{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Лабораторная работа №2\n",
    "\n",
    "## 1. Первый набор данных Forbes 2022 Billionaires data (Данные о миллиардерах Forbes за 2022 год)\n",
    "\n",
    "Выгрузка данных из CSV файла в датафрейм\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 844,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Rank ', 'Name', 'Networth', 'Age', 'Country', 'Source', 'Industry'], dtype='object')\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2600 entries, 0 to 2599\n",
      "Data columns (total 7 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Rank      2600 non-null   int64  \n",
      " 1   Name      2600 non-null   object \n",
      " 2   Networth  2600 non-null   float64\n",
      " 3   Age       2600 non-null   int64  \n",
      " 4   Country   2600 non-null   object \n",
      " 5   Source    2600 non-null   object \n",
      " 6   Industry  2600 non-null   object \n",
      "dtypes: float64(1), int64(2), object(4)\n",
      "memory usage: 142.3+ KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "# Загрузка данных\n",
    "df = pd.read_csv(\"..//..//static//csv//Forbes Billionaires.csv\")\n",
    "\n",
    "# Вывод колонок\n",
    "print(df.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Описание набора  \n",
    "The World's Billionaires — ежегодный рейтинг самых богатых миллиардеров мира по документально подтвержденному состоянию, составляемый и публикуемый в марте каждого года американским деловым журналом Forbes. Общая чистая стоимость каждого человека в списке оценивается и указывается в долларах США на основе их документально подтвержденных активов с учетом задолженности и других факторов. Члены королевской семьи и диктаторы, чье богатство обусловлено их положением, исключены из этих списков. Этот рейтинг представляет собой индекс самых богатых документально подтвержденных лиц, исключая любой рейтинг тех, чье богатство не может быть полностью установлено.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 845,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Networth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Country</th>\n",
       "      <th>Source</th>\n",
       "      <th>Industry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>219.0</td>\n",
       "      <td>50</td>\n",
       "      <td>United States</td>\n",
       "      <td>Tesla, SpaceX</td>\n",
       "      <td>Automotive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jeff Bezos</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58</td>\n",
       "      <td>United States</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Bernard Arnault &amp; family</td>\n",
       "      <td>158.0</td>\n",
       "      <td>73</td>\n",
       "      <td>France</td>\n",
       "      <td>LVMH</td>\n",
       "      <td>Fashion &amp; Retail</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>129.0</td>\n",
       "      <td>66</td>\n",
       "      <td>United States</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>Technology</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>118.0</td>\n",
       "      <td>91</td>\n",
       "      <td>United States</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>Finance &amp; Investments</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                        Name  Networth  Age        Country  \\\n",
       "0      1                 Elon Musk      219.0   50  United States   \n",
       "1      2                Jeff Bezos      171.0   58  United States   \n",
       "2      3  Bernard Arnault & family      158.0   73         France   \n",
       "3      4                Bill Gates      129.0   66  United States   \n",
       "4      5            Warren Buffett      118.0   91  United States   \n",
       "\n",
       "               Source                Industry  \n",
       "0       Tesla, SpaceX             Automotive   \n",
       "1              Amazon             Technology   \n",
       "2                LVMH       Fashion & Retail   \n",
       "3           Microsoft             Technology   \n",
       "4  Berkshire Hathaway  Finance & Investments   "
      ]
     },
     "execution_count": 845,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Вывод столбцов\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 846,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Networth</th>\n",
       "      <th>Age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2600.000000</td>\n",
       "      <td>2600.000000</td>\n",
       "      <td>2600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1269.570769</td>\n",
       "      <td>4.860750</td>\n",
       "      <td>64.271923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>728.146364</td>\n",
       "      <td>10.659671</td>\n",
       "      <td>13.220607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>19.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>637.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1292.000000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>64.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1929.000000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>74.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2578.000000</td>\n",
       "      <td>219.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Rank      Networth          Age\n",
       "count  2600.000000  2600.000000  2600.000000\n",
       "mean   1269.570769     4.860750    64.271923\n",
       "std     728.146364    10.659671    13.220607\n",
       "min       1.000000     1.000000    19.000000\n",
       "25%     637.000000     1.500000    55.000000\n",
       "50%    1292.000000     2.400000    64.000000\n",
       "75%    1929.000000     4.500000    74.000000\n",
       "max    2578.000000   219.000000   100.000000"
      ]
     },
     "execution_count": 846,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Краткая статистическая сводка для данных:\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Получение сведений о пропущенных данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 847,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rank        0\n",
      "Name        0\n",
      "Networth    0\n",
      "Age         0\n",
      "Country     0\n",
      "Source      0\n",
      "Industry    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Количество пустых значений признаков\n",
    "print(df.isnull().sum())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Нет пропущенных данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Анализ сведений о наборе данных\n",
    "\n",
    "**Набор данных:** \n",
    "\n",
    "Набор данных представляет собой информацию о самых богатых миллиардерах мира. Их состоянии, стране, источнике богатсва, отрасль, в которой они работают. По этим данным будет проводиться анализ. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Проблемная область:**\n",
    "\n",
    "Анализ данных из списка миллиардеров Forbes позволяет не только понять текущее состояние богатства в мире, но и выявить более глубокие тенденции и паттерны, которые могут помочь в принятии бизнес-решений, понимании экономических процессов и определении направлений для дальнейших исследований. Эти данные могут быть основой для многочисленных статей, отчетов и аналитических исследований, что делает их ценными для широкого круга специалистов в различных областях."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Анализ содержимого**\n",
    "\n",
    "*Объекты наблюдения:* миллиардеры.\n",
    "\n",
    "*Атрибуты объектов:* имя, величина богатства, возраст, страна, источник, индустрия\n",
    "\n",
    "*Связи между объектами:* \n",
    " 1) Зависимость между возрастом миллиардера и его состоянием. \n",
    " 2) В каких странах наибольшее количество миллиардеров и насколько их состояние велико по сравнению с другими странами.\n",
    " 3) Как источник богатства связан с определенными индустриями. \n",
    " 4) В каких странах преобладают миллиардеры из определенных отраслей. \n",
    " 5) Могут ли более молодые миллиардеры быть более склонными к успеху в определенных индустриях (например, технологии), а более старшие миллиардеры — в традиционных отраслях (например, финансы).\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Бизнес-цель\n",
    "1.  Концентрация и география богатства\n",
    "\n",
    "    **Цель:** Выявить страны с наибольшим количеством миллиардеров и наибольшей концентрацией богатства для оценки экономической стабильности и перспектив для инвестиций в эти регионы.\n",
    "\n",
    "    **Эффект:** Выбор стратегических регионов для выхода на рынок или расширения бизнеса. Повышение вероятности успешной экспансии за счет инвестиций в страны с наиболее стабильной экономической ситуацией и высоким уровнем благосостояния.\n",
    "\n",
    "2.  Возрастные и демографические характеристики миллиардной элиты\n",
    "\n",
    "    **Цель:** Проанализировать возрастные и демографические характеристики миллиардеров, чтобы выявить общие черты, такие как средний возраст успешных предпринимателей, страны происхождения и индустрии, в которых они добились успеха.\n",
    "\n",
    "    **Эффект:** Определение возрастных групп или регионов с наибольшей вероятностью для предпринимательского успеха. Возможность целенаправленного поиска бизнес-партнеров или инвесторов из этих регионов и возрастных групп.\n",
    "\n",
    "### Техническая цель\n",
    "1.  Концентрация и география богатства\n",
    "\n",
    "    **Цель:** Построить аналитическую модель для оценки концентрации богатства по странам.\n",
    "\n",
    "    **На вход модели подаются:** страна, количество миллиардеров, совокупное состояние миллиардеров в стране.\n",
    "\n",
    "    **Целевые показатели:** Количество миллиардеров и общий объем состояния в стране.\n",
    "\n",
    "2.  Возрастные и демографические характеристики миллиардной элиты\n",
    "\n",
    "    **Цель:** Разработать модель для анализа возрастной и региональной структуры миллиардного состояния.\n",
    "\n",
    "    **На вход подаются:** возраст, страна, индустрия, размер состояния.\n",
    "\n",
    "    **Целевые показатели:** Средний возраст миллиардеров по странам и индустриям, распределение состояния по возрастным категориям.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 848,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAIjCAYAAAAJLyrXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB+GUlEQVR4nO3de3gU9d3+8XsTcibZECDZUDkERDHgCRSMgFqLAiJq1YpWPFQfrRTbCtpWbBWiVcQ+VWurWH38aRUtaj3iIS2CoJRIEMQagxRoAJUsCCEHAgkhO78/0l2z5LCzye7O7Ob9uq5clzv7nZnP7o7Jfpj53uMwDMMQAAAAAMC0OKsLAAAAAIBoQyMFAAAAAEGikQIAAACAINFIAQAAAECQaKQAAAAAIEg0UgAAAAAQJBopAAAAAAgSjRQAAAAABIlGCgAAAACCRCMFAOj2tm3bJofDof/93/+1uhQAQJSgkQKAbuyZZ56Rw+FQcnKyvv7661bPn3XWWRoxYkSntv3CCy/o4Ycf7mKFofXOO+9o3rx5VpfRJY899pgcDofGjBljdSkA0K3RSAEA1NDQoPvvvz+k27RrI1VYWGh1GV3y/PPPa9CgQSopKdGWLVusLgcAui0aKQCATjrpJD355JPauXOn1aWERV1dndUlhER5eblWr16tBx98UH379tXzzz9vdUkA0G3RSAEAdMcdd6ipqcn0WalFixZp1KhRSklJUVZWli6//HJ9+eWXvufPOussvf3229q+fbscDoccDocGDRokwzDUp08fzZ492zfW4/EoMzNT8fHxqqqq8i1fsGCBevToof379/uWLV++XOPHj1daWpoyMzN14YUXauPGjX61zZs3Tw6HQ2VlZfrhD3+oXr16ady4cbr22mv16KOPSpKvJofD0eq1PfHEExoyZIiSkpJ06qmnau3atR2+Fx9//LEcDof+8pe/tHru73//uxwOh9566y1JUm1trW655RYNGjRISUlJys7O1jnnnKP169d3uA+v559/Xr169dKUKVN06aWXtttI7d27V1dddZUyMjKUmZmpa665Rp9++qkcDoeeeeYZv7FffPGFLr30UmVlZSk5OVmnnHKK3nzzTVP1AEB31sPqAgAA1svLy9PVV1+tJ598Urfffrv69evX7th7771Xd955py677DL9z//8j7755hv98Y9/1BlnnKFPPvlEmZmZ+vWvf63q6mp99dVXeuihhyRJPXv2lMPh0NixY/XBBx/4tvevf/1L1dXViouL0z//+U9NmTJFkvThhx/q5JNPVs+ePSVJ7733niZPnqzBgwdr3rx5OnjwoP74xz9q7NixWr9+vQYNGuRX5w9+8AMNHTpU9913nwzD0Mknn6ydO3dq6dKleu6559p8bS+88IJqa2v14x//WA6HQw888IAuvvhi/ec//1FCQkKb65xyyikaPHiwXnrpJV1zzTV+z7344ovq1auXJk6cKEm66aab9Le//U0333yz8vPztXfvXq1atUobN27UyJEjO/iEmj3//PO6+OKLlZiYqCuuuEILFy7U2rVrdeqpp/rGeDweTZ06VSUlJZoxY4aGDRumN954o1VtkvT5559r7Nix+s53vqPbb79daWlpeumll3TRRRfplVde0fe///2ANQFAt2UAALqtp59+2pBkrF271ti6davRo0cP42c/+5nv+TPPPNMYPny47/G2bduM+Ph449577/XbzmeffWb06NHDb/mUKVOMgQMHttrn7373OyM+Pt6oqakxDMMwHnnkEWPgwIHG6NGjjV/96leGYRhGU1OTkZmZacyaNcu33kknnWRkZ2cbe/fu9S379NNPjbi4OOPqq6/2LZs7d64hybjiiita7XvmzJlGW3/6ysvLDUlG7969jcrKSt/yN954w5BkLFmypPWb18KcOXOMhIQEv3UbGhqMzMxM47rrrvMtczqdxsyZMzvcVns+/vhjQ5KxdOlSwzAMw+PxGEcddZTx85//3G/cK6+8YkgyHn74Yd+ypqYm4+yzzzYkGU8//bRv+fe+9z3j+OOPN+rr633LPB6PcfrppxtDhw7tVJ0A0F1waR8AQJI0ePBgXXXVVXriiSdUUVHR5phXX31VHo9Hl112mfbs2eP7cblcGjp0qN5///2A+xk/fryampq0evVqSc1nnsaPH6/x48frww8/lCSVlpaqqqpK48ePlyRVVFRow4YNuvbaa5WVleXb1gknnKBzzjlH77zzTqv93HTTTUG/B9OmTVOvXr38apWk//znPwHXa2xs1Kuvvupb9o9//ENVVVWaNm2ab1lmZqbWrFnTqblozz//vHJycvTd735XUvPlidOmTdPixYvV1NTkG1dUVKSEhATdcMMNvmVxcXGaOXOm3/YqKyu1fPlyXXbZZaqtrfV9lnv37tXEiRO1efPmNpMcAQDNaKQAAD6/+c1vdPjw4XbnSm3evFmGYWjo0KHq27ev38/GjRu1e/fugPsYOXKkUlNTfU2Tt5E644wz9PHHH6u+vt733Lhx4yRJ27dvlyQde+yxrbZ33HHHac+ePa0CJfLy8sy/8P8aMGCA32NvU7Vv374O1zvxxBM1bNgwvfjii75lL774ovr06aOzzz7bt+yBBx5QaWmp+vfvr9GjR2vevHkBmzRJampq0uLFi/Xd735X5eXl2rJli7Zs2aIxY8Zo165dWrZsmW/s9u3blZubq9TUVL9tHH300X6Pt2zZIsMwdOedd7b6LOfOnStJpj5PAOiumCMFAPAZPHiwpk+frieeeEK33357q+c9Ho8cDofeffddxcfHt3reO5+pIwkJCRozZow++OADbdmyRW63W+PHj1dOTo4aGxu1Zs0affjhhxo2bJj69u3b6deSkpIS9DptvSZJMgwj4LrTpk3Tvffeqz179ig9PV1vvvmmrrjiCvXo8e2f2ssuu0zjx4/Xa6+9pn/84x/63e9+pwULFujVV1/V5MmT29328uXLVVFRocWLF2vx4sWtnn/++ed17rnnmniF3/J4PJKk2267zTeH60hHNl8AgG/RSAEA/PzmN7/RokWLtGDBglbPDRkyRIZhKC8vT8ccc0yH22krEc9r/PjxWrBggd577z316dNHw4YNk8Ph0PDhw/Xhhx/qww8/1Pnnn+8bP3DgQEnSpk2bWm3riy++UJ8+fZSWlhbwtXVUU1dNmzZNhYWFeuWVV5STk6Oamhpdfvnlrcbl5ubqJz/5iX7yk59o9+7dGjlypO69994OG6nnn39e2dnZvtTBll599VW99tprevzxx5WSkqKBAwfq/fff14EDB/zOSh15z6nBgwdLam5sJ0yY0NmXDQDdFpf2AQD8DBkyRNOnT9ef//xnud1uv+cuvvhixcfHq7CwsNVZGsMwtHfvXt/jtLQ0VVdXt7mP8ePHq6GhQQ8//LDGjRvna3DGjx+v5557Tjt37vTNT5Kam4+TTjpJf/nLX/wi0ktLS/WPf/xD5513nqnX5m22Wm4jVI477jgdf/zxevHFF/Xiiy8qNzdXZ5xxhu/5pqamVu9Hdna2+vXrp4aGhna3e/DgQb366qs6//zzdemll7b6ufnmm1VbW+uLLJ84caIaGxv15JNP+rbh8XhaNWHZ2dk666yz9Oc//7nNOXHffPNNp94HAOguOCMFAGjl17/+tZ577jlt2rRJw4cP9y0fMmSIfvvb32rOnDnatm2bLrroIqWnp6u8vFyvvfaabrzxRt12222SpFGjRunFF1/U7Nmzdeqpp6pnz56aOnWqJKmgoEA9evTQpk2bdOONN/q2f8YZZ2jhwoWS5NdISdLvfvc7TZ48WQUFBbr++ut98edOp1Pz5s0z9bpGjRolSfrZz36miRMnKj4+vs2zRp01bdo03XXXXUpOTtb111+vuLhv/72ytrZWRx11lC699FKdeOKJ6tmzp9577z2tXbtWv//979vd5ptvvqna2lpdcMEFbT5/2mmn+W7OO23aNF100UUaPXq0br31Vm3ZskXDhg3Tm2++qcrKSkn+Z+UeffRRjRs3Tscff7xuuOEGDR48WLt27VJxcbG++uorffrppyF6ZwAgBlkZGQgAsFbL+PMjXXPNNYYkv/hzr1deecUYN26ckZaWZqSlpRnDhg0zZs6caWzatMk3Zv/+/cYPf/hDIzMz05DUKgr91FNPNSQZa9as8S376quvDElG//7926z3vffeM8aOHWukpKQYGRkZxtSpU42ysjK/Md7482+++abV+ocPHzZ++tOfGn379jUcDocvCt0bf/673/2u1TqSjLlz57ZZz5E2b95sSDIkGatWrfJ7rqGhwfjFL35hnHjiiUZ6erqRlpZmnHjiicZjjz3W4TanTp1qJCcnG3V1de2Oufbaa42EhARjz549hmEYxjfffGP88Ic/NNLT0w2n02lce+21xj//+U9DkrF48WK/dbdu3WpcffXVhsvlMhISEozvfOc7xvnnn2/87W9/M/WaAaC7chiGiRm0AAAgqr3++uv6/ve/r1WrVmns2LFWlwMAUY9GCgCAGHPw4EG/1MKmpiade+65+vjjj+V2uzuVaAgA8MccKQAAYsxPf/pTHTx4UAUFBWpoaNCrr76q1atX67777qOJAoAQ4YwUAAAx5oUXXtDvf/97bdmyRfX19Tr66KM1Y8YM3XzzzVaXBgAxg0YKAAAAAILEfaQAAAAAIEg0UgAAAAAQJMIm1HzH9507dyo9Pd3vRoUAAAAAuhfDMFRbW6t+/fr53Vj9SDRSknbu3Kn+/ftbXQYAAAAAm/jyyy911FFHtfs8jZSk9PR0Sc1vVkZGhsXVAAAAALBKTU2N+vfv7+sR2kMjJfku58vIyKCRAgAAABBwyg9hEwAAAAAQJBopAAAAAAgSjRQAAAAABIlGCgAAAACCRCMFAAAAAEGikQIAAACAINFIAQAAAECQaKQAAAAAIEg0UgAAAAAQJBopAAAAAAgSjRQAAAAABIlGCgAAAACCRCMFAAAAAEHqYXUBaK3JY6ikvFK7a+uVnZ6s0XlZio9zWF0WAAAAgP+y9IzUBx98oKlTp6pfv35yOBx6/fXX/Z43DEN33XWXcnNzlZKSogkTJmjz5s1+YyorK3XllVcqIyNDmZmZuv7667V///4IvorQKiqt0LgFy3XFkx/p54s36IonP9K4BctVVFphdWkAAAAA/svSRqqurk4nnniiHn300Taff+CBB/TII4/o8ccf15o1a5SWlqaJEyeqvr7eN+bKK6/U559/rqVLl+qtt97SBx98oBtvvDFSLyGkikorNGPRelVU1/std1fXa8ai9TRTAAAAgE04DMMwrC5CkhwOh1577TVddNFFkprPRvXr10+33nqrbrvtNklSdXW1cnJy9Mwzz+jyyy/Xxo0blZ+fr7Vr1+qUU06RJBUVFem8887TV199pX79+pnad01NjZxOp6qrq5WRkRGW1xdIk8fQuAXLWzVRXg5JLmeyVv3qbC7zAwAAAMLEbG9g27CJ8vJyud1uTZgwwbfM6XRqzJgxKi4uliQVFxcrMzPT10RJ0oQJExQXF6c1a9a0u+2GhgbV1NT4/VitpLyy3SZKkgxJFdX1KimvjFxRAAAAANpk20bK7XZLknJycvyW5+Tk+J5zu93Kzs72e75Hjx7KysryjWnL/Pnz5XQ6fT/9+/cPcfXB213bfhPVmXEAAAAAwse2jVQ4zZkzR9XV1b6fL7/80uqSlJ2eHNJxAAAAAMLHto2Uy+WSJO3atctv+a5du3zPuVwu7d692+/5w4cPq7Ky0jemLUlJScrIyPD7sdrovCzlOpPV3uwnh6RcZ3MUOgAAAABr2baRysvLk8vl0rJly3zLampqtGbNGhUUFEiSCgoKVFVVpXXr1vnGLF++XB6PR2PGjIl4zV0RH+fQ3Kn5ktSqmfI+njs1n6AJAAAAwAYsbaT279+vDRs2aMOGDZKaAyY2bNigHTt2yOFw6JZbbtFvf/tbvfnmm/rss8909dVXq1+/fr5kv+OOO06TJk3SDTfcoJKSEv3zn//UzTffrMsvv9x0Yp+dTBqRq4XTR8rl9L98z+VM1sLpIzVpRK5FlQEAAABoydL48xUrVui73/1uq+XXXHONnnnmGRmGoblz5+qJJ55QVVWVxo0bp8cee0zHHHOMb2xlZaVuvvlmLVmyRHFxcbrkkkv0yCOPqGfPnqbrsEP8eUtNHkMl5ZVy19RrT22D9h04pDiHVDC4j04b0jvsZ6W8+99dW6/s9ObLCTkTBgAAgO7AbG9gm/tIWclujZTUfHPe21/9TFUHGv2WZ6Ym6P6Ljw/b2ami0goVLinzi2LPdSZr7tR8zogBAAAg5kX9faS6s6LSCt20aH2rJkqSqg406qZF61VUWhGW/c5YtL7V/azc1fWaEaZ9AgAAANGIRspmmjyG5r1ZFnDcvDc/V5MndCcTmzyGCpeUqa0tepcVLikL6T4BAACAaEUjZTPeuVGBuGsaVFJeGdL9HnkmqiVDUkV1fUj3CQAAAESrHlYXAH/u6oPmx9bUq3jr3pCEQuyuDdy8BTMOAAAAiGU0UjZSVFqhe97eaHr8PW99rsq6b+dRdSUUIjs9OfCgIMYBAAAAsYxL+2zCG/RQWXfI9Dotmyipa6EQo/OylOtMbnUzYC+Hmhu10XlZQW8bAAAAiDU0UjbQUdBDMLoSChEf59DcqfmS1KqZ8j6eOzWf+0kBAAAAopGyhUBBD8HoSijEpBG5Wjh9pFxO/8v3XM5kLZw+kvtIAQAAAP/FHCkbCEeAQ2e3OWlErs7Jd6mkvDIkIRYAAABALKKRsoFwBDh0ZZvxcQ4VDOkdwmoAAACA2MKlfTYwOi9LiT3MfRS9UhMCjiEUAgAAAAgvGikbOHTYo0OHPabGeozAIRJ3TjmOS/EAAACAMKKRsoH73ikzPbb64OGAY3qlJXWlHAAAAAAB0EjZwLa9B0K6vXCEVwAAAAD4Fo2UDQzqnRrS7e2uadAbG75W8da9Qd9PCgAAAEBgDsMwMekmxtXU1MjpdKq6uloZGRkR3//BQ0067q6isGw715msuVPzuQcUAAAAYILZ3oAzUjaw8t+7w7Ztd3W9Zixar6LSirDtAwAAAOhuaKQs1uQxVLjEfNhEsLynGwuXlHGZHwAAABAiNFIWKymvVEV1eMMhDEkV1fUqKa8M634AAACA7qKH1QV0d5FM2At2X00eQyXlldpdW6/s9Oab/HbH+1PxPgAAAOBINFIWy05PtuW+ikorVLikzO9sWXcMruB9AAAAQFu4tM9io/OylOsMbzPlUPOX/9F5WabGF5VWaMai9a0uOexuwRW8DwAAAGgPjZTF4uMcuuO848K2fe8FaHOn5pu6HM0bftFWLEV3Cq7gfQAAAEBHaKRsYHdN+OZJuZzJWjh9pOnL0AKFX3SX4AreBwAAAHSEOVI2sL3yQMi2NfO7Q3T64D7aU9egrNREfeGu0eqte/X1voO6qmCQEns0987tBSiYDaSIZEiGFcy+PndNvYq37iWIAgAAoJuhkbKBgVmpIdvWuKP7qmBIb81/p0xPfliullee3fvORt0wPk8nD+jVboDCtj3mmrpIhmRYwezru+etz1VZ1+h7TBAFAABA90AjZQPZGaFrSvbVNWj+O2X68wflrZ7zGPrv8tbPuavrddOi9ab20Ss1wXRwRbTyhoC4q+vbnCfl1bKJkr4NogjmckoAAABEH+ZIWazJY+jetzeGbHv3vL1RT7TRRAUSTGRCd4hXiI9zaO7UfEnfBnZ4dXThHkEUAAAA3QONlMVKyivlDmHYREWAMyihUHWgsVuELEwakauF00fKdUQ8fVZaYofrEUQBAAAQ+7i0z2LRGtrgDVlw19Srcn+DstIS5XKmxFzYwqQRuTon3+UXzOGuPqhZL30acN1o/WwBAAAQGI2UxaI1tOHIkAWvWAxbiI9zqGBIb9/j4q17Ta0XrZ8tAAAAAuPSPouNzsuSK4RhE5HSVhMlNV/SNmPRehWVVkS4osjxBlG0d97NoeaGMtYDOQAAALozGimLxcc5NO+CfKvLCClDsR22YCaIYu7U/Ji6xBEAAAD+aKRsYNKIXM2acIzVZWjWhKF6fPrIgGEKZsR62EJ7QRQuZzLR5wAAAN0Ac6RsYlCf0N2Ut/M1pGnSiFwdPNRkKkwhkGDDFpo8hl+og92DK9oKorB7zQCsFW2/5wAA7aORsgk7BBN4a3A5U0K6PTOKSitUuKRMFdXfNl/REFxxZBAFALQnWn/PAQDaxqV9NrGv7pCl+28ZjhAoTCHY7QVSVFqhGYvW+325kCR3NwiuANA98HsOAGIPjZQNNHkM3fN2maU13DnlON/lJR2FKZjhkPmwhSaPocIlZW3eRNi7LJaDKwDEPn7PAUBsopGygZLyylb/ShlpvdKS/B63F6aQ60zWj8/IU66z7cv2coMMWwj02g3FfnAFgNjG7zkAiE3MkbKBYEMZIlVDR2EKv5x0nErKK+WuqVfl/gZlpSXK5UwJeuK02dduh/cIADqD33MAEJtopGzATkETR2ovTCFUIQtmX7sd3iMA6Ax+zwFAbLL9pX21tbW65ZZbNHDgQKWkpOj000/X2rVrfc8bhqG77rpLubm5SklJ0YQJE7R582YLKw6eN9zBKr1SE0wHQ4RaoGALh4ILrgAAu+H3HADEJts3Uv/zP/+jpUuX6rnnntNnn32mc889VxMmTNDXX38tSXrggQf0yCOP6PHHH9eaNWuUlpamiRMnqr4+ei6RiI9z6IITrYu+3XegUUvL3Jbsu6NgC+9js8EVAGBH/J4DgNjkMAzDtjFBBw8eVHp6ut544w1NmTLFt3zUqFGaPHmy7rnnHvXr10+33nqrbrvtNklSdXW1cnJy9Mwzz+jyyy83tZ+amho5nU5VV1crIyMjLK+lI00eQ+MWLLcscMIhyeVM1qpfnW3ZH3LurwIg1vF7DgCig9newNZzpA4fPqympiYlJ/tf9paSkqJVq1apvLxcbrdbEyZM8D3ndDo1ZswYFRcXt9tINTQ0qKGhwfe4pqYmPC/AJKtT+1omRll1c9mOgi0AIBbwew4AYoutG6n09HQVFBTonnvu0XHHHaecnBz99a9/VXFxsY4++mi53c2Xo+Xk5Pitl5OT43uuLfPnz1dhYWFYaw+GXZKa/rllT5t/1Js8huk//MGMPVJHARZd2S4A2EWognoAANazdSMlSc8995yuu+46fec731F8fLxGjhypK664QuvWrev0NufMmaPZs2f7HtfU1Kh///6hKLdT7JLU9Kf3t+iV9V/5XWYSzKUo4bpshcthAAAAYDe2D5sYMmSIVq5cqf379+vLL79USUmJGhsbNXjwYLlcLknSrl27/NbZtWuX77m2JCUlKSMjw+/HSqPzsmSXkyvu6nrNWLReRaUVKiqt0IxF61tddthyjFcwY4MRru0CAAAAXWH7RsorLS1Nubm52rdvn/7+97/rwgsvVF5enlwul5YtW+YbV1NTozVr1qigoMDCaoOzv/6wPDaJ/PCWUbikTPPe/FxtldVyTJPHUJPHUOGSMlNjgxGu7QIAAABdZftL+/7+97/LMAwde+yx2rJli37xi19o2LBh+tGPfiSHw6FbbrlFv/3tbzV06FDl5eXpzjvvVL9+/XTRRRdZXbpp1z1TYnUJfrzhE2bGlJRXSgHGdzbMIlAIhx1CMgAAANA92b6Rqq6u1pw5c/TVV18pKytLl1xyie69914lJCRIkn75y1+qrq5ON954o6qqqjRu3DgVFRW1Svqzs50RTuw7ZWCmPt5eFZJtBROUEWyohtnxdgnrAAAAQPdh+0bqsssu02WXXdbu8w6HQ3fffbfuvvvuCFYVWv2cyRGNPw9VEyUFF5QRbKiG2fF2CesAAABA9xE1c6Ri2Q/HDLS6BD8ONafiuTKS1F4GhnfM6Lwsjc7LUq4z2dTYYIRruwAAAEBX0UhZrMlj6H//scnqMny8Tcvcqfmad8Fwv2VtjYmPcyg+zqG5U/NNjQ1GuLYLAAAAdBWNlMUCBSpEmsuZrIXTR2rSiFxNGpGrhdNHyuVMbneMVzBjgxGu7QIAAABd4TAMo9tnR9fU1MjpdKq6ujri95R6Y8PX+vniDRHdZ3tu/u7RmnXOMa3O8DR5DJWUV2p3bb2y05svpWvvLFAwY4MRru0CAAAALZntDWwfNhHr7BSUMPboPm02J/FxDtPx4sGMDUa4tgsAAAB0Bpf2WWx0XpYyUxMsrYHQBgAAACA4NFJ2YIOLKwltAAAAAMyjkbJYSXmlqg42Wrb/rLQEQhsAAACAIDFHymK7a61N7Lvz/OEhb6ICBUNEMjiis/si3CIyvO+zu6ZelfsblJWWKJczhfcbAADYHo2UxawOm3BlhHb/RaUVKlxS5hfpnutM1typ+Zo0Ijfg85GsJdTrIThtvc9evN8AAMDuiD+XtfHnTR5Dx8/7uw4caorofh1qvhfTql+dHbJ/+S8qrdCMRetbTfnybv3GM/L0xAfl7T4fyksMA9XS3r46ux6C09773JJDvN8AACDyzPYGzJGyWJPH0MEIN1FeoQyYaPIYKlxS1uYXY++yJz9s3US1fL5wSZmaPF3v683U0ta+OrsegtPR+9ySId5vAABgXzRSFnuueFvEQ/vCETBRUl7Z5iVaXoakjr4PG5IqqutVUl4ZkVra2ldn10NwAr3PLfF+AwAAu2KOlMW2Vx6I+D7DETARqtCMUGzH7DaOHNfZ9UKhO4VbBPv+WR3IAgAA0BYaKYsNzEqN+D5DHTAhhS40IxTbMbuNI8d1dr2u6m7hFsG+f1YHsgAAALSFS/ssdlXBIEX6vMO+uoaQb3N0XpZyncntvhaHpI5OsDjU3DyMzsuKSC1t7auz63WFN3ThyEvd3NX1mrFovYpKK0K2L7sI9D63FOr3GwAAIFRopGwg0nOk7nl7Y8gn8MfHOTR3ar4ktfqC7H18w/g8OTp4PlThF2ZqaWtfnV2vs7pruEXL97kjDoX2/QYAAAglGimLPVe8LeL7DNcE/kkjcrVw+ki5nP6XYrmcyVo4faTmnJff4fOhvIwtUC3t7auz63VGdw638L7Puc62L9vLDcP7DQAAEErMkbKYFWETUvgm8E8akatz8l3tBicEej6StYR6vWBZGW5hBy3fZ3dNvSr3NygrLVEuZ0pMh20AAIDYQCNlMSvCJiQpKzUx4JjOJsnFxzlUMKR3p58Ppc7uK1Q1dvQeRircws6JgJE8FgAAAEKJRspiVxUM0r3vbOzwHkvhcPX/K9GNZ+Rpznltz1Xpbkly4RDoPfSGLrir69ucJ+VQ8yWFXQlb4HMEAAAID+ZIWSyxR5y+d1x2xPdrSPrzB+Wa/05Zq+e6Y5JcqJl5D8MdbsHnCAAAED40UhZr8hj611fVlu3/yQ/Ldeiwx6+e7pgkF0rBvIfhCrfgcwQAAAgvLu2zWEl5pXbVhP6+TmZ5jObkwOvHD/bVYzZJjrktbQv2PQxHuAWfIwAAQHjRSFnMDolsLZMD7ZIkF66AhEgEL3TmPQx16IJdPkcAAIBYRSNlsa4msoXCgYbDvv+OVJJcR8IVkBCp4AU7vId2qAEAACCWMUfKYqPzsuRMSbC0hr+t/9oXPOBNkmvvHI1Dzc1HV5LkOhKugIRIBi9Y/R7apQYAAIBYRiNlA1bf0cehb4MHwp0k15FwBSREOnjByvfQTjUAAADEMhopi5WUV6rqYKOlNbQMHpAUtiS5QIIJSLDDdjti1XtotxoAAABiFXOkLGanyf7umnoVb93rC2JY+Yvvat32fb7Howb20rrt+/TGhq/9ghqODHDwjgs20CFcAQmd2W4oQinCkcYXrHPyXUpPTlDx1r2SDBUM7qPThvTmTJTNRSIUBQAAdA2NlMXsNNn/nrc+V2Xdt2fHvEEMF570HRWVVujM373fKqjhghNz9eanFX7L4xzNsepHbifQGRCz78W2PXUmX1Fw2/WOC2UoRajT+ILR1ut4Zf3XIQ/XQGhFKhQFAAB0jcMwjG5/R86amho5nU5VV1crIyMjovtu8hg67q4iv5vi2oX3379vPCNPT3xQ3uYco2C2E+hysiaPoXELlstdXR9wX48HcWlaoO061Hy526pfna2lZW7NWLS+1Tizr8EuvOEa0f46uhs+NwAArGe2N2COlMUOHfZY2kR1dLGQ98vckx92volquZ1AgQ4tAxI60jIcwwyzwQveGiMVShEukQ7XQGjwuQEAEF1opCx23ztllu4/Ky2xw+cN+V+m11lmAx0mjcjVLROOCcm2jtxuoOAFK0IpwiFWXkd3w+cGAEB0YY6UxbbtPRDxfX7/pH4645i+cjlT5K4+qFkvfRqxfZsJfhjUJ9XUttw1wYVOBAp/CFfYRaTFyuvobvjcAACILjRSFhvUO1Ufbo7sPl/bsFMflVdq7tR8uZwpEd23meAHs+EQ97z1uVIS4oKaM9JR+EOwoRR2FSuvo7vhcwMAILpwaZ/F7jgv8JygcKiorteMReu1r+6Qcp3JEbsp8L66hoBjRudlmaqpsq5RMxatV1FpRUhqC7Rfh5rT00bnZYVkf+ESK6+ju+FzAwAgutBIWczKoAlD0j1vl+nOKcdJ6jh4IlTueXtjwMnyHYVDtCVUE/DNhlLY/X4+sfI6uhs+NwAAoguNlMWue6bE0v1XVNerV1pSm0EMZkw9waXcINYzO1neGw7Ry0QYRign4JsJpYgGsfI6uhs+NwAAogdzpCy2s4OUrkhx19QrOz1JF4/8jr7ed1D9Mpu/xD224j8B152Q79LDl49USXml3i2t0LPF2wOuY3ay/KQRuTp4qMlUGEawwROB9ttRKEW0iJXX0d0c+bn16ZkkGdKeugYVb93LZwgAgE3QSFmsnzO5w8jjSPjN65+prqHJb1nPJHOHRnZ6sl+Ag5lGKpjJ8mbDMDoTPNGRjkIpokmsvI7uxvu5FZVW6LaXP/X7HZHrTNbcqfmcnQIAwGK2vrSvqalJd955p/Ly8pSSkqIhQ4bonnvukWF8Ox/GMAzdddddys3NVUpKiiZMmKDNmyMcg9cF/+/a0VaX0KqJkqT9DYc7XKetie/hmCxvVfAEYLWi0grNWLS+1T+0uP8bFMOxDgCAtWzdSC1YsEALFy7Un/70J23cuFELFizQAw88oD/+8Y++MQ888IAeeeQRPf7441qzZo3S0tI0ceJE1ddbf8mcGT2Teyg+yq7SaW/iezgmy1sVPAFYqcljqHBJmdo6kr3LONYBALCWrRup1atX68ILL9SUKVM0aNAgXXrppTr33HNVUtIc0GAYhh5++GH95je/0YUXXqgTTjhBzz77rHbu3KnXX3+93e02NDSopqbG78cqJeWVarL5d6GstAS/xx1NfA/HZHmrgicAq5SUV3Z4yS/HOgAA1rP1HKnTTz9dTzzxhP7973/rmGOO0aeffqpVq1bpwQcflCSVl5fL7XZrwoQJvnWcTqfGjBmj4uJiXX755W1ud/78+SosLIzIawjEbPCCle48f7hcGcmmAwvCEXIQTPBENLynQEfMHsMc6wAAWMfWjdTtt9+umpoaDRs2TPHx8WpqatK9996rK6+8UpLkdrslSTk5OX7r5eTk+J5ry5w5czR79mzf45qaGvXv3z8MryCwYIIXrOLKSA46sCCUIQdNHkMl5ZXa+k2dqfHtvafe7ZBgB7sz+3shGn5/AAAQq2zdSL300kt6/vnn9cILL2j48OHasGGDbrnlFvXr10/XXHNNp7eblJSkpKSkEFbaeaPzspSTkaRdNQ1Wl9ImV0ZSUOEQoVZUWqHCJWWmkg0dar6EsK1629oO6WewK2/Iiru6vs15Uh0d6wAAIDJsPUfqF7/4hW6//XZdfvnlOv7443XVVVdp1qxZmj9/viTJ5XJJknbt2uW33q5du3zP2V18nEM5GfZo6tpy4Un9LDtr015qWVs6CrMg/QzRJhzBLQAAILRs3UgdOHBAcXH+JcbHx8vj8UiS8vLy5HK5tGzZMt/zNTU1WrNmjQoKCiJaa2cdPNSkf31lXdhFIG9+WmFJMlhHqWVtaS/MgvQzRKtwBLcAAIDQsfWlfVOnTtW9996rAQMGaPjw4frkk0/04IMP6rrrrpMkORwO3XLLLfrtb3+roUOHKi8vT3feeaf69euniy66yNriTbrvnTKrS+iQNxks0jd1DZRa5nXzd4do7NF9253vFEz6GTeuhd2EI7gFAACEhq0bqT/+8Y+688479ZOf/ES7d+9Wv3799OMf/1h33XWXb8wvf/lL1dXV6cYbb1RVVZXGjRunoqIiJSdHxyTsbXsPWF1CQFYkg5nd59Cc9A4bINLPEO1CGdwCAABCx9aNVHp6uh5++GE9/PDD7Y5xOBy6++67dffdd0eusBAa1DtVH262uoqOWZEMFqrUMtLPAAAAEA62niPVHdxxXr7VJXQo16JkMG9qWXsXMDlkrrZQbQcAAABoiUbKYok94pQYb8/5Dg5ZlwwWqtQy0s8AAAAQDjRSFispr9ShJvslxuXaIBksVKllpJ8BAAAg1Gw9R6o7sFPIwdghWbr45KPUr1eqTuqfqRfWbNddb5RqYFaqrioYpMQe4em7mzxGu6lkXU0t82674bBH//uDEyVD2lPXQPpZjOnoGEL3w/EAAIgEGimL2SnkYKO7VmnJPbRi0y5d+X8fqeWtle59Z6NuGJ+nOSGe01VUWqHCJWV+EeW5zmTNnZrvO1PU2dSyjrZNClrsMHMMofvgeAAARIrDMAz7XVcWYTU1NXI6naqurlZGRkZE993kMVQwf5l21zZEdL+d9eMzQtdMFZVWaMai9a1uluv9d+OuXHYXzm3DPvic0RLHAwAgFMz2BsyRslh8nEM//95Qq8sw7ckPy3XosKfL22nyGCpcUtbqC48k37LCJWVq8gTf54dz27APPme0xPEAAIg0GikbWFC00eoSTPMY0nPF27q8nZLySr9Lb45kSKqorldJeaWttg374HNGSxwPAIBIY46UDdQ1NFldQlC2Vx4wNa6jCd9mQzbaGhdoIrnZbf9zyx4moUexrhxDiD0cDwCASKORsoG0pHjV1EdPMzUwKzXgmEATvs2GbBw5zsxEcrPb/tP7W/TK+q+YhB6lOnsMITZxPAAAIo1L+2zgV5OOs7oE0+Ic0lUFgzoc453wfeRlNu7qes1YtF5FpRUanZelXGdyq5vkejnU3CCNzssKaruSfNs248h1ET06cwwhdnE8AAAijUbKYk0eQw+992+ryzDthvF5Hd5PyuyEb0maO7U5/e/ILz7ex3On5vsuuwtmInl8nEN3TjGXLMgk9OgVH+cI6hhCbON4AABEGo2UxUrKK7Vn/yGry2jlyK8acQ5z0efBTPieNCJXC6ePlOuIs0cuZ3KrmOJgJ5L3SkvssM6O1kX0COYYQuzjeAAARBJzpCxm14nPv7v0BFUfbNT2ygMamJWqqwoGdXgmyivYCd+TRuTqnHxXh+ERndluZ97XzqwTKPgC4Wf2GEL3wPEAAIgUGimL2XXi833vbtR93z9e148fHNR6nZnwHR/nUMGQ3iHdbmfe12DXMRN8gcgwcwyh++B4AABEApf2WWx0XpaSE+z3MVTWNXYqhGF0XpYyUxM6HJOZmhD0hO9gJ5IHGt/RumaYDb4AAABAbLLfN/hupsljqKHRY3UZ7QpHCENnLrAJdiJ5R+MDrRtIMMEXAAAAiE00UhZ7rnhbm1/I7aAzIQwl5ZWqOtDY4Zh9Bxo7FewQ7ETy9sabWbcjwQZfAAAAIPYwR8pi2ysPWF1CQMGEMAQbChGsYCeSHzm+T88kyZD21DV0ehJ6uF8jAAAA7I9GymIDs1KtLiGgPj2TTI/tTNhEsIKdSB7qieeReI0AAACwNy7ts9hVBYNk91TeW1/aYDo8wUzIQ5xD2lfXEJriLBBs8AUAAABiD42UxRJ7xOl7x2VbXUaHdtU0mE6iaxny0B6PIc184ZOoTbYLNvgCAAAAsYdGymJNHkOfflltdRkdCjaJbtKIXD36w5EBz7RFc7JdsMEXAAAAiC3MkbJYcwiC/S9za5lEZ2a+Ua+0RHXUIwW7PTsKNvgCAAAAsYNGymLRluz27n8vxwvUMFiVbNfkMbrU2AS7fqiDLBAaXT0OACBc+P0ExA4aKYtFW7Lbs8Xb9WzxduU6kzV3an67l7BZkWxXVFqhwiVlfvd4ClRnKNeHPfA5ArArfj8BsYU5UhYbnZclZ0qC1WUEzV1d32EARaST7YpKKzRj0fpWN8oNVGeo1oc98DkCsCt+PwGxh0bKBgwj+gIXAgVQRDLZrsljqHBJmdp6F80EZXR1fdgDnyMAu+L3ExCbaKQsVlJeqZr6w1aX0SktAyPaEqlku5Lyylb/whdMnV1dH/bA5wjArvj9BMQm5khZLNrCJtrS0WuYNCJXZw/L0XPF27S98oAGZqXqqoJBSuwRuIc3OyG3q8EWVgVjILTc1QdNjeNzBBBp/J0BYhONlMWiLWyiLR29hrYm1v7fqvKAE2uDmZDb1WALK4IxEFpFpRW65+2NpsbyOQKINP7OALGJS/ssNjovq91ABrsLFBjR2Ym1wa7X1WCLSAdjILS8x0tl3aEOx/E5ArAKf2eA2EQjZbHqA41tTj61u0CBEZ2dWNuZ9boabBHJYAyEVkfHS1v4HAFYgb8zQGyikbLY5U+strqETgkUGNHZibWdXa+rwRaRCsZAaAU6Xryy0hL4HAFYir8zQOxhjpTFdtd2fDmSHZ2bn6OF00f5/uWsrVAIsxNm3TX+47oyIXfSiFydk+/q9B3juxKMAWuYPV7uPH84X1IAWK6rf6cA2AuNlMWy0xNVdbDR6jKCMqbFL/32QiEuP3WAqW3d89bnSkmI833J7eqE3Pg4hwqG9Da1jSN1NhgD1jF7vLgymMANwB668ncKgL3wT+0WW3zj6VaXEJQ4h3RVwSBJHYdCPPzev02dyamsa/QLkLBqQi53nI9OTOAGAABWoZGyWLRdNnbD+Dwl9ogzFQpx6LDH9Ha9ARJWTMjljvPRiwncAADAKtH1LT4GzXrxE6tLMMUh6cdn5GnOec1fWs2EQph1ZIBEpCfkcsf56MYEbgAAYAXmSFlsx76DVpdgyowzh+jY3HT9c8seyZD+XuYO+T5aBgdEckIud5yPfkzgBgAAkWb7RmrQoEHavn17q+U/+clP9Oijj6q+vl633nqrFi9erIaGBk2cOFGPPfaYcnJyLKg2eAN6pWiTu9bqMgJ6bOXWsO/jyOCASE3I5Y7zsYEJ3AAAIJJsf2nf2rVrVVFR4ftZunSpJOkHP/iBJGnWrFlasmSJXn75Za1cuVI7d+7UxRdfbGXJQXlo2slWlxAWwZwHsDoQgMACAAAABMv2jVTfvn3lcrl8P2+99ZaGDBmiM888U9XV1Xrqqaf04IMP6uyzz9aoUaP09NNPa/Xq1froo4+sLt2Unsk9NCynp9VlhJS3ITknP9v0WCsDAQgsAAAAQLBs30i1dOjQIS1atEjXXXedHA6H1q1bp8bGRk2YMME3ZtiwYRowYICKi4vb3U5DQ4Nqamr8fqxUvqfO0v2HmneS/5NXn6ofn5GnjvoPuwQCEFgAAACAYNh+jlRLr7/+uqqqqnTttddKktxutxITE5WZmek3LicnR253+2EI8+fPV2FhYRgrDU5DU2zEal9dMFATh7skQ9pT16DirXv1y0nH6dZzh+m54m3aXnlA/XulalhOuioPHrJdIACBBQAAADArqhqpp556SpMnT1a/fv26tJ05c+Zo9uzZvsc1NTXq379/V8vrtKR4R0w0U73TEnXby5/6RYnnOpM1d2q+rh8/2MLKzCOwAAAAAGZEzaV927dv13vvvaf/+Z//8S1zuVw6dOiQqqqq/Mbu2rVLLper3W0lJSUpIyPD78dKaUlR1c+24pDUKzVBD723udX9mNzV9ZqxaL2KSiusKQ4AAAAIg6hppJ5++mllZ2drypQpvmWjRo1SQkKCli1b5lu2adMm7dixQwUFBVaUGbTK/YdUeaDR6jI6zXvRW3vn07zLC5eUqckT/WfdAAAAAClKGimPx6Onn35a11xzjXr0+PbsjdPp1PXXX6/Zs2fr/fff17p16/SjH/1IBQUFOu200yys2LzLn1htdQld4nIm65YJx6iqg2bQkFRRXa+S8srIFQYAAACEUVRcU/bee+9px44duu6661o999BDDykuLk6XXHKJ3w15o8Xu2kNWl2Da+KF9dNOZQ3xhEt4whrf+tdPU+rtr6wMPAgAAAKJAVDRS5557rgyj7cvCkpOT9eijj+rRRx+NcFWhkZ2eqKqD0XFp31nH9NXYo/u0Wp6dntzG6NY276pV8da9tkvCa/IYKimvlLumXpX7G5SVliiXM8V2dcKevMcPSY8AAHQvDqO9DqUbqampkdPpVHV1dcSDJyr3H9LI3y6N6D47w+GQNt0zWYk9Wl8N2uQxNG7Bcrmr69udK9WSN8nPDvdmKiqtUOGSslYhGZK96oQ9tXX8cNwAABDdzPYGUTFHKpZl9UxUSoL9PwbDkJZ/savN5+LjHJo7NV/St+ETHbFLkl9RaYVmLFrfZhMlNc/rskOdsKf2jh+7HN8AACC87P8NPsYdOuxRw2GP1WUE5FDHyXuTRuRq4fSRcjkDX+ZnhyS/Jo+hwiVlAc+gGSJxEK11dPzY4fgGAADhRyNlseeKt8kO37XGBrgJrZnkvUkjcrXqV2frrzecppu/e3SXtxdOJeWV7Z6JOhKJgzhSoOPH6uMbAACEX1SETcSy7ZUHrC5BkpSWFG9q3Lv/vVyp5YT6tibbm03oc9fUq3jr3ohP1A82QZDEwegQqeAHs8cDxw0AALGLRspiA7NSrS5BkvSPst2mxj1bvF3PFm/3TaiX1OZk+8tPHWBqe/e89bkq675NLYzURH2zSYOdHY/Ii2Twg9njgeMGAIDYxaV9FruqYJDVJXSKu7peNy1ar5vamWz/8Hv/VmZqQsDwiZZNlHfdSEzUH52XpVxnsqlwjFxn85kN2Fekgx8CHT8OcdwAABDraKQsFq2T0Tuq2vuc47//feSXzY6al0hN1G+ZNNgRh6S5U/O5L5CNWRH80FFSpfcxxw0AALGNRspi971TZnUJYWFI2negUbMmDG2V5JeVlhhw3UhM1PcmDea2kzSY60zWwukjuR+QzVkV/NBeUqWL4wYAgG6BOVIW27bXHmETR5p51hDVNhzWs8Xbu7SdxiZDv5w0TJX7G5SVliiXM0Xu6oOa9dKnAdeNRBDFpBG5OiffpZLySrlr6v3qjFTwBbrGyuCHlsdPpANTwi1SwR2wFp8zAHQejZTFBvVO1Yebra6itb+u3aHTh/Tp8nb+9P4W3397J/67nCmm1o1UEEV8nEMFAeLfYV9WBz/E4vETyeAOWIfPGQC6hkv7LHbHeYHn6Vihsq5Rb/0rtBP0vRP/l3+xy3QNba0f7iAKRBeCH0Ir0sEdsAafMwB0HY2UxQ4d9lhdQsR4p/o/taq8S+uHO4gC0YXgh9CxIrgDkcfnDAChQSNlseueKbG6hIgyJHXlb3OkgigQXQh+CA2rgjsQWXzOABAazJGy2M4O/pihfeEIDkB0i+Xgh0ixMrgDkcPnDAChQSNlsX7O5A7/ZRBtC1dwAKJbLAY/RJLVwR2IDD5nAAgNLu2z2P+7drTVJdiKQ1JHJxAIDgDCh+CO7oHPGQBCg0bKYlx29C3vO3HD+Dw5RHAAEGkEd3QPfM4AEBo0Uhab9eInVpfQoay0BL/HvVITlJkaeFlneIMB5pyXT3AAYBGCO7oHPmcA6DrmSFlsx76DVpfQoTvPH67s9CQVb90rydCYvN463OTRU/8sV/XBRp1wlFO/mTJciT3ifJP8/+2u1aMrtga1n5u/e7RmnXOMJKl46141HPbof39womRIe+oaLA0OaPIYnQow6Ox6kWL3+mCNJo8hZ0qifjlpmCr3NygrLVEuZwrHRwwioAUAuoZGymIDeqVok7vW6jLatWNvnR4o+sIXiPGn9/0bpM++rtELa77UjWfkac55+SoqrdBfircHvZ+xR/fR0jK3CpeU+YVv5DqTNXdqvmUBAkWlFe3W1NG/2HZ2vUixe32wRkfHBV+uYxMBLQDQeQ7DMLr9HfdqamrkdDpVXV2tjIyMiO57f/1hjZj394ju0wyHpMzUBO070Gh6nXPys7W0bHfQ+3E5k3XnlOM084VPWt0g0vvVzYpLTYpKKzRj0fqga+rsepFi9/pgDY4LAACame0NmCNlsfLddVaX0CZDavOu9x3pTBMlSXdOydc9b29sc3/eZYVLytTUlTv5BqnJY6hwSVnQNXV2vUixe32wBscFAADBo5Gy2AWPrbK6hDZdOvIoVQVxNqozvJOae6UldngvLUNSRXW9Ssorw1pPSyXllZ2qqbPrRYrd64M1OC4AAAgec6QsZtd/301Nig/btq8uGKjJI3J9k5rf2PC1qfV210buxsVm93XkuM6uFyl2rw/W4LgAACB4NFIWc8iezVT/Xqlh2/bkEbl+k5uz05M7GP0ts+NCobM12fG1dGa/VtUHa3BcAAAQPC7ts9ibPxlndQl+HGq+L9T/ffifsGw/M6WHRudl+S0bnZelXGdyqxtDtqwp15ncar1w6mxNdnwtLdm9PliD4wIAgODRSFns+AFOq0vw8Z4d23egUbtqG8Kyj6qDh7W0zO23LD7OoblT8301HFmTpIjHL3e2Jju+lpbsXh+swXEBAEDwaKQstr/+sNUl+ORkJCkzNaHT63vPZgUa01b616QRuVo4faRcTv9Lh7yBFFbELne2Jju+lpbsXh+swXEBAEBwuI+UrL2P1A1/WaulG4OLDQ+XX593nO59Z2NE9vXXG05r8yaQTR5DJeWV2l1br+z0ZF8ghZU6W5MdX0tLdq8P1uC4AAB0d2Z7A8ImLLZj30GrS/DZURm5e1q1l/4VH+dos8GyUmdrsuNracnu9cEaHBcAAJjDpX0WG9ArxeoSfF5e91XE9kX6FwAAAKIZjZTFHpp2stUl+NQ3erq0vjfZy5WRRPoXAAAAYhqX9lkssUds9LItk70kacai9a3ukUX6FwAAAGJFbHyLj2LPFW+zuoSg5DqT9eMz8pTbQbIX6V8AAACIdZyRstj2ygMR3Z8zOV7V9U2dWvfm7x6tWecco/g4h3456bgOk70mjcjVOfkuffSfvSreuleSoYLBfXQak9gBAAAQA2ikLDYwKzWi++tsEyVJY4/u42uWzCR7LS1zq3BJmSqqmxP6/vT+VuU6kzV3aj5npQAAABDVOn1p36FDh7Rp0yYdPmyfG8pGo6sKBlldgimZqQlBBUQUlVZoxqL1vibKy11drxmL1quotCLUJQIAAAARE3QjdeDAAV1//fVKTU3V8OHDtWPHDknST3/6U91///0hLxD2EEw0RJPHUOGSMrV1p2fvssIlZWrydPt7QQMAACBKBd1IzZkzR59++qlWrFih5ORvwwQmTJigF198MaTFdQfREjax70CjSsorTY0tKa9sdSaqJUNSRXW96e0BAAAAdhP0HKnXX39dL774ok477TQ5HN+epxg+fLi2bt0a0uK6g0iHTbRl/NA++nDznoDjdte23xyFalyTx/CFWPTpmSQZ0p66hjYDLQAAAACrBN1IffPNN8rOzm61vK6uzq+xCpWvv/5av/rVr/Tuu+/qwIEDOvroo/X000/rlFNOkSQZhqG5c+fqySefVFVVlcaOHauFCxdq6NChIa8lHCIdNtGWs47pa6qRyk5PDjimK+OKSiv8wimORFAFAAAA7CLoS/tOOeUUvf32277H3ubp//7v/1RQUBC6yiTt27dPY8eOVUJCgt59912VlZXp97//vXr16uUb88ADD+iRRx7R448/rjVr1igtLU0TJ05Ufb25syJWs0PYRE56snKdye3Og3KouYkxGzYxOi+r1X2m2rKvrsH33+2FU7REUAUAAADsIugzUvfdd58mT56ssrIyHT58WH/4wx9UVlam1atXa+XKlSEtbsGCBerfv7+efvpp37K8vDzffxuGoYcffli/+c1vdOGFF0qSnn32WeXk5Oj111/X5ZdfHtJ6wuHQYY/VJejedzfqzinHaeYLn8gh+YVEeJuruVPzTV9WFx/n0J1T8vWTF9Z3OO6etzdq4n/PLrUXTtGS8d96CpeU6Zx8F5f5AQAAwDJBn5EaN26cNmzYoMOHD+v444/XP/7xD2VnZ6u4uFijRo0KaXFvvvmmTjnlFP3gBz9Qdna2Tj75ZD355JO+58vLy+V2uzVhwgTfMqfTqTFjxqi4uLjd7TY0NKimpsbvxyqzXvzEsn17VVTXq1dakhZOHynXEWeSXM5kLZw+MujL6XqlJZrab0l5ZcBwipYIqgAAAIAddOqGvEOGDPFraMLlP//5jxYuXKjZs2frjjvu0Nq1a/Wzn/1MiYmJuuaaa+R2uyVJOTk5fuvl5OT4nmvL/PnzVVhYGNbazdqx76DVJUhqDn648KTv6OxhOXqueJu2Vx5Q/16pGpaTrsqDh1S8dW+HYQ8tQyKy05Plrjb3uswGUxzJXVOv4q17ffsjiCK6HXn88HlGHp8BAADBCbqRau/sjcPhUFJSkhITA5+JMMvj8eiUU07RfffdJ0k6+eSTVVpaqscff1zXXHNNp7c7Z84czZ492/e4pqZG/fv373K9nTGgV4o2uWst2XdL2enJnQ57aGu9LBNnpLz77czZpXve+lyVdY0Ba4P9tXX88HlGFp8BAADBC/rSvszMTPXq1avVT2ZmplJSUjRw4EDNnTtXHk/X5/7k5uYqPz/fb9lxxx3nuwmwy+WSJO3atctvzK5du3zPtSUpKUkZGRl+P1Z5aNrJlu27peVfuDsV9tBeSMS+ukMd7s8bYLGvrkEPv/fvoOtt2US1Vxvsr73jh88zcvgMAADonKAbqWeeeUb9+vXTHXfcoddff12vv/667rjjDn3nO9/RwoULdeONN+qRRx7R/fff3+Xixo4dq02bNvkt+/e//62BAwdKag6ecLlcWrZsme/5mpoarVmzJuQJguFih7AJSXpq1TZTYQ9Sc9hDk8dQk8doNySio215Lxa6c0q+7nl7Y8D9Hrmemdpgf2aOHz7P8OIzAACg84K+tO8vf/mLfv/73+uyyy7zLZs6daqOP/54/fnPf9ayZcs0YMAA3Xvvvbrjjju6VNysWbN0+umn67777tNll12mkpISPfHEE3riiSckNV9OeMstt+i3v/2thg4dqry8PN15553q16+fLrrooi7tO1Iuf2K11SVIksx+Tzoy7MFMSERWWoLfGSTXfy8ZcqYkmg6ZaN5OovZ2cKarZW0FQ3qb3i6sEShkhM8z/PgMAADovKAbqdWrV+vxxx9vtfzkk0/2JeWNGzfOd/ldV5x66ql67bXXNGfOHN19993Ky8vTww8/rCuvvNI35pe//KXq6up04403qqqqSuPGjVNRUZGSk83dFNZqu2s7vgTOroIJibjz/OFyZSS3msT+xoavTa1/dcFATR6RK3f1Qc166dOQ1gbrmP2c+DzDh88AAIDOC7qR6t+/v5566qlWl+499dRTvsCGvXv3+t00tyvOP/98nX/++e0+73A4dPfdd+vuu+8Oyf4iLTs9UVUHGwMPtJnNu2rVK9VsoERSm/+anZ1urtmdPCJXBUN6q3jrXpP7i44mursz+znxeYYPnwGA9pDkCQQWdCP1v//7v/rBD36gd999V6eeeqok6eOPP9bGjRv1yiuvSJLWrl2radOmhbbSGLX4xtM18rdLrS5DcQ7zl/dJ0p/e3ypJcjgkI8B6t760QfMuGN4q/Wt0XpZynclyV9e3OUfDoebLAEfnZUlqDrDoqM4jx8Pegv38EXp8BgDaQpInYE7QYRMXXHCBNm3apMmTJ6uyslKVlZWaPHmyNm3apEGDBkmSZsyYoQcffDDUtcakrJ6hi4vvihvG58mhjgMd2hKoiZKkXTUNbaZ/xcc5NHdqcyrjkfv1Pp47NV/xcQ4VlVZo5gvrAzZ73vGwv2A+f4QHnwGAI5HkCZgXdCMlSYMGDdL999+vV199Vc8884wGDRqkadOm6cQTTwx1fTHvm5oGq0uQwyHdeu4wLZw+Ui5n6C/h6Sj9a9KI3Db363Ima+H0kZo0IrfDZDGvOIf06A9P5l/KooyZzx/hxWcAwIskTyA4QV/a5/XBBx/oqaee0iuvvKJ+/frp4osv1p/+9KdQ1tYtfP+xVVaXIMOQnivepuvHD9Y5+S7fNdF9eiZJhlT8n7360/tburYPtZ/+NWlErt9+j7wWO1CymNR8uV+vtKQu1QhrBPr8EX58BgAkkjyBYAXVSLndbj3zzDN66qmnVFNTo8suu0wNDQ16/fXXW904F+YceWNZq6wpr9S1Y/MUH+dQwZDe304y3V+vju8KFZz20r+8+22Lu/pgl7Ydad1xgm5XX3NHnz8ig88AAEmeQHBMN1JTp07VBx98oClTpujhhx/WpEmTFB8f32YUOszLSkvQgaomq8vQP8p2adyC5b75EkdOMg2VYNO/ikordM/bG8Oy7XDojhN0u+NrBoBYRJInEBzTc6TeffddXX/99SosLNSUKVMUHx8fzrq6jdd+Ms7qEnzc1fW6adF63dTGJNOucqj5y3Uw6V/eCa+VHdyEt7PbDofuOEG3O75mAIhV3iTP9q4nsMvfW8AuTDdSq1atUm1trUaNGqUxY8boT3/6k/bs2RPO2rqFlET7NKThmjramfQvMwETLVmdLNYdJ+h2x9cMALGMJE8gOKYbqdNOO01PPvmkKioq9OMf/1iLFy9Wv3795PF4tHTpUtXW1oazzpg168VPrC6hy5J6dHwYdSb9y0zAhNR8aaQdksWCmaAbK7rjawaAWEeSJ2Be0Kl9aWlpuu6663Tddddp06ZNeuqpp3T//ffr9ttv1znnnKM333wzHHXGrB37zAUp2Nn9l5yg7PQkFW/dK8nQmLzeinM4tKeuocPggY4CCsxOZJ1yfK6cKYlq8hiW/gtZd5yg2x1fMwB0ByR5AuZ0Ov5cko499lg98MADmj9/vpYsWaL/9//+X6jq6jYG9ErRJnd0n81zZSSrYEhvjT26j+l1AgUUmJ3I+txHO/TcRzssDzfojhN0u+NrBoDugiRPILBO3ZD3SPHx8brooos4G9UJD0072eoSuiQzNSHoSadmAgoCTXg9ktXhBt1xgm53fM0AAABeIWmk0I0ZwQUJmA0okNTuhNc2y2ixrhXhBt1xgm53fM0AAABeNFIWi/awiaqDh4MKEwgmoKC9Ca9m1rVCd5yg2x1fMwAAgNTFOVLounCHTaQlOFTXGN4zNC3DBNoLkPAuf9fkpXf/3LJHo/Oy/Ca8vltaoWeLtwdVT6R1xwm63fE1AwAA0EhZLNxhE+FuoqRvwwTaC5C44MRcvflpRVA3+f3T+1v0yvqvfAES3gmvZhopq8MNuuME3e74mgEAQPfGpX0Wi/awCVdGkkbnZbUbIFFRXa8/f1AeVBPVct2WARKEGwAAAMAuaKQsFu2XP827YLgktRsg0VWGvg2QINwAAAAAdkEjZbH73imzuoRW0hLjlZma0OGYzNQEPf7fMIFAARJd1TJAgnADAAAA2AFzpCy2be8Bq0vwOSc/W6cMzFL1wUY5HFJmSoL69ExSn55JKquo0brt+5SaGK9LTj5Kpw/t4zvz464Ob2CG5B8gQbgBAAAArEYjZbFBvVP14Warq2j2wb/3aGnZbr9lqYnxSuwRp6oDjb5la8orfSEQRaUVuuftjWGv7cgACcINAAAAYCUu7bPYHeflW12CT8NhT6tlBw41+TVRkuT+bwjE/HfKNGPRelXWHQprXQRIAAAAwG5opCx28FCT1SUEzRsq8eSH5WEJmGjJIQIkAAAAYD80Uha7/InVVpfQKYYkTwi6qFkThirX2fZ9n3IJkAAAAIBNMUfKYrtrw3tZnN0N6pOmVb86WyXllXLX1Ktyf4Oy0hLlcqaEJECiyWPEdChFrL8+AAAAu6KRslh2eqKqDjYGHhijstOTwxYcUVRaocIlZX7R7LnOZF9QRrSL9dcHAABgZ1zaZ7HFN55udQmd4pDUlRMfDoU3RKKotEIzFq1vdX8rb1BGUWlFWPYbKbH++gAAAOyORspiiT2i7yPw9k83jM+To8XjYNcPV4hEk8dQ4ZKyNoMwvMsKl5SpKRSTvCwQ668PAAAgGkTft/gYM+vFT6wuoUNpifHKTE3wW+b6bwjEnPPytXD6SLnaCYtojyvMIRIl5ZWtztS0ZEiqqK5XSXllWPYfbrH++gAAAKIBc6QstmPfQatLaOXc/Bwdk9NTBYP76LT/zl1qL9Bg0ohcnZPv8nv+pP6ZemHNdm2vPKCBWan64ZiB2vBlVcQCEXbXtt9kdGac3cT66wMAAIgGNFIWG9ArRZvctVaX4eea0wcpzuHQ7trmsxqj87I6DINoKyzi+vGD/R6HI0yiPdnp5s6QmR0XaYGS+KL99QEAAMQCGimLPTTtZI2Y93ery/Dzk+fXqfrgYd/jaEuCG52XpVxnstzV9W3OI3Ko+fLCcAVddIWZJL5ofn0AAACxgjlSFuuZ3KNL6Xfh0LKJkqIvCS4+zqG5U/MltQ7CCHfQRVeYTeKL1tcHAAAQS2ikLPZNTYPsHq4WjUlwk0bkthmEEe6gi84KNokv2l4fAABArOHSPot9/7FVVpdgSsskuEjOd+qKtoIwwh100VnBJPF53/9oen0AAACxhkbKYpV1jVaXEBSrk+C8QQzumnpV7m9QVlqiXM6UdhuItoIw7CiYJL5AYRQAAAAIPxopi2WlJehAVZPVZZhmZRJcW0EMXtEWiHEks+/rtj11GrdgeYdhFAAAAAg/5khZ7LWfjLO6BFMcav7CblUSXHtBDF4VURaIcSRvEl9755UcknqlJuih9zYHDKMAAABA+NFIWSwlMd7qEgKyOgmuoyCGlgxFVyBGS2aS+Np7VdEYBgIAABDtaKQsNuvFTyzdf1Zagt/jXqkJykz1X2Z1ElygIIaWvIEM0aijJL5bJhyjqgPtz6drGUYBAACA8GOOlMV27Dto6f7vPH+4XBnJvuCCUQN7ae22ShVv3SvJUMHgPjo1L0vrtu/TGxu+tiTcINiAC3eNtYEYLQUbDNFeEt9b/9ppan9Wh4EAAAAEI5pDtGzdSM2bN0+FhYV+y4499lh98cUXkqT6+nrdeuutWrx4sRoaGjRx4kQ99thjysnJsaLcThnQK0Wb3LWW7d+VkexLtSsqrdCZv3vf7+zPojU7JMnvbEikww2CDbi4563PlZIQZ3n4QlvhGGbeu7aSBs2+B1aGgQAAAASjs9+V7ML2l/YNHz5cFRUVvp9Vq76979KsWbO0ZMkSvfzyy1q5cqV27typiy++2MJqg/fQtJMt27crI8kXHtFemEPVgcZWl5RFOtwgUBDDkSrrGi0PX2jv/ezse2cmjMLKMBAAAIBghPq7khVs30j16NFDLpfL99OnTx9JUnV1tZ566ik9+OCDOvvsszVq1Cg9/fTTWr16tT766COLq44O8y4Yrvg4h+kwB69Ihxu0DGIIhlXhCx29n51978yEUVgVBgIAABCMcHxXsoLtG6nNmzerX79+Gjx4sK688krt2NF8qdm6devU2NioCRMm+MYOGzZMAwYMUHFxcYfbbGhoUE1Njd+PVawIm8hMTdDjLcIjgglz8Ip0uIE3iCHXae7SNSvDFwK9n52traMwCivDQAAAAIIRru9KkWbrOVJjxozRM888o2OPPVYVFRUqLCzU+PHjVVpaKrfbrcTERGVmZvqtk5OTI7fb3eF258+f32rulVUiETYxvF+Ghmb31Ff7Duo7mcm6dGR/nT60j+/5rgQUrNr8TcQmB7YMYnjns5167qMdAdexInzB7D47U1t7YRSciQJCJ5onPgNANAjnd6VIsnUjNXnyZN9/n3DCCRozZowGDhyol156SSkpKZ3e7pw5czR79mzf45qaGvXv379LtXZWJMIm/r2rVp/vbD7r9vF26Y1PK5SZmqD7Lz5ek0bkdimg4NEVW33/HYnJgS2DGMw0UlaEL4Q7GKKtMAoAoRHtE58BIBrESoiW7S/taykzM1PHHHOMtmzZIpfLpUOHDqmqqspvzK5du+RyuTrcTlJSkjIyMvx+rBKJsInGptbXl1YdaNRN/53IF2yYQ3siOTnQzuELdq4NQPtiYeIzAESDWPmuFFWN1P79+7V161bl5uZq1KhRSkhI0LJly3zPb9q0STt27FBBQYGFVQYnJTFePSy8ZGTem59LUrtBBsGI5ORAO4cv2Lk2AG2LlYnPABANYuW7kq0bqdtuu00rV67Utm3btHr1an3/+99XfHy8rrjiCjmdTl1//fWaPXu23n//fa1bt04/+tGPVFBQoNNOO83q0k0rKa/UYQv/MLtrGlRSXtlukEGv1AT1TDJ/BWgkJwfaOXzBzrUBaC1WJj4DQLSIhe9Ktp4j9dVXX+mKK67Q3r171bdvX40bN04fffSR+vbtK0l66KGHFBcXp0suucTvhrzRxA6T6HbX1qvJY8iZkqhfThqmyv0NykpLlMuZotF5WXpzw9ea9dKnQW8zEuwcvmDn2oDuwmxwRKxMfAaAaBLt35Vs3UgtXry4w+eTk5P16KOP6tFHH41QRaFnh0l02/bUadyC5W1Oro6Pc8jlDD7YI5Kvy87hC3auDYh1wQRHxMrEZwCINtH8XcnWl/Z1B6PzspTYw7qPITOlhx56b3OHk6uDCaOIlsmBAGJbsMERsTLxGQAQOTRSFjt02KNDhz3WFeBo+2tDy8nVkrkwimiaHAggdnUmOCJWJj4DACKHRspi971TZsl+M1MTNGvCMao60NjumJaTq9ubENhSNE0OBBC7OhscEQsTnwEAkWPrOVLdwba9ByK+z5lnDdHsc4/VW//aaWq8d3L1kRMC+/RMkgxpT11D1E0OBBC7uhIcEe0TnwEAkUMjZbFBvVP14ebI7nPc0L6Kj3N0anJ1NE8IBNA9dDU4gt9zAAAzuLTPYneclx+xfR05WZrJ1QBiEb/bAACRQCNlsZTEePXtmRj2/bQ1WZrJ1QBiEb/bAACRQCNlsYOHmvTN/kMh3+6RYXztTZZmcjWAWMTvNgBAuDFHymLhSu0zDOnOKcepT3pSwMnSTK4GEIv43QYACCcaKYuFM7WvT3qSzj+hn0rKK/XmpztVub9BWWmJcjlTfHMDSsor5a6pb/UcXzQAxAKCIwAA4UIjZbFwpvZt21OncQuWt3k/lczUBElq8z5Suc5kzZ2az6UvAAAAQDschmG0dfP3bqWmpkZOp1PV1dXKyMiI6L4PHmrScXcVRXSfZjgk5hEAAACg2zHbGxA2YbHEHnFK6mG/j8GQVLikTE2ebt9nAwAAAK3Y7xt8N1NSXqmGwx6ry2hTRXW9SsorrS4DAAAAsB0aKYvtrm09f8lO7F4fAAAAYAUaKYtlpycHHmQhu9cHAAAAWIFGymKj87LkTEmwuow25TqTfTHpAAAAAL5FI2UL9gt0cEiaOzWf+0kBAAAAbaCRslhJeaWqDx6O+H57pSb47iV1pFxnMtHnAAAAQAe4Ia/FIhXmcNVpAzWod6qy0hLlcqb4LtkrKa+Uu6Zelfsb/J4zcyaqyWOopLxSu2vrlZ2ebHo9INQ4FgEAQKTRSFksUmEO5x2fq4IhvVstb2uZGUWlFSpcUqaK6m8bwVxnsuZOzedMFiKKYxEAAFiBS/ssFomwiVCHRhSVVmjGovV+X1wlyV1drxmL1quotCJk+wI6wrEIAACsQiNlA4YR3rCJUIZGNHkMFS4pazMew7uscEmZmjz2C9BAbOFYBAAAVqKRslhJeaVq6sMXNjFrwtCQXt5UUl7Z6l//WzIkVVTXq6S8MmT7BNrCsQgAAKzEHCmLhTtsYlCfNEnmJuObGWO23kiFaKD74lgEAABWopGyWLjDJrLTk01Nxjc7Yd9svZEK0UD3xbEIAACsxKV9Fhudl6Xs9KSwbNuVkaR9dQ0BJ+MHM2F/dF6Wcp3Jam/GlUOhD7cA2sKxCAAArEQjZbH4OId+MfHYsGz7rvOH6563NwacjD/vzc9NT9iPj3No7tR8SWr1Bdb7OJThFkB7OBYBAICVaKRs4MkPtoZ0e5mpCXp8+kj1Sks0NRnfXdMQcEzLCfuTRuRq4fSRcjn9L5lyOZO1cPpI7t2DiOFYBAAAVmGOlA3srj0Uku2cc1y2rj09T6cN6a34OIfe2PB1SLYrtZ6wP2lErs7Jd+mj/+zV6q179PW+g+qXmaz0pAQ1eQzOAiBivMdioKAUAACAUKKRsoHs9ERVHWzs8nbW7dinS0Yd5fsCGcpJ9m1ta2mZW7e/+pmqDnxb+2Mr/qPM1ATdf/HxnA1AxMTHOVQwpLfVZQAAgG6ES/ts4IYzhoRkO5V1jX7hEGYn47syAodd7Kvzv/yvqLRCNy1a79dEeVUdaNRNR4RUAAAAALGERspiTR5D//uPTSHbnqFvwyHMTsa/6/zhAbd7z9sbfYETTR5D894sC7jOvDc/960DAAAAxBIaKYuVlFdqVwdhD53RMhzCzGT8XmmJQW2zpLxS7prANzl11zT4hVQAAAAAsYI5UhY7MsQhHNsNNBnfbA3eccHUHK7XBwAAAFiJM1IWC2UgRGe3a3asd1w4tg0AAABEE85IWWx0XpZyMpJCenlfr9QEjc7L8j0uKq1Q4ZIyv3tK5TqTNXdqviaNyPWFUrir69u8Ma9DzZcCerc5Oi9LrozkgJf3uTKS/OoAAAAAYgVnpCwWH+fQRSf1C+k29x1o1NIyt6TmJmrGovWtbszrrq73JfyZDaXwXgoYH+fQvAvyA9Yx74Lh3MsHAAAAMYlGymJNHkOvfbIz5Nud9+bnOnTYo8IlZW2eZfIu8yb8mQmlaGnSiFw9Pn2kMlMTWm07MzVBj7exDgAAABAruLTPYs0BEKFN7ZOaE/OeK97W6kxUS4a+TeMrGNI7YCjFkbzjP/rPXhVv3SvJUMHgPjptSG/ORAEAACCm0UhZLJypdiv+/Y2pcf/cskfumnpV7m9QVlqisjOS1SctSbtrm5usjpqp+DiHxh7dR2OP7mNqX00ew3SjFor1AAAAgHCIqkbq/vvv15w5c/Tzn/9cDz/8sCSpvr5et956qxYvXqyGhgZNnDhRjz32mHJycqwt1qRwptp9uHmPqXF/en9Lh8+3DKboikChF6FeDwAAAAiXqJkjtXbtWv35z3/WCSec4Ld81qxZWrJkiV5++WWtXLlSO3fu1MUXX2xRlcEbnZclZ0rreUZ20jKYorPMhF6Ecj0AAAAgnKKikdq/f7+uvPJKPfnkk+rVq5dveXV1tZ566ik9+OCDOvvsszVq1Cg9/fTTWr16tT766CMLKw5WW3EQ9nFkMEWwmjyG6dCLUKwHAAAAhFtUNFIzZ87UlClTNGHCBL/l69atU2Njo9/yYcOGacCAASouLm53ew0NDaqpqfH7sUpJeaWqDx62bP9mtQymCFZJeaXp0ItQrAcAAACEm+3nSC1evFjr16/X2rVrWz3ndruVmJiozMxMv+U5OTlyu93tbnP+/PkqLCwMdamdEs6wiXDoTL1m1zlyXGfXAwAAAMLN1mekvvzyS/385z/X888/r+Tk0IUyzJkzR9XV1b6fL7/8MmTbDlY4wybCoTP1ml3nyHGdXQ8AAAAIN1s3UuvWrdPu3bs1cuRI9ejRQz169NDKlSv1yCOPqEePHsrJydGhQ4dUVVXlt96uXbvkcrna3W5SUpIyMjL8fqzSHDZh+xODcqg5KW90XlbQ647Oy1KuM1nthZW3t+3OrgcAAACEm60bqe9973v67LPPtGHDBt/PKaecoiuvvNL33wkJCVq2bJlvnU2bNmnHjh0qKCiwsPLgGDbPSvA2MnOn5nfq3k3xcQ7NnZrvty0z2+7segAAAEC42fpUSHp6ukaMGOG3LC0tTb179/Ytv/766zV79mxlZWUpIyNDP/3pT1VQUKDTTjvNipKDVlJeqZr6yIdN5DqTdcGJuXrz04oOAx0kyRWCezZNGpGrhdNHtrofVKBtd3Y9AAAAIJxs3UiZ8dBDDykuLk6XXHKJ3w15o0WkgxKOdaXr0pFHaVhOuioPHtIZx2RLhrR7f4Mq9zcoKy1R2RnJkiHtqWtQdnrzpXOhOOszaUSuzsl3qaS8Urtr601vu7PrwZwmj8F7CwAAECSHYdj9wrLwq6mpkdPpVHV1dcTnSxVv3asrnrT2nle5nN3ptopKK1qd7eN4AAAA3ZnZ3sDWc6S6g9F5WcpItvbEoLu6XjMWrVdRaYWldSCyikorNGPR+laXdnI8AAAABEYjZQNxDmsvo/KekixcUqYmT7c/QdktNHkMFS4pU1ufNscDAABAYDRSFispr1TVwUary5AhqaK6XiXllVaXgggoKa/sMGSE4wEAAKBjUR82Ee0iHTYRyO7a+qDCBwgqiE5mjzu7HZ+dwTEKAADCgUbKYtnpyVaX4GfbnjqNW7DcVPgAQQXRy+xxZ7fjM1gcowAAIFy4tM9io/Oy5Mqw/suqQ1Kv1AQ99N5mU+EDBBVEt9F5Wcp1Jre60bGXQ80Nx+i8rEiWFVIcowAAIJxopCwWH+fQnPOGWVqD98t0e7ECR4YPEFQQ/eLjHJo7NV+SWjVT3sdzp+ZH7SVwHKMAACDcaKRs4ONtnZvQn+tM1o/PyFOus2tntFzOZN0y4RhVHWg/9KJl+ABBBbFh0ohcLZw+Uq4jjh+XM1kLp4+M6kvfOEYBAEC4MUfKBrbtPWB67Ln5OZpyQq7fpPlfTjrON5l+865a/en9rQG3M/OsITrGle7bzlv/2mlq/8GED8RCUEGsmzQiV+fku2IujKE7hWkAAABr0EjZwKDeqfpws7mxORlJOv+Efn5fdOPjHCoY0luSVLx1r6lG6vSj+2js0X18j8MRPhDtQQXdRcvjJ1Z0lzANAABgHS7ts4E7zss3Pfa5j3Zo3ILl7U6U31d3SGZOJtz60ga/bQQTPtAdggoQ3ThGAQBAuNFI2cDKf+8OanxFO6ljRaUVmvnCepmZP7+rpsFvG8GED8R6UAGiH8coAAAINxopizV5DM17syzo9Qz5p451lFLW3vo6YhvBhA/EclABYgPHKAAACCfmSFmspLxS7prOTXj3po4VDOkdMKWsLS2Ty7xzZIIJH4jVoALEDo5RAAAQLjRSFutqati7/700z119MGQ1BBM+0NbYJo/BF1fYRiyGaQAAAOvRSFmsq6lhzxZv17PF25WVlmhZDS0VlVaocEmZ39mxXGey5k7N51IqAAAAxAzmSFlsdF6WXBldb2T21R0Kep1QJ5cVlVZoxqL1rS4xdLcTjgEAAABEKxopi8XHOfTrKcd1eTtmQya8Qp1c1lHYRVvBFgAAAEA0o5Gygd2dDJtoT1Zagt/jXqkJykz1Xxbq5LJAYRctgy0AAACAaMccKRvYXnkgpNv7zXn52nfgkLZXHtDArFRdVTBI8XGOsAZAmA3N6Gq4BgAAAGAHNFI2MDArNaTb++07Zaqsa/Q9/r9V5WEPezAbWBHKYAsAAADAKlzaZwPZIQibaKllEyVFJuxhdF6Wcp3Jau8cV6iDLQAAAAAr0UhZrMlj6N63N3Z5Ox1dpBeJsIf4OIfmTs1vs5ZQB1sAAAAAVqORslhJeaXcIQibCHQfqUiEPUwakauF00fK5fQ/wxbqYAsAAADAasyRslhnwxfOyc/WtQV52lPXoOz0ZLmrD2rWS5+a3l+TxwhL+MSkEbk6J98V1mALAAAAwGo0UhbrbPjCaXm9NXZoH9/j4q17Te+vqLRChUvK/OLKc53JIQukiI9zqGBI7y5vBwAAALArLu2z2Oi8LLmCDJuIc0hXFQzyW7av7lDA9XKdydpX16AZi9a3uudTJAIpAAAAgFhBI2Wx+DiH5l2QH9Q6148bpMQe3350TR5D97xdFnC9X08+Tve8vVFtxU1EIpACAAAAiBU0UjYwaUSuHp8+UskJ5j6Os4e5/B6XlFe2OsPUll219R2Oi0QgBQAAABALaKRsYtKIXM3//vGmxh4ZUGE2sGJ75YFObR8AAACAPxopG1n2xW5T444MqDAbWDEwK7VT2wcAAADgj0bKJua/U6a3/mUu6GFfXYPf49F5Wcp1Jrd7U16HmoMmrioYZGrc6Lwss2UDAAAA3RKNlA0cOuzRkx+Wmx5/z9sb/QIh4uMcmju1ObDiyCbJ+3ju1Hwl9ogzNY57PgEAAAAdo5GygeeKtymYoLy2AiEmjcjVwukj5XL6X5bnciZr4fSRvvtDmR0HAAAAoH3ckNcGzIZAtNRWIMSkEbk6J9+lkvJK7a6tV3Z682V6R55hMjsOAAAAQNs4I2UDZkMgWmorEKLJY9AcAQAAABHAGSkbuKpgkH7bzo1y29JWIERRaYUKl5T53Scq15msuVPzW12uF8xYAAAAAK1xRsoGln+xy3QTJUkXnJjrd6apqLRCMxatb3WzXXd1vWYsWq+i0opOjQUAAADQNhopizV5DBUuKQtqnTc/rfCl9nnXb6sR8y4rXFKmJo8R1FgAAAAA7aORslhJeWWrs0OBtEztC7S+0WJ8MGMBAAAAtI85UhZrK30vmPXMrh/MfjpbU6QQqgEAAACr2fqM1MKFC3XCCScoIyNDGRkZKigo0Lvvvut7vr6+XjNnzlTv3r3Vs2dPXXLJJdq1a5eFFQevrfS9YNYzu352enJQY+2qqLRC4xYs1xVPfqSfL96gK578SOMWLGduFwAAACLK1o3UUUcdpfvvv1/r1q3Txx9/rLPPPlsXXnihPv/8c0nSrFmztGTJEr388stauXKldu7cqYsvvtjiqoMzOi9Luc5kBXM+JS0x3pfaF2h9h75N+QtmrB0RlAEAAAC7sHUjNXXqVJ133nkaOnSojjnmGN17773q2bOnPvroI1VXV+upp57Sgw8+qLPPPlujRo3S008/rdWrV+ujjz6yunTT4uMcmjs1P6h1DjQ2+QIhWq5/ZIPkfTx3ar7i4xxBjbUbgjIAAABgJ7ZupFpqamrS4sWLVVdXp4KCAq1bt06NjY2aMGGCb8ywYcM0YMAAFRcXd7ithoYG1dTU+P1YadKIXC2cPlK5TnOX1BmG9Fzxtlbru45Y3+VM1sLpI/3uDRXMWDshKAMAAAB2Yvuwic8++0wFBQWqr69Xz5499dprryk/P18bNmxQYmKiMjMz/cbn5OTI7XZ3uM358+ersLAwjFUHb9KIXJ09LEeXP1Gs9TuqAo7fXnmg1frn5LtMhTAEM9YuwhGqAQAAAHSW7RupY489Vhs2bFB1dbX+9re/6ZprrtHKlSu7tM05c+Zo9uzZvsc1NTXq379/V0vtkqLSCt3+6meqOtBoavzArNRWy+LjHCoY0tvU+sGMtYNYCMoAAABA7LB9I5WYmKijjz5akjRq1CitXbtWf/jDHzRt2jQdOnRIVVVVfmeldu3aJZfL1eE2k5KSlJSUFM6yg1JUWqGbFq03PT7OIV1VMCh8BdmQNyjDXV3f5jwph5ovT7RrUAYAAABiS9TMkfLyeDxqaGjQqFGjlJCQoGXLlvme27Rpk3bs2KGCggILKwxOk8fQvDfLglrnhvF5SuwRdR9dl0RzUAYAAABij63PSM2ZM0eTJ0/WgAEDVFtbqxdeeEErVqzQ3//+dzmdTl1//fWaPXu2srKylJGRoZ/+9KcqKCjQaaedZnXpppWUV8pdY25ej0PSjWfkac55waX8xQpvUEbhkjK/4AmXM1lzp+bbNigDAAAAscfWjdTu3bt19dVXq6KiQk6nUyeccIL+/ve/65xzzpEkPfTQQ4qLi9Mll1yihoYGTZw4UY899pjFVQcnmHCE3//gRF086ihJzWeyjgyLkBRVARKdEY1BGQAAAIg9DsMwuv2Nd2pqauR0OlVdXa2MjIyI7rt4615d8aS5+1799YbTVDCkt4pKK1qdlclMTZAkv7CKXM7UAAAAAEEx2xt0r4k2NjQ6L0uujMBJc66MJI3Oy1JRaYVmLFrf6p5KVQcaWyX+uavrNWPRehWVVoS0ZgAAAKC7o5GyWHycQ/MuCDznad4FwyVJhUvK2kyta4t3XOGSMjV5uv2JRwAAACBkaKRsYNKIXD0+faTv8ryWMlMT9Pj0kZo0Ilcl5ZWtzkQFYkiqqK5XSXlliKoFAAAAYOuwie7EG6Lw0X/2avXWPfp630EZhqHv9EpRelKCmjxGUMEUR+rKugAAAAD80UjZSHycQ7X1jXp+zQ6/+U6PrfiPMlMT9KPT8zq97ez0wPOwAAAAAJhDI2UjRaUVumnR+jafqzrQqIfe+7cyUxNUfaDR9Dwph5rvs+SNRwcAAADQdcyRsokmj6F5b5YFHmgYMtTcIAXiHTN3aj73WQIAAABCiEbKJkrKK+WuCTyPqergYc2aMFQup/+ler1SE1qFVbicyVr436AKAAAAAKHDpX02EUwYxKA+aVr1q7NVUl6p3bX1yk7/9tK9I5dxJgoAAAAIPRopmwgmDCI7PVnxcQ4VDOnd6rm2lgEAAAAILS7ts4nlX+wyNc6VkURwBAAAAGAxGikbOHTYo6dWlZsaO++C4VyuBwAAAFiMRsoGniveJo+JPPNLR36H4AgAAADABmikbGB75QFT41KTmNIGAAAA2AGNlA0MzEoN6TgAAAAA4UUjZQNXFQxSoGlPcY7mcQAAAACsRyNlA4k94tQ/K6XDMf2zUpTYg48LAAAAsAO+mdvAwUNN2r73YIdjtu89qIOHmiJUEQAAAICO0EjZwH3vlIV0HAAAAIDwopGygW17zaX2mR0HAAAAILxopGxgUG9zaXxmxwEAAAAILxopG7jjvPyQjgMAAAAQXjRSNpCSGK9z8rM7HHNOfrZSEuMjVBEAAACAjtBI2cSTV5/abjN1Tn62nrz61AhXBAAAAKA9PawuAN968upTdfBQk+57p0zb9h7QoN6puuO8fM5EAQAAADZDI2UzKYnxuuei460uAwAAAEAHuLQPAAAAAIJEIwUAAAAAQaKRAgAAAIAg0UgBAAAAQJBopAAAAAAgSDRSAAAAABAkGikAAAAACBKNFAAAAAAEiUYKAAAAAIJEIwUAAAAAQaKRAgAAAIAg0UgBAAAAQJBopAAAAAAgSDRSAAAAABAkGikAAAAACJKtG6n58+fr1FNPVXp6urKzs3XRRRdp06ZNfmPq6+s1c+ZM9e7dWz179tQll1yiXbt2WVQxAAAAgO7A1o3UypUrNXPmTH300UdaunSpGhsbde6556qurs43ZtasWVqyZIlefvllrVy5Ujt37tTFF19sYdUAAAAAYp3DMAzD6iLM+uabb5Sdna2VK1fqjDPOUHV1tfr27asXXnhBl156qSTpiy++0HHHHafi4mKddtppprZbU1Mjp9Op6upqZWRkhPMlAAAAALAxs72Brc9IHam6ulqSlJWVJUlat26dGhsbNWHCBN+YYcOGacCAASouLm53Ow0NDaqpqfH7AQAAAACzoqaR8ng8uuWWWzR27FiNGDFCkuR2u5WYmKjMzEy/sTk5OXK73e1ua/78+XI6nb6f/v37h7P0TmvyGCreuldvbPhaxVv3qskTNScPAQAAgJjWw+oCzJo5c6ZKS0u1atWqLm9rzpw5mj17tu9xTU2N7ZqpotIKFS4pU0V1vW9ZrjNZc6fma9KIXAsrAwAAABAVZ6RuvvlmvfXWW3r//fd11FFH+Za7XC4dOnRIVVVVfuN37doll8vV7vaSkpKUkZHh92MnRaUVmrFovV8TJUnu6nrNWLReRaUVFlUGAAAAQLJ5I2UYhm6++Wa99tprWr58ufLy8vyeHzVqlBISErRs2TLfsk2bNmnHjh0qKCiIdLkh0eQxVLikTG1dxOddVrikjMv8AAAAAAvZ+tK+mTNn6oUXXtAbb7yh9PR037wnp9OplJQUOZ1OXX/99Zo9e7aysrKUkZGhn/70pyooKDCd2Gc3JeWVrc5EtWRIqqiuV0l5pQqG9I5cYQAAAAB8bN1ILVy4UJJ01lln+S1/+umnde2110qSHnroIcXFxemSSy5RQ0ODJk6cqMceeyzClYbO7tr2m6jOjAMAAAAQerZupMzc4io5OVmPPvqoHn300QhUFH7Z6ckhHQcAAAAg9Gw9R6o7Gp2XpVxnshztPO9Qc3rf6LysSJYFAAAAoAUaKZuJj3No7tR8SWrVTHkfz52ar/i49lotAAAAAOFGI2VDk0bkauH0kXI5/S/fczmTtXD6SO4jBQAAAFjM1nOkurNJI3J1Tr5LJeWV2l1br+z05sv5OBMFAAAAWI9Gysbi4xxEnAMAAAA2xKV9AAAAABAkGikAAAAACBKNFAAAAAAEiUYKAAAAAIJEIwUAAAAAQaKRAgAAAIAg0UgBAAAAQJBopAAAAAAgSDRSAAAAABAkGikAAAAACBKNFAAAAAAEiUYKAAAAAIJEIwUAAAAAQephdQF2YBiGJKmmpsbiSgAAAABYydsTeHuE9tBISaqtrZUk9e/f3+JKAAAAANhBbW2tnE5nu887jECtVjfg8Xi0c+dOpaeny+FwRHz/NTU16t+/v7788ktlZGREfP8AxyDsgOMQVuMYhB1wHFrPMAzV1taqX79+iotrfyYUZ6QkxcXF6aijjrK6DGVkZPA/DCzFMQg74DiE1TgGYQcch9bq6EyUF2ETAAAAABAkGikAAAAACBKNlA0kJSVp7ty5SkpKsroUdFMcg7ADjkNYjWMQdsBxGD0ImwAAAACAIHFGCgAAAACCRCMFAAAAAEGikQIAAACAINFIAQAAAECQaKQs9uijj2rQoEFKTk7WmDFjVFJSYnVJiGHz5s2Tw+Hw+xk2bJjv+fr6es2cOVO9e/dWz549dckll2jXrl0WVoxo98EHH2jq1Knq16+fHA6HXn/9db/nDcPQXXfdpdzcXKWkpGjChAnavHmz35jKykpdeeWVysjIUGZmpq6//nrt378/gq8C0S7QcXjttde2+t04adIkvzEch+iK+fPn69RTT1V6erqys7N10UUXadOmTX5jzPwN3rFjh6ZMmaLU1FRlZ2frF7/4hQ4fPhzJl4IWaKQs9OKLL2r27NmaO3eu1q9frxNPPFETJ07U7t27rS4NMWz48OGqqKjw/axatcr33KxZs7RkyRK9/PLLWrlypXbu3KmLL77YwmoR7erq6nTiiSfq0UcfbfP5Bx54QI888ogef/xxrVmzRmlpaZo4caLq6+t9Y6688kp9/vnnWrp0qd566y198MEHuvHGGyP1EhADAh2HkjRp0iS/341//etf/Z7nOERXrFy5UjNnztRHH32kpUuXqrGxUeeee67q6up8YwL9DW5qatKUKVN06NAhrV69Wn/5y1/0zDPP6K677rLiJUGSDFhm9OjRxsyZM32Pm5qajH79+hnz58+3sCrEsrlz5xonnnhim89VVVUZCQkJxssvv+xbtnHjRkOSUVxcHKEKEcskGa+99prvscfjMVwul/G73/3Ot6yqqspISkoy/vrXvxqGYRhlZWWGJGPt2rW+Me+++67hcDiMr7/+OmK1I3YceRwahmFcc801xoUXXtjuOhyHCLXdu3cbkoyVK1cahmHub/A777xjxMXFGW632zdm4cKFRkZGhtHQ0BDZFwDDMAyDM1IWOXTokNatW6cJEyb4lsXFxWnChAkqLi62sDLEus2bN6tfv34aPHiwrrzySu3YsUOStG7dOjU2Nvodk8OGDdOAAQM4JhEW5eXlcrvdfsec0+nUmDFjfMdccXGxMjMzdcopp/jGTJgwQXFxcVqzZk3Ea0bsWrFihbKzs3XsscdqxowZ2rt3r+85jkOEWnV1tSQpKytLkrm/wcXFxTr++OOVk5PjGzNx4kTV1NTo888/j2D18KKRssiePXvU1NTk9z+DJOXk5MjtdltUFWLdmDFj9Mwzz6ioqEgLFy5UeXm5xo8fr9raWrndbiUmJiozM9NvHY5JhIv3uOro96Db7VZ2drbf8z169FBWVhbHJUJm0qRJevbZZ7Vs2TItWLBAK1eu1OTJk9XU1CSJ4xCh5fF4dMstt2js2LEaMWKEJJn6G+x2u9v8fel9DpHXw+oCAETO5MmTff99wgknaMyYMRo4cKBeeuklpaSkWFgZAFjn8ssv9/338ccfrxNOOEFDhgzRihUr9L3vfc/CyhCLZs6cqdLSUr85yohOnJGySJ8+fRQfH98qjWXXrl1yuVwWVYXuJjMzU8ccc4y2bNkil8ulQ4cOqaqqym8MxyTCxXtcdfR70OVytQrgOXz4sCorKzkuETaDBw9Wnz59tGXLFkkchwidm2++WW+99Zbef/99HXXUUb7lZv4Gu1yuNn9fep9D5NFIWSQxMVGjRo3SsmXLfMs8Ho+WLVumgoICCytDd7J//35t3bpVubm5GjVqlBISEvyOyU2bNmnHjh0ckwiLvLw8uVwuv2OupqZGa9as8R1zBQUFqqqq0rp163xjli9fLo/HozFjxkS8ZnQPX331lfbu3avc3FxJHIfoOsMwdPPNN+u1117T8uXLlZeX5/e8mb/BBQUF+uyzz/ya+qVLlyojI0P5+fmReSHwZ3XaRXe2ePFiIykpyXjmmWeMsrIy48YbbzQyMzP90liAULr11luNFStWGOXl5cY///lPY8KECUafPn2M3bt3G4ZhGDfddJMxYMAAY/ny5cbHH39sFBQUGAUFBRZXjWhWW1trfPLJJ8Ynn3xiSDIefPBB45NPPjG2b99uGIZh3H///UZmZqbxxhtvGP/617+MCy+80MjLyzMOHjzo28akSZOMk08+2VizZo2xatUqY+jQocYVV1xh1UtCFOroOKytrTVuu+02o7i42CgvLzfee+89Y+TIkcbQoUON+vp63zY4DtEVM2bMMJxOp7FixQqjoqLC93PgwAHfmEB/gw8fPmyMGDHCOPfcc40NGzYYRUVFRt++fY05c+ZY8ZJgGAaNlMX++Mc/GgMGDDASExON0aNHGx999JHVJSGGTZs2zcjNzTUSExON73znO8a0adOMLVu2+J4/ePCg8ZOf/MTo1auXkZqaanz/+983KioqLKwY0e799983JLX6ueaaawzDaI5Av/POO42cnBwjKSnJ+N73vmds2rTJbxt79+41rrjiCqNnz55GRkaG8aMf/ciora214NUgWnV0HB44cMA499xzjb59+xoJCQnGwIEDjRtuuKHVP2pyHKIr2jr+JBlPP/20b4yZv8Hbtm0zJk+ebKSkpBh9+vQxbr31VqOxsTHCrwZeDsMwjEifBQMAAACAaMYcKQAAAAAIEo0UAAAAAASJRgoAAAAAgkQjBQAAAABBopECAAAAgCDRSAEAAABAkGikAAAAACBINFIAAAAAECQaKQAAImDFihVyOByqqqqyuhQAQAjQSAEAbOXaa6+Vw+HQ/fff77f89ddfl8PhML2dQYMG6eGHHw5xdeacddZZuuWWWyzZNwAgMmikAAC2k5ycrAULFmjfvn1WlxKUQ4cOWV0CACBCaKQAALYzYcIEuVwuzZ8/v90xq1at0vjx45WSkqL+/fvrZz/7merq6iQ1nxHavn27Zs2aJYfDIYfDIcMw1LdvX/3tb3/zbeOkk05Sbm6u3zaTkpJ04MABSdKOHTt04YUXqmfPnsrIyNBll12mXbt2+cbPmzdPJ510kv7v//5PeXl5Sk5O1rXXXquVK1fqD3/4g2/f27Zt862zbt06nXLKKUpNTdXpp5+uTZs2heptAwBEEI0UAMB24uPjdd999+mPf/yjvvrqq1bPb926VZMmTdIll1yif/3rX3rxxRe1atUq3XzzzZKkV199VUcddZTuvvtuVVRUqKKiQg6HQ2eccYZWrFghSdq3b582btyogwcP6osvvpAkrVy5UqeeeqpSU1Pl8Xh04YUXqrKyUitXrtTSpUv1n//8R9OmTfOrZcuWLXrllVf06quvasOGDfrDH/6ggoIC3XDDDb599+/f3zf+17/+tX7/+9/r448/Vo8ePXTdddeF6V0EAIRTD6sLAACgLd///vd10kknae7cuXrqqaf8nps/f76uvPJK3zykoUOH6pFHHtGZZ56phQsXKisrS/Hx8UpPT5fL5fKtd9ZZZ+nPf/6zJOmDDz7QySefLJfLpRUrVmjYsGFasWKFzjzzTEnSsmXL9Nlnn6m8vNzXCD377LMaPny41q5dq1NPPVVS8+V8zz77rPr27evbT2JiolJTU/327XXvvff69nH77bdrypQpqq+vV3JycojeOQBAJHBGCgBgWwsWLNBf/vIXbdy40W/5p59+qmeeeUY9e/b0/UycOFEej0fl5eXtbu/MM89UWVmZvvnmG61cuVJnnXWWzjrrLK1YsUKNjY1avXq1zjrrLEnSxo0b1b9/f7+zSfn5+crMzPSrZ+DAgX5NVCAnnHCC77+9lxXu3r3b9PoAAHugkQIA2NYZZ5yhiRMnas6cOX7L9+/frx//+MfasGGD7+fTTz/V5s2bNWTIkHa3d/zxxysrK0srV670a6RWrlyptWvXqrGxUaeffnpQNaalpQU1PiEhwfff3hRCj8cT1DYAANbj0j4AgK3df//9Oumkk3Tsscf6lo0cOVJlZWU6+uij210vMTFRTU1NfsscDofGjx+vN954Q59//rnGjRun1NRUNTQ06M9//rNOOeUUX2N03HHH6csvv9SXX37pOytVVlamqqoq5efnd1hzW/sGAMQWzkgBAGzt+OOP15VXXqlHHnnEt+xXv/qVVq9erZtvvlkbNmzQ5s2b9cYbb/jCJqTm+0h98MEH+vrrr7Vnzx7f8rPOOkt//etfddJJJ6lnz56Ki4vTGWecoeeff943d0lqTg707nv9+vUqKSnR1VdfrTPPPFOnnHJKhzUPGjRIa9as0bZt27Rnzx7OOAFADKKRAgDY3t133+3XjJxwwglauXKl/v3vf2v8+PE6+eSTddddd6lfv35+62zbtk1Dhgzxm8N05plnqqmpyTcXSmpuro5c5nA49MYbb6hXr14644wzNGHCBA0ePFgvvvhiwHpvu+02xcfHKz8/X3379tWOHTu69gYAAGzHYRiGYXURAAAAABBNOCMFAAAAAEGikQIAAACAINFIAQAAAECQaKQAAAAAIEg0UgAAAAAQJBopAAAAAAgSjRQAAAAABIlGCgAAAACCRCMFAAAAAEGikQIAAACAINFIAQAAAECQ/j95SIVBmQwPMAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализируем отношение возраста и состояния\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df[\"Networth\"], df[\"Age\"])\n",
    "plt.xlabel(\"Networth\")\n",
    "plt.ylabel(\"Age\")\n",
    "plt.title(\"Networth vs Age\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данные показывают, что в группе миллиардеров нет прямой зависимости между возрастом и величиной состояния, но большинство людей с огромным состоянием (выше 100 миллиардов) — это исключения, а не правило."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 849,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA80AAATYCAYAAAAlCiVTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzde3zP9f//8dt7wzY7mtNGs5nNYcacy5nis4V9ENFyWkIISSuWHOZMEVKKyuSsj0MOtWIoIXOaQ1uLMVQTkc2wme39+8PP++ttBya8F/fr5fK6XPZ6Pp+v5+vxeq0uF489n6/n02A0Go2IiIiIiIiISA5Wlg5AREREREREpLBS0iwiIiIiIiKSByXNIiIiIiIiInlQ0iwiIiIiIiKSByXNIiIiIiIiInlQ0iwiIiIiIiKSByXNIiIiIiIiInlQ0iwiIiIiIiKSByXNIiIiIiIiInlQ0iwiIiL/CklJSRgMBt577z1LhyIiIo8RJc0iIiKFXGRkJAaDAVtbW37//fcc9S1atMDf3/+e+l66dCkzZ878hxHeX19//TVjx461dBj3LDExkVdeeQVvb29sbW1xcnKicePGzJo1i6tXr1o6PAA++ugjIiMjLR2GiMi/gpJmERGRf4mMjAymTJlyX/ssrElzRESEpcO4Jxs3bqRGjRqsXLmS4OBgPvjgAyZPnkyFChV48803ee211ywdIqCkWUSkIIpYOgARERG5O7Vq1WL+/PmEh4dTrlw5S4dz312+fBl7e3tLh3HPTpw4wQsvvICnpydbtmzB3d3dVPfqq69y7NgxNm7caMEI782//fciIvJPaaRZRETkX+Ltt98mKyvrrkebFy9eTN26dbGzs8PV1ZUXXniB06dPm+pbtGjBxo0bOXnyJAaDAYPBgJeXF0ajkVKlSjFs2DBT2+zsbFxcXLC2tubixYum8qlTp1KkSBHS0tJMZVu2bKFp06bY29vj4uJC+/btiY+PN4tt7NixGAwG4uLiePHFFylRogRNmjQhNDSUDz/8EMAUk8FgyPFs8+bNo1KlStjY2FC/fn327NmT77vYu3cvBoOBhQsX5qj79ttvMRgMbNiwAYBLly4xdOhQvLy8sLGxoUyZMrRu3Zr9+/fne49p06aRlpbGZ599ZpYw3+Tj42M20nz9+nXGjx9veg4vLy/efvttMjIyzK4zGAy5Tlf38vIiNDTUdH5zGv+OHTsYNmwYpUuXxt7eno4dO3Lu3Dmz637++We+//570/tt0aKFWR/ff/89AwcOpEyZMjzxxBNs3boVg8HAmjVrcsSxdOlSDAYDu3btyvf9iIj8W2mkWURE5F+iYsWK9OzZk/nz5zNixIh8R5snTpzIqFGj6NKlC3369OHcuXN88MEHNGvWjAMHDuDi4sLIkSNJSUnht99+4/333wfAwcEBg8FA48aN+eGHH0z9HTp0iJSUFKysrNixYwdt27YFYPv27dSuXRsHBwcANm/ezLPPPou3tzdjx47l6tWrfPDBBzRu3Jj9+/fj5eVlFufzzz+Pr68vkyZNwmg0Urt2bf744w82bdrEokWLcn22pUuXcunSJV555RUMBgPTpk3jueee4/jx4xQtWjTXa+rVq4e3tzcrV66kV69eZnUrVqygRIkSBAYGAtC/f3/+97//MWjQIPz8/Dh//jw//vgj8fHx1KlTJ893vn79ery9vWnUqFGebW7Vp08fFi5cSOfOnXnjjTfYvXs3kydPJj4+Ptfk9G4NHjyYEiVKMGbMGJKSkpg5cyaDBg1ixYoVAMycOZPBgwfj4ODAyJEjAShbtqxZHwMHDqR06dKMHj2ay5cv06JFCzw8PFiyZAkdO3Y0a7tkyRIqVapEw4YN7zlmEZFCzSgiIiKF2oIFC4yAcc+ePcbExERjkSJFjEOGDDHVN2/e3Fi9enXTeVJSktHa2to4ceJEs34OHz5sLFKkiFl527ZtjZ6enjnu+e677xqtra2NqampRqPRaJw9e7bR09PT2KBBA+Pw4cONRqPRmJWVZXRxcTG+/vrrputq1aplLFOmjPH8+fOmsoMHDxqtrKyMPXv2NJWNGTPGCBhDQkJy3PvVV1815vZPlBMnThgBY8mSJY0XLlwwlX/11VdGwLh+/fqcL+8W4eHhxqJFi5pdm5GRYXRxcTH27t3bVObs7Gx89dVX8+3rdikpKUbA2L59+7tqHxsbawSMffr0MSsPCwszAsYtW7aYygDjmDFjcvTh6elp7NWrl+n85n8nrVq1MmZnZ5vKX3/9daO1tbXx4sWLprLq1asbmzdvnqPPm300adLEeP36dbO68PBwo42NjVk/Z8+eNRYpUiTX+EREHhWani0iIvIv4u3tTY8ePZg3bx7Jycm5tlm9ejXZ2dl06dKFv/76y3S4ubnh6+vL1q1b73ifpk2bkpWVxc6dO4EbI8pNmzaladOmbN++HYAjR45w8eJFmjZtCkBycjKxsbGEhobi6upq6qtmzZq0bt2ar7/+Osd9+vfvX+B30LVrV0qUKGEWK8Dx48fveF1mZiarV682lX333XdcvHiRrl27mspcXFzYvXs3f/zxx13HlJqaCoCjo+Ndtb/5Lm6dAg/wxhtvAPyjb5/79etnNqX95u/y5MmTd91H3759sba2Nivr2bMnGRkZ/O9//zOVrVixguvXr9O9e/d7jldEpLBT0iwiIvIv884773D9+vU8v20+evQoRqMRX19fSpcubXbEx8dz9uzZO96jTp06FC9e3JQg30yamzVrxt69e0lPTzfVNWnSBMCUlFWpUiVHf9WqVeOvv/7i8uXLZuUVK1a8+wf//ypUqGB2fjOB/vvvv/O9LiAggKpVq5qmKcONpK9UqVI8/fTTprJp06Zx5MgRPDw8aNCgAWPHjr1jQu7k5ATc+B76bpw8eRIrKyt8fHzMyt3c3HBxcSlQgnu7e30/t8rt91K1alXq16/PkiVLTGVLlizhqaeeyvEcIiKPEn3TLCIi8i/j7e1N9+7dmTdvHiNGjMhRn52djcFg4JtvvskxWgiYvj/OT9GiRXnyySf54YcfOHbsGGfOnKFp06aULVuWzMxMdu/ezfbt26latSqlS5e+52exs7Mr8DW5PROA0Wi847Vdu3Zl4sSJ/PXXXzg6OrJu3TpCQkIoUuT//knUpUsXmjZtypo1a/juu+949913mTp1KqtXr+bZZ5/NtV8nJyfKlSvHkSNHCvQsuS1ydreysrJyLf8n7+emvH4vPXv25LXXXuO3334jIyODn376iTlz5tx1vyIi/0YaaRYREfkXujnaPHXq1Bx1lSpVwmg0UrFiRVq1apXjeOqpp0xt80vamjZtSkxMDJs3b6ZUqVJUrVoVV1dXqlevzvbt29m+fTvNmjUztff09AQgISEhR1+//PILpUqVuquti/5JInknXbt25fr166xatYpvvvmG1NRUXnjhhRzt3N3dGThwIGvXruXEiROULFmSiRMn5tt3u3btSExMvKtVpD09PcnOzubo0aNm5X/++ScXL140vUu4MVJ864rlANeuXctzev7duNd3/MILL2Btbc2yZctYsmQJRYsWNZvaLiLyKFLSLCIi8i9UqVIlunfvzieffMKZM2fM6p577jmsra2JiIjIMbpoNBo5f/686dze3p6UlJRc79G0aVMyMjKYOXMmTZo0MSVaTZs2ZdGiRfzxxx+m74nhRqJZq1YtFi5caJbkHTlyhO+++442bdrc1bPdTKxvTxTvh2rVqlGjRg1WrFjBihUrcHd3N0v8s7KycryPMmXKUK5cuRxbQd3urbfewt7enj59+vDnn3/mqE9MTGTWrFkApncxc+ZMszYzZswAMK1ODjd+17euZA43ttzKa6T5btjb29/T+y1VqhTPPvssixcvZsmSJQQFBVGqVKl7jkNE5N9A07NFRET+pUaOHMmiRYtISEigevXqpvJKlSoxYcIEwsPDSUpKokOHDjg6OnLixAnWrFlDv379CAsLA6Bu3bqsWLGCYcOGUb9+fRwcHAgODgagYcOGFClShISEBPr162fqv1mzZsydOxfALGkGePfdd3n22Wdp2LAhL7/8smnLKWdn51z3Gs5N3bp1ARgyZAiBgYFYW1vnOhp8r7p27cro0aOxtbXl5Zdfxsrq/8YQLl26xBNPPEHnzp0JCAjAwcGBzZs3s2fPHqZPn55vv5UqVWLp0qV07dqVatWq0bNnT/z9/bl27Ro7d+7kyy+/NO2rHBAQQK9evZg3bx4XL16kefPmxMTEsHDhQjp06EDLli1N/fbp04f+/fvTqVMnWrduzcGDB/n222//UbJat25d5s6dy4QJE/Dx8aFMmTJm33Xnp2fPnnTu3BmA8ePH33MMIiL/GpZcultERETu7NYtp27Xq1cvI2C25dRNq1atMjZp0sRob29vtLe3N1atWtX46quvGhMSEkxt0tLSjC+++KLRxcXFCOTYfqp+/fpGwLh7925T2W+//WYEjB4eHrnGu3nzZmPjxo2NdnZ2RicnJ2NwcLAxLi7OrM3NLafOnTuX4/rr168bBw8ebCxdurTRYDCYtp+6ueXUu+++m+Ma8tiWKTdHjx41AkbA+OOPP5rVZWRkGN98801jQECA0dHR0Whvb28MCAgwfvTRR3fVt9FoNP7666/Gvn37Gr28vIzFihUzOjo6Ghs3bmz84IMPjOnp6aZ2mZmZxoiICGPFihWNRYsWNXp4eBjDw8PN2hiNN7b2Gj58uLFUqVLG4sWLGwMDA43Hjh3Lc8up2/872bp1qxEwbt261VR25swZY9u2bY2Ojo5GwLT9VH7/rd36jkqUKGF0dnY2Xr169a7fi4jIv5XBaCzAqhAiIiIi8li7fv065cqVIzg4mM8++8zS4YiIPHD6pllERERE7tratWs5d+4cPXv2tHQoIiIPhUaaRUREROSOdu/ezaFDhxg/fjylSpVi//79lg5JROSh0EiziIiIiNzR3LlzGTBgAGXKlOGLL76wdDgiIg+NRppFRERERERE8qCRZhEREREREZE8KGkWERERERERyUMRSwcg8rBkZ2fzxx9/4OjoiMFgsHQ4IiIiIiJiIUajkUuXLlGuXDmsrPIfS1bSLI+NP/74Aw8PD0uHISIiIiIihcTp06d54okn8m2jpFkeG46OjsCN/zGcnJwsHI2IiIiIiFhKamoqHh4ephwhP0qa5bFxc0q2k5OTkmYREREREbmrzza1EJiIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbOIiIiIiIhIHpQ0i4iIiIiIiORBSbMUSklJSRgMBmJjYy0dygORlW1kV+J5vor9nV2J58nKNlo6JBERERERyYWSZiE0NBSDwZDjCAoKuuO1Xl5ezJw5877H5OHhQXJyMv7+/ve9b0uLOpJMk6lbCJn/E68tjyVk/k80mbqFqCPJlg5NRERERERuU8TSAUjhEBQUxIIFC8zKbGxsLBQNWFtb4+bmZrH7PyhRR5IZsHg/t48rn0lJZ8Di/cztXocgf3eLxCYiIiIiIjlppFmAGwmym5ub2VGiRAmMRiNjx46lQoUK2NjYUK5cOYYMGQJAixYtOHnyJK+//rppdPqmVatWUb16dWxsbPDy8mL69Olm9/Py8mLSpEn07t0bR0dHKlSowLx580z1t0/PzsrK4uWXX6ZixYrY2dlRpUoVZs2a9eBfzH2UlW0kYn1cjoQZMJVFrI/TVG0RERERkUJESbPka9WqVbz//vt88sknHD16lLVr11KjRg0AVq9ezRNPPMG4ceNITk4mOfnG9OJ9+/bRpUsXXnjhBQ4fPszYsWMZNWoUkZGRZn1Pnz6devXqceDAAQYOHMiAAQNISEjINY7s7GyeeOIJvvzyS+Li4hg9ejRvv/02K1euzDP2jIwMUlNTzQ5LijlxgeSU9DzrjUBySjoxJy48vKBERERERCRfmp4tAGzYsAEHBwezsrfffhtbW1vc3Nxo1aoVRYsWpUKFCjRo0AAAV1dXrK2tcXR0NJtKPWPGDJ555hlGjRoFQOXKlYmLi+Pdd98lNDTU1K5NmzYMHDgQgOHDh/P++++zdetWqlSpkiO+okWLEhERYTqvWLEiu3btYuXKlXTp0iXXZ5o8ebLZNZZ29lLeCfO9tBMRERERkQdPI80CQMuWLYmNjTU7+vfvz/PPP8/Vq1fx9vamb9++rFmzhuvXr+fbV3x8PI0bNzYra9y4MUePHiUrK8tUVrNmTdPPBoMBNzc3zp49m2e/H374IXXr1qV06dI4ODgwb948Tp06lWf78PBwUlJSTMfp06fv9BoeqDKOtve1nYiIiIiIPHhKmgUAe3t7fHx8zA5XV1c8PDxISEjgo48+ws7OjoEDB9KsWTMyMzP/8T2LFi1qdm4wGMjOzs617fLlywkLC+Pll1/mu+++IzY2lpdeeolr167l2b+NjQ1OTk5mhyU1qOiKu7MthjzqDYC7sy0NKro+zLBERERERCQfSprljuzs7AgODmb27Nls27aNXbt2cfjwYQCKFStmNnoMUK1aNXbs2GFWtmPHDipXroy1tfU9xbBjxw4aNWrEwIEDqV27Nj4+PiQmJt7bA1mItZWBMcF+ADkS55vnY4L9sLbKK60WEREREZGHTd80C3Bj0awzZ86YlRUpUoQNGzaQlZXFk08+SfHixVm8eDF2dnZ4enoCN1bB/uGHH3jhhRewsbGhVKlSvPHGG9SvX5/x48fTtWtXdu3axZw5c/joo4/uOT5fX1+++OILvv32WypWrMiiRYvYs2cPFStW/EfP/bAF+bszt3sdItbHmS0K5uZsy5hgP203JSIiIiJSyChpFgCioqJwdzdP2KpUqcKUKVOYMmUKw4YNIysrixo1arB+/XpKliwJwLhx43jllVeoVKkSGRkZGI1G6tSpw8qVKxk9ejTjx4/H3d2dcePGmS0CVlCvvPIKBw4coGvXrhgMBkJCQhg4cCDffPPNP3lsiwjyd6e1nxsxJy5w9lI6ZRxvTMnWCLOIiIiISOFjMBqN2hRWHgupqak4OzuTkpJi8e+bRURERETEcgqSG+ibZhEREREREZE8KGkWERERERERyYO+aRaxgGvXs1m0K4mTF67g6VqcHg29KFZEf8MSERERESlslDSLPGSTv45j/vYTZN+ymsDEr+Pp27Qi4W38LBeYiIiIiIjkoKGtR1xoaCgdOnTIUb5t2zYMBgMXL1586DE9ziZ/HccnP5gnzADZRvjkhxNM/jrOMoGJiIiIiEiulDRLoZaVlUV2dralw7gvrl3PZv72E/m2mb/9BNeuPxrPKyIiIiLyKFDSLIwdO5ZatWqZlc2cORMvLy/T+c0R6/feew93d3dKlizJq6++SmZmpqlNcnIybdu2xc7OjooVK7J06VK8vLyYOXOmqc2MGTOoUaMG9vb2eHh4MHDgQNLS0kz1kZGRuLi4sG7dOvz8/LCxseHHH3+kaNGinDlzxizGoUOH0rRp0zyfKyMjg9TUVLPDkhbtSsoxwny7bOONdiIiIiIiUjgoaZa7tnXrVhITE9m6dSsLFy4kMjKSyMhIU33Pnj35448/2LZtG6tWrWLevHmcPXvWrA8rKytmz57Nzz//zMKFC9myZQtvvfWWWZsrV64wdepUPv30U37++Wfq1auHt7c3ixYtMrXJzMxkyZIl9O7dO894J0+ejLOzs+nw8PC4Py/iHp28cOW+thMRERERkQdPC4E9BjZs2ICDg4NZWVZWVoH7KVGiBHPmzMHa2pqqVavStm1boqOj6du3L7/88gubN29mz5491KtXD4BPP/0UX19fsz6GDh1q+tnLy4sJEybQv39/PvroI1N5ZmYmH330EQEBAaayl19+mQULFvDmm28CsH79etLT0+nSpUue8YaHhzNs2DDTeWpqqkUTZ0/X4ve1nYiIiIiIPHgaaX4MtGzZktjYWLPj008/LXA/1atXx9ra2nTu7u5uGklOSEigSJEi1KlTx1Tv4+NDiRIlzPrYvHkzzzzzDOXLl8fR0ZEePXpw/vx5rlz5v9HVYsWKUbNmTbPrQkNDOXbsGD/99BNwYxp3ly5dsLe3zzNeGxsbnJyczA5L6tHQCytD/m2sDDfaiYiIiIhI4aCk+TFgb2+Pj4+P2VG+fHlTvZWVFUaj+ce2t36rfFPRokXNzg0GQ4EW6UpKSqJdu3bUrFmTVatWsW/fPj788EMArl27ZmpnZ2eHwWCeXZYpU4bg4GAWLFjAn3/+yTfffJPv1OzCqFgRK/o2rZhvm75NK2q/ZhERERGRQkTTs4XSpUtz5swZjEajKVmNjY0tUB9VqlTh+vXrHDhwgLp16wJw7Ngx/v77b1Obffv2kZ2dzfTp07GyupEYrly58q7v0adPH0JCQnjiiSeoVKkSjRs3LlCMhcHNfZhv36fZyoD2aRYRERERKYSUNAstWrTg3LlzTJs2jc6dOxMVFcU333xToOnMVatWpVWrVvTr14+5c+dStGhR3njjDbNRYx8fHzIzM/nggw8IDg5mx44dfPzxx3d9j8DAQJycnJgwYQLjxo0r8HMWFuFt/HjjP1VZtCuJkxeu4OlanB4NvTTCLCIiIiJSCOlf6UK1atX46KOP+PDDDwkICCAmJoawsLAC9/PFF19QtmxZmjVrRseOHenbty+Ojo7Y2toCEBAQwIwZM5g6dSr+/v4sWbKEyZMn33X/VlZWhIaGkpWVRc+ePQscX2FSrIgVLzf1Zlx7f15u6q2EWURERESkkDIYb/+YVeQ++e233/Dw8DAt/nU/vPzyy5w7d45169YV+NrU1FScnZ1JSUmx+KJgIiIiIiJiOQXJDTQ9W+6bLVu2kJaWRo0aNUhOTuatt97Cy8uLZs2a/eO+U1JSOHz4MEuXLr2nhFlEREREROReKGmW+yYzM5O3336b48eP4+joSKNGjViyZEmOVbfvRfv27YmJiaF///60bt36PkQrIiIiIiJyZ5qefZ+1aNGCWrVqMXPmTEuHcs8MBgNr1qyhQ4cOlg6F0NBQLl68yNq1a/9xX4VtenZWtpGYExc4eymdMo62NKjoivWdNnIWEREREZF/rCC5wSO3+tC5c+cYMGAAFSpUwMbGBjc3NwIDA9mxY4epjcFguKckLDQ0NEci+b///Q9bW1umT58OwOrVqxk/fryp3svLK0cCHRkZiYuLS4HvX1iEhoZiMBiYMmWKWfnatWtz7K/8T82aNYvIyMj72mdhEHUkmSZTtxAy/ydeWx5LyPyfaDJ1C1FHki0dmoiIiIiI3OKRS5o7derEgQMHWLhwIb/++ivr1q2jRYsWnD9//r7f69NPP6Vbt27MnTuXN954AwBXV1ccHR3v+70KG1tbW6ZOnWq2D/OD4Ozs/K/+A0Nuoo4kM2DxfpJT0s3Kz6SkM2DxfiXOIiIiIiKFyCOVNF+8eJHt27czdepUWrZsiaenJw0aNCA8PJz//ve/wI2RX4COHTtiMBhM5wU1bdo0Bg8ezPLly3nppZdM5S1atGDo0KGmn0+ePMnrr7+OwWDAYDCwbds2XnrpJVJSUkxlY8eOBeCjjz7C19cXW1tbypYtS+fOnfO8//nz5wkJCaF8+fIUL16cGjVqsGzZMrM2LVq0YMiQIbz11lu4urri5uZmutdNR48epVmzZtja2uLn58emTZvu6vlbtWqFm5vbHbeM+vHHH2natCl2dnZ4eHgwZMgQLl++DMDbb7/Nk08+meOagIAA0z7Mt4/u/+9//6NGjRrY2dlRsmRJWrVqZerv3yAr20jE+jhy+ybiZlnE+jiysvXVhIiIiIhIYfBIJc0ODg44ODiwdu1aMjIycm2zZ88eABYsWEBycrLpvCCGDx/O+PHj2bBhAx07dsyz3erVq3niiScYN24cycnJJCcn06hRI2bOnImTk5OpLCwsjL179zJkyBDGjRtHQkICUVFR+a46nZ6eTt26ddm4cSNHjhyhX79+9OjRg5iYGLN2CxcuxN7ent27dzNt2jTGjRtnSoyzs7N57rnnKFasGLt37+bjjz9m+PDhd/UOrK2tmTRpEh988AG//fZbrm0SExMJCgqiU6dOHDp0iBUrVvDjjz8yaNAgALp160ZMTAyJiYmma37++WcOHTrEiy++mKO/5ORkQkJC6N27N/Hx8Wzbto3nnnuOvD7Lz8jIIDU11eywtJgTF3KMMN/KCCSnpBNz4sLDC0pERERERPL0SCXNRYoUITIykoULF+Li4kLjxo15++23OXTokKlN6dKlAXBxccHNzc10fre++eYbpk2bxldffXXHvYddXV2xtrbG0dERNzc33NzcKFasGM7OzhgMBlOZg4MDp06dwt7ennbt2uHp6Unt2rUZMmRInn2XL1+esLAwatWqhbe3N4MHDyYoKIiVK1eatatZsyZjxozB19eXnj17Uq9ePaKjowHYvHkzv/zyC1988QUBAQE0a9aMSZMm3fW76NixI7Vq1WLMmDG51k+ePJlu3boxdOhQfH19adSoEbNnz+aLL74gPT2d6tWrExAQwNKlS03XLFmyhCeffBIfH58c/SUnJ3P9+nWee+45vLy8qFGjBgMHDsTBwSHP+zs7O5sODw+Pu362B+XspbwT5ntpJyIiIiIiD9YjlTTDjW+a//jjD9atW0dQUBDbtm2jTp06920xqZo1a+Ll5cWYMWNIS0u7L30CtG7dGk9PT7y9venRowdLlizhypUrebbPyspi/Pjx1KhRA1dXVxwcHPj22285depUjnhv5e7uztmzZwGIj4/Hw8ODcuXKmeobNmxYoLinTp3KwoULiY+Pz1F38OBBIiMjTTMAHBwcCAwMJDs7mxMnTgA3RptvJs1Go5Fly5bRrVu3XO8VEBDAM888Q40aNXj++eeZP39+vt9Uh4eHk5KSYjpOnz5doGd7EMo42t7XdiIiIiIi8mA9ckkz3FikqnXr1owaNYqdO3cSGhqa52hoQZUvX55t27bx+++/ExQUxKVLl+5Lv46Ojuzfv59ly5bh7u7O6NGjCQgI4OLFi7m2f/fdd5k1axbDhw9n69atxMbGEhgYyLVr18za3b5HssFgIDs7+77EDNCsWTMCAwMJDw/PUZeWlsYrr7xCbGys6Th48CBHjx6lUqVKAISEhJCQkMD+/fvZuXMnp0+fpmvXrrney9ramk2bNvHNN9/g5+fHBx98QJUqVUwJ+O1sbGxwcnIyOyytQUVX3J1tyWuNcQPg7nxj+ykREREREbG8RzJpvp2fn5/ZYlFFixYlKyvrnvvz9PTk+++/58yZM3dMnIsVK5bjXrmVwY3p5a1atWLatGkcOnSIpKQktmzZkmu/O3bsoH379nTv3p2AgAC8vb359ddfC/Qc1apV4/Tp0yQn/99qzT/99FOB+gCYMmUK69evZ9euXWblderUIS4uDh8fnxxHsWLFAHjiiSdo3rw5S5YsYcmSJbRu3ZoyZcrkeS+DwUDjxo2JiIjgwIEDFCtWjDVr1hQ4ZkuxtjIwJtgPIEfifPN8TLCf9msWERERESkkHqmk+fz58zz99NMsXryYQ4cOceLECb788kumTZtG+/btTe28vLyIjo7mzJkzpum9MTExVK1ald9///2u7uXh4cG2bds4e/YsgYGBeS4y5eXlxQ8//MDvv//OX3/9ZSpLS0sjOjqav/76iytXrrBhwwZmz55NbGwsJ0+e5IsvviA7O5sqVark2q+vry+bNm1i586dxMfH88orr/Dnn38W5HXRqlUrKleuTK9evTh48CDbt29n5MiRBeoDoEaNGnTr1o3Zs2eblQ8fPpydO3cyaNAgYmNjOXr0KF999ZVpIbCbunXrxvLly/nyyy/znJoNsHv3biZNmsTevXs5deoUq1ev5ty5c1SrVq3AMVtSkL87c7vXwc3ZfAq2m7Mtc7vXIcjf3UKRiYiIiIjI7R6ppNnBwYEnn3yS999/n2bNmuHv78+oUaPo27cvc+bMMbWbPn06mzZtwsPDg9q1awNw5coVEhISyMzMvOv7PfHEE2zbto2//vorz8R53LhxJCUlUalSJdOiY40aNaJ///507dqV0qVLM23aNFxcXFi9ejVPP/001apV4+OPP2bZsmVUr14913u/88471KlTh8DAQFq0aIGbm5vZ1kx3w8rKijVr1nD16lUaNGhAnz59mDhxYoH6uPU5b5/2XbNmTb7//nt+/fVXmjZtSu3atRk9erTZN9QAnTt35vz581y5ciXfZ3BycuKHH36gTZs2VK5cmXfeeYfp06fz7LPP3lPMlhTk786Pw59mWd+nmPVCLZb1fYofhz+thFlEREREpJAxGPPar0fkEZOamoqzszMpKSmF4vtmERERERGxjILkBo/USLOIiIiIiIjI/aSkWURERERERCQPSpqlUIqMjMTFxcXSYTxQWdlGdiWe56vY39mVeJ6sbH0pISIiIiJS2BSxdABy/xkM+W9XNGbMGMaOHftwgrlHXbt2pU2bNpYO44GJOpJMxPo4klPSTWXuzraMCfbTYmAiIiIiIoWIkuZH0K37Lq9YsYLRo0eTkJBgKnNwcLBEWAViZ2eHnZ2dpcN4IKKOJDNg8X5uH1c+k5LOgMX7te2UiIiIiEghounZjyA3NzfT4ezsjMFgMJ1fvnyZbt26UbZsWRwcHKhfvz6bN282u97Ly4tJkybRu3dvHB0dqVChAvPmzTPVjx07FoPBkOOIjIwEICoqiiZNmuDi4kLJkiVp164diYmJpuuTkpIwGAysXr2ali1bUrx4cQICAti1a5epze3TsxMTE2nfvn2+cf8bZGUbiVgflyNhBkxlEevjNFVbRERERKSQUNL8mElLS6NNmzZER0dz4MABgoKCCA4O5tSpU2btpk+fTr169Thw4AADBw5kwIABptHqsLAwkpOTTcd7771H8eLFqVevHgCXL19m2LBh7N27l+joaKysrOjYsWOOfZxHjhxJWFgYsbGxVK5cmZCQEK5fv/6P4r5VRkYGqampZoelxZy4YDYl+3ZGIDklnZgTFx5eUCIiIiIikiclzY+ZgIAAXnnlFfz9/fH19WX8+PFUqlSJdevWmbVr06YNAwcOxMfHh+HDh1OqVCm2bt0K3JjefXPkOikpiXfeeYcFCxbg7+8PQKdOnXjuuefw8fGhVq1afP755xw+fJi4uDize4SFhdG2bVsqV65MREQEJ0+e5NixY/8o7ltNnjwZZ2dn0+Hh4fFPXt19cfZS3gnzvbQTEREREZEHS0nzYyYtLY2wsDCqVauGi4sLDg4OxMfH5xixrVmzpunnm9O7z549a9bm1KlTdOjQgbCwMLp06WIqP3r0KCEhIXh7e+Pk5ISXl5epfV73cHe/8Q3v7fcoaNy3Cg8PJyUlxXScPn06nzfzcJRxtL2v7URERERE5MHSQmCPmbCwMDZt2sR7772Hj48PdnZ2dO7cmWvXrpm1K1q0qNm5wWAwm159+fJl/vvf/9KwYUPGjRtn1jY4OBhPT0/mz59PuXLlyM7Oxt/fP9973Fzx+/Yp3AWN+1Y2NjbY2Njk8zYevgYVXXF3tuVMSnqu3zUbADdnWxpUdH3YoYmIiIiISC6UND9mduzYQWhoKB07dgRujOAmJSUVqA+j0Uj37t3Jzs5m0aJFZltcnT9/noSEBObPn0/Tpk0B+PHHHwtF3IWBtZWBMcF+DFi8HwOYJc433+KYYD+srfLfNkxERERERB4OTc9+zPj6+rJ69WpiY2M5ePAgL774Yp6ju3kZO3Ysmzdv5pNPPiEtLY0zZ85w5swZrl69SokSJShZsiTz5s3j2LFjbNmyhWHDhhWKuAuLIH935navg5uz+RRsN2dbbTclIiIiIlLIaKT5MTNjxgx69+5No0aNKFWqFMOHDy/wqtLff/89aWlpNGrUyKx8wYIFhIaGsnz5coYMGYK/vz9VqlRh9uzZtGjRwuJxFyZB/u609nMj5sQFzl5Kp4zjjSnZGmEWERERESlcDEajURvCymMhNTUVZ2dnUlJScHJysnQ4IiIiIiJiIQXJDTQ9W0RERERERCQPSppFRERERERE8qCkWf6VIiMjcXFxsXQY/0hWtpFdief5KvZ3diWeJytbX0qIiIiIiBQ2SprlroWGhmIwGJgyZYpZ+dq1a822nZI7izqSTJOpWwiZ/xOvLY8lZP5PNJm6hagjyZYOTUREREREbqGkWQrE1taWqVOn8vfff1s6lH+tqCPJDFi8n+SUdLPyMynpDFi8X4mziIiIiEghoqRZCqRVq1a4ubkxefLkPNv8+OOPNG3aFDs7Ozw8PBgyZAiXL1821Xt5eTF+/HhCQkKwt7enfPnyfPjhh2Z9zJgxgxo1amBvb4+HhwcDBw4kLS3tgT3Xw5KVbSRifRy5TcS+WRaxPk5TtUVERERECgklzVIg1tbWTJo0iQ8++IDffvstR31iYiJBQUF06tSJQ4cOsWLFCn788UcGDRpk1u7dd98lICCAAwcOMGLECF577TU2bdpkqreysmL27Nn8/PPPLFy4kC1btvDWW28VKNaMjAxSU1PNDkuLOXEhxwjzrYxAcko6MScuPLygREREREQkT0qapcA6duxIrVq1GDNmTI66yZMn061bN4YOHYqvry+NGjVi9uzZfPHFF6Sn/1+y2LhxY0aMGEHlypUZPHgwnTt35v333zfVDx06lJYtW+Ll5cXTTz/NhAkTWLlyZYHinDx5Ms7OzqbDw8Pj3h/6Pjl7Ke+E+V7aiYiIiIjIg6WkWe7J1KlTWbhwIfHx8WblBw8eJDIyEgcHB9MRGBhIdnY2J06cMLVr2LCh2XUNGzY062vz5s0888wzlC9fHkdHR3r06MH58+e5cuXKXccYHh5OSkqK6Th9+vQ9Pu39U8bR9r62ExERERGRB0tJs9yTZs2aERgYSHh4uFl5Wloar7zyCrGxsabj4MGDHD16lEqVKt1V30lJSbRr146aNWuyatUq9u3bZ/rm+dq1a3cdo42NDU5OTmaHpTWo6Iq7sy15rTVuANydbWlQ0fVhhiUiIiIiInkoYukA5N9rypQp1KpViypVqpjK6tSpQ1xcHD4+Pvle+9NPP+U4r1atGgD79u0jOzub6dOnY2V14+86BZ2aXVhZWxkYE+zHgMX7MYDZgmA3E+kxwX5YW2kLLxERERGRwkAjzXLPatSoQbdu3Zg9e7apbPjw4ezcuZNBgwYRGxvL0aNH+eqrr3IsBLZjxw6mTZvGr7/+yocffsiXX37Ja6+9BoCPjw+ZmZl88MEHHD9+nEWLFvHxxx8/1Gd7kIL83ZnbvQ5uzuZTsN2cbZnbvQ5B/u4WikxERERERG6nkWb5R8aNG8eKFStM5zVr1uT7779n5MiRNG3aFKPRSKVKlejatavZdW+88QZ79+4lIiICJycnZsyYQWBgIAABAQHMmDGDqVOnEh4eTrNmzZg8eTI9e/Z8qM/2IAX5u9Paz42YExc4eymdMo43pmRrhFlEREREpHAxGI1GbQgrD5WXlxdDhw5l6NChD/W+qampODs7k5KSUii+bxYREREREcsoSG6g6dkiIiIiIiIieVDSLCIiIiIiIpIHfdMsD11SUpKlQygUrl3PZtGuJE5euIKna3F6NPSiWBH9HUtEREREpDBR0vyIa9GiBbVq1WLmzJlm5ZGRkQwdOpSLFy9aJK7H3eSv45i//QTZt6woMPHrePo2rUh4Gz/LBSYiIiIiImY0rCU5XLt2zdIhPNImfx3HJz+YJ8wA2Ub45IcTTP46zjKBiYiIiIhIDkqahdDQUDp06MDEiRMpV64cVapUAcBgMLB27Vqzti4uLkRGRprOd+7cSa1atbC1taVevXqsXbsWg8FAbGwscGNE28XFxayPm21uSkxMpH379pQtWxYHBwfq16/P5s2bTfXjxo3D398/R9y1atVi1KhR/+zhH7Jr17OZv/1Evm3mbz/BtevZDykiERERERHJj5JmASA6OpqEhAQ2bdrEhg0b7uqa1NRUgoODqVGjBvv372f8+PEMHz68wPdOS0ujTZs2REdHc+DAAYKCgggODubUqVMA9O7dm/j4ePbs2WO65sCBAxw6dIiXXnopz34zMjJITU01Oyxt0a6kHCPMt8s23mgnIiIiIiKWp2+aBQB7e3s+/fRTihUrdtfXLF26FIPBwPz587G1tcXPz4/ff/+dvn37FujeAQEBBAQEmM7Hjx/PmjVrWLduHYMGDeKJJ54gMDCQBQsWUL9+fQAWLFhA8+bN8fb2zrPfyZMnExERUaBYHrSTF67c13YiIiIiIvJgaaRZAKhRo0aBEmaAhIQEatasia2tramsQYMGBb53WloaYWFhVKtWDRcXFxwcHIiPjzeNNAP07duXZcuWkZ6ezrVr11i6dCm9e/fOt9/w8HBSUlJMx+nTpwsc2/3m6Vr8vrYTEREREZEHSyPNjzgnJydSUlJylF+8eBFnZ2fTub29fY42BoMBo9F8LnFmZmaB7m9lZXXHPsLCwti0aRPvvfcePj4+2NnZ0blzZ7MFyYKDg7GxsWHNmjUUK1aMzMxMOnfunO+9bWxssLGxKVC8D1qPhl5M/Do+3ynaVoYb7URERERExPI00vyIq1KlCvv3789Rvn//fipXrpzvtaVLlyY5Odl0fvToUa5c+b9pw1WqVOHw4cNkZGSYym797vhmH5cuXeLy5cumspuLhN20Y8cOQkND6dixIzVq1MDNzS3HXs5FihShV69eLFiwgAULFvDCCy9gZ2eXb/yFUbEiVvRtWjHfNn2bVtR+zSIiIiIihYT+Zf6IGzBgAL/++itDhgzh0KFDJCQkMGPGDJYtW8Ybb7yR77VPP/00c+bM4cCBA+zdu5f+/ftTtGhRU/2LL75IdnY2/fr1Iz4+nm+//Zb33nsPwLQ69pNPPknx4sV5++23SUxMZOnSpWarbwP4+vqyevVqYmNjOXjwoKnf2/Xp04ctW7YQFRV1x6nZhVl4Gz9eaVYRK4N5uZUBXmmmfZpFRERERAoTJc2POG9vb3744Qd++eUXWrVqxZNPPsnKlSv58ssvCQoKyvfa6dOn4+HhQdOmTXnxxRcJCwujePH/+9bWycmJ9evXExsbS61atRg5ciSjR48GMH3n7OrqyuLFi/n666+pUaMGy5YtY+zYsWb3mTFjBiVKlKBRo0YEBwcTGBhInTp1csTj6+tLo0aNqFq1Kk8++eQ/fDOWFd7Gj1/GP8uottXo2dCTUW2r8cv4Z5Uwi4iIiIgUMgbj7R+civwDS5Ys4aWXXiIlJeW+T582Go34+voycOBAhg0bVuDrU1NTcXZ2JiUlBScnp/sam4iIiIiI/HsUJDfQQmDyj3zxxRd4e3tTvnx5Dh48yPDhw+nSpct9T5jPnTvH8uXLOXPmTL57M4uIiIiIiNxPSprlHzlz5gyjR4/mzJkzuLu78/zzzzNx4sT7fp8yZcpQqlQp5s2bR4kSJe57/yIiIiIiIrnR9Gy5oxYtWlCrVi1mzpx5X/vdtm0bLVu25O+//8bFxeW+9p2bwjg9OyvbSMyJC5y9lE4ZR1saVHTF+vYVwkRERERE5L7S9OzHUGhoKAsXLjSdu7q6Ur9+faZNm0bNmjUtGJnkJepIMhHr40hOSTeVuTvbMibYjyB/dwtGJiIiIiIiN2n17EdIUFAQycnJJCcnEx0dTZEiRWjXrt0993ft2rX7GJ3cKupIMgMW7zdLmAHOpKQzYPF+oo4k53GliIiIiIg8TEqaHyE2Nja4ubnh5uZGrVq1GDFiBKdPn+bcuXMADB8+nMqVK1O8eHG8vb0ZNWoUmZmZpuvHjh1LrVq1+PTTT6lYsaJp2yiA69evM2jQIJydnSlVqhSjRo3i1pn9ixYtol69ejg6OuLm5saLL77I2bNnzeL7+uuvqVy5MnZ2drRs2ZKkpKQcz7Bq1SqqV6+OjY0NXl5eTJ8+3az+o48+wtfXF1tbW8qWLUvnzp3vx6t7qLKyjUSsjyO37yJulkWsjyMrW19OiIiIiIhYmpLmR1RaWhqLFy/Gx8eHkiVLAuDo6EhkZCRxcXHMmjWL+fPn8/7775tdd+zYMVatWsXq1auJjY01lS9cuJAiRYoQExPDrFmzmDFjBp9++qmpPjMzk/Hjx3Pw4EHWrl1LUlISoaGhpvrTp0/z3HPPERwcTGxsLH369GHEiBFm9963bx9dunThhRde4PDhw4wdO5ZRo0YRGRkJwN69exkyZAjjxo0jISGBqKgomjVrluc7yMjIIDU11ewoDGJOXMgxwnwrI5Cckk7MiQsPLygREREREcmVvml+hGzYsAEHBwcALl++jLu7Oxs2bMDK6sbfRt555x1TWy8vL8LCwli+fDlvvfWWqfzatWt88cUXlC5d2qxvDw8P3n//fQwGA1WqVOHw4cO8//779O3bF4DevXub2np7ezN79mzq169PWloaDg4OzJ07l0qVKplGjm/2MXXqVNN1M2bM4JlnnmHUqFEAVK5cmbi4ON59911CQ0M5deoU9vb2tGvXDkdHRzw9Paldu3ae72Py5MlERETc07t8kM5eyjthvpd2IiIiIiLy4Gik+RHSsmVLYmNjiY2NJSYmhsDAQJ599llOnjwJwIoVK2jcuDFubm44ODjwzjvvcOrUKbM+PD09cyTMAE899RQGw/+t6tywYUOOHj1KVlYWcGOUODg4mAoVKuDo6Ejz5s0BTP3Hx8fz5JNPmvXZsGFDs/P4+HgaN25sVta4cWPTfVq3bo2npyfe3t706NGDJUuWcOXKlTzfR3h4OCkpKabj9OnT+b6/h6WMo+2dGxWgnYiIiIiIPDhKmh8h9vb2+Pj44OPjQ/369fn000+5fPky8+fPZ9euXXTr1o02bdqwYcMGDhw4wMiRI3Ms9mVvb1/g+16+fJnAwECcnJxYsmQJe/bsYc2aNcD9XUzM0dGR/fv3s2zZMtzd3Rk9ejQBAQFcvHgx1/Y2NjY4OTmZHYVBg4quuDvbktfGUgZurKLdoKLrwwxLRERERERyoaT5EWYwGLCysuLq1avs3LkTT09PRo4cSb169fD19TWNQN+N3bt3m53/9NNP+Pr6Ym1tzS+//ML58+eZMmUKTZs2pWrVqjkWAatWrRoxMTE5+ri9zY4dO8zKduzYQeXKlbG2tgagSJEitGrVimnTpnHo0CGSkpLYsmXLXT9HYWBtZWBMsB9AjsT55vmYYD/t1ywiIiIiUggoaX6EZGRkcObMGc6cOUN8fDyDBw8mLS2N4OBgfH19OXXqFMuXLycxMZHZs2ebRoPvxqlTpxg2bBgJCQksW7aMDz74gNdeew2AChUqUKxYMT744AOOHz/OunXrGD9+vNn1/fv35+jRo7z55pskJCSwdOlS0wJfN73xxhtER0czfvx4fv31VxYuXMicOXMICwsDbnyzPXv2bGJjYzl58iRffPEF2dnZVKlS5Z+9OAsI8ndnbvc6uDmbT8F2c7Zlbvc62qdZRERERKSQ0EJgj5CoqCjc3W8kW46OjlStWpUvv/ySFi1aAPD6668zaNAgMjIyaNu2LaNGjWLs2LF31XfPnj25evUqDRo0wNramtdee41+/foBULp0aSIjI3n77beZPXs2derU4b333uO///2v6foKFSqwatUqXn/9dT744AMaNGjApEmTzBYQq1OnDitXrmT06NGMHz8ed3d3xo0bZ1qF28XFhdWrVzN27FjS09Px9fVl2bJlVK9e/Z+/PAsI8nentZ8bMScucPZSOmUcb0zJ1giziIiIiEjhYTDeutmuyCMsNTUVZ2dnUlJSCs33zSIiIiIi8vAVJDfQ9GwRERERERGRPChpFhEREREREcmDkmYRERERERGRPChpFuDG9lRr1659qPds0aIFQ4cOzbM+NDSUDh06PLR4HqasbCO7Es+z5sDvfLb9OGv2/8auxPNkZWuJARERERGRwkSrZz8mzp07x+jRo9m4cSN//vknJUqUICAggNGjR9O4cWNLh5erWbNm8SiuUxd1JJmI9XEkp6TnqHN3tmVMsJ+2nBIRERERKSSUND8mOnXqxLVr11i4cCHe3t78+eefREdHc/78eUuHlidnZ2dLh3DfRR1JZsDi/eT1p4DklHQGLN6vvZpFRERERAoJTc9+DFy8eJHt27czdepUWrZsiaenJw0aNCA8PNxsL+VbHT58mKeffho7OztKlixJv379SEtLA+C7777D1taWixcvml3z2muv8fTTTwNw/vx5QkJCKF++PMWLF6dGjRosW7Ys3zg3btyIs7MzS5YsAXJOz46KiqJJkya4uLhQsmRJ2rVrR2Ji4j2+lYcvK9tIxPq4PBPmm4xAxPo4TdUWERERESkElDQ/BhwcHHBwcGDt2rVkZGTcsf3ly5cJDAykRIkS7Nmzhy+//JLNmzczaNAgAJ555hlcXFxYtWqV6ZqsrCxWrFhBt27dAEhPT6du3bps3LiRI0eO0K9fP3r06EFMTEyu91y6dCkhISEsWbLE1EducQ0bNoy9e/cSHR2NlZUVHTt2JDs7O9f2GRkZpKammh2WFHPiQq5TsnOTnJJOzIkLDzgiERERERG5EyXNj4EiRYoQGRnJwoULcXFxoXHjxrz99tscOnQo1/ZLly4lPT2dL774An9/f55++mnmzJnDokWL+PPPP7G2tuaFF15g6dKlpmuio6O5ePEinTp1AqB8+fKEhYVRq1YtvL29GTx4MEFBQaxcuTLH/T788EMGDhzI+vXradeuXZ7P0alTJ5577jl8fHyoVasWn3/+OYcPHyYuLi7X9pMnT8bZ2dl0eHh4FOS13XdnL91dwnyv7UVERERE5P5T0vyY6NSpE3/88Qfr1q0jKCiIbdu2UadOHSIjI3O0jY+PJyAgAHt7e1NZ48aNyc7OJiEhAYBu3bqxbds2/vjjDwCWLFlC27ZtcXFxAW6MPI8fP54aNWrg6uqKg4MD3377LadOnTK71//+9z9ef/11Nm3aRPPmzfN9hqNHjxISEoK3tzdOTk54eXkB5OjzpvDwcFJSUkzH6dOn7+ZVPTBlHG0faHsREREREbn/lDQ/RmxtbWndujWjRo1i586dhIaGMmbMmHvqq379+lSqVInly5dz9epV1qxZYzat+t1332XWrFkMHz6crVu3EhsbS2BgINeuXTPrp3bt2pQuXZrPP//8jitlBwcHc+HCBebPn8/u3bvZvXs3QI4+b7KxscHJycnssKQGFV1xd7bFcBdt3Z1taVDR9YHHJCIiIiIi+VPS/Bjz8/Pj8uXLOcqrVavGwYMHzep27NiBlZUVVapUMZV169aNJUuWsH79eqysrGjbtq1Z+/bt29O9e3cCAgLw9vbm119/zXGvSpUqsXXrVr766isGDx6cZ6znz58nISGBd955h2eeeYZq1arx999/3+ujW4S1lYExwX53bGcAxgT7YW11N+m1iIiIiIg8SEqaHwPnz5/n6aefZvHixRw6dIgTJ07w5ZdfMm3aNNq3b5+jfbdu3bC1taVXr14cOXKErVu3MnjwYHr06EHZsmXN2u3fv5+JEyfSuXNnbGxsTHW+vr5s2rSJnTt3Eh8fzyuvvMKff/6Za3yVK1dm69atrFq1iqFDh+bapkSJEpQsWZJ58+Zx7NgxtmzZwrBhw/7Zi7GAIH935navg7tz7lOv3Z1ttd2UiIiIiEghon2aHwMODg48+eSTvP/++yQmJpKZmYmHhwd9+/bl7bffztG+ePHifPvtt7z22mvUr1+f4sWL06lTJ2bMmGHWzsfHhwYNGhATE8PMmTPN6t555x2OHz9OYGAgxYsXp1+/fnTo0IGUlJRcY6xSpQpbtmyhRYsWWFtbM336dLN6Kysrli9fzpAhQ/D396dKlSrMnj2bFi1a/KN3YwlB/u609nMj5sQFzqSmcyEtA1f7Yrg529GgoqtGmEVEREREChGD8U4fkoo8IlJTU3F2diYlJcXi3zeLiIiIiIjlFCQ30PRsERERERERkTwoaRYRERERERHJg75pFrGgrGwjMScucPZSOmUcbfVNs4iIiIhIIaORZslVaGgoBoOB/v3756h79dVXMRgMhIaGPvzAHiFRR5JpMnULIfN/4rXlsYTM/4kmU7cQdSTZ0qGJiIiIiMj/p6RZ8uTh4cHy5cu5evWqqSw9PZ2lS5dSoUIFC0b27xd1JJkBi/eTnJJuVn4mJZ0Bi/crcRYRERERKSSUNEue6tSpg4eHB6tXrzaVrV69mgoVKlC7dm1TWVRUFE2aNMHFxYWSJUvSrl07EhMTzfr67bffCAkJwdXVFXt7e+rVq8fu3bsBSExMpH379pQtWxYHBwfq16/P5s2bza43GAysXbvWrMzFxYXIyMj7+9APQVa2kYj1ceS2bP3Nsoj1cWRla2F7ERERERFLU9Is+erduzcLFiwwnX/++ee89NJLZm0uX77MsGHD2Lt3L9HR0VhZWdGxY0eys7MBSEtLo3nz5vz++++sW7eOgwcP8tZbb5nVt2nThujoaA4cOEBQUBDBwcGcOnXqH8WekZFBamqq2VEYxJy4kGOE+VZGIDklnZgTFx5eUCIiIiIikistBCb56t69O+Hh4Zw8eRKAHTt2sHz5crZt22Zq06lTJ7NrPv/8c0qXLk1cXBz+/v4sXbqUc+fOsWfPHlxdXQHw8fExtQ8ICCAgIMB0Pn78eNasWcO6desYNGjQPcc+efJkIiIi7vn6B+XspbwT5ntpJyIiIiIiD45GmiVfpUuXpm3btkRGRrJgwQLatm1LqVKlzNocPXqUkJAQvL29cXJywsvLC8A0UhwbG0vt2rVNCfPt0tLSCAsLo1q1ari4uODg4EB8fPw/HmkODw8nJSXFdJw+ffof9Xe/lHG0va/tRERERETkwdFIs9xR7969TSO+H374YY764OBgPD09mT9/PuXKlSM7Oxt/f3+uXbsGgJ2dXb79h4WFsWnTJt577z18fHyws7Ojc+fOpuvhxjfNRqP5N76ZmZn59mtjY4ONjc1dPePD1KCiK+7OtpxJSc/1u2YD4OZ8Y/spERERERGxLI00yx0FBQVx7do1MjMzCQwMNKs7f/48CQkJvPPOOzzzzDNUq1aNv//+26xNzZo1iY2N5cKF3L/R3bFjB6GhoXTs2JEaNWrg5uZGUlKSWZvSpUuTnPx/K0ofPXqUK1eu3J8HfMisrQyMCfYDbiTIt7p5PibYT/s1i4iIiIgUAkqa5Y6sra2Jj48nLi4Oa2trs7oSJUpQsmRJ5s2bx7Fjx9iyZQvDhg0zaxMSEoKbmxsdOnRgx44dHD9+nFWrVrFr1y4AfH19Wb16NbGxsRw8eJAXX3zRtEjYTU8//TRz5szhwIED7N27l/79+1O0aNEH++APUJC/O3O718HN2XwKtpuzLXO71yHI391CkYmIiIiIyK00PVvuipOTU67lVlZWLF++nCFDhuDv70+VKlWYPXs2LVq0MLUpVqwY3333HW+88QZt2rTh+vXr+Pn5maZ6z5gxg969e9OoUSNKlSrF8OHDc6x0PX36dF566SWaNm1KuXLlmDVrFvv27Xtgz/swBPm709rPjZgTFzh7KZ0yjjemZGuEWURERESk8DAYb/9QVOQRlZqairOzMykpKXn+EUBERERERB59BckNND1bREREREREJA9KmkVERERERETyoKRZ7lpkZCQuLi4P5V7btm3DYDBw8eLFh3I/S7l2PZvPth9n9FdH+Gz7ca5dz77zRSIiIiIi8tAoaX5MhIaGYjAYTEfJkiUJCgri0KFDlg4tV40aNSI5ORlnZ2dLh/LATP46jqqjvmH8xni+2HWS8RvjqTrqGyZ/HWfp0ERERERE5P9T0vwYCQoKIjk5meTkZKKjoylSpAjt2rWzdFg5ZGZmUqxYMdzc3DAYHs2VpCd/HccnP5wg+7Zl+LKN8MkPJ5Q4i4iIiIgUEkqaHyM2Nja4ubnh5uZGrVq1GDFiBKdPn+bcuXO5ToeOjY3FYDCQlJSUZ58TJkygTJkyODo60qdPH0aMGEGtWrVM9Xv27KF169aUKlUKZ2dnmjdvzv79+836MBgMzJ07l//+97/Y29szceLEHPGcP3+ekJAQypcvT/HixalRowbLli27j2/n4bl2PZv520/k22b+9hOaqi0iIiIiUggoaX5MpaWlsXjxYnx8fChZsuQ99bFkyRImTpzI1KlT2bdvHxUqVGDu3LlmbS5dukSvXr348ccf+emnn/D19aVNmzZcunTJrN3YsWPp2LEjhw8fpnfv3jnulZ6eTt26ddm4cSNHjhyhX79+9OjRg5iYmDzjy8jIIDU11ewoDBbtSsoxwny7bOONdiIiIiIiYllFLB2APDwbNmzAwcEBgMuXL+Pu7s6GDRuwsrq3v5188MEHvPzyy7z00ksAjB49mu+++460tDRTm6efftrsmnnz5uHi4sL3339vNjX8xRdfNPUDcPz4cbPrypcvT1hYmOl88ODBfPvtt6xcuZIGDRrkGt/kyZOJiIi4p2d7kE5euHJf24mIiIiIyIOjkebHSMuWLYmNjSU2NpaYmBgCAwN59tlnOXny5D31l5CQkCNhvf38zz//pG/fvvj6+uLs7IyTkxNpaWmcOnXKrF29evXyvVdWVhbjx4+nRo0auLq64uDgwLfffpujn1uFh4eTkpJiOk6fPl3AJ3wwPF2L39d2IiIiIiLy4Gik+TFib2+Pj4+P6fzTTz/F2dmZ+fPn85///AcAo/H/5g1nZmb+43v26tWL8+fPM2vWLDw9PbGxsaFhw4Zcu3YtR2z5effdd5k1axYzZ86kRo0a2NvbM3To0Bz93MrGxgYbG5t//Az3W4+GXkz8Oj7fKdpWhhvtRERERETEsjTS/BgzGAxYWVlx9epVSpcuDUBycrKpPjY2Nt/rq1Spwp49e8zKbj/fsWMHQ4YMoU2bNlSvXh0bGxv++uuvAse6Y8cO2rdvT/fu3QkICMDb25tff/21wP0UBsWKWNG3acV82/RtWpFiRfS/p4iIiIiIpelf5Y+RjIwMzpw5w5kzZ4iPj2fw4MGkpaURHByMj48PHh4ejB07lqNHj7Jx40amT5+eb3+DBw/ms88+Y+HChRw9epQJEyZw6NAhs22ifH19WbRoEfHx8ezevZtu3bphZ2dX4Nh9fX3ZtGkTO3fuJD4+nldeeYU///yzwP0UFuFt/HilWUWsbttRy8oArzSrSHgbP8sEJiIiIiIiZjQ9+zESFRWFu7s7AI6OjlStWpUvv/ySFi1aALBs2TIGDBhAzZo1qV+/PhMmTOD555/Ps79u3bpx/PhxwsLCSE9Pp0uXLoSGhpqtaP3ZZ5/Rr18/6tSpg4eHB5MmTTJb0OtuvfPOOxw/fpzAwECKFy9Ov3796NChAykpKQXuq7AIb+PHG/+pyqJdSZy8cAVP1+L0aOilEWYRERERkULEYLz1I1aRf6h169a4ubmxaNEiS4eSQ2pqKs7OzqSkpODk5GTpcERERERExEIKkhtopFnu2ZUrV/j4448JDAzE2tqaZcuWsXnzZjZt2mTp0ERERERERO4LJc1yzwwGA19//TUTJ04kPT2dKlWqsGrVKlq1amXp0ERERERERO4LJc1yz+zs7Ni8ebOlw/hXyso2EnPiAmdS07mQloGrfTHcnO1oUNEV69tXBxMREREREYvRikOPgdDQUAwGA/37989R9+qrr2IwGAgNDX34gT2moo4k02TqFkLm/8TrK2IZvzGe11ceJGT+TzSZuoWoI8l37kRERERERB4KJc2PCQ8PD5YvX87Vq1dNZenp6SxdupQKFSrcc79Go5Hr16/fjxAfC1FHkhmweD/JKem51ienpDNg8X4lziIiIiIihYSS5sfEzS2fVq9ebSpbvXo1FSpUoHbt2qayjIwMhgwZQpkyZbC1taVJkybs2bPHVL9t2zYMBgPffPMNdevWxcbGhh9//PGO1wH8/PPPtGvXDicnJxwdHWnatCmJiYmm+s8//5zq1atjY2ODu7s7gwYNMtWdOnWK9u3b4+DggJOTE126dPnX7dOclW0kYn0cd1qu3ghErI8jK1sL24uIiIiIWJqS5sdI7969WbBggen8888/56WXXjJr89Zbb7Fq1SoWLlzI/v378fHxITAwkAsXLpi1GzFiBFOmTCE+Pp6aNWve8brff/+dZs2aYWNjw5YtW9i3bx+9e/c2jVLPnTuXV199lX79+nH48GHWrVuHj48PANnZ2bRv354LFy7w/fffs2nTJo4fP07Xrl3zfd6MjAxSU1PNDkuKOXEhzxHm2yWnpBNz4sKdG4qIiIiIyAOlfZofA6GhoVy8eJH58+fj4eFBQkICAFWrVuX06dP06dMHFxcXPvzwQ0qUKEFkZCQvvvgiAJmZmXh5eTF06FDefPNNtm3bRsuWLVm7di3t27cH4PLly3e87u2332b58uUkJCRQtGjRHDGWL1+el156iQkTJuSo27RpE88++ywnTpzAw8MDgLi4OKpXr05MTAz169fP9bnHjh1LREREjnJL7dP8VezvvLY89q7bz3qhFu1rlX9wAYmIiIiIPKYKsk+zRpofI6VLl6Zt27ZERkayYMEC2rZtS6lSpUz1iYmJZGZm0rhxY1NZ0aJFadCgAfHx8WZ91atXr0DXxcbG0rRp01wT5rNnz/LHH3/wzDPP5Bp3fHw8Hh4epoQZwM/PDxcXlxxx3So8PJyUlBTTcfr06TzbPgxlHG0faHsREREREbn/tOXUY6Z3796mb4U//PDDe+7H3t6+QO3t7Ozuqe6fsLGxwcbG5oH0fS8aVHTF3dmWMynpd/yu2d3ZlgYVXR9KXCIiIiIikjeNND9mgoKCuHbtGpmZmQQGBprVVapUiWLFirFjxw5TWWZmJnv27MHPzy/PPu/mupo1a7J9+3YyMzNzXO/o6IiXlxfR0dG59l+tWjVOnz5tNlIcFxfHxYsX842rsLG2MjAm+M7xGoAxwX7ar1lEREREpBBQ0vyYsba2Jj4+nri4OKytrc3q7O3tGTBgAG+++SZRUVHExcXRt29frly5wssvv5xnn3dz3aBBg0hNTeWFF15g7969HD16lEWLFpm+rx47dizTp09n9uzZHD16lP379/PBBx8A0KpVK2rUqEG3bt3Yv38/MTEx9OzZk+bNm5tNE/83CPJ3Z273Org75z712t3Zlrnd6xDk7/6QIxMRERERkdxoevZjKL8P3adMmUJ2djY9evTg0qVL1KtXj2+//ZYSJUrk2+edritZsiRbtmzhzTffpHnz5lhbW1OrVi3Td9C9evUiPT2d999/n7CwMEqVKkXnzp0BMBgMfPXVVwwePJhmzZphZWVFUFCQKan+twnyd6e1nxsxJy5wJjWdC2kZuNoXw83ZjgYVXTXCLCIiIiJSiGj1bHlsFGSFPBEREREReXRp9WwRERERERGR+0BJs4iIiIiIiEge9E2ziAVkZRuJOXGBs5fSKeVgA0b463IGZRxt9V2ziIiIiEghoqRZ5CGLOpJMxPo4klPSc613d7ZlTLCfVtAWERERESkEND1b7snp06fp3bs35cqVo1ixYnh6evLaa69x/vz5u+5j27ZtGAwGLl68+OACLWSijiQzYPH+PBNmgDMp6QxYvJ+oI8kPMTIREREREcmNkmYpsOPHj1OvXj2OHj3KsmXLOHbsGB9//DHR0dE0bNiQCxcuPPSYMjMzH/o9Cyor20jE+jjutFz9zfqI9XFkZWtxexERERERS1LSLAX26quvUqxYMb777juaN29OhQoVePbZZ9m8eTO///47I0eOBGDRokXUq1cPR0dH3NzcePHFFzl79iwASUlJtGzZEoASJUpgMBgIDQ0FICoqiiZNmuDi4kLJkiVp164diYmJpvsnJSVhMBhYsWIFzZs3x9bWliVLluSIMyMjg9TUVLPDkmJOXMh3hPlWRiA5JZ2YEw//DxAiIiIiIvJ/lDRLgVy4cIFvv/2WgQMHYmdnZ1bn5uZGt27dWLFiBUajkczMTMaPH8/BgwdZu3YtSUlJpsTYw8ODVatWAZCQkEBycjKzZs0C4PLlywwbNoy9e/cSHR2NlZUVHTt2JDs72+x+I0aM4LXXXiM+Pp7AwMAcsU6ePBlnZ2fT4eHh8QDeyN07e+nuEuZ/eo2IiIiIiNw/WghMCuTo0aMYjUaqVauWa321atX4+++/OXfuHL179zaVe3t7M3v2bOrXr09aWhoODg64uroCUKZMGVxcXExtO3XqZNbn559/TunSpYmLi8Pf399UPnToUJ577rk8Yw0PD2fYsGGm89TUVIsmzmUcbR/KNSIiIiIicv9opFnuidGY/7e2xYoVY9++fQQHB1OhQgUcHR1p3rw5AKdOncr32qNHjxISEoK3tzdOTk54eXnlel29evXy7cfGxgYnJyezw5IaVHTF3dmWu9lMysCNVbQbVHR90GGJiIiIiEg+lDRLgfj4+GAwGIiPj8+1Pj4+ntKlS1O0aFECAwNxcnJiyZIl7NmzhzVr1gBw7dq1fO8RHBzMhQsXmD9/Prt372b37t25Xmdvb38fnujhsbYyMCbYDyDfxPlm3ZhgP+3XLCIiIiJiYUqapUBKlixJ69at+eijj7h69apZ3ZkzZ1iyZAmhoaH88ssvnD9/nilTptC0aVOqVq1qWgTspmLFigGQlZVlKjt//jwJCQm88847PPPMM6bp3o+KIH935navg5tz3tOu3Zxtmdu9jvZpFhEREREpBPRNsxTYnDlzaNSoEYGBgUyYMIGKFSvy888/8+abb1K5cmVGjx7N1atXKVasGB988AH9+/fnyJEjjB8/3qwfT09PDAYDGzZsoE2bNtjZ2VGiRAlKlizJvHnzcHd359SpU4wYMcJCT/pgBPm709rPjZgTFzh7KZ1SDjZghL8uZ1DG8caUbI0wi4iIiIgUDhpplgLz9fVlz549eHt706VLFzw9PXn22WepXLkyO3bswMHBgdKlSxMZGcmXX36Jn58fU6ZM4b333jPrp3z58kRERDBixAjKli3LoEGDsLKyYvny5ezbtw9/f39ef/113n33XQs96YNjbWWgYaWStK9VnsY+pWjsW4r2tcrTsFJJJcwiIiIiIoWIwXinFZ1E7sKYMWOYMWMGmzZt4qmnnrJ0OLlKTU3F2dmZlJQUiy8KJiIiIiIillOQ3EDTs+W+iIiIwMvLi59++okGDRpgZaVJDCIiIiIi8u+npFnum5deesnSIfwrZWUbTd8365tmEREREZHCRcOBFmIwGFi7dm2h7c/SIiMjcXFxsXQYD1zUkWSaTN1CyPyfeG15LCHzf6LJ1C1EHUm2dGgiIiIiIoKS5gcqNDSUDh065FqXnJzMs88++9Bi2bZtGwaDgYsXLz60e8K9J79du3bl119/vf8BFSJRR5IZsHg/ySnpZuVnUtIZsHi/EmcRERERkUJASbOFuLm5YWNjY+kwCi07OzvKlClj6TAemKxsIxHr48htFb6bZRHr48jK1jp9IiIiIiKWpKTZQm6fTn369Gm6dOmCi4sLrq6utG/fnqSkJLNrPv/8c6pXr46NjQ3u7u4MGjTIrP6vv/6iY8eOFC9eHF9fX9atWwdAUlISLVu2BKBEiRIYDAZCQ0MByM7OZvLkyVSsWBE7OzsCAgL43//+Z+rz5gh1dHQ09erVo3jx4jRq1IiEhARTm4MHD9KyZUscHR1xcnKibt267N27l23btvHSSy+RkpKCwWDAYDAwduxYADIyMggLC6N8+fLY29vz5JNPsm3bNlOft49Qjx07llq1arFo0SK8vLxwdnbmhRde4NKlS3m+44yMDFJTU82OwiLmxIUcI8y3MgLJKenEnLjw8IISEREREZEclDQXApmZmQQGBuLo6Mj27dtNex0HBQVx7do1AObOncurr75Kv379OHz4MOvWrcPHx8esn4iICLp06cKhQ4do06YN3bp148KFC3h4eLBq1SoAEhISSE5OZtasWQBMnjyZL774go8//piff/6Z119/ne7du/P999+b9T1y5EimT5/O3r17KVKkCL179zbVdevWjSeeeII9e/awb98+RowYQdGiRWnUqBEzZ87EycmJ5ORkkpOTCQsLA2DQoEHs2rWL5cuXc+jQIZ5//nmCgoI4evRonu8pMTGRtWvXsmHDBjZs2MD333/PlClT8mw/efJknJ2dTYeHh0cBfisP1tlLeSfM99JOREREREQeDK2eXQisWLGC7OxsPv30UwyGG6smL1iwABcXF7Zt28Z//vMfJkyYwBtvvMFrr71muq5+/fpm/YSGhhISEgLApEmTmD17NjExMQQFBeHq6gpAmTJlTCO4GRkZTJo0ic2bN9OwYUMAvL29+fHHH/nkk09o3ry5qe+JEyeazkeMGEHbtm1JT0/H1taWU6dO8eabb1K1alUAfH19Tdc5OztjMBhwc3MzlZ06dYoFCxZw6tQpypUrB0BYWBhRUVEsWLCASZMm5fqesrOziYyMxNHREYAePXoQHR3NxIkTc20fHh7OsGHDTOepqamFJnEu42h7X9uJiIiIiMiDoaS5EDh48CDHjh0zJYM3paenk5iYyNmzZ/njjz945pln8u2nZs2app/t7e1xcnLi7NmzebY/duwYV65coXXr1mbl165do3bt2nn27e7uDsDZs2epUKECw4YNo0+fPixatIhWrVrx/PPPU6lSpTzve/jwYbKysqhcubJZeUZGBiVLlszzOi8vL7N35O7unu/z2djYFNrvxhtUdMXd2ZYzKem5ftdsANycb2w/JSIiIiIilqOkuRBIS0ujbt26LFmyJEdd6dKlsbK6u1n0RYsWNTs3GAxkZ2fne1+AjRs3Ur58ebO625PNW/u+ORp+s++xY8fy4osvsnHjRr755hvGjBnD8uXL6dixY573tba2Zt++fVhbW5vVOTg43LfnK8ysrQyMCfZjwOL9GMAscb65Q/OYYD/t1ywiIiIiYmFKmguBOnXqsGLFCsqUKYOTk1Oubby8vIiOjjYt6FVQxYoVAyArK8tU5ufnh42NDadOnTKbin0vKleuTOXKlXn99dcJCQlhwYIFdOzYkWLFipndE6B27dpkZWVx9uxZmjZt+o/u+28W5O/O3O51iFgfZ7YomJuzLWOC/Qjyd7dgdCIiIiIiAkqaH7iUlBRiY2PNym6fgtytWzfeffdd2rdvz7hx43jiiSc4efIkq1ev5q233uKJJ55g7Nix9O/fnzJlyvDss89y6dIlduzYweDBg+8qDk9PTwwGAxs2bKBNmzbY2dnh6OhIWFgYr7/+OtnZ2TRp0oSUlBR27NiBk5MTvXr1umO/V69e5c0336Rz585UrFiR3377jT179tCpUyfgRrKflpZGdHQ0AQEBFC9enMqVK9OtWzd69uzJ9OnTqV27NufOnSM6OpqaNWvStm3bu3u5j4Agf3da+7kRc+ICZy+lU8bxxpRsjTCLiIiIiBQOSpofsG3btuX4Pvjll182Oy9evDg//PADw4cP57nnnuPSpUuUL1+eZ555xjTy3KtXL9LT03n//fcJCwujVKlSdO7c+a7jKF++PBEREYwYMYKXXnqJnj17EhkZyfjx4yldujSTJ0/m+PHjuLi4UKdOHd5+++276tfa2prz58/Ts2dP/vzzT0qVKsVzzz1HREQEAI0aNaJ///507dqV8+fPM2bMGMaOHcuCBQtMi5v9/vvvlCpViqeeeop27drd9TM9KqytDDSslPe33CIiIiIiYjkGo9GY2zpEIo+c1NRUnJ2dSUlJyXMavIiIiIiIPPoKkhton2YRERERERGRPChpFhEREREREcmDvmkWKQSyso1aDExEREREpBBS0vwIOXPmDJMnT2bjxo389ttvODs74+PjQ/fu3enVqxfFixe3dIiSi6gjyTm2nXLXtlMiIiIiIoWCkuZHxPHjx2ncuDEuLi5MmjSJGjVqYGNjw+HDh5k3bx7ly5fnv//97wO597Vr10z7QEvBRB1JZsDi/dy+Gt+ZlHQGLN7P3O51lDiLiIiIiFiQvml+RAwcOJAiRYqwd+9eunTpQrVq1fD29qZ9+/Zs3LiR4OBgkpKSMBgMZvtGX7x4EYPBwLZt20xlR44c4dlnn8XBwYGyZcvSo0cP/vrrL1N9ixYtGDRoEEOHDqVUqVIEBgaybds2DAYD0dHR1KtXj+LFi9OoUSMSEhJM1x08eJCWLVvi6OiIk5MTdevWZe/evab6H3/8kaZNm2JnZ4eHhwdDhgzh8uXLAIwbNw5/f/8cz12rVi1GjRp1H9/kw5OVbSRifVyOhBkwlUWsjyMrWwvci4iIiIhYipLmR8D58+f57rvvePXVV7G3t8+1jcFwd9/HXrx4kaeffpratWuzd+9eoqKi+PPPP+nSpYtZu4ULF1KsWDF27NjBxx9/bCofOXIk06dPZ+/evRQpUoTevXub6rp168YTTzzBnj172LdvHyNGjKBo0aIAJCYmEhQURKdOnTh06BArVqzgxx9/ZNCgQQD07t2b+Ph49uzZY+rvwIEDHDp0iJdeeinXZ8nIyCA1NdXsKExiTlwwm5J9OyOQnJJOzIkLDy8oERERERExo+nZj4Bjx45hNBqpUqWKWXmpUqVIT7+RlL366qsMGDDgjn3NmTOH2rVrM2nSJFPZ559/joeHB7/++iuVK1cGwNfXl2nTppnaJCcnAzBx4kSaN28OwIgRI2jbti3p6enY2tpy6tQp3nzzTapWrWrq46bJkyfTrVs3hg4daqqbPXs2zZs3Z+7cuTzxxBMEBgayYMEC6tevD8CCBQto3rw53t7euT7L5MmTiYiIuOMzW8rZS3knzPfSTkRERERE7j+NND/CYmJiiI2NpXr16mRkZNzVNQcPHmTr1q04ODiYjptJbmJioqld3bp1c72+Zs2app/d3W98i3v27FkAhg0bRp8+fWjVqhVTpkwx6+/gwYNERkaa3TcwMJDs7GxOnDgBQN++fVm2bBnp6elcu3aNpUuXmo1k3y48PJyUlBTTcfr06bt6Bw9LGUfb+9pORERERETuP400PwJ8fHwwGAxm3w8DphFYOzs7AKysbvyNxGj8v29kMzMzza5JS0sjODiYqVOn5rjPzSQYyHMa+M3p1vB/U8Kzs7MBGDt2LC+++CIbN27km2++YcyYMSxfvpyOHTuSlpbGK6+8wpAhQ3L0WaFCBQCCg4OxsbFhzZo1FCtWjMzMTDp37pxrHAA2NjbY2NjkWW9pDSq64u5sy5mU9Fy/azYAbs43tp8SERERERHLUNL8CChZsiStW7dmzpw5DB48OM+EtnTp0sCNqdS1a9cGMFsUDKBOnTqsWrUKLy8vihS5//95VK5cmcqVK/P6668TEhLCggUL6NixI3Xq1CEuLg4fH588ry1SpAi9evViwYIFFCtWjBdeeMH0B4F/I2srA2OC/RiweD8GMEucb36BPibYT/s1i4iIiIhYkKZnPyI++ugjrl+/Tr169VixYgXx8fEkJCSwePFifvnlF6ytrbGzs+Opp55iypQpxMfH8/333/POO++Y9fPqq69y4cIFQkJC2LNnD4mJiXz77be89NJLZGVl3XN8V69eZdCgQWzbto2TJ0+yY8cO9uzZQ7Vq1QAYPnw4O3fuZNCgQcTGxnL06FG++uor00JgN/Xp04ctW7YQFRWV79Tsf4sgf3fmdq+Dm7P5FGw3Z1ttNyUiIiIiUghopPkRUalSJQ4cOMCkSZMIDw/nt99+w8bGBj8/P8LCwhg4cCBwY1Gvl19+mbp161KlShWmTZvGf/7zH1M/5cqVY8eOHQwfPpz//Oc/ZGRk4OnpSVBQkGl6972wtrbm/Pnz9OzZkz///JNSpUrx3HPPmRbqqlmzJt9//z0jR46kadOmGI1GKlWqRNeuXc368fX1pVGjRly4cIEnn3zynuMpTIL83Wnt50bMiQucvZROGccbU7I1wiwiIiIiYnkG460fuIoUckajEV9fXwYOHMiwYcMKdG1qairOzs6kpKTg5OT0gCIUEREREZHCriC5gUaa5V/j3LlzLF++nDNnzuS5N7OIiIiIiMj9pKRZ/jXKlClDqVKlmDdvHiVKlLB0OCIiIiIi8hhQ0iz3VWhoKBcvXmTt2rX3ve9bvySIjIxk6NChXLx48b7f52HIyjaafcNc17ME+07+rW+aRUREREQKGSXN8kATXckp6kgyEevjSE5JN5VZGSD7ltUF3J1tGRPsp9WzRUREREQsTFtOiTxEUUeSGbB4v1nCDOYJM8CZlHQGLN5P1JHkhxidiIiIiIjcTkmzmMnOzmbatGn4+PhgY2NDhQoVmDhxoqn+9OnTdOnSBRcXF1xdXWnfvj1JSUl59hcVFUWTJk1wcXGhZMmStGvXjsTERFN9UlISBoOB1atX07JlS4oXL05AQAC7du0y6ycyMpIKFSpQvHhxOnbsyPnz5+/7sz9oWdlGItbHcTfL1d9sE7E+jqzbM2oREREREXlolDSLmfDwcKZMmcKoUaOIi4tj6dKllC1bFoDMzEwCAwNxdHRk+/bt7NixAwcHB4KCgrh27Vqu/V2+fJlhw4axd+9eoqOjsbKyomPHjmRnZ5u1GzlyJGFhYcTGxlK5cmVCQkK4fv06ALt37+bll19m0KBBxMbG0rJlSyZMmHDHZ8nIyCA1NdXssKSYExdyjDDnxwgkp6QTc+LCgwtKRERERETypW+axeTSpUvMmjWLOXPm0KtXLwAqVapEkyZNAFixYgXZ2dl8+umnGAw3FqlasGABLi4ubNu2jf/85z85+uzUqZPZ+eeff07p0qWJi4vD39/fVB4WFkbbtm0BiIiIoHr16hw7doyqVasya9YsgoKCeOuttwCoXLkyO3fuJCoqKt/nmTx5MhEREff4Nu6/s5fuPmG+H9eJiIiIiMg/p5FmMYmPjycjI4Nnnnkm1/qDBw9y7NgxHB0dcXBwwMHBAVdXV9LT082mXN/q6NGjhISE4O3tjZOTE15eXgCcOnXKrF3NmjVNP7u731j86uzZs6a4nnzySbP2DRs2vOPzhIeHk5KSYjpOnz59x2sepDKOtg/1OhERERER+ec00iwmdnZ2+danpaVRt25dlixZkqOudOnSuV4THByMp6cn8+fPp1y5cmRnZ+Pv759jOnfRokVNP98cxb59CndB2djYYGNj84/6uJ8aVHTF3dmWMynpd/VdswFwc76x/ZSIiIiIiFiGRprFxNfXFzs7O6Kjo3Otr1OnDkePHqVMmTL4+PiYHc7Ozjnanz9/noSEBN555x2eeeYZqlWrxt9//13guKpVq8bu3bvNyn766acC92Np1lYGxgT7ATcS4vzcrB8T7Kf9mkVERERELEhJs5jY2toyfPhw3nrrLb744gsSExP56aef+OyzzwDo1q0bpUqVon379mzfvp0TJ06wbds2hgwZwm+//ZajvxIlSlCyZEnmzZvHsWPH2LJlC8OGDStwXEOGDCEqKor33nuPo0ePMmfOnDt+z1xYBfm7M7d7Hdyczadc354XuznbMrd7He3TLCIiIiJiYZqeLWZGjRpFkSJFGD16NH/88Qfu7u70798fgOLFi/PDDz8wfPhwnnvuOS5dukT58uV55plncHJyytGXlZUVy5cvZ8iQIfj7+1OlShVmz55NixYtChTTU089xfz58xkzZgyjR4+mVatWvPPOO4wfP/5+PPJDF+TvTms/N2JOXODspXTKONpS17ME+07+bTpvUNFVI8wiIiIiIoWAwWg0ahNYeSykpqbi7OxMSkpKrkm+iIiIiIg8HgqSG2h6toiIiIiIiEgelDSLiIiIiIiI5EHfNIsUAlnZRrNvnPVNs4iIiIhI4aCkWe7a6dOnGTNmDFFRUfz111+4u7vToUMHRo8eTcmSJS0d3r9W1JFkItbHkZySbipzd7ZlTLCfVs8WEREREbEwTc+Wu3L8+HHq1avH0aNHWbZsGceOHePjjz8mOjqahg0bcuHCBUuH+K8UdSSZAYv3myXMAGdS0hmweD9RR5ItFJmIiIiIiICSZrlLr776KsWKFeO7776jefPmVKhQgWeffZbNmzfz+++/M3LkSAC8vLyYMGECPXv2xMHBAU9PT9atW8e5c+do3749Dg4O1KxZk71795r6Pn/+PCEhIZQvX57ixYtTo0YNli1bZnb/Fi1aMGTIEN566y1cXV1xc3Nj7NixD/MV3HdZ2UYi1seR2/L1N8si1seRla0F7kVERERELEVJs9zRhQsX+Pbbbxk4cCB2dnZmdW5ubnTr1o0VK1Zwc/ey999/n8aNG3PgwAHatm1Ljx496NmzJ927d2f//v1UqlSJnj17mtqnp6dTt25dNm7cyJEjR+jXrx89evQgJibG7F4LFy7E3t6e3bt3M23aNMaNG8emTZvyjDsjI4PU1FSzozCJOXEhxwjzrYxAcko6MSc0ii8iIiIiYilKmuWOjh49itFopFq1arnWV6tWjb///ptz584B0KZNG1555RV8fX0ZPXo0qamp1K9fn+eff57KlSszfPhw4uPj+fPPPwEoX748YWFh1KpVC29vbwYPHkxQUBArV640u0/NmjUZM2YMvr6+9OzZk3r16hEdHZ1n3JMnT8bZ2dl0eHh43Kc3cn+cvZR3wnwv7URERERE5P5T0ix37ebI8J3UrFnT9HPZsmUBqFGjRo6ys2fPApCVlcX48eOpUaMGrq6uODg48O2333Lq1Kk8+wVwd3c39ZGb8PBwUlJSTMfp06fvKv6HpYyj7X1tJyIiIiIi95+SZrkjHx8fDAYD8fHxudbHx8dTokQJSpcuDUDRokVNdQaDIc+y7OxsAN59911mzZrF8OHD2bp1K7GxsQQGBnLt2jWz+9zax81+bvaRGxsbG5ycnMyOwqRBRVfcnW3Ja2MpAzdW0W5Q0fVhhiUiIiIiIrdQ0ix3VLJkSVq3bs1HH33E1atXzerOnDnDkiVL6Nq1qykZLqgdO3bQvn17unfvTkBAAN7e3vz666/3I/RCzdrKwJhgP4AcifPN8zHBftqvWURERETEgpQ0y12ZM2cOGRkZBAYG8sMPP3D69GmioqJo3bo15cuXZ+LEiffct6+vL5s2bWLnzp3Ex8fzyiuvmL53ftQF+bszt3sd3JzNp2C7Odsyt3sd7dMsIiIiImJhRSwdgPw7+Pr6snfvXsaMGUOXLl24cOECbm5udOjQgTFjxuDqeu9TiN955x2OHz9OYGAgxYsXp1+/fnTo0IGUlJT7+ASFV5C/O6393Ig5cYGzl9Ip43hjSrZGmEVERERELM9gvNvVnUT+5VJTU3F2diYlJaXQfd8sIiIiIiIPT0FyA03PFhEREREREcmDkmYRERERERGRPDwySbOXlxczZ858IH0bDAbWrl37QPq+Gw/y2QoqMjISFxcXS4fxyLl2PZv5Pxyn3xd7Gbr8ANsTzpGVrS8nREREREQszaJJc4sWLRg6dGiO8ntJzPbs2UO/fv1M55ZIdHft2oW1tTVt27Z9qPfNzdixYzEYDDmOqlWr/qN+u3btel+2g0pKSsJgMBAbG/uP+/q3m/x1HFVGfcPEr+P5Lu5P1sb+QY8FMdQY+y1RR5ItHZ6IiIiIyGPtkRlpLl26NMWLF7doDJ999hmDBw/mhx9+4I8//si3rdFo5Pr16w80nurVq5OcnGx2/Pjjj/+oTzs7O8qUKZNn/bVr1/5R/4+byV/H8ckPJ8htOb4r17Lov3i/EmcREREREQv6VyTNoaGhdOjQgffeew93d3dKlizJq6++SmZmpqnNrVOYvby8AOjYsSMGg8F0DvDVV19Rp04dbG1t8fb2JiIiwix5PXr0KM2aNcPW1hY/Pz82bdp0VzGmpaWxYsUKBgwYQNu2bYmMjDSr37ZtGwaDgW+++Ya6detiY2PDjz/+SGJiIu3bt6ds2bI4ODhQv359Nm/enKP/S5cuERISgr29PeXLl+fDDz+8Y0xFihTBzc3N7ChVqpTZO5swYQI9e/bEwcEBT09P1q1bx7lz52jfvj0ODg7UrFmTvXv3mq65fRbA2LFjqVWrFp9++ikVK1bE1vbGfsNRUVE0adIEFxcXSpYsSbt27UhMTDRdV7FiRQBq166NwWCgRYsWprpPP/2UatWqYWtrS9WqVfnoo49MddeuXWPQoEG4u7tja2uLp6cnkydPvuO7KIyuXc9m/vYTd2w35qsjmqotIiIiImIh/4qkGWDr1q0kJiaydetWFi5cSGRkZI7E9KY9e/YAsGDBApKTk03n27dvp2fPnrz22mvExcXxySefEBkZycSJEwHIzs7mueeeo1ixYuzevZuPP/6Y4cOH31V8