AIM-PIbd-31-Belianin-N-N/laboratory_2/lab2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Приступаем к работе...\n",
    "\n",
    "### Начнём анализ данных. Выгрузим в датафрейм первый набор (Цены на бриллианты)\n",
    "\n",
    "P.S. Кааажется будет трудно... :|"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Первый датафрейм о бриллиантах\n",
    "df = pd.read_csv(\".//static//csv//diamonds_prices2022.csv\")\n",
    "print(df.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Описание набора:** В этом наборе данных представлен датасет о ценах на бриллианты. Рассматривается набор данных, содержащий цены и атрибуты примерно для 54 000 бриллиантов круглой огранки. В наборе данных 53 940 бриллиантов с 10 характеристиками (карат, огранка, цвет, прозрачность, глубина, таблица, цена, x, y и z). Большинство переменных являются числовыми по своей природе, но переменные cut, color и clearity являются упорядоченными факторными переменными со следующими уровнями. О валюте для столбца price: это цена ($). Что касается столбцов x, y и z, то они представляют собой размеры алмаза в виде (( x: длина в мм, y: ширина в мм, z: глубина в мм))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</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": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Для наглядности\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Описание данных (основные статистические показатели)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0    0\n",
       "carat         0\n",
       "cut           0\n",
       "color         0\n",
       "clarity       0\n",
       "depth         0\n",
       "table         0\n",
       "price         0\n",
       "x             0\n",
       "y             0\n",
       "z             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "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": "code",
   "execution_count": 20,
   "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": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Пропущенных данных в колонках нет :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Анализ сведений о наборе данных\n",
    "\n",
    "**Набор данных:** 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:** 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",
    "Проанализируем содержимое...\n",
    "\n",
    "*Объекты наблюдения:* Каждый бриллиант будет объектом наблюдения.  \n",
    "\n",
    "*Атрибуты объектов:* Основные атрибуты представляют собой числовые характеристики такие, как carat (вес), depth (глубина в бриллианте - расстояние от площадки до каллеты. Калетта - нижняя часть бриллианта), table (площадка - большая грань бриллианта), x,y,z - размеры. Категориальные характеристики такие, как cut (огранка), color (цвет) и clarity (прозрачность).  \n",
    "\n",
    "*Связи между объектами:* Вес бриллианта влияет на цену (carat -> price), также существует связь между качеством огранки и ценой (cut -> price)\n",
    "\n",
    "## Бизнес-цель\n",
    "1. Автоматизация процесса оценки стоимости бриллианта  \n",
    "Построить модель для оценки цены бриллианты на основе его характеристик. Эффект для бизнеса от анализа данных заключается в улучшении  бизнес-процессов (повышение эффективности операционных процессов), повышении доходов, сокращении затрат и улучшению клиентских отношений.  \n",
    "2. Оптимизация ассортимента и продаж  \n",
    "Построить модель для анализа данных, какие характеристики бриллиантов наиболее востребованы и наилучшим образом влияют на рост продаж. Эффект для бизнеса в том, что 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",
    "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",
    "2. Оптимизация ассортимента и прогнозирование спроса  \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."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Построим графики boxplot для обнаружения выбросов\n",
    "plt.figure(figsize=(20, 15))\n",
    "\n",
    "# Создание boxplot\n",
    "for i, column in enumerate(['carat', 'depth', 'table', 'price'], 1):\n",
    "    plt.subplot(4, 2, i)\n",
    "    sns.boxplot(x=df[column])\n",
    "    plt.title(f\"Boxplot для {column}\")\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Проблемы наборов\n",
    "*Зашумленность данных:* Может быть обнаружена через большое количество выбросов (аномальных значений). Выбросы могут выходить за нормальные границы. 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 table и depth. Используется метод усреднения данных для устранения выбросов. Метод стандартных отклонений."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Вычисление среднего и стандартного отклонения для столбцов\n",
    "means = df[['carat', 'depth', 'table']].mean()\n",
    "std_devs = df[['carat', 'depth', 'table']].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 ['depth', 'table', 'carat']:\n",
    "    df[column] = replace_outliers_with_mean(df[column])\n",
    "\n",
    "# Графическое отображение после замены выбросов\n",
    "plt.figure(figsize=(20, 15))\n",
    "for i, column in enumerate(['carat', 'depth', 'table'], 1):\n",
    "    plt.subplot(4, 2, i)\n",
    "    sns.boxplot(x=df[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": [
    "Этот подход позволяет вам обрабатывать выбросы, не прибегая к квантилям и он наверяка избавит от выбросов. Однако стоит отметить, что использование стандартных отклонений может не всегда быть оптимальным для всех распределений данных, потому что данные могут быть плохо распределены. А использование медианы с квантилями вместо среднего значения помогает лучше справиться с выбросами, особенно если распределение данных имеет сильные отклонения."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Вычисление квантилей для каждого столбца\n",
    "Q1 = df[['carat', 'depth', 'table']].quantile(0.01)\n",
    "Q3 = df[['carat', 'depth', 'table']].quantile(0.99)\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 ['depth', 'table', 'carat']:\n",
    "    df[column] = replace_outliers_with_median(df[column])\n",
    "\n",
    "# Графическое отображение после замены выбросов\n",
    "plt.figure(figsize=(20, 15))\n",
    "for i, column in enumerate(['carat', 'depth', 'table'], 1):\n",
    "    plt.subplot(4, 2, i)\n",
    "    sns.boxplot(x=df[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* — это проблема, которая возникает, когда данные устарели или больше не отражают текущую ситуацию. Это часто встречается в данных о ценах.  \n",
    "*Просачивание данных* 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",
    "*Смещение в данных* 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": 24,
   "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 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Проверка распределения признаков\n",
    "plt.figure(figsize=(15, 10))\n",
    "for i, column in enumerate(['price', 'cut'], 1):\n",
    "    plt.subplot(3, 1, i)\n",
    "    sns.histplot(df[column], bins=20, kde=True)\n",
    "    plt.title(f\"Распределение {column}\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Средняя цена по типу огранки (cut)\n",
    "cut_price_mean = df.groupby('cut')['price'].mean().sort_values()\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x=cut_price_mean.index, y=cut_price_mean.values)\n",
    "plt.title(\"Средняя цена по типу огранки (cut)\")\n",
    "plt.xlabel(\"Огранка\")\n",
    "plt.ylabel(\"Средняя цена\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для решения проблем с просачиваниям, проведём корелляционый анализ между признаками и целевым признаком.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Корреляция признаков с ценой (price):\n",
      "price            1.000000\n",
      "carat            0.921591\n",
      "x                0.884433\n",
      "y                0.865419\n",
      "z                0.861249\n",
      "clarity_SI2      0.128427\n",
      "table            0.127118\n",
      "color_I          0.097130\n",
      "cut_Premium      0.095685\n",
      "color_J          0.081714\n",
      "color_H          0.059229\n",
      "clarity_SI1      0.008940\n",
      "color_G          0.008564\n",
      "cut_Very Good    0.006589\n",
      "cut_Good        -0.000307\n",
      "clarity_VS2     -0.001066\n",
      "clarity_VS1     -0.009879\n",
      "depth           -0.010630\n",
      "color_F         -0.024166\n",
      "clarity_IF      -0.049593\n",
      "clarity_VVS2    -0.052375\n",
      "clarity_VVS1    -0.095261\n",
      "cut_Ideal       -0.097160\n",
      "color_E         -0.101101\n",
      "Unnamed: 0      -0.306875\n",
      "Name: price, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Преобразуем все категориальные данные в числовые\n",
    "# Проверим, какие столбцы являются категориальными\n",
    "categorical_columns = df.select_dtypes(include=['object']).columns\n",
    "\n",
    "# Применяем one-hot encoding к категориальным столбцам\n",
    "df_encoded = pd.get_dummies(df, columns=categorical_columns, drop_first=True)\n",
    "\n",
    "# Вычисляем корреляцию для преобразованных данных\n",
    "correlations = df_encoded.corr()['price'].sort_values(ascending=False)\n",
    "print(\"Корреляция признаков с ценой (price):\")\n",
    "print(correlations)\n",
    "\n",
    "# Визуализация распределения цены (price)\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(df['price'], bins=30, kde=True)\n",
    "plt.title('Распределение цены (price)')\n",
    "plt.xlabel('Цена')\n",
    "plt.ylabel('Количество')\n",
    "plt.show()\n",
    "\n",
    "# Разделение данных на обучающую и тестовую выборки\n",
    "X = df_encoded.drop('price', axis=1)\n",
    "y = df_encoded['price']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=df['cut'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество дубликатов: 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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Dwb7OarUKgwcPFiIjI4WcnBzh4YcfFpRKpdNzh4hEbIpPRNeUlJSE8PBwxMbGYurUqfDz88O3336LVq1aAQA0Gg3kcvHrxGq1Ijc3F35+fujYsSOOHDli38/69esRFhaGRx55pNoxarrqXxf33nsv/P397ffvvPNOREdH46effgIAHDt2DOfOncO0adOQm5uLnJwc5OTkQK/XY8SIEdixYwdsNpvDPg0GA7Raba3H/eabb2Cz2TBlyhT7PnNychAVFYXExERs377dYXupdlaj0dS4z3Xr1iEwMBAjR4502GefPn3g5+dXbZ9ms9lhu5ycnGvWHF25cgWrV6/G4sWL4efnV+34nTt3RqdOnRz2KXW/qHp8V3nwwQcd7t98883Izc1FUVGRw/qkpCSHlh09evRAQEAA/vzzT/s6qZUGIL4/ubm5aN++PYKCghzOR8msWbMczr/+/ftDEATMmjXLvk6hUKBv374Ox6nr32rLli0wmUx45JFHHI6zYMECp+9FamrqNWvrAaCsrMzpuSSdt2VlZdfch81ms8d97NgxfPrpp4iOjq7WCqCy9PR0HDt2DPfddx9CQkLs63v06IGRI0faP3eSfv36YejQofb7Op0ODz30EDIyMux/j6SkJMTExDhMGXby5EkcP34cd999t31dREQEsrKynLZ0qKy+50BhYSGysrKwefNmjB49Gl27drU/Fhoaivvuuw+HDx92yWwgDfk+kjz33HMIDAzE/PnzG3Ts632+M3V9PTabDRs2bMDEiRMdxmyR1Od/QH3PQQD2uJKTk/Huu+/C19cXN910EwDg0KFDyMrKwkMPPeTwvT9+/Hh06tSp1sEKFy1ahN69e+Mvf/lLneOv6+dO+n7Pzc2t8zz0M2fOtLdeAoDExERMmjQJGzduhNVqhdVqxaZNm3Dbbbehbdu29u2io6Mxbdo07Nq1q9r37uzZsx1ais2dOxdKpdLp+/zdd9/hoYcewuOPP4558+ZVe7zyZ7O4uBg5OTm4+eabUVpaijNnztgfk8vl+Pjjj1FSUoKxY8finXfewaJFi5yeO0QkYlN8Irqmt99+Gx06dIBSqURkZCQ6duxoT+QB8UfKG2+8gXfeeQcpKSkOfeUq/8C4cOECOnbsCKXStV89iYmJDvdlMhnat29vT47OnTsHAJgxY0aN+ygsLERwcLD9fk5OTrX9VnXu3DkIglDjdlWbzBcUFABAtWS66j4LCwsRERHh9PGsrCyH+5s2bUJ4eHitcVb1zDPPICYmBnPmzMHXX39d7fjJyck17rPq8RvC2Q/4uLg4h/vS3yI/Px8BAQE1bidtW7m/Z1lZGZYvX46PPvoIV65ccegXX1hYeM1jBwYGAgBiY2Orra98nLr+rS5evAig+nkaHh7ucM7Vl06nczrugXRhp/IP6JpcunTJ4W8dHR2N9evX13qOSq9HasJcWefOnfHLL79Ar9fbBxPr1KmT0+0A8SJG//79IZfLMX36dKxZswalpaXw8fHB2rVrodVqHRKmgQMHYsWKFXj66acxf/78Gi++1fccuO222+zLNb0uKd7IyEinx6yrhnwfAeKYJu+99x7WrFlzzYuOzlzv82tS19djMplQVFRU43SY9VHfcxCAw3keEBCAtWvX2j/jte2vU6dO2LVrl9M4du3ahR9++AFbt25FWlpaneOv6+eu8ve7QqFAjx498NJLL2HUqFHV9il9r9b0eVu/fj1ycnIgCAJKS0trfO9sNhsuXbrkcHGr6neXn58foqOjq12APHbsGL766itYrVbk5eU5fe2nTp3C008/jW3btlW7gFD1s9muXTssXboUjz/+OLp164bFixc73ScRiZjYE9E13XjjjbVeJX/xxRexePFi3H///XjuuecQEhICuVyOBQsW1Fjz5E5SDC+//DJ69uzpdJvKP6hMJhPS09MxcuTIa+5XJpPh559/djr6eNUfaRkZGQCAqKioWvcZERHhUHNZWdWEu3///nj++ecd1r311lv47rvvnD4/OTkZH3/8MT7//HOnffVtNhu6d++O1157zenzqya7VWm12hpriqXB8JwlFTWN3i5UGayuLts98sgj+Oijj7BgwQIMGDAAgYGB9unfnJ2PNe3T2frKx6nv38rVoqOjsX37dgiC4HCxJD09HQDsY1vUJjIyEp9//jkA8Uf1v//9b4wZMwa7du1C9+7drzvGulxckNx77714+eWXsWHDBtx111344osvMGHCBPuFFgCYNGkS7r//frz88sv2/rjO1PcceOWVV5CYmIhbb721fi+wAer7fST55z//icTERMyYMaNBc6Zf7/NrUtfXU1Oi5y6bN28GAOj1eqxfvx5TpkzBjz/+eM3v+do8+eSTGD16NG655ZZ6zWxR189d5e/3q1evYsWKFbj99tudDrxZn89aY/n9998xduxYjBgxAo8//jjuvvtuh/71BQUFGDp0KAICArBs2TK0a9cOWq0WR44cwZNPPun0s7lp0yYA4uvPzc2t9f8nUUvHxJ6IrtvXX3+N4cOH41//+pfD+oKCAoSFhdnvt2vXDvv374fZbHbJAHASqcZIIggCzp8/jx49etiPC4i1NElJSdfc3++//w6z2XzNJn/t2rWDIAhISEiwD0pUm9OnT0MmkzmtKam8zy1btmDQoEF1+qEWFhZW7TXVNsDdokWL0LNnT/zf//1fjcf//fffMWLEiAZ1j4iPj8e2bdtQVlZWLf6zZ8/at2lMX3/9NWbMmIFXX33Vvs5gMNhbTLhKXf9W0us9d+6cQ9PX7OzsaiNL10fPnj3x4YcfIjk5GV26dLGv379/v/3xa9FqtQ7nz6RJkxASEoK33noL7733ntPnSK9H+ntWdubMGYSFhdlrShMSEmrcDoDDAGfdunVDr169sHbtWrRu3RppaWlYvXp1tef+61//wpIlS3DhwgV7IlA1OavvOdCnTx8MHToUfn5+dY63oer7fQSIAyH+97//xYYNGxo0heH1Pr82dX094eHhCAgIcDpCe33V5xyUVI7t1ltvxf79+/HKK69g5MiRDvuTuh1Jzp496/Q7a8OGDdi7d6/Trh3XUtfPXdXv9/bt22PQoEHYsWNHtZZGCQkJ9nirOnPmDHx9fe3/j318fGrcTi6XV7uAe+7cOQwfPtx+v6SkBOnp6dUGuO3evTvWrVsHnU6HdevWYfbs2Th+/Lj9Yu6vv/6K3NxcfPPNNw4DUUoz7FT17rvvYvPmzXjhhRewfPlyzJkzp8aL1kTE6e6IyAUUCkW1mtV169ZVmyZo8uTJyMnJsc+5XVnV59fHp59+iuLiYvv9r7/+Gunp6Rg7diwA8Ud7u3bt8Morr6CkpKTa87Ozs6vFrlAoap1qCBBHjVYoFHj22WerxS8Ign2UYkCcY3j9+vW48cYba23mPGXKFFitVjz33HPVHrNYLNeVnO7duxffffcdXnrppRqT9ilTpuDKlSv44IMPqj1WVlYGvV5f6zHGjRsHs9lcLSm02WxYs2YN1Gq1fdT3xuLsfFy9erVDFxFXqOvfKikpCSqVCqtXr3aIa9WqVU73W9fp7m699VaoVCq888479nWCIODdd99Fq1at7KOH14fJZILFYql1asPo6Gj07NkTn3zyicP5ePLkSWzatMnhx/64ceNw4MAB7Nmzx77OYDBgzZo1iIqKQp8+fRz2fc8992DTpk1YtWoVQkND7Z/hquLj43HLLbcgKSnJaTLZkHNAJpNh1KhR+OWXXxymTMvLy8Mnn3yCvn37XnczfKD+30cA8NRTT2HQoEGYNGlSg455vc+vTV1fj1wux2233YYffvjBYZpASX3+B9TnHHTGarXCZDLZz/O+ffsiIiIC7777rsO5//PPPyM5ORnjx4+v9vx//OMfmDZtWp0uoF1LXT53QEXrCGcXZ8LDw9G3b1988sknDhcML1y4gO+//x5jx46FQqGAQqHAqFGj8N133zk0pc/MzMQXX3yBwYMHO3R/AoD3338fZrPZfn/NmjWwWCzVPp+9e/eGr68v5HI5PvzwQ6SmpjqMYC/FXflvbTKZHL7DJCkpKXj88ccxefJk/OMf/8Arr7yC77//Hp9++mmt7xFRS8YaeyK6bhMmTMCyZcswc+ZMDBw4ECdOnMDatWsdaicBsantp59+ioULF+LAgQO4+eabodfrsWXLFjz00EMNbgYbEhKCwYMHY+bMmcjMzMSqVavQvn17PPDAAwBg/5ExduxYdO3aFTNnzkSrVq1w5coVbN++HQEBAfjhhx+g1+vx9ttv480330SHDh0c5t6VfrAeP34ce/fuxYABA9CuXTs8//zzWLRoEVJTU3HbbbfB398fKSkp+PbbbzF79mz8/e9/x5YtW7B48WIcP34cP/zwQ62vZejQoZgzZw6WL1+OY8eOYdSoUVCpVDh37hzWrVuHN954A3feeWeD3qdNmzZh5MiRtdaq3XPPPfjqq6/w4IMPYvv27Rg0aBCsVivOnDmDr776Cr/88kutLRkmTpyIUaNG4bHHHsOBAwcwcOBAlJaW4vvvv8fu3bvx/PPPN3oT9QkTJuCzzz5DYGAgunTpgr1792LLli0O4z24Ql3/VuHh4fj73/+O5cuXY8KECRg3bhyOHj2Kn3/+2aFFi6Su0921bt0aCxYswMsvvwyz2WyfH37nzp1Yu3ZtnWpm9Xq9Q5Pgzz77DAaDAbfffnutz3v55ZcxduxYDBgwALNmzbJPNRYYGOgwj/sTTzyBtWvXYuzYsZg/fz7CwsLw+eef4/Tp01i7dm218TamTZuGJ554At9++y3mzp3b4JY9DT0HnnvuOfzyyy8YOnQoHnnkEft0dwUFBdXGowDEi2U5OTkAYO8vfP78eWzcuNG+TXZ2NsrKyrBx40aMGTOmzt9HlW3atMnpnPB1db3Pr019Xs+LL76ITZs2YejQofbpNNPT07Fu3Trs2rWrXlO91fUclEjnuV6vx4YNG5CammofwFKlUmHFihWYOXMmhg4dirvuuss+3V2bNm3w2GOPOezr8uXLUKvVTgePq4u6fu6ys7Pt51J6ejpWrFiBwMBADB8+HH/88Ue1/a5cuRKjRo3CgAED8Ne//tU+3Z1Wq7VPHQgAzz//PDZv3ozBgwfjoYceglKpxHvvvQej0YiVK1dW26/JZMKIESMwZcoUnD17Fu+88w4GDx5c64Wibt264cknn8RLL72EqVOnokePHhg4cCCCg4MxY8YMzJ8/HzKZDJ999pnTC+P3338/dDod1qxZA0CcWnT9+vV49NFH7YNtElEVbhyBn4i8jLMpnZwxGAzC3/72NyE6OlrQ6XTCoEGDhL179zqdqqi0tFT45z//KSQkJAgqlUqIiooS7rzzTvu0Ow2Z7u4///mPsGjRIiEiIkLQ6XTC+PHjhYsXL1Z7/tGjR4U77rhDCA0NFTQajRAfHy9MmTJF2Lp1q8Oxr1WqTvm0fv16YfDgwYKvr6/g6+srdOrUSXj44YeFs2fPCoIgCI888ogwZMgQYePGjdVicjYVkyCI0x/16dNH0Ol0gr+/v9C9e3fhiSeeEK5evWrfpr7T3clkMuHw4cMO6539jUwmk7BixQqha9eugkajEYKDg4U+ffoIzz77rFBYWFjteFUZDAZh6dKlQqdOnQSNRiP4+voKN910k/D555/X+Pqzs7Md1kvnXuWpowAIDz/8cLV9VJ2GKz8/X5g5c6YQFhYm+Pn5CaNHjxbOnDlTbbuazu+aYpoxY4bg6+tb7fh1+VtZrVbh2WeftX9Ghg0bJpw8edLpFGJ1ne5O2u+LL74oxMfHC2q1WujatavT99mZGTNmOJzXfn5+Qu/evYXPPvusTs/fsmWLMGjQIEGn0wkBAQHCxIkThdOnT1fb7sKFC8Kdd94pBAYGClqtVujXr5+wYcOGGvc7btw4AYCwZ8+eOsUhCNWnu6vrOVB1yjBBEITDhw8Lo0aNEvz8/AQfHx9hyJAhwm+//eZwPOncqW+p7FrfR4JQcS7eeuutDs91Frcz1/v8ymqa7q4+r0cQBOHixYvCvffeK4SHhwsajUZo27at8PDDDwtGo7HaPmub7k4Q6nYOSu+BVHQ6ndClSxfh9ddfrzbF3pdffin06tVL0Gg0QkhIiDB9+nT7tK4S6XPz6KOPOqx39p3lTF0/d/Hx8Q7bhYWFCaNGjRL27dsnCELNf8OtW7c6vCfjx48XTpw4US2OI0eOCKNHj7af58OHD6/2mZNe02+//SbMnj1bCA4OFvz8/ITp06c7TDMoxVv1/DAYDEKnTp2Efv36CRaLRRAEQdi9e7dw0003CTqdToiJiRGeeOIJ+3SX0mt54403BADC+vXrHfaXlpYmBAQECOPGjav1PSZqqWSCcB3tX4mIPOjXX3/F8OHDsW7dugbXYleWmpqKhIQEpKSk1NiXdunSpUhNTa3XQElEVHe33347Tpw4gfPnz3s6FJeRvlv4k4u8yccff4yZM2fi4MGDnGaOyAuwjz0RERE1Cenp6fjf//6He+65x9OhEBEReRX2sSciKufn54fp06fXOrhdjx492LePyMVSUlKwe/dufPjhh1CpVJgzZ46nQ3IpnU6H0aNHezoMIiJqxpjYExGVkwb2qs0dd9zhpmiIWo7ffvsNM2fORFxcHD755JNmN1d1ZGSkw4B6RERErsY+9kRERERERERejH3siYiIiIiIiLwYE3siIiIiIiIiL8Y+9nVgs9lw9epV+Pv7QyaTeTocIiIiIiIiauYEQUBxcTFiYmIgl9deJ8/Evg6uXr2K2NhYT4dBRERERERELcylS5fQunXrWrdhYl8H/v7+AMQ3NCAgwMPREBERERERUXNXVFSE2NhYez5aGyb2dSA1vw8ICGBiT0RERERERG5Tl+7gHDyPiIiIiIiIyIsxsSciIiIiIiLyYkzsiYiIiIiIiLwY+9gTERERERFRvQmCAIvFAqvV6ulQvJZKpYJCobju/TCxJyIiIiIionoxmUxIT09HaWmpp0PxajKZDK1bt4afn9917YeJPREREREREdWZzWZDSkoKFAoFYmJioFar6zRyOzkSBAHZ2dm4fPkyEhMTr6vmnok9ERERERER1ZnJZILNZkNsbCx8fHw8HY5XCw8PR2pqKsxm83Ul9hw8j4iIiIiIiOpNLmc6eb1c1dKBfwkiIiIiIiIiL8am+EREREREROQSaWlpyMnJccuxwsLCEBcX55ZjNXVM7ImIiIiIiOi6paWloVOnzigrc89I+TqdD86cSfZoct+mTRssWLAACxYs8FgMABN7IiIiIiIicoGcnByUlZXi9ts/R3h450Y9VnZ2Mr799m7k5OTUKbG/Vl/2Z555BkuXLq13HAcPHoSvr2+9n+dqTOyJiIiIiIjIZcLDOyM6urenw3CQnp5uX/7yyy+xZMkSnD171r6u8jzygiDAarVCqbx2uhweHu7aQBuIg+cRERERERFRsxYVFWUvgYGBkMlk9vtnzpyBv78/fv75Z/Tp0wcajQa7du3ChQsXcOuttyIyMhJ+fn7o168ftmzZ4rDfNm3aYNWqVfb7MpkMH374IW6//Xb4+PggMTER33//faO/Pib2RERERERE1OI99dRTeOmll5CcnIwePXqgpKQE48aNw9atW3H06FGMGTMGEydORFpaWq37efbZZzFlyhQcP34c48aNw/Tp05GXl9eosTOxJyIiIiIiohZv2bJlGDlyJNq1a4eQkBDccMMNmDNnDrp164bExEQ899xzaNeu3TVr4O+77z7cddddaN++PV588UWUlJTgwIEDjRo7E3siIiIiIiJq8fr27etwv6SkBH//+9/RuXNnBAUFwc/PD8nJydesse/Ro4d92dfXFwEBAcjKymqUmCUcPI+IiIiIiIhavKqj2//973/H5s2b8corr6B9+/bQ6XS48847YTKZat2PSqVyuC+TyWCz2Vweb2VM7ImuIS0tDTk5OW47XlhYmEfn4iQiIiIiImD37t247777cPvttwMQa/BTU1M9G1QNmNgT1SItLQ2dOnVGWVmp246p0/ngzJlkJvdERERE5JWys5ObxTESExPxzTffYOLEiZDJZFi8eHGj17w3FBN7olrk5OSgrKwUt9/+OcLDOzf68bKzk/Htt3cjJyenWSf2bAVB9dXUzxlBAMxmwGSqKNJ9m018XBAcl6UikwFKZfWiUFQsa7VAlVZ916Wpv59E7ubuzwTAzwU1T2FhYdDpfPDtt3e75Xg6nQ/CwsIabf+vvfYa7r//fgwcOBBhYWF48sknUVRU1GjHux5M7InqIDy8M6Kje3s6jGaBrSCovhrnnNEACKlSggD4AfCDQhGICRP+DzJZAMrK5PZSWqpwWDaZZDCbZbBYGn8sWoUC0OkqilZbsezrCwQEOBZ/f8f7ISFAWBhQVnYZAwZ0hcFQ0ugxS/gZpKbME/+XAH4uqHmKi4vDmTPJbrtQ1tALZPfddx/uu+8++/1hw4ZBEIRq27Vp0wbbtm1zWPfwww873K/aNN/ZfgoKCuodY30xsScit2IrCKqva50zNhtgMChRWqpCWZkKpaVKlJWpYDAoYTQqYDQ63hoMSlittSfiVivw3XfXE7UNgAmAuXxZqHRbtcgAKODjEwCbTQ6rVQarVQabTVYtppISsVyf1gAKoVKZ4eMjQKOxQKu1Qqu1lC9boNFYodNZoNOZ4eMjFqWy+g+VuuBnkJo6d/9fAvi5oOYtLi6O57UHMLEnIo9gKwiqjSAA+flARgZw4IAfgLuQnj4UmZmtoddXJLglJYBe37BjyGTVa8DVakCvv4CLF39CXNxAREREQ6WyQqWyQam0ld9W3FcqbVAoBMjlAhQKG+RycVkmE/dfFxcv7sQvvzyG0tKqibOY8AMqANryoquh+ALwBxBQpUjrAgGElpcgAHKYzRoUFtb9/dJoAD8/sSWAn59jkdb5+4vvY11fO1FTwv9LROTNmNgT1cJgkAGIRUGBBnK5WGNmsYg/WuVysWms1A9WqxV/+Mobv0UukVcSBKCgAMjMFEtWVsVyRoZjycwU+6iLOgD4Avv21bxvmQzw8XFMNisn7c6KRuM8AT1xYh8uXpyPvn03onv3Pq5/I6rIyUkGIGD48LeQmDigEY9UCKAQZ89uxG+/rUJS0jdo3XowysqA0lKxSMtlZXC4gGKxAEajWHJzaz+KUikm+FJXALm8FYDHsGlTMEpLgZgYsWi1jfhSyeU4LgMRUdPGxJ68jit/XJjNMqSmanDxohapqWK5fFmNvDwV8vOVKC3tBSANX31V932qVGLSINVeVS3Seh8f1mqRd7NaxUQ9L0+sXc/LE5O+ygl75QQ+K0scTK4+goOBoKAypKTsRbt2PREeHgJf3+o1xj4+3n9RLTi4vVtqC8ULCdkICNAjPv7a2wuCmNCXlADFxRXJfnGxmPxL64qLAYNBvAiQny8WUSSA17BokeN+Q0OBVq3EJL9Vq4pS+X5YmPf/XZsDbx4bRRDE7yrpwryz26tX1QDaoqBAA6VS7N4jFWnQS0A8F+Xyiov7lW8rD3YpDX7J//FE5E5M7MmrXP+PCw2AmwAMATAUwAAAPtd4jgkqlRxqtdJeQw+IPwZsNvHWbBZ/IADistkMXGvATKUSCAwEgoIqboFgAAORlaWCzdayf9BarWIyYTLVfFv1h5d0Ky0DQFlZNIB/4pNPIrFjh9jUunLR6cSk0MdHHIBMWpZKTbW63s5iqZ6kVb0tLhYTdylpl4p0v6HjwAQGAhERQGRkRYmKql4iIsT3/8iRZPTpMwIjRhxGdHSIK98GqgOZTKxd12rFRLs20nlVVFRxDqWnZ+LEiW3o1WsCCgv9ceVKRc1/bi5w/HjN+1OpgOho50l/5WVfX9e+5ubGbK74LOfnVyxLt4WFFS01pGIwVCzn5YWhrOwg/PxaQS7XQBBk5bM6iGNBSMsN4WSMKQiCFWVlZeja1c/+P/daz6n8WOWk3WqtSxTdAFyo10X8upCSfJVKvFWrxe80jQaw2doAWIM33miFxMTqg19WHvQyJER8PhFbzlBt+DXRDDXnD31DBrix2YDLlwNw/nwIUlMDYbE4/kpQqy0ICjIgKMiIoCADAgON0OnM0OksuHr1J+zc+QQmTtyI7t1H13ocKRGVfgxVTo6qltJS8UeH9MO2QgKA3Rg7VvwhEBcHtGkDxMdXv23Vyrv+0ZtMQHY2cOaMDsBInDsXgtRUscZPrxffE2lZr6/cDPt6RQN4Hm++2bBnS028a0r8K5eaHtdoxAtClbtvSMvSbeUapZpqlSrfWiwVP74zMwtRUGCE0SiD0SiH0SiHyVSxbDTKYDJJI7lLo7m77qqRj48VAQEWBAZa4e9vRUiIGSEhFoSGirchIWaEhlrs6zWaaw/Clp0tFgBITm78eWrJNZRKsZVFcHDFuvT0KzhxYho+/PAwevfubR8/4coVsVy9WrFc+X5Wlvg9kJYmltoEBjom+lFR4kUIqYSHVywHBHjfxTpBEL8jKyfn585l4/JlPYqKFCgpUaCoSFlpWbwvLZeVOcmO68UHQBcXDNxYV0oAmkY/nlwunrMymQ1GYwnUah8olUp7TXzlGnqg5ovJlS8mVCZ9VxsMzo4eAuBBfPpp3WINDBQT/NBQsdS0HBpaca77+XnfuU418+aWM+QeXpQWUF144kOv0Wixfv3XiI6ObvRjST/w6zLATV4esH8/cPKk+INI4ucnJsdS0hwWpoRMJk5xVZXZfKzOsSkUFYnctVitYo1WQYFYCgvF26ysYqSn50ChaAOzWYYLF4ALF2o+XmysY7LfurXjP3np1tV9WaWmtrm5Fc2vpdvcXCAnR0zKsrIqSsUgXZ0BbML27XU7VuVajsq3anVFYiwNVFa1aSQAFBdn4/TpbzFhwmT4+4c6zDFuNMKhf7FUKl9YEISKiw1Sotn0BF7Hc40ASgAU13BbACCvvORXuRWXS0stKC0V+8Y3ppKS4sY9ALmFTFZRC9m9e83bmc3iOeUs6a+8XFIifr8UFgJ1uQakUAgICrLAz88KPz8rfH2lW1ulZSt8fGxQq21QqwWHW41GvFWpBIdWVUFBQYiJibHfF4SKsQkMBue3ZWUVLRykVg7SslQKC8Xv2+oXO8PLS30UQvxM55cXabkQgB6AAUBZDcWMpKTXERvbs8bm6A1NIqs+LyvrFL766nZ8++236Nq1a52eU5nUFL7ybdV1lZvKHzlyDH369MF99x2+ru4wUqIvteKTinRfanFmNALZ2Zewd++HmD79Ieh0kdX+7tJvBKn1n3SOp6TUPR612vECl4+PHjpdKYKCLDUWrbZhs184w9pe1+KsQnQtTOybGXd/6KXRnCdMmNDox6qsth/4ubnAzp1i806puZ6PD9C1K9Cjh1ib4+kr2ApF9VotAEhPP4f33++DPXsOIyqqN1JTgYsX4XCbmirWXpnNFfd/+6324+l0FT+kfX0rmtVqtVJtRUWx2WpujimVa3UzqO11BwWZkZt7Gq1aJSA4OAC+vhU13dKyr2/F4GbX2x0hPf0STp+eg2ef7YvevUPr/Dyz2XnSLyX+ztaXlgKZmcX49NOvYbVqINZy+UDsAqIAIC+/VVS5L4c4FZqlvFjreFsG6Yd427bDEBwcaR+lXbpVKKSR221QKgX7CO/SrUJR9Uecprw4f6/OnfsJ27cvdsNAb9WPaXBe7UVeoqEtL9RqICFBLM6UlMiRna1GdrYKWVliuXzZiB9+2AebLRhAWKXiD6tVhtxcFXJzVQ18JZ4j/e/w8TEgLe04IiJaw89PC43GCo3GCrXaCo3GUmlZvK9Wi/cdv08Dy8u1B1qQPoMBAZlwx+97k8kI4Bzi4oxITGz847mK1NfeWfeBqtLTs7F37zKMHdsBnTvX/HtN7N6iREGB2AqjsNBxubBQYb8tKlKioEAsYsst8QLY1avS3nzLS230AHLqUXIhTutZnbtrexvSYlW8ACeDwVC5lZvY0s1gkDusq7pNaakNFovKvr24jdzhvrTOYpFVO25VKlXFRUSt1gadzoaAAAv8/cXWcCaTAGAKrNa+0Ok6wt+/bucatRxM7Jspd03Z4r7RnEW1/cAvKAC2bwdOnKj4wmzfHujfH2jb1rv6qyuVYouCmv4X2mxAenr1pP/qVce+0Lm5YuuAsrKKWi5Xqq1pYGSk2Pw1IqKiBAUBx46dQJ8+fTB+/PXVjDQ2lUosAQH1e96RI+fw0Uf3l19cq+3HjAAxQa/aAVReXuqWdEifiZ49N6J79171C7YBxM+8+wZ6q3xM8k4lJekAZLj77rvdfuwxY95HXFwkpBpq8Qe8EgaDEmaz2CXFZFKULzsWi0UOq1VWXuRObyU2mxUmUzH8/f2hqPRLW6GA01p/8VZc9vMTWwf4+lZvPSDet8Hf34KAACt0OhtkMvEiyd13343bbnPP96inPoPu6objie4+jf+50MHxopZY2rW7DxpNrP1zIBYFDAYlbDY5KpL/OoysWU6lEi8giReNxQvHNlsh0tN/xcKFOiQkiK0l1Wrx/2rVW2lZJkP5eA3Oi83m2OqhcsnOLsK//vUjrFYFKi5QS6WmaUKl4i3ZcRSAL/H99+I9qfVT5d9ZsbHiAM2e5s5uwWwZUoGJPbmEe0dzdiQIwKFDwObNFU0VO3QAhgwRa+ebI7m8oi/pwIE1bycIYtNOqal8Xl71mnixr38eSkr0EARx3xqNDRqNDVqt1PTUBq1WbIKq0djg7y/2qa5rH//SUvHCA+C5/tLu/oHo3otrRE2XwVAAd14ABiouePn4xLnlc3ju3CZ88cVEFBe7rhlzXTTX7imeuhjkzvfT3Z8L6TNxww3j0b179c+EIIhJc02t0ZyVsjLxeWazeHHMUQCAe7B+faO/tErHe+i69yK1cqvc0s1xndgiTq9PQ3r6LsTGDkJ4eFSl1nGC0+eLreMqvh+ctRy12WTlFxTFGn7pgqPRKJasrGxkZeXCx6cfDAYf2GwVXSAr/8QJDRW7aLZpI1Zs1aWLqCulpaWhc6dOKC0rc8vxfHQ6JJ85w+QeTOzJyxUUAN9/X9HnLC4OGD1aHESJxH8c0si6NTVj9cS4DID7fkC1hB+IRN6gObfy8FSS1ly7p7Sk99OTFSOVyWQVI/ZX7SZYE0EQKwn0+orZaqSSlZWGXbvewJw5f4OfXwz0+orxbZzdmkzi/ip3Daw6foNc7jizQOVSUJCJzz77AH363I+goBiHMRWkWQkqLzu7FcddkFrN1e7EiZ/xzTePoF8/97SWE4+5Bd98czfGjNmIbt1Go7jYcTyjjAyxSMn+4cPie5aYKHZF7dDBPYMu5+TkoLSsDJ/ffjs6h9d3HJD6Sc7Oxt3fflvncQBk1+iL+8wzz2Dp0qUNikUmk+Hbb7/Fbbfd1qDnuwITe/Jax44BP/8s/jNQKoGkJODGGz3ff97buHtcBnf/gGpJPxCJyLOaSpLWXPD9bNpkMnE8HJ2u+mPp6TnYtes13Hxz71rHEHCV5ORkfPbZYvTpMw7R0c2/dqdyxU27dhXrDQaxe2ZKiliysoCzZ8Wi1QLdugGDBklTLNdNTS0eBUGAUqlEaWkprJXmlSwrr6lvHxSEbqF1H9sIAORyOZSNePUhPT3dvvzll19iyZIlOHv2rH2dn1/1gbS9CRN78kqnTrWH9DmMiwNuvVXsZ0QN19ybjvMHIhERkXuwtZxnaLVAx45iAcTE/vhxcfypoiKx6+qRI0DPnsDNN9ee4F/rbxgfH493330X5ipTdqSUN6MtKChATj2TdJlMhvDw8EZL7qOiouzLgYGBkMlkDus+/PBDvPrqq0hJSUGbNm0wf/58PPSQ2MXDZDJh4cKFWL9+PfLz8xEZGYkHH3wQixYtQps2bQAAt99+OwDxvUmV+qC6ERN78io2mwzARzh7Vrw8OWQIMGxY86uld2c/dM4RTkRERK7E1nJNQ0SE2KL1llvEsY527wb+/FNM7o8dA3r1Eh9z1g//Wn/DwEABfn5KBAfHQqnU2NdnZhoBAFptEHx8wuocq81mgcFQAJvNVr8X6SJr167FkiVL8NZbb6FXr144evQoHnjgAfj6+mLGjBl488038f333+Orr75CXFwcLl26hEuXLgEADh48iIiICHz00UcYM2aMwyCq7uTRxH7Hjh14+eWXcfjwYaSnp9faL+HBBx/Ee++9h9dffx0LFiywr8/Ly8MjjzyCH374AXK5HJMnT8Ybb7zh0JTi+PHjePjhh3Hw4EGEh4fjkUcewRNPPNHIr45czWgE9uwZBiAGMpkNEybI0bvpDqreIJ4cPbqlX+UmIiIi12JruaZBLhcH0mvbVpwy+ddfxab6hw8DZ84AEydW1PJXVdPf0M/PAIUiBSqVD5RKrX29UqkrP6YKCoW6MV5Oo3jmmWfw6quv4o477gAAJCQk4PTp03jvvfcwY8YMpKWlITExEYMHD4ZMJkN8fMXMEeHlYwkEBQU5tABwN48m9nq9HjfccAPuv/9++5vozLfffot9+/YhxsmIaNOnT0d6ejo2b94Ms9mMmTNnYvbs2fjiiy8AAEVFRRg1ahSSkpLw7rvv4sSJE7j//vsRFBSE2bNnN9prI9cyGIBPPwWysmIA6DFgwBn07t3H02G5nCdHj+ZVbiIiIqLmLS4OuPdesQb/p5/EAfj++1+xef6YMeJghC2NXq/HhQsXMGvWLDzwwAP29RaLBYGBgQCA++67DyNHjkTHjh0xZswYTJgwAaNGjfJUyE55NLEfO3Ysxo4dW+s2V65cwSOPPIJffvkF48ePd3gsOTkZGzduxMGDB9G3b18AwOrVqzFu3Di88soriImJwdq1a2EymfDvf/8barUaXbt2xbFjx/Daa68xsfcSVivw1VfivO0ajQFG4zBERT3v6bAaVXMePZqIiIiIPKtNG2D2bGDbNmDvXrFpfkoKMHkyEBvr6ejcq6SkBADwwQcfoH///g6PSc3qe/fujZSUFPz888/YsmULpkyZgqSkJHz99dduj7cmTbqPvc1mwz333IPHH38cXbt2rfb43r17ERQUZE/qASApKQlyuRz79+/H7bffjr1792LIkCFQqyuagowePRorVqxAfn4+gp3M6WE0GmE0Gu33i4qKXPzKqK4EAfjxR/GLRqUCBg3ahm3bDnk6LCIiIiIir6ZUAqNGic3wN2wQp5H+9FMxufcUi8VS522lgfvKysqg1+vrdZzKuV5kZCRiYmLw559/Yvr06TU+JyAgAP/3f/+H//u//8Odd96JMWPGIC8vDyEhIVCpVA6zA3hCk07sV6xYAaVSifnz5zt9PCMjAxEREQ7rlEolQkJCkJGRYd8mocoE3pGRkfbHnCX2y5cvx7PPPuuKl0DXaedO8QqiTAb85S+AwZDv6ZCIiIiIiJqN+Hhg7lzgm2/EqfG++gro2bPdtZ9Yi7N52fXa3mo1wmgsAnJy6vyccwUFAMSR+DX17ENw9epVWK1WGI1GaDQaPPvss5g/fz4CAwMxZswYGI1GHDp0CPn5+Vi4cCFee+01REdHo1evXpDL5Vi3bh2ioqIQVD61QJs2bbB161YMGjQIGo3GaY7Z2JpsYn/48GG88cYbOHLkCGRuHvJ80aJFWLhwof1+UVERYltam5Qm4MQJYPt2cXnsWCAxUVxHRERERESuo1YDU6YAP/wgVqodPXoTgEUQhPrtJyQkDDqtDg/8/G1jhFmNTqtD27Z9ER5ev1zNx2cfALGFgEajwV//+lf4+Pjg5ZdfxuOPPw5fX190797dPmi7v78/Vq5ciXPnzkGhUKBfv3746aefIJfLAQCvvvoqFi5ciA8++ACtWrXidHeV7dy5E1lZWYiLi7Ovs1qt+Nvf/oZVq1YhNTUVUVFRyMrKcniexWJBXl6efUTCqKgoZGZmOmwj3a9p1EKNRlPvqz7kWpcvA999Jy4PGAD06+fZeIiIiIiImjO5HJg0CfDzA3btAoAXceJEKrp3r/vU0q1axeG3HWeQl1f3mndAHEC6uPgq/P1jodX61/l5ISFhaNUq7tobVjF16kyMGHGTw7pp06Zh2rRpTrd/4IEHHAbWq2rixImYOHFiveNwpSab2N9zzz1ISkpyWDd69Gjcc889mDlzJgBgwIABKCgowOHDh9GnjzhC+rZt22Cz2ewDHwwYMAD//Oc/YTaboVKpAACbN29Gx44dPdJEgq7NbBb7+VitQKdOwMiRno6IiIiIiKj5k8mAESOAoqJDOH68L86fb4N9+8SKtrpq1Squ3sl2aWkuCgoCEBSUCB+fwHpGTQAg9+TBS0pKcOzYMRw7dgyA2D/i2LFjSEtLQ2hoKLp16+ZQVCoVoqKi0LF8osXOnTtjzJgxeOCBB3DgwAHs3r0b8+bNw9SpU+1T402bNg1qtRqzZs3CqVOn8OWXX+KNN95waGpPTcvWrUBuLuDvL141dHNPDCIiIiKiFq19+7MAxHxp0yax7z01bR5N7A8dOoRevXqhV69eAICFCxeiV69eWLJkSZ33sXbtWnTq1AkjRozAuHHjMHjwYLz//vv2xwMDA7Fp0yakpKSgT58++Nvf/oYlS5ZwqrsmKjUV2L9fXJ40CdDpPBoOEREREVEL9TratLkEAFi/Higfm5yaKI82xR82bBiEeozI4GwQgpCQEHzxxRe1Pq9Hjx7YuXNnfcMjNzOZKvrV9+oFtG/v2XiIiIiIiFqynj2TIZPFIiUF+M9/gL/+VWxVS02PR2vsiSrbtEmcPzMwEBg92tPREBERERG1bHK5gL/8BQgNBYqKgP/+F7BYYB8tvz6VtOScq95DJvbUJFy4ABw+LC7feivASQmIiIiIiDxPpwOmTRNvr14FfvsNMBpVsFoBs7nU0+F5PZPJBABQKBTXtZ8mOyo+tRw2G7Bxo7jcrx+QkODZeIiIiIiIqEJICDBxIvDVV8Du3UDnzgpcvBgEtVqcelyl8oHsOka8tlpN9luLxeCSmGtjsRgBAEaj8boT6uths9mQnZ0NHx8fKJXXl5ozsSePO3YMyMkRrwLecounoyEiIiIioqo6dwa6dgVOnRLHxYqMjAIAxMdn4XpzY7NZj9LSHJSWyqFSNf7o2VarCSUlOVCpVFCr1Y1+vNrI5XLExcVd14URgIk9eZjZDPz6q7g8ZAig1Xo0HCIiIiIiqsHYsUBKCpCVBezYIYNCEY0//4yAVmu+rimq//jjB2za9DhGjfoQHToMdl3ANcjKOoWvvnoQ69evt0+l7ilqtRpy+fX3kGdiTx61fz9QXCwOmNe3r6ejISIiIiKimvj6AuPHA+vWATt3Ap06AdHRCuj111dln5trwsWLF5Gba0VJSePX9BUWynDx4kXIZDJom0nNIgfPI48pLQV27RKXb7kFuM5uJURERERE1Mi6dBGLIIhN8q1WT0dEABN78qBduwCjEYiMBLp393Q0RERERERUF+PGieNjZWaKLXDJ85jYk0cUFAAHDojLSUm4rj45RERERETkPr6+wMiR4vKuXYCh8Qeyp2tgYk8e8euvYrOdNm2Adu08HQ0REREREdXHDTcAYWFAWRmwZ4+noyEm9uR2hYXA8ePiMmvriYiIiIi8j1xeMVX1vn1ASYln42npmNiT2x08KA620aYN0KqVp6MhIiIiIqKG6NRJ/D1vNouj5JPnMLEntzKZgMOHxeWbbvJsLERERERE1HAyWUWt/aFDQH6+Z+NpyZjYk1sdPy4OrhEcDCQmejoaIiIiIiK6Hm3bisVmA377zdPRtFxM7MltBKFiOoz+/cV+OURERERE5N2kWvvffweysjwbS0vF1Irc5sIFICcH0GiAnj09HQ0REREREblCq1ZA587iMmvtPYOJPbnNvn3iba9eYnJPRERERETNw9Ch4m1ysjgLFrkXE3tyi+xsscZeJgNuvNHT0RARERERkStFRoqzXgmCOAsWuRcTe3ILqW99x47iwHlERERERNS89O8v3h45Ik6BR+7DxJ4ancEgDqQBcIo7IiIiIqLmqkMHICgIKCsDTpzwdDQtCxN7anSnTgEWCxARAcTFeToaIiIiIiJqDHI50K+fuLx/v9gsn9yDiT01uuPHxdsePcQ+9kRERERE1Dz16gWoVOK0d6mpno6m5WBiT42qoABISxOXu3f3aChERERERNTIdDqxQg8ADhzwbCwtCRN7alRSbX1CAhAQ4NlYiIiIiIio8UmD6J09C+TnezaWloKJPTUaQXBshk9ERERERM1feDjQti2nvnMnJvbUaK5eBXJzAaUS6NzZ09EQEREREZG7SLX2R4+KA2lT42JiT41Gqq3v1AnQaDwbCxERERERuU/79oC/vzj19blzno6m+WNiT43CagVOnhSX2QyfiIiIiKhlkcuBbt3EZc5p3/iY2FOjuHABKC0FfH2Bdu08HQ0REREREbmbVMH3xx9izT01Hib21CikZvjduolX64iIiIiIqGWJjBQH0rNagdOnPR1N88aUi1zOaBSntgDYDJ+IiIiIqKWSySryATbHb1xM7MnlzpwRR74MCwOioz0dDREREREReYrUzz41FSgs9GgozRoTe3I5qba+SxfxKh0REREREbVMQUFAfLy4LA2uTa7HxJ5cymIBzp8Xlzt29GwsRERERETked27i7fSOFzkekzsyaVSUgCzWZyzks3wiYiIiIioSxdAoQCysoDMTE9H0zwxsSeXkprhd+jAZvhERERERATodEBiorjMWvvGwcSeXEYQxDkqAaBTJ8/GQkRERERETYc0Ov7Jk2LeQK7FxJ5cJj0dKC4G1GqgTRtPR0NERERERE1FYiKg0QBFRcClS56OpvlhYk8uIzXDb9cOUCo9GwsRERERETUdSqXYXReoyBvIdZjYk8tIH1COhk9ERERERFVJib3UfZdch4k9uURpqRaZmeKAedLAGERERERERJL27QG5HMjJAXJzPR1N88LEnlwiPT0CABAXB/j4eDgYIiIiIiJqcrRaID5eXGatvWsxsSeXSE8PB1DRvIaIiIiIiKgqqdsu+9m7FhN7coEAZGeHAGD/eiIiIiIiqplUEZiWBpSVeTaW5oSJPbnAGAiCHGFhQGiop2MhIiIiIqKmKjgYiIgQ57I/d87T0TQfTOzJBSYAYDN8IiIiIiK6No6O73pM7Om6CAIAJAEQR7kkIiIiIiKqjdR999w5wGr1bCzNBRN7ui7FxQEAoiGXWxEb6+loiIiIiIioqWvVCvD1BUwm4OJFT0fTPDCxp+uSnR0FAAgLy4dS6eFgiIiIiIioyZPJKprjc3R81/BoYr9jxw5MnDgRMTExkMlk2LBhg/0xs9mMJ598Et27d4evry9iYmJw77334urVqw77yMvLw/Tp0xEQEICgoCDMmjULJSUlDtscP34cN998M7RaLWJjY7Fy5Up3vLwWIStLTOzDw/M8HAkREREREXmLyom92L2XrodHE3u9Xo8bbrgBb7/9drXHSktLceTIESxevBhHjhzBN998g7Nnz2LSpEkO202fPh2nTp3C5s2b8eOPP2LHjh2YPXu2/fGioiKMGjUK8fHxOHz4MF5++WUsXboU77//fqO/vubOZgOysyMBABERuR6OhoiIiIiIvEXbtoBSCRQWAkVFQZ4Ox+t5tPH02LFjMXbsWKePBQYGYvPmzQ7r3nrrLdx4441IS0tDXFwckpOTsXHjRhw8eBB9+/YFAKxevRrjxo3DK6+8gpiYGKxduxYmkwn//ve/oVar0bVrVxw7dgyvvfaawwUAqr+rVwGLRQ0gH0FBRZ4Oh4iIiIiIvIRaDSQkiAPoZWTEeDocr+dVfewLCwshk8kQFBQEANi7dy+CgoLsST0AJCUlQS6XY//+/fZthgwZArVabd9m9OjROHv2LPLz850ex2g0oqioyKFQdX/+KS1th0zmyUiIiIiIiMjbtGsn3krjdlHDeU1ibzAY8OSTT+Kuu+5CQEAAACAjIwMREREO2ymVSoSEhCAjI8O+TWRkpMM20n1pm6qWL1+OwMBAe4nlcO9OpaRIS1s8GQYREREREXmhtm3F25yccAAaj8bi7bwisTebzZgyZQoEQcCaNWsa/XiLFi1CYWGhvVy6dKnRj+ltzGag4m3Z6slQiIiIiIjIC4WFAX5+gM2mBDDA0+F4tSY/QZmU1F+8eBHbtm2z19YDQFRUFLKyshy2t1gsyMvLQ1RUlH2bzMxMh22k+9I2VWk0Gmg0vGJUm7Q0wGoFtNpSGAx/eDocIiIiIiLyMjKZ2M/+xAkASPJ0OF6tSdfYS0n9uXPnsGXLFoSGhjo8PmDAABQUFODw4cP2ddu2bYPNZkP//v3t2+zYsQNms9m+zebNm9GxY0cEBwe754U0Q1Iz/IiIdM8GQkREREREXishQVoa4ckwvJ5HE/uSkhIcO3YMx44dAwCkpKTg2LFjSEtLg9lsxp133olDhw5h7dq1sFqtyMjIQEZGBkwmEwCgc+fOGDNmDB544AEcOHAAu3fvxrx58zB16lTExIgjK06bNg1qtRqzZs3CqVOn8OWXX+KNN97AwoULPfWym4WKxD6z9g2JiIiIiIhqIPWzB/rBbG7yDcqbLI++c4cOHcLw4cPt96Vke8aMGVi6dCm+//57AEDPnj0dnrd9+3YMGzYMALB27VrMmzcPI0aMgFwux+TJk/Hmm2/atw0MDMSmTZvw8MMPo0+fPggLC8OSJUs41d11KCsTp7oDgPBw5wMQEhERERERXUtgIODnV4SSkgBkZ7NFdUN5NLEfNmwYBEGo8fHaHpOEhITgiy++qHWbHj16YOfOnfWOj5xLTRVvw8IAna7Mo7EQEREREZF3Cw/PKE/sQ6+9MTnVpPvYU9MkzV9f0R+GiIiIiIioYSIixFbA2dkhHo7EezGxp3qT+tdX9IchIiIiIiJqmLCwTAA2FBX5o6TE09F4Jyb2VC96PZCbKy7Hx3s2FiIiIiIi8n4ajQnAUQAVlYhUP0zsqV4uXRJvw8MBnc6zsRARERERUXOxFUBFt1+qHyb2VC9paeJtbKxn4yAiIiIiouZETOxTUoA6jKFOVTCxp3qRauyZ2BMRERERkevsgkxmQ2EhkJ/v6Vi8DxN7qjOLBUhPF5fj4jwbCxERERERNSelCA0tAMDm+A3BxJ7q7OpVwGoFfH2B4GBPR0NERERERM1JeLg4Sndqqmfj8EZM7KnOpP71cXGATObZWIiIiIiIqHkJDxfb4KelsZ99fTGxpzpj/3oiIiIiImoswcGFkMuB4mKgsNDT0XgXJvZUJ4JQkdizfz0REREREbmaQmFDdLS4LLUWprphYk91kpMDlJUBSiUQFeXpaIiIiIiIqDmSWgczsa8fJvZUJ1JtfatWgELh2ViIiIiIiKh5kloHS/kH1Q0Te6oT9q8nIiIiIqLGJuUbWVmAweDZWLwJE3uqk8oj4hMRERERETUGPz8gJERcZq193TGxp2sqKQHy8sTl1q09GwsRERERETVvbI5ff0zs6ZqkD1REBKDTeTYWIiIiIiJq3jiAXv0xsadrYv96IiIiIiJyFynvuHIFsFo9G4u3YGJP1yRdKWNiT0REREREjS0sTGwpbLEA6emejsY7MLGnWpnNFR8mDpxHRERERESNTSarqFRkP/u6YWJPtcrIAGw2wNcXCArydDRERERERNQSMLGvHyb2VKsrV8TbVq3EK2dERERERESNTWotnJYGCIJnY/EGTOypVlevircxMZ6Ng4iIiIiIWo6YGEChAPR6ID/f09E0fUzsqVaVa+yJiIiIiIjcQamsqFzktHfXxsSeamQwAHl54jJr7ImIiIiIyJ04n33dMbGnGknN8IODAR8fz8ZCREREREQti9TPngPoXRsTe6qR1AyftfVERERERORurVuLtzk5YmtiqhkTe6oRB84jIiIiIiJPqTzltpSbkHNM7KlGHDiPiIiIiIg8ScpFmNjXjok9OVVcLBaZDIiO9nQ0RERERETUEkmth6VKR3KOiT05JX1wwsMBtdqzsRARERERUcvEGvu6YWJPTrF/PREREREReVp0tNiKuKhIbFFMzjGxJ6ekxJ7964mIiIiIyFPUarEVMcBa+9owsadqBIFT3RERERERUdPAfvbXxsSeqsnPF+eJVCiAyEhPR0NERERERC0Z+9lfGxN7qka6EhYVJSb3REREREREnlK5xl4QPBtLU8XEnqrhwHlERERERNRUREaKFY4Gg9i6mKpjYk/VcOA8IiIiIiJqKhQKsTUxwH72NWFiTw5sNtbYExERERFR0yJVOjKxd46JPTnIzgYsFnFaibAwT0dDRERERERUUenIAfScY2JPDirX1stkno2FiIiIiIgIqKixT08XWxmTIyb25CA9XbyV+rAQERERERF5WmgooNGIrYuzsjwdTdPDxJ4cZGSIt9HRno2DiIiIiIhIIpM5TntHjpjYk50gAJmZ4jJr7ImIiIiIqClhP/uaMbEnu7w8wGQClEoOnEdERERERE0LR8avGRN7spOa4UdGAnKeGURERERE1IRIiX1WFmA2ezaWpobpG9lx4DwiIiIiImqq/P0BPz+xC7FUKUkiJvZkJ304mNgTEREREVFTI5NVDPItVUqSiIk9AXC86sXEnoiIiIiImiIpV2GNvSOPJvY7duzAxIkTERMTA5lMhg0bNjg8LggClixZgujoaOh0OiQlJeHcuXMO2+Tl5WH69OkICAhAUFAQZs2ahZKSEodtjh8/jptvvhlarRaxsbFYuXJlY780r1NSAuj14lWwyEhPR0NERERERFQdE3vnPJrY6/V63HDDDXj77bedPr5y5Uq8+eabePfdd7F//374+vpi9OjRMBgM9m2mT5+OU6dOYfPmzfjxxx+xY8cOzJ492/54UVERRo0ahfj4eBw+fBgvv/wyli5divfff7/RX583kZqyhIUBKpVnYyEiIiIiInJGaoqfmQlYrZ6NpSlRevLgY8eOxdixY50+JggCVq1ahaeffhq33norAODTTz9FZGQkNmzYgKlTpyI5ORkbN27EwYMH0bdvXwDA6tWrMW7cOLzyyiuIiYnB2rVrYTKZ8O9//xtqtRpdu3bFsWPH8NprrzlcAKjMaDTCaDTa7xcVFbn4lTc9bIZPRERERERNXVAQoNUCBgOQnc38RdJk+9inpKQgIyMDSUlJ9nWBgYHo378/9u7dCwDYu3cvgoKC7Ek9ACQlJUEul2P//v32bYYMGQK1Wm3fZvTo0Th79izy8/OdHnv58uUIDAy0l9jY2MZ4iU0KE3siIiIiImrqZLKKnIUD6FVosol9RnmmGVmlw3dkZKT9sYyMDERERDg8rlQqERIS4rCNs31UPkZVixYtQmFhob1cunTp+l9QE8fEnoiIiIiIvAH72Vfn0ab4TZVGo4FGo/F0GG5jMABS4wWpzwoREREREVFTxCnvqmuyNfZR5ZdhMjMzHdZnZmbaH4uKikJWVpbD4xaLBXl5eQ7bONtH5WO0dNKVrsBAQKfzbCxERERERES1kdK4zExx2m5qwol9QkICoqKisHXrVvu6oqIi7N+/HwMGDAAADBgwAAUFBTh8+LB9m23btsFms6F///72bXbs2AGz2WzfZvPmzejYsSOCg4Pd9GqaNjbDJyIiIiIibxEWBiiVgMkE5OV5OpqmwaOJfUlJCY4dO4Zjx44BEAfMO3bsGNLS0iCTybBgwQI8//zz+P7773HixAnce++9iImJwW233QYA6Ny5M8aMGYMHHngABw4cwO7duzFv3jxMnToVMTExAIBp06ZBrVZj1qxZOHXqFL788ku88cYbWLhwoYdeddPDxJ6IiIiIiLyFXA5Iw6ixOb7Io33sDx06hOHDh9vvS8n2jBkz8PHHH+OJJ56AXq/H7NmzUVBQgMGDB2Pjxo3QarX256xduxbz5s3DiBEjIJfLMXnyZLz55pv2xwMDA7Fp0yY8/PDD6NOnD8LCwrBkyZIap7priaTEnv3riYiIiIjIG0RFAVeuiIl9t26ejsbzPJrYDxs2DEItnSJkMhmWLVuGZcuW1bhNSEgIvvjii1qP06NHD+zcubPBcTZnFos4/yPAGnsiIiIiIvIOUqUkR8YXNdk+9uQeWVmAzSYOmhcQ4OloiIiIiIiIrq3yXPYcQI+JfYtXuX+9TObZWIiIiIiIiOoiMlLMX8rKgKIiT0fjeUzsWzgOnEdERERERN5GqQTCw8VlNsdnYt/iZWaKt0zsiYiIiIjIm0j97DkyPhP7Fk0QKhJ7aboIIiIiIiIibyBVTrLGnol9i1ZUBBiN4jyQYWGejoaIiIiIiKjuWGNfgYl9CybV1oeFAQqFZ2MhIiIiIiKqD6nGvqgIKC31bCyexsS+BWMzfCIiIiIi8lYaDRAcLC639Fp7JvYtWFaWeMvEnoiIiIiIvJHUHL+l97NnYt+CscaeiIiIiIi8mZTLSJWWLRUT+xbKYgFycsTliAjPxkJERERERNQQUmLPGntqkbKzxenudDrA39/T0RAREREREdWflNjn5ABWq2dj8SQm9i1U5Wb4MplnYyEiIiIiImqIwEBxED2braJFckvExL6FkhJ7NsMnIiIiIiJvJZOxOT7AxL7F4oj4RERERETUHEg5jVR52RIxsW+hOCI+ERERERE1BxwZn4l9i1RSAuj14nJ4uGdjISIiIiIiuh5sis/EvkWSrmSFhABqtWdjISIiIiIiuh7SuGF6vViJ2RIxsW+B2AyfiIiIiIiaC7VarLQEWm5zfCb2LRBHxCciIiIiouakpTfHZ2LfAnFEfCIiIiIiak5a+gB6TOxbGJuNiT0RERERETUvLX3KO2VDn2i1WrFhwwYkJycDALp27YpJkyZBoVC4LDhyvdxcwGoFVCogONjT0RAREREREV0/KbHPzhbznZaWljYosT9//jzGjx+Py5cvo2PHjgCA5cuXIzY2Fv/73//Qrl07lwZJrlN54DyZzLOxEBERERERuUJQkDiInskkVma2tPHEGtQUf/78+Wjbti0uXbqEI0eO4MiRI0hLS0NCQgLmz5/v6hjJhThwHhERERERNTcyWctujt+gGvvffvsN+/btQ4g0pwCA0NBQvPTSSxg0aJDLgiPXY/96IiIiIiJqjiIjgUuXxJHxu3f3dDTu1aAae41Gg+Li4mrrS0pKoFarrzsoajyssSciIiIiouaoJY+M36DEfsKECZg9ezb2798PQRAgCAL27duHBx98EJMmTXJ1jOQiRiNQWCguM7EnIiIiIqLmpCU3xW9QYv/mm2+iXbt2GDBgALRaLbRaLQYNGoT27dvjjTfecHWM5CLZ2eKtnx/g4+PZWIiIiIiIiFxJqrwsLgZKSz0bi7s1qI99UFAQvvvuO5w7dw5nzpwBAHTu3Bnt27d3aXDkWlKTFNbWExERERFRc6PRiFN65+eLtfYJCZ6OyH0aPI89ACQmJiIxMRGAOK89NW1SjX14uGfjICIiIiIiagyRkS0zsW9QU/yUlBTcddddmDt3LvLz8zFp0iRoNBp07NgRx48fd3WM5CJM7ImIiIiIqDlrqf3sG5TYz5kzB8nJyTh58iRuueUWmEwmfPfdd+jSpQsWLFjg4hDJVdgUn4iIiIiImjMp12lpI+M3qCn+/v37sXPnTsTHxyMkJAQHDx5E79690b59e/Tv39/VMZILlJWJg0gArLEnIiIiIqLmqXJiLwiATObZeNylQTX2xcXFiI6ORmBgIHx8fBAUFARAHFTP2fz25HlSM/yAAECr9WwsREREREREjSEkBFAoAItF7GvfUjR48LyNGzciMDAQNpsNW7duxcmTJ1FQUODC0MiV2AyfiIiIiIiaO7lcbKGckSHmQCEhno7IPRqc2M+YMcO+PGfOHPuyrKW0dfAyUmLPZvhERERERNScRURUJPadOnk6GvdoUGJvs9lcHQc1MqkpPmvsiYiIiIioOZNyHikHagka1Mf+008/hdFodHUs1Ig41R0REREREbUELXFk/AYl9jNnzkRhYaGrY6FGoteLBWBiT0REREREzZuU2OfkAFarZ2NxlwYl9oIguDoOakRSbX1QEKBWezQUIiIiIiKiRhUQIOY9NhuQm+vpaNyjwYPnffXVVwgICHD62L333tvggMj1OCI+ERERERG1FDKZmPtcvizmQi0hD2pwYr9y5UooFIpq62UyGRP7JoYj4hMRERERUUtSObFvCRqc2B86dAgRLeHSRzPAEfGJiIiIiKglaWkD6DWojz15D0FgU3wiIiIiImpZmNjXQXx8vNNm+NT0lJQABoPYzyQszNPREBERERERNT4psc/PB0wmz8biDg1K7FNSUhAaGurqWKgRSFeoQkIAZYM7XhAREREREXkPX1+xAOK0d81dgxL7+fPn480336y2/q233sKCBQuuNyZyIal/PQfOIyIiIiKilqQlNcdvUGK/fv16DBo0qNr6gQMH4uuvv77uoMh12L+eiIiIiIhaIqlyk4l9DXJzcxEYGFhtfUBAAHJc2M7BarVi8eLFSEhIgE6nQ7t27fDcc89BEAT7NoIgYMmSJYiOjoZOp0NSUhLOnTvnsJ+8vDxMnz4dAQEBCAoKwqxZs1BSUuKyOJsy1tgTEREREVFLxBr7a2jfvj02btxYbf3PP/+Mtm3bXndQkhUrVmDNmjV46623kJycjBUrVmDlypVYvXq1fZuVK1fizTffxLvvvov9+/fD19cXo0ePhsFgsG8zffp0nDp1Cps3b8aPP/6IHTt2YPbs2S6Ls6niiPhERERERNRStaTEvkHDqS1cuBDz5s1DdnY2brnlFgDA1q1b8eqrr2LVqlUuC27Pnj249dZbMX78eABAmzZt8J///AcHDhwAINbWr1q1Ck8//TRuvfVWAMCnn36KyMhIbNiwAVOnTkVycjI2btyIgwcPom/fvgCA1atXY9y4cXjllVcQExNT7bhGoxFGo9F+v6ioyGWvyZ2KisQRIOVygGMdEhERERFRSyIl9sXFQFkZoNN5Np7G1KAa+/vvvx+vvvoq/vWvf2H48OEYPnw4Pv/8c6xZswYPPPCAy4IbOHAgtm7dij/++AMA8Pvvv2PXrl0YO3YsAHF0/oyMDCQlJdmfExgYiP79+2Pv3r0AgL179yIoKMie1ANAUlIS5HI59u/f7/S4y5cvR2BgoL3Exsa67DW5k3RlKjQU4OyERERERETUkmg0gNSDvLnX2jd4ArS5c+di7ty5yM7Ohk6ng5+fnyvjAgA89dRTKCoqQqdOnaBQKGC1WvHCCy9g+vTpAICMjAwAQGRkpMPzIiMj7Y9lZGQgoko7dKVSiZCQEPs2VS1atAgLFy603y8qKvLK5J7N8ImIiIiIqCWLiAAKC8XcKD7e09E0ngYn9haLBb/++isuXLiAadOmAQCuXr2KgIAAlyX5X331FdauXYsvvvgCXbt2xbFjx7BgwQLExMRgxowZLjmGMxqNBhqNptH27y4cOI+IiIiIiFqy8HDg3DnW2Dt18eJFjBkzBmlpaTAajRg5ciT8/f2xYsUKGI1GvPvuuy4J7vHHH8dTTz2FqVOnAgC6d++OixcvYvny5ZgxYwaioqIAAJmZmYiOjrY/LzMzEz179gQAREVFIavKX9FisSAvL8/+/OZKSuxZY09ERERERC2R1Lhbyo2aqwb1sX/00UfRt29f5OfnQ1dpBILbb78dW7dudVlwpaWlkMsdQ1QoFLDZbACAhIQEREVFORyzqKgI+/fvx4ABAwAAAwYMQEFBAQ4fPmzfZtu2bbDZbOjfv7/LYm1qBIE19kRERERE1LJVHhm/0qzpzU6Daux37tyJPXv2QK1WO6xv06YNrly54pLAAGDixIl44YUXEBcXh65du+Lo0aN47bXXcP/99wMAZDIZFixYgOeffx6JiYlISEjA4sWLERMTg9tuuw0A0LlzZ4wZMwYPPPAA3n33XZjNZsybNw9Tp051OiJ+c1FcrIbZLA6aFxLi6WiIiIiIiIjcLywMkMnEUfFLSgB/f09H1DgalNjbbDZYrdZq6y9fvgx/F75Tq1evxuLFi/HQQw8hKysLMTExmDNnDpYsWWLf5oknnoBer8fs2bNRUFCAwYMHY+PGjdBqtfZt1q5di3nz5mHEiBGQy+WYPHky3nzzTZfF2RTl5YktKcLCxOnuiIiIiIiIWhqlUqzozM0Va+2Z2FcyatQorFq1Cu+//z4Asea8pKQEzzzzDMaNG+ey4Pz9/bFq1SqsWrWqxm1kMhmWLVuGZcuW1bhNSEgIvvjiC5fF5Q3y88ULG+xfT0RERERELVlEREVi366dp6NpHA2qy3311Vexe/dudOnSBQaDAdOmTbM3w1+xYoWrY6QGyM8Xa+zZv56IiIiIiFqyyv3sm6sG1di3bt0av//+O/773//i+PHjKCkpwaxZszB9+nSHwfTIc1hjT0REREREVJETNeeR8Rs8j71SqcTdd9/tyljIZRQoKGBiT0RERERE1BJGxm9QYv/999/X+vikSZMaFAy5SjtYrXKoVEBQkKdjISIiIiIi8pyQEHG2MLMZKCjwdDSNo0GJvTSVnEQmk0Eov/Qhk8mcjphP7tQVQMXUDkRERERERC2VXC6OPZaRIdbaBwR4OiLXa9DgeTabzaH4+Pjg/PnzNU6DR+7WDQCb4RMREREREQHNfwA9l8xwLmO1cBMj1thzRHwiIiIiIqKK3IiJfQ1SU1Oh1+vh7+/vinjIJcTEnjX2REREREREzb/GvkF97O+44w4AQFlZGfbt24cRI0YgnNXDTYLZLAPQEQATeyIiIiIiIqAiN8rJAWw2z8bSGBqU2AcGBgIAoqKiMHHiRNx///0uDYoaLi1NA0AFlcqKgACFp8MhIiIiIiLyuMBAQK0GTCagsFDr6XBcrkGJ/UcffeTqOMhFLlzQAQCCg8sgk/l5OBoiIiIiIiLPk8nEWvvLl4G8PCb2AICioqJaHw9ojvMHeIkLF8STNDjYAICJPRERERERESAOoHf5MpCfr/N0KC7XoMQ+KCjI6Uj4giBwHnsPk2rsQ0LKPBwJERERERFR0yH1s8/LY2IPAGjbti2ysrLw1FNPYdCgQa6Oia7Dn39WrrEnIiIiIiIiAIiMFG/z89kUHwCQnJyM1atX44UXXsDRo0excuVKJCQkuDo2qieDAbh0SQOANfZERERERESVSTX2hYUaAM0ruW/QPPYqlQoLFy7EuXPn0KpVK/To0QN/+9vfUFBQ4OLwqD7OnAFsNhmAPOh0Fk+HQ0RERERE1GT4+gI+PgAgA9DFw9G4VoMSe0lISAhWrVqFo0ePIjU1Fe3bt8eqVatcFBrV16lT0tJJOBkCgYiIiIiIqEWTau2Bbp4Mw+Ua1BS/V69e1QbPEwQBRqMRf/vb37BgwQJXxEb1FBoK3HxzIXbu3A5goqfDISIiIiIialIiIoDUVICJPYDbbrvNxWGQK4wZA0REXECfPkvBxJ6IiIiIiMgRa+wreeaZZ1wdBxEREREREVGjckzssz0YiWs1KLEvKiqq9fGAgIAGBUNERERERETUWMLDpaVYFBfneTIUl2pQYh8UFFStjz0g9rOXyWSwWq3XHRgRERERERGRK2m1gK+vCXq9GhcuaDF0qKcjco0GJfYA8PXXXyMkJMSVsRARERERERE1qiFD0vDzz3ejU6c1ng7FZRqc2A8aNAgRFR0UiIiIiIiIiJq82NgiAPuh1QqeDsVlGpzYnz59Grm5ufD19UVUVBTUarUr4yIiIiIiIiKiOpA39IkjRoxA165dkZCQAF9fX3Tv3h2vv/66K2MjIiIiIiIiomtoUI19SkoKBEGA2WxGUVERrl69igMHDmDx4sWwWCx4/PHHXR0nERERERERETnRoMQ+Pj7e4X6fPn0wceJEdOjQAcuWLWNiT0REREREROQmDe5j78zUqVPRtWtXV+6SiIiIiIiIiGpxXYn94cOHkZycDADo0qULevfujd69e7skMCIiIiIiIiK6tgYl9llZWZg6dSp+/fVXBAUFAQAKCgowfPhw/Pe//0V4eLgrYyQiIiIiIiKiGjRoVPxHHnkExcXFOHXqFPLy8pCXl4eTJ0+iqKgI8+fPd3WMRERERERERFSDBtXYb9y4EVu2bEHnzp3t67p06YK3334bo0aNcllwRERERERERFS7BtXY22w2qFSqautVKhVsNtt1B0VEREREREREddOgxP6WW27Bo48+iqtXr9rXXblyBY899hhGjBjhsuCIiIiIiIiIqHYNSuzfeustFBUVoU2bNmjXrh3atWuHhIQEFBUVYfXq1a6OkYiIiIiIiIhqUK8+9sXFxfD390dsbCyOHDmCLVu24MyZMwCAzp07IykpCQcPHkTr1q0bJVgiIiIiIiIiclSvxH7UqFHYvHkz/Pz8IJPJMHLkSIwcORIAYLFYsHjxYqxYsQImk6lRgiUiIiIiIiIiR/Vqil9cXIykpCQUFRU5rD958iT69euHf//739iwYYMr4yMiIiIiIiKiWtQrsd++fTv0ej1GjhyJoqIiCIKAFStWoG/fvujcuTNOnjyJcePGNVasRERERERERFRFvZrih4eHY9u2bUhKSsItt9wCjUaDc+fO4fPPP8edd97ZWDESERERERERUQ3qldgDYnK/detWJCUl4eTJkzh27Bg6derUGLERERERERER0TU0aLq7sLAwbNu2DV26dMG0adOQn5/v6riIiIiIiIiIqA7qVWN/xx13ONwPCAjAjh07cOONN6J79+729d98841roiMiIiIiIiKiWtUrsQ8MDKx2PyEhwaUBEREREREREVHd1Sux/+ijjxorDiIiIiIiIiJqgAb1sSciIiIiIiKipoGJPREREREREZEXa/KJ/ZUrV3D33XcjNDQUOp0O3bt3x6FDh+yPC4KAJUuWIDo6GjqdDklJSTh37pzDPvLy8jB9+nQEBAQgKCgIs2bNQklJibtfChEREREREZHLNenEPj8/H4MGDYJKpcLPP/+M06dP49VXX0VwcLB9m5UrV+LNN9/Eu+++i/3798PX1xejR4+GwWCwbzN9+nScOnUKmzdvxo8//ogdO3Zg9uzZnnhJRERERERERC5Vr8Hz3G3FihWIjY11GLSv8ij8giBg1apVePrpp3HrrbcCAD799FNERkZiw4YNmDp1KpKTk7Fx40YcPHgQffv2BQCsXr0a48aNwyuvvIKYmBj3vigiIiIiIiIiF2rSNfbff/89+vbti7/85S+IiIhAr1698MEHH9gfT0lJQUZGBpKSkuzrAgMD0b9/f+zduxcAsHfvXgQFBdmTegBISkqCXC7H/v37nR7XaDSiqKjIoRARERERERE1RU06sf/zzz+xZs0aJCYm4pdffsHcuXMxf/58fPLJJwCAjIwMAEBkZKTD8yIjI+2PZWRkICIiwuFxpVKJkJAQ+zZVLV++HIGBgfYSGxvr6pdGRERERERE5BJNOrG32Wzo3bs3XnzxRfTq1QuzZ8/GAw88gHfffbdRj7to0SIUFhbay6VLlxr1eEREREREREQN1aQT++joaHTp0sVhXefOnZGWlgYAiIqKAgBkZmY6bJOZmWl/LCoqCllZWQ6PWywW5OXl2bepSqPRICAgwKEQERERERERNUVNOrEfNGgQzp4967Dujz/+QHx8PABxIL2oqChs3brV/nhRURH279+PAQMGAAAGDBiAgoICHD582L7Ntm3bYLPZ0L9/fze8CiIiIiIiIqLG06RHxX/ssccwcOBAvPjii5gyZQoOHDiA999/H++//z4AQCaTYcGCBXj++eeRmJiIhIQELF68GDExMbjtttsAiDX8Y8aMsTfhN5vNmDdvHqZOncoR8YmIiIiIiMjrNenEvl+/fvj222+xaNEiLFu2DAkJCVi1ahWmT59u3+aJJ56AXq/H7NmzUVBQgMGDB2Pjxo3QarX2bdauXYt58+ZhxIgRkMvlmDx5Mt58801PvCQiIiIiIiIil2rSiT0ATJgwARMmTKjxcZlMhmXLlmHZsmU1bhMSEoIvvviiMcIjIiIiIiIi8qgm3ceeiIiIiIiIiGrHxJ6IiIiIiIjIizGxJyIiIiIiIvJiTOyJiIiIiIiIvBgTeyIiIiIiIiIvxsSeiIiIiIiIyIsxsSciIiIiIiLyYkzsiYiIiIiIiLwYE3siIiIiIiIiL8bEnoiIiIiIiMiLMbEnIiIiIiIi8mJM7ImIiIiIiIi8GBN7IiIiIiIiIi/GxJ6IiIiIiIjIizGxJyIiIiIiIvJiTOyJiIiIiIiIvBgTeyIiIiIiIiIvxsSeiIiIiIiIyIsxsSciIiIiIiLyYkzsiYiIiIiIiLwYE3siIiIiIiIiL8bEnoiIiIiIiMiLMbEnIiIiIiIi8mJM7ImIiIiIiIi8GBN7IiIiIiIiIi/GxJ6IiIiIiIjIizGxJyIiIiIiIvJiTOyJiIiIiIiIvBgTeyIiIiIiIiIvxsSeiIiIiIiIyIsxsSciIiIiIiLyYkzsiYiIiIiIiLwYE3siIiIiIiIiL8bEnoiIiIiIiMiLMbEnIiIiIiIi8mJM7ImIiIiIiIi8GBN7IiIiIiIiIi/GxJ6IiIiIiIjIizGxJyIiIiIiIvJiTOyJiIiIiIiIvBgTeyIiIiIiIiIvxsSeiIiIiIiIyIsxsSciIiIiIiLyYkzsiYiIiIiIiLwYE3siIiIiIiIiL8bEnoiIiIiIiMiLMbEnIiIiIiIi8mJM7ImIiIiIiIi8GBN7IiIiIiIiIi/mVYn9Sy+9BJlMhgULFtjXGQwGPPzwwwgNDYWfnx8mT56MzMxMh+elpaVh/Pjx8PHxQUREBB5//HFYLBY3R09ERERERETkel6T2B88eBDvvfceevTo4bD+scceww8//IB169bht99+w9WrV3HHHXfYH7darRg/fjxMJhP27NmDTz75BB9//DGWLFni7pdARERERERE5HJekdiXlJRg+vTp+OCDDxAcHGxfX1hYiH/961947bXXcMstt6BPnz746KOPsGfPHuzbtw8AsGnTJpw+fRqff/45evbsibFjx+K5557D22+/DZPJ5KmXREREREREROQSSk8HUBcPP/wwxo8fj6SkJDz//PP29YcPH4bZbEZSUpJ9XadOnRAXF4e9e/fipptuwt69e9G9e3dERkbatxk9ejTmzp2LU6dOoVevXtWOZzQaYTQa7feLiooa6ZURERERERERAOTnn0N6enijHycnJ7nRj+FuTT6x/+9//4sjR47g4MGD1R7LyMiAWq1GUFCQw/rIyEhkZGTYt6mc1EuPS485s3z5cjz77LMuiJ6IiIiIiIhqU1qaAxmA7dsfwfbt7jmmDEB6erp7DuYGTTqxv3TpEh599FFs3rwZWq3WbcddtGgRFi5caL9fVFSE2NhYtx2fiIiIiIiopTAaiyEAmBc9EN2juzX68c7mncNrqdtRUFDQ6Mdylyad2B8+fBhZWVno3bu3fZ3VasWOHTvw1ltv4ZdffoHJZEJBQYFDrX1mZiaioqIAAFFRUThw4IDDfqVR86VtqtJoNNBoNC5+NURERERERFSTVppAdPCPbvTjlJbmNPox3K1JJ/YjRozAiRMnHNbNnDkTnTp1wpNPPonY2FioVCps3boVkydPBgCcPXsWaWlpGDBgAABgwIABeOGFF5CVlYWIiAgAwObNmxEQEIAuXbq49wUR1ZG7+heJx0pxy3GIiIiIiKhxNOnE3t/fH926OTbF8PX1RWhoqH39rFmzsHDhQoSEhCAgIACPPPIIBgwYgJtuugkAMGrUKHTp0gX33HMPVq5ciYyMDDz99NN4+OGHWStPTY4n+hcBYh+j0tIs9x2QiIiIiIhcpkkn9nXx+uuvQy6XY/LkyTAajRg9ejTeeecd++MKhQI//vgj5s6diwEDBsDX1xczZszAsmXLPBg1kXPu7l8EACfSj+Ct9EMwGgvdcjwiIiIiInItr0vsf/31V4f7Wq0Wb7/9Nt5+++0anxMfH4+ffvqpkSMjch139S8CgLw8f7cch4iIiFoWd3UtZLfCxuOuv2Fx8dVGP0Zz53WJPRFRQ/DHBRERkXt4auoydit0HU91D7VYytx3sGaGiT0RAQCKiy8hPf1Iox/H3Ykvf1wQEXknXpBtQgQBSosBGmMRNKZiqMylUJlLoTSX2ZdVljL7uthz/8MgAAN9oxGlC4LCZoVcsDkW2CAThOrry0udQ4MMRosB+VYDtDufhPbYa7DJlbDJVbAqVE6XbXJl+f3yZbkKtvLHLQoNLEqtvViVjvctSi3MOWfRF0BcYQpCcs9V294qVwEyWaP9OdzB3d1Dt6btxFc5ybBaTY1+rOaKiT1RC1dgMUAG4NChlTh0aKVbjunOxNfd/5g4ZgGRcy1htg8moq7Rki7INvY5I7dZoDWXQn31CLoDaJWyEaGlZ6E16aE1i0Vn0kNrLoXWVFK+rrTicZMeuvJbhWCtfwD6dLG4QZSbj/cCAGydC2yt/phVpoBJqYVRpYNR5QOjUme/b1LqYFD5ONw3qnxQpvaDXuOPUnUASjUBKNX4o1QTgDK1HwSZ3GOfe3d1Dz2h8m30YzR3TOzJJfhjxs3Kr5w7ljIorUYorGbIrSYobGYny2bIBQtkNhvkghUywYoOhgLMBBAqV0GrUNfpKrkgk0GADDaZvFoRZOXr4XjfKlPAJpMjx5CP38tyEXHiX4gq/B1WhRoWhQZWhbruRel8e5tcCUEmdygaqwkaALFqf3T0i4SA8ivojXQlnWMWEDnyVHNOAEhPP4CwMPF/k8xmhc6sh85YDJ2pBBpLKTTmMmgsBqjNZdBYyqC2lNnXKa1GKK1msdjMUNgqlpVW8b5MEAAAZfos/B0Atj8C2XYxSZS+YSovCwAsAMz1KMYqxQCgHYDWAOJP/AsRJSdhUWhgVqhgkathUahhVoi3FoWq/L5KrIVsYC2iu//3toQLstf6XCgA+AEIKC+BNSzX9lgggGqp0tFV1x17MQA9gFIAZVVuq67r4x+LmJC2sMlVEORyCDIFBPvvBXG5xvWVzlWHs7b8c1fZgasH8Z/sU5ADUEFMcFROlq/1mAqAGoAWgKb8VlvD/arrKs+1pRDKv2/M+nq+u9XZABQCyAZwFQD2LIX66iYU+8dUK2Y1k+OWjIl9M5WTk+yW46SnH20xV9UbhSBAYyyCb2k2fPTZGJiTjLYAbiq4gHaW/Iqk3WyA0iouq8xlUFiNcFVaak9DbWaxNLJEAAMA4MpvYnGXi7+IpZz4s0Dm8MMB5euqutY2lR8fYLNiLgDFjr9Bsesp+2NVLygINezD2YUHZ9sKMjkschX0VhP+CcDn18egORIFS6Umg9bKzQkVGphVPjCp/epUrMrapwMtLc1yS9cNgBf0vJ1LkzRBgMpmhtZigM5SBq3FAK3FAI3FCLXVBLXVBI3ViJKSDBSbihG0d4lYICY5zc65dWKph8oXCJxdNHB2vy+AyQCijqxCeNYOsWmyQlPRRFlavsY6q1zlePFVrrAv22QVy3KbFTIArdQBbqkpdLggKwiQCTbIbRaxCFbIbRbIbFaHdQqrCUqLAQqLUbwIJC2XXxRytqw266Ey6aE26zH86iE8AiBRHYAghRoqmxlKmwVKmwUqmxmKejRFrwsTZMiHAMjVkGsCYFaoYFaoYJKrYSq/+GOWq+zLJnn5rULtsN5cx4tDUrPqpX6xGNpmmEtfizMns07iNwCzw3qgT9xN170/G8QLEzX19pZen8PxBAEKwQqFzWr/O9r/plZztb+xyup4X2M1Qm0Rv8M0ViM0FiOUghVyAMHlpQMAZOwTixMlvhHIC2kvluD2yAnrhKyIbsgLTYRNzrSvueNfuJlJT0+HDMA339zt1uM+GNEHvVr3afTjeEUzZ0GAT1ku/IrT4V98Ff4l6fArToevPgu+pdnw1WfBpzQbvvps+JRmQ+msL1HBH0DBtQ9llSthUeoq9e3SwCpXw6YQ+5KJfcbU5ctqe/8x+xVxuQK/XTmIr/L+wIzQ7ugZP6A8wXTyT1v6Ry4IkEH84SMTbJDZrBXLgg0yQbwvr3zfJt7KBSsu5Z3H9vw/0SF+NBJa9YDCaqpDMV5zG6XFCBmqX8WviT2NdnLlv5q67xZKlF+1t5rE0sjCAbQBgLxksbiIRa4UmwaqfFGm8Uep2h+lGn/cZCjEYABFv8xEnmBFAYB8iKdr5VLsskhEzeqCXgvlrDmnTLBV9M816aGylEJlKoXKrIfKXAq19Ji5Yl19+t46Y5YrYZar7EmKRa6EpXydRa6ERSEuW2UKWOUKe2sjq1zh0PrIVqlG8ffsZOwqvoy7gjuha0zPSi9Q+qYBAFml787K34vXum8VE91KSWZG0VVcNRYgQeWLILWvvf+ylFQ43FZ5vzTlJaAhb17qRrE0ssXSwsWNEC7+Yv+/VP1W7uTZjl/Y1b/jq3+hD7RZsACA6tdHodj+yHVGX0+moloftsnklS7Uaiou2Co0sCrVsCi09gsoFY9XbCc99vX5jXgr/RCWRvbF0A4jrxmWurw0tP7XU82qY1R+bm023pDjWcuLoQ7bym2W8gqeMpy7vAc/ZBxD/9bD0TWkFYL02QgszUFQaTYC9dnQWsrgp8+Cnz4LcZf2OOzHLFchIzgBl0I7IDW8K1IiuuNyaHvY5Koaj81R6r0PE/tmpqCgAAKAhW2Go2NIYqMfT7piGaXQuP+qugdojEUILLiIgKLL8C8RE3e/4vSK5ZJ0+BenQ1HPmm+Tyhd633BkWs04X3wFcX6tEBQUB4tKStorkndzpQFaBBdcff0j5yx2AUhS+6O9G/6G+61mPJf/J4a3nYAhQ+a5dueCUOUigw17di3Hzh3PYVlcEvq17o2KZL5yUi/97K7Yj5OdX2Mb8f4vKdvxWfZJ3BXcEV2je5Y/x/mVgao/OGu7MOFsW4XNijNZx/FbQYr9x3pNTQY1EH+g+UJs3llT0ZXvX2mzQGksgq+xCChx7K84BgCu0dfSBhlMCrEmyKjUwKgoL8oqt07WWeRKhxohr7igRwDEH6E+pTnw0WfbL2aGXt6H4QBG55xE65JUe42lyqyHylKXn7bVWeWq8hYovjArfcq/KytaqBzIPYdvCi9iUkgXdIkf6DCwlSBXXNdrlEFsJl15L2ll+fi++DJ6a0MQFdbxuvZfF+v/+J+YpIXdcO0kTRDErlc2C+RSrbO9FrrSuvL19nVC+TqbFZfzzuO3ghQkxiUhIapLebcvI5TlNdHScs3rDFBajOIxBbErWF3JKn9X1+Mia4Nc46KRTSYv7/KlELuRSRfU7a2jHJerJuQmlS/Mal+YVL5ITtuJo+f+h0nhPdEusos4kJtCDatcVd69TLzPWtaWzSZX2lvSnVDq8BWALy9vBy5X3zYQQFsA7SF210kE0AVANwB+NjNic/9AbO4fGPjHjwDE1giHAWyDOEzAPgDOqiM4Sr334LdFMxWrDW7WA1001gjuanMZIgrTEFpyFaHF6eh2aQ/uBnDD1ocR/VMedIb8Ou9L7xOGEr/o8n5P0dD7REDvG4FS33DofcLFW98I6H3CYVGJ6dSOHc9j+/bFWB7WAzfF3+jy19fsyWRiS4RKP7kNCjVKABjlKvv73JhylFpcAKDUhiIqvFOjH+9K8RVsLEipc/NDqWlhdg2PywSbQ7NBe/Nmi9g00FJyFen5f6IQwC3+rRGu1FQb70EuWCGHAK3VCK3VCJjqV38v1lCJF7PMKh1uMZfiRgC+f3yNEFsOyrTBKNOFwKATbyvftyrU9ToW1UIQoDbroSvLs5fKCbuPPhu+pVnw1Ve0RPIpy6t5fyWXgBInhwFgUersSbpZ7QOzSiq+MFValtbbFDXXMgHAnrICfF14Ed00QYgNaHV974O3k8lgkykBuRINGPoMALDPZsEzBSkY3u5W112QrXQhVi5Uavlls2Lv7pXYvetFPBN7C/q27mXftuqFWRkEx4usDi0kgGqtz6o9Lm5z9MoBvHhlH/oPfB79Bz5Q3rJNUT6CuhKCXAGbTOHSsVl27DBj+7n/oaNvNIJDG78ihryf3mqGgLp3N7AAOA7guCDA31SMkLI8hJXmIKI0C+H6bOisRgwGMBjAEgAWmQLp/tG4GBiP1MA2+CHjCEep9zJM7MmruGoE90AAnSFeyax8m1DTEwov2BdLdaEoCmgtJuzliXuJf7TDcolfFBMMcit3ND+0AsjKPI71+X/iGwCvt7oRPSO7O24kCBVNBysN7Kgqb0ooLpfZx4uwP17+mDTNkdos1uqiTPy8tgfqNC6DSeWLsvKE36ANFpe1zi8CGLRBMKl8YVL7ibVoaj9YFLWPLeBNZIINalMJ1MZiaEzFFctXD0MLYNiF79Eu74CYtBvyKiXw+fbl+rY+AsQxIUp9QlHqI168vFiag1PZp9AjsD0iwhNhVvtWSth9YVbpAKdNqqmpcde0qOmGfOQBKFVoYFL7NfrxClU6XAaQqAmE3jei0Y9HdD2u5/99cXm5IAjQleUhsPAiggtSEJyfArVZj9iiy4gtuozBl3ZjkMoX8QACG9iyityPiT15lfperYQgwNesR3hpNsL12QgrzUGIIQ++5tIan2JQaFCkCUCx2h8pZj2+1WcioPscxA6eh4LAeJg0HPWcqEYyGWwKFUwKVf0/K4IAuc1sT/jFCwBlSMv4Hdtyz6Jn/Ch0DGsLnUFMPLWGfHsiqjUUQAbBfkEgsMhJO8U6sMnkKFNosBoANs2CbE8ETOVJv1nlW960tpYZG+zNaMtnalCo7IMf2rtaCJXrEwWEXd6LAAB9UjehteWq2GpCGnCrtlt7U2eT2B/dVAyNsbji9lqjMf/+Tp3eE6tchVKfUBi0wdCXtzQq9RFbHtlbIZW3Pir1DUepLtShubu9JVJwIm5qxZZI3sgT06ICbAJM1GhkMpT5hKLMJxQZ0b3F38v6LITkn0dYzlkEFl1CglmPlQCQfQT5v+cjPaoncsI6X7PFFHkOE3vySjVerSz/YgosvIigwjQEFl6ExuSk7ScAo9ofet9wlPqEiT9IfcTlylOFHLq4A+/oMzE8rBs0EY0/5Q5RiyaTwaZQw6hQw1hpDPPj+my8mnsWw9tOrLEZsMxmhcZYVF77XJ74SzXPle8bKmqkNcZCqE2Ofb3lgg2+ljJxwKiSK2JxlyOvAY1QGWqVKWBQ+cCo8oFB7YsCqwlXiy7Dp9VgqCO7OHZrqFzKWzeYVT6NNj0keYd6X1S/TtL4PWwCTOQmMhn0fpHQ+0XiUuwgqI3FuHT6a4QVpeEWQKzVL0iBRfETMiO743Kr/ijzCfN01FQFE3vyeipTCULyziM07zyC8/+EqsoVfgEy6H0jUOwfgyL/GOj9oqD3CYNVqfVQxAS4r0knR3VtPup8zsjkgE+YWOpIbrNAbTFAYy7DxVNf4tyxjxwGG5RuNagYLVpVadlZkR6vTKhy62ydgOrTkFUuJifrylDRxLJqMQhWcZwDU7E4+XS5AXGj0L37eOdviM0ClGaL5TrxM9h8uHvEcXdz1/8l8Vj8XFDTZdL4Y5dvBN4qSsPr4b1xq08AojKPQWcoQKurh9Dq6iHkhHbEpdYDUBgYx4u/TQQTe/JKIZYyxF/cgdDcswio8s/RKlehMDAWhYHxKAiMR7F/DJsNNSFs0kn15alzpr7TeFZOyOvD6XzIlSgA+JQXV9hzeS8+zTqBvXuXYO/eJS7a67XxM0hNlae+YwB+LqjpK1RqcbHNUFyMH4KgglS0vrIfYbln7aXIPwap8cOQF9KeCb6HMbEnr6E1FGBkSTruB9Ar+6jDsN7FftHIDWmPvJBEFPvHXPd0RtR42KST6stT54y7pvG8nvmQG3Q8hYafQaJK3P0dA/BzQV5IJkNBcAIKghOgK81B7OV9iMz8HQHFV9Hj5BcoCIhDSsItKAyK93SkLRYTe2rSZDYrQnPPIib9MELy/7Svt0KGguB2yA7vjLzQDo0+ai6bjbtec2/SSa7Hc8a1+H4SOXLXZwLg54K8W5lPGP7oMAEpbYYj9tJutLp6EEFFaej1+8fIDW6PP9smQe8X6ekwWxwm9tQkqY1FaHXlIKIzjjqM7HxW7Y9XTMVIjOyLGzuNa/Q42GyciIiIiKg6s9oXf7Ybhcutb0L8xR2IzjiK0PzzCDl8AZdb9Udqm2GwKpvPNLJNHRN7alJ89NmIvbwHkZnHIRdsAACj2g8ZUT2RHtUbay/twYfph7BU7p4+82w2TkRERERUM5MmAOc6TMCl2IFo9+cWhOckI/bKPkRkn8SFdqOQFd6N/e/dgIk9NQl+xeloc/E3hOWeta8rCIzD5VY3ITe0g8f7zLPJKhERERFRzQy6EJzqOgUheefR/vzP8CnLQ5fkbxCVfgxnO06CURt47Z1QgzGxJ4/SleYiIXU7IrJP2ddlh3bCpdiBKAqM9WBkRERERERUX3kh7XGo71zEXtqDuLSdCCn4E/0OrcG59mORGdmDtfeNhIk9eYTaWIz4i78hOuMo5IINAoCsiO64GD8EpfWYe5qIiIiIiJoWm1yJi/FDkBXeFZ3PfIuA4ivofHYDwnLP4I/ECTCr2UrV1ZjYk1vJBBtaXTmANqnboSzvR54bkog/E26B3i/Kw9EREREREZGrlPmE4miv+xGbthttLv6K8JwzCCy8hNOdJ6MgOMHT4TUrTOzJbQIK09Dh3E/w02cCAIr8W+FC25Gc75KIiIiIqJkSZHKkxd+MvNBEdDrzLfz0Wbjh+GdIaTMMaXE3s2m+izCxp0antBjQ7sIviM44BgAwK3X4s+0IpEf15geZiIiIiKgFKPGLwpFef0Xi+Z8QnXEMbVO3I7DoEpI73e7p0JoFJvbUqILzLqDjH99DaywCAFyN6oWUtkkwq3w8HBkREREREbmTTaHC2Y63ojAgDonnf0Jo3nn0Pfw+dvu38nRoXo+JPTUKhdWEtn9uRqurhwAApboQ8UMcGOfhyIiIiIiIyJMyonuh2D8aXU+vg09ZHhaYirHb00F5OSb25HL+xVfR5fTX0BnyAQCXY/rhz7ZJsCnUHo6MiIiIiIiaAr1fFI70fgBdTq9DSP6f2ABgS8kVQBDYXbcB5J4OgJoRQUDMlQPodfTf0BnyYdAE4Pce9+B84jgm9URERERE5MCi1OJEt2nY6RMOOYBRxRfR4Y8fILNZPR2a12GNPbmE2mZBl+SvEZF9GgCQHdoJZzvdCotS6+HIiIiIiIioqRLkCnwVEId1pdlYBSAm4yi0xiKc7DqFlYP1wBp7um7dAMzOOY6I7NOwyeQ43240TnWdwqSeiIjo/9u79+io6rvf45/JZXIhmSQQMgmXcDlAQiAXAQnRaq3kGJVqaX1aykGLSG2B0IJYRB5BsLZCqXdFWlsh+jyVCDxFWwWOlEuoEqCEkAuXAJGrkkSFJIRAyOV3/qDMccQbmmRnJ+/XWrNWZu8v+/fdWV9mrU9mZm8AwJdzOPScpOyIeDX6+Kvz6VKlFLwiv/paqzuzDYI9vpHE86eVK6lL43mdDwjT7pQJOtFjBN+LAQAAAHBFDgZ2VkHyT1TvFyTXmfd11e4sOf99dy18MYI9vh5jFHvsn/rp6VKFSHrPGaadQ3+malcPqzsDAAAAYFPVrh7KT5mgOmeoOtV+qCH5SxVU+7HVbbV5BHtcMZ/Geg3cv1p9D2+Uj6TnJf2l80A1cG96AAAAAN9Qbaeu2nXVPaoN6qLAuipdtXuZgs9+aHVbbRrBHlfEr75WyYWvyF1RpCaHj7JdsfqFpCYHowQAAACgedQFhis/ZYJqOrnlrD+rlIKX1elshdVttVmkMXxlgecrNSR/qcKqT6jeL1CFiXfq3U5RVrcFAAAAoB2qd3bS7uTxOhMSLWf9WSUXvKxONeVWt9UmEezxlXSqKdNV+S8p+NzHOh8QpvyUe1QZ0cfqtgAAAAC0Yw3+QSpI+onOhMTIWV978Z37mjKr22pzCPb4UuGnD+uq3VkKuFCjmk5RF7/v0qmr1W0BAAAA6AAuhvu7VB3aTf4N55RS8Aofy/8Ugj2+UJeP9iup6C/ya6xTZVgv7U6ZoAsBLqvbAgAAANCBNPgHqfAT4T654BWulv8JBHt8rqiKYg3es0I+plEfRg5UYdKdavALtLotAAAAAB1Qw7+v83XpgnrJha8o4Hyl1W21CQR7fKbosnwN3Pc/csiozJ2kvQn/oSYfP6vbAgAAANCBXfxY/p3/vhVetVIKXpGz7ozVbVmOYI/LdHt/h+JL/iaHpA9ihmp/3GgZbmcHAAAAoA2od4aoIPknOhcYrqDzp5Vc+F/yq6+1ui1LkdbgpfuJbRpwaK0k6Xj3ETrQf5TkcFjcFQAAAAD8f3UBLhUk/UR1zlB1qv1QiUXL5dNYb3VbliHYw6P7+9vVv/T/SpKOxn5Lpf/rJkI9AAAAgDbpfFCECpLuUr1foMLOnFDCvlVymCar27IEwR6SLn78vv+hdZIuhvrDvW8k1AMAAABo02o7dVXx4LFq9PFT5McH1P/gW5IxVrfV6gj2ULcP/uX5+P3RntcS6gEAAADYRlVYrPYN/IGMHOp2cpd6Hc2xuqVWR7Dv4GJO5mnAwTWSpGM9rtHhPiMJ9QAAAABs5aPIgTrY/1ZJUp+jOYo5mWdxR62LYN+BRZUXasCBNyVJx3uM0Ht90wn1AAAAAGzpg27DdCT2OknSgANvqctHJRZ31HoI9h1U5Ef7NXD/63JIer/bMJX25UJ5AAAAAOztSO/v6GR0ihwySti3Sq7qE1a31CoI9h1QxKlDSti7Sg4ZlbmTdbDfrYR6AAAAAPbncOhA/+/q48795dvUoMSiVxVU+5HVXbU4gn0HE1Z5VIP3vCYf06iKyASVxN1OqAcAAADQbhgfX+1J+A9Vh3aXf8M5JRf+t5x1Z6xuq0W16WC/YMECXX311QoNDVVUVJRGjx6tkhLv70mcP39emZmZ6tKli0JCQnTHHXeovLzcq+bYsWMaNWqUgoODFRUVpZkzZ6qhoaE1T6VNCDlzUonFy+Xb1KCPO/e/eOVIR5seAQAAAAC4Yk2+ThUNHqvaoM4KrKtSYvGr8m2os7qtFtOmU11OTo4yMzO1bds2rV+/XvX19brpppt09uxZT819992nv//971q5cqVycnL0wQcf6Ac/+IFnf2Njo0aNGqULFy5o69atevnll5WVlaWHH37YilOyTNC5U0oq+ov8GutUGRarPQk/lPHxtbotAAAAAGgR9c5OKky8Uxf8Oym0pkwJ+/5HDtNkdVstws/qBr7IunXrvJ5nZWUpKipKeXl5uv7661VVVaWXXnpJr776qm688UZJ0rJlyzRw4EBt27ZNI0aM0Ntvv629e/fqH//4h9xut1JSUvToo49q1qxZmj9/vpxOpxWn1qqcdWeUVPhfctafVU0nt4oGj1WTr7/VbQEAAABAizofFKGiwWOVUpClLqcOqt+htcoP7Wl1W82uTb9j/2lVVVWSpM6dO0uS8vLyVF9fr/T0dE9NfHy8YmNjlZubK0nKzc1VYmKi3G63pyYjI0PV1dXas2fPZ65TV1en6upqr4dd+dWfU1LRfyvofKXOBUaoMOlONfoFWt0WAAAAALSKM67uF7+GLKn7Bzt11elDVrfU7GwT7JuamjR9+nRde+21Gjx4sCSprKxMTqdT4eHhXrVut1tlZWWemk+G+kv7L+37LAsWLFBYWJjn0bOnPf+i49NYr8Ti5Qo5W6E6Z4gKku7SBWeI1W0BAAAAQKv6KHLgxVt8S7q+okijrW2n2dkm2GdmZqq4uFjZ2dktvtbs2bNVVVXleRw/frzF12xuPqZJg/auVFj1cTX4Bqgw8U6dD4qwui0AAAAAsMSJHiP0frdhckj6i6TO771ndUvNpk1/x/6SqVOn6s0339SWLVvUo0cPz/bo6GhduHBBlZWVXu/al5eXKzo62lOzY8cOr+Ndumr+pZpPCwgIUEBAQDOfRetxSEo/uUtdqo+p0cdPRYn/R2dD3F/67wAAAACg3XI4dKjfLbpQdVzHz5arpmtXqztqNm36HXtjjKZOnarVq1dr48aN6tOnj9f+oUOHyt/fXxs2bPBsKykp0bFjx5SWliZJSktLU1FRkSoqKjw169evl8vlUkJCQuucSGsyRo9LSqg+JiOH9iT8UFVhsVZ3BQAAAACWMw4fremeqv8t6UJoqNXtNJs2/Y59ZmamXn31Vb3xxhsKDQ31fCc+LCxMQUFBCgsL08SJEzVjxgx17txZLpdLv/jFL5SWlqYRI0ZIkm666SYlJCTorrvu0qJFi1RWVqY5c+YoMzPT1u/Kf55Bf/+7xv375/3x39OpLgMs7QcAAAAA2pJ6Hz9dsLqJZtamg/2SJUskSTfccIPX9mXLlunuu++WJD311FPy8fHRHXfcobq6OmVkZOiFF17w1Pr6+urNN9/U5MmTlZaWpk6dOmn8+PH69a9/3Vqn0XqWLVPKihWSpJyoRBl3ssUNAQAAAABaWpsO9saYL60JDAzU4sWLtXjx4s+t6dWrl9asWdOcrbVNw4erNiJCT58+reDO/ZVidT8AAAAAgBbXpr9jjys0aJDW/Pa3esjqPgAAAAAArYZg387UuVxWtwAAAAAAaEUEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABvrUMF+8eLF6t27twIDA5WamqodO3ZY3RIAAAAAAN9Ihwn2r732mmbMmKF58+Zp165dSk5OVkZGhioqKqxuDQAAAACAr63DBPsnn3xS9957ryZMmKCEhAT94Q9/UHBwsJYuXWp1awAAAAAAfG1+VjfQGi5cuKC8vDzNnj3bs83Hx0fp6enKzc29rL6urk51dXWe51VVVZKk6urqlm/2G6qtrZUk7Tt9WOcb61t8vaO1Fz/xcKi2TAEf7GI9m61nxZqsZ+/1qqpP6MN//8zrDOu1xfWsWJP1WK+tr8l69l7PijXb+3qHq09Iupid2nLGu9SbMeZLax3mq1TZ3AcffKDu3btr69atSktL82x/4IEHlJOTo+3bt3vVz58/X4888khrtwkAAAAAgJfjx4+rR48eX1jTId6xv1KzZ8/WjBkzPM+bmpp06tQpdenSRQ6Hw8LOvlx1dbV69uyp48ePy+VyWd0O2jnmDa2NmUNrY+bQ2pg5tCbmrW0zxujMmTPq1q3bl9Z2iGAfGRkpX19flZeXe20vLy9XdHT0ZfUBAQEKCAjw2hYeHt6SLTY7l8vFf060GuYNrY2ZQ2tj5tDamDm0Juat7QoLC/tKdR3i4nlOp1NDhw7Vhg0bPNuampq0YcMGr4/mAwAAAABgNx3iHXtJmjFjhsaPH69hw4Zp+PDhevrpp3X27FlNmDDB6tYAAAAAAPjaOkywHzNmjD788EM9/PDDKisrU0pKitatWye32211a80qICBA8+bNu+yrBEBLYN7Q2pg5tDZmDq2NmUNrYt7ajw5xVXwAAAAAANqrDvEdewAAAAAA2iuCPQAAAAAANkawBwAAAADAxgj2AAAAAADYGMG+HVm8eLF69+6twMBApaamaseOHVa3hDZoy5Ytuu2229StWzc5HA69/vrrXvuNMXr44YcVExOjoKAgpaen6+DBg141p06d0rhx4+RyuRQeHq6JEyeqpqbGq6awsFDXXXedAgMD1bNnTy1atOiyXlauXKn4+HgFBgYqMTFRa9asafbzhbUWLFigq6++WqGhoYqKitLo0aNVUlLiVXP+/HllZmaqS5cuCgkJ0R133KHy8nKvmmPHjmnUqFEKDg5WVFSUZs6cqYaGBq+azZs3a8iQIQoICFC/fv2UlZV1WT+8TrZ/S5YsUVJSklwul1wul9LS0rR27VrPfuYNLWnhwoVyOByaPn26Zxszh+Y2f/58ORwOr0d8fLxnPzPXQRm0C9nZ2cbpdJqlS5eaPXv2mHvvvdeEh4eb8vJyq1tDG7NmzRrz0EMPmb/+9a9Gklm9erXX/oULF5qwsDDz+uuvm4KCAnP77bebPn36mHPnznlqbr75ZpOcnGy2bdtm/vnPf5p+/fqZsWPHevZXVVUZt9ttxo0bZ4qLi83y5ctNUFCQ+eMf/+ipeffdd42vr69ZtGiR2bt3r5kzZ47x9/c3RUVFLf47QOvJyMgwy5YtM8XFxWb37t3m1ltvNbGxsaampsZTM2nSJNOzZ0+zYcMGs3PnTjNixAhzzTXXePY3NDSYwYMHm/T0dJOfn2/WrFljIiMjzezZsz017733ngkODjYzZswwe/fuNc8995zx9fU169at89TwOtkx/O1vfzNvvfWWOXDggCkpKTH/+Z//afz9/U1xcbExhnlDy9mxY4fp3bu3SUpKMtOmTfNsZ+bQ3ObNm2cGDRpkTp486Xl8+OGHnv3MXMdEsG8nhg8fbjIzMz3PGxsbTbdu3cyCBQss7Apt3aeDfVNTk4mOjja///3vPdsqKytNQECAWb58uTHGmL179xpJ5l//+penZu3atcbhcJj333/fGGPMCy+8YCIiIkxdXZ2nZtasWSYuLs7z/Ec/+pEZNWqUVz+pqanm5z//ebOeI9qWiooKI8nk5OQYYy7Ol7+/v1m5cqWnZt++fUaSyc3NNcZc/GOUj4+PKSsr89QsWbLEuFwuz4w98MADZtCgQV5rjRkzxmRkZHie8zrZcUVERJg///nPzBtazJkzZ0z//v3N+vXrzbe//W1PsGfm0BLmzZtnkpOTP3MfM9dx8VH8duDChQvKy8tTenq6Z5uPj4/S09OVm5trYWewm8OHD6usrMxrlsLCwpSamuqZpdzcXIWHh2vYsGGemvT0dPn4+Gj79u2emuuvv15Op9NTk5GRoZKSEp0+fdpT88l1LtUws+1bVVWVJKlz586SpLy8PNXX13vNQnx8vGJjY71mLjExUW6321OTkZGh6upq7dmzx1PzRfPE62TH1NjYqOzsbJ09e1ZpaWnMG1pMZmamRo0addlcMHNoKQcPHlS3bt3Ut29fjRs3TseOHZPEzHVkBPt24KOPPlJjY6PXf05JcrvdKisrs6gr2NGlefmiWSorK1NUVJTXfj8/P3Xu3Nmr5rOO8ck1Pq+GmW2/mpqaNH36dF177bUaPHiwpItz4HQ6FR4e7lX76Zn7uvNUXV2tc+fO8TrZwRQVFSkkJEQBAQGaNGmSVq9erYSEBOYNLSI7O1u7du3SggULLtvHzKElpKamKisrS+vWrdOSJUt0+PBhXXfddTpz5gwz14H5Wd0AAKBjyMzMVHFxsd555x2rW0E7FxcXp927d6uqqkqrVq3S+PHjlZOTY3VbaIeOHz+uadOmaf369QoMDLS6HXQQt9xyi+fnpKQkpaamqlevXlqxYoWCgoIs7AxW4h37diAyMlK+vr6XXe2yvLxc0dHRFnUFO7o0L180S9HR0aqoqPDa39DQoFOnTnnVfNYxPrnG59Uws+3T1KlT9eabb2rTpk3q0aOHZ3t0dLQuXLigyspKr/pPz9zXnSeXy6WgoCBeJzsYp9Opfv36aejQoVqwYIGSk5P1zDPPMG9odnl5eaqoqNCQIUPk5+cnPz8/5eTk6Nlnn5Wfn5/cbjczhxYXHh6uAQMG6NChQ7zOdWAE+3bA6XRq6NCh2rBhg2dbU1OTNmzYoLS0NAs7g9306dNH0dHRXrNUXV2t7du3e2YpLS1NlZWVysvL89Rs3LhRTU1NSk1N9dRs2bJF9fX1npr169crLi5OERERnppPrnOphpltX4wxmjp1qlavXq2NGzeqT58+XvuHDh0qf39/r1koKSnRsWPHvGauqKjI6w9K69evl8vlUkJCgqfmi+aJ18mOrampSXV1dcwbmt3IkSNVVFSk3bt3ex7Dhg3TuHHjPD8zc2hpNTU1Ki0tVUxMDK9zHZnVV+9D88jOzjYBAQEmKyvL7N271/zsZz8z4eHhXle7BIy5eOXe/Px8k5+fbySZJ5980uTn55ujR48aYy7e7i48PNy88cYbprCw0Hzve9/7zNvdXXXVVWb79u3mnXfeMf379/e63V1lZaVxu93mrrvuMsXFxSY7O9sEBwdfdrs7Pz8/8/jjj5t9+/aZefPmcbu7dmjy5MkmLCzMbN682eu2PLW1tZ6aSZMmmdjYWLNx40azc+dOk5aWZtLS0jz7L92W56abbjK7d+8269atM127dv3M2/LMnDnT7Nu3zyxevPgzb8vD62T79+CDD5qcnBxz+PBhU1hYaB588EHjcDjM22+/bYxh3tDyPnlVfGOYOTS/+++/32zevNkcPnzYvPvuuyY9Pd1ERkaaiooKYwwz11ER7NuR5557zsTGxhqn02mGDx9utm3bZnVLaIM2bdpkJF32GD9+vDHm4i3v5s6da9xutwkICDAjR440JSUlXsf4+OOPzdixY01ISIhxuVxmwoQJ5syZM141BQUF5lvf+pYJCAgw3bt3NwsXLryslxUrVpgBAwYYp9NpBg0aZN56660WO29Y47NmTZJZtmyZp+bcuXNmypQpJiIiwgQHB5vvf//75uTJk17HOXLkiLnllltMUFCQiYyMNPfff7+pr6/3qtm0aZNJSUkxTqfT9O3b12uNS3idbP/uuece06tXL+N0Ok3Xrl3NyJEjPaHeGOYNLe/TwZ6ZQ3MbM2aMiYmJMU6n03Tv3t2MGTPGHDp0yLOfmeuYHMYYY81nBQAAAAAAwDfFd+wBAAAAALAxgj0AAAAAADZGsAcAAAAAwMYI9gAAAAAA2BjBHgAAAAAAGyPYAwAAAABgYwR7AAAAAABsjGAPAAAAAICNEewBAIAtzZ8/XykpKVa3AQCA5Qj2AADY2A033KDp06dftj0rK0vh4eGt3o8drFy5UvHx8QoMDFRiYqLWrFljdUsAAHwjBHsAANBhbN26VWPHjtXEiROVn5+v0aNHa/To0SouLra6NQAAvjaCPQAAHcDdd9+t0aNH6/HHH1dMTIy6dOmizMxM1dfXe2p69+6txx57TPfcc49CQ0MVGxurF1980es4s2bN0oABAxQcHKy+fftq7ty5Xse49PH4pUuXKjY2ViEhIZoyZYoaGxu1aNEiRUdHKyoqSr/97W+9jltZWamf/vSn6tq1q1wul2688UYVFBR41SxcuFBut1uhoaGaOHGizp8/f8W/h2eeeUY333yzZs6cqYEDB+rRRx/VkCFD9Pzzz1/xsQAAaCsI9gAAdBCbNm1SaWmpNm3apJdffllZWVnKysryqnniiSc0bNgw5efna8qUKZo8ebJKSko8+0NDQ5WVlaW9e/fqmWee0Z/+9Cc99dRTXscoLS3V2rVrtW7dOi1fvlwvvfSSRo0apRMnTignJ0e/+93vNGfOHG3fvt3zb374wx+qoqJCa9euVV5enoYMGaKRI0fq1KlTkqQVK1Zo/vz5euyxx7Rz507FxMTohRde8Fp38+bNcjgcOnLkyOf+DnJzc5Wenu61LSMjQ7m5uVfyqwQAoE0h2AMA0EFERETo+eefV3x8vL773e9q1KhR2rBhg1fNrbfeqilTpqhfv36aNWuWIiMjtWnTJs/+OXPm6JprrlHv3r1122236Ve/+pVWrFjhdYympiYtXbpUCQkJuu222/Sd73xHJSUlevrppxUXF6cJEyYoLi7Oc9x33nlHO3bs0MqVKzVs2DD1799fjz/+uMLDw7Vq1SpJ0tNPP62JEydq4sSJiouL029+8xslJCR4rRscHKy4uDj5+/t/7u+grKxMbrfba5vb7VZZWdmV/0IBAGgj/KxuAAAAtI5BgwbJ19fX8zwmJkZFRUVeNUlJSZ6fHQ6HoqOjVVFR4dn22muv6dlnn1VpaalqamrU0NAgl8vldYzevXsrNDTU89ztdsvX11c+Pj5e2y4dt6CgQDU1NerSpYvXcc6dO6fS0lJJ0r59+zRp0iSv/WlpaV5/dBg+fLj279//1X4ZAAC0IwR7AABszOVyqaqq6rLtlZWVCgsL89r26XeyHQ6HmpqavnJNbm6uxo0bp0ceeUQZGRkKCwtTdna2nnjiiS89xhcdt6amRjExMdq8efNl59HcV/aPjo5WeXm517by8nJFR0c36zoAALQmPooPAICNxcXFadeuXZdt37VrlwYMGNCsa23dulW9evXSQw895PnI/NGjR7/xcYcMGaKysjL5+fmpX79+Xo/IyEhJ0sCBA72+ky9J27Ztu+K10tLSLvv6wfr165WWlvb1TwAAAIsR7AEAsLHJkyfrwIED+uUvf6nCwkKVlJToySef1PLly3X//fc361r9+/fXsWPHlJ2drdLSUj377LNavXr1Nz5uenq60tLSNHr0aL399ts6cuSItm7dqoceekg7d+6UJE2bNk1Lly7VsmXLdODAAc2bN0979uzxOs6OHTsUHx+v999//3PXmjZtmtatW6cnnnhC+/fv1/z587Vz505NnTr1G58HAABWIdgDAGBjffv21ZYtW7R//36lp6crNTVVK1as0MqVK3XzzTc361q333677rvvPk2dOlUpKSnaunWr5s6d+42P63A4tGbNGl1//fWaMGGCBgwYoB//+Mc6evSo50J3Y8aM0dy5c/XAAw9o6NChOnr0qCZPnux1nNraWpWUlHjdfu/TrrnmGr366qt68cUXlZycrFWrVun111/X4MGDv/F5AABgFYcxxljdBAAAAAAA+Hp4xx4AAAAAABsj2AMAAAAAYGMEewAAAAAAbIxgDwAAAACAjRHsAQAAAACwMYI9AAAAAAA2RrAHAAAAAMDGCPYAAAAAANgYwR4AAAAAABsj2AMAAAAAYGMEewAAAAAAbOz/AbPODRw0EpozAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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f89JLL+Hp6Znj+KGhoTRs2DDbPrNOv7jy+JfbtGkT0dHRPProo7i4uNhvHzFiRI7zxm/0OOHh4YSFhdmvBwcHc+edd7Jw4UIyMjKu+XyzdOnSJduokGbNmuHl5cWhQ4fy9PgLFy4QExNDVFQUb7/9NpmZmfa8VzNv3jwCAwOzzUXh7OzME088QXx8PH/++We27bNOJ8jy1FNP4ejoaB/m7ODgwJAhQ/jtt9+4ePGifbvp06dzyy232CeNq1KlCgDHjh277vO6fIby8+fPc+HCBW699dZsv7tZUlJSiImJ4ddff7Xnu9zTTz8NkGNYdn7NnDmTW2+9lUqVKmV7n3Tp0oWMjIwcw5yzbN68mZkzZzJx4sR8TdRW0MdfTV6fz88//4zNZst1BMaNflbe6HswPj6emJgYjh8/zhdffMGpU6e4/fbbs+2vdevWtG/f3n6bp6cnDz/8MJGRkezevTvXHLNnz2bjxo28+eabN5Q/r793586ds3+u50VAQAD33Xef/bqjoyNjxowhJSWFJUuWAOZzdXR05Iknnsj22KeffhrDMJg/f36222/kc+rs2bN0796dihUr8ttvv+X4/+by38u0tDTOnj1L3bp18fHxyfG7+fDDD9O9e3cef/xx7rvvPurUqcMbb7yRp9dBRIqehuKLSIkxefJk6tevj5OTEwEBATRo0CDbH7tZ54J++umnHD58ONsfMJcPcT548CANGjTAyalwP+Lq1auX7brNZqNu3br2cxH3798PmOcnX82FCxeoVKmS/XpMTEyO/V5p//79GIZx1e2uHDKftQzblcX0lfu8cOGCvTC70uXnUQIsWrQo23DzvHjllVeoWrUqjzzySI5zqffv309ERMRV93nl8S935MgRIOe/h7OzM7Vr1y7QcXJ7jevXr09iYiJnzpwhMDDwqrmyBAcH57itUqVKOeYuuJq77rrL3nZwcODf//43AwYMuOZjjhw5Qr169XIUh6Ghofb7wXzPOjg45Hie3t7eBAUFZTuvdtiwYbz11lvMmTOHYcOGsXfvXjZv3pxt+Hvt2rUJDAzk3Xff5aabbrKfDpPbPAl//PEHr732Glu3bs12f24F5IwZM5gxYwZgvnZXvk+zPhuunNsgv/bv38/27dtv+P34/PPPc+utt3LHHXfkOL8/Lwr6+KvJ6/M5ePAgVatWxdfXt8DHzOt7MMvjjz+e7cvX+++/P9sXOEeOHKFNmzY5jnP5/q4cdp6RkcG//vUvhgwZQrNmzW4of15/77LmlwDzi62HHnqI8ePH4+jomGNbm81G/fr1r/qaZL1/jxw5QtWqVbN9cXz5dle+djfyOXXHHXewd+9eqlSpkutcHUlJSUycOJEpU6Zw/PjxbNtcuHAhx/Zff/01derUYf/+/axdu7ZELCkoIiYV9iJSYrRu3do+K35u3njjDV566SUeeOABXn31VXx9fXFwcGDMmDE5esKtkJXhnXfeoXnz5rluc3mxnZqaysmTJ+natet192uz2Zg/f36ufzxeWcCfOnUK4JpFaGZmJlWqVGH69Om53n9lQdCmTRtee+21bLd98skn9h7VK0VERDB16lSmTZuW67n6mZmZNG3alPfffz/Xx19+nnxBFNdxLpfbvxGQpwnwAHuRnJaWxsaNG3nttddwcnLK13ntV8r6IzwvvbGNGjUiLCyMadOmMWzYMKZNm4aLiwuDBg2yb+Pi4sKXX37Jvffey0033ZTt8TVr1rS3V61aRd++fenQoQOffvopQUFBODs7M2XKFL7//vscx+7WrRvPPvss48ePZ9euXfl9unmWmZlJ165dee6553K9v379+jluW7RoEUuWLGHdunX5OmZBH38t+Xk+xe3ZZ5+lW7duZGRksGvXLiZMmIBhGEyZMiXf+/z666+JjIxk4cKFN/zYvP7e/fzzz3h5eZGYmMicOXN4/fXX8fLyyvW1LglF7549e5g/fz6DBg3i6aefzvH6Pv7440yZMoUxY8YQHh6Ot7c3NpuNwYMH5/r/6ooVK+xfzO3YsYPw8PBieR4icn0q7EWk1Jg1axadOnXi66+/znZ7bGysfSInMCeQ+uuvv0hLSyuUCeCyZPXIZzEMgwMHDth7hrKGX3t5edGlS5fr7m/btm2kpaVd88uMrP0ahkFISEie/iDfvXs3NpstW89SbvtcsmQJ7dq1y9Mfn35+fjme07UmuHvhhRdo3rw5d99991WPv23bNm6//fYbHvKbVTDu378/21DZtLQ0Dh8+nK3AvNHjXPlvDLBv3z48PDzsX3YU9bJVYWFh9pnGe/bsyfHjx3nrrbd46aWXrjpcu2bNmmzfvp3MzMxs2+zZs8d+P5gz+WdmZrJ//357byBAXFwcJ0+ezLH6wbBhwxg7diwnT57k+++/p3fv3tlGnIDZI3j8+HG2b99un1n/nXfeYe/evfZtfv75Z9zc3Fi4cGG2U0SuVsQFBQXRpUsX5syZw+rVqzlz5ky2L5v27dtHZmZmjhnv86tOnTrEx8fn6fcWzN/9559/nn79+tG2bdsbPl5BH389eX0+derUYeHChZw7d67AvfZ5fQ9madSokT1f9+7dSUlJ4V//+hevv/46VatWpWbNmtneQ9fbX2JiIuPHj+exxx7LcV9e5PX3rkOHDvb/b/r27cuaNWtYsGBBroV9SEgIf//991Vfk6z3b82aNVmyZAkXL17M1mt/teeal8+pLL/99hu33norEydOZPTo0QwdOjTbKQ+zZs1i+PDhvPfee/bbkpOT7SO/Lnfy5Ekef/xxunXrhouLC8888wzdu3fP1+stIoVP59iLSKnh6OiYo9dz5syZHD9+PNttAwYMICYmhk8++STHPvLaa5qb7777Ltv5xrNmzeLkyZP07NkTMP8wrFOnDu+++y7x8fE5Hn/mzJkc2R0dHXNdSu5y/fv3x9HRkfHjx+fIbxgGZ8+etV9PT0/n559/pnXr1tccij9o0CAyMjLsM1BfLj09Pdc/6vJq3bp1/Prrr7z55ptXLYIHDRrE8ePHc50NPCkp6Zrnr9588834+/vz+eefZ1sea+rUqTly3+hx1q1bl+280qNHj/Lrr7/SrVs3e0981uzPBXmNbkRSUhLp6emkp6dfdZtevXpx6tQpfvzxR/tt6enpfPzxx3h6enLbbbfZtwNyzPL+4Ycf2leTuNw999yDzWbjySef5NChQwwdOjTX41esWJF27drRpUsXunTpQlBQULb7HR0dsdls2U6fiYyMvO7qBz169Mg1b9YIjGvNpn8jBg0axLp163Lt6Y2Njc3x2s+YMYPt27fnuuJDXhT08deT1+czYMAADMNg/PjxOba70c/KvL4HrybrS6Gs3+levXqxYcOGbCMaEhIS+OKLL6hVqxaNGjXK9vgPP/yQhIQEXnzxxRvKfa081/u9MwwDwzCuOkont9ck65QyV1dX+xcbvXr1IiMjI8f/WZMmTcJms9n/j8mSl8+pLFkrozz22GPccsstPPLII9mWtszt/9WPP/441zlFHnroITIzM/n666/54osvcHJyYuTIkQX6f1VECo967EWk1LjjjjuYMGEC999/P7fccgs7duxg+vTpOc6rHjZsGN999x1jx45lw4YN3HrrrSQkJLBkyRIee+wx7rzzznwd39fXl/bt23P//fdz+vRpPvjgA+rWrctDDz0EmOdlfvXVV/Ts2ZPGjRtz//33U61aNY4fP87y5cvx8vLi999/JyEhgcmTJ/PRRx9Rv379bOtpZ30hsH37dtatW0d4eDh16tThtddesy/xddddd1GxYkUOHz7MnDlzePjhh3nmmWdYsmQJL730Etu3b+f333+/5nO57bbbeOSRR5g4cSJbt26lW7duODs7s3//fmbOnMmHH37IwIED8/U6LVq0iK5du16zt/C+++7jp59+4tFHH2X58uW0a9eOjIwM9uzZw08//cTChQuvOpLB2dmZ1157jUceeYTOnTtz9913c/jwYaZMmZLjvXCjx2nSpAndu3fPtowUkK3wyZq06sUXX2Tw4ME4OzvTp0+fQlvuafHixRw7dsw+JHj69On07ds320SBV3r44Yf5z3/+w4gRI9i8eTO1atVi1qxZrFmzhg8++MDeC9i4cWNGjhzJF198wfnz5+nYsSN///0333zzDT179syx9GPWmuYzZ87Ex8cn34V07969ef/99+nRowf33nsv0dHRTJ48mbp167J9+/arPu6OO+6gc+fOvPHGGxw/fpzWrVuzYsUKZs6cySOPPJLjHOuoqCgWLFhgv37mzBmSkpKy3bZ161YANmzYQL169ahWrRrPPvssv/32G3fccQcjRowgLCyMhIQEduzYwaxZs4iMjMw2KmjRokU89NBD1xwVcy0Fffz15PX5dOrUifvuu4+PPvqI/fv306NHDzIzM1m1ahWdOnW6ofP+8/oezLJu3TqcnJzsQ/E//vhjWrRoYe/Ffv755/nhhx/o2bMnTzzxBL6+vnz77bccPnyYn3/+OcfolUWLFvH666/naUnJ3OT1927ZsmXZhuIfOHCAMWPG5LrPkSNH8tlnnzFixAg2bdpESEgIv/zyC0uXLuXNN9+0Z+3Tpw+dOnXixRdfJDIykptuuolFixbx66+/MmbMmGyTcULePqeuZLPZ+Oqrr2jevDmvvPIKb7/9NmD+jv33v//F29ubRo0asW7dOpYsWZLjdZwyZQpz585l6tSpVK9eHTC/ABg6dCifffYZjz32WN5fbBEpGsU7Cb+ISE5ZSyht3LjxmtslJycbTz/9tBEUFGS4u7sb7dq1M9atW2fcdttt2ZY4MwxzCZ8XX3zRCAkJMZydnY3AwEBj4MCBxsGDBw3DyN9ydz/88IPxwgsvGFWqVDHc3d2N3r17G0eOHMnx+C1bthj9+/c3KleubLi6uho1a9Y0Bg0aZCxdujTbsa/3c+XSVz///LPRvn17o0KFCkaFChWMhg0bGqNGjTL27t1rGIZhPP7440aHDh2MBQsW5Mh0taWxvvjiCyMsLMxwd3c3KlasaDRt2tR47rnnjBMnTti3udHl7mw2m7F58+Zst+f2b5Sammq89dZbRuPGjQ1XV1ejUqVKRlhYmDF+/HjjwoULOY53pU8//dQICQkxXF1djZtvvtlYuXJlgY7D/5ZLmzZtmlGvXj3D1dXVaNGiRbZlsLK8+uqrRrVq1QwHB4dsy39l7eNKVy6DlZus91nWj5OTk1GzZk3jiSeeMM6fP3/d1+P06dPG/fffb/j5+RkuLi5G06ZNcywpZhiGkZaWZkyYMMH+u1GjRg3jueeey3XZK8O4tKzjww8/fN0MWXJb7u7rr7+2v64NGzY0pkyZkuv78srX6uLFi8aTTz5pVK1a1XB2djbq1KljvPHGG0Z6enq2x+Xld+rKn8tfn4sXLxovvPCCUbduXcPFxcXw8/MzbrnlFuPdd981UlNTDcO49Lvr7u5uHD9+/Jq5c1PQx1/uWsvd5fX5GIa5/No777xjNGzY0HBxcTH8/f2Nnj175vgdNoxrL3dnGHl7D175+efg4GBUr17dGD58uH1p0ywHDx40Bg4caPj4+Bhubm5G69atjT/++CPbNlm/N0FBQUZCQkK2+7iB5e6u93uX9Xpn/bi7uxuNGjUyJk2aZN8mt3/D6Oho44EHHrC/Jk2aNDG+/PLLHDkuXrxoPPXUU/b3eb169Yx33nknx7KDef2cutr7Y/z48YaTk5Px999/G4ZhGOfPn7f/m3l6ehrdu3c39uzZk+25HD161PD29jb69OmTY3/9+vUzKlSoYF8CU0SsYzMMjZ8REbmWFStW0KlTJ2bOnJnvXuzLRUZGEhISwuHDh696jvC4ceOIjIxk6tSpBT6e5I3NZmPUqFG5nsJRnv3666/cddddrFy50j6styzo2LEjI0aMYMSIEVZHEckzfU6JyNXoHHsRERG5qi+//JLatWtnW09cREREShadYy8iUsw8PT0ZMmTINSe3a9asmX1NcBErZE3wNnfuXD788MMiXw2guLVu3Zpq1apZHUNERKRQqLAXESlmfn5+TJs27Zrb9O/fv5jSiOTunnvuwdPTk5EjR5bJibGyJg8TEREpC3SOvYiIiIiIiEgppnPsRUREREREREoxFfYiIiIiIiIipZjOsc+DzMxMTpw4QcWKFcvc5EEiIiIiIiJS8hiGwcWLF6latSoODtfuk1dhnwcnTpygRo0aVscQERERERGRcubo0aNUr179mtuosM+DihUrAuYL6uXlZXEaERERERERKevi4uKoUaOGvR69FhX2eZA1/N7Ly0uFvYiIiIiIiBSbvJwOrsnzREREREREREoxFfYiIiIiIiIipZgKexEREREREZFSTOfYi4iIiIiIyA0zDIP09HQyMjKsjlJqOTs74+joWOD9qLAXERERERGRG5KamsrJkydJTEy0OkqpZrPZqF69Op6engXajwp7ERERERERybPMzEwOHz6Mo6MjVatWxcXFJU8zt0t2hmFw5swZjh07Rr169QrUc6/CXkRERERERPIsNTWVzMxMatSogYeHh9VxSjV/f38iIyNJS0srUGGvyfNERERERETkhjk4qJwsqMIa6aB/CREREREREZFSTEPxRUREREREpFBERUURExNTLMfy8/MjODi4WI5V0qmwFxERERERkQKLioqiYcNQkpKKZ6Z8d3cP9uyJsLS4r1WrFmPGjGHMmDGWZQAV9iIiIiIiIlIIYmJiSEpKpF+/afj7hxbpsc6ciWDOnKHExMTkqbC/3rnsr7zyCuPGjbvhHBs3bqRChQo3/LjCpsJeRERERERECo2/fyhBQS2tjpHNyZMn7e0ff/yRl19+mb1799pvu3wdecMwyMjIwMnp+uWyv79/4QbNJ02eJyIiIiIiImVaYGCg/cfb2xubzWa/vmfPHipWrMj8+fMJCwvD1dWV1atXc/DgQe68804CAgLw9PSkVatWLFmyJNt+a9WqxQcffGC/brPZ+Oqrr+jXrx8eHh7Uq1eP3377rcifnwp7ERERERERKfeef/553nzzTSIiImjWrBnx8fH06tWLpUuXsmXLFnr06EGfPn2Iioq65n7Gjx/PoEGD2L59O7169WLIkCGcO3euSLOrsBcREREREZFyb8KECXTt2pU6derg6+vLTTfdxCOPPEKTJk2oV68er776KnXq1LluD/yIESO45