389 lines
351 KiB
Plaintext
389 lines
351 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Начало лабораторной\n",
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"\n",
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"Выгрузка данных из csv файла в датафрейм"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Index(['work_year', 'experience_level', 'employment_type', 'job_title',\n",
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" 'salary', 'salary_currency', 'salary_in_usd', 'employee_residence',\n",
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" 'remote_ratio', 'company_location', 'company_size'],\n",
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" dtype='object')\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"df = pd.read_csv(\"..//static//csv//ds_salaries.csv\")\n",
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"print(df.columns)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка датасета\n",
|
||
"df = pd.read_csv(\"..//static//csv//ds_salaries.csv\")\n",
|
||
"\n",
|
||
"# Определение диапазона значений для переменной \"salary_in_usd\"\n",
|
||
"x_salary = np.linspace(df['salary_in_usd'].min(), df['salary_in_usd'].max(), 100)\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для термов\n",
|
||
"# Низкий\n",
|
||
"low = fuzz.trimf(x_salary, [0, 0, 50000])\n",
|
||
"# Средний\n",
|
||
"medium = fuzz.trimf(x_salary, [30000, 70000, 100000])\n",
|
||
"# Высокий\n",
|
||
"high = fuzz.trimf(x_salary, [70000, 250000, 400000])\n",
|
||
"veryhigh = fuzz.trimf(x_salary, [400000, 450000, 700000])\n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"plt.figure()\n",
|
||
"plt.plot(x_salary, low, label='Низкий', color='blue')\n",
|
||
"plt.plot(x_salary, medium, label='Средний', color='green')\n",
|
||
"plt.plot(x_salary, high, label='Высокий', color='red')\n",
|
||
"plt.plot(x_salary, veryhigh, label='Очень Высокий', color='purple')\n",
|
||
"plt.title('Функции принадлежности для \"Salary\"')\n",
|
||
"plt.xlabel('Зарплата в USD')\n",
|
||
"plt.ylabel('Степень принадлежности')\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"База нечетких правил"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Нечеткие правила:\n",
|
||
"Если Опыт Низкий И Тип занятости Частичная, Тогда Зарплата Низкая.\n",
|
||
"Если Опыт Средний И Тип занятости Частичная, Тогда Зарплата Средняя.\n",
|
||
"Если Опыт Высокий И Тип занятости Полная, Тогда Зарплата Высокая.\n",
|
||
"Если Опыт Низкий И Тип занятости Полная, Тогда Зарплата Средняя.\n",
|
||
"Если Опыт Средний И Тип занятости Полная, Тогда Зарплата Высокая.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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878e5uLiwdu1aQE3CFi1axMiRI/Hz86N79+7Z2mdqaiotW7bk3r17jBkzhooVK+Lu7s61a9fo27cver0+W/t90oMHD2jSpAleXl588sknlC1bFhcXFw4dOsSYMWOMx3n8qpQWLPEe2wpJnKzcxx9/zOrVqxkyZAinT5/mtddeM3brXL58mW3btjF+/Hju37/Pzz//nOYSf6FChWjXrh0//fQTvXr1Ys+ePcyYMSPD41StWjVNwSyQ4R9MgAULFtCxY0fs7e1p3779U5M6U4wdO5bq1avz6quvPnW9uLg4Jk2axNChQylVqlSOj/s0586do1mzZsbnMTEx3LhxI8MC508//RRPT09GjBjx1H2WK1cu3Xvt7u6e5vnKlSspU6YMq1atStPF9OSVGIPw8HBq1qyZphsrMydPngT+K7jNSNmyZVEUhdKlSxsLXJ9mwoQJPHr0iK+++opixYpx4sQJNm/ezOrVq6lfvz4jRoxgwoQJvPrqq/j5+aXZ1t3dPd37ceTIkTTPDef5zJkzabo7kpKSjHeaGuIGOH78eLp95kRWz21GwsPDcXBwyLSg/3FXr17l0aNHTz03oP7Rnj9/PocPH8bb25sJEyZw9OhR3nvvvWceo3379syfP5/du3fTsGHDdK/v2rWLixcvPvOq79PY29unef/btWtHoUKF2LRpU7b/qP/777+cPXuWpUuX0rt3b+Py0NBQk/bzrJ/pHTt2cPfuXVatWkXjxo2N60VGRqbZj+EmjDNnzqQ7xunTp3F3d6dIkSIAuLm5ZbqenZ0d/v7+JrUBLPMe2wrpqrNyvr6+/P3337Rp04avvvqKmjVrsmzZMmJjYylVqhRvvvkmrq6urF27lp49e6bb/o033uDkyZO8//772Nvb06NHjxzHZLgy1a5dO3r06MH777/PzZs3c7TPv//+mzVr1jB16tRn1qJ8++23xMbG5vjOtayYN28eycnJxuchISGkpKTQpk2bNOtdvHiRkJAQJk6caJb/RA1Jq/LYMG3//PMPf//9d7p1T548ycmTJzMcfiIjK1aswM/P76l/nLt27Yq9vT2TJk1KE4MhJsMdRaAmKd999x2TJk3Cz88POzs745VPw11AEydOxNPTk9GjR2cpxie1aNECJycnvvvuuzTxLFy4kIcPH9KuXTsAatasSenSpZkxY0a6YQqebEdW5eTcJiUl8eeff/LSSy9labT/5cuXA/DSSy89c92xY8dy+fJlli1bRosWLTK86zYj77//Pq6urgwaNCjNeQS1DnLw4MG4ubnx/vvvZ2l/WWF47zP7ZywrMvqZUBTF5O6pZ/1MZ3ScpKQkZs+enWY/RYsWJSgoiKVLl6a5e/X8+fP8+eeftGnTBnt7e+zt7WnVqhVr1qxJ0x148+ZNfv75Zxo2bJjtK3uPM8d7bCvkipMN8Pf3Z82aNdy4cYM9e/bw5ZdfcuTIEebMmUP16tWpXr16pslGu3btKFy4ML/99htt2rTJUqG5Kb799lsqVarEO++8w6+//prmtb///jtNkbmhADIiIoL9+/dTp04d42tbtmyhZcuWWbpKsGXLFj777DOzFqVnJikpiebNm9O9e3fOnDnD7NmzadiwIR07dkyz3s6dO6lUqRL9+vUzy3Hbt2/PqlWr6NKlC+3atSMyMpI5c+ZQuXJlYmJijOtt3rzZeJXB1dWVZcuWGV+7du0asbGxLFu2jNdff53w8HDGjRvHpk2bmDNnzlMT1LJly/Lpp58yduxYLl68SOfOnfH09CQyMpI//viDgQMHGo87dOhQqlSpwjvvvJPp/jw8PPjmm2/o3r07AwYMyFJi8LiiRYsyduxYJk2aROvWrenYsaPxfNSuXdtYf2JnZ0dISAgdOnSgevXq9OvXDz8/P06fPm28Cmaq7J7bY8eOMWnSJK5evUq7du3SnBtDgf/q1auN//BMmDCBBQsW0KNHjwzrZh63detWvvnmG3788UeTr7qWK1eOpUuX0qtXL6pWrZpu5PA7d+7wyy+/GK/eZUdqaiqbNm0C1G6kxYsXExsbS+fOnbO9z4oVK1K2bFnee+89rl27hpeXF7///vtTh9zIyLN+puvXr0/BggXp06cPw4cPR6fT8eOPP2aYeE+bNo1WrVpRr1493nrrLeNwBC4uLmkGxfz0008JDQ2lYcOGDB06FAcHB+bOnUtiYmKa8bJMYYn32GZocCef0FhWbkV93NChQxVA+fnnn9O9lt3hCB63dOlSBVD+/PPPNOs97evx22wBRafTKQcPHkyz3ydvxzXE6ufnp8TGxqZZFwsNR7Bz505l4MCBSsGCBRUPDw+lV69eyt27d9NsW6pUKQVQ/vjjjzTL+/Tpk+3hCPR6vfL5558rpUqVUpydnZUaNWoo69atS7fPJk2aPPO9Nvya+OKLL5TatWsrP/30U7rjZ3Zuf//9d6Vhw4aKu7u74u7urlSsWFF5++23lTNnziiKop57nU6n7NmzJ812jw9H8LiWLVsqFStWNA61kNXhCAxmzpypVKxYUXF0dFSKFSumDBkyJN2wA4qiKLt371ZatmypeHp6Ku7u7kq1atWU77//Pt16ivLsW+Ozcm4zYngPnvX1119/KXv27FECAwOViRMnphuG4snhCO7cuaMUL15c6dmzZ5r1sjIcweOOHTum9OzZU/Hz81McHR0VX19fpWfPnsq///6baVuyOhzB4+3z8PBQatasqfz444/GdZ71nmc2HMHJkyeVFi1aKB4eHkqRIkWUAQMGKEePHk0XQ0ZM+Znes2eP8uKLLyqurq5K8eLFlQ8++EDZvHlzuuFQFEVRtm3bpjRo0EBxdXVVvLy8lHbt2mX4Hh46dEgJDg5WPDw8FDc3N6VZs2bK3r17M433WcMR5OQ9tnUy5Yp4plGjRrFw4UKioqJwc3PTOhwmTpzIjh070o0AnpcsWbKEfv36ceDAAYKCgrQOJ1NNmzaladOmmY4QfPHiRUqXLp3tbiqRfVn5nAcEBLBkyRKZ5ywX5JefaWF5UuMkniohIYFly5bRrVu3PJE0CSGEEFqSGieRoVu3brF161ZWrlzJ3bt3s3U3kKUEBgamG+BQZE/Lli2fWuTt4eFBr169cjEiYVCtWrVnDqvRpUsX4+C1QojcIYmTyNDJkyfp1asXPj4+fPfdd1m6FTq3mGOePKF61p2FRYoUSVOULHLP43PfZeabb77JhUiEEI+TGichhBBCiCySGichhBBCiCySxEkIIYQQIoskcRJCCCGEyCKbKw7X6/Vcv34dT0/PZ07NIYQQQgjrpygKjx49onjx4s+cs9PmEqfr169na0JEIYQQQli3K1eu8Nxzzz11HZtLnDw9PQH1zTHHxIhPSk5OZsuWLbRq1eqZY7Dkd9JW6yRttU7SVutjK+0Ey7c1Ojoaf39/Y47wNDaXOBm657y8vCyWOLm5ueHl5WUTH2Rpq/WRtlonaav1sZV2Qu61NSslPFIcLoQQQgiRRZI4CSGEEEJkkSROQgghhBBZJImTEEIIIUQWSeIkhBBCCJFFkjgJIYQQQmSRpolTWFgYHTp0oHjx4uh0OlavXv3MbXbs2EHNmjVxdnYmMDCQJUuWWDxOIYQQQgjQOHGKjY3lhRdeYNasWVlaPzIyknbt2tGsWTOOHDnCyJEjeeutt9i8ebOFIxVCCCGE0HgAzDZt2tCmTZssrz9nzhxKly7NV199BUClSpXYvXs333zzDcHBwZYKUwghhBACyGc1Tn///TctWrRIsyw4OJi///5bo4jSUhSIiIDTpwtqHYoQQghhPZKT8d++Xf1Dq7F8NeVKVFQUxYoVS7OsWLFiREdHEx8fj6ura7ptEhMTSUxMND6Pjo4G1OHbk5OTzRrfli062rd3pESJGrzzjnn3nRcZ3j9zv495kbTVOklbrZOttNVW2kliIrqePam5bh3JLi4kf/qp2Q9hynuYrxKn7JgyZQqTJk1Kt3zLli24ubmZ9VjR0U5AG65d82T16vW4u6eYdf95VWhoqNYh5Bppq3WStlonW2mrNbfTLjGROl98QbFDh0h1ciLcxYVbGzaY/ThxcXFZXjdfJU6+vr7cvHkzzbKbN2/i5eWV4dUmgLFjxzJ69Gjjc8MMyK1atbLIJL/jxum5dMmOAgWa07Klvdn3n5ckJycTGhpKy5YtbWKCyR/X/UjzJs0pVaiU1uFYlK2dV2mr9bGVtlp9O2Njse/aFbtDh1Dc3Ng3Zgw13nvPIm019EZlRb5KnOrVq8eGJzLN0NBQ6tWrl+k2zs7OODs7p1vu6OhokTc/KEjPpUtw5Igjbdtad+JkYKn3Mi+5cP8Cw08Pp/CVwkQMj8DN0bxXK/MiWzivBtJW62QrbbXKdkZHQ4cOsHs3eHiQ+uef3ImOtlhbTdmnpsXhMTExHDlyhCNHjgDqcANHjhzh8uXLgHq1qHfv3sb1Bw8ezIULF/jggw84ffo0s2fP5tdff2XUqFFahJ+hWrXUwrXwcJ3GkQhzmrp3KklKEjdibrDi+AqtwxFCCOv14AG0aqUmTd7eEBqK0rCh1lEZaZo4hYeHU6NGDWrUqAHA6NGjqVGjBuPHjwfgxo0bxiQKoHTp0qxfv57Q0FBeeOEFvvrqKxYsWJCnhiIIClITp4MHJXGyFufvnefHYz8an88On61hNEIIYcXu3oXmzeGff6BQIdi+HV58Ueuo0tC0q65p06YoT7m1MKNRwZs2bcrhw4ctGFXO1KypoNMpXL6s49Yt8PHROiKRU5/t+oxUJZWK7hW5kHCB8OvhHLh2gNolamsdmhBCWI9bt6BFC/j3XyhaFLZuhWrVtI4qnXw1jlN+4OUFJUrEABAernEwIsci7kXww9EfAHiz+Jt0q9gNgJDwEC3DEkII63L9OjRpoiZNfn6wc2eeTJpAEieLCAx8AMCBA9rGIXLOcLWpddnWlHcvz+BagwH45fgv3Iu/p3F0QghhBS5fVpOm06fB3x/CwqBSJa2jypQkThYQGHgfkMQpv4u4F8GPR9XapnGNxgHwYokXeaHYCySkJLD0yFItwxNCiPwvMlJNmiIioHRpNWkKDNQ6qqeSxMkCHr/ilAdGhxfZ9GnYp6QqqbQr147axdV6Jp1Ox5CgIYDaXadX9FqGKIQQ+dfZs9C4MVy8COXKqd1zAQFaR/VMkjhZQOnSD3FwULh1C65c0ToakR3n7p4z3kk3ocmENK/1qtYLTydPzt07x/bI7VqEJ4QQ+dvJk+qVpqtX1W65nTvVbrp8QBInC3B21lOlivpYuuvyp093fYpe0dO+fPt0d895OHnQ54U+AMw+IEMTCCGESY4eVZOmqCi1AHzHDrUgPJ+QxMlCDOM5yZ11+U98cjy/nfgNgI8afZThOoOD1CLxNWfWcDX6aq7FJoQQ+Vp4ODRrBnfuQK1a8Ndf+W7cHkmcLCQoSK19kStO+c/OSzuJT4nnOa/nqFuibobrVPGpQpNSTdAreuYdnJfLEQohRD7099/q4Jb370O9erBtmzrIZT4jiZOF1Kz53xUnvdQP5ysbzqnzIbYNbItOl/kI8ENrDwVg/qH5JKcm50psQgiRL+3cCS1bqnPQNW4Mmzer06nkQ5I4Wcjzz4OLCzx8qN5lKfIHRVFYf249AG3LtX3qup0rdqaYezGiYqJYfXp1LkQnhBD50Nat0KYNxMaqI4Nv3AienlpHlW2SOFmIoyNUr64+lu66/OPcvXNcuH8BRztHmpdp/tR1neydGFBzACAjiQshRIY2bID27SE+Htq2hbVrwc1N66hyRBInC6r9/zdjSeKUfxi66ZoENMHDyeOZ6w+sNRA7nR1/XfyLU7dPWTo8IYTIP1avhs6dITFR/b5qldoVk89J4mRBkjjlP4/XN2WFv7c/HSt0BOSqkxBCGK1YAS+/DMnJ0L07/PorODtrHZVZSOJkQUFB6vfDhyElRdtYxLPFJMWw89JOANqUa5Pl7QwjiS89upTYpFiLxCaEEPnGjz/Ca69Baiq88Qb89JNav2IlJHGyoAoV1Pq3+Hh1kFSRt22P3E5SahKlC5SmQuEKWd6uRZkWBBYKJDoxmp///dmCEQohRB43fz706aPeTt6/PyxeDA4OWkdlVpI4WZCdnTq+F0h3XX5g7KYr9/RhCJ5kp7MzXnWaHT4bRSYoFELYopkzYeBAdZLWt9+GefPA3l7rqMxOEicLkzqn/EFRlDSJk6n6Vu+Li4MLR6KO8M+1f8wdnhBC5G1ffQXvvKM+Hj0avv9evXpghayzVXmIJE75w4nbJ7gSfQUXBxeaBjQ1eftCroXo8XwPQOavE0LYmM8+g/feUx//738wfTqYcNU+v5HEycIMidOxY5CQoG0sInOGq03NAprh5pi9MUaGBqkjia84sYI7cXfMFpsQQuRJigLjxsHHH6vPP/lETaKsOGkCSZwsrlQpKFxYvavu2DGtoxGZyUk3nUHtErWp5VeLpNQkFh1eZK7QhBAi71EUGDMGPv1Uff7FF2oSZQMkcbIwnU666/K6hwkP2X15N5CzxAn+m79uTvgc9IpMUiiEsEKKAiNHwpdfqs+//RY++EDTkHKTJE65QBKnvC30QiipSioVClegTMEyOdpXj+d7UMClAJEPItkcsdlMEQohRB6h18PgwfDdd+rzOXNg+HBtY8plkjjlAkmc8jZDN12bwKwPepkZN0c3+r7QF5CRxIUQViY1Fd58Ux1mwM4OliyBQYO0jirXSeKUCwyJ06lT8OiRtrGItPSKno0RGwFoV76dWfY5OGgwAOvOruPig4tm2acQQmgqORlefx2WLlXHZlq2TB3o0gZJ4pQLfH3huefUbuHDh7WORjzuaNRRomKicHd0p1HJRmbZZ4UiFWheujkKCvMOzjPLPoUQQjNJSdCjByxfrk6d8uuv0LOn1lFpRhKnXGKYt0666/IWQzddizItcHYw3wSUhiLxhYcXkpiSaLb9CiFErkpIgK5dYdUqcHJSv3ftqnVUmpLEKZdInVPetCEi58MQZKRjhY4U9yzOrdhbrDq1yqz7FkKIXBEXBx07wvr14OoKa9dC+/ZaR6U5SZxyiSROec/duLvsu7oPME9h+OMc7BwYWHMgIEXiQoh8KCYG2raF0FBwd4cNG6BVK62jyhMkccolhq66Cxfg7l1tYxGqLee3oFf0VPWpir+3v9n3P6DWAOx19uy6vIt/b/5r9v0LIYRFPHwIwcGwcyd4ecGWLdC0qdZR5RmSOOWSggUhMFB9fPCgtrEIlaW66QyKexanc8XOgFx1EkLkE/fuQYsWsHcvFCgAW7dC/fpaR5WnSOKUi6S7Lu9I1aeyKWITYLnECf4rEv/x2I88SpSxKIQQedjt29C8OYSHq3OF/fXXf3+4hJEkTrlIEqe8I/x6OHfi7uDt7E295+pZ7DjNAppRoXAFYpJiWHZsmcWOI4QQORIVBc2awZEjUKwY7NgB1atrHFTeJIlTLpIhCfIOwzAErcq2wtHe0WLH0el0DAkaAqjddYqiWOxYQgiRLdeuQZMmcOIEFC+u1jY9/7zWUeVZkjjlopo11VHqr19Xv4R2LF3f9Lg+1fvg6uDKv7f+Zc+VPRY/nhBCZNmlS9C4MZw9CyVLQlgYVKigdVR5miROucjdHSpXVh+Hh2sbiy27GXOT8OvqCWgd2NrixyvgUoDXqr4GwOwDsy1+PCGEyJLz59Wk6cIFKFNGTZrKltU6qjxPEqdcJnVO2tt8fjMANf1q4uvhmyvHNBSJrzy5kluxt3LlmEIIkanTp9Wk6fJlKF9eTZpKldI6qnxBEqdcJomT9gz1TW0DLd9NZ1DTryZ1S9QlWZ/MwkMLc+24QgiRzvHjak3T9etQpYpa01SihNZR5RuSOOWyxxMnqRPOfSn6FOMVp9yob3qcoUh87sG5pOpTc/XYQggBqDPNN20Kt26pd83t2KHORC+yTBKnXFa1qjq59L17EBmpdTS2Z9/VfTxIeEAh10LUKVEnV4/dvUp3CrkW4tLDS2yM2JirxxZCCPbvh5deUqevqF0btm2DIkW0jirfkcQplzk7wwsvqI+luy73GbrpgssGY29nn6vHdnV05c3qbwJSJC6EyGV79qgjgj94oI4EHhoKhQppHVW+JImTBgzddXJnXe4zJE7tyrXT5PiDggYBsCliExfuX9AkBiGEjfnrL3XuuUeP1NqmzZvB21vrqPItSZw0IAXi2rgWfY2jN4+iQ0dwYLAmMQQWCiS4bDAKCnPD52oSgxDChmzeDG3bQmwstGoFGzaAh4fWUeVrDqZucOzYsae+Xq1atWwHYysMidPBg5CaCva522Nkswx1RXWfq0sRN+369YcEDWHz+c0sPLyQSc0m4eLgolksQggrtm4ddOsGSUnQvj389hu4yO+bnDI5capevTo6nQ7AOH2ETqdDURR0Oh2pqXK30LNUqgRubhATA2fO/DcoprAsLYYhyEi78u3w9/LnSvQVVp5cyevVXtc0HiGEFVq1Cl59FVJSoGtX+OUXcHLSOiqrYHJXXcOGDXF3d2fy5MlcuHCByMjINN/Fs9nbq9OvgHTX5Zak1CRCL4QCuT8MwZMc7BwYVEutdZIicSGE2f3yC3TvriZNPXvCihWSNJmRyYlTWFgYS5YsYcmSJXTv3p2rV69SqlQp45fIGikQz127L+8mJimGYu7FqOFXQ+tw6F+zPw52Dvx99W+ORB3ROhwhhLVYsgR69VLrQPr0gR9/BAeTO5fEU2SrOLxr166cPHmS1157jU6dOtG1a1ciIiKyFcCsWbMICAjAxcWFunXrsn///qeuP2PGDCpUqICrqyv+/v6MGjWKhISEbB1bS1IgnrsM3XRtyrXBTqf9PRG+Hr50q9QNgJADIRpHI4SwCvPmQb9+6ujKAwfCokVSRGsB2f4L4uDgwMiRI4mIiKB06dLUrFmTkSNHmrSPFStWMHr0aCZMmMChQ4d44YUXCA4O5tatjOfy+vnnn/nwww+ZMGECp06dYuHChaxYsYL//e9/2W2GZgyJ05Ejat2esKy8Ut/0OMP8dcv+XcbDhIcaRyOEyNe++w4GqSUADB8Oc+aAnfb/JFojk9/VggULUqhQIeNXmTJlWLx4MYmJiXz//fcm7evrr79mwIAB9OvXj8qVKzNnzhzc3NxYtGhRhuvv3buXBg0a8NprrxEQEECrVq3o2bPnM69S5UVly0KBApCYqE4bJCwn8n4kp+6cwl5nT8uyLbUOx6hRyUZUKVqFuOQ4fjj6g9bhCCHyKbuvvoIRI9QnH3wAM2bA/9/EJczP5I7Pb775xnhXXU4kJSVx8OBBxo4da1xmZ2dHixYt+PvvvzPcpn79+ixbtoz9+/dTp04dLly4wIYNG3jjjTdyHE9u0+kgKAi2blW76wzF4sL8DMMQNCjZgAIuBbQN5jE6nY4hQUMYtnEYIeEhDKszzCw/W0II21F+xQrsf/lFfTJ+PEycKEmThZmcOPXt29csB75z5w6pqakUK1YszfJixYpx+vTpDLd57bXXuHPnDg0bNkRRFFJSUhg8ePBTu+oSExNJTEw0Po+OjgYgOTmZ5ORkM7QkLcM+s7LvmjXt2LrVnn/+0fPmm/lvGAdT2qql9WfXAxBcJjjbsVqqrT0q92DM1jGcunOKbee30aRUE7PuPzvyy3k1B2mrdbKJtioKfPwxlf4/aUr95BP0H36o3klnhSx9Tk3Zr8mJk729PTdu3MDHx8fUTXNsx44dfP7558yePZu6desSERHBiBEjmDx5MuPGjctwmylTpjBp0qR0y7ds2YKbm5vFYg0NDX3mOnZ2fkAd/vrrERs27LBYLJaWlbZqJVGfyNbzWwFwv+7Ohg0bcrQ/S7S1kVcjNt3dxIT1E/gg4AOz7z+78vJ5NTdpq3Wy2rYqClUWLybwzz8BON6vH+erVVNHBbdyljqncXFxWV5XpxhGscwiOzs7oqKicpw4JSUl4ebmxsqVK+ncubNxeZ8+fXjw4AFr1qxJt02jRo148cUX+fLLL43Lli1bxsCBA4mJicEug0K4jK44+fv7c+fOHby8vHLUhowkJycTGhpKy5YtcXR0fOq6V69CmTKO2Nsr3L2bggXzOIswpa1a2Xx+Mx1WdKCEZwkuDLuQ7a4wS7b12K1jBC0IwsHOgfPDzuPn4WfW/ZsqP5xXc5G2Wierbqtej92oUdiHqHfjHhs4kMBvvrG+dj7B0uc0OjqaIkWK8PDhw2fmBtka3MEcdRhOTk7UqlWLbdu2GRMnvV7Ptm3bGDZsWIbbxMXFpUuO7P//VsvM8j9nZ2ecnZ3TLXd0dLToBy0r+w8IAF9fiIrSceKEI/XrWywci7L0e5kTWyK3AOqgl05mGADOEm2tVaIWDfwbsOfKHpYeW8q4JhlfPc1tefm8mpu01TpZXVtTU2HoUFiwAHQ6UkJCiPT1pZK1tfMpLHVOTdlntu5V9PX1xd7ePsMvU4wePZr58+ezdOlSTp06xZAhQ4iNjaVfv34A9O7dO03xeIcOHQgJCWH58uVERkYSGhrKuHHj6NChg8nHzgsMBeIg4zlZgqIorD+n1jdpPVr4sxiGJph7cC4peuusURBC5EBKijpG04IF6jADS5eivPmm1lHZpGxdcVq5ciWFChXK8cFfffVVbt++zfjx44mKiqJ69eps2rTJWDB++fLlNFeYPv74Y3Q6HR9//DHXrl2jaNGidOjQgc8++yzHsWildm11HkZJnMzv3L1zXLh/AUc7R5qXbq51OE/VrVI3RrqN5Nqja6w7u47OFTtrHZIQIq9ITobXX4dff1UHtPz5Z3VKFWsufs/DTE6cdDodDRo0MFtx+LBhwzLtmtuxY0ea5w4ODkyYMIEJEyaY5dh5gYwgbjmGQS8bl2qMp7OnxtE8nbODM/1r9GfqnqnMPjBbEichhCoxUZ2sd80acHRUk6fH6oJF7jO5q87EWnLxDIbE6exZePBA01CsjnG08DzeTWcwKGgQOnSEXgjl3N1zWocjhNBafDx06aImTc7OsHq1JE15gMmJ019//WWWbjqhKlJELRIHOHRI01CsSkxSDDsv7QTyT+IUUCDAGOuc8DkaRyOE0FRsLHToABs3gqurWtPRNn/8LrN2JidOsbGxbNu2Ld3yzZs3s3HjRrMEZWuku878tkduJyk1idIFSlOhcAWtw8kyQ5H44iOLiU+O1zgaIYQmHj2CNm1g2zbw8IBNm6BFC62jEv/P5MTpww8/JDU1/SjXiqLw4YcfmiUoWyN31pnf4910+Wkak+CywQQUCOB+wn1WnFihdThCiNz24AG0agW7doG3N4SGQuPGWkclHmNy4nTu3DkqV66cbnnFihWJiIgwS1C2Rq44mZeiKPmuvsnA3s6ewbUGAzD7wGyNoxFC5Kq7d6F5c9i3DwoWVK84vfii1lGJJ5icOHl7e3PhwoV0yyMiInB3dzdLULamVi11TKfLl+HmTa2jyf9O3D7BlegruDi40DSgqdbhmOzNGm/iZO/EgesHCL8ernU4QojccOsWNGumFrsWLQp//aX+cRB5jsmJU6dOnRg5ciTnz583LouIiODdd9+lY8eOZg3OVnh5QYX/L8MJl7+TObbxnFpr1yygGW6O+WweG6Coe1FeqfwKACEHQjSORghhcdevQ5Mm8O+/6nQSO3bACy9oHZXIhMmJ07Rp03B3d6dixYqULl2a0qVLU6lSJQoXLsz06dMtEaNNMHTXSeKUcxsi8mc33eMMReK/HP+F+/H3NY5GCGExV66oSdPp0/DccxAWBhmUw4i8w+QBML29vdm7dy+hoaEcPXoUV1dXqlWrRmMpXsuRoCD48Uepc8qphwkP2X15N5C/E6d6z9WjWrFqHLt5jCVHljCq3iitQxJCmFtkJLz0Ely8qI5Ls307lC6tdVTiGbI9yW+rVq1o1aqVueOxWY8XiCuKWvMkTLf1wlZS9ClUKFyBMgXLaB1Otul0OoYGDWXw+sGEhIcw4sUR2OmyNbWkECIvOndOTZquXoXAQLUQvGRJraMSWZCt38Q7d+6kQ4cOBAYGEhgYSMeOHdm1a5e5Y7Mp1auDg4NaH3jlitbR5F/59W66jPSq1gtPJ0/O3TvH9sjtWocjhDCXkyfVIQauXoWKFWHnTkma8hGTE6dly5bRokUL3NzcGD58OMOHD8fV1ZXmzZvz888/WyJGm+DqCs8/rz6W7rrsURTFKuqbDDycPOj9Qm8AQsKlSFwIq3DsGDRtClFRULWqmjQVL651VMIEJidOn332GdOmTWPFihXGxGnFihVMnTqVyZMnWyJGmyHjOeXMkagjRMVE4e7oTqOSjbQOxyyGBA0BYM3pNVyNvqpxNEKIHDl4UB1y4PZtqFlTHXLAx0frqISJTE6cLly4QIcOHdIt79ixI5GRkWYJylbJnXU5Y+ima1GmBc4OzhpHYx5VfKrQpFQTUpVU5h+cr3U4Qojs2rdPHdzy3j2oW1etaSpcWOuoRDaYnDj5+/tnOFfd1q1b8ff3N0tQturxxEmv1zaW/MiauukeZ7jqNP/QfJJTkzWORghhsl27oGVLePgQGjVSp1EpUEDrqEQ2mXxX3bvvvsvw4cM5cuQI9evXB2DPnj0sWbKEb7/91uwB2pIqVcDFRf3ZioiA8uW1jij/uBt3l31X9wHQJrCNxtGYV5dKXSjmXowbMTdYc2YNL1d+WeuQhBBZtW0bdOwIcXHqXXR//gkyy0a+ZvIVpyFDhrB8+XL+/fdfRo4cyciRIzl+/DgrVqxg0KBBlojRZjg6qnfXgdQ5mWrL+S3oFT1Vfari721dVz6d7J0YUHMAIPPXCZGvbNwI7dqpSVPr1rBunSRNViBbwxF06dKF3bt3c/fuXe7evcvu3bvp1KmTuWOzSVIgnj3W2k1nMLDWQOx0dvx18S9O3T6ldThCiGdZswY6dYLERPWK0+rV6u3TIt+TEfXyGCkQN12qPpVNEZsA602c/L396VBevSlDhiYQIo/79Vd4+WVIToZXXoGVK8HZOm5YEdlInAoWLEihQoUy/RI5Y0icDh2ClBRtY8kvwq+HcyfuDt7O3tR7rp7W4ViMYf66pUeXEpsUq3E0QogMLVsGPXuqv8Bffx1+/lmtwxBWw+Ti8BkzZgDqYINDhgzhk08+wUfGoTCb8uXB0xMePVIHl61WTeuI8r6NERsBaFW2FY721vsLqkWZFpQtWJbz98/zy/FfeKvmW1qHJIR43MKFMGCAOm/Wm2/CvHlgb691VMLMTE6c+vTpY3z8zjvv0K1bN8qUyb9zguU1dnZQqxbs2KHWOUni9GzWNM3K09jp7BgSNIT3Qt9j1oFZ9K/RH51MaihE3jB7Nrz9tvp46FD4/nv1F7qwOnJW8yApEM+6mzE3OXBdfaNaB7bWOBrL61u9Ly4OLhyJOsI/1/7ROhwhBMA33/yXNI0aBTNnStJkxXJ8ZuU/XvOTAvGs23x+MwA1/Wri6+GrcTSWV9itMK9WeRWQInEh8oQpU2D0aPXx2LHw1VcgfxetmslddV27djU+TkhIYPDgwbg/Ni7FqlWrzBOZDTMkTseOqXeyys0YmTN20wVadzfd44bWHsrSo0tZcXwFX7X6iiJuRbQOSQjboygwcSJ88on6fNIkGDdOkiYbYPIVJ29vb+PX66+/TvHixdMsEzlXqhQUKaLeyXr0qNbR5F0p+hTjFSdrr296XO3itanlV4vE1EQWH16sdThC2B5FUa8uGZKmqVNh/HhJmmyEyVecFi+WX9SWptOpV502blTrnOrU0TqivGnf1X08SHhAIddC1ClhO2+STqdjSNAQ3lr7FnMOzuHd+u9ip5N6CiFyhaLAyJHw3Xfq8xkzYMQILSMSuczk37apqamZvhYaGpqjYMR/pED82QzddK0DW2NvZ1u3/Pas2hNvZ28u3L/AlvNbtA5HCNug18OQIf8lTSEhkjTZIJMTpzZt2hAbm3bwvbt37/L666/TvXt3swVm64KC1O+SOGXOFuubDNwc3ehbvS8gReJC5IrUVOjfH+bOVbsFFi2CwYO1jkpowOTEycPDg4YNGxIVFQXA0qVLqVChAnFxcZw4ccLsAdoqwxWnU6cgJkbbWPKia9HXOHrzKDp0BAcGax2OJoYEDQFg3dl1XHpwSeNohLBiKSnwxhuwZIk6zMCyZdCvn9ZRCY2YnDj9/vvvNGzYkBdffJGXXnqJjz/+mPnz57Nq1SqKFy9uiRhtkq8vPPec2p1+6JDW0eQ9htHC6z5X12bvKqtQpAIvlX4JvaJn3sF5WocjhHVKSoIePeCXX8DBAVasgNde0zoqoSGTEyedTsf333/P0KFD2blzJyEhIXTp0sUSsdk8qXPKnCFxahPYRuNItDU0SJ2/bsHhBSSlJmkcjRBWJiEBunWD338HJydYtUqdvFfYNJPvqvvu/4viXFxcaNSoEa+88gpjx46lQIECAAwfPtysAdqy2rXhjz8kcXpSUmoSoefVGxHalWuncTTa6lihI34eftyIucGqU6vo8XwPrUMSwjrExUGXLrBlC7i4wOrVEGybZQEiLZMTp2+++cb4OC4ujsTERGbNmoWbmxs6nU4SJzOSAvGM7bm8h0dJjyjmXowafjW0DkdTjvaODKw1kEk7JzH7wGxJnIQwh5gY6NgR/voL3Nxg3Tpo1kzrqEQeYXJXXWRkJJGRkYSFhVG0aFF69OjBlStXiIyM5MKFC5aI0WYZEqcLF+DePW1jyUseH4ZAxi+CATUHYK+zZ9flXRy/dVzrcITI36KjoXVrNWny9ITNmyVpEmlk66/OsWPHePHFFzl9+jSBgYEyX52FFCwIgYHqY5m37j8bIv5/GAIbGi38aUp4laBTxU4AhByQoQmEyLb796FlS9izBwoUgK1boWFDraMSeYzJidPWrVtp0qQJY8aMYf/+/axfv55q1aqxa9cuS8Rn86RAPK2LDy5y8vZJ7HX2tCzTUutw8gxDkfgPx37gUeIjjaMRIh+6cweaN4f9+6FwYdi2TaZtEBkyOXHq1q0bCxcuZPjw4dSsWZMDBw7Qv39/2rZty8CBAy0Ro02TxCmtjefUu+nq+9enoGtBjaPJO14q/RIVClcgJimGn/79SetwhMhfbt5Uu+MOHwYfH7WbrmZNraMSeZTJidPGjRvp2rXrfzuws+O9997j33//5erVq2YNTkiB+JOkmy5jOp2OwUHqKMazD8xGURSNIxIin7h2DZo0gePHwc8Pdu6EqlW1jkrkYSYnTvXr189weUBAABs2bMhxQCKtmjXVgWqvX1e/bFlCSgLbLmwDJHHKSJ8X+uDq4Mq/t/5lz5U9WocjRN536ZKaNJ05A/7+EBYGFStqHZXI47JVHL5r1y5ef/116tWrx7Vr1wD48ccf2b17t1mDE+DuDpUrq49tvUB858WdxKfEU8KzBFV95D/CJxV0LchrVdURjWX+OiGe4fx5aNxY/V6mjJo0Ge7GEeIpsjXlSnBwMK6urhw+fJjExEQAHj58yOeff272AIXUORkYJ/Ut11bu5MzE0NpqkfhvJ37jZsxNjaMRIo86c0a90nT5MpQvr3bPBQRoHZXIJ0xOnD799FPmzJnD/PnzcXR0NC5v0KABh2RSNYuQxEkl9U3PVtOvJnVK1CFZn8yiw4u0DkeIvOfECTVpunZNvZy/c6c6MagQWWRy4nTmzBkaN26cbrm3tzcPHjwwR0ziCY8XiNtqze+5u+eIuBeBo50jzUs31zqcPM0wNMHcg3NJ1adqHI0QeciRI9C0qXoX3QsvwI4d6ozqQpjA5MTJ19eXiIiIdMt3795NmTJlzBKUSKtaNXB0VEcPv3hR62i0Yeima1yqMZ7OnhpHk7d1r9KdQq6FuPTwknEyZCFs3oED8NJL6nhNQUGwfTsULap1VCIfMnmuugEDBjBixAgWLVqETqfj+vXr/P3337z33nuMGzfOEjHaPGdn9Z+j8HD1Z790aa0jyn3STZd1ro6u9Kvej6/+/orZB2bTvnx7rUMSQlt790KbNup0KvXqwcaN4O2drV2lpqaSnJxs5gCzJzk5GQcHBxISEkhNte6ryzltq6OjI/b29maJxeTE6cMPP0Sv19O8eXPi4uJo3Lgxzs7OvPfee7zzzjtmCUqkV7v2f4lT9+5aR5O7YpNi2XFxByCJU1YNDhrMV39/xaaITVy4f4EyBeVqsLBRO3dCu3YQG6vWNq1dq85BZyJFUYiKispTJSmKouDr68uVK1es/oYZc7S1QIEC+Pr65vi9Mjlx0ul0fPTRR7z//vtEREQQExND5cqV8fDwyFYAs2bN4ssvvyQqKooXXniB77//njpPGeb+wYMHfPTRR6xatYp79+5RqlQpZsyYQdu21v0HtXZtCAmxzQLx7ZHbSUpNonSB0lQoXEHrcPKFwEKBtCrbii3ntzA3fC5ftPxC65CEyHW6rVuhWzeIj1fnoFu9GtzcsrUvQ9Lk4+ODm5tbnkhU9Ho9MTExeHh4YGdn3ROe56StiqIQFxfHrVu3APDz88tRLCYnTgZOTk5UNgwwlE0rVqxg9OjRzJkzh7p16zJjxgyCg4M5c+YMPj4+6dZPSkqiZcuW+Pj4sHLlSkqUKMGlS5coUKBAjuLIDwx31h08CKmpYKYrjvmCob6pTWCbPPHLKr8YGjSULee3sPDwQiY1m4SLg4vWIQmRa4odOID99OmQmAht28Lvv4NL9n4GUlNTjUlT4cKFzRxp9un1epKSknBxcbGJxCknbXV1dQXg1q1b+Pj45KjbzuTEqeYz5u8xZUiCr7/+mgEDBtCvXz8A5syZw/r161m0aBEffvhhuvUXLVrEvXv32Lt3r3EohAAbGXujYkX1H6WYGDh7FipV0jqi3KEoirG+qV35dhpHk7+0K98Ofy9/rkRfYeXJlbxe7XWtQxIiV+j++IM6X3yBLiUFunSB5cvBySnb+zPUNLll82qVyBsM5y85OTl3E6cjR47w7rvvZrtrziApKYmDBw8yduxY4zI7OztatGjB33//neE2f/75J/Xq1ePtt99mzZo1FC1alNdee40xY8Zk+iYkJiYaB+kEiI6OBtQ3zhIFfoZ9WmLfNWrYs2ePHX//nUJgoPbjEliyrQYnbp/g8sPLuDi40KBEA82KMnOjrZbQv3p/JoZNZNb+Wbxa6dUsbZNf25od0lbro1uxAvu+fdGlppLy8ssoS5eCTgc5aHdycjKKoqAoCnq93ozR5oxhTsq8FpclmKOthnOYUeJkys9Ftrrq3n///Qy70kxx584dUlNTKVasWJrlxYoV4/Tp0xluc+HCBbZv306vXr3YsGEDERERDB06lOTkZCZMmJDhNlOmTGHSpEnplm/ZssWi/z2EhoaafZ+FC1cBAvn998sULvyv2fefXZZoq8Eft/4AoLJrZXaE7rDYcbLKkm21hFLJpbDHnn3X9jFz5UzKuGW9SDy/tTUnpK3WwX/7dmrMnIlOr+dys2Yc7tkTzNBeBwcHfH19iYmJISkpyQyRmtejR4+0DiHX5KStSUlJxMfHExYWRkpKSprX4uLisryfbBWHa1Vnotfr8fHxYd68edjb21OrVi2uXbvGl19+mWniNHbsWEaPHm18Hh0djb+/P61atcLLy8vsMSYnJxMaGkrLli3TjKxuDtHROv78E+7cCaBtW3+z7js7LNlWg2+WfQNA73q9aRuk3Q0AudFWS1mvX8/KUys56XaSYW2HPXP9/NxWU0lbrYduwQLsv/8enaKQ0rcvhzt2pGVwsFnampCQwJUrV/Dw8MAlm3VSlqAoCo8ePcLT09Oq6j+rVq3K9u3bcXJyok6dOoSHh+Ph4ZHjtiYkJODq6krjxo3TnUdDb1RWmJw4KYpC+fLlcXJywt3dneLFi1OjRg369OlDkGGI6ywoUqQI9vb23LyZdj6tmzdv4pvJSK5+fn7pxmKoVKkSUVFRJCUl4ZRBH7azszPOzs7pljs6Olr0l4cl9l+vnvr96FE7FMUuJ132ZmWp9/JhwkP2XN0DQIeKHfLEL3tLf24sYVidYaw8tZKfT/zM9ODpeLtkbfya/NjW7JK25nPffw/Dh6uPhw1DmT4dNm0yW1tTU1PR6XTY2dnlqSJsQ5eVIbaM9O3blwcPHrB69eo0y3fs2EGzZs24f/9+nrvBqk+fPjz33HPo9XqGDRuGt7d3ltr6LHZ2duh0ugw/F6Z8Tkw++uLFi/nmm2/49NNPefvtt6lbty5Hjx7lxRdfZN26dVnej5OTE7Vq1WLbtm3GZXq9nm3btlHPkCE8oUGDBkRERKTp3zx79ix+fn4ZJk3WpmxZKFBAvUnk+HGto7G8rRe2kqJPoXzh8jIOUQ40LtWYykUrE5ccx4/HftQ6HCHMa/r0/5Km996D776DPJTcCNN98MEH3L17l9u3b/Ptt99qHU46Jn+6+vTpQ9++fRkwYADvvvsuX331FWFhYYwZM4ZPPvnEpH2NHj2a+fPns3TpUk6dOsWQIUOIjY013mXXu3fvNMXjQ4YM4d69e4wYMYKzZ8+yfv16Pv/8c95++21Tm5Ev6XT/zVsXHq5tLLnBMAxB20DrHqPL0nQ6HUOChgAw+8BsY5GlEPnep5/C+++rjz/+GKZNU39RCpMsWbIk3VWnxo0bo9PpOHLkCABhYWFUqlQJNzc3vL29CQ4O5ty5c8b1AwICmDFjhvH5xx9/zHPPPcfF/58nLCvH2LFjBzqdjgcPHuDl5UWhQoV444030Ol06a6YaSnb4zg9afTo0ekKvZ/l1Vdf5fbt24wfP56oqCiqV6/Opk2bjPu5fPlymkty/v7+bN68mVGjRlGtWjVKlCjBiBEjGDNmjLmakefVrg1bt6oDYQ4cqHU0lvP4MAQyWnjOvVHtDT7c+iGn7pxi56WdNA1oqnVIQmSfosD48WriBDB5spo45eLhTaglNis3N8vnhqtWreLw4cNplpUoUYKZM2dSpkwZYmJi+OCDDxg0aBDbt29Pt/1XX33F3LlzCQsLy3TIoIyO8aSDBw/y559/ZrsdlmK2xMnb25vq1asTFhaGk5MTL774Ypa2GzZsGMOGZVywumPHjnTL6tWrx759+3ISar5mGAjT2kcQPxJ1hKiYKNwc3WhcqrHW4eR73i7e9Krai3mH5hESHiKJk8i/FAU++EDtogP48ku1iy4XxcVBDkfkybaYGHB3N22bdevWpRtCKLP53pKTkxkzZgxjxoxJM/9s2bJlKVu2LKAWWfv5+XH+/Pl02y9YsIBPPvmE7du3UymTAQczO8aTRo8ezfvvv5/n5sE1OXHKLPt78OAB/fr1o1OnThQsWDDLiZMwjSFxOn5c/eG11vHYDN10Lcq0wNkhfXG/MN2Q2kOYd2geq06t4sajG/h55mzaASFynV4PI0bAzJnq8++/h0z+8Rb/adasGSEhIWmW/fPPP7z+evpBcWfNmoW3tze9evVKl7BcvnyZypUrEx8fT6VKlVi7dm2a19esWUNYWBjly5fn+eefzzSepx3DYPXq1Vy4cIF33303/ydOnTt3zvQ1nU7HqlWrchKPeIYSJaBYMbh5E44cgfr1tY7IMozddFLfZDbVfatT378+e6/sZeHhhXzcOPe6NoTIMb0eBg+G+fPVvqo5czSrVzDM4qDVsU3l7u5OYGBgmmVXr15Nt979+/eZPHkyf/zxR4a3/BcvXpwjR44QFRXF2LFjmTp1KnPnzjW+vmfPHlasWMH48eOZOHEiU6ZMMfkYoF6R+uCDD/jss8+MU6XkJdm69eDGjRvo9fo0X9evXzd3bCIDOp31d9fdi7/Hvqtqd2ybcm00jsa6GIrE5x6cS4o+5RlrC5FHpKZCv35q0mRnB4sXa1rkqdOp3WVafFmyvmny5Mk0atSIxo0zLo9wcHAgMDCQhg0b8t577/HTTz+lef3DDz/k5ZdfZsmSJXzzzTccyOCP1LOOARASEoKHhwdvvPFGzhpkIdmqccpoDAVrGnwrr6tdG9ats94767ac34Je0fO8z/OU9C6pdThW5eXKLzNq8yiuRl9l3dl1dK7YWeuQhHi65GR44w1YsUKd3XzZMujRQ+uorE5cXBzz5s3LdL7ZdevWUbBgQfz9/bl69SrTpk2jRo0aadYpVKgQAHXq1GHkyJH069ePQ4cOGYcLetYxDKZNm8batWvzbF6RrStO8+fPJyQkhJ9++om9e/fmySHorZm1X3GSYQgsx8XBhf41+gMQEh7yjLWF0FhiInTvriZNjo7w22+SNFlIcnIy/fr1o3z58hm+fvXqVfr06UO5cuXo0qULJUqUSHfF6XGTJk1Cr9czceLELB/DoFmzZjRr1ixb7cgNJl9xKlmyJPPnzycxMZF79+6RlJSEm5sbnTp1skR8IgOGsZzOnIGHD8E7awNB5wt6Rc/GiI2ADENgKYNqDWLanmlsOb+Fc3fPUa5wOa1DEiK9hATo1g02bABnZ/j9d2jXTuuo8p0lS5ZkuLxp06bGMd369u1L375907weEBCQZsy3wYMHM3jw4EyPYxivycDZ2ZmTJ08an2flGI/H9DjDxL6mTItiSSZfcbp48SKRkZFcv37dOH/P3Llz+fdfddLZK1eucO3aNbMHKv5TtCiUKqU+PnhQ21jMLfx6OHfi7uDl7EV9fyutfNdY6YKljbVjc8LnaByNEBmIi4MOHdSkydUV1q6VpEnkGTkel75EiRL06tWLP/74A39/fxo3bkzXrl3NEZt4CmvtrjN007Uq2wpHeyubTysPGRo0FIDFRxYTnxyvcTRCPObRI2jbVh3p190dNm6Eli21jkoII7NN6FO2bFnj1ah//vnHXLsVmbD2xEnqmyyrdWBrSnmX4n7CfZYfX651OEKoHj6E4GDYuRO8vGDLFmjSROuohEgjR4lTQkIC0dHRab5E7rDGxOlmzE0OXFcb1DqwtcbRWDd7O3sGB6n1ClIkLvKEe/egRQv4+28oWBC2bbPegepEvmZy4hQXF8ewYcPw8fHB3d2dggULpvkSuaNWLfX75ctw65a2sZjL5vObAajpV1NGtc4Fb9Z4Eyd7Jw5cP0D4dSsd20LkD7dvw0svqWOsFCkC27f/dxeMEHmMyYnT+++/z/bt2wkJCcHZ2ZkFCxYwadIkihcvzg8//GCJGEUGvLygQgX1sbWM5yTddLnLx92HVyq/AkDIAbnqJDQSFQVNm8LRo+DrCzt2QPXqGgclROZMTpzWrl3L7Nmz6datGw4ODjRq1IiPP/6Yzz///KljOgjzs6buuhR9ivGKkwxDkHsMI4n/cvwX7sff1zgaYXOuXlVrmE6eVOeT2rkTqlTROiohnsrkxOnevXuUKVMGAC8vL+7duwdAw4YNCQsLM2904qmsKXHad3UfDxIeUMi1EHVK1NE6HJtR378+1YpVIz4lnqVHl2odjrAlFy9C48Zw9qw6vkpYGDxjYEQh8gKTE6cyZcoQGRkJQMWKFfn1118B9UpUgQIFzBqceLrHE6cMxgzLVwzddK0DW2NvZ69xNLZDp9MZhyaYfWA2ekWvcUTCJkREqElTZCSULasmTf//D7kQeZ3JiVO/fv04evQooE7oN2vWLFxcXBg1ahTvv/++2QMUmateXZ266dYtuHJF62hyRuqbtNOrWi88nTw5d+8c2yO3ax2OsHanT6tJ05UrULGimjSVlDkphem+//57Jk+eDMCsWbN47733cuW4JidOo0aNYvjw4QC0aNGC06dP8/PPP3P48GFGjBhh9gBF5lxd4fnn1cf5uUD8WvQ1jt48ig4dwYHBWodjczycPOj9Qm9AhiYQFvbvv2pN040bULWqWtNUvLjWUVm9qKgo3nnnHcqUKYOzszP+/v506NCBbdu2aR1ajnTv3p2lS5fi6OjIp59+Sv/+/XPluCbPVfekUqVKUcow/4fIdbVrqzejHDgA+XXAdsPcdHWfq0sRtyIaR2ObhgQNYdaBWaw5vYar0Ve1DkdYo0OH1BHA792DmjXVwS0LF9Y6Kqt38eJFGjRoQIECBfjyyy+pWrUqycnJbN68mbfffpvTp09rHWK2FStWjLNnzxIVFYWPjw8ODjlOabLE5CtO33333VO/RO6yhgJx6abTXhWfKjQp1YRUJZWFRxZqHY6wNv/8o47TdO8e1K2rDm4pSVOuGDp0KDqdjv3799OtWzfKly9PlSpVGD16NPv27QPUWseQkBDatGmDq6srZcqUYeXKlWn2c+XKFbp3706BAgUoVKgQnTp1Sjex78WLF9HpdOm+Hjx4YFxHp9OxevXqNNs1bdqUkSNHGp8HBAQwY8YM4/Nt27Zhb29Pr1690m1jZ2dH8eLFOX/+PI6OjlTPhaEsTE7PvvnmG+PjK1eu4OfnZ8zydDqdsRtP5A5D4hQeDno92JltEp3ckZSaROiFUECGIdDakKAh7Ly0k0VHFlGjbA2twxHWYtcude65mBho1AjWrwdPT62jyhFFUYhLjtPk2G6Obuh0uiyte+/ePTZt2sRnn32Gu7t7utcfv6Fr3LhxTJ06lW+//ZYff/yRHj168O+//1KpUiWSk5MJDg6mXr167Nq1CwcHBz799FNat27NsWPHcHJySrPfrVu3UqVKFfbu3Uu3bt1y1F69Xs+7776Lh4fHU9d7//33cXFxydGxssrkxMlwRx2Ap6cnO3fuNA5PIHLf88+Di4s6xVNERP67m3f35d3EJMXg4+5DDT/5Y62lLpW6UMy9GDdibrD/4X460lHrkER+t307dOgAcXHqFac//1Qn7s3n4pLj8Jjy9D/klhIzNgZ3p6y9hxERESiKQsWKFZ+57iuvvMJbb70FwOTJkwkNDeX7779n9uzZrFixAr1ez4IFC4xJ2+LFiylQoAA7duygVatWACQmJgLg6+uLr68vhQoVyk4T01i6dCmJiYl07NgxzZWrx/3111/s3buXt956i7/++ivHx3yWfHZ9QjzJ0fG/QXbzY4G4oZuuTWAb7HTycdSSk70TA2oOAGDjnY0aRyPyvU2boF07NWlq3RrWrbOKpCk/UUwYp6ZevXrpnp86dQqAo0ePEhERgaenJx4eHnh4eFCoUCESEhI4f/68cZu7d+8C6hiPT9OzZ0/jfjw8PNi1a1eG68XFxfHxxx8zbdq0TOuXFEXh3XffZcKECXh7e2e5vTmRO5VUwqKCgmDfPrXO6bXXtI7GNMb6JummyxMG1hrI57s/59+Yfzl15xTV/KppHZLIj/78E155BZKSoGNH+PVXcHbWOiqzcXN0I2ZsjGbHzqpy5cqh0+lyXAAeExNDrVq1MpwdpGjRosbHFy5cwMnJieLPuFPym2++oUWLFsbnj9cuPe7LL7+kQoUKdOjQIV3NlcEPP/xAbGwsgwcP5rPPPstKc3LM5MTp2LFjxseKonD69GliYv77AFWrJr9oc1t+LRCPvB/JqTunsNfZ07JMS63DEYC/tz/tyrVj7dm1zD80n+/bfa91SCK/+e039T+4lBQ1efrpJ/XSuBXR6XRZ7i7TUqFChQgODmbWrFkMHz48XZ3TgwcPjHVO+/bto3fv3sbX9u3bR40aavlEzZo1WbFiBT4+Pk+9mrRz507q16+Pvf3TBzH29fUlMDDQ+NzV1TXdOjdu3CAkJISdO3dmup+4uDg++ugjZs6ciWMufsZM7hupXr06NWrUoHr16sTFxdG+fXvjc8ObLHKXIXE6dEj9XZVfGIYhqO9fn4KuBTWORhgMqjkIgB/+/YHYpFiNoxH5yrJl0KOH+ouoVy/4+WerS5rym1mzZpGamkqdOnX4/fffOXfuHKdOneK7775L0z3322+/sWjRIs6ePcuECRPYv38/w4YNA9QrQkWKFKFTp07s2rWLyMhIduzYwfDhw7l69SqpqamEhYXx888/07VrV6KiooiKijJOyXbr1q1sxd2lS5en5hU///wzZcuWpXPnzibvPydyVBwu8oYKFdSbVB49UufKzC8X/aSbLm9qUboFvk6+RCVG8cvxX3ir5ltahyTyg4ULYcAAdf6nN9+EefPUqQ2EpsqUKcOhQ4f47LPPePfdd7lx4wZFixalVq1ahIT8N+DtpEmTWL58OUOHDsXPz49ffvmFypUrA+Dm5kZYWBhjxoyha9euPHr0iBIlStC8eXO8vLy4cuUKTZo0AWD48OHp7q6vUKGCSfVWoN5N96yut7i4OL766iuT9msOJidOMthl3mNnB7VqwY4daoF4fkic4pPjjdN7SOKUt9jp7GhdpDVLri9h9oHZ9K/RP8u3PwsbNXs2vP22+njIEJg5M/+NjWLF/Pz8mDlzJjNnzsx0neLFi7Nly5ZMX/f19WXp0ownAr937x6lSpVKN66TwePDHmSUQO3YsSPN84z2s3jxYqKjozPdBmDixIlMnDgxwxjMyeTE6c8//3zq6x07yi3MWqhdW02cDhxQ/9nL63Ze2kl8SjwlPEtQ1aeq1uGIJ7xU6CV+ufkLh6MOs//afuo+V1frkERe9c03MHq0+njkSPj6a5BE26bY29unKRJ/UrFixXIxGsszOXHq3Lmz8b/PJzNHnU5HamqqeSITJgkKUr/nlwLxx7vp5GpG3uPl4EX3yt358d8fmR0+WxInkbEpU+B//1Mff/ghfP65JE02yN/fnwNP+eNz5syZXIzG8ky+ltqrVy88PT2ZPHky8fHx6PV645ckTdoxFIgfOwb/PwZZnib1TXmfoUh8xfEV3I27q3E0Ik9RFJgw4b+kaeJESZryMUVRcr3AOj8zOXH68ccf2bZtG1u2bKF8+fIZjusgcl9AgDr1U3KyOulvXnbu7jnO3z+Po50jzUs31zockYnaxWtT068miamJLD6yWOtwRF6hKDB2LHzyifp86lQ1iZKkSdiIbFXv1apVix07dvDtt9/yySefEBQURFhYmLljEybQ6dLOW5eXGa42NS7VGE/n/D1nlTXT6XQMDRoKQEh4CHpFr3FEQnOKAqNGwRdfqM+/+QbGjNE2JiFymcmJU3R0tPHrpZdeYs+ePXTq1In27dvLpT6N5ZeBMDdESDddftGzak+8nb25cP8CoedDtQ5HaEmvh6FD4dtv1echIWoxuBA2xuTi8AIFCmRYzKsoCmvXrjVLUCJ78kPiFJsUy46LOwBJnPIDN0c3+lbvy7f/fMvs8NkEBwZrHZLQQmqqOkbT4sXq5e2FC6FfP62jEkITJidOuTHzsMgew511p05BTAx4aDN591Ntj9xOUmoSpQuUpkLhClqHI7JgSNAQvv3nW9adXcflh5cp6V1S65BEbkpJgT591FHA7e3hhx/y36SYQpiRyYmTYXRQkff4+UGJEnDtmjr9SuPGWkeUngxDkP9UKFKBl0q/xPbI7cw7OI9PX/pU65BEbklKUqdOWbkSHBzgl1/g5Ze1jkoITWWrOPz+/ftMnz6d/v37079/f7766ivjnDRCW3m5u05RFKlvyqcMReLzD80nKTVJ42hErkhMVJOklSvByQl+/12SJpFnREdHU716dWJiYrh69WqaSYMtzeTEKSwsjICAAL777jvu37/P/fv3+e677yhdurTcWZcH5OU7607ePsnlh5dxcXChaUBTrcMRJuhYoSN+Hn7cir3FH6f+0DocYWlxcdCpE6xdCy4usGYNyKwQ+VLfvn3R6XTGr8KFC9O6dWuOHTumdWg54uXlRcOGDSlQoAABAQEMGTIk145tcuL09ttv8+qrrxIZGcmqVatYtWoVFy5coEePHrxtmKtIaCYvX3EydNM1C2iGm6ObxtEIUzjaOzKw1kAAZofP1jgaYVExMdC+PWzeDG5usH49tG6tdVQiB1q3bs2NGze4ceMG27Ztw8HBgfbt22sdVo7NnDmTW7duce/ePd59991cO67JiVNERATvvvsu9o/Nem1vb8/o0aOJiIgwa3DCdIYC8fPnIa/1nhq66doEttE4EpEdA2oOwF5nT9ilMI7fOq51OMISoqPVJOmvv8DTU02eXnpJ66hEDjk7O+Pr64uvry/Vq1fnww8/5MqVK9y+fZuLFy+i0+k4cuRIhtsWKFCAJUuWGJ9fvXqVnj17UqhQIdzd3QkKCuKff/4xvh4SEkLZsmVxcnKiQoUK/Pjjj2n2p9PpWL16NaCWb/Tu3Ztq1apx//59QJ2ot3r16sb1k5KSCAwMxN7enocPHwKwZMkS48TBhQoVwsvLi8aNGz+1HeZkcnF4zZo1OXXqFBUqpL0j6tSpU7zwwgtmC0xkT8GCEBgIERFqd12rVlpHpHqY8JDdl3cD0K58O42jEdlRwqsEnSp2YtWpVcwJn8PMtpnPtC7yofv31aRp/34oUEBNmurU0TqqvElR1O5MLbi55WiU9piYGJYtW0ZgYCCFCxcmNjbWpG2bNGlCiRIl+PPPP/H19eXQoUPo9erguH/88QcjRoxgxowZtGjRgnXr1tGvXz+ee+45mjVrlm5/w4cPZ+/evezevZuCBQtmeMyZM2dy8+bNp8a1atUqDh8+nOV25JTJidPw4cMZMWIEERERvPjiiwDs27ePWbNmMXXq1DT9ptWqVTNfpCLLgoLUxOnAgbyTOG29sJUUfQoVClegTMEyWocjsmlo0FBWnVrFD0d/YGqLqXg45cExL4Tp7txRf1kcPqzO3bRlC9SsqXVUeVdcnHbjvcTEgLu7SZusW7cOj/+PNzY2Fj8/P9atW4ednWmdTj///DO3b9/mwIEDFCpUCCBNUfb06dPp27cvQ4eqN5OMHj2affv2MX369HSJ08cff8wff/zB7t278fX1zfB49+7d49NPP2XMmDGMGzcuw3WSk5MZM2bMU9cxN5O76nr27MmVK1f44IMPaNy4MY0bN+aDDz7g0qVL9OzZkxo1alC9enVq1KhhiXhFFuTFAvGNERsBuZsuv3up9EuUL1yeR0mPWHZsmdbhCHO4eROaNVOTJh8ftZtOkiar0qxZM44cOcKRI0fYv38/wcHBtGnThkuXLhnXqV+/Pp6envj7+/Pqq69y9erVdPs5cuQINWrUMCZNTzp16hQNGjRIs6xBgwacOnUqzbKZM2fy2WefUaFCBQICAjKN+5NPPqFZs2Y0bNgw03VmzZqFt7c3vXr1ynQdczP5ilNkZKQl4hBmlNcKxBVFSTN+k8i/dDodQ4KGMGrzKELCQxhUa5CMx5WfXbsGzZvDmTPqQHDbt0PFilpHlfe5ualXfrQ6tonc3d3TXBlasGAB3t7ezJ8/n7feeguAFStWUKlSJaKiohg+fDiDBw9m3bp1afbj6uqas9j/3/79+9mwYQN9+/Zl7ty5DBo0KN06586dY8GCBRw5ciTDJA7UoZEmT57MH3/8kau/h0xOnEqVKmWJOIQZ1awJdnbq78QbN9Tfh1o6evMoN2Ju4O7oTqOSjbQNRuRYnxf68L9t/+PYzWPsvbKXBiUbPHsjkfdcvqwWfp8/D/7+atKUi2Ph5Gs6ncndZXmJTqfDzs6O+Ph44zJ/f38CAwMJDAykf//+TJkyJd121apVY8GCBdy7dy/Dq06VKlViz5499OnTx7hsz549VK5cOc16M2bMoE2bNsyePZt+/frRpk0bSpZMOyPBmDFjeOuttwgMDMw0cZo8eTKNGjWicePGXLx40ZS3IEdMTpz+/PPPp77eUcb60Jy7O1SuDMePq1edtD4lhqtNzcs0x9nBWdtgRI4VdC1Iz+d7sujIIkLCQyRxyo8uXFCTpkuXoHRpNWl6SpeJyN8SExOJiooC1Ks0M2fOJCYmhg4dOhjXSUpKIiEhgZs3b7Jy5Uqef/75dPvp2bMnn3/+OZ07d2bKlCn4+flx+PBhihcvTr169Xj//ffp3r07NWrUoEWLFqxdu5ZVq1axdevWNPsxJF3dunXjt99+46233mLLli3G1yMiIrh8+fJT79SPi4tj3rx5HDp0KEfvTXaYXOPUuXPnTL+6dOmSrSBmzZpFQEAALi4u1K1bl/3792dpu+XLl6PT6ejcuXO2jmvNDMMS5IXuOmM3XaB001mLobXV4s/fTv7GrdhbGkcjTHLmjDof06VLUK4chIVJ0mTlNm3ahJ+fH35+ftStW5cDBw7w22+/0bRpU+M6devWxdXVlerVq+Ph4cHcuXPT7cfJyYktW7bg4+ND27ZtqVq1KlOnTjUOT9S5c2e+/fZbpk+fTpUqVZg7dy6LFy9Oc5wnzZw5k6NHjzJv3jzjstjYWD766KNMa6lALQrv168f5cuXN/0NySnFRDqdTrl586apm2Vq+fLlipOTk7Jo0SLlxIkTyoABA5QCBQo88xiRkZFKiRIllEaNGimdOnXK8vEePnyoAMrDhw9zGHnGkpKSlNWrVytJSUkW2X9WzZqlKKAowcGWO0ZW2no37q5iN8lOYSLKpQeXLBeMheWV85obstrWOvPrKExEmbJrSi5FZn62dl63ffedoi9WTP3lULmyoly/rnVYFmHu8xofH6+cPHlSiY+PN8v+zCU1NVW5f/++kpqaqnUoFmeOtj7tPJqSG2Rrrjpz+vrrrxkwYAD9+vWjcuXKzJkzBzc3NxYtWpTpNqmpqfTq1YtJkyZRpozc2p6RxwvEFUW7OLac34Je0fO8z/OU9C757A1EvjEkSJ3iYE74HFL1qRpHI57pyBEafPwxups34YUXYMcO7QsghciHTK5xMqekpCQOHjzI2LFjjcvs7Oxo0aIFf//9d6bbffLJJ/j4+NC/f3927dr11GMkJiaSmJhofB4dHQ2ol/mSk5Nz2IL0DPu0xL5NUakSODo6cO+ejnPnkild2vzHyEpb151R78oILhOs+XuSE3nlvOaGrLa1a/mujHYZzaWHl1h3Zl2+7Iq1lfOqCw/HoV07dNHRpNaogX7jRnWQSyttt7nPa3JyMoqioNfrjYM95gXK//9XbIjNmpmjrXq9HkVRSE5OTjP7CZj2WTE5cdLpdDx69AgXF5cMX/fy8sryvu7cuUNqairFihVLs7xYsWKcPn06w212797NwoULszys+pQpU5g0aVK65Vu2bMEtG7d1ZlVoaKjF9p1VpUo1JiKiIPPnH6Fhw+sWO05mbdUretaeWgtAwTsF2bBhg8ViyC154bzmlqy0tbFnY9YkrGHypsmQjy/+WvN5LXj6NPU++QRdXBz3KlTg7/feI2XfPq3DyhXmOq8ODg74+voSExNDUlKSWfZpTo8ePdI6hFyTk7YmJSURHx9PWFgYKSkpaV6LM2EkeJMTJ0VRMizGUhQFnU5HaqrlLtk/evSIN954g/nz51OkSJEsbTN27FhGjx5tfB4dHY2/vz+tWrUyKcnLquTkZEJDQ2nZsiWOjo5m378pNmywIyIC9PqatG1b3ez7f1ZbD1w/QPTRaLycvRjVbRSO9tq+HzmRl86rpZnS1vL3yrNmzhoORR+iUv1KlC5ggUubFmTt51UXFob95Mno4uJIbdiQv99+m2YdO1plWx9n7vOakJDAlStX8PDwyPSigRYUReHRo0d4enpa/Xhq5mhrQkICrq6uNG7cON15NPRGZYXJidNff/1l6iaZKlKkCPb29unmobl582aGQ7CfP3+eixcvprmF0nDJzsHBgTNnzlC2bNk02zg7O+PsnP4WeEdHR4v+8rD0/rOibl2YNw8OHrTH0dH+2RtkU2Zt3RKp3l7aqmwr3Fwsd3UvN+WF85pbstLWSsUq0apsK7ac38Kio4uY2mJqLkVnXlZ5XkNDoVMniI+HFi3Qr1xJyo4d1tnWTJirrampqeh0OuP4R3mF4e9fXovLEszRVsM5zOhzYcrnxOTEqUmTJqZukiknJydq1arFtm3bjEMK6PV6tm3bxrBhw9KtX7FiRf799980yz7++GMePXrEt99+i7+/v9liswaGAvGDByE1FewtlztlSIYhsA1Dg4ay5fwWFh5eyMSmE3FxyDv/kdus9euhWzdITIS2beH333P/F4AVMfxRjYuLM9vo2SL3GbrjcppMa1ocDuokgH369CEoKIg6deowY8YMYmNj6devHwC9e/emRIkSTJkyBRcXl3SDchUoUAAgw8G6bF2lSv/NDHDmjDooZm65GXOTA9fVQaRaB7bOvQOLXNeufDv8vfy5En2FlSdX8nq117UOybb98Qe8+qpa+N2lCyxfDk5OVlsInhvs7e0pUKAAt26pY5a5ubnlia4xvV5vHLjSFq44ZbetiqIQFxfHrVu3KFCgQLrCcFNpnji9+uqr3L59m/HjxxMVFUX16tXZtGmTsWD88uXLVv+BsBQHB3X6ld271Ql/czNx2nx+MwA1/Wri5ym3PFszBzsHBtYayLi/xhESHiKJk5ZWrIBevdRLzK++Cj/+CDbSLWdphvIRQ/KUFyiKQnx8PK6urnkikbMkc7S1QIECGZYBmUrzxAlg2LBhGXbNAezYseOp2y5ZssT8AVmRoCA1cTpwAHr3zr3jGrrp2gS2yb2DCs28VfMtJu2cxN4rezkSdYTqvtW1Dsn2/PAD9OsHer36w75okXTPmZFOp8PPzw8fH588M3xFcnIyYWFhNG7c2Orr1nLaVkdHxxxfaTLIE4mTsJzHB8LMLSn6FLacVwvD25Vrl3sHFprx9fCla6Wu/HriV0IOhDC3Q/rpGoQFzZ8Pgwapo92+9RbMnavO9C3Mzt7e3mx/gHPK3t6elJQUXFxcrD5xykttzfFP1o0bN9i+fTvXrl0zRzzCzAyJ05EjkFvDj/xz9R/uJ9ynkGsh6pSokzsHFZobGqTOX/fTvz/xMOGhxtHYkJkzYeBANWkaNkySJiEsLEc/XevWraN06dK0aNGCsmXLsmrVKnPFJcwkMFAdIDgxEY4fz51jGrrpgssGY2+XN/4zE5bXuFRjKhetTGxyLD8e+1HrcGzD9Onwzjvq43ffhe++k6RJCAvL0U/Yp59+yjvvvENMTAyff/45EydONFNYwlx0OrXOCXKvu25DxP8PQ1BOhiGwJTqdzjh/XUh4iHGKBGEhn34K77+vPv7oI/jyS/UHXghhUTlKnCIiInjzzTdxc3Ojf//+nDt3zlxxCTPKzcTpWvQ1jkQdQYeO4LLBlj+gyFPeqPYG7o7unLx9krBLYVqHY50UBT7+GMaNU59PnqwmUZI0CZErcpQ4JSYmGkfldnFxyZNz+Ij/6pzCwy1/rE0RmwCoU6IORd2LWv6AIk/xdvGmV9VeAMwOn61xNFZIUeCDD+Czz9TnX36pJlFCiFxj8l11j8/7lpSUxGeffYa3t7dF56gTOWNInI4fh7g4dVBMS5FuOjGk9hDmHZrHqlOriIqJwtcj5+OmCNRhBkaMUIvBAb7/Xi0GF0LkKpMTp8OHDxsf169fnwsXLhifN27c2DxRCbN67jkoVgxu3lTvrqtf3zLHSUpNIvS8Ohu5JE62q7pvder712fvlb0sOLSAjxvLFZEc0+th8GB12AGdDubMUe+kE0LkOk0n+RW5Q6dTrzqtW6fWOVkqcdpzeQ+Pkh7h4+5DTb+aljmIyBeGBA1h75W9zDs4jw8bfoiDnQwZl22pqfDmm+oAl3Z26sCWffpoHZUQNkvuW7URuTEQ5uOjhdvp5KNly16u/DJF3IpwJfoK686u0zqc/Cs5GV5/XU2a7O3hp58kaRJCYyb/G9i1a9envi5jOeVNhjvrLFkgLvVNwsDFwYX+NfrzxZ4vCAkPoXPFzlqHlP8kJUGPHuqkvY6O6jx0XbpoHZUQNs/kywLe3t7Gr/Xr12NnZ5dmmcibDFeczpyBhxYY1Pnig4ucvH0Se509Lcu0NP8BRL4zqNYgdOjYcn4LEfcitA4nf0lIgK5d1aTJyQlWrZKkSYg8wuQrTosXLzY+XrlyJdOmTaNMmTJmDUqYX9GiUKoUXLoEBw/CSy+Zd/8bz20EoL5/fQq6FjTvzkW+VLpgadqUa8OGcxuYEz6H6a2max1S/hAXB506wdat4OoKq1dDq1ZaRyWE+H9SiGJDLFnnJN10IiOG+esWHV5EfHK8xtHkA48eQZs2atLk7g4bNkjSJEQeI4mTDbFU4pSQksC2C9sASZxEWq0DW1PKuxT3E+7z64lftQ4nb3v4EIKDISwMvLxgyxZo2lTrqIQQTzC5q+67774zPk5JSWHJkiUUKVLEuGz48OHmiUyYnaVGEA+7HEZ8SjwlPEtQ1aeqeXcu8jV7O3sGBw1m7LaxzA6fTZ/qckdYhu7dU5Om8HB1Vu4tW/77gRVC5CkmJ07ffPON8bGvry8//vjfLOg6nU4SpzysVi31+6VLcPu2WvdkDoZpVtqWa4tO5ssST3izxptM2DGB/df2E349nKDiQVqHlLfcvg0tW8LRo1C4sNpNV7261lEJITJhclddZGRkpl+PjyIu8h4vL6hQQX1szu66Tef/S5yEeJKPuw8vV34ZgJADIRpHk8dERandcUePqsP779wpSZMQeVy2a5ySkpI4c+YMKSkp5oxHWJi565yuJ14n4n4EjnaONC/d3Dw7FVbHUCT+y/FfuB9/X+No8oirV6FJEzh5EkqUUGubqlTROiohxDOYnDjFxcXRv39/3NzcqFKlCpcvXwbgnXfeYerUqWYPUJiXuROng9EHAWhUqhGezp7m2amwOvX961OtWDXiU+JZenSp1uFo7+JFaNwYzp5VxwkJC4Py5bWOSgiRBSYnTmPHjuXo0aPs2LEDFxcX4/IWLVqwYsUKswYnzO/xAnFFyfn+DIlT20DpphOZ0+l0xqtOIeEhKOb48OVXERHqlabISChbVu2ek7HwhMg3TE6cVq9ezcyZM2nYsGGaQuAqVapw/vx5swYnzK96dXBwgJs31Z6CnIhNiuV4zHFA6pvEs/Wq1gtPJ0/O3j3L9sjtWoejjdOn1aTp8mW14HDnTvWKkxAi3zA5cbp9+zY+Pj7plsfGxsodVfmAqys8/7z6OKfddX9d+osUJYUA7wAqFqmY8+CEVfNw8qD3C70BmB0+W+NoNHD8uJo0Xb+u/hDu3KnWNgkh8hWTE6egoCDWr19vfG5IlhYsWEC9evXMF5mwGHPVORmGIWhdtrUkzSJLhgQNAWDN6TVci76mcTS56PBh9e65W7fUy75//aXeRSeEyHdMHsfp888/p02bNpw8eZKUlBS+/fZbTp48yd69e9m5c6clYhRmFhQE8+fnLHFSFMU4DEHrwNZmikxYuyo+VWhcqjFhl8KYf2g+E5tO1Doky/vnH2jdGh48UP9r2bwZCsp8jkLkVyZfcWrYsCFHjhwhJSWFqlWrsmXLFnx8fPj777+pZRhhUeRp5igQP3n7JJejL+Ooc6RpqaZmi01YP0OR+LyD80hOTdY4GgvbvVsd3PLBA2jQQB3cUpImIfI1k684AZQtW5b58+ebOxaRS55/Hlxc1KmxIiKgXDnT97ExYiMAVT2q4uboZuYIhTXrUqkLxdyLcSPmBn+e+ZNulbtpHZJlbN8OHTpAXBw0awZ//gkeHlpHJYTIIZOvOEVHRz/1S+R9jo7/DU6c3e66Dec2AFDTq6Z5ghI2w8neibdqvgVYcZH45s3Qrp2aNAUHw/r1kjQJYSVMTpwKFChAwYIF030Zlov8IScF4tGJ0ey6vAuAWl7SPStMN7DWQOx0dmyP3M7pO6e1Dse81q6Fjh0hIUG94rR6tXo7qxDCKmSrq27lypUUKlTI3LGIXJSTxGnrha2k6FMoV6gcfs5+5g1M2ISS3iVpX749f575kznhc5jReobWIZnHypXQsyekpEC3bvDzz+DkpHVUQggzylbi1KBBgwzHchL5hyFxOnxY/R3vYMInwdBN16ZsG7Dy2l5hOUODhvLnmT9ZcmQJn730Ge5O7lqHlDM//QS9e4NeD6+9BkuXmvaDJYTIF7I9ya/I38qXB09PtQTj1Kmsb6coirEwXIYhEDnRsmxLyhYsy8PEhyw/vlzrcHJm0SJ44w01aerXD374QZImIayUyYmTTqeTwQ6tgJ0dGEaPMKW77ujNo1x/dB03Rzca+TeyTHDCJtjp7BgcNBiAWQdm5d/56+bMgf791bE9Bg+GBQvA3l7rqIQQFmJy4qQoCs2bN6dmzZoZfon8Izt1ToZuuhZlWuDs4GyBqIQt6Ve9H872zhyOOsz+a/u1Dsd0334LQ9TR0BkxAmbPVv8rEUJYLZOvJU+YMMEScQgN5CRxahsok/qKnCvsVphXn3+VH47+QEh4CHWfq6t1SFn3xRfw4Yfq4zFjYMoUkKvxQlg9SZxsmCFxOnYMEhPB+RkXkO7F3+Pvq38D0KZcGwtHJ2zF0KCh/HD0B5YfX85Xrb6isFthrUN6OkWBTz6BiRPV5xMmqF+SNAlhE7J1TfnBgwcsWLCAsWPHcu/ePQAOHTrEtWs2NGmnFShVCgoXhuRkNXl6li3nt6BX9Dzv8zwlvUtaPkBhE+qUqEMN3xokpiay+MhircN5OkWBjz76L2n6/HP1sSRNQtgMkxOnY8eOUb58eb744gumT5/OgwcPAFi1ahVjx441d3zCgnQ607rrpJtOWIJOp2NobXX+ujnhc9Areo0jyoSiwOjRapccwNdfg/zOE8LmmJw4jR49mr59+3Lu3DlcXFyMy9u2bUtYWJhZgxOWl9XESa/ojcMQtC0niZMwr57P98Tb2Zvz988Tej5U63DS0+vh7bdhxgz1+axZMGqUpiEJIbRhcuJ04MABBg0alG55iRIliIqKMktQIvdkNXEKvx7Onbg7eDl7Ud+/vuUDEzbF3cmdPi/0ASAkPETjaJ6QmgoDBkBIiHqZdsECGDpU66iEEBoxOXFydnbOcDLfs2fPUrRoUbMEJXJPUJD6/dQpiInJfD1DN12rsq1wtHfMhciErRlSW72tf+3ZtVx+eFnjaP5fSgr06aMOcGlnpw5s2b+/1lEJITRkcuLUsWNHPvnkE5KT1bk2dDodly9fZsyYMXTr1s3sAQrL8vODEiXUnojDhzNfT+qbhKVVLFKRZgHN0Ct65h2cp3U46l0TPXuqU6k4OMDy5fD661pHJYTQmMmJ01dffUVMTAw+Pj7Ex8fTpEkTAgMD8fT05LPPPrNEjMLCntVddzPmJgeuqy/KNCvCkgxF4gsOLSApNUm7QBIT4eWX1Ul7HR3V76+8ol08Qog8w+RxnLy9vQkNDWXPnj0cPXqUmJgYatasSYsWLSwRn8gFtWvD6tWZJ06bz28GoIZvDfw8/XIvMGFzOlXohJ+HHzdibrDq1Cp6PN8j94OIj4euXWHTJnBxgVWroI2MWyaEUJl8xemHH34gMTGRBg0aMHToUD744ANJmvK5Z11xMnbTyd10wsIc7R0ZUHMAoFGReGwstG+vJk1ubrBunSRNQog0TE6c+vXrx8OHDy0Ri9CIoUD8/Hn4//FMjVL0KcYrTpI4idwwoNYA7HX2hF0K48StE7l34OhoaN0atm8HDw81eWrePPeOL4TIF7I1ya+5zZo1i4CAAFxcXKhbty7792c+2ef8+fNp1KgRBQsWpGDBgrRo0eKp64tnK1gQypZVHx88mPa1fVf38SDhAYVcC1G3RD6aR0zkW895PUenip2AXLzq9OABtGoFu3eDtzeEhkKjRrlzbCFEvmJyjRPAr7/+ipeXV4av9e7d26R9rVixgtGjRzNnzhzq1q3LjBkzCA4O5syZM/j4+KRbf8eOHfTs2ZP69evj4uLCF198QatWrThx4gQlSpTITnMEanfd+fNqd13Llv8tN3TTBZcNxt7OXqPohK0ZEjSEVadW8cPRH5jaYioeTh4WO5ZjdDQOwcHqbaWFCsGWLVCrlsWOJ4TI37KVOE2bNg17+/R/RHU6ncmJ09dff82AAQPo168fAHPmzGH9+vUsWrSIDw0zjz/mp59+SvN8wYIF/P7772zbts3kY4v/1K6t3m39ZJ2TIXFqEyh1HiL3vFT6JcoXLs/Zu2f56dhPDApKP+iuWdy6RYNx49BdugRFi8LWrVCtmmWOJYSwCtlKnMLDwzO8GmSqpKQkDh48mGaOOzs7O1q0aMHff/+dpX3ExcWRnJxMoUKFMnw9MTGRxMRE43PD4J3JycnGsajMybBPS+zbkmrU0AEOHDigkJycAsC1R9c4evMoOnQ0L9U8XZvya1uzQ9qa+wbWGMh7W99j1oFZ9KvWD525J9K9fh374GC8L11C7+tL6ubNUKmSOn6TFcor5zU32EpbbaWdYPm2mrLfbCVO5nLnzh1SU1MpVqxYmuXFihXj9OnTWdrHmDFjKF68eKZ39k2ZMoVJkyalW75lyxbc3NxMDzqLQkPz4HxbTxEfb4+dXTuuXdOxbNk2ChVKJPSu2oZybuU4sDPzOVnyW1tzQtqae3xTfHHSOfHvrX/5+revqeRRyWz7dr19m/rjx+Nx4wbxhQuzZ/x4YiMjITLSbMfIq7Q+r7nJVtpqK+0Ey7U1Li4uy+uanDiVKlUqw246LUydOpXly5ezY8eONBMOP27s2LGMHj3a+Dw6Ohp/f39atWqVaZ1WTiQnJxMaGkrLli1xdMxfU5NMngwnT4K3dwvatlVYvHIxAD1q9aBto/R31OXntppK2qqNrfZbWXJ0CUedj/Ju23fNs9PISBxGjkR34wb6gAB2jx1Lg9df17ytlpaXzqul2UpbbaWdYPm2ZjSVXGZMTpwizfgfWZEiRbC3t+fmzZtplt+8eRNfX9+nbjt9+nSmTp3K1q1bqfaUmgRnZ2ecnZ3TLXd0dLToB83S+7eEOnXUxOnwYQfad0pi28VtAHSo2OGpbcmPbc0uaWvuGlZnGEuOLmHV6VV82+ZbfNxzWCJw9qw6xMDVq1CuHKmbNhH37795oq25RdpqfWylnWC5tpqyzywPR7B9+3YqV66cYVb28OFDqlSpwq5du7J8YAAnJydq1arFtm3bjMv0ej3btm2jXr16mW43bdo0Jk+ezKZNmwgyDEIkcswwEGZ4OOy5vIeYpBh83H2o6VdT28CEzapVvBa1i9cmKTWJRYcX5WxnJ09CkyZq0lSpEuzcCf7+5glUCGEzspw4zZgxgwEDBmTYveXt7c2gQYP4+uuvTQ5g9OjRzJ8/n6VLl3Lq1CmGDBlCbGys8S673r17pyke/+KLLxg3bhyLFi0iICCAqKgooqKiiImJMfnYIq3HRxBf/9jddHY6k4f7EsJsDPPXzQmfQ6o+NXs7OXpUTZqiotS75nbsUGe4FkIIE2X5L+LRo0dp3TrzCV5btWrFwSdHT8yCV199lenTpzN+/HiqV6/OkSNH2LRpk7Fg/PLly9y4ccO4fkhICElJSbz88sv4+fkZv6ZPn27ysUVa1aqp85nevQt/npRpVkTe8GqVVynoUpBLDy+xMWKj6TsID4dmzeDOHXV8pu3bwQx3BQshbFOWa5xu3rz51D5ABwcHbt++na0ghg0bxrBhwzJ8bceOHWmeX7x4MVvHEM/m7KwmTwfPX+Tcw5PY6+xpWablszcUwoJcHV3pV70fX+/7mpDwENqXb5/1jfftg+BgdTqVF1+EjRuhQAGLxSqEsH5ZvuJUokQJjh8/nunrx44dw08ufed7tWsDgep/9fX961PQtaC2AQkBDA4aDMDGcxuJvJ/FG1TCwtRh8KOj1elTtmyRpEkIkWNZTpzatm3LuHHjSEhISPdafHw8EyZMoH17E/4TFHlS7dpAOemmE3lLucLlaFW2FQoKcw/OffYGW7eqE/bGxKh30W3cCJ6elg9UCGH1spw4ffzxx9y7d4/y5cszbdo01qxZw5o1a/jiiy+oUKEC9+7d46OPPrJkrCIXVKuZAGXUuxxbl5XESeQdQ4KGALDw8EISUxIzX3HDBmjfHuLjoU0bWLsW3N1zKUohhLXLco1TsWLF2Lt3L0OGDGHs2LEoigKo89MFBwcza9asdCOAi/znlutOcIyH6BI43a8K0vsq8oj25dvznNdzXI2+ysqTK+lVrVf6lVavhu7d1WlTOnWCFSvU4j0hhDATk+4zL1WqFBs2bODOnTv8888/7Nu3jzt37rBhwwZKly5tqRhFLtp8Qe2m41xbwsPNPDeYEDngYOfAwJoDAZgdPjv9CitWwMsvq0nTK6/Ab79J0iSEMLtsDdBTsGBBateuTZ06dShYUIqHrcmGiP8SpwOZT08nhCbeqvkWDnYO7L2yl6NRR/974ccf4bXXIDUVXn8dfv5ZHVtDCCHMTEY2FEbn7p4j4l4E9jjCheaSOIk8x8/Tj66VugIQEh6iLlywAPr0Ab0e+veHJUvAQdP5y4UQVkwSJ2G04f9HC69TrDEkeXLkiNrrIUReYigSX3ZsGfHffgUDBoCiwNChMG8e5JFJyIUQ1kkSJ2Fk6KbrWq0N3t6QmAhPGbpLCE00KdWESkUqMXBnLK4j31MXjh4NM2eCnfxKE0JYlvyWEQDEJsWy4+IOANqXb4dh7mTprhN5jU6nY+Hxsny9RX2ujB0L06eDTm5mEEJYniROAoC/Lv5FUmoSpQuUpkLhCmkm/BUiz1AUGD+eenPWATC+KYQNDJakSQiRayRxEsB/9U1ty7VFp9NJ4iTyHkWBDz+EyZMB+L1PHSY3faxIXAghcoEkTgJFUdIkToAxcTp+HOLitIpMiP+nKDByJEybpj7/9lvKTlWnXvn91O9ExURpF5sQwqZI4iQ4decUlx5ewtnemaYBTQF47jkoVkwdFufIEU3DE7ZOr4chQ+C779Tnc+bA8OFU961OvefqkaJPYcGhBdrGKISwGZI4CePVpmalm+Hm6AaoJSOGAvHwcK0iEzYvNVUdm2nuXPVDuXgxDBpkfHlo7aEAzDs4jxR9ilZRCiFsiCRO4r9uusC0k/pKnZPQVHIyvPGGOqClvT0sWwZ9+6ZZ5eXKL1PErQhXoq+w/ux6TcIUQtgWSZxsXHRiNLsu7wKgTbk2aV6TxEloJikJevSAX35Rp05ZsUKdUuUJLg4uvFn9TSCT+euEEMLMJHGycVsvbCVFn0L5wuUJLBSY5jVD4nTmDDx8qEFwwjYlJEDXrrBqFTg5qd+7dct09UFBg9ChY8v5LUTci8jFQIUQtkgSJxuXWTcdQNGiUKqU+vjgwdyMStisuDjo1AnWrwcXF1i7Ftq3f+omZQqWMV4tnRM+JzeiFELYMEmcbFhGwxA8SbrrRK6JiYF27WDLFnB3hw0boFWrLG1qmL9u0eFFxCfHWzJKIYSNk8TJhh29eZQbMTdwc3SjcanGGa4jd9aJXPHwIQQHw44d4OkJmzdDs2ZZ3rxNYBtKeZfifsJ9fj3xq+XiFELYPEmcbJjhalOLMi1wdnDOcB254iQs7v59aNkS9