{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['carat', 'cut', 'color', 'clarity', 'depth', 'table', 'price', 'x', 'y',\n",
      "       'z'],\n",
      "      dtype='object') \n",
      "\n",
      "<bound method DataFrame.info of        carat        cut color clarity  depth  table  price     x     y     z\n",
      "1       0.23      Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43\n",
      "2       0.21    Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31\n",
      "3       0.23       Good     E     VS1   56.9   65.0    327  4.05  4.07  2.31\n",
      "4       0.29    Premium     I     VS2   62.4   58.0    334  4.20  4.23  2.63\n",
      "5       0.31       Good     J     SI2   63.3   58.0    335  4.34  4.35  2.75\n",
      "...      ...        ...   ...     ...    ...    ...    ...   ...   ...   ...\n",
      "53939   0.86    Premium     H     SI2   61.0   58.0   2757  6.15  6.12  3.74\n",
      "53940   0.75      Ideal     D     SI2   62.2   55.0   2757  5.83  5.87  3.64\n",
      "53941   0.71    Premium     E     SI1   60.5   55.0   2756  5.79  5.74  3.49\n",
      "53942   0.71    Premium     F     SI1   59.8   62.0   2756  5.74  5.73  3.43\n",
      "53943   0.70  Very Good     E     VS2   60.5   59.0   2757  5.71  5.76  3.47\n",
      "\n",
      "[53943 rows x 10 columns]> \n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "df = pd.read_csv(\"..//static//csv//DiamondsPrices2022.csv\", index_col=\"Unnamed: 0\")\n",
    "\n",
    "print(df.columns, \"\\n\")\n",
    "\n",
    "print(df.info, \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Бизнес цели\n",
    "1. Оптимизация ценообразования. Анализ между характиристик и цен. Это поможет опеделять цену камня в зависимости от его качеств.\n",
    "2. Разделение камней для разного сигмента рынка. В зависимости от характиристик камня делать его более доступным или премиальным."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Цели технического проекта\n",
    "\n",
    "Для первой БЦ\n",
    "1. Разработка модели предсказания стоимости бриллианта\n",
    "2. Анализ факторов, влияющих на стоимость\n",
    "\n",
    "Для второй БЦ\n",
    "1. Создание системы кластеризации бриллиантов"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Нужно выявить какие проблемы есть в данных.\n",
    "Начнем с поиском зашумленности"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGPU6uFgsFkyZMgXR0dHQ6XRo2bIlZs6cCSGEXEcIgalTpyI8PBw6nQ5xcXE4efKk0/vk5OQgISEBer0eAQEBGD16NPLy8pzqHDhwAH369IGXlxciIyMxZ86cOjlHIiIiun71Ori8++67+OSTT/DRRx/h6NGjePfddzFnzhx8+OGHcp05c+bggw8+wKJFi5CSkgIfHx/Ex8ejoKBArpOQkIDDhw9j06ZNWLduHbZv346xY8fK5SaTCQMHDkRUVBRSU1Px3nvvYfr06Vi8eHGdni8RERFVrF7v47Jz50488MADGDx4MACgefPmWLFiBXbt2gXA1tsyf/58vPHGG3jggQcAAF999RVCQ0OxZs0aDBs2DEePHsWGDRuwe/du9OzZEwDw4Ycf4t5778W///1vREREYNmyZTCbzfjiiy+g0WjQsWNH7Nu3D/PmzXMKOERERORe9brHpVevXkhKSsKJEycAAPv378dvv/2Ge+65BwBw5swZZGZmIi4uTn6Nv78/YmJikJycDABITk5GQECAHFoAIC4uDiqVCikpKXKdvn37QqPRyHXi4+Nx/PhxXL582WXbCgsLYTKZnB5ERERUu+p1j8trr70Gk8mEdu3aQa1Ww2KxYNasWUhISAAAZGZmAgBCQ0OdXhcaGiqXZWZmIiQkxKncw8MDjRs3dqoTHR1d5j3sZY0aNSrTttmzZ+PNN9+sgbMkIiKi61Wve1xWrVqFZcuWYfny5fjjjz/w5Zdf4t///je+/PJLdzcNkydPhtFolB/p6enubhIREVGDV697XCZNmoTXXnsNw4YNAwB06tQJf/31F2bPno0RI0YgLCwMAJCVlYXw8HD5dVlZWejatSsAICwsDNnZ2U7vW1xcjJycHPn1YWFhyMrKcqpjf26vcy2tVgutVlv9kyQiIqLrVq97XK5evQqVyrmJarUaVqsVABAdHY2wsDAkJSXJ5SaTCSkpKYiNjQUAxMbGwmAwIDU1Va6zefNmWK1WxMTEyHW2b9+OoqIiuc6mTZvQtm1bl8NERERE5B71Orjcf//9mDVrFtavX4+zZ8/i+++/x7x58/DPf/4TACBJEiZMmIC33noLa9euxcGDBzF8+HBERERgyJAhAID27dtj0KBBGDNmDHbt2oUdO3Zg/PjxGDZsGCIiIgAAjz/+ODQaDUaPHo3Dhw9j5cqVWLBgASZOnOiuUyciIiIX6vVQ0YcffogpU6bgX//6F7KzsxEREYFx48Zh6tSpcp1XXnkFV65cwdixY2EwGHDHHXdgw4YN8PLykussW7YM48ePx4ABA6BSqTB06FB88MEHcrm/vz9+/vlnJCYmokePHggKCsLUqVO5FJqIiKiekYTjNrRUZSaTCf7+/jAajdDr9e5uDtUhg8GAuT/8gZfu746AgIAbKjcYDPh4yykAwL/6t3L5eiKihu5GfofW66EiIiIiIkcMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkT1mBACBoMBQgh3N4WIqF5gcCGqx4xGI2at3A6j0ejuphAR1QsMLkT1nJe3r7ubQERUbzC4EBERkWIwuBAREZFiMLgQERGRYjC4EBERkWIwuBAREZFiMLgQVYD7qBAR1S8MLkQV4D4qRET1C4MLUSW4jwoRUf3B4EJERESKweBCREREisHgQkRERIpR74PLuXPn8MQTTyAwMBA6nQ6dOnXCnj175HIhBKZOnYrw8HDodDrExcXh5MmTTu+Rk5ODhIQE6PV6BAQEYPTo0cjLy3Oqc+DAAfTp0wdeXl6IjIzEnDlz6uT8iIiI6PrV6+By+fJl9O7dG56envjpp59w5MgRzJ07F40aNZLrzJkzBx988AEWLVqElJQU+Pj4ID4+HgUFBXKdhIQEHD58GJs2bcK6deuwfft2jB07Vi43mUwYOHAgoqKikJqaivfeew/Tp0/H4sWL6/R8iYiIqGIe7m5ARd59911ERkZiyZIl8rHo6Gj5ZyEE5s+fjzfeeAMPPPAAAOCrr75CaGgo1qxZg2HDhuHo0aPYsGEDdu/ejZ49ewIAPvzwQ9x7773497//jYiICCxbtgxmsxlffPEFNBoNOnbsiH379mHevHlOAYeIiIjcq173uKxduxY9e/bEww8/jJCQEHTr1g2ffvqpXH7mzBlkZmYiLi5OPubv74+YmBgkJycDAJKTkxEQECCHFgCIi4uDSqVCSkqKXKdv377QaDRynfj4eBw/fhyXL1922bbCwkKYTCanBxEREdWueh1cTp8+jU8++QStW7fGxo0b8eyzz+L555/Hl19+CQDIzMwEAISGhjq9LjQ0VC7LzMxESEiIU7mHhwcaN27sVMfVezh+xrVmz54Nf39/+REZGVnNsyUiIqLK1OvgYrVa0b17d7z99tvo1q0bxo4dizFjxmDRokXubhomT54Mo9EoP9LT093dJCIiogavXgeX8PBwdOjQwelY+/btkZaWBgAICwsDAGRlZTnVycrKksvCwsKQnZ3tVF5cXIycnBynOq7ew/EzrqXVaqHX650eREREVLvqdXDp3bs3jh8/7nTsxIkTiIqKAmCbqBsWFoakpCS53GQyISUlBbGxsQCA2NhYGAwGpKamynU2b94Mq9WKmJgYuc727dtRVFQk19m0aRPatm3rtIKJiIiI3KteB5cXX3wRv//+O95++22cOnUKy5cvx+LFi5GYmAgAkCQJEyZMwFtvvYW1a9fi4MGDGD58OCIiIjBkyBAAth6aQYMGYcyYMdi1axd27NiB8ePHY9iwYYiIiAAAPP7449BoNBg9ejQOHz6MlStXYsGCBZg4caK7Tp2IiIhcqNfLoW+99VZ8//33mDx5MmbMmIHo6GjMnz8fCQkJcp1XXnkFV65cwdixY2EwGHDHHXdgw4YN8PLykussW7YM48ePx4ABA6BSqTB06FB88MEHcrm/vz9+/vlnJCYmokePHggKCsLUqVO5FJqIiKieqVJwadGiBXbv3o3AwECn4waDAd27d8fp06drpHEAcN999+G+++4rt1ySJMyYMQMzZswot07jxo2xfPnyCj+nc+fO+PXXX6vcTiIiIqp9VRoqOnv2LCwWS5njhYWFOHfuXLUbRUREROTKDfW4rF27Vv5548aN8Pf3l59bLBYkJSWhefPmNdY4IiIiIkc3FFzsE14lScKIESOcyjw9PdG8eXPMnTu3xhpHRERE5OiGgovVagVgW4a8e/duBAUF1UqjiIiIiFyp0uTcM2fO1HQ7iIiIiCpV5eXQSUlJSEpKQnZ2ttwTY/fFF19Uu2FERERE16pScHnzzTcxY8YM9OzZE+Hh4ZAkqabbRURERFRGlYLLokWLsHTpUjz55JM13R4iIiKiclVpHxez2YxevXrVdFuIiIiIKlSl4PL0009XuhMtERERUU2r0lBRQUEBFi9ejF9++QWdO3eGp6enU/m8efNqpHFEREREjqoUXA4cOICuXbsCAA4dOuRUxom6REREVFuqFFy2bNlS0+0gIiIiqlSV5rgQERERuUOVelz69+9f4ZDQ5s2bq9wgIiIiovJUKbjY57fYFRUVYd++fTh06FCZmy8SERER1ZQqBZf333/f5fHp06cjLy+vWg0iIiIiKk+NznF54okneJ8iIiIiqjU1GlySk5Ph5eVVk29JREREJKvSUNGDDz7o9FwIgfPnz2PPnj2YMmVKjTSMiIiI6FpVCi7+/v5Oz1UqFdq2bYsZM2Zg4MCBNdIwIiIiomtVKbgsWbKkpttBREREVKkqBRe71NRUHD16FADQsWNHdOvWrUYaRURERORKlYJLdnY2hg0bhq1btyIgIAAAYDAY0L9/f3zzzTcIDg6uyTYSERERAajiqqLnnnsOubm5OHz4MHJycpCTk4NDhw7BZDLh+eefr+k2EhEREQGoYo/Lhg0b8Msvv6B9+/bysQ4dOmDhwoWcnEtERES1pko9LlarFZ6enmWOe3p6wmq1VrtRRERERK5UKbjcddddeOGFF5CRkSEfO3fuHF588UUMGDCgxhpHRERE5KhKweWjjz6CyWRC8+bN0bJlS7Rs2RLR0dEwmUz48MMPa7qNRERERACqOMclMjISf/zxB3755RccO3YMANC+fXvExcXVaOOIiIiIHN1Qj8vmzZvRoUMHmEwmSJKEu+++G8899xyee+453HrrrejYsSN+/fXX2morERER3eRuKLjMnz8fY8aMgV6vL1Pm7++PcePGYd68eTXWOCIiIiJHNxRc9u/fj0GDBpVbPnDgQKSmpla7UURERESu3FBwycrKcrkM2s7DwwMXLlyodqOIiIiIXLmh4NKkSRMcOnSo3PIDBw4gPDy82o0iIiIicuWGgsu9996LKVOmoKCgoExZfn4+pk2bhvvuu6/GGkdERETk6IaWQ7/xxhv47rvv0KZNG4wfPx5t27YFABw7dgwLFy6ExWLB66+/XisNJSIiIrqh4BIaGoqdO3fi2WefxeTJkyGEAABIkoT4+HgsXLgQoaGhtdJQIiIiohvegC4qKgo//vgjLl++jFOnTkEIgdatW6NRo0a10T4iIiIiWZV2zgWARo0a4dZbb63JthARERFVqEr3KiIiIiJyBwYXIiIiUgwGFyIiIlIMBhciIiJSDAYXIoUTQsBgMMjbExARNWQMLkQKZzQaMWvldhiNRnc3hYio1jG4EDUAXt6+7m4CEVGdYHAhIiIixVBUcHnnnXcgSRImTJggHysoKEBiYiICAwPh6+uLoUOHIisry+l1aWlpGDx4MLy9vRESEoJJkyahuLjYqc7WrVvRvXt3aLVatGrVCkuXLq2DMyIiIqIboZjgsnv3bvznP/9B586dnY6/+OKL+OGHH7B69Wps27YNGRkZePDBB+Vyi8WCwYMHw2w2Y+fOnfjyyy+xdOlSTJ06Va5z5swZDB48GP3798e+ffswYcIEPP3009i4cWOdnR8RERFVThHBJS8vDwkJCfj000+d7olkNBrx+eefY968ebjrrrvQo0cPLFmyBDt37sTvv/8OAPj5559x5MgRfP311+jatSvuuecezJw5EwsXLoTZbAYALFq0CNHR0Zg7dy7at2+P8ePH46GHHsL777/vlvMlIiIi1xQRXBITEzF48GDExcU5HU9NTUVRUZHT8Xbt2qFZs2ZITk4GACQnJ6NTp05Od62Oj4+HyWTC4cOH5TrXvnd8fLz8Hq4UFhbCZDI5PYiIiKh2Vfkmi3Xlm2++wR9//IHdu3eXKcvMzIRGo0FAQIDT8dDQUGRmZsp1HEOLvdxeVlEdk8mE/Px86HS6Mp89e/ZsvPnmm1U+LyIiIrpx9brHJT09HS+88AKWLVsGLy8vdzfHyeTJk2E0GuVHenq6u5tERETU4NXr4JKamors7Gx0794dHh4e8PDwwLZt2/DBBx/Aw8MDoaGhMJvNMBgMTq/LyspCWFgYACAsLKzMKiP788rq6PV6l70tAKDVaqHX650eREREVLvqdXAZMGAADh48iH379smPnj17IiEhQf7Z09MTSUlJ8muOHz+OtLQ0xMbGAgBiY2Nx8OBBZGdny3U2bdoEvV6PDh06yHUc38Nex/4eREREVD/U6zkufn5+uOWWW5yO+fj4IDAwUD4+evRoTJw4EY0bN4Zer8dzzz2H2NhY3H777QCAgQMHokOHDnjyyScxZ84cZGZm4o033kBiYiK0Wi0A4JlnnsFHH32EV155BU899RQ2b96MVatWYf369XV7wkRERFSheh1crsf7778PlUqFoUOHorCwEPHx8fj444/lcrVajXXr1uHZZ59FbGwsfHx8MGLECMyYMUOuEx0djfXr1+PFF1/EggUL0LRpU3z22WeIj493xykRERFRORQXXLZu3er03MvLCwsXLsTChQvLfU1UVBR+/PHHCt+3X79+2Lt3b000kYiIiGpJvZ7jQkREROSIwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBSDwYWIiIgUg8GFiIiIFIPBhYiIiBTDw90NIHInIQSMRiMAwN/fH5IkublFRERUEfa40E3NaDRi7rq9mLturxxgiIio/mKPC930dD5+7m4CERFdJ/a4EBERkWIwuBAREZFiMLgQVdPuv4xYe6oAu//iHBkiotrG4EJUTT8duQBjocDmE5fc3RQiogaPwYWoms4ZCgAAeYUWN7eEiKjhY3AhqqZzxkIAQF5hsZtbQkTU8DG4EFWDxSqQabIFlyvm+tnjIoSAwWCAEMLdTSEiqjYGF6JqOG/MR7HVFggq6nExFVrxV05+XTXLidFoxKyV27nBHhE1CAwuRNWQlnNV/jm3nDkuOVfMWH+6ECP/ewDmYmtdNc2Jl7evWz6XiKimMbgQVcPfDr0oV8oJLv/bl4ViK3A5vximgqK6ahoRUYPE4EJUDemXS3tcXA0VFVmsWLU3s7ROASfwEhFVB4MLUTU4DhWZLQKFxc69LhsPZ+JCnll+zpVHRETVU6+Dy+zZs3HrrbfCz88PISEhGDJkCI4fP+5Up6CgAImJiQgMDISvry+GDh2KrKwspzppaWkYPHgwvL29ERISgkmTJqG42PkXyNatW9G9e3dotVq0atUKS5cure3TowYg3SG4AGV7VL7a+ZfTcw4VERFVT70OLtu2bUNiYiJ+//13bNq0CUVFRRg4cCCuXLki13nxxRfxww8/YPXq1di2bRsyMjLw4IMPyuUWiwWDBw+G2WzGzp078eWXX2Lp0qWYOnWqXOfMmTMYPHgw+vfvj3379mHChAl4+umnsXHjxjo9X1Ke9MvOK4VyHYLL35evYtfZHHioJPh4SgA4VEREVF0e7m5ARTZs2OD0fOnSpQgJCUFqair69u0Lo9GIzz//HMuXL8ddd90FAFiyZAnat2+P33//Hbfffjt+/vlnHDlyBL/88gtCQ0PRtWtXzJw5E6+++iqmT58OjUaDRYsWITo6GnPnzgUAtG/fHr/99hvef/99xMfHu2xbYWEhCgsL5ecmk6mWrgLVV/lmCy7k2r4DHiqg2OocXLJLykL9NLAWF+FKkeBQERFRNdXrHpdr2fehaNy4MQAgNTUVRUVFiIuLk+u0a9cOzZo1Q3JyMgAgOTkZnTp1QmhoqFwnPj4eJpMJhw8flus4voe9jv09XJk9ezb8/f3lR2RkZM2cJCnG3yUTc321arlHJbewdCjIHmJ8tR7wVNuOMbgQEVWPYoKL1WrFhAkT0Lt3b9xyyy0AgMzMTGg0GgQEBDjVDQ0NRWZmplzHMbTYy+1lFdUxmUzIz3e9adjkyZNhNBrlR3p6erXPkZTFvqKoib8XPEv+JDn2uOSWzGfx1arhqZLKlAPAiewr+D0t1237uxARKU29HipylJiYiEOHDuG3335zd1MAAFqtFlqt1t3NIDdKL9nDpUmAFqYr+QCE0xyW0h4XNezTsq7tcflsZzoOnL8KqU5aTESkfIrocRk/fjzWrVuHLVu2oGnTpvLxsLAwmM1mGAwGp/pZWVkICwuT61y7ysj+vLI6er0eOp2upk+HGgj7Uugm/l7QqO09Ko5DRfYeFw+X5QBw6Yrt+YmLBfKtA4iIqHz1OrgIITB+/Hh8//332Lx5M6Kjo53Ke/ToAU9PTyQlJcnHjh8/jrS0NMTGxgIAYmNjcfDgQWRnZ8t1Nm3aBL1ejw4dOsh1HN/DXsf+HkSunDfaelzC/bXlDBWV9rjYy69dVWSvk19kxc7Tl2u5xUREylevg0tiYiK+/vprLF++HH5+fsjMzERmZqY878Tf3x+jR4/GxIkTsWXLFqSmpmLUqFGIjY3F7bffDgAYOHAgOnTogCeffBL79+/Hxo0b8cYbbyAxMVEe6nnmmWdw+vRpvPLKKzh27Bg+/vhjrFq1Ci+++KLbzp3qP1O+LXT46zzgWdKj4jgU5Dw5t2w5AJgcnv/fgWwQEVHF6nVw+eSTT2A0GtGvXz+Eh4fLj5UrV8p13n//fdx3330YOnQo+vbti7CwMHz33XdyuVqtxrp166BWqxEbG4snnngCw4cPx4wZM+Q60dHRWL9+PTZt2oQuXbpg7ty5+Oyzz8pdCk0ElG4m56f1gEZlP1Zcptyxx+XaybmO9bedysGlvEIQEVH56vXkXCEqH/P38vLCwoULsXDhwnLrREVF4ccff6zwffr164e9e/fecBvp5uU0FORiDot9WMhP6yGvKnLscSmyWHHVbFtNpNeqYSq04If9GRjZ23lIlIiIStXrHhei+izXocdFnsPicqhILe/j4tjjYsovDTnRjW3Dlqcvlu4KTUREZTG4EFWRfY6L86ohh+BSWLqqyFWPi32YyFMlQVeSfBzDDBERlcXgQlQFBUUWmC22YR7nOSyuds5Vy3NgHFcVGUtCitZDgkatcjpGRESuMbgQVeJ8ngXJZwxOx+yhRJIAH4c5Lq43oCtdVWS2WFFYbAHgGFxU0HpITsfsCout+Ol0Ad7ddLqGz4qISJkYXIgqkG+2YHOaGS98ewRXza5WDHlAJUlyj4o9rAghnLb893D4k2YPN/aQolFL0Hq47nE5kX0FF/MFVu/N5G0BiIjA4EJUoXPGQlgFYLYInDcWyMftAUXv5QkApT0u5mJYrQKFxVYUWWyr4ny1aqgkCd4l6cY+z8Wpx0Vt73FxXi596YoZAFBsFTiVnVcr50hEpCQMLkQVyHAIK1lOwaVkRZGXbUcB+xwXIYAr5mK5R0aSAG+NbUmRj8aj5LW2cGJymONi73Ex5Rc5bQOQc7W0B+ZYpqnmToyISKEYXIgqcM5QGlYyTWV7XOzBRS0BHg53gHac36KSpJKf1U6vlXtc1CpoPErnwBQUlQ4J2e9lBABHzzO4EBExuBBV4JyxdCdbx+Bi7y2xDxVJkgQ/h2By7VASAPiU9LzIQ0UlvSkaDwmeKgklo0VO81xynIJLbs2cFBGRgjG4EFXAsccly8UcF3uPCwD4aG0/5xUWlRlKAmy9L/ZywLnHRZIk6EvqOgUXDhURETlhcCGqQEY5PS6lwaS0R8U+FGQqKC7d7t8puJT0uNjnuBSUznFxrOsYXOyTcwHgYp4Z2bmlbSAiuhkxuBBV4JzRcY5LaYix73qr15UNJo5DRX4uhopyr1lVpCmZmGsPLqZyhooA4BiHi4joJsfgQlQO49Ui5BVa5OeOQ0UmVz0uJauG8gqKHcodh5LKm5xr63GpaKioRZAOACfoEhExuBCVI/3yVQBAyWIhXMgrhMVqW6rsao5LaY9LketyjfNQkeM+LkDZ4FJkscJQsq/L7c0DAADHMmu+x0UIAYPBcF13YycicjcGF6Jy/F0SXBppbSt+LFaBi3m24SLXc1zsk28dl0M7DBU5lFusQq5TXnC5XDK/RQJwazN/ALXT42I0GjFr5XYYjcYaf28ioprG4EJUjvScfACAn0aFIF8NAMi759rvDK0vZyjI9aqisuVA6VDRtZNzL5SEJK0H0C7UFwBwKjsPRZaa3/rfy9u3xt+TiKg2MLgQlcM+VOSrkRDiZwsumSXBJbewolVFRQ77uLhYVVRYJIcTnacKKpV9jkvJ60vKLubZelx0agmheg3UKgnFVoFLeaUrjYiIbjYMLkTlSM8pCS6eEkJ8tQCArJIl0a6CSZCPLdz8nZPvMtg4bvlvlDewK339tUNFl0p6XLw8JKgkCYEl728friIiuhkxuBCV4+/LtqEipx4XU0HJnZ/LLnfuGG4bbjl4zgjD1fJXFeUVlhNctM7B5aJDcAGAoJLwdCG3bHDhxFoiulkwuBC5IISQg4uPZ2lwyTIW4KrZIq8uctzHpXmgDn5aD+QXWXC8ZPWP83Lp0lVFrubIXNvjYh8qsgeXYL+S4HJNj8vyPRlYdawAh7nHCxHdBBhciFy4mGdGfpEFEkqCi29pj4u9t0WtkqDzVMuvUUkSOkfaVv8UlwQbl/u4OPS4OJZfOznX3uNiz0b2Hpdrh4o2Hr0IsxXYejKnmmdNRFT/MbgQuZBhsPW2BPvZJsU6DhU5rhiSSu78bNelaYDTc1f3KjIXW+Xw4arHxb55ndzjUrLqKKikDY5DRUIInLlka+uJ7CtVOlciIiVhcCFywX5fIntPS0jJME2WsUAOFo53frbrGhng9NzVlv8AcK5kGMp+R2lbXVtwKSiyorDYgou5znNcguUeF+f7F9lvP3Ai++oNnSMRkRIxuBC5kG0PLiW9HPYAc8VskfdycexNsbs2uNh7WQDb0JJ3SXg5nmWbj3Ltcml7B44xvwiXrlwTXErC00WHHpdT2Xnyz+dNhTBedb63ERFRQ8PgQuRCaY+LLSzoNGo5ZBw8Z9th1lVwCdF7IdzfC4Cth0Wtcj2UtC/dAMA5uKgkSe7FMV4tkvdrKbOqyGGOy58XSoMLABzN5L2MiKhhY3AhciHTaAsHwSU9LgDQPaoRAGDDoUwAzsNAjuy9Lq7K5z7SRe45AZyDCwD462yvScu5Kk/wLdmXrrTHJc91jwsAHONNGImogWNwIXIh65o5LgDQr00wAOCvS7a5JK7muABAFzm4lO2RiQjQ4fMRPeHlafujF+Tw/kBpcLH3pOi9POReG3uPi+FqEczFVqd63iUfdZRLoomogWNwIXIh65o5LgDQr22IUx1XwcRWLxgqCWgfrndZ3rlpAJaPuR2T72mHniU3T7SzBxd7T0pj79JwFKDzlEOMff7LnyX1ovxt3TIcKiKihs7137xENzn7HJdghx6R5kE+aBHkg9MXbcuOrx3msWsXpsfvkwegsY/GZTkAdG/WCN2bNYLBYHA6bt/Q7of95wEArYK9Adh6eFQqCUG+GmSZCnEx1wy9lycySiYKR+k9cPSSbeO7YosVHmr+m4SIGib+7UZ0javmYnmTOcceFwC4s22w/HN5c1wA2yTdqoQHe49LfpEFAPB0bFOncsdN6OzDRI29PRGkk6DzVKGw2Iqzl7gsmogaLgYXuqnlF1lw6mK+PBEWKL0DtI9G7bScGQD6OwwXOW73X1P0utIwNLhzONqF+TqVO96vyD6cFB2ogyRJaB3sAwA4ygm6RNSAMbjQTe2L5L+x+U8TdqWXrs7JMtnmj4TqvcrUvy26sbzNf0U9LlVl73FRqyRMvLtNmXLH+xXZe1xaBHkDAFqH2P57jPNciKgBY3Chm1rKWdueLH9eLJB7XewTc10FFy9PNR6PaYYAb090b9aoxttjX0o9sldztAz2LVPuOFTk2OMCAK1KAszJrLwyryMiaig4OZduWvlmC45k2n7J5xdbkZpmRHzjRvLE3DD/ssEFAN4Y3B5T7utQK23q1TIIe6fcjQBv17059uXTmcYCpP51GYAtsJw/X9rzcu3eLgBgKLDiQp4ZAQFVa5cQAkajEf7+/mXuz0REVJfY40INmhACBoMBBoMBQginsv1/G5zmtmw4ehFA6RwXVz0uAGr9F3cjH025n2EfKtp8LBsX88wI8tWgW6Rt2bW95+XspSsoLLbIrzl14QrWny7EuBWHylyD62U0GjFr5XYYjcYqvZ6IqKYwuFCDZjQaMXfdXsxdt7fML909Z3MAAL4a2x+DpOOXYC62IjvXHly0qG/sN1osLNmA7oGuTeBZsnop2FcDPy8PWAVw9mLpyqJVezNhFcDpS/nyUu6q8PIuO3RFRFTXGFyowdP5+EHn41fm+O6ztqGWTuE+0HmqYCooxm+nLsg9LmHl9Li4U5Cfc5h6qEfpcmlJktA6xBYuTmbbdtC9ai7Gj4cvyHV2nLpYB60kIqo9DC50U7JYBf4omSMS7ueJlo1tgWDFrvTSVUXlzHFxJ3uPCwB0CNeX2Z23lT24lEzQXbf/PPIKS4eNfjvJ4EJEysbgQjel45m5yC0sho9GjcbeHmgf4g2VBGw6koUMYz6A8ue4uJO/zhMeJdv+D+3RtEx56xBbz9KpkqXSy3elAQCa6W1/1JNPX0KxxVoXTSUiqhUMLnRT2vOXbX5L5yZ+UEkSGnl7YGjXMACAEIAkASF+9W+Oi0oloX+7EDQJ0OGf3ZqUKW8VautxOZWVh8MZRuxLN8BDJeHWMA30Xh7ILSjGgXOcYEtEysXgQjellDO24NK1Sencl2f7NJNvnBjoo5UnvdY3nw7vie2v9Hd5L6RWJXu/nL6Yh/9sOw0AiGsbCG9PCbdF2W7ouIPDRUSkYPXzb2aiWmSxCnmS6m3NA+Tjjb098cKA1gCAqEBvdzTtutnvEn2tJgE66DzVKLIIrN2fAQB48rYIAEBMc1tw+c3FBN0rZis2Hr0Aq7Vqy6WJiOoKN6Cjm87hDCMMV4vgp/XALeG+SD6ZLZeN6h0NPy8PdI2s+V1x64JKJaFViC8OlgwH3d6iMTqG+2EDgJiSkPZH2mUYrpoR4G3rsdl5+jLW/VmI706egLFIhbF9W7qp9URElWOPC910fi0ZKoltGVhmOEitkvDorc3QNqzs8mmlsK8sAoCxfVvIPzdrpEOHcD2KLALf/XEOALBiVxrGrz4Cc8l83S93/gXLDfa6VLTJHxFRTWNwoZvO9hO2fU36tAl2c0tqR+uSCbqtQnzRr02IU9ljt0UCAFbuTsc5Qz6mrz0MqwBaBqgRoPPAOUM+ko5m3dDnVbTJHxFRTWNwoZtKXmGxfI+fvq2D3Nya2vHYrc3wcI+mmPdIF6iumQvzj65N4OWpwvGsXIz77x4UFlvRI1KP2AhP/LNLKADgq+S/bvgzy9vkj4iopjG4UIOWctaAExfy5U3Yfv/zEoqtAs0aeyMq0MfNrasdjXw0eO/hLujcNKBMmb/OE/d2CgcAHDpngiQBLw+IhiRJeKhrGFSSbfLuqZKddwHAmF+EUxeu4uJVq3yrgRthH0riMBIR1QQGF2qw1u7PwDPfHMbW0yYs33cR936yB9PWHgYA9GmgvS3X47Hbmsk/P9itKdqH2YaWmgR4YUB7W6/LS6sPIK+wGKv2pOPWt37BQ5/vxU9nCvHPT/9AVsnds68Xb9BIRDWJweUaCxcuRPPmzeHl5YWYmBjs2rXL3U2iKth+4gJeWrUPAoBeq4YEIMNYiHMG2664/duGVPj6hqxnVCPcFt0YoXotJsW3dSp7dVA7BHh7Yn+6Afd98Cte+fYAzBYr/L084KmyXcORS3Yjt6BIfk2xVeCq2QJrBT0qld2gkb0yRHS9uBzawcqVKzFx4kQsWrQIMTExmD9/PuLj43H8+HGEhNy8v+jqKyGE/K94f39/SJIEq1Xgq+SzeGfDMRRZBAa1D0Kknwpmi0DftqG4XKSGp1rCgPYhDq8XEALyL86AgABIklTh5yiZJElYOfZ2FFsFPNUqGAylPSitQnzx1VO34fFPU3D2ku0O08/2a4mxMaF487tUbD9nxdHzJjz6n98xtEdTXC0sxlfJZ3EhzwwJwMaTJiTc3hxP3B4FX63tr5cMYwHOGoux/VQOOjTzQFSgd5nVXPZemdcf7YuAgIAybbb/P2gI15+IqofBxcG8efMwZswYjBo1CgCwaNEirF+/Hl988QVee+21Om9P8p+XkHPFXKPvKVDz/6Kt6X8kC9h+URVbBIqtVuRduQqN1gsWq0CxVcAqBPLNVqRfNOL3Py9CCIHmIf7w8PBAlqkAxzJt8zMGtAvBzPta4tPtp6FRAy31Anq9NyRJgsFgsK2G+X4nGoU1g7AUYfY3R6DReeOlB26Fv79tszaj0YjCq3lY+MtRaDQaPN2nBfR6240N7b9AjUYjhLCW/Fc49RpIkgSTyQQhrE49Cvb/mkwm2IOT0WiEXq8vOQa5DaXX2dYrAUD+5W4/D0A41RFCuGwfAPkzrn1/u85NA7Bk1K2Y/eNR/LN7Uzx5exQMBgP8NCp8+HBbjFlxGEfOm3Bk3ZEy/9/SLxfgnZ+O4cOkkwjw1qCw2IKLebbv8K/fHgVwFDpPNbo1C0CY3gumgmJcyC1AWs5VmPLV2L34DzQL8kVkIx3C/b1QZBEoKLLAkHcVKScycGvrCATqfeDn5QG9lwfUKhWKrVYUFVuRe/UqtFovaDzU0HqooPFQQeuhcmrg1fyr8NZ5AxKcA5AQuHrVFtS8vb3LDUflZSYJ5Yep8l9DdYX9eLXj7g6hbtlhXBLsmwUAmM1meHt749tvv8WQIUPk4yNGjIDBYMD//d//OdUvLCxEYWGh/NxoNKJZs2ZIT0+Xf7FV14gvdskrYOj6aT1VSOzTDEM6hyAvNxdfJZ9FwZUruJj1NwBA3ygYwmJGrskIrdYH+qBgiOJi5Bps17qw8Eq5dezv4ep9tN7e8vNr65gLi8u8r11wk+a2zzfmYMzdXfBNyY0Rx8bdAgBY/Msh+ed/r9oMSe2Jl4b2kZ+bi4qgbxSM8fd2L3Ps2vZpNBoMu60Zvtx2BM/df7scYuyfUd5317FOPryw5eQlpJw1wioE7mrhizNZOTBbBFqGNcb/Dl1G2uXSXhy1CvDzEGjs64WM3CIUFPEmj0QNwc7Jd0Hv5Vkj72UymRAZGQmDwVDuP6pkgoQQQpw7d04AEDt37nQ6PmnSJHHbbbeVqT9t2jSBks4BPvjggw8++OCj+o/09PRKf19zqKiKJk+ejIkTJ8rPrVYrcnJyEBgYyDH4G2BP2TXZU3Wz4TWsGbyO1cdrWH036zUUQiA3NxcRERGV1mVwKREUFAS1Wo2sLOddQ7OyshAWFlamvlarhVardTrmalIhXR+9Xn9T/SGtDbyGNYPXsfp4DavvZryGlQ4RleBy6BIajQY9evRAUlKSfMxqtSIpKQmxsbFubBkRERHZscfFwcSJEzFixAj07NkTt912G+bPn48rV67Iq4yIiIjIvRhcHDz66KO4cOECpk6diszMTHTt2hUbNmxAaGiou5vWYGm1WkybNq3MsBtdP17DmsHrWH28htXHa1g5LocmIiIixeAcFyIiIlIMBhciIiJSDAYXIiIiUgwGFyIiIlIMBheqE9OnT4ckSU6Pdu3ayeUFBQVITExEYGAgfH19MXTo0DKbARJw7tw5PPHEEwgMDIROp0OnTp2wZ88euVwIgalTpyI8PBw6nQ5xcXE4efKkG1tcvzRv3rzM91CSJCQmJgLg9/B6WCwWTJkyBdHR0dDpdGjZsiVmzpzpdHNRfg8rl5ubiwkTJiAqKgo6nQ69evXC7t275XJewwpU/y4/RJWbNm2a6Nixozh//rz8uHDhglz+zDPPiMjISJGUlCT27Nkjbr/9dtGrVy83trj+ycnJEVFRUWLkyJEiJSVFnD59WmzcuFGcOnVKrvPOO+8If39/sWbNGrF//37xj3/8Q0RHR4v8/Hw3trz+yM7OdvoObtq0SQAQW7ZsEULwe3g9Zs2aJQIDA8W6devEmTNnxOrVq4Wvr69YsGCBXIffw8o98sgjokOHDmLbtm3i5MmTYtq0aUKv14u///5bCMFrWBEGF6oT06ZNE126dHFZZjAYhKenp1i9erV87OjRowKASE5OrqMW1n+vvvqquOOOO8ott1qtIiwsTLz33nvyMYPBILRarVixYkVdNFFxXnjhBdGyZUthtVr5PbxOgwcPFk899ZTTsQcffFAkJCQIIfg9vB5Xr14VarVarFu3zul49+7dxeuvv85rWAkOFVGdOXnyJCIiItCiRQskJCQgLS0NAJCamoqioiLExcXJddu1a4dmzZohOTnZXc2td9auXYuePXvi4YcfRkhICLp164ZPP/1ULj9z5gwyMzOdrqO/vz9iYmJ4HV0wm834+uuv8dRTT0GSJH4Pr1OvXr2QlJSEEydOAAD279+P3377Dffccw8Afg+vR3FxMSwWC7y8vJyO63Q6/Pbbb7yGlWBwoToRExODpUuXYsOGDfjkk09w5swZ9OnTB7m5ucjMzIRGoylzk8rQ0FBkZma6p8H10OnTp/HJJ5+gdevW2LhxI5599lk8//zz+PLLLwFAvlbX7vTM6+jamjVrYDAYMHLkSADg9/A6vfbaaxg2bBjatWsHT09PdOvWDRMmTEBCQgIAfg+vh5+fH2JjYzFz5kxkZGTAYrHg66+/RnJyMs6fP89rWAlu+U91wv6vMQDo3LkzYmJiEBUVhVWrVkGn07mxZcphtVrRs2dPvP322wCAbt264dChQ1i0aBFGjBjh5tYpz+eff4577rkHERER7m6KoqxatQrLli3D8uXL0bFjR+zbtw8TJkxAREQEv4c34L///S+eeuopNGnSBGq1Gt27d8djjz2G1NRUdzet3mOPC7lFQEAA2rRpg1OnTiEsLAxmsxkGg8GpTlZWFsLCwtzTwHooPDwcHTp0cDrWvn17ecjNfq2uXQXD61jWX3/9hV9++QVPP/20fIzfw+szadIkudelU6dOePLJJ/Hiiy9i9uzZAPg9vF4tW7bEtm3bkJeXh/T0dOzatQtFRUVo0aIFr2ElGFzILfLy8vDnn38iPDwcPXr0gKenJ5KSkuTy48ePIy0tDbGxsW5sZf3Su3dvHD9+3OnYiRMnEBUVBQCIjo5GWFiY03U0mUxISUnhdbzGkiVLEBISgsGDB8vH+D28PlevXoVK5fyrQ61Ww2q1AuD38Eb5+PggPDwcly9fxsaNG/HAAw/wGlbG3bOD6ebw0ksvia1bt4ozZ86IHTt2iLi4OBEUFCSys7OFELZlqM2aNRObN28We/bsEbGxsSI2NtbNra5fdu3aJTw8PMSsWbPEyZMnxbJly4S3t7f4+uuv5TrvvPOOCAgIEP/3f/8nDhw4IB544AEuobyGxWIRzZo1E6+++mqZMn4PKzdixAjRpEkTeTn0d999J4KCgsQrr7wi1+H3sHIbNmwQP/30kzh9+rT4+eefRZcuXURMTIwwm81CCF7DijC4UJ149NFHRXh4uNBoNKJJkybi0Ucfddp/JD8/X/zrX/8SjRo1Et7e3uKf//ynOH/+vBtbXD/98MMP4pZbbhFarVa0a9dOLF682KncarWKKVOmiNDQUKHVasWAAQPE8ePH3dTa+mnjxo0CgMvrwu9h5Uwmk3jhhRdEs2bNhJeXl2jRooV4/fXXRWFhoVyH38PKrVy5UrRo0UJoNBoRFhYmEhMThcFgkMt5DcsnCeGw3SERERFRPcY5LkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuREREpBgMLkRERKQYDC5ERESkGAwuRNRgjRw5EkOGDKmwTr9+/TBhwoQ6aQ8RVR+DCxEpAgMGEQEMLkRERKQgDC5EVO+NHDkS27Ztw4IFCyBJEiRJwp9//onRo0cjOjoaOp0Obdu2xYIFC1y+/s0330RwcDD0ej2eeeYZmM3mcj+rsLAQL7/8Mpo0aQIfHx/ExMRg69attXRmRHSjPNzdACKiyixYsAAnTpzALbfcghkzZgAAGjVqhKZNm2L16tUIDAzEzp07MXbsWISHh+ORRx6RX5uUlAQvLy9s3boVZ8+exahRoxAYGIhZs2a5/Kzx48fjyJEj+OabbxAREYHvv/8egwYNwsGDB9G6des6OV8iKh/vDk1EitCvXz907doV8+fPL7fO+PHjkZmZiW+//RaArafmhx9+QHp6Ory9vQEAixYtwqRJk2A0GqFSqZzeNy0tDS1atEBaWhoiIiLk942Li8Ntt92Gt99+u1bPkYgqxx4XIlKshQsX4osvvkBaWhry8/NhNpvRtWtXpzpdunSRQwsAxMbGIi8vD+np6YiKinKqe/DgQVgsFrRp08bpeGFhIQIDA2vtPIjo+jG4EJEiffPNN3j55Zcxd+5cxMbGws/PD++99x5SUlKq/J55eXlQq9VITU2FWq12KvP19a1uk4moBjC4EJEiaDQaWCwW+fmOHTvQq1cv/Otf/5KP/fnnn2Vet3//fuTn50On0wEAfv/9d/j6+iIyMrJM3W7dusFisSA7Oxt9+vSphbMgouriqiIiUoTmzZsjJSUFZ8+excWLF9G6dWvs2bMHGzduxIkTJzBlyhTs3r27zOvMZjNGjx6NI0eO4Mcff8S0adMwfvx4qFRl//pr06YNEhISMHz4cHz33Xc4c+YMdu3ahdmzZ2P9+vV1cZpEVAkGFyJShJdffhlqtRodOnRAcHAw4uPj8eCDD+LRRx9FTEwMLl265NT7YjdgwAC0bt0affv2xaOPPop//OMfmD59ermfs2TJEgwfPhwvvfQS2rZtiyFDhmD37t1o1qxZLZ4dEV0vrioiIiIixWCPCxERESkGgwsREREpBoMLERERKQaDCxERESkGgwsREREpBoMLERERKQaDCxERESkGgwsREREpBoMLERERKQaDCxERESkGgwsREREpxv8HKI+ui1vfFboAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UPPnkk5hMJo9X69at3csLCgoYNWoUUVFRhISEMGDAALKysjy2kZGRQb9+/QgKCiI6Oprx48dTUlLi0WflypV06dIFm81G8+bNmT9/fk0MT0RERC6C14+UtGvXjkOHDrlf33zzjXvZ2LFj+eSTT/jwww9ZtWoVBw8e5I477nAvdzqd9OvXj6KiIlavXs1bb73F/PnzmTx5srvP3r176devHzfeeCNpaWmMGTOG+++/nyVLltToOEVEROTc/LxegJ8fsbGx5dpzc3N58803effdd7npppsAmDdvHm3atGHNmjVcddVVfPHFF2zfvp0vv/ySmJgYOnXqxNNPP82ECRN48sknsVqtzJ49m4SEBF588UUA2rRpwzfffMOMGTNITk6u0bGKiIjI2Xn9SMnOnTuJj4+nadOmDBw4kIyMDABSU1MpLi4mKSnJ3bd169Y0atSIlJQUAFJSUujQoQMxMTHuPsnJyTgcDrZt2+buc+Y2yvqUbaMihYWFOBwOj5eIiIhUL6+Gkp49ezJ//nwWL17M66+/zt69e7nuuus4ceIEmZmZWK1WwsPDPdaJiYkhMzMTgMzMTI9AUra8bNm5+jgcDvLz8yusa+rUqYSFhblfDRs2rIrhioiIyDl4dfqmb9++7q87duxIz549ady4MR988AGBgYFeq2vixImMGzfO/d7hcCiYiIiIVDOvT9+cKTw8nJYtW7Jr1y5iY2MpKioiJyfHo09WVpb7HJTY2NhyV+OUvT9fH7vdftbgY7PZsNvtHi8RERGpXj4VSvLy8ti9ezdxcXF07doVf39/li1b5l6enp5ORkYGiYmJACQmJrJlyxays7PdfZYuXYrdbqdt27buPmduo6xP2TZERETEN3g1lPz5z39m1apV7Nu3j9WrV3P77bdjsVi45557CAsLY9iwYYwbN44VK1aQmprKfffdR2JiIldddRUAvXv3pm3btgwaNIhNmzaxZMkSJk2axKhRo7DZbAA8+OCD7Nmzh0cffZTvv/+eWbNm8cEHHzB27FhvDl1ERER+wavnlPz000/cc889HD16lPr163PttdeyZs0a6tevD8CMGTMwm80MGDCAwsJCkpOTmTVrlnt9i8XCp59+ysiRI0lMTCQ4OJghQ4YwZcoUd5+EhAQ+++wzxo4dy8svv0yDBg2YM2eOLgcWERHxMV4NJQsXLjzn8oCAAGbOnMnMmTPP2qdx48YsWrTonNvp1asXGzdurFSNIiIiUjN86pwSERERqbsUSkRERMQnKJSIiIiIT1AoEREREZ+gUCIiIiI+QaFEREREfIJCiYiIiPgEhRIRERHxCQolIiIi4hMUSkRERMQnKJSIiIiIT1AoEREREZ+gUCIiIiI+QaFEREREfIJCiYiIiPgEhRIRERHxCQolIiIi4hMUSkRERMQnKJSIiIiIT1AoEREREZ+gUCIiIiI+QaFEREREfIJCiYiIiPgEhRIRERHxCQolIiIi4hMUSkRERMQnKJSIiIiIT1AoEREREZ+gUCIiIiI+QaFEREREfIJCiYiIiPgEhRIRERHxCQolIiIi4hMUSkRERMQnKJSIiIiIT/CZUDJt2jRMJhNjxoxxtxUUFDBq1CiioqIICQlhwIABZGVleayXkZFBv379CAoKIjo6mvHjx1NSUuLRZ+XKlXTp0gWbzUbz5s2ZP39+DYxIRERELoZPhJJ169bx97//nY4dO3q0jx07lk8++YQPP/yQVatWcfDgQe644w73cqfTSb9+/SgqKmL16tW89dZbzJ8/n8mTJ7v77N27l379+nHjjTeSlpbGmDFjuP/++1myZEmNjU9ERETOz+uhJC8vj4EDB/LGG28QERHhbs/NzeXNN99k+vTp3HTTTXTt2pV58+axevVq1qxZA8AXX3zB9u3beeedd+jUqRN9+/bl6aefZubMmRQVFQEwe/ZsEhISePHFF2nTpg2jR4/mzjvvZMaMGV4Zr4iIiFTM66Fk1KhR9OvXj6SkJI/21NRUiouLPdpbt25No0aNSElJASAlJYUOHToQExPj7pOcnIzD4WDbtm3uPr/cdnJysnsbFSksLMThcHi8REREpHr5eXPnCxcuZMOGDaxbt67csszMTKxWK+Hh4R7tMTExZGZmuvucGUjKlpctO1cfh8NBfn4+gYGB5fY9depUnnrqqUqPS0RERC6e146U7N+/n0ceeYQFCxYQEBDgrTIqNHHiRHJzc92v/fv3e7skERGRy57XQklqairZ2dl06dIFPz8//Pz8WLVqFa+88gp+fn7ExMRQVFRETk6Ox3pZWVnExsYCEBsbW+5qnLL35+tjt9srPEoCYLPZsNvtHi8RERGpXl4LJTfffDNbtmwhLS3N/erWrRsDBw50f+3v78+yZcvc66Snp5ORkUFiYiIAiYmJbNmyhezsbHefpUuXYrfbadu2rbvPmdso61O2DREREfENXjunJDQ0lPbt23u0BQcHExUV5W4fNmwY48aNIzIyErvdzsMPP0xiYiJXXXUVAL1796Zt27YMGjSI5557jszMTCZNmsSoUaOw2WwAPPjgg7z22ms8+uijDB06lOXLl/PBBx/w2Wef1eyARURE5Jy8eqLr+cyYMQOz2cyAAQMoLCwkOTmZWbNmuZdbLBY+/fRTRo4cSWJiIsHBwQwZMoQpU6a4+yQkJPDZZ58xduxYXn75ZRo0aMCcOXNITk72xpBERETkLHwqlKxcudLjfUBAADNnzmTmzJlnXadx48YsWrTonNvt1asXGzdurIoSRUREpJp4/T4lIiIiIqBQIiIiIj5CoURERER8QqVCSdOmTTl69Gi59pycHJo2bXrJRYmIiEjdU6lQsm/fPpxOZ7n2wsJCDhw4cMlFiYiISN1zUVff/O9//3N/vWTJEsLCwtzvnU4ny5Yto0mTJlVWnIiIiNQdFxVK+vfvD4DJZGLIkCEey/z9/WnSpAkvvvhilRUnIiIidcdFhRKXywWU3pBs3bp11KtXr1qKEhERkbqnUjdP27t3b1XXIedhAJv253DIUcC1zesRYvOp+96JiIhcskr/Zlu2bBnLli0jOzvbfQSlzNy5cy+5MPnZiYJiXF3vYeUPhwE4drKIO7s08HJVIiIiVatSoeSpp55iypQpdOvWjbi4OEwmU1XXJacZhsF/Nx3EiGqCn9mEn9nE4ROFfL71EA3Q911ERC4flQols2fPZv78+QwaNKiq65FfOJRbwNG8Iigp4t7rWlBY7OJfG35i39FTWGw6WiIiIpePSt2npKioiKuvvrqqa5EK7DjkAMCUnU5EkJXYsACubhYFQJb1Cm+WJiIiUqUqFUruv/9+3n333aquRX6hxOnih6w8AEwHt7jb28TaMZsgz89OeuYJb5UnIiJSpSo1fVNQUMA//vEPvvzySzp27Ii/v7/H8unTp1dJcXXd7sMnKXK6CA3w49SxH93tgVYLTaKC2XPkJP/Z8BMTb2njxSpFRESqRqVCyebNm+nUqRMAW7du9Vimk16rzo7M0qmbNrF2NvxiWZs4O3uOnOSjjQd4tE9rLGZ930VEpHarVChZsWJFVdchv1BU4iLj2CkAWseFlgslTeoF4ecqIvsEfLPrCDe0rF/zRYqIiFShSp1TItUvy1GAYUBogB8RQdZyy/3MZuoXZQKwaPOhmi5PRESkylXqSMmNN954zmma5cuXV7ogKZXpKAAg1h5w1j6RxUc4FNCIb3cfqamyREREqk2lQknZ+SRliouLSUtLY+vWreUe1CeVk5l7OpSEnT2UhJUcx89s4qfj+ew/doqGkUE1VZ6IiEiVq1QomTFjRoXtTz75JHl5eZdUkJQ+5+ZCjpRYcNKpYTjrfzzOt7uOcHePRjVUoYiISNWr0nNKfv/73+u5N1Wg0BzAqSInZhNEh9rO2ffq5qVPal69+2hNlCYiIlJtqjSUpKSkEBBw9v/Zy4U5YQkDoF6IDT/LuT+isru7rt59FMMwqr02ERGR6lKp6Zs77rjD471hGBw6dIj169fz+OOPV0lhddkJv9JQcq7zScp0bhROgL+ZI3mF7MzOo2VMaHWXJyIiUi0qFUrCwsI83pvNZlq1asWUKVPo3bt3lRRWlzn8woFzn09SxuZnoXuTSL7eeYRvdx1RKBERkVqrUqFk3rx5VV2HnFZU4iLPUhosLuRICUBisyi+3nmElN1Hue+ahOosT0REpNpUKpSUSU1NZceOHQC0a9eOzp07V0lRddmu7DwMkwWbn5nwQP/zrwD0aBIJwIaMHAzD0K3+RUSkVqpUKMnOzubuu+9m5cqVhIeHA5CTk8ONN97IwoULqV9ftzyvrF2HSy+pjgy2XnC4aH9FGP4WE0fyCvnpeL7uVyIiIrVSpa6+efjhhzlx4gTbtm3j2LFjHDt2jK1bt+JwOPjjH/9Y1TXWKbuyS0NJRbeWP5sAfwtt4+wAbMg4Xi11iYiIVLdKhZLFixcza9Ys2rRp425r27YtM2fO5PPPP6+y4uqi3dk/Hym5GJ0bRQCwMSOnqksSERGpEZWavnG5XPj7lz/fwd/fH5fLdclF1WW7LiKUbNiQyqAHHgEg2z8WQjryr6824Vj9HtOnPVOtdYqIiFS1SoWSm266iUceeYT33nuP+Ph4AA4cOMDYsWO5+eabq7TAuqTE6WLvkZPAhYWSQid0uXMUALn5xaSv3scp/zAyj52s1jpFRESqQ6Wmb1577TUcDgdNmjShWbNmNGvWjISEBBwOB6+++mpV11hn/HQ8nyKnC7PhJDTg4vKiPcCPIKsFlwF5Fns1VSgiIlJ9KnWkpGHDhmzYsIEvv/yS77//HoA2bdqQlJRUpcXVNWVTN4HOk5gv8rJek8lErD2APUdOuu8IKyIiUptc1JGS5cuX07ZtWxwOByaTiV/96lc8/PDDPPzww3Tv3p127drx9ddfX/D2Xn/9dTp27Ijdbsdut5OYmOhxomxBQQGjRo0iKiqKkJAQBgwYQFZWlsc2MjIy6NevH0FBQURHRzN+/HhKSko8+qxcuZIuXbpgs9lo3rw58+fPv5hh15iyy4GDXJWbfok7fbO1sjvCioiI1CYXFUpeeuklhg8fjt1efnogLCyMBx54gOnTp1/w9ho0aMC0adNITU1l/fr13HTTTdx2221s27YNgLFjx/LJJ5/w4YcfsmrVKg4ePOjx3B2n00m/fv0oKipi9erVvPXWW8yfP5/Jkye7++zdu5d+/fpx4403kpaWxpgxY7j//vtZsmTJxQy9Rpx5pKQyyu4AqyMlIiJSG11UKNm0aRN9+vQ56/LevXuTmpp6wdu79dZbueWWW2jRogUtW7bk//7v/wgJCWHNmjXk5uby5ptvMn36dG666Sa6du3KvHnzWL16NWvWrAHgiy++YPv27bzzzjt06tSJvn378vTTTzNz5kyKiooAmD17NgkJCbz44ou0adOG0aNHc+eddzJjxoyLGXqNKAslQZUMJdGhAZiAInMAmbkFVViZiIhI9buoUJKVlVXhpcBl/Pz8OHz4cKUKcTqdLFy4kJMnT5KYmEhqairFxcUe56m0bt2aRo0akZKSAkBKSgodOnQgJibG3Sc5ORmHw+E+2pKSklLuXJfk5GT3NipSWFiIw+HweFWXcY9NYtADj/D7Bx5hS0bp9+7HHRsrtS2rn5nIkNKrdjb9lFNVJYqIiNSIiwolV1xxBVu3bj3r8s2bNxMXF3dRBWzZsoWQkBBsNhsPPvggH330EW3btiUzMxOr1eq+jX2ZmJgYMjMzAcjMzPQIJGXLy5adq4/D4SA/P7/CmqZOnUpYWJj71bBhw4sa08U4fPwEXe4cRatbH8Bp8i890pGTXentlT1ZeNP+nKopUEREpIZcVCi55ZZbePzxxykoKD81kJ+fzxNPPMGvf/3riyqgVatWpKWlsXbtWkaOHMmQIUPYvn37RW2jqk2cOJHc3Fz3a//+/dW+z+MnS6eb7IH+mAxnpbdTFkrSFEpERKSWuahLgidNmsR//vMfWrZsyejRo2nVqhUA33//PTNnzsTpdPLXv/71ogqwWq00b94cgK5du7Ju3Tpefvll7rrrLoqKisjJyfE4WpKVlUVsbCwAsbGxfPfddx7bK7s658w+v7xiJysrC7vdTmBgYIU12Ww2bDbbRY3jUuXmFwMQHuTPpdz6LOZ0KNn8Uy4ul4HZrCcGi4hI7XBRR0piYmJYvXo17du3Z+LEidx+++3cfvvt/OUvf6F9+/Z888035aZKLpbL5aKwsJCuXbvi7+/PsmXL3MvS09PJyMggMTERgMTERLZs2UJ29s/THUuXLsVut9O2bVt3nzO3UdanbBu+oiyUhAWc/ZydCxEVbMVsOMkrLGHPkbyqKE1ERKRGXPTN0xo3bsyiRYs4fvw4u3btwjAMWrRoQURExEXvfOLEifTt25dGjRpx4sQJ3n33XVauXMmSJUsICwtj2LBhjBs3jsjISOx2Ow8//DCJiYlcddVVQOnVPm3btmXQoEE899xzZGZmMmnSJEaNGuU+0vHggw/y2muv8eijjzJ06FCWL1/OBx98wGeffXbR9VYnR1koCbq0UGI2mwgpceDwj2BjRg7No0OrojwREZFqV6k7ugJERETQvXv3S9p5dnY2gwcP5tChQ4SFhdGxY0eWLFnCr371KwBmzJiB2WxmwIABFBYWkpyczKxZs9zrWywWPv30U0aOHEliYiLBwcEMGTKEKVOmuPskJCTw2WefMXbsWF5++WUaNGjAnDlzSE5OvqTaq1puwelQEnhpoQQg1JmLwz+CTT/l8Ntu1XeSroiISFWqdCipCm+++eY5lwcEBDBz5kxmzpx51j5lR27OpVevXmzcWLnLbGtK7qnSUGK/xOkbgNCSXAA27c+95G2JiIjUlEo9kE+qVmGxk4ISF1B1R0oAdhxyUFBc+St5REREapJCiQ8om7oJ9Ldg9bv0j8TmKqBeiJUSl8G2g9V34zcREZGqpFDiA9xX3lTBURIAE3Blg3BAN1ETEZHaQ6HEB1R1KAG4smE4oNvNi4hI7aFQ4gOqI5R0Oh1KdGdXERGpLRRKfIAjvwSo2lDSsUEYAD8ePeW+hb2IiIgvUyjxAdVxpCQ8yEpCvWBAUzgiIlI7KJR4mYGJE6evvrEHVu1tYzSFIyIitYlCiZcVmgNwGWAxmwixVW0oufL0FI6uwBERkdpAocTL8s2lTyq2B/hhMlXtE31/vgInF8MwqnTbIiIiVU2hxMsKykJJFZ5PUqZtvB2rxcyxk0X8ePRUlW9fRESkKimUeFmh+0hJ1YcSm5+FDqencNb/eLzKty8iIlKVFEq8rMAcAFT9Sa5lujWJAGD9vmPVsn0REZGqolDiZdV5pASge+NIANYplIiIiI9TKPGyQkvpkZLQgOo5UtK1cemRkt2HT3I0r7Ba9iEiIlIVFEq8qNjpotB0evqmmo6URARbaREdAkCqzisREREfplDiRZm5BWAyYTGbCLJaqm0/3ZqUTuHoZFcREfFlCiVe9NPxfABCbVV/j5IzddfJriIiUgsolHjRgZzToaSarrwp0/30kZItB3IpKHZW675EREQqS6HEiw6cPlJSXeeTlGkQEUiM3Uax02CDpnBERMRHKZR40U/HS++yWt2hxGQycU2zegB8u/tIte5LRESkshRKvMg9fVNNlwOf6ZrmpaHkm50KJSIi4psUSryoLJRU95ES+DmUbD6QS+6p4mrfn4iIyMVSKPESl8vgYA2d6AoQGxZA8+gQDANS9uhoiYiI+B6FEi/JPlFIsdMAw0WItfpDCcC1ZVM4uxRKRETE9yiUeMmBnNKTXG2uQszm6rtHyZl0XomIiPgyhRIvKbtxms2VX2P77Nk0EovZxL6jp9h/7FSN7VdERORCKJR4SdlJrgGughrbpz3An04NwwFY+cPhGtuviIjIhVAo8RITJqJDbQTU4JESgJvbRAOwdHtWje5XRETkfBRKvGRkr2Z899ckGhXsrtH99m4bC0DK7iM4CnRpsIiI+A6FEi+rmVNcf9Y8OoRm9YMpdhqsTNcUjoiI+A6Fkjqod7vSoyVfbMv0ciUiIiI/Uyipg3q3jQFgZfphCkv01GAREfENCiV10JUNwokOtZFXWMLq3Ue9XY6IiAgANXMrUfEpZrOJ5Hax/HPNj0yY/V9andrqsbx+RCjTpz3jpepERKSu8uqRkqlTp9K9e3dCQ0OJjo6mf//+pKene/QpKChg1KhRREVFERISwoABA8jK8rycNSMjg379+hEUFER0dDTjx4+npKTEo8/KlSvp0qULNpuN5s2bM3/+/Ooenk+7o8sVABwLvIJ2/R+ky52j3K/Dx094uToREamLvBpKVq1axahRo1izZg1Lly6luLiY3r17c/LkSXefsWPH8sknn/Dhhx+yatUqDh48yB133OFe7nQ66devH0VFRaxevZq33nqL+fPnM3nyZHefvXv30q9fP2688UbS0tIYM2YM999/P0uWLKnR8fqSTg3DCXTmUeIy2Jmd5+1yREREvDt9s3jxYo/38+fPJzo6mtTUVK6//npyc3N58803effdd7npppsAmDdvHm3atGHNmjVcddVVfPHFF2zfvp0vv/ySmJgYOnXqxNNPP82ECRN48sknsVqtzJ49m4SEBF588UUA2rRpwzfffMOMGTNITk6u8XH7ApPJREzhQfYFtWTHQQft48O8XZKIiNRxPnWia25uLgCRkZEApKamUlxcTFJSkrtP69atadSoESkpKQCkpKTQoUMHYmJi3H2Sk5NxOBxs27bN3efMbZT1KdvGLxUWFuJwODxel6PookOYgIO5BeScKvJ2OSIiUsf5TChxuVyMGTOGa665hvbt2wOQmZmJ1WolPDzco29MTAyZmZnuPmcGkrLlZcvO1cfhcJCfX/4271OnTiUsLMz9atiwYZWM0dfYjEIaRQUBsO3g5Rm8RESk9vCZUDJq1Ci2bt3KwoULvV0KEydOJDc31/3av3+/t0uqNmXTNlsO5FLsdHm5GhERqct8IpSMHj2aTz/9lBUrVtCgQQN3e2xsLEVFReTk5Hj0z8rKIjY21t3nl1fjlL0/Xx+73U5gYGC5emw2G3a73eN1uWpaP5iwQH8KS1xs19ESERHxIq+GEsMwGD16NB999BHLly8nISHBY3nXrl3x9/dn2bJl7rb09HQyMjJITEwEIDExkS1btpCdne3us3TpUux2O23btnX3OXMbZX3KtlGXmU0mOjcMB2Dj/hxchuHdgkREpM7yaigZNWoU77zzDu+++y6hoaFkZmaSmZnpPs8jLCyMYcOGMW7cOFasWEFqair33XcfiYmJXHXVVQD07t2btm3bMmjQIDZt2sSSJUuYNGkSo0aNwmazAfDggw+yZ88eHn30Ub7//ntmzZrFBx98wNixY702dl/SNt5OgJ+Z3Pxidh/W5cEiIuIdXr0k+PXXXwegV69eHu3z5s3jD3/4AwAzZszAbDYzYMAACgsLSU5OZtasWe6+FouFTz/9lJEjR5KYmEhwcDBDhgxhypQp7j4JCQl89tlnjB07lpdffpkGDRowZ86cy/Zy4A0bUhn0wCMebee6S6u/xUyHBmGs23ecdXuP06omihQREfkFr4YS4wKmCgICApg5cyYzZ848a5/GjRuzaNGic26nV69ebNy48aJrrI0KndDlzlEebRv+dfbvH0DnhhFs2p/L4bxCIv1jq7M8ERGRCvnEia7ifYFWC10bRwDwY2Bzikp0JY6IiNQshRJx69wonCCrhQJLEO99l+HtckREpI5RKBE3f4uZngmld9N96csfOHZSd3kVEZGao1AiHtrFhxFccoLjp4p5dtEOb5cjIiJ1iEKJeLCYTTQ/tR2TCf6V+hNr9hz1dkkiIlJHKJRIOXZnLvf2aATAXz7aQn6R08sViYhIXaBQIhV6tE9rokNt7Dl8kr8t/t7b5YiISB3g1fuUSM2p6IZqGzdtpsudFfcPC/Tn+d9eyZC53zF/9T52rl6E+fhPHn3OdUM2ERGRi6VQUkdUdEO1lHVDz7nODS3rMySxMW+l/Mg6V1MG39qPYNvPf2XOd0M2ERGRi6HpGzmnx/q2oUV0CEXmABZvzcTl0gP7RESkeiiUyDkFWi28/vuuWIwSfsrJZ/VuXY0jIiLVQ6FEzqt5dAgtTm4DIDXjODuzT3i5IhERuRwplMgFqV+cRZdG4QB8uT1bd3sVEZEqp1AiF+yaZvW4IjyQIqeLzzYfogSLt0sSEZHLiK6+kXLOfvmwib7tY3lvXQbHThWRHtwRp8vAYjZ5qVIREbmcKJRIOee6fDjY5sevO8Tzrw0/ccxan6mLdjDp1229UaaIiFxmNH0jFy02LIDebWMAmPPNXt5dm+HlikRE5HKgUCKV0jImlMb5uwB4/L9b+WbnES9XJCIitZ1CiVRaw4I99O8Uj9NlMHJBKrt0qbCIiFwChRKpNBMwbUBHujaO4ERBCUPmriPLUeDtskREpJZSKJFLEuBv4R+DupJQL5gDOfkMmfsdjoJib5clIiK1kEKJXLKoEBtv3deDeiE2vs88wQNvp1JY4vR2WSIiUsvokmCpEo2igph/X3f6v7qKlD1HuebRebQ+uYWyO5jUjwhl+rRnvFqjiIj4NoUSqbSKbrLml5GLq9NvOWKN40TT1tzQsj4mk4kN/5rppSpFRKS2UCiRSqvwJmsThvKrtjEs2ZbFpp9ysZhNXNu8npcqFBGR2kShRKpc61g7RSUuVqQfZkNGDhazCZu3ixIREZ+nE12lWnRsEM4NLesDsG7fcTICmnq5IhER8XUKJVJtOjUM57oWpVM3GYHNeW35Ti9XJCIivkyhRKpVl0YRXNMsCoAXvviBqZ/vwDAML1clIiK+SKFEql23JpEknPoBgL+v2sOj/9pMsdPl5apERMTX6ERXqRENCvcxcvCdPPbvzXyY+hMZx07x+u+7EhlsrfZ9j3tsEoePl38uj+6dIiLiWxRKpMb8rltD6oVY+eN7aazde4zfvPYNr97Tmc6NIqp1v4ePnyh36TKge6eIiPgYhRKpUTe1juGjh67m/rfX8+PRU9w5O4VHbm7BQ72a4We59NnEio6KbNy0mS53XvKmRUSkmimUSI1rERPK/0Zfy6SPt/LJpoNMX/oDn24+yJO3tuPqS7zRWkVHRVLWDb2kbYqISM3w6omuX331Fbfeeivx8fGYTCY+/vhjj+WGYTB58mTi4uIIDAwkKSmJnTs9Lys9duwYAwcOxG63Ex4ezrBhw8jLy/Pos3nzZq677joCAgJo2LAhzz33XHUPTc4jLNCfV+7uxPTfXUlEkD8/ZOVx75y13PvGGlakZ+NyXdoVOiUuF3kFJRzJK8QIjSHbUUDOqSKKSn4+wbbsNvlnvsY9NulShyYiIpXk1SMlJ0+e5Morr2To0KHccccd5ZY/99xzvPLKK7z11lskJCTw+OOPk5yczPbt2wkICABg4MCBHDp0iKVLl1JcXMx9993HiBEjePfddwFwOBz07t2bpKQkZs+ezZYtWxg6dCjh4eGMGDGiRsdbl1X0nJyyE01vah3NjKU/8M7aDFbvPsrq3UeJsdtIbhfL1c2iaBsXRoOIQMxmk3tdl8sg+0QhB3LyOZCTz0/HT5Fx9BSbQ7qx8Zu95BWW/LyjxKG8t26/+22gv4UYu438RlfTMHkQ9UKsmEyl29Z5JiIi3uPVUNK3b1/69u1b4TLDMHjppZeYNGkSt912GwBvv/02MTExfPzxx9x9993s2LGDxYsXs27dOrp16wbAq6++yi233MILL7xAfHw8CxYsoKioiLlz52K1WmnXrh1paWlMnz5doaQGVfScnLIAEB5k5anb2jPihmbM+2Yv76/bT5ajkLdTfuTtlB8BMJtKj65Y/cwUOw1OFBRT7KzgaIp/JJwOJCYTBPhZyD9xnJCwSAqKnZS4DPKLnew7egpa3MC732UQFuhPu3g77eLt1ftNEBGRc/LZc0r27t1LZmYmSUlJ7rawsDB69uxJSkoKd999NykpKYSHh7sDCUBSUhJms5m1a9dy++23k5KSwvXXX4/V+vOlp8nJyfztb3/j+PHjRESUv/KjsLCQwsJC93uHw1FNo6zbznb0ZN3TT7F69xGWbs9my4EcfsjMo8jp4vipYo++FrOJWHsAV4QHckVEII2jgvj8v/+m0w39sAf6EehvwWQyMXPCUIb9bS4AhSVOjp8sJstRwKpvvsUc24rc/GJW7z7K2j3HiA5sTWZuAbFhATX2fRARkVI+G0oyMzMBiImJ8WiPiYlxL8vMzCQ6OtpjuZ+fH5GRkR59EhISym2jbFlFoWTq1Kk89dRTVTMQOauzHT0J8LdwU+sYbmpd+jkVO10cP1nE8VPFFDtdWP3MBNv8iAm1lbtiJ/XDzHMGCpufhdgwC7FhAXyT9m9GPDuHnVl5bD6QQ5ajkEMBjbj++RWMuK4po25sTqDVUvUDFxGRCvlsKPGmiRMnMm7cOPd7h8NBw4YNvVhR3eZvMTPt2WfKXepbFTc/87eYaRtvp228nf3HTvHld1txEMFrK3bxcdoBnry1HUltY86/IRERuWQ+G0piY2MByMrKIi4uzt2elZVFp06d3H2ys7M91ispKeHYsWPu9WNjY8nKyvLoU/a+rM8v2Ww2bDZblYxDqkZFl/rO+cvQctM/l3JPkoaRQZR8NZs2PfuyJ6gVPx2H+99eTxzH+HDCABpEBFW2fBERuQA+G0oSEhKIjY1l2bJl7hDicDhYu3YtI0eOBCAxMZGcnBxSU1Pp2rUrAMuXL8flctGzZ093n7/+9a8UFxfj7+8PwNKlS2nVqlWFUzfiXRWdZwIVh42Kpn8u9Z4kRU7ofdtvKXa6WLv3GBszjnPIiCR5xlf8tV9b7unR0H2ljoiIVC2vhpK8vDx27drlfr93717S0tKIjIykUaNGjBkzhmeeeYYWLVq4LwmOj4+nf//+ALRp04Y+ffowfPhwZs+eTXFxMaNHj+buu+8mPj4egHvvvZennnqKYcOGMWHCBLZu3crLL7/MjBkzvDFkOY+KggbU/A3Q/C1mrm1ejzaxoby75FtOhjfkLx9t4bkPVtDy5DZsRqGenSMiUsW8evO09evX07lzZzp37gzAuHHj6Ny5M5MnTwbg0Ucf5eGHH2bEiBF0796dvLw8Fi9e7L5HCcCCBQto3bo1N998M7fccgvXXnst//jHP9zLw8LC+OKLL9i7dy9du3blT3/6E5MnT9blwHJBokJsmL5bwHUt6mExm8jxr0da1I0EXD2I7Aoe8iciIpXn1SMlvXr1wjDOfudOk8nElClTmDJlyln7REZGum+UdjYdO3bk66+/rnSdUreZMOjSKIKEqGC+2J5FpqOApTuyiAzuTJajgBi7Lh8WEakKXj1SIlKbRARb+W23BlzTPAqLycQxa316z/iKjzceOGe4FhGRC6NQInIRzCYT3RpHck+PhoSU5JKbX8yY99N48J1UDp8oPP8GRETkrBRKRCohKsSG66vZNM7ficlwsWRbFolPL+J3j+kEahGRylIoEamkohIX/X99C/f0bEK9ECslZivf0ZJR727g2Mkib5cnIlLrKJSIXKL6oTbu7t6IHk0iwXDx2eZD9J6xiv9s+AmXS+eaiIhcKIUSkSpgMZtIbBZFpxNraRkTwpG8IsZ9sIn+s75l3b5j3i5PRKRWUCgRqUKhzhN88vC1PNqnFSE2Pzb/lMtvZ6fw0IJU9h056e3yRER8mkKJSBWz+Vl4qFdzVvy5F/f0aIjZBIu2ZHLTiyt5ZOFG0jN10zURkYr47LNvRGqjip7dc2NEDK5WSaxIP8x/0w7y37SD/KptDA/e0IwujcL1LB0RkdMUSkSqUEXP7tnwr5n8874ebD2Qy+srd7No6yGWbs9i6fYs2sTZubdnI/p3iic0wN9LVYuI+AaFEpFq9sujJ13MQRwJa0mmXyw7Djl4/OOtTF20g99cGU//zlfQo0kkZrOOnohI3aNQIlLNznb05L8znuc/Gw6wYO2P7D58koXr9rNw3X5i7QHcemUcv7nyCtpfYdf0jojUGQolIl6wYUMqD48dD0AcEOwXQZY1jmxLPTId8MbXe3nj670EOk/S2HKMV8YOpEV0iAKKiFzWFEpEvKCioycArz02nL5/mkF65gn2HjlJPsF8TzC9Z3xFQr1gktvFktwuhisbhGuKR0QuOwolIj7EZDhpVj+EZvVDKCpxsedwHl9+9S2uqKbsPXKS2at2M3vVbgIo5HeJLenTLpYeCZH4WXR1v4jUfgolIj7K6memdZydZRs+5IH/e4Mfj55id3Yee4+epMBp4+2UH3k75Uf8XEVEFR+mqe0E854eQ4C/xduli4hUikKJSC1g87PQMiaUljGhlDhdvD59Kq373c+eI3kUFFvJsl1BFtB5ylKubhZFr1b1uaFlNI2igrxduojIBVMoEall/CxmzEd286u2Mbhc0RzMzWdXdh47MrLILw5g2ffZLPs+G9hG03rBXN+yPr1a1adHQiRBVv2TFxHfpZ9QIrWY2WyiQUQQDSKCCN3yIROfmMKqHw6zMv0wqT8eZ8+Rk+w5cpL5q/dhMlyEOnMJKz5Oo8AC3pgyViFFRHyKfiKJXCZMQLv4MNrFh/FQr+Y4CopZvesIT775P/LsTcgrLMHhF4HDL4L9QMcnv6BjgzCuahrFVU2j6No4gmCbfiSIiPfoJ5DIZaKi5+4A5G3azNAps3EUlPDT8VMcOJ7PnoPZFBLIhowcNmTkMGvlbixmE23j7HRtHEG3JhF0axxJbFiAF0YiInWVQonIZeJs9z5JWTcUk8lEWKA/YYGlR1LeWPAXune7lhy/CHL9Isn1i6CQQLYcyGXLgVzmr94HgM2ZT7QljxH9b6Rb4whaxoRi0f1RRKSaKJSI1EFFTrj6jqEeba89MYZfjXyag7n5HMop4EheIYWWQPYTyOMfbwUg0N9Cm7hQOlwRRvsrwmgda6dp/WBN+4hIldBPEhEBwFTgoFVsKK1iQwEoLHGSmVvAZ//5gOCGbTjhF0Z+Me4pnzPF2G00rRdCk3pBxNgDiLUHEBMWQExoAFEhVsKD/LH56f4pInJuCiUiUiGbn4XGUcEYu75myPD7cBkGOaeKyT5RwNbUtTRo04Xdh/M4kldElqOQLEchKXuOnnV7ITY/IoL9iQyykvnTPozCfPyNIvyMYvxdRUQF+zFuxBAig61EBFsJD/TXnWpF6hiFEhG5IGaTichgK5HBVr759j2a5v9AG6DY5Ee+ORg/exTXJfUly1FAZm4BmY5C9hw6QqHhByYzeYUl5BWWsP9YPhABtgiP7e8C7vrHGvd7kwnCAv2JDLYSExpAbNjplz2AGHsAcaff1wux6TwXkcuEQomIXLSKTqqd85ehBB3f435fD9i/aTMPTJlNYYmL/GInBcVO8oucfPbuG1zd/w/kn35fUOxk3650bKERFJv8KTFbMQzIOVVMzqli9hw+edZaLGYT0aE297RRReElxh5AoFXTRyK+TqFERKpERUGl7MqfAH+LxzN5zAe30LWx55GSme9OYsTf5gLgchkUlDiZO20i/R9+yn2UJa+g9M+9u3biFxpJkcmG0wWHcgs4lFtwzvqsfmbCAv0JD/Qv/TPIH3ugP+GBVsIC/QkJ8CPQ30Kg1Uygvx+BVguB/haCrKW1B51+H2i1YPMzYzLp6IxIVVMoERGfYzabCLL6YTp5lAYR5Z/fM3PBJEb+bS4ul8GpIid5hSV8PPclrmjeliJzAEUmG4XmAE6UAAFhuEwWikpcHD5RyOEThZdcn8VsIshqIdjqR5Ct9M9DBzJwFRVhoQSLUYK/q4jIQDPD7rmDqNPTXlHBVsKDrFj9dK6MSEUUSkSk1jKbTYQE+BES4Icz8wduHfuYx/KZE4by0LQ3KXK6KCx2UVDi5KPZf6NJy3aUmPwoMflTYvanxOTHkZwTNGrXnRKXQbHTRYnT4EjWQfwDg3FhwWmyYJhKw4TTZXCioIQTBSVn7C0MrJ717Qf++N7GcnWHBvhRL8TmDipRIVaigk+/P/11eJA/wTY/Qk6/Avx1dEYufwolInJZM5lM2Pws2Pws2PGn5MiPJI9/oly/mROGcuu9t/2i7UlGnp5SgtJppVmPP8QfJr9KsdNFUYmLYqeLYqfBp2/P4sa7RrgDUH6xk+0b1hASGUOx2UqxyZ9ikxVMJneg2Xvk7OfK/JLFbCLE5kew1UJA2VSSezrJcnq6yUzg6amyAH+LewoqwN9c+t6jrYI+fhbMOmlYvEihRETkApnNJkwlhYRUcLM4c9YO2l8R5tG2Y97H/OGMUGMYBjMfH829E2eQX+TkVHEJ+UVOdqelcONNN3PkZBHH8oo4erIQR37p+TMni0owjNKjM7n5xeTmF1frGG1+ZgKtFgJOB53SMPNzqPllIHKHnbI+Z7adEXhKg+HpP/3NWC1mBSApR6FERKSGmEwmTMX5RAZbIfjn9u9mfciegtIrl/yAmNOvHdu20KldB5xYcJr8cJosbN+1j1uGT6DEZVDiNChxuljx7/k0aJyAy2TBiRmXyYILC4dzcknoeFXpdNTp/pkHfiQsugHOsmkql4HTZbhrKSxxUVjiAqo3/ACYDBdmnPiZDOqFh2HzM2P1M2PztxBw+s/SIPNzmCn72moxYTKZMJtMmExgNuF+X/o1p5eVvi9rN5tN+JlL+1nMZ7xMpp+XnX7vZzbhZymtyd9iwmox428x4//L95bS95peu3QKJSIiXnau5xZ1/UX7pglDy538u2x/GreO/mO59WdOGMotA2/3bPvXEx5HbwBemzCMB559w30uTYnL4MNXnqBl6/alQcdkxoUFl8nCjwcz6d7ndxS7SgNRidNgy3df0aLzNT+3uQwcR7OJjo0jv8hJYYmTgmIXhSVOzsg/GCYzTsw4gQM5+Rf5XfM97qDiVxpUrKfDSllwOXToAM7iEky4MGNgNlwEWM1079TRHXZ+uY71zDaP7f7cdub7AH/L6edc+RNktdS6oKRQIiJSx5kw3L8Ey5TkZHHj7VPL9Z05YSjdmjzo0bZ93iL6Dr7To23OX56gQZeuHm0GsHHzVgZPnkmJy4XTVRqAFrz4OHc+8hROp+Fu/2LBLBo3bY7LfeTHTPbhw0RFx+EymXFhLq3cBEeOHqNVt+swDDAwwIAfNqYQGRkJJhPG6VE6HA5C7eEYp9czMGFg4sTJU8Q2boHr9PqGAUcOZhAQFIxRFiFMJoqdLsx+/hic3v8vfuEXOw2Knc7Sh0tVKBT8y7ceSDt4lv6Xxt9iIizQSnSojdjT9+uJsdtoGBFEk3rBNK0XTESw9fwbqkF1KpTMnDmT559/nszMTK688kpeffVVevTo4e2yREQuO2c7+rNm3dDS//3zcwAy5R0m1h7g0c956Hv6jnnUo23mhKHcMdTzKE9Ze9Igz1C08+1PuPcXR4RmThjK7/9W8fq/HfDLvk8yvIL1R5154rNhMOsvDzB8yus4jdJpMNfp83/enf44v33kqdNtpcv+N+9l+gx+GJcLnIaBy2Ww4qN/cs1vBuI6PY1W2g6bvvmC+tGxuEym0hBkMuFw5BFiDz8dykwYJjMn8wuIiG3k3l6x0yC/sAjMFoqdBkfyCjmSV8j2Q45y4wYwFecTYioiwHmSQNcpgpwnuSIEZj49wePeQjWlzoSS999/n3HjxjF79mx69uzJSy+9RHJyMunp6URHR3u7PBERqWXMJhMmVwm2Cn55m/IOE/OLoGU+vIsW0aEebav2b6BLo9Hl1t8050t+d1/5UDToAoLWaxOG8sCzcygoLp02yyss4WRhCcs/+zdtr+tH7qlicvKLySsswfAP5ASBnPD7+STt74FPNx/izq4NLuj7UJXqzB18pk+fzvDhw7nvvvto27Yts2fPJigoiLlzy6dmERGR2soE+FvMhAb4Uz/URkK9YNpfEYZl9zcktYlhQNcGDLs2gYd6NcOyeg79OsRxTbMo2sbZiQsLwM9VTLP6wefdT3WoE0dKioqKSE1NZeLEie42s9lMUlISKSkp5foXFhZSWPjzXR9zc3MBcDgqPvx1abUVUnAyz6PN5SypdJu311dNl9c2VZNqUk2Xd01G7iEaBEODYCuld/8LJu2/H9I07MYq+51Xth3DMM7Ts7TTZe/AgQMGYKxevdqjffz48UaPHj3K9X/iiScMSs/J0ksvvfTSSy+9quC1f//+8/6+rhNHSi7WxIkTGTdunPu9y+Xi2LFjREVFXdTlVQ6Hg4YNG7J//37sdnt1lOp1GuPloS6MEerGODXGy8PlNEbDMDhx4gTx8fHn7VsnQkm9evWwWCxkZWV5tGdlZREbG1uuv81mw2azebSFh4dXev92u73W/6U6H43x8lAXxgh1Y5wa4+XhchljWFjYBfWrEye6Wq1WunbtyrJly9xtLpeLZcuWkZiY6MXKREREpEydOFICMG7cOIYMGUK3bt3o0aMHL730EidPnuS+++7zdmkiIiJCHQold911F4cPH2by5MlkZmbSqVMnFi9eTExMTLXt02az8cQTT5SbCrqcaIyXh7owRqgb49QYLw91YYwVMRnGhVyjIyIiIlK96sQ5JSIiIuL7FEpERETEJyiUiIiIiE9QKBERERGfoFBSjWbOnEmTJk0ICAigZ8+efPfdd94uqUJTp06le/fuhIaGEh0dTf/+/UlPT/fo06tXL0wmk8frwQcf9OiTkZFBv379CAoKIjo6mvHjx1NSUuLRZ+XKlXTp0gWbzUbz5s2ZP39+dQ8PgCeffLJc/a1bt3YvLygoYNSoUURFRRESEsKAAQPK3WzPl8cH0KRJk3JjNJlMjBpV+vj42vgZfvXVV9x6663Ex8djMpn4+OOPPZYbhsHkyZOJi4sjMDCQpKQkdu7c6dHn2LFjDBw4ELvdTnh4OMOGDSMvz/P5H5s3b+a6664jICCAhg0b8txzz5Wr5cMPP6R169YEBATQoUMHFi1aVO1jLC4uZsKECXTo0IHg4GDi4+MZPHgwBw8e9NhGRZ/9tGnTfGaM5xsnwB/+8IdyY+jTp49Hn9r8WQIV/vs0mUw8//zz7j614bOsVlXycBkpZ+HChYbVajXmzp1rbNu2zRg+fLgRHh5uZGVlebu0cpKTk4158+YZW7duNdLS0oxbbrnFaNSokZGXl+fuc8MNNxjDhw83Dh065H7l5ua6l5eUlBjt27c3kpKSjI0bNxqLFi0y6tWrZ0ycONHdZ8+ePUZQUJAxbtw4Y/v27carr75qWCwWY/HixdU+xieeeMJo166dR/2HDx92L3/wwQeNhg0bGsuWLTPWr19vXHXVVcbVV19da8ZnGIaRnZ3tMb6lS5cagLFixQrDMGrnZ7ho0SLjr3/9q/Gf//zHAIyPPvrIY/m0adOMsLAw4+OPPzY2bdpk/OY3vzESEhKM/Px8d58+ffoYV155pbFmzRrj66+/Npo3b27cc8897uW5ublGTEyMMXDgQGPr1q3Ge++9ZwQGBhp///vf3X2+/fZbw2KxGM8995yxfft2Y9KkSYa/v7+xZcuWah1jTk6OkZSUZLz//vvG999/b6SkpBg9evQwunbt6rGNxo0bG1OmTPH4bM/89+vtMZ5vnIZhGEOGDDH69OnjMYZjx4559KnNn6VhGB5jO3TokDF37lzDZDIZu3fvdvepDZ9ldVIoqSY9evQwRo0a5X7vdDqN+Ph4Y+rUqV6s6sJkZ2cbgLFq1Sp32w033GA88sgjZ11n0aJFhtlsNjIzM91tr7/+umG3243CwkLDMAzj0UcfNdq1a+ex3l133WUkJydX7QAq8MQTTxhXXnllhctycnIMf39/48MPP3S37dixwwCMlJQUwzB8f3wVeeSRR4xmzZoZLpfLMIza/xn+8oe8y+UyYmNjjeeff97dlpOTY9hsNuO9994zDMMwtm/fbgDGunXr3H0+//xzw2QyGQcOHDAMwzBmzZplREREuMdoGIYxYcIEo1WrVu73v/vd74x+/fp51NOzZ0/jgQceqNYxVuS7774zAOPHH390tzVu3NiYMWPGWdfxpTEaRsXjHDJkiHHbbbeddZ3L8bO87bbbjJtuusmjrbZ9llVN0zfVoKioiNTUVJKSktxtZrOZpKQkUlJSvFjZhcnNzQUgMjLSo33BggXUq1eP9u3bM3HiRE6dOuVelpKSQocOHTxuRpecnIzD4WDbtm3uPmd+T8r61NT3ZOfOncTHx9O0aVMGDhxIRkYGAKmpqRQXF3vU1rp1axo1auSurTaM70xFRUW88847DB061OMhkrX9MzzT3r17yczM9KgnLCyMnj17enxu4eHhdOvWzd0nKSkJs9nM2rVr3X2uv/56rFaru09ycjLp6ekcP37c3cdXxp2bm4vJZCr3PK5p06YRFRVF586def755z2m3WrLGFeuXEl0dDStWrVi5MiRHD161L3scvsss7Ky+Oyzzxg2bFi5ZZfDZ1lZdeaOrjXpyJEjOJ3OcneLjYmJ4fvvv/dSVRfG5XIxZswYrrnmGtq3b+9uv/fee2ncuDHx8fFs3ryZCRMmkJ6ezn/+8x8AMjMzKxxv2bJz9XE4HOTn5xMYGFht4+rZsyfz58+nVatWHDp0iKeeeorrrruOrVu3kpmZidVqLfdDPiYm5ry1ly07V5+aGN8vffzxx+Tk5PCHP/zB3VbbP8NfKquponrOrDc6OtpjuZ+fH5GRkR59EhISym2jbFlERMRZx122jZpSUFDAhAkTuOeeezwe0vbHP/6RLl26EBkZyerVq5k4cSKHDh1i+vTp7nH4+hj79OnDHXfcQUJCArt37+Yvf/kLffv2JSUlBYvFctl9lm+99RahoaHccccdHu2Xw2d5KRRKxMOoUaPYunUr33zzjUf7iBEj3F936NCBuLg4br75Znbv3k2zZs1qusyL1rdvX/fXHTt2pGfPnjRu3JgPPvigRn+R1pQ333yTvn37ejwqvLZ/hnVdcXExv/vd7zAMg9dff91j2bhx49xfd+zYEavVygMPPMDUqVNrzW3K7777bvfXHTp0oGPHjjRr1oyVK1dy8803e7Gy6jF37lwGDhxIQECAR/vl8FleCk3fVIN69ephsVjKXb2RlZVFbGysl6o6v9GjR/Ppp5+yYsUKGjRocM6+PXv2BGDXrl0AxMbGVjjesmXn6mO322s8GISHh9OyZUt27dpFbGwsRUVF5OTklKvtfLWXLTtXn5oe348//siXX37J/ffff85+tf0zLKvpXP/OYmNjyc7O9lheUlLCsWPHquSzral/z2WB5Mcff2Tp0qXnfZR9z549KSkpYd++fUDtGOMvNW3alHr16nn8/bwcPkuAr7/+mvT09PP+G4XL47O8GAol1cBqtdK1a1eWLVvmbnO5XCxbtozExEQvVlYxwzAYPXo0H330EcuXLy93aLAiaWlpAMTFxQGQmJjIli1bPH5olP3wbNu2rbvPmd+Tsj7e+J7k5eWxe/du4uLi6Nq1K/7+/h61paenk5GR4a6tNo1v3rx5REdH069fv3P2q+2fYUJCArGxsR71OBwO1q5d6/G55eTkkJqa6u6zfPlyXC6XO5QlJiby1VdfUVxc7O6zdOlSWrVqRUREhLuPt8ZdFkh27tzJl19+SVRU1HnXSUtLw2w2u6c7fH2MFfnpp584evSox9/P2v5ZlnnzzTfp2rUrV1555Xn7Xg6f5UXx9pm2l6uFCxcaNpvNmD9/vrF9+3ZjxIgRRnh4uMeVDb5i5MiRRlhYmLFy5UqPy9BOnTplGIZh7Nq1y5gyZYqxfv16Y+/evcZ///tfo2nTpsb111/v3kbZ5aS9e/c20tLSjMWLFxv169ev8HLS8ePHGzt27DBmzpxZY5fM/ulPfzJWrlxp7N271/j222+NpKQko169ekZ2drZhGKWXBDdq1MhYvny5sX79eiMxMdFITEysNeMr43Q6jUaNGhkTJkzwaK+tn+GJEyeMjRs3Ghs3bjQAY/r06cbGjRvdV55MmzbNCA8PN/773/8amzdvNm677bYKLwnu3LmzsXbtWuObb74xWrRo4XEZaU5OjhETE2MMGjTI2Lp1q7Fw4UIjKCio3CWWfn5+xgsvvGDs2LHDeOKJJ6rsEstzjbGoqMj4zW9+YzRo0MBIS0vz+PdZdvXF6tWrjRkzZhhpaWnG7t27jXfeeceoX7++MXjwYJ8Z4/nGeeLECePPf/6zkZKSYuzdu9f48ssvjS5duhgtWrQwCgoK3NuozZ9lmdzcXCMoKMh4/fXXy61fWz7L6qRQUo1effVVo1GjRobVajV69OhhrFmzxtslVQio8DVv3jzDMAwjIyPDuP76643IyEjDZrMZzZs3N8aPH+9xjwvDMIx9+/YZffv2NQIDA4169eoZf/rTn4zi4mKPPitWrDA6depkWK1Wo2nTpu59VLe77rrLiIuLM6xWq3HFFVcYd911l7Fr1y738vz8fOOhhx4yIiIijKCgIOP22283Dh065LENXx5fmSVLlhiAkZ6e7tFeWz/DFStWVPh3c8iQIYZhlF4W/PjjjxsxMTGGzWYzbr755nJjP3r0qHHPPfcYISEhht1uN+677z7jxIkTHn02bdpkXHvttYbNZjOuuOIKY9q0aeVq+eCDD4yWLVsaVqvVaNeunfHZZ59V+xj37t171n+fZfefSU1NNXr27GmEhYUZAQEBRps2bYxnn33W45e5t8d4vnGeOnXK6N27t1G/fn3D39/faNy4sTF8+PBy/4mrzZ9lmb///e9GYGCgkZOTU2792vJZVieTYRhGtR6KEREREbkAOqdEREREfIJCiYiIiPgEhRIRERHxCQolIiIi4hMUSkRERMQnKJSIiIiIT1AoEREREZ+gUCIiIiI+QaFERGqtffv2YTKZ3M/xEZHaTXd0FZFay+l0cvjwYerVq4efn5+3yxGRS6RQIiK1UlFREVar1dtliEgV0vSNiPiEXr16MXr0aEaPHk1YWBj16tXj8ccfp+z/TU2aNOHpp59m8ODB2O12RowYUeH0zbZt2/j1r3+N3W4nNDSU6667jt27d7uXz5kzhzZt2hAQEEDr1q2ZNWtWTQ9VRM5CxztFxGe89dZbDBs2jO+++47169czYsQIGjVqxPDhwwF44YUXmDx5Mk888USF6x84cIDrr7+eXr16sXz5cux2O99++y0lJSUALFiwgMmTJ/Paa6/RuXNnNm7cyPDhwwkODmbIkCE1Nk4RqZimb0TEJ/Tq1Yvs7Gy2bduGyWQC4LHHHuN///sf27dvp0mTJnTu3JmPPvrIvc6+fftISEhg48aNdOrUib/85S8sXLiQ9PR0/P39y+2jefPmPP3009xzzz3utmeeeYZFixaxevXq6h+kiJyTpm9ExGdcddVV7kACkJiYyM6dO3E6nQB069btnOunpaVx3XXXVRhITp48ye7duxk2bBghISHu1zPPPOMxvSMi3qPpGxGpNYKDg8+5PDAw8KzL8vLyAHjjjTfo2bOnxzKLxXLpxYnIJVMoERGfsXbtWo/3a9asoUWLFhccGjp27Mhbb71FcXFxuaMlMTExxMfHs2fPHgYOHFhlNYtI1dH0jYj4jIyMDMaNG0d6ejrvvfcer776Ko888sgFrz969GgcDgd3330369evZ+fOnfzzn/8kPT0dgKeeeoqpU6fyyiuv8MMPP7BlyxbmzZvH9OnTq2tIInIRdKRERHzG4MGDyc/Pp0ePHlgsFh555BFGjBhxwetHRUWxfPlyxo8fzw033IDFYqFTp05cc801ANx///0EBQXx/PPPM378eIKDg+nQoQNjxoypphGJyMXQ1Tci4hN69epFp06deOmll7xdioh4iaZvRERExCcolIiIiIhP0PSNiIiI+AQdKRERERGfoFAiIiIiPkGhRERERHyCQomIiIj4BIUSERER8QkKJSIiIuITFEpERETEJyiUiIiIiE/4f5vq2qjHZEnvAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in df.select_dtypes(include=['float64', 'int64']).columns:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.histplot(df[column], kde=True)\n",