K1eupGrVqlSpUoXu3bvz+eefk9tuXiNGjGDKlCnEx8dTs2ZN0tLSaNOmDdHR0Rw4cICgoCCCg4M5deqU2XXvvvsuAQEBHDhwgBEjRvDaa6/ddUKfn/fff5/GjRtz4MAB2rZtS48ePejZsyfdu3dn//79VKpUiZ49e+b6LDcdO3aMVatWsXr1atN068uXLzNs2DD27t1LdHQ0VlZWdOzYkezsbABiYmIA2Lx5M8nJyaxevRqAJUuWMHr0aCZOnEh8fDyTJk1i1KhRLFy4EIDZs2ezbt06Vq5cSUJCAkuWLDH7o8itMjIySE1NNTsKk0W7kribXPjPS9eIOXHhwQckIiIiIiI5FLF0AHerRIkSzJkzB2tra6pWrUrbtm2Jjo6mb9++OdqWLl0aABcXF9zc3EzlERERjBgxgl69egHg7e3N+PHjeeuttxgzZgybN2/ml19+4dtvv6VcuXIATJo0iWefffaO8X322Wd0794dgKCgIFJSUvj+++/NRlABxo0bR+vWrU3nrq6uBAQEmM7Hjx/PmjVrWLduHYMGDTKVN27cmBEjRgBQuXJlduzYwfvvv2/W1+0OHz6Mg4ODWVn37t35+OOPTedt2rThlVdeAWD06NHMnTuX+vXr8/zzzwMwfPhwGjZsyJ9//mn2Lm917do1vvjiC9N7B+jUqZNZm88//5zSpUsTFxeHv7+/qW3JkiXN+h0zZgzTp0/nueeeA26MSN/8A0evXr04deoUvr6+NGnSBIPBgKenZ57PP3nyZCIiIvKst7STF67cdduzl9IfYCQiIiIiIpKXf81Ic/Xq1bG2tjadu7u7c/bs2QL1cfDgQcaNG4eDg4Pp6Nu3L8nJyVy5coX4+Hg8PDxMCTNAw4YN79hvQkICMTExhISEADemRXft2pXPPvssR9t69eqZnaelpREWFka1atVwcXHBwcGB+Pj4HCPNt8fRsGFD4uPj842rSpUqxMbGmh3jxo0za1OzZk3Tz2XLlgWgRo0aOcrye9eenp5mCTPcmOYeEhKCt7c3Tk5OptHg25/rVpcvXyYxMZGXX37Z7Hc0YcIE09Tu0NBQYmNjqVKlCkOGDOG7777Ls7/w8HBSUlJMx+nTp/Nsawmernf/DX4ZR9sHGImIiIiIiOTFoiPNTk5OpKSk5Ci/ePEizs7OZmVFixY1OzcYDKapvncrLS2NiIgI0yjmrW5+i3svPvvsM65fv26WbBuNRmxsbJgzZ47Zs9jb25tdGxYWxqZNm3jvvffw8fHBzs6Ozp0735cFtYoVK4aPj0++bW59rwaDIc+y/N717c8EEBwcjKenJ/Pnz6dcuXJkZ2fj7++f73OlpaUBMH/+fJ588kmzupt/MKlTpw4nTpzgm2++YfPmzXTp0oVWrVrxv//9L0d/NjY22NjY5Hk/S+vR0IuJX8ffcYp2WcdiNKjo+nCCEhERERERMxZNmqtUqZLrSOH+/fupXLnyP+q7aNGiZGVlmZXVqVOHhISEPBPJatWqcfr0aZKTk3F3dwfgp59+yvc+169f54svvmD69On85z//Mavr0KEDy5Yto3///nlev2PHDkJDQ+nYsSNwI3FMSkrK0e72OH766SeqVauWb2yWcv78eRISEpg/fz5NmzYFyLFqd7FixQDMfkdly5alXLlyHD9+nG7duuXZv5OTE127dqVr16507tyZoKAgLly4gKvrvyuxLFbEir5NK/LJD/kvBhbR3h9rK8NDikpERERERG5l0aR5wIABzJkzhyFDhtCnTx9sbGzYuHEjy5YtY/369f+oby8vL6Kjo2ncuDE2NjaUKFGC0aNH065dOypUqEDnzp2xsrLi4MGDHDlyhAkTJtCqVSsqV65Mr169ePfdd0lNTWXkyJH53mfDhg38/fffvPzyyzlGxzt16sRnn32Wb9Ls6+vL6tWrCQ4OxmAwMGrUqFxHdXfs2MG0adPo0KEDmzZt4ssvv2Tjxo35xnb9+nXOnDljVmYwGExTrh+UEiVKULJkSebNm4e7uzunTp0yfY99U5kyZbCzsyMqKoonnngCW1tbnJ2diYiIYMiQITg7OxMUFERGRgZ79+7l77//ZtiwYcyYMQN3d3dq166NlZUVX375JW5ubgXe17uwCG/jB8C87Tm3nSpezJoZXQII8ne3QGQiIiIiIgIW/qbZ29ubH374gV9++YVWrVrx5JNPsnLlSr788kuCgoL+Ud/Tp09n06ZNeHh4ULt2bQACAwPZsGED3333HfXr1+epp57i/fffNy0mZWVlxZo1a7h69SoNGjSgT58+ppW18/LZZ5/RqlWrHAkz3Eia9+7dy6FDh/K8fsaMGZQoUYJGjRoRHBxMYGAgderUydHujTfeYO/evdSuXZsJEyYwY8YMAgMD843t559/xt3d3ezIb+Gs+8XKyorly5ezb98+/P39ef3113n33XfN2hQpUoTZs2fzySefUK5cOdq3bw9Anz59+PTTT1mwYAE1atSgefPmREZGmraocnR0ZNq0adSrV4/69euTlJTE119/jZXVv+bz/BzC2/iRMP5ZRrapxn/8ytKhVjkWvdSAw2MDlTCLiIiIiFiYwZjfXkIij5DU1FScnZ1JSUnBycnJ0uGIiIiIiIiFFCQ3+PcOz4mIiIiIiIg8YEqaRURERERERPJg0YXARB5naenXeX3FAU79fZUKJex47/laxCWncvZSOmUcbWlQ0VWrZouIiIiIWJiSZimUIiMjGTp0KBcvXrR0KA/Ef+ds59BvqabzhDOXCBhnvv2au7MtY4L9tBiYiIiIiIgFaXr2Iyw0NBSDwYDBYKBo0aJUrFiRt956i/T0dEuHdkddu3bl119/tXQYD8TtCXNezqSkM2DxfqKOJD+EqEREREREJDcaaX7EBQUFsWDBAjIzM9m3bx+9evXCYDAwdepUS4eWLzs7O+zs7Cwdxn2Xln79rhJmACNgACLWx9Haz01TtUVERERELEAjzY84Gxsb3Nzc8PDwoEOHDrRq1YpNmzYBkJGRwZAhQyhTpgy2trY0adKEPXv2mK7dtm0bBoOBb7/9ltq1a2NnZ8fTTz/N2bNn+eabb6hWrRpOTk68+OKLXLlyxXRdVFQUTZo0wcXFhZIlS9KuXTsSExNN9UlJSRgMBlavXk3Lli0pXrw4AQEB7Nq1y9QmMjISFxcX03liYiLt27enbNmyODg4UL9+fTZv3pzvs2dkZJCammp2WNrrKw4UqL0RSE5JJ+bEhQcTkIiIiIiI5EtJ82PkyJEj7Ny5k2LFigHw1ltvsWrVKhYuXMj+/fvx8fEhMDCQCxfME7SxY8cyZ84cdu7cyenTp+nSpQszZ85k6dKlbNy4ke+++44PPvjA1P7y5csMGzaMvXv3Eh0djZWVFR07diQ7O9us35EjRxIWFkZsbCyVK1cmJCSE69ev5xp7Wloabdq0ITo6mgMHDhAUFERwcDCnTp3K83knT56Ms7Oz6fDw8LjXV3ffnPr76j1dd/ZS4Z9SLyIiIiLyKDIYjUajpYOQByM0NJTFixdja2vL9evXycjIwMrKipUrVxIUFESJEiWIjIzkxRdfBCAzMxMvLy+GDh3Km2++ybZt22jZsiWbN2/mmWeeAWDKlCmEh4eTmJiIt7c3AP379ycpKYmoqKhc4/jrr78oXbo0hw8fxt/fn6SkJCpWrMinn37Kyy+/DEBcXBzVq1cnPj6eqlWr3tVCYP7+/vTv359BgwblWp+RkUFGRobpPDU1FQ8Pj7vawPxB6btwD5vizxb4umV9n6JhpZIPICIRERERkcdPamoqzs7Od5UbaKT5EdeyZUtiY2PZvXs3vXr14qWXXqJTp04kJiaSmZlJ48aNTW2LFi1KgwYNiI+PN+ujZs2app/Lli1L8eLFTQnzzbKzZ/8vETx69CghISF4e3vj5OSEl5cXQI5R4Vv7dXe/sUL0rf3cKi0tjbCwMKpVq4aLiwsODg7Ex8fnO9JsY2ODk5OT2WFp73etXaD2Bm6sot2gouuDCUhERERERPKlhcAecfb29vj4+ADw+eefExAQwGeffUb9+vXvuo+iRYuafr65EvetDAaD2dTr4OBgPD09mT9/PuXKlSM7Oxt/f3+uXbuWb79AjincN4WFhbFp0ybee+89fHx8sLOzo3Pnzjn6LOwcbItQ8wmnu1oM7OayX2OC/bQImIiIiIiIhfw/9u49Puf6/+P449r5fM2MrvE1M3PYclwjhzCnjCynKIe0HL5FiqQcIkbogEoHCZlQpCTHKTIxas61xmJZ6Lu1wjajzWz7/eHnytU2ttmMPO+32+f22+f9eb/fn9fn+vW73X4v75NGmu8gVlZWTJgwgYkTJ1KzZk3s7OyIjo42P8/OzmbPnj0EBASU+B2nT58mPj6eiRMn0r59e/z9/Tl79uwNxx4dHU1YWBg9evSgfv36mEwmEhMTb7jf8rB2RCsa/Of6o94mowPzBgTqnGYRERERkXKkkeY7TO/evXn++eeZN28ew4YN4/nnn8fDwwNvb29ee+01Lly4YF5nXBIVKlSgYsWKfPDBB3h5eXHixAnGjRt3w3HXqlWL1atXExoaisFgYNKkSYWOSt8O1o5oRUbmJZ5deYATZ//Cu4Ijs3o3Ii4pnZRzmVR2vTwlWyPMIiIiIiLlS0nzHcbGxoYRI0bw2muvcfz4cXJzc3n00Uc5d+4cQUFBbN68mQoVKpS4fysrK1asWMEzzzxDvXr1qFOnDnPnziU4OPiG4p4zZw6DBg2iRYsWeHp6Mnbs2FviCKkb4eJgw4LHLKfJa7MvEREREZFbi3bPljtGcXbIExERERGRfy/tni0iIiIiIiJSCpQ0i4iIiIiIiBRCSfO/SFRUFAaDgdTU1Bvqx8fHhzfffPOG+oiIiMDd3f2G+rgT5eTmsTvhNF8e/I3dCafJydXqCRERERGR8qSNwG4TUVFRtG3bttDnwcHBbN68maSkJIxG402MTEpLZGwS4eviSErLNJd5GR2YHBqgY6dERERERMqJRppvEy1atCApKSnfNX/+fAwGA8OHD8fOzg6TyYTBoGOKbjeRsUkMW7bfImEGSE7LZNiy/UTGJpVTZCIiIiIidzYlzbeJKwnx1dfZs2cZM2YMEyZMoHfv3vmmZ1+ZIr1+/Xrq1KmDk5MTDz30EBcuXGDJkiX4+PhQoUIFnnnmGXJycized+7cOfr27YuzszNVq1bl3XfftXg+Z84c6tevj7OzM9WqVWP48OFkZGTki3vNmjXUqlULBwcHOnXqxMmTJwFIS0vD2tqavXv3ApCbm4uHhwfNmjUzt122bBnVqlUz3588eZI+ffrg7u6Oh4cH3bp1IzExsTR+3nKVk5tH+Lo4CpqIfaUsfF2cpmqLiIiIiJQDJc23qdTUVLp160ZwcDDTpk0rtN6FCxeYO3cuK1asIDIykqioKHr06MHGjRvZuHEjS5cuZf78+Xz22WcW7V5//XUaNmzIgQMHGDduHCNHjuTrr782P7eysmLu3Ln89NNPLFmyhG+++YYXXngh37unT5/ORx99RHR0NKmpqTzyyCMAGI1GGjVqRFRUFAA//vgjBoOBAwcOmJPv7du306ZNGwCys7Pp1KkTrq6u7Nixg+joaFxcXAgJCeHixYsFfntWVhbp6ekW160o5viZfCPMV8sDktIyiTl+5uYFJSIiIiIigJLm21Jubi79+vXDxsaG5cuXX3M6dnZ2NvPmzaNx48a0bt2ahx56iJ07d7Jo0SICAgLo2rUrbdu2Zdu2bRbtWrZsybhx46hduzZPP/00Dz30EG+88Yb5+ahRo2jbti0+Pj60a9eOl19+mU8//TTfu9955x2aN2/OPffcw5IlS9i1axcxMTHA5XXYV5LmqKgoOnbsiL+/Pzt37jSXXUmaV65cSW5uLgsXLqR+/fr4+/uzePFiTpw4Ye7jn2bOnInRaDRfV49a30pSzhWeMJeknoiIiIiIlB4lzbehCRMmsHv3br788ktcXV2vWdfJyYmaNWua7++66y58fHxwcXGxKEtJSbFo17x583z3hw8fNt9v2bKF9u3bU7VqVVxdXXn00Uc5ffo0Fy5cMNexsbGhSZMm5vu6devi7u5u7qdNmzbs3LmTnJwctm/fTnBwsDmR/t///sexY8cIDg4G4NChQxw7dgxXV1dcXFxwcXHBw8ODzMxMEhISCvz28ePHk5aWZr6uTA2/1VR2dSjVeiIiIiIiUnq0e/ZtZsWKFcyaNYsNGzZQq1at69a3tbW1uDcYDAWW5ebmFjmGxMREunbtyrBhw5g+fToeHh7s3LmTwYMHc/HiRZycnIrUT+vWrTl37hz79+/n22+/ZcaMGZhMJl555RUaNmxIlSpVzN+YkZHBPffcw/Lly/P1U6lSpQL7t7e3x97evsjfVV6a1vDAy+hAclpmgeuaDYDJ6EDTGh43OzQRERERkTueRppvIwcPHmTw4MG88sordOrUqUzf9d133+W79/f3B2Dfvn3k5uYye/ZsmjVrRu3atfnf//6Xr49Lly6ZN/oCiI+PJzU11dyPu7s7DRo04J133sHW1pa6devSunVrDhw4wPr1681TswECAwM5evQolStXxs/Pz+K63Y/YsrYyMDk0ALicIF/tyv3k0ACsrbQruoiIiIjIzaak+Tbx559/0r17d4KDgxkwYADJyckW1x9//FGq74uOjua1117j559/5t1332XVqlWMHDkSAD8/P7Kzs3n77bf55ZdfWLp0Ke+//36+PmxtbXn66af5/vvv2bdvH2FhYTRr1oymTZua6wQHB7N8+XJzguzh4YG/vz8rV660SJr79++Pp6cn3bp1Y8eOHRw/fpyoqCieeeYZTp06VarfXh5C6nkxb0AgJqPlFGyT0YF5AwJ1TrOIiIiISDnR9OzbxIYNG/j111/59ddf8fLKn0BVr16diIiIUnvfc889x969ewkPD8fNzY05c+aYR7cbNmzInDlzePXVVxk/fjytW7dm5syZDBw40KIPJycnxo4dS79+/fjtt99o1aoVixYtsqjTpk0b3nzzTfPaZbicSB86dMiizMnJiW+//ZaxY8fSs2dPzp07R9WqVWnfvj1ubm6l9t3lKaSeFx0DTMQcP0PKuUwqu16ekq0RZhERERGR8mPIy8vT4a9yR0hPT8doNJKWlvavSbRFRERERKT4ipMbaHq2iIiIiIiISCGUNIuIiIiIiIgUQmuapVDBwcE0atSIN998s7xD+dfJyc1j17E/Wb3/FBlZOVR2syOwWgUquzlwJDmdk2f/orqHE48298HORv+2JSIiIiJSXpQ0/8uFhYWRmprKmjVryjsU+X+RsUk89+khzl/MsShf/v3JfHWnbzzM0FY1GN8l4GaFJyIiIiIiV1HSLHITRcYm8eSy/UWun5sH8789DqDEWURERESkHGje5x0sNjaWzp074+Liwl133cWjjz7Kn3/+aVHn0qVLjBgxAqPRiKenJ5MmTeLqDdeXLl1KUFAQrq6umEwm+vXrR0pKivl5VFQUBoOBrVu3EhQUhJOTEy1atCA+Pt7iPfPmzaNmzZrY2dlRp04dli5davHcYDCwcOFCevTogZOTE7Vq1WLt2rVl8KuUnZzcPKasjStR2wU7jnPxUm4pRyQiIiIiItejpPkOlZqaSrt27WjcuDF79+4lMjKS33//nT59+ljUW7JkCTY2NsTExPDWW28xZ84cFi5caH6enZ3NtGnTOHToEGvWrCExMZGwsLB873vxxReZPXs2e/fuxcbGhkGDBpmfffHFF4wcOZLnnnuO2NhYnnjiCR5//HG2bdtm0Ud4eDh9+vThhx9+oEuXLvTv358zZ84U+o1ZWVmkp6dbXOUp5vgZktMzS9Q2Nw+W7k4s3YBEREREROS6dE7zv1xha5pffvllduzYwebNm81lp06dolq1asTHx1O7dm2Cg4NJSUnhp59+wmAwADBu3DjWrl1LXFzBI6Z79+6lSZMmnDt3DhcXF6Kiomjbti1btmyhffv2AGzcuJEHHniAv/76CwcHB1q2bMndd9/NBx98YO6nT58+nD9/ng0bNgCXR5onTpzItGnTADh//jwuLi5s2rSJkJCQAmOZMmUK4eHh+crL65zmLw/+xsgVB0vcfmDz6kztVq/0AhIRERERuUPpnGa5rkOHDrFt2zZcXFzMV926dQFISEgw12vWrJk5YQZo3rw5R48eJSfn8iZW+/btIzQ0FG9vb1xdXWnTpg0AJ06csHhfgwYNzH97eXkBmKdxHz58mJYtW1rUb9myJYcPHy60D2dnZ9zc3Cymgv/T+PHjSUtLM18nT+bfaOtmquzqcEPtq3s4lVIkIiIiIiJSVNoI7A6VkZFBaGgor776ar5nV5La6zl//jydOnWiU6dOLF++nEqVKnHixAk6derExYsXLera2tqa/76ShOfmFm+N7tV9XOnnWn3Y29tjb29frHeUpaY1PDC5OZRoiraVAR5t7lP6QYmIiIiIyDVppPkOFRgYyE8//YSPjw9+fn4Wl7Ozs7ne999/b9Huu+++o1atWlhbW3PkyBFOnz7NK6+8QqtWrahbt+41R34L4+/vT3R0tEVZdHQ0AQH/rt2ira0MTHmwZN80tFUNndcsIiIiIlIO9P+F3wHS0tI4ePCgxfXf//6XM2fO0LdvX/bs2UNCQgKbN2/m8ccfN0+9hsvTrEePHk18fDyffPIJb7/9NiNHjgTA29sbOzs73n77bX755RfWrl1rXnNcHM8//zwRERHMmzePo0ePMmfOHFavXs2YMWNK7Te4VYTU8+L9AYE421kXqb6VAZ5orXOaRURERETKi6Zn3wGioqJo3LixRdngwYOJjo5m7Nix3H///WRlZVG9enVCQkKwsvr731IGDhzIX3/9RdOmTbG2tmbkyJH897//BaBSpUpEREQwYcIE5s6dS2BgILNmzeLBBx8sVnzdu3fnrbfeYtasWYwcOZIaNWqwePFigoODb/jbb0Uh9bzoGGBi17E/Wb3/FBlZOVR2syOwWgUquzlwJDmdk2f/orqHE48299EIs4iIiIhIOdLu2XLHKM4OeSIiIiIi8u+l3bNFRERERERESoGSZhEREREREZFCKGmWW5LBYGDNmjXlHUa5yMnNY3fCab48+Bu7E06Tk6sVFCIiIiIi5UUbgd1GQkNDyc7OJjIyMt+zHTt20Lp1aw4dOkSDBg3KITopDZGxSYSviyMp7e+znL2MDkwODSCkXtHOzxYRERERkdKjkebbyODBg/n66685depUvmeLFy8mKChICfNtLDI2iWHL9lskzADJaZkMW7afyNikcopMREREROTOpaT5NtK1a1fzMU9Xy8jIYNWqVQwePJidO3fSqlUrHB0dqVatGs888wznz5831/Xx8WHGjBkMGjQIV1dXvL29+eCDDyz6O3nyJH369MHd3R0PDw+6detGYmKi+bnBYMh3+fj4ABAREYG7u7tFf2vWrMFgMFiUffnllwQGBuLg4ICvry/h4eFcunSp0G8fO3YstWvXxsnJCV9fXyZNmkR2dnbRf7xbXE5uHuHr4ihoIvaVsvB1cZqqLSIiIiJykylpvo3Y2NgwcOBAIiIiuPqksFWrVpGTk0Pz5s0JCQmhV69e/PDDD6xcuZKdO3cyYsQIi35mz55NUFAQBw4cYPjw4QwbNoz4+HgAsrOz6dSpE66uruzYsYPo6GhcXFwICQnh4sWLACQlJZmvY8eO4efnR+vWrYv8HTt27GDgwIGMHDmSuLg45s+fT0REBNOnTy+0jaurKxEREcTFxfHWW2+xYMEC3njjjWu+Jysri/T0dIvrVhVz/Ey+Eear5QFJaZnEHD9z84ISERERERGd03y7OXLkCP7+/mzbto3g4GAAWrduTfXq1bG3t8fa2pr58+eb6+/cuZM2bdpw/vx5HBwc8PHxoVWrVixduhSAvLw8TCYT4eHhPPnkkyxbtoyXX36Zw4cPm0eHL168iLu7O2vWrOH+++83952Xl0evXr04ceIEO3bswNHRkYiICEaNGkVqaqq53po1a+jRo4c50e/QoQPt27dn/Pjx5jrLli3jhRde4H//+x9weTT7iy++oHv37gX+DrNmzWLFihXs3bu30N9qypQphIeH5yu/Fc9p/vLgb4xccfC69d56pBHdGlUt+4BERERERP7FinNOszYCu83UrVuXFi1a8OGHHxIcHMyxY8fYsWMHU6dO5fnnn+eHH35g+fLl5vp5eXnk5uZy/Phx/P39ASzWPRsMBkwmEykpKQAcOnSIY8eO4erqavHezMxMEhISLMomTJjA7t272bt3L46OjkX+hkOHDhEdHW0xspyTk0NmZiYXLlzAyckpX5uVK1cyd+5cEhISyMjI4NKlS9f9j3v8+PGMHj3afJ+enk61atWKHOfNVNnVoVTriYiIiIhI6VDSfBsaPHgwTz/9NO+++y6LFy+mZs2atGnThoyMDJ544gmeeeaZfG28vb3Nf9va2lo8MxgM5ObmApfXR99zzz0WifcVlSpVMv+9bNky3njjDaKioqha9e+RTysrK/45eeGfa48zMjIIDw+nZ8+e+d7h4JA/Kdy9ezf9+/cnPDycTp06YTQaWbFiBbNnz85X92r29vbY29tfs86tomkND7yMDiSnZRa4rtkAmIwONK3hcbNDExERERG5oylpvg316dOHkSNH8vHHH/PRRx8xbNgwDAYDgYGBxMXF4efnV+K+AwMDWblyJZUrVy50JHf37t0MGTKE+fPn06xZM4tnlSpV4ty5c5w/fx5nZ2cADh48mO8d8fHxRY5z165dVK9enRdffNFc9uuvvxbjq2591lYGJocGMGzZfgxgkThf2UJtcmgA1laGAlqLiIiIiEhZ0UZgtyEXFxcefvhhxo8fT1JSEmFhYcDlHaZ37drFiBEjOHjwIEePHuXLL7/MtxHYtfTv3x9PT0+6devGjh07OH78OFFRUTzzzDOcOnWK5ORkevTowSOPPEKnTp1ITk4mOTmZP/74A4B7770XJycnJkyYQEJCAh9//HG+3b5feuklPvroI8LDw/npp584fPgwK1asYOLEiQXGVKtWLU6cOMGKFStISEhg7ty5fPHFFyX67W5lIfW8mDcgEJPRcrTdZHRg3oBAndMsIiIiIlIOlDTfpgYPHszZs2fp1KkTVapUAS6vVd6+fTs///wzrVq1onHjxrz00kvm50Xh5OTEt99+i7e3Nz179sTf35/BgweTmZmJm5sbR44c4ffff2fJkiV4eXmZryZNmgDg4eHBsmXL2LhxI/Xr1+eTTz5hypQpFu/o1KkT69ev56uvvqJJkyY0a9aMN954g+rVqxcY04MPPsizzz7LiBEjaNSoEbt27WLSpEkl++FucSH1vNg5th2fDG3GW4804pOhzdg5tp0SZhERERGRcqLds+WOUZwd8kRERERE5N+rOLmBRppFRERERERECqGkWURERERERKQQSprlpgkLC6N79+7m++DgYEaNGlVu8dzKcnLz2J1wmi8P/sbuhNPk5GoVhYiIiIhIedCRU1IkYWFhLFmyxHzv4eFBkyZNeO2112jQoEGJ+ly9enW+M6MFImOTCF8XR1JaprnMy+jA5NAAbQgmIiIiInKTaaRZiiwkJISkpCSSkpLYunUrNjY2dO3atcT9eXh44OrqWooR3v4iY5MYtmy/RcIMkJyWybBl+4mMTSqnyERERERE7kxKmqXI7O3tMZlMmEwmGjVqxLhx4zh58qT5jOaTJ0/Sp08f3N3d8fDwoFu3biQmJhba39XTs6OiojAYDPmuK2dQA3z55ZcEBgbi4OCAr68v4eHhXLp0qQy/+ObKyc0jfF0cBU3EvlIWvi5OU7VFRERERG4iJc1SIhkZGSxbtgw/Pz8qVqxIdnY2nTp1wtXVlR07dhAdHY2LiwshISFcvHjxuv21aNHCPIqdlJTEN998g4ODA61btwZgx44dDBw4kJEjRxIXF8f8+fOJiIhg+vTphfaZlZVFenq6xXUrizl+Jt8I89XygKS0TGKOn7l5QYmIiIiI3OGUNEuRrV+/HhcXF1xcXHB1dWXt2rWsXLkSKysrVq5cSW5uLgsXLqR+/fr4+/uzePFiTpw4QVRU1HX7trOzM49i29raMmTIEAYNGsSgQYMACA8PZ9y4cTz22GP4+vrSsWNHpk2bxvz58wvtc+bMmRiNRvNVrVq10vopykTKucIT5pLUExERERGRG6eNwKTI2rZty7x58wA4e/Ys7733Hp07dyYmJoZDhw5x7NixfGuUMzMzSUhIKPI7srOz6dWrF9WrV+ett94ylx86dIjo6GiLkeWcnBwyMzO5cOECTk5O+foaP348o0ePNt+np6ff0olzZVeHUq0nIiIiIiI3TkmzFJmzszN+fn7m+4ULF2I0GlmwYAEZGRncc889LF++PF+7SpUqFfkdw4YN4+TJk8TExGBj8/d/nhkZGYSHh9OzZ898bRwcCk4i7e3tsbe3L/K7y1vTGh54GR1ITssscF2zATAZHWhaw+NmhyYiIiIicsdS0iwlZjAYsLKy4q+//iIwMJCVK1dSuXJl3NzcStTfnDlz+PTTT9m1axcVK1a0eBYYGEh8fLxF0v5vY21lYHJoAMOW7ccAFomz4f//5+TQAKytDAW0FhERERGRsqA1zVJkWVlZJCcnk5yczOHDh3n66afJyMggNDSU/v374+npSbdu3dixYwfHjx8nKiqKZ555hlOnTl237y1btvDCCy/w+uuv4+npaX5PWloaAC+99BIfffQR4eHh/PTTTxw+fJgVK1YwceLEsv7smyqknhfzBgRiMlqOnpuMDswbEKhzmkVEREREbjKNNEuRRUZG4uV1OWlzdXWlbt26rFq1iuDgYAC+/fZbxo4dS8+ePTl37hxVq1alffv2RRp53rlzJzk5OTz55JM8+eST5vLHHnuMiIgIOnXqxPr165k6dSqvvvoqtra21K1blyFDhpTJt5ankHpedAwwEXP8DCnnMqnsenlKtkaYRURERERuPkNeXp4OfZU7Qnp6OkajkbS0tBJPIRcRERERkdtfcXIDTc8WERERERERKYSSZhEREREREZFCaE2z3HSJiYnUqFGDAwcO0KhRo/IOp9xcvJTLkl2J7Ek8g5OdNXVMrpzLvISVAZr7etKkhgf7fj2rdc0iIiIiIuVISfO/xO7du7nvvvsICQlhw4YN5R2OWVhYGKmpqaxZs8ZcVq1aNZKSkvD09Cy/wMrZzI1xfLDjOIXtKPDOtoR8x055GR2YHBqgHbRFRERERG4iTc/+l1i0aBFPP/003377Lf/73/8KrZeXl8elS5duYmT5WVtbYzKZsLG5M//NZubGOOZ/W3jCfMU/HyenZTJs2X4iY5PKLDYREREREbGkpPlfICMjg5UrVzJs2DAeeOABIiIizM+ioqIwGAxs2rSJe+65B3t7e3bu3Mm5c+fo378/zs7OeHl58cYbbxAcHMyoUaPMbbOyshgzZgxVq1bF2dmZe++9l6ioKPPziIgI3N3d2bx5M/7+/ri4uBASEkJS0uWkbsqUKSxZsoQvv/wSg8GAwWAgKiqKxMREDAYDBw8etIhx69atBAUF4eTkRIsWLYiPjze/KyEhgW7dunHXXXfh4uJCkyZN2LJlS1n+rGXi4qVcFuw4XqK2V5Lo8HVx5ORq03sRERERkZtBSfO/wKeffkrdunWpU6cOAwYM4MMPP+SfJ4mNGzeOV155hcOHD9OgQQNGjx5NdHQ0a9eu5euvv2bHjh3s37/fos2IESPYvXs3K1as4IcffqB3796EhIRw9OhRc50LFy4wa9Ysli5dyrfffsuJEycYM2YMAGPGjKFPnz7mRDopKYkWLVoU+h0vvvgis2fPZu/evdjY2DBo0CDzs4yMDLp06cLWrVs5cOAAISEhhIaGcuLEiUL7y8rKIj093eIqb0t3J3Ij+W4ekJSWSczxM6UWk4iIiIiIFE5J87/AokWLGDBgAAAhISGkpaWxfft2izpTp06lY8eO1KxZE1tbW5YsWcKsWbNo37499erVY/HixeTk5JjrnzhxgsWLF7Nq1SpatWpFzZo1GTNmDPfddx+LFy8218vOzub9998nKCiIwMBARowYwdatWwFwcXHB0dERe3t7TCYTJpMJOzu7Qr9j+vTptGnThoCAAMaNG8euXbvIzMwEoGHDhjzxxBPUq1ePWrVqMW3aNGrWrMnatWsL7W/mzJkYjUbzVa1ateL/uKXs1zMXSqWflHOZpdKPiIiIiIhcm5Lm21x8fDwxMTH07dsXABsbGx5++GEWLVpkUS8oKMj89y+//EJ2djZNmzY1lxmNRurUqWO+//HHH8nJyaF27dq4uLiYr+3bt5OQkGCu5+TkRM2aNc33Xl5epKSklOhbGjRoYNEPYO4rIyODMWPG4O/vj7u7Oy4uLhw+fPiaI83jx48nLS3NfJ08ebJEcZWm6h5OpdJPZVeHUulHRERERESu7c7cielfZNGiRVy6dIkqVaqYy/Ly8rC3t+edd94xlzk7Oxer34yMDKytrdm3bx/W1tYWz1xcXMx/29raWjwzGAz5poYX1dV9GQyXj1bKzc0FLk/1/vrrr5k1axZ+fn44Ojry0EMPcfHixUL7s7e3x97evkSxlJVHm/swfePhEk/RNgAm4+Xjp0REREREpOwpab6NXbp0iY8++ojZs2dz//33Wzzr3r07n3zyCXXr1s3XztfXF1tbW/bs2YO3tzcAaWlp/Pzzz7Ru3RqAxo0bk5OTQ0pKCq1atSpxjHZ2dhbTvksqOjqasLAwevToAVxO6hMTE2+435vNzsaKoa1qMP/b4m8GduWE5smhATqvWURERETkJlHSfBtbv349Z8+eZfDgwRiNRotnvXr1YtGiRbz++uv52rm6uvLYY4/x/PPP4+HhQeXKlZk8eTJWVlbmEd7atWvTv39/Bg4cyOzZs2ncuDF//PEHW7dupUGDBjzwwANFitHHx4fNmzcTHx9PxYoV88VZVLVq1WL16tWEhoZiMBiYNGmSeRT6djO+SwDANc9pBvKd02zSOc0iIiIiIjedkubb2KJFi+jQoUOBiWivXr147bXX+OGHHwpsO2fOHJ588km6du2Km5sbL7zwAidPnsTB4e+1sosXL+bll1/mueee47fffsPT05NmzZrRtWvXIsc4dOhQoqKiCAoKIiMjg23btuHj41Psb50zZw6DBg2iRYsWeHp6Mnbs2FtiN+ySGt8lgOfur8uSXYnsSTyDk501dUyunMu8hJUBmvt60qSGB/t+PUvKuUwqu16ekq0RZhERERGRm8uQV9IFqPKvcv78eapWrcrs2bMZPHhweYdTJtLT0zEajaSlpeHm5lbe4YiIiIiISDkpTm6gkeY71IEDBzhy5AhNmzYlLS2NqVOnAtCtW7dyjkxEREREROTWoaT5DjZr1izi4+Oxs7PjnnvuYceOHXh6epZ3WCIiIiIiIrcMJc13qMaNG7Nv377yDkNEREREROSWpqRZChUWFkZqaipr1qwp1X4TExOpUaMGBw4coFGjRqXa9+0iI/MSz648wIkzf+Fib02foP/gXdEl32ZfObl5xBw/o83ARERERETKiZLmO1RwcDCNGjXizTfftCiPiIhg1KhRpKamltm7q1WrRlJS0h07FfzBd3bwwynLnb/3nUgFwOuqY6UiY5MIXxdHUlqmuZ6Xjp0SEREREbmprMo7APn3uHjxYpHqWVtbYzKZsLG58/7NpqCE+WpJaZkMW7afmRvjGLZsv0XCDJD8/88jY5PKOlQREREREUFJsxTDnj17qFSpEq+++ioAU6ZMoVGjRixcuJAaNWqYz3iOjIzkvvvuw93dnYoVK9K1a1cSEhLM/SQmJmIwGDh48CAAUVFRGAwGtm7dSlBQEE5OTrRo0YL4+HiL93/55ZcEBgbi4OCAr68v4eHhXLp06eZ8fCnIyLx0zYT5ijxgwY7jFHQW3JWy8HVx5OTqtDgRERERkbKmpFmK5JtvvqFjx45Mnz6dsWPHmsuPHTvG559/zurVq81J8Pnz5xk9ejR79+5l69atWFlZ0aNHD3Jzc6/5jhdffJHZs2ezd+9ebGxsGDRokPnZjh07GDhwICNHjiQuLo758+cTERHB9OnTC+0vKyuL9PR0i6s8PbvyQJHrXisfzuPyiHTM8TM3HpSIiIiIiFzTnTc/Vortiy++YODAgSxcuJCHH37Y4tnFixf56KOPqFSpkrmsV69eFnU+/PBDKlWqRFxcHPXq1Sv0PdOnT6dNmzYAjBs3jgceeIDMzEwcHBwIDw9n3LhxPPbYYwD4+voybdo0XnjhBSZPnlxgfzNnziQ8PLxE31wWTpz9q1T7SzmXef1KIiIiIiJyQzTSLNf0/fff07t3b5YuXZovYQaoXr26RcIMcPToUfr27Yuvry9ubm74+PgAcOLEiWu+q0GDBua/vbwub3SVkpICwKFDh5g6dSouLi7ma+jQoSQlJXHhwoUC+xs/fjxpaWnm6+TJk0X+7rLgXcGxVPur7OpQqv2JiIiIiEh+Gmm+Q7m5uZGWlpavPDU1FaPRaL6vWbMmFStW5MMPP+SBBx7A1tbWor6zs3O+PkJDQ6levToLFiygSpUq5ObmUq9evetuFHZ13wbD5WOVrkzpzsjIIDw8nJ49e+Zrd2Ut9T/Z29tjb29/zXfeTG883Jh6UzYXqa6VofAp2gbAZLx8/JSIiIiIiJQtjTTfoerUqcP+/fvzle/fv5/atWub7z09Pfnmm284duwYffr0ITs7+5r9nj59mvj4eCZOnEj79u3x9/fn7NmzNxxvYGAg8fHx+Pn55busrG6P/4xdHGxo8B+369YzAENb1cDw/3//8xnA5NAAndcsIiIiInIT3B7ZhpS6YcOG8fPPP/PMM8/www8/EB8fz5w5c/jkk0947rnnLOpWrlyZb775hiNHjtC3b99r7lhdoUIFKlasyAcffMCxY8f45ptvGD169A3H+9JLL/HRRx8RHh7OTz/9xOHDh1mxYgUTJ0684b5vprUjWl0zcfYyOjBvQCDjuwQwb0AgJqPlKLrp/5/rnGYRERERkZtD07PvUL6+vnz77be8+OKLdOjQgYsXL1K3bl1WrVpFSEhIvvomk4lvvvmG4OBg+vfvz8cff1xgv1ZWVqxYsYJnnnmGevXqUadOHebOnUtwcPANxdupUyfWr1/P1KlTefXVV7G1taVu3boMGTLkhvotD2tHtCIj8xLPrjzAiTN/4WJvTZ+g/+Bd0YWmNTzMI8gh9bzoGGAi5vgZUs5lUtnVweK5iIiIiIiUPUNeXp4Oe5U7Qnp6OkajkbS0NNzcrj9NWkRERERE/p2KkxtoeraIiIiIiIhIIZQ0i4iIiIiIiBRCSbNcU3BwMKNGjSpy/cTERAwGAwcPHiyzmK7w8fHhzTffLPP3lIW/LuYw/vMfaD5jC81mbGHs5wf562JOvno5uXnsTjjNlwd/Y3fCaXIKO4dKRERERETKhDYCEwDCwsJYsmRJvvLvv/8ef3//cojo32voR3v4Oi7Fomzlnt9Yuec3OgZUZsHAJgBExiYRvi6OpLRMcz0vowOTQwO0e7aIiIiIyE2ikWYxCwkJISkpyeK65557cHV1Le/Q/jUKSpiv9nVcCkM/2kNkbBLDlu23SJgBktMyGbZsP5GxSWUdqoiIiIiIoKRZrmJvb4/JZLK42rdvbzE928fHhxkzZjBo0CBcXV3x9vbmgw8+KLTPnJwcBg8eTI0aNXB0dKROnTq89dZbFnXCwsLo3r07s2bNwsvLi4oVK/LUU0+RnZ1trpOSkkJoaCiOjo7UqFGD5cuXl/r3l7W/LuZcM2G+4uu4FF5a8yMFTcS+Uha+Lk5TtUVEREREbgIlzVJss2fPJigoiAMHDjB8+HCGDRtGfHx8gXVzc3P5z3/+w6pVq4iLi+Oll15iwoQJfPrppxb1tm3bRkJCAtu2bWPJkiVEREQQERFhfh4WFsbJkyfZtm0bn332Ge+99x4pKddOQLOyskhPT7e4ytOMjXFFrpuSkV3oszwgKS2TmONnSiEqERERERG5Fq1pFrP169fj4uJivu/cuXOB9bp06cLw4cMBGDt2LG+88Qbbtm2jTp06+era2toSHh5uvq9Rowa7d+/m008/pU+fPubyChUq8M4772BtbU3dunV54IEH2Lp1K0OHDuXnn39m06ZNxMTE0KTJ5fW+ixYtuu5a65kzZ1q8u7wlnr5Qqv2lnMu8fiUREREREbkhGmkWs7Zt23Lw4EHzNXfu3ALrNWjQwPy3wWDAZDJdc9T33Xff5Z577qFSpUq4uLjwwQcfcOLECYs6d999N9bW1uZ7Ly8vc5+HDx/GxsaGe+65x/y8bt26uLu7X/N7xo8fT1pamvk6efLkNeuXNZ+KTqXaX2VXh1LtT0RERERE8tNIs5g5Ozvj5+d33Xq2trYW9waDgdzc3ALrrlixgjFjxjB79myaN2+Oq6srr7/+Ot9//32J+ywqe3t77O3tb6iP0jShSwBLvztx/YpAZRdb/sjILnBdswEwGR1oWsOjVOMTEREREZH8NNIsZSo6OpoWLVowfPhwGjdujJ+fHwkJCcXqo27duly6dIl9+/aZy+Lj40lNTS3laMuWo501HQMqX7dex4DKTO1eH7icIF/tyv3k0ACsrf75VERERERESpuSZilTtWrVYu/evWzevJmff/6ZSZMmsWfPnmL1UadOHUJCQnjiiSf4/vvv2bdvH0OGDMHR0bGMoi47CwY2uWbifOWc5pB6XswbEIjJaDkF22R0YN6AQJ3TLCIiIiJyk2h6tpSpJ554ggMHDvDwww9jMBjo27cvw4cPZ9OmTcXqZ/HixQwZMoQ2bdpw11138fLLLzNp0qQyirpsLRjYhL8u5jB13U9ExaeQB7Sp48mU0Po42v29rjuknhcdA0zEHD9DyrlMKrtenpKtEWYRERERkZvHkJeXp8Ne5Y6Qnp6O0WgkLS0NNze38g5HRERERETKSXFyA03PFhERERERESmEkmYRERERERGRQmhNs9w0Pj4+jBo1ilGjRpV3KOUqJzePr39KZtzqH0j965K53MUGapncCKnvxeMtfbGzsTLX17pmEREREZHyoaRZ8jEYrp2QTZ48mSlTptycYP5lImOTGLZsf4HnL2dcggOn0jlwKp2Zm+J5onUNGntXIHxdHElpmeZ6XkYHJocGaAdtEREREZGbQEmz5JOUlGT+e+XKlbz00kvEx8eby1xcXIrV38WLF7Gzsyu1+G5XkbFJPLlsf5Hrz//2OHA8X3lyWibDlu3X0VMiIiIiIjeB1jRLPiaTyXwZjUYMBoP5/v333+e+++6zqP/mm2/i4+Njvg8LC6N79+5Mnz6dKlWqUKdOnQLfs3DhQtzd3dm6dSsAsbGxdO7cGRcXF+666y4effRR/vzzTwA++ugjKlasSFZWlkUf3bt359FHHy3Fry8bObl5vPTlT6XS15VR6vB1ceTkavN7EREREZGypKRZysTWrVuJj4/n66+/Zv369fmev/baa4wbN46vvvqK9u3bk5qaSrt27WjcuDF79+4lMjKS33//nT59+gDQu3dvcnJyWLt2rbmPlJQUNmzYwKBBgwqMISsri/T0dIurvFxek5x1/YpFlAckpWUSc/xMqfUpIiIiIiL5aXq2lAlnZ2cWLlxY4LTssWPHsnTpUrZv387dd98NwDvvvEPjxo2ZMWOGud6HH35ItWrV+Pnnn6lduzb9+vVj8eLF9O7dG4Bly5bh7e1NcHBwgTHMnDmT8PDw0v+4Ekg5l3n9SrdQvyIiIiIicpmSZikT9evXLzBhnj17NufPn2fv3r34+vqayw8dOsS2bdsKXC+dkJBA7dq1GTp0KE2aNOG3336jatWqREREEBYWVujGZePHj2f06NHm+/T0dKpVq1YKX1d8lV0dbqt+RURERETkMk3PlmKxsrIiL89yHW12dna+es7OzgW2b9WqFTk5OXz66acW5RkZGYSGhnLw4EGL6+jRo7Ru3RqAxo0b07BhQz766CP27dvHTz/9RFhYWKGx2tvb4+bmZnGVl6Y1PKjsal9q/Rm4vIt20xoepdaniIiIiIjkp5FmKZZKlSqRnJxMXl6eeYT34MGDRW7ftGlTRowYQUhICDY2NowZMwaAwMBAPv/8c3x8fLCxKfw/yyFDhvDmm2/y22+/0aFDh3IbOS4uaysDU7vdXazds68wgMURVVfG1SeHBui8ZhERERGRMqaRZimW4OBg/vjjD1577TUSEhJ499132bRpU7H6aNGiBRs3biQ8PJw333wTgKeeeoozZ87Qt29f9uzZQ0JCAps3b+bxxx8nJyfH3LZfv36cOnWKBQsWFLoB2K0qpJ4X7w8IpKhp7hOta/D+gEBMRssp2Cajg46bEhERERG5STTSLMXi7+/Pe++9x4wZM5g2bRq9evVizJgxfPDBB8Xq57777mPDhg106dIFa2trnn76aaKjoxk7diz3338/WVlZVK9enZCQEKys/v63HaPRSK9evdiwYQPdu3cv5a8reyH1vDg2owtf/5TMuNU/kPrXJfMzFxuoZXIjpL4Xj7f0xc7m8nd3DDD9/+7bmVR2vTwlWyPMIiIiIiI3hyHvnwtURW5x7du35+6772bu3LnFapeeno7RaCQtLa1c1zeLiIiIiEj5Kk5uoJFmuW2cPXuWqKgooqKieO+998o7HBERERERuQMoaZbbRuPGjTl79iyvvvoqderUKe9wRERERETkDqCkWW4biYmJFvc+Pj6MGjWKUaNGlUs8N0tObp7WNIuIiIiIlBMlzXeIsLAwlixZAoCtrS3e3t4MHDiQCRMmXPOIp+v1mZqaypo1a0oxUrlaZGwS4eviSErLNJd5GR2YHBqg3bNFRERERG4CHTl1BwkJCSEpKYmjR4/y3HPPMWXKFF5//fVi95OTk0Nubm4ZRChXi4xNYtiy/RYJM0ByWibDlu0nMjapnCITEREREblzKGm+g9jb22MymahevTrDhg2jQ4cOrF27lrNnzzJw4EAqVKiAk5MTnTt35ujRo+Z2ERERuLu7s3btWgICArC3t2fQoEEsWbKEL7/8EoPBgMFgMG/SZTAYSE1NNbc/ePAgBoPBYnr1ggULqFatGk5OTvTo0YM5c+bg7u5ufp6QkEC3bt246667cHFxoUmTJmzZsuUm/Eq3hpzcPMLXxVHQ1vZXysLXxZGTq83vRURERETKkpLmO5ijoyMXL14kLCyMvXv3snbtWnbv3k1eXh5dunQhOzvbXPfChQu8+uqrLFy4kJ9++om5c+fSp08f8+h1UlISLVq0KNJ7o6OjefLJJxk5ciQHDx6kY8eOTJ8+3aJORkYGXbp0YevWrRw4cICQkBBCQ0M5ceJEkb8vKyuL9PR0i+t2EXP8TL4R5qvlAUlpmcQcP3PzghIRERERuQNpTfMdKC8vj61bt7J582Y6d+7MmjVriI6ONie9y5cvp1q1aqxZs4bevXsDkJ2dzXvvvUfDhg3N/Tg6OpKVlYXJZCrW+99++206d+7MmDFjAKhduza7du1i/fr15joNGza0eNe0adP44osvWLt2LSNGjCjSe2bOnEl4eHixYrtVpJwrPGEuST0RERERESkZjTTfQdavX4+LiwsODg507tyZhx9+mLCwMGxsbLj33nvN9SpWrEidOnU4fPiwuczOzo4GDRqUShzx8fE0bdrUouyf9xkZGYwZMwZ/f3/c3d1xcXHh8OHDxRppHj9+PGlpaebr5MmTpRL/zVDZ1aFU64mIiIiISMlopPkO0rZtW+bNm4ednR1VqlTBxsaGtWvXFqmto6MjBsP1jzmysrr87zB5eX+vtb16mndRjRkzhq+//ppZs2bh5+eHo6MjDz30EBcvXixyH/b29tjb2xf73beCpjU88DI6kJyWWeC6ZgNgMl4+fkpERERERMqORprvIM7Ozvj5+eHt7W0+Zsrf359Lly7x/fffm+udPn2a+Ph4AgICrtmfnZ0dOTk5FmWVKlUCICnp752dDx48aFGnTp067Nmzx6Lsn/fR0dGEhYXRo0cP6tevj8lkyndO87+ZtZWByaGXf/9//lPFlfvJoQE6r1lEREREpIwpab7D1apVi27dujF06FB27tzJoUOHGDBgAFWrVqVbt27XbOvj48MPP/xAfHw8f/75J9nZ2fj5+VGtWjWmTJnC0aNH2bBhA7Nnz7Zo9/TTT7Nx40bmzJnD0aNHmT9/Pps2bbIYya5VqxarV6/m4MGDHDp0iH79+t1xx1yF1PNi3oBATEbLKdgmowPzBgTqnGYRERERkZtASbOwePFi7rnnHrp27Urz5s3Jy8tj48aN2NraXrPd0KFDqVOnDkFBQVSqVIno6GhsbW355JNPOHLkCA0aNODVV1/l5ZdftmjXsmVL3n//febMmUPDhg2JjIzk2WefxcHh7+Rwzpw5VKhQgRYtWhAaGkqnTp0IDAwsk++/lYXU82Ln2HZ8MrQZbz3SiE+GNmPn2HZKmEVEREREbhJD3tWLT0XKydChQzly5Ag7duwos3ekp6djNBpJS0vDzc2tzN4jIiIiIiK3tuLkBtoITMrFrFmz6NixI87OzmzatIklS5bw3nvvlXdYIiIiIiIiFpQ0S7mIiYnhtdde49y5c/j6+jJ37lyGDBlS3mGJiIiIiIhYUNIs5eLTTz+95vOwsDBSU1NZs2bNzQmonOTk5hFz/Awp5zKp7Hr5CKmCdsQuaj0RERERESldSprvUMnJycycOZMNGzZw6tQpjEYjfn5+DBgwgMceewwnJ6dyje+tt97i377cPjI2ifB1cSSlZZrLvIwOTA4NsNjoq6j1RERERESk9Gn37DvQL7/8QuPGjfnqq6+YMWMGBw4cYPfu3bzwwgusX7+eLVu2lNm7s7Ozi1TPaDTi7u5eZnGUt8jYJIYt22+RCAMkp2UybNl+ImOTilVPRERERETKhpLmO9Dw4cOxsbFh79699OnTB39/f3x9fenWrRsbNmwgNDQUgNTUVIYMGUKlSpVwc3OjXbt2HDp0yKKvefPmUbNmTezs7KhTpw5Lly61eG4wGJg3bx4PPvggzs7OTJ8+HYCXX36ZypUr4+rqypAhQxg3bhyNGjUytwsLC6N79+7m+8jISO677z7c3d2pWLEiXbt2JSEhoWx+oDKWk5tH+Lo4ChpHv1IWvi6Oi5dyi1QvJ/ffPSIvIiIiIlKelDTfYU6fPs1XX33FU089hbOzc4F1DIbLa2V79+5NSkoKmzZtYt++fQQGBtK+fXvOnDkDwBdffMHIkSN57rnniI2N5YknnuDxxx9n27ZtFv1NmTKFHj168OOPPzJo0CCWL1/O9OnTefXVV9m3bx/e3t7MmzfvmnGfP3+e0aNHs3fvXrZu3YqVlRU9evQgNze30DZZWVmkp6dbXLeCmONn8o0cXy0PSErLZOnuxCLVizl+pvSDFBERERERQGua7zjHjh0jLy+POnXqWJR7enqSmXk5QXvqqacIDQ0lJiaGlJQU7O3tgcvHRK1Zs4bPPvuM//73v8yaNYuwsDCGDx8OwOjRo/nuu++YNWsWbdu2Nffdr18/Hn/8cfP922+/zeDBg81lL730El999RUZGRmFxt2rVy+L+w8//JBKlSoRFxdHvXr1Cmwzc+ZMwsPDi/rT3DQp5wpPhK/265kLpdqfiIiIiIgUn0aaBbh8BNTBgwe5++67ycrK4tChQ2RkZFCxYkVcXFzM1/Hjx83Tog8fPkzLli0t+mnZsiWHDx+2KAsKCrK4j4+Pp2nTphZl/7z/p6NHj9K3b198fX1xc3PDx8cHgBMnThTaZvz48aSlpZmvkydPXvMdN0tlV4ci1avuUbTN2Iran4iIiIiIFJ9Gmu8wfn5+GAwG4uPjLcp9fX0BcHR0BCAjIwMvLy+ioqLy9VHcDboKmwZeHKGhoVSvXp0FCxZQpUoVcnNzqVevHhcvXiy0jb29vXmU/FbStIYHXkYHktMyC1yvbABMRgcebe7Dwp3Hr1uvaQ2Psg1YREREROQOppHmO0zFihXp2LEj77zzDufPny+0XmBgIMnJydjY2ODn52dxeXp6AuDv7090dLRFu+joaAICAq4ZQ506ddizZ49F2T/vr3b69Gni4+OZOHEi7du3x9/fn7Nnz17vU29Z1lYGJode/o3+edLylfvJoQHY2VgVqZ7OaxYRERERKTtKmu9A7733HpcuXSIoKIiVK1dy+PBh4uPjWbZsGUeOHMHa2poOHTrQvHlzunfvzldffUViYiK7du3ixRdfZO/evQA8//zzREREMG/ePI4ePcqcOXNYvXo1Y8aMueb7n376aRYtWsSSJUs4evQoL7/8Mj/88IN5A7J/qlChAhUrVuSDDz7g2LFjfPPNN4wePbrUf5ebKaSeF/MGBGIyWk6tNhkdmDcg0Hz+clHriYiIiIhI2dD07DtQzZo1OXDgADNmzGD8+PGcOnUKe3t7AgICGDNmDMOHD8dgMLBx40ZefPFFHn/8cf744w9MJhOtW7fmrrvuAqB79+689dZbzJo1i5EjR1KjRg0WL15McHDwNd/fv39/fvnlF8aMGUNmZiZ9+vQhLCyMmJiYAutbWVmxYsUKnnnmGerVq0edOnWYO3fudd9zqwup50XHABMxx8+Qci6Tyq6Xp1r/c+S4qPVERERERKT0GfLy8nTIq5S7jh07YjKZ8p3zXJrS09MxGo2kpaXh5uZWZu8REREREZFbW3FyA400y0134cIF3n//fTp16oS1tTWffPIJW7Zs4euvvy7v0ERERERERCwoaZab7srU7+nTp5OZmUmdOnX4/PPP6dChQ3mHJiIiIiIiYkFJs9x0jo6ObNmypbzDEBERERERuS4lzWIWERHBqFGjSE1NLfB5VFQUbdu25ezZs8U+q1kKlpObZ97gy9PFHvLgz/NZeDjZcSQ5nZNn/6K6hxP97q3OwZOp2ghMREREROQmU9J8CwkLCyM1NZU1a9aYyz777DMGDBjA9OnTee6558ovuFJwvaT8ThMZm0T4ujiS0jKvW3fahsMW915GByaHBujIKRERERGRMqZzmm9hCxcupH///sybN++2T5jFUmRsEsOW7S9SwlyQ5LRMhi3bT2RsUilHJiIiIiIiV1PSfIt67bXXePrpp1mxYgWPP/44AHPmzKF+/fo4OztTrVo1hg8fTkZGhrlNcHAwBoMh35WYmFik9v/0xx9/EBQURI8ePcjKyjKX79u3j6CgIJycnGjRogXx8fHmZ4cOHaJt27a4urri5ubGPffcw969e4mKiuLxxx8nLS3NHNeUKVMAWLp0KUFBQbi6umIymejXrx8pKSnmPqOiojAYDGzdurXQ995OcnLzCF8Xx42c9Xalbfi6OHJydWqciIiIiEhZUdJ8Cxo7dizTpk1j/fr19OjRw1xuZWXF3Llz+emnn1iyZAnffPMNL7zwgvn56tWrSUpKMl89e/akTp063HXXXUVqf7WTJ0/SqlUr6tWrx2effYa9vb352Ysvvsjs2bPZu3cvNjY2DBo0yPysf//+/Oc//2HPnj3s27ePcePGYWtrS4sWLXjzzTdxc3MzxzdmzBgAsrOzmTZtGocOHWLNmjUkJiYSFhaWL6ZrvbcgWVlZpKenW1y3gpjjZ0o8wny1PCApLZOY42duPCgRERERESmQ1jTfYjZt2sSXX37J1q1badeuncWzUaNGmf/28fHh5Zdf5sknn+S9994DwMPDw/z8jTfe4JtvvuH777/H0dGxSO2viI+Pp2PHjvTo0YM333wTg8Fyw6np06fTpk0bAMaNG8cDDzxAZmYmDg4OnDhxgueff566desCUKtWLXM7o9GIwWDAZDJZ9Hd18uvr68vcuXNp0qQJGRkZuLi4FOm9BZk5cybh4eEFPitPKeduPGEuy/5ERERERORvGmm+xTRo0AAfHx8mT56cb+r0li1baN++PVWrVsXV1ZVHH32U06dPc+HCBYt6mzZtYty4caxcuZLatWsXq/1ff/1Fq1at6NmzJ2+99Va+hPlKjFd4eV3eiOrKdOrRo0czZMgQOnTowCuvvEJCQsJ1v3nfvn2Ehobi7e2Nq6urOTE+ceJEkd9bkPHjx5OWlma+Tp48ed1YbobKrgUn+bdKfyIiIiIi8jclzbeYqlWrEhUVxW+//UZISAjnzp0DIDExka5du9KgQQM+//xz9u3bx7vvvgvAxYsXze3j4uJ45JFHeOWVV7j//vvN5UVtb29vT4cOHVi/fj2//fZbgTHa2tqa/76SVOfm5gIwZcoUfvrpJx544AG++eYbAgIC+OKLLwr93vPnz9OpUyfc3NxYvnw5e/bsMde/Oq7rvbcg9vb2uLm5WVy3gqY1PPAyOnCjB0YZuLyLdtMaHtetKyIiIiIiJaOk+RZUvXp1tm/fTnJysjlx3rdvH7m5ucyePZtmzZpRu3Zt/ve//1m0+/PPPwkNDaVXr148++yzFs+K0h4ur3teunQp99xzD23bti2wzvXUrl2bZ599lq+++oqePXuyePFiAOzs7MjJybGoe+TIEU6fPs0rr7xCq1atqFu37jVHj/8NrK0MTA4NAChx4nyl3eTQAJ3XLCIiIiJShpQ036KqVatGVFQUKSkpdOrUCT8/P7Kzs3n77bf55ZdfWLp0Ke+//75Fm169euHk5MSUKVNITk42Xzk5OUVqf4W1tTXLly+nYcOGtGvXjuTk5CLF/NdffzFixAiioqL49ddfiY6OZs+ePfj7+wOX11FnZGSwdetW/vzzTy5cuIC3tzd2dnbmuNauXcu0adNu7Me7DYTU82LegEBMxpJNrTYZHZg3IFDnNIuIiIiIlDFtBHYL+89//kNUVBRt27blySefZMqUKbz66quMHz+e1q1bM3PmTAYOHGiu/+233wKXR6qvdvz4cRo2bMicOXOu2f5qNjY2fPLJJzz88MO0a9eOqKio68ZrbW3N6dOnGThwIL///juenp707NnTvBlXixYtePLJJ3n44Yc5ffo0kydPZsqUKURERDBhwgTmzp1LYGAgs2bN4sEHHyzhr3b7CKnnRccAEzHHz5ByLhNPF3vIgz/PZ+HhZMeR5HROnv2L6h5O9Lu3OgdPppJyLpPKrpenZGuEWURERESk7Bny8vJ0yKvcEdLT0zEajaSlpd0y65tFREREROTmK05uoOnZIiIiIiIiIoVQ0iwiIiIiIiJSCCXNUiRRUVEYDAZSU1P/Ve+6neTk5rE74TRfHvyN3QmnycnVygoRERERkbKmjcDEwu7du7nvvvsICQlhw4YN5RJDixYtSEpKwmg0lsv7b0WRsUmEr4sjKS3TXOZldGByaIB20BYRERERKUMaaRYLixYt4umnn+bbb78t0RnNNyo7Oxs7OztMJhMGg3aHhssJ87Bl+y0SZoDktEyGLdtPZGxSOUUmIiIiIvLvp6RZzDIyMli5ciXDhg3jgQceICIi4pr1FyxYQLVq1XBycqJHjx7MmTMHd3d3izpffvklgYGBODg44OvrS3h4OJcuXTI/NxgMzJs3jwcffBBnZ2emT5+eb3r26dOn6du3L1WrVsXJyYn69evzySeflPLX35pycvMIXxdHQROxr5SFr4vTVG0RERERkTKipFnMPv30U+rWrUudOnUYMGAAH374IYWdSBYdHc2TTz7JyJEjOXjwIB07dmT69OkWdXbs2MHAgQMZOXIkcXFxzJ8/n4iIiHz1pkyZQo8ePfjxxx8ZNGhQvndlZmZyzz33sGHDBmJjY/nvf//Lo48+SkxMzDW/Jysri/T0dIvrdhNz/Ey+Eear5QFJaZnEHD9z84ISEREREbmDKGkWs0WLFjFgwAAAQkJCSEtLY/v27QXWffvtt+ncuTNjxoyhdu3aDB8+nM6dO1vUCQ8PZ9y4cTz22GP4+vrSsWNHpk2bxvz58y3q9evXj8cffxxfX1+8vb3zvatq1aqMGTOGRo0a4evry9NPP01ISAiffvrpNb9n5syZGI1G81WtWrXi/By3hJRzhSfMJaknIiIiIiLFo6RZAIiPjycmJoa+ffsCYGNjw8MPP8yiRYsKrd+0aVOLsn/eHzp0iKlTp+Li4mK+hg4dSlJSEhcuXDDXCwoKumZsOTk5TJs2jfr16+Ph4YGLiwubN2/mxIkT12w3fvx40tLSzNfJkyevWf9WVNnVoVTriYiIiIhI8Wj3bAEujzJfunSJKlWqmMvy8vKwt7fnnXfeKVGfGRkZhIeH07Nnz3zPHBz+TvKcnZ2v2c/rr7/OW2+9xZtvvkn9+vVxdnZm1KhRXLx48Zrt7O3tsbe3L1Hst4qmNTzwMjqQnJZZ4LpmA2AyOtC0hsfNDk1ERERE5I6gpFm4dOkSH330EbNnz+b++++3eNa9e3c++eQT6tata1Fep04d9uzZY1H2z/vAwEDi4+Px8/O7ofiio6Pp1q2beep4bm4uP//8MwEBATfU7+3A2srA5NAAhi3bjwEsEucre4tPDg3A2ko7jYuIiIiIlAUlzcL69es5e/YsgwcPznc2cq9evVi0aBGvv/66RfnTTz9N69atmTNnDqGhoXzzzTds2rTJ4piol156ia5du+Lt7c1DDz2ElZUVhw4dIjY2lpdffrnI8dWqVYvPPvuMXbt2UaFCBebMmcPvv/9+RyTNACH1vJg3IDDfOc0mndMsIiIiIlLmtKZZWLRoER06dMiXMMPlpHnv3r388MMPFuUtW7bk/fffZ86cOTRs2JDIyEieffZZi2nXnTp1Yv369Xz11Vc0adKEZs2a8cYbb1C9evVixTdx4kQCAwPp1KkTwcHBmEwmunfvXqJvvV2F1PNi59h2fDK0GW890ohPhjZj59h2SphFRERERMqYIa+wM4VEimno0KEcOXKEHTt2lHcoBUpPT8doNJKWloabm1t5hyMiIiIiIuWkOLmBpmdLic2aNYuOHTvi7OzMpk2bWLJkCe+99155hyUiIiIiIlJqlDRLicXExPDaa69x7tw5fH19mTt3LkOGDCnvsEREREREREqNkmYpsU8//bS8Q7ht5eTm8d0vp9mdcBrIo7mvJ81qVrzmLtg5uXnEHD9DyrlMKrtePmZKu2aLiIiIiJQtJc1S6sLCwliyZAkAtra2eHt7M3DgQCZMmICNjf6Ti4xNYtzqH0m9kG0ue2dbAu5OtrzSs36Bm3tFxibl2z3bS7tni4iIiIiUOe2eLWUiJCSEpKQkjh49ynPPPceUKVPyHVtVFDk5OeTm5pZBhOUjMjaJJ5ftt0iYr0i9kM2Ty/YTGZuUr82wZfstEmaA5LRMhhVQX0RERERESo+SZikT9vb2mEwmqlevzrBhw+jQoQNr164lKyuLMWPGULVqVZydnbn33nuJiooyt4uIiMDd3Z21a9cSEBCAvb09J06cIDg4mFGjRlm8o3v37oSFhd3U77oRObl5TFkbd916U9b+RE5unrlN+Lo4Ctri/kpZ+Lo4c30RERERESldSprlpnB0dOTixYuMGDGC3bt3s2LFCn744Qd69+5NSEgIR48eNde9cOECr776KgsXLuSnn36icuXKJXpnVlYW6enpFld5ijl+huT0zOvWS07PIub4GXObf44wXy0PSErLNNcXEREREZHSpaRZylReXh5btmxh8+bNNGjQgMWLF7Nq1SpatWpFzZo1GTNmDPfddx+LFy82t8nOzua9996jRYsW1KlTBycnpxK9e+bMmRiNRvNVrVq10vqsEkk5d/2E+Z91i9qmOH2LiIiIiEjRaVcmKRPr16/HxcWF7OxscnNz6devHw899BARERHUrl3bom5WVhYVK1Y039vZ2dGgQYMbjmH8+PGMHj3afJ+enl6uiXNlV4di1y1qm+L0LSIiIiIiRaekWcpE27ZtmTdvHnZ2dlSpUgUbGxtWrlyJtbU1+/btw9ra2qK+i4uL+W9HR0cMBsujlKysrMjLs1y3m52dfzOtq9nb22Nvb3+DX1J6mtbwwOTmcN0p2iY3e5rW8DC38TI6kJyWWeC6ZgNgMjqY64uIiIiISOnS9GwpE87Ozvj5+eHt7W0+Zqpx48bk5OSQkpKCn5+fxWUyma7ZX6VKlUhK+nuX6JycHGJjY8v0G0qbtZWBKQ8GXLfelAfvNp+/bG1lYHLo5Tb/PJH5yv3k0ACd1ywiIiIiUkaUNMtNU7t2bfr378/AgQNZvXo1x48fJyYmhpkzZ7Jhw4Zrtm3Xrh0bNmxgw4YNHDlyhGHDhpGamnpzAi9FIfW8eH9AIO5OtvmeuTvZ8v6AwHznLofU82LegEBMRssp2CajA/MKqC8iIiIiIqVH07Plplq8eDEvv/wyzz33HL/99huenp40a9aMrl27XrPdoEGDOHToEAMHDsTGxoZnn32Wtm3b3qSoS1dIPS86Bpj47pfT7E44DeTR3NeTZjUrFjpifKVNzPEzpJzLpLLr5SnZGmEWERERESlbhrx/LhQV+ZdKT0/HaDSSlpaGm5tbeYcjIiIiIiLlpDi5gaZni4iIiIiIiBRCSbOIiIiIiIhIIbSmWeQ2kZObpzXNIiIiIiI3mUaaSyAiIgJ3d/ditQkODmbUqFHXrde6dWs+/vjjkgV2E/j4+PDmm2+a7w0GA2vWrCnz9/7z92vWrBmff/55mb/3VhEZm8R9r35D3wXfMXLFQfou+I77Xv2GyNik6zcWEREREZESu+WS5rCwMAwGQ74rJCSkXOL5Z5II8PDDD/Pzzz8Xq5/Vq1czbdq0a9ZZu3Ytv//+O4888oi57NChQzz44INUrlwZBwcHfHx8ePjhh0lJSSnW+0vLnj17+O9//1su777axIkTGTduHLm5ueUdSpmLjE1i2LL9JKVlWpQnp2UybNl+Jc4iIiIiImXolkuaAUJCQkhKSrK4Pvnkk/IOy8zR0ZHKlSsXq42Hhweurq7XrDN37lwef/xxrKwu/6/ljz/+oH379nh4eLB582YOHz7M4sWLqVKlCufPny9x/DeiUqVKODk5lcu7r9a5c2fOnTvHpk2byjuUMpWTm0f4ujgK2uL+Sln4ujhycrUJvoiIiIhIWbglk2Z7e3tMJpPFVaFCBQDy8vKYMmUK3t7e2NvbU6VKFZ555hkA3nnnHerVq2fuZ82aNRgMBt5//31zWYcOHZg4cSIACQkJdOvWjbvuugsXFxeaNGnCli1bzHWDg4P59ddfefbZZ80j3pB/evaUKVNo1KgRS5cuxcfHB6PRyCOPPMK5c+cs+rrW9Ow//viDb775htDQUHNZdHQ0aWlpLFy4kMaNG1OjRg3atm3LG2+8QY0aNQAICgpi1qxZ5jbdu3fH1taWjIwMAE6dOoXBYODYsWMALF26lKCgIFxdXTGZTPTr189i1Lqwkf6oqCig4JH3q40dO5batWvj5OSEr68vkyZNIjs7u1i/1fnz5xk4cCAuLi54eXkxe/bsfO+xtramS5curFixotBYsrKySE9Pt7huNzHHz+QbYb5aHpCUlknM8TM3LygRERERkTvILZk0X8vnn3/OG2+8wfz58zl69Chr1qyhfv36ALRp04a4uDj++OMPALZv346np6c54cvOzmb37t0EBwcDkJGRQZcuXdi6dSsHDhwgJCSE0NBQTpw4AVyeUv2f//yHqVOnmke8C5OQkMCaNWtYv34969evZ/v27bzyyitF/q6dO3fi5OSEv7+/ucxkMnHp0iW++OILCjtOu02bNubvy8vLY8eOHbi7u7Nz507zb1C1alX8/PzMv8G0adM4dOgQa9asITExkbCwMHN/b731lsUI/8iRI6lcuTJ169Yt0ne4uroSERFBXFwcb731FgsWLOCNN96wqHO93+r5559n+/btfPnll3z11VdERUWxf//+fO9q2rQpO3bsKDSWmTNnYjQazVe1atWK9A23kpRzhSfMJaknIiIiIiLFc0smzevXr8fFxcXimjFjBgAnTpzAZDLRoUMHvL29adq0KUOHDgWgXr16eHh4sH37dgCioqJ47rnnzPcxMTFkZ2fTokULABo2bMgTTzxBvXr1qFWrFtOmTaNmzZqsXbsWuDyl2tra2jwqazKZCo05NzeXiIgI6tWrR6tWrXj00UfZunVrkb/5119/5a677jJPzYbLm11NmDCBfv364enpSefOnXn99df5/fffzXWCg4PZuXMnOTk5/PDDD9jZ2dG/f39zIh0VFUWbNm3M9QcNGkTnzp3x9fWlWbNmzJ07l02bNplHpo1Go/lbd+3axfz581m9evU1v/1qEydOpEWLFvj4+BAaGsqYMWP49NNPi/xbZWRksGjRImbNmkX79u2pX78+S5Ys4dKlS/neVaVKFU6ePFnouubx48eTlpZmvk6ePFmkb7iVVHZ1KNV6IiIiIiJSPLdk0ty2bVsOHjxocT355JMA9O7dm7/++gtfX1+GDh3KF198YU6oDAYDrVu3JioqitTUVOLi4hg+fDhZWVkcOXKE7du306RJE/Oa3IyMDMaMGYO/vz/u7u64uLhw+PBh80hzcfj4+FisWfby8irWZl1//fUXDg75E5/p06eTnJzM+++/z9133837779P3bp1+fHHHwFo1aoV586d48CBA2zfvp02bdoQHBxsTpq3b99uHlkH2LdvH6GhoXh7e+Pq6mpOqP/5zQcOHODRRx/lnXfeoWXLlkX+jpUrV9KyZUtMJhMuLi5MnDgxX9/X+q0SEhK4ePEi9957r/m5h4cHderUyfcuR0dHcnNzycrKKjAWe3t73NzcLK7bTdMaHngZHSjsYCkD4GW8fPyUiIiIiIiUvlsyaXZ2dsbPz8/i8vC4nBRUq1aN+Ph43nvvPRwdHRk+fDitW7c2r5u9kjDu2LGDxo0b4+bmZk6krySVV4wZM4YvvviCGTNmsGPHDg4ePEj9+vW5ePFisWO2tbW1uDcYDMXa2dnT05OzZ88W+KxixYr07t2bWbNmcfjwYapUqWJex+zu7k7Dhg3N3xccHEzr1q05cOAAP//8M0ePHjV/8/nz5+nUqRNubm4sX76cPXv28MUXXwBYfHNycjIPPvggQ4YMYfDgwUX+ht27d9O/f3+6dOnC+vXrOXDgAC+++GK+3/NGf6srzpw5g7OzM46OjsVue7uwtjIwOTQAIF/ifOV+cmiAzmsWERERESkjt2TSfD2Ojo6EhoYyd+5coqKi2L17t3nk9cq65lWrVplHWIODg9myZQvR0dEWo67R0dGEhYXRo0cP6tevj8lkIjEx0eJddnZ25OTklPk3NW7cmOTk5EIT56vjqVmzpsXu2W3atGHbtm18++23BAcH4+Hhgb+/P9OnT8fLy4vatWsDcOTIEU6fPs0rr7xCq1atqFu3br7R8MzMTLp160bdunWZM2dOsb5h165dVK9enRdffJGgoCBq1arFr7/+Wqw+atasia2tLd9//7257OzZswUe8RUbG0vjxo2L1f/tKKSeF/MGBGIyWs5EMBkdmDcgkJB6XuUUmYiIiIjIv59NeQdQkKysLJKTky3KbGxs8PT0JCIigpycHO69916cnJxYtmwZjo6OVK9eHYAGDRpQoUIFPv74Y9avXw9cTprHjBmDwWCwmGpcq1YtVq9eTWhoKAaDgUmTJuUb8fTx8eHbb7/lkUcewd7eHk9PzzL55saNG+Pp6Ul0dDRdu3YFLq/tXrFiBY888gi1a9cmLy+PdevWsXHjRhYvXmxuGxwczNtvv02lSpXMG3YFBwfzzjvv0Lt3b3M9b29v7OzsePvtt3nyySeJjY3Nd3b0E088wcmTJ9m6dat5QzW4PEXazs7umt9Qq1YtTpw4wYoVK2jSpAkbNmwwj2QXlYuLC4MHD+b555+nYsWKVK5cmRdffNFirfcVO3bs4P777y9W/7erkHpedAwwEXP8DCnnMqnsenlKtkaYRURERETK1i050hwZGYmXl5fFdd999wGXpyMvWLCAli1b0qBBA7Zs2cK6deuoWLEicHmqb6tWrTAYDOY2DRo0wM3NjaCgIJydnc3vmTNnDhUqVKBFixaEhobSqVMnAgMDLWKZOnUqiYmJ1KxZk0qVKpXZN1tbW/P444+zfPlyc1lAQABOTk4899xzNGrUiGbNmvHpp5+ycOFCHn30UXO9Vq1akZubazH1PDg4mJycHIuR9UqVKhEREcGqVasICAjglVdesTiuCi6vgU5KSiIgIMDi99+1a9d1v+HBBx/k2WefZcSIETRq1Ihdu3YxadKkYv8Wr7/+Oq1atSI0NJQOHTpw3333cc8991jU+e2339i1axePP/54sfu/XVlbGWhesyLdGlWlec2KSphFRERERG4CQ15hZxnJTZecnMzdd9/N/v37zSPnUrCxY8dy9uxZPvjggyK3SU9Px2g0kpaWdltuCiYiIiIiIqWjOLnBLTnSfKcymUwsWrSoRLt332kqV66cb2q5iIiIiIhIadNIs5SqiIgIRo0aRWpqapm+JzExkRo1anDgwAEaNWpUpDa30khzTm4e3/1yml0Jf/Lb2b+o4u5Ac19PrAwGUjKyOJORhbuTHakXLuLhbIfJ6GixhjknN0/rm0VERERESqg4ucEtuRGYlK+wsDCWLFkCXD4eytvbm4EDBzJhwgRsbPSfzI2KjE1i3OofSb2QbVH+XtQv12znZXQwHz8Vvi6OpLTMfM+0k7aIiIiISOlSBiQFCgkJYfHixWRlZbFx40aeeuopbG1tGT9+fHmHdluLjE3iyWX7S9Q2KS2z0LbJaZkMW7ZfR1CJiIiIiJQyrWmWAtnb22MymahevTrDhg2jQ4cOrF27lrNnzzJw4EAqVKiAk5MTnTt35ujRo4X2k5CQQLdu3bjrrrtwcXGhSZMmbNmyxaKOj48PM2bMYNCgQbi6uuLt7Z1vg6+YmBgaN26Mg4MDQUFBHDhwoEy+uyzl5OYxZW1cmfR9ZY1F+Lo4cnK14kJEREREpLQoaZYicXR05OLFi4SFhbF3717Wrl3L7t27ycvLo0uXLmRnZxfYLiMjgy5durB161YOHDhASEgIoaGh+TY7mz17tjkZHj58OMOGDSM+Pt7cR9euXQkICGDfvn1MmTKFMWPGXDfmrKws0tPTLa7yFHP8DMnpmdevWEJ5XB6Njjl+pszeISIiIiJyp1HSLNeUl5fHli1b2Lx5M97e3qxdu5aFCxfSqlUrGjZsyPLly/ntt99Ys2ZNge0bNmzIE088Qb169ahVqxbTpk2jZs2arF271qJely5dGD58OH5+fowdOxZPT0+2bdsGwMcff0xubi6LFi3i7rvvpmvXrjz//PPXjX3mzJkYjUbzVa1atRv+PW5EyrmyS5jL4z0iIiIiIncCJc1SoPXr1+Pi4oKDgwOdO3fm4YcfJiwsDBsbG+69915zvYoVK1KnTh0OHz5cYD8ZGRmMGTMGf39/3N3dcXFx4fDhw/lGmhs0aGD+22AwYDKZSElJAeDw4cM0aNAABwcHc53mzZtf9xvGjx9PWlqa+Tp58mSxfoPSVtnV4fqVbqP3iIiIiIjcCbQRmBSobdu2zJs3Dzs7O6pUqYKNjU2+0eGiGDNmDF9//TWzZs3Cz88PR0dHHnroIS5evGhRz9bW1uLeYDCQm5t7Q99gb2+Pvb39DfVRmprW8MDk5lBmU7QNgMl4+fgpEREREREpHRpplgI5Ozvj5+eHt7e3+Zgpf39/Ll26xPfff2+ud/r0aeLj4wkICCiwn+joaMLCwujRowf169fHZDKRmJhYrFj8/f354YcfyMz8O9n87rvviv9R5czaysCUBwv+nYrrnycyX7mfHBqg85pFREREREqRkmYpslq1atGtWzeGDh3Kzp07OXToEAMGDKBq1ap069at0DarV6/m4MGDHDp0iH79+hV7BLlfv34YDAaGDh1KXFwcGzduZNasWaXxSTddSD0v3h8QiLuT7fUr/4OX0YH3BwTy/oBATEbLKdgmo4OOmxIRERERKQOani3FsnjxYkaOHEnXrl25ePEirVu3ZuPGjfmmV18xZ84cBg0aRIsWLfD09GTs2LHF3sXaxcWFdevW8eSTT9K4cWMCAgJ49dVX6dWrV2l80k0XUs+LjgEmvvvlNLsS/uS3s39Rxd2B5r6eWBkMpGRkcSYjC3cnO1IvXMTD2Q6T0ZGmNTzMo8gdA0zEHD9DyrlMKrs6WDwTEREREZHSY8jLy9OhrnJHSE9Px2g0kpaWhpubW3mHIyIiIiIi5aQ4uYGmZ4uIiIiIiIgUQkmziIiIiIiISCG0plmknOTk5lmsa/Zyd8DoYMuRpHQuZOfSxKcCj7WogZ1N/n/bysnN05pmEREREZGbQGuahSlTprBmzRoOHjxY3qGUqVtpTXNkbBLjVv9I6oXsa9YzAP9tXYPxXf4+qioyNonwdXEkpf19BJeX0YHJoQHaPVtEREREpAi0plnMQkNDCQkJKfDZjh07MBgM9OzZk61btxa5z8TERAwGw78+yS4rkbFJPLls/3UTZoA8YP63x5m5Mc7cdtiy/RYJM0ByWibDlu0nMjapLEIWEREREbljKWn+lxs8eDBff/01p06dyvds8eLFBAUF0aBBAypWrFgO0d15cnLzmLI2rtjtPvj2OH9dzCF8XRwFTQ25Uha+Lo6cXE0eEREREREpLUqa/+W6du1KpUqViIiIsCjPyMhg1apVDB48mClTptCoUSOL5wsXLsTf3x8HBwfq1q3Le++9Z35Wo0YNABo3bozBYCA4OBiAsLAwunfvzqxZs/Dy8qJixYo89dRTZGf/PaK6dOlSgoKCcHV1xWQy0a9fP1JSUszPo6KiMBgMbN68mcaNG+Po6Ei7du1ISUlh06ZN+Pv74+bmRr9+/bhw4cI1vz0rK4v09HSLq7zFHD9Dcnrm9Sv+Qx4wY2NcvhHmf9ZJSssk5viZkgcoIiIiIiIWlDT/y9nY2DBw4EAiIiK4evn6qlWryMnJoW/fvvnaLF++nJdeeonp06dz+PBhZsyYwaRJk1iyZAkAMTExAGzZsoWkpCRWr15tbrtt2zYSEhLYtm0bS5YsISIiwiJhz87OZtq0aRw6dIg1a9aQmJhIWFhYvhimTJnCO++8w65duzh58iR9+vThzTff5OOPP2bDhg189dVXvP3229f89pkzZ2I0Gs1XtWrVivPTlYmUc8VPmK9IPH3tfyQojXeIiIiIiIglJc13gEGDBpGQkMD27dvNZYsXL6ZXr14YjcZ89SdPnszs2bPp2bMnNWrUoGfPnjz77LPMnz8fgEqVKgFQsWJFTCYTHh4e5rYVKlTgnXfeoW7dunTt2pUHHnjAYr30oEGD6Ny5M76+vjRr1oy5c+eyadMmMjIyLGJ4+eWXadmyJY0bN2bw4MFs376defPm0bhxY1q1asVDDz3Etm3brvnd48ePJy0tzXydPHmy+D9eKavs6lDitj4Vncr8HSIiIiIiYklJ8x2gbt26tGjRgg8//BCAY8eOsWPHDgYPHpyv7vnz50lISGDw4MG4uLiYr5dffpmEhITrvuvuu+/G2trafO/l5WUx/Xrfvn2Ehobi7e2Nq6srbdq0AeDEiRMW/TRo0MD891133YWTkxO+vr4WZVf3WxB7e3vc3NwsrvLWtIYHJrfiJ7UGYEKXALyMDhR2sJSBy7toN63hUUgNEREREREpLiXNd4jBgwfz+eefc+7cORYvXkzNmjXNCevVroz4LliwgIMHD5qv2NhYvvvuu+u+x9bW1uLeYDCQm5sLXE7IO3XqhJubG8uXL2fPnj188cUXAFy8eLHQfgwGwzX7vZ1YWxmY8mDA9Sv+w39b18DRzprJoZfb/jNxvnI/OTRA5zWLiIiIiJQiJc13iD59+mBlZcXHH3/MRx99xKBBgzAY8idXd911F1WqVOGXX37Bz8/P4rqyAZidnR0AOTk5xYrhyJEjnD59mldeeYVWrVpRt27d644W/xuF1PPi/QGBuDvZXreuAXjiqnOaQ+p5MW9AICaj5Wi1yejAvAGBOqdZRERERKSU2ZR3AHJzuLi48PDDDzN+/HjS09ML3HzrivDwcJ555hmMRiMhISFkZWWxd+9ezp49y+jRo6lcuTKOjo5ERkbyn//8BwcHhwLXRv+Tt7c3dnZ2vP322zz55JPExsYybdq0UvzK20dIPS86Bpj47pfT7Er4k9/O/oWXuwNGB1uOJKVzITuXJj4VeKxFDexsrApsG3P8DCnnMqnsenlKtkaYRURERERKn5LmO8jgwYNZtGgRXbp0oUqVKoXWGzJkCE5OTrz++us8//zzODs7U79+fUaNGgVc3pF77ty5TJ06lZdeeolWrVoRFRV13fdfOfpqwoQJzJ07l8DAQGbNmsWDDz5YSl94e7G2MtDSz5OWfp4latu8ps7WFhEREREpa4a8q88hEvkXS09Px2g0kpaWdktsCiYiIiIiIuWjOLmB1jSLiIiIiIiIFEJJs4iIiIiIiEghtKZZpBxkZF5i1Ir9HPotDXsbK/oE/Qd7G2t+S82kuocTjzb3MW8AlpObR8zxMySnZ/LnuSzOXMgiKTUTL3cHPJzs8HSxx2R01GZgIiIiIiJlQGua72BhYWEsWbKEmTNnMm7cOHP5mjVr6NGjB/+2/zRulTXND76zgx9OpV+zjpUBhraqQWPvCoSviyMpLfO6/XoZHZgcGqBjp0RERERErkNrmqXIHBwcePXVVzl79myp9Xnx4sVS6+vfpigJM0BuHsz/9jhPLttfpIQZICktk2HL9hMZm3SjYYqIiIiIyP9T0nyH69ChAyaTiZkzZxZa5/PPP+fuu+/G3t4eHx8fZs+ebfHcx8eHadOmMXDgQNzc3Pjvf//LQw89xIgRI8x1Ro0ahcFg4MiRI8DlxNrZ2ZktW7YAEBkZyX333Ye7uzsVK1aka9euJCQkmNu3a9fOoj+AP/74Azs7O7Zu3XrDv8PNkJF5qUgJ843IA8LXxZGT+++aJSAiIiIiUl6UNN/hrK2tmTFjBm+//TanTp3K93zfvn306dOHRx55hB9//JEpU6YwadIkIiIiLOrNmjWLhg0bcuDAASZNmkSbNm0szm7evn07np6e5rI9e/aQnZ1NixYtADh//jyjR49m7969bN26FSsrK3r06EFubi5w+ezojz/+mKysLHOfy5Yto2rVqrRr167Ab8vKyiI9Pd3iKk/PrjxwU96TlJZJzPEzN+VdIiIiIiL/dkqahR49etCoUSMmT56c79mcOXNo3749kyZNonbt2oSFhTFixAhef/11i3rt2rXjueeeo2bNmtSsWZPg4GDi4uL4448/OHv2LHFxcYwcOdKcNEdFRdGkSROcnJwA6NWrFz179sTPz49GjRrx4Ycf8uOPPxIXFwdAz549Afjyyy/N74yIiCAsLAyDoeDNr2bOnInRaDRf1apVu+Hf6kacOPvXTXtXyrmiTekWEREREZFrU9IsALz66qssWbKEw4cPW5QfPnyYli1bWpS1bNmSo0ePkpOTYy4LCgqyqFOvXj08PDzYvn07O3bsoHHjxnTt2pXt27cDl0eeg4ODzfWPHj1K37598fX1xc3NDR8fHwBOnDgBXF57/eijj/Lhhx8CsH//fmJjYwkLCyv0m8aPH09aWpr5OnnyZLF+k9LmXcHxpr2rsqvDTXuXiIiIiMi/mZJmAaB169Z06tSJ8ePHl6i9s7Ozxb3BYKB169ZERUWZE+QGDRqQlZVFbGwsu3btok2bNub6oaGhnDlzhgULFvD999/z/fffA5abig0ZMoSvv/6aU6dOsXjxYtq1a0f16tULjcne3h43NzeLqzy98XDjm/IeL6MDTWt43JR3iYiIiIj82ylpFrNXXnmFdevWsXv3bnOZv78/0dHRFvWio6OpXbs21tbW1+zvyrrmqKgogoODsbKyonXr1rz++utkZWWZR7BPnz5NfHw8EydOpH379vj7+xe4m3f9+vUJCgpiwYIFfPzxxwwaNKgUvvrmcXGwocF/yjZxNwCTQwN0XrOIiIiISClR0ixm9evXp3///sydO9dc9txzz7F161amTZvGzz//zJIlS3jnnXcYM2bMdfu7sq75p59+4r777jOXLV++nKCgIPPodIUKFahYsSIffPABx44d45tvvmH06NEF9jlkyBBeeeUV8vLy6NGjRyl89c21dkSrIiXOVgZ4onUN3h8QiJexaFOtvYwOzBsQqHOaRURERERKkU15ByC3lqlTp7Jy5UrzfWBgIJ9++ikvvfQS06ZNw8vLi6lTp15zLfEV9evXx93dndq1a+Pi4gJcTppzcnIs1jNbWVmxYsUKnnnmGerVq0edOnWYO3euRZ0r+vbty6hRo+jbty8ODrfnut21I1qRkXmJUSv2c+i3NOxtrOgT9B/sbaz5LTWT6h5OPNrcBzuby/+m1THARMzxMySnZ/LnuSzOXMgiKTUTL3cHPJzs8HSxx2R0pGkND40wi4iIiIiUMkNeXp4OdJXbRmJiIjVr1mTPnj0EBgYWq216ejpGo5G0tLRyX98sIiIiIiLlpzi5gUaa5baQnZ3N6dOnmThxIs2aNSt2wiwiIiIiIlISWtMst4Xo6Gi8vLzYs2cP77//fnmHIyIiIiIidwiNNMttITg4mH/bSoKc3Dxijp8h5VwmlV0duKd6Bfb9epaUc5l4uthDHvx5PovKrg7XXa/8z760vllEREREpHQoaRYLycnJzJw5kw0bNnDq1CmMRiN+fn4MGDCAxx57DCcnp/IO8V8hMjaJ8HVxJKVlmsusDJBbyL8LeBkdmBwaUODO2AX1da36IiIiIiJSdJqeLWa//PILjRs35quvvmLGjBkcOHCA3bt388ILL7B+/Xq2bNlSYLvs7OybHOntLTI2iWHL9lskuVB4wgyQnJbJsGX7iYxNKlJfhdUXEREREZHiUdIsZsOHD8fGxoa9e/fSp08f/P398fX1pVu3bmzYsIHQ0FAADAYD8+bN48EHH8TZ2Znp06cD8OWXXxIYGIiDgwO+vr6Eh4dz6dIlc/+pqakMGTKESpUq4ebmRrt27Th06JBFDOvWraNJkyY4ODjg6elpcRZzVlYWY8aMoWrVqjg7O3PvvfcSFRVV9j9MKcrJzSN8XRzFnWh+pX74ujhy/j+7vlZfBdUXEREREZHiU9IsAJw+fZqvvvqKp556Cmdn5wLrGAx/r5GdMmUKPXr04Mcff2TQoEHs2LGDgQMHMnLkSOLi4pg/fz4RERHmhBqgd+/epKSksGnTJvbt20dgYCDt27fnzJkzAGzYsIEePXrQpUsXDhw4wNatW2natKm5/YgRI9i9ezcrVqzghx9+oHfv3oSEhHD06NEC483KyiI9Pd3iKm8xx8/kGxUuqjwgKS2TmONnitTXP+uLiIiIiEjxaU2zAHDs2DHy8vKoU6eORbmnpyeZmZcTs6eeeopXX30VgH79+vH444+b6w0aNIhx48bx2GOPAeDr68u0adN44YUXmDx5Mjt37iQmJoaUlBTs7e0BmDVrFmvWrOGzzz7jv//9L9OnT+eRRx4hPDzc3G/Dhg0BOHHiBIsXL+bEiRNUqVIFgDFjxhAZGcnixYuZMWNGvm+aOXOmRV+3gpRzJUuYC+qjqH2VxjtFRERERO5USprlmmJiYsjNzaV///5kZWWZy4OCgizqHTp0iOjoaIuR5ZycHDIzM7lw4QKHDh0iIyODihUrWrT766+/SEhIAODgwYMMHTq0wDh+/PFHcnJyqF27tkV5VlZWvj6vGD9+PKNHjzbfp6enU61atSJ8ddmp7OpQan0Uta/SeKeIiIiIyJ1KSbMA4Ofnh8FgID4+3qLc19cXAEdHR4vyf07hzsjIIDw8nJ49e+br28HBgYyMDLy8vApcg+zu7l7gO/7Zv7W1Nfv27cPa2trimYuLS4Ft7O3tzaPat4qmNTzwMjqQnJZZ7HXNBsBkvHycVFH6+md9EREREREpvhKtaX7sscf49ttvSzsWKUcVK1akY8eOvPPOO5w/f77Y7QMDA4mPj8fPzy/fZWVlRWBgIMnJydjY2OR77unpCUCDBg3YunVrgf03btyYnJwcUlJS8rU3mUw39O03k7WVgcmhAcDlpLaortSdHBpgPn/5Wn0VVF9ERERERIqvRElzWloaHTp0oFatWsyYMYPffvuttOOScvDee+9x6dIlgoKCWLlyJYcPHyY+Pp5ly5Zx5MiRfCO8V3vppZf46KOPCA8P56effuLw4cOsWLGCiRMnAtChQweaN29O9+7d+eqrr0hMTGTXrl28+OKL7N27F4DJkyfzySefMHnyZA4fPsyPP/5oXkNdu3Zt+vfvz8CBA1m9ejXHjx8nJibGfKb07SSknhfzBgRiMlpOm75WbmsyOjBvQGC+c5cL66uw+iIiIiIiUjyGvLy8Ep1H88cff7B06VKWLFlCXFwcHTp0YPDgwXTr1g1bW9vSjlNukqSkJGbMmMGGDRs4deoU9vb2BAQE0Lt3b4YPH46TkxMGg4EvvviC7t27W7TdvHkzU6dO5cCBA9ja2lK3bl2GDBliXqd87tw5XnzxRT7//HP++OMPTCYTrVu3ZubMmea1xqtXr2batGnExcXh5uZG69at+fzzz4HL50G//PLLfPTRR/z22294enrSrFkzwsPDqV+//nW/LT09HaPRSFpaGm5ubqX7w5VATm4eMcfPkHIuk8quDtxTvQL7fj1LyrlMPF3sIQ/+PJ9FZdfLU6yvNWL8z76uV19ERERE5E5WnNygxEnz1fbv38/ixYtZuHAhLi4uDBgwgOHDh1OrVq0b7Vqk1NxqSbOIiIiIiJSP4uQGN3xOc1JSEl9//TVff/011tbWdOnShR9//JGAgADeeOONG+1eREREREREpNyUKGnOzs7m888/p2vXrlSvXp1Vq1YxatQo/ve//7FkyRK2bNnCp59+ytSpU0s7XhEREREREZGbpkRHTnl5eZGbm0vfvn2JiYmhUaNG+eq0bdvWfJSQiFjKyc3ju19OszvhNHnk4eZgS9pf2VgZ4N4aFbEyGIq8nvnqPrWuWURERESkdJVoTfPSpUvp3bs3Dg4O168s/xphYWEsWbIkX3mnTp2IjIy8aXEUthHZ9dwqa5ojY5MYt/pHUi9kF6m+l9GByaEB19wJOzI2ifB1cSSlZRarnYiIiIjInahM1zRnZ2fz+OOPc+zYsRIHKLevkJAQkpKSLK5PPvmkvMO6bUTGJvHksv1FTpgBktMyGbZsP5GxSYX2OWzZfouEuSjtRERERETk+oqdNNva2uLt7U1OTk5ZxCO3OHt7e0wmk8VVoUIFAI4cOcJ9992Hg4MDAQEBbNmyBYPBwJo1awBo164dI0aMsOjvjz/+wM7Ojq1btwLg4+PDtGnT6Nu3L87OzlStWpV3333XXN/HxweAHj16YDAYzPe3g5zcPKasjSt2uytTQcLXxZGTazkxJCc3j/B1cRQ0XeRa7UREREREpGhKtBHYiy++yIQJEzhz5kxpxyO3qZycHLp3746TkxPff/89H3zwAS+++KJFnSFDhvDxxx+TlZVlLlu2bBlVq1alXbt25rLXX3+dhg0bcuDAAcaNG8fIkSP5+uuvAdizZw8AixcvJikpyXxfkKysLNLT0y2u8hRz/AzJ6ZnXr1iAPCApLZOY45b/Nxdz/Ey+EeaitBMRERERkaIp0UZg77zzDseOHaNKlSpUr14dZ2dni+f79+8vleDk1rN+/XpcXFwsyiZMmEBgYCAJCQlERUVhMpkAmD59Oh07djTX69mzJyNGjODLL7+kT58+AERERBAWFobB8PeGVS1btmTcuHEA1K5dm+joaN544w06duxIpUqVAHB3dze/pzAzZ84kPDz8xj+6lKScK1nCfK0+itpnabxbREREROROVKKkuVu3bhZJjtw52rZty7x58yzKPDw8WLp0KdWqVbNIZJs2bWpRz8HBgUcffZQPP/yQPn36sH//fmJjY1m7dq1FvebNm+e7f/PNN4sd6/jx4xk9erT5Pj09nWrVqhW7n9JS2fXGN877Zx9F7bM03i0iIiIicicqUdI8ZcqUUg5DbhfOzs74+fmVuP2QIUNo1KgRp06dYvHixbRr147q1auXYoR/s7e3x97evkz6LommNTwwuTmUaIq2ATAZLx8j9c8+vYwOJKdlFriuubB2IiIiIiJSNCVa0+zr68vp06fzlaempuLr63vDQcntp06dOpw8eZLff//dXFbQeuP69esTFBTEggUL+Pjjjxk0aFC+Ot99912+e39/f/O9ra3tbbkRnbWVgSkPBhS73ZU5HZNDA/Kdu2xtZWByaIBFvaK0ExERERGRoilR0pyYmFhg0pKVlcWpU6duOCi5dWVlZZGcnGxx/fnnn3Ts2JGaNWvy2GOP8cMPPxAdHc3EiRMB8k3lHzJkCK+88gp5eXn06NEj3zuio6N57bXX+Pnnn3n33XdZtWoVI0eOND/38fFh69atJCcnc/bs2bL94FIWUs+L9wcE4u5kW+Q2JqMD8wYEFnreckg9L+YNCMRkdChWOxERERERub5iTc++eu3p5s2bMRqN5vucnBy2bt1KjRo1Si86ueVERkbi5WWZhNWpU4cjR46wZs0ahgwZQpMmTfD19eX1118nNDQUBwfLZK5v376MGjWKvn375nsG8Nxzz7F3717Cw8Nxc3Njzpw5dOrUyfx89uzZjB49mgULFlC1alUSExPL5FvLSkg9LzoGmPjul9PsTjhNHnm4OdiS9lc2Vga4t0ZFrAwG/jyfRWXXy1OrrzdSfKXPmONnSDmXWeR2IiIiIiJybYa8vLwiH+BqZXV5YNpgMPDPZra2tvj4+DB79my6du1aulHKbSk6Opr77ruPY8eOUbNmTXN5YmIiNWvWZM+ePQQGBlq08fHxYdSoUYwaNarU40lPT8doNJKWloabm1up9y8iIiIiIreH4uQGxRppzs3NBaBGjRrs2bMHT0/Pkkcp/zpffPEFLi4u1KpVi2PHjjFy5EhatmxpTpizs7M5ffo0EydOpFmzZvkSZhERERERkVtNiXbPPn78eGnHIf8C586dY+zYsZw4cQJPT086dOjA7Nmzzc+jo6Np27YttWvX5rPPPivHSEVERERERIqmWNOzr7Z161a2bt1KSkqKeQT6ig8//LBUgpPri4iIYNSoUaSmphZaJywsjNTUVNasWQNAcHAwjRo1Mp99XBZToqOiomjbti1nz57F3d291Pq9EbfK9Oy/LuYQvu4nvvopmczsHCo623K3lxuHfz/H2QvZuDrY0O9eb4a28sPO5tp79eXk5uVbxwxobbOIiIiIyDWU2fTsK8LDw5k6dSpBQUF4eXnl2x1ZSldYWBhLliwBLq8d9/b2ZuDAgUyYMKFI7d966618a9CvtmfPHpydnUsl1itatGhBUlKSxWZxAkM/2sPXcSkWZRdSsziZ+of5Pj0zh9c3H+X1zUd5onUNxncp+JiqyNgkwtfFkZT297nPV3blTr2QbS7zMjowOTRAu2iLiIiIiJRAiZLm999/n4iICB599NHSjkcKERISwuLFi8nKymLjxo089dRT2Nra5tvJuiDXS1wrVapUWmGa2dnZYTKZSr3f21lBCfP1zP/28lKIfybOkbFJDFu2n3/+U8jVyfIVyWmZDFu2X8dPiYiIiIiUQInOab548SItWrQo7VjkGuzt7TGZTFSvXp1hw4bRoUOHfEeA+fv74+LiQkhICElJSeZnYWFhdO/evdC+fXx8zFO14fLu6PPmzaNz5844Ojri6+trsQY5MTERg8HAihUraNGiBQ4ODtSrV4/t27eb60RFRWEwGMzTxiMiInB3d79mnAALFy7E398fBwcH6taty3vvvWd+dvHiRUaMGIGXlxcODg5Ur16dmTNnFvenLBd/XcwpdsJ8xfxvj3Px0t9LIHJy8whfF5cvYS7MlXrh6+LIyS3RagwRERERkTtWiZLmIUOG8PHHH5d2LFIMjo6OXLx4EYALFy4wa9Ysli5dyrfffsuJEycYM2bMDfU/adIkevXqxaFDh+jfvz+PPPIIhw8ftqjz/PPP89xzz3HgwAGaN29OaGgop0+fLrTP68W5fPlyXnrpJaZPn87hw4eZMWMGkyZNMk9Nnzt3LmvXruXTTz8lPj6e5cuX4+PjU+j7srKySE9Pt7jKy4yNcTfUfunuRPPfMcfPWEzJLoo8ICktk5jjZ24oDhERERGRO02JpmdnZmbywQcfsGXLFho0aICtra3F8zlz5pRKcJJfXl4eW7duZfPmzTz99NPA5aOc3n//ffPRTiNGjGDq1Kk39J7evXszZMgQAKZNm8bXX3/N22+/bTHyO2LECHr16gXAvHnziIyMZNGiRbzwwgsF9nm9OCdPnszs2bPp2bMncPlos7i4OObPn89jjz3GiRMnqFWrFvfddx8Gg4Hq1atf8xtmzpxJeHh4yX+EUpR4+sINtf/1zN/tU84VL2G+2o20FRERERG5E5Uoaf7hhx9o1KgRALGxsRbPtClY2Vi/fj0uLi5kZ2eTm5tLv379mDJlCqtWrcLJycmciAJ4eXmRklKyqcBXNG/ePN/9wYMHC61jY2NDUFBQvtHoq10rzvPnz5OQkMDgwYMZOnSouc6lS5fMa7LDwsLo2LEjderUISQkhK5du3L//fcX+r7x48czevRo8316ejrVqlW7xleXHZ+KTuw4WvL21T2czH9XdnUocT830lZERERE5E5UoqR527ZtpR2HXEfbtm2ZN28ednZ2VKlSBRubv/9X98+RfoPBcM3dssvLteLMyMgAYMGCBdx7770W9aytrQEIDAzk+PHjbNq0iS1bttCnTx86dOhQ6JnP9vb22Nvbl/ZnlMiELgEs/e5Eids/2tzH/HfTGh54GR1ITsss8rpmA2Ay/n0klYiIiIiIFE2J1jTLzefs7Iyfnx/e3t4WCXNZ+e677/Ld+/v7F1rn0qVL7Nu3L1+dorrrrruoUqUKv/zyC35+fhZXjRo1zPXc3Nx4+OGHWbBgAStXruTzzz/nzJlbf52uo501HQMql6jtE61rWJzXbG1lYHLo5d20izKv40qdyaEBOq9ZRERERKSYSpR9tW3b9prTsL/55psSByS3hlWrVhEUFMR9993H8uXLiYmJYdGiRRZ13n33XWrVqoW/vz9vvPEGZ8+eZdCgQSV+Z3h4OM888wxGo5GQkBCysrLYu3cvZ8+eZfTo0cyZMwcvLy8aN26MlZUVq1atwmQy4e7ufoNfe3MsGNik2MdOFXZOc0g9L+YNCMx3TnMFJ1vysDx6yqRzmkVERERESqxESfOV9cxXZGdnc/DgQWJjY3nsscdKIy4pZ+Hh4axYsYLhw4fj5eXFJ598QkCAZfL2yiuv8Morr3Dw4EH8/PxYu3Ytnp6eJX7nkCFDcHJy4vXXX+f555/H2dmZ+vXrM2rUKABcXV157bXXOHr0KNbW1jRp0oSNGzdiZXX7TJhYMLAJf13MIXzdT3z1UzKZ2TlUdLblbi83Dv9+jrMXsnF1sKHfvd4MbeVnMcL8TyH1vOgYYCLm+BlSzmVS2fXv6df/LNMIs4iIiIhIyRjySnHx65QpU8jIyGDWrFml1aWUA4PBwBdffFHo2c6JiYnUqFGDAwcO5PsHlFtZeno6RqORtLQ03NzcyjscEREREREpJ8XJDUp1iG7AgAF8+OGHpdmliIiIiIiISLkp1aR59+7dODjoSBsRERERERH5dyjRmuaePXta3Ofl5ZGUlMTevXuZNGlSqQQm5ed6M/Z9fHxuySOtbkc5uXl898tpdiecBvJo7utJkxoe7Pv17A2tSS6o32Y1K2pts4iIiIhIMZVoTfPjjz9ucW9lZUWlSpVo164d999/f6kFJ2UnKiqKtm3bcvbs2VLfffrIkSOEhYVx8OBB6taty8GDBwusFxERwahRo0hNTS3V9xfmVlvTHBmbxLjVP1rsdA2Xj4i6+v8ovYq5+3Vh/bo72fJKz/raRVtERERE7njFyQ1KdSMwKZ4//viDl156iQ0bNvD7779ToUIFGjZsyEsvvUTLli1L7T3BwcE0atSIN99801x2o0nzE0888X/s3XlY1OX6+PH3gMAAA4MIChkKCC4oLqR01KNQ6oFMNPWUlRu5ZGYZJaZUiuSClpZLZaUlplbWNzO38JhH1NxQEZPAJQQxA0mRYVEWmfn9wc85jiyyOgr367o+1+V8PvfzPPfM79vvOjfP83keVq9ezbfffsvTTz9t8GzEiBFcuXKFL7/8EpVKRbNmzcrt48aNG+Tm5tK8ec3OL66u+6lojk5I56X1cVWKvTU3vHKUz10L3qr0+2kV+hFCCCGEEKIhq05tUKPl2bccP36cpKQkADp27Ei3bt1q012jM3z4cIqKili7di3u7u5cvnyZ3bt3c/XqVWOnVqnr16/z7bff8uabb/Lll1+WKZqTk5N58sknad26dYV9FBcXY2lpiaWlZX2ne98p0eqYsyWxyvE6SgvniK2JDPByqnCJdVX7nbPl90r7EUIIIYQQQvxPjTYCy8zM5PHHH6dHjx5MnTqVqVOn8sgjj9CvXz/+/vvvus6xQcrOzmb//v0sWrSIxx57jNatW+Pr60tYWBiDBw/Wx6WlpTFkyBBUKhW2trY888wzXL58Wf88ODi4zNFQISEh+Pv765/v3buXZcuWoVAoUCgUpKam6mOPHz9O9+7dsbKyolevXpw5c+auuX///fd4eXkxc+ZM9u3bx8WLF/XPFAoFx48f591330WhUDBnzhxSU1NRKBRs3LgRPz8/lEolGzZsICoqqsws99atW+nRowdKpRIHBweGDh2qf7Zu3Tq6d++OjY0NTk5OPP/882RmZlaYZ2FhITk5OQbX/SA2JYuMnIJqtdEB6ZoCYlOyat1vRk5hpf0IIYQQQggh/qdGRfOr6LfligABAABJREFUr75Kbm4uv//+O1lZWWRlZZGQkEBOTg5Tp06t6xwbJJVKhUqlYvPmzRQWFpYbo9VqGTJkCFlZWezdu5ddu3Zx/vx5RowYUeVxli1bRs+ePZk4cSLp6emkp6fj4uKif/7222+zZMkSjh07RpMmTRg3btxd+/ziiy8YNWoUarWaJ554gqioKP2z9PR0OnbsyLRp00hPTyc0NFT/bObMmbz22mskJSUREBBQpt/t27czdOhQBg4cyIkTJ9i9eze+vr7658XFxcydO5eTJ0+yefNmUlNTCQ4OrjDPyMhI1Gq1/rr9extTZm71Cuaqtq1Ov7XJQQghhBBCiMakRsuzo6Oj+eWXX+jQoYP+npeXFx9//LFsBFZFTZo0ISoqiokTJ/Lpp5/i4+ODn58fzz77LJ07dwZg9+7dnDp1ipSUFH3B99VXX9GxY0eOHj1Kjx497jqOWq3G3NwcKysrnJycyjyfP38+fn5+QGlR++STT1JQUFDh0WHnzp3j8OHDbNq0CSg9m/uNN97gnXfeQaFQ4OTkRJMmTVCpVPrxrly5ApTOgN+58/qduTz77LNERETo73Xp0kX/79sLend3d5YvX06PHj3Iy8tDpVKV6S8sLIw33nhD/zknJ+e+KJyb29T8WLbK2lan39rkIIQQQgghRGNSo5lmrVaLmZlZmftmZmZotdpaJ9VYDB8+nL/++ostW7YQGBhITEwMPj4++pnbpKQkXFxcDAo9Ly8v7Ozs9O+S19atAh3A2bl0c6jKljx/+eWXBAQE4ODgAMDAgQPRaDT897//vetY3bt3r/R5fHw8/fr1q/D58ePHCQoKolWrVtjY2OiL/bS0tHLjLSwssLW1NbjuB75u9jjZVq9oVVC6i7avm32t+3Wytai0HyGEEEIIIcT/1Khofvzxx3nttdf466+/9PcuXbrE66+/XmnRI8pSKpUMGDCAWbNmcfDgQYKDgwkPD69yexMTkzJnJhcXF1cQXdbtf/xQKEo3hqroDx8lJSWsXbuW7du306RJE5o0aYKVlRVZWVl8+eWXdx3L2tq60ueVbQqWn59PQEAAtra2bNiwgaNHj/Ljjz8CUFRUdNex7yemJgrmDPaqcvyt7brCg7wq3byrqv3OGdxRNgETQgghhBCiimpUNH/00Ufk5OTg6upKmzZtaNOmDW5ubuTk5LBixYq6zrFR8fLyIj8/H4AOHTpw8eJFg422EhMTyc7OxsurtDhydHQkPT3doI87z0U2NzenpKSk1rnt2LGD3NxcTpw4QXx8vP765ptv2LRpU63PW+7cuTO7d+8u99np06e5evUqCxcupE+fPrRv377SGfH7XWAnZz4d5YOdVdkVG3eWs05qZZWOm7pbv3ZWZnLclBBCCCGEENVUo3eaXVxciIuL45dffuH06dNAaYHXv3//Ok2uIbt69SpPP/0048aNo3PnztjY2HDs2DHee+89hgwZAkD//v3x9vZm5MiRLF26lJs3b/Lyyy/j5+enX+r8+OOP8/777/PVV1/Rs2dP1q9fT0JCgsHxX66urhw5coTU1FRUKhX29jVbmvvFF1/w5JNPGrxnDKWF/uuvv86GDRuYMmVKDX8RCA8Pp1+/frRp04Znn32WmzdvsmPHDmbMmEGrVq0wNzdnxYoVvPTSSyQkJDB37twaj3U/COzkzAAvJw6fv8qh5KuAjp7uDvRws+f4hWtk5hbQ3KZ0SXZ1ZoYr6vcfbZrJDLMQQgghhBDVVK2Z5v/+9794eXmRk5ODQqFgwIABvPrqq7z66qv06NGDjh07sn///vrKtUFRqVQ8+uijfPjhh/Tt25dOnToxa9YsJk6cyEcffQSULpf+6aefaNq0KX379qV///64u7uzceNGfT8BAQHMmjWLN998kx49epCbm8uYMWMMxgoNDcXU1BQvLy8cHR0rfAe4MpcvX2b79u0MHz68zDMTExOGDh3KF198Ue1+b+fv78/333/Pli1b6Nq1K48//jixsbFA6Yx6VFSU/rirhQsXsnjx4lqNdz8wNVHQ28OB0IB2hAa0p7enA+ZNTOjZphlDurakZw0L3fL6lYJZCCGEEEKI6lPo7nwhthKDBw/mscce4/XXXy/3+fLly9mzZ4/+XVMh7ic5OTmo1Wo0Gs19symYEEIIIYQQ4t6rTm1QrZnmkydPEhgYWOHzf/3rXxw/frw6XQohhBBCCCGEEPetahXNly9fLveoqVuaNGnC33//XeukhBBCCCGEEEKI+0G1iuaWLVuSkJBQ4fPffvtNf9avaJiCg4N56qmnqtXG1dWVpUuX1ks+D6oSrY5DyVf58cQlvth/nh/j/uRQ8lVKtFV+W6LKY/wUf6nO+xZCCCGEEKKxqNbu2QMHDmTWrFkEBgaiVCoNnt24cYPw8HAGDRpUpwmKuhMcHMzatWv1n+3t7enRowfvvfcenTt3rrdxjx49etczmhuT6IR0IrYmkq4pKPPMWa0kPMir1sdClTdGXfUthBBCCCFEY1KtmeZ33nmHrKws2rZty3vvvcdPP/3ETz/9xKJFi2jXrh1ZWVm8/fbb9ZWrqAOBgYGkp6eTnp7O7t27adKkSb3/ocPR0RErK6t6HeNBEZ2QzuT1ceUWzADpmgImr48jOiG93Oe1GSOjDvoWQgghhBCisalW0dyiRQsOHjxIp06dCAsLY+jQoQwdOpS33nqLTp068euvv9KiRYv6ylXUAQsLC5ycnHBycqJr167MnDmTixcv6t9Fv3jxIs888wx2dnbY29szZMgQUlNTK+wvNzeXkSNHYm1tjbOzMx9++CH+/v6EhIToY25fnp2amopCoSA+Pl7/PDs7G4VCQUxMDAAxMTEoFAp27txJt27dsLS05PHHHyczM5Off/6ZDh06YGtry/PPP8/169fr+BeqPyVaHRFbE7nbImkdELE1sUbLqSsb49a9mvYthBBCCCFEY1StohmgdevW7NixgytXrnDkyBEOHz7MlStX2LFjB25ubvWRo6gneXl5rF+/Hg8PD5o1a0ZxcTEBAQHY2Niwf/9+Dhw4gEqlIjAwkKKionL7eOONNzhw4ABbtmxh165d7N+/n7i4uDrJb86cOXz00UccPHhQX8wvXbqUr7/+mu3bt/Of//yHFStWVNi+sLCQnJwcg8uYYlOyKpxhvlO6poDYlKw6H0NXi76FEEIIIYRojKr1TvPtmjZtSo8ePeoyF3EPbNu2DZVKBUB+fj7Ozs5s27YNExMTvv76a7RaLatXr0ahUACwZs0a7OzsiImJ4V//+pdBX7m5uaxdu5avv/6afv366eMfeuihOsl13rx59O7dG4Dx48cTFhZGcnIy7u7uAPz73/9mz549zJgxo9z2kZGRRERE1EkudSEzt2oFc03jq9OmJn0LIYQQQgjRGFV7plk82B577DHi4+OJj48nNjaWgIAAnnjiCS5cuMDJkyf5448/sLGxQaVSoVKpsLe3p6CggOTk5DJ9nT9/nuLiYnx9ffX31Go17dq1q5Ncb9+crEWLFlhZWekL5lv3MjMzK2wfFhaGRqPRXxcvXqyTvGqquY3y7kG1iK9Om5r0LYQQQgghRGNU45lm8WCytrbGw8ND/3n16tWo1WpWrVpFXl4ejzzyCBs2bCjTztHRsU7GNzEp/TuNTve/d2qLi4vLjb39THCFQlHmjHCFQoFWq61wLAsLCywsLGqTbp3ydbPHWa0kQ1Nw1/eandVKfN3s63wMBeBUw76FEEIIIYRojGSmuZFTKBSYmJhw48YNfHx8OHfuHM2bN8fDw8PgUqvVZdq6u7tjZmbG0aNH9fc0Gg1nz56tcLxbxXd6+v92cL59U7CGzNREQXiQ113jFEB4kBemJopajXFn61ufa9q3EEIIIYQQjZEUzY1MYWEhGRkZZGRkkJSUxKuvvkpeXh5BQUGMHDkSBwcHhgwZwv79+0lJSSEmJoapU6fy559/lunLxsaGsWPHMn36dPbs2cPvv//O+PHjMTEx0b8TfSdLS0v+8Y9/sHDhQpKSkti7dy/vvPNOfX/t+0ZgJ2dWjvLBWV3+8mhntZKVo3xqdZbyrTGc7hjDqQ76FkIIIYQQorGR5dmNTHR0NM7OpUWTjY0N7du35/vvv8ff3x+Affv2MWPGDIYNG0Zubi4tW7akX79+2NraltvfBx98wEsvvcSgQYOwtbXlzTff5OLFiyiVFb8z++WXXzJ+/HgeeeQR2rVrx3vvvVdmk7GGLLCTMwO8nIhNySIjp4CsvELsrc1xUlvi62ZfJ7PAt4+RmVtAcxtlnfUthBBCCCFEY6LQ3f5yqRC1lJ+fT8uWLVmyZAnjx483djoGcnJyUKvVaDSaCv8IIIQQQgghhGj4qlMbyEyzqJUTJ05w+vRpfH190Wg0vPvuuwAMGTLEyJkJIYQQQgghRO1J0SxqbfHixZw5cwZzc3MeeeQR9u/fj4ODg7HTEkIIIYQQQohak6K5kYqJieGxxx7j2rVr2NnZ1bifbt26cfz48bpLrBEo0erYFv8X0384SVGJ4dsR1iZgZWWGo8qCNo7W+iO6Wja1pHcbR/7RphmmJgpKtDr9O9FXcgu5dr0IEwX0dHfQxxTd1LLuUCoXsq7T2t6K0T1dMW8ie/8JIYQQQghRHVI0G9Hff//N7Nmz2b59O5cvX6Zp06Z06dKF2bNn07t37zobx9/fn65du7J06dJa96VQKPjxxx956qmngNIzlseMGcO+ffvYuXMnnTp1qvUYDVl0QjovrY+r8Hm+FvLzivk7r5jEjDyDZ5/EnMfOyowR3R9my8l00jUFZdp/tCcZOyszerg2ZXdSJtrbavL5O5KY2MeNsIF3P/ZKCCGEEEIIUUqKZiMaPnw4RUVFrF27Fnd3dy5fvszu3bu5evWqsVOrkuvXrzN8+HDOnTvHr7/+ipubW7X7KCkp0Z8V3dDdrWCuiuzrxXy2L+WuMbsSM8vc1+rQt5XCWQghhBBCiKpp+JXKfSo7O5v9+/ezaNEiHnvsMVq3bo2vry9hYWEMHjxYH5eWlsaQIUNQqVTY2tryzDPPcPnyZf3z4OBg/azvLSEhIfojpIKDg9m7dy/Lli1DoVCgUChITU3Vxx4/fpzu3btjZWVFr169OHPmTJXzHzBgAH/99ZdBwXzt2jXGjBlD06ZNsbKy4oknnuDcuXP6dlFRUdjZ2bFlyxa8vLywsLAgLS2NwsJCQkNDadmyJdbW1jz66KPExMTo2129epXnnnuOli1bYmVlhbe3N998800Vf23jK9HqmLX5d2OnAcCq/SkU3dQaOw0hhBBCCCEeCFI0G4lKpUKlUrF582YKCwvLjdFqtQwZMoSsrCz27t3Lrl27OH/+PCNGjKjyOMuWLaNnz55MnDiR9PR00tPTcXFx0T9/++23WbJkCceOHaNJkyaMGzfurn1mZGTg5+cHwN69e3FyctI/Cw4O5tixY2zZsoVDhw6h0+kYOHAgxcXF+pjr16+zaNEiVq9eze+//07z5s155ZVXOHToEN9++y2//fYbTz/9NIGBgfqCu6CggEceeYTt27eTkJDAiy++yOjRo4mNja0wz8LCQnJycgwuY4lNyeLvvPL/3/le0+pg3aFUY6chhBBCCCHEA0GWZxtJkyZNiIqKYuLEiXz66af4+Pjg5+fHs88+S+fOnQHYvXs3p06dIiUlRV/ofvXVV3Ts2JGjR4/So0ePu46jVqsxNzfHysrKoLi9Zf78+foCeObMmTz55JMUFBSgVCor7PO1117D3d2dXbt2YWVlpb9/7tw5tmzZwoEDB+jVqxcAGzZswMXFhc2bN/P0008Dpe9Bf/LJJ3Tp0gUonU1fs2YNaWlpPPTQQwCEhoYSHR3NmjVrWLBgAS1btiQ0NFQ/1quvvsrOnTv57rvv8PX1LTfPyMhIIiIi7vob3QuZuWXfPzamC1nXjZ2CEEIIIYQQDwSZaTai4cOH89dff7FlyxYCAwOJiYnBx8eHqKgoAJKSknBxcTGYGfby8sLOzo6kpKQ6yeFWgQ7g7OwMQGZm2fdhbzdo0CDOnj3LZ599ZnA/KSmJJk2a8Oijj+rvNWvWjHbt2hnka25ubjDuqVOnKCkpoW3btvoZeJVKxd69e0lOTgZK332eO3cu3t7e2Nvbo1Kp2LlzJ2lpaRXmGRYWhkaj0V8XL16swi9SP5rbVPxHCGNobW919yAhhBBCCCGEzDQbm1KpZMCAAQwYMIBZs2YxYcIEwsPDCQ4OrlJ7ExMTdDrDY4tuXwp9N2ZmZvp/KxQKoHRZeGVGjx7N4MGDGTduHDqdjjfeeKPK4wFYWlrqxwLIy8vD1NSU48ePY2pqahCrUqkAeP/991m2bBlLly7F29sba2trQkJCKCoqqnAcCwsLLCwsqpVbffF1s8dRZXFfLNE2UcDonq7GTkMIIYQQQogHgsw032e8vLzIz88HoEOHDly8eNFghjQxMZHs7Gy8vEp3P3Z0dCQ9Pd2gj/j4eIPP5ubmlJSU1GmeY8eOJSoqijfffJPFixfr87158yZHjhzRx129epUzZ87o8y1Pt27dKCkpITMzEw8PD4Pr1pLyAwcOMGTIEEaNGkWXLl1wd3fn7Nmzdfqd6pOpiYK5T3U0dhoATOzjJuc1CyGEEEIIUUXyv5yN5OrVqzz++OOsX7+e3377jZSUFL7//nvee+89hgwZAkD//v3x9vZm5MiRxMXFERsby5gxY/Dz86N79+4APP744xw7doyvvvqKc+fOER4eTkJCgsFYrq6uHDlyhNTUVK5cuXLXmeSqGj16NGvXrmXmzJm8//77eHp6MmTIECZOnMivv/7KyZMnGTVqFC1bttR/p/K0bduWkSNHMmbMGDZt2kRKSgqxsbFERkayfft2ADw9Pdm1axcHDx4kKSmJSZMmGewi/iAI7OTMp6N8atWHnZUZk/q64ayueLm3nZUZA7yaY6IwvG+igEl95ZxmIYQQQgghqkOWZxuJSqXi0Ucf5cMPPyQ5OZni4mJcXFyYOHEib731FlC6XPqnn37i1VdfpW/fvpiYmBAYGMiKFSv0/QQEBDBr1izefPNNCgoKGDduHGPGjOHUqVP6mNDQUMaOHYuXlxc3btwgJaXyc36rY+TIkZiYmDB69Gi0Wi1r1qzhtddeY9CgQRQVFdG3b1927NhhsAy8PGvWrGHevHlMmzaNS5cu4eDgwD/+8Q8GDRoEwDvvvMP58+cJCAjAysqKF198kaeeegqNRlNn3+VeCOzkTPKCgWyL/4vpP5ykqMRwab21CVhZmeGosqCNo7X+/OqWTS3p3caRf7RphqmJgjcDOxCbkkVGTgFXcgu5dr0IEwX0dHfQxxTd1LLuUCoXsq7T2t6K0T1dZYZZCCGEEEKIalLo7nwhVogGKicnB7VajUajwdbW1tjpCCGEEEIIIYykOrWBTDsJIYQQQgghhBAVkKJZCCGEEEIIIYSogBTNos7NmTOHrl271vs4MTExKBQKsrOz632s+lCi1XEo+So/nrjEF/vP82PcnxxKvkqJtu7emLg1xk/xl+q8byGEEEIIIRoD2QisngUHB7N27VoiIyOZOXOm/v7mzZsZOnRomTOW6zuPikRFRTF27Nh7kouA6IR0IrYmkq4pKPPMWa0kPMiLwE7OdT5GXfUthBBCCCFEYyEzzfeAUqlk0aJFXLt2zWg5LFu2jPT09DJX//79cXV15cknnzRabo1NdEI6k9fHlVswA6RrCpi8Po7ohPRyn9dmjIw66FsIIYQQQojGRIrme6B///44OTkRGRlZadyvv/5Knz59sLS0xMXFhalTp5Kfnw/ARx99RKdOnfSxmzdvRqFQ8OmnnxqM884775Tbt1qtxsnJyeD64osvOHToEJs3b8bBwUEfu3r1ajp06IBSqaR9+/Z88sknBn3NmDGDtm3bYmVlhbu7O7NmzaK4uLjC73X06FEGDBiAg4MDarUaPz8/4uLiDGIUCgWrV69m6NChWFlZ4enpyZYtWwxiduzYQdu2bbG0tOSxxx4jNTW10t/zflSi1RGxNZG7rS/QARFbE2u0nLqyMW7dq2nfQgghhBBCNDZSNN8DpqamLFiwgBUrVvDnn3+WG5OcnExgYCDDhw/nt99+Y+PGjfz666+88sorAPj5+ZGYmMjff/8NwN69e3FwcCAmJgaA4uJiDh06hL+/f5Vy2rZtG7Nnz2bNmjV06dJFf3/Dhg3Mnj2b+fPnk5SUxIIFC5g1a5bB0m4bGxuioqJITExk2bJlrFq1ig8//LDCsXJzcxk7diy//vorhw8fxtPTk4EDB5Kbm2sQFxERwTPPPMNvv/3GwIEDGTlyJFlZWQBcvHiRYcOGERQURHx8PBMmTDBY7l6ewsJCcnJyDC5ji03JqnCG+U7pmgJiU7LqfAxdLfoWQgghhBCisZGi+R4ZOnQoXbt2JTw8vNznkZGRjBw5kpCQEDw9PenVqxfLly/nq6++oqCggE6dOmFvb8/evXuB0k2wpk2bpv8cGxtLcXExvXr1umsup0+fZuTIkYSFhfH0008bPAsPD2fJkiUMGzYMNzc3hg0bxuuvv85nn32mj3nnnXfo1asXrq6uBAUFERoaynfffVfheI8//jijRo2iffv2dOjQgc8//5zr16/rc78lODiY5557Dg8PDxYsWEBeXh6xsbEArFy5kjZt2rBkyRLatWvHyJEjCQ4OrvR7RkZGolar9ZeLi8tdf5v6lplbtYK5pvHVaVOTvoUQQgghhGhspGi+hxYtWsTatWtJSkoq8+zkyZNERUWhUqn0V0BAAFqtlpSUFBQKBX379iUmJobs7GwSExN5+eWXKSws5PTp0+zdu5cePXpgZWVVaQ4ajYannnoKPz8/5s6da/AsPz+f5ORkxo8fb5DHvHnzSE5O1sdt3LiR3r174+TkhEql4p133iEtLa3CMS9fvszEiRPx9PRErVZja2tLXl5emTadO3fW/9va2hpbW1syMzMBSEpK4tFHHzWI79mzZ6XfNSwsDI1Go78uXrxYafy90NxGWa/x1WlTk76FEEIIIYRobGT37Huob9++BAQEEBYWVmaWNC8vj0mTJjF16tQy7Vq1agWAv78/n3/+Ofv376dbt27Y2trqC+m9e/fi5+dX6fharZbnn38eExMTNmzYgEKhKJMDwKpVq8oUqKampgAcOnSIkSNHEhERQUBAAGq1mm+//ZYlS5ZUOO7YsWO5evUqy5Yto3Xr1lhYWNCzZ0+KiooM4szMzAw+KxQKtFptpd+pMhYWFlhYWNS4fX3wdbPHWa0kQ1Nw1/eandVKfN3s63wMBeBUw76FEEIIIYRobKRovscWLlxI165dadeuncF9Hx8fEhMT8fDwqLCtn58fISEhfP/99/p3l/39/fnll184cOAA06ZNq3Tsd955h4MHDxIbG4uNjU2Z5y1atOChhx7i/PnzjBw5stw+Dh48SOvWrXn77bf19y5cuFDpuAcOHOCTTz5h4MCBQOn7yVeuXKm0zZ06dOhQZmOww4cPV6uP+4GpiYLwIC8mr4+rNE4BhAd5YWqiqDTubmMowKBwvtVbTfsWQgghhBCisZHl2feYt7c3I0eOZPny5Qb3Z8yYwcGDB3nllVeIj4/n3Llz/PTTT/qNwKB0+XLTpk35+uuvDYrmzZs3U1hYSO/evSsc97vvvmPhwoUsXboUGxsbMjIyDK5bs8wRERFERkayfPlyzp49y6lTp1izZg0ffPABAJ6enqSlpfHtt9+SnJzM8uXL+fHHHyv9zp6enqxbt46kpCSOHDnCyJEjsbS0rNbv9tJLL3Hu3DmmT5/OmTNn+Prrr4mKiqpWH/eLwE7OrBzlg7O6/OXRzmolK0f51Oos5VtjON0xhlMd9C2EEEIIIURjIjPNRvDuu++yceNGg3udO3dm7969vP322/Tp0wedTkebNm0YMWKEPkahUNCnTx+2b9/OP//5T307W1tb2rVrh7W1dYVjrly5Ep1OV+HmWeHh4cyZM4cJEyZgZWXF+++/z/Tp07G2tsbb25uQkBAABg8ezOuvv84rr7xCYWEhTz75JLNmzWLOnDkVjv3FF1/w4osv4uPjg4uLCwsWLCA0NLRqP9b/16pVK3744Qdef/11VqxYga+vLwsWLGDcuHHV6ud+EdjJmQFeTsSmZJGRU0BWXiH21uY4qS3xdbOvk1ng28fIzC2guY2yzvoWQgghhBCisVDodDo5rFU0Cjk5OajVajQaDba2tsZORwghhBBCCGEk1akNZHm2EEIIIYQQQghRASmahRBCCCGEEEKICsg7zcLAnDlz2Lx5M/Hx8fU6TnBwMNnZ2WzevLnCGH9/f7p27crSpUvrNZf7TYlWp38P2UFlATq4kl9Y5p3k2+Pu9r5ydWKFEEIIIYQQ/yNFcwOTkZHB/Pnz2b59O5cuXaJ58+Z07dqVkJAQ+vXrZ+z0qmXTpk1lzm5u6KIT0onYmki6pqDc585qJeFBXgBl4m49u3Nn7PL6rChWCCGEEEIIYUiK5gYkNTWV3r17Y2dnx/vvv4+3tzfFxcXs3LmTKVOmcPr0aWOnWC329vbGTuGeik5IZ/L6OCrbmS9DU8BLFZzxnKEpYPL6OIMjpSrqs7xYIYQQQgghRFnyTnMD8vLLL6NQKIiNjWX48OG0bduWjh078sYbb3D48GEA0tLSGDJkCCqVCltbW5555hkuX75cYZ9arZZ3332Xhx9+GAsLC7p27Up0dLT+eWpqKgqFgu+++44+ffpgaWlJjx49OHv2LEePHqV79+6oVCqeeOIJ/v777zL9R0RE4OjoiK2tLS+99BJFRUX6Z/7+/vqjrgDWrVtH9+7dsbGxwcnJieeff57MzMw6+OWMr0SrI2JrYqUFM1Dp81vPIrYmUqLVVdrnnbFCCCGEEEKI8knR3EBkZWURHR3NlClTyj2v2c7ODq1Wy5AhQ8jKymLv3r3s2rWL8+fPG5wFfadly5axZMkSFi9ezG+//UZAQACDBw/m3LlzBnHh4eG88847xMXF0aRJE55//nnefPNNli1bxv79+/njjz+YPXu2QZvdu3eTlJRETEwM33zzDZs2bSIiIqLCXIqLi5k7dy4nT55k8+bNpKamVnjuNEBhYSE5OTkG1/0qNiWrwiXZ1aED0jUFxKZk3bXP22OFEEIIIYQQ5ZPl2Q3EH3/8gU6no3379hXG7N69m1OnTpGSkoKLiwsAX331FR07duTo0aP06NGjTJvFixczY8YMnn32WQAWLVrEnj17WLp0KR9//LE+LjQ0lICAAABee+01nnvuOXbv3k3v3r0BGD9+PFFRUQZ9m5ub8+WXX2JlZUXHjh159913mT59OnPnzsXEpOzfc8aNG6f/t7u7O8uXL6dHjx7k5eWhUqnKxEdGRlZahN9PMnNrXzDXtL+6HlsIIYQQQoiGRGaaGwid7u5LbJOSknBxcdEXzABeXl7Y2dmRlJRUJj4nJ4e//vpLX/je0rt37zLxnTt31v+7RYsWAHh7exvcu3MpdZcuXbCystJ/7tmzJ3l5eVy8eLHc/I8fP05QUBCtWrXCxsYGPz8/oHTJeXnCwsLQaDT6q6J+7wfNbZR13l9V+6zrsYUQQgghhGhIZKa5gfD09EShUBhts6/bd7lWKBTl3tNqtTXuPz8/n4CAAAICAtiwYQOOjo6kpaUREBBg8B707SwsLLCwsKjxmPeSr5s9zmolGZqCu77XXBkF4KQuPVIKqLTPO2OFEEIIIYQQZclMcwNhb29PQEAAH3/8Mfn5+WWeZ2dn06FDBy5evGgw45qYmEh2djZeXl5l2tja2vLQQw9x4MABg/sHDhwoN766Tp48yY0bN/SfDx8+jEqlMpgJv+X06dNcvXqVhQsX0qdPH9q3b99gNgEDMDVR6I+Squz0ZEUF/779c3iQF6Ymikr7vDNWCCGEEEIIUT4pmhuQjz/+mJKSEnx9ffnhhx84d+4cSUlJLF++nJ49e9K/f3+8vb0ZOXIkcXFxxMbGMmbMGPz8/OjevXu5fU6fPp1FixaxceNGzpw5w8yZM4mPj+e1116rdb5FRUWMHz+exMREduzYQXh4OK+88kq57zO3atUKc3NzVqxYwfnz59myZQtz586tdQ73k8BOzqwc5YOTuuLl0k5qJZ+O8uHTcuKc1MoyR0hV1Gd5sUIIIYQQQoiyZHl2A+Lu7k5cXBzz589n2rRppKen4+joyCOPPMLKlStRKBT89NNPvPrqq/Tt2xcTExMCAwNZsWJFhX1OnToVjUbDtGnTyMzMxMvLiy1btuDp6VnrfPv164enpyd9+/alsLCQ5557jjlz5pQb6+joSFRUFG+99RbLly/Hx8eHxYsXM3jw4FrncT8J7OTMAC8nYlOyyMwtwEFlATq4kl9Ic5vSpdS3ZoZvj7vzWWV9VhYrhBBCCCGEMKTQVWUHKSEagJycHNRqNRqNBltbW2OnI4QQQgghhDCS6tQGsjxbCCGEEEIIIYSogBTNQgghhBBCCCFEBeSdZiGMoESr4/D5qxxMvsKlazd4yE5J7zaO/KNNs3p717hEq5P3moUQQgghhKgmKZobqeDgYNauXcukSZP49NNPDZ5NmTKFTz75hLFjxxIVFWWcBBuw6IR0Zm46Rfb1YoP7n8Scx87KjIXDvOt8V+vohHQitiaSrinQ33NWKwkP8pIdtIUQQgghhKiELM9uxFxcXPj2228NzkouKCjg66+/plWrVkbMrOGKTkjnpfVxZQrmW7KvF/PS+jiiE9LrdMzJ6+MMCmaADE0Bk+t4LCGEEEIIIRoaKZobMR8fH1xcXNi0aZP+3qZNm2jVqhXdunXT3yssLGTq1Kk0b94cpVLJP//5T44ePap/HhMTg0KhYPfu3XTv3h0rKyt69erFmTNn9DHJyckMGTKEFi1aoFKp6NGjB7/88otBPoWFhcyYMQMXFxcsLCzw8PDgiy++0D/fu3cvvr6+WFhY4OzszMyZM7l582Z9/DT1okSrY86WxCrFztnyOyXa2m9sX6LVEbE1kfJ6unUvYmtinYwlhBBCCCFEQyRFcyM3btw41qxZo//85Zdf8sILLxjEvPnmm/zwww+sXbuWuLg4PDw8CAgIICsryyDu7bffZsmSJRw7dowmTZowbtw4/bO8vDwGDhzI7t27OXHiBIGBgQQFBZGWlqaPGTNmDN988w3Lly8nKSmJzz77DJVKBcClS5cYOHAgPXr04OTJk6xcuZIvvviCefPmVfjdCgsLycnJMbiMKTYli4ycgrsHAhk5hcSmZN09sApj3jnDfDsdkK4pqJOxhBBCCCGEaIikaG7kRo0axa+//sqFCxe4cOECBw4cYNSoUfrn+fn5rFy5kvfff58nnngCLy8vVq1ahaWlpcEsMMD8+fPx8/PDy8uLmTNncvDgQQoKSgu2Ll26MGnSJDp16oSnpydz586lTZs2bNmyBYCzZ8/y3Xff8eWXXzJ06FDc3d3p168fI0aMAOCTTz7BxcWFjz76iPbt2/PUU08RERHBkiVL0Gq15X63yMhI1Gq1/nJxcamPn7DKMnOrVjDXNL42fdTFWEIIIYQQQjREUjQ3co6Ojjz55JNERUWxZs0annzySRwcHPTPk5OTKS4upnfv3vp7ZmZm+Pr6kpSUZNBX586d9f92di7dXCozMxMonWkODQ2lQ4cO2NnZoVKpSEpK0s80x8fHY2pqip+fX7l5JiUl0bNnTxSK/+323Lt3b/Ly8vjzzz/LbRMWFoZGo9FfFy9erM5PU+ea2yjrNb42fdTFWEIIIYQQQjREsnu2YNy4cbzyyisAfPzxxzXux8zMTP/vW8XtrVng0NBQdu3axeLFi/Hw8MDS0pJ///vfFBUVAWBpaVnjcStiYWGBhYVFnfdbU75u9jjZKqu0RNvJ1gJfN/s6GdNZrSRDU1Due80KwEmtrJOxhBBCCCGEaIhkplkQGBhIUVERxcXFBAQEGDxr06YN5ubmHDhwQH+vuLiYo0eP4uXlVeUxDhw4QHBwMEOHDsXb2xsnJydSU1P1z729vdFqtezdu7fc9h06dODQoUPodP8r/Q4cOICNjQ0PP/xwlfMwJlMTBXMGV+03mzO4Y52coWxqoiA8qHTMO3u79Tk8yEvOaxZCCCGEEKICUjQLTE1NSUpKIjExEVNTU4Nn1tbWTJ48menTpxMdHU1iYiITJ07k+vXrjB8/vspjeHp6smnTJuLj4zl58iTPP/+8wbvIrq6ujB07lnHjxrF582ZSUlKIiYnhu+++A+Dll1/m4sWLvPrqq5w+fZqffvqJ8PBw3njjDUxMHpz/Mw7s5Myno3ywszIr97mdlRmfjvKp07OTAzs5s3KUD05qwyXYTmolK+t4LCGEEEIIIRoaWZ4tALC1ta3w2cKFC9FqtYwePZrc3Fy6d+/Ozp07adq0aZX7/+CDDxg3bhy9evXCwcGBGTNmlNnNeuXKlbz11lu8/PLLXL16lVatWvHWW28B0LJlS3bs2MH06dPp0qUL9vb2jB8/nnfeeadmX9iIAjs5M8DLicPnr3Iw+QqXrt3gITslvds48o82zepl1vfWmLEpWWTmFtDcpnRJtswwCyGEEEIIUTmF7vb1rkI0YDk5OajVajQaTaV/JBBCCCGEEEI0bNWpDR6cda1CCCGEEEIIIcQ9JkWzEEIIIYQQQghRASmahRBCCCGEEEKICshGYKLOuLq6EhISQkhIiLFTua+VaHXsTrzMW5tPcSWvqNwYpSl0eVjNy/5t8W3TjHWHUolOyODitXwszUzxbK4isJMzDzW1QqvVcSQlCx067CzNcFBZ4KS2rNJGXyVanWwOJoQQQgghRCVkIzChp1BUXiyFh4czZ86cCp///fffWFtbY2VlVceZ1Y37YSOw6IR0Xt4Qh/Ye/FfnrFYSHuRV4ZFS0QnpRGxNJF1TUOU2QgghhBBCNATVqQ2kaBZ6GRkZ+n9v3LiR2bNnc+bMGf09lUqFSqUyRmp1wthFc3RCOi+tj7unYyqg3LOYoxPSmbw+jjv/47/1ZxM5v1kIIYQQQjRksnu2qBEnJyf9pVarUSgU+s/5+fmMHDmSFi1aoFKp6NGjB7/88otBe1dXV5YuXQpAaGgogwYN0j9bunQpCoWC6Oho/T0PDw9Wr14NwNGjRxkwYAAODg6o1Wr8/PyIizMsMBUKBatXr2bo0KFYWVnh6enJli1b6unXqFslWh2zf/r9no+rAyK2JlJy29R2iVZHxNbEMgXzrXjKaSOEEEIIIURjJUWzqJK8vDwGDhzI7t27OXHiBIGBgQQFBZGWllZuvJ+fH7/++islJSUA7N27FwcHB2JiYgC4dOkSycnJ+Pv7A5Cbm8vYsWP59ddfOXz4MJ6engwcOJDc3FyDfiMiInjmmWf47bffGDhwICNHjiQrK6vcHAoLC8nJyTG4jKX0veFCo4ydrikgNuV/v1FsSpbBkuw76cppI4QQQgghRGMlRbOoki5dujBp0iQ6deqEp6cnc+fOpU2bNhXO9Pbp04fc3FxOnDiBTqdj3759TJs2TV80x8TE0LJlSzw8PAB4/PHHGTVqFO3bt6dDhw58/vnnXL9+nb179xr0GxwczHPPPYeHhwcLFiwgLy+P2NjYcnOIjIxErVbrLxcXl7r7QaopM7fiIvVej1/VXIydsxBCCCGEEPcDKZpFleTl5REaGkqHDh2ws7NDpVKRlJRU4UyznZ0dXbp0ISYmhlOnTmFubs6LL77IiRMnyMvLY+/evfj5+enjL1++zMSJE/H09EStVmNra0teXl6Z/jt37qz/t7W1Nba2tmRmZpabQ1hYGBqNRn9dvHixDn6JmmluozTa2HeOX9VcjJ2zEEIIIYQQ9wM5ckpUSWhoKLt27WLx4sV4eHhgaWnJv//9b4qKyj8yCcDf35+YmBgsLCzw8/PD3t6eDh068Ouvv7J3716mTZumjx07dixXr15l2bJltG7dGgsLC3r27FmmfzMzM4PPCoUCrVZb7vgWFhZYWFjU4lvXHV83e5rbWBhlibazuvQoqdtzcVYrydAUlPteswJwuqONEEIIIYQQjZXMNIsqOXDgAMHBwQwdOhRvb2+cnJxITU2ttM2t95p3796tf3fZ39+fb775hrNnz+rv3ep/6tSpDBw4kI4dO2JhYcGVK1fq7wvdY6YmCt4d0vGej6sAwoO8DM5eNjVREB7kpX9+ZzzltBFCCCGEEKKxkqJZVImnpyebNm0iPj6ekydP8vzzz1c4w3tL3759yc3NZdu2bQZF84YNG3B2dqZt27YG/a9bt46kpCSOHDnCyJEjsbS0rM+vdM8FdnLm01E+3Kta1FmtrPDoqMBOzqwc5YOT2nAJtlMlbYQQQgghhGiMZHm2qJIPPviAcePG0atXLxwcHJgxY8Zdd6Nu2rQp3t7eXL58mfbt2wOlhbRWqzV4nxngiy++4MUXX8THxwcXFxcWLFhAaGhovX0fYwns5My5+QPZnXiZtzaf4kpe+cvblabQ5WE1L/u3xbdNM9YdSiU6IYOL1/KxNDPFs7mKwE7OPNTUCq1Wx5GULHTosLM0w0FlgZPaEl83+0pniwM7OTPAy+n/7+xdQHMb5V3bCCGEEEII0dgodDqdHMYqGoXqHGAuhBBCCCGEaLiqUxvI8mwhhBBCCCGEEKICUjQLIYQQQgghhBAVkHeaRZWkpqbi5ubGiRMn6Nq1a72PFxMTw2OPPca1a9ews7Or9/HutaKbWlbvP8+GIxe4mleIiQJaNbWkb/vm+Hm24B9tmhm8W1yi1XH4/FUOJl/h0rUb6HQ6Wja1pHcbxzKxlSnR6gzeYX6kdVOOX7gm7zQLIYQQQghRASmaG7Dg4GDWrl3LpEmT+PTTTw2eTZkyhU8++YSxY8cSFRVlnAQr0atXL9LT01Gr1cZOpc5F7kjks30pZe6fzrzO6cxUPt+Xip2VGQuHeRPYyZnohHRmbjpF9vXiMm0+iTlvEFuZ6IR0IrYmkq4p0N8zUYD2tl0NnNVKwoO8ZPdsIYQQQggh/j9Znt3Aubi48O2333Ljxg39vYKCAr7++mtatWplxMwqZ25ujpOTEwpFw5r1rKhgvlP29WJeWh9H5I5EXlofV27BfGdsdEJ6hTHRCelMXh9nUDCDYcEMkKEpYPJd+hJCCCGEEKIxkaK5gbt1hNOmTZv09zZt2kSrVq3o1q2b/l50dDT//Oc/sbOzo1mzZgwaNIjk5OQK+y0pKWH8+PG4ublhaWlJu3btWLZsmf75vn37MDMzIyMjw6BdSEgIffr0AeDChQsEBQXRtGlTrK2t6dixIzt27ABKl2crFAqys7MBuHr1Ks899xwtW7bEysoKb29vvvnmm1r/PvdS0U0tq/bfvWC+3edVKLBvmbPld0rurIIpXZIdsTWRqmyTfysmYmtiuX0JIYQQQgjR2EjR3AiMGzeONWvW6D9/+eWXvPDCCwYx+fn5vPHGGxw7dozdu3djYmLC0KFD0Wq15fap1Wp5+OGH+f7770lMTGT27Nm89dZbfPfdd0Dpeczu7u6sW7dO36a4uJgNGzYwbtw4oHSJeGFhIfv27ePUqVMsWrQIlUpV7ngFBQU88sgjbN++nYSEBF588UVGjx5NbGxshd+7sLCQnJwcg8uY1h1KLTOzezfVCc/IKSQ2JavM/diUrDIzzHcbM11TUG5fQgghhBBCNDbyTnMjMGrUKMLCwrhw4QIABw4c4NtvvyUmJkYfM3z4cIM2X375JY6OjiQmJtKpU6cyfZqZmREREaH/7ObmxqFDh/juu+945plnABg/fjxr1qxh+vTpAGzdupWCggL987S0NIYPH463tzcA7u7uFX6Hli1bEhoaqv/86quvsnPnTr777jt8fX3LbRMZGWmQo7FdyLpe72Nk5pYtjsu7V9O+hBBCCCGEaGxkprkRcHR05MknnyQqKoo1a9bw5JNP4uDgYBBz7tw5nnvuOdzd3bG1tcXV1RUoLWwr8vHHH/PII4/g6OiISqXi888/N4gPDg7mjz/+4PDhwwBERUXxzDPPYG1tDcDUqVOZN28evXv3Jjw8nN9++63CsUpKSpg7dy7e3t7Y29ujUqnYuXNnpfmFhYWh0Wj018WLF+/6W9Wn1vZW9T5Gcxtlle7VtC8hhBBCCCEaGymaG4lx48YRFRXF2rVr9cujbxcUFERWVharVq3iyJEjHDlyBICioqJy+/v2228JDQ1l/Pjx/Oc//yE+Pp4XXnjBIL558+YEBQWxZs0aLl++zM8//2ww9oQJEzh//jyjR4/m1KlTdO/enRUrVpQ73vvvv8+yZcuYMWMGe/bsIT4+noCAgArzA7CwsMDW1tbgMqbRPV2p7mlO1Ql3srXA182+zH1fN3uc1coq96WgdBft8voSQgghhBCisZGiuZEIDAykqKiI4uJiAgICDJ5dvXqVM2fO8M4779CvXz86dOjAtWvXKu3vwIED9OrVi5dffplu3brh4eFR7sZhEyZMYOPGjXz++ee0adOG3r17Gzx3cXHhpZdeYtOmTUybNo1Vq1ZVON6QIUMYNWoUXbp0wd3dnbNnz1bzVzAu8yYmTOzjVq02L/atevycwR3LPWPZ1ERBeJAXcPci/Nbz8CAvOa9ZCCGEEEIIpGhuNExNTUlKSiIxMRFTU1ODZ02bNqVZs2Z8/vnn/PHHH/z3v//ljTfeqLQ/T09Pjh07xs6dOzl79iyzZs3i6NGjZeICAgKwtbVl3rx5ZTYfCwkJYefOnaSkpBAXF8eePXvo0KFDhePt2rWLgwcPkpSUxKRJk7h8+XI1fwXjCxvoxaQqFMJ2VmZ8OsqHsIFefDrKBzsrs7vGVna2cmAnZ1aO8sFJbbjk+s662EmtZOVd+hJCCCGEEKIxkY3AGpGKliebmJjw7bffMnXqVDp16kS7du1Yvnw5/v7+FfY1adIkTpw4wYgRI1AoFDz33HO8/PLL/Pzzz2X6Dg4OZsGCBYwZM8bgWUlJCVOmTOHPP//E1taWwMBAPvzww3LHe+eddzh//jwBAQFYWVnx4osv8tRTT6HRaKr3I9wHwgZ6Me1f7Vm9/zwbjlzgal4hJgpo1dSSvu2b4+fZgn+0aaaf6Q3s5MwALycOn7/KweQrXLp2A51OR8umlvRu42gQW5lb/cSmZJGZW0BzGyWPtG7K8QvX9J993exlhlkIIYQQQojbKHQ6nRzGKurV+PHj+fvvv9myZYtR88jJyUGtVqPRaIz+frMQQgghhBDCeKpTG8hMs6g3Go2GU6dO8fXXXxu9YBZCCCGEEEKImpCiWdSbIUOGEBsby0svvcSAAQOMnY4QQgghhBBCVJsUzaLexMTEGDuF+1aJVmfwbnFF7xJXNa6+8xBCCCGEEKKxkqJZlJGRkcH8+fPZvn07ly5donnz5nTt2pWQkBD69etn7PQeeNEJ6URsTSRdU6C/56xWEh7kZbBrdVXj6jsPIYQQQgghGjPZCEwYSE1NpXfv3tjZ2fHuu+/i7e1NcXExO3fu5PPPP+f06dP1Mm5RURHm5ub10vct98NGYNEJ6UxeH8ed/9Hdmtu9ddxTVePqOw8hhBBCCCEaourUBnJOszDw8ssvo1AoiI2NZfjw4bRt25aOHTvyxhtvcPjwYcaNG8egQYMM2hQXF9O8eXO++OILAPz9/XnllVd45ZVXUKvVODg4MGvWLG7/+4yrqytz585lzJgx2Nra8uKLLxITE4NCoSA7O1sfFx8fj0KhIDU1FYALFy4QFBRE06ZNsba2pmPHjuzYsaPef5e6UKLVEbE1sUyhCujvRWxNpOimtkpxJdqa/b2rqnnUtH8hhBBCCCEaEimahV5WVhbR0dFMmTIFa2vrMs/t7OyYMGEC0dHRpKen6+9v27aN69evM2LECP29tWvX0qRJE2JjY1m2bBkffPABq1evNuhv8eLFdOnShRMnTjBr1qwq5ThlyhQKCwvZt28fp06dYtGiRahUqnJjCwsLycnJMbiMKTYly2Ap9J10QLqmgHWHUqsUF5uSVa951LR/IYQQQgghGhJ5p1no/fHHH+h0Otq3b19hTK9evWjXrh3r1q3jzTffBGDNmjU8/fTTBsWri4sLH374IQqFgnbt2nHq1Ck+/PBDJk6cqI95/PHHmTZtmv7zxYsX75pjWloaw4cPx9vbGwB3d/cKYyMjI4mIiLhrn/dKZm7FhertLmRdr9P+atqupv0LIYQQQgjRkMhMs9Cr6uvtEyZMYM2aNQBcvnyZn3/+mXHjxhnE/OMf/0Ch+N8uzD179uTcuXOUlJTo73Xv3r3aOU6dOpV58+bRu3dvwsPD+e233yqMDQsLQ6PR6K+qFOX1qbmNskpxre2t6rS/mraraf9CCCGEEEI0JFI0Cz1PT08UCsVdN/saM2YM58+f59ChQ6xfvx43Nzf69OlT7fHuXAJuYlL6f463F+/FxcUGMRMmTOD8+fOMHj2aU6dO0b17d1asWFFu/xYWFtja2hpcxuTrZo+zWklFBzopKN29enRP1yrF+brZ12seNe1fCCGEEEKIhkSKZqFnb29PQEAAH3/8Mfn5+WWe39qgq1mzZjz11FOsWbOGqKgoXnjhhTKxR44cMfh8+PBhPD09MTU1rXB8R0dHAIP3pePj48vEubi48NJLL7Fp0yamTZvGqlWrqvL1jM7UREF4kBdAmYL11ufwIC/Mm5hUKa6m5ylXNQ85r1kIIYQQQggpmsUdPv74Y0pKSvD19eWHH37g3LlzJCUlsXz5cnr27KmPmzBhAmvXriUpKYmxY8eW6SctLY033niDM2fO8M0337BixQpee+21Ssf28PDAxcWFOXPmcO7cObZv386SJUsMYkJCQti5cycpKSnExcWxZ88eOnToUDdf/h4I7OTMylE+OKkNlz47qZUGxzxVNa6+8xBCCCGEEKKxk43AhAF3d3fi4uKYP38+06ZNIz09HUdHRx555BFWrlypj+vfvz/Ozs507NiRhx56qEw/Y8aM4caNG/j6+mJqasprr73Giy++WOnYZmZmfPPNN0yePJnOnTvTo0cP5s2bx9NPP62PKSkpYcqUKfz555/Y2toSGBjIhx9+WHc/wD0Q2MmZAV5OxKZkkZlbQHOb0qXQd87sVjWuvvMQQgghhBCiMVPoqrr7kxC3ycvLo2XLlqxZs4Zhw4YZPPP396dr164sXbrUOMlVoDoHmAshhBBCCCEarurUBjLTLKpFq9Vy5coVlixZgp2dHYMHDzZ2SkIIIYQQQghRb6RoFtWSlpaGm5sbDz/8MFFRUTRpIv8nJIQQQgghhGi4pOJpxGJiYnjssce4du0adnZ2VWrj6upa5jxnV1dXQkJCCAkJAWDv3r36f9en+3UZeFVorhcTvOYIpzNyuVGsBUp35ftXe3u6uDqSW3AThQLsLM1wUFngpLbEu6WaRdFJpF69jmszK94a6IWlecW7kVdFiVbH4fNXOZR8FdDR092Bf7RpBiDvOgshhBBCCIEUzQ2WQlF5gRMeHo6/v3+djHX06NEyZy6Livm9/18uXL1R5r4WiD6dRfTprLv2sf8crDucxgCv5qwa06NGeUQnpDNz0ymyr//vLOyP9iRjZW6KeRMTg/vOaiXhQV6yq7YQQgghhGh05MipBio9PV1/LV26FFtbW4N7oaGhdTaWo6MjVlZWddZfQ1ZRwVxTuxIzmfjV0Wq3i05I56X1cQaF8S3Xi0rK3M/QFDB5fRzRCell4oUQQgghhGjIpGhuoJycnPSXWq1GoVAY3FOpVPrY48eP0717d6ysrOjVqxdnzpzRP0tOTmbIkCG0aNEClUpFjx49+OWXXwzGcnV1rXSJ9IwZM2jbti1WVla4u7sza9Ysiov/V5TNmTOHrl27sm7dOlxdXVGr1Tz77LPk5ubqY/Lz8xkzZgwqlQpnZ+cy5zc/CDTXi+u0YL5lV2ImN4pKqhxfotUxZ0titca4tSA/YmsiJVrZcF8IIYQQQjQeUjQL3n77bZYsWcKxY8do0qQJ48aN0z/Ly8tj4MCB7N69mxMnThAYGEhQUBBpaWlV7t/GxoaoqCgSExNZtmwZq1atKnO2cnJyMps3b2bbtm1s27aNvXv3snDhQv3z6dOns3fvXn766Sf+85//EBMTQ1xcXKXjFhYWkpOTY3AZ07io2Hrre8GOqhfBsSlZZOQUVHsMHZCuKSA25e7Lx4UQQgghhGgopGgWzJ8/Hz8/P7y8vJg5cyYHDx6koKC0qOrSpQuTJk2iU6dOeHp6MnfuXNq0acOWLVuq3P8777xDr169cHV1JSgoiNDQUL777juDGK1WS1RUFJ06daJPnz6MHj2a3bt3A6WF+xdffMHixYvp168f3t7erF27lps3b1Y6bmRkJGq1Wn+5uLhU85epW39pql+oVlXq1etVjs3MrV0etW0vhBBCCCHEg0SKZkHnzp31/3Z2Lt3oKTMzEygtWENDQ+nQoQN2dnaoVCqSkpKqNdO8ceNGevfurV8W/s4775Rp7+rqio2NjUEet3JITk6mqKiIRx99VP/c3t6edu3aVTpuWFgYGo1Gf128eLHKOdeHh9TKeuvbtVnV3ylvblO7PGrbXgghhBBCiAeJFM0CMzMz/b9v7bqt1ZYegxQaGsqPP/7IggUL2L9/P/Hx8Xh7e1NUVFSlvg8dOsTIkSMZOHAg27Zt48SJE7z99ttl2t+ew608buVQUxYWFtja2hpcxvRlsG+99f3WQK8qx/q62eNkW/3CV0HpLtq+bvbVbiuEEEIIIcSDSopmUakDBw4QHBzM0KFD8fb2xsnJidTU1Cq3P3jwIK1bt+btt9+me/fueHp6cuHChWrl0KZNG8zMzDhy5Ij+3rVr1zh79my1+jE2tZUZrZtZ1nm/A7yaV+u8ZlMTBXMGV73IhtKCGSA8yEvOaxZCCCGEEI2KFM2iUp6enmzatIn4+HhOnjzJ888/X60ZYE9PT9LS0vj2229JTk5m+fLl/Pjjj9XKQaVSMX78eKZPn85///tfEhISCA4OxsTkwfs/373TH6/Twrmm5zQHdnLm01E+2FmZlXlmbW5a5r6TWsnKUT5yTrMQQgghhGh0mhg7AXF/++CDDxg3bhy9evXCwcGBGTNmVGsX6sGDB/P666/zyiuvUFhYyJNPPsmsWbOYM2dOtfJ4//33ycvLIygoCBsbG6ZNm4ZGo6nmt7k/7J3+OJrrxQSvOcLpjFxuFJf+EcIE+Fd7e7q4OpJbcBOFAuwszXBQWeCktsS7pZpF0UmkXr2OazMr3hroVa0Z5jsFdnJmgJcTh89f5VDyVUBHT3cH/tGmGVC6y3ZmbgHNbUqXZMsMsxBCCCGEaIwUOp1ODl0VjUJOTg5qtRqNRmP095uFEEIIIYQQxlOd2uDBW98qhBBCCCGEEELcI1I0CyGEEEIIIYQQFZB3msUDw9XVlZCQEEJCQoydSq0V3dSy7lAqF7Ku09reitE9XTFvUrO/YZVodQbvH3s52xL6fTxp127QqqklH47ohkpZvf/U7+xT3mkWQgghhBCNlRTNDUxwcDBr164FoEmTJtjb29O5c2eee+65B3bH6YYmckciq/anoL1tN4H5O5KY2MeNsGqctwwQnZBOxNZE0jUF5T4/k5FLpzk76fywLVte6VPjPp3VSsKDvGT3bCGEEEII0ehIBdUABQYGkp6eTmpqKj///DOPPfYYr732GoMGDeLmzZvGTq/aioqKjJ1CnYnckchn+wwLZgCtDj7bl0LkjsQq9xWdkM7k9XEVFsy3++3PHAZ/tL/GfWZoCpi8Po7ohPQq5yeEEEIIIURDIEVzA2RhYYGTkxMtW7bEx8eHt956i59++omff/6ZqKgoALKzs5kwYQKOjo7Y2try+OOPc/LkSX0fc+bMoWvXrqxbtw5XV1fUajXPPvssubm5+hh/f39effVVQkJCaNq0KS1atGDVqlXk5+fzwgsvYGNjg4eHBz///LO+TUlJCePHj8fNzQ1LS0vatWvHsmXLDPIPDg7mqaeeYv78+Tz00EO0a9eu3O+5evVq7Ozs2L17dx3+evWn6KaWVftTKo1ZtT+Fopt3Pwe7RKsjYmsi1dn6/rc/c8grqPiPJpX1eetexNZESu6s+IUQQgghhGjApGhuJB5//HG6dOnCpk2bAHj66afJzMzk559/5vjx4/j4+NCvXz+ysrL0bZKTk9m8eTPbtm1j27Zt7N27l4ULFxr0u3btWhwcHIiNjeXVV19l8uTJPP300/Tq1Yu4uDj+9a9/MXr0aK5fvw6AVqvl4Ycf5vvvvycxMZHZs2fz1ltv8d133xn0u3v3bs6cOcOuXbvYtm1bme/z3nvvMXPmTP7zn//Qr1+/cr9zYWEhOTk5BpcxrTuUWmaG+U5aXWnc3cSmZFVphvlOr288UeM+dUC6poDYlKwKY4QQQgghhGhopGhuRNq3b09qaiq//vorsbGxfP/993Tv3h1PT08WL16MnZ0d//d//6eP12q1REVF0alTJ/r06cPo0aPLzOp26dKFd955B09PT8LCwlAqlTg4ODBx4kQ8PT2ZPXs2V69e5bfffgPAzMyMiIgIunfvjpubGyNHjuSFF14oUzRbW1uzevVqOnbsSMeOHQ2ezZgxg6VLl7J37158fX0r/L6RkZGo1Wr95eLiUtufsFYuZF2vs7jM3OoXzABp127Uus+aji2EEEIIIcSDSDYCa0R0Oh0KhYKTJ0+Sl5dHs2bNDJ7fuHGD5ORk/WdXV1dsbGz0n52dncnMzDRo07lzZ/2/TU1NadasGd7e3vp7LVq0ADBo9/HHH/Pll1+SlpbGjRs3KCoqomvXrgb9ent7Y25uXuY7LFmyhPz8fI4dO4a7u3ul3zcsLIw33nhD/zknJ8eohXNre6s6i2tuo6xRDq2aWta6z5qOLYQQQgghxINIZpobkaSkJNzc3MjLy8PZ2Zn4+HiD68yZM0yfPl0fb2ZmZtBeoVCg1Rq+b1tezO33FIrSY4putfv2228JDQ1l/Pjx/Oc//yE+Pp4XXnihzGZf1tbW5X6HPn36UFJSUmZmujwWFhbY2toaXMY0uqcrdzu1yURRGnc3vm72OKuVVPcQqA9HdKtxnwpKd9H2dbOv5qhCCCGEEEI8uKRobiT++9//curUKYYPH46Pjw8ZGRk0adIEDw8Pg8vBwaFe8zhw4AC9evXi5Zdfplu3bnh4eBjMbt+Nr68vP//8MwsWLGDx4sX1mGndM29iwsQ+bpXGTOzjVqXzmk1NFIQHlR5PVdXCufPDtpWe11xZn7c+hwd5yXnNQgghhBCiUZGiuQEqLCwkIyODS5cuERcXx4IFCxgyZAiDBg1izJgx9O/fn549e/LUU0/xn//8h9TUVA4ePMjbb7/NsWPH6jU3T09Pjh07xs6dOzl79iyzZs3i6NGj1eqjV69e7Nixg4iICJYuXVo/idaTsIFeTOrrVmbG2UQBk/pW75zmwE7OrBzlg5P67sulq3pOc0V9OqmVrBzlI+c0CyGEEEKIRkfeaW6AoqOjcXZ2pkmTJjRt2pQuXbqwfPlyxo4di4lJ6d9JduzYwdtvv80LL7zA33//jZOTE3379tW/g1xfJk2axIkTJxgxYgQKhYLnnnuOl19+2eBYqqr45z//yfbt2xk4cCCmpqa8+uqr9ZRx3Qsb6MW0f7Vn3aFULmRdp7W9FaN7ulZphvlOgZ2cGeDlRGxKFpm5BTS3UeLlbEvo9/GkXbtBq6aWfDiiW6UzzFXp09fNXmaYhRBCCCFEo6TQ6XRy6KpoFHJyclCr1Wg0GqO/3yyEEEIIIYQwnurUBrI8WwghhBBCCCGEqIAUzUIIIYQQQgghRAXknWYhHmAlWh2xKVlk5BSQlVeIvbU5TmrLOnkH+Vbf8l6zEEIIIYRozKRoFlUWFRVFSEgI2dnZDWqsB1V0QjoRWxNJ1xSUeeasVhIe5FXj3a7L67u2fQohhBBCCPEgkuXZAoDg4GAUCgULFy40uL9582YUitLZxREjRnD27Nl7ks+9HOtBFJ2QzuT1ceUWzADpmgImr48jOiG9zvrOqEWfQgghhBBCPKikaBZ6SqWSRYsWce3atXKfW1pa0rx583rPo7i4+J6N9SAq0eqI2JrI3ba91wERWxMp0VZ9g/zK+r51r7p9CiGEEEII8SCTolno9e/fHycnJyIjI8t9HhUVhZ2dncG9efPm0bx5c2xsbJgwYQIzZ86ka9euBjGrV6+mQ4cOKJVK2rdvzyeffKJ/lpqaikKhYOPGjfj5+aFUKtmwYUOZsZKTkxkyZAgtWrRApVLRo0cPfvnll0q/T2FhITk5OQZXQxCbklXhDPOd0jUFxKZk1Vnfuhr0KYQQQgghxINMimahZ2pqyoIFC1ixYgV//vnnXeM3bNjA/PnzWbRoEcePH6dVq1asXLmyTMzs2bOZP38+SUlJLFiwgFmzZrF27VqDuJkzZ/Laa6+RlJREQEBAmbHy8vIYOHAgu3fv5sSJEwQGBhIUFERaWlqF+UVGRqJWq/WXi4tLFX+J+1tmbtUK5prEVzW2ujkIIYQQQgjxoJKiWRgYOnQoXbt2JTw8/K6xK1asYPz48bzwwgu0bduW2bNn4+3tbRATHh7OkiVLGDZsGG5ubgwbNozXX3+dzz77zCAuJCREH+PsXHajqS5dujBp0iQ6deqEp6cnc+fOpU2bNmzZsqXC/MLCwtBoNPrr4sWLVfwV7m/NbZT1Fl/V2OrmIIQQQgghxINKimZRxqJFi1i7di1JSUmVxp05cwZfX1+De7d/zs/PJzk5mfHjx6NSqfTXvHnzSE5ONmjXvXv3SsfKy8sjNDSUDh06YGdnh0qlIikpqdKZZgsLC2xtbQ2uhsDXzR5ntZKqHP7krC49Kqqu+lbUoE8hhBBCCCEeZFI0izL69u1LQEAAYWFhteonLy8PgFWrVhEfH6+/EhISOHz4sEGstbV1pX2Fhoby448/smDBAvbv3098fDze3t4UFRXVKscHkamJgvAgr7vGKYDwIK9qna18e993trr1ubp9CiGEEEII8SCTolmUa+HChWzdupVDhw5VGNOuXTuOHj1qcO/2zy1atOChhx7i/PnzeHh4GFxubm7VyufAgQMEBwczdOhQvL29cXJyIjU1tVp9NCSBnZxZOcoHZ3X5y6Sd1UpWjvKp0ZnKt/p2uqNvp1r0KYQQQgghxIOqibETEPcnb29vRo4cyfLlyyuMefXVV5k4cSLdu3enV69ebNy4kd9++w13d3d9TEREBFOnTkWtVhMYGEhhYSHHjh3j2rVrvPHGG1XOx9PTk02bNhEUFIRCoWDWrFlotdpafccHXWAnZwZ4ORGbkkVGTgFZeYXYW5vjpLbE182+VrPBt/edmVtAcxtlrfsUQgghhBDiQSRFs6jQu+++y8aNGyt8PnLkSM6fP09oaCgFBQU888wzBAcHExsbq4+ZMGECVlZWvP/++0yfPh1ra2u8vb0JCQmpVi4ffPAB48aNo1evXjg4ODBjxowGc4RUbZiaKOjZptkD17cQQgghhBAPCoVOp9MZOwnRcAwYMAAnJyfWrVtn7FTKyMnJQa1Wo9FoGsymYEIIIYQQQojqq05tIDPNosauX7/Op59+SkBAAKampnzzzTf88ssv7Nq1y9ipCSGEEEIIIUSdkKJZ1JhCoWDHjh3Mnz+fgoIC2rVrxw8//ED//v2NnZoQQgghhBBC1AkpmkWNWVpa8ssvv5S57+/vT9euXVm6dGm9jj9nzhw2b95MfHx8vY5T30q0OmJTsrh07To7f8/gRnEJrs2sGdC+BdmFxRVuwnWr3d026iq6qWXdoVQuZF2ntb0Vo3u6Yt6k+hvnV3U8IYQQQgghGhIpmoWB4OBgsrOz2bx5s7FTaRSiE9KJ2JpIuqbA4P6vf1xl/ZE0/WdntZLwIC/9cU/ltbszBiByRyKr9qegvW3ngvk7kpjYx42wgXc/67myPMsbTwghhBBCiIZGzmkWVVZUVGTsFBqU6IR0Jq+PK1MwlydDU8Dk9XFEJ6RX2O72GCgtmD/bZ1gwA2h18Nm+FCJ3JNYqzzvHE0IIIYQQoiGSollUyN/fn1deeYWQkBAcHBwICAgAICEhgSeeeAKVSkWLFi0YPXo0V65cqbCfdevW0b17d2xsbHBycuL5558nMzNT/zwmJgaFQsHu3bvp3r07VlZW9OrVizNnzhj0s3DhQlq0aIGNjQ3jx4+noODuxeb9qkSrI2JrIlXduv5WXMTWROZs+b3cdrfH3CgqYdX+lEr7XLU/haKblZ91XVmet49XcmdlLoQQQgghRAMhRbOo1Nq1azE3N+fAgQN8+umnZGdn8/jjj9OtWzeOHTtGdHQ0ly9f5plnnqmwj+LiYubOncvJkyfZvHkzqampBAcHl4l7++23WbJkCceOHaNJkyaMGzdO/+y7775jzpw5LFiwgGPHjuHs7Mwnn3xSae6FhYXk5OQYXPeL2JSsKs0w304HpGsKyMgpvGvMgh2JZWaY76TVwbpDqbXK89Z4sSlZlQ8mhBBCCCHEA0reaRaV8vT05L333tN/njdvHt26dWPBggX6e19++SUuLi6cPXuWtm3blunj9uLX3d2d5cuX06NHD/Ly8lCpVPpn8+fPx8/PD4CZM2fy5JNPUlBQgFKpZOnSpYwfP57x48fr8/jll18qnW2OjIwkIiKi5l++HmXm1u8seerV61WKu5BVeVxV86zv7yOEEEIIIYSxyEyzqNQjjzxi8PnkyZPs2bMHlUqlv9q3bw9AcnJyuX0cP36coKAgWrVqhY2Njb4wTktLM4jr3Lmz/t/OzqWbS91axp2UlMSjjz5qEN+zZ89Kcw8LC0Oj0eivixcv3u3r3jPNbZT12r9rM6sqxbW2rzyuqnnW9/cRQgghhBDCWGSmWVTK2tra4HNeXh5BQUEsWrSoTOytQvd2+fn5BAQEEBAQwIYNG3B0dCQtLY2AgIAyG4uZmZnp/61QlB5lpNVW/s5tZSwsLLCwsKhx+/rk62aPs1pJhqagyu81KwAntRKdTsflnMJy292KeWugFxuOpFW6RNtEAaN7utYqz1vj+brZV/FbCCGEEEII8WCRmWZRLT4+Pvz++++4urri4eFhcN1ZYAOcPn2aq1evsnDhQvr06UP79u0NNgGrqg4dOnDkyBGDe4cPH67x9zA2UxMF4UFVP/Lp1mnI4UFezBnc0eBeeTGW5qZM7ONWaZ8T+7jd9bzm2/OsbDw5r1kIIYQQQjRUUjSLapkyZQpZWVk899xzHD16lOTkZHbu3MkLL7xASUlJmfhWrVphbm7OihUrOH/+PFu2bGHu3LnVHve1117jyy+/ZM2aNZw9e5bw8HB+//33uvhKRhPYyZmVo3xwVt99abOTWsnKUT4EdnLWt3O6o93tMQBhA72Y1NeNO+tZEwVM6lv1c5qrOp4QQgghhBANkSzPFtXy0EMPceDAAWbMmMG//vUvCgsLad26NYGBgZiYlP0bjKOjI1FRUbz11lssX74cHx8fFi9ezODBg6s17ogRI0hOTubNN9+koKCA4cOHM3nyZHbu3FlXX80oAjs5M8DLidiULC5du87O3zO4UVyCazNrBrRvQXZhMc1tSpc/3z6be3u7zNyCcmOgtHCe9q/2rDuUyoWs67S2t2J0T9e7zjBXlmdl4wkhhBBCCNHQKHQ6nRywKhqFnJwc1Go1Go0GW1tbY6cjhBBCCCGEMJLq1AayPFsIIYQQQgghhKiAFM1CCCGEEEIIIUQF5J3mBioqKoqQkBCys7MfqL5vl5qaipubGydOnKBr1671Ota9dqOohPnbE4n/Mxt0YGNugpXSDAXQXK2kjYOq3HePS7Q6o71XbMyxhRBCCCGEMBYpmo0oODiYtWvXEhkZycyZM/X3N2/ezNChQ6nq6+aurq6EhIQQEhJST5mKujTxq6PsSrz7sVvzdyQxsc//drmOTkgnYmsi6ZoCfYyzWkl4kFe972BtzLGFEEIIIYQwJlmebWRKpZJFixZx7do1Y6dSJcXFxcZO4YFW1YIZQKuDz/alELkjkeiEdCavjzMoWgEyNAVMXh9HdEJ6faQLYNSxhRBCCCGEMDYpmo2sf//+ODk5ERkZWWHMr7/+Sp8+fbC0tMTFxYWpU6eSn58PgL+/PxcuXOD1119HoVCgUBgul925cycdOnRApVIRGBhIerphgbN69Wo6dOiAUqmkffv2fPLJJ/pnqampKBQKNm7ciJ+fH0qlkg0bNpTJLzk5mSFDhtCiRQtUKhU9evTgl19+MYhxdXVlwYIFjBs3DhsbG1q1asXnn39uEBMbG0u3bt1QKpV0796dEydOGDy/du0aI0eOxNHREUtLSzw9PVmzZk0lv+795UZRSZUL5tut2p9C+E8JlLfu4Na9iK2JlGjrfiP8Eq2OiK2JRhlbCCGEEEKI+4EUzUZmamrKggULWLFiBX/++WeZ58nJyQQGBjJ8+HB+++03Nm7cyK+//sorr7wCwKZNm3j44Yd59913SU9PNyiKr1+/zuLFi1m3bh379u0jLS2N0NBQ/fMNGzYwe/Zs5s+fT1JSEgsWLGDWrFmsXbvWIIeZM2fy2muvkZSUREBAQJkc8/LyGDhwILt37+bEiRMEBgYSFBREWlqaQdySJUv0xfDLL7/M5MmTOXPmjL6PQYMG4eXlxfHjx5kzZ45BrgCzZs0iMTGRn3/+maSkJFauXImDg0OFv21hYSE5OTkGlzEt2JFYo3ZaHVzOLarwuQ5I1xQQm5JVw8wqFpuSVWaG+V6NLYQQQgghxP1A3mm+DwwdOpSuXbsSHh7OF198YfAsMjKSkSNH6t9X9vT0ZPny5fj5+bFy5Urs7e0xNTXFxsYGJycng7bFxcV8+umntGnTBoBXXnmFd999V/88PDycJUuWMGzYMADc3NxITEzks88+Y+zYsfq4kJAQfUx5unTpQpcuXfSf586dy48//siWLVv0xT3AwIEDefnllwGYMWMGH374IXv27KFdu3Z8/fXXaLVavvjiC5RKJR07duTPP/9k8uTJ+vZpaWl069aN7t27A6Wz15WJjIwkIiKi0ph7KfXq9XrtPzO34uK2vvusj7GFEEIIIYS4H8hM831i0aJFrF27lqSkJIP7J0+eJCoqCpVKpb8CAgLQarWkpKRU2qeVlZW+YAZwdnYmM7N0eXB+fj7JycmMHz/eoO958+aRnJxs0M+tIrUieXl5hIaG0qFDB+zs7FCpVCQlJZWZae7cubP+3wqFAicnJ30+SUlJdO7cGaVSqY/p2bOnQfvJkyfz7bff0rVrV958800OHjxYaV5hYWFoNBr9dfHixUrj65trM6t67b+5jfLuQfXUZ32MLYQQQgghxP1AZprvE3379iUgIICwsDCCg4P19/Py8pg0aRJTp04t06ZVq1aV9mlmZmbwWaFQ6HfkzsvLA2DVqlU8+uijBnGmpqYGn62trSsdJzQ0lF27drF48WI8PDywtLTk3//+N0VFhkuKy8tHq9VW2vftnnjiCS5cuMCOHTvYtWsX/fr1Y8qUKSxevLjceAsLCywsLKrcf317a6AX6w6n3T3wDiYKcFSZk5lbVO67xQrASV16BFRd83Wzx1mtJENTcM/HFkIIIYQQ4n4gRfN9ZOHChXTt2pV27drp7/n4+JCYmIiHh0eF7czNzSkpKanWWC1atOChhx7i/PnzjBw5ssY5Axw4cIDg4GCGDh0KlBbkqamp1eqjQ4cOrFu3joKCAv1s8+HDh8vEOTo6MnbsWMaOHUufPn2YPn16hUXz/cbS3JQBXs2rvRnYxD5udGvVlMnr41CAQfF6a9u38CCvejkz2dREQXiQl1HGFkIIIYQQ4n4gy7PvI97e3owcOZLly5fr782YMYODBw/yyiuvEB8fz7lz5/jpp58M3hV2dXVl3759XLp0iStXrlR5vIiICCIjI1m+fDlnz57l1KlTrFmzhg8++KBaeXt6erJp0ybi4+M5efIkzz//fLVmkAGef/55FAoFEydOJDExkR07dpQphmfPns1PP/3EH3/8we+//862bdvo0KFDtcYxtlVjejDAq3mVYk0UMKlv6TnNgZ2cWTnKBye14TJoJ7WSlaN86vWsZGOOLYQQQgghhLHJTPN95t1332Xjxo36z507d2bv3r28/fbb9OnTB51OR5s2bRgxYoRBm0mTJtGmTRsKCwv1S7DvZsKECVhZWfH+++8zffp0rK2t8fb21m86VlUffPAB48aNo1evXjg4ODBjxoxq71StUqnYunUrL730Et26dcPLy4tFixYxfPhwfYy5uTlhYWGkpqZiaWlJnz59+Pbbb6s1zv1g1Zge3CgqYf72ROL/zAYd2JibYKU0QwE0Vytp46BidE9XzJv87+9agZ2cGeDlRGxKFpm5BTS3KV0WfS9meY05thBCCCGEEMak0FW1whLiAZeTk4NarUaj0WBra2vsdIQQQgghhBBGUp3aQJZnCyGEEEIIIYQQFZCiWQghhBBCCCGEqIC80yweWP7+/nTt2pWlS5caO5Vqu1FUwqzNp9h68i+KSnQoABc7Mzq7NMPKwpQ/MvPILbxJMytzurSyo3cbR0wUCjLzCsnKK8TOypzs60XYW5vjpLbkkdZNOX7hGunZNzhx8Ro6wK2ZdZn3oku0ulq9l1zb9kIIIYQQQjxopGgWNRIcHEx2djabN282dioPnIlfHS1z7JQOuJBdzIXsjDui8zmUco1P96ZU2qeJArTl7E4wf0cSE/uU7sAdnZBOxNZE0jUF+ufOaiXhQV5V2gG7tu2FEEIIIYR4EMnybHFPFRUVGTsFoyqvYK4L5RXMt+5/ti+FiV8dZfL6OIOCFyBDU8Dk9XFEJ6RX2n90Qnqt2gshhBBCCPGgkqJZ1Nr//d//4e3tjaWlJc2aNaN///7k5+cDpTPSTz31FPPnz+ehhx6iXbt2AKxbt47u3btjY2ODk5MTzz//PJmZhsVkQkICTzzxBCqVihYtWjB69OhqnUN9v7lRVFIvBXNV7ErMpLy6+ta9iK2JlFRQeZdodURsTaxxeyGEEEIIIR5kUjSLWklPT+e5555j3LhxJCUlERMTw7BhwwzOit69ezdnzpxh165dbNu2DYDi4mLmzp3LyZMn2bx5M6mpqQQHB+vbZGdn8/jjj9OtWzeOHTtGdHQ0ly9f5plnnqlyboWFheTk5BhcxrRgR6JRx6+IDkjXFBCbklXu89iUrDIzzNVpL4QQQgghxINM3mkWtZKens7NmzcZNmwYrVu3BsDb29sgxtramtWrV2Nubq6/N27cOP2/3d3dWb58OT169CAvLw+VSsVHH31Et27dWLBggT7uyy+/xMXFhbNnz9K2bdu75hYZGUlERERtv2KdSb163dgpVCozt/zCuKL7NY0TQgghhBDiQSIzzaJWunTpQr9+/fD29ubpp59m1apVXLt2zSDG29vboGAGOH78OEFBQbRq1QobGxv8/PwASEtLA+DkyZPs2bMHlUqlv9q3bw9AcnJylXILCwtDo9Hor4sXL9b269aKazMro45/N81tlNW6X9M4IYQQQgghHiRSNItaMTU1ZdeuXfz88894eXmxYsUK2rVrR0rK/3Z7tra2NmiTn59PQEAAtra2bNiwgaNHj/Ljjz8C/9soLC8vj6CgIOLj4w2uc+fO0bdv3yrlZmFhga2trcFlTG8N9DLq+BVRULoLtq+bfbnPfd3scVYrqehgqbu1F0IIIYQQ4kEmRbOoNYVCQe/evYmIiODEiROYm5vri+DynD59mqtXr7Jw4UL69OlD+/bty2wC5uPjw++//46rqyseHh4G151F+IPC0tyUAV7NjTL2AK/mKKBM4Xvrc3iQV4XnLZuaKAgP8jKIr057IYQQQgghHmRSNItaOXLkCAsWLODYsWOkpaWxadMm/v77bzp06FBhm1atWmFubs6KFSs4f/48W7ZsYe7cuQYxU6ZMISsri+eee46jR4+SnJzMzp07eeGFFygpKanvr1VvVo3pUS+Fc0X1qokCJvV1Y9WYHqwc5YOT2nAJtZNaycpRPnc9Zzmwk3Ot2gshhBBCCPGgko3ARK3Y2tqyb98+li5dSk5ODq1bt2bJkiU88cQTFbZxdHQkKiqKt956i+XLl+Pj48PixYsZPHiwPuahhx7iwIEDzJgxg3/9618UFhbSunVrAgMDMTF5sP/Ws2pMD24UlTBr8ym2nvyLohIdCsDFzozOLs2wsjDlj8w8cgtv0szKnC6t7OjdxhEThYLMvEKy8gqxszIn+3oR9tbmOKkteaR1U45fuEZ69g1OXLyGDnBrZs3onq6YNyn9vQI7OTPAy4nYlCwycwtoblO6pLqqM8S1bS+EEEIIIcSDSKG7/WwgIRqwnJwc1Go1Go3G6O83CyGEEEIIIYynOrXBgz1lJ4QQQgghhBBC1CMpmoUQQgghhBBCiArIO83igREVFUVISAjZ2dkAzJkzh82bNxMfH2/UvGoi7cp1/vVhDAUlhm9HqE3BwsocZRMT2jhaY6JQcO16EQqFKZ4trLGzMsfURIGdpRkOKgua2ypBB1fyC3FQWYAO/XvPt953vnUU1OHzVzmYfIVL127wkJ2S3m0c+UebZtV6J7lEq5N3moUQQgghRKMiRbOotuDgYNauXav/bG9vT48ePXjvvffo3LlzvY07YsQIBg4cWG/93yseb23nprb8Z5oSILf0rOq0awUGz46nXavReHZWZhTd1HK9yHDX8U9izmNnZcbCYd5V2v06OiGdiK2JpGv+l5ezWkl4kJfsni2EEEIIIRosWZ4taiQwMJD09HTS09PZvXs3TZo0YdCgQRXGFxcX13pMS0tLmjc3zjnHdaWygrm+ZF8vLlMw3/7spfVxRCekV9pHdEI6k9fHGRTMABmaAiZXob0QQgghhBAPKimaRY1YWFjg5OSEk5MTXbt2ZebMmVy8eJG///6b1NRUFAoFGzduxM/PD6VSyYYNG7h69SrPPfccLVu2xMrKCm9vb7755ht9n7fa3Xn5+/sDpcuz7ezsjPOF60Dalev3vGCuqjlbfqdEW/5G+iVaHRFbEynv6a17EVsTK2wvhBBCCCHEg0yWZ4tay8vLY/369Xh4eNCsWTPy8/MBmDlzJkuWLKFbt24olUoKCgp45JFHmDFjBra2tmzfvp3Ro0fTpk0bfH19cXFxIT39fzOWGRkZ9O/fn759+9Yor8LCQgoLC/Wfc3JyavdFaylw2V6jjl+ZjJxCYlOy6NmmWZlnsSlZZWaYb6cD0jUFFbYXQgghhBDiQSZFs6iRbdu2oVKpAMjPz8fZ2Zlt27ZhYvK/xQshISEMGzbMoF1oaKj+36+++io7d+7ku+++w9fXF1NTU5ycnAAoKCjgqaeeomfPnsyZM6dGOUZGRhIREVGjtvXhRvF9Os38/2Xmll8YV3S/pnFCCCGEEEI8SGR5tqiRxx57jPj4eOLj44mNjSUgIIAnnniCCxcu6GO6d+9u0KakpIS5c+fi7e2Nvb09KpWKnTt3kpaWVqb/cePGkZuby9dff21QiFdHWFgYGo1Gf128eLFG/dQVS7P7+z+35jbKat2vaZwQQgghhBAPkvv7f8WL+5a1tTUeHh54eHjQo0cPVq9eTX5+PqtWrTKIud3777/PsmXLmDFjBnv27CE+Pp6AgACKiooM4ubNm8fOnTvZsmULNjY2Nc7RwsICW1tbg8uYol/zM+r4lXGytdAfTXUnXzd7nNVKKjpYSkHpLtoVtRdCCCGEEOJBJkWzqBMKhQITExNu3LhRYcyBAwcYMmQIo0aNokuXLri7u3P27FmDmB9++IF3332X7777jjZt2tR32vdUKwcrmtyn/8XNGdyxwvOWTU0UhAd5AZQpnG99Dg/ykvOahRBCCCFEg3Sf/k94cb8rLCwkIyODjIwMkpKSePXVV8nLyyMoKKjCNp6enuzatYuDBw+SlJTEpEmTuHz5sv55QkICY8aMYcaMGXTs2FHff1ZW1r34SvfEHwuevOeFc1MrM6zMTct9ZmdlxqejfO56znJgJ2dWjvLBSW24BNtJrWRlFdoLIYQQQgjxoJKNwESNREdH4+xcWijZ2NjQvn17vv/+e/z9/UlNTS23zTvvvMP58+cJCAjAysqKF198kaeeegqNRgPAsWPHuH79OvPmzWPevHn6dn5+fsTExNT3V7pn/ljwJGlXrvOvD2MoKDE8pkltChZW5iibmNDG0RoThYJr14tQKEzxbGGNnZU5piYK7CzNcFBZ0NxWCTq4kl+Ig8oCdJCZV0hWXiH21uY4qS31y6YPn7/KweQrXLp2g4fslPRu48g/2jSr8gxxYCdnBng5EZuSRWZuAc1tSpdkywyzEEIIIYRoyBQ6nU4OVxWNQk5ODmq1Go1GY/T3m4UQQgghhBDGU53aQJZnCyGEEEIIIYQQFZCiWQghhBBCCCGEqIC80yzEPVai1bHndCZzt/3Opewb3NQaPjcDLMwUtGpmzfQB7fmHpwNfH7nA+b/zSEzP4a9r11GYmODXzoE5Qd4ALNiRSOrV67S2t2JA+xZkFxbjoLJAq9VxJCUL0NHT3aHSd5hLtLpK31e+8/kjrZty/MI1eb9ZCCGEEEI0aPJOcz1ydXUlJCSEkJCQOu9boVDw448/8tRTT9W4D39/f7p27crSpUvrLK/yxMTE8Nhjj3Ht2jXs7OzqdazK3A/vNEcnpDPl6zhKtHePrQ92VmYsHOZdZrfr6IR0IrYmkq4p0N9zVisJD/IisJNzuc9NFKC97f/3uD1eCCGEEEKI+5m801wL/v7+5Ra5UVFR1S74jh49yosvvqj/rFAo2Lx5c+0SrKLg4OAyBfX//d//oVQqWbJkCQCbNm1i7ty59yQfUVqYvrTeeAUzQPb1Yl5aH0d0QrpBXpPXxxkUxAAZmgImr48jckdiuc+1d/y57Vb87X0LIYQQQgjxoJOiuR45OjpiZWVl7DQAWL16NSNHjmTlypVMmzYNAHt7e2xsbIycWeNQotURvuV3Y6ehN2fL75RodZRodURsTaS85Sa37q3an1Lu84riI7YmUnJnRS2EEEIIIcQDSormGro1k7t48WKcnZ1p1qwZU6ZMobi4WB/j6uqqX/rs6uoKwNChQ1EoFPrPAD/99BM+Pj4olUrc3d2JiIjg5s2b+ufnzp2jb9++KJVKvLy82LVrV7Vyfe+993j11Vf59ttveeGFF/T375xVd3V1ZcGCBYwbNw4bGxtatWrF559/btDXwYMH6dq1K0qlku7du7N582YUCgXx8fH6mB07dtC2bVssLS157LHHyj23+YcffqBjx45YWFjg6uqqn/2+PZd58+YxZswYVCoVrVu3ZsuWLfz9998MGTIElUpF586dOXbsWIXfu7CwkJycHIPLWGJTsricU2i08e+UkVNIbEoWsSlZZWaQb6ej7IxyZXRAuqaA2JSsWucohBBCCCHE/UCK5lrYs2cPycnJ7Nmzh7Vr1xIVFUVUVFS5sUePHgVgzZo1pKen6z/v37+fMWPG8Nprr5GYmMhnn31GVFQU8+fPB0Cr1TJs2DDMzc05cuQIn376KTNmzKhyjjNmzGDu3Lls27aNoUOH3jV+yZIldO/enRMnTvDyyy8zefJkzpw5A5Su+w8KCsLb25u4uDjmzp1bJpeLFy8ybNgwgoKCiI+PZ8KECcycOdMg5vjx4zzzzDM8++yznDp1ijlz5jBr1qwyv92HH35I7969OXHiBE8++SSjR49mzJgxjBo1iri4ONq0acOYMWOo6LX8yMhI1Gq1/nJxcany71bXMnMrLkyNJTO3oN7yuh+/rxBCCCGEEDUhRXMtNG3alI8++oj27dszaNAgnnzySXbv3l1urKOjIwB2dnY4OTnpP0dERDBz5kzGjh2Lu7s7AwYMYO7cuXz22WcA/PLLL5w+fZqvvvqKLl260LdvXxYsWFCl/H7++Wfee+89fvrpJ/r161elNgMHDuTll1/Gw8ODGTNm4ODgwJ49ewD4+uuvUSgUrFq1Ci8vL5544gmmT59u0H7lypW0adOGJUuW0K5dO0aOHElwcLBBzAcffEC/fv2YNWsWbdu2JTg4mFdeeYX333+/TC6TJk3C09OT2bNnk5OTQ48ePXj66adp27YtM2bMICkpicuXL5f7XcLCwtBoNPrr4sWLVfoN6kNzG6XRxq5IcxtlveV1P35fIYQQQgghakKK5lro2LEjpqam+s/Ozs5kZmZWq4+TJ0/y7rvvolKp9NfEiRNJT0/n+vXrJCUl4eLiwkMPPaRv07Nnzyr13blzZ1xdXQkPDycvL6/KbW5RKBQ4OTnpv9OZM2fo3LkzSuX/CiJfX1+D9klJSTz66KMG9+7MNykpid69exvc6927N+fOnaOkpKTcXFq0aAGAt7d3mXsV/eYWFhbY2toaXMbi62ZPC1sLo41/JydbC3zd7PF1s8dZraSig6IUlO6SXVUKSnfR9nWzr4MshRBCCCGEMD4pmu9ga2uLRqMpcz87Oxu1Wm1wz8zMzOCzQqFAq63e1sh5eXlEREQQHx+vv06dOsW5c+cMitOaaNmyJTExMVy6dInAwEByc3Pv2qYuvlNduT0XhUJR4T1j5VcdpiYKIgZ3NHYaenMGd8TURIGpiYLwIC+AMoXzrc8T+7ihKOf5nW49Dw/ykvOahRBCCCFEgyFF8x3atWtHXFxcmftxcXG0bdu2Vn2bmZkZzKQC+Pj4cObMGTw8PMpcJiYmdOjQgYsXL5Ke/r9jfA4fPlzlMVu3bs3evXvJyMiocuFckXbt2nHq1CkKC/+3odWtd7Nv6dChA7GxsQb37sy3Q4cOHDhwwODegQMHaNu2rcHMfUMT2MmZT0f5YGrE/+rsrMz4dJSPwVnKgZ2cWTnKBye14R9pnNRKVo7yIWygV7nP76yLb8XLOc1CCCGEEKIhaWLsBO43kydP5qOPPmLq1KlMmDABCwsLtm/fzjfffMPWrVtr1berqyu7d++md+/eWFhY0LRpU2bPns2gQYNo1aoV//73vzExMeHkyZMkJCQwb948+vfvT9u2bRk7dizvv/8+OTk5vP3229Ua18XFhZiYGB577DECAgKIjo6u0VLl559/nrfffpsXX3yRmTNnkpaWxuLFi4H/zfq+9NJLLFmyhOnTpzNhwgSOHz9eZoOvadOm0aNHD+bOncuIESM4dOgQH330EZ988km1c3rQBHZy5uy8gew5ncncbb9zKfsGN++YKDcDLMwUtGpmzfQB7fmHpwNfH7nA+b/zSEzP4a9r11GYmODXzoE5QaXL1RfsSCT16nVa21sxoH0LsguLcVBZoNXqOJKSBejo6e7AP9o0K3cWOLCTMwO8nIhNySIzt4DmNqVLrG/Flvf8kdZNOX7hWrnxQgghhBBCNBRSNN/B3d2dffv28fbbb9O/f3+Kiopo374933//PYGBgbXqe8mSJbzxxhusWrWKli1bkpqaSkBAANu2bePdd99l0aJFmJmZ0b59eyZMmACAiYkJP/74I+PHj8fX1xdXV1eWL19e7Vwefvhhg8J5586d1c7f1taWrVu3MnnyZLp27Yq3tzezZ8/m+eef1y8lb9WqFT/88AOvv/46K1aswNfXV3+M1S0+Pj589913zJ49m7lz5+Ls7My7775bZsOwhsrUREF/rxb092pR5Tbj+7hX+nzuU94VPuvT1rHKefVs06xazyuLF0IIIYQQoiFQ6Co6r0eIKtiwYQMvvPACGo0GS0tLY6dTqZycHNRqNRqNxqibggkhhBBCCCGMqzq1gcw0i2r56quvcHd3p2XLlpw8eZIZM2bwzDPP3PcFsxBCCCGEEELUhBTNoloyMjKYPXs2GRkZODs78/TTTzN//nxjpyWEEEIIIYQQ9UKWZwujmDNnDps3byY+Pr7CGH9/f7p27crSpUvrZMz7bXl20U0t6w6lciGrdAOv5x9tTfzFbDJyCsjKK8Te2pzmtkrQwZX8QhxUFqCDzLxC/XMntaV+A64Sra7CjbzqizHGFEIIIYQQorZkebaokoyMDObPn8/27du5dOkSzZs3p2vXroSEhNCvXz9jp8emTZvKnBvdUETuSGTV/hS0t/3Jau72pBr15axWMriLM1tOppOuKTC4Hx7kVW9HQEUnpBOxNfGejimEEEIIIcS9Juc0N1Kpqak88sgj/Pe//+X999/n1KlTREdH89hjjzFlyhRjpweAvb09NjY2xk6jzkXuSOSzfYYFc22kawr4bF+KQfEKkKEpYPL6OKIT0itoWXPRCelMXh93T8cUQgghhBDCGKRobqRefvllFAoFsbGxDB8+nLZt29KxY0feeOMNDh8+TFRUFAqFosw1Z84cfR+rV6+mQ4cOKJVK2rdvX+ac5T///JPnnnsOe3t7rK2t6d69O0eOHDGIWbduHa6urqjVap599llyc3P1z/z9/QkJCTGI7d69OzY2Njg5OfH888+TmZlZL79PfSm6qWXV/pR7MtatmjxiayIldVWhU7okO2JrIuX1WF9jCiGEEEIIYSxSNDdCWVlZREdHM2XKFKytrcs8t7OzY8SIEaSnp+uvb775hiZNmtC7d2+g9Kip2bNnM3/+fJKSkliwYAGzZs1i7dq1AOTl5eHn58elS5fYsmULJ0+e5M0330Sr1erHSU5OZvPmzWzbto1t27axd+9eFi5cWGHexcXFzJ07l5MnT7J582ZSU1MrPdu5sLCQnJwcg8vY1h1KrbMZ5qrQUToTHZuSVWd9xqZklZlhru8xhRBCCCGEMBZ5p7kR+uOPP9DpdLRv377CGEtLS/0xUsnJyUyZMoUFCxYwYMAAAMLDw1myZAnDhg0DwM3NjcTERD777DPGjh3L119/zd9//83Ro0ext7cHwMPDw2AMrVZLVFSUfgn26NGj2b17d4W7cY8bN07/b3d3d5YvX06PHj3Iy8tDpVKViY+MjCQiIqKqP8s9cSHrulHGzcytuMitr77qckwhhBBCCCGMRWaaG6HqbJiu0WgYNGgQTz75JNOnTwcgPz+f5ORkxo8fj0ql0l/z5s0jOTkZgPj4eLp166YvmMvj6upq8M6ys7Nzpcutjx8/TlBQEK1atcLGxgY/Pz8A0tLSyo0PCwtDo9Hor4sXL1b5e9eX1vZWRhm3uY3ynvdVl2MKIYQQQghhLDLT3Ah5enqiUCg4ffp0pXElJSWMGDECW1tbPv/8c/39vLw8AFatWsWjjz5q0MbU1BRAP0tdmTt3xlYoFAbLt2+Xn59PQEAAAQEBbNiwAUdHR9LS0ggICKCoqKjcNhYWFlhYWNw1j3tpdE9X5u9IumdLtBWAk7r0KKi64utmj7NaSYamoNz3mutjTCGEEEIIIYxFZpobIXt7ewICAvj444/Jz88v8zw7OxuA119/nVOnTrF582aUyv/NGrZo0YKHHnqI8+fP4+HhYXC5ubkB0LlzZ+Lj48nKqpv3Wk+fPs3Vq1dZuHAhffr0oX379g/cJmAA5k1MmNjH7Z6Mdeu05PAgrzo9O9nUREF4kJfBGPU9phBCCCGEEMYiRXMj9fHHH1NSUoKvry8//PAD586dIykpieXLl9OzZ0/WrFnDJ598wqeffopCoSAjI4OMjAz9LHNERASRkZEsX76cs2fPcurUKdasWcMHH3wAwHPPPYeTkxNPPfUUBw4c4Pz58/zwww8cOnSoRvm2atUKc3NzVqxYwfnz59myZQtz586ts9/jXgob6MWkvm7UVU3prFYyqa8bzmrD5dBOaiUrR/nUy5nJgZ2cWTnKB6d7OKYQQgghhBDGIMuzGyl3d3fi4uKYP38+06ZNIz09HUdHRx555BFWrlxJVFQUJSUlDB482KBdeHg4c+bMYcKECVhZWfH+++8zffp0rK2t8fb21h8RZW5uzn/+8x+mTZvGwIEDuXnzJl5eXnz88cc1ytfR0ZGoqCjeeustli9fjo+PD4sXLy6T34MibKAX0/7VnnWHUrmQdZ3W9lY8/2hr4i9mk5FTQFZeIfbW5jS3VYIOruQX4qCyAB1k5hXqnzupLfF1s8fURMGbgR2ITckiM7eA5jZK/f36EtjJmQFeTvd0TCGEEEIIIe41ha46u0IJ8QDLyclBrVaj0WiwtbU1djpCCCGEEEIII6lObSDLs4UQQgghhBBCiApI0SyEEEIIIYQQQlRA3mkW91xqaipubm6cOHGCrl27Gjsdo8jILuCJ5fu4dr3Y4H4LlSk2SnPMm5jirLakhVqJraUZpiYK7CzNcFBZGLzn3NxGySOtm3L8wjX9u9BqSzNO/pmNDnBrZs3onq6UaHUs2JFIypXrWJqZ8C+vFjxsb12n7yCXaHXyfrMQQgghhGhwpGhuhP7++29mz57N9u3buXz5Mk2bNqVLly7Mnj2b3r17Gzu9Bq/DrJ+5UVz+edSX80q4nHcDgMSMvCr1Z6Kg0nOf525PKnNvV1LpcV3OaiXhQV613u06OiGdiK2JpGsK9Pfqqm8hhBBCCCGMSZZnN0LDhw/nxIkTrF27lrNnz7Jlyxb8/f25evWqsVNr8CormGuqsoL5btI1BUxeH0d0QnqN+4hOSGfy+jiDghkgow76FkIIIYQQwtikaG5ksrOz2b9/P4sWLeKxxx6jdevW+Pr6EhYWxuDBgwkNDWXQoEH6+KVLl6JQKIiOjtbf8/DwYPXq1frPq1evpkOHDiiVStq3b88nn3xiMGZsbCzdunVDqVTSvXt3Tpw4USavhIQEnnjiCVQqFS1atGD06NFcuXJF/9zf35+pU6fy5ptvYm9vj5OTE3PmzKnDX6b+ZWQX1HnBXBd0QMTWREpqUH2XaHVEbE2kvJa37tW0byGEEEIIIe4HUjQ3MiqVCpVKxebNmyksLCzz3M/Pj19//ZWSkhIA9u7di4ODAzExMQBcunSJ5ORk/P39AdiwYQOzZ89m/vz5JCUlsWDBAmbNmsXatWsByMvLY9CgQXh5eXH8+HHmzJlDaGiowZjZ2dk8/vjjdOvWjWPHjhEdHc3ly5d55plnDOLWrl2LtbU1R44c4b333uPdd99l165dFX7XwsJCcnJyDC5jGrRin1HHr0y6poDYlKxqt4tNySozw3w7XS36FkIIIYQQ4n4gRXMj06RJE6Kioli7di12dnb07t2bt956i99++w2APn36kJuby4kTJ9DpdOzbt49p06bpi+aYmBhatmyJh4cHAOHh4SxZsoRhw4bh5ubGsGHDeP311/nss88A+Prrr9FqtXzxxRd07NiRQYMGMX36dIOcPvroI7p168aCBQto37493bp148svv2TPnj2cPXtWH9e5c2fCw8Px9PRkzJgxdO/end27d1f4XSMjI1Gr1frLxcWlLn/KasspuGnU8e8mM7fi4re2bWrStxBCCCGEEPcDKZoboeHDh/PXX3+xZcsWAgMDiYmJwcfHh6ioKOzs7OjSpQsxMTGcOnUKc3NzXnzxRU6cOEFeXh579+7Fz88PgPz8fJKTkxk/frx+BlulUjFv3jySk5MBSEpKonPnziiVSv34PXv2NMjn5MmT7Nmzx6CP9u3bA+j7gdKi+XbOzs5kZmZW+D3DwsLQaDT66+LFi7X74WrJVnl/77vX3EZ596AatqlJ30IIIYQQQtwP7u//FS/qjVKpZMCAAQwYMIBZs