u6FAgVg61Zo0MCkXdjb2TM4aDAAsw7MskCQQgihksTJhm2M2AhkXN9kUKuW+v3SJbh9OzeiEjblzh146SU1My9cGLZvhzp1srWrN2u8iaOdIweuH+DgdSnKE0JYhiRONup+/H32XtkLpB+G4HHe3lChgvpYrjoJs4qKgqZN1aHpfXzUbroaNbK9Ox93H16p8gog89cJISxHEicbteX8FvSKnipFq1DSu+RT15XuOmF2165BkyZw4gQULw47d8Lzz+d4t4Yi8Z///Zn78fdzvD8hhHiSJE42akPE0++me5whcZICcWEWly5B48Zw9iyULAlhYVCxoll23cC/AVV9qhKfEs/So0vNsk8hhHicJE42SK/o2Xju/+ubspA4Ge6sO3BAnaReiGw7f15Nmi5cgDJl1KSpbFmz7V6n0xnnrwsJD0GRD6wQwswkcbJBB68f5HbcbTydPGng/+y7l6pXV6cKu3kTrl61fHzCSp05oyZNly9D+fJq95xhhFUz6lW1Fx5OHpy9e5btkdvNvn8hhG2TxMkGGYYhaFW2FY72js9c383tv/ITqXMS2XL8uFrTdP06VK6sJk3PPWeRQ3k6e9K7Wm9AisSFEOYniZMNMqW+yUAKxEW2HT6s3j1386Z6+XLHDvD1teghh9RWi8RXn17NtehrFj2WEMK2SOJkY27F3uLANTX7aR3YOsvbSYG4yJYDB9Rxmu7eVT9E27apkyBa2PM+z9OoZCNSlVTmH5pv8eMJIWyHJE42ZnPEZhQUavjWoLhn8Sxv93jiJPW2Ikv27IHmzeHBA6hfH0JDoVChXDu8oUh8/qH5JKcm59pxhRDWTRInG5OdbjpQa5ycndW/gRERFghMWJcdO9S55x49UrvpNm9WR1PNRV0rdcXH3Yfrj67z55k/c/XYQgjrJYmTDUnRp7A5YjNgeuLk6KiWp4DUOYln2LIF2rSB2Fh1Drr168HDI9fDcLJ34q0abwFSJC6EMB9JnGzIP1f/4X7CfQq5FqJuibomby8F4uKZ1q2DDh0gIQHatYM//1Rvy9TIwFoDsdPZsS1yG6fvnNYsDiGE9ZDEyYYYhiEILhuMvZ29ydtLgbh4qlWroGtXSEqCLl3U5y4umoZUqkAp2pVrB8Cc8DmaxiKEsA6SONmQ7NY3GRgSp0OHICXFXFEJq7B8OXTvDsnJ0KMHrFgBTk5aRwX8VyS+5MgSYpNiNY5GCJHfSeJkI65FX+NI1BF06AguG5ytfVSoAJ6eEBcHp06ZOUCRfy1ZAq+9Bqmp0KcPLFumFsXlEa3KtqJMwTI8THzI8uPLtQ5HCJHPSeJkIzZFbAKgTok6FHXP3jg6dnZQq5b6WOqcBADz5kG/fuoYFQMHwqJF6vw8eYidzo7BtQYDMDt8tsxfJ4TIEUmcbIShm65NYJsc7efxCX+FjfvuOxg0SH08fDjMmaNm13lQvxr9cLZ35tCNQxy4Lh9eIUT25c3fcsKs4pPjCT0fCmS/vslACsQFAF9+CSNGqI8/+ABmzACdTtOQnqaIWxG6V+kOwOwDszWORgiRn0niZAPmHZzHo6RHlPQuSa3itXK0L0PidPQo3LtnhuBE/qIoMHmymiwBjB8PU6fm6aTJwFAkvvz4cu7G3dU4GiFEfiWJk5WLT45n6p6pAPyv4f+w0+XslAcEQNWq6s1TX3whHx+boijw8cdqsgTw2WcwaVK+SJoA6paoSw3fGiSmJrLkyBKtwxFC5FPyl8/KzT04l6iYKEp5l6JfjX453p9OB198oT6eNcuOmze1G9xQ5CJFgffeg88/V59/9RX873/axmQinU7HkKAhgDqSuF7RaxyRECI/ksTJisUnx/PFHjXL+ajRRzjZm2dcndat1blbk5J0LFtWySz7FHmYXg/DhsHXX6vPZ86E0aO1jSmbXqv6Gl7OXpy/f575B+drHY4QIh+SxMmKzQmfY7za1Kd6H7PtV6dTa4N1OoVdu57j4MH80VUjsiElRR1mYPZs9cTPnw9vv611VNnm7uTOR40+AmDYxmHsurxL44iEEPlNnkicZs2aRUBAAC4uLtStW5f9+/c/df3ffvuNihUr4uLiQtWqVdmwYUMuRZp/xCXHGa82fdz4Y7NdbTKoUQNee00dD2fMGDtkaBwrFB0NHTvCwoXqMANLl8Jbb2kdVY69X/99Xq3yKin6FF79/VVuJt7UOiQhRD6ieeK0YsUKRo8ezYQJEzh06BAvvPACwcHB3Lp1K8P19+7dS8+ePenfvz+HDx+mc+fOdO7cmePHj+dy5HnbnPA53Iy9SUCBAPq8YL6rTY+bNCkVR8dUwsLsWL/eIocQGnG9dQuHJk1g40ZwdYXffoM33tA6LLPQ6XQs6rSIWn61uBN/h88jP+dR4iOtwxJC5BOaJ05ff/01AwYMoF+/flSuXJk5c+bg5ubGokWLMlz/22+/pXXr1rz//vtUqlSJyZMnU7NmTWbOnJnLkeddaa42NfoYR3vLTH9RsiR06HABUO9Ol/nrrINu/34af/ABuhMnwNcXdu5UJ++1Im6ObqzusRpfd18uJVyi79q+UiwuhMgSnaLh/ANJSUm4ubmxcuVKOnfubFzep08fHjx4wJo1a9JtU7JkSUaPHs3IkSONyyZMmMDq1as5evToM48ZHR2Nt7c3Dx8+xMvLyxzNMLp57ggnJg3j3v37FCpYEDuNRlG+E3eHk7dPUdC1AEODhmJvZ5kpMFJTUzl56gKbNwUSF6+jalUoWMAih9KcXq/X/LzmBoeUeOoemIljSgI3fF7gpx5rifb21zosi7ms38uP9s3Q2yVRWd+dwlTQOiSL0St67t+7T8FCBXM8LEleZytttZV2wn9tHdjiFUZ0bmr2/ZuSGziY/egmuHPnDqmpqRQrVizN8mLFinH69OkMt4mKispw/aioqAzXT0xMJDEx0fg8OjoagOTkZJKTk3MSfjq3L5zgpZ/2mHWfOfMANn9usb3bA1X//wuAfy12KJHL1tGOnrd+IeY7T61DsbD6UG0hdH2Dk3a/ah2M5WVvmsr8yVbaaivtBCgK64+VYGi7BmbftSn5gKaJU26YMmUKkyZNSrd8y5YtuLmZdwyiuBvXiWxcyqz7zC5Xe1dKu5ZGh+XveFMUHRcueJOQkLcmdxXZc8UjkI0le9JYdxu4rXU4uaA+UWdDuOu9V+tAhBDP4FvMzSI3hMXFxWV5XU0TpyJFimBvb8/Nm2nvarl58ya+vr4ZbuPr62vS+mPHjmX0Y2POREdH4+/vT6tWrczeVQdtSe79NqGhobRs2RJHR8vUFuUVycnJxraWtKG22sJ5LWFDbVXPa28cHftrHY5F2dpn2BbaaivtBMu31dAblRWaJk5OTk7UqlWLbdu2GWuc9Ho927ZtY9iwYRluU69ePbZt25amxik0NJR69epluL6zszPOzs7pljs6Olr0g2bp/ecl0lbrJG21TtJW62Mr7QTLtdWUfWreVTd69Gj69OlDUFAQderUYcaMGcTGxtKvnzo9SO/evSlRogRTpkwBYMSIETRp0oSvvvqKdu3asXz5csLDw5k3b56WzRBCCCGEDdA8cXr11Ve5ffs248ePJyoqiurVq7Np0yZjAfjly5fT3MVUv359fv75Zz7++GP+97//Ua5cOVavXs3zzz+vVROEEEIIYSM0T5wAhg0blmnX3I4dO9Ite+WVV3jllVcsHJUQQgghRFrWPfCDEEIIIYQZSeIkhBBCCJFFkjgJIYQQQmSRJE5CCCGEEFkkiZMQQgghRBZJ4iSEEEIIkUWSOAkhhBBCZFGeGMcpNymKApg2L40pkpOTiYuLIzo62uqHwJe2Widpq3WStlofW2knWL6thpzAkCM8jc0lTo8ePQLA399f40iEEEIIkZc8evQIb2/vp66jU7KSXlkRvV7P9evX8fT0RKfTmX3/0dHR+Pv7c+XKFby8vMy+/7xE2mqdpK3WSdpqfWylnWD5tiqKwqNHjyhevHiaad4yYnNXnOzs7HjuuecsfhwvLy+r/yAbSFutk7TVOklbrY+ttBMs29ZnXWkykOJwIYQQQogsksRJCCGEECKLJHEyM2dnZyZMmICzs7PWoVictNU6SVutk7TV+thKOyFvtdXmisOFEEIIIbJLrjgJIYQQQmSRJE5CCCGEEFkkiZMQQgghRBZJ4iSEEEIIkUWSOJnRrFmzCAgIwMXFhbp167J//36tQzK7iRMnotPp0nxVrFhR67DMIiwsjA4dOlC8eHF0Oh2rV69O87qiKIwfPx4/Pz9cXV1p0aIF586d0ybYHHpWW/v27ZvuPLdu3VqbYHNoypQp1K5dG09PT3x8fOjcuTNnzpxJs05CQgJvv/02hQsXxsPDg27dunHz5k2NIs6+rLS1adOm6c7t4MGDNYo4+0JCQqhWrZpxQMR69eqxceNG4+vWck7h2W21lnP6pKlTp6LT6Rg5cqRxWV44r5I4mcmKFSsYPXo0EyZM4NChQ7zwwgsEBwdz69YtrUMzuypVqnDjxg3j1+7du7UOySxiY2N54YUXmDVrVoavT5s2je+++445c+bwzz//4O7uTnBwMAkJCbkcac49q60ArVu3TnOef/nll1yM0Hx27tzJ22+/zb59+wgNDSU5OZlWrVoRGxtrXGfUqFGsXbuW3377jZ07d3L9+nW6du2qYdTZk5W2AgwYMCDNuZ02bZpGEWffc889x9SpUzl48CDh4eG89NJLdOrUiRMnTgDWc07h2W0F6zinjztw4ABz586lWrVqaZbnifOqCLOoU6eO8vbbbxufp6amKsWLF1emTJmiYVTmN2HCBOWFF17QOgyL+z/27jsqqqt7+Ph36E2KBUFEKfaKvfeCYIspGlts0cTeoyZ2Y4m9osYY8bHEGGM0iVixKxZUrIgN7FiwgCJ17vvHvMxPAiqDg4OwP2vN0rlzy77nTtmcc+45gPLXX39pn6vVasXJyUmZNWuWdtmzZ88Uc3Nz5bfffjNAhPrz33NVFEXp1q2b0rZtW4PEk9UePnyoAMqBAwcURdFcR1NTU+WPP/7QrhMaGqoASlBQkKHC1Iv/nquiKEqDBg2UwYMHGy6oLOTg4KD88ssvOfqapkg5V0XJedc0JiZGKV68uLJ79+5U55ZdrqvUOOlBQkICp06domnTptplRkZGNG3alKCgIANGljWuXr1KoUKF8PDwoHPnzty6dcvQIWW58PBwIiMjU11jOzs7atSokSOvMcD+/ftxdHSkZMmS9O3bl6ioKEOHpBfPnz8HIG/evACcOnWKxMTEVNe2VKlSFClS5KO/tv891xTr1q0jf/78lCtXjjFjxhAbG2uI8PQmOTmZDRs28PLlS2rVqpWjr+l/zzVFTrqm/fv3p2XLlqmuH2Sfz2qum+Q3Kzx+/Jjk5GQKFiyYannBggW5fPmygaLKGjVq1MDf35+SJUty//59Jk2aRL169bhw4QJ58uQxdHhZJjIyEiDda5zyWk7SokULPv30U9zd3bl+/Trff/89Pj4+BAUFYWxsbOjwMk2tVjNkyBDq1KlDuXLlAM21NTMzw97ePtW6H/u1Te9cATp16kTRokUpVKgQ586dY9SoUYSFhbF582YDRps558+fp1atWsTFxWFjY8Nff/1FmTJlCAkJyXHX9E3nCjnrmm7YsIHTp09z8uTJNK9ll8+qJE5CJz4+Ptr/V6hQgRo1alC0aFE2btxIr169DBiZ0Kcvv/xS+//y5ctToUIFPD092b9/P02aNDFgZO+nf//+XLhwIcf0y3ubN51rnz59tP8vX748zs7ONGnShOvXr+Pp6fmhw3wvJUuWJCQkhOfPn7Np0ya6devGgQMHDB1WlnjTuZYpUybHXNPbt28zePBgdu/ejYWFhaHDeSNpqtOD/PnzY2xsnKZn/4MHD3BycjJQVB+Gvb09JUqU4Nq1a4YOJUulXMfceI0BPDw8yJ8//0d9nQcMGMC///7Lvn37KFy4sHa5k5MTCQkJPHv2LNX6H/O1fdO5pqdGjRoAH+W1NTMzo1ixYlSpUoXp06dTsWJFFixYkCOv6ZvONT0f6zU9deoUDx8+pHLlypiYmGBiYsKBAwdYuHAhJiYmFCxYMFtcV0mc9MDMzIwqVaoQGBioXaZWqwkMDEzVBp0TvXjxguvXr+Ps7GzoULKUu7s7Tk5Oqa5xdHQ0x48fz/HXGODOnTtERUV9lNdZURQGDBjAX3/9xd69e3F3d0/1epUqVTA1NU11bcPCwrh169ZHd23fda7pCQkJAfgor+1/qdVq4uPjc9Q1fZOUc03Px3pNmzRpwvnz5wkJCdE+qlatSufOnbX/zxbX9YN1Q8/hNmzYoJibmyv+/v7KpUuXlD59+ij29vZKZGSkoUPTq+HDhyv79+9XwsPDlSNHjihNmzZV8ufPrzx8+NDQob23mJgY5cyZM8qZM2cUQJk7d65y5swZ5ebNm4qiKMqMGTMUe3t7ZevWrcq5c+eUtm3bKu7u7sqrV68MHLnu3nauMTExyogRI5SgoCAlPDxc2bNnj1K5cmWlePHiSlxcnKFD11nfvn0VOzs7Zf/+/cr9+/e1j9jYWO063377rVKkSBFl7969SnBwsFKrVi2lVq1aBow6c951rteuXVMmT56sBAcHK+Hh4crWrVsVDw8PpX79+gaOXHejR49WDhw4oISHhyvnzp1TRo8erahUKmXXrl2KouSca6oobz/XnHRN0/PfOwazw3WVxEmPFi1apBQpUkQxMzNTqlevrhw7dszQIeldhw4dFGdnZ8XMzExxcXFROnTooFy7ds3QYenFvn37FCDNo1u3boqiaIYkGDdunFKwYEHF3NxcadKkiRIWFmbYoDPpbecaGxurNG/eXClQoIBiamqqFC1aVOndu/dH+0dAeucJKKtWrdKu8+rVK6Vfv36Kg4ODYmVlpbRr1065f/++4YLOpHed661bt5T69esrefPmVczNzZVixYopI0eOVJ4/f27YwDOhZ8+eStGiRRUzMzOlQIECSpMmTbRJk6LknGuqKG8/15x0TdPz38QpO1xXlaIoyoer3xJCCCGE+HhJHychhBBCiAySxEkIIYQQIoMkcRJCCCGEyCBJnIQQQgghMkgSJyGEEEKIDJLESQghhBAigyRxEkLkaImJiYYOQQiRg0jiJITIUUJCQujWrRslSpTAwcEBW1tbnj9/buiwUunatSvTpk0zdBhvtGPHDry8vFCr1YYORYhsRxInIXKw27dv07NnTwoVKoSZmRlFixZl8ODBREVFGTq0LLF//37q1q2Lk5MTGzZs4OTJk1y7dg07OztDh6Z19uxZAgICGDRokKFDeaMWLVpgamrKunXrDB2KENmOjBwuRA5148YNatWqRYkSJfjxxx9xd3fn4sWLjBw5koSEBI4dO0bevHkNHabeKIpCiRIlGDVqFF9//bWhw3mjr7/+GhMTE5YtW2boUN5qyZIl+Pv7c/LkSUOHIkS2IjVOQuRQ/fv3x8zMjF27dtGgQQOKFCmCj48Pe/bs4e7du/zwww/add3c3FCpVGken3zyiXadhg0bMmTIkHSPNWTIEBo2bAhA9+7d092XSqWie/fu6W7v7++Pvb09W7ZsoXjx4lhYWODt7c3t27e161y/fp22bdtSsGBBbGxsqFatGnv27NG+fvnyZW7evMm1a9coWrQoFhYW1KxZk8OHD6c61oEDB6hevTrm5uY4OzszevRokpKSMhx7RsshPcnJyWzatInWrVunWp5e+Y8YMUL7+tKlS/H09MTMzIySJUuyZs2aNPueOHHiW69fShmnJyQkBJVKRUREhHZZ69atCQ4O5vr16288HyFyI0mchMiBnjx5ws6dO+nXrx+WlpapXnNycqJz5878/vvvvF7hPHnyZO7fv699tG/fPlPHXrBgQap9tG/fXvt8wYIFb9wuNjaWqVOn8r///Y8jR47w7NkzvvzyS+3rL168wNfXl8DAQM6cOUOLFi1o3bo1t27dAuDRo0ckJiayZs0ali5dypkzZ/Dy8qJFixbcv38fgLt37+Lr60u1atU4e/YsS5cuZeXKlfz444/vFXtGnTt3jufPn1O1atU0r/23/CdMmADAX3/9xeDBgxk+fDgXLlzgm2++oUePHuzbty/NPsqWLfve1y9FkSJFKFiwIIcOHXqv/QiR05gYOgAhhP5dvXoVRVEoXbp0uq+XLl2ap0+f8ujRIxwdHQHIkycPTk5O2nUsLS2Jj4/X+dh2dnbaPkUpSdvr+32TxMREFi9eTI0aNQBYvXo1pUuX5sSJE1SvXp2KFStSsWJF7fpTpkzhr7/+4u+//2bAgAHajsyzZs3C19cXAD8/P/bu3cuSJUv48ccf8fPzw9XVlcWLF6NSqShVqhT37t1j1KhRjB8/PtOxZ9TNmzcxNjbWlvnr/lv+KWbPnk337t3p168fAMOGDePYsWPMnj2bRo0aadeLj4/H0tJSu4/MXr/XFSpUiJs3b77XPoTIaaTGSYgcTN9dGP38/LCxsSFfvnzUqFGDf/75R2/7NjExoVq1atrnpUqVwt7entDQUEBT4zRixAhKly6Nvb09NjY2hIaGamucUtSpU0f7fyMjI2rXrs2lS5cACA0NpVatWqhUqlTrv3jxgjt37mQ41syWw6tXrzA3N091/HcJDQ1NdU4pMaeUS4qoqChsbW3fuq/nz59jY2ODra0txYsXZ8SIEW8drsHS0pLY2NgMxypEbiCJkxA5ULFixVCpVGl+XFOEhobi4OBAgQIFdNpv586dCQkJ4eDBg9SrV4/PP/+cu3fv6iPkdxoxYgR//fUX06ZN49ChQ4SEhFC+fHkSEhIAcHBweOO2uiQqGZHZcsifPz+xsbHamPXpxo0buLu7v3WdPHnyEBISwqlTp5g9eza//PLLW5sgnzx5ovN7RIicThInIXKgfPny0axZM/z8/Hj16lWq1yIjI1m3bh0dOnTQOaGws7OjWLFilC1blkmTJpGQkPDG5ExXSUlJBAcHa5+HhYXx7NkzbXPjkSNH6N69O+3ataN8+fI4OTml6szs6emJiYkJR44c0S5Tq9UcPXqUMmXKAJomyqCgoFQ1cUeOHCFPnjwULlw4w7Fmthy8vLwAtDVgGVG6dOlU55QSc8o5AcTFxXHixAnq1av31n0ZGRlRrFgxihcvTtu2bWnWrBkhISHprhsXF8f169epVKlShmMVIjeQxEmIHGrx4sXEx8fj7e3NwYMHuX37Njt27KBZs2a4uLgwdepUnfeZnJxMXFwcz58/Z/ny5ZiamlKyZEm9xGtqasrAgQM5fvw4p06donv37tSsWZPq1asDULx4cTZv3kxISAhnz56lU6dOqQZotLGxoXfv3owcOZKAgABCQ0Pp168f9+7d0/YP6tevH7dv32bgwIFcvnyZrVu3MmHCBIYNG4aRUca/DjNbDgUKFKBy5cpp7vR7m5EjR+Lv78/SpUu5evUqc+fOZfPmzdq77l68eMH48eMBqFu3LpGRkURGRvLq1Svi4+PTDP4ZFxfHq1evOHXqFIcPH6ZcuXLpHvfYsWOYm5tTq1atDMcqRG4giZMQOVTx4sUJDg7Gw8OD9u3b4+npSZ8+fWjUqBFBQUGZGsNp8eLFWFpa4ujoyK+//sq6detwdXXVS7xWVlaMGjWKTp06UadOHWxsbPj999+1r8+dOxcHBwdq165N69at8fb2pnLlyqn2MXv2bD755BO6deuGl5cXZ8+eZefOnTg7OwPg4uJCQEAAJ06coGLFinz77bf06tWLsWPH6hTr+5TD119/rdPAkp988gkLFixg9uzZlC1bluXLl7Nq1SrtsAezZ89m1qxZxMTEUKxYMZydnXF2dmbjxo3s2LGDwYMHa/f1/PlzLC0tsba2plWrVrRr145hw4ale9zffvuNzp07Y2VlleFYhcgNZABMIYTB+fv7M2TIEJ49e2boULLcq1evKFmyJL///rteanMmTpyY6t/XbdmyhS1btuDv76/TPh8/fkzJkiUJDg5+Z78pIXIbGY5ACCE+IEtLS/73v//x+PFjvezPxsbmja9ZWFhkarqZiIgI/Pz8JGkSIh1S4ySEMLjcVOMkhPi4SeIkhBBCCJFB0jlcCCGEECKDJHESQgghhMggSZyEEEIIITJIEichhBBCiAySxEkIIYQQIoMkcRJCCCGEyCBJnIQQQgghMkgSJyGEEEKIDJLESQghhBAigyRxEkIIIYTIIEmchBBCCCEySBInIYQQQogMksRJCCGEECKDJHESQgghhMggSZyEEEIIITJIEqccrnv37tjY2Bg6DCHER0alUmXosX//fkOHKsQHZWLoAIT+RUVFsW7dOg4dOsTBgwd59eoVLVq0oFKlSrRv355KlSoZOkQhRDa3Zs2aVM//97//sXv37jTLS5cu/SHDEsLgVIqiKIYOQujPhg0b6N27Ny9evMDNzY3ExEQiIyOpVKkSZ8+eJTExkW7duvHzzz9jZmZm6HCFEB+JAQMGsGTJEuQnQ+R20lSXgxw5coQuXbrg5OTEkSNHCA8Pp2nTplhYWHDy5Enu3btHx44dWb16NUOHDgVAURTc3Nxo27Ztmv3FxcVhZ2fHN998A8D+/ftRqVRs2rQpzbo2NjZ0795d+9zf3x+VSkVERIR22cWLF3FwcKBVq1YkJSWlWi84ODjV/h4/foxKpWLixImplqe3bNasWahUKho2bKhdlhLrf5sRWrZsme4+/itl+zc90jvXgwcP8s0335AvXz5sbW356quvePr0aar9urm5pdoW4I8//kClUuHm5qZdFhERgUqlYvbs2WliK1euXKpzTUhIYPz48VSpUgU7Ozusra2pV68e+/btS/fcUuL97+P147/uTWXw+rUFWLt2LVWqVMHS0pK8efPy5Zdfcvv27VRxNmjQAA8PDx49eqRdPnHiRFQqVap9zZ49GxMTEwICArTLGjZsSLly5dLEN3v27HTj8fPzo2zZspibm1OoUCH69+/Ps2fP0mx//PhxfH19cXBwwNramgoVKrBgwQJA09T9rqaqlONm9Nq+Tcp1z0h5p5RJeuv6+/unWm/p0qWUK1cOKyurVOul91nODF0+bynX+02P12M/d+4c3bt3x8PDAwsLC5ycnOjZsydRUVHvjOnw4cPUrVuX/PnzY2FhgYeHB6NGjSIuLk67zpMnTxgxYgTly5fHxsYGW1tbfHx8OHv2bLrnl5HvPoAzZ87QokULChQokOrcWrVqBbz5M/imcti7dy/16tXD2toae3t72rZtS2hoaJpY7t69S69evShUqBDm5ua4u7vTt29fEhISdDpm9+7d07xnb9++jaWl5Rvfi7mJNNXlIDNmzECtVrNhwwaqVKmS5vX8+fPzv//9j0uXLrF8+XImTJiAo6MjXbp0YebMmTx58oS8efNq1//nn3+Ijo6mS5cu7x3b7du3adGiBaVKlWLjxo2YmOjnrffs2TOmT5+eoXUPHjyY6oc4IwYNGkS1atVSLfv666/TXXfAgAHY29szceJEwsLCWLp0KTdv3tR+6aYnKSmJH374QaeY/is6OppffvmFjh070rt3b2JiYli5ciXe3t6cOHECLy+vdLebPHky7u7uAMyZMydNkve6du3a8emnnwJw6NAhfv7551SvT506lXHjxtG+fXu+/vprHj16xKJFi6hfvz5nzpzB3t4eMzMzNm/eTM2aNWnXrh2BgYGYm5unOdbWrVsZNWoU8+fPx9fXN1NlMnHiRCZNmkTTpk3p27ev9nqcPHmSI0eOYGpqCsDu3btp1aoVzs7ODB48GCcnJ0JDQ/n3338ZPHgw33zzDU2bNtXut2vXrqnKAqBAgQLpxvA+17Zjx47acw8ICOC3335747qlSpXSHufx48faP4pS/P777/Tr14+GDRsycOBArK2tCQ0NZdq0aZmKLaPe9XlbunRpqv6X4eHhjB8/PtU6u3fv5saNG/To0QMnJycuXrzIzz//zMWLFzl27NgbP1cAMTExlC5dmvbt22NlZUVQUBAzZ84kNjaWRYsWAXDjxg22bNnCF198gbu7Ow8ePGD58uU0aNCAS5cuUahQIZ3P+/nz5/j4+KAoCsOGDcPV1RUg1XWpX79+qibPqVOnAqR6v9SuXRuAPXv24OPjg4eHBxMnTuTVq1csWrSIOnXqcPr0aW2Cc+/ePapXr86zZ8/o06cPpUqV4u7du2zatInY2Fidjpme8ePHp0o6czVF5Bh58+ZVihYtmmpZt27dFGtr61TLxo0bpwDKP//8oyiKooSFhSmAsnTp0lTrtWnTRnFzc1PUarWiKIqyb98+BVD++OOPNMe2trZWunXrpn2+atUqBVDCw8OVJ0+eKGXKlFFKliypPH78ONV2KeudPHky1fJHjx4pgDJhwoRUy/+77LvvvlMcHR2VKlWqKA0aNNAuT4l137592mU1atRQfHx80t3vf2XmXKtUqaIkJCRol8+cOVMBlK1bt2qXFS1aNNW2fn5+irm5udKoUaNU1y48PFwBlFmzZqU5ftmyZVOda1JSkhIfH59qnadPnyoFCxZUevbsmWb7n3/+WQGU4OBg7bKWLVumee8oiqIkJiYqgDJp0qQ05xseHq4oiqJEREQoxsbGytSpU1Nte/78ecXExCTN8rCwMMXBwUHp0qWLoiiKMmHCBCXlq+jMmTOKtbW10r9//zSxNGjQQClbtmya5bNmzUoVz8OHDxUzMzOlefPmSnJysna9xYsXK4Dy66+/KoqiKTd3d3elaNGiytOnT1PtM+U9/19ve+9k9Nq+zZUrVxRAmT179hvP73V16tRRGjVqpH2e8r5ZtWqVdlnHjh0Ve3t75dWrV9plb3t/v0n//v2VN/1k6PJ5S7nejx49SrWPkydPpok9NjY2zbF+++03BVAOHjyY4dhT+Pr6KuXKldM+j4uLS/UeURRNGZqbmyuTJ09Oc34Z+T7YuXOnAii//fZbqvWKFi2qtGzZMt24GjRokOoz/TovLy/F0dFRiYqK0i47e/asYmRkpHz11VfaZV999ZViZGSU5rtUUdJ/P7/tmN26dUv1nr1w4YJiZGSkvZ7pvRdzE2mqy0FiYmJwdHR853oFCxYENDUVACVKlKBGjRqsW7dOu86TJ0/Yvn07nTt3TvNXXUxMDI8fP071eJO4uDjatGnDo0eP2LFjB/ny5cvMqaXr7t27LFq0iHHjxr3zzsHNmzdz8uRJZsyYobfj/1efPn20NRkAffv2TdPc9LrY2FgmT57MgAEDKFKkyBvX+W9ZJycnp1rH2NhY219NrVbz5MkTkpKSqFq1KqdPn06zz5S/Gi0sLN55TgkJCQDp1gyl2Lx5M2q1mvbt26eK08nJieLFi6dpMixRogR//vkn69at48cff9Quv3//Pq1bt6ZWrVraprL/Sk5OTlMesbGxqdbZs2cPCQkJDBkyBCOj//uK6927N7a2tmzbtg3QNKeEh4czZMgQ7O3tU+3jbTUZGZGRa5seXa4NaK7P264NaD6vVlZWGd6nPujr82Zpaan9f1xcHI8fP6ZmzZoA6b630/PkyRPu37/Pli1bCAoKon79+trXzM3Nte+R5ORkoqKisLGxoWTJkunuPyPffTExMQB6+a67f/8+ISEhdO/ePVVrQIUKFWjWrJn2u0WtVrNlyxZat25N1apV0+znfd/PY8aMoXLlynzxxRfvtZ+cQprqcpBChQpx/fr1d6537do1AFxcXLTLvvrqKwYMGMDNmzcpWrQof/zxB4mJiXTt2jXN9j179sxwTD169ODYsWNYWFho+zXpy4QJEyhUqBDffPPNW/tqJCcn8/3339O5c2cqVKig1xheV7x48VTPbWxscHZ2fmN/gLlz5xIXF8f333/PsGHD0l1nwoQJTJgwIc3ylOQ3xerVq5kzZw6XL18mMTFRuzylKe51KV/2dnZ2bz0fQNsn6G2J6dWrV1EUJc35p3g9mUzx6NEjFEXR9s0CaNu2LXfu3En1A/Ffly9ffmPTWIqbN28CULJkyVTLzczM8PDw0L6e8llJr9/U+8rItU2PLtcGNNenaNGib12nVq1a/Pvvv0ycOJGePXtiZWXF8+fPMxyTrvT5eXvy5AmTJk1iw4YNPHz4MNVrGT2HMmXK8ODBA0DTd+f1pFytVrNgwQL8/PwIDw9P9UdJeolPRr77qlatiqmpKRMnTiR//vzapjq1Wp2heF/3pvcyaO5m3LlzJy9fvuTFixdER0dnyXv58OHD/PPPPwQGBnLr1i297/9jJIlTDtKqVSuWLFnCypUr6dWrV7rrPHjwgNWrV1OgQAHtX24AX375JUOHDmXdunV8//33rF27lqpVq6b7gR0/fjz16tVLtax169bpHu/06dNs3bqVAQMG0KdPH/bu3fseZ/h/QkND8ff3Z+3aten+ML9u5cqVREREsHPnTr0cWx8eP37MrFmzGDNmzFsThT59+qT5K693796pnq9du5bu3bvzySefMHLkSBwdHTE2Nmb69OnpJtIRERGYmppmqP9GZGQkAE5OTm9cR61Wo1Kp2L59O8bGxmle/2/S9eLFC4YNG0bHjh1xdnZm7ty52ri2bt3KZ599xqJFixgyZEiafbm5ubFixYpUy/744480fa4MKaPXNj2vdzTPiMjISLy9vd+6ztChQwkLC2PKlClMmjRJp3gyQ5+ft/bt23P06FFGjhyJl5cXNjY2qNVqWrRokeFE5I8//iA6OppTp04xY8YMXFxctDWd06ZNY9y4cfTs2ZMpU6aQN29ejIyMGDJkSLr7z8h3X9GiRVm1ahWDBw+mcuXKqV7Lyj/cssqoUaPw9vamcePGaW46yK0kccpBxo4dy5YtW+jbty+XL1+mU6dO2r+gbt26RWBgIOPHj+fp06esX78+VRV/3rx5admyJevWraNz584cOXKE+fPnp3uc8uXLp+owC6T7gwnwyy+/0KZNG4yNjWnVqtVbkzpdjBkzBi8vLzp06PDW9WJjY5k0aRL9+vV751/m7+vq1as0atRI+/zFixfcv38/3Q7OP/74I3ny5GHw4MFv3Wfx4sXTlLW1tXWq55s2bcLDw4PNmzenqpJPr6YKIDg4mMqVK6dqxnqTS5cuAW8fq8fT0xNFUXB3d6dEiRLv3OeECROIiYlhzpw5FCxYkIsXL7Jz5062bNlC7dq1GTx4MBMmTKBDhw44Ozun2tba2jpNeYSEhKR6nnKdw8LC8PDw0C5PSEjQ3mmaEjfAhQsX0uzzfWT02qYnODgYExOTN3bof92dO3e0HaDfxtLSkhUrVnDmzBns7OyYMGECZ8+eZcSIETrH9y76/Lw9ffqUwMBAJk2alKrT+NWrV3XaT0qi8/odfqNHj8bGxoZNmzbRqFEjVq5cmWqbZ8+ekT9//jT7yuh3X+fOnbl16xaTJk1izZo1ODg4ZOomm9ffy/91+fJl8ufPj7W1NZaWltja2nLhwgWdj/E2Kc2bGW0WzS2kj1MO4uTkRFBQED4+PsyZM4fKlSuzdu1aXr58SdGiRenZsyeWlpb8888/dOzYMc32Xbt25dKlS4wcORJjY2O+/PLL947p9S+tL7/8kpEjR2qrzTMrKCiIrVu3MmPGjHe23S9YsICXL1++951rGfHzzz+naiZbunQpSUlJ+Pj4pFovIiKCpUuXMnHixFR9ODIr5YtbeW18nePHjxMUFJRm3UuXLnHp0qV0h59Iz++//46zs/Nbf5w//fRTjI2NmTRpUpoxfhRFSXXr+IULF1i4cCGTJk3C2dkZIyMjbc1nyh09EydOJE+ePDo1cb2uadOmmJmZsXDhwlTxrFy5kufPn9OyZUsAKleujLu7O/Pnz08zTMF/zyOj3ufaJiQk8Pfff9O4ceMMjfa/YcMGABo3bvzOdceMGcOtW7dYu3YtTZs2TfeuW33Q5+ctvfc18MY/6DLi8ePHqNVq7efU2Ng4zf7/+OMP7t69m+ljgKamfcKECcyYMYMvvvhCOyyMrpydnfHy8mL16tWp3qMXLlxg165d2j/KjIyM+OSTT/jnn3/SDO0CmXs/pzS5durUKUOJfG4iNU45jKurK1u3buX+/fscOXKEWbNmERISwrJly/Dy8sLLy+uNyUbLli3Jly8ff/zxBz4+PhnqaK6LBQsWULp0aQYOHMjGjRtTvRYUFJSqo2VKx/Vr165x4sQJqlevrn1t165dNGvWLEO1BLt27WLq1Kl67ZT+JgkJCTRp0oT27dsTFhaGn58fdevWpU2bNqnWO3DgAKVLl6ZHjx56OW6rVq3YvHkz7dq1o2XLloSHh7Ns2TLKlCnDixcvtOvt3LlTW8tgaWnJ2rVrta/dvXuXly9fsnbtWrp06UJwcDDjxo1jx44dLFu27K0JqqenJz/++CNjxowhIiKCTz75hDx58hAeHs5ff/1Fnz59tMft168fZcuWZeDAgW/cn42NDfPmzaN9+/b07t07Q4nB6woUKMCYMWOYNGkSLVq0oE2bNtrrUa1aNe1f/kZGRixdupTWrVvj5eVFjx49cHZ25vLly9paMF1l9tqeO3eOSZMmcefOHVq2bJnq2qT8tb9lyxbtHzwTJkzgl19+4csvv6RUqVJv3feePXuYN28ea9asyfJaV31+3mxtbalfvz4zZ84kMTERFxcXdu3aRXh4eIa279evH6amppQsWRIjIyMOHz7M+vXradWqFQ4ODoDmszN58mR69OhB7dq1OX/+POvWrUtVU6mr2NhYOnXqRMOGDTNV6/hfs2bNwsfHh1q1atGrVy/tcAR2dnapxseaNm0au3btokGDBvTp04fSpUtz//59/vjjDw4fPpzmBoh3uXPnDmZmZjoP4ZIbSOKUQzk7O/P555/z77//cvHixQx9kZuZmdGhQwf8/PzS7RT+vhwdHZk3bx7dunXjn3/+SdU3YNCgQelus27dOu7cuZNqYD2VSpXhu3WcnZ3T7SuTFRYvXsy6desYP348iYmJdOzYkYULF6abdEybNu2NzZu66t69O5GRkSxfvpydO3dSpkwZ1q5dyx9//JGq3KZPn66tyv/vWD8punbtSpcuXdi7d6926p5OnTq9M4bRo0dTokQJ5s2bp+1H4+rqSvPmzbWJ4//+9z8OHz7M4cOH33nuX3zxBc2aNaN///6cPXtW51HuJ06cSIECBVi8eDFDhw4lb9689OnTh2nTpqXqE+ft7c2+ffuYNGkSc+bMQa1W4+npmaYfmS4yc203b97M5s2bAVi+fDnLly9Ps87QoUPx8vLCzMyMwMBAxo0bx5gxY96636ioKLp168aXX35J586ddYopM/T9eVu/fj0DBw7UjljevHlztm/fnqH+eRUqVMDPz4+VK1eiUqkoUqQIEydOZPjw4dp1vv/+e16+fMn69ev5/fffqVy5Mtu2bWP06NGZjnno0KE8fvyYvXv3vvfdbKCpQd2xYwcTJkxg/PjxmJqa0qBBA3766adUN3+4uLhw/Phxxo0bx7p164iOjsbFxQUfHx+srKwydey+fftmuL9dbiJTrohUhg4dysqVK4mMjMz0h02fJk6cyP79+7P1RKL+/v706NGDkydPpnsrcHbRsGFDGjZs+MZR0yMiInB3d5cpNQwgI+9zNzc3/P39U40aL4T48KSPk9CKi4tj7dq1fPbZZ9kiaRJCCCGyG2mqEzx8+JA9e/awadMmoqKi9NIury/FihVLM8ChyJxmzZq9tZO3jY3NB2nOEWlVqFDhncNqtGvXLs34XUKID0+a6gT79++nUaNGODo6Mm7cOAYMGGDokD4qH0tTnRBCiPcniZMQQgghRAZJHychhBBCiAySxEkIIYQQIoMkcRJCCCGEyKBcd1edWq3m3r175MmTRy+DkwkhhBDi46YoCjExMRQqVOid83jmusTp3r17uLq6GjoMIYQQQmQzt2/fpnDhwm9dJ9clTnny5AE0hWNra6v3/ScmJrJr1y6aN2/+znFZhP5IuRuGlLvhSNkbhpS7YWR1uUdHR+Pq6qrNEd4m1yVOKc1ztra2WZY4WVlZYWtrKx+qD0jK3TCk3A1Hyt4wpNwN40OVe0a68EjncCGEEEKIDJLESQghhBAigyRxEkIIIYTIIEmchBBCCCEySBInIYQQQogMksRJCCGEECKDDJo4HTx4kNatW1OoUCFUKhVbtmx55zb79++ncuXKmJubU6xYMfz9/bM8TiGEEEIIMHDi9PLlSypWrMiSJUsytH54eDgtW7akUaNGhISEMGTIEL7++mt27tyZxZEKIYQQQhh4AEwfHx98fHwyvP6yZctwd3dnzpw5AJQuXZrDhw8zb948vL29sypMIYQQQgjgI+vjFBQURNOmTVMt8/b2JigoyEARpaW6uR5z5ZmhwxBCCCFyjOSEZB7veExyYrKhQ/m4plyJjIykYMGCqZYVLFiQ6OhoXr16haWlZZpt4uPjiY+P1z6Pjo4GNMO3JyYm6jfAp2cwOdGTJlighD0hsURfUBnr9xgiXSnXUu/XVLyVlLvhSNkbhpT7hxexP4Kdg3YSdTmKY67HqDOyjt6Pocv1/KgSp8yYPn06kyZNSrN8165dWFlZ6fVYtsnhVDJyw159A84N49mFxZwz+5anxiX0ehzxZrt37zZ0CLmSlLvhSNkbhpR71kt8ksjdVXd5dugZACZ2JkQ8ieB5wHO9Hys2NjbD635UiZOTkxMPHjxItezBgwfY2tqmW9sEMGbMGIYNG6Z9njIDcvPmzbNmkt+EXpzdPoIKykbsE29QL24UintPksv/COb59H48oZGYmMju3btp1qyZTLz5AUm5G46UvWFIuWc9dZKa4KXBHJx4kISYBFRGKrx6e5FYLxGfdj5ZUu4prVEZ8VElTrVq1SIgICDVst27d1OrVq03bmNubo65uXma5aampln2po8w9aVM4/GYXvgBVfhqVOErMbq3BSrOAM+eoPqoupZ9VLLyuoo3k3I3HCl7w5Byzxq3j95mW79tPDirqSRxqe5Cy6UtyV8+PwEBAVlW7rrs06C/4C9evCAkJISQkBBAM9xASEgIt27dAjS1RV999ZV2/W+//ZYbN27w3XffcfnyZfz8/Ni4cSNDhw41RPhvZ+EItfyh6UGwLw/xUXCiN+yqA09DDB2dEEIIkW28fPSSrT238mudX3lw9gGWeS1ptbwVvYJ64VzZ2dDhpWLQGqfg4GAaNWqkfZ7SpNatWzf8/f25f/++NokCcHd3Z9u2bQwdOpQFCxZQuHBhfvnll+w9FIFjPWhxCq4shnPjIeoY7KgCxftDhSlgZmfoCIUQQgiDUCerOb3iNIHfBxL3NA6ASr0q0XRGU6zy67cfsr4YNHFq2LAhiqK88fX0RgVv2LAhZ86cycKosoCRKZQaCkXaw+nhcOt3uLIIbm2ESrPBrTOoVIaOUgghhPhg7gXfY1vfbdwLvgeAk5cTvn6+uNZyNXBkb/dR9XH66Fm5QN0NENkbgvtDdBgEdYXrv0DVJWBf1tARCiGEEFnq1dNXBH4fyKnlp0ABc1tzGv3YiGp9q2Fkkv37AEviZAhOTcDnHFyeAxemwMMDsN0LSg2BchPA1MbQEQohhBB6pagVQlaHsOe7PcQ+1tz+X6FLBZrNaoaN08fzuyeJk6EYm0HZMeDWCU4NgTtbIHQ2RPwGVeaB6+fSfCeEECJHeHDuAdv6beP2kdsAFChTAF8/X9wauBk2sEyQxMnQrItC/b/gbgCcGggvbsDh9uDUHKouAlsZPFMIIcTHKT46nn0T9nFi0QmUZAVTa1MaTmxIjcE1MDb9OGfWkMQpu3DxhYKN4NJPcGkGRO6CgPJQeiSU/R5MsufdBUIIIcR/KYrChQ0X2DV8Fy/uvwCgzOdl8J7njW1h/Q8+/SFJ4pSdmFhChYng3gWCB8L9HXBxKkSsgyoLoXBrQ0cohBBCvNWj0EcE9A8gYl8EAHmL58V3sS+ezT0NG5ieSOKUHeUpBg0D4M5fmv5PLyPgYBtwaQ1VFoCNu6EjFEIIIVJJeJnAwSkHCZobhDpRjYmFCfV+qEftkbUxMc856UbOOZOcRqUC10/B2Vtz513oHLj7D0TuhrI/aJrwjNNOJSOEEEJ8SIqicPmvy+wYsoPo25o530q0LkGLBS1wcHcwcHT6J4lTdmdiDV4zwL2bZuynB/vg3DgI/x9UXQzOzQ0doRBCiFzqybUnbB+0nWvbrwFg72ZPi4UtKNm6pIEjyzqSOH0s7EpD40C4uQHODIeYq7DPWzNsQZV5YFXY0BEKIYTIJRJfJXLkpyMcnnGY5PhkjM2Mqf1dbeqNqYepVc6e/FgSp4+JSgVuHcGlJZyboJm25fYmuL9dM3BmqSGa6V2EEEKILHI14CrbB27n6Y2nAHg298RnkQ/5SuQzcGQfhiROHyNTW00tk0d3TfPdoyMQ8h2E+0NVPyjYwNARCiGEyGGe3XzGziE7ubzlMgB5XPLgPc+bMp+XQZWLBmyWxOlj5lARmh7U9Hc6MxKeX4LAhuDWBSrNAksnQ0cohBDiI5eckMzROUc5OOUgSa+SMDIxosaQGjQY3wDzPLnvJiVJnD52KiNNzZNLGzj7A1xbDhFr4e7fUOFHKN4XjOQyCyGE0N2NwBsE9A8gKiwKgKL1i+Lr54tjWUcDR2Y48ouaU5jnhepLwbMnnOwHT4Lh1CC48StUWwr5axo6QiGEEB+JmHsx7By2k4u/XwTAuqA1zWc3p3zn8rmqWS49kjjlNPmqQfNjcH0FnP0enobArlrg2QsqzgCL/IaOUAghRDaVnJjMiUUn2D9hPwkvElAZqajWvxqNJjfCwt7C0OFlC5I45URGxlD8W3D9DEJGwY1VcH0l3P4LvKaD59eaJj4hhBDi/7t1+Bbb+m3j4fmHABSuWRhfP1+cKzkbOLLsRRKnnMyiANT8VVPbdLIfPDsHJ77RJFHV/CBvFUNHKIQQwsBePnzJ7u92c3b1WQAs81