{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": "# Анализ набора данных \"Мониторинга стресса студентов\"", "id": "96a9a49f6806dfd5" }, { "metadata": {}, "cell_type": "markdown", "source": [ "### Краткое описание:\n", "В этом наборе данных исследуются основные причины стресса среди учащихся, полученные на основе общенационального опроса. Он включает около 20 ключевых характеристик, сгруппированных по пяти научно определенным категориям:\n", "- Психологические факторы\n", " - `уровень тревожности`\n", " - `самоуважение`\n", " - `депрессия, связанная с психическим здоровьем и историей болезни`\n", "- Физиологические факторы\n", " - `головная боль`\n", " - `кровяное давление`\n", " - `качество сна`\n", " - `проблемы с дыханием`\n", "- Факторы окружающей среды\n", " - `уровень шума`\n", " - `жизненные условия`\n", " - `безопасность`\n", " - `основные потребности`\n", "- Академические факторы\n", " - `академическая успеваемость`\n", " - `учебная нагрузка`\n", " - `отношения с преподавателями и студентами`\n", " - `будущая карьера`\n", "- Социальные факторы\n", " - `социальная поддержка`\n", " - `психологическое давление`\n", " - `внеклассные занятия`\n", " - `буллинг`" ], "id": "3f7e996390db0d52" }, { "metadata": {}, "cell_type": "markdown", "source": "## 1. Загрузка данных", "id": "e82ea23923c1c1bd" }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2026-04-19T13:38:53.755553300Z", "start_time": "2026-04-19T13:38:53.622411600Z" } }, "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "df = pd.read_csv(\"datas/Stress_Dataset.csv\")\n", "df2 = pd.read_csv(\"datas/StressLevelDataset.csv\")\n", "print(\"Загружено данных:\")\n", "print(f'- StressLevelDataset: {df.shape[0]} строк, {df.shape[1]} столбцов')\n", "print(f'- StressDataset: {df2.shape[0]} строк, {df2.shape[1]} столбцов')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Загружено данных:\n", "- StressLevelDataset: 843 строк, 26 столбцов\n", "- StressDataset: 1100 строк, 21 столбцов\n" ] } ], "execution_count": 166 }, { "metadata": {}, "cell_type": "markdown", "source": "## 2. Базовый анализ", "id": "720874a9593f504f" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:53.923003400Z", "start_time": "2026-04-19T13:38:53.786189600Z" } }, "cell_type": "code", "source": [ "print(\"Базовый анализ Stress Dataset:\\n\")\n", "df.info()\n", "df.describe()\n", "print(\"\\nРаспределение по гендеру и средний возраст:\")\n", "print(df['Gender'].value_counts())\n", "print(f\"\\n- Средний возраст парней: {df[df['Gender'] == 0]['Age'].mean()}\")\n", "print(f\"- Средний возраст девушек: {df[df['Gender'] == 1]['Age'].mean()}\")\n", "\n", "print(\"\\nБазовый анализ StressLevelDataset:\\n\")\n", "df2.info()\n", "df2.describe()\n", "print('\\nРаспределение по уровню стресса:')\n", "print(df2['stress_level'].value_counts())" ], "id": "516dfa5d689cfc2c", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Базовый анализ Stress Dataset:\n", "\n", "\n", "RangeIndex: 843 entries, 0 to 842\n", "Data columns (total 26 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Gender 843 non-null int64\n", " 1 Age 843 non-null int64\n", " 2 Have you recently experienced stress in your life? 843 non-null int64\n", " 3 Have you noticed a rapid heartbeat or palpitations? 843 non-null int64\n", " 4 Have you been dealing with anxiety or tension recently? 843 non-null int64\n", " 5 Do you face any sleep problems or difficulties falling asleep? 843 non-null int64\n", " 6 Have you been dealing with anxiety or tension recently?.1 843 non-null int64\n", " 7 Have you been getting headaches more often than usual? 843 non-null int64\n", " 8 Do you get irritated easily? 843 non-null int64\n", " 9 Do you have trouble concentrating on your academic tasks? 843 non-null int64\n", " 10 Have you been feeling sadness or low mood? 843 non-null int64\n", " 11 Have you been experiencing any illness or health issues? 843 non-null int64\n", " 12 Do you often feel lonely or isolated? 843 non-null int64\n", " 13 Do you feel overwhelmed with your academic workload? 843 non-null int64\n", " 14 Are you in competition with your peers, and does it affect you? 843 non-null int64\n", " 15 Do you find that your relationship often causes you stress? 843 non-null int64\n", " 16 Are you facing any difficulties with your professors or instructors? 843 non-null int64\n", " 17 Is your working environment unpleasant or stressful? 843 non-null int64\n", " 18 Do you struggle to find time for relaxation and leisure activities? 843 non-null int64\n", " 19 Is your hostel or home environment causing you difficulties? 843 non-null int64\n", " 20 Do you lack confidence in your academic performance? 843 non-null int64\n", " 21 Do you lack confidence in your choice of academic subjects? 843 non-null int64\n", " 22 Academic and extracurricular activities conflicting for you? 843 non-null int64\n", " 23 Do you attend classes regularly? 843 non-null int64\n", " 24 Have you gained/lost weight? 843 non-null int64\n", " 25 Which type of stress do you primarily experience? 843 non-null str \n", "dtypes: int64(25), str(1)\n", "memory usage: 171.4 KB\n", "\n", "Распределение по гендеру и средний возраст:\n", "Gender\n", "0 548\n", "1 295\n", "Name: count, dtype: int64\n", "\n", "- Средний возраст парней: 20.07846715328467\n", "- Средний возраст девушек: 20.057627118644067\n", "\n", "Базовый анализ StressLevelDataset:\n", "\n", "\n", "RangeIndex: 1100 entries, 0 to 1099\n", "Data columns (total 21 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 anxiety_level 1100 non-null int64\n", " 1 self_esteem 1100 non-null int64\n", " 2 mental_health_history 1100 non-null int64\n", " 3 depression 1100 non-null int64\n", " 4 headache 1100 non-null int64\n", " 5 blood_pressure 1100 non-null int64\n", " 6 sleep_quality 1100 non-null int64\n", " 7 breathing_problem 1100 non-null int64\n", " 8 noise_level 1100 non-null int64\n", " 9 living_conditions 1100 non-null int64\n", " 10 safety 1100 non-null int64\n", " 11 basic_needs 1100 non-null int64\n", " 12 academic_performance 1100 non-null int64\n", " 13 study_load 1100 non-null int64\n", " 14 teacher_student_relationship 1100 non-null int64\n", " 15 future_career_concerns 1100 non-null int64\n", " 16 social_support 1100 non-null int64\n", " 17 peer_pressure 1100 non-null int64\n", " 18 extracurricular_activities 1100 non-null int64\n", " 19 bullying 1100 non-null int64\n", " 20 stress_level 1100 non-null int64\n", "dtypes: int64(21)\n", "memory usage: 180.6 KB\n", "\n", "Распределение по уровню стресса:\n", "stress_level\n", "0 373\n", "2 369\n", "1 358\n", "Name: count, dtype: int64\n" ] } ], "execution_count": 167 }, { "metadata": {}, "cell_type": "markdown", "source": [ "### Вывод по базовому анализу\n", "1. В исследовании участвовало: Парней: 548, Девушек: 295\n", "2. Средний возраст обоих полов: 20 лет\n", "3. По уровню стресса: 0: 373 (Нет стресса), 1: 358 (Небольшой стресс), 2: 369 (Сильный стресс)" ], "id": "34642f7cb7dae151", "attachments": { "9df74c62-e54f-4a47-a2cf-de8260dc1e33.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" }, "277270f1-1db4-4c92-ae1d-c06d1a2f1f97.png": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAAgCAIAAACuKPowAAAAT0lEQVR4Xu3BAQ0AAADCoPdPbQ43oAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAdwPhgAABhn0ZlwAAAABJRU5ErkJggg==" } } }, { "metadata": {}, "cell_type": "markdown", "source": "## 3. Графики", "id": "23a4bd2af5611797" }, { "metadata": {}, "cell_type": "markdown", "source": "### 3.1 Распределение уровня тревожности по классам стресса", "id": "ceeb3c8e9d6c452e" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:54.146203300Z", "start_time": "2026-04-19T13:38:53.953987600Z" } }, "cell_type": "code", "source": [ "for level in [0, 1, 2]:\n", " plt.hist(df2[df2['stress_level'] == level]['anxiety_level'], bins=22, alpha=0.6, label=f'Стресс {level}')\n", "plt.title('Распределение уровня тревожнсти по классам стресса')\n", "plt.xlabel('Уровень тревожности')\n", "plt.ylabel('Количество')\n", "plt.legend()\n", "plt.show()" ], "id": "b87b4726ad92cf82", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 168 }, { "metadata": {}, "cell_type": "markdown", "source": "### 3.2 Уровень тревожности по уровню стресса", "id": "d53b4da85fd1bcab" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:54.288351200Z", "start_time": "2026-04-19T13:38:54.149219500Z" } }, "cell_type": "code", "source": [ "sns.boxplot(x='stress_level', y='anxiety_level', data=df2)\n", "plt.title('Уровень тревожности по уровню стресса')\n", "plt.xlabel('Уровень стресса')\n", "plt.ylabel('Уровень тревожности')\n", "plt.show()" ], "id": "929cc817de8f7621", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 169 }, { "metadata": {}, "cell_type": "markdown", "source": "### 3.3 Уровень тревожности vs Депрессия", "id": "1d7e406e097ab4cb" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:54.392673700Z", "start_time": "2026-04-19T13:38:54.290896Z" } }, "cell_type": "code", "source": [ "plt.scatter(df2['anxiety_level'], df2['depression'], alpha=0.4)\n", "plt.xlabel('Уровень тревожности')\n", "plt.ylabel('Депрессия')\n", "plt.title('Тревожность vs Депрессия')\n", "plt.show()" ], "id": "772ce28597c95b93", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 170 }, { "metadata": {}, "cell_type": "markdown", "source": "### 3.4 Тепловая карта корреляции с уровнем стресса", "id": "4ac88c7a42b6e69c" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:54.674483900Z", "start_time": "2026-04-19T13:38:54.406681100Z" } }, "cell_type": "code", "source": [ "corr = df2.corr(numeric_only=True)[['stress_level']].sort_values('stress_level', ascending=False)\n", "sns.heatmap(corr, annot=True, fmt='.2f', cmap='coolwarm')\n", "plt.title('Корреляция признаков с уровнем стресса')\n", "plt.show()" ], "id": "9105c6588effe10e", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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ON3c3mdeS9VaCDU6Z9ppJEQoX1sXFS5cxbmyipORfhA3e3N09sGRpoiwsNUxWk93Xs7Aw546MnTt3codERGQEH0hu2byJYt/ncshYJohcCIunnMSLFy/463omHzh9+jT3qjCSvLRly5bFgwcPBeczg9Pf/70gjXmzmBcopf6ZTYRhvHsn9PiWLp3onUoJy5ukqUzyUMfGxWVKU8k0iMyr6+mVPIlHFsyjNnPmbFSrWo170ZlUokqVKjBbtBC/S9GiRTBq5AisWrWaGwuyjGVmrC5dthyVKlVCiZIl+OCETUzbsT1xUmJ2U6Z0acEr/tIGBvw++ae6Hww2wc3NzR0XLl7MsMwnT55I5TjM9GZe+u3b2QTMCGkeNrksta5aVpQFK6vTWLp0mTSNGXLMKymLGTNn4aa1NSTxEq6Z79+vr0Bf/P79e5QtUzbNeeXKJaalfl5Z/ZI0y0yLXbRYUT7YYR7m9AYVzDNfp3ZtbmBnNKBID/b9MjNbxD3zLAoC68OUHtiU9y1NWpkyvI+ZDITBPrPvZtr2luOeztTG3NOnDtLvF9NNV6xQgXv2UxrL8fGSNN+31PeD9QEjNCw0S3rns+fOY8GC+Vi6dAkuX7mSrswnNUn/CypWShst51cpUqQIlzmk9C5L/1f5v5O2k/1v+Fkb3/i94d8p9oaOfX9kkdRnbBIo0yDLgunU2f2cPGUqH0wl0SyVhI3InZBmmSDyAKvXrOWT49auWSMNxcW8YGwSGguplDJUEgt/xF5P3r6dPFEpieHDhgn3hw/lk/Ps7gt/cDp0aC/QHNeqVQt169TBnR8TyJhBwCJWsNn9Sa/8U+sYU9K9W3f+98H9jDWnDOZB19fXg8mkyfyHMKVR9ztMnzaN99fRFFpIWbDZ7WyWvIlJ4vWZEZNTsAGQ4NojEr2Gd+7eFaSzyBbsnqxcJXuiYHowI5g9LwoKClmumyQ+Po22lfWNLIkF4/HjZCOdRTBYsGABH2gkcfvOXR42jUUcSYIZRAMHDuS63pSShPRkIawt6V2fcfXKNS6DYG8GfoVz5y8kDpiWLoaBQSmcOZt2EiOjXr163JOeBJtf0K5dOy6VYm8u2MY+Mw10ypB6rD+MenTHkydPERYW9tP2ygqB9jPY98XX1w/jxo3lUpCffTeTYFr0mzetUbVKFVhYJIck/Bksggcb1LAIHkymkB2w5zVlqDi+P2gg97w7OydqxZnHX69YMQwcOEBm37Fni3H9xg0+OJk2dWqa5zmJJIkbexOTOnRjEhJJ4kJQqcsYOWrEb7SU+FcgzzJB5AGYl2fBgkU4eGAffzW6Y+cu7jljs7PZZMAzZ6y4gcImwDDvKTM+9qaIBpD0CrdFyxY8pizzLLZq2YKHdmIhutgPXkrYjy2L2Xv06DEoKinxkGYsz86du6R55s1bgPPnzuLObWs+SYvNbmfXZ8ZQsWLF0LZte24czJgxHQP69+f1Y+HEMoLNbmdRPCZNnsI9kRmhpqbKJyWl9qgz2IQjZuim1EyzyVcTJ07ik4XSgw0y5s+fjw0bN3GPfk7DwrGxSXF3bWx4v/Xq2ZNPNGOvl1PC6s5+0DPyorGYyCw8mbePDzfWWNxlFjGARbCQ5R39Gbdu3ULPnsY8fB7TezI9Mrs/qZ8VWTCdtK3tXSxfvhTjxk3gacy73aN7Nx7SjE3A+xYczEPHlSxZgocaTO0tbtasGX+OFOQVULNWTT7ZjhlzGd0/q9On0at3Tx6ajIX1evzkCZ/YxiawHjlyFDdu3syw3qxtNjY26Na1KzcemeEvCxbZwdz8uCB0HGP9huQQjGvWruMTx86fP8uvzSQkgwYlDmyXr1iRpkw2GGLXV/4hw2jY8L803+HMwPpxxsyZOH7sGNevM906k+IUK1qUT3oLCwvF0GGyDbyp06bztykpI+NkhoWLFvH/BTduXONh3Nj/H/Zst2ndCm3bdchyGz58CMTECeNRonhxLhfq1q0bn0DH3l4kvTFg3l0WqpJFmmnSuDEPCycSi7nnnqUPGDCIDxyYp3jr1m08Igb7n3b12nV+z9gz9THwI1atXsMHLosXL8GGDet5bGU2OZJ9Z5jnmkURmjp1Op9IyP4vLlq4gDsSwkJDeVSYnJzTQPw5yFgmiDwCC+vEolSwf/pMT8he37NXtOxVpcnECTyMXERkJJ8UyIzo1BEd2CvcgQMH8zjGCxfM5z8QGzZslKkBZT9E8QnxGD1qJPfUPX/+AvMXLBDEemYaz46dOmP69KlcS8tkDUFfvsDN1RWbfpTJvHOGhoY8egOLXZoRbMLM5k2beBiuc+cS45pmBPsxZrFtZcE0hOyHP+UrbFdXV2m8VFkwI2bHjm38B5YZdn+CceMnYOZMUy6xiIuTcCOS6dVTw4zflT/CcKWHh4cHhg4Zgv79+3GDiQ022P3dvWfvL9Vt0aLFiJfEcyOVeduYh71vv/58UZufwd48MOODTTJjYdesrW9xr2C37kY8rCDz/CopKSfWedhwmUZpUrhAZhyzQc+hQ4cFoRBlwfpp8OChmDx5EvfgdurUkcfDZRE4PF7KDsUna6Ifm2TKIr0khURMjb29PRwcHblWmHlT2XeBPW8pw6MxT7mRUU/+poTJKZjmlU1wnDR5cpoYy4yk8IRMp8yiSmzcuAlbt23Hr8A8vd26d8fUKVN4XzMPM3urwq577PjxDGVQKSM+ZBY2uOvStTtmzZyBIYMH8Xv7/r3/L+u9maE6Zeo0rFi+FAMGDEBQ0Gc+ODc3PynNw57xESNG8cF1r169+GCDOQSYoX5g/wGBJp/FkX/79h1GjBjGJySzfOzZSxkSkEmG2P8v9r+ULdbEnjumS04KQciMdPasLl+2hN9Pdp/Y/1oWYYgtIkPkbuSK6RVPf8YIQRD5Arb6V5fOnVC+QqUM87FXxmzVPjY5aPeePcitPLZ/yL3DKY3lfwmmI2YTGKtVq5FlLx6Rs7BY3ywSRw+jnlL9d0rYanPMcGfRKojshy3awqQirVq3oe4l/hikWSYIgiCITDJgYH/4+b2RaSgTBJE3IRkGQRD5jkf29gj8kKxXJoif0b1bN1SuUpnr+Bf+wvLgBEHkXshYJggi38Em5BBEVti1awfX8TNd7OEjR6nzCCIfQZplgiAIgiAI4o/z33//YcL4sahevQaPdc8mZbJwfhnBohktNlvEoxMFBHzAlq1bc3z+CWmWCYIgCIIgiD+OqqoK3Nw9MG/+gkzlZ1GO2KJGDx4+4mEH9+/fj/Xr1qJ58+Y5Wk+SYRAEQRAEQRB/nLt3bfiWWVjoQRbmL2nlUBbfukGDBjxEoK2tbY7VkzzLBEEQBEEQRLagqKgIdXV1wfYrq03Kgq1WanffTpBmY2MrWPkzJyDPMkH8BfZ9SrvMLEEQBEHIYnThiFzzm/Ry9VgeJz4lbAEkFtv+d9EtrIvPn4MEaZ+DPkNTU5MvY/4ri+ZkBjKWCYIgCIIg8jFyCnLZVta27TuwZ+8+QVp6q13mFkiGQeQp2Mpso0aN/KPXZCtKLVli9kevSRAEQRDZhUheLtu2mJgYHmYx5ZZdxvLnT5+hq6sjSNPV0UVISEiOeZUZZCwTWVoS+eCB/dRjBEFkSCHDeqh3bhdav7FD59hXKNKt9U97rFCzBjB8chYdwlzQwuMmig8xSpOn1PgBaOl5Gx1CndH4gSUK1K9Od4Ig8hGOjo4wbGIoSGvWrCkcHZ1y9LpkLBPZjrw8qXsIIj8jVlNFiPMruE5ekqn8KgbFUf/iHnyxeYz79brDd9sRVN+zHDptk38Ui/XuiMrr5sJz+Q7cb2CEUOeX+O/KASjqFsrBlhBE/kBOQZRtW1ZQVVVF1apV+MYoUbIE/6yvp8f3586ZjS1bkrXOR48dR6lSJbFg/jyUK1sWQ4cOQdeuXbB3X8468shYJtLQuXMn3L5lDW8vT7i6OuOUhTkWLpiPvn16o0OH9gh4/45vLDB48eLF+edu3brizGkr+Hh7wtg40SM0oH8/2Nrc4Wn3bO/yhzoJBQUFrFi+DM+cHPjxJ48fwcRkovS46fRpePrEHr4+XnBydMCypZn70U0NE/2zGIwuzs/x6qU7LC0tUKVKZX6sTJnSvO7sC5eS0aNH4eGD+9L9ihUr4vixo/B8/RIvnjth69bNKFSwID05BJEOn2/cw2uzzfh44Vam+qjUmH6I9PWHx6w1CHvpgzc7TyDwzA2UnjJMmqf01OF4d8AS/kfOIszDGy4TzCCJiEKJYT3pPhDEPyTDyAo1a9aA9c0bfGMsWWzGP8+YOYPvFy5SBPp6+tL87969w+AhQ7k32dr6BsaOGYMZM2flaNg4BrkACQGFCxfGzh3bsXzFSly7dp2HfPnvvwawsjoNfX19vj9tuinPGxwcjCJFivDP8+bOwZKly+Dq6obo6GgYGfXAjBkzMH/BAp5WrVpVrFu3FhEREbyskSNGoF27thg7bgLev3/PR5F6P0aSzFhnBuv4CRPx+tVr6BYuLDVws8rePbsQFRWNgYOGIDQ0BIMHDYLlKQsYNm0OHx9fPH/+AkbGRli3br30HGMjI5w7f15qbFtZWsD8pAUWL17CZ9vOnz8Pu/fsQp8+/ejpIYhsQKthLQTdeSRI+2x9H1U2zOOf5RQUUKBOVXiv2ZOcISEBQXceQqthbboHBJFLefTIHnr6JdI9Pm3adJnntGvfEX8SMpYJAUUKF+Ze36tXr3EjlvHy5Uv+NzIqisdK/Pz5c5pe27f/ADeuk5hhasqDhielsdEgW5py8KCBPwxvPfj4+uLJkyf8eNK1GMwoZ9ews7uPuLg4vA8IwPPnz7N8pxrUr49atWqhRs3a0skFS5ctR/v27blBfuKEOc6eO4fhw4ZJjWXmbWYj3UmTJvP94cOHcWN/9eo10nKnm5rC0eEpz8sM7p/B+ix1jElRsBjxMbFZbhNB5EWUiugg+qMwHBTbVyigAZGyEhQKFoBIXh7Rn76kyvMFahXL/OHaEkTeIzujYSABeQ4ylgkBbu7usLOzw53b1rCxtYWt7T1cuXIV379/z7CnnF84Sz+rqKigdGkDbNiwDuvWJRuZYrEYoaGh/DNbx/2khTns7Gxhc9cGt27dhu29e/zY5cuXMXrUSNg/esBX9rl95y6sra0hkUiydLeqVKkCNTU1uLkm143BvMMGpUrxzxcuXMSihQtQp05tODk9415lZ2dneHl7/yijMho3bsQlGKkpVapUpozlSSYT08ScfL10GzyXbc9SewiCIAgiJ8iqfCJD8qAfiIxlQkB8fDz69huA+vXqoXnzZhgxfDjmzJ6Fzl26ZdhTEZHJAdOZgcpgOqJnz4Qe4SSD18XVFQ0bNkarVi3R1NAQu3fvhN39+xgzZhwCAj6gabMWaNrUEM2aNsWqlcsxYfxYGPfszT3NmUVNTRUfP31Cr1590hwL+WH8Mw/2gwcPYdSjBzeWexj1wNGjx5LLUFWDtfUtrFi5Kk0ZHz9+/OWYk1v8xZluB0HkdZgXmXmXU8L2Y7+HIj4qGjFB3xAfFwelwtqp8mgjOlDokSYIgshuyFgmZPLUwYFvGzdtxpMn9ujYsQNiY2IgFv98TmhQUBA+fAjkntdz5xK1v7JgsRcvXrzEt8tXruKk+XFoaWlxLTSLl8iMVLYdPnIEdvdsUblSJW5kZxYXF1cU1tXlBra/v3+6+ZgUg82sPX/hAkqVLMm9zdIyXF3RuVNHLiPJqmc7CSYBSR1jMj6GVvAjiCSC7Z9Dt2MzQYfotG6Mb/aJg+2E2Fh8d3KDTqtG+HjxdmIGOTlot2yENzuPU0cSxL8kw4hFnoOiYRACateuhUmTTFCjRg0+6a5Tp47QLlQInp6eeOfvj8qVK6Ns2TI8GkRGIeI2bNjA5QcjRwzn2t5KlSqhb58+GDNmND/O/vbo3p1HomDHu3bpzD21TO7Rp09v9O/Xl0ehKFmyJIyNjREZGQn/9+kbvLK4Z2fHYy8eOrgfzZs145E76tWri9mzZ/H2JcH02Wzi4upVK/Hw4UOBx/jw4SPcgN+5cztq1qzJBwDNmzfHpo0bIBLR14cg0gsdp1mzEt8YqqWL88/KJYrx/YrLp6PmoWSJ1pu9FlAtXQKVVs3kGuRS4wbwUHG+Ww5L8/huPoQSI/tAf3APqFcqg2o7FkNeTQXvjpylm0AQuTQaRm6BPMuEgNDQMDT87z+uGWYGJJt4xybqMe3wixfOaNyoEa5dvcKP9ezVG+/eyTZgWfSIyMgojB8/FgsWzEdERCSfKMgmAiZ5lSdMGIfSpUtzj+2LFy8wePBQJCQkIOR7CCaaTICZ2SKuc/Z4+RJDhw3Ht2/BWb5bgwYP4TKSjRs3QFu7EJdd2Ns/RlBQ8iTF8PBw7sFm4e+mTUuM9JEEM5y79zDC/HnzuOdbSUmJe6nv2thyyQpBEGkpULcaGt1OljNVWZ8Y1eLd0bNwHjkXSsV0ofLDcGZE+vnjabexqLJhLgwmDUGUfyBcxi5AkHVyCMcPVtd4TOUKZpOhVFQXIS888KTLKMSkmvRHEASR3cgV0yueB+ctEsS/zb5PJMMgCIIgMsfowsnzgnICi4LCOQO/Q79veW8eAXmWCYIgCIIg8jEicd6UT2QXZCwTuYYGDRrgxPGj6R4vXyFRH0kQBEEQROaRE5GxnBFkLBO5Bhb/uG27Dn+7GgRBEARB5CPIWCZyDSycnJ+fH/ICNUZX+9tVIAiCIHILFxJXu80p5DIRFjY/Q8YyQRAEQRBEPoY0yxlDQwmCIAiCIAiCSAcylom/wmkrSyxZYvbL57MFRgLev0PVqlX4fqNGDfm+pqbmL51PEARBEPl5gl92bXkRkmEQ+ZKAgADUrFUHX79+/dtVIYg8i3qzDtBo2x1iTS3E+Psh2PIAYt54ycyrO3UJlCuk1fJHujoiaOdK/rnQYBOoNWopPO72DEE7ludQCwgif0AyjIwhY5nIl7DV99hqfgRB5AwqdRtDq+cwfDu5B9F+ntBo1QW6kxbiw+JJiA8LSZP/y951gHzyT5JITQNF521AhNMjQb5INyd8PbZDup8QG0u3kCCIHIVkGMRfQ14sjxXLl+GlhxtcXV5g5swZ0mNMItGhfXtBfg93V/Tp0/un5aqoqODVS3d07txJkM7K8/J8BTU1tXRlHIaGTfhy3t5er3HxwjmULVtGUMaUKZPh/OIZXr/ywPp1azFv7hxY37z+mz1BEHkPjVZdEfbgFsLt7yIu0J8bzfEx0VBr3Fpm/viIMMSHBEs35Uo1kBATjUinh4J8CXFxgnwJkeF/qEUEkXeRE8tl25YXIWOZ+Gv07t0LcZI4dO7SFQsXmWHsmNEYMKD/b5cbGRmJCxcuom/fPoJ0tn/5yhWEh6f/4zp79iwsWboMHTp2RlycBBs3rJceMzLqgcmTJmHFilXo0LET3r9/jyFDBv92fQkizyGWh2LJsoh+5ZyclpCA6JfOUCpdIVNFMKM6wvEBN5hToly+KvTWHERRs60o2G8MRGrq2V17gsh3yIlE2bblRUiGQfxV3bCZ2RL+2dvbB5UrVcKY0aNgbn7yt8s2P2nBPcOFCxfGp0+foK2tjVatWqJvvwEZnrdmzVrY29vzz9t37MDxY0ehpKSE6OhojBgxHBYWFjhlacmPb9q8Bc2bN+Oe6oxQVFTkmwD2ujku7nebSRD/JCJ1DciJxZCEBAvSJaHfIV9E/6fnK5YqB0X9Uvh2fKcgPdL9GSKe20Py5RPkdYuiQLcB0Jm4AJ/WzQMS4rO9HQRBEIy8OQQgcgVOTs8E+46OTihdujRE2TAyff78OV69fo0+vXvx/Z49jeHv/15qCKeHu7uH9POnj5/4Xx1tbf63bJkyePb8uSD/s+cvflqXSSYTuWwj5abZ3viX2kUQ+QHmVY55/ybNZMBIxweIcnFAbMBbRL54gs87V0HJoDyUKlT9a3UliLwARcPIGDKWiX92Ah7khNonBQWFLJVx0vykVOPct08fqUc4I+JSeHsTkMD//u5rpW3bd6BCxcqCLeTG2d8qkyD+ZeLDQpEgkfAoGCkRaxTgOuOMkFNUgmq9Jgh/ePun15F8+ZjordYt+tt1Joj8Hg0ju7a8CBnLxF+jdu1agv06dWrD19eXG8pfvnxBkSKFpcdKlzaAqqpqlso/c/Yc9PWLY+SI4ahQoTysrKx+q77ePj6oVbOmIC31vixiYmIQFhYm2EiCQeRpJHGIeesNpYrVk9Pk5KBUsQaifV9neKpKncaQk1dAxBPbn15GrFWIR82QfP+WHbUmiHwLeZYzhoxl4q+hr68PM7NFPOJEj+7duSZ4/4GD/NiDBw8xfNhQVKtaFTVq1MDq1au40ZkVvn//jmvXrmHBgvmwtb2HDx8Cf6u+Bw8eQv/+/fjERGa8s8gYlStXQkJCogeaIIhkQu9cgnqTNlD9rwXki+onTsZTUkL4ozv8eKGhk1Cg+8A0XabeuBWXWMSHhwnS5ZSUUcBoCBQNykNcSJcb4jrj5iDucyCiPITyKIIgiOyEJvgRf43Tp89AWVkZVy5fgkQSzw3l48dP8GMsIsWmjRtw7twZBH78iEWLzFCjegovVSY5aWEBY2MjWJw69dv1PXfuPEqVKoVFCxfwSX+XLl2GpaUVaqXykBMEwfTFDxGsXgAFuvT7sSiJLz5vX4740O+8e8QFdYB44UBTvrAelMpVwaetiRN/BcTHQ0G/FNQatoBIRZV7k6M8XuD7pZP0poYgfpO8GsUiu5Arplec3GJEnoVN7Fuy2Ay169RDbA4sXmBx8gQ+ff6MyZOnZum8x90bZHtdCIIgiLzJfxee5Gj5N2qXy7ay2j+TvUpnboY8y0SeREVZGYWLFIHJxAk4dvxEthjKrMzBQwbDxsYW8RIJevTojmbNmqFvv9+PDU0QBEEQxL8JGctEnmTChPGYPHkS7B8/xrZt27OlTPYKpnWrlrxcZSUleHt7Y+So0bCzu58t5RMEQRDE3yCvRrHILkiGQRB/AZJhEARBEP+KDONWg8ytrJkZ2jzJOOJNboQ8ywTxF6DJFARBEASROyBjmSAIgiAIIh9DDpyMyXOxQtauWQ03VxcEvH+HqlWr/O3qEARBEARB/NPQoiT5yLPcsmULvrxxr9598ObNW3z9+vWn5zCjesSIUbh+48YfqSNBEER+Qa1Ze2i07sbjLMe+f4NvVgcR+0Z2WCndKYuhVL5qmvRIVyd82b0qTbpWv9FQN2yH4NOHEGZzNUfqTxBEzjNs6FCMHz8Wurq6cHf3wIKFi/D8efoLDY0aNRJDhwyGnp4+vn37istXrmLVqtWIjo7OsTrmKWPZoFQpfPr0CQ4Ojn/82goKCjkSx/dfrZO8vDzi4uKQ1xCLxZBIJH+7GgSR62HLVmsZDcW3U3sR4+cF9ZadoTtxPgKXTkF8WEia/EH71kNOnPyTJFJTR5G56xH57FGavMo1GkDRoAIkwT93iBAEkTnP8t+gW7euMDNbiDlz5sHp2TOMHjUS5ieOoWmzFvjy5Uua/EY9emDe3DkwNZ2Jpw4OKFumDDZt2shX0l2yZGmO1TPPyDBYZ61YsRzFixfn3uLH9g/5xkYgKbG+eR2m06fxz+w44+DB/dJzkso6eGC/4LwlS8xw2spSus8+r1i+jKe7uryAuflxnl6xYkUcP3YUnq9f4sVzJ2zduhmFChbMVBvk5OQwYfw4PLhvB18fLzx9Ys/DlCUxf95c2NnZwtvrNR49vI+ZM2dwozUJ1i7WvgH9+8H+0QNeBkNTUxPr162Fi/NzvHrpDktLC1SpUllw7fbt2uHG9avw8fbkZU+fNpUbjkmw/hkyZDAOHzoIL89XmJKiXulRoUIFHDlyiF/z9SsPnDt7hq+Al9TWaVOnwMHhCa8nq3eLFi2k5ybdx44dO8DK6hRvs7X1DdStW0dwjfr16vF7wY67u7nA/MRxFChQQHoNE5OJvC+8vTz5+Z07d5Ke26hRQ34N9kbi+rUr8PP1RoMG9Xl5y5YuwYL587ik5/kzR+kzk7Kv2f1hdXdydOD5CYJIRqNVF4Q/vI0IexvEBfoj2GIvEmJioNaolcxuSogIQ3xosHRTrlQDCTHRaYxlUYFC0Oo9Al8Pb0GCJO8N2AkiP8kwxoweDXPzkzhlaQlPT0/MnjMXkZFR6N+vr8z89erV5UbyufPn4e/vD9t793D+wgXUrlUTOUmeMZbZcshr161HQEAAataqg46duvz0nKQ8U6dNz/Q5KenduxdiY2LRvYcR5syZy41SK0sLuLq5oWPHzhg4cDB0dXSxe8+uTJXHRksTJ07E5i1b0KJla0ycOAlBnz9Lj4eFh2PatOlo3qIVFpktxsAB/TFm9ChBGQYGBujUqRNGjRqDtu3a87S9e3ZBR0cHAwcNQYeOneDq4grLUxbQ0tLixxs0aIAtWzbx5abZdWfPnsvlLKkNYmYgXrt2Ha1at4WFRcbLRxctWhRnz55GTHQMevfpx6/LzpGXTzTA2SBm7NgxWLZ0Odq0bccX+jh86ABKlzYQlDNn9izs3r2Ht8XHxwc7d2yXGvFMk37q1Em89vRE127d0cOoJ6ytrSH+sWznpEkm6N2rJ2bPmYeWrVpj37792LZ1Cxo2bCjs93lzsXLlat6vHh4vpfc2IiICXbp2xfIVKzFt2lQ0a9qUH2MG9+jRozBr9hwYGjbDiJGj4PEy8TyCINgrGnkolCiDqFfOyd2RkMD3FUtnLkSVWuPWiHB6yA1mKXJyKDRkEsJuX+QGOEEQ2TfBL7s2RUVFqKurCzaWJuvtd40a1QVrFTAPsd19O9StW1dmPZlyoEb16qhVqxbfL1myJF//4Paduzn6KOQZGUZoaCjCwsL4K/TPKQzMjEjSNId8D8n0OSnx9fXlhlQSU6ZMhqurG1avXiNNm25qCkeHpyhTpjR8fHzTLUtNTQ0jR47AggULYWV1mqe9efMGT54+lebZsmWr9DMbUe3evRfdu3fDzl27BQ/f5ClTpW1rUL8+f6hq1KyNmJgYnrZ02XK0b9+eG30nTpjDdPpUbN+xU3rdt2/f8oHHgvnzsXHTZmnZ585f4KO/zDBs2FCEhoRg/ISJUrlGyvaPGzsWO3buwoWLF/n+ipWr0LhxY4weNQrz5i+Q5mOG8u3bd/jn9es3wtbmDkobGMDL2xsTxo+Hs7Mz5s2bL83/+nVifEf2xZw8yYSvrufo6CRtF+uPwYMGwt7eXnrO+nUbcM/OTlB/ZjQntd3X1w/Dhw2DoWETnk9fX58/L+wLztr2PiAgQ30VQeQ3ROoakBOLER/6XZAeH/IdCkX0f3q+QqlyUNAria8nhI4GjbbdgXgJaZQJ4h9mkslEmJpOF6Rt2LARGzZuEqQVKlSIvx3/HCS0v4I+B6FcWdnLbzOPcqFCBXH+3Bn+9pjZPEeOHsu2xcfyvLH8N3B2dhHsM2lD48aNuAQjNUx+kJGxXL58eSgrK8Pu/oMMtT0jRwznZTHjmnlY2QAhJf7v3wsmNlapUoXndXN1Fmr+lJW5xjspT7169QWeZJFIDBUVZb7Ec2RUFE978eIFMkvVKlXw+MkTmbpmNsosVqwonj51EKSzVyup5SHuPzy9DKZHZ2jr6HBjmXmWL1++IvP6zMOuqqoKi5PmgnT2xWIDmpS8cBb2DcPDw0Owz67NvPOMy5cvc10Vk3fcvWvDR7TMo52e1pkZ7mlG1Uw+kwc13wSRHTCpRsz7N4LJgMxTrd6iMz6umUWdTBD/8Ap+27bvwJ69+wRpSc6634XJJ9lbY+Ykc3r2nP/WL1u6GB+nTsHmzVuQU+RpYzk+Pp6PPFKSUuObHgkyzlOQV0iTLyIyQrCvpqoGa+tb3Euamo8fP2Z4zagfBml6MK3u9m1bsX7DRi5ZCA0NQffu3TF2zGhBvsiIVHVSU8XHT5/Qq1efNGWGfE/0+qiqqmHDhg24eu162nqlmF0aGRGZYR2z0p7MEhcXK3g9wxD90ERldA3WbsbgIcMQGBgoOBaT8rUuu4+p+owRm+K6SddOikMZEPCBTz5o2tSQSzNWrVyOCePHwrhnb5mDA1mj7JCrlgi5apVBywki9xIfFooEiQQijcT5A0mINAtAEhKc4blyikpQrdsEIVeEUi+lspUgUtdEsaXJ3mbmvS5gPJRPHgw0m5jNrSCI/EN2TvCLiYnJlHHMHHvsN5PJVVOio6uT7tv+WTNn4syZszA/acH3X758CVVVFaxbu4a/fU+yE7KbPG0sf/nyFUUKFxZ4NJm+JSXshorEQuk2m4HJJuqlhHkxY2Mz9gS6uLqic6eOePfuXZYjKjBJR2RkJJoaNpE+BCmpV68e/P3fY+vWbdK04vo/f53p4uKKwrq6/IFk0g1ZuLq6oGzZsvDz80N2wTyzTPcrK2oG84Z/+BCI+vXrCeQQbLJeVuQMTCrBpBFsAJGa1689uTGtr68nuEZ2wcpmAyO2HT5yBHb3bFG5UiX+DGRmlH2nY6LeiiDyJJI4xL7zgXLF6ohy/iElk5ODUoXqCL+XdlCeEpXajSAnL4+Ip/cE6Ww/6pXwbZ7uxAUIf3IPEfY5q1ckCCL7YdG62Bt69jueFL6XOSoNDQ1x+NBhmeewN97MEZqSeEm89Fwyln+BBw8e8IlqN61vISQkBDNnmKYxYt/5+/MbwyQBzHD+/v077j94iPHjx6FXr55wdHRET2Njbjynfn2fmsOHj/BJdzt3bsfOnbsRHBzMXxH06N4NpjNmprnBKWHxAXfs2In58+cjJjaW10dbuxAqVqiAkxan4Ovjyw2/7t264fmLF2jTuhU6dOzw0z5gGlum2T10cD+WL18Jbx8fFC1aBK1bt+aT9Zjmd+OmLTh65BDev3/P4xWyejIZRcVKFbF27Tr8CocOH8aIEcOxa+cObiwyT3idOnW4Mezt7YNdu3djhul0rst2c3ND3z59+IDEZNLPo2wksW37dty+ZY2VK1fg2LFjfLJl4yaNcfnSZXz99g279+zFksVmEIlEePLkKTQ1NLiBHhoWJtVn/wrsmWKTCNkrIDbAMTY25n/93/tnfpRNEgwijxN65zIKDZ6ImLfe0tBxIiUlhP8wbAsONoHk+1eEXDRPI8GIdH6K+HChxIztp05j0TDiQ74h7lPAH2gRQeRd/tYKfnv37cPmTRu5HPLZs+cYPXokVFVUYHEqcX4UCz4Q+CEQq37MBWMOqjFjRnN7jIWaY3OYWGQwlp6RjfW75GnPMjPSmCeZGYJsAiCbtFayZAlBnqVLl8HMbBE3ctnr+v8aNoatrS3XvrDQYUpKSvymnT59BpUqVcrwekxqwSJjzJ83DyfNj/NzmTf3ro1tpm7ips1bECeRcKO+SJEiXCd79FhiSLqb1tY8msOKFcu4/pVNemN1TB3STBaDBg/hUSU2btzADXD2esPe/jGCfojqWXuHDB2O6dOmYOLECXy05+XlDfOTJ/GrfPsWjN59+mLhggU4e8aKD1Lc3NylOuUDBw5y43XRooXQ0dbmIWOGDR/JJ9NlFqYB7z9gEObOmYUrly9xby/7sp0/f4EfZ4Y+e0vAZBDsOWADJuZp3/qbEwHYhNCJJhP4c8N04ywSxtBhw3mbCYJIJNLpIYLVNaHZuS/EGmxREj8E7VghnfQnX0iHR8hIiXxhPSiVq4zP25dRNxJEPoizfPHiJWgXKsTtHrYoCbMTBg4ajKCgIH5cX08f8fHJ/yc2/5BazJo1k0fd+vr1