2YxYcIEwsPDCQ4Oxt/fn5iYGCwsLPDz8/t/7N15XFT1/vjx12GbYR0E1JmUBBQX3NEstcz1J2mU5a2uaYmppWZmSpm75E1abNE0LW+Fy71Z3tTcwsxyyQ0VcQlzIRBvoagIiMo2M78/+DLXEYbNgRnw/Xw85vFwzvks78+ZgXpzzufzwcfHh1atWvHrr7+yc+dOJk+eDBQ9eg2wbNky7r//frP2HR0dKxxLTk4O4eHhvPvuuyXO6XT/W3nZ2dnZ7JyiKBgMlucIq1QqVCpVheOobpte6cED71i+M25LOk3RFlGV1SXQB51GzYWs3FLnNSuAtoptCyGEEEIIYQ8kaRYAhISEsH79eqBoXvOXX36Jk5MTYWFhQNFCXF9//TWnT582zWdu2LAh99xzD3/88QdDhw4ttd1WrVqxcuVKcnNzTXeb9+/fb1YmNDSU7777joCAAJyc6u5XUuutxtXZwe4WA1OA2eEhVdpT2dFBYXZ4CGNXxaOAWeJc3FpV2xZCCCGEEMIeyOPZd5krV67Qu3dvVq1axbFjx0hOTmbNmjW89957PP744wD06NGDa9eusWnTJlOC3LNnT/71r3+h0+lo3ry5qb2oqCiio6NZuHAhp0+f5vjx43z11Vd8+OGHADz77LMoisLo0aNJTExky5YtzJ8/3yyml19+mYyMDIYMGcLBgwdJSkpi69atjBgxwrQgWV1xcu4juDpb98fuTvJRnUbNkmGhd7SXclgbHUuGhaLVmD+CrbVC20IIIYQQQtha3b2tJ0rl4eHB/fffz0cffURSUhIFBQX4+/szevRopk2bBkC9evVo27YtFy9eNM0t7tGjBwaDwTSfudioUaNwc3Pj/fff5/XXX8fd3Z22bdsyceJEU38bN25kzJgxdOzYkZCQEN59910GDx5sauOee+5hz549TJkyhf/3//4feXl5NGnShLCwMBwc6t7fdU7OfYQLmbk8snAXV28UmJ1r6OGIp9oFFydHdBpXGmrUeLk64+ig4O3qjJ+HigZeajDC5et5NPBU06lJPQ6fu8qF7FwycvLQuDpz9L+ZGIFAX3ee6xqA3mBk3pZEki/fwNXZgf8X0pDGPu50CfSxyl3gsDY6+oVoiUvOIP1aLg081VZrWwghhBBCCFtSjEajbKAq7grZ2dloNBqysrLw8vKydThCCCGEEEIIG6lMblD3buMJIYQQQgghhBBWIkmzEEIIIYQQQghhgcxprqMURWHdunUMGjTI1qGIUuTkFvLK1/HEJWdQqDfg6+aEg4PCzUIjHion2t7jyb1+HnRvWp/7An04fO4qaZk3iU+9ysXsXNxVTgzu2JhuwX4AdzSXWG8wlqhflTZLa0fmNAshhBBCiNpO5jTXUpcuXWLWrFls3ryZixcvUq9ePdq3b8+sWbPo3r07Fy5coF69ena1T7Gt2cuc5scW7ebYf7MrXP72rZxu5eLkgJuLI5m3LCim06iZHR5SoVWrY0+kEbUxkbSsXNMxb7ei/bAr02Zp7VQmDiGEEEIIIWpSZXIDSZprqR49epCfn090dDRBQUFcvHiR7du307p1ax577DFbh2dV+fn5uLi43HE79pA0VzZhrorie7vlbfcUeyKNsaviLSbkFW3TUjsVjUMIIYQQQoiaJguB1XGZmZns3r2bd999l169etGkSRO6dOnC1KlTTQmzoiisX78egJSUFBRFYe3atfTq1Qs3Nzfat2/Pvn37zNpdtmwZ/v7+uLm58cQTT/Dhhx/i7e1tOp+UlMTjjz9Ow4YN8fDw4L777uOnn34yayMgIIC5c+cyZMgQ3N3dadSoEYsXLzYrk5qayuOPP46HhwdeXl48/fTTXLx40XR+zpw5dOjQgX/+858EBgaiVqtN4x41ahT169fHy8uL3r17c/ToUWtd1mqXk1tY7Qkz/O+udNTGRPSG0lNivcFI1MbECiXMZbVZVjsViUMIIYQQQgh7J0lzLeTh4YGHhwfr168nLy+vwvWmT59OZGQkCQkJNG/enCFDhlBYWAjAnj17GDNmDK+++ioJCQn069ePt99+26x+Tk4OAwYMYPv27Rw5coSwsDDCw8NJTU01K/f+++/Tvn17jhw5wptvvsmrr77Ktm3bADAYDDz++ONkZGSwc+dOtm3bxh9//MEzzzxj1sbZs2f57rvvWLt2LQkJCQA89dRTpKen88MPP3D48GFCQ0Pp06cPGRkZpY43Ly+P7Oxss5ctvfbNkRrrywikZeUSl1z6tYlLzjB7lLqqbZbXTnlxCCGEEEIIYe9kIbBayMnJiZiYGEaPHs3SpUsJDQ3l4Ycf5u9//zvt2rWzWC8yMpKBAwcCEBUVRevWrTl79iwtW7bkk08+4ZFHHiEyMhKA5s2bs3fvXjZt2mSq3759e9q3b296P3fuXNatW8eGDRsYP3686Xj37t158803Te3s2bOHjz76iH79+rF9+3aOHz9OcnIy/v7+AKxYsYLWrVtz8OBB7rvvPqDokewVK1ZQv359AH799Vfi4uJIT083zdOeP38+69ev5z//+Q8vvvhiifFGR0cTFRVV+QtcTVKv3qzxPtOvlZ7QWjpe2TYr2s6d9CeEEEIIIYQtyZ3mWmrw4MH89ddfbNiwgbCwMHbs2EFoaCgxMTEW69yaUOt0RXNM09PTATh16hRdunQxK3/7+5ycHCIjI2nVqhXe3t54eHhw8uTJEneau3btWuL9yZMnATh58iT+/v6mhBkgJCQEb29vUxmAJk2amBJmgKNHj5KTk4Ovr6/pTruHhwfJyckkJSWVOt6pU6eSlZVlep0/f97itakJ99ZzrfE+G3iqK3W8sm1WtJ076U8IIYQQQghbkjvNtZharaZfv37069ePmTNnMmrUKGbPnk1ERESp5Z2dnU3/VpSiZZoMBkOF+4uMjGTbtm3Mnz+fZs2a4erqyt/+9jfy8/PvaBylcXd3N3ufk5ODTqdjx44dJcreOu/6ViqVyq5WD//omY60mbO1RvpSAK3mf9tH3a5LoA86jZoLWbkVntdcWpvltVNeHEIIIYQQQtg7udNch4SEhHD9+vUq1W3RogUHDx40O3b7+z179hAREcETTzxB27Zt0Wq1pKSklGhr//79Jd63atUKgFatWnH+/Hmzu76JiYlkZmYSEhJiMb7Q0FAuXLiAk5MTzZo1M3v5+flVdrg24aF2ol3j6l+1u3jV6tnhIRb3SXZ0UJgdHmJWviptltVOReIQQgghhBDC3knSXAtduXKF3r17s2rVKo4dO0ZycjJr1qzhvffe4/HHH69Sm6+88gpbtmzhww8/5MyZM3z22Wf88MMPpjvSAMHBwaaFuY4ePcqzzz5b6p3qPXv28N5773H69GkWL17MmjVrePXVVwHo27cvbdu2ZejQocTHxxMXF8fzzz/Pww8/TOfOnS3G17dvX7p27cqgQYP48ccfSUlJYe/evUyfPp1Dhw5Vacy2sGH8Q5VOnMtKN1VODqZ9lYtpNeoKbfMU1kbHkmGhaDXmj07Xc3OuVJuW2qloHEIIIYQQQtgzeTy7FvLw8OD+++/no48+IikpiYKCAvz9/Rk9ejTTpk2rUpvdu3dn6dKlREVFMWPGDPr3789rr73GokWLTGU+/PBDXnjhBbp164afnx9TpkwpdUXqyZMnc+jQIaKiovDy8uLDDz+kf//+QNFj4d9//z2vvPIKPXr0wMHBgbCwMD755JMy41MUhS1btjB9+nRGjBjBpUuX0Gq19OjRg4YNG1ZpzLayYfxD5OQW8srX8cQlZ1CoN+Dr5oSDg8LNQiMeKifa3uPJvX4edG9an/sCfTh87ippmTeJT73Kxexc3FVODO7YmG7BRXfZ45IzSL+WSwPPokehK3pnN6yNjn4h2hL1K9umpXbkDrMQQgghhKjtFKPRKBuoilKNHj2a33//nd27d1e4TkBAABMnTmTixInVF1gVVWYDcyGEEEIIIUTdVZncQO40C5P58+fTr18/3N3d+eGHH1i+fDmffvqprcMSQgghhBBCCJuRpFmYxMXF8d5773Ht2jWCgoJYuHAho0aNsnVYQgghhBBCCGEz8ni2sEs9e/akQ4cOfPzxx1Zr054ez95/+gp//3J/ieOOQLP6rjT28aChRo2HyokTf2Zx7sp1rufr8XV35l4fNxwdHHBXOePq4sCVnHzcVU480aERTo4OXL6eV+qcYr3ByP4/rrAv6QpGjHiqnDiZls2fmbk08lbzt1B/sznSF7JzycjJw8fdBa3GlU5N6nH43NVS5yzrDUbTfGY/DxUYsRiHEEIIIYQQtlaZ3ECSZmFRREQEy5cvB8DJyYnGjRvz1FNP8dZbb6FWq8upfWcyMjJwdnbG09PTam3aS9Ic8ObmGulHp1EzOzyEsDY6Yk+k8eba42TeKCizjouTA24ujqWWc1DAcMtvi+L2AaI2JpKWlVtuHEIIIYQQQtgDSZqFVURERHDx4kW++uorCgoKOHz4MMOHD2fMmDG8++67tg6v0uwhaa6phBn+t1XViz0C+WxXcrW0X5FfHsVxyPZTQgghhBDCXlQmN5B9mkWZVCoVWq0Wf39/Bg0aRN++fdm2bRtQtFL27Y9Pd+jQgTlz5gBgNBqZM2cO9957LyqVinvuuYcJEyaYyn766acEBwejVqtp2LAhf/vb30znevbsabYC98qVK+ncuTOenp5otVqeffZZ0tPTq23c1WH/6Ss12l9xQrtst/UT5lvbr2i5qI2J6A3yNzohhBBCCFG7yEJgosJOnDjB3r17adKkSYXKf/fdd3z00UesXr2a1q1bc+HCBY4ePQrAoUOHmDBhAitXrqRbt25kZGSUubVVQUEBc+fOpUWLFqSnpzNp0iQiIiLYsmWLxTp5eXnk5eWZ3pe2p3RNKm0Oc3UzAvbwLIkRSMvKJS45g65NfW0djhBCCCGEEBUmSbMo06ZNm/Dw8KCwsJC8vDwcHBxYtGhRheqmpqai1Wrp27cvzs7O3HvvvXTp0sV0zt3dnUcffRRPT0+aNGlCx44dLbb1wgsvmP5dvLL3fffdR05ODh4eHqXWiY6OJioqqhKjFdUt/Vrp856FEEIIIYSwV/J4tihTr169SEhI4MCBAwwfPpwRI0YwePDgCtV96qmnuHnzJkFBQYwePZp169ZRWFgIQL9+/WjSpAlBQUE899xz/Otf/+LGjRsW2zp8+DDh4eHce++9eHp68vDDDwNFybclU6dOJSsry/Q6f/58JUYuqkMDz+pdQE4IIYQQQghrk6RZlMnd3Z1mzZrRvn17vvzySw4cOMAXX3wBgIODA7evI1dQ8L9Vl/39/Tl16hSffvoprq6ujBs3jh49elBQUICnpyfx8fF8/fXX6HQ6Zs2aRfv27cnMzCwRw/Xr1+nfvz9eXl7861//4uDBg6xbtw6A/Px8i7GrVCq8vLzMXra0+oUHarxPhaJVr21NoWgV7S6BPrYORQghhBBCiEqRpFlUmIODA9OmTWPGjBncvHmT+vXrk5aWZjqfnZ1NcrL5olOurq6Eh4ezcOFCduzYwb59+zh+/DhQtI1V3759ee+99zh27BgpKSn8/PPPJfr9/fffuXLlCu+88w4PPfQQLVu2rHWLgAE80Lxm5/IW58qjHwqs1vZv/7elcrPDQ2S/ZiGEEEIIUetI0iwq5amnnsLR0ZHFixfTu3dvVq5cye7duzl+/DjDhw/H0dHRVDYmJoYvvviCEydO8Mcff7Bq1SpcXV1p0qQJmzZtYuHChSQkJHDu3DlWrFiBwWCgRYsWJfq89957cXFx4ZNPPuGPP/5gw4YNzJ07tyaHbTUp7wyssb60GjVLhoUydUAIS4eF4u3mXG4dlZODxXK357tajZqlw0JZOiwUrcbyY9fFcch2U0IIIYQQojaShcBEpTg5OTF+/Hjee+89zpw5Q3JyMo8++igajYa5c+ea3Wn29vbmnXfeYdKkSej1etq2bcvGjRvx9fXF29ubtWvXMmfOHHJzcwkODubrr7+mdevWJfqsX78+MTExTJs2jYULFxIaGsr8+fN57LHHanLoVpPyzkD2n75S6mrajkCz+q409vGgoUaNh8qJE39mce7Kda7n6/F1d+ZeHzccHRxwVznj6uLAlZx83FVOPNGhEU6ODly+nkcDz6JHoYvv7Ia10dEvRMv+P66wL+kKRox4qpw4mZbNn5m5NPJW87dQf7oF+wEQl5zBhexcMnLy8HF3QatxpVOTehw+d5X0a7kl2u8XoiUuOYP0a7n4eajASKlxCCGEEEIIUdsoxtsnpQpRR1VmA3MhhBBCCCFE3VWZ3EAezxZCCCGEEEIIISyQpFkIIYQQQgghhLBA5jSLGqEoCuvWrWPQoEGlnt+xYwe9evXi6tWreHt7ExMTw8SJE0vdgqqu0BuMpjnGYOS+Jj6cTr9GasZNjEYjHmonnBwUugb58UBT37tiXrDeYDTNjZb50EIIIYQQwh5I0iys4sKFC7z99tts3ryZP//8kwYNGtChQwcmTpxInz59yq3frVs30tLS0Gg0NRCt7cWeSOPNtcfJvFFwy9GkUssu+iUJbzdn3nmybZ1egTr2RBpRGxNJy8o1HdNp1MwOD6nT4xZCCCGEEPZNHs8WdywlJYVOnTrx888/8/7773P8+HFiY2Pp1asXL7/8coXacHFxQavVoih1/65i7Ik0xqyKvy1hLlvmjQLGrIon9kRa+YVrodgTaYxdFW+WMANcyMplbB0etxBCCCGEsH+SNIs7Nm7cOBRFIS4ujsGDB9O8eXNat27NpEmT2L//f9sqXb58mSeeeAI3NzeCg4PZsGGD6dyOHTtQFKXMx7G///57QkNDUavVBAUFERUVRWFhYXUOzer0BiNzNiRWuf6cDb+hN9StBe/1BiNRGxMpbVTFx6I2Jta5cQshhBBCiNpBkmZxRzIyMoiNjeXll1/G3d29xHlvb2/Tv6Oionj66ac5duwYAwYMYOjQoWRkZFSon927d/P888/z6quvkpiYyGeffUZMTAxvv/22xTp5eXlkZ2ebvWyteP/jqrqQnUdccsWuWW0Rl5xR4g7zrYxAWlZunRu3EEIIIYSoHSRpFnfk7NmzGI1GWrZsWW7ZiIgIhgwZQrNmzZg3bx45OTnExcVVqJ+oqCjefPNNhg8fTlBQEP369WPu3Ll89tlnFutER0ej0WhML39//wqPq7qkX6t6wmzNNuxJRcdT18YthBBCCCFqB1kITNwRo7Hij8y2a9fO9G93d3e8vLxIT0+vUN2jR4+yZ88eszvLer2e3Nxcbty4gZubW4k6U6dOZdKkSab32dnZNk+cG3iq7aINe1LR8dS1cQshhBBCiNpBkmZxR4KDg1EUhd9//73css7OzmbvFUXBYDBUqJ+cnByioqJ48sknS5xTq0tPplQqFSqVqkLt15QugT5ovdRVfkRb66WiS6CPlaOyrS6BPug0ai5k5ZY6r1kBtBp1nRu3EEIIIYSoHeTxbHFHfHx86N+/P4sXL+b69eslzltrn+XQ0FBOnTpFs2bNSrwcHGrP19jRQWHOYyFVrj/nsdZ1bt9iRweF2eFF1+T2kRW/nx0eUufGLYQQQgghaofak20Iu7V48WL0ej1dunThu+++48yZM5w8eZKFCxfStWtXq/Qxa9YsVqxYQVRUFL/99hsnT55k9erVzJgxwyrt16SwNjqWDgvF2825/ML/x9vNmaXDQuvsfsVhbXQsGRaKVmP+1IBWo2ZJHR63EEIIIYSwf/J4trhjQUFBxMfH8/bbbzN58mTS0tKoX78+nTp1YsmSJVbpo3///mzatIm33nqLd999F2dnZ1q2bMmoUaOs0n5NC2ujo1+Ilv1/XGFf0hXAyH1NfDidfo3UjJsYjUY81E44OSh0DfLjgaa+df5Oa/E1iUvOIP1aLg08ix7JruvjFkIIIYQQ9k0xVmYlJyFqsezsbDQaDVlZWXh5edk6HCGEEEIIIYSNVCY3kMezhRBCCCGEEEIICyRpFkIIIYQQQgghLJCkWQghhBBCCCGEsEAWAqujIiIiyMzMZP369XW275iYGCZOnGi1ba1qit5gZO/Zy6w5dJ741Kvk5BXigBGDwUh2ngEDRX/N0no60UDjipuLM/Xcnfnj0nXSsor2d27Z0IOxDwfzYIv6poWy8gsNrNyXQsqVG4CRdo29yb5ZgI+7C1qNa7UsqqU3GK26cJe12xNCCCGEEOJOSdJsRy5dusSsWbPYvHkzFy9epF69erRv355Zs2bRvXv3SrW1YMECbl3jrWfPnnTo0IGPP/7YylGLyog9kcbkb49yPV9fZjkD8Ne1Qv66dq3U8/tTMtmfchAXJwcW/r0DR1Kvsmx3MgazZf1SzeroNGpmh4dYbfum2BNpRG1MNCXyd9qHtdsTQgghhBDCGuTxbDsyePBgjhw5wvLlyzl9+jQbNmygZ8+eXLlypdJtaTQavL29rR9kGfR6PQaDoUb7rE1iT6QxZlV8uQlzZeQXGhizKp7Pdt2eMJeUlpXL2FXxxJ5Iu+N+Y0+kMXZVvFmCC3Chin1Yuz0hhBBCCCGsRZJmO5GZmcnu3bt599136dWrF02aNKFLly5MnTqVxx57jMjISB599FFT+Y8//hhFUYiNjTUda9asGf/85z+BokekBw0aZPr3zp07WbBgAYqioCgKKSkpREREmN7f+tqxYwcAeXl5REZG0qhRI9zd3bn//vtN56Do8Whvb282bNhASEgIKpWK1FTzu5sAsbGxPPjgg3h7e+Pr68ujjz5KUlKS6XxKSgqKorB27Vp69eqFm5sb7du3Z9++fWbtxMTEcO+99+Lm5sYTTzxRpT8m2IreYGTOhkRbh4ERiNqYiL68DLsMeoORqI2JlNZC8bHK9GHt9oQQQgghhLAmSZrthIeHBx4eHqxfv568vLwS5x9++GF+/fVX9Pqiu5Q7d+7Ez8/PlMT++eefJCUl0bNnzxJ1FyxYQNeuXRk9ejRpaWmkpaXh7+/PggULTO/T0tJ49dVXadCgAS1btgRg/Pjx7Nu3j9WrV3Ps2DGeeuopwsLCOHPmjKntGzdu8O677/LPf/6T3377jQYNGpTo//r160yaNIlDhw6xfft2HBwceOKJJ0rclZ4+fTqRkZEkJCTQvHlzhgwZQmFhIQAHDhxg5MiRjB8/noSEBHr16sU//vGPMq9pXl4e2dnZZi9biUvO4EJ2bvkFa0BaVi5xyRlVrh+XnFHijvCtjJXsw9rtCSGEEEIIYU0yp9lOODk5ERMTw+jRo1m6dCmhoaE8/PDD/P3vf6ddu3Y89NBDXLt2jSNHjtCpUyd27drF66+/blpsa8eOHTRq1IhmzZqVaFuj0eDi4oKbmxtardbsuEajAWDt2rV89tln/PTTT2i1WlJTU/nqq69ITU3lnnvuASAyMpLY2Fi++uor5s2bB0BBQQGffvop7du3tzi2wYMHm73/8ssvqV+/PomJibRp08Z0PDIykoEDBwIQFRVF69atOXv2LC1btmTBggWEhYXxxhtvANC8eXP27t1rdqf9dtHR0URFRVk8X5PSr9lHwlzsTuKpaF1blRNCCCGEEMKa5E6zHRk8eDB//fUXGzZsICwsjB07dhAaGmp6DLp9+/bs2LGD48eP4+LiwosvvsiRI0fIyclh586dPPzww1Xq98iRIzz33HMsWrTItODY8ePH0ev1NG/e3HQX3MPDg507d5o9Wu3i4kK7du3KbP/MmTMMGTKEoKAgvLy8CAgIACjxKPet7eh0RQs/paenA3Dy5Enuv/9+s/Jdu3Yts9+pU6eSlZVlep0/f77M8tWpgafaZn2X5k7iqWhdW5UTQgghhBDCmuROs51Rq9X069ePfv36MXPmTEaNGsXs2bOJiIigZ8+e7NixA5VKxcMPP4yPjw+tWrXi119/ZefOnUyePLnS/V24cIHHHnuMUaNGMXLkSNPxnJwcHB0dOXz4MI6OjmZ1PDw8TP92dXVFUcreEig8PJwmTZqwbNky7rnnHgwGA23atCE/P9+snLOzs+nfxW3eycJiKpUKlUpV5frW1CXQB62X2i4e0dZpirZyqqougT7oNGouZOWWOg9ZAbSV6MPa7QkhhBBCCGFNcqfZzoWEhHD9+nXgf/Oat2/fbpq73LNnT77++mtOnz5d6nzmYi4uLqb50MVyc3N5/PHHadmyJR9++KHZuY4dO6LX60lPT6dZs2Zmr1sf8S7PlStXOHXqFDNmzKBPnz60atWKq1evVrh+sVatWnHgwAGzY/v37690O7bi6KAw57EQW4eBAswOD7mjvY8dHRRmh4eY2ru9fSrZh7XbE0IIIYQQwpokabYTV65coXfv3qxatYpjx46RnJzMmjVreO+993j88ccB6NGjB9euXWPTpk1mSfO//vUvdDodzZs3t9h+QEAABw4cICUlhcuXL2MwGHjppZc4f/48Cxcu5NKlS1y4cIELFy6Qn59P8+bNGTp0KM8//zxr164lOTmZuLg4oqOj2bx5c4XHVa9ePXx9ffn88885e/YsP//8M5MmTar09ZkwYQKxsbHMnz+fM2fOsGjRojLnM9ujsDY6lg4Lxd3FsfzCFeTi5MDSYaG81COQ8nJKnUbNkmGhVtnzOKyNjiXDQtFqzB+Z1laxD2u3J4QQQgghhLXI49l2wsPDg/vvv5+PPvqIpKQkCgoK8Pf3Z/To0UybNg0oSkDbtm3LxYsXTStc9+jRA4PBUO585sjISIYPH05ISAg3b94kOTmZnTt3kpaWRkiI+R3QX375hZ49e/LVV1/xj3/8g8mTJ/Pnn3/i5+fHAw88YLb1VXkcHBxYvXo1EyZMoE2bNrRo0YKFCxeWeVe8NA888ADLli1j9uzZzJo1i759+zJjxgzmzp1bqXZsLayNjn4hWvaevcyaQ+eJT71KTl4hDhgxGIxk5xkwUPTXLK2nEw00rri5OFPP3Zk/Ll03rTLdsqEHYx8O5sEW9XF0UAhro2Py/2vJyn0ppFy5ARhp19ib7JsF+Li7oNW40iXQx6p3a4vHEpecQfq1XBp4qu+oD2u3J4QQQgghhDUoRqNRNj8Vd4Xs7Gw0Gg1ZWVl4eXnZOhwhhBBCCCGEjVQmN5DHs4UQQgghhBBCCAskaRZCCCGEEEIIISyQOc0CKNriad26dQwaNMjWoQCwY8cOevXqxdWrV/H29rZ1OFZ3ITOXgZ/sIuN6gWmbJW+1gq+7CpWzE/l6PYriQCutJ091upduwX44OijoDUbikjO4kJ1LRk5eqfOVi8vUpnnBt8bs56ECI1y+nldr4hdCCCGEEHWXJM11QEREBJmZmaxfv97WoVhNt27dSEtLQ6PR2DoUq2s18wduFpTcfzoz10hmrvk+zmfSr7Ph2AXcXBx57oF72XA0zbQY2K10GrVp26aojYlmZYrP2esK1LEn0krEfCt7j18IIYQQQtRt8ni2sEsuLi5otVoUpW7dYbSUMJfnRr6ez3YlW0ws07JyGbMqnjGr4kuUuZCVy9hV8cSeSKtSzNUp9kQaY0uJ+Vb2HL8QQgghhKj7JGmuY3r27MmECRN444038PHxQavVMmfOHLMyZ86coUePHqjVakJCQti2bVuJdo4fP07v3r1xdXXF19eXF198kZycHNP5iIgIBg0axPz589HpdPj6+vLyyy9TUFBgKpOXl0dkZCSNGjXC3d2d+++/nx07dpjOnzt3jvDwcOrVq4e7uzutW7dmy5YtQNHj2YqikJmZCRTtYz1kyBAaNWqEm5sbbdu25euvv7behasBFzJzq5Qw36nix7+jNiaiN9jPYvl6g5GojYmUF5G9xi+EEEIIIe4OkjTXQcuXL8fd3Z0DBw7w3nvv8dZbb5kSY4PBwJNPPomLiwsHDhxg6dKlTJkyxaz+9evX6d+/P/Xq1ePgwYOsWbOGn376ifHjx5uV++WXX0hKSuKXX35h+fLlxMTEEBMTYzo/fvx49u3bx+rVqzl27BhPPfUUYWFhnDlzBoCXX36ZvLw8du3axfHjx3n33Xfx8PAodUy5ubl06tSJzZs3c+LECV588UWee+454uLiLF6HvLw8srOzzV629Ognu2zWt5Giu9FxyRk2i+F2cckZZd5hvpU9xi+EEEIIIe4OMqe5DmrXrh2zZ88GIDg4mEWLFrF9+3b69evHTz/9xO+//87WrVu55557AJg3bx6PPPKIqf6///1vcnNzWbFiBe7u7gAsWrSI8PBw3n33XRo2bAhAvXr1WLRoEY6OjrRs2ZKBAweyfft2Ro8eTWpqKl999RWpqammfiIjI4mNjeWrr75i3rx5pKamMnjwYNq2bQtAUFCQxTE1atSIyMhI0/tXXnmFrVu38u2339KlS5dS60RHRxMVFVXVy2h12bmFtg6B9GsVS1JrQlVisaf4hRBCCCHE3UHuNNdB7dq1M3uv0+lIT08H4OTJk/j7+5sSWYCuXbualT958iTt27c3JcwA3bt3x2AwcOrUKdOx1q1b4+joWGo/x48fR6/X07x5czw8PEyvnTt3kpSUBMCECRP4xz/+Qffu3Zk9ezbHjh2zOCa9Xs/cuXNp27YtPj4+eHh4sHXrVlJTUy3WmTp1KllZWabX+fPnLZatCV5q2/+NqoGn2tYhmFQlFnuKXwghhBBC3B1s/3/xwuqcnZ3N3iuKgsFg/bm0ZfWTk5ODo6Mjhw8fNkusAdMj2KNGjaJ///5s3ryZH3/8kejoaD744ANeeeWVEn29//77LFiwgI8//pi2bdvi7u7OxIkTyc/PtxifSqVCpVLd6TCtZtMrPXjgne026VsBtJqi7ZvsRZdAH3QaNReycsud12yP8QshhBBCiLuD3Gm+y7Rq1Yrz58+Tlva/lYj3799foszRo0e5fv266diePXtwcHCgRYsWFeqnY8eO6PV60tPTadasmdlLq9Wayvn7+zNmzBjWrl3L5MmTWbZsWant7dmzh8cff5xhw4bRvn17goKCOH36dGWGbnNabzWuztX/I3f7euPF72eHh9jVfseODoppm6yyorLX+IUQQgghxN1Bkua7TN++fWnevDnDhw/n6NGj7N69m+nTp5uVGTp0KGq1muHDh3PixAl++eUXXnnlFZ577jnTfObyNG/enKFDh/L888+zdu1akpOTiYuLIzo6ms2bNwMwceJEtm7dSnJyMvHx8fzyyy+0atWq1PaCg4PZtm0be/fu5eTJk7z00ktcvHjxzi6GDZyc+0iVEmc3F0de6hGITlP648k6jZqlw0JZOiwU7W1ltBo1S4aF2uU+x2FtdCwpJeZb2XP8QgghhBCi7pPHs+8yDg4OrFu3jpEjR9KlSxcCAgJYuHAhYWFhpjJubm5s3bqVV199lfvuuw83NzcGDx7Mhx9+WKm+vvrqK/7xj38wefJk/vzzT/z8/HjggQd49NFHgaJ5yi+//DL//e9/8fLyIiwsjI8++qjUtmbMmMEff/xB//79cXNz48UXX2TQoEFkZWVV/WLYyMm5j3AhM5eBn+wi43qB6dFkb7WCr7sKlbMT+Xo9iuJAK60nT3W6l27Bfjg6KLwR1oq45AwuZOeSkZOHj7sLWo0rXQJ9THdh+4VoiUvOIP1aLg081Wbn7FFYG51ZzH4eKjDC5et5tSJ+IYQQQghRtylGo1E2PhV3hezsbDQaDVlZWXh5edk6HCGEEEIIIYSNVCY3kMezhRBCCCGEEEIICyRpFkIIIYQQQgghLJA5zULYQOrlG4Qt2MmNgv9tBebhDC5OjqicHXBXOVHfQ019TxWNfNzwcXOhnpsLR/+biREI9HXn2fubkHA+s9bMXb6d3mAsc+51WefLqyuEEEIIIYS1SNIsKi0iIoLMzEzWr19v61BqpWbTNlNYyrbZOQVAgR5u6oECzl66WWY7czefNHuv06iZHR5SK1aZjj2RRtTGRNKyck3Hbo2/rPNAmXWFEEIIIYSwJlkITFRabU2a7WEhMEsJszUU32e19+2ZYk+kMXZVPLf/4imO/8UegXy+K7nU85Z+WdWWsQshhBBCCPsgC4GJGhMbG8uDDz6It7c3vr6+PProoyQlJZnOp6SkoCgKq1evplu3bqjVatq0acPOnTtNZfR6PSNHjiQwMBBXV1datGjBggULzPqJiIhg0KBBzJ8/H51Oh6+vLy+//DIFBQU1NtY7lXr5RrUlzPC/hDJqYyJ6g33+LUxvMBK1MbHU5Lf42LLdJRPmW8+XpjaMXQghhBBC1E6SNIs7cv36dSZNmsShQ4fYvn07Dg4OPPHEExgM5tnh66+/zuTJkzly5Ahdu3YlPDycK1euAGAwGGjcuDFr1qwhMTGRWbNmMW3aNL799luzNn755ReSkpL45ZdfWL58OTExMcTExFiMLS8vj+zsbLOXLYUt2Fl+oTtkBNKycolLzqj2vqoiLjnD7LHq2xmBqua89j52IYQQQghRO8mcZnFHBg8ebPb+yy+/pH79+iQmJtKmTRvT8fHjx5vKLlmyhNjYWL744gveeOMNnJ2diYqKMpUNDAxk3759fPvttzz99NOm4/Xq1WPRokU4OjrSsmVLBg4cyPbt2xk9enSpsUVHR5u1a2s3C6rxNvNt0q9ZTkxtqSbistexCyGEEEKI2knuNIs7cubMGYYMGUJQUBBeXl4EBAQAkJqaalaua9eupn87OTnRuXNnTp7830JWixcvplOnTtSvXx8PDw8+//zzEm20bt0aR0dH03udTkd6errF2KZOnUpWVpbpdf78+TsZ6h1zda65H7cGnuoa66syaiIuex27EEIIIYSonSRpFnckPDycjIwMli1bxoEDBzhw4AAA+fn5FW5j9erVREZGMnLkSH788UcSEhIYMWJEiTacnZ3N3iuKUuIx8FupVCq8vLzMXrYU++rD1d6HQtFK0l0Cfaq9r6roEuiDTqPG0uZQClDVnaPsfexCCCGEEKJ2kqRZVNmVK1c4deoUM2bMoE+fPrRq1YqrV6+WWnb//v2mfxcWFnL48GFatWoFwJ49e+jWrRvjxo2jY8eONGvWzGwxsbriXj83nKrxJ64415wdHmK3exY7OiimbaNuj7D4/eiHAlHKOF9WXXseuxBCCCGEqJ0kaRZVVq9ePXx9ffn88885e/YsP//8M5MmTSq17OLFi1m3bh2///47L7/8MlevXuWFF14AIDg4mEOHDrF161ZOnz7NzJkzOXjwYE0OpcacnTew2hJnrUZdK7ZcCmujY8mwULQa88eoi+OfOiDE4vmlw0JZWkZdex+7EEIIIYSofWQhMFFpBoMBJycnHBwcWL16NRMmTKBNmza0aNGChQsX0rNnzxJ13nnnHd555x0SEhJo1qwZGzZswM/PD4CXXnqJI0eO8Mwzz6AoCkOGDGHcuHH88MMPNTyymnF23kBSL98gbMFObtyyOJiHM7g4OaJydsBd5UR9DzX1PVU08nHDx82Fem4uHP1vJkYg0NedZ+9vQsL5TNKv5dLAs+ix5NpylzWsjY5+IVrikjNKjb+882WdE0IIIYQQwpoUo9Eom5qKSgkLC6NZs2YsWrSo3LIpKSkEBgZy5MgROnToUP3BlaEyG5gLIYQQQggh6q7K5AbyeLaosKtXr7Jp0yZ27NhB3759bR2OEEIIIYQQQlQ7eTxbVNgLL7zAwYMHmTx5Mo8//ritwxFCCCGEEEKIaidJs6iwdevWVbpOQEAAlZ0BYE+PdFeX/EIDK/elkHz5Ohezc6nvpaKpnwfP3Hcv3xxM5VzGDfzrudGyoScZN/Px81BhMBg5kJwBGOka5McDTX1LzOPVG4x37Vzfu3nsQgghhBCi+sicZmFm3759PPjgg4SFhbF582artRsTE8PEiRPJzMwst6xer+fSpUv4+fnh5GS9v+vYy5zm6C2JLNudjOEOf/K83Zx558m2phWjY0+kEbUxkbSsXFMZnUbN7PCQOr+q9N08diGEEEIIUXkyp1lU2RdffMErr7zCrl27+Ouvv2q8//z8fBwdHdFqtVZNmO1F9JZEPtt15wkzQOaNAsasiif2RBqxJ9IYuyreLGkEuJCVy9j/K1NX3c1jF0IIIYQQ1U+SZmGSk5PDN998w9ixYxk4cCAxMTGmczExMXh7e5uVX79+PYryv8dfjx49Sq9evfD09MTLy4tOnTpx6NAhduzYwYgRI8jKykJRFBRFYc6cOUDR49tz587l+eefx8vLixdffJGUlBQURSEhIQEouvM8cuRIAgMDcXV1pUWLFixYsKCar4b15RcaWLY72ertztnwG3M2/EZpeXjxsaiNieitkanbGb3BSNTGxLty7EIIIYQQomZI0ixMvv32W1q2bEmLFi0YNmwYX375ZaXmIw8dOpTGjRtz8OBBDh8+zJtvvomzszPdunXj448/xsvLi7S0NNLS0oiMjDTVmz9/Pu3bt+fIkSPMnDmzRLsGg4HGjRuzZs0aEhMTmTVrFtOmTePbb78tM568vDyys7PNXra0cl+KVe4w3+5Cdh4XsvMsnjcCaVm5xCVnWL9zG4tLzihxh/lWdXnsQgghhBCiZtS9519FlX3xxRcMGzYMKNqLOSsri507d9KzZ88K1U9NTeX111+nZcuWAAQHB5vOaTQaFEVBq9WWqNe7d28mT55sep+SkmJ23tnZmaioKNP7wMBA9u3bx7fffsvTTz9tMZ7o6GizerZ2LuOGTftPv2Y5uaytKjqmujh2IYQQQghRM+ROswDg1KlTxMXFMWTIEACcnJx45pln+OKLLyrcxqRJkxg1ahR9+/blnXfeISkpqUL1OnfuXG6ZxYsX06lTJ+rXr4+Hhweff/45qampZdaZOnUqWVlZptf58+crFE91aeLjZtP+G3iqbdp/dajomOri2IUQQgghRM2QpFkARXeZCwsLueeee3BycsLJyYklS5bw3XffkZWVhYODQ4lHtQsKCszez5kzh99++42BAwfy888/ExISUqFtqtzd3cs8v3r1aiIjIxk5ciQ//vgjCQkJjBgxgvz8/DLrqVQqvLy8zF629FzXAKpjByStlwqtlwpLTSsUrSTdJdDH+p3bWJdAH3Qa9V05diGEEEIIUTMkaRYUFhayYsUKPvjgAxISEkyvo0ePcs899/D1119Tv359rl27xvXr1031ihfqulXz5s157bXX+PHHH3nyySf56quvAHBxcUGv11cpvj179tCtWzfGjRtHx44dadasWYXvYtsTFycHRj8UaPV25zzWmjmPtQYokTwWv58dHlIn9yx2dFCYHR4C3H1jF0IIIYQQNUOSZsGmTZu4evUqI0eOpE2bNmavwYMH88UXX3D//ffj5ubGtGnTSEpK4t///rfZ6to3b95k/Pjx7Nixg3PnzrFnzx4OHjxIq1atgKJVsnNycti+fTuXL1/mxo2Kz+8NDg7m0KFDbN26ldOnTzNz5kwOHjxo7ctQI6YOCOGlHoFWuePs7ebM0mGhhLXREdZGx5JhoWg15o8hazVqlvxfmbrqbh67EEIIIYSofoqxMssjizopPDwcg8HA5s2bS5yLi4vj/vvv5+jRo/zxxx+8/vrr/Pnnn/Tp04fHHnuMF198EaPRSH5+PsOHD2fPnj1cvHgRPz8/nnzySd5//33U6qJkZuzYsaxZs4YrV64we/Zs5syZQ0BAABMnTmTixImmPlNSUggMDOTIkSN06NCBvLw8xowZw7p161AUhSFDhqDRaPjhhx9KvdttSWU2MK9u+YUGVu5LIfnydS5m51LfS0VTPw+eue9evjmYyrmMG/jXc6NlQ08ybubj56HCYDByIDkDMNI1yI8HmvqWuIOqNxiJS84g/VouDTyLHku+W+6y3s1jF0IIIYQQlVOZ3ECSZnHXsKekWQghhBBCCGE7lckN5PFsIYQQQgghhBDCAkmahRBCCCGEEEIIC5xsHYAQULRd1fr1601zlCMiIsjMzGT9+vU2jas66A1GtideZNb3J7hyPQ+9AQy3nL+/kZqLuQqFBiMdG2sIaeTNtdxCHBToGuTHfYE+HD53lbTMm8SnXuVidi7uKicGd2xMt2C/Cs/jvX0OcKcm9Th87qrFOcHF87DPZdygiY8bz3UNwMXJocw27W1esb3HJ4QQQggh7I/Maa7j9u3bx4MPPkhYWFipC31VVUxMDBMnTiQzM9Mq7d2eNGdlZWE0GvH29rZK+2Afc5pjT6Qx7l/xGO7gp04BLFV3c3Hkw6fbl7tidOyJNKI2JpKWlWs65qBgFpdOo2Z2eAhhbXREb0lk2e5ks/MOCox+KJCpA0IstnlrG7Zm7/EJIYQQQoiaI3OahckXX3zBK6+8wq5du/jrr79qvP/8/Pwq1dNoNFZNmO1B7Ik0xqy6s4QZLCfMADfy9YxZFU/sibQy4xi7Kt4seQRKxHUhK5exq+IZveIgn+1KLnHeYITPdiUTvSXRYpvFbZQVT02w9/iEEEIIIYT9kqS5DsvJyeGbb75h7NixDBw40Gxf5ZiYmBJJ6fr161GU/z2qevToUXr16oWnpydeXl506tSJQ4cOsWPHDkaMGEFWVhaKoqAoCnPmzAGK9mOeO3cuzz//PF5eXrz44osATJkyhebNm+Pm5kZQUBAzZ86koKDAYuwREREMGjTI9D42NpYHH3wQb29vfH19efTRR0lKSrrja1RT9AYjs77/rcb6m/39CfSlZOd6g5GojYllJt7FistsS0wvs9yy3cnM/v5EqW0WH4vamFhqPDWhrDHbQ3xCCCGEEMK+SdJch3377be0bNmSFi1aMGzYML788ksq8zT+0KFDady4MQcPHuTw4cO8+eabODs7061bNz7++GO8vLxIS0sjLS2NyMhIU7358+fTvn17jhw5wsyZMwHw9PQkJiaGxMREFixYwLJly/joo48qHMv169eZNGkShw4dYvv27Tg4OPDEE09gMBgs1snLyyM7O9vsZStF82jzaqy/i9fyiUvOKDWO2++2lqUi3xaDsai/stpIy8otNZ6aUN6YbR2fEEIIIYSwb7IQWB32xRdfMGzYMADCwsLIyspi586d9OzZs0L1U1NTef3112nZsiUAwcHBpnMajQZFUdBqtSXq9e7dm8mTJ5sdmzFjhunfAQEBREZGsnr1at54440KxTJ48GCz919++SX169cnMTGRNm3alFonOjqaqKioCrVf3dKvVTxRrc4+bRGHrfuuaL+2vDZCCCGEEMJ+yZ3mOurUqVPExcUxZMgQAJycnHjmmWf44osvKtzGpEmTGDVqFH379uWdd96p8OPQnTt3LnHsm2++oXv37mi1Wjw8PJgxYwapqakVjuXMmTMMGTKEoKAgvLy8CAgIACizjalTp5KVlWV6nT9/vsL9WVsDT7Vd9GmLOGzdd0X7teW1EUIIIYQQ9kuS5jrqiy++oLCwkHvuuQcnJyecnJxYsmQJ3333HVlZWTg4OJR4VPv2OcZz5szht99+Y+DAgfz888+EhISwbt26cvt2d3c3e79v3z6GDh3KgAED2LRpE0eOHGH69OmVWiQsPDycjIwMli1bxoEDBzhw4ABQ9kJjKpUKLy8vs5etdAn0oYGnqsb6a+jpQpdAn1Lj0GnUVHSTpYqUc1CK+rNUVqFolerS4qkJ5Y3Z1vEJIYQQQgj7JklzHVRYWMiKFSv44IMPSEhIML2OHj3KPffcw9dff039+vW5du0a169fN9Ur3u7pVs2bN+e1117jxx9/5Mknn+Srr74CwMXFBb1eX6F49u7dS5MmTZg+fTqdO3cmODiYc+fOVXg8V65c4dSpU8yYMYM+ffrQqlUrrl69WuH69sDRQeGtx1vXWH9Rj7cpdf9hRweF2eFFW0SVlxAXn+8X0qDMcqMfCiTq8Taltln8fnZ4iM32Qy5rzPYQnxBCCCGEsG+SNNdBmzZt4urVq4wcOZI2bdqYvQYPHswXX3zB/fffj5ubG9OmTSMpKYl///vfZqtr37x5k/Hjx7Njxw7OnTvHnj17OHjwIK1atQKK5iXn5OSwfft2Ll++zI0bNyzGExwcTGpqKqtXryYpKYmFCxdW6I51sXr16uHr68vnn3/O2bNn+fnnn5k0aVKVr4+thLXRsXRYKHeam5VV3c3FkaXDQsvcdzisjY4lw0LRaswfR749Lq1GzZJhoSx7/j5e6hFY4ryDAi/1KNqn2VKbxW3Yeh9ke49PCCGEEELYL8VYmeWURa0QHh6OwWBg8+bNJc7FxcVx//33c/ToUf744w9ef/11/vzzT/r06cNjjz3Giy++iNFoJD8/n+HDh7Nnzx4uXryIn58fTz75JO+//z5qdVHiMXbsWNasWcOVK1eYPXs2c+bMISAggIkTJzJx4kSzft944w2+/PJL8vLyGDhwIA888ABz5swhMzMTKHoUfP369aa73REREWRmZrJ+/XoAfvrpJyZMmMAff/xBixYtWLhwIT179mTdunVmW1OVpTIbmFcnvcHI9sSLzPr+BFeu56E3wK1rgN/fSM3FXIVCg5GOjTWENPLmWm4hDgp0DfLjvkAfDp+7SlrmTeJTr3IxOxd3lRODOzamW7Bfhe+Y6g3G/1vVO5cGnmo6NanH4XNXTe+7BPqYtZVfaGDlvhTOZdygiY8bz3UNwMXJocw2b2/D1uw9PiGEEEIIUTMqkxtI0izuGvaSNAshhBBCCCFsqzK5gTyeLYQQQgghhBBCWCBJsxBCCCGEEEIIYYEkzUIIIYQQQgghhAVOtg5AiNLcvhBYXXMpO49HP9nNxWt5Zse17g7c1CsoKOj1eq4XGDECGrXCiIeaEtrYh4yb+WaLWBUvbnUhO5eMnDx83F3QalzvqkWubLHAlywqJoQQQghxd5CkWVjdrQlvz5496dChAx9//LGtw7Ib7eZsJTu3sNRzF64bSj2emWvko21nzY7pNGoea69jw9E00rJyS9TRadTMDg+p89spxZ5II2pjotk1qO6x26JPIYQQQghhG/J4thA1qKyEubLSsnL5bFdyqQlz8fmxq+KJPZFmlf7sUeyJNMauii9xDS5U49ht0acQQgghhLAdSZpFtYmIiGDnzp0sWLAARVFQFIWUlBT0ej0jR44kMDAQV1dXWrRowYIFCyy2s2LFCnx9fcnLM3+UedCgQTz33HPVPQyruZSdZ7WEuaKMQNTGRPSGureznN5gJGpjIqWNrPiYtcduiz6FEEIIIYRtSdIsqs2CBQvo2rUro0ePJi0tjbS0NPz9/TEYDDRu3Jg1a9aQmJjIrFmzmDZtGt9++22p7Tz11FPo9Xo2bNhgOpaens7mzZt54YUXLPafl5dHdna22cuWnvj0V5v0m5aVS1xyhk36rk5xyRkW77JDURJr7bHbok8hhBBCCGFbkjSLaqPRaHBxccHNzQ2tVotWq8XR0RFnZ2eioqLo3LkzgYGBDB06lBEjRlhMml1dXXn22Wf56quvTMdWrVrFvffeS8+ePS32Hx0djUajMb38/f2tPcRKybheYLO+069ZTvRqq4qOyZpjt0WfQgghhBDCtiRpFjaxePFiOnXqRP369fHw8ODzzz8nNTXVYvnRo0fz448/8ueffwIQExNDREQEimJ5teKpU6eSlZVlep0/f97q46gMH3dnm/XdwFNts76rS0XHZM2x26JPIYQQQghhW5I0ixq3evVqIiMjGTlyJD/++CMJCQmMGDGC/Px8i3U6duxI+/btWbFiBYcPH+a3334jIiKizH5UKhVeXl5mL1taN+5Bm/Sr0xRth1TXdAn0QadRY+nPJgrWH7st+hRCCCGEELYlSbOoVi4uLuj1erNje/bsoVu3bowbN46OHTvSrFkzkpKSym1r1KhRxMTE8NVXX9G3b1+bP25dWfW9VHipa3aXNwWYHR5SJ/cPdnRQmB0eAlAiiS1+b+2x26JPIYQQQghhW5I0i2oVEBDAgQMHSElJ4fLlyxgMBoKDgzl06BBbt27l9OnTzJw5k4MHD5bb1rPPPst///tfli1bVuYCYPbs2Jz+VkucdRo1L/UIRKcp/VFgnUbNkmGhdXrf4LA2OpYMC0V72zXQVuPYbdGnEEIIIYSwHcVoNMreKMKqIiIiyMzMZP369Zw+fZrhw4dz9OhRbt68SXJyMjqdjjFjxrBu3ToURWHIkCFoNBp++OEHEhISSrRxq+eff57Nmzfz119/oVKpKhVXdnY2Go2GrKwsmz+qfSk7j0c/2c3Fa+bbaGndHbipV1BQ0Ov1XC8wYgQ0aoURDzUltLEPGTfzaeBZ9Aiwo4OC3mAkLjmDC9m5ZOTk4ePuglbjajp/Nyi+BunXcs2uTV3rUwghhBBCWEdlcgNJmkWt0qdPH1q3bs3ChQsrXdeekmYhhBBCCCGE7VQmN6jZCZZCVNHVq1fZsWMHO3bs4NNPP7V1OEIIIYQQQoi7hCTNolbo2LEjV69e5d1336VFixa2DkcIIYQQQghxl5CkWdQKKSkptg7Bam7m64na+BuxJ9LIvFlods6RotX5CgEjoHIAb1dHHJ0ccXNxpL6HGj8PFVeu55NbqEft5EibRhqu5xeiKApNfNxp2dCTjJv5+HmowAiXr+dZnHN767zc4vLpOXlcvpbH1Rv5OCjQNciPB5r6mtUtrV5Z/dQGZc1Rtof5y/YQgxBCCCHE3UjmNNs5Swti7dixg169enH16lW8vb1tEluxnj170qFDBz7++GPTsQULFvDGG2+wfPly/v73v9suuFvYw5zm0SsOsi0x3SZ96zRqZoeHmFZ3jj2RRtTGRNKycsut6+3mzDtPtiWsja7cerf3UxuUNqbicQAWz9XUGMuKrzZdZyGEEEIIe1GZ3EC2nBJWN3v2bKZNm8b3339vNwmzPbBlwgxwISuXsaviiT2RRuyJNMauiq9QwgyQeaOAMaviid6SWG69W/upDSxdiwtZuYxZFc8YC+dqaoxlxVebrrMQQgghRG0lSXMd8t1339G6dWtUKhUBAQF88MEHZucDAgKYN28eL7zwAp6entx77718/vnnZmX27t1Lhw4dUKvVdO7cmfXr16MoimkrqLIYjUZeeeUVFi5cyLZt2wgLCwPAYDDw1ltv0bhxY1QqFR06dCA2NtZULyUlBUVRWLt2Lb169cLNzY327duzb98+s/aXLVuGv78/bm5uPPHEE3z44Yc2v8teUTfz9TZNmKHocW8oums6Z8NvVOURk893JZdb79Z+9Ab7fpBFbzAStTGx1DGVFXlNjbEi8dWG6yyEEEIIUZtJ0lxHHD58mKeffpq///3vHD9+nDlz5jBz5kxiYmLMyn3wwQd07tyZI0eOMG7cOMaOHcupU6eAokcUwsPDadu2LfHx8cydO5cpU6ZUqP/CwkKGDRvGf/7zH3bu3Em3bt1M5xYsWMAHH3zA/PnzOXbsGP379+exxx7jzJkzZm1Mnz6dyMhIEhISaN68OUOGDKGwsGjO7549exgzZgyvvvoqCQkJ9OvXj7fffrvMmPLy8sjOzjZ72cq8LYk26/tWRiAtK5cL2XnllrVUvzL9xCVnVKmfmhKXnFHhu+23q4kxlhdfbbnOQgghhBC1mSwEVgts2rQJDw8Ps2N6vd7s/YcffkifPn2YOXMmAM2bNycxMZH333+fiIgIU7kBAwYwbtw4AKZMmcJHH33EL7/8QosWLfj3v/+NoigsW7YMtVpNSEgIf/75J6NHjy43xmXLlgFw9OhRWrZsaXZu/vz5TJkyxfSo9rvvvssvv/zCxx9/zOLFi03lIiMjGThwIABRUVG0bt2as2fP0rJlSz755BMeeeQRIiMjTePbu3cvmzZtshhTdHQ0UVFR5cZeE1Ku3LB1CDaRfq1qCWlNsUZ81TnGirZt79dZCCGEEKI2kzvNtUCvXr1ISEgwe/3zn/80K3Py5Em6d+9udqx79+6cOXPGLMFu166d6d+KoqDVaklPL3ps+NSpU7Rr1w61Wm0q06VLlwrF+OCDD+Lh4cHMmTNNd4eh6O71X3/9VWpsJ0+eNDt2a2w6XdHiRrfGdnss5cU2depUsrKyTK/z589XaCzVIcDXzWZ921IDT3X5hWzIGvFV5xgr2ra9X2chhBBCiNpMkuZawN3dnWbNmpm9GjVqVKW2nJ2dzd4rioLBYLjjGNu2bcv27dv55ZdfeOaZZ8wS56rEpihFW+ncSWwqlQovLy+zl61MGxBis75vpVC06rLWS0VVNiuqaJ3ifroE+lShl5rTJdAHnUZd5WtR3WMsL77acp2FEEIIIWozSZrriFatWrFnzx6zY3v27KF58+Y4OjpWqI0WLVpw/Phx8vL+N9/14MGDFY6hQ4cObN++nV27dvH0009TUFCAl5cX99xzT6mxhYRUPJFs0aJFiVgqE5utubo40i+kgU1jKE68ZoeHMOex1mbHKurFHoEo5dS7tR9730fY0UExbSt1e6SKhX/f+r66x1iR+GrDdRZCCCGEqM0kaa4jJk+ezPbt25k7dy6nT59m+fLlLFq0yDQHuCKeffZZDAYDL774IidPnmTr1q3Mnz8f+N+d3/K0b9+en3/+mV9//dWUOL/++uu8++67fPPNN5w6dYo333yThIQEXn311QrH9sorr7BlyxY+/PBDzpw5w2effcYPP/xQ4bjswbLn77Np4qzVqFkyLJSwNjrC2uhYMiwUraZij/V6uzmzdFgoUweElFvv1n5qA0vXQqtRs3RYKEstnKupMZYVX226zkIIIYQQtZUsBFZHhIaG8u233zJr1izmzp2LTqfjrbfeMlsErDxeXl5s3LiRsWPH0qFDB9q2bcusWbN49tlnzeY5l6dt27b8/PPP9OnTh6eeeopvv/2WrKwsJk+eTHp6OiEhIWzYsIHg4OAKt9m9e3eWLl1KVFQUM2bMoH///rz22mssWrSowm3Yg2XP38fNfD1RG38j9kQamTfNH2N3pOgvWYUUrYyscgBvV0ccnRxxc3GkvocaPw8VV67nk1uoR+3kSJtGGq7nF6IoCk183GnZ0JOMm/n4eajACJev59HAs+gR3lvvSIa10dEvREtccgbp13JN5dNz8rh8LY+rN/JxUKBrkB8PNPU11bVUz1I/tcHtY7p9HGWds4f4hBBCCCFE9VGMRqNs8Cks+te//sWIESPIysrC1dXV1uGYGT16NL///ju7d++uUPns7Gw0Gg1ZWVk2nd8shBBCCCGEsK3K5AZyp1mYWbFiBUFBQTRq1IijR48yZcoUnn76abtImOfPn0+/fv1wd3fnhx9+YPny5Xz66ae2DksIIYQQQghRh0nSLMxcuHCBWbNmceHCBXQ6HU899RRvv/22rcMCIC4ujvfee49r164RFBTEwoULGTVqlK3DEkIIIYQQQtRh8ni2uGvYy+PZN/P1vLLqMD+dvlSpeu6O4OCoYDDCzQIjjgp4qh1p18gLbw9XBndsTOdAH1btP8fBlAxcnR1xUzng6OBgca6zj5sLv1/I5vzVmzTxceO5rgG4ON35+oB6g5H9f1xhX9IVwGg2L1pvMFZqbm5ly9e04vguZOeSkZOHj7sLWo1rjcZp79dICCGEEMLeVCY3kKS5Drpw4QLR0dFs3ryZ//73v2g0Gpo1a8awYcMYPnw4bm5utg7RJuwhaR694iDbEtNt0ndFOCgw+qFApt7BvtKxJ9J4c+1xMm8UmB33dnPmmc6N2XA0jbSsXNNxnUbN7PCQUleBjj2RRtTGxAqXr2mlxVespuK092skhBBCCGGPJGm+i/3xxx90794db29voqKiaNu2LSqViuPHj/P555/z0ksv8dhjj1W63fz8fFxcXKoh4ppj66TZ3hPmW73Uo2qJc+yJNMasiq9UneL7obdvnxR7Io2xq+K5/ReUpfI1zVJ8t1Ko3jjt/RoJIYQQQtiryuQGsk9zHTNu3DicnJw4dOgQTz/9NK1atSIoKIjHH3+czZs3Ex4eDkBmZiajRo2ifv36eHl50bt3b44ePWpqZ86cOXTo0IF//vOfBAYGmracUhSFzz77jEcffRQ3NzdatWrFvn37OHv2LD179sTd3Z1u3bqRlJRkaispKYnHH3+chg0b4uHhwX333cdPP/1kFndAQADz5s3jhRdewNPTk3vvvZfPP//cdL53796MHz/erM6lS5dwcXFh+/btVr+O1nYzX19rEmaAZbuTyS80VKqO3mBkzobESvdVnPBFbUxEbzCa2oramFhqQlpa+ZpWVny3MlJ9cdr7NRJCCCGEqCskaa5Drly5wo8//sjLL7+Mu7t7qWUUpege1FNPPUV6ejo//PADhw8fJjQ0lD59+pCRkWEqe/bsWb777jvWrl1LQkKC6fjcuXN5/vnnSUhIoGXLljz77LO89NJLTJ06lUOHDmE0Gs0S3JycHAYMGMD27ds5cuQIYWFhhIeHk5qaahbbBx98QOfOnTly5Ajjxo1j7NixnDp1CoBRo0bx73//m7y8PFP5VatW0ahRI3r37l3qWPPy8sjOzjZ72cq8LZVPJm3JYISV+1IqVad4Xm9VGIG0rFzikjNMbZX2yLOl8jWtvPhuVV1x2vs1EkIIIYSoKyRprkPOnj2L0WikRYsWZsf9/Pzw8PDAw8ODKVOm8OuvvxIXF8eaNWvo3LkzwcHBzJ8/H29vb/7zn/+Y6uXn57NixQo6duxIu3btTMdHjBjB008/TfPmzZkyZQopKSkMHTqU/v3706pVK1599VV27NhhKt++fXteeukl2rRpQ3BwMHPnzqVp06Zs2LDBLM4BAwYwbtw4mjVrxpQpU/Dz8+OXX34B4MknnwTg+++/N5WPiYkhIiLC9IeA20VHR6PRaEwvf3//ql1YK0i5csNmfVfVuYzKxZx+rWoJc2ltVLQta/RZFZXttzritPdrJIQQQghRV0jSfBeIi4sjISGB1q1bk5eXx9GjR8nJycHX19eUTHt4eJCcnGz2WHWTJk2oX79+ifZuTaAbNmwIQNu2bc2O5ebmmu7s5uTkEBkZSatWrfD29sbDw4OTJ0+WuNN8a7uKoqDVaklPL3qkWa1W89xzz/Hll18CEB8fz4kTJ4iIiLA47qlTp5KVlWV6nT9/vqKXzOoCfGvf4mtNfCoXcwNP9R33WdxGRduyRp9VUdl+qyNOe79GQgghhBB1hezTXIc0a9YMRVFMjzQXCwoKAsDV1RUoSmJ1Op3Z3eBi3t7epn9besTb2dnZ9O/iu7ylHTMYiubERkZGsm3bNubPn0+zZs1wdXXlb3/7G/n5+RbbLW6nuA0oekS7Q4cO/Pe//+Wrr76id+/eNGnSpNQYAVQqFSqVyuL5mjRtQAgr96eWX9BOOCjwXNeAStXpEuiD1ktdpUe0FUCrKdoqqbgtnUbNhazcUufs3l6+ppUX36101RSnvV8jIYQQQoi6Qu401yG+vr7069ePRYsWcf36dYvlQkNDuXDhAk5OTjRr1szs5efnZ/W49uzZQ0REBE888QRt27ZFq9WSkpJS6Xbatm1L586dWbZsGf/+97954YUXrB5rdXF1caRfSANbh1Fhox8KrPR+zY4OCnMeq/yK28UP188ODzHtLezooDA7PMTsfFnla9qt8ZVFofritPdrJIQQQghRV0jSXMd8+umnFBYW0rlzZ7755htOnjzJqVOnWLVqFb///juOjo707duXrl27MmjQIH788UdSUlLYu3cv06dP59ChQ1aPKTg42LSY2NGjR3n22WfN7iBXxqhRo3jnnXcwGo088cQTVo60ei17/j67T5wdlKpvNwUQ1kbH0mGheLs5lzjn7ebMSz0C0WnMHxfWatSlbo0U1kbHkmGhaCtYvqYVx3f7eIrpaiBOe79GQgghhBB1gTyeXcc0bdqUI0eOMG/ePKZOncp///tfVCoVISEhREZGMm7cOBRFYcuWLUyfPp0RI0Zw6dIltFotPXr0MM1RtqYPP/yQF154gW7duuHn58eUKVOqvJL1kCFDmDhxIkOGDDFtg1WbLHv+Pm7m63ll1WF+On2pUnXdHcHBUcFghJsFRhwV8FQ70q6RF94ergzu2JjOgT6s2n+OgykZuDo74qZywNHBgSY+7rRs6EnGzXz8PFRghMvX8/Bxc+H3C9mcv3qTJj5uPNc1oNJ3mG8X1kZHvxAt+/+4wr6kK4CRrkF+PNDUF0cHhTfCWhGXnEH6tVwaeBY9PmzpbmhxWxUtX9Nuje9Cdi4ZOXn4uLug1bjWWJz2fo2EEEIIIWo7xWg0yiaeotZISUmhadOmHDx4kNDQ0ErVrcwG5kIIIYQQQoi6qzK5gdxpFrVCQUEBV65cYcaMGTzwwAOVTpiFEEIIIYQQoipkTrOoFfbs2YNOp+PgwYMsXbrU1uEIIYQQQggh7hJyp1nYpTlz5rB+/XoSEhIA6NmzJ3VlJoHeYGTbbxd4c+1xsm8WYAAcgXruTnipHann7kqfVkULhv38ezqg0C+kASO6B+Hi5IDeYJT5q6LWke+tEEIIIWormdMsKu3SpUvMmjWLzZs3c/HiRerVq0f79u2ZNWsW3bt3t0ofOTk55OXl4evra5X2wD7mNMeeSGPsqvhy9/a1pF9IA078mU1a1v/2QtZp1MwOD5GVkoXdij2RRtTGRPneCiGEEMJuVCY3kKRZVFqPHj3Iz88nOjqaoKAgLl68yPbt22ndujWPPfaYrcOzyNZJc+yJNMasird6u8X36mSLIWGPLP2hSL63QgghhLClyuQGMqdZVEpmZia7d+/m3XffpVevXjRp0oQuXbowdepUU8KsKApLlizhkUcewdXVlaCgIP7zn/+YtTNlyhSaN2+Om5sbQUFBzJw5k4KCAtP5OXPm0KFDB9P7iIgIBg0axPz589HpdPj6+vLyyy+b1bFneoORWd//Vi1tFycjURsT0Rvkb2DCfugNRqI2Jpb6ZIV8b4UQQghRW0jSLCrFw8MDDw8P1q9fT15ensVyM2fOZPDgwRw9epShQ4fy97//nZMnT5rOe3p6EhMTQ2JiIgsWLGDZsmV89NFHZfb9yy+/kJSUxC+//MLy5cuJiYkhJibGYvm8vDyys7PNXrZSNJfT8vW6U0YgLSuXuOSMautDiMqKS84weyT7dvK9FUIIIURtIEmzqBQnJydiYmJYvnw53t7edO/enWnTpnHs2DGzck899RSjRo2iefPmzJ07l86dO/PJJ5+Yzs+YMYNu3boREBBAeHg4kZGRfPvtt2X2Xa9ePRYtWkTLli159NFHGThwINu3b7dYPjo6Go1GY3r5+/vf2eDvQPo1y4lDbexHiIqo6PdRvrdCCCGEsGeSNItKGzx4MH/99RcbNmwgLCyMHTt2EBoaanbXt2vXrmZ1unbtanan+ZtvvqF79+5otVo8PDyYMWMGqampZfbbunVrHB0dTe91Oh3p6ekWy0+dOpWsrCzT6/z585UcqfU08FTXqX6EqIiKfh/leyuEEEIIeyZJs6gStVpNv379mDlzJnv37iUiIoLZs2dXqO6+ffsYOnQoAwYMYNOmTRw5coTp06eTn59fZj1nZ2ez94qiYDAYLJZXqVR4eXmZvWylS6APDTxV1da+QtFqxF0CfaqtDyEqq0ugDzqNGksbS8n3VgghhBC1gSTNwipCQkK4fv266f3+/fvNzu/fv59WrVoBsHfvXpo0acL06dPp3LkzwcHBnDt3rkbjrWmODgpvPd66WtouTkhmh4fIvrfCrjg6KMwODwEokTjL91YIIYQQtYUkzaJSrly5Qu/evVm1ahXHjh0jOTmZNWvW8N577/H444+byq1Zs4Yvv/yS06dPM3v2bOLi4hg/fjwAwcHBpKamsnr1apKSkli4cCHr1q2z1ZBqTFgbHUuHhVq861YR/UIaoNOYP8qq1ahl2x5ht8La6FgyLBStfG+FEEIIUUs52ToAUbt4eHhw//3389FHH5GUlERBQQH+/v6MHj2aadOmmcpFRUWxevVqxo0bh06n4+uvvyYkpOiO02OPPcZrr73G+PHjycvLY+DAgcycOZM5c+bYaFQ1J6yNjrPzBrDttwu8ufY42TcLMACOQD13J7zUjtRzd6VPqwYA/Px7OqDQL6QBI7oH4eLkgN5g/L/VuHNp4Fn0aKvcqRP2LKyNjn4hWvneCiGEEKJWUoxGo2yQKaxKURTWrVvHoEGDbB2KmcpsYC6EEEIIIYSouyqTG8jj2UIIIYQQQgghhAWSNAshhBBCCCGEEBbInGZhddZ64t9eH/O2hj8zbvLIgp1k5+ktllE7gKuLAyonRwyKQn5+AfkG8HZzZugDTRj9UDNcnEr+3Su/0MDKfSmcy7hBEx83nusaYFbu9jnRnZrU4/C5qzLXtI6qS3Pg69JYhBBCCFF7SNJ8l7tw4QJvv/02mzdv5s8//6RBgwZ06NCBiRMn0qdPH1uHVyc1n76FfH35f1jINUBurgEw34v6RlY+7289w/tbz/BSj0CmDggxnYveksiy3ckYbmn+7S0nGf1QUbnYE2lEbUwkLSvXdN5Bway8TqNmdniIrGpcB5T2edfWz7cujUUIIYQQtYssBHYXS0lJoXv37nh7e/PWW2/Rtm1bCgoK2Lp1K59//jm///67TeOz9p1me1gIrKIJc2UUJ87RWxL5bFeyxXL9QhrwU2I65fVefN9OtgOq3WJPpDF2VXyJz7s2fr51aSxCCCGEsA+yEJiokHHjxqEoCnFxcQwePJjmzZvTunVrJk2axP79+wH48MMPadu2Le7u7vj7+zNu3DhycnJMbcTExODt7c3WrVtp1aoVHh4ehIWFkZaWZipz8OBB+vXrh5+fHxqNhocffpj4+HizWM6cOUOPHj1Qq9WEhISwbdu2EvFOmTKF5s2b4+bmRlBQEDNnzqSgoKCaro71/Zlx0+oJM8Bnu5LJyS1k2W7LCTPAtgokzICpTNTGRPQG+ZtabaQ3GInamFjq513bPt+6NBYhhBBC1E6SNN+lMjIyiI2N5eWXX8bd3b3EeW9vbwAcHBxYuHAhv/32G8uXL+fnn3/mjTfeMCt748YN5s+fz8qVK9m1axepqalERkaazl+7do3hw4fz66+/sn//foKDgxkwYADXrl0DwGAw8OSTT+Li4sKBAwdYunQpU6ZMKRGTp6cnMTExJCYmsmDBApYtW8ZHH31kcYx5eXlkZ2ebvWzpkYU7q63t1745gjVzBiOQlpVLXHKG9RoVNSYuOcPsMebb1abPty6NRQghhBC1k8xpvkudPXsWo9FIy5Ytyyw3ceJE078DAgL4xz/+wZgxY/j0009NxwsKCli6dClNmzYFYPz48bz11lum87179zZr8/PPP8fb25udO3fy6KOP8tNPP/H777+zdetW7rnnHgDmzZvHI488YlZvxowZZrFERkayevXqEkl8sejoaKKiosocX026XsaiX3cq9erNamk3/ZrlZEXYr4p+brXh861LYxFCCCFE7SR3mu9SFZ3K/tNPP9GnTx8aNWqEp6cnzz33HFeuXOHGjRumMm5ubqaEGUCn05Genm56f/HiRUaPHk1wcDAajQYvLy9ycnJITU0F4OTJk/j7+5sSZoCuXbuWiOWbb76he/fuaLVaPDw8mDFjhqmN0kydOpWsrCzT6/z58xUac3VxVzlWW9v31nOtlnYbeKqrpV1RvSr6udWGz7cujUUIIYQQtZMkzXep4OBgFEUpc7GvlJQUHn30Udq1a8d3333H4cOHWbx4MQD5+fmmcs7Ozmb1FEUxS8qHDx9OQkICCxYsYO/evSQkJODr62vWRnn27dvH0KFDGTBgAJs2beLIkSNMnz69zDZUKhVeXl5mL1v6YcLD1db2R890xJo77ygUrUzcJdDHeo2KGtMl0AedRo2lr0Rt+nzr0liEEEIIUTtJ0nyX8vHxoX///ixevJjr16+XOJ+Zmcnhw4cxGAx88MEHPPDAAzRv3py//vqr0n3t2bOHCRMmMGDAAFq3bo1KpeLy5cum861ateL8+fNmi4cVL0RWbO/evTRp0oTp06fTuXNngoODOXfuXKVjsaVGPq64OFp/T9mXegTioXZi9EOBZZbrF9IABSwmH8WKz88OD5E9cGspRweF2eFFW5Hd/gnWts+3Lo1FCCGEELWTJM13scWLF6PX6+nSpQvfffcdZ86c4eTJkyxcuJCuXbvSrFkzCgoK+OSTT/jjjz9YuXIlS5curXQ/wcHBrFy5kpMnT3LgwAGGDh2Kq+v/Hifu27cvzZs3Z/jw4Rw9epTdu3czffr0Em2kpqayevVqkpKSWLhwIevWrbvja1DTTr89wKqJ8637NE8dEMJLPQJL3HF2UIrKLXv+PpYMC0WrUZc4fyutRi1b+NQBYW10pX7etfHzrUtjEUIIIUTtI/s03+XS0tJ4++232bRpE2lpadSvX59OnTrx2muv0bNnTz766CPef/99MjMz6dGjB0OHDuX555/n6tWreHt7ExMTw8SJE8nMzDS1uX79ep544gnTI9pHjhzhxRdf5MSJE/j7+zNv3jwiIyOZOHGiaaGx06dPM3LkSOLi4ggICGDhwoWEhYWZ7dP8xhtv8OWXX5KXl8fAgQN54IEHmDNnjlnfZbGHfZqL/Zlxk0cW7CS7jMXB1A7g6uKAyskRg6KQn19AvgG83ZwZ+kATRj/UDBenkn/3yi80sHJfCucybtDEx43nugaYldMbjMQlZ5B+LZcGnmo6NanH4XNXTe+7BPrIXbs65PbPuzZ/vnVpLEIIIYSwrcrkBpI0i7uGPSXNQgghhBBCCNupTG4gj2cLIYQQQgghhBAWSNIshBBCCCGEEEJY4GTrAIS42+gNRvrM3kJKwZ214wYU/t+fvVROCjpvNTm5BnILCik0Qm6eHsUB1M6O3FtPTXaeASNGPFXOdAv2xddNxcm0bP6beROVowO+7i5cuZ5PboGevEIDKicH/H3c+FuoP/c39eVgSgZ7ky7z59WbGI1GGtVzpXvT+oQ2qce/D5wj+fJ1Lmbn4uepwlFR8FA74eSgcF8TH06nX+P81Zv413OjZUNPMm7mlzon9dY5q34eKgwGI/uTr/Dn1ZvovNX4uLng56FCq3G1OJ/VFvNea8tc29oSZ3nqyjiEEEIIUTvInGZhdYqimC3gdbsdO3bQq1cv02JiNcUe5jTHnkhjzKp4m/Rtj3QaNbPDQwhroyP2RBpRGxNJy8qtdN1ipbVRWjlrskWfVVFb4ixPXRmHEEIIIWxL5jSLanXhwgVeeeUVgoKCUKlU+Pv7Ex4ezvbt2ytUv1u3bqSlpaHRaKo5UvsiCXNJF7JyGbsqnugtiYxdFV/hhBkg7f/qxp4o2t879kRaqW1cuK2cNdmiz6qoLXGWp66MQwghhBC1iyTNolJSUlLo1KkTP//8M++//z7Hjx8nNjaWXr168fLLL1eoDRcXF7RaLYpy9zxOqTcYGS8JcwnFj7ks251MVR55MQJRGxPJLzQQtTGx1DaKj0VtTERvsN6DNXqDscb7rIraEmd56so4hBBCCFH7SNIsKmXcuHEoikJcXByDBw+mefPmtG7dmkmTJrF//35TucuXL/PEE0/g5uZGcHAwGzZsMJ3bsWMHiqKY9leOiYnB29ubrVu30qpVKzw8PAgLCyMt7X93jQ4ePEi/fv3w8/NDo9Hw8MMPEx9fdhKal5dHdna22ctW4pIzKLRZ7/bNCNxJnpOWlcvKfSll3qU2/l+5uOSMqnd0m7jkjBrvsypqS5zlqSvjEEIIIUTtI0mzqLCMjAxiY2N5+eWXcXd3L3H+1vnJUVFRPP300xw7dowBAwYwdOhQMjIs/8/sjRs3mD9/PitXrmTXrl2kpqYSGRlpOn/t2jWGDx/Or7/+yv79+wkODmbAgAFcu3bNYpvR0dFoNBrTy9/fv2oDt4L0axV/7FhU3rmMGxUqZ83PoaJt2fqzry1xlqeujEMIIYQQtY8kzaLCzp49i9FopGXLluWWjYiIYMiQITRr1ox58+aRk5NDXFycxfIFBQUsXbqUzp07Exoayvjx483mSPfu3Zthw4bRsmVLWrVqxeeff86NGzfYuXOnxTanTp1KVlaW6XX+/PnKDdiKGniqbdb33aCJj1uFylnzc6hoW7b+7GtLnOWpK+MQQgghRO0jSbOosMostN6uXTvTv93d3fHy8iI9Pd1ieTc3N5o2bWp6r9PpzMpfvHiR0aNHExwcjEajwcvLi5ycHFJTUy22qVKp8PLyMnvZSpdAH9nfzQIFuJPdgnQaNc91DUCnUWOpGeX/ynUJ9Kl6R7fpEuhT431WRW2Jszx1ZRxCCCGEqH0kaRYVFhwcjKIo/P777+WWdXZ2NnuvKAoGg6FS5W9N0ocPH05CQgILFixg7969JCQk4OvrS35+fiVHYRuODgqLhoXaOgy7U5wAjX4oEOWW95WpPzs8BBcnB2aHh5i1eXsfs8NDrLqXr6ODUuN9VkVtibM8dWUcQgghhKh9JGkWFebj40P//v1ZvHgx169fL3G+eGGv6rBnzx4mTJjAgAEDaN26NSqVisuXL1dbf9UhrI2OpZI4m9Fq1CwZFsrUASEsGRaKVlPxR2t1/1e3eG/esDa6UtvQ3lbOmmzRZ1XUljjLU1fGIYQQQojaRZ4YFZWyePFiunfvTpcuXXjrrbdo164dhYWFbNu2jSVLlnDy5Mlq6Tc4OJiVK1fSuXNnsrOzef3113F1da2WvqpTWBsdSfMG0Gf2FlIK7qwtN6Dw//7spXJS0Hmryck1kFtQSKERcvP0KA6gdnbk3npqsvMMGDHiqXKmW7Avvm4qTqZl89/Mm6gcHfB1d+HK9XxyC/TkFRpQOTng7+PG30L9ub+pLwdTMtibdJk/r97EaDTSqJ4r3ZvWJ7RJPf594BzJl69zMTsXP08VjoqCh9oJJweF+5r4cDr9Guev3sS/nhstG3qScTOfBp5Fj9IW3xkMa6OjX4iWuOQM0q/l4uehwmAwsj/5Cn9evYnOW42Pmwt+Hiq0Glezurde31vbuL2P6mCLPquitsRZnroyDiGEEELUHpI0i0oJCgoiPj6et99+m8mTJ5OWlkb9+vXp1KkTS5YsqbZ+v/jiC1588UVCQ0Px9/dn3rx5Zqtr1yaODgo75g60dRiV1r2ZH92b+ZV6buRDQWXWfbhlgwr14eig0LWpr9mxh5rXr1iAZbRR3WzRZ1XUljjLU1fGIYQQQojaQTFWZnUnIWqx7OxsNBoNWVlZNl0UTAghhBBCCGFblckNZE6zEEIIIYQQQghhgSTNQgghhBBCCCGEBTKnWdjEjh076NWrF1evXsXb29vW4dS4m/l65m1J5I9L18kt0BOs9SDI1wO90Uh86lVu5Olp09gLP3dVqQtf6Q1G4pIzuJCdS0ZOHj7uLhYXx6qI4vbuloWV7rbxCvsk30MhhBCidpA5zcIkIiKC5cuX89JLL7F06VKzcy+//DKffvopw4cPJyYm5o77ys/PJyMjg4YNG6IoNfM/ifYyp3n0ioNsS0yvdD2dRm3apzZqYyJpWbkWy1Rm653YE2kl2qtKO7XF3TZeYZ/keyiEEELYVmVyA0mahUlERAQ///wz2dnZpKWlmbZ0ys3NRafT4eXlRa9evaySNNuCPSTNVU2YK0OBCu9ZG3sijbGr4rn9l0DxnzHq2t63d9t4hX2S76EQQghhe7IQmKiy4i2d1q5dazq2du1a7r33Xjp27Gg6ZjAYiI6OJjAwEFdXV9q3b89//vMfAIxGI3379qV///4U/00mIyODxo0bM2vWLKDo8WxFUcjMzDS1uWfPHnr27Imbmxv16tWjf//+XL16FYC8vDwmTJhAgwYNUKvVPPjggxw8eLC6L4dV3czXV3vCDGCk6E603lD238P0BiNRGxNL/I97cRtUsJ3a4m4br7BP8j0UQgghah9JmkUJL7zwAl999ZXp/ZdffsmIESPMykRHR7NixQqWLl3Kb7/9xmuvvcawYcPYuXMniqKwfPlyDh48yMKFCwEYM2YMjRo1MiXNt0tISKBPnz6EhISwb98+fv31V8LDw9Hr9QC88cYbfPfddyxfvpz4+HiaNWtG//79ycjIsDiOvLw8srOzzV62NG9LYo31lZaVS1yy5WsDEJecUeoj3sWMFWyntrjbxivsk3wPhRBCiNpHFgITJQwbNoypU6dy7tw5oOgO8OrVq9mxYwdQlIzOmzePn376ia5duwIQFBTEr7/+ymeffcbDDz9Mo0aN+Oyzz3j++ee5cOECW7Zs4ciRIzg5lf6Ve++99+jcuTOffvqp6Vjr1q0BuH79OkuWLCEmJoZHHnkEgGXLlrFt2za++OILXn/99VLbjI6OJioqyirXxBpSrtyo0f7Sr1n+H/OKnK9sOXt3t41X2Cf5HgohhBC1jyTNooT69eszcOBAYmJiMBqNDBw4ED8/P9P5s2fPcuPGDfr162dWLz8/3+wR7qeeeop169bxzjvvsGTJEoKDgy32mZCQwFNPPVXquaSkJAoKCujevbvpmLOzM126dOHkyZMW25w6dSqTJk0yvc/Ozsbf39/ywKtZgK8bu8/UXH8NPNV3dL6y5ezd3TZeYZ/keyiEEELUPpI0i1K98MILjB8/HoDFixebncvJyQFg8+bNNGrUyOycSqUy/fvGjRscPnwYR0dHzpwpO1ssXnTMmlQqlVk8tjZtQAgr96fWSF86TdH2NWXpEuiDTqPmQlZuqfMrFUBbgXZqi7ttvMI+yfdQCCGEqH1kTrMoVVhYGPn5+RQUFNC/f3+zcyEhIahUKlJTU2nWrJnZ69Y7uZMnT8bBwYEffviBhQsX8vPPP1vsr127dmzfvr3Uc02bNsXFxYU9e/aYjhUUFHDw4EFCQkLucKQ1x9XFkX4hDaq9HwWYHR5S7n6vjg6KaQur20sWv69IO7XF3TZeYZ/keyiEEELUPpI0i1I5Ojpy8uRJEhMTcXR0NDvn6elJZGQkr732GsuXLycpKYn4+Hg++eQTli9fDhTdhf7yyy/517/+Rb9+/Xj99dcZPny4aTXs202dOpWDBw8ybtw4jh07xu+//86SJUu4fPky7u7ujB07ltdff53Y2FgSExMZPXo0N27cYOTIkdV+Laxp2fP3VTlx1mnULB0WytJhoeg0pT+6qdOoK7VdTVgbHUuGhaK9rT1tJdupLe628Qr7JN9DIYQQonaRx7OFRWXtVzZ37lzq169PdHQ0f/zxB97e3oSGhjJt2jQuXbrEyJEjmTNnDqGhoQBERUXx448/MmbMGL755psS7TVv3pwff/yRadOm0aVLF1xdXbn//vsZMmQIAO+88w4Gg4HnnnuOa9eu0blzZ7Zu3Uq9evWqZ/DVaNnz93EzX8+8LYn8cek6uQV6grUeBPl6oDcaiU+9yo08PW0ae+HnrsLPQ4VW40qXQB/T3ad+IVrikjO4kJ1LRk4ePu4uJcpUVFgbnam99Gu5NPBUV6md2uJuG6+wT/I9FEIIIWoPxVi8ka4QdVxlNjAXQgghhBBC1F2VyQ3k8WwhhBBCCCGEEMICSZqFEEIIIYQQQggLZE6zsBuKorBu3ToGDRpESkoKgYGBHDlyhA4dOtg6NKvSG4wsij3FR7uSKlzHRQFfD2e83VzQebvioCg00KgJ8HHHiJE/M3O5R6Mm5cp1fvsrGy+1M4191Dg7OhLo686z9zch4XxmpeZO6g1G9v9xhX1JVwAjXYP8uC/Qh8PnrpJ+LRc/DxUY4fL1PBp4qunUpB4HUzLMyj/Q1NfUj95grNL8zZquJ0RdVvxzYY31EIQQQoi7hcxpFlYRERFBZmYm69evr3IbtybNer2eS5cu4efnh5OTdf62Yw9zmmNPpDFmVbxN+r6VTqNmdniIxVV6Y0+k8eba42TeKDA7rkCpe8sCKArc/tvE282Zd55sC0DUxkTSsnIrHENxHDVZT4i6rLSfi2Ly8yGEEOJuI3OaRa3n6OiIVqu1WsJsD+wlYQa4kJXL2FXxxJ5IK3GuOM7bE2awnDBDyYQZIPNGAWNWxTNmVXyJ/1EvK4biOMbWYD0h6jJLPxfF0uTnQwghhLBIkmZhdT179mTChAm88cYb+Pj4oNVqmTNnjlmZM2fO0KNHD9RqNSEhIWzbts3sfEpKCoqikJCQAIBer2fkyJEEBgbi6upKixYtWLBgQQ2N6M7pDUbe/O64rcMwKc5vozYmojf8L9vVG4zM2ZBo0xiK44jamFhqkl4d9YSoy8r6ubiVEfn5EEIIIUojSbOoFsuXL8fd3Z0DBw7w3nvv8dZbb5kSY4PBwJNPPomLiwsHDhxg6dKlTJkypcz2DAYDjRs3Zs2aNSQmJjJr1iymTZvGt99+a7FOXl4e2dnZZi9biUvOIPNmyTu3tmSk6O5SXHKG6VjxXEdbxlAch6U7YtVRT4i6rLyfi1vJz4cQQghRUt159lXYlXbt2jF79mwAgoODWbRoEdu3b6dfv3789NNP/P7772zdupV77rkHgHnz5vHII49YbM/Z2ZmoqCjT+8DAQPbt28e3337L008/XWqd6Ohoszq2lH6t5hLRyro1NlvFeXu/FY3DWvWEqMsq+32Xnw8hhBDCnNxpFtWiXbt2Zu91Oh3p6ekAnDx5En9/f1PCDNC1a9dy21y8eDGdOnWifv36eHh48Pnnn5Oammqx/NSpU8nKyjK9zp8/X8XR3LkGnmqb9V2eW2OzVZy391vROKxVT4i6rLLfd/n5EEIIIcxJ0iyqhbOzs9l7RVEwGAxVbm/16tVERkYycuRIfvzxRxISEhgxYgT5+fkW66hUKry8vMxettIl0AdvV+fyC9YghaIVc7sE+piOdQn0QetVc//DXFoMxXHoNGosbYBj7XpC1GXl/VzcSn4+hBBCiJIkaRY1rlWrVpw/f560tP+t0rp///4y6+zZs4du3boxbtw4OnbsSLNmzUhKqvg+x7bm6KDwzuC2tg7DpPh/nmeHh5jtzerooDDnsZBq7bO8GIrjmB0eUmP1hKjLbv25KIuC/HwIIYQQpZGkWdS4vn370rx5c4YPH87Ro0fZvXs306dPL7NOcHAwhw4dYuvWrZw+fZqZM2dy8ODBGorYOsLa6Fg6LNTWYQCg1ahZMiy01D1Zi+P0dit5Z7ys/5VWSjnp7ebM0mGhLB0WilZjfge7rBiK41hSg/WEqMuKfy50mtKfJNHJz4cQQghhkSwEJmqcg4MD69atY+TIkXTp0oWAgAAWLlxIWFiYxTovvfQSR44c4ZlnnkFRFIYMGcK4ceP44YcfajDyOxfWRkfSvAEsij3FR7sqfqfcRQFfD2e83VzQebvioCg00KgJ8HHHiJE/M3O5R6Mm5cp1fvsrGy+1M4191Dg7OhLo686z9zch4Xwm6ddyaeBZ9PhlWXeTwtro6BeiZf8fV9iXdAUw0jXIj/sCfTh87irp13Lx81CBES5fz6OBp5pOTepxMCXDrPwDTX1N/fQL0RKXnFHhGG6No6bqCVGX3fpzcSE7l4ycPHzcXdBqXOXnQwghhCiDYjQaZUNGcVfIzs5Go9GQlZVl0/nNQgghhBBCCNuqTG4gj2cLIYQQQgghhBAWSNIshBBCCCGEEEJYIHOahahheoORX89c4vNdSZxNv072zXwMBiOKAu4qRxp6uRLg58a5Kze4nJOPk6OCv7crHZrU46FmDUzzhPMLDSzfm0JcyhVu5OnxdXemsY8bHRrXY+nOs6Rl5eGpdmRE9wAC/Dxr1ZxFvcFY7fOR8wsNrNyXwrmMGzTxceO5rgG4OFX/3xFvHdvt88Jr02d0N6qJ76UQou6Q3xlC1B0yp1mUEBERwfLly0scP3PmDM2aNbNBRNZhD3OaY0+k8erqBPIKq75ntbebM/cF1OOnk+lU5qdXp1EzOzzE7lfHjT2RRtTGRNKyck3HrB179JZElu1OxnDL9XNQYPRDgUwdUD1bbkHpY7tVbfmM7kY18b0UQtQd8jtDCPtXmdxAkmZRQkREBBcvXuSrr74yO16/fn0cHR1N7/Pz83Fxcanp8KrM1klz7Ik0xqyKr/F+b6WAXW8rE3sijbGr4rn9l1Lx3+WtEXv0lkQ+25Vs8fxLPaoncbY0tltZc5zCemrieymEqDvkd4YQtYMsBCbumEqlQqvVmr369OnD+PHjmThxIn5+fvTv3x+ADz/8kLZt2+Lu7o6/vz/jxo0jJyfH1FZMTAze3t5s3bqVVq1a4eHhQVhYGGlpaWZ9fvnll7Ru3RqVSoVOp2P8+PGmc5mZmYwaNYr69evj5eVF7969OXr0aM1cDCvQG4zM2fCbrcPACERtTERvsL+/lekNRqI2JpaaVBYfu9PY8wsNLNttOWEGWLY7mfw7eBKgNGWN7VbWGqewnpr4Xgoh6g75nSFE3SRJs6iU5cuX4+Liwp49e1i6dClQtO/ywoUL+e2331i+fDk///wzb7zxhlm9GzduMH/+fFauXMmuXbtITU0lMjLSdH7JkiW8/PLLvPjiixw/fpwNGzaYPQr+1FNPkZ6ezg8//MDhw4cJDQ2lT58+ZGRkWIw1Ly+P7Oxss5etFO2Lmmez/m+VlpVLXLLl62YrcckZFh9bhqL/2bjT2FfuS6G8/08xGIvKWVN5Y7uVNcYprKcmvpdCiLpDfmcIUTfJQmCiVJs2bcLDw8P0/pFHHgEgODiY9957z6zsxIkTTf8OCAjgH//4B2PGjOHTTz81HS8oKGDp0qU0bdoUgPHjx/PWW2+Zzv/jH/9g8uTJvPrqq6Zj9913HwC//vorcXFxpKeno1KpAJg/fz7r16/nP//5Dy+++GKpY4iOjiYqKqoqw7e69GsVS5hqir3FAxWP6U5iP5dxw6rlKqoqMdvjZ3Q3qonvpRCi7pDfGULUTZI0i1L16tWLJUuWmN67u7szZMgQOnXqVKLsTz/9RHR0NL///jvZ2dkUFhaSm5vLjRs3cHNzA8DNzc2UMAPodDrS09MBSE9P56+//qJPnz6lxnL06FFycnLw9fU1O37z5k2SkpIsjmHq1KlMmjTJ9D47Oxt/f/8KjN76GniqbdKvJfYWD1Q8pjuJvYmPm1XLVVRVYrbHz+huVBPfSyFE3SG/M4SomyRpFqVyd3cvdaVsd3d3s/cpKSk8+uijjB07lrfffhsfHx9+/fVXRo4cSX5+vilpdnZ2NqunKArFa9C5urqWGUtOTg46nY4dO3aUOOft7W2xnkqlMt2ZtrUugT5ovVR28Yi2TlO07YW96RLog06j5kJWbqlzwRRAe4exP9c1gLe3nCzzEW0HpaicNZU3tltZY5zCemrieymEqDvkd4YQdZPMaRZ35PDhwxgMBj744AMeeOABmjdvzl9//VWpNjw9PQkICGD79u2lng8NDeXChQs4OTnRrFkzs5efn581hlHtHB0U5jzW2tZhoACzw0Pscp9IRweF2eFFq1bfHl3x+zuN3cXJgdEPBZZZZvRDgVbfr7mssd3KWuMU1lMT30shRN0hvzOEqJskaRZ3pFmzZhQUFPDJJ5/wxx9/sHLlStMCYZUxZ84cPvjgAxYuXMiZM2eIj4/nk08+AaBv37507dqVQYMG8eOPP5KSksLevXuZPn06hw4dsvaQqk1YGx1Lh4WiusOEzNvNmX4hDVAq+d9bnUZt99tchLXRsWRYKFqN+WNrWivGPnVACC/1COT2/19xUKpvuymwPLZbWXOcwnpq4nsphKg75HeGEHWPPJ4t7kj79u358MMPeffdd5k6dSo9evQgOjqa559/vlLtDB8+nNzcXD766CMiIyPx8/Pjb3/7G1D0KPeWLVuYPn06I0aM4NKlS2i1Wnr06EHDhg2rY1jVJqyNjsS3tPx65hKf70ribPp1sm/mYzAYURRwVznS0MuVAD83zl25weWcfJwcFfy9XenQpB4PNWvAA019cXRQyC80sHxvCnEpV7iRp8fX3ZnGPm50aFyPpTvPkpaVh6fakRHdAwjw86RLoE+t+Mt2WBsd/UK0xCVnkH4tlwaeaqvHPnVACJP/X0tW7kvhXMYNmvi48VzXAKvfYb7d7WPz81CBES5fz6uWcQrrqYnvpRCi7pDfGULULYqxeGKpEHVcZTYwF0IIIYQQQtRdlckN5PFsIYQQQgghhBDCAkmahRBCCCGEEEIIC2ROs50LCAhg4sSJTJw40eptK4rCunXrGDRokNXbFpbl5BbS54NtXLxmqJH+nBRo3dCVM1dyydcbcXdxoKGHC7l6uHI9H0cFPNXOdG3mi9rJCQ+1E04OCl2D/HigqS96g7HE3F9HB4Wdpy7x4bbfOX/1Ju4ujrRo4I7Ox52mfh6lzg/WG4zEJWeQlnmTI+evYjAWrSSqdnFgf1IGYKS9vzdTHwnh+J9ZlZrzqzcY2f/HFfYlXQGM3B/oi4OilFsvv9BgGpt/PTdaNvQk42Z+iTrFsdfkvLTK9lkTMd5pH7de76rMIy/vc+7UpB6Hz12tlfMHbfEds2W/1nJr/FVZI6C6xm9v19Xe4hH2Rb4foqbU5u+azGmuBj179qRDhw58/PHHZsdjYmKYOHEimZmZFW7r0qVLuLu7m/Y7tmaiW15bly5dYtasWWzevJmLFy9Sr1492rdvz6xZs+jevfsdxVOdfwywxB7mND+2aDfH/pttk76rQuXkQH6hwWyvSUUpSnbL2+t49EP/W4k69kQaURsTScvKvaN4dBo1s8NDzFYejT2Rxptrj5N5o6BS9aK3JLJsd7LFcRTXAUrEXlp71lTa9Sqrz8qWr4mYblfa9b79e1Je/+V9zg6K+feyuj8na6mJz8+e+rWW8n6vlDeW6hq/vV1Xe4tH2Bf5foiaYo/fNZnTXIfUr1/flDDXtMGDB3PkyBGWL1/O6dOn2bBhAz179uTKlSs2iae2q20JM0DebQkzgNFYdsIMRec/25VM9JZEYk+kMXZV/B0nzAAXsnIZuyqe2BNpQNEv4DGr4stMpEqrF70lkc92WU6Yi+uMWRXPmFJiv709a7J0vSz1WdnyNRHT7Sxd71u/J+X1X5HP+fb2q/Nzspaa+PzsqV9rqcjvlbLGUl3jt7fram/xCPsi3w9RU+rCd02SZhuKiIhg0KBBzJ8/H51Oh6+vLy+//DIFBf/7H8OAgADTHeuAgAAAnnjiCRRFMb0H+P777wkNDUWtVhMUFERUVBSFhYWm82fOnKFHjx6o1WpCQkLYtm1bmbFlZmaye/du3n33XXr16kWTJk3o0qULU6dO5bHHHisznqSkJB5//HEaNmyIh4cH9913Hz/99JOp7Z49e3Lu3Dlee+01FEVBuWXD4V9//ZWHHnoIV1dX/P39mTBhAtevXzed//TTTwkODkatVtOwYUPTtlT2Lie3sNYlzNawbHcys78/USLxrqridqI2JpJfaGDOhrKTrdLq3czXs2x3coXrlNeevry/IFSC3mAkamNiqX2X1mdly9dETLfLLzSUe72X7U4mv7D06Qp6g7HCn3NV4rOlmvj87Klfaykr/ltZGkt1jd/erqu9xSPsi3w/RE2pK981SZpt7JdffiEpKYlffvmF5cuXExMTQ0xMTKllDx48CMBXX31FWlqa6f3u3bt5/vnnefXVV0lMTOSzzz4jJiaGt99+GwCDwcCTTz6Ji4sLBw4cYOnSpUyZMqXMuDw8PPDw8GD9+vXk5eVVKp6cnBwGDBjA9u3bOXLkCGFhYYSHh5OamgrA2rVrady4MW+99RZpaWmkpRX9dSkpKYmwsDAGDx7MsWPH+Oabb/j1118ZP348AIcOHWLChAm89dZbnDp1itjYWHr06GFxDHl5eWRnZ5u9bOW1b47YrG9bMhjh4rV8q7ZpBNKyclm5L4UL2RW/e11cb96WxHLvlFemvbjkjDtv7P/EJWeUeefs9j4rW74mYrrdyn0pFXoyYeW+FIv9V+Zzrmx8tlQTn5899Wst5cV/q9LGUl3jt7fram/xCPsi3w9RU+rKd02SZhurV68eixYtomXLljz66KMMHDiQ7du3l1q2fv36AHh7e6PVak3vo6KiePPNNxk+fDhBQUH069ePuXPn8tlnnwHw008/8fvvv7NixQrat29Pjx49mDdvXplxOTk5ERMTw/Lly/H29qZ79+5MmzaNY8eOlRtP+/bteemll2jTpg3BwcHMnTuXpk2bsmHDBgB8fB8mjb4AABbwSURBVHxwdHTE09MTrVaLVqsFIDo6mqFDhzJx4kSCg4Pp1q0bCxcuZMWKFeTm5pKamoq7uzuPPvooTZo0oWPHjkyYMMHiGKKjo9FoNKaXv79/uZ9HdUm9etNmfddV5zJuVKleypWq1bMk/dqdP3Ze2baKy1W2fE3EdLuKfk6Wylnr+lrzc7KWmvj87Klfa6lKXLfWqa7x29t1tbd4hH2R74eoKXXluyZJs421bt0aR0dH03udTkd6enql2jh69ChvvfWW6e6wh4cHo0ePJi0tjRs3bnDy5En8/f255557THW6du1abruDBw/mr7/+YsOGDYSFhbFjxw5CQ0Mt3gkvlpOTQ2RkJK1atcLb2xsPDw9OnjxputNc1jhiYmLMxtG/f38MBgPJycn069ePJk2aEBQUxHPPPce//vUvbtyw/D/kU6dOJSsry/Q6f/58uWOuLvfWc7VZ33VVE5+qzfUP8LXuGgENPNU13lZxucqWr4mYblfRz8lSOWtdX2t+TtZSE5+fPfVrLVWJ69Y61TV+e7uu9haPsC/y/RA1pa581yRprgZeXl5kZWWVOJ6ZmYlGozE75uzsbPZeURQMhsptRZSTk0NUVBQJCQmm1/Hjxzlz5gxq9Z19AdVqNf369WPmzJns3buXiIgIZs+eXWadyMhI1q1bx7x589i9ezcJCQm0bduW/PyyH9PNycnhpZdeMhvH0aNHOXPmDE2bNsXT05P4+Hi+/vprdDods2bNon379hZXI1epVHh5eZm9bOWjZzrarG9bclCgoacL1txMQKFotcXnugag9ar497u43rQBIVhjd4Pi9roE+tx5Y/+nS6APOo3a4vW6vc/Klq+JmG73XNeAcq+3g1JUzlL/lfmcKxufLdXE52dP/VpLefHfqrSxVNf47e262ls8wr7I90PUlLryXZOkuRq0aNGC+Pj4Esfj4+Np3rz5HbXt7OyMXq83OxYaGsqpU6do1qxZiZeDgwOtWrXi/PnzprnDAPv3769S/yEhIWYLc5UWz549e4iIiOCJJ56gbdu2aLVaUlJSzMq4uLiUOo7ExMRSx+Hi4gIUPTbet29f3nvvPY4dO0ZKSgo///xzlcZSkzzUTrRrbLuk3VZGPxRI1ONtrNZe8S/c2eEhuDg5MOex8rcqur2eq4sjox8KrHCd2/99e3vW3F/Q0UExbXNVkT4rW74mYrqdi5NDudd79EOBFvdrdnRQKvw53666PidrqYnPz576tZay4r+VpbFU1/jt7braWzzCvsj3Q9SUuvJdk6S5GowdO5bTp08zYcIEjh07xqlTp/jwww/5+uuvmTx58h21HRAQwPbt27lw4QJXr14FYNasWaxYsYKoqCh+++03Tp48yerVq5kxYwYAffv2pXnz5gwfPpyjR4+ye/dupk+fXmY/V65coXfv3qxatYpjx46RnJzMmjVreO+993j88cfLjCc4OJi1a9ea7hQ/++yzJe6eBwQEsGvXLv78808uX74MwJQpU9i7dy/jx48nISGBM2fO8P3335sWAtu0aRMLFy4kISGBc+fOsWLFCgwGAy1atLija1pTNox/qNYlzionh5K/4BQqdOfwpR5F+++GtdGxZFgoOs2dP3aj1ahZMizUtJ9fWBsdS4eF4u3mXKl6UweE8FKPwDLHodWoWToslKXDQtHeFvvt7VlT8fWqaJ+VLV8TMd3O0vW+9XtSXv8V+Zxvb786PydrqYnPz576tRZL8d+qrLFU1/jt7braWzzCvsj3Q9SUuvBdU4xGo32v711LHTx4kOnTp5OQkEB+fj4tW7bkzTffZNCgQaYyERERZGZmsn79etOxiRMnkpCQwI4dO4Ci5HLixIlMnDgRgI0bNzJp0iRSUlJo1KiR6Q7u1q1beeuttzhy5AjOzs60bNmSUaNGMXr0aABOnz7NyJEjiYuLIyAggIULFxIWFsa6devMYiqWl5fHnDlz+PHHH0lKSqKgoAB/f3+eeuoppk2bhqurq8V4UlJSeOGFF9i/fz9+fn5MmTKFNWvW0KFDB9P2Wfv37+ell17i1KlT5OXlUfw1LL5u+/bt4/+3d/cxVdb/H8dfh3uQO0nxQCIimoqpmChhKWwywblm5ZY1VmrOWkFN7f5OzFVq3/Wd2Zq11TJ/K2f3rlZtzOI4J96EP29SIzQJ79BESUAR5Hx+fziuddJL8SecC/H52M52uK7PdV3v6/Dede11rnOuY4xRamqqpk+frhdffFEbNmzQyy+/rJ07d6qpqUmDBg3SSy+9pPvuu69d/5Or+QHzztTQdF4T3yrRsfqr+xj+/1eQSxrWJ1yVtU1qbjXqERKgPpEhamqVahubFeiSosKClTXwJoUFBSkyLEhBAS5lDeil21NvUqvX6H/KqvTnyTNKjovQg1n9FRjgkqfiL/235DcdPHVWPUICNTi+hxLieii1V6QezOp/0ZXDVq+5cAfFurP634On5DUX3mEMCwnQpv0nJRmNTIrVC5PTtOvw3zpe36RekaGSkU40nlN81IWP7lzqnchWr9GmP2pVtr9WklFmyk0KcLmuuFzzea+1b0k9IzSkT5ROnm2+aJm22o/XN112fR3parfpjxqvdRv/fL3besnuCrPd9i/3fx6d3FPlf57y6/+pozjRY05ut6P8s/72Hi/slu/I/e9qr2tXqwddC/0Bf+lqvXY12YDQjBtGVwnNAAAAAJx1NdmAj2cDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGAjyOkCAH8xxkiSTp8+7XAlAAAAAJzUlgnaMsLlEJpxw6ivr5ckJSUlOVwJAAAAgK6gvr5eMTExlx3jMu2J1kA34PV6deTIEUVFRcnlcvl9+6dPn1ZSUpIOHjyo6Ohov28fkOhDOI8eRFdAH8Jp9KDzjDGqr69XYmKiAgIu/61lrjTjhhEQEKC+ffs6XYaio6M5OMJx9CGcRg+iK6AP4TR60FlXusLchhuBAQAAAABgg9AMAAAAAIANQjPgJ6GhoSouLlZoaKjTpeAGRh/CafQgugL6EE6jB68v3AgMAAAAAAAbXGkGAAAAAMAGoRkAAAAAABuEZgAAAAAAbBCaAQAAAACwQWgG/OTdd99V//79FRYWpszMTG3ZssXpktBNLVy4UC6Xy+cxZMgQa35TU5MKCwt10003KTIyUtOmTdOxY8ccrBjdwfr163XXXXcpMTFRLpdL33zzjc98Y4wWLFighIQEhYeHKzc3V5WVlT5jTp48qYKCAkVHRys2NlazZ89WQ0ODH/cC17Mr9eDMmTMvOjbm5+f7jKEHcS0WL16sMWPGKCoqSvHx8br77rtVUVHhM6Y95+Dq6mpNmTJFERERio+P1zPPPKPz58/7c1fwL4RmwA/WrFmj+fPnq7i4WNu2bdPIkSOVl5en48ePO10auqlhw4bp6NGj1mPDhg3WvHnz5unbb7/V559/Lo/HoyNHjujee+91sFp0B42NjRo5cqTefffdS85/8803tXz5cr333nvavHmzevTooby8PDU1NVljCgoKtHv3bpWUlOi7777T+vXr9cgjj/hrF3Cdu1IPSlJ+fr7PsXH16tU+8+lBXAuPx6PCwkJt2rRJJSUlamlp0aRJk9TY2GiNudI5uLW1VVOmTFFzc7M2btyojz/+WCtXrtSCBQuc2CW0MQA63dixY01hYaH1d2trq0lMTDSLFy92sCp0V8XFxWbkyJGXnFdXV2eCg4PN559/bk3bu3evkWTKysr8VCG6O0nm66+/tv72er3G7Xab//znP9a0uro6ExoaalavXm2MMWbPnj1Gktm6das15ocffjAul8scPnzYb7Wje/h3DxpjzIwZM8zUqVNtl6EH0dGOHz9uJBmPx2OMad85+PvvvzcBAQGmpqbGGrNixQoTHR1tzp07598dgIUrzUAna25uVnl5uXJzc61pAQEBys3NVVlZmYOVoTurrKxUYmKiBgwYoIKCAlVXV0uSysvL1dLS4tOPQ4YMUb9+/ehHdJoDBw6opqbGp+9iYmKUmZlp9V1ZWZliY2OVkZFhjcnNzVVAQIA2b97s95rRPZWWlio+Pl6DBw/WY489ptraWmsePYiO9vfff0uS4uLiJLXvHFxWVqbhw4erT58+1pi8vDydPn1au3fv9mP1+CdCM9DJTpw4odbWVp+DnyT16dNHNTU1DlWF7iwzM1MrV67Ujz/+qBUrVujAgQMaP3686uvrVVNTo5CQEMXGxvosQz+iM7X11uWOgzU1NYqPj/eZHxQUpLi4OHoTHSI/P1+rVq3SunXrtHTpUnk8Hk2ePFmtra2S6EF0LK/Xq7lz5+qOO+7QrbfeKkntOgfX1NRc8ljZNg/OCHK6AABAx5o8ebL1fMSIEcrMzFRycrI+++wzhYeHO1gZADjn/vvvt54PHz5cI0aMUGpqqkpLSzVx4kQHK0N3VFhYqF9//dXnniK4fnGlGehkvXr1UmBg4EV3Rjx27JjcbrdDVeFGEhsbq1tuuUX79u2T2+1Wc3Oz6urqfMbQj+hMbb11ueOg2+2+6OaI58+f18mTJ+lNdIoBAwaoV69e2rdvnyR6EB2nqKhI3333nX7++Wf17dvXmt6ec7Db7b7ksbJtHpxBaAY6WUhIiEaPHq1169ZZ07xer9atW6esrCwHK8ONoqGhQfv371dCQoJGjx6t4OBgn36sqKhQdXU1/YhOk5KSIrfb7dN3p0+f1ubNm62+y8rKUl1dncrLy60xP/30k7xerzIzM/1eM7q/Q4cOqba2VgkJCZLoQVw7Y4yKior09ddf66efflJKSorP/Pacg7OysrRr1y6fN3BKSkoUHR2ttLQ0/+wILsLHswE/mD9/vmbMmKGMjAyNHTtWy5YtU2Njo2bNmuV0aeiGnn76ad11111KTk7WkSNHVFxcrMDAQD3wwAOKiYnR7NmzNX/+fMXFxSk6OlpPPPGEsrKydPvttztdOq5jDQ0N1hU76cLNv7Zv3664uDj169dPc+fO1WuvvaZBgwYpJSVFr7zyihITE3X33XdLkoYOHar8/HzNmTNH7733nlpaWlRUVKT7779fiYmJDu0VrieX68G4uDi9+uqrmjZtmtxut/bv369nn31WAwcOVF5eniR6ENeusLBQn376qdauXauoqCjrO8gxMTEKDw9v1zl40qRJSktL04MPPqg333xTNTU1evnll1VYWKjQ0FAnd+/G5vTtu4EbxTvvvGP69etnQkJCzNixY82mTZucLgnd1PTp001CQoIJCQkxN998s5k+fbrZt2+fNf/s2bPm8ccfNz179jQRERHmnnvuMUePHnWwYnQHP//8s5F00WPGjBnGmAs/O/XKK6+YPn36mNDQUDNx4kRTUVHhs47a2lrzwAMPmMjISBMdHW1mzZpl6uvrHdgbXI8u14NnzpwxkyZNMr179zbBwcEmOTnZzJkzx+dnfYyhB3FtLtV/ksxHH31kjWnPObiqqspMnjzZhIeHm169epmnnnrKtLS0+Hlv8E8uY4zxf1QHAAAAAKDr4zvNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAHai0tFQul0t1dXVOlwIA6ACEZgAA4IiZM2fK5XJpyZIlPtO/+eYbuVyudq+nf//+WrZsWQdX1z45OTmaO3euI9sGAPgHoRkAADgmLCxMS5cu1alTp5wu5ao0Nzc7XQIAwE8IzQAAwDG5ublyu91avHix7ZgNGzZo/PjxCg8PV1JSkp588kk1NjZKunCl988//9S8efPkcrnkcrlkjFHv3r31xRdfWOtIT09XQkKCzzpDQ0N15swZSVJ1dbWmTp2qyMhIRUdH67777tOxY8es8QsXLlR6ero++OADpaSkKCwsTDNnzpTH49Hbb79tbbuqqspapry8XBkZGYqIiNC4ceNUUVHRUS8bAMCPCM0AAMAxgYGBeuONN/TOO+/o0KFDF83fv3+/8vPzNW3aNO3cuVNr1qzRhg0bVFRUJEn66quv1LdvXy1atEhHjx7V0aNH5XK5NGHCBJWWlkqSTp06pb179+rs2bP67bffJEkej0djxoxRRESEvF6vpk6dqpMnT8rj8aikpER//PGHpk+f7lPLvn379OWXX+qrr77S9u3b9fbbbysrK0tz5syxtp2UlGSNf+mll/TWW2/pl19+UVBQkB5++OFOehUBAJ0pyOkCAADAje2ee+5Renq6iouL9eGHH/rMW7x4sQoKCqzvDQ8aNEjLly9Xdna2VqxYobi4OAUGBioqKkput9taLicnR++//74kaf369Ro1apTcbrdKS0s1ZMgQlZaWKjs7W5K0bt067dq1SwcOHLBC76pVqzRs2DBt3bpVY8aMkXThI9mrVq1S7969re2EhIQoIiLCZ9ttXn/9dWsbzz//vKZMmaKmpiaFhYV10CsHAPAHrjQDAADHLV26VB9//LH27t3rM33Hjh1auXKlIiMjrUdeXp68Xq8OHDhgu77s7Gzt2bNHf/31lzwej3JycpSTk6PS0lK1tLRo48aNysnJkSTt3btXSUlJPleJ09LSFBsb61NPcnKyT2C+khEjRljP2z4afvz48XYvDwDoGgjNAADAcRMmTFBeXp5eeOEFn+kNDQ169NFHtX37duuxY8cOVVZWKjU11XZ9w4cPV1xcnDwej09o9ng82rp1q1paWjRu3LirqrFHjx5XNT44ONh63nY3cK/Xe1XrAAA4j49nAwCALmHJkiVKT0/X4MGDrWm33Xab9uzZo4EDB9ouFxISotbWVp9pLpdL48eP19q1a7V7927deeedioiI0Llz5/T+++8rIyPDCsFDhw7VwYMHdfDgQetq8549e1RXV6e0tLTL1nypbQMAuheuNAMAgC5h+PDhKigo0PLly61pzz33nDZu3KiioiJt375dlZWVWrt2rXUjMOnC7zSvX79ehw8f1okTJ6zpOTk5Wr16tdLT0xUZGamAgABNmDBBn3zyifVdY+nCHbzbtr1t2zZt2bJFDz30kLKzs5WRkXHZmvv376/NmzerqqpKJ06c4EoyAHRDhGYAANBlLFq0yCd4jhgxQh6PR7///rvGjx+vUaNGacGCBUpMTPRZpqqqSqmpqT7fOc7OzlZra6v13WXpQpD+9zSXy6W1a9eqZ8+emjBhgnJzczVgwACtWbPmivU+/fTTCgwMVFpamnr37q3q6uprewEAAF2OyxhjnC4CAAAAAICuiCvNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgA1CMwAAAAAANgjNAAAAAADYIDQDAAAAAGCD0AwAAAAAgI3/A2zc+YpX085dAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализируем отношение страны и состояния\n",
