{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Начало лабораторной работы №1\n",
    "\n",
    "*Набор данных для анализа и прогнозирования сердечного приступа*\n",
    "\n",
    "Выгрузка данных из CSV файла в датафрейм"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>HeartDisease</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Smoking</th>\n",
       "      <th>AlcoholDrinking</th>\n",
       "      <th>Stroke</th>\n",
       "      <th>PhysicalHealth</th>\n",
       "      <th>MentalHealth</th>\n",
       "      <th>DiffWalking</th>\n",
       "      <th>Sex</th>\n",
       "      <th>AgeCategory</th>\n",
       "      <th>Race</th>\n",
       "      <th>Diabetic</th>\n",
       "      <th>PhysicalActivity</th>\n",
       "      <th>GenHealth</th>\n",
       "      <th>SleepTime</th>\n",
       "      <th>Asthma</th>\n",
       "      <th>KidneyDisease</th>\n",
       "      <th>SkinCancer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>No</td>\n",
       "      <td>16.60</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>55-59</td>\n",
       "      <td>White</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>No</td>\n",
       "      <td>20.34</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>80 or older</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>7.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>No</td>\n",
       "      <td>26.58</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Male</td>\n",
       "      <td>65-69</td>\n",
       "      <td>White</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fair</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>No</td>\n",
       "      <td>24.21</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Female</td>\n",
       "      <td>75-79</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Good</td>\n",
       "      <td>6.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>No</td>\n",
       "      <td>23.71</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Female</td>\n",
       "      <td>40-44</td>\n",
       "      <td>White</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Very good</td>\n",
       "      <td>8.0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  HeartDisease    BMI Smoking AlcoholDrinking Stroke  PhysicalHealth  \\\n",
       "0           No  16.60     Yes              No     No             3.0   \n",
       "1           No  20.34      No              No    Yes             0.0   \n",
       "2           No  26.58     Yes              No     No            20.0   \n",
       "3           No  24.21      No              No     No             0.0   \n",
       "4           No  23.71      No              No     No            28.0   \n",
       "\n",
       "   MentalHealth DiffWalking     Sex  AgeCategory   Race Diabetic  \\\n",
       "0          30.0          No  Female        55-59  White      Yes   \n",
       "1           0.0          No  Female  80 or older  White       No   \n",
       "2          30.0          No    Male        65-69  White      Yes   \n",
       "3           0.0          No  Female        75-79  White       No   \n",
       "4           0.0         Yes  Female        40-44  White       No   \n",
       "\n",
       "  PhysicalActivity  GenHealth  SleepTime Asthma KidneyDisease SkinCancer  \n",
       "0              Yes  Very good        5.0    Yes            No        Yes  \n",
       "1              Yes  Very good        7.0     No            No         No  \n",
       "2              Yes       Fair        8.0    Yes            No         No  \n",
       "3               No       Good        6.0     No            No        Yes  \n",
       "4              Yes  Very good        8.0     No            No         No  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv(\".//static//csv//heart_2020_cleaned.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Построение диаграмм\n",
    "\n",
    "## Распределение индекса массы тела"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(df.head(15000)['BMI'], bins=30, color='skyblue', edgecolor='black')\n",
    "plt.title('Распределение индекса массы тела')\n",
    "plt.xlabel('Индекс массы тела')\n",
    "plt.ylabel('Количество записей')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная диаграмма отображает распределение индекса массы тела среди всех наблюдаемых. Это позволяет сделать вывод о том, что большинство участников имеют ИМТ **в диапазоне от 18 до 40**, что может коррелировать с риском сердечного приступа."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Соотношение людей с болезнями сердца по полу"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heart_disease_sex = df.head(15000).groupby(['Sex', 'HeartDisease']).size().unstack()\n",
    "\n",
    "heart_disease_sex.plot(kind='bar', stacked=True, figsize=(10, 6), color=['lightcoral', 'cornflowerblue'])\n",
    "plt.title('Соотношение болезней сердца по полу')\n",
    "plt.xlabel('Пол')\n",
    "plt.ylabel('Количество')\n",
    "plt.legend(title='Heart Disease', labels=['Нет', 'Да'])\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данная столбчатая диаграмма показывает соотношение людей с сердечными заболеваниями среди мужчин и женщин. Она позволяет сделать вывод о том, что **среди мужчин** более высокая доля тех, кто страдает сердечными заболеваниями."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Влияние физического и психического здоровья на наличие болезней сердца"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eURwfy86cX9q2batERETY1DeWMmU5NxelOOfh4tYLlu1Qt25dm2PNchzNnz/f5vO5ubkKoIwePdo6beXKlXbb8rPPPlPUarWyfft2m89/+OGHCqDs3LlTURRF2bp1q8MyVXhbWrb3W2+9Zbc9mjRpYnPcWP6mlStX2i1b1PoVRVEOHz6suLu7K08//bRy5coVpW7dukqrVq3srhWLw1IPFNz+hctwbm6u0rRpU6Vz587WadOmTVMA5f7771dMJpN1uqVsvPfee9bPFve6TVEUxWg0KoAyY8YMu3VayuWZM2cUFxcXZebMmXbbxdXV1WZ6ceuq4h63ztQFxb3ucuYYv5Eq3w3PYtmyZWzatInPP/+coUOH8vnnn9u0dgA2d08yMzNJS0ujQ4cOZGdnk5CQYLOs0WgkLS2N1NRUdu/eTWxsLLfffjv+/v4Ovz8lJYX33nuPKVOm2N1t+/bbb/H39+e5556z+1xRXY/279/PypUrmTVrVpEPqj355JMkJCRYm/S//fZbfH19uf/++22W+/3337l48SIjR45Eo9FYpz/wwAOEh4ezbt06AFJTU9m2bRtDhgyxaZG7Xpw3kpeXR1paGmlpaeTm5hbrM4cPH+bixYvWuyMAt99+OxqNhjvuuAN3d3cAatSoQceOHe2a1QuaMGECLVq04P/+7/8czs/OziYtLY2DBw+yePFiatWqxW233eZw2evt45o1awKQnJx83b9t5cqVdOjQgWrVqlm3S1paGl26dCEvL49t27YB+ftSpVIxbdo0u3U42hcLFixg1qxZxMTE0KdPH5t5lrss48aNs5luaT2y7P/iWL9+PS4uLowZM8ZuXYqi2HWLvB5FUZgwYQIPP/yw3d38m7Vp0yYyMzN55ZVXbMo8FF2WbxRPYGAg77//Pps2baJDhw4cPHiQpUuXotPpiozjesdxzZo1uXjx4nWPC0VR+Pbbb3nooYdQFMWmzHTv3h29Xs8ff/wBOF/PvPTSS3z++ed888033HXXXTbzSnM/r1+/nsDAQB5//HHrNDc3N8aMGcPVq1fZunXrDddRnOPUcne/8P4uKC8vj40bN9K3b1/CwsKs02vXrk3//v3ZsWOH3dC9w4cPt2kZevbZZ3F1dbUeV5s3byY3N5cXXnjBZh8PGzYMnU5nd3wV99xiMBhIS0vj0qVLdl10If8cBvn1oLNKs064EcvfW/DHUUtMwfOzXq8nLS2NTp06cerUKfR6vc2ylmPGcge+OL777jv27dvH7Nmz7ebVrFnzhnW3I9c7v2RmZlKtWjWnz53FOQ87Uy9YDBw4EK1Wa/39kUceoXbt2nZ34YtzHEH+uSwiIoLw8HCb7+/cuTMAW7ZsAYp/brSwHOsFfwo/KmFhuY4r3N21KE2bNmXGjBksWbKE7t27k5aWxieffIKra/E6YWVmZnLx4kV2797Nl19+SZMmTahevbp1fsEyfOXKFfR6PR06dLDbF5B/7BUc9e7JJ5+kVq1a1mOvuNdtFsU5Jr777jvMZjOPPvqozfYNDAykUaNG1n1mUZy6ypnjtrh1QUHXu+5y9PcVdYzfyH8mWWrbti1dunShf//+LFmyhFdffZVly5axc+dO6zJHjx4lKioKX19fdDodAQEBPPHEEwB2O3XXrl0EBARQs2ZN2rVrh8lkYuXKlUVWfNOmTaNOnTqMGDHCbt7Jkydp3LhxsQ9IgFdeeYUOHTo47ONpERAQwAMPPGDto7x06VIGDRpkd1Fm6VfbuHFju3WEh4db51teiFbS54wcSUhIICAgwKbfdcFnRhyx9J0tzigxdevWLbLf9Y4dO/jhhx+YM2dOkfvt1VdfJSAggDvvvJMzZ87w66+/2pxQCrrePm7bti0qlYoJEyZw5swZa0VQ+CLn+PHj/Pjjj9ZtYvnp0qULkP9sB+SXmTp16thUxEXZsGGDtSuToz7PZ8+eRa1W23SfhPyLfz8/P7t+19dz9uxZ6tSpY7eNLF1hnFnX559/ztGjR3njjTeK/Znisjyj40xZLk48jz32GA888AC//fYbw4YNs7sxUdj1juN27dphMBiYPHkyycnJ1jJTUGpqKunp6SxatMiuzDz11FOAbZkpbj3z0Ucf8c477wA4fP6mNPfz2bNnadSokV295My6inOcWradr69vketJTU0lOzvbYV0YERGB2Wy2q08aNWpk87uPjw+1a9e2PgdQVP3q7u5OWFiY3d9X3HPLxx9/TEBAAP7+/nh6etKxY0ebZ10aN25MtWrVeOedd9i5cyepqamkpaVhNBqL/PstSrNOuJGNGzfald2PP/7YbrmdO3fSpUsXvL298fPzIyAggIkTJwL252fLxXFxuwHm5eUxceJEBgwYwO233243v127dpw6dYp58+bx999/k5aW5vC4KOhG55e2bduye/duPvroI1JSUkhLS7N2abye4pyHnakXLAqXY5VKRcOGDe2eZynOcQT557KjR4/afb/lJobl+8PCwggMDOTtt9/m0KFD1nqu8POyFtOmTbNbZ+Gb2RZDhgwhICCAatWqodVq6d+/PxcuXLhu3C+99BLNmzfnt99+Y9q0aTbd1W9k2LBh1KpVi3bt2uHq6srmzZtt9v3atWtp06YNGo2G6tWrExAQwMKFC23Kr2X58PBwm3W7uLjQqFGjG9Yrls8WPkaLc0wcP34cRVFo1KiR3TaOj4+3KzPFqaucOW6LWxcUdL3rroJudIzfyH/mmaXCHnnkESZNmsTevXu55557SE9Pp1OnTuh0Ol599VUaNGiARqPhjz/+IDo62u6i9vbbb7deTKSmphITE8O9997LH3/8QWBgoM2y8fHxLF++nBUrVhQ54IQzNm7cyObNm9m9e/cNlx0yZAgDBw7kueeeY9u2bSxZsoTt27ffdAylpV69etbnNS5dukRMTAxPPvkkYWFhtGnTxuFnbnSnobBr1645nB4dHU337t3p3LlzkSPoPf3009x///0kJyfz7rvv8vDDD7Nr1y67E8WN9nHz5s2ZNm0aM2bM4PPPPy8yVrPZTNeuXXn55Zcdzi+qVet6LBfu3t7evP766/zf//2fwwq2pK2DZSE3N5cpU6YwdOjQEv3N5RXPpUuXrBescXFxmM3mIlt+b3Qc9+7dmyFDhvDWW2/ZPTNpYamXnnjiCQYNGuRwmZKcGPbs2cPMmTPZt28fY8eOpUePHkW2mlcExTlOLRcZFX300+KeW/r06cPo0aNRFIXTp0/z6quv8uCDD3L8+HG0Wi0+Pj58/fXXDBkyhPbt29t8R5MmTYoVy62oE+6++26bwT4gvyV8zZo11t9PnjzJ/fffT3h4OHPnziU4OBh3d3fWr1/Pu+++a3d+/vvvvwHszsVF+fjjjzlz5gw//fSTw/nDhw/np59+YuzYsTbPAF/Pjc4vs2bNIiUlhWeeeaZY63NGWdULUPzjyGw206xZM+bOnetwfnBwMJB/02Dx4sX079/f7rmg0NBQu88NHz7crqVu2LBhDr9j6tSpdOjQAaPRyP79+3n11VdJT0+/7jMrp06d4vjx4wAOB4q5nsmTJ/PUU09x8uRJ3nzzTR577DE2b96Mq6sr27dvp3fv3nTs2JEPPviA2rVr4+bmxrJly2xuEDt6Pqw0FOeYMJvNqFQqNmzY4PBdToUTrRvVVc4et8WpCwpy5tr6Rsf4jfxnkyXLBbSlQPz6669cunSJ7777jo4dO1qXO336tMPPV6tWzXq3H/JHBqlTpw7Lli1jwoQJNstOmDCBO+64g//9738O19WgQQP27t1b5DDnBSmKwiuvvEJUVFSRyURBPXv2RKPR8Nhjj9G+fXsaNGhglyxZKqRjx45Zm8gtjh07Zp1v6ZZSeLSTm+Ht7W2zHTt06EDdunXZuHFjkX+f5SHzc+fO3XD9KSkp1KlTx2766tWr2b17t8Pm74IaNmxovbvapUsXQkJC+OKLL3j22WdtlrvRPob8OyDDhw8nISHB2m3A0nJp0aBBA65evWqzTRxp0KABP/30E5cvX75h61LXrl1ZuHAhBoOB1atXM3z4cJuHz0NDQzGbzRw/ftxm8I0LFy6Qnp7u8IRVlNDQUDZv3kxmZqbNnX3Lnb/iruuDDz7g4sWLTo1W4wzLYAZHjhyxu3t+M/GMGjWKzMxMZs2axYQJE5g3b55dVyYo/nH88ccfM3XqVE6ePGk9sRQcTjYgIACtVkteXl6xykxx65khQ4YwceJEzp07R2RkJGPHjuWzzz6zzi+t/WxZ9tChQ3aJpTPrKs5x+vvvvxMYGHjdYWMDAgLw8vLi2LFjdvMSEhJQq9XWizyL48ePc99991l/v3r1KufPn7cO6lGwfi3YtS83N5fTp0/b7bfinluCgoJslvPx8WHAgAEcOHDAeg7r2rUrb775JgMGDODDDz8kLCyM8ePHF9ltyaI064Qb8ff3t9sGhR/+/+GHH8jJyeH777+36XpWuFuQRVxcHAEBAcXqgpidnc2MGTMYOXJkkX+XRqNh3bp1/PXXXyQlJaEoChcuXLCrvwvGf6PzS40aNfjss89o0qQJ7du3Z8SIEWzcuLHIGyMWxTkPO1MvWFgSBAtFUThx4oRdUmW5GVTUIEIWDRo04M8//+T++++/YdL94IMPkpKSwqFDh6zXZm+99ZbD47BRo0Z2f5O3t7fD9TZr1sy6bM+ePUlMTOSTTz7BZDI5XN5sNjN48GB0Oh0vvPACb7zxBo888ohNl//radq0qbXFr1mzZnTs2JFNmzbRs2dPvv32WzQaDT/99JNNV7hly5bZrMMyGFXh+sJyPN55551A8a/bLCyj315vgK0GDRqgKAr169cv1k3KG9VVzh63xakLCirOdRcU7xi/kSrfDa+oOwiLFy9GpVJZC5klaVIKDHubm5vLBx98UKzvsRzghZuOd+/ezZo1a5g9e3aRFcbDDz9MWloaCxYssJtXMB6Ar776ikOHDhV75A9XV1cGDhzIoUOHGDJkiMNlWrVqRc2aNfnwww9t4t+wYQPx8fHWUVoCAgLo2LEjS5cutRtVqHCcJWW5ILzeG6pbt26Np6enzShthw4dwmAwcPDgQWvf3MuXL7Nt2zab5Bf+bY7t37+/dUSu4rB0PyjJPraoXbs29913H126dKFLly52/b4fffRRdu/e7fDuh2VER8gvM4qiMGPGDLvlCu+Ldu3a4eLigre3Nx9++CHbtm2zGX3NclFXcKQ9wHpH0LL/i6NXr17k5eXZleV3330XlUpFz549b7iOzMxMZs6cydixY4t9Z9hZ3bp1Q6vVMmvWLLuWysLbr7jxrFq1iq+//prZs2fzyiuv8NhjjzF58mT++usvu2WdOY5DQ0Pp3LmztcwU5OLiwsMPP8y3337r8OKp4KsDnKlnOnToAECdOnWYM2cOK1asYOPGjdb5pbGfC67r77//5uuvv7ZOM5lMvPfee/j4+NCpU6dirwscH6eXLl1iy5Yt9O7d+7qfdXFxoVu3bqxZs8am+9GFCxf44osvaN++vd0zaIsWLbLp2rZw4UJMJpN1G3Tp0gV3d3diYmJstvPHH3+MXq+/4fFV1LmlMEd1Z1JSEiNHjmTMmDEMHz6cLl26UK1ateuuB0q3TigNjs7Per3e7kIT8o/X9evX211AFmX+/PlkZWXZDbvtyG233cb9999Ply5duOeeexwu48z5xTIs9ZIlS+jSpUuxunwV5zzsTL1g8emnn1qfc4P8+uz8+fN2x/KqVato3LixXTexwh599FFSUlIcjvR57do1srKybKZptVruueceaz1nuSlamiw3ZIo6T8+dO5ddu3axaNEiXnvtNdq1a8ezzz5r1/25OArXQy4uLqhUKpsbFWfOnLFLBu6//348PDyIiYmxaXn5/PPPuXDhgrXLdnGv2yy+/vprateufd1kqV+/fri4uDBjxgy7c4KiKFy6dOm6f3PhusqZ49ZZzlx3OXOMF6XKtyz179+f8PBwoqKiqFWrFqmpqWzYsIEtW7YwadIkmjVrBuRfUFarVo1BgwYxZswYVCoVn332WZFJwIULF1ixYgWQf1B89NFHuLq62j17YHmx2PXu7gwcOJBPP/2UcePG8dtvv9GhQweysrLYvHkzI0eOtHkgf+PGjQwbNsxhN6qivPbaa7z00ktFniTd3NyYM2cOTz31FJ06deLxxx+3DkFZr149m24HMTExtG/fnhYtWjB8+HDq16/PmTNnWLduHQcPHix2TBZXr161viPp8uXLxMTE4Obmdt2Tsbe3N88//zyzZ8/G1dWVFi1a8OGHH6JWqzl//jwPPPAAvXv3ZsmSJeTk5PDiiy/afD45OdnaFFyU9evXs2TJEtq1a0f16tU5deoUixcvxtvbm6ioKJtli7OPi+ull17i+++/58EHH2Tw4MG0bNmSrKwsDh8+zKpVqzhz5gz+/v7cd999PPnkk8TExHD8+HF69OiB2Wxm+/bt3HfffUW+g6V79+488cQTvPzyyzz00EPUrl2b5s2bM2jQIBYtWmTtjvrbb7/xySef0LdvX5u75jfy0EMPcd999zFp0iTOnDlD8+bN2bhxI2vWrOGFF14ochj8gv744w/8/f2L7IpYGnQ6He+++y5PP/00rVu3pn///lSrVo0///yT7Oxsm3f8FCeeixcv8uyzz9ps+wULFrBlyxYGDx7Mjh07bFpNSnIcF2X27Nls2bKFu+++m2HDhhEZGcnly5f5448/2Lx5s/U5NWfqmYKGDx/OF198wTPPPMORI0fw8vIqlf1ccP0fffQRgwcPZv/+/dSrV49Vq1axc+dO5s2bV+QzglC843T37t288sorXLt2jYCAAGu9DVgT2RUrVhAVFWXtqrpp0ybat2/PyJEjcXV15aOPPiInJ4c333zTLobc3Fzuv/9+Hn30UY4dO8YHH3xA+/btrYlZQEAAEyZMYMaMGfTo0YPevXtbl2vdurVd60Rxzy2JiYn8+OOP1m54M2fOJDQ01Hrn2Ww28+STTxIUFOT0A82lWSeUhm7duuHu7s5DDz3EiBEjuHr1KosXL6ZmzZo27/765ptvmDFjBleuXOGVV14p1ro3btzIzJkzSzQQhiPFOb9AfrIcGxvLli1bbvj8T2HFOQ8Xt16wqF69Ou3bt+epp57