CzeUV69Zm6P1lCumVzxnBB4EQaTLEyNh+DqCIAiCSI8G57JfTpiShx2Faxj8Do2vJUagykvkac8yQRAEQRAE8W96lnMLZCz/IfT19GBjkxgvWBYtWrTi8XpzC6tXr+RablmcOXuWL11JEARBEMS/z9/SLOcWyFj+QwR+/Ii27TpkeDw3sW7dBr4oiiyYPpwgCIIgCCIvQMbyH4JNcMvO0Gx/GzZxjm3EL5IqjjdBEARB/C1IhpExZCwTBEEQBEHkY0iGkTFkLBMEQRAEQeRn6G1nhpCim8gWihcvjoD37/jCIn8TVocO7dv/0Ws+tn+IUaNG/tFrEgRBEATxZyDPMpEtBAQEoGatOnyt98xy2soSbu5uMDNbQneBIPIgak3bQ6N1V4g12aIkb/Dt9EHEvvGWmVd3shmUyldNkx7p5oQvu1enSdfqOxrqhm0RfOYwwmyu5kj9CSK/QJrljCFjmcgW2AqFbGVAgiAIhkqdRtAyGoJvp/Yh5o0n1Ft0hu6E+QhcNhXxYSFpOilo/3rIiZN/kkRqGigyZx0inz1Kk1e5Rn0oGpSHJDjzg3OCINKHNMsZQzKMfEKLFi1w/twZeLi7wtXVGUeOHEKpUqUEEoqOHTvAyuoUvL1ew9r6BurWTV7RZ+OG9bhlfZMvtc1QUFDAzRvX+Lrt6ckwKlasiOPHjsLz9Uu8eO6ErVs3o1DBgvzYpk0b0bhxI4weNYqfx7YSJUrgwX07jBs7VlB3ViY7bmBgkOV26+kVw+7dO3m73VxdcOjgAV5XRvNmzeDj7QlNTU3BOUuXLIalpYV0v0H9+jh39gy8vTzh8PQxli1dAhUVlSzXhSDyExotuyD80W1EPLZBXOB7BJ/ah4SYGKg1aikzf0JEOF8KO2lTrlQDCTHRiHwmXLlMVKAgtHqNwNcjW5EgiftDrSEIIj9DxnI+QVVVBXv27kPHTl3Qt28/JMQn4MD+fZBLIeqfM3sWdu/eg7bt2sPHxwc7d2yHWCzmxxYsXARVVVXMmzdXmpcZmfPnL5R5PXbMytICrm5u6NixMwYOHAxdHV3s3rOLH1+0yAwODg44fvwEl2+w7f3797A4dQp9+/YWlNW3Tx88emSf5dB78vLyMD9xHOFh4TAy7oXuPYwQHh4O8xPHuLFvd/8+QkJC0LlTR+k5IpEI3bp1xbmz5/g+G1CcOHEMV65eRZu2bTFu/AQ0aFAfK1csz1JdCCJfIRZDoUQZRL1ySU5LSOD7igYVMlWEWqNWiHB6yA1mKXJyKDRkEsJuX0RcoH8OVJwg8q8MI7u2vAjJMPIJV69eE+xPn27KPcwVKlTgBiSDGcq3byeuMrh+/UbY2txBaQMDeHl7IyIiApMmT8aZ01YIDwvjE9p69+6LsLAwmdcbPnwYXF3dsHr1muRrmprC0eEpypQpDR8fX8TExCIyKlIg37C0tMLMGaaoVasWnj9/zg1eI6MeWLos68YpM3qZ8Ws6Y6Y0bdp0U7z0cEPjRo1ge+8eLly8iB5GPXDS4hQ/3tTQkBv6V3701ySTiTh77hz27z/A9319/bBwoRnOnLHCnLnzEB2d4oc8HZg3PskjL0VeHogjrxiRNxGpaUJOLEZ8SLAgPT40GApF9H56vkKpslDQK4mv5omD6yQ02nRnQesRZiv8f0YQxO9BMoyMIWM5n1C6tAFmzpiB2rVroVChQtyIZOjr6+H1a0/+2d3jpTT/p0+f+F9tHR1uLDMcHZ2we89eTJs2Fdu378CTp0/TvV6VKpW5zIJJMFLDvLXMWJbFx48fucHer18fbiy3bduGG5qXL13OcpurVqnCpRup66CkpIRSBqWAe8DZs+dx+dIFFClShF/byLgHvz7zOCe2owoqV64EYyMj6fnMG8887kw24uXl9dN6MIPb1HS6IC3kqhVCrllluU0EkR9Qa9gKMe/fCCYDKpQoDfUWnfBxzey/WjeCIPIfZCznE44cPgR///eYOWs2AgM/cmPZ5u5tKCokezzj4mKlnxMSEvhfUYpXKsxIrF+vHuLi4mBQOmP9sJqqGqytb2HFylVpjjGjNCPMT57E1i2bsXjxUvTr2wcXL15CZFQUsoqqmhqcnV1gMmlymmNJqw++ePECfm/eoHv3bjh69Bg6duiAqdOSDVs1NVUuFTlw8FCaMphsJDNs276DS2BScqdT7Sy3hyByC/HhIUiQSCDS1BKkizS0IEnlbU6NnKISVOs2QciVxLc9SSiVrQyRuiaKLd2ZnFcsRgGjIdyIDlxsks2tIIj8Q16VT2QXZCznAwoW1EK5cuUwY+ZsPHnyRDppLatMGD8O5cqVRc+evWFufpxriU9ZWsrM6+LqyrXA796940t9yyI2NhZiUaImOiXMsxsREYkhQwbziYnGPXtlua68Di4u6Na1K4KCgtKVizCYPtnYqAc+fPjAo3okSVESy3BFhQrlf2up8piYGL4JIAkGkZeRSBD7zgfKFaohyvnHGyg5OShVqIZwu+sZnqpSuyHk5OUR8dROkB7x5J5QA83CzU2Yj/Cn9xBhfzf720AQ+QgyljOGJvjlA4KDv/P4x4MGDeCyhCZNGsPMbFGWyqhWtSpmzDDFjJmz8NTBAYuXLMXSpYtRsmRJmfkPHz4CLS0t7Ny5HTVr1uTSi+bNm2PTxg1SCQgzpGvXrs2jU7AoGUmTDZnBamllhblzZsPX15fLP34FZgR//fYVhw4dQIMGDbhsolGjhjyaRbFiRaX5zp47jxo1amDy5Em4cuWqwLDdsXMn6tWrhxXLl/GoHEzO0r5dO75PEET6hN69DLXGraHaoDnki+hDq88oiJSUEG5vw48XHDwRml37y5zYF+n8FPERwgEu24/78E6wsWgYTBcd9+kD3QqCIHIMMpbzAUxSMX7CRNSoXh13bltj8WIzLFu+ItPnM43vtm1buAHLpBWMEyfM8fDhI2zbullq/KaWWrDoE8xzfNL8OL/u0iVm+B4Swo1hxu49eyCJl/CJhGyyob6+vvT8kyct+HVPnZLtuc4MTLphbNyLyyUO7N/Lr7Nh/Xpebmho8g8x8xo7OT3jGmc2mS8lHh4vYdyzN8qUKcPDx928cR0zZpoi8CdSEoLI70Q6PULw+WPQ7NwHRWavhWJxAwTtXMnDwjHkC+pAXCAxlGQS8oWLcblF+KPktzsEQfwB2O94dm15ELliesUTxakE8Q/BPMGWp06iXv3/uIwir/HEuNHfrgJBEASRS2hwNu3iPNnJi+Ftsq2smocSnWp5CdIsE/8ULPKFtnYhmJpOw+XLV/KkoUwQBEEQ/xIUOi5jyFgm/il69OiODevXwc3NDVOmTBMcY/GW165ZLfM8f39/tGyVfSNjgiAIgiAIBhnLxD8FW5SEbbK4edMaz549TzeyBkEQBEEQWYeiYWQMGctEroGtNJi02iBBEARBENlEHp2Yl11Q7xAEQRAEQRBEOpBnmSAIgiAIIh9DMoyMIc8y8cuctrLEkiVmubYH2QIlAe/fQVNT829XhSAIgiD+GnJyomzb8iLkWSbyLQ4OjqhZqw5CQkL+dlUIIk+i1rQ9NFp3hVhTC7Hv3+Db6YOIfeMtM6/uZDMola+aJj3SzQlfdidGwdHs2BsqdRtDrKUNSOIQ884HIZcsEPPGK8fbQhBE/oWMZeKfRUFBIUejXLCyP3/+nGPlE0R+RqVOI2gZDcG3U/sQ88YT6i06Q3fCfAQum4r4sLQD1KD96yEnTv5JEqlpoMicdYh8lrwYQ+ynAERbHURc0EfIKShCo2Vn6ExcgMClkxAfFvrH2kYQeQ6R3N+uwT9N3vSXE9mOiooKtmzZBM/XL/HMyQFjx45Js5jIooUL4OjwFF6er3D50kUuc0iiT5/e8HB3RYf27XH//j34eHvC/MRx6OkVk+YxnT4N1jevY0D/frB/9AC+PoneIiaTWL9uLVycn+PVS3dYWlqgSpXK0vPYZyurU3j9yoMfv37tCmrUqMGPsSW0jxw+CHc3F16vu3duoVWrlunKMDp16sjzsGs/tn+Ypp0sbdIkE2zcsJ5f7+kTewwcOCDb+5sgcjsaLbsg/NFtRDy2QVzgewSf2oeEmBioNUr8/qUmISKcL4WdtClXqoGEmGhEPrOX5ol0fIDoVy6QfPmEuEB/BJ87CpGKKhT0Sv3BlhFE3lyUJLu2vEjebBWR7SxcuACNGjbE8BEj0X/AIDRu1BDVq1eTHl+xfBnq1q2D8RMmonWbdnz1vRPHj6F0aQOBwT158iRMmTIV3XsYcyN1184dgusYGBigU6dOGDVqDNq2a8/T9u7ZBR0dHQwcNAQdOnaCq4srLE9ZQEtLix/fvm0bPnz4gE6duvDj23fsRFxcokd65crlUFRUgnHP3mjVui1WrFyF8PAImW2sXr069uzehQsXL6F1m7bYsHETZs2cwQ39lDAD+oWzM9q174gjR45i9aqVKFu2TDb2NkHkcsRiKJQog6hXLslpCQl8X9GgQqaKUGvUChFOD7nBnN411Bq3QXxEOJd4EATxexP8smvLi5AMg/gpqqqq6N+vLyZNnoL79x/wtClTp8PR4Qn/rK+nh759+6B+g4b4+PEjT9u9Zw9atmyOvn37YvXqNVLv8/wFC6QLi0ydOg337tmgVq1aeP78uVR6MXnKVHz9+pXvN6hfnx+vUbM2YmJieNrSZcvRvn17dO7cCSdOmENfXw+7du+Gl3eiFtLX109ad309fVy9ehUvX77k+2/fvk23nWPHjObt27x5C9/38fFFhfLlMX7cWMFCKXfu3OFGMoMZ5qNHj0Ljxo3h7e0js1zWbrYJv3nyQFwcPX1EnkSkpgk5sRjxIcGC9PjQYCgU0fvp+QqlykJBryS+mu9Kc0y5ah0UGj6VyzBY+Z93LEd8OEkwCILIOchYJn6KgUEpKCkp4ZnTM2lacHAwvH8Yp5UqV4K8vDzu29kKzmMG4rdvwQKN8PPnL6T7zLhl5ZQvX05qLPu/fy81lBlVqlSBmpoa3FydBWUrKyvDoFTiq9e9e/dxmUavnsaws7uPS5ev4M2bRE/TwYMHsWrVSjRv3owfu3L1Kjw8Eg3n1LB63LhxU5D29KkDRo0aCZFIhPj4eJ7m4e4hyPPp82foaGun23+TTCbC1HS6IC3kqhVCrsleqZAg8jtqDVsh5v0bmZMBoz3d8HH1TIjVNaHWuDW0R0zDp/XzZOqgCYLIJHk0ikV2QcYy8dswYzYuLo5LICSSRIMyiayuuBcZIZRIqKmp4uOnT+jVq0+avCHfv/O/TC5x7vx5tG7dGq1atuSG6fgJJrh+/TrMT1rAxtaWH2verBlMTCZi6dJlOHjoMH6V2NQe4YQEbkynx7btO7Bn7z5B2p1OtX/5+gTxrxMfHoIEiQQizUSpVBIiDS1IUnmbUyOnqATVuk0QcuWUzONMliEJ+si3GD9PFFm4hUs2Qq3PZ2sbCCI/8TflE8OGDsX48WOhq6sLd3cPLFi4SOpAkwWTcM6ZPQsdO3bgckzmZDMzW4w7d+7mWB1pKEH8FD+/N1wCUbtOsoFXoEABlCmTqNN1dXXlnmVtbR34+fkJtpTRJpjEombNmtJ9pvNlD7qnZ/phn1xcXFFYV5cb46nL/vrtmzQfk0zs27cf/QcMxLVr19Gvb7JxHRDwAceOHceo0WOwZ89eDBgge0Ieq0f9+vUFafXr1+NlJ3mVfwXWd2FhYYKNJBhEnkYiQew7HyhXSJ7XADk5KFWohhi/1xmeqlK7IeTk5RHx1C5Tl5KTk4OcvMLv1pggiL9At25dYWa2EBs3bkb7Dp3g7u4O8xPHoJ3O21pmR1icNEfxEsUxZsw4NG3WAjNnzkZgYGCO1pOMZeKnRERE4KTFKSxcMB9NmjRGxYoVsXnTRqkByYzJM2fOYuuWTXykV6JECa4zZl7c1q1bCYzG5cuWonbtWnwy3aZNG+Hg6JjhCPKenR0cHZ1w6OB+7hkuXrw46tWri9mzZ/GIF0yOwSYXssgWLPJF/Xr1uEHu6enJz2eLpjRv3pzXqXq1amjcpDG8vGQb58yQNjRsgqlTp6BMmdLo3bsXhg8fxvXXBEFkjdC7l7lMQrVBc8gX0YdWn1EQKSkh3N6GHy84eCI0u/ZPcx7zEkc6P0V8RFgajzPLr2hQHuKCOlAoURoFB4yHWKsQIlKElyMI4hdgb0eza8sCY0aPhrn5SZyytOS/27PnzEVkZBSfJyWLfv36cifbiBGj8NTBAf7+/rC3t+ce6ZyEZBhEpli2bDmXRBw5fIh7RplhqaGhIT0+bboppk6ZDLNFC1G0aFF8/foNTk5OuHXrtjRPZGQkduzciR3bt6No0SJ48uQJTE1n/vTagwYP4a9cNm7cAG3tQtxbbW//GEFBnyGRSFCwYEFs3bKZR8xg17127RrWb9jIzxWLxFi5YjmKFSvK633XxgaLFy+ReR0XV1eMHTceM2cktuXTp09Yt26DYHIfQRCZI9LpEYLVNaHZuQ/EGmxREj8E7VzJw8Ix5AvqcAlTSuQLF4NS2cr4vH1ZmvIS4uP55EC1BqY8BnN8RChi3njj02YzHkaOIIhfh72hyS4UZUxqZ86ypEn6Kb3ENWpUx/btyVGxEhISYHffDnXr1pVZdru2beHo6Mh/19u3b4cvX75yGeaOHTt/6w3wz5Arpldc+N+KIHIAFn5tyWIzVK6S4rVsPuaJcaO/XQWCIAgil9DgbM6+PXk1K+28oF9lb5x+mkntGzZs5POLUlKkSBG+bkPXbt35G+QkFsyfh4YNG6JL125pyr5ne5e/YT537jwOHznKw9OuXLkCBw8cxMZNm5FTkGeZIAiCIAgiP5ONi4lskzGpPbVX+Vdhi558+fIFM2fN5p5kFxcX/jabhXglY5kgCIIgCIL456NhxMiQXMiChYllk/d1dXQF6Tq6OoLgACn59PETX3QspeSCaZ2Zl5rJOliI2pyAJvgRfwSm+yUJBkEQBEEQDGbYOju78In1KbXThoaGXJcsCzapj630m1JjzSJzBQZ+zDFDmUEyDIL4C4gV6atHEARB5O9FSfbu28eja71wduar+44ePRKqKiqwOGXJj2/ZsgmBHwKx6sdKwEePHsXwYUOxbOkSHDx0CKVLl8bkSSY4cPBQjtaTfrEJgiAIgiDyM39pUZKLFy9Bu1AhHoWKLUri5uaOgYMGIygoiB/X19NHfHyCYN2EAQMHYfFiM9yyvsk9yvsPHOTRMHISioZB/DanrSzh5u4GMzPZIdlyisf2D7Fv/wHs338g17XDsV/THL8GQRAEkTeoa5G5RXp+Fc9FQ7KtrPJLjyKvQZ5lgiAIIkdQbdIWai26QKxRALEBbxFy7ghi33nLzFto/AIolauSJj3K/Rm+HVjHPytXrw/VRq2hULw0j7X8ecNcxAW8obtHEESOQsYyQRAEke0o12oIzW6D8P30QcS+9YJa044oNGYOPq8xRXxYSJr83w5v4stcJyFSVYeO6WpEOT8WrOIX4/sKkS/sodVnDN01gsjlMozcAkXDILLnQZIT8UDibq4ueP7MEabTp0mPaWpqYv26tXBxfo5XL91haWmBKlUqS4+XKlUKhw4ewIvnTvB8/RJXr1xG06aGgvLZOvFHDh+Et5cn7B89gJFRjzR1GDNmNG7fsoaX5ys4PH3MA5WrqqoK8rDlsJncwtvrNdzdXGB+4jgKFCiQqXZkpi0EQSSi1qwTIuzvIvKpLeI+vsf3MweQEBsNlQbNZXZRQmQ4X90vaVOsUJ3nj3qRbCxHOt5HmPU5xLx2pW4miGyExS/Ori0vkjdbRfxxevfuhYiICHTp2hXLV6zEtGlT0axpoi53755dfCnqgYOGoEPHTnB1cYXlKQu+vjuDLaN9+84d9OnbH+3ad+BLUh8+dAj6enrS8tlsWT09PfTu0wejx4zDsKFDeJkpYXEXFy5ahBYtW2PK1GkwbNIYCxbMlx6vWrUKTp06ideennzFoB5GPWFtbQ1xii93Ru3ITFsIgmDhXsRcKhHtmcKoTUhA9GtXKJYqn6kuUv2vBaKe2SMhJpq6lCCIvwrJMIhswcPjpXT1HF9fPwwfNozHToyKikKtWrVQo2ZtaZDypcvYmu7t0blzJ5w4YQ53dw++JbFu3Xp07NAB7dq1xaHDR1CmTGm0bt0KHTt1wYsXL3geU9OZuHfPRlCHlBP9/P39sWbtOqxZvQrz5iUazBPGj4ezs7N0n/H69etMteOenR0a1K//07bIQlFRkW8CxPKAJO5Xupog/nmYnlhOLOYe4pTEh32HfOHkQXB6KJQoC4ViJfH9lHAVMIIgcogUcYuJtJCxTGQLHh7Jxi7j06dP3ANbpUoVqKmpwc3VWXBcWVkZBqVK8c9MKjHDdDo3iAsXLgx5eXl+XF9fnx8vX678j+DlyWV4eXsjODhYUCaTbpiYTES5suWgoaEOsVgeKirKUFFWRmRUFPcsX7585ZfawchMW2QxyWQiTE2nC9JCb5xB2M0zGdaFIPIrKv+14BMC05sMSBBENpNH5RPZBRnLRLYQGydcOSchIYFrl5jE4uOnT+jVq0+ac0K+J3qdFi1agGZNm3EvrZ+fH/dG79u7GwqKCpm+fvHixXHk8CEcPXYca9as5YZ0g/oNsHHjeigoKnJjmZX7q+1gZKYtsti2fQf27BV6yGy718902wgitxEfHooEiQQijeT5AAyRegHEhwoHualhk/hUajVC6I3TOVxLgiCIzEHGMpGjuLi4orCuLl//nUkjZFG/Xn1YWlnh+vXrUk8zM36T8PL24mu+16hRQyrDKFu2jEAnXKNGdYhEIixZspQbuIyuXbumkVgwScX6DRtzrC2yYJKNJNmGFJJgEHkZiQSx/r5QKl8V0a4OiWlycnw//MHNDE9Vrvkfj4rBJvMRBPGHIBlGhpDfnchRmNbX0dEJhw7uR/NmzbgRXK9eXcyePYsbvwxfX1906tiByyRYZImdO7ZzwzcJb28f3LlzF2vXrELt2rVQvXp1rF+3DpGRkdI8zCPNdMEjRgxHyZIl0bOnMQYPHiSoy7bt21GzZk0eJaNy5UooV7YshgwZjEIFC2ZbWwiCSCT83lWo/tcSKvWacp2yZs8RkFNURuQTW368QP/x0OjUN013qTZogShXRyREhKU5JqeiBnm9UpAvkjiYli9cjO+n9mATBJE1KBpGxpCxTOQ4gwYPgb39Y2zcuAH37Wyxa+cOFNfXR1DQZ3588ZKlCP7+HRcvnOdSChsbW+7FTcm06aYI/PgRZ05b4cD+vTh+4oR0OUwGmyBotngJJk6YgLt3bsHYyAirVq0WlOHj44v+AwahapXKuHL5Ei5ePI/27dohTiLJtrYQBJFI1HN7hFwyh3r7XtAxXQUFvVL4um+1NMayWEsbIk1hFBmxbjEolqmEiCd3ZXajcrW60DVdhUKjZ/H9goMn833VRm2o2wmCyDFouWuC+AvQctcEQRDEv7Lctfea8dlWVtnZu5DXIM0yQRAEQRBEfoZW8MsQMpYJgiAIgiDyMXJypMrNCOodgiAIgiAIgkgH8iwTxF9ArEhfPYIgCOIfgWQYGUK/2ARBEARBEPkZkmFkCMkwCIIgCIIgCCIdyFj+xzltZYklS8yyrTzT6dNgfTNxpbzcRlbr3qdPb3i4C+M1yyLg/Tt0aN/+N2tHEARBELl4Bb/s2vIgeV6G0ahRQ76QRaXKVRESkhgMPzcxavQYxMbGIr/BDNgRI0bh+o0b0rRdu/fg4KFDmS7j4sVLuH37jsDY7tChPdq26yDIV7NWHXz//j2bak4QRBIqDVtDtVkniNQLIC7wHUIvHkOcv0+6HSSnrAq1dr2gVLUeRKpqkAR/Qdjl44h55Zx4XFEZau16QqlKXYjUNREX8Aahl48jzt+XOp0gfocUq+YS+dBYziwKCgp/zSiVl5dHXFyczPoEBwfjX0NWff8EERERfMssUVFRfPsZnz/T6nsEkd0oVf8P6p0HIPT8YcS+84Zqk/bQGjETXzbMQkJ4aNoTxGJojZzFV/gLMd8GyfdvEBfURkJk8ndeo+dIyBfRR4jlHsSHfoNyrSbQGjkbXzfNRXzIN7qJBEHkCLliKCEnJwcTk4mwf/QA3l6esLa+gc6dO/FjpyzMYX7iuDSvlpYWHByeYOYMUxQvXpx7lRkvPdy4t3LTpo1SecOK5cu4xMHV5QXMzRPLGDNmNG7fsoaX5ys4PH2MlStXQFVVVVCf+vXq8fO9vV7D3c2FX79AgQL82GP7hxg1aqQgP5MOMK9mEqweQ4YMxuFDB/l1pkyeJJUYDOjfj7fT18dLpgxDUVER8+fN5XVjeR7ct0P/fn3TlR0weQG7XnrUrFkTFidP8D5gfcT6q3q1aoI8suqbESKRCBvWr5PeL7t7Nhg5ckSafP369uVLU7N2PHNy4PcjqQ8ZBw/u59dO2k8pw2jerBl8vD2hqakpKHPpksWwtLRI0x/ss6npdFStWpWXyTaWJkuGoadXDLt37+Tnurm64NDBA/xZSvm2gi2XzfqC5blw/iz09fUz7BOCyG+oNu2AyKc2iHK0g+RTADeaE2KioVKvucz8ynWbQaSihu/HtiD2jSfig4MQ6/uKe6Q58grc4xx27RRi/V5B8uUTwm+fg+TLR6j81+rPNo4g8uIEv+za8iC5wrM8aZIJehobYfacefD19UXDhv9h29Yt+PLlK6ZMnc6NW2aMHThwEKtXr0Tgh0Bs3LQZCQkJGDlqNA7s3wfDps0QGhom8DT27t0LR48eQ/ceRtK0+Ph4LFy0CG/fvkOpUiWxauUKLFgwH/PmzefHq1atglOnTsLilCUWmZkhLk6CJo0bQZzFVxjM8Fu5cjUWmS2GJC4O/fr1hYGBATp16oRRo8ZAEi+Red7WLZtRt24dLFhoBnd3d5QsWQKFChX65b5VV1eDpdVpLFiwiGuNxo0dg2PHjqCJYTOEh4enW9+fGcsfPnzAmLHj8e3bN9SrVxfr1q7Bp0+fcOnSZZ6HGd9mixZh5apVuHv3LjQ0NFG/fj1+rGOnLtx4nzptOu7etYFEkrYv7O7f57Kazp064qTFKel1u3XrijVr1sqUZFSqWBEtWrRA3379eVpoaKhMrzkb/Dg6OsHIuBf3oE+dMhnmJ46hdZt2/Pk4eGA/zM1PYsJEE/4GoHbtWkBCQpb7niDyLGIx5PUMEG5zKTktIQEx3u5QKFlO5ilKVeog9q0XNLoPgVLlOogPD0XUi0eIsL3Mz5UTiSEnFiMhTvgGMCE2FgoGFXK6RQSRt6HQcbnbWGae1MmTTLiBwwwYxtu3b9Ggfn0MHjQQE00mYfacOdiyeTMK6+qidatWaNe+g9TASpIxBAV9SaNZZob38hUrBWn79x+Qfvb398eateuwZvUqqbE8Yfx4ODs7S/cZr1+/znK7zp2/gFOWloI0ZnhNnjIVX79+lXlOmTKluTHI+sLO7r60L36HBw8SvbZJzJw1m3uYmff01q3bGdY3PZiBuX5Dogef8e7dO9SrWxddu3aRGstTJk/Gnr17+QAniRcvXvC/Se0P+R6SrkSCGa0XLl5ED6MeUmO5qaEh9zRfuXotTX42SGLGv0QSl6HsgvUvM7pNZ8yUpk2bbsr7pHGjRnjh7MzfIljfuo03b97w415eiW8BMnqG2SZALA9I/ryUhSD+BCJVDW7YMklFSuJDv0Net5jMc8QFdSEuUxlRzx8h+PAGiLWLQKPHUG54R9w+j4SYKO5xVmvVHSGfAhAf9h1KNRtx45t5lwmCIPKtscy8rUwGYXHSPI1h6erqxj9fvnwFHTt04B7o2XPmwtfXL1NlOzu7pElr2tSQSz7