    "    plt.title(f'Шум в {column}')\n",
    "    plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in ['cut', 'color', 'clarity']:\n",
    "    plt.figure(figsize=(6,4))\n",
    "    sns.countplot(data=df, x=column)\n",
    "    plt.title(f'Распределение {column}')\n",
    "    plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ищем выбросы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество выбросов (z-score): 2077\n",
      "Количество выбросов после замены на медиану: 1532\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import zscore\n",
    "\n",
    "outliers = df[(zscore(df.select_dtypes(include=['float64', 'int64'])) > 3).any(axis=1)]\n",
    "print(f\"Количество выбросов (z-score): {len(outliers)}\")\n",
    "\n",
    "df_copy = df.copy()\n",
    "for column in df.select_dtypes(include=['float64', 'int64']).columns:\n",
    "    median = df[column].median()\n",
    "    std_dev = df[column].std()\n",
    "    df_copy[column] = np.where(zscore(df[column]) > 3, median, df[column])\n",
    "\n",
    "outliers_after = df_copy[(zscore(df_copy.select_dtypes(include=['float64', 'int64'])) > 3).any(axis=1)]\n",
    "print(f\"Количество выбросов после замены на медиану: {len(outliers_after)}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Скорее всего тут реальные данные, поэтому убрав самые большие остальные оставим."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ищем корреляции"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Корреляция признаков с целевой переменной 'price':\n",
      "price    1.000000\n",
      "carat    0.921591\n",
      "x        0.884433\n",
      "y        0.865419\n",
      "z        0.861249\n",
      "table    0.127118\n",
      "depth   -0.010630\n",
      "Name: price, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "correlations = df.select_dtypes(include=['float64', 'int64']).corr()['price'].sort_values(ascending=False)\n",
    "print(\"Корреляция признаков с целевой переменной 'price':\")\n",
    "print(correlations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(df.select_dtypes(include=['float64', 'int64']).corr(), annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
    "plt.title(\"Корреляционная матрица\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Корреляция признаков с целевой переменной 'price' для 'cut', 'color', 'clarity':\n",
      "price            1.000000\n",
      "clarity_SI2      0.128427\n",
      "color_I          0.097130\n",
      "cut_Premium      0.095685\n",
      "color_J          0.081714\n",
      "color_H          0.059229\n",
      "clarity_SI1      0.008940\n",
      "color_G          0.008564\n",
      "cut_Very Good    0.006589\n",
      "cut_Good        -0.000307\n",
      "clarity_VS2     -0.001066\n",
      "clarity_VS1     -0.009879\n",
      "color_F         -0.024166\n",
      "clarity_IF      -0.049593\n",
      "clarity_VVS2    -0.052375\n",
      "clarity_VVS1    -0.095261\n",
      "cut_Ideal       -0.097160\n",
      "color_E         -0.101101\n",
      "Name: price, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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kw8uzZ89e+gb4s88+486dO3z33XfMmDHjzYgtxqxZs9DS0mLixIkkJye/tr2tW7diZmam+P/u3buMHj26VDgDAwN27dqlcu7UqVMqa90KCgpo06YNz58/Z9KkSfj5+WFsbMzTp08ZNGiQylvPPn36cOXKFRYtWsQff/zxyvqHDBlCaGgoY8aM4eTJkyxdupRTp06phKmIrrfJm8y7NWvWMGjQILp168bEiROxtbVVLMgvepB6GcU35ygPlcH/1aFpZKSgoOA//cmH8o7evc5Iz9vmhx9+YMqUKQwZMoTvvvsOS0tLtLS0GDdunNpy+SbuJTQ0lNmzZ7Njxw769u3LunXr6Ny5c7lfMmji66+/xsfHh4EDB5aqg94mbyp/i9J79uzZGtdsvuzliohIZUXsXIn8Jyj+zZG6desyevRoFi9eTGhoKA0aNABQfIPjzp07tGzZUiX+nTt3Sn2jQyaTERUVpXiDB/LOAJR+QCx6C1ecu3fvKsIVjYDp6upqHK0pTkxMDOnp6VSrVq3McIaGhvz5559cvXoVc3Nzpk2bxrVr15gwYcJLr/EyYmNjWbBgATNnzsTU1LTUA3rx9CzJ7du3sba2xtjYWOV806ZNsba2VvyvaZqetrZ2qXRKSUlR+f/GjRvcvXuXlStXEhoaqjh/6NChUva0tLSYM2cON27cIDo6miVLlhAfH1/hqTkdOnTAwMCAPn360LhxY7y8vEo92FREV0UoGv0s/pCryR9flncVZcuWLXh6erJt2zaV61dkuuGlS5fQ0dEp1+YX78L/vby8APm0rZIvOopTpUqVUr4I8hGe4iPd/9RUwvLormjdVzKuTCbj3r17KvkRHx9PSkrKO/m2kZeXFwcOHOD58+cVGr3asmULLVq0YNmyZSrnU1JSVOqlilJWXgcGBlKzZk3Wrl2Ls7Mzjx8/ZtGiRa98LYCrV6+yYcMGduzY8UY69BWpW8pDeXyyKIyZmVm52kQRkX8T4rRAkf8k33//PQ4ODowYMYL8/HwA6tSpg62tLb/99pvKFsL79u0jMjKSTp06lbLzyy+/KP4WBIFffvkFXV3dUutsduzYobJm6sKFC5w/f54OHToAYGtrS/Pmzfn999+Ji4srdZ2SW3xv2LABoNSDkDomT57M48ePWbNmDa1bt6Z27dovjVMeZsyYgZ2dHaNGjVL7u4ODA8HBwaxcuVLlYfPmzZscPHhQsSPc26LooUIotjW+IAgsWLBAbfhFixZx9OhR1q5dS+vWrQkJCanwNXV0dAgNDeX69etqpym+iq7yEhsbq7IzW1paGqtWrSI4OBh7e3uVsC/Lu4qi7p7Onz/PuXPnyhU/NzeXnTt30rJly3K9jX4X/t+2bVtMTU2ZOXNmqd0fi9+3l5cXYWFh5ObmKs7t3r2bJ0+eqMQperGgriP2JimP7lep+4ooKsclP5L7888/A5QZ923Rs2dPBEFQO1pZPK9Koq2tXer3zZs3l2s7+rIwNjYucwrbgAEDOHjwIPPnz8fKykrRLrwqX375JSEhIbz33nuvZaeIitQt5aE8Plm7dm28vLyYM2cOUqm0lI2SbaKIyL8JceRK5D+JqakpixYtokePHsydO5dJkyahq6vLrFmzGDx4MM2aNaNv376K7Yjd3d1LbfNsYGDA/v37GThwIPXr12ffvn3s2bOHr776SmWLbJBP6WvcuDEfffQROTk5ikb0iy++UIRZvHgxjRs3pnr16gwfPhxPT0/i4+M5d+4cMTExXLt2jfj4eKZNm8bSpUvp06cPfn5+Zd7n4cOHmTdvHqtXr37pG2SpVMr+/ftVzhWNOp04cQJdXV2VTTkOHjzI2rVr1W4/XMTs2bPp0KEDDRs2ZOjQoYqt2M3NzZk+fXqZel4XPz8/vLy8mDBhAk+fPsXMzIytW7eqXUsVERHBF198wfTp0xXfH3pVvvvuOyZOnEiVKlVeW1dFqFq1KkOHDuXixYvY2dnx119/ER8fz/Lly0uFLU/egXwqW0mfCA8PB+QvCJydnfH29qZz585s27aN7t2706lTJ6Kjo/ntt9/w9/dX+2BUnOvXrzNjxgxiYmLo1KkTa9asUfxWtIlA0ZQp4K35/8swMzNj3rx5DBs2jLp169KvXz+qVKnCtWvXyMzMZOXKlYB8W/ItW7bQvn17evfuzYMHD1izZo3iTXwRXl5eWFhY8Ntvv2FqaoqxsTH169fXuGZl0KBBrFy5kujo6AqNFpRHd0XrvuIEBQUxcOBA/vjjD1JSUmjWrBkXLlxg5cqVdOvWjRYtWpRba0mK7lPdmsGyaNGiBQMGDGDhwoXcu3eP9u3bI5PJOHXqFC1atFDZiKg4nTt35ttvv2Xw4ME0atSIGzdusHbt2lJraytK7dq12bhxI+PHj6du3bqYmJjQpUsXxe/9+vXjiy++YPv27Xz00Ufo6uq+1vUOHjz4Rr8FVZG6pTyUxye1tLRYunQpHTp0ICAggMGDB+Pk5MTTp085duwYZmZmpaaGi4j8a/jH9ycUEXmDFG0BW3wb7OJ07dpVMDIyEqKiohTnNm7cKNSsWVPQ19cXLC0thf79+6tsoy4Iym2qHzx4ILRt21YwMjIS7OzshGnTpqls5Vt8O++5c+cKLi4ugr6+vtCkSRPh2rVrpfQ8ePBACA0NFezt7QVdXV3ByclJ6Ny5s7BlyxZBEAThzJkzgre3tzB9+vRSW1+X3Io6KSlJcHR0FPr27asSTtNW7ECZR5HdojQNDg5W2SJX3VbYgiAIhw8fFkJCQgRDQ0PBzMxM6NKli3Dr1i2VMG9rK/Zbt24JrVu3FkxMTARra2th+PDhwrVr11RsZmdnCzVq1Ci1hXBFt2LX5GPqfi+PrpLwkq3YO3XqJBw4cECoUaOGoK+vL/j5+ZXabrwieVf0uYGyjiI9MplM+OGHHwQ3NzdBX19fqFmzprB7925h4MCBaregLk5R3r/sOHbs2Fvz/4qwc+dOoVGjRgp/rlevnrB+/XqVMHPnzhWcnJwEfX19ISQkRLh06VKprdgFQRD+/vtvwd/fX9DR0Xnptuw9e/YUDA0NhRcvXrw13eWp+0pu9y0IgpCXlyfMmDFD8PDwEHR1dQUXFxdh8uTJKp+VEASln5YXa2troUGDBhW8Uzn5+fnC7NmzBT8/P0FPT0+wsbEROnToIFy+fFlFT8mt2D///HPBwcFBMDQ0FEJCQoRz586VyruyfEjdVuxSqVTo16+fYGFhIQBqy0THjh0FQDh79uwr3a8gKPOma9euL9VUXipat6irB0tuxV5EeXzy6tWrQo8ePQQrKytBX19fcHNzE3r37i0cOXKkwvciIlJZkAhCGWPoIiL/Txk0aBBbtmx56Vv5hw8f4uHhwezZs9/IOqd3hbu7O9OnT2fQoEHvWoqIGtzd3QkMDGT37t3/2DWbN29O8+bNX3sEcvr06Rw/fpzjx49rDOPu7s6KFSto3rz5a13r34ydnZ1i84P/D9y6dYuAgAB27979TqYW/tN0796dGzducP/+/XctRYV3UbeIiPzXEddciYiIiIiIvEMiIiLIyspi0qRJ71rKP8axY8do2LDh/4uOVVxcHHv27GHAgAHvWoqIiMg/gLjmSkREhGbNmqmstxIRqVevXpm75pWXGjVqvHSNSffu3d/It7j+rQQEBJCWlvauZfyjjB49Wu1nGP5LREdHc+bMGZYuXYquri4jR45815JERET+AcTOlYiIiGKxvohIET/99NMbsdOjR4+Xhpk3b94buZaISGXixIkTDB48GFdXV1auXPlKO++JiIj8+xDXXImIiIiIiIiIiIiIVHpOnjzJ7NmzuXz5MnFxcWzfvp1u3bqVGef48eOMHz+eiIgIXFxc+Oabb97qGnNxzZWIiIiIiIiIiIiISKUnIyODoKAgFi9eXK7w0dHRdOrUiRYtWhAeHs64ceMYNmwYBw4ceGsaxZErEREREREREREREZF/FRKJ5KUjV5MmTWLPnj3cvHlTca5Pnz6kpKSU+s7jm0IcuRIRERERERERERER+cfJyckhLS1N5cjJyXlj9s+dO0fr1q1VzrVr145z5869sWuURNzQ4j/OHl3fdy1BQdrx2+9aAgDxye9agZLqHm+uAnkdEtP137UEBc+S3rUCOZbmknctQYGBnuxdSwDARL/gXUsAQF+3cugAKJBVjneUj5P03rUEBWZGlcNfncwz37UEBY+eG79rCQBIKk+1RsLzd61AjpFh5UiU4a1fHuZd8TafJS9+3ZcZM2aonJs2bdprf2OxiGfPnpXajdbOzo60tDSysrIwNDR8I9cpjti5EhERERERERERERFRi0T37XVAJ0+ezPjx41XO6etXnhe+r4LYuRIRERERERERERER+cfR19d/q50pe3t74uPjVc7Fx8djZmb2VkatQOxciYiIiIiIiIiIiIhoQEunckydfBUaNmzI3r17Vc4dOnSIhg0bvrVrVo7J4iIiIiIiIiIiIiIiImUglUoJDw8nPDwckG+1Hh4ezuPHjwH5NMPQ0FBF+FGjRhEVFcUXX3zB7du3WbJkCZs2beKzzz57axrFkSsREREREREREREREbVIdCvPWMylS5do0aKF4v+i9VoDBw5kxYoVxMXFKTpaAB4eHuzZs4fPPvuMBQsW4OzszNKlS2nXrt1b0yh2rv4hHj58iIeHB1evXiU4OPhdyxERERERERERERH5V9G8eXPK+kTvihUr1Ma5evXqW1Sliti5+odwcXEhLi4Oa2vrd6rDsnEdPD8finmtQAwcbbnU82Pidx4pO07TevjP+RITfx+yn8Rxf+avxKzarhLG7aN+eI4fir69DWnXbxMx7jtSL954qR5BEDi2YxFXTm4mOzMNF+9adA6dhpWde5nxLhxZy5n9y5CmJmHv4keH/t/g7FlD8XteXg4HN8zi5oU95Ofn4R0YQqcPp2Firj79BUHg4sFFRJ7fTE5WGvbutWjaYxoWNpp1xEZdJPz4MhKfRpCZlkj7gb/gEai6l+qr2D2xbwOHdq4kLSUJZ7eq9B76Je4+1dVreHKf3RuW8DgqkueJsbw/aCItO3/4WjaLOH9kLWf3ydPYztWPjiXSuCQRF/dzdNsCUpKeYmnnRpteE6ga1Ezx+61LB7l0fAOxDyPIykhl1IztOLhWK1NDEZUlfwRB4OTOhVw9JQ/v7FWLDv2nY/kSf710bC1hB5chTU3EztmPtn2n4OQhT8usjBRO7lxE1K3TpD2Pw8jEkqo1W9PsvbEYGJmqtXf+8FpO7/tL7v+ufnT68Osy8+bmhf0c2bZQnjf2brTr9blK3kRcOsjFYxsVefPxjG04uJUvb04fXM/RXctJT03C0dWXHoO+ws1bs2+Fhx1g3+ZfeJ74FBt7Nzr3/Qz/mk1VwsQ/fcCudfN4EHkJmawAOydPBn82nyrWDhrtVpZyA3By/3qO7FpBWkoSTm6+vD9kMu5lpMnVcwfYvfEXnifGYmPvStf+nxFQS5kmOdmZ/L12HjcuHiUjPRUrWyeadehP47a9y9QhCAJndi/k+hm5vzp61qJt3+lUsXUvM96VE2u5eGgZGWmJ2Dr70ar3FBzclf61Yd4Anty7oBInqPEHtO33rUablcVnj+zdxP4dq0hNScbF3Yf+w77As2qg2rBPHz9gx/rfePggkuTEOPoM+Zy2XfqphDm2fzPH9m8hKSEOACcXT7r0Hk6N2iEv1SIIAsf/Vm3/Og0oR/t3dC1ni7d//b7BqVhaXj6xkRvndxP36Ba52RlMWnQBAyOzMnVUhna4SMvFA4u4VVgnO3iUo65/cJGrxev6Qb/gqa6ur4BdQRA4s2chN4qVnTZ9Xl52rp5Yy8XD8rJj46Sm7MwfQIyastOmr+ayUxn4N6+5ehdUnnG+/zC5ubloa2tjb2+Pjs677c9qGxuRdv0ONz+d8fLAgKG7M3V3/k7y8fOcrtOV6EUrqf77/7Bu01gRxqFXB6rNnsy9/y3mdL3upF+/Tf09y9CzsXyp/TP7lnL+8Go6h05n2Deb0NM3ZPXcYeTlaf7+080Lezmw8UeavzeakdO2Yefiy5qfhyFNU37A6sD6mdy5doxeHy9g8KRVpKcksHHxGI02w48v5cbp1TTtMZ2eYzahq2fI7qXDyC9DR15uFlaOfjTpNvWN2b10Zj9bV86hU6+RTP5pA07uviz630ekp6r/OFduTjbWds506/8pZhbqG6yK2gS4eX4vBzb8SPOuoxk5fRv2Lr6snquaxsV5fO8KW377nJpN32fUjO341WrNhkWfEB9zVxEmLzcLV5/atOk1QeN1NVFZ8ufcgT+5eHQ1HT6czqDJm9DVN2T9gqFl6rh1cS+HN8+kSefRDP1mO7YufmxYMJSMwrRMT0kgPSWBVu9PYsS03XQZPJOom6fYs+prtfZunN/Lvg2zaNFtNB/N2Iq9iy8r5wwvI2+usvm3CdRu2pOPvt1GtZqtWLdwjGre5GThVrUWbXt/rvE+1HH13D52rP6Jdj0/4vMfNuPo5svvP47U6FvRd6+yetEX1G/enQkzNxNYpyV/zf2UuCf3FGGS4h+zcHooto4ejJ6ynImzttK2+yh0dDV/x6mylBuAy2f3s33VbDq8P4ovZm3Cya0qS77XnCZRd8JZsWASDVv2YNKszdSo25I/Z48l9rEyTbat/InI8DOEjvmRr+f9TfNOH7L5rx+4celYmVouHPqTK8dX06bvdPpPlNevmxeV7a+3L+3l+NaZNOo0mtDJ27Fx8mPzoqFkpKvqrxHSm49mnlYczbp/odFmZfHZC6cPsnH5z7z3wQimzV2Li3tVfv72E9JS1H9wKTcnGxs7J94fMAbzKlZqw1SxsuP9AWOYNmcNU2evxq96XRb9OJ6njx+8VE9R+9dpwHSGfS3PnzU/l12v3bywl4Mbf6RZ8fZv3jBFfQKQl5uNd2ATmnQa+VINxXW863YY4OqxpVw/vZpmPafT89NN6OgZsvvPl9f11o5+NO2uua6vqN0Lh/7k6vHVtOkjLzu6eoZs+eUlZefyXo5vm0nDjqMZ8OV2bJ392PKLhrLzw2nF0bSb5rIj8u9E7Fy9As2bN+eTTz7hk08+wdzcHGtra6ZMmaIYpnR3d+e7774jNDQUMzMzRowYwcOHD5FIJIoFeAARERF07twZMzMzTE1NadKkCQ8eKCvkpUuXUq1aNQwMDPDz82PJkiWvrT3xwEnuTptP/N+HyxXebUQfsqJjiPxiFtLbUTxaspZnWw/gMXaQIozHuME8WbaJmJXbkEY+4MbH0yjIzMZlUM8ybQuCQNihVTTtMgq/mq2wd/Gl+7BZpKckcPuKZn3nDqygVtNe1GzSE1snbzqHzkBXz4Crp7YCkJ2ZzpVTW2nXZxKe1Rrg6B5I1yEzeXL/Kk8ehKvVcf3UKmq3GoVHYCusHH1p2WcWmWkJREdo1uHm15T67cfhWb2NxvurqN2ju1YT0roHDVt2w8HFi74jvkFP34CzR3eoDe/uHUiP0PHUadxB48NnRW0CnD24gtplpHFJwg6txrt6Yxp3GIqNoxeteozFwc2fC0fWKsIENepK866j8Qyo2A49lSV/BEHgwuFVNO70Eb7BrbFz9uO9wT+RnpLAnauadZw/tJzgxr0JCumJjaM3HfvPQEfPgGtn5Glp61SV9z9aRNWgllSxdcXdryHNu43j3vWjyAryS9k7e2AldZr1olaTHtg6edNl4HR09Qy4cnKb2uufO7RKnjcdh2Lr6EXrnmNxcKvG+cPrFGGCQ7rSoutovPwbabwPdRzfs4qGLd+nfvPu2Dt70WvoVPT0DDh/fLva8Cf3rcEvKISWXYZg5+RFx95jcPbw59QBpZa9GxdSLbgJ7/X/HGePaljbuRJYpwWm5uofbqHylBuAY7tX0bBVTxq06I6DsxcfDJ+Knp4h546pT5Pje9dQLTiE1u8Nxt7Zk859xuDi6c/J/esVYaLvXqN+s/fwCaiLla0TIa174eRWlUf3Nc8OEASBy0dX0aD9R/gEtcbW2Y+OA39CmprAvWua/fXS0eXUCOlN9YY9sXbwpm1fedm/eVa17OvqGWBibqM49A1NNNqsLD57YOcamrbpTpNW7+Hk4knoqK/Q0zfg1JG/1Yb38Amg96Bx1G/SDh0d9X4SXLcpNWo3xs7RFXsnN3p+OBoDAyMe3C175oYgCJw/vIqmneXtn52LL92Gvrz9CztY2P41ltcnnQcU1s2nlfnToM1AGnccgbNn0EvTpLK0w0Varp9aRe3W8jrZ2tGXVn1mkZGWQPTNMur6ak2p36EcdX057QqCwJVj8rLjHdQaGydl2blfVtk5spzqjZRlp02fwrJzTrXs6OgZYGxuozjKKjuVBYmu5K0d/0XEztUrsnLlSnR0dLhw4QILFizg559/ZunSpYrf58yZQ1BQEFevXmXKlCml4j99+pSmTZuir6/P0aNHuXz5MkOGDCE/X/4wtXbtWqZOncr3339PZGQkP/zwA1OmTGHlypX/2D0CWDQIJunoOZVziYdOU6VBMAASXV3MawWQdOSsMoAgkHT0LBYNapZp+0ViDNLURDyLNY4GRqY4e9YgRkPlm5+fS+yjCJU4WlpaePo3VMSJfRSBrCBPJYyNgyfmVo5q7aY/jyEzPRFnH2V4fUNTbF1rEP9IvY7yUFG7+Xl5PI6KxLdGA5V786vegOg7119Jw6vYzM/PJe5hBJ4BpdP4yf3SugFiHoSrpDeAV2CIxka0IlSW/ElJiiEjLRH3aqr+6uQRxNMo9XO5C/JziXscgUexOBItLTyqNSJGQxyA7Cwp+gYmaGmrjnTn5+cS+zACT39lB1VLSwuvgIYa0/rJ/Wt4+at2aL2rN+bxa+ZNfn4eMdG3qBqo6ls+gQ14dO+a2jgP712jaqCqFt8ajRThZTIZt66exNbBnd9mjmDKyKbM+6YvNy5qnrpcWcoNyNPkSdQtfKurxvOt3oCHdzWkyd1rKuEB/IIaEV0sDT2qBnHj8nFSnscjCAJ3b14gIe4RfjU0dyxSk+X+6uan6t8O7kHEluGvzx5H4Oar6q9ufo2IjVaNc+viLn6ZWJ/l33Xm5I655OVmqbVZWXw2Py+PRw9u4x9UT0WHf416PLjz8ins5UFWUMD5UwfIyc7Cy1fzlEeQ1yea2j9N6VJQ1P6VqE+Kt38VpbK0wwBphXWyS4k62c61Bs9eo66vqF1F2fFVU3aiNZed+CcRKuVNoqWFq1+jUuUt8uIuFn9Rn+X/68zJvzWXncqElo7krR3/RcQ1V6+Ii4sL8+bNQyKR4Ovry40bN5g3bx7Dhw8HoGXLlnz+uXK6wsOHD1XiL168GHNzczZs2ICuri4AVatWVfw+bdo05s6dS48ePQD5bie3bt3i999/Z+DAgWo15eTkkJOjOmSdJ8jQlbx6H1rfzpqc+CTV68QnoWtuipaBPrpVzNHS0SEnIblEmGSMfT3LtC1NSwTAxEz1jbSxmTXS1CR1UchMf4EgK1AbJykuWm43NRFtHV0MS8wxNzazUms3M12uw9BU1aaRiTWZ6ep1lIeK2pWmv0AmK8CsxBt6Uwsr4p9Gv5KGV7GZWRinZBqbmFuT9Ex9HGlqktrwmvKxIlSW/Mko9Fdj05K+Z4U0TYO/SuX+alzSX02tSI6L0qDrOaf3LCG4yQdqfkuR502J/DQxs1L4f0mkqUml1jiYaCgLFSEjTe4nJUeUTM2tSIhVryU9JUlNeGvSUuRapGnPycnO5MjOZXToPYYufccTee00y+eN4+Nv/sLbv24pm5Wl3IAyTcws1MTTkCZpatPEivQUZf68P+QrNvw+gymjWqOlrYOWREKfkdPx9q+jWUtqob+WqiutyNDgr1mF/mpUIo6RqRXP45X+Wq1uZ8wsHTExtyXx6R1O7JjD8/houo38pZTNyuKz6YU6SuapmYUVcU8fvrJdgJhH9/j+y8Hk5eaib2DIJ1/OwcnlJe2fxvyx1pg/Re2fujia0vJlVJZ2WG5XfZ1s+Jbqek12i+p6deXgZWWnVPtgasXzZ8XKTh3VsnPy7zm8iI+m64jSZUfk34vYuXpFGjRogESi7HE3bNiQuXPnUlBQAECdOpobPYDw8HCaNGmi6FgVJyMjgwcPHjB06FBFZw0gPz8fc3NzjTZnzpzJjBmqa6n6Sizpr/1uN9Eo4vq5XexaNU3xf/9xv70THXev7OLEVqWOTkPejQ4R9VSW/Ll5fid71yh1fPDJ72/9mjlZUjYuGom1gxdNu3zy1q9X2RBkMgACa7egeUf5d0qc3P14eDecs4c3qe1c/X/g5L51PLx3nRFfLMLSxoH7kZfZvOx7zKvY4FdDPsJz68JODq5X+mvPj96evwY1Vnb8bZx8MTa3YdOCQbxIfEwVG9e3dt3Kir2jO9N/Xk9WppRLZw+zdOE0Jv3vT5UO1vWwXewu1v71G/tu6rXK0g6DvK4/vqVYXT/03Wi5dWEnh4qVnR4f/3Nlx8Tchk0LB5GS+BiovGXnvzp9720hdq7eEsbGxmX+bmhoqPE3qVQKwJ9//kn9+vVVftPW1tYYb/LkyYr9/os4aln7ZVLLJCc+CX071c6Zvp01eanpyLJzyE16gSw/H31bqxJhrMh5pvqGxze4hcqORgX5uQBI05IxtbBVnM9IS8Jewy5yRqZVkGhpl1oInZGmfNNpYm5DQX4eWZlpKm/NMtKSMTG3xtm/BXaupXVkpSdjbKbUkSlNwtqxfDumqddqUyG7JqZV0NLSJq3Ewvf0lGSNi+5fxqvYNCqMUzKN5aNT6uOYmFurD1/GrlCacK8k+eMT1JJhHso1C0U6MtJL+msydi5+6q9hIvfXjJL+mp6McYm0ycmWsn7BMPQMjOn18WK0dUq/eDEytZDnTYn8lBb6tjrUjSCWFb68GJvJ/aTkRg3pqZp9y9TCWk34JEV4Y7MqaGnrYOfkpRLGzsmTqDtX1NqsLOVGoV9Lm7QUdfHUrxkzU5smyZgWXic3N5td6xcwbOICAgt3EHRy8+Xpwzsc3bVS0bnyrtESB3c1/pqWjIm5qr/aOqv3V8NCf80s4a+Z6ckYayj7gOK6KYmPSnWuKovPmhbqKJmnaSnJmL+inxSho6uLnYMLAO5e1Yi+f4vDu9cz8CPlpjS+QS1wnqas1/KL5U/J9s/Opez2r1R9klb+uraytMMgr+s/GP/yuj5LmoTVW6jri+xqKjuZJcpOZvrLy07JzSsyXlJ27Auv+yLxEZW5cyVSMcQ1V6/I+fPnVf4PCwvDx8enzM5PcWrUqMGpU6fIy8sr9ZudnR2Ojo5ERUXh7e2tcnh4eGi0qa+vj5mZmcrxOlMCAVLCwrFqqboewLpVI16EhQMg5OWReiUC65bF5sdLJFi1aEhKmOo8Y31DE6zs3BSHjaM3JuY2RN9SrunKzpISE3UdZ69gtXp0dPRwdAsgOlIZRyaTERUZpojj6BaAlrauit2kuChSk2Nx9gpGz8AEc2s3xVHFzhsjUxti7ivD52ZLSXh8HTs39TrKg6mlc4Xs6ujq4upZjTs3lL4lk8m4c+M8Hi+Zv6+JV7Gpo6OHg3sAUbdU0zg6MgwX79K6AZy9glXCA0RFnMVFQz6WRWXJH30DEyxt3RSHtYM3xmY2PCzmezlZUp5GX8PJU/36Qm0dPRxcA3h4WxlHkMl4GHkO52JxcrKkrJ8/FG0dXXqP/hUdXX219nR09HB0DyDqVpjinEwmI+pWmMa0dvEOUgkP8CDiLK6vkDeqWnRx9vDn7k1V37oXcR43H/UL6d19grgboarl7o1zivA6Orq4egaQUGKKU2LcQyytHdXrqCTlpki/i2fpNLl7Mwz3qhrSpGoQd2+otid3rp/DozBNCvLzKSjIV5kpAfI1LoIgU/yvZ2BCFVs3xWFV6K+P76j6a9zDaziW4a/2rgE8uqPqr4/unMPRQ/Ma2oSYSACMzWxK/VZZfFZHVxc3Lz8ir19U0RF54yJevi/fXr8iCDIZ+Xm5Kuf0DU2wtHNTHEXtX1SJ+iQm6rrGdNEubP+KxxFKtH8vo7K0w1BGXX9PtU6Of3wd+9eo682K6noNdjWVnUfqyo6GcqCto4edS4BKeRNkMh7fOaexvAEkFpYdE/PSZacyIa65qhjiyNUr8vjxY8aPH8/IkSO5cuUKixYtYu7cueWO/8knn7Bo0SL69OnD5MmTMTc3JywsjHr16uHr68uMGTP49NNPMTc3p3379uTk5HDp0iVevHhRanSqImgbG2HsrXw7YuThjFmQH7nPU8l+Eofv/8Zj4GTHtcGTAHj0xwbcPu6P38yJPFmxFesWDXDo1YGL7ym3eI2ev5ygv2aRcvkmqRev4/7pQHSMDXmyUv1OUEVIJBIatAnl5O7fsLRzp4qNE0e3L8TUwha/WspvVKycPQi/Wq2p30r+HZqG7QaxfemXOLoH4uRRg7BDK8nLyaJmY/n6NAMjU2o16cmBjbMwNDZH39CEvWv/h7NXMC5ewcQnl9ZRo0kol4/8hrm1O2aWTlw4sBAjM1s8ApQ6dv4+CI/A1lQPkevIy8kgNUn5FfC05zEkPY1E38gc0yqO5bZbnJZdBrDqlym4eQXg5h3IsT1ryMnJomGLbgCsWPg1Fla2dOs/FpAv0o6Lke8wWZCfR8rzBJ5E30bfwAhbB9dy2VRHo7byNHZyD8TJswbnDq4kt1gab/tzEqYWtrTpJV9X2KDNAJbPCuXM/r+oGtScm+f3EPswgi6DlN/uyJSmkPo8jvQXCQAkFz5Am5hbY1pGw1JZ8kcikVCvdShn9v6Kpa0bFtbOnPh7AaYWtvjWVIZf+/NAqga3oW5LuY76bQazc/kkHNwCcfSowYXDK8nLzaJGiDwtc7KkrJs/hPzcLLoOmU1OtpScbPnotZGpJVpaqi9sGrUbyLY/J+PkEYiTZ3XOHVxFbk4WtZp0B2DLH5Mwq2JH217yeqJhm1CW/RjKmX3LqRrUjBvn9xIbHUHXQcopxJnSFFKT40hPkedN0do6E3NrTC00503zTqGs+/VrXDzlvnVi3xpyc7Ko36ybPC2WTMa8ii2d+34GQNMOH/LLt4M5tnsF/jWbcvXcPp5ERdB7+HSFzRZdBrNqwQS8/OrgHVCP29dOE3HlBKOnLNeoo7KUG4AWnUNZs/hrXD0DcPOuzvG9q8nJyaJBc3m8Vb98hYWlLe/1GydPw44fsmD6YI7sWklArSZcObOfxw8i6DNCPk3J0MgEb/86/L3mZ/T0DKhi48D9W5e4cGIX3QdO1KhDIpFQu2Uo5/b9ShVbN8ytnDm9awEm5rb4BCn9deOCgfgEtaFWc7m/1mk5mL2rJmHvFoiDWw0uHZPXr4EN5f76IvExkRd34RnYDENjCxKf3uHolpk4e9fV+Fa/svhsu/c+ZOnCabh7VcPDJ5BDu9eRk51F41bvAfDngqlUsbTh/QHy7cLz8/KIjZGvl8nPzyMlOYHH0XfQNzBSjFRtWb2I6rVCsLKxJzsrg7CT+7kTcZnxU8teQyORSKjfOpRTu3/Dys4dC2snjqlp/1YVtn/1Ctu/Bm0HsWNZsfbvsDx/ggvrE5Cvd5KmJvE8QV7/xcfcRd/AGHNLB4xMLUrpeBftsKY0UdTJNoV18v6FGJvZqnyj8O/fBuEZ2JrqjdXX9ell1fVl2C2uo1aLUML2K8vOmd3ysuNdrOxsWjAQ7+Jlp9Vg9q2ahJ1rIA7uNbh8tLDsNJCnSUriYyIv7cIjQFl2jm2Vlx0bJ/VlR+Tfidi5ekVCQ0PJysqiXr16aGtrM3bsWEaMGFHu+FZWVhw9epSJEyfSrFkztLW1CQ4OJiRE/uHBYcOGYWRkxOzZs5k4cSLGxsZUr16dcePGvZZu89qBNDyyWvG//5yvAHiyahvXh05G38EGQxflhzqzHsZw8b2R+M+djPuYULJjnnFj5DckHTqtCBO3eR96NpZUnfap/CPC1yK50HkYuSU2uVBHSIdh5OZksWvlVLIz03D1qc2H4/9Et9ib++cJj8lMf6H4P7BeRzLSn3NsxyKkqYnYu1Tjw8/+VJkW0a7vZCQSLTYuGUtBXi5egY3pNEDzNzCCmw8jLzeLE1umkpudhr17bToP+1NlBCEt+THZGUodCTE32fmbcnORs7t+BMC3djda9vmx3HaLUyekPdK0F+zesET+4VJ3Xz75eoliStGLpGdoaSlHI1NfJDBzonIO9+GdKzm8cyU+/nX47Ntl5bKpjsD68jQ+WpTGrtUYMF6ZxqnJsSpv0l19avH+yDkc2TafI1vnYWXnTp8xv2DnrNyk5U74UXYs+0rx/+bf5A9SzbuOpkW3sr99Ulnyp2G74eTlZLF3zdTCj23Wps/YpSrhXyQ+IUuq1OFfV56WJ3YuJCMtETvnavT5dKliiuWzxxHERst3hlvyjepWwqN/OIKFtbPKuer1O5KR/oIj2xciTU3CwbUaoZ//USxv4tAqNmLt6lOTXiNnc3jbAg5tnYeVnRv9Pl2kkje3rx5je7G82fSrvNPcoutoWnbXvParZsMOSNNesH/LL4UfzPVj5Je/Kaa0vUiKQ1JMi0fVmgz4ZBZ7Ny1iz8YF2Ni7MeTzhTi4+CjC1Kjbml5Dp3J451K2r5yJjaM7gz6bh6dfLY06Kku5AajdqD3StOfs2bSY9JQknNz9+Pir3xTTCeVpoiw7nr7BDPr0R3Zv+IXd6xdg4+DG8IkLcHRVpsngcbPZuW4+Kxd+SaY0lSo2DnTuO4bGbcr+iHC9NnJ/PbBuKjmZaTh51eb9T1T9NaWEv/rV6Uim9Dlndi8s/IhwNd7/ZKliapO2ti6Pbp/j8rFV5OVkYlrFgarBbWnY4WONOiqLz9Zr3Jb0tBfs2PAbqS+ScfGoymdTF2FemKfPE5+hVSxvUl4kMn288qPB+/9ezf6/V+MbUJtJ//sDgLTUFyxdMJXUF0kYGpng7O7D+Km/EBCsOuNDHSEd5PWPSvv3mWr98zzxMZlS1fYvM/05x3csQpomb//6l2j/Lh3fwImdixX/r5glf/jvOvgHajZRdsKK66gM7TBAzRbDyM/N4viWqeRmpeHgUZvOw0vX9VnF6/onN/m7WF1/ZmdhXV+nG60K6/ry2C1OvTbDycvN4uC6qeRkyctOz9Elyk7SExUdfrXleXNm90Iy0xOxcarG+6OVZUdLR33ZadBec9mpLEi0/5sjTG8LiVD0cSaRctO8eXOCg4OZP3/+u5byUvbo+r5rCQrSjt9+1xIASo1cvUuqe2j+IOE/SWK6+gbmXfDs9TcYfCNYmleexsRAT/byQP8AJvoF71oCAPq6lUMHQIGscsyuf5yk+SPL/zRmRpXDX53MM9+1BAWPnpe9DvufQlJ5qjUS1H+7+R/HyLByJMpw9RNaKgUnA8v+tM7r0PSm5s+S/FsRR65ERERERERERERERNSiJY5cVQixcyUiIiIiIiIiIiIiohaJlti5qghi5+oVOH78+LuWICIiIiIiIiIiIiJSyRA7VyIiIiIiIiIiIiIiapFoV461pf8WxNQSERERERERERERERF5A4gjVyIiIiIiIiIiIiIiahE3tKgY4siViIiIiIiIiIiIiIjIG0AcufqPU1m+LQVg1rxyfIH89Mzz71qCgsQkw3ctAQAdnfx3LUFBgI/2u5ZQSOX5BGB2buV4D5ZfUDneXmppVZ6mS1urcviJTmUpNoCRfuX4zlVyZuWoXwEKZJWj7FQmzEzetQKR8iLuFlgxKkeLLSIiIiIiIiIiIiIi8i+n8rz+ExERERERERERERGpVIhrriqG2LkSEREREREREREREVGLROxcVQhxWqCIiIiIiIiIiIiIiMgbQBy5EhERERERERERERFRi0RLHIupCGJqiYiIiIiIiIiIiIiIvAHEztW/iIcPHyKRSAgPD3/XUkRERERERERERP4fINGSvLXjv8j/22mBK1asYNy4caSkpFQo3v379/nhhx84fPgw8fHxWFtb4+fnx5AhQ/jggw/Q0fl3JKkgCBzbsYgrJzeTnZmGi3ctOodOw8rOvcx4F46s5cz+ZUhTk7B38aND/29w9qyh+D0vL4eDG2Zx88Ie8vPz8A4ModOH0zAxt1axY9m4Dp6fD8W8ViAGjrZc6vkx8TuPlHlty6b18J/zJSb+PmQ/ieP+zF+JWbVdJYzbR/3wHD8UfXsb0q7fJmLcd6RevFGuNOkUYkBIdT0M9SVExeaz4VAWiSmav9fStp4+wVV1sbPUJi9fIOppATtOZpHwQjWOh4M2XZoY4O6gg0wGTxMK+GWrlLwyPi3VqqY2dX21MdCDRwkCO8/mk5ym+Xs67nYSmlTXxtFaCzMjCWsO5xH5WFWHsQG0r6uDt5MWBnrw8JnA7rCy7bYI0qK2jzz840SB3WEFPE/XrNvNVkJIgBYOVhLMjCSsP5bP7Seq9meE6qqNe/ByAWciSqf3+cNrOb3vL7nPufrR6cOvVXyuJDcv7OfItoWkJD3F0t6Ndr0+p2pQM8XvEZcOcvHYRmIfRpCVkcrHM7bh4FZN801VUi2CIHBy50KuntpMTlYazl616NB/OpYvKcOXjq0l7OAypKmJ2Dn70bbvFJw85PeQlZHCyZ2LiLp1mrTncRiZWFK1ZmuavTcWAyNTjTqO/61al3QaUI665OhazhavS/p9g1OxtLx8YiM3zu8m7tEtcrMzmLToAgZGZhrtnT+ylrP75PbsXP3oWKJuKknExf0c3bZAnjd2brTpNUElb25dOsil4xsUeTNqxnYcXMuXN2HF/cTFj84ffo2zV9l+crjQT6zs3Gjb+3N8S/jJhaNKPxn9bfn8RBAETu1aSHgxH2nX7+U+cvnYWs4fkvuIrbMfbftMwdFDqX/fmqk8jDyLNDUBXX0jnL1q0qLHBKzsvTTaPH1wHcd3LSc9NQlHV1+6D/oKV2/NaXIt7AD7Ni/iReJTrO3d6Nx3PNVqNlUJE//0AbvX/UxU5CVksgLsnDwZ+Nl8qlg7arR75uA6Tuz5i/TUJBxcfek28Gtcy8iba+f3c2DzIl4kPcXazo2OfcdTLbiZ2rBbl00n7Ogm3vvwS5p0CNVoswhBEDixU54/2ZlpOHvXomM5y/C5A4Vl2MWPdiXK8Im/i5VhU0t8g1vTrGvZZbgy6CjScmrXQq6dlvusk1ct2vUth88eX8v5g8vISJP7bJsPVH22uP3NvwwnKuIUPUYtpmpw60qtQ+TfiThyVQEuXLhArVq1iIyMZPHixdy8eZPjx48zbNgwfv31VyIiIt61xHJzZt9Szh9eTefQ6Qz7ZhN6+oasnjuMvLwcjXFuXtjLgY0/0vy90Yyctg07F1/W/DwMaVqyIsyB9TO5c+0YvT5ewOBJq0hPSWDj4jGlbGkbG5F2/Q43P51RLr2G7s7U3fk7ycfPc7pOV6IXraT67//Duk1jRRiHXh2oNnsy9/63mNP1upN+/Tb19yxDz8bypfbb1NOneU19NhzKZPbadHLz4JP3jcv8MKePiw4nr+YyZ206izZL0daGMb1M0CvWd/Bw0Gb0+yZEPsxn9pp0flqTzonwHIQyvjvapLo2Df21+ftsPr/uyiMvT2BQO90ytejpSoh7LrDrnOYe24etdaliKu94Ld6RR4pUYHB7XXQ1vA9oHKBF/Wpa7DpfwJ9788nLhwGtddApo9bQ1YFnLwT2nC/QGGb2pjyVY/uZfGSCwK1HpTtWN87vZd+GWbToNpqPZmzF3sWXlXOGq/hccR7fu8rm3yZQu2lPPvp2G9VqtmLdwjHEx9xVhMnLycKtai3a9v5c842ooTJpATh34E8uHl1Nhw+nM2jyJnT1DVm/YCj5ZZThWxf3cnjzTJp0Hs3Qb7Zj6+LHhgVDySi8h/SUBNJTEmj1/iRGTNtNl8Ezibp5ij2rvtZos6gu6TRgOsO+ltcla34eVqaOmxf2cnDjjzQrXpfMG6bQAZCXm413YBOadBr50rS4eX4vBzb8SPOuoxk5fRv2Lr6snjusjLy5wpbfPqdm0/cZNWM7frVas2HRJ6p5k5uFq09t2vSa8NLrF+fG+b3sWz+LFl1H83Ghn6x4iZ9s+lXuJx9/u41qtVqxboGqn+QW+km7CvpJ2IE/uXR0Ne37T2fgl3If2bjw5T5yZMtMGncazZCvt2Pn7MfGhUNV8sbeNYBOA2cyfPpe+oxdhiAIbJg/FJlMfbm/em4fO1f/RNueH/PZD5txdPPljx9Hkp6qPk2i715lzaKJ1G/eg/EztxBYpyXL544h7sk9RZik+Mf8Mn0Ato4efDRlBZ/P2kbr7qPQ0dXXeG/h5/axa+0s2vT4mHH/24Kjqx9LfxyBVIOOh3evsu6XidRr3oNx328loE4rVv48hmfFdBRx4+JhHt2/hlkVW43XL8m5/X9y8Yi8DA/+ahN6eoasm192/kRc3MuhTTNp0mU0w6bI82f9fNUyLE1NoHWvSYyYvpsug2by4OYpdq/UXIYriw6A8wf/5PKx1bTrN53QSZvQ1TNk46KytURe2svRLTNp3Hk0g7/ajq2zHxsXqfpsERePrARePlpSWXRUFrS0JW/t+C/yr+5cyWQyfvrpJ7y9vdHX18fV1ZXvv/+e48ePI5FIVEalwsPDkUgkPHz4kOPHjzN48GBSU1ORSCRIJBKmT59e5rUEQWDQoEFUrVqVM2fO0KVLF3x8fPDx8aFv376cPn2aGjWUbydu3LhBy5YtMTQ0xMrKihEjRiCVSlW0f/vttzg7O6Ovr09wcDD79+9XueaFCxeoWbMmBgYG1KlTh6tXr76RdBMEgbBDq2jaZRR+NVth7+JL92GzSE9J4PaVwxrjnTuwglpNe1GzSU9snbzpHDoDXT0Drp7aCkB2ZjpXTm2lXZ9JeFZrgKN7IF2HzOTJ/as8eRCuYivxwEnuTptP/N+ar1cctxF9yIqOIfKLWUhvR/FoyVqebT2Ax9hBijAe4wbzZNkmYlZuQxr5gBsfT6MgMxuXQT1far9FLX32h2Vz/UE+sUkyVu7NwNxEiyBv9aMsAIu3ZhAWkUtcsoyniTJW78vE0kwLVztlL6hnC0OOX8nh0IUc4pJlJLyQceVOHvma+x6EBGhz/FoBkY9lxL8Q2HwyH1NDqOaqubjejZFx+EqB2g4KgJWZBFdbLXaezedpkkBSmnw0TFcbgjzV221QTYuT12XceSIQnwLbThdgagR+rporw/uxAkfDZaVGq4ojzVY9/Fy0ePhM4IW0dNizB1ZSp1kvajXpga2TN10GTkdXz4ArJ7eptX3u0Cq8qzemcceh2Dp60brnWBzcqnH+8DpFmOCQrrToOhov/0YaNaqjMmkRBIELh1fRuNNH+Aa3xs7Zj/cG/0R6SgJ3rmouU+cPLSe4cW+CQnpi4+hNx/4z0NEz4NoZeRm2darK+x8tompQS6rYuuLu15Dm3cZx7/pRZAWlO+6CIHD+8CqadpbXJXYuvnQb+vK6JOxgYV3SWK6j84DCuuT0VkWYBm0G0rjjCJw9g16aHmcPrqB2GXVTqesfWi3Pmw5DsXH0olWPsTi4+XPhyFpFmKBGXWnedTSeAQ1fev3inNkv95PaTeV+8t4guZ9c1uAnZw+uwqd6Y5oU9xP3aoQV85OaIV1p2W00XgHl9xNBELh4ZBUhHT+ianBrbJ396FzoI3fDNefNhcPLCWrcmxohPbF29KZ9oY9cP6tMy5pNP8C1al0srJ2xdw2gWddxpL2IIzX5qVqbJ/espEHL96nXvDv2zt70HDoNXT0DLhxXnyan9q3BN6gxLboMwc7Jiw69P8XJw58zB5Rpsm/jQqoFN6VL/wk4e1TD2s6VwDotMTW30nhvJ/etoH6LXtRt1gM7Z296DJmGrr4BF06o13F6/2p8azSmeeeh2Dl50b7Xpzi5+3Pm4FqVcKnP4/l75ff0G/0T2trlm70iCAIXjpQow0PKV4ZrNulNcFEZ/lDu6+FqyrClrSse1RrSvHvZZbgy6CjScvHIKhp1UPVZaXl8NqQ3NRoV+my/GejqqvosQPyTSC4e/ouOoT9otFWZdIj8e/lXd64mT57Mjz/+yJQpU7h16xbr1q3Dzs7upfEaNWrE/PnzMTMzIy4ujri4OCZMKPvtZHh4OJGRkUyYMAEtDbumSCTyh86MjAzatWtHlSpVuHjxIps3b+bw4cN88sknirALFixg7ty5zJkzh+vXr9OuXTvee+897t2TvxGTSqV07twZf39/Ll++zPTp01+qsby8SIxBmpqIZ7EHOgMjU5w9axBTohNURH5+LrGPIlTiaGlp4enfUBEn9lEEsoI8lTA2Dp6YWzlqtFteLBoEk3T0nMq5xEOnqdIgGACJri7mtQJIOnJWGUAQSDp6FosGNcu0bWWuhbmJFnceKSv87Fx4GFeAh2P5p3ka6hfmf7a8Y2FiJMHDUYf0TBmf9zVh5kdmjPvABC8nzUNQVUzB1EjCg1hlJyknD2ISBVxtX/0NT9GoV36BstMjAPkF4GZX2p+rmMh1RMWp6niaKOBi8+beNBkbQFVnCVful+4U5ufnEvswAk9/5cOtlpYWXgENS3XWi3hy/xpe/qoPw97VG/P4Nf2vMmkBSEmKISMtEfdqqmXYySOIp1HqX8IU5OcS9zgCj2JxJFpaeFRrRIyGOADZWVL0DUzQUvPQmJKkuS7RlC4FRXVJCR3F65KKkJ+fS9zDCDwDStdNT+6rtxfzIFxFM4BXYIhGzRXREvswAq8ANX6iQcuT+9dUwgP4BDbWGL68qPURQ1McX+Ijz9T4iLtfI41xcnMyuX52GxbWzphVsS/1e35+LjHRt/AJVE2TqoENeHTvmlqbj+6FUzWwgco53xohPLwXDshfTkZePYGNgxu/zxzOtJFNWPBNH25c1Dy1PD8/l6fRt/ApZldLSwufwIY8KrRbSsf9cBXdAFVrhPDovlK3TCZj/a9f0qzzEOydfTRevyRFZcejZBn2DNJYHgvyc4l7pCZ/qjXi6QPNZTinHGX4XesASH0Nn3VXp6VYnLzcLHYu+5w2faZiYm6jUWNl0lGZENdcVYx/becqPT2dBQsW8NNPPzFw4EC8vLxo3Lgxw4YNe2lcPT09zM3NkUgk2NvbY29vj4mJSZlx7t6VT9Hw9fVVnEtISMDExERxLFmyBIB169aRnZ3NqlWrCAwMpGXLlvzyyy+sXr2a+Ph4AObMmcOkSZPo06cPvr6+zJo1i+DgYObPn6+wIZPJWLZsGQEBAXTu3JmJEyeWqTEnJ4e0tDSVIy+39BC2NC0RABMz1Td8xmbWSFOT1NrOTH+BICsoM440NRFtHV0MS6yLMDaz0mi3vOjbWZMTr2ojJz4JXXNTtAz00bOugpaODjkJySXCJKNvr7reqyRmxvLCnZap+oCfnilT/PYyJMhHqR7E5BOXJLdjbS4vXh0bGXDmRi6Lt2bwJD6fMb1MsLFQX/RMDeXXk2apjvxIswVMDF+9EkpMEXghFWhbRwcDPdDWkk8/tDCRKK5ZnKJrSbNVz0uzeS0dJQn20iInDyIflR7pykxPQSYrwKTEm2iTMvxJmppUan1fWeHLS2XSApBRWIaNTUuWRyukaRrKsFReho1LlmFTKzI0lvvnnN6zhOAmH6j9XZqaqLiuqg5rMjTpSNego4z6pywy01/I86aEPRNza41pIU1NUh/+bfmJedl+YmxmXSp8+mtqUfhIqXQuI78LfcRInV+ViHP5+FrmfFqTuZ/W5MHNk/QZtxxtHT01OuRpUnJEycTcivQU9TrSU5JKpaGpuRXpKfL6XZqWTE52Jkd3LsMvqDEjJv9BYN1WrJw3lge3Lqq1maHIm9JlUlNaq9dhraL7+K6laGlp07jdh2ptaEJj2SmrPGoowyZllfv055zavYSaTStYhv9hHaB8NlGr5VXqtWJxjmyeiZNXzXKtbaosOioTEi2tt3b8F/l37L6ghsjISHJycmjVqtU702BlZaXYua958+bk5uYqtAUFBWFsbKwIGxISgkwm486dOxgaGhIbG0tISIiKvZCQEK5du6awUaNGDQwMDBS/N2xY9vSUmTNnMmOG6hqmHoOnUtW/NrtWTVOc6z/ut4rf7H+IutV06dvGSPH/km1q5qNVkA9aG+Jorc3P65W7PRQOZHLmWi5hN+W+EZNQgK+bLg2r67HzVDZBnlp0DVEWw1WH8l5bizpkAqw7kkePxjpM+VCfApnAg1iBO08KkEgkVPeQ0KWBckRt7dEy5i2+QWp6a3EjWka+5n1DRICb53eyd42yDH/wye9v/Zo5WVI2LhqJtYMXTbvIR92vh+1id7G6pN/Y/991SWXi5vmd7F+rzJveb9lHAuq/h0e1EKSpiZw/tIwdf4xjwBfry1zz9KYQZPKXMQG1W9Cs40AAnNyr8fBuOGcPb8TLv+5b1wAQEx3BqQOrGff9VsXMFU3cCFMtw33G/DNleMOikdg4KstwZdEBEHF+J/vXKbX0Gv12tNy7doRHt8MY/PV2tb9XFh0i/x3+tZ0rQ0NDjb8VTdsTiu0akJf3eg+tPj7y4f47d+5Qs6Z8mpm2tjbe3t4AlWKXwMmTJzN+/HiVczsu6yEryFPZhasgX/6gL01LxtRCufg2Iy0Jew27YRmZVkGipV1qUXZGmvLtvIm5DQX5eWRlpqmMXmWkJZd6W1hRcuKT0LdTtaFvZ01eajqy7Bxyk14gy89H39aqRBgrcp6pvmm6fj+Ph3HKTlDRlDkzIy3SMpSdClMjLWISXt7J6N3KkEBPXeZtlJIiVfpcWob877hkVRvPkguwNJX7aORjGU8Sc4tpkTfQJoYS0ouNXpkYSIh7/no9kNhkgV/+zkNfF7S1ITMbRnXR5WmSwJ0nAk+TlNMitbWKrgvSLKUNEwP5hhVvAldbCTbmEjafVH9fRqYWaGlpl1psLi3Dn9SNPpQVvry8ay0+QS0Z5qFce1RUhjPSS5bhZOxc/NTfg4m8DJdcXJ2RnoxxCU052VLWLxiGnoExvT5ejLaOfO2hb1ALnKcp65L8Ih1q6hI7l7LrklI60kqP9JUHI9Mq8rwpYU8+OlVG3qgL/7b8JLVsPyn5NlyamoxpBbX4BLXEUZ2PpCVjYl4xH8lML5k3pfUbGJpiYGiKpZ07Tp5BzPusHneuHiKgXmeVcMZm8jQpuXmFNDUZUwv192hqYV0qDdNTkzG1sFLa1NbBzkl1d0I7J0+i71xRa9NYkTely6SmtFavI0mhO/r2ZTLSnvPDp8qXvDJZAbvW/sSp/av4aoFyfU7V4JY4FVs/WJCnoeykV7wMS9OSS/m6pjJcWXQAeAe1ZEgxn83X5LPpydg6v0K9Vqjl0Z0wXiQ9Zt541U739t/H4Oxdh/dH/1opdAxusVqt7crAf3X63tviXzse5+Pjg6GhIUeOlJ5jbWMjn8caFxenOFfy21B6enoUFJT/7XzNmjXx8/Njzpw5yGRlP+RWq1aNa9eukZGRoTh35swZtLS08PX1xczMDEdHR86cOaMS78yZM/j7+ytsXL9+nexs5byssLCwMq+rr6+PmZmZyqGrp4++oQlWdm6Kw8bRGxNzG6JvKdcwZWdJiYm6jrNXsFrbOjp6OLoFEB2pjCOTyYiKDFPEcXQLQEtbV8VuUlwUqcmxGu2Wl5SwcKxaqs7Bt27ViBdh4QAIeXmkXonAumWx0T2JBKsWDUkJU50jnZMHiSkyxRGXLCNVKsPXTdlBNtADdwdtomPL2C8deccqyFuXBZukJKeq+kVyqoyUdBl2lqprrGyraPE8TR42Nx+epyuPhBSB9EwBT0dl0dTXBWcbCY8T3kynJidP3rGyMpPgZCUh8lFBKR2Jqch1OKjqcLKR8CTxzeio5a3F0yQZ8S/U/66jo4ejewBRt5R+L5PJiLoVhosGf3LxDlIJD/Ag4iyur+l/71qLvoEJlrZuisPawRtjMxseFiuPOVlSnkZfw8lT/RpDbR09HFwDeHhbGUeQyXgYeQ7nYnFysqSsnz8UbR1deo/+VWUkQt/QBEs7N8VRVJdEldARE3VdY7poF9YlxeMIJeqSiqCjo4eDewBRt1TrpujIMFy81dtz9gpWCQ8QFXFWo+aKaNHoJxq0uHgH8aCEn9yPOKsxvCY0+sht1byJfYmP2LsGqPiVIJPx6PY5jXEABEH+MrOoQ1ccHR09nD38uXdTNU3uRZzHzUf9ZiVuPsHci1BNk7s3zuHuE6yw6eIZSGLcQ5UwiXGPNG7DrqOjh5OHP/cjVHXcvxmGW6HdUjq8S+u4d/Mcbt5y3bUav8f4mTv47IdtisOsii3NOw9h2KQ/VeKVyp/CslMyf55GXVMpj8XR1tHDoUQ7XFSGnbxUy/C6eUPR0tblg5JluJLoKNJSxdZNcbyWz97W7LMN2o1g6Dc7GfL1DsUB0KrXZDoN/KHS6BD57/Cv7VwZGBgwadIkvvjiC1atWsWDBw8ICwtj2bJleHt74+LiwvTp07l37x579uxh7ty5KvHd3d2RSqUcOXKEpKQkMjMzy7yeRCJh+fLl3Llzh5CQEHbu3Mm9e/e4desWv/32G4mJiWhryx+i+/fvj4GBAQMHDuTmzZscO3aMMWPGMGDAAMWGGxMnTmTWrFls3LiRO3fu8OWXXxIeHs7YsWMB6NevHxKJhOHDh3Pr1i327t3LnDlz3kjaSSQSGrQJ5eTu37h99SjxMXfYvnQSpha2+NVSzgNeOXsQ54+sUfzfsN0gLp/YTPiZ7STGPmDP6unk5WRRs3EPQL4ItlaTnhzYOIvoyDBiH95kx19f4ewVXOqhRdvYCLMgP8yC5G+BjDycMQvyw8DFAQDf/40naPksRfhHf2zAyMMFv5kTMfb1xG1UPxx6dSB6wQpFmOj5y3EZ2hunAd0w8fMkcPF0dIwNebJS/U5QxTl2JYf2DfSp7qWDo7UWoR2MSZXKuHZfOeL5aS9jmtVUrin4oLUhdavpsXxPBjm5AmZG8m87Fd/a/PDFHJrX0qdmVV1sLLToHGKAnaU2Z2+Ufggp4kxEAS2CtPFz0cKuioT3m+qQnoXKd6uGtNelQTVl8dXTAQdLCQ6W8rdLVUzlf5srZ6YS6K6Fh72EKqbynQcHt9Pl1mMZ92PVd5bCImU0ra6Fr7MEWwvoHqJNeibcfqwMP7CNNvV8VXXYV5EfAFVMJNhXQUUHyDtqAW4Srtwvu6PWqN1ALp/YzNXTO0iIfcCuVTPIzcmiVpPuAGz5YxIHN/+sCN+wTSj3bp7mzL7lJMZGcXT7L8RGR1C/dT9FmExpCnGPIkmMvQ9A0rNo4h5Fkp6S+K/RIpFIqNc6lDN7f+Vu+BESYu6w868vMLWwxbemsgyv/XkgF48qy3D9NoO5emoT189uJynuAfvWTicvN4saIfIynJMlZd38IeTlZNI59HtysqVIUxORpiaq3WZbIpFQv3Uop3b/xp1wzXXJqtmDuFCsLmnQdhBXTirrkt1r5HVJcKEOkK8FefY4kucJjwGIj7nLs8eRZElTSudN20FcObGZ8NOF9lZNJ7dY3bTtz0kc2qxsAxq0GcD9m6c5s/8vEuOiOLZjEbEPI6jXqr9q3jyOJPHpAwCS46KJexxJemrZeRPSfiCXTmzmSqGf7Fwp95PaRX7y+yQOblL6SaO2ody7cZrThX5ypNBPGqjxk4QK+IlEIqFuq1DO7v2Ve9eOkPD0DruWy32k+HqPdT8P5NIxZd7Uaz2Y8NObuH5O7iP71xX6SCN5Wr5IfMLZfb8T9+gmqc9jiXlwhe1/fIqOngFegeq//9S000DOH9vCxRM7iH/6gK1/fUtuThb1msnTZN2SyexZP08RvkmHD7l97QzHd68g/mkUB7YsJibqJiHtlGnSostgws/tI+zIZpKePeL0gbXcunKcRm36aEyTph0Gcf7YFi6dlOvYtlyeN3ULdaz/9Uv2blDmTeP2A7hz/TQn9iwnITaKg1t/ketoK/cTY1ML7F18VA5tbR1Mza2xdfTQqKMof+q1CuX0HmUZ/ltNGV4zV30ZvlZYhvcWluGg4mV4XmEZHli+MlwZdBRpqdsqlLP7lD67e8UXmJTw2fXzBnK5hM9eO72JG4U+e2D9dHKL+ayJuQ02TlVVDgAzS0csrF0qrY7KhLgVe8V493PZXoMpU6ago6PD1KlTiY2NxcHBgVGjRqGrq8v69ev56KOPqFGjBnXr1uV///sfvXr1UsRt1KgRo0aN4oMPPiA5OZlp06a9dDv2Bg0acPnyZX744QdGjx7Ns2fPMDY2JigoiHnz5jFkyBAAjIyMOHDgAGPHjqVu3boYGRnRs2dPfv5ZWWl/+umnpKam8vnnn5OQkIC/vz87d+5UTD80MTFh165djBo1ipo1a+Lv78+sWbPo2fPl24qXh5AOw8jNyWLXyqlkZ6bh6lObD8f/iW6xN0vPEx6Tma4cVgis15GM9Occ27EIaWoi9i7V+PCzP1Wmi7TrOxmJRIuNS8ZSkJeLV2BjOg2YWur65rUDaXhEOQTuP+crAJ6s2sb1oZPRd7DBsLCjBZD1MIaL743Ef+5k3MeEkh3zjBsjvyHp0GlFmLjN+9CzsaTqtE/lHxG+FsmFzsPILbHJhToOXchBT1dCv7ZGGOpLePA0n8VbM1S2TLe20MbYUHmiabA8rT7ro/pBxNX7MgmLkHeejl3JQUcHejY3xMhQIv+A8BYpSamaRz9P3ShATwe6hegoPiK84oDq9u2WphKMDJSVkpO1hGEdlR2/TvXlRfvKvQK2npKPvpkaSehQTwcTQ0jPgvD7BRwL1zx6ezpChq4OdGko/5jx4wSBNYfzVdZHVTGVYGSg7CA5WkkY3E5ZrbSvqw1oc/W+jB1nldcKdJeABG5Elz0KXL1+RzLSX3Bk+0KkqUk4uFYj9PM/FD6XmhyHlkTZuXP1qUmvkbM5vG0Bh7bOw8rOjX6fLsLOuaoizO2rx9i+7CvF/5t+lX87qEXX0bTsrlwPUJm1ADRsN5y8nCz2rpla+PHe2vQZu1Tl7fCLxCdkSZVl2L+uvAyf2LmQjLRE7Jyr0efTpYqpPM8eRxAbLV/3ueSbNirXG/3DEaztnErpCOkwjLzcEnXJZ3+q6Hie+JhMqWpdkpn+nOM7FiFNk9cl/UvUJZeOb+DEzsWK/1fMkm8Y0HXwD9RqquyEAQTWl9/X0aK6ybUaA8b/WSxvYlXWxLj61OL9kXM4sm0+R7bOw8rOnT5jflHJmzvhR9lRLG82/yafct2862hadCv97b4iqtfvSEbaC45sU/rJwAlKP0l5HqeyiNvVpya9R83m8NYFHNpS6CdjS/vJtqVKLRuXFPpJt9G0KsNPGrQbTl5uFvuK+UjvT1V9JCWptI9kSp9zqtBHbJ2r0fvTpYqpTTq6ejy5f4mLR1aSnZmGsZkVLj51CP1ifanF/EXUbNiBjLTnHNjyC2kpSTi5+TH8y98V0+tSkuJU8sejak0+/OQn9m1ayN6N87Gxd2Pw54twcFHuxle9bmt6Dp3G0Z1/sn3lTGwd3Rn42Xw8/WprTI/ghh3ISH/OgS2L5B8zdvNj2KTfFdMCU5LjkBQrw+5Va9Jv9E8c2LyQfZvmY23vxsDxi7B3Kf+ugGXRsP1wcnOz2LO6MH98atNXTRkuXnYC6srLzom/C8uwSzX6jlWW4bjHETwtKsNfq5bhT2YewcLaudLqAKjfdji5OVnsXzu18IPGtflgTNlaqtWRazm1S+mzH4xZWmqjmIpQWXSI/DuRCEJZnzMV+bez/kzlyV6z5urnKv/T7J15/l1LUGBhqXnt4D+JTllfBv6HCfAp42vJ/0/Jzq0c+aOjXTnqk8q0wZS2VuVIk4zsypMo1mZlT6f+p5DJKs9b8dRMsV4rSVnfe/z/yOAW71qBZm51f3ubx/lv1/wJhX8rlac2FhERERERERERERER+Rfzr54W+CY5deoUHTp00Pi7VPr623WLiIiIiIiIiIiI/Jv4r36P6m0hdq4KqVOnTqkdBUVERERERERERET+PyNuxV4xxM5VIYaGhopvVomIiIiIiIiIiIiIiFQUsXMlIiIiIiIiIiIiIqIWceSqYoiTKEVERERERERERERERN4A4siViIiIiIiIiIiIiIhaxJGriiF2rv7jxL/8+7n/GKcryfelOk6u/64lKJjZ/o93LQEAfePK8b0tAL8xdd+1BAAklagtMTWsHB+EkWZXlm/1VI5vSwFk5VSOCSDu1lnvWoKCiCcG71oCALl571qBEg+HylGG8yvRt7+qGFWODKo8aaL3rgWIvCHEzpWIiIiIiIiIiIiIiFrErdgrhphaIiIiIiIiIiIiIiIibwBx5EpERERERERERERERC1a2pVl6uS/A7FzJSIiIiIiIiIiIiKiFnFDi4ohTgsUERERERERERERERF5A4gjVyIiIiIiIiIiIiIiahE3tKgYYufqLeLu7s64ceMYN25cpbMpCAIXDy4i8vxmcrLSsHevRdMe07CwcdcYJzbqIuHHl5H4NILMtETaD/wFj8DWr223U4gBIdX1MNSXEBWbz4ZDWSSmyDSGb1tPn+CquthZapOXLxD1tIAdJ7NIeKEax8NBmy5NDHB30EEmg6cJBfyyVVrKnmXjOnh+PhTzWoEYONpyqefHxO88ovH6AJZN6+E/50tM/H3IfhLH/Zm/ErNqu0oYt4/64Tl+KPr2NqRdv03EuO9IvXijTLtFDO3vTpe29pga63AjMo05S+4RE1e+rZY/fN+FUQM92fR3DAuXPlBqttDl4yFe1A2ugpGhNo+fZrJq02NOnE3SaGtQLyc6trTBxFiHm3fSWbDsIU+f5ZRLR5/3HBjez4Wte5+xZNVjtWFmflmVesEWTJ1zlzOXUjTaEgSBYzsWceXkZrIz03DxrkXn0GlY2bmXqeHCkbWc2b8MaWoS9i5+dOj/Dc6eNRS/5+XlcHDDLG5e2EN+fh7egSF0+nAaJubWau2dP7KWs/vk9uxc/ehYwl5JIi7u5+i2BaQkPcXSzo02vSZQNahZqfu6fEJ+X64+teg8YBpW9mXf17lD6zix9y+kqUk4uPjyXujXuHhp1nH9/H4ObV3Ei6SnWNm50eGD8fgFK3Uc2vYL18P2kZL8DG0dXZw9/Gn7/lhcvYPK1FF0Dyd2LiT8lPwenL1r0bH/dCxfkjeXjq3l3IFlSFMTsXPxo13fKTh5yO8hKyOFE38vIurWadKex2FkaolvcGuadR2LgZFpmVqO/63qJ50GlMNPjq7lbHE/6fcNTsXy9fKJjdw4v5u4R7fIzc5g0qILGBiZlanj1K6FXDstrwedvGrRru/L0+Ty8bWcP7iMjLREbJ39aPPBFBw9SuerIAhs/mU4URGn6DFqMVWDW6uxBsf3beDgzpWkpSTj7FaVD4ZOwsOnutqwsU/us2vDrzyKusXzxDh6DZpAq84fvpbNkprP719ExLnN5GSn4eBeixa9ym4bAK6fXsuVo8vITE/C2tGPpj2+wd5NmSYZaYmc2TmbJ3fPkpuTQRUbD+q0GYl3UDuNOi4dXMTtC8o2qkn3aZi/pO27dmIZSTERZKYn0ja0dNsXdeMgkWEbSHwaQU5mKj3HbcfasZpGm5WpDIcdXsvpfX8p/L/zh1/jXIaWmxf2c3jbQlIKtbTt/Tm+hfVaQX4eh7cu4O71kzxPiMHAyAQv/4a07f05ZlVsy9RxYv8GDu9cQVpKEk5uVek9ZDLuZfjWlXMH2b3hF5ITY7G1d6Xrh58RWKuJ4ve0lGR2rJnH7evnyMxIx7taLXoPnYytg9tL0+TUgfUc3VWkxZeegyfj5q1Zy9VzB9i76ReeJ8ZiY+9Kl/6fEVCzqeL3nOxMdq2bx/WLR8lMT8XS1ommHfrTuE3vl2oRKc3ixYuZPXs2z549IygoiEWLFlGvXj2N4efPn8+vv/7K48ePsba25v3332fmzJkYGLydz0aIXVFgxYoVWFhYVChO8+bN32in6Z8m/PhSbpxeTdMe0+k5ZhO6eobsXjqM/DzND855uVlYOfrRpNvUN2a3TT19mtfUZ8OhTGavTSc3Dz553xidMj6n4+Oiw8mrucxZm86izVK0tWFMLxP0dJVhPBy0Gf2+CZEP85m9Jp2f1qRzIjwHQc3ncbSNjUi7foebn87QfNFiGLo7U3fn7yQfP8/pOl2JXrSS6r//D+s2jRVhHHp1oNrsydz732JO1+tO+vXb1N+zDD0by5fa79/Thfc7OzFnyT1GTLhKVnYBP39bHT3dl8959vMx5b32DtyPLt2J/Ga8H65Ohnz53U0GfnKJk2eT+PYLf3w8TdTa6vOeA93b2zF/6UM++SaC7BwZP072RbccOnw9jenc2pYHjzI1hunZ0U5tfqjjzL6lnD+8ms6h0xn2zSb09A1ZPXcYeWX4680Lezmw8UeavzeakdO2Yefiy5qfhyFNU3787cD6mdy5doxeHy9g8KRVpKcksHHxGPX2zu/lwIYfad51NCOnb8PexZfVc1XtFefxvSts+e1zajZ9n1EztuNXqzUbFn1CfMxdRZjTe5dy/tBquoROZ/gUeXlZ/XPZ93UtbB+7182idfePGfPdFhxc/Vj20wikqep1PLp7lQ1LJlKnWQ8+/W4rAbVbsXr+GJ49uacIY2PvznuhXzNu5g4+mrIaC2snlv00HGnac406iji3/08uHllNhw+nM/irTejpGbJu/tAy65KIi3s5tGkmTbqMZtiU7dg5+7F+/lAyCtMyPSUBaWoCrXtNYsT03XQZNJMHN0+xe+XXZWop8pNOA6Yz7Gu5n6z5uex67eaFvRzc+CPNivvJvGEKLQB5udl4BzahSaeRL00PgPMH/+TysdW06zed0EnyfN24qOw0iby0l6NbZtK482gGf7UdW2c/Ni4aqqKjiItHVgJll8NLZw6wZeVcOvcayVc/rcfZvSqL/vcxaanq8zQ3JxtrOye69x+LmYX6lwsVtVmcK0eXcu3kalr0mk7vcZvQ1Tfk79/Kzpu7V/dyaseP1Gs3mj6fb8Pa0Zedvw8jM12ZJofWTuJFYjSdhi6h38SdeNVow/6Vn5EYc0utzWvHl3LzzGqa9JhO9zGb0NEzZM+ysnXk52Zh5eBH4+6a27783Czs3WtTv8OEl6ZFZSrDN87vZd/6WbToOpqPZ2zF3sWXFXOGl1GvXWXTrxOo3bQnH3+7jWq1WrFuwRhFvZaXm03so1s0f+8jPv52K/3GLCTp2UPWzP+4TB2Xz+xn28rZdOw1ii9nbcTZzZdfvh9FuoY0iboTzvL5k2jYsjuTf9pEjXot+eOnscQ+lqeJIAj88dNYkhJiGPnFAib/tBFLG0cWfjuCnGzN7RLAlbP72b5qNu16jmLij5twdKvKrz+M1Kgl+k44qxZOokGLHkz8cTPV67Zk2WylFoDtq34iMvwMAz75kck//03zjh+y9a8fuHHpWJlaKgsSLclbOyrKxo0bGT9+PNOmTePKlSsEBQXRrl07EhIS1IZft24dX375JdOmTSMyMpJly5axceNGvvrqq9dNFo2Inav/hwiCwPVTq6jdahQega2wcvSlZZ9ZZKYlEB1xWGM8N7+m1G8/Ds/qbd6Y3Ra19Nkfls31B/nEJslYuTcDcxMtgrx11YYHWLw1g7CIXOKSZTxNlLF6XyaWZlq42il7ZD1bGHL8Sg6HLuQQlywj4YWMK3fyyFfzHcfEAye5O20+8X9rvneVdBjRh6zoGCK/mIX0dhSPlqzl2dYDeIwdpAjjMW4wT5ZtImblNqSRD7jx8TQKMrNxGdTzpfZ7vefEqk2POH0+mQcPM/jfvNtYWerTpIH6B54iDA20mPa5Hz8tuku6NL/U74F+5mzd/ZTIe+nExmezctNjpBn5+Hqr71z16GDHmu2xnL2cQtTjLGYtjsK6ih6N61QpU4eBvhZfjfHi5z+iSc8orQPAy82IXp0cmP1bdJm2QO5XYYdW0bTLKPxqtsLexZfuw2aRnpLA7Sua8+zcgRXUatqLmk16YuvkTefQGejqGXD11FYAsjPTuXJqK+36TMKzWgMc3QPpOmQmT+5f5cmD8FL2zh5cQe0y7JUk7NBqvKs3pnGHodg4etGqx1gc3Py5cGRt6fuqJb+vHsNnkf6i7Ps6vW8F9Zr3ok7THtg5edNt8DT09A24dHKb2vBnDq6mao3GNOs0FFsnL9q+/ymO7v6cO7xWESa4UWd8AhthZeuCnbMPnftPIidLyrMndzTqKLqHC0dW0bjTR/gGt8bO2Y/3hvxEekoCd65qvofzh5ZTs0lvgkN6YuPoTccP5WkZfkaelrZOVXn/o0VUDWqJpa0rHtUa0rz7OO5dP4qsQL1PCYLA+cOraNpZ7id2Lr50G/pyPwk7WOgnjeVaOg8ozNfTynxt0GYgjTuOwNmzfCN5F4+solGHj6ga3BpbZz86D/4JaUoCd8M167hweDlBIb2p0agn1o7etO83A11dA66fVfWv+CeRXDz8Fx1DfyhTx+Fdqwlp3YNGLbvh6OJFvxHfoKtvwNmjO9SGd/cOpGfoeOo2bo+Orvr6t6I2i6dJ+IlV1G07Cs/qrbB29KVNv1lkpCUQdUNzmoQfX0FAw1741++Jpb03LXrNQEfPgFvnlWny7GE4QY0/xN6tBubWLtRt+xH6hqYkxESo1XHj9CpqtRqFe0ArrBx8afGBvI16WEbb5+rXlHrtx+ERqL7tA6hauyu124zG2adhmWkBlasMn9m/kjrNelG7aQ9snbx5b9B0dPUMuKxBy9mDq/Cp3pgmHYdi6+hF655jcXCvRtjhdQAYGJky+Iu/qF6/AzYOHrh4B9N5wDfEPowgJTlWo44ju1fRqFVPGrbohoOLF31GTEFPz5BzGnzr2J61+AeH0KbrYOydPenS5xNcPKtxYv8GABLiHhF97zp9hn+Dm3cgdk4e9Bn+DXm52Vw6s6/MNDm+R66lQYvu2Dt70XvYVPT0DAk7tl1t+BP71uAXHEKr9+RaOn0wBmcPf04dWK8IE33nGvWavYdPQF2sbJ1o1LoXjm5VeXy/fLNZRJT8/PPPDB8+nMGDB+Pv789vv/2GkZERf/31l9rwZ8+eJSQkhH79+uHu7k7btm3p27cvFy5ceGsa/zOdK5lMxk8//YS3tzf6+vq4urry/fffc/z4cSQSCSkpKYqw4eHhSCQSHj58yPHjxxk8eDCpqalIJBIkEgnTp0+v8PUTEhLo0qULhoaGeHh4sHbt2lJhUlJSGDZsGDY2NpiZmdGyZUuuXbum+P3Bgwd07doVOzs7TExMqFu3LocPl++BvyKkP48hMz0RZ59GinP6hqbYutYg/lH4P2bXylwLcxMt7jxSPixl58LDuAI8HMs/Y9VQX/7mIyNbPgxiYiTBw1GH9EwZn/c1YeZHZoz7wAQvpzKGwyqARYNgko6eUzmXeOg0VRoEAyDR1cW8VgBJR84qAwgCSUfPYtGgZpm2He0MsLbU52L4C8W5jMwCbt1NI9BP8zQkgPGjfDh76TmXrqWo/f3m7VRaNrHF1EQHiQRaNbFBT0+LqzdKh3ew1ceqih5XbqQpdWQVEHlfin9V9Z2xIsYOcSfsagpXbqap/V1fT4uvx3ix8K+HvEjNK9MWwIvEGKSpiXj6K/3KwMgUZ88axKjpBAHk5+cS+yhCJY6Wlhae/g0VcWIfRSAryFMJY+PgibmVYym7+fm5xD2MwDOgtL0n99VriHkQrmIbwCswRNFxU9xXgOp9OXnV0GgzPz+Xpw9v4R3QQEWHd0BDHmmI8+h+ON4Bqg98VauH8OjeNbXh8/NzuXB0EwZGpji4+qkNU0RKkvwePKqVuAfPIGKirqqNU5CfS9yjCJU4Ei0t3Ks14ukD9XEAcrKk6BuYoKWtvm4o0qLOT9R1lou0xD6KwLOEluJ+UlFSk2LISEvEvXiaGJri6BHE0zLS5NnjCJU4ijQpFicvN4udyz6nTZ+pmJjbaNSQn5fH46hIqtWorzinpaVFter1ibpz/ZXu63VspiXL2waXqqptg51bDZ49DFcbpyA/l4SYCJU4Ei0tXHwa8qxYe2LvHsy98L1kZ6QgyGTcvbKH/PxcnLxKTxEqaqOcSrZRLq/X9lWEylSG8/NziX0YgVcx21paWngFaK7Xnty/phIewCewscbwANlZ6UgkEo1TafPz8ngSFYlfDdU08atRn6i76u8x+u41fIv5IkC1oEZEF4bPz8sFQFdXX8Wmjq4eDyI11zP5+Xk8ibpF1eqqWqpWb8BDDekdffcavoENVM75BTXiYTHtHr5B3Lh0nJTn8QiCwL2bF0iMe4RvjUYlzVVK3ubIVU5ODmlpaSpHTo76keTc3FwuX75M69bKablaWlq0bt2ac+fOqY3TqFEjLl++rOhMRUVFsXfvXjp27PjmE6qQ/8yaq8mTJ/Pnn38yb948GjduTFxcHLdv335pvEaNGjF//nymTp3KnTvyNzwmJmU/PKpj0KBBxMbGcuzYMXR1dfn0009LDVH26tULQ0ND9u3bh7m5Ob///jutWrXi7t27WFpaIpVK6dixI99//z36+vqsWrWKLl26cOfOHVxdXSusSROZ6YkAGJpaqZw3MrEmM13z+ps3bdfMWN4pSstUXSuVnilT/PYyJMhHqR7E5BOXJLdjbS5/Z9CxkQHbT2QTk1BAfX9dxvQy4fsV6RW6J3Xo21mTE696PznxSeiam6JloI9uFXO0dHTISUguESYZY1/PMm1bVtED4EWKaqfjRUqu4jd1tGpiQ1UvE4aPv6IxzNRZt5jxhT/71oeQny8jO0fGVz9E8DQuG31jQ5WwVSzkb65Ldn5epOYpflNHi4aWeHsY8fHXpd8aF/FxqCsRd9M5ezlFY5jiSNPkfmVipupXxmbWSFPV+2tm+gsEWYHaOElx8tEyaWoi2jq6GJZo8I3NrErZzUx/gUyNPRNza5KeqR99k6YmqQ1fZFuaqv6+TMq8rxS5jhJrwkzMrEiMjVKvIyUJE3PNOoqIvHqc9Ys/Jy83G1MLG4ZOWoqxadmjlEX3YFwynU2tyNB0D1J53pSMY2JmRfIz9feQmf6cU7uXULPpBxXXYmZNRlrZfqIuTpGfVJQif1WbJpp0aEgTY1PVNDmyeSZOXjU1rrFSaCj0V7MS+W5qYcWzpw/LeytvzGZR22BkUrptyNDQ5mRlyNPEqGR7YmrNiwRl3nQYNJ/9Kz/jz28aoKWlg46eAZ0GL8LCxo3cEu9uFG1UCR2Gpq/X9lWEylSGlVpK2rbS6P/S1CSMzaxLhU/XUN7zcnM4uHEu1Rt0wsBQ/bNVkW+ZlvQtcyuePVWvIy0lqZQvmllYkZYi12Hv5EEVawf+XreAfiOmoqdvyNE9q0lJjleEUUdGmmYtCbHqtaSnJGFqUTp8WrE0eX/wV2z4YwbTPmqNlrYOEomEPiOm4+1fR6OW/y/MnDmTGTNUl2VMmzZN7UBHUlISBQUF2NnZqZy3s7PT+Mzfr18/kpKSaNy4MYIgkJ+fz6hRo97qtMD/ROcqPT2dBQsW8MsvvzBw4EAAvLy8aNy4McePHy8zrp6eHubm5kgkEuzt7V/p+nfv3mXfvn1cuHCBunXrArBs2TKqVVMuZj19+jQXLlwgISEBfX35m5Q5c+awY8cOtmzZwogRIwgKCiIoSDnt5LvvvmP79u3s3LmTTz755KU6cnJySvX28/P0iLpxkBNbpynOdRry2yvd5+tSt5oufdsYKf5fsq30uqCK8kFrQxyttfl5vbLTJCnsl525lkvYTfnbq5iEAnzddGlYXQ/1k4reDW2a2TJxdFXF/198W/EpArbW+owd7s1nU6+Tm6d5EdOw/h6YGusw9utrpKbl0aSBNd9+4c/oL8Px863CZ8PdFWG/mnVXox1N2FjpMXqgG1/8cJs8DToa1rYgOMCMkV/e1Gjn+rld7Fql9Nf+496Nv/5/w6taPT79fhuZ6SlcOLaZdYvGM3r6BpUHrxthO9m7Rpk3fcb8/tZ15WRJ2bBoJDaOXjTtoqwHr4ftYncxP+k39t34ScT5nexfp9TRa/TbSZN7147w6HYYg79WPzWpMnHn8i6ObVKmSZfhby9vwvYuICcrnW4fLcfAuApRNw6zb+Vn9Byzhvgndzm5Tamjw+D/dl1SnjL8T1KQn8fGxZ8hIPDewGkvj/AG0dbRZcSEeaz5dRoTBzdGS0sb3+r18a/ZmHIv9n2DnNy/jkf3rjP8i0VUsXbgQeRltvz1PeZVbPCt8fKppO+at7lb4OTJkxk/frzKuaLn5DfB8ePH+eGHH1iyZAn169fn/v37jB07lu+++44pU6a8sesU5z/RuYqMjCQnJ4dWrVq9s+vr6OhQu3ZtxTk/Pz+VTTKuXbuGVCrFykq1ksvKyuLBA/mOblKplOnTp7Nnzx7i4uLIz88nKyuLx4/V77RWEnW9/3Z9ptKy+wTsXJU7/xTkyzscWenJGJspd+/JlCaVubvRyzAytSnT7vX7eTyMU3aCijatMDPSIi1DuRjK1EiLmAQ1i6NK0LuVIYGeuszbKCVFqqws0zLkf8clq9p4llyApakW6pc8lp+c+CT07VTf3OnbWZOXmo4sO4fcpBfI8vPRt7UqEcaKnGeqb8xOX0jm1t1Liv/1dOUVWBULXZJf5CrOV7HQ436U+s6or7cJllX0WDZf6X862hKCAszp0dmJlj1OYm9rwPtdnBgw+iLRj+WLee8/zJCH6eTI0o2xRN5X2tct0mGuy/Nio2hVzHU1blJR1cOIKha6/DYzUHFOW1tCDT9TurWzo/2HF6kZYIajnT47/6qtEnfaeB9u3E7n829v4xvcQmWntiJ/laYlY2qh9KuMtCTsXdX7q5FpFSRa2qUWZWekJSneGJuY21CQn0dWZprK6FVGWnKpt8pGplXQUmNPPjqlfi2cibm1+vDFrq/uvqRpSdi7aLovC7mOEm+JpWnJmGjYhMDEwrrUQvniOorQMzDC2sAN7Nxw9Q5i9oT2XDyxlRbvjVCEqRrcEqdi644KCqfeZJTMm/Rk7FzUT0cyMpHnTcmNGqRpyaXSMidbyvoFw9AzMKbXx4vR1lGOmvoGtcB5mtJP8vM1aElLwk5jeqrXUtxPXoZ3UEuGeCjTpLgOE3PVNLF1rliaZKQnK0YJHt0J40XSY+aNr6sSZvvvY3D2rsPXM/9QnDMp9Ne0EvmenpKscbOKl1ERmx4BLbCbULoMZ0qTMTZXbRtsNLQ5hsbyNCm+eQVAZnoSRoVpkpr0mOun19Lvi11YOfgAYOPkR2zUZW6cXkfdDhN5X13bJ1Vto7LSk7B6jbavIrzrMqxeS0nbpetAhRbz0iPB0tRkTEuEL8jPY8Piz0hJjmXIl8s1jlqB0rdKbhiRnqrZX80srEv5YloJX3T18uerOZvJykgnPz8PU3NLfprcDzevAI1ajM00ayk5OlWEqYU16SlqtBemSW5uNrvXL2DohAUE1JLvIOjk5svTh3c4unvlv6Rz9fY+Iqyvr1/uzpS1tTXa2trEx8ernI+Pj9c4QDJlyhQGDBjAsGHDAKhevToZGRmMGDGCr7/+Gq230HH8T6y5MjQ01PhbUaIJxd5U5OW9fJ3Hm0YqleLg4EB4eLjKcefOHSZOnAjAhAkT2L59Oz/88AOnTp0iPDyc6tWrk5ub+xLrciZPnkxqaqrK0fr9yegZmGBu7aY4qth5Y2RqQ8x95fzU3GwpCY+vY+cW/Mr3aGrpXKbdnDxITJEpjrhkGalSGb5uyj6+gR64O2gTHVv2+FLvVoYEeeuyYJOU5FTVaYXJqTJS0mXYWaqusbKtosXzNM1bvJeXlLBwrFqqzq+2btWIF2HhAAh5eaReicC6ZbEKUyLBqkVDUsJU53pnZRXwNC5bcUQ/ziTpeQ51gpRTOYwMtfGvasbN2+rXMF26lsKA0RcZ/OklxRF5L42DJxIY/OklZDIw0JenhazE7RfIBLQkkJUtIzY+R3E8iski+UUutQKVnQ4jQy2qeZtw6676Tt6Vm2kMnXCDEZNuKo7bD6QcOZPMiEk3kQmw/u84hn9xUyUMwK+rHjP7V/mUGH1DE6zs3BSHjaM3JuY2RN9S+lV2lpSYqOs4ewWr1aKjo4ejWwDRkco4MpmMqMgwRRxHtwC0tHVV7CbFRZGaHFvKro6OHg7uAUTdUrUXHRmGi7d6Dc5ewSrhAaIizuJSaLuKjTMm5jYqYbKzpDx9cF2jTR0dPZzc/bl/K0xFx/2IMNw0xHHzDuZ+RJjKuXs3z+HmU/bmDPLpE6p1j76BCZa2borDujBvHt5W3kNOlpSnUddw9lS/vlBbRw+HEnkjyGQ8jDyHk5cyTk6WlHXzhqKlrcsHo39FR1e18dU3NMHSzk1xFPlJVKSqlpio64o0V6fF0S1AJY5Qwk9ehr6BCVVs3RSHtYM3xmal0yQ2+hpOZaSJvWuAShxBJuPR7XOKOA3ajWDoNzsZ8vUOxQHQqtdkOg1U3dxCR1cXV89q3L6hXLAtk8m4feMCnr6at9gui4rY1DMwwcLGTXFY2svbnCd3VduG+EfXsXcP1pgmts4BxNxVTZMn98KwL2yn8nLln6co+VZdS0sLQZBpbPue3ivRRj15vbavIrzrMlxSi6N7AFEltETd0lyvuXgH8eCWqpb7EWdVwhd1rJLjHzH4i78wMil7erGOri4untW4c+O8io47N87jWVX9PXpUDVIJD3D7ehgeasIbGptiam5JQtwjHj+4RY26LTRr0dHFxdOfuyW03L0ZhruG9PaoGsTdm6pa7tw4h3uhFll+PgUF+Ugkqh2UIj8VKT96enrUrl2bI0eUn8uRyWQcOXKEhg3Vd1IzMzNLdaC0teXPRMJbGsX8T4xc+fj4YGhoyJEjRxQ90yJsbORvh+Pi4qhSRV7Aw8PDVcLo6elRUPDykRJN+Pn5kZ+fz+XLlxXTAu/cuaOyiUatWrV49uwZOjo6uLu7q7Vz5swZBg0aRPfu3QF5h+zhw4fl1qGu96+jW9pxJBIJNZqEcvnIb5hbu2Nm6cSFAwsxMrPFI0A5l3/n74PwCGxN9RD5t07ycjJITVKOoqU9jyHpaST6RuaYVnF8qd3o6OxSWo5dyaF9A30SXhSQnCqjc4ghqVIZ1+4rO8Cf9jLm2v08TlyVNxIftDakjp8ev++QkpMrYGYkr7CycgXyCvtkhy/m0CnEgKeJBfI1VwF62Flqs3RnJiWXOWsbG2HsrVzTZuThjFmQH7nPU8l+Eofv/8Zj4GTHtcGTAHj0xwbcPu6P38yJPFmxFesWDXDo1YGL7ym3aY6ev5ygv2aRcvkmqRev4/7pQHSMDXmyUv0OTMXZvPMpAz9w5UlsFnHx2Qz70J3k5zmcClO+LZz/vxqcPJfEtj2xZGUVKEajisjOlpGWlqc4/ygmkyexmUwc7cPiv6JITc+jaQNr6gZX4Ytv1U/R27Yvnv7dHYl5ls2zhBwG93Ym6UUupy8pN9uY/Y0vpy++4O8DCWRly3gYo/otruwcGWnp+YrzL1Lz1G5ikZCUw7NE9Q8BEomEBm1CObn7Nyzt3Kli48TR7QsxtbDFr5bSX1fOHoRfrdbUbyX314btBrF96Zc4ugfi5FGDsEMrycvJombjHoB8s4NaTXpyYOMsDI3N0Tc0Ye/a/+HsFaz2YbxRW7k9J/dAnDxrcO7gSnKL2dv25yRMLWxp0+tzABq0GcDyWaGc2f8XVYOac/P8HmIfRtBl0Leq97XrN6zs3KliXXhfVVTvqySNOwxi8x+TcfYIxMWzOqcPrCI3J4vaTeX1xsbfvsS8ii3tP5BPswhpO4DffxjIyb3L8QtuxrWwvTyNvkmPIfJR7tzsTI7u/B3/Wi0xtbAmIz2Fc4fXkfYinhr11H8rqHje1GsVyuk9v2Jp64aFtTPH/16AqYUtvjWV97Bm7kB8a7ahbkt53tRvM5idf03CoTBvzh9eSV5uFkEh8rSUd6yGkJebRdehs8nJlpKTLe/UG5laoq3mTaNEIqF+61BO7Zanp4W1E8fU+MmqQj+pV+gnDdoOYseyYn5yWO4nwYVaQL6eS5qaxPMEef0XH3MXfQNjzC0d0NKvUkpH3VahnN0nTxNza2dO7VyAiYWtylqp9fMGUjW4DbVbyHXUaz2Y3Ssm4eAWiIN7DS4dXUlubhY1Gsl1mJjbqN3EwszSEQtrF0C17LXuMoAVv0zBzcsfd+9Aju5ZS25OFo1adAVg+cJvsLCypXv/TwH5pgJxMfJZFAX5+aQ8T+BJ9G30DYywdXAtl01NSCQSgpuFcunQb1jYyNuGsH0LMTazxbO6Mk22LxmEZ/XWBDWRp0lw80EcXvclti6B2LnVIPzESvJzs/CvL0+TKnaemFu7cWzTNELe+wJDYwse3DjM47tn6TKs9BRAiURC9cahXDkqb6NMLZ24dFDeRrkXa/t2/TEIj4DWBBZv+5KVbV/68xiSYiPRN5S3fQDZmSlIU+LITJXPjUgpXBdmZGqtmNVRRGUqwyHtB7L1z8k4egTi7Fmds0Vamsi1bPl9EmZV7GjbW66lUdtQls4M5fS+5fgGNeP6+b3ERkfQbbBcS0F+Hut/GUfso1sM+OxXZLIC0lOK1rqZo6Ojfu1wq86hrFr8Da5e/rh7V+fonjXk5GTRoEU3AFYu+goLSzu69h8LQItO/Zk3bQiHd60ksFZTLp/Zx+MHEfQbqdwu/8q5g5iYVcHS2oGnj++xZfksguq1oFpQ2ZtINO8UytolX+PqFYCrV3VO7F1Nbk4W9ZvLtaz55SvMLW3p0m8cAM06fMjCGYM5umslAbWacOXsfp48iOCD4fKpkAZGJnj71+HvNT+jq2eApY0D929d4uLJXXQLnVimlspCZfqI8Pjx4xk4cCB16tShXr16zJ8/n4yMDAYPHgxAaGgoTk5OzJw5E4AuXbrw888/U7NmTcW0wClTptClSxdFJ+tN85/oXBkYGDBp0iS++OIL9PT0CAkJITExkYiICEJDQ3FxcWH69Ol8//333L17l7lz56rEd3d3RyqVcuTIEYKCgjAyMsLIyEjD1Urj6+tL+/btGTlyJL/++is6OjqMGzdOZUStdevWNGzYkG7duvHTTz9RtWpVYmNj2bNnD927d6dOnTr4+Piwbds2unTpgkQiYcqUKchKDjW8IYKbDyMvN4sTW6aSm52GvXttOg/7U+XtcFryY7IzlA/SCTE32fnbQMX/Z3f9KL//2t1o2efHctgt3bk6dCEHPV0J/doaYagv4cHTfBZvzVDZMt3aQhtjQ+WJpsFyjZ/1Uf2Y6Op9mYRFyB/Qj13JQUcHejY3xMhQIv+A8BYpSaml09O8diANj6xW/O8/R77I8cmqbVwfOhl9BxsMXRwUv2c9jOHieyPxnzsZ9zGhZMc848bIb0g6dFoRJm7zPvRsLKk67VP5R4SvRXKh8zByS2xyoY61W59gYKDNF59UxcRYhxu3Uvl82g2V9VRO9oZYmGneWKIkBQUCE6ffZNQgD2ZNCcTQUJuncVl8P/82YZefl9rQAmDDzjgM9LUYP9wdEyMdbtxJZ/KPd1XWUznaGWBuWn4dr0pIh2Hk5mSxa+XUwo/t1ubD8X+q7AT1POExmelKfw2s15GM9Occ27EIaWoi9i7V+PCzP1Wmu7TrOxmJRIuNS8ZSkJeLV2BjOg1Q/y2bwPpye0eL7LlWY8B4pb3U5FiVN5OuPrV4f+Qcjmybz5Gt87Cyc6fPmF+wc1ausWvcUV5edq0ovK+qpe+rJEENOpCR/pxDWxeRnpqEo6sfQyb+rpiWk5Ich0SibAjdqtakz0c/cXDLQg5sno+1nRsDxi3C3kU+jUqipU1iXDRrFo4lI/0FRiYWOHsGMvKb1dg5+7w0bxq2H05ubhZ7VsvvwcWnNn3HLlWpS14kPiFTqsybgLodyUx/zom/F5KRloidSzX6jl2qmBYY9ziCp9HynbaWfK26/fUnM49gZeukVktIh8L0LO4nn6nWa88TH6toCawn13J8xyKkaXI/6V/CTy4d38CJnYsV/6+YJX/o7jr4B6rVL/15hfpth5Obk8X+tVMLP6xcmw/GlJ0m1erIdZzatbDwI8LV+GDM0lKbB5SXOiHtSE97wa4Nv5KWkoSzuy9jvl6CWeHUpudJcSpTfVJeJPD9xD6K/w/tXMWhnavw8a/N598uK5fNsqjVUp43xzZNJScrDQeP2rw3UjVvUpNU25yqNTuSJX3O+f2LyEhLxMapGu+N/BMjU3maaGvr8t6I3zm7ey67l35EXm4m5tautOn7I+7+zUptaAEQVNhGndyqbKM6Di277UuMucmu35Vt37nd8vauau1utPhA/vejW0c5vkm5QP7IOnlnpHbr0dRpq/rtvMpUhqvX70hG2guObFso/6CxazUGTvhD4f8pz+NUHqxdfWrSe9RsDm9dwKEt87Cyc6Pf2EWKei3tRQK3rx4FYPGU7irXGvLlyv9j77zDmrreB/5JgBC2bJApQ8CFe2vd1m1r1X7burV11GqX1rauLqt2uDusu+6i1lqcuAfuibhxsGSPMBIg+f0RSAgkAVutaX/38zz3UW7OOfc973nPe+65ZxEQpv+g1yZtXiQ3J5Ndm5eRm5WGl38IEz75QWNbmWnJOjoJCGnIiElf88fGxfyxYRGunr68OWUhNX21+c3OTCVizXz11FVHV1q80IceA6o+q65x6xeR5WQQuWVpqZ2HMnbaj5oph5npunWnVkhDhk78msjNS9i1aSGuHn6M+lBXlmGT5vPHhgWsW/wR+bJsHF096fXqRNoIhwg/MYMHDyY1NZUZM2aQnJxMw4YN2bNnj2aTi4cPH+qMVH366aeIRCI+/fRTEhIScHV1pU+fPnz55ZfPTEaR6lmNif3DKJVK5syZw/Lly0lMTMTT05OxY8cybdo0Tpw4wbhx47h9+zbNmjXjnXfeYeDAgcTFxWlGkcaNG8fWrVtJT083uEtJeTp06EDDhg1ZsGABAMnJyYwePZoDBw7g7u7OF198wfTp05k8ebLmsOHc3Fw++eQTIiIiSE1NxcPDg/bt2zNnzhx8fHy4f/8+I0eOJDo6GhcXF6ZOncrWrVt1nuPv76+TZlUs2Gk6xXv7VvbzFgGAntNaVB3oH2LOiz9XHegfQF/n6nkxemKzqgP9A4ie3RTzJ8bS3DSmjsgKn81XvifFTGw6fk1eZBqG4u9SUHWgf4iYR9LnLQKA3s7V86KWp2nU4WKladgrgKO1aRSQqejkxYaGdwR+3sRPfHadQO/FW55Z2s+L/0znSkA/QueqMkLnqjJC56oyQueqMkLnqjJC56oyQueqMkLnqjJC50oXoXP13+E/MS1QQEBAQEBAQEBAQODp8yx3C/wvYjor1EyIY8eOYWtra/ASEBAQEBAQEBAQEBCoiDBypYemTZtW2lFQQEBAQEBAQEBA4P8bprRb4L8BoXOlBysrK4KCgp63GAICAgICAgICAgIC/yKEzpWAgICAgICAgICAgF6ENVdPhtC5EhAQEBAQEBAQEBDQizAt8MkQtCUgICAgICAgICAgIPAUEEau/uPUryV/3iJoSE0zjbOUTOVsKYBpe9583iIAsPmjw89bBA3FJaYx/UAkMp2zlEzlO5iN1DTO6lEUm4aNANhamYZO7jw2Df8K4OFsGjqxkZQ8bxE0pMtM43VLKjEdvxaXYvm8RQBAaRrmatII0wKfDNNosQUEBAQEBAQEBAQEBP7lmManFAEBAQEBAQEBAQEBk0MYuXoyhJErAQEBAQEBAQEBAQGBp4AwciUgICAgICAgICAgoB9ht8AnQtCWgICAgICAgICAgIDAU0DoXD0DDh8+jEgkIisr63mLIiAgICAgICAgIPCXEYlEz+z6L2KS0wJXr17N5MmTn6hz0qFDB44cOQKApaUlAQEBvP3224wfP/4ZSWmY1q1bk5SUhIODwz/+7OpwZPcm9u9cQ05WGt5+tRk06iP8g+vrDZv46A67Ni3j4b1YMlITeWX4h3Tq/cbfSrMinRuZ0SzEDKkEHqSo2HmymPQcw9vF+ruLaFffjJouYuytRfx6oIjYh7p7qdpI4cVm5gR5iZFK4H6yil3RxtMd9bo/fbp5YGdjztXYHL5Zdpv4pIJq5eGNV3wYOyyALb/Hs+iXu5r7TjUsGD8ykGYNHbG2MuNhQj5rtzzkyMm0Smk4tW1KwPujcGhcD2lNN84NGM/jnVFGn+vUvjl1vvkI2zrBFD5K4s6cH4hfu10njN+41wh4bxSWHq7kXLlBzOTPyT57tVr5ermTLR2aWmMtFXP7oYLVO7N5nGF4e+NOzazp1Nwa1xpmACSkFLPjsIwrt7VHAnRoakWrBlb4e1pgJRUz9stk8guNbw+sUqk4snMRl45tpTA/B++gxvR8fRZO7v5G4507tJ5Te1cgy07F3SeU7v+bjletBgAU5GVx5PfF3Lt+nJyMJKztnAhp2IUX+k1Cam1nWI7fF3OxVA6foMb0eGMmzlXIcfZgmRxpuPuE8uL/PsUroIHm9wtHNnPt9C6SHl5HUZjHh4vOILW2N5je6aj1nNxdmp5vKD1f/xTvculVJObsHg5uW0hWWgJO7n50HfgBtcNf0MnXoR2LOX9EnS/f4Mb0HjITZw/j+QI4tX89RyNXIstOw8MnlL5DP8En0LAsV0/vYX/EIjLTEnB29+PFwe8T2lAry4FtS7gSHUlWejJm5hZ41apDt1cm4xsUblSOp62T6+f2ce7wJhLvx1CQl83Y2dvx9A2rUh8A0QfWc3y3Vie93/gEbyM6uXZmDwe2LSKrVCfdBr1PSKksJcVFHIhYyK0rR8lIiUdqbUtgnVZ0G/Q+9o5uRuVQqVSc+HMRV09sRV6QQ82AxnR9dRaObv5G4108sp6zB1aQl5OKq1conQdNx9NfK/+mBUOIv31GJ05428F0/d9nRnVyrJyd9B5ShZ2c2cOBCK1Oug/W1cn+iIXculxOJ3Vb0b0aOjm2dyMH/1hFbnYaNX1DGDDiY/yCDLdVl6L3ErllCRmpCbh6+NHntXep06i95vfJr9bTG6/v6+/Rqc9Io7KYij8xlbIp04kp2KxKpeJk5CKundxKYUEOXrUa03lw1XJcOrqec1FaOTq+oisHQGLcRU788T1JD64gFotx9Qrj5fErAKnRtJ8nwiHCT8Z/SltjxowhKSmJ69evM2jQICZMmMDGjRv1hlUoFM9MDolEgoeHh0n2yM+d2EPEmm/oNfAtps3bhJd/CIu/GEdudrre8Ap5IS7u3vR//R3sa7g8lTTL066+Ga3qmPH7yWJ++KOIoiIVw7tbYG5mOI7EQkRShoo/ThUbDPNGFwsc7dQdr6U7isiSqRjxogUWBj4nvD7Ah1d6e/HNstu8+cFFCgpL+O6z+kgsqi7D0GA7+r7oyZ04WaXfPn0vFF8vKz76/BrD3j7H0ZNpfDalDsEBtpXCmtlYk3PlJtfemV3lMwGs/L1ptvMn0g+f5njTfsQtXkP9n77ApWtbTRjPgT0Imz+N218s5Xjzl8i9coMWf65A4upUZfq92tnQtaUNq3dmM/unNOQKFR8OczKoQ4CMnBK27Mtlxg9pzPwxjetxCia/5oiXmzaSpYWIq7fl/HG0sr4McWrPcs5GraPHG7MY8fEWJBIrNiwYRXGR4XPcYs5Gsn/LHNr1mcDo6dtx9w5l44JR5OWo7TI3KwVZdgpdBk7lzVm76DN8DnevHWPXmk8Mpnlyzy+ciVpHzzdmMfLjLVhYWrHh+9HG5TgTyf4tX9O+zwTGzNiGu08IGxaM1sgBUKQoJLBeO9r2fKtKXVw7HcneTV/Tod8E3pq1DQ+fENZ9OxpZjv769vD2BX778X0atX+FsbO3E9q4C5sWv83j+FuaMMcjf+H0/nX0GTqLMdO3YCGxYt13oykyki+AK9GR/LlhLp1fmsDbn0fg6RvCynljkBmo+w9uXWTTsg9o+sIAJn6+jTpNOvPrgokkP9LK4uLhT9+hnzJ5zu+Mnf4rji5erJw3GllOxj+qkyJFAb7BTeg68AOjOqjI1dOR7N44l479JjB+dgQePiGs/maMEVkusuWHD2jSfgDjP9tGWOPObFg4USNLkaKQxAfX6dB3HOM/i+C1iYtIS77Prwuq/nB4Zv9yLh5eR9dXZ/H6h+py/W2J8Xpz43wkh7fNoVXPCQz5aDtu3qH8tmQUebm68jdoM4hxXx3XXO37TzGY5pXoSCI3zKVT/wlM+CwCD98QVs83rJMHty+yZdkHNG0/gAmlOlm/oIJO7l+nY79xTPg8gtfeWURa0n3WfW9cJxdO7mbHunm8+Mo4PpizFS+/EH6c85bBtiru5kXWLppCy44v8cHXW6nftBMrvnmHpEe3NWE++/GwzvW/sZ8jEolo0LyrUVnANPyJqZRNGaZis2cPLOfSkXV0HjyL195Xl822ZcbluHk+kiPb59CyxwTemLIdV69Qti0bRX45ORLjLrJt2Wj8Qtvy2gdbee2D32jY/nVEov/U6/j/e55ZaSqVSubNm0dQUBCWlpb4+vry5Zdf6p0yd+nSJUQiEffv3+fw4cOMGDGC7OxszZDhrFmzqvVMa2trPDw8CAgIYNasWQQHB7Nz505APbL19ttvM3nyZFxcXOjevTsA165do0ePHtja2uLu7s6QIUNIS9OOKnTo0IGJEycyefJkHB0dcXd3Z/ny5eTl5TFixAjs7OwICgpi9+7dmjgV8zhr1iwaNmyoI+uCBQvw9/fX/D18+HD69+/PV199hbu7OzVq1OCzzz6juLiYDz/8ECcnJ7y9vVm1alX1C0EPB/9YR5suL9OqU388fQL535ufIrGUcvLgDr3h/YPq8fLQ92jatgfmFpKnkmZ52tQ14/DlEmIfKnmcqWLr0WLsrCDM17Bp3opXcuBCCdcf6D/5z9lehK+bmJ0ni0lIU5GWox4NszCD8AD96Q7s68XaLQ84fjqdu/fz+OL7Gzg7WdKupf4OZRlWUjEz3w9l3uJb5Moqd/bqhToQsSuB2Nu5JD4uZM2Wh8jyigkJqty5St17lFszF/D49wNGn1mG35uvUhAXT+yUuchu3OPBsvUkR+yl1qThmjC1Jo/g0YotxK/Zhiz2LlfHz6QkvxCf4QOqTL97Kxt2HpFx4YacR4+L+Skiixp2ZjQOM/x17dJNOVduy3mcUUJyegm/HcilUKEi0NtCE2bvqXx2HcvjzqOiauVTpVJxJmotbXuNI6RhF9y9Q+k7ch65WSncvGhYV6f3r6JRu0E0bDMA15pB9HxjNhYSKZdORADg5lWbV8YtpnZ4J5zcfKkV1ooOL03m9pWDKEsql6VKpeLMgbW06z2WkEadcfcJod/IueRmpXDDiBzR+1fTqN1AGrZVy9GrTI7jEZowLboOo03PN/EKMD46A3By32qatB9Io3YDcPMKovdQdXoXj0XoDR+9fx1B9dvStscoXGsG0vnlSXj61eFM1HpNvqL3r6V9n7GENu6Mh08IL4+ZS25mCjcuGLfFY7vX0KzDQJq2fxl3ryD6j5iFxFLKuaPb9IY/sW8twQ3a0r7XKNy8Aun2yiRq+odx6sAGTZiGrXsTVK81Tm4+uHsH0+v1j5AXyEh+dPMf0wlAeOt+dOg3gYC6rYzqoFIe96yh6QsDadL+Zdy8gug7fBYWEinnDejk5L61BNdvS7ueo3CrGUiXAZPw9A8julQnUms7RkxZSf0WPXD1rIVPUEN6D/mUxPsxZKUnGpRDpVJx4dBaWr44jqDwLrh6hdJz2Dxk2SncuWy4XM9FraJ+60HUbzUAF88gur6q1uW1U7q6NJdIsXFw1VyWVpV9mo5OOmh10m/4LCwspZw/ol8np/aW6qTUTrqW2cl+rU5GTtXqxDeoIX2GluokzbBODv+5lladXqFFh5fw8A5k4OgZSCRSTh/erjf8kd2/Ehrehk59RuLhFUjPwRPxrlWHY3u19mpfw0XnunruEEF1muPi7mNQDjAdf2IqZVOmE1OwWZVKxcXDa2nRfRxBDdRyvDikVI4rhuU4f2gV9VoNol7LATh7BtFl8GzMK8hxeNscGr0whObd3sTFMxgn9wBCGvc0+H5lKojEomd2/Rd5Zp2radOm8fXXXzN9+nSuX7/Ohg0bcHd3rzJe69atWbBgAfb29iQlJZGUlMQHHzzZl8MyrKysdEao1qxZg0Qi4cSJE/z4449kZWXRqVMnGjVqxLlz59izZw+PHz9m0KBBOumsWbMGFxcXzpw5w8SJExk3bhwDBw6kdevWXLhwgW7dujFkyBDy8/P/kpxlHDx4kMTERI4ePcp3333HzJkz6d27N46Ojpw+fZqxY8fy1ltvER8f/5fSLy4q4uG9WEIatNTcE4vFhNZvSdzNK/94mo52YGct4m6itpMkL4L4VBW+bn+9wpWNehWXaKeaqYDiEvBzr2zyNd2luDhZcvZSpuZeXn4J12/lUC/U8FQKgPfGBnPyXAbnLmfp/f3ajWw6tXPDztYckQg6t3NFIhFz8ar+8E9CjZYNSTt4Sude6v7jOLZsCIDIwgKHxnVJizqpDaBSkXbwJDVaNjKatqujGTXszIi5q/1KVyBXcS9eQZBP9RoBkQha1JdiKRFVuyOlj6y0eGTZqdQKa625J7W2wysgnPh7F/XGKSlWkPQgRieOSCzGP6w1CXf1xwGQF8iwlNoiNqs8PGdYjgYk3L1kXI46unLUCmtF/D39cYxRXKwg6X4MAXW16YnFYgLqtOLRHf3pxd+9REC55wME1mvDo1KZM1PV+SqfptTaDq/ABgbTLJMl8X4MQeU6H2KxmMC6rXhoIN7DO5d1wgME12/Lw9v6wxcXKzhzcAtSazs8fUMNhnnaOvmrlOkkUI9ODMny6M5lnfAAwfXaGtV9YUEuIpHI6FSv7PR48nJS8QvR5tPSyg5P/3AS4wzXm8ePYvAL1bVX39DWJFaoa7Fn/2DplBas+qI3R3//liKF/inUhuwkqI5xO6mok6D6Vegkv1QnNvp1UlxcRHzcdWrX122ratdvyf1bl/XGuX/7MrXr68oRGt7aYPjcrDSuXzxKy44vG5SzDFPxJ6ZQNmWYis2WyeFbQQ4P/3CSqpIjRFcOv5DWJN1Xx8nPTSf5/mWs7ZzZ+N2r/PhxazYvfIOEu+eM6kXg38czWXOVm5vLwoULWbJkCcOGDQMgMDCQtm3bcvjwYaNxJRIJDg4OiEQiPDw8/tLzS0pK2LhxI1euXOHNN9/U3A8ODmbevHmav7/44gsaNWrEV199pbm3cuVKfHx8uHXrFrVr1wYgPDycTz/9FNB2Gl1cXBgzZgwAM2bM4IcffuDKlSu0bKl13E+Kk5MTixYtQiwWExISwrx588jPz+fjjz/Wefbx48d59dVXK8WXy+XI5bpD1gqFConEEgBZbiZKZQn2Ds46YexqOPM4Ie4vyfx30rSzUnegZAW6621khSpsrf565yo1S0WmTEW3pubsOFFMUTG0rmtGDVuR5pnlcXJUdxYys3Q7AJlZCs1v+ujczpXagbaMee+CwTAz5l5n9pQ67N7YhuJiJYVyJR9/FUNCUuFfzJ0WS3cX5I91127JH6dh4WCHWGqJhaMDYnNz5CnpFcKkYxMSYDRtB1t1JzRbpjs6mJ2npIat8W8y3u7mzBjjjIW5iEKFioUbMklMNTyFsypk2akA2Njr2piNnTN52ZXXrgHkyzJRKUsqxbG1dyY9+Z7+OLkZHNu1jEbtBz+ZHPYuyKqQw1ZPnLTkJ69z+aX1rWJ6tg6G05Nlp+kNXyZzWb4qhTGSL7UsWWpZKtZ9e2dSEw3IkpWGrYPuaLCtg3Ol58RePMSmpR9QpCjAroYrI6euwMbO0YAcT18nfxVDOrF1cCYtybAsNvaVdZJrQJYihZx9m7+lfsteSI2MFuXlqMvVukI+re2cycvRn3ZBWb2xq1zXMsrVm7CmvbF3qomtgxupCTc5+vs3ZD6Oo9+bSyqlqdFJJX07k2pEJ5XsxN64TvZu+ZYGRnSSl6O2E7uK9upguK3KzUrTE96FHANynDm6E6nUmgbNu+j9vTym4U9Mo2zKMBmbLZNDT5oG5chTy6FP9ozHajmy0h4BcCpyCe1fmoKbVxjXz+zgtyXDGTptF+CvN22TQFhz9UQ8k85VbGwscrmczp07P4vkDbJs2TJ++eUXFAoFZmZmvPvuu4wbN07ze5MmTXTCX758mUOHDmFrW7nC3717V9O5atBAuxjRzMwMZ2dn6tfXLoAtG5FLSUn5W/LXrVsXcTkDdnd3p1497WLZsmcbes6cOXOYPVt3vc6QsZ8wbPynf0uup0V4gJh+bbQmt3b/Xx/NMIZSBRuiini5rTnT37CkRKnibqKKm49KEIlEdH3BjQ8n1NaEn/JZ9TZ3KI+biyWTxgTx7owrKIoMb8Yw+vVa2NmYM+mTy2TnFNGupQufTanDhI8uce9B3l/K37OgVQMpI/pqN2D59tdMI6GNk5RWzKfL0rCWimhW14o3Bzjw1YqManewrkbvJPLXmZq/X53401+WpbrIC2RsWvwWrjUDad/n7VI5/uDPdVo5/vfOj89cDgE1gWEtmPjlNvJzMzl7aCsbF7/L+FmbK3Va/r9RUlzE5qXvokJF32EzdX67fmYn+zdq7708/tnVm/C22g8Qrl4h2Dq4smXRcLJSH1LD1feZPVcfJcVFbFr6LiqVir7DZ1Yd4Rly+vB2mrTtjUXpB83y/H/0J1WVjanYbMK9SxzYpJWj/9hnJIdK/bGyQZvB1Gupnprv5lOHh7dOcS06At54/9k8V+Af55l0rqysrAz+VtZ5UKm0L6RFRU/nJfv111/nk08+wcrKCk9PT52OCoCNjY3O3zKZjD59+jB37txKaXl6emr+b2FhofObSCTSuVe2cYVSqX8NkFgs1skv6M9zVc8pu2foOdOmTeO9997TuXfitva5tnaOiMVm5FRYvJublW5ws4qqeJI0Yx8qeZSqnaZpbqbWm62ViNxyo1e2UhFJGfrzWF0S01Us+b0ISwswM4P8Qhjbx4KENBXHz6Rz/ZZ2GF5iobYTxxoWpGdq5XOsIeHOPf2bLoQE2eLkKGHFAm2H3dxMRHhdB17u7UWnl4/i4SbllT5eDJlwlriH6imjd+7nqcP0qsk3y27rTbu6yB+nYemuq2NLdxeKsnNRFspRpGWiLC7G0s25Qhhn5Mm6X98u3pBzN157z8JcXTYOtmKd0SsHGzEPko13kkpKIKV0R8H7ibkEeFnQrZU1q3fmVCtftRt20lkrUFKkLpO8nHTsamh3m8rLTcfdR/9UMWtbR0RiM51F3gCynHRsK4wSyAtlbFw4GonUhoHjl2JmblEqR0fNzoKgnkKjV46cNDx89O8iVyZHxcXheTmVv/5WB+vS+lYxPfVIjP70bB1c9Icvfb6tg6v6XoV8yYzkSy1LDbUsFet+Tjp2BvyJbY3KX+Vl2emVdCGRWuMi9QN3P3yDGvLNB905dySCDn3fpCLPQid/FUM60ZfH8rJU/Bouy07HrkL4shfVrPRERn60qtIoQFCDTnj6l6s3pfaan5OOrYO2XPNz03Hz1l9vrMrqTYWNAPJy0yuNrpXHo/S5makPKnWuNDqppG/jOqlkJzn6dbJx6btkpSUySo9OymNjr7aTiptX5GYbbv/sarjoCZ+GvR6578aeJyUxjmGT5utNyzT9yfMtG1Ox2cD6nTR/68iRqytHXm46bl4G5LBRy5FfQZf55eSwsVf7WifPQJ0wTu6B5GYaX4/2vPmvro16VjyTcb7g4GCsrKyIiqq8jbSrq9q4kpKSNPcuXbqkE0YikVBSYni7Z0M4ODgQFBSEl5dXpY6VPho3bkxMTAz+/v4EBQXpXBU7Yn8HV1dXkpOTdTpYFfP8NLC0tMTe3l7nkpT7gmZuYYFvQBg3r57W3FMqldy8eppaIYa3XTXGk6SpKIaMXO2VkqUiN19FQE1tWVlagLeriIcpxrfmri7yInXHytlehJeziNgHJRQUlJCQVKi54h7mk5Yhp2m4dtqRtZUZdWrbc+2G/g7BuctZDJlwlhHvnNNcsbdz2HckhRHvnEOpBKmlWak+dOOWKFU8DT+VFX0J506601BdOrcmM/oSAKqiIrIvxODSqdz8eJEI546tyIrWnTdeqFCRklGiuRJSisnKLaFOgNZ+pJYiArwl3Hn0ZDttikRgYVb9DFtKbXFy89NcLjWDsHVw5f4N7foyeYGMhHuX8Q7Qv3bMzFyCp19d4mK1cVRKJfdjT+EVqI0jL5Cx4ftRiM0sGDzhB8wttPm1lNri5O6nuVxL5SifplqOK3gFNjQqx/0KcsTdiMY7QH8cY5ibS/D0r8u969r0lEolcbHR+ATpT887sKFOeIB7MSfxKZXZ0dUbWwdXnTCFBTIS7l4xmGaZLDX963L3erSOLHdjovE1EM83KJy7MdE69+5cO4lvsOHngPpjXNnLqD45nrZO/iplOrlXQSf3rhuWxScoXEeHAHdiTuqEL+tYpT9+wIgpK7G2rTxFUiK1xdHNT3M5ewZhY+/Kg5u69pp0/zI1axmuN+4+dXl4U9deH948RU0DdQ0gNT4W0HbUy6Oxk5gKdnK9CjupoJO71yrrZOPSd0lPfsDIqSuxNjBtVCuHBd616nD7mm5bdevaafxr69/4wT84nNvXdOW4eeWU3vDRh7bhE1AHLz/9L9+m6k+eZ9mYis1KpLY4uvppLmcPtRwPK8iRfP8ynlXJcauCHLdO4emvjmPv7I2NgxuZj3WnXGam3sfe0cugrAL/Pp5J50oqlTJ16lSmTJnC2rVruXv3LtHR0axYsYKgoCB8fHyYNWsWt2/f5s8//+Tbb7/Vie/v749MJiMqKoq0tLS/vVGEISZMmEBGRgb/+9//OHv2LHfv3mXv3r2MGDHiL3XuDNGhQwdSU1OZN28ed+/eZenSpTq7C/6TdOozhBMHthF9eCdJ8ffYtPwL5PICWnXsD8DqRZ+wY/1CTfjioiIexd3gUdwNSoqLyMpI4VHcDVKSHlY7TWOciCmhY7gZoT5i3B1FvNLenNwCdM6tGvmiBS3DtKYqMQdPJxGeTuoXdkc79f8dyvWH6/mLqeUhwtFOvfPgiO4WXH+o5E6i/k7b1p0JDBvsS5vmzgT42fDpe6GkZ8g5Fq39Qrfgiwa83KsmAAUFJcQ9zNe5CguV5OQUaUapHsTn8ygxnw8nBBMWbEdNDymv9vemWUNHjkZX3ubWzMYa+/BQ7MPVjbN1LW/sw0OR+qhHUUO+eI/wVdpR1gc/b8K6lg+hcz7EJiQAv7Gv4TmwB3ELV2vCxC1Yhc+oQXgN6Y9taAD1ls7C3MaKR2v07wRVnr2n8ujXwZZGoZZ4u5vz1oAaZOWWcCFWu15s6nAnurSw1vw9sKsdIX4SXGqY4e1uzsCudoT6Szh5Rbtw2MFWjK+HOe7O6s6nt7s5vh7m2BhYZycSiWjeeSjH//yBW5eiSIm/ye8rp2BXw42QRtq1Db9+O4yzB3/V/N2i6wguHtvC5ZPbSUu6S+T6WRQpCghvo15sru5YjaRInk/vYV8iL5Qhy05Flp2KUlm5/otEIpp3GcrxP3/k5qWDPI6/yY4VU7Gr4UZoOTnWfTNcR46WXYdz4ehWLp/YTmriXSJ/nUWRXCsHqNdfJD+MJTNFXa9S4m+R/DCWAllWJTladxvOhSNbuXRcnd6utbNQyAto1Fad3rblU9m/VetTW3Ydwp1rxzmxZyWpSfc4tGMxifdjaN75dU2+WnYdytE/fuTGxYM8fnST7cunYufoRmhj42tH2vUYxtnDWzl/bAcpCXf5ffVsFPICmrR/CYAtP05lz+bvNOHbdBvKravHORa5ipTEexzYtoSEuBhadXkNAEVhPnu3fM/DO5fITEsgIS6G35Z/Qk7mY+o3725QjqetE4B8WRZJD2NJTVCfW5eeFEfSw1hyS9fKGKLNi8M4d2QrF47vICXxLjvXlOqknVonv/00lX1btDpp3W0ot68e5/juVaQm3iNq+xIS42JoWaqTkuIiNi6ZTML9GAaOnY9SWUJuViq5WakGO5ygLtfGHYcSvecH7lyJIjXhJrvXTsHWwY2gcG25blk4jAuHtfbatPMIrpzYwrXo7aQn32X/JrW91mup1mVW6kNO7V5K8sNrZKfHc+dKFJFrp+Id1AxXA1/1NToptRONTkrtZOtPU9lbTietulfQSZmddNXqZMPiySTGxTBoXPV10qHXUE4d/I0zR34nOeEuW1d8jkJeQIsX+gPw69Jp/LHxe034F3q8QezlExzatZrHCffYvXUpj+7F0K77azrpFubLuHx6Hy07Vr0Laxmm4k9MpWzKdGIKNisSiWjUYSin9/7A3atRpCbeZM+6UjkaaOXYungYF49o5WjScQRXT24h5rRajgNb1HLULZVDJBLRrPMoLh5Zx62Le8hMfcCJXQvIeHyPeq1eMaqb541IJH5m13+RZ3aI8PTp0zE3N2fGjBkkJibi6enJ2LFjsbCwYOPGjYwbN44GDRrQrFkzvvjiCwYOHKiJ27p1a8aOHcvgwYNJT09n5syZ1d6O/UmoWbMmJ06cYOrUqXTr1g25XI6fnx8vvvhitUa+qktYWBjLli3jq6++4vPPP2fAgAF88MEH/Pzzz0/tGdWlaZsXkeVksmvTMvWBv/4hvP3JMuxrqKeOZaYl6+Q9OzOFOR9q5yof2LmGAzvXEFynKe9+tqJaaRrj2NUSJObQv4255hDh1XuLKC73butkJ8Jaqn3x9nIRMbqndqOJXi3UZnzhdgkRx9RT1uysRfRobo6tFeQWwKU7JRy6ZLjDvD7iEVKpGVPero2tjTlXr2fz/syrOuupvDysqGFvYTCNipSUqPhw1jXGDq/F3On1sLIyIyGpgC8X3CD6fOUzexya1KNV1DrN33W+UW9k8mjtNq6MmoalpytWPtrpqgX34znb9y3qfDsN/4lDKYxP5upbn5K2/7gmTNLW3Uhcnag98x31IcKXYznTezSKlMqdu4r8eSwPSwsRI/o6aA4R/mZtBkXlZgW6OZlhZ621F3sbMW8OcKCGnRkFhUoePS5m/toMYu5qG9VOzax5qZP2kN5PR6unTPy8LYvjF/Xv3tTqxTEoFAX8uW6G+rDN4Cb8b9IvOiNNmamPyJdp14rVbdaT/NwMjvy+iLycVNx9wvjfpF80U8WSHsaQEKfe9WvZJ7pn0rw9JwpH18pfElu/OJoieQF/rp1RethuE16bvLyCHA/Jzy0nR/Oe5MsyOPL7YmSlcrw2ebnOtJvzhzdx9I+lmr/XzFMf1N13xFc6L00A9Vr0JC83g4M7FiPLTsXDN4wh72nTy05P1Dljzze4Ma+89Q1R2xYQFfE9zu7+vDpxCe7e2nWHbXuOpkhRwB+rS/NVuwlvvLcci3L50keDlj2R5WZyIGIRudlpePqGMeLDnzVThLLSk3QaT7/ajXh13Hz2/baQvVu/x8XdjzcmL8bDRy2LSGxGatI9LizaQV5uJta2NfAOqM+bn/6Ku3ewQTmehU5uXjrIjhUfa/7e+qN6ynWHfhPo2H+iQVnqt+hJXk4mUdsWISvVybAPftbIkpWRpHMgp29wIwaNnc+BiIXs/+17nN39eG3SYo0sOZkp3Lh4EICl01/SedbIj9YQENbcoCzNu46hSFHAvg0zkBfk4BXYhAETdOtNVtojCvK09hraRF1vTuxaRH5uKq5eYbwy4RfN1CaxuQUPbpzi/KG1FMnzsXP0pHbDbrR80fA5Rg1a9iQvV62TMjsZ/uHP5cqngp0EN2LQuPkc+G0h+7aqdfL6ZP06WfKprk5GTTOsk8ate5CXk8nurUvIyUrDyy+Utz76UTONNTNNV45aIY0YOnEuf25ezK5NC3H18GPUB4vw9NG1xQsnd6NSqWjcpqdBHejjefiTFh119WUqZVOGqdhssy5qOfZvLJUjoAkvj9eVI7uCHCFN1GVz8k+tHC+P/0VnemLjjsMpLlJweNscCvOzcfUK5ZUJK//xtYpPjDAt8IkQqSouBhL4TxF19e/vSve0OHjWNCrnke3RVQf6h5i2p/IakufB5o8OP28RNHTt6ll1oH8Akch0XKOxQ7X/SSTmpqETRbFp+BIAM7Fp6CRLZjpfgB3t/t6a2aeFjeTpzUD5u6TLntm37CdCKjENewXIzDUNmzWwjP0f561uz1sCw2TOqd4h0H8Fx2nLnlnazwvTqO0CAgICAgICAgICAiaHSNiK/Yn4V2jr2LFj2NraGrwEBAQEBAQEBAQEBASeN/+KkaumTZs+k931BAQEBAQEBAQEBAQMI2zF/mT8KzpXVlZWBAUFPW8xBAQEBAQEBAQEBAQEDPKv6FwJCAgICAgICAgICDwH/qNbpj8rBG0JCAgICAgICAgICAg8BYSRKwEBAQEBAQEBAQEBvQhrrp4MoXP1Hyc11/ghoP8k5ubFVQf6B7C0sXreImgwlfOlBn/d4XmLoKGgd+zzFgGA4hLTaUwURaYhi3AqYmVMRScWJtSam5nIGXHZBaajFFN5Ny2Qm86EJRupadiJhYmc32fSk8mErdifCEFbAgICAgICAgICAgICTwHT+awjICAgICAgICAgIGBSiEQmMvT6L0EYuRIQEBAQEBAQEBAQEHgKCCNXAgICAgICAgICAgL6EdZcPRGCtgQEBAQEBAQEBAQEBJ4CwsiVgICAgICAgICAgIBehK3Ynwxh5Opfhr+/PwsWLHjeYggICAgICAgICAgIVOAfHblavXo1kydPJisrq1rh69evT5s2bfjxxx8r/bZu3TpGjx5NQkICLi4uT1lSw+Tk5DB//ny2bdvGvXv3sLa2JiAggIEDBzJmzBgcHR3/MVn+Kqej1nNy9wpk2Wm4+4bS8/VP8Q5oYDB8zNk9HNy2kKy0BJzc/eg68ANqh7+g+f36uX2cO7yJxPsxFORlM3b2djx9w6otT8dwMU2CxUgl8DBVxa7oEjJyDYf3cxPRpq4YT2cR9tYiNh4q5sYj3XMqZg+10Bt33/kSjkfqT3f4QC96dnLF1sacazdzWbjiPgnJ8mrl4dW+nox5zYeIyGSWrX2oN8ycj2rTvGENZnxzixPnsoym93InWzo0tcZaKub2QwWrd2bzOKPEYPhOzazp1Nwa1xpmACSkFLPjsIwrt7Xyd2hqRasGVvh7WmAlFTP2y2TyC/Wf7+HUtikB74/CoXE9pDXdODdgPI93RhmV2al9c+p88xG2dYIpfJTEnTk/EL92u04Yv3GvEfDeKCw9XMm5coOYyZ+Tffaq0XSjD6znWORKZNlpePiE0nvIJ/gEGrbXq2f2cCBiEVlpCTi7+9F98PuElNprSXER+yMWcuvyUTJS4pFa2xJYtxXdB72PvaObUTng6dcdlUrFoR2LOX9kK4X5OfgGN6b3kJk4e/hXKYtKpeLozkVcPLYVeUEO3oGN6fH6LJzcjcc9d2g90ftWIMtOxd07lG7/m45XLW0eItfNIC72JLLsFCSW1ngFNqLTyx/g4hloUI5DOxZz4ag6Dz5Bjek9dCbOVchxJmo9J/as0JRrjwq6LCqSs2/TXK6d+ZPi4iKC6rWh1xszsXUw7O9NRZbTB9ZzfHepzfqG0uuNT4zaybUze4japrZZJw8/ug98X8dOYs7t4+yhzRofO372Njz9qvaxKpWKY38s4lI5G+n+WtU2cv7Qek7vV9uIm3co3V6dTs1yNrL71xncL7URC0trvAMb0fHlD3D20G8jAKf2b+BIaT329Amh71Dj9fjK6T3sj1hMZmk97jH4PUIbanWyf9sSrkTvJis9GTNzC7xr1aHbK5PwDQo3mjdTq8OHf9e1115DqmGvB9dzsry9vvYpXuXycP7IZq6e3kXSg+soCvOYuvgMUmt7o3Ic2am2k8L8HLyDGtOzmr7k1N5SX+ITSvdyvqQgL4sjvy/m3vXj5GQkYW3nREjDLrzQbxJSazuT10l0+TrsE0rvNz7B24i9XjuzhwPbtO1Ot0G67c6BiIXculKu3anTim7VbHdMApEwFvMkmLS2Ro0axaZNmygoKKj026pVq+jbt+9f6lgVFRX9JXkyMjJo2bIlq1at4oMPPuD06dNcuHCBL7/8kosXL7Jhw4a/lO4/ybXTkezd9DUd+k3grVnb8PAJYd23o5HlpOsN//D2BX778X0atX+FsbO3E9q4C5sWv83j+FuaMEWKAnyDm9B14AdPLE/bumJahIn543QJyyOLKSqGIV3MMTdimRbmkJyp4s/Thjsb87cU6VzbTxSjVKm4/kCpN/yrfT156UV3Fvxyn7c/jaFQruTraSFYWFQ9FB4SYEPvLm7cfZBvMMyAnu7VPmy0Vzsbura0YfXObGb/lIZcoeLDYU5GDwnNyClhy75cZvyQxswf07gep2Dya454uWkjWVqIuHpbzh9HZVXKYGZjTc6Vm1x7Z3a1ZLby96bZzp9IP3ya4037Ebd4DfV/+gKXrm01YTwH9iBs/jRuf7GU481fIvfKDVr8uQKJq5PBdK9ERxK5YS6d+k9gwmcRePiGsHr+GIP2+uD2RbYs+4Cm7Qcw4bNthDXuzPoFEzX2WqQoJPH+dTr2G8eEzyN47Z1FpCXdZ93346vM47OoO8cjf+H0/nX0GTqLMdO3YCGxYt13oykqqrpTf2rvcs4eXEePN2YxfNoWLCyt2LhwFMVG4l4/G8mBrXNo13sCoz7djptPKJsWjiKvXB48/OrSZ/gc3podyauTVoBKxcYFo1Aq9de3E7t/4fSBdfQeOovRn25BYmnFum+N5+HamUj2bv6aDn0n8NbMbbj7hPDrd7q63LtxDjcvH2Lg+IWMmLqW3KwUNi+daFQnpiDL1dOR7N40l479JzBudgQePiGs+cawzT68fZGtP35Ak/YDGPfZNsIadWbDoom6PlZegF/txnQb9L7R/Fckeu9yzh1cx4uvz2LYR2ob2byoahuJ+m0ObXtNYOQn23H3DmXzogo24luXXsPmMGaW2kZUKhWbjNjI5ejd7Nowly4vjWfi57/h6RvKinlvIss2UI9vXWTTsg9p+sLLvPN5BHWbdGbdgokkP7qtCePq4U/foZ8wec4Oxk1fRw0XL1bMG4MsJ8Ng3kytDpfZa68hsxj9idpef/1utNHyuXYmkn2bv+aF8vb6/Wid8ilSFBJUrx3ter1VpQwAp/Ys52yU2peM+HgLEokVGxYYt5OYs5Hs3zKHdn0mMHq62k42LtDaSW5WCrLsFLoMnMqbs3bRZ/gc7l47xq41n5i8Tq6ejmT3xrl07DeB8aV1eHUVdXjLD+o6PL603dmwsEK78+A6HfqOY/xnEbw2cRFpyff5dUHV7Y7JIBY9u+s/yBN1rpRKJfPmzSMoKAhLS0t8fX358ssvATh8+DAikUhnVOrSpUuIRCLu37/P4cOHGTFiBNnZ2YhEIkQiEbNmzTL6vDfeeIOCggIiIiJ07sfFxXH48GFGjRoFwO+//07jxo2RSqUEBAQwe/ZsiouLNeFFIhE//PADffv2xcbGhi+++IKgoCC++eYbnXTL5L1z545eeT7++GMePnzImTNnGDFiBA0aNMDPz49u3bqxceNGxo/XVpTMzEyGDh2Ko6Mj1tbW9OjRg9u3b+ukFxERQd26dbG0tMTf359vv/1W5/eUlBT69OmDlZUVtWrVYv369Ub1VR1O7ltNk/YDadRuAG5eQfQeOhsLiZSLxyL0ho/ev46g+m1p22MUrjUD6fzyJDz96nAmSitLeOt+dOg3gYC6rZ5YnpZhYo5eUXLzkYrHWbDteAl21hDqa7jC3UlUcfCSstJoVXlkhbpXqI+Y+8kqMg30K17u4c6v2xM5eT6Lew8LmLv0Hi6OEto2NT4SKbUU8/HEQL77OY7cvGK9YQL9rBnYy5P5P8YZTauM7q1s2HlExoUbch49LuaniCxq2JnROExqMM6lm3Ku3JbzOKOE5PQSfjuQS6FCRaC3dgRv76l8dh3L486jqj8upO49yq2ZC3j8+4Fqyez35qsUxMUTO2Uushv3eLBsPckRe6k1abgmTK3JI3i0Ygvxa7Yhi73L1fEzKckvxGf4AIPpntizhqYdBtKk/cu4eQXRb/gsLCylnD+yTW/4U3vXEly/Le16jcLNK5Cur0yipn8Yp/arP3xIre0YOXUl9Vv0wNWzFr5BDekz9FMS78eQlZZoNI9Pu+6oVCqi96+lfZ+xhDbujIdPCC+PmUtuZgo3LhjXu0ql4syBtbTtNY6Qhl1w9w6l74h55GalcPOi4bin96+iYdtBhLcZgGvNIHq+PhtziZTLJ7R5aNx+ML61m1HDxRtPv7q80H8yOZlJZKcl6JVDk4dG6jy8NHouuVnG83Bq72oaG9FlYX4uF45F0P3VqQSEtaSmfz36jZzDozsXeXT3kkGdmIIsJ/euoekLA2ncTm2zfYbNwkIi5cJRAza7f63aTnqOwq1mIF0GTMLTL4zTB7Qf6xq26UfHfhMIrNPaYD706eNs1Fra9BxH7YZdcPMOpXepjdy6ZFgfZw6sIrztIBq0GYBLzSBeLLWRKye1NtKonI14+NblhX6lNpJe2UYAju9eTfMOA2na/mXcvYLoP2ImEksp5wzo5MS+ddRu0JYXSutxt1feoaZ/HU4d0LY7DVv3Jrhea5zdfHD3Dqb361ORF8hIfnTTYN5MrQ6fPrCW9r3V9uruE0L/UVXba/S+Unttq67DvYeU5uG4Ng8tuw6jbc838Q4wPopXJseZqAq+ZGT1fEmjdoNoWOZL3lDLcanUl7h51eaVcYupHd4JJzdfaoW1osNLk7l95SDKEv1tpano5MQedR0ua3f6DlfX4fMG7PXkvtJ2p3wd9g8j+oC23RkxRdvu+AQ1pPeQ0nYn3Xi7I/Dv5Ik6V9OmTePrr79m+vTpXL9+nQ0bNuDu7l6tuK1bt2bBggXY29uTlJREUlISH3xgfKTDxcWFfv36sXLlSp37q1evxtvbm27dunHs2DGGDh3KpEmTuH79Oj/99BOrV6/WdPrKmDVrFi+99BJXr15l1KhRjBw5klWrVumEWbVqFe3btycoKKiSLEqlks2bN/PGG29Qs2ZNvfKWP2Rt+PDhnDt3jp07d3Lq1ClUKhU9e/bUjJqdP3+eQYMG8eqrr3L16lVmzZrF9OnTWb16tU4ajx494tChQ/z2228sW7aMlJQUozozRnGxgqT7MQTU1TbQYrGYgDqteHTnkt448XcvEVChQQ+s18bgC86T4GgLdtYi7iVpR5PkRZCQqsLH9el9zbCRQm1vERfu6B+18nSzxNlRwoWrOZp7eQUlxN6RUae2rdG0J430J/piFheu5ej93VIi5pOJgSxaeZ/M7Ko7Na6OZtSwMyPmrvYrXYFcxb14BUE+kirjA4hE0KK+FEuJqFodqadBjZYNSTt4Sude6v7jOLZsqJbJwgKHxnVJizqpDaBSkXbwJDVaNtKbZnGxgsT7MQSV67SLxWKC6rTioQF7fXjnMoEVOvlB9dsatG9QvzyLRCKkNoaniDyLupOZGo8sO1UnTam1HV6BDYzKC5CVFk9eTir+YRXi1gon4d5FvXFKihUkPYyhVrk4IrGYWmGtiTcQRyHP58qJbdRw8cbeyaPS75o81NGVwzugAfEGfERxsYLEBzE6ccp0WRYn8UEMypIinTCungE4ONc0mK4pyFJmswF1dG02sG4rgz7z0Z3LBNapbLMP/6aP1WsjVnbUrMJGkvXYiH9oa4NxFPJ8rpwstRHHyjZSXKwg4f51guq21NwTi8UE1W3FAwN2/uDOJZ16D1C7fhse3L6sN3xxsYIzB7cgtbbD0zfUYBhTq8OG7NWQrZSU2WuF8ilvr09KmRy1KvqSgHCDfqGkWEHSAz12EtaahLv64wDIC2RYSm0Rm+mfhmEKOimrw4F19dRhA2X6SE+7E1yvinanoLTdMTI10ZQQicTP7PovUu01V7m5uSxcuJAlS5YwbNgwAAIDA2nbtm0VMdVIJBIcHBwQiUR4eFR2wIYYNWoUPXr0IC4ujlq1aqFSqVizZg3Dhg1DLBYze/ZsPvroI41MAQEBfP7550yZMoWZM2dq0nnttdcYMWKE5u/hw4czY8YMzpw5Q/PmzSkqKmLDhg2VRrPKSE1NJSsri5CQEJ37TZo04eZN9ZeyPn36sHHjRm7fvs3OnTs5ceIErVurK/z69evx8fFhx44dDBw4kO+++47OnTszffp0AGrXrs3169eZP38+w4cP59atW+zevZszZ87QrFkzAFasWEFYmOF59nK5HLlcd+i8SCHBQmIJQH5uJkplCbb2zjphbB1cSEvWP6oiy07TG16WnWZQjupia6XuQMkKKzyzUPvb06BhoBh5EcQ+0D/S5VhDPbpTsfOTmV2k+U0fHVs5EVTLmvGfxBgMM36oLzG3cjl5PqtasjrYqh1Ntky3I5idp6SGrXEn5O1uzowxzliYiyhUqFi4IZPEVP1fCJ82lu4uyB/r2oT8cRoWDnaIpZZYODogNjdHnpJeIUw6NiEBetPMz80yYK/OpCYZsdcK62Bs7Z3JNWCvRQo5e7d8S4OWvZBaGe5IP4u6I8tO1cinK2/V9SsvRx3Xxk43ro29M7Ic/XHzZZmolCXYVHiejZ0z6Un3dO6dO7yegxHfUCTPx9m9Fq9NXoWZuQTQrUOyHP15sDGSh/xctRz64qSVlqssOxUzcwusKrx42Ng7G0zXFGTR2KxDxTJ11qRXSW4DNvt3fazGRirlzZk8Q/ootRFrPXaVnqxrI+cPr+fQNrWNOLnX4lWNjVRIU6OTynlMTbxXKTyALCutsg71tDuxFw+zcen7FCkKsavhyqipv2Bjp3+2ganV4bK4lcvHhTxDdTjXQB0uZ69PikE57Kq2k4pxbPXYiVb2DI7tWkaj9oOfXJZ/UCcG67CD8TpsY+9SKbyxdmff5m+pX0W7I/Dvpdqdq9jYWORyOZ07d36W8lSia9eueHt7s2rVKj777DOioqJ4+PChpqN0+fJlTpw4oTNSVVJSQmFhIfn5+VhbWwPQtGlTnXRr1qxJr169WLlyJc2bN+ePP/5ALpczcODAJ5Jv+/btKBQKpk6dqlkbFhsbi7m5OS1atNCEc3Z2JiQkhNjYWE2Yfv366aTVpk0bFixYQElJiSaNJk2aaH4PDQ2lRo0aBmWZM2cOs2frrpEZMHIGr4ya9UR5elbUryWiT0szzd/rDxpeM/U0aRQk5mqckuLS/krnNs68O8Zf8/vHc2/pj2gEV2cJE4b5MeWrGxQV6e+0tWpSg4Z17Xnro2sG02nVQMqIvg6av7/9NfOJZSkjKa2YT5elYS0V0ayuFW8OcOCrFRn/WAfr30ZJcRGblr6LSqWi7/CZVUd4jlw7vZPIX7UyDn77p2f6vHrN+xIQ1gZZdirR+1aw7efJDJu6kdize/ljrVaO1ydX3mzon+LKqT9MRhZT4NrpnexZr9XHoGdsI3Vb9KVWqY2c3r+CHT9PZsiUjZhbWD7T55YnMKw573y5jfzcLM4c2sqGxe8xYdamSi/GpsCV6D/YVc5eX5v0fOz1arSuL3l14rO1E1CPWG1a/BauNQNp3+dtzX1T0ck/SUlxEZuXvosKFX2HmXa7o8N/dG3Us6LanSsrKyujv4tLT29WlVu1/1c3jqiY7vDhw1mzZg2zZs1i1apVdOzYkYAA9ddumUzG7NmzefnllyvFlUq1a1RsbGwq/T569GiGDBnC999/z6pVqxg8eLCmM1YRV1dXatSooRmlKsPX1xcAOzu7au+C+KyYNm0a7733ns693y9ovyRa2zkiFptVWpSp/jqnf2MQWwcX/eGN7NhliJuPVCSkaV/0zUoHYmylICu3Z4mtVL1hxdPA102Eq4OIrUe1I0Enz2cSe0e7+MrCQi2Io4MFGVlam3V0sDC4SUXtWtY41rDgxzn1NPfMzEQ0CLWjf3d3XnzjLI3q2lPT3ZKdK5voxJ35XjBXb+Ty/mc3uHhDzt147dctC3O1A3OwFeuMXjnYiHmQbLyTVFICKaU7Ct5PzCXAy4JuraxZvVP/lMWnifxxGpbuujZh6e5CUXYuykI5irRMlMXFWLo5VwjjjDxZ/9c9a7saBuw13aD96fu6LctJx65C+JLiIjYufZestERGfbSqyq+Hz6Lu2Dq4auWrod0xSpaThoeP7gh1cHgnRtfSrhUoKVYAkJerGzcvJx13H/3ToqxtHRGJzXQWeZelYVNBP1JrO6TWdji5++MVEM63k5tz8+J+whp11NmBq0yOinnIy0nDw8COodZ2ajkq6iYvR1c3JcVFFOTn6IwY5eVoyz6koenIok2v1GYrbNQg0xO2DEM2+6Q+Nji8EzX12UhOOrYOT2Yj+bkV9VFZHqmVHVIrrY18/67aRuo2762bpkYnevJYw4BOarhU1qGedkcitcZF6gfufvgGhTP/gxc5eySCjn3frJy351yHQ8I74j1Ta6/F5cqnor26+xi310p1OKf6bXLthp3wKrfuqKTIgBy5T+5LZDnplXQpL5SxceFoJFIbBo5fipm5djaIqehENz0DdbiKdqfiyJosW3+7s2npu2SlJzKyGu2OwL+Xak92DA4OxsrKiqgo/dsxu7qqnUxSUpLm3qVLl3TCSCQSSkqefLRixIgRPHr0iG3btrF9+3bNRhYAjRs35ubNmwQFBVW6yjp8hujZsyc2Njb88MMP7Nmzh5EjRxoMKxaLGTRoEL/++iuJicYXIIaFhVFcXMzp06c199LT07l58yZ16tTRhDlx4oROvBMnTlC7dm3MzMwIDQ2luLiY8+fPa36/efOm0Q6cpaUl9vb2OlfZlEAAc3MJnv51uXdduzZGqVQSFxuNT1BDvWl6BzbUCQ9wL+YkPoH6wxtDUQwZudorNRty81UEeGrLydICvFxFPEp9Op2rxkFiEtKUPC43IFRQqCTxsVxzPYgvID1TQeN62hcnaysxYUG2XL+lfweMC9dyGPXBVd6cek1z3bgrI+pEOm9OvYZSBRt/T2LMlGs6YQB+WPuQ+T+op04UKlSkZJRoroSUYrJyS6gToC03qaWIAG8Jdx4pnijvIhFYmP0zX5uyoi/h3Kmlzj2Xzq3JjL4EgKqoiOwLMbh0KjcvXSTCuWMrsqL1z9E3N5dQ078ud2OiNfeUSiV3r0fja8BefYPCuXs9Wufe3Wsndey7rGOVnvyAkVNXYm1gGlFFWZ523XF09cbWwVUnTGGBjIS7VyqlaSm1xcnNT3O5eAZhY+/K/VhtXHmBjIS4y3gF6F/DZmYuwdO3LvdvaOOolErux57C20AcAJVK/dGsuFiBpZUtzu5+msu1ZhC2Dq7EVchD/L0reBvwEebmEmr61SUuVleX92KjNXFq+tVFbGahk25a0j2y0xM1YUxJFp30/Oty77quzd67Hm3QZ/oEheuEB7gbcxLfJ/SxBm3khq6NJFZhIx6+dXXsSqVU8uDGKYNxQGsjZR268pibS/Dyr8OdCjq5ExONn4G64xfUkDsxujq5fe0UfsHGNyMos1N9PPc6bGWLk7uf5iqz13sV6nD8vSsGbcWs1F7vVSif8vZaFZXspFSOinaScO+yQb9gZi7Bs0K9KfMlXoHaOPICGRu+H4XYzILBE36oNKppKjopj9E6bMBOfPS0O3diKrc7m5a+S/rjB4yYshJrW9M/tqc8IrH4mV3/Rao9ciWVSpk6dSpTpkxBIpHQpk0bUlNTiYmJYdSoUQQFBeHj48OsWbP48ssvuXXrVqXd7/z9/ZHJZERFRREeHo61tbXBkaLy1KpVi06dOvHmm29iaWmpM0o1Y8YMevfuja+vL6+88gpisZjLly9z7do1vvjiC6PpmpmZMXz4cKZNm0ZwcDCtWhnf7e6rr77i8OHDNG/enM8++4ymTZtiY2PDlStXOHXqFPXqqUcxgoOD6devH2PGjOGnn37Czs6Ojz76CC8vL81UwPfff59mzZrx+eefM3jwYE6dOsWSJUtYtmwZACEhIbz44ou89dZb/PDDD5ibmzN58uQqRxCronW34Wz/5SO8/OvhFdCAU/vWoJAX0KitWqfblk/FroYbXQeqt/xt2XUIq+YO5cSeldQO78C103+SeD+GPsM/06SZL8siOyOJ3Ez1ZhvppfOSbR1csCv9smeI6Fgl7euLSc9RkSlT0amhGbn5cOOhtnM1rKsZsQ9VnLmpHsmRmINTuWMyHG1FeDiqKFBAdp72vqUF1PUTsfe8/o0syrNt92Nef6km8cmFJKfIGTHIm7RMBcfPaXtl8z8N4fjZTH7fm0JBoZL78bpHBBTKleTkFmvuZ2YX6d3EIiVNTnKq4Y7S3lN59Otgy+OMYlIzSxjQ2Y6s3BIuxGoXp00d7sT52EIOnFaPrA3saseVW3LSs0uQWopo1cCKUH8J89dqtyV2sBXjYCvG3Vk9NdPb3ZxCuYr07MofPMxsrLEJ8tX8bV3LG/vwUBQZ2RQ+SiLki/eQerlzecRUAB78vAm/8a8TOudDHq2OwKVjSzwH9uBsX+22t3ELVhG+ci5Z56+RffYK/u8Mw9zGikdr9O/ABNDmxWFELJ+GV616eAfU5+S+tSjkBTRp/xIAW3+air2jO90HqUdsW3Ufyi9fDeX47lWEhL/AlehIEuJi6D9SPV22pLiIDYsnk/TgOkPe+wGlsoTcLPU8fytbB8z1rBkp42nXHZFIRMuuQzn6x484u/vj6OLFwe2LsHN0I7RxF4NylMVt3mUoJyJ/wMnNjxou3hz5fSF2NdwIaaSNu/67YdRu2JVmnd4AoEXXEexcNRVPv3rUrNWAMwfWUKQooEEbdR4yUx9x/VwkAXXaYG3rRG5WMid3/4yFREpQvRf0ytGy61CO7voRJ3d/HF1L81BDNw9r5g8ntHEXWnR+o7Sc1Lqs6V8Pr1oNiN6/hqJyupRa29G43QD2bp6LlY0Dlla2RK7/Au/AhgZfsp6fLLofglp3H8a2Upv1CqjPqVKbbdxObbO//ay22W4DS22261BWfD2UE7tXUTv8Ba6ejiQxLoZ+w7VTvPNlWWSnJ5GbpfaxZWuEbB1csKuh38eKRCKadR7KyVIbcXDx5mipjdRuqNXHhu+GUbtRV5p2VOujeZcR7Fo9FQ//etT0b8DZqFIbaa21kdhzkdSq0wZrOydyM5M5tednzCVSAvXYCEDbHsPZ+vM0vGvVwyegPsf36tbjzT9+hIOjGy8OVuukTbch/PTVMI5GriK04Qtcjo4kIe4aL5fWY0VhPgd3/kSdxp2wq+FCXm4Wpw5sICfzMQ2ad9crA5heHW7RZSjHdqnj1nDx4pAee11baq/NS+21Zbfh7FhRzl4PqO21YRvte5EsOxVZdhoZKeozFx/H38JSaoODkycSa8dKcjTvPJTjf2p9yWE9vuTXb4cR0qiCL1k5Fc9SOU6X+pLwUjnUHauRFCkK6DdqPvJCGfJC9cdKazsnxGIzKvK8dGJRw0FHjrJ2p2ZZu1Nmr2V1uLTd6Vba7rTuNpRf5pRrd0rrcP8R2nZn45LJJD64zpB3n6zdEfh38kSHCE+fPh1zc3NmzJhBYmIinp6ejB07FgALCws2btzIuHHjaNCgAc2aNeOLL77QWcPUunVrxo4dy+DBg0lPT2fmzJlVbsdexqhRo4iKimL8+PE60/26d+/Orl27+Oyzz5g7dy4WFhaEhoYyevToaqf71Vdf6Wx2YQhnZ2fOnDnD3LlzmT9/PnFxcYjFYoKDgxk8eDCTJ0/WhF21ahWTJk2id+/eKBQK2rdvT2RkJBYW6iHxxo0bs2XLFmbMmMHnn3+Op6cnn332GcOHD9dJY/To0bzwwgu4u7vzxRdfaDbA+KvUa9GTvNwMDu5YjCw7FQ/fMIa8t1wz3J2dnqiz66FvcGNeeesborYtICrie5zd/Xl14hLcvWtrwty8dJAdKz7W/L31R7XD6dBvAh37Gz+X5niMEgtz6NPKTH2IcIqKXw8Ua9ZHATjaibCWal9gajqLGNFda7ovNjMDzLh4R8mOk9qOQj1/EYjgalzVnatNO5OQWop5b4w/ttbmXL2Zy7Svb+msp6rpLsXBzvAGF0+LP4/lYWkhYkRfB80hwt+szaCo3KxANycz7Ky1X3zsbcS8OcCBGnZmFBQqefS4mPlrM4i5q+3EdWpmzUudtL3ST0ery/znbVmVZHBoUo9WUes0f9f5Rl2+j9Zu48qoaVh6umLl46n5veB+PGf7vkWdb6fhP3EohfHJXH3rU9L2H9eESdq6G4mrE7VnvqM+RPhyLGd6j0ZRYZOL8jRo2ZO83Eyiti0iNzsNT98whn/4czl7TdLZbcgvuBGDxs3nwG8L2bf1e5zd/Xh98mKNveZkpnDj4kEAlnz6ks6zRk1bQ0BYc4OyPIu607bnaIoUBfyxeob6ANLaTXjjveVYVGPdSqvuYyiSFxD564zSwzab8OqkX3S+DmemPqJApv1AUKeZOg9Hdi4iLycVd+8wXn3nF81UHnMLCY9un+PsgTUU5OdgY++Mb3BThk3dWLpgvPKIcpseo1HIC/hjTWkegivnISPlIfm5WjnqNVfLcahMlz5hvPHucp1pN93/Nw2RSMzmZZMoKVIQWK8tvYbMMKoTU5ClfotSm92+SH1grm8YQ9/XtVlxOZv1DW7EwLfmc2DbQvZHqG32tXcW69jJjYuH2F7Ox275Qf3y37HfBDq9pF3DUpGW3cdQpChgdzkbGfSOro1kpVW2kXxZBsdKbcTNO4xB7/yiWbBvbiHh0Z1znI1aQ2GpjfgEN2XolI2VNhUoI7xlD/JyM9gfsZjc7DRq+oYy8sOfNNOmsirW49qNeHXcPPb9toi9Wxfg4u7HkMmL8fAJBkAkNiM1KY5fF00iLzcTa9saeAfU461P1+HuHWxQH6ZWh9v0KI1b3l7fXa5TPhmpD8mX6dprfm4Gh3csRpajttfXK9jrucObOLJzqebv1XPVnZB+I76ifuvKR1+0enEMCkUBf64rtZPgJvxPjy8pL0fdZmo5jvxe6kt8wvjfJK0vSXoYQ0KcenfHZZ901Xne23OiqOHibTI6adZBty2o36IneTnqdqesDg/7QFuHszKSdEZcfIMbMWjsfA5ELGT/b6V1eJL+dmfpdN1njfzIeLtjMoiENVdPgkilqu7Rpv9Njh07RufOnXn06FG1t5X/N7HppOkUb+wd09hY4Xik4a1i/2m8gn2etwgADP66w/MWQUPB8djnLQIAxSWm05goikxDFgtz0/EnpoKZ2DR0ki83nek1Dtb/zGZFVSEvNh2dKKv+xvePUKI0DV8CplN3TMWvDWxpOvZakfzVs6sO9BexNvENpf4KpluSzxi5XE58fDyzZs1i4MCB/8mOlYCAgICAgICAgMB/iaVLl+Lv749UKqVFixacOXPGaPisrCwmTJiAp6cnlpaW1K5dm8jIyGcm33PtXB07dgxbW1uD17Nk48aN+Pn5kZWVxbx5857pswQEBAQEBAQEBAT+lYhEz+56QjZv3sx7773HzJkzuXDhAuHh4XTv3p2UlBS94RUKBV27duX+/fv89ttv3Lx5k+XLl+Pl5fV3tWKQJ1pz9bRp2rRppR0F/ymGDx+us75JQEBAQEBAQEBAQMB0+e677xgzZoxmr4Qff/yRP//8k5UrV/LRRx9VCr9y5UoyMjI4efKkZt8Df3//Zyrjc+1cWVlZERQU9DxFEBAQEBAQEBAQEBAwwLPcMl0ulyOXy3XuWVpaYmlZeVMYhULB+fPnmTZtmuaeWCymS5cunDp1qlJ4gJ07d9KqVSsmTJjA77//jqurK6+99hpTp07FzKzyrpVPg/+3a64EBAQEBAQEBAQEBJ4fc+bMwcHBQeeaM2eO3rBpaWmUlJRU2ifB3d2d5ORkvXHu3bvHb7/9RklJCZGRkUyfPp1vv/22yuOa/g7PdeRKQEBAQEBAQEBAQMCEET27sZhp06bx3nvv6dzTN2r1V1Eqlbi5ufHzzz9jZmZGkyZNSEhIYP78+cyc+Wx2KhQ6VwICAgICAgICAgIC/ziGpgDqw8XFBTMzMx4/fqxz//Hjx3h4eOiN4+npiYWFhc4UwLCwMJKTk1EoFEgkT/8QZ6Fz9R8nOe15S6ClbvCzmdv6pIRObPa8RdBgKmcpFfQ2jbOlAKzahj1vEQA4uPDC8xZBg0JhGucGWVs/+0O0q4ONjWnIAWBjYxp+zdH+eUugxZTOlzIVTMXX21qZyIFbgNxEzu/7/33aazURm0ZZSSQSmjRpQlRUFP379wfUI1NRUVG8/bb+A9XbtGnDhg0bUCqViEvXjt26dQtPT89n0rECYc2VgICAgICAgICAgIABRCLxM7uelPfee4/ly5ezZs0aYmNjGTduHHl5eZrdA4cOHaqz4cW4cePIyMhg0qRJ3Lp1iz///JOvvvqKCRMmPDX9VEQYuRIQEBAQEBAQEBAQMHkGDx5MamoqM2bMIDk5mYYNG7Jnzx7NJhcPHz7UjFAB+Pj4sHfvXt59910aNGiAl5cXkyZNYurUqc9MRqFzJSAgICAgICAgICCgHxOZFljG22+/bXAa4OHDhyvda9WqFdHR0c9YKi3CtEABAQEBAQEBAQEBAYGngDByJSAgICAgICAgICCgn2e4Fft/EUFbAgICAgICAgICAgICTwFh5OovMnz4cLKystixY8fzFuUvoVKpOLtvMbGntyIvyMHDvzHtX55JDVd/g3ES753l0uEVpCbEkJ+TyovDllCrXpe/le7pA+s5vnslsuw0PHxD6fXGJ3gHNDAow7Uze4jatoistAScPPzoPvB9aoe/oPk95tw+zh7aTOL9GAryshk/exueflVv7a1SqTi0YzEXjm6lMD8Hn6DG9B46E2d3w/oAOBO1nhN7Vqjl9wmlx+uf6shfVCRn36a5XDvzJ8XFRQTVa0OvN2Zi6+BiVJYjOxdx6ZhaFu+gxvR8fRZOVchy7tB6Tu1dgSw7FXefULr/bzpetdSyFORlceT3xdy7fpycjCSs7ZwIadiFF/pNQmptpze96APrORa5UpO33kM+wSfQcNlcPbOHAxHqsnF296P74PcJKS2bkuIi9kcs5Nblo2SkxCO1tiWwbiu6D3ofe0c3g2k6tW1KwPujcGhcD2lNN84NGM/jnVFG9eDUvjl1vvkI2zrBFD5K4s6cH4hfu10njN+41wh4bxSWHq7kXLlBzOTPyT571Wi6ZXRvZkHLOuZYWYqIS1IScVROWrbhvXw7NbagfoAZbjXEFBXDg+QSdkUrSM1Sx7GyhBebSajtY4ajnQhZgYprcSXsOaOgUGFclp4tLWld30ItS2IJmw8WkppleKvlrs0khAda4O4kpqhYRVxSCb8fl5OSqT/OuP7W1PE3Z/kf+Vy5W2w43SbmNA8zx0oC95OVbD9eRHqOYZ10aGhOPX8z3GqIKCqBB4+VRJ4u0tGjuRn0amlBeKAZ5mZwK17JjuMKZAWG9dGhgZhGQSKkFvAoVUXkWSUZuYbD+7pB6zAxnk4i7KxFbD5Sws34ynK72EPnRmL83ESIxZCaDVuPlpCTrz9dlUrF+f2LiT2zFUWpH2z70kwcXPwNypJ07yyXj64gLT6G/NxUug1dgn9dXf8ad20f16M3kZYQgzw/m5cnbcelpmH/plKpOL5rEZePq/2xV0Bjur02Cyc3w3IAXDi8ntP7V5CXk4qbdyhdBk+npn/luq9Sqdi6ZAxx14/x0ltLqd2wi57U1JyOWs/J3Wpf6e4bSs8KvrIiMWf3cHDbQrWvd/ej68APdHz99XP7OHd4k8bXj529HU/fqn29qcgBav0d3bmIi8fU5eMd2Jge1fT10ftKfb13KN3K+XqAyHUziIs9iSw7BYmlNV6Bjej08ge4eAbqTe/U/vUcLefr+w6twtef3sP+iEVklvr6Fwe/T2hDrU4ObFvClehIstKTMTO3wKtWHbq9MhnfoPBq6cQU2mJTeTcxGUSmtebK1BFGrkyY1atXIxKJKl1SqfRvp33p8C9cPb6O9i/PYsDELVhIrNj1y2iKi+QG4xQpCnCuGUq7/jOeSrpXT0eye9NcOvafwLjZEXj4hLDmmzHIctL1pv3w9kW2/vgBTdoPYNxn2whr1JkNiybyOP6WVkZ5AX61G9Nt0PvV1gXAid2/cPrAOnoPncXoT7cgsbRi3bejKTKij2tnItm7+Ws69J3AWzO34e4Twq/fjdaRf+/GOdy8fIiB4xcyYupacrNS2Lx0olFZTu1ZztmodfR4YxYjPt6CRGLFhgWjjJZNzNlI9m+ZQ7s+Exg9fTvu3qFsXDCKvFJZcrNSkGWn0GXgVN6ctYs+w+dw99oxdq35RG96V6Ijidwwl079JzDhswg8fENYPd9w2Ty4fZEtyz6gafsBTPhsG2GNO7N+gbZsihSFJN6/Tsd+45jweQSvvbOItKT7rPt+vFFdmNlYk3PlJtfemW00XBlW/t402/kT6YdPc7xpP+IWr6H+T1/g0rWtJoznwB6EzZ/G7S+Wcrz5S+ReuUGLP1cgcXWqMv2OjSxo18CC344oWBhRgKJYxZu9pZgbOeoosKaYk1eLWRRRwE9/FCI2gzf7SJGUftpysBFhbyPij5MK5m8qYNNBOaG+ZgzqaPxQxS5NJbzQSMLmqEK+3ZSHvEjF+JesjcoS5GXOsSsKvt2Ux9Jt+ZiJYcJL1hpZdPMqQVWNA2BeCDenTT1zth9TsGSHHEUxjOopMSpHgKeYU9eLWfq7nF/+lCMWw+ieEizKydG7lQV1/MSsP6Dgpz/k2FuLGNLV8JkkreuIaB4i4s8zSlbsLaGoGF7vaIaZkVZOYi7icRZEnjXcIXW0heHdzEjPgbUHSvjpzxKOXVVSbOTosctHfuHaiXW0e2kW/d/egrnEisgV1fCvnqG0MeJfixQFePg3oUWPDww/vByn9y3n/KF1dH9tFkOmbMHC0ooti4z7kthzkRyMmEObXhMY/vF23LxD2bJI60vKc+7gGkTVeOm6djqSvZu+pkO/Cbw1axsePiGs+3a0EV9/gd9+fJ9G7V9h7OzthDbuwqbFb+v6ekUBvsFN6DqwerowJTnKOLV3OWcPqn398Gnq8tm40Hj5XD8byYGtc2jXewKjPt2Om08omxbqlo+HX136DJ/DW7MjeXXSClCp2LhgFEplZaO9Eh3Jnxvm0vmlCbz9eQSeviGsnDcGWbYBX3/rIpuWfUDTFwYw8fNt1GnSmV8XTCT5kVYnLh7+9B36KZPn/M7Y6b/i6OLFynmjkeVkVKkTU2iLTendRODfidC5ek6oVCqKiw1/CS7D3t6epKQknevBgwd/+9lXjq2lSeex1KrXGeeaIXR6dS75OSnExRwwGM8vtD0tXpxMQP2uTyXdk3vX0PSFgTRu9zJuXkH0GTYLC4mUC0e36U3/1P61BNVvS9ueo3CrGUiXAZPw9Avj9IENmjAN2/SjY78JBNZp/UT6iN6/lvZ9xhLaqDMePiG8NHouuVkp3LhgWB+n9q6mcfuBNGo3ADevIHoPnY2FRMrFYxEAFObncuFYBN1fnUpAWEtq+tej38g5PLpzkUd3LxmU5UzUWtr2GkdIwy64e4fSd+Q8crNSuHnRsCyn96+iUbtBNGwzANeaQfR8Qy3LpRNqWdy8avPKuMXUDu+Ek5svtcJa0eGlydy+chBlSWU7PLFnDU07DKRJe3XZ9Bs+CwtLKeePGCibvWsJrt+Wdr1G4eYVSNdXJlHTP4xT+9VlI7W2Y+TUldRv0QNXz1r4BjWkz9BPSbwfQ1ZaosF8pe49yq2ZC3j8u+G8l8fvzVcpiIsndspcZDfu8WDZepIj9lJr0nBNmFqTR/BoxRbi12xDFnuXq+NnUpJfiM/wAVWm376BOQfOK4i5X0JSuoqNUXLsbUTUq2W4J7F8l5yzN4t5nKkiKV3Jpig5TnZivF3V7jc5Q8WavXKuPyghPUfFnQQlkacV1PU3M7pBU4dGEvaelnP1XjGJaUrW7S3AwUZEg0DDExJ+2JHP6etFJGcoSUhT8uu+Qpzsxfi468rv5SqmY2MJ6/cXVqmTtvXNOXixmOsPlCRnqNhySIG9tYi6/oZ1snK3gvO3StQ6yVCx9bACRzsx3i5qnUgtoFmIGbtOFXE3UUlCmjqMv4cZvm76ldIiVMyxa0puxatIyYIdp5TYWUOoj2El3klUceiyUu9oVRkdw8XcSVRx4KKS5EzIlMGtBBX5Bt71VCoVV4+vpVGnsfjX7YyzZwgdB6n94H0j/tU3tD3Nuk+mVj39/hWgduN+NOkyAa+gVgbDlJfj3MG1tOoxjuDwLrh5h9J7+Dxk2SncumRYjrNRqwhvM4gGrQfg4hlE9/+pfcnVUxE64R4/iuXMgZX0GPJVlbKc3LeaJkZ8ZUWi969T+/oeo3CtGUjnlyfh6VeHM1HrNWHCW/ejQ78JBNStWhemJgeU+voDFXz9iOr5+oZtBxFe5utfn425RMrlE9o8NG4/GN/azajh4o2nX11e6D+ZnMwkstMSKqV3bPcamnUYSNP2L+PuFUT/EbOQWEo5Z6AdPrFvLcEN2tK+1Nd3K/P15dvh1r0JqtcaJzcf3L2D6fX6R8gLZCQ/ulmlTkyhLTaVdxOTQix+dtd/kP9mrqqJUqlk3rx5BAUFYWlpia+vL19++SUAV69epVOnTlhZWeHs7Mybb76JTCYzmJZcLuedd97Bzc0NqVRK27ZtOXv2rOb3w4cPIxKJ2L17N02aNMHS0pLjx49XKaNIJMLDw0PnKtvL/6+SmxFPfm4q3sHaSm5pZYebbwMeP7j0j6RbXKwg8X4MAXW0DZJYLCawbiuDHY9Hdy4TWEe3AQuq35aHBsJXl8zUeGTZqQSUc3pSazu8AxoQbyDt4mIFiQ9idOKIxWIC6rTSxEl8EIOypEgnjKtnAA7ONQ2mm5WmlqVWmK4sXgHhxN+7qDdOSbGCpAcxOnFEYjH+Ya1JuKs/DoC8QIal1Baxme7LeFnZBNXVLZugOq14eEe/3A/vXCawbuWyeWQgPKgbPJFIhNTG3mCYJ6VGy4akHTylcy91/3EcWzYEQGRhgUPjuqRFndQGUKlIO3iSGi0bGU3byV6EvY2YW4+0oxyFCnj4WImfh5FhmgpIJeqX/Xy54Rd6K4mIQgUoDQRxthfhYCPm5iNtx7hQAfeTS6jl+SSyqP/NL9Q+yMIchr1oxdZDheTmGx+5crITYW8t4naC9ot4YRE8SlHi61b95qWiTrxcxZibibidoNV1araKzFwlvu6V061hC3ZWIu4la+WVF0FCGni7/L3pLMFeItJzVLzeUcz7A8wY1d2MEG/DaeZmxFOQm4pXOT8osbLDzacBKQ8v/S1ZnoTstHjyclLxD9X1xzVrhZMYZ9iXJD+MwS+0gi8JbU1COf9TpCjgj5Xv0+3VGdg6uBqVo7hYQdL9GALqVvaVhvxD/N1LOn4TILBeG4NtQ3UwFTnKyCorn4q+vla4jq7LU1KsIOlhZV9fK6y1wfZBIc/nyolt1HDxxt7JQ+c3Q74+sK5xXx9UwdcH12/Lw9v6wxcXKzhzcAtSazs8fUP1hinDFNpiU3o3MSlE4md3/Qf5b+aqmkybNo2vv/6a6dOnc/36dTZs2IC7uzt5eXl0794dR0dHzp49y9atWzlw4IDBPfUBpkyZQkREBGvWrOHChQsEBQXRvXt3MjJ0h8E/+ugjvv76a2JjY2nQwPD83WdJfm4qAFZ2zjr3rW1dyM9N+0fSzc/NQqkswdZBN6ytvTOybP0yyLLTKs2PNha+ushyUjVplcfG3sVg2vm5maiUJUbjyLJTMTO3wMravkIYY3lM1YTRiWPnTJ4hWWRqWSrGsbV3RpZjSP4Mju1aRqP2g/X8Vlo2FdNzePKyyTUQvkghZ++Wb2nQshdSK1u9Yf4Klu4uyB/rPlP+OA0LBzvEUkskLo6Izc2Rp6RXCJOOpYfhdXAA9tbqF+rcAt0OR26BSvNbVYiA/m0lxCWVkJyhv+NiI4UuTS2Ivl5kWBYbtevOzasgS75K81t1ZBnwgpS7CcUkpWs7MS+/ICUuqYSr96oeWbcrzbesQidMVqDCzrpaYiAC+rSyIC5ZPZIF6o5ScYmq0pozWYH6t4rYls6UzquwHktWqMLWqnpy6MNGCpYWItrUFXMnScWvB0u48UjJoPZi/AwsFSzzg9a2uvXH6m/61yelzK9V9AvWds7kGfILBnyJtb1unKitc/AKaERwuOE1Vpo0czMN+BMXg/5Jlp2mP/zf8PWmIkcZeWXlY1exDTHitw2Uj7724dzh9cyb2Ij5Extx99pRXpu8CjNz3Wm1htphO3tncrMM6CRLj6/X0zbEXjzEzNFNmDGyISf2rmHk1BXY2DnqTVOTtgm0xab0biLw7+X/7YYWubm5LFy4kCVLljBs2DAAAgMDadu2LcuXL6ewsJC1a9diY2MDwJIlS+jTpw9z586tNHKUl5fHDz/8wOrVq+nRowcAy5cvZ//+/axYsYIPP/xQE/azzz6ja1fD0z4qkp2dja2t7stnu3bt2L17d6WwcrkcuVx3rkpxkYR7V/dxJGKm5l6vkT9W+/n/Ra6c+oM/1mr18frk56ePq9E7ifxVK8urE3965s+UF8jYtPgtXGsG0r6P4Q8Gz4qS4iI2LX0XlUpF3+Ezq47wnGgcbMYrHbTrnn75s+opclXxcnsJHk5ilmzXn5alBYzqJeVxhpK9Z7Wdq6Yh5rzaWdtL+PF3AzspPAEDO0nxdDFjwZY8zb16AebU9jZj7oY8vXEaBpnxcjsLzd+r9lSx40Y16NfWAncnET/uNLymoiL1/EX0bq7tRG48bGQB1N+gbDnRzXgVp2+oO36PM1V4u6poEizmQYqS2xf/4Ng2rR2/OOL5+JOYMzvZu0Erxyvjn40vuX05ioc3oxn+8faqAwtouHZa19cPfvvZ+vp6zfsSENYGWXYq0ftWsO3nyQybuhGsLKqO/BQIDGvBxC+3kZ+bydlDW9m4+F3Gz9qs02kxpbZYoApM7BBhU+f/becqNjYWuVxO586d9f4WHh6u6VgBtGnTBqVSyc2bNyt1ru7evUtRURFt2rTR3LOwsKB58+bExsbqhG3atOkTyWlnZ8eFCxd07llZ6f8UO2fOHGbP1l343/3VGXR66QPcfbWjZCXF6heigtx0bOy1n1/zZWlGd56qCms712qna21XA7HYrNKiWVlOusHde/R9MTQW3hAhDTviFVBZH7KcdOxqaOXOy0nDw8CuT9Z2jojEZpUWuOblaL9g2Tq4UlJcREF+js4Xs7xyMtdu2AmvAO0OSiVFCk0YHVly03H30T+lwtpWLUvFBeeynHRs7XV1Iy+UsXHhaCRSGwaOX4qZeeWGVlM2FdPLfvKysasQvqS4iI1L3yUrLZFRH616qqNWoB6lsnTXfaaluwtF2bkoC+Uo0jJRFhdj6eZcIYwz8mRd+WPul/Bgs3YopGyDBjsrkc50OTsrEQnphjdEKOOldhLq+JuxdHsh2XmVR60sLdQbXcgVsHqPHGW5JK/eK+Z+snZasrmZuqGzsxGRU14WaxEJqVV3NAZ2kFKvljkLt+aRJdPGr+1jhksNMfPG6e4gOaqXFXcTS1i7v4hHKVrBynRiay3SGdGztRKRmF71Zhj92lgQ5ivmxz8UZJfrz+UWqDA3EyGVoDN6ZWul/u1WvIqf0rT5LJPDxgpk5fqttlIRyZlVy2GIfDmUKFWVdoNMy0az9suvTkfcfCr7k3xZOtbl/GCBLA3nv+FfqyKoQSdq+mt9SXGx1pfYOpTzx7npuHk/mS/Jz0nHptSXPLgZTWbaQxa830wnzI6fJ+Id1JTX3lunm6adowF/klbJP5WhHk3SE/4Jfb0pyREc3onRtcr5+rLyya3Y7jy5r8/LTcemgkxSazuk1nY4ufvjFRDOt5Obc/Piflq80FObnoF2ODcnHbsaBnRSQ4+v19M2SKTWuEj9wN0P36CGfPNBd84diaBD3zc1YUypLa5KJ//Eu4nAf4f/t9MCDXVQnjXlO2zVQSwWExQUpHN5eXnpDTtt2jSys7N1ri6vTEMitcXBxU9zOboHYW3nSvwd7doURaGMlIdXcPdr+JfzZufkXe10zc0l1PSvy73r0Zp7SqWSe9ej8QnUL4NPULhOeIC7MSfxNRDeEJZWtji7+2ku15pB2Dq4EnddK3dhgYz4e1fwNpC2ubmEmn51iYvVxlEqldyLjdbEqelXF7GZhU66aUn3yE5P1ISxlNri5OanuVxKZbl/QxtHXiAj4d5lvAP0rwkyM5fgWUEWlVLJ/dhTeAVq48gLZGz4fhRiMwsGT/gBcwv9u9GVlc3dGN2yuXs9Gt8g/frwDQrnbsWyuXYSn3LhyzpW6ckPGDl1JdZVTBH5K2RFX8K5U0udey6dW5MZfQkAVVER2RdicOlUbn68SIRzx1ZkReuuWZAXQXqOSnM9zlSRk6ck2FvrNi0twNddzINk4x2al9pJqF/LjB9+LyQj13DHqrgEVu4urLQTnbwI0rJVmis5Q0l2npIQH+33MakE/D3MiEsyLsvADlIaBJmzOCK/0nbp+88q+PrXPOau114A247KWb+vAIU+neSrCKqpXedlaQE+bmIephjvcPZrY0FdfzN+3qUgs4JOElKVFJeoCPLS6trFQYSjnZiHj5UoitUbS5RdqdnqTlctd+3XVYk5eLlAfNpf71wplZCYrl7jVh5ne8gq7SBLLCv7Vys7VxIr+sFHV3DzbfiXZakKS6ktjm5+msvFMwgbe1ce3NT1JYlxl6lZy7Av8fCtqxNHpVRy/+YpvEr9T8vubzLyk52M+HiH5gLo9Mo0eg6tvLmFubkET/+63Luu6yvjYqN1/EN5vAMb6oQHuBdz0mDbUB2etxyVfH1p+dyPreDr4y5rdF0RM3MJnr51ddqHMl9vqH0AUKnKNtHSHWnW+PoK7fDdmCp8fYyur79z7SS+wfrDa2Wo/HxTaot10ntO7yYmjbDm6on4b+aqGgQHB2NlZUVUVOUzc8LCwrh8+TJ5edpPqSdOnEAsFhMSElIpfGBgIBKJhBMnTmjuFRUVcfbsWerUqfNsMqAHS0tL7O3tdS59L9AikYgG7YZyPupH4mIOkp50k6hNU7G2d6NWuXNVdv40nKsnftX8XSTPIy0hlrQE9WhcTkY8aQmx5GYmPlG6ZbTuPozzR7Zy8fgOUhLv8sfa2SjkBTRu9xIAv/08lX1bv9OEb9V1KLevHefE7lWkJt7j4PYlJMbF0KLLa5ow+bIskh7Ekpp4B4C05DiSHsSSm5VqUG8ikYiWXYdydNeP3Lh4kMfxN9n+y1TsargR2lgr95r5wzkdpdVHq+7DOX9kK5dObCc18S5/rptFkbyARm1fBtRfDhu3G8DezXOJi40m8f41dqz8GO/AhgadtEgkonnnoRz/8wduXYoiJf4mv6+cgl0NN0IaaWX59dthnD2olaVF1xFcPLaFyye3k5Z0l8j1syhSFBDeRi2LumM1kiJ5Pr2HfYm8UIYsOxVZdqre7XnbvDiMc0e2cuHYDlIS7rJzjbpsmrRXl83Wn6ayd0u5suk+lNtXj3O8tGyiti0hIS6GVl3VZVNSXMSGxZNJjIth0Lj5KJUl5GalkpuVWqnBLY+ZjTX24aHYh6u/5FrX8sY+PBSpjycAIV+8R/iquZrwD37ehHUtH0LnfIhNSAB+Y1/Dc2AP4hau1oSJW7AKn1GD8BrSH9vQAOotnYW5jRWP1ujfCao8R68U06WJhLr+Zng4iXitsyU5eepzqcoY21dKm3raTs/L7SU0qW3OrwfkyBXqkS47K5FmtMXSAt7qI0ViIWLLITlSC5EmjLFdrg9fVNC9uSX1AszxdBYzpLsV2XkqnfOo3n7Zmvbh2tHJQR2lNA2zYM3uAgoVKuys1ec7WZTKkpuv3tGw/AWQmas0eG7V8avFdGpsTpifGA9HEYM7SsjJVxFzX6uTMb0ktKqr7YD1b2NBoyAzNh5UIC9Sr4uytdKOQBUWwdmbJfRuaUGApxgvFxGDXrDgQXIJD1P0y3H6hpJ29cTU9hLhVgP6txaTmw83HmnDD+ksplltrVItzMHdUX2BemMMd0ewL7de7OR1JXV9RTQKFOFoC81qi6jtJeLcLf2dR5FIRP22Q7lw8EfuXz9IRtJNDm1W+8Hy51bt+nk4105W8K+JsaQllvOvibHIMrW7aRbmZ5GWGEtmyl0AslPjSEuM1azzqihH005DORn5A7cvR5GacJM/10zB1sFN5zyqTQuGcf6wVo5mnUdw+fgWrp5S+5K9G9V+rX4rtS+xdXDF1au2zgVg71STGi4+enXSuttwLhzZyqXjal+5a+0sFOV85bblU9m/9VtN+JZdh3Dn2nFO7FlJatI9Du1YTOL9GJp3fl0TJl+WRdLDWFIT1LpIT4oj6WEsudmGfb2pyAGlvr7LUE5Ean39Tj2+fv13+n39lVJfv7vU1zco9fWZqY84sfsnkh5cIzs9kfi7F9j20ztYSKQE1Xuhkhztegzj7OGtnC/19b+v1vX1W36cyp7NWl/fpttQbl09zrHIVaQk3uNAma8vbYcVhfns3fI9D+9cIjMtgYS4GH5b/gk5mY+p37x7lToxhbbYVN5NBP69/L+dFiiVSpk6dSpTpkxBIpHQpk0bUlNTiYmJ4fXXX2fmzJkMGzaMWbNmkZqaysSJExkyZIjenfpsbGwYN24cH374IU5OTvj6+jJv3jzy8/MZNWrU35JTpVKRnJxc6b6bmxviv7GFZcMOoylSFHDktxkoCnPw8G9C79HLdTpjOekPKczL1PydEn+NnT8O0/x98o+vAQhp0p9Or35djXR1X4rqt+hJXm4mUdsXIctOw9M3jKHv/6wZSs9OT0Jc7quGb3AjBr41nwPbFrI/4nuc3f147Z3FuHvX1oS5cfEQ21d8rPl7yw/qMyU69ptAp5cMry9q02M0CnkBf6yZQWF+Dr7BTXjjveVYlNNHRspD8nO1+qjXvCd5uRkc2rEYWXYqHj5hvPHucp2pAN3/Nw2RSMzmZZMoKVIQWK8tvYYYPscGoNWLY1AoCvhznVoWn+Am/G/SLzplk5n6iHyZVpa6zXqSn5vBkd8XkZeTirtPGP+b9ItmukvSwxgS4i4DsOwT3TV/b8+Jwsarps69Bi1Ly2bbInJLy2b4h7plIypXNn7BjRg0bj4HflvIvq3qsnl9srZscjJTuHHxIABLPn1J51mjpq0hIKy5Xl04NKlHqyjtNKM636jL9tHabVwZNQ1LT1esSjtaAAX34znb9y3qfDsN/4lDKYxP5upbn5K2X7szZ9LW3Uhcnag98x31IcKXYznTezSKCptc6OPQxSIk5vBKBwlWEvUhwj/v0h1pcrYXYVNu04U29dSdmwn9dUfLN0Wpt2j3dhVrdhv8+A3dXSC+WJdfaVSnjAPnFEjMRfyvsxQrSxH3EktYtj1fRxaXGmJsrLTl1C5cvaB90kDdEfRf9xVw2sgGGsY4crkYiTkMaCdBWnqI8MrdCh05nOxF2Ei1OmlVV930jO2j+/Fny2H1Fu0Au04VoVJZMKSrRHOI8PbjhjviJ6+rkJir6N1CjFQCD1NUrD9UQkm5PpCjrQhrSyjzRTWdRAzrqu30dW+i/v+lu0p2Rqsj3oxX8ecZJW3qinmxKaTnwJZjSh4ZeScKf2E0xYoCjkVo/WCPkRX8a4auf02Nv8aun7X+NXqX2qfWbtKfDoPU/39w/SBHtmr9W9SG9wBo3GUCXgPeqSRHi25jKFIUsHeD2pd4BzZh0MTKvqSgnC8Ja9qTfFkGx3ctKj1EOIxBE3/RTAv8K9RrofaVB8t8pW8YQ95bXs6fJOqcl+Ub3JhX3vqGqG0LiIr4Hmd3f16duETH19+8dJAd5Xz91h/VuujQbwId++s/v8hU5CijVfcxFMkLiPy11NcHNeFVPb6+fPnUaabOw5Gdpb7eO4xX39H6enMLCY9un+PsgTUU5OdgY++Mb3BThk3dWLoRhu5HgQYteyLLzeRAhNbXj/jwZ82U7qyKvr52I14dN599vy1k79bvcXH3443Ji/HwUetEJDYjNekeFxbtIC83E2vbGngH1OfNT3/F3TvYqD7ANNpiU3o3MRmEQ4SfCJGqOqdE/kdRKpXMmTOH5cuXk5iYiKenJ2PHjmXatGlcvXqVSZMmcerUKaytrRkwYADfffedZnOJ4cOHk5WVxY4dOwAoLCxkypQpbNy4kdzcXJo2bcr3339Ps2bqeemHDx+mY8eOZGZmUqNGjWrJt3r1akaMGKH3t6SkJDw8PPT+Vp4FO02neGu6moYsJUrTcRLFJaYhi5Vl1WuG/ims2prGqfUHF16oOtA/hELxbDZseFKsrf+ZxfBVYWNjGnIA2NhUf+v7Z4mjvWn4EgBrqWn4elNCUWQa5WNrZTq+Xm4iOjETm4a9DmplupPJCncufWZpS/tOeGZpPy/+X3eu/j8gdK4qI3SuKiN0riojdK4qI3SuKiN0riojdK4qI3SuKiN0rnQx6c7Vrh+eWdrS3uOeWdrPC9MtSQEBAQEBAQEBAQEBgX8RQufqOVK3bl1sbW31XuvXr3/e4gkICAgICAgICPx/RyR6dtd/kP+3G1qYApGRkRQV6V9Erm/jDAEBAQEBAQEBAYF/lP/olunPCqFz9Rzx8/N73iIICAgICAgICAgICDwlhM6VgICAgICAgICAgIB+/sbRP/8fEbQlICAgICAgICAgICDwFBBGrgQEBAQEBAQEBAQE9PMf3XjiWSF0rv7jODmYUoUwjbMkTMlHiESmoRNTOW8LTOd8qU6TGj9vETTs++bc8xYB7ax4ewABAABJREFUAJEpVR4BHextTOf8ogK5aUyKMTczDf8KIDaRs5QUxaZTh02pfAQEniZC50pAQEBAQEBAQEBAQD/CboFPhKAtAQEBAQEBAQEBAQGBp4AwciUgICAgICAgICAgoB9hSvgTIXSuBAQEBAQEBAQEBAT0I2zF/kQI2hIQEBAQEBAQEBAQEHgKCCNXf5Hhw4eTlZXFjh07nrcoAgICAgICAgICAs8ElTAt8IkQOlcmzOrVqxkxYkSl+8uXL2f06NF/K22VSsXRnYu4eGwr8oIcvAMb0+P1WTi5+xuNd+7QeqL3rUCWnYq7dyjd/jcdr1oNACjIy+LozsXcu36cnIwkrG2dqN2oCy/0nYTU2k5veqcPrOf47pXIstPw8A2l1xuf4B3QwODzr53ZQ9S2RWSlJeDk4Uf3ge9TO/wFze8x5/Zx9tBmEu/HUJCXzfjZ2/D0C6tSH6ej1nNy9wpk2Wm4+4bS8/VPjcoRc3YPB7ctVMvh7kfXgR/oyKFSqTi0YzHnj2ylMD8H3+DG9B4yE2cP/yplUalUHPl9MRePqeP6BDWmxxszca6ibM4eXM+pvaV58Anlxf99ile5PFw4splrp3eR9PA6isI8Plx0Bqm1/b9CJwDdm1nQso45VpYi4pKURByVk5ZteCvfTo0tqB9ghlsNMUXF8CC5hF3RClKz1HGsLOHFZhJq+5jhaCdCVqDiWlwJe84oKFRUTs+pbVMC3h+FQ+N6SGu6cW7AeB7vjDIqs1P75tT55iNs6wRT+CiJO