    "plt.figure(figsize=(10, 15))\n",
    "plt.scatter(df[\"Networth\"], df[\"Country\"])\n",
    "plt.xlabel(\"Networth\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.title(\"Networth vs Country\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Эта диаграмма указывает на значительное неравенство в распределении состояния между странами, с явным доминированием США, Китая, Индии и нескольких других крупных экономик. Большинство других стран имеют гораздо меньше миллиардных состояний, и их концентрация богатства значительно ниже."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Проблема выбранного набора данных  \n",
    "\n",
    "**Зашумленность данных:**  \n",
    "Если данные собирались из разных источников, возможно наличие некорректных значений, таких как неправильные оценки состояния, неверные возрастные данные или ошибки в указании стран и индустрий. Это может привести к ошибочным выводам.\n",
    "\n",
    "**Смещение данных:** \n",
    "Набор данных может быть смещен в пользу определенных стран или индустрий. Например, список может включать больше американских миллиардеров или миллиардеров из технологической индустрии, что не отражает равномерно весь глобальный бизнес-контекст.\n",
    "\n",
    "**Выбросы:**  \n",
    "Супербогатые миллиардеры (например, с состоянием более 100 миллиардов) могут сильно выделяться и смещать средние значения, делая общие выводы менее репрезентативными для большинства людей в выборке. \n",
    "\n",
    "**Актуальность данных:**  \n",
    "Если данные о состоянии миллиардеров собирались несколько лет назад, то они могут уже не быть актуальными. Изменения на рынках, политические события или пандемии могут значительно повлиять на текущее состояние бизнеса и богатство людей."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Распределение признаков\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 850,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверка распределения признаков\n",
    "plt.figure(figsize=(15, 10))\n",
    "for i, column in enumerate(['Networth', 'Age', 'Industry'], 1):\n",
    "    plt.subplot(4, 1, i)\n",
    "    sns.histplot(df[column], bins=20, kde=True)\n",
    "    plt.title(f\"Распределение {column}\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Борьба с выбросами\n",
    "\n",
    "Используем метод медианного абсолютного отклонения и удалим выбросы.\n",
    "\n",
    "Этот метод особенно устойчив к выбросам, поскольку он основывается на медиане, а не на среднем значении, что делает его более подходящим для выявления выбросов в данных с асимметричным распределением."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 851,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAIjCAYAAAAtGmdSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABE5ElEQVR4nO3deXwV5b0/8G8SSAiEgMgSUGRTXBCKYvFaBWyLC+57bXFBLfQqtlqvtbUuiNVaaxe1dWl7a9XqbRU3amt7FaugFUGxiLjgBkVRQMCAoARI5vcH95wfIWE1kPL4fr9eeZEzZ+Z5vvPMTMgnM2emIMuyLAAAACARhY1dAAAAADQkQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJLSpLELAABoTMuXL49FixZFkyZNon379o1dDgANwBldAKBet99+exQUFMTzzz/f2KU0uHHjxsVRRx0VrVu3jtLS0thhhx3ivPPOa+yyAGgggi6QvNwv67mvZs2aRc+ePePcc8+NefPmNXZ5/BsaNmxYFBQURJ8+fSLLsjrvFxQUxLnnnrtZbf/whz+Mhx566FNW2LBuvvnmuP322xu7jK3m5ptvjkMOOSQWL14cN9xwQzz22GPx2GOPxZVXXtnYpQHQQFy6DHxmXHnlldGtW7dYvnx5PP3003HLLbfEI488EtOnT4/mzZs3dnn8G3rppZfigQceiOOPP77B2vzhD38YJ5xwQhxzzDEN1uandfPNN0fbtm1j2LBhjV3KFvfGG2/EBRdcECNGjIibb745CgoKGrskALYAZ3SBz4whQ4bEKaecEl//+tfj9ttvj/PPPz9mzpwZY8eObezS+DdUWloaPXv2jCuvvLLes7op+Pjjjxu7hK3uxhtvjIqKirjxxhuFXICECbrAZ9aXvvSliIiYOXNmREQsWrQoLrzwwujdu3eUlZVFeXl5DBkyJF588cU6yy5fvjyuuOKK6NmzZzRr1iw6duwYxx13XLz11lsRETFr1qxal0uv/XXggQfm23ryySejoKAg7rnnnvj+978fFRUV0aJFizjqqKPinXfeqdP3pEmT4tBDD41WrVpF8+bNY9CgQfGPf/yj3nU88MAD6+3/iiuuqDPvXXfdFf369YvS0tJo06ZNnHzyyfX2v751W1NNTU1cf/310atXr2jWrFl06NAhvvGNb8SHH35Ya76uXbvGEUccUaefc889t06b9dV+3XXX1RnTiIiqqqoYNWpU7LzzzlFSUhKdO3eOiy66KKqqquodq7UVFhbGpZdeGtOmTYsHH3xwg/NvTH8FBQWxbNmyuOOOO/JjNmzYsJg2bVoUFBTEn/70p/y8U6ZMiYKCgth7771r9TNkyJDYd999a027+eabo1evXlFSUhKdOnWKkSNHRmVlZa15DjzwwNhzzz1jypQpMXDgwGjevHl8//vfj65du8bLL78c48ePr3f/zK3bBRdcEO3atYsWLVrEscceGx988MFGjeNrr70WJ510UrRr1y5KS0tj1113jUsuuWS9y+SOidxXSUlJ9OzZM6655ppaf3S44ooroqCgIBYsWLDOtrp27VrrTPWzzz4b/fr1i3POOSc6dOgQJSUlseeee8ZvfvObWsvl9vOf/OQn8fOf/zy6dOkSpaWlMWjQoJg+fXqdfv7+97/HgAEDokWLFtG6des4+uij49VXX60z35w5c+Kss86KTp06RUlJSXTr1i3OPvvsWLFiRURs/M+hNcdo6tSpdfooKiqKgoKCuO+++/LThw0bFl27dq017zvvvBOlpaVRUFAQs2bNWuc4AmxrXLoMfGblQun2228fERFvv/12PPTQQ3HiiSdGt27dYt68efGrX/0qBg0aFK+88kp06tQpIiKqq6vjiCOOiMcffzxOPvnkOO+88+Kjjz6Kxx57LKZPnx49evTI9/HVr341DjvssFr9XnzxxfXWc/XVV0dBQUF897vfjfnz58f1118fgwcPjqlTp0ZpaWlErP5lesiQIdGvX78YNWpUFBYWxu9+97v40pe+FE899VT079+/Trs77rhjXHPNNRERsXTp0jj77LPr7fuyyy6Lk046Kb7+9a/HBx98EL/4xS9i4MCB8c9//jNat25dZ5kRI0bEgAEDIiLigQceqBMGv/GNb8Ttt98eZ5xxRnzrW9+KmTNnxi9/+cv45z//Gf/4xz+iadOm9Y7DpqisrMyv25pqamriqKOOiqeffjpGjBgRu+++e7z00kvx85//PF5//fWN/ozs1772tfjBD34QV155ZRx77LHrPAO4sf39/ve/j69//evRv3//GDFiRERE9OjRI/bcc89o3bp1TJgwIY466qiIiHjqqaeisLAwXnzxxViyZEmUl5dHTU1NPPPMM/llI1aHvdGjR8fgwYPj7LPPjhkzZsQtt9wSzz33XJ1xXrhwYQwZMiROPvnkOOWUU6JDhw5x4IEHxje/+c0oKyvLB9AOHTrUWr9vfvObsd1228WoUaNi1qxZcf3118e5554b99xzz3rHb9q0aTFgwIBo2rRpjBgxIrp27RpvvfVWPPzww3H11VdvcPy///3vx+677x6ffPJJ/g9B7du3j7POOmuDy67LwoUL4/nnn48mTZrEyJEjo0ePHvHQQw/FiBEjYuHChfG9732v1vx33nlnfPTRRzFy5MhYvnx53HDDDfGlL30pXnrppfw4jRs3LoYMGRLdu3ePK664Ij755JP4xS9+Efvvv3+88MIL+XD53nvvRf/+/aOysjJGjBgRu+22W8yZMyfuu++++Pjjj6O4uHijfw7lNGvWLH73u9/FDTfckJ92xx13RHFxcSxfvnyD43H55Zdv1HwA25wMIHG/+93vsojIxo0bl33wwQfZO++8k/3xj3/Mtt9++6y0tDR79913syzLsuXLl2fV1dW1lp05c2ZWUlKSXXnllflpt912WxYR2c9+9rM6fdXU1OSXi4jsuuuuqzNPr169skGDBuVfP/HEE1lEZDvssEO2ZMmS/PR77703i4jshhtuyLe9yy67ZIcccki+nyzLso8//jjr1q1bdtBBB9Xp6wtf+EK255575l9/8MEHWURko0aNyk+bNWtWVlRUlF199dW1ln3ppZeyJk2a1Jn+xhtvZBGR3XHHHflpo0aNytb8L+Wpp57KIiK7++67ay37t7/9rc70Ll26ZIcffnid2keOHJmt/d/U2rVfdNFFWfv27bN+/frVGtPf//73WWFhYfbUU0/VWv7WW2/NIiL7xz/+Uae/NZ1++ulZixYtsizLsjvuuCOLiOyBBx6oVcfIkSM3q78WLVpkp59+ep0+Dz/88Kx///7518cdd1x23HHHZUVFRdlf//rXLMuy7IUXXsgiIhs7dmyWZVk2f/78rLi4ODv44INr7bu//OUvs4jIbrvttvy0QYMGZRGR3XrrrXX6XnufzMkdO4MHD661z33729/OioqKssrKyjrLrGngwIFZy5Yts3/961+1pq/ZVn1yx8QTTzyRn7Z8+fKssLAwO+ecc/LTcvvdBx98sM62unTpUmu8u3TpkkVEdvvtt+enrVq1Kvvyl7+clZSUZAsWLMiy7P8fw2v+jMiyLJs0aVIWEdm3v/3t/LS+fftm7du3zxYuXJif9uKLL2aFhYXZaaedlp922mmnZYWFhdlzzz1Xp87cmGzsz6HcGH31q1/Ntt9++6yqqir/3i677JJ97WtfyyIiGzNmTH766aefnnXp0iX/evr06VlhYWE2ZMiQLCKymTNnrnMcAbY1Ll0GPjMGDx4c7dq1i86dO8fJJ58cZWVl8eCDD8YOO+wQERElJSVRWLj6x2J1dXUsXLgwysrKYtddd40XXngh3879998fbdu2jW9+85t1+vg0n/k77bTTomXLlvnXJ5xwQnTs2DEeeeSRiIiYOnVqvPHGG/G1r30tFi5cGAsWLIgFCxbEsmXL4stf/nJMmDAhampqarW5fPnyaNas2Xr7feCBB6KmpiZOOumkfJsLFiyIioqK2GWXXeKJJ56oNX/uEsuSkpJ1tjlmzJho1apVHHTQQbXa7NevX5SVldVpc+XKlbXmW7BgwQbPMs2ZMyd+8YtfxGWXXRZlZWV1+t99991jt912q9Vm7nL1tftfn6FDh8Yuu+yy3s/qNkR/AwYMiBdeeCGWLVsWERFPP/10HHbYYdG3b9946qmnImL1Wd6CgoI44IADImL1mcQVK1bE+eefn993IyKGDx8e5eXl8Ze//KVWHyUlJXHGGWds9LrnjBgxota+PWDAgKiuro5//etf61zmgw8+iAkTJsSZZ54ZO+20U633NvY4Wbx4cSxYsCBmz54dP/7xj6OmpiY/pmtatGhR/ljYGB06dIhTTz01/7qoqCjOP//8qKqqinHjxtWa95hjjsn/jIiI6N+/f+y777754/L999+PqVOnxrBhw6JNmzb5+fr06RMHHXRQfr6ampp46KGH4sgjj4x99tmnTk25MdnYn0M5Rx55ZK3L3p966ql499134ytf+coGx+Hiiy+OvffeO0488cQNzguwrXHpMvCZcdNNN0XPnj2jSZMm0aFDh9h1111rhYOampq44YYb4uabb46ZM2dGdXV1/r3c5c0Rqy953nXXXaNJk4b9EbrLLrvUel1QUBA777xz/nNzb7zxRkREnH766etsY/HixbHddtvlXy9YsKBOu2t74403Isuydc639iXGuc9+rh0u125z8eLF0b59+3rfnz9/fq3Xjz76aLRr1269da5t1KhR0alTp/jGN75R63OIuf5fffXVdba5dv/rU1RUFJdeemmcfvrp8dBDD8Wxxx5bZ56G6G/AgAGxatWqmDhxYnTu3Dnmz58fAwYMiJdffrlW0N1jjz3ygSoXNHfddddabRUXF0f37t3rBNEddtghiouLN7zSa1k7qOb2sbU/b72mt99+OyIi9txzz03uL2fNO1PnPjNd3x2w11z/9u3bx/Dhw2P06NFRVFRUZ96CgoLo2bNnrWM/ImL33XePiKjzOdX6jouePXvGvffeGxHr3ga5Nv/3f/83li1bFkuXLo0lS5ZscDw29udQTtOmTeOUU06J2267LU444YS47bbb4vjjj4/y8vL19vP000/Hww8/HI8//njMnj17vfMCbIsEXeAzo3///vWeScn54Q9/GJdddlmceeaZ8YMf/CDatGkThYWFcf7559c5U9oYcjVcd9110bdv33rnWTN8rlixIt5///046KCDNthuQUFB/PWvf603GKwdaOfOnRsRERUVFetts3379nH33XfX+/7agXDfffeNq666qta0X/7yl+u8I/arr74at99+e9x11131fta3pqYmevfuHT/72c/qXb5z587rrL0+Q4cOzX9Wt77HAjVEf/vss080a9YsJkyYEDvttFO0b98+evbsGQMGDIibb745qqqq4qmnnqo3aG+s3Ge9N1V9+0VEbPG7Uf/kJz+Jz33uc7Fy5cp47rnn4qqrroomTZrEqFGjas13//33R3l5eXz88cfx4IMPxtVXXx3l5eVx0UUX1Wlzc8dga9mcn0Nnnnlm7LXXXjFjxowYM2ZMrZuarct3v/vdOOSQQ+JLX/rSZ+oZysBnh6AL8H/uu++++OIXvxi//e1va02vrKyMtm3b5l/36NEjJk2aFCtXrmyQGyrl5M7Y5mRZFm+++Wb06dMn329ERHl5eQwePHiD7b344ouxcuXK9Yb7XLtZlkW3bt2iZ8+eG2z3lVdeiYKCgnrPYK3Z5rhx42L//fffqGDRtm3bOuu0vhtGXXzxxdG3b991Xp7Zo0ePePHFF+PLX/5ygzxCJndWd9iwYfWG703pb13vFxcXR//+/eOpp56KnXbaKX+jrwEDBkRVVVXcfffdMW/evBg4cGB+mS5dukRExIwZM6J79+756StWrIiZM2du1H6yvpo+jVw99d2heGP169cvfwfoIUOGxJw5c+Laa6+Nyy67rNYZ2YEDB+aP0aOOOir+8Y9/xN/+9rd6g263bt3ihRdeiJqamlptvPbaaxERde5KvPZxGRHx+uuv5+dbcxus7bXXXou2bdtGixYtorS0NMrLyzc4Hhv7c2hNvXv3jr322it/d+svfvGLMX78+HX28dBDD8XEiRPrvRQaIBU+owvwf4qKiuqcoRozZkzMmTOn1rTjjz8+FixYEL/85S/rtPFpznDl7u6ac99998X7778fQ4YMiYjVv/T36NEjfvKTn8TSpUvrLL/2417GjBkTRUVF9T66Z03HHXdcFBUVxejRo+vUn2VZLFy4MP961apVcf/990f//v3Xe+nySSedFNXV1fGDH/ygznurVq2q8+ibTTFx4sQYO3Zs/OhHP1pnQDvppJNizpw5dR4ZExHxySefbPRnOdd0yimnxM477xyjR4/+VP21aNFines/YMCAmDRpUjzxxBP5oNu2bdvYfffd49prr83PkzN48OAoLi6OG2+8sda2++1vfxuLFy+Oww8/fKPWbX01ba527drFwIED47bbbqtzaezmHieffPJJrFq1KlatWrXOebIsiyzL1nkW+rDDDou5c+fWumN07nLhkpKSev/gsubPgMmTJ8ekSZPyx2XHjh2jb9++cccdd9Qaw+nTp8ejjz6av+t6YWFhHHPMMfHwww/H888/X2/dERv/c2htZ555ZkybNi2GDRu23j9cVFdXx/e///342te+ts4rQwBS4IwuwP854ogj4sorr4wzzjgjvvCFL8RLL70Ud999d60zZRGrbxp15513xgUXXBCTJ0+OAQMGxLJly2LcuHFxzjnnxNFHH71Z/bdp0yYOOOCAOOOMM2LevHlx/fXXx8477xzDhw+PiNW/KP/3f/93DBkyJHr16hVnnHFG7LDDDjFnzpx44oknory8PB5++OFYtmxZ3HTTTXHjjTdGz54948knn8z3kQvI06ZNi4kTJ8Z+++0XPXr0iKuuuiouvvjimDVrVhxzzDHRsmXLmDlzZjz44IMxYsSIuPDCC2PcuHFx2WWXxbRp0+Lhhx9e77oMGjQovvGNb8Q111wTU6dOjYMPPjiaNm0ab7zxRowZMyZuuOGGOOGEEzZrnB599NE46KCD1nu28tRTT4177703/vM//zOeeOKJ2H///aO6ujpee+21uPfee+N///d/N3ime21FRUVxySWX1Hszp03pr1+/fjFu3Lj42c9+Fp06dYpu3brln4s7YMCAuPrqq+Odd96pFWgHDhwYv/rVr6Jr166x44475qe3a9cuLr744hg9enQceuihcdRRR8WMGTPi5ptvjs9//vNxyimnbNS69evXL2655Za46qqrYuedd4727dvXe9OnTXXjjTfGAQccEHvvvXeMGDEiunXrFrNmzYq//OUvdZ79Wp/HHnss3n333fyly3fffXccddRRdT5n/Pe//73WpctvvvlmnH/++fW2edZZZ8Utt9wSw4YNi+effz66desWDz30UDz++OPxox/9qM7nYHfeeec44IAD4uyzz46qqqq4/vrrY/vtt691tvi6666LIUOGxH777RdnnXVW/vFCrVq1qvXc5x/+8Ifx6KOPxqBBg/KPoXr//fdjzJgx8fTTT0fr1q03+ufQ2oYPHx4nnnhitGrVar3zvfvuu1FcXJy/SRZAshrhTs8AW1XuESn1PdJjTcuXL8/+67/+K+vYsWNWWlqa7b///tnEiROzQYMG1Xn0yscff5xdcsklWbdu3bKmTZtmFRUV2QknnJC99dZbWZZt3uOF/vCHP2QXX3xx1r59+6y0tDQ7/PDD6zyWJcuy7J///Gd23HHHZdtvv31WUlKSdenSJTvppJOyxx9/vFbfG/pa+xE3999/f3bAAQdkLVq0yFq0aJHttttu2ciRI7MZM2ZkWZZl3/zmN7OBAwdmf/vb3+rUtPbjhXJ+/etfZ/369ctKS0uzli1bZr17984uuuii7L333svPs6mPFyooKMimTJlSa3p922jFihXZtddem/Xq1SsrKSnJtttuu6xfv37Z6NGjs8WLF9fpb01rPl5oTStXrsx69OhR5/FCm9Lfa6+9lg0cODArLS2tsx2WLFmSFRUVZS1btsxWrVqVn37XXXdlEZGdeuqp9db7y1/+Mtttt92ypk2bZh06dMjOPvvs7MMPP6wzRr169ap3+blz52aHH3541rJlyywi8mO5rmOnvsf/rMv06dOzY489NmvdunXWrFmzbNddd80uu+yy9S6Taz/31aRJk6xLly7Zt771rVrrldvvcl+lpaXZHnvskf385z/Pz7P244WybPVjmc4888ysbdu2WXFxcbbnnntmv/nNb2rNs+Yx/NOf/jTr3LlzVlJSkg0YMCB78cUX69Q8bty4bP/9989KS0uz8vLy7Mgjj8xeeeWVOvP961//yk477bSsXbt2WUlJSda9e/ds5MiR+ccDbezPodwYrfn4oPrGcO3HC0VEdt5559WaN7edPV4ISElBlm3hO0kAsF5PPvlkfPGLX4wxY8Zs9lnONc2aNSu6desWM2fOrPN5w5wrrrgiZs2a5SY0sA654+i6666LCy+8sLHLAWAT+YwuAAAASfEZXYDElJWVxdChQ9d7s6g+ffpEp06dtmJVAABbj6ALkJi2bdvGXXfdtd55jjvuuK1UDQDA1uczugAAACTFZ3QBAABIiqALAABAUjb7M7o1NTXx3nvvRcuWLaOgoKAhawIAAIA6siyLjz76KDp16hSFhes+b7vZQfe9996Lzp07b+7iAAAAsFneeeed2HHHHdf5/mYH3ZYtW+Y7KC8v39xmAAAAYKMsWbIkOnfunM+j67LZQTd3uXJ5ebmgCwAAwFazoY/PuhkVAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASEqTxi5ga5o3b14sXrx4o+dv1apVdOjQYQtWBAAAQEP7zATdefPmxSmnnhYrV1Rt9DJNi0virt/fKewCAABsQz4zQXfx4sWxckVVfNJ9UNQ0axWFn1RG6cwJ8Um3gVFT2rrO/IXLF0e8PT4WL14s6AIAAGxDPjNBN6emWauoadH2/78ubV3rNQAAANs2N6MCAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkJfmgu3z58nj99dejqqqq0fpevnz5Vu8bAADgsyr5oDt79uwYMWJEzJ07t9H6nj179lbvGwAA4LMq+aALAADAZ4ugCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKU0au4CULVmyJCIiRowY8anaadq0aRQXF0dRUVG0bNkymjRpEoWFhbFw4cJYunRp1NTURMuWLaN9+/YxZ86cqKqqiizLoqioKMrKyuLjjz+OmpqaaN68efTt2zeWLl0aK1asiA4dOkRZWVlkWRYLFy6MLMuiqqoqampqYuXKlVFSUhI9e/aMsrKymDJlSixYsCC23377KC4ujjlz5sSqVauioqIisiyL2bNnR0TE7rvvHt/73vfi7bffjkWLFkXr1q0jIqKysjLatGkTffr0ierq6njggQfi6aefjoiI/fbbL3beeeeYNm1azJ8/P9q3bx9777139O3bNyIipk2blm9r1apVMW7cuFi2bFlERLRr1y46deoUXbt2jenTp0dERN++faNv375RVFSUH8MVK1bE2LFj47333otOnTrF0UcfHcXFxVFdXR3Tpk2LBQsWRGVlZZSVlcWMGTMiImKHHXbIz7cuueUXLVoUbdq0iV69esXLL7+cf92nT59adaw9f58+fWqtY33L5JabOnVqTJ06td51XLPd+sZ87fY2RX01b2p7uTbmz58fr776akRs3PiuT26bzpkzJ2pqaqJFixb5Y6RNmzbRtm3bDW6PLaEhxmtT+mjo7d0QdTRmTVvDph73m9relhyvrdnXp7Ut1UpdqWy/VNYDNiTFfb0gy7JscxZcsmRJtGrVKhYvXhzl5eUNXVeDef3112PEiBFxySWXxNVXXx3L9jgqalq0jcJlC6LFK3/Kv15b7v1f//rX0bNnz03u94gjjoilS5c2xCokpUWLFvmQuiHNmzeP4uLiqKys3OR+WrduHRdccEEMHDgwbr311hgzZkxUV1fn3y8qKor/+I//iLfeeivmzp27znaKiorixBNPjP/8z/+s896ECRPi5ptvrrV8UVFRrX4qKirinHPOiYEDB9Y7/5qBoL5lcv387Gc/qzMOuXWMiDrtrmnt9jZFfTVvanv1tZGzvvFdn/q2aX3Wtz22hIYYr83pY01beh03to7GqGlr2NTjfnPa21LjtTX7+rS2pVqpK5Xtl8p6wIZsa/v6xuZQly5vAULu/9e7d+/o3bt3FBQURJ8+ffIht7i4OA4++OA68++9997Rq1eviIj4+OOPo7KyMgYPHpx/v6CgICIiSkpKomXLlnWmf/GLX4zevXtHZWVlXH755XHJJZfEH//4xygvL48LL7ww7r///rjwwgujWbNm8Y9//COqqqoiYvXBHBHRpMnqixx69OgRERHNmjWLP/7xj3HrrbfWqnPChAkxatSo6N69e9x0001xySWXREREeXl5FBQUxCWXXBI33XRTdO/ePUaNGhW33nprrfkfeeSRGD58eFRWVkZlZWUMHz48HnnkkVrLTJgwId9PZWVl9O7dO37605/Gz372s1rrePnll0f37t1j+PDhdcZ8+PDhtdrbFGuvY331bWwbhYWrf9S0bt06vva1r8U+++yz3vFdn1tvvTX++Mc/RrNmzfLTtttuu/z3rVq1yn/frFmzerfHpo7FxmiI8dqUPhp6ezdEHTvttFNEROy0005bvaatYVOP+w2t79bYZxqjr09rW6qVulLZfqmsB2xIyvu6M7oNfEb3gw8+iBNPPLEhV+Hf3tpnMwoKCiK3W/3pT3+KsrKy+P73vx/PPvtsRKwOk23bto0sy6KysjK/7KpVq6KgoCD+/Oc/x7HHHhurVq2KJk2axKpVq6KmpiZat24dlZWV0bRp09h+++2jpqYmPvjgg8iyLAoLC6Nly5axdOnS+Mtf/hKjR4+OF154IaqqqqJ169Zx33335UNsdXV1fPWrX40PP/wwVq5cGf3794/nn38+WrVqFffcc09cccUVMXPmzOjatWvMnDkzli9fHh999FH89a9/zV/uPHTo0OjevXtcddVVkWVZ/vWVV14Zl19+ecycOTPuuuuu/C+/kydPjv79+8fVV18dhYWF+Ta6desWERGzZs2Ku+66K4qKiqKmpiYuvfTSmDlzZtTU1ERlZWXsvffe+WUjImpqavJjWlxcHH/6059i2LBh+ZoiIt/GnXfeGaNGjcrXtDGXoay9jrl+c33n2l5fe7k2unbtGpMnT45WrVrFmDFjokmTJvk23n777Trjuz4rVqyIIUOGRHl5eTRt2jQWL14ce+21V8ycOTO6desWM2bMiCVLlkRBQUHU1NREu3btonv37vnxLSgo2KjaN1VDjNem9DF69Og49dRTG2x7N0Qdo0ePjlNOOSVWrFgRzZo1q1XHlq5pa9jU435D23xr7DON0dentS3VSl2pbL9U1gM2ZFvd1xv8jG5VVVUsWbKk1te25P3339+s5f71r3/F66+/vtFfm3oJZgoGDRpU6/Wafzu59tpro7CwMHbYYYf8tJNOOinmzp0b8+bNi6qqqli1alX+jwNZlsVvfvObWLFiRdTU1OT/jYj8Z3ZPPPHEmDt3bsyfPz/fV01NTey1115RXV0dDz/8cJxyyin5s7UHH3xwPuRGRP6zogMGDIiIiOXLl0dNTU2cddZZUVxcHEOHDo33338/+vfvH3Pnzo2DDz44qqurY+zYsfnl586dG0OHDo3CwsJar5s0aZJfftq0aVFYWBj9+/eP6urq6N+/f/4HSG6ZU045JU455ZT8/BERhYWF+TZyY3TKKafU+uFTWFgY++67b0SsDn8PP/xwrZrWbGP69Om1atoYa6/jmtZse33t5drYYYcd8uOb2w65Nuob3/UZO3ZsVFdXx0EHHRTz58+Pqqqq2HfffWPevHlx6qmnxplnnhnV1dX5P47Mmzcv+vfvX2t7bOpYbIyGGK9N6WP69OkNur0boo7p06fHvHnz4swzz6xTx5auaWvY1ON+Q+u7NfaZxujr09qWaqWuVLZfKusBG5L6vr7RN6O65pprYvTo0Vuyli3qtttu26zlrr766gauJD277bZb/P3vf6/3vffeey8iIh86IyIOO+yw+J//+Z9a8x122GHxhz/8ISIi3n333XrbKi0tXefyEZG/lPW9996Lww8/PD+9U6dOteZbtGhRrbpzf7TZb7/9IiLyZ1lLSkpqLZ9bl9zyufnWfr329Fw7uX/rW2bNaWtPr+/12u3laltzvjXryK3bmn2sT3311VfP+trLvbdixYqI+P/ju3Yba4/v+uTmWfMPJ7nt3q1bt+jQoUOdZXLjtK7t1hAaYrw2pY+JEyfW6e/TbO+GqCP3/Zp9r+v7bdGmHvcb2uZbY59pjL4+rW2pVupKZfulsh6wIanv6xt9Rvfiiy+OxYsX57/eeeedLVlXgzvzzDM3a7lLLrkkfv3rX2/01/bbb9/Alf/7e+2119b5Xi7ErBnKHnnkkTrzrTltxx13rLetTz75ZJ3LR6w+M5vrc+bMmfnpaweoNm3a1Ko7d8lD7hf13LK5cJ5bPrcuueVz8639eu3puXbWDPtrLrP2/Gu2sa7Xa7eXq23N+dZst74+1mftdVrbxrSXey93OXJufNduY+3xXZ/cPHPmzMlPy233mTNn1ukj4v+P07q2W0NoiPHalD7q6+/TbO+GqCP3fW4brF3Hlqxpa9jU435D67s19pnG6OvT2pZqpa5Utl8q6wEbkvq+vtFBt6SkJMrLy2t9bUs6duy4Wct16dIlevbsudFfm3JTnVSMHz++1uvcjaEiIr773e9GTU1NrWBy7733RkVFRXTo0CFKSkqiSZMmMWbMmPyyw4cPj+Li4igsLMz/GxH5R+uMGTMmKioqon379vm+CgsL45///GcUFRXFkUceGXfddVc+XD/66KOxatWqfP99+vSJ9u3bx1NPPRURq88IFhYWxm9/+9tYsWJF3H333dGxY8eYPHlyVFRUxKOPPhpFRUVx9NFH55evqKiIu+++O2pqamq9XrVqVX75Pn36RE1NTUyePDmKiopi8uTJ+cuwc8vcddddcdddd+Xnj1h9GXaujdwY3XXXXfllc/NMmjQpIlYHySOPPLJWTWu2seeee9aqaWOsvY5rWrPt9bWXa2POnDn58c1th1wb9Y3v+hx99NFRVFQUjz32WLRv3z5KSkpi0qRJ0aFDh/j9738ft912WxQVFeUfwdWhQ4eYPHlyre2xqWOxMRpivDaljz333LNBt3dD1LHnnntGhw4d4rbbbqtTx5auaWvY1ON+Q+u7NfaZxujr09qWaqWuVLZfKusBG5L6vu6uyw2sXbt2UVZW1thlbFVrP+Jlzc/oXnLJJXHeeefFpEmT8gfJqlWrYtGiRdGnT5/8Z3RzAahv377xne98p9ZndL/4xS9GxOpH8BQUFMTKlSvjww8/jE8++STfV5ZlsXjx4hgwYEB85zvfiYkTJ0ZVVVXsv//+UVlZGSeeeGI8/PDDsWDBgnjkkUdi2bJlsXLlythuu+1i8uTJ0b59+/jwww/jsMMOi2eeeSaaN28eEydOjI8++ii/fO7MZFFRUZxzzjkxceLEuPTSS+O1116Ls846K5555pk48cQTY+LEiXHmmWfGa6+9Fpdeemk8++yzceKJJ8azzz4bl156abz88stRVVUVRxxxREycODEmTpwYRxxxRFRVVcXLL78cl156aUycODHOPvvsGDlyZKxYsSImTpwY5513XkyZMiWmTJkS5513Xv7mXitWrIgrr7wyjjjiiHjmmWfivPPOi/POOy/f7qhRo/LtbeyNBNZex5dffjk+/vjjOvWtr71cG5MmTYqKior48MMP44QTTohf/epXcdFFF8UzzzxT7/iuT3FxcZx44onx4YcfxrJly6KqqiqeffbZWLFiRTz77LPx4YcfRllZWf4zukuXLo1nn3221vbY1LHYWuO1KX2MGjWqQbd3Q9RxwQUXRElJSXz44YfRtGnTuOCCC7ZaTVvDph73G1rfrbHPNEZfn6VaqSuV7ZfKesCGpL6vu+uy5+huVZvyHN0WLVpE06ZNt+nn6Hbs2DHOPvvsdT5Hd7vttsvffbq+ZXL9fJrn6K7d3qaor+ZNbe/f6Tm6n2YsNkZDjNfm9LGmLb2OG1tHY9S0NWzqcb857W2p8dqafX1a21Kt1JXK9ktlPWBDtrV9fWNzqKC7hYJuRMTzzz8fF1544addhWjatGkUFxdHUVFRtGzZMn9Z5sKFC2Pp0qVRU1MTLVu2jPbt28ecOXOiqqoqsiyLoqKiKCsri48//jhqamqiefPm0bdv31i6dGmsWLEiOnToEGVlZZFlWSxcuDCyLIuqqqqoqamJlStXRklJSfTs2TPKyspiypQpsWDBgth+++2juLg45syZE6tWrYqKiorIsixmz54dERG77757fO9734u33347Fi1aFK1bt46I1Wdj27RpE3369Inq6up44IEH4umnn46I1Tev2XnnnfN3Q27fvn3svffe+bssT5s2Ld/WqlWrYty4cfmw3K5du+jUqVN07do1pk+fHhGrzwr37du31l+fVqxYEWPHjo333nsvOnXqFEcffXT+UUHTpk2LBQsWRGVlZZSVlcWMGTMiYvUNj3LzrUtu+UWLFkWbNm2iV69e8fLLL+df9+nTp1Yda8+fO8u99rS1/3JWXV0dU6dOzV++vfY6rtlufWP+af4SV1/Nm9pero358+fHq6++GhEbN77rk9umc+bMiZqammjRokX+GGnTpk20bdt2g9tjS2iI8dqUPhp6ezdEHY1Z09awqcf9pra3Jcdra/b1aW1LtVJXKtsvlfWADdmW9nVB9/80ZtDN9f1p2gAAAGC1Bn+OLgAAAGwLBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAIClNGruALW2nnXaKX//611FVVdVofe+0005bvW8AAIDPquTP6DZr1ix69uwZJSUljdZ3s2bNtnrfAAAAn1XJB10AAAA+WwRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUgRdAAAAkiLoAgAAkBRBFwAAgKQIugAAACRF0AUAACApgi4AAABJEXQBAABIiqALAABAUpo0dgFbW+Hyxav//aSy1r/rmg8AAIBty2cm6LZq1SqaFpdEvD2+1vTSmRPWuUzT4pJo1arVli4NAACABvSZCbodOnSIu35/ZyxevPFnalu1ahUdOnTYglUBAADQ0D4zQTdiddgVXAEAANLmZlQAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAAICkCLoAAAAkRdAFAAAgKU02d8EsyyIiYsmSJQ1WDAAAAKxLLn/m8ui6bHbQ/eijjyIionPnzpvbBAAAAGyyjz76KFq1arXO9wuyDUXhdaipqYn33nsvWrZsGQUFBZtdYENbsmRJdO7cOd55550oLy9v7HKgUTgOwHEAEY4DiHAcpCbLsvjoo4+iU6dOUVi47k/ibvYZ3cLCwthxxx03d/Etrry83I7MZ57jABwHEOE4gAjHQUrWdyY3x82oAAAASIqgCwAAQFKSC7olJSUxatSoKCkpaexSoNE4DsBxABGOA4hwHHxWbfbNqAAAAODfUXJndAEAAPhsE3QBAABIiqALAABAUgRdAAAAkpJc0L3pppuia9eu0axZs9h3331j8uTJjV0SbBFXXHFFFBQU1Prabbfd8u8vX748Ro4cGdtvv32UlZXF8ccfH/PmzWvEiuHTmzBhQhx55JHRqVOnKCgoiIceeqjW+1mWxeWXXx4dO3aM0tLSGDx4cLzxxhu15lm0aFEMHTo0ysvLo3Xr1nHWWWfF0qVLt+JawKezoeNg2LBhdf5/OPTQQ2vN4zhgW3fNNdfE5z//+WjZsmW0b98+jjnmmJgxY0ateTbmd6HZs2fH4YcfHs2bN4/27dvHd77znVi1atXWXBW2kKSC7j333BMXXHBBjBo1Kl544YX43Oc+F4ccckjMnz+/sUuDLaJXr17x/vvv57+efvrp/Hvf/va34+GHH44xY8bE+PHj47333ovjjjuuEauFT2/ZsmXxuc99Lm666aZ63//xj38cN954Y9x6660xadKkaNGiRRxyyCGxfPny/DxDhw6Nl19+OR577LH485//HBMmTIgRI0ZsrVWAT21Dx0FExKGHHlrr/4c//OEPtd53HLCtGz9+fIwcOTKeffbZeOyxx2LlypVx8MEHx7Jly/LzbOh3oerq6jj88MNjxYoV8cwzz8Qdd9wRt99+e1x++eWNsUo0tCwh/fv3z0aOHJl/XV1dnXXq1Cm75pprGrEq2DJGjRqVfe5zn6v3vcrKyqxp06bZmDFj8tNeffXVLCKyiRMnbqUKYcuKiOzBBx/Mv66pqckqKiqy6667Lj+tsrIyKykpyf7whz9kWZZlr7zyShYR2XPPPZef569//WtWUFCQzZkzZ6vVDg1l7eMgy7Ls9NNPz44++uh1LuM4IEXz58/PIiIbP358lmUb97vQI488khUWFmZz587Nz3PLLbdk5eXlWVVV1dZdARpcMmd0V6xYEVOmTInBgwfnpxUWFsbgwYNj4sSJjVgZbDlvvPFGdOrUKbp37x5Dhw6N2bNnR0TElClTYuXKlbWOh9122y122mknxwPJmjlzZsydO7fWft+qVavYd9998/v9xIkTo3Xr1rHPPvvk5xk8eHAUFhbGpEmTtnrNsKU8+eST0b59+9h1113j7LPPjoULF+bfcxyQosWLF0dERJs2bSJi434XmjhxYvTu3Ts6dOiQn+eQQw6JJUuWxMsvv7wVq2dLSCboLliwIKqrq2vtqBERHTp0iLlz5zZSVbDl7LvvvnH77bfH3/72t7jlllti5syZMWDAgPjoo49i7ty5UVxcHK1bt661jOOBlOX27fX9PzB37txo3759rfebNGkSbdq0cWyQjEMPPTTuvPPOePzxx+Paa6+N8ePHx5AhQ6K6ujoiHAekp6amJs4///zYf//9Y88994yI2KjfhebOnVvv/xm599i2NWnsAoDNM2TIkPz3ffr0iX333Te6dOkS9957b5SWljZiZQA0ppNPPjn/fe/evaNPnz7Ro0ePePLJJ+PLX/5yI1YGW8bIkSNj+vTpte5VAsmc0W3btm0UFRXVuZPavHnzoqKiopGqgq2ndevW0bNnz3jzzTejoqIiVqxYEZWVlbXmcTyQsty+vb7/ByoqKurcoHDVqlWxaNEixwbJ6t69e7Rt2zbefPPNiHAckJZzzz03/vznP8cTTzwRO+64Y376xvwuVFFRUe//Gbn32LYlE3SLi4ujX79+8fjjj+en1dTUxOOPPx777bdfI1YGW8fSpUvjrbfeio4dO0a/fv2iadOmtY6HGTNmxOzZsx0PJKtbt25RUVFRa79fsmRJTJo0Kb/f77ffflFZWRlTpkzJz/P3v/89ampqYt99993qNcPW8O6778bChQujY8eOEeE4IA1ZlsW5554bDz74YPz973+Pbt261Xp/Y34X2m+//eKll16q9Yefxx57LMrLy2OPPfbYOivCFpPUpcsXXHBBnH766bHPPvtE//794/rrr49ly5bFGWec0dilQYO78MIL48gjj4wuXbrEe++9F6NGjYqioqL46le/Gq1atYqzzjorLrjggmjTpk2Ul5fHN7/5zdhvv/3iP/7jPxq7dNhsS5cuzZ+Vilh9A6qpU6dGmzZtYqeddorzzz8/rrrqqthll12iW7ducdlll0WnTp3imGOOiYiI3XffPQ499NAYPnx43HrrrbFy5co499xz4+STT45OnTo10lrBplnfcdCmTZsYPXp0HH/88VFRURFvvfVWXHTRRbHzzjvHIYccEhGOA9IwcuTI+J//+Z8YO3ZstGzZMv+Z2latWkVpaelG/S508MEHxx577BGnnnpq/PjHP465c+fGpZdeGiNHjoySkpLGXD0aQmPf9rmh/eIXv8h22mmnrLi4OOvfv3/27LPPNnZJsEV85StfyTp27JgVFxdnO+ywQ/aVr3wle/PNN/Pvf/LJJ9k555yTbbfddlnz5s2zY489Nnv//fcbsWL49J544oksIup8nX766VmWrX7E0GWXXZZ16NAhKykpyb785S9nM2bMqNXGwoULs69+9atZWVlZVl5enp1xxhnZRx991AhrA5tnfcfBxx9/nB188MFZu3btsqZNm2ZdunTJhg8fXuvxKVnmOGDbV98xEBHZ7373u/w8G/O70KxZs7IhQ4ZkpaWlWdu2bbP/+q//ylauXLmV14YtoSDLsmzrx2sAAADYMpL5jC4AAABECLoAAAAkRtAFAAAgKYIuAAAASRF0AQAASIqgCwAAQFIEXQAAAJIi6AIAAJAUQRcAEvPkk09GQUFBVFZWNnYpANAoBF0APrOGDRsWBQUF8aMf/ajW9IceeigKCgo2up2uXbvG9ddf38DVbZwDDzwwzj///EbpGwD+XQm6AHymNWvWLK699tr48MMPG7uUTbJixYrGLgEA/m0JugB8pg0ePDgqKirimmuuWec8Tz/9dAwYMCBKS0ujc+fO8a1vfSuWLVsWEavPqP7rX/+Kb3/721FQUBAFBQWRZVm0a9cu7rvvvnwbffv2jY4dO9Zqs6SkJD7++OOIiJg9e3YcffTRUVZWFuXl5XHSSSfFvHnz8vNfccUV0bdv3/jv//7v6NatWzRr1iyGDRsW48ePjxtuuCHf96xZs/LLTJkyJfbZZ59o3rx5fOELX4gZM2Y01LABwL81QReAz7SioqL44Q9/GL/4xS/i3XffrfP+W2+9FYceemgcf/zxMW3atLjnnnvi6aefjnPPPTciIh544IHYcccd48orr4z3338/3n///SgoKIiBAwfGk08+GRERH374Ybz66qvxySefxGuvvRYREePHj4/Pf/7z0bx586ipqYmjjz46Fi1aFOPHj4/HHnss3n777fjKV75Sq5Y333wz7r///njggQdi6tSpccMNN8R+++0Xw4cPz/fduXPn/PyXXHJJ/PSnP43nn38+mjRpEmeeeeYWGkUA+PfSpLELAIDGduyxx0bfvn1j1KhR8dvf/rbWe9dcc00MHTo0/znYXXbZJW688cYYNGhQ3HLLLdGmTZsoKiqKli1bRkVFRX65Aw88MH71q19FRMSECRNir732ioqKinjyySdjt912iyeffDIGDRoUERGPP/54vPTSSzFz5sx8UL3zzjujV69e8dxzz8XnP//5iFh9ufKdd94Z7dq1y/dTXFwczZs3r9V3ztVXX53v43vf+14cfvjhsXz58mjWrFkDjRwA/HtyRhcAIuLaa6+NO+64I1599dVa01988cW4/fbbo6ysLP91yCGHRE1NTcycOXOd7Q0aNCheeeWV+OCDD2L8+PFx4IEHxoEHHhhPPvlkrFy5Mp555pk48MADIyLi1Vdfjc6dO9c6G7vHHntE69ata9XTpUuXWiF3Q/r06ZP/PnfZ9Pz58zd6eQDYVgm6ABARAwcOjEMOOSQuvvjiWtOXLl0a3/jGN2Lq1Kn5rxdffDHeeOON6NGjxzrb6927d7Rp0ybGjx9fK+iOHz8+nnvuuVi5cmV84Qtf2KQaW7RosUnzN23aNP997i7SNTU1m9QGAGyLXLoMAP/nRz/6UfTt2zd23XXX/LS99947Xnnlldh5553XuVxxcXFUV1fXmlZQUBADBgyIsWPHxssvvxwHHHBANG/ePKqqquJXv/pV7LPPPvnguvvuu8c777wT77zzTv6s7iuvvBKVlZWxxx57rLfm+voGgM86Z3QB4P/07t07hg4dGjfeeGN+2ne/+9145pln4txzz42pU6fGG2+8EWPHjs3fjCpi9XN0J0yYEHPmzIkFCxbkpx944IHxhz/8Ifr27RtlZWVRWFgYAwcOjLvvvjv/2dmI1Xd+zvX9wgsvxOTJk+O0006LQYMGxT777LPemrt27RqTJk2KWbNmxYIFC5yxBYAQdAGgliuvvLJWWOzTp0+MHz8+Xn/99RgwYEDstddecfnll0enTp1qLTNr1qzo0aNHrc/QDho0KKqrq/OfxY1YHX7XnlZQUBBjx46N7bbbLgYOHBiDBw+O7t27xz333LPBei+88MIoKiqKPfbYI9q1axezZ8/+dAMAAAkoyLIsa+wiAAAAoKE4owsAAEBSBF0AAACSIugCAACQFEEXAACApAi6AAAAJEXQBQAAICmCLgAAAEkRdAEAAEiKoAsAAEBSBF0AAACSIugCAACQlP8HMQ6aX88nyB4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество выявленных выбросов: 508\n",
      "Количество записей после удаления выбросов: 2092\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализация результатов\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x=df['Networth'])\n",
    "plt.title('Распределение Networth с выбросами')\n",
    "plt.show()\n",
    "\n",
    "# Вычисление медианы для 'Networth'\n",
    "median_price = df['Networth'].median()\n",
    "\n",
    "# Вычисление абсолютных отклонений от медианы\n",
    "df['absolute_deviation'] = np.abs(df['Networth'] - median_price)\n",
    "\n",
    "# Вычисление медианного абсолютного отклонения (MAD)\n",
    "mad = df['absolute_deviation'].median()\n",
    "\n",
    "# Определение порога для выбросов. Вы можете настроить множитель в зависимости от ваших предпочтений\n",
    "threshold = 3 * mad\n",
    "\n",
    "# Выявление выбросов\n",
    "outliers = df[df['absolute_deviation'] > threshold]\n",
    "\n",
    "# Вывод количества найденных выбросов и оставшихся записей\n",
    "print(f\"Количество выявленных выбросов: {len(outliers)}\")\n",
    "\n",
    "\n",
    "# Удаление выбросов из набора данных\n",
    "df = df[df['absolute_deviation'] <= threshold].drop(columns=['absolute_deviation'])\n",
    "\n",
    "\n",
    "print(f\"Количество записей после удаления выбросов: {len(df)}\")\n",
    "\n",
    "# Визуализация результатов\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x=df['Networth'])\n",
    "plt.title('Распределение Networth после удаления выбросов')\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Разбиение датасета на три части: обучающую, контрольную и тестовую выборки\n",
    "\n",
    "Обучающая выборка (training set): используется для обучения модели. Это основная часть данных, на которой модель обучается находить зависимости.\n",
    "\n",
    "Валидационная выборка (validation set): используется для настройки гиперпараметров модели. Во время обучения модель проверяется на этой выборке, чтобы выбрать оптимальные параметры и избежать переобучения.\n",
    "\n",
    "Тестовая выборка (test set): используется для окончательной проверки модели после завершения процесса обучения. Тестовые данные не используются в процессе обучения и позволяют объективно оценить качество модели."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 852,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 1255\n",
      "Размер контрольной выборки: 418\n",
      "Размер тестовой выборки: 419\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Выделим признаки (все столбцы, кроме целевого, например \"Networth\") и целевой признак (например, \"Networth\")\n",
    "X = df.drop(columns=[\"Networth\"])  # Признаки (все столбцы, кроме целевого признака 'Networth')\n",
    "y = df[\"Networth\"]  # Целевая переменная (Networth)\n",
    "\n",
    "# 1. Разделяем данные на обучающую (60%) и временную (40%) выборки\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
    "\n",
    "# 2. Разделяем временную выборку пополам на контрольную (20%) и тестовую (20%) выборки\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
    "\n",
    "# Выводим размеры выборок\n",
    "print(f\"Размер обучающей выборки: {len(X_train)}\")\n",
    "print(f\"Размер контрольной выборки: {len(X_val)}\")\n",
    "print(f\"Размер тестовой выборки: {len(X_test)}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Оценка сбалансированности выборок\n",
    "\n",
    "Для оценки сбалансированности выборок можно проверить распределение целевой переменной (price) в каждой из них. Мы можем построить гистограммы или использовать базовую статистику, такую как среднее значение и стандартное отклонение, чтобы убедиться, что распределение price в обучающей, валидационной и тестовой выборках примерно одинаково."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 853,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Статистика для обучающей выборки:\n",
      "count    1255.000000\n",
      "mean        2.334104\n",
      "std         1.118726\n",
      "min         1.000000\n",
      "25%         1.500000\n",
      "50%         2.000000\n",
      "75%         3.000000\n",
      "max         5.300000\n",
      "Name: Networth, dtype: float64\n",
      "\n",
      "Статистика для валидационной выборки:\n",
      "count    418.000000\n",
      "mean       2.381340\n",
      "std        1.078073\n",
      "min        1.000000\n",
      "25%        1.500000\n",
      "50%        2.100000\n",
      "75%        3.000000\n",
      "max        5.300000\n",
      "Name: Networth, dtype: float64\n",
      "\n",
      "Статистика для тестовой выборки:\n",
      "count    419.000000\n",
      "mean       2.308831\n",
      "std        1.131241\n",
      "min        1.000000\n",
      "25%        1.400000\n",
      "50%        1.900000\n",
      "75%        3.100000\n",
      "max        5.200000\n",
      "Name: Networth, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Визуализация распределения цены в каждой из выборок\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "# Распределение в обучающей выборке\n",
    "plt.subplot(1, 3, 1)\n",
    "sns.histplot(y_train, bins=30, kde=True, color='blue')\n",
    "plt.title(\"Распределение цены в обучающей выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в валидационной выборке\n",
    "plt.subplot(1, 3, 2)\n",
    "sns.histplot(y_val, bins=30, kde=True, color='green')\n",
    "plt.title(\"Распределение цены в валидационной выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в тестовой выборке\n",
    "plt.subplot(1, 3, 3)\n",
    "sns.histplot(y_test, bins=30, kde=True, color='orange')\n",
    "plt.title(\"Распределение цены в тестовой выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Вывод базовой статистики для каждой выборки\n",
    "print(\"Статистика для обучающей выборки:\")\n",
    "print(y_train.describe())\n",
    "print(\"\\nСтатистика для валидационной выборки:\")\n",
    "print(y_val.describe())\n",
    "print(\"\\nСтатистика для тестовой выборки:\")\n",
    "print(y_test.describe())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Гистограммы и статистика показыают, что распределения в обучающей, валидационной и тестовой выборках схожи, а значит выборки можно считать сбалансированными."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Борьба со смещением\n",
    "\n",
    "Теперь оценим сбалансированность. Анализ проведём в категории 'Networth'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 854,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_data = X_train.copy()\n",
    "train_data[\"Networth\"] = y_train  # Добавляем целевой признак\n",
    "\n",
    "# Сортируем данные по возрастанию целевого признака 'Networth'\n",
    "train_data_sorted = train_data.sort_values(by=\"Networth\").reset_index(drop=True)\n",
    "\n",
    "# Построение графика\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(train_data_sorted[\"Networth\"], label=\"Networth (отсортированный)\")\n",
    "plt.title(\"График отсортированного значения Networth в обучающей выборке\")\n",
    "plt.xlabel(\"Индекс (после сортировки)\")\n",
    "plt.ylabel(\"Networth\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "По оценке сбалансированности данных сбалансированность умеренная."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Второй набор данных House Sales in King County, USA (Данные о продаже домов в округе Кинг, США)\n",
    "\n",
    "Выгрузка данных из CSV файла в датафрейм\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 855,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',\n",
      "       'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',\n",
      "       'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',\n",
      "       'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n",
      "      dtype='object')\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21613 entries, 0 to 21612\n",
      "Data columns (total 21 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   id             21613 non-null  int64  \n",
      " 1   date           21613 non-null  object \n",
      " 2   price          21613 non-null  float64\n",
      " 3   bedrooms       21613 non-null  int64  \n",
      " 4   bathrooms      21613 non-null  float64\n",
      " 5   sqft_living    21613 non-null  int64  \n",
      " 6   sqft_lot       21613 non-null  int64  \n",
      " 7   floors         21613 non-null  float64\n",
      " 8   waterfront     21613 non-null  int64  \n",
      " 9   view           21613 non-null  int64  \n",
      " 10  condition      21613 non-null  int64  \n",
      " 11  grade          21613 non-null  int64  \n",
      " 12  sqft_above     21613 non-null  int64  \n",
      " 13  sqft_basement  21613 non-null  int64  \n",
      " 14  yr_built       21613 non-null  int64  \n",
      " 15  yr_renovated   21613 non-null  int64  \n",
      " 16  zipcode        21613 non-null  int64  \n",
      " 17  lat            21613 non-null  float64\n",
      " 18  long           21613 non-null  float64\n",
      " 19  sqft_living15  21613 non-null  int64  \n",
      " 20  sqft_lot15     21613 non-null  int64  \n",
      "dtypes: float64(5), int64(15), object(1)\n",
      "memory usage: 3.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# Загрузка данных\n",
    "df_houses = pd.read_csv(\"..//..//static//csv//kc house data.csv\")\n",
    "\n",
    "# Вывод\n",
    "print(df_houses.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df_houses.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Описание набора  \n",
    "Этот набор данных содержит цены на продажу домов в округе Кинг, включая Сиэтл. Он включает дома, проданные в период с мая 2014 года по май 2015 года.\n",
    "\n",
    "Это отличный набор данных для оценки простых регрессионных моделей.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 856,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>...</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7129300520</td>\n",
       "      <td>20141013T000000</td>\n",
       "      <td>221900.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1180</td>\n",
       "      <td>5650</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1180</td>\n",
       "      <td>0</td>\n",
       "      <td>1955</td>\n",
       "      <td>0</td>\n",
       "      <td>98178</td>\n",
       "      <td>47.5112</td>\n",
       "      <td>-122.257</td>\n",
       "      <td>1340</td>\n",
       "      <td>5650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6414100192</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>538000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2570</td>\n",
       "      <td>7242</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>2170</td>\n",
       "      <td>400</td>\n",
       "      <td>1951</td>\n",
       "      <td>1991</td>\n",
       "      <td>98125</td>\n",
       "      <td>47.7210</td>\n",
       "      <td>-122.319</td>\n",
       "      <td>1690</td>\n",
       "      <td>7639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5631500400</td>\n",
       "      <td>20150225T000000</td>\n",
       "      <td>180000.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.00</td>\n",
       "      <td>770</td>\n",
       "      <td>10000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>770</td>\n",
       "      <td>0</td>\n",
       "      <td>1933</td>\n",
       "      <td>0</td>\n",
       "      <td>98028</td>\n",
       "      <td>47.7379</td>\n",
       "      <td>-122.233</td>\n",
       "      <td>2720</td>\n",
       "      <td>8062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2487200875</td>\n",
       "      <td>20141209T000000</td>\n",
       "      <td>604000.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1960</td>\n",
       "      <td>5000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>1050</td>\n",
       "      <td>910</td>\n",
       "      <td>1965</td>\n",
       "      <td>0</td>\n",
       "      <td>98136</td>\n",
       "      <td>47.5208</td>\n",
       "      <td>-122.393</td>\n",
       "      <td>1360</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1954400510</td>\n",
       "      <td>20150218T000000</td>\n",
       "      <td>510000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1680</td>\n",
       "      <td>8080</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>1680</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>0</td>\n",
       "      <td>98074</td>\n",
       "      <td>47.6168</td>\n",
       "      <td>-122.045</td>\n",
       "      <td>1800</td>\n",
       "      <td>7503</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id             date     price  bedrooms  bathrooms  sqft_living  \\\n",
       "0  7129300520  20141013T000000  221900.0         3       1.00         1180   \n",
       "1  6414100192  20141209T000000  538000.0         3       2.25         2570   \n",
       "2  5631500400  20150225T000000  180000.0         2       1.00          770   \n",
       "3  2487200875  20141209T000000  604000.0         4       3.00         1960   \n",
       "4  1954400510  20150218T000000  510000.0         3       2.00         1680   \n",
       "\n",
       "   sqft_lot  floors  waterfront  view  ...  grade  sqft_above  sqft_basement  \\\n",
       "0      5650     1.0           0     0  ...      7        1180              0   \n",
       "1      7242     2.0           0     0  ...      7        2170            400   \n",
       "2     10000     1.0           0     0  ...      6         770              0   \n",
       "3      5000     1.0           0     0  ...      7        1050            910   \n",
       "4      8080     1.0           0     0  ...      8        1680              0   \n",
       "\n",
       "   yr_built  yr_renovated  zipcode      lat     long  sqft_living15  \\\n",
       "0      1955             0    98178  47.5112 -122.257           1340   \n",
       "1      1951          1991    98125  47.7210 -122.319           1690   \n",
       "2      1933             0    98028  47.7379 -122.233           2720   \n",
       "3      1965             0    98136  47.5208 -122.393           1360   \n",
       "4      1987             0    98074  47.6168 -122.045           1800   \n",
       "\n",
       "   sqft_lot15  \n",
       "0        5650  \n",
       "1        7639  \n",
       "2        8062  \n",
       "3        5000  \n",
       "4        7503  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 856,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Вывод столбцов\n",
    "df_houses.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 857,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>price</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>sqft_living</th>\n",
       "      <th>sqft_lot</th>\n",
       "      <th>floors</th>\n",
       "      <th>waterfront</th>\n",
       "      <th>view</th>\n",
       "      <th>condition</th>\n",
       "      <th>grade</th>\n",
       "      <th>sqft_above</th>\n",
       "      <th>sqft_basement</th>\n",
       "      <th>yr_built</th>\n",
       "      <th>yr_renovated</th>\n",
       "      <th>zipcode</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "      <th>sqft_living15</th>\n",
       "      <th>sqft_lot15</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>2.161300e+04</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "      <td>21613.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.580302e+09</td>\n",
       "      <td>5.400881e+05</td>\n",
       "      <td>3.370842</td>\n",
       "      <td>2.114757</td>\n",
       "      <td>2079.899736</td>\n",
       "      <td>1.510697e+04</td>\n",
       "      <td>1.494309</td>\n",
       "      <td>0.007542</td>\n",
       "      <td>0.234303</td>\n",
       "      <td>3.409430</td>\n",
       "      <td>7.656873</td>\n",
       "      <td>1788.390691</td>\n",
       "      <td>291.509045</td>\n",
       "      <td>1971.005136</td>\n",
       "      <td>84.402258</td>\n",
       "      <td>98077.939805</td>\n",
       "      <td>47.560053</td>\n",
       "      <td>-122.213896</td>\n",
       "      <td>1986.552492</td>\n",
       "      <td>12768.455652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.876566e+09</td>\n",
       "      <td>3.671272e+05</td>\n",
       "      <td>0.930062</td>\n",
       "      <td>0.770163</td>\n",
       "      <td>918.440897</td>\n",
       "      <td>4.142051e+04</td>\n",
       "      <td>0.539989</td>\n",
       "      <td>0.086517</td>\n",
       "      <td>0.766318</td>\n",
       "      <td>0.650743</td>\n",
       "      <td>1.175459</td>\n",
       "      <td>828.090978</td>\n",
       "      <td>442.575043</td>\n",
       "      <td>29.373411</td>\n",
       "      <td>401.679240</td>\n",
       "      <td>53.505026</td>\n",
       "      <td>0.138564</td>\n",
       "      <td>0.140828</td>\n",
       "      <td>685.391304</td>\n",
       "      <td>27304.179631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000102e+06</td>\n",
       "      <td>7.500000e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>290.000000</td>\n",
       "      <td>5.200000e+02</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>290.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1900.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98001.000000</td>\n",
       "      <td>47.155900</td>\n",
       "      <td>-122.519000</td>\n",
       "      <td>399.000000</td>\n",
       "      <td>651.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.123049e+09</td>\n",
       "      <td>3.219500e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>1427.000000</td>\n",
       "      <td>5.040000e+03</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1190.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1951.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98033.000000</td>\n",
