHCol0TodIiLrKgwk2e0EyGT0/MRVjqoCLEAtuZwipxO1IJDndLpuBrRanColZGdWOe4GhQIcDmSCgK1HdzIzMmD/PsqBka1a0yi0Jm//+COG0lLsWi1pL0wk68CPlO3bx4Lx49lx6BCnLl7kbPNmuJeXczM1FUtxMSNGjODcuXNcvnyZw08/9V+5hu7mrz6sS0pKAlzBROUNoFarZejQocyYMYNbt27xzDPPcPjwYUpKSqRArE+fPqxfv56TJ09WCR47dOjAgQMHaNu2LV5eXly4cIGnnnqKnTt3snPnTux2OzExMVI54dq1a3nnnXe4efMmAFOnTsXpdEo3k99++y3jxo2juLgYvV6PxWKhdevW+Pj4IJfL71FuValUUkkk3OujqNfrGTp0KHPnziU7O1sqT507dy4dO3ZELpejUCjw8vJizZo1DB06lB07dtC1a1fS09OJiIiQbCVsNhvjx4/njTdc12Xjxo3ZsGED9evXlwLM8nJXGXP79u0ZOXIkn332GXa7HW9v73sCvcrS4enTp/P6668jCAJGoxG73c5zzz3HqFGjpPO9bt061q9fj5eXF0VFRdL2s7Oz8fX1Zfjw4bzxxhsoFK5b5M6dO9OwYUNUKhWfffYZDRo04ODBg1LZaiWZmZlMnDiRrKwsFi5cyMmTJ1m2bBkRERHExsZy8OBBWrduzfnz5xFFke7du7Np0ybCw8OJjY3F6XRy9erVe4LHJk2a8OCDD9KoUSN69OhB9+7dGTRokFRe+XPWrVtHSUkJK1eupKKigs6dOzNixAjWrFnD7du3MRgMtG/f/r7Lgqt0dcuWLYCrPLpz586Ayz4mPj5e8ha92zPzww8/5JNPPuHWrVuYTCasVut/VOjv5yWaZ8+e5caNG1XEnURRxOl0kpqaSr169Th//jxz5swhISGBoqIinE6XGFh6erokWPVLNG7cWPq/XC7H19e3SgBfec4q+2vPnj1LXFzcfcuQb968WSV4vJvg4GBpHb/ESy+9xKhRo9iwYQMPPfQQjz32mCTK9d+iOnisppp/CcuXL+fGjRuEhIQQHh5+Ty/DuXPn/qGR/XlES3XPYzV/H0q5EkQQcCBHjuhQYFVYsBk8aOBZRJHcyuk8fyyKutQqk9NGYUX09cbT3YBTXoSovIi7tx2NXoG9UI45S8B4242C2z5cc/hQ6PDEIJdj0hkxaUwYPc0YNWbMqgoEnAgOE06bFotVjcWspcLogbm8FnaLGo1Mjl4uAk5U3KvuqTPlojOWoS0vQV9WjKZS5KUoH5nz3iAmw27nA8BTJuNUwjGOJxxDI5OhwKU6G6xyUKqUka1RY+vZA6dKRcXx42xOuoS5wvDTMZPJKFEoSH1xIjaZHOsrU0EUSa0MnO4ENFZg50uTUCgUBM+ZQ1FRETabDafTSWUnoqBUsrdtGy4oXIIV7u7urD1zGvH0KclOyOR0kuTtRZmbGxqtlhnvvw+4brhOJSai0WjQ6XQYDAaIi/L6AAEAAElEQVTWrVuHUqnEZrNhMpnusbz4T1N58/hnKCoqIjMzk6ioKL7//nuUSiUhISFS+VhFRQVt2rShe/fuDB06lJYtWyIIAsOHD8fX15f9+/fz3Xff0aVLFxITEyktLeXAgQMolUqOHz/O888/zxNPPMHUqVMBV1C0Y8cOmjZtSklJCX369GHmzJmsXLkSf39/HnjgAZRKJcuXLyc8PJwuXbrwww8/8NVXXxEWFsaBAwcYOXIkV69eJSIiAm9vbyk4gp+UJg8dOsS5c+d+0Qpizpw5VVREU1NTqVOnDn369OH1119n0KBBFBUVERcXR0pKCnXr1uWRRx7h3LlzXLt2TVKQfeihh3jiiScICgpCFEXGjh2Lw+Fg9OjR9OnTh86dO0s9X6IocvXqVWJiYiguLiY+Pp6PPvqIuLg4KbCpzDh9+eWXNGzYkN69e3Pjxg3Onj3Lyy+/jM1m49VXX0Wr1VJUVERAQAAdO3bkqaeeYtOmTRgMBtzd3ZkzZw6vvfYaGo2myn6uX7+ecePGVbExuRun00mXLl1o06YN4PLL3LNnDz179uTChQs4HA4uXLjA5MmTadCgAZcvX2bMmDH32HPdz65LLpezb98+jh07xt69e1mxYgUzZ87k5MmT91V9vXDhgmT3olKp2LdvHx07duSRRx4hOjqanj17Sg8g7keXLl1YsGABmZmZHDx4UMrwderUiRUrVpCenk5qaqrUI/jVV18xefJklixZQrt27XB3d2fRokWcPHnyF7fxV/n5/ZHT6eS5557jhRdeuGfesLAwKioq6N69O927d+fzzz/H39+f9PR0evToIYnz/Bo/LwsVBKHKtMrzVvmd4nQ6pUzyz7n72N9vvb/1vTRnzhyefPJJdu3axffff8/rr7/Ol19+KfVG/jeoDh6rqeZfwr9NivlvoTrzWM3fiEMQEQQHDqcKpeDE6lSiVxjIq/CioERDuNxIoL8VlTMfq1chSk8FZpOMgkKBYqs7Bc7WFGe7YdLYqVBbMbhbEN1BblMhWFXIzQowK6BCh6bEjqfNTNDd6p4V6WgrStFZjGjNBnTGchSCCCo1olqFqFYjKlU41SqcSqWr9FKhxKG8U3Lpo8Ae4I9DEYxRLqdMLscml2GXK7DKZNhkAlaZDKsgkFVUBK+9RqnTybBhw6hduzaHDh3iwIEDyASB3b160K1XDwAq7cZr+vowtGUL9Ho9oihy6NAhEhMTEZ1Oku+UYWk0GsxmMwsWLEChULB48WLpSXel11+3bt347rvvpKyMWq3Gbrej1Wpx0+nRqF2BorHCyEuTJhMSHMzWbds4fvIEAhDk7YdarsRsNvPm7HlcvnqVDZs3UicyCo1aQ2LSRWw2Gx8tWk7S1WSWf/IhUT418dS7I4ggEwQEEQTu/BQEZCIIooAAyCqnAzLxzv+ll+u9jDvvnZXLAiKu/ztdP3X2qqqNf4TK7FhpaSldu3YlNzcXb29vmjRpwpw5c1CpVBQUFLBw4ULJRuLzzz8HXN6Ob7/9tlTSV9n39+KLL7Ju3TpatGjB+vXrqVevntRjVolKpcLhcDBu3DiefPJJBg4cKInFPPXUU3z00UdSqVxkZCQdOnRAEIR7FEtjYmI4deoUw4YN4/Tp0zzzzDMkJSUhk8mIjY1l9+7dUnCwdetWnnnmGSkTWElFRQWrVq3C4XDw6quvolQqOXz4MBqNhp49e/Lpp5/SokUL4uPjKSkpQaVSkZeXh4eHBxkZGVV6MDdu3Iifn5+kMKtSqaQb8ri4OKmnzWAwEB0dzeLFi1myZAnHjx9n2LBhZGVlAa6SyejoaB599FG2bt1Ko0aNKCwsJDIykqFDh/Lmm2/SqlUrfH19+fzzz6XS4tzcXCIiIqioqGDu3LlMmzaN2bNnI7sjqBQVFcU777zzi9dDSUkJOp2Ozz77jAMHDpCRkcHatWvx8vIiPj6eI0eO4HA46Nu3L9euXWPnzp0MGjRICoKOHj2KTCaTMlI/RxAEYmNjiY2NZfbs2YSHh7N9+3bJ6utuatSowfbt2ykvL8fd3Z2AgAD2799Px44d+e677zh79ux9tvAT7du3R61W88EHH2AymSQl4JYtW1JaWspHH32ERqORPEsPHz5M+/btef7556V1VGbD/1s0b96cpKQkScjq51y8ePGe38dK/9VKKnuH/472oebNm7Nt2zYiIiKqPKT5oyiVyvuOp06dOtSpU4fJkyczZMgQ1q5dWx08VlPN/49Ulj39X0Ks7nms5u/EZsdpE1CobFSIMlROJ0rU+LjnYBcVpJZqKcnzxKLQYpP7IC+WI7coUJjlqBwO9HYLfvZctDYzWpsJlcOOKFfgUClxKJQ4FXIcijt9dRoldoUch1yLTeGOQ14Tk1yOSSajWBCo/CcT7gQ0d01zBTgyBFwBkOzOTwFXcCNDQA4oRFfP3d3BkCvwEQiw50i7/e32nVSYjbjr7pRAifCQJoZFX31MXlEB746agUyEeSf3cfDSKW7kpFc5bIIIA80xCKLAy05XJmfGjBn3HN4nbtdCpVBy+MLXeKPDpDBgslsxV5jQKzS08a/DwJQaiDnerMC1njWrPsZoM+Ohdt0Eyx0C3S/7cLHEEy+1ntfmu77XZAhk3riFu0qHr1xPKaW8OH0KPjpXz1uryxo8NH+H3P7Ps0K/LCoic/5CM+Tv2cqd7JPRaGTz5s1ERkaSm5vLjz/+SFFREa1bt0alUrFixQqaNGnCokWLpP661157DavVisnk6h01GAzI5fIqJWx169bFy8uLjIyMKtuNiIjg+++/x+Fw8MUXX7Bt2zZpLKtXr65Synjx4kViYmLo2bMn9erVq7KeiRMnMnr0aFq2bMlrr71Gfn4+SqWS2rVr07VrVwYMGMCGDRvo168fly5dokOHDsyZMwej0Ujv3r0JDw9nwoQJHDlyBKVSiYeHB1OnTiUtLY0PP/yQHj168Mknn3Dx4kWuXLmC0+lEp9PRo0cPrl+/zoULF3jppZd47rnniIuLw2AwVOl3BFdA9c4771BQUEB5eTlbtmxBrVZXKQXMyXH9nowaNYply5bx3HPP0a9fP/r168enn37Kk08+ycMPP8zChQsBV9ZGFEXKyspwd3cnODiY5s2bs337dkkZNSQkBIPBwO3bt6VM6W8pWRqNRrKysnB3d8dmszFz5kzmzZuHxWJhyZIlXLp0iYEDB9KjRw+6du2Kw+Fg8ODBLFy4kPz8fCZOnMiwYcPuKVkFOHnyJD/++CPdu3cnICCAkydPSmO9H88++yzLli2jX79+LFiwQMp0Vwa4n3zyCR988MEv7otWq6VNmzasWLGC2NhYyRpDqVTSrl07VqxYIQWY4AqsP/vsM3744Qdq1arFhg0bOH369G96Yf6dTJs2jbZt2zJ+/HhGjx6NXq/n8uXL7Nu3jxUrVhAWFib9Po4dO5ZLly4xf/78KusIDw9HEAS+++47evfu7XpY9ictV8aPH8/q1asZMmQIU6dOxc/Pjxs3bvDll1+yevXqe+xGfomIiAh+/PFHYmNjUavVaDQapk6dyqBBg6hVqxa3b9/m9OnT9+1f/U9SHTxWU82/jLNnz0rG0/Xr1/9dHlf/VqqDx2r+Loq6dKBMr8NDFBFEBe4OOaJCxCFXoZX7ohYhxMeBXFaKDBFBlANOEB3glIFTQLQrEB3uiA4PRIeI6BAQ78wiOkRwQmW4J9hlYBeQCTK4EyAKOF1+9wiuaaIM7rwXhDvZLeGnbJkrHOSnkFKsDCGpDCXvlOHeNU10/U9e/NPNhexO1kx+p5pJAIKL5BjyisgvyiOgRA4iuNtVmEwm1AolckGOQi6nzFyBIIJbOSCKjGjehy8T91PT058LOTdxiq6Veqj1qBSuEqqE7OuUmg3Y75RPqeVKyiwV9IhuW+Wc3K98r7LqzmyzUmquYMNjr/P8N4spNRtoFFQbnVLDodQEAFQKJfY7JbvOP6By+W+g0m7Dz89PytCFh4dX8Q1ct24d48aNo7TUpSTr4eFBWVkZL730EgsXLiQhIUGa1+Fw8Oyzz0qZqGPHjmEwGKSb/O+//x6n08no0aOlDJjdbpd6JsFV3jh79mzpfWJiIitXruTdd9+9pyR46NChpKSkMGXKFAoLXSJO3bt3p7S0lPfff5+uXbvy+OOPs3LlStauXcuiRYvw9/fn/fff5+mnnyY3NxebzUbDhg0ZNmwYr7zySpUHEitXrpT+36RJExISErBYLFy+fBmLxcLTTz+NyWSidevW0nVUua3WrVvjdDp5+eWXmTt3LhaLBUEQmDFjBiNGjODhhx+mW7durFixggEDBiAIgtQ7ee7cOQoKCpg7dy42mw2z2czy5culUsBK9dgOHTqQk5PDzZs3ycjI4NKlSyxZsoRevXpJQVl4eDipqanAvWWS96NFixZs3LgRp9PJ+++/z+bNmykqKiIrK4tvvvmGnj17cv78efbs2UNmZiZ79uxh3759uLm5SVYd98PDw4NDhw7x3nvvUVZWRnh4uDTW+xESEsKpU6eYNm0aAwcOpKysjBYtWrBp0yZ0Oh3dunUjKirqvlnLSipLmCvLgivp1KkT+/fvl655cPlxJiQkMHjwYARBYMiQITz//PN8//33v3nM/i4aN27MwYMHmTlzJh07dkQURWrXrs3gwYMBl1LxunXrmDFjBsuXL6d58+YsXryYfv36SeuoUaMGc+fOZfr06TzzzDM8/fTTrFu37k+NJyQkhKNHjzJt2jR69OiBxWIhPDycnj17Stns38OSJUt46aWXWL16NTVq1ODatWsUFhZKv4N+fn4MHDiwimDRfwNB/CO6xNVUU81/jLy8PJ544gni4+Px8vJCFEVKS0vp0qULX375paS89b9E6RsLMKz68J8eRjX/wxj9AigY9whKf1/KjE60ChFBkCNT2lEIKrQWOxWimnyHEqMgw+IArKBQ2tAqzHiKZbg5DeiVdjQKJxq1A5XGhlJnQ6mxIddYkalsyNQCqGU4RAGHKMPhBIdTxOEQcTicOOxOHHYRh02OwyrgsMlwWGU4rQJ2q4jTVvkTHFYnDpvzzk8HDmvly4bDZsdhs+GwWu/8tOC0WhHFqn0u+RVWXtyVAoCbSo7Z5kCnklNmcSAAGx+vy5cX8igy2Xm+TQgAG87nkphTQVZ51Yc2CgE+e8ylzDd7fyo3iu7tRQ5yU7NqUEsEuYKlB69w8EbuPfO8M/ABmocFc/D6bebvOopMENCplJjtdtzUKkqMZnQqJQemTeDzY2f47Nhpys0WBFyBZoCHO3q1GpvDSUZREWqFAk+djryyMk7Pfwt3nc4VuAt3vRAQBDkg3DX9ToBf+bOymPVO9pfK5e7O+wqVeWApB4zbwNao/L3+1HVZqXiq1Wq5devWPSJnJSUleHl58cwzz7BhwwYSEhIYN24cx44dkwKZtLQ0Ro8eLUnzf/XVV0yZMoXBgwfz/vvvYzQa2bJlCyEhITz66KNYLBaKioqknr1OnTpJAiFBQUGMGTOGzMxMdu3aJY1j4MCBuLu78+STT9KzZ08KCwvvGevLL7/MsmXL8Pf356GHHmLDhg2Aq8/vmWeeoXHjxpw/f/6efry6devSpEkTzGYzOp2OmTNnVvl84cKFHDp0iNDQUGJiYti/fz/jx4/n1VdflW7MExISaNu2LSqVisGDBzNp0iTi4uJ45513eOmll3jvvffo1asXq1ev5saNG0RERNC0aVMGDBgg9SQKgkBAQABvvfUWnTt3Ri6XM3LkSA4cOEBxcTE6nY5Vq1Yxe/Zsrl69yoIFC4iLi2PPnj2EhoZKQeLBgweloEitVhMaGkpycjLdunWjadOmkr1JJZWCOQMGDGD16tVMmzaNtLQ0SUH2t2jXrh2tWrVi+fLlv2v+aqr5t1Cdeaymmn8JEydOpKysjKSkJOnJZ3JyMsOHD+eFF17giy+++IdH+McR/sveQ9X83yJ5wEDcuoSitPqislWg1cpw2gXkMhG7XYNKaaXYqabUIcfPPwdPuxl3vCkXvXHmiDiKFeTIgrgmKKhQWajQ2TAowW5SoC2To7XKUJkFVEYZepuIh9OMGya0zgp0QgVaZTkapQG1UIqGUhSUI1PbkansyDQC6HSg14GvBrQq0ChBLXO9lLheChEUTpBZQWYGKkCw37WXckCLwy7HaVVht6pw2pSk3rTCneBRqZVjcTpR6hRgcSCTCbR4pg1fLTqCOcdA/Ufa4LCCX+lp7PlpqBR2ZIKAXCZQYbGDIOAVFoHDZuP1/t4k3y5k9bE0Cip+CjIfruuFyejKQJlMFchdyVXsTghyU5JjsCFWZJCXlUdJoSuT5lIztIMo4rC71iU67aRc/Z7snHwMZjMvtA1m9ZlcjDaRYL0TtdxCcn4FADLBicXi+n/C2U/Rq/58D+KfoW//H1Dh9aeWVSgULF++nAkTJuDr64tcLsfpdOLr60v9+vXJzs7m2rVrUh/j3LlzSU5OZvDgwXz55ZeIosjWrVslIbTK/tOPPvqI9957D3d3dxo3bsygQYMA6NWrF2vXrsVsNuPj44OnpyeHDx9m8+bNkh9jYGAgn3zyCVlZWWzevBk3Nze+/fZb1q5dy5YtWwgKCmLHjh2SPQeAm5ublBVJSUmhrKyMq1evUlpayvLlyxEEgStXrnDkyBE6duxY5Rh8/PHHPPHEE2RnZxMdHc2aNWsYNGiQpITarVs3Nm7cyK5duwgJCZH6LN3c3Dh79iwbNmxg8+bNtGzZktGjRzN27FgaNWpEr169ePPNNzl06BAGg4EPP3Q9gKxVqxbe3t7Y7XaSk5N57bXXJK2A4OBgIiMjkcvl3L59mytXrkjjfOWVV5DL5YiiSFZWFqdOnaJBgwbUrFmTLl26cPjwYSZOnChljRUKBVFRUbz++uu/2z9v6NChLFq0iP79+zNv3jxq1qxJeno6nTt3ZvXq1Tz44IN8/PHH9OvXj5CQEK5evcq1a9eqKJZWU83/CtXBYzXV/EvYs2cP+/fvr9LHUL9+fd5//326d+/+D47sL3CnJ6Kaav4IhqCaHBz3DG0D8nGzeHBNtODj0GIVrLgr7dhFBTa7DZlDRgVOankXIxR7ccXmTrnTSk1dLpF1ipCZy/GyBRJjrkmpzQe7oECVUwR5mZQ5RIrkbuTL9OTr3Uj3Eqhwk2HTCMjVdgTsaCxa1KZgtGYNbmYPNBU6lIVKKJchGmxoRANumgrc3My4aSvQa1wBp1pejopSlGIpCnsRMmsRgqkQwXlHQEqtBQ9PcPN0eRvqdcj1WuQ6DUqNCjQK3ESTdDxkCkAAueJOoZAgUqdHMnUPVuCeaaPJE65eOr+EAnxuOci7UjWLKVOI9FrkKtfr3PkqBw8a+DmpHlaWvh+Gw6pgWf88HJlI7YI5BhtyObQf0YxAb3dyD6TBiWwEQUCuVCCIduQqJVgtCHI5wU0b4lN8Gf3NMpafyHYNGcgos6FRCGgVcsotTuwOJ5o7vT/3EZn8jyP7C0IWgGT0Di67joqKCgoKCjh16hS+vr4UFRVRXFxMdHS01Ju4efNmqUwzNTWVmJgYjh07hlqtZtq0aYwfP14qlSwrK5N6rix3lKsrbQfc3d3p3bs369at45VXXkGv19OoUSPCwsL47LPP8PX1Ze7cuTgcDsaPH0+rVq3YvXs3iYmJeHh4kJCQwNNPPy2ph2ZlZdGtWzd27drF3r178fDwwMPDgyeffBKNRsMjjzzC8ePHq3jKPfDAA0yaNIn58+czfPhwDh48yLJly5g7dy6zZs2SeuJatmyJUqnE6XSyc+dOHA4HSUlJrF69mqysLIYOHcqQIUMwm80sXbqUKVOm4HQ6KSgoAFxZwEuXLvHWW2+xc+dOysvL2bZtG0888YTUI6jVaquU8rVp00ay0ajsDy0vL6dnz5707NmTpUuXAq6HtqdPn+bEiRN8/PHHgMtDcNeuXX9I6ESn03Ho0CGpVLS8vJwaNWpIn+l0Oq5cucL69espLCwkODiYCRMm8Nxzz/3Ry66aav5xqoPHaqr5l+B0Ou/7lLPyj+7/IoKmOnis5o9x5rFnuRkbwaPqKzjtNbhQoqJueAopOVG4yR2YLTI0Shk6jYHMcndq+5STmh+IoC2lqc8VrMZISjP9iDN6U6FUE+Eooa7uKmHRZVSYrBh07ijca6EzBeGt9yBQpcBuKkZRkIX6eg7KwhKKFHry1F5k+YSQ5eZPlkqBRWtCWcOETleITF2KXVaC0VmE3WTB0+KFr80PD3MAerMbKoMGuUGJWAa2EjuWUiuiU0TvbsPTw4y7hxl3mxG90Yi2xIBWXoZaXo5SLEHhyERuK0TMyv/poBit4AAqM4VOYO4ZsvfJSS+TwUYTuLmhzFRjKBRQq2TIZQJKpYzSchuIApTGgNLB118Gc/laER06HUMQQKEAux2GDvNA7+fKPJptxnvOi8MBn+w5yLp1EYSUulRYRUTkKgeCXUShsYMBFGonnV9N5aC1COMBG199VYvRo9MpKXHQtrMGnU5OfHwZVIDWTY5SIwOzg+5vReCu1eCwKlwvm+xOibDsTomwcOcFTht3SoTFO6XBoqssWCoRtrteNtudUuG7SoRtP2VbZYq/Vhkxfvx4dDod165dk3oKR40axZ49eyguLuaFF15g27Zt+Pr6SgFj5Xd5bGws79+xMQGX6MjAgQN56aWX8Pf3Z/DgwbzwwguUlZXx9ttvs3//fgwGA48++qjU89iiRQvGjRvH9OnTOX36NCkpKURGRvLpp59y7do1VqxYwbhx46qUkyYmJiIIArVq1WLLli0EBwfz+uuvM3fuXFasWMFHH33E8uXLMRqN5OXl4ebmxpo1a1i9erW0DkEQ+OCDD/jmm2+Ij48nKCiIOnXqMHPmTN544w3mzZvHU089xbJlywBXYNeiRQtmzZpFzZo1AZg5cyYWi4WbN2/y7rvvsn79etLS0u4JpgICAhAEgaioKNasWcOaNWuoWbMmmZmZzJ49W1L17N69O7t27SInJ4fPP/8cm83G9u3biYqKwmAwEBoaKu1TJbt37+aVV17BYDBgNBoZM2YM77//PmvXrkWhUDBnzhx27NhRpTf1vffe47333iMtLU06p59++ilLlizhxo0b+Pj4MHjwYFauXClZjQwdOhRw9VBmZWWRmJjIpEmTePfdd1m6dCnR0dF89NFHvynKU001/xaqg8dqqvmX0LVrV1588UW++OILQkJcPUyZmZlMnjyZBx988B8e3Z9DuCPpX001v0VJWG2+efY5PLUVPK05S7klkNJsHWWe4GHRUSazE2ZzILoLWCghoyyQGK9CEvN9aBqYiikvgoMmd6Ld8wiLycWnvBHmQkgv17LbJxJzqpqwMisNHan4hyejizhDUakKa7qIxlwTnSocbe0YKhqqUaucuAkVxBTl0Sz/Al7pBeiysjEYbeR6BpFdM4os78Zkary4bVeSgwkfLzOeHkbUQQYEZRZ2WQkGRyHFlnwcDif+zgD8bAH4WH1xs3igMwagrFAjFMlxlopYS2xYK36ytikw5gMuQYsSs4xQXz/qBPmx91IyIlAUMARf35PY5GXY80WOH7nOlr3FlBjBUhkfmV39kThEWLqJzuvg4K2fjrkoutx05AI8VgFstjFnZxGJieYq50YmAy9PFZNHtoFyT7CkAKmIIlRUOGnSRIefn5w9e8qoTFfu31+GKMKQIam4u8uRyyEx0YS7u4xKvQhPTxlOp2t+z+B8PDz+02WrSkRRicOmwmlVodT/+e+noqIifvjhBxYsWFBFjKZ+/frs2LGDoUOHsmnTJux2OwkJCcyYMYNLly7RsWNH3nnnHTZs2MBbb71FQkICp0+fZt68edI6atasSVJSEpGRkcTGxlJeXs6XX35J7dq1SU5ORi6Xo1KpuH37NrNmzWL+/PmsWbOG/Px8xo4dS0pKCsuXLycpKYnhw4f/4j54e3uj1WqlAMxms9G3b19u3brF119/TZcuXYiMjKR3795cv34dd3d3adlZs2axcOFCli1bxoYNGxgyZAgNGzakfv362O12HnroIUnsLSgoiMzMTMaOHcuFCxeoU6cOAQEBXL58mcDAQAIDA/nss8/uO0Z3d3dJcAhc2dhK0RvbXVZQ69evZ/Xq1URGRuLl5cWYMWMAWLVqFQ0aNGDs2LHcuHGDoqIifHx8yMjIYODAgYwdO5aKigpOnDghBcg6ne43z39lYPncc89JAki9evWitLSUo0ePArBt2zZatmzJ3LlzGTNmjKSwOXToUJo1a8aqVauQy+UkJCT87vLY/wXu7gVNS0ujVq1anD9/nqZNm/7TQ6vmb6I6eKymmn8JK1eupH///kRERBAaGoogCKSnp9OoUSPJH+x/DUFbHTxW89scHfoiZ9v70CTbzMNBR8mz+2EyN+S4roiH3G5gtNXFajOh09gplFeQXRRCQ72RyxVqmrobOJFTi9aBV4mtiOJmtj/fmQPppL2Jd3Qh+rwmhDiCEG/eIFnmwY7w2mCqRY04JQ1s2YS738Cz0RVkNVIoKJBTcV3EeltHkCMSX7dolP5RlNUUyI+1UyiYMBiL8SvIp27JZTxu5aO5fRtn+m3yA8LIqV2frKBaZLnX47ZMT6ZZoMRsw9fTjtXbjMGjApuHgVxlPlahGIO9gGJLIQ7RpTiqFXUE2IPwtflxYddFANx0bijlKm4VFnCrIB+54Ord2vJDL45dTqfQqGRN3AzSS9MIdP8Bo/0aFocrM2hz2BEBuVxBnv9TrJtQgNNWTEZePp3fu+YSsgE6hIE+/xbkA1ngoYKyuzR3nE4oKrYyashuTo+GHVtd02t5QblV5NxZV48kgGCDb18t5lKCmRBfNZOejGTKsssIArRqGIgowDdXbyOXCRjKQaWWA3acDj2INhD+usfaryEIoFBZQWUFtL85/y9x5swZyfJkxowZyOVyfH19MRgMDBo0iHr16lFR4ern3LhxIzabjeLiYkngxtvbG51OJ3nL3S2y8uCDD7Jy5UoGDBjAyZMn2bNnDyaTiaVLl7JixQoAli5dyubNm+nfvz9PPfUUfn5+REdH88EHH9CxY0emTp1K9+7d+eSTTyQlRplMhqenJyaTifz8fPz9/Rk5ciSrVq3Cy8tLMj43Go3o9XoSEhJYuXIlX331FQcPHqRv377SGB977DE+//xzHA4HAwYM4LvvvmPKlCncvHmTmJgY1zW6ZQvDhg3j8OHDzJs3j+eee46PPvqI0tJSVCoVer2eHTt20KJFCz744APGjh2LSqUiLi6Oxx57DD8/P+rWrUtqaiqHDx/G29ubKVOmYLfbUSgUdOjQQQoge/ToQbdu3QCX/+TOnTsBV9+ll5cXM2bMoFevXjz++ON8+eWXLF++nMjISLKystiyZYvUs1pJ7dq1pYe492PKlClMnDiRxo0b8/LLL3P+/Hni4uLYsWMHrVq1ApCCpQYNGhAUFCQtm56eztSpU6lb1yVidXcp8J9l27ZtvPPOO5ItSlhYGD179mTJkiV/ed1/hdDQULKzs/Hz8/tHx1HN30t18FhNNf8SQkNDOXfuHPv27ePKlSuIokj9+vV56KGH/umh/Wlk+j/nkVTN/x8U1a7PhicmoqiVTOxFBd0bfMttwQ+MPSi4kYAYHYh/SAHpN7TYRCuiXoXNZiLQ7sDonofHrXCKgjJprdVxJDeGtr4pxIS6EZgVwCFjOOqKSB5yu0Rg4FmMNKCpUJN6RVmYMnM47x3GtshAdHI9wec9qX3IQJQ2iTrBGai6GXAGl1GQmUDmFQWF18zoHDWI9mmMtzIUFOGURIgUNrSTIjdRaC5DVlJMsKGCdsUp6NOOoUrPQExNwejuTW5ME7LDYsj2rUmmNpIMp5rbFQ6sdidymYifjxVfLzPu7hUo3coxKEs5eCIeAIPRgCAX0NfQYSo04zA5kCll3HjyAmqnHO9CT1QPiciTRVISr1FmKcPmsFc5zjLUbN/7IEuOLuB64U9CIpVS61nGWuwrn4y73kSufBd2jiOX2VErZNjsDhRyAatdpG6gGic2dt+4oxZaAgoZNA2EC3muvkaNTOTymRQC1JBe5GD68ssIQJQ3XDh5m0IjhLtDaqmIm9OG806FrOydo6AGdG7g7gnuHlI/KDotaNV3RInkoJaDClCKoHSA3A5yK8gsIBgB8x3flF9DyV+5BarMNmq1WpRKJTabDblcjtVqRaVSSSWN8+bN4+233yY/Px93d3eWLVv2myIpISEhHDx4UCp3HDhwYBXbgcr1du7cmY0bN7Jx40bJSqJyu1arlZEjR5KUlESDBg3Yv38/DoeDRYsWsWzZMoKDg1Gr1RiNRkJDQ1GpVLRs2RIfHx98fHwIDAzk1q1bNGzYEFEUSU+v6h3arl07wsLCWL9+PTNmzKC0tJQrV64wZswYDAYD69evx93dHVEUsdlsPPPMM4iiyGuvvYbNZkOlUtGoUSMaNmzI3r17mTFjBq1bt5Y8BocMGQJA37592b17Nw888ACCICCKInK5HLVaza5du0hLS+Opp56S/BjBZVD/c2P1nj17olKpiI+Px9/fn5iYGNq3b8/u3bsJDQ1Fo9FgNpvJyMggMzOTlJQU2rdvz8WLF6usp/L4urm5Sd6ODz74IOvXr7/nPFZmGn/u6ffSSy8xatQoNmzYwEMPPcRjjz1G7dq1f/Wa+DX279/PE088wZtvvkm/fv0QBIHk5GR+/PHHP73Ovwu5XF4lcK7m/wbVwWM11fzL6Natm/QE9X8dwe23vbGq+f8PURCIG/4Kh+sEE+B5hgdOhtKl1VdkugWiu/kw+TlnOVgvmP7FaRQVqFCVlGLz0CCXmckv9qahn4ML2YE0CzJyuKgGnYKTaG9vSnxhBK102fjXTqJjXjuyMjLYULsB9ZOsdKhxAb3/RYqTI/CMaUErhY0Hzp0hw6bjVHgNLte14kYYNbJaEbJNRpT+CjXdz+MfYUX2dBB27wwK0jK5dVlDXnIppKqoEdKGpm510NtDsZtDKPYXKKxlJ0vmCijLDWUEWa0ElBtoXJBL2wsJyFPTEG/fxinIKKpdj5zohmTbI8m2BHK7qCapFjm5ZUaKUlz9hyoPP2SCk4rMYteNq0xApVFR4WMm3XSLsrIytod+SamtFFUzJbLLMmSFMkRRRLSLLitJlQh9LExq/RKUCeTdzmPupp/64NrVeIiUG96ANym33DFaXdkco9V1A267U1p64IY/bx6dRKllCgBhvgGUmgwk5Jpc2wO83N0pU/lysyiNPWMC+DG5iIWH7eiU4KeDMgsUmV2lsgYrVAqsOitjPaPB9crN/PMXmCD7KQB19wC9/k4QqrkThCpB4wZhv72qX6J+/fqAy8Q7OTlZmj569Gi+++47BEHA29sblUqFRqNBFEWsVitarVYKQG7fvs3Ro0fZv38/U6ZMITk5GafTSV5eHq1atWLixIm89dZbxMTEcObMGRYuXMi2bdv46KOPaNu2LbVq1aJbt2688MILVca2c+dO3nrrLfr3709SUhIKhUK6gW/atClqtRqr1crp06cJDw/nq6++4p133pHsoRQKBatWrSI8PJz8/Hy6dOnCmTNn6NKlCydPngTgxo0bzJs3j1dffRWAwYMH88MPP7B69WocDgd6vZ4DBw7g6enJ0KFDqVevHq+99hr+/v40adIEnU4nBbxxcXFkZGQgiiJarZY6derg5eUFuIJzd3d3zp07h0wmIzAwkBdffBGj0UhsbKyUeRw/fry0/5XH99atW9J6wNVzmJeXR0lJCQMGDKCkpASTycSLL77IW2+9xaBBg1i7di2HDx9GqVQSERHBsWPHEASBPXv2MHPmTM6fP4+/vz9z5sxh27ZtgMvPs7LsttLOJC4uTup5rBRAio+Pp0uXLuzfv5+YmBgOHTrEmTNnmD17Nps3b+aRRx4B4I033mD58uWYTCYGDx6Mn58fe/bsqdJ7eTffffcdHTp0YOrUqdK0OnXqSEq0ACNGjKCkpIQdO3ZI0yZNmkRCQgLx8fEAdO7cmYYNGwLw+eefI5fLGTduHPPnz5f2KyIigmeffZbLly/zzTff4OHhwauvvsrEiRPvO7b7la0mJyczZcoUDh06hF6vp3v37ixdulTKTm7dupW5c+dy48YNdDodzZo1Y+fOnb/La7Oa/w6/36mymmqq+Y/z448/0rdvX2rXrk1UVBR9+/Zl//79//Sw/jSCm/tvz1TN/1fk1WvGG1PXkNBeRqTiJt3P+fJgq83kB/ohT+5KiqKURIcPXg4LdWJSkRXVwVmYjQ0FKtFGqUKFlkJMMi2C9hZNLHAgvy7uIeeIFTUcNwWTmhmIb+QPhIcF0DPbTK5RxUeWplw52ZCaNa7j3ngbGtNxvCJaE9CqFT0ttxm5O5HIM54kKXyIa2VgXYySjQzi64PPcXZ9A8o3yPA/mUzj8AIemqin85sGvHueJNtnK8fyF3Pgymvkpe/CPy+HNvk6BmTW5PGyujRyb4yiTmvSO3ThSN++fDdyBD++NoMrL03C2bktUSoT3S78wPD1c5jxzkhWLRvOe19OkY6XtawAS3kpHgFhCHIFOEXk7uGcO9IHs7k1CmVTtLmj8Sp7kLJkC8YcI06bE9EuotC6ng/bBBu7Ar5m9hfTGf/O6CqBI0C88wfyHk/D0r+EQo9ctBodUTXqoFKopHkEBGp6hFJq+qn/7FZhHuUmCyHuYYiu7ko8ZA1ITm2DWqGn+0f5vHNERC7IqXBEcPCWnJiadVEo9DhECPT2pnvjWq4x+rbE4VUXUeuPKPzF3kfRCWXFkHkLrlyEsyfg0AHYsxu2b4dNX8H2g39pE76+voSEhJCamorJ9JMyrlarxWKxsHHjRiIiIli3bh2rVq1i2LBh1KxZk6eeeoqDB6tue+bMmSxZsoQzZ84ASLZMjRs3Jjs7Gw8PD06fPs3Zs2eJjIyUMpLNmzcnKSmJqKgooqKiCAkJwWKxsHbtWp577jmpJPbnVGbwQkND2bRpEzNnzmTBggVcvnwZh8NBYWEh+fn5NGjQQFrHrl27mDJlihTALF26FLvdleFOSEhgy5Yt1KxZk+PHjzNjxgzsdjs+Pj5ERUWh1Wrx8vIiKioKT0/PKmPZunUrS5cu5aOPPuL69evs2LGDRo0aAa7AozJjGRUVRWRkJHq9nv79+7N161b27Nlzz76tW7eOBx54AJVKxZEjR6TplWXDpaWlZGdnU79+fY4fP07r1q3JycnBYDCwdu1aAA4fPkybNm0ICQmhuLgYcNl9vPXWW/Tt21c6JnK5nIiICAIDA3n88cfp2bMn2dnZZGdn0759e2nbP8+Czpw5k/fff5+EhAQaN26Mp6entO2NGzeyYMEC3n77bc6ePUtYWBirVq2673msJCgoiKSkJC5duvSr8/0e1q9fj0Kh4OTJkyxfvpylS5fyySefVJln0aJFNG7cmHPnzvHqq68yefJkyav0t8jOzqZTp040bdqUM2fOsGfPHnJzc3n88celz4cMGcLIkSO5fPky8fHxDBw4kGpL+n8X1ZnHaqr5l7By5UomT57MoEGDePHFFwE4ceIEvXv35t1332XChAn/8Aj/OLLqzGM1d3DK5Ox9dga7fGoQWn8v9a81pElBKc3bbKMwogbFexpgDA/Aa+83XOrTlL43TNBcREitSamjDA1WFKITh8KGVVVI3ZIArihCqBdUhm+6jmSxJjE1EumY3og4hS/GJDXtmv4I9vq0kodQfjaZ/Q1CSczpQMekHOq3SKLcJxfhsDs1dZ0o79yYUGsWrS8cpuSImUMNOnHaV4FXp1SOWQqJzn0QrxuPE3g9g7o1LxMgXiIoUCSoaQz01WCXyym4nkZech5Xk4opvJmKf2AjasrbEm6pTT2LF7ISNyw6gWI/gUI/G/lhJq6YyyivcFlneNrtBFVUYElNg1VXAailUGB0OsnPvSWVmfbzdqOP7SpLzbnklBdjL/cgLTsQVVBTVOYL2AzFiKITu8mOQuOGUqWhhvVJHp/5IAjFFOSksWXyT33UPp28OK0/Dnq4knsZs83Ejexr4ARBdqdUUClD1V5OVmAKuPRACA0Mo6SsmMzydCqLYKP96lFmLsFkM/Fiu2lczr/EDze+I7esiHDPSK5lllBYYcRX60dKXjk3cssB+DxuFDql6/tCkIm4u1vx9LTg7mbCTW9Cp6lApypHI3f5bipx2aDIbcUI5gKE+yjE/ipa7z91HVcyYsQIsrKygKoCK25ubsjlckJCQkhOTiYuLo527drx/fffExQURIcOHfjoo4/o1KmTtMyCBQuk956enqSlpWE2m+nUqRNyuZxz586RkZFBVFQUQ4YM4bHHHgNg2rRpNG/enFq1arF9+3bWrFnDqlWrCA4OljKCPyc7Oxur1Urr1q1xd3dn/vz5LFmyhIEDBwJQt25dysvLWbp0KXXr1mXSpEkAdOnShT59+kjrMRgMvP322zz22GMMGzYMURSpqKigTZs2BAQEoNVqGTlyJPPmzcNkMnH79m1efPHFKtmxyn2QyWQ89NBDKJVKwsLCJL/F0NBQ3nvvPV5//XVp/uTkZJ588knmzZvHqFGjGDVqlPTZmTNneOaZZ3B3d2fcuHFMnToVHx8fwsLCeOedd3A4HCgUCgYPHoxGoyEvL4/9+/dz9uxZ5HI5np6eFBYWcuTIEYYPH07nzp0pKSkBYNy4cVy7do3Dhw9X6U+dM2cOY8eOpXHjxri7u5OVlcXRo0erZOJOnTpFTk4O5eWuaz0oKAhRFNHr9fTr14/Dhw9LfY8rVqzg2Wef5ZlnngFg9uzZ7N27F4PhXnudSiZOnMjhw4dp1KgR4eHhtG3blu7duzN06FDJLuX3EhoaytKlSxEEgZiYGC5evMjSpUsZPXq0NE9sbCzTp08HXBnOo0ePsnTp0t9VMbVq1SqaN2/Om2++KU379NNPCQ0N5dq1axgMBux2OwMHDiQ8PBxAephQzb+H6uCxmmr+Jbz11lssXbq0SpD4wgsvEBsby4IFC/43g0dPr396CNX8C8hq2o5V3Z5DFZSHj34bbY/1pbn2DHVaHKakfjA3N/gRGNEaZ8J+vmr0EIHGWzTyOUnGTQ1OvQdFaNGIZkTBhtakwalWoPLVkOoUaeqVSGRJLAdEGbUMeei90nigoAYH1O4YElrSq8EJbqXnoK//EANTz3Fa5sdXDX2pc6EXHe2JNG6bTqnnTm7vU1NbeACh0cNk68vodOMSj/1wgQuBdYmr3Z0zPmX4PHgNoymD+rnN8EnpgSa5gIa3b1BTcxqN6SJBTWUEdQiBgU7sTjcKrtrJSz5LQvJ+Cm+koNZ6Ex7RiUBjQ+qYAlGWeoD1TkDpL1DoY6dQMHL5jvKiIAik2u34e3vz2oMPsmDbNhyiyCSVSI0NSzheUkyOw8HQhU+wwFCOwWbD6vwpy6FQabGbDQS07MvGV96m/NbFe0+OIFC33iv42p1otOV8l/M9olNEppAhCiJKvQJrmQ2H3YH6ISWXr93JbsghIzcdt1A3mg9uwtnFCSCAboqMwwvOgiCy/OQ7eHl4o5ArMDvMmEQTdqcNuSCjyFRIoFsIOYZMAt2CpcARQHQKlJWqKStVAx73jvk+qNUOPL3MeHhYcNMb0euM6FQGtEoDGlkZKkpROEtQ2IuRWQpB589ftZYMCQkhJycHQRCk7JLD4WDw4MEMHjyY7t27SzfUFosFp9PJsWPHJBXSSho3biz1Slb2x+Xl5REWFsbLL7/MokWL6NOnD6IoEhkZybvvvist17NnT06dOkXHjh0RRZEGDRowePBgyR8S4OLFi7i5ueFwODCbzSgUCjZu3Eh+fj4ZGRk8++yzUnDgcDiwWCyIosiwYcOYNGkSp0+fvq94zI4dO5g/f76074MHD+a5554jPz+fU6dOcfr0aQYOHEhhYSFXr17l8ccfrxJ4Afj7+5OXl0dkZCQ9e/akd+/ePPzwwygUCimgu5s5c+bQq1cvpk+fTo8ePaoE4ZcuXSI4OBij0cjChQtxOp0MGzaM8vJyWrZsyQ8//MDkyZPJzc2VvDI9PDzIy8vD3d2dvn37sn79etLT0+natSv16tVj0qRJLF26lJdffplBgwYxZcoUyQ8SYPjw4ZjNZl555RXKy8vp27cvgwYNqjLmEydOEBoaiq+vL+ASLqr0pKzcv0qLkqtXr/L8889XWb5169YcOHDgnuNfiV6vZ9euXdy8eZO4uDhOnDjByy+/zLJlyzh+/PjvUo+tpG3btlKJKrh6W5csWYLD4ZCuzXbt2lVZpl27drz33nu/a/1nz54lLi6uyvVZyc2bN+nevTsPPvggjRo1okePHnTv3p1BgwZJfqrV/DuoDh6rqeZfQllZGT179rxnevfu3Zk2bdo/MKK/jizA36Xz/z/qU1nNX8OhVLFr1Cy2yIJpUf88FWUpdN3blwfq7KdG1EXKm/pyfpmcJhGDOGO8DEUOTLHptDrljecjNtIOhWAKtFIg06F1WnFgxs0koyBHTbDOiEe2gqxMb7zdMmidouWbsDo8E3gSp8mDLqUq9up1fH05lgE1DpMr24q3qScNlBYa77vO9qYtSfMLonFcM2I9DtCyQzGlbj9wZZeM0JJ2ePnEcuPxlqgKUhiftBvbnlscbt+fOLeWXArJRfdgIqWGDDILW+Kb0hb7rXIamtOpdT0Rz/KTKLw0BLX0J6iHAh4vxW5zo+BqMHnJGSQnX6DwRgqiw0lIeFtqeLTG2xxBYLEOoUzGpZMpANT0C6LHA13ZuPtr5m11SZwKgkDC2OdIdjq59umnFOXlIW/dhmdupnAl/RY7i4vIcTiwAXarCRWw35DCzebNyez9CDk+wew+Gcep/V8B4B7WkNQcP1JzwG7SIjpFEGSIogzRYcda7gAEtO7uNAsdyLdfuG6cAxsEog1Rk/7jbVfgCMjVchKvJJBzOwu1j5o6g6O48OElcIJ/cz+cSitFpwuRyWW06N2CxD2JADw1Yhj6UBVygwKxTKjijfl7sVjk5OXqycvVAz6/OX9Upwj+qgGSXC6na9eurFq1CqVSSUhICEqlkhEjRjB//nzAVe5Zo0YN3njjDS5fvszGjRtRq9V07txZuiGOiYmhUaNGzJ07l+zsbAD69OnDzZs3adq0Kbt37+by5ct8//33HDhwgAkTJtCnTx/mzJnDrl27qoyp0ltREASp5DImJoaFCxfSv39/rly5QkxMDOvWrZN6Jb29vcnJyWH//v0EBgaydOlSvvnmGzIzM6VA6X4iP4sWLaJz5840atSIS5cuMXLkSGrVqkWtWrWk7CG4eumaNm1aJcB48sknmTRpEp07d2b48OF0796d/fv38/zzz7No0SIOHjxIZmYmzzzzDOfPn5eWO3bsGCaTCa1WS9u2bXnhhRdYsGABixcvJi4ujg4dOrB3714OHjzIvn37MJlMdO7cmbVr1xIcHIxMJuPatWtcu3YNgNLSUuLi4ti9ezeLFi1i7ty5vPXWW1itVgRBYPHixYDLn/P69euSuu6cOXOAn/oTK4WHhgwZck857TfffEPTpk2lnsdPP/1U6sVMSEigWbNmVUqM7w7egN9dslm7dm1q167NqFGjmDlzJnXq1GHz5s0888wzyGSye9Zzt9XJX+XnY/4lnE4nDz/8MG+//fY9nwUHByOXy9m3bx/Hjh1j7969rFixgpkzZ3Ly5Elq1ar1t423mr9GdfBYTTX/Evr168f27dvvKevZuXMnDz/88D80qr+GoFAgC/DHmZP7Tw+lmv8y6a278MEDIzCpy4mJ+gb3giAa7elEr3ab8Y7MwdTKg6MLHMTWfp54n3wabfyB+b2eJbr4Ei18LmH2U+Mt1sdYkk2RuweRznwcWPC1GbltCyHI/ToNjOEc84hmcI3DVFj64JOdx/7y5nRrcQpZYme6FRayxyuAL3I68KjmGI6W3+J7tCmm2IcYcuEgZ9NrcqSxnevmhjTZ4Un7kF20666gRHOQpB2H8SptSj23NmTE1uF62xxa3LxO333buO4dRnyLnlx1tONa7WxkXU5QVJ5FcUlbrqQMoeLKI0RF5lHXmoTf4WMoSq6gaNycoCYCQf0N8Hg2dqs7BVdDyUu2k5K8m6KbKTjtNty9avLROVd2LyM/m3XbvyTapyYZjnwqrEZUciXNfWqzeNOHmFRqxsyYwZEbN1gbd4Dy8nIsd/VXCYBOocCjrIgFu77ghNV6z3kKL87g9ex4soMjWHfmB9dE0YmIHGRyBEGG6LBhNts5dDyK68ddgW3uhVyESwrcQyIoz3IZpqu1OjR5Pui93SjLLePih0ngBH2wjoosI9ZyK1o/DaY8M5eOXULmJoMiSGp3nmu6qv1aMlFOgCMQP3sA3lZf3M3uaE16lAYVgsHljWkptmIz2n++S78LreffYyOk1+uJioq6Z7q7uztqtZr09HQ6deqEl5cXWq22yryVQcaIESMYM2YMOTk50mczZ86kcePGjB07ll69erF9+3b27t1Lo0aNJOXTKVOmcPnyZXJzc6VgqX379hw7dqzKWFQqlaRGencZo9lsRqVS0bt3b6ZMmULNmjUZM2YMaWlpbN26lZCQENasWUNiYiK3bt36RZ++5s2bk5aWxoQJE/jmm2/QaP7YsVUoFPTr149+/foxfvx46taty8WLF/HxqfoQIC0tjaysLEnI5vz580yZ4uoPXrRoET4+Pjz99NPs2LGDxYsXs2HDBmQyGU899RRTpkxh48aNTJs2jcOHDxMZGUlERAQbN27Ex8eHwkKXQNXZs2dp166dFMytWbMGcAngvPLKK4wcOVLycSwuLmbBggV88MEHkqDNqlWr/lKQExMTw6lTpxg2bJg0rbIX9o8QERGBTqeT7GL8/f3v6Ym8n7/kiRMn7nkfHR1dRTH2fvNU2o78Fs2bN2fbtm1ERESgUNw/BBEEgdjYWGJjY5k9ezbh4eFs376dl1566Xdto5r/PNXBYzXV/EuoV68eCxYsID4+XioLOXHiBEePHuXll19m+fLl0rw/V9f7NyMPDq4OHv8/wqbVs3PUbL6y+NEy4hZZiu9oltoH9UEFgzp8gi7ajrWtivi5TtrVmcwlfzNRx0/wTZuBeNdOpPaBaAJbfcfNxNr4qMNR5xyjPLgOGoeIQ7TgbTNyVhaM2qMYIag1ZvIpS/VEq7hIE8GXb93VRJyIJKx1PLJL/eiVeZlvAyLYaG3Lo6cTqNn7LFe+TSegTh8iLTdp+t1pNrboxY/tkriV1pf6m8tpVeNrYvuHUCo/xaXt59Fcr8VDvt0pDAshsV4TyEzj6cvf8/SZBE53fZT9Id0odJpJi87iSs14SprlUV7anuy0XlQkd8XPt4xGHjcIyTqNpug4gk6HonVrgmIUBDXIB3kudosrmMy8oOTaxy6RLB+tAhG4WpiOUxSRCzJ0Sg0Nk+UoU8sRSsp5vDyGI24ykhs04/zVS+QXFuB0Ol2lhIKATa1m9ytTGV9czGulpZSmpjJ085fS+RopE2i863MaAwtyfwpecNiQCwL+Hl7YBBllRgPBzgKcFtfNqMY3FLuplLLMVLiT0XDKvUm5FkhJZhl1n3qTirSzZBzegkrph95TR6ExA0eFHUEm4DA7kCnuZCvuk1hxCg5yFFnkKLJAwy9Wr2pFHYH2YHxtfnhZvNGb3VEbtSgMSigTsJc6MBdbcdqrVj/ovP+8xyPAkSNHyMjIICsrSyrB69WrF+PHj2f9+vVSQDZ58mScTiclJSWUl5fz/vvvS/PXqFGDmzdv4u/vT926dasEj23btiUwMFAqa8zMzOTo0aNkZmZKAaCbmxtarRZPT0/JS++Xbsjvh81mY/bs2SxatIiGDRvSoEEDNm3axLvvvsvp06d56aWXGDNmDG+99RbffPMN/fv3v+96ysvLqaioIDMzkw4dOvDhhx9y+vRpHnvsMUaMGMH169d/MfDMycnh0qVLXLp0CZ1Ox4YNG9BqtYSHh0s9gpV8+OGHhIWFkZaWxvLlyxk3bhw9e/ZkzZo1KJVK8vPzSUhIwGaz8eGHH0r2FxMmTGDevHmAy0NTJpORnp7OmDFjJBXaxo0bAy7RursrfZ599lmmTJlC3bp1mT59On369MFsNgNQUFAg9SdmZ2dz4sQJateujdVq/dNZvYkTJzJ69GhatmxJ+/bt2bx5MxcuXCAyMvIXl5kzZw5Go5HevXsTHh5OSUkJy5cvx2azSWXTXbt2ZdGiRXz22We0a9eOzz//nEuXLt1TQp2RkcFLL73Ec889x7lz51ixYsU9XpFHjx7lnXfeYcCAAezbt48tW7bckwH/JcaPH8/q1asZMmQIU6dOxc/Pjxs3bvDll1+yevVqzpw5w48//kj37t0JCAjg5MmT5OfnU69evT94JKv5T1IdPFZTzb+ENWvW4O3tTXJychXpdy8vL+npJ7ieyv2vBY+28wn/9DCq+S9ws0Mv3m/zBAVWM21jj5NRdoFHLgxBdq2Uge2Wo6rrib09HFygo3GtoRTqVJRmJKC6nMap/u2JyXfQyOc88rahZH1qRhmmwDMvj4raUajKnDgFC4JajUldgU6rQo1IjWwFJ33q0KPZCezWJsQmJbG3mQ8jr2TgCP4Ob9lj9L9xjG016/OFewP6f5NOo4ezuBC3ibriAK716sOoYz9y9nY4h+u7c6PlddIvTqTh5iQa+H9D7GN1KXVc5uKONMRrHrQPexSrsilXusdwu2UL6mfcpuM3b5Ejd+OQdTA/ygagcisns1Y6SSG7MTQpo1V5O0xp7TAmt0ApH0GThulEXEzA49gPCKYCiIhG0bIxQbVkOH2vScezyGRHLheo6asnq8iA3enER2shPu9d1F5WgtTeKDUytFdMJCVeJKvkp+BDr9FhspiQCTJ0eh3z3l0ilerdzcbAQDoNGYJHfj4p76+s8plDFMkpKUQA3AWBER9OZuedz8yFGchlckJCIsjKTANE9EGRyJRq5Go9Vz5/FUGQIcjkWO0aSpJv4FG7BRWZ1xCdFhTaGniF1yH7zF6CrY/h5SEiV5fhkJVQ4SykxFqAyf7bIjgmwUia8iZpypvwC61dgijg7fQhwB6Et80XD7MXsui/rt6oVqvp2LGjpIap1+u5evWq9Pn8+fMJCAjgrbfe4vr168jlcr799ltmzJgBuLJMN2/e/MX1y+VyKQiZNGkSAQEBREVFScELuNQxmzVr9qe89FQqFXPmzCEmJoZFixZJmakpU6agVCqZPXs2zjstBxkZGdJyxcXFUsltcnIy27dvZ926dXz88cecOHGCtm3b8sADDzBkyBCSkpLu6Vu8G4VCQVJSErGxsTgcDho1asS3336Lr6/vPcHj1atX6dq1K8OGDWP27Nm0b99eGt+PP/7I/v37mTt3Lmq1uopvYnBwMHl5eQBoNBr8/f3Jzc2lc+fO0jyVGbiKigq6dOkiKcn+fD2AtC6z2SyV544ePZr4+Hji4+Ox2WwcPXpUsur4IwwdOpSUlBSmTJmC2Wzm8ccfZ8SIEZw6deoXl+nUqRPvv/++1Efp7e1Ns2bN2Lt3LzExMQD06NGDWbNm8corr2A2mxk5ciRPP/30PT6WTz/9NCaTidatWyOXy5k4cSJjxoypMs/LL7/M2bNnmTt3Lu7u7ixZsoQePXr8rv0LCQnh6NGjTJs2jR49emCxWAgPD6dnz57IZDI8PDw4dOgQ7733HmVlZYSHh7NkyRJ69er1B49kNf9JqoPHaqr5l1DpBfV/DfmdP7jV/N/F6ubB1mfnsN3oQW2vYsJDdlFeImfAkafQW/Lo23Qx8sa1cLY3cWRxEDU82qC2BxFvv0mXr7cz/5GZ+NXaT9S+NkSFzcekCsdTaEy+3kpQZhZmtRWV04lDtODQeWCXl2JIV6KRZ1PXUsFOX18eTFXhFE7hHlkfbYaN3bpWDFHs47rwLfqYATyWuJ8vardkS7CFXls8aNotgZT8rQRdbo2zZT9qFF5k/DffsrbDEM41SeWKQeTK6em0NhwjzGMv7Z9oRpk1i0vb12JKE2kif4qmhjrcaBRJfHQ0Afl5DEjcz6PHjpHUuT9x1s5cLYshokY5OTVTSfD/GktjM63K25OU3oCzh+tgNz9Cvbr51DEk4bf/KPKSq1jLfyoPi47SU2G0kplrwHEncdapQzRyb4Hrt86Tb7DwzaEx3K6QUT/cB5vMTkFZKQ6nkwqzEW+NG25yLY+m1KTdsMXke9i4UJbBmFmTpG00bNuGM8FBEOwKPiqFSmxWK847GUWNTEa0UkXuXb3LdRUK8pxOcjJ/+t6anHuZNGsBn1oMTBoxhVO3Ujh2YBvW0nz0IXWwFNzGXlGCyjMQS0kOOUUuL8cLV3xQaO4V0PDQ2/H3seDlaUSjNSBTlWKTlVDhKKTYko/VeW8Z7v0QBZEieSFF8kJQA27QMajt71r21/D29r7HoqAyeBRFEUEQ8PPzIysrC6fTidPppEOHDrRs2ZKkpCRKS122JwaDAb1ej/VOWfHChQulwGPhwoX88MMPvP766xw9epR9+/Yhk8nYsmULrVq1QhAEtFotgiBIXnoymcuF7bHHHuP48ePo9fp71FdPnz6N3W5Hp9NJXnqffPIJzz77LElJSfcY298tcOLl5SX1z3355ZeoVCqGDx/O8OHDJcGgxMREvvrqK8rLy0lOTkar/SnTu27dOrp06cKIESPw8/MjJCSEU6dO/aqi6N3HtEuXLhw+fBhwtXUMGDCAmJgY2rRpQ40aNSSF2EoqrUkq6dmzJyUlJbRp0+aebVQew7u9DyuXrezrczqdzJkzh2XLlknT/P392bt3L5MnTyYuLk4KTO/e7t3rqqRp06b3TJs1axazZs2S3nfr1u2+pdGVdOnShS5duvzi55XMnTuXuXPn/uo8SqWS995771ftQTw8PNi8efMvfn73/kRERNyzf9HR0Xz99df3XbZevXr3tWCp5t9FdfBYTTX/Qn7+x+p/merg8f82Vx98hPcbDyDLYKV9q5uk2n+gQXETovY0ItA/g64hCxBaNkWMLePEykjUFT6Eu7dmb1AerY8kcLRlT+z+hQTkawhX3UDRJICUM56E+DbntGhAbZcjV5tQORwIcrBptajLKyiy6lEGXMUR3gVdvoEEaz1aPnCekrOt6Jxzms0ta3H4fCc69z7MpR/3oGrek6HHvmV9g07sjEqmfFdH2rX+nqKHjpKy4wr1AwZy9pFAxh/8hrPptfg2ugXl3Y+Rl16H4LPNecC8Hz+3G7R/qhllxjKStm+kOKWEZrqR1DWEcjukBom9w6lo04omGbd5cfMbjLQ4ON5nOPvLmpNS2pD6UaXkBt/gjM+XOBo4aGloS0Z6JDeO1cBa0YWQGuV4+Z4BPkUuwPUbFYR5y1j7WhOeeeMCDofI7OUQHp7JfrOelCueWOpFsG7NSW5kl2B1/HSTplXIKTYbGNG5D903TObwjYR7zp1MkDEl9glM3krynK4sj91ux263o9Fo0Gg0LiN1p5OmTz7JdURYuxa5IHDFbqeOVssCrY5xRa7s5CC5nKdTr4EosmLtIgJlclSArKKYQIeZcpkMm0yGrSwPr4AwinNvofULvW/gCFBWoaCsQgEZesC/ymeCIOLjYcfP24yHhxG11gDKEmxCCQZ7AcWWQuziL/dD+mn9f/Gz34Pdbqe0tJSQkBAKCgoIDg5mwIABdO3aFYDc3FzOnj3LU089hVarpV69elitVt58802uXbtGaWkpgwcPJj4+nhUrVvDSSy8RHh7O6NGjmTFjBs2bN69ifbBkyRIWLVpEVFQUW7ZsYciQIcycOZN69er9Yo9hrVq1WLFiBSaTSfKGfPDBB8nMzMRisSAIAvPmzaNnz54cPnyYxo0b43A4yMvLo2PHjr/rONSoUQOr1crJkydp06YNcrmcTZs20b9/f5577jnefffdKoHj/ahTpw6ff/75r84DLhuR3bt3V5n2Z/oBVSrVPd6Lf4a/qz/xboxGIx9++CE9evRALpfzxRdfsH///t/to1hNNf8NZP/0AKqpppqf+Oyzz2jUqBFarRatVkvjxo3ZsGHDPz2sv4Q8+I+XU1Xz78fs5cval1Yws1YfzDIjrTsc4LptFw/l9yZsa13qRqTQ1WcmQocW0KGUs+vqUHatnKZegzkfbcbjdjocPsG6gBbI/Q9SN7EJTYP3QlNv0k+Uorf5Yi/MJd+vJnKlAYXDgUwBdo0WdamcTKc/XkEmNAo9dbJKueirQZHpxCAcxt6kLa3PFHE0xsjNvWHE9MvFkX0Uc2xvRp7bS2l+Q35oVMKBIwPxTrpNo2dzuZz7Ma3LvCno9ihBgQIzdn6KMqkTVzzd2N/zGHtMvdh9+gUqvijE40g67UaIdJwFt8Qd7Ls6C3VxBt0zAuikaEBOy/bsHjmCnCGDePDmEd5+71mWJG6ido6CC2fakJMwkkD7QHKDy9jaaAPfPfYFhY9lUBbmz4ffu7J7Pjo/xnR5gGKTjKfnJuJ0iMiB8OMCXKlNbraS/PJimvS/xWvveDH5pRqEhuhRyF1/1k12BwoZtHBPYFiDCj55vCV7pkxkQvcB0jmMDWtEVLaGRslyznz0HQAapZo3R07FQ+9OSUkJgiCgUCho3bYNh+6UNdaOjuaBBx4g1W5nXFHhneWUxLdozlVEApVK3vLwItfpwAq0VamJEkUKjBXInA7G6vSY81yiL6tldt4/8RGz8g8zSpZBL08zjb3leGt//dm2KAoUliq5mubO6QuBHDlZmyNHWnDy8IMkHR9MbsI4uDUWv7IRRIiPUUfdkzr6doTrY/BR++H/F4LHlJQUMjIyMJlMFBcXo1QqycvLY+XKlTzyyCOAK4M1YcIEgoOD8fPzIzMzk5o1azJhwgR2796NTqfD19cXuVxObGws8+fPl7JL/fv3Z+nSpVW22bt3b0aNGoWvry9BQUG0bNmS/Px8hg4dypUrVwBXOanNZuOHH36QAn+ZTEZWVpbUTzl06FC2bNkCuMpu5XI5jRo14vnnn6dZs2YMHTqUp59+mq+//prU1FROnz7N22+/fU/QVkmHDh1o3749gwcPZseOHdy8eZPdu3eTkpKCXq9n06ZNGI2/Xn5cXFxMVlYWCQkJ0uvu/s9KnnvuOa5cucK0adO4du0aX331FevWrQP+2IPWiIgILly4wNWrVykoKPhL/Ylr1qxh/fr1XL9+nTfeeIMLFy78pYe+giCwe/duOnbsSIsWLfj222/Ztm0bDz300J9eZzXV/N1UZx6rqeZfwrvvvsusWbOYMGECsbGxiKLI0aNHGTt2LAUFBUyePPmfHuKfojrz+H+PS72H8H50T/LKbDSOKcbo9Q23y40MvjYCwzELsbGXqWd+G6Frd2iTz8Ut9Ug/eJWeLReR4eMgJS+Fh77aypqnXqV2ZAaehX64leeilV/DZBNwFrtTFuLEv7iE1KAInPIiFA4BQQ5yQY6mQiBT5U1nLwum8iIi7Pkc1YZy42o04d1uUHHUitzdxvnMaH70cGNoXAohPa5Tuj+A7If6MmbX13zQZgA/tj6J+dhIehg+IXZCDU5/sZ6grAeR+bXh3GP+TDiwifM3a7Oh9gAuNErAGZpH2bkx1LydQtu8TbiHK2n7jBuGR3Ukbd/L6VNXaNLsGdobG9PM6cb1SCtxAf5oOsTSOCWV4V8sZEhpOQl9hvKjWxtOJvmj17ajQUwuOYHJnHQ7yg8pLrGc/IoCtp1K5tF6o/jq0gaMtgoUChmObCOvrfwKZzm80U7NhKcySUitwGZ34nSKldo1CAK4ualYeqmEs5crBauqZkUGtgnktvtlPNThfHbBVSpmtll4Z9OHtK5Zj72F+QC4KTV0UUczISEBgGvXrlFeXs6IESP49NNPcTqdKLVaFl+9gsHpxKJUskB04BQEwr28SLXbyauoQCcIGEWRnSYTngiYEGkhE3C/dJqgS6dp+rPrzOgXSE5MM3LC6pDlV4NMjQ+3nSpuVziw2n/d/sfhFMgrUpFXpMKltvPT95C/hxplL+UvLvtbjB8/XipJPX78uDQ9Pz+fzp07Y7VamTp1KosWLapSspeQkEBBQYGk7Lls2TLUajUjR44kIiKCvn37AtCqVSs+/PBDxowZw9Y7Fi0//vgj3333nbSu8PBwNm3ahNlslrbRtWtX4uLiJNGYrVu3smXLlio2DZGRkfTu3Zt69epx+fJljh8/zurVqxk0aBDNmjVj4sSJ1K5dm5dffpnMzExEUSQqKoqvvnJZuwiCwAcffMA333xDfHw8QUFBzJ07l8TERF566SUyMzOxWq0MGzaM5ORkzpw5Q1BQEDt27JCysj9n06ZNbNq0qcq0J554QurH69OnD2PGjGHmzJls3bqVl19+mSVLlqBQKKTexFdffZUPPvjgd52/yv7Eli1bYjAYiIuL+6/1J/4WWq2W/fv3/+nl/wqVpbq/Rlpa2n98HNX8+6nOPFZTzb+EFStWsGrVKt5++2369etH//79eeedd/jggw+qKK3+r1EdPP7focI/iA9f/oDXQx6k2GKhY/tL5Oo+R21SM+jocAzHLPR+8AT1jW8g9OwBbfK5tqc+l74+xYPtF1AhODlqTaHDufPcjGhEnEVNqeYA9S80o139owgPtiPjVAiRtbqT52XHp6CQbK9ArGIZCqcVmRKUDhEfWwUGDzv2XAVGRQqm2vXxTXPjjKoG+oIK8sQfEaJaMyDhMCk+cg5kP4zHzXxoeJzahRYye/Zh/KGvKEtvy6EOyXx7fRyWL/NpO0jEGh1PTvpOOhujuDLgcYIDFSzYvhh1UkPyK9pzsOs+TsbI+DJxOheTeuL84CRuF820GVlBz8X+FOuO883pCWRZj9MwR8OjmeE08K3HxZYt2TVmFFnPjqDl7USmLx7Fx/sX8agtn4wbEZw60o30rXWxFFsA0IfoKXWWsO78h8iUAjJkyAUtn8TP4XRhG65V1EDpWYfx9cp5sYWDWh6uzKTT6QocBQHkSgd7jwSRnd2YjNRW7Fz30827SgaBpHP6xHImrhrO7eIslDKBYC9PdFoVe2+4boDr+YUT4xfOqo8/ljI0zYKjKcovZPXq1eg0WkRRRKFQkJWVhbu7O4MGDcJgNCKKIqK7O6qgIMyiSNPYWJDJKFersGldpZZieBj8rL+uEl1BLpFH99D+i+UMWjGNFxeNZtGS4Wz8eDQfHXyPuVn7GSum0M+9guY+MgL0Sn5Pzqem9+83Tf85RUVF/PDDDzRp0oTY2FiioqKkV7t27aRS0+nTp9OwYUNatGhBu3btyM7OJiUlhWnTpiGTyWjbti3Z2dkEBARI646KikIURbRaLbm5uRw7dkzqLXvyySeRy+XMmTOHDRs2sH37dvz9/bl48aIUeD388MN07twZp9NJ//79uXbtGhMnTqROnTrExsbSqlUrOnfujFwuJykpiSNHjlC/fn1WrFhBTEwMNpsNuVzO3LlzSU1NxWq10qBBA9q0aUPjxo0pKSkBXD15jz76KImJiTz11FOMHDkSX19fioqKpJ7PuLg4Xn31VZKTkxk8eDADBgyQgua7iY+PZ+3atXh6erquF1Fkz5497N69m6lTp3Lz5k3WrVvHunXrWLBgAf369eOtt95Cr9ezfft2Jk+eTEBAgKQaOmLECGmclQwYMKBKEF/Zn1heXo4oinTu3FnqzatUhV23bh39+/eX/Bjhp/7EuwPNWbNmkZ+fT3l5OWvWrCE5OflX+xP/KiNGjGDAgAH/sfVX87/JnDlzflHR+D9Bdeaxmmr+JWRnZ9O+fft7prdv314yjv5fRB4cDEol/I2GxNX89zn3yEg+DH2AwlI7NQLNBETt46oxlQbmJtT7oTnlJQYG9diDb94meLgfNM8m7Ug9zq4/SedO81EUytgfmUNURgGKvfv58IXVNK97GU1JBI6MEnzdd0KtB8jYaKFlYDQpciN1M7PIruEJNhsKmRKZ3InSKeBlKeWSGxhvCtjdU9HQjmZJxzjYRcfthJpE9CjCGF9IStMGxFyA0y3S8D/bg9gBRziXtoMmpcM43bcPL27/nHc7P82RTnHYj4ylx9YvqdPZSl6omVNrl9JO9gJpddqT5O/H2D2fcjGwLh/WHoi+3k0u9NuJ/VZPzp14g86KM4SdXo/bA21p/WwpDQYGkbwjme/iN1E7pjcxRb2onR9ITlgQl6NL2e3rQ0CXzjS4dp1+m9+lb3EJ17v0Y0jc99LxrsiqwCPAG5vWjA0bTqMTrzBPdA8o0KQFYzAo2Hq0CzuvmcgouYX5rt+vGu6QXwGiBQb2yuLgqfx7zmdQDRWdX21KbrKaJWd246dTUmi0kl1SKs3jrpaRUnKbBYOH88bXX0nTz2dfp65/GLeKc1GLcioEgRpKb0xyKxkluXyxaRNOUaRli5YYKgxcvXqVunXrcv78eZxOJx4+PkRERHD06FH2DnkCD7WaYIsF/9IyPPPz0WRmIUtNQcy7d9wAMqcDv+uX8Lt+iYY/+8zi7kVuvWbkRMSQ5RdKlt6X26KWjAonRpurz62m758PHq9fv44oiqSnpxMaGlrls/j4eMmyoKCggEaNGnHkyBFq1aolqaFevHgRb29v1Go1QUFByGSye3zzdu7cicVi4euvv6ZOnTqAS9mzUnFy0aJFeHt7061bN6KjoyWl0O+++w6z2VzFS8/Hxwe1Ws1HH33EoEGDqF27Ng0aNKB9+/b079+fuXPnSl56v1VeWsljjz3GqFGjAJei7L59++7Jlk2YMIFHH30UgFWrVrFnzx78/PyqzNOwYUMef/zxe2wYFixYwPTp0xk+fDjgypbOnz+fV155BX9/f6ZPn45SqSQnJ4fVq1czYcIElEolXl5e9wSOf5Zly5bdI/Tyc/7u/kRRFFm9ejVr1qwhKSkJhUJBVFQUTz31FGPGjEGn+/PX7f8iS5YsYcWKFeTm5hIWFsbLL798j/Lrr/Hmm28ya9Ys6Xr6v8yUKVOYOHHif2171cFjNdX8S6gsDaqUca9k8+bNREdH/0Oj+usISiWK2pHYr1z97Zmr+ddRFhLOuqEzOFgsB6Od1k2yyVF+S6bRzENFfdB9741DqGBoty/Q5/0A/QdA00yyEqI4seoczVo9h3e+LycamjHnFVF705d8P2IaxRixOQ7wyKWnaNfyEEJ0Q0zlZoquZ6FWK8nTF9MwJYXslkr8LaCQWRHkoLSLeJtKKVPrKSoLwK9xAc4LNhSUYSqvzXlLAAPKd3DDvp8g7ycIvLCNi1ndOVnrJhHxATR7ooyja9bTmlGc6NuLl77+lLe7PcuxjvtxHh9Cp/37CGl0g9hpOo4sXUxDcRjtZfU4/LgXdZIuseSr2WwaMo0bisFcqH8CS3AxqosPcTytMd084/CJ34q+Vw9aPZtP/UeCSd6Rze64iYSEtaWh5XG6ZHhQ7u3FlRATR3Q6xAb1aZSXT8TRY+RlpQDgpfdA7h1Icd5tnFYTglyOIJfh1cyTLbU3kOibiMwmx6ONjodUfUnNuMnprBMUm/4fe+cdHlW1tv3fnppeSe+ddBJCCYTeRboCoihNQCygKIgKgoAgigiigEhTkCZFQOkldAiBQCAQkkASQjrpyUym7e+PIYMRLOec7z2e8765r2uui+xZe+81a+0Z1r2e57nvBxhEA/erINpDTlm1lp2dS9B0ACxtyHIOIeG1JADemeaMW4sM3FqAZmENRTkarC0V9In14edTWWj1BqrrDXT0tUZSdpzyOqOgjrlcSpCrO+kFBdTrtBgQERDwtHXmUMYF9r74KRfz0ph9dA35t7NRG7RYmpnzoKgEnU6Hi4sLJSUlFBUZU2lFUUQrkZBrbk6uuTm4ukCkkRJa6fW41dbhWF6OdXExynv3IOsO4h+QHGV1Bd4Xj+N98fhj71X4BFIYFIVzq4H/374fvwdBEJg6dSqbN29GIpFw+/Ztzp07x/Lly0lISDApq4LRN08ikVBcXMxXX33FyZMncXJyMhFHgO3btxMXF0dCQgL79++ntLSU9evX891335nsKkRR5O7du4289Ozs7KivrycvL482bdqwdu1atmzZwqFDh1i9ejXPPvssQ4YMoaSkpFGU7Y/Q4EP8679/q5D56zYymYy4uDjy8vJYt24dNjY2DBkyhM8++4zXX3/9seslJyeTlJTE/PnzTcf0ej1qtZq0tDRqa2sxGAyMHz+e6OhoWrRoYVKu/Veh1+sRBOEP7UUa0FCfOG/ePOrr6wkJCfmX6hNHjhzJzp07+eCDD1i+fDlOTk5cvXqVL774Al9f3/+xiKMoiuj1+n/II/SvomE8GxSA/ypOnjzJ22+/zbJly+jXrx/37t2jtLT0H7rGunXrmDZtGmvXrv1fSx4b5s7KyqqRIvL/NJrSVpvQhP8QNOwA9+7dm7lz5zJv3jx69+7NnDlzTAbH/62QNxn8/lfi/PBXmTJ4DonlUizM9SQkXCRbsh2dTsezmS+i/MkGC3MVz3f82kgcBw+GFnmUpPty+vOb+AX2wFfdgrtBArdLc0k4e44HVg5skvkTFnGdwNrm1KTV4K3fBW39ybvoiW9Qd6otDRhqazHk51NpqEehUSKTaJHIRGR6EUu9Gr3amiKdO81cNahr8ygLDsUtRyDDu4SyS5YE9KjDvDyfe+06MORiIvdtLThZ2wnNTwW0Gqfhet464up9yHy6J9P2r6Lidg/OtzvL8ZpupF9qhcXxPLrPhFzDHvJLD/FUoTuVsQnceHEE4w6u4PWUE2Rf6Qb69hxou5usnoUcSB3ELwWLqT2vggUnsCyyodWY+/Rb5oZ5kJpDp6Zy+sHXIKum1S1zhpT4E+MQRIafH9u7dqYhzlFVW0VZXgYj3T0xN7NANIiIBjDznI6b6gXcXPyoN1Oz5JdP+TbpKw5k7uVBXQkG0UAzC2fszBy4el+HSrTHcRG4LQa3j6pMxBFgtFwJqT4UZ3mTmqrCYICKKg27T2Sg1RuwtJTQtqUTufUiBgcX03n1Oj3X8+7xTLgdEkCr1yCTSijSlCAi0u/7aXybtAdbpSU9A1tRXltFoK0nqppaJHooLS7h00FT0Ol0+Hh4Eezph/nvqIXWSKVk2Fhz3sebw63i2Dd4EPvefouLM6aT8/qrVI14Dn2XLgj+/r+b+vpr2OVk0vzITgLlf83i40loSEn8M5EVR0dHYmNjiYmJIScnh5CQEMaOHUu3bt0ICwsztcvJyeGpp55Co9GwePFi5s6di0QiMRHCBpKp0WgYN24cISEhlJWV0atXL65du8apU6dMtYRmZma88sorlJSUcObMGfR6PRs3biQ9PZ1Ro0axY8cOevbsye3bt3F3d8fS0pKtW7cybdo02rZtS2lpKW+//TYJCQkkJSX94edcv3493t7eWFhYsHfv3r8sOmNnZ4eDgwNgtMzo378/OTk5pvezsrJQq9VIpVIMBgN+fn589dVXpKamkpGRQWpqqmlsdDodycnJTJgwgXHjxlFZWYkgCAiCwOzZs03jNm3aNDw8PLC0tKRNmzaNavvWr1+PnZ0d+/btIywsDKVSSU5OzmPpoaIosmjRIvz9/TE3Nyc6Opqff/6ZI0eOUFZWRl5eHqGhoUyYMAFzc3OCgoJYt27dXxoTgG3btrFp0yY2b97Me++9R6tWrfD19WXAgAEcO3bsMSuOzz77DDc3NxwdHXn11Vcbjf/GjRuJi4vD2toaV1dXRowYYfKmBGOEXBAEDh48SFxcHEqlklOnTlFdXc3zzz+PpaUlbm5uLFmyhM6dOzeyPvlnx/PEiRO0bt0aS0tL7OzsaN++faN5/y0kEglSqZSxY8fi6+tLhw4dTGJUfwWJiYmoVCo++ugjamtrOXnyZKP3DQYDn3zyCYGBgSiVSry9vRttVuTl5TF8+HAcHBywtLQkLi6OCxcumN7fu3cvLVu2xMzMDH9/f+bMmWOqvwVjGqm3tzdKpRJ3d/dG3txff/01QUFBmJmZ4eLiwjPPPGN6r76+njfeeANnZ2fMzMwafRfh9+fuSWmr69atM6kxN2/evFFNsEajMQl6mZmZ4evry4IFC/7y+DZFHpvQhP8QDBkyhIsXL/L555+ze/duRFEkLCyMixcvmuo5/lshb94c1d/diSb8ZZT7BrHm2emcKwfUOoJ8alC4/8zt2iLsDY70vjCIqlu1OLvW0T/0c6Sl6fDMEAjPoTzXg8RF2djZ+xFtPYhKS5FzqkyiS0qRHT3GhndW08yshkzVGYZdH0NoXCoSsRwccsg970S4c39K7EQ8Cuoo9w7E0rIeK70VUkk1glRErhOptLBAWmdBgd4c6YNaysU05A59aHv5ILuivLhyK4HuusOkaw7TXDuaUldL7DOcudziEjbHR/LU8ZVEvOhDxqZdxHgOJqWvlul7vma+4VUutjqMPjWW6pvWtKxYS/zL0dw6cp/TBxeToJhKvn0kx4ZbEncjjcXfTWXrSx9wRPsczrFp7O61kZ6F/diaOJqQgB60ProJ+c+ZWAzpS9zoHMIGOnNzjznHj7yPhZULLaNfJvSOCyEadxZkGGsMLSwsiAwLQ19aynfZGaY56RwYTpyPC+duS7h70wx1iQ3thnbHJVzHmZ+OknfqPppKDaV1xSjkCiyUlkxrNw+DaFxo29hp+DxxARlFpYQ6gWVBFuzIYmKDXZsIzzzlhQoNP/9ShEplIDOnDHt7GckGo5qnhbmMQZ0COX0pjx+ulhjJrggxruZcu38HOzMpg8Obsf5yETKJjO9TDhLlEciNgjvIpTI6+rVAIZXx1rbPAFjRbQpd0mwBW2ptBcococxcywOxltLaStT16scfTkGgRKGgxMEBHBwgKBBIQCaKuKnUOFVVYVtaivn9+0ju3EX81aK5AfKg4Mev+xfh6OiIu7s7ZWVlbN68udF7ZWVlgNEOw97enuTkZC5fvoyvry8HDx7k7NmzTJo0ifr6+kbnbdmyBS8vL9566y2mTJmClZUVZWVl3L59mz179uDl5cWmTZvw9vbm3r17TJ8+Ha1WS0BAAB06dMDBwYGkpCRsbW1ZtWoV3bp14/bt2+zcuZPZs2ezePFi4uPjmTNnDuXl5QwdOpQxY8awaNEiWrZsSfv27Tl+/DiBgYG0b9+e/Px8WrduzdWrV7l79y729vaN+vvTTz+xa9cuPv74YwYPHkyvXr3Iz89vZMlx/vx5OnbsCDwieb9FZmYmx48fJzo62kQkampq8PX1JTo6mk8++YQNGzYwceJE0tPT8fb2ZteuXURHRzN+/HhefvllwChUFBUVhaWlJZmZmcAjX8rRo0eTnZ3Nli1bcHd3Z9euXfTu3ZvU1FRTRk9dXR0LFizg22+/xdHRsVEdagM++OADdu7cyYoVKwgKCuLkyZO88MILODk50alTJ2bOnElaWhr79++nWbNmZGZmolL99f/1Nm3aREhICAMGDHjsvd9GQo8fP46bmxvHjx8nMzOTYcOG0aJFC9N4aDQa5s6dS0hICMXFxbz55puMGjXqMcXcadOm8dlnn+Hv74+dnR1vvfUWZ86cYc+ePbi4uDBr1iwuX77ciJT8M+Pp4OBATEwML7/8Mps3b0aj0XDx4sU/VKWNiYnBw8ODSZMmsXbt2n84crlmzRqee+455HI5zz33HGvWrDE9j2AUWFq9ejVLliwhISGBgoICk2pxTU0NnTp1wsPDgz179uDq6srly5dNmxYHDx7khRdeYNmyZXTo0IGsrCxTOu2HH37Ijz/+yJIlS9iyZQvh4eEUFhZy9epVwGjl8sYbb/D999/Trl07ysrKTJ6lDXOyY8cONmzYgI+PD4sWLaJXr15kZmaaNl2eNHeJiYmNPv/q1av58MMPWb58OTExMVy5coWXX34ZS0tLXnrpJZYtW8aePXvYtm2b6Xfl3r17f3l8m8hjE5rwHwCtVsv48eOZOXPmX/K7+m9DU+TxvwcnR05ljU0ENeV6BEGkXau73NUdoFKtI6Q+nKjDbagqqcU/oJxubguQVBTAsGch9A7Vhc6c+LgEiSgnIegttDU6Eu2LsCxX47V5Cyn9X+R0uUDbDhcxfxBBVWotYT1+gfZdUVdVUXLzNjb2ztxS1tCsvIJi/3Bsreux0FkilWgQpCISvQG1pSXSGjOqrCvR5uiQNivDuUaOWqlDne/DXdcH1J2rI7ivnKoDWTyIasWwLZv4xOY5Lsdcwz29L7E+F3DuUkbFhQs0d2lN5lNaZuxbzlzxNS5HHkV7O5SqzNfovOJzmo/qgJ2PGUeWf0DbFm/Rpz6AM23sUHh68tKOZcR7h/OV4hnktn5cCThOvVMNZul9uXF8Ku3a3iZs13ok0josnulFy5eyCBvQjJt73Dh1ZD4yqRmxLSey+4ixVk7U6rlw6RIODg7Y2NpSr1Kh1mhYqK7G89OXqdQbMLh4YTnoNc7++A11X2Vh0D4iIzJzKRq1Bp8hXuQPzaBgczEnjp+gtLLY5HvYJ2QqF2iGh90V9tzehkQAUYQff7mHvx00s4DSOigt1TN6lCffrDYuKkT0bDpwi9BQJWa1EnRa0OsNBPm5klOZQ2mthrXJhYgihDaTc/uBjoyiTFyszSit03Io8yIhLj7oRQMhzbzpEhBr6rdlpYhlJXghAx4nlKViLQ9qK1D/hng1QCcI3LMw557Fw9TXiHDjdfV63OvqcKyowLqoGGVBIVJfn3/6+zFq1CgMBgNqtRorKysUCgWCIGAwGExRwuXLlwNGBW1vb298fHwIDg4mODiYtLQ01qxZQ2Rk5O/eQyaTERISwpAhQwgICEAURV588UVWrFhB7969WbFiBW3btmXgwIGkpKRw4cIFsrKymDRpkilK4ejoiI2NDba2tuh0OvR6PYcPH6Zdu3b079+fXbt2cezYMYKCgti6dSsbNmwgNTWV9evXM23aNA4ePMiwYcOQPiGi+/PPPxMeHs7gwYPZtGkTubm59OzZs5Hy7FdffUVQUBChoaEsWbKE8vJyAJ577jlTm1atWvH000/z9NNPc/y4Mc04Ojqar7/+mqeffpqoqCiee+45tmzZwocffoiHhwfz5s1DpVJx48YNSktLsbCwYOvWrSgUCiQSiam2FIxRzM2bN5OXl4e7uztgrA07cOAA69at4+OPPwaM//9+/fXXREdHP3E+amtr+fzzzzl27Jgpxdbf35/Tp0+zatUqOnXqRG5uLjExMcTFxQH8w+qtGRkZhISE/KW29vb2LF++HKlUSvPmzenbty9Hjx41kccxY8aY2vr7+7Ns2TJat25NTU1No9TGjz76yCTwVF1dzYYNG/jhhx/o1q0bYIxcNYwb/PPjWVZWRmVlJU8//TQBAQEAj9W5/hoNgk/R0dFUVFQwYsQIvvvuOxQKBWCslR09ejRTp0594vlVVVXs2LGDs2fPAvDCCy/Qvn17vvzyS2xsbKiurmbp0qUsX77cVFcbEBBAQkICYFT/LSkpISkpyUTYfi2C9Ec1uR9++CG5ubm4urrSvXt35HI53t7etG7dGoDc3FwsLS15+umnsba2xsfHxxQcqK2tZcWKFaxfv95U37x69WoOHz7MmjVreOedd544d0/C3LlzWbx4MYMHDwaMnq9paWmsWrWKl156idzcXIKCgkhISEAQBHx8/rHfxKa01SY04T8AcrmcXbt2/d3d+B9DE3n8z0dpUAQfT1vLUmUoNfV6HGy1tEk4ToZ2HzpRR5fKnjTfEUNdiYrIqAK6N/sASW0BPDcUQu+gKrfj+HwV9ZWVdG8zD0m5joshdVRUV9L+eCL1Wj3f+HcjIqiCOzVXibreisCgByhKL0CYlHsXvbC190ZSrqO4vgKbgkKK3P0wt1BhrrNAJmiQyEREUY/G0gpFrUCFTTmqfBnOIXrM1LXkBwURWlBJlnc2afkdcVSI3K8/SlSZLfkJbehz6xaV1g5ctwzgwSUb/JrrUTunoqjJx9M5ipKeHXn/5y/Ju9aN68HppAeZsy/zPfTrLuBqJaH7XAsu311FgfosPe464ugZzuGRz+NlJ+HTVa8R90BL6rmnsZG346eoreQOTedaQQwbLs4lVzoC8ft9sDIbc40rsS/eot+Xjvh2DeHs+c+5XpAFQLCzNzM6jURTq6ayshK1RoNSqSTzvXcpf+lFKgw6xFtXeHvbx0x1d6RDwlOY2buCxLjI16n0yJVKOo3pyomzx9m2bwtuo52I6hdlmuuU/OukXPFkx+Hu6A1gEMHeUgnAnQojcRQwLhDGqHKorDTuuPfp6c4rE124e1eDSmVAqzPg66cgoFsNxXUaNq7owitDWiACN0vr8LFTIpVKKKtTo9PreDrYnrslxgjTuI6B5Fpdp8ZFhcHuyfvYlpUiXndEom/I6JZmy9AcHwarQ+hiEUKUoz8eDi6YKZV/+FzXSqVkWFtz3suLw3EtOT/6JYR/MIrxW8jlctq3b8/AgQOxtrZGp9Ph4OBgWsw1EJibN2/i9hu16fbt21NRUfGnYiyvvvoqrVq14sSJE+Tl5ZGTk8NXX33FoUOHiIqKIjExkZs3b1JbW0tERASDBg0iOTkZiUSCRCLh1Vdf5dy5czg6OqLRaOjatSt79+6lX79+rFmzhtu3b9O8eXOWLVuGTqejffv2zJgxg44dOzJz5kzASFIaFvu/hpOTEyqViqioKDZs2MCmTZvo3bt3ozYLFy7kk08+ITo6mlOnTvHTTz8BsGTJEr799lvAGHG9ffs233zzjem82tpajh49ipubG/PmzSMiIoKsrCwOHjxoWuA2iAy1b9+eqKgojh49yuTJkx+LTl2+fBlRFAkODjbVhFlZWZGYmEhWVpapnUKhICoqit9DWloaarWaHj16NLrOd999Z7rOK6+8wpYtW2jRogXTpk0zEZe/ClEU/7I/ZHh4eCNS7+bm1igt9cqVKwwYMAAfHx+sra3p3LkzYCQuv0YD0QWjd6lWqzWRHABbW9tGhPafHU8HBwdGjRpFr1696NevH0uXLv1DEcADBw5w5swZ1q9fz9atW3nw4AH9+vWjtrYWtVpNVlaWieg9CT/88AP+/v4m8tqiRQv8/f3ZsmULYPxe1tfXm0jyb5GSkkJMTEyjSN+vkZyczEcffdRoDF5++WUKCgqoq6vj2WefRaVS4e/vz8svv8yuXbtMKa09evTAx8cHf39/Ro4cyaZNm0xCVVlZWWi1Wtq3b2+6l1wup3Xr1ty8ebNRH349d79FSUkJ9+7dY+zYsY36OG/ePNM8jRo1ipSUFEJCQnjjjTc4dOjQ717vSWgij01own8IBg0axO7du//ubvyPQOruhmD35wIETfj3QxQEDo95jynd3yK5zEgSIoPLcWi+mTs115GIEoZkP4/FTkd09Xrax2cQr/gAQVMFzw+DkCw0NVYc/1hObXEhXTrNR1EskBkCWaV5tMovQDh7ll1jZlJUq0HufIrm9RFUXaujlf8JCAwFZTb3zlcTENgHtQVUVFehzMmh0N4NhbIOpcYMCRoEqQG9qEFjaYmTqppK6xrK1D44+Rgorr6B6OZP2xuJ1Nf7kiH1R3sim+b99ZTXpmLmFU6rkjTqMwNJDkviaMYAdNvTaDGsltsPtuNWqcXKL5rqbu354MBXZKd0JcPvHllx9ey4/h6avbexvCujxxwVVeapnCn4mvACM7pKQ7gQH0/O+LEM376YhalbKcoMoC7jJVROErZ1WktdLxXHkhLYevtzysROiKu2wrpSzA2uxI5Mo+1Ma9N8XL2fwfqre1ky7E3MZMad9mBPPxT2jrxz5TL3/P0YMXYc74sGFiWdJvH4LtTlhWDQY2HjAIKAQVCQen4I9/bVI5FIufbVda78fAUAGz9rbiquIu2twym4GTKJkbiV1dbjaN6MToHGyIoI+NpDae2jZ2XnT/c5ubOY794ONdmBtGljyZEjVYgiPP/qcfZcuIG5uUBMrBV3qzR4uNqhFwV0BkgpqKWdtw0A9uI9ki98xeFjb/HTmZc5kPshaZJjPGhWjNZJMHqJPAFWFUZC2eKJhNIPDwcXlH9AKB0dHf+p78lv0axZM3bs2EFxcTEajYb8/HxmzJgBYFJcFUWRiIgIKioqMDMzIy4ujvPnz2MwGPj888+BR+b269atY+PGjVhYWFBdXU11dTVr167liy++MF1r37599OrVi1atWtGqVSvGjh2Lh4cHGRkZpKen8+qrrxIcHEx6ejqzZ88mLCzMZN0RHx/PsWPHuHjxInq9HmdnZ9atW2cit76+vly+fJmtW7ea/CQDAgJISUkxLdQbPldeXh6iKJKRkUF2djbDhw/n/v371NTUEB5ujPh+9NFHLF++nPr6etLS0kx1ma6urjz//POIosiwYcOYM2cOFy9e5NIlowfpO++8w44dO1i6dClXrlwhIyOD6Ohohg4daoqsWVhYMGXKFCorK6mpqeHcuXON6kgbYDAYkEqlJCcnk5KSYnrdvHmTpUuXmtqZm5v/IXFrSFf8+eefG10nLS3N5MPZp08fcnJymDJlCvn5+XTr1o233377Lz5NEBwc/BhB+D00qOs2oCHyDUby3bNnT6ysrNi4cSNJSUmmjelfizQBWFpamv7dsJnx23H49SbHvzKe69at49y5c7Rr146tW7cSHBz8mMpwA65du4a3t7dJKXj37t3U1NTQrVs3vvjiC/z9/RuR3N9i7dq1JrXahteNGzdYs2aNqX9/hD9732AwMGfOnEZj0FCTa2ZmhpeXF+np6Xz11VeYm5szadIkOnbsiFarxdramsuXL7N582bc3NyYNWuWKcL6R3Pw22O/nrsn9Q+MUctf9/H69eumMY+NjeXu3bvMnTsXlUrF0KFDG9Ve/hmayGMTmvAfgsDAQObOncszzzzDggULWLZsWaPXfzvkzZv/3V1owm9QFB7HnLfXsVLij0prQCY10KHdDYotN1KlqcDWYMuwS2NQHzf+Z9S7SxLh6rkIeg28OByCMtHVK0n8xJbK3Gzi2r6ObYkt5S4CF2qycNJocdm8hfux7dmhdiAuqpD7dXeJSWuDYzM11g9+gc4xqKtsKE5Lx9kilFIXAUEUEbOyKFDaIpHVItcokKJBIjOgEzVozC1pVllMjYWGwgoP5CqRMvV1POrMsbU3R33fg9sBaWQ/6EAzWyn3VYk0LzbjakICY46to+xeRy7HX+bonXEIW2/R/vV6zt76nLBCJdrgaHQdWjLz8NdkXulEnmcZWV2K2Jo0hbpL9cgOqWj3WjEeXc3ZnzwVC20dTxd4Uu8XwrFxY/C0FPn4q4n0UlVw4Ux7nNUjSPa4wNFBu9FFWPPjkafYX7qUOrUfLNsEW1T8ss9Y22dnJyPUz4GK2ipe/m4+IsZx7+UWS7/bzlhWi9RW11LkYE+LAQPo1aMHHjY2yB8uLOqqynBVKLBRKNBnJFKalYHBIMGz+0REvXFhoipWYRtnyx637XzKbHQGHTY2RkL3QFVKYuY5JIJxaRDvO5J5l4y795ZyaOsBWWUiQ+elIZcYU13t8zVcv6rB3dWCr78OobBQi1otkndfTWysGVn5D5ApITDAjAdaHafvGVVbERqnQ6qqi0lP3c7JxA/Zd2Iiu1MmcbF2I/dtblPnokG0+f0qm0eEUk63NFuG5fgwpL45nS2NhNLdwRmlwkgof2sX8T+BkydPYmdnR1BQEBs2bCAyMpLLly8zd+5cVq1aBWCKHDUonL7//vssXryYHTt2YDAYTOIdw4YNY+rUqYSHh1NQUMAPP/zApUuXKCsrIzY2lsLCQpOlQ8NiOzAwkGbNmlFfX09KSgoSieR3UyIDAwNN6YANaIiS/FrtFYwiLWCM5Dx48ICWLVuaRGVWrVqFRCJhz549gDF18rck50loGIeG+sBTp04xatQoBg0aRGRkJK6uro8Z0ysUCvR6/Z8ei4mJQa/XU1xc3MiPMzAwsFF665+hQfglNzf3sev82q7FycmJUaNGsXHjRr744otGEdU/w4gRI7h9+7YpQvtriKL4l9Vkb926RWlpKQsXLqRDhw40b968UVTy9xAQEIBcLufixYumY1VVVWRkPKq7/lfHMyYmhhkzZnD27FkiIiJM/qS/hYeHB3fv3iUvLw8wEqVffvkFjUbDjBkzmDdv3u+S/dTUVC5dusSJEycaEaeTJ0+SlJTE9evXCQoKwtzcnKNHjz7xGlFRUaSkpJhqmH+L2NhY0tPTHxuDwMBAU/Tb3Nyc/v37s2zZMk6cOMG5c+dITU0FjGnp3bt3Z9GiRVy7do3s7GyOHTtm+i6ePn3adC+tVsulS5f+MM33t3BxccHDw4M7d+481j8/Pz9TOxsbG4YNG8bq1avZunUrO3bs+N3P/Fs01Tw2oQn/Ifj222+xs7MjOTn5MXEBQRAaqXX9N0IeGorm/IU/b9iE/3HoZTIOjP2AjYI3mnLjQtHDuR6XoMOk1xntIgK1wcQeSaCqsBZBIjK4x2GaFX9vvMCo58D3NgadlNOfu1N6+zqBYf3wqg1HoxRJtM7HUK2n9cGDGGprWd3tZWQ1GqrNjxNcHUbV1Tr6d7uIUGEA92LyjnqDWIxZlZISJzVu5Rqor+e+QYGrtBqZxhuprB6D1Bydvh6tuS2ODwqQGtwprHeB7FIsvVxxqhVICQygVXE2N0MEUi62JODIYcIHBZG/7wK+Pi2RNc+kTXEN2R4e5AVYklnal6CrV2j3hiWnPl9EB+10ToZG41GvYdbxVcwWJ0DsWVR9Mtj+8xj6tfsJh7UXCH3JEnsfP04snU1k+Eg63o4i0z+Eox0VhAUHM/iHRbTyj+Arm3Hk3BlK65a32BG0kQDvYKyT2/P9wZeIjOpJq5KNLJhj/L5XVuqorCzjrSlebNlYTmmZMZ2pVbgOlYsWP4kjlfVlHPrhJ9JLcqipq20UGbCWySiqr+d1uYJzOxajlAho9Tpyfvnq0eQL1nR+eiZldw5zfdVBwLhIDBjkR3irSE59eorKikoEBNq6debN/UZRmDqtwMV8gff7t2bJgQtotCISAS5n1VJbC4Z6LTPfTMegh+7tXDibUkpqqgpraynNmsnIzFTTvLmStLR6mjc348WNzSi55UnRDSXFaaWU381GNDxa/IuinvvZZ7iffebR57PzxNuvM862oViJzZBVADrDE59xy3IDluXgjRywA+yosZdgYe/+xPZ/BaNGjeLYsWOPHT9x4gRdunRh7969ALRp04a5c+fyxRdfoNPp8Pf3RyaTUVxcTG2tMZS7cuVKE5EEuHDhAp07d6ZFixZIpVJTit7KlSvJzs5Gp9NRVVXF0aNHcXBwaBRBDQwMJDw8nODgYK5du4ZCoUAqlVJfX49cLsfX19e0QfDYOFlaMmbMGFauXMnFixdxdnY2kcSRI0c2avvpp5/So0cPhg8fzowZMxBFkUGDBrF8+XKqqqowNzc3pbn26NHjiTWEFRUVFBYWYjAYyMjI4KOPPiI4ONi0OA4MDGTnzp3069cPQRCYOXOmKZLSAF9fX06ePMnw4cNRKpU0a9YMX19fampqOHr0KNHR0dy8eZN3330XqVRK586dad26Nd999x0VFRUcO3aMyMhInnrqqcf6V1tby0cffcSOHTuoq6vDycmJ8PBwBgwYwJtvvonBYCAhIYGqqirOnj2LlZUVL730ErNmzaJly5aEh4dTX1/Pvn37/qEF/9ChQ9m1axfPPfccM2fOpEePHjg5OZGamsqSJUt4/fXX/5JVh7e3N1KplJYtW3L+/HmuX7/O3Llz//Q8a2trXnrpJd555x0cHBxwdnbmww8/RCKRmIhacHAwzz//PC+++CKLFy8mJiaG0tLSPxxPgLt37/LNN9/Qv39/3N3dSU9P5/bt27z44otPbD9kyBDmzJlD3759Wbx4Mb6+vpw/f56CggIsLS1Zu3YtAwYMeKKIzpo1a2jdunUjcZwGxMfHs2bNGpYsWcL06dOZNm0aCoWC9u3bU1JSwo0bNxg7dizPPfccH3/8MQMHDmTBggW4ublx5coV3N3diY+PZ9asWTz99NN4eXnx7LPPIpFIuHbtGqmpqcybN4/169ej1+tp06YNFhYWfP/995ibm+Pj48O+ffu4c+cOHTt2xN7enl9++QWDwUBISAiWlpa88sorpjnw9vZm0aJF1NXVMXbs2D+dw19j9uzZvPHGG9jY2NCnTx/q6+u5dOkS5eXlvPXWWyxZsgQ3NzdatGiBRCJh+/btuLq6/mW7nqbIYxOa8B+Cu3fvml537tzhzp07jf7+b0dT3eN/BvJaJjBryres1XuiebjwbhVdiMz7O/IeEseE6i5E7GhDbaEKuULPiJ5bHxHHMSPA9zaiQeD814EUpFzHyS2KSPN+YBA5H1hDVU018Tk5cPkKp5+fQmq5jriYu5TVl9IyLR6FQo9r3W7o1AUk5eSer8YnsCuo9RTpq3B5uMueX6dHI1YhrZciQYNEakCvVyOXynGoLkWrtkVlqUSXVY5zmB6VoYQ6T1/iLx2iojCY0uaVlFTG4OQmo1B1Dr8SGTejouh/aD15t0K5FHCRS/ltqbkhw15mQehwey7lryEhx56syGiswnyZdepb0i61o66Zghv9LrP3/GDu1fWFZSdw9RfotcCRrIKfuVCxnoBCOX3VgeT5B3Bq0kQ8lHrmLX2ZEYZCLlwMR1k4GrW9js3x31I7uJTM+35M2BBPfo1xaLv5QqdIWz7/4h4FD2qo1xuwNJchUWdx4NgbXC05TYm2jFdbDeL4S0uZ1mUkDrZ2JgJZrdOhVCjwjI/nikaDqNdhJRqINTeai0ukcgxaDftWHiTlgi861SOylnc8n32z9lFZW4lBNKC0UfCTfqtJZKedV0dcLN2Y99MFautBYwAHKwtuPpDhYgWf9YRyNSglcPJ8ERF2eupVIoPbuZCTreXtqX5kZxvtBJYv90JursI9JoOYF67T6+NChqyxp+P0GJr3a4ODfwCC5HGhluqKPG5c2cjxE++zN3ECe66/weX6Hymwu4vaRYdo+cf74VaVIuZOTyZR/z+hVCpxdnZGpVIRHh7Ojz/+SEREBLNmzeK1114ztQsPD2f16tWAMVLRIPnfkDZXXFyMlZUVZ86cISMjg1atWpGdnc3ChQsBSE9PJyMjg2HDhpGRkcGPP/6IVCqlT58+HDp0iOTkZNM5DWmhT8KHH34IGE3VY2NjuX//PsBjC8mYmBhEUWT69Ol8++23CILA+PHjOXToED169EClUjFu3DgWLFiAtbX1b28DGNU63dzc8PT05LnnniM8PJz9+/ebPAaXLFmCvb097dq1o1+/fnTv3p3Y2NhG1/joo4/Izs4mICAAJycnANq1a8fEiRMZNmwYTk5O9O/f35QiOH78eDIyMggPD6d///5cuHChUcTw15g4cSK7d++mTZs2dOvWjQMHDjBkyBD69OnDrFmzWLBgAaGhofTq1Yu9e/eaIjkKhYIZM2YQFRVFx44dkUqlpho7gM6dOzNq1KjfnQNBEPjhhx/4/PPP2bVrF506dSIqKorZs2czYMAAevXq9Vja6ZPg5OTEgAEDqKysJCwsjIULF5o2A/4Mn3/+OfHx8Tz99NN0796d9u3bm6weGrBu3TpefPFFpk6dSkhIyJ+OJxjTjG/dusWQIUMIDg5m/PjxvPbaa0yYMOF32589e5a4uDhGjx5NREQES5YsYdGiRSQlJZGYmNjIPqQBGo2GjRs3MmTIkCded8iQIWzcuBGNRsPMmTOZOnUqs2bNIjQ0lGHDhpkitAqFgkOHDuHs7MxTTz1FZGQkCxcuNEXJe/Xqxb59+zh8+DCtWrWibdu2fP7556aaXDs7O1avXt2oJnfv3r04OjpiZ2fHzp076dq1K6GhoaxcuZLNmzeb0r0XLlzIkCFDGDlyJLGxsWRmZnLw4MHHFI//DOPGjePbb79l/fr1REZG0qlTJ9avX296Xq2srPjkk0+Ii4sz/Ub88ssvf1nVVhD/rGq7CU1owr8NDbtiDakiQUFBTJkyhXHjxv3NPfvXob2RRnHPXn93N/7PQqdQsnfch2zRuaAzGH/2Lcz0xMYlc7vWWAchiAID84ajOQqIYGWt5Zm2q1GWPlRRHDcCPNMBuLQ2nIyDFzG3dKJni4+RVOhIDxW5UJ6Be309MUuWUmPvxBvPzEOiUGMTsh7POm+Cf4ihU/s0mtcugKnPUS8WsGtCCR06zMKuwpnNzpl0upaKJukqY3vOIDR+Mz3PDGCw62I0g9y4v7k9xX7N8VrzNfOee4F2VSqGswXZc+akfhmMPLQX1oe38Gn4M0gCf6LXgRb067SS4tAACnaHYuXdhaL886huFbGhQ3vsbRJpf6Alz4bPQfJKK678aI6Q44OveTcOuNyn1dkzlNyv5MM2LxEVd4n6ivu0OtiJlkFXCdV9hjBmCDr7bM6v8Kb4Wg5d236E/IGUy83ruVmaQ6v7+bhs3kJBQDhf95pEWoWWNjH5FEkPYtAaODz6KOWV5aZ5mtZRzvZrWjQyJfdL62nd2oJTR1sx6YUyLiXloKrXUlCjRaU1YBABUcSAiKuDEw+qK1AoFLi6unLv3r3HFpvOEgmvRrRk7o0rWPtEUn7nium98CGTCImScWDpt9RV1GEfYkdlVhUGjXGDQRAERnR5kR9PbkUukVOrqcFSboVKV4dcKsdCKaVSVceAUDlVKg1H74C3Lfjbw/FsiHSGNs2t+fZkNZV5z2DjXgxCLb8HbZ05xbe8KE5TUHyjlPLsxpHJ34O9UxBe3h1wsgnBUm+PtPyhIhAguFmhfPn3hSb+DA2Rx9jY2Eb16Q2Rx/Lycuzt7fHz86OsrIxRo0aRmpraKD3u6tWrtGjRgoiICKRSKV988YXp3Aay1r9/f/bu3cvdu3fx9fVl9uzZ7N69m5SUlMfu13BOamoqUVFR+Pn5mTYb09LSTGqYCoWCZ599lqlTpxITE8Ply5eJjo7m008/NUU3nZycmDx5Mu3bt6dLly7cuHGDOXPmsHfvXlQqFf369WPZsmUmJVGlUkl4eDiXL19m1apVzJo1i+nTp3PgwAESExPZsmUL69atw97eng0bNgBGf7zZs2dz48YN3N3deemll3j//fdN5FEQBFasWMH+/fs5cuQIb7/9NlOmTOG1117j0KFD1NTU4OnpyXvvvcfo0aN/d64CAwOZNm2ayULhr8LOzo6lS5ealDSfBI1GwwcffMCmTZuoqKggIiKCTz75xCRMs379eqZMmWJSrs3NzUUQBObPn89bb70FGMVR3nrrLc6fP09tbS2hoaEsWLCA7t27m+7j6+vLuHHjyMzMZNeuXQwcOJANGzYwffp0du3aRV5enqmGdNasWcjlcgYOHPhY6uu6desYNWoUlZWVvPPOO+zevRu1Wk1cXBxLliwxRYivXr3KlClTOHXqFFKplNDQULKysvjiiy/+4chXE/53oyny2IQm/Idg5syZTJ48mX79+rF9+3a2b99Ov379ePPNN/nggw/+7u79y5CFNm8SzfmbkB3fnRmvf8NGjbOJOAZ61+IXu9NEHK1EK4anjEFzBBDByVnFsLhFj4jj+OdNxDF1WwQZBy8iSGR0azUXSYWOUjcJSZVZSAwisXv2Qn09Pzz/HpVqHRGR11Hp6oi71R5ECFT8BE5uYJXFvSQfRIMeO9GNBy5Gc3Tze3kUBxh3Yqs0FaACwaBGIjWg06lRiFLkSjnqaktKrYop0wWglJjzoC4N91IpeUFBdChMw0ISTLWHLbXFLrj4SSjVXsW1WsID/2Ca1+ThU2mG0tqP0jZqzpS8irj+PNHD8ynnBuWyTLqVe3C2dStc7eXMSt5ESlJLlLZenOp9kCs5MVzUzEFctwfZbRcSptyh+YBgDpyYTLHVHVqlmdHVPIRr/n5cfOM1XIV6Zi8ey3hDNimpXlSkj6T6gmgijs72Ltia2bHopJacSigpr0cmga6h7ijMLdDZ5SN1MTDm+VbM6dOcAc3tsVFKMRjdFikuKyXM0RcFUrKzszEYDAiCYJLUV0okqIGLt68j6HX0K8ps9Iyk7VrF3k+/RzD3AqQoDbYm4iizlCG3kbPp+Abq9WrUogoRqNersVba8kzYCKrq6pGi4HiWFRfzjZHOL4d5kZQPgQ5wpxy+P2OsdzR8+SPMOws/KyEnGDQ+IDZejsgtVHjE3jZGJhf8tcgkQHlJBteS13L0+HT2nBzPvvS3uabfS7FDHvU+/9qS5/Tp05SUlDQ69uOPP9KzZ89GxxpUV5s3b861a9ca+Tr+UQTwSRg1ahSnTp16rJ6vAevXr0cQBJO6ZU5ODm3atOGdd96hY8eOJqXJ9u3bU1RUxOTJkwEoKChgxowZfPLJJyahjJkzZ+Li4mK6dr9+/bCysuK9994DjAbmvXv3RqPRkJ6ejkajMUUYn332WSoqKoiOjubQoUMMHjyYb775hoMHD/L8888DsGHDBvr378+AAQNMtgHr169n/vz5DBw40BSZ+/DDDxkwYACpqamMGTOmkYfizZs3WbFixe/WrmZmZtKrVy9yc3OZOHEinTp1emzO/mgcKysrGTVqFC4uLgwdOpS7d+8+1nb06NGcOXOGLVu2cO3aNZ599ll69+7dqD6wrq6O+fPnM3nyZNP8N4jrgNFL8KmnnuLIkSNcuXLFpET6W0XUTz/9lIiICJKTk00quNbW1qxfv560tDSWLl1q8isEYzS7IdW2oKCAgoIChg0bhiiK9O3blzt37lBSUkJ1dTXHjx8nJiaG+Ph4EhMTGTx4MFqtlrCwMHr06GGqWX2S92QT/m+jiTw2oQn/IVixYgWrV69mwYIF9O/fn/79+7NgwQK++eYbVq5c+Xd371+GIJGgbNPm7+7G/yloLCzZ+sZnTIt4jjuVxpTBBu/GOqcNlKiMcum+Wn/6Hh5GVYqxxs7Xv5KBIXOQVRhNk5n4PLgb/317fyTXdxhrV7t1WoC8RKTeXOCk+T0MBgMdMjIQ026S3m0gBysVeLmqyVSdIVAbTPUVFVFR+cjK06BHBxD03Dtfg6WtO9IyPSW2xj5KsrIocvfHxlKH1qDFoBaRGDQIUh0abR0KUYrO1hZpvRmFlvcpKveAfC0OgXYoBQMl7h7EndlD9h0/Uv2SuZLXFU7lEzFYSVrRblpWOJLcqSPPb/+Mm9fCSfG+RJ7En3ztU0iOqGj/RjnXMzeCrJouWj9OtG+Ht0zNzKvbSU6Kxda6OYe67yarKogjpfMxHDwLR8wIG3CXjtOjuJyyiiv1O/AokdKv3Bepiwe/DOhP9Yjh9Pz+U5acWIav1IwjX58wzVWFoYxqTRV25nZ42fhiEKUYRJholwkLj6ErteBeXj2LNp7hvQNp7Lz5gEq1cbzcrRV0jYggtSgTS6kShSBDp9MhiiL5+fkAyC0sSOjenZ/VKuwVCg7U1TR6Vjq37ED3SYsRdVoQRQoz803vKc0sMGgMSOQSbHxtMIgGEER0gg4VdezN2oEBA31DBhHv3ZEqdR0OZo58uNcVjV7OnXKBxUODqddD82ZgZwbodZB0FtZtho93wrJsOOcCD5qD4XFF1N+SycFrHOg4LYbmT/8xmdRqasi69QtnTs2nzPz+X/3q/C7UajV79+7F3NzcFM37bQJXg9rriBEjMBgMjB8/nps3b3Lw4MFGKYSpqakmPzcPD4/fVZC0s7Pj7t27pKSkUFpaaoooe3p6MnHiRFM7Z2dn/Pz8TCIY1dXV6HQ6srKyeOmll1i7di0nT56kRYsWzJ8/nyVLljBu3DhOnjwJQGRkZKMsF4lEwrfffounpydyuZzy8nKys7NZvXo1o0ePxsnJCXt7e1QqFbNmzSIuLo5vvvmGM2fOkJSUhMFgwMHBwWSJ8NVXxtrb/v374+/vT48ePRqJCDVgxIgRjBkzBn9/f3x8fBp5KPr6+tK9e3f69ev3xLEaP3486enpWFhY8Oabb3Ljxg2T+TsYRX9+z2PTxsaGnTt34ubmRllZGXv27KFVq1am8YFHXofbtm0jPj6egIAA3n77bRISEli3bp2pnVarZfny5aZ0xMTERM6dO2cSpImOjmbChAlERkYSFBTEvHnz8Pf3NwkONaBr1668/fbbJsETgA8++IB27drh6+tLv379mDp1Ktu2bQOMSqwSiQSZTIarqyuurq6Ym5tz/PhxUlNTTXNw5MgRCgoK8PT0pLa2lqeeeoqCggLy8vK4ceMGR44cwc7OjrNnz/5bRKaa8N+FJvLYhCb8h0Cv1z/Ru6dly5Ym9bv/dijbtv27u/B/BpmdnmbaxK/ZVmeH/uHi1t5GS5uERDJ1e9EZjM9U25oEYnYlUHPfSBwjIgvp6fwBkpr7gACTngdX4+Ir+1Q4yRuMxLFNu7ewLrZCROScfyU1dbX41qmw+nEHOoWSVS0GAeAZlIRe1NPqVgKiQSTa7bCxg/4q6qutKbqRTmDQUyBCEbXY6XSIDx5Q6OCGg61xkayvNRgjjzI9Om0tSr2A1toaJ7TUWanJLXSGjBycw0TKtDm4mTuiCPDBS6ug1kHLPZU/2vQKXJtrqDRkYq0zYOXujywumhFlN9EW9uRY7D6OJHWiPlOHosiJDm9bk3hhDrZakQ7KII507UKAuoRZaTu5lBSFs0Us+zpuoVTuyU+Zc9DfKIRNxbhHVtLz42aU16Vz+NaHyMxEut+yo4WjP2cCA7j25mRcdLWEzhmGtvoBAGb2btjYOyFKRKrFanIqs9EZ9LR0j6fA5hN0VkFUZdyjGTpOft+Dm2mtGDDA1mjGCORXazibfgO5BPKrS9GLBiSChBjXIMxkCgQEampqOHz8OIIgENmhAxN/k5Z3LfkkRxeNQVeSQzMnd9AbianU3Bq91AGDTgYGCVV3qzDoDAhSAaWdkpAxgVTVVyFRSgh6wZf9GcaUueeiRpFWnEqQYxiRLrFM+sEY6Zzy9EtUugxGNP/NgrS8BA7+Al9ugo8OweZ6uOUPtUEgPm69obCow6PlbWJG/g6ZFB5f3jiFtvwL35w/hlKpxGAwoFar0WqNY/Tb3+cGqwsbGxuWL1/Od999R1hYGL179zYRywYF1AbPQwcHB65evYqLi8tj0cnQ0FB69+5Nly5dcHJyMon2nDp1itmzZ5vEOIYMGUJWVhZTp06lsrISjUbDp59+ikKhYNKkSaaaLEdHRy5cuIBWq+Xnn382WWD06dMHFxcXk9LrnTt3sLa25uWXX0ar1ZKUlER9fT2vv/46CoWCjh07UlpaSocOHVi5ciXnzp1j27ZtDB48mD59+lBXV8fw4cNNtWLXr18HjPWJv/XH+/UYNpDEuXPnMmLECA4dOsS6devw9PT8Uw9FQRAoLS3l448/ZvHixXzyyScMGjTIZFFw/fr13/UIFASBQYMGkZOTw7FjxxgwYAAPHjygc+fOjBkzBkEQWLt2LaIo4unpibW1NVZWViiVSo4ePWrytUxKSkImk9GsWTO6dOkCGEWUAFPaak1NDZ07d0ahUCAIAlKplJs3b5oijydOnCAnJwd7e3vi4uKwsLCgXbt2pKen8+OPP5KQkICrqytKpZJp06Zx+fJlxo4di1qtfuJnS05OpqamxlQ/2q9fPwIDA7l//z4JCQnU1dXRtWtX7t+/j42NDS1btmTlypVERkayceNG4uLisLa2xtXVlREjRpjqA0VRJDAw8LG6yuvXryORSBr5Pzbhfw+ayGMTmvAfghdeeIEVK1Y8dvybb74xpf38t0PRLv7v7sL/etRb2/H9m18wI3gg96q0puORwRU0C93MnZprpmP9C56l2Q5vNLXGdvFtsmin/AChvgIQ4NUR4GwkjvlXgjm/4jKIIsERg3GvNsr43wwTyX1QiNxgIGLHTtDp2D/mfXIqtYQFVJFVcwV/bRDVl9W4e9ZgXnwUYtuALJ+8iz6Ieh2uNpGIiBTXlOFebYyIFZjZYW1lTPfS1ukQ9GokUh0aTQ0KrYR6KyuctLVYSpuhVjhguFOIc/MScvIS8ahUkh8SQkJOMkJNJGURhWSo+8MlNRFDLLiWu4XoPEsuRobT6eD3yMsdsLNqTmm3An65NhrxxyPYOVjSenwIR5Nm4lYuJc4uiKN9ehFccoeZt/dyMSkcd7P27Gj7PWoXJ7YmT6O+whaWJ2FtZ0mP+XXYhzjz84lJPHAoJPKmjN6SEModHDnw3DAWaB+lMgraOkpzi1Ba2OHg1QxBJiAIAs8Pf5Gr19xJ+MyG0/ctKKqFuAEHCAi4wJ49lYgihIQoGdDfAZXOgJWZHJkENHotBtHAlcIM1DoNjhY2TG3/HFqtFksLC06fPs2SHTsaPTdTvH150dIKmWigqjjPdNxMrkBTUQSiiNLRB0EqNxo8GgQMKgPpP2SAAYKGBrAr5UdEUcS8mTmJhsOIgoGbJalEucRgEA24WLlBWXe2HBjE6vOfc7L+c4qajUFv9wQbn/TrsGU7fLoFFl6Bw9ZwvzloPZ743D9GJtc60nFaLCF922Dv54+lsyeWzf55pdUG2NvbM336dKysrDh8+DCiKHL8+HHTe126dGkkNJOYmIirqyvr1q1j3759JuVQpVKJQqEgJCQEqVTKokWLuH37NgcOHMDLy4sBAwaYagtlMhk//vgj5eXliKJI7969AfDz88PV1RWFQsGcOXM4fPgwarXa1CYgIABLS0uuXbtGSkqKiYRERESwc+dOwOiJN2PGDGbMmEFkZCTdunUzpTvHxcVx6NAhRFFkxowZHD9+nH379vHpp5+yb98+LCwsuHDhAl26dCE9PZ3k5GTMzMz46KOPmDZtGmfOnOGFF14wjUXDZ9+yZctj/ni/Nr1v8LD79NNPiYqK4tq1a8yfP5/8/HySk5P/0EOxa9eu1NbWYmFhTJ0eO3YsH3zwAd27d2fLli38+OOPf1grCcboXYcOHRg2bBgAr776Kt9/bxQM27hxIxKJhEOHDnHy5ElGjhyJp6cna9eu5ezZs7z55pt88803iKKIt7c3Ox5+z9LT07G1tTWNR6dOnTh79izvvvsuv/zyCx9//DHAY+J4R48eZfHixVy6dAmZTMazzz7L8OHD6dOnD5MnT0YURQYMGICVlRVubm58/fXXT/xMBoMBNzc3k1dnwxykp6ebCG3v3r25ceMGjo6O5OXlERYWxq5du9BoNMydO5erV6+ye/du7t69a0oxFgSBMWPGNIq6gvG56tChg0l9twn/u9BEHpvQhP8grFmzhoiICMaNG8e4ceOIiIhg9erVSCQS3nrrLdPrvxXysLCmusf/Qdzs+SxTxy1ld7VVg0bIQ+/GNIotv6dSUwGAuWjBc9fGoj8gQ3zYsEfnK0Rq5iDo60GQwOsjwMlIHEtu+XP685uIeh0uni0JV/QGg0ixp4TkcuPOcofU64h37lAaEsVmPBEEETM3Y7pX6/QOiAaRduGnERChnTH9Kvd8DQgC5tUWVDpL0Wg0ODwwRuPyRTMsLFXIRBk6tQ7BUI8g06Opr0GhFVCZm9Ostgyp3h6cDNQrAjC3sqS6Ppdm5RLuOjsRm7ibjAw3kpqdIfl6GIazKbhFVlEnyUem0OHv4EvBoAG8fHQ1KZcjue5yDZW3Iym6KbDmMN5tSvHt7s+ZrC8IypER4hTIiUEDaH73Kh9kH+DipVB8ld3YGrMOQm3YlDiRGnkrWLwHea0PCW9lEPlsG06fmscN8SBOZRKeLvDkdloGhQ8tG3yUSnzUtcgArVpFSUYRok7Eu6M3RxP2kjfsNhqZBqVgx1sd5nL8/efp31yK+NC9ID29nsSTlVhYCFSoNYgSAYkAvnYK5BIBASitq+TrC0ay8FGnMRx+ayXLZn/S6Nn5MDebk3a2dPfypkFmx04Q8KqtwEynQSLqURVlIeq1IJEht3LAvesraKr1yBQKYjq2JeNHY3QxcmI4addvYBdli0srFzamGs25R7YaY7qfaBC4mebE7sNd+Pb4++wpXsEd27dQOyUgSn7jD1ivgjMnYPUmmL8HVhbBZU+oCAHxyb8nRjKZTuyL1+m9sIi+S54cbfqrGDVqFFlZWRQWFvLJJ59QU1NDjx49TETuSaipqeHbb7811d5ptVpKS0uRSqUmVcPc3FwsLS15+umn8fHxISYmxmTxIAgCAwcOZPbs2X/av5EjR2IwGEzkITY2lpqaGmpra7G3tycwMBBzc3OCg4P54osv6NmzJ+bm5sybN4/Y2Fg+/vhjDhw4wKpVq1i7di35+fmkp6ej0+nQ6/VMmDCBzp0707dvX6ZOnYqVlRVarRadTkfLli0JDAwkNjYWtVrNxIkT8fb2RhRF4uLiEASB2bNnExERARjtJH7rP/ck37727dvz7rvvEhwczHvvvcfQoUNRKpW/66F47Ngx5s+fj1wu54033jClm06ZMoW+ffvy3HPP0a1btz80mG9AXl4en376KZ6ennTo0MFUczp9+nQMBgNmZmaEhYWxfv16Nm7cyOjRo2nTpg2jRo0iPj4evV7PlStXcHBwAKCyspLKykpiY2Opra3lypUrjBo1io8++og+ffrw6quvIpfLTV6ADejbty+dOnUiLCyMd999l9TUVLy9vXn//ffZu3cvY8eOpVmzZkgkEubNm0dYWBiCIDxWI/trT9Bfz4GbmxufffYZUqmUTp06ERwcjKenJ4MGDWLw4MGsW7eOMWPG0KdPH/z9/Wnbti3Lli1j//791NQYN/pGjx5Nenq6KSVXq9WyceNGxowZQxP+d6LJ57EJTfgPwfXr100pJQ2pHk5OTjg5OZnSfYDfNcf9b4AgkaBs3Rr1ocN/d1f+V6HO0ZnNo2bxS6UZVD+KNro71eMacoT02kepQ546bxISe1CVa0xTRRAZ1OMYziXrjX9LpPDacHAwEsfybE8SP7mLXqPG0saVeK+JUKVDbSlwUp6DqBMJqqrG/Cdjrc7aAZOpLzPQKqqInNo7+GkDqElWY2mtxaHiJ7CwAsdcU8qqp18HhDodJV4iVILVwxq9+3UGXBR1WKsekgOdColEh0ZTjUILdebmNLtXyHW1GyqHGioNAZg/UOHU3IJ6QYWznQuSsObEyHVoLEIRIqUUKgfgnlZM+BAlV37YQMvqsez29qHbufP0ESpIK+3NL+E70O0ZjE+r7jj8lEn0sEoSczy4Wr2L6FsDqAv15cxzw2i/bgPvSeXMF7vSuqWEraHreUY5kk2HhjO4ZzOcvvwO4flhRAy+jr1fC859eYRi81Q6REzn+/UbTPNRJpdTp9HgKAg4yWTc0svQGwx4xX9IsGUB65Z8RUlZKTJRzpwjc5h50JjeJwIhjhDmBD+l6/Fws6DUoEalMrLK7AojBbRWSOjsb8feW2XYWlgy68i3mCcqaenRONo3ZMgQgoKCWLRokemYmVTKPb0eURRpLpNxG9ACiAb09XXcP74B0WDAtf2LnNigBhGsnRwoOVGGaBApTikh+pVICi4WYOVhyZ3Xr+NQY4X3vUA0aQY01Y/UYAvuW1FwPwaIwdJ6DNHhOfjYpmBddQpB/Rvj6sI82PMwOipIIDIGogPBwwDKXBAeT/OXyv71lFVzc3Pkcjm2tra4urryww8/4OjoyNWrV5/YPisrC71ez7fffmvyixs2bFgjr8gePXrg4+ODv78/vXv3pnfv3v9QmUIDSZBIJEyZMoV58+YxYcIEXn31VZYtWwbAlStXCAoKoqysjPr6evR6PWZmZkyfPp358+djMBiwsLBAFEUMBoNJKMXS0pJZs2YRGxtLeHg4cXFxSKVSli5dSkREBEqlEi8vL0aNGkWPHj3o0KEDTk5OvPbaa0ilUqZMmcKbb74JGK0B/Pz8GDVqFCtXruT1119v5I/3JMTHGzNVGjwUAwMDWbdunUkJ9Ld49913TfdesmQJvXr1YsmSJSZFWKlUyqlTp0hPTyckJOSx8ysrK5FKpUilUrRaLeHh4SY7hxYtWnDlyhUGDBjA2bNnefHFF3nllVdQq9V07doVvV5vqjVUq9UIgsDrr79uUm199dVXadu2La1btyYpKQlRFFmzZo0poqnVatHr9VQ+tClqQIPgFYCbmxsA9+7dY8uWLVy/fh1/f3/279/faMwKCgpMNbIN6bXdu3cnPj7epD7btm1bBEFArVbTrFkzvvnmG1atWsUzzzyDWq0mPz+fy5cvM2TIEK5cucLs2bNJSUmhrKzMFEHOzc0lLCwMNzc3+vbty9q1a2ndujX79u1DrVbz7LPP/v6D24T/ajSRxyY04T8EDalP/9uhaNu2iTz+f8S1fi/ytX83Siq1jY63iiqiWLmXvNo607G4urZ4/xJCdbXxmExuYGi3H7EuMpqbI5HCG8PBzkgcqwudObGgBG1dDVKpkq6xcxBKdIiCyGmfCurKVJgZDIRs3YYoilwaPI4LZSIKuYEai+NQD21ud6TaoCYh7ipCRQ306g/CffKSIhD1hfh4dIQyKJarjH26c5dKD1/qNHqQ1WBraCCPagSZlnp1NXK1SI1CjkPRPWqqgyi1ukdRnieu9y7hHGpPSfItPG2iKAgNoUP6WbY5tuCyzzmUB1ryjOodPN6O4/p2JTobNdHmnlzr2ZNB33zMqdFfENAiktwe6ez5qTcvxH+C7GYY7d4o5uB7ZWR7+9AmLZrjzT1IemkkrVav4V2ZjAWXOtI6tj/bA75joHI4Ow/2oGcXR3w3fYHQrSceCTn0nO/Mqc80vPv98+RXlQLg28wdg7kMlVpNtURC8UMRm47BUZjbenP6tDtClRsWtnW0eDsSe4UDucvzSb6RBED6Ayisk2Iu05OfX4dMBlIJRLcwJy1NTX29SLXGwMGMCgAGBFvQKsCPkOAhfLDxEYEF2L59e6O/LSwskNjZYSgtRa/Tcf0hoVEAjsCrzRyZXViATKHELrgtqSuNnm1u3d8kc8fHOAe1wNJGy7UVxo2viPHhaAUt56xPcS7sFLJQGbF1bfC7F4Q2TaS+8hGRrK2Wc/Z8IGcJRCIZQmhYMcHu13HUnEZa2VglFtEA15KNLwArG2jdBkKcoVkFSAsbvhFP+vr8QxAEAYuHab9dunThpZde4sCBA7/bvqioCICqqiosLS2Jiopi8uTJnDhxwtRm+/bt6HQ6Kioq2LVrF3v27EEURROBHDTIWDvs4+NDdnY2s2fPZuPGjYBRdCU3NxdbW1tyc3M5cOAAxcXF2NvbM2DAAHr37s3u3bsZPnw4NTU16PV6vLy88Pf3p6Kigt69e+Pt7U1BQQFarRZBEIiIiGDr1q2AkdA8++yz3Lx5E4PBwKlTpzAzM6Nz584kJRmfwdjYWD788EMOHDjA3r17uXbtGkqlkrq6OiZMmICrqysGg4F58+aZhN82bNjA+vXrUSqVNG/enMrKSqqrq02qr2BMs/zoo49ISEhAoVAwceJECguNc1laWkrXrl0fG+9r167x5ptvMmzYMHx8fFiwYAGvvPIK9vb26HQ6Vq5cyY8//kjfvn05f/78Y0Iw1tbWjB8/nmPHjpGTk0NWVhZffvklTz/9NF27dmXgwIFYWlqybt065s2bxxdffAEYvystW7Zk8uTJhISEsGPHDj7++GOmT5/O66+/Dhg3Hr777jvTZ2uYv5s3b2Jvb8/48ePZv3+/KTrbgF+n8zZsHI8ZM4bXXnuN6upqMjMzmTlzZqPotK2tLa1ataJLly5UVFSYrDp++eUXXn/9dW7evIler8fJyYn27dvz+eef4+LiwuHDh3nxxRfJy8vj+vXrjB49mmnTptG8eXN69uzJxo0bcXJyIjc39zHfyXHjxjFy5EiWLFnCunXrGDZsmCl1uAn/+9CUttqEJjTh3wplU93j/xfUuHjw9dsrmePSkZLaR8TRXGkgISGJHOlWVLpHxLFv0WBcf/Sn/mG0x9JKy/NdVj8ijlIZTB5mIo6qcjuOz1ehrjBGfbp2WoCsxLjoSQ3Tk19mFEzokJSMmJ+P2s6Rb706ANCqRTYP6kvw1vpSk1yPRCLird9lvE+4UTAk97wxbdNBYjSXLqorx8xgQLx3j+JA4wJKL6nGSm+NRCIiGLRIJAbq1ZUo6kSq5HIc7mVSUm7BPfNscvOcIe0WTqHF3Mk8hFu+wO1mzQg/sZv8+w5U2lSgc3Ck2roz3G1G+BBbLt34hqAsKVXOzogJ8YzPPELK5Wgy7G8ha2XOkexJiLt/QaH1ouM7lqRe+45Kx1I6Ztqia+bC1bGjiTm2k2mlZ7lw2ZcAySB+8tyK2FfNoROxpCo+RDxxAnaqsHHV0nO+iq03H9kG1KrqyL9/H1sra5zd3JBJpUiARRXFLN3+ATU/L6TwdiY1pXpOv3OeXZN+IjnNuGh3s/eghWtLqlQGLM1tUMgF6nWgN8DlyyrUahFHRynTprmg0RuwspCz/UYZ0366xMRVswhwrDD145Nekzg7YRVK6aN0UYVCwYMHD9ADLh4eyGQyBMAAVIsGvii4j6jXMU2hoPXhJcaaSDtnSq4cRDQYKExLwdCsO6JBxMbNnYS2g7GW25iurxN0XLQ8w9bm69k9aCOFQ+9imaDAzL6xOI7BIHDjugu7DnXj2xMf8nPpV2TbT6G+WTyi8ASF1ZoqOHYYVmyCuT/Dukq41QpwebztPwhHR0fatGmDt7c3iYmJFBcX07NnT2JjYxsprnp7e5Ofn8+kSZOQSCTMnDmT06dPU1hYSGBgICkpKSiVSlOEcMKECdy4cYPjx4/z3nvvoVKpTKqY69ato6CgwETWAAoLC+nVqxe7d+/mo48+AmDgwIFUVVVx6dIlTp48ya1bt9i9ezcjRoygvLyc999/H0EQkMvl/Pzzz+zbt4+TJ0/i4uKCl5cXdXV1xMfH06FDB1Mq6ezZs6mqquLHH38kKyuLQ4cO8e2332JmZsauXbtYv349u3fvJiYmhhkzZnD27FkiIyOJiIggOjoaf39/AJYuXcrixYv5/PPPcXBwoG3bthgMBi5dusSFCxd49913KSgoICAgAFEUGThwILW1tSgUCrp06ULv3r0pKSkhPj6ezp07c/78eZNK7a/h4eHByZMnkUgkTJw4kZycHNavX09FRQX+/v6MHTuWAwcOkJmZ+UQFUYlEwmeffcbly5d58OABKpWKrKwsli5diq3to/RouVzOnDlzSE9PN6XRHjp0iL59+xIYGIiLiwuCIDB48GDTpszOnTtNgkVhYWEolUrefPNNVCoV+fn5zJ49mwsXLrBmzZpGfXrllVce6+eMGTMoLS0lPj6e2NhYpkyZQkVFBQDnz59HIpE0qpFtqE+0trY2kcykpCTy8/PZvn07Xl5eKBQKNm/eTG5uLh07dmTcuHF8+eWXZGdnU1paysKFC+nQoQPNmzc3ieX8Gk899RSWlpYmj86mlNX/3WiKPDahCU34t0IeHo5gZ4tYUfnnjZvwRFwaMp6V7u0or2ic3ubvVYuF1y/cri0wHVOISgbfHEH1BTXiQ09ARycVAyOXISt5mA4tk8Mbz4KN0cdRU2PF8Y/l1BYbrQ3iE6ZhVWQOQKG3wNUyo/dZeFk5ioeRlx2jPqCkRoutlY77GKPo8RldqNGradP6LpLqXPALAbM71NdYU3T9FuYWjsjKRGptJdTU1eJfpwKDgSJ346Kz3lBJM70bCmVD/Y4B0aBFoROolcmwLbhHebkZcu98ih+0RywowcrJG42gRiGXYm3fDCE6igRFNZWGWIrD80i60Zlue+biOSWM1O1W1NpXE2tw50JMCzp9+RWxoR2prHyKPQHb6J81gizz1whcvRLbNzvT9tVQEj//kN5dltGlwJkDThpujh9Hy69X8nY/OZ9dbkVci8EccN5FlwE9Ob83kOqwebS7PR9hdTHbzFworTSqITpbyrE0E6lUS1DXqnhQYfR7bN26NbKn+mK9eTNu2dlUmVviN/oTqvQyik6spOCaUTWyoPw+5RZlKGQKSqpqkEqkSAQ9LdwkpBXrqddBaameL78sRSKBb771oEWkHbnn/Ph40Wk2pzyy4ph+sLHIhr25NW5m9txVq9Hq9dy7d8/4mMhkWFtZ8UqnTny6Zw9mgkAPpZJumTcBWKkQeCXrIj5B0VSKMu7uWwqAe/fXOXWmBTJpFBHBFVg63iZXfZV6vVE0yCDoSbY8T3LQeYRAgWhVHEH5oYhpUlQPGqtH5t2zIe9eS6Al1rbjiArPxsf6ClaVpxDqn/CbkpMJbv3gCZo8fxXFxcWcO3eOe/fuce/ePSQSCRKJxGRf0bNnTw4ePNjonC1btiCTyXj55Zf58ssvCQ4OJjk52VQvFxERwZQpU/Dx8UEQBOrq6nB2dsbGxgaDwWCqy/s9cZeDBw9y8OBBBgwYgFar5erVq1y4cAELCwvOnTtHRUUFOp2O4cOHNzqvZ8+epujWyJEjOXLkCGVlZTz33HNUVVVRWVnJoUOHWLVqFTt37mTZsmXcvHkTLy8vU+prSUkJoaGh3L17l2+++Yb+/fvj7u5Oeno6t2/fpm3btty//8gW5bPPPmP69OkMHz6c3NxcFi5ciKenJ3PmzGHKlCns3WvcwLKxebS5UF1djUQi4dNPP8XCwgK5XM7Fixf5+eefiYmJISYm5rExmTZtGpMmTcLV1ZXhw4dTWVnJ0aNHsbCw4NatW5w+fZoOHTr8E0/Ak2Ftbc3bb7/Nm2++icFgICEhgaqqKo4ePWqKyjXM7759+3jqqacwNzf/3fPOnj2LlZWVKdX1zzB58mReeukl4uLiSEhIYNOmTdy4ccNE2v9/wNvbG4VCwZdffsnEiRO5fv06c+fOfaydVCpl1KhRzJgxg8DAQFPKcRP+d6Ip8tiEJjTh3wpBIsGsa7e/uxv/laj08ueLd1azwL415arGxLF9XA5q5w0Uqx4RR1edO4NPjqT6wqMFuJdPFYObz0VW/pA4ypUw+RkTcdTVK0n8xJbK3GwAQqOH4VrhB0CdjcApSQ6iKGKt1+O3eQsAua278FOtceEXFZVGna4WT50PdcnGBVSorVHhj67GurO8JG9EvY6AkL5gEClxMkY0ncqNBKrQwVjnU6uvwFxrgdJEHkUEqQxkAgqFAqmtDY7mMuzNmmHuYobGOhRqXXAO9aRGUYanxI7isFDaXz1GRoYPp+0TyS10RSMPgAJvIgY7cPHqV3jdE7Bs5krpkEG8uH0RGVlOeFlHcqPTJY6diabWsh1sv4tXq2zCBrfmyJkZKOVSuld5kefgyJ0JL9N61xqm1KSQlOKBt+EZjjsconxQPjfTPThYOA9DNUx/I9k0D3qFhNyySizkIoHuniilciSChPEvjSHZzZXhNtZcEQ1UV5Zz4YuXufrlaAquGW1S7Nxd8Yr3RK1SIbGVIJfL0Bl0GESRy/l61DpwtIBp7UGl0mNlLmXChDzatLvGzNUHMbiqTP14IdqZ+d29kf1qNWAuU5BbVoigFwl38kUukyMIAgaDAZVazfLjx9ELAs8+/TQ7fLwwAB6ChO1VVaDVcO9mEm/Vl4JowNrZC1s/40Jfp5eQctOBM6fbUpr6Mj6GofhbRSH9VQRRFERSLJLYHvgdO/qt597wW1h0kmHhZP7Y96G6UsGZs8H8cHAYay4t46x+ESVOIzHY+DZuGPR4lOofwZAhQygrK8PR0ZH27duzfft2pkyZwrJlyzh58iQVFRX06NGj0TnJyclkZmby/fffc//+fQYMGID+Yf2ol5cXWq0WjUaDm5sbO3fupGvXroSGhrJy5Uo2b95s8gdcu3atyex96tSpODk54efnZzrWu3dv6urqTIQzPj6eVatW8fLLL2Nra0tJyaNIt5mZGQqFwvS3m5sbFRUVnDlzBr1eT2pqKhs3bmTy5Mmo1WokEgmdOnXi5MmTPPXUUwQHB/PBBx+wePFi+vTpYyJlQ4YMITg4mPHjx/Paa681spyqqqoiPz+f9u3bA/D2228zb948qqur2bJlCwMHDkQQBEaOHMmWLcbfk5SUFLRaLZMmTSI5OZnp06ej0+kwMzNj48aNbNq0ibq6R1kVDZgwYQJbt25l7969xMbG0q9fP2QyGbdu3WLkyJEMGjSIjIyMf+lZ+C3mzp3LrFmzWLBgAaGhofTq1YuUlBRTuqmHhwdz5szh3XffxcXFhddee+13z9u7dy9+fn5/+d7Dhg1j1qxZTJ8+nZYtW5KTk/PESOW/AicnJ9avX8/27dsJCwtj4cKFj9lyNGDs2LFoNJqmqOP/AQjib91tm9CEJjThfxiq/fspGzf+7+7GfxXOPPcGqx1iqK5vrKJnb6OjefQZsmoai3ZEq1oSeCASdcUjS4iwsGISbOchqI0kDYUZvDEIrG4DYNBJOfmpNwUpRmLp7t2GNo5jQaPHIIgcaV5OYbmxXq934kmkJxIxSKTMmrqGm+U6PJzrET3XoBN1DLs1ippz9QQFP6Cr5RRjPeUHXUFSxokFfhSkXKdH18+xKjInKaKem6U59LiUjOLnX1j+9koSK6W4xHxN9+K+uCcJDHKfAB/GsX20yNORX/CT2z06rlnLnH7TsYg4RqvzLenp8BPNemnJzFZSe8EPZ4cuHCONjosWM2niKvxi9hOX2pJodTrRzdYhjnNl/3R7YvxfxiBrxn7xFk/9sIVDHZ9ls7U3TuGb6Jb1FMqLGoZHf4ikUwxiXD6nPg2gNruazoHvUWqr5xCZRBQW4rnyG06NmMxSs3DioorIk/1IdG1LvPeGkFJwmC8T1wIQ4GOFhY2e9FtqJEhQa41zOiy6O+uGvMeNUANj575FcXExK57uh+uBg8wpKeZA/aNNAJmZJQIatBotEqmAqAMfFz/uF99DazCmMZvLpdTr9GwcBC3dBcSOHen3XhIZmY8vvBtgqZDgamtPYVUdOp0OjV6LCCilcuxt7Bg2bChffbsKqVTKjBkzmDNnDqIosvS5Eby3bSutZTIUgsARtRo9sNmhGe7dB5HYui8n1JbUavSP3dPeRkdoUD715je4V/v7i/swdSShhVFIbyqpLVT9bjsAH99Kwvxv46JIQfnyYZAp/rD976GiogJ7e3t69eqFmZkZu3fvfmK73NxcfHx8TBYcTk5O2Nrasm3bNnbs2MG7777bqP2IESP44YcfGh27e/euyZ4DjDVuu3btYuDAgQDMnj2blStX4urqSkpKiqmW8PPPP6eyspLo6GgWLlxoUoCVy+V07tyZw4cPM3v2bHbv3s3Ro0dxd3dn//79XLt2jblz5+Lg4MC9e/cwGAz4+PiQkZHB3r17GTRoECqVyiSg81fRcK+UlBSqqqqwtbUlMTGRjh07mtpMmTKF1NRUjh49CkBqaiotWrQgJyeHRYsWsXr1ahYsWMCUKVMAo5fmiRMnOHToEDt27EAikZCUlNTIFqUJfy/OnDlD586dycvLw8XlX08Tb8J/Lpoij01oQhP+7TDr3BnB/PFIQhMeR5l/cxZNW8PnllGPEceIIKN342+JY6/S/nj/2LwRcWzdKpsEy/cfEUelOUweaCKOokHg3FcBJuJobedJa/dx8HCxfzVMZyKOMUXFSE8kAnDixbe5WW6MgvqEJKETdXjoPKlLMhKYOL+HQlAdOoOkDE2NFUWpxrpKy1prAIo0xnRDZU4OAAWYYWejQy/qUeqUKBQPo6yCiEQqBSkoZXIM9nY4iWpkekdUDjWU1HhDVj7OoSVk3T6A/QMRwcoaITqKjjxArI4g2essScn+GKr0CBWBRAxuxsXkL3EsE/Br5kn6033ptn4RrjJz7Gr7sNdzOzjac7Z8CuIvvyCUNif+tXz0Si2XSr7DqVigozKQa87OlIwZTYeNS3hNm07SNRfcNUO5ZnmZ9IEpbLy4yzQX1aU13ExT4+AoJTzSDLlUggAMamMHNnIWz13I/Tu51NTUMHTDetrdv8ehh8TRX64gLKINuvo6UNgilSkwaEVEUSS78A5agxZrpTU9A/qi0uoxk5sx4RcpMStFmg9NNBHHoc86U1AQxf37EZiZPXp2FBKB++VlaHVqvBytUcjkSAQBvWigtq6Wzd//gGgwMGbo8yQnJyOKIo6OjmxIv4VGIiFRo6Fbyzj0QIBMRgczMwJO72fM56/x7XeTmVp7lRb2Un6tGV1eJeNssjfJp/sgzZtAsOIpXMwf93NMM0tlh+8mtvVZS+aIayi7Cli5P1mUIyfblv3HWpFYOfefJo6Aycw+NzfXJHTyWzTU6QHMnz+fw4cPo9PpSE1NxdnZmTfeeIMjR44AcPHiRQoKCvj6669RKpW0aNHCFEX08vJqdF25XN7IciElJcUkwgOPagknTZqEVColPj6evn37EhoaSlpaGjqdjgsXLlBf/+h3YNOmTbi7u9OlSxdyc3MpKyvjo48+Ij09naioKDw8jOMeGRmJwWAgMTHxnx47MKaiuru7c/r06UbHz54920gxNTIykri4OFavXs0PP/yAlZVVo/YymYzu3buzaNEi7ty5w927dxup1v47sX79+j8lrbNnz6ZFixb/lv78uyAIwhM3T+rr603CPUOHDm0ijv8H0EQem9CEJvzbIZibo+zS+e/uxn80REHg+EvTmNx7OhfKGieISCUiHeJvUmq1kUpNuem4XJQzNP0lZHstMegeLXS7d7pKC/2HCLqHkSszC5jcHywfRXmS14eRe/aK8foyMzpHz0KoNpK2+34CqQ+MdY72Oh0eP2wGoMrTjw2WxmKy5v5VZNZcBiAhqzsGnQHHZmqsS38x3qClcUGRd8kHg16Hm1drhBodGiWUV1ciiCJiptFS5L5KxM7GuOCV1yuQK/RGY3pAkEoRpaCQyNHZ2OJUX4Wu3pZSq2LuFbpA6jVs3EoQFBJ09gKeFo6URkXS7uLPXLvpTKF5AZZBVuTJB8Gha3i1uYXcVkGJVR7ReZbcsbdD7NiBCae/48oNF3yto7nYPpFbt90pcBgHq3cglznR8R0lRQWXuS2cwuuuSGu7QC56uFP5wvN03vAprxjukHzdCRf1UDav2kS5yjhPMokMC3MLJKJITYWB5Mu16AwG+rT3x1B5g88PTOBA5nnKa6vQqNQ42jvi5uZGw2ze0WrIu3ERGQLaqlL0D2urzGwskcglIEB1fTVHs421qPUaLfVaKW72zo2eoW3bi3Fzu4aHx3XUDx8LmQxsHc0BAYMImcVl1Ou0GEQRgyjyTGRXKtTVmMuUTLDtxL69+wAYO3oMN27cICQkhMioKN49dxaAd599FuFXkTRFTRXtNn/JzE9Hs+L0Mp5XluBi1TiqVVCi5PSFQFLPDsGqZCwh5t2wVzrwW6Qrb7DT5we29lpD+vPJKLqLWHk9TiR923g+duyvYtSoUcjlcmpqarh58yZ79+7F1dWVSZMmcezYMQoLCyktLeXIkSNcu3YNgICAANq0acPOnTvR6XR07dqVS5cuoX44yF9//TWLFi2iU6dO+Pr6kpqayrZt26iurubq1at8+eWXj/ru68vRo0cpLCykvLz8sf411BLOnz+fqKgobty4gYODA/n5+bz44ot06NABuVzOTz/9ZDqnQXlTEAQqKioQBMHkMWllZUWLFi0oLi5mwYIFmJub06NHD+zs7OjQoQNfffUV27Zt+4fH8Z133uGTTz5h69atpKen8+6775KSksLkyZMbtRs3bhwLFy5Er9c3Uurct28fy5YtIyUlhZyHG0yiKD7RbqMBSUlJtG/fHktLS5ydnXnmmWf+1ALl9ddfJygo6Inv3b9/H6lUys6dOxk2bBi3b9/+qx//fwzZ2dkIgmB62dvb07Fjx3+Z8P+j2Lx5MyEhIVRWVjay+vkzdO7c2RRZbsJ/F5rIYxOa0IS/BeZPUMv7T8KG2hriiwoIyM+jT0kRF361e/9bvFlehmd+3mOvrsWFpjZaUWRJdRXtH16zR3ERx9Xqx661obaG1mUP8C0qZML6ZRRmNI4qivdPcG/vBJYOncZPg/ZRebcKgGYGZ5458xK1ZzVsv76Jt/ZPZMbhKYgOawio+gzhoav8tgwl/U7agsUjy4PUbRFkHLxo+rt7x0+QlRojHjV2Aqf12ab34o8cQ6wy3vP74dOpeRgNtXQ3Rhbc9R7UXTRGHdvHXEQwaMHRGayNxPDeeWO6oa9PFwBKXQVEUcRVowG1mhoXD6rr9VhbGUmRrF6OQq43+vkBEqkMUSKilMjQWlvhWPWAmmoro+Jqti1inQr0rjiF+lDBfTxqzLnl4ozvheM4mSnxUsaSH5rN6UstELOyEOqCCBvsTNLFZVjVSwmz8+ZifBt8rp6lv2U16ddaU2RegL57HT8fa4/GJho2pWLjVkP86yHcSNlEkf09Qm4KRDbz43SAP3VDBtN97ceMF3I4sv0G944bPQkFQcDD3ovs0jqsLcxobm9AKTPy4q83WZDwZixHMgpxsdDz8/RZXJvyPZVl5eQ/9L50cXGhfWQk1aKITjQQpFBgZ+cIgLqqFoPWgJmNOQED/dHr9biEuvDJ5CWMa/kqd35V+zY2zowEL2jxmwCBn5+CnPwaBDmE+NsjlRgJe5iTOS3dLVh3aR960cCM7i+x4fIviIg8H92T279cQBAhLS2N6OhoDAaD0aKhc2f2vfgCGVMmo+/cychOH8Lp1jUGfzWD5cvGMDfvEF3sdChkjZckd/IsOXU2nIwLz9Os+iWCLROwkFnyW2QqbrPLawtbu6/h5gtJyHoasPaxQCKT4NPq8QjmP4LevXtTUFBgsswoKipixYoVdOvWDTc3NxISEkyCMr9Gy5YtsbGxwczMjMGDBzN48GAAVCoVSqVRUdbV1ZVOnTrx9ddfEx4eztNPP92oJm/x4sUcPnwYLy+vxwRifl1L2BARsre3p6ysjKqqKvz9/dm+fTsvvPACa9euNd376tWrJvXN4OBgZDIZ/v7+jBw5kqKiIrRaLUOGDOHq1avs3LmTsWPHIpfLOXfuHPPnz6e2tvYfHsM33niDqVOnMnXqVCIjIzlw4AB79ux5jKg999xzyGQyRowYQU5OjolY2NnZNaoLBXjrrbdMdaFPwrBhw7C2tubSpUscP36cLl26/Gk/x44dS2ZmJqdOnXrsvfXr1+Po6Ei/fv0wNzfH2dn5CVf4e3DkyBEKCgpITEzExsaGp556irt37z6xrVarfeLxfwWjRo1Cr9eTnJxsilw34X83mshjE5rQhL8FZt27geKfTyf7n8QeVR2zKyt43cqGA04utFYoGVlWyv3f2bmeY2vHZRc30+uiiyt2goS+Zo9ScxdVV7KxtoaPbO045uzKSEtLxpWVcl37yCtrt1rNrOpqrHpNJPzlr7DxjiD9hw+orzRKo8dFFoHNUSyClISOfCQfGa6OpvPevlRl1HKt8DJJ98/xZsI7fDrcjzc3nuDBwxK3CokV71+Q89XKRzL1t/dHcn3HBdPf7Tu8j0WRcV70EjjlWkq9xkic2+TdR7hgbHuz11COVRjJQMvIYu7VGslowh1j1FGh1ONa+zBVs3snEHRoai0pvGZU5nSUGYUhSh6SRJdKIyEtCooEwNzc2GlJvQS5XAsPiYxEKsEgMaBAitrKEsfS+5SWW3BPloMgk6OzDYUKG5xDFdzLP4trnkidmRlER9G5Pp+S+0GctUlEK7Gm3L4fJObgE38LpYM1BcoMwjPl1FlZUTVoIM+sn4ugM8dJ04dfnHdhFWLFz6ljEAtL4ZQSj5bpRD7ThrOnPqbWRU2L6zL8m3lwPCIczVN96LV6LmVHVpnGVpAJiP46bM1tqajVcqkANDoYHq3AxymcHO0lrlfUkPlARf9P59Bz/Su094/C7GHaZVFREZczMxEkEmRAhkZDRcUDnM0tsXYykhd1pYq7e43RmZI7Jbz7zVvsfrDVpLQLsOaSmtP3IOVRBiRyKfTu4INCIaDVGkjLKkNvMJ5zq1RFtJsVlnIJMkHEQnqKJWe3IgCvxz/DkcwkOvm0oG9wPJseehA+//zzDz+0wG1bGw506siZ6e9Q9dxwhIdm5wASg56wA9t47bOJrPlxBq/qMgixaywEbxAF0jJtOX06lvyU0XjUjyDIqiVyyeO/H3fkmfzksZUtXddQ+0YRSivlY23+ESiVSlxdXdm5cyeiKDJu3DhcXV0ZO3YsXl5e9OzZk/fee4/s7GykUimDBg2ioqKCuro6amtrOXPmDKWlpaZaxtraWhYuXMjVq1dJTEzk2LFjvPvuu2g0Gt5++22OHz+OpaUlXl5e7N+/nytXrqDVasnOzjaOl0TC7NmzTWRy6tSp3Lt3D29vb3766SdatWqFlZUV27Ztw8XFhXHjxnHo0CE2btxIVlYWgiCYyOO7775LXV0dmzdvxs3NDY1Gw4EDBzh9+jSffPIJvXr14ttvv6WkpASdTkd+fr5J/TU3N5cBAwZgZWWFjY0NQ4cONaXUNqRsNqTySiQSZs2axTPPPEO7du1ISUmhd+/edO7cmTfeeINp06bh4OCAn58fKpWKsWPHmsY/IyOD9957j/Pnz+Pq6sqQIUMATAI8vweJRMLgwYMJDQ0lPDycV199FZnsjw0GWrRoQWxsrIls/xrr16/nxRdfRC6XPzFtdeHChbi4uGBtbc3YsWNNkeZfY926dYSGhmJmZkbz5s35+uvGKsepqal07doVc3NzHB0dGT9+PDU1NX/YZzBayLi6uhIVFcWqVauoq6vj0KFDgHHDauXKlQwYMABLS0vmzZsHwIoVKwgICEChUBASEsL333/f6JoZGRl07NgRMzMzwsLCOHy4sTfziRMnTNHrBqSkpCAIgulZBWMdZKdOnbCwsDDVDpeXlzNq1CgSExNZunSpKXKanZ1NeXk5zz//PE5OTpibmxMUFMS6dev+dAya8O9FE3lsQhOa8LdAYmODMuGPFwB/F76pqWa4hSUjLC0JksuZY2uHu1TKd3VP3nW3kUhwlkpNr2saLZWigWEWj6IkO+vqeN3ahm5m5vjIZLxoaUVnMzNWPVwcFES3ZbZVMxxjemMf3QtzJ298ek1EYetE2ZW9JCRcIle2FZeOTgQPC8Ip2hhxalOVQMCOSFRlxsVKQXU+oc4hvD/kOGO9L2GjhDvlgJUN03KcmPSqHd7exkV39qlwkjc8Io7hMS/gXP4oze9KmIaSigcAOGs0OD1UV9WaW7IyvC8AcpkBlZWxrtFV5476gpFgt2t1C0FlrJEkyEg+8y75YtDrUJjZIDfaR1JsMH5++2JjZKzYMxAAmeIh41VLkMv0RsEdjGmrBsGAUpShMrfAMf8uxQ8USCVSzF2V1MiDIa8Wp9BycrJOIJVKcbNtRll0FPGJO0m/a429hRPEariY3gGSziJofQkb7MqlpC+Ry2VEm3tzLjAAc2sLXs47w8WrbvhZR5LYaj8V1bZcE9+EY4fgfgjhQ1LxbBXN0cR30TtJib9piZu9E0fi4vjRx5uyyocfVBCwc/MmN+kech8Z1hY2SAUZgiAwv6sAi3ew9istzUMVXLrQku/e6k1heSVHbieh1mno7BdLv9AE1CoVBoMBiUKBw8O6sGJVLdUl93B388a9/VAMej22PmGM+vptWr7Zgvw7j2w5ng4fjKP54x53vrawfG0G4S5y3F0tkEmNZN3dXcZTfW359lIhdVoDY1q6si0lF4DX23kx68xy9KKBI5lJ9A1ph95gIKSZN++796OFoz/mvyqorJDJOBUcxM8vjyXn9dcQ27YFyaNliEVpEV3Xf8LHn41i6ZX1DLasws688YJfo5VwJa0ZZ061pyLtZXzFZ/CzCkfyhOVMuO/vR6b+Cmpra7ly5Qru7u4oFAp8fHxISkpCo9EQFhZGSUkJO3bsoFs3o3p0165dsbOzQ6/Xm9Ivwejr1xBFa4jAhYeH07FjR8aMGcOwYcMAI+FZtmwZ169fZ8OGDRw7doxp06Y16pPBYGD+/Pkmw/aioiKTHcf69eu5cOECNTU1pgV5VFQUoigSGxuLjY0Nbm5unD9/ng0bNgCNawmvXbtGbm6uSRio/neyLRpqPMvKyggJCeGpp54iKyvL9Dn+EWzYsMHkGxkYGIgoijx48MD0WQcPHoxUKuX8+fOsXLmS1NTUv3TdAQMGMG/evEZE5q9g7NixbN++vRFpS0xMJDMz83dVRLdt28aHH37I/PnzuXTpEm5ubo8Rw9WrV/P+++8zf/58bt68yccff8zMmTNN81BXV0fv3r2xt7cnKSmJ7du3c+TIEZM6619FQ7rvryOMH374IQMGDCA1NZUxY8awa9cuJk+ezNSpU7l+/ToTJkxg9OjRHD9u/B1/0rhPnz79H+oHGMlkt27dCA8P59y5c5w+fZp+/fqh1+tZunQp8fHxvPzyy41qfmfOnElaWhr79+/n5s2brFix4omenE34e9FEHpvQhCb8bfhPTF3ViCKpWi0dlWaNjndUmnFJ8/upq7/GlrpaOiiVeP5qp7teBGUjmRAwEwSSNBr2TvyIKXGjKL13G9uA2EZtvKMi0ZSf4nbt2UbHJaKRTCmOW6H/lYJlc09XSlUpqHMTSc4HlRYCfWw5HRvD5atFvPGGMd0q/0ow51dchoeC2x5+CQSLHWgIUOUGCKSVZgMgiNDql/2ID+Xx941+n7wq4+KkVUwupWpjxKHj3R7otcb02AD5wzqr6DiQGT3fGlJWA4L7gF7EIIGSamMtl3me0UuwwaYDmXHxJqpALtOZSIZEIsUg6FAYJNSZm+F4Nx29QcDBzAmcRR6ofOHWHey87yO3sKDeVoun3prb7u64Xk8iyE6OnS6GCx6nyc21Q+3UES5W4dP+FuaODuQJVwm6LWBpbUP2gP7E7VhNWweBOzfaUa4oo6p7Cecv+FPuPBTWbkOo96ftq/exdHPh2OUPkVjK6HTHngsXLjD14iNi7mDriMw5AjMbW8qyyqmoLUcv6mjp3pa9hS/Tfg1s2n6HM2dqGD7yBhO/OYTuV2LoJ+5e5nDGRVP8UBAEyn61wJUA+QW5FJwx1qRV3r/D5hnbuLgohV8FHdmXtpNKTUWjZ8nazILn471QSCE1T0NuXh1anYhMBvFtrbh5U41UCgsXeuDazoNz96pxNJdyt6yWw6nXENAS6+vNq3sWA7DkqcmY14hE3ZAx+J43CdbBONrYme4nCgLXHez5pVcPLk6fRt0zQxAcGtc1eiaf5vmlb7Fq1QTeKztHWwcBqdD4+1OrknIxxZ0Lp7qhuzuBQGl/PC2MHncyQUa82z/vNXfnzh327dtHVVUVrq6uLFq0iGHDhpGamkpdXR0LFy6kvr6eTz/9lMDAQKysrFCpVMhkMmbPns0333yDpaVx8+jjjz82+d75+vpiZWWFTCYjJCSE1NRUioqKKC0t5Y033qBLly74+fnRtWtX5s6d+8Qaw+XLlxMfH897771HRUUFZ8+eZfv27SZD+sDAQNOC3N3dneeff56ffvoJURTx9/cnJiaGVatWPVZL+N1332EwGFiwYAEbNmzAzs6O9u3b895775lqOgFTjecPP/yAtbU1rq6ufP/99yQmJpKUlPRYf0VR/N16w6ioKLp27Urnzp0pKysjPDzcpMB65MgRbt68yffff0+LFi3o2LEjCxcu/NO527BhA+vXr2fSpEl06tSJtLQ003ufffYZkZGRv3vuiBEj0Ov1prEEo11KfHw8YWFhTzzniy++YMyYMYwbN46QkBDmzZv3WNu5c+eyePFiBg8ejJ+fH4MHD+bNN99k1SpjZsKmTZtQqVR89913RERE0LVrV5YvX87333/fSCTpj1BbW8uMGTOQSqV06tSp0WcaM2YM/v7++Pj48NlnnzFq1CgmTZpEcHAwb731FoMHDzZZcDxp3D/++OO/1IdfY9GiRcTFxfH1118THR1NeHg4r732Gs2aNcPW1haFQoGFhQWurq64uroilUrJzc0lJiaGuLg4fH196d69O/369fuH792E/1k0kccmNKEJfxvMevUEqfTPG/4bUWYwoAecpI9+HjfU1rCjrpaLGs2f1j9OLHvAkXo1J+vrG9U/6hFZXVvNnYcCJDMqytmjUpGn1zH5s2nc3rccRANyS3sArix9kQsf9eb2sV8oTC1k76Bf2DvoF1JXXcfe4MjTKc8CsPnaeqYeeIWJe0aiMbvBvF4/8UK4hlarYdRP0DlQTsDndXTtncjgwXasWFFCoF86XXrtYV9aEZ+euoeNvQ+tnF+Ch8Sv2l7gjOaO6TO1v3MHrhoXj0VhsWzTG4vlbCx1FGBUPHTRu6K+aCSx0VH5yCpuPjzZKGqhqbOg8JpRZdXd0ej3WOYiMS0qJQ/FcgotjCRCJ1QDYKgzIJdpTeRRkEnRo0Ohl1Atl2NW8QArpRQrqRMqhxryil0h/ToC5jg196W0PhP3AikP5HKEsDA6Vd0h/bYX+bI8rMMsuP6gN/+Pvf8Oj6Luv//xx2zfzab3Cukh1NCbdKQXRUE60kQQREGxUxQRURBuFSnSlCYd6UgvoRNqEhICCSmQ3pPt3z8mmSSC3r59l9vP75dzXblYZmdnXlOSfZ05z+c5HDuKzOpJ5EBfrl76AcFeQVOrD7ddXbC1asWru5ZQWKTB29qTYy4HcYjSsedkbyz2IbAuGqVaTYeZSoyWEqJTvmfPjZOsX79eUp4EoCA/m+xrB1G5BqLWOSJTiOY2w18ZxeNUTyxCPZ4P15I0DT56MYiSEgvdutuj08hRygXc7RSUm4009QtHq1BjMpoQBAGZTIZOp0OjUhGqVGEDOmm0zJ4yG5fQFtjMZpzriQq/QqtAoZFjttScyBuMZr44nE2wpy+OWvE8K2XgrIJ9v+azYmkbdDoZg4c4Mf/7KwCs+Lorv90vIMxNi8lqIyUrFYvNSh1XZ9q2aSJtW26BoAToc8+DHopw6rh6I1QjgVkqJSfqR3JwymTSJ70GUU2qDw2F0UCznT/yzpfjWHn4c8bK0/B3eDo6Ijtfyfkrdbl2ri/qjIl08XgVvcr+qfX+KqZMmYJMJqOwsJDbt2/z9ttvs2jRIgRBwGAw4Obmhs1mY9myZSxevJji4mLOnj1LdnY23333HU+ePJH6A6sTnuolkRMnTiQ5OZnAwEDc3d0JCAggKioKX19f7O3tGTFiBDk5OWg0Gvz9/SUCV5mjOG3aNN555x0EQWDo0KHcunULpVKJnZ2dNBlPT09nx44dGI1GiouLOXfuHJcuXeL+/fs4OTmxY8cO2rRpQ2BgIFOmTCEwMJAmTZqQnp7O3r17pfzBxo0bo1KpcHZ2ZurUqfj6+vLxxx9LpYeV/YenT5/m5Enx/s/MzKR58+ao1WrOnDmDxWIhMTERDw8PNBoN169fx8vLi06dOmGz2VixYgV37twhJiaG5s2b07dvXxQKRY0+y5MnTz51rdasWUP9+vWlEuPJkyfz6aef8t5779G4cWMaNmyIUqnEx8eHH3/8kfbt2//hdXdycuLFF1+UrlNRURE7duz40+zC2NhY6eFAJar/Pysri0ePHjFu3DjJvVev1/PZZ59x//59aRuNGzeWHjiAWJprtVqJj4//w30DtG3bFr1ej729Pb/++ivr1q2rQZCr525W7uv3Zb/t2rUjNjZWej8gIAA/v6oqlN8f319BpfL4X8Hrr7/Oli1baNKkCe+++y7nz5//9x+qxf85asljLWpRi/8Y5K6uqDs8958exjNROb2t7H9srVLjJ5f/2/7HEIUCR0HgoodXjf7H4To7AhUKOmU+oU5GGj+VluAQFIUgVxHY7y3y7l2QtuFkb2LM6qF0X9OV4BeC0HppaT2nJQAtW7Sh24EBFFVELvg5BPBCPbFcrL3ncmRFD5nTCRKnwef97bmUI+Ollxzo2tWBefMymDv7Ce+3DqaNnx1bb2UzoXUQnRp+iFAsHo9FAafdM6WyJ7/ychx/qXoK/2PfNzBaRCmrceM4Ssyi+tXhYXdJAW3kLfbboNGBu6gopl0OxGoWt2lfLhLkLCdxn44mE7aKUrV0QVR8y61ifIe5zIJCXl15lGGxmVCZBQor8uc8NDKUFhey9Zk8fOAsCm3lPrhH6Hjw4Bh2BVZcHJzIbxpF66NbyM5XUVdfn0cRiVy95ofFMQhuKaj7XCx27u48MEbjn2TDy9md65074vYwnmHWR1y87kddfT0ONdqNoNVxLGUytuxsOGrC3iuTtlNDyEy/wayDS1DJqwiOk5MTdgoF7ZUKjBkJlBXkYbXYqNMhgG0uG9j28CeuJsey/245PTareWPxXSxmOHKkCJPFikwukFUinqtb6fcwWk1YbVZsNhtWqxWr1YrBYiHBZEQGNJLLmbv0fZ6c3w5AXuw5BJkci9GGucxCdQFco9VitVkJcQkn4UkW2SXiAwStAjrUAbMZXht5kvXTwnhhYApGI7z3niebj13CIlh5YrTQNdKXJxX3z/AGeg6cmEJ0wY+UeJaDvGpnnqk2Ot6x54XycOq71a2RH2iRCVz39GB//37EzHqH8n79EOxrxjU4pdynz4rZfLN4NAsTdtPL0YBO9fTDp0ePNUTYt35q+V9Fbm4uhw8fJiIigi5dunD37l0ePHiA0WjEbDYzfvx4Hj0S7+u3336bCRMm0KZNGzIyMujVqxfDhg1jwoQJkvq0adMmmjRpQp06dXBxcWHdunWkpaUxdepU3N3dOXLkCKdPnyYrK4u6deuyY8cONm3aJJHsc+fOsXXrViwWi1SOClW9hI6OjqxZs4Z58+Yhq1YGXBktsnDhQmQyGdu3b6d58+aMGDGCCxcu0L59e/z8/GjatCkeHh588MEHTJo0iZ49e6LVaikpKaF///4kJCQQERGBm5sbZ8+epUGDBlgsFtavX0+jRo2YMGECO3bsAKjhkhodHc2CBQuIjY2lUaNG7Nq1i7S0NLKyspg+fTparZZff/2V3NzcGuf/6tWrfP3117z99tsIglCDuAm/U5+XL1/OlClTmDhxIrdu3WLt2rWUlpYSFRXF9u3bOXXqFOPHj0elUjF58mQePHgg9W3+EcaNG8fZs2dJSEhg69atAH+rJPf312HVqlXExMRIP7dv3+bCBfHvvs1me+rY/uiYf4+tW7dy48YNsrKySEtLY8SIETXer05I/2ib1ff/rPj3369feZ9VX/f3ZjzavxHH1atXL8ksKT09na5duzJz5sz/8nZq8b+LWvJYi1rU4j8Ku2HD/tNDqAEXmQw5kGkRv/Ar+x99FQp85PI/7X+02WzsLivj5Yr1q/c/jrHT86OLG4dfHEOdFs/jULcxOq8QNC5eOAU3w7VBJwC8HNLwiNxKhiIBjbMaq9GK1kXLkyuZuHq40T2uP6VZVQHpz9XtwuDOTgAIFXmJALh6EBsUQNOmak6cKGbbtiCUChneGi06q4EHeQbMVhu9O3yKPKeq7PVKRDk5hWIpqdxqo8nuPVARB3FhyGSu5ornxdvdwH3DaQDcLR4YLlSUv/oXoc2syF/r2hUE8TylXBB7Mt29GyEUikQjUya+51NaFVqfVnFoxeZ8AEwlZpRyo9TzKFPIsNqMqEwCJTIZqFR4yMyYDU480j7EUK7A6hgKWQo86hWQlXETm70CP6ULCf5+OD+Ip5GzHFN+fc7rz6B10ZJsGwgHDiITnIgc6M+Nq2uxOitolu9KhlpNWb++9Fgzn0AHFalxHShVFpPRPYkH951J0r0B0afhQTA+UffY8sRARn4hZSbxePUaHfkFBRRZLKQKAsNlVBAAOX7hg7mzOpbE1AQsWHDVueGiiaLYCCo5DGikQqdTYKevmrjJBbBYrcgqJnNtAhrgoLYjJETsFXV1d2dZSTFOgLsgIAdaRDZDptIizfMq/hUUAgZTORaZBbO9Aa28qlS7kU9bfk2QoVXC5Qlw8UQcMTeKcHdSMvSlSA4fLqRZMx0Gk4mEUrFf1c/Fjgae4kT1ceoVjhx/ixPpX1HgkQ+qqumGPs9Ks9sqXnoSSEunEBzsaiqEaRoNx5o24ej0N8kcPw4hIoLfI+TUPsZ/PYXVP73F26U3aexcRSLtNQqeC3d/6jN/FSNHjsRms3Ht2jV+++03WrVqxWuvvSYpM/Xq1aO4uBilUonBYECn06FSqXB1deXmzZs0adIEnU4nkWNnZ+ca2xcEAaPRyKVLl9i5cyfdu3cnMzMTq9XKjh07aN26NT/99JM0+e7cuTMffPABPXv2xGazce7cOWlb8fHx5OfnExERQXl5OQaDgZs3b6LX6wkKEkt43377baxWKw0aNECr1eLk5ERgYCABAQFs2rSJbdu2cevWLT744ANmzpxZQ5mrLD2cMGECRqOR+vXr89prr/H4segkrVQq0el0FFY4MEdUu1aBgYF0796d4OBgjEYjaWlpeHp6kp6ezieffEJ4eDgKhYIff/yxxvlp2rQpHTt2pEuXLhiNRs6fPy8Z0FSS9p9//pmIiAgp4/LXX3/l9u3bdO7cGa1Wy+nTp0lJScHLy4tvv/2WWbNm8fHHH9OjRw9atmz5p9e/c+fOBAUFsW7dOtasWcPgwYOxt/9jFbtevXoSCaxE9f97enri6+tLUlISISEhNX4CA0XjsMjISGJiYmqorOfOnUMmkxEWFvan4/X39yc4OBhXV9c/Xa/6eP8sdzMyMpKUlBTJ5RnEBwHV4e4u/n5lZGRIy2JiYmqs06hRI6kE+VlQqVQ1ckyrb3vMmDH8/PPPfPPNN6xcufIvHVct/u9QSx5rUYta/Eeh6d4N2T/I9lwlCDRUKjljKK/R/3jGUE5zlZr1JcU8tlj4vrjoqRLWaKOBhxYzr1QY5byVl8v4vBxsQOvMx/ilp9J95zrS465RkpFI9q3jOIe14dGJ9WReETPzTq34hrM/nJVUvKwb2Whd1KQcfERxbjETtg0nJuOKtM8WTRNpYFsCwOT94PYlCHMhpnUkjaIMnDhRxNy53ty4rKS01MLdjAIm7UngbqY4SVE/ESfd22+foNfuD4jPTpG2/VxcHLZ4Mc+s1M2THz2rJl2BEVcxW0US2DG5hzTeNpFnESrZSQNx8msq1Uouq0GB3aRtPCkWSaprdo60j4JyM3KZjWJjIVqbDqvZilxmkqI6BJkMs9WIymgDQUBwccHNXEJJsT2PFMko1HJKVBHwMAvnoFQUWjtKdEX45ql4olIhhITwXGYst+Lc0Cq1WKLKOHulATZBDYkuBHaIw87Nk3tFv+GaYSXI1Zfz9SNROjky6fIvZGSp8acH5/Wn0bdV89upxpR6dIcNW9m6Xs2ek2IZ2mstvBAEgXKjAZvNhp2dHQ+NRtaUlmCz2Xhp+HQKbHXR2YeiddbiGOpAKSVcSLmAxQY2ZBy5a6S40ERurgU7O4GPP/amvEL1tdpsqORy0gqzyC3KJz4+HldnF7IqIjnygcdWKw6CQMzdq1jLi8EqXqOgge8AIJcpsJltKHQK4h/EUWgUCUCYSwRnH57HbIEXmrxIjnNPFlZUj01qaKJbhxPIbAK3bpUzZIgz9+8bUKkEth/wp/2MZjjVDZSucX52IsdPvM+hxI/Jck0XJc0KKI0QESdjQJIXXbTheDvXJHwGmYzLvj7sG/Iyd2bOwNSjB2hq9iKri/Jpt2kZnyx6leXnvmOYJoeXGrqhVv73y+HbtWtHjx49OHbsGAqFgr59+wJVasurr77Ke++9x8OHDykpKWHChAmUlpYybtw4bDbbMxUcAI1GQ3FxMR4eHri4uGAwGAgODsZsNvOvf/2LpKQk9u/fLzlZms1mLly4ILlOTpkyhYsXL3Lt2jVeffVVWrduTcuWLdFoNAiCgKOjIzExMdKk22KxYG9vz+bNmykuLubOnTt88sknEhELCwsjMDAQDw8P7OzsOH5cfPjz8OFDLl26hLe3N19++SUDBgwAoFu3bhJJLC0t5fHjxyxYsACgRqTIw4cP2bBhAwkJCVKmo7e3N97e3uh0OgRBwNPTUyLllagk2926dZNcak+ePMmZM2ckMnLy5EmmTJkCiNmZQ4YM4d1336W8vJw333yTuXPnUlxcTGFhIb6+vqxatQqNRsOZM2eeWQZavS9TEAReffVVli9fTnR0dA3312fhzTffZM2aNaxZs4Z79+4xe/Zs7ty5U2OdOXPmsGDBApYuXcq9e/cklXTx4sWA6E6s0WgYPXo0t2/f5sSJE0ydOpWRI0fi6en5rN3+bbzzzjusW7eOH374gYSEBBYvXszOnTslha9bt26Eh4czatQobty4wZkzZ/jwww9rbCMkJAR/f3/mzJnDvXv32L9/P19//XWNdd5//30uX77M5MmTuXnzJnFxcSxfvpzsbNFIrW7duly8eJGHDx+SnZ2N1Wrlk08+Yc+ePSQmJnLnzh327dsnkdpa/HNQSx5rUYta/EchKJXoBr/8nx5GDUzU27O5tIS1JcVYEEtX0ywWvGQy5hTk4y6ToYWnSli3lJYSpVQRUaE4TNHbIwPeatWJtmM/p26facg1djgERaG0c8JUlEP6+V9IP7MZ30be1B9fD4vRwqNjqdxcfpvba+5Snl1OvZJGWCwWXq4vxh9kl2aRUSSa0JSnrCM2S1QDG3vBFy84igehfEJKipHAQBUff/yYFwbcQiUXqGzlzC2z4G7nSIdVk3lu5eu899sKeg99QToHQSUl2O3cJf3/l5EfklsqHmd43SISi0UC62pxx1ShOurtTbjkVRjl1AkBjdg3mXq1qmTVTS0qZIWuAuUGUU2wq3jCnVkR0+HqaMKKFUeLEwAKuUkMQ0RUHs0WA8pKJ3wXZ9zL8snJ02ITbGi91OSaAuHWbWQyK25hgTwpuIVbhgWNWk1R82a0OLQRq0WOr6op531OU16uJNtpIPx6GJlcQ+SAAGJvbMXsJqdJmh6TUknGCwMJPr2f3o7lXLhahwC7UH4N3YbOU8veC6/w3Q0HRo6t6s+ROToT5KzBTq3F38GDstJSrFYrCoWCDnZ2JG1dxv2N75N+6yqGAjPBHYJps7glzi7ixNlosWKyyahIy6CkxMaiRY/x91dSx9cOmQAmi4W0gkwctHYICOTk5eLn7k1gYCAKhQKZXE6ezYaMGp452Du5o7Rzxmy2obZ3xFRswlaxI7lKxivzh2Cn1qOQKcHgQr33fwPgw56+rLwGU1tCsL0Feyzs2Sn2ph44EEKrVnb4t4yj5xeZPDezGc6BQdI+y4oyOXv6U/bdnE6a4z1sDlUkUrAJ+D2w0T3WmX62cELd/JH/rhf6oZ2OI61bcvKdGeSOGYUQWJffwyP2OoO+ncWrvtan3vuvoFJlKi0tRaPR0KRJE2bNmsWjR4/IysoiLi4OR0dHVq5cSYcOHThy5AhXr15l/fr1zJkzh+7du/Ptt99KKtKkSZPQ6/U8evSIEydO4O7ujouLC0+ePMHd3Z3NmzfTpEkTFi9ezMKFC2nQoAFGoxEvLy8Azp49y+3bt/n000+xt7fno48+YtiwYbRp0watVsuWLVuksctkMsrKyggJCWH48OHcvXsXrVaLXq9n9uzZ3Lhxg9jYWAoKCpDL5cjlcq5evYqjoyNvvvkmly5dYuLEieL1/vBDHjx4wIkTJ+jduzdXrlxBo9HQokULpk2bBojK565du/CuFr9SCaVSybvvvkvjxo0lA5rfxzmUlpayd+9eNBoNQ4cOrfF5mUwmkasBAwYwfvx46dp8+eWXUuSIv78/EyZMICYmBr1ez/z58xkyZAgLFizg8ePHZGdnU1xcjF6vx2q10qdPH/bs2YMgCBw+fLhGX6bNZuPLL79k5cqV5OXloVara6hrz8KQIUP45JNPmDVrFs2aNSM5OZnXX3+9xjrjx49n9erVUj9ix44dWbdunaQ86nQ6Dh8+TG5uLi1atOCll16ia9eufPvtt3+677+DgQMHsnTpUhYtWkT9+vVZsWIFa9eupVOnToB43nft2oXBYKBly5aMHz+e+fPn19iGUqlk8+bNxMXF0bhxYxYuXCjFgFQiLCyMI0eOcOPGDVq2bEmbNm3Ys2ePFJkyc+ZM5HI5kZGRuLu7k5KSgkql4v3336dRo0Z06NABuVxe4/6uxT8Dgu2PHo3Voha1qMX/EcwPH/KkfQf4B/05Wl9SzLdFhWRYrQTJ5Xzp5MJnhfk0VKq4bjSSaDaR6ONHp8zH9NBomaK3p+mTDOY6ODLcTuzVWmI2s7y4hAZvbaLoUSyJu77EVJSNoNSAzYpfp1GoS2+RlRaLocRIne7+qOxVxP4Uj7nMjEegBxMavMGuC9uQy+RMaTWDSXtH/uGYr3/ggdOrDQgMPc5vv4Uyblwyp080In6ND2v3RvMgr5yCcjP3c42YrTb0Ki233/yZob/MJrYglQVfiOqBymrl+Q0/Y0sW8wIftHuedyMHS0SmeftDpJSIiuRLD0ZQdlJUtHp2vkyd/GXiSq8OhTriOqcXBZN25SZyhYb+DZaCycr9MBvnCsVA9L4bfsL24CEXB7/Olw7NCK1TTIHLGkKM4YRvbMqA7qfwsu6BaQEc/7QOAfpueBoi2ewST++jx7joH8VixyZ4NPmel2+Npq4hibbyd+HjXtzZ68n9Aw95PmA25+uXUv4okcZfLmLROz+S41BEgcsahl4bh112Jv08pyCMewWL1332TVPj7d6cRvJ+XK9v4lZ2En127aHkcRbTXvkCB6ciLD7rqF/SmGPvneR8yuka10KtkjGiqR9rLqTgYueA0WRGrddSUFSIp5MTudnZlNtsyFUaHMLakHP7hNiLaIPgyGCKU0p5Ulw1adUooLxam21gHTs6+3myIToJpVxGmcmKgMDElgPYl3CeQlMZDRo24Pr1609lzjkplIR1G8qlIxtFUm4xV5Bz8QKrndQY8g20b92B89HnsGIh1CUcvdqB+JwbBLnCg2wjJSaY1Q5+TRC4c+olCM8BoaDGvtKuhnN7ewG5SfdrLBdkCho1HU1dbWtkuU/3D5fpBRIDTMSVZlBWXvbU+wBhhYUEXY9Bfu48VPRbKepF4Pnb0Weu/1cxZswYDhw4gEqlIiEhAYvFwsyZMzl27BinTp0iNDSUF154gY0bN3L9+nXWrVvHyZMnuXHjBo0aNeKrr75i06ZN3Lt3j8aNG/Prr7+yZs0axowZg5OTEykpKfTo0YNdu3YRGxv7zLLETp06cfr0aQ4cOEDPnj3/0rjXrVvHG2+8QUlJCa1bt6ZVq1aEhYVx4MABPvnkE1588UVCQkJo0qQJ+/fvJysri4KCAk6fPs3IkSOZPn26FCkiCAK7du1iz549xMfHk5iYSJcuXfj444958OABb775JklJSbRu3ZrmzZszaNAgOnfuTF5eHjExMXTu3BkHBwcKCgooKyvj2LFj9OvXj3nz5jFhwgTc3d05dOgQ/fr1Y/DgwXz++efs3LmTd955h1mzZkkmQzExMURFRfHgwQMCAgKws7PDzs5OUq8CAwMZPnw4n332GSdPnpTGsHPnTry9vQkPDyczM5O33noLpVLJmTNnuHr1KoWFhXTu3Fm6XkFBQTg5OUkq3DfffENoaCinT59m0qRJHD58uIaDaS1q8f/PqFUea1GLWvzHoahbF/W/CX3+v8ZoOz3nPL2RA+87ONFUpZJKWFuq1XjJ5bR5ksEDs5m1JcXEmkwkevtKxPFWryH8YJHj0LAbSfuWErvhXUxF4oTHZirHZjZSmrAXh9YGSrJKEQSB+M0J3Fp5B3NZRU/gg0y2nd9MbNZt2gV04oOjbz1zrCMaVbx4MYxDv4mE7KWXkkhONnJksRPZ9+4R4KQmIaeMPAP0a9ABq82K0WJixaXdPBFKyM3LpaysjCtXrrBhwRcScbQoFKxoM1wijk3rZ0nE0cXiiqmitUcms+FvrlAqBRn4iyYYplItGTdEl9Xg8J6So2umSiQ0KqsVW7JYKvvY1RcAvV1Fv6BFVBnkQpXbqkwhw2QpQ2kUDR5MDg64PknBYhVwVrtR5lLMw4cVvT9FznjUK6ak8DEWZzm+ZXakajUIAQE89+gaCcl6vLR+PAiLJyNNT5l7V/j1FHK5jMgBQdyPO4DRHeonKlFrNNzp2QO77CeMy75KSoaWQEV39l/dy/mU0wQ6B0vXQxBArQFtpB1RPnpySwopMpYiN1qZMm4SPfr357u3Z9BTpyPAahGJI4BNdES9f/e+RBz7RQziudCIGsQxOFjLo7QS1kUnYbZCWcU5ddLpUCgUmE1mSktKuHDhAuXl5TVUPAEoNZt44fwePOwdReIIKHROYBPNWORqOVHTGnP+2hmsWFDIlfg4BBCTcQWbVUGwU1+0GtEYZVcsrO1vgy3b4Osr8DAMbFWmKb7N4umx4DEd34vCtaIvE8BmNXPjyo/sOTOBu7JjmNxrTke0xTYa3lXw4iP/iqiPmn2DAPccHDjUsQNn351J4bChCN7e2A0f/tR6/xWMGTOG9evXk52dTVpamuRiuWXLFhITE+nRowe+vr5/aOIxb948unfvjqOjI1evXmXlypV89dVXdO/eHaVSyfDhw7FYLPj5+dGhQwcGDRrE0aNHefDgAQcPHuTQoUPcvXuXS5cuoVAoeOmll1i0aBEJCQns3buXIUOGIAiClIX4e8jlchQKBTk5OZSUlHDo0CGaNm1KkyZNJCIHornJxIkTGT58OKNGjaK0tJScnBwuX77MwoULpe1Vlh4WFhby1ltvIZfLefTokaSs+fj4cPHiRakHstIcpvr51Ol0UtzC7Nmz6dWrFwsWLGDs2LFoNBqWL19OUFCQ5Aq6bt26Zx5bdnY25eXlqNVqadmcOXP4+uuvWbZsGe7u7hw+fJgNGzYwduxYnjx5wokTJ9Dr9cyaNYszZ86g1WqpU6fOU9crODgYjUbD4sWLWbNmDT169CAoKIgxY8YwYsQIKVKjFrWoRS15rEUtavEPgW7Y0H+/0v8xqvc/Vo/wOFBWSorFwlS9A2N0dihAKl8tcfdi5YzvedvkQUlOGu5RPajT43UaTPwOEKjbZxqOPgHIVXJcWzvg+5wPEcPCKMuuUlfatmzHJ50XIBNkaBRa7NUONPRswoL+Yt/Jmv6QMQOOVoiQfVpVhCjLcygtFSdvU98Q+0iz4hMBaORph4CMcpOcPbdO0zusDRHudfj81Aa693weELPI1q9dy4SSKgObY6NnkZBfoerIrRgcTkjvdU7tiblcVB1btkhCViz2UNGuA8hEopx2NQirSTTc8XVvJX32SXm+uKysDComnBkVMR0arbh/nVnsHZULxqqoDpmAySy+r1apMTnY45Iqlsc6KDzI1mdSVKjCah8AGUZcQh4hV2kolGfinSoSzpIWLWhycBMapQx7UxQX7c6h89ASk9EdnqRBThBBXeLQurhzM2ULKgM00QXwUKfF2KMHbTf/i6YucnZ+F8v1b24AUGAqqBgrOKmhqMjKkbNJRDb1Ry4TCaWPgzsb1q9n7dq1vP7dt4R06swpbx/85HIEmQynsDZYTUINN9TEvDjOJyagVYoT5vb+UJptoHUrl8rTJq2eV1rCd+e386Q4F0uFGytQw+xDLpdjBpYVF5FdUOVy2WD8UuQaOwS5iqZ9RxK7Ph6bBQS5QOv5zYl+fIow73DMVhPnk8+RXVSKt4MXp+eNpUVAxWS+uBDWbYZv4yE9Amwqafs+Ufd4fn4GHd+PwjU0lOqIv7WdfSdf45phOwZPa43jr4r6cKeHIuKpqA+AAoWCM6EhHH79NdRDBvPfhUwmk0xYBg4ciKurq2QI07x5c6Kjo3FycnrmZ6vHIthsNiwWS42YA51OR3i4GF+zY8cOWrRowdChQ4mMjOTdd9/FYrEwZ84c+vbty7lz52jYsCHvvvsuDRs25OOPP8ZisRAREfGH5iiFhYWYzWYSEhJYvXo1v/76K59++im5ubm0a9eO/Px8ioqKSE5Opnfv3qxdu5ZRo0aRm5vLggUL6N+/PxcvVuWThoWFMXDgQNRqNR07dpRKD1u1En+XR40ahVwul0pIU1NTnxpTz549OXpUVIP79OnDvXv3+Pjjj8nMzMRiseDv749er6dXRe7vkydPKK1molX9fP4eo0eP5ptvvuH7778nKiqKMWPGkJiYyPXr1/n++++ZPHkyDRs25IUXxJL8b7/9tsa5q3697t69S3l5Od27d68RqbFhwwYpUqMWtahFLXmsRS1q8Q+BtldPZH/RLe7/EpX9j3vKxMnMj8XFZFqtDNBqGWZnx22zCSvgI5ezyDeIt4Z+weECFZnXD2PnG4HOoy4KjR35iZdRaO3p92oE+iAzFqMFpb2KtNNpxG++h8pehVdjT94a/C6xt+LYcXszKrmKRwUPaeP/HP7+pYxrKZaEOmvBSw/b74K/sxz7vgEAxMeXExEhGoq4FNU0GTj+oIC24a2Y2X4YAyM78F7HkdzNfIhcLic6OhqZTEZEcDC97O1ZUJgPQF7dUH5SV6lFLaIekVUuKgzOFhcs0VVfIfXs91ftrIWP9DLlQpWhkINJJLlleoHCYrFXzj0vX3o/QyYqVnKVeK61JvH/MoySYY5MLsNkrCCPSiXlOh1OyQnIBFBaXXikfSjuQ1sP7qUgV5hxDQkkNfMSKgN4ObnxILAOmoI82uhNxN3zQyaTYYwq5tZNb8zOkXDwKnKFhXr9g3iUdIpyDwuh8QIOensuNm+KYG9PwI/v8+DQD9gqDGxcI0VlzFXvip+jDGcNJCUZ2XQgFotVJO9DOzbj6Nhv6BvZHhcXF5Yd2E9AagqpFgs6m42i+1fE3tCKObJnaw9in9zBYrNQZjLgaudERqmC7CIrZ89VEb9/V+zdyF3sPbSzs8PN3R2lWk2G1Vrjc8mrp2AxlBDw/EQubNlGeYERm9mGdxtvLn1+FbPNTI5bNl17dierVAwtH1x/NLuPdGZv2lKKPPpiq2R9OZmwciOsSoOsCLBVKZ8+Te7x/GfpdPqwCW4VJEoaQ+IxDhyfwvm8lRR7ltWI+QDwTLVWRX241oz6AAgODUVZLSri78LHxweNRsPp06fZsWMH2dnZUs+er69vDfIxduxYVqxYQVpaWo1txMTEYKxwKa5Tpw6CIPDgwQPmz58vGeG4uLhw7do1qU/x1q1buLi4sG3bNiIjI2nRogVbt26lXbt2GAwG4uLiOHnyJC+99JK0nzlz5tCkSRMpqkMQBD788EO0Wi0jRozA3t6eDh06MGnSJE6ePImLi4vUS/b111+jVCqZO3cuCoWCtm3bMnLkSClLsbLXzNfXl2bNmhETE0P9+vU5efIko0ePBsT+uVmzZnHo0CEAAgIC6NSpE2vXrpVIvlqtxs1N/N3/17/+RUlJiWR8069fPym64vz58wwePBgXFxc8PT3p0qULgiBgs9kwGAx4eXnh6OgoGRcBLF68WIoDOXLkCBkZGcyaNYvnn3+e0NBQlixZQvPmzVGpxAcZq1atIi8vT/r86tWrCQoKQqvVMqzC+Xv//v3ExMRw6tQpunTpgl6v58aNG4SGhkqmRX8XdevW5ZtvvvnTdQRBYPfu3f+t/dSiFv+bqCWPtahFLf4REFQqdC+/9O9X/D9Gf62OOY5OrKkgOzFGkQz1rijby7FYEQQZhjr12HHzMgc/7MWtFZPJvXsGj6gegPjEPPfGYRr2CuehfB85sWLJ2Z3Vd7m25AamEjPGQiNCsoLw8oYMjHiZO1k3KTeXk1eey+HEffRfPhnFjAfSuIwWWBMDj/Is9B1wDYBXXnlAnz7iE/L0q6Kj4O0nJXx6Ipm1V5+w9/oZ9Cot19LjMSlBrlRgNpslZ8BLV67wnFV0mC2yWtnw8js8un6C+M2z0essPJEdl/bfOa0npory2rDwHFQ5l8U3nN3BQVQCTWVaHleUrDq5hSDLF9fPrmau61BR7gaQVtmaJxezIzUmkQjLqaY8yquUR5VCRZlOh9xkxFWnxGJwkhxX881BcOcm2JR41HPgwb0joJThhyMPdToELy/a3TtPToGSunYNOOd1EplCxn1jf7gfB8UhhHS9h8bJheuJ65HZoJnVh0K5nJxBL/Dd3euo5FWmL5ooFUqFEotZ4E6mDYMZ/JwVODnJkSugxCpn3o6ttFw+nhMJVyjOFZVKq81GA29vZDbwplrWm0zOkwuZ0vZlgozCshLu55grK3/F5TIYPtyF5s21uLmq6BDiTk3KBTNbDUFAwNPZnaysLCmPzQYoEIU+h/JSlgWGYY0/ibk4D5lSjdLelYzzj1GpVagdVWTfzia/pejm6u3uQ6SnaHD0OMOOTYeHcKp0MUa3KnWZ9BT4biNsKID8CLBVjcy7UQLd56XS+aPGuP8uiuNJ2nWOHn+bE2kLyXfPE3NLqkGfZ6XZHTHqo5VzKA56UVlt0KABfxdjxoxh4MCBgDh5j4yM5F//+hfbtm1DEARJCass+4yLE+/rrl27cvPmTWbPng2ITpYAO3fuxMfHB7lczooVK8jIyEAQBFq3bi2pc3l5edy9exeTycTdu3cB0UXUwcGBS5cuYbPZGDhwIIIg8O2332Kz2SgoKJDIHYhOqrGxsbz55pukp6fj4ODArl27KCsrIy4ujvbt2zNy5EiOHz/O3LlzSU5O5uTJk7i7uz9lSnTp0iXs7Owk5XHr1q0cPXqUyMhIbty4Qf/+/dHpdFy8eJFBgwb97XMN0KVLF2lbISEhBAcHM3XqVMrKyjh8+DDXrl2jadOmdO3aldzcXMLDw2nWrBkFBQWsXLlSyrucMWMGycnJyGQyOnfuDIgENjs7m5EjR/L222/TokUL6fqUlZXRrlqLxMaNG1m+fDl37tzh7bffBmDWrFl06NCBVq1acfToUT788EPJKbSSBFfHkydPUCqV/Pzzz8881tdee41GjcTegsuXL0uGRLWoxf+rqCWPtahFLf4xsBs5An43ofknYLSdnotePjRRKmmlUmNFLF8FKHd0RhPeikdJd5Br7Gg48Tsc6jZCkMlxDG4GgIs5mtKcDBw6aCjPLac810Cj1xvQfU1X7AP0tOzaCjuVnqYeYhRGTkVu3uSWb3Nwxvukz9Jy+/WaQszuXG/MVggPV5OR0Uj62b60b42xmyw2ukZ14Nt+MwBo7d+AVxp2o9eq6Wh1Wnr27IlMJkMpl/OWnZ73CvIBGGixsf9mHI9OrKNu7ylENYmn2CQSaCerM9boquvUrG4VqaRbRxBEcpJ2NRCLSSTbISFVph+Z2io1Ul3R71ju5EpeBRk1CWKJoMoklkPKMVS5rcplGA0iuVTLFJRqxHU8VDZKivWS42pGvh8Yy8Hkg3tkORZzOUZnK76ZchAEylq1pMHhX7BXyzHkRpIty0TfWM35yxHYtG5w/D5ylZF6/cN4/OgypR4G/JNsXLt0hTZLl5JqsaA1G6XjuLMmFodwe3LKsvGx96PUBA+zxJgNpRKS84qw2EAtBy9nV8pNRpRyBR4eHtzOyKAIG6kWMzabDaXGDqxWBLkCmUK8z6w2KyZrzRBuECt+N23K5cqVMrJzjJxOzMJGjcpPXt31OaGufjxIfYjFYpH60mQyGVaZDJ1CwVS9PWtSkniUeAuFTACrGXN5CY4hLXGI6Ed5lgFscGn+VQSFQPDMutx/5RYOIVUB5PHxbqw9+gYxynlYHKqcVnkQD99shO1mKK5ZsurVMJFucx/R5eNGeETWJJH5OQ84cfIDDt37kEzXVGw6RY33lUYIjxUYcN+L3v7NcXFxeer8/F24uLgQGRnJDz/8AMCGDRsApN69yhiM4cOHExoaKhHXLVu2UF5ejouLC0qlklatWjF//nzu3LnD7du3efjwoXT+T58+TePGjenSpYtECE+ePEmPHj04dOgQAwYM4MaNG3zwwQckJSWhUqmw2WycPXuWy5cvYzQa+emnnzAajXz44YdcuHCBa9euSQQ2JiYGlUrFzJkz2bNnD2+//TYFBQXs2LFDcnKtnOCIfwABAABJREFUDh8fH2bPnk1oRVlxSEgIx44dY9iwYZjNZhITE/nwww9JS0v7H1HGmjdvTmpqKnPmzGHt2rXExMQwePBgdu/eTWhoKF999RVOTk5s375dOtd+fn6EhITg4+MjXYuff/6ZxYsXS8fUuXNnBEHgrbfeokGDBvTs2ZP169cDkJiYyGuvvSY9BPj222+l/sbXX38df39/Ll68yIABA2jZsiVRUVE8fPiQU6dO0a1bN2mf1eHp6UmfPn2eqUqWlZWxZcsWKe7D3d0d3f+AOl6LWvwnUUsea1GLWvxjoKhbF22f3v/pYfwhJurt2V3h/Bjv5Ea/0BakFxVRkvsYO+8QbFYL6ee2UqfHJFSO7mRd3Uf71vHcPv8jTmFOONSx59GJVJR6Jf6d/dA4q+nUoCvXT1yjxFhMhFskdzNvceT+fjQKLVNf0tDDYRH2sjLWxYiOmwAP5B58c62UunVVaDQyvLyUqFQC1w4EcHG72IOXWSwSjfaN27Go4/t0CWomHYcszI0GDRuwYMECdDodjno9VpMJ34p+OB+5HF3nEcRvmYNn874EBDuSZDglfb5zak9MFbEdru5l2GcfrDpJYVXOLo8uVJErd10VMcg0i+RQsAEVvUSVMR0AZRZRlVMYlBXrGWooj0aDSGJVMgVFFeVoHhjIyasgMh42kh9VZAbmaHELS0EmV5BrSsYhx4aD3p6U4CCU5WW015RyK94VvdKehJC7GA1ynti9ANcvQXkQId3j0Ti6cOXOSl7b8yUrflwlRTBEVFjOq5w8kSvFTEutg4bsUpHAKWSgkYPFIsPfX4m7h5ZSk5X7Tx5htJhw0zlRVlQVCg7gJZNhKi8BbNgsZhBqlmZWh6yCIT7LpNjFQVRt7VQyCssLySzNe6q8tbIXMrxRIz4sKeae2YQAqGw2HKwWFNiwGsvwaTdE6jdz9HCm/fy2OIc5Eau+xebnVlM+IB+Nc5WJycVLgaw9N5skx7exaaoRujsx8NUW2K+C8mrkEvBscJ+usx/RdXZDPOrXLLkuK8ni3On57LsxjVSHuBoxHyBGfXgHB/zhefo7OHToENeuXZMyD5OSRDW9U6dO7Nixg/37xTLtqKgo1Gq11K9ns9kIDg7ms88+Izs7m8uXL5OdnU2fPn3o0qULpRWRLRs2bOCXX36hU6dOdOrUiVOnTnH69GmOHTvG7t27cXV15dSpU9hsNoYNG0ZKSgqXL19m7ty5AOzdu5dvvvmG5ORk/P39ee+992jSpIlk8uLo6IjZbGbfvn0EBQWxZ88elEolbdq0oaioiJKSEq5fv469vT0BAQFYLBZ8fHxqnIOcnByWLFlCnTp1cHNzQ6FQ8Pzzz/Phhx/i5+cnrTdmzBiplNRsNvPOO+8wZcoUCgsLSUhIqLHNL774grCwMHQ6HVevXsXBwYEjR44wadIkSkpKGD16NIsWLZL6DR88eCD1G77yyitkZGSwfPlyRo0aJV2bGTNmcODAASn3sTJnMzExkZiYGL744gu++uorAAwGAyNGjCC5whDshRdeqNHfmJaWhkwm48SJE1y+fJno6GjWr1/PoUOHOH/+PH+EcePGceLECSmCpBLbt2+nvLycESNGAE+XrSYkJNChQwc0Gg2RkZFSb2h1pKWlMWTIEJydnXF1dWXAgAE19mO1Wpk3bx5+fn6o1WqaNGkilRHXohb/G6glj7WoRS3+UbCfOvU/PYQ/RH+tjo8dxBzFWUn3iL93i7AhsynNfIhC54ggk2MoyOTJ5V8xF2eTdu4XVk3+iLRz6QR09cNms/HoWCp+nXzRKewYemssmTezJUXp6/PzWXbhS8rN5eg1EFHyOYLVzJV0+CoaSiqEp7c3ZRJ9oYCSEisJCQZ8fG4SEhRLn3H7WHRGNK1ZHyOWPN64bwVzFW2YePAr5q9ewrVr13j06BF2dnbk5uYyxk7Pu/liL1COXMmtfSuxlBXi1rgbIfWuY7KaSD+XwbXPYuBCFaFp3+QSQqUi1iAKlOL+TWVaMmLE0j6ZXIUmXyR5ZiVkF4r78TQaoEIBeBJQpUgVm8X3ZQaRJMiqkUeZXMBgqFAmUVBYQeDcDUU8zlYhE2SUuRSTnanFpnWHlHwUKiMuwYEkp4oE2E/jQqLeHsHVlXY3T2Ayy/BVNuOK7gJ23lrO3WiBTaaA6FwUKiMRfcPYd/kCP107SLuAhlJpaYzVigrQCjZMZaWUPCoHjYBMLUMmyJjYYRCXX1cyLkrA20tPdl4Zwf6OuOmUqOQyskvzKSorQacRiacgCDyxWlECIvUTsJrNCAoVmgoyCGCn1uOocaKeW0PCvV1pXJEhrqrGqQSVEUEAZ60Si9VGflkx9hotsoqxO2vsmTX0dVQqFXfu3MHN05MyQSDc3h47QWC8zg5/q5ni5JsoskR3XY2rH2HjNhLs9SZe2irycMzlIIcHbEfbSS4ppRazjKMno9h8ZxGZ7qOxyavMc7gcDV9sg+MOYKpJ+jwik+j6SQpd5zTEs2H9Gu+ZjWVcjl7KnguTuK+5jMVFPGDBTYcs9H+uX7pp06bYbDZsNptkDDNv3jwArl69yuDBg3FwcGDkyJF88cUXCILAnDlzSEhIICEhAYVCwZIlS1Cr1bzzzjuMHj0alUpFs2bNWLBgAc7OzoSEhLBz5046duxIx44dOXbsGD179sRms3Hx4kX27NmDvb09dnZ25OXlsW3bNurVq8eHH36Io6MjYWFhbNy4kaCgoGcqrk2aNKFv3754enry+PFjifz/9ttv1KlTh+TkZJycnLh+/TqTJ0/GbDYTFCQS+tLSUkJDQ7G3t6dnz56cPXtWMggqKiri+vXr1KlTB71edJaeP38+y5aJ/dgjRozA2dmZmJgY5s2bR3R0NGVlZTRp0gSbzYafnx/r1q3j7t27uLm5UV5ezsCBA/n000/x9fUlPj6eO3fuSH2Q8fHxkpLq7e1N586d2bt3LwsWLECv16PRaHj8+DFHjx6lffv2ADz//PN4e3vj7u7Ohx9+yPnz5+nXrx+dOnXixRdfxNXVlaioKAAOHDjAvn37KCkpYdOmTZw5cwa1Ws3LL7+MyWQiMzOTZcuWIZfL6dq16x+67Pbu3RsvL6+nnGLXrFkjmS79HlarlRdffBG5XM6FCxf44YcfmDVrVo11SktL6dy5M3q9ntOnT3P27Fn0ej09e/aUemqXLl3K119/zVdffcXNmzfp0aMH/fv3f4q416IW/1OoJY+1qEUt/lFQRtZD3bXrf3oYz0ROSH0y523Dziccj6a9aDjhW7TuAWCzUpaVgnuT5/Fs3peUIz/g2cQZrZsW1wauyBQy3KPcybmTS0lGKS06NWfgieEUXimjV+gABASGNXqVhc//i5fri66zrzaqcl9VVvylbhum4+zpZrz5pjsuLnI++siLDRvqsvmHzjRy1SMXQKeUMb97XSa0qguAo7xmiZR7iJ/0FNxms3H71Gl6qzUcKS9DIwgoBIGwEQsQKvr5THHbWDF6EaffPcfddbFM7zcTYwWLVasteJbsrtr4c5HSy7RrdaWS1bohXcEgurLmeMmkiaxnhYMlwBN3fwBUSivFJrEsVWaoIIy/I4/GcvFzapucUrkc1CrcirIxW2Q4q93I1ovEuVwfCXdEAutez4X0h9HYdAr8CjXYBDC0akn4sV246hSkpYhRG6VNCsjO1FLs1gtOHQeTH789OM33F9OxASkFT7DZxN5EO70eL7mcwrxM9J6BlBeWUZZZRmlJKUqFklWn9/Lcj3J+uWlBkVOGxWLj/qMCMktMgA1TRUxGaXkZrk7OODs7YwNMgNj+aQObBZvZSHlhVVZjiaGYQkMBd7JuEZ+Rww3RvwaLpepSlJeDp6eCtEKDFLNSVF6GTBBQyhTklxfz7cbVKJGhUWtIS0sTQ+Pr1KFErmCfoZzHVitWm43ra2YhlysIGShO4mPvO3D34kDCVH1QyURSWCwUsz3wZ+68chGH+lWlrEWFKnYd6cavGUsp9uhT417k9AmYvxuiPcFcM2Teo14SXT56SLd5DfBqVJNE2mwWbl5dw94zE7jDYSxtXJ9yYP2vIDMzk+joaPbs2cP69eulIHOdTsf169cBpD7AxYsX07VrV55//nnS0tKYNWsW06ZNY8OGDYSEhBASEoIgCPTu3RtXV1dcXFz45JNPKCoqokWLFgwePJjOnTvj6upKeXk54eHh9OvXj/z8fPz8/GjWrBlRUVG0bduWGTNmUFxcXIME3L17l4KCAurVq0dCQgL29vbcuHFD6gGs/Dl16hT79u0jPT2dzMzMGn2SAH5+fgQGBhISEsKsWbNQKpVSL+aWLVuQyWRERUXh7OxMvXr1mDNnDiaTiV27dknbqCy/9PX1ZezYsYSHh1NaWspbb73FwoUL+eabb6Qy20rV7qOPPqJt27YkJSWRnJzMgAED+OWXX2jatCmPHz9GoVBw7tw5hg0bRuPGjYmKiuLFF19k3759gFi6unXrVqKjo8nMzHzKNAlER+FRo0aRlZXFt99+C8CDBw84deqUVD4aGRmJWq0mJSWFunXrAmJJ6cSJExkxYgRHjx5lxowZuLm5MWbMGH7++WdsNhvff//9M++hyn2uW7dO+vv2+33+Hr/99huxsbH89NNPNGnShA4dOvD555/XWKfyWqxevZqGDRtSr1491q5dS0pKinRNv/rqK2bNmsUrr7xCeHg4CxcupEmTJv/WmKcWtfi7qCWPtahFLf5xsJ/2z1IfbYLAsVffY3r3mVzJteLd5kWyrh0i8/phynNEl0VTcR7+rXtRfPsn9AE6ip4UI1PJaDAuEq2rhuRDyaT89gjfYD96XX+ZomSxXDHm8WV0KjvaBnTAw9Gemzl7AJjSomr/7/0GSrnAyVstadPOxq5dBUyY4MbUqZ50adaQrF25FJYZaBPggEImcC65kOebi6YMF1PvciMjkcwSUc1r06YNERUGJXFXruCdm8v3Lq6c8/TmBa0OiyAj49ohVA7uIMi4d3Iv7T5vjVwpA6uAa3xVaVublnEIZWIkB2oteFQ5Tj66UFW+6u/VVnqdaV/Vt+ecmSW9zrATn8y7OFbr6ysTCYFgKZfcVgW5gKGCPKqsFctcXXHNFXMRHeTukuNqISGQch+sTnjUE5/Sl9mX4pFqEyfLoaHIrBY6yvJIemSHj64OZz2OI1fJuZrSGbAxbtA1pk1PwlLpgOoiuqr6enmj1eux2NnhIsiw5mUANgSZDJlShslmwlHnjFywJ6cMzt4rw2CwERqqQquVYbRUqcFuOkdy8vPIzRUdVCsVnd9DrnPAI8wD+wA9Cr2CAO86Nd53EQVM3HXg72NPYaH5qZJWnULAbDUzqm1vsksKMBiNKM2gkMvR6/XcuXMHnzoB9HzpJewqVF1fmZzdzi4sNSbiay9O1s0WGWcvBmNNeZUgfVXJcZIykc0tV1PwUgY6T23V9U3Ts/HwK5wqX4zRtXm1Edng8AH4/CBc9wdrTUMS9/AHdP7wId0/rY93k6cNcR5lRKNu6P/M8/VXMWjQIHJzc2nWrBk9evSgRYsWTJ8+naVLl7JmzRpAdOkEiI2NpV27dsyaNYvo6GimTJmCt7c39+7dY/fu3UytqJxo1KgRdevW5fTp05jN4u9Cw4bieerUqZNUnlhWVoYgCCgUChISEoiJiZFKKD/8UIzmGTp0KNeuXePSpUuMGjWKjh070rx5c2w2G2q1mvr165ORkUFGRgYzZsygfv36tGnThvHjx5ORkUHjxo1JTExk+vTp0jE7O1flZgqCgEqlkvoAr169SmJiIvv27WPjxo3o9XpeeeUVQFRgb968SWZmpqR8VRJ3T09PGjZsyKJFi9i+fTsbN25Eq9Xi4uJCQUEBaWlpfPnll9SpU4du3bohl8vZs2cPKSkpdOvWjTZt2tCyZUsmTJhAt27dWLt2LcOHDyckJIQBAwbw7bff8uKLL1JYWMjrr79OvXr1kMmePY0dN24cZrOZvLw8Jk+ezIIFC/D09CQhIYHs7Gzs7e2ZOXMmb731Fjt27JCucWpqKq1ateLgwYP8/PPPdOnShbi4OI4cOYLBYJD+dv7RPpOTk6Vy2jVr1uDn50e3bt2w2WzSfVCJ2NhYAgICapQAV491qX4t7O3tpfvCxcWF8vJy7t+/T2FhIenp6TVMgADatWtHbGzsH461FrX476CWPNaiFrX4x0HdvBmqNq3/08MA4ElkU+bNXMP38hBKTaK041q/I3V6vEba6Y3E/vwBAPX7DKJBp7M8SUhDaafEWGBA7ajm4cFkynMNJO5KIu1UBvWFxhgKxUmXzWbjXMppWvm1w9XFwq746cQ/Fl0d6y4FYa74c/YRNGpix5Q3buPqeoOUFCOHDhXi5Xkbz5C9vLnjJvYqOXFZpWgUMg7cy+Xl78RxnU+5ResfJjDlxL+eOrZfjxzhXEkxfump3DEZ8e41FJlSTXbMYYzFOYANY6mRk2+eoSyrnLLcMgryReJ2Je0iM9ZW22aXLiCIvYjmco1UsgrgaK0y58ikWHqtS60im+kVMR2O9lVmOrYykfkIVoPU4CeTiwHzyAXUloqvMBcXXNLFHialzVVyXM0srJiUlXrgHv4IQSYnqyQOmRV8Hdy55+iA4OBA28tiz6bO0Jh8WR66JiriY93ZmFyXtb8+onUrR2lMN5JFF1sPhQPp6elklZejUyoItJhBEPB/fiKjvn0T/25+6L11kvmRxQYtfSDtkYWyMiv2ejkC4KVXkl1aIG1fJpNhMBhQKpU4V6gq9bU6ukxeTOiL72EwemIutGA1WknJSK4xeS63iGStgQckJBZQWgqOjjKcnUVzIwHQKGVMaunN1osHkMsFQt38KSgvxmqxopOpcHNz4/79+wheXmSZTAQ5O3Pa24colYrwY7v4atVUXrQrlPot07PUXDjTmQDzKziqnKSxnLU/yZ5eG1E+b0WhrjJXiot1Z+1vb3JDNQerQ92q+8dqgT274YtTEBsEtqpzDuAW9pBO7z/g+fmR+DStIqsRfV9FrlDxd5Gfn8/Zs2dp1qwZfn5+eHl54ePjw1dffcWECRPw9fUVz225qPwmJiby2WefMWDAAD7++GMSEhL44IMPMJvNvPvuu+zfv5/k5GTmzJmDVqslKSmJkBAx7mb58uUMHDiQxMRELBUy8dixY0lOTsZgEO97k8lETEwM+/fvp3Xr1tjZ2XH9+nWaN29Op06dCAoKYuvWrYCYwZidnY1CocDLywsvLy/0ej0KhQKr1crq1atJT08nNzcXm83G0qVL8fDwoKysTLpvunTpwhtvvAFU5ShW9mU2btyYfv36MXPmTNzc3FAqldy7d4+oqCjOnz8v5VVqNBVF1oKAUqlEJpMRGRlJjx49kMlkpKam0rt3b+rUqSOpnB999BF37tzho48+wmg0SqW/WVlZ6HQ6vvrqK2bOnElxcTFz585l+vTpkuFPv379uHHjBhkZGTWuZaWxDoguqpXHtHz5clatWkVubi6//vorN27cICoqikWLFqHT6ViyZAkAmzZtQqFQEBoays2bNzGbzZw8eZJ69erRu3dvPDw8JKJpMBiYNm0aHh4eaDQa2rdvT35+Ps899xxr167l+PHjfPbZZ3To0IGWLVuiVqs5c+ZMjfE+K7fy9wq61WqVYlKq/9y7d0+KFnnW5yqrI/4MnTp1qvFA4a/gfypGpDaO5P9t1JLHWtSiFv9I2E994z+6f4tCwcGJs3mrwxvczLM89b5ni35EvbmBVh/twzO0LiWmCzzKfIDNaiNieDgKnRKlXsHtNXfxaOiOm6MbXYKe59SD38gtFdW6ezlxZJU8YUDzlrzc5Au+fC4fGbCiL2TMgEdvgZ1a/DN9+3YJFouNgwdDCApScfdOOQ1dnfmqZxDjm3vRM8yZVv72ZJaYJKfN4Y2fJ276Zr6fNJf4lKdDrododXzo4ARAqbM7V5sNQa62Q6l3RkBArpThHO6ETCFgyBMnt5+f/pgFp2bza8LPfP98NbOXhlVqWdq1QCxGcbJt7+SHPFd84m4VbGQWVeUTyqoFb6cZxFHr7arKM82loivl75VHAJQylGbxtcXRCZdksS/PanSSHFdT0ioyQZ5YUerKcKpTh6TEIwD4mfRYBAFjq1YEnjuCr72Su/G+KAQFsUE3OPngN8ZsSMEGpKeIxy6TCehVCrQqNel5WTzXtDUmk4lUo5G7ZhMKIPW3Nfzy4TaK75dQpCokxC8UhaAgwtuPy+lQWi7eS0XFFuRygcxiE84akUiGuwWgU6gxm82YTCbyKiI1npSVot48n+AAf0KGzMNQYsNSUQZc6dwJYDBZkQsybmfJsFQsLiiwUlhoQaMBnZ2Mtya1YOONTKzYsFmNxGcnIxdk9ApvQzuf+pQXlWKz2SSX0f6jR3PvrTcRKkiUqriQ4UvfZmHcTuo4VJUMXrnlQcat4YTrOiCrmFoYBQO7fbdyefBJHJrWLJ++cDGYtefn8tBpOjZNlQqGsRy2boOvLkNSKNjsanzONSSZjrOSeP7zSOo+14aQboP5u8jMzOSdd95BEAQOHz7MwYMHpZzAZ8HV1ZV69erRqlUrRowYwccff8zSpUuZOnUq9erVo6SkhKioKHx8fBgzZgy3bt2iWbNmEjEEOHbsGHl5eQwfPhyAr7/+Gj8/Pxo1akT79u3JyMggJCSERYsWoVAoiI6OJiEhgb1793Lo0CF++eUXPD3FJtdhw4bx8OHDZ7p8njp1ivv373P8+HEePXpEx44diYuL49VXXyUzM5Pu3buze/duxo8fz6ZNmwgODqZnT9ERuVINPX78OB988AGfffYZX3zxBQkJCVy6dIklS5YwcOBAqWS0khxXol+/fly8eJEff/wRNzc3lixZgs1mY+HChQQFBZGYmMi8efMIDw/n2rVrlJSU4OHhQY8ePRAEgW7dupGenk5KSgo///wz/v7+zJgxA5PJxI4dO/jll1+YPXv2Uwp9SEgIderUwcnJiZkzZ9KyZUtkMpkU7XHr1i127NjB0KFDpX1///33qNWi2dPYsWORy+V4enrSu3dvnnvuOQDc3NywWCwMHDiQwMBAAN5991127NjB+vXruXbtGiEhIfTo0YMhQ4awc+dOTp8+DYjKYWUOZWVcRyUiIyNJSUkhPT1dWhYdHQ1ARkYGPXr0YO3atVy+fJnXX38dR0dHqTQ6JCQER0dHHBwc8PHx4ezZswCsW7cOQRBYunQpx48fx9nZmVatWjFv3jwKCgpq7H/nzp18+umnz7zX/wgZGRmSOdTDhw8RBIGYmJj/0jb+CqpH5/xP4K/ka/6/gP/Nc/5fQS15rEUtavGPhKZjR5SNG/37Ff8XkNa0HZ+8tZrVVn8MZusfrudgZ6btc2fw7e/Ew6MPSTsjTgKS9j2gLFvsfwvvEo59qjPFxSUMbjACZ60rpx6KAdnnU04R4VWHqc1WIi9IZGcsOGthTBPw0sMVdSglBis6nYCHh4KVK+sQE1OGzSZjZNtQztx7QnaJCRetguvpJRy9X4hGoaKZbwTt6zTi4L0L/Jp8gTxfuVQa9fjxY8pTxHiMEXZ2PFcxcTrUdxwJ537Fzjecpm9vpuXA9jhHOJF3Lx+XCBfkghwBgXfbf4JKoUIuKyOgUhzyCwRtknReqpeshoRW9bnle8qljEEHsxlblqjKGfUO5FS4t6o1Vb2e5lKRIInksUp5BLApBFQVFa5mRwf0melolTJKikUHUTxspKbaY1PZQ6KoUHhEupOfcx+rkwLvdHF76eFhAHQ0ZZBfpCT/mIGFk75gy631mCuIWQtXUSkO8Fdhr1GiEMw8Ls6hKCNHVA8EARvgLgh0ea4PKmdfchJyyI3NJTE1ATuNnuSs3BpupwqFgNliwwrklVtwUMu5n5tGsbGshiKhkMvxt7Mjo7iQw5+P5PrXQ7Caqgi2UCEB6uzsUMgVWGxWskqsOOuq1D6bVeyBDApS8a/Nlyi1WLDaBPwdNYAVm2Cl2FbOhOb9KSoXHwgM7t4fb29vsbdOr+e3sWMw9qyKWwk6c4CFyyfzijYXecUYikvlnDnXBIe8Mfjoqkpq0xWpbG78I0+GPEDvX0UizSYZh080Y/Pdr8jyGIVNVq1/raQINmyBZbGQFg62KjdXANfgZNq80RmFWsvfxaBBg7h16xazZ89GqVRiNpuJi4tjyZIl3Lx586n1X375ZZYvX050dDQqlYr69eszZcoUvv32W1q1akVZWRkbNmxAqVQSGhrKt99+y08//VRjG3Z2dqxevVrKC3R0dEQul9OjRw+uXr3Kp59+SkxMDAkJCbi6urJy5UqCgoLo27cvHTp0qLGt6dOn065dO7p27cp3333HjRs3yMvLIz8/n7Zt21JYWMiSJUsICAggPDxc6odTqVScOnVKOgeCINQgFrGxsTg5OTFw4EAOHTqEVqvFycmJKVOmEBsbS//+/UlLS+PGjRu0a9eO4OBg6bOlpaX07NmTWbNmsXDhQgqr9TV7eHiQlJTE559/zv3795k/fz579uyRyHv79u0JCgrCz89PytWshI+PD46Ojty7d+8vXVu9Xk9oaCgymYxZs2bRtWtXyWTIYrGwZs0a6tevT9++fSVDnoEDB2KxWHj++edxc3PjhRdeAMBoNKJSqVizZg1Wq5WSkhKWL1/OokWL6NWrF5GRkaxatQqtVkt+fj5KpZLFixcD8Omnn9K9e3eCg4OfMs3p1q0b4eHhjBo1ihs3bnDmzBmpVPn7778nOzub48ePExAQQGpqKtHR0VIf5Ztvvin1qL7zzjssXLiQrVu3kpGRgUqlQqlUSr2mEydOZMOGDTRp0qQGUXVxcZEcl/8qvLy8JLL9/2uoHmNUiz9HLXmsRS1q8Y+F/Rv/t+qjWaVmz+T5zGgxlrg885+uGxlciE/DX0gsvo5vex8ajI0kad9DAAoSC2jxXjOKUorpbuxLQWEeAnDywW/kl+dyJHE/n538kGsZF3ir9WOE0ifYbLAmBkY2EjPRx5xx54UvRKOM0lIbjx6ZUCiu8c7MVALtXLlyLw2DxcZnJ1OYfiCJbXeyMZmteNm7EuFeh5SCJwxt3I1Zu5fx4ccfSVEDq1ev5tMVK546np83L+fBgX+RF3sWa949FEE5FKeXIFfLybwqBssLgsC8E+9TYMwkPd9AYYWg8ku5D/36i5M6c7mG9OtVJaue9lUmOllOVQqub3GVapkZXvWQQKYUl8tsMkxlFezQUl7DMAcAOaiM4mtjxQTIQysnN08kJ2UuxWATMDlEwq0YsMnwqCdur0iVi7bYhrujC/HOTgg6HW3P7CZp72JO/OswpkKTVIoHMDzSikYtA8FKamE5RrMVvUbD9XTxmG02G84ODtjLZJw4sYuC+1fF5VZQ2CsoKMunzFxzMmyu5oArEwQKDBbM1qrzI5fJaNy4MeMnTCBFqeSWyYQZsFbLlgTo88mLABgs5ZSaxHMnIJBbWrUtR7XoxFov3JX8fDMajQwXNwUJueXoVXLsVQKn710j36GoYjwyLpyPZuWY2TjoxXNbLpNxtFULkqe+gVAxCVaWlfDyv97lqxsbCXGqIn73Huq5Fd2fUEV/1PKq83hFd4FtXddB73JUdlXrFxWo2Hm4O/ueLKPYo1eN4yMvC1ZtghUpkBkBtkpS7Aq8zN9FZbnqwoULmT17NkOGDKFVq1aMGzeO1NRUmjZtynPPPcf7778vfaZNmzY0atQIe3t7fvjhB27fvs3Jkydp2rQpt27doqioiODgYPLz8wGx76z6ZPTEiRMUFBSgUlWV2e7bt4/U1FSWLVsm9ak999xzJCcns2XLFn7++WecnZ1Rq9U0bty4RmlmaWkpPj4+GAwGpk6dSlRUFMuXLycrK4thw4YRFRVFeno6Dg4OlJeXM3z4cNzd3TEajVy6dIm1a9eiVqsZMWIE2dnZbNu2DXt7e27evEn9+vVxcXHhm2++oaSkhN69e3P06FEmTpxIYGAgx44dw8nJif79+xMaGopGo+H8+fNs27YNf39/Pv/8c44ePUphYaEUa+Lv7y8Rq8o4CUEQ0Ol0REVFodVqUalULF26VPp7ZbFYGDduHIGBgRQUFLBp0yaWLl1a41pWqlRHjx7l0aNHODk5MXfuXGQyGTqdjry8PK5evcqaNWuIjY2lcePGZGZmIggCW7ZsYfny5QC8/vrrLFu2DLPZTGZmJq+99hog9kJ+9913mM1mxo4dS4cOHTCZTMyYMYNp06ZRUlKCUqmkZcuWLFiwgLCwMIqKxN+lrVu3YjQaeeONN/D29iY5OZl58+axYMECZDIZu3btwmAw0LJlS8aPH8/8+fMBsXy9R48etG3blgsXLtCyZUvGjRtHvXr1GDt2LGVlZTg4OAAwbdo0ZsyYwYwZM/j4448xm83s3buXdu3aUa9ePcaNG8f58+cpLi7m3Xfflc7b78tWMzIy6NOnD1qtlsDAQDZt2vSUYle93LRShY2KikIQBDp16gTA5cuX6d69O25ubjg6OtKxY0euXbv2734l/xSdOnVi2rRpvPvuu7i4uODl5cWcOXNqrDNnzhwCAgJQq9X4+Pgwbdo06bPJycm89dZbkqEUiCqtk5MT+/btkwyUkpOTn1nOO3DgQMaMGSP9v27dunz22WeMGjUKvV5PnTp12LNnD1lZWQwYMAC9Xk/Dhg25cuVKje2cP3+eDh06oNVq8ff3l+6f6tv9/PPPGTt2rBSjU5kpC398zk+ePEnLli2xs7PDycmJdu3aSXE0/xuoJY+1qEUt/rHQ9OqJMjLy36/4P4CUVl34YOpKNhg9MVme7kWphFxmo33reHIdN5BryJaW1+1Vh+6ruuAU6oh7lDt97V7EZrWhMWsBgVDXemy7/TMRbvVx0brSqaEXKrmFnnVFBnYqGRJzYVxToGU73v/OH5kMVqzwZ+pUd3x9lbi4yJFZFZy5m06J0YKdUoa7nRK5TEAlV/JJ51dZ/cL7vNH6JQY36Mp3F3ZirVCxevbsyZdffsnql2tOuC0VpWd2PmEE9hG/bCPCU9A3FEmYXCnHQeeAUqYk0DkUuUxBfmk+AM1WQqvV8M6iq3z3nRi5kH49SCpZRRDQFlYpQ5nyKgLlmpMjvX4SEFbtBIs9kfY2BySpzlRWLedRXGSTg6pcXKHcTixt9JCbeZKjRoZMclwtkoVCcSFYvHGPSAdBICNXnMj4yZ0wyWSscXKk56EdZMUcQVCqQQDHUAdpSD/dktEpWEFysonAumoMFhvFFT1wbjpHXn5xEH516pBgNqNGoIGnN8gUIMgwF9V8CFEZleGgAge9aEhj/V3vk0ahwl5lhzm3hB07dpBbUMDThdMiTqy8BQJYyi1SSa+t4sQ18WqOXCZgtsLQ+nDiQBpWiwyz2UZJiZl+/Zx4oUs9ckrN2IDh385GKZdzctL3xExdTzdNOH1SvAl2qzL0uO3izKlJr2Ht8Jy0LODiceYvm8go1ROUFWOwWAXOXa6LMWkMwfom0rpWwcJ+z12cGrQffRu1pJwCpKfq2Xh4GGcMX2N0rcolBeBxKny/EdbnQV4EWMdQGWjyd1BpPrJ7924MBgM//fQT58+f55NPPuH8+fOMGTOGhIQELl++XEOtOXDgAGazmfj4eKZNm4ajoyO3bt1CqVTSvHlzvvzySwoLC6lfv6ZD7Nq1axk8eLA02XNyckKv13P9+nU8PT2ZMGECt2/fpk2bNjRr1oxJkybxxhtvoFarKSsrw2w207BhQ0aMGCFN4D/++GPi4+M5deoUSUlJHDlyhEGDBhEaGsqgQYOkfS9btgyFQsHdu3c5ePAgr776KvXr15fUz+HDh1NSUkLDhg3p378/bdq0wd/fnzt37pCeno7RaKR79+5SH11AQABnz55l586dfPDBB8ybN4/4+HguXryIl5eXFINRp04d7t69y82bN3nttdf44YcfGD9+PNnZ2RQVFbFo0SKsViurVq3CZrMRFhbGgwcPcHJyonHjxuL9YrXi5+fHd999B4glsR988AF3797F2dlZIurHjx8nLy8PLy8vFi9ezJw5czh27Bi+vr7cu3ePt99+m0mTJtVQQkFU7UaNGgVA48aNmTRpEk2aNGHo0KFSVuLzzz9P8+aiydO2bdvo0qULAN999x1nz559qmf03r17TJo0CYD333+fZcuWsXfvXn755RcePnzI3r17JYfXsLAwzpw5g8FgID4+nh49emCz2Rg/fjzff/89165dw8vLi/Xr15OVlSUZ5axcuVIijzKZjE8++YTU1FRWr14tRaxUh4eHB8OHD2fv3r1Sv+3vMWrUKNLT0zl58iQ7duxg5cqVZGZmPnNdgEuXLgGia2xGRgY7d+4ExDiX0aNHc+bMGS5cuEBoaCi9e/eWCPXfxfr167Gzs+PixYt8+eWXzJs3TzKe2r59O0uWLGHFihUkJCSwe/duyaBq586d+Pn5MW/ePMlYqhKlpaUsWLCA1atXc+fOHTw8PP7yeJYsWUK7du24fv06ffr0YeTIkYwaNYoRI0ZIpcyjRo2S7otbt27Ro0cPXnzxRW7evMnWrVtr3D+V+Prrr2nevLkUo/P6668TFyc+kH3WOTebzQwcOJCOHTty8+ZNoqOjmThx4n/LgfrfoZY81qIWtfjHQhAEHD75+H91HyatHdumLmJm4+HcLzD96boeLkai2h7mnuEwVtuzy1vC+oWSejSN6+tuAHA86Qh5ZTnklmXTLqAjxcZiDLZCfup2Cb0SGi0HzWcw6Beo5wYN+j8HvWDnrsc4O8sZM8aNd97xIiPDRG6uhcIyIyarjfu55ZSYrOSUmpg9YAIyQWDV1b1kFGXx9oFlfH1uMwBarZZu3bpx5swZHl64yL79B9BXfKn0ycrkhVKRBHk0641jkDjpi7l6kJNvnsGQb8CQb6CZRyuCXcJ4mHefCM9g5IJ47NmlcCNToKjIRECAqKakRJu48KiQRWceERDUCcqqJiqZpXnSa7v0qi/wJ+5VWX9GQZzcOVjFmliF0oKA7amyVavMiqpU/FIu04oE1d1ahtEkw1ntKjmuZpVUbDvfHrV9EY6+/iTFHwa5gG+uSgxev34NbcX27f3qgQ18eoiusgqZgvNpKp7zMuLuqubxE1H506tkLBn5Kl/2nMK+ffspKSnBBpRi43bGI7BZkP3OyMXL0VsiioVGsBjMeLg/XQKmUcqY1GogwXZeZGVlPWWssaAiaxRBoOTxfTSuAQhyGbbfPfS49eQ6Xna+6DR2nE2GgnJQWK3otEpsNigpsfCvXxQSR3fVKfi4kx9m7VmsTiKxVRqh3W0dz9mHST1uRQo5Bzt34vHECQj2Yt+ZwmhgwPcf8vXlNUQ4VwVOPslVEX2mA36GYTirq8r2cuU5bI1Yx4NXbmMfXLOv8e5dD9Yee5Nb6tlY7Ws6yvIwAdadAeuLT523v4rMzEymTJmCWq3mm2++QaPR4OzszOjRo6Vy1cjISMxmM+Hh4VLp6YULF1i7di0vv/wyer2eCxcuoNPpaNSoEWPHjiU+Pp5BgwbRvHlzjh07xrlz5yRjGicnJ7RabY2SP6vVyrp167Czs6Nu3bqMHDmSY8eOsXPnTt577z1Wr17Nrl278PLyonPnzty8eVOK2QFISUkhKiqK5s2bU7duXakMsjrc3d05e/ZsjXVv375Nu3bt6NevHwC3b99Go9EQFhbG4cOHmTp1ao04CIVCgY+PDy4uLlKP3uPHj0lJScHOzo6+fftSp04dKWLk/PnzEkG5desW/v7+rFy5kq1bt3LixAnmzZtHbm4urVu35oMPPmDYsGG4ublx8eJFysvLadWqleQGq1QqmTt3Lr/99htKpZLPP/9cIvbV8ytdXFyoW7cuSqVSig2xWq0EBwcTGhrK+++/j0qlQiaTcePGDckA6Y033pB6Jz/44AMcHR0pKyvj/PnzNX7vzp8/j1KpZPjw4cyZMweVSkV5eTnLli1jw4YNFBUVceXKFZRKJV26dGHIkCEABAUFkZKSQmhoKO3bt6dOnTq0b9+eoUOH/uH9efz4cd577z0++ugj+vbtK/VPgkiS/qulppWIiIigqKiInGoP7ioRFxfHb7/9xqpVq2jVqhVNmzZl9erVkgPvs+Du7g6IvcBeXl5S3miXLl0YMWIE9erVo169eqxYsYLS0lKpVPrvolGjRsyePZvQ0FBGjRol/Z6B+Lvg5eVFt27dCAgIkFx7Qbw35HI59vb2krFUJUwmE99//z1t27YlPDwcOzu7Z+77WejduzevvfYaoaGhNeJ4Xn75ZcLCwpg1axaxsbE8eSJmKS1atIhhw4Yxffp0QkNDadu2rXT/VN6PldudPHmyFKPj5uYmxbI865wXFhZSUFBA3759CQ4Opl69eowePZqAgICnxvw/hVryWIta1OIfDc1z7dF06/a/su37Hfow6/Xv2VLmjMX6x2ojQNP6WdgF/0xKyR/33LhZPZgufMDLkSM4fl80ZknOT+L1lm+RXpRKpGcDZMoM5DYjW29DVil42MHpMeLEPqlAIKVeKTbKWLMmh5EjXVGpZPj7q4is44qmQtVRCNA33Bm5AGHedThzK4Zys5FSYzljts/nfMotNBoNnTp1YtKkSbRu3ZruXbuybe9edpeWUFwxKTIDWXkVfYfFVUY2pQVllOeUEzFcnIi6Kt15UvIYtVzF7ccxlJnF7MlF3cHLS0denoWHDw2YDWoSLt1m660sXm3qRR3fKnWqxFlGSVmV8qh8+FB6/di+Kp6h1JIPgL1FfKqu1lSQ9N8pj1aZFaVJfOpeohEn5G5lYt+WvcJdclx99LhiopAqlgZ5RHphKM/H7Czwy96drFu3DovFQmpFeaFXywEAZF7OROeoA5vAk8JyDidCQb6BkhJxPZ1KwbXbB7lbkIzBZOTBgwcAOGm1KABsNmw2K1D19PdxgUiYFTIlAlBigsysKjMVAKVMoL67koWnfmJv3Nka71USkUIE5BX7wGrBairHZqv5da6x09AxtAuZJU8IdmxGarECBDFuc1iIET83HSdPFnH+vKj0hgTa8/3QFoS4anmceoWDV2dQ6llVIhuYAH1LgnFzrAqkv+rtRfTUN6BZU2mZ77VzzFsynvGyR6gUVWO6dteNRzGvEK7rjEyoWn5HfZOtz/2IYUAhGqdqRNomcP5CCOsuzCXZ+U1s6mruq53ngeLv910NGjSIGzdusG3bNqKjowkNDcXHx4fTp08TFRXFlClT+PLLLxkwYADjx4+XDGl++eUXfv31V7p3787s2bO5dOkSPj4+NGrUiGHDhqHRaBg9ejR2dnbcuHGDqVOnMnLkyD8cR926dbG3t5ciPbRaLRkZGbi4uPDWW29RXl5O165dpfiHu3fvsmHDBunzr7/+Olu2bKFJkya8++67UpZidYwePZqFCxcSGRnJpk2b8PDw4OrVq5IZDIimLgaDgU8//ZScnBzGjx8vxUHs3r2bZcuWkZubS0hICFu2bMFqtRIeHk737t2pU6cOQUFBjBw5ko0bNzJhwgQSExN55ZVXGDduHIMHD0ar1aLRaFCpVLRv354bN25IhHz+/Pk8fvyYH374gXbt2uHg4MDhw4eZOXMm9+/fJy4ujl69erFkyRJUKhX16tVj1apVmM1msrKyJKXXzs5OUgpBjA2pU6cON2/eJD4+nry8PFxcXAgLC5P6IEF8QPnVV18BonLYvHlz3NzcePToEcuWLQNEtXn27Nk4Ojqyfv16PD09sVqtjBgxgm7dumG1Whk1ahSlpaXo9XpJpazEmDFjiImJITw8nGnTpnHkyJE/vT/fe+89pkyZwsyZM1mzZg39+vVj7969gEj027dv/6ef/yNUkuFnKVLx8fEoFAqaNq36XQ4JCakR6fJXkZmZyaRJkwgLC8PR0RFHR0eKi4tJqei1/7v4veGQt7e3pIy+/PLLlJWVERQUxIQJE9i1a9dT0SjPgkqlemq7f2c8lSZWlWpn9WWVY7x69Srr1q2Tqh70ej09evTAarVK3x+/364gCHh5ef2pAuzi4sKYMWPo0aMH/fr1Y+nSpU85Ef9Po5Y81qIWtfjHw+Hjj0Ch+Pcr/kUY9Q5snL6E98JfILnwz9VGtcpK+3bXSVVtpsRc/Ifr1Tc0otO+PhQmlNApsBsLnv+Guk5BRHo0wsveB6vNykvPXUBuKeT15rD4AjT3EQW1ln6w7I0wrEBQ8FXCw++QmGhg3DiRVB1bEcTdhzlMbOlN/whX5DKBffF5WGwQm57M0USxlMWGWLKoVCp54YUXGDp0KBERETx+/Jjde/dSYBaPdZBWR6qPH1MW7MStSXcA7m2eTfLueQD4tveh18bnCWxTF4CLqefJL8ul1FyKp95KM29wt4Oll+WsWy8qQ0FBt9HZX2D+0US6BzvjZqfEGT+23z7BoI0fkOlWpdQqrVZs1fox0mTVQuWNojppZxbVALW6YgIgVPY8iv+1VaifapWK4ooeMrd88QtWZXOVHFeTHzpik6sgTnR2da9n5WhiHnVn9eWt/Usxm820rZaR5qe2AAKlD8pwauCI2WZCQOB0ChgqhvLCC468OaoVm2Ie8/WxjVhtVmw2GzKZjPyyMirvKJvZCDz9UMJsNT1jKdjbC7i6ajmXUiS9X32aN2CASGwXFlWVsQqAsSATrOLgZEo5Sr0ChauC84/PEOnbkMtp0RjMZhy09oS5yTiaBI+flGC1Qv/+SahUAhu3+NLjCztcgkXnTGN5IYePv0mqQxxUPLSwz7XSM8GNBm51pTHlKJXs79ObvNGjQC1eB7nZTK+Vc/nmzPc0rKZClpbLOXOuIXZZr+KnC5KW2wQbv7ns58iAnWg7KpBVI50mo5xDx5uzNXYxOR4jsHk3g0Z/TMj+Har3Onbu3JmoqCgGDRqERqMhLy9Pcud88uQJEyZMYNSoUVL/XU5ODgqFgrFjx7JixQqsVisGg4Ht27fj7OzM+PHj2bFjB6dPn+bEiRN07dpVCqmfOHGiNIa7d++yceNG4uLi8PT0RCaTcf/+fT7//HNSUlLo1KmT1CtlNpuRyWTUr1+f6Oho7t69K22nV69eJCcn4+PjI5GvBQsW8PjxY8mYaujQoTRt2pTFixdjNpvJzc1FEASGDx8u9YRZrVaaNm2KQqFAr9djMpmwt7dn+vTp9O/fn507d3Lo0CHOnz/PG2+8gVar5YMPPiAnJ4dr166xefNmvL29+eSTTxg5ciSHDx8mNTWVNWvWoFQq0ev1HD9+nB9//JE1a9YwbNgwRo8eDcD9+/cZO3Ysb7zxBitWrCAkJARXV1fWrVtHw4YNpd7IFi1a0KlTJ6xWK2q1muLiYhYuXMjcuXPZtWsX9+7dq6HmCYKAp6cnhYWFRERE4O7uTnZ2NjabjV9//ZWEBLGffOHChZKZ2Lx54t+/uLg4nJ2d2bNnj3TtxowZg6urK6+99hqbN2+mSZMmyOVyDAYDgiCQlJREXl4eBoMBOzs7Hj9+DIjKa9OmTXnw4AGffvopZWVlDB48mJdeeukP79GbN29Kpb9ffPEF7du3Z/DgwaxevZq1a9fy6quv/tdvfEQjJAcHh6eMe+DZsSF/tPzixYt/up8xY8Zw9epVvvnmG86fP09MTAyurq5SLujfRWXlQyUEQZB6iv39/YmPj+e7775Dq9UyefJkqTf1z6DVap8i0zKZ7KnjftZ2qo+nchvPWlY5RqvVymuvvVYjcuXGjRskJCTUMJ36s+P8I6xdu5bo6Gjatm3L1q1bCQsL48KFC3/6mf8OasljLWpRi388lCHB2I0c8e9X/AuI6/4SMyb8i53F9vwbsZE6PmWEN9/NvdIzf7pe19xeBG9vRFlOeY3l3YJ7cS75JDezRQVp5cFLpBTA2Ci4mg7FBnhcDFutDZj+QwLPPacnKkqHXC4KbQ4OcuIPNmTVdyfRKeU097Gne4gTAB4OetRyJS5ae1w0DmgVatx0joQGBmM2m9m8eTPvv/8+P/30E1s3bUKB+AdfAHpqtJzuOYSfVn1GYVIMAConD9yCxcm/IV9Uw9pldwZALsjxcxRJ4vaXLIxqDOlFEBrpyQcfiiRw+/ZAWoZ5cz+3nHYBDmjtPShKK2DOsR9Z0udNMtVV58a3rByq9d2kG8WvIp3GQplFLJPSmkVCqVJWrFfRGyfIxYtmQSRLKoWKArnIKF0yRfdBm1E8R3jYsJhlmB0jIP4O33+XT/P+W1l77QkFpSW09hdD56tPhgou/orS3pWizFJy40UiW9lDaKeEDwd5cfhwEYs2RmOxidRQqxRVsL/r1CcAvh4aiopsPM6qaaxT/RbdWzGZlSsUOFeU6lb/EpdrHXAKbYtKpcXeT4+hzMDN9OuYrCaCnEOo61CfB/kq4nNgvDg3JcBRzpkT7WjZ0g6dSy7d5mYT2LFKObkcvZQrxZuxOYgkUGaFprdVdFeHo600FRIEztetw/Xp0xGqhah73rnC7K9e5XXrfbTKqpHef2RHzPk+BMsGolVUua8WyQrZHvQTd4dcwiGyZvlYQYGK7Yd7kN5qt6RC/1cxZswYSUnp3Lkz/v7+TJ8+nXfffZerV6+Sn5/PwoULpbJAjUaDq6trjciAkSNHUl5ezpYtWwBISkqSjG7efPNNmjVrRkhICK+88gorV65Er9cjCALt27dn3bp1LF++nI4dO+Ll5UVYWBiHDh3CarXi4OCA2WzG29sbgO7du6NWq/nxxx/x9/dn3LhxtGjR4qlYDHd3d9q2bcuhQ4eYP38+8orfhc8++wwQTXsuXbqEzWajf//+xMTEcOLECezs7FhRYZzVtGlTbt++jdlsZubMmcTGxvLdd9+xbNkypk+fzoEDB9BoNPj7+xMTE8Ply5fR6/X07NkTq9VKt27d+PLLL7l58yYPHz4kOzubli1botfrKSoq4uDBg7Rp04YRI0ZgsVgYNGgQTk5OABQXF9O7d29+++03rl+/Tq9evcjLy8PNzY3Q0FBJPbp+/Tqurq5cuXIFR0dHUlJSOH78OOvXr+eFF17Azc2NEydOSApOSUkJBw8eZPbs2dy7d49z585hsVjYvn07rVu35sCBAwDk5eXRp08fEhISWLRoEVevXsXb25tffvmFTZs2AaDT6XB3d6dZs2bcuXOH999/n4iICG7dusW9e/fYunVrDUUYoHVrMae48l5ycHBgyJAhrFq1iq1bt4q9zLm5PAu+vr41SlVDQ0NZsWIFEydOxNnZmZer9a1XRnMIgoBcLmfy5MkUFxc/Fc2RmZnJpk2bGDhwYI1s2EpERERgNpu5fv26tCwxMVHqKa2OSnWy0vjp9z2UZ86cYdq0afTu3Zv69eujVqvJzs5+ajv/09BqtfTv359ly5Zx8uRJoqOjuXXrljTWP+r1/D3c3d1rKHcWi4Xbt2//t8fXtGlT7ty5UyNupfKnuonWn+GPzjmIJjrvv/8+58+fp0GDBtL9+7+BWvJYi1rU4v8J2L/9NoKj479f8Q9Q5uzGmre/5aM6PUkv+vOnkQCtm6Zi8V7P47LUP1xHZpPzctJINHucsBif/mPe3Lc1Y9sO5mySGCx9JQMODAc7lRgaX2ICQaFg8eEHjBvnSteu9uTnW0hONqLXy2gQGUfDvuvZcSeL+h5aFHIBV52Sj/q0J7OwGIPFRKnJgIPWjjKzgfu5acQnJWKz2bDZbOTl5XH27FnMZWXUkSsoRyQjt2Vyhq35msKkaxgLK8pW8x6TcKKiKX/+FQ4OO8KKxaILYWbJE4Y2EpWCY0nwyx3x+HYdTyc6ugRHRxk9u3uSnCr20nxx+hGD1pzB94v+hLsFEODkSaZBnMhcuXKFzyrcDQGMOjuySsTr4exYdV20ZpEcKVUVhOz3PY82cV21Qkm5XA4aDa5porpYWiKWvJa5iErx0vNyPL60MuWN+xQWmWng64jFauVaejwgTvAEQcBBELifeAer2YC53EB5tkh4HTVOKGQKLDYIMDzGz0eH2VJFFMtMBnQKDY19QsUx/hm5kT+9yAakZZY//cbvoFNo0Kg1mEwmCiqyAyufUbf38MGncWeKUu6g9mlO5uUsBAHsfOzQuep4XJJOh7pdKK0wM5LpXIl0h/hJJlpeuAOl4tjlShOtJ8fS7NVWCHKRMD5KOsXh2x9i8Kiist7JNvpm18HPxVNalq5Rc3DwSxQPfhkqSIxgs9FtzQK++W0xTV2qzovVJhB9NYDShNGE6Gua49xXJbC51WoKBz1B515luBTQ3BffJn78d9CzZ09WrVqFXq8nLS2NVatW0axZMw4cOMC2bdv48ssv6d69e43PjB8/Xnrdo0ePGu/VrVuXgIAAKYph+PDhUoQCiOYpNpsNlUrF48ePWbx4MU2bNqVr166o1WqioqJYs2aNlO9XCZVKxcyZM3nrrbcoLi4mOzub69evS8YxAJ988gl79uzhlVdewdHRkejoaBo2bMiMGTPYvFnsed64cSOjR4/GarVKCquLiwvu7u4olUpMJhNNmzbFYDCg0Wjo0qULMpmM/fv3ExISQmFhIZ9++imCIBAVFUXDhg2pV68ea9eu5cGDB0yfPp2YmBiSk5PZsGGDVNKakJBAUFDQUypKdezbt49Fixbh6+uLWq3GarWi1+uxWq0kJSUxceJE3n77bQRBICwsjMuXL7NkyRIKCwuxWq1Sf5mDgwNhYWE1+ssePXpEeHh4jf4yFxcXrly5UqO/DCA4WHzgtmTJEvLy8ti4cSNt27aVeuNef/11fvnlF2bNmkV0dDT37t0jNDQUuVxObGwsp0+flgx+noUlS5awZcsW4uLiuHfvHtu2bcPLy0si0L/Hu+++y8qVK5k7dy6lpaU8fvyYY8eOodPpiIuLkzIdK+Hg4EBGRgapqal89NFHUqxIgwYNOHXqFGvWrKFt27Y4OjryxRdfPHOfERERdOvWjYkTJ3Lp0iWuX7/OxIkTn6nMVV5TDw8PtFothw4d4smTJxJZDQkJ4aeffiI2NpaLFy8yfPhwtNq/H6nzV7Bu3Tp+/PFHbt++TVJSEj/99BNarZY6dcSHnpWl4Wlpaf+WyHbp0oX9+/ezf/9+4uLimDx58jNJ9H8VlffPlClTpDievXv3MnXq1L+8jWed8wcPHvD+++8THR1NcnIyR44c4d69e9SrV++/PeY/Qi15rEUtavH/BOQuzthP++t/ZKvjZt+RvD3qa/YXap5ZLlgdYnbjOZJsOzFa/7jMxtniwpCLr1J66o/7KoKC8/hhwEmS37TQ0hd6BEOH6v4fWg0TX3fj6tUSnn/eAZtNnHOvXVuX4mIrdoLAuGaemK1wPaOE7BITWnsPrJZ6uOoceLvdEDz0zoS4+NImuDFubm5otVr0ej12dnaEhIQQ5uyMvSCgFqqIxurycvR+oottxIgFBHQZhaOfI40mi0qcnY+Oj9+bTaCDqHK80nAkUfVEslRqgkeFMKWHWPr04otOmM0wY3IhPvYi2UgpMDB30HictfYcvHeBDGsheUUFlJaWsmfPHj5v0UI6BdlhjaRr4mhf1f+nMopqnlpZQSj/SHmUifsUXF1xfpiAAOTmiROVXy/uZuahybyz9ToFBujU2h2TyUb840JsgIeDMwICwXWDUCgUGIB8ixlLWZFUJgtQUF5Ap7rd8XZ2YtI+uJdYTHGxVSRnShkuWjml5nJupoulcNUVSBkglytwCG1JxcD/yxAApVxBkbEUS0X5VOU+jEBLhZL83Exst44jyGQU3r+KxWTDagLXSBc07mpKjaXYvCpyMxHYdEXFD6MrJryFefD1dnhSpRqG9bxNl4/qoXZwAqCsKJMDJybzxOWRdC20xTY633WghXOIRJgtgsCpehHEvvUmQjXDBreE23z45VjeNMSiV1cx6Kx8JefPtMO7bASumppOh2ccjvNr702outtQ6pS0Gfs7B9a/AbVazfjx43n06BGDBw9Go9Hw4MED+vTpw7Rp05gwYYJEBFq2bElERESNbEGz2YwgCJw4cQIQS1A3b97MvXv3uHz5MuvWraO0tJT9+/eTlZXFxo0bCQwM5OrVq/j6+vLVV19x5MgR5s6dy82bN9Hr9URUU2szMjI4deoU27dv59NPP+WTTz4hLy+P+fPn07Rp0xpRCyqVivfff5/69evTpEkTjh49yq1bt6S4BhANWzw8PHB1dWX+/Pk0atRIigpwdnbm3LlzUo9eu3btePHFF6lXrx4bNmwgKCiIIUOGsHv3boqKiti3b5/0t0WtVmM0Glm7di1RUVEEBgby1VdfsXnzZurXr09OTg43b95EEAQaN26MRqOhVatWkhIEoimRUqlk1KhRREREEBERwQcffACI5bZTpkzh008/RafTkZSUJKlBkydPBsRICA8PD3766Sdu3BANyip7w/Lz87l9+zZarRa5XI4gCJLBzoMHD6TIE5vNJh3zvn372LNnD+7u7oSEhPD8888DooqbkpLCuXPncHZ2xmQyMXv2bMLDw3nttdf+rWqk1+tZuHAhTZs2pX79+qxduxaDwcDo0aNrEJmSkhJGjRrFjBkzcHBwYPXq1Vy9epW9e/eiUCiIi4tj5MiRvPDCC1LZLVT1xXl7e+Pj40NZWRnJycmkpqbSvXt3VqxYwejRo7l27Ro//fQTQUFBaLVarly5Im3HarVy+/ZtDAYDHTp04IUXXmDChAlotVqmT58ulW5DVaWGQqFg7ty5fP7555J5S/PmzXnrrbfIy8sjKiqKF198kdTUVMrKyvj000+ZO3dujV7EP4rX+K/CycmJVatW0a5dOxo1asSxY8f49ddfpRLdefPm8fDhQ4KDgyXTmT/C2LFjGT16NKNGjaJjx44EBgbSuXPnvzWu6mjUqBGnTp0iISGB5557jqioKD7++GOp2uCvQKFQsGzZMlasWIGPjw8DBgyQHioMGjSIsLAwJk6cyBtvvCFFzfxvQLD9UaFzLWpRi1r8w2AzGnnSuQuWh38tv6jY3ZufRs/mt/y/1i9ZL6gQm8e+GhEcz0KYMZLGR1pTmvXHTnQNG2XQRvsZglF0D916G0bugh/6QjNviFoJKpXA6dNhtGoVz4gRLly5UoKHh5LifBWFaeWUGM0Eu2h4XGQkq8SEyWrDYpNjs0Hf8LZ80XMyTf41mjKTgVdHjebQb0d48uQJzs7Oz3y6qgRMgGeLfliMZeTFX0DnGYheW0ZGXCI6Lx2lj0vROGv4oP08frt1mNMPjyEXFDjqBHJLTLzeDDJL4at1AwhstYdp09z517+yqPwmUQjgoFHg7RjA0t5v0m3Nm+jUWspNBuRyOU2bNmWHswvcFCeRy+q3YOXDdMKHzqVFo8cky38B4MXkYRiO26gXmUUH9dvQrDX0M/HgVCQXvr9Mx45zccn24FyDUu5np9Jn5264dYsJ09ZRYjLy4OREHh0TFSA7lYZSYzlKhYDRbMPLTcPj7HJ6NW7Gmdi7eLi78zAj9ZllpwHd/VDla7h/OQkbVe9XPoy32URy96wvUrVcjsFiEfsWZXJs1qeZo05hR6m55KnllVDIBMx/UF8dGBiI2WxGW1REs3ID+wzlmAQZ5VYLro26U5aZhFpRRFFOLuYyMzKlDJlVxoy2HxHoHIxcYWVw1504ZO6p2ujLgyDyEQjiWEuyXTn7tZLcpPvSKsERvWno8AJCSdUkMNdLxml9GoXFVXb8aquV567HoN63v8a48+qGsnrwe1zI/V1EicpKi2ZxJBpOYLHVPFdDA4cztPGwPzxPfwVjxowhPz9fyqlLSkqiX79+5OTk0LdvX44ePcpHH33ERx99RGZmJr/++itGo5Hx48dTXl5OWVkZmzdvZujQofj7+/Po0SMuXLjA9OnTMRqNODg48NlnnzFjxgzi4uIYOnQox44d47XXXkMmkzFnzhwCAwPx8PCgbt26rF27loMHD1K3bl1u3rzJoEGD+O233+jWrRvPP/88hw8fZtWqVbz++uuMGjWKjz/+mOvXrzNo0CCmTp3KsmXLuHDhAu3bt2fu3Ln06NEDR0dHtmzZwrx587BYLCQlJbFu3Tp2795NTEyMdC6++eYbvvnmGx4+fMitW7do1KgRSUlJBAYGcvz4cUlBjYuLo0mTJjRu3Fgq1U1NTaVz5854eXmxcOFCWrRoweLFi9m6dSsPHvx/7J13WBRn2/Z/sw2W3qUpiBTB3nuNBjV2jT2K3dhLLLHFnhg1iTHGaGJP0RijRqNiV+xdUQEVRBCx0KUuW74/hp1lBYx5yvu9z/NyHgeH7szszD33zM7c531d13k+wtnZmV69evH777+jVqvZt28f7u7uzJ49mzt37nD//n0pejV27FjCw8NZuXIl/v7+vP/++zx9+pRhw4ZJ/oK+vr5MnjzZzHtPEAQcHR356aef8PHxYf78+ezevZtTp07RqlUrfHx8SEhIoFatWkyfPh0nJyfmz5+PTqfj4sWLxMXFERwcjLOzs5SSaG9vz61bt2jSpAnW1tZMnTqVVq1acfDgQb777jsKCwv56quvaNeuHZs3b5YIYWRkJDt27KBnz57s2bOH7t27Ex8fT+XKlblx4wa1a9cmOTmZmjVrSnW0eXl5zJw5k+zsbC5cuMCNGzfYsGED+/fvZ9OmTVJ/nTp1iuHDh5t5LRbHli1bmDx5cqmRscmTJ7Np0ybS09ORy+XMmTOH33//na+++oqAgADOnDnDmDFjCA8Pp1WrVnz00UdcunSJiIgI6TpXrFiRkJAQ7t69K/W78Ryzs7OpVasWXl5eEoG8fv06FStWpEmTJoSHh9OnTx++/vprWrRoQWxsrFQ/+sknn/Dbb78xfPhwduzYQbVq1Xj27Bm3bt2SVFLL8b8X5ZHHcpSjHP8xEFQq7OfMeattr/YcwZT+n74VcRS9G++T7rDtL4ljq8x2BO+u+0bi2KzJQ5qo5krEEaBvdfiqAyw6DQ03yVCrZXToYIe3tzhrnZqqJSFBQ62q7tyMTMPNWo7BYODyk1dUtLcgq0CHu6M733SehkZXyKH7FzEYDAyo1R6ZTMbWn7aTnp6OSqXC2dkZhULBmko+TLOxxa5IdkWNgEptI4kBWHsEgK6A5OiHAOQ+E+vt8tPzmb9/BteSxBnmDxr2ZHt3kThtuA6fhSrBVUwPc3FRYGcnR1EUjQpwUZNVoKOJd3UepCQCoFAqaNiwIXq9nuvXr5N+X5ztztTr2XLtHL6dxgGgsjD1qUIjDi6Vitcij0WXU1sUFVYV5YHqHcSU5rQr+zj/aX8Sjz9BZiFDQMDHwQ8D4FSUOdWokZjW+jwtkQKthrikBPR6PQq5vJhAjYCFkwcJx5/w8MpDiTgKRU0pnsn1OrUzpnl5VqyIvGi9SByLfano7WuhLF011NZWhqOjHK3egICkWQOAnYU1ARV80Gg0+Pj4oHFwYEd+Hq8MBhQGPVUcnMh9Gk1BejLpT17gVrkSyMDKTU3TZY2o0UmMOuu0Mn450ovnLsNMO9+1G07YgEGsObR2SaXdwjR8W5iifrHRBzn+YDGFrqYhhNMzPe8leOJfzBOyQCbjWL26xE2eiOBmmu13jH/A9M+H81H2TewtTb/PfI2MiAshWDwbSiXrANO+LZ3pXq1Hqf30tnj27BmXL19m3759Uo1YlSpVuHfvHlOmTCEkJIScnBw+/PBDKXrVs2dPPv74YynaBKZao+xsMSU6NDSUlJQUrl+/zrx582jWrBljxoxBp9Nx8OBBYmNj6devHytXrmTmzJm89957JCQkEB4ejlarpX379ma+jM7OzjRp0oTAQNH7dPHixTg6OlKzZk0qV65Mz56iRYlRsfPcuXP4+PgwZ84c6tevT0BAAMeOHUOr1aJSqWjVqhUvX76U+mHlypVmipAg1tSp1WrJ9mDjxo3069cPuVxOtWrVcHd3JyoqCjc3N/z9/SWPwsmTJzN48GCCg4NZt24d9vb2bNy4kStXrki1c1qtlvXr1xMcHMzWrVt5/vw5e/bskchOREQEYWFh9OjRgxo1avD48WMKCgpYs2aNWUS2OIym6mFhYXTs2JGQkBA+/fRTAGliICBAvH9WrVrFwIED6dixIwsXLuTGjRvo9Xosi+p1ZTKZZN+gVqs5d+4cACNHjmTRokW88847ZGZmUlBQQFhYGGPHjiUwMJBPP/2U3r17U6FCBXr27Ckp8paFdevWUbduXZYtW0bVqlXN0pXPnj2Lr68vGzduZOXKlbRv354aNWqwdevWt67TKw3FrTlycnL44osv2LRpE6Ghofj5+REWFsagQYOk2teAgADOnj3L2bNnOX/+vHQPGD0rX8fPP//My5cv2bt3L82bN8ff358+ffrQpEkTQFTSnTVrFkOGDMHPz4/27duzePFi6Xhvstcox/9ulJPHcpSjHP9RUHfqiEXrVmWuz/KuzOrp3/OpU2PScv9aqtvNsZC6TY9wv+Bwmd6NADKDjF6PB2Dzuyva/LJf6KFtrlItfxGCrmTK69gGEH+0CwUF9dm0yYeDB7M4cCATuRzkcgEBGV7PLdEb4FF6PrmFerb0CiIhs4CalSoj18k5EXeNBt7B2FpY0eDb4fxwdT9W1lZMmTJFmlmPiYlBq9UyKeExq7JfkVVEb7IwoMnL5sXVA6TcOkb2k3voc58hKATs/OxQWCnMTNvztWJtUOPgl1AUCdIZoMV2GVWDRWJ57NgrmtTxYFXHygA4qZVo9QY2XtvPh3+sRC7IqF69Oo8fP0an0yGXyWgcF4vP0yfUe5aMh28wFvZiuqJMmcPTc8lcXnoVWb5ICpXK19RWZUU2I3qxbfsP/cns2bOp/OtOfJ4+4dLuNWjzxYG9Y6ADBgzUdRfFK5RF/fBnuEgOrie+oFCvw0KuRCaTodXpMABNVCrAQEFaMsZgo2C0ChEE0SFDD2Xl7VjKlQiCwKP4+NeyVE1fsK4gkrP0fHPRDFe1SDFfvdJL2xuK+l0hgLONHd72rrTwro6r0pZz584RHx+PQqkkxM4OW0Ggcl4ueSmJuNfrCEDaswL6r5hBm29aYR9oz86qW1C3lmRr2Xu0DQ/tpmMwpupGnIAdaaATr4tcpaHJ+GjqDG4s1UG+Sk/gz9NjSXMxTbYoNQaavuYJCRBlb8/JUSPRvZb61WTHN3z1+ye0cjT/3cU/teLauQ74CT2xVtgwosZI1Ip/vGYqLi6OOnXqkJSURHBwMLVq1WLixIk0a9ZMitJ//vnnhIaGotPpUCqL7getlvv37xMXFydFpY3pjkayt3//fklQx0jKevbsSUFBAUlJSbRp0wZbW1uePn1Ks2bNGDduHGlpaaSkpFC9enXq1avHL7/8InkugpiOKpfLefnyJYmJiaSmpjJz5kxJ3h+Q1Dz9/f1JSEhgx44dxMbGsnr1aiIiIlAqlVhaWjJ//nw2b95Mbq44MVSa1YOlpSUzZ85kxowZfPfdd/z222/UqlWLDRs2AGLNn16vp1u3bkRERJCYKE4KXblyRarvVCgU1K9fn6ioKPr27YuLi6gUrdPpyMzM5MKFC7x69QpPT08WLlzI1q1bsbGxISoqigULFtC7d29u3bqFRqNBp9MREBBAbm6uROaKIzZWjIIXJ5fG+82YXmlUXv3pp5+k+jJj+vGbbA+MgkSFhYXExsby9ddfs2fPHvR6Pc2aNSMvL4/x48dz6tQpgoODuXHjBleuXPnL+rJr165x8uRJM5sGY/uzsrJ4/PgxGo1GIl4gWjC87tv5d1DcmuPevXvk5+fTvn17szZs27ZN6k9fX18sLCxo27YtPXr0kL5bliflzZs3qVOnjuTvWNo5L1q0yOx4I0eOJDk5mdzc3H/YXqMc//9RTh7LUY5y/MfB4bNPEaysSiw/338Ck7rP50x6SR+r0lA3JAWbgO08zol543Z2env6XhtG/ok3ZPkLBnqGHsU3Y7Voal8aunaD+s9A0NG3rxNffeXNsmXP0OvhwoVc5oTWwFYvRt/ScrUoZQJanYH4jAKq2vthMOjZG3WGGm5+pORmYG0p9oGzszMrV65k3rx5ohG2IKAAKshkDLOyprZCgQBYuVbCroopgqQvLCAnLQuD1kDO0xys3a1QKpR42VYEQGcQX+RjtpzkvWLCbfNmV2PIELGW5MyZbE6dT+aHq+JgNiYllxDPyqiLfPhUciXnL16Q6pXyCwqwEAR6qq3QYeD2jQiuft6LG199wK0jp4n+KYbqo6oh5Mu4mnSJaT9vFQ9aRGplCrFvt54+QsXl3VnxwxpJAENdFFGiKD3Us4UnAFeLIqiJpoxKlMXsIJRyhWS1AXChmKS82kE8T6W1SJoMhpKRRoVCbJtFUXgwT6spU/reiJxnYvTEwsE88lg8oJ2VJRIWa2sBC6VI9mq6ClhYqdh6/RA346MJ9PLFysoKa2trVD4+JOv1XNCItaPNs+KxcvWh1viNxGW2JUDeTdr3b5V/RB5qGqgdP12Tm/KFGIwkLeYOfHsdCipL21R9L5LWs6thYetQ1Bc6Tp+eR7T8JFia6hgrP4Au2X64OpgGlTlyOYdbNufph2MQ7Oyk5XZPHzNxxShmp13EycoUhTQYBC5e96Zy/hSaF/ML/UcwduxYFAoFXbp0oUqVKnTs2JGzZ89y584dMjMz2bx5MyNHjmTp0qUA9O3blz///FOq1ZPJZFhYiNfp+vXrADRq1AgQCeN7770HmAiMnZ0dtWvXRqfTMXDgQKkdgiDg6enJuXPnMBgMREdHc+PGDRYuXGhWh3X69GliY2MlwmowGOjSpQvVqlWTBtfGeqZu3boxZcoURo4cSUBAAFOnTsVgMEjR7+HDh9OyZUtiY2OZPn0627dvZ+PGjSxevJiMjAy0Wi3x8fEsWLCA9PR0pk2bhkajYejQoYwePRqFQsHcuXPJz8/n1KlTtG7dmrZt2wKwb98+7IpdS+M5ymQyyUdyzZo1aDQa3nvvPapVq0ZSUhIVKlRgyJAh3Lx5k2PHjtGwYUMOHjxIly5dcHd3x2AwEBwczIABA9i4cWOJ62m8BuPGjcPR0ZHQ0FAzZdHly5czf/58QIyONWrUiDp16vDtt99K94PRCiMrK4v4Yp6z9kWibGvXrsXf359FixYxbpyYGZGYmEiHDh1Yv349bdu2ZdGiRTx//lyKagJMmDABCwuLEgRdr9ejVCoZOXIk7777LoIg0L59e06ePEmnTp2Ijo6Wtr137x6dOnXCxsaGO3fuEB4eblaG8Ntvv1GjRg3UajXjx48nJydHisYWR3FrDuO99Oeff5pZRdy7d0+aEAkNDWXevHlUrVqV58+fExwcTIcOHaSJgNfxVyI4er2ehQsXmh0vMjKSBw8eSOq9/4i9Rjn+/6OcPJajHOX4j4OiYkVsP5omfU6vHMSKGRtZZV2LrDdEBY2wUOpp0ewmTyx+JruwbO9GgCqaADoc6UVWZNl1aUqVjoGhO3F9sa3MbejeA+okgWCKsowd60Z8fA22bw4mM11LfOIzsgrEGjmdwcD8tj5YulRHpzdwPiESd1tn0uYe5vbzWOp4BZGhycbV1ZXExETs7Oxo1KgRep0OmcHAOTd3rrh7Ms7WjttaLQYg92UCWbHXSzRNoVagsleRk5yLt10lelcbwOgGk3C38cTV1oaaFSTuhr2lQNM2Bdy+LbKchg2tCXa1RlfElSrYqrk2djPXx4lpXIV6LYoij05BEPC0taWphQW3CjUUAgaDHkGuRFCoOPbVAbxae2HlqiYnPYd90buY16NI3VKQ8e23L2jafS8f7Ipm0e+7UMjkdGjSBrlcjgHIMxiws7KVzit6mzgpEJ16F5kgIBfAzckCnQ60Wr1E9rI1eRgMBrOaR4uiwbdxIlzzSiSUhmLU0ThFYWcnvkoLdG8mjMUhyItsUdJNIkGyoleyMUW1eMaa2lqgVkVHLiVmcSP+PpZKC6xVah4mPaamXzAZGRlEFUVWQmxtkQHXom/xaZPmqIp2eO6qD1VkPRCKWv6H5y60XXKkaPPlK76cyV6KwbLIBy71Oaw6AOmmCI979YeEfmqPg6+JVEbd/pXTiavQOZsIpE26gdD7LtRwNm0HcMPNlfPjx2Fo2MBseb3ff+DLXz6mnYNp4GiplDP+nX/MwBvEtEZBECTfwV27dnH58mX69+8vWXMcP35cSlf19fVFLpeTmppKhw4duHHjBnl5ebi4uKBSqTAYDFLKpp+fHwaDoUzFzLFjx2Jvb8/QoUOxs7PD09NTUskMCAjAzc0NT09P2rZti8Fg4McffwSQUvqGDx9OhQoVJMXPu3fvMn/+fMli4vPPP5fSb1esWEF2drZ0D8tkMjPF38OHDzNw4EBWrlxJrVq1iI6OZseOHTg6OkqE2QiNRsO7777LwYMHCQ8P5/333ycwMFCKgO3evZt1RWrJCoVCIo9arZZr165RtWpVunXrxvbt2wFwcXHh9OnTZGVlkZiYiEwmY8yYMTg4OODv70/r1q25cOECubm5nDlzhqdPn6LX69m7dy/Lly9n8+bNPH78mClTpiAIAsOHD5dqSBctWsTZs2fp0qULbm5ueHl5kZWVxfLly/ngA9ELdM+ePaxdu5bs7Gy2bhUnoqysrDhz5gyTJk3C0tKSDh06oNFo0Gq1UhR53bp13Lt3j1WrVjFixAiaNGnCF198QaVKlYiMjCQmJobGjRvTrFkz1qxZI9UEtmjRgsjISKk+848//gBEmwaNRsPGjRtp2rQpN27cYMWKFdL9VLFiRZRKJYcOHaJVq1bUrl2b48ePo1AoyM3NpU+fPoAoqNS/f3+GDRtGVFQUs2bNQqlUlpiset2aIyQkBAsLCxISEkrYRFSsWFH63oABA4iMjOTatWv89ttvZpMfr6NmzZrcvHmzTMuRunXrEhMTU6o1hfH+fJO9Rjn+96KcPJajHOX4j4TNiOEoatfi1OCPmNSxpPhGWfDxyKNqwz+IyT3zl9s2e9WaGnsak5Ncdn2jjW0hA1utx+b5n2VuQ6+eUCsRhFIM4wsscHsYwAe13fj9Xgrzjj1GKReo5W6Dr6cPdT1Ef8vn2ek0rlgdjbaQG8n3sanoQl5enpROVb9+feLj48nNy8NWEGj38jlVnj6h08vnWCpV2Ac0xM63FjXGrMOmYjUQBNSuagSFgDZPS97zPLR5WuJSHrL64nJ23fmJtLwULOX53H6O5ImZmW+gTt27+PiIUZb70YU0q2hDUqZIgu4+f4V6bmuqfiWmOskVCmmg4OfnR3ZeHn/m53G/WHpSSNhKnIObY9AbyE7M5vAHRxn//QislVaErd+GchEoOp1h3LhEXqTm42ylpIqbK8+y02gUUIvs7GxsLCzQAVk5pjrTwuxCBJmAQqagqoc3OgPk5hYiCGL0sDSyZ4zYFBQNxgqzU0u9pMVFctLSSp+wUMrkZp/NYoxCSc8OI6nTFu3YWgn+Xmo6dbInP19L5LMMcrUGrJUytPoCBAF0Bj137ovG8d7e3giCwFO1mj+Cq3HKzZ1eV0/zcdIplEUE8sK1ilSmp3SscJc/yO7+EllRJDY6ypWDTxaht/UVG6HJh9U/QVwAGMTvWLum0H5RBj7N6kptT3sRw5/nJpLlZgrvyvRQ566Sdy2qorY0RSnSlAoOdggldVgYGL0iAZuXyXy48kM+eXYaN2slo9r64+lYMsPg78Dot7dx40ZCQ0MRBIHOnTvj4uKCjY0NnTt3xt7enmXLlgFi5OnYsWOsXr2ae/fusXjxYl68eCENzufOnQtAu3btqFmzJmPGjPlL03SA6dOns3z5cnbu3ElMTAzp6ekkJCRw7Ngx4uLikMvlKBQKKcJkjCRNmjQJgNq1axMQEICTkxMzZ84E4MyZM0ybNg17e3vatGlDcnIyycnJTJ48mcLCQgoKCnjw4AEREREcOHAAlUpFfHw8hYWFJerPjNBqtaxevZqOHTvy7rvvkpOTQ9OmTencuTMgKrK2a9cOgIKCAvbs2UN0dDTjxo0jPT0dKysrtmzZIpGwOXPmcPz4cSldtrCwUFr3eoSpYsWKdO3aVbKxaNu2raQou379emrUqEFiYiINGjRgwoQJfPPNNyQmJtK2bVs+/vhjcnJyOH/+PJ9//jkdOnQAoEmTJpLVSnh4OCBGJmvUqEHDhg2lyOu+fft4+fKlFMF0d3cnODiYIUOGUKlSJaZPn056ejoymQy5XM7+/fu5cuUKixYtAuCLL74AoE+fPgQGBtK7d28AibCOGzcOvV6Pra0tLVu2RCaTERcXJ6nnWllZMXz4cGbOnImPjw8DBgxg2bJlKBQKKUJ5//59kpOT0Wq19OzZE19fX7y9vVEqlWRnZ5OcnExUVFSp1hy2traS9cvWrVuJjY2VrF+MbQRRhKtp06YMHz4crVZLt26mbIXX0b9/f9zd3enevTvnzp0jLi6O3bt3S7Yz8+fPZ9u2bSxYsIC7d+8SFRXFzp07pd/QX9lrlON/L8rVVstRjnL8x+JxUhoDN15F+5YRn8Z1n5Ak+5MCXcEbtxMMAt2S+lJ4TChdRrMIrm55dK32JYqMqLI3er83VHtU6iq9Vs6ZFZVIvmluQHwhIYtvLyfzdf/pNLALpNG6kagUCm5N2IZSpqDKqvdxcnLCyclJ8kNLTk7m2KFDuOp0JOh0+MjlbHR0pltqCq8woLJ1pjAnE0tnL/JePOaNJ1YGFrWGB96ebP/xqdny9wId8bJTseHqc74YMJ4enm2Yf2wD22+GIwgCKpWKgoICqlWrxv27d5EBpisgILe0RldUp/i6dKlKLkdTpFhqADq39+bA0Sf0rF+L36/eKtFGpUxGoV6PXKlCV6jBwlpFQU7Zliv/Trha2fMyN7PUdQprB7S5maUWTnrZViRf/5xCrQatDnK1okBPpUpKniRqUcrgo+beLDkl1p41qVidy0/u4eXpyYAPBomKnhoNDb/fiKGIjNzoPpRP3ZqjK5oFaFg7mQRhN/qios7G2c2p8Icv2gKRCDs65dOjzjco04r1cWgnaJwBgunqRe2vwa2fr5gpydaqPww/XSPQmCK5+dYC530yeJL23Oxc3QsKqH/gTwx37pot17Vui/f2LciK1eD+XYSFhREXF0dERAR79uxh7969xMbGcvbsWS5fvoyjoyMDBw7k5cuXxMfHS0biOp0OQRCkSLSdnR2Ojo58/PHHLFiwgGfPntGgQQO6d+/OlStX+OOPP9Dr9URHRxMUFMSpU6do06YNKpWKRo0acebMGfR6PUuWLGHDhg1SzV2HDh04cOAA4eHh7N+/n927dyOXy0lMTKRatWrcuXNHUu0MDAwkPj4ea2trgoODOX/+PKdPn+bEiRMsX76cjz/+mPnz56PX61m0aBHLly8nPz8fQRBwdnYmIyMDuVyOVqs1S4cFJAVZEA3qnzx5wsGDB5k8eTLx8fHodDrc3d15+vQpc+fOZfjw4VSuXBm1Wk3NmjW5ceMGVapUoX///hKZcnFx4dmzZ9ja2uLq6sqTJ0/QaDTUqVOHihUrcuzYMT766CMp3RNEew0PDw9OnDjB6dOn+fLLL3nx4gUKhYJGjRoxfPhwZsyYQUFBAfn5+djb26PRaCgoKKB+/fqkpqYSHR1NXFwcjx8/pk2bNsTGxhIcHMyhQ4dYv349v/76a5n3y+bNmzl9+jRbtmyhfv36DBo0iD59+khWCu+99x4HDx6U+nTmzJl89NFHgBhlu3HjRgm1VYVCQX5+PnK5HC8vLxwcHHj69CkFBQX4+PjQtGlTNm3axI0bN/D39ycoKIinT58iCAIKhQKdTifV3x48eJB3332X0NBQLl++TGhoKDY2NmzZsgUQJ77s7OwICgqic+fOTJo0ySyt2GAwsGbNGr799lvi4uJwcHCgbt26zJ49m5YtW0rbffvtt4wbN47BgwebEUvjMYznCPD48WOmTZvG0aNH0Wq1hISEsHbtWho2FK2JwsPDWbRoETdu3ECpVFK1alVGjBjByJEj2bt3L5999hlRUVHodDpq1KjBkiVLeOedd972J16O/08ojzyWoxzl+I+Fj5cTYS38/nI7WystzYq8G/+KONoYbOh3axiFR99MHH0qZ9I9aOGbiWPf98skjga9wIW1VUoQR4Amlez4tM9Ylv+5leYbPkStVPGuf0N8HNx5VWS0npWVhbe3N3q9Hjs7O5T5BeRqNOiAmkolAgIpBj2vDKKyi9rVlxqj1iJXqQEDMqVMyrt0CnFEqRIjicaIlIKSKrXzT1GCOAL8eT+d76+KpGDqz9+w5sIuDsaIs88Gg0GK/ty9exctxYkjgMFEHMWPZtAU5W4aFx84Kgp0lEYcAQqLBsa6QpEw/v8ijkCpxNFIhbQ5GeJJFfOTtLC3oLJLFVLzUkjN0WChkJGnFYVylEoZBQUGGjexIl9rIEcj9otMEEjLy+LkiG+IGrOdZvXEWrwXKhW3hg+V6gvr7N3MjNRLyIsiq5dvelBR9z6youNftDlLfI8oVNbifZCeZskv5yeT51ZM5Cb8IOwrBL2jtCi4SyStPq6BysY0SL11dRPnX3yH3sF0D1nmiJ6QDYt5QgI8s7DgYI8evOrfD4rSm7GwwGPB3H+YOIaFhUmDWxsbGwRBIDo6mr59+3L27Fn8/PyoV68e/v7+qNVq3N3dOXv2LNHR0Tg5OWFlZcW0adNISkpCr9czZcoUUlJS+PXXXzl06BCnT58mPT2du3fvsmfPHmmAbRzEG2FMWwVR1XP+/PkSifL09KRVq1Y0aNCAFStWYGdnh6urKwkJCYDoLVgcO3fupKCggLS0NP78U8xyKM1aZvXq1Xz55Zf06dMHW1tbpk+fTmZmJnK5nEWLFnH9+nUcHR3p2LEjBw8eZP369ZK3IiBF83r27EmnTp2IjIzkm2++kdRlV65cKaW6yuVyLl68yJMnTyQrDK1WS0BAgJQ22qBBA54/fy71UXx8PN26dSMyMpLg4GAp9dZovZGfn0/Tpk2ZO3eupBKr1WrZsGEDGRkZpKWl0b59eyIjIxk2bBh5eXlERkZy9uxZhgwZAogR0datW2MwGDhw4ACenp60adNGUi794osvOHXqFBMmTEClUvHgwQMyMjIICwtj8+bNXL9+nZ49e7Jz504CAwO5ePEiINYLxsTEsGrVKurUqcOcOXPYs2cPID7nFi5cKN13vr6+7NmzR8pkAKSax/T0dHJzc4mKimLevHnSehsbG2rWrEnPnj25f/8+9+7dIyYmhqioKB48eEDLli2Ry+UcPXqUQ4cOERISwrVr13B1dZVEnTIyMrh06RLz5s0rtR514sSJREdHo9FoePHiBYcPHzYjjiCmXBsMhhLE0XiexnME8PHx4bfffiMzM5OcnByuXLkiEUcQ6yjPnTtHbm4umZmZXLp0SVJU7d69OxcvXiQzM1OyLCknjv8ZKCeP5ShHOf6jEdbSjyAPuzLXV/XLwqvmrzzIvvaX+6qkrcx7x/qSdSP3jdtVq/6c0ApzkWUnlb3RgL4QHFfm6qubQkg4f6PUdU1bfMyE4N7ETNlB5vwjfNd9BocfXGLTrYMckT2UBiRGUnb69GlunD1LfaWSpzodvnIFggBblBbIlJao3XzRFxZg6VKRgnRR2Ma5uhOVO/sgyAXS7qXjaVuRIJdgnKycAQEHGxteH7oLAlhZmZbKZYK0TXHO98W5HaTmmdJHT58+Lf2/PNVFJJBF8jtg0AMCMpWAJkdDUk4iMmRYyC3IypcjE8Q01rYBKp4900q1pmsvP0MhgwVtK7F/9kwaeAcj00PLWAec7BwASLS05N7IEVAkbFF/9wamZl2T6lev3K6Al6YviiL/k1vqa9ztfhXLIhGfvDwFPx0LI6NCb1Pjb16BHx5AoalOyqPmA0KXOeFQyVda9jzpBoeuTSO3gom8CwhUjZLRSR+IvY2pNlUvEzgTGMDdKZMR/CpjN+MjlAEmq45/BkeOHEEmkzF79mw6deoEwKZNm8wIbMOGDWnatCm+vr6o1Wratm3LiRMn8PT0lH5r+fn5bN26ldq1a9OyZUvWrFnDjh07ePbsGSEhovXJzp07zY6dl5cn1aqVhp07d2IwGPDz8+PHH380s2VYsmQJEyZMeKtztLS0lAiO0RJEo9Egk8lYvnw5tWvXxtHRkZiYGGm7Xbt20bFjR0aNGiWlThqxbt06/Pz8+PLLLwkKCuLDDz/kww8/BGDZsmX88ssvZtvPnDmTq1evMmLECCwtLalTpw7Vq1cHxAmjGTNmSJHNIUOGMGzYMPz8/KR6zpiYGJKTk6lRowZjxozh5MmTXL9+nTFjxhAYGEibNm3YtGkTK1eupHbt2jx//pygoCDp3IweiMY2rlq1Smrb5s2bpdpXoyhRnz59aNWqFXXr1kWtVuPv7y8J5QDUqVOHjz/+mPPnz1O9enV+/tmkFhYYGMiUKVM4cuSImUVHSEiIVNNqxPnz5wkMDEQuL5miXhbq1q3L3bt38fX1LVEnaG0tKjQLgkCzZs0k6xGVSiWR2HKU438C5eSxHOUox380FHIZC3rWwEJh/jiTCQaaN3pAxlt4NwI0ymlGvd9bkP3kzcSxcaNYmlnOQSjIKHujQf0g8GGZq2//Wp2HRy+Xui6kVn8qpFcyW/Z+9bas6DCORRFbmT1vDkqlkmrVqlGxYkVkMhn65GSe5mRTTalCBxQCjoKM8JSX6LUFWLlVpjAnjVePb1OYk461hxW6Ah0vrr5EZatEbaWmUKNBLihIy00FDNSqZFmC6BkMkJsrLrWwEJDLZW9FBovPvv+34W1eokIxGt6gWjUMgFTxKROdIB093HEIsKewQINnRU+UchUFukLq+YmKseceiIqyNWtaIZdDZT9LlnWvjb+zmqsX15DplgGAqgDaJlfAxkocaMbZWBM3aiSoRIGexju/ZXLObalF1+64UiG/LwqZSCDvq+5xpctprFxFwqnTydh5uBtPnUebTujpY/jqOGQHSotsKryk/eJXVGxcR1qmyc8i/MQknthGieHTIjg909PpsQcBLiYCChBvpebWR9OwGTXqLXr17dCmTRvCw8NxdnamQoUKAPTo0YMTJ07w448/EhkZybZt26RatsePH3Pw4EEpAvjjjz+yYcMG9Ho99evXp1KlSixatAilUoler2fHjh0MHDgQpVLJo0ePqFu3rqTe2b17d6ytrdmyZQsODg7s3buXwMBALC0tSU5O5sqVK2zZsoV169bh4OBAbGwsa9euBUSbg2vXrkkRPxAjahMnTpTsJCZMmEBSUhIuLi4cPnyYoUOH8vTpU65evcquXbvIzMykadOmhISE4ObmxrZt29i0aRPOzs7Ur18fpVKJg4MDt26ZR/H37NlDQkIClpaW2Nra0rlzZ0nYJTw8XDq+Eca0SiMB/vnnnxk+fDgAz58/5+zZsxLx8fT0LHGN3NzcePbsGZGRkUyaNInWrVtTs2ZN3NzcMBgMPHv2jC+++IKnT5+Sk5PD5cuXGTt2LLdv3yY4OJhvv/2WlStXMnjwYGQyGZs2beLjjz9GEARu3rzJd999h6WlJZcuXUKpVFK5cmVCQ0MJDw+XajD9/f2xsrLCz8+P/fv38/jxY44cOSJZtXh5eSGXy/H392fr1q2cO3eOK1euSBMMderU4ejRo1Jq5rx58/jmm2+ktNbz58/z7Nkzpk+fTsWKFZk4caKZQurOnTsJCAhg5cqV3L9/H19fXy5fvkxcXBxHjhxh2LBh6HQ6Ll26xLJly7h69SoJCQn8/vvvvHz58i+tQspRjn8lysljOcpRjv94VHazYWx700DW1VFD/WbHuK859EbvRiO6JPfG9TcfNDlvlghv3/omNQsXIbwp9XVIP/B/UObqmEM1uLu7dIENT98mBMlalxqea/dBNxYtWczatWsZPHgwd+7c4dKlS1Rydyc7ORlBEOilFsVFzuTn88LWgZoTNoPBgExlCQik3hSVGh0C7Ml9nkdOci6aLA2BLsEU6PKxt3REEAQq2LrxKNlUm+ZpC2oLGWq1iQD89msAep2pb91tlDgUKZ0qZXLkxdIxXy+tLxHRVFjwn4q/urve8W9gptB6uUiVUQGoEdNOFVb2ZDzPwt7REYMeEtMTKNSL9+L1Ry/wdbKgroeowpr6TMb581WJjglm+IrKyJVi3508NZcCN/E4Vq8MvJNVEYsiwhjlYM+TEcOhKNrW7OevmaCJlq7DjXvOuOb0QykTU1YTFI840/EwNl4msZr9x5oTY/0xhiKSSc4rWLUTkkxKrArLfJpPuU+t/o0Ril3/Kxe/5sqrnzDYmdJYlYXQ5I6alrZBksWFSqWiedu2kqfmvwLW1ta88847+Pv7Sx6J6enpdOzYkeXLl5OVlUVGRgaTJ09mw4YNKJVK3N3d0RTZtWg0Gtq0aYO3tzd79+5FoVCwevVq+vXrB4hG6Pfv32fQoEG0b98eBwcHKVW1uFJlbm4uS5culYiHMeU0JCQEQRDo2rUrGo1GEsOxsrIiLi5OUjYFmDFjhpnaqZeXFz/++COWlpb88MMPHDhwAICjR48yatQobG1tUSgUHDlyBBcXFw4cOMCDBw948OAB8fHxVKtWjaFDh0qKoCCSnIcPH9K0aVMePHjAwIEDuX79uiTcI5fL2bNnD5s3b5Yiat26dUOn0zFgwADu3LnDwoUL8fPzw8LCQhKeMRLqL774wsx2woiNGzcSEhJi5t0IYmru+PHjpUhxlSpVsLGx4fr16zRs2FCK9i5fvpxu3brxxx9/YDAYJIsPQRDo2LEjV65cwcvLiwoVKtCyZUsiIiLYsWMHubm5XL58mR9++EESzenbty+BgYGMGjWK+vXrc+bMGZYvX06HDh148eIFYWFh9OzZk44dOzJlyhSp/R9//DG+vr7cv3+fTz/9lAULFhAWFkZkZCShoaFYWVkxY8YMdu7cydmzZxk/frx0np9//jmLFi3i/v377NmzB2dnZ0JDQ6levTqTJk3C3t4emUyGnZ0dZ86coVOnTgQGBjJ37lxWrVpFx44d3/xDeAN8fX2l6G05yvE2KBfMKUc5yvFfAYPBwNSfrpOvjCbTZj/Zha/+8juWBjU97vQn62rZaqoACAZ6tDuBW8qWN283tD/43C9z9aOIEC6uvVqqSIqtYyXeCZqH8KqkSXJ6BYGDiodmaW2nTp3iSHg4GWlp6IEx1jb0UFsRmvICAbCtWBW/3vO48eVAVHauqOxcyXtxH51GS6X2FXl6NhkrDyuy4rJoUakN15Ivk1+Yhx49MkEkKlo9qJVQqwJceAK1allw61ZBEQcR0OtN52GllJFb+NdE/b8dgmC6vK9p/0hQKpXY6HR4ymTc1WqRKVTotRosbO0oeJVF4wUNePJrMkn3krBW2aAzaPFx0LC1m46G3jKY/j5YiZHtR2eqcXGtGMW2sHSgQ/0VyNLFe+iFt4yjhgfSfdMg6SluP5h8804MnclauSk9tEZgBum2O9DoReLkqHMi9GxPXsWZIiR16yZSX7EUobCYdU337lArGQTTvfv0ZiDnv35IYY7pd6i2dqVNowVYPDcnh9mOMiIqvKRG3Vololp/B2FhYaXWaVlZWSEIAjqdjvz8fGxtbRk5ciQvX77kwYMHvHjxQjJKP3v2LC1atMDe3p6MjAwAFixYwJIlS0hISCApKYmGDRuyZ88eevXqxbhx4zh27Bh3797l8OHD9OvXj6wsMWU7PT0dBwcHtmzZwtChQ7l48aLkD/njjz/ywQcfsHHjRoYNG8aCBQv4/PPPadasGceOHeOLL74gOTmZM2fOcPHiRXJycnB0dGTLli0MGDAAENVKnZycsLW15enTp5JQz7BhwyTydPDgQd577z1Gjx7Nd999R0BAAElJSaSmpko+fUOHDmXLli34+PiQlJSEVqvF0tKSb7/9ViLClSpVIjEx0eycJk+ezPnz52nUqBHOzs68fPmSLVu28P777wNw9epVGjRoQEpKCs7OziXEVoztNUYljfDy8iImJoYFCxawd+9ebt68KS3/8MMP+fzzz/n555/p3LkzDRs25MqVK0yePJkvv/wSgHr16pGSkkJCQgJKpZKmTZuyfv16XF1d8fb2ZsuWLfTp04f169czZswY1q5dy9ixYwFRLGbRokXY29vz6NEjnJycmDhxolldaMOGDWnQoAFr166VhHF++OEHKdp67949qlWrRlRUFFWrVmXw4MGo1WozZduzZ8/SqlUrcnJyOHjwIEOHDuXJkyfY2prSuf+n8PLlS6ytrbEqxTu5HOUoDeWRx3KU478UxjoP45+zszMdOnTg9u3b/6PtOHXqFIIgSAOxfxcEQeCTXlXJsz/8VsTRS+tN95MD/5I4KpR6+of+9tfEcfiANxLHpGtBXFp3o1TiqFCpaVNjbqnEsVAFp22fmhFHgNatW3MubCiPPb1ZYu/A/vw8Oqe8wFIQqBrSgKpDv0JhZQcIFOak4xYYQof17QHQZBagzdfi3VxMITMIYKGwkJQ3a3ooMBhE4lOog8c5YoTh7l0x4urpqTQjjkAJ4uhi7VB2X/2XwbKYtlDxDF1jD6kVFjha2uJoLdbmqtVq0vV6HhbZlSiLoipONUJR21tzbeVNMjLTmTVzDis7fMuXHTew5cOlNPASxBrJjadAL3oxVm55l6BOokBFQX4GZ2I+x2AtNsjtiZ4WliYydsXLk8xBpmhY283LGY1J0CnyvgP2Wf2xkIv2GenyNA603IFdsGlwf/16RU5mLMVg5WY60b17IVwFBtPA17P2fUKXuWLvbUrBzst5ycET43jm+NhkHArYpOvpZBHyTxFHIzp06ECfPn1o2bIlnTp1onHjxoSHh3P06FFJ2TM7O5suXbpw7do1rl69SlxcHJaWllhZWdG2bVvAJEZz48YNfvnlF/R6PZUqVZLERaZMmUKfPn1ITEykcePGCIJAaGioWe1ccSgUCurXry99HjhwIHK5nBkzZrB3717S0tJwdnYmISEBa2trfv75Z5ydnSVl1tjYWAoLC2nWrJm0D6VSiZeXFwUF5pkQu3btkixBdu3aBSDVHCYlJZGXl4etrS1WVlZYWlpKQj8jR47k1KlTuLq6kp+fz+zZs/nmm2/Yvn07z5+bq+QasWDBAjp27Mj69evRaDQMHjyY+fPnExUVxcaNG3F2dsbZ2fmN1ywiIsLMSN5oqQGiWI6x9jE1NZV58+bx6tUrrly5wqxZsyRiWbxvLS0tpbTjP//8UyKG58+fx8nJiRMnTvD48WPOnTsHQKtWraTvenh48OLFC/Lz8+nevTvPnz8363MQ7UqiosyF0mrWrGm2D0C6dteuXWPLli3Y2NhIf6Ghoej1eh49ekT79u3x8fHBz8+PDz74gJ9++onc3DeXT/wrYIyuu7q6lhPHcvwtlJPHcpTjvxgdOnSQvL+MhsNGv67/RjiorZlSb5pktl4W6uU2otG+d3j1OOeN21nbFDKwzffYPf/jjdsxciBUjClz9YsoP859dQ+DriQ5BHin+WfIU0v3CrwYkENWdkky7Jubh81vuwEYYm3DxQoexHl6M6tBC6Kib/DiRjgFackorR0wGAy8M9QXrA0gwIubKfj38GNoi1HIBBkZeWlodVoq2ov+WgH2WgKKxnubukFAkBMANjZivxoMsLyzeXqZm72j2eeUnAzp/39V8yjISyq7/q+GYPynSExFa1qs15tEQ21UYn9Zqy1Iz3+F3GASXwEwCAIV5XJqywQEQUb6/YsE9VvCkN+G0OabVtxrdBO7IJG43bzpxUsXUU2S1Ofw5yswiKS+9gdRVKguirakv3zAjbQdUFQDXCnWQENHU3TxbBU/cnv1kj6/+8NSRsgSpc93H9hjk9YPtVyMSmUL2exutB272qbB5YP7zuyPX4jOvhjZuxgBPyaDzl1aZOv+nPZLc/FuWNus+y6c/Yxbmn0SyRWc1ag6BvKvgIWFBWq1GkdHR1xdXbl48SItWrSgadOmzJkzBxBVUcPCwnjx4gX+/v6SybpMJqN+/fpUrFiRV69e4eXlRdOmTVEoFFSpUoU5c+ZIA+68vDz++OMPDh06xL17os+mTCajcuXKJdr066+/otVqsbGxwc/Pj3nz5kmfGzRowNSpU1m7di1JSUnExsaiUqm4e/cuP/30EzqdDo1GQ9OmTQGoWrUqjRo14tSpU9L+9Xo9Xbp0kZ7tKpWKcePGUaNGDc6fPw8geecZDAbGjh1LQEAAWq0WPz8/vLy8AOjYsSNz5syhT58+zJ07l7y8PCZMmMDw4cOl83Z0dJQiiAAXL17k/PnzdO3aFVtbW2xsbFi8eDF16tRh8+bNZGdnl1CF7dq1q6SMCkhKuNWrV+fdd99l69ataIsmVhISEti/fz/p6elotVqJ5CxdupTDhw9LKbfFo5fFTeiDgoLo06cPQUFBODg4kJGRwbZt2wgODubUqVOo1WqqVasmfVcQBAwGAwMGDKBv376l3mOvXr3i7t27ODk5SbWG0dHR0vpDhw4Boheoi4sLCQkJjB49mps3b3L58mX69++PjY0NlpaWDB48mGvXrnH9+nV++eUXrK2tpZRjKysrqlWrxsGDYrlBeno6AwcOxNXVFbVaTUBAgCTYAxAZGUnbtm1Rq9U4OzszatQos5pZowrxp59+iqenJ4GB4m/u9bTVzMxMRo0ahZubG3Z2drRt29asLvbWrVu0adMGW1tb7OzsqFevHlevXi21r8rx34ly8liOcvwXw1hz4u7uTu3atZk5cyaJiYmSBHpSUhJ9+/bF0dERZ2dnunXrJtWmAFy5coX27dvj4uKCvb09rVq14vr169L6+Ph4SZTAiIyMDARB4NSpU8THx9OmjSj1bxx0hIWFsW3bNpydnUvMmPfq1YvBgwf/U+dcy7U2fYJKf+kDdHrRA4/fqlCQ9WYLB2eXfPo1/ALLl2ffuB2jBoJXdJmr0+O9OfP5I3Sa/FLXN285D6vnqlLXxVQ18Ci1pKKrUq+n+u7doDUno3qZnLh+8/EJHU3SmZ+I3DAOQalCAK5cOkLOs1xkChl6jZ7K7/ricd0HW5UdUS/vkFOYTbNKrZHL4PwT0z6tLeVcu5MKQEaGOAhMSipk5gHzc1bLLZCVQRL/qjqiLFL9L8Nb6PX8rZehwfiP6bxkAsiLduLsLJIieRGLzMoR0xgz83Oo5OSOr68vgiBgaWVFhl5PqraQrzv1pdbY77GoEIwmORQZMvSCnoiGR1Cqxf38cbINhU61xYNcuwAxIiGQyfQ0m5SGtatI3B4/PE6swlRXWzVKoJqLr/T5ZPUQNJ1MNVIdNywkTJksfY6Ks8MypR9WCnGgrhEK2Fl7C7aNLKVtkpNs2HVzFhrneqZ+iY2Bby5BXhVpkdIyj+ZTH1Cjj3kdZFzMIY7fX0ihu4CydzUE1dsrUr4OY5bF1q1b2bdvH7t27eLWrVt8+eWXGAwGDAYDrVq1kgzPu3btCojPKq1Wy71797h79y4XLlwgMjKSqVOncv/+fRYvXkx+fj7VqlXjwYMHLFy4EEdHcZKkT58+3Lhxg5YtW3Lp0iWOHj0KiMTidVhaiv32yy+/sHr1ar7//ntmz55NZmYmCxcuZOTIkej1egwGAzqdDoPBgLe3N6GhoQiCwNChQyksLEQmk7Fs2TLef/99OnTowL1798jOzsbd3Z2CggK+/vprQLTb+P3339FoNCUUYOvWrUt+fj5RUVFoNBru3btH9erVadmyJRUrigJGCoWCxYsXk5GRQXR0NIWFhdSoUYORI0eSnJxMZGQkP/74I3fv3iUpKQm5XM6tW7fYtGkTAIMGDcJgMODg4IBer+fkyZMA0nUIDw83qwcdPXo0EydO5N69e6xfv54tW7awdOlSFixYQGFhIWlpaWzbto24uDh27NgBiKqyN2/epEOHDiX6u1WrVhJhNarLAlSrVg2DwcCWLVvIzc1l0aJFqFTmz968vDzpHLp3745MJmP79u3S+uzsbH788Ufkcrk0eQCmSPWff/4p2ZR8//33HD9+nCpVqnD37l38/f1ZunQp9+7d47fffuPOnTv07duXDh068OjRI9q1a8eTJ09o3LgxMpmMVatWsXz5cqlWd968edy7d49Dhw4RFRXFunXrcHFxAcSa2g4dOuDo6MiVK1fYtWsXx44dM6urBDh+/DhRUVEcPXpUqpEtDoPBwHvvvcezZ884ePAg165do27durzzzjukpaUBYtTc29ubK1eucO3aNWbNmiXVLZfj/wbKyWM5yvF/BNnZ2fz000/4+/vj7OxMbm4ubdq0wcbGhjNnznD27FlsbGzo0KGDNMv86tUrhgwZQkREBBcvXiQgIIBOnTqVOkAqDRUrVmT3bjE6ZpRjX716Ne+//z46nc5MqCElJYUDBw5INTb/DPpVHUBt1zpmy1QGC/pGDUX40xKD7s1kpqJPFj1DFqNIL+nBaIIAHw4Ez7KJ46tnFTi17CWFudmlrq9RdwiuqSXVBwFSPWRcyYotdV3LO3cxxJX0jzw5ZDrRGVoqNOhCnUnbaDhnP3UmbqXVuHeI2fmAM1PPYuFogSAXcLrsxoPoB4CAzqCjW9U+dGjogaUcnr6CuHTwdYDFV0V1T7VawM1NgaWlQGX3kql5j9OeYamwQPGaWE5xFF9qrf4fTJN6w+W2KNLqKR4bMZJg2VsIt/g7ibP3w1rVwKjNlJqqRS6H3MJCXK2UVHFWIxME7Cytych5RUFOHjNnzmTFF18QOXgIp9zc6XEjgnYOIomOeWRLgJWYSvdEkUBu+3QAdFoZh2NGY1AVpYfu2AVZQeJ52L2ixUf2yFUiUbl9bRMpziZCWPeOksouXtLnY/Xro2vTWvrcZd08Blq8lD7HxNuifN4Pa4U4cNULOnYGb0HdyhQlzsyw4OeICeS6vWvqkPQUWLUHUkyRaUGA6r0iaTG9NkorG2n5q4wnvAxKR1bBtOwfhTFdVS6Xk5+fT3x8PG5ublL9XWlo0aIFSUlJfPnll2RnZzNv3jyaNm1KbGwsAQEBdOnSBaVSya5du4iKiuKPP/4gM1P07hw2bBiBgYH88MMPyGQyRowYwebNm0stC+jatStKpZJPP/0UNzc3+vbty7p162jcuDENGzbkp59+AsSoYnJyMuHh4Tg5OUmpoL/88guurq40b96clStXUr16dWrXrk2/fv3Izc1FJpPRrFkz/Pz8pL543bvPiPnz57Nt2zYWLFjA3bt3iYqKon379ty9exd3d3cuXLjArl27WLduHXFxcWzfvh21Wi1Fwtzd3alevTq2trZ8++23eHp6kpiYyJo1a/D392fEiBHs3LkTpVJJSkoKNWvWNLO62LVrF05OTmZ+fiNHjpQEZWrUqMG0adP47rvvAHByckImk+Hl5UVycjIrVqyQajVfR2FhIceOHWP06NGSsu5HH33E8ePHuXPnDt27dyc3N5cWLVqUeU9EREQAItGUy+U0b96cbdu2SWnAvXv3pqCggH379tG8eXNJhbZWrVqAGBHtVRTZ9/HxoVatWmzbto0LFy4waNAgfv75Z5YvX056ejpfffUVH330EVWrVmXs2LHcvHmThw8folar0ev1tGzZks6dO0vXMiEhgTp16lC/fn18fX1p164dXbp0AeCnn34iLy+Pbdu2Ub16ddq2bVtqyrG1tTU//PAD1apVk+xUiuPkyZNERkaya9cu6tevLynAOjg48Ntvv0ntaNeuHVWrViUgIID3339fOv9y/N9AuWBOOcrxX4qwsDBJiQ8gJycHDw8PDhw4QN26ddm0aROff/45UVFRUlqhRqORJOXffffdEvvU6XQ4OjpKYgVGsYAbN25Qu3ZtQJzNd3R05OTJk7Ru3VoSRTAKLRgxduxY4uPjpZSc1atX8/XXX/Pw4cO/THN8G2QVZDL51CRS8l5SQedBm3Pv8Sr2zWmqACEhL2huvxQhP+0NWwkwdgC4lU0cc9McOfaJlpwXz0pdX9GvJfXtBkIpIjMFaoE/PZ+QnVOyvQFZrwj8anWJ2smMSlWY2HmuZB5vRPWADF7YbDNbFn/wMck7XpCRk46nrTcBzkHcSL5GdmEaSkFPbiH80BUy8mDaUXHwL5OJKZkgHtooBqNWCORp//+9RmQI6N/CMEQul5eoGy11O0FAV8ZrUSZXoNfpERQyDFotFo4WkC1QUJiPg9qOqs5ZXEkCR3sVGr0WlUpGXraAvVLgw8beTHtvK0KmlgK1wF7XeAo0BThotTT/6msMOTlkefowsccCXhXosFTp8au3i5R8ceDX//pwsm6JdVAtmsYQkldkIm/nCJOagFzcLv5cCBe+viK1ObTtaimyrZMbOB6YwbN0kSTK9QZCjx5FuGiKUu6asIIdeaYUZD/vHATPXbwqNPl2dk/qS+ERE7GWyQz0an8Ipxfm/n/0fx8C40Ew3eNZTysQsaKQrKeJ+LfrS4ORC/7ymvwVwsLCyMjIwMHBgaSkJGxtbTl48CAGg4H4+Hg8PDxo3bo1L168ICoqSoqS9O/fn/HjxzNnzhzOnj1LXl4egiCgUChQqVTo9XopEgViXdujR4949eoVFhYWdOzYkRYtWjBr1iwKC0V1XFtbW2lyrWLFimRmZuLm5sajR4+wsbEhKysLg8GAUqnkwYMH+Pj4YGlpSUFBAdWrVycyMhKAc+fO0bx5c+zt7cnMzJTaZTAYpJROBwcHjhw5wq1bt/jwww+l5REREWi1Wtq0acPatWsZN24cKpWKZs2asWPHDjZs2MCyZcvIy8tDqVRSq1YtRowYQd26denatSvp6elSVohcLqdv374kJSVJnoq+vr5MnjyZM2fOYG9vz5YtW/D39yc+Pl5qw6JFi5DJZCxcuBCVSsXWrVuZNWsWsbGxeHl5sWTJEsLCwt54XXNycjh9+jTdunWjsLAQOzs7Ro0axa5du5g8eTKTJ08GkNJoHRwcpAnR1atXM3z4cGxsbLC1tSU1NRUvLy8MBgOPHokTb0bRn+L1+IGBgTx48EDKlrh8+TLNmjXDzc2Nly9fYmdnh4eHh3SdXn8HWllZsWLFCsaPHy+9A0HM4hkxYoQ0uWC0hlGpVOTn5+Pk5IRWqyUnJweNRkNgYCD9+vWjV69eUj3loUOH6NWrF4GBgbz77rt0795dSmeeOnUqN27ckKK8IKafOjg4cPr0aVq2bElYWBhJSUlSlNwI4/WcPHkyK1asYNasWSUIel5eHh999BHLly9nwYIFLF26lFatWtGuXTvef/99qlSpQjn+76A88liOcvwXo02bNpIIwaVLl3j33Xfp2LEjjx8/5tq1azx8+FCqU7GxscHJyYn8/HxJefDFixeSWIG9vT329vZkZ2dLYgT/DEaOHMmRI0dIShLTMoubOf8rYGdhz8cN51BP04jm+0Pfijg2bBBPc+s5byaOggzGv5k4arJtOLVMXiZxdHCuTD2XD0oljgYMXPDLLJU4Wup0BO38tVTRnR/7zihBHGWCAYXb6RLbDmk+nCVtvuCbzpuZ3Wox71cfxIaBy8ifJyN7NnzTCRadho9PQsWKSipUUCCXC3h7K1EV1fEZg3J5WgMfNOuItdKyxHGM+Hf6PL4NcQTeijgCEnFUKhTY2dlRqZIo+OIgCKjkchAMCDIFFnYW6Ap02LnY0rxSawq1etIKbTg/HF5Ol5GZ3paXL2vxJKYjKztVoYqjikeaCwBY5BmoZS2mCGYoFGT06A6A3dPHhL0SrTzyNTKElA5SXeXRWn9gYSeSwIjzQWS5id8hKx1+fwoGcZ1vs3tU7dJIOp/jZ2ehdRFTQuU6gdbxTjjaiZFjnUzgWPt2UMsk9vH+mun0sjYRxbgn1uie9MFOZYo27/Xaib5zHkKR6I1eL7ArvBMJThMwFM8R/mUXRDiAwTQQtfN8zrtL8wjp3oW6Q00Klv8IXk9X3bp1q5SqJ5fLUSgUknjJkydPiI2N5ZdffiEyMhK1Ws2PP/4oETDjJNbIkSO5d+8eN2/elFIkf/lFJMVTpkzh1atXvPvuu9y+fZv27duzdOlS5HI5lStXFhWfp04FoHHjxhw8eJDly5fz8KGojHvs2DFiYmJYtGgRVlZWUh2iRVH42xj1AqTB++jRo5HL5Xh4eDB9+nSioqIkgrBr1y4aNGjAiBEjuHHjBiBGU9u2bcvvv/8OwPbt2zl79iwXL14kMTGRPn36EBERwblz5zhz5gx2dnb07t2b0aNH06BBA4KCROuU0NBQAFasWMHevXtJTjZFsY0wGAzSbzs/P59t27axb98+AD777DM+/PBDifj27dtXEiP68MMPpfpTS0tLli9fLlmIFP+ztLSkY8eOZGZmsm/fPoYMGcKPP/6Ip6cn48aNM2tH9+7dad26NUFBQcyePVuKwu7atYusrCzmzZuHh4cHH374odn9U5w43rt3jwcPHiCTyVAoFCgUCpo2bYpWq2Xu3LloNBqGDBmCk5OT9B1fX18MBoM0eapWq7GyssJgMEjEEaBBgwbMnj0buVxOdHQ0MTEx0n0WHR3N7du3SUtLo6CggISEBKZMmUJkZCT169dnzZo1ANK7e/LkyTx9+pR33nlH8pEsfi1eR/Hlryvbvg69Xo+Hh4eZgNHNmzeJiYlh+vTpAFLU+r333uPEiROEhIRINbDl+L+B/zjyKAgCe/fu/a8+9oIFC6QH0T8DY3H0m/C/2d/nf3Pb/lNgbW2Nv78//v7+NGzYkI0bN5KTk8P333+PXq+nXr16JV4S9+/fl6Tgw8LCuHbtGl999RXnz5/n5s2bODs7S2mtxrS+4gkMxhl4I4w1j6+jTp06UkrP9evXiYyM/MuZ6L+LAMcA+rsOIj/9Db6MRXin1W1q6z5B0JZemwiIxHFCf3ApmzhqCyw4vdyezMTHpa5XWtjSMuRjhJzS6/yigg0kpJZOOltcvY7h6dMSy+927MvJ9JI1Y/VrJfM017wdgkHA/bJPiW2b1bqEoBfbNLYBxE+Ggnt9SUioSXJyLQoK6pKQUJOTq/rzc5+qbO9dlZ/7VGVYfS9O371BoV5HHY8Ajg79iku/HWX9+vU0adKEwMBAfv/6a554erPIzoEghQK1IKCwtMbKvQq+ncbTd90uuuzpRJc9nWiyuBFeLt4oZEqsVTYMqm9H0lQwXOqMwVAPTW4zfu4jHvvVt6fJW3iSeiG1aNu2Lbu/+YYnnt488fRm4KpjeLUciLWjHTKlDM9gD+a1XsZ3XbdT8HUDDJ+A4Xp3nj2riY+PinU9q/Fzn6o8W7eXvIUnmdbuA0msZE/Xrtzx8OJ6rQY0nX+YBrP2Mn7HCjr+9C5N1zZiVPtxrOq4jnUfLKGhF6DJhzhRccihUhLeDURyduvaZvSOYtpnwH0ZdtZi+umFypURitLfWm1fRfWibe4+sCfAqjkAKfKXvGxvErbZe7YbOrsicZa7N+FWBWldrQH3cK8pioBoNXmcurUIg624T1WegbbPPaS0YY1MxskunRECTYI1A1ZPpZutafIi/qkVmoQ+2KtMEclDrnvJ6ZaKTGEaRhw63pB76rkYZMXqn04chd+yJXVYAKWVDbX6z0CuKL3W9++geLqqXC5HJpPxzjvvkJubS716pnrMxMRE6tevT79+/QgKCsLR0REvL68S75jo6GjpmWmcOPD29gZEEqlWq5HL5QQGBjJ27Fg6duyITqcr4U84ceJEqlevTk5OjkQEjWmAjx+b/yaNRMeI1NRUFi5ciK2tLd27d0en06HT6XB1dcXf319KlTTWuxVv46JFi5g2bRp//vknAEuWLKFZs2bUqVOH4cOHc/r0adatW0edOnVo0aIFvXv3NotWgRgxXbp0KQDt27dnwoQJJCUllZiACQkJkQR5wsLC6N+/v2Q3YfRPVKvV+Pr6Ym1tTZUqVQgMDGT27NnSs75mzZrExMRIfV78z/h+UavVdO3ala+//ppTp05JtamlwcvLy4yEN27cmD179rB48WLi4uJK1AAWx8aNG2nZsiW3bt0yeyfOmDFDsj6pWbMmN2/elOr/XkfNmjU5fvx4qevq1KmDTqeThJqK/7m7m4SmKlasyJgxY/j999+ZNm0a33//vbTO1dVVyir66quv2LBhg3Qtbt68SU6xScdz584hk8kkYZy3Qd26dXn27BkKhaJEG4vfb4GBgUyZMoUjR47Qs2dPM+Gecvz342+Rx7LIyP+UFP9/C3bv3k3r1q2xt7fHxsaGmjVrsmjRojIfRn+F0kRL3hZXrlxh1KhR/9Bx/xnk5OQwc+ZM/Pz8sLS0xNXVldatW5dawP2/DQ8fPiQ0NBQ7OzucnJzo2LGjJEDzNsjLy8PR0REnJyezlKj/CQiCgEwmIy8vj7p16/LgwQPc3NxKvCSMcvMRERFMnDiRTp06Ua1aNSwsLMwMnl1dXQHMZqVfvw+NdY2lRX6MdUKbNm2iXbt2kmDDvxKBbfyo2T34jdt0a38a/6wVCIaSkUAJMjlM7A9OZRNHvVZOxCpPUu6XYdkhCLRrtgx5WulRsJdeAtcySq9zrJaWjurw4RLLNVbWbKjaqcRyC5WeTMsTJZa3eNWW7ERzGXgLCx0VskuZOa5sHv3UaRUkXTM/t9Hv9Sdmyi9kzj/C+TEbaO5bi+cGscYzLCyMadOm4Z4lpvENs7HhuJs70RV9aPzx79QYtZYK9TtjZ2eacHCp7syK4V/zTedNrOqwjq39HPG0RbJ2kMlN10gviP24bd5X9O3bl0y5iUC7ybV4t/6AIRu+4b1fO1B/aV18XH0BeGX0Nox+SIUKSuLjaxBQUxxgJaeJEZxPmgxm6w+bWbhwIS5FUv12SfHUcRDbERvrg4CAXtCjqSP254P7zmicG4j73n8UDCJBq94rXzKAfPBKHFjKdVAXsd5VJxOI6ybWLgkGAyNP/IC86HxvXK+Jk4U4aIuwOyGJ1uTlKDjzbJKJqO3dC2kigZHJ9DSdlIpNBTHq9irjCZeefg9FojTWmXreyakkpW/myuVEvN8LoZLp9/fBV5PpbGd6PiUkq8mNfx9HCxMJPOkQTmqPROTFxG7Ong/kknYJBpWdtIy7N2H9XdD4ABbASsA0EP1nYFRXbdOmDV27dqVVq1ZMmDABR0dHaRI2KytLEoextbXF3d2dlJQUvL29JcsFY6rpmTNnUCgUVKpUSRKAMfoHXr16FY1Gw6FDh/Dw8GDnzp0UFBRQWFjIpEmTOH/+vDSInjBhAhMnTsTb25v8/Hz0ej0LFy7E1dWVjRs3kpWVhaurK5MnT5aUR93c3LCyssLFxYVz586xa9cumjRpwsCBA0lJSeH27ds8evRIUr40kqTJkydLhOX+/fucOHFCIr7FLSQqVKiAlZWVGVmtUKECly5d4ssvv+TSpUvk5+fj4+PD+PHjCQwMpGrVqjRp0oTc3FwuXrxIfHw8Op0OvV7P2LFjSUwUJzScnZ3Zt28fn3zyCVOnTsXOzk6yqrCzsyMnJ4dNmzYxaNAgQPRKBJgxY0aJGsydO3cyd+5cQEwt3bhxI3fu3DGrwTRGbV/H9OnTOXz4sDQpcPv2bQ4fPoxSqeTly5fs37+/1O8VFhayfft2+vfvT/Xq1c3+RowYwbVr17h16xb9+/fH3d2d7t27c+7cOeLi4ti9ezcXLohZBZ988gm//PILn3zyCVFRUURGRvL5558DIuEaOHAggwcP5vfff+fRo0dcuXKF5cuXS5HvyZMnEx4ezqNHj7h+/TonTpyQFF3nz5/Pvn37ePjwIXfv3uXAgQPSuoEDB2JpacmQIUO4c+cOJ0+eZMKECXzwwQdS/efboF27djRp0oTu3bsTHh5OfHw858+fZ+7cuVy9epW8vDzGjx/PqVOnJLuTK1euSO0ox/8N/MdFHv/TMWfOHPr27UuDBg04dOgQd+7cYdWqVdy6dctM0et/Cv+//H3GjBnD3r17+eabb4iOjubw4cP06tWL1NTU//G2/F2MGjWKlJQUTp8+zYULF+jbt+9fqkkWx+7du6levTohISFSatG/CwUFBTx79oxnz54RFRXFhAkTJI+zgQMH4uLiQrdu3YiIiODRo0ecPn2aSZMm8eSJKLfp7+/P9u3biYqK4tKlSwwcONCsFkKtVtO4cWM+++wz7t27x5kzZ6SXvjECWbduXQRB4MCBA7x8+dJMOnzgwIEkJSXx/fffM2zYsH9bPzQeUhefBl4llssVevp12IN7yg9v3oFcARP7gWPZxNGgF7iwtgrPbpUtstOy5QIsn5duS5FvLXBGlVjqvWSr01H5lx2lfu/A0Lk8eVVYYnmDOnGkF5SckPK8WtJKoFmjeyVTdRs0AYV5qtrzSD8z03eAihWamH3Wy+Bllvm+HF+bXEn3C6awmGiR2sp8EsVQ7KOgK4oEF6VeCXJTxNZIHlWF4rpCmQzBVhRfcS0ysc/IENO0DIIBtYdIvFJyigae9++BQVzvFiJOmMTFhINc3J+3Uoy0xdjZIxSZd7d8Kg7ck19a4GMtkrXz7ielCFz0q/fEfWemwVORjDn6PsGrXg0A7t3aIaWRVoo14OYgkrF7Dg7om4n1S97XztLLUhTJycmTo8owKUr+WXU3Vi7iedyPcSbB3pSGx/d7oVCMQFnYvKLFR7YoLMTfa3LCZe5pj0rKsw4v9LSlihTdyVQouDRwIIKb6N8oGAyEfTmRDg6mqH3Sc0texfbG2cJVWnbe5gyJPWNQWpmijbdueXIsZQl6aw9T254nwZfhkPMJYLJG+Efx7NkzLl++zNGjR9m+fTtnzpzh3LlzpKWl8dlnn6HX67l06ZLZd6pVq8atW7fYu3cvhYWFREdHSyl9RtK3du1amjRpQkpKimTqbvQpzMrKwtLSkgkTJqBQKOjfvz/h4eFYWlri6elJaGioNIj+6KOPOHv2LIcPH5bSFxcsWIC/vz/z5s3D2tqaqVOnsnjxYonk+vn5odVqcXZ2plWrVlLq6ObNm7GxsWHfvn0EBQUxcuRIAIkU6HQ6KX1x5syZBAUFSfWASqUSX19fFixYgCAIJVQxBUHAxsaG/fv306VLFy5fvkxERARVq1blyJEjKIoUg401eiEhITx58oSMjAy8vLwk0jN9+nTGjBnD8OHDmTt3LoIgSAqkLi4uqFQqYmJipKwW43PunXfe4cCBAxw9epQGDRrQuHFjvvjiC4kcOjg48P3339OsWTMpqrd///4yvSM7dOjA8ePHSU1NxdbWlm7dupGQkMCVK1dYuHAhYWFhUrS0OP744w9SU1Pp0aNHiXUBAQHUqFGDjRs3olKpOHLkCG5ubnTq1IkaNWrw2WefIS+auGrdujW7du3ijz/+oHbt2rRt29bsPty8eTODBw9m2rRpBAUF0bVrVy5duiRNnOp0OsaNG0dwcDAdOnQgKCiIb7/9FhAtWD7++GNq1qxJy5YtkcvlUmq1lZUV4eHhpKWl0aBBA3r37s0777zDN998U2o/lQVBEDh48CAtW7aURKH69etHfHw8FSpUQC6Xk5qayuDBgwkMDKRPnz507NhR8lAtx/8N/FvIY2pqKv3798fb21tSzzLWDBjRunVrJk6cyIwZM3BycsLd3Z0FCxaYbfPgwQNatmyJpaUlISEhJYp8jRG3X3/9lRYtWqBWq2nQoAH379/nypUr1K9fX1KPLB4Z+iv7gbc5Nvy1zcHruHz5MsuWLWPVqlWsWLGCpk2b4uvrS/v27dm9e7eZ71Fx6PV6Fi1ahLe3NxYWFtSuXZvDxSIQRl+pOnXqIAiCWZ49iJLWHh4eODs7M27cOLO0wtdTQwVB4IcffqBHjx5YWVkREBBgpogJ4kM2ICBAmu3dunXr344879+/n9mzZ9OpUyd8fX2pV68eEyZMKNEHubm5DBs2DFtbWypVqiSlaBjxV75GID6sg4ODsbS0pGrVqtKDGESBmPHjx+Ph4YGlpSW+vr58+umnb2y7TCYjNDSUOnXqEBQURFhYGG5ubm/8TnFs3LiRQYMGMWjQICkVpjiMtQR2dnbY2trSokULqQYRYNOmTVIU0MPDwywNp7g/088//8zhw4fx8PDAw8ODRo0acfr0aUJCQujSpQvu7u6SMXbPnj2pWrUqnTp14rvvviMoKIhq1aoxbNgw0tPTqVOnDr169eLp06fk5eUxf/58Zs2ahVarZdOmTZKUe69evaT0KeNgxtvbm379+jFr1iwqVKjA0KFDpd9N5cqVcXJyQq1WS1kNp06domHDhlhbW+Pg4ECzZs1KpHn9XQgygXemNce5sintTq3WMrDtZuyf/wWBVyhhYh9wKJs4AlzdFELC+Rtlrq9VfwTOKaXfJwbBwFmfdHLySjeGbhZxDkOxiK8Rz6o34FdtyX062hWSqDtZYnnzV61LelsKBvzk+0oetLFfiUUJF0qmxtq/dvz0CjJJNMMIqyfmdiMv/MxnqZUq8/PW5RaLAL9GHs0ij5iTRwCcxEGlS45Ivp6lFKvFdBW/++R5UYqYQQ95IsFxDRbbUJCfgdZR3J9XWpHQjEygsJFYR1j34E+ojKmar0S1wpfyF9jUFI9z+Wpl9DZFExUHIsAgDtar9zI9d++9MD1T670yEbFrLVuAhXjMHpsW4WEjfvd2tBOB1o3FQ8qyiHvnnlRvePhkffJdi5Q183JgR7QU8XSolESjD01ELSZyF0/tH0qfKyTqaW5l8mp8qVJyfWgYQpGwlWAwMPyLiZIKLMDTlxakPeyJi6UpmnFDfYXo7texsDelocbFOrLv4QJ0DsXSORvPBOuSQlx/F3FxcdSpU4ekpCTy8/MRBAGtVktWVhbPnz/n2LFj+Pr6cu3aNZ4+fYqdnR2enp506tQJPz8/GjduzNmzZ0lPT8ffXzz/9HTxfmnZsiURERHk5uZKA2+jfZCHhwd6vR4/Pz/Cw8OlujYLCwtWrFjBgAEDaNy4MbVq1WLWrFl8/fXXbNu2jY4dO+Li4oKdnR1Hjhxh0aJFvHr1io8//hjbokkJEG0lNBoNKSkpkko1iATQwcGBefPmodFopOeh0cJhzZo10rtxz549bNu2TcoeycvL4/nz57Rq1arM/nR2dubEiRO8ePGCli1bUqlSJTZv3iwRuIsXLxIYGMjFixfJzc3Fx8dHqvsz7nfXrl0kJyfz2WefSYTTiODgYPz9/TEYDFLUs7gvYGhoKOfOnSM3N5fMzEwuXbokEeTu3btz8eJFMjMzyc7O5sKFC2ZKraWhTZs2REREkJWVRXp6Ort27SI4OJg5c+aQl5cnicwUR69evdDpdGVG6W7fvi1Zofj4+PDbb7+RmZlJTk4OV65ckSKpAD179uTGjRsUFBTw8uXLEtdy4cKFPHr0CI1GQ3JyMr///js1aoiTS2vWrOHhw4fk5+fz4sULydYKYO7cudy7d4/c3FxSU1PZu3evma9ojRo1OHHiBHl5eaSmprJhwwbpHgExilta6VV8fLw02QCi6NPXX39NUlISGo2GhIQEfvzxRypWrIhKpeKXX34hISGBgoICkpKSWLNmjSTMV47/G/i3kMf8/Hzq1avHgQMHuHPnDqNGjeKDDz4oMQu4detWrK2tuXTpEp9//jmLFi2SSJper6dnz57I5XIuXrzId999x8yZM0s93ieffMLcuXO5fv26NBs4Y8YMVq9eTUREBLGxscyfP1/a/q/sB97m2G9jc/A6fvrpJ2xsbBg7dmyp64srURbH6tWrWbVqFStXruT27duEhobStWtXHjx4AIikFMRifOODyIiTJ08SGxvLyZMn2bp1K1u2bGHLli2lHseIhQsX0qdPH27fvk2nTp0YOHCglFIbHx9P79696d69Ozdv3mT06NFS4fvfgbu7OwcPHvxLy4dVq1ZRv359bty4wdixY/nwww8lM9638TX6/vvvmTNnDkuXLiUqKoply5Yxb948tm7dCsDXX3/NH3/8wa+//kpMTAw//vijVE9SFrp168a3335bYsLhbRAbG8uFCxfo06cPffr04fz588TFxUnrk5KSpEmLEydOcO3aNYYNGyYNxtetW8e4ceMYNWoUkZGR/PHHH9Lg53V/prt37zJt2jScnZ1JTU0lK0sUwahTp47kzzRv3jyWLVvGy5cvad++Pc2aNePq1atERkayfPlyatWqxZUrV4iNjSU9PZ3Q0FCioqLYtm0bGzduZMmSJQQHB3PhwgVatGhBfn4+VapUITo62sxfrE+fPiQnJ5Odnc2tW7fMfjdarRZBEKQBYPfu3WnVqhW3b9/mwoULjBo16l8iuKJUK+k4rw02LlY4OuXTv+mXqF+eevOXFEqY9D7Yx7xxs9u/1uDh0ctlrvcNaIdfYf0y198J1vE07UWp6+o8f4H8dEnRG4CNncaaRfCMqFbjDnm6kinR3lf9SyyrXSsJecZr52dtC07mhF2vlZN01Txl1c7JF1m6OVF86VCyllMea56K+8z9teinwnzCR5tbbB/aovModg8IcnFwqjOIhExVYOoDg5M4QeCSLtaN5uTJsVWKKZR5TuJx4uMdTOmeKeJr0CUwEVnRfjMMItl1TtahLhoUPQ0S01rV6Sk0shVJa2R0BSzl4vqH/qJRvE4n44mqp7jv5ERIE1UInfwS8KwrDhBjow5Q6Cqej2uSnsouYvrqC5WKnCLpfVV2FqMeHpPO6/aNutipHAC4ZnUJy+ZFRN4gsP/6IAxWRSQ+NgYumghJpSZRBHczCehcOreKV26m/vZ9CPWdTPfFU0sL7owYjlAkrCHT6xj11XjaOJpSrZ+nWJAS3RM3tSmyGG1xhxtdzkpRUYAXz6zYeW06BS6NoXYYtJrHvwJjx45FoVDQpUsX2rZtS9euXWnbti2RkZFcv36dLl264ODggFqtpkaNGlhbW5OVlcXcuXNxcXHB2tpaIhA//vgjBw4ckERtmjZtyqBBgwgODmb06NEAHDlyBIAmTZqQl5fHqVOnpJTMAwcOkJmZye7du9m8eTPLli0jMjISlUol+Q0uWbKElJQUBEGgcuXKfPDBB/z000+0aNHCbNBes2ZNli1b9sYJ0/Pnz9OkSRNJhGbNmjUIgiAJ9byOc+fO0bZt2xK152/SFEhMTGTq1KkIgsC0adNYs2YNgwYN+ofLY0aPHk10dDQzZ87k/v37/Prrr9I45N8pplWOcpTj34O/TR4PHDggKTMa/zp27Gi2jZeXFx999BG1a9fGz8+PCRMmEBoayq5du8y2q1mzJp988gkBAQEMHjyY+vXrS3n7x44dIyoqiu3bt1O7dm1atmzJsmXLSm3TRx99JKWLTJo0ievXrzNv3jyzIvHiBeFt27aVXg7BwcGsX7+e3NxcThcN0N7m2Dt27EAmk/HDDz9Qo0YNgoOD2bx5MwkJCZw6darUdj548AA/P7+/baa6cuVKZs6cKRX6L1++XJLMBlPdmbOzM+7u7mZKYI6OjnzzzTdUrVqVzp07895775VZzG2EsfDd39+fZcuWkZOTIxFUY1RqxYoVBAUF0a9fv39I5GTDhg2cP38eZ2dnGjRowJQpUzh37lyJ7Tp16sTYsWPx9/dn5syZuLi4SP37Nr5GixcvZtWqVfTs2ZPKlSvTs2dPpkyZIqUjJSQkEBAQQPPmzfHx8aF58+b079+/zHafOHGCWbNmMXfuXDp37syZM2ekdb/99pvZLHJp2LRpEx07dpRqHjt06CDV1YCYMmVvb8+OHTuoX78+gYGBDB06lKAg0cttyZIlTJs2jUmTJhEYGEiDBg2kwcc/68+UkJBAs2bNqFGjBn5+fmb+Ut9++y0VK1aU7qXu3buzcOFCVq1aJaUmgZjm+vnnnxMUFFRCQALMfzdeXl7cunWL58+fk5+fz6lTp8jKyiIzM5POnTtTpUoVgoODGTJkiFS/88/C2tmKTvPb0KveWpRpJf3YzKC0gMm9wfbNxDHmYA3u7r5Y5npH1wBqO/SFMuwsnleUcTO9pGcjgKNWi9fPv5S67kK/8VwvpXaykkcesXkl07KavmrFq/iSCq413cJL7rxdWxDMyeezyCpocrLMlgUElKy1fCEzjyLa6HQYivmMATyzN5/d18lMk0iCQaCwiDwKMgOCrmgyTmYaZMok8iiuUxXTQ9IVRVycn5sUgR1U4vFSbMUBv7ZQhs5e/E3xSMxKUag0OFURSW1isth/AgJeNmJtXoyTIxSlbDePE5+HeQUyKlnWBeCq1UWsPcT1Z6/WxqAoSu8+fAMMYtur9zJdr1sJputaJ8lWSh+9EFwVoSj6UfPAdlo4ivdNVo4Cu2zTu/YPv1+x8RIjjGkpaq7mTTYpnYYfhGem31+tfnfxqG3ydDt++mM0xQLGIfdkBLuYasjira14MGqkFAWVa7V8+NUEqS0AL9KVPLvXnQpqUzr4I2Us5zodwcbTVArxKkvFqYyF0MWcBP0jePbsGSNGjCA8PJzk5GT27NlDZGQkOTk5kjiYh4eHREi8vb159eoV+/btQyaToVQqycnJobCwUHqmaDQaPv30U3bu3Ml3332HnZ0dP/30E9HR0RLBNL7/T5w4ga2tLadOnZKiX126dMHV1RVLS0vkcjlhYWEEBgZSWFiIXq+nYcOGjBw5kgoVKmBpack777zDb7/9xqBBg7h8+bJkiWFEWROmKSkpbNiwgS5dulCjRg327duHt7c3kyZNAjBTHy2Odu3aSeI5b4vBgweTl5eHra0tmzdvZsKECW98L/4VKleuzG+//cbvv/9OzZo1WbdunTTpbFSaLUc5yvGfg79NHotL/xv/fvjBvF5Ip9OxdOlSatasibOzMzY2Nhw5cqSEvH/xQm4QU0KMs3lRUVFUqlRJSoEDcdavNLxeEA5IKQDGZcb9wl/bD7zNsd/G5uB1vElKuSxkZWXx9OlTmhUJNhjRrFkzqdD/TTAa3RpRvI/LQvH+tLa2xtbWVvpOTEwMDRo0MNu+eLrG26Jly5bExcVx/PhxevXqxd27d2nRogWLFy8usy2CIODu7m52j9SqVctMerpZs2bo9XpiYmJ4+fIliYmJkteT8W/JkiXSNQoLC+PmzZsEBQUxceJEaYa5LMyaNYtx48bx0UcfsWnTJrp06SKl9d65c4fmzZuX+V2dTsfWrVslwQCAQYMGsXXrVklM5ubNm7Ro0aLUCYYXL15I8tyvwyhXn52dLf3mjH+PHj2Sznfq1KmMGDGCdu3a8dlnn5ndqxMnTpSU+T755BMzs+uoqChptrt4X2dnZ0v1kSCqCb4JxX83Li4u9O/fH6VSSUFBAbGxsTg5OVGlShXatm1Lly5dWL16dakS8f8MHH0ckXf5GhRvSLNRWcLkHmBThvBNER5FhHB926Uy11tYOtAyaAZCbsloHECurcAZeXyZNbNNjp3AkJVVYnmuSwU2upbe117+l9EZSiGV1wNKLKvok4Xly1KimiEl77+EiyVTVt2sSookPM8xr3f0zC5JWJOLi6kABXrTOdoYbDHoxf5QqYqdh1nkUWyL1kgec4up/dqK+3ZMMKVnqovEWRIsTSQ9W1lErm6bVBtdg8X0sMcPT4KFeAzvPJMqqa6h+OyreehnrIpEYlKTxYikQTCQV0s8j1eZKjKcxQgiD+5Bttj3zv6Pca8lkrjEuNPku4nnZ5NuINhRJDMFMhlJRdYdAEN2fS4d6/pdV/xtRAVRjVDArVaXpFrL69crkuL6gam/Nv4GBb5if8kMNJ34Aht3McJp0Gs5cWkuegdTemH9uyp8nT2lzzF2tiSMHAlFfS0v1DB+9XiamjK/SclQ8uROVzysTJM7T+VJHG23F9vK4nPZ1d+JttPagPzvTZq+jvj4eOrVqydNfq5evVoqP3n8+LGU/WNjYyNlCoWGhqLRaHB0dCQrK4uvvvoKa2trNBqNVKOl1Wr55ptvaNq0KaNHj+bECVFkaubMmVy7dg2lUintr02bNvz+++/8/vvv0ntHp9MRFBREhw4dEASB+vXrS+9mQRAICQlh5cqVJCcnM3jwYK5fvy6VOWg0GhITE2ndujUGgwGZTFbmhGnv3r1RKpUIgsD3339Ply5diIqKkiKTjRs3NrOHMO6zeEZTWFhYiff/ggULzKKJp06dYu3ataxbt46srCzS0tL49NNPzZ79r6c5Gq0yiiMjI8NsYtmYLZWfn8/JkydJTU3F29u7PN2xHOX4D8TfJo/Fpf+Nf15e5kIUq1at4ssvv2TGjBmcOHGCmzdvSg/x4iitcNsYxShtMFUW8Sq+H+M2ry8rHh35K/uBtzn229gcvI7AwEBiY2NLWBm8DV4//tsS0Tf18T/yndKO+3fEYl4/jtFg2VgHsnjxYrP75O+2pbTtvv/+e7NrdOfOHS5eFCNFdevW5dGjRyxevJi8vDz69OlD7969y2zz7du3qVOnDoAUNezTpw8//PADmzdvZujQoaV+LywsDIVCQVJSEr1795bSNPv27cuTJ08k0vq6MW9xGNcZa0Feh8Fg+Nv+TFWrVsXPzw+1Ws0nn3xC//79+eCDD0r4S73e12FhYZLIg4+PD87Ozty+fZvc3NJr9owo/ru5f/8+Dx484O7du2a/m+bNm9OyZUuaNm3Kzp07pVqbfyl8WkDvHSCUJERYWsHk7mD94I27SLoWxKV1N0r1XARAEHin6dISaZ1G6AUDZ73TyMsv3Rqk0ZMkhEulE9Odg+eSnldyv9UCMonNvlVieZPsFryKK0niGleNQHjdJ9E/GCzMI6F6rZykK+ZEWhDkWGaZRw1eOclKnI9LKSrSSTrz33W2NkP6v53e5CdoYVGcPJr+KzOSR50YtVFokSbJNEWCOQ4JsZJiKYUOADxRJKAoIoVp+UWRttTnoBMH827B4v4MBh0FDuJz2iPRZEnzPCQEAFVuDs2txPOMirXDtaj+72yFk5Ly6KWYlqYGnzL1Z41ij5cbD7dK51U9zgILlRjpu1HBDYp+X47xDxhcYCLCUbcaYqMUMxyiLe4gb2u6D/44+Q6FTkUTboUFsP0aGMRtVdY5tJxujcJSJMN5uamcffglqMX2CgaBZjE2VHAwqaBGOjvxfPgwibgrNAVM/GYSDZ1MFyM9S0n8rc54WflKy9LkqRxouRP3ls50nN8WpfqfI44gpqoKgiAJ23h5eeHg4IC/vz8XL17k8uXL0rt848aNREREsH79eipWrEinTmKEfMKECaSmpmJlZcWsWbOkfdvb20tKlidOnEAul3Pnzh08PT1xdXWVnrk+Pj7cvHmT/fv3SyUXf/75J5cvX2bPnj3k5eUxadIkiYzJ5XK2bt1KXl4eBw4c4MGDByQmJtKtWzfp2I6OIhuPjIzk+fPn7NixQ6rfz8nJwd3dnZ07d7J161Zu375NamoqarVaysAxfr9Ro0al1v0bVfI//fRTPD09zWwbXr16xYABA7CxscHT01N63hvxJnsyvV7PyJEjCQwMlGow9+/fT7169bC0tMTPz4+FCxdKJRfffvstV65ckRRTV6xYUabOQznKUY7/3fi31DxGRETQrVs3Bg0aRK1atfDz85Pq894WISEhJCQk8LSYp5lRCvlf0b432Q+8zbHfxubgdQwYMIDs7GwzwZbiKE1wxljof/bsWbPl58+fl1TdVEUDjrc1wf5nULVqVa5cuWK2rHjh+z+DkJAQtFot+WUMpkvb/k2+RhUqVMDLy4u4uLgS16h4kbmdnR19+/bl+++/Z+fOnezevbtM2xQvLy+zVNVevXqxfv16Ro0ahaOjI++//36Z7a1QoQLdunXj5MmT7Nq1i5YtW+Lm5sbAgQPNPKQiIiJKnWCwtbXF3t6+zDpRPz+/v+XP9Mcff2AwGCgsLCQyMpI///yT5s2bl+ovZfTzKj5REBISgrW1NUlJSRw/fhxBEEqIK72Ot/3d2Nvb8/HHH3P+/HmqV6/Ozz///Mb9/kOo2g26b8aMlaitYWIXsHrz8+pFlB/nvrqHQVc6MQRo3WoJFs/LfsTeDtHyLL10ixc3jQbXMtRV41p04s+skpMMgmBA5XamlG+Az/WgEsts7TU4ppdyvVrXKbHo2Z2SKas+/m0h3/yZ89Kl5MSU7WuRY71MTnIxj0uZYCCrMEP6bKMzRSVVFsX2V+wyGSOPOr0p5U+lFJ+D+UXq0TK9DhcrMbKWnyvus7jialJKMSXQLHEA7hqUiCAT952SJ94DSg24FxGqKGcnKHreNrtn6mtHvRgNTJelYlVLXP/4kT35ri3EDa5dhHzxmeMS+IgKNUQRm2eJV8h1E8/BIs9ATWtTBO/2u+2giLS23bqcQAeRgKVnKXEuKJa+6vkbdlXEKJi2UEb4/TEYVEUiGU/i4aRMSpu1935K43HBEhlMfX6Pm69+l9Rl5VponeCMvY3pGlz1cCd9sCmiqczLYco3E6nrZLq3M7MVxN7shLeVSWRJbW1J0w/ro7b/xyNLYWFh0kTboUOHyM7OlgTajLXvIOoF+Pn54e/vj1KppFWrVtSsWRONRkNOTg7NmjVj1apVEtEypmSCqFJZoUIFScly0qRJ6HQ65HI5P//8M5mZmaxatUo61uXLl81894YOHcrdu3e5ffu25DfZooV43QVBwNXVld27d+Pg4CCJqBi/b5x4M9bvy2Qypk6dala/LwgCTZo0oU+fPlJpRXJyMk2bNiU3N1cyvV+4cCEeHh788MMPuLi40Lt3b4m4HT9+nKioKI4ePWpmh7VixQpq1qzJmTNnqF69OhMnTkSlUuHu7k67du2A0ieHNRoNffr04erVq5w9exYfHx/Cw8MZNGgQEydO5N69e6xfv54tW7ZIfpEPHjygW7duhISEsHjxYqZNm1ZCJPEfRbldXDnK8T+Lfwt59Pf35+jRo5w/f56oqChGjx7Ns2elm16XhXbt2hEUFMTgwYO5desWERER/5AwS1nte5P9wNsc+21sDl5Ho0aNmDFjBtOmTWPGjBlcuHCBx48fc/z4cd5//31JxOV1TJ8+neXLl7Nz505iYmKYNWsWN2/elGod3NzcUKvVHD58mOfPn5OZmfkv6afS8K8qfG/dujXr16/n2rVrxMfHc/DgQWbPnk2bNm2ws7P76x3wdr5GCxYs4NNPP2X16tXcv3+fyMhINm/ezBdffAGI/l07duwgOjqa+/fvs2vXLtzd3csUL5oxYwYbNmxg4cKFxMTEcPnyZY4fP46VlRXR0dElSL4RRuW0MWPG0Lp1a3r37s2SJUt49uwZ3bp1448//uDly5ekpqby+PFj1Go1Xl5ejBs3js2bNxMTE8OWLVvIzMzkxYsX0oBqwYIF0myxl5cX9vb2+Pn54eXlxffff/9Gf6bz58+j1+tp0qQJ/v7+bNmyBR8fn1L9pYx+XhMmTCA6OpqEhAQePnzIRx99hKenJ7Vr16ZixYpkZ2ebKRsbjZz79u2Ls7MzFy5cwMnJSfrdPHz4kD59+mBhYYGjoyOjR4/m2rVrpKWl8fjxY6ZPn86lS5ckUSAjevXqJSkg/lOo9QF0KpIyt7KBSe+B1cM3fiU93psznz9Cpyl7kqNuow9xfOlU5vqnvgK3U0uvcxQM0ODgIQylRHF1ShXfNez7eqwQgPo1n5OUW3KfjXKa8Sq2ZNSxeb2bCIWvHUOuAM+Sae2JpaSsVvIsmaL9QlWyT5SP4s0+Z/gGoikm8uNkr0VfzF/TRmdSBywrbdVY81ioNdVlWhg9C4s9y92U4n4zM02p7UbF1UfxzqYawWQx20FplYdDkcLko3hTbbi3QXwm5cvlGOqLRDH46G4c1GI77j+ohKzodRrtZ0qDvZNqstjgkum5XKO36dV79e4GibwF3pdhay2ef6JaTUEnkSTKtVpGn9sulX1eueVOFRuxVlkv6LjQ5AQKS/EaJSXaEq2YaDrumROQYEpZrtgwmmo9TAI6j2IO88jCpBJskWugXaonaktTP5739SG7bx/psyo3h+nfTqa2o+m+yMpRcP9GRypZB+Bk6cTiZstwtTIpyf6j6NChg2QHMWnSJI4ePUqFChX45ptvWLt2bYnImLe3NxUrVmTu3LnIZDLWrVvHmTNnmDp1qvTOBLH+evPmzSiVSqytrSUlS2O6/rRp0xg+fDgDBgyQJgw9PT359ddfJf2Gb7/9lk2bNkkTYEZVUeMEn5eXF7Nnz2bTpk00b96c4OBgrKyspFR843vGWL/v4uKCh4eHWf2+VqtFpVKhVquxt7cnOjoaR0dHVCoVP/30kzR5umbNGry9vfn2228pLCykXr160rlaW1vzww8/UK1aNapXN9W+NmvWjDFjxjB48GCioqJo2LAhjRs35syZM/Tt2xegRDZJdna2JMx26tQpKQV36dKlzJo1iyFDhuDn50f79u1ZvHixpC/w5Zdf8vTpU/Lz87l//z7z5s0rocr6/xsGg6GEUnQ5ylGOkvi3kMd58+ZRt25dQkNDad26tWSo+rcaJpOxZ88eCgoKaNiwISNGjJBmsP5ZbNq0SbIf+OCDD5g4caKZ1cLbHNvKyoozZ85QqVIlevbsSXBwMMOGDSMvL++N5Gf58uX8/PPPXLp0idDQUKpVq8bUqVOpWbNmmSkcEydOZNq0aUybNo0aNWpw+PBhyS4DQKFQ8PXXX7N+/Xo8PT3NUmL+1XjbwndBEN6o6hoaGsrWrVt59913CQ4OlkSVfv3117duy9v4Go0YMYIffviBLVu2UKNGDVq1asWWLVukyKONjQ3Lly+nfv36NGjQQCKyxjS11zF69Gh27tzJ/v37qVu3Ll26dEGhUBAdHc0HH3xAjx49So2yx8bGIpfLpXrF7OxsfvrpJ/z9/enWrRu2trZs374dNzc3Nm/eTNOmTUlJSWHdunUsWrQIpVJJ3759mTZtGp6enlSpUgWFQsH69eul4y1atIgVK1YwaNAgybLj/fffL9Of6YMPPsDPz4+YmBjS0tLe6C9l9PO6fPkytWrV4sKFC/j4+EiejtnZ2bx48QJ7e3tJVtw4mw7w+eefs2vXLk6dOkW9evWk303VqlXZvXs3LVu25MiRI2RnZxMdHc3ly5cJDAxk586dqFQqM/n0lJQUDhw4UGaK8N9Gw7HQcTVM7AiWpdcrG/HqWQVOLXtJYW52mdv4BXXEJ69WmeuzHQQi9PFlrm8WFwe3ShfzORo2k9jMklFpC6WeV+oTpbfnesm6RLlcj3dhKRYlLduALN1skV4n48mVkrWfDgaPEsue52eYfVYYDBhesy967hdivh87c8EQK62J6KlUxQZyZuRR/H1qi5FHVVFNXU6x55CbQdx3cbsOo+JqXo4CvX1RpOy+SVnWLUQkPC+TIzHYiYNbr2LenC+KBt/yQg0tFSIhfJGmwsdG7OebVlew8Rajn9euV0RnV3SMk8dAK5Z4uFaNwy1E3D71+T1eOYtkQ66DupjKQC7WriXZZvheOEZXG9N99/BOE6wU4nHilXFo2pnWnTkXTFaFrqa+27IT8kwTMDX6ROJVz1RPfvPKetJcTJM+1ul63sn3QVlscH+6ahAFXbtIn1XZWUzfMJUajqZtsnPlJEd1ZlGTT/G0MdVP/jOwsLCQRODq1KlD3759ycvLQ6vVUr9+fXbu3MnSpUslMbqIiAi2bdvGhx9+iFarZeDAgaSmplKnTh0z1fW8PNO9s27dOqpUqYJKpaJr167UrFmTAQMG8OLFC4YNG8bt27cRBIGFCxdiZWXFoUOHAHFy0sHBAWtrazp37syRI0fMyFZKSgrh4eFcuHCBuLg4jh07hsFgkNpx9+5dLl68KNXvC4LA8+fPad68OT169ECv15Oens7ChQtJSEjA29sbvV7PqFGjiIqKktoB4rilZ8+e9O/fH71eT7NmzSRyVqNGDSlDqTiaNGnC7NmziY+P59KlSwwYMIDExEQCAwOlVF1jTaJxUrply5bShGnx+slLly4xe/Zs1Go1MpkMQRAYMmQIycnJbNiwAV9fXxwdHZkwYYJZlpSvry+LFy8uM33WaMlWvC4zIyMDQRA4deoU8fHxkpKso6MjgiBItZYGg4HPP/9cKs2oVauWJB4HpohleHg49evXx8LCgoiIiDLuxHKUoxxGCIZ/tGCtHOUowtKlS/nuu+9ITEwExId9QEAA9+7dkwju/3WEhYXx448/Si/inJwcPDw8OHDgAHXr1i3zeytWrGDnzp1SavCCBQvYu3dvCbl0QRCYO3euJDiUk5ODra0tBw8elAjc61i4cCHbtm2jf//+7Nu3j/DwcDw9xQHf+PHjefz4Mfv37/+Hz+f7779n5syZJCYmSuISBw8epEuXLjx9+pQKFSrg6enJpEmTJEEKrVZL5cqVqVevnhRRGDt2rETqQRTK+Prrr3n48OG/WOZ9G/B1mWtz0xw59omWnBdlZ1E4VwihZcXJkFd6CrleBkcCU3mRkVrqeu+8fGp9tRpKsftJ86vKpNCZ5BaW3HezhrE8KCypqNggpyluv/qUWN608UNqFJRi6jytP9iaE8XkmwGc+vSm2TJrO3ferfQJxUOg+dYCv76mTFspN48aK1aaLTs1+CPWqExKoLVDUnhqYUpLfjftPZT7xAm4wKBU2lhNFlf0fR+CRVub/ZPsyX72lKAa7xOibwvAyZAsEtOe4VxYSONlnwGwa8Ln7MgTiYdfw81kF76i2avWOPwmEt+BHXZg8/xPUVl3dl0QNDy5EkTEStGGp33bVdg8FwnaPv9kMrNfYaPT0erT5aDT8bBVZ2YGdAegQc3nPJaL9jTvvegBf4q/jfatb+KXWZT22LUr1BVtQJ7fqcKJxeIkgZ2TL+9U+hgKxajo4aqme6RR4hNcNol1fnmOLkwevJKUorTfRnWe8AjTJED/yyPIuitGoqxtChlQbxGyrHhxpasHfFgdZGJKfmGumvA5lrx6WpQpIwh0bPM1lsWIcrKPwDHNfVPqosFA6PkLKI6ZorJ5ji4sG7GSe+laHK1VrBlSH/8Kb1adfhs8e/aMtm3b8vjxY7RaLRqNBk9PTwwGAzqdjps3b7Js2TJ27NhBSkoKlpaWVK5cmfv37yOXy5kxYwY6nY61a9eSlZWFvb0948ePlyaCz58/T0xMjOR9/NVXX9GuXTsOHDjA9OnTcXFxISUlBW9vbxISEpDJZFhZWdGwYUMqV67M5cuXuXv3LnZ2duTk5KBWq8nNzZXefYIgYGNjwzvvvINSqSQlJYWIiAj0ej2dOnUyU0ANDg7G3d2duLg4cnNzqV27NvPnz6dFixZYWFhQUFAgZeUMGDCAMWPGSL6UcrkcnU5HixYtiI+P58CBA9SqVYszZ87QokULwsLCyMjIKBGh9fX1ZejQoaxevZr333+f9evXs3r1alavXi3ZRwmCwJ49e+jevTvt27fn2LFjdOnShaNHj1K9enUyMjK4d+8eSqUSlUqFTqejSZMmTJ8+nZycHMaNG0f16tXx8PBgwYIFxMXF0atXL7Zt2yZFNn19fUlLS2P27Nn07NmT8PBwpkyZwqFDh2jfvj3x8fFUrlyZGzduSHX2GRkZODo6cvLkSVq0aMG+ffvo1asXMTEx2NnZSVHaOXPm8Pvvv/PVV18REBDAmTNnGDNmDOHh4bRq1YpTp07Rpk0batasycqVK/Hz88PBwUGaAC1HOcpROv4tkcdy/HfjrwrfDx8+zKhRo8qJ42sorlR86dIl3n33Xd59912zWdXffvuN5s2b4+7ujo2NDfPmzSuhUlwcxQUN3qSSWxzG2dZly5axZs0alixZQo8ePWjWrJkUxfwr5diyzqdjx46SeMJfqeFmZmaSnJxMRkaGlL6lUCioX78+8fHxVKxYURqwHTlyhKQkcdC9efNmqRbqX4vBwKRS12iybTi1TP5G4mhh5URz/yllEkeAGyGaMomjXG+g9r59pRJHgK29ppVKHB1sC3liOFnKN8D/Zkipy4NsDpRc6OoBNiUjr4mXSoqd+Ae+x+u5sy9L8dZ2K6UG6bmju9lnS0tzSxCVxhQlVCqLRx5N/5UV1SVqC03puBYykfRkFouWuWSZatkdVWJ2SXHF1TRNUVSwsAA04sSJa9WnUpTzWaYpBdXbQhxQZsvlUCSaVeXMn7jbiP1zO9pVigRGuJyQhHnOXqmOwagueygc9OJ+KlSPxbXIziYrLZ4MB1Nb670ypXte9vZCKOYxOfKJydLo0g1vKtuYrvGJegdRFbUnJ1vJmWeTTH6WL5PhUA4YxHYprfJo+ZElSnXR79Ng4Ni52eici6lzPzbQzLbYc1wQONqkCfpmJpN1dXoKH2+aQaMKFnzzLyKOcXFx1KlTh6SkJPLz85HL5QiCwNOnT0lOTqZz5854eHiwZs0a1Go133//PXl5eSxevBhBEJgzZw7Hjx9n2bJlkvrojRs3WLJkCcOHDwfEqJtR+CssLIyxY8cSGBjI1KlT6dWrF/b29ri4uHDnzh0AqZYvNjZWqlEfMWIE6enpaDQaMjMzqVevnlmEz6hMPmzYME6dOoWnpyf16tWTiOPPP/9MSEgICoWCmzdv8tVXX5Gens62bdvIyspCJpOxfft2QHw2pqamMmLECIKCgvjjjz9YvHgxKpUKmUzG+fPn6dGjB+3atZPq/kF8lhsVZF9HREQE6enpkq3SxYsXS7VYevDgAceOiZ6jixYt4vPPPycqKoqEhATp/ePj44Ner2fr1q1069aNAQMG0LdvX65fv86mTZsICQmhc+fOtGnTxsw6DcT3wqxZswgMDGTChAn07t2bL7/88q3uFblcLkWm3dzccHd3x97enpycHL744gs2bdpEaGgofn5+hIWFMWjQICmV1ohFixbRvn17qlSpUk4cy1GOt0A5eSzH38ZfFb6PGTOGtWvX/v9r4P8SFBd72Lp1K6dPn2b8+PHk5ubSsGFDNm7cKKnzVa9enYsXL9KvXz86duzIgQMHuHHjBnPmzEGj0bBgwQJp1rUs/F1lXY1GIynHLlq0iG7dutG8eXN++eUXLl68aGYpUhqKKy8bzycnJ0cSgzAYDGRkZNC5c2fJB814DrdumRRB27Zty/37pmhXYWEht2/fZubMmSQlJbFo0SLUajV9+vTh+vXrREZG/kPeom+HD4CPKM5UtAUWnF5uT2bi4zK/JQhy2jVaiiyj7HqZRD+BuynxZa5vER2NIaZ0a5BbXQdzNr10slyj5j3ytCXrI+vlNCbrfslax6CqL1GlXiu5o/YtQDAnp3qdjMT/x955h0Vxt1//s4Vdem9SBBEURCyIXezG3kvsGktM7IlGTYxRYzfFkmI0auwaW4wae+y9KwoiqIgFxELvW94/1v3OrixJnudJfr/3eV/OdXm5OzO7U3aYmfO9z32OBcmqt2NEiWnPbQpLTHN6I98R4KnK3FBMqTLfdqsi6eHbSmki0TWN6lC+dlYtkvZPhYE0amQyZK9bB9xeSmY91q/jOkwdV1NemTiFvzSQVrVDNk5+BuOae3cPiFPBL0sitS+qGfZfptfTRGcYoCkskuOvNvSZZckzsa5h+HvMz1Xy0vl1K0FxIdx1Ft9Ttbsksb1w5RsRD+LxRCdiM/QyGfEd2ovlonb8SD0Tt9PkO9GoFYZte6Z4SkYr6ZjHx7vzyOk9aR8vnYWEQPHW0TeF+mMqi2NbXJjN8Vtz0dtLBDzoLtR0qyje6+QyjjRvBpGSsZK9Er5s5UvFv4E4gkFtoFQq6dixI82bN+fmzZvs3bsXW1tb7OzsOHfuHIMGDWL79u08evSId999F3t7e/r3749Go2H69Oncvn2b9evXCydruVzO8ePHBfEzXpuvXr1Kw4YN2bBhA1FRUTg4OHDgwAEeP36MRqOhUyeD/Dc/P5/y5cvz4sUL5HI5MTExPH78GAcHB5o1a4aDgwNXr17l7t27JUzk2rRpw/PnzwkMDCQsLEwMfJUrV47g4GBq1KiBtbU1M2bMwMvLi7i4ONG/37p1a8CQ53z+/HkcHR355JNPqFy5MiEhISIncsqUKaJlxcrKigsXLgjylpubS+fOnUkykZAXFRUJx9bJkycTEhLCtm3bzPpCwTAY/Oa9YMyYMcyePRuNRsOBAwcAxHFav349t2/fJi4ujhcvXmBra4u9vdTH/GZ0GpSMQqtfv/5fiiL7I8TGxlJQUECrVq3MoqvWrVtXIk7tzyKmylCGMpijjDyW4V/Gf0Pj+/8taNOmDSkpKfTq1Uv0oHTo0AEwPLwoFAoUCgVKpZIzZ84QEBDA1KlTiYqKIiQkhKQk8wxAozTo74Kpc+yiRYvo2LEjffv2ZcSIESUieP4MMpkMuVwueonS0tK4fv06Tk5O/Pzzz8TFxTFq1ChkMhkrV67EycmJcuXKce3aNdFzrNFouHz5Mnq9nvbt21OuXDlsbW0pV64csbGxrF69mpYtW+Lv7/+3HYOS6A18AsjRaRSc+sqHF3ctkzojmjWdg+oP4lOzXWScKbZskAMQlJuL3c5fLM4rsndkRVDJbE8AP68CEvMtmzRVulnV4vRaAZarEATll5j07HZFirLfMOCSybDJtiu5rLZkHqW1har5U90bvVdK8/5RM/JYauXRcOsqKpI+q9Kb3M7cDJUI1xTpmMs0BqdNU8fVBw8lF2KSpV5PzzDD+ZiXnYrWVSJ0xgGa+HLegnDVPyNJu9MeS32Ft4OuitfnbtVHL3u9fXsPgN7wMO1dLRH31xWivOxUXthLZms1nzqI/Uywt0fTvLmY986vS1C/zndMea7Gj9Zi3jHngzhGSWY3+4/VllxfATZtg2wprsG3VjwRPSQDnaxXSVxKWwtW0vGMuK2gsrvkBFssl/N7u7bIQkNR+PnhsWM7Vv+h0sQ42DZ48GAOHTrEqFGjUCqV2NnZ8fXXX9O+fXvat2+Pk5MTT548YcuWLYwaNQowVPauX79OTEwMH374IWAwKdu4caOZIqNBgwYi7D4lJYWUlBRsbGyQyWQUFRUxa9Ysbty4wZAhQ9DpdERERAin6tWrVwMGErdgwQLAIK3Ny8vDz8+PS5cu0a9fPzw9PS0O5Lm7uyOXy3F2dhaDdkVFReK6efDgQXJzc3n69KnF/v3KlSuj0Wh49uwZnTp1omrVqkyZMkX0Rn7xxRf07NmTLl26MHXqVLp06UJaWhpyuZzIyEjs7e1p06aNiMLS6XR06tQJpVKJTqfjyZMn2Nra0qBBA7Nt37JlC3Xq1DHLiwYYP3483t7ebNy4kbNnzxIREYGtrS2HDx+mdu3a1KtXj/Pnz5fIcfwrcWHG5UD6Wze9D/6VuDPjOn777Tez6KrY2FizvkfATB1ThjKU4c9RRh7LUIZ/EGq1Gm9vb2xsbLC2tmbYsGE8evSIM2fOMGbMGLKzs/n666+5fv06wcHBwhzgp59+onz58qxevZri4mJmzpzJjRs3mDp1Krdu3eLzzz8X8TLG/99++21CQkJKxGXs27ePSpUqYWNjQ7NmzcToc7du3Rg1ahTff/89HTt2FGY9MpmMTZs2idHhdevW4ebmJka4jTh//jw9e/YkNTVVjJTn5OTQsWNHkpOT2bZtG3Z2dhQWFuLp6UlSUhLLli1j4MCBQqY7btw4Zs6ciZ2dHXfu3KFly5Y8e12tCgoKEg+TCQkJZGRk8N1333Ho0CGSkpJIT0+nX79+eHh4YGNjQ0hIiMiA+8/RFZjDhR8qkXrj1h8uWbveWJzSLMfzAGgVek56pFFUbFmOqtLpqLJtB5QyKPDLkGmk5lh+WPKvdAmtvuTnaubXJutOyaqjh2c+9i8OlPyiyDqgfFpi8qPzJSWrfhWikeWZV1g1SniZlWG+oF6P7I0Rfr1MxtM88+3VyMyjZ+QF0kOqlaIUw5zXxKmoUCKsKp10O9O7vCaPSRLpN8Z1AMJxNTNdjc7utbHLbanS4REmPahmyQ3no1wHvo4GOWmGUgkRBnLuf+UkgU6vSWWSA142hu+7ZX0DhwDDQ+nTJw7ke7wmfzlZ8EgamAnvbiteX7y0FF47uDqk6wlzlQjbxfp1kb2OIXGPv0k/JKJ5/kp5yttJhHB/+C/YuL6uaupl7L06EL2NUQqrh5UHRbalYRti8KstmTw9eXCau5wwI+y1b6vxd5MkxwUKBTeGvoPHLztRmkQf/Sfw9/dn+/bt6PV6Klc2xMtotVo2b94sjOxevXpFXl4eDx484MLrHFSVSiVUENOmTQPg4MGDHDhwQJip6HQ6VCoVrVq1wsnJCW9vb7y9vQkLC+P06dMMGTKEtm3bEhQUxNOnT4mKiuLEiRPimmI0uVm8eDETJ06kfv36ODk5odPpaNmyJaGhody5cwdnZ2eqV6+OXq+nfPnyb+4iR44cQaFQMGLECObOnSvcPSMiIoThS2xsLCtWrMDe3l5EY2VlGc71ixcvotfrKSoq4sKFC8I0R6/XM2vWLFasWIGvry+urq4cP36c9u3bc+nSJX766SeSk5NFtTE1NZWdO3cybNgwrK2tiY839CufOHHCbHsHDRrE2LFj0Wq1nDlzRqhHXr58SXp6Ohs2bBCE08rKijNnzpCXl0dmZibDhg37SzLQN3N8TeWzHh6G8zbFJPLnzZ5/S3FlVapUQa1Wk5ycXCIW6p8dfCxDGf7fRxl5LEMZ/odw4MABunbtChgqkpcuXTLL/OzcubPIiRw2bBhBQUFMnToVpVLJhAkTCA8PJykpifbt2/P111+Lm+rMmQbjk8WLF9OuXTv69esncipfvnxJt27daNeuHdevX2fYsGEiHHvZsmV88MEHfPnll+zfvx+1Ws2oUaOYO3cuL168oHnz5uTn59OzZ0+0Wq0ZKS0oKODZs2ds376dcuXKUbduXS5dusS2bdto2rQpO3bsoLi4mD179lh0wzWOKk+YMIGGDRuSl5dH/fr1qVatGq1atQIMD0kpKSksWbJExIk4OzuLfshp06YRGxvL/v37iYuLY9myZWZ5lv85WhEY/R5KtW2pSwRX6YRfruW+QiMuhxXyMiu91PmNb9xE/9CyJPZJZEN2FFiO/AirmMW9nGsW54XesOz22rD6eWQ6C9La+iWrRjqtnMcXSzoHB/g2LjHtZbmS1QSP4mL02eZVxYyAYAqKzZcr0JlXNmWF0m1JqTCVrZq8fF2NKCyQiKdKI31O+zoz1PZlGnYqAxnNzJSkc0bHVYACu9e/36MHoHMGwDNMelB9nHZRvPYrkr4jo6Yk22ySJ1VYHTXS9PQIqRx9I6WVtAN7joHe8MDrUyMBt9dRNIX5GaSopWNe9b4a9esH43SlkoyuXcS81qvnUOE1adXrZTxLbIqV3LBshjydxy0TxTF7+cKaKwUfSNEkma9g1zOxDTIZ1Bv1BEc/iezcvr6JVGfpvJTrZUTfdcTD2XA+enh40KxbNxQ+JV13/11ERkbi7e39epsM25qSkoK/vz/NmzenY8eOVKtWDZlMRtu2Utbl6tWradGiBd7e3iWui8ZrQvv27QkNDWXYsGEUFBRw4sQJxo4dy61bt/jxxx/x8/OjTp06uLi4sG3bNi5eNPzuixcvBmD69OmAVKUaN24cp06dQqlUMmTIEKysrDh//jyJiYlmREev1/P555/j5+fHyZMniYuLY+jQoSxbtozAwEBOnjzJ2rVr2blzJzdv3kSn04k4sTNnzgg3c2PudL169fD392fs2LFYW1tz48YNRowYQXFxMZMmTUKlUvH+++/z8qWht3r37t3Y2tri6upKQUGBkGwao6MOHTokJLnZ2dlcuHCBhIQEUWkNDw8nJCSEzp07M3z4cE6fPs2NGzfo378/vr6+/7K7e2JioplZEBjymRcuXMjdu3f57rvvzOSzNjY21KtXj/nz5xMbG8vJkyeFy7cRAQEByGQy9u7dy/Pnz8nJycHBwYGJEyfywQcfsHbtWu7du8e1a9f47rvvSo1FK0MZyvDXUEYey1CGfxB79+7F3t5eyGTKlSvHlStXyM7O5uLFi2YPQGDoFwXYuXMnx48fZ/bs2WRlZWFvb49SqSQgIIC9e/eSkZEhZDyDBw9Gr9fz/vvvM3fuXHJzc7l48SIZGRm8fPmSoKAgFi1aROXKlenXr5/oF1SpVEydOpX79++j0Wh4/PgxS5cuZcqUKbRr1442bdpgY2ODjY0Nffv2Navq1a9fn6CgIHQ6HXq9nqysLC5evEj37t0BuHv3Lo6OjjRr1oyjR4+Sn5/PihUr2LRpkzADiomJQalU0rdvX5ycnEhPT2fp0qUsXLgQMDycGs0PVCoVhYWFDBgwgICAABQKBcnJydSsWZOoqCgCAwNp2bIlHTt25O9EueoNaT59LWqnkqPnHj7VibDpALrSDauTgiH+RemGR5UzM1HvsWBeg6FK92OL4WgtfL9MpsemnGVL+er5tciKK1l1VFtr8MzZVfIDNnbgXnIb024HUZidUWK6q7zkqP1zh5KE1Dsru8S0tKCSRDu7+A1ibaKetVJarjzKXkd1FBVIxFOtkeYXO0lVRk8bw7LPTOI6XjhIpC5DJwXbk2uoxtm4ZOBQzlAdfHD3sJBw+jyVCVJz10eKoqh3fId4ffdueeSvJapn3I9iZWuoJN686YPG+XVsyvMUeCGtN7y71Ct4+dI3oudQnaenmp1E6M5XDEJW3nD8lUWFvHd5m+DUj1KtCVS8JS1rdxq7hpIE+MpVf154mPSuxVyFGIn4Wdnk03iiFVZ20racOz2fHC/pB1EWQ7NHHoRVrESHDh1KSBL/FRh7Dk37wn/99VdBbozO0Q8fPmTIkCHY2dkJJ017e3tu374t8qNDQkI4deoUL1++xPZ1ddZIIo0tFU+ePOHRo0coFArhXrp161a2bNki+qsvXbqEnZ0d8+fPF66sK1asABADe0OGDKG4uJi3336bzp07i8phpUqVKFeuHLm5ucJJFAzmP1999ZVw85TJZIwZM4bExERWrVolMqZHjRqFWq1m165dqNVqBg4cSMeOHQVR2rHDcI7Nnz+fn3/+mdOnTzNu3DiCg4PFgFteXh7FxcUUFxejVCpZs2YN0dHReHh4cPToUe7evUvfvn0Bw33jypUrfPPNN5w5c0bkQs6bN4/o6Gg2b95sdhx/+uknatWqRYcOHahfvz56vZ59+/aVkOj+O5gwYQJXrlyhZs2azJo1i6+++kr0egJCgRMVFcW4ceOYPXu22ed9fX2ZOXMmU6ZMwcvLi9GjRwOGc+izzz5j3rx5hIWF0bp1a/bs2SOiuspQhjL8eygjj2X4S1izZo1wxCzDH8MoPX316hXNmjVj+fLl5ObmcuTIkRKOpKXhX2ng/yOX1bi4OOrVq2fmTPqmOYFWq2XOnDlUq1YNNzc37O3tOXTokJnL6/Dhw/9lx9M35z1//hy5XM5vv/1Gbm7uX+7dfPXqFWlpaTx69Ej0OAG8//77bNmyhRo1ajBp0iTOnj37l77vX4Vbxaq0+nwTDuUCxTQbB08aBo6GgtL3IctdzrmC+6XOt9VqCdmyFUpJSzrdbzwx6ZYNeGpVTeNxruVMyio3a1qc3rBOHLKCVyVntGwBspKGO8nnS+bC2di6oXxVcnvTKJl76friRcnlfILM3isVOnKKzUmmLl/6foXcROpr2vNozHkszhfTrYqkBQpNepg85YZjmJWrxE5pqByaOq4+yzAhw8+kqqhHqIFYaTUFFLkYplvn6nF3MvROPldZIXstrfOMu06Ys4GkPM+wItAuHIAcWQ6qmtJt9p7GpEqz7zK87tP0jbyLa5DBlEZTlM9jmWQoVemuHAc7w3ZrZDIemFR6gk/spa1TgXh//nIF/GylY7wneBt25aT+x93HWqJxla4X7NwJryR3TYdyqTQYE4xMJm3z0RMfU+whvber5E2jZo3/Y9Jg7DlMSUlh8eLFWFlZ0bp1a27duoVMJuPx48dMnjyZnJycEoYttra2jB49murVDRX2W7dusW/fPoqLi8VA3ciRI80+8/3335Obm8vHH38sCGvjxo1p27atIIZeXl4iOijjtVOwkWy1bNkSMFzHfvnF0J9s7F+/e/cut2/f5unTp9SqVUvIadesWcOrV6+YPHkyvXv35qeffkKv1xMcHMzixYtRKBQiVzA1NZUZM2bQuXNn0YveoUMHXFwM51vXrl0JDQ1l48aN1KtXj6VLl7Ju3TrOnDnDgAEDABg4cCCJiYl8+umnKJVKVqxYwcmTJ3n48CF16tQhODgYp9dV+VOnTjF27FjatWtHvXr1iI429MV++eWXpKamcvjwYUC6jru4uLBu3ToyMjLIy8vjwIEDZo7qxkgQU8yYMaOExHTYsGElegwdHR35+eefyc3NJTU1tYRpT1hYGOfOnSMvL49r167RpEkT9Hq9cNIFQ754SkoKOp1OZEzLZDLGjh3LnTt3KCoqIi0tjQMHDtC4sUE90bRpU/R6fdmzTRnK8C+ijDz+F8L40G6sUpli5MiRZiG5fxfefvttM0fM/9tw6dIlGjZsiJ2dHZ6envTo0UOMCP8RZsyYIR4kFAoF/v7+DBs2jOfPn//pZ/8K7Ozs6NmzJykpKTRv3ryEI+kffe6v4o9cVv8sxnXGjBkolUo+/fRTbt26hZWVFe3ataNp06bCWAEM4dzVq1dn3bp1f8nxNCQkhMzMTFEZAEPYtFwuJyCgZO7gHyEyMpK7d+/SqFEj0QcFhgeK/Px8unXrxtOnT2nRogUTJ078l777r8LBuzytZm3CI7QWcoWKFrU+R5ZZ+vmlsYITLikU/8E52OjCJfSplqM/crz9+MnZsvRUZaUj195yNEdEQU2yYktWHZHpCVL8anlDwtUlJul0ch5fKilZrVi5XYlKq16mJy27pCzX9vGTEtNSXcwljq5OGvRvZH5oTXoilXLLhjnGyiMAVgZZqqpI+p4Ck78fD61EjF3UhsqiqePqw8dSLAaJUt+nZ5i0wlfFSeK1n9xZvM40cRxtki4dr+KMcPH6RoDkvHnuYih669dV7AfxkC09fId3k/pmr1z8Ab2TgYwqtBCJ1CN529UFff164v3b6+bg/LpPUquT8SqpOUqZ4X2+LI+4pteQyQ37oimWcyhhBHork+vLyl9BI32/T827RLxdR7zXags5emU6eiclyuYVsOpYWciG/xMYew6N6gIwXCPCw8Np1aoVmZmZVK1alYKCAqKiokhISODevXvcuXOH9PR0fv31V9HrDODq6oqrqysjRoywuD6jSY3RkEun03HmzBlyc3MpX748KpUKBwcH9u/fT1BQEHPnzgVKXl81Gg3r1q0DDIY3SqWS33//HZlMxtatW3ny5AlFRUW8++67uLu78/TpU7Zt28aNGzdo1KgRDRo04N69e6xevZovv/xSDOYpFArWr19vZgS0fv16EZn0yy+/kJSUxJUrV7CysqJFixbodDr69u2Lm5sbMpmM7du3M2PGDAIDA/Hz80Mul3Pq1CkePHhAnz59cHFxwcbGhqCgIOzs7Fi3bh1xcXFcuHCBnTt3WhwMHD16NNbW1oSGhpq1WRgHSXfu3EmzZs2wtbWlevXqnDt3zuzza9asoXz58tja2tK1a1chpzU9nitXrsTLywt7e3tq164tYkGMCAwMZPbs2QwePBgnJyeGDx9OUVERo0ePply5clhbWxMYGMi8efMs/vZ/J/6K83kZyvD/OsrI438p/P392bJli3C2BEMf2ubNmy026f+nsLGxEY6Y/xT+ioNaaXj77bdxcHDg8uXLHDt2TJgk/BWEh4eTkpJCcnIyy5YtY8+ePQwcOPDf3pY3oVKp8Pb2FiTV1JH0X/mOP6rUlXbsqlSpYtGMwBQODg707t2bR48esXLlSk6cOGGxijds2DBWr17NqlWr/tTxtEePHlhZWQlXwv8ESUlJNG/evNQbdqdOndiwYQOLFy8WErN/AmoHF5pNW03Lft9i9fyPSfnFynmkv+lSaoKIFy+xej2ybwmb+n1MZoFl4lm7xkNeFli2dq0aU8vi9Jo1HqPIiC85o0JlsC5ZHU27HUThmwY4QDnnGiWmZXjKLZoBKe6X/N4Ua2ez986OJeM9ik3MeJRmlUcTwxwT8qi3MkxXSQU48qwlQuyeJxFbm9dxHaaOq89S7NBbv+4rjbkuqoEeYdIxfvhIMhHxeyVVZBPLS38DdQ5t5jVHI+aOu6hyxqtv41DRQNYKCxU8s+8ibehRiXD6Rt3BOdAgp9PrNDwokh7CA+7p8XSWpNNXmjSB16TG/nkKQ19I0StJT2wJUrUU72Osr6FqKq3yUbIj8SqTyk5eDmxJAL1UoQzvGoN/3RrifWFRJukNNSgb/WsDP38EY4UpODiY4cOHU1xczKlTp/jhhx+oXr06hYWFqFQq3N3defz4MbGxscTExDBx4kRCQkJ4+PAhKSkpjB8/HjAoKjIzM0WP4puws7MjOzubEydO8NZbBnnv06dPGTlyJB4eHqxZs4YnT55w7NgxsrKyGDt2LAArV640+x4nJydiYgz5n3K5HJlMxsSJE5HJZIwcOZLcXMPgzbp162jYsCFgcEpt0aIF6enpHDhwQPQfTp48WcRY2Nvbc+vWLQYNGiRMbWQyGZGRkQQGBvLuu+8SExPDoUOH6Ny5M66urkK+b29vz3fffceOHTsoV64cc+bMQaPR4OfnR7du3QgLC+PgwYM0btyYixcvsmTJEoqLi7lz5w41a9ZkwIAB1K1b18w13TjA2a9fP+Li4pg7dy7Tpk0r0S84depU/P39KSgoQKfT0adPHzFwe+HCBYYMGcLIkSO5fv06zZo1KyE51el0VKlShSNHjnDt2jVat24tTNdM8cUXX1C1alWuXLnCtGnTWLp0Kbt372br1q3Ex8ezYcMGAgMDSz/h/iZMnDiR33///R9fTxnK8H8zysjjfykiIyMpX748O3fuFNN27tyJv7+/GGE14sCBAzRq1AhnZ2fc3Nzo0KGDWc7RXxlBtCRb3b17N1FRUVhbW+Pu7k63bt3EPNPweiOcnZ2FnMS4zq1bt9K0aVOsra3ZsGEDYJBEhoWFWRztLA1yuVzcJMPDw4XN+1+BUqnE29sbX19fOnTowNixY4WJwF/ZnosXL1KzZk2sra2Jiori2jXJxKSwsFCM6F64cEE4kgYGBtKkSRPCwgw9UCNHjiQ9XXrIXbZsmdk6li9fTnx8PNevX+fFixfIZDJ++OEHAHr37i1uyHv27CE7O5vhw4cTFBREQUEBiYmJfPjhh8THx7Np0ybxGxihVqs5c+YMDx8+pGLFivj7+5OXl4dWqxW/+969e1myZAmJiYn8+OOP9OrVi4EDB+Li4oKtrS1t27YlIUF6EC5fvjy9evVi8eLFKJVKGjVqREJCAlqtlqVLlwIGA4ouXbqYbcv48eMZNmyYeK/T6ViwYAEXLlzgu+++w9fXl08++QSdTif6VmrWrIlMJuOTTz4hLCyM48ePU6dOHezs7HB2dqZhw4Z/KhP+q1AoVbi1j0bZMsisEmaKe5X0JL54bHkm4KjVEvC6n8gS7jbvzKHMktVAAEc7DU+wHLVRtaAGWbcsVB2BCI9DllfWLNLi5EcWJKsAdvmOJaY9dylpu2+n1aI3MQ0x4qnefL/s7ArM3iv1SjQmUmCFrDTZqsmb1+asahO5a45a6sVzy5BIoDGuAxCOqwCFDq97MXOzQWPoZbT3fIGtu5dhux+eR29nuJ64pOqwszH01aWo1chen4dOj+5Tw+V1L2axHD+VdGxfVJWOxdkbddHLX1+brl+CfINcVSaTUbWbZI5048pP6Fyka1itbKlC+kytIq+T1N/bYPM3RLpKLrXnLwVTzlYaRNxTfptwfgU4cTqMbE+T/uDEOLho7hhcb+QjnMoHYutWjpYz1uMT1ZS/C/fv36dmzZocOnSIuXPnMnPmTJRKJRUrVmTPnj1mJi+pqaloNBp8fHywt7dn4sSJODs74+Liwvr162nXrh0ymYyoqCgGDhxIp06dzCSNxkEnJycntmzZQkhICDt37kSlUtG6dWsxKNejRw/UajU2NjYkJycLczOjNDUqKopXr16Rm5tLcnIyDx8+RKlUYmtri6OjI4sWLSIvL4+gIINs+OTJk7Rv3x4fHx+qVauGs7Mz27dvx8HBEMGiVCrJyMgQ7qaFhYWi+mgc4Ktbty7e3t6UL1+e2NhY0d/4yy+/sGzZMjZt2gTApk2beP/992ndujULFy7k5s2bPH78mJ49e/L8+XMKCgp49eoVv/76KxEREXTs2FH0Bxojt6pUqUKVKlUEGZ81axabNm1iwYIFVKhQgW7duvHBBx+wfPlys99y4sSJnDt3jsmTJ5OVlcXDhw9JTEwEYMmSJbRu3ZopU6ZQqVIlxo4da9bLCAYCv3XrViIiIggJCWH27NkEBQWVcA1v3rw5EydOFI6pycnJhISE0KhRIwICAmjUqJGIYfknoNfr0Wg02Nvb4+bmRmBgYKkDFWUow//rKCOP/8V45513zExMVq9ezZAhQ0osl5uby4cffsilS5f4/fffkcvlIhvKFFOnTmXixIlcv36dSpUqmY0gvonffvuNbt260b59e65du8bvv//+bwXtTp48mbFjxxIXF0fr1q358ccfmTp1KnPmzPnD0c430blzZ2bPnm0WgvzvwsbGBp1Oh0aj+dPtyc3NpUOHDlSuXJkrV64wY8YMM+nkgQMHhIlMy5YtuXTpEgsXLuSjjz4iPDxcmCA0btz4DyuLzs7OBAcH06xZM2FgYHT/W7x4MUOGDOHgwYP0798ftVrNnDlzWL58Ob/88gs9e/Zkz549VK9enR9++EHIsYzw9vYmMjKS1q1b07RpU9FjYzw/8vLymDdvHqtXr6ZTp07Y29uza9cuLl++zO7duzl37hx6vZ527dqJCuiFCxfYtGkTQ4cOpWHDhly7dk2Y+Tx48IADBw6I9fwRPv74YxYsWMAnn3xC9erVefHiBfPmzSM5OVnI01QqFc7OztStW5cNGzbQpUsXmjRpws2bNzl37hzvvvvuH/Zm/jtQNiiPVZ9qYG0+QJHuJed8bul9jgANj59E/8qy+6pGpWZ5zW6UVtesXiOOPE0pBPGW5b8//4AsrJ+fKDlDrgC/lyUm63RyHl1KLDHd2y8KWXbJ60GasmS/pG+u5W18kmt+zbG2Nq/AO712OzWiNPJoKlvVv+ZMCg0iiy7HRGrolvZIvC4yIb+mjqtZSPmMZEiOqp5hkpwz317aTz87ydU3u7Z03BunSLEuqY+k7zzt/DsqO8M2PU+zIce9jbS+s1JvqF+dOziVD3y9Y3oSsqUKh8cTHYFukknPuSphyDwlQjnst+9QvSbVGq2cvEcthXFPsayYy9EnUagkgvnr2a7oHAKl7dj/GzyT+h+V1gU0/qgKredtwzVIkuH+J0hNTWXMmDFUrVqV1NRUsrKyWL9+PRkZGchkMnx8fPjtt99IS0vjq6++Ii4ujiVLlhAREUFKSoqoFGq1WsLDw/npp584fvw4CoWCs2fPsmfPHqytrWnSpAnr1q1j7dq19O7dG4BJkyaxcuVK+vfvj52dHe+++y4nT55k48aNWFtb4+PjQ25uLrVq1cLW1lZI7o2uox07dqRt27Z4enoSGhoqDGU0Gg1paWl0794dhUIhrs/NmjVj5MiRPH36lKlTp3Lv3j1OnjzJlClTSE1NJSAgAAcHyZzIOIiZl5dHvXoGWfL58+e5evUqKpWKs2fPMmrUKCZMmAAYDHyMCpkjR46wdOlSrl+/zpdffom7uzs6nY4PP/wQW1tbevTowYYNG6hUqRIKhQKZTMakSZOIjY0V69dqtTx9+hRfX19sbW159OgR77zzDvb29uLf7NmzzQaejfufn5/P559/zuPHhkGz27dvA1LP/YIFCwgODkatVnPw4EGz2Ke7d+8SFhYmtkuhUHDnzh1RedyzZw8pKSns2bOHoKAgZs6ciUajYfDgwVy/fh13d3ccHBywsrLCx8dHVIzB0OcaEhKCtbU1Xl5e9OjRQ8wrLCxk7NixeHp6Ym1tTaNGjUQsCsDx48eRyWQcPHiQqKgo1Go1p06dErLVS5cu8e677wJ/PMD8vyWvLUMZ/kmUkcf/YgwYMIDTp0+TlJTEw4cPOXPmTAljAYDu3bvTrVs3QkJCqFGjBqtWrSImJsbsxgGGEcT27dtTqVIlZs6caTaC+CbmzJlD7969mTlzJmFhYVSvXp1PPvnkX96H8ePH061bNypUqICPj49wWjNOK2200xRr165lzZo1jBw5kiZNmpjt15dffklERMRf3p47d+6wbNky6tSpg4ODw59uz8aNG9FqtaxevZrw8HA6dOjARx99BMDnn3+OXq/n2DFDf9qjR4+4ePEiV69eJSoqiu+//5527dqh1+uZP38+7u7uNG3alICAAOHAZ4RMJqNXr16kp6eLPsa+ffui1+t57733CAgIYM6cOUyZMoW8vDwmTZpEq1atmDVrFseOHSMhIYGCggJOnjzJO++8Y2YSoFAo2LVrl5B0JSUlUadOHWGnXlxcTI8ePWjQoAF5eXl06NCBvXv3snLlSqKjo+ncuTPR0dE8efJEVJuNI85GGazRgdDR0ZFffvnFbPT5TaMFe3t79Ho9bm5uLFmyhIULFzJ58mSuXbtGYWEher2ewMBAETly4cIF0tPT2bdvH25ubmRmZtKhQwcqVqxIWFgYgwYN+kek3IpgV1TDaiHzMlR0ilVw0uHJHw4C1EpJRX76dKnzDwyZSlKmZQmyr2ch9/ItO6xWKYwgK8YyYasXehKZJToa3RTkJcnj89gKFGaWJLcVAltY/P5nuSWXdbdAjjP9KpBXbH5sFCrzbXbUmVe/zMmjqWxVeq2XS/tmjLXIVCrE8m6PJTKfmSURQ1PH1bQcEwn2Y4lUeoRZmSwj5UD65Up/n/cDpHOr1v6NWL3etoRke7xt/AAokBegNCnyXk1uLr05dRSK/cQuVu0mEdPYG1vQuEuEr+ZTBxGaXiCX89RE7eF1+zK9lNI+JSTbE2ItrSfR6i66FhJZz8224uTzsVIVFGDldigySlN7Y++5AGsLTsP/DpKSkqhVqxaHDh2ioKCACRMmcOjQIZo1a8b69etLLG+s6MnlcpYuXSpIwNGjR7l//z5VqlTh/v37JCYmotVqUSqVot/79OnTLFy4kH379jF//nzA8IB/8eJFJk2ahFKp5NtvvxXqEq1Wi729PVqtVgyYGqtKkyZNAgwGP5mZmezevZv+/fuLql9xcTGtW7fGz8+P1q1bc+WKQUIcERFB5cqV2blzJwMGDBCmMAcOHKBPnz5CrmpUnNSoUUNc242ksl27dmzatImHDx/i4+MjoizAYO7Tpo1hEGLr1q3s3LmT5s2bM3XqVAoKCggPD+eXX37hwIEDHD58mIEDB6JWq9m8ebO4f5m2O+zatYvc3Fy2bNki7llarZZdu3Zx/fp1rl+/zq1bt0q0PezZs4c+ffpw4cIF4XS7b98+wFCtO3z4MAsWLBDRSgMHDhSDeTk5OdSuXZukpCRmzZrF3r17WbRoERUrVqSoqEgMiDo4OPDxxx+zfPly1qxZw5w5c4iMjGTRokXk5+fTsGFDbG1tCQ0NFff7y5cvM3bsWD7//HPi4+PNjHKMv+uOHTtYu3YtV69eJTg4mNatW4uYK9Pl5s2bR1xcHNWqVRPXdw8PD2xtbf90gPl/S15bhjL8kygjj//FcHd3p3379qxdu5affvqJ9u3bW8y5u3fvHn379iUoKAhHR0ch93uzp8DUtbNcOYOxhdG1801cv36dFi0sP0z+KzCtVj5//pxHjx4xdOjQPx3tNEKn0zFlyhRmzZrFlClT+Oyzz2jcuLG4wd26dUsYDpSGmJgY7O3tsbGxoUqVKvj7+7Nx48a/tD1xcXFUr15d3DShpJvpm/gnjh3AlStX+Pzzz822dfjw4aSkpJCXV7I6BIbK6Y0bN0TvTlhYGC9fvixhPOPu7s6WLVs4evQo9evXR6lUUrduXcBgVvTBBx9QuXJl4uIMD9hxcXEljsOfHZfExEQOHTrEuXPnUKvVVK5cmcLCQjGS/1fg6urK4MGDRd/MkiVLzDLX/m7IXW1QDYlEXt2L8yG5ZOaUjKcwwq24mHJ/IFd9Ubkam/ArdX5A5cto9JaVANVv17E43cGpCJf0PZa/sJaXxcnJ5y3HL7gpS9rb5zjLyM0veW7ZWzjmacFVS36pwtyl1V7rYD5bb9ITaVZ5lN7o5FI1U6V8HRYukyF7bcLinHRX9CKaxnWYOq4+fmpyLO5IA2aeYZJx1oN7B8Vrr8d6UeV8ZGuLzM/wu9m+eEYdJ4nMOhRLLQRXy0ttAHfiPCh2M2kvuCaRav+6d8zyFmPTJPmeQ7qeUFeJ6F719IDq0nW7w+rZ+DlKhPfipVA8bSSTot+8duIYKslX4+M8eOxsYjBTXAhb4kE/B5gI/DXp/1+B0cxt+fLl6PV6GjZsSHh4OB9++CHTpk1Do9Fw5MgR1Go12dnZDBkyBH9/f+7evUvt2rWpXr06zZs3p0WLFqSkpNChQwdUKhVz585Fr9czdOhQvvzySxwdHdHpdMTHx7NixQoRZeTj44OdnR1ubm7it/vqq6+YNGkS1atXZ/r06ej1eq5evUpoaKhwTC0oMEir7e3tefr0KWPHjqVatWrExMQQERGBra0t/fr1Y+bMmVy7dk0QOq1WS+fOnenatSuOjo40btyY4uJirl+/TnCwVJU2GpOZOpfK5XKsrKw4dOgQHTt2pHLlyty/f59vv/1WbM+MGTMAw8Di5cuXGT9+PK9evRLEcMqUKQwYMIAmTZqQl5eHXq/n1KlT9OrVS/S0azQa0Yt/69YtAgMD0el0jBkzBjCQv2nTphEYGCjkom/GXPz+++/079+fVatW0alTJ8CgTNLr9YSEhHDu3DkWLlxIixYtmDp1KsuWLSM/P5+oqCjmzJlDTk4OH3zwAVWrVmX69Ol89NFHJCYmsnfvXjEgam9vz5kzZxg8eDBPnz5l5syZ9OjRgxcvXuDv78+3335LaGgox44dY9y4cYI429nZ0bBhQz755BPeeustJk+eTEhICD/88APLli3jiy++wM/Pj9GjR7NlyxYyMjJo27YtOTnSdcnNzY3vvvtOSGu/+eYbACFbNQ4wt2jRgnnz5vHee++Rk5PD2LFjuXHjhpDXOjg4MHjwYNq2bcuIESOoVasWly9fpgxl+G9EGXn8L8eQIUNYs2YNa9eutShZBYPc5uXLl/z4449cuHBB3BRN3TTB3FXOODL4prTViDcrY29CJpOVcPq0ZOpi6ipqXNePP/4oRjpLG+00Ii0tjdTUVNHnOXToUD799FNatmzJli1b2L59O++8884fbmvlypW5fv06sbGx5Ofnc/ToUYKDg//S9vyZm6kl/Nmxk8vl//KxA8Pxmzlzptm2xsTEkJCQUGoe29atW7G2tmbdunWcOnWKU6dO8dFHH5mRYTDkcI0YMYIFCxbgY5JvB9IIrF6vF+fNXzkupvt5+fJlatWqRXp6OpUqVSI2NpYlS5YAlJDZ/hl++uknzp07R4MGDdi8eTOVKlUq9fz5OyCzUqDqHIZ/eEXxUFoCej31Dh1Bn10y0sKInzqPo1Bj+e+tcoVsEnOuWJwXWliVrBuWBweia11DVmxhnpsnOJQckNHrZDy+WFJtoLJ2xMpCyscLd8u/syqpZI/pmzEdAMVkmb2309qbvZfz5z2POpl0zNQKE2dMN0PFTFlUiOtrN9KMbCtslYZz29Rx9VGyI3qr1+f83TjQG/62HH2eYe1s6EPMePkA3es4DmUxlHOSBury6tQWrxvdl6RvcXf9UMgM67inSsCxkglxy+sgbevBA6AzDJLI5HrCu0nmZPfi9lLsIe1vxH1rVK8rrMhkxLz1FryuRlrl5/LeLSk3tLBYjja1NbLXB08v03Oy9gGsbKXjtAd5CYQAALVSSURBVP9YXQo9DMYueEZA2+0gM+9L+3dhdAYfPHgwBw4cYNSoUeL6t2LFCjHP1tYWe3t7rl+/jre3N1FRUcjlcnr06MEvv/yCn58f27Zt4/fff+fHH39Er9ezaNEiFi5cKK45xriOQ4cO0aVLF7RaLQcOHAAM18/Hjx+j1+vZsWMHX375JWC4ri1dupQrV67w7rvvotfrKS4uxt/fX/SjGyuQTk5OTJo0iZCQEIYPH46DgwNt2rRBo9HQuHFj5s2bxzfffMPGjRvx9/fn2rVrLFq0iL179wpX1z8iC29K67t160aVKlUIDg4WMs/i4mJRFRwxYgQHDx4Uvf3du3fn559/Ji0tDbVazeDBg3n16hUnT56kTh3D4NKwYcO4d+8eYWFhgjSmpKQIo7G4uDiaNm3KtWvXhEmbcXAwJiaGn376ia+//tpsO319fVEoFKxZs0ZUY589e0aFChV48eIFOp2O2NhY6tevz+XLl1Gr1Tg4ODBp0iTi4+NxcXHh559/pmvXrtSqVUtUEb28vMSA6MOHDzl+/Djp6eni2WLXrl1kZmaSlZVFeHg4t27dwsHBgatXr7JgwQKio6MJCAigcuXK7N+/n7Fjx3L16lWWLVtGUVERxcXFREZG0qZNG1xcXLh8+TINGjQgNjZW5ESCgTz+/vvvxMXFcfjwYRHdAobKqXGA2dXVldWrVwviqdFoaNGiBV27duX69evUrVtXxNJcuXKFKVOm/C0ZmWUow/8GysjjfznatGlDUVERRUVFJRrRAV6+fElcXByffvopLVq0ICwszMyY5d9FtWrV/tBxzMPDw6zik5CQUGr1ywgvLy98fX25f/++GOUsbbTTCKP1uDEXCwxS2EmTJtGnTx9atGghbpylQaVSiXWo1ZKhx1/ZnipVqnDjxg0z99Q/Iyr/6rHLysriwYMHpS5vRGRkJPHx8SW2NTg4WEjdTJGRkUFycjK+vr7079+fRo0a0ahRIz7++GPat29vtuyKFSvIzMxk4sSJHD16FI1GI6RmgYGBzJkzR/SuyGQy1Go133//Pba2toSEhLB79+4Sx8W4n3q9nsGDBxMSEkKFChVwc3OjYsWKdOzYERsbG/r16yc+M3nyZCpVqoStrS1NmjQBMOufMfajXLt2jR9//JGLFy+K3qh3330XT09PHB0dad68OTdu3ODvRGhoKF27drXYy1n/0WP4gwfHK92Gct5CfqIRDr6lS11rxta1OF2h0OFbtNPiPFo2AZmF/sW4IAoyS7LEipXagtZCvqN1QYlpCp0evYXzNcW1XIlp+TpzR1qbYvNBi79GHqX9UJlIMPUmBl9eJj49LioDMTN1XNXpZBQ7hr3+oA7ypW31CJWqgNkqSebrp5P6J5NMrk819m/C9nV8yKtMKwLtJNl8arjUf3n+YjA6O2/DG60G7kjEOaD+HRx8pCr0zUdbxGt1np5qdtI2JdvaUNRGuvaHHdpGS2fpmMTdd6SSrSTXe6J8TE4raT/0Ohl7rg1CW3s8DL8AHlLf498Bf39/tm/fjl6vJzQ0lODgYGQyGcePHzeTk8vlcnFtrVu3LkuWLGHnzp2iN/Kzzz7jxo0bojXj6NGj1KtXT8g/z5w5w1dffUVkZCTVq1fH3t5eEK0VK1ag0+moU6cO0dHReHp6olAoqFevHoMGDaJy5crUrm0YAFiyZAkxMTFCRWE0gnv8+DGXL19m+fLl5OXlYW9vz4sXL+jWrRvJyckUFhZSs2ZN3nnnHXx8fNDpdBQWFtKxY0euX7+Os7MzXl5ebN++3WxAzHg8nj17ZnbcPv/8c2xtbYmJieHw4cN4e3ujVqtp164dYMh0vHHjhjBO0+l0jBo1iqlTp1JYWIi1tTV79+4lOjqaVq1aYW9vz44dO8T10c7ODplMhre3N46OjshkMlxdXalQoQKxsbHcvn2br776Ck9PT7799luaNGnCmjVrStyL7927J/I2jQTY0dGRwMBA4Ty7fPlyHj9+TEhICDNmzEAul9OrVy8qVKhAxYoVhQnc/v376d69O1FRUdSuXRudTid6GMeMGcPNmze5desWCQkJBAcHs3z5crKzsykuLkapVKJSqRgyZAitW7emTZs2XL16lRo1auDr68uaNWvo1KkTUVFR4t6xa9cu8vPzWbduHVWrVsXd3Z369euzfv16IV+1srLCzs6OlStXEh4ebuY6bxz8HD9+PLa2tty8eZObN29y+/Ztbt26hbOzMwkJCTx48AC5XI6XlxcTJkzg448/pmfPnuK4laEM/20oI4//5VAoFMTFxREXF2ex6uHi4oKbmxsrVqwgMTGRo0eP8uGHH/7H650+fTqbN29m+vTpxMXFERMTw8KFC8X85s2b8+2333L16lUuX77Me++995dG2WbMmMG8efNYsmQJd+/eLXW00wi1Ws24ceOYOXMm33zzDQkJCZw6dYpz585hZ2fHqVOniI+3EFHwF/Fn29O3b1/kcjlDhw4lNjaWffv2iVHt0vDxxx9z6dIlRo4cyc2bN0Wf5YvXoerNmzdn/fr1nDp1Sli3l1rRMsFnn33GunXrmDFjBrdv3yYuLo6ff/6ZTz/91OLy9vb2qFQqMjMzzQhYadDr9YwbN45du3bRokULvvjiC06fPk1RUREbNmzA19eXzq8DzJOSknj27BmjR4+mfv369OrVS/TBGNG8eXMuX77M7NmzuX37NgEBAcJoAQyZb5MnT2bGjBmsW7eOe/fukZGRQffu3c0qk9OnT+fZs2dkZmaSnp5ObGwsK1as4JtvvuH777/n7t27/P7776SmprJv3z6uXLlCZGQkLVq0KNHf8p/C1dWVrl27UqVKFTHNu7AQ181bSv1MgZMrP/o3LnV+rappJOeWzFwEqFRUpdSqY93a95DnPrU4j+CS0RoAj0qRrPq4WY4AeVaUVWKaT0EBWKiUp9qUJNVZxeYDWepi8/XLdabkVCKMMpM/By0SUVKbkEeNs9Q/6Y50ftvKTWTQJo6rOYpK0vTn0q3RM0xinikvr4rXPqnSMvftbIV5jSo3mwZ20voKXoWJ16edjqJ2fC2t1ch5qpZ6FtmzH/QGQiqT6wnvKhHY5HvHKfCUpK2V78pwsJPI5vnImsgcJTLbb9M8HNTSQbp8OQI3a+mh94jrbzjWMBB1tYOKyKGtUbRfBFZ/rIr4qzAa4+zYsYPHjx8LqWVMTAxubm5UrVoVjUYj+tOMfc96vZ67d+/y7bffMnLkSB49MpBtvV7PpEmTqFSpEnfu3BHrGTp0qPju4OBgQRLmz5+PUqkkLS2Ne/fuCYdpo7nOwIEDRVUtPT2dO3fuMHz4cFQqFaNHj8bb25sZM2ag1+tZtmwZI0aMwMnJid27d4vID+MA37p164Qkf9myZaxdu5Zbt26Zye1VKhWOjo40adKE3r17Y21tLa7Lbm5utGzZkmPHjqHX6xk+fDiZmZlERERw8+ZNdDodHh4e1KpVi379+gnF0NatW9m8ebMwqQEDgRwwYABWVlZ0794dV1dXZDIZqampQjGSk5PD8OHDRbRGgwYNcHJyQq/XU6VKFZo0acLPP/9MgwYNmD59umhP8Pb25sSJE8KFNjs7G5lMxokTJ4TkduvWrZw6dYrs7GzOnz/Prl27kMvlaLVaoqOj2b9/PxMmTGD9+vXUqlWLpUuXcunSJXJzc/nhhx9ITk7m9OnTeHt7s3jxYiIjI4WJzdKlS6latSo1atSgcuXKJCQk0KRJE3Jycvjuu+/IyckhKyuLc+fO4e/vz6pVq1AqlXz22WckJiaSlpZGYmIifn5+zJ8/H5VKxcmTJ6levTr79++natWq/Prrr5w6dQqdTmfm9xARESFV+03g4OCAr68vV65cIS8vjzp16lCjRg1q1KhBREQEDx484N69ezg6OjJ58mTOnj1LhQoV2LFjh+iNLUMZ/htRRh7/H4CjoyOOJg8OppDL5WzZsoUrV65QtWpVPvjgA7744ov/eJ1NmzZl27Zt7N69mxo1atC8eXMhhwVDL4m/vz+NGzemb9++TJw4sYQU0hKGDRvGypUrWbNmDREREaWOdppizpw5fP3116xYsYJq1arRt29fKleuLIxf2rdvL4jZv4o/2x57e3v27NlDbGwsNWvWZOrUqX+abVipUiUOHTrEjRs3qFOnDvXr1+fXX38V8qOPP/6Yxo0b06FDB9q1a0eXLl2oWLHin25r69at2bt3L4cPH6Z27drUq1ePr7/+moAAy9lsSqWSzp07k56eLiItPvnkE27evFliWY1Gw8CBAzl06BBnzpxh27Zt1KpViw4dOpCamoper2ffvn1igODdd99l1apVbN68mW3btlFYWEivXr1KbO+YMWP47LPPAIOc9818zWnTpjFhwgQ+++wzwsLCOHDggBjV7tKlCz169ODo0aP4+PjQuXNnrKys0Gg0PHjwgG7dujF//nw6dOjA8+fP2bZtG1FRUYSEhPDll18K6/y/G8ZokjZt2mBnY0PU3t+goGSFzogdgz/lea5lkxwrpY4Ch2OlfrZWbH1Ks2YNtd9reUb1KLAqGSWi18l4dMGyQZZDQUniV2QjI8NClqVXpuV8yzdjOtQqXQnn2DfJo0xfWuVRunXp9NKxU5n06BWbOFl6FElyYdO4DlPH1ed5Jn8nD6Reb88qEsG9d/cAvK562mfocXF4TVBlMgrqShXghnFSpTjmjhsOVobrc7GsGHmkRALPXo1Er3h9XPJz4aG3mBfQ6A4O5SS312uJa8UxUGhlRCLJx7MVCl50l4io49OHDM6WBmLyC+UoXpg4vAIHq+0ioKEvPZd0IKj+32coZTTGOXr0KLVq1aJ58+aMHDkSQPSLGXvMT5w4wYMHD4iLiyM+Pp633nqLlJQUKlSowPbt283kgwkJCSxevNgsQsrW1lZI+q2trUtIP3U6HTk5OdSoUQOZTEb9+vWFS3OrVq0oV64cb731Fg8ePOD+/fvI5XL279+Pt7c3P/74Iz///DO9evXi5MmTeHh4CGWFnZ0dvr6+9OjRg++//57x48fz9ttviwGt3NxcmjdvTkREBHZ2diiVStauXUunTp3w8vKif//+9O/fX8R0LF26VGQA9+rVSxCV7t274+npyYABA3B3d+f27duinaJbt27MmDFDVDHt7e1p2rQp69atM2shsISpU6fi4OCAn58fSqWSWbNm0a9fP65cucLFixeZNWsW7733HiNGjCh1YHHVqlXUqVMHd3d3MUDbu3dvmjZtil6vp7CwkF9//ZVevXpRWFjIw4cPuXfvHosXL6ZXr16MHTuWmJgYfH190Wq1rF27lvv37xMYGMgvv/xCTk4On332mVAVKZVKNm7cyJw5c/D29mbAgAE0aNCAVatW8euvv4pBCblczosXL9i8eTNLly5FqVSiVquFSU1RURHnzp3D09OTkydPkpaWRu/evbG1tcXJyYlffvmlxL6+2SJiihkzZnDs2DEcHBz45ZdfxIDt2LFjiY+Px8HBgS1bttC7d2/27t2LWq1GpVJRv359i+sqQxn+GyDT/ztNW2UoQxn+n0FBQYGo1h44cICLFy+ycuVKBg8eDBikSH5+fqjVas6fP8/EiRNZu3YtI0aM4IcffiAwMJDx48czfvx4Ro4cybJly2jSpIkIugZDv9A333xTghwmJSUJIn7t2jWRyVYatm/fzuLFi0lMTCQnJweNRoOjo6MwdpoxYwYbN240y5z84osvmDJlSole0/z8fCZOnPinZP8/QXFmJtmTppC/1zKRe1S7KRNqDEBbymW4QVQSidrdFueFFIVSaVNNi+QxNOw5TaxLURiM7Aeed0pMTosN4veZMSWme5SLoJHryBLTnwbKOFJQsqrf4voNrH8tuc2DRv1ETqFEnHw8CtD4rTBbpntSPwqOSdXAoc3no0x/TYJG9INyhu2+tqEqd/YYBquaNp2Ny3NDf+PNcA3XXxrcVRvdu4/Tho0AHB7yCT/IDT2XdWo8JUlmGDRomN0U5+2GCl9IpZc0txtvWJebJ4wxGNPo9bBzmIKiHEOVtWPT5SifG7bxengxN18aJLqVMrMIWWwgD1orFe++t4KMfENVNLrBTeLzjwNQvjiQiI0S6e/dZhdOz3ZI6x0dAjLDYMP94+FcWHZRHI/WzRdj+0wi4QdCX5KWYZCgyvR62m/agv51xUQvkzFj4k/cSpcqs40aXeFu7hmsFdYMDn+HthXa/+0xNu3atePmzZvEx8czatQoMjIyWLlyJR4eHqhUKq5fv05ERAQNGzbk0aNHPH/+nMLCQtRqtegXy87OxtbWli+++IKpU6ei1WqRyWQ4Ozuj0+nIfD1A4eXlRUBAABcvGo5Reno6u3btYvjw4Wg0GurXr096ejoPHz4kPz+fOnXqcOHCBcLDwxk6dCgTJkwQPXRqtZqioiKaNm3Kt99+S6NGjUSLh5WVFdHR0ajVauzt7dm2bRsVK1akQ4cOoieyqKiIkSNHsmrVKsCgilEqlSiVSjIzM/Hx8eHp06dUr16do0ePUrduXZEV2aRJEz799FO2bNnCzz//zPPnz81yijUaDX5+fsjlcsaNG8eECRNQKBTodDqz/vJvvvmGCRMmoNPpqFixIvv37ycoKIgRI0awd+9e0tPTycvLo1q1aty7d09IUtu3b09WVhbt2rXjzJkzyGQyPD09qV+/PmFhYSxYsIDw8HAh9S8qKsLHx4fJkyeTmprK6dOnuXjxItu2bSM0NJS1a9fy3XffERoayoYNGwgPD0cmk6FUKpHL5TRp0oSDBw0GVA8fPiQiIkL85mFhYSQmJvLNN98wYMAAVq1axbBhw5DL5djb2xMaGiqMbZo2bcqMGTO4ceMG1tbW1KhRg9mzZ3PkyBG2bt2Kv78/Fy5coKioiKpVqzJ16lTS09OZOHEiOTk51KtXjwsXLqDX64UD+vPnz+nYsSPbtm2je/fu9OnTh7y8POEkPmPGDHbt2kVGRoa473388ceimmlnZ0dERATjx4+na9eu/Pjjj3z//fckJCSgUCioXbs2X3zxBQsXLiQ3N7dEnmUZyvDfgLLKYxnK8P85rK2tadWqFZ999hlnz55l8ODBIkPSiFatWvHkyRNxw/f392fLli1mvZ4FBQUi++zNHkujhf4fwdhjVBrOnz9P7969adu2LXv37uXatWtMnTq1hPGTJSOhcuXKmRkJXb9+nfj4eBGr8k/ByskJ1+XLcFn2PXI388gDnVzB8qaDSyWOjnYaUuVHS/3uqDsNSq06RpYvpafW2hY8HlmclXzesmSxQoVWFqen2VmWvlonl/z+bG9/M+II4ORQsqKhLDSXtsu0JhXbUnoeNTrpe9Q6SaqZb6J0cH8lyXezTOI6km2k3sykJGcptuJlGmgNDqwyGXiEBorl0nVS1dY3Q5KyJTo4IHvd76ooLiLaSpL0PkmWlAPJVkk4hknn6MXEJtKOvUyDZ9K6AqPjsPeS5KuXb68QlU+AWtmSaY9eJuNuJ8mER6bXM/zoShRyafnrV2tQx6shS5t/S7ugDn8bcRw8eDBdunTh1atXwhhn//79rF+/noSEBNzd3WnRogVWVlY0adKE0NBQTp8+jY+PD1WqVKFixYrCPRQMUk61Ws2UKVNENMJvv/1GQEAAERERIsqiS5cuFiOirKyskMlknDt3jjt37ojr1MWLF1Gr1cTFxbFu3TrAUN0zukPr9XocHR2pUqUKL1684OLFi/j6+uLs7Mzx48eJjY1l7969Fg3IVCqV6Mc0ElG1Wi36Oo25kTdu3MDDw4PExESKi4vZu3cver2erl27cvbsWbGtGo0GHx8fET2VkZEhshvBIOWtXLkyAwYM4MKFC1hbW2NnZ4e3tzfTpk3j0aNH4jpudK7u2bMnYLhGVqhQAXd3d0E+X758yZYtW9Dr9TRr1oxjx44xaNAgVqxYQe3atc3OFZVKxYsXLxg/fjzr168XLqvBwcFUrVqVL774ghs3bnDt2jVRlfT29hb5lcePH8fa2hobGxvCw8OF9HjcuHGsX7+e1q1bM3v2bMBQzVQoFLi7u/PTTz+xZcsW7OzsuHz5MiqVik8++QSZTMb27dvZtGkTLi4uHD16lKioKI4fP46fnx8ymYyEhAQGDx7MqFGjhP/CpEmT8Pb2xsPDg9jYWCZOnMigQYN4++236datG3q9voRcdcaMGVy/ft1s2ty5c2nUqBFhYWFs3ryZtWvX4uXlxaeffkrNmjXFffXXX39l1apV5OXlcenSJWHKVIYy/LehjDyWoQxlMEOVKlWE0YERnTp1YtOmTQwbNowHDx4QGRlJ+fLl2blTMmTZuXMn/v7+Zp87cOAAjRo1IjMzk9GjR9OhQweLsStBQUF89dVXaDQahg8fTqVKlXj40ODYuXnzZmrVqkV0dDQymQyNRkONGjUICQkRy5giJycHmUwmsiMjIyNJSUkhJCQEpVJJcHAwp0+fJioqitOnT1OpUiVBoI09Vn83bDt1xPP4MWxMcvlODJhAXHpJ0xojqlW/Q06xZXfW4OJKZF+zLIX19MrD/sVBi/No3hxkJfMg/0iy6q4Otjg9TWc5lkRmIRs2LaRkTIetXUnyKC8w7+2VmRBD86gOiTVrtNIyKo20UJ6tRIbdnkrnSdpLafpjheS4WlykQOtk0veYJclbPcMkIvro6VmT79UJky2dXEahiXS1wbUj4vX9x3b42Eqy2CehEmm9n+hCoXs9ab37zoPesE1yhY4qnaW/qZfPYsl2k467xxM9gW6SfPWugwPaZk3Fe78rp+lubaie2amVjGoewdR6H+NtV9K86O9AYmIier2enTt30qtXL+rWrSv64T744ANcXFwoKCjg+fPn6PV6Lly4QEpKCsuWLRMVmGrVquHo6IhGoyEkJES0WdSvX79UCb4l6PWGOJVBgwYREBBA27ZtAcnV21hFa9SoEaGhoQwYMMCMIMnlcmrXrs2ePXsICAhAoVDw8OFDvLy8KCgoIDk5mUOHDrF169YSA2Oenp5s2bJFGN4Yp508eZK2bdui0+kICQmhcePGtGjRgrp16/L8+XNq1qzJxIkTUSqVhIaG4uLiIo5fSEiIWf+oWq3G3d0dV1dX6tSpg1qtFg6qjo6O7Nu3T+zj3LlzGTp0KAMGDBD7FhkZiUKhoEePHoDBEMjX1xelUsm5c+eoXr067733HkOHDi3VdG737t28fPmSt956q8S8kJAQIiIiWLlyJWAwzfH09BRZvZUqVWLDhg3C6fzbb79l//791KhRg0OHDnH37l3S0tLYtWsXjo6ODB8+nAkTJlC5cmVu375Namoq/v7+QlEybtw4wsLCaNOmDZUrV+b7778HDAOXRjdwtVpNs2bNOHLkCAkJCbz11lscPHhQ9OBeunQJrVbL4cOH/5JJnREymYx9+/bRuHFjhgwZQqVKlejduzdJSUl4eXmhUCh4+fIlAwcOpFKlSvTq1Yu2bdsyc+bMv7yOMpTh/yaUkccylOH/U7x8+ZLmzZuzYcMGbt68yYMHD9i2bRsLFy4Uxjem6Nq1K+vXr+f06dM8ffqUd955h59++knMX716dYm4mNzcXD788EPs7e2ZNGkScrmcrl27lnjYmjlzJvHx8Xh7e3P06FE2bNhAZmYmgwcPZsCAAYwdO5Zvv/0WnU7Hd999Jyz2/0rPSMuWLUWG6YkTJ0hKSiIhIYHs7Gw++eQT1q5dy5kzZ8jKyqJ3797/zqH8S1C4uuD6zRLcNq4nt24j1tqXPupczqOQ+4UnS50fdacRel0pUtdqF5DpSiGlEZb7jp/fqUBBRknzIIXSGnV6SbMmrQKeZ5V0bfYoKkafXZJUPvMt2bOrVlsw+ikwr4T9lcqj1mQZlUa6peVYSRUD12RJxvwq0wobheGB09RxFSDXqrK0kqcSKfUIk/o4k+8dB+vX5E4vw89Bqv49qSQR7ZDje/C0kyqptoU1xOuzjiewdpHkp3GZ7aT1Jt+DTOl7KjS5g52HlEN58cZ3YCXtZ80UR7NK/6X69cBEot119ed0jfBgy+iGdK3t/7dUG40RHDKZDCsrK3bs2MGtW7dERef69eusXr2aSpUkMv7zzz/z4sULHBwcePr0KfPmzQMgJSWFXr16cfr0aeH++dtvvwHQv39/li9fLnJf79y5w8uXL836sktzt1apVNjb23P58mXc3Nw4fdrQh6rRaMwqh0ZCOmTIEIKDgzly5Ai2traUL19eDFZdunRJDJTZ2NgQGBhI+fLl0Wq19O/fHzs7O1EhBYPzcq9evbh+/TpWVlbI5XJcXFyIjo7mvffeQ6lUkpiYKGT8x44dQy6Xi9gtFxcX4uPjRQYxSGTX2dmZoKAgPD09OX/+PAcPHmTq1KlkZmbSpUsXsQ1KpVLsZ0FBAdeuXTNzPHdxceHcuXOih3T9+vX4+vqi0WjQaDQcPHiQlJQU5s+fz7lz53jw4AEuLi7Y2dkRHh7Ovn376N69O1qtttQs3uvXr5Obm0uFChVo164d27dvp0GDBgwYMICbN2/SvXt34Qg+atQorl27RmFhIa9evSIwMJCff/6ZjRs30qtXL2bPns2DBw8oKiqifv36dOjQgYiICGG69MMPP1BQUEBaWhrr1q3D7bXSo2fPnvj4+JCdnU16ejqHDx+mWbNmBAcHC4np0aNHKSwsJC8vj+fPn6NWq8W9Zc2aNUKyaoqkpCTGjx8v3js4OLB06VKePHlCUVERycnJbNiwAX9/f1QqFZs3bxauvE+ePOGbb74pNUKrDGX4vx1l5LEMZfj/FPb29tStW5dFixbRuHFjqlatyrRp0xg+fDjffvutxc/06NGD6Ohorly5gouLC6dPn0aj0fDq1SvOnDkjZFtGdO/enW7duqFQKChfvjyrVq0iJiZGSLGMZC0wMJBq1aohl8vJy8sjOjqaTp06sW/fPt5//30GDRrEiBEjmDBhAvn5+XzzzTecPXuWadOm/el+ymQysT9Gx8YffvgBnU7H/PnzqV+/PrVq1WLt2rWcPXtW9E/9U7Bu2pTyP2+gR90ArBSWH+SDQq+iKYUABhUHk3PVctVRba3BM6cUQl2+Iljftzjr0QXLktWgym2guKTc+JWX3Oxh2QhvC8QR4Jmbb4lpCpWFCuibu6WRZNFmlUeTO1exVlpGVSQR6myVRNzsUx+jVkofclFLzqN4Svv3stDEmOtukrR8hccobQxSU71eS4GTJNn1LZBksPFOzsgcDO9lej1N9M/FvNh4H5QygyxWI9Ogj5TI6aXLgegcTExrDseKl3KlliqdA8X7rFdJZDhLBmAOr3SEukqffWllRXYXw+CPIqA85b7/hsk9IvFw/HsfVNu0aUNKSgr379+nZs2aPHjwQITLDxw4UPRMi/2Qy2nevLlwBo+Pj0ej0VCzZk0GDRqEjY0NSqWSkydPcujQIcAgEWzUqBFz5szhwIED9O7dm3v37glJY0JCgnBSfRNGh2qtVsv169fp06ePmFea1YNSqSQyMpImTZqYOageP36cGTNmIJPJeP78OZcuXaJ58+Y4OTnh6+tLQUGBWY+30TjMzc2NLl26YGdnR0JCAmvXruXp06dotVrs7e2F27Ox765jx45MmzaNly9fIpfLqVSpkpBIqlQqqlatytWrV+nQoQMvXrygcuXK2NnZiWNg7AV98uQJLVq0EFXLNWvW0LFjR7NBuzcH8C5fvsyWLVuIioqiuLiYVq1acfjwYWbPns21a9fQ6/WcPHmSmJgYFixYIEitKV6+fElqair3799n9+7dtGzZkosXL7Jq1Srxe/wVV3CZTEbfvn354YcfOHz4cIn7iikCAwMZNGgQQ4YMYdeuXTx48IDjx4+zdetWAEaNGsWrV6/o06cPFy9e5P79+xw6dIghQ4ag1Wq5cOECc+fO5fLlyyQnJ7Nz506eP39eJiktQxn+AGXksQxl+P8UarWaefPmceXKFTIyMsjNzeXOnTvMmjXLzFxGr9ebjWg/fvwYT09PBg8eTPv27Rk+fDhyuZw6derg4eFBu3btRJ/PvXv36Nu3L66urowdO1aY4yQnJwOIjLI+ffqg0+lISkoiJSWFwsJCkpKSyM3NZeXKldjb22Nvb8/333+PRqNBr9czd+5cVq5cSVZWlnAqvHLlCu+//36JfTX2QRrNE7766iuUSqVZnmVoaCjOzs5/2nv5d8DaSsGIFiFsHNWQBiHuZvMqBeaQkHOplE9CnfjGpVYdG9WJRVZQSo5rizogK/k5vR4eXbBMKv08LGdIPneyTGxdS3E1TrEQ06FTlCSaurw3iKrGMkk2SeSg2IRgqgolhpklVxgaFl/D01aqoNrKpWOe5yJtx9MXkgSU2zdAb6heyuU63CtJxPJFvlTJLPdEyrfTymUUm0j8Gpz/TbzOyLYi0K6aeH/e5xSy1/2IOp2MZEVXk3VfhzyT6mOzO9i6SYT3wpVvwCSKo+p9lVlv1qXQyth/+gleR3/HukVz/gmo1Wq8vb3x9/cnKMhgRnTr1i1q167Ntm3bREUI4NKlSxw6dIhDhw7h7+9Po0aN2LBhAy4uLmRkZHDgwAEhlbezsxMOzHq9ni1btpCUlETNmjVp1qwZAQEBwpTm9u3bzJo16w+3s127dtjb2wuC5ezsTJ06dUq4f2u1WvLy8nB1daVbt25Cwr5mzRr69+9PQkICFStWRKPR4ODgwMSJEykoKCApKUmsx/Tak5ubi6OjIyEhIWRnZ+Pr68u8efMYPXo0er0eOzs7cZ1s3bq1CL4fNmyYiM5Qq9UEBxvOA5lMxu3bt2nRogUKhYK8vDzkcjmNGjUS6w0LC+PRo0esWLGCqlWrCpJtY2PDmDFjuHrVEDVz5swZ4uLi0Gq1oi8yISGBPXv2UKVKFSpXroxMJqNDhw48ePAAJycnnJyciIiIICgoiA4dOtC4ccl4oZYtW1KuXDkiIiKYMmUKYWFh3Lx5k2bNmoll/qoreL9+/YiNjcXX15eGDRuWWNehQ4fEfWnZsmX06NGDkSNHEhoayvDhw8X55OPjw5kzZ9BqtbRu3ZqqVasybtw4nJyckMvlODo6cvLkSdq1a0elSpX49NNP+eqrr4TMuQxlKENJlJHHMpShDP82hgwZIqRWlm62HTt25OXLl/z4449cuHBBxLkYTW6cXwe5Gx0a35SgabVaZs6caWZ0ExMTw7Fjx4iOjkaj0bBkyRIOHTrEb7/9RrNmzVi6dClgXl0otpA7CJSQ8On1+lKrEv8EyrvZ8XX/WnzdL5IAdwPBdfQ7XerygcVB5FwpJfZDpqeC/NdS5snB33Km5Yv4IPLTLZM+x2J3i9PT5CWrhgC2T55YnP6UklWvYn1J8qjJk6qZCqUOmd6kulla5bFYkuKpCqXfTieXIXt9fgF4Kk2+W+MqXr90kKqDSUmu6I0r0hRDkVQx9QyTKi0PHkj9jOp8PV7O0nFKCQ0Vr8tfPEaAo1QBzXspzXuqfIxDuERgzlyujt7KxOzpVIq0vUoNYZ0l8pqXncoLe8m4xzoPqtkbiEjFihXp2rs3Tu+/j+xvlsWlpqYybtw4du7cyZ49e/Dy8qJRo0bEx8fj5uaGXC5Hp9Oh0+lISEigY8eOfPHFF9y6dQsbGxtUKhXnz5/Hw8OD4uJiFi5cyMOHD80GbGrXrs3du3eJiooCoLCwkOPHj/Phhx/SqlUrWrVqxZEjR8S8x48fc+yYFGczePBg0e+WmZnJsmXLyMrKEtecQ4cOceLECWG0c+HCBeLj42nRogXJycn8+uuvjBgxQlyLHBwckMvlODk5UVRURFFREfPnz0etVpORkYFSqcTZ2ZkzZ84wdOhQ5HI5hYWF2NnZ0bt3b65du4a9vT16vZ47d+4I0xh7e3shN96zZw8ymQxra2vkcjnp6enodDrq1q0rqrCVK1emb9++LFu2jFWrViGXy+nZsycffPCB2NY1a9Zw5coVdDodjx49onz58iK/EQyZlDt27CAyMpLExETs7e1Fr2lxcTGLFi1i3bp1JCQkiEHDVatW4enpyZMnT6hatSoymUxIgI0IDAwkICCARYsWodfryc3NJTY2lu+++06QX1O0bt2aM2fOkJeXR2ZmJhcuXGD48OFmy1SpUgW9Xk9SUlKJ6/Tx48c5d+6cGBCwtrbm66+/5unTpxQWFpKQkMA777wjlg8JCWHnzp3CbTYuLo5FixYhk8lEBFRaWhoFBQXEx8ebRcSUoQxlKIky8liGMpTh30abNm3EA1Xt2rXN5iUkJBAXF8e1a9fo2LEjvXr1Ytu2bWbLGGWr77//PvPnz6dly5YMHTqUwYMH4+TkhKOjI/Hx8aIvxvhv4cKFyGQyrly5wpgxY2jVqhVt27blww8/FHKllJQUvv76ayIiImjUqBFgyI00xgFoNBpmzJiBs7Mze/fuJTg4mMzMTJydnSkqKmLSpEn4+vpiZ2dH3bp1zWRpfzcaVPJg48gGfNbTn8ziZ6UuVy+hSalVx8gaj1Fk3rX8wYaNQW6ZIJbmsursHow8o2SFUY+etBzLRFRxz3IF80lByW3O02WUmFacJ61PrX5DFmva86g0HRiQiKzqzcqlicOth4m8tajASbw2dVzNzbFC5xgoff6l1JfoGSaR3Rept9E7SOVPP6Tvu+PqAiakrUmBRPJi7rjhqHIW7x9Wln6vnGwr0l1Meo3PnYQiSY5asXk8Ni4SSb14aSnYSNsQlutM586dadGihUVJ4X8Kozz10KFDREZG0rRpU44cOcIHH3zAvXv3SE9Pp23btqSnp+Pk5ISdnR0TJkwQcvji4mJq1qxJWFiYkCjKZDKRtQjg6upK5cqVCQ4O5uhRyWn49u3bLF68GK1Wy+zZs0Xu7XvvvcdXX31VqpOzvb09dnZ2vPfee3h7GzI0jdepYcOGAYgw+tOnT6PX6wkKCkKv1zN06FAAsrKyePToEQ0aNMDLywsvLy/mzZtHSEgIjx49omrVqpw8eZKoqCgmTpyIl5eXUFYMGzaMQ4cOERwczLNnz0hLS+Ps2bOEh4dTv359sQ53d3cOHTpETEwMMTExeHt7079/f+7fv0/Hjh0BQwxJlSpV6NKlC0OHDkWr1TJ//nzCwsIE+X7rrbeoUaMGQUFBpKWlifYAI8aPH0+3bt14+vQpL1++xM7Ojg4dOiCXy9m5cycxMTF4eXkRFBTE7t27GT16NNOnTycuLo4NGzaI36l58+Yis/N/C05OTmLwsQxlKMP/LMrIYxnKUIZ/GwqFgri4ONHHZApra2tsbW2pXbs2e/fupWnTpn/oLjdmzBicnZ1ZvXo1dnZ2XLlyhQULFpToj1m1ahX79+9n1KhRFsObIyMj8ff3Z8aMGbx48YK+ffvi62uoIJ09e5ZJkyYBhr6kDRs2kJuby6effoqNjQ3Vq1enVatWvPPOO5w5c4YtW7Zw8+ZNevbsSZs2bczyI/9uKBVy2lWtwvJWK+lVqTfWCvOqUfniQHIuWw7sBqjqUYrDKkBtH4uTDZJVy66CwcFtLE7PcldQYCE43FarRf/0aYnpuR7eZBWU7I/MKjKX19rq7NBpJBKgVr1BCEzJo1wij0WFkiOtQiszOw91Ls7itUd+hrRuk7gOU8dVgHxrk16nh9I2ugY/RqEyMdexlaI4fJ9LJK5ILkdXRxpIqXd8h3it1cnwVkSK9+ftT2PrLn3n+biGUuUT4LJUZVZYFRPWWariFOZnkKJOQOZui1WvcGwGReLlJRnr/B0wNcYJDg7m+fPnvPXWW/j5+XHixAnq169Pv379eP78OR4eHqxevZoTJ06QkZFBeno6qampFBUV0bhxY9RqNdevX8fJyYkGDRoAsHHjRh49eiQigNLS0liyZAkymQx3d3esrKxwdXXl66+/pkOHDuj1evbu3cvcuXPx8PBg6dKl5OTkUFRUhF6vx9nZmRkzZrB48WL69+9PTk4Or169Ij09nSNHjuDv78/UqVMBKRpo3bp1tGrViho1amBlZUW7dgbzoq5dDTJio+HNzz//zKVLl3jw4AGFhYU0b26QA9+5c4eaNWuK45Samioku3Xq1MHR0ZHs7GyKiooICAhAr9fz0Ucf8dZbbwmpZlZWFqtXr8bR0ZHQ0FDq1auHUqlkzJgxon/S3t4eX19fZDKZ2LbPP/+cI0eOiExINzc3VCqVII1GEmuEsZoLhozMly9f0rt3b3Q6nchQrFOnDunp6fTr1482bdqwZ88eduzYQd++fUUkx6hRo/jxxx//8NxJTk6mc+fO2Nvb4+joSK9evXj2TBoYM8a7mGL8+PE0bdpUvN++fTsRERHY2Njg5uZGy5YthRz1zc83bdqUsWPHMmnSJFxdXfH29jaLfzH+Vo0aNcLa2poqVapw5MgRZDKZRUOcMpShDKWjjDyWoQxlKBWmD4/Gf/fu3SM1NVX0Ifr4+ODj41NCturv78+vv/7KgwcPaNeuHSdPnhSSrdLg6OhI1apVWb9+PWlpabzzzjsW+2PA0KNoCVZWVmzevJk7d+6waNEi9u/fz8KFCwHMKpO2tra0a9cOjUbD7du38fT05NdffyU1NZXNmzezbds2oqOjqVixIhMnTqRRo0Zm7rL/FGytbOlfZQDLW62kY1BnrOSGh8f6ic3Qay1XHQMCM7F5fsLyF7q4g6NlgvgivgL5r55bnOdhY/n4PnezXOXxzbXgngo8D4koMc3WWkuB1lx+66RzMnuvUpceYyIz6Xk0JY8AapPeP62Ts3jtnint53OTuI43HVfTNSamObclOaVCqcEtWJqXmhkjbfsLHQ52EiF9VkUioF6xVwl1ljb4cVKQeK2T6SiuKR23R8mOFHg2ldZ/5JDImwQIbhGPtbNBcmvn6QfV3VC9VxtFqGW3y78Dbdq04fbt24DBMOvHH3/k0qVLNGvWTOSlDhgwgDp16uDp6Ymfnx+1a9dGqVSK6J5ff/2VR48eERERwdmzZ8VD/fHjx3FycjLrFXR2dmbDhg306tWL4uJiMjMzefXqlSBCixYtIjU1lX379rFp0ybA0DNtNJ8BQ6/11atXUSgUtG/fnhMnTrBp0yaOHDnCypUrGTFiBF999RVgIKxWVlbExcVRXFyMo6MjgJBzqtVqpk6dikwmo3r16qSkpFC7dm1+//13EYvRokULfvvtN9atWyfiLoxQKBTcu3cPLy8vioqKUKlU9OzZk6KiIiZMmAAYVBAnT54UmZOPHz/mwoUL9OjRg3LlDLEqrVu3FsTXiNTUVFq3bs3z54Zze86cOQQHB9OkiSE79JtvvuHmzZsiHsko3XV3dxfT/P396devHwMHDmTnzp0UFBRQpUoVJk+ezLZt27h69SonT54U7qsAp06d+kNDGaPk9dWrV5w4cYLDhw9z79493n777dJPtDeQkpJCnz59GDJkCHFxcRw/flxkL5aGtWvXYmdnx4ULF1i4cCGff/45hw8fBgwGQV26dMHW1pYLFy6wYsWKEsezDGUow1+D8s8XKUMZyvD/M9q0aWNGmsaNG8fLly+F2Q0YHkquXbtG//792bhxI87OzsLJTqlUYmdnx71790RQtXHE2NramnHjxlGjRg3xXb179za7qTdv3pzWrVuL9xcuXKBevXp/GDnQsGFDbt68ybFjx5g7dy7jxo3D3t5emFwUvq6cRUVFoVKpKCgoEN+3bds2kUNmisLCQmH//j8BF2sXhld7l24h3fgt7jcKN5dOpupWPgVppcxs2RRklslj8vmSlVsAmVyJdaYKKFkxTLOyTBLd0y1LWVP9Q0pMc3UqouiNafZvkkfVH8hWTSqPxUVZZouplSryMEhUix0dxE3O7fkTKG/Im3yRYYW/Qk2hMSPSUwdJhpcpr/wQyYqPH4CuIsgNFUjPKk6kvVYC3rt7gOCAuvB6U/xt3IjNNRDZOx4elFOp4PXDenRGIncIBCDpqS2RFYJ4nGeQ+J4td5w6ihZiYCAm7S3q8LqHT6eFWGt4zb8VqiKq922ITtOQoCZdkSulfsq/C2lpaUybNo39+/fz5MkTrKyseOedd9Dr9bz99ts4ODiwYcMGwsLCqFevnqiqAVSvXp1p06bRtGlTnjx5QuLrzE9jRMSTJ08IDw8XpM9o/GLMAtTr9RQVFfH8+XNGjBjB5s2b0Wg0zJ8/HzA4jiYmJnLu3DnUajVDhw4V1cnt27czd+5cKlSoQH5+PlevXkWv17Nnzx7s7OxYtmwZgwYNIi0tjfXr14u8xDFjxqBWqwXhM67rxAnDYIxWq2XWrFlUr15dXFNatmzJpUuXxPEKCgqiSZMm2NnZ4ebmRocOHbh48SIpKSni2LRo0YKNGzfSs2dPbG1tGTJkiDDbGTx4MJcvX+b06dPUrVuXwsJCAgMDqVy5Mp06dRIh9DY2NsyZM0f0jp85c4Zu3bqxbt06wCDjbdSokTCzSUpKEhmQYHCTjY2NJTY2lvr163P+/HlWrFjBTz/9xOzZsxk0aBA5OTmo1Wrc3NxEFVar1TJq1ChB4G/cuEFcXJyZPNo0BuTIkSMi/sk4gLB+/XrCw8O5dOlSiRYHS0hJSUGj0dCtWzdRoTU1YbKEatWqCQOgkJAQvv32W37//XdatWrFoUOHuHfvHsePHxcS5jlz5tCqVas/3ZYylKEM5iirPJahDGX4QxhdFY3/bGxsuH79OosXL+b777+nXr16vP/++0Ia2qBBA/EQNWvWLMaOHcvRo0e5fv06rVu35u7du/j7+2Nra8utW7e4evWqWe/KqVOnqFGjBqtXryYoKAi1Wo1er+fAgQM0atRI9N1MmTJFjJ4Dwlhh586dNGvWDBsbG1q0aIGrqys7duzgypUrfPfddwB8+eWXZGZmMmrUKHQ6HRkZGQDC8RAM1QB/f3/mzZvH9evXiYuLY+bMmfTr1w8PDw9sbGwICQn5x6uRbjbuDIwcxNvfdyKiUyhKa/MxPyenIpxf7S79CypZJp1/5LJaIaQlFJYkjgBp+ZkWpzukpFqcbimmw9GhpOzVXmvep2f1B+TRtPJYmG9OHlUKiVAVmsiaXR6b76urWqromTquJj18wyQoV6rqeYRJD8h52aloXSW5q2+2VL3Mk8vRR0ry1HqHtyA32X51geS6mqZ4hkM1qRJ67bovWicTwr13P+icgQDgM4KafEVwi17/CHEEQ7zOjRs3WLt2LV27dqVu3brUqlULMPQo2tjYiOpPr1698PPzo3LlygwePJgPPviA/v37c/78eVJTU3F1dRWfAwOBuHDhAtu3bwdg4cKFFBQUiFgPuVyOu7vh+Ddq1Ah7e3tsbGxYuHAhtWrVori4mOzsbFxcXLC2tubmzZtoNBqSkpLEteDs2bMAREdHM2DAAMDQH1dcXCzcRvPz81EoFEycOJGpU6dSXFzMxYsXiYmJEeTj/n3D+bJ48WLAYOASFhbGgAEDWLhwIeXKlSMoKAiVSsXBgwcZNGgQly5d4tdff0Wv1zNgwADi4+Px9fVFoVCwbds22rRpw4YNGwC4du2aMIlZvXq1kJpGR0dTVFSEh4cHtWvXZuTIkdja2vL777/j42OQn8+fP5/p06eTmZnJ5s2bAQMR9/HxoWXLluL3mTdvHgUFBSIj0sHBgRkzZtC9e3fOnDnD6NGj2bRpE2PGjKFPnz5icKxNmzbs3LlTkLVvvvmGxMREYd5z8eJF8vLy+OKLL4SRmXHbwCAJLleuHOXLlxdRI1WqVPmX3KyrV69OixYtiIiIoGfPnvz444+kp5fiJP0axjxfI8qVK0dammFULT4+Hn9/f0EcwSAr/m/EmjVryvo9y/C/ijLyWIYylOEvQyaTidHntWvXolQqOXPmDMuXLxfLLFiwgFu3bhEWFoa1tTVXr16levXqBAUFcfPmTW7cuMG4ceO4fv06Li4uYgTfFImJiWzdupUdO3aIh4+2bdvSsGFDLl++TIMGDXj48CGdO3cuYZbx8ccfM3HiRCFVvXDhAlFRUVSqVIkrV64AhocKe3t7PvnkE5RKpcgs/PTTT4Vzobe3N5MnT+ajjz7iyZMnbNiwgcjISDZt2sTkyZOJi4tj2bJl4mH3n4admy0NhkbR78euRPWphrWToZrQMOoqMtM8RFNUrQlWjyzOenG3dMmqv3cDi9PzHWRk5VrOclS9rqK8iRRb1xLTbG1LOsbaFptXQVVWb5JeqdpoWnksKDAns2oT8phvEsfgmnTHbDk7k7gOU8fV9FfW6OykB0xSpfPLvdIj5AqJuWbJpR4uz8c6rEzkis8jqorXzg8TqeYsEc3bd3yEHBngXojJA7VexgN9F+m9ezV4NQXYBnTinxAMpaamMmbMGAICAjh9+jT379/n66+/FkRt1qxZyGQyDh8+zKZNmygsLOTevXssX76cx48fk5SURFpaGoMHD6Zz584cOnQIKysrQUaMMSKtW7dmwIABtGzZEjCQpnnz5olAdp1OR3JyMh988AEymUzkFr569Yq7dyVzofz8fKytrQkICBCVuWXLlgHg6emJVqtl3bp1rFu3jrfeeovMzEzy8vIEWWvUqBEajYavv/6aGjVqEBUVxfTp04mIiBC9jJ07G8yLfvvNELfy888/k5aWhkqlQqvVUqtWLdzc3NDr9bx8+ZIdO3ZQp04dIYtv2LAhAQEBqNVqHB0dKSoqYsiQIej1embPnk1UVBS///672Cdjv6qR4Gq1Wn799VeCg4OpVKkSZ86cYezYsYChR9IYtfHee++xZs0aAgMDKSoqQqfTiSrqZ599hoeHh3BbrVmzJufPn+fMmTPY2tpy8eJFWrduzfLly6lWrRoPHz4EDDJjmUwm3ExnzJhB+fLlReTGDz/8QEpKCkOGDBEmZqZSXb1eb1EZYjpdLpeXkKCaumIrFAoOHz7M/v37qVKlCt988w2VK1fmwQPLKoq0tDS+//573nvvPTFNJpOJ+0Np2/TfiLffftvs76EMZfifRhl5LEMZ/ktgyWAADH1DMplMVM/+buzdu1f0N4Ihyw0QrqeVK1c26z+Mjo6mQoUKwvRh06ZNxMXFMWLECFJSUvDy8mLixIlUqlQJX1/fEvleYJDBrl+/npo1a1KtWjVx069fvz4hISFs2LABR0dHbt++zZIlS0hISBASuaysLNq3b090dDR6vZ6HDx9y7Ngx1q9fb1YlVCqVfP7558JZ9ezZs3z99dei30qn0+Ho6Ejnzp355JNPmDlzJn5+frz99tuMGTOGpk2bcuvWLeGG+D8Fa0c1tXpXo9/KbjQeVRcfuz8YyW9UpdRZj87bljrPSVfO4vTnnpb7jRQ6Pfr7lh/qnspKurmqrUtKX2205ttj9SZ5LMVtVa/TgEKaqTYpS+aZ5JWq8nJxNnEnlZvEdZg6rgIU2pkct3tS/IhSVYRrRaln8XHaRfFaoZXh4yRVKe94eoKJeU/0s9vidVaukgDb6uL9Jdtz2HlJ23rucji68L4w5DQMPw/uLfmnbtdJSUnUqlWLo0ePsnDhQmxtbWnTpg3R0dGcP3+evXv3ir/R77//XpjdPHr0SBCVoqIi9u3bh62tLTt2GAyCrK2tRZWnR48eAHTr1o27d+/i4OAg1h0XF8fRo0dFj6G9vT3VqlXD2tqaqKgo8vPz2bFjB3l5edjY2KBQKFi5ciW7d++mRo0aODs74+XlJWIvjDLJ7du3o9VqadeuHSqVCn9/f7KzDQMfRvflly9f0r17d+rXry9IiZFsGLMrL1++DBgGrzIzM8nPNwzU7N+/n6tXr4pqKBgG1KxfO+327duXAQMGkJ2djVarxc3Njc6dO/Ppp5+yatUqdDodJ0+eFNckYz+4MbcyOTkZFxcXzp49S05ODk5OTuJ32LVrF7///js2Njbcvn2bQYMG8fbbbxMSEsKePXuIj4+nS5cuxMTEMGnSJG7dusWcOXMAg2vr06dPWb9+PVZWVmRlZXHo0CFkMhl2dnao1Wp69+5NSkoKb7/9Ntu3b2fRokUiMxIMVURvb28hh30TVapU4ekb5lmxsbFkZmaKXkkPDw/RQ2mEcaDQCJlMRsOGDZk5cybXrl1DpVKJgYY3kZKSQlRUFFu2bDGT0BoRGhpKcnKymWmPpYHL/9tRXFyMjY0Nnp6ef7rsjBkzzFpCylCGvwtl5LEMZSjDH8JojGG8sYeEGCR1ps59pujatSu+vr5CZpSZmUmTJk3w9vbGwcEBFxfzwHhTGZERAQEBeHiUNAH5+uuvCQoKonr16iJyY/78+VStWpX+/fsDCNlZjRo1xANPhw4d2Lhxo3DijIiIYPfu3cyePRsbGxthilNQUECrVq347bffSE1NpUePHmzdulX0GI0bN47du3dTt25d0tPTSx0F/5+AUqUg7K0QFEN/h4FHILQryEwcb1XW4GU5d9EgWU2yOM/B2Q/FK8tS1zQby26vPkWFUEqW5hMLsZRyq5I5keoic3dZlfIPDHPkb5j2WEm3MhXSMchRmUs7vUyedYsLHMXrNx1XM3QVpQVjboBemucRJp2/D+4eNlu3n0aS3mYrFVBDIohR+zeiNNGu5jyXBlz0Mj0FNbOxdlRTo3s4XRZ3R95zI5QvGY7+d8B0IGrkyJHIZDIuXryIl5cXeXl57Nmzh+nTpwvStWXLFrZs2YJarWbv3r2AVE0cP348bm5u2Nraolaref/999Hr9aSkpIi/NyMx3Lx5Mx9//LHYDltbW9avX8/Jkyf5/vvvkcvl5OTk4Ofnx7fffsvly5exsrIiNjYWtVqNtbU19evXZ+HChTRp0oRnz54RFxfHO++8Q2ZmJg8fPuTcuXM4ODjw2Wef4eLiwowZM0hPT+fhw4fUrVvX7Dhs2rQJZ2dnfvnlF3F9i4kxGCEZScq4ceMAQ9XOSJaaN2+OWq1m0KBBADRu3JjffvuNjz76SLiBGlUJaWlpZGVlMWjQIIqLi/nqq69Er2N0dLTIIzSS7hcvXojfJTk5mS1btlCzZk1OnDghpLSHDx+mW7du2Nracu7cOd59912+/PJLZs6cSWFhIYsWLaJWrVp4enpy7do1goKCBOk3mhNt3bqV3r17c/bsWfbu3YuVlRV5eXnY2tqyd+9eHBwcsLGxITk5GW9vb+7fvy+u3YMGDSrhUlpUVMQXX3yBtbU1U6ZMoXx5Q8xMXFwcFy9eZODAgdSuXZvPPvsMe3t7li9fzqVLl/juu+9ISEhg+vTp3Lp1i8TERDw9PVGpVAQEBLB27VqSk5PZuXMnz58/JzY2lsDAQNavX8+RI0dYsWIFSUlJZGVlERUVRWhoqJBFm+Lx48fI5XK8vb2RyWRUrVpV9Nbn5eXx7rvv4uXlhbW1NVWrVhXnORik0I0bN8bGxgZ/f3/Gjh0rfmcwDKqEhIRgbW2Nl5eXGCyBP3aM1el0fP755/j5+aFWq6lRowYHDhwQnzW2YmzdupWmTZtibW3Nhg0bLMpW9+zZQ61atbC2tiYoKIiZM2cyfvx4Ud02Vo/VajU+Pj6iil2GMvw7KCOPZSjD/2N4+fIlffr0wc/PD1tbWyIiIkRfjBF/xdY8ISGB/fv3c/ToUTp16iSI0kcffUTVqlXRarXixhYdHU2bNm2QyWQEBAQwa9YsAgMDhc382bNnmTVrFuXLl6dJkya0atUKd3d3rl27xuPHj4VsNCkpSVQsGzduLCzVjY552dnZ/Pjjj1y4cIE9e/YAkJubi729vejPMXV0HTVqFAAHDx5kxowZ5OTk0Lp1a7777juio6P56KOPyMnJYerUqcLF9bfffmPIkCH4+vry0UcfMWrUKLF9o0ePJj8/n4KCArKysli6dKlwoQV4+PAhHTt2xMXFBTs7O8LDw9m3b9/f88P+EYJaQO+dMD4Jms4AR39o3hxkliWmLxMCyXtp2WEnOKR9qatJK86yON0zPcPi9HwXdzLyS5JArbzkdqmKzKsYSuUbZFRmIls1T4VBb1J5VOml21qWlTl59JRJ35md7SB9/g3H1WeZ/tKHcrNBI1ViPcMkqx+tpoAiF4nIlntqfkt9adKDZf88hdpO0j7cvuuCs8pQ/azqFkGVtiH0X92NugNr4uD59+c0WsKrV684cOBAidgbrVbL7t278fPzIzMzky5duvDRRx9RvXp1evbsCSAcPrds2cLkyZOpUqUK2dnZ7NmzBycnJ5RKpchGjTTp/5w/fz5PnhgGNYxyymnTptG9e3dOnjyJUqlk37594sHeuF2ZmZlkZGTQsGFDURU8f/48t27dolatWtjb2+Pn50dgYCCBgYGkpqZSs2ZNCgsLxXWoenUDmTetOOXl5fHs2TPhsvrBBx8ABmWCQqEQ/Z4DBw5EozGcy0ePHsXPz48XL17g6+uLXC6ne/fuvHjxQqgwvLy8cHKSTKAiIyO5deuWMOtSKBRmMso3Y1bq16/P9u3b2bp1K9u2bUMmk4mBsfXr1xMfH09+fj6hoaHs3r2boqIi3n77bTp37syyZcuYO3cuaWlpQoZvhNHxNCEhQcQWJSYmcunSJZo2bUpGRgaFhYUik7dnz57k5+cze/ZsQR6Nx8GI3Nxcnj17hqenJ1euXGHmzJnimjl06FBatmyJj48P9+7do0aNGly+fJljx44RFBTEhx9+SO3atcnOziYwMJDnz5+zdu1aduzYgUaj4Z133qFSpUp8+umnvP/++6xatYoJEybQtWtXatasKSJiXF1dUavV9O/fn1WrVplt37JlyxgzZgwTJkxArVYjl8u5c+eOyBudNWsW27Zto2LFisTGxjJ//nwx8BETE0Pr1q3p1q0bN2/e5Oeff+b06dOMHj0aMFSmx44dy+eff058fDwHDhwQhkV/5hi7ZMkSvvrqK7788ktu3rxJ69at6dSpU4lIqMmTJzN27Fji4uLMzOOMOHjwIP3792fs2LHExsbyww8/sGbNGpYsWYKbm5uoHi9fvpyEhAR27dr1p+ZDZSjDH6GMPJahDP+D+J/IlCooKKBWrVrs3buXW7du8e677zJgwIAS6/4zW/Nu3bohl8tp3LgxP/zwA5MnT7a4vunTp/Ppp5+yYMEC9Ho9MTExrF+/nuXLlzNkyBAA5s6dCxikQzdu3GDQoEGcOnVKPNjk5uYK6ZderycpKQmFQsH58+f54YcfhKV9z549adGiBQEBAWLUf86cOZw+fVo8ZBaXUgHbvHkzSqVSrOdNhIeHo1arSU5OxsbGhqdPnxIdHc38+fOFtCwlJYWUlBTOnj2Ln58fHTt2xM7OTsivRo0aRWFhISdPniQmJoYFCxb8I4HtpcLJD5pON5DIGp8CrYCS0rLk86Vvk5eDZalrsUrGy6wMy6tNs0xELcV0ABTpS5JQZZF5L5/yzcqjqWGO4o3Ko8lHVTqJWWYrFCCXbnMexVKsh2lcB2BwXH2Nh4/fqHpnSMfLo/IjZCbs9VWxVH22zdbj7iRVJuN9yoEJQYh+eEW8drO3oaPfUH5ouYK50fNpENgQhdUbrPhvhCXZe2JiInq9nk8++cRM9n7lyhVatWpF9erVqVq1Ko6OjiQnJ5OcnFyC5Ny/f5+PPvqIy5cvo9VqcXR0JCIigujoaBEZUbNmTSG5VKlUovJy5swZwCA1HzVqFCdPnhQP1pmZmbi5uYm+u8aNG6PT6ViwYIGoziiVSrp06SIGdTIzM3n69Cn379/Hzc2NkydPUlhYyO7du2nVqpVQEJw8eRKAsWPHUlxcTFFREd9//z1gIIZgkHdqtVr69esHGBxGHRwccHBwQKFQkJSUxO7du0lJScHW1pZhw4bh7+8vZJmJiYm888472L7uu61Ro4aQpILBhObu3buC6MyePRu9Xk9gYCBguK6NHDmSx48fo1AosLGxwcrKCj8/Pz7//HNOnTpFcnIyaWlpwkjGSNbHjBmDVqtFLpeTnJwsDIkAcez79OkjiO79+/fJyMigcePGVKtWjW7duvHFF1/g4uJC+fLlycjIQKvV0qBBA7y9vUXe4/bt2xkyZIjobR06dCjh4eF06NBBVJgbNWok+hcVCgXvvvsuoaGh1KxZk/nz51NUVERhYSGrVq0iJiaGL774grZt29KxY0eSkpIoV64cs2bNIj4+nh49eqBQKBg6dCjbt2/n1KlTdO7cmTVr1rBy5UoWL15M7969OXfuHImJiezatYs1a9Ywe/ZsJkyYQOvWrXF3d6egoAAvLy/R4xkfH8+RI0fYu3cv27ZtY/z48XTp0oXy5cszcOBA+vbty/jx47GxsWHp0qUkJiayZs0aIiMjOXLkCHZ2dnTo0IGbN28ybNgwJk2aRFBQEDNmzBCOsYGBgezYsYP58+fj5uaGj48P06ZNY/LkyfTu3Zvff/+dnTt3otFoqF69uln1cvTo0Rw/fpy6desSFBTEnDlzBDkHmDRpEllZWXh7e9OrVy86dOhAnz59+PLLL6lRo4aoHrds2ZLff/+dQYMGMWbMGEJDQ8V5D4bq8ejRoylXrhzW1tYEBgYyb948ylCGN1FGHsvw/w3+t3oG/06Y9h8a/72Zr+jr68vEiROpUaMGQUFBjBkzxuJopdHWPCQkhIEDB5oZOBw5coS4uDgaNWqEk5MTjRs3FvKtN6WaEydOZN68eVy8aOj/unr1KkOHDuX+/ftCrnb69GnA8FBz8eJF0tLSUCqVnDx5kvT0dPR6vbDGv3//PgUFBaxfv54aNWrQuHFjYZ9/6NAhEhMTmT59upB3BQQEEBYWJgxyjD1KpmjWrBlLly5Fq9Vy9uxZgoOD+fHHH5kyZQrW1tbY2dlRrlw5Ro8ezfjx41m3bh2urq74+vqydu1aYWLx/fffc+HCBV69eoVOp+PevXuEh4cL6W1ycjINGzYkIiKCoKAgOnToIEah/0chl4N1fWAecBD4FIgC5H8oWUUmwyarZI8iwEtvSs1Ys3lk2ZTnWfmSMR0AudqMEtMUhebk0UpRumxVrjDfDr2pWlcj3db0MhkyV6m30S1XihN5kWGFSi5lQpo6rqY+tUevdpa+9JFEOq1s83F5/YAP8DDZPF/TTymRx3SlEsLDxfuaZ/bQOdKXbwdFseuDxvSs1hQf+5JutH83mjZtKv4+TVHa72mUjKenp3P27FlRXduxY4f4W3ZxccHR0ZHIyEiRRWg01Hry5Ilw4KxQoQKLFy8WD+rly5cXkkBjP1aVKlUoLi5m+vTpaLVarKys0Gg0+Pn5iepdnTp1RDXIWEmUy+VCZgqGgTO1Wk1kZKSo6ul0Onr06MGxY8fEsgqFOUmvWLEiWVmGAQ3jgJZR4tqrVy/AUB196623yM7OxsrKSkT56HQ6rl69Ko6B8T4yceJEwsLCKCwspFy5coSHhwtiCgbTruDgYLp37w5QwnirUqVKDBw4kFq1auHj40NeXh7z589n0KBBNGzYEL1ez6tXr5DJZHTv3h2VSiXMzH744Qd8fHyIi4vj/fffZ+3atSLX0ljVWrVqlRiAq1ChAn369BHmYdHR0cTGxgqTIblcjlwup0WLFhw/fpxz584BBmOdqKgo+vTpQ2BgIOPGjePOnTtmv62trS0nT56kTp06vHz5kqCgIHHvMh7b7777jrVr16LX683aIaysrKhTp45waK1Zsya+vr6MHDlS9KYeOnSI3NxccR90d3fnrbfeYvXq1YDBSOfp06e0aNGC6dOnU79+fZ48eUKDBg2YOnUqAQEB+Pv7U6tWLRYsWMCCBQuYNm0asbGxbNq0iWfPnrFmzRrs7e0pX74827ZtEwOU/fv3JyoqSnxH9+7diYqK4sqVKyxfvpyDBw9SoUIFIiIiqF+/PgsWLODLL78kISGBDRs2kJubK0zgjNXLd955h/DwcLP7xvnz59mxY4e4F3l5eZGbmyuyTY3mOe3ateP27dtYWVmxaNEicnJy0Ol0onrs5eXFqFGj6NSpEzExMcydO5dp06axdu1aAJYuXcru3bvZunUr8fHxbNiwQQxmlKEMpigjj2Uow38RTPsPjf+MGWlGaLVa5syZQ7Vq1XBzc8Pe3l5YrJvij2zN4+LiKF++vJmUrWbNmha3yfg9Hh4eop9m+PDhbNy4UYxaGiVuDRs2ZOHChUybNo3KlSszevRo0btofPB5/vw5KpUKPz8/sY6GDQ29X/fu3aNq1ar89NNPIj+tT58+2Nvbi+17ZIHIvPPOOzRr1ozQ0FCWLFlCTk4O7777LosXL6Z27dosWrSI3Nxcpk6dyvTp0ykuLhYB3Hv27BHVFpVKxccff0y1atVITU1FLpezZcsWsZ6xY8cye/ZsGjZsyPTp07l586bFY2aEcR/+WdgDXYAfgN8oyp6CnbsfMlnJy3/5oKaQX0pEh73lii6ALPGexekp7v4Wp2cVZZT8jgLzB3ql/I1j8weVR51JD6TqTc5pSh5fSXEier0MV7VkOmHquApQ5GhSgY0zl5F5hEl5n0+TL6C3k4iv7yuV2bIZDetj060rrj+tIvDUcT7uXJWoIDfkptkd/wBMB8t27txZ4u937969wlkUwM/PjzZt2gCGa8HNmzeRy+U0a9aMhw8fYmtrS4MGDVi6dClgqBYWFxfz9ttvM3z4cGQyGZUqVaJRo0Y8ePAAtVrN2bNn0Wq1lC9fnqCgIAYNGoSvr68gp8b/a9eujV6v59SpU7Rq1Qp/f38iIiK4ceMG8fHxgEESbiR9xmuDTCbj9u3bfP755+j1eoqLi4mOjsbFxUWoHsAgTdXpdMIox5jxaKzeJCQkMGLECMCgUOjRowenTp0CDL2BEydO5M6dO2zcuFF83mgcJpPJ8PHxoX379hQVFXHu3Dl69+5Neno6eXl52Nvb4+joyIkTJ9DpdMLYp0ePHtja2oqBp27dupllDvbt25f9+/dz8eJFHj9+DEDVqlWFtB8MJLhixYp4enry0UcfCcmtlZUVkZGRHD58mAoVKuDo6CgIu1EO/NFHHxEdHQ0YpLoPHz7E2tqaBw8esHfvXpRKJe7u7oSGhpKZmUlkZCRz5sxh/fr12Lw2onJ2dmbevHmsW7eOp0+fYmdnJ6qf69evBwzkrkGDBsTExNCiRQtUKhXffPMNH374IWCoHs+fP18Mbvj5+ZlVwIxkZs6cOXTu3Jnq1atz/vx57O3tUalUdO3alVevXqFWq1EoFCiVSn777Tfmz5+PjY2NqBzn5uZy7tw5jh49SoUKFTh8+LDok9VoNPTr148vv/yShQsXMmjQIIKCgjh79iwvXrxAq9WK9V24cIGYmBguX77MxYsX6dOnD3fv3iUvL48KFSpw5MgRunTpQu3atZk9ezb5+fns378fBwcHdDodo0ePRqvVCpJsHHAxVi8dHBxwdHQ060nctWuXqMhWqVJF9Mkaq9ZGIv3dd98RExPDjRs3iImJYcyYMchkMvz9/YmPj0ehUNC4cWPWrVvHoEGD6NixIx988IFwS09OTiYkJIRGjRoREBBAo0aN6NOnD2Uow5soI49lKMMb+Dt7Bi317Rlh2gwfHR2NjY0NtWvX5u7du1y6dImoqCjs7e1p06aNIF92dnakp6fz/vvv83/aO+/wqKp1jb/TZzKZmfSQXkgnJBBCCxBCCz0BBKQHKaJIUwRRpCmCUgQRFBEBKSoiIoI0kSoicCSBIC0ivR4EgVBCynv/yFmL2UkQvKfde87+Pc9+IDO7rr33mvWur9WpUwc1atSQFjeBiKG4f/8+8vPzUalSJUXMkaCgoABPPvkk3N3d4enpib1798rZd2GRWLRokXR1dY7P2bZtG8aOHQvggRUAgEyXf+TIEfj4+GDIkCEwGo3Iz8+XM97fffcdfHx84OLigpkzZ8rEGx988AFu374NDw8PlJSUwN3dXbpfiWO//fbbGDJkiMx4mJCQgPnz5yMnJwcHDhxAXl6ewr3Wzc0NISEhSEhIQHx8PM6ePYtnn30Wly5dwtixY3H//n18//33ckAnYlZu3rwJvV6P5s2bY+nSpajyN+vRK6+8gqysLPj7+6OkpATnzp2TBc+BUmtFrVq1sG/fPkyePBnVqlXDtGnT5PdiQD958mT4+/tL68W/Dm+Y7B3RdMJSZM7djppPT4B/Uhp0xtJ4v5CABg/d8gryK/zcs7AQvFFx7cdL1vJlOuzWQhSWVCCay1Qb0ZezPDrHPCoFrkI83leKshKnBE2el84ovrPqHrinls24ehNOVtO8IwAfTKT4xCrP7a7rg+yOHheL4eXhidjYWLRs2RIxo0fD491ZsKSnQ/OQ7JT/bDw8PGAwGLB//34pKBs1aoQDBw7IyZ+NGzdi7ty5AErFUWpqKlavXo3Nmzfjzp07yM/Ph4uLi/RicDgcuHv3Ll599VWZKCUvLw8bN24EUNoXFBQUyAyXTZo0wezZswGUZmoGHkz07NmzB3q9HsnJyXjttddw6dIlOfEirCsbN26Uky3C9bJDhw4ICAhAhw4d5LXGxsbKhCpAqXXSZrMhMjJSCtGRI0eWSxgixGZ2djZWrVol+8LLly/Ldzg5ORl169aFXq+Hu7u7nFTKzs5Geno6Ll26BDc3N+kKePPmTTk59tFHHyE8PFwO9IV1VfSfMTExUpQBwOLFi2X7iP74r3/9K7Zv345+/foBKO2TRfmh119/XfbJt27dwurVq/H1119j7ty50momrgdQTh6KzJ3VqlVDixYt8O2336KoqAjXr1+XVq2cnBz88ssv2Lx5s4w3v3btGmbNmoXXXnsNBoMBDocDV65cwfnz5zFv3jwApcKmpKQEN2/exObNm1FQUIDNmzdj/vz5aNSoEbRaLex2O2bOnAmdTofvv/9eWsA++eQT+Pj4ICsrCzdu3MCuXbvQvn17XLhwAdHR0UhOTkZxcTH69OkDo9GIJUuWyGzfLi4umDJlihSUs2fPRlRUFKZPnw6DwYAqVaogPDwcTz31FC5duoRz586hpKQETZo0AVBatmnhwoWoX78+atWqhbi4ONy/fx+3b99GREQEFi5ciGPHjmH9+vU4evSodGW+dOkSfvnlF1SqVAn9+/eXsbcfffQRfHx8cO3aNXTt2lXW7fz+++/RrFkzhISEIDw8HEuXLoVOp1NkjC0qKpITqEDppIFOp5MWWZHErm3btrJ0SkREBDw8PORvZ35+Pq5evYodO3bgxo0b2L17N+x2OyZOnChrpPbu3Rs5OTmIjo7GkCFDKpx0VlEBVPGo8l/Iw9xXBQ+LGRTxMoLHiRl0jtt7VMzg/v37odfr0bVrV4wcORLvvPMOdu7ciRMnTshBAVA6MHCOGRSz8CKWb8eOHdBoNPDz88OePXswf/58WSRaUFxcjJUrV8LV1RU7duzA999/D71ej2+//Rb3799HXFwczpw5o0i3Llw3H4eBAwfiL3/5C77++ms5092qVSs0bNgQmzZtQlJSEu7fv493331XCsETJ06gQ4cOOH/+PEpKSjBz5kzMmzcPX3zxhXSTmj17Nnbt2oXnnnsOrq6u6NSpE/r27QuS8gfTOUmFM127dkV+fr4c2A0dOrSc216bNm1QrVo1PP300wgLC8Ply5elaxVQWkNSuDWFhISge/fucgB5584dtGjRApUqVcL+/fuxYcMG2O12mSJf8N133+HIkSP49ttvFRn9/tVY3LwQ0aQzGr70PjrM/wENR82Fe1QVaDzKu62WaIi/3rxWwV4Av4fEkALABW35ciDujootmLynvBd/xvJIPPjbVCYhbJH9QVZVjzO/KI9R/EDcls24+td8Z6spgbsPkuZ4x1xQxDJezv8ZmhAH9I3DYHq6Jjp0fAINGjRAUFBQORfJfxYV9WsXLlyA2WxG5cqVsXfvXly4cAGbN2/Gxx9/jM2bNyMyMlKKtLS0NCxfvhxAqTWobt26IAmtVgt3d3d4eHigSpUqcrJEiLrCwkLcu3cPZrMZUVFRSEtLA1DaD1WuXJq1tqCgAB9++CEqV66MQ4cOyfdZuHgePXoURUVFMpvqnTt3cPDgQVmGIygoCIGBgQgLCwMA6SHxxRdf4Ny5c5gzZ44UZRqNBn379sXt27eRnp4Os9kMrVaLY8eOye2mTJkiLahCsIWFhaFbt24giQEDBuD111+HzWZD3bp1AZT2DZ988gl2794thdXly5dBEiUlJWjcuDG6du2KvLw8OWh3OBzSDXflypVo0KCBzNhaVFSEr7/+Gh5/s4wfPXoUW7dulZNsK1asQFJSkiI79YkTJxAaGorPPvsMISEh6NOnj7SeajQaKYhr1aqF4uJi3Lp1CydOnECdOnWg0+ng4uIixerx48dRrVo1kJTxqHq9Hl988QWioqKg0WhQUFCAzz//HE2bNoXD4YDBYMCuXbtkOZTU1FS0b98eQ4cOhclkQn5+Pi5fvoznn39entfnn3+OAwcOYPv27XB3d5fidOTIkRg1ahRatGiB9u3bw8vLC8XFxRg6dCh27twJf39/fPzxxygoKMDEiRPh4eGB4OBgXL9+HX5+fti6dauMNa9cuTIiIiKQnJyMbdu2YenSpcjMzMSWLVuwbNkyaDQabNq0CYcOHUKfPn1QWFiI3bt34+TJk/j555+RmpqK7OxsAKUTGqtWrcLUqVOxYMECzJw5Ezk5Obh27Ro8PDwwbdo0fP311/jmm29QvXp1XLp0CV9//TVKSkrwwgsvYOTIkdBqtVi1ahWWLFmCF154AYcOHQJJvPnmm9BoNPDx8cHAgQNhNBrx1ltvYd26dfj000/RpEkTXL9+HUePHkViYqKcwBD3tyzis169egEojaP9+eefceTIESxfvly6SS9atAhLly4FUBpL27t3b5jNZuzYsQOHDh2SrtpJSUk4efIkXn/9ddy9exedO3dWxF6qqAj+8dWGVVT+D7N27VpoNBqQlIlMnAPPgQcxg4LBgwdjw4YNWLFihSLVu4gZBEpn/mbPno3vvvsOzZo1kzGDp06dkuJu0qRJ5eITgdLYGDGbP3ToUDkrKWYa+/bti0WLFklXJWdXMwB44YUXsG7dOuzatQtdunSB0WjE9evX5Q+6c4kKwZUrV6DRaDB//nz5A1S9enWsW7cO27ZtQ9OmTREdHY1evXph+vTpuHnzppx9HzVqFMaMGSOFV0pKCgoKChT1pNavX49du3YhJSUFJ06cgMViwfnz52E0GqHT6bB69WoUFxcjPz8fYWFhOH/+PBISEvD999/jwoULqFu3LpYsWYLk5GR88sknMjvjzp07ce7cObi5uclaZ/Hx8ZgxYwaefPJJfPnllxgxYoTC5VVQt25dDB8+HMOHD8fp06fRoUMHuLu74/r16zItf2JiIiZNmoTx48fDxcUFCxYskLEsQGl2vNmzZyMrKwvLli3D2bNn8fLLL+Pq1atYtWoVfvvtN/Tq1QtWq1UOfPPy8nD58mUpMq1WK+bPny8trg/j/v37j1znH4XeZIF/9dLkJmgG8MY9FJ+8jpJTv6Pk1O/43aUQhUUVxyB6XP3tofu9UFB+wGN3LShrZAQAFN1RCkKdpqx4dLY8Ktct1hQBKG0rwz2Weur+jUK7DcI27jj3Kww6DQqLS/dVeO/BRIPIuHrrVKlV6+ylSohznof4qxb4W0lSk+0OQlLSYPEIg2+V2vCJTYbe/PC6mf8sevfuLeOVNBoNLBYLXnzxRUyYMAHHjx/HX/7yF8ybNw9Lly7FlStX0KhRI7z//vuoW7cu7t27h4ULF+Lo0aPyfRYJbIqKirB582bExsbi2LFjyM/Px7179+BwOKQboNFoRHx8PPbv34/Y2Fjcvn0bJpNJuoSK2GORjdjNzQ3Dhg3D2LFjZbbOtWvXIjExUZHkSqPRoHv37tDpdPj9998RHx+PTz/9FG3atJFi02Kx4O7du6hXrx7y8vKwbds21K1bF1evXsW0adNw7tw5KYQCAgKQn58v+30AmDlzJoBSC6ToG4uKimTc4fnz51GzZk1ptQSA1q1by3IeIgnO/fv35bVcuHABK1euRH5+PrZu3QqbzYaePXtiypQp0Gg0CA8Ph5+fH8LCwqRY7ty5sxRztWvXRnFxsYxNTEtLw2+//Ybbt29j5syZGDFiBAoLC3Hw4EE8++yz2L17N8xmM6Kjo8s9FzqdDps2bZJi8quvvkJAQAA2b96MH3/8ES+88ALWrFkj72VZNBoNPD09kZSUhE2bNmHMmDFo3rw5/P39odPpZDsIl1tXV1esWbMGjRo1wgcffAAXFxdERkbi+PHj8PDwkBN7P/74I4YNG4a//vWveP7556HRaKDT6bB582YUFxdDp9PB398fO3bswO+//44DBw4gIyMD+/btQ0BAAE6ePIn69etj5syZqFq1KvLz82E2mzF69Gh8+eWXOHr0KPR6PWrXro1Lly7hySefRFFREcLDw3Hs2DEEBwfj/PnzKC4uRteuXfHss88iNTUVO3fuRFZWFm7duoWmTZsiODgYhYWF0o2YJA4ePAiSWLduHc6cOYOGDRvis88+w44dO3D//n0UFxdj6tSpqFKlCj799FO0bNkSR44cwfz589GmTRvcvHkTISEhmDFjBgYNGoRjx44hJiYGAwYMwPDhw3HlyhXExcXhm2++QYMGDeDm5oYffvgBQKmo//7779GtWzcApWOW4uJimZypVq1aAICtW7di1qxZMBgMiImJgY+PD27evAk3NzfMnTsXGo0Go0aNQlJSEtauXYuaNWuWu/d2ux1PPvkknnzySXTs2BEtWrSQwllFRaBaHlX+q2jUqBHatm2riB10jhkU9ZOcYwbNZrP8wRCcPn0aP/30E2w2G/r164dRo0YpZrYPHToEq9WK+Ph4eHp64qWXXpKDPIFIECPqpLVp00YOREQa7R9++AHvvfcejh07hrVr1+LixYvQaDTo2LEjoqKi4HA40KpVKwCltbd8fX1x8uRJWCwW9OzZE2lpaYrseECpW+7Zs2dx/fp1aLVaaDQaGAwGrFu3DsXFxThx4gQaN26MGjVq4OjRo6hWrRoaNWokrQgvvvgicnJyZJxEUVERjEajTIgBQP6AC7RaLcxmMw4fPix/aIHSQVqNGjVw9+5dFBQUoKSkBN7e3hg1ahR+//13/PDDD1izZg1+/rm0wDpJREVFwcfHBydPnsS2bdtkcoI+ffrg7t27aNGihRT1QKm7zuTJk2E2m7F27VpkZWUhOzsbbdq0kVkKSSIlJQU7d+6Eq6srJk2ahNzcXJmNUAw2CwoKkJ+fj9DQUMTFxcnJAW9vb8yaNQuFhYVo164dwsPD0bRpU1SvXh0ksWXLFmRmZmL58uW4evUq6tWrh82bNyueh9DQUEycOBG9e/eGw+FA//79//BZ/meicZihr+YHY7tYmIfVhUfXGmjcuDGqVKkCb29v6eYLANZzFdeSLLC54bc75QWnxaUi6QgUlVlXp314jGXZhDkleLCt8a7yuwKnuF0NCW+XB3Om+bfKZJ11yrh69rQN1P+tfIfFE/irD4ABAN4DsBUpQ95D9R4j4F899d8iHAUtWrTAxYsX8cQTTyA2NhbvvfcemjRpgj179iA5OVm6OAKl1q0BAwbg6tWrqFGjBlq2bCkzjxYXF8t+R6vVIjw8HIsWLYJWq5UC6/z581KA+fv7IzIyEjqdDklJSTh9+jRefvllacnMzs5Gnz59YLFYUFJSgtDQUJw4cUJR11W4Uopj2u12REREYPv27YiLi4PJZMKaNWuQkJCA/Px8KeR0Oh1atGiBQ4cO4c6dO1i/fj1u3bqF+Ph4AKVihiQGDRoEvV4v3Q7F9v7+/nA4HLBYLLIvql27tpxIW716Nfr06YNbt25JwfrZZ5+hpKQEGo0Gd+7cwcKFC+UEn8FgwI4dO5Cfn4/Vq1dj1qxZuHXrFhYvXgw3Nzfk5ubK2EyRUAYo9Rbp1asXLl68iJCQELi6uso6hF9//TX27NkjkwIJi2Vubq60YD2MgwcP4uzZs+jQoYMsQbJhwwbUrVsX7du3BwDZVmUpLi7GlStXcPXqVXz77bfQarVIS0vDvXv3pHursNY676NOnTqIjo7Gq6++imbNmiE5ORmRkZEYM2YMdu7ciZMnT+LChQvw9/cHUBqC8PTTT+OTTz7BunXr8P7778Nms+GZZ56R9YEXLVoEu92Ozp07Y+XKlQgODkb//v3x/vvv49VXX0XNmjVx+/ZtaLVazJ8/XzER3KFDBxQWFsLX1xe//fYbAgMDcfr0acyfPx8OhwPLli1D/fr1ZUmU+vXrIzo6Gq6urlJUT5kyBaNHj0Zubi4OHTqEsLAwJCcn47333sPYsWMxe/ZsdOnSBampqdBqtSCJ9u3bo0qVKjhy5AgOHjyI5ORkXLlyBXPnzsXIkSORlpaGX3/9VcaOvvHGG5g7dy6mTZuGRYsWITY2FosXL0ZJSQkaNGgAknjuuecwYsQIbNiwAYcPH8bOnTvh5uaGvn37Ku7dxo0bcefOHdy4cQN79uyRZWbatWuHH3/8EfPmzYNOp0OXLl0QFBSE3NxcLFy4UJapmjFjBj777DMcPXoUx48fx4oVK1CpUqVyNSVVVEAVlf8SsrKymJmZKf8VbN26lQB4/fp1Lly4kGazmZ6enlyyZAlzcnL43nvvEYDcZunSpdRqtWzatCmPHTvGCRMm0G630263MysriyTZqlUrarVafvnllzxy5AifeeYZ2u12AuCqVatIUu63Vq1azM7OZtu2bRkeHk4AXLNmDQHQzc2NdevWpaurK9etW8eoqCgCYFxcHL/55htu3bqV7u7utFgsHDVqFPfv38+oqCiazWbFtd+4cUMe+9y5c6xTpw6rVKnC7777jgCo1Wq5YsUK5uXl8ffff2fDhg1pt9s5fvx4Hj9+nB9//DE1Gg0BMDs7m8XFxYyPj2daWhqzs7OZmJhIb29vAuCoUaOo1+tZVFSkOIf4+HgGBQWxf//+nDlzJm02GwHw9ddfJwD6+voyPDycv/zyC69evcqcnBzWqVOHjRo14vHjx9m+fXsC4JYtW5iXl8dvvvmGKA2E47fffkuSPHToEAHw2LFjJMl58+ZRp9Pxqaee4q+//sqVK1fSw8ODixYt4tWrV+X22dnZbNGiBTt06MC8vDzFkpKSwoSEBC5dupQAWLt2bVosFs6YMYMkGRISwrCwMIaHh7NGjRoEwIyMDHp6evLkyZMEwAULFnDu3LnMyMhgkyZNOHr0aJrNZp4+fVq2T0hICO12O6dOnSqP/X+VoqIiXrlyhYcPH+Zvb77FK5nteT4mjuf8A+Wyu2031h67odwy/JvZbLuqlWLJ/LIt52Yu4dyMB8tvc54kx+HBcqczyRoka/DmxZb8pHOMXC69/xXvTtgql48++ogffPABP/jgA+597XXFeQ2Y8a08l4x3VivO48P3FnJp3y+57vUt3LMkmwU/ryev/frvbm5JVlaWfGYB0Gg00sfHh23btmVQUBAzMzOZkJBAjUbDZs2aMTo6momJiYyOjpbvb61atQiA4eHhfPbZZ+nl5SX3ZbVa5b7d3d3p4+OjOJ5YXF1dabfbabVa5X4B0GQyyT5Ko9Fw6NChBMCoqCgajUYCoMVikeuLPlHsQ6PR0MXFhQaDgSkpKZw/fz59fX05ceJEGgwGBgcHy3MjyTFjxlCn09HX15eenp7lztPhcHDVqlWsX78+9Xo9DQZDhdcj+iHRh2m1WjocDppMJnlulStXpq+vr1zfeV+inSwWC11cXGg0GqnRaGi327lgwQJqNBqGhIQ89NhlF7vdzqZNm8pja7Va+d1zzz1HkmzYsCEHDBhAAGzUqBEzMjLo4uJCAExNTVWc4+zZs7lr1y42aNBAftasWTOuW7eOAHjq1Cn5eyPuQ9WqVVm5cmXq9Xr6+fmxZ8+eNBqNvHr1quzXnn32WcXzmZiYyHHjxnH8+PEMCwvjmTNn2KtXL3p5edFkMjE8PJz9+/enn58fR44cyXbt2tHPz49Go5EhISEcO3Ysi4uLyz33GzZsIAAePXqUffr0YWBgIE0mE5OSkvjWW28RAK1WK3v27EkA3LVrl9z2woULBMAePXqQJBcuXEiHwyG/nz59Or28vNijRw9mZGRw4sSJ8jnz9PTkpEmT5LqnTp3iE088QbvdThcXFyYnJ3PPnj0kyblz59JisTAlJYUWi4V2u521atXivHnzSJKrVq1i7dq15XtTp04dbt68mSS5c+dONmzYUP6WJyQkcPny5fK4d+/e5eDBg2U71qtXj3v37pXfO49hnBk3bhwTExMVny1btozVqlWj0Wiku7s7U1NT+eWXX5Is/b2sVq0arVYr7XY7mzRpwv379z+kN1L5b0YVjyr/NTyueNTr9ezTp4/8fuXKlQrxWLt2bfr7+3Po0KFynXr16inEo7u7OzUaDc+fP0+ydLAtBhhCPIof4LS0NJLklStX5ABBiEd3d3fOmzdP/th9+OGHcqBDlg6exEBBiBkhcnbs2CHPT/z4imPPmzeP7u7uUlQmJSVx+PDhcv2GDRuyfv36ivZLSEiQQmvjxo3U6XQ8e/asXD8zM5MAOGfOnHI/4FevXqXFYmFcXByHDh0qf8CdxeOTTz5Z7ofO+V4dO3aMABTtHhMTI8+JJF9++WXWrFlTfh8UFEQvLy/ZNiT5+uuvs27duhwzZowclGVnZ/OVV15hdHQ0CwsL5bpHjhwhAO7bt493796lxWLhG2+8oWhvX19fmkwmzpkzh+7u7rKdK1euzEGDBlGr1fLSpUvlricuLo7vvvuuPFZISAjbtWvHgoIC/n+l6OJF3t2xk7cWLuSBhZ/zhaU/8cl3d7Lh6w8E24sb3yonHnt+0V0hHOdmLOHvc9o/VDzmX2muEI/n5yxXiMeli5dI8bhtylSFeBzz9hq2eGsLn/pgN19dkc0lPy/mltPf8fi1Y7xTeOff3YTlcH5msrKy2KJFC86bN49Go5GxsbH09fVlYGAgu3btKgWa6Iuio6NptVrp7u5Ok8lEFxcX1qpVixqNhs888wyNRiPHjBkj+522bdtSr9dL0dKvXz8ajUZ6eHgQALt3786YmBhaLBa6ublx2LBhUjQC4LRp02g0Glm9enUmJSWxTZs2BEAPDw8uXryYBoOBfn5+sm/77LPPCID+/v4EQJ1ORw8PD0ZERPD69eu8c+cOa9asSb1eT51OJ4+j1+t57949kuTq1asJgDabjRqNhllZWbxw4QLr1atHvV5Ps9lcoUCLj4+nq6srK1WqxKpVq1Kj0TA6OpoA+P777/ONN94gWdq3iTb98ssvWa9ePXmulSpV4qJFi+QxXFxc2LZtWynQtm3bxn79+hEAX3nlFSnaMzIyGBYWJs/FYrHwiSeeIFA6MfjJJ59w7NixUgz26dOHnTp1ok6nk+2cm5vLjIwMuf1HH33EEydOEABbtmxJALx27Zq8FxaLhcOGDWN8fDyrV6/O6tWrs0WLFgRKJ+R0Oh0XLVrEhg0bMj09ne+8847iOSwpKWFAQABnzpxJkuzduzeDgoK4atUq/vrrr9y6dasUPFevXqWnpyc7dOjAffv28fjx41y8eDGPHj1KsvR3zGKxcObMmTx27BgPHjzIBQsWcPr06STJt99+m59++imPHDnCY8eOsW/fvqxUqRKLi4u5cOFCzp8/n7m5uTxx4gRHjx5Ni8XCq1evkiQzMzMZFxfHnTt3Micnhy1atGBERATv379Psrx4rOg9I8nRo0fT09OTixYt4i+//ML9+/dz9uzZXLRoEcnS396vvvqKeXl5PHToENu0acNatWr9va+7isr/C1TxqPJfw+OKR6PRyKCgIO7atYuHDx9m06ZNFeLRzc2N0dHRChHz/PPPywHb77//TgAMCQlhkyZNmJOTwx07dshZXSHgtm3bRgA0m8202WyKWX8hHuvXr8+FCxfSZrOxS5cuihnuqVOnMiUlRTFr7zy7rtfrOWDAAO7YsUNaxObMmcP69evLQYgQT1qtlmlpaezduzcBMDY2ln5+fjSbzUxOTuaxY8dYs2ZNeeyYmBgGBweTJAEwLCyMAQEBcgDl6enJsLAwxQ94cHAw7XY7dTod/f395cBIiMfnn3+ecXFx7Ny5M93c3Ojh4UGbzUYXFxc6HA5p5bDb7Vy5ciV//fVX2V6zZs1iSUkJQ0NDOWrUKLZs2VLuX8zAC4uAaHMx0ATAXr168fz58/T29mZYWBibNWvGEydOcNy4cfI+mM1m2u12OQgfPXo0d+/eTRcXF2o0GoUVxmg0SutFx44d2aFDB2nF0Gg0tFgs1Gq1HDFihHwe3dzcaLPZGBISwgkTJjA+Pr7cM5yUlMQxY8aQLBWbzqL4/zrX8wt47MIN/uXcz9x4cgOXH/2U8w58wGn7pnDm9plcNWI9lw/6mkv7fslF3T/nzbntyfHaB+Lx7gPxePu3pvykcww/61qVn2fV4OkPlvHerN2898E+3lu4n99v2c5t27bxxx9/5LE9e3h75Ze89/0u3v/lBIvu3v13N8Wfoqx4jIiIIAC+8847zMrKYv369eXkS2xsLLVaLS0WixRTABgYGEiLxUJXV1c2btyYQKn1EIC0tgHgpEmTFP1QREQEIyMj5URPzZo15fH1er3cT+XKleUkTLVq1eSxxH50Op18H8XnPj4+ch96vZ4Wi4VLliyR5+zq6qqwarq6urJ58+ayv1q2bBnJ0kkth8Mh+7ILFy6QpPRscN5eiDyTycTnnnuODoeDISEhDA0NZadOndikSRMCYMOGDenl5UWz2SwFq5gYFB4PGo2GWq2Wrq6uctLIZrPRw8ND9jMHDx6UbScm1cS2Yr9AqWV2+vTpUmzrdDrWrl1bimzywWSjuH5fX19OmTKFAFitWjX5vDiLx+vXr/P06dMMDAykXq+nzWZjp06deOnSJe7cuVO22eLFi2m32/nLL79Qr9fz888/r/BZHDx4MKtWrUqy1Br2/PPPS8thREQEFyxYINc9cOAA09PT6eLiQpvNxgYNGvDEiRPy+/+tBeyPLHgkee3aNfbs2ZMOh4MWi4XNmzfn8ePH5fePKx5LSkr4zjvvMDo6mgaDgd7e3mzevDm3b99OsnQSMjY2lhaLhR4eHszMzOSvv/7f8VJQUflnoopHlf8aHkc8fvzxx7TZbMzMzKSrqyt9fHzYoUOHcuIxJiZGIR6HDRtWTjwuW7aM9evXp9FoZFRUFFNSUhTiUQzCEhMTefjwYely6SweGzRoIMXj1KlT5Ux9pUqV5CDC3d2d/v7+DA4OpqurK4cMGcKXXnpJ7isgIEBaHoODgxkeHk6Hw8GhQ4cq3MZcXFzYpUsXKQDbtWvHw4cPs06dOkxKSpIDpE8//ZReXl602WwkKYWyGJTOmjWLPXr0kGLLYrEwPT2dUVFRdDgc7NatG0eNGiUHLkI8vvDCCzQajezTpw8PHjzILl26SMvBTz/9xLy8PCYkJLB27doMDQ1VuI29+eab/P7776nVaunh4cGXX36ZO3fulMJRrCcGq/Xq1eOWLVs4duxYAmCVKlXYrFkzOfAWixDr06dP5/Hjx7lz505pORHnbzAY6HA4mJeXx7Vr18rjOBwOdu3alZUrV2ZMTAwDAwNZs2ZN6Z5btWpVDh06lFlZWXR1daXVauXIkSOZm5vLs2fPUqvVKlyTDhw4QI1GIwdg/9/E4/+a4mKy8B5ZfI/k3b8thSwpKfk3n9g/B2fXVL1eL8VZfn4+a9SoIQXV9evX2a1bN4XAAsDmzZvT4XDI516r1VKn09FutzM2NpaZmZkKa5yYSBKCzm6309PTk1arlQaDgWazWVqohPDTaDTs3Lmz4rhiUkZYLl988cVy3zu7Xzovbm5u1Gg0XLFihZxgMZlMTE1Nle9geHg4e/fuzf79+xModSn88ccfqdfrWbVqVSnY3nrrLe7Zs4fAAxddAHISEADT09MJgAMGDKDBYKBOp5PuuzqdjmazmZUrV1a0jb+/P48ePSoF7OMuRqNRuuKKe/r0008zLy9PejFoNBqmpaVx5MiRHDNmDC0WC6tWrUoAjImJ4ZEjR2RIg9VqZWhoKAHI0AeDwcDQ0FB+/vnnij5V9NfCVVij0dBsNtNqtSom186cOcOqVavS1dWVBoOBS5cu5e3bt0mSX3/9NZOSkmgymRgWFsbx48crvDPGjRvHoKAgGo1G+vn5cfDgwf+uV0dFReVfhCoeVf7rKCsenVm3bh01Gg3z8/PlZ8LdSFC7dm0OGjRIsV39+vUVLpe+vr6cNm2a/LuoqIghISHyuCLerkWLFtTpdLRarfIH3mw2y8Gdh4eHdM8iyfnz5xMoneFv1aoVvby86OrqysLCQoWrqRDE1atX50svvUSS0tW0SZMm0i13/fr1cmCUmZkpZ7ejoqKkOP70008JgCkpKXL2vU+fPgTA8+fPS0Hs7BpbVFREm83GNWvWKI7doEED2Xbi2GKg8+677zI6OlqKgvj4eI4dO5YWi4UbN27krVu3pOgViMFPjx49+OyzzzI8PJzp6eny+4CAAA4fPpzAgzjIpKQkeW/EIFIM0vv27UsAPHLkCElKt7C//OUvcp+iPcSsv8PhoEaj4cmTJ+U5iQmCjz76iNHR0axSpQpfe+01kmRBQYGMjRLi0dfXl8HBwQox2LJlS0VM0bBhw5iWlibdWv9rxON/OGX7I+GaevHiRZ45c4YNGjSgVqtltWrVqNfrpQATYsloNLJRo0YyDpEke/bsSY1GIy1CQig4HA5WqlRJEctoMpmkV4Sw0AcGBtJgMMjYvaCgIAKQ732/fv3kJIqYyALADz74gD4+Phw+fLicRBP9WLt27WRfCoAvvvgiO3XqVKHgMplMTE5OZk5Ojvxs1apV1Gq1vHv3Llu3bq1og4ctISEhCguoWITg7t27t7Qgjhs3Tooxm81GrVZLvV4v3VTtdjsPHz4sXWwrWsTkVNlFeG2IYxsMBu7bt48k+cEHHzAyMpI6nY46nY5arZZubm6cMWOGFLNWq1Xedzc3NykkRZznnDlz+Oqrr1Kn0/Hw4cOy/xfn/SiBe+DAARYWFvLFF1+k0WhkeHg4IyIi+MUXX9But3PRokU8ceIEN23axNDQUI4fP54kuWLFCtrtdq5bt46nT5/mnj17ZIyfiorKfy6qeFT5ryMrK0smenFeTp8+zd9++41Wq5VDhgxhXl4ely1bJgcLgqVLl9JisXDRokU8fvw4X3/9ddrtdoXr0MSJE+np6cmvvvqKR48e5XPPPUe73c527dqRJIuLi+np6cnw8HCmpKRw8eLFcqb5vffek3GLbm5u7NWrF3Nzc5mVlSVdnSwWC/V6PQMDA2k0GtmxY0cmJSWxR48e3Lhxo7QUtGzZkk899RSvXr3K6tWrU6fTSdfW8ePHyxl6i8VCT09PafUQbmbjxo3jli1bpNBt3749GzRoIAdJ1apVIwC+/PLLcuZeDP7EYDQ5OZmvvPIK/f396eXlRa1Wy9TUVO7du1chHp0HZVqtVi4ajYavvPIKGzVqJAdYsbGx3LRpk1zf29ubXl5ejIuLU1hinC0d8+bN48GDB5mens64uDiWlJRIa6qXlxcbNmzIqVOnKiYP4uLiFPtytkSUXQwGg7yW7t27c/To0TKOSWxvsVikBcJkMnHo0KHMyMiQMbIuLi7s378/b926xS+//JJubm7s0aMH27ZtS6vVSjc3N4aEhJAsLx4XLFhAu93OTZs2/fNfIpX/NQ9LenPgwAH5fVkxKZ7j9PR06YK+a9cuNm3alAEBAfI9AaBwXS37jAoxKNbt3r07g4KCylkvnd9B0R8AkC6thw4d4iuvvEKz2SwFYb169aS1cdu2bSQfTO5069aNiYmJUgADYHJyMmNjYwlAJihxFkh/9K45W82sVit79OjBKlWqSHEmricgIIAeHh6sXLmyFLl6vV7GcAphGBYWxu7du7OoqIiBgYHUarW02+0MDg5mZGSkPFajRo14//59BgUF0eFwcNCgQezcubMUsTabTQo3IeQFon/z8/OT1+np6cnatWtzwoQJJEkvLy96eXkpXId9fX1JUrZVjRo1pNh3jrEmyRo1ajAyMlIhGNu1a8f27duzfv36PHv2LHU6HZs1a8aLFy/KeH4RL+jssfKwRSS8IUuTzURFRcl4QhUVlf8OVPGo8n8K5x/CfxZlB2/Oy6pVq7hq1SpGRETQbDazTZs2nDdvnkI8kuRrr70mrX59+vThkCFDWKdOHfl9YWEhBw0aRLvdTnd3d7700kvs1KkTu3TpItf59ttvZaxOQkKCjIFctWqVHIBs2LCBCQkJUjQNHDiQALhx40a2bt2aQUFBbNKkCdu3by/XiYmJkaKlVatWzMrK4rlz55iRkUF/f3/+9NNPUqiKeJy0tDR6enrKOKEqVaowPT2dGo2GU6dOlULUzc2NaWlpnDBhAi0WixzkGI1GxSArPDycdrudo0aNos1mk/FGn3zyiUxOIdYVgis1NZVVq1bl+vXr2alTJ7q7uzM5OZkmk0m6fgm31+3bt7N69eoK4SaseSEhIVy7di3Xr1/Ptm3b0tvbmzExMTQYDHR3d2eVKlXo4uLC7OxsOXNvtVrZsWNHPv3003R3d5exO85tKdYbNWqUPBeg1KryyiuvsF+/frL9XFxc2L17d7Zu3Zo6nY4Gg4E1atSgyWSixWJhlSpVWK9ePQ4cOJAWi4V+fn4y9szf359ZWVksLCykr68vU1NTaTabpbUiNzeXpFI8Tp06lR4eHty9e/c/9d1R+d9z8eJFDhkyRMYiioF/ZGQkfXx8GBQURLK8eMzMzJTiRKPRyGf2+vXrzMrKYlJSkqIPc3ZpF7G34jvx3gnPBq1Wq4gNdHaDF8moRMyaWMdisbBVq1ZSIFVkbRNWu7Kf9erVS1rUXF1dpWu5uL5p06bJBDUiZli40ou2mjZtmiJO02g0MjAwkAEBAXRxcZEWSqDUUioyeTr3TSJDp6enJ/V6vXS5Hzt2LNeuXSszxpZd/P39GR8fL4WtRqOR8Xfib+d7deHCBe7evVvRhzgvzvenc+fOtNvtFQr5CRMmyLhSAIpJRKA0+c+FCxeYmJhIV1dXzp07V647adIkHjhwgBaLhQMHDqTJZGJCQgJXr14tM1jXqFGDRqORRqOROp2Oo0ePVkwemM1muri40MXFRT47gYGBPH36tGx3k8lEg8HAypUrK2IfH4bqOaGi8v8XVTyqSB7mzvmwNND/DP4V4vGfceymTZuyXbt2BB5k/nSmYcOGdHNz46uvvqr4/HHbvE2bNuzTpw+XLl1Kg8HA/Px8RkVFMSgoSOHWZDAYaLVa5Q+8EI/kA9dRkQG2VatWclAzdOhQWiwWOXAR7pI1a9Zk165dCYArV66UGVZF0gEhQs1mMxcvXizdXsXgasaMGTJDrFar5fnz5xkSEsLWrVszMDBQ0ebOGWDLur2K8gMiuyv5wO1VtPlHH31EDw8PRkVFyZgc4SK6ceNGud3vv/9OrVbLrKwsduzYkZs2baLD4WCtWrUYFRXFJ554gvXq1SNJmUBDLF5eXkxLSyMAmV3W4XDIQZAYhFarVo09e/aUVkabzSbduaKiotirVy9puRBtI6zF3bt3l/tNSkpipUqVaDKZ2LdvXxYUFHDEiBH09/enRqNhcHAwu3btSj8/Px48eFDelw0bNjAmJkZmkBRJRFT+NZSdoHI4HDQajQwLC2PDhg3ZuHFjZmdn88MPP2RAQIC0Kl25coWJiYnSsnbkyBH5TgqLo3i35syZIy37IqYxKipKbpuYmEiDwaAQIwEBAWzatKnCS6CsWPHz82NwcLAUDiJ7sXiPgYe7ZzqLLHFNzkv79u1lEqqAgAAptESimBo1avDu3bt/WFLDeYmMjJQC6tlnn6Ver1dY7aKiotisWTMZv6nT6WT5CbFOREQEFy5cSIvFImMJnZeKLLjAgzJKADhz5kwp6Jwtps7eCuKYoaGhfOONNxgUFMR27dop1tdoNNIq+rDF2Xvh1VdflduJyQJ3d3eF2yoAGbvqnFwtISFBuunHxcUxKSlJ/m6I+Gvn64iPj+fEiRPZs2dP6V5br149dujQgWFhYezcuTO1Wi19fHxk4huScnLwl19+IamMkaxUqZIaI6mi8v8QVTyqSFTx+HjHvn37NqdPn85Dhw7xyJEjMunKkiVLpJA5deoU582bJ9OQC1elw4cPK/b1qDYHwDfeeINPPfWUdGlq06YN+/XrR7vdzqCgIDZt2pR5eXmsVasWs7KymJeXJ91ehXgsKiri66+/TpPJJDMb6nQ6af0QcU1CAE+cOFEOHIWomTx5MsPCwkg+yFgn3L5CQ0PZrFkz9ujRg0Dp7L6ohSjcXqOiotikSRP6+fmxSZMmikHTd999x759+8oBnhCyw4YN45AhQ2QNRGecY6qA0pl7sU+xD5EJtW7duoq6k0lJSdTpdJw9ezaffPJJ9u/fXw7Itm/fTr1ez6NHj8oYU2G1nDhxohxgffTRRwRKLTMzZsyQQlUcPzY2lvXq1ZNlElxdXblr1y4CYN26dWXdOk9PT9arV0+6ojVq1Ei2t/MgetiwYezWrRtTUlK4Y8cO+vv7S+unyDa4cOFCGgwGaY3y9fWlr68vu3Xr9iffBpU/Q9kkN6JW7Ntvv83z588zJSWFZrOZAQEB5d75bt26MSQkhBERESwuLq4wps5kMsmarOIZb926tUL4OZfYcBY9iYmJ5YSEc6bPLl26MD8/X7GOl5eXIi5SJLRxPp969erJyQ8AXLRoEePi4mgymWi327l48WICD6yc4eHhivhDvV6vKNEhRMrDkuqIvsH5Mw8PD5nl+WFL69at6XA4FK6cwjprMpno7u7Oli1bUq/XU6/XS4urODdn8eju7s6ZM2cyIiKCCQkJso5laGgohw0bRqvVyhUrVhCAjBPdu3cvFyxYIMWj+B0V11q5cmUZwymEo7Plc9asWdLzAFBmx01JSaFer2dERAS9vLzk9jExMXKSCyitUTlx4kTOnz9fZnsuLCyUXiXCm0EkZxO/CS4uLnRzc6PD4eCbb76p6Js3bdrErKwsGgwG2b+I0i0//fSTfL7T09Op0+lIqjGSKir/KajiUUXyuOLx6tWr7NKlCwMCAmixWBgfH89PPvlEsU3Dhg05ePBgjhgxgu7u7vT19eW4ceMU6xw/fpwNGjSgyWRSxLCVrYO4fPlyWSpBlI3Yu3cva9SoQavVyubNm/PKlStyv3v37mXTpk3p6elJu93O1NRUxY/Z4xybJDt16kR/f39ZNiIjI4MnT56UiWEcDgddXFxYvXp1rly5Up5vdnY2z5w5w5SUFNrtdtpsNtrtdnbs2FHuW6QTF25CLVq0UKQTd449cS6nIdKtC0uGq6srMzIyZJsPGjSII0aMkJYFh8PB5s2b86233qKnpyenTJnCatWqSQulmDnXarWsWbMmn3rqKXkNQGm2QpFdcNKkSeXEoygTMG3aNMVgc8qUKXJQJwZC+/btK5c+HwAXLFjA5s2bMzo6Wg64nAdr/fv3Z1hYGO12u+J5GjVqlGLdjIwMent7y3gp4S4qiqGPHTuWiYmJMi09ADZp0qSca58YoI4cObLcDL7zYFJkvhUDurKD3szMTIU1WLSzTqeTrnllB8cAZOHvl19+WQoRq9XK3NxcuS5Z6vbVtWtXWS5ACFQAPHz4sLy3zgtZWui6TZs2dHNzo4uLC+Pi4vjNN988ondQceby5ct8+umnpQVFiMU1a9bw3LlzbNOmDWNjY+nq6somTZpQo9Hw6aefJlBaUsO5dIUQMR988AGBUldKIdScxdLDLGDOJTmA8klkygounU7HGjVqyDhJnU4nJy7K9jUVubyK7z09PRXWrBEjRkiBJN495+Pq9XomJyfLvwcPHsxnnnlGsY7oQ8xmMwcMGKA4ptVqlcJOtEdZC6h4/p2FdOXKlVm9enUZn+28iPjI2rVry2sta4n19vYuF48dGhrK2NhYKR5btGhRrg3FIn5bRH+o0Wjo6+srJ7USExNZqVIlhoaGlnNHBUqtmg6Ho8IYUK1WSz8/P9apU0f+HRMTw8aNGyvcmQcOHMgjR47w6aefltd35MgRKf7Fb/vChQtl39iiRQs2bdpUisiJEyfKaxMxjyLGVVg9xfHmzp1LsjQ0o+w5e3p68v79++XcVq9fv87+/fvTx8eHJpOJVapUkZ4nap+lovJ/C1U8qkgeVzyeO3eOU6dOZXZ2Nk+cOMFZs2ZRp9Pxxx9/lNs0bNiQdrud48eP5/Hjx/nxxx/L2UqyNGFMfHy8TFzjHMNWVjzGxMRww4YNirIRaWlp/P7777l//35GRETwmWeekcf+7rvvuGTJEh4+fJiHDx9m37596evry5s3bz72sW/fvk2bzcbg4GAePHiQhw8fZrdu3RgdHS0HA2Utsc7isSwNGzZUZAnNyMhgbGwsd+zYwZycHDZv3rxcIWMx+Jo+fTq3b99OT09Ppqens3Pnzvz555+5Zs0aarVaJicny/0Ky9Q777xDAHzttddoMpmYlpYmM6yKNoiKimJmZiYLCwtZq1Yturu787nnnpPrAJDWTLK82ytJ6baamppKX19fWQMtOztbkbkVAPPy8qQrXatWrWiz2Xjx4kWSlK5YIrvpqlWrCJTGQ5KlbqsAOHz4cMXz5DwoERkit27dyuPHj3P48OH09PTkb7/9RrLUXcrV1ZUdOnRgbm4ud+zYQbvdTjc3N+bm5iqWmTNn0tfXl5s3byYAORD74YcfZNuuWbNGDujMZjNbtmxJb29v6XZqMBhos9l45MgRDhkyRLZFp06dZEyS2Wymq6srP/jgAzloEwL7zTffpMFgoF6vZ5UqVWQafjGQFnU9xYB0+PDhnDBhAg0Gg7SEWa1WGTMm2lokJ8nIyOCJEye4Zs0aWbusLOPGjVNkEf5v5syZM+zTpw/9/PxkbFv79u2ZnZ3N1q1bMzY2lmvXriX5oC8V1kKgNNlNRESEtOSXFT3CC8A5rkz0ARqNhqtXr65QPDqvFxISIt/JsosQN3a7nTt37lRYH8Vki3ieWrVqRZIK91VnMajRaBgbG1tOYIqlrHgR22s0GinwvLy8FO+wcIUUrtYRERHs1atXObEXEREha0CWbcsGDRooRGjZPkK8r8JdX7xDoi2cM9qKdWNjY8u1Vf/+/WW5JiGeyh5LvMeiTxRtO2LECPr6+srtTCaTrKWp0+mo0WgUk1ZeXl4K8Wqz2RSTcAaDQd6DTz/9lMOGDWOjRo1kMjSgNCbSaDQyNjZWWi63b9/O5557rpx4FM/erFmzmJWVxbp169Lf319xn+Pi4khSURLEYDAosvbev3+fn3/+OU0mk+zr//KXvzAwMJCBgYF0dXXlU089xcLCQhYXF7NOnTqsUqUKN23aJPuldevWkSRbt27NZs2a8eDBg4/ss1RUVP75qOJRRZKVlSXj55wX8WPyR26rrVq14vDhw+XfzmUjBDVr1ixXNqKiGLay4nH+/PlyHVEm4bvvvpOfTZ48mdHR0Q89t4eVjfijY3/00Ue02+0KMS3cEkWJhrKWWOEKJWqUObchUOo+NmLECOlq6Czmrl69Kq2gJpNJMVgQ59StWzcC4McffywtsQaDgQEBAdy7dy/j4+MJlCa/EeLr+vXrrFmzJu12O7VaLa1WK5OTk9muXTt5fb1791bUSXMWyA6HgzExMSRLB88iQYZwWRXWE71ezyNHjigEdFnxGBkZybS0NAYFBbFr1650OBxyHVdX1wqtkiLeKjU1VbrbGgwGRYFxMaNvsVhoNpulK9gXX3xBf39/Nm7cmGfPnmWfPn2o1WppNpsZGBjIwYMH08vLS86ih4SESBdhMcAVYrZevXp0dXXl6NGjWblyZRoMBl6+fFnGSNWpU4f169dn7969+dVXX8nnwNnaLAaXc+bMkeKuSpUq9PPz4xNPPMHU1FQ58NVqtdLdS7iZ9erVSzGAczgcNJvN1Ol09PPzk++pi4tLhbXoNBqNIsmQv7+/IhaysLCQgwcPpsPhoIeHB0eOHMmEhIRy7sIPQzyrzs/sw3hYoe5/F2VjFD08PNi8eXN+/PHH1Gq1bNCggXy2+vXrR6C0nmCVKlUYGRnJLl26yL7COWOxs2VMq9VyxowZcoBd1momxJlzNs4/Wp5//nnFvXUWR87HrGhfwp1b/G00GhVunS1btuQLL7yg2KZZs2aK86xSpYosaSGOLVwarVYrXV1dFfF7b775ZrnzLds+zt87J7kpez0ajUYWiRclQ8R9K/vMCyu/EIBGo1H2wWJxdgV1npRx7r/Knse2bdvKxXjbbDbWrl1btjEAWd9XXHNgYCCvXbsm2zIxMZHx8fH08vKSx3W2Sr/11lsK8Vp2sVgs/PjjjwmAY8aMIVAaxykmiQAo4vGFd8f48eO5adMm6nQ6njlzRr4Lon7nvn375CTI4cOHFVZpUQ5JiNy0tDS5vSjnsmTJErZt25apqamKd/3OnTtcvXq1FMF169blN998Q61WK8splaVq1aqyPIiKisq/H1U8qkiysrJk/JzzIuLnhFgqKirixIkTWbVqVXp4eNBqtVKv17NTp05yXw0bNuTAgQMV+8/IyOBTTz1Fkpw5c6Z0gRSIGLay4tG5ULqIn3N2U12wYAHd3d3l35cvX+aAAQNkynJhpZkzZ85jH3vgwIHSpctZBIo4POf2EJZYMcP89NNPU6fTccWKFbINbTYbjUYjx48fz/fff18OgJwtsWazmaGhoczOzuaoUaPkYEOck7BeOVtiRQxjWloaX3vtNTlIcU6tr9VqWaNGDTZu3FhaNaxWK7t27Srj68TMd1hYGCMjI6X1wmg0MjU1lbdv32ZkZCSfeOIJVq9eXVrVxKDG1dWVTzzxBPPy8uQgRdw/MYhp1aoV7927J90tncWjv78/K1WqJAdP77zzDgMDAzlp0iSSlO6BkZGRNBgMcubeecAkBohlB9AJCQn84YcfaDQa6evry+PHj3PXrl2Mjo6WxyZLxaOHhwfnzJnDvLw8hYucs2XBZDLx5ZdfJqlMIgKA9evXV8QazZ49mySloARKyxyITLaJiYk8ePAgGzVqJAdnHTp0kDFQQKmbl8Vi4csvv6w4lrAWTZ48mUOGDJGubkajUYpH4RonBuplB/vx8fHMycnhW2+9JS1fZRfRnps3b5aZf0UGXB8fH9arV4/vv/++fFYvXryoqE1aEf8I8Siyl1auXFm6zYlzOXnypCwKL4q+e3t784cffpDbA5BJQYQly9PTkzVr1uQrr7zCFi1a0Gq1cujQoVIYmc1mTps2ja6urhw2bBhPnTpFFxcXhRVftJvdblcM4r29vRXJXCoSTf/M5WHHEc+1s2XxUWVpgNIENQ/7rlOnTjKTZ9nFbDZzyJAhssajc8yiSPzi/OxVlH3U+bwrukbnZ/lx2ldkivbw8GBYWBiDgoLK1UcUWW4TExOp0WhYp04d6fbp5uZGg8HAzp07l3MvFucpPp84cSKvXLnyh+fjfG2hoaEy+7e4T+J7rVbLPn36KDw1TCZTuWuOjIxkp06dePfuXTkx+cUXX7CkpITVq1dngwYN+NNPP3HPnj309vaWMYrO3kjCNdZqtUrLtHBL7dixI/Py8njo0CEZi5uenk69Xs/Ro0dX+K6HhITIPm3IkCEMDg5+6Lv+4YcfUq/XMyUlhWPHjpVlbVRUVP49qOJRRfK4bqsifm7JkiXMyclhXl4eW7durdi2rJsmWZpyXrhAzpgxo5yAu3HjhhyAkhW7gVaUvKfsQLRly5ZMTk7mN998w0OHDjEvL49eXl4yvuJxjv3MM8/Qy8tLxiY5Lw+zxDqfb1lLrMPhkCLlq6++kvE/zpZYAHKbhQsXytlncU7CRcrZEiusVd999x0/++wz6nQ6vvDCCwwPD1dMAAiXRVJpif3000+p1+ulJbaoqIhPPPGEnM232Wy8c+eOLHZfUlIi91NQUECtVst27drJshft27eXrreiPTQaDQMDA2XCGudYF2fX5LFjx1Z4f2/evEmNRsMmTZoo2ls8T2Ifbm5u8nrXrVtHoLTUyV//+lf27NmTSUlJChfMnTt3yoyl4rx69Oghv3euA7l//36++eabNJvN1Ov1vHTpEkly2rRpioF3enq6FH6imHdOTo4sEi6s8c2aNZPiUSBiHbOzs/nSSy/RaDTSYDAwMzNTtpmIMQUgS8F07NiRK1eulANKZ8ujXq9XWGacrdOhoaHlMkN6e3tLF7cVK1bQarXKdcQ1Wq1WRkZGslq1alywYAG1Wq3MSiue1RdeeIENGjRgRdy/f//vFo8nTpxgpUqVGBMTw+XLl7Ndu3Zs1KgRv/jiC7Zq1Uq6lg4fPpynTp0q51ZKlopHYWGuV68eGzduzIMHD/Lzzz9ny5YtOX78ePkMAZDWXedsqICyCPuCBQvKCQEhOkS/UZGYepS4qWipSOw7i4ay7qtlE8uUFV8PmzwQi7N17lGLcMesyG20WbNmNBqNCstYRUt0dDQXLVqk+Mw5rs7ZzfVh+yg70SQWkbm2ovXF/8ta+5xdiMW7JSaY9Ho9g4ODZekl5+3E5I2IVa9UqVI5ceju7k6tVstmzZrJBDVincjISO7bt4+urq5s0KCB9CIBSkW63W7n8OHDCYAvvfQSDQYDu3TpIl14gdLfh6ioKLZp00Z6eGzdupUkefr0aWZkZNBqtdJms8kES+fPn1eMCUSCMKA0nvvnn3+W/YxIkObh4cHMzEz52xkTE6N41xcuXMj58+czNzeX/v7+bNasGS0WCydPnvyH4pEs9Xx5//332b59exoMBs6aNet/3X+oqKj8fajiUUXyZ8tGCJzj5wSPEo8Vxc+JQdrfKx5dXV25ePFi+feZM2cIQAqWxzn2vHnzaDQamZaW9tiWWGHJEokcnC2xDoeDCQkJJEuT9QClQkJYYt944w1qNBquWLFCXpMYlJYVj86W2PT0dAKllthjx44RAEeNGvXYltgdO3YQeGB9I0tFoRAD4vwGDhxYoUszUJodlCQPHDhAb29vZmZm8v79+/L+iWQyy5cvJ0lZq835Hrdt25b16tWr8P6K2J3evXvTmbLiUavV8uTJkyQp3cJEXExcXJwcbIpzFwLA2fI4ZcoUxTHCw8Pl+TgLXbL0uXceUHt7e9NkMjE1NZV+fn50d3en0WikxWKR4rFfv368evWqdHfVaDQy4ZQQncK1zFm0abVaNm/evFwiJTHADA8Pl9dT1m21otjQBg0aKNyEhcu1KCfh7+9fLpFQVFQUvb29GRAQUK42oHDVFFl6bTYbp0+fLq9JxG4ajUZOmTJFDlBF8ot3332XaWlp0n05KSmJ+/bt48No3rw5AwMDmZ+fT1LZdwnRJwqvT58+nW5ubtI6KSy2ZYWDxWKR5SXKJp0p246Paw17VEmLP7OULa9RVuyVdcX8M8fWaDTSHf9fvYg2c87EKrwnhDfHw5aHuf7+0T2paKlIYD5q21atWj3WvsWi0+loNBq5b98+FhYWymQ9ZS2t4j12/lyr1SpCGQICAqQlTvQtYjIKgPTsEAJYTDo5n++CBQvYqlUruri4SHdgV1dX1qhRg3q9nunp6VKoRkdHs23btrKfEPGZ4j3y8vKSXiLXrl2TEyJTpkzhsmXL6OrqSpJctWqVrIspXJM3b97Mbdu2/aHballGjRrFqlWrPta6Kioq/3i0UFH5k0RERODbb7/FDz/8gCNHjmDAgAG4dOnSn9pH06ZNER0djV69euHAgQPYuXMnRo8e/Q87vyVLluDIkSPYs2cPunfvDovF8qeO3b17d5hMJuTm5uLixYvQ6XQ4f/483n33XRiNRsW606dPx4wZMzBgwAAAwGeffYbmzZvj/v37ivW02tLXLTIyEpmZmThw4AAuXryIAwcOYMmSJdDpdMjMzHzk9RkMBvl/jUYjP4uKikL37t3x4YcfoqCgACdPnsS+ffuQmpqKLVu2YObMmfjhhx+Qk5MDT09P3L9/H/Xr10doaCiuXLmCr776CidOnMC6detw6tQpAMCOHTtw584dlJSUoEaNGsjJyVEstWrVQnR0NAAgISEBW7duxe7du9GxY0d5/cHBwahduza6d++O5cuXIzQ0FDt27MD58+dx7do1AEDfvn2xb98+zJgxAwBw/PhxvP/++7h69ari3v0RCQkJaNeuHTZu3IizZ88CAD788EP85S9/kecfFRUlz/3AgQN45ZVXoNfrK2xb5/YFgNDQUJDEkSNHAABXrlzBX//6VwBAdnY2rly5goSEBOzatQtNmzbF9evXMXbsWGRnZyMiIgIA8Mwzz+DevXvo168fTCYTXF1dkZGRgR49euDAgQPyWHfu3AFJGAwGdO3aFQ6HAxs3bsSHH34o1wkMDERiYiI0Gg0aNGiAe/fuAQA6duyouAaS8tnTaDS4ffs2Dhw4gODgYLnO5cuXAQCFhYU4efIkLl++jOjoaAQGBsp18vLyMGjQINy7dw+3bt0CAEyaNAlWqxVLliwBAFSpUkWe//vvvw8XFxcAQHFxMcLCwhAQEID169ejqKgINpsNubm5eOutt/D2228jMDAQ+/btw08//YRRo0aVuxeC3377DZs2bcJzzz0Hq9Wq+G7UqFGYOnUqLBYLrl+/joKCAmi1WsTFxUGj0aBfv34IDg5Go0aNAAC+vr5y27t37yIvLw8Ayr27oh0FJpNJ8WxUtA4AlJSUyP9XtH5FPGy927dvK45z/fr1csfW6XTyb4fDodhX2bYqu+3hw4f/1HkmJCQ89B5VhHiPxbMoEMfLz89XnE9xcTHatWunOMaECRPKnfcrr7wi1yksLARQen8AICAgoMLrSU1NVezXarVi2LBhinVCQ0PltjqdDqGhobJ9dTodKlWqpPgtsFgsincqJiYGFosFAQEBAEqftSFDhuDcuXN47rnnQBJ6vR45OTl49tlnodFoUKNGDSxevBjJyckoKSlBeHg4du7ciYSEBFy6dAlpaWl47rnnUFxcjKKiIuzduxdpaWlIT09HmzZtkJOTA6D0N+7u3buw2+0IDAyEq6urPEedTge73Y4XX3xRPse9e/fGpEmTsHz5cgwePBjNmzfHpk2b0LRpU3z11VfIzMzEmjVrcOXKFQwfPhyvvvoq/P398fbbbwMAbDYb8vPzcejQIfTu3RsOhwN6vR69evVCaGgo8vPz8d1336F+/frYsmULbty4geDgYAwbNgxNmjRBw4YNkZqaiieeeALffvstTp48ifXr12PDhg0AgGHDhmHjxo04efIk9u/fjy1btiA2NrbcfVVRUfkX8W8SrSr/B3lcy+Nvv/3GzMxMurq60sfHh6+++ip79er1pyyPJHns2DHWr1+fRqORUVFR/zDL4/79+5mcnCyz2K1YsaJcWvBHHZssTRwQFBRELy8vmkwmhoeHs3///ly7dq3iHIQlVpzvTz/9VM4S63A4WK1aNfn3tWvXZHZQi8XCGjVqKKyhf+S26twewsIkzuX+/fvMyMigRqOhwWCQcYRvvPGG3KasJXbVqlWyzqPRaGRcXJx0ofT09GS7du04d+5curu788aNG4p7WtF9/vnnn1mpUiU2btyYQKmL2NChQzl58mTqdDpOmDCBCQkJCrew7Oxsbtu2TbpV2u12Nm/enNevX+fdu3ela6QzZS2P33//PQcPHkx/f39pkWjatCnPnDnDbt26MSwsrFzm0BkzZjAkJIQkyz0jJFm5cuVyz5vg3r17coZd3JOsrCxFyn/notxl99O3b1+azWaZrEQk5/nyyy/l/Vi1ahUjIiIIlLo3OmeX1Gq1PHv2LFeuXKkoQ1CnTh2F5VEkaAFKk5wAyrgpsS/n8xQu2uJ7sTz77LMKC5GoYSn+FrFXRqOR0dHR/PXXX+Xf165do8ViYVhYGDMzMxXvrM1m46JFi8q1cUX8+OOPsp0EzglvzGYzMzMz6e7uTrPZzJSUFFmn0Gq1PjT5iLPlTliwnC2UztbIshYj0WYV7dd5cXZRdXZ/FK6tACpMHAUo3SgrsniVjdErW5vxYfdUXMfDSk087DxCQ0MrLE/zR+6tPXr0UGRQLfss6fV6uX3ZxDUAmJycrIiNFm3q7FJ69epV6aJrMBgU5UHEYrVaZQyiRqPhwIEDZYIe56Q8Yn0RH+x8XBHb7vx8OH+/f/9+xTv3ySefsHbt2jLrqcg8S5KbNm2S3gXCSg6AQ4cOlXHkkZGRMhlbVFSUtKST5JdffklXV1fevn2bALhs2TIajUZGRETImF+gNIOqSIZms9l46dIlAuC2bdsU71hQUBCHDx/OBg0ayGsym80MDw8nSQ4ePJiNGzeWOQjWrFnDKlWq0GAwsGrVqqxZs6aituwzzzwjn3FRsqtsf/vbb7/xqaeekiVg4uPjpZv5oEGDWLlyZZpMJnp7e7Nnz568evXqY/UXKioq/3hU8aii8hAeV0wPGzaMQUFB3LVrFw8fPsx+/fqVy9T6KDFdXFzMuLg4NmnShDk5OdyxY4eMy/l7xXS1atXYrFkzHj58mD/++CMbNGhAi8Uif7gf59giYU5aWhp37NjBX3/9ldu2beOQIUMUWWudqeh8p0yZQp1Ox6VLl1a4zrlz56jRaLho0SJeuXKFt27dIlnqiuju7s6PP/6Yv/zyC3fv3i1jPys6zvXr1wk8iOs5cOAALRYLBw4cyOzsbB4/fpyrV6/moEGD5DYVicfExMRy9UmdGTVqFC0WC2fNmsXjx4+zRYsWMsGN3W7nxo0by7k6CzdnHx8f6aYm3MRmzZpFHx8f2mw29u/fX3Fu8fHx0o0YKHW1c8bZzdlZPO7evVsKCRFbGx4eLkspaDQams1mDhs2TLr2tmrVSjGwF0vbtm2lKy9Q6hYsBskAuHDhQoUoEQN04fKs0WjYvXt3mZBFJL8YN24c9Xo9mzRpwsmTJ/OXX355aJsL8eg80ZOVlcWqVavKEgDPPvss7969y02bNrF3796PFHUajUa6/z0qUYyzoHic/ToLLFEi4s8uznULxX7LCkgx0SGW77//XpFd92Euln+UybOipaLnoqLvKxLYf7RotVrabDbqdDqFS+6j3HGdRZufnx8PHz78yHbu0aOH3K9Wq+XQoUNlfKWXl1c58ShcLMX16PX6cjUqyy5lkyMNHjxY8VyLdyMlJYVjxoxh9erVmZiYyA0bNsh45NGjR3Py5MmK581sNksxKPr5goICurm5yWzkgwYNore3N5955hmZ7ElsK86rdu3aJMnevXvTZDKxTZs2nDlzpqwna7FYFCEKJpOJPj4+JMmffvqJHh4eUqSvXLmSZOlvj1arZVJSEs+dO/fQd1hFReX/N6rbqorK38mYMWOQlJSE5s2bIy0tDZUqVUK7du3+1D60Wi1WrVqFgoIC1KpVC/369cMbb7zxDzm/BQsW4Pr166hevTp69uyJIUOGwMfH508d28XFBTt27EBwcDA6dOiA2NhY9OnTR7pGPS4jRozAlClTkJWVJV0dnQkICMCECRMwatQo+Pr6YtCgQQBK23j48OEYO3YsYmNj8eSTT+LKlSuPfdyEhARs374deXl5aNCgAapXr44xY8bAz8/vsfdREW+88QbefvttzJs3DwkJCdixYwccDgfOnDmDunXrYuDAgXBzc5Oua8ADN+d69eqhuLgYd+7cQVFREbZu3YrPP/8cL7/8MqpVqyZdPp1xdoN8XMxmMyZNmgSbzSZddEtKSnDjxg0AQOvWrVFQUICqVavCxcUFJSUlWL9+PWJiYhAeHq7Y17Vr16R7LFDqkuy8zqZNmwAAPj4+8PT0xLJly2Q75eTk4Pjx45gzZw6mTp0Ko9GI3NxcJCcnw9PTEz///DNat26NLVu2IC4uDqtWrarweiIiIqDRaHD06FHF5+Hh4di1axeKiorw1VdfobCwEFFRUfjss89gNBrh4uICHx8fTJo0SW5Tr149AIBer5fPQkxMjHStFK6Wrq6uCpdQjUaj+NsZcd9MJhMMBoPingm3Suf9aLVaeHp6IiwsDADg7u4uv9dqtWjatCl69eqlcNMjifbt2yv2derUKXh5ecm/U1NTpRujcLkWREdHS/fmsm74AJCUlFTO3dNsNgMobSuNRoMePXpAq9UiJiZGrmOxWKT7aXh4OEpKSsq5qQqXYVdXV4wdO1Z+npGRgZs3b2L79u24efOm/DwxMVH+32q1oqioSPF3p06d5N/5+flITEzEypUr5WcVua1+8cUXAB64txYXF2PcuHEAgKtXr6Ju3brIyMiQ100SFy9elM9Ds2bNEBoaChcXF0RGRgIovVc2mw0OhwMmkwk5OTnIy8tDkyZNAAD79u1TPNdGoxG+vr7o2bMnDh06hNzcXDgcDvTp0wenTp1CSUkJTp06BZvNBq1Wi7p168pzdTgc8PHxkc+A0WhEx44d8cknnwAAdu7ciSeffBIAUKNGDaxbtw4AsHz5cuTk5CA9PV0+bwsXLsTu3buRkpKC5cuXo3bt2gBKXf6dQxQOHTqEH3/8EUDp83Hy5En06dMHAPDUU0+hY8eO6N27N4qLi/HTTz8p+jwVFZX/MP7N4lVFRUXlP4bHsVb/KxJOZWVlySyr3377LS9evMjDhw8zMzNTWh0aNWpEvV7PAQMGSKsC/mYlqVq1Krdu3UoPDw9pbbHZbOWsTidPnlQkNXEuMg9AFiF3tgqTSut4RckvunTpwrZt2z60ndPT0xkQEFBhwpw6derQ4XCwTp06XLx4MfV6PcPCwmi1Wunp6SkLm2s0GukiajAY2KJFC5lNV1yPsD6JUjfO1142+6awlj0ssY7ZbGZcXFy5z/V6PRMTE2WSJ+fvvL292ahRI44ePbqchbCiTKZAabIU588B8Ouvv5YWbgB85plnZF1f4coqLHFly2OULT0hSjP16dOHBoOBTZo0Ubhni/Wjo6PlOYlELs7HGTJkCEnKRECpqak8deoUt27dqnjOatWqJf/ftWtXRd3Ft99+mySlK2zz5s05bdo0aR3X6/U0GAzlXHpjYmIYHx8v79kXX3zBn376SVov33nnHUUJIKC0xM6ECRMIlCbv2rRpEzUaDcPCwuT1FhYWMiUlhS4uLvJZdfaMcH6ux40bp3CjF+/BkSNHqNVq6enpyZKSEpkI7fnnn6fNZmNxcXGFfcTWrVvlM6nVarl7927OmzeP7u7uPHjwoOI9HD9+PMPCwmRmbGfq1KlDq9XK11577aHvn/MxRfsB4G+//fbIbVRUVP7/o1oeVVRUVP6F/CsSTi1atAgpKSkASq0kfn5+qF27trTWbdiwAVu2bMHzzz+PpUuXSqtzaGgogFJLxttvv41r165Jy01hYSHy8/Oh0WhgMpmQkJCApUuXonv37nIdYWXr0aMH9Ho95syZAwA4f/48tm/fjqFDh6Jfv37Izc1FSUkJ9u/fj82bN+Pu3bvYtm0bTp8+jV27dmHfvn1/mBDjvffeQ1FREZKTk7F8+XLcuHED+fn5WLp0KU6cOAEXFxecPHkSr732GoqKilBUVITbt2/DaDRi1qxZAABPT0+ZhKa4uBgbNmzAvXv3pGVLp9PBZrMBAO7du4dDhw7J42u1WmlF5N8setevX0fVqlUVljY6WftMJlO5pDQajQYkUVBQAA8PDxgMBvmdh4cHjEYjdu/ejRkzZoCkvD/O+xbrFxcXQ6/XyyQoYgGAbt26oaCgQFoZJ0+eDKDUUijuWY0aNQCUWvqcr0EkDxKWx86dO6O4uBiXL1+GXq/Hd999B61WC4fDAZK4e/eufBaEJfTAgQPSynfr1i3o9Xrk5eWhW7duuHfvHnQ6Hfbv34+oqChkZWXB3d0ddrsdbm5u2Lt3rzyX/fv34/jx4/Jvo9GIn3/+WSabatGiBSIiInDmzBkAQFxcHKZNm6ZIigUAx44dwy+//AKLxQKNRoPOnTvL67948SKmTp0qk3cBpZb0/fv3Y+7cuQCAnJwchIaGwmazyeRiV69eRXp6Ok6dOoW7d+/inXfeQVRUFI4cOYJTp07h9u3biud6w4YN+P3337F3715s3LgRa9euhV6vR8OGDVG1alXcuXMHgwcPRklJCRo2bIh33nkHLVu2xOnTp7Fv3z6cOXMGJ0+elOfYsGFDmQDKx8cHderUQffu3eHl5YX+/fsDePAenj9/Hr///jvatm2L3r174/PPP8eMGTPw0Ucf4fjx42jXrh0mT56Md955B8ePH0dubi4WLlwoE+TMmDEDn332GSpVqoRjx45h/fr1qFSpEtzc3KCiovJfwL9TuaqoqKj8J/E4lsf/qwmnzpw5Uy7ZiUajYeXKlWWd1AsXLrBr164KK5hOp5MJa0RyklWrVvH5559XWOlEwqmnn35aHsfb25vdunVj+/btZcImf39/Dho0iHfv3v3Dtr5w4QIHDRrEsLAwWdqhVq1anDx5MocPH86qVavK2DVhGfPw8JDxYsHBwQoLl8FgoKura4XlHlxcXFi/fn1FkhUAFcbGOVvhRNyfc1kD5/VFGRbxmZeXlyJ5jtVqZfPmzbl9+3bu3r2bCQkJ5eIIU1JSFFZfsbRs2ZKxsbGsXbs279y5I2PfnElMTOTQoUPZu3dvmTBHr9dTq9XSzc2NISEhMl5WJAzauXMnO3fuTLPZTI1GI2sdim1F+9rtdnbo0IGffvqpIgmQ8/W7u7szJCSENptNEW8sEh6NGjWKbdq0UVyXw+FQWIEdDgerV69Om80mt09LS5PPZuvWrdmnTx8CpUln0tPTy8WMRkVFyfM2m82KJELOSYYsFgvd3d3pcDhoNpvp7+8vLad6vZ4Wi0VuK/4VJXvKPtcixlYsRqORderU4YwZM3jv3j1u27aNNWvWpNFopK+vL1NSUhgaGioToXl5ebF79+6K+zlixAgCYOfOneVnFy9eZIcOHcq9h7t27WJaWpq0NGs0Gvr7+3Ps2LEsLi7msmXLWK1aNRqNRrq7uzM1NVUmqZo3bx6rVatGq9VKu93OJk2acP/+/X/4vqqoqPznoCHL5BZXUVFRUVF5TG7cuIF9+/YhIyMDq1evRrNmzQAA/fv3x+XLl/H111//m8/w8SGJmJgYDBgwAC+88MI/9VglJSWIjY1F586dERAQgNzcXGmpfRRnz55FaGgo9u3bh6SkpMfaJjQ0FOPHj0fv3r3/jrN+NP3798fRo0exc+fOf9g+09LSUK1aNcycOfOxt5kyZQree+89XLp0CX5+fmjXrh3eeOONCmOJgdKY0bCwMGRnZ6NatWr/mBNXUVFR+Q9E/+hVVFRUVFRUKiYzMxN79+7FgAED0KxZMykmly1bhtWrV/+7T++xuXLlCpYsWYLz58/jqaee+ofv//Tp09i0aRMaNmyIgoICzJ49GydPnkS3bt0eu2ZdYWEhLl68iFGjRqFOnTqPLRyPHj0Km82GXr16/T2XUCHTpk1Ds2bNYLVasX79enz88cd47733/uHH+bOMHDkSI0eO/HefhoqKisp/HKp4VFFRUVH5X7Nt2zbF32XF5P8XfH194eXlhXnz5ikynv6j0Gq1WLRoEV588UWQRHx8PDZv3vynip3v2rULjRo1QlRUlMwY+jjExMQgNzf3f3Paj2Tv3r2YMmUKbt26hfDwcMyaNQv9+vX7hx6j7DOmoqKiovLvQ3VbVVFRUVFRUVFRUVFRUXkkarZVFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVHoopHFRUVFRUVFRUVFRUVlUeiikcVFRUVFRUVFRUVFRWVR6KKRxUVFRUVFRUVFRUVFZVH8j+kjZivpz/k2QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "relfreqtable_category.plot.pie(autopct='%1.4f%%' ,startangle=90, colors=sns.color_palette('Set1'))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "b0eb1fae", + "metadata": {}, + "source": [ + "The top 5 most listed product categories are:\n", + "- Sports & Outdoors \n", + "- Beauty\n", + "- Handmade Clothing, Shoes & Accessories\n", + "- Bath & Body\n", + "- Birthday Gifts\n", + "\n", + "Barplot only makes sense if one looks at the top 5 categories.\n", + "Pie Chart is visually interesting but impossible to read.\n", + "Category \"Sports & Outdoors\" dominates all others.\n" + ] + }, + { + "cell_type": "markdown", + "id": "6d5d5e50", + "metadata": {}, + "source": [ + "### Part 2: Delving into Product Pricing\n", + "\n", + "**Business Question**: How are products priced on Amazon UK, and are there specific price points or ranges that are more common?\n", + "\n", + "1. **Measures of Centrality**:\n", + " - Calculate the mean, median, and mode for the `price` of products.\n", + " - What's the average price point of products listed? How does this compare with the most common price point (mode)?\n", + "\n", + "2. **Measures of Dispersion**:\n", + " - Determine the variance, standard deviation, range, and interquartile range for product `price`.\n", + " - How varied are the product prices? Are there any indicators of a significant spread in prices?\n", + "\n", + "3. **Visualizations**:\n", + " - Is there a specific price range where most products fall? Plot a histogram to visualize the distribution of product prices. *If its hard to read these diagrams, think why this is, and explain how it could be solved.*.\n", + " - Are there products that are priced significantly higher than the rest? Use a box plot to showcase the spread and potential outliers in product pricing. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0986f56a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean price of products is 89.24380943923661\n", + "The median price of products is 19.09\n", + "The most common price of products is 9.99\n" + ] + } + ], + "source": [ + "print(\"The mean price of products is \",df[\"price\"].mean())\n", + "print(\"The median price of products is \",df[\"price\"].median())\n", + "print(\"The most common price of products is \",df[\"price\"].mode()[0]) # Only displaying the first mode (0) after checking that it is unique, in order to avoid printing index 0." + ] + }, + { + "cell_type": "markdown", + "id": "773e4ad7", + "metadata": {}, + "source": [ + "Mean price of 89 is far higher than modal price of 9.99. This means that while 9.99 is the most common individual price, the actual mass focus of the distribution is much higher. Seeing that half of all items cost 19 or lower (median), this means that we can expect some outliers among prices which drive the average up." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "cdf4d242", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The variance within product prices is 119445.48532256528\n", + "The standard deviation within product prices is 345.60886175352226\n", + "The range of product prices is 100000.0\n", + "The interquartile range of product prices is 36.0\n" + ] + }, + { + "data": { + "text/plain": [ + "count 2.443651e+06\n", + "mean 8.924381e+01\n", + "std 3.456089e+02\n", + "min 0.000000e+00\n", + "25% 9.990000e+00\n", + "50% 1.909000e+01\n", + "75% 4.599000e+01\n", + "max 1.000000e+05\n", + "Name: price, dtype: float64" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"The variance within product prices is \",df[\"price\"].var())\n", + "print(\"The standard deviation within product prices is \",df[\"price\"].std())\n", + "print(\"The range of product prices is \",(df[\"price\"].max()-df[\"price\"].min()))\n", + "print(\"The interquartile range of product prices is\",(df[\"price\"].quantile(0.75)-df[\"price\"].quantile(0.25)))\n", + "df[\"price\"].describe()" + ] + }, + { + "cell_type": "markdown", + "id": "f631c09c", + "metadata": {}, + "source": [ + "The range of product prices is extremely high with 100.000 (keeping in mind that average price is 89), which indicates a massive spread. Standard deviation is also very high (345.6) which means that on average we can expect an item's price to diverge 346 monetary units from the average." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "b14f83e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The 99%-Quantile of prices is: 1408.82 (meaning 99% of all items don't cross this threshold)\n", + "The 95%-Quantile of prices is: 349.5 (meaning 95% of all items don't cross this threshold)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate .99 quantile:\n", + "q99 = df.price.quantile(0.99)\n", + "print(\"The 99%-Quantile of prices is: \",q99,\" (meaning 99% of all items don't cross this threshold)\")\n", + "# Calculate .95 quantile:\n", + "q95 = df.price.quantile(0.95)\n", + "print(\"The 95%-Quantile of prices is: \",q95,\" (meaning 95% of all items don't cross this threshold)\")\n", + "# Only display data up to q95:\n", + "sns.histplot(df[df.price <= q95][\"price\"], bins=\"auto\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "0f722fd5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(x=df.price)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "00e71c16", + "metadata": {}, + "source": [ + "A few items have extremely high prices, which pulls average, spread, max, std etc. massively upwards. \n", + "If we filter using the 95%-quantile, visualization gets better. One could also consider clustering items into different categories based on their price.\n", + "The Boxplot shows that the overwhelming majority of items does not go beyond 30000." + ] + }, + { + "cell_type": "markdown", + "id": "7d45a6af", + "metadata": {}, + "source": [ + "### Part 3: Unpacking Product Ratings\n", + "\n", + "**Business Question**: How do customers rate products on Amazon UK, and are there any patterns or tendencies in the ratings?\n", + "\n", + "1. **Measures of Centrality**:\n", + " - Calculate the mean, median, and mode for the `rating` of products.\n", + " - How do customers generally rate products? Is there a common trend?\n", + "\n", + "2. **Measures of Dispersion**:\n", + " - Determine the variance, standard deviation, and interquartile range for product `rating`.\n", + " - Are the ratings consistent, or is there a wide variation in customer feedback?\n", + "\n", + "3. **Shape of the Distribution**:\n", + " - Calculate the skewness and kurtosis for the `rating` column. \n", + " - Are the ratings normally distributed, or do they lean towards higher or lower values?\n", + "\n", + "4. **Visualizations**:\n", + " - Plot a histogram to visualize the distribution of product ratings. Is there a specific rating that is more common?" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "e37d8cad", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The mean rating of a product is 2.152836472966066\n", + "The median rating of a product is 0.0\n", + "The most frequent rating of a product is 0 0.0\n", + "Name: stars, dtype: float64\n", + "The variance within product ratings is 4.81743402976196\n", + "The standard deviation within product ratings is 2.1948653785054697\n", + "The interquartile range of product ratings is 4.4\n", + "The range of product ratings is 5.0\n", + "0.75 quantile: 4.4\n", + "0.90 quantile: 4.7\n", + "0.95 quantile: 5.0\n", + "0.99 quantile: 5.0\n" + ] + } + ], + "source": [ + "print(\"The mean rating of a product is \",df.stars.mean())\n", + "print(\"The median rating of a product is \",df.stars.median())\n", + "print(\"The most frequent rating of a product is \",df.stars.mode())\n", + "print(\"The variance within product ratings is \",df.stars.var())\n", + "print(\"The standard deviation within product ratings is \",df.stars.std())\n", + "print(\"The interquartile range of product ratings is\",(df.stars.quantile(0.75)-df.stars.quantile(0.25)))\n", + "print(\"The range of product ratings is \",(df.stars.max()-df.stars.min()))\n", + "\n", + "# Let's take a closer look at the quantiles:\n", + "print(\"0.75 quantile:\",df.stars.quantile(0.75))\n", + "print(\"0.90 quantile:\",df.stars.quantile(0.90))\n", + "print(\"0.95 quantile:\",df.stars.quantile(0.95))\n", + "print(\"0.99 quantile:\",df.stars.quantile(0.99))" + ] + }, + { + "cell_type": "markdown", + "id": "18595c4f", + "metadata": {}, + "source": [ + "Ratings range from 0 to 5. Assuming that the options range from 0 to 5, this means that customer satisfaction has maximum range.\n", + "Most frequently, customers have chosen 0 stars, which is a horrible rating. Median rating is 0, which means that half of all ratings are 0!\n", + "The mean rating is also rather low at 2.15, with even higher standard deviation. The interquartile range covers almost the entire range, which means that values are not concentrated much around the center of the interval. The upper 25% lie close to 5 (0.75-Quantile 4.4). \n", + "Together with median=0 and high upper quantiles this points to a possible bimodal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca4d3e3e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(df.stars, bins=\"auto\")\n", + "plt.show()\n", + "# As mentioned, Rating 0 (lowest) is extremely common." + ] + }, + { + "cell_type": "markdown", + "id": "2df52d54", + "metadata": {}, + "source": [ + "Explainer" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}