557qFu3Lm+88Qbx8fFs2LChSLOrsBcREREREZFy7+abb852PT4+nmeeeYbQ0FB8fHzw9PQkIiLiuj32zZo1s7crVKiAl5cX0dHRRZI5iybPExERERERkXLvytntn3nmGRYvXsy7775L3bp1cXd3Z+DAgaSmpl5zP87Oztmu22w2MjMzCz3v5VTYi4iISJGKiooiJiamWI/p5+dn6brGIiJS+q1Zs4YRI0bQr18/wOzBj4yMtDbUVaiwFxERkSITFRVFw4ahJCUlFutx3d092LMnQsW9iIgFzpyJKBPHqFevHrNnz6ZPnz7YbDZeeumlIu95zy8V9iIiIlJkYmJiSEpKpF+/afj7hxbLMc+ciWDOnKHExMSosBcRKUZ+fn64u3swZ87QYjmeu7sHfn5+Rbb/999/nwceeIBbbrkFPz8//u///o+4uLgiO15BqLAXERGRIufvH0pQUEurY4iISBEKDg5mz56IYjv9Kr+nXY0YMYIRI0bYr3fs2BHDMHJsV6tWLZYtW5bttlGjRmW7fuXQ/Nz2Exsbe8MZb5QKexERERERESkUwcHBGi1lAS13JyIiIiIiIlKKqbAXERERERERKcVU2IuIiIiIiIiUYirsRUREREREREoxFfYiIiIiIiIipZgKexEREREREZFSTIW9iIiIiIiISCmmdexFRERERESkUERFRRETE1Msx/Lz8yM4OLhYjlXSqbAXERERERGRAouKiiK0YUMSk5KK5Xge7u5E7Nmj4h4V9iIiIiIiIlIIYmJiSExKYlq/foT6+xfpsSLOnGHonDnExMTkqbC32WzXvP+VV15h3Lhx+cpis9mYM2cOd911V74eXxhU2IuIiIhlEhMhMhIOH4YjR8Bmg0aNoGlT8PW1Op2IiORHqL8/LYOCrI6RzcmTJ+3tH3/8kZdffpm9e/fab/P09LQiVqHR5HkiIiJS7M6fh2++gXfegZkzYdMmOHMGoqNhxQr4+GP48kvYsAEyMqxOKyIipV1gYKD9x9vbG5vNlu22GTNmEBoaipubGw0bNuTTTz+1PzY1NZXRo0cTFBSEm5sbNWvWZOLEiQDUqlULgH79+mGz2ezXi5t67EVERKRYnT8P334LFy6Y1/39ISTE/ElOhp074dAhOHHC/ImIgIEDoUIFa3OLiEjZNH36dF5++WU++eQTWrRowZYtW3jooYeoUKECw4cP56OPPuK3337jp59+Ijg4mKNHj3L06FEANm7cSJUqVZgyZQo9evTA0dHRkuegwl5ERESKzfnzMHUqxMVB5cowZAhUqpR9m+bNIT7eLPCXLzeH6n/5Jdx9N5SwkZ0iIlIGvPLKK7z33nv0798fgJCQEHbv3s1//vMfhg8fTlRUFPXq1aN9+/bYbDZq1qxpf6z//+YS8PHxITAw0JL8YPFQ/HHjxmGz2bL9NGzY0H5/cnIyo0aNonLlynh6ejJgwABOnz6dbR9RUVH07t0bDw8PqlSpwrPPPkt6enq2bVasWEHLli1xdXWlbt26TJ06tTienoiIiFzm3LlLRb2fHwwfnrOoz+LpCW3bwoMPmufaX7hgDt3fsaNYI4uISBmXkJDAwYMHGTlyJJ6envaf1157jYMHDwIwYsQItm7dSoMGDXjiiSdYtGiRxalzsrzHvnHjxixZssR+3cnpUqSnnnqKuXPnMnPmTLy9vRk9ejT9+/dnzZo1AGRkZNC7d28CAwNZu3YtJ0+eZNiwYTg7O/PGG28AcPjwYXr37s2jjz7K9OnTWbp0KQ8++CBBQUF07969eJ+siIhIORUX58LcuXDx4qWiPi/zFPn7m8X97Nlw4IB5efEi3HJL0WcWEZGyLz4+HoAvv/ySNm3aZLsva1h9y5YtOXz4MPPnz2fJkiUMGjSILl26MGvWrGLPezWWF/ZOTk65Dlm4cOECX3/9Nd9//z2dO3cGYMqUKYSGhrJ+/Xratm3LokWL2L17N0uWLCEgIIDmzZvz6quv8n//93+MGzcOFxcXPv/8c0JCQnjvvfcACA0NZfXq1UyaNOmqhX1KSgopKSn263FxcUXwzEVERMqPNWtqcPGiWagPG5a3oj6Luzvccw8sXQpr18LixebjmzUrurwiIlI+BAQEULVqVQ4dOsSQIUOuup2Xlxd33303d999NwMHDqRHjx6cO3cOX19fnJ2dybB4plfLC/v9+/dTtWpV3NzcCA8PZ+LEiQQHB7N582bS0tLo0qWLfduGDRsSHBzMunXraNu2LevWraNp06YEBATYt+nevTv//Oc/2bVrFy1atGDdunXZ9pG1zZgxY66aaeLEiYwfP77Qn6uIiEhJEBUVRUxMTLEcKyIiAujO0aPeODjA4ME3VtRncXCArl0hMxPWr4dffzX3U7t2oUcWEZECijhzplQdY/z48TzxxBN4e3vTo0cPUlJS2LRpE+fPn2fs2LG8//77BAUF0aJFCxwcHJg5cyaBgYH4+PgA5sz4S5cupV27dri6ulLpaueZFSFLC/s2bdowdepUGjRowMmTJxk/fjy33norO3fu5NSpU7i4uNhfrCwBAQGcOnUKgFOnTmUr6rPuz7rvWtvExcWRlJSEu7t7jlwvvPACY8eOtV+Pi4ujRo0aBX6+IiIiVouKiqJhw1CSkhKL6YiOwFYA2rQp+Nr03bqZQ/F37YIff4T77wcL5yoSEZHL+Pn54eHuztA5c4rleB7u7vj5+RV4Pw8++CAeHh688847PPvss1SoUIGmTZvaO4MrVqzI22+/zf79+3F0dKRVq1bMmzcPBwdzyrr33nuPsWPH8uWXX1KtWjUiIyMLnOlGWVrY9+zZ095u1qwZbdq0oWbNmvz000+5FtzFxdXVFVdXV8uOLyIiUlRiYmJISkqkX79p+PuHFvnxVqw4xb59TXBxSaVDB5cC789mg7vugoQEc7b86dNh5Ei4oh9AREQsEBwcTMSePcU2KszPz4/g4OAbftyIESMYMWJEttvuvfde7r333ly3f+ihh3jooYeuur8+ffrQp0+fG85RmCwfin85Hx8f6tevz4EDB+jatSupqanExsZm67U/ffq0/Zz8wMBANmzYkG0fWbPmX77NlTPpnz59Gi8vL0u/PBAREbGSv38oQUEti/QYKSlw5EgyAKGhB3FzK5wvEpyczKXvpkyB6Gj44Qdzgj1n50LZvYiIFEBwcHC+im0pGEuXu7tSfHw8Bw8eJCgoiLCwMJydnVm6dKn9/r179xIVFUV4eDgA4eHh7Nixg+joaPs2ixcvxsvLi0aNGtm3uXwfWdtk7UNERESKxqpVkJLiBuwhJORooe7bzQ2GDIEKFczifuHCQt29iIhIqWJpYf/MM8/w559/EhkZydq1a+nXrx+Ojo7cc889eHt7M3LkSMaOHcvy5cvZvHkz999/P+Hh4bRt2xaAbt260ahRI+677z62bdvGwoUL+fe//82oUaPsQ+kfffRRDh06xHPPPceePXv49NNP+emnn3jqqaesfOoiIiJlWmysOcmd6RkcHIxCP4aXF/TrZ7Y3b4adOwv9ECIiIqWCpYX9sWPHuOeee2jQoAGDBg2icuXKrF+/Hn9/fwAmTZrEHXfcwYABA+jQoQOBgYHMnj3b/nhHR0f++OMPHB0dCQ8PZ+jQoQwbNowJEybYtwkJCWHu3LksXryYm266iffee4+vvvpKa9iLiIgUoeXLISMD/P1PAnOL7Dh16sCtt5rt33+Hc+eK7FAiIiIllqXn2M+YMeOa97u5uTF58mQmT5581W1q1qzJvHnzrrmfjh07smXLlnxlFBERkRuTkHCp97xJk60sX160x+vYEY4cgagomDULevWyFe0BRUQEAMMo/NFY5U1hvYYl6hx7ERERKf22bjXXm69WDSpVKvoudAcHGDAA3N3h5ElYv75akR9TRKQ8c/7fbKWJicW1dGrZlZqaCpij0QuiRM2KLyIiIqWbYcDff5vtlkU76X42Xl7mMng//AC7dlUBuhbfwUVEyhlHR0d8fHzsk5h7eHhgs2m01I3KzMzkzJkzeHh44ORUsNJchb2IiIgUmshI8zx3Fxdo0gT27i2+Y9evD61awcaNAF8SH3+++A4uIlLOZC0vfvkKZXLjHBwcCA4OLvAXIyrsRUREpNBk9dY3bWoW98WtSxfYsyeFixdr8tFHHnToUPwZRETKA5vNRlBQEFWqVCEtLc3qOKWWi4sLDg4FP0Nehb2IiIgUioQE2L3bbIeFWZPBxQVuu+0If/xRn59/9mfJErPYFxGRouHo6Fjg88Ol4DR5noiIiBSKbdvMSfOqVoWgIOtyVK0aD5gr6jz4IFy8aF0WERGR4qAeexERESkww4DNm812cU6ad3X/h7//cI4c8eSBB87wwgtHi/Rofn5+BAcHF+kxRERErkaFvYiIiBTYkSOXJs1r2tTaLPHxJ4FEzpzpCyxj1ix/Zs0aCKwssmO6u3uwZ0+EinsREbGECnsREREpsKzeeqsmzbtccnIsYNCp0wBOnjzDnj3++PgsYMCAPTg6GoV+vDNnIpgzZygxMTEq7EVExBIq7EVERKRAkpMhIsJsl4xh+KZKlerSqpU/UVEQG+tOZGQL2re3OpWIiEjh0+R5IiIiUiD79kFGBvj5mRPnlSTu7tCtm9leuRJiYy2NIyIiUiRU2IuIiEiBZPXWh4Zam+NqmjWDmjUhLQ0WLLA6jYiISOFTYS8iIiL5lpoKBw6Y7UaNrM1yNTYb9OoFDg6wd6/5IyIiUpaosBcREZF8278f0tOhUiUICLA6zdVVqQJt25rt+fPN3nsREZGyQoW9iIiI5Nvu3eZlo0Zmz3hJdttt4OUFFy7AqlVWpxERESk8KuxFREQkX9LSzB57KLnn11/OxQV69DDb69aZBb6IiEhZoMJeRERE8uXAAbO49/YuebPhX03DhuZEeunpsGSJ1WlEREQKhwp7ERERyZfLZ8Mv6cPws9hs0L272d65E44etTaPiIhIYVBhLyIiIjcsPd1cvx5K7mz4VxMUBM2bm+2FC8EwLI0jIiJSYCrsRURE5IYdOgQpKVCxIlSvbnWaG9e5s3nO/fHjZs+9iIhIaabCXkRERG5Y1jD8hg1LzzD8y1WsCO3bm+0lS7T8nYiIlG4q7EVEROSGZGTAnj1mu7QNw79c27bmxH9xcbB2rdVpRERE8k+FvYiIiNyQI0cgORk8PCA42Oo0+efsDF26mO21ayEhwdo8IiIi+aXCXkRERG5I1qR59euDQyn/S6JxY3MyvdRUWL3a6jQiIiL5U8r/OxYREZHiduCAeVmvnrU5CoPNBrffbrY3boQLF6zNIyIikh8q7EVERCTPzp2Ds2fNnvrata1OUzhq14Zatcy5A1assDqNiIjIjVNhLyIiInm2f795GRwMbm7WZiksl/fab9sGMTHW5hEREblRKuxFREQkz7IK+7IwDP9y1atDgwZgGLB8udVpREREbowKexEREcmT1FSIjDTbZa2wB+jc2bzcvRtOnLA2i4iIyI1QYS8iIiJ5cviweR66jw/4+VmdpvBVqQLNmpntpUutzSIiInIjVNiLiIhInmQNw69b1zwvvSzq2NGcGPDQIYiKsjqNiIhI3qiwFxERkesyjEuFff361mYpSpUqwU03me2VK63NIiIiklcq7EVEROS6zpyBuDhwcjKXhivLbr3VHJFw8CAcP251GhERketTYS8iIiLXtW+feRkSAs7O1mYpapUqXTrXXr32IiJSGqiwFxERkes6cMC8rFvX2hzFpX1783LfPjh1ytosIiIi16PCXkRERK4pKenSRHJlcZm73Pj5QZMmZlu99iIiUtKpsBcREZFrOnTInDzPz88cpl5e3HqreRkRAdHR1mYRERG5FhX2IiIick1Zs+GXl976LFWqQGio2V61ytosIiIi16LCXkRERK7KMC6dX1/eCnu41Gu/axecPWttFhERkatRYS8iIiJXdeIEJCSAiwsEB1udpvgFBZlfaBgGrFtndRoREZHcqbAXERGRq8oahl+nDjg6WpvFKrfcYl5u22Z+ySEiIlLSqLAXERGRqyqv59dfrmZNqFoV0tNh40ar04iIiOSkwl5ERERyFR9vDsWH8rN+fW5sNggPN9sbN0JamrV5RERErqTCXkRERHKVNWleUBBUrGhtFqs1agTe3pCYCNu3W51GREQkOxX2IiIikquswr4899ZncXCAtm3N9rp15mR6IiIiJYUKexEREckhI+NSYV+/vrVZSooWLcDV1Vz2bt8+q9OIiIhcosJeREREcjh2DFJSwMPDnDhOzKI+LMxsa+k7EREpSVTYi4iISA5ZPdJ165rD0MXUpo35ehw5AsePW51GRETEpP+qRUREJAedX587Ly9o0sRs//WXtVlERESyqLAXERGRbC5cgOhoc5k3FfY5tWljXu7aZS4JKCIiYjUV9iIiIpLN/v3mZfXq4O5ubZaSqGpVqFYNMjPh77+tTiMiIqLCXkRERK6QVdjXq2dtjpKsdWvzcvNms8AXERGxkgp7ERERsUtLg0OHzLYK+6tr1MhcMSAuDo4c8bE6joiIlHMq7EVERMQuMhLS081J4gICrE5Tcjk5QcuWZnvXLj9rw4iISLmnwl5ERETsspa5q1fPnDxPru7mm83X6MQJL6Ch1XFERKQcU2EvIiIiABjGpcK+fn1rs5QG3t7QoEHWtVFWRhERkXJOhb2IiIgA5hJ3cXHmMPOQEKvTlA6tWmW1hpGQoD+rRETEGvofSERERIBLvfW1a4Ozs7VZSouQEPD2Tga8mDvX1+o4IiJSTqmwFxEREUDD8PPDZoPGjc8AMGuWP4ZhcSARESmXVNiLiIgICQlw7JjZ1jJ3N6Z+/bNAIgcPurN+vdVpRESkPFJhLyIiIhw4YF4GBppL3UneubhkAj8B8OWX1mYREZHySYW9iIiIaBh+gZkV/Y8/mhMQioiIFCcV9iIiIuVcRgYcPGi2Vdjn11pCQpJITITvv7c6i4iIlDcq7EVERMq5qChISYEKFaBqVavTlF79+p0FNBxfRESKnwp7ERGRcm7vXvOyXj1zlnfJn169zuLiAn//bf6IiIgUFxX2IiIi5ZhhwP79ZlvD8AumUqUM+vUz2199ZW0WEREpX1TYi4iIlGMxMXDuHDg6Qu3aVqcp/R56yLycPt1cQlBERKQ4qLAXEREpxyIizMvatcHV1dosZUGnTuZrGRcHM2danUZERMoLFfYiIiLlWFZhHxpqbY6ywsEBHnzQbGsSPRERKS4q7EVERMqp8+fh1ClzwrwGDaxOU3aMGGGe2rB2LezZY3UaEREpD1TYi4iIlFNZRWfNmuDhYW2WsiQoCHr2NNvffWdtFhERKR9U2IuIiJRTGoZfdIYPNy+/+w4yMqzNIiIiZV+JKezffPNNbDYbY8aMsd+WnJzMqFGjqFy5Mp6engwYMIDTp09ne1xUVBS9e/fGw8ODKlWq8Oyzz5Kenp5tmxUrVtCyZUtcXV2pW7cuU6dOLYZnJCIiUnIlJjpx9KjZbtjQ2ixlUZ8+UKkSHD8Oy5ZZnUZERMq6ElHYb9y4kf/85z80a9Ys2+1PPfUUv//+OzNnzuTPP//kxIkT9O/f335/RkYGvXv3JjU1lbVr1/Ltt98ydepUXn75Zfs2hw8fpnfv3nTq1ImtW7cyZswYHnzwQRYuXFhsz09ERKSkiYz0AaBaNfDysjZLWeTqCoMHm+1vv7U2i4iIlH2WF/bx8fEMGTKEL7/8kkqVKtlvv3DhAl9//TXvv/8+nTt3JiwsjClTprB27VrWr18PwKJFi9i9ezfTpk2jefPm9OzZk1dffZXJkyeTmpoKwOeff05ISAjvvfceoaGhjB49moEDBzJp0iRLnq+IiEhJkFXYaxh+0RkxwrycPdtc/k5ERKSoWF7Yjxo1it69e9OlS5dst2/evJm0tLRstzds2JDg4GDWrVsHwLp162jatCkBAQH2bbp3705cXBy7du2yb3Plvrt3727fR25SUlKIi4vL9iMiIlJ2+HD8eEVAw/CLUqtW5uublASzZlmdRkREyjJLC/sZM2bw999/M3HixBz3nTp1ChcXF3x8fLLdHhAQwKlTp+zbXF7UZ92fdd+1tomLiyMpKSnXXBMnTsTb29v+U6NGjXw9PxERkZLpDgzDRpUqULmy1VnKLpvt0iR6Go4vIiJFybLC/ujRozz55JNMnz4dNzc3q2Lk6oUXXuDChQv2n6NZswuJiIiUCeZ8NRqGX/SGDjUL/JUr4dAhq9OIiEhZZVlhv3nzZqKjo2nZsiVOTk44OTnx559/8tFHH+Hk5ERAQACpqanExsZme9zp06cJDAwEIDAwMMcs+VnXr7eNl5cX7u7uuWZzdXXFy8sr24+IiEhZkJTkAPQANAy/OFSvDllnBGpNexERKSqWFfa33347O3bsYOvWrfafm2++mSFDhtjbzs7OLF261P6YvXv3EhUVRXh4OADh4eHs2LGD6Oho+zaLFy/Gy8uLRo0a2be5fB9Z22TtQ0REpDxZtcoLcKdixRSuOFNNikjWJHrffQeZmZZGERGRMsrJqgNXrFiRJk2aZLutQoUKVK5c2X77yJEjGTt2LL6+vnh5efH4448THh5O27ZtAejWrRuNGjXivvvu4+233+bUqVP8+9//ZtSoUbi6ugLw6KOP8sknn/Dcc8/xwAMPsGzZMn766Sfmzp1bvE9YRESkBFiwwBeAOnXOY7MFWpymfLjrLqhYEQ4fhtWroUMHqxOJiEhZY/ms+NcyadIk7rjjDgYMGECHDh0IDAxk9uzZ9vsdHR35448/cHR0JDw8nKFDhzJs2DAmTJhg3yYkJIS5c+eyePFibrrpJt577z2++uorunfvbsVTEhERscz587BmjXl6Wd265yxOU354eMCgQWZbk+iJiEhRsKzHPjcrVqzIdt3NzY3JkyczefLkqz6mZs2azJs375r77dixI1u2bCmMiCIiIqXWrFmQnu4AbMPXN8PqOOXK8OHw9dfw00/w0UdQoYLViUREpCwp0T32IiIiUni+/z6rNd3KGOVS+/ZQuzbEx8OcOVanERGRskaFvYiISDlw7Bj8+WfWtRlWRimXbDYYNsxsazi+iIgUNhX2IiIi5cCPP4JhQIsWF4GjVscpl7IK+6VL4aj+CUREpBCpsBcRESkHsobh9+hx3tog5VhICNx2m/kFy7RpVqcREZGyRIW9iIhIGbdnD/z9Nzg5we23q7C30vDh5uXUqWaBLyIiUhhU2IuIiJRxP/xgXnbvDpUqaTZ8Kw0caC5/t28f/PWX1WlERKSsUGEvIiJShhkGTP/fJPj33mttFoGKFaF/f7OtSfRERKSwqLAXEREpwzZuhIMHzV7iO++0Oo0AjBhhXs6YAcnJlkYREZEyQoW9iIhIGfbdd+blnXdChQrWZhFTp05QowbExsJvv1mdRkREygIV9iIiImVUUtKlYfhZvcRiPQcHuO8+s/3f/1qbRUREygYV9iIiImXUnDlmr3BwMHTpYnUauVxWYT9/PkRHW5tFRERKPxX2IiIiZdTXX5uX999v9hJLydGwIbRuDRkZl1YtEBERyS/9Ny8iIlIGHToEy5aBzWYW9lLyaDi+iIgUFhX2IiIiZdCUKeZl165Qs6a1WSR3gweDkxNs3gy7dlmdRkRESjMV9iIiImVMRsalwn7kSGuzyNX5+UHv3mZbvfYiIlIQKuxFRETKmIUL4fhxqFxZa9eXdFnD8adPN7+QERERyQ8V9iIiImVM1qR5Q4eCq6u1WeTa7rgDfHzg2DFYscLqNCIiUlqpsBcRESlDoqPht9/Mtobhl3yurua59gDffWdtFhERKb1U2IuIiJQh//0vpKebS6k1bWp1GsmLrOH4P/8MCQnWZhERkdJJhb2IiEgZkZkJX3xhttVbX3qEh0OdOmZRP2eO1WlERKQ0UmEvIiJSRixdCvv2QcWKcM89VqeRvLLZYNgws63h+CIikh8q7EVERMqIyZPNy+HDzeJeSo+hQ83LpUvNFQ1ERERuhJPVAURERMq7qKgoYmJiCrSPkyed+f33JoCNjh138/ffybluFxERUaDjSNGoXRvat4fVq+H77+HZZ61OJCIipYkKexEREQtFRUXRsGEoSUmJBdzT60BTYCkDB3a57tbx8RcLeDwpbMOGmYX9d9/BM8+YQ/RFRETyQoW9iIiIhWJiYkhKSqRfv2n4+4fmax/p6Ta+/74JycnQtWsIISGbr7rt/v3zWL78JZKTc+/RF+v84x/w+OOwcyds2wbNm1udSERESgsV9iIiIiWAv38oQUEt8/XYbdsgORm8vKBt29o4XGMGnZgYDcUvqXx8oG9fmDnT7LVXYS8iInmlyfNERERKuY0bzcuwMK5Z1EvJlzU7/vTpkJ5ubRYRESk99N+/iIhIKXbihDmLuoMDtMxfh7+UIN27g78/REfDokVWpxERkdJChb2IiEgpltVb36gReHpam0UKztkZ7rnHbP/3v9ZmERGR0kOFvYiISCmVkGBOtAbQqpW1WaTwZA3H/+UXuHDB0igiIlJKqLAXEREppTZtMs/DDgqCGjWsTiOFpWVLcwRGcjLMmmV1GhERKQ1U2IuIiJRC6emXhuGHh2vN87LEZoP77jPbGo4vIiJ5ocJeRESkFNq50xyKX7Gi2bsrZcuQIWaB/+efcPiw1WlERKSkU2EvIiJSyhgGrFtnttu0AUdHa/NI4atRA26/3Wx/9521WUREpORTYS8iIlLKHD5sLofm7Kwl7sqy++83L6dOhcxMS6OIiEgJp8JeRESklMnqrW/RAtzdrc0iReeuu8DLCyIjYeVKq9OIiEhJpsJeRESkFDlzBg4cMNtt2libRYqWhwfcfbfZnjLF2iwiIlKyqbAXEREpRdavNy8bNgRfX2uzSNHLGo4/axZcvGhtFhERKblU2IuIiJQSCQmwbZvZDg+3NosUj7ZtoUEDSEzUmvYiInJ1KuxFRERKiU2bICMDqlY1Z02Xss9mgxEjzLaG44uIyNWosBcRESkF0tNh40azHR5uFnxSPtx3Hzg4wKpVl+ZXEBERuZwKexERkVJgxw5zKL6XF4SGWp1GilO1atC1q9nWmvYiIpIbFfYiIiIlnGFcWuKudWtwdLQ2jxS/rEn0vv1Wa9qLiEhOKuxFRERKuEOHzGXunJ0hLMzqNGKFO+8EHx+IioLly61OIyIiJY0KexERkRIuq7e+RQtwc7M2i1jDzQ3uucdsaxI9ERG5kgp7ERGREiw6Gg4eNNtt21qbRayVNTv+7Nlw4YKlUUREpIRRYS8iIlKCrV9vXoaGQqVK1mYRa7VqZb4PkpJg5kyr04iISEmiwl5ERKSEio+H7dvNtnrrxWa7NImehuOLiMjlVNiLiIiUUJs2QUaGudxZjRpWp5GSYOhQc1WEtWth3z6r04iISEmhwl5ERKQESk+HjRvNdtu2Zm+tSFAQ9OhhtqdOtTSKiIiUICrsRURESqDt2yExEby9oVEjq9NISZI1id5335kjOkRERFTYi4iIlDCGcWnSvNatwUH/W8tl+vQBX184fhyWLrU6jYiIlAT6U0FERKSEOXgQzpwBFxdo2dLqNFLSuLrCvfeabU2iJyIioMJeRESkxMnqrW/RAtzcrM0iJVPWcPw5cyA21sokIiJSEqiwFxERKUGio80ee5sN2rSxOo2UVC1bQtOmkJICM2ZYnUZERKymwl5ERKQEWbfOvAwNhUqVrM0iJZfNdqnX/ptvLI0iIiIlgAp7ERGREiI+HnbsMNtt21qbRUq+++4DZ2dzWcSs942IiJRPTlYHEBEREdPGjebyZdWrQ40aVqeRkiwqKoqYmBg6dAhh6dJKTJwYzTPPHCuy4/n5+REcHFxk+xcRkYLJd2GfkZHBL7/8QkREBACNGzemb9++ODo6Flo4ERGR8iI93camTWZbvfVyLVFRUTRsGEpSUiLQA5jPDz848sMP4UBqkRzT3d2DPXsiVNyLiJRQ+SrsDxw4QO/evTl27BgNGjQAYOLEidSoUYO5c+dSp06dQg0pIiJS1u3f70tiInh7m+fXi1xNTEwMSUmJ9Os3jcqVQ/nhh1QSEipz++0R1KkTW+jHO3MmgjlzhhITE6PCXkSkhMpXYf/EE09Qu3Zt1q1bh6+vLwBnz55l6NChPPHEE8ydO7dQQ4qIiJRtNnbsqAKYM+E7aAYcyQN//1CCglrSsiWsWgWRkbVp397qVCIiYoV8FfZ//vkn69evtxf1AJUrV+bNN9+kXbt2hRZORESkfOhObKw7Li7m2vUiN6JFC7OwP3jQXNPex8fqRCIiUtzy1Sfg6urKxYsXc9weHx+Pi4tLgUOJiIiUL2MBc21yNzeLo0ipU6kS1KpltrdutTKJiIhYJV+F/R133MHDDz/MX3/9hWEYGIbB+vXrefTRR+nbt29hZxQRESmz9u93B7pisxm0aWN1GimtskZ6bN0KhmFpFBERsUC+CvuPPvqIOnXqEB4ejpubG25ubrRr1466devy4YcfFnZGERGRMmv6dPPc+pCQWA2hlnwLDQVXV7hwAQ4dsjqNiIgUt3ydY+/j48Ovv/7K/v372bNnDwChoaHUrVu3UMOJiIiUZSdPwvz5lQBo2vQ0UMnaQFJqOTtD06awaZPZa68FikREypd8r2MPUK9ePerVqweY69qLiIhI3n36KaSnOwBrCQjQyfVSMC1bmoV9RAQkJYG7u9WJRESkuORrKP7hw4e55557+Oc//8n58+fp27cvrq6uNGjQgO3btxd2RhERkTInMRE++yzr2vtWRpEyIigIAgMhIwP055iISPmSr8L+kUceISIigp07d9K5c2dSU1P59ddfadSoEWPGjCnkiCIiImXPf/8LZ89C1aopwC9Wx5EyImsSvS1bNImeiEh5kq+h+H/99RerVq2iZs2a+Pr6snHjRlq2bEndunVpoyl9RURErikzEz74wGzfc080772n09mkcDRtCosWwenT5hwOVatanUhERIpDvnrsL168SFBQEN7e3nh4eODzv2l8fXx8cl3fXkRERC5ZsAD27AEvL+jb96zVcaQMcXc3Z8gHs9deRETKh3xPnrdgwQK8vb3JzMxk6dKl7Ny5k9jY2EKMJiIiUja9/79T6h96CDw9M60NI2VOixawcyfs2AHdupkz5ouISNmW78J++PDh9vYjjzxib9tstoIlEhERKcO2bYOlS8HRER5/3DzPXqQwhYSAjw/Expoz5DdrZnUiEREpavkaip+ZmXnVnxtZ9u6zzz6jWbNmeHl54eXlRXh4OPPnz7ffn5yczKhRo6hcuTKenp4MGDCA06dPZ9tHVFQUvXv3xsPDgypVqvDss8+Snp6ebZsVK1bQsmVLXF1dqVu3LlOnTs3P0xYRESmwSZPMy4EDoWZNa7NI2WSzQfPmZlvD8UVEyod8FfbfffcdKSkpBT549erVefPNN9m8eTObNm2ic+fO3HnnnezatQuAp556it9//52ZM2fy559/cuLECfr3729/fEZGBr179yY1NZW1a9fy7bffMnXqVF5++WX7NocPH6Z379506tSJrVu3MmbMGB588EEWLlxY4PwiIiI34uRJ+P57sz12rLVZpGzLKuwjI+HcOSuTiIhIcchXYX///fdz4cKFAh+8T58+9OrVi3r16lG/fn1ef/11PD09Wb9+PRcuXODrr7/m/fffp3PnzoSFhTFlyhTWrl3L+vXrAVi0aBG7d+9m2rRpNG/enJ49e/Lqq68yefJkUlNTAfj8888JCQnhvffeIzQ0lNGjRzNw4EAmZXWZiIiIFJPJkyEtDdq1g9atrU4jZZm3N9SpY7bVay8iUvblq7A3imBh1IyMDGbMmEFCQgLh4eFs3ryZtLQ0unTpYt+mYcOGBAcHs27dOgDWrVtH06ZNCQgIsG/TvXt34uLi7L3+69aty7aPrG2y9pGblJQU4uLisv2IiIgURGIifPaZ2VZvvRSHrDXtt20zl1gUEZGyK9+T5/300094eXnlet+wYcPyvJ8dO3YQHh5OcnIynp6ezJkzh0aNGrF161ZcXFzsS+llCQgI4NSpUwCcOnUqW1GfdX/WfdfaJi4ujqSkJNzd3XNkmjhxIuPHj8/zcxAREbmeqVPNIdEhIXDnnVankfKgQQNz+buLF+HgQahXz+pEIiJSVPJd2L/99ts4OjrmuN1ms91QYd+gQQO2bt3KhQsXmDVrFsOHD+fPP//Mb6xC8cILLzD2su6UuLg4atSoYWEiEREpzTIyLi1x99RT5oz4IkXNycmcEf+vv8zh+CrsRUTKrnwX9ps2baJKlSoFDuDi4kLdunUBCAsLY+PGjXz44YfcfffdpKamEhsbm63X/vTp0wQGBgIQGBjIhg0bsu0va9b8y7e5cib906dP4+XllWtvPYCrqyuurq4Ffm4iIiIAv/xi9phWqgQPPGB1GilPWrY0C/u9eyEhASpUsDqRiIgUhXydY1+UMjMzSUlJISwsDGdnZ5YuXWq/b+/evURFRREeHg5AeHg4O3bsIDo62r7N4sWL8fLyolGjRvZtLt9H1jZZ+xARESlKhgHvvGO2H3tMhZUUrypVoFo18xz7bdusTiMiIkUlXz32NWvWzHUY/o164YUX6NmzJ8HBwVy8eJHvv/+eFStWsHDhQry9vRk5ciRjx47F19cXLy8vHn/8ccLDw2nbti0A3bp1o1GjRtx33328/fbbnDp1in//+9+MGjXK3uP+6KOP8sknn/Dcc8/xwAMPsGzZMn766Sfmzp1b4PwiIiLXs2aN2WPq6gqPP251GimPWrSA48fN4fjh4eY69yIiUrbkq7A/fPhwoRw8OjqaYcOGcfLkSby9vWnWrBkLFy6ka9euAEyaNAkHBwcGDBhASkoK3bt359NPP7U/3tHRkT/++IN//vOfhIeHU6FCBYYPH86ECRPs24SEhDB37lyeeuopPvzwQ6pXr85XX31F9+7dC+U5iIiIXEtWb/2wYXDFXK4ixaJJE1iwAGJi4Ngx0LRBIiJlT74K+yeeeIK6devyxBNPZLv9k08+4cCBA3zwwQd52s/XX399zfvd3NyYPHkykydPvuo2NWvWZN68edfcT8eOHdmiRVxFRKSY7dkDv/1mtrXEnVjF1RUaNzaH4m/ZosJeRKQsytc59j///DPt2rXLcfstt9zCrFmzChxKRESkLMiaCb9vX2jY0NosUr5lrWm/axekplqbRURECl++CvuzZ8/i7e2d43YvLy9iYmIKHEpERKS0O30avvvObD/7rLVZRIKDwdfXLOp37bI6jYiIFLZ8FfZ169ZlwYIFOW6fP38+tWvXLnAoERGR0u7jjyElBdq0gVwGuYkUK5vtUq+9zk4UESl78nWO/dixYxk9ejRnzpyhc+fOACxdupT33nsvz+fXi4iIlFUJCZA11+uzz2oWcikZbroJli2Do0fhzBnw97c6kYiIFJZ8FfYPPPAAKSkpvP7667z66qsA1KpVi88++4xhw4YVakAREZHS5ptv4Px5qFMH7rrL6jQipooVoV492LcPtm6F/y1CJCIiZUC+huID/POf/+TYsWOcPn2auLg4Dh06pKJeRETKvfR0mDTJbI8dC46O1uYRuVzWcPxt2yAjw9osIiJSePJd2Kenp7NkyRJmz56NYRgAnDhxgvj4+EILJyIiUtrMng2HD4OfH4wYYXUakezq1YMKFczTRfbvtzqNiIgUlnwNxT9y5Ag9evQgKiqKlJQUunbtSsWKFXnrrbdISUnh888/L+ycIiIiJZ5hwDvvmO1Ro8DDw9o8IldydDTPtV+71pxET8swioiUDfkq7J988kluvvlmtm3bRuXKle239+vXj4ceeqjQwomIiFghKioqX8u3bt7syaZN9XF1zeTWW3fy99/p131MREREfiKK5FuLFmZhv38/XLxonnsvIiKlW74K+1WrVrF27VpcXFyy3V6rVi2OHz9eKMFERESsEBUVRcOGoSQlJebj0b8D9UlJ+Q9dujx2Q4+Mj7+Yj+OJ3Dg/P3Nd+6gocxK9W2+1OpGIiBRUvgr7zMxMMnKZceXYsWNU1Ne+IiJSisXExJCUlEi/ftPw9w/N8+POn3dj5sxGgMHdd3fA23tznh63f/88li9/ieTk5HwmFrlxzZtfKuzbt9eSjCIipV2+Cvtu3brxwQcf8MUXXwBgs9mIj4/nlVdeoVevXoUaUERExAr+/qEEBbXM8/YbNpiXDRvaaNiwcZ4fFxOjofhS/Bo3hgUL4Nw5OHIEatWyOpGIiBREvmbFf++991izZg2NGjUiOTmZe++91z4M/6233irsjCIiIiVaXBxs3262b7nF2iwieeHiYhb3YE6iJyIipVu+euyrV6/Otm3bmDFjBtu3byc+Pp6RI0cyZMgQ3N3dCzujiIhIibZuHWRmQs2aUKOG1WlE8qZlS7Oo370bevYENzerE4mISH7lq7AHcHJyYujQoYWZRUREpNRJSoLN/zudvn17a7OI3Ihq1cDfH86cgZ074eabrU4kIiL5la/C/rfffrvm/X379s1XGBERkdJmwwZIS4OAAKhTx+o0Inlns5lL3y1aZPbcq7AXESm98lXY33XXXdmu22w2DMOwt3ObMV9ERKSsSU2Fv/4y25pZXEqjZs1gyRI4cQJOnza/oBIRkdInX5PnZWZmZvvx8PDgwIEDV10GT0REpCzassUcil+pEjRqZHUakRtXoQI0aGC2NYmeiEjpla/C/ko2dVGIiEg5k5FhTpoH5kz4DoXyP6pI8WvRwrzcvh3S063NIiIi+ZPvyfOyREZGkpCQQMWKFQsjj4iISKmwcydcuGD2eDZvbnUaKQkiIiJK5XHq1AEvL3PZxr17Ly2DJyIipUe+Cvv+/fsDkJSUxPr167n99tvx9/cv1GAiIiIllWHAmjVmu21bcCrw1+RSmsXHnwRsxb5aUHz8xULZj4MD3HQTrFplDsdXYS8iUvrk608Rb29vAAIDA+nTpw8PPPBAoYYSEREpyfbtM5cIc3XVTOICycmxgEGnTp9Qr154kR9v//55LF/+EsnJyYW2zxYtzML+4EGIjQUfn0LbtYiIFIN8FfZTpkwp7BwiIiKlgmHA6tVm++abwc3N2jxSclSqVJegoJZFfpyYmMIf8l+pEtSqBZGRsHUrdOxY6IcQEZEilK/CPi4u7pr3e3l55SuMiIhISRcVBceOgaOjOQxfpKxo0eJSYX/bbVq+UUSkNMlXYe/j45PrTPiGYWgdexERKdOyeuubNwdPT0ujiBSq0FCYN8+cFPLQIXNSPRERKR3yVdjXrl2b6Ohonn/+edq1a1fYmUREREqkU6fgwAGzJ/OWW6xOI1K4nJ2haVPYtMmcRE+FvYhI6ZGvwj4iIoKPP/6Y119/nS1btvD2228TEhJS2NlERERKlKyZ8Bs3Bl9fa7OIFIWWLc3Cfs8eSEwEDw+rE4mISF445OdBzs7OjB07lv3791OtWjWaNWvG008/TWxsbCHHExERKRnOnYNdu8y2BqtJWRUUBIGBkJEBO3ZYnUZERPIqX4V9Fl9fXz744AO2bNlCZGQkdevW5YMPPiikaCIiIiXH2rXmjPh165qFj0hZ1aKFeblli/meFxGRki9fQ/FbtGiRY/I8wzBISUnh6aefZsyYMYWRTUREpESIjzdnCgdo397SKCJFrmlTWLQITp+Gkyc1O76ISGmQr8L+rrvuKuQYIiIiJdfatebQ5OrVITjY6jQiRcvd3Zwhf+dOs9e+ZUurE4mIyPXkq7B/5ZVXCjuHiIhIiZSYaE4mBtChg3ovpXxo0cIs7HfsgGbN9KYXESnp8lXYx8XFXfN+Ly+vfIUREREpadavh7Q0c1KxunWtTiNSPEJCwMcHYmPh8OFKVscREZHryFdh7+Pjk+McezDPs7fZbGRkZBQ4mIiIiNWSk2HDBrN9663qrZfyw2aD5s1hxQrYs6ey1XFEROQ68lXYA8yaNQtfLeIrIiJl2F9/QUoKVKkCDRtanUakeGUV9idPVgRqW5xGRESuJd+Ffbt27ahSpUphZhERESkxUlMdWL/ebKu3Xsojb2+oUwcOHgR4wOo4IiJyDflex3737t1EREQQFRVFampqYWYSERGx3O7d/iQnQ+XK0KiR1WlErJG1pj2MID3dyiQiInIt+S7sb7/9dho3bkxISAgVKlSgadOmTJo0qTCziYiIWMSD7dvNUWm33goO+f7fUqR0a9AAXF3TgWqsW6fJkUVESqp8DcU/fPgwhmGQlpZGXFwcJ06cYMOGDbz00kukp6fz7LPPFnZOERGRYvQwycnOVKoETZtanUXEOk5OUK/eWXbuDODXX/148kmrE4mISG7yVdjXrFkz2/WwsDD69OlD/fr1mTBhggp7EREptVJSbID5/1j79uqtF2nY0CzsV6705vRpCAiwOpGIiFypUP9cGTx4MD/++GNh7lJERKRY/fprZaAqFSqkctNNVqcRsZ6vbzLwFxkZNqZNszqNiIjkJt+z4gNs3ryZiIgIABo1akTLli1p2bJloQQTEREpbqmpMHVqIADNm5/C0THY4kQiJcXXQBu+/hrGjtUqESIiJU2+Cvvo6GgGDx7MihUr8PHxASA2NpZOnToxY8YM/P39CzOjiIhIsfjuOzh92gU4QYMGZwEV9iKmGbi5fUZEhCPr10N4uNV5RETkcvkaiv/4449z8eJFdu3axblz5zh37hw7d+4kLi6OJ554orAzioiIFLn0dJg4MevaOzg5GVbGESlhLtKlSywAX39tbRIREckpX4X9ggUL+PTTTwkNDbXf1qhRIyZPnsz8+fMLLZyIiEhx+eEHOHQIfHzSgC+sjiNS4tx551kAfvwR4uMtDiMiItnkq7DPzMzE2dk5x+3Ozs5kZmYWOJSIiEhxysiA118320OHRgOJluYRKYlatIinXj2zqP/pJ6vTiIjI5fJV2Hfu3Jknn3ySEydO2G87fvw4Tz31FLfffnuhhRMRESkOP/8Me/dCpUrwj3+csTqOSIlks8EDD5htDccXESlZ8lXYf/LJJ8TFxVGrVi3q1KlDnTp1CAkJIS4ujo8//riwM4qIiBSZjAyYMMFsP/kkeHpq5JnI1QwfDo6OsHYt/G9hJBERKQFuqLC/ePEiADVq1ODvv/9m7ty5jBkzhjFjxjBv3jz+/vtvTp48WSRBRUREisJPP8GuXeDjYxb2InJ1QUHQq5fZ/uYba7OIiMglN1TYd+vWjfj/zZZis9no2rUrjz/+OI8//jgdO3bkpZdeol27dkUSVEREpLClp8O4cWb76afN4l5Erm3kSPPyu+8gLc3aLCIiYrrhHvsuXboQFxeX7fadO3fSqlUrvvnmG3755ZfCzCciIlJkpk+HffugcmX11ovkVa9eEBAA0dHwxx9WpxEREbjBwn758uUkJCTQtWtX4uLiMAyDt956i5tvvpnQ0FB27txJr6zxWSIiIiVYWtqlc+ufew4qVrQ2j0hp4exsnmsPmkRPRKSkuKHC3t/fn2XLlpGcnEznzp1p37497733HtOmTeP777+nUqVKRZVTRESkUE2daq5bX6UKjBpldRqR0iVrdvz58+GyRZJERMQiNzwrvr+/P0uXLiU9PZ3NmzezcuVKBg4cWBTZREREikRKCrz6qtl+4QWoUMHaPCKlTYMG0L49ZGbCt99anUZERPK13J2fnx/Lli2jUaNG3HvvvZw/f76wc4mIiBSZL7+Eo0ehalV49FGr04iUTlmT6H3zDRiGtVlERMo7pxvZuH///tmue3l5sXLlSlq3bk3Tpk3tt8+ePbtw0omIiBSyxER44w2z/eKL4OZmbR6R0mrgQHj8cThwAFauhNtuszqRiEj5dUOFvbe3d47rISEhhRpIRESkKH34IZw8CbVqXepxFJEb5+kJgwfDV1+Zk+ipsBcRsc4NFfZTpkwpqhwiIiJF7uxZePNNs/3aa+Dqam0ekdJu5EizsJ81Cz7+GK7oAxIRkWJyQ4W9iIhIafb66xAXBzfdBPfcY3UakdIlIiIix23OzlC7diiHDrnz5ptR/OMfMYVyLD8/P4KDgwtlXyIi5YEKexERKRciI2HyZLP91lvgkK/pY0XKn/j4k4CNoUOHXmWLJ4EPePPNWN58M6xQjunu7sGePREq7kVE8kiFvYiIlAsvvwypqdC5M3TrZnUakdIjOTkWMOjU6RPq1QvPcX9KiiPTp2eQnt6MPn32EhQUX6DjnTkTwZw5Q4mJiVFhLyKSRyrsRUSkzNu2DaZNM9tvvgk2m7V5REqjSpXqEhTUMtf7mjWDv/+Ggwfr0zL3TUREpAhpIKKIiJR5L7xgrrM9aBC0amV1GpGyp3Vr8zIiwpzHQkREipcKexERKdOWLoX588HJyZw8T0QKX0AA1KxpfoG2ebPVaUREyh8V9iIiUmalp8OYMWb7n/+EunUtjSNSpmWNhtm82fzdExGR4qPCXkREyqwvv4SdO8HXF8aNszqNSNnWsCFUrAgJCeaQfBERKT4q7EVEpEw6fx5eeslsjx9vFvciUnQcHSHsf6vdbdhgbRYRkfJGhb2IiJRJEybA2bPQqBE8+qjVaUTKh7AwcHCAY8fgxAmr04iIlB8q7EVEpMzZswc++cRsT5pkTpwnIkXP0xMaNzbbGzdam0VEpDxRYS8iImXO00+bk3f16QPdulmdRqR8yVr6bscOuHjR2iwiIuWFCnsRESlT5s+HefPA2Rnee8/qNCLlT/XqUKMGZGTAX39ZnUZEpHxQYS8iImVGUhI8/rjZfuIJqFfP2jwi5VW7dublpk2QkmJtFhGR8kCFvYiIlBkTJ8LBg1CtGrzyitVpRMqv+vXBz88s6jdvtjqNiEjZZ2lhP3HiRFq1akXFihWpUqUKd911F3v37s22TXJyMqNGjaJy5cp4enoyYMAATp8+nW2bqKgoevfujYeHB1WqVOHZZ58lPT092zYrVqygZcuWuLq6UrduXaZOnVrUT09ERIrRvn3w1ltm+8MPzfW0RcQaNhuEh5vtv/4yh+WLiEjRsbSw//PPPxk1ahTr169n8eLFpKWl0a1bNxISEuzbPPXUU/z+++/MnDmTP//8kxMnTtC/f3/7/RkZGfTu3ZvU1FTWrl3Lt99+y9SpU3n55Zft2xw+fJjevXvTqVMntm7dypgxY3jwwQdZuHBhsT5fEREpGoYBjz0GqanQsydc9t+EiFikWTNzlvy4ONi50+o0IiJlm6ULAC1YsCDb9alTp1KlShU2b95Mhw4duHDhAl9//TXff/89nTt3BmDKlCmEhoayfv162rZty6JFi9i9ezdLliwhICCA5s2b8+qrr/J///d/jBs3DhcXFz7//HNCQkJ473+zKIWGhrJ69WomTZpE9+7dc+RKSUkh5bITwuLi4orwVRARkYKaMQOWLgU3N3OZO5vN6kQi4uQEbdqYv5tr15qFvn43RUSKRok6x/7ChQsA+Pr6ArB582bS0tLo0qWLfZuGDRsSHBzMunXrAFi3bh1NmzYlICDAvk337t2Ji4tj165d9m0u30fWNln7uNLEiRPx9va2/9SoUaPwnqSIiBSq2Fh46imz/eKLULu2pXFE5DI33wwuLhAdDQcOWJ1GRKTsKjGFfWZmJmPGjKFdu3Y0adIEgFOnTuHi4oKPj0+2bQMCAjh16pR9m8uL+qz7s+671jZxcXEkJSXlyPLCCy9w4cIF+8/Ro0cL5TmKiEjhe/FFOH0aGjSAZ5+1Oo2IXM7NDcLCzPbatdZmEREpyywdin+5UaNGsXPnTlavXm11FFxdXXF1dbU6hoiIXMeqVfDpp2b7009BH90iJU/btuYEepGRcOQI1KxpdSIRkbKnRPTYjx49mj/++IPly5dTvXp1++2BgYGkpqYSGxubbfvTp08TGBho3+bKWfKzrl9vGy8vL9zd3Qv76YiISDFISoKRI832yJHwv6lYRKSE8fKCFi3M9ooVlkYRESmzLC3sDcNg9OjRzJkzh2XLlhESEpLt/rCwMJydnVm6dKn9tr179xIVFUX4/9ZQCQ8PZ8eOHURHR9u3Wbx4MV5eXjRq1Mi+zeX7yNomax8iIlL6jB8P+/dD1arw7rtWpxGRa7n1VnB0NHvtDx+2Oo2ISNljaWE/atQopk2bxvfff0/FihU5deoUp06dsp/37u3tzciRIxk7dizLly9n8+bN3H///YSHh9O2bVsAunXrRqNGjbjvvvvYtm0bCxcu5N///jejRo2yD6d/9NFHOXToEM899xx79uzh008/5aeffuKprNmWRESkVNm8+VIx/9lncMVULCJSwnh7XzrXfvlyc4lKEREpPJYW9p999hkXLlygY8eOBAUF2X9+/PFH+zaTJk3ijjvuYMCAAXTo0IHAwEBmz55tv9/R0ZE//vgDR0dHwsPDGTp0KMOGDWPChAn2bUJCQpg7dy6LFy/mpptu4r333uOrr77Kdak7EREp2VJT4YEHICMDBg+Gvn2tTiQiedG+vbkE3tGjcPCg1WlERMoWSyfPM/Lwda2bmxuTJ09m8uTJV92mZs2azJs375r76dixI1u2bLnhjCIiUrK89RZs3w6VK8NHH1mdRkTyqmJFc/m79evNXvs6dbSuvYhIYSkRk+eJiIjkxbZt8OqrZvujj8Df39o8InJj2rcHZ2c4cQL27bM6jYhI2aHCXkRESoWUFBg2DNLS4M474Z57rE4kIjeqQgVo3dpsr1ihc+1FRAqLCnsRESkVxo0zh+D7+cEXX2gIr0hpdcst4OICp07Bzp1WpxERKRtU2IuISIm3di28/bbZ/uILqFLF2jwikn8eHtCundlessQchSMiIgWjwl5EREq0hAQYPhwyM+G++6BfP6sTiUhBhYeby1TGxcGaNVanEREp/VTYi4hIifZ//wcHDkD16poFX6SscHaGrl3N9po1cOGCtXlEREo7FfYiIlJiLVwIWaudfvON2cMnImVDaCjUqgXp6bB4sdVpRERKNxX2IiJSIp05AyNGmO1Roy717olI2WCzQffu5uWuXXDkiNWJRERKLxX2IiJS4hgGPPigOWt2o0bwzjtWJxKRohAYCC1bmu0FC8y5NERE5MapsBcRkRLniy/gt9/MJbG+/x7c3a1OJCJFpVMncHU1v8j7+2+r04iIlE4q7EVEpETZsweeespsT5wIN91kbR4RKVoVKpjFPZjL38XHO1sbSESkFFJhLyIiJUZqKtx7LyQlQZcuMGaM1YlEpDi0amWufJGSAqtXB1sdR0Sk1FFhLyIiJcaLL8KWLeDrC99+Cw76X0qkXHBwgL59wdERoqK8gXutjiQiUqroTyYRESkR5s+Hd981219/DVWrWptHRIqXvz906JB17SPOnnWyMo6ISKmiT0wREbkhUVFRxMTEFOo+z5xx5t57GwLO3H13NMHBx7JNouXn50dwsIbnipR17drB9u2JnD1bmbffdtAylyIieaTCXkRE8iwqKoqGDUNJSkosxL06AIuBpsAWfvwxnB9/TMm2hbu7B3v2RKi4FynjHB3httuOMHt2PZYsqcTs2dC/v9WpRERKPhX2IiKSZzExMSQlJdKv3zT8/UMLZZ+bNweyeXNVnJwy6N/fBR+ftdnuP3MmgjlzhhITE6PCXqQc8PNLAt4G/sUjj0Dbtjo1R0TkelTYi4jIDfP3DyUoqGWB93PkyKV1q++4w5HQ0MYF3qeIlAXjadBgDHv3enDffbBokdmbLyIiudPkeSIiYon4eJg1CwzDXKte69WLyCWpvPHGYTw8YNkyePttq/OIiJRsKuxFRKTYZWbCzz+bxb2fH/TqZXUiESlpatVK4ZNPzPZLL8H69dbmEREpyVTYi4hIsVu+HCIjwdkZBg0CFxerE4lISTRiBNxzD2RkmJexsVYnEhEpmVTYi4hIsdq7F1avNtt9+5prV4uI5MZmg88/h9q1zS8DH3nEPH1HRESyU2EvIiLF5vx5+OUXs926NTRpYmkcESkFvLxgxgxwcoKffoIPP7Q6kYhIyaPCXkREikVamvlHeXIyVK8O3bpZnUhESotWreD99832M8/An39am0dEpKTRcnciIlLkDAN+/RVOnQIPDxg4UEtXici1RUREZLt+yy3Qq1dN5s2rTP/+aUybtoeAgLRCOZafnx/BwcGFsi8RESuosBcRkSK3ejXs2gUODuZked7eVicSkZIqPv4kYGPo0KG53OsOrOHcuRb06pUIdABSC3xMd3cP9uyJUHEvIqWWCnsRESlSe/aY61CDuaxdzZrW5hGRki05ORYw6NTpE+rVC89xf1ycM3PmpJOS0oaGDY/ToUNUgY535kwEc+YMJSYmRoW9iJRaKuxFRKTIREfDnDlmu1UrCAuzNo+IlB6VKtUlKKhljtuDgszTeaZPhz17/Khd249WrSwIKCJSgmjyPBERKRIJCfDDD5CaCiEh0L271YlEpKyoWxduv91sz58Phw5Zm0dExGoq7EVEpNClpsL330NsLFSqpMnyRKTwtWsHzZqZk3POnAlnz1qdSETEOirsRUSkUGVkmH9knzhhzoA/ZIh5KSJSmGw26NPHXD4zOdkcIZSUZHUqERFrqLAXEZFCYxjw++9w4AA4O8M990DlylanEpGyyskJ7r4bvLzMHvtZsyAz0+pUIiLFT4W9iIgUmqVLYds2sydt4ECzJ01EpCh5eppfIjo7m+faL1hgdSIRkeKnwl5ERArFmjXmD5jDY+vXtzaPiJQfgYHQr5/Z3rgRNm2yNo+ISHFTYS8iIgW2ejUsWWK2O3eGFi2szSMi5U9oKHTqZLbnzYPDh63NIyJSnFTYi4hIgaxcaQ7BB+jYEW691dI4IlKO3XorNG1qzvfx00+aKV9Eyg8V9iIikm9//gnLl5vtTp3gttuszSMi5VvWTPnVql2aKT852epUIiJFT4W9iIjcMMMwe+lXrDCvd+4MHTpYGklEBDAn0dNM+SJS3qiwFxGRG+TC8uW1WL3avHb77Rp+LyIlS8WKMHiwuRzewYOwcKHViUREipYKexERybPYWEdgCQcO+OLgAH37Qvv2VqcSEckpKOjSTPkbNsDmzdbmEREpSk5WBxARkdLhwAG4//4GgBvOzhkMHuxI7drFd/yIiIgydRwRKXqNGpmTeq5YYc6U7+sLISFWpxIRKXwq7EVE5Lp+/RVGjIDYWDcgkjvvTKR27UbFcuz4+JOAjaFDhxbL8S4d92KxHk9EikaHDhATAzt3wsyZ8OCDZoEvIlKWqLAXESnloqKiiImJKZJ9p6XZ+PjjqkyfHgBAnToxHDzYFl/feUVyvNwkJ8cCBp06fUK9euFFfrz9++exfPlLJGsqbZEywWYzTxs6dw5OnDBnyh85EtzcrE4mIlJ4VNiLiJRiUVFRNGwYSlJSYhHsPRj4EQj43/X3OHjwBSDNkt7sSpXqEhTUssiPExOjofgiZY2zszmZ3pdfmr33M2fCkCHgoNmmRKSMUGEvIlKKxcTEkJSUSL9+0/D3Dy2UfRoGHDhQiTVrapCa6oSLSzodOx6hVq1O7N//snqzRaRUqlgR7rkHpkyBQ4dg/nzo1cvqVCIihUOFvYhIGeDvH1oovdnx8TB3LuzZY16vVg0GDnTCx6cOoN5sESndgoKgf3/48UfYtAn8/CA42OpUIiIFp8JeREQwDNi1y5w1OinJHJ56223Qrh04OlqdTkSk8DRsCF26wJIl5vr23bt7WR1JRKTAVNiLiJRzcXFmQb93r3k9IADuugsCAy2NJSJSZG65Bc6ehS1bYOnSEKCJ1ZFERApEhb2ISDllGOZQ1CVLIDXV7KVv395cGkq99CJSltls0Ls3nD8PkZGOwB+cPXvB6lgiIvmmuUBFRMqh6Gj45huzpz411TyX/uGHoVMnFfUiUj44OsKgQeDtnQzUZOzYOiQlWZ1KRCR/VNiLiJQj6emwfDn85z9w7Bi4uEDPnvDAA+YQfBGR8sTdHXr0OAicY+fOCtx/vzmaSUSktNFQfBGRcuLIEfj9d/O8UoD69c2lnry9rc0lImIlb+8UoD9OTsv48UcHGjSA8eOtTiUicmPUYy8iUsalpMAff8DUqWZR7+kJ//gHDB6sol5ExPQnL74YBcCECfDf/1ocR0TkBqnHXkSkDDt0CH77DS78b06oli3NZZ7c3a3NJdY7f34/J0/6F8NxDhf5MUQKQ9++50hKqsXbb5unJwUFmZ+XIiKlgQp7EZEyKCUFFi+GzZvN6z4+cOedUKuWlamkJEhMjMEGLF/+OMuXF88xbUBiYnTxHEykACZOhKgomDED+veHlSuheXOrU4mIXJ8KexGRMiYqCubMgdhY83qrVmavk4uLpbGkhEhJuYgBjA66haZBRb92946Tf/PJyU2kpGgpMSn5HBzM05ZOnzYnGu3ZE9avh5o1rU4mInJtKuxFRMqIjAz4809Yvdqc1dnHB/r2hZAQq5NJSVTN1Zv6FYOK/DjnzlUs8mOIFCZXV5g9Gzp0gB07oEcPWLMGfH2tTiYicnUq7EVEyoC4OBfmzoXjx83rN91k9jS5ulqbSyTLxYtHOXny72I5ls7rl4Ly8YF58yA8HPbsgTvuME9vqlDB6mQiIrlTYS8iUurdzc8/h5KWZhbyd9wBTYp+hLVInsSmJ2MDNm16m02b3rbf7gZUARyBNCD9f5cXgdRCOK7O65eCql4dFiyAW2+FdeugXz9zyVB9YSoiJZEKexGRUiolBd56qzowg7Q0CA42//D08bE6mYjJZmTinXyBEcAwt8o0dHTCPT0J97QkXDLTrvq4JCc3EpwrkOjsQbyLJ+fdKnHO3Zdz7r6kOLld97g6r18KS+PGZs99ly5mj/2998KPP4KT/oIWkRJGH0siIqXQkSMwaBBs2FAFgBYtTnLHHUE4OFgcTMo9l5SL+J3di1/MHrwvHOG2zHTzjuSzObbNtDli2BywGZnmDwYA7unJuKcnQ1LOx6S4eHKxYjXivKoRV7E6FytWJcMpexeqzuuXwtS2Lfz6K/TqZZ57/9BD8PXX6PNWREoUFfYiIqXMggUwZAicOwdeXunExd1Jq1av4uBQ9BOhieTGKS2JwNNb8Y/ejffFY9nuS7I5ss7IwLVCVSoFtyXZ1Zs05wqkuniS4egCNtuljQ0Dp/QkXFMu4poSh2vqRdySzlMhMZoKCdG4J8fimhqP69m9+J3daz4EG/GeAcT61CLWJ4RY72D77orrvH6d0182REREXPW+SpXgjTe8+b//q83UqTaSk6N55plj2d6+N8rPz4/g4ODrbygikgcq7EVESomMDJgwAV591Zz1PiwMxo3bQ58+84BXrY4n5Y1hUPHiCaqe2ESVMztxzOqZBy5UrE6MXwPOVq7PtGMb+PjUZsZ51eK2Kk2vvU+bjXRnD9KdPUjwDMhxt2NGKhXiT+N18TheccfwijuGW8oFKsafomL8KWocW4+BjVrOHjgCyza9zfeb3ia+kJ96rtHROf2lVXz8ScDG0KFD87D1fcB3zJhRhRkz/gs8k+/jurt7sGdPhIp7ESkUKuxFREqBM2fMXvrFi83rjz4KkybB7t2FMc2YyA0wDPxi9hB8dDVeF0/Yb77oGcjJwBbE+IWS6nppKLxRkC7NK2Q4uhDnXYM47xr221xSLuJzIRKfWPPHI+kcNdISeBZ4FsjERnSFKhzzqs5Rrxqc8fCnQN2sudA5/aVbcnIsYNCp0yfUqxd+3e13745i9epg4GmaNh1K27bHb/gtdeZMBHPmDCUmJkaFvYgUChX2IiIl3Lp15vn0x46Bhwd8/jncd5/VqaTcMTLxPxNBzaiVeCaYPdOZNkeiqzTmRNDNxHlVL/SCOS9SXSsSXaUp0f8bDeCaEsf+iF9Iv3CYfo6uVMpIITDhNIEJp7n55GZSnT04X6kOZ33rcr5SHdJcCr5+mc7pLxsqVapLUFDL624XFATe3jB3LuzYEYCnZwBdu1ry9hcRsVNhLyJSQhkGfPwxPP00pKdDgwYwa5aWspNiZhhUPruX2oeXUiExBoB0R1eOV2vNsWptCqUwLkwprl5s9KjMJxcOc7RKGN2DW1Hp/EF8zx2k0vmDuKQlEhC9g4DoHRjAxYpVOedbl7OVG3DRM0jVmeTJzTebn9Hz5plfvgIq7kXEUirsRUQKWVRUFDExMQXaR0KCA6++WpPFiysB0KXLeV5++QipqZn8fdlcYNea7EmkoCokRFP3wAIqxZqTw6U5uXGsWhuOV2tDurO7xenyJtnNh5NBYZwMCsOWmYFX3FEqnzuA77kDeCacxuviCbwunqDWkZUku3oR4xfKGb+GXPAOBpumPZera9XKvMwq7m02c1k8FfciYgUV9iIihSgqKoqGDUNJSkoswF4aAT8DlYA04GmWLPmYJUuu/oj4+IsFOJ5Idk5piYRErqDqiU3YMMi0OXK0ejhRwe3IyMM68iWV4eDIBZ9aXPCpxaHaXXBJuYjvuQNUPrcf33MHcEuJo/rxv6h+/C9SnSsQXaUxp6s042LFqqrWJFeXF/dr15ptFfciYgUV9iIihSgmJoakpET69ZuGv3/oDT9+3z5fVq+uQXq6IxUqpNKly2ECAkYAI3Ldfv/+eSxf/hLJyckFyi0CYMvMoOqJTdQ6sgLndPM9dcYvlIO1u5LsXsnidIUv1bUip4JacCqoBQ4ZaVQ6fwj/mAgqn92HS1oC1Y9voPrxDSS6+3K6SlNOBbYgxc3b6thSwrRqZQ7Lnz9fxb2IWEeFvYhIEfD3D83TJExZ0tLMHp+tW83rtWtD//4uVKjQ4JqPi4nRUHwpHJXOHaDuwYX28+jjKwRwoE53YiuFWJyseGQ6OnPWrwFn/Rpgy8yg0vmDBETvwC9mDx5J5wg58ie1jqzknG9dTgSFca5yPQwN1Zf/ad3avMwq7m02uP12FfciUnxU2IuIWOzMGZg507y02aBjR2jfHhxUM0gxcE88S52Di/A7tw+AVGcPDtfqxMmgluX2HHPDwZFzletzrnJ9HDNS8YuJIPDUVirFRlL53H4qn9tPiktFjldrxYmgm62OKyXE5cX9mjVmW8W9iBQXFfYiIhbats1cMiktDTw9YcAAqFXL6lRSHrhmplHn4CKqHf8LByOTTJsDx6u25kit20gvxefRF7YMRxdOB9zE6YCbcE88S9DJzQSe3oZr6kVqH15GzSOrcKtQhS+sDiolgop7EbGKpV/Fr1y5kj59+lC1alVsNhu//PJLtvsNw+Dll18mKCgId3d3unTpwv79+7Ntc+7cOYYMGYKXlxc+Pj6MHDmS+Pj4bNts376dW2+9FTc3N2rUqMHbb79d1E9NROSa0tLg11/hl1/Mdu3a8MgjKuql6DkYmTwIPHxsJTWOrcPByOSsbz023fxPDtbtrqL+GpI8KnOoTjfWtX2KiAZ3EV8hAMfMNG6+eJz9wL93TcHvjE6PKe9at4YePcz2mjWwbJl5Dr6ISFGytLBPSEjgpptuYvLkybne//bbb/PRRx/x+eef89dff1GhQgW6d++ebZKoIUOGsGvXLhYvXswff/zBypUrefjhh+33x8XF0a1bN2rWrMnmzZt55513GDduHF98oe/WRcQaZ87Al1+a59NnDb0fMsTssRcpSjWPrOSzTZ/xJVAhM5VE98psb3IvO5reS6KHn9XxSg3DwYnTgTexKewRtjW7j0NuvjgCnaP/ZtSnjek/ewh+MXusjikWatPmUnG/erWKexEpepYOxe/Zsyc9e/bM9T7DMPjggw/497//zZ133gnAd999R0BAAL/88guDBw8mIiKCBQsWsHHjRm6+2TzH7eOPP6ZXr168++67VK1alenTp5Oamso333yDi4sLjRs3ZuvWrbz//vvZvgAQESlqhmEW8/Pna+i9FC+f2Ei6Ln6WxrtnARALbKrUEOcmAzEcHC3NVqrZbJyvVJv5gTfxY+RyPvZrRvuY7TTb8T1Nds5gR9MhLOv0Khd8alqdVCzQpo35ub9woVncOzhAp05WpxKRsqrEzopz+PBhTp06RZcuXey3eXt706ZNG9atWwfAunXr8PHxsRf1AF26dMHBwYG//vrLvk2HDh1wcXGxb9O9e3f27t3L+fPncz12SkoKcXFx2X5ERAoiMdGcIO+33zT0XoqPS2o8nZf9m9GfNKTx7llk2hz4rWor6gGbvENU1BeircDLTR/i84f/Zk+DvjgYmdy0/b88/kkDui5+DrfkWIsTihXatoXu3c32ypWXzrsXESlsJXbyvFOnTgEQEBCQ7faAgAD7fadOnaJKlSrZ7ndycsLX1zfbNiEhITn2kXVfpUo51+WdOHEi48ePL5wnIiLl3sGD5rn08fFmj03HjtCunWa9l+zOn9/PyZP+hbIvm5FJ6wML6PfXR1RKPAPAnqo381P4M/x+5E9iTmwslONITqeCWjBj8K9UPbGJroufIyRyOe3WvkOLLV+zssNLbGg1ikxHZ6tjSjFq2xbS02HpUliyBFxdoVo1q1OJSFlTYgt7K73wwguMHTvWfj0uLo4aNWpYmEhESqO0NPOPuA0bzOt+ftC/PwQFWZtLSpbExBhswPLlj7N8ecH31xr4EGj7v+uHgKeBX05sgp8H27dLT08q+MHkqk5UvZlvhy2l3v55dF3yHFXO7KbHwqdo+feXzOs1mchaHa2OKMWofXtISTGH5M+dC5065exYEhEpiBJb2AcGBgJw+vRpgi77K/j06dM0b97cvk10dHS2x6Wnp3Pu3Dn74wMDAzl9+nS2bbKuZ21zJVdXV1xdXQvleYhI+XTqVAVmzYJz58zrrVpB167grI46uUJKykUMYHTQLTQNapLv/XikJtD6xAbqnzNXj0l1cGZLYAt2VmlCTwcnsma0WRq1ip9iIsjISC14eLk2m4399XtzsG53mm+Zwu3L/kWVM7sZ8W0ntjcdwqKu7xBfUd/0lRedO5vF/caNsGJFLeBOqyOJSBlSYgv7kJAQAgMDWbp0qb2Qj4uL46+//uKf//wnAOHh4cTGxrJ582bCwsIAWLZsGZmZmbRp08a+zYsvvkhaWhrO//uLevHixTRo0CDXYfgiIgWRlGQD3ue33+oD4OUFffpA3brW5pKSr5qrN/XzUeQ5ZKRR/dg6akatxjEzDYCTAc05HNKZVNeK1Lli+x3OFQohrdyITAcn/g57iIhGA+i87N/cvOlzmu2YTv19v7O84wQ2th5FpkOJ/ZNMConNBj17QmoqbNtmA2awdesRWra0OpmIlAWWnuEZHx/P1q1b2bp1K2BOmLd161aioqKw2WyMGTOG1157jd9++40dO3YwbNgwqlatyl133QVAaGgoPXr04KGHHmLDhg2sWbOG0aNHM3jwYKpWrQrAvffei4uLCyNHjmTXrl38+OOPfPjhh9mG2ouIFIYlS+Cee0KBpwAbzZvDP/+pol6KiGHgf2Y3rTZ9Su3I5ThmpnHBqwabWzzI3oZ3kupa0eqEcoUkd1/m9v6ULx/awPGqrXBLiaPnwjE88p+WBEettjqeFAObDfr2hZo1YwE3xo6tw759VqcSkbLA0q+HN23aRKfL1v3IKraHDx/O1KlTee6550hISODhhx8mNjaW9u3bs2DBAtzc3OyPmT59OqNHj+b222/HwcGBAQMG8NFHH9nv9/b2ZtGiRYwaNYqwsDD8/Px4+eWXtdSdiBSa06fh6adh+nQAN+AoPXum0Lq1KnopGp7xp6h7YAE+F44AkOzqxaHaXYj2b2JWDlKinah6M189uJ6Wf3/F7UtfICB6Bw9MuZWtNw1ncde3SahQ5fo7kVLLwQFuv/0w33yTyoULbejZE9atgyr6ZxeRArC0sO/YsSOGYVz1fpvNxoQJE5gwYcJVt/H19eX777+/5nGaNWvGqlWr8p1TRCQ3mZnw5Zfw/PMQG2vWU4MGRfPjj02oUaMQZkETuYJzagIhkcsIOvk3NiDDwYmjNdoRVeMWMh1drvt4KTkMmwObwx4mIrQ/ty95gbAtX9F827c02Psbi7q9y5bm9+tLmjLMyckA+lCt2lEOHXKlb19Ytgw8PKxOJiKllRZbEhHJh+3bzVmOH33ULOpbtjRnv3/uuWNAnNXxpIyxZWZQ/eg62mz4mKr/K+pP+zdhQ6vRRNbqqKK+FEv08OP3vl/y1ch1nAxsjnvyee78bSTDv+tM5bMao122neGjjw7g6wt//QX33gsZGVZnEpHSSoW9iMgNSEiA554zC/l168DT8//bu/PwqMqz8ePf2bOvk50kJISwhh3CqiJaXCpWrYq7/qy2tm5Vqfq+xWpbd63WpVp9VWzdWwVUFFRk3wOyKWQjJCH7ZJ1kJpNZzu+PE7JAIAGSTJb7c13PdWbOOTPnHs1h5j7nee4HXnxR/VE2ZYq3oxMDjqIQVpnF1IzXSDn0DXq3A2tADD9MuIUDo6/A4RPs7QhFNzkyZDpv3raDb85/Fqfel6TDa7njtXGctf6v6GQGgwFr6FAHy5erc9svXw6LF3s7IiFEfyWJvRBCdIGiwLJlMHo0PPuselfliivg4EG45x7QS0Fr0c187VWk7f+Qcfs/xM9eSZPBn4OpC9g56TZqgxO8HZ7oAR6tns0zH+DV3/5IzrD56N0Ozl2zmF//cyLxhZu9HZ7oIbNnw9tvq4+ffBI++cS78Qgh+idJ7IUQohP79sF558Fll0FBASQmwpdfwn//C3Fx3o5ODDRat5OheWuYuuMfhFdl49FoKYifybZpd1EaM1HGXQ8CNaFJvHfd13x6+fs0+EUQWfETt749i4tX/BZTY623wxM94Npr4YEH1Me33AJ79ng3HiFE/yP3mIQQA15BQQEWi+WUX1ddreP112P57DMzHo8Go9HDDTeUccstZfj6eti16/jXHDhwoBsiFoOSohBuOcjwnJX4ONTkrSp0GNkpF2D3M3s5ONHrNBr2pV1LzrD5/OzbRUzc/Q5TM15j5MFlvD7mSj7zdnyi2z31lFq/5Ztv4NJLISMDzHLqCyG6SBJ7IcSAVlBQwMiRo7DbbafwKj3wW+BRILR53X9oavoDb711mLfe6vwd6uutpxqqGMSGAVeW72RYfgWgTl+XM+wCLOaRcod+kLP7hbP80rfZM+4GLvny14RXZbNo20ukAitsFd4OT3QjnQ4++gimToXcXLjqKli1CgwGb0cmhOgPJLEXQgxoFosFu93GZZe9R0TEqE73LygIYuvWIdTU+AAQHm5jxowjxMYOAz7t9PXZ2V+xZs1iGhsbzzR0MQgYnDZuOfQdVwEmewUejY7C+BnkJ8yRSveincNJc3ntjr3MWf84szY+yaWKm599dztrqGbH1N+iaHXeDlF0g9BQtYje9OmwZo06nerzz3s7KiFEfyCJvRBiUIiIGEVMzKQTbi8vh2+/hZwc9bmfH5x7Lkyc6IdWm9rl41gs0hVfdIGiMDJzOResvJeQ2nwADvmYqUhbiN0v3MvBib7Kpfdhzbl/YanRn6tWP8xMl52LVt7NuH3v8cUlb1IWNc7bIYpuMGYM/OtfcPnl8Le/wVlnqV3zhRDiZCSxF0IMarW1sHYt7N6tPtdqIT1d/SHl4+PNyMRAFVaZzYUr72Z4zkoAykzB/MZRS3rUFKZLUi+6oDA4ntnA31Kv4td5KxhStJ3b/zmJb8bfwIpJt+HUd+8/XtXVed36fqJzl10G992nJvY33QS7dkFysrejEkL0ZZLYCyEGJbsdNmyA7dvVqetAncru3HMhXHIr0QMMThtzNjzBzM3Ponc34dIZ2TxzEU9qtKxc/xfSZSy96CKbTS0G+vusT3gWeAm4QnFz4e4lDN+9hN8Aq7v5mBrAZivv5ncVJ/PUU7Bli9quvBI2bZILzkKIE5PEXggxqDidsG0bbNwIDoe6LjERzj9fpq4TPURRGHVwKfNX/Z6Q2gIAcobN56sLX6YqfDiO9X/1coCiv3E4rCjAnTEzSYsZSyWwquYwswo3keJs4DsgK2w4W4bMwNENd+/3lezilZIMHA6Zaq83GQzw8ccwcaJ6x/7+++HVV70dlRCir5LEXggxKHg