3N+IH7tdp0wfuNeI+C9UVh6uJJz5QYxkz8n++zVaumkR0sJrepZqHWSWMLWQ4Wa/OmjS1MJ4UHmuDmKKSpWEZdUwh/H5aQYiPNWPyvq+Jvzyx8FXL1XbDDdrk3MaRZqhpUE7j9WsuN4Mek5huXoEG5G3VpmuDmIKCqBB4+V7D5TrFOe5mbQq4U5DQLNMDeD2/FKdpwoQlZgXCcdGohpFCRCagGPUlVEnlWSkWs4vK8btA4T4+kkws5axOYjJdyM15W9b0sxDQN1J3rcSVSy4ZD+7c9VKhXn9y8m9sxWFAU5ePg3pu1LM3Fw8TcoR9K9s1w+uoK0+Bjyc1PpNnQJ/nW76ISJu7aP69GbSEuIQZ6fzcuTtuNS07B/iz6wnmORpf7VJ5TeQz7BJ9BwHb56Zg8HItT+1dndj+6D3yektA6XFBexP2Ihty4fJSMlHqm1LYF1W9F90PvYO7oZTLO8To7sXMSlUr/mHdSYntVsc9R+LRV3n1C6V2hzjvxers2xcyKkYRde6Ge4zSnzQxeOav1r76FV+9czUes5sWeFRpc9KvjDoiI5+zbN5dqZPykuLiKoXht6vTETWwcX4zoRfL2G6PLvAz6h9H7jE7yN2Ou1M3s4sE1rr90G6drrgYiF3LpSzl7rtKJbNe31acoC6neTMwe17yYTPqveu4nAvxNhWuBzQqVSUVxs+GWlDHt7e5KSknSu119//W8//9Te5Zw9uI4eb8xi+LQtWFhasXHhKIqL5AbjXD8byYGtc2jXewKjPt2Om08omxaOIi8nHYDcrBRys1Lo/MpU3py5iz4j5nDv2jH+XPuJ3vSuno5k96a5dOw/gXGzI/DwCWHNN2OQlaZXkYe3L7L1xw9o0n4A4z7bRlijzmxYNJHH8bc0YYrkBfjVbky3Qe9XWxfXTkeyd9PXdOg3gbdmbcPDJ4R13442IscFfvvxfRq1f4Wxs7cT2rgLmxa/rSPH8chfOL1/HX2GzmLM9C1YSKxY991oiozot4yTe37hTNQ6er4xi5Efq8tmw/ejjZZNzJlI9m/5mvZ9JjBmxjbcfULYsGC0pmwAihSFBNZrR9ueb/3rdNKxkQXtGljw2xEFCyMKUBSreLO3FHMzw3ECa4o5ebWYRREF/PRHIWIzeLOPFEnpJyUHGxH2NiL+OKlg/qYCNh2UE+prxqCOlnrTM7OxJufKTa69M7tKeQGs/L1ptvMn0g+f5njTfsQtXkP9n77ApWtbTRjPgT0Imz+N218s5Xjzl8i9coMWf65A4upUZfqdm0ho31DCloNyvt+cj6JIxdj+1kZ1EuRlxrHLCr7fnM+y7QWYiUWMe8lao5PydGhkUa18vhBuRuu6Zuw4XsTS3xUUFcHIHhZG5ajlKSY6poSlOxWsiFRgJoZRPSRYlJOjd0tzwvzM2BBVxM+7FNhZi3iji8SoLK3riGgeIuLPM0pW7C2hqBhe72iGmZGWTmIu4nEWRJ41fk7UnUQl30YUa65tJwyHv3zkF66dWEe7l2bR/+0tmEusiFxhvA4XKQpw9gylTf8ZRsN4+DehRY8PjMoKcCU6ksgNc+nUfwITPovAwzeE1fMN+9cHty+yZdkHNG0/gAmfbSOscWfWL9D61yJFIYn3r9Ox3zgmfB7Ba+8sIi3pPuu+H1+lLACn9iznbJS6zRnx8RYkEis2LDDe5sScjWT/ljm06zOB0dO34+4dysYFum2OLDuFLgOn8uasXfQZPoe7146xa43+NgfgxO5fOH1gHb2HzmL0p1uQWFqx7lvjfujamUj2bv6aDn0n8NZMtX/99Ttdf7h34xxuXj7EwPELGTF1LblZKWxeOtGoTgRfr+Xq6Uh2b5xLx34TGF/6PrC6iveBLT+o3wfGl9rrhoUV7PXBdTr0Hcf4zyJ4beIi0pLv8+uCqu31acsCoCh9N+n+BO8mJoVI/Oyu/yD/zVxVE6VSybx58wgKCsLS0hJfX1++/PJLAK5evUqnTp2wsrLC2dmZN998E5lMZjAtuVzOO++8g5ubG1KplLZt23L27FnN74cPH0YkErF7926aNGmCpaUlx48fr1JGkUiEh4eHzmVlZfW38q1SqThzYC1te40jpGEX3L1D6TtiHrlZKdy8eMBgvNP7V9Gw7SDC2wzAtWYQPV+fjblEyuUTEQC4edXmlXGLqR3eCUc3X/xDW9Gh/2RuXzmIsqRyR/Lk3jU0fWEgjdu9jJtXEH2GzcJCIuXC0W16n39q/1qC6relbc9RuNUMpMuASXj6hXH6wAZNmIZt+tGx3wQC67Sutj5O7ltNk/YDadRuAG5eQfQeOhsLiZSLxyL0ho/ev04tR49RuNYMpPPLk/D0q8OZqPUa/UbvX0v7PmMJbdwZD58QXh4zl9zMFG5cMKzfsrhnDqylXe+xhDTqjLtPCP1GziU3K4UbRsomev9qGrUbSMO26rLp9YY6D5eOa/PQousw2vR8E6+A8H+VTgDaNzDnwHkFMfdLSEpXsTFKjr2NiHq1DL/BL98l5+zNYh5nqkhKV7IpSo6TnRhvV7XbS85QsWavnOsPSkjPUXEnQUnkaQV1/c0Q65kBkbr3KLdmLuDx71XLC+D35qsUxMUTO2Uushv3eLBsPckRe6k1abgmTK3JI3i0Ygvxa7Yhi73L1fEzKckvxGf4gCrTf6GRBfvOyLl2r5jENCW/7ivEwUZE/UDDExJ+/L2AM7HFJGcoSUxTsn5/IU72YnzcdPXo5SKmYyMJG/YXVilHm3rmHLxYzPUHSpIzVGw+XIS9tYg6foabl1V7ijh/u4SUTBVJGSq2HinC0U6Et4ta8ZYW0DTEjF3RRdxNVJKQpuK3I0X4e4jxcTM8PaVFqJhj15TcileRkgU7Timxs4ZQH8Nx7iSqOHRZWWm0qiLFJZBXqL30jW6C2tavHl9Lo05j8a/bGWfPEDoOmkt+Tgr3Ywzbjm9oe5p1n0ytel0NhqnduB9NukzAK6iVUVkBTuxZQ9MOA2nSXu1f+w2fhYWllPNHDPjXvWsJrt+Wdr1G4eYVSNdXJlHTP4xT+9X+VWptx8ipK6nfogeunrXwDWpIn6Gfkng/hqy0RKOyqFQqzkRVaHNGVq/NadRuEA3L2pwyv6anzXFy86VWWCs6vGS4zdHxQ43Ufuil0aX+1YgfOrV3NY2N+MPC/FwuHIug+6tTCQhrSU3/evQbOYdHdy7y6O4lwzoRfL2GE3vU7wNl9tp3uPp94LyB94GT+0rttfz7gH8Y0Qe09jpiitZefYIa0ntIqb2mG7fXpy0LQKM2/ejUfwKBdav/biLw7+X/dedq2rRpfP3110yfPp3r16+zYcMG3N3dycvLo3v37jg6OnL27Fm2bt3KgQMHePvttw2mNWXKFCIiIlizZg0XLlwgKCiI7t27k5GRoRPuo48+4uuvvyY2NpYGDQwPMT9LstLiyctJxT9MW8ml1nZ41Qon4d5FvXFKihUkPYyhVrk4IrGYWmGtiTcQB6CwQIal1Baxme4LX3GxgsT7MQTU0b4kiMViAuu2MtgYPbpzmcA6ui8VQfXb8tBA+OpQXKwg6X4MAeUcnlgsJqBOKx7d0Z9u/N1LBFTovAXWa6OROzM1Hll2qk6aUms7vAIbGEyzjKw0ddxaFcsmoAEJBvJZUqwg6UEMtepULJtWxN8z/jx9mJpOnOxF2NuIufVIO1JQqICHj5X4eRgZHqmAVKJ+wc6XG36JtpKIKFSA0vh7drWo0bIhaQdP6dxL3X8cx5YNARBZWODQuC5pUSe1AVQq0g6epEbLRkbTdrYX4WAj5tbDEs29QoV66mOtJ9CJVelAUHmdWJjD0BelbD0sJzffuCKc7ETYW4u4k6AtG3mRejqen3v1mxdt2aj/9nYVY26mm25qtorMXBV+bvrTrWELdlYi7iVrZZYXQUIamk7b38HfXcT7A8wY38eMns3EGt1VJDcjnoLcVLyCtbYusbLDzacBKQ8v/W05qkOZfw2qq+tfg+q04qGB+vbwzmUC61b2r8bqZ2F+LiKRCKmN4SlnYMyvhRtsPzR+rUKb4x/WmoS7htscuYE2B8r5oTq6cngHNCDegH8tLlaQ+CBGJ06ZPyyLk/ggBmVJkU4YV88AHJxrGkxX8PW6ciTej9GxP837gIE4j/TYa3C9Kuy1oNRejUyR/Kdk+dchjFw9Ef/NXFWD3NxcFi5cyLx58xg2bBiBgYG0bduW0aNHs2HDBgoLC1m7di316tWjU6dOLFmyhHXr1vH48eNKaeXl5fHDDz8wf/58evToQZ06dVi+fDlWVlasWLFCJ+xnn31G165dCQwMxMmp6qk/2dnZ2Nraai4PDw+DYeVyOTk5OTpXkaLyMHxeTioANnbOOvdt7J2R5aTpTTtflolKWYKNfYU4ds7kZRuIk5vB8T+X0bDdYD2/ZaFUlmDroJuerb0zMgPpybLTKs1fNxa+OuTnZqrlqJAvWwcXg7qQZafpD18qhyw7VSObrqwuVcpaFreSno3ELSubis8zFscYpqYTe2v1i3Fuge6Lfm6BSvNbVYiA/m0lxCWVkJyhv8NgI4UuTS2Ivl5UrTSrwtLdBflj3bzJH6dh4WCHWGqJxMURsbk58pT0CmHSsfQwvE4DwM6mVCcVOj+5+SrNb1UhAl5+Qcq9xGKS0rWdmJfaWxKXVMI1I2usyrAtHUSXVSgbWYEKW6vqy9G7lTn3k5U8zlRp0i0uUVUaHZIVqLA1UOa2UvW/eRXWZMkKVRo5/yp3k1TsOKlkXVQJUReV+LmLeK2jmd6jX/Jz1bZubatr61a2LuTn/nVf9SRo/GulOvnk/jXXQPgihZy9W76lQcteSK1sjcpj0K8Zaz8MtDm2xtqp3AyO7VpGo/aV2xwAWY5+P2TUv+ZW7V9l2amYmVtgVeGl3cZoeyb4eq0cBt4HqrBXG3uXSuGN2eu+zd9Svwp7/SdkEfjv8/92Q4vY2FjkcjmdO3fW+1t4eDg2Njaae23atEGpVHLz5k3c3d11wt+9e5eioiLatGmjuWdhYUHz5s2JjY3VCdu0adMnktPOzo4LFy5o/hYbOWtgzpw5zJ6tux6k/7CZBNdpTOSvMzX3Br/90xPJ8FeQF8jYvPgtXDwDad/H8Ijf/3euRv/Bn+u0ZfO/d358jtKYBo2DzXilg3bd0y9/Vj01rSpebi/Bw0nMku3607K0gFG9pDzOULL37NPpXD1NmoSYM7iTVPP3Tzur2NWhGrzS0RIPZzELt+Zr7tWrZUZtH3PmbcjTG6dhoJiX2mnXYq3eY2Bu3BPQr405Ho5ifvij6rV35annL6J3c60/3Hi4xEjov0fMA23nMSVLxeOsEt7pZ46/m4gTx/7g2DZtHX5xxH+/DpcUF7Fp6buoVCr6Dp9Z6fer0Tt12pxXJ/4zbc6mxW/hWlPb5lw59Qd/rNXK8frk51c2gq9/fpQUF7F56buoUNF3WGV7FagaYbfAJ+P/befq765b+quU77BVB7FYTFBQULXCTps2jffee0/n3tbTliiVRYyupZ17XVKsfiHKy03HroZ215y8nHTcfUL1pm1t64hIbKazaLYsDZsKXzvlhTI2LhyNRGrDwPFLMTOvvDDe2q4GYrEZsmzd9GQ56QZ3Vyr/daw64auDtZ2jWo4K+VJ/nTMih77wpXLYOrhqZCuvX1lOGh4+ursD1W7YUbPzFainJIC6LHTLpnJcTR5Ky6aiTHk5lb9EV4fnrZOY+yU82KztPJRtjGBnJdIZqbGzEpGQbnwTAoCX2kmo42/G0u2FZOdVHrWytFBvdCFXwOo9cpRVJ1kt5I/TsHTX1ZeluwtF2bkoC+Uo0jJRFhdj6eZcIYwz8mRdO792r5gHydoOj7mZuqGzsxaRU14n1iISUqvOwIAOltStZc6i3/LJlmnjB/uY4+wg4uuxul92R/aScjexhHUHinm0TduhMistG1srkc7Ioq2VSGc0zBB9W5vzf+ydd3QTx9qHH8myLFcw7r2CG2B67zUQOoEUeiABQihpEG4KJPe7l5JCT0gIvUMoAUI31YDBdDCmm2Js44a7LcmWvj9kS5YtyZBAUG72OWcPeHdm9Nt3dt7Z2Wmhvhb8tEtBTrn2XF6h5h5lUv25TXbWIvIK1ICIm4lqfkrXNajKnhNba8gr14a2k4lIefIcxnmWIysP8ovUONqDX3h7XH10ZbjMvxbkZWDjoHvWC/PScTKxst/zROtfK5XJZ/ev9hXClxQrWb/oA7LSkxj56XKDvQC16nXQm+9TojTi13Kfvc7Jy8mo5IeM1Tkh9drrraJXljcV/VB+Tjruvkb8q33V/tWumgslxUoKC3L0eq/yy9VPgq83cV/G3geqeF7zK/Su5WUbfl43LPqArIwk3jbyvP5VWv7W/I8O33tR/GOtVbNmTaytrYmKqryUclhYGJcuXSI/X1fbnzhxArFYTEhISKXwQUFBSKVSTpw4oT2nVCqJjY0lPDz8xdyAAaysrHBwcNA7LKVWWMnsqOHqpz2cPYKxdXDhXrxuPoi8MI9HCZfwCjQ818NCIsXDN4J713Vx1CoV9+JP4V0ujrwwj/VzR2IhsWTguB+RWBpeeU0ikeLpH8HdazHacyqVirvXYvAJqmcwjk9wpF54gDtxJ/E1Ev5pkEikePhHcPea7r5UKhUJ8TH4BBtO1zuonl54gLtxJ7W6HV28savmohemqDCPR3cuV0rTSmZHDTc/7eHiGYxdNRcSKubN3ct4GblPC4kUD78IvfxUq1QkXI/BO9BwHFO8bJvIlZCRo9Yej5+oyclXUdNb566sLMHXTcz9FNO9FX1bS6kTYMGPvxWRmWu8YVVcAsv2FFH8HDs/smIu4tShmd45544teBJzEQC1Ukn2+TicO5Qbqy8S4dS+OVkx+nNK5EpIz1Zrj5RMFdn5Kmr56OZXWUnBz92ChCps0r+dFXWDJCzaWkBmheXSD55VMHttAd+s0x0A247JWXegCEWFvEl9oianQE2wl37e+LiIuP/YdOOqVwsJEf4WLPldwZMKeZOYpqK4RE2wpy5d52oiHO1F3E/VpKsohid5uiMtWzNUNMBN94VVKgEvZ0hMf76NK3trsLHSNAKlVnZUc/bTHo5uwVjbu5B0W/esK4rySH14GVffes9VhzHK/OudOH3/eudaDL5GyrBvcCR3KvrXqyf1ymdZwyoj5T5vT1mGjb2jwbQq1Tmlfq18/aHxa5f06o/ylPm1hPjKdY5XkH6ds27OSMQWlrxeoc6xsrbDyc1Pe2j9awU/lHj3Mt5G/KtEIsWzgg6VSsXd+BhtHE+/CMQWlnrppiffJTsjSRtG8PWVfX15HUbfB4zE8THwvN6Oq/y8blj0ARmP7zNi8jJs7Aw/r3+FFoF/Fv/YxpVMJmPKlClMnjyZVatWcefOHWJiYli6dCmDBg1CJpMxbNgwrl69yuHDhxk/fjxDhgypNCQQNL1RY8eO5ZNPPmHv3r1cu3aNd955h4KCAkaOHPkS7s40IpGIJp2GcmL3j9y8GEVq4g12LJuMfXVXQurr9lVZ+/0wYg+t0f7dtPMILhzfxOWT20hPvsOetdNRKgqp27IfUFrJzX0bpbyAHkP/g7woj7zsNPKy01CpKr/wteg6jHNHN3MhejupSXfYueorFPJCGrTuC8CvP09h/+bvteGbdx7KravRnNiznLSkuxzatpCkhDiadnpLG6YgL4vk+/GkJd0GID0lgeT78eRmpRm1R4suwzl/dDMXo7eRlnSHXaumo5AXUr+V5r62LpnCgc3facM36zyE21ejObF3GWnJdzm8fQFJ9+Jo0nGQ1r7NOg/l2M7FXL9wiMcPb7BtyRTsHV0JbdDJkIRKeRP9+2JuXDzE48QbbF86BfvqroSWy5vV3w7Xy5tmnYdz/thmLp3Q3MPuNdNRyguJLM0b0IyFT3kQz5PUBwCkJt4k5UE8hXlZZm0TgGOXi+nUUEqEvwXuNUS81dGKnHzNvlRljOklo2VtXWd8vzZSGtaSsOagHLlC09Nlby3S9nBYWcLonjKkliI2HZYjsxRpwxgaAWFha4NDZCgOkZov7TYB3jhEhiLz8QAg5P8+JHL5LG34+z9vwCbAh9AZn2AbEojfmLfwGNCNhHkrtGES5i7HZ+RAvIb0wS40kNqLpiOxtebhSsOrUpXn6AUlXZpYUTvAAg8nMYO7yMjOV3Pljm6u1Lh+1rSuq+s5HtDeikahlqzaW0SRQtPTZW8jwrLUJrkFmpUVyx8AT3LVlRpiZZy4WkyH+hLCfMW4OYoY2M6SnAI11+7rGlejulvSPFzXEOzdUkL9YAs2HFIgV2rmRNlZ63qf5Eo4e6OEV5tZEughxstZxIC2ltx/rOJhqvGG0unrKlrXFlPLS4RrdejTQkxuAVx/qIszpKOYxrV0GWwpATdHzQGahTHcHMHBRne9U30xXk5QzRYC3ES83taCzFzNXKyKiEQi6rQayvlDi7l37RCZyTc4vHEKNg6uevtW7fp5OFdP6sqwUp5PelI86UmaoeQ5mYmkJ8WT90S3sllRQRbpSfE8Sb0DQHZaAulJ8dp5XuVp+cowzh7dzPnj20l9dIcdKzX+tWEbjX/d/NMU9m0q51+7DuXWlWiiS/1r1NaFPEqIo3lnjX8tKVaybsEkkhLiGDj2G1SqEnKz0sjNStP2whhDJBLRpONQon/X1Tm/Gahz1nxnuM65VFrn7C6tcyLL1zlzSuucYVXXOVo/tKvUDyXeYNsvpf61nB9a+c1wTkfpdDTvOpxzRzdzsdS//r5a41/L/KHMxp4Grfuzb+MsEuJjSLp3le3L/oV3UD2jHwsFX6+P9nktfR/QPq9l7wM/TWF/uee1RZcKz2vp+0CzTrrndf3CSTy6F8eAMc/2vD5vLaB7N0l9hncTs0IkenHH/yD/2GGBAF988QUSiYQvv/ySpKQkPDw8GDNmDDY2Nuzbt4+JEyfSuHFjbGxs6N+/P99//73RtGbOnIlKpWLIkCHk5ubSqFEj9u3bh6Nj1V9KXgbNu76DUl7I7jVflm5e2JA3Jv6i99XvSdpDCvOeaP8Ob9yd/NxMju6YT35OGm7eYbwx4Rft8IGUB3EkJVwC4IfP9ZcTHvffKGw8PfXO1WnanfzcJ0Rtm09edjoevmEM/ehnbdd7dkYy4nJd0b416zNg9Dcc3DqPA1vm4OTmx1sTFuDmXUsb5vqFw2xb+i/t35t+1Owp0b73ODr0NTz3q3ZTzX0d2r6AvOw03H3DGPLhknI6khCVcwC+NRvw2uhvido6l6gtc3By8+eN8Qv1dLTqPgqlopCdKzT29a3VkMEfLsHSSE9eeVq8MgqlvJDfV5XGrdmQtyYtqZA3DyjI1eVNRJPuFORlcvS3BeTlpOHmE8Zbk5boDWM4d2QDx3Yu0v69cvZgAHqN+C8N2+gqZnO0yeELSqQSeK2dFGupZhPhn3fp9zQ5OYiwLbeIQsvamkbFuD76Q4A3RGmWaPd2EWtXG/zXYBu9MP+3uoCKVGtYm+ZRq7V/h3+rec4ertrK5ZFTsfJwwbq0oQVQeC+R2F6jCf9uKv7jh1KUmMKV0Z+TfkC3BUPy5j1IXWpQa9oEzSbCl+I502MUigqLXBgi6pwCqSW83lGGtZWIu0klLN5eoG+TamI9m7Sqq1nibsJr+ve7dr9mifY/wtFLJUglIvq1tkRWuonw8r3KCnkjxlama4g0D9dUPaN76uf95iOaJdoBdsUUo1bD4E6aPbNulm4ibIqT19RIJWp6NBUjk8KDVDVrD5dQUq4TzdFOhI0VgEaPZw0RwzrrGn5dG2r+f/GOih0xKtRqcKsOkYEWyCwht1DTqDpyWaWXbnki246iWFHI8S1foijKwd2/Id3e1i/DOZkPKMrXleG0xKvs+nmY9u+YXTMBqNWwD+0Gav5//9ohjm7W+beodZph4A06jSOslr5/q9us1L9unU9uqX8d/om+fxWV869+NeszcOw3HPx1Hvs3a/zroEk6/5rzJJXrFw4BsPDzvnq/NXLqSgLDmhg2RinNX3kHhaKQ31eX1jk1G/KmgTqnoFydE9G4OwW5mRz9rbTO8QnjzYm6Oif5QRyPyuqcz/TrnPdnROHs5lVJR8tuo1DIC9m5UudfK/qhzFR9/1q7icYfHi7zhz5hDP5A3792fXMqIpGYjT9MpESpIKh2K14dYnzPMhB8fXnqNO1Ofo7meS17Hxj2se55zcpMRiTWfx8YOOYbDm6Zx4FfS98HJhp+Xhd9of+8vv2p6ef1eWsBzbvJ1l90ZXfjD6XvJn3G0dHIu4nA3xeRWq1+vuMlBMyKVUdftgIdMulzmszyJ1GpzedLyfMchvZnMLXh619N7MXKDZuXQYeJDV62BC37vz37siUAYG3zdBsLv2hsbMznu6CtrXkUHj8P86nKC+XmMShGYmE+NjHWEP+rMSdfbyE2n/wxBwY0M49yY4iCE4b3PXse2LSsel/Hvxvmm5MCAgICAgICAgICAgJ/I4TG1UskIiJCbw+r8sfatWtftjwBAQEBAQEBAYF/OGqR6IUd/4uYz9iKfyC7d+9GqTQ8h8DQwhkCAgICAgICAgICAuaL0Lh6ifj5+b1sCQICAgICAgICAgLGEfa5eiaExpWAgICAgICAgICAgEHUQuPqmRCsJSAgICAgICAgICAg8BwQeq4EBAQEBAQEBAQEBAzzP7rwxItCaFz9j2Mue0sBFCnMo6PU3tpMNpcCzKXzWKE0H8epUJhH/pjL3lIAXT5u9LIlAHBo3vmXLQGAkhLz2aynpMQ89upxkP2xTaBfBCkZ5rEfmszKfPyau6N55E9mrvm89lW3NY/3E4nYPHSYy/uAwJ/HfEqZgICAgICAgICAgIBZIcy5ejYEawkICAgICAgICAgICDwHhJ4rAQEBAQEBAQEBAQHDCHOungmh50pAQEBAQEBAQEBA4G/BokWL8Pf3RyaT0bRpU86cOfNU8TZs2IBIJKJPnz4vVJ/QuBIQEBAQEBAQEBAQMIxI/OKOZ2Tjxo18+OGHTJs2jfPnzxMZGUnXrl1JTU01Ge/evXt8/PHHtG7d+o9a4akRGlcCAgICAgICAgICAgZRi0Qv7HhWvv/+e9555x1GjBhBeHg4ixcvxsbGhmXLlhmNU1JSwqBBg/jqq68IDAz8M6Z4KoTG1TMyfPjwF96dKCAgICAgICAgIPC/jlwuJycnR++Qy+UGwyoUCs6dO0enTp2058RiMZ06deLUqVNGf+Prr7/G1dWVkSNHPnf9hhAWtDBTFAoF8+bNY/369dy4cQOJRIK/vz89e/bkvffew9PT8w+nffrgWqL3LCMvOx1331BeHfwZ3oF1jYa/emYvUVvnk5X+iBrufnQd8BG1Ittqr8ed3U/s4Y0k3YujMD+b977aiodf2FNpUavVHNsxnwvHNyMvzME7qAHdBk2nhpu/yXhnD68lZv9S8rLTcPMOpcubX+AVoLmHwvwsju1YwN1r0eRkJmNjV4Na9TvRttdEZDb2BtM7dWAdR3drbOLhE0KvoZ/hE2TcJpdP7+XAlgU8SX+Ek5sf3V7/kNB6Opsc2LqQyzF7yMpIwUJiiXdAOF1em4hvcGSVNjkdtZaTe5aSl52Om28o3Qd9bjJ/4mL3cmjrPE3+uPnRecDHevmjVqs5vH0B545upqggB9+aDegxZBpO7v4mdbyIvAHYvfpLEuJPkpeditTKBq+g+nTo9zHOHkEm0+3ezIoWdSyxthKRkFTCxkNFpGUZ35+kc2MpkUGWuNUQoyxWk5Bcwm/RclKfGI4zto8N4f4Sluws4PId43vSdGsmpXltnY7Nh4tIyzK+11GnRlIigyW4Oup07IyWk2okzuje1oT7S/hlZyFX7lbWUaNVIwI/Gkm1BrWRebpytv97PN4RZfT3AWq0aUL4t59iF16ToofJ3J7xI4mrtumF8Rv7FoEfjsTK3YWcy9eJm/RvsmOvmEy3jK6NLWkWLtHYJFnFlmNy0rON26RDA0vqBFrgWl2Mshjup5SwK0ahtaO1FbzSWEotHwsc7UXkFaq5mlDC3jMKihSmtbSPFNOwphiZFB6kqdkVU0JmrvHwfq4iWkaI8XAS4WAjYv3hYq4/1Nf+1VDD+zbtP1fCxXuVz6vVas4fXMCNs5tRFObi5lefFr2nUc3Z36iO5IRYrhxfRsajOApy0+g4eAH+4boXCFWJkrMH5pF44xi5mYlIZXZ4BjenUdePsHVwNZjmsb3ridq5gpysdLz8Qnjt7an4B9cxquHCqX3s2riQzLQkXNx96T3oAyIatNFelxcV8NvaOVyJPUR+bjZOrl607TaIVl0GGk2zvE1O711A3KnNyIty8PBvQPsB06juYtwmAJej13L+0FIKctNx9gylTb/PcffT+ZP8nDRO7PiGhzdPopDn4+gSQKPOowmO7GpUx4ld87l8QuPXPAMb0OXN6Ti6mtZx/uhaYg8sJT8nDVfvUDoO/AIPf52ODXOG8PCW/ryPyFav0+Wtrw2mF71/HUd2Lic3Ox1P3xD6Dv8XvsHG/fylmH3s2byAJ2mPcHb3o8ebHxJWv41emMeP7rBr3ffcjT+LSlWCm1cgwz6Yi6Oz6fcFc6mHT+xfx9Hfl5GbnY6Hbwh9hn2Gr4l6+NLpvezbrKmHnd386P7mh4SVq4fLs2XpdGIObaLX4E9p3W2oyfsCiN6/nkPl8qff8H/hZ6LsXIzZx57NC8lMe4SLux893vyAcAP5s3PdHO6Uy58RH8zF0dmjSj0vnRe4FPuMGTP46quv9M5NmzaN6dOnVwqbnp5OSUkJbm5ueufd3Ny4fv26wfSjo6NZunQpFy9efF6Sq0ToufqLUavVFBeb3kxQLpfTuXNn/vvf/zJ8+HCOHTvGlStXmD9/Punp6SxYsOAP//6V07vZs2EW7fuMY+xXW3D3CWHlt++Ql5NhMPyDWxfYvPhjGrbpz9ivtxJWvyPr5o/nceJNbRilvBC/Wg3oMvCjZ9Zzat8SYg+tptvg6QyfuglLK2vWzxtJsdLwVwuAa7G7Obh5Bq17jGPk59tw9Qllw7yR5JfeQ25WKrlZqXR8bQrvTttFzxEzuHv1OL+v+sxgepdi9rBr3Sw69X2P8f/+FQ/fUJbOfpe8bMM2uX/zAht++IRGbfsx4d9biGjYkdVzx5Py8JY2jIu7P72GfsakGdsZ+8Vqqjt7sXT2O+TlZJq0x9XTu9m3YSbteo9j9PStuPuEsPq7USby5zy/Lv6I+m1eY8xX2wht0IkNC97Xy5/o3b9w+sBqeg6dzjtfbMJSas3q70ehNGFjeDF5A+DuF0HP4TMY/dVu3pi4FNRq1s8diUplfPPgTo2ktK0vZWNUEd9tyEeuVPNeXxskJvaSDfaScPyygu825LNoawEWYhjX1wapgU9K7etLUaur3gy2Y0MpbepJ2XRIzpyNBSiUasb0qUqHBccvKZizsYAfthViIRYx1oiOdvWr3nzVwtaGnMs3uDrhqyrDAlj7e9N4x09kHDlNdKPeJCxYSZ2f/g/nzq20YTwGdCPsm6nc+r9FRDfpS+7l6zT9fSlSlxpVpt++viWt61ry61EF87YUoihW824PmUmbBHmKOXmlmPlbCvlpZxFiC3i3p0xrk2q2IhxsRew8qeCbDYVsOCQn1NeCge2tTGppFSGmaZiYnadLWLK7GGUxDOkkQWKiprOUQMoTNb+fNv78fbNJqXdsO1GMSq3m2n3DDfXLx37h2qk1tOw9nV5jNyKR2rBv+Tsmy06xopAa7iE07/WF4evKIjKSrlGv/Vh6v7+FjoPmk512j4Or3zMY/tzJvWxb9Q3dXhvD5Fmb8PKrxQ//GU2uEb9298ZFVsybQvMO/ZgyazN1G3dgyTcTSXqg82tbV84m/uIJho6fyWdzfqPdq4PZvOy/XDl72Oh9lXH+0C9cOraa9gOmM3CSxp/8tniUSZvcvLCb49tn0qTrON74aCvOniHs+GkUBbm6eziwdgpP0hJ4deQPvPXJDoLqdmbvyg9IS7xmMM0zB5Zw/shqOr85nUGfbEJqZc3mBab92vWzuzmyZQYtXh3H0KnbcPEKZfOCkeTn6tuybsuBjJ0RrT3a9p1sML0Lp/awY/VsuvR/jw/+uxlPvxB+nmk8bxJuXmDNgk9o2q4fH874ldqNOrD8u/Ekl6tz0h8/YOH0Ibh6BjD2ixV8NGsrnfqOQWJpusyAedTDF0/tYefaWXTu9x6T/u9XPH1D+WWm8Xr43s0LrFv4CU3a9WPSf7YQ0agjK7/Xr4fLuBJ7kPu3L+HgaPgjREUunNrD9tWz6dp/LB+V5s9PVeTP6gWTadquLx/P2EztRh1Y9t2ESvkzf/pQXD0DGPfFcj6ZtYUufccgsZQ+lab/ZaZOnUp2drbeMXXq1OeSdm5uLkOGDGHJkiU4Ozs/lzSfhn9k40qlUjF79myCg4OxsrLC19eX//znPwBcuXKFDh06YG1tjZOTE++++y55eXlG05LL5UyYMAFXV1dkMhmtWrUiNjZWe/3IkSOIRCL27NlDw4YNsbKyIjo62qS+OXPmEB0dzaFDh5gwYQINGzbE19eXtm3bsnjxYv773//+4Xs/uW8ljdoOoEHrfrh6BdNz2HQspTLOH9tqMPypA6sIrtOKVt1H4uoZRKf+E/HwC+P0wXXaMPVa9qZ973EEhbd4Ji1qtZozB1fR6tWxhNTrhJt3KL1GzCY3K5UbFw4ajXf6wHLqtRpIZMv+uHgG033QV0ikMi6d2AKAq1ctXhu7gFqRHXB09cU/tDnt+kzi1uVDqEoqN2yj96ygSbsBNGrTDzevYPqMmIbUSsZZIzY5sX81teq2ou2rI3H1CqLLaxPw9A/n1MG1Opu06EHN2i1wcvXBzbsmPQZNQV6YR8rDGyZtcnL/Chq2GUD91v1x9Qqmx9CvsJTKuHB8i8HwMQdWa/Kn20hcPIPo2G8iHn7hnIlaq7VxzIFVtOk5htAGHXH3CaHfO7PIfZLK9fPGbfyi8gagQZvX8a3VmOrO3nj4RdC2zyRyniSTnf7IaLrt6kvZd1rOlbvFJKWrWL2vkGq2IuoGGe98/3F7AaevKUnJVPEoXcWa/UXUcBDj46b/1u/lIqZ9AylrDxQZTauMtvUt2X9GztVSHWv2F1HNVkQdEzoW/1bImfhiUjJVJKWrWHugVIdrBR3OYtrXl7KuCh1p+45xc9pcHv9mPB/K4/fuGxQmJBI/eRZ51+9y/4e1pGzZR8DE4dowAZNG8HDpJhJXbiUv/g5X3ptGSUERPsP7V5l+m7oSDp5TEHevhOQMNeuj5DjYiqgdYLx1tWSXnNgbxTx+oiY5Q8WGKDk17MV4u2iqpJRMNSv3ybl2v4SMHDW3H6nYfVpBhL8FYhND9JuFiTl2WcWNh2oeZ8HW6BLsbSDU13ik20lqDl1UVeqtKk9ekf4R6iPmXoqaJwaqBrVaTdzJVdRrPwa/8I7U8Aih7YCZFOSmcv+a8TzzCWlDoy6T8I/obPC6VGZPt7eXEVi3G9VdAnD1rUfzXp+T/iiOvKykSuEP71pF8479ada+Lx7eQbz+zpdIpdacOrzNQOpwZPcawuq1pFOvEbh7B9LjjfH4BIZzbO96bZiEm5do2rYXNSMa4+TqRctOA/Dyq8X926Z7ONVqNRePrqJxlzEE1umIs2cInd+aRX5OKnevGLfJxSMriGg+gPCm/anhHkz7ARp/cu20zp+k3LtIZKvBuPvVpZqzD427jMXK2p7UxDiDOs4dWkWzV8ZSM7ITrt6hdB82m7zsVG5dMq7j7KHl1G05kDrN++PsEUyXNzV++epJfb9sKZVhV81Fe1hZ2xlM79jvK2nW4TWatOuLu3cw/UdOw1Iq48wRw3XO8T1rCIlsRfueb+PmFUS3gRPwCgjnxD5dPbxn43zC6rWh56CP8Q4Iw9nNl9qNOmBfzcnofZXZxBzq4WN7VtC0/QAat+2Hm3cw/d6ehqWVjDNHDdskeu9qQuq2ol2Pkbh5BfHKgAl4+YdzYv9avXDZmY/5beV/eGvcbCwsnm6w1pHfV9G8w2s0bdcXd+8gBoz8EqlUxukjhsvOsT1rCI1sSYfS/Ok+cDzeAeEcL5c/uzfOJ6xea3oN+qhc/rSvMn/MBTWiF3ZYWVnh4OCgd1hZGf4o4OzsjIWFBY8fP9Y7//jxY9zd3SuFv3PnDvfu3aNnz55IJBIkEgmrVq1ix44dSCQS7ty580Ls9Y9sXE2dOpWZM2fyxRdfcO3aNdatW4ebmxv5+fl07doVR0dHYmNj2bx5MwcPHuT99983mtbkyZPZsmULK1eu5Pz58wQHB9O1a1cyM/V7KD799FNmzpxJfHw8desa7+YGWL9+PZ07d6Z+/foGr4v+4H4DxcUKku7FERjeXHtOLBYTFNGch3cuGozz8PYlgsqFBwiu04oHRsI/C1npieTnpOEfpmuUyWzs8QqI5NHdCwbjlBQrSH4QR0C5OCKxmICwFiQaiQNQVJiHlcwOcQXnWlys4NG9awRHNNOeE4vFBEc05/7tiwbTun/7IsER+japVacl929dMhi+uFjBmUObkNnY4+EbalRjcbGC5HtxBEbo7k0sFhMY3pyHRrQk3rlIYIVGbVDtltr8fJKWSF52ml6aMht7vILqGk0T/rq8UcgLuHxiK9WdvXGoUdkxAjg5iKhmK+bGQ12FXKSAeyklBHiY6B6pgKz0A2FBke4l2lICw16xZvPhInILTPdclem4+UDXw1Gk0AxpC3B/eh3WZTrk+jqGviJj8xF5lTqelerN6pF+SH8setqBaByb1QNAZGlJtQYRpEed1AVQq0k/dJLqzQz7oDJqOIhwsBVz86GuB6dIAQ8eq/B7BpvIpBqfVt4mFbGWiihSgMpIEEc7sLcRcTdZp0WuhEdpanxcnt8eLbYyqOUt4vxtw71WuU8SKcxNxzNI5yOkMntcvOuS+sCwj/ijKIpyQSRCKnPQO19crOTh3WuE1NH3ayF1mnHvpmEN925e0gsPEBrZgoRyfi2gViRXzh0hK/MxarWam1fPkJp8n9C6pj+s5WQkUpCbhk8tXTgra3vc/OqScu+iwTglxQpSE+P04ojEYnxqNiflvi6Ou389bl3cTVF+FmqVipvnf6e4WIFXUJNKaWZnaPyaX6i+Dg//SJJM+LWUB3H4hejr8AttQVKCfpxrsTtZ+ElTlv+7B8e2f4dSUVgpveJiBYkJ16hZW78erlW7mdE65P6ti9SqrZ83IXVbcu+Wxg4qlYr4C0dx8fDjpxnvMG10a+Z9/gZXYk0PFwYzqocTrlGztv7zWrN2c+6X3mNF7t++qGdDgFp1W3L/ts6GKpWK9T9+Stseb+PuXdOoLn0tShITrunZW6PFeP7cu3WJWhW0hNRtoQ2vUqm4duEYrh7+LJ7xLl+MbsOcz998qvwR0EcqldKwYUOionS2U6lUREVF0bx580rhQ0NDuXLlChcvXtQevXr1on379ly8eBEfH58XovMfN+cqNzeXefPmsXDhQoYNGwZAUFAQrVq1YsmSJRQVFbFq1SpsbW0BWLhwIT179mTWrFmVxnjm5+fz448/smLFCrp16wbAkiVLOHDgAEuXLuWTTz7Rhv3666/p3NnwF8mK3Lx5k3bt2umd69u3LwcOHACgbt26nDx5slI8uVxeaRKgUmGJpVTzBaAgNwuVqgS7Cl9K7BycSE9OMKglLzsdu2rOlcLnZac/1b2YIj8nDQBbe309tg5O5OUYTr8g7wlqVQm2DhXi2DuRkXzXcJzcTKJ//4F6rV83cK3MJpXvMS3JcHp5WemVbVjNuZJN4i8cYf2ij1AqirCv7sLIKb9ga+9oME2NlicaLQ6V005PMZE/BsKXacnLTtPej/79VdZbnhedN2ePrOXQlm9RygtwcgvgrUnLsZAYHh7hYKv5BpSbr/9WnVug1l6rChHQv62MO4+KSc7QvRT3aysjIbnE4NymitjbirS/W1FH2bWn0dGvrYy7Sfo6+raxIiG5hKtPoeNZsXJzRv5YP8/kj9OxrGaPWGaFpWM1xBIJ8tSMCmEysA0xvaqSg02pTQor2KRQrb1WFSKgTyspCcklpGQabjnZyqBTI0tirimNpmNnrfm9vAodf3lFumvPg3pBYuRKiL9vWGthrsbW1nb65cDazpnCvLTnpqNYKSd273cE1X0VqcwO0D07+TkaX+JQXV+DfXUnHicZ9iU5WemVvqLbV3MiN0v37Lz29r/Y8NNXfDGmE2ILCWKRiDdGTyc4vJFJrQW5mvu2qWATGztn8nMN+5PCfI0/sangg2zsnXmSqruHbsPnsnflByz5vBlisQSJVMarIxZQ3cWvUpr5pf6wko9ycCLfiF8rLPVrNg4VdTiR+Vjn18Ia98Chhid21VxJe3SDo9u/JfNxAn1GL9TXkKOpcyra2q6aE6lG8ibXQJ2jyRtNmc3LyUBeVMChHUt5ZeB4erz5IdcvRbNyzkTGfr6coPDGBtPV6Hn59XC+iXo41Ug9bNgmznrP65GdvyAWW9Cq62CDaRiirOwYKgum8qdyeGdySrXk5WQiLyogasdSug0cT883PyT+UjTL50zivc+XEWwif8wF9Qucc/WsfPjhhwwbNoxGjRrRpEkT5s6dS35+PiNGjABg6NCheHl5MWPGDGQyGbVr19aLX716dYBK558n/7jGVXx8PHK5nI4dOxq8FhkZqW1YAbRs2RKVSsWNGzcqNa7u3LmDUqmkZcuW2nOWlpY0adKE+Ph4vbCNGpmufKrihx9+ID8/n/nz53Ps2DGDYQxNCnzt7S8ZMGran/rt58XV0zvYvUan5fX3f3rhvykvzGPjgtE4ewTRpqfxHsgXQVBYEyb8ZysFuVmcObyZdQs+ZNz0DZUqBHPgr86b2k16ERjWkrzsNGL2L2Xrz5MYNmU9EksrGoVIeKOjtTbs4t8K/vTvDeggw8PZgrmb8nUaAiXU8rZg1rp8g3Eahkh4vYNM+/dPOyp/hX5WXmtvhbuTmHmbdfdUO8CCWj4SZhvRYU40qGnBa+10wzV++b3qoZRV0a+NFPcaYhZuM5yWlSWMfFXG40wV+2J1jas6ASJ6NtP1jq09ZHzO1POkfrCYKwkqikvbxrcv7uTE9una612G/vjCNahKlBxe/wGgpkXvv86/H9uzjnu3LvPu5AXUcPHgdvw5Ni/9D9UcXQitq/tqfOPcTg5v0unq+c7iF6YpZvc85IW59Bm7HJmtI3evHGTPyg/oP34NOWk32b9ep6P/2Bfn1yJb6RoNLl4h2FZzYdO84TxJe4Cji+8L+10AdWl3bkTD9rTtrvlo7OUfxr2bFzl5cKNe4+qfUg8nJsRxfN9qJv1nyx8e7fO8UKs0zqJ2w/a0665ZTMPLP7Q0fzb9LRpX5sTrr79OWloaX375JSkpKdSrV4+9e/dq39EfPHiAWPxyG4P/uMaVtbV11YFeAOUbbFVRs2ZNbtzQn5vj4aFZTaZGDeMTzKdOncqHH36od27nBd0EeRv76ojFFpUmiOblZFT6YlSGoR4ZU+FNUTOyA6MCdKvllRRrlv3Kz83Avrpuoml+TgZuPoaHz9nYOSISW+gtkFCWhm0FTfKiPNbPG4VUZsuA9xZhIam8WIDOJgbusboRm1R3rmxDAz18UpkNzjI/cPPDNziSbz5+hdijW2jf613D92bvqNGSYyBtBxP5Yyh8qRa7ai7a+ylv47ycdNx9dCs6/tV5I7OxR2ZjTw03f7wCI/luUhNuXDhARJMeXLlbzL0U3WQWiYWmYrS3FZFTrtfI3kbEo7SqX6gHtJNRO0DCvM35ZOXp4tfyscC5upjZY/VXrhr5qjV3kkpYsqOQ+ym6Bo9Wh40hHcZXLSyjfzsrIgIkzP+1gOxyOmr6SHCqJmLmGP35GW+/KuNOUgkLt/y5Rp38cTpWbvr2t3JzRpmdi6pIjiL9CariYqxcnSqEcUKeol8u4u6VcH+jTk/ZohX21iK9Hj17axGPMqq2Sd/WUsL9LVi0rYjs/Mo9QVaWmoUu5ApYsVeOqlySNx6qeZSu662xKK1L7WSQV85kdjLNghXPA19XES7VRGw+phPiG9YBVx/dUO+yslOYl4FNuVX8CvPSqeHxdKuomkJVouTQ+g/Iy0qi26jlpb1W+tg6aHxJTpZ+WczNyqjUm1WGQ3XnShP2c7MzsC/1gwpFETvXz2PUJ/OoXbqCoJdfCI/u3eDQzpV6jauAiPa4fVzZJgV5GdhW09mkIC8dF0/DNrG21fiTggqLRhTkpmNT6g+z0x9wOXotb03eiZOHZtiXi1coSXfPcSV6HR0HTMbD34Bfy8nArpq+X3P1NuzXrEv9WkFORR0Z2Brxy4D2d7PS7us1rmwdNHVORVvnlbN1RewN1DmavHHSpWkhwc1Lf8VVN69AEm6c1ztnjvWwrYl62N7Iu4Zhm6RrbZhw/Rz5OZn8d4LuQ7pKVcLOtbM5vncV/5pneD5ZWdkxVBYcTORP5fDp2vC2Do5G8+duhfwxW8yo5wrg/fffNzpl58iRIybjrlix4vkLqoB5WesvoGbNmlhbW+uN1ywjLCyMS5cukZ+ve6E6ceKEZqx6SEil8EFBQUilUk6cOKE9p1QqiY2NJTw8/A9rfPPNNzlw4AAXLhgfu2wIQ5MCy4YEAkgkUjz9I7h7LUZ7TqVScfdaDD5B9Qym6RMcqRce4E7cSXyNhDepT2ZHDVc/7eHsEYytgwv34nXzQeSFeTxKuIRXoOG5HhYSKR6+Edy7roujVqm4F38K73Jx5IV5rJ87EguJJQPH/Wh0xSSJRIqXfzi3K9jkdlwMfsGG79EvuB634/RtcuvqKfxqml5mXbNSpPF1pCUSKR7+Edy9prs3lUpFQnwMPka0eAfV0wsPcDfupDY/HV28savmohemqDCPR3cu66X5V+ZNRdRqfdvIlZCerdYeKZkqsvNVhPjovgXJpODvbkFCsunG1YB2MuoGS1iwpYCMHP0X7AOxCmauyWfWWt0BsPWYnLX7C43qqOWj6y2xkoKfuwUJKaZ19G9nRd0gCYu2FpBZQcfBswpmry3gm3W6A2DbMXmVi1s8DVkxF3HqoD9fw7ljC57EXARArVSSfT4O5w7lxquLRDi1b05WjL4PkishI0etPR4/UZOTr6Kmt64qsbIEXzcx96uwSd/WUuoEWPDjb0Vk5hpvWBWXwLI9RRRXSE5RDJm5uiMtWzNEM9BDX4uXi4iHac+ncdUgWMyjdBWPn+jOSa1scXDy0x7VXYOxtncm6Y7ORyiK8khLvIyrb9VbMZiirGGVnX6fV95ehszG8DBjicQSn8Bwbl49rYurUnHzagz+tQxr8K8Vyc0rp/XO3bh8ioBSv1ZSXExJSXGlXgCxWIxard+QlsrsqO7ipz1quAdjY+/Cw5s636AoyuPx/cu4+9czqMdCIsXVO4LEm/r+5OGtGNz9NHHK5jSJKnylLtMkldnh6OqnPZxK/dqDG/p+LfneJTxN+DV33wju39DXcf/GKTwDjPu11ETN6BVbBxe98xKJFO+AcG5d1a9zbsWdNlqH+NWsx60Kdc7NK6fwr1lPm6ZPYG3Sku/phUlLvl9pGXazrYcDwvXqVZVKxe2rMfiV3mMlmwRXtsmtq6fwK93upEGrXnw4Yzsf/Her9nBwdKVdj7cZNWWJwTQ1WjRbp1QsO6byx79mJDcN5E9ZeInEEt/ACFIrTL9IS75HjSqWyTcXzGkT4b8D/7jGlUwmY8qUKUyePJlVq1Zx584dYmJiWLp0KYMGDUImkzFs2DCuXr3K4cOHGT9+PEOGDKk0JBA0vVFjx47lk08+Ye/evVy7do133nmHgoKCP7VR2QcffEDz5s3p2LEj8+bN4/z58yQkJLBv3z727NmDhcXTTxSvSIuuwzh3dDMXoreTmnSHnau+QiEvpEHrvgD8+vMU9m/+Xhu+eeeh3LoazYk9y0lLusuhbQtJSoijaae3tGEK8rJIvh9PWtJtANJTEki+H09ulun5BSKRiCadhnJi94/cvBhFauINdiybjH11V0Lq6/Z3Wfv9MGIPrdH+3bTzCC4c38Tlk9tIT77DnrXTUSoKqduyH6Bx6Ovmvo1SXkCPof9BXpRHXnYaedlpBpf7btVtOLFHfuXc8e2kPrrD9hUamzRso7HJxsWfsnejziYtuwzh5pVoju1eTmrSXQ5sXcijhKs07zQIAEVRAXs3zeHB7Us8SX9EYkIcm5d8Rs6Tx9RtYnjvFW3+dBnO+aObuRi9jbSkO+xaNR2FvJD6rTT3tnXJFA5s/k4bvlnnIdy+Gs2JvctIS77L4e0LSLoXR5OOg7Q2btZ5KMd2Lub6hUM8fniDbUumYO/oSmiDToYkvNC8eZL2kBN7fiL5/lWyM5JIvHOerT9NwFIqI7i24f1JAI5cUNC1iRW1AyV4OIkZ0tWa7Hy13n5U7/ezoU2k7qvowPYyGoVZsnJPIUUKNfY2IuxtRFiWFp/cAs1KdeUPgCe5qkoNsTKOXlDSpYkVtQMs8HASM7iLjOx8NVfK6RjXz5rWdXU6BrS3olGoJav2FlGk4Bl0qCs1xECzFLtDZCgOkZqvyjYB3jhEhiLz0fRuh/zfh0Qun6UNf//nDdgE+BA64xNsQwLxG/MWHgO6kTBvhTZMwtzl+IwciNeQPtiFBlJ70XQkttY8XGl4pa7yHLtcTKeGUiL8LXCvIeKtjlbk5Gv2pSpjTC8ZLWvrGsf92khpWEvCmoNy5ApNT5e9tUjbE2ZlCaN7ypBaith0WI7MUqQNY6oujolX0aaOmBBvEa7VoW9LC3IL4PoDnR2HdbagSYiu6pNKwN1RcwA42olwd4RqFQYbWFlChJ+I87dNN9REIhERLYZy8fBi7scfIjPlJkc3f4qNvSt+5fat2v3LCK6d0q1sppTnk5EUT0aS5qU8LzORjKR47UqAqhIlUesmkf4ojnavf4NaXUJBbhoFuWna3ofytO8xlJNRWzh95DdSEu+y6Zd/I5cX0qxdHwBWLfwXO9bN1YZv130w1y6dIGrnSlIe3WX3ph94cCeONq+8CYC1jR3B4Y34bc333IqLJT01kZgj2zlzdCd1m1QeZl/RJvXaDuXsgcXcvXqI9KQb7F87BVsHVwLr6Gyy7YfhXDqu8yf12g0nLmYz8We2kfn4Dod/nU6xopDwphp/4ugWSDVnPw5vmkbK/ctkpz/g/OFlPLh5Ui/d8joadhjKqT0/cvtyFGmPbrB75WTsqrlSM1IXfuO8YZw/otPRqMMILp/YxNWYbWQk32H/huko5YXUbl7m1x5wcvciUh5cJTsjkduXo9i9cgrewY0N9oi1eXUYpw//SuzR7Tx+dIcty75GIS+kSVtNnbPuh6n8vn6ONnzrboO5fukER3at4PGju+z7dRGJd6/SsquuHm7fcwQXT+0hJmoz6Sn3id63lmvnj9Ci8xtV5o051MNtug3n9OFfOXtMY5OtyzX1cONSm6z/8VN2b9DVw61eGcKNy9Ec/V1TD+/fslBjky6aus/WvjruPjX1DgsLCfbVnHH1DDBpk3avDiXm8K+cOfobjx/d4ddl/0YhL6Rp2z4aW/wwlV3l8qdNaf4cLs2fvb8u4uHdOFpXyp+9nIr6lbSUBxzft46480dpWUX+CPw9+ccNCwT44osvkEgkfPnllyQlJeHh4cGYMWOwsbFh3759TJw4kcaNG2NjY0P//v35/vvvjaY1c+ZMVCoVQ4YMITc3l0aNGrFv3z4cHY0vXFAVMpmMqKgo5s6dy/Lly5k6dSoqlYqAgAC6devGBx988IfTrtO0O/m5T4jaNl+zYa5vGEM/+lk7jCw7Ixlxue5f35r1GTD6Gw5unceBLXNwcvPjrQkLcPOupQ1z/cJhti39l/bvTT9q9rtq33scHfqaHl/dvOs7KOWF7F7zJUUFOfgEN+SNib/ofeF6kvaQwjzdp+Lwxt3Jz83k6I755Oek4eYdxhsTftEOnUt5EEdSgmaVnh8+119EZNx/o6hmq79hX2SzbuTnZnJgy4LSDQNDefuTn7TDEbIykhGVs4lfrfq8MXY2+3+dz77Nc3F282PIpAW4+2iGpYjEFqQlJ7Bm/kTyc59gY1cd78DajP58NW5VrFhUu6nm3g5tX0BedhruvmEM+XBJufxJ0vty7FuzAa+N/paorXOJ2jIHJzd/3hi/UC9/WnUfhVJRyM4VGhv71mrI4A+XYFnF/icvIm8kllIe3jpL7MGVFBbkYOvghG/NRgybsr7S5OjyHDyrQCoR8WZHGdZWIu4mlfDDtgK93gzn6mJsrXX51DpSs0DGxAH6b8lr9hdy2sTCCKaIOqdAagmvl9OxeLu+DqdqYmzLLaDQqq5Gx4TXbPTSWrtfs0T7s1KtYW2aR63W/h3+rabsPVy1lcsjp2Ll4YK1j+4ZL7yXSGyv0YR/NxX/8UMpSkzhyujPST+g2xIiefMepC41qDVtgmYT4UvxnOkxCkWFRS4McfiCEqkEXmsnxVqq2UT45136PU1ODiI9m7SsrWl8juujP0x7Q5RmiXZvF7F2tcF/Dda32/+tLkBppH0THafCUgI9m1toNhFOVbPmYLF2fhSAo70IG5kuAU8nESO66qrCVxpbABZcuK1i+0ndTdT2F4EIriRUPdyxbptRFCsKObFtGoqiHNz8GtB1xM96ZSc38wFF+bqyk/4ojt2/DNP+fXq3poFcs0Ef2rw2g/ycVB7EHwJg+4K+er/XfdRKCG2gd65hi1fIy8nk902LyM1Kx8s/lPf+tVg7VOlJerKeLwkMqcfwCTPZtWEhu9bPw8XDj3c+mYenr85njZj0DTvWzWXl/E8pyMvG0cWDHm+Op1XnqjcRbtBB44cOb/oSeWEOHgEN6TV6iZ5NstP1bVKrfncK8zI5vXcB+TlpuHiF0Wv0EmzsNfdgYWFJr3d/4uSu79j1y1iUigKqOfvS+c2Z+Icb/ljTpLPGr+1b9yXyghy8ghry2vv6fi2rgl8LbdSdgrxMTuyaX7qJcBivvf+LdlighYUl96+f4tzhVSjlBdg7elCrXheadzO8B1n95t3Iz8lk368LSzd4DuWdT3/SDmnLqpA3AbXqM/j92ezZNJ/dG+fi4u7HiI8W4OGjy5s6jTvRf+Q0Du1YwraVM3D19GfYB3MJDG1YZd68jHq4urO33rl6zTX18L5fS+thv1BGTTFeD/vXqs9b42azb/N89myai7O7H8M+1NXDf4b6zbuRl/OEveXyZ/Sni7X5oyk7Oi0Bteoz5P1Z7N60gN83zsPF3Y+3P5qvlz91G3diwMgvObjjF7atnIGLpz/DP5hDYIVya66Y04IWfwdE6qfZOVPgb8umU1W/CPxVFCnMo3DaW/81E9+fBnmxedhEoTSfrvnYCzkvWwIAYjMartDl4z+3IM7z4tA885gfYGdnPhtv2tr+8ZEEz5N6wc9/pck/ys1HVW+G/VcgszKfMuzuaB75k5lrPt/Uq9uaR10sEZvHe1L3BuZRbgyRefn4C0u7Rt3WLyztl4X5lDIBAQEBAQEBAQEBAfPCjD42/h0wj8/m/zAiIiKws7MzeKxdu7bqBAQEBAQEBAQEBAQEzA6h5+olsHv3bpRKw3M+DC2cISAgICAgICAgIPAyEOZcPRtC4+ol4OdXeed4AQEBAQEBAQEBAYG/N0LjSkBAQEBAQEBAQEDAIGqEOVfPgtC4EhAQEBAQEBAQEBAwiDAs8NkQrCUgICAgICAgICAgIPAcEHqu/sexszKPfSQAikvMo1s5r8g89qUBsJWZx/4a5rTbnY2Neez1ITKjpWfNZX+pDhPNY8PLS2uuvWwJWqSW5vGcZOabR7kB8HI2D79WojaPvAHIyjePekdlRr6+wEz2vixSmEfemDVmVB/+HTCPJ1tAQEBAQEBAQEBAQOBvjtBzJSAgICAgICAgICBgELXQF/NMCNYSEBAQEBAQEBAQEBB4Dgg9VwICAgICAgICAgICBlELc66eCaHnSkBAQEBAQEBAQEBA4Dkg9FwJCAgICAgICAgICBhE2Ofq2RAaV8/I8OHDycrKYvv27S9byh8mev96Du1cTm52Op6+IfQb/i/8gusYDX8xZh97Ni8kM+0RLu5+9HjzA8Lrt9EL8/jRHXaum8Od+LOoVCW4eQUy4oO5ODp7mNSiVqs58tsCzh/bTFFBDj7BDXh1yDSc3PxNxjtzaC0n9y4lLzsdd59Qur31OV6BdbXXzx3dyJXTu0i+fw1FUT5TFpxBZuNgUsfRHfO5eFyjwzu4Ad0HTadGFTrOHl7LqX1LyctOw80nlK5vfoFXgEZHYX4WR39bwN1r0eRkJmNjX4OQep1o23siMht7o2meOrCWY7uXae+t19DP8AmqazT8ldN7ObBlPk/SH+Hk5scrr39EaL222usHty7kcsxusjJSsJBY4hUQTpfXJuEbHGny3tRqNYe36+dNj6FPkTdRazlRPm8GfY53ubxRKuXs3zCLq2d+p7hYSXDtlrw6eBp21ZxNptu5oYQmYRKspXAvRcW2aCUZOcbXFW5XT0Jtfwtcq4tQlsD9xyp2n1aSnq2LI7GAV5tZEhlkgcQCbiaq2B6tIK/QtI7GoRYaHY9VbI8uNq0j0oKIAAtcq+l07DlTXFlHUwl1S3XcSlSx/YTSpA6Aro0taRYuwdpKREKyii3H5HrpVqRDA0vqBFrgWl2Mshjup5SwK0ZBWpYmjrUVvNJYSi0fCxztReQVqrmaUMLeMwqKFPpp1WjViMCPRlKtQW1knq6c7f8ej3dEmdRbo00Twr/9FLvwmhQ9TOb2jB9JXLVNL4zf2LcI/HAkVu4u5Fy+Ttykf5Mde8W0IcrRpraIeoEirCwhMR32nlPxJM94eB8XaBYixr0G2FuL+DW6hJuPjId/paGIBsFiDlxQEXvTsK3VajWx+xcQf3oz8sIc3P0b0KbfNKq7+BtNN+luLBePLCXtURwFOWm8MmwhAbU7/al0T0et5eQeTVl08w2le4WyWJG42L0c2jqPrPRH1HDzo/OAj6kVqfMl187u5+yRDSTdi6MwP5sxX23DwzfMuLHKcerAOo6W+jUPn5Aq/drl03s5sGWB1q91e/1DPb92YOtCLsfs0fo174Bwurw2sUq/FnNwLcfL+dceQ6rwr2f2cnDLfLJKdXR9/SNCSm1SUqzkwJZ53Lx0jMzURGQ2dgRFNKfrwI9wcHSt0iZqtZqjvy3gwnGdj+02uGofG3uorN5Jx80nlFfe1K//zh/dyNXTu0h+oKn/Pplfdf13fKem/pMX5uAd1ICub1Vd/507vJbTBzT1n6t3KF3e+ALPAJ2OPWu+5F78SfKyU7G0ssE7qD7t+32Mk3uQwfSe9/NaVoedO6qxr2/NBvQYMg0nd9P3ZU42MRfUCMMCnwWhKWqGrFixgurVqxu8JhKJ/lTD7sKpPWxfPZuu/cfy0X834+kXwk8zR5ObnWEwfMLNC6xeMJmm7fry8YzN1G7UgWXfTSD54S1tmPTHD5g/fSiungGM+2I5n8zaQpe+Y5BYSqvUc2LPL5w+uJpXh0xn1GebkFpZs+b7URQr5UbjXD2zm/0bZ9K21zhGT9uKm08Ia+aMIj9Hdw9KRRHBtVvT+tXRT2WXU3uXEBu1mm6DpzPiX5uQSq1ZN3ekSR1xsbs5sGkGrXuOY9QX23DzDmX93JFaHblZqeRlp9JpwBTenb6LnsNncOfqcXat/MxompdjdvP7ull07DuO9/+9BQ/fEJbNfoc8I/lz/+YFNvzwMY3a9mf8v7cS3rAja+aOJ+XhTW0YZ3d/eg39nEkzfmPMF2twdPZi2exR5OVkmrRJWd70GDqdUZ9r8mb1d6NQVpE3+zbOpF35vPl+FHnl8mbf+hncuHSYAe/NY8SUVeRmpbJx0XiTWtpGSmhZW8K24woWbpejKIaR3aVITGxPEugh5tS1Yhb9JueX3+WIxTCquxTLcp+UejS3JNxPzNqDCn7aKcfBRsSQzsaf27aRFrSIsGB7tJJFvylQKuHtbpYmdQR4iImJK2HRDgVLdyuwEMPIbhV0NJMQ5mfBuiglP+9SYG8jYnAn0+WnfX1LWte15NejCuZtKURRrObdHjKTWoI8xZy8Usz8LYX8tLMIsQW821OGtFRLNVsRDrYidp5U8M2GQjYckhPqa8HA9laV0rKwtSHn8g2uTvjKpM4yrP29abzjJzKOnCa6UW8SFqykzk//h3PnVtowHgO6EfbNVG793yKim/Ql9/J1mv6+FKlLjaf6jWahIhrVFLHnrIoVB1UoS+CNtmIsTNR0lhaQmqVm37mq92aq5QVeTiJyC0xvFnTxyC9ciV5Nm37T6T9+E5ZSa3b9YtqvKRWFOHmG0rrPl88l3aund7Nvw0za9R7H6OlbcfcJYfV3+mWxPA9unefXxR9Rv81rjPlqG6ENOrFhwfs8TtT5EqWiEN+aDek84GOT91+RSzF72LVuFp36vsf4f/+Kh28oS2e/W4Vf+4RGbfsx4d9biGjYkdVzx5NSrt5xcfen19DPmDRjO2O/WE11Zy+Wzn7HpF+7HLOb3etm0aHPOMZ9vQV33xBWfPOOUZvcv3WBTT98TKM2/Rn39VbCGnRk7dzxWpsoFUUk3btG+95jGffvLbw1YT7pyfdYPee9p7LLyb2/cCZqNd0HT+ftf23C0sqadXNMPydxZ3ZzYNNM2vQcxztfanzsurmV67+g2q1p1f3p6r+YfUs4e2g1rwyazrBPNTo2zjdd/12L3U3UrzNo9eo43v5MU/9tnD9ST4e7bwSvDpvBO9N388bEpajVajbMHYlKVXn/zRfxvEbv/oXTB1bTc+h03vlCU15Wf2+6DjMnmwj8fREaV38xarWa4uLil/b7R35fRfMOr9G0XV/cvYMYMPJLpFIZp49sMxj+2J41hEa2pEPPt3HzCqL7wPF4B4RzfN86bZjdG+cTVq81vQZ9hHdAGM5uvtRu1B77ak4mtajVak4fXEWbHmMIrd8RN58Q+oycRW5WKtfPHzQaL2b/Chq0GUD9Vv1x8Qymx5CvsJTKuBC9RRumWedhtOr+Lt6Bpr9iluk4E7WKVq+OJaReJ9y8Q+n19mxys1K5ccG4jtMHllO/9UDqtdTo6D5Yo+PiCY0OV69avDZ2AbUiO1DD1ZeAsOa06zuJW5cPoSox/Awc37OSxu0G0KhNP9y8gukzYjpSKxlnj201GP7E/lXUrNuKNq+OxNUriC6vTcTTP4xTB3X5U69FD4Jrt6CGqw9u3jV5ddCnyAvzSHl4w6RNYg6sok1PTd64+4TQd1TVeXNqX2netO6Pq1cwPYaW5s1xjU2KCnI5f3wLXd+YQmBYMzz9a9P77Rk8vH2Bh3cuGk23VR0Jhy4Uc+2+ipRMNZsOK3CwERHhb7wlsWyPgnM3S3j8RE1ypprNRxQ42ovxdta4PZklNA6xYNcpJXeSVDxK14Txd7fA19XwV7qWtfV1bDyixMFGRLifcVe6fK+Sc7dKSC3TcVSJo70Ib2fNb1hZQqMQC3bF6HT8elSJv7sYHyM6ANrUlXDwnIK4eyUkZ6hZHyXHwVZE7QDjNlmyS07sjWKNTTJUbIiSU8NejLeLRn9KppqV++Rcu19CRo6a249U7D6tIMLfAnEFKWn7jnFz2lwe/2b8eSiP37tvUJiQSPzkWeRdv8v9H9aSsmUfAROHa8METBrBw6WbSFy5lbz4O1x5bxolBUX4DO//VL/RpJaIE9fU3EqCtGzYeVqFvTWEeBm3490UOHpVbbK3CsDOGro0EPNbjIoSE20rtVrN5eOraNhxDAG1O+LkGUKHN2ZRkJNKQpxxW/mFtqHpK5MIrNP5uaR7cv8KGpooixWJObCa4DqtaNVtJC6eQXTsNxEPv3DORK3Vhols0Zt2vccRGNHcuAEMEL1nBU30/Nq0KvzaamrVbUVbrV+bgKd/OKcO6rTUa9GDmrVb4FTq13oMmlKlXzuxdyWN2g2gYZt+uHoF03v4dCytZJw7aljHqX2rqFmnFa1LdXQu868HNP5VZmPP21OWUadpN1w8AvANrkfPoZ+TdC+OrPQkkzZRq9WcObiK1j3GEFJa//V+u9THmqh3Yg6soH7rAdQrrf9eLat3ytV/TTsPo2X3d/F6yvovNmoVLbuPpVa9Trh6h9JjhKb+u3nRuI4zB5cT2WogdVv2x9kzmFcGfYVEKuPySZ2O+m1ex7dWY6o7e+PuG0Hb3pPIeZJMdkblwva8n1e9OqyBpg7r984scp+YrsPMySbmhFokfmHH/yL/m3dVBSqVitmzZxMcHIyVlRW+vr785z//AeDKlSt06NABa2trnJycePfdd8nLMz6mRC6XM2HCBFxdXZHJZLRq1YrY2Fjt9SNHjiASidizZw8NGzbEysqK6OjoF36PhiguVpKYcI1atZtpz4nFYmrWbsb9W5cMxrl36xK1autXpCF1W2jDq1Qqrl04hquHP4tnvMsXo9sw5/M3uRJrengQQFZ6InnZaQSGt9Cek9nY4x1Y1+iLdkmxgqT7cQSG6eKIxGICw5uTaOLl/Gl0BITp6/AKjCTx7gWjOpLvx+nFEYnF+Ie14NEdw3EA5IV5WMnsEFtUHpFbXKwg6V4cweVeXMRiMUERzXlw+6LB9B7cvqQXHqBmnVY8uGU4fHGxgjOHNiGzscfDN9SozidpxvPGmJ2Ly/KmXBxxhbxJuh+HqkSpF8bFI5BqTp5G061hL8LBRsStR7ove0VKeJiqwtf16V2YTKp5wS6Qa96MvVzESCxE3Hqk67FIy1bzJFeFr1vldMt03C4XXq6Eh2lq/AyEr1qH5m/vUh23K+lQ42fk/mo4iHCwFXPzoS5OkQIePFbh526i68qoFuOtBWupiCIFqEx31lRJ9Wb1SD90Su9c2oFoHJvVA0BkaUm1BhGkR53UBVCrST90kurN6ledvi3YWYtIeKwTKldCUgZ4mR5x+lT0airm9HU16Tmmw+VmJlKQm4Z3Td0zbmVtj6tvXR7fv/iHf/9Z0i0uVpB8L47AiMpl8aERX5J456JeuQQIqt3S5EePp6G4WMGje9cIjtCvd4IjmnPfiJb7ty9W8mu16rQ0Wk89jV8z5l+Dw03716AKOoLrtDJqQ9B8QBKJRMhsjQ/DA1P1Tl0emaj/ku/HERCuX+8EhDUn8a5xTVXpyM9Jw7+8Dmt7PAMieWSi/kt5YKD+C21hNI5CXsDlk1up7uyNg6O73rUX8bxq67CICvYNqmsy/8A8bCLw9+YfOedq6tSpLFmyhDlz5tCqVSuSk5O5fv06+fn5dO3alebNmxMbG0tqaiqjRo3i/fffZ8WKFQbTmjx5Mlu2bGHlypX4+fkxe/Zsunbtyu3bt6lRQzeU5dNPP+Xbb78lMDAQR0fHv+hO9cnPeYJKVVKpR8m+mhOpSQkG4+RmpRsI70xOVjoAeTmZyIsKiNqxlG4Dx9PzzQ+JvxTN8jmTeO/zZQSHNzaqJy87DQBbB/30bR2cyc9JNxinIPcJalWJwTjpyYbvoSqM6rB3Ij/biI48wzrsHJzISLlrRHsmx3f9QP02rxu5noVKVYJdRXs7OJFmJH/ystIrzVWyq+ZEXgXd8RcOs2HRxygVhdhXd+HtKUuxtTf+HOblpGnvpzy2Ds6V0tbp19jEUJyyvMnLTsNCYol1hfH/tg6VNZdhb6NpAORVGIqVV6jG3sboLeghAno2tyQhRdOTBZr5NcUl6kpzifIKNdcqYmet+92KOuwMhDemo0dzCfdSVFoddtYY0aHGzsZwug6l53MraMktVGuvPY2WPq2kJCSXkJJpuOVkK4NOjSyJuaZ8qjRNYeXmjPyxfh7LH6djWc0escwKS8dqiCUS5KkZFcJkYBsSWGX6tjLNv/lF+ufzi9Taa3+U5mEiVGqIvVV1C7MgV1N2rO31y4GNnTMFuYaf8afhWdItyNX4+opl0a6aM+kpRnxJdrrB8MbK5dPrLvNrFfyUgxNpSYZ9pcavVa0l/sIR1i/6CKWiCPvqLoyc8otRv6bVUekenUgzUnfkZRvwrw5O5BqxiVIhZ9+m76jb7FVk1nYGw+jSNl7/GfWxeSZ8rJF8rYr8HGM6qq7/bOwrx6lY/507spbDW79FKS+ghlsAb0xajoVEf8jzi3hey+xbKYwJ+5ZhDjYxN4Sl2J+Nf1zjKjc3l3nz5rFw4UKGDRsGQFBQEK1atWLJkiUUFRWxatUqbG1tAVi4cCE9e/Zk1qxZuLm56aWVn5/Pjz/+yIoVK+jWrRsAS5Ys4cCBAyxdupRPPvlEG/brr7+mc2fDwz0MkZ2djZ2daedcEblcjlyuPx5YqRBjKa08X+J5oVZpvpzXbtiedt2HAuDlH8q9mxc5eXCTXuPqcsxOdq2apv37rYmLX5guU1yJ2cHuNTodb4z/6YX/prwwjw0LRuPiGUSbnu+/8N+rSFBYU8b/ZysFuU+IPbyZ9Qs+4L3pG7UvMJdP7WRnubwZNOnl5A1AvWAL+rW21P69fK/CROino3crS9xqiFi8o+qx9lodQWL6ltOx4nnoaCnB3VHMjzufXgdAg5oWvNZOV45/+b3IROino18bKe41xCzcZjgtK0sY+aqMx5kq9sX++cbV8ybCT0S3hroKf9PxqudM/RHcHaFxTRHL9htO/+b5nRzdois7r7798srOP42gsCZM+M9WCnKzOHN4M+sWfMi46RsqNcz+CkqKlWxY9AFqtZpew6dVun4lZie/r9adf3PCy3lOrp7ewd61Oh0D33+x9V9E014EhLUkLzuN0weWsv3nSQyZvB6J5Yt7L3lWzMUmYD42Efhz/OMaV/Hx8cjlcjp27GjwWmRkpLZhBdCyZUtUKhU3btyo1Li6c+cOSqWSli1bas9ZWlrSpEkT4uPj9cI2atTomXTa29tz/vz5Sudr1qxpNM6MGTP46iv9yeVvvfs5g0ZrJkjbOjgiFltUWrwiNzsDh+qGx83YV3c2ED5dG97WwRGxhQQ3L/2Vbty8Arl7Q19/SGR7vKfpVs0pLta8rObnZGBfXbeyUn5OOm4+hlegsrF3RCS20JsgWhanqtXmyqhVr4PeWPQSpREduRm4+RgeYmJjZ1hHXk4Gdg76OuRFeayfNwqpzJYB7y3CQmKJIWzsqyMWW1Sa5J2bk4G9kfyxq175K1xedkYlW0hlNjjL/MDND9/genz7cVfOHt1Cu17vAhBSr73ealMlpXmTZyBv3I2sDlaWNxUnIJfPG7tqLpQUKyksyNHrvcrP0Wm+dr+Eh6m6F9myBRrsbER6PTV21iKSMqruSejd0pIwXzGLdyrIztedzy1UI7EQIZOi12tkZ625du2BiodbdRcsynRYV9aRnFH1i32vFhJCfS34aZeCnHI68goxokOk7a2Lu1fC/Y26pQPLbGJvrb+4gr21iEdPoaVvaynh/hYs2lZEdn5lG1pZaha6kCtgxV45qufQbpE/TsfKTf+5tHJzRpmdi6pIjiL9CariYqxcnSqEcUKeUvlr8a1Har38L1u0wlam33tlKxPxOOuPj2n0cRFhK4P3e+qGaIrFIjpGQuNaIn4WtcfNt3LZKczNwNZBV3YK8tJx9ny6lfUMYWPv8tTp2thrfH3Fsqj52m/El1RzNhz+Kf2qcd1lfq2Cn8rJwM6kX6tai75fi+Sbj18h9ugW2pf6NYM6Kt1jZX+p1WGgtywvJwP7CuFLipWsX/QBWelJjPx0ucFeq1r12mtXkgXT9Z+7sfrPrmofWxU1IzvgGVCu/iunw65aeR1V138FuRV1VLalzNoembU9Ndz88QqMZM4HTbhx4QARTXro0nsBz6tdNU15qViH5Rmwr7nYhM49MFeE1QKfjX/cnCtra+uX8rvlG2xPg1gsJjg4uNJhiqlTp5Kdna13DBwxRXtdUrpc7c2rp7XnVCoVt+JO41fT8MRX/5qR3IyL0Tt388opbXiJxBLfwAhSKwyrSEu+Rw1nT71zVtZ21HDz0x4unsHYVXPhbrxuHoa8MI/Eu5fxCapnUI+FRIqnX4ReHLVKxd34GLyNxKmIlcyOGq5+2sO5VMe96/o6Ht29hHeg4bkeFhIpHn4RJFTQcS/+FF5BujjywjzWzRmJ2MKS18f9aPJrnUQixdM/gjvXdPZWqVTciYvBN9jwvfkGR3KnQv7cvnoS35qGw2u1qtXayh00eePk5qc9yvIm4Zru/opK88aYnSWleVPeJqoKeePpF4HYwlIv3fTku2RnJGnDKJSQkaPWHo+fqMkpUBPsqZtLZGUJPq5iHqSafuvv3dKSCH8Lft6l4Emu/gv2ozQVxSVqgr10btC5mghHezEPHqsq6Ugt01EuvJWl5uX7/mPTOnq1kBDhb8GS3yvrSCzT4VlRh4j7pfcnN2STfBU1vfW1+LqJuZ9ietWpvq2l1Amw4MffisjMNd6wKi6BZXuKKH5Oi1hlxVzEqUMzvXPOHVvwJOYiAGqlkuzzcTh3KDfHRSTCqX1zsmIqz1lQFMOTPN2RnqMZSunvpnsJkErA0wke/YmRbVfvqflln4ql+3VHboGamBtqNhxVIZXZUc3ZT3s4ugVjY+9C4m3dM64oyiP1wWXc/Or9YR32NbyfOl2JRIqHfwR3r+mXxYT4GHyM+BLvoHp64QHuxp006oufFolEipd/OLcr+LXbcTH4GdHiF1yP2xX82q2rp4zWU2VU9GsVdXj6R+j5S5VKxZ1rVfjXa/o67lw9qWfDsoZVRsp93p6yDBsjwxKtZIbrv4T4ivXOZbxM1H8efhHcq1DvJFyPwTvQcByDOsrXfx7B2DpUrv+SEi7hZaL+c/etrOP+9VNG4wCo1Zo8KqmQRy/ieXV08da8X1Sowx7duVwpTXO0icDfm39c46pmzZpYW1sTFVV5wYWwsDAuXbpEfr7us/KJEycQi8WEhIRUCh8UFIRUKuXEiRPac0qlktjYWMLDw1/MDZjAysoKBwcHvaPikMB2rw4l5vCvnDn6G48f3eHXZf9GIS+kads+AKz9YSq71s/Rhm/TbTDXL53g8K4VPH50l72/LuLh3Thad31LG6Z9zxFcPLWXU1G/kpbygOP71hF3/igtO79hUq9IJKJpp6Ec37WYGxcP8TjxBtt+mYJ9dVdCG+j2d1n1zXDORK3R/t2sy3DOH9vMxRPbSEu6w64101HKC6nXsp82TF52GikP4slMfQDA48SbpDyIpzAvy6COJh2HEv37j9y8GEVq4g1+WzYZ++quhNTX6Vjz3TBiD+l0NO08ggvHN3Hp5DbSk++we+10lIpCIkt1aBpWb6OUF9Bj2H+QF+WRl51GXnaa0WVXW3cbRuyRzZw7vp3UR3f4bcVXKOSFNGzTF4BNi6ewd+P32vAtuwzl5pVoju9eTmrSXQ5uXcijhDiad9Lkj6KogH2b5vDg9kWepD/iUUIcvy75jJwnj6nTpKvJvGnWeSjHdi3m+gXjebPym+GcLpc3zbsO59xRXd78vlqTN/VbaWwis7GnQev+7Ns4i4T4GJLuXWX7sn/hHVTP5Etc9JViOjSQEOYnxt1RxOvtpeQUqIm7p7PjO69KaR6ha4D1aWlJ/WAL1h9SIFeqsbPW9EqV9foUKSH2Rgk9mlkS6CHGy1nEwLaW3E8p4UGq4Z6OE1eL6VBfQpivGDdHEQPbWZJToObafV3jalR3S5qH63T0bimhfrAFG4zokCvh7I0SXi2nY0BbS+4/VvHQiA6AY5eL6dRQSoS/Be41RLzV0YqcfM2+VGWM6SWjZW3dAIV+baQ0rCVhzUE5coWmp8veWqTVYmUJo3vKkFqK2HRYjsxSpA1Tcci9ha0NDpGhOERqvuTaBHjjEBmKzEezt13I/31I5PJZ2vD3f96ATYAPoTM+wTYkEL8xb+ExoBsJ81ZowyTMXY7PyIF4DemDXWggtRdNR2JrzcOVhldzq8iZm2pahouo6Qku1aBnUzG5hXDjkc6Ob7UT0zBYdzOWEnCtrjlAsxy9a3VwKJ3PV6jQrDxY/ihRa3rHMnMraxCJRNRtPZRzUYtJiDtERvINojZMwcbBlYAIXdnZ8dNwrpzQlR2lPJ/0R/GkP9KMesjJTCT9UTy5T5KeKd0yWnQZzvmjm7kYXeonV01HUa4sbl0yhQObv9OGb9Z5CLevRnNi7zLSku9yePsCku7F0aTjIG2Ygrwskh/Ek/boDgAZyQkkP4gnt3R+izFadRtO7JFftX5tewW/tnHxpxX82hBuXonmWKlfO7B1IY8SrtK8k0aLoqiAvZvm8OD2JZ6kPyIxIY7NpX6trgm/1vKVYZw9upnzpTp2rNTXsfmnKezbpNPRvOtQbl2JJnrPctKS7hJV5l87a/xrSbGSdQsmkZQQx8Cx36BSlZCblUZuVprRRl4ZIpGIJp2GEv27rv7bvrTUx5ard1Z/O1yv3mnWWVP/XSr1sbtL679IA/Xfk9L6L7WK+q9xx6Gc3P0jty5FkfroBjuXa+q/WvV0OtZ9P4yzh3U6mnQawcXoTVw+pan/9q7T1H91W2h0PEl7yMk9P5F8/yrZmUkk3jnPtp8nIJHKCKrdtpKO5/28auuwnaV12MMbbFsyBXtH/TrMWN6Yg03MCWG1wGfjHzcsUCaTMWXKFCZPnoxUKqVly5akpaURFxfHoEGDmDZtGsOGDWP69OmkpaUxfvx4hgwZUmlIIGh6o8aOHcsnn3xCjRo18PX1Zfbs2RQUFDBy5MiXcHdVU795N/JynrD314XkZKXj5RfK6E8Xa4edPUlPRlTuYQ+oVZ8h789i96YF/L5xHi7ufrz90Xw8fHTDE+s27sSAkV9ycMcvbFs5AxdPf4Z/MIfA0AZV6mnZbRRKRSE7V35ZuslfQwZ/sESvhycz7QEFeU+0f9du0p2C3EyObF9AXk4a7j5hDPpgiV7X+9kjGzi6Y5H27xWzBgPQe8R/qdOi8rLOzV95B4WikN9Xa3T41GzImxN/0dPxJO2hno6IxhodR3+bT35OGm4+Ybw58RftMIbkB3E8StCsbvXDZ/rz7d6fEUV1Z+9KOuo2605e7hMObplPbnY6Hr5hjPjkZ+0wlKwM/fzxq1WfN8Z+w/5f57Fv8xyc3fwYPGkB7j61ABCJLUhLvsv5+dvJz32CjV11vAPr8O7na3DzNj7EFDR5o5BXyJsPl2BZPm9SH1CQq583+bmZHN6+gLxsTd4MrpA3Xd+cikgkZuMPEylRKgiq3YpXhxjf2wfg6KVipBLo31qKrHQT4WV7FHq9KjUcRNjKdC/NzSM07m1MT/0PDJuOaJZoB9h1SolabcmQzlLtJsLboo2/FB29VIJUIqJfa0uNjscqlu9V6ulwchBjK9O9zDcP1+gYXUHH5iOaJdoBdsUUo1bD4E6Wus2MT5ie53T4ghKpBF5rJ8VaqtlE+OddRRW0iLAtt9hGy9qaIanj+uj34G+I0izR7u0i1q42+K/B+quF/N/qAr2/qzWsTfOo1dq/w7/9FwAPV23l8sipWHm4YO2j20S88F4isb1GE/7dVPzHD6UoMYUroz8n/YBu9dTkzXuQutSg1rQJmk2EL8VzpscoFBUWuTBGzHU1Ugl0ayRGJoWHabDxqIqSch2L1e3AplxWeDjC4A66xnDn+prydTlBxa4zf2w4Yb12Gr929NcvURTl4O7fkB6j9P1aTsYDivJ1ZSc18So7Fg/T/n1y50wAQhr2ocMbM5863TJqN9WUxUNlZdE3jCEf6spidkYSonItZt+aDXht9LdEbZ1L1JY5OLn588b4hbh519KGuXHxENuX/kv79+bFHwLQrvc42vcxvlddZLNu5OdmcmDLgtLN60N5+5OfqvBrs9n/63z2bZ6Ls5sfQyYtwL203tH4tQTWzJ9Yzq/VZvTnq036tbrNupOf+4SorTr/OvyTn8vZpIKOmvUZOPYbDv46j/2b5+Dk5segSQu0Nsl5ksr1C4cAWPh5X73fGjl1JYFhTYxqAWjxyiiU8kJ+X6XzsW9NWlKh3tH3sRFNulOQl8nR3zT1n5tPGG9N0vex545s4NhOXf23cram/us14r9ENKtc/zXr+g5KRSF71pTWf8ENGThBv/7LSn9IYbn6L7yxRsfxHZr6z9U7jIETfsG2tP6TWEp5ePsssVErKSrIwdbBCZ+ajRg6eX2lhSLgxTyvrbqXvl+sKLVvrcp1mDHMwSYCf19EarX6Ty6w+/dDpVIxY8YMlixZQlJSEh4eHowZM4apU6dy5coVJk6cyKlTp7CxsaF///58//332sUlhg8fTlZWlnYj36KiIiZPnsz69evJzc2lUaNGzJkzh8aNNQs5HDlyhPbt2/PkyROjGwNXZMWKFUyaNImsrKxK10QiEdu2baNPnz5Pldbu8+YzET2rwDza8iUq8xk7bCt7MZPwnxW50nxscjHuzy/W8DwQmdHqSEqleWww2WFi1R9M/gourbn2siVosbE2jy+v7s9hufnnhZXEPPxaidp8ynCRwjy0FJeYhw4AmdQ8Xj/NJW+Gt3vZCozz4FZ81YH+IL41//hcVHPlH9m4+ichNK4qIzSuKiM0riojNK4qIzSuKiM0riojNK4qYy4v8ELjqjLmkjfm3Li6f9v45tx/Fr/gytNu/u6YR60gICAgICAgICAgICDwN0doXL0EIiIisLOzM3isXbv2ZcsTEBAQEBAQEBAQADRLsb+o438R8xin9Q9j9+7dKJWGh+sZWjhDQEBAQEBAQEBAQMD8ERpXLwE/P7+XLUFAQEBAQEBAQECgSv5Xl0x/UQjWEhAQEBAQEBAQEBAQeA4IPVcCAgICAgICAgICAgb5X50b9aIQeq4EBAQEBAQEBAQEBASeA0LP1f84VpbmsT8OgFhsLo+beeytAaAoFr4GVcTW1vJlSzA7SkosXrYEwHz2l4ocHP6yJWi5t+PF7f/yLBSXmI9fsxCbh18T9nSqjMJ8tr5E2GX174PajPZ9/DtgLm+7AgICAgICAgICAgJmhtqMNuT+OyAMCxQQEBAQEBAQEBAQEHgOCD1XAgICAgICAgICAgIGUQt9Mc+EYC0BAQEBAQEBAQEBAYHngNBzJSAgICAgICAgICBgEGEp9mdD6Ll6TgwfPpw+ffq8bBkCAgICAgICAgICAi8Joefqb8SKFSuYNGkSWVlZfyqdo3s2cGDHSnKy0vH2q8XAkZ/iX7OOwbBJD2+za8MPPLgbT2ZaEq8N/4QOPQb/qTTLczpqLSf3LCUvOx0331C6D/oc78C6RsPHxe7l0NZ5ZKU/ooabH50HfEytyLba69fO7ufskQ0k3YujMD+bMV9tw8M3rEodarWaI78t4PyxzRQV5OAT3IBXh0zDyc3fZLwzh9Zycq9Gv7tPKN3e+hyvcvrPHd3IldO7SL5/DUVRPlMWnEFm4/C3scnh7fo26TH0KWwStZYT5W1SQb9SKWf/hllcPfM7xcVKgmu35NXB07Cr5mwy3XZ1xdQPFiGzhIdpanbHqsjMNR7e1xVahInxqCHC3kbExqMl3EisvPavswN0rC/Gz1WEWAxp2bD5WAk5BX+djl7NxNQL0v/WdTtJxbrDKuMJA+0jxTSsKUYmhQdpanbFlJjU4ucqomWEGA8nEQ42ItYfLub6Q30tXw01vBT+/nMlnL1tON02tUXUCxRhZQmJ6bD3nIonecZ1+LhAsxAx7jXA3lrEr9El3HxkPPwrDUU0CBZz4IKK2JuV87BGq0YEfjSSag1qI/N05Wz/93i8I8p4gkCNNk0I//ZT7MJrUvQwmdszfiRx1Ta9MH5j3yLww5FYubuQc/k6cZP+TXbsFZPpgqbsnN4zn6sxm5EX5uAZ0ID2A6ZT3cXfZLxLx9dy/tBSCnLTcPYMpW3/L3D305Wd/Jw0onfM5uGNkyjk+Ti6BtC48xiCI7sa1XH0twVcOK4rw90GV12GYw+t5dS+Uh/kE8orb+r7tfNHN3L19C6SH2j82ifzq/ZrMQfXEr1nmdYv9Bj8Gd5Bxv3a1TN7Obh1Plnpj3By86PLwI8IKfVrJcVKDm6Zx83Lx8hMTURmY0dQeHO6DPwIB0dXkzrMxa/FHFzL8d3l7DHkM3xM2OPKmb0c3KKzR9fX9e1xYMs8bl4qZ4+I5nR9CnuU2cRc6j9zyR+1Ws3xnfO5eFxThr2DGtD1renUqELHucNrOX1gKXnZabh6h9LljS/wDNDp2LPmS+7FnyQvOxVLKxu8g+rTvt/HOLkHmUz3ZSP0XD0bQs+VmaBWqykuLn7hv3P2xF62rPyWVweMZursDXj5h7Dg/8aSm51hMLxCXoSzmzd9Bk3AobphJ/SsaZZx9fRu9m2YSbve4xg9fSvuPiGs/m4UeTmG4z24dZ5fF39E/TavMearbYQ26MSGBe/zOPGmNoxSUYhvzYZ0HvDxU1pEw4k9v3D64GpeHTKdUZ9tQmplzZrvR1GslBvXf2Y3+zfOpG2vcYyethU3nxDWzBlFfjn9SkURwbVb0/rV0U+lwxxt0mPodEZ9rrHJ6u9GoazCJvs2zqRdeZt8r69/3/oZ3Lh0mAHvzWPElFXkZqWycdF4k1pahItoEiLi9zMqlu4rQVkMg9pbYGHCg0klIh5nwe5Y4w0URzsY3sWCjBxYdbCEn34v4fgVFcVGtod7UTpA05j6bkux9th6wnT4VhFimoaJ2Xm6hCW7i1EWw5BOEiQmtFhKIOWJmt9PG9//7ptNSr1j24liVGo11+4b1tMsVESjmiL2nFWx4qAKZQm80VZs0iaWFpCapWbfOdP3CFDLC7ycROQWGN8Ux8LWhpzLN7g64asq0wOw9vem8Y6fyDhymuhGvUlYsJI6P/0fzp1bacN4DOhG2DdTufV/i4hu0pfcy9dp+vtSpC41qkz/XNQSLh5bTfsB03n9g01IpNZsXzzSpD+5eX43x7fPoOkr43jj4204e4Xy2+KRFOTqys7+tVPISk2gx6gfGTR5J0F1O7NnxSRSEw3vP3Zy7y+ciVpN98HTeftfm7C0smbdHNN+Le7Mbg5smkmbnuN450tNGV43t7JfC6rdmlbdn86vXTm9mz3rZ9G+9zje+2oL7j4hrPj2HRN+7QKbfvyYhm36897XWwlr0JF188Zr/ZpSUUTS/Wu06zWW977ewlvj55Oeco81c9+rUos5+LXLMbvZvW4WHfqMY9zXW3D3DWHFN8btcf/WBTb98DGN2vRnXKk91s6tYI9712jfeyzj/r2FtybMJz35HqvnVG2P8jZ52fVfeS0vu96J2beEs4dW88qg6Qz7VFN2Ns43XYavxe4m6tcZtHp1HG9/tg0371A2zh+pZxN33wheHTaDd6bv5o2JS1Gr1WyYOxKVynz2JBX48wiNq3KoVCpmz55NcHAwVlZW+Pr68p///AeAK1eu0KFDB6ytrXFycuLdd98lL8/4p1m5XM6ECRNwdXVFJpPRqlUrYmNjtdePHDmCSCRiz549NGzYECsrK6Kjo1/4PR7auZqWnfrRvEMfPHyCePPdz5FayTh5aLvB8P7Btek39EMateqGxFL6XNIs4+T+FTRsM4D6rfvj6hVMj6FfYSmVceH4FoPhYw6sJrhOK1p1G4mLZxAd+03Ewy+cM1FrtWEiW/SmXe9xBEY0fyp7QOlX5oOraNNjDKH1O+LmE0KfkbPIzUrl+vmDRuPF7F9BgzYDqN+qPy6ewfQYUqo/Wqe/WedhtOr+Lt6BkU+lxZxsEnNgFW16amzi7hNC31FV2+TUvlKbGNFfVJDL+eNb6PrGFALDmuHpX5veb8/g4e0LPLxz0Wi6TUPFHL+q4maimtQs2H5Khb0NhPoY/5p2O0nN4Usqg71VZbSPFHM7Sc3BCypSnsCTPLj5SE2BkfrzRekAKC6B/CLdUaQwGZxmYWKOXVZx46Gax1mwNbpEo8XXtJZDF1WVeqvKk1ekf4T6iLmXojbaE9WklogT19TcStL0+u08rcLeGkK8jOu4mwJHr6pN9lYB2FlDlwZifotRYWqP3LR9x7g5bS6PfzP+bJbH7903KExIJH7yLPKu3+X+D2tJ2bKPgInDtWECJo3g4dJNJK7cSl78Ha68N42SgiJ8hvc3mbZarebisVU06TKWoDqdcPYMpcug2eRnp3L3inF9F44sp3bzgYQ37Y+TezAdBnyFRCrj2mld2U9JuEDd1oNx96tLNWcfmnR5DytrB1IfxhnUcebgKlr3GENIqV/r/XZpGb5gwq8dWEH91gOoV+rXXh2sKcMXy/m1pp2H0bL7u3g9pV87sXcljdoOoGGbfrh6BdNr+HQspTLOHdtqMPzJ/auoWacVrbuPxNUziE79J+LhH0bMwXUAyGzsGTF5GXWadsPFIwCf4Hr0GPI5SffiyMpIMqrDXPzaib0radROZ4/ew6djaSXj3FHD9ji1r9Qer47E1SuIzq9NxNM/jFMHdPZ4e4rOHr7B9eg5tNQe6cbtUWYTc6n/zCV/1Go1sVGraNl9LLXqdcLVO5QeI2aTm5XKzYvGdZw5uJzIVgOp27I/zp7BvDJIU4Yvn9TZpH6b1/Gt1Zjqzt64+0bQtvckcp4kk51RhTN8yagRvbDjfxGhcVWOqVOnMnPmTL744guuXbvGunXrcHNzIz8/n65du+Lo6EhsbCybN2/m4MGDvP/++0bTmjx5Mlu2bGHlypWcP3+e4OBgunbtSmZmpl64Tz/9lJkzZxIfH0/dusaHBDwPipVKHtyNJ6RuM+05sVhMaJ1mJNy4/JemWVysIPleHIERLfTiBYY35+HtiwbjJN65SGB4C71zQbVbmnwpfxqy0hPJy07TS1tmY493YF2jaZcUK0i6H0dgmC6OqFR/4h/UY042eZJm3CbG7q+4zCbhlfWXxUm6H4eqRKkXxsUjkGpOnkbTrW6nGTp2N0X3di1XwqN08Hb+c465ppeIjBw1g9qL+ai/BSO7WhDibTjNF6kDwN9NxEf9LXivpwXdG4uxNvwtA9D0uNnbiLibrOv5kSvhUZoaH5fnV1nZyqCWt4jztw33MFW3BTtrEQmP9W2SlAFepkd5PhW9moo5fV1Nes6fT6s81ZvVI/3QKb1zaQeicWxWDwCRpSXVGkSQHnVSF0CtJv3QSao3q28y7ZyMRApy0vCppXvGraztcfOLJPneBYNxSooVpCbG6cURicX41GqhF8c9oD63LuyhKD8LtUrFzfO/U1wsxzu4SaU0y/xaQJh+GfYKrMsjE34t+X4cAeH6OgLCmpN413CcqiguVpB0L46gch93xGIxQRHG/drD25f0wgPUrN3KaHiAosJcRCKRyWFn5uDXyuwRXMEeweHNeWDk/h4YsEdwnSrsUVBqD1vTw/DMpf4D88gf0NgkPycN//Jlx9oez4BIHt01XoZTHsTplTeRWIx/aAujcRTyAi6f3Ep1Z28cHN0NhjEXhMbVsyHMuSolNzeXefPmsXDhQoYNGwZAUFAQrVq1YsmSJRQVFbFq1SpsbW0BWLhwIT179mTWrFm4ubnppZWfn8+PP/7IihUr6NatGwBLlizhwIEDLF26lE8++UQb9uuvv6Zz587P5R7kcjlyuf4nd4VCjVRqBUBe7hNUqhIcqjnphbGv7sTjRwl/6Df/aJoFpfHsHPTj2VVzJj3FcLy87HSD4fOy0/+Qdl26aQDYVkjb1sGZ/BzDaRfkPkGtKjEYJz35j9nSrGySo7FJxbRtHYynXWYTQ3HKbJKXnYaFxBLrCi9Atg5ORtO1k2n+zS+soLFIjZ31U92OQWxlYGWpmYN0+JKKgxdVBHuIGNhGzKqDJdxP/Wt0ANxJVnP9oZqsfDWOdiI61BPzVnsLlu0vQW2gx8bOWlT62xW16K49D+oFiZErIf6+4W4j2zKbVNCRX6TWXvujNA8ToVJD7C3TPX5/BCs3Z+SP9Z83+eN0LKvZI5ZZYelYDbFEgjw1o0KYDGxDAk2mXZCrKTs29vrlwMbeiQIj/qQwX1N2DMV58viu9u/uw+ayZ+UH/PxZU8RiCRKpjFffXkh1Fz9A306m/JrRMpxnogwb8UFVUZCbpfFr1Sr6KSejvjIvOx1bB+dK4XON6FYq5Ozf+B11mr2KzNrOqBZz8Gtae1Ty206kmbBHxblBdg6m7bFv03fUrcIeZdrLtFa8v7+y/gPzyB/QzG0su14xfH4VZadiGbZ1cCIj5a7euXNH1nJ467co5QXUcAvgjUnLsZCY+Jom8LdDaFyVEh8fj1wup2PHjgavRUZGahtWAC1btkSlUnHjxo1Kjas7d+6gVCpp2bKl9pylpSVNmjQhPj5eL2yjRo2e2z3MmDGDr77Sn3MwZMxnDHvv8+f2G/8LXI7Zya5V07R/vzVx8UtUYx5cPrWTneVsMmjSy7NJbX8RPZroOtXXH3kxY9FFpW2QG4lqTl/XvJg+fqLG20VNw5pi7G3Uf4kOgLhyjZfULDWPs0qY0FuCv6umV6hOgIiezSy0YdYe+mvG59cPFnMlQUVxacdVhJ+Ibg11jbdNx6ueM/VHcHeExjVFLNv/YtJ/nlw/u4PDm3Rlp+e7P72w3zq1Zx7ywhz6vrcCma0jd68cZM+KSbw2YS0PMm/w+2qdjjcn/DP8Wkmxko2LPkCNml7DpuldMye/9ldRUqxkw6IPUKvV9Bo+rdJ1c6r/zCV/rp7ewd61Oh0D339xZRggomkvAsJakpedxukDS9n+8ySGTF4PWL3Q3/0zqNX/mz1MLwqhcVWKtfWf/PT8BynfYPuzTJ06lQ8//FDv3IlyX33t7B0Riy3IqbDQRG5WhtHFKqrij6ZpUxqv4gReTU+M4Xh21ZwNh69ilbmKhES2x3uabghmcbFmckt+Tgb21XUrK+XnpOPmY3hVPRt7R0RiC72JqmVxnlVP+TRfmk3qtddb5amk1CZ5BmzibmSlwTKbVNRT3iZ21VwoKVZSWJCj9xUxPydDG+Zmopqf0nWNB0lpm8LWWr+nxk4mIuXJH+/VKJBDiUpNerZ+GunZ4Osq4mai6i/RYYisPE3vj6M9JDyGGw/VPErXLXhTtliEnQzyyvWk2cl4blp8XUW4VBOx+ZiugXPrkZqkDF36ZTpsZfq9V7YyEY+z/rgOHxcRtjJ4v6eucSsWi+gYCY1riTjxh1PWIH+cjpWbfhmxcnNGmZ2LqkiOIv0JquJirFydKoRxQp6i/+U6sHYH3P10c0rKyk5Bbga21XRlpyA3AxevUIN6rG01Zaf84hVlcWxKy35W+gMuH1/DoCm7cPKoCYCLVyhJd89yOXot3d/6BK+Ap/Nr7sb8ml3VZfhZsbGvrvFr2RX9VIbRNO2qVe41ycvOwL5C+LKGRFZGEm9/urxSL405+TVdetWN+HnT9qjYw5KXY9ge6xd9QFZ6EiMN2APMq/4zl/ypGdkBz4DKZVhz3VUvvJuP4TJcVnYqlmFDz4DM2h6ZtT013PzxCoxkzgdNuHHhAHTuYTBtgb8fwpyrUmrWrIm1tTVRUZWX7w0LC+PSpUvk5+drz504cQKxWExISEil8EFBQUilUk6c0L0CKJVKYmNjCQ8PfzE3AFhZWeHg4KB3lA0JBJBYWuIbGMaNK6e151QqFTeunCYg5I/N9/qjaUokUjz8I7h77ZRevIT4GHyC6xmM4x1UTy88wN24k/gEGQ5vDCtrO2q4+WkPF89g7Kq5cDdel7a8MI/Eu5eNpm0hkeLpF6EXR61ScTc+Bu9n1FPGy7aJk5uf9iizSUK5tItKbWLs/iSlNkmI19df3iaefhGILSz10k1Pvkt2RpI2jKJYs7BE2ZGWDbmFagLcdF/OpBLNnJ7E9D/+Aq9SaeYGOTnof5FzcoCsfPVfpsMQ9tZgY6VrOCmKITNXd6RlQ26BmkAPnQu3sgQvFxEP056PlgbBYh6lq3j8RHeuok3ScyCvUI1/BZt4Omnmov1Rrt5T88s+FUv3647cAjUxN9RsOPrne7OyYi7i1KGZ3jnnji14EnMRALVSSfb5OJw7lJvnIhLh1L45WTH68yekMjuqu/hpjxruwdg4uPDwVjl/UpTH4/uX8PA3PF/LQiLF1TtCL45apeLhzVPaOMWKwlIZ+tW2SGSBWq3GSmbYryVU8GuP7l7Gy4Rf8/CL4F4Fv5ZwPQbvQMNxqkIikeLpH8HdazHacyqVirvXjPs1n+BI7pQLD3A77qRe+LKGVcbj+4yYvAwbO8dK6ZiTX6tojztx+va4cy0GXyP28DVgjztXK9tj/aIPyEi5z9tTlmFjX9keZTYxl/rPXPLHSmZHDVc/7eHsEYytgwv3ruvbJCnhEl6Bxsuwu2/lsnP/+imjcQDUas0CGmUNOnNFmHP1bAiNq1JkMhlTpkxh8uTJrFq1ijt37hATE8PSpUsZNGgQMpmMYcOGcfXqVQ4fPsz48eMZMmRIpSGBoOmNGjt2LJ988gl79+7l2rVrvPPOOxQUFDBy5MiXcHc6OvQcwomDW4k5soPkxLtsWPJ/yOWFNG/fB4AV8z9j+9p52vDFSiUPE67zMOE6JcVKsjJTeZhwndTkB0+dpjFadBnO+aObuRi9jbSkO+xaNR2FvJD6rfoBsHXJFA5s/k4bvlnnIdy+Gs2JvctIS77L4e0LSLoXR5OOg7RhCvKySH4QT9qjOwBkJCeQ/CCe3NJx5YYQiUQ07TSU47sWc+PiIR4n3mDbL1Owr+5KaINO2nCrvhnOmag1Oj1dhnP+2GYunijVv2Y6Snkh9Vr204bJy04j5UE8makaez1OvEnKg3gK87LM3ibNOg/l2K7FXL9g3CYrvxnO6XI2ad51OOeO6mzy+2qNTcr0y2zsadC6P/s2ziIhPoake1fZvuxfeAfVM9kgPH1dRevaYmp5iXCtDn1aiMktQG/VuyEdxTSupXPUlhJwc9QcoFmQws0RHGx06Z68piLCV0T9IBGOdppekVpeIs7eNPwC/yJ0WEqgU30xXk5QzRYC3ES83taCzFzNXCxjxMSraFNHTIi3RkvflhYaLQ90cYZ1tqBJiM7NSyWaIXfupVoc7US4O2p+tzxWlpohgOdvV91QO3NTTctwETU9waUa9GwqJrcQbjzSxX2rnZiGwfo2ca2uOQCq2WruocwmhQpNA7L8UaLW9I4Z2sfLwtYGh8hQHCI1X5VtArxxiAxF5uMBQMj/fUjk8lna8Pd/3oBNgA+hMz7BNiQQvzFv4TGgGwnzVmjDJMxdjs/IgXgN6YNdaCC1F01HYmvNw5WGV3QrQyQSUa/NUGL3/8jdq1GkJ93gwJrJ2FZzJbCOruxsXTSMS8d1Zad+uxHEndpE/JltZKbc4fDm6RQrCglvqik7jm6BVHP249CmL0m5f5ms9AecP7yMBzdPEFQu3fI6mnQaSvTvOr+2fWlpGa6vC7/62+HEHirn1zpr/Nql0jK8u9SvRRrwa09K/VpqFX6t5SvDOHt0M+ejt5OadIcdK79CIS+kYeu+APz60xT2b/peG75Fl6HcuhJN9J7lpCXdJWrbQpIS4mjW6S2gtCGxcBKP7sUxYMw3qFQl5GalkZuVpu2JMZY35uDXtPY4vp3UR+Xs0UZjj80/TWFfOXs071rBHlsX8ighjuaddfZYt2ASSQlxDBz79PYos4m51H/mkj8ikYjGHYdycveP3LoUReqjG+xcPhn76q7UqqfTse77YZw9rNPRpNMILkZv4vKpbaQn32HvuukoFYXUbaHR8STtISf3/ETy/atkZyaReOc8236egEQqI6h220o6BIyzaNEi/P39kclkNG3alDNnzhgNu2TJElq3bo2joyOOjo506tTJZPjngTAssBxffPEFEomEL7/8kqSkJDw8PBgzZgw2Njbs27ePiRMn0rhxY2xsbOjfvz/ff/+90bRmzpyJSqViyJAh5Obm0qhRI/bt24ejo+GvSX8VjVq+Ql7OE3Zt+EGz4a9/CO9/9gMO1TXDX56kpyAW617Gsp+kMuOT17V/H9yxkoM7VlIzvBEffL30qdI0Ru2m3cnPzeTQ9gXkZafh7hvGkA+XaLvQszOSEIl0L2S+NRvw2uhvido6l6gtc3By8+eN8Qtx866lDXPj4iG2L/2X9u/NizXDJNv1Hkf7Psb3tGjZbRRKRSE7V35JUUEOvjUbMviDJUgsdT1/mWkPKMjTfcav3aQ7BbmZHNm+gLycNNx9whj0wRK9IQBnj2zg6I5F2r9XzNJswNx7xH+p10pXCZmrTRTyCjb5cAmW5W2S+oCCXH2b5OdmcrhMv08YgyvYpOubUxGJxGz8YSIlSgVBtVvx6pAvjeoAOHlNjVSipkfT0g1zU9WsPVxCSbk2kKOdCBsrKJvY71lDxLDOunlKXRtq/n/xjoodMZqINxLV/H5GRcsIMa80gowczTyih0banS9Ch1oNbtUhMtACmSXkFmoaVUcuq/TSrUh0nApLCfRsbqHVsuZgsXZ+FICjvQgbma6R4+kkYkRXndt/pbEFYMGF2yq2n9QNgaztLwIRXEmoupco5roaqQS6NdLY5GEabDyqr726HaU20eDhCIM76GzSub7G51xOULHrzLP3vFVrWJvmUau1f4d/q3neH67ayuWRU7HycMG6tKEFUHgvkdheown/bir+44dSlJjCldGfk35Atx1G8uY9SF1qUGvaBM0mwpfiOdNjFIoKi1wYomHHdyhWFHJo45eaTYQDG9J79C96/iQ7/SGF5fxJrQbdKczPJGbPfPJz0nDxCqP36F+wsdeUHQsLS3qP/pkTO79j55IxKBUFVHf2pfNbM/EPb0vFBS0AWrwyCqW8kN9X6crwW5P0/dqTNP0yHNGkOwV5mRz9TePX3HzCeGuSfhk+d2QDx3bq/NrK2Rq/1mvEf/UaYWXUadqd/JwnRG2dT152Oh6+YQz7+GdtmlmZyYjK1Tu+NeszcMw3HNwyjwO/zsHJzY+3Ji7Q+rWcJ6lcv3AIgEVf9NX7rbc/XUlgWOXVE8swB79Wt1l38nM19sgttcfwT34u5+eT9Xoo/WrWZ+DYbzj46zz2b9bYY9Akw/ZY+Lm+PUZONW2PMpuYQ/1XpuVl5w9As67voFQUsmfNl6WbGTdk4AT9MpxVoQyHN9aUneM7NGXY1TuMgRN+0S7OIrGU8vD2WWKjVlJUkIOtgxM+NRsxdPL6SotnmBvm1MO0ceNGPvzwQxYvXkzTpk2ZO3cuXbt25caNG7i6Vt40+8iRI7z55pu0aNECmUzGrFmz6NKlC3FxcXh5eb0QjSK12tBaVAL/K0RdKao60F9EWq55TNZUmdEcebGZ9B2bkxe4dU/YTLEiJaY2efoLsbIyjwc2cvCLG179rNzbceNlSwCgmp15PCMAVpbmoaW4xHxeCC0l5mEThdJ8bCIyEylyM7HJ8HYvW4Fxrt5OeWFp1w5+tmXomzZtSuPGjVm4cCGgGQbq4+PD+PHj+fTTT6uMX1JSgqOjIwsXLmTo0KF/SHNVCD1XAgICAgICAgICAgIGeZE9V4a2EbKyssLKqvIHeYVCwblz55g6dar2nFgsplOnTpw6dapSeEMUFBSgVCqpUaPGnxNuAvP4DCkAQEREBHZ2dgaPtWvXvmx5AgICAgICAgIC/zDUatELO2bMmEG1atX0jhkzZhjUkZ6eTklJSaX1Dtzc3EhJebretSlTpuDp6UmnTpXnqj4vhJ4rM2L37t0olUqD1wwtnCEgICAgICAgICDwd8XQNkKGeq2eBzNnzmTDhg0cOXIEmexP7nRvAqFxZUb4+fm9bAkCAgICAgICAgICWlQvcFigsSGAhnB2dsbCwoLHjx/rnX/8+DHu7qbnbn377bfMnDmTgwcPUrfuH9t+6GkRhgUKCAgICAgICAgICJg1UqmUhg0b6u1Jq1KpiIqKonnz5kbjzZ49m3//+9/s3buXRo0avXCdQs+VgICAgICAgICAgIBBzGkp9g8//JBhw4bRqFEjmjRpwty5c8nPz2fEiBEADB06FC8vL+28rVmzZvHll1+ybt06/P39tXOzytY0eBEIjSsBAQEBAQEBAQEBAbPn9ddfJy0tjS+//JKUlBTq1avH3r17tWsTPHjwQG+/1h9//BGFQsFrr72ml860adOYPn36C9Eo7HP1P87+S6Z3Z/8ryS40j7Z8XqH5jIa1szaPTbfMyQs8fGw+X8jMBXPZ50pqaR55Y2kmOgD8e4W8bAkAZEaZx35bADKpefg1c9rnylz2/lKZhwwAcgvMpy42B0a0f9kKjHP+ZtWbp/9RGtQy7w2U/wjCky0gICAgICAgICAgIPAcMI+uBAEBAQEBAQEBAQEBs8Oc5lz9HRAaVwICAgICAgICAgICBlGrhcbVsyAMCxQQEBAQEBAQEBAQEHgOCD1XAgICAgICAgICAgIGEYYFPhtCz5WAgICAgICAgICAgMBzQOi5ek4MHz6crKwstm/f/rKlCAgICAgICAgICDwXhDlXz4bQuPobsWLFCiZNmkRWVtafSufY3vVE7VxBTlY6Xn4hvPb2VPyD6xgNf+HUPnZtXEhmWhIu7r70HvQBEQ3aaK/Liwr4be0crsQeIj83GydXL9p2G0SrLgOr1BJzcC3Re5aRl52Ou08oPQZ/hndQXaPhr57Zy8Gt88lKf4STmx9dBn5ESGRb7fW4s/s5c2gjSffiKMzPZtzXW/HwC6tSh1qt5vjO+VyK3oy8MAevoAZ0fXM6Ndz8TcY7d2Qtp/cvJT8nDVfvUDq//gWeAZX1q9VqNi98h7txx+k3ZhG16nX6S2xSUqzk4JZ53Lx8jMzURGQ2dgSFN6fLwI9wcHQ1eW+ny+vwDeXVwZ/hHWhaR1SpjhrufnQd8BG1KuRN7GFd3rz31dPlDWjsd+7AAuLPbEZRmIO7fwNa9Z1GNWd/o3GS78Zy6dhS0hPjKMhNo8vQhfhH6Ns94ep+rsVsIP1RHPKCbPpN3Iazp3FN5qKjTMv5gwu4cXYzisJc3Pzq06J3FVoSYrlyfBkZjzRaOg5egH+4TouqRMnZA/NIvHGM3MxEpDI7PIOb06jrR9g6GH5e1Go1sfsXEH9aU3bc/RvQpt80qrsY15F0N5aLR5aS9iiOgpw0Xhm2kIDa+jb5I+mq1WpO75nP1RhNHM+ABrQfMN1kHIBLx9dy/tBSCnLTcPYMpW3/L3D30z3r+TlpRO+YzcMbJ1HI83F0DaBx5zEER3bVS6dGq0YEfjSSag1qI/N05Wz/93i8I8rkb9do04Twbz/FLrwmRQ+TuT3jRxJXbdML4zf2LQI/HImVuws5l68TN+nfZMdeMZlumT2O7pjPxeObKSrIwTu4Ad0HVe3Xzh5ey6l9S8nLTsPNJ5Sub36BV6lfK8zP4uhvC7h7LZqczGRs7GsQUq8TbXtPRGZjbzRNc/H1Z6LWcmLvUq2OboM+N+nX4mL3cmjbPK2OTgM+plZdnQ61Ws3h7Qs4f0xjY5/gBvQYOg2nKmx86sBaju3W2aPX0M/wMWGPK6f3cmDLfJ6U6njl9Y8IrafTcXDrQi7H7CYrIwULiSVeAeF0eW0SvsGRVdok5uBajpfT0mNIFVrO7OXgFl3edH1dv845sGUeNy+Vq3MimtP1KeocMJ+62Fx0CPw9EYYFmglqtZri4uIX/jvnTu5l26pv6PbaGCbP2oSXXy1++M9ocrMNbxB398ZFVsybQvMO/ZgyazN1G3dgyTcTSXpwSxtm68rZxF88wdDxM/lszm+0e3Uwm5f9lytnD5vUcuX0bvasn0X73uN476stuPuEsOLbd8jLMazlwa0LbPrxYxq26c97X28lrEFH1s0bz+PEm9owCnkhfrUa0HXgR89kl9P7l3Du8Gq6vjWdoVM2YSm1ZuOCkRQr5UbjxJ/dzaFfZ9CqxzhG/Gsbrt6hbFwwknwD+mOjVsJTjFl+3jZRKopIun+Ndr3G8t7XW3hr/HzSU+6xZu57VevYMIv2fcYxtlTHyip0bF6s0TH2662E1e/Iuvn6eaMszZsuz5g3AJeO/sLVE6tp3Xc6fd7fhERqze6lo0zmj1JRiJNHKC37fGkyjLt/Q5p2+/hvpQPg8rFfuHZqDS17T6fX2I1IpDbsW/6OSS3FikJquIfQvNcXhq8ri8hIuka99mPp/f4WOg6aT3baPQ6uNv68XDzyC1eiV9Om33T6j9eUnV2/PIVNPENpbcImfyTdc1FLuHhsNe0HTOf1DzT5s32x6XJ88/xujm+fQdNXxvHGx9tw9grlt8UjKcjVPev7104hKzWBHqN+ZNDknQTV7cyeFZNITbyml5aFrQ05l29wdcJXRn+vPNb+3jTe8RMZR04T3ag3CQtWUuen/8O5cyttGI8B3Qj7Ziq3/m8R0U36knv5Ok1/X4rUpUaV6Z/au4TYqNV0GzydEf/ahFRqzbq5pu0RF7ubA5tm0LrnOEZ9sQ0371DWz9X5tdysVPKyU+k0YArvTt9Fz+EzuHP1OLtWfmY0TXPx9VfP7Gbfxpm06zWO0dO24uYTwprvRxnXcfs8v/70EQ1av8aY6dsIrd+JDQve19NxYs8vnD64mh5DpzPq801IraxZ/d0olCZsfDlmN7+vm0XHvuN4/99b8PANYdnsd8gzUg/fv3mBDT98TKO2/Rn/762EN+zImrnjSXmo0+Hs7k+voZ8zacZvjPliDY7OXiybPYq8nEyTNrkcs5vd62bRoc84xn29BXffEFZ8Yzxv7t+6wKYfPqZRm/6MK82btXMr1Dn3rtG+91jG/XsLb02YT3ryPVbPMV3nlGEudbG56DAXVC/w+F9EaFyVQ6VSMXv2bIKDg7GyssLX15f//Oc/AFy5coUOHTpgbW2Nk5MT7777Lnl5eUbTksvlTJgwAVdXV2QyGa1atSI2NlZ7/ciRI4hEIvbs2UPDhg2xsrIiOjr6hd/j4V2raN6xP83a98XDO4jX3/mS/2fvrOObuv7//0zq7u5GhRruboPhzgTfsLExgzGD7bN9mQ+dwdDhwxlWikuhSJFSnFJKCxVom1RSSX5/pE2aNkmBwcj2u8/H4z6gyfucvO77fc6599wj19TUguP7N2m1P7DjD8JjW9G59yjcvQPpOXQyPoERHNq1WmVz6+o5mrXrTUj9Jji5etGq8yC8/Opx+7r+J6tHdy2jcbtBNGrbH1evYHqPnImJqTmnD23Uan9sz3JColrTpscYXD2D6DzgLTz8w0nYu0pl06BVHzr2nURQ/ZaP7BOFQkFi/HJadp9AvdjOuHqH0XPUN0jzsriatFdnupN7lxDTajDRLQfg7BnMCy99homJOeePbdCwu38nhcS9i+kx/P/q1PK0fWJuacOoqYuJatYdF48AfIJj6fnqx2SkJpOXm6FTx7HdSh0N2yh19Bqh1HFGh47jccsJjmpN6+o6/MI5US02sa360KHPJIIiHj02oIzPhSPLadBxPP71O+HkEUqHwV9TVJBFarLu+PiGtaVJtykERHbRaVOvYR8adZ6EV3CLf42OKi3Jx5YT22E8fhGdcPQIpd2gryiSZHH7km4tPqFtadx1Cv71tWsxNbeh++jFBEZ3x94lAFffWFr0/picu8lI82qXF4VCwfnDy2nUaTwBkZ1w8gyl41ClT27p8YlfWFuavTCFwCjtOp4kX4VCQdKh5TTtOoGgqM44e4bR9eVvKMzP4uYF3VrOHlhCZIvBRDQbgJN7MB0HfYaxqTmXTqjr8b1bZ4lu8wruftHYOfvQtOtEzCxsybqTrJFX9u5DXJ0xm/tbdP+ehh9eH0rxrXRSpn6N9PJNbv+0knsbdhPw1kiVTcCUUdz5fR3pyzYiTbnBhYkzqCgqwWfkAL15KxQKTsYvp/WLEwiN7Yybdxi9R3+DJC+LK2d16zsRt4QGbQYT22oALp7B9HjlM0xMzUk6qvSHq1c9Bk6YR72Yjji6+hIQ3oL2/aZw7fw+5BXaHxAaSlt/fPdSGrYdRIM2A3D1CqbncOW5nT28Qav9ibgVBEe2plX3Mbh4BtGx/1t4+EVwct9KQOnjhLjltO01nrAGnXD3CaXf2K+R5GVx+YxuHx/euYwm7QfRuG1/3LyC6TtqJqZm5pzS4Y+je5YTEt2ati+OwdUriK4D38LTP5zj1dvXlj0JjmyJo6sPbt4hvPjyB8iKpdy7c0WvT47uWkbj9urY9Bk5ExMzc04f1NHW766MTaWWLlVa4tTXnNHT1Ncc3+BYeg2vvObk6L7mVPnTEK7FhqJD4N+L0LmqxvTp0/nqq6/45JNPuHTpEqtWrcLNzY3CwkK6deuGg4MDiYmJrF+/nr179/LGG2/ozGvq1Kls2LCBZcuWcebMGYKDg+nWrRsPHmg+Rfrggw/46quvSElJITpa9zD806C8vIw7Ny8RGtVc9ZlYLCY0qjmpV89pTZN69ZyGPUBYTEtuXVPbB9SL4cLpA+Q9uI9CoeDqxZNkZd4mLFr3Ra+8vJSM1GSC6qtvJsViMUH1W3DnepLWNHeun9OwBwiJbK3T/lHJz0mnsCAb/3C1XnMLGzwDYrh786zWNBXlpdxLS9ZIIxKL8Q9vqZGmrLSYrb+/S5ehn2Jt56JXxz/lk5JiCSKRCHNLW706AiO06LihR0eEpo7gqNak6bB/HCQP0imWZOMVova1qYUNrj7RZKX9/fz/bToAJA/TKZbk4Bmk9rmpuQ0u3tFkpWmvy09KaYkERCJMzWuXF8mDdIok2XhX84mZhQ2uvtHcv530xL/5JPkW5KZTVJCNTz3NNG5+MWSm6q7HWenJGmlEYjE+9VpqpHEPaMC1szspKcxDIZdz9cxflJfL8A5u+sTnCGDfPJacfcc1PsuOO4JD81ilFhMT7BrWJyf+mNpAoSBn3zHsmzfQm3deTjrS/GwCqrdrljZ4BcaQrqddy7ydrJFG1a7d0J4GQFYsxczcGrFR7ZUGhtLWl5eXknE7mcBqD3fEYjGBES1I19Wu3UjSsAcIjmxFeqWOh9lKH1e3Mbe0wTswWmeeVf4I1uKPNB3nl3b9nIY9QEhUa9Ku6f6Nk/vWYW5pg4dvmFYbfVqCI/RrqRmb4Kg6rjlFldccK+3XnCoM5VpsKDoMCYVC9MyO/yLCmqtKJBIJc+bMYf78+YwYMQKAoKAgWrduzcKFCykpKWH58uVYWVkBMH/+fHr16sXXX3+Nm5ubRl6FhYX8/PPPLF26lO7duwOwcOFC4uLi+P3333n//fdVtp9//jlduuh+ov04yGQyZDLNIevSUhGmpmZKXQUPkcsrsLV30rCxsXfifsYtrXkW5OVgY1fD3s4JSV6O6u+Boz9kza+f8cn4zoiNjBGLRAwdN5PgiMY6tRZJ8pDLK7Cukbe1nRM5mdq1SPNzsLJ1rmUvyc/Rav+oSAuyAbCy1dRiZeNEYYH2vIukD1HIK7Smyb13U/V3/PpZeAU1eKT51P+ET8pKZexZ+z1RzV/E3ML68XTY6tdhbedcy176N2Oj1KOMj6W1ph4La2eKJH8//3+bDoDiyt+z0KKlWJr91H6nvExG4q7vCYp+EVPz2uWlyicWNpo6LP+mT54kX1V8aqaxcaJIRz0uLlTWY21pHt5X1+MeI2azc9nb/PZRM8RiY4xNzXlx9HzsXfwe78RqYObmjOy+pjbZ/RxM7GwQm5th4mCH2NgYWVZuDZtcrEID9eYtzdfTrumol7raNWtbzXZNI43kAYe3/0SDtkN0fG8YbX2RRHlu1jX9Yeusv13TYi+tLE9V1w6tNrp8rMMfNrZOZOu4DkvztLSvdrXb15Sz+1mz4D3KSouxsXdh9LTfsbJx0Jqnhpaa8bZzIvsx23p915zd674nWs81R5W3gVyLDUWHISFsxf54CJ2rSlJSUpDJZHTq1EnrdzExMaqOFUCrVq2Qy+VcuXKlVufqxo0blJWV0apVK9VnJiYmNG3alJSUFA3bxo11d0Ael1mzZvHZZ5pz/V8Z9zGvTtC+vuJpcWjnKlKvnef1qfNwdPHgespp1v/+JXYOLoRFP9o0p3+S5BNb2bVqhurvQZN+fSa/c+1cPLcvJzDqI+1TLv9pKsrLWLvgbRQo6D1iRt0JnhPXzm7j8Ea1vhdG/fL/tQ6A60nbOLp5purvrsN/fua/Ka8oY//qtwEFLfso/XD1zDYOblD75MXRz88nl09tZf86tZZerz+begxwfOccZMUF9Ju4FHMrB25e2MvOpVMY+OZK/J/Zrz4eFxK2suMPtT+GTn52/qhCVixlzbxxuHgG0baX7pkcAv8MQeHNmPzlRookD0ncv57V895m4sy1tTpy/xQV5WWsWfA2CoWC3iNrX3MM5VpsKDoE/jsInatKLCwsnsvvVu+w/V2mT5/OO++8o/HZoSvqpw1Wtg6IxUYU5Gk+BZXk5dYazarC1t651mYXkvxcbOyVT65KS0vYtnoOY9+fQ2TlDoJefqHcTb3Cvm3LdHauLG3sEYuNai3glebn1noqVoW1nXOtp0bS/FxsdNjrIjimI6MD1DsolZeXAlBYkIu1nXo3o0JJLq7e2qdUWFo7IBIb1VqoWijJVT1xvX0lgYc5afz4ThMNm02/TsY7uDEvv7tCM89n6JOqi1xebgajP1ii9wmiTh0F+nXUfIqqz14ffhEdcPVRT5GtqIxPkTQXy2o71hVLc3CqY0e9v4Oh6ADwDe+oVUuxFi2OHn9fi7yijH2r30aal0H3sUtUo1b+ER1w89WiQ5KrsZtgkTSnzt0O9WFp41JnvoGRHXH3U9djVXwkuVhVq8dFklxcvLTXYwsrZT2uvnlFVRrLynqcl5PG+cN/8PK07Th5hADg4hVGxs1TnD+ykr/zeEx2PwczN806YubmTFm+BHmJjNKch8jLyzFzdaph44TsnmZ9qxfbEa/Aav4oU7drNvaa7Zqbz+O1a9KCXKxrjCTJSqSsnjMWU3MrBk1cgJGxifY8n2Nbr6lDeW41N2ooLKg9ElNdh1b7Sl9Y2yrLqbSmjwtycPfVXv51+UNSoL6u1tJhr6V91eI/U3NLnM39wM0P3+BYvnuvG6cObqB979f1a6kZ7zpio62t13bNWb3gbfJyMhij45pjKNfigZN+Nggdozpo3hMYEv/V6XvPCmHNVSUhISFYWFgQH19729zw8HDOnTtHYWGh6rOjR48q1yuFhtayDwoKwtTUlKNHj6o+KysrIzExkYiIiGdzAoCZmRm2trYaR9WUQABjYxN8AiO4evGE6jO5XM7Viwn419O+Xat/vRiuXjih8dmV88cJCFHaV5SXU1FRjkikWfHEYjEKhe59YIyNTfH0r8/NSwkaWm5eSsAnOFZrGp/gGG5Uswe4nnxMp70uzMytcXD1Ux3OHsFY2bqQelm99kFWLCXj1jm8ArWvazAyNsXdt75GGoVczu3Lx1Vpmnd7nTEfb2X0R5tVB0CnQdN5cUTthazPyidVHavc+7cZNXUxlta6p4nUqSNIt46bNXTcSD6Grw57fZiaWWPn7Kc6HNyCsbBxIeO62telJVKy7pzH1ffx8/+36VBqscLWyU912LsGY2HjTMYNtc9LS6Rkp5/H1bfurZf1UdWxys+5zQujF2NuqS4vpua1fWJp40J6TZ+kncfNL/aJNdg4eteZr6m5NfYufqrD0T0YS1sX7lyrVo9LpNy/fQ4Pf9312NW7vkYahVzOnavHVWnKS4sBEIk0L5cikREKheKJzxEgLyEJp46aa1qdO7XkYUKSUktZGflnknHuWO0hlUiEU4cW5CVorv0wM7fG0dVPdTh7BmNtV7tdu3vzHN562jUPv/rcStH0R2rKcbyC1GlkxVJW/TgGsZEJQyb9jLGJmbbsgOfb1tfSUePc5HI5N1MS8NbVrgXFatiDsl3zrtTh4OKNtZ0Lty6pbUqKpaTfPK8zzyp/3KjhjxvJCfjqOD/f4BhuJNfwx8Vj+IZot69CuQtxqc7vVVqSa2i5VIeWmm39xdrXnNUL3ib33m1GT1uMpY6piYZyLTYUHQL/HYSRq0rMzc2ZNm0aU6dOxdTUlFatWpGdnU1ycjIvv/wyM2bMYMSIEcycOZPs7GwmT57Mq6++WmtKIChHoyZMmMD777+Po6Mjvr6+fPPNNxQVFTFmzJjncHZqOvQczh8LPsI3sD5+wVEc2LECmayY5u37ArB8/ofYO7rS+6UpALTv8QpzZo4iftsy6jdsw5mju0i7kczQ15VD6BaW1gRHNGbLHz9gamqOg4sH1y+d4uTBbfQb8b4OFUpavTCCDQun4xkQiXdgFMd2L6dUVkyjNv0A+PPXadg6uNF1sHI0rmXX4SyaNZwjO5cQGtOO8yd2kHErmb6j1FMhi6R55OdmUpCXBUDOPeW8cWs7Z2zstS8eFYlENOk0nGM7f8bR1Q87Z28Ob52Dtb2rxrzo1T+OoF5sFxp1eAWApp1HsX3pNDz8IvHwj+bUvmWUlhYT3bJ/5W+6aF2wauvoib2zzz/ik4ryMlbPn0LG7Uu8+vbPyOUVSPIq17NY22FsbKpVR8tuI9i4cDpeAZF4BUZxfI9SR8MqHb9V6hik1NGiy3B+/2o4R3cuoV5MOy5U6ugzsnZsJI8Rm6r4RLUezpl9v2Dr7I+tgxeJe+Ziaeuq8b6o7b+NxD+yM5EtlfEpkxWSn5um+r7gQTo5GSmYW9hh7eAJQElRHtK8TIoKlJrys5WaLG2cVaMnhqajSkv9lsNJ2v8Lts5+2Dh4czpuLpY2rvhVe2/VjkWj8K/fmYgWL6u0FFTTIn2QTm5GCmaWdljbeyKvKCN+1RRyMy7RZfjPKBQVqrVMZhZ2UOMmWiQSEd1mOKfjf8HO2R9bRy9O7lb6JKCaT7b+OpKAyM5Etarmk5waPrmr1GHj4PnI+dbUEtt2OIl7fsbexQ9bR28SdszBys6VwCh1mo0LRhAU3YWYNkotDdqPIm7VNNx8InHzjSbp4DLKS4uJaKasxw5ugdg5+7Fv3ae07jMNcyt7bl7YS9rVo/R+7VdgnSpvIytLrIJ9VX9bBnhjGxNG6YN8Su5kEvrFO5h7uXFu1DQAbv+2Br+JLxM2633uLN2Ac4fmeAzqTmLvcao8bs1eQszir8k7fZH8xPP4vzkCYysL7izTvptbdX807TScI38p2zV7Z28ObJmDjb0roQ3U/vjj+xGENuhCk45KfzTrMoqti6fh4R+JV0A0J/Yuo6y0mJhWSn8oO1ajKSstps+Yb5GVSJGVKHfOtbRxRCw2qqXFUNr6Ft1GsmnRB3hWnltC3DLKZMU0aK08t40Lp2Hr4Ernge9W+uJVln49nGO7FhMS056LJ/4iIzWZXiM+V/m4eZfhHNr+C45u/ji4eLFv01xs7F0Ja6h7TU2b7iNY/5uyffUJjOJolT/aKv2x7helP14YovRHq67D+e3/hnN4xxJCY9txPmEHd28l02+00h+lJUXs3/or4Q07YGPvQpEkj+N7V1Hw8D5RTbvp1FE9Nl5VsdmjqWV9ZWy6VcamRbfhLPq/arGp1NJ3tPqas2reFDJvX+LVdx79mlPlT0O4FhuKDkNCWHP1eAidq2p88sknGBsb8+mnn5KRkYGHhwfjx4/H0tKS3bt389Zbb9GkSRMsLS0ZMGAAP/zwg868vvrqK+RyOa+++ioSiYTGjRuze/duHBz0jxroQy6XY2z890LWqOULSAse8Ne6BUjycvDyD2Pih79gWzkd4WFOpsYoVGBoLCPf/Irta+azffUcXDz8eO39OXj6hqhsRk35lq2rZrNs7gcUSfNxcPGg57DJtO6i/yXCUc16UFjwkPiNc5Hm5+DhG86I935TTUfIe5CJSKx+Wuwb0oDB479l74Y5xP35I05ufrz01jzcvOupbC6f3c/GRR+q/l77k/Ii2aHvJDr1070moFnX1yiVFbNr5aeVL9tsxJDJizSeyD7MvkOR9KHq7/DGPZSLubfNrXxhYDhDJi+qtRD7cXjaPil4mMXls/sAWPBJP43fGv3BMgLDte92FtWsB4WSh8RvUusY/q5aR35uJmKRpo5B475l78Y5xG2o1PFm7dhs+l0dm3U/V8amzyQ66okNQEy7sZSXFnN4w6eUlhTg7t+I7qMXasSn4EEaJYXq+GSnX2T7byNUfyds/wqAeo360n6w8v+3L+3j4Hq1pvhVyhuIhp0n0bjLZIPVARDdVqnl6KYZlJYU4ObXkG6jftPQIqmhJeduMjsWqbWc2PE1ACEN+9J24CwKC7JIS1GWl83zNMtLj7HL8AttVktHbPuxlJUWc/BPtU96jq3hk1xNHVnpF9n6i1rHsW1KP4Q26kvHoV89cr41adTpNcpLi9m39lPlS4QDG9FnnGY9zs+5Q3G1elyvYQ+KCx+QsFNZj128wukzbhGWNsqybmRkQp9xv3F02/dsWziestIi7J196fLSV/hHtNP4fbtGkbSIV0/tifhOGdM7yzdyfsx0zDxcsPDxUH1fnJpOYu9xRHw/Hf/JwylJv8eFcR+TE6d+LUfm+p2YujhSb8abypcIn0vhZM+xlGbVfndOTVq88BqlpcX8tULZrvmENGLYW/rbtfpNlO3awS1Kf7j5hDPsrUWqqXCZacncvaXckfKnjzQ3Y3pjVjz2zt61dBhKWx/ZtAeFkgfs3zwPaX427j7hvPL2QnW79iADkVh9/fMNbsiA179j38bZxG/8EUc3f4ZOnq+ho1X3sZTKitm2TOlj35BGvPLOQkz0lNPo5j2QSh6yd8NcJJX+GPX+b6qpdXm5mRojpX71GjB0wrfs+XMOu9f/iLObH69MmYe7j1KHSGxEduZNzszdTKHkIZbW9ngHRvH6x3/g5h2iVUN1LYUSZWyqtIx8X7Ot19AS0oDBE75l759z2LNeGZuXp2i/5sz/WLMNGTNd9zWnCkO5FhuKDoF/JyLF353XIPCP8dVXX/HHH39w8eLFR06z55zuKQH/NPnFhtGXlxYbzmxYawvDeIWeIbUCd+4LT8hqUlFhGAEyNTGM2JgYiA4A/961p4Y/Dx7E63+f0T+JualhtGvlFYZTTsxMDKMOyw1DBgCSIsO5FhsCozo8bwW6OZRcWLfRE9K2/tPbe8BQMIy7XQG9FBUVcfnyZZYsWaLa2l1AQEBAQEBAQEBAwLAQOlcGRP369bl9+7bW7woLCxk0aBCffvrpP6xKQEBAQEBAQEDg/1eENVePh9C5MiB27NhBWVmZ1u/c3NywsbH5hxUJCAgICAgICAj8/4ywFfvjIXSuDAg/P7/nLUFAQEBAQEBAQEBA4AkROlcCAgICAgICAgICAloxpE2v/g0IW7UICAgICAgICAgICAg8BYSRKwEBAQEBAQEBAQEBrciFDS0eC6Fz9R8nLUf329D/aYyNnrcCJf7Oxc9bgorr9y2etwQATAyoJXCwfd4KlNhaGca7egBszcuftwQAHhSaPG8JAJQbyHu/wHDeL+XYyTDetwVw5c/Lz1sCAKaGUVwBNF7E+zwpKzOcumNtIK83qqh43goE/msY0C2VgICAgICAgICAgIAhIewW+HgYxqMUAQEBAQEBAQEBAQGBfznCyJWAgICAgICAgICAgFaE3QIfD6FzJSAgICAgICAgICCgFYWwocVjIUwLFBAQEBAQEBAQEBAQeAoII1cCAgICAgICAgICAlqRC9MCH4v/fOcqNTWVgIAAzp49S2xs7N/Ky9/fnylTpjBlypSnou15olAoOLp9LuePrkdWXIBnYEO6DpuJg6u/3nRnDq4kMe53CguycfUOo9PgT/Dwj1Z9v+bHV7lz7aRGmpjWQ+j60uc6dRzeNpekw0od3kEN6fbSTBzd9Os4vX8lJ+J+R5qv1NF16Cd4Bqh17PzjU1JTjiHNz8LEzBLvoAZ06P8eTu5BWvM7sHMNe7YuoyAvF2+/egwZM42AkCitthl3rrNtzc/cvnmJB9mZDBr5Hp16vvK38qzpk6N/zeVCtdh0GVp3bM4eXEniXmVsXLy0xGb2q6RriU2XYYYdmyotR7bP5dwRpRavwIZ0fWkmjnWV1wNKLVXltfOQT/Cs5pPq+a+f/xq3Lh2m37gF1IvtrDW/hL0rObxjMdL8HNx9wuj56kf4BNXOr4oLJ3exd8Nc8nLu4uTmR7ch7xIa0w6AivIy4jbM4eq5QzzISsfc0pqg+i3oNvhdbB1c9Z7XoV2rid+2lIK8HLz8Qhk4ejr+wbrL1tnju9m+dj4PsjNwcfelz8tvU79hW9X3spIitqz8kQuJ+yiU5OPk6kW77i/TuutgvToATsSv5NjO35Hm5+DmG0aPlz/GO1C3T5ITd7Fv4xzycu7i6OZHl0HvUa/SJwCXTu3h1IE1ZKQmU1yYz/jPNuHhG16nDlDG8eCWeZw9vJ6SogJ8ghvS/ZUZONVRZhP3reT47spz8AnjhWEf41XtHM4cXMvFE9vJTLtEaUkh7889ibml7ncGKBQKDm5V1p2SogK8gxvS4+W6686p/VU6snHzCaPbsE/wqqw7xYV5HNwyj5uXjlDwIBNLG0dCYzvTrs9bmFva1MrLsXVjAt8dg13DSMw9XTk1YCL3t8br/X3Htk2J+O4DrCNCKLmTyfVZP5O+fJOGjd+Elwh8Zwxm7i4UnL9M8pT/kZ94QW++VT45tWcel08q67C7f0Pa9JuBnYtun2TcTOTcwd/JSU+mSJJN1+HzCYjUrJuPm69CoeDErnkkH1+PrKQAD/+GdBg0A3s9OgDOH1nJmX2/UyTJwdkzjLb9P8bdT11GCguyObr1W+5cPUaprBAHlwAadxlHcEw3vT45sXMuFxMq2/qAhnQYNLNOLecOV2nJxtkzjHYDPqml5cjWb7hzpVKLawBNuozXqUWhUJC4Zx4pJ9Q+bNtfv08ybiaSdOB3su8mU1SQzQsjtMfmcfM1pHuTYzvmcvHYekqKC/AKaEinIXXrSDq0klPx6utwh4GaOgAybp3l6LYfybx9HrFYjItXOP0n/g6Y681b4N+DMC3wMUhMTOT1119X/S0Sidi8efNTyz81NRWRSERSUpLG3zWPV16pfSP/uJyMW8iZAyvoMmwmL7+/DlMzC9bPG0N5mUxnmsundnBgwyxavjiJ4dM34eIVxvp5YyiU5GrYRbcazIRZR1RHu35TdeaZsHshp/at4IWXZzLig3WYmFmwdq5+HZcSdxD/5yxavziJ0R9tws07jLVzx1BYoNbh7lufF0fM4rWZOxj61u8oFArWzB6DXF77hRanju7mz2Xf03PQOD78ZjXe/vWY98VECvIfaP39UlkJzm5e9Hv5LWztnbXaPG6e1TkZt5CzB1bQZagyNiamFvw5v47YnN7BgY2zaNFjEq9+sAlX7zD+nK8jNv93RHW07WvYsanixJ6FnN6/gm4vzeTVqUot6+rQknJqB/s2zKLVi5MY+aHSJ+tqaKni1L5liET655SfT9jBjlVf07HvJCZ9vgF331CWfvsaUi35Ady+dpZ1P71H47YDmPT5RsIbdmLl7MncT78KQFlpCRmpl+jQZwKT/reBl96cS05mKit+nKhXx+lju9i0/Fu6DxzP1K/X4eVXj5++HIckX7uOm1eSWDpnGi069mfa1+uJbtKRhd++RUbaNZXNxmXfkJJ0lOGTv+KjH7fQ/sVXWL/4/7hwar9eLRdP7GD3mq9o32cS42ZuxN0nlBXfj9Xpk7RrZ/jzl3dp0HYg4z/bRFjDzqyZ94bKJ0q/FOMb0ogug97T+9vaOLZrESfjV9DjlZmM/lBZTlb9OFZvOUk+uYO4dV/RttckXvt0I24+oayaPVajnJSVlhAU2YbWPcY9ko7juxaSGL+C7q/MZNSH6zA1tWDVbP3lNTlxB3HrZtGm1yTGfqKsO6tnq8urJC8LaX4WnQdN4/WZ2+k1chY3Lh5m+7KPtOZnZGVJwfkrXHzzs0fSbOHvTZOtv5J74ARHGvfh1rxlRP36Bc5dWqtsPAZ1J/zb6Vz7YgFHmvZDcv4yzf76HVMXxzrzP3dgERePrqBN/5n0m7wOY1ML/vpdf2zKS4tx8gijdb9Pn1q+Z/Yt4tyhFXQYNJPBU5RlZMsv+nVcPbuDw5u/omm3SQx9dyPOnqFs/XUsRdXa17iV03iYfYsXx/zES+9vJSi6C7uWvU12+iWd+Z6OX0hSpZYhbyu1b/5Ffzm5emYHhzfPotkLkxj63iacvcLY8ssYDS17Vk4jL+sWPcf+zMtTtxEU3YWdS6eQpUNL0oFFXDiygrb9ZzJgsvKas32Rfp+UlRbj5BlGm766Y/Mk+RrKvUni3oUkHVxBpyEzeeldZTnZ+JN+HVdO7+Dgplk07z6JV6YqdWz8STM2GbfOsvGnsfiFteal99bz0nt/Etv2ZYN5D5ouFArRMzv+ixh2NA2E0tJSAFxcXLC0tPzHf3/v3r1kZmaqjgULFvyt/BQKBaf3Laf5CxMIiemMq3cYPUZ8gzQ/i2vn9upMd2rfEqJbDSaqxQCcPYLpOuwzTEzNuXhsg4adiak51nYuqsPMwlqnjsT45bTqMYF6sUodPUd9gyQvi6tJunWc3LuEmNaDiW41AGfPYF54+TOMTc05X01Hg7ZD8K3XBHtnb9x969OuzxQKHmaSn3u3Vn57t62gVef+tOzYF0+fIF56/WNMzMw5tm+z1t/3D45kwPB3aNL6BYxNtL+l8nHzrO6TM/uVsQmO6YyLlzo21/XFJn4JUS3VsekytDI2xzVjY2xqjpWdi+ow9NhUaTm1bzktuqvLa8+RSp/o05IYv4SYVoOJbqn0SbfK8nqhhk/u30nh5N7FdH/1/3TmBXB01zIatx9Eo7b9cfUKps/ImZiYmXP64Eat9sd3LyckqjVtXhyDq1cQXQa+had/OMfjVgFgbmnD6GmLiWrWHRePAHyDY+k1/GMyUpPJy8nQqWP/9uW06DSA5h364eEdxJDXPsXU1ILj+zdptT+w4w/CY1vRufco3L0D6Tl0Mj6BERzatVplc+vqOZq1601I/SY4uXrRqvMgvPzqcfu6/hGJY3uW0qjtIBq0GYCrVzA9hyt9fPbwBq32CXErCI5qTevuY3DxDKJT/7fw8IvgZPxKlU1Myz607zOJwPot9P52TRQKBSf3LqdNz/GENuiEm08ofUZ/jSQvi8tndZeThLilNGgziNjWA3DxDObFV5TnkHREfQ7NuoygVY/X8QqMeTQd8ctp/eIEQmM74+YdRu/RyrpzRY+OE3FLaNBmMLGtlDp6VOk4qtTh6lWPgRPmUS+mI46uvgSEt6B9vylcO78PeUXtl0xn7z7E1Rmzub9F929Wx+/1oRTfSidl6tdIL9/k9k8rubdhNwFvjVTZBEwZxZ3f15G+bCPSlBtcmDiDiqISfEYOqNMnF44sp2Gn8fjX74STRygdhnxNUUEWqcm69fmGtaXpC1MIiOzyVPJVKBQkHVxOk67jCYzqhLNnKF1e+prCgixuXtCtI+nAUuq3GEREswE4ugfTYZCyXbt0Ql1G7qUmEdP6Fdz9orFz9qFJ1wmYWdiQlZ6sU3vSoeU07TqBoKjOOHuG0fXlbyjM16/l7IElRLYYTESzATi5B9NRm5ZbZ4luo9bStOtEzCxsybpTW4tCoeD84eU06jSegMhOOHmG0nGo0oe39MTGL6wtzV6YQmCU7tg8br6GdG9y9sBymnWbQHC08jr8wquV1+HzunWc3q+MTWTzATh5BNN5iDI21a/DBzbOokG7V2na9XWcPUJwdAsktGEPjE1MdeYr8O/jP9O5ksvlfPPNNwQHB2NmZoavry9ffvllLbuKigrGjBlDQEAAFhYWhIaGMmfOHA2bkSNH0rdvX7788ks8PT0JDQ0FlNMCZ8+erfo/QL9+/RCJRPj7+5OamopYLObUqVMa+c2ePRs/Pz/kcvkTnZuTkxPu7u6qw87O7onyqSI/N53Cgmz8wlqqPjOzsMHDP4aMm2e1pqkoL+VeWjJ+oeo0IrEYv7CWZNzSTHMpcRvz32/Gkv/15NDm7ykrLdaaZ16OUod/uDpPcwsbPANiuFuHjoBwTR3+YS11pimVFXH+2Ebsnb2xdXDX+K68rIy0mymERzdTfSYWiwmPasbNK+e15lcXfydPVWxCtcTmlm6f3L+TrBFPkViMb1jLWvFMSdzGgqnNWPJFTw5tMezYVJFfpaVGefUM0O+Te2m1fVJTS1lpMdsWv0vXoZ9ibeeiNS+A8vJSMlKTCa52wy8WiwmOaEHa9SStadKunyOoRgchOKo1d3TYA5QUSRCJRJhbaZ9yVl5exp2blwiNaq6hIzSqOalXz2lNk3r1nIY9QFhMS25dU9sH1IvhwukD5D24j0Kh4OrFk2Rl3iYsumXN7KppKSUzNZnA+mobsVhMYEQLneeYfiOJwAjNPIMiW3Hnhnb7xyEvJx1pfrZG+TO3tMErMJq7OvKvKC8l83YyARGa5SQgvAXpN59Mk24dMaTrqTuZt7XUnfCW3L2hPQ2ArFiKmbk1YqO/P8PfvnksOfuOa3yWHXcEh+axSj0mJtg1rE9O/DG1gUJBzr5j2DdvoDdvyYN0iiTZeIVo1mFXn2ju3056Ys2Pm29BrtLep56mvZtfNPdSteuoKC8lKz1ZI41ILMYnpAX3qv2Gu38s15J2UFKYh0Iu5+qZvygvL8UrqKnWfAty0ykq0KYlhsxU3eVEq5Z6LTXSuAc04NrZnTW0yPAOrq2lyofeNX3o+3Ri8zj5Gsq9SZUO3xrXYXf/GDLrug7X1BGqjk2RJJd7qeewtHFi9Q9D+eXDlqyd8wp3b5zSmqchoVA8u+O/yH9mzdX06dNZuHAhP/74I61btyYzM5PLly/XspPL5Xh7e7N+/XqcnJw4duwYr7/+Oh4eHgwerF5fEB8fj62tLXFxcVp/LzExEVdXV5YsWcILL7yAkZERLi4udO7cmSVLltC4cWOV7ZIlSxg5ciRisWH0ZQvzswGwsnXS+NzK1onCghytaYqlD1HIK7CskcbSxokH92+q/g5v0hNbR0+s7VzJvnuFg5u/48H9W/QdN7+2jgI9OvK16yiq0mFTO03uvZsan50+sJL9G7+jTFaEo1sAQ6cswcjYFFA3qFLJQ+TyCmztNPOzsXfi3t1UrRrq4u/kWeUTbX6uKzZWNX1i48SDaj4Jb6wZm0NbvuPh/Vv0ed2QYlMbqQ4t+nxSpaVWGlsncquV1/j1s/AKbEBIjPY1Vqr8JHnI5RVY18jP2s6J7Mxb2nXn52Btpzlt1NrWCYkO/5WVyti97nuim7+IuY4nqoUFlWXLvnbZup+hXUdBXg42NcuinROSPLWOgaM/ZM2vn/HJ+M6IjYwRi0QMHTeT4IjGNbNTUVRZzmv7xJmce3p8osVeqsMnj4NUZ7umO/+qclJTk5Wt7nN4Yh02ddedmmmstdQdVRrJAw5v/4kGbYc8kc6amLk5I7uvqU92PwcTOxvE5maYONghNjZGlpVbwyYXq9BAvXkXSZQ+sbDWPD8LG2eKJE8e+8fNt8resoa9pbUzhTp0FBdqb9csbZx5mKUuI91HzmbXsrdZ+HFzxGJjjE3NeXHUPOxd/PRqr52vE0W62nqdWpx4WK1d6zFiNjuXvc1vHzVTaxk9H3sXP8rKNO9mVT6smaf1U4rNY+RrKPcmRQXaY2Ol7zpcWLeOvJw7ABzfMZ+2/abi6hXOpZOb+XP+SIZP3w74a81b4N/Hf6JzJZFImDNnDvPnz2fEiBEABAUF0bp1a1JTUzVsTUxM+Owz9Rz0gIAAjh8/zrp16zQ6V1ZWVixatAhTU+03fC4uyqfc9vb2uLurn7iPHTuW8ePH88MPP2BmZsaZM2e4cOECW7ZseeLza9mypUbH7PDhwzRoUPtJoUwmQybTnA9cVmrGtaTd7Fk9Q/XZgAm/PrGWuohprb7Qu3iFYmXnwro5I3mYncb920nsWqnWMfiNZ6cDoH6z3gSEt0Kan82JuN/Z/NsUXp26uu6E/yCXTm4lrlps+k/852JjbefCurkjyctO436aYcTG2MSM5JNb2b1KrWXgM/LJtXPxpF1JYOSH2qfT/ZNUlJexZsHbKBQKeo+cUXeCp8yhnatIvXae16fOw9HFg+spp1n/+5fYObgQFv140/P+KS4kbOOvFWpfDXvzl+ekYys7/lDrGDr52dYdUI5YrZk3DhfPINr2euOZ/97jcu3MNg5tVPuk+6jnE5srp7exf51aR6/Xnp2OhB1zkBVL6DthCeZWDty8sJedy95mwOQ/cPYM5fKprZpaXn925eT4zjnIigvoN3GpWsvSKQx8cyX371zh4Aa1jhdHP5/YgPL6Zwj3JndvJLF3jVpH3/HPSIdCOXsputUQIpsrp9K6+kSQdvU4FxM2wCvvPpvffQrIhfdcPRb/ic5VSkoKMpmMTp06PZL9ggULWLx4MWlpaRQXF1NaWlprJ8GoqCidHSt99O3bl0mTJrFp0yaGDh3K0qVL6dChg2oa4ZOwdu1awsPVu2X5+PhotZs1a5ZGxxGg16szeGHIe3j4q9cKVJQr15AVFuRibafelaywIBdX7zCteVtYOyASG1FUY6F6kSQXK1vtmzoAqt/Ny75NSExHPAMeTYebj3YdllU6aixUVeahqcPcwgZzCxsc3fzxCozhx7ebcuVsHEHd1eXE2sYBsdiIghqbAUjycnVuVlEXj5NncHRHrbEpquGTIkndsam5eLewjti4V/7uQwOKTf2mPQmO7ohnNZ+U69CizydVWmpuXlFUoPbJ7SsJPMxJY/a7TTRsNv82Ge/gxoz/ZJk6Pxt7xGKjWhs1SPNrn1sV2kZkpAW52NSwrygvY/WCt8nLyWDMB0t0jloBWNlWlq08bWXLSWsaW3vnWptdSPJzsaksi6WlJWxbPYex788hsnIHQS+/UO6mXmHftmU6O1eWleW8tk9ysNZR7qztnLXb6/ChPurFdlDtpAea5cTGvnqZzcHdR/tug1XlpKamwoJH11QvtqPGWqyKMh06JHXXnZrlVVqQW8uXshIpq+eMxdTcikETF2BkrH3d5+Miu5+DmZvmb5m5OVOWL0FeIqM05yHy8nLMXJ1q2Dghu6dZzv0iOjDQVx2bqvakWJqLla3aJ8WSHJw8H20nSG1Y2rjozTegfgfc3quto0iai1X1tkSag4sOHRZW2tu1IkkOlpWxyc9J4/yRlbw0dRtOHiEAuHiFkXHzNBeOrKLD4M8IjOyIu5+Wtl5SQ4skFxcvHW29Ti25Ki15OWmcP/wHL0/bXkPLKc4fWUmz7u/jpi02Ek0fFklzcH4asdGTr67r3z99bxIU1VF1Payuo0hSQ4ckF9e6YqNHh5Wt0ieOHpo74zq6BSF5qHudrSHwX52+96wwjHlqfxMLC4tHtl2zZg3vvfceY8aMYc+ePSQlJTFq1CjVphVVWFlZPZEWU1NThg8fzpIlSygtLWXVqlWMHj36ifKqwsfHh+DgYNVhZmam1W769Onk5+drHN2HTcfU3BoHVz/V4eQRjJWtC2lX1PPrZcVSMlPP4Rmofe68kbEp7r71uV0tjUIu5/aV43gG6J5vn5WeAigbFTNzaxxd/VSHc6WO1MuaOjJuncOrDh2pKTV0XD6uMw1Uze1VqBrNKoxNTPANDOfyBfUWrXK5nMsXThIYqns7aX08Tp66YnNbW2x0+NnI2BQ3n/oa8VTI5aRdOa4zngDZlbGxtjOs2JjV8ImzDp9k3NLvE23lNfWKWkvzbq8z+qOtjPpws+oA6DhwOj2Ga25uYWxsiqd/fW4kJ6g+k8vl3LiUgG9wrFYNvsEx3LiUoPHZjYvH8KlmX9Wxyr13m9HTFmNp46DTT0odJvgERnD14gkNHVcvJuBfT/tmC/71Yrh64YTGZ1fOHycgJKZSQzkVFeW1dksUi8UoFLrXiRobm+LhX5+bl9Q+lsvl3EpJ0DjH6ngHxWrYA9xMPoZPkHZ7fZiZW+Po5qc6XDyDsbZz4VaKZjm5e/M8XjryNzI2xcOvdpm9dTkB78BH01Sr7lTqqFl37t48h7eeuuPhV19Du0IuJzXlOF5B6jSyYimrfhyD2MiEIZN+xthE+7XgSchLSMKpo+baPOdOLXmYkKTUU1ZG/plknDtW62yLRDh1aEFeguY6FFNza+yc/VSHg1swljYu3L2mPr/SEilZd87j5hf7xJptHL315mtqbo29i5/qcHRX6rhzVdP+/u3zuPtr12FkbIqrd33Sr2rG5s61BNwrtVet3RHVmPpfvQ5p1WLrwp1q2mUlUu7fPoeHv+5y4updXyONQi7nztXjqjTlVVpq7D4nEhmhUCh0xib9eg0fpj2d2OjL11DuTUzNrXFw8VMdTu7addxLPYdHXdfhGuUkrVpsbJ28sbJz5eF9zSnHD7NTsXXw0qlV4N/Hf2LkKiQkBAsLC+Lj4xk7dqxe26NHj9KyZUsmTlRvd3zjxo0n+l0TExMqKmpvHz127FgiIyP56aefKC8vp3///k+U/+NiZmZWq+OlbQMakUhEo47DOb7zZxxc/bBz8ubItjlY27lqrD1ZO2cEITFdaNheufV7446j2LF8Gu5+kXj4RXNq/zLKZMVEtlCe38PsNFIStxEY2Q4LK3uy715h35+z8A5uovWpk0gkokmn4Rzb8TOOrn7YOXtzaMscbOxdNd4ztOqHEdRr0IXGHZQ6mnYexfal03D3j8TTP5rE+GWUlRYT3bJKxx1STu0gIKIVljaOSB7e4/iu3zA2NScosl0tHZ17vcrS+Z/gFxSBf3Ak+/5aSamsmJYd+gCwZO7H2Du50u/lNwHlhhWZ6coyU1FeTt6DLO7cuoyZuSWuHr6PlKcuRCIRDTsMJ2GXOjZHtytjE1wtNuvmjCC4emw6jWLn8mm4+Ubi4R/N6X2VsWmu9Eledhopp7YRUF8dm/0blLHR9pTUUGJTpaVxR6UWBxc/7J29OVxZXqtrWTN7BCGxXWhU6ZMmnUbx17JpuFf65FSlT6Iqy2vVjlE1sXX0xN7ZB9DsWLR6YQQbFk7HKyAS78Aoju1ZTqmsmEZt+wGw/tdp2Dq40W3wOwC06DacRf83nCM7lxAa047zCTu4eyuZvqOVo8sV5WWsmjeFzNuXePWdn5HLK5DkVa0hscNYxxq0Dj2H88eCj/ANrI9fcBQHdqxAJiumefu+ACyf/yH2jq70fmkKAO17vMKcmaOI37aM+g3bcOboLtJuJDP0deU0GAtLa4IjGrPljx8wNTXHwcWD65dOcfLgNvqNeF+rhipadh3JpkUf4OUfiVdgNMf3LKNUVkyD1kofb1w4DRt7V7oMUk53ad7lVZZ8PZyjuxZTL6Y9F0/8RUZqMr1Gqt81UyTNI/9BJpKHWQDkVq5ps7ZzxkbPpiMikYimnYdz5K9fcHTzx97ZiwOb52Jj70pYA3U5WfHdSMIadqZJx1cqNY1ky+IP8PCLxDMgmpN7leUkppW63ZbmZyPNz+FhVhoAWelXMTW3ws7RA3Mrh9o6Og3nyF/KumPv7M2ByroTWk3HH9+PILRBF5WOZl1GsXXxNDz8I/EKiObEXmXdqdKh7FiNpqy0mD5jvkVWIkVWIgXA0qb2VuhGVpZYBfuq/rYM8MY2JozSB/mU3Mkk9It3MPdy49yoaQDc/m0NfhNfJmzW+9xZugHnDs3xGNSdxN7q7edvzV5CzOKvyTt9kfzE8/i/OQJjKwvuLNO+Y2Z1n0S1Hs6Zfb9g5+yPjaMXp/bMxdLWFf/6ap9s+20kAfU7E9lK6ZMyWSH5uWmq7yUP0snJSMHMwg4bB89Hzre6jth2wzkV9wv2Lv7YOnqRsHMuVrauBEap7Tf9NJLAqM7EtFHqiG0/kr2rPsDVJxI3v2iSDi6jvLSYiGbK2Di4BWLn7Mf+dTNo1XsqFlb23Liwl7Srx+g1Vvu0O5FIRGzb4STu+Rl7Fz9sHb1J2DEHKztNLRsXjCAouotKS4P2o4hbNQ03n0jcfHVr2bfuU1r3mYa5lT03L+wl7epRer9We7qbSCQius1wTscrfWjr6MXJ3UofBlTz4dZfRxIQ2Zmo6rHJUcem4EE6OXdTMLNUx+ZR8q2p5Xncm9S8jROJRDRoP5wTu5U6bJ28OVZ1HY5W61g/bwTB0V1o0E6po1GHUez6Q3kddveL5swBpY76lddh5XV1DMd2zMPFKwwX73AundjEg/s36TV6rlafGAr/1S3TnxX/ic6Vubk506ZNY+rUqZiamtKqVSuys7NJTk6uNVUwJCSE5cuXs3v3bgICAlixYgWJiYkEBAQ89u/6+/sTHx9Pq1atMDMzw8FBeZENDw+nefPmTJs2jdGjRz/WyNo/RdMur1EmK2b3qk+RFRXgFdSIgW8s0ngSmpd9h2LpQ9XfYY17UCR9wNHtcytf1BfOwDcWqYa8jYxMuH35OKf3L6dMVoSNgwf1YrvSorvu9/Y07/YaZaXF7Pzj08qXfjZi8Js1dORo6ohootRxeKtax+A31TqMTUy5c/0UifHLKCkqwMrWCZ+QxgyfurpyoazmDkGNW3VDUvCQbWt+piAvB2//UCZ/9JNqmtWDnExEYnXDkvcwiy/fH6r6O27rcuK2LickohHvfv77I+VZZ2xKi9mz6lPlC3ODGjFgkhafFFaLTaMeFEmUsSmSZOPiFc7ASWqfiI21x6b5C4YWG+0066rUsnuVUot3UCMGT9bU8rBGeQ2vLK9HqpXXwZMX6Z0qoo/o5j0olDwkfuNcJPk5ePiGM/L931TTx/JzMzWeFvuFNGDwhG/Z++cc9qz/ESc3P16eMg8373oAFDzM4vLZfQDM/7ifxm+Nmb6MwHDtu4w1avkC0oIH/LVuAZK8HLz8w5j44S+qKacPczI1RqECQ2MZ+eZXbF8zn+2r5+Di4cdr78/B0zdEZTNqyrdsXTWbZXM/oEiaj4OLBz2HTaZ1F/0vEY5s1oNCyQP2bZ6HND8bd99wXn1nYTWfZGho8Q1pyMBx3xG/cTbxG37Eyc2foZPnq3wCcCVpH5t//1D19/pflJ3V9n0m0aHvZL16Wr4wljJZMX8tV5YT35BGvDRlYY1ykkaRRF1O6jdVlpODW+YhLcjGzSecl6Ys1JgWePrAGg5tU78CY9k3ypup3qP+j+iWtbchb/HCa5SWFvPXisq6E9KIYW/VLq9F1cpr/SbKOnxwi7K8uvmEM+ytRappgZlpydy9pdzh8aePNLe/fmNWPDVLtV2jSFrEr1D9HfGd0qd3lm/k/JjpmHm4YOHjofq+ODWdxN7jiPh+Ov6Th1OSfo8L4z4mJ+6IyiZz/U5MXRypN+NN5UuEz6VwsudYSmtscqGNmPZjKSst5tCGTyktKcDdvxE9xmjGpiA3jZJq7Vp2+kW2/TpC9ffx7V8BUK9RXzoM+eqR861Ow45K+/3rlO2rR0Ajeo/TtM/P0dRRr0EPiqUPOLFrXuXLYcPpPW4hljbqa1/v13/l2Pbv2b5oAmWlRdg5+9Jl2Ff4R2h/aATQqNNrlJcWs2/tp5UvzG1En3GLamjRbNfqNexBceEDEnbOVWnpM26RhpY+437j6Lbv2bZwPGWlRdg7+9LlJaWWmhtaAMRW+vDgn2of9hyrPzZZ6RfZ+os6Nse2KeMR2qgvHYd+9cj51sRQ7k2adFZec+JWV16HAxvRf6KW2FTzSWgjpY5jf6mvw/0nal5zGnYYSXlZKQc2zqKkKB8XrzAGTlqMvYsvAv8dRArFf2MmpVwuZ9asWSxcuJCMjAw8PDwYP348w4YNIyAggLNnzxIbG4tMJmP8+PFs2rQJkUjEsGHDsLOzY+fOnaqX944cOZK8vLxaLwj29/dnypQpTJkyBYBt27bxzjvvkJqaipeXl8bmGYsXL2bMmDGcPHmSJk0013ToIjU1VUNrzb+fhEXxT5TsmWBs9LwVKPFz0r796vPg+n3D6HibGNBjlid8Y8FTx9bKQIQAtua132P0PHhQ+HTW9/xdynW/b/ofx1Ce6Dp2Cn3eElRc+bP2Tr3PA1PDKK4Adb6k/J9CW+fqeWFtZRg+0TIB6bkwruvzVqCbzYnPzkl9mxjIzeFT5D/TuTI0/ve//7F+/XrOn3+ydyU9LYTOVW2EzlVthM5VbYTOVW2EzlVthM5VbYTOVW2EzlVthM6VJkLn6r+DAd1S/TeQSqWkpqYyf/58vvjii+ctR0BAQEBAQEBAQOCJEYZhHo//xG6BhsQbb7xBo0aNaN++fa1dAsePH4+1tbXWY/z48c9JsYCAgICAgICAgIDA00AYuXrKLF26lKVLl2r97vPPP+e9997T+p2tre0zVCUgICAgICAgICDw+CiElwg/FkLn6h/E1dUVV1fXug0FBAQEBAQEBAQEBP51CJ0rAQEBAQEBAQEBAQGtyIU1V4+F0LkSEBAQEBAQEBAQENCKsKHF4yFsaCEgICAgICAgICAgIPAUEEau/uPYWhrOu3oszQxDS/Id8+ctQYW7k2H4xEhkOI+lZOWG8cynWGYYOgDu5RrGC3u8nA2kvIoNaXG1YdQdQ3m3FEDowLDnLQGAHbNOPG8JKoxNDONdPnm5hc9bgorgcOfnLQEAmcww2jUwfd4CdGJoI1cLFizg22+/5d69e8TExDBv3jyaNm2q0379+vV88sknpKamEhISwtdff02PHj2emT7DuXsQEBAQEBAQEBAQEBDQwdq1a3nnnXeYMWMGZ86cISYmhm7dupGVlaXV/tixYwwbNowxY8Zw9uxZ+vbtS9++fbl48eIz0yh0rgQEBAQEBAQEBAQEtCJXiJ7Z8bj88MMPvPbaa4waNYqIiAh++eUXLC0tWbx4sVb7OXPm8MILL/D+++8THh7O//73Pxo2bMj8+fP/rlt0InSuBAQEBAQEBAQEBAT+cWQyGQUFBRqHTCbTaltaWsrp06fp3Lmz6jOxWEznzp05fvy41jTHjx/XsAfo1q2bTvungdC5EhAQEBAQEBAQEBDQikLx7I5Zs2ZhZ2enccyaNUurjpycHCoqKnBzc9P43M3NjXv37mlNc+/evceyfxoIG1oICAgICAgICAgICPzjTJ8+nXfeeUfjMzMzs+ek5unwrx25Sk1NRSQSkZSU9Lfz8vf3Z/bs2X87HwEBAQEBAQEBAYH/Es9y5MrMzAxbW1uNQ1fnytnZGSMjI+7fv6/x+f3793F3d9eaxt3d/bHsnwbCyBWQmJiIlZWV6m+RSMSmTZvo27fvU/uNTZs28fXXX5OSkoJcLsfX15cuXbqoOnVLly5lypQp5OXlAZCZmcm7777LqVOnuH79Om+++eZT6wCe2LuSIzsXI83Pwd03jBdf+QjvwGid9hdP7iJ+41zycu7i6O5Ht0HvUi+mner75FN7SNy/lozUZIoL85n42UY8/MIfScuRPas4sG0JkvwcPH1D6TfyQ3yDdWs5l7Cbnevn8TD7Ls7ufvQc9g7hDdpq2Ny/e4Ptq37gZsop5PIK3LwCGfH2bBycPXXmq1AoOLFrHsnH1yMrKcDDvyEdBs3A3sVfr/7zR1ZyZt/vFElycPYMo23/j3H3U+svLMjm6NZvuXP1GKWyQhxcAmjcZRzBMd105pmwdyWHd1TGxyeMnq9+hE+Qbp9cOLmLvRuU8XFy86PbkHcJrYxPRXkZcRvmcPXcIR5kpWNuaU1Q/RZ0G/wutg6ues/teNwqDlbq8PAJpfdw/TrOn9hF3IZ5PKzU0X3IO4TFqstJ3Mb5nE/YSV7uPYyMTfAOiKDrwLfwDY7Rq+NE/EqO7fwdaX4Obr5h9Hj5Y73lNTlxF/s2zlGWVzc/ugx6T6O8Xjq1h1MH1qjK6/jPNuHh+2jlVaFQcHDrXJIOr6ekqADv4Ib0eHkmjm7+etOd2r+S47t/R5qfjZtPGN2GfYJXgPIcigvzOLhlHjcvHaHgQSaWNo6ExnamXZ+3MLe00avFEMqsoZSThOrtmk8YPV/5CG89Oi6e3MXejep603WwZr3Zu2EOV89XqzcRLej6CPXmaWsBZRt7cp+6jZ30+aO1sQqFglN75nH55HpkxQW4+zekTb8Z2OkpIxk3Ezl38Hdy0pMpkmTTdfh8AiI11ys8Tr6OrRsT+O4Y7BpGYu7pyqkBE7m/NV6vbse2TYn47gOsI0IouZPJ9Vk/k758k4aN34SXCHxnDGbuLhScv0zylP+Rn3ihTp8AvNjKnFZRpliYibiZUc6auGKy83Rvx921qRmx9UxwczSirFzBzbsVbD5UTNZDzTQBHkb0amOOv4cxcjnczapg/gYpZeW6tXRvbkqLSBMszETcyqhg/f4SsvN073vdubEpMcHGuDqIKStXcCuzgm1HZGTpSDOujwUR/sYs2lbMhZu6hfTraE37RhZYmou5llbKsm0F3H9QodO+YxMLOjaxxNleucX83exythyQcv5aqcqmfSMLmkdb4O9hjIW5mAn/d5+ikrr39G4XJaZBkAhzE7iTo2BnopwHUt32vi7QIlyMh4MIG0sR6w5VcOWu5u/0biYmJlBzPOF6ppzVB3THvVOsEY3riTE3hbQsBVuPl5Mr0a3D301E60gjPJ1E2FqKWLmvjJQ0TR2mxtC1kRHhvmIszeChFI6nVJB4xVC2g9eO3EC2Yjc1NaVRo0bEx8er7tHlcjnx8fG88cYbWtO0aNGC+Ph4pkyZovosLi6OFi1aPDOd/9qRq6dBaamyEXBxccHS0vKZ/U58fDxDhgxhwIABnDx5ktOnT/Pll19SVlamM41MJsPFxYWPP/6YmBj9NxWPw4UTO9i55ms69J3EhM824O4TyrLvXkNakKvVPu3aWdb/8h6N2g5gwucbCW/QiVVzJ3M//arKpkxWjF+9hnQd/O5jaTl7fCdbV3xD1wETefv/1uPpF8pvX41Dkq9dy62rZ/lj3vs0a9+fd2b9SWTjjiz5fjKZd66pbHLupzF/5qu4egYw4ZOlvPv1Rjr3G4+xif4h5jP7FnHu0Ao6DJrJ4CnrMDGzYMsvYykv076oEuDq2R0c3vwVTbtNYui7G3H2DGXrr2Mpkqj1x62cxsPsW7w45ideen8rQdFd2LXsbbLTL2nN83zCDnas+pqOfScx6fMNuPuGsvRb3fG5fe0s6356j8ZtBzDp842EN+zEytnq+JSVlpCReokOfSYw6X8beOnNueRkprLix4l6/XEuYSfbV31N534Tmfy/P/HwDeP3b15HqiM2t6+eZc1P79O4XX/e/N8G6jfqxIrZk7lXLTYu7v70Hv4RU2ZtZsInK7B39uL3b15DWvBAp46LJ3awe81XtO8ziXEzN+LuE8qK78fqKa9n+POXd2nQdiDjP9tEWMPOrJn3hmZ5LS3GN6QRXQa9p9cH2ji+ayGJ8Svo/spMRn24DlNTC1bNHqO3nCQn7iBu3Sza9JrE2E824eYdxurZYyisPAdJXhbS/Cw6D5rG6zO302vkLG5cPMz2ZR/p1WIIZdZQysmFEzvYufprOvSZxMTKdm1pHe3aup+V7drEynqzak6NenP7Eu17T2Di5xt4afJccu6l8sds/fXmWWgBKK1sY7s9Zht77sAiLh5dQZv+M+k3eR3Gphb89bv+MlJeWoyTRxit+336VPI1srKk4PwVLr752SNptvD3psnWX8k9cIIjjftwa94yon79AucurVU2HoO6E/7tdK59sYAjTfshOX+ZZn/9jqmLY535d2lqRvsGZqyJK+LblRJKy+CNgVYY63kNVYiPMYfOlvLdSgnz1ksxMoLJg6wxrfb6uQAPIyYNtCYltZxv/5DwzR8SDibJ9L4fqFMjU9rGmrJun4wf1xZRWqZgfF9LvVqCvYw4fK6UH9cW8dOmYozEIib0s8RUy6Py9g0e7f14PVpb0aWZJUu3FfD5b7nIShW8N9wBEz2P3x8UyFkXJ2HGL7nM+DWXSzdLeWuYA14u6kSmpiIuXJex7fCjv1urZbiIpvVE7EiUsziugrJyeKmDEUZ67lZNjEXcfwg7T+vvoFzPkPPDpnLVsemobvs2kWKaR4jZcrycX/4qp7QcRnQ10RsbE2O490DBtgTdndjuTYwI8RLz5+Fy5mwu49ilCno2MyLMx5De3WfYvPPOOyxcuJBly5aRkpLChAkTKCwsZNSoUQAMHz6c6dOnq+zfeustdu3axffff8/ly5eZOXMmp06d0tkZexoYfOdKLpfzzTffEBwcjJmZGb6+vnz55Ze17CoqKhgzZgwBAQFYWFgQGhrKnDlzNGxGjhxJ3759+fLLL/H09CQ0NBTQnBbo7+8PQL9+/RCJRPj7+5OamopYLObUqVMa+c2ePRs/Pz/kcv0Vetu2bbRq1Yr333+f0NBQ6tWrR9++fVmwYIHONP7+/syZM4fhw4djZ2dXl5semWO7l9G43SAatumPq1cwvUbMxMTUnDOHNmq1Px63nOCo1rTuMQZXzyA6D3gLD79wTuxdpbKJbdWHDn0mERTR8rG0HPprGc07DqRp+364ewczYMwMTEzNOXlAu5bDO/8gNKY1HXqNxs0riO6D38QrIIKju9Vadq6dS3hsW3q9/B7eAeE4u/kS2bgjNnZOOnUoFAqSDi6nSdfxBEZ1wtkzlC4vfU1hQRY3L+zVmS7pwFLqtxhERLMBOLoH02HQZxibmnPpxAaVzb3UJGJav4K7XzR2zj406ToBMwsbstKTteZ5dNcyGrcfRKO2yvj0GTkTEzNzTh/UEZ/dywmJak2bF8fg6hVEl4Fv4ekfzvE4pU/MLW0YPW0xUc264+IRgG9wLL2Gf0xGajJ5ORk6z+3IzqU0bT+Ixm374+YVTN9RMzA1M+eUjnJydM8K6kW3pl2ljq4D38TTP4Lje1eqbGJb9iQksiVOrj64eYfQ8+VpyIql3LtzRaeOY3uW0qjtIBq0GYCrVzA9h3+Giak5Zw9v0GqfELdCWV67j8HFM4hO/d/Cwy+Ck/FqHTEt+9C+zyQC6z/eUyuFQsHJ+OW0fnECobGdcfMOo/fob5DkZXHlrO5yciJuCQ3aDCa21QBcPIPp8YryHJKOKs/B1aseAyfMo15MRxxdfQkIb0H7flO4dn4f8grtF2lDKbOGUk6O7lK2a1X1pvdIZbt2WoeOY3sq6031ds0/nIS96nozaqq63vgEx9Lz1cp6k6u73jwLLQANWvWhY99JBNV/9DZWoVBw4chyGnYaj3/9Tjh5hNJhyNcUFWSRmqy7jPiGtaXpC1MIiOzyVPLN3n2IqzNmc3+L7t+sjt/rQym+lU7K1K+RXr7J7Z9Wcm/DbgLeGqmyCZgyiju/ryN92UakKTe4MHEGFUUl+IwcUGf+HRqasSuhhPM3ysnIkbNsRyF21mJignV3RBZsKCQhuZTMXDl3s+Ws2FmEo60YXzf1nfaADhYcOCMj7qSMzFw5WQ/lnLlSRrnuwR/aNTBhz0kZF28qtfyxpwQ7KxFRQbp7Nb9sKeZkSjn3HsjJyJGzMq4ER1sxPq6ad/1ezmI6NDBlVVxJnT7p1sKSbYeknL0s4879cn7bmI+9jRENw8x1pkm6IuP8tVLuP6jgfm4FG+KllJQqCPJR+3HP8SL+OlzIjTu6HyTXpGmomMPJcq7eVZCVB1sS5NhYQJi37s7HjUwFBy7IuZKuf3ilQg6FJeqjRI+slhFGHDhXweU7Cu4/VPDn4XJsLCHcV/dt87W7Cvaerag1WlUdX1cRZ69XcOuegjwpnLoq594DBd7Ohn07rlCIntnxuAwZMoTvvvuOTz/9lNjYWJKSkti1a5dq04q0tDQyMzNV9i1btmTVqlX89ttvxMTE8Oeff7J582YiIyOfmn9qYtjRRLnQ7auvvuKTTz7h0qVLrFq1qtauH6DshHl7e7N+/XouXbrEp59+yocffsi6des07OLj47ly5QpxcXFs3769Vj6JiYkALFmyhMzMTBITE/H396dz584sWbJEw3bJkiWMHDkSsVi/G93d3UlOTn6mLyx7FMrLS8lITSYwQn1TKRaLCarfgjs3krSmuXP9HEERmjehwVGtSdNh/zha0m9dIiRSU0u9yObcvnZOa5rb15KoF9lc47PQ6FakXlNqkcvlpJw9iIuHH7/Oeo0Z49ow5+OhXEjUPwWlIDedIkk2PvXUNy5mFja4+UVzLzVJa5qK8lKy0pM10ojEYnxCWnDvtjqNu38s15J2UFKYh0Iu5+qZvygvL8UrqPabxKviE1xf0yfBES1Iu65dR9r1cwTVrx2fOzrsAUqKJIhEIsytbLV+X15eyt3USwTXV/taLBYTXL8Ft3Xke/t6koZugHpRrXTGsry8lJP71mFuaYOHb5hOm8zUZAKr3VCKxWICI1roPL/0G0kE1ujkB0W20lm+H4e8nHSk+dkEhKvzN7e0wSswhvSbZ7WmqSgvJfN2skYakViMf3hL7t7QngZAVizFzNwasZH2myxDKLOGVE4yUpM16oGqXdOh446WehMSWUe9Ka6sN5ba680/qeVRkDxQlhGvEM0y4uoTzf1q8TaUfKuwbx5Lzj7NLZKz447g0DwWAJGJCXYN65MTf0xtoFCQs+8Y9s0b6M3byU6MnbWYK7fVDy1KSiE1s4IAz0dfJWFhprwhLKyc4mZtKSLA0xhJkZx3h1kza4ItU4ZYE+Sle5jDyVaEnZWYq2nq3ldJKdy+V0GAu57hkZpaTJX/FsnUN/QmxjD8BXPWH5AhKdLf4XBxMMLexojkG+rpfMUyBTfvlhHs82gjXyIRNIs0x8xUxPU7pXUn0IG9FdhYiLh1T61ZVgZ3c8HL+e+P7Pi5ininnxETXzSie2Oxync1cbAGG0sRNzI1daRnK/Bx+Xs60rIUhPmKsamcLBXgLsLZTsT1DMOeFmhovPHGG9y+fRuZTMaJEydo1qyZ6rsDBw6wdOlSDftBgwZx5coVZDIZFy9epEePHs9Un0GvuZJIJMyZM4f58+czYsQIAIKCgmjdujWpqakatiYmJnz2mXraQUBAAMePH2fdunUMHjxY9bmVlRWLFi3C1FR7rXJxcQHA3t5eY7Hb2LFjGT9+PD/88ANmZmacOXOGCxcusGXLljrPY/LkyRw+fJioqCj8/Pxo3rw5Xbt25eWXX36qO6LIZLJa7wYoKzXBxFT5G0WSPOTyCqxrjOJY2zqRk3lLa57S/Bys7Zxr2Uvzc/6W1sICpZaaI0rWdk5kZWjXIsnLqaXdxs4JSZ5yuo20IBdZSRH7tv7OC4Mn03PYO1w+d4RlP77FhI+XEBTRRGu+RZJsACytNfO2tHamUKL9PIsLH6KQV2BpUyONjTMPs9T6u4+cza5lb7Pw4+aIxcYYm5rz4qh52Lv4adFRGR/b2j7Jfsz4SHTEp6xUxu513xPd/EXMLay12qjLSe18szNuatehJTbWds61yknK2QOsXvAuZaUl2Ni7MGbaIqxsHHToeKjDH87k3NPjDy32f7e8KvNWlhOrGvlb2ThRqCP/IqmynNRMY23rRO497b4skjzg8PafaNB2iE4tz6/Mqm8ADKec6GjX7PS3a1a2zrXs9dWbPWu/J0pPvfmntDwqVWXEokYZsbBxpkhHGXme+VZh5uaM7L5mPrL7OZjY2SA2N8PEwQ6xsTGyrNwaNrlYhQbqzdvWSnljXFCkeSMrKZKrvqsLEcpRqhvp5WTmKPNxtlM+YO3R0pxNB0tIz6qgWYQJkwdZ8+VSidb1XDaVv1ez8yMpUqi+exQt/duZczOjnMxc9W/0a2vGrcwKLupZY1WFnbVSe75UU2OBtEL1nS68XY355DVHTIxFlJQqmLv6IRnZeobq6sDaQvlvYY3BtsISBda6B9EeiRuZCi6nK8iTKnCwFtEhRsyw9kYsiaut19pC6X9psWZspMUKbCz+no7tJyro29KIaYNNqZArUChg87EKUu8byKImHeib3ipQG4PuXKWkpCCTyejUqdMj2S9YsIDFixeTlpZGcXExpaWlxMbGathERUXp7Fjpo2/fvkyaNIlNmzYxdOhQli5dSocOHVTTCPVhZWXFX3/9xY0bN9i/fz8JCQm8++67zJkzh+PHjz+19V6zZs3S6GACDBz9KYPGzngq+Rs6isoVl/UbdaBdD2Vn3Ms/nNSrSRzbu1bVubpyehv716l90uu1X56ZpoQdc5AVS+g7YQnmVg7cvLCXncveZsDkP3D2DH1mv6uNivIy1ix4G4VCQe+Rz6dMBIU35c0vN1IkyePk/vWsmvcOk2auqXUzaghcSNjKjj/Ufho6+ddn/puyYilr5o3DxTOItr3U88ENpcx6OYc8s9+tjiGVk4ryMtYueBsFCnqPMNy29NqZbRzaqNbXfdSzKyP/FpqEmzCsi/r6+tNGPbsiPCJDOlvg6WzED6vVOxuIKvtCR8+VknBROXKTnlVBqJ8JLaJM2Xq4hEahxgzpqO4h/Lq1+G9rGdjBDHcnMXPWF6k+iwwwop6PMd+s0r7OqUW0OSN7qUdff1j58Il/PzO3nE9+zsXSTEST+ua81t+eWYtzH7mDFekn4sUm6g7c6oNP3jGri+RqU/Wy8hXcz6tgcm9j/FxFmBuL6d1CPVq4Ym/dndInpXm4GG8XMSv2lpFXqNwEo1dzozpHGAX+XRh058rC4tEfEaxZs4b33nuP77//nhYtWmBjY8O3337LiRMnNOyq7wr4OJiamjJ8+HCWLFlC//79WbVqVa01XXURFBREUFAQY8eO5aOPPqJevXqsXbtWtQjv76LtXQHbzqqH9S1t7BGLjWotNpcW5NZ6+lyFtqfK+uwfFStbpZaam1dI83Oxsdeet429cy3tkvxcbOyd1HkaGePmFaRh4+YVyK0rZ1R/B9TvgNt76p27KsqVF8MiaS5WduqdwIqkObh4at+Ry8LKAZHYSGMjAIAiSQ6WlU+h83PSOH9kJS9N3YaTh/Km1MUrjIybp7lwZBUdBmt2hFXxKajtk8eNj00N+4ryMlYveJu8nAzGfLBE79N3dTnREncdsbHWEhtto2qm5pY4m/uBmx++wTF8+94LJB7cQIfer2vR4aDDHzlY2+rxhzb7Jyiv9WI74hWo3kymokxZTgoLcrGxV5eTQkkubj7ap6xZWivLSWFNTQW5tc5BViJl9ZyxmJpbMWjiAoyM1XXXUMpsTLT65t1wyomOdq2OelNYkFPLXlu9WbPgbfJyMxhdR7151lrqwi+iAwN9a5eRYmkuVrbqMlIsycFJRxl5FCxtXJ5JvlXI7udg5qZ57mZuzpTlS5CXyCjNeYi8vBwzV6caNk7I7mn68fz1MlIz1Z2gqs0IbC3FFBSqb+RtLMWkZ9V9Yz+4kwWRgSb8uFZKnlR9M1xQqPx/Zq5mHvdyK3C0UXYeLt4s5/Y9dYfH2EhU+dsiCqrdWNtYiribXfcUsQHtzagfYMzcP4vIr6YlxMcYJzsRX43XLKujXzTnRkYF3y3N5Ua6unyaVOqwsxZrjF7ZWhuRlql/rVRFBWRV7iiYmiklwMuErs2tWLqtoE79AFfvKrhbzWfGlf0sK3OQVhu9sjIXce/h0+185BUqR8QcreH0VTl3qvm8KjbWFiKN0StrCxGZD55ch7ERdGloxKr95VytXB92/6ECD0cRrSIffSro88BQdgv8t2DQa65CQkKwsLAgPl7/mhmAo0eP0rJlSyZOnEiDBg0IDg7mxo0bT/S7JiYmVFTUbmjHjh3L3r17+emnnygvL6d///5PlD8oN6ywtLSksPDRd9GpC23vCqiaEghgbGyKp399bl5KUH0ml8u5eSkBn6BYrXn6BMdo2APcSD6Grw77R8XY2BTvgAiuXdTUci35BH4h2ndH9AuJ5VqypparF47jHxKrytMnMJLszFQNm+zM2xrbsJuaW2Pv4qc6HN2DsbRx4c5V9Tz/0hIp92+fx91f+3kaGZvi6l2f9GppFHI5d64l4O6nTFNWqnwyKaqxJk8sFqNQ1L54VsXnRrKmT25cSsA3WLsO3+AYbtSMz8Vj+FSzr+pY5d67zehpi7HUMb2qug4v/wiu1ygn15MT8NOhwy84lus1YnPt4nGdsaxCoVBQXq59jr6xsSke/vW5eUntY7lczq2UBI3zq453UKyGPcDN5GM6y7c+zMytcXT1Ux3OnsFY27mQelmdv6xYyt2b5/AO1L7Ww8jYFA+/+txK0SwnqSnH8QpSp5EVS1n14xjERiYMmfRzrd0tDbHMGlI50dmu6dDho6XeXE+uXW/WLHib3Pu3GTV1MZbW+uvNs9TyKJiaW2Pn7Kc6HNyUZeTuNc0yknXnPG5+j5d3dWwcvZ9JvlXkJSTh1FFzba1zp5Y8TEgCQFFWRv6ZZJw7VlunJhLh1KEFeQma6xhlZZCdJ1cdmbly8qVyQv3Uz5XNTcHfw4hbGfpHKwZ3siAm2IQ566Tk5mvWhdx8OXkSOW6OmjfIrg5iHhTIVVpy8hWq494DOfmFcur5qNOYmYKfuxG37unv6A1ob0Z0kDELNhbxoEDzrnfvqVK+WVnEt6vUB8CmQzJWxZVQUqog60GF6ribXU6epIKIQPWMHnMzEYFeJlx/jI0oQDmCZ2z86GuSSsuVW5FXHdkFIClWEOCuzsPUGLyc4G7O0727t7EASzNlJ660HB5I1EdWngJJkYIgD7UOMxPwdhFxJ/vJdRiJlR23mlPsFAoDvxkXeGwMOp7m5uZMmzaNqVOnsnz5cm7cuEFCQgK///57LduQkBBOnTrF7t27uXr1Kp988olqc4rHxd/fn/j4eO7du8fDh+oh8/DwcJo3b860adMYNmzYI4+szZw5k6lTp3LgwAFu3brF2bNnGT16NGVlZXTpon1HJoCkpCSSkpKQSqVkZ2eTlJTEpUvat/B+VFp2G8Hpg+s5e2QzWRk32Lb8M0plxTRs0w+AP3+bxp71P6jsW3QZzrWLRzi6cwnZGTfZt2k+GbeSadb5JZVNkTSPzNspZGdcByDn3i0yb6cgycvWq6XtiyM4sf9PEg9u5v7dG2xY/DmlsmKatlNqWfXTdP5a/aPKvk33V7h87igHti/l/t2b7P5zAek3L9Kqm1pLh16jSDq+k4T49eTcu82R3Su5dOYALbsM1alDJBIR2244p+J+4ebFfeRkXGHPymlY2boSGKV+v8umn0Zy7vAfqr9j248kOWE9KSc38eD+Dfb/OZPy0mIimik73Q5ugdg5+7F/3Qzu3T5Pfk4aZ/YvJu3qMY18q9PqhRGcOrieM4c3k3X3BluXKePTqK3SJ+t/ncbuddXi02041y4c4UhlfOI3zufurWRadFH6pKK8jFXzppBxK5nBE75FLq9AkpeNJC9b580qQOvuI0k88CenK3VsXqqpY+0vH7BrrVpHq66vcvXCEQ7tWEJWxk3iNs7n7q2LtOj8MgClJUXsWvcjadfP8TDnLum3klm/8CMKHt4nuqnud3617DqSMwfXk3RkE9kZN9i+fCalsmIatFb6eOPCacSt/15l37zLq1y/eISjuxaTnXmT/ZvnkZGaTNNOL6tsiqR5ZKalkH1X+fAlN/MWmWkpSPL1l1eRSETTTsM58tfPXE2KJyv9ClsWT8XG3pXQBup4/vH9CBL3qctJsy6jOHt4HeeObSIn8wY7Vs6krLSYmFbKc1B2rEZTJiui54gvkZVIkeZnI83PRi7XfpNlKGXWUMqJqt5UtmuqelPVrv06jT3V6k3LrjXqTWW71ryzut6snj+Fu6nJDBr/6PXmWWgBdRub9RhtrEgkIqr1cM7s+4XU5H3kZl5h/9ppWNq64l9fHcttv43k4lF1GSmTFZKTkUJORgqg3MAiJyMFycOMx8q3CiMrS2xjwrCNUY7uWgZ4YxsThrmPBwChX7xDzJKvVfa3f1uDZYAPYbPexyo0EL/xL+ExqDu35ixV2dyavQSfMYPxerUv1mGBRC6YibGVBXeWad+RsTr7z8h4obkZUUHGeDqLGd7dinypnHPX1R2JNwdZ0a6BurMxpLMFTcJNWfJXIbJSBbaWyvcYVd+qfG+ijPYNzWhQzwQXezE9W5nj5mjEsQu6y8vBs2V0bWpGZIARHk5iXulqTn6hggs31B29Sf0taBOtHsUe1MGMxmEmLN9VQkmpcqTLxlKESWUfTVKkIDNXrnEAPJQoanXEqth9vIje7axpEGqGt6sxr/e3I09SwZnL6uGjqSMd6NxUPcVyUGdrQv1McLY3wtvVmEGdrQnzN+X4efV0RztrMb7uxqpOp7ebMb7uxlhZ6O6Anbwip3V9MfW8RLjaQd8WYiTFcLnaToCvdBDTOESdh4kxuNkrDwB7a+X/bS3V33eKFePlBHZWyql4Q9oa8UCCxqYV1Tl2qYL20cot0t3sRQxoY4ykCFLS1B3rUV2NaRamvo02NQZ3RxHujkptDtbK/9tVTpiSlcGte3JeaGxEgLsIB2toECwmNkjMpbS6RyufJ8/yJcL/RQx6WiDAJ598grGxMZ9++ikZGRl4eHgwfvz4Wnbjxo3j7NmzDBkyBJFIxLBhw5g4cSI7d+587N/8/vvvVfvoe3l5aWyeMWbMGI4dO8bo0aMfOb927dqxYMEChg8fzv3793FwcKBBgwbs2bNHtR28Nho0UD/ZPn36NKtWrcLPz6/WZh6PQ1SzHhRKHhK/aa7ypZ++4Qx/9zfVlJX83EzEInVj4RvSgEHjvmXvxjnEbfgRJzc/XnpzHm7e9VQ2l8/uZ9PvH6r+Xvez8l0sHfpMomM/3e8RaNCiO4UFD9j953wK8nLw8gvjtQ9+VU0LzMvJRCRSN6AB9RrwyhvfsHPdXHasnY2Lux+j3p2Hh496HUhUk84MGDODfVsXsmnZLFw9/Rnx9mwCwxrp9UvDjmMpKy1m/7pPkRUX4BHQiN7jFmqMIOTnpFFSqO5s12vQg2LpA07smkdhQTYuXuH0HrcQSxulfiMjE3q//ivHtn/P9kUTKCstws7Zly7DvsI/ol0tDQDRzSvjs3Euksr4jHxfMz6iavHxC2nA4AnfsvfPOexZr4zPy1PU8Sl4mMXls/sAmP9xP43fGjN9GYHhtXctBIhp3p1CyQPiNsyrfMFzGKPf/1U1VSmvpo56DRg64Rv2/DmX3etn4+zmx6tT5uFeGRuR2IjszFv8MfctCiUPsbS2xzswknEfr8DNW/c6nthohjMAAQAASURBVMhmPSiUPGDf5nlI87Nx9w3n1XcWVvNHhkYZ8Q1pyMBx3xG/cTbxG37Eyc2foZPna5TXK0n72FytvK7/RTmVtn2fSXToO1mnFoAWL7xGaWkxf634lJKiAnxCGjHsrUUa5eRh9h2KpOpyUr9JD4okDzi4ZS6FBdm4+YQz7K1FqmmBmWnJ3L2l3C3vp480H7a8MSsee2dvrVqeT5nVvAEwlHIS1awHhQXKelPVro14T11v8h5kaozG+YY0YPD4b9m7YQ5xf1a2a29przcLPtGsN6M/0F1vnoUWULaxGxepy+zanyrb2L6T6KSnjY1prywjhzZ8SmlJAe7+jegxRrOMFORqlpHs9Its+3WE6u/j278CoF6jvnQY8tUj51uFXaNIWsSvUP0d8Z3yPO4s38j5MdMx83DBorKjBVCcmk5i73FEfD8d/8nDKUm/x4VxH5MTd0Rlk7l+J6YujtSb8abyJcLnUjjZcyylNTa50EbcSRmmJiJe6mqJhZmIG3fLWbChUGPLdGd7I6ws1B+0jVWe19tDNV/qvWJnEQnJys7T/jMyjI1hQHsLLC1EyhcI/yklJ1/3TXP86VJMTWBIJ/PKFxpX8MvmIg0tTnZijc5I62hlp+/NgZprtVfuUW7R/iTsOFKImamIkb1tVS8R/m7FQ42XH7s6GGNtpe6A2liJea2/PfY2YopL5Ny5X853Kx5q7DrYoYkl/Tqopyd+NEY5lXPhxnyOJGlfc3YsRYGJsYIXm1S+vDdbwaoDFVRUc6ODtQhLMwDlnbmno4jhndQjgF0bKv9/7qacrSfkKBTKzlZMgBHmJiAphpv3lNu3V+gIz+GLckyNRfRpaazUcV/BsjjNrfUdbUVYmatj4+UsYswL6o5wj6bKW+wz1yvYeESZcO3Bcro2NGJQG2MszJTTE+POVHDyipzez+6dtn+b/2on6FkhUigElz0O//vf/1i/fj3nz59/3lIeiXXHDedpiKWZYWhJvWc4c5vdnQyj+hmJDEMHgKzcMAbUy8oN56WO1ddUPE+8nA2jDpfLDSc2hsKd+4bjk9CB2tcg/tPsmHWibqN/CGMTw7ju5OU+vaUIf5fg8L+3dvtpIZMZRrv2xcjH32ztn2LxvmeX9+iOzy7v54XBj1wZClKplNTUVObPn88XX3zxvOUICAgICAgICAgIPHOEDS0eD8N4RPwv4I033qBRo0a0b9++1pTA8ePHY21trfXQNoVRQEBAQEBAQEBAQOC/hzBy9YgsXbq01hufq/j888957733tH5na2ur9XMBAQEBAQEBAQEBQ0dYQPR4CJ2rp4Crqyuurq51GwoICAgICAgICAgI/GcROlcCAgICAgICAgICAlqRG8aeH/8ahDVXAgICAgICAgICAgICTwFh5EpAQEBAQEBAQEBAQCvCmqvHQ+hc/cfxsit63hJU5BZZPG8JAJSW1W3zT2FlWlG30T9AfrHQFNTE2MhwribmZobxDqMKhWHoKK8wDB2GhKlJ3Tb/FIbyfqke05s9bwkqjv5iGO/GlBvQXbKZqWFMnhKLhPakLgyo2PwrMIySLSAgICAgICAgICAg8C9HeFwtICAgICAgICAgIKAV4SXCj4cwciUgICAgICAgICAgIPAUEEauBAQEBAQEBAQEBAS0onimi67+e2vehJErAQEBAQEBAQEBAQGBp4AwciUgICAgICAgICAgoBVht8DH4189cpWamopIJCIpKelv5+Xv78/s2bP/dj4CAgICAgICAgICAv9/IoxcVZKYmIiVlZXqb5FIxKZNm+jbt+9T+41Nmzbx9ddfk5KSglwux9fXly5duqg6dUuXLmXKlCnk5eUBsHHjRn7++WeSkpKQyWTUr1+fmTNn0q1bt7+lI37HOnZtXk5+Xi4+/iG8PHYqgfUitdreTbvB5tW/kHojhdzsTIaOfpeuvV7SsNm/az37d/1JTlYmAF4+gfQa/BrRjVrVqeXonlUc/GsxkvwcPHxD6TviI3yDonXanzuxi93r5/Ew5y7Obn70GPYO4bHttNpu+H0mCfvW0fuVD2jTfbheHQqFglN75nH55HpkxQW4+zekTb8Z2Ln460yTcTORcwd/Jyc9mSJJNl2HzycgsrOGzc0Le0hJWEP23WRkRfkMmLIJZ89wvVoO717Nvm1LkOTn4OkbyoBRH+IXHKXTPilhNzvWzedB9l1c3P3o9dLbRDRoq/p+ylDtse398jt07DVaZ74n4ldybOfvSPNzcPMNo8fLH+MdqDs2yYm72LdxDnk5d3F086PLoPeoF6OOjUKhYP/meZw+uJ6SogJ8QxrS89UZOLn76/HG09dx6dQeTh1YQ0ZqMsWF+Yz/bBMevvpjUvMczhxSnoNPcEN6Dp+Bk5v+czgZv5Kju5Tn4O4TRvca51BWJmPPmq+5ePIvysvLCI5sxYuvzMDazlmvlqPb53L+qLLMegY2pOuwmTi46tdy5uBKEuN+p7AgG1fvMDoN/gQPf7WWNT++yp1rJzXSxLQeQteXPteaX8LelRzesVh1bj1f/QgfPXX4wsld7N0wl7ycuzi5+dFtyLuEVsanoryMuA1zuHruEA+y0jG3tCaofgu6DX4XWwdXvedV5RNDiE9d+dUkOXEX+zbNUfmk86D3qBddu+487nkpFApO7JpH8vH1yEoK8PBvSIdBM7DX064BnD+ykjP7fqdIkoOzZxht+3+Mu59af2FBNke3fsudq8colRXi4BJA4y7jCI7Rf216sZU5raJMsTATcTOjnDVxxWTnyXXad21qRmw9E9wcjSgrV3DzbgWbDxWT9VAzTYCHEb3amOPvYYxcDnezKpi/QVorP8fWjQl8dwx2DSMx93Tl1ICJ3N8ar1ezY9umRHz3AdYRIZTcyeT6rJ9JX75Jw8ZvwksEvjMGM3cXCs5fJnnK/8hPvKA33yo6NzSicagRFqZw+76CLcfKyS3QPUzg7y6iTZQRXk5ibK1ErNhbRsptTX9Ym0O3JsaEeIkxN4PUewq2Hdefb4/mZrSMMsHCTMStjArW7ivRG5suTUyJCTLBzVFMWbmCW5kVbDki04jNmwMtCfHWvM08cr6UtftKdOarUCg4s3ceV06tp7RYgptfA1r2mYGds7/ONJm3ErlweDG5d5XX4k6vzMM/Qn0tlleUcSpuDulXDiF5kI6puTWewS1o3O1drGx1tyttI0U0CBJhZgLpObDzlJyHtYuVCh8XaBEmxt0RbCxErD9cwdW7mjY9m4mICdAc17iRqWDNQd2+NgTkhi3P4PhXj1w9DUpLSwFwcXHB0tLymf1OfHw8Q4YMYcCAAZw8eZLTp0/z5ZdfUlam+422hw4dokuXLuzYsYPTp0/ToUMHevXqxdmzZ59Yx8kje1i75Ad6D3mdGd+vxMe/Hj98/gYFeQ+02pfKSnBx82Lgq5Oxc3DSauPg5MbAVycz47s/+PTbFYRFNWHeV+9wN+2GXi1Jx3eybeXXdOk/kSlf/ImnbxiLvnodaX6uVvvUq2dZNf99mrbvz5QvN1C/cSeW/TCZe3eu1bK9kLiX29fPPdINGcC5A4u4eHQFbfrPpN/kdRibWvDX72MpL5PpTFNeWoyTRxit+32q18bdvxHNur/3SDrOHNvJ5hXf8MLACbw3az1efqH8MmscEh0+uXXlLMvnTqV5h36899V6ohp35Pfv3iSzmk8+/+WAxjFs/P8QiUREN+2iU8fFEzvYveYr2veZxLiZG3H3CWXF92ORFmjXkXbtDH/+8i4N2g5k/GebCGvYmTXz3uB++lWVzZEdizgRt4Jew2fy2ifrMDG1YMUPYynT4+NnoaOstBjfkEZ0GfRoManO0Z2LOLF3BT2Hz2Tsx+swNbNgxfd1nMPJHexe+xXte09i3IyNuPmE8scPmuewe/Usrpzbz6CJcxg1bTmSvCzWLpisV8vJuIWcObCCLsNm8vL7Si3r543RW2Yvn9rBgQ2zaPniJIZP34SLVxjr542hUKLpz+hWg5kw64jqaNdvqtb8zifsYMeqr+nYdxKTPt+Au28oS799TWd8bl87y7qf3qNx2wFM+nwj4Q07sXL2ZFV8ykpLyEi9RIc+E5j0vw289OZccjJTWfHjRL2+qMIQ4vMo+VUn7foZ/vz1XRq2Gcj4mZsIa1C7zD7JeQGc2beIc4dW0GHQTAZPWYeJmQVbftHfrl09u4PDm7+iabdJDH13I86eoWz9dSxF1cpI3MppPMy+xYtjfuKl97cSFN2FXcveJjv9ks58uzQ1o30DM9bEFfHtSgmlZfDGQCuMjXTrD/Ex5tDZUr5bKWHeeilGRjB5kLXGC5MDPIyYNNCalNRyvv1Dwjd/SDiYJNM6jcnIypKC81e4+OZnev1WhYW/N022/krugRMcadyHW/OWEfXrFzh3aa2y8RjUnfBvp3PtiwUcadoPyfnLNPvrd0xdHOvMv220ES0ijNhytJyft5ZRWq5gVDcTvT4xNRZx74GCrcfLddq80sUER1tlx2v+5jLypApGdzfBRMfj9M6NTWnXwJS18SV8v6YQWZmCif0s9eoI9jLm8PlSvl9TyIKNRRiJYVI/S0xr/MbRC6V8+JtEdWw5ortjBXD+0CIuHf+DVn1m0nvCWoxNLdm95LU6r8WO7qG06P2J9u/LSsjNuERshwn0eWMDnV6eS352KntX6G5XWoSJaFJPxM5TcpbGySkrh2HtxRjpuWs2NYb7eQp2n9LfE7mRoWD25grVsfmY4fdcFIpnd/wX+Vd0ruRyOd988w3BwcGYmZnh6+vLl19+WcuuoqKCMWPGEBAQgIWFBaGhocyZM0fDZuTIkfTt25cvv/wST09PQkNDAc1pgf7+/gD069cPkUiEv78/qampiMViTp06pZHf7Nmz8fPzQ15Ht37btm20atWK999/n9DQUOrVq0ffvn1ZsGCBzjSzZ89m6tSpNGnShJCQEP7v//6PkJAQtm3bVpfLdLJ76x+07dKPNp164+UTyPDxH2JqZs7h+C1a7QNC6jN45BSatemGsbGpVpvYJm2JbtQaN09f3L38GPDKJMzNLblxVf+Tu0M7l9KswyCatOuPm3cw/UfPwMTMnJMHN2q1P7JrBaHRrWnfcwxuXkG8MOhNvPwjOLpnpYZd/oP7bFn2JS9N+gYjo7oHZxUKBReOLKdhp/H41++Ek0coHYZ8TVFBFqnJe3Wm8w1rS9MXphAQqbuTUq9RHxp1mYR3SIs6dQAc+Gs5LToOpFn7frh7BzFo7KeYmppz4sAmrfYHd/5BWEwrOvYajbtXED2GTMY7IILDu1epbGztnTWOC6f2ExzRFGc3H506ju1ZSqO2g2jQZgCuXsH0HP4ZJqbmnD28Qat9QtwKgqNa07r7GFw8g+jU/y08/CI4Ga+MjUKhICFuOW17jSesYSfcfULp/9rXSB5mcfmMbh8/bR0AMS370L7PJALrP1pMqtA4hwbKc+g39mskefrP4fjupTTUcw4lRRLOHN5At6HTCAxvjqd/JH1Gz+LO9bPcuZGkU8vpfctp/sIEQmI64+odRo8R3yDNz+LaOd1aTu1bQnSrwUS1GICzRzBdhym1XDym6U8TU3Os7VxUh5mFtdb8ju5aRuP2g2jUtj+uXsH0GTkTEzNzTuuow8d3LyckqjVtXhyDq1cQXQa+had/OMfjlOXV3NKG0dMWE9WsOy4eAfgGx9Jr+MdkpCaTl5Oh87yqfGII8akrv5qciFtBcGRrWlWW2Y5VZXaflrrzGOelUChIOricJl3HExjVCWfPULq89DWFBVncvKA7XdKBpdRvMYiIZgNwdA+mw6DPMDY159IJtf57qUnEtH4Fd79o7Jx9aNJ1AmYWNmSlJ+vMt0NDM3YllHD+RjkZOXKW7SjEzlpMTLCJzjQLNhSSkFxKZq6cu9lyVuwswtFWjK+b+q5/QAcLDpyREXdSRmaunKyHcs5cKaO8onZ+2bsPcXXGbO5v0X3+1fF7fSjFt9JJmfo10ss3uf3TSu5t2E3AWyNVNgFTRnHn93WkL9uINOUGFybOoKKoBJ+RA+rMv2V9I/YnVZCSJufeQwXrD5ZjYwkRfrpvza6my4k7XcGl29rvOZxsRfi6itlytJy7OQpy8hVsOVqOiRHEBGrPt30DU3afkHHhpjI2K3YXY2clIjpI9/Xz581FnLhUxr0Hcu7myPljTwmOtmJ83DR7ZKXlCiRF6qOkVLc/FAoFyceWE9thPH4RnXD0CKXdoK8okmRx+5LumPmEtqVx1yn419d+LTY1t6H76MUERnfH3iUAV99YWvT+mJy7yUjztLcrTUNFHElWcPUuZOXD1hNybCwg1Fv3znY3MuHgBQVX7uo0AaBcDoUl6qNE9zN2gX8p/4rO1fTp0/nqq6/45JNPuHTpEqtWrcLNza2WnVwux9vbm/Xr13Pp0iU+/fRTPvzwQ9atW6dhFx8fz5UrV4iLi2P79u218klMTARgyZIlZGZmkpiYiL+/P507d2bJkiUatkuWLGHkyJGIxfpd6e7uTnJyMhcvXnzc09c4P4lEgqNj3U/EtFFeVsbtG5eJiGmq+kwsFhMR3ZQbVx5tCkOdGisqOHF4N7KSYoJCdU+DKS8v5e6tS4RENtfQEhLZgtvXkrSmuX09iZBIzRvietGtuH39nPr35XJW//wB7XqOxt075JE0Sx6kUyTJxiukpeozMwsbXH2iuX9bu5ZnQXl5Gem3LlEvStMn9aKak3r1nNY0qdfOUS9K0ydhMS112kvycrh09hDNO/TXo6OUzNRkAuur/SEWiwmMaMGd60la06TfSCIwoqXGZ0GRrVQ3nw+z05HmZ2vkaW5pg1dQtM48n4WOv4PqHCI0z8E7MJp0HfmXl5eScTtZI03VOVSlybidjLyiTMPGxSMQOydPnfnm56ZTWJCNX5hmmfXwjyHjpvaR7YryUu6lJeMXqk4jEovxC2tJxi3NNJcStzH//WYs+V9PDm3+nrLSYu3nlppMcLVOqlgsJjiiBWk64pN2/RxBNTq1wVGtdcYTlJ0bkUiEuZWtThswjPg8Sn41uaOlzAZHtiK90idPcl4ABbnKds2nnmYZcfOL5l6q9nQV5aVkpSdrpBGJxfiEtOBetbbQ3T+Wa0k7KCnMQyGXc/XMX5SXl+IV1FRLruBkJ8bOWsyV2+rRlpJSSM2sIMDz0VcnWJgpb2wLS5SPu60tRQR4GiMpkvPuMGtmTbBlyhBrgrz0DLk8BvbNY8nZd1zjs+y4Izg0jwVAZGKCXcP65MQfUxsoFOTsO4Z98wZ683awAVtLETcy1J0kWRmkZyvwdX3yramrRpvKK9RDAgqgvAL83GrfpzjZirCzEnPlTo3Y3KsgwOPR/Whe+ey1qERzKKJxqAmzxlkz/RUrerUy0zl6BiB5mE6xJAfPIHUbYWpug4t3NFlp2q9pT0ppiQREIkzNa7cr9lZgbSEi9b76XGRlcDcXvLRP4Hks/FxhSl8x43uIeaGRCAvtz60NCrni2R3/RQx+zZVEImHOnDnMnz+fESNGABAUFETr1q1JTU3VsDUxMeGzz9TD/QEBARw/fpx169YxePBg1edWVlYsWrQIU1PtJdrFxQUAe3t73N3dVZ+PHTuW8ePH88MPP2BmZsaZM2e4cOECW7ZoH/WpzuTJkzl8+DBRUVH4+fnRvHlzunbtyssvv4yZmdkj+eK7775DKpVqnEt1ZDIZMpnm0HlpaRmmpsr8JZI85PIKbO00Wwdbeycy76Y+kgZdpN++xpcfjKKstBQzcwve+OA7vHwCddoXVmqpuWbB2taJrIybWtNI8nKwrqHdxs4ZSV6O6u8D2xYhFhvRutsrj6y9SJINgIW1Zt4WNs4USXK0JXkmFBY8RC6vwKbWOTpx/+4trWkkeTla7J0pyNeu++ShrZibWxLdtLPW7wGKJEod1raa+VrbOZNzT7sOaX6OVntppQ5pvtLHtWxs1Tb/hI6/g7RA+zlY1XEOCi3nYGXrTE7mrUrN2RgZm2BhaVvDxklnvoWV/rSqla8ThQXa0xRLlVosa6SxtHHiwX11nQtv0hNbR0+s7VzJvnuFg5u/48H9W/QdN7/GueXpiI8T2Zl64qOlzkt0nGdZqYzd674nuvmLmOsYPVPlbQDxeZT8aunWUmatbJ2RVsbxSc5LqUWZzrJGu2Zp7UyhjnatuLCyjNjULCPOPMxS6+8+cja7lr3Nwo+bIxYbY2xqzouj5mHv4qc1X1srZWehoEhztEVSJFd9VxcilKNUN9LLycxR5uNsp+ws9GhpzqaDJaRnVdAswoTJg6z5cqnkkfLVh5mbM7L7mr6S3c/BxM4GsbkZJg52iI2NkWXl1rDJxSpU9/UPlGtyAKTFmneX0mIF1hZP3rnKzlPwUKqgW2NjNh0tp6wcWkUaYW8twsaydr62VkofSgo1dUiKFKrv6kIEDGhnzo275WTmqmN86nIZDyRy8qUKvJzF9G5tjpuDmEXbaz+sASiuLJe1rsXWzhRLsx9Jy6NQXiYjcdf3BEW/iKm5NWVlmuduZa78t7DGDMbCEgXWFn/vt29mwpU7cvIKwcEa2keLGdpOxNK9hj81UODRMfjOVUpKCjKZjE6dOj2S/YIFC1i8eDFpaWkUFxdTWlpKbGyshk1UVJTOjpU++vbty6RJk9i0aRNDhw5l6dKldOjQQTWNUB9WVlb89ddf3Lhxg/3795OQkMC7777LnDlzOH78eJ3rvVatWsVnn33Gli1bcHXVvo5o1qxZGp1LgFETpzNm0oePfI5PirunPzN/WE1xkZRTx/ayaO4Mpn2xUG8H62mTfiuZw7tXMOXLDYhEui9O185s49DGGaq/u4/65Z+QZxCcOLCJRq17YmL6aB36/585f3wb25ary8nLU55fObl0cit7Vqu1DJjw6zP7rZjWQ1T/d/EKxcrOhXVzRvIwOw17a+9n9rs1qSgvY82Ct1EoFPQeOaPW94YUH0Pgyult7F+n9kev156dPxJ2zEFWLKHvhCWYWzlw88Jedi57mwGT/8DZM5Qm4SYM66K+pv20Uc8uAI/IkM4WeDob8cNqdaepqpk/eq6UhIvK+WbpWRWE+pnQIsoU3auS/nligsT0baW+5Vq+59nMBZMrYOXeMvq3MebTV82okCu4kaHgyp0KQETjUGOGdlL3EH7ZUvS3f3NQR3M8nI2Yva5Q4/NjF9XnmJkrp6CwmMkDrXC2KyEnX8H1pG0c3TxTZdN1+M9/W0tdyCvK2L/6bUBByz7K+lLfT0SPxup7hrWHnl1H51KauiOXnQ9ZeXIm9TLC79GWhz83/qtro54VBt+5srB49McEa9as4b333uP777+nRYsW2NjY8O2333LixAkNu+q7Aj4OpqamDB8+nCVLltC/f39WrVpVa01XXQQFBREUFMTYsWP56KOPqFevHmvXrmXUqFF6z2vs2LGsX7+ezp11jzhMnz6dd955R+Oz0zfVjZuNjT1isREFNTZHKMjLxc5e965kj4KxiQluHso1PP5B4dy6fom921czYsJHWu2tKrXUfPIqLcjFRscOXDb2zrU2u5Dk52BTqf3W5dMUFjzg/95Ud8Tl8gq2rfyGw7uW8+Ec5Zxtv4gODPRVT1msKFdelIuluRo7BxVLcnCqY2e/p4mVrQNisVGtzSsk+bnY6oiPjb2zFvscbLX48EbKabIybjHirW/16rC0UeqouQBf+YRduw5rO2ft9pU6rO2Uo8HSglxs7NU+lhbk4O6j3cfPQsfjEBrbAa/A2uWk5jkUFuTgrmO3QUsbB0RazqGwQNM3FeVlFBcVaIyOFBbkqmyCozvi4R9TS4vSxlUjjat3mFYtFtZKLUU1tBRJcrHS4U9A9bt52bchQN25sqyqw7X8navT39pGEbXV+YryMlYveJu8nAzGfLBE66iVIcXncfKribYyW1igLuPWttrrTs3zCqjfAbf3avujSJqLVbUyUiTNwUVHu2ZhVVlGJDXLSA6WlXryc9I4f2QlL03dhpOHcuq1i1cYGTdPc+HIKjoM/ozz18tIzVR3gqqmqtlaiikoVC+GsrEUk56lZXFUDQZ3siAy0IQf10rJk6rv8goqR1syczXzuJdbgaONmKw6c9aP7H4OZm6acTNzc6YsX4K8REZpzkPk5eWYuTrVsHFCdk+znKekybmTpV5wZGykvJm3thAhqTZ6ZW0hIvPB37u5z8hVMH9zGWYmSt8XlsCEXibczVFw4WY5qffUnd0qHTZWIgqK1DpsLEXcza47NoPamxMZYMyc9YUasdFG6j1lfs72YnLyK/AN74irj/ZrsWX1a7E0B0ePv38tlleUsW/120jzMug+dgmm5sp25dpdBYty1dqrNq2wMgdptdErK3MR9x8+3V5GXqFyRMzB+slHKwUMD4NfcxUSEoKFhQXx8fq3SwU4evQoLVu2ZOLEiTRo0IDg4GBu3NC/Y50uTExMqKio3bCMHTuWvXv38tNPP1FeXk7//rrXrtSFv78/lpaWFBYW6rRZvXo1o0aNYvXq1bz44ot68zMzM8PW1lbjMK02QmFsYoJfUBgp5xNVn8nlclIuJBIUqnur7ydBIZdTXqZ75aqxsSleARFcT07Q0HL9YgJ+IbFa0/gFx3Ktmj3AtYvH8QtW3vw1bN2bd2Zt5u3/26g6bB1cad9zNGOnLVSlMTW3xs7ZT3U4uAVjaePC3WvqufWlJVKy7pzHzU+7lmeBsbEJ3gERXLuofhggl8u5evEE/vVitKbxD4nh2kVNn1w5f1yrfcL+jfgERuDlp/3mW63DFA//+ty8pPaHXC7nVkoCPsGxWtN4B8Vq2APcTD6GT5DS3sHFG2s7Fw2bkmIpd2+c15nns9DxOJhZWOPk5qc6XDyDsbZz4VaNc0i/eR5vHfkbG5vi6VefWyma53AzJUGVxtOvPmIjE418czJvkp+bobIxNbfGwdVPdTh5BGNl60LaFXUaWbGUzNRzeAZqX+thZGyKu299bldLo5DLuX3lOJ4ButeHZKWnAGBVeZOvcW7+9blRow7fuJSAr474+AbHcOOSZnm9cfGYRjyrOla5924zetpiLG0ctOZlSPF5nPxq4hMUq2EPcCP5GN6VPqmqO3Wdl6m5NfYufqrD0V3Zrt25qtmu3b99Hnd/7VqMjE1x9a5P+lXNMnLnWgLulW1h1fo7UY11xmKxGIVC2SmQlUF2nlx1ZObKyZfKCfVTP881NwV/DyNuZegfXxrcyYKYYBPmrJOSm6/Z6cjNl5MnkePmqLk2yNVBzIOCvz/6kJeQhFPH5hqfOXdqycOEJAAUZWXkn0nGuWO1dYQiEU4dWpCXoLmOsbQMHkjUR1aegoIiBUGeaj+amYC3i4i0rKdzAy8rU3asnGxFeDmLuJRWgawMcvIVquPeAzn5hXJCfWrExt2IW5n6O1eD2psTHWzMvA1Ferd5r8LLRRmnqk6xqZkVtk5+qsPeNRgLG2cybqjbiNISKdnp53H11X4NfFSqOlb5Obd5YfRizC3V7UppOTyUqo+cAuX0TH83dYfH1Fi53uqu9k0/nxgbC7A0qz091NBQyBXP7PgvYvAjV+bm5kybNo2pU6diampKq1atyM7OJjk5udZUwZCQEJYvX87u3bsJCAhgxYoVJCYmEhAQ8Ni/6+/vT3x8PK1atcLMzAwHB2VFDA8Pp3nz5kybNo3Ro0c/8sjazJkzKSoqokePHvj5+ZGXl8fcuXMpKyujSxftO9ysWrWKESNGMGfOHJo1a8a9e/cA5WienZ3dY58TQLfer7Bo7gz8g8IJCIkkbvsqZCXFtO7UG4CFcz7FwdGFga8qtxkuLysjI125HqO8vIy83CzSbl3BzNxSNVL154p5RDVshZOLOyXFhSQc2sWV5NO88+l87SIqadt9JGt/nY53QCQ+QVEc3rWcUlkxTdr1A2D1zx9g5+BKj6HK0bjWL7zKz1+M4OBfSwhv0I6k4ztIv3mRgWOUUyGtbOyxsrHX+A0jI2Ns7Jxx9dRdBkQiEVGth3Nm3y/YOftj4+jFqT1zsbR1xb++eqRw228jCajfmchWyvVcZbJC8nPTVN9LHqSTk5GCmYUdNg6eAJQU5SHNy6QoX/kMNa9y3YKljTOWNpo3qwDtXxzOqp8/wiewPr7BkRzc8QelsmKatesLwB8LpmPn6EqvYW8D0K77K8z7fBT7ty8lokFbzhzbyZ2byQx5faZGviVFUs6d2EOfVx5t+/GWXUeyadEHePlH4hUYzfE9yyiVFdOgtfJhwsaF07Cxd6XLoHcBaN7lVZZ8PZyjuxZTL6Y9F0/8RUZqMr1Gfq7ycfMuwzm07Rec3PxxcPZi36a52Di4EtZQ92js09YBUCTNI/9BJpKHypjkVq6FsbZzxsaudkyqUJ3D9l9wdPPHwaXyHOw1z2HZtyMJa9iZZp2U5aRFN+U5ePpH4hUQTULcMsqqnYO5pQ0N2wxg99qvsbCyw8zCmh0rv8A7KFZnp1AkEtGo43CO7/wZB1c/7Jy8ObJtDtZ2roTEqLWsnTOCkJguNGyv1NK44yh2LJ+Gu18kHn7RnNqv1BLZQqnlYXYaKYnbCIxsh4WVPdl3r7Dvz1l4BzepHBHTvGFt9cIINiycjldAJN7/j73zDovqaPvwvQssvfdeFVAUFGPvvcUajcYEC5oYS2JMMSaxJHnzGk3yxppmQ41Gxa6x94q9Yi+oCEiHpS/sfn8s7LKwu2jUuMl37us6l7JnZs7vPM/MnDNnWkA9ju9WluHI1soyHPvrJGzsXekycGK5LaJY9N8oju5YSnB4Gy7FbefRvXj6jFCW4bJSGavmTSD5/lXemvgzcnkZ0uyKOZG2OlcsNST/1JTehoWTsLF3oeNryjzbpNNbxMyM4vjOJdSqnGeHVik7NdyXNntEtInizJ5fsHP2w8bBk7gdc7G0cSGgnjrexp+GEVCvI+GtlPaIaDuMvas+xcU7DFff+lw4tIzSkkLqNFHqt3cNwNbJlwNrp9Gi1yeYW9px5/JeHtw8zqsjdQ9FPHCumK5NTUnNKiMjR07PFubk5Mm5eFs9uuK9AZZcvC3j0Hnlh7nXO5rTKETCr5vyKC5RYFM+Z6iwRIGsvE2293QxPVqY8SitTDnnqq4EVwcjFm0poOryGkaWFlgG+aj+tvD3wiY8hJLMHIoeJhP8n4mYebpycfgkAO7/thrfMUMImfExD2PW49SuKe4DunG61zuqNO7NXkr4kplkn71CzulL+L03FGNLcx4u075iZmWOx5fRLsKI9FwFWVIFnSKNkBagsRJgdDcT4hPKiLum/E1irGwsVeBgJcLdQURBsYKc8u+0YX5i8osUZOcrcLMX07OpMVfvy7n9SPuL7MHzJXRpbEpqtlzpm+am5OQruHRH3fAd18+CS3dkHL6o9NfAdmZEhpiwcEsBRSUK1XyuomIFsjJwshURGWzC1YRS8osUeDgZ0a+1GbcSlSsSakMkElG3eRQXDvyCjZMv1vZenN0zFwtrF3wr7Vu1fdFw/Op2pE6zIYDyWZxb6Vmcl5lIRtI1TC1ssbLzQF4mY9+qCWQkXaVT1M8oFGWqOYmm5rZA9RUrT91Q0KKuiEypgux8aFNPjLQQbiSqbfhGOzE3ExWcuaX8zcQYHCp1sttZinC1U1BYArkFyvOt6oq4nqggv0g556p9uJhMKdxN0WoSgX8oBt+4ApgyZQrGxsZMnTqVpKQk3N3dGT16dLVw77zzDufPn+f1119HJBIxePBgxowZw44dO576mj/88AMTJ05k4cKFeHp6aiyeER0dzfHjxxkxQvcGrFVp06YNCxYsICoqisePH2Nvb0+DBg3YvXu3ajn4qvz222+UlpYyduxYxo4dq/p96NChxMTEPPU9ATRu2RlpbhabVv9CTlYG3v61+WDqPGztlMMaMtNSEFear5Sdlcb0iepNg3duXsHOzSsIrhvJpP/8BkBuThaL5kwlJysdcwsrvPxqMXHqfOpGaH7xq0pEs27kSzPZtW6ecsNc3xBGTvpVNUQoOyMZkUj9Vc+vdgPeGDuLXbFz2bF2Nk5uvgydOA837ydbFVAf4W1HIisp5PD6qZQU5eLmF0n36IUYm6h7/nIzHlCUn6X6Oy3xClt/Har6+8S2bwGoHdmHdq8r/3//6n4OrlXPedu3SvmSGdlxLI06V98np2HzbuTnZrEjdj652el4+obwzqe/qIY+ZqVr2sQ/uAFR42fy55p5bFs9B2c3X6I/mot7FZucO74DhUJBwxbdn8geYU26ky/NZP+meeTlpOHmE8pbExeqhjblZCRpzGvzqdWQ1975nn0bZrNv/Y84uvoxaPx8XL1qq8K07K608daYqcpNhGtH8ubEhZiY6J7/9SJ03Liwn02L1T6J/UXpk7a9x9Kuj/69pVp0G0lJcSFbl5XfQ63q95CZ+oACqTqfhDVW3sOBinvwDuXNDxZqDBPrMngyIpGYNT+9T5mshMCwlvR4S/f+aQCNO41CVlzIrlVTKS7IxTMwktfGLdLIs9lpDynMU2sJadSdgrxMjm2bW76JcCivjVukGhZoZGTC/esnOHtgObLiAqzt3akd0Zlm3bTvB1O/aXfypVns2zC3fCPwUIZ9/Fsl/2jmV99aDRj47nfsXTeH3bE/4ujqy5AJ81T+yc1K5fr5/QDM/6KvxrWiJy8jIFT7anQVGIJ/akovJzMJkbhSng1qSP+3v2f/htns2/AjDlry7JPclzYatleWuQNrp1JcmIu7fyS93tGs13LSNeu12g26U5iXycmd88jPTcPZM5Re7yzEwlqdR3q9/SvHt/3AtkXvIispwNbJh06Dv8WvjvYN3QH2nCpGYiLijc4WmJuKuPOolAXr8zWWTHeyM8LSXP1D6wilzg8GWWuktWJHAXHxygbYgXPFGBtD/7bmWJiLlBsIr8sjPaf6C7xtZBjN9q1Q/V3ne2U98HD5Bi5FT8bU3Rlzb3fV+cKERE73eoc6P0zGb3wURYkpXH7nC9L3HFWFSY7dgcTZgdrT3lNuInzxGqd6jqQkteYujsOXypAYQ98WxpiVbyK8dJfmMvIO1iIszdT5xdNJxKge6o8MPZoqX+PO3ixj/RFlY8jaQkT3JsZYmYO0EM7fKuPABd29UHvPlCAxFjG4g1n5Bs9l/LSxoIpvxFiaq8tyq3ClhvcHaE6z+H13ISevKu8h2MeYdg0kSExEZEmVDeldp/TvzVa/9UhKSwo5tnEaJUW5uPo2pMvw3zTyrDRTM8+mP4pn+yL1s/jk9pkA1GrYh9avzSA/N5UH15T1yqZ5mvVK95HLcPJ+pZqOE9cVmBhD91fEmEngYRqsPiSnrFK2srcC80pF0N0B3mqv7kXt1FBpr4v35Gw7qUChABc7EfX9RZiZgLQI7qUoOHRJoZGuIfIv7WB6YYgUCmGa2tPy9ddfExsby6VLl162lBo5dvXZJxI/LzIKnnGZnefE7UeGMxo21McwplznFP4jvrP8rRhSzZhfZBjj8e2sDOMNQFZqGPYwJDJyXrYCNdeuGoaY7pObvGwJKo79YhjvC1Kp/sbN34m3t/4VQP8uqq4W+LL4fNDz2ULgRTBz3Yur+ye9ZjjvZM+Lf98dvUDy8vK4cuUK8+fPZ/x4/V+4BQQEBAQEBAQEBAT+fyE0rp6CcePGERkZSdu2basNCRw9ejRWVlZaD21DGAUEBAQEBAQEBAQMHblc8cKOfyPCWKCnICYmRudcp6+++oqPPtK+WICNTfUdwAUEBAQEBAQEBAQE/l0IjavnhIuLi87NfQUEBAQEBAQEBAT+iRjSHOR/AsKwQAEBAQEBAQEBAQEBgeeA0HMlICAgICAgICAgIKAVoefq6RB6rgQEBAQEBAQEBAQEBJ4DQs/Vv5z7mZY1B/qbKJMbxt40/u66N1P8u8nIM4wiKDYM1wBQWmYYYsRiw/lU52ZvGPuhZecbxj4sZhLD8Y2hlJ3KmzW/bIxNDCOfGMreUgAtRtd/2RIA2Pvj2ZctQYWRkWEUnrIyw6lPDBW50HX1VBjGm52AgICAgICAgICAgMGhMIz94/8xGM6nLgEBAQEBAQEBAQEBgX8wQs+VgICAgICAgICAgIBWFMKwwKdC6LkSEBAQEBAQEBAQEBB4Dgg9VwICAgICAgICAgICWpELc66eCqHnSkBAQEBAQEBAQEBA4Dnwj+i5SkhIwN/fn/PnzxMREfFMafn5+TFhwgQmTJjwXLT9U1EoFBzcPI9zh2MpKsjFO6ghPd6ahqOrn954p/av5PjOxeTlpOPmHUK3N77AM0C9xOzZQ2u4fHIbyfevUlKUz6R5pzCzsNGr49CWuVw4otThFdSQ7kOm41CDjjMHVnJi12LyctJw9Q6hy+ApePordRTmZ3No8zzuXj1KbmYyFtYOBEd0pE3v9zGzsNaa3ok9qzi0fQl5Oem4ewfTK+pzvAN1L5176eRO9qyfR1b6Ixxdfen2+kRCItqozu/ZMJ9LcTvIzkjByNgEL/86dH7tfXyCwvXel8omm+dx/ojaN93erNk3p/dX2CQdV+8Qug7W9M25Q2u4cnIbyQ+Uvvl4bs2+MYQ8UqHl8Ja5nD8SS3FhLl6BDen2hPkkbnd5PvEKoXOlfAKwfcVU7l07Tl5OKhJTCzwDG9C+30c4uQfq1GEIvjm6exUHty5FmpOOh08wfYd9hk+Q7vx6MW4XO2LnkZX2CCc3X3oOnkhog9YaYR4/usO2Vf/j7rUzyOVluHoGMPSD2dg7eei9N0OxSdzelRwpL8Nu3iH0fEt/Gb58aid7188lu7wMd3n9Q4LDlWW4rFTGnvVzuHnxMJmpiZhZWBFYtxldBn6Ijb2L3vsCOLFnJYcraampPrl8cid71s9V1SddX/9Qoz7Zu2E+l+K2q+oTT/86dH5tQo31iUKh4OSOuVyJU5YbD/+GtBswHTtnP73xLh5Zybn9iymQpuHkEUKb/lNw81Xrz89N4+iWWTy8cZyS4nzsXfx5pdNogsK76E23W1MJzcJMMDcVcS+pjNgDRaRl657L0bGRhPAgY1zsxchKFdxLLmPr0WJSdcR5p7c5dfyMWbS1kMt3dW9f0LGhEY2CjTCXwP3HCjYfLyUjV7cOPzcRreoZ4ekoxsZSxIq9Mq7d1/yUb2UGXV4xppanGDNTSEhRsPWE9nQdWjYi4MNobBuGYebhwpn+Y3i8ZZ/O6wM4tG5Mne8/xapOLYoeJnN7xs8kLt+oEcb33TcImBiNqZszuZeuEz/ha3JOX9abbgVdG0toVtcYM1MRCcllxB4sJj1Ht006RJpQP0Dtm4QUOVuPF2v4c0BbU2p7G2FjKaJEBveSy9h2XLf/QJlnz+6Zx7VTsZQU5uLm15CWfadh6+SnM07y3dNcPLyY9MR4CqRpdI6aj1/djhph7l3ZzdW41aQ/iqe4IId+72/EySNUr01a1RURESDC1AQSM2DXWTlZebrDeztBkxAxbvZgbS5i3dEybiXpDt8lUkTDQDF7z8s5fcuw5zQJc66ejv93PVenT5/m7bffVv0tEonYtGnTc0n77NmziEQi4uLitJ7v0KED/fr1AyAtLY13330XHx8fTE1NcXNzo0uXLhw7dkwV/rfffqNt27bY2NggEonIzs5+LjoBju1YxMm9K+jx1nRGfr4Wiak5v/9vJKWyYp1xrpzazu4139Km11jembYBV+9gfv9xJPm5GaowspIigsJa0arHO0+k48TOhZzet4Jub05n+GdrkUjMWTU7Wq+O+NPb2bN2Bq1eHcvIKRtx9Qrhj9nRKh3S7FTyclLpOGASb0/fxqvDZnDnyhG2Lftca3oX43awbdVMOvYdw/iv1+HuE8LiWW+Tl5OhNfz9m+dZ/dPHNGrTj/e+Xk/dyA6smD2elIe3VGGc3fzoFfU5E2Zs4t0pK7Bz8mTxrFHk5WbWaJPjOxdxat8Kur85nRGfrcXE1JxVP+r3Tfyp7exZ+y2tXx3LqKlK36yaXd03gWGtaNn9yXxjKHkE4MSuhZzer8wnwyYrbfLHHP355Orp7eyNnUGrnmOJ/mIjLt4hrJ4TraHFzbcurw6bwTtfbmfQ+4tBoeCP2dHI5dr3QjME35w/sYMtK2bRuf8YPvhvLB6+wfz27TtIdeTXezfP8/u8j2nSth8TZ6wjrFF7lv4wnuRK+TX98QPmT38LFw9/3p0Sw4czN9Cx72iMTUxr1GMINrkUt53tq2bSvs9Yxn61HjefYGK+G0Vero4yfOs8a3/6iEat+zP2qw2ENuzAytnjeZx4U3XtpISrtOv9LmO/Xs8b780lPTmBFT+OeSItf66aSYe+Yxn39XrcfYJZMmtUDfXJRzRq05/xX2+gTmQHfp89npSHN1VhnNz86BX1BRNmbGb0lN+xd/JkyayRNdYnZ/ct5MLhFbQbMJ3XP1iLscScTb/oLzc3z23nyKYZNOk6lkEfbcTJM4TNv0RTIFXr371yEtmp9+g58meGfLKVwPqd2BEzgdTEqzrT7RApoXWEhLX7i/lxTQElMgWj+1hgrGdLrCBPI45cLOHHNQX8tLEQI7GId/taINHyWbhtAxO9tqigdX0jmtUxYvOxUn7eIqOkVMHwLiZ6dUiMRaRkKthyQneD7c1OJjjYKBte8zfJyM5TMKKbCSZatBpZWpB76QZX3vvyiTSb+3nxypZfyTh4kqONenNv3jLq/fofnDq1VIVxH9CN0O8mc+s/CzjauC/SS9dp8udiJM4ONabfvqEJrcNNiD1YzOzYQoplMLqXuV6bBHoYcfSyjDnrCvllcxFGYmWcyr5JTCvjj31FfLuygF+3FCISweje5oj0bG918dAirhxbQau+0+kzTplnty/WX5/ISgpxdA+hRZ+pesO4+UXSpNtH+kyhommIiEa1ROw8K2fZPjmyUni9tRgjPW/NJsaQmq1g97max9DV9gRPBxHSAqHR8m/k/03jqqSkBABnZ2csLCxeyDUiIyMJDw9nyZIl1c4lJCRw4MABoqOjAejfvz/nz59n2bJl3Lx5ky1bttC2bVsyMtQPsIKCArp27cpnn332XHUqFApO7l1O656jCWnQAVfvYPpEz0Sancr1c3t1xovbHUPD1gNo0LI/zh5B9HzrS0wkZpw/ul4VpmmnobTs/jZeAU/WQ3Nq33Ja9niX4IiOuHqF0GvELKTZqdw4r1vHyT1LadBqIBEtlDq6v6nUceGYUoeLZ21ee3cetcPb4+Dig39oM9r2ncCtS/uRl1V/OB7dEUPjtgNo1Lofrp5B9Bk+DYmpGWcOb9B6/WO7V1C7fkva9IjGxTOQzq+9h4dfHU7sXakKE9G8J7XCmuPo4o2rVy16DplEcWEeKQ9v1GyTvctp1XM0weW+6T2i3Dd6bBK3J4YGrQYQUe6bHhU2qeSbJp2G0qL723g+oW8MIY9UtolGPhn+ZPkkouVAwivyyZAvMZaYcfGYWkvD1q/jU/sV7Jy8cPetS5s+E8jNSiYn/ZFOHS/bN4f/XEbT9q/RuG1f3LyC6B89DROJGacOas+vR3b8TnB4S9q9OgJXz0C6DXwPT/86HNu1ShVmx5q5hEa05tUhH+HlH4qTqw9hjdpjbeuoV4uh2OTYzmU0ajuAyNb9cPEMovew6ZiYmnH2kHabnNi1nFr1WtKqvAx3eu19PPxCObFHaRMzC2tGTFpCvSbdcHb3xycoglejviApIZ7sdD2fooEjO5bxikZ9Mr2G+mQ5teq3pLWqPinXslftn4jmPQkKa45DeX3SY8inNdYnCoWCC4eX07jzuwTW64iTRwidh8wiPyeVu5d1++b8waWENRtInSb9cXQLov0AZbm5elLtm5R756nf6k3cfOtj6+RN485jMDW3IfVhvM502zQwYfepYq7cLSUpXc7vu4uwtRRRL1D3AJpfNhdy6lopKZlyktLlrNxThIONGG8Xzbd+Tycx7RpIWLWnSGdaFTSva8SBC2VceyAnJUtB7KFSrC2gjq/u16GbiXL2nC3j6n3tL82ONiJ8XMRsPlbKo3QF6TkKNh8rxcQIwgOqp5u26zA3p83m8WbdfqiM79uDKLyXyLVPZpJ3/S73f1pJyvpd+L8/TBXGf8JwHi5eS+KyDeRdu8PlMdMoKyjCe1j/GtNvE27C7jMlXLlXRnKGnFV7i7CxFFEvQLdvfttaxOnr5b4pj+NgI8bLRX2/J+JLuZskJ0uqIDFNzva4EuytxThYa29dKRQKLh9dToP2o/Gr2wFH92DaDZxJQW4qCfG6beUT0ppXukzAP6yTzjC1G/YmsuNYPIOa1WgPgFdqiTh2TcGtJEjLgW2n5FibQ21P3S3Duylw+IqCm9UfHxpYmUOnBmK2nJTzT9m/WK54cce/EYNqXMnlcmbNmkVQUBCmpqb4+PjwzTffVAtXVlZGdHQ0/v7+mJubExwczJw5czTCDBs2jD59+vDNN9/g4eFBcHAwoBwWOHv2bNX/Afr27YtIJMLPz4+EhATEYjFnzpzRSG/27Nn4+voir2FWX3R0NGvWrKGgoEDj95iYGNzd3enatSvZ2dkcOXKEmTNn0q5dO3x9fWncuDGTJ0+mV69eqjgTJkzg008/pWnTpk9kvyclOz2RvJw0Auo0V/1mZmGNV0B9Ht65oDVOWWkJSffjCQhVxxGJxQTUaUaijjhPqsM/VFOHZ0A4iXfP69SRfD9eI45ILMYvtDmP7miPA1BcmIepmRViI82HRWlpCY8SrhJUV21jsVhMUN1m3L+t/b7u375AUF3NCrp2vRbcv3VRa/jS0hJO7V+LmYU17j4hOjWCPpvU55Ee3yTfj8e/jqZN/EObkXhXe5yaMJQ8UqElPzcNv6o28Q/nkb588qB6PvEPba4zb5UUF3Dp2AbsnLywcXDTquNl+6a0tITEe1epFabOf2KxmNphTXXmv/u3LlA7TLMOCa7fgoRbyuvL5XKunT+Es7svv84YxbR3WjHni0FcPq1/mBIYjk2SEuI1yqRYLCaoTjMe6CjDD25fJLBKGQ6q15KHOsIDFBVIEYlEmFnqHpqoS0tgXf1aqtYnteq15MEt7eGftD7JzUikIDcN79pqO5uaW+PqG05ygu5yk5oYrxFHJBbjXbu5Rhw3/wbcOr+DovxsFHI5N8/9SWlpMV5BjbWm62gjwtZSzM0H6h7hohK4n1KGv5ue7pEqmEuU/xYUq9/ITIwhqqsZsQeLa+wFsLcGGwsRd5LUz/FiGSSmKfBx0dOdUgMVPTylld6UFUBpGfi6Pvtrll3TCNL3n9D4LW3PUeybRgAgMjHBtmFd0vcdVwdQKEjffxy7pg30pu1oI8LGUszNh1V881iOn9uTazc3VdqvQEf7VmIMTUKNyciRk52n3U/SzEQKpWl41lLnP4m5NS7e9Ul9cOGJtTwrdpZgZS4i4bFaZ7EMkjLAU//3pifi1cZiTt5QkJ777Gn9XSjkihd2/BsxqDlXkydPZuHChfz444+0bNmS5ORkrl+/Xi2cXC7Hy8uL2NhYHB0dOX78OG+//Tbu7u4MHDhQFW7fvn3Y2NiwZ88erdc7ffo0Li4uLF26lK5du2JkZISzszMdO3Zk6dKlNGrUSBV26dKlDBs2DLFYf2UzZMgQPv74Y9atW0dUVBSg/BqzbNkyhg0bhpGREVZWVlhZWbFp0yaaNm2KqWnNQ2+eJ3k5aQBY2mjWEpY2TuTnpmuNUyDNQiEv0xonPfne89Vh7Uh+jg4dedp1WNk4kpFyV4f2TI5s+4kGrV/Xci4bubwMK1unaumlJWlPLy87HasqX/StbJ3Iq6L52vmD/LHgQ2QlRVjbORM9aRGW1vZa01Slrcc3VdNX3UO5Tay0+SblOfvmb84joJzfAcp8oZmuI3m6tOjIJ5bWjmQka/r1zMGV7F//PbLiAhxd/XljwlKMjCUoX4/UGIJv8nOV+bVqj5KVrSOpSdrTk2rJr9a2jkizlb3kebkZFBcVsH/LYroOHE/PwRO5fvEoy358n3e/WEpgnVd06jEEm6jKcNU6wdaRNB35Li8nXWuZl+rQLCspZtfaH6jftAdm5lY1a6lqbxtH0nT4R1mfVNFi66ilPjnA6gUfISspxNrOmRGTFuutTwqkSt9YVCk3FtaOFOgoN4X5St9oi5P1WF1uug+dzY5lH/Db500Qi40xlpjRY8R87Jx9taZrbal88a7a+JEWKFTnakIE9Gtjxt2kUpIz1I2jvq1NuZdcxhU9c6xUOsyV18orrFK2CxVYmf/1xlVatoKsPAVdGhmz8VgpslJoEWaEnZUIa4u/nm4Fpq5OFD/W9Fnx43RMbK0Rm5liYm+L2NiY4tSMKmEysAwO0Jt2hb68Kr7JK5A/sXYR0KeVKXeTykjJ1PwA3SLMmFebm2IqEfE4S87Pmwsp0/GNWpVnrTTzn7mVEwVS7Xn2RWBppvw3v0pDMb9YoTr3V2kWIkKhgDMGPsdK4NkwmMaVVCplzpw5zJ8/n6FDhwIQGBhIy5YtSUhI0AhrYmLCl1+qxyr7+/tz4sQJ1q5dq9G4srS0ZNGiRUgkEq3XdHZ2BsDOzg43N/WX6pEjRzJ69Gj+97//YWpqyrlz57h8+TKbN2+u8T4cHBzo27cvS5YsUTWuDhw4QEJCAsOHDwfA2NiYmJgYRo0axS+//ELDhg1p06YNgwYNon593ZOea6K4uJjiYs1xybISCdfO7Wbb8mmq3954/5e/fI1n4XLcFrb/rtYxaPyvL/yaxYV5rJ73Ds4egbR+ddwLv15lAkMb8943GyiQZnPqQCyr5k1k7PTVGi9el+O28ucKtU0Gv/dyfHMpbqtB5BGAKyc188nr415sPglr3IuA0Bbk5aQRt3sxG36bwNBJf3Dj/C6D8M2LpuLLYd3IdrTprqx7Pf1CSbh5geN712g0rgwlv/6dlJXKWL3gAxQKBb2GTas5wgsiMLQJ47/ZQIE0i9MHYvlj3geMmb5GVZ9cP7OFA2vV+l59+8WVmxM75lBcmEvfMTGYWdpz9/JedsRM4LX3VuLkEUxksDGvt1e/hf66pfCZr/laO1PcHMXMiVWPCgnzN6K2tzGzVuVrjRMeKKZPC/VrzvLdsmfWoQ25AlbuldGvlTFT3zKlTK7gTpKCGw/LUDY9DIeGtY0Z2Fb9QXfhtmf3Tf82prg7iJm7vnpaZ2+WcuNhGTaWIto1kDC0qxlz1xdSWga3zm/lyAZ1nu06/OXUJ3V9RHSNVPtp7dEXs+64mz00qiVi6Z5/3rrm/9T1LDIzMxk/fjxbt25FLBbTv39/5syZg5WV9o9kmZmZTJs2jd27d/PgwQOcnZ3p06cPX3/9Nba2tk98XYNpXF27do3i4mI6dOjwROEXLFjAkiVLePDgAYWFhZSUlFRbSbBevXo6G1b66NOnD2PHjmXjxo0MGjSImJgY2rVrpxpGWBMjRoygS5cu3Llzh8DAQJYsWUKbNm0ICgpShenfvz89evTgyJEjxMXFsWPHDmbNmsWiRYsYNmzYU2sGmDFjhkajE6Df8Kn0HPwRXtPUjbbSUuX8s/zcDKzt1Ctf5eem4+qtffUcC2t7RGIjjQnnFXGqfnXVRe2I9hrzJ8pkOnRIM3D11j7cxcJKu4683AysbDR1FBfl8ceckUjMLBkwZgFGxtUnPFtY2yEWG1X7SpyXm4GVnfb7srJzqjY5XduXcImZBU5mvuDqi09QON991JXTh9bTrpd6QZXaEe00Vq/T5xs3Xb4pt0nVyftP45vg8HYGkUcAaoW3Z6R/pXxSoUVaVcvT55N8aQaWVbSYWVhjZmGNg6sfngHh/DChMTfO7zEY31TG0kaZX6suXpGXk4G1jvxqrSW/SnMysLZzVKdpZIyrp+YKia6eAdy7cU7jN0O0iaoMV60TcjJ0pqetpzkvNwPrKuHLSmX8seADstOTiP50qd5eKw0tVe2dq9s/yvqkihYt2jXrkwi+/6gLZw6tp215fRIQ1h433+rlpkCagaWt2jcF0gycPbWXG3NLpW8qL15REceivH7NTn/ApSO/M2TSNhzdawHg7BlC0t0zXDq6kvYDv+LK3VLup6gbPMZGyhdXawsRuZV6SKwtRDxKq/lFs39bU+r6GzN3XQE5lYaU1fI2xtFWxLejNf0yoocZd5LKWLm/jIepJdV0WJmLkFbqvbIyF5Gc+WwvvEkZCuZvkmFqohwmmF8E775qwqP0Z38rLX6cjqmrZn4wdXVCliNFXlRMSXoW8tJSTF0cq4RxpDhFM2/F3yvl+8fqIYAqm1TxjZWFmKR07Qv7VKZfawl1/IyYv6GQnPzq91pUAkUlynlo91OK+GaUJfUCjDl/qxTfOu1w8VbXJ6o8m5eBhY06zxbmpeNYw8p+z8KtJAVJmWrtFYtWWJpp9l5Zmop4rGelw5rwdhJhaQZje6pHQInFItqHQ6PahtUI/7cwZMgQkpOT2bNnDzKZjOHDh/P222+zatUqreGTkpJISkri+++/p06dOty/f5/Ro0eTlJTEunXrnvi6BjPnytzc/InDrl69mo8++ojo6Gh2797NhQsXGD58uGrRigosLS3/khaJREJUVBRLly6lpKSEVatWMWLEiCeO36FDB3x8fIiJiSE3N5cNGzaoFrKojJmZGZ06dWLKlCkcP36cYcOGMW3aX/8yOnnyZHJycjSOXm9OxtTcCgdXX9Xh7BGEla0zd6+px3AXF+aRePcS3oERWtM2Mpbg4VtXI45CLufutTi8dMSpiqmZFQ4uvqrDqVxHwnVNHY/uXsQrQPs4cSNjCe6+dblXRUfCtRN4BqrjFBfmserHaMRGJrw+9medq54ZG0vw9KvD7avqFR7lcjm34+PwDdJ+X75BEdyO11wR8taVE/jWqnlZ5IqX0QpMzbT75t61qja5hKce37j71iWhik3uXY/DK0B7nKoYSh4BLfnEPQhLG2eN+ysuzOPRvYt46ssnPnU18lZFPtGVt0D5da7CT4bim8oYG0vw8q/DrSua+fVW/Emd+c+3VgS3quTXm5dP4FcrQpWmd0AYackJGmHSku9XW4bdUG3i4VeXO/GaNrlzNQ4fHWXYJyicO1c1bXLnynG8K4WvaFhlpNxnxKQlWNQwpFdDS5X65E58DVqq+Of2leP41NIevoKq9YnEzAo7Z1/V4eAWhIWNMw9vVfJNUR6P71/E3U93uXHxqqsRRyGX8/DmCVWc0hJl74RIpPn6IBIZqZZrLpZBeo5CdaRkysnJl1PbWz2/ylQCvm5G3EvR/wLfv60p9QONWbChgMwqy5rvPVPCrJUFfLdKfQBsPFzMqj1FlMggU6o+UrMV5BYoCPRQazc1AS9nEQ9Sn8+n+WKZ8oXc0UaEp5OIqw9qbqDURHbcBRzba86bdOrQnKy4CwAoZDJyzsXj1L7S3D2RCMd2zciO05xfp803uflyantV8o2Jcq5YQor+Bme/1hLqBRjz06ZCMqVPZj8R6jlqElMrbJ18VYe9axDm1s4k3Vbnv5KiPFIfXsLFJ+KJ0v8rlJRCVp76SM9VDhX1qzQPT2IMHo7wSPuin0/ElfsKFu2Ss3i3+pAWKDh5Q8Gaw4bdmyWXK17Y8aK4du0aO3fuZNGiRTRp0oSWLVsyb948Vq9eTVKS9oWJwsLCWL9+Pa+++iqBgYG0b9+eb775hq1bt1JaWvPQ4woMpueqVq1amJubs2/fPkaOHKk37LFjx2jevDljxqiXxb1z585fuq6JiQllZdUrv5EjRxIWFsZPP/1EaWmpagn1J0EsFjN8+HAWL16Mp6cnEomE1157rcZ4derUeaZl4U1NTavN3zKRVM+4IpGIJh2jOLLtFxxd/bBz8uTAxrlY27kQ0lC9N8Ty74YR0rAjjTu8CUDTzsPYtPhTPPzC8PSvT9zeZciKC4loobZNXk4aeTnpZKY+AOBx4k1MzSyxdXBHYmFfTUfjDlEc/fNnHFx8sXPy4uDmOVjbuRDcQK3j9x+GEtygE6+0V+po0mk4W5ZMwr1cx8m9y5CVFBJerkPZsBqBrKSQ3tHfUVyUR3GRcnMKC+vqy9K27DaM2N8m4+UfhndAPY7uWk5JcSGRrfsCsOaXT7G1d6Hr6xMBaNH5LX7971AOb19KSEQbLsZt59G9K/Qboew1LCkqYP+WX6nTsD3Wdk7kS7M5sXcVuVmPqd9Y/z4wIpGIxh2jOPrnLziU++bgpnLfVLLJiu+VvqmwSdNOw9i85FPcfcPw8K/PqXLfhGvxTVa5b1ITbyIp942ltV01HS8jj5hbaeqobJNj29X55JCWfLLyf0OpHVElnyydpGmTkkLql2vJSnvI1TPbCajTAgsrB6TZKRzf8RsmEjOCwtro1PF3+6aqTVr3GMrqnz/DO6AuPkH1OLxjBSXFhTRuo8yvq36ajK29Cz0GfwBAq25v8tNXwzi4LYbQBq25cGIHiXevMGDUdFWa7V4dzoo5HxIQEklQ3cZcv3iUq+cO8u6UpdXsYAg2MXPQHJ7RoutQ1i+cjKd/GF4B9Ti+W7MMx/46CRt7V7oMVJbhZl2iWPTfKI7uWEpweBsuxW3n0b14+pSX4bJSGavmTSD5/lXemvgzcnkZ0mzlfBBzK1uMjXWPiGjVbSixvym1eAfU41iV+mTtL0ot6vokit/+G8WR7UsJjlBr6VupPjmw5VdCG7bD2s6Zgkr1ST099YlIJCKidRSnd/+MnbMvNg5exG2fg6WtCwH11L7ZsGAogfU7Ed5K6ZsGbYezZ9UkXL3DcPWpz4VDyygtKaROE6Vv7F0DsHXyZf/aqbTsPQkzSzvuXt7Lg5vH6DVK91DEQ+dldG5sSlq2nIxcBd2bScjJV3D5jvqFZWw/cy7dLuXIJeXwvQHtTGkYbMKirYUUlajnBxUVK5CVKedsaVvEIkuqIDNXgaWWjsbj8WW0izAiPVdBllRBp0gjpAVorAQY3c2E+IQy4q4pf5MYKxtLFThYiXB3EFFQrCCnvIMuzE9MfpGC7HwFbvZiejY15up9ObcfVddnZGmBZZCP6m8Lfy9swkMoycyh6GEywf+ZiJmnKxeHTwLg/m+r8R0zhJAZH/MwZj1O7ZriPqAbp3uptym4N3sp4Utmkn32CjmnL+H33lCMLc15uEz7KpUavrkoo1MjCWnZcjKlCro1kZCbr9DYK+zd3mZcvlvG0ctK3/RvY0pkbWMW/6lcur2qbxxtRETUMubGgzLyChXYWYnoEClBVgbX7mtvcIpEIuq1jOLc/l+wcfLDxt6T07vnYmHjorFv1bbfhuEX1pGw5so8KyvOJyfjgep8bmYi6UnXMDO3xcpe+YGoqCCbvOxkCnJTAchJU86BtLB2wti0+ioVp28paF5HRGae0setw8RIC+FmJX8ObiPm5iMFZ28rfzMxBvtKec7OSoSLnYKiEsgtgMIS5VGZMoWyMZ4p1eOgfznaprRoe599Wk6cOIGdnZ3G+gkdO3ZELBZz8uRJ+vbt+0Tp5OTkYGNjg7HxkzeZDKZxZWZmxqRJk/jkk0+QSCS0aNGCtLQ04uPjqw0VrFWrFsuXL2fXrl34+/uzYsUKTp8+jb+//1Nf18/Pj3379tGiRQtMTU2xt1c2AEJDQ2natCmTJk1ixIgRT9WzBjB8+HC++uorPvvsMwYPHqwRPyMjgwEDBjBixAjq16+PtbU1Z86cYdasWfTu3VsVLiUlhZSUFG7fvg3A5cuXsba2xsfHBweHmveu0EeLbiORlRSyddlUigpy8akVyZsfLNTo4clMe0BBXpbq77DG3SmQZnJw0zzyctNw8w5lyAcLNYavnDm4mkNbFqj+jpmprPx6D/8v9ZpXXxK2WddRlJQU8ucKpQ7vWpEMfn+Rho6stIcaOuq+otRxaPNc8nPTcPUOZfD7i1TDApMfxPPonnLltJ8+11yaddyMfdhYuGv8Ft60G/nSTPasn1e+KWsIIz7+VTVEKDsjWeMrrW/tBgx6dxa7181lV+xsnFx9eWvCPNy8lUNkRGIj0pLv8fvc98mXZmFhZYdXQBjvfLECV69aev0C0LzrSGTFhfy5XO2bNyYsrGKTBxRIK9mkcXcK8jI5tFnpG1fvUN6YoOmbswdXc3ir2jfLZil902v4f2nQsvrHg5eRRyK06ABo1mUUsuJCtv9enk+CIhmkJZ8UVtJS55Xu5EszObSlPJ94hTLoPXU+MTaR8PDWGU7vXUZhQS6WNo741GrE0El/lC/QUP2l6GX4pnKDA6BBs27k52aya918crPT8fQNYdSnv6qGnWWnJyOqtJGMf+0GvDluFjvWzmX7mtk4u/ky/MN5uHur82K9VzrSP3oa+7csZOOyGbh4+DH0g9kEhERq9cfLtkmTdpoPxfpNu5MvzWLfhrlIc9Jx9wll2Me/qdLLqVqGazVg4LvfsXfdHHbH/oijqy9DJszD1as2ALlZqVw/vx+A+V9oXit68jICQrWvilehJU+axd71ai3DP/6thvrkO3avm8Ou2B9xcvXlzQnzcPNWalHWJ3c5N3dTpfqkHm9/8XuN9Ulkh1GUlhSyf81U5SbCAZH0fkez3OSka5ab2g27U5ifSdwOZblx9gyl9zuLsLBW6jcyMqH3O79xbOsPbF04GllJAXZOPnR641v86lT/KFHBvrMlSEzg9Q5mmJuKuJtUxi+bCiit9J7taCvGstLCEi3rKxux772muX3Kyt3KJdr/CocvlSExhr4tjDEr30R46S6Zhg4HaxGWZmodnk4iRvVQN6h7NFW+Op29Wcb6I0od1hYiujcxxsocpIVw/lYZBy5ob0TYRobRbN8K1d91vldut/Jw+QYuRU/G1N0Zc2/1c6owIZHTvd6hzg+T8RsfRVFiCpff+YL0PUdVYZJjdyBxdqD2tPeUmwhfvMapniMpSa25q2X/ORkSYxED25kqN3hOLuPXrYUaNnGyFWNprm6AtqynHGY/rp+mb1btVS7RLiuDAHcj2oQrN42WFii4m1TGnHUF1RYUqUx4m5GUlhRyZP1USopycfOLpNsIzfokN/MBRfnqPJuWeIVtvw1V/R237VsAakf2oe1A5f/vX93PoVj1tjb7Vik/bjTsOJb6bcZW0xF3XYGJEXSLFGMmgYfpsPawXGMxDjsrMK/0/u9uD0PaqXsAO0Yoy/mle3L+PP0PnbRUzovcRHjGjG+rTWmZNm0a06dPf6Z0U1JScHHR3PTd2NgYBwcHUlJSniiN9PR0vv76a439cZ8EkcKAtl2Wy+XMmDGDhQsXkpSUhLu7O6NHj2bw4MH4+/tz/vx5IiIiKC4uZvTo0WzcuBGRSMTgwYOxtbVlx44dXLhwAVAuxZ6dnV2tJ8jPz48JEyYwYcIEALZu3crEiRNJSEjA09NTY/GMJUuWEB0dzalTp3jlFd0rZumiS5cu7N69u1r84uJipk+fzu7du7lz5w4ymQxvb28GDBjAZ599pmqITZ8+vVqGA/XKhU/CqqMG417K5IYxptjK7NmHaTwv8osNY2Su2DBcA0BpmWGIEYsNp+zYWRpGns3Of/Jls18kZlp65F8WhlJ2kjMMoy4BuHnTMD7DW1o9/ZzrF0WL0X99sarnyd4fz75sCSq8vP7a1I3nTUmJYQzJmzzQMOpXbUz67dkXPtHFV0PFT9Vz9emnnzJz5ky9aV67do0NGzawbNkybtzQ3A/QxcWFL7/8knfffVdvGrm5uXTq1AkHBwe2bNmCicmTbVQOBta4MjS+/vprYmNjuXTp0suW8pcRGlfVERpX1TGUF0QQGlfaEBpXmgiNq+oIjavqCI2r6giNq+oIjaua+eSXF9e4mjX66UaGpaWlkZGhv0c2ICCA33//nQ8//JCsLHUvZ2lpKWZmZsTGxuodFiiVSunSpQsWFhZs27YNM7OnW4PfYIYFGhJ5eXkkJCQwf/58/vOf/7xsOQICAgICAgICAgL/73F2dlZtpaSPZs2akZ2dzdmzZ4mMVA5x379/P3K5nCZNmuiMl5ubS5cuXTA1NWXLli1P3bACA1ot0JAYN24ckZGRtG3bttoqgaNHj1ZtAlz1GD169EtSLCAgICAgICAgIPD8kSsUL+x4UYSGhtK1a1dGjRrFqVOnOHbsGOPGjWPQoEF4eCgXOnn06BEhISGcOnUKUDasOnfuTH5+PosXLyY3N1e1/oG2xe90IfRcaSEmJoaYmBit57766is++ugjredsbGxeoCoBAQEBAQEBAQGBv5d/6gyilStXMm7cODp06KDaRHju3Lmq8zKZjBs3blBQoNzG4dy5c5w8eRJAY29agHv37j3xfrdC4+opcXFxqbb6iICAgICAgICAgICA4eDg4KBzw2BQLnJXueHYtm3b59KQFBpXAgICAgICAgICAgJaeZGb/f4bEeZcCQgICAgICAgICAgIPAeEnisBAQEBAQEBAQEBAa38Q6dcvTSExtW/HJGB7MFiSJQayH5bYDj79RQayH5bAFbmhrHnSEmp4eSTTKlhVNWGMjKkRPayFaiRmBiGUWQyw9ABkJ2R/7IlALzQlcieFkPZX6rjB5EvW4KKCyuuvmwJABQXG8Y+gmC4+1wJPB2G8cQWEBAQEBAQEBAQEDA4FIbyZe0fguF8rhYQEBAQEBAQEBAQEPgHI/RcCQgICAgICAgICAhoxZCG2P4TEBpXAgICAgICAgICAgJaEYYFPh3CsEABAQEBAQEBAQEBAYHnwD+icZWQkIBIJOLChQvPnJafnx+zZ89+5nQEBAQEBAQEBAQE/u0o5IoXdvwb+X83LPD06dNYWlqq/haJRGzcuJE+ffo8c9pnz56lUaNGnDhxgqZNm1Y736FDB2xtbdmwYQNpaWlMnTqVP//8k8ePH2Nvb094eDhTp06lRYsWZGZmMm3aNHbv3s2DBw9wdnamT58+fP3119ja2j6zVoVCwYFN8zh3OJaigly8gxrSM2oajq5+euOd2reSYzsXk5eTjpt3CN2GfIFXQH3VeZmsmN2rZ3Ll1J+UlsoICmtBjzenYWXrpFPHoS1zuXBEqcMrqCHdh0zHoQYdZw6s5MSuxeTlpOHqHUKXwVPw9FfqKMzP5tDmedy9epTczGQsrB0IjuhIm97vY2ZhrTW9uL0rObpjieq+er75OV6B9bWGBbhyaid7N8wlO/0Rjq6+dB74IcHhbQAoK5Wxd/0cbl46TGZqImYWVgTWaUbngR9iY++i974qtBzZXknLW5/jrUfL5VM72bteraXL65pa9qyfw82LlbTUbUaXJ9BiKL45sWclhyvZo1dUDfY4uZM96+eSVW6Prq9/SEhEG9X5vRvmcyluO9kZKRgZm+DpX4fOr03AJyhc730BnNy3kuM7lPnf1SeE7lXyf1XiT+9k/4Y5ZKc/wsHVl04DPqJ2uFpLRTk8e0hpY59aDen51jQc3fxq1KJQKDi8ZS7nj8RSXJiLV2BDuj2hf+J2l/vHK4TOVfxzeEsl/1g5ULtBR9r00u0fhULBka3KfFKho8sbNes4e2AlJ/codbh4hdB50BQ8/NW23PH7VBKuHScvJxUTUwu8AhvQrt9HOLoF6rXJwc2a9VqPt56gXtu/kuOV67U3vsCzkl/PHlrD5ZPbSL5/lZKifCbNO4WZhY3O9AypDJ/ePY9rJ5W+cfNrSOt+07Bz1m2PpLunuXBwMWmP4inITaPr0Pn4h3V85nQB+ra3om2kORZmYm49KGHZ1lweZ+peBrv9K+a0f8UCJzvlEtWP0krZfDCPS7dKVGHaRprTtL45fu7GmJuJefe/jyko0v/C1r2pKc3rmWBuKuJeUhlr9heRlq17C4hOr0gIDzTB1UGMrFTBveQyNh8tJjVLHee91yyo5aX5SnX0Uglr9hfp1dK1sYRmdY0xMxWRkFxG7MFi0nN06+8QaUL9AGNc7JVaElLkbD1eTFq2Os6AtqbU9jbCxlJEiQzuJZex7XgxqdnV03Vo2YiAD6OxbRiGmYcLZ/qP4fGWfXo1O7RuTJ3vP8WqTi2KHiZze8bPJC7fqBHG9903CJgYjambM7mXrhM/4WtyTl/Wm24FrcNENAgUYWoCiemw44ycrDzd4b2doVmIGDcHsDYXEXukjJuPNMP0bCIi3F+zP+FOsoLVh3T7vX2EEZG1xJhJ4EGqgq1xpWRKdevwdRXRsq4R7o4ibCxErNov4/pDTZt/NVSiNe6uM6W6Exb4x/GP6Ll6HpSUKCtjZ2dnLCwsXsg1IiMjCQ8PZ8mSJdXOJSQkcODAAaKjowHo378/58+fZ9myZdy8eZMtW7bQtm1bMjIyAEhKSiIpKYnvv/+eK1euEBMTw86dO1Xxn5VjOxZxcu8KekZNZ+QXa5GYmrPih5HIZMU641w5tZ1da76lba+xvDNtA67ewfz+v5Hk5Waowuz6YwY3Lh5gwJg5DJ+0HGl2KmsWjNeZ5omdCzm9bwXd3pzO8M/WIpGYs2p2NKV6dMSf3s6etTNo9epYRk7ZiKtXCH/Mjia/XIc0O5W8nFQ6DpjE29O38eqwGdy5coRtyz7Xmt7lk9vZ8cdM2vUey5gv1+PmHUzM96M07qsyD26dZ+3PHxHZuj9jvtpAaMMOrJoznseJNwGQlRSRdP8qbXu9y5iv1vPG+LmkpyTw++wxOu+pgktx29m+aibt+4xl7FfrcfMJJuY73Vru3zrP2p8+olHr/owt17JydhUtCVdp1/tdxn69njfem0t6cgIrfqxZiyH45lLcdv5cNZMOfccy7uv1uPsEs2TWKPJydNjj5nlW//QRjdr0Z/zXG6gT2YHfZ48n5eFNVRgnNz96RX3BhBmbGT3ld+ydPFkyayR5uZl67XHl5HZ2rf6Wtr3H8s70Dbh5B7Pih5F68sk51v3yIQ1av8boLzcS0rAjq+eNU/kG4Oj2RZzcs4JXo6YzaspaTCTmrPif/nJYwYldCzm9X+mfYZPXYmJqzh9z9Pvn6unt7I2dQaueY4n+YiMu3iGsnqPpH2l2Kh1em8Tb07bx6vAZ3L1yhD+Xa/cPQNyuhZzZv4KuQ6Yz9FOljjVza9axb90MWvYYy4jPlflkzVy1DgA3n7r0GDqDUdO3M+j9xSgUClbPjkYu1/0yXlGv9XhrOiM/V9Zrv/9vpF4tV05tZ/eab2lTuV77caSGFllJEUFhrWjV4x2d6VRgSGX4wsFFXD66gtb9ptN/vDJ/bVuk3x6ykkIcPUJo1Wfqc023e0tLOjWxIGZrLl/9lkFxiYKPouwx0fOJNzNXzto9Uqb9ksG0XzO4ereE9wfb4+msjiSRiLh8u5itR55sb62OjSS0aSBhzb4iflidT7FMwZi+Fhjr2WIoyNOYI5dK+GF1Pgs2FGAkhrF9LZBU0X7scgmf/SZVHZuP6m9YtW9oQutwE2IPFjM7tpBiGYzuZa5XS6CHEUcvy5izrpBfNhdhJFbGqawlMa2MP/YV8e3KAn7dUohIBKN7m2vd99LI0oLcSze48t6XerVWYO7nxStbfiXj4EmONurNvXnLqPfrf3Dq1FIVxn1AN0K/m8yt/yzgaOO+SC9dp8mfi5E4O9SYfrMQEa/UFrHjjJyYPXJkpTC4rRgjPW+rEmN4nK1g1xn9eyTeSVIwe1OZ6th0XHf4lmFimoSK2RpXym/bSykphahOJhjXoCMlS8GfJ3U3lGatKdE4Nh4rRa5QcPW+YezvqAu54sUd/0YMqnEll8uZNWsWQUFBmJqa4uPjwzfffFMtXFlZGdHR0fj7+2Nubk5wcDBz5szRCDNs2DD69OnDN998g4eHB8HBwYDmsEA/Pz8A+vbti0gkws/Pj4SEBMRiMWfOnNFIb/bs2fj6+iKX6y8A0dHRrFmzhoKCAo3fY2JicHd3p2vXrmRnZ3PkyBFmzpxJu3bt8PX1pXHjxkyePJlevXoBEBYWxvr163n11VcJDAykffv2fPPNN2zdupXS0mf7wqFQKIjbs5zWr44mpEEH3LyD6TtyJtLsVK6f26sz3oldMTRsPYAGrfrj4hlEz6gvMZGYcf7IegCKCqScO7KeLoMmERDaFA+/MHqPmMHD2+d5eOeCVh2n9i2nZY93CY7oiKtXCL1GzEKancqN87p1nNyzlAatBhLRoj/OHkF0f1Op48IxpQ4Xz9q89u48aoe3x8HFB//QZrTtO4Fbl/YjL6tuu2M7l9GozQAiW/fDxTOIXsOmYyIx4+zhDVqvf3z3cmrVa0mr7tG4eATSsf/7uPuFErd3FQBmFtYM/2QJ9Zp0w9ndH++gCHq+9QVJCfFkZyTpvC+VlrZqLb2HTcfE1Iyzh7RrObGrXEuPaFw8A+n02vt4+IVyYo9ay4hJai0+QRG8GlWuJV23FkPxzZEdy3il7QAate6Hq2cQfYZPR2Jqxhkdvjm2ezm16rekdbk9OlfYo9w3ABHNexIU1hwHF29cvWrRY8inFBfmkfLwhs77Aji+O4ZIPfm/KnF7VhBUryUtu0Xj7BFIh37v4+5bh1P7VqpsrCqHDZXlsN+omUiz9JfDirin9lbxz/An809Ey4GEV/hnyJcYS8y4qMU/9i4++IU0o20f3f5RKBSc3recFt3fpXZER1y8QuhZruPmBd06Tu1dSnjLgdRv0R8njyC6luu4dFxtywatX8en9ivYOXnh5lOXNr0nkJuVTE7GI61pKhQKTu5dTuueynrN1TuYPtE112txu8vrtZZKm/R8q9yvR9VamnYaSsvub+MVUHPvpiGV4UtHlhPZYTT+YR1w9Aim/aCZFOSmci9etz18Q1rTpOsEAup1eq7pdmlmwdbDeZy/XszDx6X8tiEHO2sjGoaY6Yxz4UYxl26V8DizjMcZZazfl0dRiYJAbxNVmN0nCvjzSD53Hj7ZztJtG0jYdbKYy3dLSUqXs2JXIbaWIuoH6m7l/bypgJNXZaRkynmULuf33UU42IjxdtVsBZWUKpAWqI+iEh0JltMm3ITdZ0q4cq+M5Aw5q/YWYWMpol6Abi2/bS3i9PVSUjLlJJXHcbAR4+Wifp07EV/K3SQ5WVIFiWlytseVYG8txsG6eusqbddhbk6bzePN+uucCnzfHkThvUSufTKTvOt3uf/TSlLW78L//WGqMP4ThvNw8VoSl20g79odLo+ZRllBEd7D+teYfuNgEUfjFdx8BKk5sOWkHGtzCPbSvan7nWQ4dFnBDe1Vg4pSOeQXqY8iPVmmWagRhy+Vcf2hgsdZCjYcLcXaAkJ8dL8233qkYN/5Mq490N1iyCvSPEK8xSSkKPT2zAn88zCoxtXkyZP59ttvmTJlClevXmXVqlW4urpWCyeXy/Hy8iI2NparV68ydepUPvvsM9auXasRbt++fdy4cYM9e/awbdu2aumcPn0agKVLl5KcnMzp06fx8/OjY8eOLF26VCPs0qVLGTZsGGKxfpMNGTKE4uJi1q1bp/pNoVCwbNkyhg0bhpGREVZWVlhZWbFp0yaKi2v+Ql1BTk4ONjY2GBs/22jOrLRE8nLSCKjTXPWbmYU1XgH1SdTSCAIoLS0h6X68RhyxWExAnWaqOEn345GXyTTCOLsHYOvooTXd7HSlDv9QTR2eAeEk3j2vVUdZaQnJ9+M14ojEYvxCm/PojvY4AMWFeZiaWSE20rRdaWkJSQnxBNZtpnFfgXWb8fC2dls8vH1RIzxArbCWOsMDFBVKEYlEeocSVWgJqqIlqE4zHuhI+4EWLUH1atBSUK7FUrcWQ/JNVXsE1tVvj6CqvqnXkge3tIcvLS3h1P61mFlY4+4TolNjaWkJyQnxBNStnv912TrxzgWNsgAQGNZC9aFBVQ7rVrFxYH29/gOlf/Jz0/Cr6h//cB7p88+D6v7xD22u06cARTr8o1OHuTUeNehI0aLDL6S5zjglxQVcOr4BOycvbOzdtIapyLPa6jVtH3cqtCTdjyegipbK9drTYEhlWJqZSIE0Da9a6nszNbfGxac+j+/rTrsm/kq6zvZG2FkbEX9H3dooLFZw95GMoEoNJX2IRNAkzAxTiYjbD2totejA0UaEraWYGw/VHwqKSiAhpQx/dz3dRVUwKx/ZVXX4YaNgE2a8Y8XkNy15tYWp3l45RxsRNpZibj5U98QWlcD9x3L83J781czcVFSuRft5iTE0CTUmI0dOdt6zdxPYNY0gff8Jjd/S9hzFvmkEACITE2wb1iV933F1AIWC9P3HsWvaQH/almBlLiLhsVpnsQweZYCn4zNLx9cFJvQRM7q7mK6RIsy1j9DD3gqsLUTcSaqiI02Bt7PuRt7TYmkGtb1EnL1l2L1WIMy5eloMZs6VVCplzpw5zJ8/n6FDhwIQGBhIy5YtSUhI0AhrYmLCl1+qu7D9/f05ceIEa9euZeDAgarfLS0tWbRoERKJ9hLk7OwMgJ2dHW5u6gf2yJEjGT16NP/73/8wNTXl3LlzXL58mc2bN9d4Hw4ODvTt25clS5YQFRUFwIEDB0hISGD48OEAGBsbExMTw6hRo/jll19o2LAhbdq0YdCgQdSvr31cfnp6Ol9//TVvv/22zmsXFxdXa6zJSiSYSEw1fsvLTQPAykaztrK0cSIvJ11r2gXSLBTyMq1x0pPvKdPNScPI2ATzKg0ISxtHrenm5aSpzmuEt3YkX5eOPKWOqnGsbBzJSLmrQ3smR7b9RIPWr2s5l41cXoaVbZX0bB1V91VddzqWNk7Vwkt1aJaVFLN7zQ/Ua9oDM3MrrWE0tFS9N1tH0vRoqTqfzcpGv5Zda3+gfg1aDNk31jaOpCXpsEe2FnvYVs9/184fYPWCj5CVFGJt58yISYuxtLbXmqZSS5YO3ziRnqLHN1rCV2ipsHG1MHrKYQX55WXY0rpqeXQkL/fp/GNp7UhGsm7/HP3zJyJaVfePho5q9ULN+cRCi/aq+eTswZUc2PA9suICHFz9GTRhKUbGEqD6A1lnnrVxIl+XTaQ6bFKpXnsaDKkMF0iV9jCvYmcLKycKpPrzlz7+Srq2VsrGQk6e5ktkbl6Z6pwuvFyMmTLKARNjEUUlCub+kUVSmu6hofqwsVReS5qvmX+kBQrVuZoQAf3bmHHnUSnJGer7OXNdRqZUTk6eAk8nMb1amuFqL2bRtkKt6VhbKF/S8wo0teQVyFXnnkRLn1am3E0qIyVT07Ytwox5tbkpphIRj7Pk/Ly5kLLn8A5v6upE8WNNPxc/TsfE1hqxmSkm9raIjY0pTs2oEiYDy+AAvWlblndi5ldpKOYXKbAyfzbdd5PhxkM52fnKxlPb+mIGtRERs7e6UazMy31TpfGc9xx0VKZBoJhiGVwz8CGBAk+PwTSurl27RnFxMR06dHii8AsWLGDJkiU8ePCAwsJCSkpKiIiI0AhTr149nQ0rffTp04exY8eyceNGBg0aRExMDO3atVMNI6yJESNG0KVLF+7cuUNgYCBLliyhTZs2BAUFqcL079+fHj16cOTIEeLi4tixYwezZs1i0aJFDBs2TCO93NxcevToQZ06dZg+fbrO686YMUOj0QnQb/hUateJZOvyaarfhkz45Ynu43lzOW4L239X6xg0/tcXfs3iwjxWz3sHZ49AWr867oVfryplpTLWLPgABQp6DZ1Wc4QXrGX1gg9QKBT0Gqap5f+bbwJDmzD+mw0USLM4fSCWP+Z9wJjpa6o15AyFKyc1/fP6uL/HP2vmvYOTu9o/V05uYedKtY6BL1hH3Sa98A9tQV5OGif3LGbTbxN465M/kBhLuBS3lW2V6rU33n859drfib4yfPPcVg6tV//WY8TLs0ez+mYMe1X9ke1/K7P+clrJGaVM+TkDC1MRr9Q1Y1Q/O2YsyXiiBlajYGMGdVC/Df+yuUBP6CdjQHsz3J2MmL1Wc47X8SvqMWbJGXJy8wsZ/5olTrZFpOcoaFjbmIFt1R86F+podD0N/duY4u4gZu766mmdvVnKjYdl2FiKaNdAwtCuZlrDvUzq+oro3kjdkFxz+MU1Mq5WGqqXlgOp2XLGvmqErwuYGol5tZm653Llvr9ncYkGtYy4dFdO6T+gbaUQNhF+KgymcWVu/uSfA1avXs1HH33EDz/8QLNmzbC2tua7777j5MmTGuEqrwr4NEgkEqKioli6dCn9+vVj1apV1eZ06aNDhw74+PgQExPDxx9/zIYNG/j11+ovIWZmZnTq1IlOnToxZcoURo4cybRp0zQaV1KplK5du2Jtbc3GjRsxMdE9hGLy5MlMnDhR47dNZyXIy2QaK1+VlSqHVOTlZmBtp15tKj83HTefUK1pW1jbIxIbVZuUnZ+r/upqZetMWamMwoJcjd6r/NwMrGydqB3RHs9KcxbKZCWq8xo6pBm4emsfomVhpdSRX0VHXm4GVlV6k4qL8vhjzkgkZpYMGLMAI+PqtrOwtkMsNqq2QEJeTobOFQ6tbKt/Cc/LycC6SviKF6HsjCRGfLpU71dmDS1V760GLVV7OfJytWv5Y8EHZKcnEa1Fyz/JN9LcDKztdNjDTos9tNhPYmaBk5kvuPriExTB9x914cyh9bTtpb1n2MLaXodv0qvdm0qLrZP28JXKC1Qvh3m56bh5a5bDWuHtGelfyT/lZThfWrUMP71/8qUZWNo+mX9qhbfHQ5uO3AysbJ9OR4G0al1S3U9m5taYmVvj4OqHZ0A4P37QmBvn99CgeQ+Cw9vhNU1dr5WW6sizuem4euuv16rZJLd6b9KT8DLLsF+ddrj6VK/nC6UZWNqo7VGQl46Th3Z7PAkW1s41pnv+ejF3EtU2MDFSvkDbWok1eq9srIx4kKx/rlRZGaSWryiYkJyHv6cJnZtaErM1t0atl++WkpCinsxiXK7D2lJEbqUeI2sLEY+eoLE2oK0ZYf7GzInNr3GIXUKKMj0nOzHpOWXE3yvl+8fqa1RosbLQ1GJlISYpvWYt/VpLqONnxPwNheTkV9dSVAJFJQrScxTcTynim1GWeudyPSnFj9MxddXMm6auTshypMiLiilJz0JeWoqpi2OVMI4Up2jm81uPFCzKUGuvWLTC0kw5H6kCSzMRj7Oe78t9dr6yR8zeSsS5m2UkpqvzpVGFb8xE5BVW8o2ZiOTM56PD10WEs62ItXpWKzQk5P/S4XsvCoOZc1WrVi3Mzc3Zt0//EqAAx44do3nz5owZM4YGDRoQFBTEnTt3/tJ1TUxMKCurXpGNHDmSvXv38tNPP1FaWkq/fv2eOE2xWMzw4cNZtmwZq1atQiKR8Nprr9UYr06dOuTnq7+G5ebm0rlzZyQSCVu2bMHMTPfEXwBTU1NsbGw0DhOJKabmVji6+qoOZ48grGyduXdVPW66qDCPxLuX8AqM0Jq2sbEED9+63LumjiOXy7l7LU4Vx8O3LmIjE41005PvkpORhFdgBKZmVji4+KoOp3IdCdfV4YsL83h09yJeAdrHZhsZS3CvokMhl5Nw7QSegeo4xYV5rPoxGrGRCa+P/RljE1NtySnvy68ud6/Gad7X1Ti8g7TbwjsonDuVwgPcjj+uEb6iYZXx+D7DP1mChZXuIWdVtdyJ19Ry52ocPjq0+GjRcudKdS1/LPiAjJT7jJi0BAstw98M2Td3qvjmTnwN9oiv4psrx/GppT28SqdCoXo516XF3a8ud69q5v9713TnE6/ACI3wAHfjj+NdXl7snb2wsnXWCFNUmMejO5eqpVnNP+5BWNo4k3Ctin/uXcRTn3986mr4tMI/lX1aXJjHH7OjMTI2YWAV/+jUUSWfJNWgw82nroZ2hVzO/esndMYBUCiUfqpoNJiaW+Hg6qs6Kuq1u1Vsknj3ksrm2rR4+NbViKOoUq89DS+zDEvMrLB18lUd9q5BWFg7k3hbfW8lRXmkPriEq+/T31sF1g5eNaZbVKIgNbNMdTxKKyVbWkadAPVIEjNTEQGeJtx+woUoKhCJwNj4yYbNFcsgPUehOlIy5eTkywn2VjcyzCTg52bEvWT9DZoBbc2oH2TMvPUFZOTW/KLp6azsCcktb/ho05KbL6e2l7rHxNQEfF3FJKTof+Hu11pCvQBjftpUSKb0yV56RaB3FcInJTvuAo7tNbeacerQnKy4CwAoZDJyzsXj1L7SPEKRCMd2zciO05xTWVIKWXnqIz0X8goV+Lmq/SsxVs63eqR9sc2/jLU5WJgqr1dSCplS9ZGWrVyQJMBdrcPUBDydRTxMez6NjIa1xDxKlz/3RqOAYWAwjSszMzMmTZrEJ598wvLly7lz5w5xcXEsXry4WthatWpx5swZdu3axc2bN5kyZYpqcYqnxc/Pj3379pGSkkJWlnroQmhoKE2bNmXSpEkMHjz4qXrWAIYPH86jR4/47LPPqsXPyMigffv2/P7771y6dIl79+4RGxvLrFmz6N27N6BuWOXn57N48WJyc3NJSUkhJSVFa2PwaRCJRDTtFMXhbb9w/fx+HifeYOOiSVjbuRDSUL2fybLvhnFy3++qv5t1GcbZQ7FcOLaRtKQ7/LliOrLiQhq0VDY8zSysadiqP7vWzOTetTiSEq6waclneAVGaH25EYlENO4QxdE/f+bmhX2kJt5g85JPsLZzIbiBWsfvPwzl9H61jiadhnP+yFouHt9IevIdtq+cjqykkPAWSh3Kl/cRyIoL6Dn0G4qL8sjLSSMvJ03rMs4tug7lzKFYzh3dRGrSHbYs+5KS4kIiW/UFYN2vk9i99n+q8M07R3Hr8lGO7lhKWtJd9m2cT9K9eJp2fAMofxGaP4FHCfEMGP0dcnkZ0uw0pNlpel/gNbQc2UTqo0paWiu1xP46iV2VtDTrUkXLhvk8uhdPs05qLavmTSDpXjwD331yLYbim1bdhnL6YCxny+2xOUbTHmt/mcTONWp7tOgcxc3LRzmyfSmpSXfZW2GPct+UFBWwa+2PPLh9gaz0Rzy6F8+6hZ+Tm/WYeo276PVN887DOHcolgtHlfl/2/LplFTK/xsWTmJP7A+q8E07vcXtK0c5tnMJacl3ObBpHkkJ8TTuMERl46adoji8tbwcPrzBxoWTsLbXLIc6/dMximPb1f7ZosU/K/+n3T+Xyv2zo9w/9Sv7Z3a5f6Jq9o9IJOKVDlEc3/4zty7uI/XRDbYuVeqoHaHWsep/QzlzQK2jccfhXDi6lksnlDp2rirX0VypIyvtIcd3/Ery/SvkZCaReOccG397D2OJGYFhbarpqNDSpGMUR7b9wo0Luuu15d8N41Sleq1p52GcO6yu17b9rqzXIlqoP6jl5aSR8uAamakPAHiceJOUB9cozMuupsOQynD9VlGc3fcL9+L3k5F8g32rJ2Fh44J/XbU9tvw6jMvH1PaQFeeT/uga6Y+uAZCbmUj6o2tIs5KeKt2q7DpRQK82VjQINsXLxZi3+9mSLS3j3HV1F8Unw+zp2Fi9VcqAjlYE+5rgZGeEl4sxAzpaEeIn4cQl9fA2WysxPm7GuDooWw5ersb4uBljaa69AXbwfAldGpsSFmCMu6OYt7qYk5Ov4NId9VCwcf0saB2u7k0f2M6MRqEmLNtRSFGJAmsLEdYWIkzKGytOtiK6NJbg7SLGwUZEWIAxb3Ux51aickVCXRy6KKNTIwl1/YxwdxQzpJMZufkKLt9Va3m3txkt66m19G9jSqNgE37fXUSxjGpaHG1EdIg0wctZjJ2VCD83McO6mSErg2v3q5dhI0sLbMJDsAlX9jRb+HthEx6Cmbc7AMH/mUj40pmq8Pd/W42FvzchMz7GMjgA39Fv4D6gG/fmxKjC3Ju9FO/ogXi+1QerkADCFkzH2NKch8u0r5hZmVM3FLSoK6KWBzjbQq+mYqSFcCNR3Qh5o52YRrXU/jUxBlc75QFgZynC1Q5sLNTn24eL8HAEW0vwc4UBrcRkSuFuinYdJ66V0aa+EcHeIlzsRPRraYy0AK4/UPtzWGdjGoeoX6MlxuBmL8LNXqnN3lr5f9sqg6hMTaCur/gfsZBFBQqF4oUd/0YMZlggwJQpUzA2Nmbq1KkkJSXh7u7O6NGjq4V75513OH/+PK+//joikYjBgwczZswYduzY8dTX/OGHH5g4cSILFy7E09NTY/GM6Ohojh8/zogRI546XR8fHzp27Mju3burxbeysqJJkyb8+OOP3LlzB5lMhre3N6NGjeKzzz4D4Ny5c6phjpXnagHcu3fvied/6aJFt5GUFBeyddnU8s1LI3lz4kJMKn2lzkx9QIFU3eAMa9ydfGkmBzbNIy8nDTfvUN78YKHGcJcugycjEolZ89P7lMlKCAxrSY+3dO+X0qzrKEpKCvlzhVKHd61IBr+/SONreVbaQwry1DrqvtKdAmkmhzbPJT83DVfvUAa/v0g1PCv5QTyP7l0E4KfPNZcTHjdjHxYeHhq/1WvSnfzcLPZtmEteTjruPqEM/eg31X1lZyYjqrRKpE+tBgwc/R17189hz7ofcXT15Y335+HqVRuA3KxUrp/fD8CCKX01rjXi02UEhDbWaY/6TbuTL1VqkZZrGfaxWktORjIikVqLb60GDHz3O/aum8PuWKWWIRO0a5n/haaW6Mn6tbwM39g5eVWzR540i73r1fYY/vFvqiFT2VXtUbsBg979jt3r5rAr9kecXH15c8I83LyV9hCJjUhLvsu5uZvIl2ZhYWWHV0A93v7id1y9aum0BUBYE2X+31+R/31CeWviwkq+SUJUaSMZn1oNee2d79m3YTb71v+Io6sfg8bPV/kGoGX3kchKCtkaU14Oa1cvh7po1mUUsuJCtv9e7p+gSAZp8U9hJf/UeUV5D4e2lPvHK5RB76n9k/IgnqQK/3yh6Z+x/92HjaOmfwCadhmFrKSQHZV0DHxPU0d2enUdBXmZHCnX4eIVysD3FqkWijE2kfDw9hlO71tGUUEuljaOeNdqRNQnf5QvPqH9gdyiW7k9K9drHyzU0JKZ9kAjz4Y1VubZg5vmkZerrNeGVKnXzhxczaEtC1R/x8x8E4Dew/9L43aa5cqQynBEW6U9Dq2bSklRLm5+kfQcqWmP3IwHFOWr7ZGaeIUtvwxV/X1867cABEf2of2gb5843apsP5qPqUTEsF42qk2Ev1+RhazS9BYXe2OsLNU9WdaWYkb1s8POWkxhkZyHj0v5fkWWxqqD7V6xoG879RDJz6OVw9EWbsjh0oPqOvaeKUFiLGJwBzPMTUXcTSrjp40FlFZqdzjZibE0V/uoVbiyx+39AZpvyb/vLuTkVRmlZRDsY0y7BhIkJiKypHIu3pax65T+1YD3n5MhMRYxsJ2pckPj5DJ+3VqoqcVWjKW5+iW8oqE1rp/mfp2r9iqXaJeVQYC7EW3ClZskSwsU3E0qY866Ao0hbhXYRobRbN8K1d91vle+gzxcvoFL0ZMxdXfGvLyhBVCYkMjpXu9Q54fJ+I2PoigxhcvvfEH6nqOqMMmxO5A4O1B72nvKTYQvXuNUz5GUpNbc/XTiugITY+j+inLz3odpsPqQXGMxDnsrMK+U1dwd4K326m65Tg2Vvrt4T862kwoUCnCxE1HfX4SZCUiL4F6KgkOXFDoX+Th6RY7EWESvZsbKTYQfK1ixV6YxP8reWoSlqbrO93AUMaKruiHc7RXlK/b522VsPKZ2apifGERw+d4/p3El8HSIFP/WZuNz4OuvvyY2NpZLly69bCl/mT+OGY57S8ue3xKmz4KZxHAqNG2bOr4MCosNphMbSzPD8E9JqYE4ByiRGYYWQxl2LzE2ECGAxMQwtCQ+Now8AnD+zOOXLQEAGweLmgP9TRjr2332b6TjB5EvW4KKCyuuvmwJABQXP9tooOfFV0OffgG2v4vor9NeWNqLpzi/sLRfFoZR2g2MvLw8rly5wvz58xk/fvzLliMgICAgICAgICAg8A9AaFxpYdy4cURGRtK2bdtqQ/pGjx6t2gS46qFtCKOAgICAgICAgIDAPxVhE+Gnw6DmXBkKMTExxMTEaD331Vdf8dFHH2k9Z2Njo/V3AQEBAQEBAQEBAYF/P0Lj6ilxcXHBxcWl5oACAgICAgICAgIC/3DkwvIMT4XQuBIQEBAQEBAQEBAQ0Mq/dfjei0KYcyUgICAgICAgICAgIPAcEHquBAQEBAQEBAQEBAS0Iuza9HQIjat/OamZL1uBGhurmsP8HdhbyGoO9DdxL7XmzWL/DizNDKfiLDaQPZ2MjQzHJnaWhrH3V0GJYQx2MKTnvLTAMGxiZVlzmL+LoFCnmgP9DZhKDMM3AEZGhlGvGcreUgARb9V52RIAuLvp+suWIPAvQ2hcCQgICAgICAgICAhoRS7MuXoqDOezjoCAgICAgICAgICAwD8YoedKQEBAQEBAQEBAQEArwmqBT4fQcyUgICAgICAgICAgIPAcEHquBAQEBAQEBAQEBAS0IqwW+HQIjSsBAQEBAQEBAQEBAa0o5IaxYu0/hZc6LDAhIQGRSMSFCxeeOS0/Pz9mz579zOkICAgICAgICAgICAj8Ff41PVenT5/G0lK90YdIJGLjxo306dPnmdM+e/YsjRo14sSJEzRt2rTa+Q4dOmBra4tMJkMmk7Fz585qYY4cOULr1q25ePEi9evXZ+PGjcycOZNr164hl8vx8fGhU6dOqgZicnIyH374IWfOnOH27du89957z7XxqFAoOL1rHldPxlJcmIu7f0Na95uGnbOfzjhJd05z/uBi0h7FU5CbRtdh8wkI6/hM6SoUCo5sncvFo8rwnoEN6TJ4Og6uunUAnD24kpO7F5Ofm4aLVwidXp+Ch399renHzh/F3fgj9Bu9gNoRHbWkBod2rmbvlhhys9Px9K3NwBGT8atVT+f1z53YzbbV88lIS8LFzYfeb35AWMNWqvO52Rls+v1Hrl86QUG+lKDQhgyMnoyLu6/e+6rQfOzPuVw+prSJR0BDOg2ajr2LfpucP7SS03uVNnH2DKHDwCm4+6ltsnr2WyTeOqURJ7zl63Qa/JVOHQc3z+Pc4ViKCnLxDmpIj7em4ViDb07tX8nxnYvJy0nHzTuEbm98gWeAWsfZQ2u4fHIbyfevUlKUz6R5pzCzsKnRJgc2aWrpGfUEWvat5FhlLUO+wKuSFpmsmN2rZ3Ll1J+UlsoICmtBjzenYWWrfZ+euL0rObpjiSq9nm9+jldg9XxXwZVTO9m7YS7Z6Y9wdPWl88APCQ5vA0BZqYy96+dw89JhMlMTMbOwIrBOMzoP/BAbexe993Vs9yoO/bkEaU467j7B9Bn6OT56dFw8uZNdsfPISn+Ek6sv3QdPJDSijdaw6xdPJ27/Wnq9+SmtukXp1QFwct9Kju9Q2tjVJ4TuVWxclfjTO9m/YQ7Z6Y9wcPWl04CPqB2u1lLh67OHlL72qdWQnm9Nw9HNr0YthpJPDKVeUygUHNs2l0uV6pLOg2uuS84dWsnpPWod1eqSH9/ioZa6pPMb2uuSCtrUE9MgUISZCTxMV7DjtJzMPN3hfZyhWagYd3sR1hYi1h4u48YjzeFJvZqICQ/Q/E58O1nOHwe1f2lXKBSc2zuPG2diKSmU4urbgOa9p2Hr5KdTR/K901w+soSMR/EUSNPo8OY8/OqobS4vk3FmzxwSbxxGmpmIxMwKj6BmNOryIZY2usuyQqHg7J55XDsVS0lhLm5+DWnZtwYtd09z8fBi0hOVWjpHzcevrqb/713ZzdW41aQ/iqe4IId+72/EySNUZ5oArcNENAgUYWoCiemw44ycLD2+8XaGZiFi3BzA2lxE7JEybj7SDNOziYhwf03f3ElWsPpQdd84tGxEwIfR2DYMw8zDhTP9x/B4yz69mh1aN6bO959iVacWRQ+TuT3jZxKXb9QI4/vuGwRMjMbUzZncS9eJn/A1Oacv600XlL45tXMe8XHqd5m2r+l/RwK4dHQl5w8spkCajpNHCK37foGrr7rs5KQ/4NiWWSTdO0tZaQm+Ia1o3e8LLKwNY284XQhLsT8d//gFLUpKSgBwdnbGwsLihVwjMjKS8PBwlixZUu1cQkICBw4cIDo6mujoaPbs2UNiYmK1cEuXLqVRo0bUr1+fffv28frrr9O/f39OnTrF2bNn+eabb5DJ1JvbFhcX4+zszBdffEF4ePhzv6fzBxZx6egK2vSfTv/31mIsMWfbwpGUyop1xpGVFJZXFlOfW7ondy/k7IEVdHljOlGT1mIiMWfNvGi9Oq6d2c7+dTNo2XMswz/biItXCGvmRZOfm1Et7Ol9ywD9mzeePbaTDcu+o/uA0Xw6cw1evsHM/2Y00pzq6QHcvXGBpbMn0ax9XybPWkv9xu35bdb7JD24BSgr5d9mvU96aiLvfDKHybPW4ODswdyv3qa4qECvFoBTexZy/uAKOg2azpCPlTZZN1+/Ta6f3c7BDTNo1n0sb32qtMm6+dHkSzXvoX6Lgbz736Oqo3WfT3SmeWzHIk7uXUGPt6Yz8vO1SEzN+f1/+vPIlVPb2b3mW9r0Gss70zbg6h3M7z+O1PCNrKSIoLBWtOrxTo22qKqlZ9R0Rn6h1LLih5HIatCya823tK2s5X8jyaukZdcfM7hx8QADxsxh+KTlSLNTWbNgvNb0Lp/czo4/ZtKu91jGfLkeN+9gYr4fpZFeZR7cOs/anz8isnV/xny1gdCGHVg1ZzyPE2+q7JB0/ypte73LmK/W88b4uaSnJPD77DF6bXHhxA62rpxJp35jmPCfdXj4hLDo27fJ05FfE26eZ9X8j2ncth8TvllP3UYdWPa/8aQ8vFX9Hk/v5f7tizU27iq4cnI7u1Z/S9veY3ln+gbcvINZ8cNIPTY5x7pfPqRB69cY/eVGQhp2ZPW8cSqbABzdvoiTe1bwatR0Rk1R5v8V/9Pv6woMIZ+AYdRroKxLzh1cQafByrpEYmpObA06rp/ZzsH1M2jeYyxRkzfi7BlC7DwddcmMo6qjTV/ddQlA81ARjWuL2H5azpI9ZchK4Y12RhjpeQsxMRbxOAt2nNU/JOl2kpz/bSxVHRuP6Q5/6fAirp74nRa9p9Pr3TUYSyzYtXSUXpuUlhTi4BZMs15TtJ+XFZGRdJWIdu/Se9x6OgyZS05aAntX6C/LFw8t4sqxFbTqO50+45TPy+2La34OO7qH0KKP7uewrKQQN79ImnT7SO/1K2gWIuKV2iJ2nJETs0eOrBQGtxXr9Y3EGB5nK9h1Rr9v7iQpmL2pTHVsOq49vJGlBbmXbnDlvS+fSLO5nxevbPmVjIMnOdqoN/fmLaPer//BqVNLVRj3Ad0I/W4yt/6zgKON+yK9dJ0mfy5G4uxQY/rn9i/i4pEVtB0wnQETlGV4y6/6fXPr/HaObv6WV7qM5fWJG3D0CGbLbyMpKC87suICNv8aDSIRfd6Nof/4VZSVydi26F1h2N2/jL+lcSWXy5k1axZBQUGYmpri4+PDN998Uy1cWVkZ0dHR+Pv7Y25uTnBwMHPmzNEIM2zYMPr06cM333yDh4cHwcHBgOawQD8/PwD69u2LSCTCz8+PhIQExGIxZ86c0Uhv9uzZ+Pr6Iq8hY0dHR7NmzRoKCjRfjmNiYnB3d6dr16707NkTZ2dnYmJiNMLk5eURGxtLdHQ0AFu3bqVFixZ8/PHHBAcHU7t2bfr06cOCBQtUcfz8/JgzZw5RUVHY2trq1fa0KBQKLh1ZTmTH0fiHdcDJI5gOg2aSn5vKvSt7dcbzDW1Nk24TCKjX6bmkq1AoOL1vOc27vUvtiI64eIXQc/gs8rJTuXlBt45Te5cS3mIg9Zv3x8kjiK5vfImJiRmXjq/XCPf44TVO711C96j/6rXHvm3Lad6hP83a9cHdO5BBb09BIjHnxP5NWsMf+HMldSJa0Kn3cNy8Anh10Di8A0I5tHM1AKnJ97l36xKDRn2Bb1AYrp7+DBr1BbKSIs4c26FXi0Kh4NyB5TTt+i5B4R1x9gyh+9BZ5OWkcvuibpuc2beUes0HUq9Zf5zcg+g06EtMJGZcOaFpE2OJGZa2zqrD1NxKp46Te5fTuudoQhp0wNU7mD7RM5Fmp3L9nG4dcbtjaNh6AA1a9sfZI4iebyl1nD+q1tG001Badn8br4An+2igUCiI27Oc1q8qtbh5B9N3ZM1aTuwq19KqPy6eQfSMKtdyRKmlqEDKuSPr6TJoEgGhTfHwC6P3iBk8vH2eh3cuVEvv2M5lNGozgMjW/XDxDKLXsOmYSMw4e3iD1usf372cWvVa0qp7NC4egXTs/z7ufqHE7V0FgJmFNcM/WUK9Jt1wdvfHOyiCnm99QVJCPNkZSTrv6/COGJq0G8Arbfrh6hVEvxHTMDE149Qh7TqO7lxBcP2WtO0ZjatnIF0HvIenXx2O7V6pES4n8zGbl33DG2NnYWT0ZIMaju+OIVKPjasSt2cFQfVa0rJbNM4egXTo9z7uvnU4tU+pRcPXDZW+7jdqJtIs/b6uFvcl5hNDqdcUCgVn9yvrklrhSh0VdcktfXXJ/qXUb6GuSzoPLq9LqugwkZhhZeusOnTVJRU0DhZzJF7OzUcKUrNhc5wca3MI8dLdSLyTrODgZTk3EvV/NS+TQ36R+iiSaQ+nUCiIP76ciHaj8a3TAQf3YNoM+JYCaSr3r+q2iXdwaxp1noBfXe3PPomZNd1GLCGgfjfsnP1x8YmgWa8vSH8UT1629rKsUCi4fHQ5DdqPxq9uBxzdg2k3cCYFuakkxOvW4hPSmle6TMA/TLsWgNoNexPZcSyeQc10hqlM42ARR+MV3HwEqTmw5aTSN8F6fQOHLiu48UhnEABKn9A3absOc3PabB5v1l/OK/B9exCF9xK59slM8q7f5f5PK0lZvwv/94epwvhPGM7DxWtJXLaBvGt3uDxmGmUFRXgP6683bYVCwcXDy2nUaTQB5e8yHd9Qvsvc1fOOdOFQDHWbDqBO4/44uAXR7rUvMTYx49opZdlJTjiHNPMRHQfPwMkjWJnu4G9JTbxC4u24J7rvl4VCoXhhx7+Rv6VxNXnyZL799lumTJnC1atXWbVqFa6urtXCyeVyvLy8iI2N5erVq0ydOpXPPvuMtWvXaoTbt28fN27cYM+ePWzbtq1aOqdPnwaUvUXJycmcPn0aPz8/OnbsyNKlSzXCLl26lGHDhiEW6zfFkCFDKC4uZt26darfFAoFy5YtY9iwYRgZGWFsbExUVBQxMTEaGSY2NpaysjIGDx4MgJubG/Hx8Vy5cqUGy70YcjMTKZCm4V2rueo3U3NrXH3qk3L/wt+Wbk56Ivm5afiFqsObmVvj4R/Oo7vntV6jrLSElAfxGnFEYjF+oc014shKCtmy+EM6DZqKla2zTs2lMhkP714jpL56uKdYLCakfhPu3ryoNc69mxcJrt9E47fQ8ObcKw9fKlP2ppqYmGqkaWwi4c417fdVQU6G0ia+wZo2dPcLJ+mebps8fhiPb4imTXxCmpNUxY7XTm9lwSdNWPqfnhze/AOykkKtaWanJ5KXk0ZAnUq+sbDGK6C+1hfKCh1J9+MJqOKbgDrNSNQR50nIStOtRVe6pRVaKsURV9GSdD8eeZlMI4yzewC2jh7V0i0tLSEpIZ7Aus000gus24yHt7VreHj7okZ4gFphLXWGBygqlCISiXQOkywtLeHRvavUCtPMr7XCmnH/lvZ079++QK0wTR2167fg/m11/pbL5fzx86e06TkCN69aOvVV1ZKcEE9A3eo21nWPiXcuaNgbIDCshSpPqXxdV9PXnoH19dpNI+5LzCdgGPUaVKpLQrTUJTXoqFz/iMRifEOaV6t/rp7eyvyPm7D0654c3qS7LgGws1QOHbuXon4uFsvgUQZ4OtXcA1cTvi4iJvY1YkwPI7o1EmMu0R5OmpVIoTQdj0B1eZCYWePsVZ/UB9rr+79KSZEURCIkZtrLsjQzkUJpGp6VnpcSc2tcvOuT+uDCc9WiDztLsDIXkfBYi28cnz19XxeY0EfM6O5iukaKdPrmabFrGkH6/hMav6XtOYp90wgARCYm2DasS/q+4+oACgXp+49j17SB3rRV7zK1tbzLJFzQGqestITUxHiNOCKxGK/azVRxykpLQCTCyFhtBGMTU0QiMUl3zz7BXQv8U3jhc66kUilz5sxh/vz5DB06FIDAwEBatmxJQkKCRlgTExO+/FLdJezv78+JEydYu3YtAwcOVP1uaWnJokWLkEi0l1JnZ+VDx87ODjc3N9XvI0eOZPTo0fzvf//D1NSUc+fOcfnyZTZv3lzjfTg4ONC3b1+WLFlCVJRyHsKBAwdISEhg+PDhqnAjRozgu+++49ChQ7Rt2xZQNuD69++v6oEaP348R44coV69evj6+tK0aVM6d+7MkCFDMDU1rXbtJ6W4uJjiYs0u61KZBGMTzTQLpGkAmFtr1pzmVk4USNP/8vWfNt28XGV4SxvN8JbWjuTnatdRkJeFQl6mNU5Gyl3V3/tiZ+AZ2EDnXASVBmkWcnkZ1raa6VnbOpLy6J7WOLnZ6dhUCW9j50hutlKzm6c/9k7ubF41hzfenorE1Jz9f64gO+OxKowu8sttYlHl/iz02KSwwibW1W2SWckmoY16YuPggZWtC2mPbnB48/dkPb5H77fnV0szL0eHb2ycdPtGqsM3Nk6kJ2u35ZNQkU+stKSbl6Nfi7Y4FVryctIwMjbBvEpDxtLGsVq6BdJs5PIyrKr43crWUee95eWkY2njVC28VIdmWUkxu9f8QL2mPTDT0QuQr9JRJV0bR1KT7mqNI81Or6bb2tYJaaW8eHDrIsRiI1p2eVNrGtooKC87VW1sZetEeopum2gLX2HvinxXLYweX6vSNoB8UlnHy6zXAPJ1luGa6xJt9U/m40p1ySuadcmhTd+T+fgefd6pXpcAWJmXayqqorFIgZVZjbeilzvJCq4nKsjOU2BvJaJduJjBbY1Yuqes+v2VP4fMrao/owrz0p5NSCVKZcWc3vkDgfV7IDHTXpYrnpcWWrQ8y3P4abEst79W35g/W9p3k+HGQznZ+WBvBW3rixnURkTMXjnP2mFh6upE8WNNOxU/TsfE1hqxmSkm9raIjY0pTs2oEiYDy+AAvWkXVDyHrauWA92+KcxXlp2q7z8W1k5kpyrrEjffCEwk5hzf+j1Ne3wACgXH//wBhbxMdU1DRdhE+Ol44Y2ra9euUVxcTIcOHZ4o/IIFC1iyZAkPHjygsLCQkpISIiIiNMLUq1dPZ8NKH3369GHs2LFs3LiRQYMGERMTQ7t27VTDCGtixIgRdOnShTt37hAYGMiSJUto06YNQUFBqjAhISE0b96cJUuW0LZtW27fvs2RI0f46iv1RF9LS0v+/PNP7ty5w4EDB4iLi+PDDz9kzpw5nDhx4i/PHZsxY4ZG4xSgy6CpBIZEcnDdNNVvPaJ/+UvpPyvxJ7ewc5Vax4Cxv76Q69y6uI/71+MY/vnGmgO/AIyMTXj7ox/5/edpfDy8JWKxEcH1mlCnQUuqPlGuntrCnj/UNuk35sXYBJQTzitw9gzGytaZtXOHkZ32gDuPLrBtuVrHG++/nDwCcOnEVrZW0jJkwsvT8ndRVipjzYIPUKCg19BpNUd4jiTei+fIrhVM+GY9ItGz9yL8XRhKPjGUeu3qqS3srlSX9H/376tLLG2dWTtnGFlpD7B39iHMV0SPV9SjQf44VL2h87yIf6CuU1NzFDzOLmN8L2N8XUQcObCVY5umq853jvr5hemoQF4m48AfHwAKmvdW++PW+a0c2aD+u+vwl5Nf6/qK6N5IXc7XHH5xc32uVvJNWg6kZssZ+6oRvi6Q8PiFXfapuXF2Kwdj1b7pOfLF+MbcyoGuQ2dzcN2XXDy6ApFITO0GPXD2qoOohtFTAv8sXnjjytz8yT99rF69mo8++ogffviBZs2aYW1tzXfffcfJkyc1wlVeFfBpkEgkREVFsXTpUvr168eqVauqzenSR4cOHfDx8SEmJoaPP/6YDRs28Ouv1R9g0dHRjB8/ngULFrB06VICAwNp06b6ylyBgYEEBgYycuRIPv/8c2rXrs2aNWs0esKehsmTJzNx4kSN3xbulSAvk/H6RPVqNWWlymFrhdIMjZWMCvPScaxhRSF9WFg76003KLw9I/zV82xKy3Xk52ZgZasOny/NwMUrRPs1rOwRiY2qTfLOl2aoegnu34gjK/0BP058RSPMxl/H4xXUiE//u0j1m5W1PWKxUbXFK6Q5GdjYaV+9x8bOidwq4XOzNcP7BNbhs+9jKcyXUloqw9rWgVmT38A3sK5GvKD67XH3U9ukwjcFVWxSoMcm5hU2keq2iTbcyq+blXaf4PB2eE1T55HKvrG2q+Sb3HRcvbXnEQtrHb7JTde5qpo2giPaaawuWGGTPC1a3Hz0a6m6sEJlLVa2zpSVyigsyNXolVDmR6cq6dkhFhtVWzQiL6d62AqsbKv38uXlZGBdJXxZqYzVCz4gOyOJEZ8u1dlrBWCp0lEl3dzq6VZgbedUTbc0Jx3r8vx67/pZ8nMz+e976g9gcnkZW1fO4sjO5Xw2R/scA4vyslPVxsreKd020Rq+kk9U91PJ13m56bhVyXeGkk8MpV7r9+7PWuuSajpya65LCqroKKihLqm4bnbafeydfbj5SMGjDHWDyrj8vdHSDPIq9ZBYmolIyXq+X8Sz85W9Lg5W4BPaHhdvLc++vAwsqjyjHNz/+rOvAnmZjP1/fEBedhLdRi7V6LXyrdNOq5YCLVqe5TlcE7ceKViUoba5kR7fPH5BvrG30hyG+FcofpyOqatmnjR1dUKWI0VeVExJehby0lJMXRyrhHGkOEWz/vSv2w5Xn0q+KSv3TZV3mQJpOk6e2n1jbqksO4XSqmUnXWMlQJ/glkR9vofCvCzERkaYmtuwZFpLbBy8n+Lu/36Enqun44U3lWvVqoW5uTn79ulfUhPg2LFjNG/enDFjxtCgQQOCgoK4c+fOX7quiYkJZWXVv5aNHDmSvXv38tNPP1FaWkq/fv2eOE2xWMzw4cNZtmwZq1atQiKR8Nprr1ULN3DgQMRiMatWrWL58uWMGDGixi/Cfn5+WFhYkJ+f/8R6qmJqaoqNjY3GYWxiisTMClsnX9Vh7xqEhbUzibfU45VLivJ4/OASbr4Rf/n6Ng5eetM1NbPC3sVXdTi5B2Fp40zCdXX44sI8ku5dxDNA+5hoI2MJbj51NeIo5HLuXz+hitO0y9tEf7GFEZ9vUh0AHQZMpsdQzUngxiYmeAeEcuOyugEvl8u5cfkkAbW1L7jgXztcIzzA9Utx+GsJb25pjbWtA6nJ93lw5yr1X2mncV5SxSaO5Ta5f0PTJskJF/Hw120TV++6PLihaZMHN07gocOOAGmJ1wBUk9EdXH1Vh7NHEFa2zty9pqkj8e4lvAMjdOrw8K2rEUchl3P3WhxeOuJow9TcCkdXX9VRoeXeVXW6ReVadKVrXK7lXiUt8ipaPHzrIjYy0Ug3PfkuORlJ1dI1Npbg4VeXu1fjNNO7God3kHYN3kHh3LmqOUn5dvxxjfAVDauMx/cZ/skSLKzs9VhGqcPTvw634zV13L4Sh28t7Tp8gyK4Fa+p49aVE/gGKfNrw5a9mDhjEx/8d4PqsLF3oW3PEYyctFCvFne/uty9qmnje9d028QrMEIjPMDd+OOqPGXv7KXMd1V8/ejOpWppGko+MZR6TVdd8kBbXVKDjvtV6pL7N07orH8AUsvrEksbZeO4pBSy8tRHWi5ICxX4u6mfgxJj5ZyeR+nP96XN2hwsTJUNBYmpJTaOvqrDziUIc2snku6oy0NJUR5piZdw8Xm2VXkrGlY56ffpOmIJZhaaZVliWv05bG7tTNJtzedl6sNLuPhEPJMWfVT1TXou5BUq8HPV4hvti37+ZVS+KXx2n2fHXcCxvebWOE4dmpMVdwEAhUxGzrl4nNpXmm8qEuHYrhnZcZrzByVmVtg5+6oOB33vSH4RWvUYGUtw8arLw1uaZSfxVpzWOOZW9pia25B4K46CvAz8w9pVC2NIyBXyF3b8G3nhPVdmZmZMmjSJTz75BIlEQosWLUhLSyM+Pr7aUMFatWqxfPlydu3ahb+/PytWrOD06dP4+/s/9XX9/PzYt28fLVq0wNTUFHt7ZUUXGhpK06ZNmTRpEiNGjHiqnjWA4cOH89VXX/HZZ58xePBgrfGtrKx4/fXXmTx5Mrm5uQwbNkzj/PTp0ykoKKB79+74+vqSnZ3N3LlzkclkdOqkXgGoYnPlvLw80tLSuHDhAhKJhDp16jydMaogEomo3yqKs/t+wdbZDxsHT07tnIuljQv+lfat2vzLMALCOlKvpXIehqw4n5z0B6rz0sxE0h9dw9TCFmt7jydOt7KOVzpEcXzHzzi4+GLr5MWRLXOwsnPRmFPwx49DqR3Rich2Sh2NOw5nW8wk3H3DcPerz5n9yygpKaR+c2VDuWL1qqrYOHhg5+QNaM5L69AziuULvsAnsA5+QfXY/+fvFBcX0rRdHwCWzfsMOwdXeg95H4B2PYbw47QR7N26jLCGrTl7bAcP7sTzxjvqpXHPndiNlY09Dk7uPHpwi3VLZxLeuB2h4ZqT+bXZpGG7KOJ2/oy9iy+2jl4c2zYHK1sXgsLVNlk7ZyhB4Z1o2FZpk0YdhrNj+SRcfZQ2Obt/GbLiQsKaKm2SnfaAa2e24l+3DeaWdqQ9usGB9TPwCnoFZ88QQFFNR5OOURzZ9guOrn7YOXlyYONcrO1cCGmo1rH8u2GENOxI4w5KHU07D2PT4k/x8AvD078+cXuVOiJaqD9i5OWkkZeTTmaqMi89TryJqZkltg7umFvZabVJ005RHN72Cw6uftg7e7Jfi5Zl5VqalGtp1mUYGxdV0rJHqaVBS6UWMwtrGrbqz641MzG3tMXU3IrtK/+DV2BE+cu+pk1adB3K+oWT8fAPwyugHsd3LaekuJDIVn0BWPfrJGzsXek8UNl73LxzFItmRHF0x1KCw9tw6eR2ku7F02e4cuhuWamMP+ZPIOn+Vd764Gfk8jKk2eXzFq1sMTbWPvS5dbdhrPl1Ml7+YXgH1uPITqWOV9oodfzx86fY2rvQfZBSR8uub/Hzf4Zy6M+lhDZow4UT20m8e4XXopU6LK3tsLTWtLuRkTHWtk64eOive5t3VtrY0y8Mz4D6nNi9jJJKNt6wcBLWdi50GvAhAE07vcXSmVEc27mE2uFtuXLyT5IS4nl12Feavt6qzHf2TuW+ttf0tTZeVj4pKqmu42XUa2VV3lFEIhGR7aM4sUNdlxzdqqxLalWqS9bMGUqtynVJ++FsXz4JN98w3H3rc+ZAeV3STKkjK+0B105vJSBMXZfsX6esS3T1iAGcuiGnZV0xmVI52XkK2tYXIy2E65VWAnyznZjriQrO3FL+ZmIMDpU6cu2swNUOCksgt0B5vnWYmOsP5eQVgb2ViI4RYjKlyrlYxsaaHzVFIhF1m0dx4cAv2Dj5Ym3vxdk9c7GwdsG30r5V2xcNx69uR+o0GwIon325GepnX15mIhlJymeflZ0H8jIZ+1ZNICPpKp2ifkahKFPNqTI1t9VYwKCylnotozi3/xdsnPywsffk9O65WNi4aOxbte23YfiFdSSseaXncCUtuZmJpCddw8zcFit7DwCKCrLJy06mIDcVgJw05ZwfC2snxCbVV6k4dUNBi7oiMqUKsvOV+5FJC9FYpfGNdmJu6vONpQhXO4WGb1rVFXE9UUF+kXLOVftwpW/uplSTgJGlBZZBPqq/Lfy9sAkPoSQzh6KHyQT/ZyJmnq5cHD4JgPu/rcZ3zBBCZnzMw5j1OLVrivuAbpzupd7i497spYQvmUn22SvknL6E33tDMbY05+Ey7SurVvZNeOsozuz5BTsnP6wdPDlZ/i5TeW/PTT8r35Hqt1L6JqLNMPb+8Sku3mG4+tTn4qFllJYUEtpY/fy7emo9Di6BmFs5kJJwgcObviGi9VDsXfTPAxP4Z/G3bCI8ZcoUjI2NmTp1KklJSbi7uzN69Ohq4d555x3Onz/P66+/jkgkYvDgwYwZM4YdO/QvX62NH374gYkTJ7Jw4UI8PT01Fs+Ijo7m+PHjjBgx4qnT9fHxoWPHjuzevVtv/OjoaBYvXkz37t3x8PDQONemTRsWLFhAVFQUjx8/xt7engYNGrB7927V0vIADRqovxSePXuWVatW4evrW20hkL9Cg3YjKS0p5OC6qZQU5uLuH0nPUQs1Fr/IzXhAYX6W6u/Uh1fY/MtQ1d/HtnwLQHCjPnQY9O0Tp1uZJp1HUVJcyM6VUykqyMUrKJLXxy/SCJ+V9pCCPLWO0EbdKZBmcmTr3PJNLkN5ffwivcNW9BHZoivS3Cy2rfkJaXY6nn7BjP38Z2zslA+hrPQURCJ1J29AcATD3/+WrX/MY+uquTi7+/D2J3Pw8FGvspaTlcb6Zd8hzc7Axt6ZJm1epVv/J9vXqXGnUchKCtm9amr5BqSR9B+raZPs9IcavgmJVNrk2La5FEjTcPYM5bWxapuIjU24f/0EZw8sR1ZcgLW9O7UjOtO0q+59WFp0G4mspJCty6aWb+YayZsfaPoyM+2Bhm/CGit1HNw0j7zcNNy8QxnywUKNoXNnDq7m0Bb1tgMxM5UPpt7D/0tES+09yS26jaSkuIqWiQs1VmTMTH1AgVRTS740kwOb5pGXo9TyZhUtXQZPRiQSs+an9ymTlRAY1pIeb2nfP6Zek+7k52axb8Nc8nLScfcJZehHv6nSy85M1hg371OrAQNHf8fe9XPYs+5HHF19eeP9ebh61QYgNyuV6+f3A7BgSl+Na434dBkBoY216oho1o18aSa71s1DmpOOh28IIyf9qhoWmJ2RrJFf/Wo34I2xs9gVO5cda2fj5ObL0InzcPN+slUB9RHWRGnj/RU29gnlrYlqG+dkJGn02vvUashr73zPvg2z2bf+Rxxd/Rg0fr7KJgAtu5fnu5hyX9eu7mtdGEI+AcOo16C8LikuZNeqqRQXKOuS18ZVqUvSHlJYSUdIo+4U5Cnrkgodr41T6zAy0l6XNOumf0+n49cUmBgr6PGKGDMJPEhTsOpgmUaj0N5KhIUpVHzY8HAQEdXBSHW+c0Pl/y/elbPlpHJRBFc7CPc3wswEpIVwN0W5fHuZXPsLTv3WymfUsY3TKCnKxdW3IV2G/6ZhE2nmA4oq1a/pj+LZvkj97Du5fSYAtRr2ofVrM8jPTeXBNWVZ3jRPsyx3H7kM9wDtZTm8jVLLkfVTKSnKxc0vkm4jqjyHq2hJS7zCtt/UWuK2KZ+9tSP70Hag8v/3r+7nUOxnqjD7Vik/tDTsOJawVmOr6ThxXYGJMXQv983DNFh9SF7FN2BeqQi6O8Bb7dW+6dRQWedcvCdn20kFCgW42Imo76/cNFpaBPdSFBy6pKj2IQDANjKMZvtWqP6u871S/8PlG7gUPRlTd2fMvd1V5wsTEjnd6x3q/DAZv/FRFCWmcPmdL0jfc1QVJjl2BxJnB2pPe0+5ifDFa5zqOZKS1Jq75Bq2V/rmQOzU8k2EI3n1bU3f5KRrviPVatCdwrxMTu2cR36u8jn86tsLNYYFZqcmEPfnjxQV5GDt4EGjjqOJaDOsRj0vG2FY4NMhUvxbF5nXw9dff01sbCyXLl162VJeOHO2Go57bawMY7K8t2PNm5H+XdxL/eurQz5PLM0MJ58YypoKxkaGYxNTY8PQUlBiGJOuDempVVRiGBlW2wvryyI5tfRlSwDAVGIY+RXAyMgw8klRkeFklIi3nm0UzvPi7qbrL1sCAON7GEYe0UbfcdU3nX9ebJz/7B/6DI2/pefKUMjLyyMhIYH58+fzn//852XLERAQEBAQEBAQEDBohJ6rp8NwPuv8DYwbN47IyEjatm1bbUjf6NGjsbKy0npoG8IoICAgICAgICAgICBQmf9XPVcxMTHExMRoPffVV1/x0UcfaT1nY6N9h3UBAQEBAQEBAQGBfzP/D2cQPRP/rxpX+nBxccHFxaXmgAICAgICAgICAgICAlr4fzUsUEBAQEBAQEBAQEDgyZHL5S/seJFkZmYyZMgQbGxssLOzIzo6mry8vCeKq1Ao6NatGyKRiE2bNj3VdYXGlYCAgICAgICAgICAVhRyxQs7XiRDhgwhPj6ePXv2sG3bNg4fPszbb7/9RHFnz56tsZXI0yAMCxQQEBAQEBAQEBAQ+Ndw7do1du7cyenTp2nUqBEA8+bNo3v37nz//ffV9qCtzIULF/jhhx84c+YM7u7uOsPpQmhc/cuxMDfcfRNeFqVyw7HJC+4Rf2JMDGQfJTCsPYwMBWOxYWSUohKjmgMJvBTKyl62AjXFxYaRX8WGsmkeUFZmGBVbcbHhZBRD2V8qoE/Iy5agRHbjZSvQiULx4sp0cXExxcWa+4+amppiavps+4CeOHECOzs7VcMKoGPHjojFYk6ePEnfvn21xisoKOCNN95gwYIFuLm5/aVrC8MCBQQEBAQEBAQEBAT+dmbMmIGtra3GMWPGjGdONyUlpdpCdcbGxjg4OJCSkqIz3gcffEDz5s3p3bv3X7620HMlICAgICAgICAgIKCVFzk3avLkyUycOFHjN329Vp9++ikzZ87Um+a1a9f+kpYtW7awf/9+zp8//5fiVyA0rgQEBAQEBAQEBAQE/naedgjghx9+yLBhw/SGCQgIwM3NjdTUVI3fS0tLyczM1Dncb//+/dy5cwc7OzuN3/v370+rVq04ePDgE2kUGlcCAgICAgICAgICAlp50av6PQ3Ozs44OzvXGK5Zs2ZkZ2dz9uxZIiMjAWXjSS6X06RJE61xPv30U0aOHKnxW7169fjxxx959dVXn1ij0LgSEBAQEBAQEBAQEPjXEBoaSteuXRk1ahS//PILMpmMcePGMWjQINVKgY8ePaJDhw4sX76cxo0b4+bmprVXy8fHB39//ye+ttC4EhAQEBAQEBAQEBDQivwFrhb4Ilm5ciXjxo2jQ4cOiMVi+vfvz9y5c1XnZTIZN27coKCg4Lle96U2rhISEvD39+f8+fNEREQ8U1p+fn5MmDCBCRMmPBdt/3YUCgXH/pzL5WOxFBfm4hHQkE6DpmPv4qc33vlDKzm9dzH5uWk4e4bQYeAU3P3qq86vnv0WibdOacQJb/k6nQZ/pVPHka1zuXhUqcMzsCFdBk/HwVW/jrMHV3Jyt1KHi1cInV6fgod//WrhFAoFsfNHcTf+CP1GL6B2REet6R3Z9Qf7t8aQm52Op28w/YdPxjeonm47nPi/9u47KoqrDQP4s0vvHZSOgoCoiL3Fhj32XhIUsBuNvX4WTKIxRqNGjYkKiBFrrIkde8cCNqyIWBCx0Dt7vz9WFpZdkBh39irv75w9x52d3XmcmR3m7tx57yHs37YSb5Kew6qSI7oMmgAvn+ay13OyM7Ev/BdcjzyGzLQUmFvboXnHQWjWtm+Z/6/CzOf2r8DNc9uRnZUKO5c68O33/m0TdWoTLkcUbZtWveW3DQA8f3QNZ/f9goTH1yEWi2Fl54meo9cD0Fb4vAtHN+HMgWCkp7xCJQcPdP5qFuyrKq7jQjcvHcTRnSuQ/OoZLGyc0K7vJLh7twAAFOTn4ehfy3Hv+im8efkUuvqGqFq9Mdr1nQRjM+tSPxMALhbP4eiBL7+aBfsqZeeIeJfDvJIT2veZhGrvcgDArcuHEXl8K57H3UJWRgpGB+1EZSfPMjOoYp0UZrl0rCjLmPnly3Lm8GYc2xeCtJRXsHV0R88hM8vcX6MuHMKB7SvxJukZrCo5ofOACahebH8FgMRnD7Ev/Bc8jLkMiaQANnZV4D9hGcwsyx7jo/A7HHVa+h22r1oH7QeW4zt8fBMuHlmP9BTpd7hdf/nv8IE/5yAu5hzSU15CS0cf9lV90KrnZFhUqsp9Fl6Oa+o4lmhp65b6ub61NVCvmhi62kD8S4a95/PxOq30HM42IjSroQFbCxGM9UXYdCwPMfHy3ZO0NYF2dTXg6SiGvg7wNh04H1OAyLulnww2ryGCT1URdLSAp6+AA5cleJteeg4HK6CxhxiVzAEjPRG2ny7AvWfy83RuKIK3i3wB5ocJDFtOln1S+oWXCLWrvMvyGjh05T1ZLIGGHmJUMpNm2XGmAPeflz5/+7oi1KkqxtFrEkTeL71rV+vaGqjrVrRt9l3Ix5syto2TjQjNvDRQ+d22CT+WhztP5D9//mDFvysAcOhyPs7eUr5eGGO4dPBX3Log/e5UdqmDlr3nwtTKufQwAK6f2YRrx9cjM+0VLG090LzH/2DjVLTPpryKx9m9P+H5oysoyM+Fk8cXaN7zf9A3spT7HPNm9VBlUiBM6tSArq01LvcajcS9EWUu27x5A1T/eToMq7sh+0kCHiz8DU/DdsnN4zRqIKpMDIROJSukXr+DW+O/Q0rkjTI/lyc8dQv8N8zNzREeHl7q687OzmDvGf/lfa8r89mUYo+MjJQbdVkkEmH37t0f5bOvXLkCkUiECxcuKH3d19cXPXv2RJcuXdChQwel85w+fRoikQjXr18HAOzatQuNGjWCiYkJjIyM4OXlJdcw3LlzJ9q2bQsrKysYGxujcePGOHTo0Ef5/wDApSNrce3ERrTtPw+DpmyDlrYedqwMRH5eTqnvuXNlP07sXIjGncbg6+m7YG3vgR0rA5GR9lpuvlpN+2LUgjOyR/PuU0v9zIuH1+LK8Y1oP3Ae/KZJc2z9tewcMZf349iOhWjWeQz8Z0pzbP01EBmprxXmjYzYAKDssU6unjuIXWGL0b7XSEz5cRtsnarhtwUjkJai+HkA8OhuFMJWTEOjVj0x5cftqFm/NdYv/hbP4+/L5tkV9hNios7i629+xIyle9Cy01f4K3gBblw+XmYWAIg8uhZRJzfCt988DJy0DVo6eti5uux1cvfKfpzctRCNOo7BV1N3wcrOAztXByKz2LZ5/ugadq4eCiePZhg4eTsGTt6B2s0HQSRSPAzcuLgfBzYvQqtuYzA66C9UcnBH6M/DkK5kHQNA/P1r2PbbZNRt3guj5++EZx1fhC8fi8Sn9wAAebnZeP74Nlp2HYXR8//CwLEr8OpFHP5cNrrMdXHj4n4c2LIIrbqPwah3OTa8J8f2NdIco+bvhKePL8JXFOUAgLycLDhVq4N2fSeVuWxVrxMAyH2Xpf2/yHLt/AHs3vgT2vcahUkLtsPWyR2//1jG/nrvGjb+OhUNW/bA5IXbUaNeawQvGYeEJ0X766vEeKyY5wdrWxeMmR2CKYv+QrseI6GppfzkqLgLh9bi8rGN6DBoHgZPl+6vW1eUvb/ejtyPiB0L0ezLMQiYtQs29h7YukL+O1zJ0QtfDl6IYfP2o/+368EYw5ZlgZBISh+nh5csPBzXAD6OJYW+qCFGo+pi7DmfjzX/5CM3HxjcTguaZQydpqUJvHgjPdEvTcf6GnCzE2PH6Xws352Hc7cL0LmhBjwclK+fxh4i1K8mwoHLEoQekSAvHxjQUgyNMs6GtDWBxGSGQ5fLbig9fM6wbHeB7LH7XNnzN/IQoZ6bCAevSLAhQpqlX/Oys2hpAi+TGQ5fff+VhGp2gJ25CGmZZZ8cNqshRkNPMfZdyMcf+6Xbxq+tFjTfs05evGX452Lp2+anrblyj11n8yFhDLcfl5796rF1iD69ES37zEOf8dLvzt7fh5a5z96/th9n9vyI+u3HoN/EnbCwdcfeP4bK9tm8nEzs+T0QEInQfVQoeo0NR0FBHv5eNwqsxGCTGgb6SL1+FzfHBZX+ny9Gz9ke9ff+jtcnLuJMvW549OsG1Pz9e1i2bSabp3KfjvBcPAP3v1+FMw16IO36HTT8Zz20rczLtQzy6fnkG1e5ubkApDe46evrq2QZdevWhbe3N4KDgxVei4uLw/HjxxEYGIjAwEAcOXIET58+VZgvJCQE9erVQ61atRAREYF+/fqhV69euHTpEq5cuYIffvgBeXl5svlPnTqFtm3bYv/+/bhy5QpatWqFLl26/OfykIC0FX71eBgadRgFV+82sLLzQKfBPyE95SUeRB8t9X2XI0JQs0lf1GzcC5aVXdG2fxC0tHVx8/xfcvNpauvCwMRK9tDRMyw1R2REGJp0HIVqtdvA2t4Dnf1/QnryS9yLKj3HpaMh8G7aF7Wa9IKlrSs6DAyClpYurp+Tz5H4JAaRR4PRyW9BmevjxD9haOLbC41a9UAl+6roO3QOtLX1cOH4LqXznzzwJzxqN4VvV39Usq+CL/uNhb1LdZw+tFk2z6O70WjQoivcvOrDwtoOTdr0ga1TNcQ/KPuXKsYYrp0IQ8P2o+BaS7ptOnz9bttcL32dXDkeghqN+6JGo16wqOyKNv2CoFli25zYuRA+Lb5Gg3bDYVnZDeY2VeBep5PSE+izBzegXos+qNu8J6ztXNF1yDxoaeviyqmdSpd/7nAY3Go2wxedAmFtWxVten2Lys6euHBU+ouRrr4R/KcGo2bDjrCq7AIH19ro/PX/8DzuFpJfl/6z67lD0hx1vpDm6DJYmuNqKTnOHwmDa81maFY8h5MnLh4t+uWqdtNuaNVtDKpWb1LqcpX52OsEAHyadkPr7mNQ1av8WU78E4bGrXujYUvp/toncA60tXVx8YTy/fXUgT/h4d0UrbsEwMauKjr1Ldxfi3Ls37oCnrW/QNdBk2Dv4glLG0fUqNcKRiYWZWYp/A437ST/HU4rz3e4WV/UavruOzxIur8W/w77NO8Hx2r1YWppj0qOXmjRbTxS3yYg5fUzpZ/JSxZejmu8HEsKNamugRPRBbjzhCHxLcOO0/kw0gc8HUs/Dbn/jOHotQKFq1XFOVqLcO1BAR69YEhOBy7fk+DFGwZ7S+Wf28BdhDO3GO49A16mAHsvSmCkB7jbl95YfZgAnLzBcFf5rieTLwEysose2Xllz1/fTYSzMQz3nwNJKcDfl6RZqtmVniX2BXDqJlO4claSoR7Q1keMvRcleN/4xY09NXDqetG22XlGum083rNtIt6zbdKz5R8eDmLEvWClXpljjCH6VBjqtR2JKjV8YWnrjjYDFyEj9SVib5a+z0adDIVXoz6o3qAXzCu5olXvIGhq6SLmknSfTYi7irQ3z9BmwEJY2rpLP3fAj3j59CaePpD/0Tzp0Cncm7sMiXtKX15xTsP7I+vRU8RMXYT0O7F4vHoTXvx1CC7fDpHN4zLeH0/Wb8PTDTuRHvMQN0bPRUFmNhyG9CrXMnjAJBKVPT5HgjSuJBIJfvrpJ7i6ukJHRweOjo744YcfFOYrKChAYGAgXFxcoKenB3d3dyxfvlxuniFDhqB79+744YcfYGtrC3d3dwDSS3vLli2T/RsAevToAZFIBGdnZ8TFxUEsFuPy5ctyn7ds2TI4OTlB8p4NHBgYiK1btyr0ywwNDUXlypXRoUMHdO7cGVZWVggNDZWbJz09Hdu3b0dgYCAAYN++fWjatCmmTJkCd3d3VKtWDd27d8eqVavkck2dOhX169eHm5sbFixYADc3N+zbt6/MnOWR8vopMlKT4ORedEKno2eEys7eeP5IeeOtID8XiU9uwcmj6D0isRiOHk3wPFb+PTGR+7BqakOEfN8Zp/YsQV5ulvIcr6Q5nD2LPlNXzwi2Lt54Flt6jhfxt+TeIxKL4ezZRO49eblZ2Lt+Etr2nwNDk9KryuTn5+FJ7G1Uq9lINk0sFqNazUaIux+t9D2P7kXDvUYjuWke3k0Qd69ofhd3b9y4fALJbxLBGMP9m5eQlPAY7rXKPoku3DaOJbZNJWdvJLxv27jLrxMn9yZIiJO+JzPtNV7ERUPfyAKbl/bHmplNsHX5V3j28LLC5+Xn5+J53C1U9Wost06qejXGkwdRSjM8eRAtNz8AuNVoVur8AJCdlQaRSARdfWOlrxfmqFJdSY6HZeSoLp/DtWYzxJcyf3kJtU7enyMPTx/dRrUa8vurW41GeFzK/hp3PxrVasjncK/VRDa/RCLB7WunYF3ZGWsWDsfsEc3xy/8G4EZk2V1hACD5P3yHXUp+hz2alPqe3JxMXD+3E6aW9jA2U15Cl5csPBzXAD6OJYXMDAEjfREeJhSdiOfkAU+TGBys3n8FrizxLxk8HMUwevfbqkslESxNRHjwXPFvuqkBYKgnQlyifI5nrwG7sn9HKBcna2B8dzFGdhKjQ10R9Mq48FtalucfKUuXBmJcvMvwKrXs+WTb5nmJdfIRtk1xBrpANXsRrtwv/Vwr9c1TZKYlwaGa/D5r41gLL+KilL6nID8XL5/eknuPSCyGfbXGsvcU5OcCIhE0NIs2iKaWDkQiMZ7HXvlP/y/TRrXx6th5uWlJR87ArFFtaRYtLZjU8cKriHNFMzCGV8fOwbSRz39aNuGXII2rGTNm4Mcff8Ts2bNx+/ZthIeHw8bGRmE+iUQCe3t7bN++Hbdv38acOXMwc+ZMbNu2TW6+iIgI3L17F0eOHMHff/+t8DmRkZEApFeLEhISEBkZCWdnZ7Rp0wYhISFy84aEhGDIkCEQi8teFYMGDUJOTg527Nghm8YYw4YNGzBkyBBoaGhAU1MTfn5+CA0NleujuX37dhQUFGDAgAEAgEqVKuHWrVu4efPme9ac/LpJS0uDufl/v4yckZoEANA3lj+C6xtZICP1ldL3ZKW/BZMUwMBI/j0GJd7jWa8zOg1ejL7fhqFhu+G4fWkP9odOUfqZ6e9yGBiX/ZnFZRbmeM97IrYvhF1Vn1LvRSiUkfoWEkmBwi/0RiYWSEtW3s0qLfkVjEwV509NKVp+b/+ZqGRfFXNHtcHEQXXw28KR6B0wC67V65WZJ7Nw27xnPReXlSFdJ2Vtz+RXTwAA5/evRM0mfdBz1DrY2FfHjpVD8PZlnHyGtGRIJAUwLLFODE0skJ6iPEN6yisYGFsqzJ9Wyvx5uTk4vHUJajb6ErqlXNksNYdx2TkMTSzLPX95CbFOyqOs/TU1WfnnpiW/UjK/pWz+9NQ3yMnORMTe9fDwboaRM/5Azfq+CPllPB7cjnxPnlK+w8YWyCjl/1n4HVbYx5VspysnNuHncT5YMs4HD2+eQv/xIXInSDxm4eG4BvBxLClkqCc9SU/Pkr/KkZ7FYKT33v9Kmf6+WICkZIZpfbUR5KeFwW01se9CgVyjpZDBu9vBMrLlp2dkMxj+xxyxCcDeCxJsOi7BsWgJHK1F6N9CDFEp7ZNSs+Qw2WsfqrGHCIwBl8u4x6qQbNtkl9g2H2GdFOdTVYycPCCmjC6Bpe2z+kaWyEwre5/VK+M9lZxqQ0tbD+f2/Yy83Czk5WTizN5FYJIC2TI/lI6NJXIS5bPlJL6ClokRxLo60LY0g1hTEzkvX5eY5zV0Ksn/feAZkzCVPT5HKi9okZaWhuXLl2PlypUYPHgwAKBq1apo1qwZ4uLi5ObV0tJCUFBRP1cXFxecP38e27ZtQ9++RYUADAwMsG7dOmhrK/8jW1j/3tTUVK6k4tChQzFy5EgsXboUOjo6uHr1Km7cuIE9e/a89/9hbm6OHj16IDg4GH5+fgCA48ePIy4uDv7+/rL5AgICsHjxYpw8eRItW7YEIG3A9erVCyYmJgCAsWPH4vTp06hZsyacnJzQqFEjtGvXDoMGDSp1ILWff/4Z6enpcuuhpJycHOTkyPdLzsvVwf2oQziyea5sWs/Rv7/3//uhvJv1k/3bys4dhiZW2LZiCJKT4pH4OAoHw4ty9Bmjmhz3oyPw+M4F+M9S3k1KCKcOhuPx/esYNvVXmFlWxsOYK9gR/ANMzKzgXqvoKkJM5F4c3VK0TrqPVNG2eVfpp1bTfqjRSNoVwdqhOuLvncfNC3+hqusE1SxXiYL8PGxdNQEMDF0Hz33/G4hKFXbLqFG3FVp2kh7b7Jw9EHcvCueOboNr9fqyeW9e3IuDm4q2Wd9vVHcsAQCvhl3h4tkU6SlJuHhkPXb/MR5fT90MTS0dbrLcuXKIi+MaL8eSL7pOgncVMbo2LrqZauPR0u/L+a8aeYphbyXGxqN5SM6QFsHo0kgDaZkMZsYidKpX1LrZekp1XZBuF+sel5QCvEyWYEwXDThZA3GJgJejCB3qFmXZdkY1WSqZAfXcRAg5ovzza7mI0aXYttkUobptU5yPmwaux0qQXyzW3Sv7cGJ70T7beegalSxbz9AcHQYvw4kdQYg+sxEikRjVfL6ElX11iN7zwzohH0LljauYmBjk5OTA19e3XPOvWrUKwcHBiI+PR1ZWFnJzcxUqCdasWbPUhlVZunfvjjFjxmDXrl3o378/QkND0apVK1k3wvcJCAhA+/bt8fDhQ1StWhXBwcFo0aIFXF1dZfN4eHigSZMmCA4ORsuWLfHgwQOcPn0a8+cXVcszMDDAP//8g4cPH+L48eO4cOECJk2ahOXLl+P8+fMK946Fh4cjKCgIe/bsgbV16ZXVFi5cKNc4BYDOX89Fh76TUdnZWzatIF96n1pm6msYmhR9Xmbaa1jbeyj9bD1DM4jEGgrFKzLSXiv8Ol9cpXfLfZv0GK7erRHgUpQj/12OjBI5MsrIoV+YI7X0HI/vXsDbV/H4ZWJ9uXl2/T4W9q71MPn79bJpBsZmEIs1FIoBpKW8Vrg6VcjI1FLhqlZaymsYv7tikpubjb83L0fg5OXwqiOtyGbn5I5ncXdx7O8Nco2rqjVby9YRUGzbpClZJ3albBsD6TrJLLFOMoutEwNj6Q8O5pXlq5uZ21RF2lv5e570jUwhFmsgvcQ6SU95rXBVqJChiaXCr+HpKa9hVGL+gvw8bFk1AcmvnyNgekipV63KzJFado6SVxzKmr+8VLlO/o2y9ldjU+Wfa2RqqWT+V7L5DYzNINbQhI2d/L5hY1cFsXevyk1z824NWxfF/VXhO5z6GjYOZX+HM0seS5RsJ109I+jqGcHcxhl2Vbzxy4QGuHvtCLwadOYmCy/HtW7Df+PmWBITL8GTpKKzaE0NaaPCUE8kd/XKUE+EhDcf/su1pgbQto4Gwo/n495T6eckvmWobC5C0xoa2HOeYd3ros8vLBRhoCu9B6iQga4IiW8/7i/oyRnSK2JmhtKuf/efMzx/ozxL8atXBjoiJCZ/eBYHSxEMdIExnYsaDWKxCK29gXrVRFi5Ow9PXxVtG43CbaNbYtvo/rdtU5yTtQhWJiJsK1E50cWrFWwciyr6FRQU7bMGxsXPTV7B0k55FdXCfTYrreQ++0quEqCjezP4zTqCrPS3EGtoQEfPGMFzm8HY3OE//d9yEl9Bx0b+WKFjY4m8lDRIsnOQ++otJPn50LG2KDGPBXJe/LceFUJin2gpdnVReZNdT6/815W3bNmCyZMnIzAwEIcPH0ZUVBT8/f1lRSsKGRgYfFAWbW1t+Pn5ISQkBLm5uQgPD0dAQEC53+/r6wtHR0eEhoYiNTUVO3fulN1HVVxgYCD++usvpKWlISQkBFWrVkWLFi0U5qtatSqGDh2KdevW4erVq7h9+za2bt0qN8+WLVswdOhQbNu2DW3alN0VZMaMGUhJSZF7dOw/A9q6hjCzdpI9LCq7wsDYCo/vFvUTzslKR0JcNGxdlPcB1tDUho2DF+KLvYdJJIi/ex62VUrvN5z0NAYAYGhiBZ0SOSzf5Yi7I5/j+aNo2JXymRqa2qjk6CX3HiaR4PGd87L3NGo/HIH/24uAWbtlDwDw7TMDXw6WvwlcU1MLDlWq496Ni7JpEokE925egLObN5RxqeaNezcvyk27e+M8nKtJ55fk56OgIB+iEv1BxGKxwgFKW9cQZlZOsodFJek6iS+xbV7ERaPy+7bNvRLb5t55VHaWvsfYwh4GJtZ4m/hI7r1vk+JgbGZXYp1ow9bZC7G3i270lUgkiL19AQ6utZVmcHD1xsPb8jcGP7h1Tm7+wobV68TH8J8aDH1DM6WfVa4cVUvPEVsix8Nb5+BYyvzlpap18u9zaMHepbrc/ieRSHD/1kU4lbK/Ort5494t+Rz3bpyXza+pqQXHKl54mSC/byQlxMHc0lZumo6uIcytnWSP//Qdjin9O6wMY9Ku2IWNBl6y8HJc4+lYkpsPvEkrerxMZkjLZKhaueiYqKMF2FuJ8CTpw0/gNcTShlvJSsmMSU9ucvOlpdkLH69SpV0RnW2KcmhrSu9xeqa8F/gHM9ID9HWKukKWmsVaPovtf8xy8zHDukMSrD9c9EjLZLh4l2HrKYnCtkl6t22qlNg2dv9x2xRXx02MZ68kCg1YbV1DmFo5yR7mNq7QN7LC0/tF+19udjoS46+jknNtpZ+toakNa3svPLkvv88+vX9B6Xv0DM2go2eMp/cvIDP9NVxqtPpP/7fkC1GwaC1/D7albxO8vRAlzZKXh5Srt2DZuth9ryIRLFo1RvKF/16gjPBJ5Veu3NzcoKenh4iICAwdOrTMec+ePYsmTZpg9Oii8swPHz78oOVqaWmhoECxTO7QoUNRo0YNrF69Gvn5+ejZs2e5P1MsFsPf3x/r16+HnZ0dtLW10bt3b4X5+vbti2+//Rbh4eEICwvDqFGjFE60S3J2doa+vj4yMjJk0zZv3oyAgABs2bIFX3755Xvz6ejoKHQrVFa8SSQSoU4rP1w4+BvMrJ1gYmGPs38vh6GJNVy9ixpw25YPhqt3W9Rp+RUAoJ6vPw6ETYONYw1Udq6FK8c2IC8nCzUaSddhclI8Yi7vg4tXC+gZmCLp2V0c/2sh7F3rw0rJL6UikQj1ff1w7sBvMLd2gomlPU7vXQ5DU2u5ewo2/zIY1Wq3Rd1W0hwN2vjj79BpqOwkzXH52Abk5mahVhNpDkMTK6U3exub28LU0gGAfGO95Zd+2LR6FhyresGxak2c3L8RuTlZaNiyOwDgz5UzYWJujS4DxwMAWnT8CiuC/HFs3wZ41fkCV88dxJOHt9BvmLR7g66+IVyr18OeP5dCS1sX5laV8eD2ZUSe2ofufsrvPyu+Tnxa+uHiIem2Mbawx7nCbVOraJ1s/3UwXGu1hU8L6Tqp28ofB/+UbptKTrVw9YR023i92zbSdR2Ic/t/hZWdB6zsPXH74i68SYxFl4AVCjmadhiMv9bOgK1LDdhXqYlzh8KQm5OFul/0AADs+H0ajM1s0K7vRABAk3Z+WLfQD2cOhMDduwWuX9yP549uobu/9EpqQX4eNq8cj+ePb+PrCb9BIilAWrK0r7ueoQk0S7mPpkn7wdi5dgbsXGrArkpNnD8szVGnMMcf73L0keZo3NYP63/0w9kDIajm3QI33uXoNqToim5mejJSXicgLfklAODVC+lJoqGJJYxMSy8S8LHXSfEsqf8iS8sv/RD+2yw4VPGCk2sNnDzwp3R/bdEdALBp9QyYmFmj8wBpV8/mHb/Cyvn+OP53KKr7NMe18wfwJPYW+g6bJ/vMVl38EbZ8Mqp61IOrVwPciT6DW1dPYszsECUJisi+w/uLvsOn9iyHUYnvcPjSwajm0xb1SnyHKznXgK1zLURGbEBese/w26QniLm8Hy7Vm0LfyBxpb1/g/ME/oKmti6o1FH+o4imLuo5ruSUq0/FyLCl07nYBWtbSwOtUhrdpgG8dDaRlSq9yFfJvp4nb8RJcvCOdpq0JmBsX/e00MxShkjmQlcOQkiEtvPDohQQd6mkgv6AAyekMzpXEqF1VjAORBVBWrv7SXYamXiK8SWNIzgBa1BQjLQu4+7ToxH9gKzHuPWWye5a0NAHzYhfZTQ1EsDFlyMoFUjOlr3/hJcKdpwwZ2dIiEa29xXiTJq3uV5rI+wxNqovwJl36/2leQ5rl3rOiLANaiHHvGcOVB0VZzIpnMRTB2pQh+12WrFzpo7gCJr06Vtq4VedjCtCilgZep73bNj7SbXOn2LYZ8m7bXCq+bYyKbRsjESqZAVm50v9LIR0twMtJjIOXSx9CoZBIJIJ3cz9cPrIGppbOMDK3w8WDK2BgbI0qNYr22d2/DUGVGm1Q6wvpPlu7xRAc3Twd1g41YONYC9EnNyA/NwueDYrO725f+gvm1lWhZ2iOF3FROLX7B9RuPhhm1lXkMmgY6MPA1VH2XN/FHsbeHsh9k4LsJwlw/34idO1sEO0/DQDw+I8tcBo9CB4Lp+BJ6F+wbNUIlft0RGTXEbLPeLQsBN7Bi5B85SZSIq/DedxgaBro4ckG5ZVmeST5TO+NUhWVN650dXUxbdo0TJ06Fdra2mjatCmSkpJw69Ytha6Cbm5uCAsLw6FDh+Di4oKNGzciMjISLi4u/3q5zs7OiIiIQNOmTaGjowMzM+mv5J6enmjUqBGmTZuGgICAf3VlDQD8/f0xf/58zJw5EwMGDFD6fkNDQ/Tr1w8zZsxAamoqhgwZIvf6vHnzkJmZiU6dOsHJyQnJyclYsWIF8vLy0LZtWwDSroCDBw/G8uXL0bBhQ7x4IT1C6+npye7d+i8atB2GvNwsHA6f826Qy7roNWYdNLWKGmfJr54gK+Ot7LlH3U7ITHuDs3+vQGZaEqzsPNF7zDpZdxGxphYe3zmPK8fDkJeTCSOzyqhWux0adSh9LKOG7YYhNycLBzfNQXZmKuxd66LfWPkcb5OeIDO9KIdnPWmO0/tWvBts0xP9xq4rs3tiWeo06YD01DfYv20VUpNfwd7ZAyNnrJF1m3r7OgEicdEfERf32vAb+yP2b12Jv7csh1UlJwROWQ5bRzfZPIO/XYx94cuw8dfpyExPgZlVZXzZfyyalmMQ4fptpNvmyOZ326ZKXfQcLb9OUkpsG/e6nZCZ/gbn/inaNj1Hy6+TOq2GID8vFyd2LkR2Zgqs7DzQe0wwTK0cAchfUavZsBMyUt8iYucKpKe8QmVHTwye/Iesq1TymwS5vuqObj7oO3Ixjv61HEd2/AILGycM/PZX2NhXAwCkvn2JO9eOAQBWze4ht6yA6RtQxbOB0nVRs2EnZKS9RcSuohx+k4pypLxOgFgkn6PPiMU4unM5jvz1Lse4ohwAcOfacexaP1P2fNtv0jGmWnUbg9Y9vilts3z0dVKYZee6oixbV7/L0n0MfEvJ4tO4I9JT3+LgjpXvBr32wIjpa2BUuL++SpAbb8ilmg++/mYR9m/7Ff9sle6vAZNWoLJD0f5aq34b9Amcg6N712HXhoWwsnXGkAm/oIpHnVLXR6FG7aX764E/pd9hB9e66DtOybGk2He4en3p/np6b9F3uO+4ov1VU0sbTx5cRmTEBmRnpsLA2AIObvXgN3WzQtEHdWdRNr4kD8c1QF3HEuVO35RAW1OEbk00pQPVJjJsOJKH/GLn3ObGIhjoFh1r7SxFCOygJXveqYH0lOXqgwLsPCN949aT+WhXRwN9vtCEno60O96RqwW4dFcCPV3FQbTO32HQ0gQ61ZcOmPskCdhyUoKCYodAM0NAr9jvlJXNga9bF31W2zrS71f0Iwn+vsjAGGBtKkItFxF0tYC0bODRC4aT15nc55Z04Q6DlgbQse67LK+Abafks5iWzGIGDGpVlKVNbWmW648k+Cfyw06Az7zbNl0bF22bjUfz5O6PMjMSwUCnaNvYWogQUGzbdKwv3TbXHhRg19mijVrDWQyIgBuPytetrE7rocjPzcLx7XPeDSJcF12Gry2xz8bL7bNuPp2Qlf4Glw7++m7ga090Gb5Wrltg8ss4XPjnF2RnpsDI3Bb12oxE7RZDFJZvUrcGGkdslD2v/rP0+PwkbCeuB86ATmUr6DkUDayeFfcUkV1HoPqSGXAe64fspy9wY8T/8OrIGdk8CdsPQNvKHNXmjpMOIhwdg0udhyL35Ue+XEq4IWIfMvTwvySRSLBw4UKsXbsWz58/R+XKlTFy5EgMGDAALi4uuHbtGmrXro2cnByMHDkSu3btgkgkwoABA2BiYoIDBw4gKioKgLQUe3JyssIAwc7Ozhg/frxsIN59+/Zh4sSJiIuLg52dnVzxjODgYAQGBuLSpUuoX1++/3p5tG/fHocPHy7z/efPn0eTJk3QqVMn/PPPP3KvHT9+HKtWrcKlS5eQmJgIMzMz+Pj4YNasWWjWTDrwXMuWLXHy5EmFzx08eLBCqfeyrC3fUA2CKGuwSCFVNst9/0wCefzy3987qArmxvz0p1b9Eal83nOxWVAG2u//1VcIL1O13j9TBcPL/lryypU6PXnOxzFWWeNKXXipm5CVxcexBACsLPk4nlTprvweRKF9mXdX3RFK1bL3+ffP9IFO7Gj8/pk+MYI0rnjz3XffYfv27bh+/bq6o6gcNa4UUeNKETWuFFHjShE1rhTxsr9S40oRNa4UUeNKETWu3q9Fz3Pvn+kDndxZ9vifnyJOvu7CSE9Px82bN7Fy5UqMHTtW3XEIIYQQQgghn5EK1bj65ptvULduXbRs2VKhSuDIkSNhaGio9DFy5Eg1JSaEEEIIIUR9GJOo7PE5UnlBC56EhoaWer/S/PnzMXnyZKWvGRsbqzAVIYQQQggh5HNQoRpXZbG2ti5zgF5CCCGEEEIqGkal2P+VCtUtkBBCCCGEEEJUha5cEUIIIYQQQpRiks/z3ihVoStXhBBCCCGEEPIxMELeIzs7m82dO5dlZ2dTDs6yUA5+s/CSg6csvOTgKQsvOXjKQjn4zcJLDp6y8JKD8KNCDiJM/p3U1FSYmJggJSVFrZUTecnBUxbKwW8WXnLwlIWXHDxl4SUHT1koB79ZeMnBUxZechB+ULdAQgghhBBCCPkIqHFFCCGEEEIIIR8BNa4IIYQQQggh5COgxhV5Lx0dHcydOxc6OjqUg7MslIPfLLzk4CkLLzl4ysJLDp6yUA5+s/CSg6csvOQg/KCCFoQQQgghhBDyEdCVK0IIIYQQQgj5CKhxRQghhBBCCCEfATWuCCGEEEIIIeQjoMYVIYQQQgghhHwE1LgihBBCCCGEkI9AU90BCCGfjhUrVpR73nHjxqkwSfkwxpCUlARra2uVLic4OBiDBg2iUryEEEJIBUel2Al3rl+/Xu55a9WqpbIcPDcknj9/jjNnzuDly5eQSCSCZXFxcZF7npSUhMzMTJiamgIAkpOToa+vD2tra8TGxqosRyF9fX08fvwYVlZWAIAvv/wS69atQ+XKlQEAiYmJsLW1RUFBgUpzaGhoICEhQdaIs7W1xblz5+Ds7KzS5SqTkJCAlStX4ocffgAANGvWDJmZmXJZd+/eDTs7O5Xm2Lt3b7nm69q1q0pzAICZmRlEItF753vz5o3ac2hqaqJSpUpo27YtZs+eLftufUx+fn5YtWoVjIyMAADR0dGoXr06tLS0Pvqy/quYmBh8+eWXghxPoqOjsW/fPpibm6Nv376wtLSUvZaamorx48cjODhY5Tne5+3bt9i3bx/8/PwEWZ5EIoFYrNjRSSKR4OnTp3B0dBQkR1loPyE8ocYVKdXGjRuxZs0aPHr0COfPn4eTkxOWLVsGFxcXdOvWTWXLFYvFEIlEYIy990RElSfNJRsSpRGJRIIc0AuFhoZixIgR0NbWhoWFhdw6EjJLeHg4Vq9ejfXr18Pd3R0AcPfuXQwbNgwjRozAoEGDVJ5BLBbjxYsXskaNkZERoqOjUaVKFQDSxlXlypUVGqBC5xDS7Nmz8fr1a6xevVqWJSAgAObm5gCAAwcOoFmzZvj5559VmqPkyVjhd7rkNFU3fAFgw4YN5Zpv8ODBas8hkUjw8uVLhISEwMfHB5s3b/7oOUr+GGBsbIyoqCi17K/vEx0djTp16qh8Pzl8+DC6dOkCNzc3pKWlISMjA9u3b0erVq0ACPdDTXkItU5SU1MxdOhQ7Nu3D8bGxhgxYgTmzp0LDQ0NABVznXxK+wlRH+oWSJT67bffMGfOHIwfPx4//PCD7EBhamqKZcuWqbRx9ejRI9m/r127hsmTJ2PKlClo3LgxAOD8+fNYsmQJfvrpJ5VlKJmDJ7Nnz8acOXMwY8YMpb8mCpljx44dsoYVALi7u+OXX35B7969BWlclUd5rlh8Tv7++2+Fq67ffvut7MS5UaNGmDhxosobVyUbtOpscP7bRtPmzZvRtWtXGBgYqC1H27ZtUb9+faxbt+6j5yjZyFXnb6wTJ04s8/WkpCRBcsybNw+TJ0/GDz/8AMYYFi9ejK5du2L79u3o0KGDIBkKpaamlvl6WlqaIDlmz56N6OhobNy4EcnJyfj+++9x9epV7Ny5E9ra2gCE23doPyGfEmpcEaV+/fVXrF27Ft27d8ePP/4om16vXj1MnjxZpct2cnKS/btPnz5YsWIFOnXqJJtWq1YtODg4YPbs2ejevbtKs/AoMzMT/fv3V2vDCpB2P8vPz1eYXlBQgMTERDUkUh+RSKRwBVFdjbq4uDi5q65t27aVOzl3d3fn9ocDXowYMQINGzZU65UcT09P6OvrIzExkcsrSh/L8uXLUbt2bRgbGyt9PT09XZAct27dwsaNGwFIv79Tp06Fvb09evfujS1btqB+/fqC5ACkP2KWdfwoT6+Oj2H37t3YsGEDWrZsCQDo3r07vvzyS3Tp0kXW7Veo4xztJ+RTQo0rotSjR4/g4+OjMF1HRwcZGRmC5bhx44bS7nkuLi64ffu2YDkA4OnTp9i7dy/i4+ORm5sr99rSpUsFyxEYGIjt27dj+vTpgi1TGV9fX4wYMQLr1q1DnTp1AABXrlzBqFGj0KZNG0Ey8NKoYYyhWrVqsmWnp6fDx8dHoQGs6nt6ACAvLw9JSUmwt7cHAOzcuVPu9bdv36q9Yc47HnrL6+npqfTzb9++jRcvXgCQ/n/v3LmjcIKqyntaC7m6umLChAn46quvlL4eFRWFunXrqjyHjo4OkpOT5aYNHDgQYrEY/fr1w5IlS1SeoZCRkRFmzZqFhg0bKn39/v37GDFihMpzJCUlyf3YaWlpiaNHj6J9+/bo1KkT1q1bp/IMhWg/IZ8SalwRpVxcXBAVFSV3YAWAgwcPwtPTU7Acnp6eWLhwIdatWyfrhpCbm4uFCxcKmiMiIgJdu3ZFlSpVcOfOHdSoUQNxcXFgjMkaFkJZuHAhOnfujIMHD6JmzZoKN6EL1dALDg7G4MGDUa9ePVmG/Px8tG/fXrA/uu9r1Ah1khwSEiLIcsrD3d0d586dU/rjCACcPn0a1apVEzgV4Y2vr6/c96Nz584AIHe/qxD3jdSrVw9Xrlwp9aRZ2b16qlC7dm0cP35c4QS9f//+YIyp/H684gr/prRo0ULp66ampoKsE0dHR8TExMj9wGlkZITDhw+jXbt26NGjh8ozFKL9hHxKqHFFlJo4cSLGjBmD7OxsMMZw6dIlbN68WdbQEcqaNWvQpUsX2Nvby35FvX79OkQiEfbt2ydYjhkzZmDy5MkICgqCkZER/vrrL1hbW2PQoEGC97NeuHAhDh06JLvXqeSVG6FYWVlh//79uHfvHmJiYiASieDh4SHoiTsvjRpe7ukBpH/k58yZgy+++ELhykN0dDTmz5+PadOmffTlvo86u0oSeTx1C12yZAlycnJKfd3b21vlBWkAYNSoUTh16pTS1wYMGADGGNauXavyHID0SkhWVlapr1eqVAlz585VeY527dohJCRErls+ABgaGuLQoUNo27atyjMUov2EfEqoWiAp1aZNmzBv3jw8fPgQgLS8dFBQEAIDAwXNkZGRgU2bNuHOnTsApFezBg4cqJIT09IYGRkhKioKVatWhZmZGc6cOQMvLy9ER0ejW7duiIuLEyyLmZkZfvnlFwwZMkSwZb5P4WGE95NnVTZq/g1VVmfLy8tDmzZtcO7cObRt21aukuORI0fQuHFjREREqLzsdsmy48nJyTA2NlZLV8l/S53FN3jMQSqmt2/f4vnz5/Dy8lL6elpaGq5evVrqFTZCKiq6ckVKNWjQIAwaNAiZmZlIT09X+UCspTEwMMDw4cPVsuziGQrvs6pcuTIePnwo+4Pz6tUrQbPo6OigadOmgi6zNGFhYVi8eDHu378PAKhWrRqmTJmCr7/+Ws3JlOOhUAGg2u6KWlpaOHLkCJYuXYotW7bgxIkTAAA3Nzd89913mDBhgiDjGS1btkzlyyAfprxjCQpxzxXhl5mZGczMzEp93cjISK0Nq+zsbGzduhUZGRlo27Yt3NzcKnQOwhFGiBKxsbHs3r17CtPv3bvHHj16JGiWBw8esG+++Yb5+voyX19fNm7cOPbgwQNBM3Tr1o398ccfjDHGJk2axFxdXdn333/P6tSpw3x9fQXNsmDBAjZ27FhBl6nMkiVLmL6+Pps6dSrbs2cP27NnD5syZQrT19dnS5cuVXc8pQwNDdnDhw/VHYObHIwxFh4eztLT09UdQ+U58vPz2cmTJ9nbt2/fO6+XlxeLj4//bHOIRCImFouZSCQq9SEWiz/6cpUxNTVlZmZm731UlByMMXbu3Dm2b98+uWkbNmxgzs7OzMrKig0bNoxlZ2dXmByMMTZhwgT2zTffyJ7n5OSw2rVrMy0tLWZiYsIMDAzYuXPnuMhx9uxZlecgfKNugUSpFi1aICAgQOFekj///BPr1q2T/RquaocOHULXrl1Ru3Zt2dWas2fPykZIF6rPd2xsLNLT01GrVi1kZGRg0qRJOHfuHNzc3LB06VKFwh+q1KNHDxw7dgwWFhbw8vJSuApRsjqcqri4uCAoKAh+fn5y0zds2IB58+ZxdV9HIV66WfGSA+BnAFkhcujq6ircoK8O6s7x+PHjcs0nxHHtUxrgWYgcANCxY0e0bNlSdm/kjRs3UKdOHQwZMgSenp5YvHgxRowYgXnz5lWIHABQo0YNLFiwAF27dgUgvd920qRJuHbtGhwdHREQEICXL1/in3/+qRA5COfU3bojfDIyMmL3799XmH7//n1mYmIiWI7atWuzadOmKUyfNm0a8/HxESwHT4YMGVLmQyg6OjpK95F79+4xHR0dwXL8G7xcMeIlB2P8ZBEiR926ddnRo0dVuoxPKUd5jRo1iiUlJak7RoVRqVIlFhkZKXs+c+ZM1rRpU9nzbdu2MU9PzwqTgzHFc5L+/fuzYcOGyZ5fu3aNVa5cucLkIHyje66IUiKRSOko8CkpKYKU5y0UExODbdu2KUwPCAgQ/J6O5ORk7NixAw8fPsSUKVNgbm6Oq1evwsbGBnZ2doLl4KVCnqurK7Zt24aZM2fKTd+6dSv1OSdc+v777zF58mR89913qFu3rkJhk9IGKP1cc5TXn3/+icmTJ8PS0lKQ5fFyD4u6crx9+xY2Njay5ydPnkTHjh1lz+vXr48nT55UmBwAIBaL5e5VvXDhAmbPni17bmpqirdv31aYHIRv1LgiSjVv3hwLFy7E5s2boaGhAQAoKCjAwoUL0axZM8FyWFlZISoqSuGPWlRUlKAFNq5fv442bdrAxMQEcXFxGDZsGMzNzbFz507Ex8cjLCxMsCy8CAoKQr9+/XDq1Cm5LpsRERFKG8Sfu4KCApw9exa1atWCqalpmfM6OTkJUlSCyCssKd21a1e5SoZMwHGdeMpRXkyFdw9MnDgReXl5+PXXXwFIxzFs3Lgxbt26BX19fUydOlVW5VKVeMkBADY2Nnj06BEcHByQm5uLq1evIigoSPZ6WlqaIMcPXnIA0irB+/btw8SJE3Hr1i3Ex8ejVatWstcfP34s1xD83HMQvlHjiii1aNEiNG/eHO7u7vjiiy8ASAcfTU1NxbFjxwTLMWzYMAwfPhyxsbFo0qQJAOkJ/KJFizBx4kTBckycOBFDhgzBTz/9BCMjI9n0Tp06YeDAgYLlAKT3OpVV8jw2NlaQHL169cLFixfxyy+/YPfu3QCkf3guXbpU6gC2qsBLo0ZDQwPt2rVDTEzMe3PcvHlTJRlI2Y4fP67uCAD4ycGDw4cPY8GCBbLnmzZtwuPHj3H//n3ZPSzff/+9yu9h4SUHIP27Mn36dCxatAi7d++Gvr6+7O8wIP2xr2rVqhUmBwBMnToV/fv3xz///INbt26hU6dOcvcs7t+/Hw0aNKgwOQjfqHFFlKpevTquX7+OlStXIjo6Gnp6evDz88M333wDc3NzwXLMnj0bRkZGWLJkCWbMmAFAOt7WvHnzMG7cOMFyREZG4vfff1eYbmdnhxcvXgiWAwDGjx8v9zwvLw/Xrl3DwYMHMWXKFEGz1K1bF3/++aegyyyJp0ZNjRo1EBsbq/aCCUQ5Xsbj4SUHD+Lj41G9enXZ88OHD6N3796yYhrffvutwiC2n3MOAPjuu+/Qs2dPtGjRAoaGhtiwYQO0tbVlrwcHB6Ndu3YVJgcgLeS0f/9+/P3332jXrh3Gjh0r97q+vj5Gjx5dYXIQvlHjipTK1tZW7pc8dRCJRJgwYQImTJgguwes+JUjoejo6CA1NVVh+r1792BlZSVolm+//Vbp9FWrVuHy5cuCZikoKMDu3bsRExMDAPDy8kLXrl1lXUmFwkujhpd7aXi5msdLjuKSk5Oxfv16uX02ICAAJiYmKl82jznUjZd7WHjJAQCWlpY4deoUUlJSYGhoqHA83b59OwwNDStMDkD6w5ivry98fX2Vvj537twKlYNwTo3FNAhnoqOjWUFBgezfZT2E9vLlS3b69Gl2+vRptVStCgwMZN27d2e5ubnM0NCQxcbGssePHzMfHx/27bffCp5HmYcPHzIjIyPBlnf//n1WrVo1pq+vz3x8fJiPjw/T19dn7u7ugo9DduDAAVa7dm22b98+9vz5c5aSkiL3EErJcYIKH0KOG1RIR0eHxcbGCrpMnnMwxlhkZCQzNzdndnZ2rEePHqxHjx7M3t6eWVhYsCtXrlS4HOWlykqOjRo1YkuWLGGMMXbz5k0mFovl9pcTJ04wJycnlSybxxyMMdarVy924MABJpFIBFke7zkYkx5bGzRowP744w+Wmppa4XMQvlHjisiIRCKWmJgo+3dpg0wKeZKYnp7O/P39mYaGhmz5mpqaLCAggGVkZAiWIzk5mbVp04aZmpoyDQ0N5uDgwLS0tFjz5s25GICVMcYWLVok2B9/xhjr2LEj69ChA3v9+rVs2qtXr1iHDh1Yp06dBMvBGD+NmhMnTpT5EBIv5b55ycEYY82aNWNDhgxheXl5sml5eXls8ODB7IsvvqhwOcpr5MiRKvtRa+fOnUxbW5u1bt2a2djYsM6dO8u9PnXqVNanTx+VLJvHHIwx1rp1ayYWi5m9vT2bPXu22oZK4CUHY4ydOnWK+fv7MyMjI2ZgYMD8/PzYqVOnKmwOwjcaRJjIPH78GI6OjhCJRO8dZFKoQXNHjBiBo0ePYuXKlbKKdGfOnMG4cePQtm1b/Pbbb4LkKHTmzBlcv34d6enpqFOnDtq0aSPo8gHAx8dHocLYixcvkJSUhNWrV2P48OGC5DAwMMCFCxdQs2ZNuenR0dFo2rQp0tPTBckBSEsEl6Ui3uNy8OBBzJgxQ+1dFHnJAQB6enq4du0aPDw85Kbfvn0b9erVQ2ZmZoXK4ezsjICAAAwZMgSOjo6CLFOZiIgI/P3336hUqRLGjh0LfX192WtBQUFo0aIFWrZsWWFyANK/xyEhIQgLC8Pjx4/RokULDB06FL169YKOjo4gGXjKUSgjIwPbtm1DaGgoTp8+DVdXVwQGBmLw4MGoVKlShctBOKXmxh3hUG5uLvP39+eiK4+FhQU7fvy4wvRjx44xS0tL4QNxYN68eXKP+fPns99++43FxMQImsPMzIydPXtWYfqZM2eYmZmZoFl48vbtW/bzzz+zwMBAFhgYyJYuXcqSk5MFz8HL1TxecjDGmLW1NTt06JDC9IMHDzJra+sKl+OXX35h3t7eTENDg7Vp04Zt3ryZZWdnC7b8D8HLgMZC5oiIiGCDBg1i+vr6zMzMjI0ePZpdvnxZkGXzmKPQ/fv32cyZM2U9Sbp06VKhcxB+0JUropSJiQmioqLUXiBAX18fV65cgaenp9z0W7duoUGDBsjIyFDZslesWFHueYWsXMgLPz8/XL16FevXr5eVnr148SKGDRuGunXrIjQ0VNA8PBQIuHz5Mtq3bw89PT3ZOomMjERWVhYOHz6MOnXqCJaFl6t5vOQApN/TXbt24eeff5Yb2mHKlCno1auXYAOT85Kj0NWrVxEaGorNmzejoKAAAwcOREBAgKD7a3kZGxsjKioKVapUqXA50tLSEB4ejpkzZyIlJQX5+fmCLZvHHID0CtKmTZswY8YMJCcnq22MOF5yEE6ou3VH+OTn58eWLl2q7hisdevWrE+fPiwrK0s2LTMzk/Xp04f5+vqqdNnOzs5yDwMDAyYSiZiZmRkzMzNjIpGIGRgYMBcXF5XmYIzJFWUoWaxBXcUb3r59y7p27cpEIhHT1tZm2traTCwWs+7duwt+pYaXAgGf2r00FU1OTg4bN26cbF8Vi8VMR0eHjR8/XtArNrzkKCk3N5ctW7aM6ejoMLFYzLy9vdn69eu5KGhQSJXFNXjOERsby+bMmcMcHR2ZhoYGa9++vWDL5jHHyZMn2eDBg5mhoSEzNjZmQ4cOZefPn6+wOQhf6MoVUer777/HkiVL4Ovrq/Q+CaGu1Ny8eRPt27dHTk4OvL29AUjv6dHV1cWhQ4fg5eUlSI7w8HCsXr0a69evh7u7OwDg7t27GDZsGEaMGIFBgwapdPkaGhpISEiAtbU1xGKx0kGEGWMQiUSC/2J2//593LlzB4B0EGFXV1dBlw8AX3zxBVxdXbF27VpoakpHmMjPz8fQoUMRGxuLU6dOCZKDl3tpCvFwNY+nHIUyMzPx8OFDAEDVqlXl7q2piDny8vKwa9cuhISE4MiRI2jUqBECAwPx9OlTrFq1Cq1bt0Z4eLhaspVkZGSE6OhotV+5EiJHdnY2duzYgeDgYJw6dQoODg7w9/eHv78/HBwcVLZcXnM8f/4coaGhCA0NxYMHD9CkSRMEBgaib9++CucoFSEH4Rc1rohSZXUHFIlEiI2NFSxLZmYmNm3aJHcCP2jQIOjp6QmWoWrVqtixYwd8fHzkpl+5cgW9e/fGo0ePVLr8kydPomnTptDU1OSqmxUveGnU2NjYYOPGjQoDax46dAh+fn5ITEwUJAfATxdFXnIQRVevXkVISAg2b94MsVgMPz8/DB06VO57dPPmTdSvXx9ZWVlqTFqkIjSuLl26hODgYGzduhXZ2dno0aMHAgIC4Ovrq/SHNVXhJQcAdOzYEUePHoWlpSX8/PwQEBAg+6GzIuYgfKNBhIlSxRsLhe1voQ+mhfT19TFs2DC1LLtQQkKC0n7lBQUFgpwwF28wqbvxlJycjM2bN2PUqFEAgEGDBsmdeGloaGDt2rXvHTT2YzI2NkZ8fLxC4+rJkyeCDjrdr18/BAYGKr2XZsCAAYLlAIAJEyaga9euSq/mjR8/XrCreerO0bNnz3LPu3Pnzs8+R3H169eXVV3t3r270kGcXVxc0L9/f0HyEKlGjRrB29sb3333HQYNGgQzM7MKnQMAtLS0sGPHDnTu3FnwQep5zEH4Ro0rUqr169fjl19+wf379wEAbm5uGD9+PIYOHaryZUskEty6dUtW5nvNmjXIzc2Vva6hoYFRo0ZBLBarPAsA+Pr6YsSIEVi3bp3sl/YrV65g1KhRainHnp2djevXr+Ply5eQSCRyr3Xt2lWly167di2ioqJkjau9e/eiffv2skbM+fPnsWzZMsybN0+lOYrjpVHz888/QyQSwc/PT9YY19LSwqhRo/Djjz8KlgOQXjEq3qABAE1NTUydOhX16tWrMDnU1fWwJF5yFBcbG/veYTUMDAwQEhIiUCICSL8z/+aK7ujRozF//nxYWlp+ljkA6XFUR0dHsL/5vOcgnFPnDV+EX7Nnz2YGBgZs+vTpbM+ePWzPnj1s+vTpzNDQkM2ePVvly9+0aZNcAQBDQ0Nmb28vKy5haGjI1q1bp/IchV6+fMk6duyoULyhY8eOsoGXhXLgwAFmZWWltgGeGzRowI4cOSJ7XvLG7p07d7LatWurPEdxvBUIyMjIYNevX2fXr18XdLDr4ngp981LDqLIxcWFvXr1SmH627dvBSnU8yFUOaDxp5iDMcaMjIy4KPKhyhy8DGjMSw7CN2pcEaUsLS1ZeHi4wvTw8HBmYWGh8uW3adOGbdmyRfa85An8b7/9xlq2bKnyHCXdvXtX1ti8e/eu4MtnjDFXV1c2evRo9uLFC7Us39LSksXHx8ue161blz158kT2/OHDh8zAwEAd0bho1PBi7NixzN7enm3ZsoXFx8ez+Ph4tnnzZmZvb8++/fbbCpejuJcvX7LTp0+z06dPs5cvX6olAw85RCKR0h+HXrx4wbS1tQXN4uTkxIKCgtjjx48FXS6vOf6NilJB8dGjR2zu3LnMxcWFicVi1qpVK7Zp0ybBf0DjJQfhFxW0IEqZmpoiMjISbm5uctPv3buHBg0aIDk5WaXLd3BwwIkTJ1C1alUAijcPx8TEoGnTpnjz5o1Kc/DI2NgY165dk60boenr6+PSpUuoUaOG0tdv3LiBhg0bCl4ZT114vJcGAHJzczFlyhSsWbNGaRdFHR2dCpUDkI5FM3bsWISFhcm602poaMDPzw+//vqrYNX61J1j7969AIDu3btjw4YNcl0WCwoKEBERgSNHjuDu3bsqzVHcsmXLEBoaips3b6JVq1YIDAxEjx49BN0/eMrxb1SEIh8lHTt2DMHBwdi1axd0dHQwYMAABAQEoG7duipfNo85CF+ocUWUGjt2LLS0tLB06VK56ZMnT0ZWVhZWrVql0uXr6uri1q1bsgZEUlISLCwsZP2cHzx4AC8vL+Tk5Kg0x8SJE8s1X8n1pEoBAQFo2rQpAgMDBVtmcTVq1MDUqVPh5+en9PWQkBD8/PPPuHXrlkpz8NKo8ff3L/e86rh3hZdy3zzkGDFiBI4ePYqVK1eiadOmAIAzZ85g3LhxssIOFSFH4XFUJBKh5CmAlpYWnJ2dsWTJEnTu3FmlOZThZUBjXnKUR0VsXBXiZUBjXnIQPlDjiihV+Kuqg4MDGjVqBAC4ePEi4uPj4efnJ1dVShUNCycnJ/z222/o1KmT0tf37duHb775Bo8fP/7oyy6uVatW751HJBLh2LFjKs1RXGZmJvr06QMrKyvUrFlTocKXqscgmz17NjZs2IDIyEjY2NjIvfbixQs0aNAAfn5++P7771Wag/dGDeGPpaUlduzYgZYtW8pNP378OPr27YukpKQKlcPFxQWRkZEqKUDwX+Xl5WH16tWYNm0a8vLyULNmTYwbNw7+/v6CVq7lJUdZKmrj6tGjR7Lxpp49e4Y2bdrg4MGDgiybxxyEH9S4IkqVp1EBqK5hERAQgLt37+Ls2bMKrzHG0LRpU3h4eCA4OPijL5t369evx8iRI6GrqwsLCwu5P/BCjEGWlpaGhg0b4unTp/j6669RrVo1ANJBlf/880/Y2dnh0qVLgpZA501SUpKsS5W7uzusrKwEWS4vV/N4yVGSvr4+rly5Ak9PT7npt27dQoMGDZCRkVGhcvCIlwGNeclRHhWpccXLgMa85CB8olLsRKnjx4+rdfmzZs1CnTp10LBhQ0yePFnuBP7nn3/G3bt3ERYWptaMyhgbGyMqKkqlf1xmzZqFoKAgTJ8+XS3lYI2MjHD27FnMmDEDmzdvlt1/Z2pqioEDB2LBggVqa1ipq1FTSN330vBS7puXHCU1btwYc+fORVhYGHR1dQEAWVlZCAoKQuPGjStEjhUrVmD48OHQ1dXFihUrypxX1VfBi1M2oPEvv/wiN3Zdjx49UL9+/QqR49/46quvYGxsrO4YKs2hbEDjgwcPcjGwsjpyEM6pq5IGIe9z8eJF5unpKSsxLhaLmUgkYp6enuzChQvqjqeUEFWbzMzM2IMHD1S6jPKSSCQsMTGRJSYmMolEorYc6enpzN/fn2loaMjK0mtqarKAgABBqwYOHz6cValShe3fv5+lpKSwlJQU9s8//7CqVauykSNHCpaDKHf9+nVma2vLLCwsWOvWrVnr1q2ZhYUFs7W1ZTdv3qwQOZydnWXl152cnGTDW5R8CF2KXSwWs/bt27Nt27ax3NxcpfOkp6ezIUOGVIgcjPFTuZCHHCKRiNWuXZv9+uuv7M2bNxU+B+EbdQsk3IuKisK9e/cASAcy9vHxUXOi0gnRLWLChAmwsrLCzJkzVbaMT426CwQU4uVemuLUfTWPtxyZmZnYtGkT7ty5AwDw9PTEoEGDoKenVyFz8OLx48fvHdC4IuUA+KlcyEOOq1evcjGgMS85COfU3boj5GPgZRBFIa5cjR07lpmYmLDmzZuzb775hk2YMEHuURFZWFiw48ePK0w/duwYs7S0FCyHnp4eu337tsL0mzdvMn19fcFyMMbP1TxecjDG2IIFC9j69esVpq9fv579+OOPFSpHbm4uq1KlitL9VR14GdCYlxzFXblyhY0dO5ZZWloyMzMzNmbMGHblypUKm6M8eDkn4CUHEZbwN2wQogKsAl2AvXHjBnx8fCAWi3Hz5k1cu3ZN9oiKilJ3PLXIzMxUqFwIANbW1oKOt1V4L012drZsmjru6QGkwwicPHkS+/btQ3JyMpKTk7Fnzx6cPHkSkyZNqnA5AOD333+Xu3emkJeXF9asWVOhcmhpacntp+oWFxeHgoIChek5OTl49uxZhctRXJ06dbBixQo8f/4cc+fOxbp161C/fn3Url0bwcHBgv394yVHefCShZccRFhU0IKQj0iIG1rVXWyER7wUKli2bBk6dOgAe3t7eHt7AwCio6Oho6ODw4cPC5YDAP766y+FLoqdOnWCnp4e+vbtK1hXSV5yANKhAipXrqww3crKCgkJCRUux5gxY7Bo0SKsW7cOmprqOR0oHNAYAA4dOqR0QGNnZ+cKk0OZsioXzpw5E0ePHlV7BUUhcxDCO2pcEfIRCfkr1YMHD/Dw4UM0b94cenp6YIwJWq0oNjZW7aV/C/HSqKlZsybu378vdy/NgAED1HZPDw9X83jJAQAODg44e/YsXFxc5KafPXsWtra2FS5HZGQkIiIicPjwYdSsWRMGBgZyrwtRJr979+4ApD9MDR48WO614gMaV5QcxfFSuZCXHIR8KqhxRUg5zJ8/H5MnT1YopZ2VlYXFixdjzpw5AIADBw7Azs5OpVlev36Nvn374vjx4xCJRLh//z6qVKmCwMBAmJmZCXYC4OrqihYtWiAwMBC9e/eWXTFSB14aNQsXLoSNjQ2GDRsmNz04OBhJSUmYNm2aYFl4uZrHSw4AGDZsGMaPH4+8vDy0bt0aABAREYGpU6cK2kWRlxympqbo1auXYMtTpnDIAnUPaMxLjuLq168vK8jTvXt3hQHjAWne/v37V4gchHwy1Hi/FyEfjapvGhWLxSwxMVFh+qtXr5hYLFbZcpX5+uuvWfv27dmTJ0/kCmgcPHiQVa9eXbAc165dY+PGjWNWVlbMxMSEDR8+nF28eFGw5RfHQ4EAxqQli8+ePasw/cKFC8zZ2VmwHIxR2XFlJBIJmzp1KtPV1ZUN76Cvr8+CgoIqZA7Ct7i4OHVHYIzxk+PfEKK41KeUgwiLSrGTz4KqS6CLxWIkJiYqlI8+duwY+vXrJ2iJ7UqVKuHQoUPw9vaW+3/HxsaiVq1aSE9PFywLAOTn52Pv3r0IDQ3FwYMHUa1aNQQEBODrr78WrNy2s7MzwsPD0aRJE7npFy9eRP/+/fHo0SNBcujq6iImJkahu1dsbCyqV68ueAEBXsp985KjUHp6OmJiYqCnpwc3NzfBS1vzlkNdeBnQmJccJVWpUgWRkZGwsLCQm56cnIw6deogNja2QuX4N0aNGoXvvvtO7VcgeclBhEWNK8K18nbHO3PmDOrXr//RT07MzMwgEomQkpICY2NjuXuaCgoKkJ6ejpEjR2LVqlUfdbllMTIywtWrV+Hm5ibXuLp8+TLat2+P169fC5aluJycHKxevRozZsxAbm4utLW10bdvXyxatEjpzfsfEy+NGjc3N8ydOxdfffWV3PSNGzdi7ty5gp6EFHZRDAgIkJsudBdFXnIQ5Xbs2IFt27YhPj4eubm5cq9dvXpVpct2cXHB5cuXYWFhAWdn51LvGRWJRCr97vCSoySxWIwXL17A2tpabnpiYiIcHR2Rk5NToXIA0h/SAgICMGTIEDg6Ogq2XF5zED7RPVeEa0FBQRg5cqRC4yozMxNBQUGyxlWzZs1Usvxly5aBMYaAgAAEBQXJVZDS1taGs7Oz4PeNfPHFFwgLC8N3330HQPoHXyKR4KeffkKrVq0EzQIAly9fRnBwMLZs2QIDAwNMnjxZVkEqKCgI3bp1w6VLl1SagZcCAbzcSwNIy30rq9zl5eWF/v37C9ao4SUHUbRixQrMmjULQ4YMwZ49e+Dv74+HDx8iMjISY8aMUfnyi19RjouLU/nyeM9RiJfKhbzkKG78+PEIDQ3F/Pnz1TqwMi85CKfU2imRkPcQiUTs5cuXCtMjIiIEHRz2xIkTLDc3V7DlleXGjRvM2tqadejQgWlra7PevXszT09PZmNjwx48eCBYjiVLlrAaNWowLS0t1q1bN7Zv3z5WUFAgN8+TJ0+YhoaGyrMsWrSIWVhYsODgYBYXF8fi4uLY+vXrmYWFBVuwYIHKl1+Ip3tpdHR0WGxsrML0hw8fMh0dnQqXgyhyd3dn4eHhjDH5e0Nmz57NxowZI1gOXgY05iVH4WDbYrFY9u/Ch7a2NqtWrRrbt29fhcmhDC8DGvOSg/CFGleES6ampszMzIyJxWLZvwsfxsbGTCwWs9GjRwuW5/Hjx2U+hJacnMy+//571qdPH9axY0c2a9Ys9vz5c0EzuLq6sgULFpS53JycHBYaGqryLDw1ahhjLC0tjV26dInduHGDZWdnqyWDq6sr27hxo8L0sLAw5uLiUuFyEEV6enqyYgVWVlYsKiqKMcbYvXv3mLm5uaBZbG1t1d6o4SkHY4w5OzuzpKQkdcfgJocyubm5bNmyZUxHR4eJxWLm7e3N1q9fzyQSSYXMQfhA3QIJl3jrjldWP3xA2kVCCHl5eejQoQPWrFmDWbNmCbJMZfLz8zFo0CB8/fXXZd5Ppa2trTBmjCqIRCIsWrQIs2fP5qJAgKGhodrHfOGliyIvOYiiSpUq4c2bN3BycoKjoyMuXLgAb29vPHr0SNAx+wA+BjTmKQcAwQrxvA8vOYrjZUBjXnIQvlBBC8K1kydPokmTJkrH1RBSdHS03PO8vDxcu3YNS5cuxQ8//ICePXsKlsXKygrnzp2Dm5ubYMtUxsjICDdu3BC8zz0pH8YYpk+fjhUrVsgKFejq6mLatGmyexUrUg6iaOjQoXBwcMDcuXOxatUqTJkyBU2bNsXly5fRs2dPrF+/XrAsPXr0QEREBAwNDdU2oDEPOXipXMhLjpKUDWg8dOhQuQGNb968ifr16yMrK+uzz0H4RI0rwrX4+PgyX1d3lZ5//vkHixcvxokTJwRb5oQJE6Cjo4Mff/xRsGUq061bN/Ts2VOQK1Pkw/FS7puXHKSIRCKBRCKRXaHZsmWL7IebESNGQFtbW7As/v7+Zb4eEhJSIXLwUrmQlxwlaWhooG3btggMDCx1QOOMjAx88803Kt1WvOQgfKLGFeGaWCzmojteaR48eABvb29kZGQItsyxY8ciLCwMbm5uqFu3rsIvq0uXLhUkx5o1axAUFIRBgwYpzdG1a1dBchBCCKkYHj9+DCcnJ3XH4CYH4RM1rgjXeOmOl5qaKvecMYaEhATMmzcPd+7cQVRUlCA5AJRZbl0kEuHYsWOC5BCLxWXmUHfDlxCi6Pr16+Wet1atWipMQsqSl5cHDw8P/P333/D09KzwOQrxMqAxLzkIn6igBeGat7e3wrR69erB1tYWixcvFqw1ReHhAAAL4ElEQVRxZWpqqnAFjTEGBwcHbN68WZAMhY4fPy7o8kojkUjUHYEQ8i/Vrl0bIpHovQUr1PEDiToHNOYth5aWlmCDn38KOQrFxcUp3S9zcnLw7NmzCpeD8IkaV+ST5O7ujsjISMGWV7JBIxaLYWVlBVdXV0ErSm3duhV79+5Fbm4ufH19MXLkSMGWXZbs7Gzo6uqqOwYh5D14rPwGqH9AY95yAPxULuQhBy8DGvOSg/CNugUSrvHSHW/hwoWwsbFBQECA3PTg4GAkJSVh2rRpKs/w22+/YcyYMXBzc4Oenh5u3LiBiRMnYvHixSpftjIFBQVYsGAB1qxZg8TERNy7dw9VqlTB7Nmz4ezsjMDAQLXkIoSUDw/HtUIeHh6YO3cuBgwYACMjI0RHR6NKlSqYM2cO3rx5g5UrV1aoHID6KxfylKOwG7qyq65aWlpwdnbGkiVL0Llz5wqRg/Ct9JsmCOGAqakpzMzMZA9zc3NUr14d58+fx+rVqwXL8fvvv8uVWC3k5eWFNWvWCJJh5cqVmDt3Lu7evYuoqChs2LBB0HVQ0g8//IDQ0FD89NNPclXFatSogXXr1qktFyGkfHg4rhWKj49HkyZNAAB6enpIS0sDAHz99deCdr3mJQcg/fvXq1cvtG/fHra2tjAxMZF7VKQchZUtHR0d8fLlS9lziUSCnJwc3L17V5AGDS85CN+oWyDhGi/d8V68eKF0sFwrKyskJCQIkiE2Nlau7PnAgQMRGBiIhISEMgfyVZWwsDD88ccfCt0Tvb29cefOHcHzEEL+HR6Oa4V4GdCYlxyAcOXn34eXHAA/3Vp5yUH4RI0rwrVz585x0W3FwcEBZ8+ehYuLi9z0s2fPwtbWVpAMOTk5ct0xxGIxtLW11TZA4bNnz+Dq6qowXSKRIC8vTw2JCCH/Bg/HtUKtW7fG3r174ePjA39/f0yYMAE7duyQDWhc0XKQIrwMaMxLDsI/uueKcM3Z2Rnh4eGybhqFLl68iP79+wv269FPP/2En376CYsXL0br1q0BABEREZg6dSomTZqEGTNmqDyDWCzG8OHDoa+vL5u2atUqfPXVV3JdM4Qa56pu3bqYMGECvvrqK7l7E+bPn48jR47g9OnTguQghHwYHo5rhXgZ0JiXHIV4qFyo7hy8DGjMSw7CP7pyRbjGS7eVKVOm4PXr1xg9erTsD4uuri6mTZsm2AlI8+bNcffuXblpTZo0kTuIlzXg8sc2Z84cDB48GM+ePYNEIsHOnTtx9+5dhIWF4e+//xYsByHkw/BwXCskFovlxs7r378/+vfvL2gGnnIA/FQuVHeO4j+ixsXFqXx5vOcg/KMrV4Rrbm5umDt3Lr766iu56Rs3bsTcuXMF/3UoPT0dMTEx0NPTg5ubG3R0dARdPg/evHkDc3NzAMDp06cxf/58REdHIz09HXXq1MGcOXPQrl07NackhJSXuo5rvAxozEuOknipXMhLDl4GNOYlB+EXXbkiXBs2bBjGjx+PvLw8pd1WhGZoaIj69esLvtwPYWxsjKioKFSpUuWjfq6trS26d++OwMBAtG3bFkeOHPmon08IEZa6jmu8DGjMS46Syqpc2KhRI8EaNbzk4GVAY15yEH5R44pwjaduK58aVV2UXrt2LUJDQ9GhQwc4ODhgyJAh8Pf3h5OTk0qWRwj5PPFScY2XHCXxUrmQlxwAHwMa85SD8Im6BZJPAnXH+/eKd99QhUePHiE0NBRhYWF48uQJWrVqhaFDh6JHjx6C3/RNCPm08TKgMS85AGDo0KFwcHDA3LlzsWrVKkyZMgVNmzaVVS5cv359hcoB8DGgMU85CJ+ocUXIZ0rVjavijh49ipCQEOzevRu6uroYNGjQe0vVEkJIIV4qw/KSA+CnciEvOQDA39+/zNeFGpOLlxyET9S4IuQzJWTjqtBff/2F4cOHIzk5WdB7EwghnzZdXV3ExMQojLkVGxuL6tWrC3aPCy85CCGfLuooSshnSqiy7I8fP0ZISAg2bNgg6x4YGBgoyLIJIZ8HXgY0VncOXioX8pKDkE8RNa4I+Uyp8qJ0Tk4O/vrrLwQHB+PEiROws7OTFbZwdnZW2XIJIZ8nXirDqjsHL5ULecmhDA2sTHhHjStCPjHz58/H5MmToa+vLzc9KysLixcvxpw5cwAABw4cgJ2d3Udf/ujRo7FlyxZkZmaiW7du2L9/P9q2bSvoAMaEkM8LL5Vh1Z2Dl8qFvOQoSd0DGvOWg/CJ7rki5BOjoaGBhIQEWFtby01//fo1rK2tVf4rYq1atRAYGIivvvoKFhYWKl0WIaRi4aUyLA85eKlcyEsOgJ8BjXnJQfgkVncAQsi/wxhTepUoOjoa5ubmKl/+9evX8e2335a7YWVsbIzY2FgVpyKEfA4KBzSuUaOGWofc4CHH77//Dg8PD4XpXl5eWLNmTYXLAZQ9oPHmzZsrXA7CJ2pcEfKJMDMzg7m5OUQiEapVqwZzc3PZw8TEBG3btkXfvn3VHVMBXRwnhJB/78WLF6hcubLCdCsrKyQkJFS4HEDRgMYAZAMaA1DbwMrqzkH4RPdcEfKJWLZsGRhjCAgIQFBQEExMTGSvaWtrw9nZGY0bN1ZjQkIIIR+LuisX8pYDAFq3bo29e/fCx8cH/v7+mDBhAnbs2CEb0Lii5SB8osYVIZ+IwYMHAwBcXFzQpEkTaGlpqTkRIYQQVVF35ULecgDAH3/8AYlEAgAYM2YMLCwscO7cOXTt2hUjRoyocDkIn6igBSGfmPj4+DJfd3R0FChJ+ahjMGNCCPnUMcYwffp0rFixQqFyYWFV2IqUg5BPBTWuCPnEiMXiMsueCz3myPsYGxsjKiqKGleEEPIBeKhcqM4cvAxozEsOwj9qXBHyiYmOjpZ7npeXh2vXrmHp0qX44YcfuOvvTVeuCCGEfKjCHxTVPaAxLzkI/+ieK0I+Md7e3grT6tWrB1tbWyxevFiwxpW6BzMmhBDy+eNlQGNechD+0ZUrQj4TDx48gLe3NzIyMgRZnroHMyaEEFKx8DKgMS85CJ9onCtCPjGpqalyj5SUFNy5cwf/+9//4ObmJlgOdQ9mTAghpGLhZUBjXnIQPlG3QEI+MaampgqNGsYYHBwcBBkZ3szMDCKRSDaYcfEsBQUFSE9Px8iRI1WegxBCSMXCy4DGvOQgfKLGFSGfmOPHj8s9F4vFsLKygqurKzQ1Vf+VpsGMCSGEqAMvAxrzkoPwiRpXhHxizp07p9a+3jSYMSGEEHXgZUBjXnIQPlFBC0I+Mc7OzggPD0eTJk3kpl+8eBH9+/cXrKLRpzaYMSGEkE8bLwMa85KD8IkaV4R8YnR1dRETE6PQHSE2NhbVq1dHdna2IDk+tcGMCSGEfB4q+sDKhG/ULZCQTwwvfb2vXbsm97zkYMaEEEKIKhgaGqJ+/frqjsFNDsIXalwR8onhpa83L4MZE0IIIYTwgroFEvKJ4b2vt9CDGRNCCCGE8IIaV4R8otTd1zs1NVXuOWMMCQkJmDdvHu7cuYOoqChB8xBCCCGEqBs1rgghH0RZQYvCwYy3bNlCY10RQgghpMKhxhUh5IOcOHFCrnEl9GDGhBBCCCG8ocYVIYQQQgghhHwEYnUHIIR8mhYuXIjg4GCF6cHBwVi0aJEaEhFCCCGEqBc1rgghH+T333+Hh4eHwnQvLy+sWbNGDYkIIYQQQtSLGleEkA/y4sULVK5cWWG6lZUVEhIS1JCIEEIIIUS9qHFFCPkgDg4OOHv2rML0s2fPwtbWVg2JCCGEEELUi0p6EUI+yLBhwzB+/Hjk5eWhdevWAICIiAhMnToVkyZNUnM6QgghhBDhUbVAQsgHYYxh+vTpWLFiBXJzcwEAurq6mDZtGubMmaPmdIQQQgghwqPGFSHkP0lPT0dMTAz09PTg5uYGHR0ddUcihBBCCFELalwRQgghhBBCyEdABS0IIYQQQggh5COgxhUhhBBCCCGEfATUuCKEEEIIIYSQj4AaV4QQQgghhBDyEVDjihBCCCGEEEI+AmpcEUIIIYQQQshHQI0rQgghhBBCCPkI/g+36svy34w+vgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_dummies = pd.get_dummies(df, columns=['cut', 'color', 'clarity'], drop_first=True)\n",