KlS0HDQ11iMXyUFFRhoqyMiKjorhnmV3vd0kyDFPi//59uoYyg0kImCH66JE9sgsdHR3MnjUTjRo3go62NsRiMVRUVNLICmTVNyOGDR2Kfv368HKUlZX5/XJzc+fHtLW1UaxYUdy/n2jw/ypnz57H5UsXUKRIEXz8+BFGxj34hL7fmchZtUoV/sx5vn4pSFdSUkIpg1KwvXcPp05Zck+znZ0d7tnd5wMA5jVPj0kmE7kEJCXht87xV8gEQfxAJOLe5NBzB7knOS7AD6ICBaHatBM3lhlMq6zRcxR05m1FgkTC80S/eAR5/dLUjQTxO+RR+US+MZbV1BL1woOHDENgYKDgWExMNP/LDNkaNapzQ7J06cz/04xIMXGEwXSpRw4fwtFjx/mrfOaVblC/ATZuXA8FRUVuLP9swhjzeDKNdepX+6mJjIiUkZbx5LVfurZCxrd4y+ZNKFiwIBYtMoO//3vExMTg0sXz3Lj9WX3To3u3bli4cAGWLlsGRwdHhIWHY/z4sahTu3am2pFZmAHv9+YNunfvxuU0bMDEpBu/g6qaGh9EmUyanObYly9fpJ5m5hFv0bIFunfrygcb/foPgJPTM5llbtu+A3v27hOk3e/d6LfqSRD/MvERodyYZRErUiLSKMC9yzLPCQkGmPwshaSJaZ3FmlrcuwyJBJKvnxC8byWgoAiRsgovS7P/RJ5OEMRvkEdDvmUX//xQ4vVrT25c6evrwc/PT7AFBHzgeRaZLeKG4qBBQzByxHA0adJYen5ShAux+OdNZQY3ewW/ZMlSbvj4+PiiSNEigjweHi9haNgk3TKYjrpI4cLSfXV1dZQsWRLZAbs2qx+TSMi+9hd+PeYZTumNzgimEz5w8CDu3LnL5SRsAMI8v78DK9PB0QFHjhyFq5sbv1cGpUpJjzM5BJOPGBoaplsGM9pFmbhn586eg7FRD7Rt24Y/AylDxaUpMzYWIpE4w/JcXFz4gCsoKCjN85ZS48zatX37DnTrboSXr17BqEePDNsSFhYm2EiCQeRpfnh9Fcum+P8jJwfFslW4LlkWsW9eQ6xdWPCjLdYpCgmLcpF63kJsDDeUWag5xfLVEO2eKNEjCOIXYfOusmvLg/zzrWKG1e49e7FksRmfkFeqVCkerWHE8GF8v3XrVujXtw9MTCbjnp0dj8XLvKVJ0SmYt5QZUW3atOET4VJHtkgJM4iYtnTEiOHcwO3Z0xiDBw8S5Nm2fTuPIMGiZFSuXAnlypblk9UKFSzIjz948ICf16BBA1SqVInXRdYEtV+BaaitrE5j44b1PHpDiRIluOHMtMCMZ8+eIzIyEnPnzOb9xAy4Pr0TIz6kB9Nt9+rZE+XKleMT1bZv28bL+B1YmTVr1EDz5s25znrmzBm8z1KyYeMmjB0zhg9uSpc2kN7TJN75+3NjWldXV3ovZXH23HnUqFEDkydPwpUrV7lhmh7+7/z5hEgmpWH3K42O+Ifx/fXbVxw6dIDfw6Q+XrZ0CZeOsH3Wv2ySJZOYsKgcZUqXhudPdMsEkd+IsLsOlfrNoVzHEGJdPWh0Hwo5RSVEOt7jxzV6j4Fa++T/T5GP70BORR3qXQZxI1mxYk2oteiKyEe3pHkUy1eHYoXqEBXUgUK5qtAaPReSzx94xA2CIIh8aywz1q5dh02bt3Dtp63NHZxgkQlat8a7d/48RBkzvFxcE0OErV+/AZ8/B/FJeQwm3WCTzebNnQPnF8+wYsXydK/j7u4Bs8VLMHHCBB7SzNjICKtWrRbkYd7m/gMGoWqVyjx82MWL59G+XTvE/TCI2St3e/vHOHrkEI4dPcwX1UiaCJYdzJk7D5evXOXG+j3bu1i3bi1UVRIHAEw2MmnSFLRq3Qp3blujR49u2LAxeaKdLExNZ3Jj9Mb1a9i6dQv3MjOv6u9w7PgJXLt2Hbt37cDlSxe5zIN5mVPCjH6zxYsxdOgQ3L1zG0eOHBZIaJYuXYZmzZryEHk3b6SdsJdygMPeAjCt8dlzGWuAr1y9irs2NrCyPAVXV2f06NE9TR4mtTE27oX379/jwP69/HnbsH491yyzaCpsIMEGFvv27sV9O1usXbsahw8fwbFjyeELCYIAol0eI+yaBdTaGKPQ5GWQ1yuF4EPrkPBj0p9YSxsiDS1pV8V//8qPKxQvjUKTl0Oj6yBEPLyZGA3jB3LKKtDoNgTa09dAs/dY7o0OPrguUb5BEMSvQyv4ZYhcMb3iFPOKIP4wz4e0pD4nCIIgMkWto3dztKd89i3MtrLKjE5cMyEvkSs8ywRBEARBEATxN/jno2EQ/x5s4ZeexsYyj505exZz5sz743UiCIIgCOIXyaMT87ILMpaJLLNu3Qbs3r1X5jFZq+IRBEEQBPEP8xdDxw0bOpSHl2UT+tncsQULF+H58+eZClO7a9cOXL9+AyNGjsrROpKxTGQZFqIuKeYw8YvQKJ4gCILI53Tr1hVmZgv5G2mnZ88wetRIvuhX02YtMrQz2LoYCxct4AEV/gTkdycIgiAIgsjvK/hl15YFxoweDXPzkzhlaQlPT0++CnNkZBT69+ub7jlsvYkd27diw/oNePP2Lf4EZCwTBEEQBEHkZ7IxdJyioiJfIC3lJmtdA7ZSMFsMzs7uvjQtISEBdvftULdu3XSrOn3aVAQFfcFJi1P4U5AMgyAIgsgRVP5rDdWmHSFSL4C4wLcIvXwccf6+6eZnK/Kpte0Jpap1IVJRgyT4C8KumCPmtXPicUVlHrdZqUodvpR2XMAbhF4xR9z79MskCOLPMslkIkxNpwvSNmzYyNfESAlbKE5eXh6fgz4L0oM+B6Fc2XIyy25Qvz769e+Hdm3b409CxjLxW7CRYdKS4tmJWCzOtpUP83KdCOJfRal6A6h36ofQC0cQ+84Hqk3aQWvYDHzZNAcJ4TImAovF0Bo+A/HhoQgx3w5JSDBfuCQhKkKaRcNoOOSLFEfI6b2IDwmGcq3G0BoxE1+3zOP7BEH8/Xk027bvwJ69+wRpGa2um1nU1NSwdetmzJw5C1+/fcOfhGQYeYjTVpZYsXwZ3156uMHV5QVfajoJ9hpk0cIFcHR4Ci/PV3x1PbaUc+pR27mzZ+Dt5clXz2PLPKuoqEiPP7Z/iKlTp2DLlk149dIda9euybBOTIQf8P4dn7V68cI5+Hh74s7tW2jYMPm6rA4sT8uWLXD92hX4+XqjQYP6kJOTg4nJRNg/esDrY219A507d5Kex1Ye3L5tK1ycn/Pj9+/fQ98+faRGPOuHZ04O/JpPHj/iZaWsE1v2OglNTU2eltQfv1ongiASUW3SHpEOtohyug/J5wBuNCfExkClbjOZXaRctxlEKur4fnwrYt96IT44CLF+rxAX+C4xg7wClKrWQ9gNS8T6vYbk6yeE3zkPyZdPUGnQirqdIH6DBDm5bNtiYmIQFhYm2GQZy1+/fkVcXBx0dXQF6Tq6Ovj8WehtZhgYlELJkiVx5PAhvH3jy7fevXqiXbu2/HOpUqVy7Bkgz3Ieo3fvXjhpYYHOXbqiRo0aWLd2DV+6mQnomfFYoUJ5jJ8wER8/fkTHDh1w4vgxtG7TFr6+fvxBY0uJr1m7DtNNTaGtrc3PWbliOaZNN5VeY9zYMXz58Y0bN2e6XgsXzscis8V4/doTY8eMxpHDB9GwUWN8+5bsDZo3by6WLV3OBfvfv3/HpEkm6GlshNlz5sHX1xcNG/6HbVu34MuXr7C3t8esmTN4ewYOGsK/dKVLG0BZWZmXNXLECP4FGjtuAm+/vp4e9PT0styfWa0TQRCJXmJ5PQOE215J7o6EBMR4uUGhZFmZXaRUqRZi33lBo9tgKFWuzT3MUS/sEXHvCj9XTiSGnFjMDe6UsH2FUhWo2wnid8jixLzsgL2VdnZ2gaFhE1y/cYOnMYeUoaEhDh86nCa/l5c3WrZqI0ibPWsm1NTVsGjRYgQEBCCnIGM5j8EeFjOzJfyzt7cPKleqhDGjR8HWxhZ9+/ZB/QYNuaHM2L1nD1q2bI6+ffti9eo1XGd09tw57N9/gB9nBvTChWY4c8YKc+bOQ3R0NE9/8OAh9uyRHWc5PQ4dOoyrV6/xz6ws5rHt368fdu7aLc2zft0G3LOzk3rBJ08yQd9+/eHo6MTT3r59yz3fgwcN5Iapvr4+XF3d4OycqGf09/eXlqWvrwcfX188efKE7zOD+VfIap0IggBEqhrcsI0P+y7ojviwEMjrFpPZReJChSHW0kHUi0cIPrIRYu0i0Og2hBveEXcuICEmCrFvPKHWsjtCPn/gZSvVaAiFkuUg+ZL4P40giNzF3n37sHnTRrxwdsazZ88xevRIqKqowOKUJT/O3mIHfgjEqtVruA3y6tUrwfnfQ0L439Tp2Q0Zy3kMJ6dngn1m1I0dOwaVKlfiQvr7draC48wATPLuVqlSBZUrV4KxkZH0OBvlMa1uiRIl4OXlxdPYQ51VHH4Ylwym+33xwhnly5cX5ElZroGBAVRVVWFx0lyQh8krmIHMOHL0KPbv24vq1avB1vYeH5k6ODjyY5aWVjhpYQ47O1vY3LXBrVu3YXvvXpbrndU6yYL1cZqZwGJ5QBKX5foQRJ5FTg7x4SEIPX+Ie5LZ5D2RZkE+QZAZywymVdYwHgmdOZuRIJEg7sMbRDvbcy82QRC/8/37O6rcixcvQbtQIcycYcoXJXFzc8fAQYMRFBTEj+vr6SM+PgF/GzKW8wlMGM+0QR06doJEEi84Fh4e/iOPKo4fP4EDBw+lOT+lZzYiInnCTXaSslxWF8bgIcMQGBgoyBcTk+jhvnvXhnvKW7duhWZNm+KUhQWOHDmCpcuWw8XVFQ0bNkarVi3R1NAQu3fvhN39+xgzZhwS4hPbL4fkFYvYQCI76pTZmcHht89zvSVB5EXiI0K5McuiYKSERbBI7W2WnhMazEbS3FBOgmmdxRpa3LvMjkm+fkbw/tWAgiJEyiqID/0Ozb7jIfmWVt9IEETmYVrjv8Whw0f4JotevRPnIaXHtGnC39acgozlPEbt2rUE+3Xq1ObaWldXV24QamvrSKUJqXFxceUaYD8/v2yvV906tfH4ceJKO8xTzWIrMmlGejBtc1RUFJdTZCRvYFplK6vTfHv85AkWLpjPjWUGm1TARq1su3zlKk6aH4eWlha+fP3KjxcuUhhwS/QIV6ta9adtyGydMjMz+H7fJpk+nyByHczrG+AHxbJVEOPx460Si79atgoi7W/LPIVJLJRrNkqM1frDYBZrF4Uk5FuiES3IHIP42Bgeak6xfHWE3fhz8VYJgsh/kLGcx2A6XjOzRTh+/DiqV6uOESOGY8nSZfDx8cWZM2exdcsmvs9kA2wCHxPWe3h44PbtO9ixcyePkMEm9ZmfPMm9qhXKV0CzZk0xf8HC36rXsGFD4ePrBy9PT4weM4pHsrDIIKA483bv3rMXSxab8dV6njx5Ck0NDdSvXw+hYWHcOGavbdjkgFevX3OZQ9s2reHpmSgVGTNmND59/MQHCfEJ8ejapTPXarNJeizouYOjI0wmTsTbt++go6ODWbNm/rQNmamTLNgs4DQzgUmCQeRxIh7cgGbP0TwGcqy/D1Qbt4OcohIiHRPnAGj0Go34kG8Iv5n4vYl8chcqDdtAvfNARD6yhlinKNRadEHEo1vSMhXLVePGdFzQB4gLFYF6x76QfP6AKMfkRQ0Igsg9MozcAhnLeYzTp8/wiBBXLl/icov9Bw5yaQWDRbSYOmUyzBYtRNGiRfH16zc4OTlxPS/Dw+MljHv2xpzZs3j4OKZX9nvzhntmf5eVK1fDZOIEHq6Nea6HDR/x0ziJa9eu42vDMxkDCxcTEhLCvd9bt23nx2NiYzF37myup46MisKTx094pI8kr/KECeNQunTpHxrpFxg8eCg3lBnTp8/Axg3rcOP6VXh7e2P58pWwsBBqkX+lTgRBJBLt8gRhahpQa20EkUYBxH14i+DDG5AQnjghR1xAWyC5iP/+FcGH10Oj0wCoTFrODemIh9aJ0TB+IKesAvV2vSEqUBDxkeGIdnNA+M0zQDzFPyeI3+IvyjByA3LF9Ir/feU0kW1xlt3c3aTRMP4FWExjFuO4bbv2XLhPJPJ8WGvqCoIgCCJT1DosW76UXXhZbMy2ssr1+zM64j8JeZYJgiAIgiDyM9m4gl9ehIxl4rdgi3Sw2MOyePz4CY+pTBAEQRDEv8vfjIaRGyBjOQ/xsxArOcGxY8dx6dJlmcdY5AgWYk1Pv8QfrxdBEARBEER2QMYy8VsEBwfzjcgaYqVUi5QQBEEQxN+ComFkCBnLBEEQBEEQ+ZgEMpYzhIxlgiAIgiCI/AxpljOEpj8SOYrp9Gmwvnn9j/RywPt36NC+Pf4kj+0fYtSokX/0mgRBEARB/DnIs0zkKLt278HBQ4eolwkiH6JUrwVUGreDSL0A4j76I+LaSb4MdnrIKalAtVUPKFaqAzkVVb5QSfiNU4j1cpXmEWloQbW1MRTKVYOcgiIkXz8j7OJhSD68+UOtIoi8B8kwMoaMZSJHYUtms40giPyFYpV6UGvXG+FXTvAlr5X/aw2NgVMQvGMREiJC054gEkNz0DTER4Qi9PRuxIcEQ6SljYSo5P8fcsqq0Bw+C7F+rxBqvpXnZctep8xDEMQvQDKMDCEZBvHTVQGXLV2CBfPnwc3VBc+fOXJpRRL6eno4dPAAPF+/xKuX7ti9eyd0dHTSlWE0atSQL8Xt5fkKHu6uuHD+LPT19aXH27drx5eg9vH2xKOH9zF92lSIxeJfukt6esV4fdh1WN1ZPdmKgozmzZrxa2hqagrOWbpkMSwtLaT7DerX50t/e3t5wuHpY94XKioq9NQQxE9QbtQW0U73Ef3iISRBH7jRjNgYKNVuIjM/S5dTUUPoqZ2Ie+eN+O9fEPfmNSQf/aV5VJq058tgh188wj3U8cFfEOvjjvhvn+l+EASRY5CxTPyU3r17ce9wl65dsXzFSkybNhXNmjaFnJwcDh06AC0tLRj37I1+/QegVMlS2L1rp8xymNF78MB+2Nvbo3WbdujarQeOnzAHEhJXXG/QoAG2bNmE/QcOokXL1pg9ey769OmNKZMnZfkuycvLw/zEcYSHhcPIuBe69zBCeHg4zE8cg4KCAuzu30dISAg6d+qY/GUQidCtW1ecO3uO75cqVQonThzDlatX0aZtW4wbPwENGtTHyhXL6akhiIwQiSFfrCRifD1SJCbwfYXiZWSeolihJuL8vaHWsT8KTl+PAuPMoGLYUeDxUmB5At5AvddYFDRdjwKjF0CptiHdC4L4XVg0jOza8iAkwyB+iofHS2zctJl/9vX1w/Bhw2BomOgdqlSpEho2aoyAgA98f/KUqbC1uYOaNWvixYsXgnI0NDRQoEABWN+6jTdvEvWFXl5e0uOm06di+46dsLI6zfffvn2LtevWY8H8+dLrZxZm9DLj13TGTGnatOmmeOnhhsaNGsH23j1cuHgRPYx64KTFKX68qaEh9zRfuXqN708ymYiz585h//4D0rYvXGiGM2es+MqE0dHRmaqLoqIi3wSI5QFJXJbaRBC5BTlVdciJxEgIDxGkJ4SHQk6nmMxzxAV1ISpdCdEujxFycivEBQtDrdMAbnhH3rsszSOu1xyR9taIvH8V8noGUOvQD5BIEO386I+0jSDyIrSCX8aQsUz8FA+PlN4h4NOnT1xqUb58OQQEBEgNZYanpydfpIQdS20ss/RTpyy5d9fOzg737O7z1f9YeYwqVaqgXr36Ak+ySCSGiooyVJSVERkVlem7VbVKFRgYGHB5SEqUlJRQyqAUcA84e/Y8Ll+6gCJFiuDjx48wMu6B27fvcI9zUn0qV64EYyMj6fnMm8485CVKlBAY+hnBjG5T0+mCtAjbS4i0vZTp9hBEnkdODvHhoQi/fIy/bZJ8eAuRphZUGrWXGsssD/MsR945z3clge8g1tWDUr1mZCwTBJFjkLFM/JTYuFjBfkJCAuREv/aqhXl3D3CZRQt079YVs2fN5PINJ6dnUFVVw4YNG3D1WtpQc1GZ9OImoaqmBmdnF5hMmpzm2JcvX/hfZsz7vXmD7t274ejRY+jYoQOmTks2atXUVHH8+AkcOJg2msf79+8zXZdt23dgz959grRHQ1pmqT0EkZtIiAhDQrwEcmrCOQFyahpICPsu85z4sO9IkEiksiyGJCgQIo0C3LuMeAniQ79D8jlAcB7Lo1S5Tg61hCDyCXlUPpFdkLFM/DKenl7Q09PjE+mSvMvly5fnGubXrz3TPc/VzY1v27fvwMWL52HUowc3ll1dXVC2bFn4+aUfWiqzuLi4oFvXrggKCkJYWFi6+Zg+2dioBz58+ID4+HjuWU4uwxUVKpT/7frExMTwTQBJMIi8TLwEcR/eQqF0JcS+ev4jUQ4KpSsj6uldmafEvvOCUrUGPB/TNzPEhQojPjSYl8eIe+cFsU5RwXli7SKQfP+aww0iiLxNAv/eEelBQwnil7lnZ4eXL19i+7ZtqF6tGmrVqoWtWzbj4cNHcHZ2TpOfSRfmzpmNunXr8AgYLCJFmdKl4flDzrBx0xb06tWTR8CoUKECypUrh+7dumHWrGTdcWZhRvDXb1/5BEQ2cZBdm0XiYNEsihVL/rE9e+48atSogcmTJ+HKlasCo3bHzp2oV68eVixfhqpVq6B0aQMerYPtEwSRMVGPrKFcpymUajTiBq5a54E8LnL08wf8uHr34VBtlSxxinaw5dEwVDv0hahQYSiUrw4Vw06IemojzRP5+Bbk9cvwiX+igrpQrNaAXyM9A5wgCCI7IM8y8VsMHz4Sy5cvw9mzp7ln9q6NDRYsWCQzb2RkJDeAe/fujYIFtbhW+fDhIzh27Dg/bmtriyFDh2P6tCmYOHECYmNj4eXlDfOTJ7NcL6ZvNjbuhfnz5+LA/r1QU1NDYOBH3L9/H6GhyZ5m5jVmXu06dWrDzGxxmomNLMrHnNmzePg4pldmso2LF0lrTBA/I8bdARFqGlBp0Q0idU2+KAmLjcwm+TFEBQpxSVcSLCRc6IktUG3XB1rjzHic5agntxH5IFmWJQl4g1DLnVBtZQyVZl0g+RbEFy2JcX1CN4QgfgNalCRj5IrpFU/+b0UQxB/BZWxyyDqCIAiCyIjqexKjNOUU7leOZVtZVToPRl6DPMsEQRAEQRD5GAodlzFkLBO5AiOjHli7ZrXMY/7+/mjZqs0frxNBEARBEHkfMpaJXMHNm9Z49ixpVr0Qpm0mCIIgCOLXIM1yxpCxTOQK2FLVbMsriMTiv10FgiAIgkgkxbLyRFoodBxBEARBEARBpAN5lgmCIAiCIPIxJMPIGPIs/8M8tn+IUaNGZipvwPt36NC+fY7Wp3jx4vw6bIGOjDhtZYklS8x++To/awtbXITl0dQULqVLEARBEMSvreCXXVtehDzLfwBm2I0YMQrXb9xAXoIZrWdOW6FS5aoICQn5Y9d1cHBEzVp1MnXNv1VHgiAApbrNodSwLV+URPLRHxE3T/GFRdJDTkkFyi26Q7FSLcgpqyL++1dEWFshztuNH1du2pkvRpISSVAgQvYsoe4mCCLHIGOZyHWw6BefP3/+49cVi8WQSCR//LoEkRtRqFwXKm16IuLaScQF+EK5QSuo95uMkN2LkRCRuIqfAJEY6gMm82NhZ/YiITQYogLaSIiKEGSTfApAqPmW5IR4+k4SxO9CMoyMyVcyDCYPWL5sKZcIuLu54MVzJwwY0B8qKirYtHEDXr/ywIP7dmjZsoX0nIoVK+L4saPwfP2S59+6dTMKFSwoKHPZ0iVYMH8e3Fxd8PyZI0ynTxNIKRgHD+7nHuak/VKlSuHQwQO8TFb21SuX0bSp4W+1r1Chgjiwfx+8vV7j/v17aNe2reD4z9rSokULnD93Bh7urnB1dcaRI4d4PdOTZDCPLeOlhxtv26ZNG6XHRXKidPvkd9uSWoahr6+PI4cP8nvq5fkKd+/cQqtWLTOso6KiIr9vzi+ewcfbk7e7Zs2aaa7BnoXr167Az9cbPXsaw//dG9SoUUNQVyaVefL4EV8OmyCIRJT/a43o5w8Q4/wI8UGBiLh6EoiLgWLNRjK7SLFWY8ipqCHMajck/j7cqxz31hOST+8F+RISJEgID0neIvNOlByC+Guw36/s2rLIsKFDuW3EfosvX7qIWrVqpZuX2Wznzp7hv/dsO2VhnmH+7CJfGcuM3r174evXb+jcpSsOHjqM1atWYu+e3Xjq4ID2HTrC9t49bNu6BSrKytwYs7K0gKubGzp27IyBAwdDV0cXu/fsSlNmREQEunTtiuUrVmLatKlo1rQpP9axU+Irw6nTpnPpQNK+mpoqbt+5gz59+6Nd+w64a2ODw4cOQV9P75fbNn36NFy6dBmt27TDndt3sH37VmhpafFjmWmLqqoK9uzdx+vYt28/JMQncINVlhEYEBCAkaNG88+GTZvxti1aZJapPvndtqRm5crlUFRUgnHP3mjVui1WrFyF8PCIDOvIDPlOnTphytRpaN+hE3z93sD8xPE015g3by5WrlyN5i1a8VjPdnb30a9vH0Gevn37wNLSCgkJtHI8QXBEYoiLlUSc78sUHZKAWN+XkC9eRmYnKZavgTh/H6h26IcCU9ZAc/RCKDfukObHV1ywMApMXgXNCcug2n045DSTB/wEQeQuunXrCjOzhdi4cTP/LXZ3d4f5iWPQ1taWmb9xo0Y4f+ECevfpi27deiAg4ANOmh9H0aJFc7Se+c5Ydnf3wJYtW+Hr64dt27YjOjoaX799hbn5SZ62adNmFCpUCJWrVMbw4cPg6uqG1avXwMvbmxua001NYdikCcqUKS0t08PjJTZu2szPP336DF68cIahYRN+7OvXr/xvyPcQLh1I2mf1OH78BF69esXPW7duPd68eYN27YTe4KxwytKKP0R+fn5YtXoN1NXVpSOuzLTl6tVruHbtOj/fzc0d06ebokqVyqhQoUKaa8XHxyM4OJh/Dgr6wtsWGhqaqT753bakRl9PH0+fPsXLly/x9u1b3Lp1G48fP063juxNwpAhg7F8+QrcvWsDT09PzJw5C1FRUejfr6+g7PXrNuCenR2/N6ws85Mn0b17d+6ZZlSvVg2VK1WCxSnLdNvC8rL6p9wgJgUUkXeRU1WHnEiM+HDhPAHmCRapyZ6YK9LSgWLlOoCcCGGndiDy/lUo/dcayoadpHniAvwQfukowiy2I+K6OcRa2tAYYgooKuV4mwgiL5MAUbZtWWHM6NHc/jplacl/i2fPmYvIyLS/xUmYTJqMI0eOchuF2TKmM2ZCJBJlyb74FfLdL7aHh4f0MzOmvn37hpceyd6PJC2sjrYONxQbN27EZQupYfIEHx/fNGUyPn36BB0dnQzroaqqihmm09G6dSsULlwY8vLyUFZW5pKC7GhbZGQkn9Cmo5M4OstMW0qXNsDMGTNQu3YtPmBgDyBDX1+PG/W/WpfM9klm25KagwcPYtWqlWjevBn3/F65epUb6+lhYFCKG7BPnj6VpsXFxeH58+coX768IO8LZ2fB/vXrN7ByxXJ07NABFy5eRJ8+vfHg4UO+5HZ6TDKZCFPT6YK0yHuXEWV3JYMeIIh8hpwcEsJDEXH1BNNaQBL4FlEaWlBu1Fb6XUma6Mf59B5h7/1QwGQFFCvXRcyLRIkbQRBZJyEbZYSKiopSh1ISMTExfEuJgoICatSoju3bdyTXIyEBdvftULdu3Uxdizm/5OUVpI6xnCLfGcuxccKlkdmNiY2LS5OPGYpqqmqwtr7FX+un5uPHjxmWKffD0EyPRYsWoFnTZli6bDn3njKv5r69u6GgqIBfJS42Lk09kgzezLTlyOFD8Pd/j5mzZiMw8CM/1+bubSgqCB/6zPArfZLZtqTG/KQFbGxt0bp1azRv1gwmJhOxdOkyLrP5XZiUJPXkQqvTZ7j04uq1azAy6oGFKeQnsti2fQeXt6Tk8fA2v103gvhXSYgIQ0K8hHuRU06/k1PTTONtTiI+7DvzYHBDOQnJl0CI1AtwWYesiXwJ0ZGQfP0IUUHdHGkHQeQXsnOC3yQZDqINGzZiw8ZNgjTmlGOOws9Bwgn7QZ+DUK5suUxda/78edyGYY6ynCTfGctZwcXVFZ07dcS7d+9+KwoCG02JxMIHsX69+rC0ssL169elnmY2Ie1vtaVgQS2UK1cOM2bOxpMnT3hag/r1MyyTGY4Mcaq2/Q2YbunYseN8mztnNgYMGMCNZVl19PN7w+U3rH3n3idOHmJf2Jq1amL/vgM/vRZ7ZcQmEQ4dOoRHyGDSlYyQNaKGJO0AjSDyDPESSD68hbxBRcS+fvEjUQ4KBhUR5WAj8xSmV1asyv7nMA9XosEsLlQY8aHB6Ue8UFDihnKCS+L/LIIg/j7bZDiI0vwGZgMmEyege7du6NW7N/9Nz0n+vpXzD3P48BE+4Wvnzu08UgKTKzRv3pxHzkjPyymLd/7+MDQ0hK6uLgoUKMDTfH190aljB77AB5NI7NyxPUtlZndbgoO/cz31oEEDYGBggCZNGsPMbFGGZTIvNJOytGnTho8QmcH/N2DRTVhbSpQowTXEjZs0hpeXV7p1ZLKOo8eOYcGC+TwCCJNerFu3FirKKjhpYfHT67GynZycMH/eXJy/cJG/FSAIQkjU49tQqm0IxeoNIdIuCtWO/blxy6JjMFS7DuUxlZOIdrwHkYoqVNr1hqhQYciXq8Yn+EU72krzqLQ2hnzJ8hAVKASxfhmo9xrLvdEx7smSKoIg/u6iJDExMQgLCxNssoxlZnMwCSQLNpASHV2dn4aHHTd2LCZOnID+AwZmKLvMLshYzgDm2u/ewwhikZjPtrxz2xpLl5jhe0gIN8AyC5MENGvWFA5PH+PmjWs8bfGSpQj+/h0XL5zn8gcbG1u4uLj+tbYwmcP4CRNRo3p1fmzxYjMsW74iwzIDAwOxfsNGzJs7h4dgW7FiOf4GrE1MR2xrcwcnThyDj48P5s6bl2EdWYSLq1evYtvWzbhx/SpKG5TCgIGD8P3790xd8+TJU1BSUoKFxakcbRtB5FZiPRwRefsMlJt3geaoeRAXKY4wi21cl8xgBi+XWPwgIfQbQk9ug7yeATRHL4Bquz6IfnoXUQ+TF3MSaRSEWo8R0By3GOrGo3jYuNDDa7nsgyCI35NhZNeWWdibX2dnF8HkPBZ9izkXHR0d0z1vwvhxmDp1MgYOGgznVPOKcgq5YnrFKd4VQWSRqVOnoEvnzmjTtt0v9Z3bBOEqZARBEASRHlV3Xs7RznG4k30Tzuu16pyl0HGbN23kUTCePXuO0aNHomuXLmjWvCWCgoKwZcsmBH4I5FGxGBMnjMeMGaaYaDIJT586SMsJDw9PM8coOyHNMkFkASbjYHKP4cOGYs3addR3BEEQRK4nO6NhZIWLFy9Bu1AhzJxhyqWqLCQc8xgzQzkpNGx8fLJPl4V9ZW919+/b+9MJhNkJeZZzASziwto1q2UeYyHLWrbKPZEVcntb2AqAPbp3w40bNzFhokmW5DgpIc8yQRAE8a94lp/cTZSIZgcNWnZEXoOM5VyAmpoaH3Glp/l5/yOiQ24gL7XldyBjmSAIgsgsZCz/XUiGkQtgWhy25QXyUlt+Bzl58d+uAkEQBEFke5zlvAgZywRBEARBEPkYFvKNSB8aShD/DGzpaA/37Amf16hRQwS8fwdNTc1sKe9vX4cgCIIgiL8DeZaJ357wVkBTEyNGjqKeJAhCgGLtZlD+rzVf5lry6T0ib1lB8uFNur0kp6QC5WZdoVChJuSUVREf8g2Rt08jzsc9sbxahlCq3ZTHaGZIggIR9fCa9DhBEL8GyTAyhoxlgiAIIttRqFQHKq2MEHnzFOIC/KBUryXU+kxE6L6lshcREYmh1tcECRGhCD9/AAmhwZArUAgJUZHSLGzp60jbC4j/xlb3koNitf+gZjwGoYdXIz4okO4iQfwiJMPIGJJhEJmic+dOuH3LGt5ennB1dcYpC3MsXDAfffv0RocO7bkUgW1MliBLmsCW9WZpxYsXF8gunj6xh7fXaxzYvw8FCxaUHmP5/N+9QY0aNQT1GDVqJJ48fsRX+ckqnTp1xN07t+Dr44XH9g8xduwYwfGePY1x7eoVvH7lgefPHLFj+zZoa2sL8rRq1RJ2dra8H6ysTvGYywRBpEWpfivEvHiIGBd7xH8JROQNCyA2BorVG8nsLsUajbg3OfzsXkje+yA+5Csk77wQ/zk5Qk6ctyv3IjNjOf7bJ0TZXUJCTDTk9UrTLSCIXLaCX26CPMvETylcuDB27tiO5StW4tq161BXV8d//zWAldVp6Ovr8/1p00153uDgYNSrV/enZdauXQsb1q/DqlWrcf3GDbRs0QKmptMFMZft7O6jX98+guUs+/btA0tLK748d1aoXr069uzexYOWX7x4EfXq1cOqlSvw7ds3Xh5DQV4Ba9etg7e3D3R0tLHYbBFfWWjwkKH8uJ5eMR4I/fCRozhx4gQ35M0WLaQniCBSIxJDXLQEou1vpkhMQJzfK8jrl0a0jB5TKFcdkgBfqLTtC4Xy1bn3OcbdAdGPrQFZ33c5Oe69llNQRNx7X7oHBEHkGGQsEz+lSOHCUFBQwNWr16RxkF++fMn/RkZFQVFREZ8/s9eimWfUyJG4a2ODnbt2830fH19uwLZo0Vyax/zkSaxetQqLlyxFTEwMqlerhsqVKmH48JFZvmtjx4zG/fsPsHnzFun1KpQvj/HjxkqNZYtTp6T53759iwULzXD92hW+ah9bRnPIkCF48+YNli5dxvMwo5rVx8RkYobXZv3DNgFieUASl+V2EERuQE5VHXIiMeLDQwXp8REhkNcuIvMckZY2RAUqIMb9KcKtdkFUUBcq7foCYjGiHyQvmCDS0YPGYFNAXh6IiUb4uX3cc00QxK9DMoyMyZv+ciJbcXN3h52dHe7ctsaePbswYEB/FChQ4LfKLF++HJ45PROkOTg6CvavX7+B+HgJOnboIJVtPHj4kHudf+V6T58+FaSxdeVLly4NkUgk9T4fOXyQS0OYFOPsmUQjmnnPeRnlyvG161Pi6Oj002tPMpnIy0u5KTdsl+U2EESehr3CjQhF5PWTkHx8h9iXToh+dANKtQwF2eK/fkTooVUIO7oe0c/uQ7XzYIi0i/61ahNEXlnuOru2vAgZy8RPYUs69+03AIMGDYHna0+MGD4cdvds0tXrJq3jnlJXLC+vkOWeZiv6WZ0+w6UXzLPNlsq2sEj2/mYnKioqOGl+HKGhYZhoMhmdOnXByJGj+TFFxazXPSXbtu9AhYqVBVuU4PU0QeQtmIQiIV4CkZqGIF2kqomE8BDZ54R9h+TrJ4HkQvIlECL1AlzWISVegvjgIG5QR927yKNsKNVrkXONIQgi30PGMpFpnjo4YP2GjWjXvgNiYmPRsWMHxMbEQCwWPkZfvnyRap1TTvBLiaenF2rXqS1Iq1unTpprmpufRNOmhhg6dAjEYjHXTP8K7Hr169cXpNWvX4/LMdhgoFy5cihUqBBWrlqFJ0+ewMvbG9o6wsl9nl5eqFWrliCtTqo2yIJJSMLCwgQbSTCIPE28BJLAd5AvVTFFohzkDSqkqy+Oe+8DcUFdni8JUcHCiA/9zstLFzk5yDFZE0EQv0xCgly2bXkRMpaJTE3GmzTJhE9o09fT41EltAsVgqenJ975+6Ny5cooW7YMChUsCHl5efj5+XFts6npNJQubYDWrVthXKrIEwcOHuST+saNHcvzDB82VKBXTsLLywtOTk6YP28uzl+4iKioqF+6Y3v27IWhYRNMnToFZcqURu/evTB8+DDs3rOHH2f1jY6O5l7zkiVLol3btpg2dYqgjGNHj/G6siggrL1GPXpwaQhBEGmJfnoHijUbQ6HafxBpF4FK+76AghKPjsFg8gnlZt2S8z+z49EwVNr04kayfJmqUG7UDtHP7knzsPzi4mUh0izEtctsX75keT4RkCCIXycBomzb8iJ5s1VEtsKkCQ3/+w/Hjx3hYdNmz5rJJ7ndvWuDEyfM+UQ3FnKNhZRj3tq4uDhMmGCCcmXL4Za1NSZOmIA1a9cJynRyeoaZM2dj1KgRuGV9E82bN8eWrdtkXv/kyVNQUlL6LQmGi6srxo4bj+7duuLO7VuYOcMU69ZtkE7u+/r1K6ZNM0WXLp1hc/c2TEwmYOmy5YIy3gcEYPSYsWjfoT2sb97A4MGDsHr12l+uE0HkZZjmOPLuOagYdobGsDkQFy6OcMsdXJfM4AavenJ4SRZXOcxyJ8TFSkJjxFxuNEc72AgiasipqUOtyxBojF4I9X6TeN5wy52I80uccEwQBJETyBXTK561GFwE8Ydh3uAunTujTdu8MynOfXL3v10FgiAIIpdQZeuFHC3f5t6DbCurRbMmyGuQ0Iv4Z2Eh29gkQibRSO2ZJgiCIAgie6DQcRlDxjLxz7JixXL06N4NN27cTCPBWL16JXoaG8s878zZs5gzZ94fqiVBEARBEHkZkmEQuRK2DLWGhjAsVRKhoaHSiBz/KiTDIAiCIP4VGcade4+yraxWzWQvaZ+bIc8ykSthxvC/bhBnhHwB2YY+QRAEQfxpSIaRMWQsEwRBEARB5GPyanzk7IJCxxEEQRAEQRBEOpCxnA2ctrLEkiVmyE31CXj/Dh3at0deYNOmjTh4YH+uukcEQRAE8S/JMLJry4uQDCMX06hRQ5w5bYVKlasiJCQkS+fWrFUH379/z7G6EQRBWD73xlFHT3wJj0J53QKY1bImqhUtJLNjLrq9wZKbjoI0RbEIjyb3kO7X3XRW5rlTmlbDkHoVqMMJ4hfJq0ZudkHG8l9AQUEBsbGx+Jt8/vwZ/zr/Qj8RBPFr3Hzlj433XDCvdS1uIJs7ecHk7AOcHdYWhVSVZZ6jpiiPs8OSFx9K/fN9Y0wnwf5Dv0AsvemEVuX06TYRBJFjkAwjm5AXy2PF8mV46eEGV5cXmDlzhvTYY/uHfBW6LVs24dVLd6xdu4anN6hfH+fOnoG3lyccnj7GsqVLoKKiIj2vZ09jvoz061ceeP7METu2b+Mh0xjFixfnXmUGuyaTVTA5gvTGyomwYP48uLm68HNNp09LV4bBymL7HTt2gJXVKXh7vYa19Q3UrVtHcM6AAf15PdnxA/v3YcyY0fBwd81U/7DrW9+8jkGDBkrL2L17pyD8W5KcYvLkSXBydIDdPRueXqlSJVhaWvB+Yktqr12zmi9Ykprp06bCxfk572MWh5kZ2+mhqKiIRQsXwNHhKbw8X+HypYvcU59Enz69edvatGnN68Hqu3fvbqgoK6N37178nrq7ufB7JhLR14ggUnPcyRNG1QzQraoBymhrYl6b2lCWF+OC65t0O0tOTg46asrSTVtNaFSnPMY2G+8PqFdCF8W11OgGEMRvQDKMjKFf+WyCGVBxkjh07tIVCxeZYeyY0dy4TGLc2DFwd/dAu/YdsXnzFpQqVQonThzDlatX0aZtW4wbPwENGtTHyhXLpecoyCtg7bp1aNO2PUaMHIUSJYpj8w+DOCAgACNHjeafDZs247KKRYvMBPWJiIhAl65dsXzFSkybNhXNmjbNsA1zZs/C7t170LZde/j4+GDnju0Qi8X8WP169bBm9Srs33+QH79nZ8eN2qxgYGCArl27YOiw4RgwcDCqVauGVStXCPIYGjZB2bJl0K//AAwZOpwPHsxPHMf34O/o1LkLxo4dh6ZNDfmCJanPK1++PHr26oMJE03QqWNHTE81QEgJG9iwwcD4CRPRuk07XL58BSeOH0Pp0gbSPOzaI0eMwPjxE3l9GzdqhAMH9qN1q1YYNHgoJk+Zyo3/Ll06Z6kfCCKvEyuJx8uPwWhQsrA0TSQnx/ddPnxN97zImDh03n8NnfZdw/QLj+AdlL68jEk77vsGonu15O8sQRC/Hg0ju7a8CMkwsglmvJqZLeGfvb19ULlSJYwZPQrm5id52oMHD7Fnz15p/vXr1uLsuXPYv/8A3/f19cPChWY4c8YKc+bOQ3R0NCxOJa9a9/btWyxYaIbr165wryozhIODg/mxoKAvaTTLHh4vsXHTZmnZw4cN4wYlM3LTgxnKt2/fSazf+o2wtbmD0gYG8PL2xogRw3Hn7l3s3rOHH/fx8UW9unW55zWzKCkpYcqUaQgMDOT7CxYswrGjh7Fk6TKpLIS1a8aMWVL5BRtwsPOYYRoZGYlXr4D5CxbiyOFDWLFiJYKCgni+mNhYTJ9uisioKLx+/Rrr1m/AwgXzsXbtOiQkJAjqoa+nh759+6B+g4b4+PFjYtv37EHLls3Rt29frF69Rup9ZvfizZtET9jlK1fQq2dP1KhZm9fT09MTDx8+QuPGjXDx4qV0283KYZsAkRiIl2S67wgiNxEcGQ1JQgK0VZUE6Wzf71uozHMMCqpjUbs6KK9TAGExsTjm4Inhp2xgNaQNimikfZN02f0t1BTk0aqcXo61gyAIgkHGcjbh5PRMsO/o6ISxY8dIX9G/cHYWHK9SpQoqV64EYyMjwStI5sktUaIEvLy8UL16dcwwncbzFihQQFqWvr4+N9QywsPDQ7D/6dMn6OjoZHiOu8dLQX6Gto4ON5aZt/fateuC/M+fP8+Ssfz+/XupocxwdHTk7S1btqzUWH758qVAp8y8xe4e7txQTuLpUwfpeUnGsru7OzeUU5atrq4OPT09ft2UVKpcCfLy8rhvZytIZwbtt2+JAxAGM4iTDGVG0OcgvHv3jqcn8TnoM3S0M+7XSSYTYWo6XZAW43ALMQ63MzyPIPITNfS0+SbdL6aNXkesccbFFxMaV02T/4KbHzpWLgEl+cS3XwRB/DrxNMEvQ8hY/kOkNLAYamqqOH78BA4cPJQmLzPumATgpPlx2NjYYqLJZHz98oUbySdPnoCiYvpa3CRi44QT45h3Ve4n2tq4FOckeWNFoj/7SiUiItkozinU1NQQFxeHDh07QSKJFxwLDw+Xfk49uZD1CTtPmMb6KON+3bZ9B/bs3SdIczLt+RstIIh/Gy0VJYjl5PAlIlqQzvZ10pnclxoFsQgVC2vBPzj5O5nEM/8gvPkWhtWdG2RbnQkiP0PRMDKGjOVsonbtWoL9OnVqw9fXF/HxQmMsCRcXV1SoUB5+fn4yj7NJbYUKFcLKVasQEPCBp9WoWUOQJ8mYE4tzXnrOpCW1atUUpNVMtf8zmLFfpEgRqfShTp06kEgk8Pb2Tvcc5kHv07s3HzwkeZfr16+X5jzmfVdWVkbUD+8yKzssLIzLY1Lj6urKPcva2jp48uQJcpqYmBi+CSAJBpGHYYZupSJaePruE1r+kEnEJyTw/T41y2aqDEl8AryCvsOwdNE0x867+aFyYS1U0NXK9roTBEGkhib4ZRPMEDQzW8TlCj26d+ca3/0HDqabf8fOnahXrx6faFa1ahU+sax9u3Z8P8m7zHTLI4YPR8mSJdGubVtMmzpFUIa//3tujLdp04Yb1rIiRGQXBw8eQqtWrXgEDFZXNrGtVcuWafTAGcHas2XzRlSpUhkNGjTA8mVLcOnS5QzD2J07ey7xvC2bULFiRa4PXr5sGU6fOSuVYDAUFRSwYf06Ltto1aolZphOx6FDh2XWj+mtz5w5i61bNvEIIEz2UqtWLZiYTETr1q1+oXcIgkjNoDrlcc7FD5fc3sD3SwhW3X6GyFgJulUtxY8vuu6AbfeTo+nstffAozcfuSfZ4+M3LLz+FIEhEeiRagJfWHQsbr1+nyadIIhfhyb4ZQwZy9nE6dNnuGfzyuVLPFIDM5SZzCI92AQ84569UaZMGR4+7uaN65gx0xSBP7yuX79+xbRppjzSgs3d2zAxmYCly4QRIJj+d/2GjZg3dw6cXzxLEyEiO3nq4IDZc+ZyY/mW9U20bNECe/ft54ZsZmFe9KvXruPY0aM4aX4C7h4emDtvfobnMB3ygIGDoKWlhatXLmPv3j24f/8+5s9fIMh3//4D7sk/d/Y0du/aiZs3rbFh46Z0y5023ZTfM7NFC3loOBayrlbNmnj/Pq0nmiCIrNOuYnFMbVYdux+5o/+JO3j1+Tu2GTWRhoMLDI1AUHjyPIPQqFgst3ZCr6PWmHL+IZ/kd7BfCx52LnX8ZjYEbl+pBN0WgsgDoeOGDR3Kw7H6eHvyMK7MeZURzC66Z3uX5799y5o7yHIauWJ6xTPvGiSIFKxbuwblypWDkXHPTMVZ7tChPdq260B9COD1wkHUDwRBEESmqLDseI721MU7wiAEv0O3VjUyn7dbV2zZvAlz5syD07NnGD1qJDeGmzZrgS9fvqTJX69eXZw9cxqrVq2G9a3bMDLqgYkTxqN9h054xcJl5RDkWSYyzbixY7mEgsVLHjF8GI/lbGWVuDAKQRAEQRBEVhgzejQPsXvK0pLPUWJvsCMjo9C/X1+Z+UeNHIm7NjbYtXsPjxq2bt16uLi6YvjwochJaIIfkWlq1a6JCRPGQU1NHW/fvuGLr5iftODH7t65xVcClMWs2XOolwmCIAgiH0TDUJSxtoCsie5sld0aNapj+/YdyfVISIDdfTvUrVtXZtlsMbHU0aVsbWzRvkPiisQ5BRnLRKYZN25CusfYinbpLS/NJvCxkGwZaYgJgiAIgvg7ZOfKe5NkrC2wYcPGNDYAC0zAIlOx9QpSwtY0KFe2nMyydXV1+fGUfA4KQmFdXeQkZCwT2ULqhT+In3zxylemLiIIgiDyHNtkrC2QJnxqLoOMZYIgCIIgiHyM7BUhsnFtARmwqF9soS9dHaFXWEdXJ92QsiydHU+Jro4OPmUQgjY7oAl+uYzTVpZYssQs3eMs/MqoUSNzvB4B79+hQ/uc1QgRBEEQBJE34yzHxsbC2dkFhoZNpGlycnIwNDSEo6OjzHMcHZ3QNEV+RrNmTdPNn12QZ5kgCILIESxsHXDE2h5BIWGoULwI5vRph+oG+jLz3nr2EgduPMC7z98QK4lHqcIFMbh1Q3T9r7o0z5eQMGw+fxePPHwQGhGFOuVLYk6f9ihVuBDdQYLIhezdtw+bN23EC2dnPHv2HKNHj4SqigosTlny42xBssAPgVi1eg3f33/gAM6ctsLYsWNw+9ZtdO/eDTVq1MDMWTkbSICMZeKfRCwW8yWt/yX+xToRxL/KdQd3rD9zCwv6d0R1Az2cuPME47dZ4MLicdDWUEuTv4CaCkZ1aILSRXSgIC/GPRdPmB27hEIaqmhSpSyfJT91z2nIi0XYPLY31FWUcPT2Y4zdegJnF46FqpJw9j1BEH8nGkZWuHjxErQLFcLMGaZ88p6bmzsGDhosXaFXX08f8fHJy4E4ODhioskkzJ41E3Nmz4Kvrx9GjByVozGWGSTDyIXIi+X5stgvPdzg6vICM2fOSDevvp4eDh08AM/XL/HqpTt2794JHR2h3mfIkMF4+OA+/Hy9+Wp2PXsaC46z5a1ZEHC2Wg5bTbBZ06aZrisLJ8ckG927dcPFC+d4GXdu30LDhg2leRo1asjztGzZAtevXeH1aNCgPn8dw5agtn/0AN5enrC2voHOnTtJzytQoAC2b9sKF+fn/Pj9+/fQt08ffoxF5mB99MzJgV/zyeNHvKyUdWLLjCehqanJ01hdfqdOBEEkcuzOYxg3qYUejWqibDFdLOjfCcqK8jj/8IXMLqpfoRRa16qEMsV0UEK3IAa2aoDy+oXxzPsdP/7m01c4+77H/H4dUc1ADwZFtLGgX0dExcThuoMbdTtB5NLlrg8dPoIG/zVC6TLl0KVrN+5hTqJX7z6YNk0YWePy5St80RKWv1XrNrhz526O33vyLOdC2GIgJy0s0LlLV/76ga2kx6JRsMDeKWGG3aFDBxAeHsGX1paXF2PlihV8OWj2ADI6dOiApUsWw2zxEtjZ2aFNmzbYtHEDPnz4gIcPH/Ey9u/bh6Cgz/wh1tDQxNIMNNPpsXDhfCwyW4zXrz0xdsxoHDl8EA0bNca3b8HSPPPmzcWypcvx5u1bfP/+HZMmmaCnsRFmz5nHl7Ju2PA/bNu6BV++fIW9vT1mzZyBChXKY+CgIXyiADPq2ZLjjJEjRqBdu7YYO24C7xs2aNDT08tyvbNaJ4IggNg4CTzefsDIdo2l3SESyaFhpdJw9vX/aRcxL/KTV37w+/gVU3uUlJbJUFKQF5SpKC/GM29/GDepTV1PEESOQMZyLiQgIABmZkv4Z29vH1SuVAljRo9KYyw3NTREpUqVuFEaEPCBp02eMhW2NndQs2ZNvHjxAuPHjYGlpRWOHDnKj+/duw916tTGuHFjubHMvMjlypXFgIGD8PHjR55n1eq1MD9xLEt1PnToMK5evcY/z5k7j3ts+/frh527dkvzrF+3Affs7PhnFtB88iQT9O3Xnwv6GW/fvkWD+vUxeNBAbpjq6+vD1dUNzs6Jy3T6+yf/COvr68HH1xdPnjz5rdB2Wa0TQRDAt7AISOIToK0plFsw+YXvx7RL2CYRGhmFtvO2IjZWwg3hef06oFHlMvyYQVFtFCukia0X7mLhgI5QUVTk3uuPwaH4/D2Mup0gcqEMI7dAxnIuxMnpmWCfGW5M7C4SCVU15cuX44Z1kqHMYMtJBgcH82PMWC5XrjyOnzAXnPf0qQNGjRzBP5f7UUaSoZx4vazPOnX4YVwymO73xQtnlC9fXpCHCfyTYEtqq6qqwuKksG5MXsEMZMaRo0exf99eVK9eDba293D9xg2uZ2KwAcBJC3PY2dnC5q7N/+3dBVQVWxcH8D+dIg2Cgd2N3U2ozwI7sBX1PcEWxS4EbLHFRLHbZyBiIqhISqqEgiAiKfmtc3hcuNKKnwr7t9YsuDNz586cS+x7Zp99cPv2HTjfv1/q8y7tOZV0NiOIiAJZZVmsh5A/n5yUFE4vnoykr6l4+voNrM/eRlVVJZ6iISEmBpupw7Di2BV0mWcDMVERtGtQE50bZ+czE0K+X560YFIACpbJbyMpKUnwvZycLP86dtwEfPjwQWi/1NSv/KuT0z20adsevXr15D3gpxwcYG9vj1Wr1/C54tu374iePXvwHnaWq+3y4AGmTp2OrMzsIFUkzydpNotQWZxTSWczSg/2QHpIwbmbhPzplORleTAb8yVRaH1MfCJUv+ltzov1Jlf/r7JFg2qaCPkQjQM3H/FgmWlUvQpOL5nCe6BZWoZyJTmM3nQIjatX+clXREj5Rj3LRaMBfn+gli1bCD1maRMsfzbzvyAwR0BAIM/T1dLK/UfCenMVFRV57jATGBiANrq6Qs9r00YX/gH/bf/vGOrq6nler1Wpz7l1q5ZCVSXYfPCsl7sw7PxSUlJ4OsWbN2+Elrw95SxX2dHxDGbP+RuWK1Zg9OhRgm0JCQl8pO38BQsxfYYp+hsa8muP+fSJb1fXyL2mJo0bF3sNJT2ngmYzqle/odCS/saz2Ncj5E/Fqlk0rF6F9w7nYCPa2eNmNauW+DiZWVlIS0/Pt76SjDQPlNmgP5+379G9Wb0yO3dCCPkW9Sz/gViurqXlchw7dgxNmzTFxIkmWLlqdb79WK6tn58fdmzfDkvLFRATF8f6dWt5LnJOnu/u3Xt4r6uXtzcf4NenTx8Y6OvzvNycYwQHB2PrFlusXrMG8vKVeLmW0powYTyCQ94gMCAAU6ZO5pUsHBxOFbp/YmIi7PbsxcoVljy9xNX1GRQqVeKBfHxCAg+QWakZVtD8tb8/T3Po07sX/4DATJ06BVGRUfDy8kJmViYG9DfkqSRskB67Zevm7o5ZpqZ49y6UVwdZsGB+sddQknMq8WxGlIJByrmxPdth2ZFLaFyjCprU0MIxJ1ckf03DoA7N+Palhy9BXbES/h7Ugz8+cOMhGtWowithpKZlwMU7EFefemHpSD3BMf997st7rVnuckB4FDY53kKP5vXQsVF2XjMh5Pt8TxWLioSC5T/QmTNnedWHq1cuIyMjE/sPHMSxY8cL3NfEZBLWrFmNc+fO8J5np3v3YGGxXLCd5fmyKhXTp03jVTFCQ0Mx18wcjx9nD1ZjgeWkyVNgvXkzfz02iM5imSVOnjhWqnNet24DZpnO5OXaWE/sBJOJ+BQbW+RzNm2yQkxMDE9jqF69Or58+QJPTy9s276Db09NS8PixQtRrVo1JKekwPWpK2bMNBX0Ks+cOR01a9b8L0faA2PHjhfkNpqZzYONtRVu3riGoKAgrFmzDg4OwrnI33NOhJBserqNEJuQiF1XnBH9JRH1q2pg16wRUFGQ59s/xMbxtIscyalpWOdwgw/YYxUvamqoYO2Ev/hxcrCBfJvP3OLpHGqV5dG/XVNM0y95KUtCSMEo7b9oIlW0qlJaN/lpWE1jVuO4T99+vNg4yRZ8ZC01BSGEkBKpNW7pT22p4zf8y+xYo/XKX1oU9SwTQgghhFRgmVQ6rkgULJMfwibpYLWHC/L0qSuvqUwIIYSQ3xflLBeNgmXyQ44ePYbLl68UuI1VjmAl1rS0q1ErE0IIIeSPRMEy+SFsghO2kNKZeKsnNRkhhJDfAg3wKxoFy4QQQgghFRhNSlI0mpSEEEIIIYSQQlCw/Bs443gaK1da8u+fPnmEyZMnfddzyzNjYyP4+ngJHpubzcWtf28UW7YuIjyU13YmhBBCSMEys8puKY8oDeM3o2/QH8lJSSXef/KUqUhLS0NFs9tuDw4eOiR4bGtrg8oKCpg4abJgXUREBJq3aMWnxCaE/BrD+iigRxs5yMmIwv/NVxy88BkfYvJPYZ1jaG8FvuQVEZWGeTaRgseV5UUxyqAymtaVhrSUCN5/TMcFp3g880r+qddCSHlF1TCKRsHyb6a0gV1FHVyXlJTEl6KwGQs/fvz4fzsnQoiwAd0qoV9Hedg5fkLUpwwY9VXAoomqmG/7AWmFx8sI/ZCGdftzf3czM4W3zzBW5sG3tX004pMy0bGFLP4epYylO6LwNqLidR4Q8qNogF/RKA3jN5M3DWPnju2w271LaLu4uDi8PD0wbNjQAtMw2PNZ7WMb683wf+2LZ65PMHr0KKFj6Oq25ikMwUEBuH7tKvT69StVukK9evVgb38Ir/18+GucP3cWNWrU4NtEREQw95+/4ebmipDgQP463bt3z5caoa+vB0fHUwgK9MetWzfRunWrfGkX7NzZ9gP790FJSUloe940DPb9cGMj6OllXwdbOnRoX2AaRvv27fm03ezcXjx3w5LFiyAmJibYztpz9aqVsFi6BN5ennj5wp0f/9vXZufGjvHc3Y3vTwjJT6+TPC7c/QJ3nxQeAO8+9QmKCmLQbSRTZHNlZGYhLiFTsLCAWOhvUA1J3HyUgKCwNB6EX7gbj8TkTNTUlqC3gRBS5ihY/o2dO38effr0hqysrGBd9+7dICMjg+vXC8/XnTZtKjxevULffvqwtz+CDevXoXbtWnybvLw8Dh8+BF8/P/TTM8AmKyssXbq4xOekqamJc+fOIPVrKoyMR0BP3wAODqcgLp4dcLJAn73+6lVr0LtPX9y754zDhw6gZk0doeMsWrgAdnZ7+DTYwcHB2LVzhyBobdmyBaw3W+HQocN8+6NHj/D3nNlFpmRcunQZd+868bQLtri5uRd47seO2sPDwwN9+vTD4sVLMXLkCPzz9xyh/YyMhvFe6/4DBmDN2nWYO/cfdO3ShW8zNDTAlCmTsWDhInTu3JWnfbC2JIQIU1cWg5KCGLwCvwrWJX/NQlBoKurWkCz674yqOHYuqYIt8zVhOlwZKpVzP9Ay/m9T0b6ZDORkRCAiAnRoJgMJCRH4Bue+FiGkdDP4ldVSHlEaxm+MBZosaGO9sGfPnuPrBg8ahH//vYXExMRCn3f37l0eJDM7du7iwV3Hjh0RFBSMwYMH8fst8+cvxNevXxEQEIDdmnbYvNmqROc0YcJ4xH/5ghkzTZGenn0fNTg4RLB9+rRp2LlrNy5eusQfr123nr/2lMmTsWSphWA/FijfuXOXf795sw2c791FTR0dBAYFYfKkSXC6dw+7dtsJjq+rq8s/KBSEtVFySgokJSWLTLsYP34cz2POOQ/2WhqaGli6ZDFsbLcg67/7UL6+fvwxExLyBiYTJqBz50647+ICbW1t/houLg/49YdHRODly5dFthk7L7bkxT5bpGcU+TRC/miV5bMD3LgE4R909jhnW0EC36Vij2MsIj6mQ6mSKIb0VsDy6WpYaBuJlNTs39FtJ2IwZ5QK9llqIz0jC6lpWbA9GoPIGPqlIuR7UBpG0ahn+TeWkZHBZ8cbMngwf8x6lPv168t7nIvi6+Mr9Djq40eoqqjw72vXrg0fX18eKOd4UUywl1fjRo3w1NVVECjnxXqtq1TRxLNnbkLrn7m5oU7dOkLrfHxze2OjoqL4VxVVVf61bt06ePH8hdD+bu75e4pLq26dOnB3fy58bs+e8fPWqlJFsM7X95v2i4qC6n/nduXKFUhLS+PJ44ew2rQRenp6QmkcBZk9y5Snq+Rd/uohPICJkD9dpxYyOLhSS7AU82tRKA//FDz1TOZpG68CvmLToWien8x6knMY9a0MWWlRrN33ERY7onDNJZ4Hz9U0qP+HEFL26C/Lb44FxmfPOEJFRQVdu3bhU0g7Od0r8jlp3wayWVkQFS2bz0Xs9ctCenruIJycHl1R0d/j9k1annPLOT+R/9ovIuI9unTtji5dOvPUjPXr1mDmjGkYMtSowA8QzPYdO7Fn7z6hde2H3fqJV0DI/x/LSw4Mza1YIS6W/fvMepE/x+fmHLPHb9+nlvi4SSlZvNqFhoq4IL2DDRqcb/MB4VHZv3Pv3qehgY4U+nSQ59U2CCGlQ9UwikY9y785lnvLUgf+GjiA9zBfvnK10KCsJIKCgtCwQQOhtIAWzZuX+Pms17Vd27Z8oOG3EhIS8P79B7Rpoyu0vo2uLgL8A0r8GgEBgWjZqqXQutathAcAfistNRViYkX/OAcEBuYbSNimTRvEx8cj4v37Un1guHXrNpYtt8QwI2OeIsLatDCpqam8bfIulIJByhuWIsHSIHIWFsjGfslA4zpSgn1kpERQu5okAt6WPFiWkhThgXJOwC0lIVLgbWNW3/U3+bxNyB+H6iwXjYLlP8D5CxcxduwY3rN8/tz5HzvW+Qu8l3TTpg2oU6cOunXrhunTpwn18Bbl0OHDqFSpEnbv2olmzZrxgXtDhw4RDCDcbWcH05kzMHDgAL6OVZtg1Sj2HzhQ4nM8cPAgenTvzvOf2fFNJowvNF85R2hYGBo2bMhfU1lJqcBgnuVxa2lpYe2a1ahTuzb69e2LeeZm2Lt3X4muPadKx8gRw1G/fn1Ur14dQ4YMQXJyMsLCw0p8fYRUFDceJmBwTwW0aijNUyRYybfPXzLg5pNbD3nJZFX07SAneMzqJzeoKQlVJTHUrS4Js7EqyMzMwiOP7FKRLJf5Q3QaJg1RQu2qEryn2aCLPJrUkYKbT9nc+SKEkLwoDeMPcO7ceV6xITQ0FK7Pnv3QsViv5oQJJli/fh0vvebn9xq2tluxa9cOoTzmwsTGfoaR8XAss7DAubOOPK/a29tHkKd84MBBKFSqhOXLl/E8aTaAcILJJD5QrqSeP3/BByDOm2eG+fPN+WC6rdu256takdfx4yfQsUMHXgqP5SAPHWaE0FDhAPbDhw8YM3Y8llks5eXqWI3qkycdsGXrthKf25e4LzCdNROWlst5rjKrhDF+gglvF0KIsMvO8bxnePIQJZ5jzCYl2XAoWqjGMus1riSXm+DMKl/MHqkCeVlRfEnMgP+bVCzfFYX4xOye5YxMYNOhGIzQV8C88aqQkhJBZEw67Bxj8fI1BcuEfA8a4Fc0kSpaVcvp5ISkpFiFDFsbazRo2LjMcpJJ0bqPfUxNRAghpETuHe3wU1tqx/m3ZXasWYOz510oT6hnuQJiE5q8e/sO7z984NUtli5dwqtuUKBMCCGEECKMguUKSF1NDfPnmUNNTY2XRbty5So2btjIt23YsA5Dhwwp8Hlnz53DokVL/s9nSwghhJCfPcCPFI7SMIgQVqKODeArCKsaERMTQy1WBigNgxBCyO+ShrH1bNmlYfw9lNIwSDnHgmEKiH++5ITcagCEEELIr0QD/IpGpeMIIYQQQggpBAXLhBBCCCEVWGaWSJktP4uioiJ2bN+G134+8PXxgvVmK8jKyha5/5rVq+By/x6CAgPwzPUJVq9aWWiqaVEoWCZFMjeby+sxl0ZEeCj0+vWjliWEEEL+kDSMslp+FhYo169fDyNGjsL48SZo174drDZlFycoiIaGBl9WrV6Dnr1645+5Zujeozusra1K/dpUDYMUabfdHhw8dIhaqQAdOrTH2TOOvD71ly9fqI0IKcBIQ2X07lgZcjKi8AtOwZ5TUXj/Ma3ItlKuLIZxf6miVWM5SEqI8Bn7th+LRNC77ImThhsoo3OrSlBVEkd6RhZff/xyNALeFj+xEiHkz1OnTh307NkDevqGePXqFV9nYbEcx47a82A4MjIy33Nev36NKVOzZyhm3r59i40bN2H7tq18UjE2qVpJUbBMipSUlMQX8s0vTgHTaRNChA3urQTDborYdjQSkTFpGNVfBctNtTFnzVukpRfcBcWC6vVm1eAZkIzVu8IRl5CBKmqSSEzKnsGPiYhKwz7HKERGp0FSQhQDeirCcpY2Zq58iy8JJf8HSAjJVpY9wpKSknzJKzU1lS/fS7d1az7rbk6gzLi4uCAzMxMtW7bEjRsluwPOZhhmMxmXJlBmKA2jnDA0NMCd27d4Xo6X1yuccjgBGRkZiIiIYO4/f8PNzRUhwYE8paJ79+5Cz61SRRO7du6At5cnAgNe8ymjW7ZsUWAaRvPmzeFw8ji8PD3g5+vNe1abNmnyXecsISGBtWtW48VzNwQHBcD16WPMmmXKt1WtWpWnczRu3Eiwv4KCAl/HenQZ9pU97tWrJ27f+pcf4/Lli6hfv77gOcbGRjy3iaWFPHhwn+9z4vgxaGlVETqXcePG4tHDB3gTEsTzm4YOFa41zV6H7XP40EHeRlZWm/i1M6wd2HZbW5vvagdCyqv+PRThePMTXD0T8TYiFVuPRPJe43bN5Qp9zpA+SoiOTceOY5G8pzgqJh0efkm8dzmHi1s8Xr1O5tNch35IxaFz0ZCTEUMNLeF/0ISQktdZLqtl9ixT+L/2FVrYuh+hpq6Wr1IXC3hZAK2urlaiYygrKeGff/7GseMnSv361D1WDqirq/Ngd83adbh+/Qbk5eXRrl1bHihPnjwJ06ZNxcKFi+Hl7YURw4fj8KED6NGzF0JC3vDk+LNnzuDDhw8wMZmIqI8f0bRpE4iKFvw5Sl5eDqcdz/DbHxARwfRpU3H0qD06de6KxMTEUp33pIkT0bdvH0ybPhPh4eHQ1tKClpZWqa9/mcVSLF++gp/74kULYH/4IDp36Yb09HS+nX1omDNnNv7++x+kpqZh/bq12L1rJ/4alB0Q6+npYdXKFbBcsZJ/Uu3duzef/vv9+/d49Ch3Wmr2wWHdug1YbrmC/5L++++/OLB/Hzp36Yr4+ASaAZGQPDRUxKFcWZwHujmSUjIR8CYF9XWk8cA9ocD2atNUDi98kzB/oiYa15VBzOd03HCJw61HBac6iYsBfTspIDEpA2/CKQ2DkF9t+46d2LN3n9C6wnqVlyxeJOgkK0zXrsIdfN+DxUVHjtjD3z8A1tal79iiYLkc0FBX5720165d50En4+fnx79OnzYNO3ftxsVLl/jjtevWo2PHjpgyeTKWLLXA4MGDoKKiDAPD/vwTGvPmzZtCX+vhw0dCj+cvWMh7Vlkv7+3bd0p13traWggOCYGrqyt/nHPupWVjuwX3XVz493//YwZ3N1fo6+vxKbwZdjtoqYUFXrx4yR//889c3L9/Dy1atMDLly8xY/pUnD7tCHv7I3z73r370KpVS0yfPk0oWD5/4SJOnT4teFy9ejX+NTo6psic5YJuSYmLiyC9kNvQhJQHigrZ/17i4oVvd36OzxBsK4iGqgT0ulTGpbufcebfWNSpIYVJw9R4brLT03jBfrpN5GBmogkpCRHEfsnAih3hiE/MTdUghJRcVhlWsUgtRcqF3Z69/P9vUd6+e4ePUR/5pGl5sbxjVvEiKupjkc+Xk5PDieNHkZiYgEmTpwg60kqDguVywNvHh/eI3r1zC/ecneHsfB9Xr17jvZ8sxeLZMzeh/Z+5uaFRo4b8+8aNG8PLy1sQKBdHVVUVCxfMR4eOHaCqosJ/WFnPrba2dqnPm/2CnHQ4ARcXZ9xzuseDbef790t9HHc3d8H37DqCgoJQt04dwbq0tDS8fOkheBwYFMT3q1u3Dg+W69Spm++2DGuzyZMmCq3z8Mg9Rmmw20/m5mZC6xyuxeDUtU/fdTxCfkdddSth+kh1weO1uyO+6zjsjljQuxQcv5x9yzUk7CuqV5FCv86VhYJlT/8kmK1/BwV5MfTpqIB5E6tg4eZQnuNMCPkzJiX59OkTX4rj5u7OA+OmTZvC09OTr+vcqRO/C/7ixYsie5RPnDiG1K+pmDBhIr5+/b67T5SzXA6wBPfhI0ZhzJhxCPAPwEQTE553m9PzWZSUlJRSvdbWLbY8wF6+3BID/xqMPn31EBsby3u2S8vTywvt23eEldVmSEtLw85uF/butePbsjKze4hEIPLbDKpLTkr+7ltS9eo3FFrO/htb5udHyK/k6pnAg9ecJWegXeVKYkL7KVYSw+cvhffsxH7JzkPOK+xDKlSVhP/GfE3N4nnM/m9SsPNEFDIys9Cro0KZXhMh5PcQGBiIu3edsNlqI78r3EZXF2vWrsbFi5cElTA0NTVx39mJb88JlE+ePA5ZGVmYz5sP+UqVoKamxpfCUk0LQ8FyOcJ6jDdb26BvPz2kpqWhc+fOeP/+A9q00RXaj/2QsaCa8fX15YPo2Ce2kmDHOnDwIP+h9ff3R2rq13y3RkqDjUq9dOkyT+eYPsMU/Q0N+bnE/PdJU10jt6eqSePGBR6jVetWgu8rV66MWrVqISAwULCOBfJsYGKO2rVr8dcICMjeJzAwgLfJt9fpH5DdRoVhPdaMmFjRv0bsdhS7zrwLpWCQ8ibla3bwmrOwgPdTXDqa1c+dNEBGWhR1daTx+k3hH9JZeTltdeG0JS11CXz8VHS5OVERQEL8502IQEh5VpYD/H6WWbPnIDAwCKdPneRjpZ65PuOxQ94ONVZiTkZGmj9m469at2rF76Q/fvQAHi+fC5bSjo+iNIxygFWuYIExS7+IiY5Gy1YtoaKsjICAAOy2s8M8czNeX9Db2xvDjY15cDxr9mz+3AsXLmLO7Fk4eGA/1q/fgMioKDRp0ph/UnN3f57vtUJCQjBs6FB4eLxCpUryWGZhgeTk7+txnTp1CqIio+Dl5YXMrEwM6G/IXzcuLg5ZWVn8tsssU1O8exfK0z8WLJhf4HHm/vMP793++DEaixYu4Ld0bty4KRSssll8li1fjvT0DKxdu5ofm6VgMLt37+G92l7e3jydpU+fPjDQ18fwESOLPP+wsHDeq88GBN65c5f30lOZPUJyXXH6DCM9ZV5XmZeOM1TBp7gMPPXIHQy8crY2nngk4Pr9OP748t1YrDevhqF9lfDweQIPrvt2qozdJ6P4dilJEQzrp4xnnomIjUtHJXkxGHStDGVFcTx6XvCgQULI75mGURosfdJ0VnbsUpCwsDBoaefeUX/8+InQ4x9BwXI5wCoxtG/XDlMmT+K3HdhAuVWrVsPJ6R7u3XPmdQWXL1/Gc4xZAD3BZBKvhJHTOzpi5GhYWi7jn9TYJzM2WpQN/iuIufl8bNq0ETdvXEfE+whs2LARy5cVvG9xWA/rzJnTUbNmTZ5fzXKCx44dzwNlxsxsHmysrXDzxjWeh7xmzTo4OOQv+bJu/XqsWrkSNWvqwNvbB+MnmAh6fRkWzO/ctQs7d+yApqYGH1DIriPHjZs3eYULNhiSVcUIDQ3FXDNz/otWFFZBhPXks9G8rHqG45mzmDtXODeZkIrs/O1YSEuJYMZIdV4/2TcohddOzltjWVNVgucd5wh89xUb973HmIEqMNZX5qXjDp79iPtu2fnKLEOrqoYkerRTgIKcKOKTMhH4NgVLbcPypW8QQspPsPwriVTRqkpNRMrtDHqszvLKFZZo2Oj7akH/LO0G3/3Vp0AIIeQP8fR8z596/DVHQ8vsWBZjy6Y393dCPcuEEEIIIRXYz8w1Lg8oWCY/zezZs3g+dEGePnXFmLHjqPUJIYSQX4zSMIpGaRjkp2EVJwqrssEGw7Gc34qK0jAIIYT8LmkYK+3LLg3DcjylYRBSqpGrJZ3spKJJSfi+CiKEEEJIWftvagNSCErDIIQQQgipwCgN4w+flMTcbC5u/XsD5VXVqlURER7Kax//icrq/fl/v8+skgZrdwUFhQr7s0cIIYSQMg6WzziexsqVlqjoWDkyXx8v/M5YIKjXrx/+lHPbbbcHxsNH4HfyO54TIX+asYM1cHxLQ1zY2wTr5teElobw7HwFUVEUx/yp1XBqRyP+vF2r66Kujoxgu7SUKGaM0cJRmwZ8+5619WDQQ/knXwkh5btnuayW8qjCpmGIiYnxiTBIwdgU0Xkn9vjZ2Mx3v9vsd7/jORHyJzEyUMPAPqqw3heKDx9TMW6IBtaY18S0pf5ISyv4v6q8rBisLerAwzcBy6xDEBefDm0NKSQk5v69njqyCpo3lMemvaGIjE5F68aVYDpOGzGx6Xj6suCa64SQwlHpuDLqWba1tUHHjh0wZfJk3jPIFpZCUL9+fRw7egQB/n58vu1t27ZAWUlJ8Lzu3bvjwvmzvCfWy+sV7O0PoUaNGkLHrlJFE7t27oC3lycCA17j+rWrfArnvIYOHYKnTx7Bz9cbu3fthJycnGCbiIgIZs0yxZPHDxEUGIBbt27C0NAg3y33Hj2648b1q3gTEoS2bdsUeb1sLnFHx1Pwf+2L134+/HnNmjXjx9pia4PKlSsL2oHdri+sx5RdN+uJztGiRQv8e/M6goMC+HU2aZJ/sozi2pT18K9etRIWS5fwNnv5wl1wDgxrJ+bgwf38nHIeFyUn5WDUyBG8HUOCA/l6lqaw2WoTPF+95O1w+rQDb5vCNG/eHA4nj8PL04O/V2zSkKZ5rrGwc/s25YG9p3P/+Rtubq78XNg29rP0bfqKvr4ef5+CAv35+966dSvBPtra2rA/fBA+3tk/V053b6Nnzx5C59usWVP+PrDnX7p4HrVr18rXJnl/B9i04GZz/xG0x4YN6/gHC0JIfoP6qsLhUiSevPiCN2Ep2LwvFCpKEujYqvD0JyNDNXyMSYPtgTD4hyQjMjoNz70T8P5j7ux8DevI4fbDWHj6JSIqOg3XnT8hODQZ9Wvl9j4TQsj/PVhevtwSbm5uOHbsOJq3aMWXxMQEOJ52gJe3N/T1DTF69FioqarBbs9uwfNkZWWwZ+8+6Bv0x/DhI5CVmYUD+/fxYCh7uyzOnjkDTU1NmJhMRO8+/bBr926IiuaeGguuWRA6brwJX9q3b8eD47z1fI2GDcXCRUvQo2cv7Nu3H9u3bUX79u2FrmHJksVYt24DunXvCV9fvyKvd8f27Xj//j0MDPpDT98AO3buQnp6Gtzc3LFsuSWfMS6nHdjt+pJg13rE/hCfTlpP3xDWNjb5popmwWlxbcoYGQ3jvZ79BwzAmrXrMHfuP+japQvfxtqa+WeuGT+/nMfF0dHRgYGBASZPnoo+fbOD/r17dkNVVRWjx4zj7eDl6YXTpxwKLQknLy+H045nMGjQEPQf8BdCQkL4NNo5H25Kem6TJ0/CtGlTsXrVGvTu05dP23340AE+pXVeixYugJ3dHn6+wcHB/EMXu2vArFu3BpKSUhgy1Ag9e/XB2nXrkZgo3FO8cOECrFy1mr8f6ekZsLHeXGQbde7cCXXr1sXQYcaYaToLBvr6MMvzQYUQkk1TTRLKihJ44ZMgaJKk5Ey8DkpCg9q5nR3fat9CAQFvkrDEtDpObmuEHSvrQq+bcIqFb2Ai34+lazDNGsjx3ufnXrmvRQgpuaysrDJbKnQaRnx8PFJT05CckoyPHz/ydX//PQdeXt7YsGGjYD8zc3O4uz1DrVo1ERwcgmvXrgsdx8zMnPcw16tXD69fv8bgwYOgoqIMA8P+gjJjb968EXoOC5xZcJWYmMgfnz17jgctGzcCkpKSfOKL4SNGwt39Od/+7t07tG3TBmPHjMaTJ08Ex9lsZY37Li4lul5tbS3strNDYFAQfxwS8kaoLdgPRE47lBS7VnYt5vPm4+vXr/D390eVKlWwccN6wT4mJhOKbVOGBfs2tlsE52YyYQJvE3Z9nz594uu/xH0p1TmyHtI5f/8jeD5rQ9YT3qx5S6SmZvfqrFq9Bv369eM998ePn8h3jIcPhXux5y9YyHuYWY/87dt3Snxu06dNw85du3Hx0iX+mAW6HTt25Hc2lizN/YDBAuU7d7Knjt682QbO9+6ipo4Of9+0tbRx7do1+Pn5CX4uvrVx4ybBz8iOnTt5j76UlBR/fwqSmpbGf4aTU1L4+2e12RrLLJZi0yarQv9IsJ9Rtgi1tbgI0tLL5x8VQhilytn/XmLj0oUaJPZLumBbQTTVJWHYUwXnbkTj1OVg1Kspi+mjtZCensV7k5ndxyIwZ4I2jm1pxNez372th8Lg5Z/9P4IQUjrlNMb9PXKW2e14lprB0gW+xXqDWWDHegLnz5vH0yqUlZUFPcYsGGXBcuPGjXlwWFQ93tDQUEGgzERGRUFVRUXQG8p6bB1OnsgX+LHj5uXx6lWJr23v3n08/WDY0CFwcXmAy1eu4u3bt/gRrEfSx9dXKBBzd3cvdZsyvr6+QtuiWJuoqv7Q+YWFhwuC2exzacR7hL29hNtNWloaOt+k0uRg57BwwXx06NiBv0esl1dGRoanRJSUvLw8T8159sxNaP0zN7d8KSA+ee4QsDZgVFRVebB88OBBrF+/Dt26deXv4dVr1/LdUfDxyW3HqMjs57PzDo+IKPDcfHx8eKCc9/1j56ulpYXw8PACnzN7linMzc2E1h27EInjFyKLbQtC/hQ9Oihi9vjc33NLW+FOj5JiNx0DQpJhfzZ70qKgdymoUVWaD+DLCZYH9lbhvdMrtoTwNI2m9eUwc6w2Yj6n42WenmxCSMlQneWfGCzLycrh1q3bvNfvW5GR2YGA/eFDCAsL5z2MHz5E8mD5ntMdSEpICmZyK056unDPBOtFyAm65eRk+dex4ybkmxEuNVW4d7A0g7WsbWxx/sIF9OrVCz179ODBzoyZs3DjRuGlxDLZT9t/6SU5SpvPWpI2ZdLS0/K1iUie1JXvkfxN+7C2ZR9Mhg0zzrfvl7i4Ao+xdYstlJSUeNoOe99Zj/TlSxd+Wl4vS43JkdOzKyqa/R6cOOmAe87O/D3s1rUrT91ZtWo1Dh