88MMPajEia3PB+shIdX76lBQpPC56RnhlFhd+fTcpuasAqAlOYOX8Fzk48hfyRyfOWJwpmNTAGPVJYAw/xEwi6fD3xBVtJ7Uqm6S6I+QMm6+OvT+Dv7eqqsBuilicqvh4eO89uPBC+Mc/YM4cWLjQ21EJIfoiSeyFEAOa0wlwE598Mpq6OnVdcDDMnQtpaeqYeiG6m6GpQe12v+W5lm73m2b+gY1zHsZp8PN2eGKAcutN5KRcSFlkGiOyviCgoZxRmcuILttDVurPsfuGeTtEcYwDBzovuBoZCbfeGsNbb8Vw661ujMaDDB3qOOVjmc1mEhISTidMIUQ/IIm9EGJAamqCJUvgscfGAEuoqwNfX/Vux9SpoJd//URPaO52f8HKewmuKwQgO+VCvr7g71SFD/dycGKwsAYNYeek24k/soXE/HWE1uQxJeM18hPPpnDIDJkarw+ory8BNFx//fVdfIUO+BabbS5XXOEGZgP2Uzqmr68fBw8ekOReiAFKftoKIQaUxkZ46y14+mkoLAQwAWWkpzs599whGGVqcNFD1G73d5GS+w0ANcGJfH3B38kcsUC63Ytep2h1FCTMpiJiNKlZXxJak0dy3moiy/eRmXoJ1qAh3g5xUGtsrAEU5s59heHDZ3TpNTabnk8/dWK3j2PEiALOPrugy8erqDjA0qXXY7FYJLEXYoCSxF4IMSDYbPDGG/DMM1BSoq6LiYFrry3k+edHMH78RoxG+SEruq66OpuSkohO9zM1NXDxD28xb9/76D0unDojq8bfyMoJN+PU+0LpDyd9vdVa3F0hC3Ecu28Ye8bdQFTZXlJyVxHQUM6kH96iKG4aeUPPxa03eTvEQS00NIWYmEld3v/KK+Hf/4bMTDMjR5qZMKHnYhNC9C+S2Ash+rXSUnjtNbVVVKjr4uPhwQfh1lvhp58qeP75U+uuKAY3m82CBliz5i7WrDn5vtcAjwBHJ1RYAdzjbiJ31//Brv87peO6XPJ3KnqIRkNZ9HiqwoczLPcbosv2MKRoO2bLQbJTLqLSPMLbEYouSkqCc85RC8GuWAGxseoYfCGEkMReCNHrCgoKsFgsZ/QeBw/68sEHkaxaFYrLpVbAi4tzcPPNpVxySRUGg8JPP3WtMJEQbR07lVhHwmyVzDqyiZj6UgBqTUFsGTKDouBE/nCKx1tdsIFPLAdwu5vOLHAhOuE0+HFw5C8oixpHataX+DZWk/bjR1SYR5GdciFNJql+3x/MmQMFBZCbC598ArfdBibpeCHEoCeJvRCiVxUUFDBy5CjsdttpvFoLXAL8HmjbdXET8CJFRUt5/HE3jz9+/Cvr662nE64YxNpNJdZM77Qz9PAa4ooz0KDg1urJT5jDkfiZ+Gj1pJ7GcfYZ/LsnYCG6qDo0mR1T7iAxfx0JhZuJsBwgtPoQh5LnURwzRWpC9HEaDVx+Obz+OlRWwpdfqs/lf5sQg5sk9kKIXmWxWLDbbVx22XtERIzq0muamrRkZoazf38kVqt6W0KjUUhOriYtrZzISF/g4ebWXnb2V6xZs5jGxsZu/BRi0FE8xJT+QFLe9xid6kWp8ojR5Cb/DIdPsJeDE32F1VpIScmuXjjOmddl8OgM5CWfR3nkWEZkfUmQtYjU7K+IKttHZurPsflL/+6+zM9PHW+/ZAns3w+JiTBlirejEkJ4kyT2QgiviIgY1WnBoKoq2L4dfvhBnb4O1CnrJk+GqVM1BAWFASefl9lika744syEVh9iWO43BDSUAdDgF0F2yoXUhCZ5OTLRV9S4GtEAGRnPkJHxTK8dtzvqMjQERLNr4v8jrngHSXnfE1xXyJSd/6QgfhYFiWfh0cpPxb4qPh7mzYNvv4WVKyEuTi0aK4QYnORfayFEn6Io6tjBrVvh4MHW9WYzpKfD+PFgMHgvPjF4hDfVk7bvA8KrsgFw6n3ITzybotipMg+4aKfB7UQBbjePY3LC9B4/XrfXZdBoKYpLxxI+kuE5X2OuzGRowQYiK34kK/WS7jmG6BEzZqjfmZmZ8J//wO23g4+Pt6MSQniDJPZCiD5BUdREftMmKCpqXT9sGEyfri5l/KDoDUFNDbwM3Fq8ES0KHo2W4tipHE48C5fBz9vhiT4s1hBwXF2GntBTdRkcPsHsH3M1ZssBhud8jZ+9igl73kUTEEPv9UMQp0KjgUsvVad7ra6G5cvhqqvk+1KIwUgSeyGEV7lcsHcvbN6sFgEC0OnUO/PTp0NE59OIC9EtdC4H6dtf5oFtLxIAgIIlfAS5yedj9wv3cnRC9BKNBkvEaGpCk0k69B1xJTsZX1/CAeDNsgxciiJZYx/j66uOt3/77dYL5LNnezsqIURvk8ReCOEVTU1aNm1Su9zX16vrTCaYOlXtch8Q4N34xOChUTyM+fET5q3+H0Jr8gD4ATgQNY3YkRd6NzghvMSl9yE79eeURY0j/sePiXLa+ONP75L9QRkrLvqH1JjoY2Jj4cIL1Qr5q1erc9unns40HUKIfkvr7QCEEINLdbUeeIr330/ju+/UpD4wEH72M/j979VCQJLUi16hKAzPWsGv/zmJX356DaE1edQFxvL0yMuYAhT4yl16IeqCE3gndip/BJo0eobnrOS3r41l5ubn0Lqd3g5PtDF5cmtl/E8/hYoK78YjhOhdktgLIXpFTQ0sXgyXXDIGeBCnU0dEhDo28J571AJAJpO3oxSDRWL+ev7fO3O47sOfE122h0ZTEN+f82devjOLVTGT8Hg7QCH6EI9Gy+PAbdMe4nDi2RidNn727SJ+/cYkEvPXezs80cYFF6hT3zU1wUcfgf3MJ04QQvQT0hVfCNGjGhrgpZfg2WfVwj6gA3Ywf34Y6enDZKim6FUxxTuZ9/3/kpK7ClAr3W+fdhcbZz0o4+iF6MRP7iae/NnzzMz8nCu2/Z2o8v3csuRstqZcxKfT76HOz9wtx6muzuuW9xmMdDp1vP2bb6pTxn76KVx7rbejEkL0BknshRA9wuGAf/4TnngCytTpvxkzBm6+OZdFi6aRmLhTknrRa8yWg8xds5gxP/0XALdWz65Jt7H+rD9iDYz1cnRC9G01rkY0QEbGM2RkPMMbwH3A48DtwPScrxiV8xWPAK8C7m44pgaw2cq74Z0GH39/WLhQLaaXm6vOcT9hgrejEkL0NEnshRDdyuWCd9+FP/9ZnVsXIDlZfb5wIezZU+vdAMWgElH+I2dteJwxP36MVvGgoGHvuOtYe/ajVIcN83Z4QvQLDW4nCnC7eRyTE6a327a8oZxZhZuItFXwd+AR3zA2xs+mLCD6tI+3r2QXr5Rk4HDI98Xpio6GX/xCndt+xw6AKC9HJIToaZLYCyG6hccD//0v/PGPkJ2trouLg0cegVtuAYPBu/GJwSW6dDdnrf8row982rLu4IhL+X7uXyiPSvNiZEL0X7GGAFIDY9qvDIzhp6g0qkt+IDlvNeH2Ki7N+pzSqPHkJp+H03jq1VCrqgK7KeLBbfRodcz9ypWwY0cccIu3QxJC9CBJ7IUQZ0RRYNUq+J//gR9+UNeZzerzO+4AHx/vxicGl9iiHZy9/i+MyPqiZd1Po65g/Vl/pDR6gvcCE2Ig02gpiZ2MJWIUSXmriS3ZRXTZHsyWAxQkzOZI3HQ8Orm66w3p6WC1qnPbwxusX3+YSZO8HZUQoidIYi+EOG2bN8PDD8P65qLIgYHwwAPqtHWBcsNF9KL4gk2cvf4vLUXxFDTsH3s1G+b8L+WRY70cnRCDg9PgR1bqJZRET2R4ztcEWYtJzvue2OKdHEqap56LUlyl182bBxUVlWRlhfPQQ8lMmwYzZ3o7KiFEd5PEXghxyvbtg//9X/ii+aaoyQR33gkPPaTerReiN2gUD6mZXzBj698Y2jzllkejY++469kw+2EqzSO8HKEQg5M1aAi7Jv6KyPJ9JOetxsdRy+iDnzGkaBs5w35GXXCCt0McVDQaOOusfLKytuJwXMwFF8DXX8OsWd6OTAjRnSSxF0J02cGD8Ne/wgcfqF3wdTp1/Pwjj0B8vLejE4OFoamBCXveZfrWFwivygHArTWwe8LNbJz9ENWhyV6OUAiBRkN51Dgs5lEMObKVhMKNBFmLmLT7HSrMo8hNPo9G3zBvRzloaLUAVzFlSikZGYHMn69enJ8719uRCSG6iyT2QohO7doFTz6pzoerKOq6q66Cv/wFUlO9G5sYPELtlcxb/T9MyXgd38ZqAOw+IWRM/g3bp92JNSjOyxEKIY7l0RkoSJxDacxEhh5eQ0zJD0RYDhBemUlR3DQKEubgNPh5O8xBwsaLL+bw5z9P5Jtv4KKLYNkymD/f23EJIbqDJPZCiA4pCnz3HTz/vFoc76hf/AIWL0aK74heM7QmnyXAtStvwqC4AKgKHcaW6b9nz4SbaDqNqttCiN7VZAwgK/USiuLSGZb7DWHVucQf2UpMyS6K4tIpHDIDl8HX22EOeL6+CsuXw5VXwpdfwoIF6ow2l1zi7ciEEGdKEnshRDu1teo89P/4B2Rmqut0OrjmGnUM/Zgx3o1PDA56p50xP37ClJ3/JP7IFnWl4iI/YQ5bZtxHZuolKFqdd4MUQpyyBv9I9o67nrCqHJLyVhNYX0piwQbiirZTOGQGR4akezvEAc/HR+2Bd8018NlncNll8OKL8LvfSW1DIfozSeyFEHg8sHEj/Pvf8OGH0NCgrg8MhJtuUqvcJ8uwZdELosr2MvGHtxm/5118G2sAcGl0/Fdx88M5f8f37Lu9G6AQoltUhaVQFToMc+VBhh5eS0BDOUn5a4k/sgV9QBSR3g5wgDMa4eOP4bbbYMkSuOsu+PFHeOklMMjMhEL0S5LYCzGIHTgA770H778P+fmt60ePVqvcX3+9TFsnep5/Qzlpe99nwp53iS7b07K+OmQoOyfdzoc+Qbz91Z1cHjaCNC/GKYToZhoNFvMoLOEjiaz4kcT8dfjbLMyoLeAwsCrrEw6nXUxNaJK3Ix2Q9Hp4+231O//BB+H11yErC/7zHwiTuoZC9DuS2AsxiCgKZGTA0qVqO3iwdVtQEPzyl3DjjXDWWdIdT/QsX1slIw8uY/SB/zIs91u0ihsAl85IVuol7Jr0K3KH/QxFo6Vm3/tejlYI0aM0Gsojx1IeMQZzZSZh2V8R22TlF0Ub8LycQuaIBWxLv4fDiWfLl1M302hg0SIYMQKuuw6+/x7S09W7+VJLR4j+RRJ7IfqYgoICLBZLt71ffb2W7dsD2bw5mM2bgygrM7Zs0+s9zJhhZeFCJ7fcYsZX6haJHhRUd4Th2V8x6sCnJOV9j87jatl2JC6dPeNvZP/YhdhlCiwhBieNBot5JF/Wl/FN/lqeDh3J1OqDjDq4jFEHl1EaNZ7t0+5k/9iFUjSzmy1YAJs2qUX0cnJg+nR4/HG4//6jU+UJIfo6SeyF6EMKCgoYOXIUdrvtDN8pDbiwuc0C2g6Yqwe+Apbicn3Fhg11ZGT48fOfHyAhIeEMjysGi+rqbEpKIk66j9bjJKn8R8YWbCKtcCPxlVnttheGp7Iz6Tx2Jp9HeUiiurLmsNraHSuvGyMXQvR5Gg1rgAcn/I4rRp1L+raXGL/nX0SX7WHBF7cxf9Xv2T/2GnZN+hVFsVPlLn43GTdOnd72ttvUXn1/+AOsXKkW1B0yxNvRCSE6I4m9EH2IxWLBbrdx2WXvERExqsuvczh0FBUFUlgYRGFhEDabsd324OBGhgypIz6+jthYK3p9CrAIWERFxQGWLr0ei8Uiib3olM1mQQOsWXMXa9a036YDJgBzgXOBOUDbe2oeYBvwJfAfILsyCyqzIOMfnR5XA9hs5Wf+AYQQ/UpFxGi+/PnrrJ73BBN3vcXkXW8SXpXN5F1vMnnXm5RFprF33PXsG3sNdcHx3g633wsPVyvmv/UW3HOP2jV/3Dh44QV1qJ5cQxGi75LEXog+KCJiFDExJx7cpihQWqp2l8vJgcJCdd1Rej0kJUFKitrCwnwAH5A6w+IMORxWFODOmJlMMycTYasgqr6MqIYyImwVGNp0rwdo1JkoCoqjICiBwqB4Gg2+JAIPnMIx95Xs4pWSDCyW/ZSU7OrOj9Mhq7W4x48hhDg1dt8wNs9axOaZD5CYv55JP/wfY378D1Hl+zj/uwc577uHyE88i31p13Jg5GXY/E/eo0icmEYDv/qVWm/n2mth5064+Wa10N4//iHT3grRV0liL0Q/YbdDbq6ayOfmQn19++3h4WoSP3w4JCaqyb0Q3UHjcRNWlUN06W5Sc7/hD8DssgwCSjYft69LZ6ImJJGakCSqQ5Jo8I8EjQYNcLr9QQ6VG9AAGRnPkJHxzBl8klPjctl77VhCiONZrYUdXswrMQWydfrv8Zt4K5MPfce0nK9JLdnF0Px1DM1fx8Ur7iArZhI/DD2X3UlzqfE/+UVtGe7TsdRU2LJFvVv/2GOwfj1MmKCOu1+8GPz9vR2hEKIt+ekvRB/lcql34g8dgrw8KC5uf1feYGh/Vz401HuxCu/rypj3rjC47MRV5RJfmcWQykziK7OIq8zG59gk19OEggabXzh1QUOoC4qnNigem5+52/tqNridKMDt5nFMTpjere/dkdUFG/jEcgC3u6nHjyWEOF6Nq/GUL+bFA9cAC4GJioeRxRmMLM7gms3PkAGsBL5GHQ7k7uD1MtynYwaDOtb+6qvVrvnLl8PTT6vj7v/0J7j1Vpn3Xoi+QhJ7IfoIjwcyM32B+/nqq2GUlqrJfVsREa2JfEJC996VP3DgQPe9WR84zmBxsjHvnQkHJqKOiz/aRqKOlT/uOMBe4AdgN5AeMYmUERfg0fXeL7pYQwCpgTE9fpx9BrkNJYQ3ncnFvB3AQUcdQ2sOk1STR3RDGVOAKcAfAYfOSFFgHIVB8RQGxWMz+rcM93E4arv/wwwQiYmwbBl88QXce6960+GOO+D55+Gvf4Urr5Tq+UJ4myT2QnhJY6NafXbLFrWtXw8VFaOA5zhyRN3H3x+Sk9WWlATBwd0fR319CaDh+uuv7/43P+lxrb16vIGq7Zj3tJixJ9zP12nDbLNgtlmIsFVgtlkIcDZ0uK9d74PF10ylXziVvuFY/MzUmYJQNFrWNt/NjtX7kNyLSb0QYvA57Yt5gTE4zCM4CBxqqie0KoewqlzCqnMxuewk1+SRXKN2v6/3j+RHnYlcQCvDbzp1ySUwfz68+Sb8+c/q8MCFC+HJJ+Hhh+GXvwRdR1eHhRA9ThJ7IXqBokBBAWzd2prI//ADOJ3t9/P1dWO3f82MGeOZMCGeiIier0Db2FgDKMyd+wrDh8/o2YMB2dlfsWbNYhobG3v8WINJnCm45Qew3mknqO4IgdZiAutLCLQWY2rq+EKKzTeMev9o6gNaW5MxoOUPTwdENTeQu9lCiP6lyRhAWfQEyqIngOIhyFpMWFUOYVU5BFqLCGgoJx11Elj3hgcpzf2Ew4nncHjoORQkzMbh0wNX1Ps5oxF+9zu46SZ1/P2zz8KePWqCP2yY2nX/xhvBx8fbkQoxuEhiL0QnCgoKsFgsXd7f6YSCAh+ysnzJzvYlJ8eXzExfLBbjcfuGhTlJS2tg3LgGxo+vR6/fxc03X0ta2k4iI3t32p7Q0JSTVuLvLhaLdMXvThrFwyhgnLWQEZklBNUdwd92/N+rAtj8zNQHxGANjMEaEEt9QDRuvanXYxZCCK/QaJtrggzh8NBzMDhthFbl4jyyBf/6ElJQiCvOIK44g1lbnsOj0VIaPZHDQ1sT/UafEG9/ij4jIEAtove738Err8BLL6nFfX/9a3jkEbj9drUNGeLtSIUYHCSxF+IkCgoKGDlyFHa7rYOtGmAI6qjkMcB4YFzz446SJRfq6OQtLa2q6jDr1sG6de33lG7q4kSMDitDirYxpHAL8Uc2c//htQQCVO5vt5/NN5y6wDjqA2OwBsRIEi+EEMdwGvwoj0pja2M1D9eXcNG4O7g8PJbUkp2kFu8kqq6Q2JKdxJbsZOaW5/GgodA8gqyYyWTFTiE7eiJ2U+BpHXsgVeIPC1MT+fvvh//7P3juOThyBP7yF3jiCViwQB2PP2+ejMMXoidJYi/ESVgsFux2hblzV6DRjKK21kRNjU9Lc7s7/oYyGNyEhdkJC7MTHq4uzWYber0WmNXcjifd1EU7ikJYda6axBduJv7IZiLL96NVPO12awAqTWEokaOpC46nLmgIToOfd2IWQoh+5mgV/q/2vsZXbdbHAmcD5zQvR6CQaDlIouUg5+97Hw/q5fq1zW0DUHMKxx1olfj9/dXK+b/9rVpo7x//gLVrYelStQ0ZAtddB9dfD2NPXBJGCHGaJLEXAnUMfEkJZGbCwYOtbd++MYDthNXGtVr1SnVEBERGQnQ0REVBSIgOjSYACDilOKSb+sBxOtPPmZoaSLT8RFL5fpLL9pFctpegxurj9rMExnIoMo3cqPF8VX2Ijw78l7/EpDM9cVp3hS+EEINGV6rwrwN2NDUQU19CbH0xMdYSQhy1TAImAfehDnmq9A2nJDCG4oBYSgOiceg7Hmg+kCvxGwxqlfwrr4SffoLXXoN//1u9i//002obP17dfumlMGZMz9cTEmIwkMRe9DunOua9raYmDYWFJg4f9uHwYR/y81sfNzR0VMZV7bpsMrmIjNQTHg5mc2sLCZHqr6K9rk4/pwPGAtOA9OY2Gji2D4gD2Alsbm5bgFJrMViLIXdVy34uqeYshBBnpEtV+MNTKAPKUIdGhdTmE1JzmODafPxtFsz2Ssz2StLK96MA9QHR1AYnUhMylJrgRFwGXwCqqk6vC/+Z6s0pZx0OByaTiVtugWuv1bBxYzBffRXGxo1B7NmjZc8e+OMfIS7OwVln1TJrVi0TJtTj66uc1vHMZjMJCQnd/CmE6D8ksRf9ysnHvLdlAkagpkpjmpejgRRO/GfvBg4BB5tbZsvjK674lOHDz+6GTyAGuo6mn9O7nYQ2VhNmryLcXkm4vRKzzYLB4zru9VZjABV+EZT5R1HmH4XFz4xHqyMIuKC5tbW6efo5t7uppz+aEEKINppMgZRHjqU8Uv233thUT3DNYUJqDhPSnOgH1pcSWF/KkKJtKGioC4qjOnQYhQ4rvXlfwDtT22pQ+zEcKxS4AlgAnE9RkQ8ffhjJhx9GAk2ol7C/R+0nkYE64Kxzvr5+HDx4QJJ7MWhJYi/6FXXMu43LLnuPiIhRKAo0NBiwWPywWPyorPSlpsaHujoTitJxvy6DwU1ISGOb5iAkpJGgIAc6nQLENbd5zWPeN8mYd9EleqedxIZyfgkstJWRml9FQEMZvh10pwdw6UxYA2OpC4qjLjAOa2AcTW0KMYU0t5OR6eeEEKJvaDIGUBE5lop2iX4+IbWHCa3Ow89eSXDdEYLrjjAUNa3du+9Nav305A77GdWhyT0Wm7emtu3seE7nQYqKAjl8OJiioiAaGoyoFQ2O3kxRCA1tJCLCRkREAxERNsLD7c2/11pVVBxg6dLrsVgsktiLQUsSe9FveDyQn28CruLQoXns2RNNSQnYT9AD2cdHHft+bAsM1KHR+AOdJ0Qy5n3gOJ0x78fSKB4C7VWY64qIsBZhrjtCRN0RzNYizHVFhNoqWneuzW33WocxgAb/SBr8I6n3j8IaGIfNzywDC4UQYoBSE/0xVESOAcDUWEtodS5h1YcIrMwk2ONijmUvrLgDgKrQYWQPv4is4ReTP/RsXCcYn38mentq264cLyEBZsxQ6x1VV0NentoKC6GuTkN1tS/V1b5kZYUDan2jqCiIjVVrG0VGQnCwlNsXQhJ70Wc1NMC2bbBpk9q2bIG6ujHAx+zZ07qfVqsm7DEx6j/0kZHq84AAyZlE18a8a4AI1ArIMc0ttoNlNGDo5Hh1qAM4DH7RBMSMp8E/igb/SJxGubMuhBCDmcMnmNKYSZTGTGLb4XX8N38tv0n6OfM8dcQXbiasOpf07S+Tvv1lnHpfDiXPIzvlIrKHX0RtSKK3w+9xGo1akDgsDCZPVtfV10NRERQXtzabTS14XFLS9tUTgMPcc08Is2erVffT0mDkSDAae/+zCOENktiLPqOoqDWJ37QJdu8Gt7v9PiaTB4djO6NGDWPYsAhiYtREXi9/yaIDGsWDj7WUNOA3oaMYHRiBn9OGv7MBP6etXdN2OA7weB40NBj9qTMGYTUFUmcKavf4q6LtfFJ5kEeDkzl7SMfVlYUQQgxuikZDBvD+0PkUnnUnRoeVpLzvGZ79FcNzviK47ggjsr5kRNaXAJRHjCZ7+MVkD7+IgvhZeHSdXWYeGAICYMQItYF6V7+2tjXZLy+HsjKwWgES2bgRNm5sfb1OpzB0aCMpKfbm1khSUiMxMY4z/u0oxfpEXyPpkPCa6mpYswa++05t2dnH7zNkCMya1dpcrt2kp89gzpydxMScWbdq0c8pCv62CrVIUXUeoTV5BNYVEVhfTKD1aCtB53Gq+1cfUNuJ3g5wGvxxmAJpMgbiMAbQZAykyRSAwxjY/DiQJoM/irZ9ySM9aimgUCCy4qee+sRCCCEGGKu1kJKSXQDkB8ezdsqvYfLtxFXlMLZwI2kFm0gu20tkxU9EVvzErM3PYjf489OQ6eyPn8X+hJnU+XX+e6i6Oq+nP0qv0GjUGYlCQtRp8o768cdV/Pe/T6AWTE5raW53MLm5vuTm+rJqVdt3cgA5tBZMbls42dqlWKRYn+hrJLEXZ6yr0885HBr27Alg27ZAtm8P5MABv3YF7rRaheHD7UyYUM/48Q2MH19PdLSz3XtkZ8uY98HE1FhLaE1eS+IeUnOYkJo8QqvVx0Zn1yrllgEYA9EHRKsJuymwXbLuMAbiNPqjaGSMnhBCiJ5X42pEA2RkPENGxjMn3TcEOB+4GLgQiHQ2MDlvNZPzVgOwC1gBfAVsBzwneB8NYLOVd0f4fY7HYwHWM3fuVQwfng6AouTS0GCgqsq3TfOhttYHt9uEehFgzHHv5evrJCCgicDApualo91zo9EjxfpEnySJvTgjJ59+TgtMBM5rbrOBYwvB/AR8B3yHx7OOzMw6MjPh449Pftz6+q5dTRV9V3V1NpbCQMKtJWrxOWsx4dYizHXFhNcXY7YW4++oO+l7eNBQ6x+BJTCWyoBYqgKiqfWPoMbPTI1/BLV+Eaw7uJytu97gydjZTE+c1kufTgghhDixBrcTBbjdPI7JCV0btuUAlikKEbYK4usKSagtIMJWwSRgErAYaNSZKAyKpzA4nsKgeBzNBfj2lezilZIMHI7aHvpEfUNXivUd7c5vsRzfGhrAbjdgtxuoqOi4No6PD/j4jAJW87vfhZGcXEZYmIvwcCfh4a3L0FBntw8Vle7/4mQksRdnpO30c2bzKGprTRQVBVJUFEhJSSAOR/s/MT+/JuLirC3N39+JmvDP7tLxjk6fItPP9Q96VyNBdUcIrslvufN+du5KHgCS1txF9AmK2bVVAeQd0w43L/NRaGooh4ZyYPdJ38flOsH0CUIIIYSXxBoCSA2MObUXBcVSHz2enwBDUwNh1TmEV2YTWp2Lj6uR4dU5DK/OQQGsgXFUhyQR5HHyTk98gH6obXf+lJT22xob1aGiNTVq8n/s0m5X92ls9AXOZetW2Lr1REfyAJVAKVCO+ovGckw7dl3TSWOX7v/iZCSxF2ekuNgI3MK+fRdSWhpGfX377SYTDB0KyclqCw83otGEA+GndTyZfq4PURR1Tt7aAoJr8tVlbQHBdQWEND8PaCjr9G2atAbqTEFYjYHUmwLUQnTGQKymQKzGQFxtCgSFNbfJpxDm6oINfGI5gNt98i9LIYQQor9xGv0pixpPWdR4NIqHoLojhFVmE16VTUBDGUHWIoKsRSQCVwDZO5+nylHI4aHnUJgwC4cpyNsfoU/x8VFnWYo5wbUWhwPq6mDv3u/YuPEtUlJ+h79/Cna7AZtN37w00NioR1G0qHPudL0mlMHgxsfH1WFzOo+we/cLLF/exOTJEBwMQUHqMiBAnSVKDG6S2Isu83ggMxO2b4cNG+D77yEvbyzwNjk56j46nTof6dFkPjZW/qHpj3QuBwH1pa1F6OpL2hSkK25J4g1duAveZPCjNjiBmpAkqkOS2FWdy3e5q7g4ZibDk2ar8/QeMy+hT3PrjvKI+wwyzZwQQoiBT9FoqQ1OoDY4gbzkeZgcdYRW5xJSk4+vJZNgdyOj6w7D5meYvfkZPBotJTGTKIyfRXHMZEpiJ2MJH3FcgVjRymRSp1SOjCwDPmLcuJtJS4s+bj+PR727X1+vtoYGdZq+kzVFAadTh9Opw2o1dXD0OOAj7r77+C0ajYK/vxsfHw8mk4KPjwejUX1sMnma13swGts+Vx+3tvbPfXwUoqKCSEqKxteXlubvL1MI9lWS2IsTKi1V55Hfvl1d7tihXqVsS6dTcLs3M3FiMmlpMcTHy9RzfZnO3dQuYQ+wlpB26Bt+DkzY+L/EblxEoLUYP3tll9/TGhBNbXBiy4+J2uAEato8t/uGtUvc16//K2tyVzHFFEySwbcHPqUQQgghHKYgSqMnUho9ka3563nt8Bp+M+p6LjAZSMxfR1j1IeKKM4grzmh5TZPBj9LoCZTETG5N9s0j8Wjlx92p0GrVBNjfH6KiOt9fUdQu/idL/CsqSikqOggEAcFtmgFF0VBfrz+u52xP8fFxExjYUXN1uC442E1IiIuQEBcm04mnF5YaAmdGzlIBqFcSd+5sn8gXFh6/n68vTJ4M06fDuedCQMAezjprNlOn7iTmRP2WxCmrrs6mpKTr96v1LgdB9iqC7BaCbRZCGioIsVkIbqgg2K4uQ2wVBDbWnPhNyne2e+rSGbEGxlIfEIM1MLa1BcS0JO11QUNw6zu6qiyEEEKIvqQA+DY6HcdZdwIQVHeExMPriCvaTmzJTqJLf8DotJFQuJmEws0tr3PqfagMH4HFPKJ5ORJL+AgqzSNoMgZ46dMMLBpN6x3x8BOMVt23bzWffXY9c+e+wvDhM4BaFAXcbg1NTTqamnS4XFrcbi0ul6Z5efxzdV3b5x3va7c7sNmsgG+bpvbmaGzU0dioo6LidD5tPcfXGlCbwVDH3/++mFGjIoiJUXv+BgaezjEGJ0nsB6DOpp9zu+HQIR/27/fnxx/92b/fj9xcXzye9t2hNRqF5ORGxo5tYMwYG2PHNpCcbMfQOuSZAwdkzHt3stksaIA1a+5i6xqIovMWjXq9tquagGKgpHlZjFrWJWzsbURO+GVL8n7snXYhhBBCDBx1QUPYN+469o27DgCNx425MpOYkl3EFO9sSfZNTfVEl+0humzP8e8RGIfFPIKq0BT1on+I2mOv1GZBOvT3jK5U/u8O+/YtbXchQVHA49HgdGpbLiQ4HDqamvTNS12bpb7d88ZGfXPdAQ0Q0NyGHndMpxN++9v26/z93UREOImMbCIiwtn82ElUVBOJiQ7i4hwYjSfuBXAyA62HgCT2A0zH08/FAenAtOblFNQT6lhHUGdA3QZsR1EyyM2tJzcXli8/+XFl+rnjaTxujM4GjA4rxqZ6fBur8bFX42uvOv5xo/r4psosjEAEWownnIm2Y26NFrvelwaDPzaDX0trMDY/16uPHTpTu4Q9q3kKnCk+oUzyM4O7CWrz1dYDrNbiHnlfIYQQQpw+RaujImI0FRGj2TvuekD9LRNafQiz5SDmykzCLZmYKw9itmTib6toKc6XnPd9u/e6BXgVqPr6Buw7UqkNTsAaEEN9QPRxze4XjqKRgkx9VXddSFAUtfjgiYYalJYWkJu7EzCjVlmKAYJpaNDR0KDj8OFjp8w+yo06X1IWkN28PNoKgBMn/QNtlgFJ7AeYw4ersNvTGT36b9hsQykv98NmO77ChcHgJiLCRkREA5GRDURG2pqnnhva3K7u0vH65fRzioLO40TvtGNw2Ttc6l2NGFx2wvPXEwGM2/tPYgu/wOBqxOB2YHQ1YnLa8XHaMDltmFx2delUlz5OG0a34wyCVJN6t1aP0+BPkzGAJqM/TQZ/nC2P1aXTGECTwb/DInRH+TU3cwfbDpUb0AAZGc+QkfHMGcR8amT6OSGEEKJ3Wa2FlJTsOqXXFAMExakt6dyW9X6NtUTX5hNVcxiztZiw+hLC6ksJt5YQUl+KQXETYa+Awgoo3HTC93drdNT5hlHvG0qDKZh6n2AaTM3NR31uMwVTbwqm0ehPo8GfRoMfjUY/PFq1G2l1dd7p/OcQvUijUWcd8PGBsLDjt+/bt4Hc3LZDDXJpatJisxloaDBgsxlpaDj62IDVaqK21oTTqQOGNbcL272nweAmLMxOeLgNs9lOWJja9HqFiooDLF16PRaLRRJ70fe88grcffd44Ht++ql1vUajFu6Ii2ttZrMOrTYQOLOBK90x/ZzW42pNql2NJ024o/PXMgQYu/tVYg5/isHd1CbZdmBwOVoSb4NbfW50t64/+lyrnNrdcHKWnvbncwFWoAaoBqqOWXa07v9FpzNh2FzcOmOPd4dvcDtRgNvN45icML1HjwUy/ZwQQgjR22pcjb16EV+Der81HkhsXka3aUeHEkYAOsVNqK2CUNupD9i2o/7Gqmte6tfcg2lfCg5TIA5jEE6jP069Ly6DLy69j/pY73P88zbrXDoTHp0Bj1aPW2vAozO0LD0anQxT7GGn0kNAUdQ6YZWVra2qqnXpdOooKwugrKy1p7JGA2YzBAUNBRZRVmY44fv3N5LYDyApKTSPXckjLk5LfLyOyMgGzGYben1rNxS3G8pOMr24RvE0J8KNGF1HW3Oy3Lw0uhoxuh2EFu8kCRiz6yWiD33UcXLtbmp53bHJttHViE5xn/qHPfTFqb/mBGyoXwwna/GmUAIDInFrdbg0elxaPU6dAae2uelaly6tvt06j0bb4ZeAhtZ52Yc1r1tdsIE1lgNUaXS9XpQu1hBAamDPF0CU6eeEEEKI3uWti/g/P+Z4NuBQcwP1N6ev046f04aPqxEfdyMmlwMfVyMmt0N93GadwePE4Haib/7teLSkW+TRA1Rnqq0HuTU6nBotDoAvroCvfXBr9e2aR6s7bp1bq8et6WDdsU1n6HB9oOUAQcCEgtXEampw64wtFyXcelPrBYpjm840YKcw1GggIEBtiYntt3k8YLGos3yVlqq5T2np0RkGoKIiDHiGqqqBUy9sUCX2r776Ks8++yylpaWMHz+el19+mWnTpnk7rG5zzqQ6lj/1H5546FcEFkFgkTohhj/qffmgNq3t8wBau2r7oc4ffsoOf9UNnwAaaZ9QH/v8aEvwCSc4IEpNtLV63Jrm5THPW9ZpWrcd3e7W6nB3cuX16BfTo2GjODv1/A730QKm5namJOkVQgghRE/p7Yv4p3M8Z3M7WfUmjceNzt2E3u1A53Kwo2AjX1TsJ4DW37mBqL9xfWi9AODTydIXMAKG5tYRneJGp7jV38vOBrX1poxnIaPz3dpya3Q49SacOiNOnbp0NTenzthu29F1E+pLmAkM3f8OYZVbcetN6sUEnUm9kNB2qTMev+6Y/d1aA26dEY/O0Cs1FbRaiIxU27hx6jpFgfp6NcHPzi5ix46NJCen9ngsvWXQJPYff/wx9913H6+//jrp6em8+OKLzJ8/n8zMTCIjIzt/g37A5/NPWPDQbSzoxvd0NSfARxPio3erj64rbqwhq8nKUJ8wQgNju5xcH5uIH13XWfemlkQ7dMQJE21QJ+PQcebJtiTaQgghhBB9i6LV4dKqXewBDuh9WMnJeyQcvTlU3eWDKGhQ0Cqe49qWom2sqs7lupBUxkanqetpv49G6fi1bZtOcXe6z9FWY7NQ2mRtuehgRP2d63NMM9F2YjqVTnGja64BdcqyPlbr0HUj9QabHldz7wSX1kCjx8mTgGHVLejWBbXZ3rqPq01vhmO3uVveS99mP4O6rbknhFNnIExnIkZnIt6/GAeP4qOcuP5DfzNoEvu//e1v3Hbbbdxyyy0AvP7666xYsYK3336bhx56yMvRdZPQUBz+/pQ0NOBvCsJoCm5z5cyI+7grbK3rWscQ6fE0nxwerR46uaL2adYKXinJ4NHQkSdMtI8m2ceX8Dt1kmgLIYQQQoiO9FaPBE1lFjmAxteMOWpsl1+noNZwP41BqC2/ubs6nEKjeNB51N4FR5d6j6vdc52n/Tat4mnZp7gmnyxbecsFhLatq+uOtmOzCZ3iRud2H1doOgagoURtveApYP2uXTBzZq8cr6cNisS+qamJnTt38vDDD7es02q1nHfeeWzZsuW4/R0OBw5H6x9abW0tAHV1dT0f7Jk4/3w+fuEFbr/9dm4PGUZS0JAT76sAria1OU5/qrp8WzkAObZSTMWnVmVVjuf943njmHI8OV5fP6Ycr38fzxvHlOPJ8fr6MeV4/ft4bY9pc9ZTZe2OxFer9lfXdjzoYHNDGV8A5/vHkhQ69IyOpFEUdIoHHQq65sd6QNvyWOFwXQEHGquZaQojNiAKvaKgw4NOUdCjoMWDTqH5uaflfdq+pw4FveJR37flMehp3q4oGBQPBsWNxuPCo7goqq3t0zne0dgU5cTT9h2lUbqyVz9XXFxMXFwcmzdvZsaMGS3r//CHP7Bu3Tq2bdvWbv9HH32Uxx57rLfDFEIIIYQQQggh2iksLGTIkJPctGWQ3LE/VQ8//DD33Xdfy3OPx0NVVRXh4eFoZIqLHldXV0d8fDyFhYUEBQV5Oxwh+gw5N4TomJwbQnRMzg0hOtZfzg1FUbBarcTGxna676BI7M1mMzqdjrJj5ngrKysjOjr6uP1NJhMmU/uyayEhIT0ZouhAUFBQnz7RhPAWOTeE6JicG0J0TM4NITrWH86N4ODgLu3X83MN9AFGo5HJkyezevXqlnUej4fVq1e365ovhBBCCCGEEEL0N4Pijj3Afffdx0033cSUKVOYNm0aL774Ig0NDS1V8oUQQgghhBBCiP5o0CT2V199NRUVFTzyyCOUlpYyYcIEVq5cSVRUlLdDE8cwmUz86U9/Om44hBCDnZwbQnRMzg0hOibnhhAdG4jnxqCoii+EEEIIIYQQQgxUg2KMvRBCCCGEEEIIMVBJYi+EEEIIIYQQQvRjktgLIYQQQgghhBD9mCT2QgghhBBCCCFEPyaJvfCaRx99FI1G066NHDmyZXtpaSk33HAD0dHR+Pv7M2nSJD799FMvRixE7ykqKuL6668nPDwcX19f0tLSyMjIaNmuKAqPPPIIMTEx+Pr6ct5555Gdne3FiIXoeSc7L5xOJw8++CBpaWn4+/sTGxvLjTfeSHFxsZejFqLndfad0dZvfvMbNBoNL774Yu8GKYQXdOXcOHDgAAsWLCA4OBh/f3+mTp1KQUGBlyI+fYNmujvRN40ZM4bvvvuu5ble3/oneeONN1JTU8Pnn3+O2Wzmgw8+4KqrriIjI4OJEyd6I1whekV1dTWzZs1i7ty5fP3110RERJCdnU1oaGjLPs888wwvvfQS7777LklJSSxevJj58+fz008/4ePj48XohegZnZ0XNpuNXbt2sXjxYsaPH091dTX33HMPCxYsOGGCI8RA0JXvjKOWLl3K1q1biY2N9UKkQvSurpwbubm5zJ49m1tvvZXHHnuMoKAgfvzxx375W0qmuxNe8+ijj7Js2TJ2797d4faAgABee+01brjhhpZ14eHhPP300/zqV7/qpSiF6H0PPfQQmzZtYsOGDR1uVxSF2NhY7r//fh544AEAamtriYqKYsmSJSxcuLA3wxWiV3R2XnRkx44dTJs2jfz8fBISEnowOiG8p6vnRlFREenp6axatYqLL76Ye++9l3vvvbd3ghTCC7pybixcuBCDwcC///3vXoysZ0hXfOFV2dnZxMbGkpyczHXXXdeu28vMmTP5+OOPqaqqwuPx8NFHH9HY2Mg555zjvYCF6AWff/45U6ZM4corryQyMpKJEyfy5ptvtmzPy8ujtLSU8847r2VdcHAw6enpbNmyxRshC9HjOjsvOlJbW4tGoyEkJKR3ghTCC7pybng8Hm644QYWLVrEmDFjvBSpEL2rs3PD4/GwYsUKUlNTmT9/PpGRkaSnp7Ns2TLvBX0GJLEXXpOens6SJUtYuXIlr732Gnl5ecyZMwer1QrAJ598gtPpJDw8HJPJxK9//WuWLl1KSkqKlyMXomcdOnSI1157jeHDh7Nq1SruuOMO7r77bt59911ArT8BEBUV1e51UVFRLduEGGg6Oy+O1djYyIMPPsg111xDUFBQL0crRO/pyrnx9NNPo9frufvuu70YqRC9q7Nzo7y8nPr6ep566ikuuOACvvnmGy677DIuv/xy1q1b5+XoT510xRd9Rk1NDYmJifztb3/j1ltv5a677mL79u088cQTmM1mli1bxgsvvMCGDRtIS0vzdrhC9Bij0ciUKVPYvHlzy7q7776bHTt2sGXLFjZv3sysWbMoLi4mJiamZZ+rrroKjUbDxx9/7I2whehRnZ0XbTmdTq644gqOHDnC2rVrJbEXA1pn58bOnTu5+OKL2bVrV8vY+qFDh0pXfDHgdXZuFBcXExcXxzXXXMMHH3zQss+CBQvw9/fnww8/9EbYp03u2Is+IyQkhNTUVHJycsjNzeWVV17h7bffZt68eYwfP54//elPTJkyhVdffdXboQrRo2JiYhg9enS7daNGjWoZqhIdHQ1AWVlZu33Kyspatgkx0HR2XhzldDq56qqryM/P59tvv5WkXgx4nZ0bGzZsoLy8nISEBPR6PXq9nvz8fO6//36GDh3qhYiF6B2dnRtmsxm9Xt+l75b+QBJ70WfU19eTm5tLTEwMNpsNAK22/Z+oTqfD4/F4Izwhes2sWbPIzMxsty4rK4vExEQAkpKSiI6OZvXq1S3b6+rq2LZtGzNmzOjVWIXoLZ2dF9Ca1GdnZ/Pdd98RHh7e22EK0es6OzduuOEG9u7dy+7du1tabGwsixYtYtWqVd4IWYhe0dm5YTQamTp1aqffLf2GIoSX3H///cratWuVvLw8ZdOmTcp5552nmM1mpby8XGlqalJSUlKUOXPmKNu2bVNycnKU5557TtFoNMqKFSu8HboQPWr79u2KXq9XHn/8cSU7O1t5//33FT8/P+W9995r2eepp55SQkJClOXLlyt79+5VLr30UiUpKUmx2+1ejFyIntPZedHU1KQsWLBAGTJkiLJ7926lpKSkpTkcDi9HL0TP6cp3xrESExOVF154ofeCFMILunJufPbZZ4rBYFDeeOMNJTs7W3n55ZcVnU6nbNiwwYuRnx5J7IXXXH311UpMTIxiNBqVuLg45eqrr1ZycnJatmdlZSmXX365EhkZqfj5+Snjxo1T/vWvf3kxYiF6zxdffKGMHTtWMZlMysiRI5U33nij3XaPx6MsXrxYiYqKUkwmkzJv3jwlMzPTS9EK0TtOdl7k5eUpQIdtzZo13gtaiF7Q2XfGsSSxF4NFV86Nt956S0lJSVF8fHyU8ePHK8uWLfNCpGdOiucJIYQQQgghhBD9mIyxF0IIIYQQQggh+jFJ7IUQQgghhBBCiH5MEnshhBBCCCGEEKIfk8ReCCGEEEIIIYToxySxF0IIIYQQQggh+jFJ7IUQQgghhBBCiH5MEnshhBBCCCGEEKIfk8ReCCGEEEIIIYToxySxF0IIIUSXnXPOOdx77709fhyNRsOyZct6/DhCCCHEQCCJvRBCCCG85tFHH2XChAneDkMIIYTo1ySxF0IIIYQQQggh+jFJ7IUQQgjRoYaGBm688UYCAgKIiYnh+eefb7fd4XDwwAMPEBcXh7+/P+np6axdu7Zl+5IlSwgJCWHZsmUMHz4cHx8f5s+fT2FhYcv2xx57jD179qDRaNBoNCxZsqTl9RaLhcsuuww/Pz+GDx/O559/3hsfWwghhOh3JLEXQgghRIcWLVrEunXrWL58Od988w1r165l165dLdvvvPNOtmzZwkcffcTevXu58sorueCCC8jOzm7Zx2az8fjjj/Ovf/2LTZs2UVNTw8KFCwG4+uqruf/++xkzZgwlJSWUlJRw9dVXt7z2scce46qrrmLv3r1cdNFFXHfddVRVVfXefwAhhBCin5DEXgghhBDHqa+v56233uK5555j3rx5pKWl8e677+JyuQAoKCjgnXfe4T//+Q9z5sxh2LBhPPDAA8yePZt33nmn5X2cTievvPIKM2bMYPLkybz77rts3ryZ7du34+vrS0BAAHq9nujoaKKjo/H19W157c0338w111xDSkoKTzzxBPX19Wzfvr3X/1sIIYQQfZ3e2wEIIYQQou/Jzc2lqamJ9PT0lnVhYWGMGDECgH379uF2u0lNTW33OofDQXh4eMtzvV7P1KlTW56PHDmSkJAQDhw4wLRp004aw7hx41oe+/v7ExQURHl5+Rl9LiGEEGIgksReCCGEEKesvr4enU7Hzp070el07bYFBAR0yzEMBkO75xqNBo/H0y3vLYQQQgwk0hVfCCGEEMcZNmwYBoOBbdu2tayrrq4mKysLgIkTJ+J2uykvLyclJaVdi46ObnmNy+UiIyOj5XlmZiY1NTWMGjUKAKPRiNvt7qVPJYQQQgxMktgLIYQQ4jgBAQHceuutLFq0iO+//579+/dz8803o9WqPx1SU1O57rrruPHGG/nss8/Iy8tj+/btPPnkk6xYsaLlfQwGA3fddRfbtm1j586d3HzzzUyfPr2lG/7QoUPJy8tj9+7dWCwWHA6HVz6vEEII0Z9JYi+EEEKIDj377LPMmTOHSy65hPPOO4/Zs2czefLklu3vvPMON954I/fffz8jRozgF7/4BTt27CAhIaFlHz8/Px588EGuvfZaZs2aRUBAAB9//HHL9iuuuIILLriAuXPnEhERwYcfftirn1EIIYQYCDSKoijeDkIIIYQQA8+SJUu49957qamp8XYoQgghxIAmd+yFEEIIIYQQQoh+TBJ7IYQQQgghhBCiH5Ou+EIIIYQQQgghRD8md+yFEEIIIYQQQoh+TBJ7IYQQQgghhBCiH5PEXgghhBBCCCGE6McksRdCCCGEEEIIIfoxSeyFEEIIIYQQQoh+TBJ7IYQQQgghhBCiH5PEXgghhBBCCCGE6McksRdCCCGEEEIIIfqx/w8fv76V1LjBaQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CQoJhGIaxc+dOQ5Lx1FNPWbV7/vnnDUnGDz/8YBl35fvmww8/NFxdXY0OHToYVatWLXA7LleY9921/sblufIzMu/5vffea2RnZ1vG5/2N/uCDDwzDMIzMzEwjICDAaNiwoZGenm5pt3z5ckOSMW7cOMu4/v37G5KMZ555xjIuNzfXiIqKMlxcXIzExESreufMmWPk5uYaffv2NTw8PIytW7fmq/vK92ZmZqbRsGFDo2PHjlbjT506Zfj6+hqdOnUyMjIyjDvvvNOoUqWKkZKSctXXBEB+nPYPoERERETI399fISEh6t27t8qVK6elS5darj10dXW1dLSWk5OjM2fOqFy5cqpTp462b99uWc5///tf+fn56Zlnnsm3jpu59Vu/fv3k5eVlef7www8rODjYcvrgzp07dfDgQT322GM6c+aMkpKSlJSUpAsXLujee+/VTz/9pNzcXKtlXrp0yeo07IJ89dVXys3N1aOPPmpZZlJSkoKCglSrVi39+OOPVu0zMzMl6ZrXpi9evFg+Pj7q1KmT1TLDwsJUrly5fMvMysqyapeUlKRLly5ds+4///xTH3zwgV5//fV8pzcvXrxY9erVU926da2WmXepx5Xrv9yOHTt05MgRjR49Ot+3m9f7/V7egV1KSoqSkpLUrl07HT58WCkpKVZtQ0NDFRkZec3lXYuDg4P69u2rb775RufPn7eMnz9/vlq3bq3Q0NBCL6tChQq677779M033+jChQuSzP0QLFy4UM2bN1ft2rUtbQMDA/Xbb79p2LBhOnfunGbPnq3HHntMAQEBeuONN65514AFCxbos88+03PPPadatWoVqraMjAwlJSUpISHB0gv/vffee8151q5dq8zMTI0ePdqq88TBgwfL29s7323oBg4caDkDSJJq1aqlbt26adWqVcrJyZFkfn9mZGRYnf67aNEiZWdn6/HHH7eMCwgI0IkTJ667XZfvKxcuXFBSUpJat24twzC0Y8eOfO2TkpK0fv16nT59WkOHDrXqGb1du3YKCwsrttvr3ehnQh7DMDR27Fj17NnTcpnIjbjZ+a+msNtzM+/9K93oPpj3GZiYmKiYmBgtXbpUjRs3tpzJkfd3IDo62mq+5557TpKu+ru/ePGiJk2apJEjR6pKlSqFrr+w77uLFy8qKSlJ586du+Z7/3LR0dFW/Q888cQTCgwMtGzDr7/+qoSEBD399NNWf7+ioqJUt27dArd15MiRlscmk0kjR45UZmam1q5dm6/tCy+8oPnz5+vLL78s8Gy5y9+b586dU0pKiu655x6r/wMkKSgoSDNnztSaNWt0zz33aOfOnfr888/l7e1dqNcBgBnhH0CJyPsj/eOPP2rfvn2WawTz5Obm6r333lOtWrXk6uoqPz8/+fv7a9euXVbB7dChQ6pTp46cnIr3KqUrw5DJZFLNmjUt148ePHhQktS/f3/5+/tbDZ9++qkyMjLyBcykpCT5+Phcc70HDx6UYRiqVatWvuXu379fCQkJVu3zrle9MnBfucyUlBQFBATkW2ZaWlq+ZX7//ff52n322WfXrHv8+PGqVKmShg4dWuD69+7dm2+ZeSH2yvVfLu9ykIYNG15z/QX5+eefFRERIU9PT5UvX17+/v565ZVXJKnA8H+z+vXrp/T0dMspv3FxcYqNjdUTTzxxw8vq27evLly4oK+//lqStHnzZh09etTS0d/lgoODNWvWLJ06dUpxcXF6//335e/vr3Hjxl3197Zx40YNGjRIkZGRevPNNwtd18KFC+Xv76/AwEB17txZISEh+vTTT685zx9//CFJ+S6lcHFxUfXq1S3T8wJd3bp18y2jXr16llCe16ZFixaaP3++pc38+fN11113qWbNmpZxrVu31oYNG7Rw4UIlJCQoKSkp3+9eko4dO6YBAwbI19dX5cqVk7+/v9q1aycp/74imU8lzzvdvKBLROrVq1dst4O80c+EPPPnz9fevXv1z3/+s0jrvdn5r6aw23Mz7/0rFXYfzLN582b5+/srICBArVu3VnZ2thYvXmzZR//44w85ODhY7WuSOYCWL18+3/LyTJ06VZcuXbJ8DhVWYd9348ePl7+/v3x9feXh4aGoqCjL36orXe395ujoqFq1aln236u9dnnzXrmtDg4Oql69utW4vM/6K98TH330kd59911Jytf/TJ7ly5frrrvukpubm3x9feXv769Zs2YV+L7s3bu3oqKitG3bNg0ePPi6ByYB5Mc1/wBKRMuWLS29/Rfkn//8p15//XU9+eSTeuONN+Tr6ysHBweNHj063zfqtpBXwzvvvKOmTZsW2ObyQJ6ZmalTp06pU6dO112uyWTSd999V2Bv0FeG/LxrtoOCgq65zICAAKugdLm8a2LztGrVSv/4xz+sxs2YMcMSRK+0f/9+zZ07V1988UWBfQfk5uaqUaNGmjp1aoHzh4SEXLX2ojp06JDuvfde1a1bV1OnTlVISIhcXFy0cuVKvffee/n2oeK4zV1eB2tffPGF+vXrpy+++EIuLi569NFHb3hZ999/v3x8fLRgwQI99thjWrBggRwdHdW7d++rzmMymVS7dm3Vrl1bUVFRqlWrVoG9+P/222/q1q2bGjZsqCVLltzQgbPOnTvrhRdekCSdOHFCb7/9tjp06KBff/31pl/DG52/X79+GjVqlE6cOKGMjAxt2bJFM2bMsGrzyiuv6Oeff77mHURycnLUqVMnnT17Vi+99JLq1q0rT09P/fnnnxowYECBnzdr1qxRTEyMVf8LJeVGPxMk8+fN66+/rkGDBlmdKVJYNzv/tRRle0pb48aNLaE0MTFR77//vtq3b6/t27dbfdbeyBkISUlJeueddzR27Fj5+vreUD2Ffd8NGTJEjzzyiHJycrR//35NmDBB3bt31969e/Mtsyzc2nPLli1688039csvv2jMmDHq0qWLVT8ZGzduVLdu3dS2bVt9+OGHCg4OlrOzs+bMmaMFCxbkW96ZM2f066+/SjLfljU3N9fqTA8A10f4B2ATS5YsUYcOHfJ9c5mcnGz1z0GNGjW0detWZWVlFUundXmu/LbEMAz9/vvvlvs053Uk6O3tbdXh1NX89ttvysrKuuYBj7zlGoah0NDQQv3TvW/fPplMpmv2Jl+jRg2tXbtWbdq0KdQ/fH5+fvm26Vqd8o0dO1ZNmzZVr169rrr+3377Tffee+8Nn66b9zrv2bOnUK9znm+//VYZGRn65ptvrE6vvdYlBoVxvfr79eun6OhonTp1SgsWLFBUVJQqVKhww+txdXXVww8/rH//+986ffq0Fi9erI4dO17zIM/lqlevrgoVKlj1mi2ZD4p06dJFAQEBWrly5Q0HreDgYKvfQ506ddS6dWstW7bsqgG7atWqksxnQlz+jWBmZqaOHDliWV7e2RdxcXH5lnHgwAF5enpavfd79+6t6Oho/ec//1F6erqcnZ3z7YN+fn6KiYnRvn37LAfKfvvtNz3//POWNrt379b//vc/zZs3T/369bOMX7NmzVVfh4iICPn4+GjcuHFXrbcwPbkXxo1+JkjmXu0TEhIKvJNIacx/LYXdnqK+9wtS2H0wT4UKFazGtW/fXpUqVdKcOXM0duxYVa1aVbm5uTp48KCl409JOn36tJKTky3ru9w//vEPeXl5XbOT0qsp7PuuVq1alnaRkZG6ePGiXn311QLvyHH5++3y1yRvu+68805J1q9d3qVaeeLi4vJta25urg4fPmz1u/3f//4nSfneE08++aReeeUVnTx5UvXr19eYMWP0f//3f5bp//3vf+Xm5qbVq1dbXdo2Z86cAl+nESNG6Pz585o8ebLGjh2radOm5bs0A8C1cbgMgE04Ojrmu2Zx8eLF+W4t1LNnTyUlJeX7xk9Soa95LMi///1vq2u3lyxZolOnTqlr166SzPdHr1Gjhv71r38pLS0t3/yJiYn5and0dCzwNnqX69GjhxwdHTVx4sR89RuGYekRXTL3Gv3f//5XLVu2vGaIe/TRR5WTk6M33ngj37Ts7Ox8t7q6ETExMfr666/11ltvXTUYP/roo/rzzz/1ySef5JuWnp5uua69IM2aNVNoaKimTZuWr85r/X7zvlG8vE1KSspV/2ksrLxru6/2mvXp00cmk0mjRo3S4cOHra4/v1F9+/ZVVlaWhg4dqsTExAJP+d+6dWuBr9+2bdt05swZq4NC8fHx6ty5sxwcHLR69ep8Z3wURd6t8K51y8aIiAi5uLjo/ffft/p9fPbZZ0pJSbH02O3v76/mzZtr3rx5VqcAHzp0SN988426du1q9U2xn5+funbtqi+++ELz58/P961hHgcHBzVs2FARERGKiIhQWFiY1fSC9hXDMK57K8mmTZsqMDBQn3zyiS5evGgZv3HjRv3666/Xfa8X1o18JkjmW6a9+eabGjNmTKEPFhXn/NdT2O0p6nu/IIXdB6/myv08r/f4adOmWbXLO7vpyuUdPXpUs2bN0oQJE4rlG/fCvO+kv89QK+gMi3vvvVeurq56//33rc5umT9/vk6fPm3Zf5s3b66AgADNnj3ban3fffed9u/fX+Brd/nfY8MwNGPGDDk7O+c7DT/vThCVKlXS22+/rS+++ELff/+9Zbqjo6NMJpOlrw/J/FoWdDB6yZIlWrRokd566y29/PLL6t27t1577TXLgQcAhcM3/wBs4v7779ekSZM0cOBAtW7dWrt379b8+fPzXUvYr18//fvf/1Z0dLS2bdume+65RxcuXNDatWv19NNP68EHHyzS+n19fXX33Xdr4MCBOn36tKZNm6aaNWtq8ODBksyB4tNPP1XXrl3VoEEDDRw4UHfccYf+/PNP/fjjj/L29ta3336rCxcuaObMmXr//fdVu3Ztq3t65x002LVrl2JiYhQeHq4aNWroH//4h8aOHaujR4+qe/fu8vLy0pEjR7R06VINGTJEzz//vNauXavXX39du3bt0rfffnvNbWnXrp2GDh2qyZMna+fOnercubOcnZ118OBBLV68WNOnT9fDDz9cpNfp+++/V6dOna75zdwTTzyhL7/8UsOGDdOPP/6oNm3aKCcnRwcOHNCXX36p1atXX/WMCAcHB82aNUsPPPCAmjZtqoEDByo4OFgHDhzQ3r17tXr16gLn69y5s1xcXPTAAw9o6NChSktL0yeffKKAgIB834bfiKZNm8rR0VFvv/22UlJS5Orqqo4dOyogIECSOcB26dJFixcvVvny5a8bKq6lXbt2qly5sr7++mu5u7tb3b4sz//93/9ZbnkXFhYmFxcX7d+/X59//rnc3Nysri3u0qWLDh8+rBdffFGbNm3Spk2bLNMCAwOve0mKZL4F5xdffCHJ3MnjjBkz5O3tfc1ra/39/TV27FhNnDhRXbp0Ubdu3RQXF6cPP/xQLVq0sDpAMmXKFHXu3Fnh4eF66qmnLLf6c3NzK7Bvgn79+ln23YIObhVG3bp1VaNGDT3//PP6888/5e3trf/+979XvQY5j7Ozs95++20NGDBAbdq0Uf/+/XX27FlNnz5dd9xxR75b5OXk5GjVqlWW5zt37pRkPlBzeYeaOTk5+vPPP7Vt2za1bNmy0J8JebZv3y4/Pz+9+OKLRXo9bnb+6yns9hT1vV+QG9kHJfM3+Hn7eVJSkj766CM5OTlZAnGTJk3Uv39/ffzxx0pOTla7du20bds2zZs3T927d1eHDh2slrdhwwbVq1dPAwcOLNJrVtj3XVxcnFatWqXc3Fzt27dP77zzjlq0aGHpSPdyvr6+eu211/T6668rMjJSDz74oA4fPqwZM2aoSZMmlsuF8vbzgQMHql27durTp4/lVn/VqlXTmDFjrJbr5uamVatWqX///mrVqpW+++47rVixQq+88so1DzgOGTJECxYs0LBhw7Rnzx5LnwVTp05Vly5d9NhjjykhIUEzZ85UzZo1tWvXLsu8CQkJGj58uDp06GDpbHDGjBn68ccfNWDAAG3atInT/4HCKpV7CgC4beTdRuiXX365ZrtLly4Zzz33nBEcHGy4u7sbbdq0MWJiYgq8DdPFixeNV1991QgNDTWcnZ2NoKAg4+GHHzYOHTpkGEbRbvX3n//8xxg7dqwREBBguLu7G1FRUVa3/MqzY8cOo0ePHkbFihUNV1dXo2rVqsajjz5qrFu3zmrd1xuuvJXTf//7X+Puu+82PD09DU9PT6Nu3brGiBEjLLd5e+aZZ4y2bdsWeHu6gm57ZxiG8fHHHxthYWGGu7u74eXlZTRq1Mh48cUXjZMnT1ra3Oit/kwmkxEbG2s1vqDfUWZmpvH2228bDRo0MFxdXY0KFSoYYWFhxsSJEwt1K6ZNmzYZnTp1Mry8vAxPT0+jcePGlltRXW2bv/nmG6Nx48aGm5ubUa1aNePtt9+23BryyJEj193mvGlX/m4++eQTo3r16oajo2OBt2rLuy3kkCFDrrtd1/PCCy8YkoxHH320wOm7du0yXnjhBaNZs2aGr6+v4eTkZAQHBxuPPPKIsX37dqu219r/rvx9FSTvloh5g5+fn9G5c2cjJiamUNsyY8YMo27duoazs7MRGBhoDB8+PN8t3AzDMNatW2e0adPGcHd3N7y9vY2oqChj9+7dBS4zIyPDqFChguHj42N1G7JrKehWf/v27TMiIiKMcuXKGX5+fsbgwYON3377Ld/t6grazxYuXGg0bdrUsl/36tXLOHr0qFWbvFug3chw5e/kep8JhmF+70ky3nvvPat5r/aZcKWbnT/PtW71dyPbYxjXf+9fTle51V+ewuyDea9B3lC+fHmjTZs2xsqVK63aZWVlGRMnTrT83QkJCTHGjh1rXLp0yapd3vtm6dKlVuP79+9f6Fv9Xe99d+XfGQcHB6Ny5cpG//79LbfPvdrvcObMmVavydChQ40zZ87ka7do0SLjzjvvNFxdXQ1fX1+jb9++lmVfvk2enp7GoUOHjM6dOxseHh5GYGCgMX78eKtbLF5t/4iLizPc3NyMMWPGWMZ99tlnRq1atQxXV1ejbt26xpw5c/JtS48ePQwvL69877uvv/7akGS8/fbb132dAZiZDOMmzpsFgFvM+vXr1aFDBy1evLjI34Zf7ujRowoNDdWRI0eueg3whAkTdPToUc2dO/em1wfb+/rrr9W9e3f99NNPltNaUTKys7NVqVIlPfDAA9e9I8WtZO7cuZo7d67VmUJAWTdgwAAtWbKkwEvhANwaOEcGAIAb8Mknn6h69eq6++67bV2K3Vu2bJkSExOtOuoDAABFwzX/AHATypUrp759+16zQ77GjRurUqVKpVgVSsLChQu1a9curVixQtOnT8/XAWJKSoqlo66rKYkO1uzR1q1btWvXLr3xxhu688471a5dO1uXVKzuuOMOtWzZ0tZlAABuM4R/ALgJfn5+lo6arqagjtxw6+nTp4/KlSunQYMG6emnn843fdSoUZo3b941l8GVdoUza9YsffHFF2ratKldXi7TqVOnQnXACABAcbLpNf+zZs3SrFmzdPToUUlSgwYNNG7cOMutttq3b68NGzZYzTN06FDNnj3b8vzYsWMaPny4fvzxR5UrV079+/fX5MmT5eT093GN9evXKzo6Wnv37lVISIhee+01DRgwwGq5M2fO1DvvvKP4+Hg1adJEH3zwAUflAQCFtm/fPp08efKabW72fuYAAABFZdNv/itXrqy33npLtWrVkmEYmjdvnh588EHt2LFDDRo0kCQNHjxYkyZNsszj4eFheZyTk6OoqCgFBQVp8+bNOnXqlPr16ydnZ2f985//lCQdOXJEUVFRGjZsmObPn69169bpqaeeUnBwsCIjIyVJixYtUnR0tGbPnq1WrVpp2rRpioyMVFxcnOX2TgAAXEv9+vVVv359W5cBAABQoDLX27+vr6/eeecdDRo0SO3bt1fTpk01bdq0Att+9913uv/++3Xy5EkFBgZKkmbPnq2XXnpJiYmJcnFx0UsvvaQVK1Zoz549lvl69+6t5ORky/14W7VqpRYtWmjGjBmSpNzcXIWEhOiZZ57Ryy+/XLIbDAAAAABACSsz1/zn5ORo8eLFunDhgsLDwy3j58+fry+++EJBQUF64IEH9Prrr1u+/Y+JiVGjRo0swV+SIiMjNXz4cO3du1d33nmnYmJi8p1mGRkZqdGjR0uSMjMzFRsbq7Fjx1qmOzg4KCIiQjExMVetNyMjQxkZGZbnubm5Onv2rCpWrJivEygAAAAAAIqbYRg6f/68KlWqJAeHa9/Mz+bhf/fu3QoPD9elS5dUrlw5LV261HLa5GOPPaaqVauqUqVK2rVrl1566SXFxcXpq6++kiTFx8dbBX9Jlufx8fHXbJOamqr09HSdO3dOOTk5BbY5cODAVeuePHmyJk6ceHMbDwAAAADATTp+/LgqV658zTY2D/916tTRzp07lZKSoiVLlqh///7asGGD6tevryFDhljaNWrUSMHBwbr33nt16NAh1ahRw4ZVS2PHjlV0dLTleUpKiqpUqaLjx4/L29vbhpUBAAAAAG4HqampCgkJkZeX13Xb2jz8u7i4qGbNmpKksLAw/fLLL5o+fbo++uijfG1btWolSfr9999Vo0YNBQUFadu2bVZtTp8+LenveykHBQVZxl3extvbW+7u7nJ0dJSjo2OBba51P2ZXV1e5urrmG+/t7U34BwAAAACUmsJcen7tiwJsIDc31+pa+svt3LlTkhQcHCxJCg8P1+7du5WQkGBps2bNGnl7e1suHQgPD9e6deuslrNmzRpLvwIuLi4KCwuzapObm6t169ZZ9T0AAAAAAMCtyqbf/I8dO1Zdu3ZVlSpVdP78eS1YsEDr16/X6tWrdejQIS1YsED33XefKlasqF27dmnMmDFq27atGjduLEnq3Lmz6tevryeeeEJTpkxRfHy8XnvtNY0YMcLyrfywYcM0Y8YMvfjii3ryySf1ww8/6Msvv9SKFSssdURHR6t///5q3ry5WrZsqWnTpunChQsaOHCgTV4XAAAAAACKk03Df0JCgvr166dTp07Jx8dHjRs31urVq9WpUycdP35ca9eutQTxkJAQ9ezZU6+99pplfkdHRy1fvlzDhw9XeHi4PD091b9/f02aNMnSJjQ0VCtWrNCYMWM0ffp0Va5cWZ9++qkiIyMtbXr16qXExESNGzdO8fHxatq0qVatWpWvE0AAAAAAAG5FJsMwDFsXYQ9SU1Pl4+OjlJQUrvkHAAAAAJlv6Z6VlWXrMm5Zjo6OcnJyuuo1/TeSQ23e4R8AAAAAwP6kpaXpxIkT4vvmm+Ph4aHg4GC5uLjc1HII/wAAAACAYpWTk6MTJ07Iw8ND/v7+heqNHtYMw1BmZqYSExN15MgR1apVSw4ORe+zn/APAAAAAChWWVlZMgxD/v7+cnd3t3U5tyx3d3c5Ozvrjz/+UGZmptzc3Iq8rDJ3qz8AAAAAgH3gG/+bdzPf9lstp1iWAgAAAAAAyixO+wcAAAAAlIpjx44pKSmp1Nbn5+enKlWqlNr6yjLCPwAAAACgxB07dkx169ZTevrFUlunu7uHDhzYb9MDANWqVdPo0aM1evRom9UgEf4BAAAAAKUgKSlJ6ekX9dBDX8jfv16Jry8xcb+WLn1cSUlJhQr/1+ufYPz48ZowYcIN1/HLL7/I09PzhucrboR/AAAAAECp8fevp+DgZrYuI59Tp05ZHi9atEjjxo1TXFycZVy5cuUsjw3DUE5Ojpycrh+p/f39i7fQIqLDPwAAAADAbS8oKMgy+Pj4yGQyWZ4fOHBAXl5e+u677xQWFiZXV1dt2rRJhw4d0oMPPqjAwECVK1dOLVq00Nq1a62WW61aNU2bNs3y3GQy6dNPP9VDDz0kDw8P1apVS998802Jbx/hHwAAAACAQnj55Zf11ltvaf/+/WrcuLHS0tJ03333ad26ddqxY4e6dOmiBx54QMeOHbvmciZOnKhHH31Uu3bt0n333ae+ffvq7NmzJVo74R8AAAAAgEKYNGmSOnXqpBo1asjX11dNmjTR0KFD1bBhQ9WqVUtvvPGGatSocd1v8gcMGKA+ffqoZs2a+uc//6m0tDRt27atRGsn/AMAAAAAUAjNmze3ep6Wlqbnn39e9erVU/ny5VWuXDnt37//ut/8N27c2PLY09NT3t7eSkhIKJGa89DhHwAAAAAAhXBlr/3PP/+81qxZo3/961+qWbOm3N3d9fDDDyszM/Oay3F2drZ6bjKZlJubW+z1Xo7wfxs6duyYkpKSSnWdfn5+Nr23JgAAAAAUt59//lkDBgzQQw89JMl8JsDRo0dtW9RVEP5vM8eOHVPduvWUnn6xVNfr7u6hAwf2cwAAAAAAuM0lJu63m/XUqlVLX331lR544AGZTCa9/vrrJf4NflER/m8zSUlJSk+/qIce+kL+/vVKZZ2Jifu1dOnjSkpKIvwDAAAAtyk/Pz+5u3to6dLHS22d7u4e8vPzK7HlT506VU8++aRat24tPz8/vfTSS0pNTS2x9d0Mwv9tyt+/noKDm9m6DAAAAAC3iSpVqujAgf2leglyUS8/HjBggAYMGGB53r59exmGka9dtWrV9MMPP1iNGzFihNXzKy8DKGg5ycnJN1zjjSL8AwAAAABKRZUqVTgb2Ea41R8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg55xsXQAAAAAA4PZw7NgxJSUlldr6/Pz8VKVKlVJbX1lG+AcAAAAAlLhjx46pXt26upieXmrr9HB31/4DBzgAIMI/AAAAAKAUJCUl6WJ6ur546CHV8/cv8fXtT0zU40uXKikpqVDh32QyXXP6+PHjNWHChCLVYjKZtHTpUnXv3r1I8xcHwj8AAAAAoNTU8/dXs+BgW5eRz6lTpyyPFy1apHHjxikuLs4yrly5crYoq9jQ4R8AAAAA4LYXFBRkGXx8fGQymazGLVy4UPXq1ZObm5vq1q2rDz/80DJvZmamRo4cqeDgYLm5ualq1aqaPHmyJKlatWqSpIceekgmk8nyvLTxzT8AAAAAANcwf/58jRs3TjNmzNCdd96pHTt2aPDgwfL09FT//v31/vvv65tvvtGXX36pKlWq6Pjx4zp+/Lgk6ZdfflFAQIDmzJmjLl26yNHR0SbbQPgHAAAAAOAaxo8fr3fffVc9evSQJIWGhmrfvn366KOP1L9/fx07dky1atXS3XffLZPJpKpVq1rm9f+rf4Py5csrKCjIJvVLhH8AAAAAAK7qwoULOnTokAYNGqTBgwdbxmdnZ8vHx0eSNGDAAHXq1El16tRRly5ddP/996tz5862KrlAhH8AAAAAAK4iLS1NkvTJJ5+oVatWVtPyTuFv1qyZjhw5ou+++05r167Vo48+qoiICC1ZsqTU670awj8AAAAAAFcRGBioSpUq6fDhw+rbt+9V23l7e6tXr17q1auXHn74YXXp0kVnz56Vr6+vnJ2dlZOTU4pV50f4BwAAAACUmv2JibfceiZOnKhnn31WPj4+6tKlizIyMvTrr7/q3Llzio6O1tSpUxUcHKw777xTDg4OWrx4sYKCglS+fHlJ5h7/161bpzZt2sjV1VUVKlQottoKi/APAAAAAChxfn5+8nB31+NLl5baOj3c3eXn53fTy3nqqafk4eGhd955Ry+88II8PT3VqFEjjR49WpLk5eWlKVOm6ODBg3J0dFSLFi20cuVKOTg4SJLeffddRUdH65NPPtEdd9yho0eP3nRNN8pkGIZR6mu1Q6mpqfLx8VFKSoq8vb1tXc5Vbd++XWFhYRoyJFbBwc1KZZ2nTm3Xxx+HKTY2Vs2alc46AQAAANjOpUuXdOTIEYWGhsrNzc0y/tixY0pKSiq1Ovz8/FSlSpVSW19JuNprKd1YDuWbfwAAAABAqahSpcotH8ZvVQ62LgAAAAAAAJQswj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAASgT9y9+84noNCf8AAAAAgGLl6OgoScrMzLRxJbe+ixcvSpKcnZ1vajn09g8AAAAAKFZOTk7y8PBQYmKinJ2dLfe7R+EZhqGLFy8qISFB5cuXtxxQKSrCPwAAAACgWJlMJgUHB+vIkSP6448/bF3OLa18+fIKCgq66eUQ/gEAAAAAxc7FxUW1atXi1P+b4OzsfNPf+Och/AMAAAAASoSDg4Pc3NxsXQZEh38AAAAAANg9wj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAds6m4X/WrFlq3LixvL295e3trfDwcH333XeW6ZcuXdKIESNUsWJFlStXTj179tTp06etlnHs2DFFRUXJw8NDAQEBeuGFF5SdnW3VZv369WrWrJlcXV1Vs2ZNzZ07N18tM2fOVLVq1eTm5qZWrVpp27ZtJbLNAAAAAACUNpuG/8qVK+utt95SbGysfv31V3Xs2FEPPvig9u7dK0kaM2aMvv32Wy1evFgbNmzQyZMn1aNHD8v8OTk5ioqKUmZmpjZv3qx58+Zp7ty5GjdunKXNkSNHFBUVpQ4dOmjnzp0aPXq0nnrqKa1evdrSZtGiRYqOjtb48eO1fft2NWnSRJGRkUpISCi9FwMAAAAAgBJiMgzDsHURl/P19dU777yjhx9+WP7+/lqwYIEefvhhSdKBAwdUr149xcTE6K677tJ3332n+++/XydPnlRgYKAkafbs2XrppZeUmJgoFxcXvfTSS1qxYoX27NljWUfv3r2VnJysVatWSZJatWqlFi1aaMaMGZKk3NxchYSE6JlnntHLL79cqLpTU1Pl4+OjlJQUeXt7F+dLUqy2b9+usLAwDRkSq+DgZqWyzlOntuvjj8MUGxurZs1KZ50AAAAAYO9uJIeWmWv+c3JytHDhQl24cEHh4eGKjY1VVlaWIiIiLG3q1q2rKlWqKCYmRpIUExOjRo0aWYK/JEVGRio1NdVy9kBMTIzVMvLa5C0jMzNTsbGxVm0cHBwUERFhaVOQjIwMpaamWg0AAAAAAJRFNg//u3fvVrly5eTq6qphw4Zp6dKlql+/vuLj4+Xi4qLy5ctbtQ8MDFR8fLwkKT4+3ir4503Pm3atNqmpqUpPT1dSUpJycnIKbJO3jIJMnjxZPj4+liEkJKRI2w8AAAAAQEmzefivU6eOdu7cqa1bt2r48OHq37+/9u3bZ+uyrmvs2LFKSUmxDMePH7d1SQAAAAAAFMjJ1gW4uLioZs2akqSwsDD98ssvmj59unr16qXMzEwlJydbfft/+vRpBQUFSZKCgoLy9cqfdzeAy9tceYeA06dPy9vbW+7u7nJ0dJSjo2OBbfKWURBXV1e5uroWbaMBAAAAAChFNv/m/0q5ubnKyMhQWFiYnJ2dtW7dOsu0uLg4HTt2TOHh4ZKk8PBw7d6926pX/jVr1sjb21v169e3tLl8GXlt8pbh4uKisLAwqza5ublat26dpQ0AAAAAALcym37zP3bsWHXt2lVVqlTR+fPntWDBAq1fv16rV6+Wj4+PBg0apOjoaPn6+srb21vPPPOMwsPDddddd0mSOnfurPr16+uJJ57QlClTFB8fr9dee00jRoywfCs/bNgwzZgxQy+++KKefPJJ/fDDD/ryyy+1YsUKSx3R0dHq37+/mjdvrpYtW2ratGm6cOGCBg4caJPXBQAAAACA4mTT8J+QkKB+/frp1KlT8vHxUePGjbV69Wp16tRJkvTee+/JwcFBPXv2VEZGhiIjI/Xhhx9a5nd0dNTy5cs1fPhwhYeHy9PTU/3799ekSZMsbUJDQ7VixQqNGTNG06dPV+XKlfXpp58qMjLS0qZXr15KTEzUuHHjFB8fr6ZNm2rVqlX5OgEEAAAAAOBWZDIMw7B1EfbgRu6vaEvbt29XWFiYhgyJVXBws1JZ56lT2/Xxx2GKjY1Vs2als04AAAAAsHc3kkPL3DX/AAAAAACgeBH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOycTcP/5MmT1aJFC3l5eSkgIEDdu3dXXFycVZv27dvLZDJZDcOGDbNqc+zYMUVFRcnDw0MBAQF64YUXlJ2dbdVm/fr1atasmVxdXVWzZk3NnTs3Xz0zZ85UtWrV5ObmplatWmnbtm3Fvs0AAAAAAJQ2m4b/DRs2aMSIEdqyZYvWrFmjrKwsde7cWRcuXLBqN3jwYJ06dcoyTJkyxTItJydHUVFRyszM1ObNmzVv3jzNnTtX48aNs7Q5cuSIoqKi1KFDB+3cuVOjR4/WU089pdWrV1vaLFq0SNHR0Ro/fry2b9+uJk2aKDIyUgkJCSX/QgAAAAAAUIKcbLnyVatWWT2fO3euAgICFBsbq7Zt21rGe3h4KCgoqMBlfP/999q3b5/Wrl2rwMBANW3aVG+88YZeeuklTZgwQS4uLpo9e7ZCQ0P17rvvSpLq1aunTZs26b333lNkZKQkaerUqRo8eLAGDhwoSZo9e7ZWrFihzz//XC+//HJJbD4AAAAAAKWiTF3zn5KSIkny9fW1Gj9//nz5+fmpYcOGGjt2rC5evGiZFhMTo0aNGikwMNAyLjIyUqmpqdq7d6+lTUREhNUyIyMjFRMTI0nKzMxUbGysVRsHBwdFRERY2lwpIyNDqampVgMAAAAAAGWRTb/5v1xubq5Gjx6tNm3aqGHDhpbxjz32mKpWrapKlSpp165deumllxQXF6evvvpKkhQfH28V/CVZnsfHx1+zTWpqqtLT03Xu3Dnl5OQU2ObAgQMF1jt58mRNnDjx5jYaAAAAAIBSUGbC/4gRI7Rnzx5t2rTJavyQIUMsjxs1aqTg4GDde++9OnTokGrUqFHaZVqMHTtW0dHRluepqakKCQmxWT0AAAAAAFxNmQj/I0eO1PLly/XTTz+pcuXK12zbqlUrSdLvv/+uGjVqKCgoKF+v/KdPn5YkSz8BQUFBlnGXt/H29pa7u7scHR3l6OhYYJur9TXg6uoqV1fXwm8kAAAAAAA2YtNr/g3D0MiRI7V06VL98MMPCg0Nve48O3fulCQFBwdLksLDw7V7926rXvnXrFkjb29v1a9f39Jm3bp1VstZs2aNwsPDJUkuLi4KCwuzapObm6t169ZZ2gAAAAAAcKuy6Tf/I0aM0IIFC/T111/Ly8vLco2+j4+P3N3ddejQIS1YsED33XefKlasqF27dmnMmDFq27atGjduLEnq3Lmz6tevryeeeEJTpkxRfHy8XnvtNY0YMcLyzfywYcM0Y8YMvfjii3ryySf1ww8/6Msvv9SKFSsstURHR6t///5q3ry5WrZsqWnTpunChQuW3v8BAAAAALhV2TT8z5o1S5LUvn17q/Fz5szRgAED5OLiorVr11qCeEhIiHr27KnXXnvN0tbR0VHLly/X8OHDFR4eLk9PT/Xv31+TJk2ytAkNDdWKFSs0ZswYTZ8+XZUrV9ann35quc2fJPXq1UuJiYkaN26c4uPj1bRpU61atSpfJ4AAAAAAANxqbBr+DcO45vSQkBBt2LDhusupWrWqVq5cec027du3144dO67ZZuTIkRo5cuR11wcAAAAAwK3Eptf8AwAAAACAkkf4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA7R/gHAAAAAMDOEf4BAAAAALBzhH8AAAAAAOwc4R8AAAAAADtH+AcAAAAAwM4R/gEAAAAAsHOEfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwc4R/AAAAAADsHOEfAAAAAAA751TUGXNycrRs2TLt379fktSgQQN169ZNjo6OxVYcAAAAAAC4eUUK/7///ruioqJ04sQJ1alTR5I0efJkhYSEaMWKFapRo0axFgkAAAAAAIquSKf9P/vss6pevbqOHz+u7du3a/v27Tp27JhCQ0P17LPPFno5kydPVosWLeTl5aWAgAB1795dcXFxVm0uXbqkESNGqGLFiipXrpx69uyp06dPW7U5duyYoqKi5OHhoYCAAL3wwgvKzs62arN+/Xo1a9ZMrq6uqlmzpubOnZuvnpkzZ6patWpyc3NTq1attG3btsK/KAAAAAAAlFFFCv8bNmzQlClT5OvraxlXsWJFvfXWW9qwYcMNLWfEiBHasmWL1qxZo6ysLHXu3FkXLlywtBkzZoy+/fZbLV68WBs2bNDJkyfVo0cPy/ScnBxFRUUpMzNTmzdv1rx58zR37lyNGzfO0ubIkSOKiopShw4dtHPnTo0ePVpPPfWUVq9ebWmzaNEiRUdHa/z48dq+fbuaNGmiyMhIJSQkFOUlAgAAAACgzCjSaf+urq46f/58vvFpaWlycXEp9HJWrVpl9Xzu3LkKCAhQbGys2rZtq5SUFH322WdasGCBOnbsKEmaM2eO6tWrpy1btuiuu+7S999/r3379mnt2rUKDAxU06ZN9cYbb+ill17ShAkT5OLiotmzZys0NFTvvvuuJKlevXratGmT3nvvPUVGRkqSpk6dqsGDB2vgwIGSpNmzZ2vFihX6/PPP9fLLLxflZQIAAAAAoEwo0jf/999/v4YMGaKtW7fKMAwZhqEtW7Zo2LBh6tatW5GLSUlJkSTLGQWxsbHKyspSRESEpU3dunVVpUoVxcTESJJiYmLUqFEjBQYGWtpERkYqNTVVe/futbS5fBl5bfKWkZmZqdjYWKs2Dg4OioiIsLS5UkZGhlJTU60GAAAAAADKoiKF//fff181atRQeHi43Nzc5ObmpjZt2qhmzZqaPn16kQrJzc3V6NGj1aZNGzVs2FCSFB8fLxcXF5UvX96qbWBgoOLj4y1tLg/+edPzpl2rTWpqqtLT05WUlKScnJwC2+Qt40qTJ0+Wj4+PZQgJCSnSdgMAAAAAUNKKdNp/+fLl9fXXX+vgwYM6cOCAJPOp9DVr1ixyISNGjNCePXu0adOmIi+jNI0dO1bR0dGW56mpqRwAAAAAAACUSUUK/3lq1aqlWrVqSTJ3vFdUI0eO1PLly/XTTz+pcuXKlvFBQUHKzMxUcnKy1bf/p0+fVlBQkKXNlb3y590N4PI2V94h4PTp0/L29pa7u7scHR3l6OhYYJu8ZVzJ1dVVrq6uRdtgAAAAAABKUZFO+z9y5Ij69Omj4cOH69y5c+rWrZtcXV1Vp04d7dq1q9DLMQxDI0eO1NKlS/XDDz8oNDTUanpYWJicnZ21bt06y7i4uDgdO3ZM4eHhkqTw8HDt3r3bqlf+NWvWyNvbW/Xr17e0uXwZeW3yluHi4qKwsDCrNrm5uVq3bp2lDQAAAAAAt6oihf+hQ4dq//792rNnjzp27KjMzEx9/fXXql+/vkaPHl3o5YwYMUJffPGFFixYIC8vL8XHxys+Pl7p6emSJB8fHw0aNEjR0dH68ccfFRsbq4EDByo8PFx33XWXJKlz586qX7++nnjiCf32229avXq1XnvtNY0YMcLyzfywYcN0+PBhvfjiizpw4IA+/PBDffnllxozZoyllujoaH3yySeaN2+e9u/fr+HDh+vChQuW3v8BAAAAALhVFem0/61bt2rjxo2qWrWqfH199csvv6hZs2aqWbOmWrVqVejlzJo1S5LUvn17q/Fz5szRgAEDJEnvvfeeHBwc1LNnT2VkZCgyMlIffvihpa2jo6OWL1+u4cOHKzw8XJ6enurfv78mTZpkaRMaGqoVK1ZozJgxmj59uipXrqxPP/3Ucps/SerVq5cSExM1btw4xcfHq2nTplq1alW+TgABAAAAALjVmAzDMG50JgcHB50+fVr+/v7y8vLSb7/9purVq+v06dOqVKnSTV3/f6tKTU2Vj4+PUlJS5O3tbetyrmr79u0KCwvTkCGxCg5uVirrPHVquz7+OEyxsbFq1qx01gkAAAAA9u5GcmiRO/xbtWqVfHx8LNfG79mzR8nJyUVdHAAAAAAAKCFFDv/9+/e3PB46dKjlsclkurmKAAAAAABAsSpS+M/NzS3uOgAAAAAAQAkpUm////73v5WRkVHctQAAAAAAgBJQpPA/cOBApaSkFHctAAAAAACgBBQp/BfhBgEAAAAAAMBGitzh35dffnnVWwn069evyAUBAAAAAIDiVeTwP2XKFDk6OuYbbzKZCP8AAAAAAJQhRQ7/v/76qwICAoqzFgAAAAAAUAKKdM0/AAAAAAC4dRQp/FetWrXAU/4BAAAAAEDZU6TT/o8cOVLcdQAAAAAAgBJSpG/+n332Wb3//vv5xs+YMUOjR4++2ZoAAAAAAEAxKlL4/+9//6s2bdrkG9+6dWstWbLkposCAAAAAADFp0jh/8yZM/Lx8ck33tvbW0lJSTddFAAAAAAAKD5FCv81a9bUqlWr8o3/7rvvVL169ZsuCgAAAAAAFJ8idfgXHR2tkSNHKjExUR07dpQkrVu3Tu+++66mTZtWnPUBAAAAAICbVKTw/+STTyojI0Nvvvmm3njjDUlStWrVNGvWLPXr169YCwQAAAAAADenSOFfkoYPH67hw4crMTFR7u7uKleuXHHWBQAAAAAAikmRrvmXpOzsbK1du1ZfffWVDMOQJJ08eVJpaWnFVhwAAAAAALh5Rfrm/48//lCXLl107NgxZWRkqFOnTvLy8tLbb7+tjIwMzZ49u7jrBAAAAAAARVSkb/5HjRql5s2b69y5c3J3d7eMf+ihh7Ru3bpiKw4AAAAAANy8In3zv3HjRm3evFkuLi5W46tVq6Y///yzWAoDAAAAAADFo0jf/Ofm5ionJyff+BMnTsjLy+umiwIAAAAAAMWnSOG/c+fOmjZtmuW5yWRSWlqaxo8fr/vuu6+4agMAAAAAAMWgSKf9v/vuu4qMjFT9+vV16dIlPfbYYzp48KD8/Pz0n//8p7hrBAAAAAAAN6FI4b9y5cr67bfftHDhQu3atUtpaWkaNGiQ+vbta9UBIAAAAAAAsL0ihX9JcnJy0uOPP16ctQAAAAAAgBJQpPD/zTffXHN6t27dilQMAAAAAAAofkUK/927d7d6bjKZZBiG5XFBdwIAAAAAAAC2UeRb/V0+eHh46Pfff7/qLQABAAAAAIDtFCn8X8lkMhXHYgAAAAAAQAm46fB/9OhRXbhwQV5eXsVRDwAAAAAAKGZFuua/R48ekqT09HRt2bJF9957r/z9/Yu1MAAAAAAAUDyKFP59fHwkSUFBQXrggQf05JNPFmtRAAAAAACg+BQp/M+ZM6e46wAAAAAAACWkSOE/NTX1mtO9vb2LVAwAAAAAACh+RQr/5cuXL7CHf8MwZDKZuN0fAAAAAABlSJHCf/Xq1ZWQkKCXX35Zbdq0Ke6aAAAAAABAMSpS+N+/f78++OADvfnmm9qxY4emTJmi0NDQ4q4NAAAAAAAUA4eizOTs7Kzo6GgdPHhQd9xxhxo3bqznnntOycnJxVweAAAAAAC4WUUK/3l8fX01bdo07dixQ0ePHlXNmjU1bdq0YioNAAAAAAAUhyKd9n/nnXfm6/DPMAxlZGToueee0+jRo4ujNgAAAAAAUAyKFP67d+9ezGUAAAAAAICSUqTwP378+OKuAwAAAAAAlJAihf/U1NRrTvf29i5SMQAAAAAAoPgVKfyXL18+3zX/kvm6f5PJpJycnJsuDAAAAAAAFI8ihX9JWrJkiXx9fYuzFgAAAAAAUAKKHP7btGmjgICA4qwFAAAAAACUgCKH/3379unMmTPy9PRUUFCQXFxcirMuAAAAAABQTByKOuO9996rBg0aKDQ0VJ6enmrUqJHee++94qwNAAAAAAAUgyJ983/kyBEZhqGsrCylpqbq5MmT2rZtm15//XVlZ2frhRdeKO46AQAAAABAERUp/FetWtXqeVhYmB544AHVrl1bkyZNIvwDAAAAAFCGFPma/4L07t1bDRo0KM5FAgAAAACAm3RT4T82Nlb79++XJNWvX1/NmjVTs2bNiqUwAAAAAABQPIrU4V9CQoI6duyoFi1a6Nlnn9Wzzz6r5s2b695771ViYmKhl/PTTz/pgQceUKVKlWQymbRs2TKr6QMGDJDJZLIaunTpYtXm7Nmz6tu3r7y9vVW+fHkNGjRIaWlpVm127dqle+65R25ubgoJCdGUKVPy1bJ48WLVrVtXbm5uatSokVauXFn4FwQAAAAAgDKsSOH/mWee0fnz57V3716dPXtWZ8+e1Z49e5Samqpnn3220Mu5cOGCmjRpopkzZ161TZcuXXTq1CnL8J///Mdqet++fbV3716tWbNGy5cv108//aQhQ4ZYpqempqpz586qWrWqYmNj9c4772jChAn6+OOPLW02b96sPn36aNCgQdqxY4e6d++u7t27a8+ePTfwqgAAAAAAUDYV6bT/VatWae3atapXr55lXP369TVz5kx17ty50Mvp2rWrunbtes02rq6uCgoKKnDa/v37tWrVKv3yyy9q3ry5JOmDDz7Qfffdp3/961+qVKmS5s+fr8zMTH3++edycXFRgwYNtHPnTk2dOtVykGD69Onq0qWLpaPCN954Q2vWrNGMGTM0e/bsQm8PAAAAAABlUZG++c/NzZWzs3O+8c7OzsrNzb3poi63fv16BQQEqE6dOho+fLjOnDljmRYTE6Py5ctbgr8kRUREyMHBQVu3brW0adu2rVxcXCxtIiMjFRcXp3PnzlnaREREWK03MjJSMTExV60rIyNDqampVgMAAAAAAGVRkcJ/x44dNWrUKJ08edIy7s8//9SYMWN07733FltxXbp00b///W+tW7dOb7/9tjZs2KCuXbsqJydHkhQfH6+AgACreZycnOTr66v4+HhLm8DAQKs2ec+v1yZvekEmT54sHx8fyxASEnJzGwsAAAAAQAkp0mn/M2bMULdu3VStWjVL6D1+/LgaNmyoL774otiK6927t+Vxo0aN1LhxY9WoUUPr168v1oMMRTF27FhFR0dbnqempnIAAAAAAABQJt1Q+D9//ry8vLwUEhKi7du3a+3atTpw4IAkqV69eoqIiNAvv/yiypUrl0ix1atXl5+fn37//Xfde++9CgoKUkJCglWb7OxsnT171tJPQFBQkE6fPm3VJu/59dpcra8BydwXgaur601vEwAAAAAAJe2GTvvv3Lmz5TZ6JpNJnTp10jPPPKNnnnlG7du31+uvv642bdqUSKGSdOLECZ05c0bBwcGSpPDwcCUnJys2NtbS5ocfflBubq5atWplafPTTz8pKyvL0mbNmjWqU6eOKlSoYGmzbt06q3WtWbNG4eHhJbYtAAAAAACUlhsK/+fPn1dERES+zu327NmjFi1a6PPPP9eyZcsKvby0tDTt3LlTO3fulCQdOXJEO3fu1LFjx5SWlqYXXnhBW7Zs0dGjR7Vu3To9+OCDqlmzpiIjIyWZzzbo0qWLBg8erG3btunnn3/WyJEj1bt3b1WqVEmS9Nhjj8nFxUWDBg3S3r17tWjRIk2fPt3qlP1Ro0Zp1apVevfdd3XgwAFNmDBBv/76q0aOHHkjLw8AAAAAAGXSDYX/H3/8URcuXFCnTp2UmpoqwzD09ttvq3nz5qpXr5727Nmj++67r9DL+/XXX3XnnXfqzjvvlCRFR0frzjvv1Lhx4+To6Khdu3apW7duql27tgYNGqSwsDBt3LjR6nT7+fPnq27durr33nt133336e6779bHH39sme7j46Pvv/9eR44cUVhYmJ577jmNGzfOcps/SWrdurUWLFigjz/+WE2aNNGSJUu0bNkyNWzY8EZeHgAAAAAAyiSTYRjGjcyQmJioiIgIOTs7y9XVVQcPHtSHH36ohx9+uKRqvCWkpqbKx8dHKSkp8vb2tnU5V7V9+3aFhYVpyJBYBQc3K5V1njq1XR9/HKbY2Fg1a1Y66wQAAAAAe3cjOfSGe/v39/fXunXrFBERoT179mjnzp2qW7dukYsFAAAAAAAl64ZO+8/j5+enH374QfXr19djjz2mc+fOFXddAAAAAACgmNzQN/89evSweu7t7a2ffvpJLVu2VKNGjSzjv/rqq+KpDgAAAAAA3LQbCv8+Pj75noeGhhZrQQAAAAAAoHjdUPifM2dOSdUBAAAAAABKSJGu+QcAAAAAALcOwj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnCP8AAAAAANg5wj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnCP8AAAAAANg5wj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnCP8AAAAAANg5wj8AAAAAAHaO8A8AAAAAgJ0j/AMAAAAAYOcI/wAAAAAA2DnCPwAAAAAAdo7wDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvAPAAAAAICdI/wDAAAAAGDnCP8AAAAAANg5wj8AAAAAAHbOpuH/p59+0gMPPKBKlSrJZDJp2bJlVtMNw9C4ceMUHBwsd3d3RURE6ODBg1Ztzp49q759+8rb21vly5fXoEGDlJaWZtVm165duueee+Tm5qaQkBBNmTIlXy2LFy9W3bp15ebmpkaNGmnlypXFvr0AAAAAANiCTcP/hQsX1KRJE82cObPA6VOmTNH777+v2bNna+vWrfL09FRkZKQuXbpkadO3b1/t3btXa9as0fLly/XTTz9pyJAhlumpqanq3LmzqlatqtjYWL3zzjuaMGGCPv74Y0ubzZs3q0+fPho0aJB27Nih7t27q3v37tqzZ0/JbTwAAAAAAKXEZBiGYesiJMlkMmnp0qXq3r27JPO3/pUqVdJzzz2n559/XpKUkpKiwMBAzZ07V71799b+/ftVv359/fLLL2revLkkadWqVbrvvvt04sQJVapUSbNmzdKrr76q+Ph4ubi4SJJefvllLVu2TAcOHJAk9erVSxcuXNDy5cst9dx1111q2rSpZs+eXaj6U1NT5ePjo5SUFHl7exfXy1Lstm/frrCwMA0ZEqvg4Galss5Tp7br44/DFBsbq2bNSmedAAAAAGDvbiSHltlr/o8cOaL4+HhFRERYxvn4+KhVq1aKiYmRJMXExKh8+fKW4C9JERERcnBw0NatWy1t2rZtawn+khQZGam4uDidO3fO0uby9eS1yVtPQTIyMpSammo1AAAAAABQFpXZ8B8fHy9JCgwMtBofGBhomRYfH6+AgACr6U5OTvL19bVqU9AyLl/H1drkTS/I5MmT5ePjYxlCQkJudBMBAAAAACgVTrYu4FY1duxYRUdHW56npqZyAAAAAAAASsixY8eUlJRUauvz8/NTlSpVSm19Ja3Mhv+goCBJ0unTpxUcHGwZf/r0aTVt2tTSJiEhwWq+7OxsnT171jJ/UFCQTp8+bdUm7/n12uRNL4irq6tcXV2LsGUAAAAAgBtx7Ngx1a1bT+npF0ttne7uHjpwYL/dHAAos+E/NDRUQUFBWrdunSXsp6amauvWrRo+fLgkKTw8XMnJyYqNjVVYWJgk6YcfflBubq5atWplafPqq68qKytLzs7OkqQ1a9aoTp06qlChgqXNunXrNHr0aMv616xZo/Dw8FLaWgAAAADA1SQlJSk9/aIeeugL+fvXK/H1JSbu19KljyspKYnwXxzS0tL0+++/W54fOXJEO3fulK+vr6pUqaLRo0frH//4h2rVqqXQ0FC9/vrrqlSpkuWOAPXq1VOXLl00ePBgzZ49W1lZWRo5cqR69+6tSpUqSZIee+wxTZw4UYMGDdJLL72kPXv2aPr06Xrvvfcs6x01apTatWund999V1FRUVq4cKF+/fVXq9sBAgAAAABsy9+/Xqndtcze2DT8//rrr+rQoYPled419P3799fcuXP14osv6sKFCxoyZIiSk5N19913a9WqVXJzc7PMM3/+fI0cOVL33nuvHBwc1LNnT73//vuW6T4+Pvr+++81YsQIhYWFyc/PT+PGjdOQIUMsbVq3bq0FCxbotdde0yuvvKJatWpp2bJlatiwYSm8CgAAAAAAlCybhv/27dvLMIyrTjeZTJo0aZImTZp01Ta+vr5asGDBNdfTuHFjbdy48ZptHnnkET3yyCPXLhgAAAAAgFtQmb3VHwAAAAAAKB6EfwAAAAAA7BzhHwAAAAAAO0f4BwAAAADAzhH+AQAAAACwczbt7R+l7+efvSW9oCNHfOTgIPn6Ss7Otq4KAAAAAFCSCP+3mbVry0uaojVrpDVrzOO8vKTataUWLaTAQFtWBwAAAAAoCZz2f5u58840SfPl739Bbm7mcefPS7Gx0uzZ0ty50r59Uk6OLasEAAAAABQnvvm/zXTrdlYTJz6uhx6KVXBwM6WnS6dOmcP//v3SH3+Yh4oVpe7dpcqVbV0xAAAAAOBmEf5vc+7uUvXq5iE1Vfr1V/OBgDNnpM8/l+65R2rbVnJ0tHWlAAAAAICi4rR/WHh7Sx07SiNHSg0bSoYh/fST9NlnUmKirasDAAAAABQV4R/5uLtLPXuaBzc382UBH38s/e9/tq4MAAAAAFAUhH9cVcOG0tNPmy8JyM6WFi2S9uyxdVUAAAAAgBvFNf+3qaSk/YVu27Gj5OBQTb//7qv//tfQ6dPHVb9+UomsCwAAAABQ/Aj/t5lTp07JJOmrrx6/wTlNkmZIelqbNlXRpk0zJU25oblPnTp1g+sEAAAAABQHwv9tJjk5WYak6GodVMe31g3Naxi/adnJ77TqdFdJb6vHHS0VGfj9deeLO3tQU4/+qOTk5CLVDAAAAAC4OYT/21SIWwXV9gq+4fle8t6qyh7O+vRIhL76s6ca+eSovf++a85z8WLhLxEAAAAAABQ/OvzDDetbZZN63LFFkvTP/T20N6WyjSsCAAAAAFwL4R9F8nSN1Wpd8YCyDCe9ureP/kyvYOuSAAAAAABXQfhHkTiaDL1W77+qXe6kUrI8NXZ3X6Vkudu6LAAAAABAAQj/KDJ3xyxNbrRAga7JOp7up0n7HlGOYbJ1WQAAAACAKxD+cVN8XdI0udECuTlkantydc0/do+tSwIAAAAAXIHwj5sW6pmg0bVWSJLmHW2vnclVbVwRAAAAAOByhH8Ui8ig39QlcIdy5aB/7H9YyZketi4JAAAAAPAXwj+KzbO1VqqqR6LOZHrpnwd6KJfr/wEAAACgTCD8o9i4O2ZpfP3FcnXI0i/namrh8Ta2LgkAAAAAIMI/ilmoZ4KeqblSkvT50Q46eD7IxhUBAAAAAAj/KHb3Be1QO7+9yjEc9VbcQ8o2nGxdEgAAAADc1gj/KHYmkzSq1kr5OF/Q4QuB+j7pYVuXBAAAAAC3NcI/SkQFlwuW2/+tO9NDUjPbFgQAAAAAtzHCP0pMe/996uC/R7lylDRPWVnsbgAAAABgC6QxlKhRtVaqnGOypIb66qtGti4HAAAAAG5LhH+UKB/ni3ok6CNJ0vLl9RUba+OCAAAAAOA2RPhHiWvstU3Sf2QYDhoyRMrOtnVFAAAAAHB7IfyjlIyRh0eGtm+XZs60dS0AAAAAcHsh/KOUnFbv3jslSa+9Jh0/bttqAAAAAOB2QvhHqWnf/ne1bi2lpUnPPmvragAAAADg9kH4R6lxcJA++khycpKWLTMPAAAAAICSR/hHqWrYUHr+efPjZ56Rzp+3bT0AAAAAcDsg/KPUvf66FBoqnTghTZxo62oAAAAAwP4R/lHqPDz+7vF/+nRp/37b1gMAAAAA9o7wD5vo2lV64AEpO9vc+Z9h2LoiAAAAALBfhH/YzHvvSa6u0tq10tKltq4GAAAAAOwX4R82U6OG9OKL5sdjxkgXL9q2HgAAAACwV4R/2NTLL0tVqkjHjklvvWXragAAAADAPhH+YVMeHtLUqebHU6ZIhw/bth4AAAAAsEeEf9hcjx5SRISUkWE+/R8AAAAAULwI/7A5k0l6/33JyUn65htp5UpbVwQAAAAA9oXwjzKhXj1p1Cjz41GjzGcBAAAAAACKB+EfZca4cVJQkPT77+bbAAIAAAAAigfhH2WGt7f0zjvmx2+8IZ04Ydt6AAAAAMBeEP5RpvTtK919t3TxovT887auBgAAAADsA+EfZYrJJH3wgeTgIC1aJK1fb+uKAAAAAODWR/hHmdO0qTRsmPnxyJFSVpZNywEAAACAWx7hH2XSG29IFStKe/dKM2fauhoAAAAAuLWV6fA/YcIEmUwmq6Fu3bqW6ZcuXdKIESNUsWJFlStXTj179tTp06etlnHs2DFFRUXJw8NDAQEBeuGFF5SdnW3VZv369WrWrJlcXV1Vs2ZNzZ07tzQ2D9fg6ytNnmx+PH68FB9v23oAAAAA4FZWpsO/JDVo0ECnTp2yDJs2bbJMGzNmjL799lstXrxYGzZs0MmTJ9WjRw/L9JycHEVFRSkzM1ObN2/WvHnzNHfuXI0bN87S5siRI4qKilKHDh20c+dOjR49Wk899ZRWr15dqtuJ/J58UmreXEpNlV5+2dbVAAAAAMCtq8yHfycnJwUFBVkGPz8/SVJKSoo+++wzTZ06VR07dlRYWJjmzJmjzZs3a8uWLZKk77//Xvv27dMXX3yhpk2bqmvXrnrjjTc0c+ZMZWZmSpJmz56t0NBQvfvuu6pXr55Gjhyphx9+WO9xo3mbc3T8+5T/efOkzZttWw8AAAAA3KrKfPg/ePCgKlWqpOrVq6tv3746duyYJCk2NlZZWVmKiIiwtK1bt66qVKmimJgYSVJMTIwaNWqkwMBAS5vIyEilpqZq7969ljaXLyOvTd4yriYjI0OpqalWA4pfy5bSoEHmxyNGSDk5tq0HAAAAAG5FZTr8t2rVSnPnztWqVas0a9YsHTlyRPfcc4/Onz+v+Ph4ubi4qHz58lbzBAYGKv6vC8Tj4+Otgn/e9Lxp12qTmpqq9PT0q9Y2efJk+fj4WIaQkJCb3VxcxeTJUvny0s6d0scf27oaAAAAALj1lOnw37VrVz3yyCNq3LixIiMjtXLlSiUnJ+vLL7+0dWkaO3asUlJSLMPx48dtXZLd8veX/vEP8+NXX5WSkmxbDwAAAADcasp0+L9S+fLlVbt2bf3+++8KCgpSZmamkpOTrdqcPn1aQUFBkqSgoKB8vf/nPb9eG29vb7m7u1+1FldXV3l7e1sNKDlDh0pNmkjnzkmvvGLragAAAADg1nJLhf+0tDQdOnRIwcHBCgsLk7Ozs9atW2eZHhcXp2PHjik8PFySFB4ert27dyshIcHSZs2aNfL29lb9+vUtbS5fRl6bvGWgbHBy+rvzv08/lX75xbb1AAAAAMCtpEyH/+eff14bNmzQ0aNHtXnzZj300ENydHRUnz595OPjo0GDBik6Olo//vijYmNjNXDgQIWHh+uuu+6SJHXu3Fn169fXE088od9++02rV6/Wa6+9phEjRsjV1VWSNGzYMB0+fFgvvviiDhw4oA8//FBffvmlxowZY8tNRwHatJGeeEIyDGnkSCk319YVAQAAAMCtoUyH/xMnTqhPnz6qU6eOHn30UVWsWFFbtmyRv7+/JOm9997T/fffr549e6pt27YKCgrSV199ZZnf0dFRy5cvl6Ojo8LDw/X444+rX79+mjRpkqVNaGioVqxYoTVr1qhJkyZ699139emnnyoyMrLUtxfX9/bbkpeXtG2bNGeOrasBAAAAgFuDk60LuJaFCxdec7qbm5tmzpypmXnngxegatWqWrly5TWX0759e+3YsaNINaJ0BQdLEydK0dHSyy9LPXpIFSrYuioAAAAAKNvK9Df/QEFGjpTq1zf3+v/667auBgAAAADKPsI/bjnOztKMGebHs2ZJnLQBAAAAANdG+MctqUMHqVcvc6d/w4ZJOTm2rggAAAAAyi7CP25ZU6dK3t7mzv9mz7Z1NQAAAABQdhH+ccuqVEmaPNn8eOxY6eRJ29YDAAAAAGUV4R+3tKFDpVatpPPnpVGjbF0NAAAAAJRNhH/c0hwdpY8/Nv9cskRavtzWFQEAAABA2UP4xy2vcWPpuefMj0eMkNLSbFsPAAAAAJQ1hH/YhXHjpGrVpGPHzI8BAAAAAH8j/MMueHpKH35ofjxtmhQTY9NyAAAAAKBMIfzDbnTtKvXvLxmGNHCglJ5u64oAAAAAoGwg/MOuvPeeFBwsxcVJEybYuhoAAAAAKBsI/7ArFSpIH31kfvyvf0lbt9q2HgAAAAAoCwj/sDsPPCA9/riUmys9+aR06ZKtKwIAAAAA2yL8wy5Nny4FBkr79kkTJ9q6GgAAAACwLcI/7JKvrzR7tvnxlCnSzz/bth4AAAAAsCXCP+xW9+5Sv37m0//79pVSUmxdEQAAAADYBuEfdu2DD6Tq1aU//pBGjLB1NQAAAABgG4R/2DVvb+mLLyRHR2n+fPMAAAAAALcbwj/sXni4NG6c+fHTT0tHj9q0HAAAAAAodYR/3BZeeUVq3VpKTTXfBjA729YVAQAAAEDpIfzjtuDkZD7938vL3PP/q6/auiIAAAAAKD2Ef9w2QkOlzz83P54yRVq61Lb1AAAAACgbcnOljAwpLU06d046e9ZNUlNbl1WsnGxdAFCaHn5Yio6Wpk6V+veXGjSQate2dVUAAAAASpphmG//ffKkdPq0lJxsfp6cbL482DAub11f0ipJf9qi1BJB+Mdt5623pG3bpE2bpJ49pS1bJE9PW1cFAAAAoDjl5pqD/qFD0vHj5sfp6defz9lZcnLKUnp6QskXWYoI/7jtODtLX34pNWsm7dkjDRli7g/AZLJ1ZQAAAACuJSlp/zWnZ2Q46uhRHx0/7qM///RSRoZ15HVwyJWvb7r8/NLl7Z2hcuUy5eWVoXLlsuTqmi1HR0Mmk3k9X331uKTYEtya0kX4x20pONh8AKBDB2nBAikszHw5AAAAAICy59SpUzJJfwXyK3lJelBSL0mdJblcNi1Z0lpJP0japtzc3UpKylRS0vXXafprvfaC8I/b1j33SP/6lzRmjPT881L16lL37rauCgAAAMCVkpOTZUiKrtZBdXxryTCkg2m1tOnM3dp+rpmyjL8D/x1uJ9S0/E418N6rap5H5WjK/WtK2F/D9cWdPaipR39UcnJycW+KzRD+cVsbNUqKi5Nmz5Yee0z66SepeXNbVwUAAACgIL7OIdqR3FMrTjXT8XQ/y/gQ9yR1DNijDv57VNXz8q/1A4u0nosXC3FqwC2G8I/bmskkffCBdPSotGqVdP/90tatUtWqtq4MAAAAQJ4///SWNFsTfx+gLMNVkuTmkKl7A3YrKni76nr9SR9e10H4x23PyUlatMh8GcCuXVJUlPTzz5KPj60rAwAAAG5fhiGtXSu9+660evUDkqQsQ6pV7pS6VfpFHf33yMMp08ZV3joI/4Akb29p+XKpVStp717pwQellSslDw9bVwYAAADcXgxD+u47adIk81m5kmQyGTKMpRpZZbt6VHPiW/4icLB1AUBZERJiPgDg5SVt2CA99JB06ZKtqwIAAABuD4Yhff211KKF+WzcrVslNzfp2Weld9/9RlJP1fDYT/AvIsI/cJlmzf7+xv/776VHH5UyOZMIAAAAKDG5udKSJdKdd5rvvhUba/5//PnnpSNHpOnTpYCANFuXecsj/ANXuPtu6dtvzUcZv/1W6ttXys62dVUAAACAfcnJkRYulBo3lh55RPrtN6lcOWnsWHOH3O+8IwUF2bpK+8E1/7eZpgsX6qAk38Pfy/XYRhkmBxkmB+U4OivH0cUyZDu6KsvZQ9nOHspydlems6cyXb2V4eKlXEdnW29GievYUVq6VOrWzXwU0sVFmjtXcrb/TQcAAABKVHa29J//SG++ab7ttmTubHvUKPPg62vb+uwV4f8245aSohqSlJlmHoogy8lNGa7eSnfzVbq7r9I9fJXuXlEX3X2V6eIle7kIp0sXafFi6eGHpQULpORk6csvJU9PW1cGAAAA3HqysqT/+z/pn/+UDh0yj6tQQYqOlkaOlMqXt2l5do/wf5vZ0727Ht+4UWOqtFXt8tVkMnJlMnLlmJslx5xMOeRkyiknU07Zl+ScdVHOWRfllJUul6w0uWacl2NulpyzL8k5+5LKXUjIt/wcB2fzAQF3X13w8FNauWB5Z16wwZYWjwcfNJ8B8Oij5r4AIiKkFSs4GgkAAAAUVkaGNG+eNHmy+XR+SfLzk557Tnr6afOdt1DyCP+3mbTAQG2RdNLDTwEVQm9sZsOQU06GXDJS5XYpRe6Xzso9/fLhnBxzs1TuwmmVu3Ba/n/N1lBST0kZb7xh7rKzaVNzbx7160uursW6fSXh/vvN9xe9/35pyxbpnnuk1aulypVtXRkAAABQdl26JH32mfTWW9KJE+ZxgYHSCy9Iw4ZxRm1pI/yj8EwmZTu5KdvJTRc9A/JPzs2R26VkuaeflUf6GXleSFC5tHi5XzgtHyPXfEFP3kU9kvkC+qZNpbvuksLDzT+rVSuTlw20bi1t3ChFRkr79pnLXbZMCguzdWUAAABA2XLxovTxx9KUKdKpU+ZxlSpJL70kDR4subvbtr7bFeEfxcZwcFS6R0Wle1TUWdWyjN8V/5s+iVumj4YNU2sPD2nnTmnHDuncOemXX8zDBx+YGwcGWh8MaNHCfJ+PMqBBA2nzZvMBgAMHpDZtpNmzpQEDbF0ZAAAAYHtpaeb/j995R0r46wrhkBDp5ZelJ580300LtkP4R4nLNTloj6Qjd9+t1n37mkcahvmCny1b/h527JBOn5a+/to8SJKTk/kAQNu25qFNG3NXoDZSpYoUEyM98YS0fLk0cKC0bZs0bZr5jgAAAADA7SYhQZoxQ/rwQ+nMGfO4atWkV16R+vfn/+SygvAP2zCZpNBQ89Cnj3lcerr5AEDewYDNm6U//zSn7ZgY6e23zfM1bfr3wYB77pH8/a+5quJWvrz52MQ//iFNmCDNmmU+mWHhQvPBAQAAAOB2cPCg9O675s78Ll0yj6tZU3r1ValvX26TXdYQ/lF2uLubL65v3dr83DCkP/6Qfvrp7+HgQfMBgh07pOnTze3q1fv7QEDbtuZzi0qYg4M0bpz5mv/HHzcfm2jYUHrvPfMpTWWw2wIAAACgWMTEmE/tX7bM/C+7ZD5Z94UXpB49JEdHm5aHqyD8o+wymcznC1WrJvXrZx536pS55728gwG7d0v795uHjz4yt6lW7e8zA9q2NR9+LKE0HhUl/fqrubzNm6WnnpK++kr65BNzpyYAAACAPcjNNV/2OmWK9PPPf4+PijKH/rZt+QKsrCP849YSHCw9+qh5kKSzZ6VNm/4+GLB9u7kvgaNHpX//29wmKEi6+27zmQH33CM1blyshyNr1DCveupU6fXXpZUrzZ0DvvOOuU8AjnwCAADgVpWUJM2ZY+7I7/Bh8zhnZ/PZr88/b757N24NhH/c2nx9pW7dzIMknT9vPg8p72DA1q1SfLy0ZIl5kCQvL/OlBffcYz4o0LLlTd9vxNHRfMQzKsrcqcmvv5pvYzJzprkzwHbtbm4zAQAAgNJiGOZ/qT/6SFq0SMrIMI/38ZGGDZOefZazXG9FhH/YFy8vqXNn8yCZOxH89VfzpQIbN5rPzU9NlVavNg+S+dBl8+Z/nxnQurX5oEIR1K9v/qD84ANp4kRzR4Dt25uvfZoyxXyWAAAAAFAWnTxpPnl27lwpLu7v8c2aSU8/LfXuLXl62qw83CTCP+ybu/vfoV6ScnLM/QRs3Gi+XGDjRnM/Anl3FJgyxdyubl2pVau/h0aNCt1dqZOTNGaM+XaA48ebT5H66ivzHQL69DHf57RBgxLaXgAAAOAGpKSYO+5buFD6/nvztf2S5OEhPfKIOfS3aMH1/PaA8I/bi6Oj+VaBTZtKzzxjPqfpyBHrgwFxcdKBA+Zh3jzzfO7u5kOeeQcDWraUqla95qegn5/5tP/hw6UXX5S++0764gvz0L27+SBAy5Z8kAIAAKB0paSY+6latMj8P2pm5t/T7r7b3G/VI4+YT6qF/SD84/ZmMknVq5uH/v3N4xITpW3bzP0FbN1qfpycbO7W9PKuTStUMB9EuPPOv4c6dcxf/V+mYUPzh2tsrDR5svksgGXLzEPTpua+Afr2NV9DBQAAAJSEP/6Qvv1W+uYbaf16KSvr72n16plP6e/TR6pVy2Yl2pZhyCTDcu9Cx9wcudi4pOJG+Aeu5O9v7rkvKsr8PDdX+t///j4YsHWr+dKBc+ekH380D3nc3Mx3E7jzTvOlAvXrm4eAAIWFmbRkifmuhG+/bT61audOacQIc0+pjz4q9eoldewoubraZMsBAABgJ1JTpQ0bpDVrpLVrzf+DXq52benhh82hv2HDMno2anq6+e5eKSnyPXRI7SWFnj+lAJNJjjmZcszJlMNfPx1zMuWYm/X3+NwcmXJz5GDkyGTkmJ9bfubmHyfDatXtJPWW9L0NNrukEP6B63FwMPcBULfu32cHZGRI+/ZJO3b8Pfz2m5SWZj5TYNs262VUqGA5EFCvfn3Nfay+3htTV//+obI++cxBe/earzCYN0/y9pbuv9/cSWCnTubnAAAAwLUkJppPUt20yTzExkrZ2X9Pd3CQ2rQx3yTrgQfMJ6yWiqws81m0Z8+avzy78ue1xuXdZkBS178G/Rkj/Vk6pZfF4yE3g/APFIWr69+n+ufJzZV+/918IGDnTvPBgX37pEOHzB9gV1w2UEHSKBcXPRsaquTwGvotrYbW/VFDO1JraPuCGvrvglBlO7qpeXPz2QAdO0rh4fSwCgAAcLtLTpa2bzcH/Lzh99/zt6tRw/xlUkSE1KFDkW9oZf4/NzX1xoJ73s+0tJvZVPNRCx8fXXBw0B9nzsjXrYJc3XyU4+CiHEcX5Tg6K8fRRbmOec/N43IdnJVrcpBhclSug6MMk6MMB0flXv7T5GA1zciL+yaTdiXs00sHv9Xsm6u+TCH8A8XFwcF8/lTt2ubz9/Okp5svG8g7GLBvn7R3r/mgQGamTHFxqqA4tZfU/opFxucE6sTWyjqxtbIOTK6sdabKMu4IUflGlRVyV2XValdJde905+wAAAAAO5OTI504Ye6b+tAh87+PecOfV/nmu0EDc4d9bdqYb3ZVrdplE7OypMRk85GDqw1XC/PJyX/fBqCovL3NRx8qVPj75+WPrzbOy0symbRs/nw9/vjjeq9aBzUNbHRztRRCpqOzbvKwRZlD+L/CzJkz9c477yg+Pl5NmjTRBx98oJYtW9q6LNzK3N2lJk3Mw+Wys6Xjx82f5ocPm39ePpw/ryCdVpBOq7lizfMYkk78NXxnHnVe5fSHY4AulAtQdsVAmQID5FI5QOVCA1S+lr88KvvK5Fvh7w/T8uXzdUoIAACA0mMY5jydmCglJEjHjplD/pEj0tGj5p/Hjpn/XXRRhsopzTJU1nnVVZqq+6epYdXzql0pTdUD0hTinSL3jGTzghclSx8lWwf7CxduvnAPj8KH9svH+fjw/2cZwG/gMosWLVJ0dLRmz56tVq1aadq0aYqMjFRcXJwCAgJsXR7sjZOTFBpqHq5kGNKZM+bDvcePm3+eOKGL/zuhC3EnpD9PyCv5uNxy0+WlNHnlpEkph6UUSYevv+pLLl7K8KigHK/yMrzLS+U8ZfIqJ0cvTzmWLydnH085VygnBy9PqVw587UGeT89Pc0HNFxdCx6cnMpojzEAAAA3wTDM355nZSk3I0sZaVm6dD5L6ckZunDmki6evaRL59KVnnxJGcmXlJmSrqzzl5SZekmXki8pKzVdmamXlJ12SbkX0+WSe0luuiR3pctDF3WXzivir4DvpfOWsO+irILrSfxruFFeXuYvg/KGvC+HfHyuH+rplfqWRvi/zNSpUzV48GANHDhQkjR79mytWLFCn3/+uV5++WUbV4fbiskk+fmZh6ZNLaM9/hokmf8ApaQo5fdEHfs1Qad3JyjlYIKyTyZIiQlyTU6QT2aCfHVWFXRO5ZUsb52XJLllnpdb5nkp+Vixl54rk3IcXZTl4Kpsx7+HXAcn5To4/XXdlZNyHcw/DQdHGXnTHByV6/hXG8e/pxmO5p8ymczXYplMMkwOlz02Sbr8p0O+cXntDJPDFW0vn37ZMq/4WWQm0831FnPTB1KKPr9x+bqNq7cr1Pz5Jt748m5kUSaj6CvIm/XKXn9vamG2XEZZqMGOlmGScdNlXLlvFWV5V9s/b2RZhdnHr7e8G3mfFPt7tRiW8ffCiuNDySjwYZGXUYjRBbne76Q4f6dXW15RPz8vn8tkGH/1yJ77V2/tuQU+v3KayciRw1+PZeTKlJMjGblSbq5MuTl//fxrWm6OHHKzzT3EXzE4GX89NrLlZJifOynHUp+DJPe/hgpF2toicHMzfxmTN3h5WT/38bEO9ZcH+7zB25tv4G9j/Ob/kpmZqdjYWI0dO9YyzsHBQREREYqJicnXPiMjQxmX9T6ZkpIiSUpNTS35Ym/CxYsXJUn7zx3RpZyrHEUsZkdST0iSfvzxR8v6S5qjo6NycnKu39Be1ucoqamkpg6Sgv4apBMZjjp/3k2pqa5KS3PThRRHZZ/JknEuU6aUDDmmpcvp4iU5Z12Sc0aGXLMvySXbfPTZUxfkoYsqpzSrn566IHely1lZclWGXJUhJ11+DZgh5WSYhyzzhwwfNAAA4FaUKynzr6Eg2XL4678hN2WYXJXp4KosB2dlO7oqy8lV2U5OynFyluHqLMPVSQ7uDpK7oxw8HeTo4SCTm5NynJ2V4+KibDc3Zbm6KtvNTdl5z93clO3qqmxXVxmOjtes1er/w9xc8zX7Z88W58tx7XWWsK1bt0oqvRyTl2EuXrxYpjNeXm1GIQ5imozCtLoNnDx5UnfccYc2b96s8PBwy/gXX3xRGzZssOxseSZMmKCJEyeWdpkAAAAAAFg5fvy4KleufM02fCFXRGPHjlV0dLTleW5urs6ePauKFSvKVIavd05NTVVISIiOHz8ub7qIRxnFfoqyjn0UZR37KMo69lGUdbfKPmoYhs6fP69KlSpdty3h/y9+fn5ydHTU6dOnrcafPn1aQUFB+dq7urrK9YoOL8qXL1+SJRYrb2/vMr0TAxL7Kco+9lGUdeyjKOvYR1HW3Qr7qI+PT6HaOZRwHbcMFxcXhYWFad26dZZxubm5WrdundVlAAAAAAAA3Gr45v8y0dHR6t+/v5o3b66WLVtq2rRpunDhgqX3fwAAAAAAbkWE/8v06tVLiYmJGjdunOLj49W0aVOtWrVKgYGBti6t2Li6umr8+PH5LlkAyhL2U5R17KMo69hHUdaxj6Kss8d9lN7+AQAAAACwc1zzDwAAAACAnSP8AwAAAABg5wj/AAAAAADYOcI/AAAAAAB2jvBvh2bOnKlq1arJzc1NrVq10rZt267ZfvHixapbt67c3NzUqFEjrVy5spQqxe3qRvbRTz75RPfcc48qVKigChUqKCIi4rr7NFAcbvSzNM/ChQtlMpnUvXv3ki0Qt70b3UeTk5M1YsQIBQcHy9XVVbVr1+ZvPkrUje6j06ZNU506deTu7q6QkBCNGTNGly5dKqVqcTv56aef9MADD6hSpUoymUxatmzZdedZv369mjVrJldXV9WsWVNz584t8TqLG+HfzixatEjR0dEaP368tm/friZNmigyMlIJCQkFtt+8ebP69OmjQYMGaceOHerevbu6d++uPXv2lHLluF3c6D66fv169enTRz/++KNiYmIUEhKizp07688//yzlynE7udH9NM/Ro0f1/PPP65577imlSnG7utF9NDMzU506ddLRo0e1ZMkSxcXF6ZNPPtEdd9xRypXjdnGj++iCBQv08ssva/z48dq/f78+++wzLVq0SK+88kopV47bwYULF9SkSRPNnDmzUO2PHDmiqKgodejQQTt37tTo0aP11FNPafXq1SVcaTEzYFdatmxpjBgxwvI8JyfHqFSpkjF58uQC2z/66KNGVFSU1bhWrVoZQ4cOLdE6cfu60X30StnZ2YaXl5cxb968kioRKNJ+mp2dbbRu3dr49NNPjf79+xsPPvhgKVSK29WN7qOzZs0yqlevbmRmZpZWibjN3eg+OmLECKNjx45W46Kjo402bdqUaJ2AJGPp0qXXbPPiiy8aDRo0sBrXq1cvIzIysgQrK358829HMjMzFRsbq4iICMs4BwcHRUREKCYmpsB5YmJirNpLUmRk5FXbAzejKPvolS5evKisrCz5+vqWVJm4zRV1P500aZICAgI0aNCg0igTt7Gi7KPffPONwv+/vfuPibr+4wD+PH58jquD9Yf8sjhOwEhSM8+pWBspVqym0Y9lZCR4SETYXKtQ3Ikb4YhR2VLXdHjQGhGoOH9F6KmrYDQUmDYIEzzZOo7CzCN0/Lr39w/Xfb8X5JdD4PRzz8d2f/D5vD6fe73Zazde935/3sTG4q233kJwcDBmz56Nbdu2YXh4eKrSJg8ynhpdsmQJzp4963g0oKOjA8eOHcMzzzwzJTkT3YpceiYfdydAE6enpwfDw8MIDg52Oh4cHIyff/551GusVuuo8VarddLyJM81nhr9p+zsbEyfPn3EBzDRRBlPnf7www8oLi5Gc3PzFGRInm48NdrR0YGTJ09i9erVOHbsGC5evIjMzEwMDg4iNzd3KtImDzKeGn311VfR09ODxx9/HEIIDA0NISMjg8v+6Y7wbz2TzWbDjRs3oFKp3JSZazjzT0R3jYKCApSXl6Oqqgp+fn7uTocIANDb24vk5GTs2bMH06ZNc3c6RKOy2+0ICgrC7t27odPpsGrVKmzevBmff/65u1MjAnBzj59t27Zh165daGxsxIEDB3D06FHk5eW5OzUi2eDMv4xMmzYN3t7e6O7udjre3d2NkJCQUa8JCQlxKZ7odoynRv9WVFSEgoICnDhxAnPnzp3MNMnDuVqn7e3tMJvNWLFiheOY3W4HAPj4+KCtrQ2RkZGTmzR5lPF8loaGhsLX1xfe3t6OY7NmzYLVasXAwAAkSZrUnMmzjKdGDQYDkpOTkZaWBgCYM2cO+vr6kJ6ejs2bN8PLi3OW5D7/1jMFBATcNbP+AGf+ZUWSJOh0OphMJscxu90Ok8mE2NjYUa+JjY11igeA48eP/2s80e0YT40CQGFhIfLy8lBdXY0FCxZMRarkwVyt04ceegjnz59Hc3Oz47Vy5UrHjsBhYWFTmT55gPF8lj722GO4ePGi44spALhw4QJCQ0PZ+NOEG0+NXr9+fUSD//eXVUKIyUuWaAxk0zO5e8dBmljl5eVCqVSKkpIS0dLSItLT08V9990nrFarEEKI5ORksXHjRkd8bW2t8PHxEUVFRaK1tVXk5uYKX19fcf78eXcNgWTO1RotKCgQkiSJffv2ia6uLsert7fXXUMgD+Bqnf4Td/unyeZqjXZ2dgp/f3+RlZUl2traxJEjR0RQUJD44IMP3DUEkjlXazQ3N1f4+/uLr776SnR0dIiamhoRGRkpXn75ZXcNgWSst7dXNDU1iaamJgFAfPzxx6KpqUlcvnxZCCHExo0bRXJysiO+o6ND3HPPPeK9994Tra2tYufOncLb21tUV1e7awjjwuZfhj777DOh0WiEJEli4cKFor6+3nEuLi5OrFmzxim+oqJCPPjgg0KSJPHwww+Lo0ePTnHG5GlcqdHw8HABYMQrNzd36hMnj+LqZ+n/YvNPU8HVGq2rqxOLFi0SSqVSREREiPz8fDE0NDTFWZMncaVGBwcHxdatW0VkZKTw8/MTYWFhIjMzU1y9enXqEyfZO3Xq1Kh/X/5dk2vWrBFxcXEjrpk3b56QJElEREQIo9E45XnfLoUQXEdDREREREREJGd85p+IiIiIiIhI5tj8ExEREREREckcm38iIiIiIiIimWPzT0RERERERCRzbP6JiIiIiIiIZI7NPxEREREREZHMsfknIiIiIiIikjk2/0REREREREQyx+afiIiIAABmsxkKhQLNzc23fS+tVovt27ff9n2IiIhoYrD5JyIiognX0NCA9PR0x88KhQIHDx6ckHufPXsWCoUC9fX1o56Pj4/HCy+8AAD4/fff8eabb0Kj0UCpVCIkJARPP/00amtrAQB//PEH1q9fj+joaKhUKmg0Grz99tu4du3ahORKRER0p/BxdwJEREQkHwMDA5AkCYGBgZP2HjqdDo888gj27t2LxYsXO50zm804deoUDh8+DAB48cUXMTAwgNLSUkRERKC7uxsmkwlXrlwBAFgsFlgsFhQVFSEmJgaXL19GRkYGLBYL9u3bN2ljICIimmqc+SciIvIwdrsdhYWFiIqKglKphEajQX5+/oi44eFh6PV6zJgxAyqVCtHR0fj000+dYlJSUpCYmIj8/HxMnz4d0dHRAJyX/Wu1WgDA888/D4VCAa1WC7PZDC8vL5w5c8bpftu3b0d4eDjsdvstx6DX6/H111/j+vXrTsdLSkoQGhqKhIQE/Pnnn/j+++/x4YcfYunSpQgPD8fChQuxadMmrFy5EgAwe/Zs7N+/HytWrEBkZCSWLVuG/Px8HD58GENDQ2P+nRIREd3p2PwTERF5mE2bNqGgoAAGgwEtLS0oKytDcHDwiDi73Y4HHngAlZWVaGlpwZYtW5CTk4OKigqnOJPJhLa2Nhw/fhxHjhwZcZ+GhgYAgNFoRFdXFxoaGqDVarF8+XIYjUanWKPRiJSUFHh53fpPlNWrV6O/v99pdl4IgdLSUqSkpMDb2xtqtRpqtRoHDx5Ef3//mH8/165dQ0BAAHx8uECSiIjkQyGEEO5OgoiIiKZGb28vAgMDsWPHDqSlpTmdM5vNmDFjBpqamjBv3rxRr8/KyoLVanU03SkpKaiurkZnZyckSXLEabVabNiwARs2bABw85n/qqoqJCYmOmIqKiqQkZGBrq4uKJVKNDY2YsGCBejo6HCsFriVpKQkdHV14fTp0wCAkydPIj4+Hr/88guioqIAAPv378e6detw48YNzJ8/H3FxcXjllVcwd+7cUe/Z09MDnU6H1157bdTVEERERHcrzvwTERF5kNbWVvT39yM+Pn5M8Tt37oROp0NgYCDUajV2796Nzs5Op5g5c+Y4Nf5jlZiYCG9vb1RVVQG4uWR/6dKlY2r8AWDt2rX47rvv0N7eDgDYu3cv4uLiHI0/cPOZf4vFgkOHDiEhIQGnT5/G/PnzUVJSMuJ+NpsNzz77LGJiYrB161aXx0NERHQnY/NPRETkQVQq1Zhjy8vL8e6770Kv16OmpgbNzc1ITU3FwMCAU9y99947rlwkScLrr78Oo9GIgYEBlJWVYe3atWO+Pj4+HhqNBiUlJbDZbDhw4AD0ev2IOD8/Pzz55JMwGAyoq6tDSkoKcnNznWJ6e3uRkJAAf39/VFVVwdfXd1xjIiIiulOx+SciIvIgM2fOhEqlgslk+r+xtbW1WLJkCTIzM/Hoo48iKirKMcvuKl9fXwwPD484npaWhhMnTmDXrl0YGhpy/Iu+sfDy8kJqaipKS0tRVlYGSZLw0ksv/d/rYmJi0NfX5/jZZrPhqaeegiRJOHToEPz8/MacAxER0d2CzT8REZEH8fPzQ3Z2Nt5//3188cUXaG9vR319PYqLi0fEzpw5E2fOnMG3336LCxcuwGAwODbvc5VWq4XJZILVasXVq1cdx2fNmoXFixcjOzsbSUlJLq1MAIDU1FT8+uuvyMnJGXH9lStXsGzZMnz55Zc4d+4cLl26hMrKShQWFuK5554D8N/Gv6+vD8XFxbDZbLBarbBaraN+WUFERHS34ja2REREHsZgMMDHxwdbtmyBxWJBaGgoMjIyRsS98cYbaGpqwqpVq6BQKJCUlITMzEx88803Lr/nRx99hHfeeQd79uzB/fffD7PZ7Din1+tRV1fn0pL/v2k0Gixfvhw1NTUjrler1Vi0aBE++eQTtLe3Y3BwEGFhYVi3bh1ycnIAAI2Njfjxxx8BwGmvAAC4dOnSmPcfICIiutNxt38iIiJyq7y8PFRWVuLcuXPuToWIiEi2uOyfiIiI3OKvv/7CTz/9hB07dmD9+vXuToeIiEjW2PwTERGRW2RlZUGn0+GJJ54YsWQ/IyMDarV61NdojygQERHRrXHZPxEREd1xfvvtN9hstlHPBQQEICgoaIozIiIiurux+SciIiIiIiKSOS77JyIiIiIiIpI5Nv9EREREREREMsfmn4iIiIiIiEjm2PwTERERERERyRybfyIiIiIiIiKZY/NPREREREREJHNs/omIiIiIiIhk7j+FI0oJh9jK8AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Корреляция признаков в обучающей выборке:\n",
      "               Unnamed: 0     carat     depth     table         x         y  \\\n",
      "Unnamed: 0       1.000000 -0.397135 -0.038173 -0.109717 -0.406396 -0.404400   \n",
      "carat           -0.397135  1.000000  0.012244  0.184243  0.951931  0.945835   \n",
      "depth           -0.038173  0.012244  1.000000 -0.274986 -0.030762 -0.032418   \n",
      "table           -0.109717  0.184243 -0.274986  1.000000  0.195246  0.188413   \n",
      "x               -0.406396  0.951931 -0.030762  0.195246  1.000000  0.991915   \n",
      "y               -0.404400  0.945835 -0.032418  0.188413  0.991915  1.000000   \n",
      "z               -0.399257  0.928342  0.076986  0.152752  0.967789  0.962323   \n",
      "cut_Good        -0.042108  0.034264  0.192864  0.163059  0.027477  0.030305   \n",
      "cut_Ideal        0.114386 -0.163612 -0.020022 -0.560157 -0.162808 -0.155536   \n",
      "cut_Premium     -0.052857  0.111731 -0.225003  0.373514  0.125573  0.107317   \n",
      "cut_Very Good   -0.035069  0.017264  0.034832  0.137452  0.007004  0.019726   \n",
      "color_E          0.052187 -0.132396 -0.023732  0.007044 -0.132446 -0.130469   \n",
      "color_F          0.016246 -0.048969 -0.016200 -0.007303 -0.046116 -0.045376   \n",
      "color_G          0.027986 -0.024513 -0.003837 -0.038404 -0.026801 -0.026822   \n",
      "color_H         -0.062449  0.100708  0.022672  0.017285  0.095782  0.093429   \n",
      "color_I         -0.045077  0.153477  0.021523  0.014445  0.149141  0.148534   \n",
      "color_J         -0.050254  0.152898  0.021672  0.040373  0.162742  0.162404   \n",
      "clarity_IF       0.077743 -0.119400 -0.033011 -0.078131 -0.130391 -0.127557   \n",
      "clarity_SI1     -0.053072  0.073320  0.050914  0.055756  0.080001  0.078622   \n",
      "clarity_SI2     -0.160840  0.255131  0.006453  0.097077  0.272073  0.267797   \n",
      "clarity_VS1      0.025491 -0.056952 -0.022840 -0.030577 -0.058078 -0.055083   \n",
      "clarity_VS2      0.032349 -0.033837 -0.006613 -0.010324 -0.036775 -0.037425   \n",
      "clarity_VVS1     0.095239 -0.171270 -0.020592 -0.069129 -0.188238 -0.185525   \n",
      "clarity_VVS2     0.091095 -0.131283 -0.017795 -0.062135 -0.143086 -0.140215   \n",
      "\n",
      "                      z  cut_Good  cut_Ideal  cut_Premium  ...   color_H  \\\n",
      "Unnamed: 0    -0.399257 -0.042108   0.114386    -0.052857  ... -0.062449   \n",
      "carat          0.928342  0.034264  -0.163612     0.111731  ...  0.100708   \n",
      "depth          0.076986  0.192864  -0.020022    -0.225003  ...  0.022672   \n",
      "table          0.152752  0.163059  -0.560157     0.373514  ...  0.017285   \n",
      "x              0.967789  0.027477  -0.162808     0.125573  ...  0.095782   \n",
      "y              0.962323  0.030305  -0.155536     0.107317  ...  0.093429   \n",
      "z              1.000000  0.042419  -0.158216     0.087557  ...  0.094510   \n",
      "cut_Good       0.042419  1.000000  -0.258011    -0.185394  ... -0.007642   \n",
      "cut_Ideal     -0.158216 -0.258011   1.000000    -0.478081  ... -0.024151   \n",
      "cut_Premium    0.087557 -0.185394  -0.478081     1.000000  ...  0.029929   \n",
      "cut_Very Good  0.018725 -0.169940  -0.438229    -0.314889  ... -0.005621   \n",
      "color_E       -0.129694  0.007180   0.001097    -0.017061  ... -0.201856   \n",
      "color_F       -0.046366  0.005680   0.002736    -0.014361  ... -0.197792   \n",
      "color_G       -0.026922 -0.024765   0.035195     0.002625  ... -0.220750   \n",
      "color_H        0.094510 -0.007642  -0.024151     0.029929  ...  1.000000   \n",
      "color_I        0.146920  0.006280  -0.011736     0.007090  ... -0.142441   \n",
      "color_J        0.161595  0.016478  -0.039704     0.019348  ... -0.100320   \n",
      "clarity_IF    -0.129263 -0.032327   0.104625    -0.053332  ...  0.008773   \n",
      "clarity_SI1    0.081263  0.056069  -0.081767     0.023309  ...  0.034336   \n",
      "clarity_SI2    0.263557  0.043577  -0.108704     0.065610  ...  0.024856   \n",
      "clarity_VS1   -0.055805 -0.020710   0.034568    -0.013400  ... -0.015491   \n",
      "clarity_VS2   -0.037401 -0.021250   0.014164     0.024069  ... -0.033375   \n",
      "clarity_VVS1  -0.184765 -0.035799   0.088938    -0.052519  ...  0.001434   \n",
      "clarity_VVS2  -0.140629 -0.037519   0.075342    -0.060646  ... -0.030919   \n",
      "\n",
      "                color_I   color_J  clarity_IF  clarity_SI1  clarity_SI2  \\\n",
      "Unnamed: 0    -0.045077 -0.050254    0.077743    -0.053072    -0.160840   \n",
      "carat          0.153477  0.152898   -0.119400     0.073320     0.255131   \n",
      "depth          0.021523  0.021672   -0.033011     0.050914     0.006453   \n",
      "table          0.014445  0.040373   -0.078131     0.055756     0.097077   \n",
      "x              0.149141  0.162742   -0.130391     0.080001     0.272073   \n",
      "y              0.148534  0.162404   -0.127557     0.078622     0.267797   \n",
      "z              0.146920  0.161595   -0.129263     0.081263     0.263557   \n",
      "cut_Good       0.006280  0.016478   -0.032327     0.056069     0.043577   \n",
      "cut_Ideal     -0.011736 -0.039704    0.104625    -0.081767    -0.108704   \n",
      "cut_Premium    0.007090  0.019348   -0.053332     0.023309     0.065610   \n",
      "cut_Very Good  0.000094  0.008815   -0.033901     0.031762     0.005171   \n",
      "color_E       -0.157077 -0.110628   -0.043930     0.000156     0.005365   \n",
      "color_F       -0.153915 -0.108401    0.015369    -0.017832    -0.003781   \n",
      "color_G       -0.171780 -0.120983    0.078387    -0.083663    -0.045632   \n",
      "color_H       -0.142441 -0.100320    0.008773     0.034336     0.024856   \n",
      "color_I        1.000000 -0.078066   -0.013824     0.019822    -0.001150   \n",
      "color_J       -0.078066  1.000000   -0.018986     0.016113    -0.000187   \n",
      "clarity_IF    -0.013824 -0.018986    1.000000    -0.105528    -0.084748   \n",
      "clarity_SI1    0.019822  0.016113   -0.105528     1.000000    -0.256125   \n",
      "clarity_SI2   -0.001150 -0.000187   -0.084748    -0.256125     1.000000   \n",
      "clarity_VS1    0.019454  0.024517   -0.078583    -0.237493    -0.190726   \n",