    "\n",
    "selected_columns = ['price'] + [col for col in df_dummies.columns if 'cut_' in col or 'color_' in col or 'clarity_' in col]\n",
    "correlation_matrix = df_dummies[selected_columns].corr()\n",
    "\n",
    "correlations = df_dummies[selected_columns].corr()['price'].sort_values(ascending=False)\n",
    "print(\"Корреляция признаков с целевой переменной 'price' для 'cut', 'color', 'clarity':\")\n",
    "print(correlations)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
    "plt.title(\"Корреляционная матрица для 'cut', 'color', 'clarity' и 'price'\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вывод такое:<br>\n",
    "Сильное влияние на цену оказывают характиристики 'carat', 'x', 'y', 'z'.<br>\n",
    "Низкое влияние оказывают 'table', 'cut', 'color', 'clarity'.<br>\n",
    "А признак 'depth' не оказывает влияни вовсе."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Выполним разбиение каждого набора данных на обучающую, контрольную и тестовую выборки для устранения проблемы просачивания данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(37760, 8091, 8092)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data, temp_data = train_test_split(df, test_size=0.3, random_state=42)\n",
    "validation_data, test_data = train_test_split(temp_data, test_size=0.5, random_state=42)\n",
    "\n",
    "train_size = len(train_data)\n",
    "validation_size = len(validation_data)\n",
    "test_size = len(test_data)\n",
    "\n",
    "train_size, validation_size, test_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Оцень сбалансированность выборки"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_category_balance(train_data, validation_data, test_data, column, title):\n",
    "    fig, ax = plt.subplots(1, 3, figsize=(18, 5), sharey=True)\n",
    "    \n",
    "    train_data[column].value_counts(normalize=True).plot(kind='bar', ax=ax[0])\n",
    "    ax[0].set_title(f'Training {title}')\n",
    "    ax[0].set_ylabel('Proportion')\n",
    "    \n",
    "    validation_data[column].value_counts(normalize=True).plot(kind='bar', ax=ax[1])\n",
    "    ax[1].set_title(f'Validation {title}')\n",
    "    \n",
    "    test_data[column].value_counts(normalize=True).plot(kind='bar', ax=ax[2])\n",
    "    ax[2].set_title(f'Test {title}')\n",
    "    \n",
    "    plt.suptitle(f'Category Balance for {title}')\n",
    "    plt.show()\n",
    "\n",
    "plot_category_balance(train_data, validation_data, test_data, 'carat', 'Carat')\n",
    "plot_category_balance(train_data, validation_data, test_data, 'cut', 'Cut')\n",
    "plot_category_balance(train_data, validation_data, test_data, 'color', 'Color')\n",
    "plot_category_balance(train_data, validation_data, test_data, 'clarity', 'Clarity')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Буду использовать увеличение выборки (Oversampling) для \"Clarity\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "До Oversampling:  clarity\n",
      "SI1     9256\n",
      "VS2     8590\n",
      "SI2     6355\n",
      "VS1     5694\n",
      "VVS2    3551\n",
      "VVS1    2547\n",
      "IF      1254\n",
      "I1       513\n",
      "Name: count, dtype: int64\n",
      "После Oversampling:  clarity\n",
      "VVS1    9256\n",
      "SI1     9256\n",
      "SI2     9256\n",
      "VVS2    9256\n",
      "VS2     9256\n",
      "VS1     9256\n",
      "IF      9256\n",
      "I1      9256\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import RandomOverSampler\n",
    "\n",
    "print(\"До Oversampling: \", train_data['clarity'].value_counts())\n",
    "\n",
    "ros = RandomOverSampler(sampling_strategy='auto', random_state=42)\n",
    "\n",
    "X_train = train_data.drop(columns=['clarity']) # все данные, кроме столбца clarity, то есть признаки, используемые для предсказания\n",
    "y_train = train_data['clarity'] # целевой столбец clarity, который содержит классы, которые нужно сбалансировать\n",
    "\n",
    "X_resampled, y_resampled = ros.fit_resample(X_train, y_train)\n",
    "\n",
    "train_data_resampled = X_resampled.copy()\n",
    "train_data_resampled['clarity'] = y_resampled\n",
    "\n",
    "print(\"После Oversampling: \", train_data_resampled['clarity'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Используем Undersampling для \"Cut\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "До Undersampling:  cut\n",
      "Ideal        31497\n",
      "Premium      17342\n",
      "Very Good    14994\n",
      "Good          6338\n",
      "Fair          3877\n",
      "Name: count, dtype: int64\n",
      "После Undersampling:  cut\n",
      "Fair         3877\n",
      "Good         3877\n",
      "Ideal        3877\n",
      "Premium      3877\n",
      "Very Good    3877\n",
      "Name: count, dtype: int64\n",
      "Столбцы после Undersampling: Index(['carat', 'color', 'depth', 'table', 'price', 'x', 'y', 'z', 'clarity',\n",
      "       'cut'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "print(\"До Undersampling: \", train_data_resampled['cut'].value_counts())\n",
    "\n",
    "undersampler = RandomUnderSampler(sampling_strategy='auto', random_state=42)\n",
    "X_train_cut = train_data_resampled.drop(columns=['cut'])\n",
    "y_train_cut = train_data_resampled['cut']\n",
    "X_resampled_cut, y_resampled_cut = undersampler.fit_resample(X_train_cut, y_train_cut)\n",
    "\n",
    "train_data_resampled_cut = X_resampled_cut.copy()\n",
    "train_data_resampled_cut['cut'] = y_resampled_cut\n",
    "\n",
    "print(\"После Undersampling: \", train_data_resampled_cut['cut'].value_counts())\n",
    "print(\"Столбцы после Undersampling:\", train_data_resampled_cut.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "И увеличиваем количество меньших значений в 'carat' с помощью Oversampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Столбцы после Oversampling: Index(['carat', 'color', 'depth', 'table', 'price', 'x', 'y', 'z', 'clarity',\n",
      "       'cut', 'carat_binned'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "train_data_resampled_cut['carat_binned'] = pd.cut(train_data_resampled_cut['carat'], bins=5, labels=False)\n",
    "\n",
    "X_train_carat = train_data_resampled_cut.drop(columns=['carat_binned'])\n",
    "y_train_carat = train_data_resampled_cut['carat_binned']\n",
    "\n",
    "oversampler = RandomOverSampler(sampling_strategy='auto', random_state=42)\n",
    "X_resampled_carat, y_resampled_carat = oversampler.fit_resample(X_train_carat, y_train_carat)\n",
    "\n",
    "train_data_resampled_carat = X_resampled_carat.copy()\n",
    "train_data_resampled_carat['carat_binned'] = y_resampled_carat\n",
    "\n",
    "train_data_resampled_carat['carat_binned'].value_counts().plot(kind='bar')\n",
    "plt.title(\"Distribution of Carat Bins after Oversampling\")\n",
    "plt.xlabel(\"Carat Bin\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Столбцы после Oversampling:\", train_data_resampled_carat.columns)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Конструирование признаков"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   carat color  depth  table  price     x     y     z clarity   cut  ...  \\\n",
      "0   1.50     G   64.5   57.0  10352  7.15  7.09  4.59     SI1  Fair  ...   \n",
      "1   0.60     G   65.7   55.0   1197  5.31  5.23  3.46     SI1  Fair  ...   \n",
      "2   1.83     J   70.0   58.0   5083  7.34  7.28  5.12      I1  Fair  ...   \n",
      "3   0.90     D   63.8   61.0   4252  6.07  5.99  3.85     SI1  Fair  ...   \n",
      "4   0.71     G   65.7   56.0   2274  5.51  5.54  3.63     VS2  Fair  ...   \n",
      "\n",
      "   color_H  color_I  color_J  clarity_IF  clarity_SI1  clarity_SI2  \\\n",
      "0      0.0      0.0      0.0         0.0          1.0          0.0   \n",
      "1      0.0      0.0      0.0         0.0          1.0          0.0   \n",
      "2      0.0      0.0      1.0         0.0          0.0          0.0   \n",
      "3      0.0      0.0      0.0         0.0          1.0          0.0   \n",
      "4      0.0      0.0      0.0         0.0          0.0          0.0   \n",
      "\n",
      "   clarity_VS1  clarity_VS2  clarity_VVS1  clarity_VVS2  \n",
      "0          0.0          0.0           0.0           0.0  \n",
      "1          0.0          0.0           0.0           0.0  \n",
      "2          0.0          0.0           0.0           0.0  \n",
      "3          0.0          0.0           0.0           0.0  \n",
      "4          0.0          1.0           0.0           0.0  \n",
      "\n",
      "[5 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder, StandardScaler, MinMaxScaler\n",
    "\n",
    "categorical_features = ['cut', 'color', 'clarity']\n",
    "\n",
    "encoder = OneHotEncoder(sparse_output=False, drop='first')\n",
    "encoded_data = pd.DataFrame(encoder.fit_transform(train_data_resampled_carat[categorical_features]))\n",
    "encoded_data.columns = encoder.get_feature_names_out(categorical_features)\n",
    "\n",
    "train_data_encoded = pd.concat([train_data_resampled_carat.reset_index(drop=True), encoded_data], axis=1)\n",
    "\n",
    "print(train_data_encoded.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   carat  carat_binned  depth  depth_binned  table  table_binned  price  \\\n",
      "0   1.50             1   64.5             2   57.0             1  10352   \n",
      "1   0.60             0   65.7             3   55.0             1   1197   \n",
      "2   1.83             1   70.0             3   58.0             2   5083   \n",
      "3   0.90             0   63.8             2   61.0             2   4252   \n",
      "4   0.71             0   65.7             3   56.0             1   2274   \n",
      "\n",
      "   price_binned  \n",
      "0             2  \n",
      "1             0  \n",
      "2             1  \n",
      "3             1  \n",
      "4             0  \n"
     ]
    }
   ],
   "source": [
    "num_bins = 5\n",
    "\n",
    "train_data_encoded['carat_binned'] = pd.cut(train_data_encoded['carat'], bins=num_bins, labels=False)\n",
    "train_data_encoded['depth_binned'] = pd.cut(train_data_encoded['depth'], bins=num_bins, labels=False)\n",
    "train_data_encoded['table_binned'] = pd.cut(train_data_encoded['table'], bins=num_bins, labels=False)\n",
    "train_data_encoded['price_binned'] = pd.cut(train_data_encoded['price'], bins=num_bins, labels=False)\n",
    "\n",
    "print(train_data_encoded[['carat', 'carat_binned', 'depth', 'depth_binned', \n",
    "                         'table', 'table_binned', 'price', 'price_binned']].head())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ручной синтез"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = train_data_encoded.copy()\n",
    "\n",
    "data['price_per_carat'] = data['price'] / data['carat']\n",
    "data['volume'] = data['x'] * data['y'] * data['z']\n",
    "data['surface_area'] = data['table'] * data['depth'] / 100\n",
    "\n",
    "\n",
    "data['cut_score'] = data['cut'].map({'Fair': 1, 'Good': 2, 'Very Good': 3, 'Premium': 4, 'Ideal': 5})\n",
    "data['color_score'] = data['color'].map({'J': 1, 'I': 2, 'H': 3, 'G': 4, 'F': 5, 'E': 6, 'D': 7})\n",
    "data['clarity_score'] = data['clarity'].map({'I1': 1, 'SI2': 2, 'SI1': 3, 'VS2': 4, 'VS1': 5, 'VVS2': 6, 'VVS1': 7, 'IF': 8})\n",
    "data['quality_score'] = data['cut_score'] + data['color_score'] + data['clarity_score']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Масштабирование признаков"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   carat color  depth  table  price     x     y     z clarity   cut  ...  \\\n",
      "0   1.50     G   64.5   57.0  10352  7.15  7.09  4.59     SI1  Fair  ...   \n",
      "1   0.60     G   65.7   55.0   1197  5.31  5.23  3.46     SI1  Fair  ...   \n",
      "2   1.83     J   70.0   58.0   5083  7.34  7.28  5.12      I1  Fair  ...   \n",
      "3   0.90     D   63.8   61.0   4252  6.07  5.99  3.85     SI1  Fair  ...   \n",
      "4   0.71     G   65.7   56.0   2274  5.51  5.54  3.63     VS2  Fair  ...   \n",
      "\n",
      "   price_per_carat_standard  volume_standard  surface_area_standard  \\\n",
      "0                  1.486375        -0.636594               0.011271   \n",
      "1                 -1.179201        -1.340819              -0.335758   \n",
      "2                 -0.754022        -0.425704               2.123745   \n",
      "3                  0.303687        -1.114517               1.197231   \n",
      "4                 -0.523003        -1.264937               0.026144   \n",
      "\n",
      "   quality_score_standard  carat_norm  price_norm  price_per_carat_norm  \\\n",
      "0                0.046561    0.302326    0.542508              0.348688   \n",
      "1                0.046561    0.093023    0.047080              0.056256   \n",
      "2               -1.288747    0.379070    0.257373              0.102901   \n",
      "3                0.847745    0.162791    0.212403              0.218939   \n",
      "4                0.313622    0.118605    0.105363              0.128245   \n",
      "\n",
      "   volume_norm  surface_area_norm  quality_score_norm  \n",
      "0     0.333140           0.391412            0.294118  \n",
      "1     0.137573           0.373071            0.294118  \n",
      "2     0.391705           0.503057            0.000000  \n",
      "3     0.200418           0.454090            0.470588  \n",
      "4     0.158646           0.392198            0.352941  \n",
      "\n",
      "[5 rows x 50 columns]\n"
     ]
    }
   ],
   "source": [
    "features_to_scale = ['carat', 'price', 'price_per_carat', 'volume', 'surface_area', 'quality_score']\n",
    "\n",
    "#  Стандартизация признаков\n",
    "scaler_standard = StandardScaler()\n",
    "data_standardized = pd.DataFrame(scaler_standard.fit_transform(data[features_to_scale]), columns=[f\"{col}_standard\" for col in features_to_scale])\n",
    "\n",
    "# Нормализация признаков\n",
    "scaler_minmax = MinMaxScaler()\n",
    "data_normalized = pd.DataFrame(scaler_minmax.fit_transform(data[features_to_scale]), columns=[f\"{col}_norm\" for col in features_to_scale])\n",
    "\n",
    "data = pd.concat([data.reset_index(drop=True), data_standardized, data_normalized], axis=1) # теперь их объеденяем\n",
    "\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\featuretools\\entityset\\entityset.py:1733: UserWarning: index index not found in dataframe, creating new integer column\n",
      "  warnings.warn(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\woodwork\\type_sys\\utils.py:33: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
      "  pd.to_datetime(\n",
      "c:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\featuretools\\synthesis\\deep_feature_synthesis.py:169: UserWarning: Only one dataframe in entityset, changing max_depth to 1 since deeper features cannot be created\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       carat color  depth  table  price     x     y     z clarity   cut  ...  \\\n",
      "index                                                                    ...   \n",
      "0       1.50     G   64.5   57.0  10352  7.15  7.09  4.59     SI1  Fair  ...   \n",
      "1       0.60     G   65.7   55.0   1197  5.31  5.23  3.46     SI1  Fair  ...   \n",
      "2       1.83     J   70.0   58.0   5083  7.34  7.28  5.12      I1  Fair  ...   \n",
      "3       0.90     D   63.8   61.0   4252  6.07  5.99  3.85     SI1  Fair  ...   \n",
      "4       0.71     G   65.7   56.0   2274  5.51  5.54  3.63     VS2  Fair  ...   \n",
      "\n",
      "       clarity_IF  clarity_SI1  clarity_SI2  clarity_VS1  clarity_VS2  \\\n",
      "index                                                                   \n",
      "0             0.0          1.0          0.0          0.0          0.0   \n",
      "1             0.0          1.0          0.0          0.0          0.0   \n",
      "2             0.0          0.0          0.0          0.0          0.0   \n",
      "3             0.0          1.0          0.0          0.0          0.0   \n",
      "4             0.0          0.0          0.0          0.0          1.0   \n",
      "\n",
      "       clarity_VVS1  clarity_VVS2  depth_binned  table_binned  price_binned  \n",
      "index                                                                        \n",
      "0               0.0           0.0             2             1             2  \n",
      "1               0.0           0.0             3             1             0  \n",
      "2               0.0           0.0             3             2             1  \n",
      "3               0.0           0.0             2             2             1  \n",
      "4               0.0           0.0             3             1             0  \n",
      "\n",
      "[5 rows x 31 columns]\n"
     ]
    }
   ],
   "source": [
    "import featuretools as ft\n",
    "\n",
    "data = train_data_encoded.copy()  # Используем предобработанные данные\n",
    "\n",
    "es = ft.EntitySet(id=\"diamonds\")\n",
    "\n",
    "es = es.add_dataframe(dataframe_name=\"diamonds_data\", dataframe=data, index=\"index\")\n",
    "\n",
    "feature_matrix, feature_defs = ft.dfs(\n",
    "    entityset=es, \n",
    "    target_dataframe_name=\"diamonds_data\",\n",
    "    max_depth=2\n",
    ")\n",
    "\n",
    "print(feature_matrix.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Оцениваем качество каждого набора<br>\n",
    "В коде есть комментарии указывающие что мы сейчас оцениваем."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Предсказательная способность (MSE): 769447.425412744\n",
      "Скорость обучения: 0.9312052726745605 секунд\n",
      "Скорость предсказания: 0.009320497512817383 секунд\n",
      "Надежность (стабильность MSE): 9415.05041335384\n",
      "Корреляционная матрица признаков:\n",
      "                   index     carat     depth     table         x         y  \\\n",
      "index          1.000000  0.918976  0.256560 -0.012994  0.881745  0.881997   \n",
      "carat          0.918976  1.000000  0.317029  0.011338  0.965007  0.964633   \n",
      "depth          0.256560  0.317029  1.000000 -0.523388  0.214227  0.212123   \n",
      "table         -0.012994  0.011338 -0.523388  1.000000  0.068165  0.061429   \n",
      "x              0.881745  0.965007  0.214227  0.068165  1.000000  0.998661   \n",
      "y              0.881997  0.964633  0.212123  0.061429  0.998661  1.000000   \n",
      "z              0.874093  0.962961  0.422732 -0.067003  0.966991  0.966578   \n",
      "carat_binned   0.936744  0.980069  0.299586 -0.006563  0.954800  0.954348   \n",
      "cut_Good      -0.197076 -0.178975 -0.244465  0.324476 -0.140993 -0.137115   \n",
      "cut_Ideal     -0.266915 -0.293529 -0.159223 -0.225245 -0.308059 -0.303008   \n",
      "cut_Premium   -0.106465 -0.150300 -0.286254  0.108195 -0.104058 -0.105738   \n",
      "cut_Very Good -0.086479 -0.163226 -0.164405 -0.010754 -0.162451 -0.152861   \n",
      "color_E       -0.174812 -0.199907 -0.120239  0.132333 -0.204134 -0.202557   \n",
      "color_F       -0.253824 -0.269185 -0.048395 -0.001821 -0.268046 -0.268242   \n",
      "color_G       -0.264394 -0.282227 -0.076425 -0.032431 -0.262968 -0.263331   \n",
      "color_H        0.260031  0.235182  0.080885 -0.015329  0.229047  0.223693   \n",
      "color_I        0.117366  0.102229 -0.113178  0.080852  0.144121  0.146060   \n",
      "color_J        0.202485  0.292015  0.215944 -0.024922  0.241304  0.244249   \n",
      "clarity_IF    -0.181797 -0.220384 -0.112810 -0.049651 -0.255666 -0.252669   \n",
      "clarity_SI1   -0.212170 -0.222121 -0.108779  0.010751 -0.204318 -0.201694   \n",
      "clarity_SI2   -0.162937 -0.168896 -0.141779  0.073969 -0.108325 -0.104168   \n",
      "clarity_VS1   -0.202684 -0.220126 -0.116339  0.007504 -0.220583 -0.218858   \n",
      "clarity_VS2   -0.190586 -0.206457 -0.112282  0.012328 -0.194913 -0.192109   \n",
      "clarity_VVS1  -0.187562 -0.229651 -0.101446 -0.032463 -0.271730 -0.270343   \n",
      "clarity_VVS2  -0.193781 -0.224968 -0.091511 -0.030425 -0.254022 -0.251780   \n",
      "depth_binned   0.245417  0.295187  0.870892 -0.566471  0.205631  0.206883   \n",
      "table_binned   0.074231  0.114544 -0.377101  0.817051  0.134186  0.131247   \n",
      "price_binned   0.747669  0.815253  0.160678  0.042235  0.811691  0.817555   \n",
      "cut_Good      -0.197076 -0.178975 -0.244465  0.324476 -0.140993 -0.137115   \n",
      "cut_Ideal     -0.266915 -0.293529 -0.159223 -0.225245 -0.308059 -0.303008   \n",
      "cut_Premium   -0.106465 -0.150300 -0.286254  0.108195 -0.104058 -0.105738   \n",
      "cut_Very Good -0.086479 -0.163226 -0.164405 -0.010754 -0.162451 -0.152861   \n",
      "color_E       -0.174812 -0.199907 -0.120239  0.132333 -0.204134 -0.202557   \n",
      "color_F       -0.253824 -0.269185 -0.048395 -0.001821 -0.268046 -0.268242   \n",
      "color_G       -0.264394 -0.282227 -0.076425 -0.032431 -0.262968 -0.263331   \n",
      "color_H        0.260031  0.235182  0.080885 -0.015329  0.229047  0.223693   \n",
      "color_I        0.117366  0.102229 -0.113178  0.080852  0.144121  0.146060   \n",
      "color_J        0.202485  0.292015  0.215944 -0.024922  0.241304  0.244249   \n",
      "clarity_IF    -0.181797 -0.220384 -0.112810 -0.049651 -0.255666 -0.252669   \n",
      "clarity_SI1   -0.212170 -0.222121 -0.108779  0.010751 -0.204318 -0.201694   \n",
      "clarity_SI2   -0.162937 -0.168896 -0.141779  0.073969 -0.108325 -0.104168   \n",
      "clarity_VS1   -0.202684 -0.220126 -0.116339  0.007504 -0.220583 -0.218858   \n",
      "clarity_VS2   -0.190586 -0.206457 -0.112282  0.012328 -0.194913 -0.192109   \n",
      "clarity_VVS1  -0.187562 -0.229651 -0.101446 -0.032463 -0.271730 -0.270343   \n",
      "clarity_VVS2  -0.193781 -0.224968 -0.091511 -0.030425 -0.254022 -0.251780   \n",
      "\n",
      "                      z  carat_binned  cut_Good  cut_Ideal  ...   color_H  \\\n",
      "index          0.874093      0.936744 -0.197076  -0.266915  ...  0.260031   \n",
      "carat          0.962961      0.980069 -0.178975  -0.293529  ...  0.235182   \n",
      "depth          0.422732      0.299586 -0.244465  -0.159223  ...  0.080885   \n",
      "table         -0.067003     -0.006563  0.324476  -0.225245  ... -0.015329   \n",
      "x              0.966991      0.954800 -0.140993  -0.308059  ...  0.229047   \n",
      "y              0.966578      0.954348 -0.137115  -0.303008  ...  0.223693   \n",
      "z              1.000000      0.948784 -0.191932  -0.311613  ...  0.226114   \n",
      "carat_binned   0.948784      1.000000 -0.175908  -0.285435  ...  0.273119   \n",
      "cut_Good      -0.191932     -0.175908  1.000000  -0.131819  ... -0.135046   \n",
      "cut_Ideal     -0.311613     -0.285435 -0.131819   1.000000  ... -0.071273   \n",
      "cut_Premium   -0.161545     -0.138476 -0.180437  -0.141673  ... -0.101136   \n",
      "cut_Very Good -0.178681     -0.160568 -0.158199  -0.124212  ... -0.066590   \n",
      "color_E       -0.210177     -0.199353  0.180753   0.043481  ... -0.192503   \n",
      "color_F       -0.256080     -0.267207  0.020500   0.079422  ... -0.199995   \n",
      "color_G       -0.268521     -0.273979  0.029838   0.102871  ... -0.255060   \n",
      "color_H        0.226114      0.273119 -0.135046  -0.071273  ...  1.000000   \n",
      "color_I        0.102372      0.129941  0.064618  -0.038568  ... -0.309138   \n",
      "color_J        0.279789      0.219450 -0.098352  -0.072643  ... -0.264988   \n",
      "clarity_IF    -0.253221     -0.213292 -0.008462   0.203602  ... -0.054606   \n",
      "clarity_SI1   -0.210001     -0.227317  0.081039   0.051568  ... -0.024638   \n",
      "clarity_SI2   -0.130004     -0.162642  0.110280   0.019205  ... -0.037742   \n",
      "clarity_VS1   -0.225411     -0.224820  0.045321   0.096886  ... -0.065186   \n",
      "clarity_VS2   -0.200809     -0.208082  0.030034   0.081414  ... -0.071251   \n",
      "clarity_VVS1  -0.266684     -0.221868  0.002891   0.158572  ... -0.052581   \n",
      "clarity_VVS2  -0.248962     -0.224522  0.018263   0.129101  ... -0.068533   \n",
      "depth_binned   0.393501      0.276906 -0.352815  -0.126332  ... -0.037413   \n",
      "table_binned   0.034246      0.076420  0.218950  -0.309130  ... -0.059176   \n",
      "price_binned   0.792153      0.798011 -0.109808  -0.163178  ...  0.151799   \n",
      "cut_Good      -0.191932     -0.175908  1.000000  -0.131819  ... -0.135046   \n",
      "cut_Ideal     -0.311613     -0.285435 -0.131819   1.000000  ... -0.071273   \n",
      "cut_Premium   -0.161545     -0.138476 -0.180437  -0.141673  ... -0.101136   \n",
      "cut_Very Good -0.178681     -0.160568 -0.158199  -0.124212  ... -0.066590   \n",
      "color_E       -0.210177     -0.199353  0.180753   0.043481  ... -0.192503   \n",
      "color_F       -0.256080     -0.267207  0.020500   0.079422  ... -0.199995   \n",
      "color_G       -0.268521     -0.273979  0.029838   0.102871  ... -0.255060   \n",
      "color_H        0.226114      0.273119 -0.135046  -0.071273  ...  1.000000   \n",
      "color_I        0.102372      0.129941  0.064618  -0.038568  ... -0.309138   \n",
      "color_J        0.279789      0.219450 -0.098352  -0.072643  ... -0.264988   \n",
      "clarity_IF    -0.253221     -0.213292 -0.008462   0.203602  ... -0.054606   \n",
      "clarity_SI1   -0.210001     -0.227317  0.081039   0.051568  ... -0.024638   \n",
      "clarity_SI2   -0.130004     -0.162642  0.110280   0.019205  ... -0.037742   \n",
      "clarity_VS1   -0.225411     -0.224820  0.045321   0.096886  ... -0.065186   \n",
      "clarity_VS2   -0.200809     -0.208082  0.030034   0.081414  ... -0.071251   \n",
      "clarity_VVS1  -0.266684     -0.221868  0.002891   0.158572  ... -0.052581   \n",
      "clarity_VVS2  -0.248962     -0.224522  0.018263   0.129101  ... -0.068533   \n",
      "\n",
      "                color_I   color_J  clarity_IF  clarity_SI1  clarity_SI2  \\\n",
      "index          0.117366  0.202485   -0.181797    -0.212170    -0.162937   \n",
      "carat          0.102229  0.292015   -0.220384    -0.222121    -0.168896   \n",
      "depth         -0.113178  0.215944   -0.112810    -0.108779    -0.141779   \n",
      "table          0.080852 -0.024922   -0.049651     0.010751     0.073969   \n",
      "x              0.144121  0.241304   -0.255666    -0.204318    -0.108325   \n",
      "y              0.146060  0.244249   -0.252669    -0.201694    -0.104168   \n",
      "z              0.102372  0.279789   -0.253221    -0.210001    -0.130004   \n",
      "carat_binned   0.129941  0.219450   -0.213292    -0.227317    -0.162642   \n",
      "cut_Good       0.064618 -0.098352   -0.008462     0.081039     0.110280   \n",
      "cut_Ideal     -0.038568 -0.072643    0.203602     0.051568     0.019205   \n",
      "cut_Premium    0.105213 -0.084217    0.012019     0.073734     0.076342   \n",
      "cut_Very Good  0.062781 -0.077472    0.062992     0.077184     0.071627   \n",
      "color_E       -0.146245 -0.125359    0.006989     0.048760     0.060037   \n",
      "color_F       -0.151937 -0.130238    0.067814     0.026771     0.056315   \n",
      "color_G       -0.193770 -0.166096    0.118431     0.009543     0.012232   \n",
      "color_H       -0.309138 -0.264988   -0.054606    -0.024638    -0.037742   \n",
      "color_I        1.000000 -0.201312   -0.056505    -0.029603    -0.010066   \n",
      "color_J       -0.201312  1.000000   -0.042570    -0.032981    -0.082478   \n",
      "clarity_IF    -0.056505 -0.042570    1.000000    -0.049155    -0.065849   \n",
      "clarity_SI1   -0.029603 -0.032981   -0.049155     1.000000    -0.099840   \n",
      "clarity_SI2   -0.010066 -0.082478   -0.065849    -0.099840     1.000000   \n",
      "clarity_VS1   -0.008767 -0.024548   -0.041445    -0.062839    -0.084180   \n",
      "clarity_VS2   -0.001448  0.005467   -0.044484    -0.067447    -0.090353   \n",
      "clarity_VVS1  -0.038316 -0.052719   -0.033043    -0.050101    -0.067116   \n",
      "clarity_VVS2  -0.051227 -0.036439   -0.034892    -0.052904    -0.070871   \n",
      "depth_binned  -0.075038  0.318499   -0.079937    -0.107482    -0.137301   \n",
      "table_binned   0.017798  0.061547   -0.052251     0.019997     0.046550   \n",
      "price_binned   0.080443  0.194458   -0.116621    -0.094520     0.030333   \n",
      "cut_Good       0.064618 -0.098352   -0.008462     0.081039     0.110280   \n",
      "cut_Ideal     -0.038568 -0.072643    0.203602     0.051568     0.019205   \n",
      "cut_Premium    0.105213 -0.084217    0.012019     0.073734     0.076342   \n",
      "cut_Very Good  0.062781 -0.077472    0.062992     0.077184     0.071627   \n",
      "color_E       -0.146245 -0.125359    0.006989     0.048760     0.060037   \n",
      "color_F       -0.151937 -0.130238    0.067814     0.026771     0.056315   \n",
      "color_G       -0.193770 -0.166096    0.118431     0.009543     0.012232   \n",
      "color_H       -0.309138 -0.264988   -0.054606    -0.024638    -0.037742   \n",
      "color_I        1.000000 -0.201312   -0.056505    -0.029603    -0.010066   \n",
      "color_J       -0.201312  1.000000   -0.042570    -0.032981    -0.082478   \n",
      "clarity_IF    -0.056505 -0.042570    1.000000    -0.049155    -0.065849   \n",
      "clarity_SI1   -0.029603 -0.032981   -0.049155     1.000000    -0.099840   \n",
      "clarity_SI2   -0.010066 -0.082478   -0.065849    -0.099840     1.000000   \n",
      "clarity_VS1   -0.008767 -0.024548   -0.041445    -0.062839    -0.084180   \n",
      "clarity_VS2   -0.001448  0.005467   -0.044484    -0.067447    -0.090353   \n",
      "clarity_VVS1  -0.038316 -0.052719   -0.033043    -0.050101    -0.067116   \n",
      "clarity_VVS2  -0.051227 -0.036439   -0.034892    -0.052904    -0.070871   \n",
      "\n",
      "               clarity_VS1  clarity_VS2  clarity_VVS1  clarity_VVS2  \n",
      "index            -0.202684    -0.190586     -0.187562     -0.193781  \n",
      "carat            -0.220126    -0.206457     -0.229651     -0.224968  \n",
      "depth            -0.116339    -0.112282     -0.101446     -0.091511  \n",
      "table             0.007504     0.012328     -0.032463     -0.030425  \n",
      "x                -0.220583    -0.194913     -0.271730     -0.254022  \n",
      "y                -0.218858    -0.192109     -0.270343     -0.251780  \n",
      "z                -0.225411    -0.200809     -0.266684     -0.248962  \n",
      "carat_binned     -0.224820    -0.208082     -0.221868     -0.224522  \n",
      "cut_Good          0.045321     0.030034      0.002891      0.018263  \n",
      "cut_Ideal         0.096886     0.081414      0.158572      0.129101  \n",
      "cut_Premium       0.058620     0.089749      0.029293      0.012928  \n",
      "cut_Very Good     0.059445     0.073481      0.070278      0.087436  \n",
      "color_E           0.028625     0.023490      0.045116      0.055769  \n",
      "color_F           0.046575     0.032305      0.065653      0.059278  \n",
      "color_G           0.064229     0.036578      0.072317      0.078458  \n",
      "color_H          -0.065186    -0.071251     -0.052581     -0.068533  \n",
      "color_I          -0.008767    -0.001448     -0.038316     -0.051227  \n",
      "color_J          -0.024548     0.005467     -0.052719     -0.036439  \n",
      "clarity_IF       -0.041445    -0.044484     -0.033043     -0.034892  \n",
      "clarity_SI1      -0.062839    -0.067447     -0.050101     -0.052904  \n",
      "clarity_SI2      -0.084180    -0.090353     -0.067116     -0.070871  \n",
      "clarity_VS1       1.000000    -0.056868     -0.042242     -0.044606  \n",
      "clarity_VS2      -0.056868     1.000000     -0.045340     -0.047877  \n",
      "clarity_VVS1     -0.042242    -0.045340      1.000000     -0.035564  \n",
      "clarity_VVS2     -0.044606    -0.047877     -0.035564      1.000000  \n",
      "depth_binned     -0.094953    -0.096364     -0.082692     -0.080568  \n",
      "table_binned      0.006478     0.018598     -0.041154     -0.040427  \n",
      "price_binned     -0.097141    -0.070453     -0.143954     -0.134063  \n",
      "cut_Good          0.045321     0.030034      0.002891      0.018263  \n",
      "cut_Ideal         0.096886     0.081414      0.158572      0.129101  \n",
      "cut_Premium       0.058620     0.089749      0.029293      0.012928  \n",
      "cut_Very Good     0.059445     0.073481      0.070278      0.087436  \n",
      "color_E           0.028625     0.023490      0.045116      0.055769  \n",
      "color_F           0.046575     0.032305      0.065653      0.059278  \n",
      "color_G           0.064229     0.036578      0.072317      0.078458  \n",
      "color_H          -0.065186    -0.071251     -0.052581     -0.068533  \n",
      "color_I          -0.008767    -0.001448     -0.038316     -0.051227  \n",
      "color_J          -0.024548     0.005467     -0.052719     -0.036439  \n",
      "clarity_IF       -0.041445    -0.044484     -0.033043     -0.034892  \n",
      "clarity_SI1      -0.062839    -0.067447     -0.050101     -0.052904  \n",
      "clarity_SI2      -0.084180    -0.090353     -0.067116     -0.070871  \n",
      "clarity_VS1       1.000000    -0.056868     -0.042242     -0.044606  \n",
      "clarity_VS2      -0.056868     1.000000     -0.045340     -0.047877  \n",
      "clarity_VVS1     -0.042242    -0.045340      1.000000     -0.035564  \n",
      "clarity_VVS2     -0.044606    -0.047877     -0.035564      1.000000  \n",
      "\n",
      "[45 rows x 45 columns]\n",
      "Пропуски в данных:\n",
      " index            0\n",
      "carat            0\n",
      "color            0\n",
      "depth            0\n",
      "table            0\n",
      "price            0\n",
      "x                0\n",
      "y                0\n",
      "z                0\n",
      "clarity          0\n",
      "cut              0\n",
      "carat_binned     0\n",
      "cut_Good         0\n",
      "cut_Ideal        0\n",
      "cut_Premium      0\n",
      "cut_Very Good    0\n",
      "color_E          0\n",
      "color_F          0\n",
      "color_G          0\n",
      "color_H          0\n",
      "color_I          0\n",
      "color_J          0\n",
      "clarity_IF       0\n",
      "clarity_SI1      0\n",
      "clarity_SI2      0\n",
      "clarity_VS1      0\n",
      "clarity_VS2      0\n",
      "clarity_VVS1     0\n",
      "clarity_VVS2     0\n",
      "depth_binned     0\n",
      "table_binned     0\n",
      "price_binned     0\n",
      "dtype: int64\n",
      "Сводка по данным:\n",
      "               index         carat         depth         table         price  \\\n",
      "count  70315.000000  70315.000000  70315.000000  70315.000000  70315.000000   \n",
      "mean   35157.000000      2.257318     63.299607     58.124889   9377.150124   \n",
      "std    20298.336426      1.249989      3.131217      2.946560   5572.610635   \n",
      "min        0.000000      0.200000     44.000000     43.000000    327.000000   \n",
      "25%    17578.500000      1.200000     61.400000     56.000000   4916.000000   \n",
      "50%    35157.000000      2.040000     63.300000     58.000000   9664.000000   \n",
      "75%    52735.500000      3.110000     65.800000     60.000000  13945.000000   \n",
      "max    70314.000000      4.500000     79.000000     79.000000  18806.000000   \n",
      "\n",
      "                  x             y             z  carat_binned      cut_Good  \\\n",
      "count  70315.000000  70315.000000  70315.000000  70315.000000  70315.000000   \n",
      "mean       7.939428      7.885353      5.016576      2.000000      0.143753   \n",
      "std        1.696162      1.661164      1.150922      1.414224      0.350842   \n",
      "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
      "25%        6.760000      6.740000      4.190000      1.000000      0.000000   \n",
      "50%        8.050000      8.010000      5.140000      2.000000      0.000000   \n",
      "75%        9.420000      9.340000      5.970000      3.000000      0.000000   \n",
      "max       10.230000     10.160000      6.720000      4.000000      1.000000   \n",
      "\n",
      "       ...    clarity_IF   clarity_SI1   clarity_SI2   clarity_VS1  \\\n",
      "count  ...  70315.000000  70315.000000  70315.000000  70315.000000   \n",
      "mean   ...      0.031402      0.069359      0.117969      0.050316   \n",
      "std    ...      0.174402      0.254066      0.322574      0.218599   \n",
      "min    ...      0.000000      0.000000      0.000000      0.000000   \n",
      "25%    ...      0.000000      0.000000      0.000000      0.000000   \n",
      "50%    ...      0.000000      0.000000      0.000000      0.000000   \n",
      "75%    ...      0.000000      0.000000      0.000000      0.000000   \n",
      "max    ...      1.000000      1.000000      1.000000      1.000000   \n",
      "\n",
      "        clarity_VS2  clarity_VVS1  clarity_VVS2  depth_binned  table_binned  \\\n",
      "count  70315.000000  70315.000000  70315.000000  70315.000000  70315.000000   \n",
      "mean       0.057527      0.032582      0.036194      2.244059      1.599346   \n",
      "std        0.232848      0.177541      0.186775      0.581360      0.537429   \n",
      "min        0.000000      0.000000      0.000000      0.000000      0.000000   \n",
      "25%        0.000000      0.000000      0.000000      2.000000      1.000000   \n",
      "50%        0.000000      0.000000      0.000000      2.000000      2.000000   \n",
      "75%        0.000000      0.000000      0.000000      3.000000      2.000000   \n",
      "max        1.000000      1.000000      1.000000      4.000000      4.000000   \n",
      "\n",
      "       price_binned  \n",
      "count  70315.000000  \n",
      "mean       1.960620  \n",
      "std        1.454469  \n",
      "min        0.000000  \n",
      "25%        1.000000  \n",
      "50%        2.000000  \n",
      "75%        3.000000  \n",
      "max        4.000000  \n",
      "\n",
      "[8 rows x 29 columns]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_score, train_test_split\n",
    "from sklearn.metrics import mean_squared_error, accuracy_score, f1_score\n",
    "import time\n",
    "\n",
    "categorical_features = ['cut', 'color', 'clarity']\n",
    "encoder = OneHotEncoder(sparse_output=False, drop='first')\n",
    "encoded_data = pd.DataFrame(encoder.fit_transform(data[categorical_features]))\n",
    "encoded_data.columns = encoder.get_feature_names_out(categorical_features)\n",
    "\n",
    "data_encoded = pd.concat([data.drop(columns=categorical_features), encoded_data], axis=1)\n",
    "\n",
    "X = data_encoded.drop(columns=['price'])  # Признаки\n",
    "y = data_encoded['price']  # Целевая переменная\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "\n",
    "# 1. Оценка предсказательной способности\n",
    "model = LinearRegression()\n",
    "\n",
    "cv_scores = cross_val_score(model, X_train, y_train, cv=5, scoring='neg_mean_squared_error')\n",
    "mean_mse = -np.mean(cv_scores)\n",
    "print(\"Предсказательная способность (MSE):\", mean_mse)\n",
    "\n",
    "\n",
    "# 2. Оценка скорости вычисления\n",
    "start_time = time.time()\n",
    "model.fit(X_train, y_train)\n",
    "train_time = time.time() - start_time\n",
    "\n",
    "start_time = time.time()\n",
    "y_pred = model.predict(X_test)\n",
    "predict_time = time.time() - start_time\n",
    "\n",
    "print(\"Скорость обучения:\", train_time, \"секунд\")\n",
    "print(\"Скорость предсказания:\", predict_time, \"секунд\")\n",
    "\n",
    "# 3. Оценка надежности\n",
    "std_mse = np.std(-cv_scores)\n",
    "print(\"Надежность (стабильность MSE):\", std_mse)\n",
    "\n",
    "# 4. Оценка корреляции\n",
    "correlation_matrix = X.corr()\n",
    "print(\"Корреляционная матрица признаков:\\n\", correlation_matrix)\n",
    "\n",
    "# 5. Оценка цельности\n",
    "print(\"Пропуски в данных:\\n\", data.isnull().sum())\n",
    "print(\"Сводка по данным:\\n\", data.describe())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По итогу MSE у меня равен 769447.43, что можно считать относительно высоким. В последующих работах я буду лучше больше уделять времени на выборки данных, для повышения точности предсказаний."
   ]
  }
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