       "      <td>47.471000</td>\n",
       "      <td>-122.328000</td>\n",
       "      <td>1490.000000</td>\n",
       "      <td>5100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.904930e+09</td>\n",
       "      <td>4.500000e+05</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.250000</td>\n",
       "      <td>1910.000000</td>\n",
       "      <td>7.618000e+03</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1560.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1975.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98065.000000</td>\n",
       "      <td>47.571800</td>\n",
       "      <td>-122.230000</td>\n",
       "      <td>1840.000000</td>\n",
       "      <td>7620.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.308900e+09</td>\n",
       "      <td>6.450000e+05</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>2550.000000</td>\n",
       "      <td>1.068800e+04</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2210.000000</td>\n",
       "      <td>560.000000</td>\n",
       "      <td>1997.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98118.000000</td>\n",
       "      <td>47.678000</td>\n",
       "      <td>-122.125000</td>\n",
       "      <td>2360.000000</td>\n",
       "      <td>10083.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.900000e+09</td>\n",
       "      <td>7.700000e+06</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>13540.000000</td>\n",
       "      <td>1.651359e+06</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>9410.000000</td>\n",
       "      <td>4820.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>98199.000000</td>\n",
       "      <td>47.777600</td>\n",
       "      <td>-121.315000</td>\n",
       "      <td>6210.000000</td>\n",
       "      <td>871200.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id         price      bedrooms     bathrooms   sqft_living  \\\n",
       "count  2.161300e+04  2.161300e+04  21613.000000  21613.000000  21613.000000   \n",
       "mean   4.580302e+09  5.400881e+05      3.370842      2.114757   2079.899736   \n",
       "std    2.876566e+09  3.671272e+05      0.930062      0.770163    918.440897   \n",
       "min    1.000102e+06  7.500000e+04      0.000000      0.000000    290.000000   \n",
       "25%    2.123049e+09  3.219500e+05      3.000000      1.750000   1427.000000   \n",
       "50%    3.904930e+09  4.500000e+05      3.000000      2.250000   1910.000000   \n",
       "75%    7.308900e+09  6.450000e+05      4.000000      2.500000   2550.000000   \n",
       "max    9.900000e+09  7.700000e+06     33.000000      8.000000  13540.000000   \n",
       "\n",
       "           sqft_lot        floors    waterfront          view     condition  \\\n",
       "count  2.161300e+04  21613.000000  21613.000000  21613.000000  21613.000000   \n",
       "mean   1.510697e+04      1.494309      0.007542      0.234303      3.409430   \n",
       "std    4.142051e+04      0.539989      0.086517      0.766318      0.650743   \n",
       "min    5.200000e+02      1.000000      0.000000      0.000000      1.000000   \n",
       "25%    5.040000e+03      1.000000      0.000000      0.000000      3.000000   \n",
       "50%    7.618000e+03      1.500000      0.000000      0.000000      3.000000   \n",
       "75%    1.068800e+04      2.000000      0.000000      0.000000      4.000000   \n",
       "max    1.651359e+06      3.500000      1.000000      4.000000      5.000000   \n",
       "\n",
       "              grade    sqft_above  sqft_basement      yr_built  yr_renovated  \\\n",
       "count  21613.000000  21613.000000   21613.000000  21613.000000  21613.000000   \n",
       "mean       7.656873   1788.390691     291.509045   1971.005136     84.402258   \n",
       "std        1.175459    828.090978     442.575043     29.373411    401.679240   \n",
       "min        1.000000    290.000000       0.000000   1900.000000      0.000000   \n",
       "25%        7.000000   1190.000000       0.000000   1951.000000      0.000000   \n",
       "50%        7.000000   1560.000000       0.000000   1975.000000      0.000000   \n",
       "75%        8.000000   2210.000000     560.000000   1997.000000      0.000000   \n",
       "max       13.000000   9410.000000    4820.000000   2015.000000   2015.000000   \n",
       "\n",
       "            zipcode           lat          long  sqft_living15     sqft_lot15  \n",
       "count  21613.000000  21613.000000  21613.000000   21613.000000   21613.000000  \n",
       "mean   98077.939805     47.560053   -122.213896    1986.552492   12768.455652  \n",
       "std       53.505026      0.138564      0.140828     685.391304   27304.179631  \n",
       "min    98001.000000     47.155900   -122.519000     399.000000     651.000000  \n",
       "25%    98033.000000     47.471000   -122.328000    1490.000000    5100.000000  \n",
       "50%    98065.000000     47.571800   -122.230000    1840.000000    7620.000000  \n",
       "75%    98118.000000     47.678000   -122.125000    2360.000000   10083.000000  \n",
       "max    98199.000000     47.777600   -121.315000    6210.000000  871200.000000  "
      ]
     },
     "execution_count": 857,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Краткая статистическая сводка для данных:\n",
    "df_houses.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Получение сведений о пропущенных данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 858,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank        0\n",
       "Name        0\n",
       "Networth    0\n",
       "Age         0\n",
       "Country     0\n",
       "Source      0\n",
       "Industry    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 858,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Процент пропущенных значений признаков\n",
    "for i in df.columns:\n",
    "    null_rate = df[i].isnull().sum() / len(df) * 100\n",
    "    if null_rate > 0:\n",
    "        print(f'{i} Процент пустых значений: %{null_rate:.2f}')\n",
    "\n",
    "# Проверка на пропущенные данные\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Нет пропущенных данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Анализ сведений о наборе данных\n",
    "\n",
    "**Набор данных:** \n",
    "\n",
    "Этот набор данных содержит цены на продажу домов в округе Кинг, включая Сиэтл. Он включает дома, проданные в период с мая 2014 года по май 2015 года.\n",
    "\n",
    "**Проблемная область:**\n",
    "\n",
    "Набор данных о продаже домов в округе Кинг предоставляет информацию для анализа факторов, влияющих на стоимость недвижимости. Проблемная область заключается в предсказании цены дома на основе различных факторов, таких как площадь, количество комнат, местоположение и состояние дома. Такой анализ важен для оценки стоимости недвижимости и выявления ключевых факторов, определяющих ее цену, что помогает в принятии обоснованных решений покупателям, продавцам и инвесторам.\n",
    "\n",
    "**Анализ содержимого**\n",
    "\n",
    "*Объекты наблюдения:* отдельные сделки по продаже домов.\n",
    "\n",
    "*Атрибуты объектов:* \n",
    "\n",
    "id — уникальный идентификатор дома.  \n",
    "date — дата продажи дома.   \n",
    "price — цена продажи дома (целевая переменная).  \n",
    "bedrooms — количество спален.  \n",
    "bathrooms — количество ванных комнат.  \n",
    "sqft_living — жилая площадь.  \n",
    "sqft_lot — площадь участка.  \n",
    "floors — количество этажей.  \n",
    "waterfront — дом с видом на воду или без.  \n",
    "view — индекс, отражающий качество вида.  \n",
    "condition — состояние дома.  \n",
    "grade — рейтинг строительного качества.  \n",
    "sqft_above — площадь без подвала.  \n",
    "sqft_basement — площадь подвала.  \n",
    "yr_built — год постройки.  \n",
    "yr_renovated — год последнего ремонта.  \n",
    "zipcode — почтовый индекс.  \n",
    "lat и long — географические координаты.  \n",
    "sqft_living15 и sqft_lot15 — жилая площадь и площадь участка соседних 15 домов.\n",
    "\n",
    "\n",
    "*Связи между объектами:* \n",
    "1) Расположение и цена: Связь между географическим положением (zipcode, lat, long) и ценой.\n",
    "2) Площадь и цена: Зависимость цены от площади (sqft_living, sqft_lot).\n",
    "3) Состояние и цена: Связь между состоянием дома (condition, grade) и его стоимостью.\n",
    "\n",
    "\n",
    "### Бизнес-цель\n",
    "1.  Определение факторов, наиболее влияющих на стоимость дома для оптимизации предложений покупателям и повышения рентабельности.\n",
    "\n",
    "    **Цель:** Идентифицировать факторы (например, площадь, расположение, качество строительства), которые наиболее значительно влияют на цену дома.\n",
    "\n",
    "    **Эффект:** Повышение точности оценок стоимости недвижимости, что помогает покупателям и продавцам формировать оптимальные цены.\n",
    "\n",
    "2.  Оценка рыночных условий для определения стоимости ремонта и улучшений.\n",
    "\n",
    "    **Цель:** Понять, какие улучшения (например, ремонт, увеличение жилой площади) могут повысить стоимость дома и насколько.\n",
    "\n",
    "    **Эффект:** Информация может помочь владельцам недвижимости и инвесторам принимать решения о вложениях в улучшение недвижимости для увеличения ее рыночной стоимости.\n",
    "\n",
    "### Техническая цель\n",
    "1.  Техническая цель для определения факторов стоимости:\n",
    "\n",
    "    Построить регрессионную модель для предсказания цены на основе всех доступных атрибутов.  \n",
    "    На вход модели подаются: Все доступные признаки (например, sqft_living, grade, condition).  \n",
    "    Целевой признак: price (цена продажи дома).  \n",
    "    Эффект: Точный расчет цены на основе факторов, что повысит объективность оценки.  \n",
    "\n",
    "2.  Техническая цель для анализа влияния улучшений на цену:\n",
    "\n",
    "    Построить модели для анализа зависимости цены от показателей состояния, года постройки и года ремонта.  \n",
    "    На вход модели подаются: признаки, такие как yr_built, yr_renovated, sqft_living, condition.  \n",
    "    Целевой признак: price.  \n",
    "    Эффект: Определение оптимальных вложений в улучшения и ремонт для повышения стоимости недвижимости.   \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Рассмотрим связь цены с другими признаками.  \n",
    "1. Расположение и цена: Связь между географическим положением (zipcode, lat, long) и ценой."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 859,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверим, что нулевые значения удалены\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Повторная визуализация распределений после удаления нулевых значений\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"zipcode\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"почтовый индекс\")\n",
    "plt.title(\"Цена vs почтовый индекс\")\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"lat\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"Широта\")\n",
    "plt.title(\"Цена vs Широта\")\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"long\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"Долгота\")\n",
    "plt.title(\"Цена vs Долгота\")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Цена vs Почтовый индекс (zipcode): диаграмма не показывает явной корреляции между ценой и почтовым индексом. Почтовый индекс — это категориальный признак, который может включать множество уникальных значений. Он может вносить шум в модель, если не используется должным образом.\n",
    "\n",
    "Цена vs Широта (lat): на графике видно, что дома с более высокой ценой сосредоточены в определённой зоне по широте. Это говорит о том, что широта может нести некоторую полезную информацию о расположении и влиянии на цену. Однако слишком широкое использование координат может добавить лишний шум, так как они не всегда напрямую связаны с качеством дома.\n",
    "\n",
    "Цена vs Долгота (long): здесь также нет явной корреляции между долготой и ценой. Как и в случае с широтой, долгота может давать некоторую информацию, но её использование требует аккуратного подхода."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Площадь и цена: Зависимость цены от площади (sqft_living, sqft_lot)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 860,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверим, что нулевые значения удалены\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Повторная визуализация распределений после удаления нулевых значений\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"sqft_living\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"жилая площадь\")\n",
    "plt.title(\"Цена vs жилая площадь\")\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"sqft_lot\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"площадь участка\")\n",
    "plt.title(\"Цена vs площадь участка\")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "На основе представленных диаграмм можно сделать следующие выводы:\n",
    "\n",
    "Жилая площадь (sqft_living) и цена имеют очевидную положительную корреляцию. Это значит, что по мере увеличения жилой площади увеличивается и цена. Данный признак имеет высокую предсказательную силу для нашей модели.\n",
    "\n",
    "Площадь участка (sqft_lot) имеет более слабую связь с ценой, и данные довольно разбросаны. Высокие значения площади участка не обязательно связаны с высокой ценой. Следовательно, признак sqft_lot имеет ограниченную предсказательную силу и может внести больше шума, чем пользы, особенно если он существенно не влияет на стоимость недвижимости."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Состояние и цена: Связь между состоянием дома (condition, grade) и его стоимостью."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 861,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверим, что нулевые значения удалены\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Повторная визуализация распределений после удаления нулевых значений\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"grade\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"качество\")\n",
    "plt.title(\"Цена vs качество\")\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.scatter(df_houses[\"price\"], df_houses[\"condition\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"состояние дома\")\n",
    "plt.title(\"Цена vs состояние дома\")\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Цена и качество (grade): Наблюдается явная зависимость между ценой дома и его качеством. Более высокие оценки качества (10 и выше) обычно соответствуют более высокой стоимости дома. Это говорит о том, что качество является значимым фактором, влияющим на цену дома, и его следует оставить в модели.\n",
    "\n",
    "Цена и состояние (condition): Взаимосвязь между состоянием и ценой менее выражена, чем в случае качества. Большинство домов находятся в хорошем или отличном состоянии (оценки 3-5), однако их цена варьируется в широком диапазоне. Это может указывать на то, что состояние дома оказывает меньшее влияние на цену по сравнению с качеством."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Проблемы выбранного набора данных и их решение\n",
    "\n",
    "\n",
    "**Зашумлённость данных и выбросы**  \n",
    "\n",
    "Зашумленные данные могут возникнуть, если параметры, такие как площадь или состояние дома, были оценены неточно.  \n",
    "Удалим строки с нулевой ценой, площадью участка и жилой площадью, чтобы уменьшить зашумлённость.\n",
    "\n",
    "Проведя анализ выше мы выяснили, что столбцы zipcode, sqft_living15, sqft_lot15, sqft_lot  могут быть менее полезны, поэтому мы безопасно удалим их, их влияние на цену конкретного дома может быть незначительным."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 862,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living', 'floors',\n",
      "       'waterfront', 'view', 'condition', 'grade', 'sqft_above',\n",
      "       'sqft_basement', 'yr_built', 'yr_renovated', 'lat', 'long'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Удаление столбцов sqft_living15 и sqft_lot15\n",
    "df_houses = df_houses.drop(columns=[\"sqft_living15\", \"sqft_lot15\", \"zipcode\", \"sqft_lot\"])\n",
    "\n",
    "# Проверим, что столбцы удалены\n",
    "print(df_houses.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 863,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построим графики boxplot для обнаружения выбросов\n",
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "# Создание boxplot\n",
    "for i, column in enumerate(['price', 'sqft_living'], 1):\n",
    "    plt.subplot(4, 1, i)\n",
    "    sns.boxplot(x=df_houses[column])\n",
    "    plt.title(f\"Boxplot для {column}\")\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Выбросы наблюдаются во всех графиках, которые мы построили. Если у определённого параметра много выбросов, то данные могут быть зашумлены или содержат необычные значения, которые стоит анализировать и, возможно, удалить или скорректировать. Графики boxplot помогают визуализировать распределение данных и выявить выбросы, которые находятся за пределами \"усов\" боксплота.\n",
    "\n",
    "Попробуем решить устранить проблему выбросов для price и sqft_living. Используется метод усреднения данных для устранения выбросов. Метод стандартных отклонений."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 864,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2000x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Вычисление среднего и стандартного отклонения для столбцов\n",
    "means = df_houses[['sqft_living', 'price']].mean()\n",
    "std_devs = df_houses[['sqft_living', 'price']].std()\n",
    "\n",
    "# Определение порога для выбросов (например, 3 стандартных отклонения)\n",
    "threshold = 3\n",
    "\n",
    "# Функция для замены выбросов на среднее значение\n",
    "def replace_outliers_with_mean(column):\n",
    "    mean_value = column.mean()\n",
    "    upper_limit = mean_value + threshold * column.std()\n",
    "    lower_limit = mean_value - threshold * column.std()\n",
    "    \n",
    "    return column.where((column >= lower_limit) & (column <= upper_limit), mean_value)\n",
    "\n",
    "# Применение функции к каждому столбцу\n",
    "for column in ['sqft_living', 'price']:\n",
    "    df_houses[column] = replace_outliers_with_mean(df_houses[column])\n",
    "\n",
    "# Графическое отображение после замены выбросов\n",
    "plt.figure(figsize=(20, 15))\n",
    "for i, column in enumerate(['sqft_living', 'price'], 1):\n",
    "    plt.subplot(2, 1, i)\n",
    "    sns.boxplot(x=df_houses[column])\n",
    "    plt.title(f\"Boxplot для {column} после замены выбросов на среднее значение\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Смещение данных**   \n",
    "\n",
    "Если дома в выборке представлены неравномерно по различным параметрам (например, есть значительное количество дорогих домов или домов в плохом состоянии), то это может создать смещение в результатах анализа. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 865,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x700 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построим графики boxplot для обнаружения выбросов\n",
    "plt.figure(figsize=(10, 7))\n",
    "\n",
    "# Создание boxplot\n",
    "for i, column in enumerate(['price', 'sqft_living', 'condition', 'grade'], 1):\n",
    "    plt.subplot(4, 1, i)\n",
    "    sns.histplot(df_houses[column], bins=5, kde=True)\n",
    "    plt.title(f\"Распределение {column}\")\n",
    "    plt.xlabel(\"Цена\")\n",
    "    plt.ylabel(\"Частота\")\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Смещение наблюдается к левому краю, но в нашем случае это нормально, и аугментация не требуется."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Корреляции между признаками** \n",
    "\n",
    "Некоторые признаки могут быть сильно скоррелированы между собой, что может снизить качество анализа и обучаемых моделей, если они будут использоваться."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 866,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Выбираем интересующие нас признаки\n",
    "selected_columns = ['sqft_living', 'bedrooms', 'floors']\n",
    "correlation_matrix = df_houses[selected_columns].corr()\n",
    "\n",
    "# Отображаем корреляционную матрицу\n",
    "plt.figure(figsize=(5, 5))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', square=True)\n",
    "plt.title(\"Корреляция между sqft_living, bedrooms и floors\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Умеренная корреляция между sqft_living и bedrooms указывает на то, что связь между этими признаками существует, но они не являются взаимозаменяемыми. Оба признака могут быть полезны для моделей, так как предоставляют дополнительную информацию.\n",
    "Корреляция между другими парами признаков слишком слаба, чтобы создать риск мультиколлинеарности, поэтому можно оставить все три признака для анализа и построения модели."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Актуальность данных**\n",
    "\n",
    "Данные собраны за период с мая 2014 года по май 2015 года. С тех пор рынок недвижимости мог существенно измениться, и такие изменения могут сделать данные устаревшими для современных анализов."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Разбиение датасета на три части: обучающую, контрольную и тестовую выборки"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 867,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 12967\n",
      "Размер контрольной выборки: 4323\n",
      "Размер тестовой выборки: 4323\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Выделим признаки (все столбцы, кроме целевого, например \"price\") и целевой признак (например, \"price\")\n",
    "X = df_houses.drop(columns=[\"price\"])  # Признаки (все столбцы, кроме целевого признака 'price')\n",
    "y = df_houses[\"price\"]  # Целевая переменная (price)\n",
    "\n",
    "# 1. Разделяем данные на обучающую (60%) и временную (40%) выборки\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
    "\n",
    "# 2. Разделяем временную выборку пополам на контрольную (20%) и тестовую (20%) выборки\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
    "\n",
    "# Выводим размеры выборок\n",
    "print(f\"Размер обучающей выборки: {len(X_train)}\")\n",
    "print(f\"Размер контрольной выборки: {len(X_val)}\")\n",
    "print(f\"Размер тестовой выборки: {len(X_test)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Оценка сбалансированности выборок\n",
    "\n",
    "Для оценки сбалансированности выборок можно проверить распределение целевой переменной (price) в каждой из них. Мы можем построить гистограммы или использовать базовую статистику, такую как среднее значение и стандартное отклонение, чтобы убедиться, что распределение price в обучающей, валидационной и тестовой выборках примерно одинаково."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 868,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Статистика для обучающей выборки:\n",
      "count    1.296700e+04\n",
      "mean     5.071337e+05\n",
      "std      2.575532e+05\n",
      "min      7.500000e+04\n",
      "25%      3.210000e+05\n",
      "50%      4.500000e+05\n",
      "75%      6.205235e+05\n",
      "max      1.640000e+06\n",
      "Name: price, dtype: float64\n",
      "\n",
      "Статистика для валидационной выборки:\n",
      "count    4.323000e+03\n",
      "mean     5.099599e+05\n",
      "std      2.578829e+05\n",
      "min      7.800000e+04\n",
      "25%      3.217500e+05\n",
      "50%      4.500000e+05\n",
      "75%      6.300000e+05\n",
      "max      1.625000e+06\n",
      "Name: price, dtype: float64\n",
      "\n",
      "Статистика для тестовой выборки:\n",
      "count    4.323000e+03\n",
      "mean     5.059874e+05\n",
      "std      2.540701e+05\n",
      "min      8.995000e+04\n",
      "25%      3.235000e+05\n",
      "50%      4.500000e+05\n",
      "75%      6.250000e+05\n",
      "max      1.637500e+06\n",
      "Name: price, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Визуализация распределения цены в каждой из выборок\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "# Распределение в обучающей выборке\n",
    "plt.subplot(1, 3, 1)\n",
    "sns.histplot(y_train, bins=30, kde=True, color='blue')\n",
    "plt.title(\"Распределение цены в обучающей выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в валидационной выборке\n",
    "plt.subplot(1, 3, 2)\n",
    "sns.histplot(y_val, bins=30, kde=True, color='green')\n",
    "plt.title(\"Распределение цены в валидационной выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в тестовой выборке\n",
    "plt.subplot(1, 3, 3)\n",
    "sns.histplot(y_test, bins=30, kde=True, color='orange')\n",
    "plt.title(\"Распределение цены в тестовой выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Вывод базовой статистики для каждой выборки\n",
    "print(\"Статистика для обучающей выборки:\")\n",
    "print(y_train.describe())\n",
    "print(\"\\nСтатистика для валидационной выборки:\")\n",
    "print(y_val.describe())\n",
    "print(\"\\nСтатистика для тестовой выборки:\")\n",
    "print(y_test.describe())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Гистограммы и статистика показыают, что распределения в обучающей, валидационной и тестовой выборках схожи, а значит выборки можно считать сбалансированными."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Третий набор данных Diamonds Prices (Цены на бриллианты)\n",
    "\n",
    "Выгрузка данных из CSV файла в датафрейм"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 869,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Unnamed: 0', 'carat', 'cut', 'color', 'clarity', 'depth', 'table',\n",
      "       'price', 'x', 'y', 'z'],\n",
      "      dtype='object')\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 53943 entries, 0 to 53942\n",
      "Data columns (total 11 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   Unnamed: 0  53943 non-null  int64  \n",
      " 1   carat       53943 non-null  float64\n",
      " 2   cut         53943 non-null  object \n",
      " 3   color       53943 non-null  object \n",
      " 4   clarity     53943 non-null  object \n",
      " 5   depth       53943 non-null  float64\n",
      " 6   table       53943 non-null  float64\n",
      " 7   price       53943 non-null  int64  \n",
      " 8   x           53943 non-null  float64\n",
      " 9   y           53943 non-null  float64\n",
      " 10  z           53943 non-null  float64\n",
      "dtypes: float64(6), int64(2), object(3)\n",
      "memory usage: 4.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# Загрузка данных\n",
    "df_diamond = pd.read_csv(\"../../static/csv/Diamonds Prices2022.csv\")\n",
    "\n",
    "# Вывод\n",
    "print(df_diamond.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df_diamond.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Описание набора\n",
    "\n",
    "В этом документе рассматривается набор данных, содержащий цены и атрибуты приблизительно 54 000 бриллиантов круглой огранки.  \n",
    "В наборе данных 53 940 бриллиантов с 10 характеристиками (карат, огранка, цвет, чистота, глубина, таблица, цена, x, y и z). Большинство переменных являются числовыми по своей природе, но переменные огранка, цвет и чистота являются упорядоченными факторными переменными со следующими уровнями.\n",
    "О валюте для столбца цены: этоPrice ($)   \n",
    "И О столбцах x, y и z они являются измерениями бриллианта как (( x: length in mm, y: width in mm,z: depth in mm))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 870,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>carat</th>\n",
       "      <th>cut</th>\n",
       "      <th>color</th>\n",
       "      <th>clarity</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Ideal</td>\n",
       "      <td>E</td>\n",
       "      <td>SI2</td>\n",
       "      <td>61.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.95</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>0.21</td>\n",
       "      <td>Premium</td>\n",
       "      <td>E</td>\n",
       "      <td>SI1</td>\n",
       "      <td>59.8</td>\n",
       "      <td>61.0</td>\n",
       "      <td>326</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.84</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>0.23</td>\n",
       "      <td>Good</td>\n",
       "      <td>E</td>\n",
       "      <td>VS1</td>\n",
       "      <td>56.9</td>\n",
       "      <td>65.0</td>\n",
       "      <td>327</td>\n",
       "      <td>4.05</td>\n",
       "      <td>4.07</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0.29</td>\n",
       "      <td>Premium</td>\n",
       "      <td>I</td>\n",
       "      <td>VS2</td>\n",
       "      <td>62.4</td>\n",
       "      <td>58.0</td>\n",
       "      <td>334</td>\n",
       "      <td>4.20</td>\n",
       "      <td>4.23</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>0.31</td>\n",
       "      <td>Good</td>\n",
       "      <td>J</td>\n",
       "      <td>SI2</td>\n",
       "      <td>63.3</td>\n",
       "      <td>58.0</td>\n",
       "      <td>335</td>\n",
       "      <td>4.34</td>\n",
       "      <td>4.35</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  carat      cut color clarity  depth  table  price     x     y  \\\n",
       "0           1   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98   \n",
       "1           2   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84   \n",
       "2           3   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07   \n",
       "3           4   0.29  Premium     I     VS2   62.4   58.0    334  4.20  4.23   \n",
       "4           5   0.31     Good     J     SI2   63.3   58.0    335  4.34  4.35   \n",
       "\n",
       "      z  \n",
       "0  2.43  \n",
       "1  2.31  \n",
       "2  2.31  \n",
       "3  2.63  \n",
       "4  2.75  "
      ]
     },
     "execution_count": 870,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Для наглядности\n",
    "df_diamond.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 871,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>carat</th>\n",
       "      <th>depth</th>\n",
       "      <th>table</th>\n",
       "      <th>price</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "      <td>53943.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>26972.000000</td>\n",
       "      <td>0.797935</td>\n",
       "      <td>61.749322</td>\n",
       "      <td>57.457251</td>\n",
       "      <td>3932.734294</td>\n",
       "      <td>5.731158</td>\n",
       "      <td>5.734526</td>\n",
       "      <td>3.538730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15572.147122</td>\n",
       "      <td>0.473999</td>\n",
       "      <td>1.432626</td>\n",
       "      <td>2.234549</td>\n",
       "      <td>3989.338447</td>\n",
       "      <td>1.121730</td>\n",
       "      <td>1.142103</td>\n",
       "      <td>0.705679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>326.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>13486.500000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>61.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>950.000000</td>\n",
       "      <td>4.710000</td>\n",
       "      <td>4.720000</td>\n",
       "      <td>2.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>26972.000000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>61.800000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>2401.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>5.710000</td>\n",
       "      <td>3.530000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>40457.500000</td>\n",
       "      <td>1.040000</td>\n",
       "      <td>62.500000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>5324.000000</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>6.540000</td>\n",
       "      <td>4.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>53943.000000</td>\n",
       "      <td>5.010000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>18823.000000</td>\n",
       "      <td>10.740000</td>\n",
       "      <td>58.900000</td>\n",
       "      <td>31.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0         carat         depth         table         price  \\\n",
       "count  53943.000000  53943.000000  53943.000000  53943.000000  53943.000000   \n",
       "mean   26972.000000      0.797935     61.749322     57.457251   3932.734294   \n",
       "std    15572.147122      0.473999      1.432626      2.234549   3989.338447   \n",
       "min        1.000000      0.200000     43.000000     43.000000    326.000000   \n",
       "25%    13486.500000      0.400000     61.000000     56.000000    950.000000   \n",
       "50%    26972.000000      0.700000     61.800000     57.000000   2401.000000   \n",
       "75%    40457.500000      1.040000     62.500000     59.000000   5324.000000   \n",
       "max    53943.000000      5.010000     79.000000     95.000000  18823.000000   \n",
       "\n",
       "                  x             y             z  \n",
       "count  53943.000000  53943.000000  53943.000000  \n",
       "mean       5.731158      5.734526      3.538730  \n",
       "std        1.121730      1.142103      0.705679  \n",
       "min        0.000000      0.000000      0.000000  \n",
       "25%        4.710000      4.720000      2.910000  \n",
       "50%        5.700000      5.710000      3.530000  \n",
       "75%        6.540000      6.540000      4.040000  \n",
       "max       10.740000     58.900000     31.800000  "
      ]
     },
     "execution_count": 871,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Описание данных (основные статистические показатели)\n",
    "df_diamond.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Получение сведений о пропущенных данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 872,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0    False\n",
       "carat         False\n",
       "cut           False\n",
       "color         False\n",
       "clarity       False\n",
       "depth         False\n",
       "table         False\n",
       "price         False\n",
       "x             False\n",
       "y             False\n",
       "z             False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 872,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Количество пустых значений признаков\n",
    "df_diamond.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Нет пропущенных данных"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Анализ сведений о наборе данных\n",
    "\n",
    "**Набор данных:** \n",
    "\n",
    "Набор данных содержит 53 940 наблюдений, каждое из которых представляет собой бриллиант с характеристиками, такими как вес (карат), огранка, цвет, прозрачность, глубина, размеры (x, y, z), а также цена.\n",
    "\n",
    "**Проблемная область:**\n",
    "\n",
    "Проблемной областью может быть задача оценки стоимости бриллианта на основе его характеристик, что важно для торговли бриллиантами, определения их рыночной стоимости и других бизнес-задач.\n",
    "\n",
    "**Анализ содержимого**\n",
    "\n",
    "*Объекты наблюдения:* бриллианты\n",
    "\n",
    "*Атрибуты объектов:* \n",
    "\n",
    "carat — вес   \n",
    "depth — глубина в бриллианте  \n",
    "price — цена продажи дома (целевая переменная).    \n",
    "x,y,z - размеры  \n",
    "table - площадка  \n",
    "clarity - прозрачность  \n",
    "\n",
    "Категориальные характеристики:   \n",
    "\n",
    "cut - огранка  \n",
    "color - цвет  \n",
    "\n",
    "\n",
    "*Связи между объектами:* \n",
    "1) Вес и цена: Связь между весом бриллианта (carat, price) и ценой.\n",
    "2) Качество огранки и цена: Связь между качеством огранки (cut, price) и ценой.\n",
    "3) Размеры бриллианта и цена: Связь между размером (x, y, z, price) и ценой.\n",
    "\n",
    "\n",
    "### Бизнес-цель\n",
    "1.  Автоматизация процесса оценки стоимости бриллианта\n",
    "\n",
    "    **Цель:** Построить модель для оценки цены бриллианты на основе его характеристик.\n",
    "\n",
    "    **Эффект:** Улучшение бизнес-процессов (повышение эффективности операционных процессов), повышение доходов, сокращение затрат и улучшение клиентских отношений.  \n",
    "\n",
    "2.  Оптимизация ассортимента и продаж  \n",
    "\n",
    "    **Цель:** Построить модель для анализа данных, какие характеристики бриллиантов наиболее востребованы и наилучшим образом влияют на рост продаж. \n",
    "\n",
    "    **Эффект:** Компании могут оптимизировать ассортимент на более востребованные, что приведёт к увеличению продаж\n",
    "\n",
    "### Техническая цель\n",
    "1.  Разработка модели для оценки стоимости бриллиантов  \n",
    "\n",
    "    Создать модель машинного обучения, которая на вход получает характеристики бриллианта (вес, огранка, цвет и т.д.) и предсказывает его цену. \n",
    "    На вход поступают характеристики, а целевой признак - цена бриллианта.  \n",
    "\n",
    "2.  Оптимизация ассортимента и прогнозирование спроса \n",
    "\n",
    "    Создать модель для предсказания спроса (популярности) определённых категорий бриллиаантов в зависимости от их характеристик. На вход поступают характеристики бриллианта, а целевой признак - показатели продаж или востребованность товара.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Рассмотрим связь цены с другими признаками.  \n",
    "\n",
    "1. Вес и цена: Связь между весом бриллианта (carat, price) и ценой."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 873,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализируем отношение carat и price\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_diamond[\"carat\"], df_diamond[\"price\"])\n",
    "plt.xlabel(\"carat\")\n",
    "plt.ylabel(\"price\")\n",
    "plt.title(\"carat vs price\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Вес (карат) оказывает значительное влияние на цену бриллианта, но цена также зависит и от других параметров, которые стоит учесть для более точного анализа."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Качество огранки и цена: Связь между качеством огранки (cut, price) и ценой."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 874,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Визуализируем отношение cut и price\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df_diamond[\"cut\"], df_diamond[\"price\"])\n",
    "plt.xlabel(\"cut\")\n",
    "plt.ylabel(\"price\")\n",
    "plt.title(\"cut vs price\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Качество огранки (cut) может не быть сильным предсказателем цены, по крайней мере, без учета других параметров бриллианта."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Размеры бриллианта и цена: Связь между размером (x, y, z, price) и ценой. А также, заодно проверим depth и table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 875,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверим, что нулевые значения удалены\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Повторная визуализация распределений после удаления нулевых значений\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.scatter(df_diamond[\"price\"], df_diamond[\"depth\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"глубина в бриллианте  \")\n",
    "plt.title(\"Цена vs глубина в бриллианте \")\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.scatter(df_diamond[\"price\"], df_diamond[\"table\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"площадка\")\n",
    "plt.title(\"Цена vs площадка\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Проверим, что нулевые значения удалены\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Повторная визуализация распределений после удаления нулевых значений\n",
    "plt.subplot(3, 3, 1)\n",
    "plt.scatter(df_diamond[\"price\"], df_diamond[\"x\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"длина\")\n",
    "plt.title(\"Цена vs длина\")\n",
    "\n",
    "plt.subplot(3, 3, 2)\n",
    "plt.scatter(df_diamond[\"price\"], df_diamond[\"y\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"ширина\")\n",
    "plt.title(\"Цена vs ширина\")\n",
    "\n",
    "plt.subplot(3, 3, 3)\n",
    "plt.scatter(df_diamond[\"price\"], df_diamond[\"z\"])\n",
    "plt.xlabel(\"цена\")\n",
    "plt.ylabel(\"глубина\")\n",
    "plt.title(\"Цена vs глубина\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Из представленных диаграмм можно сделать следующие выводы:\n",
    "\n",
    "Глубина бриллианта (depth) и цена:\n",
    "\n",
    "На диаграмме \"Цена vs глубина в бриллианте\" видна слабая связь между ценой и глубиной бриллианта. Значения глубины сосредоточены в диапазоне от 50 до 70, и вариации в этом диапазоне не сильно влияют на цену. Это говорит о том, что глубина может иметь минимальное влияние на предсказание цены и может рассматриваться для исключения.\n",
    "Площадка (table) и цена:\n",
    "\n",
    "Диаграмма \"Цена vs площадка\" также не показывает четкой зависимости между значением площадки и ценой бриллианта. Влияние площадки на цену незначительно, и этот признак, вероятно, не является важным для предсказания цены.\n",
    "Длина (x), ширина (y), глубина (z) и цена:\n",
    "\n",
    "Признаки длины, ширины и глубины (x, y, z) показывают более выраженные зависимости с ценой, особенно длина (x), которая, кажется, имеет позитивную корреляцию с ценой. Эти признаки могут быть более полезны для модели."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Проблемы выбранного набора данных и их решение\n",
    "\n",
    "**Зашумлённость данных и выбросы**  \n",
    "\n",
    "Проведя анализ выше мы выяснили, что столбцы depth и table могут быть менее полезны, поэтому мы безопасно удалим их, и их влияние на цену конкретного бриллианта может быть незначительным."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 876,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Unnamed: 0', 'carat', 'cut', 'color', 'clarity', 'price', 'x', 'y',\n",
      "       'z'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Удаление столбцов sqft_living15 и sqft_lot15\n",
    "df_diamond = df_diamond.drop(columns=[\"depth\", \"table\"])\n",
    "\n",
    "# Проверим, что столбцы удалены\n",
    "print(df_diamond.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Также зашумлённость может быть обнаружена через большое количество выбросов (аномальных значений). Выбросы могут выходить за нормальные границы. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 877,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построим графики boxplot для обнаружения выбросов\n",
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "# Создание boxplot\n",
    "for i, column in enumerate(['carat', 'price'], 1):\n",
    "    plt.subplot(4, 1, i)\n",
    "    sns.boxplot(x=df_diamond[column])\n",
    "    plt.title(f\"Boxplot для {column}\")\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Они наблюдаются во всех графиках, которые мы построили. Если у определённого параметра много выбросов, то данные могут быть зашумлены или содержат необычные значения, которые стоит анализировать и, возможно, удалить или скорректировать. Графики boxplot помогают визуализировать распределение данных и выявить выбросы, которые находятся за пределами \"усов\" боксплота.\n",
    "\n",
