{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WYmhEHb03uOQ"
   },
   "source": [
    "# Intro to ML\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Aw08NAP_qcWTnjH901WnXaFTbX6RtVO5?usp=sharing)\n",
    "\n",
    "## ML task\n",
    "\n",
    "Let $X$ is `data samples`, $Y$ - `targets`.  $y : X \\rightarrow Y$ is an unknown target function.\n",
    "\n",
    "`Input:`\n",
    "* $\\{x_1, \\dots, x_l\\} \\subset X$ - training sample;\n",
    "* $y_i = y(x_i), ~i = 1, \\dots, l$ - targets.\n",
    "\n",
    "\n",
    "`Output:`\n",
    "\n",
    "* $a: X \\rightarrow Y$ - `predicted function` close to $y$ on all set $X$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0DmlTq-R45vj"
   },
   "source": [
    "# How objects are set. Feature description\n",
    "\n",
    "$f_j$ - features of objects.\n",
    "\n",
    "`Types of features:`\n",
    "* Binary feature $f_j$:\n",
    "    * gender, headache, weakness, nausea, etc.\n",
    "* $f_j$ - categorical feature:\n",
    "    * name of the medicine\n",
    "* $f_j$ is an ordinal feature:\n",
    "    * severity of the condition, jaundice, etc.\n",
    "* Quantitative feature:\n",
    "    * age, pulse, blood pressure, hemoglobin content in the blood, dose of the drug, etc.\n",
    "\n",
    "\n",
    "`Vector` $\\big(f_1(x), f_2(x), \\ldots, f_n(x)\\big)$ is a feature description of the object $x \\in X$.\n",
    "\n",
    "The feature data is set as follows:\n",
    "\n",
    "\\begin{equation*}\n",
    "F =\n",
    "\\begin{pmatrix}\n",
    "    f_1(x_1) & \\dots & f_n(x_1) \\\\\n",
    "    \\vdots & \\ddots & \\vdots \\\\\n",
    "    f_1(x_ℓ) & \\dots & f_n(x_\\ell)\n",
    "\\end{pmatrix}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5H1SAZ773twm"
   },
   "source": [
    "## Practice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BcgSsWhK4Cpq"
   },
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "BO22g5bu41ZT"
   },
   "source": [
    " -  <a href=\"http://pandas.pydata.org/\">Pandas</a> is a library for data processing and analysis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "C0eQ-_pstWhi"
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# importing data processing tools: pandas and numpy\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import Series, DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m5EWxOmp5CJZ"
   },
   "source": [
    "There are two data structures in `pandas`:\n",
    "- Series: a one-dimensional array with named indexes (most often, data of the same type)\n",
    "- DataFrame: a two-dimensional array, has a tabular structure, can contain data of different types\n",
    "\n",
    "Both types can be created manually using functions from the library itself:\n",
    "- pandas.Series(data=None, index=None, dtype=None)\n",
    "- pandas.DataFrame(data=None, index=None, columns=None, dtype=None)\n",
    "\n",
    "  * **data** - data to be written to the structure\n",
    "  * **index** - row indexes\n",
    "  * **columns** - column names\n",
    "  * **dtype** - data type\n",
    "\n",
    "In addition to data, other parameters are optional.\n",
    "\n",
    "We will download the data from the file.\n",
    "\n",
    "\n",
    "- Functions like **pd.read_format** and **pd.to_format**\n",
    "read and write data, respectively. For example, an Excel spreadsheet can be read using the command `pd.read_excel'.  <br /> The full list can be found in the documentation:\n",
    "http://pandas.pydata.org/pandas-docs/stable/io.html\n",
    "\n",
    "Let's learn how to read data in csv format (comma separated value) function:\n",
    "\n",
    "- <a href=\"http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.html#pandas.read_csv\"> pd.read_csv()</a>:\n",
    "\n",
    "It has a lot of arguments, critical ones:\n",
    "* **filepath_or_buffer** - a text string with the name (address) of the file\n",
    "* **sep** - separator between data\n",
    "* **header** - the number of the row in which the column names are specified in the file, None if not\n",
    "* **names** - list with column names\n",
    "* **index_col** - either the column number, or the list, or nothing - the column from which you need to take the names of the rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "E4v1fLVjuODs"
   },
   "outputs": [],
   "source": [
    "# get titanic files as a DataFrame\n",
    "titanic_dataframe = pd.read_csv(\"https://raw.githubusercontent.com/adasegroup/ML2021_seminars/master/seminar1/titanic/train.csv\", index_col='PassengerId')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_8o4gO657KAt"
   },
   "source": [
    "The `head(n)` function allows you to see the first `n` lines of the dataframe. There is also a `tail(n)` function that allows you to see the last `n` lines of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 376
    },
    "id": "0GJtQegPuSCH",
    "outputId": "116e25c6-de56-463a-9bdb-a84bfafea5e4"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass  \\\n",
       "PassengerId                     \n",
       "1                   0       3   \n",
       "2                   1       1   \n",
       "3                   1       3   \n",
       "4                   1       1   \n",
       "5                   0       3   \n",
       "\n",
       "                                                          Name     Sex   Age  \\\n",
       "PassengerId                                                                    \n",
       "1                                      Braund, Mr. Owen Harris    male  22.0   \n",
       "2            Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0   \n",
       "3                                       Heikkinen, Miss. Laina  female  26.0   \n",
       "4                 Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0   \n",
       "5                                     Allen, Mr. William Henry    male  35.0   \n",
       "\n",
       "             SibSp  Parch            Ticket     Fare Cabin Embarked  \n",
       "PassengerId                                                          \n",
       "1                1      0         A/5 21171   7.2500   NaN        S  \n",
       "2                1      0          PC 17599  71.2833   C85        C  \n",
       "3                0      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "4                1      0            113803  53.1000  C123        S  \n",
       "5                0      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# preview the data\n",
    "titanic_dataframe.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0v5gxp0uvl8E"
   },
   "source": [
    "What do each of the columns mean:\n",
    "\n",
    "| Variable | Definition | Key |\n",
    "| ------------- |:-------------|: -----|\n",
    "| survival | Survival   | 0 = No, 1 = Yes |\n",
    "| pclass   | Ticket class | 1 = 1st, 2 = 2nd, 3 = 3rd |\n",
    "| sex | Sex | |\n",
    "| Age | Age in years | |\n",
    "| sibsp | Number of spouses, brothers, sisters on board | |\n",
    "| parch | Number of parents and children on board | |\n",
    "| ticket | Ticket number  | |\n",
    "| fare   | Fare | |\n",
    "| cabin  | Cabin number | |\n",
    "| embarked | Port of embarkation | C = Cherbourg, Q = Queenstown, S = Southampton |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "579rww1_5k3K"
   },
   "source": [
    "Let's count how many records are in the data.\n",
    "\n",
    "- The method **count()** helps:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "_DfNkAqQ5nN3",
    "outputId": "288bea64-4c98-422d-f9f0-3bff9da57bda"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Survived    891\n",
       "Pclass      891\n",
       "Name        891\n",
       "Sex         891\n",
       "Age         714\n",
       "SibSp       891\n",
       "Parch       891\n",
       "Ticket      891\n",
       "Fare        891\n",
       "Cabin       204\n",
       "Embarked    889\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_FG_TfxJ8ON6"
   },
   "source": [
    "You may notice that the number of some values is less than it should be. This means that there are missing values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q-HpzgOO5zRt"
   },
   "source": [
    "- The **info()** shows what type of data is in the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Z9Bk5UBP5ymi",
    "outputId": "be26f5a4-84bb-43f1-c57d-1ca254ae41c7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 891 entries, 1 to 891\n",
      "Data columns (total 11 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Survived  891 non-null    int64  \n",
      " 1   Pclass    891 non-null    int64  \n",
      " 2   Name      891 non-null    object \n",
      " 3   Sex       891 non-null    object \n",
      " 4   Age       714 non-null    float64\n",
      " 5   SibSp     891 non-null    int64  \n",
      " 6   Parch     891 non-null    int64  \n",
      " 7   Ticket    891 non-null    object \n",
      " 8   Fare      891 non-null    float64\n",
      " 9   Cabin     204 non-null    object \n",
      " 10  Embarked  889 non-null    object \n",
      "dtypes: float64(2), int64(4), object(5)\n",
      "memory usage: 83.5+ KB\n"
     ]
    }
   ],
   "source": [
    "titanic_dataframe.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2jPLFdrN6cEq"
   },
   "source": [
    "Now let's see what we have on hand.\n",
    "\n",
    "We will not look through them with our eyes, but calculate the main descriptive statistics. And all at once :)\n",
    "\n",
    "- **describe()** is a method that returns a table with descriptive statistics. In this form, it counts everything for numeric columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 300
    },
    "id": "R670VqNfvBxg",
    "outputId": "bae4b22c-6621-498c-d7f3-e46c6be35996"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>714.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "      <td>891.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.383838</td>\n",
       "      <td>2.308642</td>\n",
       "      <td>29.699118</td>\n",
       "      <td>0.523008</td>\n",
       "      <td>0.381594</td>\n",
       "      <td>32.204208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.486592</td>\n",
       "      <td>0.836071</td>\n",
       "      <td>14.526497</td>\n",
       "      <td>1.102743</td>\n",
       "      <td>0.806057</td>\n",
       "      <td>49.693429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.420000</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>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.910400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.454200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>512.329200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Survived      Pclass         Age       SibSp       Parch        Fare\n",
       "count  891.000000  891.000000  714.000000  891.000000  891.000000  891.000000\n",
       "mean     0.383838    2.308642   29.699118    0.523008    0.381594   32.204208\n",
       "std      0.486592    0.836071   14.526497    1.102743    0.806057   49.693429\n",
       "min      0.000000    1.000000    0.420000    0.000000    0.000000    0.000000\n",
       "25%      0.000000    2.000000   20.125000    0.000000    0.000000    7.910400\n",
       "50%      0.000000    3.000000   28.000000    0.000000    0.000000   14.454200\n",
       "75%      1.000000    3.000000   38.000000    1.000000    0.000000   31.000000\n",
       "max      1.000000    3.000000   80.000000    8.000000    6.000000  512.329200"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QU7EwGJu6jC2"
   },
   "source": [
    "Let's say we don't need a dataset, but only certain columns or rows or columns and rows.\n",
    "\n",
    "\n",
    "How to do it?\n",
    "Remember that:\n",
    "- the columns have names\n",