      "clarity_VS2   -0.007408  0.018553   -0.101376    -0.306378    -0.246046   \n",
      "clarity_VVS1  -0.003091 -0.038902   -0.050966    -0.154031    -0.123699   \n",
      "clarity_VVS2  -0.032959 -0.036901   -0.059965    -0.181225    -0.145538   \n",
      "\n",
      "               clarity_VS1  clarity_VS2  clarity_VVS1  clarity_VVS2  \n",
      "Unnamed: 0        0.025491     0.032349      0.095239      0.091095  \n",
      "carat            -0.056952    -0.033837     -0.171270     -0.131283  \n",
      "depth            -0.022840    -0.006613     -0.020592     -0.017795  \n",
      "table            -0.030577    -0.010324     -0.069129     -0.062135  \n",
      "x                -0.058078    -0.036775     -0.188238     -0.143086  \n",
      "y                -0.055083    -0.037425     -0.185525     -0.140215  \n",
      "z                -0.055805    -0.037401     -0.184765     -0.140629  \n",
      "cut_Good         -0.020710    -0.021250     -0.035799     -0.037519  \n",
      "cut_Ideal         0.034568     0.014164      0.088938      0.075342  \n",
      "cut_Premium      -0.013400     0.024069     -0.052519     -0.060646  \n",
      "cut_Very Good    -0.003510    -0.015913     -0.008381      0.014051  \n",
      "color_E          -0.023478     0.031569     -0.004026      0.011237  \n",
      "color_F          -0.012930     0.004648      0.018415      0.012658  \n",
      "color_G           0.059925    -0.028513      0.046097      0.061750  \n",
      "color_H          -0.015491    -0.033375      0.001434     -0.030919  \n",
      "color_I           0.019454    -0.007408     -0.003091     -0.032959  \n",
      "color_J           0.024517     0.018553     -0.038902     -0.036901  \n",
      "clarity_IF       -0.078583    -0.101376     -0.050966     -0.059965  \n",
      "clarity_SI1      -0.237493    -0.306378     -0.154031     -0.181225  \n",
      "clarity_SI2      -0.190726    -0.246046     -0.123699     -0.145538  \n",
      "clarity_VS1       1.000000    -0.228148     -0.114701     -0.134951  \n",
      "clarity_VS2      -0.228148     1.000000     -0.147970     -0.174094  \n",
      "clarity_VVS1     -0.114701    -0.147970      1.000000     -0.087525  \n",
      "clarity_VVS2     -0.134951    -0.174094     -0.087525      1.000000  \n",
      "\n",
      "[24 rows x 24 columns]\n"
     ]
    }
   ],
   "source": [
    "# Проверка на наличие дубликатов\n",
    "duplicates = df.duplicated().sum()\n",
    "print(f\"Количество дубликатов: {duplicates}\")\n",
    "\n",
    "\n",
    "# Проверим, какие столбцы являются категориальными\n",
    "categorical_columns = X.select_dtypes(include=['object']).columns\n",
    "\n",
    "# Применяем one-hot encoding к категориальным столбцам\n",
    "X_encoded = pd.get_dummies(X, columns=categorical_columns, drop_first=True)\n",
    "\n",
    "# Разделение на обучающую и тестовую выборки\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_encoded, y, test_size=0.2, random_state=42, stratify=df['cut'])\n",
    "\n",
    "# Визуализация распределений признаков\n",
    "def visualize_distribution(X_train, X_test, feature):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.histplot(X_train[feature], bins=30, color='blue', label='Train', kde=True)\n",
    "    sns.histplot(X_test[feature], bins=30, color='red', label='Test', kde=True)\n",
    "    plt.title(f'Распределение {feature} в обучающей и тестовой выборках')\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Количество')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "# Распределение для каждого из признаков\n",
    "for feature in X_encoded.columns:\n",
    "    visualize_distribution(X_train, X_test, feature)\n",
    "\n",
    "# Проверка корреляции\n",
    "correlations = X_train.corr()\n",
    "print(\"Корреляция признаков в обучающей выборке:\")\n",
    "print(correlations)\n",
    "\n",
    "\n",
    "# Преобразование категориальных данных в числовые\n",
    "df_encoded = pd.get_dummies(df, columns=['cut'], drop_first=True)\n",
    "\n",
    "# Разделение данных на обучающую и тестовую выборки\n",
    "X = df_encoded.drop('price', axis=1)\n",
    "y = df_encoded['price']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Оценка выборок и Аугментация данных"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Сбалансированность в обучающей выборке:\n",
      "price\n",
      "605      109\n",
      "789      106\n",
      "828      102\n",
      "625      101\n",
      "544       98\n",
      "        ... \n",
      "8952       1\n",
      "13769      1\n",
      "10719      1\n",
      "6064       1\n",
      "3169       1\n",
      "Name: count, Length: 10680, dtype: int64\n",
      "\n",
      "Сбалансированность в тестовой выборке:\n",
      "price\n",
      "802     33\n",
      "776     29\n",
      "844     29\n",
      "675     26\n",
      "645     25\n",
      "        ..\n",
      "7976     1\n",
      "7022     1\n",
      "8969     1\n",
      "5074     1\n",
      "4968     1\n",
      "Name: count, Length: 5338, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Проверка сбалансированности целевой переменной в обучающей выборке\n",
    "cut_counts_train = y_train.value_counts()\n",
    "cut_counts_test = y_test.value_counts()\n",
    "\n",
    "print(\"Сбалансированность в обучающей выборке:\")\n",
    "print(cut_counts_train)\n",
    "print(\"\\nСбалансированность в тестовой выборке:\")\n",
    "print(cut_counts_test)"
   ]
  },
  {
   "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": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество дубликатов: 0\n",
      "Распределение классов в обучающей выборке:\n",
      "price\n",
      "605      106\n",
      "802      105\n",
      "789      103\n",
      "544       99\n",
      "828       99\n",
      "        ... \n",
      "12690      1\n",
      "12304      1\n",
      "8972       1\n",
      "18018      1\n",
      "5634       1\n",
      "Name: count, Length: 10695, dtype: int64\n",
      "\n",
      "Сбалансированность после oversampling:\n",
      "price\n",
      "12592    106\n",
      "6750     106\n",
      "3750     106\n",
      "506      106\n",
      "2583     106\n",
      "        ... \n",
      "1189     106\n",
      "1013     106\n",
      "956      106\n",
      "4637     106\n",
      "3601     106\n",
      "Name: count, Length: 6622, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Проверка на наличие дубликатов\n",
    "duplicates = df.duplicated().sum()\n",
    "print(f\"Количество дубликатов: {duplicates}\")\n",
    "\n",
    "# Преобразуем все категориальные данные в числовые\n",
    "categorical_columns = df.select_dtypes(include=['object']).columns\n",
    "df_encoded = pd.get_dummies(df, columns=categorical_columns, drop_first=True)\n",
    "\n",
    "# Разделение данных на обучающую и тестовую выборки\n",
    "X = df_encoded.drop('price', axis=1)\n",
    "y = df_encoded['price']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=df['cut'])\n",
    "\n",
    "# Проверка сбалансированности целевой переменной\n",
    "class_counts = y_train.value_counts()\n",
    "print(\"Распределение классов в обучающей выборке:\")\n",
    "print(class_counts)\n",
    "\n",
    "# Фильтрация классов с недостаточным количеством образцов\n",
    "# Установим минимальное количество образцов, чтобы сохранить класс\n",
    "min_samples = 2\n",
    "classes_to_keep = class_counts[class_counts >= min_samples].index\n",
    "\n",
    "X_train_filtered = X_train[y_train.isin(classes_to_keep)]\n",
    "y_train_filtered = y_train[y_train.isin(classes_to_keep)]\n",
    "\n",
    "# Применение SMOTE или RandomOverSampler\n",
    "from imblearn.over_sampling import SMOTE, RandomOverSampler\n",
    "\n",
    "# Используем SMOTE, если классов достаточно\n",
    "if y_train_filtered.value_counts().min() > 1:\n",
    "    smote = SMOTE(random_state=42, k_neighbors=1)\n",
    "    X_resampled, y_resampled = smote.fit_resample(X_train_filtered, y_train_filtered)\n",
    "else:\n",
    "    # Или RandomOverSampler\n",
    "    ros = RandomOverSampler(random_state=42)\n",
    "    X_resampled, y_resampled = ros.fit_resample(X_train_filtered, y_train_filtered)\n",
    "\n",
    "# Проверка сбалансированности после oversampling\n",
    "resampled_counts = y_resampled.value_counts()\n",
    "print(\"\\nСбалансированность после oversampling:\")\n",
    "print(resampled_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Итог произвели балансировку данных. Использовались методы oversampling (увеличение данных недопредставленных категорий) и\n",
    "методы SMOTE. Произвелась аугментация данных (создавались дополительные данные из имеющихся). Использование методов, таких как SMOTE или RandomOverSampler, помогло увеличить количество экземпляров редких классов в обучающей выборке, что повысило шансы модели правильно классифицировать их.  \n",
    "\n",
    "\n",
    "### 2 Датасет: Цены на ноутбуки  \n",
    "Выгрузили второй датасет! (цены ноутбуки)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Company', 'Product', 'TypeName', 'Inches', 'Ram', 'OS', 'Weight',\n",
      "       'Price_euros', 'Screen', 'ScreenW', 'ScreenH', 'Touchscreen',\n",
      "       'IPSpanel', 'RetinaDisplay', 'CPU_company', 'CPU_freq', 'CPU_model',\n",
      "       'PrimaryStorage', 'SecondaryStorage', 'PrimaryStorageType',\n",
      "       'SecondaryStorageType', 'GPU_company', 'GPU_model'],\n",
      "      dtype='object')\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1275 entries, 0 to 1274\n",
      "Data columns (total 23 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   Company               1275 non-null   object \n",
      " 1   Product               1275 non-null   object \n",
      " 2   TypeName              1275 non-null   object \n",
      " 3   Inches                1275 non-null   float64\n",
      " 4   Ram                   1275 non-null   int64  \n",
      " 5   OS                    1275 non-null   object \n",
      " 6   Weight                1275 non-null   float64\n",
      " 7   Price_euros           1275 non-null   float64\n",
      " 8   Screen                1275 non-null   object \n",
      " 9   ScreenW               1275 non-null   int64  \n",
      " 10  ScreenH               1275 non-null   int64  \n",
      " 11  Touchscreen           1275 non-null   object \n",
      " 12  IPSpanel              1275 non-null   object \n",
      " 13  RetinaDisplay         1275 non-null   object \n",
      " 14  CPU_company           1275 non-null   object \n",
      " 15  CPU_freq              1275 non-null   float64\n",
      " 16  CPU_model             1275 non-null   object \n",
      " 17  PrimaryStorage        1275 non-null   int64  \n",
      " 18  SecondaryStorage      1275 non-null   int64  \n",
      " 19  PrimaryStorageType    1275 non-null   object \n",
      " 20  SecondaryStorageType  1275 non-null   object \n",
      " 21  GPU_company           1275 non-null   object \n",
      " 22  GPU_model             1275 non-null   object \n",
      "dtypes: float64(4), int64(5), object(14)\n",
      "memory usage: 229.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\".//static//csv//laptop_prices.csv\")\n",
    "print(df.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Датасет:* Цена ноутбука. Прайс-лист компании-производителя ноутбуков для регрессии  \n",
    "\n",
    "Kaggle предоставляет следующие данные о датасете: Компания — производитель ноутбуков, Продукт — бренд и модель, Название типа — тип (ноутбук,ультрабук, игровой и т. д.), Дюймы — размер экрана, Разрешение экрана — разрешение экрана, Процессор — центральный процессор (ЦП), Оперативная память — оперативная память ноутбука, Память — жёсткий диск / SSD-накопитель, GPU — графические процессоры (GPU), OpSys — операционная система, Вес — вес ноутбука, Цена_в_евро — цена (в евро)\n",
    "\n",
    "*Объекты наблюдения:* Каждый объект наблюдения в наборе данных — это конкретная модель ноутбука, представленная в прайс-листе производителя.\n",
    "*Атрибуты объектов:* компания, продукт, тип, диагональ экрана ОЗУ (оперативная память), Операционная система, вес, цена, разрешение экрана, IPS-панель, модель GPU, модель процессора (CPU_model), частота процессора, производитель CPU.\n",
    "\n",
    "*Связи между объектами:* Взаимосвязь между характеристиками ноутбуков и их ценой. Например, цена может зависеть от типа процессора, объема памяти, разрешения экрана, а также от производителя."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Company</th>\n",
       "      <th>Product</th>\n",
       "      <th>TypeName</th>\n",
       "      <th>Inches</th>\n",
       "      <th>Ram</th>\n",
       "      <th>OS</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price_euros</th>\n",
       "      <th>Screen</th>\n",
       "      <th>ScreenW</th>\n",
       "      <th>...</th>\n",
       "      <th>RetinaDisplay</th>\n",
       "      <th>CPU_company</th>\n",
       "      <th>CPU_freq</th>\n",
       "      <th>CPU_model</th>\n",
       "      <th>PrimaryStorage</th>\n",
       "      <th>SecondaryStorage</th>\n",
       "      <th>PrimaryStorageType</th>\n",
       "      <th>SecondaryStorageType</th>\n",
       "      <th>GPU_company</th>\n",
       "      <th>GPU_model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apple</td>\n",
       "      <td>MacBook Pro</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>8</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1339.69</td>\n",
       "      <td>Standard</td>\n",
       "      <td>2560</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Intel</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Core i5</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>SSD</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Iris Plus Graphics 640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Apple</td>\n",
       "      <td>Macbook Air</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>8</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.34</td>\n",
       "      <td>898.94</td>\n",
       "      <td>Standard</td>\n",
       "      <td>1440</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Core i5</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>Flash Storage</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>HD Graphics 6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HP</td>\n",
       "      <td>250 G6</td>\n",
       "      <td>Notebook</td>\n",
       "      <td>15.6</td>\n",
       "      <td>8</td>\n",
       "      <td>No OS</td>\n",
       "      <td>1.86</td>\n",
       "      <td>575.00</td>\n",
       "      <td>Full HD</td>\n",
       "      <td>1920</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Core i5 7200U</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>SSD</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>HD Graphics 620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Apple</td>\n",
       "      <td>MacBook Pro</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>15.4</td>\n",
       "      <td>16</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2537.45</td>\n",
       "      <td>Standard</td>\n",
       "      <td>2880</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Intel</td>\n",
       "      <td>2.7</td>\n",
       "      <td>Core i7</td>\n",
       "      <td>512</td>\n",
       "      <td>0</td>\n",
       "      <td>SSD</td>\n",
       "      <td>No</td>\n",
       "      <td>AMD</td>\n",
       "      <td>Radeon Pro 455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Apple</td>\n",
       "      <td>MacBook Pro</td>\n",
       "      <td>Ultrabook</td>\n",
       "      <td>13.3</td>\n",
       "      <td>8</td>\n",
       "      <td>macOS</td>\n",
       "      <td>1.37</td>\n",
       "      <td>1803.60</td>\n",
       "      <td>Standard</td>\n",
       "      <td>2560</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Intel</td>\n",
       "      <td>3.1</td>\n",
       "      <td>Core i5</td>\n",
       "      <td>256</td>\n",
       "      <td>0</td>\n",
       "      <td>SSD</td>\n",
       "      <td>No</td>\n",
       "      <td>Intel</td>\n",
       "      <td>Iris Plus Graphics 650</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company      Product   TypeName  Inches  Ram     OS  Weight  Price_euros  \\\n",
       "0   Apple  MacBook Pro  Ultrabook    13.3    8  macOS    1.37      1339.69   \n",
       "1   Apple  Macbook Air  Ultrabook    13.3    8  macOS    1.34       898.94   \n",
       "2      HP       250 G6   Notebook    15.6    8  No OS    1.86       575.00   \n",
       "3   Apple  MacBook Pro  Ultrabook    15.4   16  macOS    1.83      2537.45   \n",
       "4   Apple  MacBook Pro  Ultrabook    13.3    8  macOS    1.37      1803.60   \n",
       "\n",
       "     Screen  ScreenW  ...  RetinaDisplay CPU_company CPU_freq      CPU_model  \\\n",
       "0  Standard     2560  ...            Yes       Intel      2.3        Core i5   \n",
       "1  Standard     1440  ...             No       Intel      1.8        Core i5   \n",
       "2   Full HD     1920  ...             No       Intel      2.5  Core i5 7200U   \n",
       "3  Standard     2880  ...            Yes       Intel      2.7        Core i7   \n",
       "4  Standard     2560  ...            Yes       Intel      3.1        Core i5   \n",
       "\n",
       "  PrimaryStorage  SecondaryStorage PrimaryStorageType  SecondaryStorageType  \\\n",
       "0            128                 0                SSD                    No   \n",
       "1            128                 0      Flash Storage                    No   \n",
       "2            256                 0                SSD                    No   \n",
       "3            512                 0                SSD                    No   \n",
       "4            256                 0                SSD                    No   \n",
       "\n",
       "   GPU_company               GPU_model  \n",
       "0        Intel  Iris Plus Graphics 640  \n",
       "1        Intel        HD Graphics 6000  \n",
       "2        Intel         HD Graphics 620  \n",
       "3          AMD          Radeon Pro 455  \n",
       "4        Intel  Iris Plus Graphics 650  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Для наглядности\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Inches</th>\n",
       "      <th>Ram</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Price_euros</th>\n",
       "      <th>ScreenW</th>\n",
       "      <th>ScreenH</th>\n",
       "      <th>CPU_freq</th>\n",
       "      <th>PrimaryStorage</th>\n",
       "      <th>SecondaryStorage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "      <td>1275.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>15.022902</td>\n",
       "      <td>8.440784</td>\n",
       "      <td>2.040525</td>\n",
       "      <td>1134.969059</td>\n",
       "      <td>1900.043922</td>\n",
       "      <td>1073.904314</td>\n",
       "      <td>2.302980</td>\n",
       "      <td>444.517647</td>\n",
       "      <td>176.069020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.429470</td>\n",
       "      <td>5.097809</td>\n",
       "      <td>0.669196</td>\n",
       "      <td>700.752504</td>\n",
       "      <td>493.346186</td>\n",
       "      <td>283.883940</td>\n",
       "      <td>0.503846</td>\n",
       "      <td>365.537726</td>\n",
       "      <td>415.960655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10.100000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.690000</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>1366.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>14.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>609.000000</td>\n",
       "      <td>1920.000000</td>\n",
       "      <td>1080.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>256.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>15.600000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2.040000</td>\n",
       "      <td>989.000000</td>\n",
       "      <td>1920.000000</td>\n",
       "      <td>1080.000000</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>256.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>15.600000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2.310000</td>\n",
       "      <td>1496.500000</td>\n",
       "      <td>1920.000000</td>\n",
       "      <td>1080.000000</td>\n",
       "      <td>2.700000</td>\n",
       "      <td>512.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>18.400000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>4.700000</td>\n",
       "      <td>6099.000000</td>\n",
       "      <td>3840.000000</td>\n",
       "      <td>2160.000000</td>\n",
       "      <td>3.600000</td>\n",
       "      <td>2048.000000</td>\n",
       "      <td>2048.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Inches          Ram       Weight  Price_euros      ScreenW  \\\n",
       "count  1275.000000  1275.000000  1275.000000  1275.000000  1275.000000   \n",
       "mean     15.022902     8.440784     2.040525  1134.969059  1900.043922   \n",
       "std       1.429470     5.097809     0.669196   700.752504   493.346186   \n",
       "min      10.100000     2.000000     0.690000   174.000000  1366.000000   \n",
       "25%      14.000000     4.000000     1.500000   609.000000  1920.000000   \n",
       "50%      15.600000     8.000000     2.040000   989.000000  1920.000000   \n",
       "75%      15.600000     8.000000     2.310000  1496.500000  1920.000000   \n",
       "max      18.400000    64.000000     4.700000  6099.000000  3840.000000   \n",
       "\n",
       "           ScreenH     CPU_freq  PrimaryStorage  SecondaryStorage  \n",
       "count  1275.000000  1275.000000     1275.000000       1275.000000  \n",
       "mean   1073.904314     2.302980      444.517647        176.069020  \n",
       "std     283.883940     0.503846      365.537726        415.960655  \n",
       "min     768.000000     0.900000        8.000000          0.000000  \n",
       "25%    1080.000000     2.000000      256.000000          0.000000  \n",
       "50%    1080.000000     2.500000      256.000000          0.000000  \n",
       "75%    1080.000000     2.700000      512.000000          0.000000  \n",
       "max    2160.000000     3.600000     2048.000000       2048.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Описание данных (основные статистические показатели)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company                 0\n",
       "Product                 0\n",
       "TypeName                0\n",
       "Inches                  0\n",
       "Ram                     0\n",
       "OS                      0\n",
       "Weight                  0\n",
       "Price_euros             0\n",
       "Screen                  0\n",
       "ScreenW                 0\n",
       "ScreenH                 0\n",
       "Touchscreen             0\n",
       "IPSpanel                0\n",
       "RetinaDisplay           0\n",
       "CPU_company             0\n",
       "CPU_freq                0\n",
       "CPU_model               0\n",
       "PrimaryStorage          0\n",
       "SecondaryStorage        0\n",
       "PrimaryStorageType      0\n",
       "SecondaryStorageType    0\n",
       "GPU_company             0\n",
       "GPU_model               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "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": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company                 False\n",
       "Product                 False\n",
       "TypeName                False\n",
       "Inches                  False\n",
       "Ram                     False\n",
       "OS                      False\n",
       "Weight                  False\n",
       "Price_euros             False\n",
       "Screen                  False\n",
       "ScreenW                 False\n",
       "ScreenH                 False\n",
       "Touchscreen             False\n",
       "IPSpanel                False\n",
       "RetinaDisplay           False\n",
       "CPU_company             False\n",
       "CPU_freq                False\n",
       "CPU_model               False\n",
       "PrimaryStorage          False\n",
       "SecondaryStorage        False\n",
       "PrimaryStorageType      False\n",
       "SecondaryStorageType    False\n",
       "GPU_company             False\n",
       "GPU_model               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Пропущенных данных в колонках нет :)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Бизнес-цель\n",
    "1. Оптимизация ценообразования  \n",
    "Использование данных для построения модели прогнозирования цены ноутбуков на основе характеристик. Эффект: Повышение продаж за счет правильного позиционирования товаров в разных ценовых сегментах.\n",
    "2. Анализ рынка и планирование производства \n",
    "Определение наиболее популярных и прибыльных конфигураций ноутбуков на основе данных о характеристиках и продажах. Эффект: Снижение издержек на производство непопулярных моделей и повышение прибыльности.\n",
    "\n",
    "### Техническая цель\n",
    "1. Прогнозирование цены ноутбуков  \n",
    "Создать модель машинного обучения, которая на вход получает характеристики ноутбука (ОЗУ, CPU, объём памяти, экран и т.д.) и предсказывает его цену. \n",
    "На вход поступают характеристики, а целевой признак - цена ноутбука.  \n",
    "2. Классификация сегмента ноутбука  \n",
    "Создать модель для предсказания ценового сегмента в зависимости от их характеристик. На вход поступают характеристики ноутбука, а целевой признак - определение ценового сегмента (бюджетный, средний, премиум)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": [
    "# Визуализация выбросов для столбца Price_euros\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x=df['Price_euros'])\n",
    "plt.title('Boxplot для цены ноутбуков (Price_euros)')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# Визуализация распределения моделей процессоров\n",
    "plt.figure(figsize=(10, 6))\n",
    "df['CPU_model'].value_counts().plot(kind='bar')\n",
    "plt.title('Распределение процессоров ноутбуков')\n",
    "plt.xlabel('Модель процессора')\n",
    "plt.ylabel('Количество')\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Проблема наборов  \n",
    "\n",
    "**Зашумленность данных** — это наличие ненужной информации, ошибок или неверных значений, которые могут исказить анализ.\n",
    "Например, в поле OS могут быть пробелы или некорректные названия операционных систем (например, \"No OS\", \"Windows\", \"Windows 10\").\n",
    "\n",
    "**Смещение данных** может возникнуть, если данные отражают предпочтения определённого производителя или сегмента. Если в данных преобладает один бренд (например, Apple), это может сместить модель в сторону этого производителя.\n",
    "\n",
    "**Актуальность данных** - неактуальные данные могут влиять на точность прогнозирования. Ноутбуки устаревают быстро, поэтому информация о старых моделях может быть неактуальной для анализа современных трендов.\n",
    "\n",
    "**Выбросы** — это значения, которые значительно отличаются от большинства данных. Поле Price_euros может содержать аномально высокие или низкие цены, которые не соответствуют реальности.\n",
    "\n",
    "**Просачивание данных** - это когда информация из тестовой выборки \"просачивается\" в обучение, что даёт модели несправедливое преимущество.\n",
    "\n",
    "Решение: Очистить данные, убрать пробелы, проверить на корректность. Чётко разделить данные для обучения и тестирования, исключить целевые признаки из обучения. Уравнять количество данных для разных производителей или использовать методы балансировки.\n",
    "\n",
    "Для устранения смещения применим рэсемплинг данных, либо же балансировку."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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['Company'].value_counts().plot(kind='bar', color='blue')\n",
    "plt.title('Распределение компаний до ресэмплинга')\n",
    "plt.xlabel('Компания')\n",
    "plt.ylabel('Количество')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Пример ресэмплинга\n",
    "brand_counts = df['Company'].value_counts()\n",
    "min_count = brand_counts.min()\n",
    "balanced_data = pd.concat([df[df['Company'] == brand].sample(min_count) for brand in brand_counts.index])\n",
    "\n",
    "# Визуализация после ресэмплинга\n",
    "plt.figure(figsize=(10, 6))\n",
    "balanced_data['Company'].value_counts().plot(kind='bar', color='green')\n",
    "plt.title('Распределение компаний после ресэмплинга')\n",
    "plt.xlabel('Компания')\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 равномерное распределение компаний (брендов) ноутбуков."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Количество выявленных выбросов: 101\n",
      "Количество записей после удаления выбросов: 1174\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# Вычисление медианы для 'Price_euros'\n",
    "median_price = df['Price_euros'].median()\n",
    "\n",
    "# Вычисление абсолютных отклонений от медианы\n",
    "df['absolute_deviation'] = np.abs(df['Price_euros'] - 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",
    "# Удаление выбросов из набора данных\n",
    "datalaptop_cleaned = df[df['absolute_deviation'] <= threshold].drop(columns=['absolute_deviation'])\n",
    "\n",
    "# Вывод количества найденных выбросов и оставшихся записей\n",
    "print(f\"Количество выявленных выбросов: {len(outliers)}\")\n",
    "print(f\"Количество записей после удаления выбросов: {len(datalaptop_cleaned)}\")\n",
    "\n",
    "# Визуализация результатов\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x=df['Price_euros'])\n",
    "plt.title('Распределение Price_euros с выбросами')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x=datalaptop_cleaned['Price_euros'])\n",
    "plt.title('Распределение Price_euros после удаления выбросов')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Медиальный способ борьбы с выбросами позволяет сохранить структуру даныых, создать устойчивость к этим выбросать, чтобы избежать смещения данных, если использовали бы среднее. Если имеются товары с высоко аномальной ценой, то замена на медиану позволит сократить влияние на данные. Удаление выбросов вдобавок и решает проблему зашумлённости данных. Выбросы - это одна из форм шума и удаление их позволяеи сделать данные чище и менее зашумлённые."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 765\n",
      "Размер валидационной выборки: 255\n",
      "Размер тестовой выборки: 255\n",
      "Company                 float64\n",
      "Product                 float64\n",
      "TypeName                float64\n",
      "Inches                  float64\n",
      "Ram                       int64\n",
      "OS                      float64\n",
      "Weight                  float64\n",
      "Screen                  float64\n",
      "ScreenW                   int64\n",
      "ScreenH                   int64\n",
      "Touchscreen             float64\n",
      "IPSpanel                float64\n",
      "RetinaDisplay           float64\n",
      "CPU_company             float64\n",
      "CPU_freq                float64\n",
      "CPU_model               float64\n",
      "PrimaryStorage            int64\n",
      "SecondaryStorage          int64\n",
      "PrimaryStorageType      float64\n",
      "SecondaryStorageType    float64\n",
      "GPU_company             float64\n",
      "GPU_model               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: 765\n",
      "Количество записей в обучающей выборке после oversampling: 772\n",
      "Количество записей в обучающей выборке после undersampling: 760\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.drop(columns=['Price_euros'])  # Признаки\n",
    "y = df['Price_euros']  # 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_euros')\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_euros')\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": [
    "# Третий датафрейм: Зарплата сотрудников по обработке данных (DataScience)\n",
    "Выгрузили третий датасет!!! :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['work_year', 'experience_level', 'employment_type', 'job_title',\n",
      "       'salary', 'salary_currency', 'salary_in_usd', 'employee_residence',\n",
      "       'remote_ratio', 'company_location', 'company_size'],\n",
      "      dtype='object')\n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3755 entries, 0 to 3754\n",
      "Data columns (total 11 columns):\n",
      " #   Column              Non-Null Count  Dtype \n",
      "---  ------              --------------  ----- \n",
      " 0   work_year           3755 non-null   int64 \n",
      " 1   experience_level    3755 non-null   object\n",
      " 2   employment_type     3755 non-null   object\n",
      " 3   job_title           3755 non-null   object\n",
      " 4   salary              3755 non-null   int64 \n",
      " 5   salary_currency     3755 non-null   object\n",
      " 6   salary_in_usd       3755 non-null   int64 \n",
      " 7   employee_residence  3755 non-null   object\n",
      " 8   remote_ratio        3755 non-null   int64 \n",
      " 9   company_location    3755 non-null   object\n",
      " 10  company_size        3755 non-null   object\n",
      "dtypes: int64(4), object(7)\n",
      "memory usage: 322.8+ KB\n"
     ]
    }
   ],
   "source": [
    "# Выгружаем третий датафрейм\n",
    "df = pd.read_csv(\".\\\\static\\\\csv\\\\ds_salaries.csv\")\n",
    "\n",
    "print(df.columns)\n",
    "\n",
    "print()\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Описание набора  \n",
    "Kaggle даёт следующие пояснения о датасете:  \n",