iwoULzJs3j4YNG1q7uJ06dYo333yT3377jX79+tkcR/v27QPyB84JCQkhLCyMJ598km+++YZnnnmGLVu2cM8995CXl0dCQgLffPMNP/300w1bp27WwYMH8fHxwWQysX//fj799FP69Onj8GZsfHw8U6ZMYfDgwTz00ENA/tDcd9xxByNHjuSbb74p8nsWL17Mtm3baNGiBTqdjri4OBYvXkzt2rWtz60+8MADzJ07lx49etC/f38uXrzI+++/T8OGDTl06JB1XdWrV2fy5MlMmTKF7t2706dPH06dOsWCBQto3ry59Z2Gxb1u+/3335kyZQo//vgjH3744XUTiwYNGvD6669bn63u27cvWq2W06dPExsby/Dhw22up25UVxX3uC0JZ667SuUYL/a4eZXUwoULlV69eil16tRRXF1dFT8/P6V79+7K+vXr7ZbduXOn0qZNG8XT01OpU6eO8vLLLys//fST3dCDnTp1shmG3M/PT7nnnnvs1gkoKpVK2b9/v810R0MuZmdnK5MmTVLq16+vuLm5KYGBgcojjzxiHb7WMmymp6enkpKSYvPZwsNP32j40aLmf/3118qdd96peHh4KNWrV1cGDBigJCcn233+yJEjSlRUlOLn56doNBqlcePGypQpUxx+142GDne0HTds2OBw+YKMRqPywgsvKFqtVgkJCVF+/PFHxdvbWxk0aJASHR2t+Pj4KGFhYcr3339v87lBgwYpgM1w4gW3iWUIzSNHjijdunVTatSoobi7uyvBwcHKY489phw6dMjmc87sY0ccbZ/MzExlwoQJSsOGDRV3d3fF399fadeunfL222/bDFFsMpmUt956SwkPD1fc3d2VgIAApWfPnjax4GB4zLS0NCUgIECJioqy2Z4zZsywlr/g4GBlwoQJNkPmW+K93tDhlvjHjh2r1KlTR3Fzc1MaNWqkvPXWW0UOL1+QpUy8++67NtMtw6kW5/PFGTrc4vvvv1fatWuneHp6KjqdTrnrrruUL7/80ul4+vXrp2i1WuXMmTM2y61Zs0YBlDlz5iiK4txxXBRH+/TChQvKqFGjlODgYGv9cf/99yuLFi2yWa649UzB4ZAVJX8Yao1Go4wdO9Y6rbj7mWIMc33hwgXlqaeeUvz9/RV3d3elWbNmdjE4Upzj1HLM3+inYNn4448/lO7duys+Pj6Kl5eXct999ym7du2y+W5LnbF161Zl+PDhSrVq1RQfHx9lwIAByqVLl+xiXbBggRIeHq64ubkptWrVUp599lnlypUrNss4c26x/KhUKiUwMFDp16+fEh8fb13mjTfeUDw8PJQ///zT7juK88qG4tYJFmU9dPj333+v3H777YpGo1Hq1aunzJkzxzocvmXfRUVFKT179rQb6l5Rih46vHbt2kpWVpbNso6OscKKGjq8OOeX48ePK97e3sqECRMcLnejocMVpXjn4eLUC5bt8OWXXyoTJkxQatasqXh6eioPPPCAzdDklthu9FNwe+Tm5ipz5sxRmjRponh4eCjVqlVTWrZsqcyYMcPmlQqOlMbQ4ZYfV1dXJTQ0VBkzZoz1mCu4fpPJpLRu3VoJCgpS0tPTbdY9f/58BVC+/vrrImPdunWr0qFDB8XPz0/x8PBQ6tWrpwwbNszufPPxxx8rjRo1Ujw8PJTw8HBl2bJlRZ7b3n//fZv6YsSIEQ7rlRtdt82ZM0dp3bq18vnnn9t9tnC5tPj222+V9u3bK97e3oq3t7cSHh6ujBo1Sjl27Jh1meLWVcU5bhXF+aHDi3PddbPHeEGqfz4kRKXn4+PDI488UuRgDUKI/57BgwcDXLdeUKlUnD592qnBHywvhNy3b1+Z3yEXoqz8+uuv3HfffaxcuZJHHnmkyOWWL1/O9OnT7UbHK+jee+9l8ODB1mNOiKqiyj+zJIQQQgghhBAlUeWfWRJCCPHf1a5duxsuM2DAgGK/k0eI/6IGDRrYPa9bWNeuXZ16XlGIykKSJSGEEFXW8OHDb7hMwYfVhRD2OnToYB0lsyg3M9qYEBWZPLMkhBBCCCGEEA7IM0tCCCGEEEII4YAkS0IIIYQQQgjhQJV/ZslsNnPu3Dm0Wu0N3/IrhBBCCCGEqLoURSEzM5M6derYvDC+KFU+WTp37hzBwcHlHYYQQgghhBCigkhKSiIoKOiGy1X5ZEmr1QL5G0Sn05VrLEajkY0bN9KtWzfc3NzKNRZRemS/Vj2yT6se2adVk+zXqkf2adVUkfZrRkYGwcHB1hzhRqp8smTpeqfT6SpEsuTl5YVOpyv3giJKj+zXqkf2adUj+7Rqkv1a9cg+rZoq4n4t7uM5MsCDEEIIIYQQQjggyZIQQgghhBBCOCDJkhBCCCGEEEI4UOWfWRJCiMokLy8Po9FY3mFUOUajEVdXVwwGA3l5eeUdTpXk5uaGi4tLeYchhBClSpIlIYSoIK5evUpycjKKopR3KFWOoigEBgaSlJQk79wrIyqViqCgIHx8fMo7FCGEKDWSLAkhRAWQl5dHcnIyXl5eBAQEyAV9KTObzVy9ehUfH59ivYRQOEdRFFJTU0lOTqZRo0bSwiSEqDIkWRJCiArAaDSiKAoBAQF4enqWdzhVjtlsJjc3F41GI8lSGQkICODMmTMYjUZJloQQVYacMYQQogKRFiVRWUnZFUJURZIsCSGEEEIIIYQDkiwJIYSoEsxmM2azubzDEEIIUYVIsiSEEKJSSk1N5cUXX+T222+nZs2aeHh4sHHjxvIOSwghRBUiyZIQQlQlZjOcOQOHD+f/ewtaWv7++2+ee+45wsLC8PDwIDg4mIceeoiff/65zL7z4sWLtGjRgpMnTxITE8OuXbs4duwY3bp1K7PvFEII8d8jo+EJIURVER8PsbGQkAAGA2g0EB4OUVEQEVEmX3nmzBnuuece/Pz8eOutt2jWrBlGo5GffvqJUaNGkZCQUCbfO2HCBDp16sSKFSvKZP1CCCEESMvSLfPp3kX4zvYFwHe2L5/uXVSq6zeZTexI3MG3cd+yI3EHJrOp1NZtyM3m/Q2v8tIXg3l/w6sYcrNLbd0A5jwTZ47s4PCObzlzZAfmvNKLvSy3C0BuXi6rE1YDsDphNbl5uaW6fnHrmfNMJMbvBiAxfneplscyFR8PMTFw4AD4+0Pjxvn/HjiQPz0+vky+duTIkahUKn777TcefvhhbrvtNpo0acK4cePYs2dPkZ975ZVXqFOnDu7u7tStW5eXX34Z/TU9V65dIT07nSFDhlC/fn08PT1p3Lgx8+fPt/n82rVrqVatGk2bNkWj0dCwYUMWL15ss0xiYiJ9+vTBx8cHXz9fnnrqKQ6fOkyeOc+6zJkzZ1CpVHY/6enp1mXWrFlDixYt0Gg0hIWFMWPGDEymf8tFwc/pdDq6du3KyZMnrfM/++wzWrVqhVarJTAwkP79+3Px4kXr/F9//dXuOy3rXb16tU2cBw8etM6fMmUKKpWKefPmWaclJCTQtWtXfH19rTH5+flZ5w8ePBiVSsXcuXNtvisqKgqVSsXy5cud+r7rMStmzqSf4fCFw5xJP4NZKd1WToPJwOL9+ft88f7FGEyGUl2/uPXMiplEfSIAifrEUi8z5dHyXlrK+ngqS4lHd9F0oh8ATSf6kXh0V/kG5KRybVlauHAhCxcu5MyZMwA0adKEqVOn0rNnTwAMBgPjx4/nq6++Iicnh+7du/PBBx9Qq1atcozaeaqpKlCBp8s/705RYND6EQxaNwLlVeWm17/22FpifovhxOUTGPOMuLm40bB6Q8bcNYYHGz94U+ue+s2zLIhfToZiQFFApYIpv81idMRgXn104U3HHr93LbEbY0jQn8BgNqJRuxHu25CobmOIuPvmYi/L7QKw8LeFvLPnHfTZepZELGHkupFM2DKB8W3G8+xdz970+sWtZymPJ64m0afdbGZ+PoKGPsGlUh7LlNmc36KUlgaRkfkHKoBOl/97XBysXp2fQJXiO4YuX77Mjz/+yMyZM/H29rabX/AivbBu3brx6KOP4u/vz94De3l60NP4Bvvy0P89hMlkwquGF0tXLKVenXrs2rWL4cOHU7t2bR599FEg/3mljz76iHnz5tGlSxc2btzIyJEjCQwM5KGHHsJsNtOnTx/cNG58uOpD8kx5zJsyj6EDh/LRqo/w9/In1C8URcmvgzdv3kyTJk3YtWsXDz/8sDXO7du3M3DgQGJiYujQoQMnT55k+PDhAEybNs263LJly+jRowd///03gwYNYuLEiXz99ddA/ju0XnvtNRo3bszFixcZN24cgwcPZv369SXe9snJycybN8/unVxDhgzB3d2dnTt34u/vz9dff20TJ0DdunVZvHgx48aNA+DcuXPs3LkTLy8vp7+vKPGp8cQmxJKQloDBZEDjqiHcP5yo8CgiAm6+lXPqL1NZsG8BRqORFc1WEL05mslbJzO69Whe7fzqTa9f3HqWMnMi7QR91H2YuX0mDf0bllqZKY+W99JS1sdTWar2sop0T/DU5tcdSVqF0G/uwe8aXHnz5q+Bb4VyTZaCgoKYPXs2jRo1QlEUPvnkE/r06cOBAwdo0qQJY8eOZd26daxcuRJfX19Gjx5Nv3792LlzZ3mG7RRLouR4Zv78m0mY1h5bS/TmaPQ5emp618TLzYtsYzZxqXFEb44GKHFiMPWbZ5lzdBEmzLir1Liq1JgwozcbmHN0EXzDTSVM8XvXEvNtNGkmPcEeNfF29yIrN5sDV+JI+jaaMVDiC9Sy3C6QnyhN2jKJa8ZrBGgCAPB09SQlI4VJWyYBSMJUyRQsj/W8ggCo4eZbKuWxzCUm5l8ABAf/myhZqFQQFJR/oZCYCPXqldrXnjhxAkVRCA8Pd/qznTt3BiDdkI62jhYPjQco4O7qjquLK8PGD8NF7UI1XTUGDBjA7t27+eabb6zJkqIoDB48mJEjRwJw2223cfDgQebMmWN9Xurw4cOs3r2awLqBqFGzcOFC2rZty5GDR2hyRxMgP5EBCAwMJDAwkOrVq9vEOWPGDF555RUGDRoEQFhYGK+99hovv/yyTRLi5+dHYGAgnp6eaLVafH19rfOGDBli/X9YWBgxMTG0bt2aq1ev4uPj4/S2A5g0aRL/+9//2Lx5s830gwcPsmTJEpo2bQpgE4dFq1atOH36NNu3b6dDhw4sXbqUxx57jE8//dTp73Pk5OWTLPhjAWnZaQT7BuPt5k2WMYsD5w+QpE9izN1jbuoCb+ovU5mzaw6mPBO+bvl/n5vaDb1Bz5xdcwAkYapk4lPjidkbQ1p2GvV09SAHanjWKLUyY215T0vLrye9vSErK7/lPSkJxoypsAlTwW1TFsdTWbIkSo6ke+bPrwwJU7l2w3vooYfo1asXjRo14rbbbmPmzJn4+PiwZ88e9Ho9H3/8MXPnzqVz5860bNmSZcuWsWvXrut27ahIPt276N9EqXDCVGB6SbvkmcwmYn6LQZ+jJ8wvDJ2HDle1KzoPHWF+Yehz9Lz323sl6npmyM1mQfxyTJjxVrnhgRsuuOCBG94qN0yYeT/+kxJ3yTPnmYjdGEOaSU+kLj92F1V+7JG6MNJMelZvfK9EXaDKcrtAfte7d/a8k58oeQXg6ZZfE3i6eRLgFcA14zXm7pkrXfIqkcLlUeuuA0DrfvPl8ZbIzMy/U+qgdQfIn24w5C9XiiytMiU1c+ZMalevTc+7etLtwW5E/S8KFSpcVC6s+mQVj3Z5lLCgMHx8fFi0aBGJiYk2n7/nnntsfm/fvj1xcXEAHI07Sq06tQisG4iK/O5o4eHhaH21nDl+BoBL2Ze4kn4FwGHLGMCff/7Jq6++io+Pj/Vn2LBhnD9/nuzsf+u/xx9/HB8fH6pVq0ZmZiazZs2yztu/fz8PPfQQISEhaLVaOnXqBGD39wQFBdl8T1H++OMPYmNjee211+zm1a9fn9jYWJvYHBk2bBiLFi3CbDbz8ccfM2zYsBJ9X2EKCptPbSYtO43IgMj8ul3tkl+3B0SSlp3G6oTVJe5CZDAZWLBvAaY8E95u3ri7ugP5Sba3mzemPBPv73tfuuRVImbFTGxCrLXMaD20AGg9tKVSZuxa3nU6cHH5t+U9LS2/5b0CdskrvG1K+3gqS4lHd/2bKBVxDZzuSaXokldhBnjIy8tj5cqVZGVl0bZtW/bv34/RaKRLly7WZcLDwwkJCWH37t20adPG4XpycnLIycmx/p6RkQHk3z203EG8VZ7Z+MK/Xe8AT7Wnzb8Fl3u8xVNOr3938m6SriQR5BOERq2xnamGIO8gEq8ksuvsLtoGtXVq3Us3z8WoUuHr4o07bnbzXTCSi5mlm+cyrGu007Enxu/mxNUk6nkF4VI4diDUK4jjVxM5fXQXIRHOxV6W2wVgTcIa9Nl6AjQBeLp44qHyAMj/1wX8Nf6kZ6ezJm4NfcP7Or1+cesVLo9qdX6Zt/x7M+WxuIxGI4qilOxdQd7eqDw84OrV/AuAwq5eBQ8PFG/vUr0gaNCgASqVivj4ePr06eP0558Y8gTNOjUj4XACs6fMptuD3WjTvg3rYtfx1vS3eHn6yzRr2YxGdRrxwbwP+O2336zbxs/Pz25bmc1mVCoVZrOZzJz8xFCNGpVKhbrAvUG1Sm39Pf5UPGq1mpo1a9qsz/L/q1evMn36dKKiouzid3d3ty7/zjvv0KVLF9LT05k8eTKDBg3i+++/Jysri+7du9OtWzc+++wzAgICSExMpGfPnhgMBpvv3Lp1K1qt1rr+xo0bW+cXjGv8+PGMHz/e2iXdUm4AFi9ezFNPPYVWq8XT0xOTyYRGo7HOVxQFRVHo378/06ZN44svviAwMJAmTZrY/N3F/b6CzGYzpjwTZ6+cpZ6uHi64QKF8OlQbyvG045y+dJoQ35DrFQ+Hlu5fitFoxNfNF3dXd2sdr1FrwBVccCHXmMvS35cyrGXRCaCoOBL1iZxIO2EtM2ol/9hUK2pQ3XyZITERTpzIb1V3cbGfHxoKx4/D6dMQUoL1l6HC26a0j6ey1HV5V2vXOyj6Grjr8q4ceSP9VobmdD5Q7snS4cOHadu2LQaDAR8fH2JjY4mMjOTgwYO4u7vb9XmvVasWf//9d5HrmzVrFjNmzLCbvnHjxuv2xy4LX97+pcPpS5sttZtW0r7rs0Nn33CZK4eusP6Qc+uvSzNWNHccvw1jyWPv0+7GsR85fYUjp51ff1ltFwB33FkSscRu+muhhe66noL1p0r+TIK4tRyVx2bNhtv8XtLyWByurq4EBgZy9epVcnOdbJX088Ojfn1c/vwTc3i4bVc8RUF9+jR5d9xBjp8f/HMDqbRi7ty5M++//z6DBg2ya53R6/UOu4FZ+Hr60rFpRzo27ci2ddvYvm47ve/tTfy+eO6+627GjRhnXfavv/4iLy/PegOsUaNGbN261SaJ+fXXX7ntttvIyMigaaOmXDh3AffL7gQF5XerTEhIIFOfSftm7QnzCgPgy/1fctttt5Gbm0tubq61RSYzMxO1Ws3tt9/OkSNHGDFihF38V69e/fdv8fWlZs2a1KxZkyFDhtC/f38uXbrE0aNHuXTpEhMnTrTGsX37dgCysrLIyMiwfqe/v7/d9rp27RoZGRnW71q1ahXHjh3j888/JyMjA7PZjMFgsG6XyMhIunXrhlar5aOPPmLt2rXMnTvX5sahyWRCrVbTo0cPRo4cyRtvvEFGRgaKoljXVdzvKyg3NxdjjpH71fdjyjFBjt0i+dRwZOcRjnCkiAWKVpe6rGhmPwLi/Ea2A4BwoeTnJnHr9VH3yS8vBcpMs8xm//5yE2Um/wuKcTPnyJH8nwrG0baxcbPbpoy82f4Lh9NL8xq4pG7U8l5YuSdLjRs35uDBg+j1elatWsWgQYPYunVridc3YcIE60OrkN+yFBwcTLdu3dA5uuNahnxn+9rcBfBUe7K02VKGHB7CNfO1f2eoQP+K3un1707ezYgfRuCr8UXnbv+3ZeRkoM/R89FDHzndgrJ40xyif38DN9QOW5ZyMGLCzJxWE0vcsjTz8xHUcPO1dnmyiT03g8tGPZMGfFSilqWy2i6QP+rdyHUj8XT1xNMtv2XptdDXmHJ2CjlKDtnGbAwmAx888IG0LFUShcujWu1Gs2bDOXx4EWaz8abKY3EZDAaSkpLw8fFBo7Fvbb2h//0PLl6EkydRBQVZ++QryclQuzaujz6Kx3UGXCipDz/8kA4dOtCtWzemT5/O7bffjslkYvPmzXz44YccPXrU4ecWLlxI63atuWK6wsF9B9myZQsTZ07koukiNevV5MuvvmTlTyupHVybbT9s48CBA9SvX99aj48bN46BAwfSunVrunTpwqZNm/jyyy9ZtWoVOp2OuzrfRcPwhgx8eiAvzngRc56Zdya9Q8u2LfEL9+NY+jE2fr+R9z94nxnTZ1jXa7mpptVq0el0TJ8+nd69e9OgQQMefvhh1Go1f/75J0ePHrXplpaTk0N2djZ6vZ6vvvqKsLAwatSoQUREBO7u7nzyySeMGDGCI0eOWEei8/b2RqfT2X1nQZ6enuh0Omu3vJiYGObPn09gYCAAarUajUZj/dy3337LV199xb59+wgJCeHPP/+0jtIH4ObmhqurKzqdjsmTJ9O0aVNroqtSqazrKu73FWQwGHDzcONn88+4eLhYu1MVlGHI4LLhMpM6TCrRnfDF+xcTvTkaN7WbtWVpfqP5PH/8eQxmAzmmHExmE3O6zJGWpUoiUZ/IzO0zqeFZA62HFrWipllmMw5rD2NWmW+6zJCYCDNnQo0aoLUvk2RkwOXLMGlShWxZKrhtCrvpbVOGmk70I0n770VwUdfAwZmqW96y5Ohmz/WUe7Lk7u5Ow4YNAWjZsiX79u1j/vz5/O9//yM3N5f09HSb1qULFy5YK21HPDw88PDwsJvu5uaGm5v9RX9Z+rDbPAat/+duZIEbvdfM1/ILyj9l6JNeH5Uotnah7QiuFkxcahxhfmGoC4xyZTabSc5KpklAE9qFtsNV7dyuHtJlHJP3zURvzsJb5WbThcWMmSzFiJ/akyFdxpUo9vpN2tHQJ5gDV+KIdA1DVWD9CmbOZifToloT6jdph9rFudjLcrsA9Insw4QtE0jJSCFAHQD/tOrnKDlcy7tGmiGNIF0QfSL74OZya8ucKJnC5dHCbDaSZzbcVHksrry8vPzuYmq1TZkttiZN4Pnn/x3t6dw50GhQtWwJffuW2cPLDRs25I8//mDmzJm89NJLnD9/noCAAFq2bMnChQuL/FvWr1/P9OnTycjMoFadWgx/YTgPD3gYBYX/DfofcYfjGDd8HGqVmv6P92fkyJFs2LDBur7HHnuMixcv8s477zB27FhCQ0NZuHChtTtgoDaQd5a9w5uT3+Tpfk+jVqvp2qUro2aMwqyY+SvhLz6a+xGTJ09m/Pjx1vUW/FetVtOzZ0/Wrl3Lq6++yptvvombmxvh4eE8/fTTNn/b0KFDgfyEp0WLFqxatQq1Wk2tWrVYvnw5EydO5L333qNFixa8/fbb9O7d2/odhb+zoMLLNGzYkKeeespmOUu5+euvvxg+fDjffPMN9f4ZyKPw32UZTlytVhMREUFEoXLhzPcVplarcXVxJbRaKDvO7SAyIBJVgVZORVE4m3mWFrVbUL9GfdQq58v5kFZDmLx1MnqDHm+8rVcxBrOBbFM2WcYs/DR+DGk1BDdXqX8rg/o16tPQvyEHzh8gMiDSer1kVpnJI++mywz160PDhvmDORQcLRRAUeDsWWjRIn+5UhwttDQU3jalfTyVpU2DNxH6zT/PlV7nGnjT4J23/Prc2e9TKTf7hG4p69y5MyEhIcyfP5+AgAC+/PJL6zCux44dIzw8/LrPLBWWkZGBr68ver3+lrcsge1oeJ4unnzZ/Ese//NxruX9k1UrlNpoeAFeAXi7e5OVm0Vqdiq+Hr7M6TKnVEbDc1OpcUONETNGxYwraqKbDC+10fCCPAKsI7wk56Ti7+rLmIfnlMpoeKW9XcB2NDx/jT8LGi1g9PHRpBnS8HTzZOZ9M2U0vEqmYHkM9QqiQ+sJbN83i7PZyTddHovDYDBw+vRp6tevX7KWJQuzOf9OamZm/l3UkJAKdwFQULohneSMZPLMebip3VCr1ZjNZoxmIy5qF4J0Qfhp/Eq07rPpZ0nNTgXyn10K8wrjVPYpzOQ/bxPgFUCoX2hp/Sn/eZYybPY1W0fDC9IFWevf5Ixk/L38S3U0PJ2bjuVNljP46GAyjBm4urgS3S5aRsOrZAqO+BaqDaVDbge2u2/nbObZUikzNqPhFWh5Jzk5/310lWQ0vLI4nspSwdHwHF0Dl9fw4c7mBuXasjRhwgR69uxJSEgImZmZfPHFF/z666/89NNP+Pr6MnToUMaNG0f16tXR6XQ899xztG3bttiJUkWgvKoUPXz4TSZK8O/w15b3CaVlp+Hm4kaTgCY8d9dzN5UQvProQvgG63uWjIoZlQr81J6Mihh00+9Zirj7QcaA9T1LKTlpaNRutKjWhL7dnrupC9Oy3C7w77DglvcsQf4oTUG6IMa1GSeJUiVUsDyeuJoEwGWjvlTK4y2lVpfq8OBlzZIIXcy6mN+FymRCpVLh6eZJTe+aJU6UAGsilJadZjNdjZoaXjUkUSojDao3YMzdY6zvhUnJTEHjqqFF7Rb0De970xd2lkTI8p4lyB8F1U/jx6jWoyRRqoQiAiKsZeZE2glQw2XD5VIrM0RE5CdElpb3lJT89yy1aFGmLe+loeC2KYvjqSxdeVMpcvjwyvSepXJtWRo6dCg///wz58+fx9fXl9tvv53o6Gi6du0K/PtS2i+//NLmpbTX64ZXWHm3LFl8uncRz2x8gS9v/5LHDz3Oh93mMfDu4Tf+YDGZzCb2JO/hwtUL1PKpRZugNiXqYuaIITebj39+mzNXTlGvWhhD738RjXvpDZZhzjORGL+HzPQLaP1qERLRptS6OpXldoH8YcTXxK3B/ZQ7uWG59Insg7uLe6mtX9x65jwTp4/u4sjpKzStX61Mu94VVGotS5WUoihczb2KyWzCVe2Kj7uPTZeTm5FnzuPC1Qt4mb3IVmdTy6cWLmoHo2KJm1K4DJsVM4n6RDJzMtF6aAnxDSnVrkIGk4Glvy+l7oW6pNRKYUirIWhc/3vHTlViVsycvnSaIzuP0PSepqXfvayStbwXVNbHU1lKPLqLrsu78mb7L3h5R382Dd5ESJN25RaPs7lBheuGV9oqSrIE+aMQrV+/nl69et3y/pmi7Mh+rXrKY5/+15OlsmY2m8nIyECn05XsmTBxQ+VRhqX+rXpkn1ZNFWm/OpsbyBlDCCGEEEIIIRyQZEkIIYQQQgghHJBkSYibYOlDDPnvQzAr9m+1F0IIIYQQlVO5v2dJiMoqPjXeOnJPH3UfZm6fSUP/hkSFR1Xo0WmEEEIIIUTxSMuSECVgee/BgfMHqOFZA4AanjU4cP4AMXtjiE+NL+cIhRBCCCHEzZJkSQgnmRUzsQmxpGWnERkQidZDC4DWQ0tkQCRp2WmsTlgtXfKEqGQs7+wRQgghLCRZEsJJifpEEtISCPYNtnsPjEqlIkgXRHxavPVZJiFExXTw4EEGDRrEbbfdRrVq1dDpdOj1+vIOq9w1adKE1NRU9Ho9jRo1IjMzs7xDEkKIciPJkhBOyszJxGAy4O3m7XC+t7s3BpOBzBy5wBC3nlkxcyb9DIcvHOZM+pkyb+EcPHgwKpXK7icoKKhMv/dm/frrr7Rv357AwEC++uor9u3bx4kTJ/D19S3v0MrdoEGDqFOnDtWrV6dXr15otdryDkkIIcqNDPAghJO0Hlo0rhqyjFnoPOxfZpaVm4XGVWPtnifErWIZdCQhLQGDyYDGVUO4f3iZDzrSo0cPli1bZjPNxcWlzL7vZimKwrBhw5g3bx5PP/10eYdT4bz88ss888wzmEwmqlevXt7hCCFEuZKWJSGcFOIbQrh/OEn6JBRFsZmnKArJGclE+EcQ4htSThGK/6KCg474e/nTuEZj/L38b8mgIx4eHgQGBtr8BAQE2CyTlJTEo48+ip+fH9WrV6dPnz6cOXPGOv+VV16hTp06uLu7U7duXaKjozGbi24V69y5M9WrV8fDw4OIiAg+++wz67yTJ0/Sp08fatWqhY+PD61bt2bz5s3W+QkJCZw9e5YTJ04QGhqKRqOhTZs27Nixw+Y7tm7dyl133YWHhwe1a9fmlVdewWQy2SyzfPlyu1a1O+64wzrfbDYza9Ys6tevj6enJ82bN2fVqlXW+b/++qv1c2q1mpo1azJ06FAMBoN1mejoaG677Ta8vLwICwtjypQpNs9XTZ8+3eY7C643PT3dGqefn5/NMh07dkSlUnHw4EG7z+h0OqpXr86TTz6JSqVi9erVRe4LIYSoyiRZEsJJapWaqPAo/L38iUuNI8OQAUCGIYO41Dj8vfzpG94XtUoOL3FrFB50ROehw0Xtgs5DVyEGHTEajXTv3h2tVsv27dvZuXMnPj4+9OjRg9zcXAC6devG2rVrOXHiBEuWLGHRokWsWLGiyHWOGjWKHTt28Ndff/HMM88waNAgzp49C8DVq1fp1asXP//8MwcOHKBHjx706dOHpKQkAFJTUzEajXz22WcsXLiQAwcOcMcdd9CjRw/Onz8PQEpKCr169aJ169b8+eefLFy4kI8//pjXX3/dJg5FUdDpdJw/f57z588zfvx4m/mzZs3i008/5cMPP+To0aOMHTuWJ554gq1bt9osd+zYMVJSUlixYgVff/21TUudVqtl+fLlxMXFMX/+fBYvXsy7775bwr2R77vvvuPAgQPXXWb//v18//33N/U9QghR2Uk3PCFKICIggjF3j7G+Zwk1XDZcpkXtFvQN7yvvWRK3lDODjtTzq1fq37927Vp8fHwA8PPzIyIigpdeeolu3boB8PXXX2M2m1myZIk1vmXLluHn58evv/5Kt27d6Ny5s3V9eXl5eHp6kpeXV+R3Pvzww9b/h4eHA1hbfZo3b07z5s2t81977TViY2PZsGEDTZo0sbZYvfXWW/Tq1QuADz74gF9++YX333+f119/nQ8++IDg4GAWLFiASqUiPDycc+fOER0dzdSpU1Gr82+GGI1G3N3dCQwMBLBuB4CcnBzeeOMNNm/eTNu2bQEICwtjx44dfPTRR3Tq1Mm6bM2aNfHz8yMrKwt3d3ebZ6cmT55s/X+9evV48cUX+eqrr3j55Zevt1uKZDQaiY6OJjo6milTphS53Lhx43jppZeuu4wQQlR1kiwJUUIRARE09m/M6UunObLzCJM6TKJ+jfrSoiRuueIMOpKSmVJmg47cd999LFy4EIDLly+zYMECHnjgAXbs2MHdd9/Nn3/+yYkTJ+wGCjAYDJw8edL6+xtvvMHrr7/OtWvXGD16NAMHDrzu9/bs2ZNffvkFFxcXli5dSoMGDYD8lqXp06ezbt06zp8/j8lk4tq1ayQnJ9t8/p577rH+X61W065dO+Li4gCIj4+nbdu2NsnnPffcw9WrV0lOTiYkJL+bbUZGBt7ejrf7iRMnyM7OpmvXrjbTc3NzufPOO22mBQUFoSgK2dnZDBgwgMcff9w67+uvvyYmJoaTJ09y9epVTCYTOp3t85KHDx+2SdSul2i+//77+Pr6MmDAgCITodWrV3Pq1CnGjx8vyZIQ4j9NkiUhboJapSbEN4QjHCHEN0QSJVEuynvQEW9vbxo2bGj9fenSpXz33XesXr2au+++m6tXr9KyZUs+//xzu88WfLbpmWeeoV+/fuzfv58XXniBfv36cd999xX5vUuWLOHKlSusWrWKyZMn88ADDxAQEMCLL77Ipk2bePvtt2nYsCGenp488sgj1ud8qlWrVuQ6C7fM3ci5c+eoU6eOw3lXr14FYN26ddStW9dmnoeHh83v27dvR6vVcvr0aYYPH87cuXMZP348u3fvZsCAAcyYMYPu3bvj6+vLV199xTvvvGPz+caNG9t0mdu7dy9PPPGEXUxXrlyxtrQV9bcajUZefvllZs6ciaen5403ghBCVGGSLAkhRCVnGXTkwPkDRAZE2lwEWwYdaVG7xS0bdEStVqNWq62tGy1atODrr7+mZs2adi0iBVWvXp3q1asTHh7OqlWr+Pbbb6+bLNWtW5e6devStGlT5s+fz9atW3nkkUfYuXMngwcPJioqCshPWs6cOWPtCtegQQNcXV3ZuXMnoaGhQP5ADLt27eJ///sfABEREXz77bcoimLdnjt37kSr1doMi75v3z67ViKLyMhIPDw8SExMtOly50j9+vXx8/OjYcOGPPzww8TGxjJ+/Hh27dpFaGgokyZNsi5reTarIHd3d5uEtXArmsVrr71Ghw4d6Nixo80AGwUtXLgQHx8fnnzyyevGLIQQ/wWSLAkhRCVnGXQkSZ9EXGocQbogvN29ycrNIjkjucwHHcnJyeHvv/8G8lsuFixYYB1kAWDAgAG89dZb9OnTh1dffZWgoCDOnj3Ld999x8svv0xQUBAffPABnTp1wtvbmx07drBp0ybmz5/v8PtOnz5tTVIUReHTTz8lMzOTZs2aAdCoUSO+++47HnroIVQqFVOmTLEZWc/Hx4dhw4bx0ksv4efnR/369Zk/fz7nzp1j5MiRAIwcOZJ58+bx3HPPMXr0aI4dO8a0adMYN24carWatLQ03n33XXbu3GnXymOh1Wp58cUXGTt2LGazmfbt26PX69m5cyc6nY5BgwZZl7148SIGg4GzZ8/yww8/0KFDB+vfkpiYyFdffUXr1q1Zt24dsbGxJdpP2dnZLFq0iD/++OO6y7355pv88MMPTreyCSFEVSTJ0i1iVswk6hOB/IexS/vZFsv6M3My0XpopUuYEP8xBQcdSUhLICUzBY2r5pYMOvLjjz9Su3ZtID9BaNSoEV988QX33nsvAF5eXmzbto3o6Gj69etHZmYmdevW5f7777e2NK1bt45p06aRmZlJcHAwEydOZMiQIQ6/z2Qy8e6773L06FEURSE8PJyVK1fSuHFjAObOncuQIUNo164d/v7+REdHk5GRYbOOt99+G5VKxaBBg8jIyKBFixb89NNP1r+jbt26rF+/npdeeonmzZtTvXp1hg4dah1s4fPPP+enn34iNjaWu+66q8ht89prrxEQEMCsWbM4deoUfn5+tGjRgokTJ9osZ4nd39+fbt268eabbwLQu3dvxo4dy+jRo8nJyeGBBx5gypQpTJ8+vbi7x8poNDJixAhuu+226y533333XbdFTwghnGEym9idvBuA3cm7aRfaDld15UlBVErhF8VUMRkZGfj6+qLX66/b/aMsWV4UeSLtBH3UfVhjXkND/4al9qLI8noRpchnNBpZv349vXr1ws3NrbzDEaWgPPapwWDg9OnT1K9fH41GU+L1yI0Tx8xmMxkZGeh0OutIdqJ0lVYZdobUv1WP7NOqZe2xtcT8FkPSlSRmh87mlbOvEFwtmDF3jeHBxg+WS0zO5gaVJ62rpCwvikzLTqOerh7kQA3PGhw4f4AkfRJj7h5zUwlNwfUH+wbj7eZNljGr1NYvhKhc1Cp1mQwPLoQQQjhj7bG1RG+ORp+jJ8gn/1lPX40vcalxRG+OBii3hMkZcnutDBV+UaRlJCqth7ZUXhRZ0V9EKYQQQggh/ntMZhMxv8Wgz9ET5heGzj2/BUfnriPMLwx9jp73fnsPk9lUzpHemCRLZciZF0VWxPULIYQQQgjhrD3Jezhx+QQ1vWvadX1Wq9UEeAVw/PJx9iTvKacIi0+SpTJUnBdFGkyGEr8osqzXL4QQQgghhLMuXL2AMc+Il5uXw/ne7t4Y84xcuHrhFkfmPEmWylDBF0U6crMviizr9Qshbr0qPuaOqMKk7AohLGr51MLNxY1sY7bD+Vm5Wbi5uFHLp9Ytjsx5kiyVIcuLIpP0SXYnEcuLIiP8I0r8osiyXr8Q4tZxcXEBIDc3t5wjEaJkLGXXUpaFEP9dbYLa0LB6Qy5mXbR5zx3kj06amp1Ko+qNaBPUppwiLD4ZDa8MFX5RZKg2/03xGYYMzmaevekXRZb3iyiFEKXH1dUVLy8vUlNTcXNzk+GtS5nZbCY3NxeDwSDbtgyYzWZSU1Px8vLC1VUuLYT4r3NVuzLmrjFEb47mVPopgrzzR8PLyMkgOSsZXw9fnrvruUrxvqWKH2ElV/BFkSfSToAaLhsul9qLIsvzRZRCiNKjUqmoXbs2p0+f5uzZs+UdTpWjKArXrl3D09PTbkAcUTrUajUhISGyfYUQwL/DglveswSgz9HTJKAJz931XKUYNhwkWbolIgIiaOzfmNOXTnNk5xEmdZhE/Rr1S63Fx7J+eRGlEJWbu7s7jRo1kq54ZcBoNLJt2zY6duwoL7osI+7u7tJqJ4Sw8WDjB+nRqAe7zu7iyqErfPTQR7QLbVcpWpQsKk+klZxapSbEN4QjHCmTREZeRClE1aBWq9FoNOUdRpXj4uKCyWRCo9FIsiSEELeQq9qVtkFtWX9oPW2D2laqRAlkgAchhBBCCCGEcEiSJSGEEEIIIYRwQJIlIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHDgppKlnJyc0opDCCGEEEIIISoUp5KlDRs2MGjQIMLCwnBzc8PLywudTkenTp2YOXMm586dK6s4hRBCCCGEEOKWKlayFBsby2233caQIUNwdXUlOjqa7777jp9++oklS5bQqVMnNm/eTFhYGM888wypqallHbcQQgghhBBClCnX4iz05ptv8u6779KzZ0/Uavv86tFHHwUgJSWF9957jxUrVjB27NjSjVQIIYQQQgghbqFiJUu7d+8u1srq1q3L7NmzbyogIYQQQgghhKgIZDQ8IYQQQgghhHCgWC1LBY0bN+668+fOnVviYIQQQgghhBCionA6WZo3bx5arZaWLVuiKIrNPJVKVWqBCSGEEEIIIUR5cjpZWrx4MVOnTsXV1ZV33nmHZs2alUVcQgghhBBCCFGunH5maejQoRw/fpy2bdtyzz33MGzYMC5cuFAWsQkhhBBCCCFEuSnRAA9eXl7MmDGDY8eOkZeXx2233carr77KtWvXSjs+IYQQQgghhCgXTnfD+/77721+79u3L6Ghobz11lssWrSI5OTkUgtOCCGEEEIIIcqL08lS3759i5yXlZV1M7FUaQaTgaX7l1KXuizev5ghrYagcdWUd1jFYlbMJOoTyczJROuhJcQ3BLVKRp0XQlQOljoMIFGfSP0a9aUOE6IiMpshMf9YJTER6tcHtRyrULmvxSp7Hex0smQ2m0vty2fNmsV3331HQkICnp6etGvXjjlz5tC4cWPrMvfeey9bt261+dyIESP48MMPSy2Osjb1l6ks2LcAo9HIimYriN4czeStkxndejSvdn61vMO7rvjUeGITYklIS8BgMqBx1RDuH05UeBQRARHlHZ4QQlyXpQ47kXaCPuo+zNw+k4b+DaUOE6KiiY+H2Fg4cQL69IGZM6FhQ4iKgoj/9rFama/FqkIdXK5p3datWxk1ahR79uxh06ZNGI1GunXrZtdCNWzYMM6fP2/9efPNN8spYudN/WUqc3bNQW/Q46Z2A8BN7YbeoGfOrjlM/WVqOUdYtPjUeGL2xnDg/AH8vfxpXKMx/l7+HDh/gJi9McSnxpd3iEIIUaSCdVgNzxoA1PCsIXWYEBVNfDzExMCBA1Aj/1ilRo3832Ni8uf/R1Xma7GqUgc73bL06qvXbwmZOrX4F/8//vijze/Lly+nZs2a7N+/n44dO1qne3l5ERgY6FygFYDBZGDBvgWY8kx4u3nj7uoOgLurO954k2XM4v197zOx48QK1yXPrJiJTYglLTuNyIBI6zu0dB46IgMiiUuNY3XCahr7N65UTalCiP+GwnWYCy6QA1oPrdRhQlQkZnN+i1JaGkRGgotL/nStNv/3uDhYvRoaN/7PdcmrzNdiVakOdjpZmj59OoGBgQQGBjp8Ka0zyVJher0egOrVq9tM//zzz1mxYgWBgYE89NBDTJkyBS8vL4fryMnJIScnx/p7RkYGAEajEaPRWOLYSmLp/qUYjUZ83Xxxd3VHo85PiDRqDbiCCy7kGnNZ+vtShrUcdktju5FEfSIn0k5QT1cvv4Db7mpCtaEcTzvO6UunCfENKZ8gKwhLubrV5UuUHdmnlV/hOkyt5J+M1YoaVFKHVRVyrFYBiYn5Xe/q1QMXF4z/JESWfwkNhePH4fRpCPlvHauV+VqsItfBztYXKqVwxnMDY8eO5YsvvqBt27YMGzaMXr16WTPdm2E2m+nduzfp6ens2LHDOn3RokWEhoZSp04dDh06RHR0NHfddRffffedw/VMnz6dGTNm2E3/4osvikywhBBCCCGEEFVfdnY2/fv3R6/Xo9Ppbri808kS5LferFq1ikWLFnHmzBmGDBnCiBEjbqqr3LPPPsuGDRvYsWMHQUFBRS73yy+/cP/993PixAkaNGjgMLbCLUvBwcGkpaUVa4OUpsX7FxO9ORo3tZu1ZWl+o/k8f/x5DGYDOaYcTGYTc7rMqZAtSzO3z6SGZw20Hlq7+RmGDC4bLjOpw6QKdzfjVjMajWzatImuXbvi5uZW3uGIUiD7tPIrXIepFTXNMptxWHsYs8osdVgVIcdqFZCYmD+YQ40aoNViVKvZ1KwZXQ8fxs1showMuHwZJk36T7YsVdZrsYpcB2dkZODv71/sZMnpbngAHh4eDBgwgAEDBhAbG8vgwYPx9PTk5ZdfLsnqGD16NGvXrmXbtm3XTZQA7r77boAikyUPDw88PDzspru5ud3yinRIqyFM3joZvUGPN97WrW0wG8g2ZZNlzMJP48eQVkNwc61YlXz9GvVp6N+QA+cP2PSTBVAUhbOZZ2lRu0WlG/6xLJVHGRNlS/Zp5VW4DuOfKsysMpNHntRhVYwcq5VY/fr5o94dOJD/jNI/3Mxm3PLy4OxZaNHiPzmMeGW+FqvIdbCzdUWJosvNzeXzzz+nY8eOjB07lvHjxzNo0CCn16MoCqNHjyY2NpZffvmF+vXr3/AzBw8eBKB27dpOf9+tpnHVMLr1aFxdXMkyZpFjym/xyjHlkGXMwtXFlVGtR1W4wR0A1Co1UeFR+Hv5E5cah96gx2Q2oTfoiUuNw9/Ln77hfSvcwSmEEGBfh2UY8p9fzTBkSB0mREWiVucPD+7vnz+Ywz/PmpORkf+7vz/07fufS5Sgcl+LVaU62OmWpRdeeIEvv/yStm3b8sorr9CjRw/UJSzAo0aN4osvvmDNmjVotVr+/vtvAHx9ffH09OTkyZN88cUX9OrVixo1anDo0CHGjh1Lx44duf3220v0nbea5T1KlvcsAZjMJvw0foxqPapCv2cpIiCCMXePsY7tn5KZgsZVQ4vaLegb3rfSjI8vhPhvKliHnUg7AWq4bLgsdZgQFU1EBIwZ8+97liC/612LFvmJ0n/4PUuV+VqsqtTBTj+zpFarqVWrFoGBgQ4Hdvjjjz+K/+VFDAyxbNkyBg8eTFJSEk888QRHjhwhKyuL4OBgoqKimDx5crGfP8rIyMDX17fY/RLLisFkYOnvS6l7oS4ptVIY0mpIhWxRcqQyvzX6VjAajaxfv55evXpJN5AqQvZp1WJWzJy+dJojO4/Q9J6mFbLLiigZOVarGLMZ4+nTrD9yhF5Nm+L2H+x6V5TKfC1W0epgZ3MDp1uWpk2bVqLAHLlRnhYcHMzWrVtL7fvKk8ZVw7CWw1i/fj3DWg6rcM8oXY9apaaeX73yDkMIIUpErVIT4hvCEY5UqgsMIf5z1Or8QRyOHMn/VxIlq8p8LVbZ6+ByTZaEEEIIIYQQoqKqXKmdEEIIIYQQQtwiTrcs5eXl8e677/LNN9+QmJhIbm6uzfzLly+XWnBViaWvKeSPPV/e/TWFEEIIIUTpqMzPFInrczpZmjFjBkuWLGH8+PFMnjyZSZMmcebMGVavXs3UqVPLIsZKLz413joSSB91H2Zun0lD/4ZEhUdVmpFAhBBCCCGEPct1XkJaAgaTAY2rhnD/cLnOqyKcTnk///xzFi9ezPjx43F1deXxxx9nyZIlTJ06lT179pRFjJVafGo8MXtjOHD+ADU8awBQw7MGB84fIGZvDPGp8eUcoRBCCCGEKImC13n+Xv40rtEYfy9/uc6rQpxOlv7++2+aNWsGgI+PD3q9HoAHH3yQdevWlW50lZxZMRObEEtadhqRAZFoPbQAaD20RAZEkpadxuqE1ZgVczlHKoQQQgghnFH4Ok/nocNF7YLOQyfXeVWI08lSUFAQ58+fB6BBgwZs3LgRgH379uHh4VG60VVyifpEEtISCPYNtnunlEqlIkgXRHxavPVZJiGEEEIIUTnIdd5/g9PJUlRUFD///DMAzz33HFOmTKFRo0YMHDiQIUOGlHqAlVlmTiYGkwFvN2+H873dvTGYDGTmZN7iyIQQQgghxM2Q67z/BqcHeJg9e7b1///73/8ICQlh9+7dNGrUiIceeqhUg6vstB5aNK4asoxZ6Dzs3xCclZuFxlVj7Z4nhBBCCCEqB7nO+29wOlkqrG3btrRt27Y0YqlyQnxDCPcP58D5A0QGRNrMUxSF5IxkWtRuQYhvSDlFKIQQQgghSqLwdV7BrnhynVd1OJ0sffrpp9edP3DgwBIHU9WoVWqiwqNI0icRlxpHqDYUgAxDBmczz+Lv5U/f8L4yDr8QQgghRCVT+DovSBeEt7s3WblZJGcky3VeFeF0sjR48GC8vb1xc3NDURSbeSqVSpKlQiICIhhz9xjre5ZQw2XDZVrUbkHf8L4y/r4QQgghRCVV8DovIS2BlMwUNK4auc6rQpxOlvr06cOuXbt4/PHHGTZsGE2aNCmLuKqUiIAIGvs35vSl0xzZeYRJHSZRv0Z9udMghBBCCFHJWa7zEvWJZOZkovXQEuIbItd5VYTTezE2NpaDBw8SEBDAQw89xD333MMnn3zCtWvXyiK+KkOtUlv7rMoBJIQQQghRdahVaur51aNZrWbU86sn13lVSIn2ZO3atZk0aRInT55k9OjRPP/887z33nulHZsQQgghhBBClJsSj4a3c+dOPvroI9avX0+/fv3o27dvKYYlhBBCCCGEEOXL6WRp3rx5LF68GHd3d4YNG8Z7772Hr69vWcQmhBBCCCGEEOXG6WRp3LhxBAUF0bJlSzZv3szmzZtt5n/33XelFpwQQgghhBBClBenk6WBAwfavHRLCCGEEEIIIaoip5Ol5cuXl0EYQgghhBBCCFGxlGg0PJPJxObNm/noo4/IzMwE4Ny5c1y9erVUgxNCCCGEEEKI8uJ0y9LZs2fp0aMHiYmJ5OTk0LVrV7RaLXPmzCEnJ4cPP/ywLOIUQgghhBBCiFvK6Zal559/nlatWnHlyhU8PT2t06Oiovj5559LNTghhBBCCCGEKC9Otyxt376dXbt24e7ubjO9Xr16pKSklFpgQgghhBBCCFGenG5ZMpvN5OXl2U1PTk5Gq9WWSlBCCCGEEEIIUd6cTpa6devGvHnzrL+rVCquXr3KtGnT6NWrV2nGJoQQQgghhBDlxulueO+88w7du3cnMjISg8FA//79OX78OP7+/nz55ZdlEaMQQgghhBBC3HJOJ0tBQUH8+eeffPXVVxw6dIirV68ydOhQBgwYYDPggxBCCCGEEEJUZk4nSwCurq488cQTpR2LEEIIIYQQQlQYTidLMTEx150/ZsyYEgcjhBBCCCGEEBWF08nSCy+8QFBQEC4uLnbzVCqVJEtCCCGEENdhVswk6hPJzMlE66ElxDcEtcrpMbeEELdAibrh/f7779SsWbO0YxFCCCGEqNLiU+OJTYglIS0Bg8mAxlVDuH84UeFRRARElHd4QohCnE6WVCoVKpWqLGIRQgghhKiy4lPjidkbQ1p2GsG+wXi7eZNlzOLA+QMk6ZMYc/cYSZiEqGCcTpYURWHKlCn4+vri7e1NnTp1uPPOO2nZsmVZxCeEEEIIUemZFTOxCbGkZacRGRBpvfGs89ARGRBJXGocqxNW09i/sXTJE6ICcTpZ6tixIwkJCRiNRjIyMjh37hxXrlyhefPmrFu3jjp16pRFnEIIIYQQlVaiPpGEtASCfYPteuioVCqCdEHEp8WTqE+knl+98glSCGHH6WTp119/tZt28uRJBg4cyPjx4+XFtEIIIYQQhWTmZGIwGfB283Y439vdm5TMFDJzMm9xZEKI6ymVdt4GDRowf/58UlJSSmN1QgghhBBVitZDi8ZVQ5Yxy+H8rNwsNK4atB7aWxyZEOJ6Sq1TbKtWrdi2bVtprU4IIYQQosoI8Q0h3D+cJH0SiqLYzFMUheSMZCL8IwjxDSmnCIUQjhQrWfrrr79sfj906BADBw6kVatWtG7dmkGDBnHkyJEyCVAIIYQQorJTq9REhUfh7+VPXGoceoMek9mE3qAnLjUOfy9/+ob3lcEdhKhgbnhEmkwmmjZtSlJSEgDff/89LVq04Pz58zz00EM8+OCDnDt3jjvvvJO1a9eWecBCCCGEEJVRREAEY+4ew5217+TStUv8dekvLl27RIvaLWTYcCEqqBsO8ODq6opOp8NoNAIwefJkpkyZwrRp02yWmz59OpMnT+bBBx8sm0iFEEIIISq5iIAIGvs3JlGfSGZOJloPLSG+IdKiJEQFVawjs1atWly6dAmA48ePM2DAALtlBgwYQEJCQulGJ4QQQghRxahVaur51aNZrWbU86sniZIQFVixjs5OnTrx8ccfAxAcHMwff/xht8wff/xBQEBA6UYnhBBCCCGEEOWkWO9ZevHFF2nVqhU1a9YkKiqKESNGcPr0adq1awfAzp07mTNnDmPGjCnTYIUQQgghhBDiVilWshQWFsbOnTt57rnn2LJlC4qiMGHCBOv8wMBAJk6cyPjx48ssUCGEEEKIW8GsmOWZIiEEUMxkCSAiIoLNmzeTnZ3NpUuXMJvNAFSrVg2dTldmAQohhBBC3CrxqfHEJsSSkJaAwWRA46oh3D+cqPAoGa1OiP+gYidLFl5eXnh5eQGQnJxMRkaGJEtCCCGEqPTiU+OJ2RtDWnYawb7BeLt5k2XM4sD5AyTpk2R4byH+g5xuUzabzbz66qv4+voSGhpKaGgofn5+vPbaa9bWJiGEEEKIysSsmIlNiCUtO43IgEh0Hjpc1C7oPHREBkSSlp3G6oTVmBW51hHiv8TplqVJkybx8ccfM3v2bO655x4AduzYwfTp0zEYDMycObPUgxRCCCGEKEuJ+kQS0hII9g1GpVLZzFOpVATpgohPiydRn0g9v3rlE6QQ4pZzOln65JNPWLJkCb1797ZOu/3226lbty4jR46UZEkIIYQQlU5mTiYGkwFvN2+H873dvUnJTCEzJ/MWRyaEKE9Od8O7fPky4eHhdtPDw8O5fPlyqQQlhBBCCHEraT20aFw1ZBmzHM7Pys1C46pB66G9xZEJIcqT08lS8+bNWbBggd30BQsW0Lx581IJSgghhBDiVgrxDSHcP5wkfRKKotjMUxSF5IxkIvwjCPENKacIhRDlwelueG+++SYPPPAAmzdvpm3btgDs3r2bpKQk1q9fX+oBCiGEEEKUNbVKTVR4FEn6JOJS4wjSBeHt7k1WbhbJGcn4e/nTN7yvvG9JiP8Yp4/4Tp068ddffxEVFUV6ejrp6en069ePY8eO0aFDh7KIUQghhBCizEUERDDm7jHcWftOLl27xF+X/uLStUu0qN1Chg0X4j/K6ZYlgDp16shADkIIIYSociICImjs35hEfSKZOZloPbSE+IZIi5IQ/1ElSpauXLnCxx9/THx8PACRkZE89dRTVK9evVSDE0IIIYS41dQqtQwPLoQAStANb9u2bdSrV4+YmBiuXLnClStXiImJoX79+mzbtq0sYhRCCCGEEEKIW87plqVRo0bxv//9j4ULF+Li4gJAXl4eI0eOZNSoURw+fLjUgxRCCCGEEEKIW83plqUTJ04wfvx4a6IE4OLiwrhx4zhx4kSpBleV/J2eTIeYOwDoEHMHf6cnl+r6zYqZM+lnOHzhMGfSz2BWzKW27ty8XFYeXcnc3XNZeXQluXm5pbZuAJPZxI7EHXwb9y07EndgMptKdf1lyWQ2sTt5NwC7k3dXqtjLssxUZrl5uaxOWA3A6oTVpV7ey5LsU8fKep/Kdi8fplwDuzcsBmD3hsWYcg3lHJEQwpHKfF6FErQstWjRgvj4eBo3bmwzPT4+3un3LM2aNYvvvvuOhIQEPD09adeuHXPmzLFZt8FgYPz48Xz11Vfk5OTQvXt3PvjgA2rVquVs6OUmZGYASblpeLp4AnAo6zS13w0m2N2fxEmpN73++NR4YhNiSUhLwGAyoHHVEO4fTlR41E2P3LPwt4W8s+cd/r76N3nmPFzULgT+HMj4NuN59q5nbzr2tcfWEvNbDCcun8CYZ8TNxY2G1Rsy5q4xPNj4wZtef1myxJ50JYnZobMZ8cMIgqsFV4rYy7LMVGaW8q7P1rMkYgkj141kwpYJpVbey5LsU8fKep/Kdi8fa1dMJeb3BSS5G5l9zwpG7Igm+JfJjGk1mgefeLW8wxNC/KMyn1ctnE6WxowZw/PPP8+JEydo06YNAHv27OH9999n9uzZHDp0yLrs7bffft11bd26lVGjRtG6dWtMJhMTJ06kW7duxMXF4e3tDcDYsWNZt24dK1euxNfXl9GjR9OvXz927tzpbOjlwpIoOZKUm0bIzICbSpjiU+OJ2RtDWnYawb7BeLt5k2XM4sD5AyTpk25qqNOFvy1k0pZJXDNeQ+uuxcPVgxxTDikZKUzaMgngpgr62mNrid4cjT5HT03vmni5eZFtzCYuNY7ozdEAFTbpKBh7kE8QAL4a30oRe1mWmcqsYHkP0AQA4OnqWWrlvSzJPnWsrPepbPfysXbFVKL3z0HvZiIozxcA3zw34tz0RO+fAyAJkxAVQGU+rxbkdDe8xx9/nKSkJF5++WU6duxIx44defnllzl79iyPP/44d955J3fccQd33nnnDdf1448/MnjwYJo0aULz5s1Zvnw5iYmJ7N+/HwC9Xs/HH3/M3Llz6dy5My1btmTZsmXs2rWLPXv2OP/X3mJ/pyf/myipCs385/ek3LQSd8kzK2ZiE2JJy04jMiASnYcOF7ULOg8dkQGRpGWnsTphdYm6hOTm5fLOnnfyC7hXAF7uXrioXfBy9yLAK4BrxmvM3TO3xE2pJrOJmN9i0OfoCfMLQ+ehw1Xtis5DR5hfGPocPe/99l6F7NZmF7u7DgCde8WPvSzLTGVWuLx7uuW3Anu6eZZKeS9Lsk8dK+t9Ktu9fJhyDcT8vgC9q4kwozc63AHQ4U6Y0Ru9q4n3fn9fuuQJUc4q83m1MKdblk6fPl0WcQD5yRFgHYJ8//79GI1GunTpYl0mPDyckJAQdu/ebW3ZKignJ4ecnBzr7xkZGQAYjUaMRmOZxe5I34+7W7veAXiqPW3+Lbjc9jEHnV5/oj6RE2knqKerhwsuoNjOD9WGcjztOKcvnSbEN8Spda9JWIM+W0+AJsDmbwDABfw1/qRnp7Mmbg19w/s6Hfvu5N0kXUkiyCcIjVpjO1MNQd5BJF5JZNfZXbQNauv0+stS4djdcAPI/7eCx16WZaYyK1zePVQeAPn/lkJ5L0uyTx0r630q27187P5xKUnuRoLyfNG4uOPmkn/+sPwbpLiQ6J7Lrh+X0rbnsPIMVZSQ5VrtVl+zidJVkc+rzpYtlaIoyo0XK3tms5nevXuTnp7Ojh07APjiiy946qmnbJIfgLvuuov77ruPOXPm2K1n+vTpzJgxw276F198gZeXV9kEL4QQQgghhKjwsrOz6d+/P3q9Hp1Od8PlnW5Z+v777687v3fv3s6uEsgfkvzIkSPWRKmkJkyYwLhx46y/Z2RkEBwcTLdu3Yq1QUpTh5g7OJT1b0ucp9qTpc2WMuTwEK6Zr1mn3+5dv8QtSzO3z6SGZw20Hlq7+RmGDC4bLjOpwySn72yuTljNyHUj8XT1tDadFpRtzMZgMvDBAx+UuGVpxA8j8NX4Wrux2cSek4E+R89HD31U4VpnCsfuhhvDqw1n0ZVFGDFW6NjLssxUZoXLu4fKg9dCX2PK2SnkKDk3Xd7LkuxTx8p6n8p2Lx+7NyxmxI5ofPPc0JHfsjT8nvks2vk8xjwDGaoc9GoTH7WfIy1LlZTRaGTTpk107doVNze38g5HlFBFPq9aep0Vl9PJUt++fYucp1KpyMvLc3aVjB49mrVr17Jt2zaCgoKs0wMDA8nNzSU9PR0/Pz/r9AsXLhAYGOhwXR4eHnh4eNhNd3Nzu+UH3eqhP1H73eD8Xwo8s3TNfC0/WVL+Xa4ksdWvUZ+G/g05cP4AkQGRqFT/fomiKJzNPEuL2i2oX6M+apVzj6f1iezDhC0TSMlIIUAdgFr97+fNZjNphjSCdEH0ieyDm4vzsbcLbUdwtWDiUuMI8wuzW39yVjJNAprQLrQdrmqni2mZKhy75ck/I0YMZkOFjr0sy0xlVri888+bEXKUHK7lXbvp8l6WZJ86Vtb7VLZ7+WjXYwjBv0wmzk1PmNHbOt2YZ8CQl02yWxZNcv1o12MIrnKhXamVx3WbKD0V+bzqbLkqUQ3+999/Yzab7X6cTZQURWH06NHExsbyyy+/UL9+fZv5LVu2xM3NjZ9//tk67dixYyQmJtK2bcW6Y+9IoF8Qwe7++b8U7uz4z+/B7v4E+gVREmqVmqjwKPy9/IlLjUNv0GMym9Ab9MSlxuHv5U/f8L4lOlG7u7gzvs14PN08Sc1OJSs3izxzHlm5WaRmp+Lp5sm4NuNwd3EvUeyualfG3DUGXw9fTqWfson9VPopfD18ee6u5ypcsgH2sWfk5N+hyMjJqPCxl2WZqcwKl/dsYzaQ34JaGuW9LMk+days96ls9/Lh6q5hTKvR+JpcOeWWRYYqv5t+hiqHU25Z+Jpcea7VKFzdNTdYkxCiLFXm82ph5Xo1N2rUKL744gvWrFmDVqvl77//BsDX1xdPT098fX0ZOnQo48aNo3r16uh0Op577jnatm3rcHCHiihxUmqRw4eXxnuWIgIiGHP3GOt7PlIyU9C4amhRuwV9w/ve1LC1luEcLe9Zupp7FRe1C0G6IMa1GXfTwz1ahta2vGcpLTsNNxc3mgQ04bm7nquwQ2+DbexJV5IA0OfoK0XsZVlmKrOC5V2fnT/YjMFkKLXyXpZknzpW1vtUtnv5sAwLbnnPEoBebaJJrh/PtRolw4YLUUFU5vNqQU4P8KBWq/n777+pWbPmzX+5qvB42vmWLVvG4MGDgX9fSvvll1/avJS2qG54hWVkZODr61vsh7jKyt/pyfT9uDsTGr7BrBMTWT30pxK3KDliVswk6hPJzMlE66ElxDek1O5o5ublsiZhDUkZSQTrgukT3qdU7wSYzCb2JO/hwtUL1PKpRZugNhWyVcYRk9nErrO7uHLoCtVur1Yhu94VpSzLTGWWm5fLmrg1uJ9yJzcslz6RpVvey5LsU8fKep/Kdi8fplwDu35cyhWlLtVUKfld76RFqdIzGo2sX7+eXr16STe8KqKinVedzQ2cTpZcXFz466+/CAgIcDi/PBMSRypKsgRSAVRVsl+rHtmnVY/s06pJ9mvVI/u0aqpI+9XZ3MDpW+CKonDbbbc5nF7SAR6EEEIIIYQQoqJxOlnasmVLWcQhhBBCCCGEEBWK08lSp06dyiIOIYQQQgghhKhQ5AlUIYQQQgghhHBAkiUhhBBCCCGEcECSJSGEEEIIIYRwQJIlIYQQQgghhHDA6WTp9OnTHD9+3G768ePHOXPmTGnEJIQQQgghhBDlzulkafDgwezatctu+t69exk8eHBpxCSEEEIIIYQQ5c7pZOnAgQPcc889dtPbtGnDwYMHSyMmIYQQQgghhCh3TidLKpWKzMxMu+l6vZ68vLxSCUoIIYQQQgghypvTyVLHjh2ZNWuWTWKUl5fHrFmzaN++fakGJ4QQQgghhBDlxdXZD8yZM4eOHTvSuHFjOnToAMD27dvJyMjgl19+KfUAhRBCCCGEEKI8ON2yFBkZyaFDh3j00Ue5ePEimZmZDBw4kISEBJo2bVoWMQohhBBCCCHELed0yxJAnTp1eOONN0o7FiGEEEIIIYSoMOSltEIIIYQQQgjhgCRLt4hZMZOoTwQgUZ+IWTGXc0QVh1kxcyb9DIcvHOZM+hnZNkIIIYQQVURlvwYuUTc84Zz41HhiE2I5kXaCPuo+zNw+k4b+DYkKjyIiIKK8wytXlm2TkJaAwWRA46oh3D9cto0QQgghRCVXFa6BpWWpjMWnxhOzN4YD5w9Qw7MGADU8a3Dg/AFi9sYQnxpfzhGWn4Lbxt/Ln8Y1GuPv5S/bRgghhBCikqsq18CSLJUhs2ImNiGWtOw0IgMi0XpoAdB6aIkMiCQtO43VCasrXXNkaSi8bXQeOlzULug8dP/5bSOEEEIIUZlVpWtgp7vhtWjR4rrz//jjjxIHU9Uk6hNJSEsg2DcYlUoFyr/zVCoVQbog4tPiSdQnUs+vXrnFWR7stk0B//VtI4QQQghRmVWla2Cnk6XDhw/j5eXF008/jU6nK4uYqozMnEwMJgPebt4O53u7e5OSmUJmTuYtjqz8ybYRQgghhKiaqtJ1ntPJ0pEjR3jppZf47LPPmDZtGs888wwuLi5lEVulp/XQonHVkGXMQudhn1hm5WahcdVYmyb/S2TbCCGEEEJUTVXpOs/pZ5YaN27M999/z9dff83SpUtp2rQpP/zwQ1nEVumF+IYQ7h9Okj4JRVFs5imKQnJGMhH+EYT4hpRThOVHto0QQgghRNVUla7zSjzAw3333cf+/fuZMGECI0eOpHPnzhw4cKA0Y6v01Co1UeFR+Hv5E5caR4YhA4AMQwZxqXH4e/nTN7wvatV/b5yNwttGb9BjMpvQG/T/+W0jhBBCCFGZVaVrYKe74Y0bN85uWq9evfjiiy+46667MBqNpRJYVREREMGYu8dYx5hHDZcNl2lRuwV9w/tWmjHmy0LBbZOQlkBKZgoaV41sGyGEEEKISq6qXAM7nSwV1XrUqlWrmw6mqooIiKCxf2NOXzrNkZ1HmNRhEvVr1K8U2XRZs2ybRH0imTmZaD20hPiGyLYRQgghhKjkqsI1sNPJ0pYtW8oijipPrVIT4hvCEY5IMlCIWqWu8MNGCiGEEEII51X2a+DKFa0QQgghhBBC3CJOtyz169fvuvO/++67EgcjhBBCCCGEEBWF0y1Lvr6+1p9169ahVqttpgnHzIqZRH0ikP9WY7NiLueIhBCOyLEqhBBCCAunW5aWLVtm/f+qVat48803CQsLK9Wgqpr41HjrSCB91H2YuX0mDf0bEhUeVWlGAhHiv0COVSGEEEIUJM8slbH41Hhi9sZw4PwBanjWAKCGZw0OnD9AzN4Y4lPjyzlCIQTIsSqEEEIIe5IslSGzYiY2IZa07DQiAyLRemgB0HpoiQyIJC07jdUJq6WbjxDlTI5VIYQQQjjidDe8mJgY6/9NJhPLly/H39/fOm3MmDGlE1kVkKhPJCEtgWDfYFQqFSj/zlOpVATpgohPiydRnyhDZwtRjuRYFUIIIYQjTidL7777rvX/gYGBfPbZZ9bfVSqVJEsFZOZkYjAZ8Hbzdjjf292blMwUMnMyb3FkQoiC5FgVQgghhCNOJ0unT58uiziqJK2HFo2rhixjFjoPnd38rNwsNK4aa5cfIUT5kGNVCCGEEI6U2jNLiqKQmJhIYmIiKSkppbXaSi3EN4Rw/3CS9EkoimIzT1EUkjOSifCPIMQ3pJwiFEKAHKtCCCGEcMzplqVDhw45nH7p0iW6dOlC8+bN8ff3Z+PGjTcdXGWnVqmJCo8iSZ9EXGocodpQADIMGZzNPIu/lz99w/uiVsk4G0KUJzlWhRBCCOGI08nSHXfcgUqlsrn7avldpVLxxx9/lGqAlV1EQARj7h5jfXcLarhsuEyL2i3oG95X3t0iRAUhx6oQQgghCnM6WQLYu3cvAQEBNtMuXrxImzZtSiWoqiYiIILG/o05fek0R3YeYVKHSdSvUV/uUgtRwcixKoQQQoiCSpQshYSEULNmTZtpGo2mVAKqqtQqNSG+IRzhCCG+IXLxJUQFJceqEEIIISxKlCz99NNP+Pv7o9PpqF+/PnXq1CntuIQQQgghhBCiXJUoWRo0aJD1/yqVinr16vF///d/pRaUEEIIIYQQQpQ3p/uXmM1mzGYzBoOBlJQUtm3bxpAhQ2xeTivsmcwmdifvBmB38m5MZlM5RySEEEIIIUQZM5shMTH//4mJ+b9XIiXujO/u7k7t2rW55557mDRpEuvWrUNRFFxcXKRbXiFrj62l1+e9GPHDCABG/DCCXp/3Yu2xteUcmRBCCCGEEGUkPh5mz4aZM/N/nzkz//f4+PKNywkl6obnyB133IG5kmWKt8LaY2uJ3hyNPkdPkE8QAL4aX+JS44jeHA3Ag40fLM8QhRBCCCGEKF3x8RATA2lpUK9e/rQaNeDAAUhKgjFjIKLiv5ajWC1Lhd9oL4rHZDYR81sM+hw9YX5h6Nx1AOjcdYT5haHP0fPeb+9JlzwhhBBCCFF1mM0QG5ufKEVGglabP12rzf89LQ1Wr64UXfKKlSw1adKEr776itzc3Osud/z4cZ599llmz55dKsFVdnuS93Di8glqetdErbbd1Gq1mgCvAI5fPs6e5D3lFKEQQgghhBClLDEREhIgOBhUKtt5KhUEBeW3PFmeZarAitUN77333iM6OpqRI0fStWtXWrVqRZ06ddBoNFy5coW4uDh27NjB0aNHGT16NM8++2xZx10pXLh6AWOeES83L4fzvd29SctO48LVC7c4MiGEEEIIIcpIZiYYDODt7Xi+tzekpOQvV8EVK1m6//77+f3339mxYwdff/01n3/+OWfPnuXatWv4+/tz5513MnDgQAYMGEC1atXKOuZKo5ZPLdxc3Mg2ZqPz0NnNz8rNws3FjVo+tcohOiGEEEIIIcqAVgsaDWRlgc7+GpisrPz5lu55FZhTAzy0b9+e9u3bl1UsVU6boDY0rN6QuNQ4fNx8bDo9ms1mUrNTaRLQhDZBbcovSCGEEEIIIUpTSAiEh+cP5hAZaTtPUSA5GVq0yF+ugivx0OHixlzVroy5awy+Hr6cSj9FRk4GABk5GZxKP4Wvhy/P3fUcrupSG5RQCCGEEEKI8qVWQ1QU+PtDXBxk5F8Dk5GR/7u/P/Ttm79cBSdX6WXMMix4zG8xJF1JAkCfo6dJQBOeu+s5GTZcCCGEEEJUPRER+cODx8bCiRP50y5fzm9R6tu3UgwbDpIs3RIPNn6QHo16sOvsLq4cusJHD31Eu9B20qIkhBBCCCGqrogIaNwYTp+GI0dg0iSoX79StChZVJ5IKzlXtSttg9oC0DaorSRKQgghhBCi6lOr/302KSSkUiVKIMmSEEIIIYQQQjhUomTp5MmTTJ48mccff5yLFy8CsGHDBo4ePVqqwQkhhBBCCCFEeXE6Wdq6dSvNmjVj7969fPfdd1y9ehWAP//8k2nTppV6gFVFwrlD1J1dE4C6s2uScO5QOUdUfLl5uaw8upK5u+ey8uhKcvNyS3X9BpOB9397n5c2vsT7v72PwWQotXWbFTNn0s9w+MJhzqSfwayYS23dAOY8E4nxuwFIjN+NOc9Ueusu49jLcrubzCZ2JO7g27hv2ZG4A5O59LZLWTMrZhL1+W8UT9Qnlvp2F7deRk4Go9aPAmDU+lHWkUlF5WYy5bL799UA7P59NSZTKZ6bzGY4cwYOH87/1yz1wK1gMpvYnZx/Tt2dvLtSnTtE0dKzLzNoxSMADFrxCOnZl8s5IueoFEVRnPlA27Zt+b//+z/GjRuHVqvlzz//JCwsjN9++41+/fqRnJxc7HVt27aNt956i/3793P+/HliY2Pp27evdf7gwYP55JNPbD7TvXt3fvzxx2J/R0ZGBr6+vuj1enSOXop1C7jPcMFoNuPp4smXzb/k8T8f51reNdzUanKn5ZVLTMW18LeFvLPnHf6++jd55jxc1C4E+gQyvs14nr3r2Zte/9RfprJg3wIycjJQFAWVSoXOQ8fo1qN5tfOrN7Xu+NR4YhNiSUhLwGAyoHHVEO4fTlR4FBEBNz8CS/zetcRujOHE1ST6tJvNml2v0NAnmKhuY4i4++ZGOSzr2Mtyu689tpaY32I4cfkExjwjbi5uNKzekDF3janwoz9atvuJtBP0UfdhjXkNDf0bltp2F7derxW9+PHkj2jUGr68/UseP/Q4BrOBHg16sP6J9eUdniihtT8vJGbHOyTl6Zndcgmv7H+aYBdfxrQfz4P33+S5KT4+f/SuhAQwGPJfnBkenj8MciUZvasyspw7kq4kMTt0Nq+cfYXgasGV4twhitZxQSu2X9qPp6rANbByjQ41WrJt9O/lEpOzuYHTLUuHDx8mKirKbnrNmjVJS0tzal1ZWVk0b96c999/v8hlevTowfnz560/X375pbMhlytLouSI0WzGfYbLLY6o+Bb+tpBJWyaRkpGCl6sX/l7+eLl6kZKRwqQtk1j428KbWv/UX6YyZ9cc9AY9bmo3vNy8cFO7oTfombNrDlN/mVridcenxhOzN4YD5w/g7+VP4xqN8ffy58D5A8TsjSE+Nf6mYo/fu5aYb6M5cCWOGm6+ANRw8+XAlThivo0mfu/aCht7WW73tcfWEr05mrjUOPw0foT6heKn8SMuNY7ozdGsPVby7VLWCm73Gp41AKjhWaPUtru49Xqt6MWGkxtQsL0nqKCw4eQGeq3oVU6RiZux9ueFRG+ZRFxuCr4qTwB8VZ7E5aYQvWUSa3++iXNTfDzExOS/SNPfP38UL3///N9jYvLni1JX8Nzhq8k/p/pqfCvFuUMUreOCVmxP3Q+FL4PNsD11Px0XtCqXuJzldLLk5+fH+fPn7aYfOHCAunXrOrWunj178vrrrztMviw8PDwIDAy0/lSrVs3ZkMtNwrlD/yZKqkIz//ndaDZXyC55uXm5vLPnHa4ZrxHgFYCXuxcuahe83L0I8ArgmvEac/fMLXGXPIPJwIJ9CzDlmfB288bD1QMXtQserh54u3ljyjPx/r6SdQ0zK2ZiE2JJy04jMiASnYcOF7ULOg8dkQGRpGWnsTphdYm7V5nzTMRujCHNpCdSF4bWPf+uhNZdR6QujDSTntUb3ytRl7yyjr0st7vJbCLmtxj0OXrC/MLQeehwVbui89AR5heGPkfPe7+9VyG7VRTe7loPLQBaD22pbHdx62XkZPDjyX97Iaj+qXRVBSrjH0/+KF3yKhmTKZeYHe+gV64R5haAziU/WdK5eBLmFoBeucZ7O+aWrEue2ZzfopSWBpGRoNOBi0v+v5GR+dNXr5YueaXM7tzxzzlV517xzx2iaOnZl9l+aX/+L0VcA2+/tL9SdMlzevzqxx57jOjoaFauXIlKpcJsNrNz505efPFFBg4cWOoB/vrrr9SsWZNq1arRuXNnXn/9dWrUqFHk8jk5OeTk5Fh/z/jnjcFGoxGj0Vjq8V1Px4874flPRQ7gqfa0+bfgcimvXLylsd3ImoQ16LP1BGgCbP4GAFzAX+NPenY6a+LW0De8r9PrX7p/KUajEV83X9xd3W1nqsEFF3KNuSz9fSnDWg5zat2J+kROpJ2gnq4eLrhQ6KYyodpQjqcd5/Sl04T4hjgde2L8bk5cTaKeVxAuag1qtVt+2P/8G+oVxPGriZw+uouQiLYVKvay3O67k3eTdCWJIJ8gNGqN3bqDvINIvJLIrrO7rMPoVxSFt7tayb+PpFbUoLr57S5uvRd/fNFaDlWo7OpfS2vTiz++yPu9iu7dICqW3b+vISlPT5BrABq1J25qDwDrv0Gu/iTmpbNr3xraturr3MoTE/NfnFmvXn6SVFhoKBw/nv++mBCpB0pL4XOHG/nnUjfcKvy5QxRt5NdP4anyhH8OpaKugUd+/RSfPLHqlsbmbD7g9DNLubm5jBo1iuXLl5OXl4erqyt5eXn079+f5cuX4+KogilOICqV3TNLX331FV5eXtSvX5+TJ08yceJEfHx82L37/9m79/im6vvx469zcm1LkgIpF20LVBxtES9VuQnbHE6RsbXoLurcTwdfZYh0ivqtDBV1Y5NNmd8q4mU6tznvDpgMncq8gNwUi4Jt1QK1LQNsKU3atGmTnPP7I7RASYWkSZuU93MPVnNO+uHN53POyXnn8zmfz8Yu/567776be+6555jtzz77LMnJyRHFJoQQQgghhEh8zc3NXHXVVSf8zFLYyVK76upqtm/fTlNTE+eccw6nn356JMUcDiREstTZrl27OO2003jrrbeYMmVKyPeE6lnKyMigrq6uxyd4OPW+QTTph2NJUpN4asxTzNw+kxatpWN7P8USdz1LK8tXcsO/biDJmESSKemY/c2+Zrx+L49875GIepae2PoERW8VYVJNx/ZwAK3+VvyanyUXLYmoZ2nxusUMTBrYMZzqSG6vm3pvPQsnL4y4Z2nx32cz0OTAZrajqibGjLme7dsfR9N8uNvc1PtcLPzpYxH1LMUy9ljW+8aajcx+dTYOq6NjGMVRsbe6cbW6eOz7j8Xdt4Od613VVcY0jmG7bTuaonW73kXPm7tmLs988gxwuGfpyTOeZNaOWbRoLR09S1efebX0LCWQjR+uZPZrN+BQkrAbgj1L14/5NY9vvxOf1oo70IxL9/LYpY9E1rO0eDEMHAi2Y6+/uN1QXw8LF0rPUhR1/uwwYeL6/tfz+MHH8eGL688O0bVrnvkhK6vf7Hjd1T1wQcZ3e7xnye1243Q6TzhZCnsYXruMjAwyMjIACAR6Zka3rKwsnE4nFRUVXSZLFosFi8VyzHaTyYTJZIp1iEd5b9a75Dx2VvDFEeM1W7SW4IFyKE39aPamHo/tePJz81nw9gL2uPeQpqahHrHasqZp1HnrSLenk5+bj8kQfuwzz5vJHe/egcvrIoWUY8r3+DykWlOZed5MTMbwyh8xcAQjnSMp2VtCblouinK48nVd58vGL8kbmseIgSNQlfCXGhsxeiIj+2VQcrCUXGPWEXH7CGhevmyuIa//aEaMnohqCO8Ui3Xssaz3icMmktE/g9LaUrJSs44pu8ZTw+i00UwcNhGjGvGlJyY613v7+aopGgEC3a530fPun3o/f9r2p2Mmd2jRWmjWmoFgEnX/1Pvj7vorujbx/Hwy3lhAadsespS0ju0+rRWv1kKNv47R5nQmnp+PMcxrGCNGwMiRwckccnPhiOsvug5ffgl5ecH3qXIdiJbOnx3tT9P78OHVvHH92SG69shP/sxzfxgYnNyhq3tgNfi+nr4Gh/v3detsLysr48wzz8RisZCbm8v27du7U9xx1dTUcODAAYYOHRrTvydask85E1P7BbVz/92h1yZVJfuUM3s0rhNhNpi5ZfwtJJmSqG2uxdPmIaAF8LR5qG2uJcmUxPzx8zEbju2dOBFWo5Ubz78Ro8GIx+fB6/cS0AJ4/V48Pg9Gg5G558/FarQev7BOVEVlRvYMnMlOSmtLcXld+DU/Lq+L0tpSnMlOCrILIr7pVQ1GZlxciNPooNS9C3db8Lk4d5ubUvcunEYHBRfPCztR6onYY1nvRtVI4dhCHBYHuxp2HRX7roZdOCwO5o2dF5cfdp3r3e091KZed1TqXfQ8u8XO1NOmdrxuT5qOTJ6mnjYVu6V3lpQQkTEazRROugWHksQuXy3uQDDxdQea2eWrxaEkMW/SfIwhes6PS1WD04M7nVBaCi4X+P3Bn6Wlwe0FBZIoRVnnz472SVfcre64/+wQXUtNHsDkgecGX3RxDzx54LmkJg/o0bgi0a0z/rbbbmPo0KH885//5KyzzuKXv/xlWL/f1NTEtm3b2LZtGwC7d+9m27ZtVFVV0dTUxG233camTZuorKxk7dq15OfnM3LkSC655JLuhN2j2hYFDidMncT7Oktzxs5h8YWLOdV+Ki3+Fuqa62jxt5BuT2fxhYu7vc7Svd+5l6KJRTisDvyan2ZfM37NT6o1laKJRd1a7ycnLYfCcYWcM/QcDrQc4PMDn3Og5QB5Q/MoHFfY7TVzcsZNp/DyJZzTP5d6nwuAep+LvP6jKbx8SbfWWYp17LGs9+mjprPkoiXkpuXianXxZcOXuFpdjE4bzZKLlsT1WhlH1nu9Nzg7T723Pmr1LnremqvXcOlplx41Ax4Ee5QuPe1SWWcpQU2fMoclFy4m13wqLj04c6dL9zLanM6SCxd3b52lnBwoLIRzzoEDB+Dzz4M/8/KC22WdpZjo/NkBJMxnh+jaezd+yOS0c4/NNlSYnNZ76yyFK+JnlgBOOeUUVq9eTV5eHvv27SM7O5uGhoYT/v133nmHCy+88Jjt11xzDcuXL6egoICSkhIaGho45ZRTuPjii/n1r3/N4MGDT/jviIdFaSE4jfg3n/wWT5z5NNd9ci3vzXo3LnuUQmkLtLGqfBXV7moy7BnkZ+dH3KMUitfv5cmPnqSyoZLhqcOZlTcrop6NUDRdo8pVRWNrIzaLjUxHZlR7B7SAn92fbmDH7oOcMaJ/REPvuiw7xrHHst79mp9NNZvY37Sfwf0GMz59fMJ8K6jpGrsP7GbH+zs444IzZOhdH+BudXPr67fyPb7Hv/gX90+9X3qU+gC/v40NH6zi4Fdm+g9qOzT0LkqfTZoWfIapsTH4/FJmpvQo9QC/5mfDlxs4+MlB+p/ZX4be9RENzfXc8MLP+cmAmbxQ/xSP/OTPvdqjFG5u0K1kyWaz8fHHH5OVlUVrayvJyck99vzSiYqXZAmCUxWuWbOGadOmyRj5PkTate+RNu17pE37JmnXvkfatG+Kp3YNNzcIO13/5z//2fHfmqaxdu1aduzY0eNrGAkhhBBCCCFELIWdLHWe2nv27Nkd/33kzF1CCCGEEEIIkcjCHoCraVqXf+JtCF48aW5tYsm/FgCw5F8LaG5t6uWI4oema1Q2VLJ9/3YqGyrRdC0hyhZCRI9f87O+aj2vlL7C+qr1+DV/b4ckhBBCRL7Okjhxc/52BU/vehlFMfPcWZP57SePsPjjB7k264cs/9nzvR1eryqrLWNF+QrK68rx+r1YjVayndnMyJ7R7dnHYlm2ECJ6Vn+2muItxVTUV+AL+DAZTIwcMJLCsYUyC5YQQoheFXbP0sGDB1mwYAFLlizB5/NRWFhIZmYml1xyCVVVVbGIMaHN+dsVPF7xAl4t0FHZKuDVAjxe8QJz/nZFb4bXq8pqyyjeXEzJ3hKcyU5GDRyFM9lJyd4SijcXU1ZbFpdlCyGiZ/Vnqyl6q4jS2lJSrakMSx1GqjWV0tpSit4qYvVnq3s7RCGEECexsJOl//mf/+GZZ57hySef5NJLL2XDhg0UFRXh8XgoLCyMRYwJq7m1iad3vYwGmBQFEwYATBgwKQoa8Jddr5yUQ/I0XWNF+QrqmuvITcvFbrFjUA3YLXZy03Kpa65jZfnKiIbNxbJsIUT0+DU/xVuKcbW6yErNwm6xY1SN2C12slKzcLW6eGjLQzIkTwghRK8JexjeO++8w5o1axg2bBinnHIK69evZ+LEiUyePDnkmkkns/tfuxOvHkBVQO2Ul6qoqEqAFt3P/a/dyV0Ff+ylKHtHlauK8rpyMhwZx0wMoigK6fZ0yurKqHJVMTx1eNyULYSInk01m6ior2BQyiDUTmvYqKpKWnIaX9R/waaaTUzKnNRLUQohhDiZRTQMb8SIEQwZMoSUlBSGDBkCwODBg8NakPZksOvgLqDrSlY7ve9k0tjaiNfvJcWUEnJ/ijkFr99LY2tjXJUthIie/U378QV8JJuSQ+5PMafgC/jY37S/hyMTQgghgiKa4KG0tJR9+/ah6zrl5eU0NTVRV1cX