    "- the rows have names\n",
    "- if there are no names, then they are numbered from scratch\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 237
    },
    "id": "tEB05NOL6UCM",
    "outputId": "ff1f3f85-1009-46ae-ec1d-872513325af9"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass\n",
       "PassengerId                  \n",
       "1                   0       3\n",
       "2                   1       1\n",
       "3                   1       3\n",
       "4                   1       1\n",
       "5                   0       3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe[['Survived',\t'Pclass']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 129
    },
    "id": "TktUtRPc6sfG",
    "outputId": "1a62c31a-39cd-43c2-f3e6-761f00c5b998"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass                     Name   Sex   Age  SibSp  \\\n",
       "PassengerId                                                                 \n",
       "1                   0       3  Braund, Mr. Owen Harris  male  22.0      1   \n",
       "\n",
       "             Parch     Ticket  Fare Cabin Embarked  \n",
       "PassengerId                                         \n",
       "1                0  A/5 21171  7.25   NaN        S  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe[:1] # row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 237
    },
    "id": "adgeuyU86siA",
    "outputId": "af4a9c9f-a908-43da-993b-e090b2c445ba"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass\n",
       "PassengerId                  \n",
       "1                   0       3\n",
       "2                   1       1\n",
       "3                   1       3\n",
       "4                   1       1\n",
       "5                   0       3"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe.loc[0:5,['Survived',\t'Pclass']] # choose rows and columns by names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 174
    },
    "id": "SAhcfqkz6sls",
    "outputId": "8f47b883-ea61-49a1-c336-a4941dd47ea8"
   },
   "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>SibSp</th>\n",
       "      <th>Ticket</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>113803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             SibSp            Ticket\n",
       "PassengerId                         \n",
       "3                0  STON/O2. 3101282\n",
       "4                1            113803\n",
       "5                0            373450"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_dataframe.iloc[2:5, [5,7]] # choose rows and columns by indices, iloc (index location)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oSbfFIF47EdV"
   },
   "source": [
    "And if I need passengers over the age of 18? What should I do?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 376
    },
    "id": "mac2WdWv7Eur",
    "outputId": "ad9a700b-03e1-45e3-d406-7ccb81290c85"
   },
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived  Pclass  \\\n",
       "PassengerId                     \n",
       "1                   0       3   \n",
       "2                   1       1   \n",
       "3                   1       3   \n",
       "4                   1       1   \n",
       "5                   0       3   \n",
       "\n",
       "                                                          Name     Sex   Age  \\\n",
       "PassengerId                                                                    \n",
       "1                                      Braund, Mr. Owen Harris    male  22.0   \n",
       "2            Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0   \n",
       "3                                       Heikkinen, Miss. Laina  female  26.0   \n",
       "4                 Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0   \n",
       "5                                     Allen, Mr. William Henry    male  35.0   \n",
       "\n",
       "             SibSp  Parch            Ticket     Fare Cabin Embarked  \n",
       "PassengerId                                                          \n",
       "1                1      0         A/5 21171   7.2500   NaN        S  \n",
       "2                1      0          PC 17599  71.2833   C85        C  \n",
       "3                0      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "4                1      0            113803  53.1000  C123        S  \n",
       "5                0      0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# задаем маску по условию\n",
    "mask = titanic_dataframe['Age'] > 18\n",
    "\n",
    "# и отбираем данные\n",
    "temp = titanic_dataframe[mask]\n",
    "temp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5IoaOcFz37I-"
   },
   "source": [
    "#### Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "26u4EfcDvu1n"
   },
   "outputs": [],
   "source": [
    "# libraries for visualization: matplotlib, seaborn\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AUGb-Hte9rdW"
   },
   "source": [
    "[Simple matplotlib guide](https://devpractice.ru/matplotlib-lesson-1-quick-start-guide/)\n",
    "\n",
    "[Complex matplotlib guide](https://habr.com/ru/articles/468295/)\n",
    "\n",
    "[Seaborn guide](https://dzen.ru/a/YCzNtfvJ0mK5xuiw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 449
    },
    "id": "kP-Pfoe8vwWu",
    "outputId": "753c5dd8-7362-430a-932f-1dafcd30254b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 386
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Simple plot\n",
    "x = titanic_dataframe['Age']\n",
    "y = titanic_dataframe['Fare']\n",
    "plt.plot(x, y, 'x')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Fare');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "-diwB1xd5oXF"
   },
   "outputs": [],
   "source": [
    "# Catplot plot represents share of survived passengers for different embarkment ports\n",
    "sns.catplot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 855
    },
    "id": "P-kQBrpsv7YR",
    "outputId": "a0f612fd-bac8-4377-fc44-09419d768ed8"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 872x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 870
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 316,
       "width": 888
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x = 'Embarked', y = 'Survived', data=titanic_dataframe, height=4, aspect=3, kind = 'point')\n",
    "\n",
    "figure_handle, (axis1, axis2, axis3) = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "sns.countplot(x='Embarked', data=titanic_dataframe, ax=axis1)\n",
    "sns.countplot(x='Survived', hue=\"Embarked\", data=titanic_dataframe , order=[1, 0], ax=axis2)\n",
    "\n",
    "# group by embarked, and get the mean for survived passengers for each value in Embarked\n",
    "sns.barplot(x='Embarked', y='Survived', data=titanic_dataframe[[\"Embarked\", \"Survived\"]], order=['S','C','Q'], ax=axis3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Task 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pCTZ17plBzJV"
   },
   "source": [
    "Plot graphs by survivors and by survivors depending on the class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "KWWkFU-EBycm"
   },
   "outputs": [],
   "source": [
    "# Your code\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "EIVChaQyJKoh",
    "outputId": "67e6ccc7-ef44-4c21-a088-ff9a5fae05ea"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABa8AAAWdCAYAAADhT6s2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAABYlAAAWJQFJUiTwAAEAAElEQVR4nOzdeZwcdZ3/8VdV9T13JpP7viohJIFwJIRwo4AgKniA3CIgXqzH6q67Hj93V1fdVdFVQZRTEERBkEsRuQkJBAIJJEXue5LMTObuu+r3R81MZjJXTzJn5v18PPJIT9e3qr5d3VVd/alPfb6G53mIiIiIiIiIiIiIiAwm5kB3QERERERERERERETkYApei4iIiIiIiIiIiMigo+C1iIiIiIiIiIiIiAw6Cl6LiIiIiIiIiIiIyKCj4LWIiIiIiIiIiIiIDDoKXouIiIiIiIiIiIjIoKPgtYiIiIiIiIiIiIgMOgpei4iIiIiIiIiIiMigo+C1iIiIiIiIiIiIiAw6Cl6LiIiIiIiIiIiIyKCj4LWIiIiIiIiIiIiIDDoKXouIiIiIiIiIiIjIoKPgdR9buXLlvStXrrx3oPshIv1D+7zI8KJ9XmR40T4vMrxonxcRGXiBge7AMDA7FostBD450B3pL2vXrgVgzpw5A9yT/jUcX/dwfM1NjC6mDep9fhi/Z4Oe3ptBr7P9ftDs8/oMDU163watQbvP6zOTO22rnhnm20v7/BCkbdMxbZeOHbRduvpNL4OMMq9FREREREREREREZNBR8FpEREREREREREREBh0Fr0VERERERERERERk0FHwWkREREREREREREQGnSNmwEbbtkuBbwPnA+OAzcCdwI8dx8nkMP8I4LvABcAoYC3wQ8dxHuirPouI9LcZk8cT8FJ4jZWkrRiNGQPXg5BlEAkYeMl6DDywgphWiPq0i4tBwDAIBIM0prJEAiaJTLZlmeGASTLjErRMMtksRWEDMx0HPNKuQTaQR8CNY7kpPCATyCfhmngehIwMAS9F1giScC08TEwDXA8sEwKmvy7T8MfTCFomoUw9ViBIXcbENSzwIGgZeNk0+VYashnS4WLqEhnywwHSWZes65FxPUKWiUmWtOvheQYByyLjuoQCJhnXI5P1MA2wTIOs6xG0DEwDMlkIBU0akv7rDpgGkaBJfTKLYYCBQcDy2wUsg0zW3x7prEte2CKeTJEfidCQypDJemBA0PSnR0IWmYzLhElTcQ2TqvoUHh6xkEU01P5rOpN1aUxl8YCQZRINWS3TPM+jPpnB9fw+5oUD1CfSZD0wDSiIBCFZD24GDBPCBTSms6SzHgaQF7awzM6va6eb1g0QCZiEgwfW7br+uj389yPWQd+l76QyGUZNnIYH1MRTFEVDvbPcdJrGZBrw97+8aKRXlptMpYin/NOzUMAkFumd5TYk0sSbjk+xoEUsHOyV5dYn0iQyLgB5IZNoqHeWWxtPUTZhGoYByXS2zT41nOxvSJH1/OPviLzwQHdnUEuk0i37el0iRUGkd/b17mQzKYxELeDhWWGsaGG/rDedzVIbz+B5HkHLpCjWP6/XdV0y8VoMXDCCBGMF/bJegKqGpH8eZBiU5PXP6wXY35ikbMI0ujgN6BMNyQwZ19//88MBDENjqB1szKSpFEaCNCbTxNNu0zmgQcgyMPFIZbJkPBMPCFgmqYxLNGiR9TzSWRfTMAhaBum0S0HYwG063/esIMFoIbXxFKmmc8H8cGDYfheJyOB1RPyytG27AHgJmA38BXgIWAr8ADjFtu0LHcfxupg/D3gaOAZ4ENgGXAzcb9t2meM4/9e3r0BEpI8l6/ASNQRW3Ebj1PfjjlnAH17fwbLN+/nWudOZWBwm+9afCL73BGTTuGWzYfFnCQcL+NFzO2lMZfnsadMpyQvx+tb9/HHlDqoaUpTmh/jocROYM7aQzfsamD4qj2x9BcZLP8QIRgku/TKBxB549ZcYe9dhWEGCs84jMO+juNk0iao9ZIom8MAbu3lpYxV4cPT4Qq4+eSoh0+Kpd8p5ck05iXSWaSPz+PwZ0zDCeSzbtI8H3iinJp5mdGGYjx8/kSkj89hdnWJCUYjIvncYUTqdlGuwrz7NP9bu4aJjx1GfTPPblzbz3p56ggGT02aW8cEF49iwt57JpXm8tb2a36/YxoKJxXxy0WS2708wvihCIGDy6Fu7+ds75SQzLtPK8rh6yVQ8z+PW5zfiYXDJiRMZWxihqjrFyIIwu2oaGV0QYef+OCMLImyubOT2lzazfX8jsZDF++eO4azZo3DK67DHFJDKwB0vb+Gt7dVgwMnTR/KJEybi4VEUDRFPZ/E8j8fe9vuRyrjMGJXPtadMoygSIGCaLN9cyQOvb2dGWT5XLpnCO7tquW/5NkrygvzTqePJ7N9BYMUtULsTQvm4Cy4lMPlU/vxmOc9uqOa8o8dw7tFjMA2DSKsfLg2pDJ7r8cDr23lpfSWu5zF/QhFXL5lCOGBimQbPrN3Lo2/tIp7OMmlEjGuXTmV0YYS88BFxqjFo1SVSWKbJk2vK+euacuLpLFNK8/jU0qmU5oUojB5akLUhHgczwCNvbOeZ9ypJZ1zs0flcu3QqeWGLguihBRjr43E8I8ADK7by8sZq/7M0voCrT55K2IL8QwyOVzf6F8fufmULb26rBuD4KSVcsXgyHlB8iAGvmniKVMbl9pc28+7uOkzDYOnMUj5x/ESynnfIFwlq42lqE/7xaOPeekIBkzNnj+ZDx4wj63qH/L4NJdlslkTGazlOVdQnKYkF+fgJEzlucgkB0yQU0E2izWriKSzD5MGVO3hxfQVZ12P2mAI+tXQqkaDZaxesDpaN12JaFuaaP2I4T0ImhVc6A++kz0G0GCNS1CfrrU+kME2Tv7+7h8dX76YxlWViSYxrTp7CmKKIfzG2D6RTKQJkcDe9SOjt+yBZCwVjyZ54A0bpdMxwft+sN+OSdl3e2LqfP7zun2ONzA/zyUWTmDuukEjAwLL6JqDYkMywrryWe5dvY19dkqJokI8dP4ETpozAAsJ9dDG6IZlhe1Ujt7+8hd01cfLCAS5eOJ6lM8oIWAZBa3jv/8l0mqxngJvFNEziabfD/d8yDG59YQvrymvJCwe4YP5Yls4YyYZ99Uwry8fz4A+vb+eTx42iKGSSXf0IQedRGDmL2iX/yp79jW2+i86aM5oLFwyf7yIRGRoMz+s0pjtk2Lb9PeBfgZscx/lZq+fvAy4FLnAc5/Eu5v8G8F/A5x3H+UXTcwXAMmAqMNVxnL2H0reVK1eujMViC+fMmXMosw9Ja9euBWA4vWYYnq97OL7mJp2mhAzKfT7VgPfE1zDWPEjD5U/y2K4Cvvn4RjKey7Ivn0Rp5WsE/vQpSNW3m9U95nI47wfc8spuzj16LNfdvZKN+9q3mzO2gF9fcTx3vLSZ608azch19xI48Rp46hvw5j3t+xQdQcNnXuMv6+r41qPrSGXdlkk/uHg+owvDfPH+N6mNH7hx5lMnT+HjJ0zk03e9zo798XaLPGZiMb+8bCG3PL+Bm04ZT8nyH2Is+QIv7jJYOLWM7/7lHf6wcme7+fJCFj/46HwCpkFdIsOogjDX3vU6AA9/bgkNySzX3/N6m740O3/eWL55wVFc9pvlbNxXz0nTSvnJJ47h58+s53NnzuDRVTu5bPFkbrp/Ff9Y1/5rZEReiF9etpD39tQxoyyf0vww5/z0hZbpIcvk2x88ig8uGMea3dVcf9cb1Cfb9+Mjx47nX86bzSduXcbR44v4+rmzuf6e11m7u45FU0dw+6WzyXvoCtjyYvv3omAsDZc8xB3vevzPM1sojAb4zZXHM298EdFQgIZkhifXlPNvD68mmXHbzPrtDx7FvPFFXH/PSqoaUu0WfdacUfzskmOPlAB2h/v9QO7ztfEU68rrue7u16mJp9tNP2fuGH788QU93v4N8QSvbqriCw+83ZJp39qlJ4zn3y+YS14Ps5rr40meWL2bbz66tt1nyTTgM6dO5XNnzuzxcusSae5etpWfPP0eGbfteW3ANPjauTaXnjipx8GuhmSGHz/tcPvLWzj4dDkcMPneRfN435zRPf5x35DM8M1H1vDQG+2PR/nhAD+/9FiOm1xyRAcN0ukstckMV/x2Be/urm03fdrIPO799CJK8oJEggN2/Bg0+3xtPM1zzj6+9qe3SKTb7juGAVcsnszXz53d68daN16Lset1jD9c5QdxD+LN+xhc8FOMXg7o1ifSbNzXwKfufI3KDr5bTrfL+L9LF5If6f719uRcNZ1KYtVux7znQ1Czo32DSYvxLn0AI1rc7bJ6IpXOUNWYbjqXaGg3fc7YAu65dhHFkSCBXrygk81mqUlkuOr211i9s6bd9MmlMe799CJK84K9drdJs7pEmuvvXsmyTZXtpo0uDPO7axcxqTRGONCvGcCDZp9PJFPsbcgQC3qEAiGec/by9T+tJp5u+51sGHDZiZO44bTpfOyWZZTXJgB/G/76iuNZvrmSk6ePZOKIKHnVDtZd50OiBqacQsOlD/PNR94Z8t9Fw/j3aJe0XTp20HbRbR5DyJFyOXMKsB345UHP39/0/0ndzP9ZYA9wS/MTjuPU4Qe0Y8Ane6WXIiL9LVmH99S/Yqz6HamlX+P5qhK+/uh6UlmXH35kHiMbNxJ44NIOA9cA5qrfwVPf4IbFo7nitys6DFwDrN1dx5W3r+DGM2bwqXvfxTr+KvjbNzsOXAOpRZ/nuY21/MvD77YJXH9g3hhmjc7n+rtXtgkWzxiVz6dPmcblv1neYeAaYNX2aq696zW+cOZMLr/nHRKn/CvG7z/BsZNH8P0n3u0wcA3QkMpy0/2ryAsHWLl1P/G0yzUnT+WcuWPIZD2u/O2KDgPXAI+v3s1/PPYuN19yDADLNlXyufve4PNnzeDGe1Zy2eLJfO7eNzoMXANUNaT41J2vccKUEdz24mZcz+Pfzp99YDtlXf7tz2t4ztnLuMJoh4FrgIff3MkPnlrHzZccy7c/OJcrb1/B2t11hCyTWy+ZQ96DH+84cA1Qt5u8e87jmoUlHDuxmNq4H1DaXhUnk3V5eUMFX33wrXbBxtNnlbF4WilX/HZFh4FrgGfW7uVz975BQyf9lsOzpzbJFb9d3mHgGuCv75TzpQdWUZfoeHpHstksa8vruP7eVR0GrgF+/9pOvv/EWuoaEzkvN5FM8tL6Cr720DvtPkvglwr65fObuf2lTdQ3dryPd6Q2nuJPK3fwo7867QLXABnX43tPrOOxt3dTl+j4c9qR6sYUv3h2A799qX3gGiCZcfnqg2+xYksV8VTu27cmnubbj3YcLACoT2a47u7X2bivHtdtv52OFGnP42O3LOswcA2wqaKBi3/1Cuns0E+yOVzJTIY3t1dz0wNvtgtcA3geLRdvqhtz/4znwti/CeO+j3cYuAYwVj8Ij30JL94+8Hk4qhrSXHrbqx0GrgGec/Zx470rO/1OPFSBdB3m7e/rOHANsO1VjHs+jJdq7NX1prIeF/9qWYeBa/DPsT52yzKS2d49JiSzHp+49dUOA9cAWysbufhXr9DJV8Eha0z5AfOOAtfgf7ddfMsr1Hby3TYcJLJw6S2vEg2FeHPbfm56YFW7wDX4+//vlm/j9pc3872L5rU8v6c2yRW3L+f9R43h+0+uoyaeIV04GTJJAGou/j3ffvTdYf9dJCJDxxERvHYc55OO40zqoLZ1cwRgT2fz2rY9HRgPvOg4zsHfCM82/X9a7/RURKSfpRow3rwbrCCZhdfwvae3tEy68KhCrKf/Ddyuf5WYq+4mm2okv5uMrs0VDTz29i4+dcpUyKbgjbs7bmgFySy8mu/9bUu7SVedNIWb/76+TUAb/Kyyu17ZQkV91z/M1+6u44X1FSycVMyjb5eTWfx5klm477VOfog2yboeP3n6Pa5aMoX//ZvD5YsncdWSyfy0g74c7PHVuzENWDipBICVW/ezZmct584bw8Z99bywvqLL+RtTWX757AY+uWgSP3hyHR+cP75dmx885VBWEKEo2nkG0kNv7GRsUYQnVu9mc4X/A/jco8dg7VoJ21d02QcS1URf+RHXnzQa8ANz33tyLQ3JDP/5+NoOZ7lyyRR+/o/1Hf6Yau259/axrap3f+iLXyP4B0+t6zAQ3Nrf3t1DeU3uQebGVJb/eNwh20EguLX7Vmwn1YPfsy4m//WU0227Xzy3Cazcs0cDlslP/r6+23b/+zeny3ruBzNNg9+8uLnLNp4H339irX9bd47iqQx/eqPr41HG9fj+k+uoO0Iv+iTSWR5ZtYtNFR0H6prtqklw97ItNB6h2yFXqYzH9x5f2+FFlNbuWralV1PIvMb9GE9/C7JdBxCN1X+AZO8Fr/c3pvifvzmdXjxr9uL6Cjbu7fiC+qFIx+vxXvhfaKzquuGuN8luerHXAnqNyQz3vLqVndVdX7TbXNHAn9/cSbKb79xcpTL+XVXru9mGe2qT3P7SZup7cBG0O29tr+aNbfu7bFMbz/DTv68flhe/6+Mpbn1hE0/ctATX888Bu9v/71m2ldljCpg0ItbyXG08w20vbuIjC8fz6xc2Ud7g4c29COZeTNwNDPvvIhEZWo6I4HVrtm0btm2Psm37s8D/w69f/bsuZpne9P/Ggyc4jlMOJIBZvd5REZG+lk7A8lv9CMu0M1hXXteStXzOUaOx0vWwfXn3y/E8rBW3csnC0d02/f2KbZw3pxRW/Bq8Tn7YTT+Ttbvr2v1QG18cZcKIGM+v39dulgsXjOPBlV2fZLf0Yfk2Llo4gTuW7yEx80LufmVztyf9AG9sq8Yw/AEXq+NpJo6I8UIHfenIfSu2c/HCA0Hn36/YxgfmjeWOl7fkNP9T75Rz7KRi3tpZTShgcPzkkjbTd1bHWbOzhv/40LxOluDLuB73Ld/W8vfVx5VQ8MYtXcxxgLn6D5wxeyzhpluSX3hvHxnX6zCIOSIvxLzxRfztnU6vDbfx6xc2UZ/Qj5/eZBp0mtF/sN+8tDnnjMzqxhRv7eg+EOV6cPeyLcSTyZyW+155Ddurus+oTqRd/vLmjpwDQ886ezvNPG+toj7Fso0dZ/kdLJ3J8ODr27u9cAWwcV8DW7oJwjarT2S4o4MSJB1Zsbmq2+DdUJXMuNyzbGtObX/36jaGe+71ruo4zp66btulsx73rdhGMt1Lx1o3BZufz63tsl+SjXecnd1TIcvkqTXlObX97Uub2d+Q2zGoO4FAAPOte3Nru/wXuIneeb0ecG+r7+2u3L1sa7cXLHPVmHK5+5UtObW9b8W2Hl3860ptPM1t3VwYbPbwmzuxzOF3V38gYPHAa9vJiwTZuT/e6R0qrWVcjz+u3MFHjm2bAPHnN3dy1uxRPL56N6WFMeoWfJrGxf+k7yIRGXKOiCKUB/ku8O9Nj/cA73ccp6tLu6VN/1d3Mr0WOKyRSOLxeEttneEgHvd/nA6n1wzD83XH43GSGY/X3lpDfmj4jErdXe2wwbLPTygroqDiPf+PgrG8t+/AD7wZo/JxKzeR67tmVa1not39D5ctFY1ESGNUdJEJWTCW9yra/9gcXRhma2VDu5PpWMjC9bxOS1O060NlA6MLw2ypbCBrWKzfl3vW75YKf5DFyrokyXQ2pxN7f74GTptV1ubvSNBqyYDuTjrrsbs6QWlemO1VcWaMyuf1rW2/ut7bU8fccV1/HRVGgm3WObogApUbcnsRqXoy8RqKokH21iVxPdhW1ciognC7Cw1l+f5zHZVp6MjmigYa4nG2b87tAsRg1NV+39/7/MyZM9lZEyfHzc+WigYyrtdtH2fNmsWWfd0HyZpt2NtIOp1ly6aul2vbNu/lEHxrtm5vI6l0ms2bNnW7XGd3D5ZbXscZdhmO03UG+IQp09nQg4zO9XvqOGpsQbfLLZswrdts49a2VDRQFPTYujW3QO9QMXXGLDZV5LZ9d9ckCFrmgHynDoZ9ftasWT36LG7c10A8nWXThu7vRujKzJkzsapyCzACGFUbMLKpw94m06dPZ19dOqcLR+B/t7h0fe6dy/l5OBxm6tgRfi3gXFRtxDR653M5Y5bdaTm0g22pbCAU6J31Tp4+M+dzlH11SUyjd37jjBo/Oef1Nqay1Dam2L53B5lM318AHwz7fCAQYNykqVQ1pMi6sKGTcn0d2VLZ0C75oSGVpSaeJmAa1MTTFBeNJeHCpopduS+3ooHSqMXGje1y/QaF4fgbPBfaLh1rvV1UD3xoOeIyr4FNwA+Ah4Ey4EXbthd20b55BILOLtsngUjvdU/kyPHHd+u56pFyrvzjNtZX9k7mi/Qez/MgEPb/yCaJBg5kr8TTWQj04NAWCJPMdB8pCwdMXIwD6+1Ipm1fmiUzbocD86QyLuFg7hdHwgGraVkm4PVosJ9wwCSZdbFMo2fzBU1SrbKhwkET1/Vasph7soxw0KQx1f5HWjRkkcp0nf2Sdt0260xne/Y+m8Fwm6BBJGh1GERIZd0evbZI0ORIGCB6sPA8j7DVs891zm17sK9FgiZGjouOBnvweQmYWGZu/Yj0oL+xHC+ymj3c/yMhK6fPt2H07L2IBC2y2SMv4y3r5n5cNg1/uw1nPfmMRwImZm9tsB6dI0TweqFoied5hHpyvAqY9EZqfiaTAasHg9IFwp3fXdZDnkfO2cXhgInbS9+lbg/2Q8Pwj4u9sl6vZ+dGwcDwOn/IZDIELH9bG0Ckp+ewHWTmhwP+uVwkaOFmUhhupsffRap7LSID7YjLvHYc547mx7ZtXwA8Ctxt2/Y8x3E6+uZrvtQd6mSRYSD3NJkORKPRYXVVZ7iObDvcXveanTXct6YpKy7r8V8vVPDMV07vti7ycDBo9nnXhbkfgTV/gh2vc8rpZZjGelwPnn53D988ZxGECzsdiKm1xKwP8fL67uvmnjF7FOVxiwlzLsR4+4GOG+18nVNb9aXZxn31TC6NMTI/1Ka2dcb12LyvgROmlPDalq5rJAKcYZexans1p9ujCCcqOf/oMv68quMBaVrLDweYP6GIjXvqmTO2EMsyKM0LdTpgVNt1jmLV9uo2f++qiXPWnNE59XniiCiFkSDJTJZJI2K8tL5teQPT8Jf5P3/rOrNzf0OKM2aP4tG3/IyaV7c1MGHmuQT2vtttHxgzj/oUVDf6JRjK8sNMLo2xtbL9V+CO/Y2MyAsxoSSaU8bY++eOobQonzEjBsF+0QcGYp8fW2wwqiDM3rruLxy+76jRFIQtRubQx7kTRhALWTndJnz+0aPIi0Ryeu1LZ43BMt/ptpY2wAfnjyYYDOS03PPmjeWHf+2+ljbAOXPHYJpmTsv9wLyx3JnDLfVBy2DJ9JFYltXtcrNZl3PmjuGxt3d3u9zCSAB7TAGxUG7bYSjZ35jiDHtUTsflU2eVUZ/MDLpt0J/7/IlTR3QalDrYefPGUhgNUdgLffNGzoRoCcS7/w7zZl+AESlgzpzSbtt2p4gMk0bEchor4ew5o4kEu96ncz0/d+O1GOMXws43ul2vO/Ncsmbv7Jv7G1KcNqsspzJQp9ujSGXcXllvdWOK02eX8eDr3d8RtWR6KQ29tB8m0lnOPmo068q7v2tmztgCggGLWbMGvoJnf+7zNY0pTpw6AtPs2f5/hu2XB2ntqLGFNKYyjC+Oks665G1/hbxQiHPmntSj76LIIP4uGm6/wXOl7dIxbZeh60jMvG7hOM5jwDPAXA7Utj5Y8xlZZ/diFwK9O4S2yBGgOYi2aEKMqSPz2FOb5IkcToKkH5kmTD8L8kZC5QaC+9dz9hy/bvX2/XF2VDXiHnNZ98vJKyM46yz+vKr7WwyvOGky339yHUw/A/I7qZFdsZ7A/vWcNaft9ETa5dFVu7jkxEntZrnn1a1cddKUbtdvGHD5SZO5Z9lWPnvSKCJPf4Ols0ZTlt9FJniTjxw7nmedvSyZMZI3t1d32peDFYQDnHf0GB5cuR3wM6g+uWgSP/qrw6UnTsopu+WyRZN54LVtfPz4iby3p46qg+oTnzl7FAC/X7G902WUxIKMzA9x5UmTW577zau7SR5/A+SQxdp4/Gf5zasH9uHLFk8i63qcMrOsXdt01uMPr2/nskXdb59wwOTjx00gaB3Rpxz9znU9Ll88udt2sZDFRQsnEA7mdmHRy2a4+Nj2g4YerKwgzOIZozBzrINq4bUcf7oya3Q+U8sKclom+PXXjzvoNumOnDS9lLwelLeaO66QqSPzum133tFjcXOs32JZJmfNGcWIvM7yJQ746PETSOdYOmGoKYmF+Mzp03Jqe8Op0ymJdb+9jmRZ1+OC+WO7bTehJMqxk4p7bb1uNou38KruG0ZLYM4HMQO98z4ZhsdVS7o/toUDJp9cNIm8cA8yprsSyiNz0k3dtzNMWPJ5gpH8XlltSV6Iz5zW2c/Utj5z2jSKe2l/KI7lvt7rT+299UaCFtcsmZJTtvl1p0zr0V07R4qCSIDrT5nGt//8Fp7nceEx47qdZ3xxlGMmFvPk6rb14i9fPJl7l2/jipMmEzWyRF//JdbT/85Zc0YP++8iERlahvy3gW3bAdu2z7Zt+32dNGkuFDiyk+lNBWGZ2sGyx+KXDMktpUdkmKhqSPHCe/uwDDhnZgHvO8oPSPyxm1GrZQCYFt6lD0AwSsEL/48fXDidiSOiAHz7qS1wxr/BuGM7nz8YJXvJ/dSnPS7tJpD7hTNnYABjC4NkU3G45D4IxjpsW/jC/+MHH5rJhJJom+dvf3kzly+azAlT2gajHn1rJ7PHFvKx4yd02Yd/PW8Ou6sTnDmzmInGXrzCsRhumt9cuZBIFz+A5o4r5PNnzuCJ1eV8/TybXz67gd++tJmrTmrfl9ZClslPLzmGP7y+nerGNIYB//Gho1m5dT9nzRlNZX2Sn37imC5/pJ02q4wLF4xj9Y4abjhtOv/1eNvadBNKovzwo/NZvrmq02WEAyY3X3Ist7+8BQ//vQDYsLeeZdsaiX/g513ee+/O+TCN087j/pV+JuQJU0q47pRpFESCfP+ieUwubf8+3rNsKx8+djynzOzs69UP5P/ysoW9druxHJAfCXLt0qksnjai0zZBy9/+2R7c7psfi/D182Yzd1xhp22iQYvbr1yI4eVe0qIwL8J/X3Q0k0Z0fEwAKIoGue2K4wiaufc3FjD4v08e2+UFqtGFYW7+xDHkh3MPXpuGx21XHkdhpPOg/7SRefzHh+ZSkkMAoFk26/HrK47r8qLW/AlFfPnsWRRFj9yg7biiKF9638wu21xz8hSOHt/553C4KI6F+PYH5zJzVOfB0vxwgNuuPL7XSlkAWNFCOPWrMOGEzhsFwnif+B1uLwa3YqEgl5wwidNntb9w2tI30+CnnzgGrxeH8zQtC3Pm2bjzPtFlu8wHfoIbzP0CWy7mjC3g2qVTumzzpbNnMqGk8+PnoSjLD/P1c+0u21y+aBLHTer+AmFPRIIWP/ro/C5LAn1g3hjOmTum1waKHEpM02TxtFKyBIgEDf79/KOYNbrz/T8vZPHzS4/lV89vbFPq7QPzxrB0xkhq42neN2c0wUoHyldD3W7YtlzfRSIypBwp3wZ/Ae61bbujXyUL8KuhdTjqiOM424BtwFLbbjca2elN/y/rpX6KHBGec/biejB1RIi8kMniqaWEAyYrNlexq7r7EgLSjwJhjNFz8a5/AUJ5FD3zdR67/lguO3Eir26q5L//sR33yr/gLrnJz55qZpgw6xyy173AJnMyZ9/8Kpcvnsz/fmwB08vankDPHlPA/358AefPH8uu6ka+vHQkgVuX+su4/nmwz6NNYdxoCd64hRSGDB6/8QQuO3FiSy3aHfvj3HT/m9xy+XF88awZlDYFhRJpl2vuXME/nT2L//rw0e2CqfPGF/HLyxayeNoI0okGrp0fJlazAc74Bt99cj0BEx7/wsmcNWcUreOoRdEgnz5lKrdffQJPrSnnex+Zx3cefYd15XUsnlaKZRrccc2JfP6MA30BPw586syR3HfdIvY3pvjRXx0WTirht1edwMzR+YQDJoumjuDdXTUcN6WEB65f3C7IOKogzJfeN4sfXDyfv7+7h59eeiw/fHJdS5mRWMjikydO5LEvLCU/ZHHarDI+e/p0SmIHssxMA063y/jLF5YyMj/Ew2/s5Pq7X+f9R43hxx9fwOwxBXzuQYc1hafScMnDMPHEtp+Poomkzv4e+9//Uz5xx9sETZMvnjWTO685kbymEkCFkSB/+fxSrlg8qU3m6v7GFHe/soVfXbaQfz5nFmUFbYOHJ00r5U83LuGk6aXEQion1BfywgF+e9UJ3HTWTEbmt/18njzD3/4LJ5VQ2MMfnvmRIA9cv5jrT5lCYfTAe2cacPacUTzxxZOZPjJGNNz9HQ2tFYRN/vL5k7l80cQ2n6WgZfDB+WN56qaljMoPEArmvtxgMEBRxOKJm07hooXj2/wQjwRNPnbcBJ744inkhy2sHtQJj4aCjCmM8MRNp/CBeWMItDpw5IcDXLl4Mn/+3MnEgj27MFMQDTJrdAF/+cJSzrDbHo+KY0FuOHUa9316MfmRXsomHaQKo0E+dfJUfvHJY5kztm0gcHpZHj+8eD5fed8sCo7w7ZCrvJDJn25cwtVLplDQqjybZRqcM3cMT3xxKROKI8TCvRtkMsIFeFc8jLf0yxBr9R1mGDDjbLzrnsUbPR8r2rvB3LxwgF80fbeMLmx7PFg8bQR/uGExJ88o7fWgmhnOhwt+TPbcH0HxQdnf448je9lDGPMuJtDLr7cgEuRLZ9v8TyfnWD+/9Fg+tXQqhdHe3R8Ko0EuXzyZWy9f2O6C5dSReXz/onn8y3mze/14lBcOcO7cMfz+usUsPCgwPq4owrcuOIr/+eiClvOQ4Sg/EuDfLziKP6/aRSRg8MfPLOGak6e0uaDq7/+jefhzJ7NicxV3vLwF8LOw/+W82fz7+UexbFMF/3b+HGriaaLjbLKn/DPESondewGzwxX85QsnD+vvIhEZOowjYQAE27bvBT4J/KvjOP/d6vkbgV8CjzmO88Eu5v9P4N+AmxzH+VnTcwX4QetpwGTHcfYdSt9Wrly5MhaLLRxONXWGax2h4fS6P3fvGzy+ejcXzi7k5Ml5TJo0mR/9dR1vbKvmJ59YwEeO7To79gjQabRiUO/z8Ro8LwMNFTSGyiBSyLbKBiIhi/F5ELRM3KrNeNkUVslkspjUeVF27G9kTFGUUMDyRxYyDPY3pKiJpymJBSmMBslkXYIBC891KTQTGNkEXs0uKJ6IYViAB/s3gxWCEdPIuJBKZ4iGAjQmkhjhArZWNeJ6MHFEjGQ6SzRoYVkG26viJDNZxhdHCZkQJknaDLO3Lk1dIsOI/BB5oQCu6xKxPMLZBqxQGNcIkPSCpLIumaznDxJkgYvJjv2NBCyTSSNi1CXSFEaDpLMee2oSpLMuk0tjNKaz5IUCZD0XwzOwLIOtlY0kMy4TS6IETIN42mVPbYJRBWFCAbMpi8jA8zws0yCTdYkEAwQtiKdd0lmXXdUJoiGLcUUR6pIZiqNBEpksAdPA8wy2VTViGDClNI901m1zq248lcXDY3tVnFQmy4SSGAHLoCASJJ1xSbsue2qT1CfTTCiOErBMqhvT7G9MMb4oQkkwhZFqwKgrh3AeXuF44lmDrfvTWJbJxJIYhtHxAGENSX8Qye1VjWQ9r6VtQSRIMp3F9Tx27I8TT2cZWxQlEjTJDwcwjpzR1jp8IYNhn69PpDFNg22VjSQyWSYU+5+Lw73NuyEex7CCbKuoI5N1mVBagOm5FOYd3jjW9Y0Hlut6HhNL88HNUpgX7X7mLuxvTBEwDbZU+HXap5blkzloHzrU5ZqGv9yAaTBlZB6ZrEtRLyzX8/x9Kmg1L9fr9QDVYJbMZEllXPY3pqmsT1IcC1FWECZgQGTgL3oNun2+Jp4iaJlsrmggk/WYXBrD8+hR9v+hyCbq/BJBVZshk4CSqWCYGLHezcg9WH0ihWma7KiK05jOMK44StgyKYgEci5ZdCjn55lUEosMbs0uvGQdZsFoCBdAMA+zBxfBeiqZzpJ2PfbVJaluTFGaF6IkL0Q4YPrnYH0klcmQzHhUN6apqE9SFA0yujCCaXhEQ313PHJdj4ZUhoZklr11CfJCAcYWRwiYZo8G7uxFg26fjyfTuBhEAgZ1ySyhQNv9H/y7AGsTGfbUJsgLWYwuitCYzJAfCZL1POoaUwQCFrGwScRNEbBM3KoteJkk1iibmoyF6xn+d1HAZEppbEh9Fw2n3+A9oe3SsYO2yxHzI2U4GPCzwl7yNeBU4Pu2bZ8OrAaOBc7Cz7i+obmhbdvfAXAc5zut5v8h8HHgZtu2TwM2AhfjB66/cKiBa5Ejked5vLShAoDZZQeyYWaPKeSNbdWs2Fw1HILXQ1O0iA3r11NWNpriomIA5oxrW+7fGjO35XEAKAFK8tpnQRZ1eUIbBoowDq553SprKwgEm+Jf+WG/ruxRrfvSavn2mIMznMKEgKmRzrIz/QCYBcSa/h2s9Q/91pk9rV9XR9kmc8a2zUwqAsYU5RbIay7LWVZwoH3zOqKhAFu3biUUCnH0+M5rm0abslXbbxMIBkyCmEwd2farvSASZGJLqYYIRAqh0F+Hgb995uQQM2zeTrPHtr+NP9wU7J45unez0SQ3zZ+jGWX++xwI9M7pXV7U/2DMHte7Aar8mL/cOeN7d7nNtZHnTSjuk+UumNg3yw26SVzXHZZ3KIQDFuGARUEk2GVJGfE1Zxrbo/zvzd7a17tjRZqO7WOO7pf1NcuP+K93VgffeX0pEAoDYayyrkvb9LZw0CIMTYOfd19zv7eEAgFCAf98oTiYJZvN9EvWs2n6F98LIsGcz6WGm2jTyWNlZSXBYJBYrJC549oP1RULB9psw9Z3rRS2OZ/19ylrzFEtzxQ3nRLnUgNbRGSgHBFlQxzH2QmcANwGzAf+CZgJ/BQ4wXGc1qOMfbvpX+v5a4FTgNub/v8cUA1c6jjO//Vt70WGli2VjdTE0xRHg4yIHsgCab7tt6u6vDLwMpkMu3drYM3BqLGxkerq6oHuhgxh69evZ/369QPdDemhHTt2sGtX9wPiijTTvi59ZceOHTpPHIT27t3Lzp07B7obIiID5ohJ8XAcpxy4Pod2Hd4a4DjOHuDa3u6XyJHm7R3VAEwfld+mHMCUkXmEAyab9jWwry7Zrv6tiIiIiIiIiIhITxwRmdci0n9Wba8GYNrItrczBkyTqU3PvbOrpr+7JSIiIiIiIiIiRxgFr0WkR95qCl7PGJXfblpzvcp15XX92SURERERERERETkCKXgtIjlzXY+1u/3A9NSR7QeSmVzqP7d2d22/9ktERERERERERI48Cl6LSM52VseJp7MUR4NtRrFu1pJ5vVuZ1yIiIiIiIiIicngUvBaRnG3YWw/A+JJoh9MnjohiABv31ZPMZPuxZyIiIiIiIiIicqRR8FpEcrZ+r59RPb644+B1OGAxujBCxvXYuLehP7smIiIiIiIiIiJHGAWvRSRn6/f4mdcTOsm8BhjXFNjeUqngtYiIiIiIiIiIHDoFr0UkZ+tbyobEOm0ztigCwOYKBa9FREREREREROTQKXgtIjnxPI+NzcHrTsqGwIHg9aZ9Cl6LiIiIiIiIiMihU/BaRHKyvzFNXTJDNGhRGAl02m5MU/BaZUNERERERERERORwKHgtIjnZ2hSMHlUYxjCMTtuNLfKzslU2REREREREREREDoeC1yKSk21VjQCMLox02a4kFiQcMKlqSFHTmO6PromIiIiIiIiIyBFIwWsRycnWyqbgdUG4y3aGYTCmUKVDRERERERERETk8Ch4LSI5aQled5N5DVDWFODesT/ep30SEREREREREZEjl4LXIpKTbVV+FnXPgteNfdonERERERERERE5cil4LSI5aa55PaqbsiGgzGsRERERERERETl8Cl6LSLeSmSx7apOYBpTm5xC8zlfmtYiIiIiIiIiIHB4Fr0WkW+U1CQBG5IWwTKPb9sq8FhERERERERGRw6XgtYh0a2e1H4Quzes+6xraBq89z+uzfomIiIiIiIiIyJFLwWsR6dauaj/zemR+KKf2sVCAvLBFPJ2lsiHVl10TEREREREREZEjlILXItKtnU3lP0bmMFhjs5H5Kh0iIiIiIiIiIiKHTsFrEenWrh6WDWndtrxGwWsREREREREREek5Ba9FpFvNNa9zLRsCUNrUdnfTYI8iIiIiIiIiIiI9oeC1iHRrV0vwOvfM6xF5Cl6LiIiIiIiIiMihU/BaRLrkeR67mkp/lPYk81rBaxEREREREREROQwKXotIl2riaRJpl2jQIhYK5DxfaVOW9u5q1bwWEREREREREZGeU/BaRLpUXutnTpfkBXs0nzKvRURERERERETkcCh4LSJdKm8KPo/Iy73eNUBJzA9e76lNkHW9Xu+XiIiIiIiIiIgc2RS8FpEu7WnKvB4R61nmdShgUhgJkHE9KuqTfdE1ERERERERERE5gil4LSJd2t2SeZ37YI3NRqh0iIiIiIiIiIiIHCIFr0WkS3taal4fevB6b62C1yIiIiIiIiIi0jMKXotIl8oPI/O6pe51ncqGiIiIiIiIiIhIzyh4LSJdKq/1A88jYj0PXhfHlHktIiIiIiIiIiKHRsFrEelSy4CNh5J5nRdsswwREREREREREZFcKXgtIp1KZVyqGlKYBhRGgz2ev6VsSK3KhoiIiIiIiIiISM8oeC0indpX7wedi6JBTMPo8fwHgtfKvBYRERERERERkZ5R8FpEOtVcq7r4EOpdA5TE/GztvRqwUUREREREREREekjBaxHpVHPQuTkI3VOF0SCmAVUNKZKZbG92TUREREREREREjnAKXotIpw4389o0jJZ59yn7WkREREREREREekDBaxHpVHPmdfEhZl7DgaxtDdooIiIiIiIiIiI9oeC1iHRqb21z2ZBDy7wGlHktIiIiIiIiIiKHRMFrEenU3rrmsiGHnnldHPXn3Vev4LWIiIiIiIiIiOROwWsR6dSBARsPPfO6qCnwrcxrERERERERERHpCQWvRaRTLTWvo72Qea3gtYiIiIiIiIiI9EBgoDvQG2zbHgN8BzgfGA1UAX8HvuU4zqYc5n8RWNrJ5Bsdx7mll7oqMmRkXY/KplIfRYdVNqS55nWiV/olIiIiIiIiIiLDw5APXjcFrlcAE4GngfsBG/gkcJ5t24sdx1nfzWLmA07TvAd7vRe7KzJkVDWkcD3IDwcImId+k0axyoaIiIiIiIiIiMghGPLBa/yM64nAVxzH+XHzk7ZtXw7cA/wvcGFnM9u2PQUoBH7rOM53+rKjIkNJc7D5cAZrbD2/gtciIiIiIiIiItITR0LN648A+4Cftn7ScZzfARuBc2zb7up1zm/6/+0+6Z3IEFXRXDLkMOpd+/M3lQ2pT+J53mH3S0REREREREREhochnXlt27YFfA9IO47jdtAkCYSAYNPjjih4LdKBfb0wWCNAKGASC1k0prJUN6YpyQv1RvdEREREREREROQIN6SD147jZIGbO5pm2/ZsYDaw0XGcruoVzAc8YKlt27/Br5e9H/gj8G3HcWp6t9ciQ0NL5nXs8IPNxdEgjakse+uSCl6LiIiIiIiIiEhOhnTwujNNZUL+D78syq+7aT4fMIDv4gesXwBOA24CzrJt+2THcWoPpz/xeJy1a9ceziKGlHg8DjCsXjMcea/b2VoJgJesZ9u2rR22SSb9AHdn05tFTP/GiJXvrsfdH+3FXg6MOXPmdDl9MO/zR9rn9Eii92Zw62q/Hyz7vD5DQ5Pet8FpMO/z+szkTtuqZ4bz9tI+PzRp23RM26VjrbdLd7/pZXA54oLXtm0bwK3AWcDrHFQL+6C2JlANrAIucBxnZ6vnfwncgD8g5Jf7sMsig1JVPAtAQejwS+Pnh/1lVDctU0REREREREREpDtHVPDatu0AcBtwNbAJ+JDjOKnO2jfVyV7c0fO2bX8VuAK4lMMMXkej0WF1Vaf56t5wes1w5L3u9Ms1QD3TJ45l0oTiDts0Z1xPmjS5y2WN3eHxdnk5ocJS5syZ1ss9HXwG8z5/pH1OjyR6b4auwbLP6zM0NOl9G3oGep/XZyZ32lY9o+3VMe3zg5e2Tce0XTqm7TJ0HX5K5SBh23YMeAQ/cL0eOMNxnF2HujzHceqB94Axtm1HeqWTIkNI84CNRYc5YGPrZVTUd3otSUREREREREREpI0jIvPatu0S4ElgEfAmcK7jOHtzmK8YOAqocBznvQ6aRAEXSPdeb0WGhuZAc+8Gr7saO1VEREREREREROSAIZ953ZQV/Rh+4Pp54PRcAtdNFgIvA//TwXLHAtOANx3HUaFeGVbSWZeqhhSGAYURBa9FRERERERERKT/DfngNfA9YAmwDDjPcZzaHsz7ElAOfMC27VObn7RtOwT8HxAEftGLfRUZEvY3+FnXBZEgpmkc9vIUvBYRERERERERkZ4a0mVDbNseA3yu6c+1wNdt2+6o6X87jpOwbfs7AI7jNP+fsm37OuBh4O+2bf8BqATeB8wB7gfu7MOXIDIo7WsKMhdFeucQ0RK8rlPNaxERERERERERyc2QDl4Di4FQ0+NPddHup0AC+HbT399pnuA4zmO2bZ8CfBO4AIgADvAF4JeO43i922WRwa836123Xk5lQxLP8zCMw8/mFhERERERERGRI9uQDl47jvNnIOcomOM4HbZ1HOdV4Pxe6pbIkFfZnHndS8HrUMAkGrSIp7PUxNMUx0LdzyQiIiIiIiIiIsPakVDzWkR6WXNt6sJeCl6D6l6LiIiIiIiIiEjPKHgtIu30dtmQ1svap7rXIiIiIiIiIiKSAwWvRaSdil4uG9J6WVUNCl6LiIiIiIiIiEj3FLwWkXaaM697s2xIYTTQtGyVDRERERERERERke4peC0i7VTU9V3mdaWC1yIiIiIiIiIikgMFr0WkncoGP8Bc3KuZ100DNqpsiIiIiIiIiIiI5EDBaxFpw3U9KpvKhhREejHzOqLMaxERERERERERyZ2C1yLSRm0iTcb1iIUsQoHeO0Q0lw1prqctIiIiIiIiIiLSFQWvRaSNlsEaezHrGg6UDVHmtYiIiIiIiIiI5ELBaxFpozm43JuDNULr4LUyr0VEREREREREpHsKXotIG5VNAyoWRgO9uty8kIVlGtQlMyTS2V5dtoiIiIiIiIiIHHkUvBaRNpozr3u7bIhhGC3Z3M0BchERERERERERkc4oeC0ibTTXvO7tsiEAhRE/m7uiTnWvRURERERERESkawpei0gblQ1Nmdd9EbxuWmaVMq9FRERERERERKQbCl6LSBvNgeXeLhsCUNS0zIp6ZV6LiIiIiIiIiEjXFLwWkTYOlA3p3QEb4UDmtWpei4iIiIiIiIhIdxS8FpE2WgZs7MOa1yobIiIiIiIiIiIi3VHwWkTaaM6K7sua1yobIiIiIiIiIiIi3VHwWkRapLMu1Y1pDAPyQ31YNqRemdciIiIiIiIiItI1Ba9FpMX+pqzrgkgQ0zR6fflFLTWvlXktIiIiIiIiIiJdU/BaRFq0DNYY6f2sa2hV81qZ1yIiIiIiIiIi0g0Fr0WkRXNGdF/UuwY/oxugoiGF53l9sg4RERERERERETkyKHgtIi2aa1EXRvomeB0JWoQDJqmMS30y0yfrEBERERERERGRI4OC1yLSorKp5nVfZV5Dq7rXKh0iIiIiIiIiIiJdUPBaRFpU1jeVDemjmtdwIDCuQRtFRERERERERKQrfReh6oZt2xYwFSh3HKd+oPohIge0lA3pw8zr5sC4Mq9FRERERERERKQr/ZJ5bdv2qbZtP9AUsMa27QXAZsAB9tq2/e3+6IeIdK05G7qoj2pew4F62s0lSkRERERERERERDrS58Fr27bPBJ4BPgpMbHr6NmAC8CywBfiWbduX93VfRKRrFf2Red1S81plQ0REREREREREpHP9kXn9NaAOONFxnC22bc8Bjgf+6jjO2cAxwDrgc/3QFxHpQlXLgI19WPNamdciIiIiIiIiIpKD/ghenwDc7zjOyqa/LwA84A8AjuOkgKeAuf3QFxHpwoEBG/sy81o1r0VEREREREREpHv9EbwOAzWt/j6v6f+nD+pHph/6IiKdiKeyNKSyWKZBLGT12XoOZF6rbIiIiIiIiIiIiHSuP4LXG4FFALZtjwZOBt5xHGdH03Mh4PymdiIyQFoGa4wGMQyjz9ZzoOa1Mq9FRERERERERKRz/RG8fgg43bbtZ4GXgQBwB4Bt2+cDy4Dp+IM4isgAaal3Hem7etfgB8dBNa9FRERERERERKRrfRul8v0nMAa4DjCAB4CfNU1bAiwAfoyC1yIDqjkTui/rXQMUNAXHqxpSuK6HafZdlreIiIiIiIiIiAxdfR68dhwnC9xo2/bXANNxnNb1r28DfuY4zp6+7oeIdK2iebDGaN8Gr4OWSSxk0ZjKUhNPU5IX6tP1iYiIiIiIiIjI0NQfmdcAOI5T1/pv27atpvU39FcfRKRzLWVD+jh4DX52d2MqS2VDUsFrERERERERERHpUH/UvMa27VNt236gKWCNbdsLgM2AA+y1bfvb/dEPEelccw3qoj6ueQ1QGPXXUaFBG0VEREREREREpBN9Hry2bftM4Bngo8DEpqdvAyYAzwJbgG/Ztn15X/dFRDrXX2VD4EBd7SoN2igiIiIiIiIiIp3oj8zrrwF1wImO42yxbXsOcDzwV8dxzgaOAdYBn+uHvohIJ/prwEaAoqYAeWVTwFxERERERERERORg/RG8PgG433GclU1/XwB4wB8AHMdJAU8Bc/uhLyLSiX6ted20DpUNERERERERERGRzvRH8DoM1LT6+7ym/58+qB+ZfuiLiHSiOQu6KNoPNa9VNkRERERERERERLrRH8HrjcAiANu2RwMnA+84jrOj6bkQcH5TOxEZAJ7nUdEUSC7ol7IhfoC8skFlQ0REREREREREpGP9Ebx+CDjdtu1ngZeBAHAHgG3b5wPLgOn4gziKyABoSGVJZVzCAZNI0Orz9alsiIiIiIiIiIiIdKfv6wPAfwJjgOsAA3gA+FnTtCXAAuDHKHgtMmAOlAzp+6xrOFA2RAM2ioiIiIiIiIhIZ/o8eO04Tha40bbtrwGm4zit61/fBvzMcZw9h7MO27bHAN/BLz8yGqgC/g58y3GcTTnMPwL4Lv5gkqOAtcAPHcd54HD6JTJUNGdA98dgja3Xo5rX/c+eOh7DtCCbBs+FVCOEC8DLQqoBwvmAAZmEP7RuIASGCdkUuFkIhP2/3TRkMxApbL+STBLcDFghfx3pBIRipLIuSdfP7vc8aExliAYMTMvP9k+k0sRCFmY2SV02SCQYwDQgmXFxPY9I0CSedokETAKZRozmvrlZGjMeViCEZRq4rkc66xIKmCRTKfJDFmnXI+2ZhAL+uhPJFHmREKlMlrQL0ZBFPJUlErQwDEiks1gGBC3Lv+zqedQns+SF/T4lMi4mHjHTxcvEIRgBwwI3TSbj4gaimKZB1vXIZrPEAh5uOkHayiNoZDHdtL8tPQ8vHSdpxpgxy8bzoDaeImCZBC3/5qh0JkvEbcQIRQEDLx3HtSIEDI/qlEEsZGEYBqmMi4dHyDJJZVyCltnSBzebIWZ5YFr+e5JNN73XvnTWbbn7wvMgnsm2XGQCcF2P+lSGaNOdGYl0lljIwjL74wYuyUV1Y5LpM20MAxqSGQxcYuHQYS/Xa6w6cFxIx3HNIFYoeljLdF2X2kSGvLB/GhpPZYkGDYKBwzwtdV1I1UMwCnhNx5580OdUjiDVjSlmzLIBqEukCVkQDvb9+Vu2sRozHMM/R0iSNSwCh3ksyIXbuB8jFGs5F/FcDzOS3/2MhytefeC7PZv2z5PCBX2/XpGDVDemmDZzFqZhkMlkSWVdMk3nrngQT2fIt7IYBmAGwM3iZtN4wTziqYx/DprNkDZCRAJmy3k3AK2+491MAs8M4ZlBEmkX04BYuD9yHUVEutdvRyPHceo6eG5L82PbtmOO4zT2dLlNgesVwET8QSDvB2zgk8B5tm0vdhxnfRfz5zXNdwzwILANuBi437btMsdx/q+nfRIZapozoAsj/XNIKAgHMID9jWkyWZeApcBCn0vVQzaNueyX8MZdUL/HD57OvgBO/icomQyv3Ayv/NwPUo+YBsdfC/M/Dk/9C2xbBguvguOuhpdvhrfvh2MugyVfhGAehPP8YHa6EVbcBq//Fmp3+gHsj9xKw8wL+fOqcu58eQvr99ZjGnDi1BFcd8o0Tpw6gs/f9wYBy+QHF81jw74Ev3ruHV7aUEHW9ZgzpoBfXLaQrOuRSTQwMVRL4NWbMdb+mcTZ36Nm2gXc8ko5f3pzB7XxDPnhAB9cMJarl0ylJp5iVH6I0rwgV96xnDe31xAwDU6zy/jcaVOZObqQdNbjr2+W87tXt/L2Tv/66rzxRXzq5KmcPGMksaDF2vJabnl+I885+8i4HtPK8rjrsrlEg7Xw4v9ivPOw/9pjIzCPuYL0CZ/lvrer+fGzW7lw/lg+e/IYSox6ooUG3so7MV67Daq3gRnAmPk+3BP/iW2RqVx652qml+Vz1ZIpHD2+kChJouWvYS7/GWx9GTwXo8zGWPx5snMv4t7lu7n57xtIZV3GFEa4fPEkrjhpCs87e/nGw2uoT2YojAa4+NhxfGbJOIo2PUbk79+Aoz4Mp34FL280jYT548rt3PHyFrZUNmKZBktnjOTG06ezYEIRHvDS+gpufWETb2zbj+fBUWML+fQpUzn36DHEQvphM5DqEmk27K3nV89t5FlnL+msx/jiKJ9cNJErT5pC2ILQIQS2vGQd7Hgd45Wfwebn/eNC6XTME67HO/ZyXDOMdQjLbUhmeGlDBb95cROvb/U/T7PHFHDNyVO4YP64loB2j6Ua4L2n/GPY7lX+c+MWwpKbYObZEMo7tOWKDBL1yQyvba7i1y9uYvmmSlwPZozK56qTJnPRwglEAgaW1ful39xEHW75GgKv/AQ2PONfnC6ZAsdfh3f8VbhWGCtw+BfKDuYlaqBqM+ZLPwHnCf8ieuE4WHg13qIbcM0QVjjW6+slUQt15fDS/8K7j0A6Dnkj4ZjLYckXIBiDUB+sV+QgtfE0lQ1JfvnsRqaOjHHNyVP9c9Z3yrl72VbW7PLPWY+ZUMx1p07l9Kl5xO47DyrWY877GJzyZVJeIS9vqeTUWaOJmA3sr7eIRaNEvTiUvw0v/RQ2PgNuFrNkKsmF15I95gp+/sJORhVFueSESYQtk0BAv9VEZGAZnuf1+Ups254PfBw/q9nCz2Oj6f8gUAosdRynx5ezbdu+BbgB+IrjOD9u9fzlwD3AXxzHubCL+b8B/BfwecdxftH0XAF+Le6pwFTHcfb2tF/NVq5cuTIWiy2cM2fOoS5iyFm7di0Aw+k1w9B+3b9fsY1/fWg1p88q44bTpuc837ZtWwGYNGlyj9d5wz2vU5vIsOLfzmJUQaTH8w8wo7MJg3KfTzZA7Q6441w/w+JghgHv+0849nK464P+yWyzEdPgij/DU18H50nIHwVXPAyv3e4HqEP5cOWfoewoaNwHv32/HxhvduIN1Jz+n1xy26us3d3uGiYAF8wfy/cvmsf+xhS/fHYj97+2vWVawDS485oTeW9PHTNLTI5PLiP62GfBzRI/76e8VXQWV9/7Dom02265Qcvgxx8/hozrYrhZzpg9ioXf+wfZ7IE2N5w6jUtOnMQHf/4S9clMu2WcNK2UX1y2kE/cuoz1e+tbNtfdlx/dpi/thAtouOQh7t2cz/f+tpmgZfCry45libeK2IOXdLgdMifdxK75n+e8X71BfiTAM184gby/fhljzR87bM/oo2n45KN86v73WL75wPtaVhDmnmtP5K5XtvD7FQe2ZSRocudlczmm5hkiT/4TmBbeh29lZfQkPnb7Wxx8OjBpRIyHP7uErz74Ns928jV47MRi7rl2Efn9dOFrgHW43w/kPl+XSHPLcxv5xXMdj3k9pjDCQ59dQmnMIhzKPbjkJevgqW9gvHl3xw1GzsS75imMvJE96m9DMsOXHljF397t+Ia7+ROK+N21i3p+F1CyHu77uH+BpyPTTodL7vWPV4PQUD5/OMINmn2+IZnhXx9azaNv7epwuj26gAduWExxrHeDyG6yHu8f/4W1/JcdNyiejHft07iREYd0MaszXqIWXrsN45nvdtwgfxTep/6Klz8Ws5vs7x7tX4laePfP8Jeb/LuUDhYpgisfhZGzjtgA9jA/Hg2afb42nuaZdXv46oNvc+H8sXzvonk0prJ85ncreW3L/g7nWTpjJLd+YjZ5d50FFevBCuJ97C7KR57EVx5+j9sumU2kcTfpgomEn/9PjOW/6njlJVNouOJJvvrELtburuOPNy6hJBrok4tjvWGYf2Y7pe3SsYO2S6e/6WXw6fNLaLZtnw68Bvwr8Gng6lb/rgIuBd4PdJod3Y2PAPuAn7Z+0nGc3wEbgXNs2+7qdX4W2APc0mreOvyAdgw/g1vkiNaSed1PZUNar6tSgzb2Aw/uPL/jwDWA58Hf/s3PVvzwQSeyVZvgD1fCuT/wb9mt3wv3fgzO+Fc/EJSqh3su8suIPHRd28A1UHvad/jsfW90GrgGeOzt3azeWcOz6/a1CVwDnHv0GDw8nn9vH8cW1hH9y41+sLhsNo0zP9Rp4BognfX48h9WMWdsIb9bsZPy2iQ/vHhBmza3vrCJFZuruGzRpA6XsWxTJd9/Yi1fO3d2y3OnzSzjmMLaA33pSLKOvPsv5vLjxzC+OEo663HjvW+yf+RxMOGEDmcJLLuZst3PcuXiiXzljElEXvtV54FrgD1ryHvkU/zowmltnt5Xl+RTd7zGV95vEwsd+KGRSLtcfe87NMz8EJTNBjeL8ecbmB2t5tSZZe0W/+X3zeLn/9jQaeAa4M3t1fzzH9+iLpHuvJ/SJ1KZNM85ezsNXAOU1ya45Nevku3B6V420QAr7+48cA1QsR7jvo/5Qe4c1TYmufmZ9Z0GrgHe3lHDl/+wiprGHnwvJGrh8S93HrgG2PQcPPUN6EF/RQaL+niS21/a3GngGsDZU8dnfreS2njvHYszqTjemoc7D1wDVG/FuOdDmG7vncu5mQxse7XzwDVA/V6MO8/HoOPv/0NWtRH+8sWOA9cAiRq458N+9rlIH9pdk+CrD75N1vX4zofmsq2qke8+9m6ngWuAlzZU8F9Pb6P+jO/5T2TTGA9exWizlikj8/iPv20lXr2XsOlibH+185Xv30Le/Rfz/QtmsGN/nKtuX0Ei0/cJjyIiXemP+z++gV+e5F+AxfhB6nubHn8Kv0xHBXBeTxds27YFfA/4juM4HZ1lJIEQfnZ3R/NPB8YDLzbV5m7t2ab/T+tpv0SGmuaa1/01YCO0HrRRwes+lWrws4ga9nXf9uWb/Vtyiw/KpN+9Cqq3wsz3+X/X7oL1T8OCpgziZC28fjvYH2g733FXsz/u8fKGyi5XG7JMZpTl8+sX2g9RcMVJk/nti5u58aRR5C//ccsPysQJN/LbV3d1Grhuls563PXKFi5fPJmfP7uJM2eVtmvzmxc3cdmiyZidXHv/86qdzJ9QxIQSP7vrxiWjKHj1x53/uG2WrMVadTdXLRrX0pdfvlxOwwmf73SW6Ks/4dOLx3LB/LEEXr+16+UDbHqOEqOOhZNK2jy9qybBi+sr+PAx49s8n0i73L58F4njb/SfcLPkv/pjPrN4VJt2I/NDLJ05kgcOupjQkb++U04q08sBBOlWMgO/eq7bYT3YVtXIq5u63gdbM00wXs2hYtrON/yLWzkKWBb3Ld/Wbbtn1u0l3s1+3YaXhTV/6r7d2/fnvkyRQcS0LO58ZUu37V7dVEVFLw6EbXlZrFd+0n3DvWvJ7n67+3Y5MtINGC/+T/cNa3fBe0/hZju5iNxT8f3wwv/Q7jakjtq9+Tt/bBCRPrC/McUvnt1A1vVYML6QkGVSGAny2Nu7u533T2/sgMlL/PN58APYL/+ELy4dy0Nv7MIbdwzZNQ+TPfs/ul7Q3nex9r3DWXNG886uWtbv0cVfERlY/XGf7/HAE47j/AjAtu1ngUWO46wAVti2/Q9gDfBNoPNf9B1oCjjf3NE027ZnA7OBjY7jdHYm11wfoV3akuM45bZtJ4BZPelTR+LxeMvtCcNBPB4HGFavGYb26968yw9sphtq2LYt92ByMunvWs3lQ3oi4Pnrefu9zZRmcgisDiLd3X41WPZ5y7KYOaEM4817cpth07N+dvXcD8HLP2s7bfUfYdZ58N5fD/y9+EZ47Tf+32/9Hj5+N/z9Oy2zJOdfzu9f6z5YNW9CEZsrG9hZHW/zfH44wKxRBby4YR+3Xb4A/vhoy7TsrA/w0N9X5/SyHlm1i3/9wBz++Y9v8eOPH9MyOGOz9XvrqU+mmTW6gHXl7U/O01mPp9aUc7o9ivuWb+XYqWPgwb/ktO7w6t9z/sWX8r2mzfbnVbv41nnv63yGvWuJGkncHW93nil/kLzV93DunE/yxra22TiPrNrJFYsnc9+Ktu/BQ6v28NkbPwBP3uQ/sfZRjr/wVxjGOy2/2ZfOKON5Zx/xdPdBAdeDB1/fzkVHFVJZmXuQdKjpar/v731++vTp1CWyvLu7Nqf2D7y2g2MmFLFn++Yu282cORNrn+MHhXJgrLyL7Fnf4b0tO7tsZ9s2L22s6LA0z8E8Dx54bRufO30669e/12XbkpISRm17DDOXLMhMEvedR9kz9kyqq6u7b9+PhvL5w5FsMOzzs2bN4u3tNVTmOMD1fSu28ZWzZ7BlU+d3ZORixowZmLXlWJW5LSfwxh2ky45iw7bcjh2dmTx5MlEvA9uX59TeePNevKmnsXZb5+eRuexfpmkya/pkjPeezK2jb/0eb8ElrFvf9TF1KBrOx6PBsM8DzJhl89SacgC++cG57K5J8I91e8m63Wc/JzMuf19XwYdnnA1v+HdQGasfZPR5PySVdXlqzR4+ltqDO/v8bpdVsOZuLpzzVf76Tjn3rdjOlJF57N56eMeWvjCcP7Nd0XbpWOvtopIqQ0t/ZF7n4Qenm70LHGXbdgDAcZxtwCPA6b21wqYyIf+H//p+3UXT5hS86k6m1wJFvdUvkcGqOuEHqPJC/TcYR37TuprXLb3PNE3Ag8YcA4qeB4lqiHVQx7axEsIFuf8NJAMFVDV0fwtzQTjA/g7a5YcDVMfTRAIWmVQCsgfaBMIx9udYWqAxlSVomqSzHqlMlvFF7WusVzWkye9ioLj9jSkKwgFioQDZdNu+dL3ySmLhA3c0NKSymIFu7nBIxbEaK3JbPmA2VlLSQdn4/Q2pDmtRVzWkCLQe5CqbJpNKEAseKDGSHwlQ1YPSDfvqU7gqG9dvTNPM+fMP5NzWMIzc7tJo1ljplwzKwb663DNCKxtSpDLdfzeYpolRX57zco368qbjosjQYBhGj7Kp9zekSGUP/04Y0zTxcj13AP9Y4B3++VwgEPDPQ3qwXqMXvnssy4JUY+elwDpYL+bgrP8rQ1soFCKVcVv246JokEQ6S1WOF7AA9tSn256TpxrAMDFN2NPYdHywcrjbtrGSkoj/nbm/MZVT8FxEpK/0R+Z1JdA6orERv4zHbA4EtbcDH+qNldm2bQC3AmcBr3NQLeyDNB+1OzsrTOLXvT4s0Wh0WF3VGa6DAwzl1514ah+QYObk8Uwqzct5vsMZsHF8xQ7Y1kggr5g5c2Z3P8MQMqj2+cYqyCvzB27pjmFCtATqOwhe5ZX5tR5b/h550N8HTQci6WpG5hd3u9raRJrS/PaDTNUl0pTEgiQyWaxgGAJhyPiH63SigdK8ELtqur9tNz8cIJV1CVkmoYDFtqqGdm1K80PUdlG3uTQvzLryWhpTGaxgBKwQZHP4IZFXRn3iQLuCcAA30818oRjZvFFdt2klmzeKinj750vzw9TG22ekjswPk0k0EG5+IhDGCoZpbJVlXRtPU5qX+8BfY4oijBlVxphR7WtnDwcDsc+P6MH7U5oXwiC37ycvf3TuncgvAzOY03JH92Bg3lEFYUJBK7dtWji++zZNjOKJjB49mtGje/Aa+8FQPn8Yrvpzny8rDHffqLltfpiQZfZK39yeDMiaVwZmjvtsN7xoSfeNWtY7Eg+vy/XmvH9lEmAGcqtnnVeG4WaPyH1Wx6OO9ec+n8q4hAMmyYzL/sYUI/PDjMzP/TgwtjAI21udk4fywXNxXRiXb0GCHM9hR1EZ988NR+aHCFjGoPxc6DPbMW2Xjmm7DF39kX7yKvBh27abz4DW4I/qeXarNguA9tGEHmrK5r4df2DITcCHHMfp6sjc/HO/s1+A4d7ol8hgV9nQ/wM2FmnAxv4RCMPCq3JrO+MsP+vo3YfbT5v/cVj3eKu/P9H272Mua/s3EHrzTj7ZyUCIrb29o4aJJTEmjWh7rbAhleWdXbWcbo9i+frdcNSBa5yBdX/ho8eOyellffjY8Tz9bjnnzRtDQyJB6qDEqjljC4gELdbvre9w/nDA5Jy5o3lm7V5cD1ZsaNuXriTnX8aj7xwo/3HRsWPJruvituQx86jLBjDGHeNfIMhBfP6VPPVu+wsOHzl2PE93MDjeR48dTWDdgRIsHPVhlq/f3abM54vr93HqrDLyQt1nllmmwcULJ+TUV+k9eaEA88bndnPYpSdOoiQ/x+DxyBlQ3P1+C+Ad9ymsaGFObZfMKKWwgzsBDmYY8IkTJhKwcsxqPPqi3DLIAhGwezy8isiAmze+iLIcA1efXDSJaDj3C1tdMQpGQ5mdU9vscdcSjPXSzaqGCZNPzqmpt/AqCBf3znpTcZh9QW5tj7kMQrkne4j0RGMqwwfmjQXgW4+sYWxRhPPnjyVodX+XQSRocqY9Etb/reU5b8El7KysIxwwef/c0WTyx+GVr+liKb66+VfzyLt+EPyyRZMpivbOsUVE5FD0R/D6f4HRwLu2bZ/bVCbkeeC/bNv+b9u27wTOBV46nJXYth3DLz9yNf6gkGc4jtNd4bXmAqGdnW0VAjWdTBM5ImRdr+VWtIIcAgu9pTlQ3hw4lz4SyoM5H4SCsV23Mww4+UtQvQ1qdrSdNuEEKBgDm/7h/108GaafAasf9P+OlsBxV8OGZ9rO99bvKQh6nGF3nUWccT22VDbw2dOnt5t2z6tbuf6Uafz61T3UL/qKnxUFRF7/FdcsHtdtcDUcMLl6yRTuW76NL545nb++274cx3WnTON3r27tdIymixdO4I1t1ZTX+lnetyzbS/3iA33pVLSE7ILLuWfF7pa+3HjyWGKv/bLTWeInfYXfvLqbR97aTXpRDsNAzHwfe1Nh3trR9qtq0ogYJ00v5dG32tYizg8HuHrROMKv3+I/YQaoX/Rlbnm1bZB7f2Oa5519XLa4+7sqzp+X2w8q6V2xkMkXzpzRbbvpZfkcPyX3TEbXM/GW3NR9w0mLoSj3ixbZbJYrT5rSbbtz544hZPXg9NQwYcGl3bdbeCWotI0MQZ7r8ulTpnbb7pSZIymO9V4SQtYMkln61e4bjl2AObr3Mti8cCHeaV/rvmHxZJhxNmagl85dYyVw6j93Xw4kVgrHXOonB4j0geJYiC+cOYOAabCuvJ5kxqW6McWHj+3+TqNLT5iEsekFqN/rPxEIw9IvcfOLO/nE8eNhx+tYR38I6+l/73pBYxeQLpnJP9bt5ZiJxUzpwZ25IiJ9oc+D147jvAx8FL98SPO3/BeBOuBrwJXAVuDrh7oO27ZLgH8AHwDeBJY2Bcm70zwSULszQtu2xwIRwDnUfokMBfsbU7ieH9QK9GMt0ObM633KvO4HBlzzJOR3EkQ2TPjAj2H0XHjo+rbTRs2Bj90Bj3/Vr4ldOB4uexCe/hakGyFSDFc+4gdyP3p7u2BW0TNf5+ZLFrBgQucZWR89bgJzxxWyaOoIrjl5Sptpf3unnIZUlvPmjeXVijDxD9/uZ1lWbiC25vf87sqjOw1ghwMmP7/0WFZureK6pZMZEQvyLw+1HeTxS2fPZP6EYu5b3vFXxumzyvjnc2x+8NS6lude2lDB8orIgb50JFpCw6WPcNuynZTXJggHTH571XEUlS+DXW90OEvq1H9lZ+lJ/G75Tn787DYSx1yDd+yVnWw1YPxCGj74a7766KY2T48rinDH1SfwvSfWkkgfqH2aF7K454q5xNbcB5UbwArifewuVtfl8fKG9rVNf/z0e9xw6jQ+MK/zDPfF00bw/YvmURDpv7s2xBewLE6aXspX39/5uNITR0S577pF9GQ4AyscgwWfwDvxhs4bjZ6Ld8n9GJHcsq4BCqJhbjx9Oh+c3/mFtOMnl/DDj86nKNaD7K5wAZz73zD9rM7bzDoHzv42hPNzX67IIJEXCXH54sl84oSJnbaZN76IX3xyIYW9mBkZCIYx7fPIntJFALt0Bt7lD+EGor22XtM0YdxCvHP/27+w3pHC8XhXP45n9HLd6eJJ8JFbO784HRsBVz8Opr7zpG+NzA/zf588lqBl8I2HVjNxRIx/OXc2S2d0flfe2XNG8dUzxpP3j2/4TwQieJf8nu2JCBV1Kf7lzAlER04injHwZnVxJ9LImTR8/EG++sgGppflc8fVJ3Q4hoqISH8yvM5SzfqAbduG4zhe0+N84Ez8qksvOY7TeIjLjADPAEvwM7ovdByntgfzb8UP4k92HMdt9fylwH3AVxzH+fGh9A1g5cqVK2Ox2MLhVFNnuNYRGqqv2ymv45yfvsD44ij/87EFPZr3cGpe76lN8E8PrGJCSZSXvn5mj+cfYJ2m7w3afT7VAG4Wb+WdGCvvgJrtfg28ORfCki/6tWtfvhmW3+rXwSuz4YRPg30+PPYl2LcWjrvGLxfy7Pdgw9Nw7OWw6AawwhCK+XUi0wlYdS+8dhvs3wLBPPjA/9Jof5in1+7hjpe3sHZ3LaZhcNL0Um44dRqzxxbw2d+9QUEkwH98+GjKaxL88rmNvPDePtJZj7njCvmfjy0gGDCoq61lSn6ayIr/w3rnIZInf5WGoy7hjuXlPLhyJxX1SUryQly4YBxXnjSZ8uoEk0qj5IVMrrnrdd7eUUskYHHG7FF89rSpjC+Jksh4vLZ5P/e8upU3t+/H82DhpBI+dfIU5k8sJha02L6/kVue38Sz6/aSyGSZNTqfX338KCZGk/DyzRjv/Ani1VA4juwxV5BaeC13rNjDHct3cdExY/j0SePIT1cSKR6L+/aDWK/d6geQA1GY9X4aT7yJre5Irv39WuaMLeSaJVMYXxwlZiQpqFlHbPnPYMuL/jYePRf3pC/AzHP49avl/PK5DcRTWSaNiHH54sl87LiJPOfs5f899i77G/xaiR87bhzXLBpL3rv3E375f+Doi+Hkm/AiRcQJ8+Tqcm5/eTPr99QTtAxOnVXGZ8+YwfSyPPDgze3V3PL8Rl7bUoXn+YGS60+bxtIZI4mFhs0Pmg73+4He5+viKXbVJPjVc5v4x7o9xNNZJpfmccXiyXz0uAmELAgeQmail6iFCgfj5Zth47P+cWHUHLwTr4e5H8E4xFvm65MZ3tpezW0vbGL55ipcz9/Hr106lTNmjzr0z1OqAba8BK/8DHa87ge9JpwAJ/+TnyU+iG/xH6rnD8PAoNrn6xNp3t1dy69f2MQrGyvJuh72mAKuOXkK58wd02fHYjdRh7d/C9bLP/FLEWQSMHIWmRNuwJr/UVwjhBXs/WCuF6+B+j3w8k8x1j0O6QYonox3/LWw8ApcM+iPQdGNHu9fiVp/0MiXb4Z3HvbH8ygc79+9ceJ1/pgXwd4L1g82w/x4NKj2+dp4moZkhltf2ERRxOKG02aQcT1e3lDBna9sYdX2agzDP2f9zGnTOH5MgNh9F0L9Xrz5H4eTvsDeVIh1u2s4YWopUcujKmkSjUSIeY1Qtcn/nG94umW/Tiy8nuzci/jpczuYMTqfDy4YR9gy/EFNB6lh/pntlLZLxw7aLrolbwjp1+B1X7Bt+8fAl4BlwFmO43QwbFWX8/8n8G/ATY7j/KzpuYKm5U3DD2p3MHpZbgb6R+1AGK4HyqH6ul/eUMFlv1nOnLEFfOuCuT2a93CC1/FUlk/d9RrRoMXa/zi3x/MPsKEXvG7iJusxPBcjEPYDodkUBPPBy0A67teFNU0/CG0G/ACQGfAHSmy+ldYMNA30YkK4g4BQJgXZpP8Dz834/6wwWUzq0xAOWngeJDNZokEDr+kmoFQ6TX7IwsgmqXNDBC0L0/AHrjEMCFgG6axH0DQIeglMDLD8wZXiWQvPtAhaJumsh4eHZRhkM2nyggYZzySRhVDAwvU8Muk0kUiIbNYjkXGJhSziKZdQ0MQAUpksAdPAMAxMw8AAGtJZwgETyzBIZlxCFkS8DJ6b8vvRtF0ynknaCBOwDDJZFwOPiJnFzWRImFHCpouZTWAEQuC6eNk0cSNKwPL7ls5ksSwTq+lOiKzrEnUb/fYYuJkkBPOwvDQ1aYtgwMQyDVIZF8swME2/FIuBQbBpm1lkiRiZtoNRtQrmZV2XxlSWUMDEdSHjuu2yqWvjaUKBpvcq45IfDmCaw+qcb1D9qD1YdWOSUMDCMg2SaZewBeHQ4QeU3MYqjFbHBTcYxeqF2+WrG1OEgxYGkEhnKQhbh//j2PMgWetfUAP/OBTppTq8fWionj8MA4Nyn9/fkCQSDGAY/vdoLGAQ7IPg8cEyjdVYgRCYJl46iRuIEAj2fekMt3G///1nBiCTwDODmKFY9zM2OeT9K1Hjr7P5nMew/Av1R7hhfjwalPt8TTxFwDQJWAYBA5IZl3TWIxz0vzOT6SyFgQx4rn9HYDZNxgPPipLIZMm3smQ9SHoWeaEARus7bRv3+6VFTBM3nSQbiOEaJom0P2hkJDh4g9bNhvlntlPaLh1T8Hro6vVL9LZtf/FQ520OHvdgXWOAzzX9uRb4um13OLDIfzuOk7Bt+ztN6/lOq2k/BD4O3Gzb9mnARuBi/MD1Fw4ncC0yFFTU+zWni/pxsEbwBxQJWgbxdJbGVGY4ZW8OKGfTdqD5CzsMNAcwg20ziQIHZTMdHKzqKngVCPn/gAPVosACilp9zKIHlftoOUEOBGldjCDc6sT5QDy19e3/YVr/nGzzUWr6I9j0r93zFkRCzU+1Xk/7k/VQq+cO9CmIQevtFm6zrtbLtIIHtjbBA7d2G/jPd36SadF6aIYDmWaBNtszHOj4B4b/UgMceC/av3eWaVIQaV1bov2yWg/oOhR+zAw3xbFwn/xQMWMjDvwRiHTwyTg0xa1Kg/Ta58kw2garc8jKFBlqSvL6Zl/vTiBW3PLYCET6ZeAkADPWqmZ/INx/kYbWxxLVt5YBVBQNtdnnY1ZH58+tSgY1nYvCgXNXk4POg5u12r/MVvt1Z+eUIiIDpS+iRT8FPHp+FcMDehS8BhZz4Ej9qW76lAC+3fT3d5onOI5Ta9v2KcD3gA/iDx65DrjUcZz7e9gfkSGnoqnmdGE/16w1DIOiaJCK+hSV9SliIxS8FhERERERERGRA/oiWnRNHyyzQ47j/JkeBMkdx+mwreM4e4Bre6lbIkPKQGVegx8wr6hPUVGfZOKII/9WTBERERERERERyV2vB68dx7kr17a2bUccx0n0dh9EJHeVzcHrWP8Hr5sD5s3Z3yIiIiIiIiIiIs36pVyZbdtH27b9Z9u2P33QpF22bf/Ftu1J/dEPEWmvOXBc1M9lQ+BADd3m7G8REREREREREZFmfR68tm17HvAKfj3pklbPR4GVwDnAStu2Z/V1X0SkvcoBLBvSknldp+C1iIiIiIiIiIi01R+Z1//RtJ6ljuP8qPlJx3HijuO8DzgNyAP+qx/6IiIHaRmwcSCD18q8FhERERERERGRg/RH8HoRcJ/jOMs6mtj0/APAWf3QFxFpxfO8AR2wUTWvRURERERERESkM/0RvM4DuotM1QKRfuiLiLRSn8yQzLiEAyaRoNXv628OXu9T5rWIiIiIiIiIiBykP4LX7wIfsG07v6OJtm1HgHOBdf3QFxFpZV/dwGVdt16vyoaIiIiIiIiIiMjB+iN4fSswBfiLbduLbNu2AGzbNm3bPh54BJjR1E5E+lFzuY4BC17H/PVWqmyIiIiIiIiIiIgcJNDXK3Ac5w7bthcD1wGvAFnbtuNAFLAAA7jdcRwFr0X62UDWuwbIDwcwDaiJp0llXEKB/rieJiIiIiIiIiIiQ0G/RIocx7kBOBu4HXgT2AOsAX4HnOM4zqf7ox8i0tZAB69Nw6Aw0pR93aDSISIiIiIiIiIickCfZV7btj0ROAcoBXYCTzqO84++Wp+I9Fxzzevi2MAEr8EPnFfH01TUpRhbFB2wfoiIiIiIiIiIyODSJ8Fr27a/C/wLflmQZnHbtr+i8iAig8dAZ163Xve++gRQNGD9EBERERERERGRwaXXy4bYtn0Z8O9AErgP+BHwMBACfmnb9tm9vU4ROTT76poHbAwNWB+aB22sqNOgjSIiIiIiIiIickBfZF5/GqgGTnAcZ2Pzk7ZtHw+8AHwW+HsfrFdEemgwZF4Xt2Req+a1iIiIiIiIiIgc0BcDNs4D/tA6cA3gOM7rwGPAiX2wThE5BIOj5nWoTV9ERERERERERESgb4LXhcDeTqa9B4zsg3WKSA95njc4Mq9jyrwWEREREREREZH2+iJ4HQAynUxLAwMXJRORFvXJDMmMSzhgEgla3c/QR5oD5xXKvBYRERERERERkVb6IngtIkPAYCgZAgeC18q8FhERERERERGR1hS8Fhmm9jYHr5tqTg+UlrIhyrwWEREREREREZFWAn203GNs276yo+cBbNu+AjAOnug4zt191B8ROUhzsLhogDOv88IBLNOgLpEhkc4OaAkTEREREREREREZPPoqeP2hpn8Haw5Y39nB8x6g4LVIP2kpGzKAgzUCmIZBUTRIVUOKivokE0piA9ofEREREREREREZHPoieP3/+mCZItLLWsqGxAa2bAjQErzeV6fgtYiIiIiIiIiI+Ho9eO04joLXIkPAYBmwEQ5kf6vutYiIiIiIiIiINNOAjSLD1L76wVE2BA5kf+9V8FpERERERERERJooeC0yTO2tTQCDo2xIc/a3gtciIiIiIiIiItJMwWuRYaqifhCVDYk1lw1JDHBPRERERERERERksFDwWmQYymRdKhtSGEBhZOCD1yXRprIhtcq8FhERERERERERn4LXIsNQZUMKz4PCaBDLNAa6OyobIiIiIiIiIiIi7Sh4LTIM7Wmqd10yCEqGwIG62/sUvBYRERERERERkSYKXosMQ3tqm+tdD/xgjXAg87qiPonregPcGxERERERERERGQwUvBYZhvbWNWdeD47gddAyyQ8HyLgeVY2pge6OiIiIiIiIiIgMAgpeiwxDzZnXJXmDo2wItKp7rUEbRUREREREREQEBa9FhqW9TTWvi6ODI/MaDpQwac4KFxERERERERGR4U3Ba5FhaG/d4Mu8LlHmtYiIiIiIiIiItKLgtcgwtKd2cNW8BhiR5/eluW8iIiIiIiIiIjK8KXgtMgy11LweRMHr5r6UK3gtIiIiIiIiIiIoeC0y7GSyLpUNSQygKDqYyoY0Z16rbIiIiIiIiIiIiCh4LTLs7KtP4nl+4NoyjYHuTouWmtcasFFERERERERERFDwWmTY2V3TVO86b/CUDIEDNa/LaxS8FhERERERERERBa9Fhp09TcHh0kEWvC5qyryuqE+SyboD3BsRERERERERERloCl6LDDODNfM6YJoURoO4HlQ2pAa6OyIiIiIiIiIiMsAUvBYZZvbU+sHrEYMseA0woin7WqVDREREREREREREwWuRYaa8OXgdG3zB65KmPjX3UUREREREREREhq/AQHegt9m2PQ5YC3zbcZyf5jjPi8DSTibf6DjOLb3UPZEB11w2ZFBmXjf1aY+C1yIiIiIiIiIiw94RFby2bTsfeAgo7OGs8wEHuL+Daa8fbr9EBpNBXTakqU+7VTZERERERERERGTYO2KC17ZtT8YPXC/s4XxT8IPdv3Uc5zu93zORwcPzvEGdeV2aHwZU81pERERERERERI6Qmte2bf8TsBpYAPyjh7PPb/r/7d7sk8hgtL8xTSrjEg1aRILWQHenndKmgPqu6vgA90RERERERERERAbaERG8Bv4J2AqcCtzTw3kVvJZhozkoPDJ/8GVdw4FscA3YKCIiIiIiIiIiR0rZkBuAvzuOk7Vte1YP550PeMBS27Z/A9jAfuCP+IM+1vRuV0UGTnPJkObyHINN65rXnudhGMYA90hERERERERERAbKERG8dhznr4cx+3zAAL6LH7B+ATgNuAk4y7btkx3HqT2c/sXjcdauXXs4ixhS4nE/u3c4vWYYGq/7jXX+tZiwl2Lbtq2HvbxkMgnQK8tqFg0YxDMuy1e9Q1Fk8JU2AZgzZ06X0wfzPj8UPqfDld6bwa2r/X6w7PP6DA1Net8Gp8G8z+szkzttq54ZzttL+/zQpG3TMW2XjrXeLt39ppfB5YgIXh8q27ZNoBpYBVzgOM7OVs//Ej+j+zvAlwemh0NPsG47eTtewcw0QskU6kcvwgvGBrpb0mRfYwaA4sjgrRhUFLGI12eoaMwM2uC1iIiIiIiIiIj0vWEdvHYcxwUWd/S8bdtfBa4ALuUwg9fRaPTIv6pTvw+e+jqs+VPb5yPFcNY34fhr4QgvAdF8VXMwv9fJVW8CNUwbP5pJk8oOe3nNGdeTJk0+7GU1G/NunPL6aiIlY5kzZ3SvLbc/DeZ9fih8TocrvTdD12DZ5/UZGpr0vg09A73P6zOTO22rntH26pj2+cFL26Zj2i4d03YZugZv+uUAcxynHngPGGPbdmSg+zOo7V0Ht53hB66tEA2jjqN2wplQOhMS1fD4V+Dhz0A2PdA9HfZ2D/IBGwFKm+pe76qJD3BPRERERERERERkIA3rzGvbtouBo4AKx3He66BJFHABRV07s38r3P0hqC+HkTac9nUqqvygY+HESbD1JXj5Znj7fj/z+sO/OuIzsAezXU3B68E6YCPAyKa+7axW8FpEREREREREZDgb7pnXC4GXgf85eIJt22OBacCbjuNk+7tjQ0I6Afdf5geuRx8N53wP8kcdmG4YMOUUeP9/QSAMb/0eXvrJwPV3mMu6Hnvq/AEWR+QN4szrpqzwnfsVvBYRERERERERGc6Ge/D6JaAc+IBt26c2P2nbdgj4PyAI/GKA+jb4Pf1N2LMaCsbCmd/0A9QdKbPh1K/7j//xn7B9Rf/1UVrsqU2QdT2KokGC1uDd9Zszr3cp81pEREREREREZFgbvBGsPmDb9nds2/5O89+O46SA6wAP+Ltt27+zbftmYBVwEXA/cGf/93QI2LoMVvwazACc9i8Qyuu6/cQTYe5F4GXhkc9DJtk//ewHmazLn1bu4D+eLec7z5Rz97ItJNKDL1l/R1Mm86iCwVsyBFQ2REREREREREREfMMqeA18u+lfC8dxHgNOAZ4GLgBuwK9x/QXgMsdxvP7u5KCXzcBjX/IfH/1RKJ2e23zHXg6F46HCgZd/1nf960f7G1Jc/tvlfOXBt3hlWyPLdzTyrUfe4cO/eJntVY0D3b02duz3+zNykAevS/KCGAbsrUuSyrgD3R0RERERERERERkgR9yAjY7j3Ekn2dKO43Q4UqDjOK8C5/ddr44wb9wF+9b65ULmfzz3+awQnPQ5+Os34KUfNwWzx/ZdP/tYIp3l03e/zsqt+ymOBjl9SpSgZfDitiTryuu46vYV/OnGJZQMkvrSzZnXZYN4sEaAgGlSEgtR1ZCivCbBpNLYQHdJREREREREREQGwHDLvJbDlayH577vPz7uaj8g3RNj5sOkJZBuhGf/s9e715/++8l1rNy6n9K8EP/54aM5aVIex4+P8V8fOZrJI2Jsqmjgn//4Np43OJL3mzOvy3or87p+L/k7nqfkvT/A67fD1pchm+qVRZepdIiIiIiIiIiIyLCn4LX0zIpfQ8M+fxDGSUsObRnHXQ2GBavug4oNvdq9/vLalirufGULlmnwlffblLbKZo6FAvzzOTbRoMXf1+7h0bd2DWBPD+i1zOtMHF79FTz0aUa89wAFO56DNX+CZ78HD13nB7EP08h8/6JIc8BdRERERERERESGHwWvJXfJOnjl5/7jYy4Ho8MqLN0rHAczzgLPhef/u/f6109c1+M/HnsXgAsXjGPqyPaDVZbmh7l88WQAfvDkukExgGNL8PpwMq8b9sFjX4F1j4HnkSieQd34U/33M380NFT4QezXf4s/Duqhae7j9v3KvBYRERERERERGa4UvJbcrbwL4lVQNgfGHnN4y5p/CZgBP2O3cmOvdK+/PLmmnLd31FAcC3LhgnGdtjt9VhmTR8TYVZPg7mVb+q+DHci6HruaSnCMPNTM68YKePLrUL0V8svgpM9TM/UCGkcthBlnw8lfhDkfBNOCNQ/5WfqHGMAuK4gAsGOQDXopIiIiIiIiIiL9R8FryU0mBct+4T+e97FDz7pulj8Kpp3hZ1+/fPPh96+feJ7H/z3rlzq56NgJRIJWp21N0+CSEycCcNuLmwc0+3p3TZyM61EcDRIKHMJun4nDM9+F+j1QNAFOvLH9YJuGCZOX+ANxWgF491F49y+H1N9RLZnXCl6LiIiIiIiIiAxXCl5Lbt55COp2QfEkmHB87yzz6IsBA976PdSV984y+9jz7+1j7e5aiqNBTptV1m37BROKmVwaY19dkj+9saMfetixbZV+EHh0YeTQFvDqLX6GfKzUr1keinbetmw2zL3Yf/zabbBvXY9X11I2pEplQ0REREREREREhisFr6V7nncg6/qoD/sZtr2haAJMWgzZFKy4rXeW2cfueHkLAOcePSanDGbDMFpKi9zx8hY879DrQB+OrU3lN0YVHkLJkM0vwIa/gxWEY6+AUPsa3+2MOwamLG2qa/5DSPcsCF2aH8IwYE9dgmRm4OuFi4iIiIiIiIhI/1PwWrq3bRmUvw3hQph2eu8ue+5H/P9f/y2kBneJiC0VDTz/3j6ClsGZs0flPN+JU0dQHAuyYW89yzZV9mEPO7f1UDOvEzWw/Ff+Y/t8KBid+7wzz4GCsX6pkVX39mi1AdNkZF4Yz4OdGrRRRERERERERGRYUvBaurfi1/7/s84DK9RlU9fzWF9rsaoywL5Gt/tll82BkTbE98PbD/RCZ/vO71dsA2DJ9JEURII5zxcwTc6a7Qd97311W5/0rTvbqhqAQwhev347JGphxHSYeGLP5rUCfmkYw4R3H4GqTT2avbl0yDYN2igiIiIiIiIiMiwpeC1dqyuHtX/xA5D2eV02/duWNKf+vp5Pv1zITSsKWPy7ev7pmTjViS5KZRgGzLnQf7z8Vr9EySCUzrr86Y2dAJzVg6zrZmfYZRgG/O3dcqoaUr3dvW61ZF4X9KBsyL51frkQ0/Iz5A9lkM6i8X5pGM9tKg2T+/s7urC57rWC1yIiIiIiIiIiw5GC19K1N+4GNwMTF0PeyE6b/eLNJNf/Nc6OOo/ikMvkPL9O8Z83pLngoXp21HWRhT15CURHwL61sPn53n4FveI5Zx8V9UnGF0eZMSq/x/OX5odZMKGYdNbjz2/u7IMeds7zvEMYsNGDFbf6D6ecCnmlh96B6Wf7dbLL34Ztr+Y8W3Nft1QqeC0iIiIiIiIiMhwpeC2dc7Ow8i7/sf2BTpv9fm2KH61IYgCfnBPkWwsa+NLcRv73jAjTikx21Hlc9lgDNclOsm6t4IGs7kE6cONDb+wA4NRZZRiHkoEMnD6rzF/Wmzt6rV+52N+Ypi6ZIRq0KIgEcptpy0uw7z0IF8C00w6vA6EoTD/Tf/zG3eDlNgDjmKKm4HVFw+GtX0REREREREREhiQFr6VzG/4OtTv8QffGzu+wyTsVWb71UgKAT88P8cEZQcym2O7oPJN/OynMlEKDrbUeX30ujtdZWZCZ54BhgfME1PRvcLc7NfE0z6zdiwEsndF59nl3jp1UQixksWZnLev31PVeB7uxaV894AeDcwq8uxk/yAww/SwI9KDUSGcmnAjREqjeBhufy2mWMS2Z1wpei4iIiIiIiIgMRwpeS+dW3un/P/Mcv+b1QdJZj688GyftwtmTA5w5uX1Wbyxo8KUTwsQC8PSWDI9uyHS8rtgIv3yI5x5Y7yDx5OrdpLIuc8cVMiKv6wEruxIKmCya6pffeLgfS4ds2ucHf8cV5VgyZOMzULvLLxMz4YTe6YQVgBln+4/fvt/P6u9Gc9mQ7VVxsu7grIUuIiIiIiIiIiJ9R8Fr6Vjtbnjvr3429IyzOmxy1zsp1lW5jI4ZXHZUsNNFjYqZXD7XD/p+95UEtZ2VD5l9vv//yrsg0/+DGnbm0bd2AbDkMLKumy2d4Qev//L2rs6z0HvZxgo/83pscbT7xtk0vHW//3j62WD24iFi7DEQK/UD45ue67Z5JGhRHA2Syrrsron3Xj9ERERERERERGRIUPBaOrbqXr828cRFfrmHg+xPuNy8MgnAlUeHiAS6Lkdx+kQLe4RJZcLjV6uSHTcaNReKJ0PDXlj3l8N+Cb1hb12CVzdVYpkGJ04ZcdjLmz2mkJJYkO1VcVZtrz78DuZgc08yrzc8DfV7IX80jJ3Xux0xTZh+hv949YN+ln03DtS91qCNIiIiIiIiIiLDjYLX0p7rwpv3+I9nvr/DJresSlGXgnkjTRaOtrpdpGEYXN6Unf3b1Sn2NHQQuDSMAwNDvnb7IXW9tz25uhzXg2MmFpMXznGwwy6YpsFJ05qyr9/afdjLy8WmpgEPu828zqZh9R/9x9PP7LBUzGEbewxEi6FmO2xb1m3z5rrXm5uyx0VEREREREREZPhQ8Fra2/oS7N8CeWUw7th2kyviLnet8ct6fGJO5+VCDjajxOLEMRaprB/87tC0MyAQ9fuwd+2h9L5XPf62H2BuDji307APVt0Hj3+F8S/+MxNe/Gf4y01+3e7ajutanzTdX9YTq3fj9nEt50zWZWvTgIfNgeBObXoW6vdA/igYfXTfdMi0YOqp/uPVfwS6fv3jmgLuG/dp0EYRERERERERkeFGwWtp783f+f9PP8sPNh7kjtUpEllYONpkenH3WdetXTTLD3bftzZFRbyD7OtQDKad7j9+7bc9WnZv21ub4LWtVQQtg4WTDiqdkk3Bytvhoev8Eiv71mGlGzDTDVC5wS+L8fBnYNkvINU28Dq9LJ+R+SHKaxO8sW1/n76G7fvjpLMepXkhIsEu3isv6/cZYOrpvVvr+mDjj4NQHlS8B+Vrumx6IHitzGsRERERERERkeFGwWtpK14N7z7iP55xdrvJ9SmPu9/xs6Y/NCP3rOtmk4v8MiPJLNy9ppPs6+bSIW/dD8m6Hq+jtzy5phzPgwUTiomGWgV+63bDY1+C1X+CbAbGzIPjrmLf0dexb971cMK1foAWwHkCHv2Cn8nexDAMFk31s68fe7tvS4c45f72m1DSTcmQLS/5AylGR8DYBX3aJ6wQTDrJf7zmT102HVfsZ4tvUua1iIiIiIiIiMiwo+C1tLXmj5BJ+AHMgjHtJj/o+LWuZ48wmTWiZ1nXzT443a8dffc7KeLpDspGjJgKo46CVB28/cAhraM3PLHaDyyfOLXVQI2VG+DxLzeVVRkJi2+EYz4JZbNxg3m4gRiUzoB5H4UlX4TCcX4pjie+CuWrWxazeJq/zCfX9G3pkPV7/OD1xBGxLlp5B7Kup53Wt1nXzSYtBisIO16Dmm2dNhtVEMEyDXZWx2lMZfq+XyIiIiIiIiIiMmgoeC1tvdE0UOOM9gM1Zl2PO5uypT8w7dAHL7RHmEwvNqlOwp83pDtuNPt8//8VvwGvb+tCd2RfXZIVW6oImAbHTW4qGVK1Ef76DUjUwshZsPhzUDyx84UUjIZFn4Ex8yEdh6e/DXv8MhnNpUP21Cb7tHSIsyeHzOsdr0HVZggXwriFfdaXNkJ5B+qpv/PnTptZptFSq1vZ1yIiIiIiIiIiw4uC13JA+WrYvcoPLE5a3G7yc9szbK31GBUzOG7MoWVdg18249ypfvD7zjUpvI6C05OWQLQE9q2FLS8e8roO1d/e9UuGzBtfRCwUgPpyP/icavCzwo+9AoLdDIAIfnbx/E/4ZUSySXjmu7B/C4ZhcGJT6ZDHV/dd6ZD3WoLXnWVee/DWH/yHU5aCdegXJXps8lL//43/gERNp83Gq+61iIiIiIiIiMiwpOC1HNCcdT31dAiE201urnV99uQApmEc1qoWj7MoDoNT5bJid7Z9AysIs87zHy+/9bDWdSieXF0ONJUMSTXA3/8fxPf7JUEWXNqzIK9pwtyLYPTR/rKe+S4kaljcVI7kqTXlfVI6JJVx2bSvAYMDAeB2ytf4FwhCMZh4Yq/3oUv5ZVA2G7JpvzZ4J5qzxpvrd4uIiIiIiIiIyPCg4LX40okD9aVnti8Zsq3W5fntWYImnD7p8LNzA6bBGU3LuefdTgZunHUumAE/sNlqwMO+tr8hxbJNlVimwfGTiuGlH0P1NsgfDcdcdmjZyaYJ8z8ORRP8GtjP/TczRkYpzQuxuybBm9ure/tlsHFfPRnXY1RhmEiwk0z55vd80pIOL1j0uSkn+/+vexyyHX8OmrPGFbwWERERERERERleFLwW37rHIFENI6ZD6fR2k+9b6wcWF4+zKAgdXtZ1s7MmBzCApzZl2Nfotm8QGwFTTgHPheW/7pV15uLpd/eQdT3mji0kf8MjsO1Vv0RIrqVCOmMF/WWE8qH8bYxV97YMBvlEH5QOeWdXLQBTSvM6blDhwK43wQrDpJN6ff05GTHdHxg0vh82v9Bhk0lNg0021+8WEREREREREZHhQcFr8b1xl///zHPaTUplPR5c5w+sePbk3quJXBo1WTjaIuPBg04nAzce9aGm/t3dZV3k3vTEGj+QfOLIpL9e8OtW55Ue/sIjhXDMpWCYsPpBFhdUAPDk6t29XjrknV3+9uo0eP12U63rSYv8siEDwTBgclP29buPAO23weiiMAHTYMf+OPXJTP/2T0REREREREREBoyC1wJVm/ysVysM005rN/lvWzJUJjwmFhjMLOndj8xZTcHw369N4XY0cGPpDPj/7N13eBTX9fDx78z2Ve9IFAkBWnoHU4zBHffeYuMSdzux03+O4/SeN4kdx0nce6+4dxuM6b2zVCEQSAh1aVdbZub9YyRAqK1AdTmf58GSd+/O3l3tzN45c+65fUZBsBpWPtuhz92cSl+IhdsPoigwMf8xM+t74ClmbeaOkpwLg04DDAZveIhkt5V9nVA6ZGNhfeZ1ajPB67LtZka5xWYu1NidMseY2ehlO6FoXZO7rap6qGa3lA4RQgghhBBCCCGEOHFI8FrAyvqs65yTwd400PlqfcmQ07OtKMe5UOPRxqSrpLoU9lQbLCxsZuFGgBGXmT+X/A/CgQ59/qN9vrmYkGYw3FlOgq/ArFHdTA3w45Z7KiQPRK0rZ4ptBwAfrNvXYZvXdYNN+xvKhjSTVb3mVfNn/8ngiOuw5z0mFhsMmGL+vvHdZpv0ry8dsrn+NQkhhBBCCCGEEEKI6CfB6xNdOAhrXjJ/z5vd5O6CKp1vC82FGqf37biSIQ1URTm0AGRDkLyJvhMgKQeq98PaVzq8D0dqqD19UmCxmYk++mpQW1js8HioKoy6EqxOptZ8AcCH6/ajdVDpkPzSWmoCYZLcNhLd9sZ3lm6HgsX1WddNM+27Rf+TzMU59yyDqsImdzeUPmmo4y2EEEIIIYQQQgghop8Er090Wz6A2hJIzG62NMZrWw4v1BjbQQs1Hm1WfwsKZnmSg/5mFm5UFBh1hfn7gn+C1kJ97ONU6QuxYGsJCjqT1C0w7PyOqXPdElciDLuQQco+0pRKDlQHWLarrEM2vaqgAoDB6bFN71z9ovmz/xRwdnPWdQNHLGSNA4z62teNDUxrCF53Td1zIYQQQgghhBBCCNH9JHh9olvxtPnTc44ZJD5CWDcOLaR42oCOz7pukOJSGZehEtLhrZYWbsw+GeL7QsXuTsu+/mzjPkK6wQgln8Q+A82M786WNRYlcxRTlQ0AvLdmb4dsdlVBOQBD0o8KThdvhL3LwWI3a3n3JA21t7d9AYHGGdYNpU+27K8mpDVzgUMIIYQQQgghhBBCRB0JXp/IDmyB/AVgdULuaU3u/nJ3mAM+g6wYBU9y535UGoLjr24JYTS3cKNqgTHXmL/P+2un1L5+f/4SAE6y74IRlzQJ5ncKRYHhFzPdsQuAj9bsJhBuofZ3O6yuz7we0ijz2ji86OXAGWa2c08Smw5peaAFYMuHje5y2630iXcS1HS2Fdd0UweFEEIIIYQQQgghRFeS4PWJbPmT5s/cU8HedFG/V7eYWdCndsJCjUcbm24h2amwq1Jn8b4WgrcDTzFrX1fthWWPd+jzl25dwsKDLixonDRqeLPvR6exuxkwZhYDKKYyZGHekuXHtbmaQBhvURUWRSE37YgAdf5COLDJXJQz++Tj7HQnyanPBt/8vhnEPvKuVPNvsr6woos7JYQQQgghhBBCCCG6gwSvT1R1lbDmZfP3oec1uXtfjc78PWEsCpzSr/NKhjSwqAqzBpgLI77c0sKNigrjbzB/n/83qD3YMU/ur+CjN55Cw8IodwVxmYM6ZrvtkZbHjBSznvPbX3wLQd8xb2pFfhm6YQZ77db6XVwLHi4RM/hMsDmPt8edIzkX4rPMz+f2LxvdNTjNLIGyZk9FN3RMCCGEEEIIIYQQQnQ1CV6fqFa/BKFa6DPazGY+yqubg+gGTM60EO/ogvIZmKVDFODTXS0s3AjQd6K5sF+gCr74zfE/qWHA3Dt5p2Y4ANOGpB//No/RtDHDUND5qm4Ipe8/cMzbWbyjFICRfRMO37j+dagphrg+0G/S8Xa18ygK5M40f9/wFuiHs/CHZJhZ5Kt2V3RDx4QQQgghhBBCCCFEV5Pg9YlIC8PS/5m/D7uwyd1h3eD1+oUTT8/u/KzrBubCjRZCOry+pYWFGxUFJt8GqhVWvwD53x7fky74B/mbV7LKyMNhMZiUZT++7R2H5BgHY5M1Qlh5Z/U+WPfGMW1nUX3wekRWffC6sgDWv2n+PuwiUHv4bp8+EtwpUF1k1mSvl5MSg0VV2Hqgmqq6Fj4fQgghhBBCCCGEECJq9PAolugUWz6AigKIy2w2C/eL3WGKag0yYxSGp3TtR+TM+mD5y5uDaHozCzcCJPSHUVeav8+9E+qqju3JtnwIX/2BdzSz/vPkTCtOa9dkmbdkVm4MAK9qp2K8dw8Ub2zX4yt8QTbsq8SqKuRlxJqZy98+CFrI/Fsn53RCrzuYqsLA+uzrda+DYWbh260qOSluDAPWSukQIYQQQgghhBBCiKgnwesTjWHAoofN34dfDKqlSZMXNpo1p8/M6fyFGo82Ol0l3a2wt9rg64Jwyw1HXQHJg8wg/Pv3mK+rPfYsgzdvRjfgTeu5AMzogtrebRmfYSHRAduNfiwNDoBXrmlXbe953hIMAzx94nBYLbD2FSjZCs4E8JzbiT3vYFnjwJUIFbuhYPGhmz0ZZt3r5fnl3dQxIYQQQgghhBBCCNFVJHh9otn1DRSuBEc8DDq9yd3byzUWFmrYVTilf9cHc1VF4awc83mf3dDCwo0AFhuc8lOwumDjO+YCjpEqXAkvXgZhP4sy51AYcJHqUhiR2v27g1VVOG2A+fpfsFxqBm9fuRqCtRE9/vPNxQBMyE4yX+faVwHFDPb31EUam2OxHs6+XvvKoezrYVnxACypL40ihBBCCCGEEEIIIaJX90frRNf69p/mz2EXNhvMfL4+6/rkfhZibN1TQmPWACsOC3xbqLG1TGu5YUI/OOUngALz/gQL/9V2Bva2z+G5C80FH7On8ap6HgAz+1tRuzjLvCWnZVuxKPBJ3Qj2OvNg73IzA7uNAHYwrDPfWwLAhIRamPcXwIDBp0PKoC7oeQfrO8HMGC/bBbsXAjC0TzwKsGZPBf5gK58NIYQQQgghhBBCCNHrSfD6RFKwBHbOA5sLhp7f5O7KgMGb9Qs1zh5o6+LOHRZjUw5lfT+5rpXsa4D+J8G075u/f/4rePd74K9o2i5QDZ/+Al66AoI1kDuLkok/5dN8DQU4dUDT8indJcWlMiXLgmYoPJ1xPzgTYdd8eOESqClp8XFfew9QEwgzIMFC+sJfQsgHfUbDoFO7rvMdyWKD3Pq+r34JdI1Yh5Wc1BiCms6qAikdIoQQQgghhBBCCBHNJHh9Ipn3F/PnsAvBEdvk7lc2B/GFYUSqSv/47v1onJtrRQHmbgtxoFZvvfGQs2DGT8FihzUvwsPj4JOfw/o3zQX/Pv4/+NcYWPwIKAqMvQ5O/jGvb9UJ6TAhw0KKq2ftCucPMi8evLzdTsmsv4I7FfYshcdnwY6vm33MWyv3AjCj9ktzEcu0PBh1OSg967W1S98J4EqGyj2w/QsARtSXDvlmW8uBfCGEEEIIIYQQQgjR+/XiqJZol10LYOfXZtb18Iub3B3UDJ5Zb2Y5n5/bfVnXDfrEqEzqYyGow1Pr28i+BsidCef9E9JHgL8MlvwX3roZ3r4Vlj4KvlJIGwrn/D8YczVB/XCJlDNzun+hxqPlJKhMyLBQp8GjO1LgvH9Amgeq9sILF5tZ2OvfNBdjLNnKwaWv8fWmfajoTGe1ueDh2Dlm9nJvZrFC3lnm76tfhLCfMf0SAZi3RYLXQgghhBBCCCGEENGs50XtjpPH48kCNgO/9nq9D0X4mGTgd8D5QHr94//m9Xpf66x+dinDgC9+Y/4+4lJwxDVpMndbiGKfQb84hTHpPeOaxoVDrCwr0nhxU5A7xzpIdLZRkzopB2b/BQ5uNbOUq/YCilkbu99kSM0zM6+Bj3aGD73eUWk94/Ue7TKPjZXFGs9vDHLdiEQGzv4rbHwb1r0BO74y/9V7NnQFIS5homU7SaPONjOWe0gN7+PWZxTkfwuVe2HDWwwd9R2cNhVvcTWFFX76Jrq6u4e9jt1u7+4uiGbk5OSgqj3zeCR6hyFDhqBEy7FfCNGivLy87u6CEKIL9evXD6s16kI3QggRsag6Ano8nljgbSC+HY+JAT4HxgJvAAXAZcCrHo8nzev1PtIJXe1aG9+BwhVm7eRmsq413eB/a8ws5AsH23rMie+gRAuj01TWleg8vjbAz05qusBkE4piZiineVpsohsG/1sTAOCcgT3n9R5tYILKzP4W5u/R+PW3dTx3rhtl1JUwZLYZuC5cCdX7qTRcPF9+DgAXTBwC6VEWzFVU8JwHyx6D9W9hHXwGo/omsDy/nC83F3P91Jzu7mGvMjArFbuiYexeBKoVPW04NUENt03FqiooJVtAC0DyILC5zYtdre0jWhjCdVBdBDVF5iKbyYPMv5sWAj1sbs/iMNupFijdBooVI30ohOrA6gBFQS/ejGHoWNI86IoFNVQL5fmQnAOqFaxuUFXzAlXQBylDwOGG8gJzdoU7GeL7oaPiVxwEQmFilSBWwvgMB7Wayu4yP+lxDpJjHIQ0g50llVgVhbzMRNDDuFQNFR2taBPYnASS8lCsNgK1NcS77SglmyFUh5I8EMMeA1YniqGZMz4cCVCx2yzbk5xrlmeqLsKoLoKkHBRnvFmTv6IA7G7zgpq/AlxJEKzBaXWBpmHsXmm+f2lDIVhtHrvDAbA6699DqzmromiD+f8pgzEcsezzWSms8JObFovbbmVPWS2V/hC5KU5SnED1fpTqIgxnIkrKIOo08JYEUBSFQWmxVPqDJMfYCesGcc7GszZq6kIYwJaiajAgNy2GYFjH7bBiGAaJ7nZeENE1CPmh9gBU7TM/ZylDzNfdzGLConWGvxIsVizFmyDkw0jOBUcchi0W9ThOdg1/Oag2KN4A4aBZjsriQHEnHV9/fWXm57h4g/lZSB8OioLiTj6u7eq+cvNwVbzRvCFjJIZhoB5nf4XoKXRfOYrFilq0AfQwRpoHVNtx75NtMXwVYG343gmYC4HbYzAc8Z160bXh2MaBzeaaNUk54ErCsLlRe/vswmYEwzphXWdPmZ9yX5CUWDt9E13YLCo2i1zcPhHVBEJYVIUa3UqsYmXl7jLCmsHA1BhcdgtxTht60I+iqhCoAQVzf1EUyBhpjtODPgKuNGxGAEJ1GKXbUS02lIzh5jjd6iSESoU/TILNwG5RwNCgaj/UFIMzHpIGQl2lOWbVAhiqjZDiRENld2ktfeNU4uyKOQ6uLUGJSYWkHAwUjNKd6P4KlMRsFFciutWBRQ+a47/qIojLgNjM+n19E0rQBymDwR4Djnhz7N8Kh8PBgMx0jEDNoefHnQrJA80kPkU5fOxKHWKOMx0JaEEfFlVBK9oM4TrUdA/Y3CgK6Ad3YPgrUOL7oMZnEcaCzRFl59jdwVdmngsWbQAMSB8GKOY5nBBtiJrgtcfjycYMXI9v50PvrX/M97xe73/qt/V7YDHwV4/H87rX6z3QoZ3tSiE/fP5r8/dx15llQ47y/o4wuyp10t0K07J6zsKFAFd4bKwrCfDMhiA3jbKT5j7+gdsXu8N4y3SSnQoz+vWs13u0q4faWVHk55u9Gi9uCjFnhN0cQIy42PwH/PNbP1WlIYalqOSlR2nQJzkH+oyBorWw7Akm5dzB8vxyPlq/X4LXkQr5oTwf5yf3mQuAGgYAlmEXEn/+g/DVn1HWvmqeHDbImQGz/2wGo+3uptsM1MD2L2Hen6Bky+Hb4zJhyp0w/nqoLIDSHeaJ7pe/gx1fHnpuZeLNcMpP4OOfwsa5WLT6EkGKiiXvbPTZf0XXDaz/HG725czfQel2cztz3oGNb5klgioKDj93ci6c/GPsngtQD2xEM3Q2kcMfP9/Kit3l/PL8YUzOSeE376/hm20lDV3BaVO5cEwW9587lLgNL2LZ9hk1FzzGGyv3c+WYFOKX/A3LmhchUHXoqZQBU9DO+AN6ah7WzR/Ckv+Yges5b5vv8bf/hPJ8lCtfgAMbYd5fYd+qw311JcH4G+CkO2DTXBh5Obx9i7mwLph1/IdfBKf/CrZ9bl58tDrg6z+ai5ge1ZfkU39PUvpQXluzj6cX5lNdF+bN744mdtenqAv/CiVesy1AfBb2k+5i1ISbuPGljawvrOSaSQO4cXoOH67bx5UT+xPrtBHSdKr8IX77/iY+2VBEUDPXILCoCqcNTeenZ3tYv7eCsf2TyEhwEuuIYFgRqDFnU3z1ezN42SA2HSbfBlPuMk9YRESMQDUs+H8oq16AuorDd/SbBGf+DiN9OIorsV3b1EIhVM0HX/wWZf3rEKw9fOfAmRhn/xESBqC4Etq1XT3kRwn6UD79ufmZD5sXklFUGHIWxuy/gDvFvNDTnv4GalHrKlA/uQ+8H5kn4wAWG8rQ8zFm/wXDkYBqlxNP0Ttp4SBqqBbl81+ibHjT/E4HMyiTexrG7D+hx/bF4mo6u/J4GXVVMO9PKGtfNhdAb5A9Dc78PUbKkHYfCyJ63kANLHwIZdWzZsCjQdZ4OP3XGFnjOuV5u0ttIMzbqwt5bP4O9pb7D92ek+Lme6cN5pyRmcRE8h0rokZNIMyCrSWMz07mka+2887qQnxB7dD9Uwel8Kvzh5EXH0YNVsMn98HWT8GoXy+qfhxpzP4z1lAVlndubXQOgM2NMfoqOOM3WMNBUh1uFD2EsuUL+OZvZrJIg/gsmHw7jLgEtnyIMuoy1Jp9rK2KYXz/BCwbXkdZ9LCZdNIgaSDK9HtRRlyC+u5dUFUIN32Msm81yjf/zxzT586CSx6FeX+ENa80GtsyYCqc9XtI9Zjnvy0YmJUGG99CWfgQlO08fEdiNsa0e1BGXW6uh7VvpXl7zskYZ/0BNWkgyr8mYq0tgRGXoF/4CKx4GmXJf7BU7z+8nTQPzLgPPe9MVGfHH2NPCEG/eY756X2w6T1oOOdTLZA325w970wCeX9FK6LiEq7H4/kBsB4YA3zVeusm7gKKgUcbbvB6vdXAHwE38J2O6WU3WfBPM3iUlAODz2xyd1g3+NdK8+Tx4iE2LGrPykIenGRhfIYFfxgequ/n8dANgwdXmNs5f5AVm6Vnvd6jJToVbh5lZjT+blEd3+4NN7r/64IQL2wKoSpww8goLwUx9FwzcFewhAnqNqyqwtJdZRyoruvunvV84YB5hfvxmWZgtGHQmjECzvkrynPnoyx/snHgGiB/ATxxGuxfY2ZIHylQAyuegjeubxy4BqjeD5//Cj74IcRmmAPep2ebi242PPeg02D6PfDk6ebCqg2DGDAH3d6PUR89GTUuHe3C/5p9efpscKfAdz+FRf82B+lHBq4BynZiee9ubAv/jjNlAEv9/bj86XWs2F3OzScPZHS/RK58bDHztx4OXAPUhXReX7GXCx5ZSPWI6/Bf8jTff2srV45JIfbVS7As/W/jATVAwRIsz56NsmcJ4b6Tzb5c+bwZ0H/ndjNYfN4/zQyQV65uHLgG8JfDwofM+vzDL4K5d5kD+ORc834tCOvfgKfOgryzAR2euxCW/K/ZvrhfOAfr3iU4CLK33M/z1w0ne8dLuOZ+91Dg+pCqfVg+fwDlg3t55toRWFWF/83fwb2vrubcUVl875XV+IMaFb4Q5z68gPfW7jsUuAZzxs7nm4q5/H+LGJoZz1Pf7iL/YC11IY1WBWpg3avwylWNA9cANQfgqz/Amzc1DpaKFhmBGpQXLkFZ9O/GgWuAvctRnjsf8heg+yuae3iLVM2H8tSZKCufafq32DUf5cnT4cBGdH9V8xtogRKoQXn8FFj32uHANZj7/NZPUB6bAVWF6EFfxNvUw2FU30GUx06Gze8dDlyDOftj4zsoj05H8ZdhaG18PoXoodRgLcoTp6GsfuFw4BrM79QdX6I8Pgu1bCvhuo49dhqBKpRnz0NZ9ljjwDXA7kUoT58Ne5ebGdId+rw1KK9cjfLtPxsHrgH2rUJ58WLY+rE5OyQK1AbC/OnDzfxy7oZGgWuA/FIfP3ljHf/+ahu1gXALWxDRpiYQ5j9fbWfcgGSue3IpLy0taBS4Bli8o5SthWWovoPw6Azwfnw4cA2HxpHKozOwYphrIh05+A35UFY+g/LUGShWB4oWQFn2hJlIcWTgGsws6S9+DV/9zhyTvv8DbK5YJtn3YNm7BOXDHzUOXAOU74IPfgDz/gzXz4WrX4J1r6G8c7sZuE4ZbI57X74alj7WzNh2sXn+ULCk6fGnnlFXBfP/gvL+PY0D1wAVu1E++nF90stb5oxSgPxvzTHO/rXoty+EmDQzcP3+vaifP2CexxypxIvt7ZvQlz2BVtd8P0QbApXw2Mnmml1HnvPpGmz5EB49GWqLIXT88R4RvaIieA38ANgNnAK8EOmDPB7PIKAvsMDr9R59RvN1/c+ZHdHBblGyFb590Pz9pDvNK1tHeW1LiF2VOn1iFE7poVnI3xlmQ1Xglc0htpQe34nne9vDbC41s65Pz+4d2QtT+1o5N9dKSIebPvbx2JoAuyrNWuB3fe5HN+DSPBvZ8dGyO7fAGQ9DzMUb3Sv+y5isGAwDPli7v40HCnQNXvtO42ARwLR74Ju/m9MLW6IF4dXvmNMHj+QrNQPUrdnygVnq4u1bIXRUMGrGj+Gjn5iD4ZYEqlBfvw5l+AVmiQEtaGZrlu2EVc+1+tTKoodRfKW8tuYgmm5gt6jcdkouP3h1Df5WAqx7yvz88t2N7CgLce7QRJxLHmoadD6SrmF567tY0vPMzGl3kpkZDZA4wAzSf/DDxicLR9u9ENa+AgNOgiWPmlnrR6reD/vXwaJH2uhLGMfbN3HpuCxO86SR6/Zhn/e7ltsD6oY3Yec8Hjh3KABLdpbx9qq9TMxOZn+lnx+/vobiqpYHklV1YX702lpun5nLnS+uRG/tdYJ5geSjn7TeZuun5t9Zk5P01uh1VbDwX7B3eSuNNJS3b0Vp5vu/JYavHD57oOkFjyOFAyivz0GxtGe7ZSjvfc9cv6AlgWpzu0eefLdBCdeivHlj0wDXkWoPorx9i1mGR4heRveVo3z8k6aBmSOF/CivzaEjK0sY/gr4+s9QtK6VzoVR3rzJnO7fUc/bcHE8f0ErjQzzeELPTkKJ1PrCSl5aVtBqm0fn7yS/VC7sngjCYZ0F20rw9InjX19uZduBmmbbWVW4YGQqyuvXNw38Hql6P7x3tzm7rTkHt8HKp1F8ZYfHsC1Z/ybsWw0xabD5fZT8BShZ482ygS1Z+qgZrE7MhgX/OHz71LvNse3+NS0/Vg/DW981Z2g12/etKIvbqPK64ikzYeK0Bw7fpoVQ3rgBxRkL174FO74yx8StsH71W/SaEsJhGZ+2i78M5t5plohpSV0lvH496MGW24gTXrREu24Hxnq93kXtfNyg+p87jr7D6/UWAXVA71wRRdfMg4QeMgN+GSOaNKkJHs5Cvmpoz8u6btA3TuWMbCu6AQ98W9d2cKQFNUGDvyw1s0ev8NjMel69xLXDbcweaAaw/7w0wKmv1vLAgjr8YTh1gIVLh/SOQPxxGzDFnEXgL2eGthSA11fswTjGz8QJwTDMKYI1R1U/cifD4DPMDMi2+MvNshV6fUCpfipvm4ZdaC6eenR2dNpQiO9rZmK3pcSLcXA7zKgPeI65GhY+2PbjAGXhg9w0KRWA2SP7sG5vBYUV/jYeBZ9sLCI93sn5ozOxrmk9SA5AsAZt3Zvopz0Ay548fPuEm2D1i40zDFqy4hkYd60ZxB5xSeOyGfZY6D+5zYB9Q1/Y8DY/PyuHmGX/brs9YF38L871HJ6O+dLSAq6Z3B9VUViw/WCbj/cWV1NUVcegtFhWF1S00jcfLP5P64H8BoseMet5ixYpqsXMjG5LyA+rX4o8m9liRVn/Rtvtag/C9i/QIz2J0zXY9lnb7Q5ugwObItsmmCdDha1c1Gmwe1HT7HQhegFFVc1p1m2pKjQ/5x3FYkNZ81Lb7QJVsOFt9KMvkB8rRTGzP9uihWD5kxh1zQf2eouquhD/m9fkVLRZ//16B9V1oU7ukehutSGN15fv5eQhqcxd3XKSx92nDkE5uLXpDMjmbP/CDAAPPa/Zu5WkHPOCeCSWPwGTboHlT8LYa2DLRzDmmtYfs/DhxmvoOOLM84SIjjHVsOEtc+2NIxi+MpRI+7zwYXN8fSR/OWz5ECN5IOqiyLZjWfxw49kvom2hOtj5ddvtije2fpFWnPCiIuLl9Xo/PcaHptT/rGjh/irguIup+f1+Nm9uJbOxE6Rsepb0whWEHYnsyzgTo2B3kzb/2+LioN9JdoxGjlpKcXHHPHcoZA6qijtqg8CsZFhcGMOKInhwQTGX57R/gPzIZhdFtU4GxGh47B33eht0xus+0uw0GGCzMK/IzoE6lWSHzvS0EONTwhzopqrsnf2am2PJnEVK1UtMKJlLrGUoW4qqeXfBGjxpXVfve9iwYa3e3x37fEuyUhNI2NzMSW/6CDPT4ehSIS3Z/B5V6ZMpPFjJ4P4Z2LZ/GcGTj4Ptnze9ve/4xuVL2mDZ8h7GoNNR5gOZY2FHBAMggO1fMuKchwEY3S+Bb7a2HYgFCGkGy3aVcVpmqPVsziNYt32EMfIiczHVBn3Hw7y/RNbXyj3mINoeU18jfMjhTJTUPHORywinR7t2fEz2sPNQd0ZYRWvPMmwOB06rSl1Yp7DCT0gz+Hb7wUj/RHyz9SCj+iXw6cYihqe7KCpsmkE2qG8q9uY+D805sAldC7F961a0HlLqobX9vqv3+cGDB2OtLDRL0kRA2fYpjLyMzTuajgWOlJeXh7pvTcQnZor3I8iZweZtrX8HDBo0CNvOrxpPZ25tu5vfR88YjXfHrlbbDRw4EMeWDyPaJgBbPsI/9iby8/Mjf0wX8PvN97unfG8IU0/Y5/Py8lB3L47sIijmPqn1O4mt+YXH9bxDhgzBcnCrmQ0XyfNu/QTyzmHznuMLPOTm5mL3l5nfiZE877bPMCbcyObNLbfv6fvXoCF5LNgW2bH8m60lqBid+lp6+vvVmXrCPg+QOySPoKaxbm9lq7MFp+Umomx5JbKNGoYZwM472yzTcLTMsfDp/ZFtq2CJuRhi+S5zu4XLIXt664/Z8aW5AHmD1Dw46I14bIv3Y8KDz2Zb4eFx+dDBOY3H3a0+/1dm6cGjKNs+xxh2AexdEdFm1O1fwBm/Y9euXdTV9ewki56wL2dnZ+Pa9jlKhCcUxub3CCZ72Lmz9fHf8TjyfWnrnF70LNGSeX2sGpapbikSGgB63Qp4roPrSNtgZiyUeq7FaKjvdIQd1Spv5DtQMLgsu67RhdCeyG2FK+oD1o95Xeyobt9Hd22ZlTfzHagYXJ5dRw9NMm/T8ESNu4b6+c3YWu4Z5mdCarjH/+06muZIpKrvLKyKzkzMgcbcze2ru3oiUTCalgsBsNiav70lWujQZ01RFNAieKzF1iRLAgDVFtnjDz13EEOtv9aqqBEHwNCCWOqnMlstaqOazW0JaXrTUimtPlfI7NuRr0u1tvN1hsz3TAuaPxtYrM2/j61sR1Fo399X13DbD1/P1nSDYDjy1x8M69gsKsGwTovvsqK0q0+GFjI/a6KJiPfBBlow8tn17cl4DwcjugilKErTuvmt0QJgtJ3RrShKO/tbJ58p0fu06zMeiPw7MpJtRUoLgnL8s+DMY1v7vu+igR7hWxfUdFT1RD99j242mw1NN7Cp5piqNQ5Fb99YIBwAi6P5+yzWdo4bw/Xj+fpxgLWF7TbQgo1Lf7R0jtDK45t8fx897m6rv82VHjE0c2ZYO/qBomBpR9m0E1l7x2mKFkJpz/mXOKFEReb1cWhILWpppTsHcNzFxVwuV9dd1akugo9+bR6IR1xKxrhzmjQJ6wbfn1uLZuickW1l0qC0Du1CQxZuRkZGh273zAzYWRdg3h6N365LZO4lMSQ52x7AHajV+eP8WgwMLhnS8a+3QWe97p6s215zejpoZczeu4SPmcSC/Br+cOUk+iU1vVDTHbp0n2+LFoI+o8zpdkeqKjSzHiKVPoy4xBSGpWaZmVipntZrl4FZzzrN08zthU2n7rUinD4Ka3X9tMnaA+aChpFMK0vNo6zSrHFbVOlncHpsxM+ZmxaLGkPEwXI91YMSqjPfl4YSLVX7zP+PpKSB1WGWUqkpMV/fkYvFVO2HlNyI+6Kl5lEbUkhM80SWmRubDopKmc88iXBYVeKcVganR77i9+D0WNbuqWBonzgSYpykNPf5r6s0Pw+R/O2cCViccQwZkh5xH7pTd+zzRuIA8wKJ3naQ10jNw1CsEfXRSBsaeR/Sh4LVGdl2+4yMfLsZI1Fs7gi3Ozri7dJnNE5nZP3tSg1ZUT2tX6JlXbnPG+nD29fW1jF9M5IHmRcdI7hAZaR5wOLomOeNyzDXy4gk4JE6BBS11eft6ftXbSBMdoqb3aVtl3YanB5LWDc69bX09Peru3TlPu8PadSFNAalxbTarqBKY0zGyMgrv2eMMDOgm9MwZo+k9FBsRn3w2mpmM8dmtL6eBZjnHEeuf1O1H1IGRZ6UkubBYm/8NzD89ecjRy8A3pyUQU3X3wGMpBxzXbCYtMjGzKl5YGgMGDCg7bbdrMfsy+0Y/5ExErszRo5xolkn+qXbhnkqLZUGiQc6dvnszhSshVeuMYMeGSNh/PXNNnt4ZYB1JTqpLoXvDLc126anummUnex4hd1VBjd97Kcq0PqAujJgcNMnPop9BkOTVS7J612vV7RAUWD4RaQmxjNV2YhmwH++iKDe24nIYoMJN5oDzCOVeM0acjknt70NRTUXeWnIqnDEm4ustGXd62YNPOtRE1h2zoO0PEga2PY2HHFYRlwIX/7e/P81r8KkFhacOYo+5U6eX2kOROeu3sfFY7NwWNv+2hueGU9qjJ3txdWHFglt05S7UbZ9Zr7XDda+0vj/W33Si81V1QecZJYNOfIkoHIPVO6DIWdGtCn/hDt5cU05tePviKi9NuG7bCk6vJDdeaMzWbTzIMOz4umX5Grz8fFOK2cMS+fzTUVcPqEf1payUZwJMPX7EfWJsdd2XPZgtNI18DS9QN2sqd9DdSdF1tYRB/1ParudaoFJt6A4Wj+5PiTVY548tsUeCyMvM+v8RmLQqc1OBW4irg9kT41sm0L0JHF9IHNM2+0sdhg/B4utjQzISKkWyD2t7XaKAlPuQnHGt902EuEgjLg4oqbG1O+huJM75nm7id2qcsO0nIjafvfkgbjtkvEZ7TRNZ3JuMoGwzqSclr+7//H5Vhh+kfm93ZakgWbweuHDzd+fvwim3BVZByfcAGtfhdFXmmtZNKzZ0prJt0HdETNlK3aba+IMPj2y55xyd5PXadicGJNvjezxk25rmkyiqHDSHSghP/qEmyLaTGDyXYTUnpEs1WtkjjEXsW+LM6HFmuxCgASvt9b/bBJB8Xg8mZglQ7xd2qNjFQ6YK7TuW2Ve/Zx5X9NgFfDNnjD/XhVEAe4ca8dl7V3TZ+0WhZ9NdpDqUlhzQOPK92rJr2w+wLGnWueq92rZeFCnT4zCvRMdWHtrvRDRlMUG4+ZwqXsNKjqvrSxkW2FkNY1POKrVHPQdbdljcOovGpeoaM6kWxtPB1QUyJkBfSe0/dyGDtPuaXybHjYXKDz9V20+XJt5P1p5gVlXD8zpgeO+Y2YntyZ9GMqwC/DV1wosqqpj2a5ybj2l9cepCvzyvKFghPnfkgPUzvot2FoP4Oqjr8GwueDjn5oXA/qON+/Y+TW4ktoOMDriYcaPYeWz5rF72WPNPQuc9qs2+6KNuYb9ATv/+XoH+sCZkDW+9eeOz0KZcid/+cx8f+McVu6aNZhXlhag6wa/Or/tjL/vnTaEzzYV852TstHaytDLGtf2BZOYVHOBTnuEQdETlOJOxjjjt9BMabAjGSMvMzOKImTYYjHO/mOzY4hG7Sbf1vwU3JbaKyrGWX+krVpXxik/bVcpAEPXMSI4lhhn/FYW9xW9kmFxmvuO2nrQ0ph2D0ak9ScioLiTMc76fZvlAIyxc9o8DrX7eU/7pfnd2Jq82Wbd3V7OZlG5amJ/slNafw/zMmI5Z2QfLFI2JOrFOm3cfHIu76zay0/O8mCzNP+9ubvUR2FZNcbM+9re6Fm/hz3Lm5/RoFoxBp4Cg04zx2mtie8LE79rzuicdg9G9X7wlZqL7bUkNQ9GXQm2GHM2aINlj8Os+5smuRxt7LXgaDp7UrU6YNQV5kLwrUnOhXHXweeNxwrGhJvMi37v3o0y9XsQn9X6dvqOxzZ4Fg5HS5P2RfNUOOsPbTebdX/UlIISneOE/vbzer0FQAFwssfjOfq9mFX/c3GXdupYBH3w2hxzEQZHPJzxW3AlNmm2vVzje1/4MIBL86wMT+2dV+6TXSq/muYgM0ZhS5nOOW/W8LeldWwt0/CFDHZUaDy0IsDZr9ewpUwnM0bhF1McJDokcB11nPFkTb6M06zr0VH5xZPvoPt6z2SJLuOIg1n/Z2a9HhlsWvuqGRS+6mUzyHq0hozrM37dNKvD7oY5c2HgzOafM3UI3PK5Of1w9BVw8o8aB8MWPmQ+54WPNB+ktNjQTvs1ythrsL50mdmXSbfA+BvMLOw5c6GlcgH9JmLc+BHG+rf4+al9uXJCFooCv3x3A5eM68udMwdhaeZCVqzDyuPXjWVMikby3i+ZMyGNz/Zaqf3Oe2ZAtcn7o6CPnYNy3t+xfPU7c5G7t2+Fq16CgaeYU63fuBHOf7DlMinxWTDnbfP4Pf1e2Lus8UI6Nrf5HoUDZjmoGz5otS+c+3f+/OVe/CGN21/dRO3Vb5kXGpqTmod+8xe8v6mK+dsO0ifeyQs3T2ae9wA/OCMPt93K9MGpPHjVWFy2pt8XdovKj8/K4+TBKZRUB7h1Ri4JrjYG9HY3XPNqyxntSQPh5i+gozL4opwRk4Zx44dm6Zfm7h99FVzwcLsyIlWrFVLyMK59o/HiSg0UFeOkO+DUB1CaO260tF27G7KnYVz6RIv7vHHqL2DSzSjNjGFa3K4zDkZcijH7r80H2axOjPMeBM85qM2c/ArR06k2O0af0RhXvth8QFe1YEz/AZz8A1R3Ysc+eXw/jDnvNj+7QVEwxl8Ps//crn02Io4EjO9+0mIwyRh+McZlT6FEknHaC7hsFt6+cxojspo/Vo/rn8jrt09t9rtYRCeHVeGWGblU+kM8et0EElxNE01UBd5YX2nOtj79V80no9jcGJc8htF/ihkvOJozAeM7r0PKYDRdN8fXLSUZpHnghvdgyaNwwcPoResJjLsZIznXXPCxOVnj4aaPYflTMPc2+M5rMKB+FtSmd2HfavjO6y2ObRl3PZzzNzMrtxmKxYlx00ctJ9RkjoHvfgqrX4CidfUPUjEm3QJn/g7ls1+C9yOUg16Mm79ouaTiwFPQr5uLppzoVXePgd0NubPgov82f6HTYoczfgNjv9NsDEuIBkq0ZaF4PJ4bgWeAH3q93ociaP8H4BfAvV6v9+H62+Iwg9a5QLbX641sCehmrFy5cqXb7R7faTV1ag7Aa9fBnqVmcOmsPzabkbinWufq92oprDGYmGHhh5PsqJ20aFFX1UGuCRo8vT7I4n0tF/WfnGnh1tF2Yu2dH7iWmtfdp6b8AD9ZqFBpxPDLpM+5+bYfQFJOZz5lix+oTt/nj0egGj1Uh7LiKZTiDaDaCAyajWXYbFTVirLtE5QtH5qLkaQNg5NuN4NBrZ0cBqrNUkVLHzN/OhPMQXTGKDPDunq/GQDzl5knv6tfhP1rzEB27mkw7AIM1QIb3kLZOQ8MHa3vRNQJN6IFarEu+Jv5uEk3g9WFUbIFZeUzkOrBGD8HKvaY/+8vM7NLx1+PnpJHeciGHqghTg0Q0nT8ljieXbqPAzVBrpuSQ/8kF68sK2B9YRVWVeHUvGTOHd0P9BD2ja9h3TWPumGXow86nT2lteQkOzF2fInT+y6EA2YN4cm3YdjcWPzlYHNC6XbzgkBsGky8GSNQDcufRFFUmHw7hsUGyx5HKd9lDt6GXwjZJ0N5PqQOwdA1WPUcyt4VZrA+ezqMutycVpmca77X9lgMixW2fYay+f1DfdEn3UZRnYWvd/qYPSqTPWU+Xlm2h9RYO7dPySA2cADLiscP/Y20cdej9BnN/J1VzF1bxDkj+3DSwBT2VvgYlGYG+BoWcPQFwxgGzF1dyMIdB9ENGNMvgSsm9OdAdR1ZiS4URWn2xKrVz01tiXkCVLXX/IyNvdY8+bA62sz67SbN7vfdvc9r/mpUiwW2f4myeS6E6swTySl3gs19zEElw19pLuC0+X2UrZ+CHsJIGwYn3QaqtV2B68bbLTcXeVr/Osqub0DXMLLGmZlcGMe8Xd1fYe5rq55H2bvMfK7+U2H8dRi6htqDT4ik/mKP1aP2ec1fae7rG95B2fGVuU9mjITJt2Jg6fjAdT3dX4liscLW+jFC/feOOUZwdnzguuF5AzXmYl+7vkHZ+DYEfRiJ2TDlDnAkoLhaqvrYWG/ZvwzDwBfU2FFSw4tLCqjwBUmJtXP91BwGJLuJcXTN92Jveb86SY/a54NhnZCmU1IdIMlt5/PNRczzlhDSDDx94rhhajZ2q0qsEoBwAEW1wMpnzPIYioqRMwNlzNXowVoMqxMjHIQVT2I9sBFUG4bnHLNMQzhAEAsh7MTYzEVTlcq9sPxJqCkyx/Gjr4T04VC5DyMpGzDQVStL9wap8gc5a0gcSulWlJXPmpnY7lSMiTdB8iCUnV/DutfRkwZiTLsX1eaAyj0oy580Yxmjr8AYdDrs/Bpl41wzYSN1SP0xxtVmQLO6uppYO1C6wzwnqC0BdwrG+BvMgHtFAcqCf5gLwKfmwUl3mAFTixPN+zFWrzme1s/4LUp8Jvq+dVjWPA91lehxmegTb0VN6ItudWG19sjxabN63L7srzDH92tfgfxvzdm5fSfAxJvM349x/NdeR70vkt3Yi5xQwWuPx/MbAK/X+5sjbosHVgBDgLeBHcBlmIHr73u93keOpz+d+mWXv9DM8qsqNIM2Z/y22XpC28s1bvjIR2GNwZAklV9MceDoxHIhXR3Q3Fqm8cXuMJtLdSoDBrF2haHJKmdkd212eU8J5HalnvSal+dX8M/1dqyEeSn2YU669B6zDlzn6J3Ba2DHjh0kxrlJiY9BB4Kqk5Cu4LRZsClAsMZsaHW0vXL4kYJ+0IOgWBpP7QvVgV4/Bcyo/0/DAnOqFUPXMFQrhmJBDwcBA9XmRLHYoK7KPHFVVQzdQFFVFKsTI1gDho6u2glbXFg0P1Z0c/OKArqObo8lEAqjo2AnjE3RCRhWArqCgkGM3YamawTqy4q4HTYsegjCATSro74vmM+nWvEHQ9isVqyaH8XQwWJDBRRDQ7G7MYLVoFjB0FEUBd0Aw+JA10JmcE5R0axuVC2A1QihYKCoVjP4YHGghUOoNheKHkLRAubrUMzF+AyrHUXXMRRA19AtDgyLDUugGjAwrE4sjhgqauvQDbO8UqzLgc/nJ2yAoqpYLRYsWh2qHsZQFGx2N7Vhg6BmPpVNVQjpBnEOKxZL85OywpqOP6ShGwaqoqDrOnarFdfx1N8M+etXbrc0OyW0h+lRJ7VH03Ud/OVmxr/VYWYkd8R2w0GUQH2dSosTxdkxfyc9HEAJ1Ndat7lR7B1TdkAP1kGoFlDA7ka1tTEduQfocSeYokGP3Oe1cAACtYABVhcWR9fUX9U1DaWu4tAxRumgY0ybz6vrKP4KM7hhtbe7tnZv3L98wTBh3cCmKrjsXRss643vVwfqkfs8QHltEIsKmg5Wi4LdquKwNh5/GYFqc6ytBQAFw+5GD4UwDHPsqFrt6KEgqh5AVUCxOlB0Dd3mRtHD+IJhUG04rQoYYVQtgKJrZkKFxWaO1yw2FMUCdjeBYBBVUakLhQjr5mfVrtWi6iEzSOlKNMfkdVXouoFusaHanFj1IKgWtHAItACKoprJIBarubg3hllKJMLycUd+Zg1/hTl2Vi3gSMQXDOO0gBqsrt+uo9EsLF3T0AI1KIYBNidWuzlmCPsrMTQNVBs2d++c4dFj9+VQAILVNIzT2iqJ2NEkeN179Z5LRx3j1/U/f9Nwg9frrfJ4PDOAPwEXALOBLcA1Xq/31S7vYST8FfD1n8w6URhmhuSp9zd7terTXSF+Ms9PdRDyklT+76TODVx3h7xkC3nJMo3uRDcpJ5Fzq3x8tNvKzTV38MKrv2XciDfh7D9GtkjECSIYDHKgNEhKeiYqZmH/RqGdYy3XYHcBzQw+bE2eoRGFw6OGJifgMcmN2h363Wrebqn/B7YmbSyA29o4E/jonliwYW8Un7eDI8bc7lGL0NlstsNtmnsdrsYLRjWEfy1NXnvTr10FUB0tDzKVo34eCi1bGz9nYkzj53K7j/57NA46xlihPVWlrRaVuBYC28fM5uryQWu0UlWVzQUHgI49UVGtdrA2M533uLfbzgtkkW7X7gR7zw9YC3GsLFYHm7ftBLo2KKFaLBATweKoHf28qtpoPHAicHdxwFr0fEUFO4DW9/nDZXTMnwqgHj3GslqBxuNtC4DFQmyjxV5tNDuuP4LDbo6JbbYjP69HzYhQVVR34lG1as32FquDo8emHOcCrA0zQRrGzLHO+vG7rfntqhYLqrvpLA5rhDM7xDGwOcx/QrRT1H0zer3eZ4FnW7iv2ait1+stBm7uvF51EH8FrHgaFj1sZlcpKoy8EsZe02SK9YFanb8sDfD2NjPjcXKmhbvG2qMucC3Eka4d5aI0GGTpfjfXBB/grxue4KKtE2HCjTD1bkjK7u4uCiGEEEIIIYQQQogIRV3wOuqEA5C/ADa8DRvfgZDPvD1jpLmQ2lH1rXdUaLy4McSrW4L4w2BT4eqhNs7JtZrT74WIYqqi8L3xdpzrgszf4+De0PeI52+cuuwxc6bC4NNh5OWQd/ZxX9kXQgghhBBCCCGEEJ1Lgtc9TekOOLAJitbDnmXmQowNAWswV8wdcRlkjcMASnw6Gw9qrCjSmLcnzMaD+qGmEzMsfGe4jczYDp7mLUQPZlUVbh9jB4LM36OxwfM9TtVfMi8Cbf/C/IcCmaOh/0nmPpU2DFJyu2yhCCGEEEIIIYQQQgjRtqhbsLGnWblyZamiKMkuV9s1PRN3zCVzxV+avS/kzqA2YxIhVzoAu+vczNkyGb/e9PqDQ9GYlXiA/g7/8XX+GGm6GUC3qCdW0PxEfN09+TW/W5pFScjJHZk7uDlzF2q4lpgDq3BWbGvxMcVj76XMc02b2/b5fC9PmDDh2ubua88+3x38fvO40FP7dyKTv03P1tJ+35P2efkM9U7yd+uZevI+L5+ZyMl71T4n8vsl+3zvJO9N8+R9ad6R70tr5/Si55HM685XZRgGPp8vv62GqSUb+wIZzd1n8xWTuOuDQ/+/WJuKX5/W7HYChoVPyzOPrbdCRJnEkqWklX/QdkPAsW9pua//RbuO8ykj3ue7k8/na7uR6Bbyt+l1etw+L5+h3kn+br1Gj9nn5TMTOXmv2kfer0Zkn+8F5L1pnrwvzZP3pfeRzGshhBBCCCGEEEIIIYQQPU7Pm+svhBBCCCGEEEIIIYQQ4oQnwWshhBBCCCGEEEIIIYQQPY4Er4UQQgghhBBCCCGEEEL0OBK8FkIIIYQQQgghhBBCCNHjSPBaCCGEEEIIIYQQQgghRI8jwetOtnLlypdWrlz5Unf3QwjRNWSfF+LEIvu8ECcW2eeFOLHIPi+EEN3P2t0dOAEMdbvd44HvdHdHusrmzZsBGDZsWDf3pGudiK/7RHzN9ZRW7uvR+/wJ/Dfr8eRv0+O1tN/3mH1ePkO9k/zdeqweu8/LZyZy8l61zwn+fsk+3wvJe9M8eV+ad9T70to5vehhJPNaCCGEEEIIIYQQQgghRI8jwWshhBBCCCGEEEIIIYQQPY4Er4UQQgghhBBCCCGEEEL0OBK8FkIIIYQQQgghhBBCCNHjRPWCjR6PJwX4A3AhkAbsA14HfuP1en1HtLMC3wduBQYC+4FngL94vd5QV/e7t4uLi8MwjO7uhhBCCHFCiY2NRVFk7Rkhop3s60IIIYQ4kURt8Nrj8cQC3wJDga+Bl4HpwE+B6R6PZ6bX6w3XN/8PcFt9+/fq2/0OGANc3sVd7510DUJ+qNpLZuU2sLkgkAgo4Ijt7t4JIYQQ0StQA0BWnReCPrDXQEI/sDrBErVDPSFOPHVVYGhk+TaBFoJyDdxJYIsFVSbUCnHCMgwIVJv/itaDokDfiWCxgTO+u3snhBDHLZrPaG7HDFz/y+v1/gDA4/EowAvAtfX/nvN4PNMwA9dvAld6vV6jvt2zwPUej+d8r9f7QTf0v/cI1sCeZfDZA1C8EUvD7VYnjLwcZv8ZHHHml6gQQgghOoZhQLAaPv0FrH8DS8h/+L70YXDm7yF7KtjlIrIQvZoWhroK+PBHsOVDLHr48H39JsK5f4dUD9jd3dZFIUQ3CfmhfLd5fNi98PDtigpDzoTz/wXuFLDau6+PQghxnKL5Ev2k+p9PN9zg9XoN4Mn6/51S//Pu+p+/rb+/od3PAQO4pfO72osFa2HrZ/DipVC8sfF94TpY8yI8fZYZ4BZCCCFExwnWwNPnwKrnzZPXIx3YDC9fAZs/NL+rhRC9V10FPHYKbHoXjgxcA+xdAU+dCfvXQKiuO3onhOguWggOboMnZjUOXAMYOmz9FB6dDrUl3dI9IYToKNEcvC6t/5l91O196382HMFPAQ56vd4NRzbyer