46XODPVhayn/+j7fit7Tt28lSkvBp0OV2mr0HIr8bykv2CkoTunjCsFzlv77KSgjgPgAvz6XM63kUI/+0OjUhBJ93K/HtJCRGMH6aJ1dvf4plHPF/H8qFrVZfBUH01CpYJIb82WGbVEcREs/NBGU8vLxga6POe34IqSygpKaJOnTqYN38hXF1dBbf282I9pGxQGcuB/Z7Z3lj+Lwu4WU913pSLssB6cYOD9/McaJYLO2K4MQ+W01LTBHmxecXExEBDQ13wmPWqs17vHAEBAbynOu9t/latcgeklaRNS4oFqaJiPxb0eXp6QV1NjQeUYWFhJXpOmza6WLxkKe7edeKPtbSqQOW/uwAlPbeEhAS8f/+BHyvve9pGVxcvX74s1TVERLzH0aPH+LJ40UKMGjVKKFguLdbbznrWcz7ksfePnW9EIT3ROdebk8aSg1IwSHmTnJKJ5BThn/NPn9PQopE8gv8LjmWlRVG/tiyuOsUUehyfgERU1ZQSWqetKYWo6Oxji4uJQEJcFFnfzDiWmZmF/z4nE0JKidIwilaqaIoFcC1btuSVCFh1hsOH7XmQu2vXDl4FgaUJdOvWDbY21rzn9/PnOH5bf8yYUTxdolOnjrC0XC50zAsXLvLcVVZlgAVD1atXh4GBvlBVg6Kw9Ay7PXuxcoUlH/TGzoFVX5hoMoE//h4sGFq7ZjXPs2XpA+y82PWxYJe3Q1gov/XOcoRZO8hISwvydU0mjEeTxo155YwNG9YLBUnnz1/gvZ9WVht5SgarzDB9+jSh1y6uTUsqNCwMnTt3hpqaGq/c8T1Y/jPLAz90cD/vmWXvu65uaz4ojl1fQdiAvmFDh/IPSSz1hg2UTE5OLvW5sXxx05kzMHDgAF6hYsniRXzilv0HDpT4/FlNcNZ21apV4z8THTt1RGBgdpWP7yUpIQHrzVaC92+euRkOHTpcbgc1EPIjLvwbjRED1NGuhQJ0qkrDfGo1xMSm4dHz3PJu6xfUxIBeKkLPaVBbFsP7q6GKuiS6t1eEfncVXLmbHWAnpWTilV8CJg2vgqYN5KChKoHenZXQq5MSHrkXfMeLEFJ86biyWlDRg2W7PXuQkZnBB1GxQXrs1vpfgwbz3uaTJ47h7p1bWLXSEnFfvvCUBBZAzJhpimZNm/JtK1ZYYvWatfl6q0eMHI3omGheNYHtN8vUFBkZJZ+onA2ust2yleeGsnM7fvwov/X+7l0ovgfr0WWpBNu2bsEDF2fY2e2Gk5MTNlvb8O2sIob9kaOw272Lt8PMmTP4elZVgfVknj9/Fjt3bueDz/IGiiwNZPwEEzRs0ICXj2OVHNauXZcv1aKoNi0plm7QtWsXuD17yl/re40ZOw5PnjyFjY01bwtWtq+qtjaiowsenGduPp8HwDdvXMe2bVtx4OBBREdHl/rcDhw4yPPGly9fhju3b/GyfxNMJgkNtCwOa8N1a9cIfiZYtYzFS5bgRzx48JB/IDh/7gx////99xZP2SGE5Od47SMu347BHBNtbLWsAxkpUV47OW+N5SrqUlColHuTk5WLW739Dbq1U4Td2noYOVAde05EwOlx7p3HDbvfwT8kCQumVceedfVhbKjGc5yvOuWOuSCEkLIiUkWrajn9HEBI2WJ1lisrKGDipMk/fKzmfa6WyTkRQggp/zxuGf7U45vvzF8t6ntZm1ZHeVNhZ/AjhBBCCCHgc2CQwlXYYJnN5sZycAuyYOEinl9cnlS06yWEEEIIKQsVNlgeM3Z8oeXMSjvZyJ+gol3vzzB3rnCtZEIIIaQ8oI7lolXYYLmwCSTKq4p2vb+71BLUFyeEEEL+H6igU9HKdvYFQgghhBBCypEK27NMCCGEEEKyJ/UhhaOe5QrujONpPnnHz8AGFEaEh/LJRP5kT588wuTJk371aRBCCCE/LQ2jrJbyiHqWyU/DpoBu3qIVn8WREFIxTTDShkFPNcjLicPrdTy2HniD8A9fC93/+Pbm0FQTnu6auXgzEtsOveXfG/ZSQ89OKqirIwc5WTEMnOiOxKSMn3odhJRn5TXILSsULJOfhs04SJU2CKm4RgysgsF6Gti4KxgfPn7FBOOq2LC4PibO8xSaxS+vmUu8ISoqInhcs5oMrCwawPlp7oduKUlRPHsZx5cpo6r9X66FEFJxURoGgbiYONauWQ0/X294eXpg/vx5glYZOnQIrl+7Cv/Xvnj5wh07d2yHioqKYDub2nrH9m3wfPUSQYEBePDgPoYbGxeahlGvXj3Y2x/Caz8ffszz586iRo0aJZo97+CB/Zg+bRpePHfj04yzqazFxXM/70lKSmL5Mgu4uz1DYMBrXLl8CR06tBc6Tts2bfhrsnNl022vXrUSMjIygu3s2uwPH+Tbnzx+iMGDB+U7F3OzuXjm+gQhwYF47u7Gj0EIyW+IvgaOnY/AI/fPCH6XjI07g6GqJInOukqFNldcfDpi49IES/tWigj/kAIPn3jBPueuR8Lh0nv4BiZQsxNSBjKzsspsKY+oZ5nAyGgYTjo4wLD/ADRr1gxWmzbyUnMnTpyEhLgENllZISgoGKqqKlhhuRxbbG0wdtx43nIL5s9DvXp1MXrMOJ5uUbOmDqSlpQtsVU1NTZw7dwaPHz2GkfEIJCTEo41uG4iLi5XoXejYsQMio6JgZDQcOjV1YLd7F7y8vfl5MizgZ+cyY6YpIiMjoa+nh+PHjqJX7z4ICXnDg/Ljx49i4yYrmJmb88CYPYcF3XPNzPkx2LVpamrAyNgYaWnpWLN6JVRVVQXnYGhogClTJvPX8H/tDzV1dTRq1JB+igj5RhV1KagoSeK55xfBusTkDB7gNqonD6fHxadniYuJoHdnFZy59oHal5CfKCuTmrcoFCwTnltsaZndO8qC4oYNGmDqlMk8CHU4dUrQQu/evYPFMkvcuH4VsrKySEpKgra2Nry8vPHq1Su+T1hYWKEtOmHCeMR/+cIDzfT0dL4uODikxO9AXFwcli614OkdgUFBuH3nDrp07szPU1tLC8OHG6NN2/Y8UGbs9uxBjx7dMHz4cGzYsBGzZ5ni3Pnz2L//AN/OAuhlyyxx9qwjFi1eAm1tLfTq1RP6Bv3h4eHB9zE3n4/79+8JzoFdL0stcXF5wK8hPCICL1++LPK8WY83W/KSEBdBWnr5/AROCKOkmD0JEusdzos9ztlWnE5tlHiu803naGpUQsgvQ8EywfPnL4Rawd39OaZNmwpRUVE0btwY88znolGjRjzlgq3LCRoDAgJgf+QI9u/bi6ZNm8DZ+T5u3LwJNzf3Alu1caNGeOrqKgiUS+u1vz8PlHNERUahQcMG/Hv2laVkPHBxFnoOC1JjYz/z79k1NGzYAEMGDxZsFxERgZiYGKpVq4batWohLS1NEPgzLCj//Dn7+cyVK1cwZfIknqLh5HQPd+464datW8jIKHxwEQvSzc2FZ/+zPxOOI2doohhSfvTqpIK5U3QEj5ds9P/hY+r3UIPry8+IiRUOuAkhZSvrD0ifUFRUxJrVq9CnT28eC1y7dh3LllvyjruSOHb0CHr27IGJEyfzWKU0KFgmhZKSksLJE8dw754zTGfNwaeYGB4knzx5HJKS2T1DLGBkvbmsR7Zrly445eAAe3t7rFq9Jt/xUn5w1rr0NOEgOwtZEBXJDt7l5OR4EK6nb4CMDOH7SYmJif/tI4tjx47jwMFD+Y7N0k5YsFyciIj36NK1O7p06cyvd/26NZg5YxqGDDUq9EPA9h07sWfvPqF1tdocKcEVE/LneOQeK5RDLCGR/bupVFkCnz7nBrvscdDb4v+5qatKolVTBaywDvhJZ0wIyZGnH+q3tWP7NmhoqGPEyFE8RdTG1pqnjZrOml3sc1n65I98IKBgmaBlyxZCrdCqVUuEhISgTp06UFZWxrr163mQyDRr3ixfi7FcZUfHM3xhPcfLLJYWGCz7+vry/GjWA/y9vcuF8fLy4sdVUVGFq6trgft4enrxnOY3b94UuD0wKBASEhI8bzsnDaN27Vr80+y3Qf+tW7f5ctjeHi73nXnqiqeXV4HHTU1N5UtelIJBypvklEwkpwiXhIuJTUWrJgqC4FhWRhQN68jj8q2oYo+n110Nn+PS8ORF7p0dQkjFVKdOHd4rrKdvKLj7a2GxHMeOZnfO5aRfFoQVGWB3y/X1DeHx8vl3vT5VwyC8t9jScjkPDAf99RcmTjTB/gMHeW/r169fMdHEBNWrV0ffPn0w95+/hVps/jxz9OvbFzo6OrzSRZ/evRAQEFhgqx46fBiVKlXC7l07eUDKBgOyahvsdX8Uy30+e/Yctm21hb6+Hk+raNGiBWbNMuW93szOXbugq6vLB/WxXx72+uzc2eOcfO27d52waeN6/gGiadOm2GxlheTkZMHrGBsbYeSI4ahfvz5vkyFDhvDtYeGF52oTUlGxqhWjB2uhQ2tFXgJu0czaiI5NxQO3WME+Vhb18Vc/daHniYgAet1U8e/96AJ7vFjvdO0astDWyB5MXKu6DH9cSa5kg4UJIcJYr2tZLZKSkpCXlxdavh23U1q6rVvzlMi8aZIuLi48HaNly5aFPk9GWppX8Vq6xOKHStlSzzLBmTNneQWLq1cu8xQGFiizdAVm7lxzLFq0gAfQrPeWfYKzP5ybxpCalobFixfy4DQ5JQWuT135AL6CsNxhI+PhWGZhgXNnHXmer7e3D549cyuTd4FVtPjn7zmwXL6MV9749CkWz58/x+3bd/h2X18/ni6xaOECXj6O5Su/efsWly5dFjrG5s2bcPaMI6Kjo3nljAVauaX0vsR9gemsmfzDBct19vXzw/gJJoK8aEJILlbeTVpKFGZTdCAvKw7P1/FYvMFfqMayloY0KlcSHvDH0i801KRw417BA/sG9FHH+GHagsdbVmSXp9y0O5gGAxLyHcpytuvZBYzTsba2gbWN7XcfU01dDTExMULrWAzBAmh1dbVCn7dipSUfR3Xz33/xI0SqaFX9/bO6CSlnGnY5+6tPgRBCyB/C12XoTz3+xLVBZXasYysb5utJLigdkVmyeBG/A1yUrl27Q99AH8ZGw/iYobxeebzAZmsbHDlyNN/z2N3w5ZbL0LevnmAQIJv7gQb4EUIIIYSQUskqw67l1EIC44LY7dmL06cdi9zn7bt3+Bj1UWhCNIbd3WVjiqKiCk6v6NS5I3Rq1OATruW1b98ePH3qimFG2ROolQSlYZDfQoC/X6Hb2IQnhQ3aI4QQQsiP+VWV4z59+sSX4ri5u/PAmI0l8vT05Os6d+rEy9m+eCFc/jbHjh27cOKEg9A6p7u3sWLFSvx763apzpOCZfJb6NNXr9BtHz7Q7F2EEELIz5JZlknLP0FgYCAfgL/ZaiMWLloCCXFxrFm7GhcvXhJUwmBjlU6fOok5f8/lk4WxAX0FDeoLD49AaGhoqV6fgmXyWyisnBshhBBCyKzZc3j1KhYQ50xKYrFsuaBhWPlYVmJORia7Sk5ZomCZEEIIIaQC+xNm8Pv8+XORE5CEhYVBS7takccobnthqM4yqRDU1NTgcPI4AgNew9en4MlDCCGEkIooK7PslvKIepZJhTB1ymSoq2ugT99++PIlvkTPMTebCz29fkXmUxNCijbBSBsGPdUgLycOr9fx2HrgDcI/CM/0l9fx7c2hqSaVb/3Fm5HYdugt/96wlxp6dlJBXR05yMmKYeBEdyQmZdBbQQj5KShYJhVCDZ0aeOX5CiEhlBtNyP/LiIFVMFhPAxt3BePDx6+YYFwVGxbXx8R5nkITk+Q1c4k3REVFBI/ZzH9WFg3g/DR3xLyUpCievYzjy5RR33dblRCSK/MPSMP4lSgNg/wxDA0NcOf2LQQFBsDL6xVOOZyAjIwMmjdvzlMsvDw9eD1FNvte0yZNBM97+uQR+hsawtjIiBckt7W14esVFBSw2WoTPF+9xGs/H5w+7YBGjRoKprVmMxA1btyYP4ctbJ2N9WbY2+fOYJgzqIAVRmfTYBNCcg3R18Cx8xF45P4Zwe+SsXFnMFSVJNFZV6nQZoqLT0dsXJpgad9KEeEfUuDhEy80jTabHdA3MIGam5DfbLrr8oh6lskfQV1dHbt27sCatetw/foNPtd8u3Zt+ZTV8vJyOO14BhYWywEREUyfNhVHj9qjU+euSExMhL5Bf2zbugUJCQlYttwSKSkp/Jh79+xGSspXXsc5Pv4Lxo4Zg9OnHNC5Szc+BXaD+vXRvXt3DB8xku8fHx+P4OBgnDt7hp9PVFQUX9+7d28etF/MM202IRVdFXUpqChJ4rnnF8G6xOQMHuA2qicPp8fF11YVFxNB784qOHONykcSQn4dCpbJH0FDXR0SEhK8VEx4eDhf5+eXPZHJw4ePhPadv2Ah72Hu0KE9bt++wwues9mEklNSBDUX27ZpgxYtWqBZ85aCmYZWrV6Dfv368R7s48dP8EA7IyNdqE4jm2M+KCgIw4YOwa7ddnzdiOHGuHLlqmA6TUIIoKQowZuB9Q7nxR7nbCtOpzZKPNf5pnM0NSkhFbjO8q9GwTL5I3j7+MDFxQV379zCPWdnODvfx9Wr1xAXFwdVVVUsXDAfHTp2gKqKCp8Ck/X0amtrF3q8Ro0aQU5ODt5er4TWS0tL8+kxi3LipAPGjB7Fg2X22j16dIeR8YhC95eUlORLXhLiIkhLpz9OpPzo1UkFc6foCB4v2ej/w8fU76EG15efERMrHHATQspWOc2eKDMULJM/AitAPnzEKLTR1UW3bl0x0cQEixYugGH/gdiwfh2UlJSwfLklwsLCeU/x5UsXeE90YeTkZBEZFYVhw/LPDf8lLq7Iczlz5gyWLF6E1q1bQVdXF+9CQ4ucjnv2LFOe/5yX/ZlwHDmT3UNOSHnwyD1WKIdYQiJ7SIxSZQl8+pwb7LLHQW+LvwujriqJVk0VsMI64CedMSEkRxb1LBeJgmXyR3nm5sYXG9stcHV9An19PbRpo4vFS5byqTAZLa0qUFFRKfI4np5eUFdTQ3p6Oi9kXpDUtDSIiorlWx8b+xk3b/6L4cbGaN26NU6dOl3ka23fsRN79u4TWlerzZESXC0hf47klEwkpwiXhIuJTUWrJgqC4FhWRhQN68jj8q3sfP+i6HVXw+e4NDx58fmnnTMhhJQEBcvkj9CyZQt07tyZp1/EREejZauWUFFWRkBAAEJCQjBs6FB4eLxCpUryWGZhgeTk5CKPd9/FBe7uz3Ho4H6sWbMOQcHB0NTUQK9evfgAwlevXiEsNAzVq1dD48aN8D7iPRISEwX5zSdOnORVMVjKh6PjmSJfiz0n53k5KAWDVASsasXowVoI+5CCD1FfYWJcFdGxqXjgFivYx8qiPh48i8XFm7kBtIgIoNdNFf/ej0ZmAZMcsN5pZUUJaGtkT2tbq7oMkpIzERX9FfGJVG+ZkNKi0nFFo2CZ/BHi4xPQvl07TJk8iVfCYIP8Vq1aDSene/gY9RGbNm3EzRvXEfE+Ahs2bMTyZRbFHnPM2HE8lcPGxhoqKsp8IN+TJ08RHZ09oO/qtWvQN9CD4+lTUFRUxD9zzXD6tKMg2GbVMF77+yMyMvKnXz8hfyJW3k1aShRmU3QgLysOz9fxWLzBX6jGspaGNCpXEk6ZYukXGmpSuHGv4IF9A/qoY/yw3DEJW1Y04l837Q6mwYCEfAdKwyiaSBWtqpTWTUgpycrK4rn7M8w1M+c90aXVsMtZanNCCCEl4usy9Ke21BBzrzI71jnr3HkOygvqWSakFFhdZ2VlZV7L+cuXL/j331vUfoQQQv5o1LNcNAqWCSkFVo7O9eljRERE8LSMjAzKjySEEPJno2IYRaNgmZBSYJUztLSrUZsRQgghFQQFy4T8AjRbEiGEkN8FpWEUjYJlQgghhJAKLIum8CtS9hRLhBBCCCGEkHwoWP5BT588wuTJk/CzRYSHQq9fP/zu2Dk+fOCC0HdvsHKl5a8+HUIIIYSUIDWwrJbyiNIw/hDNW7RCXFwcfncbN67n0z8fOHgICQkJv/p0CCG/mImxNgx7qUNeThxefvGw3R+C8A/C02LndXJHC2iqS+Vbf+FmJLYeeINKcmKYYFwVus0rQ0NVCp+/pOHhs1gcdAhDYjJVpyHke1AaRtEoWP5DsNnlfmfi4uKQlJSEmpoa7jk7/9CsdhISEkhLSyvT8yOE/P+N+KsKhuhrYsPOYLyPSsHE4dWwaWkDTDB7JTSLX17TF3tBVFRE8LhmdRlYL2uIe49j+GMVZUmoKkvC7ug7vA1L5gHz3Ck6UFGSxAqbgP/btRFSntAAvwqUhtG9e3dcOH8Wvj5e8PJ6BXv7Q6hRo4Zge5Uqmti1cwe8vTwRGPAa169dRcuWLfg2tt+hgwfg8fI5Avz9cO3qFXTp0lno+CoqKrA/fBBBgQF48vghBg8elO8cFBQUsNlqEzxfvcRrPx+cPu2ARo0aCrabm83FrX9vYMTw4Xjm+oS/1rp1ayEqKoqZM6bj5Qt3vPJ4gTlzZheZhlHUtRQl5/XHjBkNt2dPERToDzu7XahUqZLQfqNGjoDzvbsIDgrAfWcnjB8/TrCtatWq/HwGDhyAs2cc+T5Dhgzm58GccTzNt3fo0J4/NjDQh9Pd2wgJDuRpK9OmTRV6Lbbun3/+xtattrzN2NTVxsZG/H3s3bsXXO7f4+e5d68dZKSlYWQ0jD/Hx9sTq1et5G2XY+jQIbwt/F/78rbcuWM7f99ysHNi59a5cye+HzvupYvnUbt2LaFz6tOnN/8ZYNfm5emBA/v3CbaxDwVsOm13t2f8mq9cviS4VkJIrmEGmjh6LhwP3WIR/C4Z63cEQVVJEp3bKBXaTHHx6YiNSxMsHVopIvxDCjx84vn2N6HJsLQOwGP3z4iI/IoX3l9wwCEMHVorIs+fAkIIKTPlqmdZVlYGe/bug6+vH+TkZDF/3jwe5PTp2w8yMjI4e+YMPnz4ABOTiYj6+BFNmzYRBFps/zt372LDxk1ITf2KYcOG4fChQ+jatRvCIyL4PltsbaCpqQEjY2OkpaVjzeqVUFVVFTqHvXt2IyXlK0aPGYf4+C8YO2YMTp9yQOcu3fD582dBYN6jZ3eMGj0WOjo1sHePHWpUr47g4GAMHWYE3da6sLW1houLC168eFnAdcoWeS3F0dHRwYAB/TF+ggnk5SvB2toK69etxazZc/h29iFg3rx5WGphAS8vbzRp0hhWVpuQlJQER8czguMsWbwIK1et5vtkZmaic5eueOByH5MmT4Gbmzu/3qZNm2KP3W5Y29ji0qVL0NXV5a8VGxuL06cdBcdiM+LZbtkKG5st/HG7dm35ezZp4kTMmGEKOXl5HNi/FwcO7Ocz540ZOx41alTHvr178MzNDZcuXebPkxCXwCYrKwQFBUNVVQUrLJfz923suPFCbbBw4QJ+7jExMdi4YT1srDfjr0FD+LZevXryn5tt27Zjzt//QFJSAj179hQ8d+2a1ahXry5mzDTlPej6eno4fuwoevXug5CQNyV6Dwgp76qoS/HeXvdXXwTrWJqEb2ACGterBKdHn4o9hriYCPp0UYXj1Q9F7icnK4ak5AxkZpbJqRNS4VDPcgUKlq9duy702MzMnPcw16tXD7q6raGiogwDw/6CoPXNm9zAxsfHly85rKw28yCob98+OHTYHrVq1eRBlL5Bf3h4ePB9zM3n4/79e4LntG3TBi1atECz5i2RmprK161avQb9+vWDoaEBjh8/wdexoNbMbB4SExMREBCAR48e857NMWPH8bwhFuiZms5Ap44dCwyWWTBb1LUUR0pKCn//PZcH24yFxXIcPXKYB48s3WOeuTlWrVqN69dv8O2hoaG8DceOGS0ULO/bf0CwT06vOsPOKSdtZNrUKXjw4CG2bNnKHwcHh6Be3bqYMX2aULD88OEj7NmzV/CYBcusB3fR4iV4+/YtX3fl6lUMGzqUty8L3HParmPHDoJg2eHUKcEx3r17B4tllrhx/Sr/gMGek2Pjxk148uQJ/37Hzp04dvQIb5evX7/i7zmzcfHiJWy2thHsn/Ozoa2lheHDjdGmbXtBqondnj3o0aMbhg8fjg0bNuZrb3YdbMlLQlwEaenlcyAEIYyyogT/ynqH82KPc7YVp3NbJZ7rfONe4WloCpXEMXaoNq7cjqKGJ+Q7ZVLpuIoTLNesqcN7k1k6grKysqCnVVtbC40bN+Y9oDnB5bdYMDXP3IwHxOrq6jwHV1pamk9vzNStU5fn0b569UrwnMCgIKHjNWrUCHJycvD2yt2HYcfRyZMOwoJPFijn+Bj9ERmZGUIJ9h8/RkPlm17rHMVdS3HCw8MFgTLj7u4OMTEx1K5dmw/KY+3IeputrHIDP7Y9Pj77NmiOVx7C11mQunXr4ObNf4XWPXvmxiuIsPeH9UgzHnnaNQcLbnMCZSb6YzRvu7xBL2s7VZXcdmI92fPM5/L3onLlynl+BrR5cJ0j7wejqMjsf7KqKir8LgJr3+PHTxZ4PQ0aNuA/Gw9cnIXWs2A4Nrbg92P2LFOYm5sJrTvsGAZ7x/AC9yfkT9S7swrMptYUPF68Pjst60cY9FDD05efERNb8BgGWRkxbFhUn+cuH6bfJ0LIT1KugmX7w4cQFhaO+QsW4sOHSB4o3XO6A0kJSaSkpBT53OXLLdC1S1feE8x6adn++/baQUKyZD0gOakckVFRGDbMON+2L3kqWaSnpwttYzFyetq367KEBrnkVdy1/AgW7DPz5i/I16udkSE80jwpOTdo/VF5A+Ac3w7yY21SUNvlBMQsbePkiWO4d88ZprPm4FNMDA+ST548zlMp8sp7nCxkf0gR+e84yUW0L2sf9lw9fQNkZAjf8837ASiv7Tt28vSgvHRa2xf6GoT8iVhesk9AbgUcSYns3yelyhL49Dn3d5k9DnxT/N8ODVVJtGpWGZabCx60JyMtio1L6vP0i2Wb/ZGRQXdqCPlelIZRQYJlJSVF1KlTB/PmL4Srq6sgLSKHr68vH7SmqKhYYI9sG902OO3oiBs3bgh6mtlAthyBQYG8SkOzZs0EaRgsdYIdL4enpxfU1dR4MBUWFvbTrrW4aykOCyA1NDQEaQStWrXigXBQUBCio6Px/v0Hnld9/vyFHz7XgIBAtMnzPjBt2ujydIycXuWywt5/dkdh3fr1iIh4z9c1a97su9qXDQA8dfp0vm1eXl68Z1lFRVXwc1YclpKTk5aTg1IwSHmTnJKJ5BThknAxsalo1VQBQW+TBD3BDevI4+K/xVfL0euhhs9xaXj8PDbfNnacTUvr84oaSzf5F1pZgxBSMlQ6rmjlZuzw589x+PTpE8aMGcUHsHXq1BGWlssF2y9cuMjzaA8e2I82urqoXr06r9LQunUrvj0kJAQG+npo3LgRr17BKk3kHTDH8ojv3nXCpo3reZoHu92/2coKycnJgn3uu7jA3f05Dh3cj25du/Jgm+VKs8FkLMguK8VdS3FYXu7WLTb8Otu2bcsHKl6+fEWQZ2xtbc1TByZNNOG52g0aNMBwY2NMnTql1OfK8pBZ4MmqXbBjsUoWJiYTeJ5vWWPpJezaJpqY8Dbp26cP5v7zd6mPY2Nji0GD/uJpOSwAZ9dvOnMG38aC/LNnz2HbVlvo6+uhWrVqPE991ixTnsJDCMl15toHjB2ijY6tFVGzmgwWz6qF6NhUPHiWGwBbL2uAQf00hJpNRATQ666Gm87R+QbtsUDZamkDSEuJwcoumD9mvdVsKeRmHCGE/BDx8vSpiFUnYKXE7t65haDgYCxbZolzZx0Ft/RHjBwNS8tlOHrUnvcO+vsHYMlSC759