7dgSXlb/LPgSNDg0AO9o2pHvO8nYLDasRisenwe75dgFwTxtHqxGKzaLLa7KFkJEz+B+gzEZTDT7mrs8V00GE4P7De6F6IQQQogIepYApkyZwtlnn01zczPTp0/nnHPO4aKLLop2bAnv1kt/jVUxoOmgcfTzMRoamg5JipFbL/11L0XYezIdmWQ7s6l2VaPr+lH7dF2nxl1DjjOHTEdmXJUthIie8enjGTlgJF95vkLTOl0jNY3a5lpOH3A649PH91KEQgghTnZh9yzt3r07FnH0ScmWflyb9UMer3gBn67jI7gOlY8APl1HBa7JupxkS7/eDbQXqIrKjOwZVLuqKa0tJd2eToo5BU+bhxp3Dc5kJwXZBahK+Pl8LMsWQkSPUTVSOLaQoreK2NWwi7TktI5ztba5FofFwbyx8zCqssqFEEKI3hH2J9CwYcNiEUeftfxnz8Pf6JgVD4LD75JUI9dkXX5Sr7OUk5ZD4bjCjrWQ9jTuwWq0kjc0j4Lsgm6thRTLsoUQ0dO+jlL7Okt1zXWYDCZGp41m3th5ss6SEEKIXhXR13U7d+7kwQcfpKwsuFZNbm4uv/zlLznttNOiGlxfsfxnz/NAaxNLX7sbgF+deQPzL737pOxR6iwnLYdRzlFUuapobG3EZrGR6ciMSq9PLMsWQkTP9FHTmXr6VDbVbGJ/034G9xvM+PTx0qMkhBCi14X9SfTvf/+bH/zgB5x99tlccMEFALz//vuMHj2aV199le9+97tRD7IvSLb0o+h7v2PNmjUUfe93mEym3g4pbqiKGrMpvGNZthAieoyqUaYHF0IIEXfCTpZuv/12br75Zu67775jthcVFUmyJIQQQgghhOgTwh6PVFZWxqxZs47ZPnPmTEpLS6MSlBBCCCGEEEL0trCTpbS0NLZt23bM9m3btjFo0KBoxCSEEEIIIYQQvS7sYXjXXXcd119/Pbt27WLixIlA8JmlJUuWMH/+/KgHKIQQQgghhBC9Iexk6c4778Rms/HAAw+wYMECAE455RTuvvtuCgsLox6gEEIIIYQQQvSGsJMlRVG4+eabufnmm2lsbATAZrNFPTAhhBBCCCGE6E0RL2Lx1Vdf8dlnnwGQnZ1NWlpa1IISQgghhBBCiN4W9gQPjY2N/OxnP+OUU07hW9/6Ft/61rc45ZRTuPrqq3G5XLGIUQghhBBCCCF6XNjJ0v/8z/+wefNm/vWvf9HQ0EBDQwOrV6/mww8/ZPbs2bGIUQghhBBCCCF6XNjD8FavXs2///1vJk06vNL6JZdcwhNPPMHUqVOjGpwQQgghhBBC9Jawe5YGDhyIw+E4ZrvD4aB///5RCUoIIYQQQgghelvYydIdd9zB/Pnz2bdvX8e2ffv2cdttt3HnnXdGNTghhBBCCCGE6C1hD8Nbvnw5FRUVZGZmkpmZCUBVVRUWi4Xa2loee+yxjvd+9NFH0YtUCCGEEEIIIXpQ2MlSQUFBDMIQQgghhBBCiPgSdrK0aNGiWMQhhBBCCCGEEHEl4kVpt27dSllZGQCjR4/mnHPOiVpQQgghhBBCCNHbwk6WvvrqK6644greeecdUlNTAWhoaODCCy/k+eefJy0tLdoxCiFEj9F0jSpXFQBVripGDByBqoQ9F44QQgghAC3gp6psIwBVZRsZMXoiqiHi/poeF/YdwLx582hsbOTTTz+lvr6e+vp6duzYgdvtprCwMBYxCiFEjyirLeO+9fexeN1iABavW8x96++jrLaslyMTQgghEk/Z5tXc99tpLP77bAAW/3029/12GmWbV/dyZCcu7LTu9ddf56233iInJ6djW25uLsuWLePiiy+OanBCCNFTymrLKN5cTF1zHcPtw6EVBiYNpGRvCdWuagrHFZKTlnPccoQQQggRTJSKXymizu9ieHI6AANNDkoOllL9ShGFQM646b0b5AkIu2dJ0zRMJtMx200mE5qmRSUoIYToSZqusaJ8BXXNdeSm5WKz2ACwWWzkpuVS11zHyvKVaLpc44QQQojj0QJ+VrxRTJ3fRa49C5vZDoDNbCfXnkWd38XKNx5CC/h7OdLjCztZ+s53vsMvf/lL/vvf/3Zs27NnDzfffDNTpkyJanBCCNETqlxVlNeVk+HIQFGUo/YpikK6PZ2yurKOZ5mEEEII0bWqsk2UuyrIsAxC6ZRuKKikW9Ioc31BVdmmXorwxIWdLD388MO43W6GDx/OaaedxmmnncaIESNwu9089NBDsYhRCCFiqrG1Ea/fS4opJeT+FHMKXr+XxtbGHo5MCCGESDyNDfvxaj5SzMkh96eYUvBqPhob9vdwZOEL+5mljIwMPvroI9566y3Ky8sByMnJ4aKLLop6cEII0RNsFhtWoxWPz4PdYj9mv6fNg9Vo7RieJ4QQQoiu2VIHY1VNeNqaQ3+u+jxYVRO21MG9EF14Ipq3T1EUvvvd7/Ld73432vEIIUSPy3Rkku3MpmRvCblpuUft03WdGncNeUPzyHRk9lKEQgghROLIzBlPtmMkJQdLybX0O2qfjkZNay15/UeTmTO+lyI8cWEPw3O73SH/VFRUYDAYGDBgwFEz5QkhRLxTFZUZ2TNwJjsprS3F7XUD4Pa6Ka0txZnspCC7QNZbEkIIIU6AajAy4+JCnEYHpe5duNsOfa62uSl178JpdFBw8byEWG8p7AhTU1OPeQAagt++KopCfX19VAITQoielJOWQ+G4QlaUr6CirgJUqPfWkzc0j4LsApk2XAghhAhDzrjpFAIr3iimoqkagHqfi7z+oym4eF5CTBsOEQ7De/nllxkwYMBR2w4cOMCPfvSjqAQlhBC9IScth1HOUew+sJsd7+9g4eSFjBg4QnqUhBBCiAjkjJvOqPOmsvvTDezYfZCFP32MEaMnJkSPUruIIr3gggsYNGjQUdv274//2SyEEOJ4VEUl05HJDnaQ6ciUREkIIYToBtVgJDNnAjt2ryEzZ0JCJUoQYbJUWlrKgQMHsNvtnHLKKSGH5QkhhBBCCCFEIosoWTpy8Vmz2czEiRO57LLLohaUEEIIIYQQQvS2sJOl3bt3A9Da2sqBAwfYtWsX7777LkVFRVEPTgghhBBCCCF6S9jJ0rBhw456PWHCBH76059y9dVX8+1vf5usrCzS0tLYvHlz1IIUQgghhBBCiJ4WtSesJk2a1NHrZDAYolWsEEIIIYQQQvSKiJIln8+Hz+cjOTkZn8/H9u3bOf3004/pdRJCCCGEEEKIRBX2nLivv/46qampDB48mDfeeIPzzjuP8847j/T0dN5///1YxCiEEEIIIYQQPS7sZOmOO+6gsLCQpUuXctVVV3HBBRfQ0NDAj3/8Y+64445YxCiEEEIIIYQQPS7sZKm0tJTZs2dz3XXX0djYyC9+8Qvsdjs33XQTH3/8cSxiFEIIIYQQQogeF3ayZDabCQQCAJx++un0798foOP5JSGEEEIIIYToC8JOlkaNGsWnn34KwI4dO8jIyACCPU6nn356dKMTQgghhBBCiF4S9mx4b7zxBmaz+Zjtp556KsuWLYtKUEIIIYQQQgjR28JOlhwOR8jtZ599dndjEUIIIYQQQoi4EfYwPCGEEEIIIYQ4GUiyJIQQQgghhBAhSLIkhBBCCCGEECFIstRDtu3bRtqSNADSlqSxbd+2qJav6RqVDZVs37+dyoZKNF2LXtkBP5U71rN9/StU7liPFvBHrWyIbex+zc/6qvW8UvoK66vW49eiG7vX28QTLy0A4ImXFuD1NkWtbL+/jfWbX+KV15eyfvNL+P1tUSsbYnzMxLDsWNMCfqrKNgJQVbYx6se7CC2Rjxkh4omcSyJcsT5m3C0NzH3hGgDmvnAN7paGqJYfa2FP8ACwc+dO/vznP7Nz507+7//+j0GDBvHaa6+RmZnJ6NGjT7ic9957jz/84Q9s3bqVvXv3smLFCgoKCjr267rOokWLeOKJJ2hoaOCCCy5g+fLlCTdFuXqPio5OkpoEQJvexjmPnYOCgrao+wdkWW0ZK8pXUF5XjtfvxWq0ku3MZkb2DHLScrpX9ubVrHijmHJXBV7Nh1U1ke0YyYyLC8kZNz2uY1/92WqKtxRTUV+BL+DDZDAxcsBICscWMn1U92O/67EreLjqZXwmM8+cM5mizx/hjl8/yI2ZP+Te2c93L/a1yyle/wAVvn349AAmxcDI14dQOOkWpk+Z0+3YY3rMxLDsWGs/3iuaqsmfeB+L/z6bkf0yona8i9AS+ZgRIp7IuSTCFetjZtqj3+T1/euwKkl876yf8Myulfzp988xdfBk1vzivSj8C2Iv7J6ld999lzFjxrB582b+8Y9/0NQU/Cb9448/ZtGiRWGV5fF4OOuss7qccvz3v/89xcXFPProo2zevJmUlBQuueQSvF5vuGH3mvZEKRQdHfWe7nXuldWWUby5mJK9JTiTnYwaOApnspOSvSUUby6mrLYs8rI3r6b4lSJKDpbiNKUyyjYMpymVkoOlFL9SRNnm1XEb++rPVlP0VhGltaWkWlMZljqMVGsqpbWlFL1VxOrPuhf7XY9dwZKaF3AZA5gO5bsmDVzGAEtqXuCux66IPPa1yyl6eyGlbXtIVZIZZnKSqiRT2raHorcXsnrt8m7FHtNjJoZlx9qRx/tAU3DWz4EmR9SOdxFaIh8zQsQTOZdEuGJ9zEx79Ju8tncdnTuqdA1e27uOaY9+s1vl95Sw79Rvv/12fvOb3/Dmm28etd7Sd77zHTZt2hRWWZdeeim/+c1vmDFjxjH7dF3nwQcf5I477iA/P58zzzyTv/71r/z3v/9l5cqV4YbdK7bt29ZlotROR494SJ6ma6woX0Fdcx25abnYLXYMqgG7xU5uWi51zXWsLF8ZUXeqFvCz4o1i6vwucu1ZwbIVY7BsexZ1fhcr33go4iFKsYzdr/kp3lKMq9VFVmowdqMajD0rNQtXq4uHtjwU8ZA8r7eJh6texq9CSkDBjAEAMwZSAgp+FZZVvRLRkDy/v43i9Q/g0lvIMqVhNyRjxIDdkEyWKQ2X3sJD65dGPCQvpsdMDMuOtc7Hu81sB8Bmjs7xLkJL5GNGiHgi55IIV6yPGXdLA6/vXxd8oYBCx392vHh9/7qEGJIX9jC87du38+yzzx6zfdCgQdTV1UUlKIDdu3ezb98+Lrrooo5tDoeDcePGsXHjRq64IvQ3962trbS2tna8drvdAPh8Pnw+X9TiOxHf/tO3O4beAR3/feS29vfVFtWGXX6Vq4qKugqG24djwEDnvGyYbRhf1H3B7gO7yXRkhld22UYqmqoZnpyOQbUes39YcjpfNFWx+9MNZOZMiKvYN9ZspPpgNen90rF2jl2F9JR0qg5WseHLDUxIDz/2p/5xNz6TGYcGZtWA9VB7tv80EKDNFHzfdT/6XXixf7iK6oCLdGNaR3lHSjc6qQo0sOGDVUw4ryDs2GN6zMSw7FjrfLyrqgmg42d3j3cRWk8eM+3X/57+HBCxJe0alMjX386kTXtGrI+ZW1+5AauSBIZgbtT5Hlg/4n3LfvKXbvxLwhfusaXouv71XR+dpKen8+KLLzJx4kRsNhsff/wxWVlZrFixgltvvZWdO3eGFUBHIIpy1DNLGzZs4IILLuC///0vQ4cO7Xjfj3/8YxRF4YUXXghZzt13380999xzzPZnn32W5OTkiGITQgghhBBCJL7m5mauuuoqXC4Xdrv9uO8Pu2fpiiuuoKioiJdeeglFUdA0jffff59bb72V//f//l9EQUfTggULmD9/fsdrt9tNRkYGF1988QlVSDSlLUmjTT88XCpJTeKpM55i5o6ZtGgtHdvNijninqXF6xYzMGkgNovtmP1ur5t6bz0LJy+MqGdp8d9nM9Dk6BiSdFTZbW7qfS4W/vSxiHuWYhX7xpqNzH51Ng6rA3uo2FvduFpdPPb9xyLqWXripQUUff4IJi049M6qJvF/5zzBL0uuw6u10KoE8Cuw5Bs3RNCztJLZr92AQ0nCbji2Z8kdaMale3ns0kci7lmK2TETw7JjrfPxrqomxoy5nu3bH0fTfN0+3kVoPXnM+Hw+3nzzTb773e9iMpm6VZaIH9KuQYl8/e1M2rRnxPqYmfvCNTyzayVwuGfpyTFPMWt78B64vafm6qyCHu9Zah91dqLCTpZ++9vfMnfuXDIyMggEAuTm5hIIBLjqqqu44447wi2uS0OGDAFg//79R/Us7d+/n7PPPrvL37NYLFgslmO2m0ymHj/p3vmfdzjnsXOO2d6itRyVLG2YvSGi2EYMHMFI50hK9paQm5aLoigd+3Rd58vGL8kbmseIgSNQlfAeTxsxeiIj+2VQcrCUXGMWyhGPt+lofNlcQ17/0YwYPRHVEP6kirGMfeKwiWT0z6C0tpSs1CxU9fDva5pGjaeG0WmjmThsIkY1/NhnXnY3d/z6QVzGACmBw3F7tRaaNQ8eg06qz8jMy+4Ou10nnp9PxhsLKG3bQ5aShnpEvWto1PjrGG1OZ+L5+RiNcXbMxLDsWOt8vLfTNB8Bzdvt412E1hvHTG98FojYO9nbNZGvv1052ds01mJ9zNx/+SP86ffPBSd3OFw0LVoLzVoL6KCowff1dDuH+/eF/a83m8088cQT7Ny5k9WrV/PMM89QXl7O3/72NwwGQ7jFdWnEiBEMGTKEtWvXdmxzu91s3ryZCRMS45vds4ecjXLkERKCgsLZQ86OqHxVUZmRPQNnspPS2lJcXhd+zY/L66K0thRnspOC7IKIDnLVYGTGxYU4jQ5K3btwtR4qu9VFqXsXTqODgovnRXzjGMvYjaqRwrGFOCwOdjXsOqrsXQ27cFgczBs7L6JECcBq7ceNmT/EqIHHoNOqBABoVQJ4DDpGDeZmXo7V2i/82I1mCifdgkNJYpevFlfAg18P4Ap42OWrxaEkMW/SfIxG8/ELCyGmx0wMy461zse7uy34rZO7zR2V412ElsjHjBDxRM4lEa5YHzP2pFSmDp4cfKEffkZJ7/g/mDp4Mvak1G7+S2Iv4k/+zMxMMjIyAI7KRsPR1NRERUVFx+vdu3ezbds2BgwYQGZmJjfddBO/+c1vOP300xkxYgR33nknp5xyylFrMcU7bZHW5fTh0VhnKScth8JxhR1z5O9p3IPVaCVvaB4F2QXdmiM/Z9x0CqFjnaU9rXVYVRN5/UdTcPG8bq87E8vY29dRal9nqa65DpPBxOi00cwbO6/b6yzdO/t5eIxD6ywFt/kVSPUZmZt5ebfWWWpfR6l9naU6fxMmxcBoczrzJs3v9jpLMT1mYlh2rB15vFc0VQNQ73NF7XgXoSXyMSNEPJFzSYQr1sfMml+817HO0pEUlYRaZynsCR4A/vrXv/KHP/yBL774AoBvfOMb3HbbbfzsZz8Lq5x33nmHCy+88Jjt11xzDU8//XTHorSPP/44DQ0NTJo0iUceeYRvfOMbJ/x3uN1uHA7HCT/EFSvb9m3j23/6Nn8Z8xeu2X4N7/zPOxH3KIWi6RpVrioaWxuxWWxkOjKj9g2SFvBTVbaJxob92FIHk5kzPqrfsMcydr/mZ1PNJvY37Wdwv8GMTx8fcY9SKF5vE0/9425OTZnMHs86Zl52d0Q9SqH4/W1s2rqK/QerGdw/g/Hn5kfcoxRKTI+ZGJYda1rAz+5PN7Bj90HOGNFfht71kFgfMz6fjzVr1jBt2jQZ2tOHSLseK5GvvyBt2htifcy4Wxq49ZUb+J7tJ/yr8QXuv/yRXu1RCjc3CDtZWrp0KXfeeSc33ngjF1xwAQDr169n2bJl/OY3v+Hmm2+OLPIYiZdkCeQC0FdJu/Y90qZ9j7Rp3yTt2vdIm/ZN8dSu4eYGYX9d+tBDD7F8+fKjZr77wQ9+wOjRo7n77rvjLlkSQgghhBBCiEiE3ce2d+9eJk6ceMz2iRMnsnfv3qgEJYQQQgghhBC9LexkaeTIkbz44ovHbH/hhRc4/fTToxJUX9Q+HhSCc9trevcmduhJmq5R2VDJ9v3bqWyoTKjYhRBCCCGEiFTYw/DuuecefvKTn/Dee+91PLP0/vvvs3bt2pBJlICy2jJWlK+goq6CfDWfxesWM9I5khnZM+J+dpr22MvryvH6vViNVrKd2QkRuxBCCCGEEN0RdrJ0+eWXs3nzZv74xz+ycuVKAHJyctiyZQvnnHPsAqwnu7LaMoo3F1PXXMdw+3BohYFJAynZW0K1q5rCcYVxm3QcGXuGI4MUUwoenychYhdCCCGEEKK7IpoP99xzz+WZZ56Jdix9jqZrrChfQV1zHblpuRgwQCvYLDZy03IprS1lZflKRjlHxd20np1jb19Ly26xx33sQgghhBBCREPYd7lVVVUht/v9fu64445uB9SXVLmqKK8rJ8ORcczCvYqikG5Pp6yurONZpniSyLELIYQQQggRDWEnS5MmTeLzzz8/atvWrVs555xzOobliaDG1ka8fi8pppSQ+1PMKXj9XhpbG3s4suNL5NiFEEIIIYSIhrCTpf/3//4fkydPZtu2bfh8Pn71q18xefJkpk+fzkcffRSLGBOWzWLDarTi8XlC7ve0ebAardgsth6O7PgSOXYhhBBCCCGiIexnln7zm9/Qv39/vv3tb3PqqaeiKArvvvsu559/fiziS2iZjkyyndmU7C0hNy33qH26rlPjriFvaB6ZjsxeirBrnWM/cihevMcuhBBCCCFENEQ0wcMtt9yCw+HgF7/4BS+++KIkSl1QFZUZ2TOodlVTWlvKMNswANxeN182fokz2UlBdkFcTpDQOfZ0ezop5hQ8bR5q3DVxHbsQQgghhBDREHayVFxc3PHf3/zmN7nqqqtYsGAB/fv3B6CwsDB60fUBOWk5FI4r7FhnCRXqvfXkDc2jILsgrqfePjL28rpy9jTuwWq0JkTsQgghhBBCdFfYydIf//jHo14PHTqUp59+GgjOkibJ0rFy0nIY5RzF7gO72fH+DhZOXsiIgSMSolemPfYqVxWNrY3YLDYyHZkJEbsQQgghhBDdEXaytHv37ljE0eepikqmI5Md7Ei4ZENVVIanDu/tMIQQQgghhOhRiXPHLoQQQgghhBA9KOxk6fLLL2fJkiXHbP/973/Pj370o6gEJYQQQgghhBC9Lexk6b333mPatGnHbL/00kt57733ohJUX+T3t7Hxw5UAbPxwJX5/W+8GJKJC0zWqXFUAVLmq0HStlyMSQnQW8/NU06CyErZvD/7U5DqQ6DRdo7Khku37t1PZUCnXdiFOYmE/s9TU1ITZbD5mu8lkwu12RyWovmb12uUUr3+A6oCL+879E7Nfu4GMNxZQOOkWpk+Z09vhiQiV1ZZ1zHKYr+azeN1iRjpHMiN7hswUKESciPl5WlYGK1ZAeTl4vWC1QnY2zJgBOXIdSETtx0x5XTlevxer0Uq2M1uu7UKcpMLuWRozZgwvvPDCMduff/55cnNzQ/zGyW312uUUvb2Q0rY9OJQkABxKEqVteyh6eyGr1y7v5QhFJMpqyyjeXEzJ3hIGJg0EYGDSQEr2llC8uZiy2rJejlAIEfPztKwMiouhpAScThg1KvizpCS4vUyuA4nmyGPGmexk1MBROJOdcm0X4iQWds/SnXfeyWWXXcbOnTv5zne+A8DatWt57rnneOmll6IeYCLz+9soXv8ALr2FLFMaVjWYLNkNSWQpaezy1fLQ+qVM/dYsjMZje+tEfNJ0jRXlK6hrriM3LRcDBmgFm8VGbloupbWlrCxfySjnqISa9VCIviTm56mmBXuU6uogNxcUJbjdbg++Li2FlSuDCZQq14FE0PmYUQ61qd1il2u7ECexsM/273//+6xcuZKKigpuuOEGbrnlFmpqanjrrbcoKCiIQYiJa9PWVVT49jFItaF2qmoVlTS1H1/49rJp66peilBEospVRXldORmOjI4P03aKopBuT6esrqzjGQkhRM+L+XlaVRUcepeRcThROvwXQHp6sGepSq4DiUKu7UKIUMLuWQL43ve+x/e+971ox9Ln7D9YjU8PkGy0hNyfolqp8zex/2B1D0cmuqOxtRGv30uKKSXk/hRzCnsa99DY2tjDkQkh2sX8PG1sDD6jlBK6fFJSYM+e4PtEQpBruxAilIj6kRsaGvjTn/7Er371K+rr6wH46KOP2LNnT1SDS3SD+2dgUgw0B1pD7vdoXkyKgcH9M3o4MtEdNosNq9GKx+cJud/T5sFqtGKz2Ho4MiFEu5ifpzZbcDIHT+jy8XiC+21yHUgUcm0XQoQSdrL0ySef8I1vfIMlS5bwhz/8gYaGBgD+8Y9/sGDBgmjHl9DGn5vPSNMQvtIa0Th62lENjVqtidNNQxl/bn4vRSgikenIJNuZTbWrGl3Xj9qn6zo17hpynDlkOjJ7KUIhRMzP08zM4Kx31dXQqXx0HWpqgrPhZcp1IFHItV0IEUrYydL8+fO59tpr+eKLL7BarR3bp02bJussdWI0mimcdAsOJYldvlrcgWYA3IFmdvlqcShJzJs0XyZ3SDCqojIjewbOZCeltaW4vcEp891eN6W1pTiTnRRkF8gDwEL0opifp6oanB7c6QxO5uBygd8f/FlaGtxeUCCTOySQzseMy+vCr/lxeV1ybRfiJBb2Gf/BBx8we/bsY7afeuqp7Nu3LypB9SXTp8xhyYWLyTWfikv3AuDSvYw2p7PkwsWyzlKCyknLoXBcIecMPYd6b3Aoar23nryheRSOK5S1OISIAzE/T3NyoLAQzjkHDhyAzz8P/szLC26XdZYSzpHHzIGWA3x+4HMOtByQa7sQJ7GwJ3iwWCwhF5/9/PPPSUtLi0pQfc30KXOY+q1ZbPhgFQe/gscufYSJ5+dLj1KCy0nLYZRzFLsP7GbH+ztYOHkhIwaOkG8dhYgjMT9Pc3KC04NXVQUnc7DZgkPvpEcpYbUfM1WuKhpbG7FZbGQ6MuXaLsRJKuwz/wc/+AH33nsvPp8PCE6nWVVVRVFREZdffnnUA+wrjEYzE84rAGDCeQWSKPURqqJ2jF+XD1Mh4lPMz1NVheHDYcyY4E9JlBKeqqgMTx3OmMFjGJ46XK7tQpzEwj77H3jgAZqamhg0aBAtLS1861vfYuTIkdhsNhYvXhyLGIUQQgghhBCix4U9DM/hcPDmm2+yfv16PvnkE5qamsjLy+Oiiy6KRXxCCCGEEEII0Ssi7leeNGkSN9xwA//7v/8ridIJqKyrIPv+EQBk3z+CyrqKXo7oxPk1P+ur1vNK6Susr1qPX/P3dkhxo83nZeW6JwBYue4J2nzeXo7oxGm6RmVDJdv3b6eyoRJN147/S0IIIYQQYdACfqrKNgJQVbYRLZBY95Fh9ywVFxd/7f7CwsKIg+mr7Pck0ah5STIkAbDXV8+Ih07HplpxL2rp5ei+3urPVlO8pZiK+gp8AR8mg4mRA0ZSOLaQ6aOm93Z4vWr5q3fxwEcP48LHn85+hhvWFbFg3R3ckncjc75/b2+H97XKastYUb6C8rpyvH4vVqOVbGc2M7JnyGxPQgghhIiKss2rWfFGMRVN1eRPvI/Ff5/NyH4ZzLi4kJxxiXEfGXay9Mc//vGo19XV1QwdOhSj0YiiKJIsddKeKIXSqHmx35MUtwnT6s9WU/RWEa5WF4NSBpFsSqbZ10xpbSlFbxUBnLQJ0/JX72LhB0towU+awQFAEib2BFws/GAJQNwmTGW1ZRRvLqauuY4MRwYpphQ8Pg8le0uodlXL9LhCCCGE6LayzaspfqWIOr+L4cnpAAw0OSg5WEr1K0UUQkIkTGEPw9u9e/dRf5KSknj33XfZvXs3u3btikWMCauyruJwoqR02nnodaPmjcsheX7NT/GWYlytLrJSs7Bb7BhVI3aLnazULFytLh7a8tBJOSSvzeflgY8eDiZKagpJSnBmwyTFTJqaQgt+ln60LC6H5Gm6xoryFdQ115GblovdYsegGrBb7OSm5VLXXMfK8pUyJE8IIYQQEdMCfla8UUyd30WuPQub2Q6AzWwn155Fnd/FyjceSoghed2eC1NROmcBot0Fj40PJkVdVdGhfRc8Nr4Hozoxm2o2UVFfwaCUQaidpsFVVZW05DS+qP+CTTWbeinC3rNq/ZPs09zYFDNqp1NIRaWfYmKv5mLV+id7KcKuVbmqKK8rJ8ORccy5qygK6fZ0yurKqHJV9VKEQgghhEh0VWWbKHdVkGEZhNLpXklBJd2SRpnrC6rK4v8+slvJ0gcffIDH42HAgAHRiqdPOeg/dvHe7ryvJ+1v2o8v4CPZlBxyf4o5BV/Ax/6m/T0cWe+rPlhJQNexKKFHsVoVEwFdp/pgZc8GdgIaWxvx+r2kmFJC7k8xp+D1e2lsbezhyIQQQgjRVzQ27Mer+Ugxd3EfaUrBq/lobIj/+8iwn1k655xzUBSFlpYWKioquOqqq0hNTY1BaImvv9FOi+/ACb0v3gzuNxiTwUSzrxm75dj4PG0eTAYTg/sN7oXoeldG/+EYFIVW3U+yYjhmv1f3YVAUMvoP7/ngjsNmsWE1WvH4PF22q9VoxWax9UJ0QgghhOgLbKmDsaomPG1d3Ef6PFhVE7bU+L+PDLtnqaCggPz8fH7+85+zatUq/va3v8Uirj7h/dmbQCf4J5RD+96fHX9dkOPTxzNywEi+8nyFph39/IqmadQ213L6gNMZnx5