    "Целью данного исследования является изучение факторов, влияющих на заработную плату специалистов по обработке данных. Для этого был использован набор данных, содержащий различные релевантные переменные. В этом отчёте описывается исследовательский анализ, проведённый для понимания взаимосвязи между этими факторами и заработной платой специалистов по обработке данных. Наука о данных — быстро развивающаяся область, и специалисты по обработке данных играют важнейшую роль в анализе и интерпретации больших объёмов данных. Поскольку эта профессия становится всё более востребованной, важно понимать факторы, которые могут влиять на зарплату специалистов по обработке данных. Этот анализ посвящён изучению этих факторов и их влиянию на зарплату."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>work_year</th>\n",
       "      <th>experience_level</th>\n",
       "      <th>employment_type</th>\n",
       "      <th>job_title</th>\n",
       "      <th>salary</th>\n",
       "      <th>salary_currency</th>\n",
       "      <th>salary_in_usd</th>\n",
       "      <th>employee_residence</th>\n",
       "      <th>remote_ratio</th>\n",
       "      <th>company_location</th>\n",
       "      <th>company_size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2023</td>\n",
       "      <td>SE</td>\n",
       "      <td>FT</td>\n",
       "      <td>Principal Data Scientist</td>\n",
       "      <td>80000</td>\n",
       "      <td>EUR</td>\n",
       "      <td>85847</td>\n",
       "      <td>ES</td>\n",
       "      <td>100</td>\n",
       "      <td>ES</td>\n",
       "      <td>L</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2023</td>\n",
       "      <td>MI</td>\n",
       "      <td>CT</td>\n",
       "      <td>ML Engineer</td>\n",
       "      <td>30000</td>\n",
       "      <td>USD</td>\n",
       "      <td>30000</td>\n",
       "      <td>US</td>\n",
       "      <td>100</td>\n",
       "      <td>US</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023</td>\n",
       "      <td>MI</td>\n",
       "      <td>CT</td>\n",
       "      <td>ML Engineer</td>\n",
       "      <td>25500</td>\n",
       "      <td>USD</td>\n",
       "      <td>25500</td>\n",
       "      <td>US</td>\n",
       "      <td>100</td>\n",
       "      <td>US</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2023</td>\n",
       "      <td>SE</td>\n",
       "      <td>FT</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>175000</td>\n",
       "      <td>USD</td>\n",
       "      <td>175000</td>\n",
       "      <td>CA</td>\n",
       "      <td>100</td>\n",
       "      <td>CA</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023</td>\n",
       "      <td>SE</td>\n",
       "      <td>FT</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>120000</td>\n",
       "      <td>USD</td>\n",
       "      <td>120000</td>\n",
       "      <td>CA</td>\n",
       "      <td>100</td>\n",
       "      <td>CA</td>\n",
       "      <td>M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   work_year experience_level employment_type                 job_title  \\\n",
       "0       2023               SE              FT  Principal Data Scientist   \n",
       "1       2023               MI              CT               ML Engineer   \n",
       "2       2023               MI              CT               ML Engineer   \n",
       "3       2023               SE              FT            Data Scientist   \n",
       "4       2023               SE              FT            Data Scientist   \n",
       "\n",
       "   salary salary_currency  salary_in_usd employee_residence  remote_ratio  \\\n",
       "0   80000             EUR          85847                 ES           100   \n",
       "1   30000             USD          30000                 US           100   \n",
       "2   25500             USD          25500                 US           100   \n",
       "3  175000             USD         175000                 CA           100   \n",
       "4  120000             USD         120000                 CA           100   \n",
       "\n",
       "  company_location company_size  \n",
       "0               ES            L  \n",
       "1               US            S  \n",
       "2               US            S  \n",
       "3               CA            M  \n",
       "4               CA            M  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Для наглядности\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "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>work_year</th>\n",
       "      <th>salary</th>\n",
       "      <th>salary_in_usd</th>\n",
       "      <th>remote_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3755.000000</td>\n",
       "      <td>3.755000e+03</td>\n",
       "      <td>3755.000000</td>\n",
       "      <td>3755.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2022.373635</td>\n",
       "      <td>1.906956e+05</td>\n",
       "      <td>137570.389880</td>\n",
       "      <td>46.271638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.691448</td>\n",
       "      <td>6.716765e+05</td>\n",
       "      <td>63055.625278</td>\n",
       "      <td>48.589050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2020.000000</td>\n",
       "      <td>6.000000e+03</td>\n",
       "      <td>5132.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2022.000000</td>\n",
       "      <td>1.000000e+05</td>\n",
       "      <td>95000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2022.000000</td>\n",
       "      <td>1.380000e+05</td>\n",
       "      <td>135000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2023.000000</td>\n",
       "      <td>1.800000e+05</td>\n",
       "      <td>175000.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2023.000000</td>\n",
       "      <td>3.040000e+07</td>\n",
       "      <td>450000.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         work_year        salary  salary_in_usd  remote_ratio\n",
       "count  3755.000000  3.755000e+03    3755.000000   3755.000000\n",
       "mean   2022.373635  1.906956e+05  137570.389880     46.271638\n",
       "std       0.691448  6.716765e+05   63055.625278     48.589050\n",
       "min    2020.000000  6.000000e+03    5132.000000      0.000000\n",
       "25%    2022.000000  1.000000e+05   95000.000000      0.000000\n",
       "50%    2022.000000  1.380000e+05  135000.000000      0.000000\n",
       "75%    2023.000000  1.800000e+05  175000.000000    100.000000\n",
       "max    2023.000000  3.040000e+07  450000.000000    100.000000"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Описание представленного датафрейма\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "work_year             0\n",
       "experience_level      0\n",
       "employment_type       0\n",
       "job_title             0\n",
       "salary                0\n",
       "salary_currency       0\n",
       "salary_in_usd         0\n",
       "employee_residence    0\n",
       "remote_ratio          0\n",
       "company_location      0\n",
       "company_size          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "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": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "work_year             False\n",
       "experience_level      False\n",
       "employment_type       False\n",
       "job_title             False\n",
       "salary                False\n",
       "salary_currency       False\n",
       "salary_in_usd         False\n",
       "employee_residence    False\n",
       "remote_ratio          False\n",
       "company_location      False\n",
       "company_size          False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Хе-хе, какие весёлые датасеты :) Ни где данных пропущенных не нашлось, хе-хе))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Анализ сведений о наборе данных\n",
    "\n",
    "**Набор данных:** Набор данных представляет собой информацию о сотрудниках DataScientist. Их зарплатах, занятости, стаже и по этим данным будет проводиться анализ. \n",
    "\n",
    "**Проблемная область:** Проблемной областью может являться анализ и управление заработной платой сотрудников с учётом различных факторов, которые позволяют компаниям улучшать свои кадровые стратегии и конкурировать на рынке труда.\n",
    "\n",
    "Проанализируем содержимое...\n",
    "\n",
    "*Объекты наблюдения:* Каждый сотрдник в области оьработки данных является объектом наблюдения.  \n",
    "\n",
    "*Атрибуты объектов:* Основные атрибуты представляют собой зарплату работников, тип занятости, уровень опыта разработчика, год получения опыта работника, валюта (выплачиваемой зарплаты), местоположение сотрудника, мостоположение компании, размер компании, доля удалённой работы.\n",
    "\n",
    "*Связи между объектами:* Стаж сотрудника может быть использован в зарплатах и трудоустройстве по годам. Более высокий опыт и определённые должности коррелируют с большими зарплатами. Регионы и страы могут показать разницу в зарплатах. \n",
    "\n",
    "## Бизнес-цель\n",
    "1.  Определение конкурентоспособности зарплат  \n",
    "Цель: Сравнить зарплаты сотрудников по странам и должностям.  \n",
    "Эффект же будет заключаться в том, что компании могут использовать эту информацию для привлечения и удержания талантов, предлагая конкрурентные зарплаты. \n",
    "2.   Оценка зависимости между опытом и зарплатой  \n",
    "Цель: Определить, как профессиональный опыт влияет на зарплаты в различных секторах.  \n",
    "Эффект заключается в том, что компании могут лучше планировать бюджеты на повышение зарплат в зависимости от опыта сотрудников.\n",
    "\n",
    "### Техническая цель\n",
    "1.   Конкурентоспособность зарплат  \n",
    "Построить модель, которая будет предсказывать зарплаты сотрудников на основе атрибутов. На вход должны следовать такие признаки, как должность, опыт, страна компании. Целевой признак: зарплата.\n",
    "2.   Оценка зависимости между опытом и зарплатой\n",
    "Создать модель и визуализировать влияние опыта на зарплату. На вход должны идти уровень опыта, должность, местоположение компании. Целевой признак: Зарплата"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "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": [
    "# Визуализация данных - ящик с усами. Выборка относительно сбалансирована, есть среднее смещение в среднюю сторону, медиана уравновешена\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(x=df[\"salary_in_usd\"])\n",
    "plt.title(\"Box Plot для salary_in_usd\")\n",
    "plt.xlabel(\"salary_in_usd\")\n",
    "plt.show()\n",
    "\n",
    "# Визуализируем отношение размера компании и зарплаты\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df[\"salary_in_usd\"], df[\"experience_level\"])\n",
    "plt.xlabel(\"salary_in_usd\")\n",
    "plt.ylabel(\"experience_level\")\n",
    "plt.title(\"salary in usd vs experience_level\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Проблемы выбранный наборов данных  \n",
    "**Зашумленность:**  \n",
    "Возможное присутствие некорректных или неполных данных, например, ошибки в заполнении зарплат или местоположений.\n",
    "Необходима очистка данных от выбросов и ошибок.  \n",
    "\n",
    "**Смещение:**  \n",
    "Могут быть смещения в данных по странам или компаниям, например, если большая часть выборки состоит из сотрудников одной страны или отрасли.  \n",
    "\n",
    "**Актуальность:**  \n",
    "Если данные собраны за несколько лет, некоторые зарплаты могут быть неактуальны для текущего рынка, что требует дополнительной актуализации.  \n",
    "\n",
    "**Выбросы:**  \n",
    "Возможны экстремальные значения в зарплатах, которые необходимо либо исключить, либо обработать, чтобы не искажать модели.  \n",
    "\n",
    "**Просачивание данных:**  \n",
    "Если в данных есть признаки, которые могут напрямую предсказывать зарплату (например, если salary_currency или company_size напрямую коррелируют с зарплатой), это может привести к ошибкам в моделях."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Борьба с выбросами"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Статистический анализ для определения выбросов\n",
    "Q1 = df[\"salary_in_usd\"].quantile(0.25)\n",
    "Q3 = df[\"salary_in_usd\"].quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "\n",
    "# Определение порога для выбросов\n",
    "threshold = 1.5 * IQR\n",
    "outliers = (df[\"salary_in_usd\"] < (Q1 - threshold)) | (\n",
    "    df[\"salary_in_usd\"] > (Q3 + threshold)\n",
    ")\n",
    "\n",
    "# Обработка выбросов\n",
    "# В данном случае мы уберем выбросы\n",
    "median_salary = df[\"salary_in_usd\"].median()\n",
    "df.loc[outliers, \"salary_in_usd\"] = 0\n",
    "df1 = df[df.salary_in_usd != 0]\n",
    "\n",
    "# Визуализация данных после обработки\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df1[\"salary_in_usd\"], df1[\"experience_level\"])\n",
    "plt.xlabel(\"salary_in_usd\")\n",
    "plt.ylabel(\"experience_level\")\n",
    "plt.title(\"salary in usd vs experience_level\")\n",
    "plt.show()\n",
    "\n",
    "# Визуализация данных после обработки\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.boxplot(df1[\"salary_in_usd\"])\n",
    "plt.xlabel(\"salary_in_usd\")\n",
    "plt.ylabel(\"experience_level\")\n",
    "plt.title(\"salary in usd vs experience_level\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Размер обучающей выборки: 2253\n",
      "Размер контрольной выборки: 751\n",
      "Размер тестовой выборки: 751\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Пример датасета с данными (X — признаки, y — целевой признак)\n",
    "X = df.drop(columns=[\"salary_in_usd\"])  # Признаки (все столбцы, кроме целевого признака 'salary')\n",
    "y = df[\"salary_in_usd\"]  # Целевая переменная\n",
    "\n",
    "# Разделяем данные на обучающую (60%), 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",
    "# Временную выборку делим 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",
    "# Проверяем размер 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": [
    "Теперь оценим сбалансированность, если нужно использовать методы аугментации данных, то применим. Анаализ проведём в категории 'salary_in_usd', в которой может потребоваться применение oversampling или undersampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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"
    },
    {
     "data": {
      "image/png": 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5WKbSxMbGMmHCBH777bcS1/edm7O8Ff1C3bBhwxKPRUVFsXLlSgDrL/1Nmza9pHFTUlIu+n6E/11Xei4vL68Ljn/48GHatWtX4v5GjRpZH2/atCn+/v50796d6dOn88orrwCFpzE6ODgUOy107969bNu27ZLfn5GRkSW2eeaZZ1i8eDFt27alXr169OzZkzvvvJMOHTpYt8nMzGTixIl88803HDt2rNh1YaX9259bgr29vQEIDw8vcf+57yUo+T0MCt/n06dPL+1lXtS5eYq+txXtu+j9VK9evWLb1ahRo9j3QREpHypmIlJmbdu2LXbE41yvv/46zz//PPfccw+vvPIKNWrUwM7OjkcffbTEkSgzFGV4++23admyZanbnP3LaU5ODidOnODGG2+86LgWi4U///wTe3v7C44JEBcXBxSWlQuNGRgYyA8//FDq4+f+QtquXTteffXVYvd9+OGH/Prrr6U+Pzo6milTpvD999+Xeq1aQUEBzZo14z//+U+pzz/3F83S3HTTTdSrV4+TJ0/y6aefcvvtt7Ny5Upq165NcnIynTt3xsvLi5dffpm6devi4uLCP//8wzPPPHPV3i9xcXH06tXrvI/n5+dz4403curUKZ555hmioqJwd3fn2LFjjBw5skK8r6/UqVOnyMnJuej7EQqvMyttO1v+kWXo0KGMGjWKLVu20LJlS6ZPn0737t3x9/cvlufGG2/k6aefLnWMotJe5OwjX0UaNWrE7t27mTdvHvPnz+eXX37h448/ZsKECdYJSB5++GG++eYbHn30Udq3b4+3tzcWi4WhQ4eW+m9f2v//57v/7JJXXs6X52rsW0QuTsVMRMrNzJkz6dq1K1999VWx+5OTk4v9UlW3bl3WrVtHbm6uTSawKFL0V/0ihmGwb98+mjdvbt0vFP51/+yJGs5n69at5ObmXrCMFo1rGAaRkZElfiEsza5du7BYLKUe9Th7zMWLF9OhQ4dSf6k8l7+/f4nXdKEJOsaPH0/Lli2LnR527v63bt1K9+7dy3x6aVhYmPW0rFtuuQV/f38++eQT3nzzTZYvX05SUhKzZs2iU6dO1ucUzfB5ruPHj5Oenl7sqNmePXsALjjpxIUcPXqUM2fOWI/alGb79u3s2bOHqVOnFpuoYdGiRWXa55UqOrq3e/fuEkevdu/ebX28Tp06AJc0o1/RaYQX+joU/b8TGBh4Sf/vlJZ79+7dJe4vOmX17KOWAwcO5P7777eezrhnz54SE/7UrVuXtLS0MmU5m7u7O7fffju33347OTk53HLLLbz22muMHz8eFxcXZs6cyYgRI3j33Xetz8nKyrIe9ba1c7+HQeHrL+t7/GKKvu779u0rdlQxKSmp1CN6ImJbusZMRMqNvb19ib/Ezpgxo8Q03oMHDyYxMbHY1NdFruQvuUUzmhWZOXMmJ06coE+fPgC0bt2aunXr8s4775CWllbi+edOIz1jxgzs7e1LnYr+bLfccgv29va89NJLJfIbhkFSUpL187y8PH755Rfatm17wVPHhgwZQn5+vvV0rrPl5eVd0S+Ga9as4ddff+WNN944b+kaMmQIx44d44svvijxWGZmJunp6Ze1z5SUFHJycqxT7Rf9Jf/sr1dOTg4ff/xxqc/Py8vjs88+K7btZ599RkBAAK1bt76sLEV+/vln4Pyn550vp2EYTJ48uUz7vFJt2rQhMDCQTz/9tNiyBX/++SfR0dH069cPKDyi2qlTJ77++mtiY2OLjXHue/Tnn3/Gycmp2PVf5+rVqxdeXl68/vrr5Obmlnj83P93ztW3b1/Wr1/PmjVrrPelp6fz+eefU7t2bRo3bmy938fHh169ejF9+nRrtoEDBxYbb8iQIaxZs4YFCxaU2FdycjJ5eXkXzAMU+/8SCq9bbNy4MYZhWF9jad/TPvjggxJLOtjKnDlzin2/XL9+PevWrbN+D7O17t274+DgwCeffFLs/tK+N4uI7emImYiUm/79+/Pyyy8zatQorr/+erZv384PP/xg/et9keHDh/Ptt9/y+OOPs379ejp27Eh6ejqLFy/moYce4uabby7T/mvUqMENN9zAqFGjiI+PZ9KkSdSrV4/Ro0cDYGdnx5dffkmfPn1o0qQJo0aNIiwsjGPHjrFs2TK8vLyYO3cu6enpfPTRR7z//vs0aNCg2FpORYVu27ZtrFmzhvbt21O3bl1effVVxo8fz6FDhxg4cCCenp4cPHiQ2bNnM2bMGJ588kkWL17M888/z7Zt25g7d+4FX0vnzp25//77mThxIlu2bKFnz544Ojqyd+9eZsyYweTJk7n11lvL9HVauHAhN9544wWPNtx9991Mnz6dBx54gGXLltGhQwfy8/OJiYlh+vTpLFiw4LxHErdv384TTzxBt27dCAwM5Pjx43z99dcUFBRYFyK//vrr8fX1ZcSIETzyyCNYLBa+++678xbz0NBQ3nzzTQ4dOkSDBg2YNm0aW7Zs4fPPP7/so67x8fG88MILfPnllwwdOpSoqKjzbhsVFUXdunV58sknOXbsGF5eXvzyyy+mHU1wdHTkzTffZNSoUXTu3Jk77rjDOl1+7dq1i031//7773PDDTfQqlUrxowZQ2RkJIcOHeL333+3ToTzwgsv8NNPP/F///d/F7xOzMvLi08++YS7776bVq1aMXToUAICAoiNjeX333+nQ4cOF/xl/v/+7//46aef6NOnD4888gg1atRg6tSpHDx4kF9++aXYtaoAt99+O8OGDePjjz+mV69eJZabeOqpp/jtt9/o378/I0eOpHXr1qSnp7N9+3ZmzpzJoUOHih2lL03Pnj0JDg6mQ4cOBAUFER0dzYcffki/fv2skwj179+f7777Dm9vbxo3bsyaNWtYvHhxsWtmbalevXrccMMNPPjgg2RnZzNp0iT8/PzOe8rmlQoKCuJf//oX7777LgMGDKB3795s3bqVP//8E39//yuajElELsFVngVSRKqAoqmXN2zYcMHtsrKyjCeeeMIICQkxXF1djQ4dOhhr1qwxOnfuXGxqaMMonIb63//+txEZGWk4OjoawcHBxq233mrs37/fMIyyTZf/008/GePHjzcCAwMNV1dXo1+/fqVOZ75582bjlltuMfz8/AxnZ2cjIiLCGDJkiLFkyZJi+77Y7dyppH/55RfjhhtuMNzd3Q13d3cjKirKGDt2rLF7927DMAzj4YcfNjp16mTMnz+/RKbSpsA2DMP4/PPPjdatWxuurq6Gp6en0axZM+Ppp582jh8/bt3mcqfLt1gsxqZNm4rdX9q/UU5OjvHmm28aTZo0MZydnQ1fX1+jdevWxksvvWSkpKSU2F+R48ePGwMGDDCCgoIMR0dHIyQkxOjfv7+xcuXKYtutWrXKuO666wxXV1cjNDTUePrpp40FCxYUm6a9KFuTJk2MjRs3Gu3btzdcXFyMiIgI48MPPyw23qVOl79q1SqjXr16xosvvmhkZ2cX26606fJ37dpl9OjRw/Dw8DD8/f2N0aNHG1u3bi2x3dkop+nyi0ybNs245pprDGdnZ6NGjRrGXXfdVWya9SI7duwwBg0aZPj4+BguLi5Gw4YNjeeff94wDMP46aefjKZNmxqTJ08uMYX+udPln31/r169DG9vb8PFxcWoW7euMXLkSGPjxo0XfY379+83br31VmuWtm3bGvPmzSt129TUVMPV1dUAjO+//77Ubc6cOWOMHz/eqFevnuHk5GT4+/sb119/vfHOO+9Yl1C40PeRzz77zOjUqZP1+0DdunWNp556qth7+/Tp08aoUaMMf39/w8PDw+jVq5cRExNz3unpz/0eWfT/dUJCQrH7z/33Pjvnu+++a4SHhxvOzs5Gx44dja1bt5Y65tkuNU9p/655eXnG888/bwQHBxuurq5Gt27djOjoaMPPz6/YNP8iYnsWw9AVnyJStSxfvpyuXbsyY8aMMh9FOtuhQ4eIjIzk4MGD572248UXX+TQoUNMmTLlivcnF9alSxcSExMv6Xopkcqo6HvO22+/zZNPPml2HJKTk/H19eXVV1+1Lr4uIrana8xEREREBCi8ZvRckyZNAgr/KCIi5UfXmImIXISHhwd33XXXBSfnaN68OaGhoVcxlYiI7U2bNo0pU6bQt29fPDw8WLlyJT/99BM9e/YstqabiNieipmIyEX4+/vz/fffX3Cbsxe7FRGprJo3b46DgwNvvfUWqamp1glBzl0XUURsT9eYiYiIiIiImEzXmImIiIiIiJhMxUxERERERMRkusbsEhQUFHD8+HE8PT21uKKIiIiISDVmGAZnzpwhNDQUOzvbHedSMbsEx48fJzw83OwYIiIiIiJSQRw5coSaNWvabDwVs0vg6ekJFH7xvby8TE4jIiIiIiJmSU1NJTw83NoRbEXF7BIUnb7o5eWlYiYiIiIiIja/xEmTf4iIiIiIiJhMxUxERERERMRkKmYiIiIiIiImUzETERERERExmYqZiIiIiIiIyVTMRERERERETKZiJiIiIiIiYjIVMxEREREREZOpmImIiIiIiJhMxUxERERERMRkKmYiIiIiIiImUzETERERERExmYqZiIiIiIiIyVTMRERERERETKZiJiIiIiIiYjIVMxEREREREZOpmImIiIiIiJhMxUxERERERMRkDmYHEJGrIzY2lsTExHIZ29/fn1q1apXL2CIiIiLVgYqZSDUQGxtLVKMoMjMyy2V8VzdXYqJjVM5EREREykjFTKQaSExMJDMjk0HPDiIgIsCmYyccTmD267NJTExUMRMREREpIxUzkWokICKAkAYhZscQERERkXNo8g8RERERERGTqZiJiIiIiIiYTMVMRERERETEZCpmIiIiIiIiJlMxExERERERMZmKmYiIiIiIiMlUzEREREREREymYiYiIiIiImIyFTMRERERERGTqZiJiIiIiIiYTMVMRERERETEZCpmIiIiIiIiJlMxExERERERMZmKmYiIiIiIiMlUzEREREREREymYiYiIiIiImIyFTMRERERERGTqZiJiIiIiIiYTMVMRERERETEZCpmIiIiIiIiJlMxExERERERMZmKmYiIiIiIiMlUzEREREREREymYiYiIiIiImIyFTMRERERERGTqZiJiIiIiIiYTMVMRERERETEZCpmIiIiIiIiJlMxExERERERMZmKmYiIiIiIiMlUzEREREREREymYiYiIiIiImIyFTMRERERERGTqZiJiIiIiIiYTMVMRERERETEZCpmIiIiIiIiJlMxExERERERMZmKmYiIiIiIiMlMLWYTJ07k2muvxdPTk8DAQAYOHMju3buLbdOlSxcsFkux2wMPPFBsm9jYWPr164ebmxuBgYE89dRT5OXlFdtm+fLltGrVCmdnZ+rVq8eUKVPK++WJiIiIiIhcElOL2V9//cXYsWNZu3YtixYtIjc3l549e5Kenl5su9GjR3PixAnr7a233rI+lp+fT79+/cjJyWH16tVMnTqVKVOmMGHCBOs2Bw8epF+/fnTt2pUtW7bw6KOPct9997FgwYKr9lpFRERERETOx8HMnc+fP7/Y51OmTCEwMJBNmzbRqVMn6/1ubm4EBweXOsbChQvZtWsXixcvJigoiJYtW/LKK6/wzDPP8OKLL+Lk5MSnn35KZGQk7777LgCNGjVi5cqVvPfee/Tq1av8XqCIiIiIiMglqFDXmKWkpABQo0aNYvf/8MMP+Pv707RpU8aPH09GRob1sTVr1tCsWTOCgoKs9/Xq1YvU1FR27txp3aZHjx7FxuzVqxdr1qwpNUd2djapqanFbiIiIiIiIuXF1CNmZysoKODRRx+lQ4cONG3a1Hr/nXfeSUREBKGhoWzbto1nnnmG3bt3M2vWLADi4uKKlTLA+nlcXNwFt0lNTSUzMxNXV9dij02cOJGXXnrJ5q9RRKqX2NhYEhMTy218f39/atWqVW7ji4iIyNVTYYrZ2LFj2bFjBytXrix2/5gxY6wfN2vWjJCQELp3787+/fupW7duuWQZP348jz/+uPXz1NRUwsPDy2VfIlI1xcbGEtUoisyMzHLbh6ubKzHRMSpnIiIiVUCFKGbjxo1j3rx5rFixgpo1a15w23bt2gGwb98+6tatS3BwMOvXry+2TXx8PID1urTg4GDrfWdv4+XlVeJoGYCzszPOzs5lfj0iIomJiWRmZDLo2UEERATYfPyEwwnMfn02iYmJKmYiIiJVgKnFzDAMHn74YWbPns3y5cuJjIy86HO2bNkCQEhICADt27fntdde4+TJkwQGBgKwaNEivLy8aNy4sXWbP/74o9g4ixYton379jZ8NSIiJQVEBBDSIMTsGCIiIlLBmTr5x9ixY/n+++/58ccf8fT0JC4ujri4ODIzC0/92b9/P6+88gqbNm3i0KFD/PbbbwwfPpxOnTrRvHlzAHr27Enjxo25++672bp1KwsWLOC5555j7Nix1qNeDzzwAAcOHODpp58mJiaGjz/+mOnTp/PYY4+Z9tpFRERERESKmFrMPvnkE1JSUujSpQshISHW27Rp0wBwcnJi8eLF9OzZk6ioKJ544gkGDx7M3LlzrWPY29szb9487O3tad++PcOGDWP48OG8/PLL1m0iIyP5/fffWbRoES1atODdd9/lyy+/1FT5IiIiIiJSIZh+KuOFhIeH89dff110nIiIiBKnKp6rS5cubN68+bLyiYiIiIiIXA0Vah0zERERERGR6kjFTERERERExGQqZiIiIiIiIiZTMRMRERERETGZipmIiIiIiIjJVMxERERERERMpmImIiIiIiJiMhUzERERERERk6mYiYiIiIiImEzFTERERERExGQqZiIiIiIiIiZTMRMRERERETGZipmIiIiIiIjJVMxERERERERMpmImIiIiIiJiMhUzERERERERk6mYiYiIiIiImEzFTERERERExGQqZiIiIiIiIiZTMRMRERERETGZg9kBREREKpPY2FgSExPLZWx/f39q1apVLmOLiEjFpmImIiJyiWJjY4lqFEVmRma5jO/q5kpMdIzKmYhINaRiJiIicokSExPJzMhk0LODCIgIsOnYCYcTmP36bBITE1XMRESqIRUzERGRyxQQEUBIgxCzY4iISBWiyT9ERERERERMpmImIiIiIiJiMhUzERERERERk6mYiYiIiIiImEzFTERERERExGQqZiIiIiIiIiZTMRMRERERETGZipmIiIiIiIjJVMxEpJgCo4C8gjyzY4iIiIhUKw5mBxCRiiM6MZq5u+eSmZeJp5Mnvi6+BLgH0CmiE17OXmbHExEREamyVMxEhPyCfBYfXMzao2ut953JOcOZnDPEpsZy4PQBRrYcqXJ2laXlpGFnscPN0c3sKCIiIlLOVMxEqrkz2WeYsWsGR1KPANC+Znva12xPSnYKp7NOs/TgUk5nnWbq1qmMbDEST2dPkxNXXclZyWw6sYkTZ04QlxZHem46AH6uftTyrkWETwSN/BvhZO9kclIRERGxNRUzkWqswCjg550/c/zMcZztnbk56mYa+TcCwNPZk5peNQn3CmfKlimcyjxVWM5ajsTDycPk5FVLgVHA2qNrWX5oObkFudb7LVgwMEjKTCIpM4nNcZtZ5ryMPvX64IWOXoqIiFQlKmYi1diGYxuspWx0q9H4ufmV2MbHxYcRLUYwZesUkjKT+H7b94xuNRp7O3sTElc9J86cYO6euZxIOwFAhHcETQObEuwRTJB7EHkFecSmxBKbEsvOhJ2kZKfw886fiXCOAG+Tw4uIiIjNqJiJVFOp2aksPbQUgB51epRayor4uvoyosUIvvznS+LT49kct5k2oW2uVtQqa/+p/fy04yfyjXxcHFzoWacnLYNbYrFYrNs42jvS0L8hDf0b0rl2Z1YcXsGao2s4nH0YHoINiRtoRSsTX4WIiIjYgqbLF6mm/tz7Jzn5OYR7hdM6pPVFt6/hWoMutbsAsPzQcrLzsss5YdV2JOUI03ZOI9/Ip36N+oy9dizXhFxTrJSdy8neiR51enB/6/sJdAwEZ3h43cPMip51FZOLiIhIeVAxE6mGYhJjiEmKwc5iR/8G/S9YBs7WOqQ1NVxrkJ6bzpqja8o5ZdUVnxbPjzt+JLcgl7q+dRnSZMhlXbcX6B5If7/+EA25BbncNuM2Pt/0eTkmFhERkfKmYiZSzeTk5/Dnvj8BuD78egLdAy/5ufZ29nSP7A7A6iOrOZN9plwyVmWnMk/x3bbvyMrLItwrnCFNhuBgd/lnlTtYHGA6DKo1iAKjgPvn3c+7q98th8QiIiJyNaiYiVQz/5z4h9TsVHxcfOhUq9NlP7+RfyPCPMPILcjlr8N/lUPCqiu/IJ/pO6eTnptOsEcwdza788qmvjfg383/zb87/huAJxc9ydQtU22UVkRERK4mFTORaqTAKGD9sfUAdAjvgKO942WPYbFYuLHOjUBhyTude9qmGauy5YeXE58ej5ujG3c2vRMXB5crHtNisfBqt1d5sv2TANz72738vuf3Kx5XREREri4VM5FqJDY7ltNZp3FxcKFFUIsyjxPhE0FDv4YYGGxN32rDhFXX0dSjrIpdBUC/+v1svlD3mze+ybDmw8g38rltxm2sPbrWpuOLiIhI+VIxE6lGdqTvAKBVSKsyHS07W4fwDgDsz9wPV37gp0rLzc9lTswcDAyaBTajcUBjm+/DzmLH1wO+plfdXmTmZdLvx37sSdpj8/2IiIhI+VAxE6kuAuF4znEsWGgb2vaKh6vpVZNA90DyyYdmNshXhS0+uJikzCQ8nTzpU69Pue3H0d6RmUNmcm3otZzKPEW/H/uRmJFYbvsTERER21ExE6ku2hX+p5F/I7xdvK94OIvFQquQ/y5s3AYMw7jiMauikzknrdf1DWg4AFdH13Ldn4eTB3PvmEuEdwT7Tu1j4M8DycrLKtd9ioiIyJW7/DmaRaTSOZ19GpoXftyuZjubjds8sDmL9i0iPyifHck7aM3FF6qubtakFq731iKoBfVq1Lsq+wzyCOKPu/7g+q+uZ9WRVdzz6z38cMsPl7xeHUBsbCyJieV3tM3f359atWqV2/giIiKVjYqZSDUwO3Y2OIK/gz/hXuE2G9fV0ZU6rnXYm7mXWYdnMYIRNhu7SmgE8bnxONg50C2y21XddeOAxswcMpM+P/Thpx0/Ua9GPV7u+vIlPTc2NpaoRlFkZmSWWz5XN1diomNUzkRERP5LxUykijMMgzmxcwBo6t70so6aXIpGbo3Ym7mXBccWkJKVYpPTJKuC3IJc6FH4cfua7fFy9rrqGXrU6cGn/T7lvrn38cqKV6jrW5cRLS9enhMTE8nMyGTQs4MIiAiwea6EwwnMfn02iYmJKmYiIiL/pWImUsWtO7aOYxnHIBvquNax+fhBjkFwErIDs/lh+w88dO1DNt9HZfTL4V/AD1ztXK0zWJrh3lb3sv/0fiaunMjouaOJ8ImgS+0ul/TcgIgAQhqElG9AERERATT5h0iV9+P2Hws/iAEHi+3/FmOxWGBT4cefbfpMk4AAKVkpfL77cwBae7TG2cHZ1DyvdnuVIU2GkFuQy6Bpg4hJjDE1j4iIiJSkYiZSheUV5DFt57TCT7aX4462gpOdE9vit7H9ZHnuqHJ4Y+UbpOSmQAJEuUWZHQc7ix1Tbp5C+5rtSc5Kpt+P/YhLizM7loiIiJxFxUykClt2cBkn00/i7egNB8pxR1lwfeD1AEzfOb0cd1TxJWUk8cH6Dwo/WVxYiioCV0dXfh36K3V863Dg9AG6Tu1KfFq82bFERETkvyrGbwwiUi5+3FF4GuONoTdCQfnu68bQG4HCYladT2d8f937pOem08CrAew2O01xAe4BLBy2kJpeNYlJjFE5ExERqUA0+YdIFZWVl8Ws6FkA9A7rzUxmluv+OgZ1xNnemb2n9rItfhstgluU6/4qojPZZ3h//fsAjKo/ivGMNzlRSXVr1GX5iOV0ntKZ6MRoun3bjaXDlxLkEWR2tAsyDIPcglxr6Tcwin1ctE1pH+cX5JOWk0ZaThpncs4U/jf7TKmfFxgFuDm64e7kjqeTJ/X96tM8qDkhHiE2n9FURETkbCpmIlXUH3v/IDU7lXCvcFrUKP+S5O7gTt/6fZkdM5vpO6dXmmJmy4WUp+6bSnJWMhHuEYQlh9lkzPJQt0Zdlo8sLGe7EnbR4esOzBk6h6aBTU3Jcyb7DNvit7E1fit7k/ZyPO04x88U3s5knyEjN4OM3Axr0TJDDdcatA1rSwfPDuBoWgwREanCVMxEqqii2RjvaHrHVbvOaUiTIYXFbNd0Xu32aoU/wmDThZQdgEcBDzj8w2GGbxkOQFpa2pWPXQ7q1ajH8hHLufG7G9l/ej/XfXkdX9/8NUOaDCn3fWfkZ0AzeHnry+xctZN9p/aV+z4d7RzxdPbEw8kDTyfPYh+f/V87ix3puemk56STnJ1MdEI0u5N2cyrzFPP3zWc+8+FJWJ68nG5p3Sr8kUYREak8VMxEqqDU7FTm7ZkHwJ3N7iT/eP5V2W//Bv1xcXBh36l9bI3fSsvglldlv2Vly4WUd6bvZFXqKjzsPRj6wFD2r9/Psq+XkZWVZaO0tlffrz4bx2zkjl/uYPGBxdw+83Y2Ht/ILT632HQ/hmFwIu0EMYkx7E7azcn0kzAYfo391bpNmGcYzYOa0zigMTW9ahLmGUaIZwg+Lj64Obrh5uiGs70zFosFC4WFv+jjoj8AnO9jO4sdTvZOZc6flZfFroRdzNszj8/Xf84xjrEncw97N+2lXc12dInoYvqSCCIiUvmpmIlUQb/t/o3s/Gwa+TeieVBzNh/ffFX26+HkQd/6fZkVPYvpO6dX+GJW5EoXUs4vyGfa+sJlCTpGdiQsLIxTR07ZKl658nfz58+7/uTfS/7NW6vf4u3Vb/OD6w/QjCuaxCW/IJ/DKYetZSw1O7X4BsdheMfhDG03lLZhbfFz87vCV1J+XBxcaBXSilYhrejn0Y82g9pQe2xtDmUdYu3Rtew8uZPe9XrTOKCx2VFFRKQS06yMIlXQnJg5AAxuNPiqn044pHHhqXDVaXbGnQk7SclOwd3RnWuCrzE7zmVzsHPgzRvfZOZtMwn1DOV45nEYDLMSZ7H95HYycjMuaZzTmafZdGITM3fN5O3Vb/Pdtu/YcHwDqdmpONo50si/EQOjBjI8aDh8Dv9q/C/61O9ToUvZuSwWCxyBnr49ubPpnfi6+HIm5wwzds1g0f5F1eY9LyIitqcjZiJVTFZeFvP3zQdgYNTAq77/fg364ergyv7T+9kct5lWIa2ueoaryTAM1h5dC0DbsLY42lfemSEGNx5Mn/p9eHrW03y05SOSXJKsM3uGeYYR6ROJm6MbTvZOONo7kpWXxanMU5zKPMXJ9JOkZKcUG8/d0Z0Gfg2I8o8i0ifS+rU5kXLiqr+28lDfrz61fWrz1+G/WHVkFauPruZMzhlubngz9nb2ZscTEZFKRsVMpIpZcmAJ6bnp1PSqaUopKjqd8ZfoX5ixc0aVL2ZHUo9wIu0EDnYOtA5pbXacK+bm6MY99e/ho1Efcc0r13DMOMbJ9JMcO3OMY2eOXfC5dhY7anrWJNI3kjq+dajpVbPCLLBdXhztHelRpwf+bv7M3TOX7Se3k5aTxpAmQ3BxcDE7noiIVCIqZiJVzK+7CydUGNBggGmzIt7a+FZ+if6FObvnMLHHRFMyXC3rjq4DoFlgM9yd3E1OY0OZcK3ntQxoMIDU7FT2n9rPsTPHyMnPISc/h9z8XJzsnfB19aWGaw38XP0I8wq7okk2KrOWwS3xdPJk+q7pHEw+yPfbvmdEixGV+giqiIhcXSpmIlVIgVHAb7t/A8w5jbFIn3p9cLBzICYxhj1Je2jg18C0LOUpOSuZ6MRoANqFtTM5TfnxcvbimpBruCak8l0/dzXVrVGXkS1G8t227zh25hhzYuZwa+NbK/yyESIiUjGomIlUIeuOriM+PR4vZy861+5sWg5vF2+61O7C4gOL+W33bzx5/ZOmZSlPG45twMAg0idS61lVILZcNPxc0dHRF3w8xDOE25vczrfbvmVX4i6WHlxK9zrdyyWLiIhULSpmIlVI0WmMfev3Nf2Uspsb3lyli1lOfg7/xP0DVO2jZZWNTRcNv4ALLRwe4RPBgAYDmLN7DiuPrKSGW41KOVuniIhcXaYWs4kTJzJr1ixiYmJwdXXl+uuv580336Rhw4bWbbKysnjiiSf4+eefyc7OplevXnz88ccEBf3vr9OxsbE8+OCDLFu2DA8PD0aMGMHEiRNxcPjfy1u+fDmPP/44O3fuJDw8nOeee46RI0dezZcrUu6KitnNDW82OQnc1OAmHv7zYVYdWUViRiL+bv5mR7KprfFbycrLwtfFt8qeqlkZ2XLR8NLsXbf3khYObxHcglOZp1gRu4J5e+bh7+pPuHe4zfOIiEjVYWox++uvvxg7dizXXnsteXl5PPvss/Ts2ZNdu3bh7l54Ef1jjz3G77//zowZM/D29mbcuHHccsstrFq1CoD8/Hz69etHcHAwq1ev5sSJEwwfPhxHR0def/11AA4ePEi/fv144IEH+OGHH1iyZAn33XcfISEh9OrVy7TXL2JLuxN3E5MYg6OdI33q9TE7DhE+EbQMbsmWuC38vud3RrQcYXYkmzEMg/XH1gOFR8t0DVHFc6WLhp9PYuylnyLZpXYXkjKT2Jmwk9kxs3mgzQOmH8kWEZGKy9R5jOfPn8/IkSNp0qQJLVq0YMqUKcTGxrJp0yYAUlJS+Oqrr/jPf/5Dt27daN26Nd988w2rV69m7drCdYMWLlzIrl27+P7772nZsiV9+vThlVde4aOPPiInJweATz/9lMjISN59910aNWrEuHHjuPXWW3nvvfdMe+0itlZ0tKxrZFe8XbxNTlOo6MhdUbaq4nDKYRIzEnG0c6RlcEuz40gFZbFY6N+gP97O3pzOOs2C/QvMjiQiIhVYhVpgJiWlcHHSGjVqALBp0yZyc3Pp0aOHdZuoqChq1arFmjVrAFizZg3NmjUrdmpjr169SE1NZefOndZtzh6jaJuiMc6VnZ1NampqsZtIRVeRTmMsMqDhAAAW7F9AVt6FT/2qTDYe3whA86DmODs4m5xGKjIXBxfrDKn/nPiH3Ym7zQ0kIiIVVoUpZgUFBTz66KN06NCBpk2bAhAXF4eTkxM+Pj7Ftg0KCiIuLs66zdmlrOjxoscutE1qaiqZmSUvEJ84cSLe3t7WW3i4rguQii0xI5E1Rwr/0HBTg5tMTvM/1wRfQ02vmmTkZrDkwBKz49hEWk6adYr8NqFtTE4jlUFtn9q0r9kegLl75pKek25yIhERqYgqTDEbO3YsO3bs4OeffzY7CuPHjyclJcV6O3LkiNmRRC5o/r75GBg0D2peoSYYsFgsDGhQeNSsqpzO+M+JfygwCqjpVZNgj2Cz40gl0S2yG4HugaTnpjNv7zyz44iISAVUIYrZuHHjmDdvHsuWLaNmzZrW+4ODg8nJySE5ObnY9vHx8QQHB1u3iY+PL/F40WMX2sbLywtXV9cSeZydnfHy8ip2E6nIft/7OwD96vczOUlJN0cVnlo5d89cCowCk9NcmQKjgH9OFE6Rr6Nlcjkc7BwYFDUIO4uddeF1ERGRs5lazAzDYNy4ccyePZulS5cSGRlZ7PHWrVvj6OjIkiX/OwVq9+7dxMbG0r594Wkh7du3Z/v27Zw8edK6zaJFi/Dy8qJx48bWbc4eo2ibojFEKrO8gjwW7CucVKAiFrPOEZ3xdPIkLi2ODcc2mB3niuxN2ktKdgquDq40CWhidhypZII9grku7DoA/tz3J7n5uSYnEhGRisTUYjZ27Fi+//57fvzxRzw9PYmLiyMuLs563Ze3tzf33nsvjz/+OMuWLWPTpk2MGjWK9u3bc911hT/cevbsSePGjbn77rvZunUrCxYs4LnnnmPs2LE4OxdelP/AAw9w4MABnn76aWJiYvj444+ZPn06jz32mGmvXcRW1h5dy+ms0/i6+NKuZsVb6NjZwZk+9Qun7/9t928mp7kyG08UTvrRMrglDnamrjYilVSniE54OnmSnJXMqiOrzI4jIiIViKnF7JNPPiElJYUuXboQEhJivU2bNs26zXvvvUf//v0ZPHgwnTp1Ijg4mFmzZlkft7e3Z968edjb29O+fXuGDRvG8OHDefnll63bREZG8vvvv7No0SJatGjBu+++y5dffqk1zKRK+H1P4WmMvev1rrBloSpMm3868zT7Tu0DoHVIa5PTSGXl7OBMr7qFP3tWxq7kdOZpkxOJiEhFYepvcYZhXHQbFxcXPvroIz766KPzbhMREcEff/xxwXG6dOnC5s2bLzujSEX3x77C935FPI2xSJ96fbC32LMzYSf7T+2nbo26Zke6bJtOFK6vWMe3Dn5ufiankcqscUBj6pyow4HkA8zfN587mt1hdiQREakAKsTkHyJSNkdSjrAtfhsWLPSqV3GPAPu6+tK5dmegcp7OmFeQx+a4wj/saNIPuVIWi4U+9ftgZ7Fjz6k9mghEREQAFTORSu2PvYVHy66reR3+bv4mp7mwomnzf9tT+YpZdGI0GbkZeDp50tCvodlxpArwd/O3rm22+MDiSj9jqYiIXDkVM5FKrCJPk3+uAQ0Li9nfh//mVOYpk9Ncno3HCyf9aBXSCjuLvm2KbdxQ6wZcHVxJyEhgS9wWs+OIiIjJ9BuGSCWVlZfFkoOFy0D0rd/X5DQXF+kbSbPAZuQb+dYjfZXByfSTxKbEYsFCq5BWZseRKsTFwYVOEZ0AWH5oObkFmj5fRKQ6UzETqaT+OvQXGbkZhHqG0jK4pdlxLkllnJ2x6GhZlH8UXs5abF5sq01oG3xcfDiTc4bt6dvNjiMiIiaqmHNri8hFFZ3G2LdeXywWi8lpLs3NUTfz6t+vMn/ffLLzsnF2cDY70gXl5OewNX4rUHEn/YiOjq4UY16t/Vyt7LbiYOdAt8huzIqexdb0reBmdiIRETGLiplIJWQYxv+uL2tQ8a8vK9IqpBWhnqEcP3OcZYeW0bteb7MjXdD2+O3k5OdQw7UGkT6RZscpJu1UGgDDhg0rv32kpZXPuJU4e3loGtCUNUfWcCLtBHQ2O42IiJhFxUykEtqTtIcDpw/gaOdI98juZse5ZHYWOwY0GMCnmz7l15hfK3QxMwyDjScKT2NsE9Kmwh2VzErLAqDrQ12p36K+Tcfeu24vy75eRlZWlk3HLVKZs5cHi8XCjXVu5Ntt30IbOJJ+hFboekYRkepGxUykEio6Wta5dmc8nT1NTnN5bo66mU83fcqc3XP4sO+H2NvZmx2pVMfOHCMuLQ4HO4cKfQ2fb5gvIQ1CbDpmYmyiTcc7n8qc3dYifSMJdw7nSPYRPor5iJs73mx2JBERuco0+YdIJVSZpsk/V7fIbng7exOXFsfqI6vNjnNeRZN+NAlogqujq8lppDpo69kWDFh0fBHrj603O46IiFxlKmYilUxqdip/H/4bqBzT5J/Lyd6Jm6MKjwb8Ev2LyWlKl5GbwY6TO4CKO+mHVD1+jn5QONcMTy96GsMwzA0kIiJXlYqZSCWz+MBicgtyqVejHg38Gpgdp0wGNxoMFBazAqPA5DQlbYnbQr6RT7BHMGGeYWbHkepkGTjZOfHX4b8q1Xp/IiJy5VTMRCqZ3/dU3tMYi/Ss2xMPJw+Oph5lw7ENZscpxjAMNp3YBFTMST+kikuBOyLvAOCZxc+QX5BvciAREblaVMxEKhHDMPhjX+Ff0SvjaYxFXBxc6N+gP1DxTmc8mHyQU5mncLJ3ollQM7PjSDU0st5IfF182ZmwkylbppgdR0RErhIVM5FKZHPcZuLS4nB3dKdzROVe8KjodMaZu2ZWqGtpiib9aBHUAid7J5PTSHXk5eTFc52eA2DC8glk5GaYnEhERK4GFTORSqToNMYedXrg7OBscpor06deH1wdXDmYfJAtcVvMjgMUTqwSkxgDaNIPMdfYa8dS26c2x88cZ9LaSWbHERGRq0DFTKQSKZomvzKfxljE3cndusB0RTmdcdOJTRgY1PKuRaB7oNlxpBpzdnDmtW6vAfDGyjdISE8wOZGIiJQ3FTORSuJk+knr2kZVoZgB3Nr4VqBinM6YV5BnPY2xbVhbU7OIAAxtOpRWIa04k3OGV1e8anYcEREpZypmIpXE73t+x8DgmuBrqOlV0+w4NtG/QX+c7J3YnbTbum6YWbbHbycjNwNvZ28a+TcyNYsIgJ3FjrdvfBuAjzd+zL5T+0xOJCIi5UnFTKSSmLtnLgADGg4wOYnteDl70adeHwC+2/adaTkMw2DtsbVA4dEyO4u+NUrF0C2yG73r9SavII9nlzxrdhwRESlH+u1DpBLIystiwf4FANzU4CaT09jWyJYjgcJilleQZ0qG4znHOZl+Ekc7R64JvsaUDCLn82aPN7FgYcauGayMXWl2HBERKScqZiKVwLKDy8jIzSDUM5RWIa3MjmNTfev3xd/Nn7i0OBbuX2hKhu3p2wFoGdwSV0dXUzKInE/zoOaMbjUagIf/fFiLTouIVFEqZiKVQNFpjDc1uAmLxWJyGttysnfirmZ3AZizmG4NiM2OBaBdWLurv3+RS/Bqt1fxcfFhS9wWvvjnC7PjiIhIOVAxE6ngDMMoVsyqoqLTGX/d/SunM09f3Z3/t4s1qNEAPze/q7tvkUsU4B7Ay11eBuDfS/9NUkaSyYlERMTWHMwOICKFYmNjSUxMLHF/TEoMR1OP4mLvgm+KL//8889ljx0dHW2LiOWmZXBLWgS1YGv8Vn7e8TMPXvvgVdnv6ezT8N9LytrV1NEyqdgevPZBPv/nc3ac3MGEZRP4qN9HZkcSEREbUjETqQBiY2OJahRFZkZmyQc7A10ha2cWHZ7vcEX7SUtLu6Lnl6eRLUfy2ILHmLJ1ylUrZj8c+AGcwN/Bn0ifyKuyT5GycrBz4P3e79Pt2258uulTRrceTcvglmbHEhERG1ExE6kAEhMTyczIZNCzgwiICCj22KzEWSTmJtKpXSeiukaVafy96/ay7OtlZGVl2SJuubiz2Z08tegp1h9bT3RCNI0CynctsaSMJKYdnAZAK89WVe7aPamaukZ25bbGtzFj1wzGzB3D6ntX42CnH+UiIlWBvpuLVCABEQGENAixfn4m+wyJJwpPb7y28bV4OHmUadzE2JKnSFY0ge6B9K3fl992/8aULVN488Y3y3V/k9ZOIiM/A05ARHBEue5LxJYm9Z7EogOL2HB8A++sfof/u+H/zI4kIiI2oMk/RCqwPUl7AAjzDCtzKatMRrUcBcBXm78iPSe93PZzOvM0769/v/CTv9DRMqlUQj1DmdRrEgAvLH+BXQm7zA0kIiI2oWImUoFFJxZO2tHQv6HJSa6OmxrcRL0a9UjKTOLLf74st/1MXjeZ1OxU6nnWg93lthuRcjO8xXD61e9HTn4Oo34dZdri7CIiYjsqZiIVVGZuJgeTDwLQ2L+xyWmuDns7e56+/mkA3lnzDjn5OTbfR3JWMpPWTgJgdIPRYNh8FyLlzmKx8Fn/z/B29mb9sfX8Z81/zI4kIiJXSMVMpILanbSbAqOAQPfAarW+1vAWwwnxCOFo6lF+2PaDzcd/Z/U7pGSn0DigMd1Cutl8fJGrJcwrjEm9JwHw/LLn2Xh8o7mBRETkiqiYiVRQ0QmFpzE28i/f2QkrGmcHZx5v/zgAb656k/yCfJuNvTdpL2+vfhuAV7q+gp1F3wKlchvRYgQDowaSk5/DoGmDOJl+0uxIIiJSRpqVUaQCys7LZv/p/QA0DqgepzGe7f7W9/P636+zO2k3c2LmMLjx4Cse0zAMHv7zYXLyc+hVtxeDogaxefNmG6QVMY/FYmHqwKm0/aItu5N2M2TGEBbdvQhHe8dStz/fQva24O/vT61atcplbBGR6kDFTKQC2nNqD/lGPn6ufgS4BVz8CVWMp7Mn49qO45UVr/DGqje4pdEtVzxz4uyY2SzYvwAneyc+6POBZmKUKsPL2Ys5Q+fQ9ou2/HX4L55c+CST+0wusd0FF7K3AVc3V2KiY1TORETKSMVMpAKynsYY0KjaFoiH2z7MO6vfYePxjcyJmcOgRoPKPFZ6TjqPzn8UgKevf5r6fvVtlFKkYojyj+L7W77n5p9v5v3179MsqBn3tbqv2DYXWsj+SiUcTmD267NJTExUMRMRKSMVM5EKJic/h72n9gLVZzbG0gS4B/DodY8yceVEHvj9ATpGdMTfzb9MY72y4hWOpB6htk9txnccb+OkIhXDgIYDeKHzC7z010uMmTsGCxbubXVvie3OXcheREQqBl35LlLB7Du1j7yCPHxcfAj2CDY7jqkmdJ5Ak4AmnEw/yYO/P4hhXP7c9ksOLOHdNe8C8H7v93FzdLN1TJEK44XOLzDu2nEYGNw39z4+3fip2ZFEROQSqZiJVDBnz8ZYXU9jLOLi4MK3g77Fwc6Bmbtm8vOOny/r+dEJ0QyePpi8gjyGNR/GTQ1vKqekIhWDxWLh/T7v89h1jwHw4O8P8v66901OJSIil0LFTKQCyTPy2HNqD1A9Z2MsTauQVjzf6XkAxv4xluNnjl/S8xLSE+j/U39SslPoEN6BL276ojxjilQYFouFd3u+yzMdngHgX/P/xcg5I0nPSzc5mYiIXIiuMROpQA5nHSYnPwdvZ2/CPMPMjlNhjL9hPHP3zGXj8Y0Mnj6Y2bfPvuBpnll5WQyaNogDpw9Qx7cOs2+fjYuDy1VMLGIui8XCxO4T8XL24vllzzN161QW710MNc1OBvkF+ZxIO8Hh5MMkZCSQnpNOem46mbmZuDq64uPig7ezN0EeQUT5R+n/XRGpNlTMRCqQvZmFk340C2pW7U9jPJujvSPfDvyWdl+2Y+3RtVzz2TX8PPhnOtfuXGLb1UdWM/aPsWyJ24K3sze/3/k7Ae7Vb8kBEYvFwrMdn6VTRCeGzRrG4ZTDcA+sSlnFjVk34u3iXa77zyvIY2/SXrbFbyu8ndzGzpM7OZJ6hLyCvEsaw95iT0P/hjQPak6XiC4MaDiAEE9NXCIiVZOKmZRQnguQghYhPS83OJJ9BIDmgc1NDnP5oqOjy21sf39/GtVqxIbRG7h1xq3sOLmDbt92Y0KnCXSN7Iq3szeO9o68teotpm6dCoCPiw+zhswiyj+q3HKJVAY31LqBrQ9sZej3Q5l/bD47M3YSvT6aZoHNuD78egLcAq7oD0GGYZCRnwF14N3V73Jmyxn2pu7lwJkD5BTklPoce4s9QS5B+Ln44Wrviqu9K872zmTlZ5GWm0ZaXhrxmfGk5KawK2EXuxJ28fOOn3ng9wdo5tuMbsHduCn8Jnydfcuc+2z6uSQiFYGKmRRT3guQghYhPa+mYGAQ4hFSqY7wpJ1KA2DYsGHlto+i90zDWg1Zd986Hvz9Qb7d+i0v/vUiL/71YrFtLVi495p7eb3765Xq6yhSnrxdvHmt1WvMnzif0PtCOZ5znK3xW9kavxVvZ28ifSOJ9Ikk0D0QTydP3BzdSpS17LxsUrNTSc1OJTk7mZPpJzmZdpL49Hgy8zJhOPyY9CMknfWkHCD+rNtJ4DTkn8nnuHGc41zkmlFPIAgIBeoD4bD99Ha2n97O5G2TYSuwFrjCvyXq55KIVAQqZlJMeS5AClqE9IL+e5CseVDlOlqWlZYFQNeHulK/he0Xbj73PePm6MaUm6fQtXZXvvjnC5IykkjOSiYlO4VWIa14r9d7tA1ra/McIlXCAejv15+C4AJWHVnF7qTdpGSnsCVuC1vitlg3s7PY4ergSoFRQL6RT15BHgVGwfnHNYAkCPAIoJZ/LWo41sDPwQ9Pe08sEVd+WvbedXtZ9tUyrh93PXZ17IjJjCGRRGgDtIHaLrW5zvM6vBy8Lnts/VwSkYpCxUxKpQVIr65DaYegZuHRnqaBTc2OUya+Yb5X7T1jsVgY2XIkI1uOvCr7E6lqwrzCGNJkCDn5OcSmxHLw9EEOpRwiOSuZjNwMCowC0nNLzuLo4uCCp5Mn3s7eBLgHEOgeSKB7ICfXneTXD3+l42sdada6mc3zJsYWHhILDgmm2TXN6GZ0IzYllrVH1xKTFMOhrEPEZsdyXdh1dIzoqAlDRKRSUjETqQD+PPonADWda+Lh5GFyGhGpLpzsnahXox71atSz3pdfkE9aThpZeVnYWeywt7PH3mKPq6MrTvZOpY6TVOz8xfJnsViI8IkgwieCk+knWbh/IftP72f10dVsid9C33p9aRLY5KpmEhG5UipmIiYzDIM/jxUWs/qutj8VUETkctjb2ePt4o035Ttro60EugdyV7O72HdqHwsPLCQxI5GZ0TOJToymb/2+uDm6mR1RROSSqJiJmGzVkVUcyzgG2YXXSYiIyOWxWCzU96tPHd86rIhdwd+H/2Znwk4OJR9iQMMBNPBrYHZEEZGLsjM7gEh1N2XLlMIPosHBor+ViIiUlb2dPV1rd+W+VvcR4BZAem46P+34iUUHFl148hIRkQpAxUzERMlZyfy4/cfCTzabm0VEpKoI9QxlTOsxtAtrBxQuPP/t1m9Jy0kzOZmIyPmpmImYaOqWqWTmZVLXsy4cNjuNiEjV4WDnQO96vbm18a042TtxOOUwn236jCMpR8yOJiJSKhUzEZMYhsHHGz8G4Lbat5mcRkSkamoS0ITRrUYT4BZAWk4aU7dOZfvJ7WbHEhEpocwXtKSnp/PXX38RGxtLTk5OscceeeSRKw4mUtUtPbiUPUl78HTypG/NvrzBG2ZHEhGpkvzd/Lmv1X3Mip7F7qTdzIqeRVJGEp0jOpsdTUTEqkzFbPPmzfTt25eMjAzS09OpUaMGiYmJuLm5ERgYqGImcgmKjpYNbzEcdwd3k9OIiFRtTvZODGkyhMUHFrPm6Br+OvwXpzJP0daurdnRRESAMp7K+Nhjj3HTTTdx+vRpXF1dWbt2LYcPH6Z169a88847ts4oUuUcTT3KrzG/AvBgmwdNTiMiUj3YWezoWbcnNzW4CTuLHdtPbmf+qflQ+rrZIiJXVZmK2ZYtW3jiiSews7PD3t6e7OxswsPDeeutt3j22WdtnVGkyvli0xfkG/l0juhMk8AmZscREalWWoW04o6md+Bo58ixnGMwAk5nnzY7lohUc2UqZo6OjtjZFT41MDCQ2NhYALy9vTlyRLMdiVxITn4On//zOQAPXfuQyWlERKqnejXqMbzFcJwtzhAG9666l9iUWLNjiUg1VqZids0117BhwwYAOnfuzIQJE/jhhx949NFHadq0qU0DilQ132/7nri0OII9ghkYNdDsOCIi1VZNr5oM8BsAKXA4/TCdp3Tm4OmDZscSkWqqTMXs9ddfJyQkBIDXXnsNX19fHnzwQRISEvj8889tGlCkKskryGPiyokAPNn+SZzsdWGDiIiZfB194Suo5V6LQ8mH6DylM/tO7TM7lohUQ2WalbFNmzbWjwMDA5k/f77NAolUZTN2zmDfqX34ufpxf5v7zY4jIhVQdHR0pRq3SkiFz6//nEc3P0pMYgydp3Rm6fClNPRvaHYyEalGylTMunXrxqxZs/Dx8bFxHJGqq8Ao4LW/XwPg0esexcPJw+REIlKRpJ1KA2DYsGHlu5+0tHIdv7IKcAlg+YjldP+2OzsTdtJlahdWjFxBfb/6ZkcTkWqiTMVs+fLlJRaVFpEL+233b+xM2ImXsxfj2o4zO46IVDBZaVkAdH2oK/Vb2L4M7F23l2VfLyMrK8vmY1cVQR5BLBuxjB7f9WBb/Da6f9udv0f9TYRPhNnRRKQaKFMxA7BYLLbMIVKlGYbBqyteBeDhtg/j4+JjbiARqbB8w3wJaRBi83ETYxNtPmZVFOAewKK7F9F5SmdiEmPo/m13VoxaQahnqNnRRKSKK3MxGzRoEE5OpU9csHTp0jIHEqmKFuxfwKYTm3BzdOPR6x41O46IiFxAoHsgi+9eTMdvOrL/9H56fNuDv0b+RYB7gNnRRKQKK3Mxa9++PR4eukZG5GIKjAKeW/ocAA+0fgB/N3+TE4mIyMWEeYWxZPgSOk3pRHRiNH1/7MuyEct0fbCIlJsyFTOLxcJTTz1FYGCgrfOIVDnfbv2WTSc24eXsxTM3PGN2HBERuUSRvpEsvnsxHb7uwMbjGxkyYwi/Dv0VR3tHs6OJSBVUpnXMDMOwdQ6RKiktJ43xS8YD8Hyn5wl01x8zREQqk4b+DZl35zxcHVz5c9+fPDDvAf0eJCLlokzF7IUXXrDJaYwrVqzgpptuIjQ0FIvFwpw5c4o9PnLkSCwWS7Fb7969i21z6tQp7rrrLry8vPDx8eHee+8tMRXwtm3b6NixIy4uLoSHh/PWW29dcXaRS/HGyjeIS4ujrm9dHm77sNlxRESkDK6reR3Tbp2GncWOr7d8zYvLXzQ7kohUQWU6lfGFF14AICEhgd27dwPQsGFDAgIu76LY9PR0WrRowT333MMtt9xS6ja9e/fmm2++sX7u7Oxc7PG77rqLEydOsGjRInJzcxk1ahRjxozhxx9/BCA1NZWePXvSo0cPPv30U7Zv384999yDj48PY8aMuay8YjvltdCpv78/tWrVKpexL9eh5EO8s/odAN7p+Q7ODs4XeYaIiJjlYj+XwghjfLPxvLbtNV5e8TIOqQ70C+93SWNXpJ9NIlJxlamYZWRkMG7cOL777jvy8/MBsLe3Z/jw4XzwwQe4ubld0jh9+vShT58+F9zG2dmZ4ODgUh+Ljo5m/vz5bNiwgTZt2gDwwQcf0LdvX9555x1CQ0P54YcfyMnJ4euvv8bJyYkmTZqwZcsW/vOf/6iYmaC8F1B1dXMlJjqmQvwAfGbxM2TnZ9O1dldubniz2XFERKQUl/1zqTvQESZsnMCEcRPg6MWfUpF+NolIxVWmYvbYY4/x119/8dtvv9GhQwcAVq5cySOPPMITTzzBJ598YrOAy5cvJzAwEF9fX7p168arr76Kn58fAGvWrMHHx8daygB69OiBnZ0d69atY9CgQaxZs4ZOnToVm9q/V69evPnmm5w+fRpfX98S+8zOziY7O9v6eWpqqs1eT3VXnguoJhxOYPbrs0lMTDT9h9+i/YuYvnM6Fiy81+s9rfsnIlJBXe7PJcMwWHh6IYc5jOsYVwb5D8LD/vyXd1Skn00iUrGVqZj98ssvzJw5ky5duljv69u3L66urgwZMsRmxax3797ccsstREZGsn//fp599ln69OnDmjVrsLe3Jy4ursTMkA4ODtSoUYO4uDgA4uLiiIyMLLZNUFCQ9bHSitnEiRN56aWXbPIapHTltYBqRZCSlcI9v90DwNhrx9IiuIXJiURE5GIu5+fSnfl38vXmr4lPj2dpxlJGtRyFk33pa7uKiFyqMk3+kZGRYS03ZwsMDCQjI+OKQxUZOnQoAwYMoFmzZgwcOJB58+axYcMGli9fbrN9lGb8+PGkpKRYb0eOHCnX/UnV8uiCRzmaepS6vnV5o8cbZscREREbc7J3YmjTobg5uhGXFsfc3XM1U6OIXLEyFbP27dvzwgsvkJWVZb0vMzOTl156ifbt29ss3Lnq1KmDv78/+/btAyA4OJiTJ08W2yYvL49Tp05Zr0sLDg4mPj6+2DZFn5/v2jVnZ2e8vLyK3cS28ow84tPiSclKITc/1+w4NjN391ymbJmCBQtTB07F3cnd7EgiIlIOfFx8uL3J7dhZ7NiRsIMNxzeYHUlEKrkynco4adIkevfuTc2aNWnRovA0ra1bt+Li4sKCBQtsGvBsR48eJSkpiZCQwlMN2rdvT3JyMps2baJ169YALF26lIKCAtq1a2fd5t///je5ubk4OhYuCLlo0SIaNmxY6mmMUr5yyYWO8Gfen+Ru+l8hc7RzpH6N+nSN7Iq/m7+JCcsuKSOJ0XNHA/BE+yfoUKuDyYlERKQ81fKuxY11bmTB/gUs2L+AMM8wwrzCzI4lIpVUmY6YNWvWjL179zJx4kRatmxJy5YteeONN9i7dy9NmjS55HHS0tLYsmULW7ZsAeDgwYNs2bKF2NhY0tLSeOqpp1i7di2HDh1iyZIl3HzzzdSrV49evXoB0KhRI3r37s3o0aNZv349q1atYty4cQwdOpTQ0FAA7rzzTpycnLj33nvZuXMn06ZNY/LkyTz++ONleelSRgVGAauOrGKBwwLoXljQnO2dsbMUvgVzC3LZlbiLjzd8zK+7fyUlK8XkxJfHMAzGzBtDfHo8jfwb8Uq3V8yOJCIiV0G7sHY08m9EgVHAjF0zyMi13SUdIlK9lOmI2YoVK7j++usZPXr0Fe1848aNdO3a1fp5UVkaMWIEn3zyCdu2bWPq1KkkJycTGhpKz549eeWVV4qtZfbDDz8wbtw4unfvjp2dHYMHD+b999+3Pu7t7c3ChQsZO3YsrVu3xt/fnwkTJmiq/KvIMAx+3/s7/5z4ByxAElwbeC29O/TGgoWc/BySMpP4+/DfxCTFsCVuCztO7qB/g/60CKocE2dMXDmRWdGzcLRz5NtB3+Li4GJ2JBERuQosFgs3N7yZ+PR4TmWeYnbMbO5seqdm4xWRy1amYta1a1dOnDhRYkbEy9WlS5cLXix7KadF1qhRw7qY9Pk0b96cv//++7LziW2sPba2sJQBLfNbsuWjLYS/Em49Wubs4EyoZyi3N72do6lHWXxgMYdTDjMnZg4J6Ql0i+xm3bYi+mPvHzy39DkAPur7EW1C21zkGSIiUpU4OzgzpPEQvtz8JftO7WPN0TVcH3692bFEpJIp02+7mnlILtXuxN0s3L8QgJ51e1KnoA4UnH/7ml41GdFiBB1rdQRg1ZFVTNs5jey87PM/yUR7k/Zy5y93YmBwf+v7Gd36yo4ii4hI5RTkEUTver0BWHJwCSfOnDA5kYhUNmU6YgaFizufb/KMTp06lTmQVB1xaXH8Ev0LAK1CWnFd2HXsiNlx0edZLBa6RXYjwD2A33b/xp6kPXyz5Rvubn53hZrlMCUrhYHTBpKSnUKH8A683+f9iz9JRESqrFbBrdh3ah8xiTHMipnFmFa6bEJELl2Zi9mgQYNKvd9isZCfn1/mQFI15BfkM33ndHILcon0iaRvvb6Xfb59s8Bm1HCpwU87fiI+PZ4pW6dwd/O78XI2f/mC9Jx0+v3Yj10Juwj1DGXmkJlaXFREpJqzWCzc1OAmjqUeIzEjkYUHFtKKVmbHEpFKoswX7sTFxVFQUFDiplImAJtObOJ01mk8nDy4rfFt2NvZl2mcMK8wRrUchZezF4kZiXyz5RtOZ562cdrLk5WXxaBpg1h1ZBU+Lj78fufvBHuUviaeiIhUL26ObgyMGgjAxuMbOZR1yNQ8IlJ5lKmYaaYhuZCc/BxWHF4BQKeITrg6ul7ReH5ufoxqOQpfF1+Ss5KZsnUKiRmJtoh62XLzcxk6cyiLDizC3dGdP+/6k5bBLU3JIiIiFVMd3zq0r9kegL9T/gY3kwOJSKWgyT/E5tYfW096bjo+Lj60CrbNKRw+Lj6MajmKALcAUrNTmbJlCvFp8TYZ+1Jl52Vz16y7+HX3rzjbO/PbHb9xXc3rrmoGERGpHLpFdiPALYDMgkzoY3YaEakMylTMCgoKrniqfKmasvKyWHVkFQBdancp8ymMpfF09mREixEEewSTnpvOlK1TOJZ6zGbjX0hyVjK9vu/FjF0zcLRz5Jchv9AtsttV2beIiFQ+DnYO3NzwZixYoBksPbHU7EgiUsGVqZhNnDiRr7/+usT9X3/9NW+++eYVh5LKa/WR1WTlZRHgFkCzwGY2H9/dyZ0RLUZQ06smWXlZfLvtWw4nH7b5fs4WmxLLDV/fwF+H/8LL2Ys/7/qTfg36les+RUSk8gvzCqOFewsA3tj+BkkZSSYnEpGKrEzF7LPPPiMqKqrE/U2aNOHTTz+94lBSOaXlpLH26FoAukZ2LbdFoV0cXLi7+d3U9qlNTn4O3237js0nNpfLvlbFrqL9V+3ZmbCTUM9Q/h71N93rdC+XfYmISNXTyrMVJEBSdhKPLnjU7DgiUoGVabr8uLg4QkJCStwfEBDAiRNaULG6Wn9sPbkFuYR6hhLlV7K425KTvRN3Nr2TWTGziEmM4bc9v9HYrTHY6MzJ3PxcXv7rZV5f+ToFRgFNAprw511/Eu4dbpsdyGWLjo6uFGOKiJzNweIAc8ButB3fb/ue25vcTv8G/c2OJSIVUJmKWXh4OKtWrSIyMrLY/atWrSI0NNQmwaRyKTAK2Bq/FYD2NdtflZk7He0dGdJ4CCtiV7D80HJ2ZeyC4XA84/gVrRuzO3E3w+cMZ/2x9QAMbzGcD/p8UCHWT6uO0k6lATBs2LDy20daWrmNLSLCMRhWdxjf7v+WsX+MpWvtrrg7uZudSkQqmDIVs9GjR/Poo4+Sm5tLt26FEyAsWbKEp59+mieeeMKmAaVyOHj6IKnZqbg4uBDlX75Hy85msVjoHNGZYPdgftn1C7kRuQxeNpgnsp9g/A3j8XT2vOSxDicf5tUVr/LNlm/IN/LxcfHhs/6fMaTJkHJ8BXIxWWlZAHR9qCv1W9S36dh71+1l2dfLyMrKsum4IiLnGtNgDCuSVnAo+RAvLH+Bd3q+Y3YkEalgylTMnnrqKZKSknjooYfIyckBwMXFhWeeeYbx48fbNKBUDpvjCq/xahbYDAe7Mr2trkhD/4YM8h/E9PXTyYnMYeLKiXy9+Wue6fAMN0fdTB3fOqU+Lzc/lzVH1/Dzjp/58p8vyS3IBaBv/b582u9TnbpYgfiG+RLSoOQp1FciMdac9fBEpPpxdXDl474f0/fHvkxaO4m7mt3FNSHXmB1LRCqQMv0GbbFYePPNN3n++eeJjo7G1dWV+vXr4+zsbOt8Uglk5mYSkxgDwDXB5v2Q8XHwganw7u/v8sn+T9h3ah+PL3ycxxc+TgO/BtxY50a8nb0xMDAMg12Ju1h6cClpOf87ja17ZHde6vISHWp1MO11iIhI1dSnfh+GNBnC9J3TuX/e/ay5d41Nl5URkcrtig5teHh4cO2119oqi1RSO07uIN/IJ8g9iGCPYLPj0CW4C+N6jeOLTV8wY9cMVsauZE/SHvYk7Sl1e383f26scyNjWo+hS+0uVzesiIhUK5N6TWLBvgVsOL6Bjzd8zMPtHjY7kohUEGUuZhs3bmT69OnExsZaT2csMmvWrCsOJpVH0WmMLYNbXpVJPy6Fk70TY9uOZWzbsaRkpbD4wGJWH1lNXkEeFosFCxaCPIK4sc6NXBNyTblN7S8iInK2EM8Q3ujxBg/+/iDPLXuO25rcViH+qCki5itTMfv5558ZPnw4vXr1YuHChfTs2ZM9e/YQHx/PoEGDbJ1RKrD4tHhOpJ3AzmJH86DmZscplbeLN4MbD2Zw48FmRxEREWFM6zF8vflrNhzfwP8t/j+mDJxidiQRqQDKdJjg9ddf57333mPu3Lk4OTkxefJkYmJiGDJkCLVq1bJ1RqnAio6WNfRriJujm8lpREREKj47ix0f9v0QgKlbp7L6yGqTE4lIRVCmI2b79++nX79+ADg5OZGeno7FYuGxxx6jW7duvPTSSzYNKRVTgVHA9pPbgcLTGKuD2NhYEhNtP5OfFjoWEale2oa15d5r7uWrzV8x7o9xbBi9QROBiFRzZSpmvr6+nDlzBoCwsDB27NhBs2bNSE5OJiMjw6YBpeKKTYklIzcDVwdX6tWoZ3acchcbG0tUoygyMzLLbR9a6FhEpPqY2H0iv0T/wua4zXzxzxc80OYBsyOJiInKVMw6derEokWLaNasGbfddhv/+te/WLp0KYsWLaJ79+62zigVVNEshw38GlSLyTMSExPJzMhk0LODCIgIsOnYWuhYRKT6CXAP4NWurzLuz3E8u+RZbm18K/5u/mbHEhGTlKmYffjhh9ZfIP/973/j6OjI6tWrGTx4MM8995xNA0rFtTtpN1BYzKqTgIgALXQsIiI2cX+b+/niny/YGr+VF5e/aL32TESqn8s6zJGamkpqaioODg54eHiQmppKWloaDz30EN9//z0vvPAC9vY6P7o6SMxI5FTmKewt9tT1rWt2HBERkUrJwc6BSb0nAfDpxk+JTtA1xyLV1WUdMfPx8bmkdary8/PLHEgqh6KjZbV9auPs4GxyGhERkcqrS+0uDGg4gN92/8bTi59m7h1zzY4kIia4rGK2bNmyYp8bhkHfvn358ssvCQsLs2kwqdjOvr5MRERErsxbPd7ij71/MG/PPJYcWEL3OrpmX6S6uaxi1rlz5xL32dvbc91111GnTh2bhZKKLSM3gyMpR4DC9ctERETkyjT0b8iDbR7kg/Uf8MTCJ9g0ZpOmzxepZqr+VHpic3tP7cXAIMg9CG8Xb7PjiIiIVAkTOk/A29mbrfFb+Xbrt2bHEZGrrEyzMhY5cuQIGRkZ+Pn52SqPVAJ7EgtPY6yoR8vKa7FmLQItIiJldak/Q0bVHcWkXZN4esHTNMhtgKuD6wW39/f3p1atWraIKCImu6xi9v7771s/TkxM5KeffqJbt254e+uoSXWRV5DHvtP7gIp3fVnaqcLFmYcNG1a++9Ei0CIicoku+2eTPTAWEmskcsMzN8DyC2/u6uZKTHSMyplIFXBZxey9994DwGKx4O/vz0033aR1y6qZw8mHycnPwcPJg1DPULPjFJOVVri2XteHulK/RX2bj69FoEVE5HKV5WfTgcwDLE5ejENXB24fcjvu9u6lbpdwOIHZr88mMTFRxUykCrisYnbw4MHyyiGVxJ5T/5uN8VKWTjCDb5ivzReABi0CLSIiZXc5P5uCjWB2b9nNkdQj7LTbyc0Nbi7ndCJSEWjyD7ksh5IPAWhRaRERkXJisVjoWbcnAFvithCXFmdyIhG5GlTM5JKl5aRxMv0kULiwtIiIiJSPml41aRrQFICF+xdiGIbJiUSkvKmYySUrOloW7BGMm6ObuWFERESquO51umNvsedg8kH2ntprdhwRKWcqZnLJDiYXXmOoo2UiIiLlz8fFh3Y12wGw5OASCowCkxOJSHlSMZNLVnTELNIn0twgIiIi1cQN4Tfg4uDCyfSTbD+53ew4IlKOVMzkkqRkpXAq8xQWLER4R5gdR0REpFpwdXSlQ3gHAJYfWk5eQZ7JiUSkvKiYySUpOo0xzDMMZwdnk9OIiIhUH+3C2uHh5EFyVjKbTmwyO46IlBMVM7kkRacx1vatbWoOERGR6sbR3pHOEZ0BWHF4Bdl52SYnEpHyoGImF2UYhvWIma4vExERufquCb6GGq41yMjNYO2xtWbHEZFyoGImF3Uq8xSp2anYW+wJ9wo3O46IiEi1Y29nT9faXQFYfWQ1GbkZJicSEVtTMZOLKjpaFu4VjqO9o8lpREREqqcmAU0I9ggmJz+Hv2P/NjuOiNiYiplclK4vExERMZ/FYqF7ZHcANhzbQFp+msmJRMSWVMzkgnR9mYiISMVR17cutb1rk2/ks+mMZmgUqUpUzOSCEjISyMjNwMHOgTDPMLPjiIiIVGsWi4XudQqPmu3J3AP+JgcSEZtRMZMLOpJyBICanjWxt7M3OY2IiIjU9KpJlF8UBgZ0MzuNiNiKiplc0JHUwmIW7q3ZGEVERCqKrpFdsWCBxrD99Haz44iIDaiYyQXFpsQCaJp8ERGRCiTQPZD6rvUB+DjmY5PTiIgtqJjJeaXlpHE66zSgI2YiIiIVTWuP1pAP6xPXs+TAErPjiMgVUjGT8yq6vizQPRAXBxeT04iIiMjZPB08YWPhx/9e+m8MwzA3kIhcERUzOa/YVJ3GKCIiUqH9Dc52zqw7to55e+aZnUZEroCKmZxX0REzncYoIiJSQaXBHXXuAAqPmhUYBSYHEpGyUjGTUuUZeZxIOwFALa9aJqcRERGR8xledzjezt5sP7mdaTummR1HRMpIxUxKlZCTQIFRgIeTBz4uPmbHERERkfPwdvLmyeufBGDC8gnk5ueanEhEykLFTEoVlxsHFF5fZrFYTE4jIiIiF/Kvdv8iwC2Afaf2MXXrVLPjiEgZqJhJqeJz4gFdXyYiIlIZeDp78mzHZwF46a+XyMrLMjmRiFwuFTMpyfK/Yqbry0RERCqHB9o8QE2vmhxNPcqnGz81O46IXCYVMynJH7KNbBzsHAj2CDY7jYiIiFwCFwcXJnSaAMDrf79OWk6ayYlE5HKomElJ/z17McwzDHs7e3OziIiIyCUb2XIk9WrUIyEjgclrJ5sdR0Qug4qZlPTfYqbry0RERCoXR3tHXu7yMgBvr36b05mnTU4kIpdKxUxKqln4n3AvFTMREZHK5vamt9MssBkp2Sm8vfpts+OIyCVSMZNizuSegYDCj8M8w8wNIyIiIpfNzmLHq91eBWDyusnEpcWZnEhELoWKmRSzM3knAJ72nrg7uZucRkRERMripgY30S6sHRm5Gbz+9+tmxxGRS6BiJsXsOL0DgEDHQJOTiIiISFlZLBZe715YyD7d+CmHkw+bnEhELsbB7ABSsexI/m8xc1IxExERqQyio6NLvd8HH671v5YNiRv416x/MaHlhMse29/fn1q1tKapyNWgYiZWhmHoiJmIiEglkXaqcJ2yYcOGnX+jmsB98OvhX/n16V8h6fL24ermSkx0jMqZyFWgYiZWh5IPcTrnNOSDn6Of2XFERETkArLSsgDo+lBX6reof97tFpxawOHsw9R5qg49fHtc8vgJhxOY/fpsEhMTVcxErgIVM7Faf2x94Qdx4FBTbw0REZHKwDfMl5AGIed9vE9aHz7d9CkHsg5ACIR4nn9bETGPqZN/rFixgptuuonQ0FAsFgtz5swp9rhhGEyYMIGQkBBcXV3p0aMHe/fuLbbNqVOnuOuuu/Dy8sLHx4d7772XtLS0Ytts27aNjh074uLiQnh4OG+99VZ5v7RKad2xdYUfHDM3h4iIiNhOkEcQzQKbAbDk4BKT04jI+ZhazNLT02nRogUfffRRqY+/9dZbvP/++3z66aesW7cOd3d3evXqRVZWlnWbu+66i507d7Jo0SLmzZvHihUrGDNmjPXx1NRUevbsSUREBJs2beLtt9/mxRdf5PPPPy/311fZWIvZUXNziIiIiG11rd0VO4sd+0/v58DpA2bHEZFSmHq+Wp8+fejTp0+pjxmGwaRJk3juuee4+eabAfj2228JCgpizpw5DB06lOjoaObPn8+GDRto06YNAB988AF9+/blnXfeITQ0lB9++IGcnBy+/vprnJycaNKkCVu2bOE///lPsQJX3eXm5/LPiX8KP9ERMxERkSrF19WXNqFtWH9sPYsPLGZ0q9FYLBazY4nIWSrsOmYHDx4kLi6OHj3+d5Gqt7c37dq1Y82aNQCsWbMGHx8faykD6NGjB3Z2dqxbt866TadOnXBycrJu06tXL3bv3s3p06dL3Xd2djapqanFblXdtvhtZOVl4eXoddkzNomIiEjF16lWJ5zsnTiRdoJdCbvMjiMi56iwxSwuLg6AoKCgYvcHBQVZH4uLiyMwsPi07g4ODtSoUaPYNqWNcfY+zjVx4kS8vb2tt/Dw8Ct/QRVc0WmMTXyamJxEREREyoO7kzvta7YHYOmhpeQX5JucSETOVmGLmZnGjx9PSkqK9XbkyBGzI5W7omLW1LepyUlERESkvLSv2R53R3dOZZ7in7h/zI4jImepsMUsODgYgPj4+GL3x8fHWx8LDg7m5MmTxR7Py8vj1KlTxbYpbYyz93EuZ2dnvLy8it2qunVH/1vMfFTMREREqipnB2c6RXQC4K9Df5Gdl21yIhEpUmGLWWRkJMHBwSxZ8r9pXVNTU1m3bh3t2xcehm/fvj3Jycls2rTJus3SpUspKCigXbt21m1WrFhBbm6udZtFixbRsGFDfH19r9KrqdiSs5LZnbQb0KmMIiIiVV3rkNbUcK1Bem46q46sMjuOiPyXqcUsLS2NLVu2sGXLFqBwwo8tW7YQGxuLxWLh0Ucf5dVXX+W3335j+/btDB8+nNDQUAYOHAhAo0aN6N27N6NHj2b9+vWsWrWKcePGMXToUEJDQwG48847cXJy4t5772Xnzp1MmzaNyZMn8/jjj5v0qiueDcc2AFDHtw6+ziqrIiIiVZm9nT031rkRgDVH15CSlWJyIhEBk6fL37hxI127drV+XlSWRowYwZQpU3j66adJT09nzJgxJCcnc8MNNzB//nxcXFysz/nhhx8YN24c3bt3x87OjsGDB/P+++9bH/f29mbhwoWMHTuW1q1b4+/vz4QJEzRV/lk2HC8sZteGXmtyEhEREbkaGvo1JMI7gsMph1l6aCmDogaZHUmk2jO1mHXp0gXDMM77uMVi4eWXX+bll18+7zY1atTgxx9/vOB+mjdvzt9//13mnFWdipmIiEj1YrFY6Fm3J1/88wXb4rdxXdh1hHiGmB1LpFqrsNeYydVTdCrjtWEqZiIiItVFqGcozQKbAbBw/8IL/rFcRMqfilk1d+LMCY6dOYadxY5WIa3MjiMiIiJXUffI7jjYOXAo5RAxSTFmxxGp1lTMqrmi0xgb+TfCw8nD5DQiIiJyNXm7eFsXnV64fyG5+bkXeYaIlBcVs2pOpzGKiIhUbzfUugEvZy+Ss5JZfWS12XFEqi0Vs2pOE3+IiIhUb072TvSs0xOAlUdWkpyVbG4gkWpKxawaMwxDxUxERERoHNCY2t61ySvIY+H+hWbHEamWVMyqsYPJBzmVeQpHO0eaBzU3O46IiIiYxGKx0LtebyxYiE6M5sDpA2ZHEql2VMyqsaLry1oEt8DZwdnkNCIiImKmII8g6zXnf+77k3wj3+REItWLilk1ptMYRURE5Gxda3fF3dGdxIxEtqRtMTuOSLWiYlaNqZiJiIjI2VwcXOhdrzcAm9M2g7/JgUSqERWzaiq/IJ9NxzcBmipfRERE/qdJQBPq16hPAQVwExQYBWZHEqkWVMyqqZjEGNJz03F3dKeRfyOz44iIiEgFYbFY6Fu/Lw4WB4iAX2N/NTuSSLWgYlZNFZ3G2CqkFfZ29ianERERkYrEx8WHNh5tAJgcPZm4tDiTE4lUfSpm1VTRjIy6vkxERERK09S9KRyHM7lnGD13NIZhmB1JpEpTMaumrBN/6PoyERERKYWdxQ7mgKOdI/P2zOOrzV+ZHUmkSlMxq4Zy8nPYGr8VgLZhbU1OIyIiIhXWSXgo6iEAHlvwmBaeFilHKmbV0Lb4beTk5+Dn6kekT6TZcURERKQCu6vOXXSK6ERaThrDZw8nv0ALT4uUBxWzamj9sfVA4WmMFovF5DQiIiJSkdlb7Jk6cCqeTp6sOrKKd1a/Y3YkkSpJxawa0sLSIiIicjlq+9Rmcu/JADy37DlWH1ltciKRqkfFrBrSjIwiIiJyuUa2HMnQpkPJK8hjyIwhJKQnmB1JpEpRMatmzmSfYVfCLkAzMoqIiMils1gsfN7/c6L8ozh25hh3zrpT15uJ2JCKWTXzz4l/MDAI9won2CPY7DgiIiJSiXg6ezLztpm4Obqx+MBiXv7rZbMjiVQZKmbVjNYvExERkSvRJLAJn/f/HIBXVrzCvD3zTE4kUjWomFUzRTMytg3V+mUiIiJSNnc1v4uH2jyEgcHQmUP558Q/ZkcSqfRUzKoZHTETERERW5jUexI31rmR9Nx0+v/YnyMpR8yOJFKpqZhVIwnpCRxKPgRA65DW5oYRERGRSs3R3pEZt82gaWBTTqSdoN+P/UjNTjU7lkilpWJWjRQdLYvyj8LbxdvkNCIiIlLZebt48/udvxPsEcz2k9sZPH0wWXlZZscSqZRUzKoRrV8mIiIitlbLuxbz7piHu6M7iw8sZvD0wWTnZZsdS6TSUTGrRtYfL5z4Q8VMREREbKl1aGvm3TkPVwdX/tj7B7fNuI2c/ByzY4lUKipm1YRhGNYjZm3DNCOjiIiI2FaX2l2Ye8dcXBxcmLtnLrfPvJ3c/FyzY4lUGipm1URsSiwJGQk42DnQIriF2XFERESkCupepzu/Dv0VZ3tn5sTM4aafbuJM9hmzY4lUCg5mB5Cro2j9suZBzXFxcDE5jYiIiFQW0dHRl7W9P/680+Ydntr4FAv2L+Daj69lcrvJBLgEFN/O359atWrZMmoxsbGxJCYmlsvY5Z1dqicVs2qiaEZGLSwtIiIilyLtVBoAw4YNK9sAocBdsJvd9J7RG74HzupJrm6uxETHlEvBiY2NJapRFJkZmTYfG8o3u1RfKmbVhBaWFhERkcuRlVY47X3Xh7pSv0X9Mo2RmpfKn6f+JMUnBaeHneji04XaLrVJOJzA7Ndnk5iYWC7lJjExkcyMTAY9O4iAiICLP+EylHd2qb5UzKqB/IJ8Nh7fCGjiDxEREbk8vmG+hDQIKdNzQwghPDecn3f8zJHUIyw8vZD2NdvTpFYTG6csXUBEQJmzi1xtmvyjGtidtJu0nDTcHd1p5N/I7DgiIiJSjbg5ujGixQiuC7sOgDVH1zA3aS54mRxMpIJRMasGiqbJbxXSCns7e5PTiIiISHVjb2dPr3q9uK3xbTjbOxOfGw8PwezDszEMw+x4IhWCilk1UDQjo05jFBERETM1DmjMmNZjCHQMBBd4ddur9Pq+F7EpsWZHEzGdilk1YJ34I1QTf4iIiIi5arjWYIDfAFgAznbOLDqwiMYfNeaNlW+QnZdtdjwR06iYVXHZedlsidsCaEZGERERqRjsLHawBn7q/BM31LqB9Nx0xi8ZT5OPm/Db7t90eqNUSypmVdy2+G3kFuTi5+pHpE+k2XFERERErCI8Ivhr5F98O/BbQjxC2H96Pzf/fDPdvu3GqthVZscTuapUzKq4s9cvs1gsJqcRERERKc7OYsfdLe5m97jd/F+H/8PJ3onlh5Zzwzc30OeHPtYlf0SqOhWzKq5o4g9dXyYiIiIVmaezJxN7TGTvw3sZ3Wo0DnYOzN83n2u/uJZbpt3C9vjtZkcUKVcqZlVc0REzzcgoIiIilUEt71p8ftPnxIyN4e7md2PBwuyY2bT4tAV3/nIne5L2mB1RpFyomFVhZ7LPEJ0QDeiImYiIiFQudWvU5dtB37LjoR3c1vg2DAx+2vETjT5qxIg5I9h/ar/ZEUVsSsWsCtt0YhMGBuFe4QR5BJkdR0REROSyNQ5ozPTbprP5/s0MaDiAAqOAb7d+S8MPG3Lfb/dxNPWo2RFFbELFrArbcEynMYqIiEjV0DK4Jb8O/ZUNozfQt35f8o18vtr8FfU/qM/4xeNJyUoxO6LIFVExq8K0sLSIiIhUNW1C2/D7nb+z+p7VdIroRFZeFm+seoO679flo/UfkV+Qb3ZEkTJRMavC1h1bB2hhaREREal62oe3Z/mI5fw29Dca+TciKTOJcX+O47qvriMmJcbseCKXTcWsijp+5jixKbHYWex0KqOIiIhUSRaLhZsa3sS2B7fxYZ8P8XL2YuPxjdy94m7oBXlGntkRRS6ZilkVtebIGgCaBTbDw8nD5DQiIiIi5cfBzoGxbccSMzaG25vcTgEF0B5mJc4iLi3O7Hgil0TFrIpac7SwmLWv2d7kJCIiIiJXR4hnCD/f+jMftPsAzkByXjJf/vMl646twzAMs+OJXJCKWRVlLWbhKmYiIiJSvVwfeD18ArWca5Fv5DN/33ym75xOTn6O2dFEzkvFrArKyc9h0/FNAFxX8zqT04iIiIiYIAN6+faiT70+2FvsiUmK4Zst35CanWp2MpFSqZhVQVvitpCdn42fqx/1a9Q3O46IiIiIKSwWC23D2jKixQjcHN2IS4vjy3++5MSZE2ZHEylBxawKKpr447qa12GxWExOIyIiImKucO9w7rvmPgLcAjiTc4ZvtnzDvlP7zI4lUoyKWRWkiT9EREREivN19eWea+6hrm9dcgty+XnHz+xN2mt2LBErFbMqaO3RtYCuLxMRERE5m4uDC3c0vYMo/yjyjXym7ZzGnqQ9ZscSAcDB7ABSNrGxsSQmJpa4PyErgcMph7HDDqdEJ/5J/ueyxo2OjrZVRBEREZELKq/fOy40rr2dPbc2upVZ0bPYlbiLaTunMaTxEBr6NyyXLCKXSsWsEoqNjSWqURSZGZklH2wE3A4FcQV0atepzPtIS0sre0ARERGRC0g7Vfh7xrBhw8p3P+f5fcbezp5bGt2CJcbCzoSdzNg1g7ua3UWkb2S55hG5EBWzSigxMZHMjEwGPTuIgIiAYo+tTV3LtvRtNKrTiI6fdbzssfeu28uyr5eRlZVlq7giIiIixWSlFf6e0fWhrtRvYfsZpC/l95miclZgFBCdGM20ndMY1XIUQR5BNs8jcilUzCqxgIgAQhqEFLvv9ObTADQIb0BIcEhpT7ugxNiSp0eKiIiIlAffMN8Sv8vYwqX+PmNnseOWRrfw3bbviE2J5YftP3DvNffi7eJt80wiF6PJP6qQ/IJ8TqQVrstR06umyWlEREREKj4HOweGNhlqnUr/++3fk5lbyuUiIuVMxawKiUuLI68gD1cHV/xc/cyOIyIiIlIpuDq6clezu/B08iQxI5Hpu6aTX5BvdiypZlTMqpAjqUeAwqNlWlhaRERE5NJ5u3hzV7O7cLJ34lDyIRYeWGh2JKlmVMyqkMMphwGo5V3L5CQiIiIilU+QRxCDogYBsP7Yejaf2GxyIqlOVMyqCMMwiE2JBVTMRERERMoqyj+KLhFdAPh97+8cSTlibiCpNlTMqoikzCQycjNwsHMg1DPU7DgiIiIilVaniE408m9EvpHP9F3TOZN9xuxIUg1U6GL24osvYrFYit2ioqKsj2dlZTF27Fj8/Pzw8PBg8ODBxMfHFxsjNjaWfv364ebmRmBgIE899RR5eXlX+6WUu6LTGMM8w3Cw0yoIIiIiImVlsVgYGDWQQPdA0nLS+CX6FwqMArNjSRVXoYsZQJMmTThx4oT1tnLlSutjjz32GHPnzmXGjBn89ddfHD9+nFtuucX6eH5+Pv369SMnJ4fVq1czdepUpkyZwoQJE8x4KeVKpzGKiIiI2I6TvRO3Nb4NJ3snDqccZunBpWZHkiquwhczBwcHgoODrTd/f38AUlJS+Oqrr/jPf/5Dt27daN26Nd988w2rV69m7dq1ACxcuJBdu3bx/fff07JlS/r06cMrr7zCRx99RE5Ojpkvy+YOJxceMYvwjjA5iYiIiEjV4O/mz4AGAwBYdWQVe5L2mJxIqrIKX8z27t1LaGgoderU4a677iI2tvDI0KZNm8jNzaVHjx7WbaOioqhVqxZr1qwBYM2aNTRr1oygoCDrNr169SI1NZWdO3eed5/Z2dmkpqYWu1VkKVkppGSnYMGihaVFREREbKhJYBPahrUFYHbMbM7k6XozKR8Vupi1a9eOKVOmMH/+fD755BMOHjxIx44dOXPmDHFxcTg5OeHj41PsOUFBQcTFxQEQFxdXrJQVPV702PlMnDgRb29v6y08PNy2L8zGik5jDPEMwdnB2eQ0IiIiIlVLzzo9CfMMIysvi8XJi8He7ERSFVXoYtanTx9uu+02mjdvTq9evfjjjz9ITk5m+vTp5brf8ePHk5KSYr0dOVKxp0m1rl/mpevLRERERGzN3s6eWxvfiquDKwm5CdDL7ERSFVXoYnYuHx8fGjRowL59+wgODiYnJ4fk5ORi28THxxMcHAxAcHBwiVkaiz4v2qY0zs7OeHl5FbtVZNaJP3xUzERERETKg4+Lj3XxadrC/GPzzQ0kVU6lKmZpaWns37+fkJAQWrdujaOjI0uWLLE+vnv3bmJjY2nfvj0A7du3Z/v27Zw8edK6zaJFi/Dy8qJx48ZXPX95yMjNICEjAdARMxEREZHyVN+vPtd4XAPAq1tfJToh2uREUpVU6GL25JNP8tdff3Ho0CFWr17NoEGDsLe354477sDb25t7772Xxx9/nGXLlrFp0yZGjRpF+/btue666wDo2bMnjRs35u6772br1q0sWLCA5557jrFjx+LsXDWuxSo6Wubv5o+7k7vJaURERESqttYereEgZOZncuuMW0nPSTc7klQRFbqYHT16lDvuuIOGDRsyZMgQ/Pz8WLt2LQEBAQC899579O/fn8GDB9OpUyeCg4OZNWuW9fn29vbMmzcPe3t72rdvz7Bhwxg+fDgvv/yyWS/J5rR+mYiIiMjVY2exg1/A39mfXQm7eOD3BzAMw+xYUgU4mB3gQn7++ecLPu7i4sJHH33ERx99dN5tIiIi+OOPP2wdrcIoKmZav0xERETkKkmDia0n8sCaB/h+2/d0rNWRMa3HmJ1KKrkKfcRMLiynIIfjZ44DKmYiIiIiV1Mrv1a81u01AB758xH+OfGPyYmkslMxq8SO5xzHwMDP1Q9vF2+z44iIiIhUK091eIqbGtxEdn42t06/leSsZLMjSSWmYlaJHcs+BkCkb6TJSURERESqHzuLHVMHTqW2T20OJh/k7tl3k1+Qb3YsqaRUzCqxYzmFxayOTx2Tk4iIiIhUT76uvsy8bSbO9s7M2zOP55Y+Z3YkqaRUzCorT0jOSwagtk9tU6OIiIiIVGetQ1vz1YCvAHhj1Rv8uP1HkxNJZaRiVln99+zFUM9QXB1dzc0iIiIiUs3d1fwununwDAD3/nYvG45tMDmRVDYqZpXVf89ejPTR9WUiIiIiFcFr3V6jf4P+ZOVlMXDaQI6kHDE7klQiKmaVkGEY1mJWx1fXl4mIiIhUBPZ29vxwyw80DmjM8TPH6fV9L5IyksyOJZWEilkldCjtEHiBPfaEe4WbHUdERERE/svL2Ys/7/qTml41iU6Mpu+PfUnLSTM7llQCKmaV0PrE9QAEOwXjaO9ochoREREROVst71os/P/27j0qynLfA/h3uMwAwnAbYAC5CoIiilecUtFAIcu8dMpLJuI97exaXiqttPSUVtbOPG7NY2q525HtI5p5qVRAJVRER0URwUCsQATkfhGY5/zhco4TqGjgO8D3s9YsZ+Z55pkv85t31vx8Z96Z/BMcLB1w4vcTGPftONTW10odi4wcG7M26Pj14wAAd4W7xEmIiIiIqCndnLph76S96GTeCT//+jMm/O8ENmd0T2zM2ph6XT1OFp0EALjJ3SROQ0RERER3E9o5FHHj4yA3lWPnxZ146l9Poby2XOpYZKTYmLUxqX+korK+EqgGVOYqqeMQERER0T0M7zIceyfthbXcGgezDyJiWwQPCEJNYmPWxhz49cCtM9mAiYzlIyIiIjJ24b7hODTlEBwtHXHi9xMYvGUwsoqzpI5FRobv7NuYCT0mYGHQQuCU1EmIiIiIqLn6u/fHkZgjcLdxR3phOvp83gffpn0rdSwyImzM2pguDl0w0XciwP9kISIiImpTujl1w7EZxzDIcxDKb5Zjwv9OwOzds1FdVy11NDICZlIHICIiIiLqKDorOyM+Oh7L4pdh5dGV2HhqIw7lHMKHER9iTOAYyGQyqSP+Jbm5uSgsLGyVtVUqFTw9PVtlbWPAxoyIiIiI6BEyMzHDe+HvIcw7DNE7o5FVnIVx28dhiNcQfDziY/Rz6yd1xIeSm5uLwG6BqK5qnT2AllaWuJh+sd02Z2zMiIiIiIgkMKLLCFx6+RI+SPoAHyd/jMNXDqP///THYM/BmNZ7Gv6j+3/AWm4tdcxmKywsRHVVNcYuGQsnL6cWXfv6leuIez8OhYWFbMyIiIiIiKhl2Shs8F9P/Bdm952NNw+9ia/PfY0juUdwJPcI/nPff+Lprk9jsOdgDPYcjCDnoDZxVG4nLye4dnWVOkabw8aMiIiIiEhiHrYe+GrsV1gZvhJfnfkKm7WbkVWchdi0WMSmxQIAbBW28HPwg7edN7ztvKG2VsNGbgOlQgkbhQ0UpgrITeWNTgozBWzkNrC1sIWZCd/+GytWhoiIiIjISLgr3bF48GK8MegNJF1NwqHsQziSewTJV5NRWluK1LxUpOalPvT6ncw7wdHKER5KD3jYesBT6YlAVSCCXYIR5BQES3PLFvxr6EGwMSMiIiIiMjIymQyDPAdhkOcgAEBdQx0uFl5Edkk2ckpykH0jG4XVhSivLUdZbRnKb5bjZsPNJk819TWoqa8BAFTWVaKytBK5pbnAVcP7NJGZIMAxAEO8hiDMKwxh3mFws3F71H96h8XGjIiIiIjIyJmbmiPYJRjBLsEPdfu6hjqU1paitKYUBZUFuFp2FVdLr+JK6RWcv34eZ6+dRWFVIdIL05FemI7PUz8HAPRw7oGxgWMxJnAMeqt7t/nD+RszNmZERERERO2cuak5VFYqqKxU6OLQBRpoDMaFELhWeQ3HfzuOxCuJSLySCG2+FmkFaUgrSMOKwyvgZeuFyT0nY2rIVPg5+En0l7RfbMyIiIiIiB5Qenp6q61dW1sLhUIhydoe8MBkp8mY7DQZZTfLcLTgKBLyE5BUkIQrpVfw3pH38N6R9xDiEIJxnuMw3G045KZyAK37mHQEbMyIiIiIiJqporgCADB58uTWuxMZAGFka5sBCAAQAqALoC3WQlusxdIjS4EUACcBVN2aWlFR0TJZOxg2ZkREREREzVRTcesgGsPmDoN/L/8WXz/zeCbiN8e3yvottXZlQyUyqjJwoeoCqmyqgCcA0ydM4Vruit82/oaampoWTN1xsDEjIiIiInpA9u72rfIjyoW5ha22fkuu7Qc/ROmicOH6BRz7/Rj+KP8Dv9n8BvwNONNwBt613rBR2LRE7A7D+H86nIiIiIiIjI6piSmCXYIxo/cMvNjzRTjoHABz4LLuMtaeWIvEK4moa6iTOmabwcaMiIiIiIgemkwmg6+9L8IawoCvAHuZPep0dUjIScB/p/w3zhWcgxCt9aW59oONGRERERER/WUyyIBfgaGmQ/Fst2ehVChRVluGHek7sO3sNhRXF0sd0aixMSMiIiIiohYjk8nQw7kHXu7/MoZ5D4OZiRmyS7Kx/uR6JOUmQSd0Ukc0SmzMiIiIiIioxZmbmmOI1xC81O8l+Nr5ol5XjwPZB7Dp1CYUVhVKHc/osDEjIiIiIqJW42DpgMk9J2N0wGhYmlkiryIPn6d+jpN/nOR3z+7AxoyIiIiIiFqVTCZDiDrk1t4z+1t7z/Zk7sG3579FVV2V1PGMAhszIiIiIiJ6JGwUNpgcPBkjfEfARGaCjKIMbEzdiLzyPKmjSY6NGRERERERPTIymQwaDw1m9J4Bewt7lNaWYrN2M7T5WqmjSYqNGRERERERPXKuNq6Y1XcW/B38Ua+rx66MXdiTuQcNugapo0mCjRkREREREUnCwswCE3tMRJhXGADg5B8n8a+0f6GmvkbiZI8eGzMiIiIiIpKMTCbDUO+hGB80HuYm5vj1xq/YfHozSmpKpI72SLExIyIiIiIiyQWqAhETEgMbuQ2uV13HplOb8HvZ71LHemTYmBERERERkVFwtXHFjD4z4NLJBZV1lfjyzJfILMqUOtYjwcaMiIiIiIiMhlKhRExIDLrYd0Gdrg6x52NxqeqS1LFaHRszIiIiIiIyKgozBSb2mIhg52DohA4JpQnAY1Knal1szIiIiIiIyOiYmphibOBYDOw88NYVI4BdubukDdWK2JgREREREZFRkslkiOwSiVCbUOAqMMJthNSRWg0bMyIiIiIiMmq9rHsBWwBLM0upo7QaNmZERERERGT8dFIHaF1szIiIiIiIiCTGxoyIiIiIiEhibMyIiIiIiIgkxsaMiIiIiIhIYmzMiIiIiIiIJMbGjIiIiIiISGJszIiIiIiIiCTGxoyIiIiIiEhibMyIiIiIiIgkxsaMiIiIiIhIYmzMiIiIiIiIJMbGjIiIiIiISGJszIiIiIiIiCTGxoyIiIiIiEhibMyIiIiIiIgkxsaMiIiIiIhIYmzMiIiIiIiIJMbGjIiIiIiISGJszIiIiIiIiCTWoRqzdevWwdvbGxYWFggNDcWJEyekjkRERERERNRxGrNvv/0W8+fPx7Jly3Dq1Cn06tULkZGRKCgokDoaERERERF1cB2mMfvkk08wc+ZMxMTEoHv37tiwYQOsrKywefNmqaMREREREVEHZyZ1gEfh5s2bSE1NxeLFi/XXmZiYICIiAsnJyY3m19bWora2Vn+5tLQUAFBWVtb6YZuhoqICAPDHpT9ws/pmi659/cr1W/9mX8eVTldadO3WXp/ZpVmf2R/92q29PrNLsz6zS7M+s0uzPrNLs35bzl54tRDArffBUr8nv33/QogWXVcmWnpFI/THH3/A3d0dv/zyCzQajf761157DYmJiTh+/LjB/HfeeQfvvvvuo45JRERERERtxNWrV9G5c+cWW69D7DF7UIsXL8b8+fP1l3U6HYqLi+Ho6AiZTCZhslvKysrg4eGBq1evQqlUSh2HWhjr2/6xxu0fa9z+scbtH2vc/j1sjYUQKC8vh5ubW4vm6RCNmUqlgqmpKa5du2Zw/bVr16BWqxvNVygUUCgUBtfZ2dm1ZsSHolQq+ULRjrG+7R9r3P6xxu0fa9z+scbt38PU2NbWtsVzdIiDf8jlcvTt2xcHDx7UX6fT6XDw4EGDjzYSERERERFJoUPsMQOA+fPnIzo6Gv369cOAAQPw6aeforKyEjExMVJHIyIiIiKiDq7DNGbjx4/H9evXsXTpUuTn5yMkJAT79++Hi4uL1NEemEKhwLJlyxp93JLaB9a3/WON2z/WuP1jjds/1rj9M7Yad4ijMhIRERERERmzDvEdMyIiIiIiImPGxoyIiIiIiEhibMyIiIiIiIgkxsaMiIiIiIhIYmzM2ph169bB29sbFhYWCA0NxYkTJ6SORADeeecdyGQyg1NgYKB+vKamBvPmzYOjoyOsra3x7LPPNvrB89zcXDz11FOwsrKCs7MzFi1ahPr6eoM5CQkJ6NOnDxQKBfz8/LB169ZGWfgcaRmHDx/GqFGj4ObmBplMhp07dxqMCyGwdOlSuLq6wtLSEhEREcjMzDSYU1xcjBdeeAFKpRJ2dnaYPn06KioqDOacPXsWgwcPhoWFBTw8PPDhhx82yvLdd98hMDAQFhYWCA4Oxt69ex84Cxm6X32nTp3aaJuOiooymMP6GreVK1eif//+sLGxgbOzM8aMGYOMjAyDOcb02tycLGSoOTUeOnRoo215zpw5BnNYY+O1fv169OzZU/8D0BqNBvv27dOPt7ttWFCbERsbK+Ryudi8ebM4f/68mDlzprCzsxPXrl2TOlqHt2zZMhEUFCTy8vL0p+vXr+vH58yZIzw8PMTBgwfFyZMnxcCBA8Vjjz2mH6+vrxc9evQQERER4vTp02Lv3r1CpVKJxYsX6+f8+uuvwsrKSsyfP19cuHBBrF27Vpiamor9+/fr5/A50nL27t0r3nzzTbFjxw4BQMTFxRmMr1q1Stja2oqdO3eKM2fOiGeeeUb4+PiI6upq/ZyoqCjRq1cvcezYMXHkyBHh5+cnJk6cqB8vLS0VLi4u4oUXXhBpaWnim2++EZaWluLzzz/Xz0lKShKmpqbiww8/FBcuXBBvvfWWMDc3F+fOnXugLGTofvWNjo4WUVFRBtt0cXGxwRzW17hFRkaKLVu2iLS0NKHVasXIkSOFp6enqKio0M8xptfm+2WhxppT47CwMDFz5kyDbbm0tFQ/zhobt++//17s2bNHXLp0SWRkZIglS5YIc3NzkZaWJoRof9swG7M2ZMCAAWLevHn6yw0NDcLNzU2sXLlSwlQkxK3GrFevXk2OlZSUCHNzc/Hdd9/pr0tPTxcARHJyshDi1ptEExMTkZ+fr5+zfv16oVQqRW1trRBCiNdee00EBQUZrD1+/HgRGRmpv8znSOv48xt3nU4n1Gq1+Oijj/TXlZSUCIVCIb755hshhBAXLlwQAERKSop+zr59+4RMJhO///67EEKIf/zjH8Le3l5fYyGEeP3110VAQID+8vPPPy+eeuopgzyhoaFi9uzZzc5C93a3xmz06NF3vQ3r2/YUFBQIACIxMVEIYVyvzc3JQvf35xoLcasxe+WVV+56G9a47bG3txebNm1ql9swP8rYRty8eROpqamIiIjQX2diYoKIiAgkJydLmIxuy8zMhJubG3x9ffHCCy8gNzcXAJCamoq6ujqD2gUGBsLT01Nfu+TkZAQHBxv84HlkZCTKyspw/vx5/Zw717g95/YafI48OtnZ2cjPzzd4rG1tbREaGmpQUzs7O/Tr108/JyIiAiYmJjh+/Lh+zpAhQyCXy/VzIiMjkZGRgRs3bujn3KvuzclCDychIQHOzs4ICAjASy+9hKKiIv0Y69v2lJaWAgAcHBwAGNdrc3Oy0P39uca3ff3111CpVOjRowcWL16Mqqoq/Rhr3HY0NDQgNjYWlZWV0Gg07XIbNmv2TJJUYWEhGhoaDJ5YAODi4oKLFy9KlIpuCw0NxdatWxEQEIC8vDy8++67GDx4MNLS0pCfnw+5XA47OzuD27i4uCA/Px8AkJ+f32Rtb4/da05ZWRmqq6tx48YNPkcekds1aeqxvrNezs7OBuNmZmZwcHAwmOPj49Nojdtj9vb2d637nWvcLws9uKioKIwbNw4+Pj64fPkylixZgieffBLJyckwNTVlfdsYnU6HV199FY8//jh69OgBAEb12tycLHRvTdUYACZNmgQvLy+4ubnh7NmzeP3115GRkYEdO3YAYI3bgnPnzkGj0aCmpgbW1taIi4tD9+7dodVq2902zMaMqAU8+eST+vM9e/ZEaGgovLy8sH37dlhaWkqYjIgexoQJE/Tng4OD0bNnT3Tp0gUJCQkIDw+XMBk9jHnz5iEtLQ1Hjx6VOgq1krvVeNasWfrzwcHBcHV1RXh4OC5fvowuXbo86pj0EAICAqDValFaWop///vfiI6ORmJiotSxWgU/ythGqFQqmJqaNjq6y7Vr16BWqyVKRXdjZ2eHrl27IisrC2q1Gjdv3kRJSYnBnDtrp1arm6zt7bF7zVEqlbC0tORz5BG6/Xje67FWq9UoKCgwGK+vr0dxcXGL1P3O8ftlob/O19cXKpUKWVlZAFjftuTll1/GDz/8gPj4eHTu3Fl/vTG9NjcnC93d3WrclNDQUAAw2JZZY+Mml8vh5+eHvn37YuXKlejVqxfWrFnTLrdhNmZthFwuR9++fXHw4EH9dTqdDgcPHoRGo5EwGTWloqICly9fhqurK/r27Qtzc3OD2mVkZCA3N1dfO41Gg3Pnzhm80fv555+hVCrRvXt3/Zw717g95/YafI48Oj4+PlCr1QaPdVlZGY4fP25Q05KSEqSmpurnHDp0CDqdTv/GQKPR4PDhw6irq9PP+fnnnxEQEAB7e3v9nHvVvTlZ6K/77bffUFRUBFdXVwCsb1sghMDLL7+MuLg4HDp0qNHHSo3ptbk5Waix+9W4KVqtFgAMtmXWuG3R6XSora1tn9twsw8TQpKLjY0VCoVCbN26VVy4cEHMmjVL2NnZGRxphqSxYMECkZCQILKzs0VSUpKIiIgQKpVKFBQUCCFuHULV09NTHDp0SJw8eVJoNBqh0Wj0t799ONcRI0YIrVYr9u/fL5ycnJo8nOuiRYtEenq6WLduXZOHc+VzpGWUl5eL06dPi9OnTwsA4pNPPhGnT58WV65cEULcOoS5nZ2d2LVrlzh79qwYPXp0k4fL7927tzh+/Lg4evSo8Pf3NziceklJiXBxcREvvviiSEtLE7GxscLKyqrR4dTNzMzE6tWrRXp6uli2bFmTh1O/XxYydK/6lpeXi4ULF4rk5GSRnZ0tDhw4IPr06SP8/f1FTU2Nfg3W17i99NJLwtbWViQkJBgcKr2qqko/x5hem++XhRq7X42zsrLE8uXLxcmTJ0V2drbYtWuX8PX1FUOGDNGvwRobtzfeeEMkJiaK7OxscfbsWfHGG28ImUwmfvrpJyFE+9uG2Zi1MWvXrhWenp5CLpeLAQMGiGPHjkkdicStw6q6uroKuVwu3N3dxfjx40VWVpZ+vLq6WsydO1fY29sLKysrMXbsWJGXl2ewRk5OjnjyySeFpaWlUKlUYsGCBaKurs5gTnx8vAgJCRFyuVz4+vqKLVu2NMrC50jLiI+PFwAanaKjo4UQtw5j/vbbbwsXFxehUChEeHi4yMjIMFijqKhITJw4UVhbWwulUiliYmJEeXm5wZwzZ86IQYMGCYVCIdzd3cWqVasaZdm+fbvo2rWrkMvlIigoSOzZs8dgvDlZyNC96ltVVSVGjBghnJychLm5ufDy8hIzZ85s9B8crK9xa6q+AAxeN43ptbk5WcjQ/Wqcm5srhgwZIhwcHIRCoRB+fn5i0aJFBr9jJgRrbMymTZsmvLy8hFwuF05OTiI8PFzflAnR/rZhmRBCNH//GhEREREREbU0fseMiIiIiIhIYmzMiIiIiIiIJMbGjIiIiIiISGJszIiIiIiIiCTGxoyIiIiIiEhibMyIiIiIiIgkxsaMiIiIiIhIYmzMiIiIiIiIJMbGjIiIiIiISGJszIiIqMXMmDED/v7+sLKygr29PTQaDf75z39KHavNy8nJgUwmg1arbTQ2dOhQvPrqq/rLZ86cwTPPPANnZ2dYWFjA29sb48ePR0FBgcFat082NjYICgrCvHnzkJmZ+Yj+IiIi+jMzqQMQEVH74ejoiE2bNsHPzw9VVVVITk7GnDlzUFFRgTlz5kgdr927fv06wsPD8fTTT+PHH3+EnZ0dcnJy8P3336OystJg7oEDBxAUFISqqiqcO3cOa9asQa9evbB7926Eh4dL9BcQEXVc3GNGREQt5oMPPkBYWBjc3d3h7++PKVOmYMSIETh8+LB+zrZt29CvXz/Y2NhArVZj0qRJ+r05AJCQkACZTIY9e/agZ8+esLCwwMCBA5GWlqafs3XrVoO9Pnee/rxXydvbu9GcnTt3AgAaGhowffp0+Pj4wNLSEgEBAVizZo3+tu+8885d72fo0KEAgJSUFAwfPhwqlQq2trYICwvDqVOn7vk4TZ06Vb+OXC5HYGAgtm3b9pCP+v9LSkpCaWkpNm3ahN69e8PHxwfDhg3D3//+d/j4+BjMdXR0hFqthq+vL0aPHo0DBw4gNDQU06dPR0NDw1/OQkRED4aNGRERtQohBFJTU/HLL78gKipKf31dXR1WrFiBM2fOYOfOncjJycHUqVMb3X7RokX4+OOPkZKSAicnJ4waNQp1dXX6caVSiby8PP3pxIkTd82xfPly/bw76XQ6dO7cGd999x0uXLiApUuXYsmSJdi+fTsAYOHChfrbLViwABqNRn95x44dAIDy8nJER0fj6NGjOHbsGPz9/TFy5EiUl5ff8/GJiopCXl4eMjMzMWrUKMTExKCioqJZj+3dqNVq1NfXIy4uDkKIB7qtiYkJXnnlFVy5cgWpqal/KQcRET04fpSRiIha1M6dOzF58mTU1taioaEBb7/9NqZMmaIfnzZtmv68r68vPvvsM/Tv3x8VFRWwtrbWjy1btgzDhw8HAHz55Zfo3Lkz4uLi8PzzzwMAZDIZ1Gq1fn5NTU2Teerq6uDg4GAw9zZzc3O8++67+ss+Pj5ITk7G9u3b8fzzz8Pa2lqfydraGnK5vNE6TzzxhMHljRs3ws7ODomJiXj66afv+jgpFAqo1WoIIeDm5oZOnTrB1NT0rvObY+DAgViyZAkmTZqEOXPmYMCAAXjiiScwZcoUuLi43Pf2gYGBAG59D23AgAF/KQsRET0Y7jEjIqIWNXz4cGi1WqSkpGD9+vVYs2YNNmzYoB9PTU3FqFGj4OnpCRsbG4SFhQEAcnNzDdbRaDT68w4ODggICEB6evoD5ykrK0OnTp3uOr5u3Tr07dsXTk5OsLa2xsaNGxtluZdr165h5syZ8Pf3h62tLZRKJSoqKu67xg8//ABra2soFAq8/fbb+PLLL2Fpadns+72b9957D/n5+diwYQOCgoKwYcMGBAYG4ty5c/e97e29bDKZ7C/nICKiB8PGjIiIWlSnTp3g5+eHkJAQzJ49GwsXLsTq1asBAJWVlYiMjIRSqcTXX3+NlJQUxMXFAQBu3rzZ4lnKyspQWVkJNze3JsdjY2OxcOFCTJ8+HT/99BO0Wi1iYmIeKEt0dDS0Wi3WrFmDX375BVqtFo6OjvddY9iwYdBqtThz5gyWL1+OKVOmICcnp8m5SqUSAFBaWtporKSkBLa2tgbXOTo64rnnnsPq1auRnp4ONzc3fQ3u5Xbj++fvoxERUetjY0ZERK1KCAGdTgcAuHjxIoqKirBq1SoMHjwYgYGBBgf+uNOxY8f052/cuIFLly6hW7duD3TfKSkpkMlkCAkJaXI8KSkJjz32GObOnYvevXvDz88Ply9ffqD7SEpKwt/+9jeMHDkSQUFBUCgUKCwsvO/tbjew3bp1w/z58yGXy3HgwIEm5zo4OEClUjX67ldZWRmysrLQtWvXu96PXC5Hly5dGh2V8c90Oh0+++wz+Pj4oHfv3vfNT0RELYvfMSMiohZRVlaGGTNmYNasWQgICEB1dTWOHDmCjz76CG+99RYAwNPTE3K5HGvXrsWcOXOQlpaGFStWNLne8uXL4ejoCBcXF7z55ptQqVQYM2ZMs/PEx8dj3rx5GDlyJJydnZuc4+/vj6+++go//vgjfHx8sG3bNqSkpDzQHiN/f3/9kSbLysqwaNGiZn0ksba2Fvn5+aivr8f+/ftRXFys/45XU+bPn4/3338fLi4uGDhwIIqKirBixQo4OTlh3LhxAG59PDI2NhYTJkxA165dIYTA7t27sXfvXmzZssVgvaKiIuTn56OqqgppaWn49NNPceLECezZs+cvf9eNiIgeHBszIiJqERYWFnB0dMSCBQuQk5MDU1NTBAcH44svvsBzzz0HAHBycsLWrVuxZMkSfPbZZ+jTpw9Wr16NZ555ptF6q1atwiuvvILMzEyEhIRg9+7dkMvlzc4zbdo0RERE4KOPPrrrnNmzZ+P06dMYP348ZDIZJk6ciLlz52Lfvn3Nvp8vvvgCs2bNQp8+feDh4YH3338fCxcuvO/t9u/fD1dXV5iZmcHb2xtr167FoEGD7jr/tddeg7W1NT744ANcvnwZDg4OePzxxxEfH69vBLt37w4rKyssWLAAV69ehUKhgL+/PzZt2oQXX3zRYL2IiAgAgJWVFby8vDBs2DBs3LgRfn5+zf7biYio5cjEgx5Pl4iIqBUlJCRg2LBhuHHjBuzs7KSOQ0RE9EjwO2ZEREREREQSY2NGREREREQkMX6UkYiIiIiISGLcY0ZERERERCQxNmZEREREREQSY2NGREREREQkMTZmREREREREEmNjRkREREREJDE2ZkRERERERBJjY0ZERERERCQxNmZEREREREQS+z+RN79paqQSoAAAAABJRU5ErkJggg==",
      "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: 2253\n",
      "Количество записей в обучающей выборке после oversampling: 42746\n",
      "Количество записей в обучающей выборке после undersampling: 737\n",
      "\n",
      "Распределение salary_in_usd в обучающей выборке:\n",
      "salary_in_usd\n",
      "150000    58\n",
      "100000    58\n",
      "120000    53\n",
      "160000    52\n",
      "130000    48\n",
      "          ..\n",
      "18000      1\n",
      "72212      1\n",
      "236600     1\n",
      "66192      1\n",
      "167580     1\n",
      "Name: count, Length: 737, dtype: int64\n",
      "\n",
      "Распределение salary_in_usd в контрольной выборке:\n",
      "salary_in_usd\n",
      "100000    24\n",
      "150000    21\n",
      "130000    16\n",
      "160000    15\n",
      "135000    15\n",
      "          ..\n",
      "122000     1\n",
      "20000      1\n",
      "63040      1\n",
      "68318      1\n",
      "125976     1\n",
      "Name: count, Length: 365, dtype: int64\n",
      "\n",
      "Распределение salary_in_usd в тестовой выборке:\n",
      "salary_in_usd\n",
      "120000    24\n",
      "150000    19\n",
      "130000    18\n",
      "200000    17\n",
      "100000    17\n",
      "          ..\n",
      "158677     1\n",
      "139500     1\n",
      "21669      1\n",
      "168400     1\n",
      "187000     1\n",
      "Name: count, Length: 361, dtype: int64\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imblearn.over_sampling import RandomOverSampler\n",
    "\n",
    "# Визуализация распределения зарплат в обучающей выборке\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.histplot(y_train, bins=30, kde=True, color='blue')\n",
    "plt.title('Распределение зарплат в обучающей выборке')\n",
    "plt.xlabel('Зарплата в USD')\n",
    "plt.ylabel('Частота')\n",
    "plt.show()\n",
    "\n",
    "ros = RandomOverSampler(random_state=42)\n",
    "X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)\n",
    "\n",
    "# Визуализация 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 зарплат после oversampling')\n",
    "plt.xlabel('Зарплата в USD')\n",
    "plt.ylabel('Частота')\n",
    "plt.show()\n",
    "\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "\n",
    "rus = RandomUnderSampler(random_state=42)\n",
    "X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)\n",
    "\n",
    "# Визуализация 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 зарплат после oversampling')\n",
    "plt.xlabel('Зарплата в USD')\n",
    "plt.ylabel('Частота')\n",
    "plt.show()\n",
    "\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)}\")\n",
    "print()\n",
    "\n",
    "train_df, val_df = train_test_split(df, test_size=0.4, random_state=42)\n",
    "val_df, test_df = train_test_split(val_df, test_size=0.5, random_state=42)\n",
    "\n",
    "# Функция для проверки распределения\n",
    "def check_balance(df, name):\n",
    "    counts = df['salary_in_usd'].value_counts()  # Обращение к столбцу 'salary_in_usd'\n",
    "    print(f\"Распределение salary_in_usd в {name}:\")\n",
    "    print(counts)\n",
    "    print()\n",
    "\n",
    "check_balance(train_df, \"обучающей выборке\")\n",
    "check_balance(val_df, \"контрольной выборке\")\n",
    "check_balance(test_df, \"тестовой выборке\")\n",
    "print()\n",
    "\n",
    "# Корреляция\n",
    "# Сначала отбираем только числовые столбцы\n",
    "numeric_df = df.select_dtypes(include='number')\n",
    "correlation_matrix = numeric_df.corr()\n",
    "\n",
    "# Визуализация корреляционной матрицы\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', square=True)\n",
    "plt.title(\"Корреляция между переменными\")\n",
    "plt.show()\n"
   ]
  },
  {
   "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."
   ]
  },
  {
   "cell_type": "markdown",
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    "Вроде бы всё... Вроде бы получилось :)"
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