xcpVsLHZjEsXL/Cge+fO3ZCXlxd6jblm5ti8eRMvl8Z6YDdussICrXlC+7BBeosWLoCNjTUfhMcC0CdPniI6uuzqJBd3LcVhaSbXrt/A0SNHeO/07Tu3sXjJUsH2EycdkJycghkzpsHCYimSkpLh5+fHB/SVlqeXF6ZNn4H588zxz99zEBUVBSsra6HBfWWFvW9z55pj0aIFmDjRhPcCs7Qalp5TGo8fP8HUadN5oG1qOpPncbP3MO/PAbsWy+XLoKmpiU+fYvH8+XPcvn2nzK+JkD+Zw8X3kJEShfm0mpCXFYenXzwWrnst1BOspSGNygrC/4paN60MTTUpXHfK/3ezbk1ZNKqX/bf5+HbhcpkjTF8g8qPwXRxCSPHK68x7ZUWkilZVaqEKhNVZ1tPrhz599X71qVRo9TvlVhUhhBBCivL64bCf2kA9xmVXhyoLTkfK37wD5SYNgxBCCCGEkLJWbtIwSDY2U17egYl5LVi4iJqJEEIIIUJogF/RKFguZ9jMdqxqR0FY/jQrb8Zm0yOEEEIIYbL+gOkvFRUVsWb1KvTp05tX02IT0S1bbllg6dm8WPEDVmihVcuWvPKXt7cPRo0eU6oyvBQslzOsIgT5/aV/pUFIhBBCfg9/wgC/Hdu3QUNDHSNGjoKEuARsbK1htWkjTGfNLjJQPn7sKHbs2MlnK87ISOeTlpW2dC0Fy4QQQgghpExISkrypbj5BkqDlXHt2bMH9PQNBTMps+D32FF7XvUqZ96Ib61YYYkDBw9hx85dQqWAS4sG+BFCCCGEVPCc5bJaZs8yhf9rX6GFrfsRuq1b80nYcgJlxsXFhfcQt2zZssDnqKiooHWrVoiJjsali+fh8fI5L/2bd8K6kqKe5QrO1tYGlRUUMHHSZFT0az/jeBrePt6wtFz5q0+NEEII+SOnu96+Yyf27N0ntO5HepUZNXU1xMTECK1j+ccsgFZXVyvwOTVqVOdfzczNsHrVGnh7e2OY0TCcOnUSPXv1RkjImxK/PgXLhPxn8pSpfMKXHE+fPOITsez/jslYCCHZJo2qgQF9NCEvJwZPvy+w3h2IsPeFD6w5vbcNqmhI51t/7loEbPcE8e+3rWmKlk0VhbZfuPGeH5sQ8mulliLlYsniRXwG3KJ07dr9u84jZxbmY8eO49Tp0/x7L29vdO7UCSOGD8f6DRtLfCwKlgn5D/uESggpO6OGVMVQQy2s2/oa7yNTMGm0DqxXNMHYWe5IzTOLX15T573Ef//juJo15LBlVVM4PYwW2u/Szfc4cOKt4HHK199/ND8hFaFnuTTs9uwtdkbft+/e4WPUR55WkZeYmBivkBEVVfAMyZGRUfyrv7+/0PrAwEBoa2uX6jwpZ7mCMDQ0wJ3btxAUGAAvr1c45XACMjIy+fYTERHhn/KePH7I97116yZ/bl7169fHsaNHEODvx3OAtm3bAmUlJcF2ls6wds1qvvj5esPL0wPz5wtPC14U9gthf/ggf312HoMHD+K9vJMnT+LbWR3piPBQNG7cSPAcBQUFvq5Dh/aCT5TWm60E1+Fy/x4mTZpY5Ouy81650lLwfbVq1bBq5Qp+XLaw9nrt55OvPfT69UNgwGvIycmV+BoJqQiMB2jjiOM7PHD9hKC3SVi75TVUlKXQpb1qoc/5/CUNnz7nLh11lRH2PhkvveKE9mPBcd79kpIz/g9XREj5lJmVWWZLaXz69AmBQUFFLuyOr5u7Ow+MmzZtKngu6yFm/+tfvHhR4LFDQ0Px/v0H1K5dW2h9rVo1EVbKymEULFcA6urq2LVzBxxOnUK37j0wbJgxrl2/wQPjb82ePQtGw4Zi4aIl6NGzF/bt24/t27aiffv2gqDU8bQDv5Whr2+I0aPHQk1VDXZ7dgsdx8hoGNIz0mHYfwCvgzht6hSMGjWyROe7xdYGWlpaMDI2xpSp0zFh/Dioqhb+z7Ug7Bfo/fv3mDptBrr36Akb2y1YvGghBgzoX+KUjIiICGyy2ozmLVrxJTk5GRcvXsLw4cZC+7LHV65e5TWsCSHZWCqFirIk3Dxy79gkJmXA1z8ejetXKlEziYuLoG93dVy7nX+ke99u6rh8tD3st7XCtLE6kJKkf2eElFeBgYG4e9cJm602okWLFmijq4s1a1fz/8k5lTA0NTVx39mJb8+x284Okyaa8E4uHR0d3nFXu3YdnDzpUKrXpzSMCkBDXZ1PVMIKeOfUYfbz88u3Hyv1Mmf2LAwfMRLu7s/5unfv3vGRo2PHjMaTJ09gYjIBXl7e2JAn18fM3Bzubs/4p7Xg4BC+jgWaOQPlWJmWhg0aYOqUyThx4mSR58qO0atXT+gb9IeHhwdfZ24+H/fv3yvVNaenp2OztY3QJ0w2mpYFy5cvXylRSgYbPJCQkMAnc8lx4qQDH1XLPoBERUXxXnBWzmb4iFGlKqMjIS6CtPTfv64lId9LRSl7cqTYz8K5i58+p0JZSfj3oTBd2qlAXk4c1+4KB8u37n9E5MdQRH9KRW0dOUwfVxPVtGVgscGX3jBC/qA0jNKYNXsOv2N9+tRJwaQkFsuWC7aLi4vzEnMyMrljHtiYI2kpKaxcYcl7pn18fDBy5Ci8fZubwlUSFCxXAN4+PrzEyt07t3DP2RnOzvdx9eo1xMUJ39Zkn7pkZWXhcPKE0HoWaLMAmWnUqCE6duzAUzC+VaNGDUGw/Py58G0RFnxPmzaV9/gWVQy8bp26/JZL3vIw7DbM9+QTTxg/HiNGGPPcJGlpaX4dbOaeH/Hy5Uu89veHsdEwXrdx6NAhCAsL5x8kCsNK5pibmwmtO3jyLQ45vPuhcyHkd9KnmxrmzagreLxwdfbfjB/Rv48mnrp/Qswn4YD78r8fBN8Hv03i27euaQYtTWlEfCj5rFyEkD8nWP78+XORE5CEhYVBS7tavvXsf3XeOsvfg4LlCoAFp6znk9226NatKyaamGDRwgUw7D9QaD85OVn+dey4CfjwIfefEZOa+jV7H1k53Lp1G2vXrc/3OoUVBf9Z03KKQEToE2Vefw0ciGXLLLBq9Wq4u7kjITERM2ZM49Nd/qiTJ05iwoTx/JdvuLGxYJRtacroVG0i/JiQPx3LS/Z5nX1HipGQyE6LUFKURExsbpUZZUVJBIQkFHs8DTUptG6mCIsNxX/A9fGP51+rVqFgmRBS9ihYrkCeubnxheXvuro+gb6+ntB2f/8APle6trZWoT2lnl5eMDTQ52kNLE2hMC1b5uYMMa1atURISEixU0wGBgXyHuBmzZoJ0jBq167Fb5/kiPn0iX9V11AHvLN7r5o0bix0nDZtdOHm7gZ7+yOCdTo1aqA0UtPS+Gjbb509dx5Lly7leVD16tWFo6NjqcvoUAoGKW+SkzMQ/s0gO9bjywLewJDsfH5ZGTE0rFeJl3krjkEvDXyOS8Njt+zf96LUrSkveD1CSOmxyURI4WhERAXAAlc2cI8FoNpaWjAw0IeKsjICAgKE9mMD1FgZF5bbwwbosbSKpk2aYKLJBP6YOXzYngeuu3btQPPmzfk+3bp1g62NtaCmIcNSHywtl/NAd9Bff2HiRBPsP3Cw2HNl+c0siX/TxvX8vNnI181WVnxwXQ4W0LORsbNMTXl+Eht8uGDBfKHjsMC8ebNm/NxYHjRL6mfnWxphoWFo364dHzSQt9oHS1+5fv06LCyW8pQWNtqWEJLf6cvhGG9cDZ3aKqNWDVlY/FMPMZ++wuVJbhk4VhZuiEEVoeexsccsWL7uFImMbz5fs1QLdsx6teWhqS7Fj730n3q8WgaruEEIKT3WkVVWS3lEPcsVQHx8Ag/6pkyeBHl5eT7Ib9Wq1XByuoeBA4VTMTZtsuKz5LA82+rVq+PLly/w9PTCtu07BKkWfw0ajKVLluDkiWOQkpLieUJO95yFfknOnDnL84SvXrmMjIxMHiizwuAlMdfMHJs3b+LTUkZHR2PjJiss0BIuPWdmNg821la4eeMagoKCsGbNOjg45OZaHz12HE2aNIHd7p38E/OFi5d4LzMbjFdSVps3Y+PGDXj00IVfS95cqJMODhgyZDCvMEIIKdiJc2GQkRbD/Jl1+UA9T984zFvpLVRjmQW/lRWyBwPm0G2uCE116QKrYKSnZ0K3uRKMBrCxCGKIiv4K58fRsD8dSm8DIeU4Z/lXEqmiVZVaiJSpnzFt9O82mx4b2Md64Fu20hWa9a+kausKD6IkhBBCChPkVnjFpbLQyuBmmR3r+bV+KG+oZ5mQUpCRloa6hgZmmc7kvdffEygTQgghv5OsUk4mUtFQsEz+r9q2bYvjx3IH3X2rbr0G+J3NnDkDc+bMxpOnT7H9v9QUQggh5E9GaRhFozQM8n/Fcn/ZgLnCvHnzBhUBpWEQQgj5XdIwWvS7VmbHennTAOUN9SyT/ytWyaKiBMQlqRVNCCGE/GrUs1w0CpYJIYQQQiqwTMpZLhLVWSY/rGrVqogID0Xjxo0E69hsgXdu38LbN8E4eGA/tTIhhBBC/kjUs0x+CjYhCSsfN2bsWCQm/tyJAmxtbVBZQQETJ03+qa9DCCm9SaN1MKCvJirxOstfsHlXAMLe504y9C3H/e1QRUM63/pzV8NhYxcoeNy4vgKmjtVBo/oKyMzMQkBwAswsPZGaSilOhJQWpWEUjYJl8lPo6NTA0aPHaHY7Qiqw0UOrYVh/bazd4of3kSmYPFoHNquaYszMZ0ITk+Q1xew58kwGilo15LBlTXM4PfgoFChbr2yKY2feYcveQKRnZPEpr+kfPiHfh8bRFI3SMIiAoaEBT50ICgyAl9crnHI4ARkZGb5t1MgRcL53F8FBAbjv7ITx48cVmZKhrKwMW1tr/r2xsVGxrVy/fn0cO3oEAf5+8Hj5HNu2bRGaYrqwczM3m4vhxkbQ0+vHX4stHTq058/R0qoCO7td8PXxgreXJw4dPMDPL6+irivnWgYM6I/z587y17529QqfPptNnX392lV+vuy82fUSQoQZDdTGkdNv8eBpDILeJGKNrR9UlKXQpb1qoU31+UsaPn3OXTq2UUFYRDJeeMUJ9pkzuTbOXA7HsTOhCHmXhNDwZNx98BFp6TTHFiGk7FGwTDh1dXXs2rmDT9/crXsPDBtmjGvXb0BERASDBw/CvHnzsGHjJnTr3hPrN2zE/PnzYGQ0LF/rRUREoHmLVnya7GXLLfn3ly5dLrKVFRQU4HjaAV7e3tDXN8To0WOhpqoGuz27iz233XZ7+PHv3nXir8UWNzd3iIuL48TxY0hMSMTgIcP4FN2JiYk4cfwoJCSyp9Yt6XXNMzfDlq3b0E9PH+kZ6di5YwcsLJZg+XJLDB48FDo1dfjzCCG5tDSkoaoshWcvYwXrEpMy4OP/BU0aKJSoqcTFRdC3hwau3v4gWKdYWQKNGyggNi4Vuze1wKUjHbB9fXM0a1SyYxJC8mN3ZcpqKY8oDYNwGurqPIi8du06wsPD+To/Pz/+dZ65OVatWo3r12/wx6GhoahXrx7GjhkNR8czQi2YmZmJjx8/IisrC/Hx8fz74piYTICXlzc2bNgoWGdmbg53t2e8F1dOVq7Qc2OSU1IgKSkp9FpDhgyGqKgozOfNF6yba2YOP19vdOzQAc7375f4uuzs9sDZ2Zl/f2D/QezevRNGxsPxzM2Nr3M46VBk7zk7N7bkJSEuQr1gpFxTVsr+mY/9LDzLZeznVMG24nRtrwp5OXFcu5MbLGtrZuczTxypg50HgxAQkgi9nho8VWOcqVuR+dCEkILRDH5Fo2CZcN4+PnBxccHdO7dwz9kZzs73cfXqNaSmpqJmTR1YW1vByio3mBUTE+PBcFlo1KghOnbswFMavlWjRg1+LgWdW1xc7m3ZbzVu1Ag6Ojr5jiklJYUaOjUg80ymxNfl45t7jI/R2QG5b951H6OholL4beXZs0xhbm4mtO7giTc4ePJtoc8h5E/Tp5s65pvWEzxesMrzh49p2EcTT90/IeZTqmAdu6PEXLzxHtfuRPLv2eC+1s0U+f57joT88OsSUtGwQbKkcBQsE0GP8PARo3jJt27dumKiiQkWLVyA8RNM+PZ58xfgxYuXQq2VkZFRJq3Heo5v3bqNtevW59sWGRlZ6LkZ9h/Ie4MLIisnh1evPDFr9px822JiYiAnJ1fi60pPz+0ZYz3m2evSc9chC6Ki2f/AC7J9x07s2btPaJ12oz2F7k/In+iBawx8/LPvtjCSEtlZfkqKEoiJzQ12lRQlERicUOzxNNSkoNtcCUvXewutzznWm9BEofVvw5L4cwghpKxRsEyEsNQCttjYboGr6xO0adOGV7RgPbznz1/4Ka3l6eUFQwN9HvgWFYB/e276+nrYu3cf0lJTISYmnH7v6emJgQMGIDo6GgkJ+f8xs97jn31dOVjvPFvyooFIpLxJTs5AeLLw72/0p6884A0MyQ5sZWXE0KieAi5ciyj2eIa9NXle8uNnMULrWVWNjzFfUV1bVmh9NS0ZPHHPzY8mhJQcVcMoGg3wI1zLli0we/YsNGvWDNpaWjAw0IeKsjICAgJgbW3NUwkmTTThOcQNGjTAcGNjTJ06pUxa7/BheygqKmLXrh28ygQLYLt16wZbG2ued1zUuTGhYWFo2LAhateuxStosMF958+dx6fYTzh06ADatm2LatWq8SoZq1etRJUqmvx5P/u6CKnoHC+FY/zw6ujUVoWXgLMwa4CYT1/h8iRasM+WNc0wxFBL6Hks08KgtyZu3I1ERgFlk0+cC8WwAdro3lEV2lWkeUm6GlVlceXW+//HZRFS7tAAv6JRzzLh4uMT0L5dO0yZPAny8vJ8IB0b/ObkdI9vT05OwYwZ02BhsRRJScl8gN2+/QfKpPVYqgWrVrF0yRKcPHGM5xWHhYXB6Z4zT8Eo7tyOHz/BB+2xUm5s+9BhRnj8+AmGDBmGpUsX48D+vTzt4sOHSDx48IAfjzlx0uGnXhchFd3xs6GQlhbDgln1+EA9T584mLOJQ/LUWNbWlIGiQnaFmhy6LZSgqS6Nq7dyB/Z9G4RLSYpi9uTaUKgkgcCQBMxd/goRH1J++jURQioekSpaVSmrm5D/s1qtjlGbE0IIKZHg52N+akvVaXuyzI4V6DoS5Q31LBNCCCGEVGDltT5yWaFgmfx0Gzasw9AhQwrcdvbcOSxatITeBUIIIYT8lihYJj+dlZU17Oz2FritrGo1E0IIIeT7UDWMolHOMiGEkF+OzXLJqtOwuuTfllokhJBfiUrHEUII+S2CZTbT5bdTwxNCyK9GwTIhhBBCCCGFoGCZEEIIIYSQQlCwTAghhBBCSCEoWCaEEPLLsUF91tY2NLiPEPLboWoYhBBCCCGEFIJ6lgkhhBBCCCkEBcuEEEIIIYQUgoJlQgghhBBCCkHBMiGEEEIIIYWgYJkQQsgf4emTR5g8edL/9TXPOJ7GypWW/9fXJIT8XihYJoQQAltbGxw8sJ9aghBCvkHBMiGEkBITFxen1iKEVCgULBNCSAViaGiAO7dvISgwAF5er3DK4QSWWSzFcGMj6On1Q0R4KF86dGiPqlWr8u8HDhyAs2ccERwUgCFDBvPjjBo5As737vJ1952dMH78OMFrSEhIYO2a1Xjx3I1vd336GLNmmQq2m5vNxTPXJwgJDsRzdzesXrXyu65FQUEBm602wfPVS7z288Hp0w5o1Kgh31arVk1+7nVq1xZ6zpQpk/Ho4QPB4/r16+PY0SMI8PeDx8vn2LZtC5SVlL7rfAgh5RN1ERBCSAWhrq6OXTt3YM3adbh+/Qbk5eXRrl1bODqegba2Nn8818yc7/v582doaGjw75csXoSVq1bDy8sbX79+xeDBgzBv3jwstbDg65o0aQwrq01ISkrix5o0cSL69u2DadNnIjw8HNpaWtDS0hIE6yxgnTHTFP6v/aGmri4IcEtr757dSEn5itFjxiE+/gvGjhmD06cc0LlLNwQHh+DlSw8MHjIYVlabBc8ZMngwzl+4IAi2HU874MRJB6xYsRLS0tJYunQJ7PbshrHxiDJocUJIeUDBMiGEVBAa6uq81/fates8iGX8/Pz41+SUFEhKSuLjx4/5nrdv/wEeXOeYZ26OVatWC9aFhoaiXr16GDtm9H+BtxaCQ0Lg6urKt+e8FsOCcvYaLi4PkJ6ejvCICLx8+bLU19K2TRu0aNECzZq3FEyRvWr1GvTr148H5MePn8C58+dhMmGCIFhmvc3NmzfD7Nlz+GMTkwk82N+wYaPguGbm5nB3e8b3ZQE3IYRQsEwIIRWEt48PXFxccPfOLdxzdoaz831cvXoNcXFxRT7vlccrwfcyMjKoWVMH1tZWsLLKDTLFxMQQHx/Pvz992hEnHU7AxcUZ95zu4fbtO3C+f59vu3LlCqZMnoQnjx/Cyeke7tx1wq1bt5CRkVGqa2nUqBHk5OTg7ZV7bgzrHdapUYN/f/HiJSxfZoFWrVri+fMXvFf51atXCAwK+u8YDdGxYweegvGtGjVqULBMCOEoWCaEkAoiMzMTw0eMQhtdXXTr1hUTTUywaOECGPYfWOTzkpKTBN+zAJWZN38BXrwQ7hHOCXg9vbzQvn1H9OzZA106d4ad3S64PHiAqVOnIyLiPbp07Y4uXTqja5cuWL9uDWbOmIYhQ414T3NJycnJIjIqCsOGGefb9uW/4J/1YD98+AiDBw3iwfKgwYNw5MjR3GPIyuHWrdtYu259vmNERkaW+FwIIeUbBcuEEFLBPHNz44uN7Ra4uj6Bvr4e0lJTISZW/Jjv6OhovH//gfe8nj+fnftbkISEBFy6dJkvV65ew8kTx6CoqMhzoVNSUniQypbD9vZwue+Mhg0a8CC7pDw9vaCupsYD7LCwsEL3Y6kYFkuX4MLFi6hRvTrvbRYcw8sLhgb6PI2ktD3bhJCKg6phEEJIBdGyZQvMnj0LzZo144PuDAz0oaKsjICAAISGhaFhw4aoXbsWrwZRVIk4a2trzJ5likkTTXhub4MGDTDc2BhTp07h29nXQX/9xStRsO0D+hvynlqW7mFsbISRI4bzKhTVq1fHkCFDkJycjLDwwgPegtx3cYG7+3McOrgf3bp25ZU7dHVbY+HCBfz6crD8bDZwccP6dXj06JFQj/Hhw/Y8gN+1aweaN2/OPwB069YNtjbWEBWlf4+EkGzUs0wIIRVEfHwC2rdrx3OGWQDJBt6xgXosd9jD4xU6duiA69eu8m1DhxkhNLTgAJZVj0hOTsGMGdNgYbEUSUnJfKAgGwiY06s8c+Z01KxZk/fYenh4YOzY8cjKysKXuC8wnTUTlpbLeZ6zr58fxk8wQWzs51Jfz5ix43gaiY2NNVRUlHnaxZMnTxEdnTtIMTExkfdgs/J3c+dmV/rIwQLnvwYNxtIlS3jPt5SUFO+ldrrnzFNWCCGEEamiVTWLmoIQQgghhJD86D4TIYQQQgghhaA0DEIIIb9c27ZtcfzYkUK3163X4P96PoQQkoPSMAghhPxyrD6ypqZmodvfvHnzfz0fQgjJQcEyIYQQQgghhaCcZUIIIYQQQgpBwTIhhBBCCCGFoGCZEEIIIYSQQlCwTAghhBBCSCEoWCaEEEIIIaQQFCwTQgghhBBSCAqWCSGEEEIIQcH+BwoXbQuRDvPWAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 171 }, { "metadata": {}, "cell_type": "markdown", "source": "### 3.5 Типы стрессов у студентов", "id": "7efc3b40f15d9464" }, { "metadata": { "ExecuteTime": { "end_time": "2026-04-19T13:38:54.811885700Z", "start_time": "2026-04-19T13:38:54.677049400Z" } }, "cell_type": "code", "source": [ "stress_map = {\n", " 'Distress (Negative Stress) - Stress that causes anxiety and impairs well-being.': 'Distress (негативный)',\n", " 'Eustress (Positive Stress) - Stress that motivates and enhances performance.': 'Eustress (позитивный)',\n", " 'No Stress - Currently experiencing minimal to no stress.': 'Без стресса'\n", "}\n", "col = 'Which type of stress do you primarily experience?'\n", "df['stress_type_short'] = df[col].map(stress_map)\n", "sns.countplot(y='stress_type_short', data=df)\n", "plt.xlabel('Количество')\n", "plt.ylabel('Тип стресса')\n", "plt.title('Типы стресса у студентов')\n", "plt.show()" ], "id": "66add06e12632149", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 172 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Выводы\n", "\n", "1) Большинство студентов (**примерно 91%**) идентифицируют свой стресс как **Eustress (позитивный)**, лишь 4% — как Distress. Возможная причина — низкая осведомлённость о симптомах дистресса.\n", "\n", "2) Наиболее сильно связанные с уровнем стресса признаки (по корреляции):\n", "\n", "| Усиливают стресс | r | Снижают стресс | r |\n", "|---|---|---|---|\n", "| Буллинг | +0.75 | **Самооценка** | −0.76 |\n", "| Тревога о карьере | +0.74 | Качество сна | −0.75 |\n", "| Уровень тревожности | +0.74 | Академическая успеваемость | −0.72 |\n", "| Депрессия | +0.73 | Ощущение безопасности | −0.71 |\n", "| Головная боль | +0.71 | Базовые потребности | −0.71 |\n", "\n", "3) Стресс у студентов определяется балансом **внешних угроз** (буллинг, давление сверстников, учебная нагрузка) и **внутренних ресурсов** (самооценка, сон, социальная поддержка). Наиболее значимый — **самооценка** (r = −0.76), что указывает на приоритет психологической поддержки в профилактике стресса." ], "id": "33f23becc96e2ce4" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }