diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb new file mode 100644 index 0000000..3f0db2f --- /dev/null +++ b/lab_2/lab2.ipynb @@ -0,0 +1,595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2 лабораторная" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['ID', 'Price', 'Levy', 'Manufacturer', 'Model', 'Prod. year',\n", + " 'Category', 'Leather interior', 'Fuel type', 'Engine volume', 'Mileage',\n", + " 'Cylinders', 'Gear box type', 'Drive wheels', 'Doors', 'Wheel', 'Color',\n", + " 'Airbags'],\n", + " dtype='object')\n", + "Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n", + "Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import matplotlib.ticker as ticker\n", + "import seaborn as sns\n", + "\n", + "CarPrices = pd.read_csv(\".//static//csv//car_price_prediction.csv\")\n", + "Forbes = pd.read_csv(\".//static//csv//ForbesBillionaires.csv\")\n", + "GoogleStockPriceChart = pd.read_csv(\".//static//csv//GOOGLEstockPrice.csv\")\n", + "\n", + "print(CarPrices.columns)\n", + "\n", + "print(Forbes.columns)\n", + "print(GoogleStockPriceChart.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Рынок автомобилей\n", + "### Проблемная область\n", + "Данные могут быть использованы для анализа рынка автомобилей, прогнозирования цен, определения факторов, влияющих на стоимость автомобилей, и т.д.\n", + "Прогнозирование цен на автомобили для оптимизации ценовой политики. \n", + "\n", + " - **Эффект для бизнеса:** Повышение конкурентоспособности за счет более точного ценообразования, увеличение продаж.\n", + " \n", + " **Техническая цель:** Разработка модели машинного обучения для прогнозирования цен на автомобили.\n", + " - **Вход:** Атрибуты автомобиля (производитель, модель, год выпуска, пробег и т.д.).\n", + " - **Целевой признак:** Цена автомобиля." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "CarPrices['Prod. year'] = pd.to_datetime(CarPrices['Prod. year'], format='%Y')\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "plt.scatter(CarPrices['Prod. year'], CarPrices['Price'])\n", + "plt.xlabel('Production Year')\n", + "plt.ylabel('Price')\n", + "plt.title('Scatter Plot of Price vs Production Year')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Мы видим 1 выброс, который очень выделяется среди других результатов в данном датасете\n", + "Зашумленность невысокая. Выброс был удален с помощью пороги квантилями." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "CarPrices['Prod. year'] = pd.to_datetime(CarPrices['Prod. year'], format='%Y')\n", + "\n", + "# Определяем границы для цены с использованием квантилей\n", + "lower_bound = CarPrices['Price'].quantile(0.05)\n", + "upper_bound = CarPrices['Price'].quantile(0.95)\n", + "\n", + "# Фильтруем данные, оставляя только те, которые находятся в пределах границ\n", + "df_filtered = CarPrices[(CarPrices['Price'] >= lower_bound) & (CarPrices['Price'] <= upper_bound)]\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "plt.scatter(df_filtered['Prod. year'], df_filtered['Price'])\n", + "plt.xlabel('Production Year')\n", + "plt.ylabel('Price')\n", + "plt.title('Scatter Plot of Price vs Production Year (Filtered)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "CarPrices['Manufacturer'].value_counts().plot(kind='bar', color='blue')\n", + "plt.title('Распределение производителей до ресэмплинга')\n", + "plt.xlabel('Производитель')\n", + "plt.ylabel('Количество')\n", + "plt.xticks(rotation=45)\n", + "plt.show()\n", + "\n", + "# resampling\n", + "manufacturer_counts = CarPrices['Manufacturer'].value_counts()\n", + "min_count = manufacturer_counts.min()\n", + "balanced_data1 = pd.concat([CarPrices[CarPrices['Manufacturer'] == manufacturer].sample(min_count) for manufacturer in manufacturer_counts.index])\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "balanced_data1['Manufacturer'].value_counts().plot(kind='bar', color='green')\n", + "plt.title('Распределение производителей после ресэмплинга')\n", + "plt.xlabel('Производитель')\n", + "plt.ylabel('Количество')\n", + "plt.xticks(rotation=45)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Список Forbes. \n", + "https://www.kaggle.com/datasets/surajjha101/forbes-billionaires-data-preprocessed\n", + "\n", + "### Проблемная область\n", + "Данные о богатейших людях мира могут быть использованы для анализа тенденций в бизнесе, инвестициях, а также для исследования факторов, влияющих на успешность бизнеса.\n", + "Анализ успешных бизнес-моделей для разработки собственной стратегии.\n", + " - **Эффект для бизнеса:** Повышение эффективности бизнеса, увеличение прибыли за счет внедрения успешных практик.\n", + "**Техническая цель:** Анализ данных о богатейших людях для выявления факторов успеха.\n", + " - **Вход:** Атрибуты богатейших людей (возраст, страна, источник богатства, отрасль и т.д.).\n", + " - **Целевой признак:** Чистая стоимость.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(Forbes['Age'], Forbes['Networth'])\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Networth (in billions)')\n", + "plt.title('Scatter Plot of Networth vs Age')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kZWVhx44dmDBhAvbu3YsVK1bg2muvRefOnZsdk3nvvffgdruxYMEC2O3Np/L5R1liYmKa/r+yshKnT59GZmYmqqqqcOjQoVbbuWfPHhw5cgS33XYbzpw5g9OnT+P06dM4d+4crr76amzZsqXZMQ4AzE+bfXHnnXeiQ4cO6NSpE8aNG9d0JGfQoEE+y588eRJ79uzB9OnTkZSU1PT7vn37IisrC3l5edo7isYjVyUlJbj33nsRHR3d9Ptx48YhIyMD69evb1W959O9e3dMmTIFL730Ek6ePOmzzDvvvAO3243Jkyc3+fv06dNISUlBz5498cknn3DbyczMRENDQ1MCeH5+PjIzM5GZmYn8/HwAwP79+3H27Nmmb/5a41etYw00fhJ/fi6Gp32eIuDNN9+Muro6vPPOO02/++ijj3D27FncfPPNTb9LSEjA559/3iphjTfeeAMdO3bEVVddBaBxjt1888146623mh0t3bBhAyIiIjBz5sym39ntdtx3333N6istLcXmzZsxefLkpnl5+vRpnDlzBtdeey2OHDniUzHQw5kzZwDAZ+7K+XlBQONxt86dO6Nr167IyMhAUlJS07cALUURWkvL8c7MzMSZM2dQUVEBAE0xcv5RTAD4/e9/DwBS5hCLyspKAEDbtm2Z5dq2bdtks5H861//QmZmJhITE5vN7VGjRqGhoaHZt7cA8Mtf/tLrm+uEhAT88MMP3COkQGPcVFdXex1ZJIhQgjZBBGFCBg8ejHfeeQdlZWXYuXMnsrOzUVlZiUmTJjWd/f72229ht9vhdDqZdR04cAA33HAD4uPjERcXhw4dOuD2228HAJSXl7faxiNHjgAApk2bhg4dOjT7efnll1FbW+tVv9oxFDUWLFiAjRs3YvPmzdi3bx9OnDiBKVOmqJY/evQoAODiiy/2eq1Xr15NmzStsOrNyMhoel0vjzzyCOrr61Vzg44cOQJFUdCzZ08vnx88eFBIOGPgwIFwOBxNGx7PJmj48OH473//i5qamqbXPG+MW+NXrWMNNOaznI/nDX5ZWRnz7/r164eMjAysXr266XerV69G+/btmyV+r1ixAvv370eXLl0wZMgQ5OTkCEmuNzQ04K233sJVV12FwsJCfPPNN/jmm29w2WWX4dSpU/j444+byh49ehSpqaleOScXXnhhs39/8803UBQF8+fP9xpLj9iCyHgqPo6V9unTBwkJCc02Oh4JbZvNhqFDhzZ7rUuXLl6+1wpv7I4ePQq73e7lh5SUFCQkJEibQ2p4Nj+ezZAalZWV3I2SPzhy5Ag2bNjgFQujRo0C4B0LvubX3Llz0aZNGwwZMgQ9e/bEfffdp3rkzRM3ovdBEUQwQjlBBGFiIiMjMXjwYAwePBgXXXQR7rjjDvzrX/8SVqQ6e/YsRowYgbi4OCxatAg9evRAdHQ0du/ejblz53p9U6MFz98+/vjj6N+/v88y5ydsA82/lRLhkksuaXoTEAp0794dt99+O1566SWfOQlutxs2mw0ffPABwsLCvF5v6W9fRERE4LLLLsOWLVvwzTffoLi4GJmZmejYsSPq6urw+eefIz8/HxkZGcwcKR5axxqAzz4Bvt/ot+Tmm2/GkiVLcPr0abRt2xZr167Frbfe2kzlbPLkycjMzMS7776Ljz76CI8//jiWL1+Od955B2PGjFGte/PmzTh58iTeeustvPXWW16vv/HGG005eKJ45s8f/vCHppyllrTcMJyPJy/O1wbRbrdj6NCh2L59e5Nc9vl3AF1++eX429/+1pQrdP3112uy3ReiY6fnTff537hp5cILL0R4eDj27dunWqa2thZff/11s2+abTabz/jTY4sv3G43srKy8OCDD/p8/aKLLmr2b1/zq1evXvj666+xbt06bNiwAW+//Tb++te/YsGCBV7S9GVlZXA4HK2apwQRLNAmiCAsgufB7Dkq1aNHD7jdbhQUFKhuQj799FOcOXMG77zzDoYPH970e1/qampvTtR+70mMjouLM81GpVu3bgAa7+BoyaFDh9C+ffsmqWYtb8bOr7elpOzXX3/d9LoMHnnkEaxatapZQrmHHj16QFEUpKene70pagmrf5mZmVi+fDk2bdqE9u3bIyMjAzabDb1790Z+fj7y8/Nx3XXXNZXX4tfW2qSXm2++GQsXLsTbb7+Njh07oqKiArfccotXudTUVNx777249957UVJSgoEDB2LJkiXMTdAbb7yB5OTkJnW783nnnXfw7rvv4oUXXkBMTAy6deuGTz75BFVVVc2+DWp5p1D37t0BNG5KWzN/unbtipiYGFWlxGHDhuGDDz7A2rVrUVJS0vRNENC4CXr44YeRl5eH6upqoaNweseuW7ducLvdOHLkSDPxglOnTuHs2bPN5lBiYqLX/V0ul8vrmKgWm2JjY3HVVVdh8+bNOHr0qM85+89//hO1tbXNYj8xMdHnt4Utv7nS658ePXrgp59+0r2WxsbG4uabb8bNN98Ml8uFG2+8EUuWLEF2dnazo7yFhYWqIhIEESrQcTiCMBmffPKJz08ePWfqPUeSrr/+etjtdixatMjrGx3P33s+nT2/PpfLhb/+9a9e9cfGxvo8Hud5c9vyTcmll16KHj164M9//nMzGWUPP/74o2of/UVqair69++P119/vZm9+/fvx0cffYSxY8c2/U6tX74YNGgQkpOT8cILLzST8/3ggw9w8ODBJkU1GfTo0QO33347XnzxRRQXFzd77cYbb0RYWBgWLlzoFSOKojTliQDq4wk0boJqa2vx1FNPYdiwYU1v4DIzM7Fy5UqcOHGiKR8H0OZXFlp8rpVevXrhkksuwerVq7F69WqkpqY22/g3NDR4+SM5ORmdOnXykmg+n+rqarzzzju47rrrMGnSJK+f3/zmN6isrGzK17v22mtRV1fX7CJMt9vttYFKTk7GlVdeiRdffNFnDhhv/kRERGDQoEFeF5968Gxsli9fDofD0eyDkiFDhiA8PBwrVqxoVpZFbGysrnHzxEhLlbMnnngCAJrNoR49enjlwLz00kte375ojadHHnkEiqJg+vTpXpfBFhYW4sEHH0RqaipmzZrVzJZDhw41G4+9e/d6HTPzbHhb66PJkydjx44d+PDDD71eO3v2LOrr67l1nD//gcaTBE6nE4qioK6urtlru3fvblL5JIhQhb4JIgiTcf/996Oqqgo33HADMjIy4HK5sH37dqxevRppaWm44447ADQe73j44YexePFiZGZm4sYbb0RUVBR27dqFTp06YdmyZbj88suRmJiIadOm4YEHHoDNZsPKlSt9brIuvfRSrF69GnPmzMHgwYPRpk0bjB8/Hj169EBCQgJeeOEFtG3bFrGxsbjsssuQnp6Ol19+GWPGjEHv3r1xxx13oHPnzjh+/Dg++eQTxMXF4f333zfafXj88ccxZswYDB06FDNmzGiSco6Pj292b8ell14KoFEe/JZbbkFERATGjx/v8xuNiIgILF++HHfccQdGjBiBW2+9tUkiOy0tDbNnz5bah4cffhgrV67E119/jd69ezf9vkePHvjTn/6E7OxsFBUV4frrr0fbtm1RWFiId999F3fffTf+8Ic/NPXP13gCwNChQxEeHo6vv/66SfIYaJQdfv755wGg2SYIEPcrC4/PH3jgAVx77bUICwvz+W1Na7n55puxYMECREdHY8aMGc0EQyorK3HBBRdg0qRJ6NevH9q0aYNNmzZh165d+L//+z/VOteuXYvKykpMmDDB5+u/+MUv0KFDB7zxxhu4+eabcf3112PIkCH4/e9/j2+++QYZGRlYu3YtSktLATT/xuC5557DsGHDcMkll2DmzJno3r07Tp06hR07duCHH37A3r17mf2dOHEiHn74YVRUVCAuLq7Za0OGDEFkZCR27NiBK6+8stmxQIfDgX79+mHHjh1ISEjgSvEDjWO3adMmPPHEE+jUqRPS09Nx2WWXcf/OQ79+/TBt2jS89NJLTcd0d+7ciddffx3XX399k+AE0Cil/etf/xq//OUvkZWVhb179+LDDz9skrL30L9/f4SFhWH58uUoLy9HVFQURo4c6fM+NaAxvv/85z9jzpw56Nu3L6ZPn47U1FQcOnQIubm5cLvdyMvLayY2ceedd+KJJ57AtddeixkzZqCkpAQvvPACevfu3UxAISYmBk6nE6tXr8ZFF12EpKQk9OnTR8i3APDHP/4Ra9euxXXXXYfp06fj0ksvxblz5/DVV1/h3//+N4qKirz635JrrrkGKSkpuOKKK9CxY0ccPHgQzz77LMaNG9csz+mLL75AaWkpJk6cKGQbQQQthuvREQTB5IMPPlDuvPNOJSMjQ2nTpo0SGRmpXHjhhcr999+vnDp1yqv83/72N2XAgAFKVFSUkpiYqIwYMaJJxldRFGXbtm3KL37xCyUmJkbp1KlTk+Q2WkjL/vTTT8ptt92mJCQkKACayb+uWbNGcTqdSnh4uJfM75dffqnceOONSrt27ZSoqCilW7duyuTJk5WPP/64qYxHIvbHH38U8oFHIvtf//oXs5wviWxFUZRNmzYpV1xxhRITE6PExcUp48ePVwoKCrz+fvHixUrnzp0Vu90uJJe9evXqJl8nJSUpv/rVr5QffvihWZnWSmS3ZNq0aQoAn5K3b7/9tjJs2DAlNjZWiY2NVTIyMpT77rtP+frrr5vKsMZTURRl8ODBCgDl888/b/rdDz/8oABQunTp4tNeEb+yxrq+vl65//77lQ4dOig2m61JNtgzjo8//rjX30BFdtgXR44cUQAoAJStW7c2e622tlb54x//qPTr109p27atEhsbq/Tr10/561//yqxz/PjxSnR0tHLu3DnVMtOnT1ciIiKU06dPK4rSKJd82223KW3btlXi4+OV6dOnK9u2bVMAKG+99Vazv/3222+VqVOnKikpKUpERITSuXNn5brrrlP+/e9/c/t76tQpJTw8XFm5cqXP14cOHaoAUObNm+f12gMPPKAAUMaMGeP1mi9J50OHDinDhw9XYmJiFABN8s5q4+2J7fPnVF1dnbJw4UIlPT1diYiIULp06aJkZ2c3kwhXlEZJ8blz5yrt27dXHA6Hcu211yrffPONl6y0oihKbm6u0r17dyUsLExYLnvLli3KxIkTlfbt2ysRERFK165dlZkzZypFRUU+y69atUrp3r27EhkZqfTv31/58MMPvSSyFUVRtm/frlx66aVKZGRks7gVkchWFEWprKxUsrOzlQsvvFCJjIxU2rdvr1x++eXKn//856YrElhz5cUXX1SGDx/etBb36NFD+eMf/6iUl5c3Kzd37lyla9euza42IIhQxKYorbixkCAIgiAIYd577z3ccMMN2Lp1a7P8HL3MmDEDhw8fblL0IwgWtbW1SEtLw0MPPYTf/va3gTaHIAIK5QQRBEEQhERa5ps0NDTgmWeeQVxcHAYOHCi1rUcffRS7du1SlUImiPN59dVXERER0ap7vAgi2KBvggiCIAhCInfddReqq6sxdOhQ1NbW4p133sH27duxdOlSZGdnB9o8giAIArQJIgiCIAipvPnmm/i///s/fPPNN6ipqcGFF16Ie+65B7/5zW8CbRpBEATxP2gTRBAEQRAEQRBESEE5QQRBEARBEARBhBS0CSIIgiAIgiAIIqSw9GWpbrcbJ06cQNu2bZtdQEcQBEEQBEEQRGihKAoqKyvRqVOnZhdm+8LSm6ATJ06gS5cugTaDIAiCIAiCIAiT8P333+OCCy5glrH0Jqht27YAGjsaFxcXYGsIgiAIgiAIgggUFRUV6NKlS9MegYWlN0GeI3BxcXG0CSIIgiAIgiAIQihNhoQRCIIgCIIgCIIIKWgTRBAEQRAEQRBESEGbIIIgCIIgCIIgQgraBBEEQRAEQRAEEVLQJoggCIIgCIIgiJCCNkEEQRAEQRAEQYQUtAkiCIIgCIIgCCKkoE0QQRAEQRAEQRAhBW2CCIIgCIIgCIIIKWgTRBAEQRAEQRBESEGbIIIgCIIgCIIgQgraBBEEQRAEQRAEEVLQJoggCIIgCIIgiJAiPNAGEARBEIGlwa1gZ2EpSiprkNw2GkPSkxBmtwXaLCKEkRGTFNcEQbAI6CaosrIS8+fPx7vvvouSkhIMGDAAf/nLXzB48OBAmkUQBBEybNh/EgvfL8DJ8pqm36XGR+PR8U6M7pMaQMuIUEVGTFJcEwTBI6DH4e666y5s3LgRK1euxFdffYVrrrkGo0aNwvHjxwNpFkEQREiwYf9J3LNqd7M3igBQXF6De1btxob9JwNkGRGqyIhJimuCIEQI2Caouroab7/9NlasWIHhw4fjwgsvRE5ODi688EI8//zzgTKLIAgiJGhwK1j4fgEUH695frfw/QI0uH2VIAj5yIhJimuCIEQJ2Caovr4eDQ0NiI6Obvb7mJgYbN261eff1NbWoqKiotkPQRAEoZ2dhaVen5SfjwLgZHkNdhaWGmcUEdLIiEmKa4IgRAnYJqht27YYOnQoFi9ejBMnTqChoQGrVq3Cjh07cPKk76+qly1bhvj4+KafLl26GGw1QRBEcFBSqf5GsTXlCN80uBXs+PYM1uw5jh3fngmJbyBa22cZMRmouA7FcSYIqxNQYYSVK1fizjvvROfOnREWFoaBAwfi1ltvxRdffOGzfHZ2NubMmdP074qKCtoIEQRBtILkttH8QhrKEd6EYnK+nj7LiMlAxHUojjNBBAMBFUbo0aMHPvvsM/z000/4/vvvsXPnTtTV1aF79+4+y0dFRSEuLq7ZD0EQBKGdIelJSHBEMMskOCIwJD3JIIuCi1BMztfb5yHpSUiNj4aaiLUNjZsLVkwaHdehOM4EESyY4rLU2NhYpKamoqysDB9++CEmTpwYaJMIgiBCHrpRpXWEYnK+jD6H2W14dLwTgHfsef796Hin7rt+ZMV1KI4zQQQTAd0Effjhh9iwYQMKCwuxceNGXHXVVcjIyMAdd9wRSLMIgiCCnp2FpThbVccsU1ZVRwnkrSAUk/Nl9Xl0n1Q8f/tApMQ3P66WEh+N528fyD1eZmRch+I4E0QwEdCcoPLycmRnZ+OHH35AUlISfvnLX2LJkiWIiGB/lU0QBEHoQ2sCeYNbwc7CUpRU1iC5beORJL2fyFsdNZ+EouiEzD6P7pOKLGdKq+LNyLi26jhbbS7LsNdqfSaMIaCboMmTJ2Py5MmBNIEgCCIk0ZJATonf3rB8EoqiE7L7HGa3YWiPdn61Q29cW3GcrTaXZdhrtT4TxmGKnCCCIAjCWEST0MvOuSjxuwW8ZPiycy7dCf5WQ4aogZF2yIhrs/RZFKuJOMiw12p9JoyFNkEEQRAhiEgS+vxxvbB4PSV+n49IMvzi9QWYP64XAP8m+JsJo0QNZNghK67N0mcRrCbiIMNeq/WZMB7aBBEEQYQovCT0xNgoSvxugWgyfGJslK4EfyuiV9TAKDtkxrVZ+szDaiIOMuy1Wp8J4wloThBBEAQRWFhJ6Gv2HBeqQzTxOxgSnLUkw0/s37nVCf6BQIZv9YgayMTIuDZLn1lYTcRBhr2y+xzotYeQD22CCIIgQhy1JHSZid/BkuCs1SetTfA3Gpm+NUufjYhrXltmwWoiDjLsNdv6RZgPOg5HEARB+ERW4ncwJThbLRleBLP41iiGpCchwcG+iiPBEWGpMeRhtbiVYa+Z1i/CnNAmiCAIgvCJjMTvYEtwtlIyvAhm8q2ZsMboiWO1uJVhr1nWL8K80CaIIAiCUEVv4ncwJjhbJRleBLP51gh2FpbibFUds0xZVV1Q9RmwXtzKsNcM6xdhXigniCAIgmCiJ/HbjAnOMrBCMrwIZvStvwnFPnuwWtzKsDfQ6xdhXmgTRBAEQXDhJX6rKSeZLcFZJiLJ8NWuBizNK0DRmSqktXNg3lgnYiLDDLKQj1l9609Csc/nY3YRh5bIsFekDl9rWKjHSrBDmyCCIAhCFyzlpCxnClLjo1FcXuPzXL0NjUdTRBKc9dQRCGb+fRc2FpQ0/Tv/CLDyP8eQ5UxG7tTBAbTsZ6zqWz2EYp8JNmpr2PxxToqVIIZyggiCIIhWw1NO2lhQbIoEZ6NpuQE6n40FJZj5910GW+QbK/pWL6HYZ0Id1hp235u7MaFfY94QxUrwQZsggiAIolWIKidlOVMCnuBsJNWuBtUNkIeNBSWodjUYZBEbK/lWFqHYZ8IbkTVs7d6TeO62ARQrQQgdhyMIgiBahRblpEAnOBvJ0rwC4XKLr7/Ez9aIYRXfyiQU+0w0R3QNS4yNwta5IylWggzaBBEEQRCtQqtyUiATnI18s1J0pkpqOaOwWsK8jHG2Wp8JuWhZwyhWgg/aBBEEQRCtwozKSSyRBqOOraS1cyD/iFg5onWYYZwJ62PGNYwwDsoJIgiCIFrFkPQkJDgimGUSHBGGKSfxRBo27D9piB3zxjqlliOaY5ZxJqyPRylQ7ftDGxo316T+FpzQJoggCILwG0YdQhMVaWhw+yohl5jIMGQ5k5llspzJprovyCqYaZwJ60NKgaENbYIIgiCIVrGzsBRnq+qYZcqq6rCzsNQQW0RFGowgd+pg1Y2Qme4JshpmG2fC+pBSYOhCOUEEQRBEq9AqjOCqd2PljiIcLa1CtyQHpgxNQ2R488/iRMrIsMUIcqcOxk819Zi9+kscK6tG18QYPHnzALSJ/vnRa6SIg1Ft8drRY4cZx5mwPqQUGJrQJoggCIJoFVqSipflFSA3vxDnn1JakncQMzPTkf2/3BiRMjJsMYqWyftfF1ci68nPmpL3jUzuN6otXjt67TDjOBPBAam/hR42RVEse3C2oqIC8fHxKC8vR1xcXKDNIQiCCCka3AqGLd+M4vIanzkaNjQeKbmubypy8wtV65k1PB0A8OIWdhnWRkjUlq1zRxry6a4neb+lLZ6W7x6ejpe2FKq+LvMYDs8WWW0Z0WezjTNBEOZCy96AcoIIgiCIViGSVPzwmAy8slV9cwM0bn5YmyQAyM0vhKvercsWoxKcRZL3c/O9NwPnvy4rud8oIQFeOwrk9NlM40wQhLWhTRBBEATRanhJxacqayHy/ppXxq0AK3cU6bLFqARnkeR9Vn9lJvcbJSTAaweQ12ezjDNBENaGcoIIgiAIXbCSihes2S+tnaOlVdykejMkOMtKypdRj2whATX/G91nM4yzbIwUySAIgjZBBEEQhATUkoq7JTmktVFVW49hyzdzk+oDneAsKylfRj0yhQRYogaB6HOgx1kmRopkEATRCB2HIwiCIPzGlKFpEPkwm1fGBuDt3ce9jlwVl9fgnlW7sWH/ydYbKRmRW+hZ/ZV5S72ILSJteUQP1Pxfds7FbMfTFosER4SUPlsNnm/NFNsEEUzQJoggCILwG5HhdszMTGeWmTU8nVvGERlmiJCADESS92dmpsPGeF1Wcr8MIQERcYXF6wswf1wvZjuOyDCmraF48Mso4QqCILyhTRBBEAThV7LHOjFreLrXtx9228/S16wy4/um4JyrQbV+mUICsuAl72ePdRqW3K9XSEBUXCExNkq1ndmjejLHEADKqupMNYZGYJRwBUEQ3lBOEEEQBOF3ssc68ftrMrByRxGOllahW5IDU4amITLczi3zwf6TeH9fMbcNWcn5suAl7xuZ3K+nLS3iChP7d/bZzrp9J4TrCCVkC1cQBCEObYIIIkgxSmlIRjtWsjUYMcovkeF2zMjsrrmMzOR+o+El7xuZ3N/atrT631c7/hjDYJjPWv1CayVByIM2QQQRhBilNCSjHSvZGoxYwS+e5P7i8hqfuRM2NB65CsWkeiOQ4X/ZY2iFuBVBi19orSQIuVBOEEEEGUYpDclox0q2BiNW8YuM5H6i9cjwv8wxtErciiDql40FxbRWEoRkaBNEEEGEUUpDMtqxkq3BiNX8oje5n9CHDP/LqMNqcSsCzy9ZzhRaKwnCD9BxOIIIIrQoDenJQ5DRjpVsDUas6BcjhQQIb2T4X28dVoxbEVh+2fHtGVorCcIP0CaIIEyGnoRU2UpDarbIaMcoVSRSX/JNIPxS7WrA0rwCFJ2pQlo7B+aNdSKGc3dMS2QJCVDit//g+VbPGAbzfFbzC62VBOEfaBNEECZCb0KqTAUmli0y2jFK8cvKymL+xGi/zPz7LmwsKGn6d/4RYOV/jiHLmYzcqYOltCEKJX63DhG/+du3oTifaa0kCP9AOUEEYRJkJKR6lIbUPs+2ofENCU+BiWdL2TmX7nZk2crDqHashpF+abkBOp+NBSWY+fddutsQhRK/W4eI34zw7ZD0JCQ4IphlEhwRQTWfaa0kCP9AmyCCMAGyElJlKDCJ2LJ4fQHmj+ulqx2jFL9IWcw3Rvml2tWgugHysLGgBNWuBl3tiECJ361D1G85aw+YwrfBNpNprSQI/0CbIIIwAVoSUnnoVWAStSUxNsoUalEikLKYb4zwy9K8Aqnl9CBznoUSon4rrqjlltHr252FpThbVccsU1ZVF3RjSGslQciHcoIIwgTITkjVo8CkxZaJ/TsHXC3KbO0A1kq697dfis5USS2nh0AkflspFtSQ6Y9gTd43YpyNXCtHZnTEyh1FOFpahW5JDkwZmobIcPrcnAguAroJamhoQE5ODlatWoXi4mJ06tQJ06dPxyOPPAKbzVoPCYLQgz8SUlurwKTVFhlqXbIUv8zQjhWT7v3pl7R2DuQfESvnb4xO/LZiLPhCZiJ8MCbvGznOgVrDXt5aaLm4JQgeAd3WL1++HM8//zyeffZZHDx4EMuXL8eKFSvwzDPPBNIsgjAcMyWkmskWq0FJ997MG+uUWk4PRsZ2MMWCqN9S4qJCLnk/mMYZCL7+EASLgG6Ctm/fjokTJ2LcuHFIS0vDpEmTcM0112Dnzp2BNIsgDMdMCalmssVKUNK9b2Iiw5DlTGaWyXIma74vqDUYFdvBFguifsuZ0JtbJpiS94NtnIOtPwTBI6CboMsvvxwff/wxDh8+DADYu3cvtm7dijFjxvgsX1tbi4qKimY/BBEsmCkh1Uy2WAVKulcnd+pg1Y2Q0fcEGRHbwRgLIn4LteT9YBvnYOsPQfAIaE7QQw89hIqKCmRkZCAsLAwNDQ1YsmQJfvWrX/ksv2zZMixcuNBgKwnCOIxM3reSLVbArAnbstCb+J07dTB+qqnH7NVf4lhZNbomxuDJmwegTbTxjyFZid9qPtESC1YSThBZE2StGzy/mGF9CrY5H2z9IQgeAd0E/fOf/8Qbb7yBN998E71798aePXvwu9/9Dp06dcK0adO8ymdnZ2POnDlN/66oqECXLl2MNJkg/I5RIgEimMkWs2PGhG1ZyEj8blnH18WVyHrys4AkW8tI/Gb5RHSMi05XYdjyzZYSThBZE/SuG6LxFuj1KdjmfLD1hyB42BRFCdjhzi5duuChhx7Cfffd1/S7P/3pT1i1ahUOHTrE/fuKigrEx8ejvLwccXFx/jSVIAiCSYNbwaV/2si8wyTBEYEvHsky7Sf9vvAkSrd8UHh6IHL8SEYdsjCiP8/dNhCL1xeguLzGZ36FDUC8IwLlVXWm8ImZMFOs8Ai2Od/gVjBs+WZm3KbER2Pr3JGW6A8RmmjZGwQ0J6iqqgp2e3MTwsLC4Ha7A2QRQRCE/7Da2wYZidJmSrY2qj+L1xdg/rheAHwn7ystyrfGjmDETLEiCyvNeTOJThCEEQR0EzR+/HgsWbIE69evR1FREd5991088cQTuOGGGwJpFkEQhGaC8SZ7GYnSZkq2NrI/ibFRqsn7s0f1ZMZKqCagmylWRAjGOW8W0QmCMIKA5gQ988wzmD9/Pu69916UlJSgU6dOmDVrFhYsWBBIswiCIDQTjEnFMvpkJr8Y3Z+J/Tv7TN5ft++EVHuDBTPFighWs1cUM4hOEIQRBHQT1LZtWzz11FN46qmnAmkGQRCEbvyRVBxo5TAZfQpEsrWa38zSn2BPQG9t3Gr1SzDMD7NilOhEoMeQCG0CugkiCIIIFjw32fOSikVvspehyKYXGX2S7RceLL9lOVMM7Y+aLfPHOZEaH808+pUq0SdGoiduZfjWavMjlDHDGBKhTUBzggiCIIIFmUnFHoWslm+Si8trcM+q3diw/6QEi/nI6JORydY8v20sKDasPxsLilVtue/N3ejQNpLZlz6d4yz3ibjeuJXhW6vNj1DFLGscEdrQJoggCEISMpKKzaaQJaNPRiRbi/oty5ni9/5kOVOYtigA9v1QwWzj44MlcNVbRylVVtzq9a1oO7IgIQHtmG2NI0IXOg5HEAQhEb1JxVoUsoy6KFJGorS/k621+M3f/dnx7RmmLSK4FWDljiLMyOyuqx6jkBm3enxr1fkRSphxjSNCE9oEEQRBSEZPUrFsxSlZiccyEqVF6mitvYFQ6lLrj6w2jpZWSanHCGT7X69vzabIRgIAP2PVMSSCD9oEEQRBmAiZilNWSzzWY68Wv/nbL7LUwLolOaTUYwRGKaWZUZGNF09Wm4f+xoxjSIQmlBNEEARhIjyKU2qfEdsgphxmtcRjvfaK+q3snMvvfhmSnoTIcH2PV7sNmDI0TbctRjEkPQkJjghmmQRHhG6lNFnzQxa8uF2WV2CpeWgEZhtDInShTRBBEISJkKE4ZbXEYxn2ivht/rheWLze/35x1bt1ixrMzEzXvZEyGzIOf5lJkU0kbnPzCy0zD43CTGNIhDbBtcISBEEEAXoVp7QkHpsBWfby/JYYG2WIX5bmFQiVc6a2Qcv3eXYbMGt4OrLHOnXZYDQ7C0txtqqOWaasqk5KzJlFkU0kbln7G7PNQyMxyxgSoQ3lBBEEETJYKTlZj+KU1RKPZdrL8tuaPcel2qNG0RkxQYN2baJxaHEmVu4owtHSKnRLcmDK0DRLfgNkdMyZQZFNVl/MMg+NxgxjSIQ2tAkiCCIksGJycmsV2ayWeCzbXjW/GeWXtHYO5B8RKxcZbreMDDaLQMScDMVCPcjqi1nmYSAI9BgSoY31Pm4iCILQiNVEAvRiVJK6LIxKlDaqnXmCR9lEy1kBq8WcDETiifWlBgkAEERgoU0QQRBBjdVEAozCTAdOjEqUNqqdmMgwZDmTmWWynMmIiQzT1Y7VMFPMyUAknmZmpsPGeJ0EAAgicNAmiCCIoMZqIgEyMDJJXRZGJUob1U7u1MGqG6EsZzJypw6W0o5ZsGLMyYAXT9ljnSQAQBAmhXKCCIIIaqwmEiADq/Z5dJ9UjMzo6HehAFkJ2Tyhjdypg1HtasDSvAIUnalCWjsH5o11WvobILU+WzXmROCNMy+eSACAIMwJbYIIgghqrCYSIAOr9tmXeMXLWwv9Il6hNyFbVGgjJjIMi6+/RJetZoHVZ6vGHA/RcebFEwkAEIT5oONwBEEENaF4O7kV+2wl8Qor2SoLXp/LzrmCThghFMeZIEIJ2gQRBBHUhOLt5Fbrs5XEK6xkqyxE+rxo3QFuPeaINjFCcZwJItSgTRBBEEFPKN5ObqU+W0m8wkq2ykKkz8UVtUEljBCK40wQoQblBBEEERKEYnKyVfpspaR6K9kqC5l9sYpfQnGcCSLUoE0QQRAhg9WSk3mqVCJYoc9WSqq3kq1aUYs3mX2xil/MOs4y1gSCIBqhTRBBEIQJEVWlCgY8Qg7F5TU+czBsaDzGZ4akeivZqgVWvGU5U7h97hgXBcCGUxXB4RczjnMorQkEYQSUE0QQBGEyQk2VykpCDlayVRRevG0sKOb2OWdCb+RMCB6/mG2cQ21NIAgjoE0QQRCEiQhVVSorCTlYyVYeovGW5Uzh9jmY/AKYZ5xDdU0gCH9Dx+EIgiBMhBZVKrPn+mjFKkIOgLVsZaEl3kT6HCx+8WCG/oTymkAQ/oQ2QQRBECYi1FWpZAg5GJU8bibRCVe9Gyt3FOFoaRW6JTkwZWgaIsObH/bw5Ret8SbSZzP5RQZG9UctbkN9TSAIf0GbIIIgCBNhVlUqqxCKyePL8gqQm1+I809DLck7iJmZ6cge25jXouaXWwZ3FWqD4s2/sOKW1gSC8A+UE0QQBGEiPKpUat9b2ND45sgqKltGEorJ48vyCvDiluYbIABwK8CLWwqxLK+A6ZenNh2GIzKM2UaCI4LizY/w4rbsnIvWBILwA7QJIgiCMBFmU6WyCqGYPO6qdyM3v5BZJje/EI+u2a/qFwVAdV0Dsw6KNP8hEreL1xdg/rheAGhNIAiZ0CaIIAjCZJhFlcpKaEkeDxZW7ijy+gaoJW4FOFXpYpZROHWUVdUFld/MhGjcJsZG0ZpAEJKhnCCCIAgTYgZVKisRisnjR0urDGvLjH4zSgDDn7ZoiduJ/TvTmmByRARKCPNAmyCCIAiTEmwqW/4kFJPHuyU5DGvLbH4zkwCGHlu0xi2tCeZFRKCEMBe0PSUIgiAsTygKSkwZmsbN17EB6Ng2klnOblPP+zGj38wkgKHXliHpSUhwRDDLkDCF+RERKCHMB22CCIIgCMsTioISYXYbV9nNERWGR8f3BuDbLzYAMzPTVV8HzOU3MwlgGGWLOTxPqCEqUOKqdxtkESEKbYIIgiCIoCDUBCV2FpbinIut7HautoGbVJ891mkZv5lJAEOGLTsLS3G2qo7ZDglTmBtRgZKVO4oMsYcQh3KCCMKCmCkhmAgcFAfemE1QQsYYqdWhNal+ZEZH1aRts/lNDTMJYGixRcYYmglae35GVKDESCETQgzaBBGExTBTQjAROCgO1DFL8riMMWLVoSWp3lc9L28tbGaLWfzGwkwCGKJtFJ2uwrDlm3WPoVmgtac5ogIlRgqZEGLQcTiCsBBmSggmAgfFgfmRMUa8OsrOuYTEIMrOuYImXswkgCFiS4IjAk9tOqx7DM0ijEBrjzdThqaB9yWY3dZYjjAXtAkiCItgpoRgInBQHJgfGWMkUsfi9QWYP64XAHVRg/njemHx+uCJFzMJYPBs8XhU7xiaRZiC1h7fRIbbm8RF1JiZmU73BZkQGhGCsAhmSggmAgfFgfmRlTAvUgdP9CAxNiro4sVMAhgsW2aP6skUPRAdQ7McMaO1R53ssU7MGp7u9Y2Q3QbMGk73BJkVygkiCItg1QRaQi4UB+ZHxhhpFT1QEzVYs+e4VJvNgpmEHNRsWbfvhNDf88bQLNDawyZ7rBO/vyZDVXyEMB+0CSIIi2DFBFpCPlrjwFXvpoeywciYq1rrUBM1CMS6YZRymNmFHMy6Zrd2fMzaHzMRGW7HjMzugTaDECSgm6C0tDQcPXrU6/f33nsvnnvuuQBYRBDmxZOEW1xe4/NMtg2NxyfMkkBL+ActcbAsrwC5+c1vMV+SdxAzM+l4hj/xjBHr6BAv2V3WfDd63QhF5TC1Ps8f5xT2vVF+09MOPYOIYCOgHwfu2rULJ0+ebPrZuHEjAOCmm24KpFkEYUrMlBBMBA7ROFix4SBe3FLodYmfWwFe3FKIZXkFfrc1VAmz2zChH/sN5YR+qcy5Kmu+G7luhKJyGKvP9725uykOWL7fWFBsiN/0jg89g4hgI6CboA4dOiAlJaXpZ926dejRowdGjBgRSLMIwrSYKSGYCBy8OBiZ0RG5+YXMOnLzC+Gqd/vTzJClwa1g7V72G8q1e09yVbRkzXcj1o1QVA4T6fPavSfx3G0DVH2f5UwxxG+yxoeeQUQwYZqcIJfLhVWrVmHOnDmw2Xx/ilBbW4va2tqmf1dUVBhlHkGYBjMlBBOBgxUHr+R/5/UNUEvcCrByRxGdX/cDPBUt4GcVLV5Oi6z57u91Q4tymJnzeLSgRcFv69yRPn2/49szhvhN5vjQM4gIFkyzCXrvvfdw9uxZTJ8+XbXMsmXLsHDhQuOMIgiTYvaEYMIY1OLgaGmV0N+LlgOCT2DBn8n7slW0ROa7SH/8uW5o6bNRwgmyULNXS5/VfC87VmTYKoKsmJQRC1aLJ8I8mGYT9Morr2DMmDHo1KmTapns7GzMmTOn6d8VFRXo0qWLEeYRBEFYhm5JDqnlgk1gwd9J6EaraJlBjEC0L0WnqzBs+WbLCCewfBsIFUAW/rZVCyIxKSNuzRD7hHUxxcd4R48exaZNm3DXXXcxy0VFRSEuLq7ZD0EQBNGcKUPTvC7ta4nd1liOx7K8gqASWDAieX9IehISHBHMMgmOCCkqWmYRIxDpsyMyDE9tOhxwW0Xh+bbsnAup8dFeIgEebBBTAZQRK0bYKopITMqIW7PEPmFdTLEJevXVV5GcnIxx48YF2hSCIAjLExlux8zMdGaZmZnp3ONsrnp3UAksmCl5X8ZhHTP1R4TqugbL2Cri28XrCzB/XC8A/lVL4/21mWwVsSVn7QHkrNUXt1aLfcKcBHwT5Ha78eqrr2LatGkIDzfN6TyCIAhLkz3WiVnD072+EbLbgFnDxY6xrdxRJCywYAW0JIfrbedsVR2zTFlVnZR2jOiPqC28PiuMWDLSVhG0iB7oUUuTEStG2SqCiC3FFbUortAXt2aKfcK6BHzXsWnTJhw7dgx33nlnoE0hCIIQwiyJuDw7ssc68ftrMlotaOAPgYVAIjs53GrtmEEMwqh69KLFtxP7d261WpqMWDHKVr12trYuX3HrjzlmlnWdMI6Ab4KuueYaKKyPhwiCIEyEWRJxRe2IDLe3WgZbtsBCoDEqOdyM7ZhFDMKoevSidQxbq7wXCHEFf6oEyhw/VtzeMrirVHvMsq4TxhLw43AEQRBWwSyJuEbZIVNgwQwMSU8yJDncyHZEkurLzrkMEYPg9ZkVSzIT82VgpVgxylYRRGxJiYtCShzfXlbcPrXpMBIcEVL6bJZ1nTAe2gQRBEEIYJZEXCPtkCWwYBbC7DY8Or4xF8qfyeFGtSOCDcCidQf8Hi8ifZ6ZmQ4b43WjfCKClWLFTPEmYkvOhN7ImcAuM39cLyxez17nbP/7fz19Nsu6TgQGazy5CIIgAoxZEnGNtkOGwIKZGN0n1e/J4Ua1I5pUX1xRq/q6zHjh9Tl7rNMQ38vCSrFilK0iiNjCK5MYG8Vd58qq6jB7VE9dfTbLuk4EhoDnBBEEQVgBo5LdzWiHXoEFmchIXh7dJxUjMzoy+yOrHasloeuF12d/+0Q2suzlxZOMdmT6Vm/8i9jCKrNmz3GhdtLax2Lr3JFcW9X6Y5Z1nQgMtAkiCIIQwOgb181mhx6BBVnISl72Vc/LWwub6pGZJG2lJHRZ8PrsT5/4A732isaTDL/IqENW/IvYolZGyzrHa4fVH7Os60RgoONwBEEQApgl+dgsdhiNrORlXj3L8goskyQtGgspcVEhFy9mwWpJ92axV9Y6x+tP2TlXSK6nRCO0CSIIghDALMnHZrHDSGQlL/PqUQDk5hdaJklaNBZyJvTmlgmmeDELVku6N5O9MtY5kf4sXl+A+eN66WqHsC60CSIIghDELMnHZrHDKGQlL/PqAQDW+zszJknLSEIPtngxC1ZLujebvXrjVrQ/ibFRND9CFMoJIgiC0IBZErvNYocRyEpelpXcbLYkab1J6IR/sFrSvRnt1RO3WvozsX9nmh8hCG2CCCJEcdW7TaH2ZUWsltgtAxlqaSL4ikutyctqsS0rudmMSdJ6ktDNSDCsT1ZLujerva2NW639sdL8IORAmyCCCEGW5RUgN7+w2dGfJXkHMTPTeve+hCoyFczM0pZaXM4Ylo7U+GgUl9f4PN9vQ+PRlSHpSczYfnB0L2Y9QOP9R4oCbjuE/wiW9cmT3M86kmWmpHuPvSLzzAoEW38I+VjrYxWCIHSzLK8AL24p9Mp9cCvAi1sKsSyvIDCGEcIYqeBkVFusuMzNL0SfznEA2MnLKzYcZMb2ig0HmcnWNgAzM9O57dARGf8RTOtTmN2GCf3YHxJM6JdqmngKNtGVYOsPIR/aBBFECOGqdyM3v5BZJje/EK56t0EWEVoxUsHJqLZE4vLjgyV45pb+qsnLIzM6CsX2yIyOzCTo7LFOSpIOEMG2PjW4Fazdy/6QYO3ek6ZRhwOCT3Ql2PpDyIWOwxFECLFyRxFT/Qpo/MR15Y6igF+MSfhGi4KT3vPtRrUlGpenKmtVb4d/Jf87TbHNSoImEYHAEGzrk4gaoay5KpNgi/9g6w8hD9oEEYREZCSP+zMB/WhplaZyRiXDE77x5X9/KDipjbNRalFa4lIteVlrbJsFmmM/Y9UxBIybq0YRbCIBwdYfQg60CSIISchIHvd3Anq3JIdwOSMT7wlv1Px/y+CuQn8vqozEGmej1KK0xKWMOnixbVTs0xxrjow4CARGzVWCIORCOUEEIQEZyeNGJKBPGZoG3ofMdhuQHBdtWOI94Q0rFp7adBiOyDDm3yc4IoQUj3gxV3bOhQRHhJS2WIjG5ZShacw6eN+f2MCP7WV5BYbEvpHiFlZBRhwYDW+uJjgiVOPSBnOpwxFEqEGbIILQiYzkcaMS0CPD7U3qV2rMGJaGpXkHDUm8J7zhxYICoLqugVmHyGEqkZhbtO4Atx4ZB7dE4nJmZjrznpgwu427OXREhWHJenafc/ML/R77RopbWAkZcWAkIuNo+9//kzoZQZgPc6wkBGFhtCSP+7MOUbLHOjFreLrXJ652GzBreDpGZqQYZgvhjUgytcJ5b1xWVccdH5GYK66oxdmqOt1ticCLS979MDsLS3HOxd4cnqttQHFFrerrCsBMzJcV+0bOd6uhNw6MRGQcy6rqMHtUT1InIwgTQjlBBKETGcmvRifQZo914vfXZPi8kX3NnuOG2kI0R5ZfefXIHD8j4tIoG0TQ25aR4hZWRE8cnI+IT/T4TXR80trHqqoaEgQROGgTRBA6kZE8blQC+vlEhtt9yswGwhbiZ2T5lVePzPEzIi6NtMHfbcmeY8EosNDaOPAg4hO9ftMyjqRORhDmg47DEYROhqQnITU+Wlfyq4w6ZGEmW0IRnv8Bfh6OiFiByDinxEUhJc4asTAkPUlIxCElLorZH9aH87L6K3OOkcCCNyI+keE3WisJwtrQJoggdBJmt+HR8Y3n1Fub/CqjDlmYyZZQRMT/PAEAkZERaSdnQm/kTAieWLABWHAduz8zM9NhY7wuo7+y5hgJLHgj4pOctQeQs1a/32itJAhrQ5sggpDA6D6peP72gbqSX2XUIQsz2RKKsPw/e1RPrgCAqFiByDhbJRZ2FpYKiTgkxkYx+5M91mlIf2X4lQQWvBEV/CiukOM3q8wPgiC8oZwgghCEl0A7uk8qspwpupJfZdQhCzPZEoqM7pOKkRkdvZLDPxA83iSatC0yzrJiwVXv5ia7tzZRXYvYwMT+nZn9MSr29bYjW2AhGMQVAiH4QWslQVgT2gQRhACiCbQykl/NlEBrJltCDV8x9/LWQr/cQi8yznpjYVleAXLzC5tJUC/JO4iZmT/LHutJVNcqNsDrj1Gxr6cdmQILwSKuECjBD1orCcJ60HE4guBAiceE0QTbLfTL8grw4pZCrzt43Arw4pZCLMsr0D3PRIURzOQXvchKzA+mNU5U8CMhJrRihSAIb3Rtgmpr1S+dI4hggBKPCaMJtlvoXfVu5OYXMsu8tKVQSqI6D3N4RB4yEvODbY0T8cmC65zcYAi2WCEIwhtNm6APPvgA06ZNQ/fu3REREQGHw4G4uDiMGDECS5YswYkTJ/xlJ0EEBEo8Jowm2G6hX7mjyOsboJY0Jqvrm2eiwgjBNlf1JuYH4xrH80libFRIxgpBEM0Rygl69913MXfuXFRWVmLs2LGYO3cuOnXqhJiYGJSWlmL//v3YtGkTFi9ejOnTp2Px4sXo0KGDv20nCL/jj5vdCYJFsN1Cf7S0SlpdLN+E8lzVk5gfrH5j+WTNnuNCdVitzwRBaENoE7RixQo8+eSTGDNmDOx27y+PJk+eDAA4fvw4nnnmGaxatQqzZ8+WaylBBADZN7sTBA/Zt9AHWvGrW5JDWl3JbaNV+xPqc7W1ifnB7Dc1n2jtc6DnUCAIxT6bBfK9cQhtgnbs2CFUWefOnfHYY4/pMoggzIQnyba4vMbnmXkbGo9YUAItIQuZMWcGxa8pQ9OwJO8g80icDUDHuGjmkbjU+GiUnXNh2PLNPvuT5UyhudoKQnGN09JnM8whownFPpsF8r2x6FaHa2howJ49e1BWVibDHoIwFXQjOGE0smLOLIpfkeF2XN0rmVlmlDMZE/uzH/B9OsfhvjfV+7OxoJjmaisIxTVOtM8bC4pNMYeMxCzrRihCvjcezZug3/3ud3jllVcANG6ARowYgYEDB6JLly749NNPZdtHEAGHbgQnjEZvzJlJ8avBrWD/8Qpmmf3HK7BmD1tY5+ODJdz+ZDlTaK62glBc43h9znKmmGYOGYWZ1o1Qg3wfGDRflvrvf/8bt99+OwDg/fffR2FhIQ4dOoSVK1fi4YcfxrZt26QbSRCBhm4EJ4xGT8xpUfzy9wWPPFvwP1t4sJ795/eH5mrrCEW/sfq849szpplDRmGmdSPUIN8HBs2boNOnTyMlJQUAkJeXh5tuugkXXXQR7rzzTvzlL3+RbiBByEBGoiHdCG5+gi2htLUx5w/Fr9b61kiFLU9bNFdbh1F+M9M8VetzsKrmsQjFPpsF8n1g0LwJ6tixIwoKCpCamooNGzbg+eefBwBUVVUhLCxMuoEEoRdKNAwNaJx/Rrbilx7fGqkqZkUFs1DDKvM0mFXz1AjFPpsF8n1g0JwTdMcdd2Dy5Mno06cPbDYbRo0aBQD4/PPPkZGRId1AgtADJRqGBjTOzfGoX6l9tm5D4xtPUYU5Pb4VtSUhhv2ZnA3eSewt6wgmBbNgxErzdEh6EhIcEcwyCY6IoIo5mesGoQ3yfWDQvAnKycnByy+/jLvvvhvbtm1DVFQUACAsLAwPPfSQdAMJorVQomFoQOPsjSzFLxm+FbFl/rhegI1tiyMqDAqjjmBTMAs2gnGeBlu0haJSoFkg3weGVklkT5o0CbNnz8YFF1zQ9Ltp06Zh4sSJ0gwjCL1oSTQkrAuNs29kKH7J8i3PlsTYKJytqmPWca62AbNH9QwpBbNgwmrzdGdhKTcmy6rqTGOvLEJRKdAskO+NR3NOEAB8/PHH+Pjjj1FSUgK3293stb/97W9SDCMIvVCiYWhA46yOXsUvmb4d3ScVIzM6YuWOIhwtrUK3JAemDE1DZLgda/YcF2onrX0sPvvjVT7rOB8zJd4bZYvZ2zGTWIdMO4JxXQlFpUCzQL43Fs2boIULF2LRokUYNGgQUlNTYeMcYeBx/PhxzJ07Fx988AGqqqpw4YUX4tVXX8WgQYN01UsQlGgYGtA4s9Gj+CXTt74S4l/eWohHxzuF2yk6XYURj3/isw7Pp6RmSrw3yhYrtGMmsQ6ZdgTrukIKi4GDfG8cNkVRNB3ATU1NxYoVKzBlyhTdjZeVlWHAgAG46qqrcM8996BDhw44cuQIevTogR49enD/vqKiAvHx8SgvL0dcXJxue4jgosGtYNjyzSgur/F5Dt2Gxq+Zt84dSZ+yWBgaZ/8hy7eehPiWdXj+4rnbBmLx+gJmO/GOCJRX1anW8fztAwGA2Y6RR0p4fZZli1XakTlPjegzrSsEYU207A005wS5XC5cfvnlrTbufJYvX44uXbrg1VdfxZAhQ5Ceno5rrrlGaANEEDwo0TA0oHH2HzJ8K5IQv3h9QaM4gko7SovyvurIWXsAOWvNkXhvlAiAldoxk1iHCLSuEETwo3kTdNddd+HNN9+U0vjatWsxaNAg3HTTTUhOTsaAAQOQm5urWr62thYVFRXNfgiCBSUahgY0zv5Dr29FE+ITY6NU25k9qiczSV0BUFxRi+IKcyTeGyUCYLV2zCTWIQKtKwQR3GjOCaqpqcFLL72ETZs2oW/fvoiIaK6j/8QTTwjX9d133+H555/HnDlzMG/ePOzatQsPPPAAIiMjMW3aNK/yy5Ytw8KFC7WaTJgYI5J5KdEwNKBx9h96fKslwXxi/84+xRM+kHh/jMeeYEiqt2I7LIEMo20Rwch1xUyCHoQ3ND7Bh+ZN0L59+9C/f38AwP79+5u9plUkwe12Y9CgQVi6dCkAYMCAAdi/fz9eeOEFn5ug7OxszJkzp+nfFRUV6NKli8YeEGbByARmSjQMDWic/UdrfaslwVxNPOGWwV01t6u1HSsm1VuxHZZAhojvAyFYYMS6YiZBD8IbGp/gRPMm6JNPPpHWeGpqKpxOZ7Pf9erVC2+//bbP8lFRUU2XsxLWRi2x1XNzOB01IIjgwHMTOi/BvOycC/e96XtNeGrTYSSoCCN46ugYFwXAhlMVrW9H1toj2me9t78PSU9CgiOCeVQwwREhpR0Z/ZGx7hvlWyOh56G5ofEJXlp1WaqHH374AT/88EOr//6KK67A119/3ex3hw8fRrdu3fSYRZicYLw5nCAI34gkmM8f1wuL17PXBI9AglodORN6I2eC/naCLaleRgtGCWSI+N5MvpUBPQ/NDY1PcKN5E+R2u7Fo0SLEx8ejW7du6NatGxISErB48WKvi1N5zJ49G//5z3+wdOlSfPPNN3jzzTfx0ksv4b777tNqFmEhrHZzOEEQ+uAlmCfGRnHXhLKqOswe1ZOZpC6jHSsl1e8sLGV+CwQ0+s0M/ZG57geTYAE9D80NjU9wo/k43MMPP4xXXnkFjz32GK644goAwNatW5GTk4OamhosWbJEuK7Bgwfj3XffRXZ2NhYtWoT09HQ89dRT+NWvfqXVLMJChPJN3AQRqrASzNfsOS5UR1r7WGydO5KZnCyjHask1VtJJEC2rcEihELPQ3ND4xPcaN4Evf7663j55ZcxYcKEpt/17dsXnTt3xr333qtpEwQA1113Ha677jqtZhAWJtRv4iYIAHDVu1utkGXGdkRtyfvqBIrOVCGtnQP9uyQgJjJM05ogkqSuVsaMa48exSnZ/RGxRW0MefVotVXElmAQQgnEGBpVTzCoqZlxzSDkoXkTVFpaioyMDK/fZ2RkoLSUvg4k+ARjYitBaGFZXgFy8wtx/jHyJXkHMTMzHdljnep/aNJ2RJj5913YWFDS9O/8I8DK/xxDljMZL9w+CKnx0cxjJ6mShASMaMcDT1FKr+KUzLVUxBbWGOZOHcysZ/44p7CtoaTEJTMmZflNRj3BMob0fiW40fxxYL9+/fDss896/f7ZZ59Fv379pBhFBDfBlthKEFpYlleAF7c035gAgFsBXtxSiGV5BZZqR4SWb57PZ2NBCX696r/o0zmOWUefznG614Qwuw0T+rHfgE3olypl7fEoSrV8c+tRlFqWV8B8fYPA3Uiy1lKerRv2n+SO4cy/72LWc9+bu5t8z7J1Y0Gxbr9YCVkxKTKGIsioR5YtZoDerwQ3mjdBK1aswN/+9jc4nU7MmDEDM2bMgNPpxGuvvYbHH3/cHzYSQUgwJbYShCiuejdy8wuZZXLzC+Gq1yYyE6h2RKh2Nai+efawsaAEHx9kl/n4YIluexvcCtbuZb8BW7v3pG6lJ56ilIJG/8tQnNK7loqoXy147yuhMVzw3lfMetbuPYnnbhugamuWMyXklLhkxKQsBTMZ9QSjmhq9XwleNB+HGzFiBA4fPoznnnsOhw4dAgDceOONuPfee9GpUyfpBhLBS7AkthKEKCt3FHl9M9MSt9JYbkZmd9O3I8JSwW+cjLCXp/QE/Kz0pCfXRKQdVn/PV5wSsUPPWiqiflXyE1uBzgOrnKdPibFRquIWO749I6zEZfVcIA8yYlKLghnLbzLqkWWL2aD3K8GJ5k0QAHTq1EmzAAJB+CIYElsJQpSjpVVSy8lqx58JzEVn9PXlfI6WVgnZqlbGKKUnWUpRWupp7VpqtKpVSWWNqq1ax4cXC3pixShkxKSsuDaTLecT6DHyQO9Xgg+hTdC+ffvQp08f2O127Nu3j1m2b9++UgwjCIIINrolOaSWk9GOvxOY09o5kH9EdzUAgKraegxbvplpK6s/Rik9yVKKMkJxymhVK1Z7WsZHhuiEGZL3ZcSkrLg2ky0ezDBGRPAilBPUv39/nD59uun/BwwYgP79+3v9DBgwwK/GEgRBWJkpQ9PA+wDTbmssZ0Q7yXHRfk9gnieoQsez1wbg7d3HmbbyErLLzrmQGh/tleB8fhsyVehYXeJ9jp3giDBEcYpnqw1AcpsIobqS20To8q2ILanx0Sg759ItOmGW5H3RPsvwGy+ehqQnIcHBHmteXMqyBQgugQXCnAhtggoLC9GhQ4em///uu+9QWFjo9fPdd9/51ViCIAgrExlux8zMdGaZmZnpuu/xEWlnxrA0LM076PcE5pjIMGQ5k5llspzJXHsdkWFcW3PWHmCWWby+APPH9QLgX6UnEUUpR4u7dVpi1GEfEVsXXNdbqC5Pudb6VsSW+eN6YfF6/aITvFgxKnlfhvqYkQpmvBpk2RKMAguE+RB60nbr1g02m63p/1k/BEEQhDrZY52YNTzd65sPuw2YNVze/T28dkZmpAgnMOsld+pg1Y2Q544Zlr3j+6bgnKuBa2txRS23TGJslCFKTyxFqdmjejL7AwBlVXVSfC8CT/3qVKW6X8/nVGWtbt/ybEmMjZIiOiESK2bxvwy/idSxs7AUZ6vYIhgicSnLFqPWJyJ0EcoJWrt2rXCFEyZMaLUxBEEQoUD2WCd+N+piLM0rQNGZKqS1c2DeWCdiON8OtKad31+TgZU7inC0tArdkhyYMjQNkeF2rNlzXKgOWYnzuVMHo9rVwOxz9lgn7h95EWav/hLHyqrRNTEGT948AB8fOoX39xVLsaOksgYT+3c2ROlpdJ9UjMzo6OX/DwSP8RgpWsBSv1qwZr9QHUdLqzAjs7tu37JsEY1bGYgKMMhALVa0fCssqmBmhHCIXjU1o0RMiNBGaBN0/fXXC1Vms9nQ0MD+dIsgCCLUaZnsm38E2HSwxC/JvpHhdp+y0kaJBJxPTGQYFl9/ierry/IKkJv/8wWvXxdXou/CDzH2Enk+8fTHCKUnX0ndL28txC2Duwr9vdGiBWo+0SroIcO3anUY6RMRAQZZqMWK1nZ4vjdSOERPHARifSJCD6GPGNxut9APbYAIgiDYmCXZV2YCswyW5RXgxS2FXkeZ3Aqwbt9JOCLDuLamxEWZpj+scX5q02EkOPSJCBjJlKFp3FwQG/QLeoggIjpht6nnrnh8mxDD/gw4wRHBFWCQNVeNWhPMIhwigtnWJyI40Zd9SxAEQQhjpmRfI5Opebjq3cjNL2SWqa5rgAK2rTkT9CXmy0JknG3/+/9A2ypCmN3GFXJwRIUZYi8vbm1Ak8gGS1wBNratNgCL1vlfPMGoNUGkHaOEQ0Qw0/pEBC9Cx+Gefvpp4QofeOCBVhtDEAQRzJjtNnVPAnPL4zEpBt/DsXJHETOZHQAUBZg0sDO2fXuGaasZ+iMyzmVVdZg9qife2vV9QG0VYWdhKVfI4Vxtg6nidkDXRNXX42MihQQAWMiaq0atCaLteIRDAj2HAPOsT0TwIrQJevLJJ4Uqs9lstAkiCCLkMSLxWBZ6E5hlcLS0SqicIyocW+eOZNoqI8EcEEuG1zvOae1j8dkfr9Jtq7+xYtwaJa6gVzzBKN9qaWdi/85S5pAMzLA+EcGL0CaosJB9TIEgCIJoxMjEY1kYIRLAQkvifWsSv7UmmIskw8sY56LTVRjx+Ce6k+H9jVXj1ghxBb3iCUb5Vks7skQaZBHo9YkIXsz1cRNBEISFsVLisZmYMjTN636gltht/MR7GQnmInWIjDMvhyYy3I6nNh0OuECGCMGWpC7aHxGhDb3iCUPSk5DgiGCWSXBE6PataJ+NEoMgCDMg9E3QnDlzsHjxYsTGxmLOnDnMsk888YQUwwiCIKwEL/HYhp8Tj+9788umxHgPoZzsGxlux8zMdLy4Rf3UwczMdOZxHBH/L3y/AFnOFFX/itahKAqnzH5U17FzaFz1bp+/F7XVSDxJ6ves2h0UcSvaHwDMMvPH9cLi9fpiTgQZXhXps1H9IQizIPRN0Jdffom6urqm/1f72bNnjz9tJQiCMC1aE4/13KYejGSPdWLW8HSvb4TsNmDW8HRkj3Uy/17GDfOidRRX1DLLnKp0QdEh5iViq9F4ktSDJW5F+sMrkxgbJSXmREQaZMSCEf0hCCsh9E3QJ5984vP/CYIgiEa0Jh5Tsq832WOd+P01Ga1KyJaRYG622+fNZk+wJamL9EeGwIKMmJMVC/7uD0FYCaFNkBrff/89AKBLly5SjCEIQh6tVSuyMrw+u+rdflM80prgbFSyr5niQMSWMLsNzk7xaN82Cslto4VtlZFgbrbb5z32+DNutSISt2ayl4eeeagl5tRiPxCiE3oFI1j90YqZ1iezQD4xDs2boPr6eixcuBBPP/00fvrpJwBAmzZtcP/99+PRRx9FRAQ7wY8gCP+jR63IqvD6vCyvALn5hc3uo1mSdxAzM/lHrUTwJB4Xl9f4PFNvQ+OxEyOTx80UB3oV13j2yvC/aB2KojCPxHVsG4kff3Jx7z5S43xb/R23srGavTxYMZnlTEFqfDTzCJlHbGDY8s266jBi3RCNf1Z/tKwrZlqfzAL5xFhsiqLt5PI999yDd955B4sWLcLQoUMBADt27EBOTg6uv/56PP/8834x1BcVFRWIj49HeXk54uLiDGuXIMyMR7mq5cT2fI5kxfP7PHh9HuVMxsaCEtW/F8k50WIH4Dvx2EjfmykORGwBoNteGf4XqePLY2VMEYdZw9MBgFkmy5mMTf+LST3tmGljsSyvwFL28hCJW94YecZZTx1G+o0X/3cPT8dLWwp1rytmWp/MAvlEDlr2Bpo3QfHx8XjrrbcwZsyYZr/Py8vDrbfeivLycu0WtxLaBBFEcxrcitcndOfj+SRv69yRQfP1Oq/PIthtwKHFY6Qc2THDJ3lmigNRW1jfrmixV4b/eZ/+8+It9X+2rthw0OtbEbsNTd+KsNoZmdERGfM/YH6bJDNu9eKqd1vKXh4y4hZo7LOaT0TrSDV4zVaLy0b1uIO61xUzrU9mgXwiDy17A83H4aKiopCWlub1+/T0dERGRmqtjiAIiWhRyAqWy+d4fRbBrQArdxRhRmZ33faYIXncTHEgagsLLfbK8D+rjh3fnuHa67GVJ/TAaueV/O+4x+lkxq1eVu4ospS9PGTELaC+AdJSh9FrtlpcylpXzLQ+mQXySWDQvAn6zW9+g8WLF+PVV19FVFQUAKC2thZLlizBb37zG+kGEgQhjtFKQ0ailiwqqy9HS6t02+JBluhBaxNktcaBjERcf4+Px15RcQW9/lerQ6tvI8PtrXrTLxqPWuLWn1jNXg9GxK0MZM5VEXzFv6znSyCeU2YXGwjmZ7eZEdoE3Xjjjc3+vWnTJlxwwQXo168fAGDv3r1wuVy4+uqr5VtIEIQwgVAaMgLWsSFZfemW5NBti8zjbnra0RIH/j4+JjPWik5XSUnI1oPMOcbym2g8ipbzN1azFzAubmUga67qtUFGOaOfU4H2mwjB+uw2O0IHc+Pj45v9/PKXv8R1112HLl26oEuXLrjuuutw4403Ij4+3t/2EgTBwKPuo/b5lg3GKQ3JwpMs2vKoQHF5De5ZtRtl51zMPotgtwFThqbptmXD/pM6rJDXjmgclJ1z6e6P3vHx2JISF8Usk+CIwFObDvvd9zxkzTGe35Ljor0ujm2JaNwawZShadw5aIN57BWJ2wQHW+02wRHBjFugcYx4sZIQw/48OsERIWWu6kVW7A9JTxLyrYznlFFrtl6C8dltBYQ2Qa+++qrwD0EQgSPMbsOj4xtVhFoupp5/PzreaapjACwa3AoWvl/gU67V87vF6wswf1wvAL77bEOjQhOLmZnp3GRtEVsWvl+AhtbqIktsRyQOGpOc9bUjY3yAxpjMmdBbtYynLn/7XgQZc0zEb0vzDmLGsDSmLSJxaxRhdhsckWHMMo6oMFOsPSL+X7TuALceG4AF16nHgg2NY6T2OtA4D2Hj+ERRsGid/9ceHkY+X2REiVFrtgyC7dltFcyxehIEIY3RfVLx/O0DkRLf/GvzlPhoy0lsiiaLJsZGMfucO3UwZg1P9/pk3W4Tl5/VkriqB1nt8OIgMTZKdzuyxmd0n1SmvbNH9cTZqjpdtspE7xwT9dvIjBTdcWsUOwtLcc7VwCxzrrbBsDFiIeL/4opaZswBQFlVHTe2s8c6ufOQ187Z6noUV/h/7RFBxvNlZ2GpkG/NspYaRTA9u62CZmEEgiDMjxkUymSgJVl0Yv/OzD7zlLpk2qIHLe3wkn1H90nFyIyOPvu8Zs9x3fbIHB+Pvb7KrNt3QpOtIknQvDIivhWZY656t5f/tfhNNG4DnfhtpcRu2WIdvNiWMQ9FbTECvc8XM66lIhgxx4Ll2W0VaBNEEEGKLIWyQKI1WZTX59YqdbXGltYi+vciIgG+EoJf3lqoKfGbVU72+KiVkS30wCsjmkjN68+yvAKve4KW5B3E2EvEPtH19JsXt2ZI/LZSYrdMG0RiW8Y81GKLEeh5vphtLdUrYiJ7jgXDs9sq0HE4giBMi5mSRY2yRaQdEZEAWYnfrP6YySeiQg88vyzLK5CSSL0srwAvbin0uifGrQDr9p2EIzJMit/MkvhtprnKQ8TWlLgoJMToT96XMg9jwpESZw3fimC2dUPvGJpFXIHQDm2CCIIwLWZKFjXKFl47oiIBOWsPcAULFIWdEMzriVl8AogLPbD8ogDIzS/UnUjtqncjN7+QWaa6rgEK9PnNTInfZpqrPERsXXCdkzsBeD0RFQ7hzkObDQuu44uLmMG3Iphp3ZAhYmIWcQVCO63aBH388ceYN28e7rrrLtx5553NfgiCIGRipmRRo2yRIRJQXFHLLVNeXc+0QyQ52Qw+0SL0wPILAK9vbnzVwfPJyh1FzHoAQFGASQM7604wN1Pit5nmKg+ReNKbvC86PiLzUERcxEqYZd2QJWJiFnEFQhuac4IWLlyIRYsWYdCgQUhNTYWNJ+1IEAShEzMlixpli16RAFl4koZ9Jfh7kvNFfaJXsIDVjswEcx68ROqjpVVC9TiiwrF17kjTJJjLSPyWNT9kiFuI2CpLOMSXLf4QYFCz14oYFSt61icrCX4Q2tG8CXrhhRfw2muvYcqUKf6whyAIwidmShY1yhY9IgGySG4brZrgPzPzZ5lmnk9kCBaw2jHSL7y2uiU5hOrpluQwTYK5zMRvvfNDVqy0pp3WCIeo2XLL4K5Cdehpx2Ov1b4J8mBErIi0o3cMzSD4QWhH88cHLpcLl19+uT9sIQiCIDiIJvuybrLXclP95kOnVBP8X9xSiGV5BVybRRKL9SYfy/AL0HgHj95E6ilD07j5Irb/ldPDkPQk3eIWgLkSv42IFZF2ys65dItxPLXpMPcC2QRHhNBcFRH9CDVkxS2rnqc2HUaCIyJoRCmI5mjeBN1111148803/WELQRAEwUE02TdnQm9mGdGb6l/Zyk7wz80vhKverfq6aGIxT8iBl3wswy82ADMz07l18I7rhNlt3De/jqgwQ45zykjeNyrx26hYERUsmD+OLUYgIsZRXce+QNaG/4kw6Gwn1JLzZcWtSD0eQZpgEKUgmqN5E1RTU4MnnngCI0aMwP333485c+Y0+yEIgiD8i0iyr4zE77PV9dwEf7fSKASghmhisYiQgwyRBl6Z7LFO3QnbOwtLcc7FfvN7rrZBdzL1zsJSw5L3jUj8NipWRNvhiRGIiHFwhN+ERA9ERT9CKTlfVtyK1FNWVYfZo3oGjSgF8TOac4L27duH/v37AwD279/f7DUSSSAIgjAGkWRfo4QEWEIAspPDeej1i2gdeu3UUs6f7Zgp8duoWNHS54n9O/t9DslqJ5SS82XFrWg9ae1jdYmYEOZE8ybok08+8YcdBEFYFBmKUlZrh1dGpA6W2pooIknFRggJsIQAZLZjZPKxiG/VxlmmYIHMdnzVI9tWgB/baq/LjhVZfvP3HJLVjt54CgSttUWWT7TUYyZxHkIOmjdBMsnJycHChQub/e7iiy/GoUOHAmQRQRBakKkoZZV2eGVE6hBRW/M3HiEB1lGQlLgolFTWMo/E2W3sBH+RdlLjo6EoCvOYk2jycSCVxTx1ZDlThPqstz+edorLa3zmNNjQeGRnSHqSaj3zxzmF6xCBF9us1x8c3Us4Vk5V1DLtLTvnwrDlm3X7jYVIbNtt6ndPaW1HxhgZtZaKoMcWWT6R6VvCetgU3lXFAG688Ua89tpriIuLw4033sgs+8477wg3npOTg3//+9/YtGlT0+/Cw8PRvn17ob+vqKhAfHw8ysvLERcXJ9wuQRD68SjqtFxAPJ/hyTorbaZ2ADDL3D08HS9tKWTW8eWxMry4RV1sYNZw4zZCy/IKuLZ8d/ocNhaUqJbJciYjd+pg3e0A0O0XGWMoEk8i7by9+wfdftPSHwDNyrUmbll1iMwx3jj3vSAO+36oUH1dNA4GdE1k9llkHgJ8v8noc5YzGZv+Fwd62vHEgp56jFpLRZBhiwyfyKyHMAda9gZCZy/i4+Ob8n3i4+OZP1oJDw9HSkpK04/oBoggiMBhlKKUmdrJWXsAOWvVyyhoVErj1ZGbr09tTRYNbgVr97IlZNfsOYGvGG9aAWD/8QquEpdIO2v2sMus3XtSt+IXbwwBOcpiOWsP4OOD6hsgAPj4YIkUVb0sZwozqT7LmcKtZ+3ek3jutgG6Er9d9W5ubLM2QEBj7L/3JTv/Ze3ek8w+P3fbAKzde1K330T6LBLb+49X6PYtICb6wbPVaiqAPFv0+kR2PYT1EDoO9+qrr/r8fxkcOXIEnTp1QnR0NIYOHYply5aha1ffl1PV1taitvbn4xIVFewFlSAI/6BFmUfPGWoztcM6quWB9czWUsfKHUWYkdmdW1YPvD4DYvby/G+WdkT8LxJPMmOFNc5aYp8l5LDj2zPCSmh6Er9X7ijiKgnycCvAqUoXswyvz7L8JoJIbMvwrQc99hq1loog0xa9Yyi7HsJaBDQn6LLLLsNrr72Giy++GCdPnsTChQuRmZmJ/fv3o23btl7lly1b5pVDRBCE8WhR5tGThGs2lS2jYKmtycJsSlyh2M7R0irV+aE19tWStrXUoyfx24iY9cDqs5Fqd0b5VgZWVAEULSfLt4EeI8J4hDZBo0ePRk5ODn7xi18wy1VWVuKvf/0r2rRpg/vuu49b75gxY5r+v2/fvrjsssvQrVs3/POf/8SMGTO8ymdnZze7i6iiogJdunQR6QJBEBIRVdQpOl2lmpwscsTAH8pV/vh72bDU1mRhlGobtaNOVW296vwIhPqVHoyIWQ8yxie5bbRukQCjfOtBj71G2yqjDbOty0TwIZQTdNNNN+GXv/wlnE4n5s6di3/961/Ytm0bvvjiC2zatAlPP/00Jk+ejNTUVOzevRvjx49vlTEJCQm46KKL8M033/h8PSoqCnFxcc1+CIIwHo+ijtr3OTYACY4IPLXpsNexh+LyGtyzajc27GefpRdtR1RlS287KXFRSIlTLwM0KkHx6uB9CcZTW5PFkPQkJDgimGUSYsKZfRbxvwzfmq0dEb+JfNf59u7jqvOj7JxLSuwbNYemDE3jxjYPuw3o2DbS73GQ+j/1uHtW7bbE+gT8nLzfWnuNtJWHmWwhQhuhTdCMGTPw3XffYd68eSgoKMDdd9+NzMxMDB48GNdeey1yc3PRtWtX7Nq1C6tXr1bN6eHx008/4dtvv0VqKiWhEYSZCbPb8Oj4RqWulg8yG35ObtWb+MprBwAeHe/UfW5bpJ2cCb2RM0G9jA3AzMx0bh2eMmrMzEzXfF+Qv7DZbFhwXa/G/2/52v/+y/O/DN+aqR0RbDYbYiLYY3j+PDkfz+8Wry/A/HH6fA8YN4ciw+3c2O57AfuDy5mZ6Vg4sU8z2zzIjIP543ph8Xr9iflG+VaGkIBRtopgJluI0Eb4SRsVFYXbb78d77//PsrKylBWVoYTJ06gpqYGX331Ff785z+jV69emhr/wx/+gM8++wxFRUXYvn07brjhBoSFheHWW2/V3BGCIIyFpagze1RPnK2qU/3b8xNf9bQjU7lHpB1emeyxTm4d2WOdmDU83etTc7vNWHnsnYWlzDECgLKqOiTGRun2vwzfmqUdUb9V1bEV/lhvr88XK7CS+hUvttf+JpMb+0bEQWJslHBivt62ZPhWi5BAoG0VxUy2EKGL0D1B/uKWW27Bli1bcObMGXTo0AHDhg3DkiVL0KNHD6G/p3uCCCLw+Lr9/YP9J/Hbt/Zw//Yvt/THxP6dhdox6pZzkXZ4ZUTq8OU3f3wDpGbLmj3HNY2RDP+L9JnXzk819Zi9+kscK6tG18QYPHnzALSJDtdUh0gZvX6Tgcf3smLFqDnEs1dGHIggK/b1tCUDLfZe17eT7tgXQVZ/zWQLERxo2RsEdBOkF9oEEURgUUvUvWVwVzy56TD37/8x8xekxuNHWInU8TGRuDX3P9w6ZI2RjJvqJzyb7/Oumb4XxGHtbzJ12yhiq6jfZPCPmb9AebVLt9+I5uz49oyhsa8XUXtnj7oIb+065vdYkTGXg9EWwhxIvyyVIAiiJaxE3ac2HUaCI4ISXwMIL5G67JyLn+DviDBFUjegvgECGi/hnPBsvm47RWwVFSxwRPIfr0Yk7xPeWC0x3yghGhFkzGVZmMkWwprQJoggCM2IJOp6Er8p8dV4RMZn8foC8A4CyBgdGUndP9XUq26APOz7oQI/1dS33lCI+40nWPDwmAxUc3KCePNDVvI+4Y3VEvONEqLhIWMuy8JMthDWhTZBBEFoRiRRt6yqDrNH9aTE1wAgmkhdXs3eNJRV1Qklh8uwhdXO7NVfCrUlWk4NUVt5ggWnKmvBO2iuAJg0sLMhyfuEN1ZLzDdKiIaFLIEGGZjJFsK6CF2W6guXy4WSkhK43c0/7WqtPDZBENZB9CbvtPax2Dp3JCWttpLWJvzKvPXdU1drhQRk3A5/rKxaqA7RcoBve7XYOrF/Z4y4KBlL8wpQdKYKae0cmDfWiZjIMCxYs1+oHkdUOD7741U+RQLW7DkubIsoMgQ9zCT6oZfRfVKR5UwxjZAAr4yavev2nRCyQe+6IGMut8Tfa5zo+kWEJpo3QUeOHMGdd96J7du3N/u9oiiw2WxoaGiQZhxBEOZEy43fYXabKZKLrYYRt8OLkNw2mmsL63UZt8N3TYzB18WV3Dq6JsYItcUS9BAhuW00luUVIDe/EJ7TNvlHgDc+P4aZmenoluQQqqeqth4jHv+kmR0vby2U5rfz0TOGnngTKdPSLwCwJO8gZmYaJ/+uBd76JCPxXpZv1eyVHSt6/15WTMqyhcQTCDU0q8NdccUVCA8Px0MPPYTU1FTYbM130v369ZNqIAtShyOIwNDgVjBs+WYUl9f4PJNtQ+Mxja1zR9Knba3Ak/Db0rceT/KO64iOT7WrHmcZR+ISHBFYev0luO9NdVvuHp6Ol7YUqr7+3G0DsXh9ga5Y+ammHn1yPlS108P+nGu95LJbwvNtTGQYqlzqH+YlOCJw06UXIDe/ULXMjGHpeHVb841ASzztsfw2772vmMecEhwR+OKRLO4c4/WZN4bP3z4QALgx+eWxMry4Rd0vRt6DJQO981C0DoDvW958v/RPG6XECguZ675Ra9z8cU7m+mXGo4+EPvyqDrdnzx68+OKLGDNmDPr3749+/fo1+yEIIvixWmKxlTDqdvj543oBNs74KAoWrVO3RQGQm+/95vl8W0WEBHix0iY6HH0vYD/M+l4Qx90Aifi2uo59mkFxu/HKVvU3+gDw6rZC3HFFN2YZR2QY045F6w4w/x4QE64Q6TNvDBe+X4CctQeYZR5ds5+5MfS046pnC0aYBRnzULQOnm9lJPjLWIllrftGrnEkLkKw0LwJcjqdOH36tD9sIQjCQlgtsdgqGHU7fGJsFPOTYwA4W12P4gr22XvW+wdRIQGRWFn7m0zVjZDoPUEivuWdjSivaWD2GWj0Sad4B2YNT0fL94N2GzC+bwrOMb5tUgAUV9Ryx0dEuEKkzyJjWFxRyyxzqtIl5JeVO4rYhUyCjHkoWgfPtyLtyIgVEWSs+0aucSSeQLAQygmqqPhZmnT58uV48MEHsXTpUlxyySWIiGh+zwQdSyOI0EE0sZgQR2byMWt8RBPvZeAREtAbK2t/k4mfauoxe/WXOFZWja6JMXjy5gHcb4DOt8MojpZWYdHEPvj9NRleIgEf7D+J9/cVS2mH1ycj+yzC0dKqQJsghIx56A+BEj3tyLJH77pvtjXObHOEMA6hJ0dCQkKz3B9FUXD11Vc3K0PCCAQRmpDwgTd6lIhkJx+rjY9M8QQenrZkxEpMZBjuHNa9ybcxkWFeZdT8b2SfPeIIYXYbnJ3i0b5tVJNQiGzhCkBdkc3IPosgKhoRaDUvGfPQH+Ospx2Z9uiZy2Zb48w2R2QR6DlkBYQ2QZ988om/7SAIgggK9CoReW6H5yX86r3NXqSdjnFRAGw4VeG7DNB4vIt1DCpVgq0e9KpsZTlTuH22MfpjA5DcNhI//sQ++mW3AVOGpqnaMn+cU9j3rOOIHt+yFNkeHN0LqfHRzGNBImOoKApOVdSq2qvFLzzMoOblmR8sv/FiW3QuK4rCPBInqx1Z81AvZlrjzOQXmZhhDlkBoZygESNGNP2kp6dj+PDhzX43YsQIDB8+HOnp6f62lyAIwrR4FI9avnEqLq/BPat2Y8P+k9w6jBKdEGknZ0Jv5ExQL2MDcHWvZGY7E/qlSvn0UcS3vDIbC4q5fZ6Zmd7UN1+vL5zYBzMz2c+6mZnp2HzolKot9725GxP6pTLtyJnQG5dwxCD6dI7Dig0H8eIWbyU6twK8uKUQKzYcbGqLVQ+LCf1SkTOhN9NeUb/w7guSMYdkEGa3cf3Gi23RuTyxfydD2jHLtwBmWuPM5BdZmGUOWQHNwgjp6en48ccfvX5fWlpKmyCCIEIWGYpHHowSnRBph1XmudsGYP/xCrBYu/ekbvUlmSpbWc4UZp+zxzq5Pske61QVPZg1vPHbF569a/eexHO3DVBtZ2RGR3x8sMRHDT+zqaBESJHtvS/Zl2mKjCHPbyJ+4cljy5xDemlwK1i7l/1mUSS2eXMsy5liSDtm+/TfTGtcMGGmOWQFNN8TZLfbcerUKXTo0KHZ748ePQqn04lz585JNZAF3RNEEIRZ2PHtGdya+x9uuX/M/IXwWXqjznS39jb7nYWl0vvsC1HfiuCxhddnEZ+o5eFoiQWPH1u280r+d1i8/qCUPstA1G+Aul94+GMOtRbZtqj5zah2zIqZ1rhgwExzKFBo2RuISeoAmDNnDgDAZrNh/vz5cDh+Tm5saGjA559/jv79+7fOYiJkCZWFiQgufMWtPxSajBKdaG07Wvvc2s2WP1S2ZPg2MtyOGZndVdsQsUXNDrOpqGkZAzW/yGrDCDUvf8S2jHZ4WE2oxuxrnFlRizczzSErILwJ+vLLLwE0qsB99dVXiIyMbHotMjIS/fr1wx/+8Af5FhJBCyXuEVZELW5vGdxV6O+tqEQko896RA1E2xG1hYfetUmGKpWoippRiI6h3jZkltODFlt4fmG9bqY+E9aA4kkemo/D3XHHHXj66afRtm1bf9kkDB2Hsy6exL2Wwef53CwYz+oS1ocXt/GOCJRX1TGViLbOHWmpbzt5fY6JDEMV4+LPBEcEll5/Ce57kz3fAehux1XfgCqXW7WMIzIMX+Vcy/S/jLWpwa3g0j9tZF5gmeCIwBePZKna4qp3I2P+B0y1NZ6aHdCYj9M2KhzlNfXMetSq8MTt/HFO7hjqXbMb3AqGLd/MVfMyYg6J2sLzy93D0/HSlkLV15+7bSDmvfeVrlghQgfe+vTcbQOxeH2BKeZQoNCyN9AkjFBXV4eVK1fi6NGjugwkQhtK3COsiEjcet5MBosSEa/PCoDqOvbdcDYAi9axBQty1h5Azlq2b3ntAGBugDx1sNYVI9cmXhREhtu5amt3D0/nlpkxLA02Tsw5osJ82uT59/xxvbB4vf/9YiY1LxFbeH5R0ChMwfLbonUHuLZYZ8Ug/InI+rR4fQHmj+sFIPBzyApo2gRFRESga9eudCEqoYudhaXMuxcUACfLa7CzsNQ4owiCg0jcllXVYfaonkGjRMTrMwDwzhKUVdUx70BRABRX1DLvw1EE2mF9kt5UjwKs3FGk+rqstWlnYSnXnrKqOm49ImprvDIjM1K4tpyrbWDGbWJslGFrtpnUvHi28PwCsL+l88S+jFghgh/R9SkxNso0c8jsCOcEeXj44Ycxb948rFy5EklJwXfBFOF/Qj1xj8QgrIloPKa1j8XWuSODQvEoGOcgS3BA1tokc43LHuvE76/JYKqtZY914nejLsbSvAIUnalCWjsH5o11IiYyDGv2HBeyhRW3onXIipfRfVKR5UzRHdsy5gfLFlG/yEDUt6H4fAmVPmtZVyb27yxlDgU7mjdBzz77LL755ht06tQJ3bp1Q2xsbLPXd+/eLc04IjgJ5cQ9EoOwLlri1gglIiNiKRjnIEtwQNbaJHuN46mttYyF/CPApoMlmhOl1eI2EGu23jkkc37o9YsMjBD0sCKh1Get8zDYFPH8geZN0PXXX+8HM4hQYkh6ElLjo7mJe0PSg+ubRrWERs8tzvQ1tbkxU9waFUu8PgPspHqgMakbioKz1eqJ+Qkx4QBsOFutfixIJHmfZSfQeERsytA01ddljbGRscKLheduG6jbliHpSUhwRHCT982yZptpfthtjccw1XzfMS4KNXVuZuyL+DYUny+h1mczPYOCBU05QQDw6KOPMn8IgoeZkl+NgsQgrI9Z4tbIWBLpsyMyjFkHb5PkVaEKvOT9R8c7cfdwtkjAzMx05qWdssbYqFgxU6K0WVZrM80PG9AkXKHm+wXXObnO4/k2FJ8vodhnszyDggnNmyAPX3zxBVatWoVVq1Y13SFEEKKYKfnVCEgMIjgwQ9waHUusPs8e1RPnGLLVQGNSdznjWyAAOFtdrzt5f3SfVCEhAR6yxtiIWDEqUVqW0IMRmGl+PH/7QGSPdXLFFfT6NhSfL6HYZ8Acz6BgQvNxuJKSEtxyyy349NNPkZCQAAA4e/YsrrrqKrz11lvo0KGDbBuJIEVW8qsVsKoYRKgknGpBJG5d9W5mIjtgnhvmRVDr87p9J6S1IYKI6ISIkAAAVLsafAoJePo7MqOj7jEUqUfPHJOdKB0Mt9D7w1befOatCTLEFTz2+rLFSuPTGnzFpVn7bMQzM5TeO/kbzZug+++/H5WVlThw4AB69Wr8ir2goADTpk3DAw88gH/84x/SjSSCl1BJ3LOiGEQoJZxqhRW3y/IKkJtf2Ewad0neQczM/PmbCD2+DVQs+eqz0fEqKjrBExKY+fdd2FhQ0vTv/CPAyv8cQ5YzGblTB/scn5e3FjYbH5Ex5NWjd47JTJQOllvoZdsqMp8B/rNMhuiEmi1jLxFbj80wPlpRi8tbBncV+nsj+2zkMzNU3jv5G5ui8G5faE58fDw2bdqEwYMHN/v9zp07cc011+Ds2bMy7WOi5VZYgggkZroJXQTerdT0tbtvluUV4MUthaqvzxqejgFdE3X51kyxJGpLtaueK4wQHRGOUxX+71PLDVBL+l4Qh69+qGCODwDuGPLK3D08HS9t8b5IU8sca3AruPRPG7mCBV88ksX0m8gt9PPe+0p3O0Ygc36IzGeRI5Y8e0XG8KZLL0BuvrotjsgwVLsaAr4myIQXl/GOCJRX1Zmiz/TMNA9a9gaac4LcbjciIiK8fh8REQG3m31bN0GEKlZKaAzFhFMZuOrdzDcpQOPt8Y+u2a/Lt2aKJRFb5o/rBdjYtthsNiy4zv/J+9WuBuYGCAD2+dgAAc3HJ2ftAWaZnLUHkLOWPYdy8703QC3bkTHHZCTVL1p3QHc7RiFrfojOZ1e9Ae97FAWvbGXbUl3XuAEK9JogC5G49IiuBLrP9My0Lpo3QSNHjsRvf/tbnDjx81nw48ePY/bs2bj66qulGkcQwYRVEhpDNeFULyt3FDFvhwcab48/VelSfV3Ut2aKJZ4toonfRtxyvjSvQNffe8anuKKWWaa4ohbFFew5xIoV0TiQIVggMt+LK2otI4wAyJkfovN55Y4iHZaKjeHZ6nquLYoCTBrY2RRrggxE4rKsqo4rlmIE9My0Lq26LHXChAlIS0tDly5dAADff/89+vTpg1WrVkk3kCCCCSskNJo14dTsHC2tklaXiG/NFEuyEr/9fct50Rl5Y2QEvDiQMVdlzmMzrQl654fofNY772X6zBEVzhUOsQqifhERS/E39My0Lpo3QV26dMHu3buxadMmHDp0CADQq1cvjBo1SrpxBBGMmCWhUU3FxkpJ0GaiW5JDWl2ivjUylngKWTISv1n1aEEtttPaOZB/RFfVhuLxiZrvZcxVmfPY6DVBhhKXWh2i89lTrrW2yPRZtySHtDWB1x+R/uoZHy2xHehnquxnJqmyGofmTVBNTQ2io6ORlZWFrKwsf9hEEISfYanYZDlT6FbqVjBlaBqW5B1kHlux24AObSJRUumylG9FFbJ8YfQt56zYnjfWiZX/Oaar/tT4aCiKwjwSlxIXBcDGPBJnt6kfiTvfJyzfPzi6F1Ljo5lHcVI5vhUZn44C/eG1IxueEldr1fs8ZUTn85ShabpUwUT9X1JZK2SLDPztW5FjakavG3qQaSupshqL5pyghIQEDB8+HPPnz8fmzZtRXV3tD7sIgvATHhWblm+cistrcM+q3dhYUGyaxHsrERlub7odXo2ZmelYOLEPAOv41qOQ1fINmFsBXtxSiGWcPBsjhRx4sf3Z4RJkOZOZdXRrF8N8fUK/VEzs34lZZmL/TrjkArYqUZ/OcbCB7ZMVGw4yfb9iw0FM6Md+YzShXyrTtyLjkzOhNyb219eOTHjjvCyvgPn6hv0nuXVsPnRKaD5vPnSK2xYLUf/36cyPp5b3WLUGI3zL8wlgLgEYHrJsleE3QhuaZ8ymTZswevRofP7555gwYQISExMxbNgwPPzww9i4caM/bCQIQhKiKjZZzhTTJN5bieyxTswano6Wzzq77Wc5XTOJGvCQpZBlRJ9FY/uF2wepboRG9eoAVz07A33NnhNYs4f9ZmTt3pPYxFGh23+8As/c0l/VJyMzOgr5/r0v2TlXa/ee5KpS8cYny5mCtXv5fTZC/UpknHnKeyLqfQvfL8CDo3sx5/ODo3tJUQXj+X9kRkfsP17BrGP/8QrdSnU83yoQUzXkqSeKKqVZaa3UayspzAUGzfcEnU99fT127dqFF198EW+88QbcbjcaGhpk2seE7gkiCG3s+PYMbs39D7fcP2b+AkN7tKOzya2Elz8DWOPc9yv532Hx+oPccvPH9WJeTurBn33WGtvVrgYszStA0ZkqpLVzYN5YJ/Z8f1aoDlnMH9cL069I9+kTUd+L4OkzD7Xx0epbfyJqiww8/VGbz7L9ouZ/2fNQjUD4VgQrrJUeWmurmeaY1dGyN9CcEwQAhw8fxqefftr0U1tbi+uuuw5XXnlla6ojCMIgtKrYBDrh1KpEhtu5b0ZEfMvbTMlKTlYro0UhK9BvVLTGdkxkGBZff0mr6pDF0dIq1TgwWm0QUI9J2epXemLFyDHytKU2n2X7RW8s6J2HgfCtCLy1UtbaI6MekXXdVzukMBcYNG+COnfujOrqalx55ZW48sorMXfuXPTt2xc2zmV4BEEEHlJ+sw48MQJZycmsMqIKWVW19Ri2fLNfE6V5mE0pTQSWfwOhNqj370XK6Y0DI8eI15ZR66nMecjCTL4VRda6YpQggVo7twzuKvT39GyWi+acoA4dOqCqqgrFxcUoLi7GqVOnSByBICyCR8VG7SMLG4xXeSK84YkRzPz7LinJybwyyXHRXvkQLbEBeHv3cb8nSvOQEdsidaTERcERGca0hfe6py6WmteUoWlc39ttQGQYu1BkuF33fJa1bsiIAxFbWH7zjGFCTASznQRHBLc/Rq2nIrEgMg958PoDNPqW19+UuChDnjGy1hWjBAlY7Ty16TASHBH0bDYYzZugPXv2oLi4GA899BBqa2sxb948tG/fHpdffjkefvhhf9hIEIQkrKS4E6qIiBFsLCiRkvjNS2BemncQM4alMW1xRIZJsUVvwq+M2Bap45GxvVBdx859rXI1IJa3UYoKY9oiojY47fKucDWw/eaqd+tOmJfhW1mJ3yK2zMxMZyrvLbjOqf5OvkVZvbbIWE9FYoE3D2X41gY02cHqb86E3twyen0iK56MEiQQacf2v/+nZ7NxtEpPMSEhARMmTMC8efOQnZ2NSZMmYdeuXXjsscdk20cQhGSspLgTiqzcUcS8D4SHAqC4opZ5p4sC4GR5DfOuG0+ZkRkpqgpZ4/um4JxLfUOgxZadhaWqZUSREdu8Ok5V1kJETojlFwA4V9vA7TNPbbBeUIdoKUfGXAS9vt1ZWMq8z0hLHPBsyR7rZL6eGBuFs1V1zDbKquqk2CJrPWXFgsg8NMq3o/ukGuITWfEkMy71tlNWVYfZo3rSs9lANOcEvfPOO02CCAUFBUhKSsKwYcPwf//3fxgxYoQ/bCQIQjKj+6Qiy5nCTQL1paAVI3DU53xElNJECHTivVHITIiXQUllDbLHOvH7azK8xvGD/Sfx/r5iae0A+m+qF41tVj2sOhas2S+lv+f3mUX2WCfuvbIn7nxtJ06U16BTfDT+Nn0I4h0RmPLK50LtFJ1pjCnefJblW19zXnbi9+g+qRiZ0VF1bWHZumYPW1a8NbaMuChZ91rJ83/2WCd+N+pir3Y+KigWmoda+sMaZ5E4kDEPWWVkxZOWeowQnUhrH4utc0eGxLPODGjeBP3617/G8OHDcffdd2PEiBG45JJL+H8kwGOPPYbs7Gz89re/xVNPPSWlToIg1OGp2Mz8+y5sPO+uk/wjwMr/HEOWMxm5UwcLtcFL7hcllG7RlpkQLwNPIq4vhSyZSbrJbaOl3FQP8GNbpB61OowWLGg5D0+W16Dfoo+Q5UxGWjsH8o/w20lr5+DOZ1m+VZvzYy8Rm6eiMeXL3pe3FgqNoWxBg5Z9zj8CvPH5MU3rXGtETPKPAJsOlvglqZ43ziIqaDLmob+FBER9UnS6yhDRieS20aTKaiC67gmSxa5duzB58mTExcXhqquuEt4E0T1BBOEfWr5haonIRsiT3K+G5/JQHp5k0pYLledzsWA7JuCqdyNj/getPhJnA9AxLgo1dW6crVY/8pPgiAAUBWer65llvngkS/VTyAa3gkv/tJF5tCghJhyAjWvL0usvwX1vqo/z3cPT8dIW74satcaB3ngSGR8bgPiYCG6fWb4F+PNwZEYHbD70o7ohguX6XhCHr36o0O1b3py328D0W2S4HQcXjeZ+6q13DIXiVmB8ADnrnEh/ADDLxESGoYpxJE60P0Yho8/xjgiUV9X5zLOxofEY2da5I7m5asOWb0ZxeY1qPWrtaJkfIu2I2Evw0bI30HwmJSwsDCUl3ovymTNnEBam7atfAPjpp5/wq1/9Crm5uUhMTNT89wRByKXa1cB84wU0JuZXMx64Isn9ufmF3ITtULxFWyQJOsuZLCXxm+c1GY9im80GhdOSDcCideoiDaI31RuRBC0yPndlpulOvBeZh5sP/YiRF7M/MR55cTvuRmmfjw0QoM23InOeN01FRByMWhNEYl/GOifaH5aIiQJwxTrM9LZapM8igioyhAR4YhCetowQ9CDhA+PRvAlS++KotrYWkZGRmg247777MG7cOIwaNYpbtra2FhUVFc1+CIKQi2gSNaucSHK/W2ksx8KopFWzwUuIz506WEridznjWyBPGZZvdxaWSmuHJdIAsN9AG50EzRufkRkpuhPvRedh58RYZDmTfb6W5UxG58RYoXrUEPWJXkEPD7x+yxhD0biV0WfeOifaH9784J3pERV6MAKRPosIqsgSEmAJOcwe1ZMZKzJFJ4LpRINVEM4JevrppwE0fqr38ssvo02bNk2vNTQ0YMuWLcjIyNDU+FtvvYXdu3dj165dQuWXLVuGhQsXamqDIAhteJKo9ZTTcsM5i1C+RVtNjEBm4rcILN+aze8yk6B5sMZHRuK9lnm4csZl+KmmHrNXf4ljZdXomhiDJ28egDbR4cLiCaK2qiWHyxL04PVbxhjKigMt65ya34ycQ2aZrzLtkCUkoLaertt3QujvZYlOEMYivAl68sknATR+E/TCCy80O/oWGRmJtLQ0vPDCC8INf//99/jtb3+LjRs3IjpaLGEsOzsbc+bMafp3RUUFunTpItwmQRB8tCRbqyGaPM4rZ9SN7GbFlxjB+ehN/BaBVZfZ/C4rCVq0nNr4yGhHyzxsmTz+dXElsp78DI+OdwrXI2IrK5FdlmAEa13x2CGCjLjllRPtc1VtvWpSvZFzyCzzVfb6JEtIwFc9/ngGkfCBeRA+DldYWIjCwkKMGDECe/fubfp3YWEhvv76a3z44Ye47LLLhBv+4osvUFJSgoEDByI8PBzh4eH47LPP8PTTTyM8PBwNDd7nW6OiohAXF9fshyAIucwTVDNilRO97X7K0DRmGaNuZA82RP3WKFqgToIjgulb0XZEbpBnlfGU02OrFnv1xtOQ9CSuDHxkuJ3Zjug8HJSWxLztflCavr54fFJ2zsVsJzkumjvnReD1W8YYyooDkXXOBuDt3cdV/VZ2zqV7DongiAwzzTo5JD2pUZiFQUJMOFLiAr/20zMouNGcE/TJJ58gMTERLpcLX3/9Nerr2We91bj66qvx1VdfYc+ePU0/gwYNwq9+9Svs2bOnVSILBEHoJzLcjijOG7iocDvzTZ5I8vjMzHTuG0VKJm0dIn6bP64XYGP7jedV0fERuUGeV8bBuXNFJAKMiieRBH9eGZF5GBlmw7K8Q8yk7cc+OIRRvTow6+l7QRxTaGP+uF5YvJ6dpL407yBmDEtjthPGecfBW1ca69A/hrLiQGSdc0SGMf22eH1B41zk2MKbH1yhjboGSwnI2Gw2LLiO7xd/r/30DApuNG+CqqurMWPGDDgcDvTu3RvHjh0DANx///147LHHhOtp27Yt+vTp0+wnNjYW7dq1Q58+fbSaRRCEJHYWlqKW8wautt6tO3lc9P4MSiZtHTy/iYon8MZZZHz0lpk9qifOMdQIRW0VtVcvMsRFROahq0HhJo+fLK/BjGE9mOIJa3+TyY0VkeT9kRkpqnN+fN8UNLC7I7SuAHLGUFYcsNa58X1TmHHr8VtibJSu+TFpYGeu0qMiIERjFKLCFCJ+MQJ6BgUvmi9Lfeihh7B37158+umnGD16dNPvR40ahZycHDz00ENSDSQIwliMSh7XAiWTtg4Z4gki4yzrBvlgSU6WIS4iM3m8pLIGuVMHo9rVgKV5BSg6U4W0dg7MG+tEzP++YZMVK2pz/oP9J/H+vmKhOkSQMYay4kBGnyf279zq+bHw/QNCdsoSr9CLlmeMiF+MgJ5BwYnmTdB7772H1atX4xe/+AVs5x2l6N27N7799ltdxnz66ae6/p4gCP0YlTyuFUomlYvWcVZTt9KCyBg2uBUUnChvejN5abdE0yYnq/lEi6iBWh3+ELeIDLdj7CWdmtpq+WGEXqENT7kwuw3OTvFo3zaqKXE9EPHmqndzP4CRmVSvt88itvgqI0uIRjZ6Y1uLX4zALHYQ8tC8Cfrxxx+RnOz9tfq5c+eabYoIgrAmnkRQ3s3WlAhqflhqXlnOFKTGRzOPOXkSfln1jO6Tyn1dlGV5BcjNL2x298qSvIOYMSxd2FajYPV53lgnVv7nGLeOQWlJqqphnvFhzcOOcVEAbDhVwZ+resZIy5qg1s78cU5p8Qaw/T+6T6pqLM3MFD+KK4qMPuthytA0LMk7yLyzSESIRiYiaw89Y4hAozknaNCgQVi/fn3Tvz0bn5dffhlDhw6VZxlBEAGBEkGDgw37TzLVvDYWFKNPZ7bCZp/OcdhYUMysZ1leAfP1DftPCtm7LK8AL24p9Hoj51aA3PxCdGjLvox7Qr9Uw2KS59vPDpegW7sYZh0d2kTid2/tYY4Pbx7mTOiNnAn8ucobQ94Yia4JrHbue3M3N94m9EsVspXn/5l/36UaSy9uKcQywZwtEVi2iPZZb9xGhttxdS/fOV8eru6VrPkYcmsRWXvoGUOYAZui8O4Zbs7WrVsxZswY3H777Xjttdcwa9YsFBQUYPv27fjss89w6aWX+stWLyoqKhAfH4/y8nKSyyYIycj6dJ8wnga34vUNw/nYACS3jcSPP7m4nx53aBOJU5UuZhm1Ojyf6G6dO5L5hsZV70bG/A+YtvBIFWhHBiK+7RgXhZLK2lb353y/bSwo1vWtSJYzhWuvyBjJaMfGiBUASPnfN1tqYg8eWxVFQXFFLdNWFnYbcGjxGN2bApFY4PVZRtzy7JDVjgxbtMY2QWhFy95A83G4YcOGYc+ePXjsscdwySWX4KOPPsLAgQOxY8cOXHLJJa02miAIc0GJoNZlZ2EpV82LtbHx4Fb45Vhv8DzqVzsLS5ln6VfuKNK1AYJgOzIQ8a2eN+ieOjz90Ss6sePbM0LKbiK+09sO7yNXnt88turF/T+lNL25iiKxwOuzjLjl2SGrHRm2aI1tgvAnmjdBANCjRw/k5ubKtoUgCJNhVCKojCRo4mdkKovJgGePLNUqTzsi8cRSShNpwwg8bbU2Yf78OkTbai1mizkenpjTs/bI6rNRvtfSDs8vavPHqHjTYitBqNGqTRBBEIQs6NidfGQqi8mAZ48s1arkttFC8TTz77uwsaCk6fX8I8DK/xxDljMZuVMHc9swChltyVTWY/nWbDHHo1uSQ/faI6vPeuuRrZ7I8wtr/tx5hdi3a6JzVa+tBMFC+ECs3W5HWFgY8yc8nPZUBEGIw0ugFU2qJ5ozJD0JCY4IZpn46HCvCx5bYrc1lmNhg/pt9TaIqV9NGZrGvfGeZ0NqfDTKzrm48dTyDdz5bCwowcy/72K25VFKY/U5JS6K61seCY4IKepYIvaKjBFvrpadc3HbYfnE4zcH59s4R2QYUuKidMULACTHRetee0R8y+uzDHU4WWMM8Md5wrP5zPnzytbvhGwRmat6baXnB8FDeBP07rvv4p133vH588c//hFRUVG0CSIIQpgGt4KF7xf4lEj1/G7h+wVo0JssQvjEbrdhxrA0ZpkZw9Jg47ybd0SFQYE+lacwu4375jfqf0nsau3MH9cLi9ez4ylnbYHqGzgPGwtKUO1qYNoqoto2MzOd2U4UJylf1mEeGWqPInN18foCzB/Xi9nOzMx0n5tmz78fGdsL1XXqvgeA6roGPDKW3Q4PG4A/rdO/9oj4ltdnGSposhQ9eeOsANj3QwWzjk0HS5B97cVMW0TmKs//9PwgZCC8CZo4caLXT0ZGBl577TX8+c9/xk033YSvv/7an7YSBBFEaEmgJbSxs7AUZ6vqmGXKquowMiMFs4ane31abbcBs4anY2RGCreec7UNmD2qJ1Limx+1SYmPxvO3DxQ6krKzsBTnGBsPAKitdzPbSYyNEhAsEMtDWMqRUB7dJxXP3z6Q2efssU5V347vm4LaejezjbKqOmmxL2IvC9G5mhgbxWwne6yT+fqpylqukICiAKcqa1XrmTSwM7sCeIRB1EUYtKw9PN/y+izryJbeMQbEBBZE2HWsjGmLyFzl+Z+eH4QMWvXVzYkTJ/Doo4/i9ddfx7XXXos9e/agT58+sm0jCCLA+DPhNBAJtGbCLL7NHuvE76/JwModRThaWoVuSQ5MGZqGyHA71uw5LlRPWvtYbJ07ktsftT6L2pvWPhaf/fEqXbaKUHSGL9Qgomyl5tsP9p/E+/uKuW14/OKqd/vssxb0KHFpiaeJ/Tsz2xndJxUjMzr67M+CNfuF2jlaWoUZmd19trPw/QNCdYj2RwSeb0f3ScWIi5JbJcTRElYssHx7PnrnIY+iM1VYfL26T0TnKsueUH9+EHLQtAkqLy/H0qVL8cwzz6B///74+OOPkZmZ6S/bCIIIIP5OOJWdzGslzObbyHC7T7lgLfXwFMxkJNUXna7CiMc/aVbHy1sLpSfmp7UTE2oQUW3z5Vstfl2WV4Dc/OYXfy7JO4iZmenIHusUqkeLvWp2aCnHasdXHHjGUFQgw1POVzuyRDYAbWsPq88txzD/CPDG58c0jyEvFli+FblTStYc8swfNZ/IWPtD+flByEP4o6QVK1age/fuWLduHf7xj39g+/bttAEiiCDFiIRTmcm8VsJKvhURWBBJ4BdJqud9sxFut+GpTYd11SH67ck8jZsLrYiOz+ZDp/DilkKvO5TcCvDilkIs4xzbk4VRcZAcp+4TDzY0CmmowXrtfCLD2C1FhtulrD3L8gqkjCGvnpl/38VdV0TmIW+cReDNHxnrU6g+Pwi5CG+CHnroIdTU1ODCCy/E66+/jhtvvNHnD0EQ1saohFNZybxWIhh9y6tBpM+L1hXAxcmRqXcrnDoOcOtw1bsx8mL2NyFZzuRWHVPSgsj4PDwmA69sLWTWk5tfyO2zUciIgyXrC/jqcFFhXBEHEVwN7HKuerdu37rq3cjN1z+GIvVsLCjhiIIcQM5a3jzkHyWM4GweReaPjPUpFJ8fhHyEN0FTp07F5MmTkZSUhPj4eNUfgiCsjZEJpzKSea2E1XwrKrCgN4FZVLCAXYd6ovv5dE6MRZYz2edrIvcEyYI3Pqcqa70+9W+JWwFW7ijyn5H/w7g4qOUKZJyrbWC2wxO10ILeulbuKJIyhiL1sPD4ljXPPGV441zXoODSbgk+X9Myf2SsT6H2/CDkI5wT9Nprr/nRDIIIHcx+u7XRCad6Era1Isv3ra1Hq2957fAS5vUmZMuIBbMlJhedqcLKGZep3njvQUSMQCQOWGVYsa9FJEAWehPmjYoDVl0iohaieOpq7XwXHRtPObV2ZI6xDKYOTcOqGSncdYXnN1EhBxZGPj+I4IMu9iEIA7HC7daBSDhtbcK2FmT5Xk89WnzLa0ckYV5vQraRCcxG4UnajokMw+LrL/FZRsS3InEgUkYt9rWKBOhFRsK8UXHAqiutnQP5R+S0k9bOoWu+axlDVjsyxR5kkNw2mjl/gNbPj5ZCDiIY8fwgghNtGpsEQbQaq9xuHYwJp7J8r7ceUd/yblOf+fdd3GRrGQnZshKYuUn1MWLJ2Cw7UuKihOrgJW2L+E0kDvTGypShabpFAkSRkTDPE0YYkp4kIFxhQwpDHEEk3mSKWgxKSzJkDJPjormCEXq+2PDMj3BOJeF26PY/ILZOWuV5SAQ3tAkiCAOw0u3WwZZwKsv3MuoR8S3vNnUFjUnQLHLzC/HSFv0J2cbFgoIozhvkiDAbFIYd80Zn6LRBPJH90TX7dSehi8SKXpEAEUTievH6AiicW0x5VogIDbjqFcwbfbHP+kTjLSYyTDXny0OWM5lbZlSvDnjsg0N+H8OYSDuWrD/IbGdp3kHMGJbGrCfLmQwb1P320DUXo56zxtW7gYeuuajZ37Wsh+d/kXiSMT8IQga0CSIIA7Da7dbBlHAqy/ey6uH5lnebughuBT7fYLQsI5JUrzcWRJLqz1bXo5bzBrmuQcHsUT1V7dh1rIz59x5Yye6iieynKl2qr4smofNiZWdhqW6RABFE47q8up5ZD08YQVRkYNexMt1rT+7UwVzxC16ZGcN66J7vImNY5XILxcrIjBTMGp7u9Y2Q3QbMGp6O3KmDmX5bf4B/OS8ArD9QrHu+iwhg6J0fBCEDygkiCAOw4u3WwZJwKsv3MseQ5VvR29RlIJpwrScWZMZ0WvtYbJ070qcdb3x+TKgOVuK80QnoMoQE9PrXbIIFRWeqsPh6/WtP7tTBXPELVhnReWikGET2WCd+f02GqpAAa54+uUksUepYWbVp5ruZnodEcEKbIIIwgECIDchQQrNawqkvRS9Zvpc9hnpvU5eBJ+FaJFZ4saBWh9kS4j3CCL4wOgE9uW20qgqd1ngTUbNj/b0MWLZoHR+RtYcXt7zkfVYZrf73ZYs/fBsZbseMzO6q5dT81jUxBl8XV3Lb6ZoYw6xH1E4ZiNZllOJqsLVD0CaIIAzBk2BeXF7j85iSDY3HDWSJDVhBhU42aopeM4alIzU+mnlEQyTZ1zOGeuvhwYsVEew2QOEcibPbGhO3ZcQKq44sZwrXb42iBjbmERmPYMSw5Zt9tjNvrBMr/8P/NoiVOD9laBqW5B1kHomz24AObSKZR+I8/TlVwZ7vmw+dwq9e/o9PFboHR/cSjjcRNTs1RNcmRVGYdzHxbJl+eRrTDg+iwgb+XuO0rNlqtswf5xSOfV6s6F1Xnrx5APrkfChUTg8i66TMPhv1rAu2dohGKCeIIAzASLGBUFTdYSl65eYXokPbSObfT+iXyvV9mN2GCf3YDyGRenjwYsUGcJO6Z2amYxSnzNW9krH50CndscKLt40FxVy/TezfCRP7s8v06RyH+95Ub+ezwyXoe0Ecs46+F8Qx70iKDLdjZmY6s46Zmem4fkBnZpmJ/TshZwJ7vvfpHOe1WQB+VqFbseGgULyt2HBQlwqg6No0sX8nXbb8bVsRurWLYdaR5UwWusPKiDVO1C8bC4pVbbnvzd3o05kdkyKxIuPZ0CY6nOv/bu1i0CZa32fjYXYbt8+XXBAvpc9GPeuCrR3iZ2gTRBAGYYTYgJVU6GQhoui174cK5utr954UUodbu5f9EBKpRwRerOROHcxMkn5wdC/sP87u8/7jFchZe0BXrIgqQa3Zw/bbmj0nuGU+PljCtbWE8U0FAPxY6eKOT/ZYJ9e3InGQ5UxRHcNnbumPjw/yFf7e+/IEs8yaPSeE1Ox4qmy8eMtypnD7LGLL96XVuDqjvc/XPIIFPIxc40T8wrOFN868WJH5bHDVs33iqld0+81V7+b2+eODJRiZ0VFXn42Kg2Brh2gOHYcjCAPxt9iAFgUzK+X6sBBR9OIh4hOeb0XrEYUXK6wk6R3fnhGylYVIrIgqQfEQKcMaY4+tPETHR4ZvdxaWqo7ha9u8vy1pSaMKHdsvon5buaOImUcCsONNpM+itlzeowOevW0QU7CAhdFrnB6/KGg8lsqCFytGPRvOt0WP30QVFj0x2do+GxUHwdYO0RzaBBGEwfhTbMCKKnSAvkRQWYpeMtXhWpukrhW1JGl/KDT56pPZ4kgEUZvD7DY4O8WjfdsoJLeNbopHrXOswa2g4ER5k98u7ZZouAqd3vZkjvPR0iqE2W1IaxcLm82GbkkOn3NdbU0IxBqntmbLakNLPa1dW4zym2isecr5mh8yVeiMUk/U0o6v2Lbqs9vq0CaIIIKIQKjQ6UVvIqgsRS9Z6nAbC05h9uo9rUpSPx89fpGt0KSW7D72Eusl6or4huV7LXNMzW+XpckRQBFFZI7I6LMIR4orkTH/A+b8kOV/fyOrjeS20ULzXY8AhlF+E12PuyU5LNEf2e2ojfMtg7tKbYcQg3KCCCKI8CjzqH2OZoMcBTNZyEgEnTI0zSt/wxd6fTIkPQkJjghmmchwO9btO9nqJHUPev0iYmuCIwIpcVFcv2w+dEo12X3dvpPcT6ETYsKREseOyZS4KDgEj0OptuOIQEIM+3O9BEcEd5x5vi875xLyLctvOwQvgYznJKknxISr+tWDDY1zhIVIn3nj44i0C83DHYWlzPkhx5YwQ9a4IelJur7h9cyxsnMu7nxnib+IrC1GPRtE1mO7DThRXmOJ/shshxXbT206jARHhGWe3cECbYIIIogwUoVOL7ISQUUUvTxqav72CS8BXSRJ3agEWRuABdexY+XhMRl4ZSs72Z3XH5vNhgXX9WK288jYXqiua+DazGwHbElwX+23RMT3i9cXQOElegB4mSMSwKOxP+x2bDYbYiLYj3FHVBgztkX6vGjdAVS72ONTXefGHVd0Y9vLfLVxfjy6Zj8n9vdzY6W6rsGQBHJXvZsb/x7UYn/+uF6NMeXjb86f7y9t0SeAYdSzQWQ9vuOKbnh1mzX6I6sdkXnmWcPM/uwOJmgTRBBBhhEqdDLQkgjKg6folTt1sG6f7CwsxdmqOm45Fp6EYF47ev0iYmtZVR0SY6OYfjlVWatbdEK0HYF9Bbed8up6bhme30R8z2vnbFVdq+94Or+tihr2m/2yqjpU1bHfhJ+rbdDd5+KKWm5/FAXoFO9QnYdDuydy62gUg1C/f0lB4+u8WFEE5pkMlgp+szu8Z3vV2E+MjRKKORHf8fps1LOBtx53incIiyewMKo/MtoRmWdlVXWYPaqn6Z/dwQTlBBFEECKiNCQiRiDj5mqjEpyzxzpx/8iLMHv1lzhWVo2uiTF48uYBTfdeiKov6bWXBy9xWIZftNQxsX9njMzo6DPZesGa/UL1mKUdUVsAfcnJVsOoPh8trcKiiX3wu1EXe6m/LfvgIHZ8VyatLRFbZKxfgPqaUHRGTARAAfDZH6/yGftr9hzXbI8aIqIE/lah88Baj0Xnu8z+6I0FvX4TnWdp7WOxde5Iv48P0QhtgggiSGGp0Ikk4cq4udrIBOeWSbZfF1ei78IPmyXZ8pT5jEgO5yUOy/CLljp89fnlrYV4dLxTquiEEe3osUVLcrLVMKrP3ZIcXu3kHwE2HSzBFQbL+lbV1mPY8s261i+AvSaktXMg/wi/DrsNGPH4Jz5jX2aiu+g88qdCqQfWeqxFPEEEPeu6lljQ4zcta7IR40M0QsfhCCLEEEm6lyFYIJLgLCvhVG/SsAx7RbDb+EnqoqIGLL+IJvPyErKTGYIGoiQ4IgxrR0QYgWXLU5sOc5PuRdvRi90mIIwgKG6hu88x4ULJ7slx0artvL2b/42HDfw+x0fzbbEBeHv3cV3rF8BfEwYJqvxtOXxa9zrIQ0QAwyh46/GJ8hqheJLRHxnPMhlYTbQoVKBNEEGEECLJmTlrDyBnrb7EfNEE8/nj2AnzIomgrno396Z6XpKtDHtt+FmAQY2ZmelS7gvibRhEknlFErKXrC/QrdoGRcGidex2luYd5Cb48xARRhCxhZd0LyrA4OD0JyKMPYozhqXBxol9EXELkXHm9tlmw4xhaVx7l+YdVG3HV8J3SxxRYdxCdjvfFkdkmG5hEZE1YVneQbaxLcr7+p3IOjh/XC/E8hTxOAIYRiGyHr+6rZAroiFjrTRKZEYEK4kWhRK0CSKIEEI0Cbq4Qn9ivkiyLy9hXuSogpYbyv1tb+7UwcyEYJF7gkRFDXiCEbxkXpGE7OKKWpzjqILxOFtdLxRPvAR/HiLCCCK28JLuRQUYeP2pa1Awvm+KaqyMzEiRIm4hMs4ifR6ZkcKM7ZEZKcx2PG2xOFfbIORbli3j+6YwY1ZUcEV0rdSD6LqSGBvFnYc8AQyjEF2PWSIaomslD5niOzKwimhRKEE5QQQRQshMgpaRbM1LmBdB6w3lanZosZeVIJs91ukzMTymxSe5RghGsJJ5ZSZkE61jlDMFKyb19xkrouPDm0OyxrmksoaZ7G5kPHls8TXPPiooxvv7ioXq0PO6THjripZYCDRa1uNFE/vg99dktHrt5yFbfEcGRglTEGLQJoggQgiZSbgykq15CfMin4zJSLLVKkagRXTCkxguKjohWzBCzVa6eTzwFJ2uwsj/+9RnrMgSt5A1zslto5nJ7lde3FFKO6K2qM0zLWuPntdlwltXZK8J/kTrehwZbseMzO5+scWsfiPhA/NAx+EIIoQQSc5MiYtCCiNRXTTZWuT2a5Gb0nmI3lDOSrKVIUYAyBGdKDvn4n4SGhluN+QmdF4seMqxSIgJR0IM37c8sQGeDanx0XzBgphwbmzzcESGCYkROCL5Y/jUpsO6E+Z5c6jsnEu3UEOCIwKbD51iJrtvPnSKKxxit6n72NMfGUIPvPnjiAzjzh+hNSEmXJegh2gyvJWS6qcMTeP6xCgRByv5jQgMtAkiiBBCJDkzZ0Jv5EzQn2zNu/1a9KZ0XtKqyA3lMpJseQ92WaITi9Yd4N5Cr+WmejVkxQJPOMFms0HhZYMoCmBje9gRFca0Y/64Xtw6bDYbFlynnoQukrxfXdeAR8ayE9kfHpOBak5OkKveLSVhnjeHFq07wLTDV/1edbndeGUrO9n9la2FeHhMhs/6PMIhnnnKSgzPmdCbWYbXZwXgzo3qugYpyfA2m40r6BH1v3VHTzK8lZLqw+w27ppglIiDlfxGBAbaBBFEiCGSnCkjqZ53+7XoTekiSau8G8p5SbYyxAhkiU6IJluL3lbPQm8szB7Vk5uwLSpYwPP/udoGbjzpFRKYNLAzN3lfUYBTlbVMv52qrOWKDTDbgHjCvEjM8fzCM7W8pkEo2Z3nl+yxTr+vPSIoHKEUQHxN4Alg1Na7mXErmgxvlaT6nYWlphJxsIrfiMBAOUEEEYKIJGfKSKpn3X4tO9k3e6yz1Um2MhJojU5KFr2tnoeeWFi374QUG0SRFU9qSegL3+d/awI0JnXPyOyu6rcFa/br6aaQrWYUt+D5BTBu7RGxlYXM+cyKWy1YIamexAgIK0GbIIIwGDVVMKMRSc6UkahrZLJva5NsZdhidHJtWjuxBGRXvZu7MWxtoq7RfZbhf0+5BreCghPlTX65tFui5qRuNb+J1iNqa2tfNxpPv3359vw1Tk9iuKw+88ZItoiM1ZLhRdYNX2idh61t53xEnqki/jfLs5kwjoBugp5//nk8//zzKCoqAgD07t0bCxYswJgxYwJpFkH4DZYqmJW+lvcknBaX1/g8SmND43EDVsKpjDpkIbM/rKM6KXFRAGw4VaHeTse4KKEjcfME7tFoqeYFAEvyDmJmprZ7ONTidv44J7fPqfHRUBSF2SePX1hHBT0J8cOWb/Y5f7KcKUK2DElPUvXLHVc0HqlkHf0Sucl+ytA0LMk7yD1CxsJjK2vNEOmziG9ZfbYBSG4biR9/cgn5RUbM6e0zD5ExFF0TeLEtM/HeqOeHnjHUspb6O1a0+CRYns2ENgKaE3TBBRfgsccewxdffIH//ve/GDlyJCZOnIgDB8SOJBCElRBRDrMKMhJOzZS0Kqs/E/qxH5YT+3fiCg3kTOiNbu1imPV0axfjde9QS5blFTDVvJYJ5hSx4va+N3cjMpw9Ph3aRmJi/07MMhP7d8LE/mzf9ekch/veVJ8/GwuKuf6f0C8VKzYcVPXLK1sL0SWJ7fureyULqfe1i41kluEl1E/ol4qNBcXMNWNjQTH6dI5j1nPJBfG45AJ2mT6d45rEC87H8++FE/sIiY/830eHdMccb50UGWfe/BEZQ9E14ZIL4pn19OkcJ2UNM+r5oXfdEPUbax7KihVRnwTTs5nQhk1R9KRvyicpKQmPP/44ZsyYwS1bUVGB+Ph4lJeXIy6OvcgTRCBpcCten2Cfj+fTsa1zR1rq63cZn56Z6RM4PbbwxthT19a5I7GxoFi1nZEZHZEx/wPup+6HFo9RfSPnqnfrrkO0TyJ0bBuFU5XsT8t5n6jzvq3oKPhtkton1KKkCszTn2rq0SfnQx2t8L/B8awZIv0R+Xbr6Zv7Y8kHh5ix7+uTe7utcQP0+2sydMecyDopMs68/oqMoQfWmiBjropg1PND1roB+N9vsnwSrM/mUEbL3sA0OUENDQ3417/+hXPnzmHo0KE+y9TW1qK29ueHZEVFhVHmEYQuRJTDPEpoVjo3LiPh1ExJq3ps4Y0x8PMYs9p5Jf87ISWulTuKVPOfVu4o0l2HaJ9EYG2AAAi1weqPqKqejL6IzNPZq7/U3Q6vP541QwRRZTde8j5LfERG3IoqLPLg2aFlrfX3XBXBqOeHrHUD8L/fZPkkWJ/NhBgB3wR99dVXGDp0KGpqatCmTRu8++67cDp9nwVdtmwZFi5caLCFBKEfMyrmyEJGwq+spGEZSbatRdYY81Srzi+nlsirpQ4AqHY1YGleAYrOVCGtnQPzxjoRExlmyXg0Ap5fjpVVG2SJPI6WVumah1pjzhdGxpuWttT8IqPP56M2n7WsLXqS+7X0R4/gipGxwisXzM9mgk/AN0EXX3wx9uzZg/Lycvz73//GtGnT8Nlnn/ncCGVnZ2POnDlN/66oqECXLl2MNJcgWoU/lNCI5gQ6yVbLGLPaEVUWq6qtVxUJ0KJyNvPvu7CxoKTpd/lHgJX/OYYsZzLuvKL1n14HM7yx7poYg6+LKw2yRg4iMcOaY1qV9Xxh5Ponoy0ZffbAWhNEbS06XaW6JogcLRbtz5HiSq/jbFrWWiNjRZbCIj2bg5OAX5YaGRmJCy+8EJdeeimWLVuGfv364S9/+YvPslFRUYiLi2v2QxBWwKOYo/Z5nA1yVYRCDRkiAHqTY4ekJyHBEcEsk+CIQNk5F7Od5Dj1ODmft3cf11WHDcD2b8802wCdz8aCEryy9Ttm3IrSsW0UN/Z5Ags8EmLC+TfVc14XITLczp2nT948QEI7NoRzPsEPt9uExob3RYCIWhpvjp0or9HdjtAciglHQgy7DI8ER4SUtXbK0DQpvuWtPWXnXNznR4IjAk9tOqwruX/K0DSheNpRWKprrZXhN1nPVHo2hzYB3wS1xO12N8v7IYhgwExKaMGGq96N3PxCZpnc/EK46tVvdm9wK1j4foHPBHPP7xa+X4AGPZrHAKAoWLSO3c6S9QXcN+u288r7qmNp3kGu+lh0hA0fH/K9AfKw6WAJsq+9uKnNljaIMn9cL2Yd2ddeDFe9fo2eas5N9VWuBsTq3Ai56t3MWAIgZR676hXUc+Kt3q1g6uXs0xCzhqcLKbuxjo2KzLFXtxXijiu66WpHBJvNBoUjBSHyAYAMIsPtun0rsvYsXl/AnENKi/K+6hBZv8LsNt0fFPDWWkCO32Q9U+nZHNoEdBOUnZ2NLVu2oKioCF999RWys7Px6aef4le/+lUgzSIIvzC6Tyqev30gUuKbf62eEh+N528fSHcRtBItybxqaEmOZdVxtqqOacfZ6nqmqpUn8fsc5808q7seW6vq2G9EquvENh27jpWpxu2kgZ2F6jhVWcuM/V3HyoTqYXG2ul5I9Y3nWxGWcj7t5r0ukxNltZg1PN3rk3W7rXEDlD3WieyxTm4ZFqJzrFO8Q1c7InOorKoO5dX1zDK8OCirqmPOZS3o9a3o2pMYG6U6h2aP6sn0m8j65bFF7/zgrbUe9PoNkPdMpWdz6BLQnKCSkhJMnToVJ0+eRHx8PPr27YsPP/wQWVlZgTSLIPyGiPpYsN1aLdIfPWXMkmQbrImzRWeqsPj6VIy4KNlLPGHZBweF6jhaWoUZmd0x7MIOmL36Sxwrq0bXxBg8efMAtIkOxxufH/NzL+RSdIYdc7zXZXKsrBq50wZj1vALcctL21FS6UJy20i8dfflSGrz811F2WOd+N2oi30KYHiQMccWTeyjqiDnwQxCHJ62yqvqcOdrO3GivAad4qPxt+lDEN/iSN5PNfU+49aDiG/VhAS0rD0T+3f2OQ8/KijW1Ge9tvDwxAtvXRfxGw9Z6qJGqpQG2zPeygR0E/TKK68EsnmCCAgsBSYz3ZkjA5H+6C1jliTbYE2cTWvn8EqIzz8CvPH5MVyWJnZO3pcAw9fFleiT8yGynMlIa+dA/hF/WO8f0tqxY87I/nRNjMGEZ/Ox74efr4w4W12HgX/aiL4XxGHtbzIBeM+h/CONxx0980zmHIsMt6tKG5tFiCO5bTRGPL4ZR8/8rOR3srwG/RZ9hG7tYvDZH0cCgJdvPXGrxbcsQYkrL+4obK/aPBx7idizwVcdrbGFR7ckR6vW9ZZ+E0WWuqiselgE2zPe6pjuslQt0GWpRDDhSY5tOSE9nw9Z7Wt5kf4A0F3m6VsH4IF/fMk8AmMD8PWf2BfvXfqnjcwjJQmOCHzxSJbqJ3aeS/fULq/0XPRYU+fG2WpGOzHhAGzMMjwckWGIDLPhLOPYUHx0OMpr2MeKAODOK9Lwt21FrbYFAK7OSGbmH43M6IDNh37U1YYj0o5ql5t7FCohJkKXbwHg4KLRzE+rq10N6LVgg642ROnTKQ77T6jfmdf3gjjce+WFzDl09/B0vLSlkDnH7v8H/+6jw4w5BnhvgFoyqlcythw5zcwpiQy3I8kRgVMVtapjrZYz5yHBEYH46HAcLVWXMu/WLgbxMRHNNkAtEfHtKGcys88zM9Oxbt9J5rqREh+N6/qmMvOyHJFhqHY16KpjZmY6/vXFD9wjiSzsNuAvt/hek7Wu/VZ63okQbM94s6Jlb2A6YQSCCEUMS8w3CNH+5Kw9oLuMiJCAIypM93ED3l+LJNguuM4plpWt82REdV0D3NzPt8Ri6bXtRfqMAbgCDJsP/YiRF+v7BLba5eaKQcRGhXGT6nlEhdu5yf0y5mlUuB08DYFwu425AQKAfT9U4NE1+1XnkILGZHbeHBOB1e9qVwNzMwA0fgvAS6p31bsxb3QGAPV5xlsPFLfC3AABwNEz1cwNEPA/33LWJ16fX9laiIfHsPvz8JgMvLKVLUxRXde4AdJTx8v5hdxlIYoTlDOGpWFp3kGmT3LWHkDO2uB53okQbM/4YIE2QQRhAmQk5psJ0f6wbn8XLSMiJHCutkG3qIFIMjUvwTYxNkpIPEHPJ7EAoChARQ3bJ+Wc1z0Y9UzunBiLLGeyz9cu6hjL/XsF4IpBnKtt4CbV86itd3PjYPZq/rcmIu1w9gNc9TgPpypdzNdZ1XjmmAgsQQiZYhEssY7Zo3py1wORb0BFOcVZn3i4Fb5wyKnKWu48VBRg0sDO+uoAuN+S1ta7Mb5viqqgwciMFO7aX1xRyxWIsdLzToRge8YHCwG/LJUgiOC7tdqMdrJuU5fpf1aC7Zo9x/V2I2gpOlOFlTMu85mEvuLDQzh86lygTWzCEwdq8XSsjP0tQ7DCEoSQKRbhEesYmdHRK8H//9t78/ioiqz//9NLutNN0lkgG4QsuJA0IQiKihAXCIowgjPjjDqKKIiOA4/K+JtRUDSIiMvXx5l5dBxFlBncZ1ERcImiQBwURJAlbKMBFEiiEJImWyfp+/sj022WvlXVudU3tzvn/XrlpeRWqk6de27Vre46n3pX4Dwco+EXDgnWH5vVjPvf3iVUj9NuRdnd44PGpGgdIhS70/HYVWcFFTSQOcbJnEd6W4wg2ub4aIEWQQRhAKLt1Goj2sk6TV22/9USbI3oF6OQ0797MvW+Sg8mPrkeY8OcrBwqqfGxzATnrCQH9lV6etHC3oElGCFTLCJYrADA82UVuGZ0lpxGdERNSOD5soqQhSnUxh7ROkQ4+EMDxj/xSVBBA5ljnKy6jCBGEG1zfLRA2+EIwgBE26nVov1Jd9k1l0l32bknyDttFuZp6iInssvwv4hf0l12pLvYZXiY0C58wCIh1ipUl14flp6Tk4zbXvoy6D3655dHuLaaTfw+Jzpj4LTxpz1eHNTUe1Vtve2lLzF5+EBuGzwSnTH/FclglOHEvR8nJ1eKawvHDj8LGGe7sK6FCitW/vDhflg5QWuzyAvqBEHfqGE2AamuWGY8pTLGAz8mANPH5Khenz4mh/ssmwBuvpvVbOKOpYlOdlwmOqzcMU7WfOcXI1Cz9z2dvjmMtjk+WqBFEEEYgGg7tVq0PyVTh2kuIyI24E8a7oroiex+W7T6X8QvJVOHoWSqehkF/ORkh80ME8dWs9kkJCQwa1wOs4wIvJdOu9WMpZxkaqednew+a1wOt88A0OBlJ9r4fax2fxZOycfiNewE58fe34vhg+KZ7Vg4sy9P4QwATCZw2ykYGIdGXnIRtx0TivNTmGUmulOZink2q5kbt3armdtOcX4KHnl3L1PogZcr5W1TkJloY5bJ7u9AYSZbWWr4oHiYTPzYZiEiJCBD/MVmNWN2US6zjhvHZnGFKVp9waVFOo6lPNFhk8mE+38S/vHWSGIE0TbHRwu0CCIIgxBtp1aL9EdGGRGxAdacLHIiu0z/a+3zvOIz0Mx5UWnw+oSEHkSEBMbnpaue7O7OiGP+vR9vG/slo7nVxxXAqG9u4yZkc0UnBAQnFLATzJP62YUSnBdMHqb6Ej1kgBNtnHVJTUMLV8ShpqGF2U5hpgs/HTmYGf8i1DS0YNa401SFKya6U7HshtHMOjZXnODGbXOrj9vOrHGnMf0vyiV56cju7wh6zX9O0Kq5RUzfLpg8jBtTsoQEtIq/AO2Hk6o9y7demItWMa0Upq3HapuE4laP8dZoYgTRNsdHA5QTRBAGQs9Tq/VApD9ay8hKxPWfyK6H/7X0efWOo1Jt4VHtacL8yW7cdWlet6TtWX/dAuCUbrYUu9PxxC9HBk0el5mQzUowF22n2tOEVXOLggo9fLS3Cne8tl2Krax24mKt0hLiqz1NWHbDaDR624ImxIv8vYx2ZN3ng8cbsP5341Hb0IKZKzbjaG0TBibE4oUbz0VCh+1cLN+K2qJX3Ir4WO1ZtlnNmL78c2m28NBjvDWiGEG0zfGRDi2CCMJg6HFqtZ6I9EdLGVmJpP569PJ/T9vRO3GW1Z7MZHdRW2xWM2YVDQl6TRbZyU54W31Yu/No4CX8rMGJcNgsISc4W8wmpCfEoqnVh/SEWFjMprAkjztsFswcNyTwYuVfmMhKiPe3Y7OaMXn4wEA7wXJIgilxheo3h82CxVcOV72uFb+IQ4IzBv/8zVhm2bhYK5bN6P5Nl4xk994QElB7hvR8nmWOt2rKb0YVI4i2OT6SoUUQQRARjT/hlLXtwWxq3xLHOk3daAmpaopGC6e4uf1Nd9kBmJhncWQkxEJRFOY2NH+i7tK15Vi2saLTOSNL1u7BjRfkCPUlLd6Oak8z0/+itqghEgcZCbGorG1i5tqYTcC/vz6OxWv2BH638QCw8rPDmOhOxV+uP0eonXNzkzH7b1s6HZbpr6c4P1WoDlGfsNSvpo/JwZK1ezSd9yTSjn8rj5a4FUkMF7nPIsgQavDbohZT/thet7cK1z3/WbfnZ3ZRLn4/KZ9bR9p/n+eqOnY7WsewBZPdWPnZYW45tXy1js9yVR37eZc13rJicqI7XUrMEdEL5QQRBBHRWMwmTB3B3ks9Ib89xyBSElJZikZzXvkSBYPYCdvTzhqI4Zyk7oJBLkw7i61iNnVEBh57bw+e3VDR7SXapwAvfHoQKXHsBPPCTBcWTeMLYAzPTODay7pHFrMJKfFsW1LibbjlQnZy+OBkBz7aWx30Wml5NX790hdc/xcMcuHXL33RaQHUkQ/3VKO+mZ03kRJvE/JJaXklU/1q3d4qDE4OnvvihyeQIdLOe7uOaY7bqSMyuM+hyPOuluvjhyfiIIpIsnvBIFe3DxCA9ufn2Q0VeOy9PZrFUgA5Y5jDZuGKQfh9q1XwRsZ4y1N+Ky2v5MaKSMwR0YtJ4cl4GJi6ujokJCSgtrYWLhf7wSUIIjpp8yndzv/pSvsn0flYvGZPr54VIYJIf8wmMD/ZT3e1f/PCKmM2ASlxNlR5vKpl0uJt+P6UV/O3CGV3j0dpeaXqJ7bj89KQt/Bdrr17F1+uKuHb6G1D/v3vce3Z8+Ak/OHDfd1eTM0mYMYFWXjxU/4n4TxElN1k1MO7hyYAqfHseyxqR5orVvWbRdFv83hx648V1kup6PM+bGA8PtzzfbdrIiIOoaL2bcS9l+fh9te3C8X1ur1VPf6WTdYYJnMs7W1bO36DxvtGnBdzRGQRytqAtsMRBBHR8BSAgB/V39SS3Y2ESH94ixLWi2jHOngvx1pfnoEf1ZdYCcHLN37D7ZNPAVZuOhg0lwEAHl5bLmTPw2vLsfjK4UGTwxev3h1q94Ii65NFXj28e6hAzj1sVyjjq2zx4N1jf6yw8iVEn/f//eVZ+L9rz+6RiEOoqMX2ik+7fwPUlY5xLUNERgsyx9LettWvqsdDJOaI6IUWQQRBRDSyFYC8rb6gykkdUUvElYGeSkV6wevToRMNQvUcOtGgen8OHherw1/OYjbBPTABA+LtSI1vFywQrYMIH/5YUVOHC+V5FxFxCOfzHkpc+9spP1obsOXs7KRu7YRTSCAU38oSvOmpb2WOk/66wjmuG5W+2OeO0CKIIIiIRlTZ5+APDd22T3TdnqEmADC7KBfz/5tIHe5tHnorFelBanws02+iCmYHKj3dts3574+oslVOf6eqLWemiZ17RISP1PhYVUGJie5UzBwb/JvAruj5vKuVGSu4WMlOdgrZIgNWf/RWU9MylspW1Qv3uG5E+mKfu0I5QQRBRDRtPgVnP1TKPLTQabOg0dvWbXuR//OuZ64fhW2Ha/DshgrVOm69MBcjs5Jw20tfMuvROnm0+RQML3kfDZzDEVkKTWmCOUHxditqm9QT9BNirahratW0vctps+D/XTUCc15R99ufrh2J21/dpqmdmWNz8MKnB7nl/njNWbjzte2qtkTShOjP+an2eFVjQUZOENB+H1kx6bRZACho8HJOgWWQ6IzBOdlJ+HBPcEEJACjOT8UXh2oM87wDYJYB+HldN43NxfIyti0yFkJ+IQE1W5/+1SgsXlPOVbuTkUPDs4U3lvpzgniqenVNrdy45Y1P0XiQqVb/G5lQ1gakDkcQRNTT2NL9hQj48eVk0TvleI7xQgQAz22oQMmqcm49bVpUBNA+uTe2iC2AWGpSs4vYKmizxuXAxHmRMZtNXOUwHo0tbVj0zi6m35asKf/vS3TPWfHvg5iQN4BZpjg/BY+8u5dpi11FeKFjHf04ttokzawOK/v+OO0WPHAFT4lrGLdPIjRyFuWNLW2aFkAAoCgKcwEEtCvr8VaqvOf9gbd3YdlG9vO+bGMFHnibHbeL3ilHyardzDJOOztWbhqbjRc/5dvibdXm2zafgkXvsMevxWvKsXBKPoDwKruJ2MIbS0WU+e6bnM8dSxu9bVj0DvseyhjXjYQM/0cLtAgiCCKi2VxxgvmpMNB+RpDqNbQnx/KGe9Hk8M0VJzg1sVm56SDTXn9bV40ahPSEzltC0hNiA5/gzZ/sxq0X5qLr+4rZ1P7J8vi8dK7fahpa0NCi9cWWn7xfWdeMes5LNg+fAlxwWgomulODXp/oTsWscadxk6mbW304OzuRWQfPVo1rgQCNrexAqG9uQ1I/O565fpRqLCT1s6NZ4ws0wP+GTMaektpGtmy4n5ON2p73Kg9f8VBEdOJYbRMz+V5B+z26ojBd9TkcmOAUFk/QgoiQgF/0gBVPMr4dELWFN5ZOKshg2lrlaRYaS6s87HsoY1w3ErL8Hw1QTpAE+npiWTQg6x6KJNnqBa9P0RK3RhMSqPY0aUq2Fk2mdtqtWP+7S5jtzJ/sDqqCZrOa8fb2I1L7bQQOnWjAshtG41RTK+a9vg2HaxqRleTAk1ePRFysVbjPN4zJwQszUjFzxWYcrW3CwIRYvHDjuUhwxhjOb9WeJkw7axAuOjM1qJCA0eztixS70/HEL0cGfQ7vf3uXUB2i44IaoYgeTDtrEMbnpTHHFi3zR6hiNqy2WCp0or6VabMMwj03yxYTimRoEaQRSiyLfGTdQ70SW0Xg9Sma4tZoQgKl5VWY1+VskFCSrUVFAhqaW3HR4x93quP5sopu99BmNQeVlTaa32SQndxd9GBfpQcTn1wfUuJ313t4rLYJIxd/gNlFubh4aFq4zO8RqfGx3caejQeAlz8/bEh7+yJ+Zbpgz6Ho8y5ajmWDaLlg41PHsUXr/KHVlq5tqanQafVZV1v0QI+5WW8BDCND2+E0wDut+L1dx3rJMkIUWfdw6dpyPLtB/VTwpYJnmMiA16ela8ujKm7PzU1GRkJst33hHTGbuu8b92MCuH/vL5fuUi9nQnuS7eodx5hxwLs/qa7YbltngrX1zy+PaLqHPL/5/ZLusnN9wyMhlv15W6LDikRHjKY2TABSXbFM39bUe5HoZLdjs5qZ93Dd3ipuHfGSkoJS42zc+7NubxVz7Fm3t4obTyKIPB9acQr6TaQcy29p8TahdmwWdq9sVjPz+fDfo3Nzk1XrmD4mh3t/zKb2cloQfd5r6r1hnz9k2cJrS9S3afHa7qEs9HqnFPW/Hn3ubWgR1EMosSzykXUPva0+oSRbrYmtIoj0adnGiqiKW16CrAkIiASwkn1vuZAtJHDLhbkomarejgJwk3BFkq0fXrsHs8blMOtx2iya76FIYvEDV7hRMpWdeC+CkAipxrdoh82MJWv2cBO/ebbwntPlZRXw+dhlrFYLYjmiBjzsVjPX9/densdUFQP+a6+Ex5mT3w+HzcwVjODR2OLjiltMyBuARk6eGk84ZOEUt1C4edv4sbJgUl6nuru2xRMSsFnNXBGT2UW5mrdVizzvC6fktz8jQf5e5vwhyxZeW6K+XTSNJy6iXQyCh57vlKJjfyRujw8VWgT1EEosi3xk3cOVmw7qktgqgkifWLZGatzyEmTnT3Zzk315QgLzJ7uZ7Vw1ahA3CVc02Xp8XrqqLVcUpjMT80O5hzy/TSrIYJYpHCR2NEFdM3txeLKxlSvSwKPB6xMSrhBNvlfDpwB1Tez+1DS04MWbzlNV1uN9wwC0CzTwktSrODLofntlwOkyGrw+zeIWioC4xQWnpWgWDqnyNEuTQt9yuEazkIDI2CMD3vOe1M+u2/whwxaRtrSO63pJRev9TmmEPhsBygnqIZRYFvnIuoehngoeTmTFWyTGLStBVuQ6wBYS4LWz6J3d0vpS7WnC/Mlu/ObiM7ol53+yvxrv7KgUqkOESQUZGHd6SlAhgY5lgiVKX/FUWY/7GO1Ue5qwZ/HlOPxDAyb9cT0aW3xwxJjx3h0XYdt3Nbjjte1CdUw7a5Auid9GwS9uUdvQElSYQrTPTrsV6+66OKhYhEy/HTzegMVXBn8+QhESmD/Zjf8ZfybzORSph3d9UkFG2EU0Qhl71GJb1JZqT5OQb+8sHhq0zyK26EFvvFOqjeu9JebUG9AiqIdQYlnkI+se6pXYKoKseIvUuFVLkBW9DqgLCfDqkZ2EO/tvW1Ba/uOZKcdqmzDiwQ9U5ZuD1SFC13b2VXpQUPI+JrpTseyG0QCCJ+s+X1aBlDix3Iq+SDDBgoYWHy5+4mNMHi72Kav/HuqR+G0UspOd3fzWUZhCtM8HKj0Y9sB7QcUiZPotp393MQ4gdCGBrn3eV+lB4aL3hQVVetpOOEQ0Qpk/1GJbtI6DPzRg3KPrmH3u6peNB9rPm+oqNiAyP4SL3nin5MVtX8CkCG3WNiahnAorG5HTimWdrEyEB1n30NvqQ97Cd5nbBMwmYO/iy8P+CYtIn3gPvNNmwc6SyyhuQ0Q0DuLtVtQ2qW/JSnTG4JzsJOahkWYTe1uK6D3sugDqykR3Kn4+KpN5srjIBOKIMTPzONoT3U3Mk915OG1mtPrYOT02qxnJzhhU1WnbDuWMMTPPT3LaLLjuvCxmrqDTZkGjN/ihnrLHHhlb4lx2C3NbY6LDCsDEPcOHx6xxucw8p1njcvFCWfC8FFlthMIfrzkLd762XfX5uOXCXDy3obu9/uvPXD8K2w7X4FnGYc23XpiLkVlJzOdQRjuzi3Kxescx5vwBsJ/5RGcMtt43UcqBqry5LMEZg9qGFmafATD9ZpStX3q/U/pFGIzul54Qytqg73znJRlKLIt8ZN1DvRJbReD1KViycFcaW9oiShjBKIjEwaxxOTBx4snX1sZcAAH8l1qRe9jobWMugACgtLwaD7zNPk09hpPfUjAwDk0csYFGr0/TAshfB0/UQCSRnYcJ4B4g2+Bt475kN7a0MZP3ZY492f0dzDIimM3s8ctkMkGRkGnD89sLZRVwahRgeKGsQkjtTiWlK4DdasbStepiHAr4QgIlq3YLCevwnkNeOw+8vYvbzvKyCtx7ufrzoQBc38t64xGZy4DgC7KOQgIlq9h+M4oQkJ7vlCTs9SO0CNIAJZZFPrLuoV6JrSJwk/c5f6/oJOIQjfDiYHxeOlcAoK5Zu4qgyD18WFC2nXeaekubgiEDgm8vKsx04acjBwslsmtFtA5WIvtVowZJa4f3/qAo7OR9mWPP+t+NV10IJTnFdsXzvuGpaWjRLDohggJoF2AA/z4qADhrXTS3+lBZp/58AHwhgco6MXEL3nPIa6fK4xVuR+35mFd8Btf3NQ0tuiTvzys+gzmW+oUEWPfHaEJAer1TkrDXj1BOkEZ6O5mO0I6seyiSVK8XWpP39RBxiFZYcSAr8VgE3j08eFzePb6j+ExMyEsLmtRttOR9fyJ7uMUtRHDarSi7e7wuY8/6340PKjbwROk+/G3TIdldIyKUQycaMKtoSNDnY/WOo0J1yE7e12KLCEYSAtLjnZKEvX6EFkES6M1kOqJ9iwtv4cFTj5F1D0WS6rWq+4iiJXlfZuKwrP6I0OhtYyoAidgSTnv1FJzw30O15yOnvxMbD8hpKzU+FjarGecP6Y+M/7bjfwaNlryf01/dHr1tFW1PJCYtZhPcAxMwIN6O1PjYoDHrsFkweXhGIBYcNovh7g/Ru/jjIdj80VuCUFpsEcFoQkDhfqckYa8foUUQEdF0VboBgCVr94SkqKMnMtR9tDB9TA6WrN3DTaTWejq5Hz193zXJf+MBYOVnhwMqZyK2yLCXFZO/n5SPjIRYZvJrSlwMqk9pSy7330OWLQsmu7Hys8PcutLi7cytOBkJsVi3twrXPf9Z0HbuujRPKOYURdu2OFEBgAWT3ar3ecHkfG49oraK1JPqig1Z2aqnZdRi4aaxuVxbTQDSXLGoqmMnbSuKwt0ephW/LawzoUTqMAncn5Q4G6o9Xm6fWUIbrHhp74sd1ZzzntptYT+HrHtoApAab8P3p9hb4nhj/7m5ychIiGVupcpIaF+khxu/LTwhAdb98ZfRw14jIeq7vuAXygkiIpala8vx7Ibup6H7FODZDRVYurY8oIDSddCurG3CbS99ifd2HdPNXp4tS9eWh91WPUUc9PQ9S+WstLwaU5/ayLVFhr28mHzsvT3c5NcHrxyuelikH1cs+/OrgkEuPPHBXqYtf/hwHzdhPru/A2kJdmaZ1jZft5frju088cFeTMhn92dCfiqKOX3m2SoiAJDd34H1+6tV7/Ptr25DAecAWBFbJ7pTuc/ZhPxU3P7qNs0xKVKGFZfLyyq4fb7lwlyUTOUnbQ/PTGDWwzskNiXOhlsvZPvtlgtzMe0s9gcSvDgodqdicDK7zOBkBxZNKwDA7nPJ1GGqZUxAIA7U6iiZOkxoTOY9h4OTHYE2g7WzaFqB5rHfYjZh6gi276eOyNAlHUBUSIB1f/xl+lr6Agl7/QhJZBMRiag0LOvTM9mSkyz88pesT9B4n+TJtDXYp8JmEzp9g6YFXn9l9qfR24b8+9/r8d/7P40FTKqfLovYG4pU+rq9VdxP7tUWdhPyBuDjfT9olkUW+TRcBv5P1Ks8XtUy6Rz/A+3++UlhOpaXHQwat3ddmidlTOD5RNTWsrvH47H39gR9zmaNy8HqHZXc54P1zYpo3Ip+03DT2Gy8+Okh5pjA+sZpfF4a1/88eH7zf5uqZSwFgLR4djz62fPgJKzfX635m7ieflPn7/OdxUOFxrg//XIElr6/r8ft8MZ+kXksQ6c51Y9e3/BHI9Hql1DWBrQIIiKS5Ru/weI1e6TU9ers88Oe07Xp6+O4dtlnmuuRaatILlVPEe2vjP4sfGun0LYuGbDsFY3JhVPyMatoiFCeR7Acp1c+PyQt9iONV2efj7Ozk4LGrcwxQQb+WAn2nG09VCNlPJDJwin5mD4mp8f5lbL8z/KbzWqWNpaKMP38LCy+criUXEKROtT6LDrGTT8/CyVTC3rcDg89x/VQ6O1cz0gmGv0SytqAcoKIiESmepmoAoqWwUKWyopMtRaRROqeoqf6jEyVMx4se0VjMpTYbfMpqKxtQrWnGbFWM9p8Sp9W7qv2NKmKjxjNL/5YafS2Ye3OYwFFtqvOHmxI1SVR/6klbcvyv983auOTnr7zjy3eVh/W7jwa+DDirMGJnQRX/PZqffFXi23RMU60nMjYH2y+C3Vcl/VBm17CRjIWBEapQ5S+LuxFiyAiIpGpaCSigKL1a2NZKiuy6gn31+B6qs/IVDnjwbI3FOU9Ef9PfWojdnxXF7i+r9KDgpL3keGKfsUeNWT4Xy9S42Nx0ePrcOh4Y+B3x2qbMOLBD5DmsvWiZcE5UOnptp2tq8gMC1n+T42PZT4feipW5fR3cgVXRNA63oqOcWYTwiq0cc3oLL4RaL+HIqJFIsiYq/TaMmeUOghxaDscEZGEkhNU7WErw/D2L/sTj7vW4f8LkUPM/Hup1dRY/PWxHsZEZwy23jdR8ydCMvrDg9dfI+UEAYDNaoLVbEYD4yBAp82CnSWXac4J+uM1I3H7q9uY/v/zJ//ptAAKFVGlNL1wxpjRwDh50mkzw2axMA/k5MW/t9WHM+97V7MtPBIdVgAmrq0JsVYcOtGoWoaH1WzCgDgbU9kqzWVHXVMrJ27NaPBqO4BX5MBnb6sPQ+97V5PCn81qxh9+eRbmvKI+Pj39q1H4//7xFbPPPBJiraht4h/sOj4vBev2fq96XWQhJGO8FR3jgs0hHdsBwLWFVybBGYPahhbmuP6Twgws21ihaqfoAeIyfCdSB8D3i4x29KiDCG1tQOpwREQiqnK2aJo2ZZg2n4JF75QHHfD9v1v0TjnaOG+cImoszi7bK7oi48twWf3hoaf6jMNm4aqp8fC2KmjkvFQ1trQx/SISk7PG5eDhtXuY/n/g7V2aFkD+dvpx4ol3XSa8RYfIS7pIpIiUadSwAAIAk8kEhfOq39baqmkBBACtPgX3XDq0vc2uNvz3v/dNzkdjCztuG7w+zWPHso0V8Lay/WYxm7hjGA9vqw8lq3Yxn4/Fa8o1LYAAwGw2oTg/hVlm/ND+zAUQ0K48yRo3ZI23NqsZdoFtZKx2SlbtRskqvi0lq3Yzy/gXWmoxee/leVhepr4AAsTiSYbvROvg9VlWO+GugwgdWgQREcv8yW7cemH7GRcdMZt+/KRpUkEGnrl+FNITOm+hSE+IFfpUZXPFCaYSjoL2LS6bK05w7WXZMq/4DNRzJvaahhahdljI7A8Prb4PhWU3jFZdCGUmiW2f4U0tigKs3HSQWYYXk+Pz0rn+F1GtAoDs5FhmO7x44l3XG9Y3KwA//lduOij0LYTWV4iahhbUNrK/RfB45byorNldyXyGqjzNENnLodUan0Dsb644ISWmqk+px79/fNJKTUMLZo07TXXMmOhOxaCkfkJ1Pby2XPWarPF2c8UJNHMWDSwUAJV1zUxFQ78trHOeFLT7bl7xGcyY5L2ni8aTVt+J1sHrs6x2wl0HETqUE0SEDT2S++ZPduOuS/OYyZeTCjIw0Z3eI1tkJ/ir2bJ6x1Gp7Wj9e1nJx5MKMjA+L63HilOhlFl2w2icamrFvNe34XBNI7KSHHjy6pG47eWt+K5GTn/8yd+shN/5k934zcVnYOaKzYFk+BduPBcJzhi8vf2IFDsAINYWgx0PXNStv3GxVqntGIlqT5NqHBhNGEEGh2saMakgAxedmdpNJdBhs+D+t3fpZovfv2r+N6LYA4tqT5PqmBEXa8X05Z8L1eMXIwinkIDRfJszoB/K7h4fNA5EY5I3lsqYq2T6TUY7/nIyYkWEaFR+k02vLoKWLl2Kf/3rX9i7dy8cDgcuuOACPProoxg6dGhvmkVIQM/kPjVFnY70VAElHAn+wWzRS0hAT8ECIHgcPF9WIS1Rl1VmX6UHE59cjzPT4qT0BWhP/uYl/HZNpPYnw090p2LmWHachkKTtxWFi94P2LGv0oPCRe9jdlEuLh6aJq0dI3HwhwbVxG+jCSPIICvJ0S3eNh4AXv78cPvhsDr2mSfooadggQyCCTD4x4wHrnALixHk9Ff3iywhAaM9z35FuWBzaigCMTL6zIo7mTEpox2W6EcosSICCSyI0avb4davX485c+bgs88+Q2lpKVpaWnDppZeivr6+N80iNCJygnmkcG5uMjISYlX31JvQPrCcm5usuZ1EZwyzTKIzRko7evQHEIsDPcps2P+DkL28D8jMJuBobROe3VDRbbuHTwGe3VCBix5fF/SAU6A9f2B52TfcvAlnjNiwfOhEo6od6/ZWCcWTCDI+N+TVYQKQ7mLHZaIzBn/4cL9qHKS6um8PDNUOERKdMUh32Zm2pvST8/liZpKTGW9Ha5uk9ImHCUCqK5b5HNbUezXnBAFAapyNOz5pxWY1o6bey+zPOTliY+A5Ocmq9fzhw/1IdMZw+7NubxXzPq/bW8Uct4H28YnVTrrLzn3GMhJiubHNmx+mj8lhWPkjvLFUdAxj2SI632nts2g7rJgTjRWRuTma3sHCTa8ugt577z3ceOONGDZsGEaMGIEVK1bg8OHD2Lp1a2+aRWgg2pL79Ezw5yGjBb36IyshVVYyLy+peKI7lStqcNPYbLz4KTvht6MccjA+3FPNTepuaPHBqtH/z2+sEEpy4oon2C1wCC7KWMwcl828fsuFuSiZqh6X/q6w7vHDa/dg1rgcZju/On8Qx1I+JgD3/4T3DBVobgcAVvz7IPP6C2UV/EW1hIWJ027BkjXs5/DB1bu54iIi8Hx798QzNbfRLsCwk9mfR97dC5uF/RzaLCYsXbs37EICy8sqcO/leZ3+rmM9JiAwfqm1UzJ1GPMZA9rH/pKp2sSEgv1tMHhj6fKyCvDEi3ntiM53Wvss0s7CKflYzHmGeLEi4vtoewcLN4YSRqitrQUAJCcHX+k2Nzejrq6u0w9hLKIxuU+PBP/NFSdwskFbYrgoevVHRkKqrGTe5lYfzs5ODHrdL3PLEzUYmODUTXa6VWNDCvhCAycbW/niCc1tmuSk/QxMcGoSMZlXfAbz+fDHwfi8dGY7W745qbkvNQ0tSOpn5woWyIC7jgVf4EKrkhrQHgciz6qMx6PK08z07ZrdlRJaAapP8ePJ28bukbdN4Y5PsoQEeH6ZP9nNHddFxn6t84OoQIlIn3kCJCJzoh59FmknqZ+dOyfyYkXEjmh8BwsnhhFG8Pl8uPPOOzF27FgUFAT/FG3p0qVYtGiRzpYRoaB34r1eaBFXEKE3BAtE+tPTxEoj3t8bxuRg2fQUXPPcv1Ht8SI13obXbrkAyXE/HlzJEtrQMwk92jh0ogEPTivAncVDgyb4+1ET0nhXcPtGtacJ8ye78T/jzwya7P76lu+k9Kfa04RpZw3CuNNTgrZDsdJzDp1owKyiIaqCKk9+qNPJyBLJGdAP6393iaZxxe8XNZEMQEyIRmTs1zLf6S1QIjLXhLvPInWIitWwRCdEiNZ3sHBhmEXQnDlzsGvXLpSVlamWmT9/Pn77298G/l1XV4fBgwfrYR4hiN6J93rSU3EFEXrDb7z+aEmsNOL9/dumg7jjte2Bf59sbMGoh0q7HXioJrQRjYn3ehEsqX7jgfbtgTwBjOfLKjQlmHcUjEiNt3G/IRNtp6sAxr5KDwpK3sdEdyrOzw3PONEXUBNg8AuqZCU5sK/S04sWhs7BHxpw0eMfB+2PFiGBjiIZ8ye7hYRoALG5rKfznd7jpOhcE84+i9QRyhyvxY5ofgcLB4bYDjd37lysXr0aH3/8MTIzM1XL2e12uFyuTj+EsdAz8T6aMJrftCZWigo98BJSZSXz2qxmbD10Muj10vJqzP7bFqatgHjCr1ZMABIdYqIFLHh1JDqsQr512rRPE7ykep64xR8+3N9NVr0rTpuFm2B+/mkDNPfFabNgedk3TAGMf399XHM7ovDvs/ZYctos3DiQEScAP1YmDx8op504fhJ6ooP9OXGiw8r1r9Nm4Qp6iMATEpj9ty2GSIafPiZHSKBERCwlLV6bYIGR0FNkyUjvEkanVxdBiqJg7ty5ePPNN7Fu3Trk5rITkwnjYyQhgUjCSH7TK7FSJMFcRjKvAnBPJ+ed/A5ASiKp3WrG7KIcZpmbi3LkqGBwMJlMuP8n+e3/3/Xaf/977+V5aJSQE7T4Hf6J7DxxC949bPC2cRPMX/rsEM9ULg3eNny4J/gCyM9He9nXRbBZTELCFQonA4N3XYRGbxsavDz/+6SE7YOrdrEFMNZo32pot5pRMrV92z0rkR0mjgCAycT1b2NLG7M/i98R6w9PSKC0vNoQyfA2q5krMnNzUQ5f0MNuMcycKAO95ngjvUtEAr26CJozZw5eeuklvPLKK4iPj0dlZSUqKyvR2MhWWCKMjR6J99GIUfwm6/RrEaEHXoK5jGTeC88Q+/SfdfK7yHURmlt93OT98XnpXN+JwNv2JZrgzxFoEqL6lFf1mqi4hQgiydaRgrdNERKu4CWP866LIOo2Ge79vp4tWPB9vfb+NLf6uLGf1M8uNIbx/Mt6fhSwBRo6oiV29U6G54nMjM9LF4ptkfkhktBrjjfKu0Qk0Ks5Qc888wwA4OKLL+70+xdffBE33nij/gYR0gi3kEC0YgS/6XlStz/BXEbSqlqZG1/cLGSL/+T3nl4XxZ+8rybAIJpAK8sWlv8pwZ+IVnixr+dzqBd6JsPLGONE54dIQq853gjvEpFAry6CeBrwRGQTTiGBaEbEbz1VbRMh1MTKYLb0pI7yo7WByfLs7KSgSnW8MsF8F8rJ77zrIvXw8PdZTYBBz4RVXlskBkFEK7zYj8bEcb37ZDGb4B6YgAHx9kDCfyh2iM4P4ZwPOyKrHRnvRiK26PUOppf/w4Fh1OEIghBDi2qbCP7EysrapqDbW0xo/1r93NxkVVsWTnEL19FV8QgAlqzdE1A8AiBURo0Fk91Y+dlhbr8XSKpHjY59ZuH3P2tLogjpLjtzi1kG5x4+cIUb08fkYMnaPZq3kaXG2Zhb4jISYqEoCtNeHia0p3CwbDWb2rcnRcLHb+kuOwATqurYzxDPb7w4EEHEbyL+FyGlXwxzS1xKP6vmLXEisT/Rnc59DkXi1szxSWpcjNCWOF49LETHHpmI+FbG/BDu+VCkP3pvLyNb5GEIdTiCIMTQqtomgmhiZWl5paotc175ElNHZHDreOy9PUzFo6Vry7F0bTm3DAuHzYLCTLaSZGGmq9N5NWr1pHQ4UygYrlhrUOWjUBJSLWYTUuLZ7XCE0pASZ8O0s9gqWlNHZDDv4W0vfYl1e6tQMIjtO0cM25jCTBfSE9mf/KbE8+21Wdh+i4+1cm0tGORCVn+HpnYKM11C8cSrh/c56fDMBCFREJ7fpp01kBu3vHgqGORCsTuVWabYncpNiOe144gxIyOJfX8ykpxwxbI/vxXpDy/2S8sruc+hSNzG2dm2OuxWZHNiMru/g+vbie5UzWOPLHjzVGl5pdAcw5sf9FLE02PeJVt6B1oEEUSEoJdqG8BPrJzoTufasuqrY3j6VyNV6xifl4ZlG9mKR8s2VuC5DfwyLOWwNp+C7z3q30IAwPceL9dvjd42fM/4NgMA6ppa8cdfjtCUkNrobcOO7+qYZThCafj+lBdvfsk+GPTt7UdRsop9Dx94exd2HWHbwlOPq65r5vZnx3d1eGvbUWYZbxv7/tQ1tXLb2XWkDoeOs4V3eO3sOlKHqlr2NyuVtU3cenhP6Ud7qjE+L437HK76iv2i8eaX33HjlhdPu47UYce3J7llfj8pXzUhfsYFg7ntNLb4hGKlron9TRCvnY/2VOOBt9kqdCWrdgvZwnvOeLYeOt7IjclvTzTirkvzmGIDy24YbYhkeNF5aqI7nWmvyPyghyKenvMu2aI/tB2OICKEUFTbZOwDZiVWbvr6uJAtSf3sqqdfL9/4jRQ1L58CrNx0MGh+DcD3GyDmN1F1uC2HazSd+C1DhQ7gq07xtkgpAKo4i0cRRLdiVXm0bdkSQcZ87FP4tlZL8FvHuO7pcwiIq4/xbOHFgv8ZUkuIn/PyVs12yILXHwXicSvDvzz8scASGwCMkQwfyjzFsldkfmAhaz7Ue94lW/SFFkEEIZFwJgjKUG2TRSi2qCW1HjohR20NQKCuU02tmPf6NhyuaURWkgNPXj0yZL+p3UNRdbiDxxvQ6G3DC2XfBOwYPigBcV228ASzNS7WKk2Fjoh8/HGt9gzpqfYlgt+eYAnxh2vo6AstiI6XvS1IFOp4q2avrPlB6zMSjnm3p+8JkfoOYGRoEUQQkgh3gmCoijpaYfVHtI3S8irMe3170KRWmcpj2clOTH1qY6ftK/sqPSgoeR9DUsTaSY2PZfZZVB2u/EgtCkre72ZHYaYLq+YWAYCqrYWZLozITJSiQkdEPtnJTmZi+MVD03rPuCCwniFeXhLBhhcLPIEYvZA1T8maH7TOh7LnXS3vCXq/A8how+gqi5QTRBAS0CNB0K8apvZ5kQk/qh5phdefmnov1xanzYLVO46pJrUerW3qtr+9KyJfopkAvLX9iOr+/W++b4DVbOL6rabey+zzOTlifj2ucsDiju/qMPWpjd0WQF3LbOPkXojCS8y3WU2wchxsNfMT+HkkOsQ+a3NyBBZkIONLWbMJSOAk5vMS90U5WtvETAxft7dKyjPEwwS+2IDVbGI+Qzs5uWV6I/J8iMATBpGB2cSPBZ5AjF6cm5sc2J6nhs1q5s5T08fkaBp7ZM2HMuddre8Jer4D8DCSLVqgRRBBaESvBEFR1Tat2+9E+rN4TTkWTslXtUUB0NjCPhH8xU8rcNPYbGaZWeNy0I+j2ma3gvuC1epToKjYCgALp+Rj8Rp2n5eu3cNsQ4Qd39UJJe9fcqb2iYOXmO9tVdDKiclWHxAr+DKohuh5cA0cgQURpo/JZF6fNS4Hds4LmoUzK84alwMT5xkzm7SvPEwAlpfxRUFE8uq0vqfHWk1csYFWn4JF77DFBkTg3R+71cxdwIgg8nyI0CQhbmeNY4+DN43NxoufahOI0Qtvq49rh0gZi9kEJ3fsb4+VcM6HsuZdGe8Jer0DiGAkW7RAiyCC0EgoCYJa4am2ydh2J9qfpH52VVuuGjUIvHdfnwIMTHAyFY/G56Wj3steTHHElwIUDnKp+i2pn53bZ61nrYSC1WLFRBVJ4jPT+ulmBwA0Cr4MqlHbxL5/Mik/coobT82cl682H3BFYTqzjpMq3/b5OdmoPVlepqaS1vd00RjgiQ2IwLs/za0+7gJGT2RYwhsHByY4hRa7KzcdlGCNNkSFXXjlNlec4I79za0+zCs+I+yKeDLmXVnvCXq8A4hiJFt6CuUEEWHDSKcIR5JgAc/WSQUZGJ+XpqoQJIpaO6H0Z9pZg4Kq+yx6Z7dQHYdONODBaQX4n/FnBhUJeHv7kZD6xKK5TVFVbZPZjgwO1zTi/TsvRG1DC2au2IyjtU0YmBCLF248F0+U7sP+qvreNtGQHK1twvzJbs3xVOxOx/0/KcBP/1yGE/UtSO4Xgzd/Mw4pLrvhYoWIfPzj4J3FQ/Hw2nIcPN6AnP5OLJjshsNmwf1v7xKux9vq0zw3AD2fM0MRkGEhOg/lDOinSY1TFFHlPRnzqixb9MBItvQEWgQRYcFIpwhHkmCBiK3ByjxfVhFSf2SIHvjLBVP3EU1qDZbsu6/Sg8JF70tP/M5KcqgqERkteTMrydHNL8dqmzBy8Qc4TzA3qS8yMCFWSjw9vLYcVXU/fqvRcLINox/+ENn9HXjkZyPCYTrRh8lOdnYbkzceAD7cU40HrnALj6cHKj3IW/iuZuEELXOmqIBMTn92n0KZh/RSxOO1I3Ne1WqLnhjJllCh7XCEdIx0inAkCRaI2CqjPzJED3j9mT4mRyhhWyTxm2dLalwMu6H/8uTVI1WvidzDdJddqB0ZZCY5Vf2yScK2ylDQmn/BExGQScGgBG48iXwq3nEB1JFDxxtxzz+/EhKUMBJa76Ho38u41zxBApvVLCy2oQcyPu9OdcUyx+RUl9iL8aaKE5qFE7TOMQsEF1u8cpGWeK/HvErIx2BDNRHpGOkU4UgSLBC1tWTVbk39kSF6APD7Y7OaMbsoV/U6IJbsu7ysAvdense05cErh6Mw08WspzDT1e2cno6I3MN7Lh3KbEMU3qBrMQF/lbC3XyTBXETxS2v+RZtPv5yglZ8dYl6XkTx+6ESjkKCEkdB6D0X/3iRBEIInSNB+//TZasMTlLBZ+Mn7IixZs4c5Jj8sQZRFJPZlzJkOm0U1n9HPRHcqHBy/RVLivV7zKiEfWgQRUtFTJMBItmhNEBS1lZWcL9IfGaIHogmP8ye7pST7VnmaubasmlukuhDqeD4PC949XLO7kluHCLz34zYFmk5K9yOSYC6i+KWVU179kth1+GyFYCBDEMJI7fAEJbxtCjd5X4TKOv6YrBUR4QRZc+ayG0arLoQmulOx7IbRPHMBRE7ivZ7zKiEX43ynTBgKXnKlHsl/WtHbFlHBgmC+k+kPf11a2mGJHogmggLtCyEZyb6zioZg3OkpQZPd/ayaW4QTp7y45rl/o9rjRWq8Da/dcgGSOxzSyIvrSQUZqu08+SGdYEoQRORy6IQcMQKRcstuGI1TTa3MMVsEkcR7EREHWWWCEeq8etGZqUHnxFAIZ3/6ErQIIrrBO5Vaz+Q/Lehti4hggZrvrhmdJcUGgH1qu2g7LNGDjvASaGUk+2YnOzH7b1tQWl4d+N2+Sg8KSt7v9Kli17g92diCc5aUBuJW5LR1VjtZSQ7sq/QI2UwQBGE0eGNuOEV+9lV6MPHJ9T0SJGLNQz0VE+pJGTVC8VvXeWjjAeDlzw+HJF4R7v70JUyK6El2BqSurg4JCQmora2Fy8XOCSDEWLq2HM9uUM/TmOhOxYfl1d32vvo/W3j6V6OweE05Kmubgu6PNaH9q9+yu8eH/ROJNp+CcY+u08UWf1Kkml+euX4UADDLOGwWNDC2ViQ6YwBFwclG9YNxEp0xePjK4Zjzino7FrOJuc3JZjVjz4OTuD7h9fmWC3Px3IYK1et/unYk7nhtG3MLk9kEXDI0FR/trVYtM9GdiiED+jHjtjDTxTyk9NYLc/HND/WdFkBduWRoCj7e9726sYI4rGY0MvahOWPMUg4O9R9ay7oOgTIRO0EQumM165MP5bSZ0eANf0M2CzsnzmY1IdlpR1Vd8DlGlHRXrGod/nlKxpa4/Q9dzhQGafMpGF7yPnMectos2FlyGXN+EJkPZbyIy5h3Rcuw7BX123XnZWHZRvV56tYL+QshWX2O5oVQKGsDygkiAnhbfcwHFABKgyyAAGMm/+mVWClD1EAB0NjC2VuuKAAv8VhR8OBqdVsU8PM8RE7z5vVZQXsiLi/Zd9a4HGY7My7IYi6AgPaY5MUtawEEtNvKWgABkLIAAoAmjm9ZC6RQ4L2UKYJlCALgK8RZTfoJQjTqsAAC+IIQ3lYFCya1C6aozTE8TADum8wWf5l/mXZRFhF72nwKdx5qbGnTLL4jQ5BIpJ2SVbtRskp7GRHBIZ7fGrxtWF7Gnqd44hV6CSj1JWgRRARYuemgpsRiIyb/6ZFYKUPUAGhf47A42dgqcFJ9KzPJVhSR07x5n0yyYsnvk/F56UzxhFbBnGOt47me8wF34UFzE2FAeAsCjqibVIz0iGw5XKM6x1w1ahD37xXwxV+2HK7RbKcCvjDCyk0HueOPwhFY0EuQSKSdyrpmruiESBmevSJ+A/jzDE+8Qi8Bpb4E5QQRAXhJk6KEklSvB+E+0VgPkQe9kXWaN49qTxPmT3bjrkvzggoWTF/+uZR2CIIgwsHB4w1YfGXwOWbRO7uF6vCLv6jNUy9/fliKrbw5XvQdgFVOL0EiveddVnuy3p14dYVDQKmvQ4sgIoBoojoP0aR6PeHZokVFRQ+RB73xn+at5hdZffbX0+ZTcPB4PQ4eb4CiKIGv6kVPHycIgugN/GOlt9WHtTuPBhS/zhqcGJL4C68NGeOgvx21cV2GvXoJEuk977Lak/XuxKtLZp+j8b2lJ9AiiAgwfUwOlqzd0+OtQf4Ezkg78Virior/ZGueAIOiKKiqa1bdymE2tW81UKsjzWUHYGIm0PLKiLKAowI40Z2ODE6yrtnE/vrffzp2V0W2jQeAlZ8dxkR3Kv50zSis/Iz/KSivLVl/L0MogNeW1r4Q0QFrPOhYRiRWZDwfKXF2VHnUt9mkxsWg+pQ+5/cY6RlZMNmtOoZNyEsVet6nj8lhjrcLJruFxkEWIu2IvAP461FDdD7U+p7gb4c1B6VLmDNF7BXxmwntKb16+Jb1rhGp72nhgnKCiAA2qxmzi3KZZSa6U9sf5i6/j9QTj/1KK10H0sraJtz20pd4b9cxbh2iAgwlU4epljEBAd+r1VEydRhKprLb4ZUxAcju72D2pzDThfX7q5l+KS2vxNQR7AXi4GR2OwWDXPj1S1+oChKUllfj9te+FDp9nBe3vD5PyE9VPWzVT2GmCwM6nDkUDF7kp8TZuLbOLspFCqcdHq5YK7eOlDgbGEJRANrVvrTaYja128NCxF4eVjM/ed9mMXHbEbmHvHjiXRdhdlEusjj1DE52CN5nbWNywSAX0hLszDLpiQ44YrS9UmT3dwjFSsEg9rPKs6Mw0yUlJlPibLj9tS9Vx7CP9lZzx8HZRblYt7eKOd6u31/NHZ94toq0s25vFSbks8fbCfmpTIU5vQSJLGYTNw6GZyZonjNF7BV5d7rlwlyhsV+Gb1nvGv4ykfSeFk5oEUR0Yv5kNzNRfdkNow0jeqAVmSo2IgIMvDLzJ7s118Er8/SvRsLLyWD+3uPlqsuUrNqNt7ezF4iHjjcyr3+0p5qryFZaXo0/XTOKe/o4K25nF+Vw+7zrSB2qOcIVVbVN+P6Ul1mGFynfn/Lif8afyXzG/mf8mdx2eNQ1tWLD78ervhilxNnw8f93CVfNq9UHzbb4lHZ7WNQ1tWpup9UnoObVpuAHjffweL0XhzmxzYt9P1efm6EaB3cWD+XWc+h4I9dv35/ycv3CY8d3dVyFxR3f1aFRo7R7k7dNKFZ2cmzh2XGspkFKTH5/yssdww4db8RNY7NU7/PvJ+ULzUO88clqMWN2UY7mdnZ+V8tsZ9eROu6cqIcgkbfVh4/2sH3/0Z5qjM9LkzKv8uC9O82f7BYqw0PGu0YkvaeFGzoniAiKt9UXNFHdTzScRLzp6+O4dtln3HKvzj5fOLdJxinO4Tz9enPFCaE+G4np52dh8ZXD0eht456yHSxutx6qMVSfJ+anYtmM0arP2Oy/bkEpZ3IXwe+3E6e8uOa5f6Pa40VqvA2v3XIBkuNs0tohes6AfjH49/zioHGw8K2dmrdAEcZg+vlZWPiTYUHvs+g8JMKrs8/H2dlJurQjMieG8z1h+cZvsHjNHm65hVPyMatoiLR5lQfv3Um0DA+9+hOJhLI2oJwgIigWswnugQkYEG9HanxsVD44eqnYdIUn0iBLUCJYPZGoCONXqrOYTcjp3w8mU3sCb7CYtFnNmFU0pNPvjNbnwzXtn+57W3347JvjOFzTiGMnG3H16CzYrObAda34/eawWXDekP6BxaN/4SirHaLn1DW1qsYBT6GRiBxY91Ivxa/eUBZr8ykoP1obeNk/OztJ2rtEqEp2IvOqjLk32BzUkzI8RHxrJHEqo0KLIKIbPKEArUICRkG2io1eftHSTiQqwuT0d2Lp2nIs21jRKal0ydo9mF3E30JgtD5nJTkw9amNnbYX7av0oKDkfRRmupCV5MC+So/mdnL6O5miE7LaIXpOm09BQcn7gX93jIMRmYmkjBglHD/VjLyF7wYdvy4emiatndLyKsx7fXvY2xEZU7WM2SLIUt6LRMLt274E5QQRneAJBSxdW65ZSMAo+JVW1D6XMuFHBTMeMgQWRNDazrm5yd32I3fFbAKcNvbQ4LSZQ/76vqfEWMx4dkNFN1UdnwI8u6ECSzkHu56bm4xEZwyzTKIzBukuOzMW0uK1Je77OVbbpJpfseO7Ou4htKIcOdnIFJ1oNYq8Vh9GLVVnx3d12PbtSV1tMQIJHLECWbjs+r76lB/zqI5f6/ZWwdllW29XnDYLbFb2wG02Aat3HGO2IzLfJTrY9yDRGcOdE5euLdc0ZovAUlHrSblIQQ/f9iVoEUQE4AkFKACWbayQIiRgBGSp2MgUWAh3O6eaWoVOrW7wshOLG7w+eHlZ9RxMAHhiUjFmYMW/DzLLLNtYIcWW+3/CjoV7L8/X1IafXUfZSd2866Ks2/s98/rH+9jX/WgU/DIczgjp0K4jcuIgkjAJbpVycBYE3HZMxtnevbysAg3eNmaZBm8bV9yFN64vL6vAvZfnAVAf4xZOyW/XcWbA85y31YdlGyuYZWSM2SK2GOcuy0FP3/YVImM2IHRhc8UJ7qfQrIFWQfun3JsrTsg1LIzIUFHh+U2WX2S0M3PFZk02yEQBwBOTavHxJ3efAqzcdFD1+uaKEzjZwD6/pKahBUn97MxY2HK4hm1IlKJR8MtwNERbh6II3nPqp5GzIOBR28RedOiJXp8Z+hSgytPMHOOS+tmFxkrWHLNy00HNY7YIKzcd5Co5KtDejpHQy7d9CcoJIgLISpyUmYCph7rJpIIMjM9L67FaS6gCCz3tk4x2jkraamU0/MmvwVR3QvHbtLMGYaI7Pej9eflzUuoiCCJyOXSiAbOKhqjOd29vPyJUT7WnSXUeC1WwoKfzYajtRAN9sc/hhhZBRABZCeSy6ulNoYHnyyqE2wlFYEEPUQNWO1oPMzQq2cnq4gmTh4vFit+/aoo6Of2dlKhOEETEkp3sZM53onPMwR8aMO7RdUHnsVAEC7TMh31RGKEv9jncROcbEdEjeEIBQHvypQwhAR6RIjQAiAss1NR7NYsaiCT4s9qp+ME4nxCZTfz8DNH8jaO1TarJoqt3HIPTZtEctwv6qOpOtO2r1yv5nggdnkBAoJzGD3OMlBem1/NlApDqimXOQTX1Xu5cluiMwR8+3K9aR6pL8MM6ji28+XD6mO4Hw3bFbIouYYS+2OdwY5yRgOh1eEIBJgCzi3JVrwNiQgI8IkloABATWFg4JR+L14S/TyYAD67ezRS34GERuH0yJu6bxmajkZPAKXoC/YufspNFG1vaoEBb3MrYhnnT2CyhcrFi74K6EBkyJ+K0tLb2tgm6o1FHQBi7RsXIBm+b0NgiOi6otiP497xvzvvZLdAqkhkbY9Ilwd9pt2AJZw5avKa8XRwhSJumDuVYdTy0erdQfx5arW0+tFnNgfcRNWYX5eqmYqoHfbHP4YY8RXSCJxQwf7Jbs5AAj0gSGvDD81tSP7vmtkQT/Cvrmrn2slCT7e2I6IvxmCFJ3T65MpuAWy/MxcAEJxRORaLt8NaOigJcNWqQprgVTTZl9blVMB/bQHnbUUdD31sDQaOOgDDNElSpREzVa2HOW2zVN7dBa5cbWxShBH+t1De3MecG/xzEEoiZV3wGcw5SAFR5vEL9qfLwbeHNvfMnu3Hrhbmq4200npnTF/scTmhfANGNSQUZqsnhIte1EqoAgAjBki9lt8MSWJCRcCpTcEIvzkhz4a8zzw/qk/vf3qWrLU67Fet/dwlXAKPR24aH15bj4PEG5PR3YsFkNxw2i3Cy6RlpLrxw43lB65i+/PNwdI0gCEIKLIGY1TuO6m4LwBZPmD/ZjbsuzeuxsJFsZIg58eowWp8jGVoEEUFRSw4Xva6FUAQARFBLvrxmtNjWJC3tyEw4lSU4oSfZyU7YrGbMKhoS9JqeNDS34qLHP2YKYMz+25ZOB4xuPACs/OwwJrpTcX6uWLw3NLdi/BOfBNrZeAD4cE81HrjCTeIKBEEYGpZAjN5zkKiYkNocozcyxJxE6zBKnyMdWjYShkNUAEBEgIElfPCHD/cj0RkjReiBJ7AgI+FUpA6RE7/9+V2sOniIfK7FS9AUTfIUQaTYP788wkzC7boA6khpeTX+/fVxIVtY7ZyTIyYaYhNJzIoy9OpxnK3v+dZl1yfJzCYh+UikBr3uYFq8TfN4y8MZY5Y2DqohaitvXj03N5krXiEqOsETKOGJ/MgUSJKBDJElvQShiB+hRRARkYjMCSLCB/5kTy0J8yLtyEg45dUBiJ347bRbmH1eOCUf/XgTnd2C2UU5zDK8BE2RJM9Z43L4ttjM3Im5o4874v9dyapy1QWQn4/2sq93rTPY7x5es0eoDq9IYlaUoVePTZznIxoxm7VP9eOHsr8JHT+0P7wSko9iOLdH5HnnYQJfLCLGYsIDVwwLlO/694DYeMujsdWHm8ZmM8tcd36mcH1abOX1pM2noLGFnbDY0OITEkbgZkIpCh7UKJ6gFzJElvQShCI6Q4sgwnCICgDwkiZFhA9qGlowr/gMTQnzogILWhNOeXWInvhd39zG7HNSPzvqveyJrr65DePz0jUnaPKSPMfnpXNtafD6uGVY04YCoLIu/PlWvGRgQh88zdqT9yONk43sMUGEQUn9MNGdGvTaRHcqBiX109wGAHg573gizzsPBXyxiJY2Rcp4y7VFAQYmOJnjYPmRU0J1DRng1GQrb15duekgV8wG4H+goQCo46i/nGxsZY7LsgSSZCBDZEkvQSiiM5QTRBgOWYIFovXkDOiHsrvH9ziZMRR7tSacsuqwmE3CAgysPoci4iAjQZNVh6gtBEGEl4PHG7By1nmqwiHRKPoha7zlcehEAx6cVqA6Do5Z+pFQPY0tPinjOstOo2EEwSAZ7yzhEIQi+NAiiDAcsoQRQqlHi9BDqPZqSThl1dGTekK9pmaLe2ACBsTbA77siIhajlqSZySKQRBENJLTv13IxGGzYPGVw4NejzbRD1njLQ+/SIzaWDowIZb5LYGfgQmx8Lb6sHbn0cAi9azBiXDYLCGP68HGbb3FbEQwwhzRG/MuIYdeXQRt2LABjz/+OLZu3Ypjx47hzTffxJVXXtmbJhEG4NzcZGQkxKKytino1+omtH/FzxMskFWPHvbq3eeaeq+qCt1Ed7qwLTwlG61qOSL9SXPZAZhQVRe8DNC+rURRgm/TaK8jNuxb4kwAUuPttCWul0npF4Pv63u+hcls4p9LZSRkxfcCzvbWBZPdWPnZYU1tAMAApwXHG9p6/Lyr5f91xGwCUuLsqPY0h3W8FcEvIMMaK1+48VyMePADbl3xsTHIv/+9wL87qlv+5fpzNI/rCybnc+PfhPbUI1aZdv/bUK1yppDofZYxf8vASO8ARGj0ak5QfX09RowYgaeffro3zSAMhsVswgNXtE+4WgQLZNWjh7169nnqiAzMeUVdgaa0vFLIltLySqaSzdK15ZqVbkT6UzJ1GEqmqpcxAQEBBvU63Kr5Dn4mulO5ZQozXUHV9/z/XjRtGAozXdw6eGV4IeuKtQq1kxJnY5ZJibNx++ziqDyJ9Kcw08Wth0dKnE2onZ+dzU4y59UxuyhXqB2tFGa6kN3fwSyT3d/BvT/F7lRMO4v9gYODo+iVEmeDgyNG4LBZuP3m7ZJNibPhoZ+NANDz5x0A1yezi3KxaBpb9EDGeGsCPxYm5Kdi3d4q5li56ZsfuLHgiDHjk/3fB71WWl6NX7/0heZx/fZXt2FCPtu3t1yYyxW8afd/AdMWkfssY/6WgZHeAYjQ6NVF0OWXX46HHnoIP/3pT3vTDMKATCrIYCakimruy6pHj3b06PPTvxqJVV8d4yrQTHSnM22Z6E7nKtks21ghRelGxC+8MvMnu7l1LLthNDPxe9kNo7llVs0t4razam6R6otRYaYLb/5mHL73eJk+SXPFIl5F9tgVa8WOksu47ayaW4Qt901UXQilxNmw5b6J3D7vKLlMc3+q65rhtLEXQRkJsRjQL7h0vt9WEd+u+oq9+P7e48Xsou7y7f4k9d9PyhfqT7qLvW0lIyEWwwfFM23lqa01t/iw87s6Zpmd39Xi7e3sPje2sMUivj/lRSNHjKDNp3D9wnvcrRYzd+wRed6X3TCaK9qi13jL88nO72pRsoqvCrburktUF0KZiTbuPSwtr8ZFZ6ZqHtd3HaljPh/zJ7u5gjei/tdr/paBkd4BCHFMiiKi9RF+TCYTdztcc3Mzmpt/3EpSV1eHwYMHo7a2Fi6X9k/eCOMh4/RlmfXo0U44+7y54gSuXfYZ929fnX0+xpzWX9WWTV8fF6pHtB0RRPzCKyNSh1ridyhlRNo51dSKea9vw+GaRmQlOfDk1SMRF2sV9u2rs8/H6Slx+Omfy3CivgXJ/WLw5m/GIcVlF2qnIydOeXHNc/9GtceL1HgbXrvlAiR3WRzx+qy1PyK8Ovt8DE2L59oqw7dnZycFTVKX3Z/hgxLC7jcZTD8/K2gukB/ZY4KM593b6uOKthhhvBXB75fahhbMXLEZR2ubMDAhFi/ceC7+3wd7hbYi+u+h1nGd9Xx0RJb/9Zq/ZWCkd4C+Sl1dHRISEoTWBhEljLB06VIsWrSot80gdESLYEE46tGjnXD2OVQFGjVbZCnUhFKPiF94ZUTqUEv8DqWMSDtxsVYsmzG62+9DuUdjTuuPsnsm9KidjiTH2fDBby9mluH1WWt/RPD3mWerDN+qiXXI7k9cbP+w+00GB4+zlcFkjwkynne1exhKHaJoGW9F8NeV4IzBP38zttM13r3pWk7ruM56Pjoiy/96zd8yMNI7AMEnos4Jmj9/PmprawM/3377bW+bRBARhd7Ke1rb6YtEm0qQTDu11qWnipOR2pGBXx1ODRoTuqNXrPDujWi5aBt7CIJHRC2C7HY7XC5Xpx+CIMTxK9CofbFuQnuugqgqEqse1rf3ou30RWTdI6Mg0p90lx3prvD35Lgu8QAAEUZJREFUWYZv9eqPrHZ4ZUThqcPRmNAdvWKFd29Ey0Xb2EMQPCJqEUQQhDb0VKGbXZTLVEojpZvgRJtKkAyFPyCylBxl9EdWOyLqiTwFs4nuVK46HI0J3dErVhw2i5C6pYx7GG33iOjb9Ooi6NSpU9i+fTu2b98OAKioqMD27dtx+LD2swYIggiOXsp7IopsRHCiTSXISEpQeqk4GakdXplVc4u4yogi0JjQHb1iRUTdUpa9BBEt9Ko63CeffIJLLrmk2+9nzJiBFStWcP8+FAUIgiA6o5fyHind9Jxo852RlKD0UnEyUju8MiLKiDLsjba4FkGvWNHrHhKEUQllbWAYieyeQIsggiAIgiAIgiCA0NYGlBNEEARBEARBEESfghZBBEEQBEEQBEH0KWgRRBAEQRAEQRBEn4IWQQRBEARBEARB9CloEUQQBEEQBEEQRJ+CFkEEQRAEQRAEQfQpaBFEEARBEARBEESfghZBBEEQBEEQBEH0KWgRRBAEQRAEQRBEn4IWQQRBEARBEARB9CloEUQQBEEQBEEQRJ+CFkEEQRAEQRAEQfQpaBFEEARBEARBEESfwtrbBmhBURQAQF1dXS9bQhAEQRAEQRBEb+JfE/jXCCwiehHk8XgAAIMHD+5lSwiCIAiCIAiCMAIejwcJCQnMMiZFZKlkUHw+H44ePYr4+HiYTKbeNodLXV0dBg8ejG+//RYul6u3zYkqyLfhg3wbPsi34YN8Gz7It+GDfBs+yLfhw0i+VRQFHo8HAwcOhNnMzvqJ6G+CzGYzMjMze9uMkHG5XL0eJNEK+TZ8kG/DB/k2fJBvwwf5NnyQb8MH+TZ8GMW3vG+A/JAwAkEQBEEQBEEQfQpaBBEEQRAEQRAE0aegRZCO2O12PPDAA7Db7b1tStRBvg0f5NvwQb4NH+Tb8EG+DR/k2/BBvg0fkerbiBZGIAiCIAiCIAiCCBX6JoggCIIgCIIgiD4FLYIIgiAIgiAIguhT0CKIIAiCIAiCIIg+BS2CCIIgCIIgCILoU9AiSDJLly7F6NGjER8fj9TUVFx55ZXYt29fpzJNTU2YM2cO+vfvj7i4OPz85z9HVVVVL1kcOTzzzDMoLCwMHMY1ZswYvPvuu4Hr5Fd5PPLIIzCZTLjzzjsDvyP/9oySkhKYTKZOP3l5eYHr5FdtHDlyBNdffz369+8Ph8OB4cOH44svvghcVxQF999/PzIyMuBwOFBcXIwDBw70osWRQU5OTre4NZlMmDNnDgCKWy20tbVh4cKFyM3NhcPhwGmnnYbFixejo04VxW3P8Xg8uPPOO5GdnQ2Hw4ELLrgAW7ZsCVwn34qxYcMGXHHFFRg4cCBMJhPeeuutTtdF/HjixAlcd911cLlcSExMxKxZs3Dq1Ckde8GGFkGSWb9+PebMmYPPPvsMpaWlaGlpwaWXXor6+vpAmXnz5uGdd97B3//+d6xfvx5Hjx7Fz372s160OjLIzMzEI488gq1bt+KLL77A+PHjMW3aNOzevRsA+VUWW7ZswbPPPovCwsJOvyf/9pxhw4bh2LFjgZ+ysrLANfJrz6mpqcHYsWMRExODd999F+Xl5XjiiSeQlJQUKPPYY4/hT3/6E/7yl7/g888/R79+/XDZZZehqampFy03Plu2bOkUs6WlpQCAX/ziFwAobrXw6KOP4plnnsFTTz2FPXv24NFHH8Vjjz2G//u//wuUobjtOTfffDNKS0uxcuVK7Ny5E5deeimKi4tx5MgRAORbUerr6zFixAg8/fTTQa+L+PG6667D7t27UVpaitWrV2PDhg245ZZb9OoCH4UIK9XV1QoAZf369YqiKMrJkyeVmJgY5e9//3ugzJ49exQAyqZNm3rLzIglKSlJef7558mvkvB4PMoZZ5yhlJaWKhdddJFyxx13KIpCcauFBx54QBkxYkTQa+RXbdx9993KuHHjVK/7fD4lPT1defzxxwO/O3nypGK325VXX31VDxOjhjvuuEM57bTTFJ/PR3GrkSlTpigzZ87s9Luf/exnynXXXacoCsWtFhoaGhSLxaKsXr260+9HjRql3HvvveTbHgJAefPNNwP/FvFjeXm5AkDZsmVLoMy7776rmEwm5ciRI7rZzoK+CQoztbW1AIDk5GQAwNatW9HS0oLi4uJAmby8PGRlZWHTpk29YmMk0tbWhtdeew319fUYM2YM+VUSc+bMwZQpUzr5EaC41cqBAwcwcOBADBkyBNdddx0OHz4MgPyqlVWrVuGcc87BL37xC6SmpmLkyJFYtmxZ4HpFRQUqKys7+TchIQHnnXce+TcEvF4vXnrpJcycORMmk4niViMXXHABPvroI+zfvx8A8NVXX6GsrAyXX345AIpbLbS2tqKtrQ2xsbGdfu9wOFBWVka+lYSIHzdt2oTExEScc845gTLFxcUwm834/PPPdbc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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Вычисление IQR\n", + "Q1 = Forbes['Networth'].quantile(0.25)\n", + "Q3 = Forbes['Networth'].quantile(0.75)\n", + "IQR = Q3 - Q1\n", + "\n", + "# Определение границ для выбросов\n", + "lower_bound = Q1 - 1.5 * IQR\n", + "upper_bound = Q3 + 1.5 * IQR\n", + "\n", + "# Удаление выбросов\n", + "filtered_Forbes = Forbes[(Forbes['Networth'] >= lower_bound) & (Forbes['Networth'] <= upper_bound)]\n", + "\n", + "# Построение диаграммы рассеяния без выбросов\n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(filtered_Forbes['Age'], filtered_Forbes['Networth'])\n", + "plt.xlabel('Age')\n", + "plt.ylabel('Networth (in billions)')\n", + "plt.title('Scatter Plot of Networth vs Age (без выбросов)')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Диаграмма выборосов получилась вполне удобной для анализа.\n", + "Выбросов немного, они не мешают анализировать данные. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RankNameNetworthAgeCountrySourceIndustry
01Elon Musk219.050United StatesTesla, SpaceXAutomotive
12Jeff Bezos171.058United StatesAmazonTechnology
23Bernard Arnault & family158.073FranceLVMHFashion & Retail
34Bill Gates129.066United StatesMicrosoftTechnology
45Warren Buffett118.091United StatesBerkshire HathawayFinance & Investments
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" + ], + "text/plain": [ + " Rank Name Networth Age Country \\\n", + "0 1 Elon Musk 219.0 50 United States \n", + "1 2 Jeff Bezos 171.0 58 United States \n", + "2 3 Bernard Arnault & family 158.0 73 France \n", + "3 4 Bill Gates 129.0 66 United States \n", + "4 5 Warren Buffett 118.0 91 United States \n", + "\n", + " Source Industry \n", + "0 Tesla, SpaceX Automotive \n", + "1 Amazon Technology \n", + "2 LVMH Fashion & Retail \n", + "3 Microsoft Technology \n", + "4 Berkshire Hathaway Finance & Investments " + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Forbes.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\user\\AppData\\Local\\Temp\\ipykernel_16592\\3179761046.py:6: FutureWarning: \n", + "\n", + "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n", + "\n", + " sns.barplot(x=country_networth.values, y=country_networth.index, palette='viridis')\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Группировка по стране и суммирование состояния\n", + "country_networth = Forbes.groupby('Country')['Networth'].sum().sort_values(ascending=False)\n", + "\n", + "# Визуализация данных\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x=country_networth.values, y=country_networth.index, palette='viridis')\n", + "plt.title('Суммарное состояние миллиардеров по странам')\n", + "plt.xlabel('Состояние (в миллиардах долларов)')\n", + "plt.ylabel('Страна')\n", + "plt.show()\n", + "# " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Мы видим, что лидируют США и Китай, остальные страны же сильно отстают. Удалив последние 50 стран, заметим, что диаграмма стала выглядеть сбалансировано. Нам необходимо удалить данные страны." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# Сортировка состояний людей от минимума до максимума\n", + "sorted_networth = Forbes.sort_values(by='Networth')\n", + "\n", + "# Визуализация данных\n", + "plt.figure(figsize=(12, 8))\n", + "plt.plot(sorted_networth.index, sorted_networth['Networth'], marker='o', linestyle='-', color='b')\n", + "plt.title('Состояние миллиардеров от минимума до максимума')\n", + "plt.xlabel('Порядковые числа')\n", + "plt.ylabel('Состояние (в миллиардах долларов)')\n", + "plt.xlim(0, 250) # Установка максимального значения оси X\n", + "\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Группировка по стране и суммирование состояния\n", + "country_networth = df.groupby('Country')['Networth'].sum().sort_values(ascending=False)\n", + "\n", + "# Удаление США и 20-30 стран с самыми бедными людьми\n", + "num_countries_to_remove = 30\n", + "countries_to_remove = country_networth.index[-num_countries_to_remove:].tolist() + ['United States']\n", + "\n", + "# Удаление стран из датасета\n", + "filtered_df = df[~df['Country'].isin(countries_to_remove)]\n", + "\n", + "# Группировка по стране и суммирование состояния для отфильтрованного датасета\n", + "filtered_country_networth = filtered_df.groupby('Country')['Networth'].sum().sort_values(ascending=False)\n", + "\n", + "# Визуализация данных\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x=filtered_country_networth.values, y=filtered_country_networth.index, palette='viridis')\n", + "plt.title('Суммарное состояние миллиардеров по странам (без США и 20-30 самых бедных стран)')\n", + "plt.xlabel('Состояние (в миллиардах долларов)')\n", + "plt.ylabel('Страна')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Финансовый рынок.\n", + "https://www.kaggle.com/datasets/varpit94/google-stock-data\n", + "### Проблемная область\n", + "Данные о ценах на акции могут быть использованы для анализа рынка, прогнозирования цен на акции, определения трендов и т.д.\n", + "\n", + "## Бизнес-цели, для достижения которых могут подойти выбранные наборы данных.\n", + "Прогнозирование цен на акции для принятия решений по инвестициям.\n", + " - **Эффект для бизнеса:** Увеличение доходности инвестиций, снижение рисков за счет более точного прогнозирования рынка.\n", + "\n", + "**Техническая цель:** Разработка модели прогнозирования цен на акции.\n", + " - **Вход:** Исторические данные о ценах на акции (открытие, закрытие, максимум, минимум, объем торгов).\n", + " - **Целевой признак:** Цена закрытия на следующий день.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_Gstocks = pd.DataFrame(GoogleStockPriceChart)\n", + "\n", + "# Line Plot для цен на акции по датам\n", + "plt.figure(figsize=(14, 6))\n", + "plt.plot(df_Gstocks['Date'], df_Gstocks['Close'], marker='o')\n", + "plt.title('Изменение цен на акции по датам')\n", + "plt.xlabel('Дата')\n", + "plt.ylabel('Цена закрытия')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Данные сбалансированы. Выбросов нет.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Построение диаграммы рассеяния\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='Open', y='Close', data=df_Gstocks)\n", + "plt.title('Диаграмма рассеяния: Close vs Open')\n", + "plt.xlabel('Цена открытия')\n", + "plt.ylabel('Цена закрытия')\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_2/requirements.txt b/lab_2/requirements.txt new file mode 100644 index 0000000..dd56241 Binary files /dev/null and b/lab_2/requirements.txt differ