/QwhjLX/SLIaodhr1NjQ61Q0aTbqPoaqD/EmzeinCrmU6Msl2ZlPtqkbXjz4wdV2nxl1DjjOHTEdmL0UohBBCiESXmTOebMdIqlu/Qu90r6SjUdNaS47jdDJz4v8+MuyepUWLFsUijj5puHMkNtUanOShc8J06LVNtTLcObLHYzseo2qkcGwhRW8VsathF2nJaaSYU/C0eahtrsVhcTBv7DyMatiHUMIzm6zckncjCz9YQq3mwXmod6lZb6VO85CEkfl5czGbrL0c6bFURWVG9gyqXdWU1paSbk/vaNcadw3OZCcF2QWoSrcfZxRCCCHESUo1GJlxcSHVrxRR6t7FsEOz4bnb3HzZXIPT6KDg4nmohvi/jww7wk8++eRr95955pkRB9MXuRe1dDl9eLyvs9Q+LXj7Okt1zXWYDCZGp41m3th5J+204XB4WvD2dZYAvPhJN6QyP29u3E4bDpCTlkPhuMKOdZb2NO7BarSSNzSPguwCmTZcCCGEEN2WM246hdCxzhJAvc9FXv/RFFw8LyGmDYcIkqWzzz67Yxat9mE8iqKg6zqKohAIBKIbYR/gXtRCZV0FU574NgBDTQNYe8M7cdmj1Nn0UdOZevpUNtVsYn/Tfgb3G8z49PEnZY9SZ3O+fy+zpv6KVeuegkZ4ZPIS8ifPjMsepc5y0nIY5RxFlauKxtZGbBYbmY5M6VESQgghRNTkjJvOqPOmsvvTDezYfZCFP32MEaMnJkSPUruwI500aRLbtm3j9ttv56qrrpKpw0/QcOdIym/dzZo1ayi/dTcmk6m3QzphRtXIpMxJvR1GXDKbrBRMvo41a9ZQMPm6hGpXVVEZnjq8t8MQQgghRB+mGoxk5kxgx+41ZOZMSKhECSKY4OG9997j6aef5umnn+bHP/4xNTU1DBs2rOOPEEIIIYQQQvQFEY25ueyyyygtLeWqq64iPz+fyy67jIqKimjHJoQQQgghhBC9JuIHFIxGIzfddBMVFRWMGDGCvLw8brrppiiG1rdoukaVqwqAKlcVmq4d5zfC4/e3sX7zS7zy+lLWb34Jv78tquXHkqZrVDZUsn3/diobKqNeN7EU63YVQggRmlx/hRA9IexBg/379w/5nFJraysPPfQQDz74YDTi6lPKastYUb6CiroK8tV8Fq9bzEjnSGZkz4jKzGOr1y6neP0DVPj24dMDmBQDI18fQuGkW5g+ZU4U/gWx01435XXleP1erEYr2c7sqNVNLMW6XYUQQoQm118hRE8JO1n64x//KJM6hKGstozizcXUNdcx3D4cWmFg0kBK9pZQ7aqmcFxhty7sq9cup+jthbj0FgapNpKNFpoDrZS27aHo7YUAcZswHVk3GY4MUkwpeHyeqNVNLMW6XYUQQoQm118hRE8KO1m69tprYxBG36TpGivKV1DXXEduWi4GDNAKNouN3LRcSmtLWVm+klHOURFN2ez3t1G8/gFcegtZpjTUQ6Mq7YZk+hms7PLV8tD6pUz91iyMRnO0/3nd0rlu2hNwu8UelbqJpVi3qxBCiNDk+iuE6GlhX0mefvrpkNv9fj8LFizobjx9SpWrivK6cjIcGcf0ximKQro9nbK6so4x1+HatHUVFb59DFJtHYlSOxWVNLUfX/j2smnrqoj/DbES67qJpUSOXQghEplcf4UQPS3sZKmwsJAf/ehHHDx4sGPbZ599xrhx43juueeiGlyia2xtxOv3kmJKCbk/xZyC1++lsbUxovL3H6zGpwdINlhCl69a8ekB9h+sjqj8WIp13cRSIscuhBCJTK6/QoieFnayVFJSQk1NDWPGjOHNN99k2bJl5OXlkZ2dzccffxyLGBOWzWLDarTi8XlC7ve0ebAardgstojKH9w/A5NioDnQGrp8zYtJMTC4f0ZE5cdSrOsmlhI5diGESGRy/RVC9LSwk6XTTjuN999/n8suu4ypU6dy880386c//Ym///3vOByOWMSYsDIdmWQ7s6l2VaPr+lH7dF2nxl1DjjOHTEdmROWPPzefkaYhfKU1onH0lKkaGrVaE6ebhjL+3PyI/w2xEuu6iaVEjl0IIRKZXH+FED0toqcf//Wvf/H8888zYcIEUlNTefLJJ/nvf/8b7dgSnqqozMiegTPZSWltKW6vGwC3101pbSnOZCcF2QURP4RqNJopnHQLDiWJXb5aXAEPfj2AK+Bhl68Wh5LEvEnz425yBzi2blxeF37Nj8vrikrdxFKs21UIIURocv0VQvS0sK8ms2fP5kc/+hFFRUWsW7eOTz75BLPZzJgxY3jxxRdjEWNCy0nLoXBcIecMPYd6bz0A9d568obmRWV60+lT5rDkwsXkmk/Fpbfwpb8Ol97CaHM6Sy5cHLfThsPRdXOg5QCfH/icAy0HolY3sRTrdhVCCBGaXH+FED0p7KnD33//fTZv3sxZZ50FwJAhQ1izZg3Lli1j5syZ/PjHP456kIkuJy2HUc5R7D6wmx3v72Dh5IWMGDgiat98TZ8yh6nfmsWmravYf7Cawf0zGH9uflz2KHXWXjdVrioaWxuxWWxkOjIT4lvBWLerEEKI0OT6K4ToKWEnS1u3bsViOXb2tblz53LRRRdFJai+SFVUMh2Z7GBHTJIBo9HMpHE/imqZPUVVVIanDu/tMCIS63YVQggRmlx/hRA9IewrS6hEqd2oUaO6FYwQQgghhBBCxIuwe5by8vK+dv9HH30UcTBCCCGEEEIIES/C7lnavn07O3fu5MILLyQ/P/+YPyK0Z7b9Fcd9wanVHfc5eGbbX6NafrOvmXvfuZdrV1zLve/cS7OvOWpl17fUM+2ZaYx+eDTTnplGfUt91MoGaPN5eentZSz9x2289PYy2nze6BXu98P69fDKK8Gffn/0yiZYNz984YcA/PCFH0a9bmJJ0zUqGyrZvn87lQ2VaLp2/F86CXj9Xp7Y+gQAT2x9Aq8/isej6BV+bzMb/74EgI1/X4LfG73ro+g9mq5R5aoCoMpVFd1rWIw/O0QXNA2qgm1KVVXwtYg9TYPKSti+PfgzyvXubnUzd81cAOaumYu71R3V8mNN0TsvVHAcn332GbfddhubNm1i0aJF/OIXv8BgMMQqPu6++27uueeeo7aNGjWK8vLyE/p9t9uNw+HA5XJht9tjEeJxKfcoACQpSTx31nNc+fGVtOgtAOiLwqr+kOasnsPT257GGzh8U2c1WLn27GtZPn15t8o+77Hz2Lpv6zHbzx1yLh/O/rBbZQMsf/UuHvjoYfZpbgK6jkFRGKLauSXvRuZ8/97uFb56NRQXQ0UF+HxgMsHIkVBYCNOndzv29rpJUpN47sznuPKTK2nRWqJWN7FUVlvGivIVlNeV4/V7sRqtZDuzmZE946SeSequ/9zFwx88jM/n45kxz3D19qsxmUzceP6N3Pudbh6PolesfnAOxWVPU91P4b5vPsft711JRpNOYc61TL+pe9dH0Xvar2EVdRXkq/ms0lYx0jkyOtewGH92iC6UlcGKFfgqKliTn8+0VaswjRwJM2ZAzsn7uRRzh+qd8nLwesFqhezsqNX7tGem8frO17Gq1o57Ja/mZeppU1lz9Zoo/APCF25uEHbP0qhRo/jnP//JCy+8wFNPPcUZZ5zBq6++GlGwJ2r06NHs3bu348/69etj+vdFk3KPAhrQOUk/tK09kYrUnNVzePyjx/EGvKioGBUjKiregJfHP3qcOasjnzq8q0QJYOu+rZz32HkRlw3BRGnhB0vYE3CRjAmnmkwyJvYEXCz8YAnLX70r8sJXr4aiIigthdRUGDYs+LO0NLh99epuxR7ruomlstoyijcXU7K3BGeyk1EDR+FMdlKyt4TizcWU1Zb1doi94q7/3MWSDUtweV2YVBMAJtWEy+tiyYYl3PWfbhyPolesfnAORTsfp7SfF0db8OPO0aZS2s9L0c7HWf1g/C6tILp25DVsYNJAAAYmDYzONSzGnx2iC2VlwQS1pAQGBtuUgQODr4uLg/tF9B1Z704njBoV/Bmlep/2zDRe2/kaOp0WkEbntZ2vMe2Zad0qv6dEPHXMhRdeyNatW1mwYAE33HAD3/nOdygpKYlmbB2MRiNDhgzp+ON0OmPy90TbUUPtOudEShfvC0Ozr5mntz2NpmuYFBMmgwmDasBkMGFSTGi6xl+2/SWiIXn1LfVdJgPttu7bGvGwszaflwc+epgW/KSpKSQrFgwYSFYspKkptOBn6UcRDsnz+4MnucsFWVlgt4PRGPyZlRXc/tBDEQ+riHXdxJKma6woX0Fdcx25abnYLXYMqgG7xU5uWi51zXWsLF950g3J8/q9PPzBw/gDflJMKZgPTbtvNppJMaXgD/hZ9sEyGZKXQPzeZorLnsZl1sjymLDrwQTYrpvI8phwmTUeKv2LDMlLMJ2vYTaLDQCbxdb9a1iMPztEFzQt2LNRVwe5uWALtik2W/B1XR2sXClD8qKtc73b7WAwBH9God7drW5e3/l6x2vl0I2vcsQN8Os7X0+IIXlhT/Awf/78Y7ZNmzaNZ599lrFjx+Lz+aIS2JG++OILTjnlFKxWKxMmTOB3v/sdmZmZId/b2tpKa2trx2u3O9gIPp8vJrF9netf/QVJShIcGqWYpCYd9fPI9/1k9JVhl790/VIUXSFFTcFkMB29UwVfwIemayxdv5SiSUVhlf3zV35+TJxdve/ln7wcVtkAq9Y9hQsfaQYHScqx60E5FQMNtLFq3VMUTL4uvMI3boTqakhPD3Ynd5aeHhwLvWEDTJgQduyd66ardo20bmKpylVFRV0Fw+3DMWCg05c9DLMN44u6L9h9YDeZjtDnWF/01Nan8Pl8OEwOzEYzVjV43FhVKxjBgIE2XxtPffgU150b5vEoesXG55dS3U8hvS0Fq9GEyRBs0/af6T4fVTaNDc8vZcJPw7s+it7T+Rqm6sHvfFVdBaWb17AYf3aILlRVBYc8Dh8OBgM+Ndim7T8ZNgy++AJ274Yu7v1EBDrV+zG6We+3vn5rx2epgnLMvVJ7b9Otr9/KsmnLIvs3RCjcfCDsZ5YuvPDCr93/9ttvhxXA8bz22ms0NTUxatQo9u7dyz333MOePXvYsWMHtvZvH44Q6hkngGeffZbk5OSoxiaEEEIIIYRIHM3NzVx11VUn/MxS2MlSb2toaGDYsGEsXbqUWbNmHbM/VM9SRkYGdXV1PT7Bg+M+x1Hf3CepSTw15ilmbp9Ji9ZyeIcCrttdYZe/ZP0Sfrv+t6iox/YscahnCY1fTfpV2D1LP3zhh7y5+83jvu+7I74bUe/JynVPcMO6IpIwhexZatZb8eLnkclLIutZmj0bHI5gd3JnbndwOMVjj0X07WDnuklSk3jqjKeYuePodo20bmKpylXF4nWLGZg0sGP4ypHcXjf13noWTl54UvUsPbH1CYreKsKkmjp6lv7v9P/jl1/8Eq/mpdXfil/zs+SiJdKzlCA2/n0Js7f/Fkebil0P9ixd/51Hefw/v8AX8OJWfbhMGo+N+ZX0LCWQztcwVVcZ0ziG7bbtaIrWvWtYjD87RBeqqmDx4uAzSjYbPlXlzTFj+O727Zg0LVjv9fWwcKH0LEVTp3o/Rjfrfe6auTzzyTPA4Z6lJ894klk7ZtGitXT0LF195tU93rPkdrtxOp0nnCyFPQzP5XIRCAQYMGDAUdvr6+sxGo0xT0hSU1P5xje+QUVFRcj9Fosl5MK5JpMJk+nYhCKWHv/+o/xs1TXByRyOeEapRWsJ3lTrgAp/+8FfIopt/qT5LH5/MZ6AB5NuQlUPP4KmaRo+3UeSIYn5k+aHXf6fL/8zA38/8ITeF0ns+ZNnsmDdHewJuEhTU1CPeHxOQ6NO85BuSCV/8szwy584ETIygg/kZmXBEfWCpkFNDYweHXyfMexToMu66WjXI97X08fc8YwYOIKRzpGU7C0hNy0XRTl8YOq6zpeNX5I3NI8RA0egKhE/0phwZp43kzvevQOX10UKKR1XRq/mpdnfjMfnIdWayszzZmIyxlebitAmXjGfjI2LKe3nIctzuM18AS9ev4eaFB+jG5OYeMV8jHF2noqudb6GtX+2aopGgED3rmEx/uwQXRgxIjjbYElJ8FmZQ0yahikQgC+/hLy84PvUk+dzKeY61/sR9wPoerfr/f6p9/OnbX86ZnKHFq2FZi34rKiCwv1T7+/xe6Vw/76w//VXXHEFzz///DHbX3zxRa644opwiwtbU1MTO3fuZOjQoTH/u7rr6rP/3+EXnfvv9C7eF4ZkUzLXnn0tqqLi0334Aj4CWgBfwIdP96EqKtecfQ3JpvCHHw5IGsC5Q8792vecO+RcBiQN+Nr3dMVssnJL3o0kYaRW8+DRvQQI4NG91GoekjAyP28uZlOIcePHYzQGp3h1OGDXruA3gX5/8OeuXcHt8+ZF/GEX67qJJVVRmZE9A2eyk9LaUlxeF37Nj8vrorS2FGeyk4LsgpMqUQKwGq3ceP6NGA1GPD4Prf5g73SrvxWPz4PRYGTu+XOxGiM4HkWvMFqTKcy5Fkebyq4UH241OEbdrfrYleLD0aYyL/cajFYZnp1IOl/D3N7gc8lur7v717AYf3aILqhqcJpqpzOYqB561hy3O/ja6YSCAkmUoq1zvR95vEeh3u0WO1NPm9rxuj1pOjJ5mnraVOyW3lnWJxxh18DmzZtDPrf07W9/m82bN0clqCPdeuutvPvuu1RWVrJhwwZmzJiBwWDgyivDnxChN+iL9GAtd67pQ9u6u87S8unLuT7veqwGKxoaft2PhkaSIYnr867v1jpLH87+sMukIBprCc35/r0sPr+IUw0OWvBTpzXTgp90QyqLzy/q3jpL06fDkiXBb0tcruA3JC5X8FvBJUu6vVZGrOsmlnLScigcV8g5Q8/hQMsBPj/wOQdaDpA3NI/CcYUn7TpL937nXoomFuGwOvBrwdmu/JqfVGsqRROLZJ2lBDT9puUsOe16cpusuEzBGZ1cJo3RjUksOe16WWcpQR15Dav3BmcdrffWR+caFuPPDtGFnJxgonrOOcGhXxD8mZcX3C7rLMXGkfV+4AB8/nnwZ5Tqfc3Va7j0tEuPmgEPgj1Kl552aa+tsxSusJ9ZSklJYdOmTYwZM+ao7du3b2fcuHE0N0d3GtYrrriC9957jwMHDpCWlsakSZNYvHgxp5122gn9fjwsSgvB6cGvf/UXHQtyPf79RyPuUQql2dfM/e/fz66Du8jqn8WtF9waUY9SKPUt9Vz9ytV82fAlw1KH8czlz0S116TN52XV+iepPlhJRv/h5E+aFVmPUih+P2zaBPv3w+DBMH58VL8VrG+p5+ev/JyZtpk81fgUf778z3HZoxSKpmtUuapobG3EZrGR6cg86XqUQvH6vTz14VOcuv9U9gzew8zzZkqPUoLze5vZ8PxSDvYfQ/+D24ND76RHKeFpusbuA7vZ8f4OzrjgjOgOH47xZ4fogqbh272bNTt2MO2MMzDJ0LueoWnBZ5gaG4PPL2VmRrXe3a1ubn39Vr7H9/gX/+L+qff3ao9SuLlBRLPhnXHGGTz00ENHbZ87dy6ffPIJ69atCy/iGIuXZAmCUxWuWbOGadOmxd2zLCJy0q59j7Rp3yNt2jdJu/Y90qZ9Uzy1a7i5Qdhfk/zmN7/hoosu4uOPP2bKlCkArF27lg8++IA33ngj/IiFEEIIIYQQIg6F3cd2wQUXsHHjRjIyMnjxxRd59dVXGTlyJJ988gmTJ0+ORYxCCCGEEEII0eMiGoB79tln8/e//z3asfRp+5r2UfBMAQuGLmDyk5NZefVKhvQbEr2/IIbjTdsCbawqX0W1u5oMewb52fmYDceujRSPYv1cjl/zs7FmIwAbazYycdhEjKqMa09k7ccMBNd0OdmmUe8tsTxXpU37Ji3gp6oseP2tKtvIiNETUQ1y/RVCRNcJX1Xc7VM5HkdvPxcUjzKXZlLdWE2SmgRD4ZPaTxj6wFAybBlUza/q/l9QVgYrVkB5OXi9YLVCdnZwSshuzmSyfMtyHtj0APua9hHQAhhUA0PWDuGW8bcwZ+yc7sceQ2W1ZawoX0F5XTlevxer0Uq2M5sZ2TOiMuPb6s9WU7ylmOqD1dw37D5mvzqbjP4ZFI4tZPoomTEpEbUfMxV1FeSr+Sxet5iRzpFRO2ZEaLE8V6VN+6ayzatZ8UYxFU3V5E+8j8V/n83IfhnMuLiQnHFy/RVCRM8JJ0upqalHLWDZma7rKIpCIBCISmB9RXuiFEp1YzWZSzO7lzCVlUFxMdTVBRfTS0kBjye4yFh1dbemfly+ZTkL315Ii68Fm9mGxWih1d/KHvceFr69ECBuE6ay2jKKNxdT11xHhiODFFMKHp+Hkr0lVLuquz297OrPVlP0VhGuVhfp/dIBcFgdlNaWUvRWEYAkTAnmyGNmuH04tMLApIFRO2ZEaLE8V6VN+6ayzaspfqWIOr+L4cnB6+9Ak4OSg6VUv1JEIUjCJISImrD6q19++WUGDEiMaZHjwb6mfV0mSu2qG6vZ17QvsiF5mhbsUaqrO3r1Zbs9+Lq0FFauhFGjwh6S1xZo44FND9DiayEtOQ310O8nm5OxGq3UNteydNNSZp07K+6G5Gm6xoryFdQ115GbltuR5NstdnLTcimtLWVl+UpGOUdFNBTHr/kp3lKMq9VFVmoWVjU4rbTdbCcrNYtdDbt4aMtDTD19qgzJSxCdjxkDBmgFm8UWlWNGhBbLc1XatG/SAn5WvFFMnd9Frj0Lw6Hrr81sJ9eYRal7FyvfeIhR502VIXlCiKgI60pywQUXMGjQoFjF0udc+rdLT/h9JXNKwv8LqqqCQ+8yMg4nSu0UBdLTgz1PVVUwfHhYRa8qX8W+pn3YzLaORKmdqqr0M/djb9NeVpWv4kejfxR+7DFU5aqivK6cDEfGMb2hiqKQbk+nrK6MKlcVw1OHh13+pppNVNRXMChlUMi6SUtO44v6L9hUs4lJmZO6808RPeSYY+aIBRWiccyI0GJ5rkqb9k1VZZsod1WQYRmE0mmOKgWVdEsaZa4vqCrbxPAz5PorhOg++TothvY27o3q+47R2Bh8RiklJfT+lJTg/sbGsIuudlcT0AJYjJaQ+61GKwEtQLX763vOekNjayNev5cUU+h6STGn4PV7aWwNv14A9jftxxfwdbnob4o5BV/Ax/6m/RGVL3perI8ZEVos613atG9qbNiPV/ORYu7i+mtKwav5aGyQ668QIjokWYqhobahUX3fMWy24GQOHk/o/R5PcL/NFnbRGfYMDKqBVn9ryP1evxeDaiDDnhF22bFms9iwGq14fKHrxdPmwWq0YrOEXy8Ag/sNxmQw0exr7rJ8k8HE4H6DIypf9LxYHzMitFjWu7Rp32RLHYxVNeFp6+L66/NgVU3YUuX6K4SIjhNOlhRF+doJHsSxXvvZa1F93zEyM4Oz3lVXg64fvU/XoaYmOLlDZmbYRedn5zOk3xAa2xrRNO2ofZqm0dTWxNB+Q8nPzo8s9hjKdGSS7cym2lWN3qledF2nxl1DjjOHTEf49QIwPn08IweM5CvPVyHrpra5ltMHnM749PER/xtEz4r1MSNCi2W9S5v2TZk548l2jKS69St0jr7+6mjUtNaS4zidzBy5/gohouOEn1nSdZ1rr70WiyX0sKx2//jHP7odVF8xpN8QMmwZXzvJQ4YtI/L1llQ1OD14dXVwMof09MOz4dXUgNMJBQURrbdkNpi5ZfwtLHx7IbXNtfQz98NqtOL1e2lqayLJlMT88fPjbnIHAFVRmZE9g2pXNaW1paTb00kxp+Bp81DjrsGZ7KQguyDih7qNqpHCsYUUvVXEroZdpKcEZ2Nyt7qp8dTgsDiYN3aeTO6QQDofM8NswwBwe9182fhlt48ZEVosz1Vp075JNRiZcXEh1a8UUerexbBDs+G529x82VyD0+ig4OJ5MrmDECJqTvhqcs0118Qyjj6ran5Vl9OHR2WdpZyc4PTg7ess7dkTHHqXlxdMlLqxzlL7tODt6yw1tTVhUA2k29OZP35+3E4bDpCTlkPhuMKOtVv2NO7BarSSNzSPguyCbk8X3D4tePs6SwCuVhej00Yzb+w8mTY8AR15zFTUVYAK9d76qB0zIrRYnqvSpn1TzrjpFELHOksA9T4Xef1HU3DxPJk2XAgRVYreeXxCH+N2u3E4HLhcrl5dMHdf0z4KnilgwdAF/G7v71h59crIe5RC0bTgrHeNjcFnlDIzI+pRCqUt0Maq8lVUu6vJsGeQn50flz1KoWi6RpWrisbWRmwWG5mOzKh+k+zX/Gz4cgMHPzlI/zP7M3HYROlRSnCarrH7wG52vL+DMy44gxEDR0jvQw+I5bkqbdo3aQE/uz/dwI7dBzljRH9GjJ4oPUp9gM/nY82aNUybNg2TydTb4Ygoiad2DTc3kKtKDxnSbwjrZq1jzZo1rJu1LvoHiqqGPT34iTIbzHE3PfiJUhU1ptMCG1UjE9InsOaTNUxInyCJUh+gKiqZjkx2sCPqybXoWizPVWnTvkk1GMnMmcCO3WvIzJkgiZIQIibkE0MIIYQQQgghQpBkSQghhBBCCCFCkGSph2zY/R6p9zkASL3PwYbd70W1/LZAGy99+hJLNy7lpU9foi3QFrWyvX4vy7Ys47Y3bmPZlmV4/d6olQ3g9tQz89FpXPj70cx8dBpuT33UytZ0jcqGSrbv305lQyWarh3/l8Isv8oVnKSjylUV9fITVazrPZa8bc088eYSAJ54cwneLtZzEdEVy2PGr/nZWLMRgI01G/Fr/qiVnfA0DSorYfv24E8tcc5Vuf4KkRiafc0sWR/8XF2yfkmX61TGK5ngoQco9yigQZIhiefOeo4rP76SlkALqKAv6n71L9+yvGPGuoAWwKAaGNJvCLeMv6XbM9bd9Z+7ePiDh3G3utF1HUVRsFvs3Hj+jdz7nXu7Hfu0pefxumsr+hFLeCk6THWcy5r5H3ar7LLaso4Ztrx+L1ajlWxnNjOyZ0RlFqz28ivqKshX81mlrWKkc2TUyk9Usa73WLrrxTk8XPY0PkXhmbOe4+qPr8Sk69yYcy33/nh5b4fXZ8XymFn92eqOWSvvG3Yft395Oxn9MygcWyizVpaVHZ5J1esNzqSanR1ckqIbM6n2BLn+9l3xNBGA6L45q+fw9LanUXSF5858jis/uRJd0bn27GtZPr13PlfDzQ2kZynG2hOlkLRD+7th+ZblLHx7IXvce0g2JuNMdpJsTGaPew8L317I8i2RH4h3/eculmxYgsvrwqSaSDYlY1JNuLwulmxYwl3/uatbsU9beh6vubbSOV3UgddcW5m29LyIyy6rLaN4czEle0twJjsZNXAUzmQnJXtLKN5cTFltWbdiP7L8gUkDARiYNDBq5SeqWNd7LN314hyWfPo4Ls2L6dCl0YSKS/Oy5NPHuevF+J0qP5HF8phZ/dlqit4qorS2FIc12LPvsDoorS2l6K0iVn+2Olr/jMRTVgbFxVBSElyTb9So4M+SkuD2svg9V+X6K0RimLN6Do9/9DjegBf10Oeqioo34OXxjx5nzurE+FyVZCmGNux+73Ci1Dknan+tEfGQvLZAGw9seoAWXwtpyWkkm5MxqAaSzcmkJafR4mth6aalEQ3J8/q9PPzBw/gDflJMKViMFgyqAYvRQoopBX/Az7IPIh+S5/bU87pra/CFEqyO9j/tdfO6a2tEQ/I0XWNF+QrqmuvITcvFbrFjUA3YLXZy03Kpa65jZfnKiIdsdC7fZrEBYLPYolJ+oop1vceSt62Zh8uexo9GimLCTPDbTDMmUhQTfjSWlf1FhuRFWSyPGb/mp3hLMa5WF1mpWdjNwW8P7WY7WalZuFpdPLTloZNzSJ6mBXuU6uogNxfsdjAYgj9zc4PbV66MyyF5cv0VIjE0+5p5etvTaLqGSTFhMgQ/V00GEybFhKZr/GXbXxJiSJ4kSzE06a/fOiIDCOHQvkl//VZE5a8qX8W+pn3YzDbUTmsqqapKP3M/9jbtZVX5qrDLfvKjJ3G3ujEbzCHLNhlMuFpdPPnRkxHFftPfrg4OvVO6yCMV0JXg+8JV5aqivK6cDEcGinJ06YqikG5Pp6yurGOse7yVn6gSuV6eXHs/bt2LWVE7vv1qp6JiUlRcegtPrr2/lyLsm2J5zGyq2URFfQWDUgaFvIalJafxRf0XbKrZ1K1/Q0KqqgoOvcvIgE71jqJAenqwZ6kq/s7VRL7OCHEyuf/9+zt6lEJdg1VUWgIt3P9+/H+uSrIUQyf6NFKkTy1Vu6sJaAEsRkvI/VajlYAWoNpdHXbZlQ2V6Lre5bpBJtWErutUNlSGXTbAbveXUX3fkRpbG/H6vaSYUkLuTzGn4PV7aWxtDLvsnig/USVyvVQe3IWug7GLS6IJFV0Pvk9ETyyPmf1N+/EFfCSbkrss2xfwsb9pf9hlJ7zGxuAzSimh652UlOD+xvg7VxP5OiPEyWTXoc/Lrta1a9++KwE+VyVZiqETfRop0qeWMuwZGFQDrf7WkPu9fi8G1UCGPSPssoenDkdRlC6HqPg0H4qiRLyI5Aj7sKi+70g2iw2r0YrH5wm539PmwWq0dgzfiLfyE1Ui18vw/lkoCvi7eMDQh4aiBN8noieWx8zgfoMxGUxdDvHwtHkwGUwM7jc47LITns0WnMzBE7re8XiC+23xd64m8nVGiJNJ1qHPy66GxLZvz0qAz1VJlmJo/f97N9ht1FXX0aF96//fuxGVn5+dz5B+Q2hsa0TrNLZc0zSa2poY2m8o+dn5YZc9K28WdoudtkBbyLJ9AR8Oi4NZebMiiv3Bnz2DcujfH2qCB/TgrHgP/uyZsMvOdGSS7cym2lVN58kedV2nxl1DjjOHTEdmRLHHuvxElcj1MmvKrdgVK226htYpYdLQ8OkaDiWJWVNu7aUI+6ZYHjPj08czcsBIvvJ8FfIaVttcy+kDTmd8+vhu/RsSUmZmcNa76mroPCGurkNNTXA2vMz4O1cT+TojxMnk1gtuxWqwoqGFvAZraCQZkrj1gvj/XJVkKYYmjvjm4RoOmREA6qH3RcBsMHPL+FtIMiVR21yLp81DQAvgafNQ21xLkimJ+ePnYzaYwy7barRy4/k3YjQY8fg8eP1eAloAr9+Lx+fBaDAy9/y5WI3WiGK3pwxgquPc4Av9cE7ZnihBcPpwe8qAsMtWFZUZ2TNwJjsprS3F5XXh1/y4vC5Ka0txJjspyC7osms43PLdXjcAbq87KuUnqljXeyxZzcncmHMtRlQ8uo9WfAC04sOj+zCiMjfnGqzm0EO6RGRiecwYVSOFYwtxWBzsatiFu/XQedrqZlfDLhwWB/PGzutyqHGfpqrB6cGdTigtBZcL/P7gz9LS4PaCguD74oxcf4VIDMmmZK49+1pURcWn+/AFgp+rvoAPn+5DVVSuOfuaLodKxxO5msSYvkjvupajsM7SnLFzWHzhYk61n0qLv4W65jpa/C2k29NZfOHibq2zdO937qVoYhEOqwO/5qfZ14xf85NqTaVoYlG311laM/9DLnWcG3KCh0u7uc5STloOheMKOWfoORxoOcDnBz7nQMsB8obmUTiusNvrcBxZfr03OGNfvbc+auUnqljXeyzd++PlFI2+Hodq7RiO50cjVU2iaPT1ss5SjMTymJk+ajpLLlpCblourlYXAK5WF6PTRrPkoiUn9zpLOTlQWAjnnAMHDsDnnwd/5uUFt8fxOkty/RUiMSyfvpzr867v6GECOnqUrs+7vtfWWQqXLErbQzbsfo/vPjOVZ898jqs+uZI3r3494h6lUNoCbawqX0W1u5oMewb52fkR9SiF4vV7efKjJ6lsqGR46nBm5c2KuEcpFLennpv+djW73V8ywj6MB3/2TEQ9SqG0r/De2NqIzWIj05EZ1W8cNV1j94Hd7Hh/B2dccAYjBo6QbzSJfb3HkretmafeWsqpvjHsMW1n5kXzpUepB8TymPFrfjZ8uYGDnxyk/5n9mThs4snZoxSKpgVnvWtsDD6jlJkZlz1Kocj1t2+SRWn7nmZfM0vXL2WMewzb7duZP2l+r/YohZsbSLLUg+QC0DdJu/Y90qZ9j7Rp3yTt2vdIm/ZN8dSu4eYG8hWMEEIIIYQQQoQgyZIQQgghhBBChCDJUg95seQZHPc5AHDc5+DFkvCnxP467lY3M1fN5MI/X8jMVTM7Zn6KBn+bl/WvLuOVp25j/avL8Ld5o1Y2BJ8RWfbavdz27LUse+1evG2h10WJRJvPy0tvL2PpP27jpbeX0eaLbuxtgTZWlq8EYGX5StoCbdErXNOgshK2bw/+1EKvVSCiK6ZtGmtyzITk1/xsrNkIwMaajV2uHyeE6F1yrnZN0zUqGyrZvn87lQ2VXa5fFI+amhtY8NdrAFjw12toam7o3YDCJM8s9QDlHgU0SDIk8dxZz3Hlx1fSEmiJymx4ANOemcbrO19HP2J+cgWFqadNZc3Va7pV9upn7qL4w4epMLjxqTomTWFkwE7heTcy/eruzYYHcNeLc3i47GncuhddB0UBu2Llxpxruz372PJX7+KBjx5mn+YmoOsYFIUhqp1b8m5kzve7H/vyLct5YNMDuJpd/CnnT/xP2f/gSHZwy/hbujULIQBlZbBiBZSXg9cbXCAyOzs43W8cz1KV6GLaprEmx0xIqz9bTfGWYqoPVnPfsPu4/cvbyeifQeHYwpN7Nrw+Ip6egxDdI+dq18pqy1hRvoLyunK8fi9Wo5VsZzYzsmfE/eyPV/zfN3n5wDrMxsP3wG3+Fn44cDLP//K9XolJnlmKM+2JUkjaof3dMO2Zaby287WjEiUAHZ3Xdr7GtGemRVz26mfuomjrEkpNLlIDJoa1JZMaMFFqclG0dQmrn7mrW7Hf9eIclnz6OC7NiwmVZMWICRWX5mXJp49z14uR35wuf/UuFn6whD0BF8mYcKrJJGNiT8DFwg+WsPzV7sW+fMtyFr69kD3uPSQZkwBIMiaxx72HhW8vZPmWbiR6ZWVQXAwlJcH1TkaNCv4sKQluLyvrVuwitJi2aazJMRPS6s9WU/RWEaW1pTish3r2rQ5Ka0spequI1Z+t7uUIhRAg5+rXKasto3hzMSV7S3AmOxk1cBTOZCcle0so3lxMWW38Xt+v+L9v8kL9OgIKh9cX1SGgwAv167ji/6I3K3QsSbIUQy+WPHM4UQq1mBCARsRD8tytbl7f+foRRR7+X7vXd74e0ZA8f5uX4g8fxmX0k+VLwY4Fo2LAjoUsXwouo5+HPox8SJ63rZmHy57Gj0aKYsKCCQMGLJhIUUz40VhW9peIhuS1+bw88NHDtOAnTU0hWbFgwECyYiFNTaEFP0s/inxIXlugjQc2PUCLr4W05DSSTIdurE1JpCWn0eJrYemmpZEN39K0YO9AXR3k5oLdDgZD8GdubnD7ypUyvCrKYtqmsSbHTEh+zU/xlmJcrS6yUrOwm4PfHtrNdrJSs3C1unhoy0MyzEeIXibnatc0XWNF+QrqmuvITcvFbrFjUA3YLXZy03Kpa65jZfnKuByS19TcwMsH1gHBW17Doe0GDt8Cv3JgXUIMyZNkKYZ+8s+fBY+IrjqPDu37yT9/FlH5N71+U0ePktLpL2l/raNz0+s3hV32pn8/SYXBzSCfGbXTYaKikuY38YXBxaZ/PxlR7E+uvR+37sWsqCHLNykqLr2FJ9feH3bZq9Y/yT7NjU0JHXs/xcRezcWq9ZHFvqp8Ffua9mEz21A7rUeiqir9zP3Y27SXVeWrwi+8qio4jCojIzgm8UiKAunpwV6CqqqIYhehxbRNY02OmZA21Wyior6CQSmDQrZpWnIaX9R/waaaTb0UoRAC5Fz9OlWuKsrryslwZKB0ur4rikK6PZ2yujKqXPF3fb/z2esIHGrOzsmGCqCAXw2+L95JspTAdtfvjur7jrS/thKfqpOsh164MUUz4VN19tdWhl02QOXBXeg6GLs4BE2o6HrwfeGqPlhJQNexKKFjtyomArpO9cHKsMsGqHZXE9ACWIyW0OUbrQS0ANXu6vALb2wMPm+SkhJ6f0pKcH9jY/hliy7FtE1jTY6ZkPY37ccX8HW58GGKOQVfwMf+pv09HJkQ4khyrnatsbURr99Liin09T3FnILX76WxNf6u77saKr/+DfoJvi8OSLKUwEYMGBHV9x1pcNpwTJpCsxK629uj+jBpCoPThoddNsDw/lkoCvi7eKDLh4aiBN8Xroz+wzEoCq166Ni9ug+DopDRf3jYZQNk2DMwqAZa/a2hy/d7MagGMuwZ4RduswUfzPd4Qu/3eIL7bbbwyxZdimmbxpocMyEN7jcYk8FEsy/0UF5PmweTwcTgfoN7ODIhxJHkXO2azWLDarTi8YW+vnvaPFiNVmyW+Lu+Z6UO//o3KCf4vjggyVIMvfCDvwUz564mvDu074Uf/C2i8h+c+uBRw+2OLvrw8LwHpz4YdtnjL5nFyICdr0xtaJ0SGg2NWqOP0wMOxl8yK6LYZ025FbtipU3XQpbv0zUcShKzptwadtn5k2YxRLXTqIeOvUn3MVR1kD8pstjzs/MZ0m8IjW2NaJ2eA9E0jaa2Job2G0p+dn74hWdmBmcwq66GzhNV6jrU1ARnNsvMjCh2EVpM2zTW5JgJaXz6eEYOGMlXnq9Ctmltcy2nDzid8enjeylCIQTIufp1Mh2ZZDuzqXZV03nyal3XqXHXkOPMIdMRf9f3X1/1BIZDzdn5a3ENQAejFnxfvJNkKYZ+fM7Vh2u4c8LU/lo99L4I2C12pp429YgiD/+v3dTTpmK3hD9lutFspfC8G3H4jewyeXApXvx6AJfiZZfJg8NvZN55czGarRHFbjUnc2POtRhR8eg+vPgIEMCLD4/uw4jK3JxrsJpDd8t/HbPJyi15N5KEkVrNg0f3EiCAR/dSq3lIwsj8vLmYTZHFbjaYuWX8LSSZkqhtru34NqzZ10xtcy1JpiTmj5+P2WAOv3BVDU717HRCaSm4XOD3B3+Wlga3FxQE3yeiJqZtGmtyzIRkVI0Uji3EYXGwq2FXx0Q37lY3uxp24bA4mDd2HkY19HBdIUTPkHO1a6qiMiN7Bs5kJ6W1pbi8LvyaH5fXRWltKc5kJwXZBahK/F3f+yWn8sOBk4HgLW/gUE9SQDl8C3z5wMn0S07tjfDCcvIdeT1MX6R3PX14FNZZWnP1mpits9S+jlL7Okt1xuDQu9G+VOadN7fb6yzd++Pl8CId6yz59ODQu1Q1ibk513RrnaX2dZTa11lq0oJD79INqczPm9vtdZba19xpX5MHgkO10u3pzB8/v3tr8uTkQGHh4TVz9uwJDqPKywve9J7Ea+bEUkzbNNbkmAmpfW2W9rVbAFytLkanjWbe2Hkn/dotQsQLOVe7lpOWQ+G4wo51lvY07sFqtJI3NI+C7IK4Xmfp+V++B4fWWTqSUQ8mSr21zlK4ZFHaHvJiyTNcu/p6njvzOa785Eqenv54xD1Kobhb3dz0+k3srt/NiAEjeHDqgxH1KIXib/Oy6d9Psr+2ksFpwxl/yayIe5RC8bY18+Ta+6k8uIvh/bOYNeXWiHqUQmnzeVm1/kmqD1aS0X84+ZNmRdyjFLL8QBurSldh3mWmLauN/Nz86PU+aFpwBrPGxuDzJpmZJ13vQG+IaZvGmhwzIfk1Pxu+3MDBTw7S/8z+TBw28aT8lrovkkVp+xY5V7um6RpVrioaWxuxWWxkOjLjskcplKbmBu5+7gYmO3/CuroXuPvKR3q1Rync3ECSpR4kF/W+Sdq175E27XukTfsmade+R9q0b4qndg03N0iMlFQIIYQQQgghepgkS0IIIYQQQggRgiRLPaR83w5OvW8IAKfeN4TyfTuiWr7X28SyZ2/mtofyWfbszXi9TVEr26/5WV+1nldKX2F91Xr8Wuj1iyLl9XtZtmUZt71xG8u2LMPr90at7FjH7tf8bKzZCMDGmo1RLz+mNA0qK2H79uBPLfSaVyeb9nHhEFw9XdOlXnqCpmtUNlSyff92Khsqpd6FEKKP0AJ+qsqC90pVZRvRAgl0r4TMhtcjzPcY8WkBkgxJADTpLeQsH4NJNdC2qPsHzF2PXcHDVS/jNgTQFVBq4c5fP8SNmT/k3tnPd6vs1Z+tpnhLMRX1FfgCPkwGEyMHjKRwbGFUZqe56z938fAHD+NudaPrOoqicOfbd3Lj+Tdy73e6N2NdrGNvL7/6YDX3DbuP2a/OJqN/RtTKj6myssMzp3m9wZnTsrODU1CfpDOnAZTVlrGifAUVdRXkq/ksXreYkc6RzMieEdczDiW69novryvH6/diNVrJdmZLvQshRIIr27yaFW8UU9FUTf7E+1j899mM7JfBjIsLyRkX5/dKh0iyFGPtiVIoPi2A+R5jtxKmux67giU1L+A3gjkQbFA/4DIGWFLzAjxGxAnT6s9WU/RWEa5WF4NSBpFsSqbZ10xpbSlFbxUBdCspuOs/d7FkwxL8AT9mgxmjauxYP2DJhiUAESdMsY79yPLT+6UD4LA6olZ+TJWVQXEx1NVBRgakpIDHAyUlwYVNCwtPyoSprLaM4s3F1DXXMdw+HFphYNJASvaWUO2qpnBcody4x8CR9Z7hyCDFlILH55F6F0KIBFe2eTXFrxRR53cxPDl4rzTQ5KDkYCnVrxRRCAmRMMkwvBgq37fjcKKkdNp56LVPC0Q8JM/rbeLhqpfxq5ASULBgwIABCwZSAgp+FZZVvRLRkDy/5qd4SzGuVhdZqVnYLXaMqhG7xU5WahauVhcPbXko4mFnXr+Xhz94GH/AT4opBYvRgkE1YDFaSDGl4A/4WfZBZEPyYh37MeWbgzOp2M3RKT+mNC3Yo1RXB7m5YLeDwRD8mZsb3L5y5Uk3JE/TNVaUr6CuuY7ctFxsFhsANouN3LRc6prrWFm+UoaGRVnnerdb7BhUA3aLXepdCCESmBbws+KNYur8LnLtWdgO3SvZzHZy7VnU+V2sfOOhhBiSJ8lSDI19bGwwKeqcKLU7tG/sY2MjKv/Jf9yJ2xDAHAC1U1OqqJg0cBn8PPmPO8Mue1PNJirqKxiUMgi10zotqqqSlpzGF/VfsKlmU2Sxf/Qk7lY3ZoM5ZPkmgwlXq4snP3oy7mKPdfkxVVUVHHqXkQFKpwNTUSA9PdjzVFXVO/H1kipXFeV15WQ4MlA61YuiKKTb0ymrK+t4lklEh9S7EEL0TVVlmyh3VZBhGYTS6R5VQSXdkkaZ6wuqyuLwXqkTSZZiqJkT6xU50fd1VnlgF7rS9VhKkw66EnxfuPY37ccX8JFsCr04bIo5BV/Ax/6m/WGXDVDZUImu610uNmdSTei6TmVDZdhlxzr2WJcfU42NwWeUUlJC709JCe5vbOzZuHpZY2sjXr+XFFPoekkxp+D1e2lsPbnqJdak3oUQom9qbNiPV/ORYu7iXsmUglfz0dgQh/dKnUiyFEPJWKP6vs6GD8xC0YPPKIXiU0DRg+8L1+B+gzEZTDT7mkPu97R5MBlMDO43OOyyAYanDkdRlC6Hqvk0H4qiMDx1eNhlxzr2WJcfUzZbcDIHjyf0fo8nuN9m69m4epnNYsNqtOLxha4XT5sHq9HaMTxPRIfUuxBC9E221MFYVROeti7ulXwerKoJW2oc3it1IslSDG2ZvQV0gn9CObRvy+wtEZU/67JfYw8YaDOAxtFj+jU0fCo4AkZmXfbrsMsenz6ekQNG8pXnK7ROz69omkZtcy2nDzid8enjI4s9bxZ2i522QFvI8n0BHw6Lg1l5s+Iu9liXH1OZmcFZ76qrQe90YOo61NQEJ3fIzOyd+HpJpiOTbGc21a5q9E71ous6Ne4acpw5ZDpOrnqJNal3IYTomzJzxpPtGEl161fone5RdTRqWmvJcZxOZk4c3it1IslSDGUPOQOTagi+6JwwHXptUg1kDzkjovKt1n7cmPlDjBp4DDpeJUCAAF4lgMegY9RgbublWK39wi7bqBopHFuIw+JgV8MuXF5Xx0x1uxp24bA4mDd2XpfD6I4bu9HKjeffiNFgxOPz4PV7CWgBvH4vHp8Ho8HI3PPnYjWG3+sW69g7l+9udQPgbnVHpfyYUtXg9OBOJ5SWgssFfn/wZ2lpcHtBQfB9JxFVUZmRPQNnspPS2lLc3kNt6nVTWluKM9lJQXYBqnJy1Uusda73I89VqXchhEhcqsHIjIsLcRodlLp34W479Lna5qbUvQun0UHBxfNQDXF4r9RJ/EeY4NoW+bucPjwa6yzdO/t5eIyOdZZ8anDoXarfyNzMy7u1zlL71NftaxXVNddhMpgYnTaaeWPndXtq7PZpwdvXWfIFgkPvUq2pzD1/brfWWYp17EeWX32wGgBXqytq5cdUTk5wevD2dZb27AkOvcvLCyZKJ+G04QA5aTkUjivsWGcJFeq99eQNzaMgu0Cmr46RI+u9vK6cPY17sBqtUu9CCJHgcsZNpxA61lkCqPe5yOs/moKL5yXEtOEAit557EMf43a7cTgcuFwu7HZ7r8VRvm8H33ziWzxx5lNc98lM3rvu3Yh7lELxept48h93UnlgF8MHZjHrsl9H1KMUil/zs6lmE/ub9jO432DGp4+Paq+J1+/lyY+epLKhkuGpw5mVNyuiHqVQYh27X/Oz4csNHPzkIP3P7M/EYRPjs0cpFE0LznrX2Bh8Rikz86TrUQpF0zV2H9jNjvd3cMYFZzBi4Ajp2egBmq5R5aqisbURm8VGpiMzqvXu8/lYs2YN06ZNw2QyRa1c0bukXfseadO+Rwv42f3pBnbsPsgZI/ozYvTEXu1RCjc3SJC7usSXPeQM9ty+jzVr1rDn9n1RvwBYrf2Ye9Ufo1pmO6NqZFLmpJiUDcEheXPHzo1J2bGO3agamZA+gTWfrGFC+oTESZQgmBgNH97bUcQdVVHJdGSygx1Rv2EXXVMVNaIJXYQQQsQ31WAkM2cCO3avITNnQkIMvTuS3AUIIYQQQgghRAiSLAkhhBBCCCFECJIs9RBlpoLjXgcAjnsdKDOV4/xGeNZX/AflHqXjz/qK/0St7EdeXYTyKwXlDgXlVwqPvLooamUDrP/8rWDcdxyK/fO3olZ2g7eBH734I85/7Hx+9OKPaPA2RK1sgC2fvsGAQ+064F4HWz59I2ple5vdLHt0JrctvpBlj87E2+yOWtkA2yo3YbnHgHKHguUeA9sqo7eKdlugjZc+fYmlG5fy0qcv0RZoi1rZsVb15SeccfcgAM64exBVX37SyxGdOM3XRuWbL7H970upfPMlNF/i1Ht941dMKx7P6N9mMK14PPWNX0Wt7Kr9n3PGfcHpx8+4L5Oq/Z9HrWwIPm9V2VDJ9v3bqWyoRNO14/9SHJTdE+XH0le1lUy5LxuAKfdl81VtZdTK1gJ+KnesZ/v6V6jcsR4t0L3JmPqSWB4zba3NrFy1BICVq5bQ1hp6jZ6TUSJfZx58/vaj7oEffP72qJYfawkxwcOyZcv4wx/+wL59+zjrrLN46KGHGDt27An9bjxM8KAsVMAISYYknjvrOa78+EpaAi3gB31x96tfuUcBDTgy/9IBFfRF3Su/PfZjyo5W7HcpwbI7l6+Dfm/3yv/mU99kXfW6Y7ZPzpjMezPf61bZENt2vesP03j4wOu4zTr6ocWF7W0KNw6cyr23rel27OpdCnqIeld00LpZ78u3LOeBTQ+wr2kfAS2AQTUwpN8Qbhl/C3PGzulW2bHWf4GBBrN2TJumtqkc/N2xM1rGk7KXlrNizQOU+/fhVQNYNQPZxiHMmHYLOT+K73o/b8lItjbvPOZ4PDf5ND4squhW2f3vstCgtB3bprqZg/e2di9woKy2rGMmP6/fi9VoJduZzYzsGd2eyS+WZfdE+bE0cqGdncbGY9r1NL+NisXd+2KpbPNqVrxRTLmrAq/mw6qayHaMZMbFhQkze1esxPKYWf7UHB74/GlcJoU/nfcc//PhlTh8Ord841rmzFwepX9BYkrk60ys74EjEW5uEPc9Sy+88ALz589n0aJFfPTRR5x11llccsklfPVV9L51jKWOZCMU46H93Sm/PVEKRTu0P9KyYx17e6IUcueh/RHqKlECWFe9jm8+9c2Iy4bY1s1df5jGEtdruMw6pgAk+8AUAJdZZ4nrNe76w7SIy4YjEqUQdCW4P1LLtyxn4dsL2ePeQ7IxGWeyk2RjMnvce1j49kKWb4nfD7z2RCmUBrNG/wWGHo7oxJW9tJzify6kRNuDk2RG6U6cJFOi7aH4nwspeyl+670jUQpha/NOzlsyMuKy2xOlUBqUNvrfZYm4bAjeZBRvLqZkbwnOZCejBo7CmeykZG8JxZuLKasti8uye6L8WGpPlELZaWxk5MLIvxgt27ya4leKKDlYitOUyijbMJymVEoOllL8ShFlm1dHXHaii+Uxs/ypOSyseJw9Ri9JWvDWNElT2WP0srDicZY/Fd9f+MRSIl9nYn0f2VPiPllaunQp1113HT//+c/Jzc3l0UcfJTk5maeeeqq3QzsuZeYRB0nn46H9tZGIh+Str/jP4USpq/I1IhqS98iri04o9kiH5K3//K3D5XRVvkJEQ/IavA1dJkrt1lWvi3hI3pZP3zihuolkSJ632c3DB17Hr0KKHyy6ggEFi66Q4ge/CssOvB7xkLxtlZsOJ0pdxK4rRDQkry3QxgObHqDF10JachrJ5mQMqoFkczJpyWm0+FpYumlpXA7Jq/ryk8OJUhf10mDW4nJInuZrY8WaB6hTW8glDbshWO92QzK5pFGntrByzdK4HJJX3/jV4USpi3rf2rwzoiF5Vfs/P5woddWmSlvEQ/I0XWNF+QrqmuvITcvFbrEH691iJzctl7rmOlaWr4xoOEssy+6J8mPpq9rKw4lSF+2609gY0ZA8LeBnxRvF1Pld5NqzgvWiGIP1Ys+izu9i5RsPnZRD8mJ5zLS1NvPA50/Tomqk+U0kEZwtOAkTaX4TLarG0s/+clIOyUvk68yDz99+QvdKiTAkL67n7mtra2Pr1q0sWLCgY5uqqlx00UVs3Lgx5O+0trbS2np4aIXbHbyp9Pl8+Hy+2AbcSdKpSXDEl9FJatJRPzucSkSxXfzcdJIMSSf0PtftrrDKvnXLH0gyHb/sW7f8geum3hFW2QAXv/CDE4v9hR+EHfsN/7zh2Dru4n1/mfGXsMoGmPJ8wVF101W7Tnm+gPq7wov9qb/dis9qxREAs+HYJNqATps1+L7rZi4LO/Zv/+2iE6r3b//tImpvPxhW2avKV+FqdpFmTTv27zCA0+qkobmBVaWrKMguCKvsWPvu498iyXL8Nv3u499ix93x1atd9fYqKnAxXE3DEKJthwWcfEEDu99eReaFBT0f4Nf4+dM/PKHj8edP/5CXf7E2rLK/+/i3jir7a9v09qqwygaoclVRUVfBcPtwDBiCw4ePMMw2jC/qvmD3gd1kOjLjpuyeKD+WfvjolBNq1x8+OoW1t5eHVXZV2UYqmqoZnpyOQT12rb9hyel80VTF7k83kJkzIYLoE1csj5lVry7FZVJI01JIMpiwHKr79p9OfDSYNVa9upSC/KKo/HsSRSJfZ371afEJ3Sv96tNi5vp+HXb53RHuPXdcP7P03//+l1NPPZUNGzYwYcLhC9P//u//8u6777J58+Zjfufuu+/mnnvuOWb7s88+S3JyckzjFUIIIYQQQsSv5uZmrrrqqpN3UdoFCxYwf/78jtdut5uMjAwuvvjiHp/gwXGvA45YezZJTeKpMU8xc/tMWrSWwzt84AqzBwLAcZ/jmG8CQlIIu3emc+xdisPYr1lxDSs/W3nc9xWMKoioZ2nAvQ4CJ9CuBh9h9yw98dRcivY+gykA5hAPdLUqOn4Vlgy9OqKepbT7+tN2Al3qZkUNu2dpZflKbvjXDSQZk0L2Sjb7mvH6vTzyvUfirmfpjLsHUW053CPdVZtmtFrisGdpJYufu4GBJGEL0UvjDjRTj5eFVz4Sdz1LP3x0Cm8e/PC47/tu//PC7lk6475MqvXD51+Xbao4Iu5ZWrxuMQOTBmKz2I7Z7/a6qffWs3Dywoi+8Y1V2T1RfixNuS+bD/W9Ha+7atfzlKER9Swt/vtsBpoc2MzH3i+429zU+1ws/OljJ2XPUqyOmZWrlnDDx78lSVNJItiz9OvzHuXOD39Bq+alWfHhVTQeOetXJ2XPUqJeZ2J9D9wd7aPOTlRcJ0tOpxODwcD+/fuP2r5//36GDBkS8ncsFgsWy7EP7ZpMJkymE7n7j56WPS2QcejFEfe9LVpL8EBpTxb2EFFsb1y5msl/m3JM+R0Olb/uZ2vDLv/+sbcx98N7j1v2srF3RRb7T/7J5L9/97jlr/vpm2GX/8gPHuG5Jc+d0PsiiX3tFSsZ9+IlwRdf066br/h32OXP/Nn93HHvn3CZdVL8oB7xF2joeIyQ6lWY+bP7I4r9nZ+9xTl/nnBM7B0Oxb7h5xvDLj8/N58Fby9gj3sPaWoaqnr4kUhN06jz1pFuTyc/Nx+ToWfPxeN58/p3GfbUWcEXX9Omb16/qcevI8cz4sJ8Rj63gBJtD7laGopyuN51XeNL6shT0xlxYT5qnMX+52tfZuD9g4MvvuZ4/PO1L4dd729e/y7DHhl1TNnHtOkN2yJq0xEDRzDSOZKSvSXkpuWiKIf/E5EQXwAAIwxJREFUEl3X+bLxS/KG5jFi4AhUJbzHg2NZdk+UH0sv/2Itgx8eEXzxNe368o3hf+6NGD2Rkf0yKDlYSq4xC+WIx7p1NL5sriGv/2hGjJ6Iaojr26eoi+Uxk//9+Sz4cDF7jB7S/IfbrFXz0hLwUGf0kd6WRP7358fd9TfWEvk689vRhdxcFpwG/uvO1T+OLurxdg3374uvq2AnZrOZc889l7VrD3+jqGkaa9euPWpYXrzSn9Kh/TnQzr0o7a/9h94XgUkjv3O4BbsqXz30vjDd8P17Tij2G75/7JDHEzHpGxcdLqer8vVD7wtTqjWVyRmTv/Y9kzMmk2pNDbtsgLGjLz6huhk7+uKwy7Ym27lx4FSMGniM4FV1Auh41WCiZNRg7sCpWJMj6yU9e/h4lOPUu6IH3xcus8HMLeNvIcmURG1zLZ42DwEtgKfNQ21zLUmmJOaPn4/ZYI4o9ljKHHYmqW2HTqYu6iW1TSVz2Jk9GteJUE1mZky7BaeWRCm1uAIe/FoAV8BDKbU4tSQKps1HNcVfvQ+wDeLc5NOCL7qo93OTT2OAbVDYZWcO/gapuvlry07VzWQO/kbYZQOoisqM7Bk4k52U1pbi