nS9KemVOpRCZVR7m6WS48kTrlBgTrQ4hRcWaIZdTzqBOyopuk4XvFHMMt5Q+ILIYR4O3WymlPLT7H3h73EPYsDFVT+ujJNpjfBKp+VocPLtiRxyi2MTKDUYCjaHk6PgJvr4aof3PoDKs0G966aATaFEELkeHdP3GVbv23cP3UfAKdKTrRc2pLCNWQWineRxCm3sXSGOus0zXfB/SH6MhzrBtd/gWpLwL68oSMUQgiRRWKjYgn8PpDTK06DAuZ25jSe2piq31bFyFj6vmaEJE65lVNj8DkLYfPg/GR4dAi2V4KSg6H8RDDNY+gIhRBC6ImiVjiz6gx7Ru3hVdQrACp+VZGmM5tiU9DGwNF9XCRxys2MzaDMKCjaEU4Phdub4fJczUTCledCkfbSfCeEEB+5yJBItvXbxp2gOwA4lnPE18+XovWKGjiyj5MkTgKsi0C9P+HeDggeAC+uw5EvNc13VReDbUlDRyiEEEJHcc/j2Dd+HycXn0RRK5jZmNFwUkOqD6yOsamxocP7aEniJP5PoRbQ8gJcmgkXp0HkHggoD6VGQLmxYCJ3WQghRHanKArn159n94jdvIh8AUDZDmVpPqc5ti62Bo7u4yeJk0jN2ALKjwf3LhA8CO5tg0vTIWIdVFkAhdtK850QQmRTjy49IqB/ABH7IwDIVyIfvkt88WjqYdjAchBJnET6bDygwT+ayYKDB0HsLTjUDgq1hKoLNa8LIYTIFhJeJHBg8gGOzTuGOkmNiaUJ9cfWp9bwWpiYy0+9PklpijdTqTQ1TE5N4cJUuDxbUwO1LRDKjIEy32lqqIQQQhiEoiiE/hnKzqE7ib4TDUDJtiVpMb8F9m72hg0uh5LESbybiTV4TQP3rzSdxx8EwvkJEP4/TefxQi0MHaEQQuQ6UVej2D5gO9d3XQfA3t0en0U+lGhZwsCR5WySOImMsysFjXfDrY1wepjm7rv9PuD6KVSeD9auho5QCCFyvMRXiRyefpgjPx0hOSEZYzNj6oyuQ93RdTG1NDV0eDmeJE5CNyoVFO0AhXzh/EQIW6AZ/+neDk2n8pJDNeNDCSGE0Luwf8LYMWgHzyKeAVCsRTF8FvmQt1hewwaWi0jiJDLHNA9UngMe3eFkP3h0GEJGw43VmqlbCjYydIRCCJFjPIt4xo7BOwj7OwwA28K2tFjQglLtSqGSO50/KEmcxPuxLw9ND0L4GggZCdGhENhYMxp55TmaufGEEEJkSlJ8EkdnH+XQ1EMkvUrCyMSImsNq0mBcA8xspHbfECRxEu9PpQKPr6BwGzg7Fq4thZu/wd1/ocIUKNEfjOStJoQQuri++zrbB2wn6koUAG4N3fBd4kuBMgUMHFnuJr9mQn/M7KHaYvDsCSf7QtQJOD0EbqyCan5QoLahIxRCiGwv+k40O4ft5NIflwCwcbKh+ZzmlOtYTprlsgFJnIT+5a0MzYM0c92FjIFnZ2F3HfDoAV4/gYX8tSSEEP+VnJjM8QXH2T9xP4kvE1EZqag+sDoNJzXEwk7GzMsuJHESWUNlBMX6QOFP4exouL5SU/N0ZwtUnAaevcFIJpkUQgiAmwdvsq3fNh5dfASAa21XfP18caroZODIxH9J4iSylkV+qPELePSC4H7wNETTjHd9JVRbCvmqGjpCIYQwmBeRL9g9cjfn1p4DwCq/FU1nNsWrmxcqI2mWy44kcRIfRoFa4H0Sri6Fc2PhSTDsrA7FvtGMSm7mYOgIhRDig1EnqwleGszeH/YSHx0PKqjSpwpNpjXBMq+locMTbyGJk/hwjEyg5EAo8gWcGQkRa+HaMri9Cbxmgkc3TROfEELkYHeO3WFbv21EnokEwLmKMy2XtsSlmouBIxMZIYmT+PAsnaD2GvD8WtN89/wSHO8JN1ZCVT9wqGDoCIUQQu9io2LZM3oPZ345A4CFvQWNpzWmSp8qGBnLH40fC0mchOEUbAA+IZppW85PhEdHYEdlKDEQKkwCU1tDRyiEEO9NUSucXnmawNGBvHryCgCv7l40/akp1o7WBo5O6ErnxOncuXNvfb1CBaktEDowMoXSI6Dol3BqqKbZLmw+3PodKs3RLJdxS4QQH6n7p++zrd827h6/C0DBCgXxXeJLkbpFDByZyCydEycvLy/tAFyKogCgUqlQFAWVSkVycrJ+IxS5g1VhqPcH3N8FwQMg5ioc7aQZC6rqYrArbegIhRAiw+KexbF33F6C/YJR1ApmecxoNLkR1QdUx8hEmuU+ZjonTnXr1iUkJITRo0fTqVMnGcVU6Jdzc/A9D6Gz4OJUeLAXtleEUsOg3DgwkWptIUT2pSgK59acY/fI3bx8+BKAch3L0Xx2c/IUymPg6IQ+6Jz2Hjx4EH9/f/z9/Wnfvj137tyhaNGi2ocQ783YHMqNhZaXwKU1qBPh0k/wb2m4vRn+f02nEEJkJw8vPGR1w9Vs6baFlw9fkr9Ufr4K/IrP1n8mSVMOkqn6wk8//ZRLly7RqVMn2rZty6effsq1a9cyFcCSJUtwc3PDwsKCGjVqcOLEibeuP3/+fEqWLImlpSWurq4MHTqUuLi4TB1bZHM27tDgb6j/N1i7QextOPQZ7G8JMZl7vwkhhL7Fx8Sza8Qulnkt4+bBm5hamdJkehO+Pfst7o3dDR2e0LNMN7SamJgwZMgQrl27hru7O5UrV2bIkCE67eP3339n2LBhTJgwgdOnT1OxYkW8vb15+PBhuuuvX7+e0aNHM2HCBEJDQ1m5ciW///4733//fWZPQ3wMCreGlheh7FgwMoP722FbOTg3EZJeGTo6IUQupSgKFzdeZEmpJQTNCUJJVijVrhT9Q/tTd3RdjM1kWqmcSOc+Tg4ODun2a4qPj2fRokXMnz8/w/uaO3cuvXv3pkePHgAsW7aMbdu28euvvzJ69Og06x89epQ6derQqVMnANzc3OjYsSPHjx/X9TTEx8bECipOAfeuEDwQInfBhUkQsQaqLALHZoaOUAiRi0SFRbF72G5u7L4BgIOnAz6LfCjuU9zAkYmspnPiNG/ePL10CE9ISODUqVOMGTNGu8zIyIimTZsSFBSU7ja1a9dm7dq1nDhxgurVq3Pjxg0CAgLo2rXre8cjPhK2JaDRDs2wBaeGwosbcKAlxoXaYKluZejohBA5XGJsIvfX3WfFlhWoE9UYmxtTd0xd6o6qi4mFDI2YG+h8lbt3766XAz9+/Jjk5GQKFiyYannBggW5fPlyutt06tSJx48fU7duXRRFISkpiW+//fatTXXx8fHEx8drn0dHRwOQmJhIYmKiHs4ktZR9ZsW+xWucPwHvJhhdmorR1YUY3fubxuxAffEeiaVHaJr0RJaT97vhSNl/eFf+ucKuobuIvqX5HfH08aT53OY4eDqgoMi1yEJZ/X7XZb86J07Gxsbcv38fR0dHXTd9b/v372fatGn4+flRo0YNrl27xuDBg5kyZQrjxo1Ld5vp06czadKkNMt37dqFlZVVlsW6e/fuLNu3eF198li4USF+OfnVF+HSRGJCV3DOvA+PjSsaOrhcQ97vhiNln/XiI+O5+8tdooM1CZNpAVNcerlgU8OGoLAgCDNwgLlIVr3fY2NjM7yuSlF0u7fbyMiIyMjI906cEhISsLKyYtOmTXzyySfa5d26dePZs2ds3bo1zTb16tWjZs2azJo1S7ts7dq19OnThxcvXmBklLave3o1Tq6urjx+/BhbW/1P6ZGYmMju3btp1qwZpqamet+/SF9iQgKhO8ZSmfWo4jU3F6hdvyC54iywLGTg6HIueb8bjpR91kuKS+LYnGMc/ekoSXFJGJkaUW1QNWKrxdKidQsp9w8oq9/v0dHR5M+fn+fPn78zN8hUg6w++jiZmZlRpUoVAgMDtYmTWq0mMDCQAQMGpLtNbGxsmuTI2Fhz18Kb8j9zc3PMzc3TLDc1Nc3SN31W71+kdcekIRWafo9p6BS4ugSj239gdH87lJ8EJQdqpncRWULe74YjZZ81ru28xvYB23ly7QkA7o3d8V3ii52nHQEBAVLuBpJV5a7LPjOVODk5Ob3xNV2mXBk2bBjdunWjatWqVK9enfnz5/Py5UvtXXZfffUVLi4uTJ8+HYDWrVszd+5cKlWqpG2qGzduHK1bt9YmUCKXM7OHqgvBowec7AdRx+DMcAj3h6p+4FjX0BEKIbKx57efs3PoTkL/DAXAxtkG77nelO1QFpVKJf2YROYSp02bNpE3b973PniHDh149OgR48ePJzIyEi8vL3bs2KHtMH7r1q1UNUxjx45FpVIxduxY7t69S4ECBWjdujVTp05971hEDpO3EjQ/AjdWQcgoeHYe9tQD925QaSZYfPg+ekKI7Cs5IZlj849xYPIBEl8mojJWUWNQDRpObIi5bdpWC5F76Zw4qVQq6tSpo7fO4QMGDHhj09z+/ftTPTcxMWHChAlMmDBBL8cWOZzKCDx7QeFPIGSMZsLg8NVwZytUnArFvgEjqakUIreL2B/Btn7beBz6GIAidYvgu8SXghUKvmNLkRvpPHK4jn3JhTA883xQ42doHgQOlSDxGQT3h1014PHbp/gRQuRcLyJfsLnLZlY3Ws3j0MdYFbCirX9buh/sLkmTeCOda5z27dunl2Y6IT64/DXA+yRcWwZnf4Anp2BXTSjWGypO0yRYQogcT52k5sSSE+wfv5/46HhQQdW+VWn8Y2MsHSwNHZ7I5nSucXr58iWBgYFplu/cuZPt27frJSghsoyRMZToD63CwP0rQIFrP8O/JeH6SlDUho5QCJGFbgfd5ueqP7NzyE7io+MpVK0QvU/0puWSlpI0iQzROXEaPXp0unfOKYqS7vxyQmRLlgWh1mpoegDsykF8FBz/GnbXhachho5OCKFnLx+9ZGuvrfxa+1cenH2AhYMFLZe1pFdQLwpVlbHeRMbp3FR39epVypQpk2Z5qVKluHbtml6CEuKDcawPPqchbBGcnwCPg2BHFSg+ACpMBjM7Q0cohHgPilrh1IpTBI4JJO5pHABePb1oOqMp1gWsDRyd+BjpXONkZ2fHjRs30iy/du0a1tbyJhQfISNTKD0MWl2GIh00zXVXFsK/pSB8HcgNEUJ8lO6duscvNX9h27fbiHsaR8GKBel5pCdtV7aVpElkms6JU9u2bRkyZAjXr1/XLrt27RrDhw+nTZs2eg1OiA/KygXqboDGuyFPCYiLhKAuENgYnl8ydHRCiAx69fQV2/ptY0W1Fdw7eQ9zW3NaLGhBn+A+uNZ2NXR44iOnc+I0c+ZMrK2tKVWqFO7u7ri7u1O6dGny5cvH7NmzsyJGIT4sp6bge04z1pOxJTzcDwEV4cx3kPjC0NEJId5AURRCVoewuORigpcGgwLlO5en/+X+1BhUAyMTnX/yhEhD5z5OdnZ2HD16lN27d3P27FksLS2pUKEC9evXz4r4hDAMY3Mo+z0U7QSnh2gGzQydBTd/g8rzwPUz0MOcjUII/Xhw7gEB/QO4dfgWAPlL58d3iS/ujdwNHJnIaTI9yW/z5s1p3ry5vuMRInuxcYP6W+DuNggeCC/D4fAX4NQcqi4G2+KGjlCIXC0+Op79E/dzfOFxlGQFU2tTGkxoQM3BNTE2k5kBhP5lqt7ywIEDtG7dmmLFilGsWDHatGnDoUOH9B2bENmHS0toeRHKjQcjM4jcBQHl4Nx4SHpl6OiEyHUUReHChgssLrWYY/OOoSQrlP6sNP1D+1NnZB1JmkSW0TlxWrt2LU2bNsXKyopBgwYxaNAgLC0tadKkCevXr8+KGIXIHkwsocIkTQLl3ALUCXBhCmwrC3f/NXR0QuQajy8/Zk3TNfzZ8U9e3H9B3mJ56byjM+03tcfOVYYQEVlL56a6qVOnMnPmTIYOHapdNmjQIObOncuUKVPo1KmTXgMUItvJUwwaBsCdv+DUYE3z3YHW4NIGqizQNO8JIfQu4WUCB388SNCcINSJakwsTKj7fV3qjKyDiUWmep4IoTOda5xu3LhB69at0yxv06YN4eHheglKiGxPpQLXT6FlKJT+DlQmcPdv2FYGLkyF5HhDRyhEjqEoCqF/heJXxo8jM46gTlRTolUJ+l3sR4NxDSRpEh+UzomTq6trunPV7dmzB1dXGR9D5DKmNlDpJ/A9C44NIfkVnBsLARXg/m5DRyfER+/J9Sesb7mejZ9u5Pmt59gVtePLrV/S8Z+OOHg4GDo8kQvpnKYPHz6cQYMGERISQu3atQE4cuQI/v7+LFiwQO8BCvFRsCsDTfZqhis4PRxirsC+5lDkC6g8F6wKGzpCIT4qSXFJHP7pMIenHyY5PhkjUyNqj6xN/R/qY2plaujwRC6mc+LUt29fnJycmDNnDhs3bgSgdOnS/P7777Rt21bvAQrx0VCpwK0TFGqpmffuyiK49QfcC4DyE6HkYM30LkKIt7q6/SrbB27n6fWnAHg088B3sS/5SuQzcGRCZHIcp3bt2tGuXTt9xyJEzmBmB1Xmg0cPONkPHh+FMyPhhj9U89NMLCyESOP5refsGLKDy39dBiBPoTx4z/emzOdlUMmAsyKbkB51QmQVh4rQ7BDcWA0h38Hzi7CnAbh1hUqzwLKgoSMUIltITkgmaG4QB6ccJDE2EZWxippDatJgQgPM85gbOjwhUtE5cXJwcHhr5v/kyZP3CkiIHEVlBJ49oHBbOPs9XPsZItZo7sCr8CMU7wtGMlCfyL3C94YT0D+Ax5cfA1CkXhFa+rXEsZyjgSMTIn06J07z588HNLeH9u3bl8mTJ+PoKG9wId7KPC9UXwaeveBkX3hyCk4NhBu/aprv8tc0dIRCfFAx92LYNXwXFzZcAMDa0Zpms5tRoUsFaZYT2ZrOiVO3bt20/x84cCCfffYZHh4eeg1KiBwrXzVofhyu/wwh38PTM7CrFnh+DV4zwFw6v4qcTZ2k5sTiE+wbv4+EmARURiqq9qtK4ymNsbC3MHR4QryT9HES4kMzMtY00bl+BiGjNJ3Gr/8CtzdrkifPXpomPiFymFtHbhHQL4AH5x4A4FLDhZZ+LXGu7GzgyITIuPdOnKRKVYhMsnCEmqvAoxcE94dn5+BEH7i+UtN8l7eyoSMUQi9ePnzJnlF7CPEPAcAyryVNf2pKpZ6VUBnJb4j4uOicOH366afa/8fFxfHtt99ibW2tXbZ582b9RCZEbuFYF1qcgiuL4dx4iDoOO6tB8X5QYQqY2Rs6QiEyRZ2s5tTPp9j7/V7insUBUOnrSjSd3hSr/FYGjk6IzNE5cbKz+7+Zp7t06aLXYITItYxMoNQQKNIezozQjEB+ZTHc2giVZoNbF80Am0J8JO6evEtAvwDuBd8DwKmSEy39WlK4poyiLz5uOidOq1atyoo4hBAAVoWgznpNZ/Hg/hB9GYK+0vSBqroE7MsZOkIh3urVk1cEfh/IqZ9PgQLmduY0/rExVftWxchY+u6Jj5/O7+Lk5OQ3vrZ7t0xqKoReODUGn7NQcToYW8HDg7DdC06PgMQYQ0cnRBqKWuHMr2dYXHIxp5ZrkqYKXSswIGwA1QdUl6RJ5Bg6v5N9fHx4+fJlqmVRUVF06dKF9u3b6y0wIXI9YzMoOxpahULhdqAkw+U58G8puLkRFMXQEQoBQOTZSFbVW8Xfvf4m9nEsBcoWoPuB7rT7XztsCtoYOjwh9ErnxMnGxoa6desSGRkJwOrVqylZsiSxsbFcvHhR7wEKketZF4H6m6FhANh4wqt7cKQD7POG6DBDRydysbjncewYsoOfK//M7aO3MbU2pdmsZnxz5huK1i9q6PCEyBI693H6888/GTRoEDVr1sTDw4OrV6+yYsUKmfRXiKxWyAdaXoBLP8HF6RC5GwLKQ+nvoOz3YCJ3KYkPQ1EULvx2gV3Dd/Ei8gUAZduXpfmc5tgWtjVwdEJkLZ0TJ5VKxaJFi3B1dWXMmDFs3bqVVq1aZUVsQoj/MraA8hM0d9mdGgT3AuDiVIhYC1UWQuE2ho5Q5HCPLj0iYEAAEfsiAMhbPC++S3zxbOZp2MCE+EB0TpwWLlwIgIWFBfXq1eOLL75gzJgx2NvbAzBo0CC9BiiESEceT2jwL9zZCqcGw8ubcLAtFGoFVReCjbuhIxQ5TMKLBA5MOcCxucdQJ6kxsTSh3g/1qD2iNibmMgmFyD10frfPmzdP+//Y2Fji4+NZsmQJVlZWqFQqSZyE+FBUKnD9BJybwYUfNR3H7/0L2/ZAme+hzEhNDZUQ70FRFEI3h7Jz6E6ib0cDULJNSVosaIG9m71hgxPCAHROnMLDwwG4ffs2Pj4+NGnSBH9/f8zMzPQenBAiA0yswWs6uHfTjP30YC+cHw/h/4Oqi6GQt6EjFB+pqKtRbB+4nes7rwNg72aPzyIfSrQqYeDIhDCcTA2sce7cOWrWrMnly5cpVqyYzFcnRHZgVwoa74Hav4GlM7y4BvtbwKHP4eVtQ0cnPiKJrxLZN2EfS8st5frO6xibGVN/XH36XeonSZPI9XROnPbs2UODBg0YNWoUJ06cYNu2bVSoUIFDhw5lRXxCCF2oVOD2JbS6DCWHgsoYbv8J20rDpZmQnGDoCEU2d2XbFfzK+nFw8kGSE5Lx9Pak74W+NJrcCFNLU0OHJ4TB6Zw4ffbZZ6xcuZJBgwZRuXJlTp48Sa9evfD19aVPnz5ZEaMQQlemtlBlLrQ4DQXqQtJLCBmlGX38wX5DRyeyoWc3n7Hhkw381uo3noU/w7awLV9s+oLO2zuTr3g+Q4cnRLahc+K0fft2Pv300//bgZERI0aM4Pz589y5c0evwQkh3pNDBWh6EGr6g3kBiA6FwEZwtAu8ijR0dCIbSIpP4tC0QywpvYSwrWEYmRhRe2Rt+of2p8xnZaQrhhD/oXPn8Nq1a6e73M3NjYCAgPcOSAihZyoVeHTTjPF0dixcXQoR6+DuP1B+MpToD0ZyO3ludGPPDQL6BxB1JQqAog2K4rvEF8eyjgaOTIjsK1Odww8dOkSXLl2oVasWd+/eBWDNmjUcPnxYr8EJIfTIzAGqLQHvE5C3GiRGw+khsKMqPAoydHTiA4q+G82mDptY02wNUVeisC5oTbu17ei2r5skTUK8g86J059//om3tzeWlpacOXOG+Ph4AJ4/f860adP0HqAQQs/yVYXmQVBtmSaZenYWdteGY70g7pGhoxNZKDkxmaNzjrKk1BIubryIykhF9UHVGRA2gAqdK0iznBAZoHPi9OOPP7Js2TJWrFiBqen/3WFRp04dTp8+rdfghBBZxMgYin8DrcLAo6dm2Y1f4d+ScHU5KGrDxif07uahm/xc+Wd2j9hNwosECtcqTJ9TffBZ4IOFnQyUKkRG6dyxISwsjPr166dZbmdnx7Nnz/QRkxDiQ7EoADVXgmcvONlPU/t08lu4vhKqL4W8VQwdoXhPLx68YM93ezj7v7MAWOazpNnMZnh190JlJDVMQuhK5xonJycnrl27lmb54cOH8fDw0EtQQogPrEBtaBEMVRZohjJ4chJ2VIOT/SHhqaGjE5mgTlZzYskJFpdcrEmaVFDlmyoMCBtApZ6VJGkSIpN0Tpx69+7N4MGDOX78OCqVinv37rFu3TpGjBhB3759syJGIcSHYGQCJQdpBs906wwocNUP/ikJN1aDohg6QpFBd47f4Zfqv7B9wHbin8fjXNmZr499TatlrbDKZ2Xo8IT4qOncVDd69GjUajVNmjQhNjaW+vXrY25uzogRIxg4cGBWxCiE+JAsnaH22v/ffNdfM/bTse5w/ReoukQzNpTIlmKjYgkcE8jpX06DAhb2FjSe2pgq31TByDhTN1ELIf5D50+SSqXihx9+4MmTJ1y4cIFjx47x6NEjpkyZkqkAlixZgpubGxYWFtSoUYMTJ068df1nz57Rv39/nJ2dMTc3p0SJEjJ+lBBZoWAj8AkBr5/A2AoeHYYdleHUMM1QBiLbUNQKp385zeKSizm9QpM0VexWkQFhA6jWr5okTULoUaZHvTMzM6NMmTLvdfDff/+dYcOGsWzZMmrUqMH8+fPx9vYmLCwMR8e0Y4kkJCTQrFkzHB0d2bRpEy4uLty8eRN7e/v3ikMI8QbGZlDmOyjaEU4P1cx7FzYPbm2ASnOh0Kfv3ofIUpFnItk1eBd3jmlmbnAs74jvEl+K1itq4MiEyJl0TpwqV6781td1GZJg7ty59O7dmx49egCwbNkytm3bxq+//sro0aPTrP/rr7/y5MkTjh49qh0Kwc3NLePBCyEyx9oV6m2CezsheAC8uAZHO2Ls2Agb9WeGji5Xinsex50Vdzi7/SyKWsHMxoyGkxtSfUB1jE2NDR2eEDmWzolTSEgIw4cPx8bG5r0OnJCQwKlTpxgzZox2mZGREU2bNiUoKP1RjP/++29q1apF//792bp1KwUKFKBTp06MGjUKY+P0vyji4+O1g3QCREdrmhgSExNJTEx8r3NIT8o+s2Lf4s2k3D+QAo2h+WmMwuZgFPoTRg/30YhDJIeEk1huLJhYGzrCHE9RFC6uv8ieUXuIfRgLQJn2ZWgyswl5CuVBjRp1oozDlVXku8YwsrrcddmvSlF0u1XGyMiIyMjIdJvSdHHv3j1cXFw4evQotWrV0i7/7rvvOHDgAMePH0+zTalSpYiIiKBz587069ePa9eu0a9fPwYNGsSECRPSPc7EiROZNGlSmuXr16/HykruLhEis6zUkZRP+AWn5GAAYlUFOG/Wi0jjGpr58YTevbr1ijvL7/Dy4ksAzF3MKdynMHkq5jFwZEJ83GJjY+nUqRPPnz/H1tb2revqXOOkUqkMNiy/Wq3G0dGRn3/+GWNjY6pUqcLdu3eZNWvWGxOnMWPGMGzYMO3z6OhoXF1dad68+TsLJzMSExPZvXs3zZo1SzWyushaUu6GkZjYlePbp1LNaC1Wr25RI34GaicfkivNBRtPQ4eXYyS8SODQj4c4t/Ac6iQ1JpYm1BpVi+dln+Pt6y3v+Q9IvmsMI6vLPaU1KiN0TpwURaFEiRKYmZlhbW1NoUKFqFSpEt26daNq1aoZ3k/+/PkxNjbmwYMHqZY/ePAAJyendLdxdnbG1NQ0VbNc6dKliYyMJCEhATMzszTbmJubY25unma5qalplr7ps3r/In1S7h9epEl1kpt/h9GVmRA6C6PI7Rjt3Atlx0CZUWAs03lklqIoXNp0iZ1DdxJzNwaAUp+Uwnu+N9aFrAkICJD3vIFIuRtGVpW7LvvUOXFatWoViqKQmJhIdHQ09+7d4+TJk9SsWZMtW7bQqlWrDO3HzMyMKlWqEBgYyCeffAJoapQCAwMZMGBAutvUqVOH9evXo1arMTLS3F575coVnJ2d002ahBAfiIkVVJwK7l9pOo9H7oHzEyF8DVRdBIV8DB3hRyfqShQBAwK4sfsGAA4eDvgs8qG4b3FA+tgIYSg6J07dunVLd/kPP/zA5MmTM5w4AQwbNkxbU1W9enXmz5/Py5cvtXfZffXVV7i4uDB9+nQA+vbty+LFixk8eDADBw7k6tWrTJs2jUGDBul6GkKIrGBbEhrtglt/aIYveHEd9vtC4XZQZT5YFzF0hNleYmwih6Yd4uisoyQnJGNsbkzd0XWpM6oOppZSwyGEoWV6HKf/GjZsGAULFtRpmw4dOvDo0SPGjx9PZGQkXl5e7NixQ7ufW7duaWuWAFxdXdm5cydDhw6lQoUKuLi4MHjwYEaNGqWv0xBCvC+VCoq219QynZ8EYfPhzl9wfyeUGwelhmnGhxJphP0Txo5BO3gW8QyAYj7F8FnoQ95ied+4TUoLQHJy8geKMndLTEzExMSEuLg4KfMP6H3L3djYGBMTE7300db5rro3SUpK4ujRo4CmGa5mzZr62K3eRUdHY2dnl6Ge85mRmJhIQEAAvr6+0v79AUm5G0aGyv3ZBTjZDx4d0jy3LaWZusWp8YcLNJt7Gv6UHYN3cOWfKwDYutrSYkELSn1S6o1f9ImJiezYsYNy5coRFxf3IcPN1RRF4dWrV1haWhrsRqncSB/lbmVl9cauPbrkBjrXOP3999/pLn/27Bk9evSgbdu2ODg4ZNvESQjxgdmXg6YHIGItnBkB0ZdhbxPNaOSV52jmxsulkuKTODrrKIemHiIpLgkjEyNqDa9F/XH1MbN+e62cWq2mQIECJCUlUahQIczMzOSH/ANQq9W8ePECGxubVC0iImu9T7krikJCQgKPHj0iPDyc4sWLv9e10zlxSunInR6VSsXmzZszHYwQIodSqcC9K7i0hnPj4Kof3PwN7v4LFSZDiQFgpLeeAx+F67uuEzAggCdXnwDg1sgN3yW+FChdIEPbJyYmYmpqirOz83sPSCwyTq1Wk5CQgIWFhSROH9D7lrulpSWmpqbcvHlTu5/MytRVv3//Pmq1OtXj3r17mQ5CCJFLmNlr7rLzPgn5akBSjKYT+Y4q8OiIoaP7IKLvRPPHF3+w1nstT64+wcbZhk/Xf8pXgV9lOGkCzV/RgPx4C5FB+vqsZOpPvPQOLlXEQogMy1sZmh+F6yshZDQ8Owe764JHd/D6CSzeb2aC7Cg5MZlj849xYNIBEl8mojJWUX1gdRpNaoS5bdqx5oQQ2VOmEqcVK1bg4OCAra0t7u7uOg18KYQQAKiMoFhvzVAFZ8fA9V/ghj/c3gJe08CzDxjljMlqIw5EENAvgEeXHgHgWscV3yW+OFVMf7BfIUT2pXPiVKRIEVasWEF8fDxPnjwhISEBKysr2rZtmxXxCSFyOov8UGMFePbS3H339Izm3+u/QjU/yFfN0BFm2ovIF+weuZtza88BYFXAimYzm1Hxq4qojHJnLb2bmxtDhgxhyJAh2mX79++nUaNGPH36FHt7e4PFJkRG6Jw4RUREpHp+9+5d9u/fz08//QTA7du3MTIywsXFRS8BCiFyifw1NX2fri6Fc2PhSTDsrAHF+kDFaWD+5rGMsht1kpqTS0+yb+w+4qPjQQVVv61K46mNsXSwNHR4Qoj38N49pVxcXOjcuTN//fUXrq6u1K9fn08//VQfsQkhchsjYyg5AFqFgVtXQIFry+HfkpoaKEVt6Ajf6XbQbVZUW8GOQTuIj46nUNVCfH38a1r6tZSkiYz1h42KiqJjx464uLhgZWVF+fLl+e2331Kto1armTlzJsWKFcPc3JwiRYowdepU7THe9Ni/fz8RERGoVCpCQkK0+xs3bhwqlYr58+cDmlowlUrFs2fPtOt0796ddu3aaZ83bNgwVc0ZwMSJE/Hy8tI+P3nyJM2aNSN//vzY2dnRoEEDTp8+nWqby5cv06xZM+zs7LRxvq3m7eDBg5QuXRorKyvs7Ozw9vbm6tWr2tfXrFlD1apVyZMnD05OTnTq1ImHDx9qX0/v3FLKbcuWLdrnQUFB1KpVCxsbG21cKefWvXv3N5Zx9+7dAYiPj2fQoEE4OjpiYWFB3bp1OXnyZKpjXrx4kVatWmFra0uePHmoV68e169fZ+LEian2aWxsjIODA8bGxjRs2FAbw9vu9M8qersdw9PTk4iICMLDwzl+/Li+diuEyI0sC0Lt/2nGf7IrC/GP4Xgv2F0Pnp41dHTpin0cy99f/82vtX8lMiQSCwcLWi5tSa9jvXCp9gFq4BUFkl4a5qHDOMr58+fn8ePHb10nLi6OKlWqsG3bNi5cuECfPn3o2rUrJ06c0K4zZswYZsyYwbhx47h06RLr16/Xzjpx//597QPgzz//1D6vXbt2muPduXOH+fPnY2mp/8Q2JiaGbt26cfjwYY4dO0bx4sXx9fUlJiZGu07Pnj1JTEzkyJEj3L9/X5u8vYmLiwuLFy/m4sWLHD58GCMjI7755hvt64mJiUyZMoWzZ8+yZcsWIiIitMmMLj7//HNcXV05c+YM9+/fZ/jw4drXFixYoC3T9u3b0759e+3zBQsWAPDdd9/x559/snr1ak6fPk2xYsXw9vbmyRPNEBx3796lfv36mJubs3fvXk6dOkXPnj1JSkpixIgR2v0NHz6cWrVqcfnyZe7evWvwYY/ea+CUuLg4EhISUi3LitG4hRC5lGN98DkDYQs0kwY/Pgo7KkOJgVB+EpjZGTpCFLXC6V9OEzgmkFdPXgHg1cOLpj81xbqA9YcLJDkWNhpoPKf2L8AkY+dat25dfvvtN/r06UORIunPXeji4sKIESO0zwcOHMjOnTvZuHEj1atXJyYmhgULFrB48WLt/Kmenp7UrVsXACen1J3u8+bNm2bZ63744Qc6dOjAnj17tMtSkqhXr169V7+rxo1Tj5D/888/Y29vz4EDB7Rzu4aEhPDLL79Qrlw5AOzs3v6+9vT0xNPTE9D8Djs7O3P9+nXt6z179tT+38PDg4ULF1KtWjXtAJIZ8fDhQ+7du8eQIUMoXlwzsfTr29rZ2WnjTCmr18v45cuXLF26FH9/f3x8NJN8r1ixgt27d7Ny5UpGjhzJkiVLsLOzY8OGDdqZB0qUKKHdR8rxbGxsMDMzo2DBgtja2hp8CA6djx4bG8uAAQNwdHTE2toaBweHVA8hhNArI1MoPQJaXYYi7TXNdWEL4N9SELFep9oOfbt36h4ra63k32/+5dWTVxSsUJAeh3vQ9te2HzZp+oiMHTsWNzc3ihYtio2NDTY2Ntof1hTJyclMmTKF8uXLkzdvXmxsbNi5cye3bt0CIDQ0lPj4eJo0afLe8Zw+fZq//vqLKVOmpFpevHhxzMzM0jQR/pefn5/2PGxsbJg2bVqq1x88eEDv3r0pXrw4dnZ22Nra8uLFC+25ALi7u/PXX38RGxub4bhv3bqFjY0N1tbWnDhxAn9/f+1rp06donXr1hQpUoQ8efLQoEED7TavK1y4cKrYX5c3b17s7OzYuHEjiYmJGY4rxfXr10lMTKROnTraZaamplSvXp3Q0FBAkzDWq1fvvabJ+vfff7GxscHBwYGKFSvy66+/ZnpfGaVzjdPIkSPZt28fS5cupWvXrixZsoS7d++yfPlyZsyYkRUxCiEEWBWGur/D/a8huD/EXIWjnTXDGFRdDHZlPlgor56+Yu/YvQQvDQYFzPKY0WhKI6r3r46RiYH+Gja20tT8GOrYGZQvXz4CAwN5+vQpUVFRABw/fpwuXbpo15k1axYLFixg/vz5lC9fHmtra4YMGaJt4dBnk9rw4cMZMWIEzs6pp/7Jmzcvc+fOZejQofzwww8YGxsTHx+Pr69vqvU6d+7MDz/8oH2+cOFCDh48qH3erVs3oqKiWLBgAUWLFsXc3JxatWqlaq1ZuXIl3bp1I0+ePFhaWpKUlPTOka0LFSpESEgIkZGR2mbL5cuX8/LlS7y9vfH29mbdunUUKFCAW7du4e3tnaaF6NChQ+TJk0f7PKVmCcDExIQ1a9bQt29fFi9ejIWFBQkJCZQpo7/PmT6uY6NGjVi6dKl23syvv/6a8uXLU61a1t2Nq/Mn/J9//sHPz4/PPvsMExMT6tWrx9ixY5k2bRrr1q3LihiFEOL/ODcD3/NQ4UcwtoQH+yCgIpwZBYlZmzgoisLZ/51lccnFBPtpkqbyncozIGwANQfXNFzSBJppbUysDfPIxADIDg4OFCtWjGLFiqW5C/vIkSO0bduWLl26ULFiRTw8PLhy5Yr29eLFi2NpaUlgYOB7Fdnff//NlStXUjULvq5///48f/6cCxcuEBISQps2bdKsY2dnpz2PYsWKkTdv6rs/jxw5wqBBg/D19aVs2bKYm5un6eNVs2ZN2rRpQ9WqVTlz5gyTJ09+Z+wmJiYUK1aMunXrMmLECO3v7+XLl4mKimLGjBnUq1ePUqVKpeoY/jp3d/dUsf9X69atqV27Nq1btyYkJIRvv/32nXGl8PT0xMzMjCNH/m9GgMTERE6ePKlNvipUqMChQ4cyVaOVwtrammLFilG6dGmGDx9Ovnz5OHs2a/tB6lzj9OTJEzw8PABNf6aUTl5169alb9+++o1OCCHSY2wO5X4At85wajDc/RtCZ2rmv6s8D1w/zdSP+ds8OP+AgP4B3Dqkae7IXzo/vkt8cW/krtfjCE1itGnTJo4ePYqDgwNz587lwYMH2h9cCwsLRo0axXfffYeZmRl16tTh0aNHXLx4kV69emX4ODNnzmTRokVYWb25xszS0lLbnyhPnjw8ffpU53NJucstOjqakSNHpqlp+fPPP/H39+fUqVMUKVIER8e3j5z/77//4uDggKurK3fu3GHmzJlUqlQJ0Iy1aGZmxqJFi/j222+5cOFCmmbIjJo7dy4hISGcPHkSOzu7NEnh21hbW9O3b19GjhxJ3rx5KVKkCDNnziQ2NlZ7jQYMGMCiRYv48ssvGTNmDHZ2dhw7dozq1atTsmTJDB1HrVYTFxenrXGKiorS9hXLKjr/eeTh4UF4eDgApUqVYuPGjYCmJkoGLhNCfFA2btBgKzT4B6zdIPY2HP4c9vtA9NV3bZ0h8THx7By+k+WVlnPr0C1MrUxpMqMJ34Z8K0lTFhk7diyVK1fG29ubhg0b4uTklOa283HjxjF8+HDGjx9P6dKl6dChwxtrVt6kWLFi2s7lWWXlypU8ffqUypUr07VrV+3t+SmuXLnC119/zfr169/YWf6/7ty5Q7du3ShevDjt2rXDxcVFW+NUoEAB/P39+eOPPyhTpgwzZsxg9uzZOsd96NAhJk2axJ9//vnOzupvMmPGDD777DO6du1K5cqVuXbtGjt37tT2h86XLx979+7lxYsXNGjQgCpVqrBixQqd+jz9888/WFpakjdvXsaOHcuiRYuoWbNmpuLNKJWi6Nazct68eRgbGzNo0CD27NlD69atURSFxMRE5s6dy+DBg7MqVr2Ijo7Gzs6O58+fZ8kdgClZr6+v73t1eBO6kXI3jGxV7kmv4NJ0uPQTqBPAyAzKjNY8THTvS6EoChc3XmTXsF3E3NPcOl7609J4z/PGrojh7+aLiYnhypUr2vF8xIehVquJjo7OFnd35Sb6KPe4uDjCw8Nxd3dP04dMl9xA56a6oUOHav/ftGlTLl++zKlTpyhWrBgVKlTQdXdCCKEfJpZQYbJm4MzgARC5Cy5MhvA1UHURuLTM8K4ehz1m+4Dt3NhzAwAHTwd8F/tSrEXafiBCiNzlvcZxAihatChFixbVRyxCCPH+bItDox1wezOcHgIvw+FAKyjcFqosAOs3f18lxiZy8MeDHJ19FHWiGhMLE+qOqUud7+pgYvHeX5dCiBxA52+ChQsXvvX1QYMGZToYIYTQC5UKinwGzt6aWqfL8+DOVri/C8qNhVLDNR3M/z9FUQjbGsaOwTt4fus5AMVbFsdnoQ8OHjI+nRDi/+icOM2bN0/7/9u3b+Ps7IyJiWY3KpVKEichRPZhagOVZoJ7N83YTw8PwNkf4MZqqLYEnJry9MZTtg/aztVtms7kdkXtaLGgBSXblMzQvGpCiNxF58Qp5Y460NyaeeDAAe3wBEIIkS3Zl4Um+zQjjZ8ZDjFXSNrhw5FDfTi83pmkuGSMTI2oPbI29X+oj6mV3GAghEifNNoLIXIHlQrcO4NLK64tm0LAtESePsgLJONe0xjflb3IX8b5nbsRQuRukjgJIXKN57efs3PITkI3a6aZyJMvjuYd/6FszYuown+H/H7gWM/AUQohsjOdE6dz585p/68oCpcvX+bFi/+b5kCGJBBCZDfJCckEzQvi4OSDJMYmojJWUWNwDRpOqI/5o2IQMgqeX4A99cH9K/CaCZYFDR22ECIb0jlx8vLyQqVSkTJuZqtWrbTPVSoVycnJeg9SCCEyK3xfOAH9A3gcqpkfrEi9Ivgu8aVg+f+fGNn2gsKfaDqNX/sZwv+nuQOv4lQo9i0YGRsueCFEtvNencOFECK7irkfw67hu7jw2wUArB2taTarGRW6Vkh7t5x5Pqi+DDx6wsm+8PS0ZhDN679CNT/IX8MAZyCEyI50TpxksEshRHamTlJzYskJ9o3bR0JMAiojFVX7VqXxj42xsLd4+8b5q4P3Cbi2XFMD9fQ07KoFnl+D13RNgiXeS/fu3Vm9evUbX3/69KnMeyqyNZ0Tp7///vutr7dp0ybTwQghxPu4ffQ22/pt48HZBwC4VHeh5dKWOFfW4W45I2Mo0Q+KfA5nvoPw1XB9BdzZDBVngGdPUMkcZe+jRYsWrFq1KtWyo0eP8tlnnxkoIiEyTudP/yeffEK7du1o164dn3zySapHu3btsiJGIYR4q5ePXrK151Z+rfMrD84+wDKvJa2Wt6JXUC/dkqbXWThCLX9oehDsy0N8FJzoDbvqwJMzeo0/tzE3N8fJySnVI2/evGnW+/PPPylbtizm5ua4ubkxZ86cNOtMnDgRlUqV6vHJJ59oX3dzc2P+/PmptunevXuqdXbs2EHdunWxt7cnX758tGrViuvXr6faJigoiFq1amFra4uDgwPGxsZ4eXm98Rw3btyIp6cnFhYW5MuXj88//5xHjx5pX587dy7ly5fH2toaV1dX+vXrl+pGK39//zQ1bxEREahUKkJCQrTL/v33XypWrIilpWWa82/YsGGaskl5TJw4EdDU8H311Vc4ODhgZWWFj48PV69eTXXcI0eO0LBhQ6ysrHBwcMDb25unT5/SvXv3N+6/e/fu2hiGDBnyxnL6GOmcOHXu3Jk8efIwZcoUXr16hVqt1j6kY7gQ4kNSJ6sJXhbM4pKLCVkVAkClXpUYEDaAKn2qoDLSw8jfjvWgxSmoPBdMbCDqGOysCsGDIOH5++9fTxRFIeFlgkEeKTcL6dOpU6do3749X375JefPn2fixImMGzcOf3//NOddtmxZ7t+/z/3792nfvr3Ox3r58iXDhg0jODiYwMBAjIyMaNeuHWq1WrvO559/jqurK6dOneLy5csMGzbsrfssVaoU/v7+hIWFsXPnTiIiIhg1apT2dSMjIxYuXMjFixdZvXo1e/fu5bvvvtMp7mfPntGhQwcaNmzIpUuX0pz/5s2bteVSq1Ythg8frn0+YsQIQJNEBgcH8/fffxMUFISiKPj6+pKYmAhASEgITZo0oUyZMgQFBXH48GFat25NcnIyCxYsSFXu7du31z5fsGCBTufyMdG5qW7NmjWcOnWK4cOHs3z5cqZNm0bnzp2zIjYhhHije8H32NZ3G/eC7wHg5OWEr58vrrVc9X8wI1MoNRSKtIfTw+HW73BlEdzaCJVmg1tnzQCbBpQYm8h0m+kGOfaYF2MwszbT6z7nzp1LkyZNGDduHAAlSpTg0qVLzJo1S1ubAZCYmIilpSVOTk4AWFpaEh8fr9Ox/ttE+Ouvv1KgQAEuXbpEuXLlePjwIffu3WPIkCEUL16c6OhobGxs3rrP14fmcXBwIF++fKkqF16vhXFzc+PHH3/k22+/xc/PL8NxX7lyhdjYWEaNGkWhQoWA1Of/ei2emZkZNjY22nICuHr1Kn///TdHjhyhdu3aAKxbtw5XV1e2bNnCF198wcyZM6latWqquMqWLav9v52dnfa4QKr951SZaqivUqUK+/fvZ8GCBUyePJmqVaty8OBBfccmhBBpvHr6in/7/suK6iu4F3wPc1tzWixsQe+TvbMmaXqdlQvU3QCN94BtSYh7AEFdIbARPLuYtcfOZUJDQ6lTp06qZXXq1OHq1aupEpDo6Gisra3fuq9Ro0ZhY2Ojfaxbty7V61evXqVjx454eHhga2uLm5sbALdu3QI0CYidnR0bN27U1sRkxKFDh7CxscHe3p5Xr16lamrcs2cPTZo0wcXFhTx58tC1a1eioqKIjY3VrvP8+fNUcb+esAC4urpiYmLCb7/9lqp2LKNCQ0MxMTGhRo3/u2s0X758lCxZktDQUOD/apzeh5+fHzY2NuTLl48aNWrwzz//vNf+DE3nGqfo6Gjt/xs3bsyRI0dYunQprVq1onHjxmzZskWf8QkhBACKWiFkdQh7vttD7GPNj0uFLhVoNqsZNk5v/+tf75yagM85uDwHLkzRTB683QtKDYFyEzSTC39gplamjHkx5oMfN+XYhnLv3j1tbcubjBw5MlUt1ahRo1IlX61bt6Zo0aKsWLGCQoUKoVarKVeuHAkJCQCYmJiwZs0a+vbty+LFi7GwsCAhIYEyZcq89bhVq1blzJkz3Lx5k8GDB7NixQrGjBlDREQErVq1om/fvkydOpW8efNy+PBhevXqRUJCAlZWVoBmPtjTp09r93f37l0aNmyofe7s7MzSpUsZNWoUY8aMwczMjPj4eFq2bJnR4nunlJqk99G5c2d++OEH4uPjWbVqFZ9//jk3btzAxcVFDxF+eDonTvb29unOGK4oykefRQohsqcH5x6wrd82bh+5DUCBMgXw9fPFrYGb4YIyNoOyY8CtE5waAne2QOhsiPgNqswD188/aPOdSqXSe3OZIZUuXZojR46kWnbkyBFKlCiBsbFmUFK1Ws3p06fp37//W/eVP39+ihUrpn2eJ08enj17BkBUVBRhYWGsWLGCevU00+0cPnw4zT5at27NmjVrSEhIYPz48axatYpDhw699biWlpYUL16c4sWL06dPH23idOrUKdRqNXPmzMHISNPws3HjxjTbGxkZpYrbxCTtT3a3bt1YtWoVlSpVYsiQIWmSwrcpXbo0SUlJHD9+XNtUl1IeKUlhhQoVCAwMZNKkSRnaZ3rs7Oy05zFp0iTmzJlDaGho7kmc9u3blxVxCCFEGvHR8eybsI8Ti06gJCuYWpvScGJDagyugbFpNhnR27oo1P8L7gbAqYHw4gYcbg9OzaHqIrAtYegIP0rDhw+nWrVqTJkyhQ4dOhAUFMTixYu1fW1u377NxIkTefjwIR06dMj0cVL6H/388884Oztz69YtRo8enWa9uXPnEhISwvHjx1GpVOneBfi6DRs24OnpScGCBbl69SrLli2jatWqABQrVozExEQWLVpE69atOXLkCMuWLctU/MOHD0elUjFv3jxMTU1TJYXvUrx4cdq2bUvv3r1Zvnw5efLkYfTo0bi4uNC2bVsAxowZQ/ny5enXrx/ffvstZmZm7Nu3jy+++IL8+fNn6DjJycnExcURHx/PypUrMTU1pWTJkpk63+xA58SpQYMGWRGHEEJoKYrChQ0X2DV8Fy/ua27RLvN5GbzneWNb2NbA0b2Biy8UbASXfoJLMyByFwSUh9Ijoez3YGJl6Ag/KpUrV2bjxo2MHz+eKVOm4OzszOTJk7VNbgsWLODatWvs2rWLIkWKZPo4RkZGbNiwgUGDBlGuXDlKlizJwoULUzWJHTp0iEmTJnH48GHs7OxSdVl5k9DQUL777jsePHhA/vz58fHxYfbs2QBUrFiRuXPn8tNPPzFmzBjq16/P9OnT+eqrr3SK/bfffmPjxo2cPn0aU9PMNZeuWrWKwYMH06pVKxISEqhfvz4BAQHa/ZUoUYJdu3bx/fffU716dSwtLalRowYdO3bM8DEWL17M4sWLMTMzo3jx4toO6B8rlZKJ+0ifPn3KypUrtZ3HypQpQ48ePd6ZgWcH0dHR2NnZ8fz5c2xt9f8FnJiYSEBAAL6+vpl+IwvdSbkbRlaU+6PQRwT0DyBiXwQAeYvnxXexL57NPfWy/w8i5hoED4T7OzTPrd2gykIo3Fp/h4iJ4cqVK5QuXVrbJ0ZkPbVaTXR0NLa2ttpmNpH19FHucXFxhIeH4+7ujoVF6lkEdMkNdD76wYMHcXNzY+HChTx9+pSnT5+ycOFC3N3d5c46IUSmJbxMYM/oPSyruIyIfRGYWJjQaEoj+p7v+3ElTQB5ikHDAKj3J1i5wssIONgGDrSBFzLfpxAfM52b6vr370+HDh1YunSptoNecnIy/fr1o3///pw/f17vQQohci5FUbj812V2DNlB9G1NE0iJ1iVosaAFDu4OBo7uPahU4PopOHtr7rwLnQN3/4HI3VD2B00TnrG5oaMUQuhI5xqna9euMXz4cG3SBGBsbMywYcO4du2aXoMTQuRsT649YX3L9Wz8bCPRt6Oxd7Pny7+/pOPfHT/upOl1JtbgNQN8z2n6QCXHwblxmv5P93cZOjohhI50TpwqV66s7dv0utDQUCpWrKiXoIQQOVviq0T2TdiHXzk/rm2/hrGZMfXG1qPfxX6UbP3x3m3zVnaloXEg1F4Pls4QcxX2ecOhLyD2jqGjE0JkkM5NdYMGDWLw4MFcu3aNmjVrAnDs2DGWLFnCjBkzOHfunHbd14ecF0IIgKsBV9k+cDtPbzwFwLO5Jz6LfMhXIp+BI/sAVCpw6wguLeHcBM20Lbc3wf3tmoEzSw3RTO8ihMi2dE6cUm5BTG8ywo4dO6JSqVAUBZVKJZP+CiG0nt18xs4hO7m85TIAeVzy4D3PmzKfl0l3UN0czdRWM0imR3cI7g+PjkDIdxDuD1X9oOC7h31JKbOsmGBXiJxIX58VnROn8HC5I0QIkXHJCckcnXOUg1MOkvQqCSMTI2oMqUGD8Q0wz5PLO0c7VISmByH8f3DmO3h+CQIbglsXqDQLLN88YaqJiQlqtZrY2Nh3ztUmhEA7D+D7Dp2ic+JUtGjR9zqgECL3uBF4g4D+AUSFRQFQtH5RfP18cSzraODIshGVkabmqXBbOPsDXF0GEWvh7t9Q4Uco3heMp0Jj0AAA0RZJREFU0n5VGxsbExMTw6NHjzAyMsLKyir31dwZgFqtJiEhgbi4OBnH6QN6n3JXFIXY2FgePnyIvb19qpvbMkPnxOnvv/9+6+tt2rTJdDBCiJwh5l4MO4ft5OLvFwGwLmhN89nNKd+5vPy4v4mZA1TzA48ecLIfPAmGU4Pgxq9QbSnkr5lmk5iYGEqUKMHDhw8NEHDupCgKr169wtLSUt7LH5A+yt3e3h4npzfX4maUzonTJ5988sbXMtuvacmSJcyaNYvIyEgqVqzIokWLqF69+ju327BhAx07dqRt27Zs2bJF5+MKIfQrOTGZE4tOsH/CfhJeJKAyUlGtfzUaTW6Ehb3Fu3cgIF81aH4Mrq+As9/D0xDYVQs8e0HFGWCRen6wggUL4uzsTGJiomHizWUSExM5ePAg9evXl1kKPqD3LXdTU9P3rmlKoXPiBBAZGYmjo36q2n///XeGDRvGsmXLqFGjBvPnz8fb25uwsLC3HiMiIoIRI0ZoZ7MWQhjWzUM3CegfwMPzmtqPwjUL4+vni3MlZwNH9hEyMobi34LrZxAyCm6sgusr4fZf4DUdPL9OtbqxsbHefhTE2xkbG5OUlISFhYUkTh9Qdip3gzfQzp07l969e9OjRw/KlCnDsmXLsLKy4tdff33jNsnJyXTu3JlJkybh4eHxAaMVQvxX4rNE/un1D/71/Xl4/iGW+Sxp/Utreh7pKUnT+7IoADV/hWaHwb4CJDyBE99oaqCenjZ0dELkSpmqcdKXhIQETp06xZgxY7TLjIyMaNq0KUFBQW/cbvLkyTg6OtKrVy8OHTr01mPEx8cTHx+vfZ4yq3ViYmKWVG2n7FOqzT8sKfcPT52sJnhZMJfHXib5ZTKowKunFw1/bIhVPiuSkpNARiTRD/vq0OQYRteXYnRhIqqoE5jsqUUFkxYkvqwK1tLZ/kOR7xrDyOpy12W/OidOKpWKmJiYNDMLp3jXrMKve/z4McnJyRQsWDDV8oIFC3L58uV0tzl8+DArV64kJCQkQ8eYPn06kyZNSrN8165dWTqj+O7du7Ns3+LNpNw/jJdXXnJn+R1eXX8FgKWHJYW/LQwlYP/x/YYNLkfzxNx0AWUVf1yTD+KetJ34gLKcN+vObZOGmgE2xQch3zWGkVXlnjJUQUbonDgpikKJEiXSXZ7Vg17GxMTQtWtXVqxYQf78+d+9ATBmzBiGDRumfR4dHY2rqyvNmzfXKcnLqMTERHbv3k2zZs0M3g6bm0i5fxixUbHsH7efqyuvggLmdubk75CfL2d/iblFLh+T6YPqQty9PSQe7UMe5Q6VExbgZXuK5MoLwK68oYPL0eS7xjCyutxTWqMyQufEad++fbpu8kb58+fH2NiYBw8epFr+4MGDdG8ZvH79OhEREbRu3Vq7TK1WA5rB4MLCwvD09Ey1jbm5Oebmab/QTU1Ns/RNn9X7F+mTcs8ailrhzKoz7Bm1h1dRmlqmil9VpMHUBhw8dRBzC3Mp9w+tUFN2Wc6jpecVjC9NxejxYYx2V4eSg6H8RDDNY+gIczT5rjGMrCp3Xfapc+LUoMG7pwLIKDMzM6pUqUJgYKB2mAO1Wk1gYCADBgxIs36pUqU4f/58qmVjx44lJiaGBQsW4OrqqrfYhBAakSGRbOu3jTtBmoloHcs54uvnS9F6RaWfh4EpKlPUpUZi7NEFTg+F25vh8ly4uQEqz4Ui7aX5Tgg9M2jncIBhw4bRrVs3qlatSvXq1Zk/fz4vX76kR48eAHz11Ve4uLgwffp0LCwsKFeuXKrt7e3tAdIsF0K8n7jncewbt4+TS06iqBXMbMxoOKkh1QdWx9hUbn3PVqyLQL0/4d4OCB4AL67DkS/h+i9QdTHYljR0hELkGAZPnDp06MCjR48YP348kZGReHl5sWPHDm2H8Vu3bsmw9kJ8QIqicH79eXYN38XLBy8BKNuhLM3nNMfWRf/9AoUeFWoBLS/ApZlwcRpE7oGA8lBqBJQbCyZZd0OMELmFwRMngAEDBqTbNAewf//+t27r7++v/4CEyKUeXXpEQP8AIvZHAJCvRD58l/ji0VTGS/toGFtA+fHg3gWCB8G9bXBpOkSsgyoLNHPiSfOdEJmWLRInIYRhJbxI4MDkAxybdwx1khoTSxPqj61PreG1MDGXr4mPko0HNPhHM1nwqcHw8iYcageFWkLVhZrXhRA6e+9vxPv37xMaGkrJkiVxcXHRR0xCiA9EURRC/wxl59CdRN/R3I5bsm1JWsxvgb2bvWGDE+9PpdLUMDk1g4tTIXSWpgZqWyCUGQNlvtPUUAkhMuy9Og/9+++/uLu707RpUzw9Pdm8ebO+4hJCZLGoq1Gsa7GOP774g+g70di729Px3458ueVLSZpyGhMrqDgVfM5BwSaQHAfnJ8C2cpoO5UKIDHuvxOnHH39k4MCBvHjxgmnTpjFx4kQ9hSWEyCqJrxLZN34fS8st5fqu6xibGVN/fH36XexHiZZpB7cVOYhdKWi8G+psAMtCmrvv9vvAoc/g5W1DRyfER+G9Eqdr167Rs2dPrKys6NWrF1evXtVXXEKILBD2Txh+Zfw4OOUgyQnJFGtRjH4X+9FoUiNMLWUwv1xBpYKiHaDVZSg1DFTGmvGf/i0Fl36C5ARDRyhEtvZefZzi4+O1o3JbWFiQkCAfOCGyo2cRz9gxeAdhf4cBYFvYlhYLWlCqXSlUcodV7mSaByrPAY/ucLIfPDoMIaPhxmqotgQKNjJ0hEJkSzonTq/P+5aQkMDUqVOxs7PL0jnqhBCZkxSfxNHZRzk09RBJr5IwMjGi5rCaNBjXADMbM0OHJ7ID+/LQ9CCEr4GQkRAdCoGNoWhHTWJl6WzoCIXIVnROnM6cOaP9f+3atblx44b2ef369fUTlRDivV3ffZ3tA7YTdSUKALeGbvgu8aVAmQIGjkxkOyoVeHwFhdvA2bFwbSnc/A3u/gsVpkCJ/mAkw1IIAQae5FcIoX/Rd6LZOWwnl/64BICNkw3N5zSnXMdy0iwn3s7MHqotBs+ecLIvRJ2A00Pgxiqo5gcFahs6QiEMTv6EECKHSE5M5viC4+yfuJ/El4mojFRUH1idhpMaYmEnY/UIHeStDM2DNHPdhYyBZ2dhdx3w6AFeP4GF1FqK3EvnxOnTTz996+sylpMQH97NgzfZ1m8bjy4+AsC1tiu+fr44VXQycGTio6UygmJ9oPCncHY0XF+pqXm6swUqTgPP3mAkkz2L3Efn4Qjs7Oy0j23btmFkZJRqmRDiw3kR+YK/uv6FfwN/Hl18hFV+K9r82oYeh3pI0iT0wyI/1PgFmh0FBy9IeKppxttVE6KCDR2dEB+czjVOq1at0v5/06ZNzJw5Ew8PmfNIiA9JnawmeGkwe3/YS3x0PKigyjdVaDK1CZZ5LQ0dnsiJCtQC75NwdSmcGwtPgmFndSj2DXhNAzMHQ0coxAchfZyE+MjcOXaHbf22EXkmEgDnKs60XNoSl2oyV6TIYkYmUHIgFPkCzoyEiLVwbRnc3gReM8Gjm6aJT4gcTBInIT4SsVGx7Bm9hzO/aIYEsbC3oPG0xlTpUwUjY/mxEh+QpRPUXgOeX0NwP3h+CY73hBsroaofOFQwdIRCZBmdE6eFCxdq/5+UlIS/vz/58+fXLhs0aJB+IhNCAKCoFU6vPE3g6EBePXkFgFd3L5r+1BRrR2sDRydytYINwCcEwhbA+Ynw6AjsqAwlBkKFSWBqa+gIhdA7nROnefPmaf/v5OTEmjVrtM9VKpUkTkLo0f3T99nWbxt3j98FoGCFgvgu8aVI3SIGjkyI/8/IFEqPgKJfwqmhmma7sPlw63eoNEezXMYPEzmIzolTeHh4VsQhhHhN3LM49o7dS/DSYBS1glkeMxpNbkT1AdUxMpFmOZENWRWGen/A/V0QPABirsLRTnB9BVRdAnalDR2hEHqR6W/ghIQEwsLCSEpK0mc8QuRqiqJw9n9nWVxyMSeXnERRK5TrWI4BlwdQc0hNSZpE9ufcHHzPa6ZqMbaAB/tge0XNBMJJLw0dnRDvTedv4djYWHr16oWVlRVly5bl1q1bAAwcOJAZM2boPUAhcouHFx6yuuFqtnTbwsuHL8lfKj9fBX7FZ+s/I0+hPIYOT4iMMzaHcmOh5SVwaQ3qRLj0E/xbGm5vBkUxdIRCZJrOidOYMWM4e/Ys+/fvx8Li/6ZxaNq0Kb///rtegxMiN4iPiWfXiF0s81rGzYM3MbUypcmMJnx79lvcG7sbOjwhMs/GHRr8DfX/Bms3iL0Nhz6D/S0h5pqhoxMiU3Tu47RlyxZ+//13atasmWrC0LJly3L9+nW9BidETqYoCpf+uMTOoTuJuRcDQKl2pWgxvwV2RWQUfpGDFG4NTk3g4nQInQn3t8O2clBmNJQZBSYyaKv4eOicOD169AhHR8c0y1++fCkzrwuRQY/DHrN94HZu7L4BgIOnAz6LfCjuU9zAkQmRRUysoOIUcO8KwQMhchdcmAQRa6DKInDxNXSEQmSIzk11VatWZdu2bdrnKcnSL7/8Qq1atfQXmRA5UGJsIoE/BLK0/FJu7L6BsbkxDSY2oN+FfpI0idzBtgQ02gF1N4KlC7y4AQdawsF28PKmoaMT4p10rnGaNm0aPj4+XLp0iaSkJBYsWMClS5c4evQoBw4cyIoYhcgRwv4OY/ug7Ty/+RyA4r7FabGwBXk98xo4MiE+MJVKM22Lcwu4MBkuz4c7W+D+Tig3DkoNB2MzQ0cpRLp0rnGqW7cuISEhJCUlUb58eXbt2oWjoyNBQUFUqVIlK2IU4qP29MZTfmv9GxvabuD5zefYFbGjw18d6PhvR0maRO5mmgcqzdKMPu5YH5JfwdnvYXsFiAw0dHRCpCtTc9V5enqyYsUKfcciRI6SFJfEkVlHODztMElxSRiZGlF7RG3q/VAPM2v5a1oILfuy0GQ/RKyDMyMgOgz2NoUiHaDyXLAqZOgIhdDSOXGKjo5+6+u2tjI3kRDXdl5j+4DtPLn2BAD3xu74LvElf6n879hSiFxKpQL3LuDSCs6Nh6tLNNO23NsG5SdByYGa6V2EMDCdEyd7e/t0755TFAWVSkVycrJeAhPiY/T89nN2Dt1J6J+hANg42+A915uyHcrKXadCZISZPVRdCB494GQ/iDoGZ4ZDuD9U9QPHuoaOUORymWqq27RpE3nzSt8MIVIkJyRzbP4xDkw+QOLLRFTGKmoMqkHDiQ0xtzU3dHhCfHzyVoLmR+DGKggZBc/Ow5564N4NKs0Ei7TD4gjxIWQqcapTp066YzkJkRtF7I9gW79tPA59DECRukXwXeJLwQoFDRyZEB85lRF49oLCn0DIGLj+C4SvhjtboeJUKPYNGBkbOkqRy2QqcRJCQMz9GHaP2M35/8fefYdHUX0NHP9ueg8JJQUCoffepAloIBCq8Aoi0lRUOkYUEOkKqIAoTQERERQQwQKRTgQCSA29k9BDC5CQkD7vH/PblSUBssluJuV8nidPsrNTzs5ssif33jn352MAOBV1otWXrajZu6Z0ywlhTvaFoeECNYnaPwDuHYYDg+DiYrX7rkgDrSMUBYjJiZNOp5MPBVGgpaWksW/uPkLHhZIYkwg6qDegHi99+hKOHjJ1hBAWU6QhBO6H89/CkTEQfRA2vQDl+kPNKWqCJYSFmZw4KYrCyy+/jI1NxpseOnQo20EJkVtd2XOF9QPWc/PITQCKNyhO0LwgfOvK7dJC5Agra6gwCPz+D8I/goilcH4BXPkNan2uDirXmVyiUIhMMzlxGj9+vCXiECJXi7sdx5ZRWwhfHA6Ag4cDAdMCqPN2HXRW0gIrRI5z9IJGP0LZt9W77x4ch3/fhgvfQ/154FFL6whFPiWJkxDPoKQpHFx4kK2jt5JwLwGAWm/WImBaAM5FnTWOTghBsWbQ9hCcmQ3HxsOdPbChLpQfDDUmgZ271hGKfCZL7Zn3799n0aJFjB49muhotcDfoUOHuHbtmlmDE0JL1w9eZ9ELi1j/3noS7iXgVdOLN8PepNP3nSRpEiI3sbKFysHQ/rRabVxJg7PfwLpKELEcFEXrCEU+YnKL09GjRwkICMDd3Z3IyEj69++Pp6cna9as4fLlyyxdutQScQqRYx7de8S2Mds48O0BUMDezZ6Wk1tSf2B9rGxk7IQQuZZTcWi6AqLehv2DIPYs7HlDLWNQfy64V9E6QpEPmPwpEBwcTN++fTl37hwODg6G5UFBQezYscOswQmRkxRFIfzHcOZUnMOB+WrSVL1ndQadHkTDoQ0laRIir/AOgKCjaq0na0e4FQohNeHwR5D8UOvoRB5ncovT/v37+e6779ItL168OFFRUWYJSoicdvPoTUIGhXB512UAilQuQtDcIEq3LK1xZEKILLG2h6ofQ6nX4dBwtWjmqS/h0i9Q5yvw66rOjyeEiUxOnOzt7TOc6Pfs2bMULVrULEEJkVMSYxIJnRDKv9/8i5KqYOtsS/PxzXlh2AtY20lFYiHyPBd/ePF3uLYeDgyBuAjY9Sp4t4Z6c8CtvNYRijzG5L6Hjh07MmnSJJKTkwG1IObly5cZOXIkXbt2NXuAQliCoigcX3GcOZXmsPervSipCpW7VmbQqUE0+bCJJE1C5DfF20G7E1BtHFjZQdQmCKkGR8dByiOtoxN5iMmJ04wZM3j48CHFihXj0aNHNG/enHLlyuHq6spnn31miRiFMKs7p+/wU8BP/NbjNx7eeIhnOU96buhJt9XdcPeTW5eFyLdsHKHGRDWB8mkDaUlwfDKsrwJX/9I6OpFHmNxV5+7uzubNmwkLC+PIkSM8fPiQOnXqEBAQYIn4hDCbpLgkdny6gz0z9pCWnIaNgw1NP25Kkw+bYOMg0zYKUWC4loMWIXB1LRwcBnGRsKMjFO8Idb9Wu/eEeAqTPy2WLl1K9+7dadKkCU2aNLFETEKYlaIonP79NBuHb+TB5QcAVGhfgTZft8GjjIfG0QkhNKHTgV8XdazT8clweiZc+xOiNkPVMVB5hDrAXIgnmNxV169fPx48eGCJWIQwu+gL0fzc7mdWdVnFg8sPcC/lzmt/vEaPv3pI0iSEAFsXqP05BB2BYi0g9REc/QRCasCNzVpHJ3IhkxMnxQIVWOfOnYu/vz8ODg40bNiQffv2PXXdhQsX0qxZMzw8PPDw8CAgIOCZ64uCKSUhhdCJocyrOo/zf5/HytaKZmOaMejkICp2rKh1eEKI3Ma9Cry8DRovBwdvtXjm9tawqxvEX9U6OpGLZGlgx6pVq3Bzc8vwud69e5u0r5UrVxIcHMy3335Lw4YNmTVrFoGBgZw5c4ZixYqlWz80NJQePXrQuHFjHBwc+Pzzz2ndujUnTpygePHiWXk5Ip859/c5/h7yN/cu3AOgTKsyBM0JonCFwhpHJoTI1XQ68H8dfNup896dnQ2Xf4XrIVB9AlQcpnWEIhfIUuL0xRdfYG2d/nZtnU5ncuI0c+ZM+vfvT79+/QD49ttvWb9+PYsXL2bUqFHp1l++fLnR40WLFvHbb7+xdetWk48t8pek20msfnU1Z/84C4CrryuBswKp8n9V0EmhOyFEZtm5Q91ZUKYf7B8Id3bD4Q/h4hJ0tb/ROjqhsSwlTgcOHMiwNchUSUlJHDx4kNGjRxuWWVlZERAQwJ49ezK1j/j4eJKTk/H09Mzw+cTERBITEw2P9cU7k5OTDbWozEm/T0vsW2QsNSmVPTP2cHrKadIS09BZ62gwtAFNP2mKvas9KSkpWoeYb8n7XTty7nOASxVosQ1d5E9YHx2N7sEJbEJfpo51c5Jjq4Orn9YRFhiWfr+bsl9N78G+c+cOqampeHl5GS338vLi9OnTmdrHyJEj8fX1fWo5hKlTpzJx4sR0yzdt2oSTk5PpQWfS5s0yqDAnxB6N5eqCqyReVZNj5yrOlHi3BImlEtm6c6vG0RUc8n7Xjpz7nFAUW5uvqJy2DP+UTfil/kPyhuqcsutJhE0b0EnB3Jxiqfd7fHx8ptc1OXEqVapUht10Wpg2bRorVqwgNDTUaMLhx40ePZrg4GDD45iYGPz8/GjduvVTx2llR3JyMps3b6ZVq1bY2tqaff9CFXs9lq0fbeXCqgsAOBV1osjrRej2WTfs7Ow0jq7gkPe7duTca6E7ibf2krCzH4XSLlAjaSHVnfaTWmc2SuGGWgeXr1n6/Z7RVHJPY3LiFBERYeomT1WkSBGsra25efOm0fKbN2/i7e39zG2nT5/OtGnT2LJlCzVq1Hjqevb29tjbp6/FYWtra9E/Npbef0GVlpLGvjn72D5uO0mxSeisdNQbWI9m45qxbfc27Ozs5LxrQN7v2pFzn8OKvcA/Dl/QvtJ1rI+NRXc/HJttzaDs21BrGtjLTSiWZKn3uyn7zHQ5gm3btlGlSpUMs7IHDx5QtWpVdu7cmekDA9jZ2VG3bl22bv2vSyUtLY2tW7fSqFGjp273xRdfMHnyZDZs2EC9evVMOqbIuy6HXWZB3QVsfH8jSbFJFG9YnP77+xM0OwiHQhm3OAohhNnprEkr+y50OANl+qrLLiyCvyrA+YWgpGkanrCsTCdOs2bNon///hl2b7m7u/Puu+8yc+ZMkwMIDg5m4cKF/Pjjj5w6dYoBAwYQFxdnuMuud+/eRoPHP//8c8aOHcvixYvx9/cnKiqKqKgoHj58aPKxRd4QdyuOP/r9wQ9Nf+Dm0Zs4ejrSYWEH3tr9Fj51fLQOTwhRUDkUgxd+gICdUKgGJEXDvndgU2OIPqR1dMJCMp04HTlyhDZt2jz1+datW3Pw4EGTA+jevTvTp09n3Lhx1KpVi/DwcDZs2GAYMH758mVu3LhhWH/+/PkkJSXxf//3f/j4+Bi+pk+fbvKxRe6WlprG/vn7mVNxDuFLwgGo/XZtBp8ZTJ2366CzkhIDQohcoFhTaHMQ6nwFNq5w91/YWB8ODIGk+1pHJ8ws02Ocbt68+cw+QBsbG27fvp2lIAYPHszgwYMzfC40NNTocWRkZJaOIfKWa/uvETIwhOsHrgPgXdubdvPaUeKFEhpHJoQQGbCygUrDoWQ3ODwCLv0CZ+fA5VVQ60so3UstsCnyvEy3OBUvXpzjx48/9fmjR4/i4yPdJiJ7HkU/Yt1761jUcBHXD1zH3t2etrPb0n9/f0mahBC5n5MvNPkZXtoKbpUg4Rbs7QNbW8D9p3+Girwj04lTUFAQY8eOJSEhId1zjx49Yvz48bRv396swYmCQ0lTOLz4MHMqzuHgdwdBgRq9ajD4zGAaDG6AlbXJ0yoKIYR2vF+Ctkeg5lSwdoJbO+DvWnBoBCTHah2dyIZMd9V98sknrFmzhgoVKjB48GAqVlQnSj19+jRz584lNTWVMWPGWCxQkX9FHYkiZGAIV3ZfAaBo1aK0m9eOUi+W0jgyIYTIBms7qDpKnf/u4HC4uhZOz1C78ep8BSVfle67PCjTiZOXlxe7d+9mwIABjB49GkVRAHV+usDAQObOnZuuArgQz5LwIIHQ8aHsm70PJU3BzsWO5hOa03BoQ6xtc0eRVSGEyDbnkvDiGrj+tzpg/OEFCOuuljCoNxvcKmodoTCBSQUwS5UqRUhICPfu3eP8+fMoikL58uXx8PCwVHwiH1IUheO/HGfTB5t4GKWWkajarSqtZ7TGrYT5q7kLIUSu4NsW2h2Hk5/DiakQtRlCqkPlj6Dqx2BjuWnAhPlkaa46Dw8P6tevb+5YRAFw++RtQgaHELk9EgDP8p4EzQ2ibKuy2gYmhBA5wdoBqo8H/zfg4FC4HgInPoPIZVD3GyjRUesIxXNoOsmvKDiSHibxz+R/2DtzL2kpadg42tBsTDMaj2iMjb28DYUQBYxrWWi+Dq7+AQeHQdwl2NEJfNtDva/BpYzWEYqnkE8sYVGKonBqzSk2Dt9IzFV1up6KHSvS5us2FPIvpG1wQgihJZ0O/DqDTys4/qk6cPz6Oli/Bap8DFU+VFuoRK4iiZOwmLvn7vL3kL+5sPECAIX8C9F2dlsqtK+gcWRCCJGL2DhDralQug8cGAQ3t8GxcRCxFOrNAd9ArSMUj5HESZhd8qNkdk3bRdi0MFKTUrG2s6bJyCY0Hd0UW0eZxV0IITLkXgle2gKXVsLhYHh4HkLbgF9XtXyBs5/WEQokcRJmdnb9Wf4e8jf3I+4DUDawLG1nt6Vw+cLaBiaEEHmBTgf+r0HxIDg6Ac5+A1d+gxsboNo4qDhcrQ8lNCOJkzCL+5fus2HYBs78cQYAtxJuBM4KpHKXyuikwJsQQpjG1g3qzoQyfdXuu9u7IHwkXFwC9eeBVwuNAyy4JHES2ZKSmMKeGXvY8ekOUh6lYGVjxQvvv0Dzcc2xc5H/ioQQIls8akDADnW80+EPIeYUbG0J/j2h9nRw9NY6wgJHEieRZRe3XCRkUAh3z94FoFTzUgTNDaJY1WIaRyaEEPmITgdl+qg1no58AufmQ+RyuPYXVJ8EFQaBlXyc5xQ508JkMddi2BS8iROrTgDg7OVM6xmtqf56demWE0IIS7HzgPpzoUw/2D8QovfDoeFw8QeoPx+KNtI6wgJBEieRaanJqfz7zb/8M+Efkh4mobPSUX9wfVpOaomDu9QaEUKIHFG4HrTeo851d2Q03D8CmxtDmTeh1jRwKKp1hPmaJE4iUy7tvETIwBBuHb8FQIlGJWg3rx3etaR/XQghcpyVNZR/F/y6QPgouLhY/bq6FmpOhXL9QWeldZT5kiRO4pke3nzIlo+2cGTpEQAcCzvS6otW1OpbC52VdMsJIYSmHIrCC99D2bfU7rv7R2D/e3Dhe2gwHzzrah1hviOJk8hQWmoaB749wLYx20h8kAg6qPtOXV767CWcCssM3kIIkasUbQxtDsC5eXB0rDr+aUN9KP8e1PxMHR8lzEISJ5HO1X+vEjIwhBuHbgDgU8eHdvPbUbxBcY0jE0II8VRWNlBxKJR8VS1dELlcvQPv8mqo/SWU7q3eoSeyRRInYRB/N56to7dyaNEhUMChkAMvffYSdd+ti5W19JULIUSe4OgDjZf9r/tukFr7aW9fdTB5vblqbSiRZZI4CZQ0hcOLD7Nl1BYe3X0EQM0+NWn1RSucizlrHJ0QQogs8WoJbcPhzNdwfKJafXxDHagwFGpMUKuTC5NJ4lTA3Th8g5CBIVzdexWAYtWL0W5eO0o2LalxZEIIIbLN2g6qfAilXoND76vz3p35Ci6vgNozoVR36b4zkSROBVTCgwS2j93O/rn7UdIU7FzsaDGpBQ0GN8Da1lrr8IQQQpiTsx80Ww3XN8KBwfDwPOzuARcWqt137pW0jjDPkMSpgFEUhWPLj7FpxCbibsYBUO21arSe0RpXX1eNoxNCCGFRvoHQ7hic/BJOToGb2+DvGlDpA6j2CdjI8IznkcSpALl14hYhg0K49M8lAApXLEzQ3CDKvFxG48iEEELkGGsHqD4WSveEA8Pg+jo4OQ0if4a6s6BEZ+m+ewZJnAqApIdJhE4M5d9Z/5KWkoaNow0vjn2Rxh80xtpOuuWEEKJAcikDLf6Cq3/CwaEQdwl2dgGftlBvNriW1TrCXEkSp3xMURROrj7Jxvc3EnstFoBKnSsROCuQQqUKaRucEEKI3KFER/AOgBOfwakv4cbfsL4qVB0NVUaqLVTCQBKnfOru2buEDA7h4uaLAHiU8aDt7LaUDyqvcWRCCCFyHRsntcJ46T7q4PGozXBsAkT8pLY++bbVOsJcQxKnfCY5PpmdU3ay+8vdpCalYm1vTdNRTWkysgm2jrZahyeEECI3c6sALTfCldVwcDg8vAChQVDiFXX8k7OUqpHEKR8589cZNgzdwP3I+wCUa1uOtt+0xbOcp7aBCSGEyDt0OnXaFp82cGwinJkFV9fCjY1QbSxUClbrQxVQkjjlA/ci7rFh2AbO/nUWADc/N9p83YZKnSuhkzsjhBBCZIWtK9SZDmX6wv6BcHsnHBkNET+qtZ+8X9I6Qk1I4pSHpSSmsPvL3ez8bCcpCSlY2VjR6INGvDj2ReycC+5/A0IIIcyoUDUI+Acil8HhERBzGra9rFYjrz0DnHy1jjBHSeKUR13YdIGQwSFEn4sGwL+lP0FzgyhauajGkQkhhMh3dDoo3QuKd4CjY+HcPLi0Aq6thxqToMJgsCoYKUXBeJX5SMzVGDa+v5GTq08C4OLjQusZran2WjXplhNCCGFZdoXUu+zK9FO77+7+q86Bd/EHqD8PijbROkKLk8Qpj0hNTmXvrL38M/EfkuOS0VnraDCkAS0ntsTezV7r8IQQQhQknnWg9W64sBjCR8L9o7C5qToeqtbn4FBM6wgtRhKnPCDyn0hCBoZw++RtAPya+NFuXju8anhpHJkQQogCS2cF5d5Wp2g5MhouLIKLS+DK71BrCpR9B6zy3+wUVloHIJ7uYdRD1vZay48tfuT2yds4FXWi0w+d6LejnyRNQgghcgeHItBwIbTeAx61Ifm+2o236QW4u1/r6MxOWpxyobSUNPbP38/2T7aTGJMIOqj3Xj1e+uwlHD0ctQ5PCCGESK/ICxC4H87Nh6OfQPQB2NgQyr0DNaeAff6oKSiJUy5zZc8VQgaGEBUeBYBvPV+C5gVRvH5xjSMTQgghnsPKGioOVgtoHv4QIn+C89/Bld/UsU9l+qpdfHmYJE65RPydeLaM2sLh7w8D4ODhwMtTXqZO/zpYWeftN5kQQogCxtELGi9Vx0DtHwgPTsC/b8GF79W77zxqah1hlknipDElTeHQokNsHb2VR9GPAKjVrxYBnwfgXNRZ4+iEEEKIbCj2IrQ9DGe+VicNvrMbNtSBCkOg+kSwc9c6QpNJ4qSh6wevEzIwhGv7rgHgVcOLoHlBlGwikygKIYTIJ6xsofIItdL4oQ/g8io1kbq0EurMgFI91AKbeYQkThp4dO8R2z7ZxoH5B0ABO1c7Wk5uSYNBDbCykW45IYQQ+ZBTCWi6Em68DQcGQew52N1TLWNQbw64V9E6wkyRxCkHKYrC0Z+OsmnEJuJvxwNQ/fXqtJreClcfV42jE0IIIXKATysIOganpsOJz+DmdgipCZWCodpYsHXROsJnksQph9w8dpOQQSFc3nkZgCKVixA0N4jSLUtrHJkQQgiRw6ztodoY8O8JB4fBtT/h1Bdw6Reo8xX4dcm13Xe5ol9o7ty5+Pv74+DgQMOGDdm3b98z1//111+pVKkSDg4OVK9enZCQkByK1HSJsYls/GAj39X+jss7L2PrZMvL017mvfD3JGkSQghRsLn4Q/M/oPlf4OwP8Vdg1/9BaFuIOad1dBnSPHFauXIlwcHBjB8/nkOHDlGzZk0CAwO5detWhuvv3r2bHj168NZbb3H48GE6d+5M586dOX78eA5H/myKonB85XHmVprL3pl7UVIVKnetzKBTg2g6sinWdvmvDL0QQgiRJcXbQ7uTaledlR3c2Agh1eDoeEh5pHV0RjRPnGbOnEn//v3p168fVapU4dtvv8XJyYnFixdnuP7XX39NmzZt+PDDD6lcuTKTJ0+mTp06zJkzJ4cjf7qEawn8EvQLv732G7HXY/Eo60HPv3vSbXU33EvmvVsvhRBCCIuzcYQakyDoOPgEQloSHJ8E66uiu5F7epY0HeOUlJTEwYMHGT16tGGZlZUVAQEB7NmzJ8Nt9uzZQ3BwsNGywMBAfv/99wzXT0xMJDEx0fA4JiYGgOTkZJKTk7P5Cowlxyez49MdnJl1BiVFwcbBhkYfNaLRiEbYONiY/XjiP/pzK+c4Z8l5146ce23Iec8Bjv7Q5E9019ZiHT4CXVwENrs608C6ASkPKoJ7WbMf0pTrqWnidOfOHVJTU/HyMp6w1svLi9OnT2e4TVRUVIbrR0VFZbj+1KlTmThxYrrlmzZtwsnJKYuRZ+zerntcmn4JALd6bhR/uzix3rFs2rbJrMcRT7d582atQyiQ5LxrR869NuS85wQHrHVfUtF2JWWT/8IndR+Xtg0h3H6w2Y8UHx+f6XXz/V11o0ePNmqhiomJwc/Pj9atW+Pm5mbWYyltFf649geP/B/RdUxX7OzszLp/8XTJycls3ryZVq1aYWtrq3U4BYacd+3IudeGnHctdCXx7hHu/zOIogELCHItYfYj6HujMkPTxKlIkSJYW1tz8+ZNo+U3b97E29s7w228vb1NWt/e3h57e/t0y21tbS3ypu/8Y2dCQkKws7OTXyoNWOq6imeT864dOffakPOewwrXZJ/DxwS5lrDIeTdln5oODrezs6Nu3bps3brVsCwtLY2tW7fSqFGjDLdp1KiR0fqgNpk+bX0hhBBCCHPRvKsuODiYPn36UK9ePRo0aMCsWbOIi4ujX79+APTu3ZvixYszdepUAIYNG0bz5s2ZMWMG7dq1Y8WKFRw4cIAFCxZo+TKEEEIIUQBonjh1796d27dvM27cOKKioqhVqxYbNmwwDAC/fPkyVlb/NYw1btyYn3/+mU8++YSPP/6Y8uXL8/vvv1OtWjWtXoIQQgghCgjNEyeAwYMHM3hwxqPkQ0ND0y179dVXefXVVy0clRBCCCGEMc0LYAohhBBC5BWSOAkhhBBCZJIkTkIIIYQQmSSJkxBCCCFEJkniJIQQQgiRSZI4CSGEEEJkkiROQgghhBCZlCvqOOUkRVEA0yb0M0VycjLx8fHExMTIPEY5SM67NuS8a0fOvTbkvGvD0uddnxPoc4RnKXCJU2xsLAB+fn4aRyKEEEKI3CQ2NhZ3d/dnrqNTMpNe5SNpaWlcv34dV1dXdDqd2fcfExODn58fV65cwc3Nzez7FxmT864NOe/akXOvDTnv2rD0eVcUhdjYWHx9fY2mectIgWtxsrKyokSJEhY/jpubm/xSaUDOuzbkvGtHzr025Lxrw5Ln/XktTXoyOFwIIYQQIpMkcRJCCCGEyCRJnMzM3t6e8ePHY29vr3UoBYqcd23IedeOnHttyHnXRm467wVucLgQQgghRFZJi5MQQgghRCZJ4iSEEEIIkUmSOAkhhBBCZJIkTlkwd+5c/P39cXBwoGHDhuzbt++Z6//6669UqlQJBwcHqlevTkhISA5Fmr+Yct4XLlxIs2bN8PDwwMPDg4CAgOdeJ5ExU9/veitWrECn09G5c2fLBpiPmXru79+/z6BBg/Dx8cHe3p4KFSrI35ssMPW8z5o1i4oVK+Lo6Iifnx/vv/8+CQkJORRt/rBjxw46dOiAr68vOp2O33///bnbhIaGUqdOHezt7SlXrhxLliyxeJwAKMIkK1asUOzs7JTFixcrJ06cUPr3768UKlRIuXnzZobrh4WFKdbW1soXX3yhnDx5Uvnkk08UW1tb5dixYzkced5m6nl//fXXlblz5yqHDx9WTp06pfTt21dxd3dXrl69msOR522mnne9iIgIpXjx4kqzZs2UTp065Uyw+Yyp5z4xMVGpV6+eEhQUpOzatUuJiIhQQkNDlfDw8ByOPG8z9bwvX75csbe3V5YvX65EREQoGzduVHx8fJT3338/hyPP20JCQpQxY8Yoa9asUQBl7dq1z1z/4sWLipOTkxIcHKycPHlSmT17tmJtba1s2LDB4rFK4mSiBg0aKIMGDTI8Tk1NVXx9fZWpU6dmuH63bt2Udu3aGS1r2LCh8u6771o0zvzG1PP+pJSUFMXV1VX58ccfLRVivpSV856SkqI0btxYWbRokdKnTx9JnLLI1HM/f/58pUyZMkpSUlJOhZgvmXreBw0apLz00ktGy4KDg5UmTZpYNM78LDOJ00cffaRUrVrVaFn37t2VwMBAC0amkq46EyQlJXHw4EECAgIMy6ysrAgICGDPnj0ZbrNnzx6j9QECAwOfur5ILyvn/Unx8fEkJyfj6elpqTDznaye90mTJlGsWDHeeuutnAgzX8rKuf/zzz9p1KgRgwYNwsvLi2rVqjFlyhRSU1NzKuw8LyvnvXHjxhw8eNDQnXfx4kVCQkIICgrKkZgLKi0/WwvcXHXZcefOHVJTU/Hy8jJa7uXlxenTpzPcJioqKsP1o6KiLBZnfpOV8/6kkSNH4uvrm+4XTTxdVs77rl27+P777wkPD8+BCPOvrJz7ixcvsm3bNnr27ElISAjnz59n4MCBJCcnM378+JwIO8/Lynl//fXXuXPnDk2bNkVRFFJSUnjvvff4+OOPcyLkAutpn60xMTE8evQIR0dHix1bWpxEvjdt2jRWrFjB2rVrcXBw0DqcfCs2NpZevXqxcOFCihQponU4BU5aWhrFihVjwYIF1K1bl+7duzNmzBi+/fZbrUPL10JDQ5kyZQrz5s3j0KFDrFmzhvXr1zN58mStQxMWIi1OJihSpAjW1tbcvHnTaPnNmzfx9vbOcBtvb2+T1hfpZeW8602fPp1p06axZcsWatSoYckw8x1Tz/uFCxeIjIykQ4cOhmVpaWkA2NjYcObMGcqWLWvZoPOJrLznfXx8sLW1xdra2rCscuXKREVFkZSUhJ2dnUVjzg+yct7Hjh1Lr169ePvttwGoXr06cXFxvPPOO4wZMwYrK2mfsISnfba6ublZtLUJpMXJJHZ2dtStW5etW7calqWlpbF161YaNWqU4TaNGjUyWh9g8+bNT11fpJeV8w7wxRdfMHnyZDZs2EC9evVyItR8xdTzXqlSJY4dO0Z4eLjhq2PHjrRs2ZLw8HD8/PxyMvw8LSvv+SZNmnD+/HlDsgpw9uxZfHx8JGnKpKyc9/j4+HTJkT55VWRGM4vR9LPV4sPP85kVK1Yo9vb2ypIlS5STJ08q77zzjlKoUCElKipKURRF6dWrlzJq1CjD+mFhYYqNjY0yffp05dSpU8r48eOlHEEWmHrep02bptjZ2SmrV69Wbty4YfiKjY3V6iXkSaae9yfJXXVZZ+q5v3z5suLq6qoMHjxYOXPmjLJu3TqlWLFiyqeffqrVS8iTTD3v48ePV1xdXZVffvlFuXjxorJp0yalbNmySrdu3bR6CXlSbGyscvjwYeXw4cMKoMycOVM5fPiwcunSJUVRFGXUqFFKr169DOvryxF8+OGHyqlTp5S5c+dKOYLcbPbs2UrJkiUVOzs7pUGDBsrevXsNzzVv3lzp06eP0fqrVq1SKlSooNjZ2SlVq1ZV1q9fn8MR5w+mnPdSpUopQLqv8ePH53zgeZyp7/fHSeKUPaae+927dysNGzZU7O3tlTJlyiifffaZkpKSksNR532mnPfk5GRlwoQJStmyZRUHBwfFz89PGThwoHLv3r2cDzwP2759e4Z/s/Xnuk+fPkrz5s3TbVOrVi3Fzs5OKVOmjPLDDz/kSKw6RZG2RCGEEEKIzJAxTkIIIYQQmSSJkxBCCCFEJkniJIQQQgiRSZI4CSGEEEJkkiROQgghhBCZJImTEEIIIUQmSeIkhBBCCJFJkjgJIYQQQmSSJE5CCCGEEJkkiZMQItN0Ot0zvyZMmKB1iEIIYVE2WgcghMg7bty4Yfh55cqVjBs3jjNnzhiWubi4aBGWEELkGGlxEkJkmre3t+HL3d0dnU5ntMzFxYXQ0FB0Oh337983bNerVy90Oh2///47AJGRkU9ttZo1a9ZTjz9q1Ch8fX2xs7OjePHijBw5krS0NABSU1N56623KF26NI6OjlSsWJGvv/7aaPu+ffvSuXNno2VLliyhUKFCRsumTZuGv78/NjY26eJ6VotbaGgoAMeOHeOll17C0dGRwoUL88477/Dw4UOjYyxevJiqVatib2+Pj48PgwcPBsDf3/+p+1+yZIkhBv25BPj+++/R6XQMHz78qedOCGEe0uIkhLCogwcP8ueff2b43JYtW6hatarhcf369Z+5r9atW9OtWzeKFCnCiRMneP3116latSq9e/cmLS2NEiVK8Ouvv1K4cGF2797NO++8g4+PD926dct0vJs2bWLMmDEsXryYgIAArK2tjeJ6vNXNx8eH3377jcaNGwPg6elJXFwcgYGBNGrUiP3793Pr1i3efvttBg8ebEh85s+fT3BwMNOmTaNt27Y8ePCAsLAwAPbv309qaqrhfIwYMYLu3bsD4O7uni7euLg4xo4dK619QuQQSZyEEBYVHBzMhx9+yNixY9M9V7hwYby9vQ2Pra2tn7mvl156yfBzamoqjo6OhiTD1taWiRMnGp4vXbo0e/bsYdWqVSYlTuHh4ZQtW5Y+ffpkGNfj8YKaLD2+7McffyQhIYGlS5fi7OwMwJw5c+jQoQOff/45Xl5efPrpp3zwwQcMGzbMsJ0+OStatKjRcd3d3dMd83FffPEFVapUISUlJdOvUQiRddJVJ4SwmN9//52LFy/ywQcfmG2fU6ZMwcnJiTJlytC1a1d69+5teG7u3LnUrVuXokWL4uLiwoIFC7h8+bLR9uvWrcPFxcXw9d577xk9X7p0aSIjIw0tQKY6deoUNWvWNCRNAE2aNCEtLY0zZ85w69Ytrl+/zssvv5yl/T/u+vXrzJw5kxkzZmR7X0KIzJHESQhhEcnJyXz00Ud89tlnODo6mm2/7733HocOHWLZsmWsWLGCHTt2ALBixQpGjBjBW2+9xaZNmwgPD6dfv34kJSUZbd+yZUvCw8MNX5MmTTJ6vmvXrvTv398wRsnFxSVd8pUd5jwXY8aM4dVXX6VmzZpm26cQ4tkkcRJCWMT8+fNxcXGhV69eZt2vp6cnlSpVomfPnjRt2pTffvsNgLCwMBo3bszAgQOpXbs25cqV48KFC+m2d3Z2ply5coavYsWKGT1vZWXFyJEjcXNz47vvviM8PBxfX99Mx1e5cmWOHDlCXFycYVlYWBhWVlZUrFgRV1dX/P392bp1axbPgCo8PJzVq1fz6aefZms/QgjTSOIkhLCIL774ghkzZqDT6cy2z3nz5nHixAkiIyNZtmwZmzdvpnbt2gCUL1+eAwcOsHHjRs6ePcvYsWPZv3+/ycdITEyka9euvPnmm/Tu3Zty5cphY5P54aA9e/bEwcGBPn36cPz4cbZv386QIUPo1asXXl5eAEyYMIEZM2bwzTffcO7cOQ4dOsTs2bNNinP69OkEBweblNQJIbJPEichhEW0bNmSli1bmnWf69evp0WLFlSqVImJEyfy8ccf8+abbwLw7rvv0qVLF7p3707Dhg25e/cuAwcONPkYQ4cOxcXFhSlTpmQpRicnJzZu3Eh0dDT169fn//7v/3j55ZeZM2eOYZ0+ffowa9Ys5s2bR9WqVWnfvj3nzp0z6Tiurq589NFHWYpRCJF1OkVRFK2DEEIIIYTIC6TFSQghhBAikyRxEkIIIYTIJEmchBBCCCEySRInIYQQQohMksRJCCGEECKTJHESQgghhMgkSZyEEEIIITJJEichhBBCiEySxEkIIYQQIpMkcRJCCCGEyCRJnIQQQgghMkkSJyGEEEKITJLESQghhBAikyRxEkIIIYTIJEmchBBCCCEySRInIYQQQohMksRJCCGEECKTJHESQgghhMgkSZxEtvXt2xcXFxetwxBC5EHffvstgYGBeHl5YWtri7e3N82bN2fp0qWkpaVpHZ4Q6egURVG0DkLkPXfv3mX58uXs3LmTHTt2cOfOHVq1akXt2rXp1q0btWvX1jpEIUQe0KhRI3x8fHjppZdwc3Pj/v377N27lxUrVtC9e3d++eUXrUMUwogkTsJkK1asoH///jx8+BB/f3+Sk5OJioqidu3aHDlyhOTkZPr06cOCBQuws7PTOlwhRC6WnJyMra1tuuVDhgxhzpw5RERE4O/vn/OBCfEU0lUnTBIWFsYbb7yBt7c3YWFhREREEBAQgIODA/v37+f69ev06NGDH3/8kffffx8ARVHw9/enU6dO6faXkJCAu7s77777LgChoaHodDpWr16dbl0XFxf69u1reLxkyRJ0Oh2RkZGGZSdOnMDDw4P27duTkpJitN6BAweM9nfnzh10Oh0TJkwwWp7Rsi+//BKdTkeLFi0My/SxhoaGGq3brl27DPfxJP32T/vK6LXu2LGDd999l8KFC+Pm5kbv3r25d++e0X79/f2NtgX49ddf0el0Rh9AkZGR6HQ6pk+fni62atWqGb3WpKQkxo0bR926dXF3d8fZ2ZlmzZqxffv2DF+bPt4nv572Afi0c/D4tQVYtmwZdevWxdHREU9PT1577TWuXLliFGfz5s0pU6YMt2/fNiyfMGECOp3OaF/Tp0/HxsaGkJAQw7IWLVpQrVq1dPFNnz49w3jmzZtH1apVsbe3x9fXl0GDBnH//v102//7778EBQXh4eGBs7MzNWrU4OuvvwbUru5nvQ8eP25mr+2z6K97Zs63/pxktO6SJUuM1ps/fz7VqlXDycnJaL2Mfpcfl1HSpH+tAFZW/31M/fHHH7Rr1w5fX1/s7e0pW7YskydPJjU1NV3M1apV4+DBgzRu3BhHR0dKly7Nt99+a7SeKb+DppyPnTt38uqrr1KyZEns7e3x8/Pj/fff59GjR4Z1TL3u7du3f+o5fNrfImEZNloHIPKWadOmkZaWxooVK6hbt26654sUKcLSpUs5efIk3333HePHj6dYsWK88cYbfPHFF0RHR+Pp6WlY/6+//iImJoY33ngj27FduXKFNm3aUKlSJVatWoWNjXne3vfv32fq1KmZWnfHjh1GH8SZMXToUOrXr2+07O23385w3cGDB1OoUCEmTJjAmTNnmD9/PpcuXTL84cxISkoKY8aMMSmmJ8XExLBo0SJ69OhB//79iY2N5fvvvycwMJB9+/ZRq1atDLebNGkSpUuXBmDGjBnpkrzHvfLKK3Tp0gVQP3gWLFhg9Pxnn33G2LFj6datG2+//Ta3b99m9uzZvPjiixw+fJhChQphZ2fHmjVreOGFF3jllVfYunUr9vb26Y71xx9/MHLkSGbNmkVQUFCWzsmECROYOHEiAQEBDBgwwHA99u/fT1hYmCEh2Lx5M+3bt8fHx4dhw4bh7e3NqVOnWLduHcOGDePdd98lICDAsN9evXoZnQuAokWLZhhDdq5tjx49DK89JCTkmV1ilSpVMhznzp07hn+K9FauXMnAgQNp0aIFQ4YMwdnZmVOnTjFlypRMx3P//n1SUlKIjY3l4MGDTJ8+nddee42SJUsa1lmyZAkuLi4EBwfj4uLCtm3bGDduHDExMXz55ZdG+7t37x5BQUF069aNHj16sGrVKgYMGICdnR1vvvmm0bqm/A5m5nz8+uuvxMfHM2DAAAoXLsy+ffuYPXs2V69e5ddffwXI1nUXGlOEMIGnp6dSqlQpo2V9+vRRnJ2djZaNHTtWAZS//vpLURRFOXPmjAIo8+fPN1qvY8eOir+/v5KWlqYoiqJs375dAZRff/013bGdnZ2VPn36GB7/8MMPCqBEREQo0dHRSpUqVZSKFSsqd+7cMdpOv97+/fuNlt++fVsBlPHjxxstf3LZRx99pBQrVkypW7eu0rx5c8Nyfazbt283LGvYsKHStm3bDPf7pKy81rp16ypJSUmG5V988YUCKH/88YdhWalSpYy2nTdvnmJvb6+0bNnS6NpFREQogPLll1+mO37VqlWNXmtKSoqSmJhotM69e/cULy8v5c0330y3/YIFCxRAOXDggGFZu3bt0r13FEVRkpOTFUCZOHFiutcbERGhKIqiREZGKtbW1spnn31mtO2xY8cUGxubdMvPnDmjeHh4KG+88YaiKIoyfvx4Rf/n7vDhw4qzs7MyaNCgdLE0b95cqVq1arrlX375pVE8t27dUuzs7JTWrVsrqamphvXmzJmjAMrixYsVRVHPW+nSpZVSpUop9+7dM9qn/j3/pGe9dzJ7bZ/l7NmzCqBMnz79qa/vcU2aNFFatmxpeKx/3/zwww+GZT169FAKFSqkPHr0yLDsWe/vjFSsWFEBDF+9e/dWkpOTjdaJj49Pt927776rODk5KQkJCYZlzZs3VwBlxowZhmWJiYlKrVq1lGLFihl+h0z5HdTLzPnIKM6pU6cqOp1OuXTpUoav/3nXvV27dhk+9/jrePxvkbAc6aoTJomNjaVYsWLPXc/LywtQWyoAKlSoQMOGDVm+fLlhnejoaP7++2969uyZrrUkNjaWO3fuGH09TUJCAh07duT27dts2LCBwoULZ+WlZejatWvMnj2bsWPHPvfOwTVr1rB//36mTZtmtuM/6Z133jHq2hgwYEC67qbHxcfHM2nSJAYPHmz0n/uT6zx5rp/s+rC2tjaMV0tLSyM6OpqUlBTq1avHoUOH0u0zISEBAAcHh+e+pqSkJIAMW4b01qxZQ1paGt26dTOK09vbm/Lly6frMqxQoQK//fYby5cv59NPPzUsv3HjBh06dKBRo0aGrrInpaampjsf8fHxRuts2bKFpKQkhg8fbtSV1L9/f9zc3Fi/fj0Ahw8fJiIiguHDh1OoUCGjfTythTCzMnNtM2LKtQH1+jzr2oD6++rk5JTpfWbkhx9+YPPmzSxfvpy33nqL5cuX88477xit4+joaHTMO3fu0KxZM+Lj4zl9+rTRujY2NoYhAAB2dna8++673Lp1i4MHD2Y5zsycj8fjjIuL486dOzRu3BhFUTh8+HCWjpucnMydO3e4e/euYRiC0IYkTsIkvr6+XLhw4bnrnT9/HoDixYsblvXu3ZuwsDAuXboEqM3ZycnJ9OrVK932b775JkWLFjX6iouLy/BY/fr1Y9euXcTGxpr9D8r48ePx9fU1+gOckdTUVD7++GN69uxJjRo1zBrD48qXL2/02MXFBR8fnwzHpgDMnDmThIQEPv7446fuc/z48enO9ZMfQgA//vgjNWrUwMHBgcKFC1O0aFHWr1/PgwcP0q2rT3Td3d2f+5r0Y4KelZieO3cORVEoX758ulhPnTrFrVu30m1z+/ZtFEVh3LhxhkSmU6dOXL16NcP19U6fPp3uGOPHjzdaR/8erlixotFyOzs7ypQpY3he/7uS0bip7MrMtc2IKdcG1OvzvH8aGjVqxPXr15kwYQKXL1/mzp07Gb4vnrePgIAAXn/9dRYtWsSkSZP44YcfCAsLM6xz4sQJXnnlFdzd3XFzc6No0aKGbv4nj+fr64uzs7PRsgoVKgA89fclMzJzPi5fvkzfvn3x9PTExcWFokWL0rx58wzjzKxNmzZRtGhRihQpgoODA3Xq1GHTpk1Z2pfIHhnjJEzSvn175s6dy/fff89bb72V4To3b97kxx9/pGjRorzwwguG5a+99hrvv/8+y5cv5+OPP2bZsmXUq1cv3YcPwLhx42jWrJnRsg4dOmR4vEOHDvHHH38wePBg3nnnHbZt25aNV/ifU6dOsWTJEpYtW/bUAax633//PZGRkWzcuNEsxzaHO3fu8OWXXzJ69GijcWVPeuedd3j11VeNlvXv39/o8bJly+jbty+dO3fmww8/pFixYlhbWzN16tQME+nIyEhsbW3x9fV9bpxRUVEAeHt7P3WdtLQ0dDodf//9N9bW1umef/KD7OHDhwQHB9OjRw98fHyYOXOmIa4//viDrl27Mnv2bIYPH55uX/7+/ixcuNBo2a+//ppuzJWWMnttM/L4gOPMiIqKIjAw8JnrvP/++5w5c4bJkyczceJEk+J5mv/7v/9jzJgx/PvvvzRp0oT79+/TvHlz3NzcmDRpEmXLlsXBwYFDhw4xcuTIHKv59LzzkZqaSqtWrYiOjmbkyJFUqlQJZ2dnrl27Rt++fbMcZ8OGDQ2tp9evX+fzzz/nlVde4cSJE1nan8g6SZyEST755BN+//13BgwYwOnTp3n99dcN3TqXL19m69atjBs3jnv37vHzzz8bNWl7enrSrl07li9fTs+ePQkLC2PWrFkZHqd69epGAyeBDD8wARYtWkTHjh2xtramffv2z0zqTDF69Ghq1apF9+7dn7lefHw8EydOZODAgZQqVSrbx32Wc+fO0bJlS8Pjhw8fcuPGjQwHOH/66ae4uroybNiwZ+6zfPny6c71k/+pr169mjJlyrBmzRqjLqYnW2L0Dhw4QJ06dYy6sZ7m5MmTAFSuXPmp65QtWxZFUShdurSh1eBZxo8fT2xsLDNmzMDLy4sTJ06wceNGfv/9dxo3bsywYcMYP3483bt3x8fHx2hbZ2fndOcjPDzc6LH+Op85c4YyZcoYliclJRnuNNXHDXD8+PF0+8yOzF7bjBw4cAAbG5unDuh/3NWrV4mNjX3mtQG1a2rhwoUcPnwYd3d3xo8fz5EjRxgxYoTJ8enp70DT/96HhoZy9+5d1qxZw4svvmhYLyIiIsPtr1+/TlxcnNF7+ezZs0Dmk8YnZeZ8HDt2jLNnz/Ljjz/Su3dvw/LNmzdn6Zh6RYoUMXoPlStXjiZNmrBjxw6TumpF9klXnTCJt7c3e/bsoW3btsyYMYM6deqwbNky4uLiKFWqFG+++SaOjo789ddf9OjRI932vXr14uTJk3z44YdYW1vz2muvZTsmfctUu3bteO211/jwww+5efNmtva5Z88e/vjjD6ZNm/bcsShff/01cXFx2b5zLTMWLFhAcnKy4fH8+fNJSUmhbdu2RutFRkYyf/58JkyYYDTeIqv0H17KY2Xf/v33X/bs2ZNu3ZMnT3Ly5MkMy09kZOXKlfj4+Dzzw6hLly5YW1szceJEoxj0Md29e9fw+Pjx43zzzTdMnDgRHx8frKysDC2fjRs3BtQ74lxdXQkODs5UjE8KCAjAzs6Ob775xiie77//ngcPHtCuXTsA6tSpQ+nSpZk1a1a6MgVPvo7Mys61TUpK4s8//+Sll17KVLX/FStWAPDSSy89d93Ro0dz+fJlli1bRkBAQIZ33WbkaePzFi5ciE6nMxw7o/dgUlIS8+bNy3D7lJQUvvvuO6N1v/vuO4oWLZrp2J6UmfORUZyKojx1TF1W6VuunvYPpbAcaXESJvPz8+OPP/7gxo0bhIWF8eWXXxIeHs63335LrVq1qFWr1lOTjXbt2lG4cGF+/fVX2rZtm6mB5qb4+uuvqVy5MkOGDGHVqlVGz+3Zs8dokLl+4Pr58+fZt28fDRo0MDy3adMmWrVqlalWgk2bNvHZZ5+ZdVD60yQlJfHyyy/TrVs3zpw5w7x582jatCkdO3Y0Wu+ff/6hcuXK9OvXzyzHbd++PWvWrOGVV16hXbt2RERE8O2331KlShUePnxoWG/jxo2GVgZHR0eWLVtmeO7atWvExcWxbNky3njjDQ4cOMDYsWPZsGED33777TMT1LJly/Lpp58yevRoIiMj6dy5M66urkRERLB27Vreeecdw3EHDhxI1apVGTJkyFP35+LiwldffUW3bt3o379/phKDxxUtWpTRo0czceJE2rRpQ8eOHQ3Xo379+oZxN1ZWVsyfP58OHTpQq1Yt+vXrh4+PD6dPnza0gpkqq9f26NGjTJw4katXr9KuXTuja6Mf4P/7778b/uEZP348ixYt4rXXXqNSpUrP3PeWLVv46quv+Omnn0xudX399depVKkSr7zyCl5eXty+fZu///6b7du3M2bMGKpXrw6oSa+Hhwd9+vRh6NCh6HQ6fvrpp6cmoL6+vnz++edERkZSoUIFVq5cSXh4OAsWLHhu1/uTbt68menzUalSJcqWLcuIESO4du0abm5u/Pbbb88sxZEZ+ptfQL3J4fPPP8fd3Z2WLVsaWtJEDtHkXj6Rr2RUjuBZBg4cqADKzz//nO65rJYjeNyPP/6oAMqff/5ptN6zvh6/9R5QdDqdcvDgQaP9Nm/ePMNyBD4+PkpcXJzRulioHME///yjvPPOO4qHh4fi4uKi9OzZU7l7967RtqVKlVIAZe3atUbL+/Tpk+VyBGlpacqUKVOUUqVKKfb29krt2rWVdevWpdun/jbw530piqJ8/vnnSv369ZXly5enO/7Tru1vv/2mNG3aVHF2dlacnZ2VSpUqKYMGDVLOnDmjKIp67XU6nRIWFma03ePlCB7XqlUrpVKlSoZSC5ktR6A3Z84cpVKlSoqtra3i5eWlDBgwIF3ZAUVRlF27dimtWrVSXF1dFWdnZ6VGjRrK7Nmz062nKM+/LT0z1zYj+nPwvK/t27crYWFhSrly5ZQJEyakK0Px5O33d+7cUXx9fZUePXoYrZfZcgTz589XgoKCFF9fX8XGxkYpVKiQEhgYqISEhKRbNywsTHnhhRcUR0dHxdfXV/noo4+UjRs3prsVX38dDxw4oDRq1EhxcHBQSpUqpcyZMyfTMT7+O2jK+VAURTl58qQSEBCguLi4KEWKFFH69++vHDlyJN16j8vMddd/FSlSRGndurWyd+9eo9ch5Qhyhky5InLc+++/z/fff09UVBROTk5ah8OECRMIDQ3N1VV3lyxZQr9+/di/fz/16tXTOpynatGiBS1atHhq1fTIyEhKly6d5W4qkXWZeZ/7+/uzZMkSo6rxeVGLFi24c+cOx48f1zoUkQ/JGCeRoxISEli2bBldu3bNFUmTEEIIYQoZ4yRyxK1bt9iyZQurV6/m7t27WbobyFLKlSuXrsChyJpWrVo9c5C3i4sLPXv2zMGIhF6NGjWeO7ZHP85ICPF00lUnckRoaCgtW7akWLFijB07lsGDB2sdUp6SV7rqhMgNpKtOWJIkTkIIIYQQmSRjnIQQQgghMkkSJyGEEEKITCpwg8PT0tK4fv06rq6u2Z6dXAghhBB5n6IoxMbG4uvr+9ypogpc4nT9+nX8/Py0DkMIIYQQucyVK1coUaLEM9cpcImTq6sroJ4cNzc3s+8/OTmZTZs20bp1a5PL+oucIdcod5Prk/vJNcr95BqZJiYmBj8/P0OO8CwFLnHSd8+5ublZLHFycnLCzc1N3qy5lFyj3E2uT+4n1yj3k2uUNZkZwiODw4UQQgghMkkSJyGEEEKITJLESQghhBAikwrcGCchhBAiO1JTU0lOTtY6jGdKTk7GxsaGhIQEUlNTtQ5Hc7a2tlhbW5tlX5I4CSGEEJmgKApRUVHcv39f61CeS1EUvL29uXLlitQs/J9ChQrh7e2d7fMhiZMQQgiRCfqkqVixYjg5OeXqhCQtLY2HDx/i4uLy3IKO+Z2iKMTHx3Pr1i0AfHx8srU/SZyEEEKI50hNTTUkTYULF9Y6nOdKS0sjKSkJBweHAp84ATg6OgJw69YtihUrlq1uO03P5o4dO+jQoQO+vr7odDp+//33524TGhpKnTp1sLe3p1y5cixZssTicQohhCjY9GOanJycNI5EZJX+2mV3fJqmiVNcXBw1a9Zk7ty5mVo/IiKCdu3a0bJlS8LDwxk+fDhvv/02GzdutHCkQgghROYKJIrcyVzXTtOuurZt29K2bdtMr//tt99SunRpZsyYAUDlypXZtWsXX331FYGBgZYKUwghhBACyGN1nPbs2UNAQIDRssDAQPbs2aNRRMbi4mDXLh0HDhTTOhRRkFy/DpGRWkchhBAFQp4aHB4VFYWXl5fRMi8vL2JiYnj06JFh8NfjEhMTSUxMNDyOiYkB1D5Oc9fh2L1bR+vWNnh51WD06Nxd46Mg01/33F6HJVOSkrCpVw/u3CF1yRKUV1/VOqJsy1fXJ58qiNcoOTkZRVFIS0sjLS1N63CeS1EUw/c+ffpw//591q5da7ROaGgoL7/8Mnfv3qVQoUIaRJmz0tLSUBSF5OTkdIPDTXkv56nEKSumTp3KxIkT0y3ftGmT2Qf5xcbaAkHcvOnMH3+sx8kpxaz7F+a1efNmrUPItiJHjtDkxg0ArN94g2P//ENEUJDGUZlHfrg++V1BukY2NjZ4e3vz8OFDkpKStA4n02JjY0lOTiYlJcXQcKAXHx9vWKcg3HmXlJTEo0eP2LFjBykpxp/P+nORGXkqcfL29ubmzZtGy27evImbm1uGrU0Ao0ePJjg42PA4JiYGPz8/WrdujZubm9ljHDUqjWvXrCha9GWaNzdPlVJhXsnJyWzevJlWrVrl+VnDrbZvB0ApWhTd7dvUWLCAqoULkzZhAuTRQaz56frkVwXxGiUkJHDlyhVcXFxwcHDQOpznUhSF2NhYXF1dsbW1xcbGJt1nnr7xwNXVlTVr1hAcHEx0dLTh+RYtWrBz504OHjxIrVq12LFjBwMGDODSpUvY2trSsGFDZs+eTfny5QEoU6YMw4YNY9iwYQCMHTuWH3/8kR07duDv78/du3cZMmQIO3fu5N69e5QtW5ZRo0bRo0cPwzEfPnzIkCFD2LBhg6HuEmCIITsSEhJwdHTkxRdfTHcNn0wqnyVPJU6NGjUiJCTEaNnmzZtp1KjRU7ext7fH3t4+3XJbW1uL/MLXrJnGtWtw8qQtAQGSOOVmlnoP5Ki//wZAN38+nDgB48djPXUq1nfvwrx5YKYpBrSQL65PPleQrlFqaio6nQ4rKytD64yigAkNFWbl5PTs/4303Yk6nc7w9WSrkv7x469J/33NmjUcPnzY6Hk/Pz/mzJlDmTJlePjwIR999BEDBgxg27Zthn3qjzNjxgwWLFjAjh07KFOmDKC2+NSrV49Ro0bh5ubG+vXr6dOnD+XLl6dBgwYATJs2jc2bN7Nq1SoqVqzIlStXaNCggVGMWWVlZYVOp8vwfWvK+1jTxOnhw4ecP3/e8DgiIoLw8HA8PT0pWbIko0eP5tq1ayxduhSA9957jzlz5vDRRx/x5ptvsm3bNlatWsX69eu1egnpVK+uEBICR4/mzf/2RR5y/jycPQu2ttCqFXTtCl5eMHAgLFgAt2/Dzz9DHvjvWIi8KD4eXFy0OfbDh+DsnPn1161bh8sTwT5tDrvk5GRGjhzJyJEjGTt2rGF52bJlKVu2LKC23vj4+HDhwoV02y9atIhJkyaxbds2KleubFhevHhxRowYYXg8ZMgQNm7cyKpVqwyJU3h4OO3bt6d58+aG4+Q2mnZqHjhwgNq1a1O7dm0AgoODqV27NuPGjQPgxo0bXL582bB+6dKlWb9+PZs3b6ZmzZrMmDGDRYsW5apSBDVqqAPyjh7VOBCR/+n/YWjWDPRN8O++C7/+Cvb2sHYtBAZCHphXSwhhWfr6h49/LVq0KMN1586di7u7Oz179kz33OXLl3FxccHZ2Zl9+/alK0L9xx9/8O677+Lr60u1atWMnktNTWXy5MlUr14dT09PXFxc2LhxY7rP+dDQUK5du5b9F20hmrY4tWjRwjDyPyMZVQVv0aKFofkwN9InTseP60hNzdM9JSK3W7dO/d6unfHyLl1gwwbo1Al27IDmzdXH2ZyfSQhhzMlJbfnR6timcHZ2ply5ckbLrl69mm69e/fuMXnyZNauXZthwUhfX1/Cw8OJiopi9OjRTJs2je+++87wfFhYGCtXrmTcuHFMmDCBqVOnGp778ssv+frrr5k1axbVq1fH2dmZ4cOHGw22HzduHGfPnqVEiRI4Ozs/M0fQSp4a45QXlCsHdnYpPHpkw/nzULGi1hGJfCk2Fv75R/35ycQJoEUL9fk2bdTmz8aNYdMm+N8gTiFE9ul0pnWX5QWTJ0+mWbNmvPjii0RmUB/OxsaGcuXKUa5cOUaMGEHPnj2NEqdRo0bxf//3f5QsWZIXX3yRLl26UL9+fUBNqjp16sQbb7wBqOOwzp49S5UqVQzbe3l5MWzYMA4dOkRISAgJCQm0aNHCoq/ZVPn//sMcZm0NpUrFAnDkiMbBiPxryxZITlYz9QoVMl6nVi3YvRvKllULZDZpAgcO5GSUQog8JD4+ngULFvDFF19k+Py6desICwvj8uXL7N69my+++MIw1EbP09MTgAYNGjB8+HD69etnaFEqX748mzdvZvfu3Zw6dYp333033Z3yFy9epE+fPixdupSGDRtSqlQpC7zS7JHEyQL8/R8AkjgJC9KPb2rX7tm31pQpA2FhUKeOOli8ZUs16RJCiCckJyfTr18/Kjzln7GrV68a7oJ75ZVXKF68OMuXL3/q/iZOnEhaWhoTJkwA4JNPPqFOnToEBgbSokULvL296dy5s2H9R48e0bVrVwYOHEi7jFrScwnpqrMAf3+1HoQkTsIiFAX0ZTky88fFywu2b4dXXoFt2yAoCH76Cbp3t2ycQohcIaPxwmA8zrhv37707dvX6Hl/f3+jMUbvvfce77333lOP82TXnr29PSdPnjQ89vT05Pfff3/q9o6OjunGMD8ZQ24gLU4WIC1OwqIOH4YbN9TBFS++mLlt3NzUZOvVV9Uuvh49YPZsy8YphBD5kCROFqBvcbp6FR4rwlrgPUx6yMnbJ5+/ong2/d10rVqpZQcyy94efvkFBg1SW62GDoVPPlF/FkIIkSmSOFmAs3MK/v5Sz+lJg0MGU3VeVf4+97fWoeRtj49vMpW1tdrSNHmy+vizz+CddyBF5lUUQojMkMTJQqpXVxMn6a77z87LOwH49uC3GkeSh926Bfv3qz9ndTJfnU5tafruO7CygkWL1C68R4/MF6cQQuRTkjhZiL4QpiROqqTUJCLvRwIQci6E23G3tQ0or/r7b7VrrXZt8PXN3r7eeee/KuO//67WfJIq40II8UySOFmIJE7GLt67SJqiTjqZkpbCiuMrNI4oj8pON11GunSBjRvVweM7dqiDza9fN8++hRAiH5LEyUL0idOJEzJ8BODc3XNGj5ceXapRJHlYcrKa5ID5EidQp2TZsQO8veHYMbVQ5tmz5tu/EELkI5I4WUjp0uqs2YmJcOaM1tFo7+xd9YO4pX9LbKxsOHD9gNxhZ6qwMIiJgaJF4X8ziZtNzZpqlfFy5aTKuBBCPIMkThZiZQU1aqg/S3fdf4lTY7/GBJVXBzX/dOQnLUPKe/RlCNq2Vd9g5la6tJqc1a0Ld+6oVcY3bzb/cYQQIg+TxMmCatZUv0viBOei1a66CoUr0KtGLwCWHVtmGPckMsHc45syUqyYWmX85ZfVad/btYMVMh5NCCH0JHGyIEmc/qNvcapQuALtK7SnkEMhrsZcJTQyVNvA8oqLF+H0abUOU+vWlj2Wq6uapHXv/l+V8W++sewxhRAWFxUVxZAhQyhTpgz29vb4+fnRoUMHtm7dqnVoeYokThYkiZMqLimOa7HXACjvWR4HGwe6V1XnSVt6RAaJZ4q+talpUyhUyPLHs7eHn3+GwYPVx8OGwZgxUmVciDwqMjKSunXrsm3bNr788kuOHTvGhg0baNmyJYMGDdI6vDxFEicLql5drTUYFaXWLSyozkefB8DT0ZPCToUB6F2zNwCrT64mLilOs9jyjJzopnuSlZXa0vTpp+rjKVOgf3+5TVSIPGjgwIHodDr27dtH165dqVChAlWrViU4OJi9e/cCoNPpmD9/Pm3btsXR0ZEyZcqwevVqo/1cuXKFbt26UahQITw9PenUqVO6yX0jIyPR6XTpvu4/VidOp9Olm/C3RYsWDB8+3PD4xo0bdOnShcKFCz91P9OmTcPf3x8bGxvD87NmzTLDGXs6SZwsyNlZvUkJCnark358U3nP8oZljUo0oqxHWeKS41h7eq1WoeUNcXEQGqr+3L59zh5bp1NbmhYsUBOp77+H//s/qTIuBKAoCnFJcZp8KSa0/kZHR7NhwwYGDRqEs7NzuucLPdaKPXbsWLp27cqRI0fo2bMnr732GqdOnQIgOTmZwMBAXF1d2blzJ2FhYbi4uNCmTRuSkpLS7XfLli3cuHGD3377zfSTC3zwwQecPXuWDRs2ZLifTZs2MWbMGCZOnMilS5e4ceMGJUqUyNKxTGFj8SMUcDVqwLlzauLUqpXW0Wjj8fFNejqdjt41ezM+dDxLjyzljRpvaBVe7rd1q1rXonRpqFRJmxj694ciRdTxTn/8oY6z+vNP8PDQJh4hcoH45HhcprpocuyHox/ibJc+CcrI+fPnURSFSpn4+/Hqq6/y9ttvAzB58mQ2b97M7NmzmTdvHitXriQtLY1Fixah0+kA+OGHHyhUqBChoaG0/t/4y8TERAC8vb3x9vbG09MzKy+R8PBw3njjDerXrw+Qbj/h4eGULVuWPn36GJZZW1tn6VimkBYnC5NxThm3OAGGZGnLxS1EP4rO8bjyjMe76f73x0oTr7wCmzaBuzvs2iVVxoXII0xpnWrUqFG6x/oWpyNHjnD+/HlcXV1xcXHBxcUFT09PEhISuHDhgmGbu3fvAuDm5vbMY/Xo0cOwHxcXF3bu3Gn0fOnSpQkJCSE6OuPPh9KlSxMZGUlYWFimX585SIuThUnilHGLE0AZjzL4uPhw4+ENLt67iKdj1v4rydcUBUJC1J9zcnzT07z4olplPDAQjh+Hxo3VZKpChedvK0Q+42TrxMPRDzU7dmaVL18enU7H6dOns3XMhw8fUrduXZYvX57uuaJFixp+vnjxInZ2dvg+Zz7Nr776ioCAAMPjnj17pnu+Z8+eFClSBCcnJ1JTU42e79q1K6Ghobz00ktYWVlhbW1NfHx8Vl6aSaTFycL0idOpU2pvS0Gkn26lfOHy6Z7zc/cD4GrM1RyNKc84ehSuXgUnJ2jRQutoVDVq/Fdl/NIltcr4/v1aRyVEjtPpdDjbOWvypTOh9dnT05PAwEDmzp1LXFz6m3EeH2ytHyj++OPKlSsDUKdOHc6dO0exYsUoV66c0Ze7u7thm3/++YfGjRs/t9vM29vbaB+Ojo5Gz1eoUIG+ffvi7+/Pv//+y6JFi4yet7KyYuTIkbi5ufHdd98RHh7+3GTNHCRxsrCSJdW7x1NS1OSpoLn36B63428D6bvqAEq4qQP5JHF6Cn033csvg4ODtrE8LqMq45s2aR2VEOIp5s6dS2pqKg0aNOC3337j3LlznDp1im+++caoe+7XX39l8eLFnD17lvHjx7Nv3z4G/68sib71p1OnTuzcuZOIiAhCQ0MZOnQoV69eJTU1lR07dvDzzz/TpUsXoqKiiIqKMnS13TLx9vK9e/fy8ccfs3r1aqpWrUrx4sWNnk9MTKRr1668+eab9O7dm3LlymFjY/mONEmcLEynK9hTr+jHN/m4+OBq75ru+RKukjg9k36aldzQTfckfZXxgAD1zr/27eGXX7SOSgiRgTJlynDo0CFatmzJBx98QLVq1WjVqhVbt25l/vz5hvUmTpzIihUrqFGjBkuXLuWXX36hSpUqADg5ObFjxw5KlixJly5dqFy5Mm+99RYJCQm4ublx5coVmjdvTnx8PEOHDsXHxwcfHx+6du0KQMWKFTMd7+3bt3n11VeZOXMmderUyXCdoUOH4uLiwpQpU7JxZkwnY5xyQM2a6rCQApk4PaObDqTF6Znu3AF9s3luTJzgvyrjffqoU7O8/rpatGzYMK0jE0I8wcfHhzlz5jBnzpynruPr68umZ7Qee3t78+OPP2b4XHR0NKVKlUpX10nv8bIHGQ1YD9WXXUEdM3XlyhWj51u0aGG03XfffZduH087tjlJi1MOKMgDxA0Dwz0zHjwsidMzbNigDg6vWRNyoDZJltnZwfLlMGSI+nj4cPj4Y6kyLkQBY21tbTRI/EleXl45GI3lSOKUAx5PnAraZ4mhFMFzWpyuxFzJ8PkCTYtq4VllZQVffw2ffaY+njpVqowLUcD4+fmx/xk3ipw5cyYHo7Ec6arLAVWrqp8rd++qZW+eGN+Wrz2tFIHe43fVKYpi0p0i+VpKitriBHkjcQJ1QN/HH6tjn959V60yfvu22oX3xN0yQojcx5R6TwWZtDjlAEdH0I+JK0jddYqiPLX4pZ6vq3rraFJqEnfi7+RYbLnenj1w/z4ULgwNG2odjWnefht++02dKPjPP9Uq4/fuaR2VEEKYhSROOUTfXXf0qLZx5KRbcbeISYxBh46ynmUzXMfO2g4vZ7XfW8Y5PUbfTdemDeTAFAJm17kzbN5sXGX82jWtoxJCiGyTxCmHFMQB4vrWplKFSuFg8/QaRDJAPAN5aXzT0zRrpt5O6uOjVhlv0gTyyRgHIUTBJYlTDimIiZN+fNPTuun0JHF6wqVLaqJhZaVObZKX6auMV6igvq6mTaXKuBAiT5PEKYfoE6czZ+DRI21jySnPGxiuJ4nTE/StTU2aQBZnFc9V/P3V7rp69aTKuBAiz5PEKYf4+ECRIpCWBidOaB1NznjewHA9Pzf1zjopSfA/+aGb7klFi8K2bdCqlVplvF07+PlnraMSQgiTSeKUQ3S6gtddJy1OWRAfryYYkL8SJ1CrjK9bBz16qOUWevZUaz8JIUQeIolTDipIiVOaksb56PPA04tf6kni9Jjt2yEhQZ0dumpVraMxPzs7WLYMhg5VHw8fDqNHF7zKsELkoL59+6LT6QxfhQsXpk2bNhwtSLd5m5EkTjmoICVOV2OukpCSgI2VDf6F/J+57uOJU4EvwPZ4N11+LQZqZQWzZqnVxQGmTYO33pIq40JYUJs2bbhx4wY3btxg69at2NjY0L59e63DypMkccpBBWnqFf3kvmU8ymBj9ewC9cXd1FLqj1IecS+hABdKVBS1KwvyXzfdk3Q6GDVKrS5uZQU//ABduqhdlUIIs7O3t8fb2xtvb29q1arFqFGjuHLlCrdv3yYyMhKdTkd4eHiG2xYqVIglS5YYHl+9epUePXrg6emJs7Mz9erV499//zU8P3/+fMqWLYudnR0VK1bkp59+MtqfTqfj999/B9RCyb1796ZGjRrc+1+h3AsXLtCpUye8vLxwcXGhfv36bNmyxWgfN27coEuXLhQuXNioNe3+/fvZPlfPI1Ou5KDKlcHWFh48gMuXoVQprSOynMyObwJwsHGgqFNRbsff5mrMVTwd88GdZFlx/DhcuQIODuqdZwXBm2+qd0107w5//aVWGV+zRuuohMgcRdEu2XdyynKr9MOHD1m2bBnlypWjcOHCxMXFmbRt8+bNKV68OH/++Sfe3t4cOnSItLQ0ANauXcuwYcOYNWsWAQEBrFu3jn79+lGiRAlaZvB3bejQoezevZtdu3bh4eFhOEZQUBCfffYZ9vb2LF26lA4dOnDmzBlKliwJwAcffMDZs2fZsGEDfn5+7N69m65du2bpfJhKEqccZGenJk9Hj6qtTvk5ccrsHXV6JdxKcDv+NlceXKGGVw1LhpZ76bvpXnpJ/aNYUHTsqJYn6NgRwsKweeklHIKDtY5KiOeLjwcXF22O/fAhODtnevV169bh8r9Y4+Li8PHxYd26dVhZmdbx9PPPP3P79m3279+P5//KpZQrV87w/PTp0+nbty8DBw4EIDg4mL179zJ9+vR0idMnn3zC2rVr2bVrF97e3oblNWvWpKa+iwaYPHkya9eu5c8//2Tw4MEAhIeH88Ybb1C/fn0AQyw5QbrqclhBGedkSosTyABxIH+WIcgsfZVxX190J07QbNQoqTIuhBm1bNmS8PBwwsPD2bdvH4GBgbRt25ZLly4Z1mncuDGurq74+fnRvXt3rl5N//c4PDyc2rVrPzVROXXqFE2aNDFa1qRJE06dOmW0bM6cOXz22WdUrFgRf39/o+cePnzIiBEjqFy5MoUKFcLFxYVTp05x+fJlwzqlS5cmJCSE6OhoU09FtknilMMkccpYgU+coqPVCttQMBMngOrVYfdulAoVcLp9G5sWLWDfPq2jEuLpnJzUlh8tvkxslXZ2dqZcuXKUK1eO+vXrs2jRIuLi4li4cKFhnZUrV3L48GF++eUXzp07x3vvvZduP46Ojtk+bQD79u0jJCSE48eP89133xk9N2LECNauXcuUKVPYuXMn4eHhVK9enaSkJMM6X331FYmJiRQpUgQXFxfatm1rlrgyw+SuuufdvlijRgHtZsmkgpA4JacmE3E/AjCtqw7gamwBTZw2blSro1atmr/7cJ+nVClSQkN52Lw5HufOqWO9fvtNnexYiNxGpzOpuyw30el0WFlZ8eixqSz8/PwMydVbb73FVP2dr4+pUaMGixYtIjo6OsNWp8qVKxMWFkafPn0My8LCwqhSpYrRerNmzaJt27bMmzePfv360bZtW8P4pbCwMPr27csrr7wCqC1QkZGRRttXqFCBvn37cvfuXf766y9D111OMDlxqlWrFrr/DUjT3zqu0+lQFAWdTkdqaqp5I8xn9InThQvqPw1adY9bUuT9SFLSUnC0cTTcMfc8Bb7FSX83ndweDEWKEDZpEkGLF2O1eTN06ABLlqgFM4UQWZKYmEhUVBQA9+7dY86cOTx8+JAOHToY1klKSiIhIYGbN2+yevVqqlWrlm4/PXr0YMqUKXTu3JmpU6fi4+PD4cOH8fX1pVGjRnz44Yd069aN2rVrExAQwF9//cWaNWvS3RWnT7q6du3Kr7/+yttvv82m/03FVL58edasWUOHDh3Q6XSMHTvWMPhcb+/evXz88cds376dqlWrcvv2bbOer2cxuauuadOmODs7M3nyZC5evEhERITRd/FsRYuq068oinoTVX6kHxhezrMcVrrMvcX0064UyMQpNRU2bFB/LqjddE9IdXQkde3a/6qMv/EGfPWV1mEJkWdt2LABHx8ffHx8aNiwIfv37+fXX3+lRYsWhnUaNmyIo6MjtWrVwsXFJV0XGoCdnR2bNm2iWLFiBAUFUb16daZNm4a1tTUAnTt35uuvv2b69OlUrVqV7777jh9++MHoOE+aM2cOR44cYcGCBQDMnDkTDw8PGjduTIcOHQgMDKROnTqG9W/fvs2rr77KzJkzjZbnFJNbnHbs2MGaNWsYNWoUv//+O1999VW6gWDi2WrWhBs31O66F17QOhrzM3V8E/zX4nTlwRVD62WBsXevOsbJwwMaNdI6mtxDX2W8WDF1apbgYLh5Uy2cWZDeH0Jk05IlS4zqMD3J39//mcWHn6yNVKpUKVavXv3U9QcMGMCAAQOe+vyTxypSpAg3b940imebfuqp/xk0aJDh56JFi3LlivHcpi1atMixAspZGhzepUsXTp48yeuvv06nTp3o0qUL58+fz1IAc+fOxd/fHwcHBxo2bMi+5wwGnTVrFhUrVsTR0RE/Pz/ef/99EhISsnRsreT3cU764pemJE76Lr245DgeJD6wSFy5lv5uusBAsJEKIUasrNSWpilT1Meff67WfpIq40IIjWT5rjobGxuGDx/O+fPnKV26NHXq1GH48OEm7WPlypUEBwczfvx4Dh06RM2aNQkMDOTWrVsZrv/zzz8zatQoxo8fz6lTp/j+++9ZuXIlH3/8cVZfhibye+J0NlptccrswHAAJ1snQ+HLAtddV5DLEGSGTqfOZ6evMr5kCbzyilQZF0JowuTEycPDA09PT8NXmTJl+OGHH0hMTGT27Nkm7WvmzJn079+ffv36UaVKFb799lucnJxYvHhxhuvv3r2bJk2a8Prrr+Pv70/r1q3p0aPHc1upcht94nT0qHojVX6TlRYnKKADxK9cUd8IOp3cOfY8b74Ja9eqldXXrVOrjGtQw0UIUbCZ3C/w1VdfmWX8SVJSEgcPHmT06NGGZVZWVgQEBLBnz54Mt2ncuDHLli1j3759NGjQgIsXLxISEkKvXr2yHU9OqlAB7O3Vu+oiIqBsWa0jMp+ElAQuP1CLlJUvnPkWJ1ATp6M3jxasxCkkRP3+wgvq1CPi2Z6oMs6LL6oD60uU0DoyIUQBYXLi1LdvX7Mc+M6dO6SmpuLl5WW03MvLi9OnT2e4zeuvv86dO3do2rQpiqKQkpLCe++998yuusTERBITEw2PY2JiAEhOTiY5OdkMr8SYfp/P23fVqtYcOmTFwYMplCyZf2b8PX37NAoK7vbuFLItZNI5Lu6ijnO6dO+SRa6NXmavUU6w/usvrIDUNm1IywXx5AbPvT4vvABbt2LToQO6EydQGjcmZf16qFQpB6Ms2HLT71BOSU5ORlEU0tLS0t0anxvpB0rrYxaQlpaGoigkJycb7gLUM+W9bHLiZG1tzY0bNyhWrJipm2ZbaGgoU6ZMYd68eTRs2JDz588zbNgwJk+ezNixYzPcZurUqUycODHd8k2bNuFkwfnANm/e/MznPTxqAaVYs+Y89vb5Z2qJvff3AlDMuhh///23SdvGRakTTe45uYeQhyFmj+1Jz7tGlmaVmEjbLVuwAna4uhITYvnXnJc87/o4TphAo4kTcb1yhbQmTfh37FjuVTCte1hkj9a/QznJxsYGb29vYmNjjSpY53axsbFah5BrJCYm8ujRI/755590NSfjTRgzaXLiZK7b/YoUKYK1tbXRLYgAN2/eNJrs73Fjx46lV69evP322wBUr16duLg43nnnHcaMGZPhZIWjR48m+LEJQ2NiYvDz86N169a4ubmZ5bU8Ljk5mc2bN9OqVStsbW2fut6FC1Zs3Qrx8RUICso/fXUn9pyASKhbui5BQUEmbXvn6B1+XvczVu5WJm9risxeI0vTbdiATWIiSvHiNB00SG6x/x+Trk/79qR17Ij9gQM0mzCB1JUrUQIDcybQAiy3/A7lpLS0NCIiIoiJiaFo0aLY2trm6rIpiqIQFxeHs7Nzro4zJ+hbmWJiYnB2dqZVq1bp8gV9b1RmZOneZ3NcBDs7O+rWrcvWrVvp3LkzoL4xt27dapj9+Enx8fHpXqy+ue1pCZ29vT329vbpltva2lr0F/55+9fX7Dp2zApb2/wzZeDF+2oR1EpFKpl8fkt5qFONXHt4LUf+GFv6PfBcGzcCoGvXDls7O+3iyKUydX18fGD7dujaFd2mTdi88gr88INaMFNYnOa/QzmsTJky3Lhxgxs3bmgdynMpisKjR49wdHQs8ImTnpOTEz4+Pthl8PfWlPdxlhKnp7UIASZNuRIcHEyfPn2oV68eDRo0YNasWcTFxdGvXz8AevfuTfHixQ3z5XTo0IGZM2dSu3ZtQ1fd2LFj6dChQ7r+ytxOf2ddZCQ8eADu7pqGYzb64pemDgyHAnZXnaJIGQJzcXGBv/6Cfv3g55+hVy+4fRvef1/ryEQ+Y2dnR8mSJUlJScn104slJyezY8cOXnzxxQKV3D6NtbU1NjY2Zkkis5Q4rV69OsPJ/UzVvXt3bt++zbhx44iKiqJWrVps2LDBMGD88uXLRi1Mn3zyCTqdjk8++YRr165RtGhROnTowGeffZbtWHKahwf4+f13N3qzZlpHZB766VZMLUUA/yVOMYkxxCTG4GZv/q7UXOPUKTVrtreHl1/WOpq8z84OfvpJrTI+a5ZaZTwqCqZNky5QYVY6nS5PtLRZW1uTkpKCg4NDro81rzE5cdLpdDRp0sRsg8MHDx781K650NBQo8c2NjaMHz+e8ePHm+XYWqtZU02cjhzJH4lTTGIMUQ/VSSRNKX6p52LnQiGHQtxPuM+1mGu4Fc3HiZO+talFizw7u3quY2UFM2eCtzeMGgVffKFO0bJwIcgHhxDCTEweXJNTc8EUBPmtgvj5aHXanWLOxXB3yFrfo2HOupgrz1kzj5NuOsvQ6WDkSFi8GKyt4ccfpcq4EMKsTE6ctm/fbpZuOpH/EqesTO77pAIxzun+fdi1S/1ZEifL6Nfvvyrj69dDQIBUGRdCmIXJiVNcXBxbt25Nt3zjxo0m1+0p6PSJ0/HjkMvHGWaKfqqVrHTT6ZVwLQCJ06ZN6gWvVAnKlNE6mvyrQwfYsgUKFYI9e9T+8Kv5+H0lhMgRJidOo0aNyvBuAkVRGDVqlFmCKijKlgUnJ3j0CM6d0zqa7NNP7istTs8h3XQ5p0kT2LkTfH3h5Elo3FgdmC+EEFlkcuJ07tw5qlSpkm55pUqVOH/+vFmCKiisraF6dfXn/NBdZyhFkI0WJz93PyAfJ06pqaBvmZXEKWdUqwa7d0PFiurdGE2bwt69WkclhMijTE6c3N3duXjxYrrl58+fx1nuDjJZfhnnpCiKWcc45dvB4fv3qzWG3NzUD3CRM0qVUseVNWigjnV6+eX/ElghhDCByYlTp06dGD58OBcuXDAsO3/+PB988AEdO3Y0a3AFQX5JnO4+usv9hPsAlPMsl+X95PuuOn03XWCg3CKf04oUgW3boE0b9S67jh3V2k9CCGECkxOnL774AmdnZypVqkTp0qUpXbo0lStXpnDhwkyfPt0SMeZr+SVx0g8M93Pzw9HWMcv70SdO9xPu8zDpoVliy1VkfJO2nJ3hzz/VKVlSUqB3b5gxQ+uohBB5iMkFMN3d3dm9ezebN2/myJEjODo6UqNGDV588UVLxJfv6cc4XbsGd+9C4cLaxpNV5uimA3Czd8PVzpXYpFiuxVyjYpGK5ggvd7h+HQ4fVmsNtW2rdTQFl62tWt+pWDG1YOaIEWqV8c8/V4toCiHEM2R5kt/WrVvTunVrc8dT4Li5QenSEBGhtjq99JLWEWWNfqqV7AwM1yvhVoJTd05xNeZq/kqcQkLU7/Xrqx/aQjtWVjB9Onh5qQUzp0+HW7dg0SLpQhVCPFOW/r36559/6NChA+XKlaNcuXJ07NiRnTt3mju2AiM/dNeZq8UJ8vGdddJNl7vodPDRR/DDD+otrkuXQufOEBendWRCiFzM5MRp2bJlBAQE4OTkxNChQxk6dCiOjo68/PLL/Pzzz5aIMd/LD4lTdib3fVK+LIKZmAibN6s/t2+vbSzCWN++8Pvv4OiotgoGBKj95kIIkQGTu+o+++wzvvjiC95//33DsqFDhzJz5kwmT57M66+/btYAC4K8njgpivJf1fDC5umqg3yWOO3YobZk+PhA7dpaRyOe1L69WmW8fXu1xlOzZrBxI/j5aR2ZECKXMbnF6eLFi3To0CHd8o4dOxIREWGWoAoafeJ08iQkJ2sbS1bceHiDuOQ4rHXWlC5UOtv7y5e1nPTddEFBaheRyH0aN1arjBcvrlYXb9xY/aUUQojHmJw4+fn5ZThX3ZYtW/CT/86yxN8fXF0hKQlOn9Y6GtPpxzeV9iiNrXX2B9bmyxYnGd+UN1StqlYZr1RJndeuWTN1njshhPgfk7vqPvjgA4YOHUp4eDiNGzcGICwsjCVLlvD111+bPcCCwMoKatSAsDC1u05foiCvMOfAcMiHidPZs3D+vHq3VkCA1tGI5ylZUm15at8e/v1XrTK+erXaWiiEKPBMbnEaMGAAK1as4NixYwwfPpzhw4dz/PhxVq5cybvvvmuJGAuEvDzOyTC+yQylCOC/xOnuo7s8Sn5kln1qSt/a1Ly52rQocr8iRWDrVrXe1qNHapXxpUu1jkoIkQtkqY7TK6+8wiuvvGLuWAq0vJw4nY02b4tTIYdCONs6E5ccx7XYa9mawiVXWLdO/S530+Utzs7wxx/w5puwbBn06aPWehoxQuvIhBAakjK5uYQ+cTp6VNs4ssLcLU46nS7/dNfFxKh31IGMb8qL9FXGP/hAffzhh+pXWpq2cQkhNGNyi5OHhwe6Z9wVFB0dna2ACqpq1dSbrW7eVL+8vLSOKHNS01K5cE+d8NlcLU6gdteduXuGKw/y+J11mzerc6JVqADl8njLWUH1eJXxjz6SKuNCFHAmJ06zZs0C1No9AwYMYNKkSRST6SOyzdkZypdXxxEfOQJ5ZTabyw8uk5SahL21vaHitznkmxYnuZsu//jwQ3WqnLfeUsc73bkDq1apv7xCiALD5MSpT58+hp+HDBlC165dKVOmjFmDKqhq1sx7iZP+jrpynuWw0pmv5zdfJE5paf/NTyeJU/7Qp486cPzVV/+rMr5uXd6dnVsIYTIZ45SL5MUB4uYuRaBnSJxi83DidOiQ2u/q6qrWAxL5Q7t26h13Hh7/VRm/kse7lIUQmZbtxOlZ452EafJi4qSfo85cA8P1/NzywUS/+rvpWrUCOzttYxHm1agR7NoFJUpIlXEhChiTu+q6dOli+DkhIYH33nsP58f6+NesWWOeyAogfeJ0+rQ6J6y9vbbxZIbFW5zycuIk45vytypV1CrjgYFq8tSsmZosN2qkdWRCCAsyucXJ3d3d8PXGG2/g6+trtExkXYkSaut/Skre+efV0OJkhsl9H6dPnG7F3SIxJdGs+84RUVFw4ID6s1Sczr/8/NQq4y+8ANHRapVxfcIshMiXTG5x+uGHHywRh0AtR1CjBvzzj9pdV7u21hE9W2JKIpH3IwHztzh5OnriYONAQkoC12KvUcYjj92A8Pff6vd69cDbW9tYhGUVLgxbtkC3buqA8U6dYPFi6N1b68iEEBZgcotTamrqU5/bvHlztoIReWuc08V7F0lT0nCxc8HL2byFp/J8EUzppitYnJ3h99/VZCk1Vb37bvp0raMSQliAyYlT27ZtiYuLM1p29+5d3njjDbp162a2wAqqvJQ46bvpKhSuYJGbBPJs4pSUBJs2qT9L4lRw2NrCDz/8NyXLhx+qP0uVcSHyFZMTJxcXF5o2bUpUVBQAP/74IxUrViQ+Pp4TJ06YPcCC5vHESVG0jeV59APDzX1HnV6evbNu506IjVUrTdetq3U0IidZWcGXX6pfADNmQN++kJysaVhCCPMxeYzTb7/9xtChQ3nhhRcoU6YM586dY+HChTLpr5lUrQrW1uo402vX1AHjuZV+jjpzj2/Sy7MtTvpuurZt1Q9SUfCMGKEmzm++CT/9pFYZ//VXqTIuRD5g8l91nU7H7NmzGThwIP/88w/z58+XpMmMHBygYkX159zeXXc22jKlCPT0idOVmDxWXFDGNwmAXr3gzz/B0VG9WeDll+HuXa2jEkJkk8ktTt988w0ADg4ONGvWjFdffZXRo0dTqFAhAIYOHWrWAAuimjXVcgRHjuTuz159i5OluuryZIvT+fPqvDk2NmrhS1GwtW0L27apv8j//gtNm8LGjVCypNaRCSGyyOTE6auvvjL8HB8fT2JiInPnzsXJyQmdTieJkxnUrAm//JK7W5weJj3kWuw1wPw1nPTyZOKkb21q1gykrpkAtcbTrl3qBJSnT0OTJrBhg9ovL4TIc0zuqouIiCAiIoIdO3ZQtGhRXnvtNa5cuUJERAQXL160RIwFTl64s+589HkACjsWxtPR0yLH0CdONx/eJCk1ySLHMDvpphMZqVxZrTJeuTJcvaom1rt3ax2VECILsjRy9ejRo7zwwgucPn2acuXKyXx1ZqZPnM6dg/h4bWN5GksPDAco6lQUO2s7FBRuxN6w2HHMJjZWrV4K0L69trGI3OfxKuP37kFAgFQZFyIPMjlx2rJlC82bN2fkyJHs27eP9evXU6NGDXbu3GmJ+Aokb28oWlQt/5JbKzwYShFYqJsO8mARzC1b1BpOZctCBcsllCIP01cZb9sWHj1Sq4wvWaJ1VEIIE5icOHXt2pXvv/+eoUOHUqdOHfbv389bb71FUFAQ77zzjiViLHB0utzfXWcofulp2QQhT91Z93g3nbTCiqdxdoY//vivyni/fvDFF7m/cJsQAshC4vT333/TpUuX/3ZgZcWIESM4duwYV6/mgVaBPCK3J0450eIEeWiAuKKo85SBjG8Sz/dklfGRI6XKuBB5hMmJU+PGjTNc7u/vT4j+g0NkW25PnB6fbsWSSrjmkcTp8GG4cUNtTWjeXOtoRF7wZJXxmTPVVqikPHIjhBAFVJYGh+/cuZM33niDRo0ace2aekv6Tz/9xK5du8waXEGWm6deiX4UzZ34OwCU8yxn0WPlmRYnfTddQADY22sbi8hbRoyApUvV2l/Ll0PHjvDEfKBCiNzD5MTpt99+IzAwEEdHRw4fPkxiYiIADx48YMqUKWYPsKCqVEltzY+JgUuXtI7GmP6OOl9XX1zsXCx6LD/3PDJfnT5xkrvpRFboq4w7OakFMl96SZ2mRQiR65icOH366ad8++23LFy4EFtbW8PyJk2acOjQIbMGV5DZ2UGVKurPua27Lqe66SCPtDjdvg379qk/BwVpG4vIu9q2ha1bwdNTfT81bZr7/msSQpieOJ05c4YXX3wx3XJ3d3fu379vjpjE/+TWcU6GgeEWmmrlcfrE6cbDG6SkpVj8eFny999qf2rt2uDrq3U0Ii/TVxn384MzZ9Qq47m1JokQBZTJiZO3tzfnz59Pt3zXrl2UKVPGLEEJVY0a6vfcljjlZItTMedi2FjZkKak5d4imFItXJiTvsp4lSpw7Zra8hQWpnVUQoj/MTlx6t+/P8OGDePff/9Fp9Nx/fp1li9fzogRIxgwYIAlYiywpMUJrHRWFHctDuTS7rrkZHXeMZDESZhPiRJqlfHGjeH+ffWmg7/+0joqIQRZmOR31KhRpKWl8fLLLxMfH8+LL76Ivb09I0aMYMiQIZaIscDSJ04XLqizebi6ahsPgKIoOTLdyuNKuJXg0oNLuTNxCgtTR/AXKQL162sdjchPPD1h82bo1k1t1XzlFVi4UC2YKYTQjMktTjqdjjFjxhAdHc3x48fZu3cvt2/fZvLkyVkKYO7cufj7++Pg4EDDhg3Zpx9k+xT3799n0KBB+Pj4YG9vT4UKFfJt/aiiRcHHR/352DFtY9G7GXeT2KRYdOgo45EzXbO5+s46fTdd27Zgba1tLCL/cXKCtWuhTx+1yvibb8Lnn+e+GiVCFCBZquMEYGdnR5UqVWjQoAEuLlm7JX3lypUEBwczfvx4Dh06RM2aNQkMDOTWrVsZrp+UlESrVq2IjIxk9erVnDlzhoULF1K8ePGsvoxcL7d11+m76fwL+WNvkzP1inJ1EUwpQyAsTV9l/KOP1MejRsEHH0iVcSE0YnJXXZ06dZ75vCklCWbOnEn//v3p97+m52+//Zb169ezePFiRo0alW79xYsXEx0dze7duw2lEPz9/TMffB5Us6Y6hCa3JE453U0HuXi+uogIOHVKbWlq3VrraER+ptOpLU1eXmrS9NVXcPOmmlDZ2WkdnRAFismJU3h4OB988EGWW5n0kpKSOHjwIKNHjzYss7KyIiAggD179mS4zZ9//kmjRo0YNGgQf/zxB0WLFuX1119n5MiRWD+lmyQxMdFQpBMgJiYGgOTkZJKTk7P1GjKi36e59l21qg6wITw8jeTkVLPsMztO3T4FQNlCZS1y/jLi7ewNwJUHV8xyTHNdI6s//8QaSGvShFRnZ3WguMg2c/8O5StDhqDz9MS6f390P/9M2p07pK5YAdn8e2wquUa5n1wj05hynkxOnAA+/PBDihUrlpVNDe7cuUNqaipeXl5Gy728vDh9+nSG21y8eJFt27bRs2dPQkJCOH/+PAMHDiQ5OZnx48dnuM3UqVOZOHFiuuWbNm3CyckpW6/hWTZv3myW/Tx44Aq8xJEjaaxbF4JVljtXzSMsQr0tOikqKcfGll2OuwzA+VvnzXrM7F6jF5YuxQs4Vbo05/PpODstmet3KN/x8KDY6NHU/+ILbDZt4kHDhuwdO5YkN7ccD0WuUe4n1yhz4uPjM72uTlFMG2VobW1NVFQURYsWNTmwx12/fp3ixYuze/duGjVqZFj+0Ucf8c8///Dvv/+m26ZChQokJCQQERFhaGGaOXMmX375JTduZFzjJ6MWJz8/P+7cuYObBf7QJCcns3nzZlq1amVUWT2rUlLAw8OGxEQdJ08mU86yU8M9V60FtTh55yR/df+LwLKBOXLMa7HXKD27NNY6ax6OfIi1VfYGYZvlGsXFYePtjS4xkeTw8P/KvItsM/fvUH6l27cP606d0N29i1KhAinr10OpUjlybLlGuZ9cI9PExMRQpEgRHjx48NzcwOQWJ0VRqFChAnZ2djg7O+Pr60vt2rXp06cP9erVy/R+ihQpgrW1NTdv3jRafvPmTby9vTPcxsfHB1tbW6NuucqVKxMVFUVSUhJ2GfT129vbY5/BpKu2trYWfTOZa/+2tlCtGhw8CCdP2lK5shmCy6I0JY0L9y4AUMWrSo79MvoV8sNaZ02qkkp0UjS+ruapzp2ta7RzJyQmgr8/tjVqqGNQhFlZ+nc0z2vSRK0y3ro1urNnsW3eXJ3nrlq1HAtBrlHuJ9coc0w5RyZ3/Pzwww989dVXfPrppwwaNIiGDRty5MgRXnjhBdatW5fp/djZ2VG3bl22bt1qWJaWlsbWrVuNWqAe16RJE86fP0/aY3eTnD17Fh8fnwyTpvwit9xZd+XBFRJTE7G1sqWke8kcO661lbUhWco1d9bp3+vt2knSJLRTqZJaZbxqVbh+HZo1U5MpIYTFmNzi1KdPnwyXjxkzhkmTJtHehNuyg4ODDS1VDRo0YNasWcTFxRnusuvduzfFixdn6tSpAAwYMIA5c+YwbNgwhgwZwrlz55gyZQpDhw419WXkKbklcdKXIijrWRYbqywNj8uyEm4luBJzhSsPrtCgeIMcPXY6igL6MU1SLVxorUQJ2LEDOnRQk6hWrWDVKvWxEMLszPbpFxwcnG6g9/N0796d27dvM27cOKKioqhVqxYbNmww7Ofy5ctYPTYa2s/Pj40bN/L+++9To0YNihcvzrBhwxg5cqS5XkaulFsSp5yco+5J+pIEuaLF6ehRuHoVHB2hRQutoxHivyrj3burraGvvAILFqgFM4UQZmW2xMnd3Z1atWqxY8cO7OzseOGFFzK13eDBgxk8eHCGz4WGhqZb1qhRI/bu3ZudUPMc/WS/ly6p01YVKqRNHDk5R92TclXipC96GRCgJk9C5AZOTrBmDbzzDixZAm+9BbduwciR0p0shBmZnDj9+eefGS6/f/8+/fr1o1OnTnh4eGQ6cRLP5+EBJUvC5ctqY8eLL2oTR65ocYrNRYmTdNOJ3MbWFhYvVgtlfv45jB6tFsqcMQPNa5kIkU+YnDh17tz5qc/pdDrWrFmTnXjEU9SsqSZOR45olzhp2eLk55ZL5qu7cwf0LZ5BQdrGIkRGdDqYNk1NnoKDYdYsteVJqowLYRZZ+hfkxo0bpKWlGX1dv37d3LGJx2g9zik5NZmIexGAti1OVx5oPO3Khg3qHGE1aoCfn7axCPEs778PP/0ENjbw88/qYPGHD7WOSog8L0uJk1UGTb466UO3KK0Tp4j7EaQqqTjZOpmtjpIp9InTtdhrpCkaTm4q3XQiL3njDfjrL3X806ZN8NJLcPu21lEJkadlaXD4woUL8fDwwM3NjdKlS5tU+FJkjT5xOn5crSZuk7PVAAyT+5b3LK9Jkuzt4o2VzoqUtBRuxd3C2yXjIqkWlZKitjiBJE4i72jTBrZtU9+z+/dD06ZqEpVDVcaFyG9M/vgtWbIkCxcuJDExkejoaJKSknBycqJTp06WiE/8T9my4OwMcXFw7hw5XkFcP75Ji246AFtrW7xdvLkee52rMVe1SZz27FFva/T0BLn5QeQlDRuqhTEDA+HsWWjcWP0noHp1rSMTIs8xuasuMjKSiIgIrl+/TkJCAleuXOG7777j2LFjAFy5coVr166ZPdCCzsrqv79xWnTX6e+o02JguJ7mA8T13XRt2oB19ubLEyLHZVRlfOdOraMSIs/J9v2pxYsXp2fPnqxduxY/Pz9efPFFunTpYo7YxBO0HOekdYsT5IJaTjK+SeR1xYuryVKTJvDgAbRuDX/8oXVUQuQpZivsUbZsWUNr1L///muu3YrH5IbEqXxh7VqcNL2z7tIldYCZlZXa4iREXuXhoY5x6tABEhKgSxf4/nutoxIiz8hW4pSQkEBMTIzRl7AcfeJ09GjOHvdR8iOuxKjJSq5ocdKiCKa+talxY3WMkxB5mb7KeL9+anmNt9+GqVPVeRiFEM9kcuIUHx/P4MGDKVasGM7Oznh4eBh9CcvRj3G6dg3u3s25456PPg+Ah4MHhR0L59yBn6BpV51004n8xsZGbWkaNUp9/PHHau2nNA3LfQiRB5icOH344Yds27aN+fPnY29vz6JFi5g4cSK+vr4sXbrUEjGK/3F1Ve+ug5ztrjMMDC+sTSkCPc0Gh8fHq7dzgyROIn/R6dSWpq++Uh9//bVa+ykpSdu4hMjFTE6c/vrrL+bNm0fXrl2xsbGhWbNmfPLJJ0yZMoXly5dbIkbxGC3GOeWGgeFg3OKk5GSXwvbt6lgQPz+oVi3njitEThk+HJYvV1uhfvkF2reH2FitoxIiVzI5cYqOjqZMmTIAuLm5ER0dDUDTpk3ZsWOHeaMT6WiROD1e/FJLPq4+6NCRlJrE7fgcrH78eDedVMgX+dXrr8O6dWrBuM2bpcq4EE9hcuJUpkwZIiLUOcsqVarEqlWrALUlqlChQmYNTqSnSYtTdO5ocbKztsPLxQvIwe46RZHxTaLgCAxUu6ULF4YDB9Qq45GRWkclRK5icuLUr18/jvzvU3vUqFHMnTsXBwcH3n//fT788EOzByiM1aihfj95EpKTc+aYuaXFCTQYIH7iBFy+DA4O6n/gQuR3DRpAWBiULPlflfGcvpVXiFzM5ClX3n//fcPPAQEBnD59moMHD1KuXDlq6D/VhcX4+4ObG8TEwOnTlp8x4UHCA27G3QS0reGkV8KtBAeuH8i5xEnf2tSypXoLtxAFQcWKapXxNm3U+mUvvqhOFtysmdaRCaG5bBfALFWqFF26dJGkKYfodP+1OuVEd53+jjpvF2/c7N0sf8DnyPE766SbThRUxYvDjh1SZVyIJ5jc4vTNN9888/mhQ4dmORiROTVrqvN1Hjmi3jlsSbmpmw4eqx4ekwPVw6Oj1f+6QRInUTB5eKgDxbt3V1ucunSB776DPn20jkwIzZicOH2lr/eBOqGvj48PNjbqbnQ6nSROOSAnB4jnllIEejk6xmnjRkhNVSdF9fe3/PGEyI0cHdUq4+++C4sXQ//+WN24YflxAkLkUiYnTvo76gBcXV35559/DOUJRM7IycTJUPwyl7U45UjiJN10QqhsbGDRIvDygqlTsR43jmrt20PbtlpHJkSOM9skvyLnVKumzjV76xZERVn2WLlhct/H5VgRzNRU2LBB/VkSJyHUAZZTpsCsWQCUXbcO6969pcq4KHAkccqDnJyg/P/yGEu2OimKYmhxyi1ddcVdiwOQkJJA9KNoyx3o33/VCQELFVJvxxZCqIYNI2XpUtJsbLBatUqqjIsCx+TE6ejRo4YvRVE4ffq00TKRM3Kiu+5O/B3uJ9xHh46yHmUtdyAT2NvYU8y5GGDh7jp9N11goNpNIYQwUF57jb1jxqBIlXFRAJn8iVCrVi10Op2hm6R9+/aGxzqdjtTUVLMHKdKrWRNWrbJs4qTvpivpXhJHW0fLHchEJdxKcCvuFldirlDTu6ZlDiLjm4R4ptu1a5O6aRM2nTqpVcabNIFNm+RGCpHvZWtwuNBOTrQ4GQaG55LxTXol3Epw6MYhy7U4Xb2qnlidTi0AKITIkFK/vlobJTAQzp1Tu7U3bPiv2JwQ+ZDJiVOpUqUsEYcwkT5xOn0aEhLUGUHMzVCKwDN3jG/SK+Fq4TvrQkLU7y+8AEWLWuYYQuQX+irjgYFSZVwUCCYnTn/++eczn+/YsWOWgxGZV7w4eHqqNRpPnoQ6dcx/jNzc4gQWTJykm04I0/j6qlXGO3ZUW6BatYIVK6BzZ60jE8LsTE6cOnfujE6nA0h3O7iMcco5Op3a6rR9u9qrZInEKbcVv9Tzc7fgtCsJCbBli/qzJE5CZJ6HhzrG6bXX4M8/oWtXtcr4229rHZkQZmXyXXU9e/bE1dWVyZMn8+jRI9LS0gxfkjTlLEuOc0pT0jgffR7IPcUv9Sw67UpoKMTHq016NS008FyI/MrREX77Dd58E9LSoH9/+OwzsGTNNSFymMmJ008//cTWrVvZtGkTFSpUYPny5ZaIS2SCJROn67HXiU+Ox8bKBv9C/uY/QDZYtAimvpsuKEht1hNCmEZfZfzjj9XHn3wCQ4eqiZQQ+UCWCmDWrVuX0NBQvv76ayZNmkS9evXYsWOHuWMTz/F44mTu/EHfTVe6UGlsrW3Nu/Ns0hfBjE+O537CffPtWFFkfJMQ5qDTqS1NX3+tPp4zB15/HRITtY1LCDMwOXGKiYkxfL300kuEhYXRqVMn2rdvT2cZCJijKlcGa2u4d0+9g96czt3NXRXDH+do60hhx8KAmcc5nT4NERFgZwcvv2y+/QpRUA0dCr/8Ara2sHKlVBkX+YLJg8MLFSpkGBz+OEVR+Ouvv8wSlMgcBweoVAlOnFBbnfz8zLdvwxx1uWx8k56fux93H93lasxVqnuZaZZ2fWtTy5bg4mKefQpR0L32GhQuDK+8ot540bKlWvKjWDGtIxMiS0xOnLZv326JOEQW1az5X+LUvr359pvb5qh7Ugm3EoRHhZt3gLh00wlhGa1aqbcABwXBwYPQtCls3AilS2sdmRAmMzlxat68uSXiEFlUsyb8/LP5B4jn1lIEemYvgvnggVp/BiRxEsIS6teHsDBo3dq4yrjcvSrymCzNXnrv3j2+//57Tp06BUCVKlXo168fnp6eZg1OPJ8l7qxLSUvh4r2LQO4rfqln9iKYmzZBSora91mmjHn2KYQwVqGCWmW8TRs4dkytMv7nnyD/kIs8xOTB4Tt27MDf359vvvmGe/fuce/ePb755htKly4td9ZpQJ84nTsHcXHm2eel+5dITkvGwcbBkKDkNmZPnNatU79La5MQlqWvMt6sGcTEqFO1rF2rdVRCZJrJidOgQYPo3r07ERERrFmzhjVr1nDx4kVee+01Bg0aZIkYxTN4e6tjLBVFnSbKHPTddOU8y2Gly1LFCosza+KUlgZ//63+LImTEJZXqJA6xqlTJ7VEwf/9HyxYoHVUQmSKyZ+K58+f54MPPsDa2tqwzNramuDgYM6fP2/W4ETmmLu7LrcPDAczT7uyfz/cvg1ubuqgVSGE5Tk6wurV6pQsaWnw7rswebJUGRe5nsmJU506dQxjmx536tQpasogP02YO3HK7aUI4L8imLFJscQkxmRvZ/q76QID1XozQoicYWOjtjSNGaM+HjcOhgwBmb5L5GImDw4fOnQow4YN4/z587zwwgsA7N27l7lz5zJt2jSOHj1qWLdGjRrmi1Q8lT5xeuzUZ0teaHFytnPGw8GDewn3uPLgClWLVc36zqQMgRDa0eng00/BywuGDYO5c9UW4KVLwd5e6+iESMfkxKlHjx4AfPTRRxk+p9PpUBQFnU4nk/7mkMcTJ0XJ/hRreaHFCdRxTvcS7nE15mrWE6cbN+DQIfWktW1r3gCFEJk3ZAgULQq9e8OqVXD3rjpo3NVV68iEMGJy4hQREWGJOEQ2VKqkzhISEwORkdmrKZeQksCl+5eA3N3iBGridOzWseyNcwoJUb/Xry+VjIXQ2uNVxrduhRYt1Bs35HdT5CImJ06lSpWyRBwiG2xtoUoVCA9XxzllJ3G6eO8iCgqudq4Uc87df6zMcmeddNMJkbu0agWhoWqV8UOHoEkTtc6aVBkXuYTJidOff/75zOc7duyY5WBE1tWs+V/ilJ25lh+vGJ7RnIS5iZ9bNu+sS0xU/yCDJE5C5Cb16qmV/AMD4fx5qTIuchWTE6fOz/hUzuq4prlz5/Lll18SFRVFzZo1mT17Ng0aNHjuditWrKBHjx506tSJ33//3eTj5ifmurPu3N3cPzBcz9DiFJu1xEm3c6daNdTbG2rXNmdoQojsqlBBnaKlbVt1AKdUGRe5RJaqG0ZFRZGWlpbuKytJ08qVKwkODmb8+PEcOnSImjVrEhgYyK1bt565XWRkJCNGjKBZs2ZZeQn5jrkSp7wyMBz+S5yuPMjaRL86fdHLoCCwyp2FPoUo0Hx94Z9/1KRJX2V8zRqtoxIFnOafFjNnzqR///7069ePKlWq8O233+Lk5MTixYufuk1qaio9e/Zk4sSJlJF5xYD/EqeLF9W/L1mVF0oR6GV3jJOVVAsXIvfTVxnv3FntXn/1VfjuO62jEgVYlib5NZekpCQOHjzI6NGjDcusrKwICAhgz549T91u0qRJFCtWjLfeeoudO3c+8xiJiYkkJiYaHsf8L6tITk4mOTk5m68gPf0+LbHvZ3Fzg+LFbbh2Tcfhwyk0bpy16rv6FqfS7qVz/DWYysvRC4AHiQ+IfhiNq33mbltOTk7G+do1dOfPo9jaktKiBeTy11qQaPU7JDIvx6+RtTX8/DPWQ4Zg9f338N57pF6/TtqYMdmvv5JPye+RaUw5TyYnTjqdjtjYWBwcHDJ83s3NLdP7unPnDqmpqXh5eRkt9/Ly4vTp0xlus2vXLr7//nvCw8MzdYypU6cyceLEdMs3bdqEk5NTpmM11ebNmy2276fx9m7ItWve/PzzCe7fjzR5+0epj7jx8AYAEQciuG1z28wRmp+TlRPxafH8sv4XSjhkfkLiMgcPAnC7ShX2PCf5FtrQ4ndImCbHr1H79lSKjaXiqlVYT5rEpQMHOPbWW2piJTIkv0eZEx8fn+l1TU6cFEWhQoX03Tg5UfQyNjaWXr16sXDhQooUKZKpbUaPHk1wcLDhcUxMDH5+frRu3dqkJC+zkpOT2bx5M61atcI2h6fv2L3bioMHIS2tGkFBVUze/nDUYTgGRRyL0K1jNwtEaH7+V/05eeckZWuX5eXSL2dqm+TkZOLGjQOgcK9eBAUFWTJEYSItf4dE5mh6jdq1I7VxY6zef58yISH4OzqSumSJVBl/gvwemSbGhDEuJidO27dvN3WTpypSpAjW1tbcvHnTaPnNmzfx9vZOt/6FCxeIjIykQ4cOhmVpaWkA2NjYcObMGcqWLWu0jb29PfYZ/ELZ2tpa9M1k6f1npE4d9fuxY9bY2pr+H1jEA7W4aYUiFfLML5qfux8n75wkKj4q8zHHxFD4xAkArDt2xDqPvNaCRovfIWEaza7RsGHq3bC9emH1229Y3bunVhm3wD/DeZ38HmWOKefI5MSpuRlvBbWzs6Nu3bps3brVUOYgLS2NrVu3Mnjw4HTrV6pUiWPHjhkt++STT4iNjeXrr7/Gz8/PbLHlRfoB4seOqXNkmtp6rR8YnhfuqNPLyp11ui1bsEpNRSlXDl35vPNahRCP6d79vyrj27ZBy5bqTABPDP0Qwtw0HRwOEBwcTJ8+fahXrx4NGjRg1qxZxMXF0a9fPwB69+5N8eLFmTp1Kg4ODlSrVs1o+0KFCgGkW14QlS8Pjo4QHw8XLqhlUEyRl0oR6GXlzjr93XRpQUHIyAgh8rCAALXKeNu2xlXG5W5rYUGaJ07du3fn9u3bjBs3jqioKGrVqsWGDRsMA8YvX76MldTYyRRra6hWDfbvV+s5mZo46VucKhapaIHoLMPkIphpaeg2bABAkUl9hcj76tZVC2UGBqr/MeqrjNeqpXVkIp/SPHECGDx4cIZdcwChoaHP3HbJkiXmDygPq1lTTZyOHlXLnZiiQLQ4HTqE7uZNUhwcUKR4qhD5Q/ny/1UZP3JErS7+xx/qJMFCmJk05eQzWa0gfjf+LtGPogEo51nOzFFZjsnz1f1vUt9btWqBnZ2FohJC5DgfH7XKePPmahXgNm2kyriwiGwnTjdu3GDbtm1cu3bNHPGIbMpq4qTvpivuWhxnO2czR2U5+han6EfRxCdnog7H/xKnm/XqWTIsIYQW3N3VbrouXaTKuLCYbCVO69ato3Tp0gQEBFC2bFnWSHavuRo11O+XL8O9e5nfTt9NlxemWnmcm70bLnYuQCZanaKi1H5M4GbdupYOTQihBQcHWLUK3nkH0tLgvfdg0iRQsjabghBPylbi9OmnnzJkyBAePnzIlClTmDBhgpnCElnl7g7+/urPR49mfrtzd/NeKQJQK9lnepyT/m66OnVI9PCwdGhCCK1YW8O338L/Ct0yfjwMHqzWaREim7KVOJ0/f54333wTJycn3nrrLc6dO2euuEQ2ZKW77mx03mxxAhMGiP+vm07uphOiANDpYOJEmDNH/XnePHjtNbULT4hsyFbilJiYaKjK7eDgQFJSklmCEtmTlcTJ0OJUOG+1OEEmE6ekJLW+C6DIFCtCFByDBsGKFWBrC6tXQ1CQOnhciCwyuRzB4/O+JSUl8dlnn+Hu7m7ROeqEafTjnDKbOCmKkmfHOEEm76zbtQtiY6FYMZS6ddUBpEKIgqFbN7XKeOfOapXxFi3UrnupMi6ywOTE6fDhw4afGzduzMWL/9/encdFWbX/A//MAMMiDIsIiGCggFuIu6LmiqK4ZPWUWX01M8ut9Ef5lOVS+pRLtmhZPuWjlS2mlVqJu2LliigqSrgkuYLKvm9zfn/czsjIADMwMAuf9+vFi5m5z9xzMcfBi3POfZ2/Nff79etnnKioTtQjTomJQFkZYFtDL6fmpSK/NB9ymRyt3C2v4q5eI053p+kQFQWwoCpR4zN4sFSuYPhw4ORJVhmnWjPpJr9UP1q1Apydgbw84Px5oH376turR5sC3AKgsLG82kYGJU4jRjRARERklrp0kQplDh3KKuNUa/zT2wrJ5UBoqHRbn+k6dQ0nS5ymAyps9JtTxUa/ly4BycnS0NuQIQ0YGRGZnaAgKXkKCwPS0oB+/QAOCJABDB5xevTRR6s9zlpO5iEsDDh8WEqcxo2rvq0lbrVSkTpxulNwB0VlRXCwddBuoB5teughqV5DaWkDR0hEZkVdZfzhh6Xvw4YB330HPPaYqSMjC2DwiJOrq6vma9u2bZDL5VqPkXkw5Mo6S14YDgDuDu5wtHUEAFzP0VHBntN0RHS/ilXGS0qkKuOrV5s6KrIABo84rVu3TnP7xx9/xLJly9CKi+vMjiGJk3qqzlJHnGQyGfxd/XE+/Tyu5VxDa4/W9w7m5QHqjaKZOBFRReoq4zNmSEnT1KnS9N38+VLtJyIduMbJSoWGSp/7mzeB27erbleuKsfFjIsALHfECahmgfiePdJfk61bA23amCAyIjJrNjZSccwFC6T7b70l1X5iiR2qAhMnK+XsLOUKQPWjTldzrqKkvAQKGwVaurZsmODqQZWJU8VpOv4FSUS6yGRSwrRqlXT7s8+AsWOBoiJTR0ZmyOCpupUrV2pul5WV4csvv4Snp6fmsZdfftk4kVGdhYUBFy9KiVNEhO426vVNrd1bw0Zu04DRGZefi44r64QAYmKk25ymI6KaTJsGNGsGPPMM8NNPQHo6sHUroFSaOjIyIwYnTh9++KHmto+PD9avX6+5L5PJmDiZkbAw6bNf3YiTJW+1UpHOEaeEBODGDaBJE6B/f9MERkSW5fHH71UZj42Vfnds3w74+Jg6MjITBidOly9fro84qB7os0Bcc0Wdh+WubwKqSJzU03QREcDdPRWJiGo0aJCUNA0fLv0Bpq4y3rp1Tc+kRqDWa5xKSkqQnJyMsrIyY8ZDRqROnJKSpPXRulh68Us1f1cd+9WxDAER1Za6ynirVsDff0tVxitsOUaNl8GJU0FBASZNmgQnJyd06NABV65cAQC89NJLWLJkidEDpNpr2RJwc5PqPSYl6W6jKX5pJVN1aflpKCkvkS4lPHpUOhgVZcLIiMhiVawyfuuWNG3HKuONnsGJ05w5c3Dq1CnExsbCweFeheaIiAj88MMPRg2O6kYmAzp2lG7rmq4rKS9BSlYKAMsfcWrq2BT2NtJ03PWc69KaBCGkPahatDBtcERkuXx8pOriAwYAublSlfEffzR1VGRCBidOW7ZswSeffIK+fftCVuHy7g4dOuDSpUtGDY7qrrrE6XLmZZSLcjSxa4Lmzs0bNjAjk8lk2uuc1NN0I0eaMCoisgqurtIfY489Jq17eOIJqWQBNUoGJ063b9+Gl5dXpcfz8/O1EikyD9UtEK84TWcNfadOnK6npwA7d0oPcn0TERmDgwPwww/AlCnSaPa0aVLRTCFMHRk1MIMTp27dumGb+q95QPMf7po1axAeHm68yMgoKiZO93++LX2rlfupEydx6CCQnQ14egLdu5s4KiKyGvdXGV+4UNqmhVXGGxWDyxG8++67GD58OM6dO4eysjKsWLEC586dw6FDh3DgwIH6iJHq4MEHAbkcuHNH2n7F1/feMUvf3Pd+/krpyjqv2DjpgeHDpV90RETGoq4y7u0tbc3y3/9KF6N8+600KkVWz+ARp759+yIhIQFlZWUIDQ3Frl274OXlhcOHD6Nr1671ESPVgaMjEHI3L7p/us5aR5xCjkg/F6fpiKjeTJ0qbRCsUAA//yz9oZadbeqoqAEYPOIEAK1bt8YXX3xh7FionoSFAX/9JSVOw4ffe9zaRpz8lH4IyAT8r+dKI02RkaYOiYis2b/+BXh4VK4y3tyyL7ah6hk84pSTk1PtF5kfXQvEC0oLNMUirSlxGnH+7p0+faQiVkRE9WnQIKlcgbe39Eu2Tx9pk1CyWgaPOLm5uem8AksIAZlMhnIukjM7uhKnixnSB9vdwR1NnZqaICrj81P6YcTdWbry4cPA1U1E1CA6d5YKZQ4dKlUZ79NHGnnq0sXUkVE9qNVU3Y8//ggPDw9jx0L1RJ04JScDhYXSuidr2dy3omZwwsAU6fatAd3BwXIiajCtW0vJk3p/uwEDgC1bpBEpsiq1Spz69Omjs5YTmSdfX2mz7/R04OxZoFs361vfBADy/bFwKANSXIEbvo5MnIioYamrjI8ZI23NMnw48M03wOOPmzoyMqJab/JLlkMmqzxddz7jbuLkYT2JE377DQCwLQS4lnvdxMEQUaOkVAIxMdLC8ZISYOxYqfYTWQ2DEyeZTGYVVaYbG3XidPq09N3qpuqEkH5ZAfgtBLiafdXEARFRo+XgAGzYIJUsEEKq98Qq41bD4Kk6IQQGDx4MW1vdTz1x4kSdgyLjqzTiZG1TdadPA9euocTeFrEBZWh794pBIiKTsLEBVq2SrrZ76y2pynhamvQYC/NaNIMTpwXqUvNkUSomTpmFWbhdcBuA9RS/VG/qe71bGxTZncW1XCZORGRiMpk00uTtLe1txyrjVoGJUyPRrh1gawtkZQF/npOm6XycfeBi72LawIzlbuKUNbgvgLOaGlVERCY3ZQrQrBnw1FNSlfFhw4CtWwFXV1NHRrVQq8XhWVlZWLNmDebMmYOMjAwA0hTd9etckGuu7O2l5AkADiRKiZPVTNOlpwNHjgAA5He3WWHiRERm5bHHgB07ABcX6cq7/v2lDUTJ4hicOJ0+fRohISFYunQpli9fjqysLADAzz//jDlz5hg7PjKijh2l7yf+kdY3Wc003Y4dgEoFhIbCq103AMCN3BsoU5WZODAiogoGDqxcZfzCBVNHRQYyOHGKjo7Gs88+iwsXLsChwhxtVFQUfv/9d6MGR8alXud0MdPKRpzuTtNhxAh4NfGCrdwWKqFCal6qaeMiIrqfusp469bA5ctS8hQfb+qoyAAGJ05xcXF48cUXKz3eokULpKbyPypzpk6cbpVb0YhTWZk04gQAI0bARm4DXxdfAJyuIyIzpa4y3rmztFh8wABgzx5TR0V6Mjhxsre317mZ7/nz59GsWTOjBEX1Q0qcBIqbWNGI05EjQGYm4O4O9OoFAPBX+gNg4kREZszbG4iNlbZkycsDoqKAjRtNHRXpweDEafTo0Vi4cCFKS0sBSAUxr1y5gtdeew2PPfaY0QMk4/H2BpoF3AYcsiGDDK09Wps6pLq7Wy0cw4ZJlw1C2uwXYOJERGauYpXx0lLgySeBTz4xdVRUA4MTp/fffx95eXnw8vJCYWEh+vfvj6CgILi4uOCdd96pjxjJiAK6StN07vKWcLC1gjoi6vVNI0dqHlInTqweTkRmz95eqjI+bZpUWfyll4B581hl3IwZXMfJ1dUVu3fvxsGDB3Hq1Cnk5eWhS5cuiIiIqI/4yMiahkjTdE6FVjBNd+UKkJgIyOXSiNNdmhEnFsEkIktgYyONNPn4APPnA//5D3DrlrTHHauMmx2DE6evv/4aY8eORZ8+fdCnT5/6iInqkZ33eSALKEuzgoXh6tGm8HDAw0PzMKfqiMjiyGTSSJO3t7TH3eefSwvHv/uOVcbNjMFTdRMnTkR2dnZ9xEINoOjuwvCMiyFQqUwcTF1VKENQERMnIrJYL7wAbNokTeFt3gxERkpbPpDZMDhxEvUw77pq1SoEBATAwcEBPXv2xLFjx6ps+8UXX+Chhx6Cu7s73N3dERERUW170nazRFrjVHIjBJcvmziYuigsBPbtk27flzipr6q7kXsD5aryho6MiKhuHn1UKrOiVAK//84q42bG4Kk6ANi4cSOUSqXOY+PHjzfoXD/88AOio6OxevVq9OzZEx999BEiIyORnJwMLy+vSu1jY2Mxbtw49O7dGw4ODli6dCmGDh2Ks2fPokWLFrX5cRoNlVDhUuZF6U5GME6flsqJWKT9+6Xkyc8PCA3VOuTj7AMbmQ3KVGW4lX8LzV2amyhIIqJaGjBASpqGDQNOn5YKZe7cCQRbwTILC1erxGnZsmWw0bFgTSaTGZw4ffDBB5g8eTImTpwIAFi9ejW2bduGtWvX4vXXX6/U/ttvv9W6v2bNGvz000/Yu3evwa/d2FzPuY7CskLIhC1EVgBOnQIeecTUUdVSxWk6mUzrkI3cBs1dmuNazjVczbnKxImILFNYmFQoMzISuHhRSp62bwe6djV1ZI1arRKn48eP6xwNMlRJSQni4+O19riTy+WIiIjA4cOH9TpHQUEBSktL4VFhcXBFxcXFKC4u1txXF+8sLS3V1KIyJvU56+PcdZV0KwkA4ClvhdsqW5w8qUJpqQVOZQkB223bIANQFhkJoeO9buHSAtdyriElIwWdvTprHTPnPiL2jyVgHzUgf39g/37Yjh4N2cmTEAMGoHzTJojBg6t9GvvIMIa8T7VKnIzlzp07KC8vh7e3t9bj3t7e+Ouvv/Q6x2uvvQZfX98qyyEsXrwYb7/9dqXHd+3aBScnJ8OD1tPu3bvr7dy1teOOtDWJh/DEbQBHjxYiJsbyyvy7XLmCQf/8g3KFAjtKS1EeE1OpjU2eNCK6++hu2P9tr/M85thHdA/7x/yxjxqO7ezZ6LF4MZqdOQP5qFGInzULN/r2rfF57CP9FBQU6N3W4MTpgQce0DlNZwpLlizBhg0bEBsbq7XhcEVz5sxBdHS05n5OTg78/f0xdOjQKtdp1UVpaSl2796NIUOGwM7Ozujnr4v9e/YD14ABHbsjGUBaWhP07RuFengb6pV8+XIAgGzQIERWMde4f89+HDp2CEp/JaIGRWkdM+c+IvaPJWAfmcioUVA9+yzkP/2Ebu+/D5WfH1TTpulsyj4yjK6t5KpicOJ02YiXYnl6esLGxgZpaWlaj6elpcHHx6fa5y5fvhxLlizBnj170LFjxyrb2dvbw96+8oiDnZ1dvf5jqu/z18alrEsAgE7+beHnB1y7BiQl2UGPP1rMy/btAAD5yJGQV/Eet3RrCQC4mXezyn4wxz6ie9g/5o991MDs7IAffgBmzoRs1SrYzJoFmzt3gIULK631vPcU9pE+DHmP9C5HsG/fPrRv315nVpadnY0OHTrgjz/+0PuFAUChUKBr167Yu3ev5jGVSoW9e/ciPDy8yuctW7YMixYtwo4dO9CtWzeDXrMxO58ulSIIaRpyd8Nf4NQpEwZUG5mZwKFD0u37yhBUpNl2JYfbrhCRFbGxAT7+GFi0SLr/n/8AL74IlJWZNq5GRO/E6aOPPsLkyZN1Tm+5urrixRdfxAcffGBwANHR0fjiiy/w1VdfISkpCVOnTkV+fr7mKrvx48drLR5funQp5s2bh7Vr1yIgIACpqalITU1FXl6ewa/dmJSpyvB35t8AgGCPYKgH6Swucdq5EygvB9q3BwICqmzGIphEZLVkMmDuXKm6uFwOfPEF8PjjQFGRqSNrFPROnE6dOoVhFfYDu9/QoUMRHx9vcABjx47F8uXLMX/+fHTq1AkJCQnYsWOHZsH4lStXcLNC4a/PPvsMJSUl+Ne//oXmzZtrvpbfXfdCuqVkpaBMVQZHW0e0ULaw3BGnKqqF30+dOF3PuQ6VsPQS6UREOkyeDPz4o1RlfMsWVhlvIHqvcUpLS6t2DtDW1ha3b9+uVRAzZszAjBkzdB6LjY3Vup+SklKr12jsLqRLW60EeQRBLpNrEqczZ6QBHDNZ71+98nLN+iaMHFlt0+bOzSGXyVGqKsXt/Nvwdvautj0RkUV65BFpJH706HtVxnfsADw9TR2Z1dJ7xKlFixZITEys8vjp06fRvDkLDZqriuubAKn4rKOjVHz74kVTRmaAY8eA9HTAzQ3o3bvapnY2dvBxli4w4HQdEVm1/v2lpMnHR6oy3rs3cOGCqaOyWnonTlFRUZg3bx6KdMyhFhYWYsGCBRhZwygAmc6FDOlDFOwhleu3sQEefFA6ZjHTdeppushIwLbmwVKucyKiRiMsTLpwJigISEmB7YABcLOYv4oti96J09y5c5GRkYGQkBAsW7YMW7duxdatW7F06VK0adMGGRkZePPNN+szVqqD+0ecAFjeOic91zep8co6ImpUAgOlLVq6dIHs9m30mTsXsj2WV+TY3Om9xsnb2xuHDh3C1KlTMWfOHAghAEj700VGRmLVqlWVKoCT+bD4xOn6dSAhQbqapJqLFCryc+GIExE1Ml5eQGwsVGPGwHbfPoiHHwa+/hp48klTR2Y1DCqA+cADDyAmJgaZmZm4ePEihBAIDg6Gu7t7fcVHRlBUVoQr2VcAAMFN7+2sbVGJk3pblZ49gWbN9HoKp+qIqFFycUH51q24OWwYWhw8CDz1FHD7NvDSS6aOzCrUaq86d3d3dO/e3dixUD25lHEJAgJKeyWaOd1LOtS1nK5dAzIygCr2STYPv/0mfTdgHZ2/qz8AJk5E1AjZ2+P4K6/AJywMNp9+Crz8MpCWJhXOrKLKOOlH7zVOZLnUC8NDmoZAVuED4+p6r4bk6dMmCExfRUWAep5ez/VNAEeciKiRk8uh+vBDqbo4ALzzDvDCC6wyXkdMnBoBXeub1Cxiuu7AAaCgAGjR4l7Aeqi4OFy9Jo+IqFGRyYA337xXZXzNGqnKeGGhqSOzWEycGgF18Ut1KYKKLCJxUl9NFxVl0BCzr4svAKCkvAR3Cu7UR2RERJaBVcaNholTI3A+w4JHnIQwuAyBmsJGAe8m0pWenK4jokbvkUeAXbukdRp//AH06wfcuGHqqCwOE6dGQJ+purNnzXTaOzkZ+PtvQKEABg82+OlcIE5EVEG/fveqjJ85A/TpA5w/b+qoLAoTJyuXW5yL1LxUALqn6gIDAWdnoLhYylHMjnq0acAAKVADcYE4EdF9OnaUqowHBwMpKVLyFBdn6qgsBhMnK6e+os6riRdcHVwrHZfL75UlMMvpulpO06mxCCYRkQ6BgcCffwJduwJ37gADBwK7d5s6KovAxMnKVbcwXM1s1zllZ0vz8EDtEyduu0JEpJuXF7B/PxARAeTnS79nv//e1FGZPSZOVq669U1qZps47dolLbxq2xZo3bpWp+BUHRFRNVxcpJH9J58ESkulKuMrV5o6KrPGxMnKqafqLHLEqY7TdAATJyKiGikUwLff3tuSZeZMqfYT69/pxMTJyukz4hQaKpVHSk0Fbt1qqMhqoFIB27dLt42UOLEIJhFRFeRyYMUKqbo4ALz7LvD882Z6ubVpMXGycurEqeLmvvdr0gQICpJum82o0/HjUhanVAJ9+9b6NC2ULQAAhWWFyCzKNFZ0RETWRyYD3ngD+OILKZFauxZ47DFWGb8PEycrll6QrkkWgjyCqm1rdtN16mm6oUMBO7tan8bB1kGzsTGn64iI9PD888BPP0lVxn/5Rfo9nMk/PNWYOFkx9WiTn9IPTnZO1bY1u8Tpt9+k73WYplPTXFmXzSvriIj0MmbMvSrjf/4pFc68ft3UUZkFJk5WTL0wvLr1TWrqxOn06fqMSE83bwInTki3hw+v8+m4QJyIqBbUVcabNwcSE6VCmWZZKblhMXGyYpqF4R76J05JSUBJSX1GpYeYGOl79+6At3edT8fEiYiolipWGf/nHyl5OnbM1FGZFBMnK6YpRVDNwnA1f3/AzU0q45GUVM+B1cQIZQgq0iROuUyciIgMFhAAHDwIdOsGpKcDgwYBO3eaOiqTYeJkxfQpRaAmk5nJOqfi4ntl/42UOPkrudEvEVGdNGsG7NsHDBkiVRkfORL47jtTR2USTJyslBBCr+1WKjKLxOmPP4C8PGmKrksXo5ySU3VEREbg4iJduPPkk1J9p6eflmo/NTJMnKzUzbybyC/Nh43MBoHugXo9xywSp4rTdHLj/POseFUdi2ASEdWBusr4yy9L92fNAubMaVRVxpk4WSn1NF2AWwAUNgq9nlMxcTLZZ8CIZQjU1EUw80vzkV2cbbTzEhE1SnI58NFHUnVxAFiypFFVGWfiZKXU03T6rG9S69BB+jzcuSNVBGhw588DFy9KBS+HDDHaaZ3snODh6AGA03VEREYhk0kjTWvW3Ksy/uijQEGBqSOrd0ycrJRmqxU91zcBgIMD0KaNdNsk03Xqabp+/aS5dCPiOicionowaRKwebP0H8ivvzaKKuNMnKzU+Qz9r6iryKTrnIxchqAiXllHRFRPRo+WroZ2c5PKFjz0kFVXGWfiZKU0V9TpUcOpIpMlTrm5UoVaoF4SJ444ERHVo759pd/hvr7A2bNA797AX3+ZOqp6wcTJCpWrynEp8xIACxpx2r1bqr4ZHAyEGBazPpg4ERHVs9BQacQpJAS4ckVKpqywyjgTJyt0JfsKSspLYG9jr5mi0pc6cUpOBgoL6yG4qtTjNB1QoSRBDjf6JSKqNwEB0qbA3btLVcYHDrS6KuNMnKyQemF4a4/WsJHbGPTc5s0BT09ApZJGWxuESnVvf7p6Tpw44kREVM/UVcaHDpWushs5Uqr9ZCWYOFkh9R51hk7TASbaeuXECSA1FXB2lq6oqwdMnIiIGpCzs3SV3bhxUn2nZ56Raj9ZASZOVqg2pQgqavDEST1NN2SIVJW2HqgTp5ziHOQU59TLaxARUQUKBfDNN8DMmdL9//f/gNdft/gq40ycrJAhm/vqYrLEqZ6m6QDAWeEMNwc3AMD1XOu9TJaIyKzI5cCHH96rMr50qVT7yYKrjDNxsjKl5aWIvxkPAGjr2bZW52jQrVfS0oC4OOl2VFS9vpR61ImJExFRA1JXGf/f/6REat064JFHLLbKOBMnK7Pz0k7cKbgDryZe6OXXq1bnaNdO2vUkO1u6orRebd8ufe/aVVqZXo+4zomIyISee+5elfHffpOWZ2RkmDoqgzFxsjJfn/oaAPB06NOwldvW6hwKhZQ8AQ0wXdcA03Rqfi5MnIiITGr0aGDXLqnK+KFD0gVB1yzrdzITJyuSWZiJX5J/AQCMDxtfp3M1yDqnrCxgxw7pdkMkTpyqIyIyvYcesugq40ycrMimc5tQXF6MUK9QhHmH1elcDZI4ffwxkJcHtG8PdOtWjy8k8XeVioEycSIiMrHQUGnEqU0b4OpVqcr40aOmjkovTJysiHqabnzYeMhksjqdq94Tp9zcezU95s6VFgzWM65xIiIyIw88IFUZ79FDqjI+aNC9WQgzxsTJSlzKuISDVw9CLpPjqdCn6nw+deJ06ZI0KGR0n34qLQoMCQGeeKIeXqAyTtUREZkZT09g714gMlK6ym7UKLOvMs7EyUqsP70eABDRKgK+Lr51Pl+zZtJFbkIAZ87U+XTa8vOB99+Xbr/5JmBj2LYwtaVOnDKLMlFUXtQgr0lERDVwdgZ++QV46ql7VcY//NDUUVWJiZMVEEJoEqfxHeu2KLyijh2l70afrvv8c+D2baBVK+mD0kCU9kq4KFwAAOml6Q32ukREVAOFAli/Hpg1S7ofHQ289ppZVhk3i8Rp1apVCAgIgIODA3r27Iljx45V237Tpk1o27YtHBwcEBoaihj1BrGN1KGrh/B35t9wVjhjTNsxRjtvvaxzKioC3ntPuj1nDmBbu5IJtaUedbpTeqdBX5eIiGoglwMffAAsWSLdX7ZMqv1kZlXGTZ44/fDDD4iOjsaCBQtw4sQJhIWFITIyErdu3dLZ/tChQxg3bhwmTZqEkydPYsyYMRgzZgwSExMbOHLzoV4U/q/2/0ITRROjnbdeEqf//Q+4eRNo2RIYb7zRMX2pr6zjiBMRkRmSyaSRprVrpWUcX35pdlXGTZ44ffDBB5g8eTImTpyI9u3bY/Xq1XBycsLatWt1tl+xYgWGDRuG2bNno127dli0aBG6dOmCTz75pIEjNw9FZUX44ewPAIw7TQfcS5xOnwZUKiOcsLj43l8Sr71Wbxv6VkddBDO9hIkTEZHZmjjRbKuMN+w8yX1KSkoQHx+POXPmaB6Ty+WIiIjA4cOHdT7n8OHDiI6O1nosMjISW7Zs0dm+uLgYxcXFmvs5OTkAgNLSUpSWltbxJ9B2I+koUl6dBLv8fBxa1QRA3UoC6KOwrBDLsrPhrGiCfle+gUpmvKsR2qiANXIZyvNliA0RsKnjvxa3ghsIu3YNmU6+mHPsWZSdMEY2ZpiTyhaAK7D10nE8OGdqncs2kPEJIZCfn48mf/zK/jFT7CPzZy191PmRCKz+eRdcDx3ChZDW+HX+R3hpqvHXxhqSD5g0cbpz5w7Ky8vh7e2t9bi3tzf+qqKKaGpqqs72qampOtsvXrwYb7/9dqXHd+3aBScnp1pGrlvuuT/wzO7zRj2n/vKBI7pH6WpLDmCS+s4l4533rYJ/479fGfe911toG+AxIK9JMs4j2TQxUM1cTB0A1Yh9ZP6soI+S2wBnngN2fgMEp2eh7adLEPOAm9Ffp8CAqUCTJk4NYc6cOVojVDk5OfD398fQoUOhVCqN+lq32vhh74UTSE/PQNOmHpDJGybLV8jt0bV5FyhsjD/1decOkJQkM85UHYACJ094dp2Et+XlxjmhgcrEozghPsG19PPwaNrUov8Ss1ZCCGSkp7N/zBj7yPxZVR95A69OysILu3fhxtylmBA1xOgvoZ6N0odJEydPT0/Y2NggLS1N6/G0tDT4+PjofI6Pj49B7e3t7WFvb1/pcTs7O9jZ2dUyct1atO0Kr//uRExMDPpFRRn9/KbgfffLmEYa+XyGcURp6QuIiYlBlJX0kbUpLS1l/5g59pH5s9Y+GlhP5zXkPTLp4nCFQoGuXbti7969msdUKhX27t2L8PBwnc8JDw/Xag8Au3fvrrI9ERERkbGYfKouOjoaEyZMQLdu3dCjRw989NFHyM/Px8SJEwEA48ePR4sWLbB48WIAwMyZM9G/f3+8//77GDFiBDZs2IDjx4/j888/N+WPQURERI2AyROnsWPH4vbt25g/fz5SU1PRqVMn7NixQ7MA/MqVK5BX2AC2d+/e+O677zB37ly88cYbCA4OxpYtW/Dggw+a6kcgIiKiRsLkiRMAzJgxAzNmzNB5LDY2ttJjjz/+OB5//PF6joqIiIhIm8kLYBIRERFZCiZORERERHpi4kRERESkJyZORERERHpi4kRERESkJyZORERERHpi4kRERESkJ7Oo49SQhBAADNvQzxClpaUoKChATk6OVe0PZE3YR+aN/WP+2Efmj31kGHVOoM4RqtPoEqfc3FwAgL+/v4kjISIiInOSm5sLV1fXatvIhD7plRVRqVS4ceMGXFxcIJPJjH7+nJwc+Pv74+rVq1AqlUY/P9Ud+8i8sX/MH/vI/LGPDCOEQG5uLnx9fbW2edOl0Y04yeVy+Pn51fvrKJVK/mM1c+wj88b+MX/sI/PHPtJfTSNNalwcTkRERKQnJk5EREREemLiZGT29vZYsGAB7O3tTR0KVYF9ZN7YP+aPfWT+2Ef1p9EtDiciIiKqLY44EREREemJiRMRERGRnpg4EREREemJiZMRrVq1CgEBAXBwcEDPnj1x7NgxU4dkkX7//XeMGjUKvr6+kMlk2LJli9ZxIQTmz5+P5s2bw9HREREREbhw4YJWm4yMDDz99NNQKpVwc3PDpEmTkJeXp9Xm9OnTeOihh+Dg4AB/f38sW7asUiybNm1C27Zt4eDggNDQUMTExBgci7VZvHgxunfvDhcXF3h5eWHMmDFITk7WalNUVITp06ejadOmcHZ2xmOPPYa0tDStNleuXMGIESPg5OQELy8vzJ49G2VlZVptYmNj0aVLF9jb2yMoKAhffvllpXhq+tzpE4u1+eyzz9CxY0dNDZ/w8HBs375dc5z9Y16WLFkCmUyGWbNmaR5jH5kxQUaxYcMGoVAoxNq1a8XZs2fF5MmThZubm0hLSzN1aBYnJiZGvPnmm+Lnn38WAMTmzZu1ji9ZskS4urqKLVu2iFOnTonRo0eLwMBAUVhYqGkzbNgwERYWJo4cOSL++OMPERQUJMaNG6c5np2dLby9vcXTTz8tEhMTxffffy8cHR3Ff//7X02bgwcPChsbG7Fs2TJx7tw5MXfuXGFnZyfOnDljUCzWJjIyUqxbt04kJiaKhIQEERUVJVq2bCny8vI0baZMmSL8/f3F3r17xfHjx0WvXr1E7969NcfLysrEgw8+KCIiIsTJkydFTEyM8PT0FHPmzNG0+fvvv4WTk5OIjo4W586dEx9//LGwsbERO3bs0LTR53NXUyzW6JdffhHbtm0T58+fF8nJyeKNN94QdnZ2IjExUQjB/jEnx44dEwEBAaJjx45i5syZmsfZR+aLiZOR9OjRQ0yfPl1zv7y8XPj6+orFixebMCrLd3/ipFKphI+Pj3jvvfc0j2VlZQl7e3vx/fffCyGEOHfunAAg4uLiNG22b98uZDKZuH79uhBCiE8//VS4u7uL4uJiTZvXXntNtGnTRnP/iSeeECNGjNCKp2fPnuLFF1/UO5bG4NatWwKAOHDggBBCeg/s7OzEpk2bNG2SkpIEAHH48GEhhJQcy+VykZqaqmnz2WefCaVSqemTf//736JDhw5arzV27FgRGRmpuV/T506fWBoLd3d3sWbNGvaPGcnNzRXBwcFi9+7don///prEiX1k3jhVZwQlJSWIj49HRESE5jG5XI6IiAgcPnzYhJFZn8uXLyM1NVXrvXZ1dUXPnj017/Xhw4fh5uaGbt26adpERERALpfj6NGjmjb9+vWDQqHQtImMjERycjIyMzM1bSq+jrqN+nX0iaUxyM7OBgB4eHgAAOLj41FaWqr1vrRt2xYtW7bU6qPQ0FB4e3tr2kRGRiInJwdnz57VtKnu/dfnc6dPLNauvLwcGzZsQH5+PsLDw9k/ZmT69OkYMWJEpfeRfWTeGt1edfXhzp07KC8v1/oHDADe3t7466+/TBSVdUpNTQUAne+1+lhqaiq8vLy0jtva2sLDw0OrTWBgYKVzqI+5u7sjNTW1xtepKRZrp1KpMGvWLPTp0wcPPvggAOl9USgUcHNz02p7/3un631TH6uuTU5ODgoLC5GZmVnj506fWKzVmTNnEB4ejqKiIjg7O2Pz5s1o3749EhIS2D9mYMOGDThx4gTi4uIqHeNnyLwxcSKiWps+fToSExPx559/mjoUuk+bNm2QkJCA7Oxs/Pjjj5gwYQIOHDhg6rAIwNWrVzFz5kzs3r0bDg4Opg6HDMSpOiPw9PSEjY1NpasM0tLS4OPjY6KorJP6/azuvfbx8cGtW7e0jpeVlSEjI0Orja5zVHyNqtpUPF5TLNZsxowZ+O2337B//374+flpHvfx8UFJSQmysrK02t//3tX2/VcqlXB0dNTrc6dPLNZKoVAgKCgIXbt2xeLFixEWFoYVK1awf8xAfHw8bt26hS5dusDW1ha2trY4cOAAVq5cCVtbW3h7e7OPzBgTJyNQKBTo2rUr9u7dq3lMpVJh7969CA8PN2Fk1icwMBA+Pj5a73VOTg6OHj2qea/Dw8ORlZWF+Ph4TZt9+/ZBpVKhZ8+emja///47SktLNW12796NNm3awN3dXdOm4uuo26hfR59YrJEQAjNmzMDmzZuxb9++SlOeXbt2hZ2dndb7kpycjCtXrmj10ZkzZ7QS3N27d0OpVKJ9+/aaNtW9//p87vSJpbFQqVQoLi5m/5iBwYMH48yZM0hISNB8devWDU8//bTmNvvIjJl6dbq12LBhg7C3txdffvmlOHfunHjhhReEm5ub1hUPpJ/c3Fxx8uRJcfLkSQFAfPDBB+LkyZPin3/+EUJIJQDc3NzE1q1bxenTp8XDDz+ssxxB586dxdGjR8Wff/4pgoODtcoRZGVlCW9vb/F///d/IjExUWzYsEE4OTlVKkdga2srli9fLpKSksSCBQt0liOoKRZrM3XqVOHq6ipiY2PFzZs3NV8FBQWaNlOmTBEtW7YU+/btE8ePHxfh4eEiPDxcc1x9KfXQoUNFQkKC2LFjh2jWrJnOS6lnz54tkpKSxKpVq3ReSl3T566mWKzR66+/Lg4cOCAuX74sTp8+LV5//XUhk8nErl27hBDsH3NU8ao6IdhH5oyJkxF9/PHHomXLlkKhUIgePXqII0eOmDoki7R//34BoNLXhAkThBBSGYB58+YJb29vYW9vLwYPHiySk5O1zpGeni7GjRsnnJ2dhVKpFBMnThS5ublabU6dOiX69u0r7O3tRYsWLcSSJUsqxbJx40YREhIiFAqF6NChg9i2bZvWcX1isTa6+gaAWLdunaZNYWGhmDZtmnB3dxdOTk7ikUceETdv3tQ6T0pKihg+fLhwdHQUnp6e4pVXXhGlpaVabfbv3y86deokFAqFaNWqldZrqNX0udMnFmvz3HPPiQceeEAoFArRrFkzMXjwYE3SJAT7xxzdnzixj8yXTAghTDPWRURERGRZuMaJiIiISE9MnIiIiIj0xMSJiIiISE9MnIiIiIj0xMSJiIiISE9MnIiIiIj0xMSJiIiISE9MnIiIiIj0xMSJiIiISE9MnIioSs8//zyCg4Ph5OQEd3d3hIeH45tvvjF1WBYvJSUFMpkMCQkJlY4NGDAAs2bN0tw/deoURo8eDS8vLzg4OCAgIABjx47VbO6qPpf6y8XFBR06dMD06dNx4cKFBvqJiBoPW1MHQETmq2nTplizZg2CgoJQUFCAw4cPY8qUKcjLy8OUKVNMHZ7Vu337NgYPHoyRI0di586dcHNzQ0pKCn755Rfk5+drtd2zZw86dOiAgoICnDlzBitWrEBYWBh+/fVXDB482EQ/AZH14YgTEVVp6dKl6N+/P1q0aIHg4GCMHz8eQ4cOxe+//65ps379enTr1g0uLi7w8fHBU089pRkNAYDY2FjIZDJs27YNHTt2hIODA3r16oXExERNmy+//FJr1KTi1/2jMgEBAZXabNmyBQBQXl6OSZMmITAwEI6OjmjTpg1WrFihee5bb71V5esMGDAAABAXF4chQ4bA09MTrq6u6N+/P06cOFHt+/Tss89qzqNQKNC2bVusX7++lu/6PQcPHkR2djbWrFmDzp07IzAwEAMHDsSHH36IwMBArbZNmzaFj48PWrVqhYcffhh79uxBz549MWnSJJSXl9c5FiKSMHEiIr0IIRAfH49Dhw5h2LBhmsdLS0uxaNEinDp1Clu2bEFKSgqeffbZSs+fPXs23n//fcTFxaFZs2YYNWoUSktLNceVSiVu3ryp+Tp27FiVcSxcuFDTriKVSgU/Pz9s2rQJ586dw/z58/HGG29g48aNAIBXX31V87xXXnkF4eHhmvs///wzACA3NxcTJkzAn3/+iSNHjiA4OBhRUVHIzc2t9v0ZNmwYbt68iQsXLmDUqFGYOHEi8vLy9Hpvq+Lj44OysjJs3rwZhu7HLpfLMXPmTPzzzz+Ij4+vUxxEdA+n6oioWlu2bMEzzzyD4uJilJeXY968eRg/frzm+HPPPae53apVK6xcuRLdu3dHXl4enJ2dNccWLFiAIUOGAAC++uor+Pn5YfPmzXjiiScAADKZDD4+Ppr2RUVFOuMpLS2Fh4eHVls1Ozs7vP3225r7gYGBOHz4MDZu3IgnnngCzs7OmpicnZ2hUCgqnWfQoEFa9z///HO4ubnhwIEDGDlyZJXvk729PXx8fCCEgK+vL5o0aQIbG5sq2+ujV69eeOONN/DUU09hypQp6NGjBwYNGoTx48fD29u7xue3bdsWgLQOqkePHnWKhYgkHHEiomoNGTIECQkJiIuLw2effYYVK1Zg9erVmuPx8fEYNWoUWrZsCRcXF/Tv3x8AcOXKFa3zhIeHa257eHigTZs2SEpKMjienJwcNGnSpMrjq1atQteuXdGsWTM4Ozvj888/rxRLddLS0jB58mQEBwfD1dUVSqUSeXl5NZ7jt99+g7OzM+zt7TFv3jx89dVXcHR01Pt1q/LOO+8gNTUVq1evRocOHbB69Wq0bdsWZ86cqfG56lEqmUxW5ziISMLEiYiq1aRJEwQFBaFTp0548cUX8eqrr2L58uUAgPz8fERGRkKpVOLbb79FXFwcNm/eDAAoKSkxeiw5OTnIz8+Hr6+vzuMbNmzAq6++ikmTJmHXrl1ISEjAxIkTDYplwoQJSEhIwIoVK3Do0CEkJCSgadOmNZ5j4MCBSEhIwKlTp7Bw4UKMHz8eKSkpOtsqlUoAQHZ2dqVjWVlZcHV11XqsadOmePzxx7F8+XIkJSXB19dX0wfVUSem96+HIqLaY+JERAYRQkClUgEA/vrrL6Snp2PJkiV46KGH0LZtW62F4RUdOXJEczszMxPnz59Hu3btDHrtuLg4yGQydOrUSefxgwcPonfv3pg2bRo6d+6MoKAgXLp0yaDXOHjwIF5++WVERUWhQ4cOsLe3x507d2p8njrBbNeuHaKjo6FQKLBnzx6dbT08PODp6Vlp7VFOTg4uXryIkJCQKl9HoVCgdevWla6qu59KpcLKlSsRGBiIzp071xg/EemHa5yISKecnBw8//zzeOGFF9CmTRsUFhbijz/+wHvvvYe5c+cCAFq2bAmFQoGPP/4YU6ZMQWJiIhYtWqTzfAsXLkTTpk3h7e2NN998E56enhgzZoze8ezfvx/Tp09HVFQUvLy8dLYJDg7G119/jZ07dyIwMBDr169HXFycQSMuwcHBmisFc3JyMHv2bL2m3IqLi5GamoqysjLs2LEDGRkZmjVGukRHR+Pdd9+Ft7c3evXqhfT0dCxatAjNmjXDo48+CkCa/tuwYQOefPJJhISEQAiBX3/9FTExMVi3bp3W+dLT05GamoqCggIkJibio48+wrFjx7Bt27Y6r7UiogoEEZEOxcXFYsqUKaJjx45CqVQKd3d30a9fP7Fx40atdt99950ICAgQ9vb2Ijw8XPzyyy8CgDh58qQQQoj9+/cLAOLXX38VHTp0EAqFQvTo0UOcOnVKc45169YJV1dXrfNevnxZ6zwBAQHi+eefF5mZmVrtAIjNmzcLIYQoKioSzz77rHB1dRVubm5i6tSp4vXXXxdhYWGVfr4FCxaI/v37V3r8xIkTolu3bsLBwUEEBweLTZs2iQceeEB8+OGHVb5XEyZMEAAEAGFrayuCgoLEJ598UmV7IYQoKysTK1euFKGhocLJyUn4+fmJsWPHisuXL2vaXLp0SUyePFmEhIQIR0dH4ebmJrp37y7WrVtX6X1Sfzk5OYl27dqJadOmiQsXLlQbAxEZTiaEgde4EhEZIDY2FgMHDkRmZibc3NxMHQ4RUZ1wjRMRERGRnpg4EREREemJU3VEREREeuKIExEREZGemDgRERER6YmJExEREZGemDgRERER6YmJExEREZGemDgRERER6YmJExEREZGemDgRERER6YmJExEREZGe/j/ZA6Gv5ZWmHQAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 600x1200 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка датасета\n",
|
||
"df = pd.read_csv(\"..//static//csv//ds_salaries.csv\")\n",
|
||
"\n",
|
||
"# Определение диапазонов значений для входных переменных\n",
|
||
"x_experience = np.linspace(0, 40, 100) # Опыт работы в годах\n",
|
||
"x_employment = np.array([0, 1]) # 0 - Частичная занятость, 1 - Полная занятость\n",
|
||
"x_salary = np.linspace(0, df['salary_in_usd'].max(), 100) # Зарплата в USD\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для опыта работы\n",
|
||
"low_experience = fuzz.trimf(x_experience, [0, 0, 5])\n",
|
||
"medium_experience = fuzz.trimf(x_experience, [3, 10, 20])\n",
|
||
"high_experience = fuzz.trimf(x_experience, [15, 40, 40])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для типа занятости\n",
|
||
"part_time = fuzz.trimf(x_employment, [0, 0, 1]) # Частичная занятость\n",
|
||
"full_time = fuzz.trimf(x_employment, [0, 1, 1]) # Полная занятость\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для зарплаты\n",
|
||
"low_salary = fuzz.trimf(x_salary, [0, 0, 50000])\n",
|
||
"medium_salary = fuzz.trimf(x_salary, [30000, 70000, 100000])\n",
|
||
"high_salary = fuzz.trimf(x_salary, [70000, 150000, df['salary_in_usd'].max()])\n",
|
||
"\n",
|
||
"# Определение нечетких правил\n",
|
||
"fuzzy_rules = [\n",
|
||
" (\"Низкий\", \"Частичная\", \"Низкая\"),\n",
|
||
" (\"Средний\", \"Частичная\", \"Средняя\"),\n",
|
||
" (\"Высокий\", \"Полная\", \"Высокая\"),\n",
|
||
" (\"Низкий\", \"Полная\", \"Средняя\"),\n",
|
||
" (\"Средний\", \"Полная\", \"Высокая\")\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Вывод правил\n",
|
||
"print(\"Нечеткие правила:\")\n",
|
||
"for rule in fuzzy_rules:\n",
|
||
" print(f\"Если Опыт {rule[0]} И Тип занятости {rule[1]}, Тогда Зарплата {rule[2]}.\")\n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"fig, axs = plt.subplots(3, 1, figsize=(6, 12))\n",
|
||
"\n",
|
||
"# Опыт работы\n",
|
||
"axs[0].plot(x_experience, low_experience, label='Низкий', color='blue')\n",
|
||
"axs[0].plot(x_experience, medium_experience, label='Средний', color='green')\n",
|
||
"axs[0].plot(x_experience, high_experience, label='Высокий', color='red')\n",
|
||
"axs[0].set_title('Функции принадлежности для Опыта работы')\n",
|
||
"axs[0].set_xlabel('Опыт работы (годы)')\n",
|
||
"axs[0].set_ylabel('Степень принадлежности')\n",
|
||
"axs[0].legend()\n",
|
||
"axs[0].grid()\n",
|
||
"\n",
|
||
"# Тип занятости\n",
|
||
"axs[1].plot(x_employment, part_time, label='Частичная занятость', color='orange')\n",
|
||
"axs[1].plot(x_employment, full_time, label='Полная занятость', color='purple')\n",
|
||
"axs[1].set_title('Функции принадлежности для Типа занятости')\n",
|
||
"axs[1].set_xlabel('Тип занятости')\n",
|
||
"axs[1].set_ylabel('Степень принадлежности')\n",
|
||
"axs[1].legend()\n",
|
||
"axs[1].grid()\n",
|
||
"\n",
|
||
"# Зарплата\n",
|
||
"axs[2].plot(x_salary, low_salary, label='Низкая', color='blue')\n",
|
||
"axs[2].plot(x_salary, medium_salary, label='Средняя', color='green')\n",
|
||
"axs[2].plot(x_salary, high_salary, label='Высокая', color='red')\n",
|
||
"axs[2].set_title('Функции принадлежности для Зарплаты')\n",
|
||
"axs[2].set_xlabel('Зарплата в USD')\n",
|
||
"axs[2].set_ylabel('Степень принадлежности')\n",
|
||
"axs[2].legend()\n",
|
||
"axs[2].grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Визуализация нечетких правил\n",
|
||
"fig, ax = plt.subplots(figsize=(10, 6))\n",
|
||
"\n",
|
||
"# Заполнение областей для каждого правила с новыми цветами\n",
|
||
"ax.fill_between(x_experience, low_experience, 0, color='lightblue', alpha=0.5, \n",
|
||
" label='Правило 1: Низкий опыт, Частичная занятость => Низкая Зарплата')\n",
|
||
"ax.fill_between(x_experience, medium_experience, medium_salary, color='lightgreen', alpha=0.5, \n",
|
||
" label='Правило 2: Средний опыт, Частичная занятость => Средняя Зарплата')\n",
|
||
"ax.fill_between(x_experience, high_experience, high_salary, color='lightpink', alpha=0.5, \n",
|
||
" label='Правило 3: Высокий опыт, Полная занятость => Высокая Зарплата')\n",
|
||
"ax.fill_between(x_experience, low_experience, medium_salary, color='lightcoral', alpha=0.5, \n",
|
||
" label='Правило 4: Низкий опыт, Полная занятость => Средняя Зарплата')\n",
|
||
"ax.fill_between(x_experience, medium_experience, high_salary, color='lightyellow', alpha=0.5, \n",
|
||
" label='Правило 5: Средний опыт, Полная занятость => Высокая Зарплата')\n",
|
||
"\n",
|
||
"ax.set_title('Визуализация нечетких правил')\n",
|
||
"ax.set_xlabel('Опыт работы (годы)')\n",
|
||
"ax.set_ylabel('Зарплата')\n",
|
||
"ax.legend()\n",
|
||
"ax.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Оценка качества полученной нечеткой системы"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Опыт работы | Тип занятости | Эталонная зарплата | Оцененная зарплата\n",
|
||
" 2 | Частичная | 40000 | 16666.67\n",
|
||
" 5 | Частичная | 60000 | 66585.98\n",
|
||
" 10 | Полная | 80000 | 0.00\n",
|
||
" 15 | Полная | 120000 | 223308.38\n",
|
||
"\n",
|
||
"Средняя абсолютная ошибка (MAE): 53306.92\n",
|
||
"Среднеквадратичная ошибка (RMSE): 66446.29\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Загрузка датасета\n",
|
||
"df = pd.read_csv(\"..//static//csv//ds_salaries.csv\")\n",
|
||
"\n",
|
||
"# Определение диапазонов значений для входных переменных\n",
|
||
"x_experience = np.linspace(0, 40, 100) # Опыт работы в годах\n",
|
||
"x_employment = np.array([0, 1]) # 0 - Частичная занятость, 1 - Полная занятость\n",
|
||
"x_salary = np.linspace(0, df['salary_in_usd'].max(), 100) # Зарплата в USD\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для опыта работы\n",
|
||
"low_experience = fuzz.trimf(x_experience, [0, 0, 5])\n",
|
||
"medium_experience = fuzz.trimf(x_experience, [3, 10, 20])\n",
|
||
"high_experience = fuzz.trimf(x_experience, [15, 40, 40])\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для типа занятости\n",
|
||
"part_time = fuzz.trimf(x_employment, [0, 0, 1]) # Частичная занятость\n",
|
||
"full_time = fuzz.trimf(x_employment, [0, 1, 1]) # Полная занятость\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для зарплаты\n",
|
||
"low_salary = fuzz.trimf(x_salary, [0, 0, 50000])\n",
|
||
"medium_salary = fuzz.trimf(x_salary, [30000, 70000, 100000])\n",
|
||
"high_salary = fuzz.trimf(x_salary, [70000, 150000, df['salary_in_usd'].max()])\n",
|
||
"\n",
|
||
"# Создаем тестовые данные (опыт работы, тип занятости, эталонная зарплата)\n",
|
||
"test_data = [\n",
|
||
" (2, 0, 40000), # Низкий опыт, частичная занятость => Низкая зарплата\n",
|
||
" (5, 0, 60000), # Низкий опыт, частичная занятость => Средняя зарплата\n",
|
||
" (10, 1, 80000), # Средний опыт, полная занятость => Средняя зарплата\n",
|
||
" (15, 1, 120000), # Высокий опыт, полная занятость => Высокая зарплата\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Функция для вычисления нечеткой оценки\n",
|
||
"def fuzzy_inference(experience, employment):\n",
|
||
" # Определение степени принадлежности\n",
|
||
" exp_low = fuzz.interp_membership(x_experience, low_experience, experience)\n",
|
||
" exp_medium = fuzz.interp_membership(x_experience, medium_experience, experience)\n",
|
||
" exp_high = fuzz.interp_membership(x_experience, high_experience, experience)\n",
|
||
"\n",
|
||
" emp_part_time = fuzz.interp_membership(x_employment, part_time, employment)\n",
|
||
" emp_full_time = fuzz.interp_membership(x_employment, full_time, employment)\n",
|
||
"\n",
|
||
" # Применяем правила\n",
|
||
" salary_low = np.fmin(exp_low, emp_part_time)\n",
|
||
" salary_medium = np.fmin(exp_medium, emp_part_time)\n",
|
||
" salary_high = np.fmin(exp_high, emp_full_time)\n",
|
||
"\n",
|
||
" # Вычисляем выходные значения при наличии ненулевых областей\n",
|
||
" salary0 = low_salary * salary_low\n",
|
||
" salary1 = medium_salary * salary_medium\n",
|
||
" salary2 = high_salary * salary_high\n",
|
||
"\n",
|
||
" # Проверка на ненулевые области перед дефуззацией\n",
|
||
" if salary_low > 0:\n",
|
||
" salary0 = fuzz.defuzz(x_salary, salary0, 'centroid')\n",
|
||
" else:\n",
|
||
" salary0 = 0 # Значение по умолчанию\n",
|
||
"\n",
|
||
" if salary_medium > 0:\n",
|
||
" salary1 = fuzz.defuzz(x_salary, salary1, 'centroid')\n",
|
||
" else:\n",
|
||
" salary1 = 0 # Значение по умолчанию\n",
|
||
"\n",
|
||
" if salary_high > 0:\n",
|
||
" salary2 = fuzz.defuzz(x_salary, salary2, 'centroid')\n",
|
||
" else:\n",
|
||
" salary2 = 0 # Значение по умолчанию\n",
|
||
"\n",
|
||
" return max(salary0, salary1, salary2)\n",
|
||
"\n",
|
||
"# Список для хранения результатов\n",
|
||
"results = []\n",
|
||
"\n",
|
||
"# Оценка системы на тестовом наборе данных\n",
|
||
"for experience, employment, actual_salary in test_data:\n",
|
||
" inferred_salary = fuzzy_inference(experience, employment)\n",
|
||
" results.append((experience, employment, actual_salary, inferred_salary))\n",
|
||
"\n",
|
||
"# Вывод результатов\n",
|
||
"print(\"Опыт работы | Тип занятости | Эталонная зарплата | Оцененная зарплата\")\n",
|
||
"for experience, employment, actual_salary, inferred_salary in results:\n",
|
||
" employment_type = \"Частичная\" if employment == 0 else \"Полная\"\n",
|
||
" print(f\"{experience:12} | {employment_type:13} | {actual_salary:20} | {inferred_salary:.2f}\")\n",
|
||
"\n",
|
||
"# Вычисление метрик качества\n",
|
||
"actual_salaries = [actual for _, _, actual, _ in results]\n",
|
||
"inferred_salaries = [inferred for _, _, _, inferred in results]\n",
|
||
"\n",
|
||
"mae = np.mean(np.abs(np.array(actual_salaries) - np.array(inferred_salaries)))\n",
|
||
"rmse = np.sqrt(np.mean((np.array(actual_salaries) - np.array(inferred_salaries)) ** 2))\n",
|
||
"\n",
|
||
"print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n",
|
||
"print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"Полученные результаты указывают на необходимость значительных улучшений в проектировании нечеткой системы. Высокие значения средней абсолютной ошибки (MAE) и среднеквадратичной ошибки (RMSE) свидетельствуют о том, что система неэффективно обрабатывает входные данные. Особенно заметна проблема нулевой оценки для случая с 10 годами опыта, что указывает на серьезные недостатки в определении правил и функций принадлежности. Это требует дальнейшей работы над уточнением правил и пересмотром функций принадлежности для достижения более точных оценок зарплат. "
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|