    "Попробуем решить устранить проблему выбросов для price и carat.  Используем метод интерквартильного размаха и заменим их на медиану."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 878,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAHqCAYAAADyGZa5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvpElEQVR4nO3deZyN5eP/8ffsM2bMDGYMYxljz5YoIgxZxwifkkiMLb4hSamkLEmypEgJlVFEobTJTkoi4pO9yVpkbM0YOzPX7w+/c38cZ8wit4N5PR+PeXCu+zr3ue77vu5zzvvcy+VhjDECAAAAAAC28HR3AwAAAAAAuJ0RvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAA3NbS09N19OhR7d69291NAQDkUgRvALc0Dw8PDR061N3NAHCTOXTokPr166eoqCj5+voqPDxcFSpU0IkTJ9zdNABALkTwBpChhIQEeXh4OP0VLFhQDRo00Hfffefu5v1r27Zt09ChQ7V37153N+W28tprr2n+/PnubgZyuT/++EP33HOPZs+erZ49e+qbb77RkiVLtGzZMgUGBrq7eQCAXMjb3Q0AcHN75ZVXFB0dLWOMkpKSlJCQoObNm+vrr79WixYt3N28a7Zt2zYNGzZM9evXV4kSJdzdnNvGa6+9pjZt2qh169bubgpysZ49e8rX11c///yzihQp4u7mAABA8AaQudjYWN19993W427duikiIkKzZs26pYM3spaenq7z58/L39/f3U0Bsm3Dhg1avny5Fi9eTOgGANw0ONUcQI6EhoYqICBA3t7Ov9udOnVKzzzzjIoVKyY/Pz+VK1dOY8eOlTFGknTmzBmVL19e5cuX15kzZ6znHT9+XIULF1bt2rWVlpYmSercubOCgoK0e/duNW3aVIGBgYqMjNQrr7xizS8zGzduVGxsrIKDgxUUFKSGDRvq559/tqYnJCTo4YcfliQ1aNDAOpV+5cqVWc67RIkSLqfge3h4KCEhwaXu0KFDM6zbuXNnp3orVqxQ3bp1lS9fPqd6ffr0ybI9Z8+e1dChQ1W2bFn5+/urcOHCevDBB7Vr1y6rztixY1W7dm0VKFBAAQEBql69uubOnesyL8drzpw5UxUrVpSfn58WLlyY7Xl4eHjo1KlTmj59+lWX9XIrV67McP1c7bm7d+/Www8/rPz58ytPnjy699579e23317TOpGyv30OHDigrl27KiIiQn5+fqpYsaI+/PDDqy6Xw7FjxxQbG6uiRYvKz89PhQsXVocOHbRv3z6nejnZPh4eHnrrrbdcppUvXz7DPpOcnKx+/fpZ+2Xp0qU1atQopaenW3X27t0rDw8PjR071mW+lSpVUv369a3Hjm2WUfscOnfunK2zSC7flzw9PVWoUCE98sgj2r9/f7ba5uDYjg4///yz/P39tWvXLqsfFypUSD179tTx48ednlu/fn1VqlRJGzZsUO3atRUQEKDo6Gi99957Lq9z+PBh64dHf39/3XnnnZo+fbpLvfT0dI0fP16VK1eWv7+/wsPD1axZM61fv96qc/HiRQ0fPlylSpWSn5+fSpQooRdffFHnzp3L8TrKbP1m9ONonz59nNaXJE2bNk3333+/ChYsKD8/P1WoUEGTJk3K8jWkS9vbw8NDVatWdZk2cuRIeXh4KCgoyGXajBkzVL16dQUEBCh//vxq166d/vzzzwxf42rvEZe/Zzv65pXv43FxcS73Atm3b5969eqlcuXKKSAgQAUKFNDDDz/scumR45Kry7edJB09etRpnitWrJCHh4e++OILl7Z/8skn8vDw0Jo1azJcNgC5B0e8AWQqJSVFR48elTFGhw8f1ttvv62TJ0/qscces+oYY9SyZUutWLFC3bp1U9WqVbVo0SINGDBABw4c0JtvvqmAgABNnz5d9913nwYNGqRx48ZJknr37q2UlBQlJCTIy8vLmmdaWpqaNWume++9V6NHj9bChQs1ZMgQXbx4Ua+88spV27t161bVrVtXwcHBeu655+Tj46PJkyerfv36+v7771WzZk3Vq1dPffv21YQJE/Tiiy/qjjvukCTr36xUrVpVzzzzjCRpz549Gjx4cKb1P/74Y+v/Tz/9tNO0PXv2KC4uToULF9bgwYMVHh4uSerYsWOW7UhLS1OLFi20bNkytWvXTk899ZRSU1O1ZMkSbdmyRaVKlZIkjR8/Xi1btlSHDh10/vx5zZ49Ww8//LC++eYbxcXFOc1z+fLl+uyzz9SnTx+FhYVZASo78/j444/VvXt31ahRQz169JAkqw2Z6du3r+655x6nsu7duzs9TkpKUu3atXX69Gn17dtXBQoU0PTp09WyZUvNnTtX//nPf3K0Ti6X2fZJSkrSvffea4Xa8PBwfffdd+rWrZtOnDihfv36XXW5zp8/r7x58+qpp55SgQIFtGvXLr399tv67bfftHnzZqteTraPv7+/pk2b5vS6P/30k0uYl6TTp08rJiZGBw4cUM+ePVW8eHH99NNPGjhwoP7+++8MA/yNVrduXfXo0UPp6enasmWL3nrrLR08eFA//PDDNc/z2LFjOnv2rJ544gndf//9+r//+z/t2rVL77zzjtauXau1a9fKz8/Pqv/PP/+oefPmatu2rdq3b6/PPvtMTzzxhHx9fdW1a1dJl344rF+/vv744w/16dNH0dHRmjNnjjp37qzk5GQ99dRT1vy6deumhIQExcbGqnv37rp48aJ++OEH/fzzz9bZQ927d9f06dPVpk0bPfPMM1q7dq1Gjhyp7du3u4Q3O9bRlSZNmqSKFSuqZcuW8vb21tdff61evXopPT1dvXv3zvL53t7e2rp1qzZu3Ki77rrLKk9ISMjwjJkRI0bo5ZdfVtu2bdW9e3cdOXJEb7/9turVq6eNGzcqNDTU5TmNGzdWp06dJEm//PKLJkyYkGW7Vq1apQULFriU//LLL/rpp5/Url07FS1aVHv37tWkSZNUv359bdu2TXny5Mly3perX7++ihUrppkzZ1rvRQ4zZ85UqVKlVKtWrRzNE8BtyABABqZNm2Ykufz5+fmZhIQEp7rz5883ksyrr77qVN6mTRvj4eFh/vjjD6ts4MCBxtPT06xatcrMmTPHSDJvvfWW0/Pi4+ONJPPkk09aZenp6SYuLs74+vqaI0eOWOWSzJAhQ6zHrVu3Nr6+vmbXrl1W2cGDB03evHlNvXr1rDLHa69YsSJH6yUyMtK0aNHCevzLL78YSWbatGkudQcNGmQ8PDycyqKiokx8fLz1ePLkyUaSWbNmjVM9SaZ3796ZtuXDDz80ksy4ceNcpqWnp1v/P336tNO08+fPm0qVKpn777/f5TU9PT3N1q1bXeaX3XkEBgY6LV9mVqxYYSSZOXPmuEy7cj79+vUzkswPP/xglaWmppro6GhTokQJk5aWZozJ/joxJnvbp1u3bqZw4cLm6NGjTvXatWtnQkJCXNZLVkaPHm0kOc0vJ9unTZs2xtvb26xfv96pjY8++qhLnxk+fLgJDAw0v//+u9N8XnjhBePl5WX2799vjDFmz549RpIZM2aMS3srVqxoYmJirMeZbTOH+Ph4ExUVdfWV8P9dua6NMebRRx81efLksR5n1jaHIUOGmMu/zjgeN2zY0Fy8eNEqd7ynvf3221ZZTEyMkWTeeOMNq+zcuXOmatWqpmDBgub8+fPGGGPeeustI8nMmDHDqnf+/HlTq1YtExQUZE6cOGGMMWb58uVGkunbt69LOx39b9OmTUaS6d69u9P0Z5991kgyy5cvz9E6upqoqCgTFxfnUt67d2+n9WWMax80xpimTZuakiVLZvk68fHxJjAw0DzwwAOmT58+VvkPP/xgAgICTOvWrU1gYKBVvnfvXuPl5WVGjBjhNJ/Nmzcbb29vl/Lz588bSU7zzuj929E3Ly+rWbOmiY2NdfmcyGh516xZYySZjz76yCpz9JlffvnFqe6RI0dc5jlw4EDj5+dnkpOTrbLDhw8bb29vp3oAci9ONQeQqXfeeUdLlizRkiVLNGPGDDVo0EDdu3fX559/btVZsGCBvLy81LdvX6fnPvPMMzLGON0FfejQoapYsaLi4+PVq1cvxcTEuDzP4fLTZh1HHM+fP6+lS5dmWD8tLU2LFy9W69atVbJkSau8cOHCevTRR/Xjjz/+66GEzp49m+1rns+fP+90ZC0jqampkqQCBQrkuC3z5s1TWFiYnnzySZdpl59KGhAQYP3/n3/+UUpKiurWratff/3V5XkxMTGqUKGCS3lO5mGHBQsWqEaNGqpTp45VFhQUpB49emjv3r3atm2bpOyvEynr7WOM0bx58/TAAw/IGKOjR49af02bNlVKSkq2lj81NVWHDx/WmjVrNGvWLFWsWFH58+e3pudk3UZERCguLk7Tpk2TdOmo9meffaYuXbq41J0zZ451CcPlbW/UqJHS0tK0atUqp/qnT592qnf06FHr8o+Mluno0aNKTk7Ocvkzc+7cOR09elSHDx/WkiVLtHz5cjVs2NClnqNt//zzT7YuN5Gk/v37O51F07FjR0VERLhcnuDt7a2ePXtaj319fdWzZ08dPnxYGzZskHSp/xUqVEjt27e36vn4+Khv3746efKkvv/+e0mX+p+Hh4eGDBni0h5H/3Mcge3fv7/TdMdZNFe2L7vrKCMXLlxw2aZnz551qXd5H3Sc5RQTE6Pdu3crJSUlW6/VtWtXffLJJ9bp8tOmTdODDz6okJAQp3qff/650tPT1bZtW6d2FSpUSGXKlNGKFSuc6jvam9N7TXz++ef65Zdf9Prrr2e6vBcuXNCxY8dUunRphYaGZrjfOdaJ4+/KSxYkqVOnTjp37pzTZRiffvqpLl686HSGGIDci+ANIFM1atRQo0aN1KhRI3Xo0EHffvutKlSoYIVg6dL1cpGRkcqbN6/Tcx2nbl9+Gqyvr68+/PBD7dmzR6mpqZo2bZpLIJIkT09Pp/AsSWXLlpWkqw4BduTIEZ0+fVrlypVzmXbHHXcoPT39qtcQZkdaWpqSk5NdvkheTXJycobXNl7OcfrhgAEDtH37duuLXXbs2rVL5cqVc7ne/krffPON7r33Xvn7+yt//vwKDw/XpEmTMvxCHR0d/a/nYYd9+/Zddbs6pkvZXydS1tvnyJEjSk5O1pQpUxQeHu705wi6hw8fzvJ1Hn/8cUVERKh27dry9vbW0qVLnfp8Ttdtly5drIAzZ84c5cuXT/fff79LvcTERC1cuNCl7Y0aNcqw7UOGDHGpu2PHjgzb0LVrV4WHhytfvnzKmzevHn30USUlJWW5Lq40e/ZshYeHKyIiQk2aNFGxYsX0/vvvu9RztM1xfX9cXJwSExMznKdj3ZYvX96p3MvLS2XKlHF5/4iMjHQZYuzK95p9+/apTJky8vR0/tqUUf+LjIx0+mHlSvv27ZOnp6dKly7tVF6oUCGFhoa6XDaQ3XWUkcWLF7ts0w8++MCl3urVq9WoUSMFBgYqNDRU4eHhevHFFyUp2/t4XFycvL299eWXX+rUqVNX/UEoMTFRxhiVKVPGpW3bt2936ZeO98Psvu9Kl96rX3zxRXXo0EFVqlRxmX7mzBkNHjzYuvdBWFiYwsPDlZycnOHyNmrUyKmdGb0XlS9fXvfcc49mzpxplc2cOVP33nuvy7YGkDtxjTeAHPH09FSDBg00fvx4JSYmqmLFijmex6JFiyRdOpKRmJh41bB3s9m/f7/S09OzPfzYoUOHVKhQoUzr1K5dW2PGjNGwYcMyPNL8b/3www9q2bKl6tWrp3fffVeFCxeWj4+Ppk2bpk8++cSl/uVHgq51HreKrLaP4wZkjz32mOLj4zOsk9GX+iu99NJL6tKli3bt2qXRo0erXbt2Wrp0qby9va9p3cbFxcnX11fz58/XtGnTFB8f7xIIHe1v3LixnnvuuQzn4wiXDj169LBuOujw+OOPZ/jcwYMHq27durpw4YI2bNigV155RcnJyRleT5uZJk2aaMCAAZKkv/76S6NGjVKDBg20fv16p77oaFtaWpq2b9+uoUOHqnXr1tq6davLPDPqwzejjH5wzEh211FGatasqVdffdWpbOLEifryyy+tx7t27VLDhg1Vvnx5jRs3TsWKFZOvr68WLFigN9980+lGfJnx8fHRY489pmnTpun06dMqUKCA7r//fqd7KEiX+qWHh4e+++47pzMSHK78Mczx40dOhn384IMPtHfvXuuz5kpPPvmkda+EWrVqKSQkRB4eHmrXrl2Gy/vOO+847S8nTpzQQw895FKvU6dOeuqpp/TXX3/p3Llz+vnnnzVx4sRstxvA7Y3gDSDHLl68KEk6efKkJCkqKkpLly5Vamqq01Fvx9GyqKgoq+y3337TK6+8oi5dumjTpk3q3r27Nm/e7HI0Iz09Xbt373b6svP7779LuvoXsPDwcOXJk0c7d+50mbZjxw55enqqWLFikrL/pfdyjjvbXj68Wma2bdumatWqZVnv2WefVWJioubNm6ePPvpIvr6+aty4cZbPK1WqlNauXasLFy7Ix8cnwzrz5s2Tv7+/Fi1a5HRateNU5ezIyTyuZb1mR1RU1FW3q2O6lL114pDV9gkPD1fevHmVlpZmHSW+FpUqVVKlSpUkSZUrV1a9evW0ZMkSxcbGXtP28fb2VseOHTVixAht3br1qndYL1WqlE6ePJnttpcpU8al7pVHgh0qV65s1Y2NjdX+/fs1ffp0670huwoXLuz0muXKlVPt2rU1f/58p9O6L29b06ZNdfr0aQ0aNCjDu3s7fsjbuXOn01kz6enpSkxMdLr5lyQdPHhQp06dclrWK99roqKi9Ntvvyk9Pd3pR46M+t+iRYt0/Pjxqx71joqKstpy+Q0dk5KSlJyc7PR+mZN1lJGwsDCXbTp//nynx19//bXOnTunr776SsWLF7fKrzzlOzu6du2qO++8U3/++afi4+MzfD8oVaqUjDGKjo52+fEnIzl93z19+rSGDRumXr16uaxLh7lz5yo+Pl5vvPGGVXb27NmrXjpRo0YNp9e/2llJ7dq1U//+/TVr1iydOXNGPj4+euSRR7LVbgC3P041B5AjFy5c0OLFi+Xr62t9aWzevLnS0tJcftl/88035eHhodjYWOu5nTt3VmRkpMaPH6+EhAQlJSW53Ena4fL5GWM0ceJE+fj4XPX6Ri8vLzVp0kRffvml0+mkSUlJ+uSTT1SnTh0FBwdL+l+gyMk1qnPmzFFoaKhiYmKyrLt+/Xrt2rUrw1OAr/T1119rypQpev/999W8efNsB6WHHnpIR48ezfCIiuM6WC8vL3l4eDhdq7t3716XL9+Zyck8AgMD//V1vxlp3ry51q1b5zQkz6lTpzRlyhSVKFHCOlsgO+tEyt728fLy0kMPPaR58+Zpy5YtLtOPHDmS4+VwfGF3XAd7rduna9eu2rx5s+rVq+dySYZD27ZttWbNmgyP+iUnJ+c4JGfGEUj/7Q8vjqEGrxxWK6PXk5ThEdOGDRvKz89PEyZMcDp6OXPmTCUlJbkMsXXx4kVNnjzZenz+/HlNnjxZ4eHhql69uqRL/e/QoUP69NNPnZ739ttvKygoyHpPeOihh2SM0bBhw1za5eh/zZs3lySXu8o7Rnq48k72V8ruOsouxzq8fP9ISUnJ0Y9zDhUrVlT16tW1bdu2qw4l+OCDD8rLy0vDhg1zuV7fGKNjx445lc2dO1flypVzuXTgasaPH69Tp05p0KBBV63j5eXl8tpvv/32Ve9pkF1hYWGKjY3VjBkzNHPmTDVr1kxhYWH/ap4Abh8c8QaQqe+++846qnP48GF98sknSkxM1AsvvGCF2AceeEANGjTQoEGDtHfvXt15551avHixvvzyS/Xr188awunVV1/Vpk2btGzZMuXNm1dVqlTR4MGD9dJLL6lNmzbWF1Lp0o10Fi5cqPj4eNWsWVPfffedvv32W7344ovWkFsZefXVV7VkyRLVqVNHvXr1kre3tyZPnqxz585p9OjRVr2qVavKy8tLo0aNUkpKivz8/KxxbK+UlJSkCRMmaM6cOapXr57mzZtnTduzZ48kac2aNapWrZqqVKmiV155RePHj1fJkiWt4W+u5tChQ+rWrZu6d++u1q1bZ7E1nHXq1EkfffSR+vfvr3Xr1qlu3bo6deqUli5dql69eqlVq1aKi4vTuHHj1KxZMz366KM6fPiw3nnnHZUuXVq//fZbtl4nJ/OoXr26li5dqnHjxikyMlLR0dGqWbNmjpYrIy+88IJmzZql2NhY9e3bV/nz59f06dO1Z88ezZs3zzoKmZ11kpPt8/rrr2vFihWqWbOmHn/8cVWoUEHHjx/Xr7/+qqVLl2Z4kyWHqVOnatWqVapWrZqCg4O1bds2TZ06VYULF7Z+PLrW7XPHHXfo6NGjmZ5qPGDAAH311Vdq0aKFOnfurOrVq+vUqVPavHmz5s6dq717915zKNi0aZOCgoJ08eJFbdiwQR999JFatWqVYRDOzO7duzVjxgxJl8ZLnzhxooKDg11+XNu5c6cWLlyo9PR0bdu2TWPGjNE999yjIkWKuMwzf/78eumll/Tyyy+radOmatWqlXbv3q2JEyfqzjvvdBmqLjIyUqNGjdLevXtVtmxZffrpp9q0aZOmTJlinTXRo0cPTZ48WZ07d9aGDRtUokQJzZ07V6tXr9Zbb71lnenToEEDdezYURMmTFBiYqKaNWum9PR0/fDDD2rQoIH69OmjO++8U/Hx8ZoyZYqSk5MVExOjdevWafr06WrdurUaNGhwTevoWjVp0kS+vr564IEH1LNnT508eVJTp05VwYIF9ffff+d4fsuXL9e5c+euesS/VKlSevXVVzVw4EDt3btXrVu3Vt68ebVnzx598cUX6tGjh5599lnt3r1bo0eP1rp16/Tggw9a60C6NByYJC1ZskTFixd3+vFp8eLFGjFiRKY3rGzRooU+/vhjhYSEqEKFClqzZo2WLl16TTe5vFKnTp3Upk0bSdLw4cP/9fwA3EbccCd1ALeAjIYT8/f3N1WrVjWTJk1yGZopNTXVPP300yYyMtL4+PiYMmXKmDFjxlj1NmzYYLy9vZ2GCDPGmIsXL5p77rnHREZGmn/++ccY87/haXbt2mWaNGli8uTJYyIiIsyQIUOsYaMcdMWQLsYY8+uvv5qmTZuaoKAgkydPHtOgQQPz008/uSzj1KlTTcmSJY2Xl1emQ4s5hqnJ6s/RjqJFi5quXbuagwcPuszr8uGB0tPTTbNmzUyZMmXMyZMnXZYrq+HEjLk0LM6gQYNMdHS08fHxMYUKFTJt2rRxGk7tgw8+MGXKlDF+fn6mfPnyZtq0aS5DMGX1mtmdx44dO0y9evVMQECAkZTp0GI5GU7MGGN27dpl2rRpY0JDQ42/v7+pUaOG+eabb3K8TrK7fRySkpJM7969TbFixaz5NWzY0EyZMuWqy2aMMd9//72pW7euCQ0NNX5+fqZEiRLm8ccfN3v27HGqdz22z9Wmp6ammoEDB5rSpUsbX19fExYWZmrXrm3Gjh1rDZV1LcOJOf68vb1NVFSU6du3r9P+m93hxC6fV1hYmGnSpInT0HqOtjn+PD09TdGiRU18fLz566+/jDGuw4k5vPPOO6Z8+fLGx8fHREREmJ49e5pjx4451YmJiTEVK1Y069evN7Vq1TL+/v4mKirKTJw40WV+SUlJpkuXLiYsLMz4+vqaypUrZziM4MWLF82YMWNM+fLlja+vrwkPDzexsbFmw4YNVp0LFy6YYcOGWX20WLFiZuDAgebs2bM5XkeZrd/sDif21VdfmSpVqhh/f39TokQJM2rUKGtoviv765Uc79c5nT5v3jxTp04dExgYaAIDA0358uVN7969zc6dO40xVx/S8so/xzZw9M3ChQubU6dOOb3WlZ8T//zzj7Utg4KCTNOmTc2OHTtc9v+cDCfmcO7cOZMvXz4TEhJizpw5k+m6A5C7eBiTzXE5AOAG6dy5s+bOnWtdQ+5uK1euVIMGDTIdxqhz584qUaKEhg4deuMaBuBfqV+/vo4ePZrhpQRwr4SEBA0dOvSqo1hIl7Zf586dr3pauztcvHhRkZGReuCBBzK8gzyA3ItrvAEAAIDrYP78+Tpy5EiWl7EAyH24xhsAshAREaEOHTpkWqd27drcRAcArpNSpUrpP//5T6Z1GjdubN1DxN3Wrl2r3377TcOHD9ddd92VrZtwAshdONUcwE3nZjvVHMDtiVPNcb107txZM2bMUNWqVZWQkGANIQgADgRvAAAAAABsxDXeAAAAAADYiOANAAAAAICNCN4AAAAAANjomu9qnp6eroMHDypv3rzy8PC4nm0CAAAAAOCmZoxRamqqIiMj5emZ+THtaw7eBw8eVLFixa716QAAAAAA3PL+/PNPFS1aNNM61xy88+bNa71IcHDwtc4GAAAAAIBbzokTJ1SsWDErG2fmmoO34/Ty4OBggjcAAAAAIFfKzqXX3FwNAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwkbe7G4DcJSkpSSkpKe5uBgBcVUhIiCIiItzdDAAAcBsheOOGSUpK0mMdO+nC+XPubgoAXJWPr59mfPwR4RsAAFw3BG/cMCkpKbpw/pzOlIxRun+Iu5uDW5TnmWQF7FmlM9H1lB4Q6u7m4DbjeTZF2v29UlJSCN4AAOC6IXjjhkv3D1F6YJi7m4FbXHpAKP0IAAAAtwRurgYAAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYKNcE77Nnz+r333/X2bNn3d0UAAAAAHALcpF75JrgvX//fvXo0UP79+93d1MAAAAAwC3IRe6Ra4I3AAAAAADuQPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBG3u5uAAAAAADAPY4fP67+/fvr2LFjKlCggMaNG6eAgABNnjxZf/31l4oWLaqePXtKkktZWlqaRo4cqYMHDyoyMlIDBw6UJKey3r1767XXXlNSUpIiIiI0YsQI+fr6uswrNjbWpW0rV668kavCVgRvAAAAAMiFHnzwQR0/ftx6nJqaqgcffNCpzvr16zV//vwsy/bs2aMWLVq4lK1evdp6fOTIEbVq1SrLeTnUr1//tgnfnGoOAAAAALnMs88+a4XuChUq6I033lBQUJA13c/PTzNmzFCRIkWssiJFimjGjBnKnz+/VRYeHq73339fwcHBVllwcLDCwsKcXq948eIKDQ21HgcGBmrGjBlZtrN+/fo5XbSbEke8AQAAACCXOXHihCTpm2++UVBQkM6cOaOTJ0/Ky8tLaWlpOnfunDw9PXXgwAF5e1+KjQcOHJCfn58V2L29vXXkyBGFhIToxIkT8vDwkDHGmrckff7553rooYe0f/9+SbLmf+rUKT322GMu7fruu+8UEBDgFLhvhyPf2Q7e586d07lz56zHl6/MW8m+ffvc3YRci3UP4FbB+xUA4HZ1+WdchQoVrKPckydPliQ98sgj2rhxo7Zv364ePXpIktq2bStjjGbNmqU+ffpIkpo0aaICBQo4lTVu3FjGGC1ZskSSVKNGDeXPn1+NGjWyyh555BElJibql19+cWpX+/btNWvWLE2ePFn9+vXTypUrb5uj3VIOgvfIkSM1bNgwO9tyQ4wYMcLdTQAA3OT4rAAA5AbdunWz/v/XX39Jkpo3b66qVavqueee05kzZ6wyR/BOSUmRdCmM+/n5uZSlp6dbIbtTp06SpIcfftgqa968uY4fP+4SvJs3b65Zs2ZZ7bjdZDt4Dxw4UP3797cenzhxQsWKFbOlUXYaNGiQoqKi3N2MXGnfvn18mQVwS+CzAgBwu7r8O/kHH3yg6tWrS5KKFi2q9evXa8GCBdq4caMkKSAgQCdPntSCBQtkjJEkhYSE6OzZs/rss89UoEABlzJHPUn66KOPNHr0aM2ZM8cqW7BggRITE13atWDBAqsdt6NsB28/Pz/5+fnZ2ZYbIioqSmXLlnV3MwAANzE+KwAAucG2bdt08uRJBQUFqWfPnpo/f74+/fRTpaWlSZKmTJmiRx99VJ999pn1nIkTJ+rhhx/W4sWLrWu/HWVLlixxCt7r1q3T8ePHtXTpUqvs8vlfbtasWZJkDV12O51mLnFXcwAAAADIdRx3IW/RooWeeOIJbd68WUFBQVYo9vPzU1pamooUKaKLFy/q4sWLKlKkiM6ePWvd1fzixYsKCwvTP//8o+DgYCt0582b1zoa/uCDD8oYo2LFiik0NNSaf2BgoD7++GOXdsXGxrqE7lv9xmoSwRsAAAAAcp2xY8daAXr79u167rnndPLkSWv6uXPn1LFjRx04cMAqO3DggDp27Og09vfRo0fVo0cPp5tvp6am6tixY06v9+effyo5Odl6fOrUKXXs2DHLdt4OoVtiODEAAAAAyJU+//xzHT9+XP3799exY8dUoEABjRs3TgEBAZo8ebL++usvFS1a1Dr9+8qytLQ0jRw5UgcPHlRkZKQGDhwoSU5lvXv31muvvaakpCRFRERoxIgR8vX1dZlXbGysS/tul9AtEbwBAAAAINfKnz+/EhISXMr79euXrbKMbp58ZdnEiROznNftFLIzwqnmAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANgo1wTv4sWLa8qUKSpevLi7mwIAAAAAbkEucg9vdzfgRvH391fZsmXd3QwAAAAAcBtykXvkmiPeAAAAAAC4A8EbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABt5u7sByH08z6a4uwm4hXmeSXb6F7ieeH8CAAB2IHjjhgkJCZGPr5+0+3t3NwW3gYA9q9zdBNymfHz9FBIS4u5mAACA2wjBGzdMRESEZnz8kVJSOKIE4OYVEhKiiIgIdzcDAADcRgjeuKEiIiL4QgsAAAAgV+HmagAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI28r/WJxhhJ0okTJ65bYwAAAAAAuBU4srAjG2fmmoN3amqqJKlYsWLXOgsAAAAAAG5pqampCgkJybSOh8lOPM9Aenq6Dh48qLx588rDw+OaGng7OXHihIoVK6Y///xTwcHB7m4ObMJ2zh3YzrkD2zl3YDvf/tjGuQPbOXe41bazMUapqamKjIyUp2fmV3Ff8xFvT09PFS1a9FqfftsKDg6+JToJ/h22c+7Ads4d2M65A9v59sc2zh3YzrnDrbSdszrS7cDN1QAAAAAAsBHBGwAAAAAAGxG8rxM/Pz8NGTJEfn5+7m4KbMR2zh3YzrkD2zl3YDvf/tjGuQPbOXe4nbfzNd9cDQAAAAAAZI0j3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN6ZeOedd1SiRAn5+/urZs2aWrdu3VXrTp06VXXr1lW+fPmUL18+NWrUyKV+586d5eHh4fTXrFkzuxcDWcjJdk5ISHDZhv7+/k51jDEaPHiwChcurICAADVq1EiJiYl2LwYykZNtXL9+fZdt7OHhobi4OKsO+/LNZ9WqVXrggQcUGRkpDw8PzZ8/P8vnrFy5UtWqVZOfn59Kly6thIQElzo56TuwX0638+eff67GjRsrPDxcwcHBqlWrlhYtWuRUZ+jQoS77c/ny5W1cCmQlp9t55cqVGb5vHzp0yKke+/PNI6fbOKPPXQ8PD1WsWNGqw7588xk5cqTuuece5c2bVwULFlTr1q21c+fOLJ83Z84clS9fXv7+/qpcubIWLFjgNP1W/a5N8L6KTz/9VP3799eQIUP066+/6s4771TTpk11+PDhDOuvXLlS7du314oVK7RmzRoVK1ZMTZo00YEDB5zqNWvWTH///bf1N2vWrBuxOLiKnG5nSQoODnbahvv27XOaPnr0aE2YMEHvvfee1q5dq8DAQDVt2lRnz561e3GQgZxu488//9xp+27ZskVeXl56+OGHneqxL99cTp06pTvvvFPvvPNOturv2bNHcXFxatCggTZt2qR+/fqpe/fuTqHsWt4fYK+cbudVq1apcePGWrBggTZs2KAGDRrogQce0MaNG53qVaxY0Wl//vHHH+1oPrIpp9vZYefOnU7bsWDBgtY09uebS0638fjx45227Z9//qn8+fO7fDazL99cvv/+e/Xu3Vs///yzlixZogsXLqhJkyY6derUVZ/z008/qX379urWrZs2btyo1q1bq3Xr1tqyZYtV55b9rm2QoRo1apjevXtbj9PS0kxkZKQZOXJktp5/8eJFkzdvXjN9+nSrLD4+3rRq1ep6NxX/Qk6387Rp00xISMhV55eenm4KFSpkxowZY5UlJycbPz8/M2vWrOvWbmTfv92X33zzTZM3b15z8uRJq4x9+eYmyXzxxReZ1nnuuedMxYoVncoeeeQR07RpU+vxv+07sFd2tnNGKlSoYIYNG2Y9HjJkiLnzzjuvX8NwXWVnO69YscJIMv/8889V67A/37yuZV/+4osvjIeHh9m7d69Vxr588zt8+LCRZL7//vur1mnbtq2Ji4tzKqtZs6bp2bOnMebW/q7NEe8MnD9/Xhs2bFCjRo2sMk9PTzVq1Ehr1qzJ1jxOnz6tCxcuKH/+/E7lK1euVMGCBVWuXDk98cQTOnbs2HVtO7LvWrfzyZMnFRUVpWLFiqlVq1baunWrNW3Pnj06dOiQ0zxDQkJUs2bNbPcdXD/XY1/+4IMP1K5dOwUGBjqVsy/f2tasWePULySpadOmVr+4Hn0HN5/09HSlpqa6fDYnJiYqMjJSJUuWVIcOHbR//343tRD/RtWqVVW4cGE1btxYq1evtsrZn28/H3zwgRo1aqSoqCincvblm1tKSookubwHXy6rz+db+bs2wTsDR48eVVpamiIiIpzKIyIiXK4Xuprnn39ekZGRTp2iWbNm+uijj7Rs2TKNGjVK33//vWJjY5WWlnZd24/suZbtXK5cOX344Yf68ssvNWPGDKWnp6t27dr666+/JMl63r/pO7h+/u2+vG7dOm3ZskXdu3d3KmdfvvUdOnQow35x4sQJnTlz5rp8DuDmM3bsWJ08eVJt27a1ymrWrKmEhAQtXLhQkyZN0p49e1S3bl2lpqa6saXIicKFC+u9997TvHnzNG/ePBUrVkz169fXr7/+Kun6fK/DzePgwYP67rvvXD6b2Zdvbunp6erXr5/uu+8+VapU6ar1rvb57NhXb+Xv2t7ubsDt6PXXX9fs2bO1cuVKpxtvtWvXzvp/5cqVVaVKFZUqVUorV65Uw4YN3dFU5FCtWrVUq1Yt63Ht2rV1xx13aPLkyRo+fLgbWwY7fPDBB6pcubJq1KjhVM6+DNx6PvnkEw0bNkxffvml07W/sbGx1v+rVKmimjVrKioqSp999pm6devmjqYih8qVK6dy5cpZj2vXrq1du3bpzTff1Mcff+zGlsEO06dPV2hoqFq3bu1Uzr58c+vdu7e2bNmSq6+754h3BsLCwuTl5aWkpCSn8qSkJBUqVCjT544dO1avv/66Fi9erCpVqmRat2TJkgoLC9Mff/zxr9uMnPs329nBx8dHd911l7UNHc/7N/PE9fNvtvGpU6c0e/bsbH1Ysy/fegoVKpRhvwgODlZAQMB1eX/AzWP27Nnq3r27PvvsM5dTGK8UGhqqsmXLsj/f4mrUqGFtQ/bn24cxRh9++KE6duwoX1/fTOuyL988+vTpo2+++UYrVqxQ0aJFM617tc9nx756K3/XJnhnwNfXV9WrV9eyZcussvT0dC1btszpaOeVRo8ereHDh2vhwoW6++67s3ydv/76S8eOHVPhwoWvS7uRM9e6nS+XlpamzZs3W9swOjpahQoVcprniRMntHbt2mzPE9fPv9nGc+bM0blz5/TYY49l+Trsy7eeWrVqOfULSVqyZInVL67H+wNuDrNmzVKXLl00a9Ysp2EBr+bkyZPatWsX+/MtbtOmTdY2ZH++fXz//ff6448/svWjOPuy+xlj1KdPH33xxRdavny5oqOjs3xOVp/Pt/R3bXff3e1mNXv2bOPn52cSEhLMtm3bTI8ePUxoaKg5dOiQMcaYjh07mhdeeMGq//rrrxtfX18zd+5c8/fff1t/qampxhhjUlNTzbPPPmvWrFlj9uzZY5YuXWqqVatmypQpY86ePeuWZUTOt/OwYcPMokWLzK5du8yGDRtMu3btjL+/v9m6datV5/XXXzehoaHmyy+/NL/99ptp1aqViY6ONmfOnLnhy4ecb2OHOnXqmEceecSlnH355pSammo2btxoNm7caCSZcePGmY0bN5p9+/YZY4x54YUXTMeOHa36u3fvNnny5DEDBgww27dvN++8847x8vIyCxcutOpk1Xdw4+V0O8+cOdN4e3ubd955x+mzOTk52arzzDPPmJUrV5o9e/aY1atXm0aNGpmwsDBz+PDhG758uCSn2/nNN9808+fPN4mJiWbz5s3mqaeeMp6enmbp0qVWHfbnm0tOt7HDY489ZmrWrJnhPNmXbz5PPPGECQkJMStXrnR6Dz59+rRV58rvYatXrzbe3t5m7NixZvv27WbIkCHGx8fHbN682apzq37XJnhn4u233zbFixc3vr6+pkaNGubnn3+2psXExJj4+HjrcVRUlJHk8jdkyBBjjDGnT582TZo0MeHh4cbHx8dERUWZxx9/nDf8m0BOtnO/fv2suhEREaZ58+bm119/dZpfenq6efnll01ERITx8/MzDRs2NDt37rxRi4MM5GQbG2PMjh07jCSzePFil3mxL9+cHMMJXfnn2Lbx8fEmJibG5TlVq1Y1vr6+pmTJkmbatGku882s7+DGy+l2jomJybS+MZeGkStcuLDx9fU1RYoUMY888oj5448/buyCwUlOt/OoUaNMqVKljL+/v8mfP7+pX7++Wb58uct82Z9vHtfynp2cnGwCAgLMlClTMpwn+/LNJ6NtLMnp8zaj72GfffaZKVu2rPH19TUVK1Y03377rdP0W/W7tocxxth2OB0AAAAAgFyOa7wBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwCAXGTv3r3y8PDQpk2b3N0UAAByDYI3AAC3gfPnz7u7CQAA4CoI3gAAuEl6erpGjx6t0qVLy8/PT8WLF9eIESMkSc8//7zKli2rPHnyqGTJknr55Zd14cIF67lDhw5V1apV9f777ys6Olr+/v6SpIULF6pOnToKDQ1VgQIF1KJFC+3atct6XnR0tCTprrvukoeHh+rXr3/jFhgAgFzK290NAAAgtxo4cKCmTp2qN998U3Xq1NHff/+tHTt2SJLy5s2rhIQERUZGavPmzXr88ceVN29ePffcc9bz//jjD82bN0+ff/65vLy8JEmnTp1S//79VaVKFZ08eVKDBw/Wf/7zH23atEmenp5at26datSooaVLl6pixYry9fV1y7IDAJCbeBhjjLsbAQBAbpOamqrw8HBNnDhR3bt3z7L+2LFjNXv2bK1fv17SpSPer732mg4cOKDw8PCrPu/o0aMKDw/X5s2bValSJe3du1fR0dHauHGjqlater0WBwAAZIJTzQEAcIPt27fr3LlzatiwYYbTP/30U913330qVKiQgoKC9NJLL2n//v1OdaKiolxCd2Jiotq3b6+SJUsqODhYJUqUkCSX5wIAgBuH4A0AgBsEBARcddqaNWvUoUMHNW/eXN988402btyoQYMGudxALTAw0OW5DzzwgI4fP66pU6dq7dq1Wrt2rSRuvgYAgDtxjTcAAG5QpkwZBQQEaNmyZS6nmv/000+KiorSoEGDrLJ9+/ZlOc9jx45p586dmjp1qurWrStJ+vHHH53qOK7pTktL+7eLAAAAsongDQCAG/j7++v555/Xc889J19fX9133306cuSItm7dqjJlymj//v2aPXu27rnnHn377bf64osvspxnvnz5VKBAAU2ZMkWFCxfW/v379cILLzjVKViwoAICArRw4UIVLVpU/v7+CgkJsWsxAQCAONUcAAC3efnll/XMM89o8ODBuuOOO/TII4/o8OHDatmypZ5++mn16dNHVatW1U8//aSXX345y/l5enpq9uzZ2rBhgypVqqSnn35aY8aMcarj7e2tCRMmaPLkyYqMjFSrVq3sWjwAAPD/cVdzAAAAAABsxBFvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEbe7m4AAACAnc6ePavjx4/L29tbBQsWdHdzAAC5EEe8AdzyPDw8NHToUHc345ZWv3591a9f393NAK6bpUuXqmXLlgoNDVVAQICKFCmip556yt3NAgDkUgRvAFeVkJAgDw8Pp7+CBQuqQYMG+u6779zdvH9t27ZtGjp0qPbu3evupgC4jt599101bdpUKSkpGj9+vJYsWaIlS5bolVdecXfTAAC5FKeaA8jSK6+8oujoaBljlJSUpISEBDVv3lxff/21WrRo4e7mXbNt27Zp2LBhql+/vkqUKOHu5rjV4sWL3d0E4LpITExU//791aNHD7377rvy8PBwd5MAACB4A8habGys7r77butxt27dFBERoVmzZt3SwRvS6dOnlSdPHvn6+rq7KcB1MWHCBBUqVEgTJkwgdAMAbhqcag4gxxzXTHp7O/92d+rUKT3zzDMqVqyY/Pz8VK5cOY0dO1bGGEnSmTNnVL58eZUvX15nzpyxnnf8+HEVLlxYtWvXVlpamiSpc+fOCgoK0u7du9W0aVMFBgYqMjJSr7zyijW/zGzcuFGxsbEKDg5WUFCQGjZsqJ9//tmanpCQoIcffliS1KBBA+tU+pUrV2Y57xIlSricgu/h4aGEhASXukOHDs2wbufOnZ3qrVixQnXr1lW+fPmc6vXp0yfTtqxcuVIeHh769NNP9eKLL6pQoUIKDAxUy5Yt9eeffzrVrV+/vipVqqQNGzaoXr16ypMnj1588UVr2pXXeJ89e1ZDhw5V2bJl5e/vr8KFC+vBBx/Url27rDrp6el66623VLFiRfn7+ysiIkI9e/bUP//8k+V67Ny5c4br5mrbYs6cOapevboCAgIUFhamxx57TAcOHHCZ744dO9S2bVuFh4crICBA5cqV06BBg1zqXW07Xvm63333nerWravAwEDlzZtXcXFx2rp1a5bL9/nnn6tGjRrKnz+/AgICVL58eY0aNcqp/+7bt0+9evVSuXLlFBAQoAIFCujhhx92ufzBcdmHr6+vjhw54jRtzZo1VtvXr1/vNG3t2rVq1qyZQkJClCdPHsXExGj16tVOdRx99OjRo07l69evd+nXjv0yM9m554Kj3zr+/Pz8VLZsWY0cOdJp/VytbZcrUaKE0/70888/q3r16urVq5ciIiLk5+enSpUqaerUqU7P27t3rzw8PDR27Fi9+eabioqKUkBAgGJiYrRlyxaX11m+fLnVD0JDQ9WqVStt377dpd6BAwfUrVs3RUZGys/PT9HR0XriiSd0/vx5q87u3bv18MMPK3/+/MqTJ4/uvfdeffvtt9e0jjJbv3PnznWZFhQU5LS+jh8/rmeffVaVK1dWUFCQgoODFRsbq//+97+ZvoaDo31vvfWWy7Ty5ctn+D6WnJysfv36WZ8VpUuX1qhRo5Senu4yj4wuefLw8HA5S6lz584uZX/++acCAgLk4eHhtE99+eWXiouLs7ZRqVKlNHz4cOvzx8HxnnmlsWPHOs0zPj5eYWFhunDhgkvdJk2aqFy5ci7lAHIfjngDyFJKSoqOHj0qY4wOHz6st99+WydPntRjjz1m1THGqGXLllqxYoW6deumqlWratGiRRowYIAOHDigN998UwEBAZo+fbruu+8+DRo0SOPGjZMk9e7dWykpKUpISJCXl5c1z7S0NDVr1kz33nuvRo8erYULF2rIkCG6ePFiptdqbt26VXXr1lVwcLCee+45+fj4aPLkyapfv76+//571axZU/Xq1VPfvn01YcIEvfjii7rjjjskyfo3K1WrVtUzzzwjSdqzZ48GDx6caf2PP/7Y+v/TTz/tNG3Pnj2Ki4tT4cKFNXjwYIWHh0uSOnbsmK22SNKIESPk4eGh559/XocPH9Zbb72lRo0aadOmTQoICLDqHTt2TLGxsWrXrp0ee+wxRUREZDi/tLQ0tWjRQsuWLVO7du301FNPKTU1VUuWLNGWLVtUqlQpSVLPnj2VkJCgLl26qG/fvtqzZ48mTpyojRs3avXq1fLx8cm03X5+fnr//fedyn755RdNmDDBqczxGvfcc49GjhyppKQkjR8/XqtXr9bGjRsVGhoqSfrtt99Ut25d+fj4qEePHipRooR27dqlr7/+WiNGjHB5/bp166pHjx6SpO3bt+u1115zmv7xxx8rPj5eTZs21ahRo3T69GlNmjRJderU0caNGzO9ROHEiROqWbOm4uPj5ePjo4ULF+qFF16Qt7e31Xd++eUX/fTTT2rXrp2KFi2qvXv3atKkSapfv762bdumPHnyOM3Ty8tLM2bMcOpD06ZNk7+/v86ePetUd/ny5YqNjVX16tU1ZMgQeXp6atq0abr//vv1ww8/qEaNGldt+43i2PfOnDlj/XhUsGBBdevW7ZrneezYMa1fv17e3t7q3bu3SpUqpfnz56tHjx46duyYXnjhBaf6H330kVJTU9W7d2+dPXtW48eP1/3336/Nmzdb+8fSpUsVGxurkiVLaujQoTpz5ozefvtt3Xffffr111+tfnDw4EHVqFFDycnJ6tGjh8qXL68DBw5o7ty5On36tHx9fZWUlKTatWvr9OnT6tu3rwoUKKDp06erZcuWmjt3rv7zn//Yvo4ut3v3bs2fP18PP/ywoqOjlZSUpMmTJysmJkbbtm1TZGRklvPw9/fXtGnT1K9fP6vsp59+0r59+1zqnj59WjExMTpw4IB69uyp4sWL66efftLAgQP1999/Zxjgpf9d8iRJb7zxRrZ+3Bs8eLDLfiFdej8JCgpS//79FRQUpOXLl2vw4ME6ceKExowZk+V8r9SxY0d99NFHWrRokdNZYIcOHdLy5cs1ZMiQHM8TwG3IAMBVTJs2zUhy+fPz8zMJCQlOdefPn28kmVdffdWpvE2bNsbDw8P88ccfVtnAgQONp6enWbVqlZkzZ46RZN566y2n58XHxxtJ5sknn7TK0tPTTVxcnPH19TVHjhyxyiWZIUOGWI9bt25tfH19za5du6yygwcPmrx585p69epZZY7XXrFiRY7WS2RkpGnRooX1+JdffjGSzLRp01zqDho0yHh4eDiVRUVFmfj4eOvx5MmTjSSzZs0ap3qSTO/evTNty4oVK4wkU6RIEXPixAmr/LPPPjOSzPjx462ymJgYI8m89957LvOJiYkxMTEx1uMPP/zQSDLjxo1zqZuenm6MMeaHH34wkszMmTOdpi9cuDDD8ivFx8ebwMBAl/Irt8v58+dNwYIFTaVKlcyZM2eset98842RZAYPHmyV1atXz+TNm9fs27cvwzZfrkiRIqZLly7WY8e6dLxuamqqCQ0NNY8//rjT8w4dOmRCQkJcyrOjQoUKTn3n9OnTLnXWrFljJJmPPvrIKnPsi+3btzeVK1e2yk+dOmWCg4PNo48+aiSZX375xVreMmXKmKZNmzot++nTp010dLRp3LixVTZkyBAjyWmfMibjfn21bXa5K/fHjFy5ro0x5uzZs8bT09P06tUry7Zd7sr9KSoqykhyeo+6ePGiadiwofHz8zNHjx41xhizZ88eI8kEBASYv/76y6q7du1aI8k8/fTTVlnVqlVNwYIFzbFjx6yy//73v8bT09N06tTJKuvUqZPx9PS0tsPlHNuhX79+RpL54YcfrGmpqakmOjralChRwqSlpeVoHWXE8dw5c+a4TAsMDHRaX2fPnrVe02HPnj3Gz8/PvPLKK5m+jjGXtnebNm2Mt7e3Wb9+vVXerVs3q19e/j42fPhwExgYaH7//Xen+bzwwgvGy8vL7N+/36l8ypQpRpLTvOPi4kxUVJRTvfj4eKeyLVu2GE9PTxMbG2skmT179ljTMtrvevbsafLkyWPOnj1rlcXExJiKFSu61B0zZozTPNPS0kzRokXNI4884lRv3LhxxsPDw+zevdtlHgByH041B5Cld955x7or8IwZM9SgQQN1795dn3/+uVVnwYIF8vLyUt++fZ2e+8wzz8gY43QX9KFDh6pixYqKj49Xr169FBMT4/I8h8tPUXScsnj+/HktXbo0w/ppaWlavHixWrdurZIlS1rlhQsX1qOPPqoff/xRJ06cuKb14HD27Fn5+/tnq+758+fl5+eXaZ3U1FRJUoECBa65TZ06dVLevHmtx23atFHhwoW1YMECp3p+fn7q0qVLlvObN2+ewsLC9OSTT7pMc1w3O2fOHIWEhKhx48Y6evSo9Ve9enUFBQVpxYoV17w8l1u/fr0OHz6sXr16Oa33uLg4lS9f3jpF98iRI1q1apW6du2q4sWLZ9jmy2W1bZYsWaLk5GS1b9/eafm8vLxUs2bNbC/f0aNH9ddffykhIUF//PGH6tWrZ027/GyECxcu6NixYypdurRCQ0P166+/usyrY8eO2rFjh3VK+bx58xQSEqKGDRs61du0aZMSExP16KOP6tixY1bbT506pYYNG2rVqlUup/UeP37caTlTUlIyXaajR49meDQxJxxn0+zfv1+jR49Wenq67r//fpd6jradOnUqW/ONiIhwOmPEy8tL/fr107lz51zeO1q3bq0iRYpYj2vUqKGaNWta+87ff/+tTZs2qXPnzsqfP79Vr0qVKmrcuLFVLz09XfPnz9cDDzzgdE8MB0cfXLBggWrUqKE6depY04KCgtSjRw/t3btX27Ztu6Z1lJHU1FSnbZrRKft+fn7y9Lz0dTAtLU3Hjh1TUFCQypUrl2EfzEhERITi4uI0bdo0SZeOan/22WcZvtfMmTPHuqzm8nY1atRIaWlpWrVqlVN9Rx/L7nuuw8CBA1WtWjXrkqLLXb7fOdZR3bp1dfr0ae3YscOpblpamss6PH36tFMdT09PdejQQV999ZX1fi5JM2fOVO3ata0j9QByN041B5ClGjVqOH2RbN++ve666y716dNHLVq0kK+vr/bt26fIyEin8Cf979Tty0859PX11Ycffqh77rnHOkUxo2Dk6enpFJ4lqWzZspJ01SHAjhw5otOnT2d4Td0dd9yh9PR0/fnnn6pYsWL2Fv4KaWlpSk5OVkhISLbqJycnZ3lNbK1atSRJAwYM0MiRI61TzXOiTJkyTo89PDxUunRpl/VUpEiRbN1IbdeuXSpXrpzLdfyXS0xMVEpKigoWLJjh9MOHD2fd8Gxw9J2Mtmn58uX1448/Srp0yqykDK/JzEhKSkqm2yYxMVGSrhpygoODs3yNs2fPWtvTw8NDL774ogYMGGBNP3PmjEaOHKlp06bpwIEDTtfuZhR8w8PDFRcXpw8//FB33323PvzwQ8XHx1vB6cq2x8fHX7VtKSkpypcvn/U4u9ehnjp1yqmPFitWTM8888w1jZHdunVr6/+enp566aWX9NBDD7nUu7xtBQsW1OOPP65hw4Y5XZri4OHhobJly7qsE8d70ZX7xJX7jnTpfeazzz6TlHn/u+OOO7Ro0SKdOnVKJ0+e1IkTJ7Lsf/v27VPNmjUznJdj+uXzyO46ykjXrl2zrJOenq7x48fr3Xff1Z49e5yuc87Jj4FdunRRly5d9MYbb2jOnDnKly9fhvtOYmKifvvtt6u+z135vuH4sSC777mS9OOPP+rrr7/WsmXLtH//fpfpW7du1UsvvaTly5e7/BB75X63Y8eObL0nd+rUSaNGjdIXX3yhTp06aefOndqwYYPee++9bLcbwO2N4A0gxzw9PdWgQQONHz9eiYmJ1xRiFy1aJOlSMElMTLxljgjs379f6enp2R5+7NChQypUqFCmdWrXrq0xY8Zo2LBhqlChwnVo5dVdfqTn30pPT1fBggU1c+bMDKdfyw8IN8rx48d1/vz5TLeN44jwxx9/nGG9zH6UcPD19dWSJUt0+vRp/fDDDxo1apSKFSumnj17SpKefPJJ69rYWrVqKSQkRB4eHmrXrl2GN5qSLoWpTp066cknn9SqVav0/vvv64cffsiw7WPGjFHVqlUznM+VPzrMmzfP6ceE33//Xb1793Z5nr+/v77++mtJl44Wfvjhh+rXr58KFy6stm3bZrlOLjd27FjdeeedunDhgn755Re9+uqr8vb2drkm1tG206dP64svvtCIESOsezhc6Xr28ZtBdtdRRgYPHqy6des6lT3wwANOj1977TW9/PLL6tq1q4YPH678+fPL09NT/fr1u2ofzEhcXJx8fX01f/58TZs2LcMfhKRLfbNx48YZbjvpfz+uOuzdu1c+Pj7Zutbc4fnnn1fTpk11//33u9z0Mjk5WTExMQoODtYrr7yiUqVKyd/fX7/++quef/55l2UuUaKEy4355syZoylTpjiVVahQQdWrV9eMGTPUqVMnzZgxQ76+vjneJwDcvgjeAK7JxYsXJUknT56UJEVFRWnp0qVKTU11OurtOG0vKirKKvvtt9/0yiuvqEuXLtq0aZO6d++uzZs3uxzRSE9P1+7du52+iP3++++SdNXgGx4erjx58mjnzp0u03bs2CFPT08VK1ZMUsanH2fFcYpvRqeSZmTbtm2qVq1alvWeffZZJSYmat68efroo4/k6+urxo0bZ7tdjiOcDsYY/fHHH6pSpUq253G5UqVKae3atbpw4cJVb5BWqlQpLV26VPfdd5+tYcfRd3bu3OlyBG3nzp3WdMfZERndkfpKjtN5M7uZnuMGcgULFlSjRo1y3nBd+pHK8dyWLVvq+PHjGjx4sBW8586dq/j4eL3xxhvWc86ePavk5OSrzjM2Nlb+/v5q166d6tSpo1KlSrkEb0fbg4ODs932evXqKSwszHrsuGHdlby8vJzmGRcXp/z582vhwoU5DhnVq1e37qYfGxurAwcOaNSoUXr55ZedQtvlbWvZsqVWr16thQsXZhjeoqOj9euvvyo9Pd1pHo73oivfO67cd6RL7zOOepf3vyvt2LFDYWFhCgwMVEBAgIKDg7Psf1FRUVed1+Wv55DddZSRypUru2z/K88SmDt3rho0aKAPPvjAqTw5OdmpP2TF29tbHTt21IgRI7R161Z9+OGHGdYrVaqUTp48me1+uX79elWrVi3LZXWYP3++1qxZc9XT5FeuXKljx47p888/d7rsY8+ePRnWDwwMdGnrpk2bMqzbqVMn9e/fX3///bc++eQTxcXFOZ1VAiB34xpvADl24cIFLV68WL6+vlZwad68udLS0jRx4kSnum+++aY8PDwUGxtrPbdz586KjIzU+PHjlZCQoKSkJJc7fTtcPj9jjCZOnCgfHx+Xa1odvLy81KRJE3355ZdOp5QmJSXpk08+UZ06dayjeoGBgZKUaci50pw5cxQaGqqYmJgs665fv167du3K1vWYX3/9taZMmaL3339fzZs3z3HQc9yZ2WHu3Ln6+++/rfWeUw899JCOHj3qsj0lWadDt23bVmlpaRo+fLhLnYsXL+ZovWbm7rvvVsGCBfXee+/p3LlzVvl3332n7du3Ky4uTtKlH13q1aunDz/80OX0UnPF8EuzZ8+Wr6+v03W2V2ratKmCg4P12muvZThM0JXDemXH0aNHnZbBy8vLpW1vv/22y7BGl/P29lanTp3022+/XfVU4urVq6tUqVIaO3as9ePYv2371Tjan9Fp3zl15swZXbx40fph72qvZ4y56us1b95chw4d0qeffmqVOU6n9vPzc9m35s+f7zQs3bp167R27Vpr3ylcuLCqVq2q6dOnO/XpLVu2aPHixWrevLmkSz+ytG7dWl9//bXLsG6Odjvat27dOq1Zs8aadurUKU2ZMkUlSpTI8qyX7KyjnMioD86ZMyfDofqy0rVrV23evFn16tVzuUzIoW3btlqzZo111tPlkpOTnZZr27Zt2rZtm1q1apWt109LS9OLL76oRx999Kpnejj6zeXLfP78eb377rvZeo3MtG/fXh4eHnrqqae0e/dup5E/AIAj3gCy9N1331lHYw4fPqxPPvlEiYmJeuGFF6wQ+8ADD6hBgwYaNGiQ9u7dqzvvvFOLFy/Wl19+qX79+llH4F599VVt2rRJy5YtU968eVWlShUNHjxYL730ktq0aWN9iZUundK6cOFCxcfHq2bNmvruu+/07bff6sUXX8z0NOZXX31VS5YsUZ06ddSrVy95e3tr8uTJOnfunEaPHm3Vq1q1qry8vDRq1CilpKTIz89P999/f4bXLCclJWnChAmaM2eO6tWrp3nz5lnTHEdK1qxZo2rVqqlKlSp65ZVXNH78eJUsWVKdOnXKdP0eOnRI3bp1U/fu3Z2u58yJ/Pnzq06dOurSpYuSkpL01ltvqXTp0nr88cevaX6dOnXSRx99pP79+2vdunWqW7euTp06paVLl6pXr15q1aqVYmJi1LNnT40cOVKbNm1SkyZN5OPjo8TERM2ZM0fjx49XmzZtrun1L+fj46NRo0apS5cuiomJUfv27a3hxEqUKOH0o82ECRNUp04dVatWTT169FB0dLT27t2rb7/91rrh2JAhQzRr1iyn/puR4OBgTZo0SR07dlS1atXUrl07hYeHa//+/fr222913333ZfjDhMNDDz2k0qVLq1SpUjp//rwWLlyob7/91umGgS1atNDHH3+skJAQVahQQWvWrNHSpUuzvLZ2+PDhGjBgwFWPpnl6eur9999XbGysKlasqC5duqhIkSI6cOCAVqxYoeDgYOt08ZxKS0vTwoULJV061XzatGk6derUNfXdJUuW6K+//rJOo545c6Zatmzpch+C5cuXO51q/scffzgNXXW5bt26adKkSercubPWr1+v6OhozZ8/X8uWLdPrr7/usm5Lly6tOnXq6IknntC5c+f01ltvqUCBAk5H08eMGaPY2FjVqlVL3bp1s4YTCwkJcRqz/LXXXtPixYsVExOjHj166I477tDff/+tOXPm6Mcff1RoaKheeOEFzZo1S7Gxserbt6/y58+v6dOna8+ePZo3b57Lkd3srqNr1aJFC+sMpNq1a2vz5s2aOXPmVYNzZu644w4dPXo00zNgBgwYoK+++kotWrRQ586dVb16dZ06dUqbN2/W3LlztXfvXoWFhWnRokV69tlnJV26fGDGjBnWPA4cOKBTp05pxowZTuH2r7/+kq+vr8tNJS9Xu3Zt5cuXT/Hx8erbt688PDz08ccfZzk2enaEh4erWbNm1g+0jh8FAUASw4kBuLqMhhPz9/c3VatWNZMmTXIZoik1NdU8/fTTJjIy0vj4+JgyZcqYMWPGWPU2bNhgvL29nYYIM+bSUD/33HOPiYyMNP/8848x5n/DFu3atcs0adLE5MmTx0RERJghQ4a4DH2jDIYv+vXXX03Tpk1NUFCQyZMnj2nQoIH56aefXJZx6tSppmTJksbLyyvTocUcw/Nk9edoR9GiRU3Xrl3NwYMHXeZ1+fBH6enpplmzZqZMmTLm5MmTLsuV3eHEZs2aZQYOHGgKFixoAgICTFxcnMuQWlcbGscx7fLhxIy5NOTOoEGDTHR0tPHx8TGFChUybdq0cRqmzZhLw/1Ur17dBAQEmLx585rKlSub5557LsNlv1x2hxNz+PTTT81dd91l/Pz8TP78+U2HDh2choFy2LJli/nPf/5jQkNDjb+/vylXrpx5+eWXjTHGzJo1y1SqVMmMHz/epf9mNHyTo7xp06YmJCTE+Pv7m1KlSpnOnTs7DW+UkaFDh5py5cqZgIAAExwcbKpWrWrGjx9vLly4YNX5559/TJcuXUxYWJgJCgoyTZs2NTt27HAZIsuxL2Y0TFVm0zdu3GgefPBBU6BAAePn52eioqJM27ZtzbJly6w6OR1O7PL+HhQUZKpVq2Y+/vhjq05G++OVrtyfvL29TVRUlOnbt6/1HnB52xx/AQEBpkKFCubNN9+06ly5rowx5vDhw6Zr164mLCzM+Pr6mkqVKpmpU6c61XEMJzZmzBjzxhtvmGLFihk/Pz9Tt25d89///telzUuXLjX33XeftT0feOABs23bNpd6+/btM506dTLh4eHGz8/PlCxZ0vTu3ducO3fOqrNr1y7Tpk0bq4/WqFHDfPPNN9e0jjJbv9kdTuyZZ54xhQsXNgEBAea+++4za9asyfA9ISNZvU9lND01NdUMHDjQlC5d2vj6+pqwsDBTu3ZtM3bsWHP+/HljzP+GP8zqz8HRN5966imn13LsG5cPJ7Z69Wpz7733moCAABMZGWmee+45s2jRIpf9P7vDiV3OMZRjjx49MllrAHIjD2Ouw098AHCdde7cWXPnzs3wNFl3WLlypRo0aJDpUZHOnTurRIkSTkfAblS75syZc12OLgO5xd69exUdHa0xY8ZYR1Zx86hfv77q169/1fdTx/a72b7Gfvnll2rdurVWrVrlcmM7ALkb13gDAAAA18HUqVNVsmTJTO8fASB34hpvAMiGiIgIdejQIdM6tWvXztFdgAEAGWvcuHGmow4EBQVl+Z58I82ePVu//fabvv32W40fP/6aRs0AcHsjeANANtxxxx1ON/fJSI8ePW5QawDg9jZo0KBMp4eFhWX5nnwjtW/fXkFBQerWrZt69erl7uYAuAlxjTcAAAAAADbiGm8AAAAAAGxE8AYAAAAAwEbXfI13enq6Dh48qLx583IDCQAAAABArmKMUWpqqiIjI+Xpmfkx7WsO3gcPHlSxYsWu9ekAAAAAANzy/vzzTxUtWjTTOtccvPPmzWu9SHBw8LXOBgAAAACAW86JEydUrFgxKxtn5pqDt+P08uDgYII3AAAAACBXys6l19xcDQAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsJG3uxuA7ElKSlJKSoq7mwHgFhASEqKIiAh3NwMAAAD/H8H7FpCUlKTHOnbShfPn3N0UALcAH18/zfj4I8I3AADATYLgfQtISUnRhfPndKZkjNL9Q9zdHGST55lkBexZpTPR9ZQeEOru5iCX8DybIu3+XikpKQRvAACAmwTB+xaS7h+i9MAwdzcDOZQeEMp2AwAAAHIxbq4GAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjXJN8D579qx+//13nT171t1NAQAAAG5KfGcG7JFrgvf+/fvVo0cP7d+/391NAQAAAG5KfGcG7JFrgjcAAAAAAO5A8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEYEbwAAAAAAbETwBgAAAADARgRvAAAAAABsRPAGAAAAAMBGBG8AAAAAAGxE8AYAAAAAwEbe7m4AAAAAAPdLSUnRgAEDJEk9evRwc2uQm5UqVUrjxo1TSEiIu5ty3RC8AQAAgFyuQ4cOOnDggLubAUiSdu3apVatWqlIkSKaOXOmu5tzXXCqOQAAAJCLEbpxszpw4IA6dOjg7mZcFwRvAAAAIJdKSUkhdOOmduDAAaWkpLi7Gf9atk81P3funM6dO2c9PnHihC0Nstu+ffvc3YQcuxXbDMC9eN8AAGTHqFGj3N0EIEuDBg3SxIkT3d2MfyXbwXvkyJEaNmyYnW25IUaMGOHuJgCA7XivAwAAt4ukpCR3N+Ffy3bwHjhwoPr37289PnHihIoVK2ZLo+w0aNAgRUVFubsZObJv3z6+RAPIkVvxvQ4AcOONGjVKu3btcnczgExFRES4uwn/WraDt5+fn/z8/Oxsyw0RFRWlsmXLursZAGAr3usAANkxbtw4tWrVyt3NADJ1OxyE5OZqAAAAQC4VEhKiIkWKuLsZwFUVKVLkthjPm+ANAAAA5GIzZ84kfOOmdDuN453tU80BAAAA3J5mzpyplJQUderU6bYYugm3tlKlSmncuHG3xZFuB4I3AAAAAIWEhGjMmDHq0aOHpkyZwr1CgOuIU80BAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABvlmuBdvHhxTZkyRcWLF3d3UwAAAICbEt+ZAXt4u7sBN4q/v7/Kli3r7mYAAAAANy2+MwP2yDVHvAEAAAAAcAeCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjb3c3ANnneTbF3U1ADnieSXb6F7gReJ8AAAC4+RC8bwEhISHy8fWTdn/v7qbgGgTsWeXuJiCX8fH1U0hIiLubAQAAgP+P4H0LiIiI0IyPP1JKCkeyAGQtJCREERER7m4GAAAA/j+C9y0iIiKCL9IAAAAAcAvi5moAAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNvK/1icYYSdKJEyeuW2MAAAAAALgVOLKwIxtn5pqDd2pqqiSpWLFi1zoLAAAAAABuaampqQoJCcm0jofJTjzPQHp6ug4ePKi8efPKw8PjmhrocOLECRUrVkx//vmngoOD/9W8gCvRv2An+hfsQt+CnehfsBP9C3a6mfqXMUapqamKjIyUp2fmV3Ff8xFvT09PFS1a9FqfnqHg4GC3rzzcvuhfsBP9C3ahb8FO9C/Yif4FO90s/SurI90O3FwNAAAAAAAbEbwBAAAAALDRTRG8/fz8NGTIEPn5+bm7KbgN0b9gJ/oX7ELfgp3oX7AT/Qt2ulX71zXfXA0AAAAAAGTtpjjiDQAAAADA7YrgDQAAAACAjQjeAAAAAADYyO3B+5133lGJEiXk7++vmjVrat26de5uEm4yI0eO1D333KO8efOqYMGCat26tXbu3OlU5+zZs+rdu7cKFCigoKAgPfTQQ0pKSnKqs3//fsXFxSlPnjwqWLCgBgwYoIsXLzrVWblypapVqyY/Pz+VLl1aCQkJdi8ebjKvv/66PDw81K9fP6uM/oV/48CBA3rsscdUoEABBQQEqHLlylq/fr013RijwYMHq3DhwgoICFCjRo2UmJjoNI/jx4+rQ4cOCg4OVmhoqLp166aTJ0861fntt99Ut25d+fv7q1ixYho9evQNWT64T1paml5++WVFR0crICBApUqV0vDhw3X57XvoX8iuVatW6YEHHlBkZKQ8PDw0f/58p+k3si/NmTNH5cuXl7+/vypXrqwFCxZc9+XFjZVZ/7pw4YKef/55Va5cWYGBgYqMjFSnTp108OBBp3nc8v3LuNHs2bONr6+v+fDDD83WrVvN448/bkJDQ01SUpI7m4WbTNOmTc20adPMli1bzKZNm0zz5s1N8eLFzcmTJ606//d//2eKFStmli1bZtavX2/uvfdeU7t2bWv6xYsXTaVKlUyjRo3Mxo0bzYIFC0xYWJgZOHCgVWf37t0mT548pn///mbbtm3m7bffNl5eXmbhwoU3dHnhPuvWrTMlSpQwVapUMU899ZRVTv/CtTp+/LiJiooynTt3NmvXrjW7d+82ixYtMn/88YdV5/XXXzchISFm/vz55r///a9p2bKliY6ONmfOnLHqNGvWzNx5553m559/Nj/88IMpXbq0ad++vTU9JSXFREREmA4dOpgtW7aYWbNmmYCAADN58uQbury4sUaMGGEKFChgvvnmG7Nnzx4zZ84cExQUZMaPH2/VoX8huxYsWGAGDRpkPv/8cyPJfPHFF07Tb1RfWr16tfHy8jKjR48227ZtMy+99JLx8fExmzdvtn0dwD6Z9a/k5GTTqFEj8+mnn5odO3aYNWvWmBo1apjq1as7zeNW719uDd41atQwvXv3th6npaWZyMhIM3LkSDe2Cje7w4cPG0nm+++/N8Zc2ll9fHzMnDlzrDrbt283ksyaNWuMMZd2dk9PT3Po0CGrzqRJk0xwcLA5d+6cMcaY5557zlSsWNHptR555BHTtGlTuxcJN4HU1FRTpkwZs2TJEhMTE2MFb/oX/o3nn3/e1KlT56rT09PTTaFChcyYMWOssuTkZOPn52dmzZpljDFm27ZtRpL55ZdfrDrfffed8fDwMAcOHDDGGPPuu++afPnyWf3N8drlypW73ouEm0hcXJzp2rWrU9mDDz5oOnToYIyhf+HaXRmMbmRfatu2rYmLi3NqT82aNU3Pnj2v6zLCfTL6YedK69atM5LMvn37jDG3R/9y26nm58+f14YNG9SoUSOrzNPTU40aNdKaNWvc1SzcAlJSUiRJ+fPnlyRt2LBBFy5ccOpL5cuXV/Hixa2+tGbNGlWuXFkRERFWnaZNm+rEiRPaunWrVefyeTjq0B9zh969eysuLs6lD9C/8G989dVXuvvuu/Xwww+rYMGCuuuuuzR16lRr+p49e3To0CGnvhESEqKaNWs69a/Q0FDdfffdVp1GjRrJ09NTa9euterUq1dPvr6+Vp2mTZtq586d+ueff+xeTLhJ7dq1tWzZMv3++++SpP/+97/68ccfFRsbK4n+hevnRvYlPi8hXfq+7+HhodDQUEm3R/9yW/A+evSo0tLSnL6oSlJERIQOHTrkplbhZpeenq5+/frpvvvuU6VKlSRJhw4dkq+vr7VjOlzelw4dOpRhX3NMy6zOiRMndObMGTsWBzeJ2bNn69dff9XIkSNdptG/8G/s3r1bkyZNUpkyZbRo0SI98cQT6tu3r6ZPny7pf/0js8/CQ4cOqWDBgk7Tvb29lT9//hz1Qdx+XnjhBbVr107ly5eXj4+P7rrrLvXr108dOnSQRP/C9XMj+9LV6tDXco+zZ8/q+eefV/v27RUcHCzp9uhf3ra/AnAd9e7dW1u2bNGPP/7o7qbgNvHnn3/qqaee0pIlS+Tv7+/u5uA2k56errvvvluvvfaaJOmuu+7Sli1b9N577yk+Pt7NrcOt7rPPPtPMmTP1ySefqGLFitq0aZP69eunyMhI+heAW9KFCxfUtm1bGWM0adIkdzfnunLbEe+wsDB5eXm53Bk4KSlJhQoVclOrcDPr06ePvvnmG61YsUJFixa1ygsVKqTz588rOTnZqf7lfalQoUIZ9jXHtMzqBAcHKyAg4HovDm4SGzZs0OHDh1WtWjV5e3vL29tb33//vSZMmCBvb29FRETQv3DNChcurAoVKjiV3XHHHdq/f7+k//WPzD4LCxUqpMOHDztNv3jxoo4fP56jPojbz4ABA6yj3pUrV1bHjh319NNPW2fv0L9wvdzIvnS1OvS1258jdO/bt09LliyxjnZLt0f/clvw9vX1VfXq1bVs2TKrLD09XcuWLVOtWrXc1SzchIwx6tOnj7744gstX75c0dHRTtOrV68uHx8fp760c+dO7d+/3+pLtWrV0ubNm512WMcO7fhSXKtWLad5OOrQH29vDRs21ObNm7Vp0ybr7+6771aHDh2s/9O/cK3uu+8+l+EPf//9d0VFRUmSoqOjVahQIae+ceLECa1du9apfyUnJ2vDhg1WneXLlys9PV01a9a06qxatUoXLlyw6ixZskTlypVTvnz5bFs+uNfp06fl6en8Vc7Ly0vp6emS6F+4fm5kX+LzMndyhO7ExEQtXbpUBQoUcJp+W/Qv22/flonZs2cbPz8/k5CQYLZt22Z69OhhQkNDne4MDDzxxBMmJCTErFy50vz999/W3+nTp606//d//2eKFy9uli9fbtavX29q1aplatWqZU13DPfUpEkTs2nTJrNw4UITHh6e4XBPAwYMMNu3bzfvvPMOwz3lUpff1dwY+heu3bp164y3t7cZMWKESUxMNDNnzjR58uQxM2bMsOq8/vrrJjQ01Hz55Zfmt99+M61atcpwiJ677rrLrF271vz444+mTJkyTkOoJCcnm4iICNOxY0ezZcsWM3v2bJMnTx6Ge7rNxcfHmyJFiljDiX3++ecmLCzMPPfcc1Yd+heyKzU11WzcuNFs3LjRSDLjxo0zGzdutO4qfaP60urVq423t7cZO3as2b59uxkyZAjDid0GMutf58+fNy1btjRFixY1mzZtcvq+f/kdym/1/uXW4G2MMW+//bYpXry48fX1NTVq1DA///yzu5uEm4ykDP+mTZtm1Tlz5ozp1auXyZcvn8mTJ4/5z3/+Y/7++2+n+ezdu9fExsaagIAAExYWZp555hlz4cIFpzorVqwwVatWNb6+vqZkyZJOr4Hc48rgTf/Cv/H111+bSpUqGT8/P1O+fHkzZcoUp+np6enm5ZdfNhEREcbPz880bNjQ7Ny506nOsWPHTPv27U1QUJAJDg42Xbp0MampqU51/vvf/5o6deoYPz8/U6RIEfP666/bvmxwrxMnTpinnnrKFC9e3Pj7+5uSJUuaQYMGOX1RpX8hu1asWJHh9634+HhjzI3tS5999pkpW7as8fX1NRUrVjTffvutbcuNGyOz/rVnz56rft9fsWKFNY9bvX95GGOM/cfVAQAAAADIndx2jTcAAAAAALkBwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAuIXs3btXHh4e2rRpk7ubAgAAssnDGGPc3QgAAJA9aWlpOnLkiMLCwuTt7e3u5gAAgGwgeAMAcIs4f/68fH193d0MAACQQ5xqDgCAm9SvX199+vRRnz59FBISorCwML388sty/CZeokQJDR8+XJ06dVJwcLB69OiR4anmW7duVYsWLRQcHKy8efOqbt262rVrlzX9/fff1x133CF/f3+VL19e77777o1eVAAAcjXOUQMAwI2mT5+ubt26ad26dVq/fr169Oih4sWL6/HHH5ckjR07VoMHD9aQIUMyfP6BAwdUr1491a9fX8uXL1dwcLBWr16tixcvSpJmzpypwYMHa+LEibrrrru0ceNGPf744woMDFR8fPwNW04AAHIzTjUHAMBN6tevr8OHD2vr1q3y8PCQJL3wwgv66quvtG3bNpUoUUJ33XWXvvjiC+s5e/fuVXR0tDZu3KiqVavqxRdf1OzZs7Vz5075+Pi4vEbp0qU1fPhwtW/f3ip79dVXtWDBAv3000/2LyQAAOBUcwAA3Onee++1Qrck1apVS4mJiUpLS5Mk3X333Zk+f9OmTapbt26GofvUqVPatWuXunXrpqCgIOvv1VdfdToVHQAA2ItTzQEAuIkFBgZmOj0gIOCq006ePClJmjp1qmrWrOk0zcvL6983DgAAZAvBGwAAN1q7dq3T459//lllypTJdjCuUqWKpk+frgsXLrgc9Y6IiFBkZKR2796tDh06XLc2AwCAnOFUcwAA3Gj//v3q37+/du7cqVmzZuntt9/WU089le3n9+nTRydOnFC7du20fv16JSYm6uOPP9bOnTslScOGDdPIkSM1YcIE/f7779q8ebOmTZumcePG2bVIAADgChzxBgDAjTp16qQzZ86oRo0a8vLy0lNPPaUePXpk+/kFChTQ8uXLNWDAAMXExMjLy0tVq1bVfffdJ0nq3r278uTJozFjxmjAgAEKDAxU5cqV1a9fP5uWCAAAXIm7mgMA4Cb169dX1apV9dZbb7m7KQAAwEacag4AAAAAgI0I3gAAAAAA2IhTzQEAAAAAsBFHvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACw0f8D2pHOHs6SiskAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Вычисление квантилей для каждого столбца\n",
    "Q1 = df_diamond[['carat', 'price']].quantile(0.25)\n",
    "Q3 = df_diamond[['carat', 'price']].quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "\n",
    "# Определение границ для выбросов\n",
    "lower_bound = Q1 - 1.5 * IQR\n",
    "upper_bound = Q3 + 1.5 * IQR\n",
    "\n",
    "# Функция для замены выбросов на медианное значение\n",
    "def replace_outliers_with_median(column):\n",
    "    median_value = column.median()\n",
    "    return column.where((column >= lower_bound[column.name]) & (column <= upper_bound[column.name]), median_value)\n",
    "\n",
    "# Применение функции к каждому столбцу\n",
    "for column in ['carat', 'price']:\n",
    "    df_diamond[column] = replace_outliers_with_median(df_diamond[column])\n",
    "\n",
    "# Графическое отображение после замены выбросов\n",
    "plt.figure(figsize=(10, 5))\n",
    "for i, column in enumerate(['carat', 'price'], 1):\n",
    "    plt.subplot(2, 1, i)\n",
    "    sns.boxplot(x=df_diamond[column])\n",
    "    plt.title(f\"Boxplot для {column} после замены выбросов на медиану\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Актуальность данных**  \n",
    "\n",
    "Это проблема, которая возникает, когда данные устарели или больше не отражают текущую ситуацию. Это часто встречается в данных о ценах.  \n",
    "\n",
    "**Просачивание данных**  \n",
    "\n",
    "Происходит, когда в обучающей выборке присутствует информация, которая не должна быть известна модели на этапе обучения. В данном случае это может происходить, если некоторые переменные, такие как цена, сильно коррелируют с целевым признаком и тем самым искажают результат. Проверка на наличие утечек данных.  \n",
    "\n",
    "**Смещение в данных**  \n",
    "\n",
    "Может возникать, если датасет не полностью репрезентативен для реальной популяции бриллиантов. Например, если в датасете больше дешёвых или дорогих бриллиантов, это создаёт смещение в оценке моделей  \n",
    "Код ниже проверяет данные на распредение признаков и просачивание данных."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 879,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверка распределения признаков\n",
    "plt.figure(figsize=(15, 10))\n",
    "for i, column in enumerate(['price', 'cut', 'carat'], 1):\n",
    "    plt.subplot(3, 1, i)\n",
    "    sns.histplot(df_diamond[column], bins=20, kde=True)\n",
    "    plt.title(f\"Распределение {column}\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для устранения смещения применим рэсемплинг данных, либо же балансировку."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 880,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Балансировка данных. Визуализация до ресэмплинга\n",
    "plt.figure(figsize=(10, 6))\n",
    "df_diamond['cut'].value_counts().plot(kind='bar', color='blue')\n",
    "plt.title('Распределение огранки до ресэмплинга')\n",
    "plt.xlabel('Огранка')\n",
    "plt.ylabel('Количество')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Пример ресэмплинга\n",
    "brand_counts = df_diamond['cut'].value_counts()\n",
    "min_count = brand_counts.min()\n",
    "balanced_data = pd.concat([df_diamond[df_diamond['cut'] == brand].sample(min_count) for brand in brand_counts.index])\n",
    "\n",
    "# Визуализация после ресэмплинга\n",
    "plt.figure(figsize=(10, 6))\n",
    "balanced_data['cut'].value_counts().plot(kind='bar', color='green')\n",
    "plt.title('Распределение огранки после ресэмплинга')\n",
    "plt.xlabel('Огранка')\n",
    "plt.ylabel('Количество')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Рэсемплинг данных позволил нам изменить размер выборки, чтобы достичь более сбалансированного распределения классов, чтобы повысить общую эффективность анализа данных. Устанили перекос (дисбаланс) данных и добились более равномерного распределения огранок."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Разбиение датасета на три части: обучающую, контрольную и тестовую выборки"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 881,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 32365\n",
      "Размер контрольной выборки: 10789\n",
      "Размер тестовой выборки: 10789\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Выделим признаки (все столбцы, кроме целевого, например \"price\") и целевой признак (например, \"price\")\n",
    "X = df_diamond.drop(columns=[\"price\"])  # Признаки (все столбцы, кроме целевого признака 'price')\n",
    "y = df_diamond[\"price\"]  # Целевая переменная (price)\n",
    "\n",
    "# 1. Разделяем данные на обучающую (60%) и временную (40%) выборки\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
    "\n",
    "# 2. Разделяем временную выборку пополам на контрольную (20%) и тестовую (20%) выборки\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
    "\n",
    "# Выводим размеры выборок\n",
    "print(f\"Размер обучающей выборки: {len(X_train)}\")\n",
    "print(f\"Размер контрольной выборки: {len(X_val)}\")\n",
    "print(f\"Размер тестовой выборки: {len(X_test)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Оценка сбалансированности выборок\n",
    "\n",
    "Для оценки сбалансированности выборок можно проверить распределение целевой переменной (price) в каждой из них. Мы можем построить гистограммы или использовать базовую статистику, такую как среднее значение и стандартное отклонение, чтобы убедиться, что распределение price в обучающей, валидационной и тестовой выборках примерно одинаково."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 882,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Статистика для обучающей выборки:\n",
      "count    32365.000000\n",
      "mean      3116.224471\n",
      "std       2691.916703\n",
      "min        327.000000\n",
      "25%        954.000000\n",
      "50%       2399.000000\n",
      "75%       4497.000000\n",
      "max      11880.000000\n",
      "Name: price, dtype: float64\n",
      "\n",
      "Статистика для валидационной выборки:\n",
      "count    10789.000000\n",
      "mean      3105.240430\n",
      "std       2666.332966\n",
      "min        326.000000\n",
      "25%        942.000000\n",
      "50%       2401.000000\n",
      "75%       4455.000000\n",
      "max      11883.000000\n",
      "Name: price, dtype: float64\n",
      "\n",
      "Статистика для тестовой выборки:\n",
      "count    10789.000000\n",
      "mean      3094.410140\n",
      "std       2652.622648\n",
      "min        335.000000\n",
      "25%        956.000000\n",
      "50%       2401.000000\n",
      "75%       4455.000000\n",
      "max      11883.000000\n",
      "Name: price, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Визуализация распределения цены в каждой из выборок\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "# Распределение в обучающей выборке\n",
    "plt.subplot(1, 3, 1)\n",
    "sns.histplot(y_train, bins=30, kde=True, color='blue')\n",
    "plt.title(\"Распределение цены в обучающей выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в валидационной выборке\n",
    "plt.subplot(1, 3, 2)\n",
    "sns.histplot(y_val, bins=30, kde=True, color='green')\n",
    "plt.title(\"Распределение цены в валидационной выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "# Распределение в тестовой выборке\n",
    "plt.subplot(1, 3, 3)\n",
    "sns.histplot(y_test, bins=30, kde=True, color='orange')\n",
    "plt.title(\"Распределение цены в тестовой выборке\")\n",
    "plt.xlabel(\"Цена\")\n",
    "plt.ylabel(\"Частота\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Вывод базовой статистики для каждой выборки\n",
    "print(\"Статистика для обучающей выборки:\")\n",
    "print(y_train.describe())\n",
    "print(\"\\nСтатистика для валидационной выборки:\")\n",
    "print(y_val.describe())\n",
    "print(\"\\nСтатистика для тестовой выборки:\")\n",
    "print(y_test.describe())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "После того как мы оценили сбалансированность, можем решить, нужно ли использовать методы аугментации данных. Например, если одна из категорий в 'cut' значительно меньше других, это может потребовать применения oversampling или undersampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 886,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 32365\n",
      "Размер валидационной выборки: 10789\n",
      "Размер тестовой выборки: 10789\n",
      "Unnamed: 0      int64\n",
      "carat         float64\n",
      "cut           float64\n",
      "color         float64\n",
      "clarity       float64\n",
      "x             float64\n",
      "y             float64\n",
      "z             float64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество записей в обучающей выборке до аугментации: 32365\n",
      "Количество записей в обучающей выборке после oversampling: 32440\n",
      "Количество записей в обучающей выборке после undersampling: 32308\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import RandomOverSampler\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "# Разделение признаков и целевой переменной\n",
    "X = df_diamond.drop(columns=['price'])  # Признаки\n",
    "y = df_diamond['price']  # Целевая переменная (для регрессии)\n",
    "\n",
    "# Разбиение данных на обучающую, контрольную и тестовую выборки\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
    "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
    "\n",
    "print(f\"Размер обучающей выборки: {len(X_train)}\")\n",
    "print(f\"Размер валидационной выборки: {len(X_val)}\")\n",
    "print(f\"Размер тестовой выборки: {len(X_test)}\")\n",
    "\n",
    "# Все типы к числовым приводим\n",
    "X_train = X_train.apply(pd.to_numeric, errors='coerce')\n",
    "print(X_train.dtypes)\n",
    "\n",
    "# Квантилизация целевой переменной для создания категорий\n",
    "y_train_cat = pd.qcut(y_train, q=4, labels=False)\n",
    "\n",
    "# Объединяем исходные данные и \"шумные\" данные для увеличения обучающей выборки\n",
    "X_train_combined = np.vstack([X_train, X_train])\n",
    "y_train_combined = np.hstack([y_train, y_train])  # Убедитесь, что y_train повторяется для новых данных\n",
    "\n",
    "# Применение oversampling и undersampling\n",
    "ros = RandomOverSampler(random_state=42)\n",
    "X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train_cat)\n",
    "\n",
    "# Проверка распределения после oversampling\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(y_train_ros, bins=30, kde=True, color='green')\n",
    "plt.title('Распределение целевого признака после oversampling')\n",
    "plt.xlabel('price')\n",
    "plt.ylabel('Частота')\n",
    "plt.show()\n",
    "\n",
    "# Применение RandomUnderSampler\n",
    "rus = RandomUnderSampler(random_state=42)\n",
    "X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train_cat)\n",
    "\n",
    "# Проверка распределения после undersampling\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(y_train_rus, bins=30, kde=True, color='red')\n",
    "plt.title('Распределение целевого признака после undersampling')\n",
    "plt.xlabel('price')\n",
    "plt.ylabel('Частота')\n",
    "plt.show()\n",
    "\n",
    "# Вывод количества данных до и после аугментации\n",
    "print(f\"Количество записей в обучающей выборке до аугментации: {len(y_train)}\")\n",
    "print(f\"Количество записей в обучающей выборке после oversampling: {len(y_train_ros)}\")\n",
    "print(f\"Количество записей в обучающей выборке после undersampling: {len(y_train_rus)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Набор данных, судя по числам, был относительно сбалансирован, и применение oversampling/undersampling не сильно изменил размер выборок. Использование RandomOverSampler и RandomUnderSampler для регрессионных задач не является оптимальным решением, поскольку эти методы предназначены для классификации."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Таким образом, мы проанализировали 3 датасета. Посмотрели какие проблемы с ними могут быть связаны, возможные пути их решения. \n",
    "Разбили выборки, далее их сбалансировали, с помощью методов OverSampling и UnderSampling. Методы oversampling и undersampling лучше использовать для задач классификации, где целевая переменная — дискретные классы. Для регрессионных задач эти методы напрямую не применимы. Методы аугментации данных для регрессии, такие как SMOTE для регрессии, могут также помочь в увеличении количества обучающих данных и улучшении качества модели."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "aimvenv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}