8rrwa35cXheltaU4k50UZBdEdJMRy7J7ovxYGpQ2nNP8h74F76JdT/PbGJQ2POyyVYORGRcX4jQ6KHXvwtV6qF5aXZS6d+E0Oii4eN5JlyhBbI8ZsyWZW75xLUmaSq3RR7MSfJ6kWfFRa/SRFFCZP+oazJaT71GKRL7O3HTFfSd0r3TTFfdFVH5Pir8rYSfz58/niSee4C9/+QtlZWXMmTMHj8fDz3/+894O7YToi49ImDqLwhzz+iK961bs5jpLMY/9Xr3roXjdXGfpvZnvdZkwRWOdpVjWzb23raHIcSmONgW/Cs2m4Cx4qW0KRY5Lu73Oknavfjhh6qS76yzNGTuHxRcu5lT7qbT4W6hrrqPF30K6PZ3FFy6O63WWDv4ucDhh6iTe11nK+dEcCn+wmHPUUzlAC58rdRyghTw1ncIfLI7rdZY+LKo4nDB10t11lg7e23o4YeokGuss5aTlUDiukHOGnsOBlgN8fuBzDrQcIG9oHoXjCru1Rkksy+6J8mOpYrH7cMLUSXfXWcoZN53Cy5dwTv9cDvhcfN70JQd8LvL6j6bw8iUn9TpLsTxm5sxczuKR13Oq34pXCQ4V9yoa6b4kFp9+/Um9zlIiX2difR/ZU+J6god2Dz/8cMeitGeffTbFxcWMGzfuhH43HhalheD04EmnJvHcec9x5YdX0rKnJeIepVDWV/yHyX+f0vF63U/XRtSjFMojry5i7sZ7g0mZBssm3BVxj1Io6z9/i8nPfRd8gAnWXflmRD1KoTR4G7jun9dRebCS4f2H88QPnoi4RymULZ++wZTnC3jmvOe4+sMrWXvFyoh6lELxNrt58q83UXlgN8MHjmDW/3sw4h6lULZVbmLcXy6gzadhNqlsvub9iHqUQmkLtLGqfBXV7moy7BnkZ+fHZY9SKFVffsJ3H/8Wvx/7NP+75VrevP7duOxRCkXztVH1zioav6rGNiiDzG/nx2WPUij1jV9x9Z9/wJdNexjW71Se+fk/I+pRCqVq/+fBNj3zUf73k18E2zTCHqVQNF2jylVFY2sjNouNTEdm1HplYll2T5QfS1/VVvLDR6dwy5lLeeCT+bz8i7UR9SiFogX8VJVtorFhP7bUwWTmjD8pe5RCieUx09bazKpXl2I2jaHNt538788/KXuUQknk68yDz9/Orz4t7rgH/u3owl7tUQo3N0iIZKk74iVZguBUhWvWrGHatGkn3bjbvkzate+RNu17pE37JmnXvkfatG+Kp3YNNzdIjK+PhBBCCCGEEKKHSbIkhBBCCCGEECFIsiSEEEIIIYQQIUiyJIQQQgghhBAhSLIkhBBCCCGEECFIsiSEEEIIIYQQIUiyJIQQQgghhBAhSLIkhBBCCCGEECFIsiSEEEIIIYQQIUiyJIQQQgghhBAhSLIkhBBCCCGEECFIsiSEEEIIIYQQIUiyJIQQQgghhBAhGHs7gFjTdR0At9vdy5GAz+ejubkZt9uNyWTq7XBElEi79j3Spn2PtGnfJO3a90ib9k3x1K7tOUF7jnA8fT5ZamxsBCAjI6OXIxFCCCGEEELEg8bGRhwOx3Hfp+gnmlYlKE3T+O9//4vNZkNRlF6Nxe12k5GRQXV1NXa7vVdjEdEj7dr3SJv2PdKmfZO0a98jbdo3xVO76rpOY2Mjp5xyCqp6/CeS+nzPkqqqpKen93YYR7Hb7b1+oIjok3bte6RN+x5p075J2rXvkTbtm+KlXU+kR6mdTPAghBBCCCGEECFIsiSEEEIIIYQQIUiy1IMsFguLFi3CYrH0digiiqRd+x5p075H2rRvknbte6RN+6ZEbtc+P8GDEEIIIYQQQkRCepaEEEIIIYQQIgRJloQQQgghhBAiBEmWhBBCCCGEECIESZaEEEIIIYQQIgRJlnrQsmXLGD58OFarlXHjxrFly5beDklE6O6770ZRlKP+ZGdn93ZYIkzvvfce3//+9znllFNQFIWVK1cetV/Xde666y6GDh1KUlISF110EV988UXvBCtOyPHa9Nprrz3m3J06dWrvBCtOyO9+9zvOP/98bDYbgwYNoqCggM8+++yo93i9XubOncvAgQPp168fl19+Ofv37++liMWJOJF2/fa3v33M+fqLX/yilyIWx7N8+XLOPPPMjoVnJ0yYwGuvvdaxP1HPU0mWesgLL7zA/PnzWbRoER999BFnnXUWl1xyCV999VVvhyYiNHr0aPbu3dvxZ/369b0dkgiTx+PhrLPOYtmyZSH3//73v6e4uJhHH32UzZs3k5KSwiWXXILX6+3hSMWJOl6bAkydOvWoc/e5557rwQhFuN59913mzp3Lpk2bePPNN/H5fFx88cV4PJ6O99x88828+uqrvPTSS7z77rv897//5bLLLuvFqMXxnEi7Alx33XVHna+///3veylicTzp6encd999bN26lQ8//JDvfOc75Ofn8+mnnwIJfJ7qokeMHTtWnzt3bsfrQCCgn3LKKfrvfve7XoxKRGrRokX6WWed1dthiCgC9BUrVnS81jRNHzJkiP6HP/yhY1tDQ4NusVj05557rhciFOHq3Ka6ruvXXHONnp+f3yvxiOj46quvdEB/9913dV0Pnpcmk0l/6aWXOt5TVlamA/rGjRt7K0wRps7tquu6/q1vfUv/5S9/2XtBiW7r37+//qc//Smhz1PpWeoBbW1tbN26lYsuuqhjm6qqXHTRRWzcuLEXIxPd8cUXX3DKKaeQlZXFT3/6U6qqqno7JBFFu3fvZt++fUedtw6Hg3Hjxsl5m+DeeecdBg0axKhRo5gzZw4HDhzo7ZBEGFwuFwADBgwAYOvWrfh8vqPO1ezsbDIzM+VcTSCd27Xd3//+d5xOJ2eccQYLFiygubm5N8ITYQoEAjz//PN4PB4mTJiQ0OepsbcDOBnU1dURCAQYPHjwUdsHDx5MeXl5L0UlumPcuHE8/fTTjBo1ir1793LPPfcwefJkduzYgc1m6+3wRBTs27cPIOR5275PJJ6pU6dy2WWXMWLECHbu3MmvfvUrLr30UjZu3IjBYOjt8MRxaJrGTTfdxAUXXMAZZ5wBBM9Vs9lMamrqUe+VczVxhGpXgKuuuophw4Zxyimn8Mknn1BUVMRnn33GP/7xj16MVnyd7du3M2HCBLxeL/369WPFihXk5uaybdu2hD1PJVkSIgKXXnppx3+feeaZjBs3jmHDhvHiiy8ya9asXoxMCPF1rrjiio7/HjNmDGeeeSannXYa77zzDlOmTOnFyMSJmDt3Ljt27JBnRPuYrtr1+uuv7/jvMWPGMHToUKZMmcLOnTs57bTTejpMcQJGjRrFtm3bcLlcvPzyy1xzzTW8++67vR1Wt8gwvB7gdDoxGAzHzPixf/9+hgwZ0ktRiWhKTU3lG9/4BhUVFb0dioiS9nNTztu+LSsrC6fTKeduArjxxhtZvXo1b7/9Nunp6R3bhwwZQltbGw0NDUe9X87VxNBVu4Yybtw4ADlf45jZbGbkyJGce+65/O53v+Oss87i//7v/xL6PJVkqQeYzWbOPfdc1q5d27FN0zTWrl3LhAkTejEyES1NTU3s3LmToUOH9nYoIkpGjBjBkCFDjjpv3W43mzdvlvO2D6mpqeHAgQNy7sYxXde58cYbWbFiBf/5z38YMWLEUfvPPfdcTCbTUefqZ599RlVVlZyrcex47RrKtm3bAOR8TSCaptHa2prQ56kMw+sh8+fP55prruG8885j7NixPPjgg3g8Hn7+85/3dmgiArfeeivf//73GTZsGP/9739ZtGgRBoOBK6+8srdDE2Foamo66hvK3bt3s23bNgYMGEBmZiY33XQTv/nNbzj99NMZMWIEd955J6eccgoFBQW9F7T4Wl/XpgMGDOCee+7h8ssvZ8iQIezcuZP//d//ZeTIkVxyySW9GLX4OnPnzuXZZ59l1apV2Gy2jucbHA4HSUlJOBwOZs2axfz58xkwYAB2u5158+YxYcIExo8f38vRi64cr1137tzJs88+y7Rp0xg4cCCffPIJN998M9/85jc588wzezl6EcqCBQu49NJLyczMpLGxkWeffZZ33nmHf//734l9nvb2dHwnk4ceekjPzMzUzWazPnbsWH3Tpk29HZKI0E9+8hN96NChutls1k899VT9Jz/5iV5RUdHbYYkwvf322zpwzJ9rrrlG1/Xg9OF33nmnPnjwYN1isehTpkzRP/vss94NWnytr2vT5uZm/eKLL9bT0tJ0k8mkDxs2TL/uuuv0ffv29XbY4muEak9A//Of/9zxnpaWFv2GG27Q+/fvrycnJ+szZszQ9+7d23tBi+M6XrtWVVXp3/zmN/UBAwboFotFHzlypH7bbbfpLperdwMXXZo5c6Y+bNgw3Ww262lpafqUKVP0N954o2N/op6niq7rek8mZ+L/t3f3UVFc5x/Av6vZXZZlWV4UUIGsiCAvFW0UofKaxmBOBGyjaEoMhmi0jUbkRbQWeQsqGghG86KiizSop5pCEqztAaIEqUYElxchioiiVKIViAqyIHt/f3iYH+POqrFp0eT5nLPnsHPvzDxzZ+DMM3PvhRBCCCGEEPI0oDFLhBBCCCGEECKAkiVCCCGEEEIIEUDJEiGEEEIIIYQIoGSJEEIIIYQQQgRQskQIIYQQQgghAihZIoQQQgghhBABlCwRQgghhBBCiABKlgghhBDyo2KM4e7du0MdBiGE/McoWSKEEELuc+PGDVhZWeHixYtDHcpToaurC0lJSZgyZQpsbGwglUqRnZ091GH9z6xevRrLly8f6jAIIf8FIsYYG+ogCCFksNdffx0dHR348ssvhzoU8jMVHR2NW7duYefOnUMdyhOvp6cHXl5eUCqVWLNmDcaNG4dhw4bB3t4eYrF4qMP7n/j3v/8NBwcHaDQaODg4DHU4hJAfESVLhJAnwpkzZ5CSkoLy8nK0trYCAExMTODj44Po6GjMmDFjiCMkPxfd3d0YNWoU/vGPf8DLy2uow3nipaam4quvvkJRURGeeeaZoQ5nyMydOxcqlQqbN28e6lAIIT8i6oZHCBly+fn58PDwgFarxaeffoqwsDDMnDkThw8fho2NDV588UV8+OGHXP2FCxdi9uzZ3PcbN27A3NwcZmZm3LItW7bA3t4eUqkU1tbWWLRoEbq7uwEAFy9ehEgkgkaj4eonJCRAJBIhKysLAHD06FGIRCJ0dnYa3K9Op8OGDRswduxYyGQyeHh44ODBg7xjO3PmDGbNmgVTU1MoFAr4+vqiqalJcHuHDx+GiYkJDh8+zC2rra3F888/D5lMBktLS7z11lu4ffs2bx/Z2dlwcXGBkZERJkyYgI8++uiB7b1gwQJYWVlBKpXCwcEB7733nl4dlUoFkUjE+xQUFHDlWq0W77zzDqysrGBkZAQfHx9UVFRw5QPtd+jQIUycOBFGRkbw8vJCXV0dbz+fffYZ3NzcIJVKoVKpkJGRYTAOuVyOX/3qVzh16hRXHhAQgKioqAce7w9tn7/97W+QSqWCiVJAQIBeuwxcM4D+OQWAnJwc3rWZlJSESZMmcd97e3vh6Oiod73dr7OzE0uWLIG1tTWMjIzg7u6OwsJCg/Xvj3PgM7i9VCoVUlNT8eqrr0Iul2PMmDG83zUAaGlpQWhoKExMTGBqaoqwsDB89913XHlhYSFUKhW8vb1hbGwMOzs7pKWl4f5nsUlJSXqxDG4rrVaL2NhYjBkzBnK5HNOmTcPRo0d57SgSiRASEsLb7pYtWyASibBw4UJu2Z///GdMmTIFCoUCNjY2+N3vfodr165x5QPX58SJE3nb+vzzzyESiRAQEMAtu/8aO3v2LMRiMe8cAkBwcDD2798PQshPCyVLhJAhFxUVhYCAABQUFCAgIAAymQxSqRQ+Pj5Qq9VYuHAhVq1aha6uLsH1k5OT9QaTe3p64sCBA2hsbMTBgwdRUlIimBQAwJUrV5CVlQWZTPaD4t6wYQNyc3PxySef4MyZM1i5ciVee+01lJaWAgBaW1vh5+cHqVSKr776CpWVlYiMjBQc+F5WVoawsDDs2rULL730EoB740CCgoJgbm6OiooKHDhwAMXFxVi2bBm3Xl5eHtatW4e0tDQ0NDRg/fr1SEhIwJ49ewzGPX/+fBQXF6OxsRFpaWlYs2YNvv76a716KSkpuHr1Kq5evapXtmrVKnz22WfYs2cPqqqq4OjoiKCgILS3t/PqxcXFISMjAxUVFRg5ciSCg4PR19cHAKisrERYWBjmz5+P2tpaJCUlISEhATk5OYJxnDp1CnK5HG+//bbBY7vf47RPWVkZnnvuOYPlixcv5trF1tb2kWMxZNu2bbzkQ4hOp8NLL72E8vJyfPrpp6ivr8fGjRsxfPjwB66nVqu5WK9evQpvb2+9Ops3b4aHhwdOnz6N1atXY8WKFSgqKuL2Gxoaivb2dpSWlqKoqAgXLlzAvHnzuPWvX7+OnJwcBAcHQ6PRID09Henp6di2bRtvP4wxuLm5cbGEhYXxypctW4bjx49j//79qKmpwdy5czFz5kw0NjZydYyNjXH8+HHu7TMA7NixA2PGjOFtq6+vD6mpqaiurkZBQQEuXrzIS6YGtLe348SJE9z37du3623rfnFxcTAyMtJb7unpiStXrtA4N0J+Yn6+78sJIU+E7777Di0tLVi5cqXBOiEhIcjJyUFdXR2mTZvGKzt37hx2796N6OhofPDBB9zywTeFRkZGMDU1RX9/v+D2165di3nz5qG4uJhbNpA43blzh/dWYIBWq8X69etRXFzM7cvBwQHHjh3D9u3b4e/vjw8//BBKpRL79+/nxm44OTnpbauqqgrBwcHIyMjg3YTu3bsXPT09yM3NhVwuB3Dvxjo4OBjp6emwtrZGYmIiMjIy8Nvf/hYAMHbsWNTX12P79u2IiIgQPN6XX36Z+7m9vR3PPPOMXttotVpYWFjAxsZGb/2uri58/PHHyMnJ4RK7nTt3oqioCLt27UJcXBxXNzExketCuWfPHtja2iI/Px9hYWHIzMzEr3/9ayQkJHBtU19fj82bN/NubAfeDpiZmcHc3BwikUjwuIQ8TvtcunQJo0ePFizTarVQKpVcuzwsWXmY9vZ2vPvuu4iPj+faQUhxcTFOnjyJhoYG7hp6lLExZmZmvHMokUj06kyfPh2rV68GcO8clJeX4/3338eMGTNQUlKC2tpaNDc3w87ODgCQm5sLNzc3VFRUYOrUqdDpdJgxYwbWrVvHbePChQtIT0/nTXrQ19cHmUzGxSOTyaDVagHce3ulVqvR0tLCtX1sbCz+/ve/Q61WY/369QAAsViMV199Fbt370ZCQgKOHTuG4cOHY8qUKbxjioyM5H52cHDABx98gKlTp+L27dswMTHh1du5cye8vLzQ0tKCyspKvPLKK6ivrxdszyNHjuCf//wnFi1ahCNHjvDKBuK+dOkSVCqV4PqEkKcPvVkihAypgZu3gS5yQgbKhJ7mrlq1CkuWLBG8cczLy4NcLoe1tTXGjx+P+Ph4vTpVVVXIz89Hamoqb/n48eMhkUiwb98+wZjOnz+P7u5uzJgxAyYmJtwnNzeX62an0Wjg6+v7wEHuzc3NCAoKQk9PD6/rDwA0NDTAw8ODS5SAeze2Op0OZ8+eRVdXF5qamvDmm2/yYnj33Xe5GAxZunQpZDIZpkyZgoSEBAQGBvLK29vbYWpqKrhuU1MT+vr6MH36dG6ZWCyGp6cnGhoaeHUHJ60WFhZwdnbm6jQ0NPC2MXB8jY2NvOQtPj4eJiYmkMvlOHnypF43sY8++ggmJiawtLTEtGnTuIlBHrd97ty5I3itAfe6fBpqlwGFhYW8/S1dutRg3ZSUFAQGBsLHx+eB29RoNLC1tRVMtv9T979t8vb25p0jOzs7LlECAFdXV5iZmfHO9f3n0cfHB62trbh58ya37ObNm7xrebDa2lr09/fDycmJ13alpaV65+qtt97Crl27oNPpsGPHDixevFhve5WVlQgODoa9vT0UCgX8/f0B3EvKBouIiEBBQQFu3ryJ7OxsvPbaa4IJJXDvzVhMTAwSExOhVCr1ygcesDzobxkh5OlDyRIhZEiZm5tj2rRpyM3NFexmd/fuXWzfvh22trZwd3fnlZWWlqKsrAx/+tOfBLcdEhKC06dP4/PPP8c333yD/Px8vToxMTGIjY3FqFGjeMstLCyQmZmJ1atXQyaTwcTEBHl5eVz5wLihQ4cOQaPRcJ/6+npu3NKjdOurqanBokWLEB4ejsjISOh0uoeuc38MO3fu5MVQV1fH61okJCUlBZWVlcjKykJmZibvxvfKlSvo7e3F2LFjHzmW/6a4uDhoNBpUVVXB19cXYWFhvGQqPDwcGo0GX3/9NXx9fTFnzhy0trY+dvuMGDECHR0desvv3r2Ly5cvP7RdAgMDeftLSUkRrNfY2Ijs7Gykp6c/tA1+aBfR/yVzc3ODZYPfAv7rX/8y+Mbu9u3bGD58OCorK3lt19DQgC1btvDquru7Y/To0di/fz8KCwuxYMECXvlA91VTU1Pk5eWhoqKC+93v7e3l1bW0tERQUBByc3Oxe/duwcRrwMDfKEPJ70AX1JEjRxrcBiHk6UPJEiFkyGVnZ6OnpwcuLi5ITk5Gc3MzWltbsX79eri7u6Ourg55eXm8Lk8DT3kTEhIM3qwpFAo4OTkhJCQEc+bM0XtL9MUXX+DcuXOIjY0VXP/tt9/G999/j7q6Omg0Gt7AcldXV0ilUrS0tMDR0ZH3GXgKP3HiRJSVlXFjdIT4+flhw4YNyMzMxKVLl3g3hi4uLqiuruYlkeXl5Rg2bBicnZ1hbW2N0aNH48KFC3oxPOyG3srKCq6urli2bBns7Oxw6NAhrqy0tJR76yRk3LhxkEgkKC8v55b19fWhoqICrq6uvLqDk5KOjg6cO3cOLi4u3PEN3sbA8Tk5OfHO9YgRI+Do6AgPDw/Ex8dDo9GgubmZK1cqlXB0dISbmxuSk5PR29uLhoaGx26fyZMnC3bD+uabb9DT0wNfX1+D6wKAXC7n7cvKykqwXnx8PBYtWgRHR8cHbg+4dy1duXIF586de2jdH+r+xPHEiRO8c3T58mVcvnyZK6+vr0dnZyd3ridMmKB3Ho8dOwZbW1soFAoA98Y+VVVVYfLkyYIxTJ48Gf39/bh27ZreuRLqCrpkyRIsXboUs2bN0usm++233+LGjRvYuHEjfH19MWHCBN7kDkLb+uMf/wgHBwdMmDBBsE53dzfWrl2L9PR0g2+K6+rqIBaL4ebmZnBfhJCnD41ZIoQMOXd3d5w9exZqtRrHjh1DQ0MD+vr6cPz4cURGRuKNN97Qe1pbUlKCUaNGGRzsr1ar8ctf/hJmZmaorq7Gvn379J4ab9q0CVu3boWxsbHB2GQyGcaNGwfgXvI1MFuZQqFAbGwsVq5cCZ1OBx8fH3z//fcoLy+HqakpIiIisGzZMmzduhXz58/HmjVroFQqceLECXh6esLZ2RnA/z+VVyqV2LFjB+bMmYNZs2Zh/PjxCA8PR2JiIiIiIpCUlITr169j+fLlWLBgAaytrQHcm9zinXfegVKpxMyZM6HVanHq1Cl0dHQgOjpa73g6OztRUFAALy8vSCQSFBYWora2lruJbWpqwsaNGxEaGqo3M1tnZyd6e3shl8vx+9//HnFxcbCwsIC9vT02bdqE7u5uvPnmm7x1UlJSYGlpCWtra6xduxYjRozgZkCLiYnB1KlTkZqainnz5uH48ePYtm2b3mx1t27dQltbG7q7u7Ft2zYoFAreIPz+/n709PRAq9Vi165dEIvFXPv+0PYBgKCgIKxZswYdHR3c+Wlra0NCQgKmT58OqVSKtrY2bt+3bt3CnTt3ftDbn/Pnz6OlpQXnz59/pPr+/v7w8/PDK6+8gszMTDg6OuLbb7+FSCTCzJkzH3m/QsrLy7Fp0ybMnj0bRUVFOHDgAJc8v/DCC/jFL36B8PBwZGVl4e7du/jDH/4Af39/LpmOioqCt7c3UlJSMH/+fFRWVmLTpk1IS0sDAFy+fBlJSUm4du0ab0zeYE5OTggPD8frr7+OjIwMTJ48GdevX0dJSQkmTpzIG2cHAGFhYWhra9ObGQ8A7O3tIZFIsHXrVixduhR1dXV63WwH8/f3R3JysuDkFwP27t2L5557Tm+mw8HKysrg6+v7RL8FJIQ8BkYIIU+YiIgIFhoa+sByAOzgwYPcMrVazZRKJfd98eLFzMbGhkkkEmZvb8+io6OZVqtljDHW3NzMADAPDw/W39/PrfPss8+y999//5Hj0ul0LCsrizk7OzOxWMxGjhzJgoKCWGlpKVenurqavfjii8zY2JgpFArm6+vLmpqaDB5nZGQk8/Hx4eKqqalhgYGBzMjIiFlYWLDFixezW7du8dbJy8tjkyZNYhKJhJmbmzM/Pz/217/+VfAY2tvbmb+/PzMzM2MymYy5ubmxHTt28NoAgMHPkSNHGGOM3blzhy1fvpyNGDGCSaVSNn36dHby5EluO0eOHGEA2Jdffsnc3NyYRCJhnp6erLq6mhfPwYMHmaurKxOLxcze3p5t3ryZVz44HplMxqZOncpKSkq4cn9/f65cIpEwNzc39pe//OWx22eAp6cn++STTwT3I/RRq9WMMeFzev+1mZiYyACw9957T6+9Ojo6DMZ048YN9sYbbzBLS0tmZGTE3N3dWWFhocH6AFh+fj5vmb+/P1uxYgX3/dlnn2XJycls7ty5zNjYmNnY2LAtW7bw1rl06RILCQlhcrmcKRQKNnfuXNbW1sars2/fPubi4sLEYjGzs7NjaWlpTKfTMcYYi4mJYX5+fqysrIy3zv1t1dvby9atW8dUKhUTi8Vs1KhR7De/+Q2rqalhjOm342ChoaEsIiKC+753716mUqmYVCpl3t7e7IsvvmAA2OnTpxljD27vFStWMH9/f16biUQiVlFRwS1LTExkHh4evPWcnZ3Zvn37BOMjhDy96J/SEkII4ahUKhw9elRwNq/Zs2dz07w/zNGjRxEYGIiOjg7B2QSfdIcOHUJcXBzq6uowbNgwBAQEICkpSfDYo6KiMGnSJMGpqZ90KpUKUVFRD/1fVeTBDh8+jJiYGNTU1Pys/zEvIT9F9BtNCCGEM3LkSIPTYZubmxucKeyn5uWXX0ZjYyNaW1thZ2cHCwsLg8duampKXa9+5rq6uqBWqylRIuQniN4sEUII+dE97W+Wfi7ozRIhhDwYJUuEEEIIIYQQIoCmDieEEEIIIYQQAZQsEUIIIYQQQogASpYIIYQQQgghRAAlS4QQQgghhBAigJIlQgghhBBCCBFAyRIhhBBCCCGECKBkiRBCCCGEEEIEULJECCGEEEIIIQL+D6uG6XsPlDGdAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_slice = df.iloc[0:2000]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_slice[df_slice['HeartDisease'] == 'Yes']['PhysicalHealth'],\n",
    "            df_slice[df_slice['HeartDisease'] == 'Yes']['MentalHealth'],\n",
    "            color='red', label='С заболеваниями', alpha=0.5)\n",
    "plt.scatter(df_slice[df_slice['HeartDisease'] == 'No']['PhysicalHealth'],\n",
    "            df_slice[df_slice['HeartDisease'] == 'No']['MentalHealth'],\n",
    "            color='green', label='Без заболеваний', alpha=0.5)\n",
    "\n",
    "plt.title('Зависимость физического и психического здоровья от наличия сердечных заболеваний')\n",
    "plt.xlabel('Физическое здоровье (дни с проблемами)')\n",
    "plt.ylabel('Психическое здоровье (дни с проблемами)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Эта диаграмма рассеяния показывает взаимосвязь между физическим и психическим здоровьем людей, страдающих и не страдающих сердечными заболеваниями. Это позволяет сделать вывод о том, что **ухудшение физического и психического здоровья** связано с **повышенным риском** сердечного приступа."
   ]
  }
 ],
 "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": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}