37gK3AzE7rYTQwdJh7p5n91ZIDm2Hen82pzEIIIYQ4fiEfLPgHFG9ouY1hwHvfaxrsEkL0HnVV8MEPoaqw5TZaCN64wRyXCyFOHFrQ3PePvoB9JF+peb5eV9V1/RJCiA4WzcHrp4Eg8KDH45nu8XjcHo9nFvBXoBJ42uPxOIB+wI4WtpEPJHo8nrQu6G/vEw7CmpfMDOu2rH4RM5FdCCGEEMfNAFY+23Y7LQirXjC/s4UQvY+hgffDttvVHID8Ba0nlAghokvxRijb2Xa7XfNlJrQQoleL2prXXq93pcfjORN4BXMhxgYFwHSv15vv8Xgy62+raGEzlfU/Ezicqd1ufr+fzZs3H+vDe6wB6QnEbP8issZ1lWiluyioi6GuLjqnNPr95hXvaPxbt+REfM0Aw4YNa/X+nrzPn6h/s95A/jY9W2v7fVfv8w6Hg+zYEBZ/eWQP2P4FtZ5LKThQ2XZb0eVk3++ZesI+HxsbS1btRiy6FtkDvB9RnjiKolLZ1xvI/tU+J/L71RP2+daeHxr/XVJTkknbEsGFrXrajq8pzjiVysroOj6cyJ/Z1sj70rwj35e2zulFzxK1wWuPx5MO/AnIBN7HLAEyAZgFPObxeM4HbPXNAy1spuF2Z+f1tJfT2jEVWaYtCyGOU0gz+MBbxfK9PjJirVw8PIHsRFmARpxYFEUxywRESg/JmslC9EKKooDenn09LPu6ECcIBaNd59eKFjSPKUII0QtFbfAaeBmYDlzl9Xpfb7jR4/H8EPgn8DiHF2tsKfLhqP95XCsduVyu6LyqE/JDn5Gw8+u226pWLCkDGehM6Px+dZOGq5pR+bduwYn4miPRk/f53vw3C2s697y6mo/Wlx667dsCP49fP4Fpg1K7sWcdozf/bU503bLPB6rBYossiJ0xEndsIsOSszq/X6LdZN/vfbp0ny9rR/A6cyyJKRkkpsm+3kD2r/aR96t53T22b/Hv0ndixNtQ+44nMzOTzMzMthv3IvKZbZ68L82T96X3isqa1x6Ppx9wOvDNkYFrAK/X+yCwCbgMsya2jlkWpDkNt0fX3JqOYnPBlLuJKMVj6HmAXOkVQhy75xbv5qP1RbhsFu6aNYiTBiZTEwhz90urKKqMznJEQrTMgGEXRtZ02vfB7u7c7gghOoc7FfpOaLud1QljrgbV0vl9EkL0DHlngzOx7XapeZAyqNO7I4QQnSUqg9dA//qfLRX42YT52jOB3cDAFtoNBEq8Xm9Zx3YvijhiYeItbbSJg7P+AM74rumTECLqVPpCPPzlNgDuOnUQM4akcc/pQxjdL4FyX4hfvLO+m3soRBdzxMOZv4e2ZjSNv6HtNkKInsseA+f+w5xp0ZpT70cSRYQ4AZ31h9bvV1Q49/+BxdF6OyGE6MGiNXhdXP8zr4X7hwAGcABzMcc+Ho+nUVuPx5NV//glndXJqOCIgzN/C1O/B2ozVWgSs+HmzyE2vev7JoSIGi8vK6DSH2J4ZjwTBiQBoCoKd8wchNOm8uWWAyzdWdrGVoSIMjGpcPMXkNTMNXjVApNvh9l/Nr+rhRC9k6pCmgfmvAsxaU3vtzrhzN/BpJvNpBIhxInD7oYRl8D5D5kXuo7mSoJrXoV+k9q+ACaEED1YVNa89nq9Oz0ez0pglsfjucjr9b7bcJ/H47kZGAN84vV6yzwez/PAHOBPHo/nSq/Xq3s8HgX4c/1DHu/yF9Db2GNg1n1wyk9g1fNQssUcSI+8DLLGgcUuX5ZCiGNmGAZvrNwDwHmjMxstNpPktnP+6CzeXLmXf3y+lddvn9pd3RSi61kdkDwQ7lwI+9fC+jch7DenB0+40byo3NzJrBCid7G7zdIh966DXfNh6ydmvfuscWapEBSwS+BaiBOSIxZGXwmjr4ANb8OepWa29aDTYchZZolPm6u7eymEEMclKoPX9W4G5gFvezye9wEvMBqYDewH7gLwer1feDye14CrgMUej+drYBowA3gT+LDru94LNWR1TbmbirIDGCgkpUXXYhBCiO6xqqCCnSW1JLpsjOmX2OT+c0dm8uG6/SzbVcaGwkpG9pUSCeIEYrGZ/7KnUe4eiIpBQnKaXDQWItrYnObPvNmUJ41BUSAxJUNqXAshDl+oHnutmUCGYiaTqdE60V4IcaKJ2qOZ1+tdC0wEXgROAn4EjMLMpJ7g9Xp3HdF8DvArIBX4AdCn/v+v83q9Rhd2u/ezWNl/sJKigxXd3RMhRJT4dGMRANMGp2JRm9bzdNktnDrULE309MJdTe4X4kRRdLCCfQcrJXAtRDRTFIpKK9l/sFIC10KIxlSLGci2uyVwLYSIKtGceY3X690B3BBBuxDw+/p/QgghepB53gMAjB+Q2GKbs4Zn8NH6/Xy0fj+/uXAE8U4J3gkhhBBCCCGEEL2dXI4TQgjRY+2r8LO1uAanTcWT0fKicxnxToZnxlMX0vlw3f4u7KEQQgghhBBCCCE6iwSvhRBC9FjfbC0BYGRWAlZL619Zp+SlAfDWyr2d3i8hhBBCCCGEEEJ0PgleCyGOmcvlIiYmpru7IaLYit3lAIzIim+z7eScZGwWhRW7yymqrOvsrgnR47jdbjkmC3ECkH1dCCGEECcSCV4LIdqtLqThD2pUqPEUBJzkH6ylJhBG0/Xu7pqIMqvqg9dDWikZ0sBltzC2fyIAH2+Q0iHixOELhvEFwxw0YikIOCks91FTF0LXZc1pIaJJTSBMTSBMsRbD3oCLkuoAVf5Qd3dLCNHJnE4nyemZ1ATCrNxdxtKdpRyorqO6TvZ/IcSJIaoXbBRCdLzaQJgnFuzkhcW7Ka0NHrp9aJ84fnq2hym5KcQ45NAijl9ZbZCdB2uxW1SyU9wRPeakgSkszy/n4/VF3DR9YCf3UIjuVxsI89AXW3lt+R6q6sKHbh/bP5H7zx3GyKx43HJMFqJX03WD6roQf/hoM++t2UcgbCYLKApMH5TKry8YTr8kNy67pZt7KoToaJpukJiexV8+9vLu2kLqQoeThaYNSuHXF4xgQLLs/0KI6CaZ10KIiPkCYe5+eRUPfbGtUeAaYEtRNTc/t4J3VhdSGwi3sAUhIteQdT0oPQarGtnX1bgBiVhUhRW7yyg/6jMqRLSpDYS57smlPLFgV6PANcCaPRVc/fhivt1+EF9QjslC9GZVdSEu/M9C3lix91DgGsAw4NvtB7ngkW/ZfqCGYFjrxl4KITpDTSDMpf9bzGsr9jQKXAMs2lHKhY98y5aiKgKy/wshopgEr4UQEQlrOu+t3cc8b0mr7X717gZ8QRk8ieO3dm8FAIPTYiN+jNtuZXhmPLoBX3sPdFLPhOh+dSGNx7/Zyeo9FS220Q2459XVSPUQIXqvmrowv3p3I7tLfS22qQvp3Pr8CjTZ2YWIKjV1YX77/kZ2HaxtsU0grHPbCyulVJgQIqpJ8FoIEZFAWOeJBbvabKcb8NS3u/BLAFscp037qgAYmNq+RanGD0gC4IvNxR3eJyF6CsOAl5bubrNdXUjnrZV7CIVlTQIheiPdMCJax6Goqu7QIsdCiGhh8OG6tvf/kuoAS3aWYRgSwBZCRCcJXgshIhLSdHaU1ETUdp73AEFNAiXi+Gzabwavs1PaG7xOBGDBtoOE5XMootT+Sj8HayIrjfPF5gP4QnJBUYjeaFVBOSEtsoDUx+uL8EuZICGixtq9lY1KBbXmow378ct3vRAiSknwWggRkXA7pqKFNB2lE/siol9ZbZD9lXU4rCp94p3temx6vJM+8U6q68KHSo8IEW0iDWaZbXVAsrGE6I2C7Zg1EdJ02dOFiCLt2v/DhpQJE0JELQleCyEiEuuwEuuwRtR2UDtqFAvRnM31WdcDkt2oavsvhYzulwDA/K0HO7RfQvQUWYlOrBHuG4PTYrFZZMgnRG80OD3yMdWwzHjssq8LETUGtWv/j8Nhlf1fCBGd5OgmOlxSUhKJiYnd3Q3RwXTd4LIJ/SJqe9vMXOJdtk7ukYhmRwavj8XofokALNjW+gKjQvRmZwzPiKjdrafk4rZHdvFRCNGzpMc5GZEV32Y7u0Xlion9sErwWoiokey2MaY+IaM1NovC1ZMHyIVqIUTUkqOb6BC6rlPpC1JcVUeB30aJ5sIXDFNTF+rurokO4nZYuee0wSTH2FttN3VQCsMz2z7JEqI124rN+ur9jzF4PTwzHlWBdXsrqZbjkIhCcU4b958zFLfd0mq7i8ZmkRLr6KJeCSE6msuu8usLRmBpY6bFnbNyURUp2iZENHHbrfz6whFtzrS6dUYuFlUhrOnUBMLsLq1l5e4ythVXEwhrVPlDlFQHWLW7nA2FlfiCYamPL4ToVSQNRxy36roQO0tq+cvHW1i8s/TQ7YluG1dN7M/3Tx8ScbkJ0bPFu2zMvWsa1z21jIIyX5P7Tx+Wzr+uHicZfuK4ba9fHLRvouuYHu+yWxiUFsu2AzUszy/jtKGRZagK0Zukxzt5/fapfPfZ5RyoDjS6T1HgsvF9+e2FI4mR72Ahei2LqjIiK54nr5/Iva+upqquccDJqircMXMQt54ySPZ1IaKMqioM7RPHUzdM4PuvrqHK33j/t6gKt84YyN2nDkYBvthczIOfb8NbXI2qwN+vGEOFP8Q/P9/K4h2Hz9MTXDauniTn6UKI3kOOVOK41NSFWLm7nFueW0FYN8hJcZMR7yQY1tlaXM1j3+xkeX4Zz998UtR/MbrdbnQ98kU1eiObRSU93sEn985gZUE5c1cXUhPQyEp0csPUHFJi7VH/dxadzzAMth8wg9dZxxi8BhiRlcC2AzUs2l4qwWsRlTTdYOXucj68ZwZLdpby5eYD1IU1spPdXDWpP2W1QdbuqWBUvwTinFLKSYjeKqzpFFfV8fVPZvHZxmIW7ywlpOkM7RPHFRP74y2qZm+5j5yUGJy21mdjCCF6F7fdyqisOJbcdzofbyhi/taSQ/v/nKk5WFQFRYHnF+Xzl0+8hx73s7OHEu+y8Z0nljRZ5LnSH+Kxb3ayZGcpL986RS58CSF6PDlKieOiKArff2U1F4zJ4vqp2STH2Mk/WIvTZmFQeiwfry/iyW938r95O7hrVvRlhGi6Tl1Ip7Q2SIkeQ4LLhi8YxmZRo7LmWF1IY2txDTc9s5zpg1OZOigFl81CuS/Ij15fQ0gzeOHmySS6Wy8tIkRrDtYEqfSHcNksJLmPPeA2IiueuWsKG80IESJa1AbCPPXtLt5YuQdVVbh4bBZj+iWgGxDjsFBWG+KVZQV8vKGIZb8445iew1c/pXhXSS0hTSc7JQarRZFAuBBdqNIX5Dfvb2JLURVuu4XzxvRh2uAUDAPiXVZ2ltTy0tLdbNpXxRc/ntkpfWgoL7Cr1EcwpNE/2Y3Nosr6JkJ0gdpAmM82l/Demn38bPYwZnnSqAmE0XSDsK6zryJAbloMLy/bc+gxiW4bV0zsx6l/n9ckcH2kA9UB1u+tYHT/RPaU+fAFNTITXMQ4LMTYrce0aLoQQnSG6Iokii4VDGu8t6aQ3100kr6JLv7fp14WHTEdKclt46pJ/Xn99qnc//Z6oq0MX20gzDfbSvjXF9vYUlR96PYByW7umJnLRWP7Rl2wvqw2yNWPL8EX1Hhv7T7eW7uvSZtrn1zKm3dMxSWlQ8Qx2tFQMiTJhXIcB468jDgsqsKm/VVU1YWIl4CbiCKKAmv3VPDmHdN4blE+M//fPMpqg4fun5KbzA/OyGOWJ525qwu5YkI/HBFmZBqGQW0gzD8/38obK/ZSHTADV6oCp+Sl8cvzhtM30YWzjXrbQojjp6gKwbDGMzdO5pGvt/Pzt9dTG9QAs2TAqZ40fnyWh2+2lrC6oILpg1M79PlrAmEe+WobryzbQ6XfXENCUWD6oFQeOG8Y2SluGfMJ0UnCms6SnaV8u72Uf1w1ln9/uZ25awrxHXEMOGNYOj+bPZRnb5rEaf+YD8Bl4/vxyYaiJmWGjjQiK54nb5jI68v38P1X11ByRPmx8QOSuO+coYzIio+681khRO8UfamhostUB8LEu+zEOixc++SSRoFrgHJfiEfn7+TOF1fxp0tHsb/S30097Xi1gTDPL87nzhdXNQpcAxSU+bj/nQ386cPN1AaiZyGMmjqzXlrDYKklG/dVsSy/vIt6JaJRQ8mQY6133cBuVRmUFoNhwEr5TIooU1Id4E+XjuL7r6zmv/N2NApcAyzZWcZ1Ty7Foiokx9gPBbsiURMIc/mji3l6Yf6hwDWAbsA8bwnn/XsB3uJqguHItymEODbbiqv55fkjuPbJJby4ZHejfVnTDb7YfIDL/reIiTnJlNUGOnTsWRMIc+0TS3h0/s5DgWsAw4Bvtx/kwkcWsnZvJXUhORYI0RkCYZ331u7j/nOHcfXjS3h5WUGjczFNN/h0YzEXP7IQTTf4welDABjXP5F5W0ta3G5qrJ0nrp/IfW+t58EvtjUKXAOsKijn6scX8/WWA/ii6HxWCNF7SfBaHDPFgGmDU/jha2tbnY60qqCc5xbl47JGT4ZWcVUdfz2iplhzXlpWwOqC6AmYWS0q7zeTad2cp7/d1egkR4j22HWwFoDMBOdxb2ton3gAlu4qO+5tCdGTOKwqLy8tYFkrn+2wbvCTN9YyJTcFaPl7+ki1gTB//XhLkwuzR6oL6YfWuhBCdK6UWAd/+3QLO0pqW2zjC2rc88pqpg9OQ+ug/dIfNDOu1+6tbLFNUNO57YUV6IYcC4ToDIUVfi4a25c/fbSZ3aW+FttVB8Lc+vwKrp+Wg1VVsFlVguGW12L6zkkD+HD9fua3EuDWDfjh62sIyXe9EKIHkOC1OGZOm4WP1u2nJoKrsa8t30NiTHTUQa6pC/HfeTsiavu/+TuorouOIG51XZhAK4OgIxWU+YiyKjGiC+0uNU/Q+3RA8HpYZhwAy3ZJ3WsRXeJdNl5eVtBmO19Q4/21+9q1DsPbqwvbbFNSE2DxjlIMCVoJ0amS3HY+XLe/zXaFFX7W763EYe2407tXjqih25Iqf5jPNhajRfmi5UJ0h+KqOoZlxvHpxqI22+aX+thaXM0ZwzPYX1nHoLSYZttZVIWrJw3gxSW729xmSDN4aeluAjLTSgjRzSR4LY5ZSDf4csuBiNqW1gbZWx4lZUMUhXneyF73wu2lUbPqe3tOhtx2C0aEWX5CHK0hs6RP/PEHr/My4lCA9YUyrVlEl6LKuibTfFvy5ebiVmdIHWnjvqo2y0M1+HD9/ojbCiGOzeqC8oiTBz7bVNRhMyJ2HfRFPIvu4w1F+AJyLBCio6XHOli8ozTi7/BPNxYxtl8ib6/ayzWTBzTbpk+8E39IazWT+0hfbCrGL9/1QohuJsFrcRyMdl2FDWnRkZGhKrQ6Deto0TKVUlUURvVNiKjt7JF9cEZRmRjRdXTdYHeZOZjO6IDgtdtupX+ym5BmsL6w5anPQvQ27flODYR11Ainw7Tn+y0Q0qPmO06InirSwHVD246a+daemvaBsEZ0jPKF6FmyU2Pa/b1st6qs21tJbSDMJeP6Nmljb6OkSJNtduBxRQghjpUEr8Uxs1tUBqfFRtRWVSDrOBdf6ynCmsHA1OanYR0tI95BtMyidNst3DEzt812dovKnCnZOKIk41x0raKqOoJhnQSXrcNmLeRlmMepFbJoo4gifRJcWCKMSA9Ki4m4bEhOqjviPgzJiMUhFyqF6FS5EY45ATwZcdg7qGxI/2Q3SoQRq8HpsR1arkQIYTIM8PSJi7j9oPRYiqrqAPjBa2v46dkeLh3fOIB9sDpARrwz4n02NzUGNdIr4EII0UlklCGOmctu5eYZbQczAWbmpWONki+9GIeFm08eGFHbOVNyIs526+lUVWGWJ50rJ/ZvsY1FVXjk2nFyAiOOWX5DvesOyLpukJdhDvpX7pZFG0X0UBU4bWh6RG1vPSWXGIc1orYJLhvj+idG9PzXT83psECZEKJ5mYmuQ+s3tMZmUbhyUn+s7ahv3+r2rCrTBqVE1PbmkwdGTZk8IXoSl93CkIw4BkWQMOawqlw5sR+Xj+/LVZP6MzA1lqe/3cV9s4ey+L7TuG1GLqcNTefkIalU+IKcNzozoj7cdkoucU7b8b4UIYQ4LnLGIY5LcoydC8e0/sXnsKrcf+7QqPnSs6gqZwzPwJPR+olEn3gnN0yLrgzkGIeVX18wnL9fMYYh6YcHUYoCs/LSePfu6Zw8OBWXPbIgiRBHa6i/lxHv6LBtNuyrqwoqZHE5ETXinDZ+fs5QnLbWh3KzR/YhPS7yi0Exdiu/PH94m1ndc6ZkY++gIJkQomUum8ovzxveZjLEzScPjHg2RiTinTYeOG94m/v5ZeP7Rs0YX4ieyGlVeeC8YW3OhLhjZi6qopDXJ55fXzCch64eyw/OyCM93klmoosfnZXHQ1eN5W+XjyYnJYafnuUhto0L2ycPTmVQemQzrYUQojPJWYc4LrEOK3+5bDQXj81q9v4El42XbzmJfkmRT0PuDVw2C6/dPoUx/ZqvAZ2bGsPcu6fhskdP4LpBjMPKxWOzmHv3dBb93yy++OEM1vzqLB7+zjhG9k3ALYFrcRwKOrDedYO0OAcJLhtltcGIF6cRojfISnDxyq1TSHI3Hzg6b1Qf/nHFmIizrsGcZTO0TxxP3TCx2ZNaRYE5Uwbwf+cMJdYpx3shOptFVRnTP5H/XjseVzMJEapiBq7vOX1Im4Go9spJieH5mycT72p+u5eN78vvLx7Z4c8rhDjMalEZneniX1eNbfaCtarAnTMHcfspgw5937vtVhJctkbf006bhXiXjTinDVVVSI618+YdU0mLaz5h5FRPOo/NmSDndkKIHkGOROK4ue1W/nDxKH569lCeXriLHSU1OKwWzhuVyRnD07GoStTVxFQUhUS3nZdvncLOg7U8vyifkuoACW4b10wewOh+CTitlqitD2a1qFgtKvv35KOqKgkZkZWPEaIte8v9AC0OpI+FoigMSY9lxe5yVu8pJ6cd9UOF6MmcdgvDM+NZdN9pfLXlAO+v209dSCMnJYZbTh5IYoy9XYHrBm6HlZMGJrP0/tP5cP1+vthUTEgzGNonlptOHojbZpWTWSG6UIzDyil5aax44AzeXVPIPG8JIc1gRFY8N07PwWm1dMo+6bJbGNs/kSU/P53PNhbz8YYiAmGNwemx3HzyQOIcNjkWCNEFSvYXMqlvGiseOJO5qwuZv7UETTcY2TeBG6flYLeouNv5fe+wWhiUFss3Pz2VBdtLmLu6EF9Qo1+Si5tPziUtznFMYwghhOgMcjQSHSLWaSXWaeUnZ3moqKoGDNKTE7Co0Z3c77JZGJwWw33nDCUQ1rCpKnEuG1ZVidrA9ZFCoVB3d0FEmT31mdcdGbwGczGpFbvLWV1QwSXj+nXotoXoTg6bhUBI4/RhGUzITsIwDNwOK1ZVPa6TzobyT5eO68vskX3AALtVlbq2QnQTt92KPxjm0nF9OdWTjoFhZlAqdGqAqWGfv2BMJqcPTUfHLAkoxwIhuo5hGPiqKkhISOCy8X05fZi55kWcw4pyHMcAm1XFBpwxNIOpuSnoBtgtipSAFEL0OHJUEh3KZbeQX7IfgMzUpG7uTeeqDYRZll/Gg59vZd3eykO3D0mP5a5TB3HW8D5ytVqIdjqUeR3bscHrIYfqXpd36HaF6G61gTDPLcrnucX5FFcFALO0x8whadx37lCyk2OOq4SV1aISL7WthehWhmFQG9B4+KttvLZ8D5V+M3nAZlE4e0Qf7j93GCmx9k6d6WhRVeJcciwQojvExsYSn5LOPz/byusr9lBVFwbAblGZPdI8BiTH2LAf4zFAVRWpXS+E6NEksiY6XHx8PLqud3c3OlVtIMxrK/bwu/c3Nblv24EafvjaWm6eXsWPzsqL6gC23W5HjfLsetF16kIaB2sCWFSFJLe9Q7edmxqDosCW/dXUhTTJGBNRoTYQ5rYXVrBweymJLhs3Tcshzmll3d5K5m0tYdGOUp797iTG90/CGYVrMAhxoqgJhLni0cVsKaomNdbOuaP6YLOobCys5IN1+/lmawnv3DWdASlubHKxSYioE5eSzmWPLmFfhZ/sFDcDVIWiyjoO1gR5b+0+5m8t4YPvn0xmghOrHAOEEFEoeqNqostV+IIoQKUSi9NpwRc0rwhHYy28kupAs4HrIz21cBdnjshgSm5KF/Wq64TCOiFNx5KQTm1Ao7QmgN2qEuuworS1FLYQLWjIuk6NtXd42R2nzUL/JDcFZT427qtkQnZyh25fiK4WCGs8vzgfq6Lwzc9mkRrjoKiqjrqQxndPHohuGKzcXc5tz69k6f2nd3d3hRDHqKYuxO8/2ERGnIO/XzGG3LQYCsv9hDSD/skuymuDvLBkNzc9u5xPfjCjU4LXgZCGbhgUVQUIhnUyE5woCpKpKUQXqK4L8Z+vd3L91GzOHZXJ3jIfId0gJ8XN2r2VbN5XxeSBydgsCtsO1OCyWUiPd7S67lRdUMMA9lf6CesGmQnmQumyTwsheqroiyqKLldTF2JfZR1/+2QLX205gG6Yt2fEO5gzJZubpg+Mquzj2kCY/83fEVHb/369neGZ8cS7omcgUBsIM3dNIU98s5P8Ut+h26fmpvCz2R7yMuKi6u8tus7e8vp61x1cMqTBoLRYCsp8rC6okOC16PU03UAB/nvdBJ5bnM8Li3ezv7IOAFWBWZ50fna2hy9/PJOP1u7jkgn9JBtLiF5JITPByS/PH84jX23ntRV7qPCZZUMaSgb83+yhzPKks6HQDGJ1pNpAmKcX7uKFxbs5UG2WJrKoCqcPTefn5w4lM94lMzuE6ESqonDLjIE8/e0uzvznfMrr93+HVeGZGydzxvAM/vrJFr7ZWnLoPDwrwcmN03O49qTsJudlNYEwj87fwctLCyirDQKHSxD9/JyhpMY5OrUEkRBCHAuJMInjUhsIs3F/Fdc/tYxAWCctzkF6nINgWGd3qY+/f7aVhTtKefL6iVEV0Pxq84GI2i3YfvC4ao32NLWBML94Zz1z1+xrct/inaVc9r9FPHz1OE4blh6VGfeicx2qd93BizU2GJQew9deWHtEjXoheqsqX4g5U3O448WVLNh2ELtFZUh6LHarSkl1gK+2HODbbQd55qZJTM9LozaokSD1aoXodQrKarl5Ri5XPraYzfurcdkseDLisFoU9lfW8d7afczzHuCtO6dR5Q91aGms2kCYm55dzrJdZY1u13SDzzYV8822El65dQrDM+NxSDkuITpFSNO56ZnlbNpf1ej2H581lNqgxo3PLCSo6QxIdhPvslJTF2Z3mY8/fbSFhdtL+e+14w+dh9fUhbn6icVsKKw66jkMPli3n3neEt6+axoDU2OkBJEQokeR6JI4LooCtz6/glPy0rh+ajZ5GXHsKfPhtFlIj3Pw1qq9PLsonycX7OTWGbm4oyCArSoKdSEtoraGAbphdHKPuoam63y5ubjZwHUD3YAfvr6GZb84gw4uWSxOAIfLhnRO8HpwWiwAa/bIoo2i93M7LDy3KB9vUTU/PdvDFRP6UVITwB/U6JfkZkdJDc8vzuf2F8yyIcYxrEVRF9IwDCiuqiOk62TGOzGQacVCdKW0OAd/+GAz/qDGby8cwXmjMyks96PpBv2T3awqKOfZhfnc8vwKPrxnBrreMeNOf1Dj0fk7mgSuj1QX0vnus8tZeN9pHfKcJzpN1/GHdGoDYSr9IZLcNlw2C267tcPLqYneoTYQ5m+fbGkSuE6JsXPJuL6c9eB8rpzYj+umZuOwWjhYEyDJbUdR4KUlu3l1+R5eWVbA9VNzCGk6f/1kc5PA9ZFqAmFuemY5n//olBMyeG0YBjWBMCHNoLQmgNthJdFlw25VT8j3Q4iepPdHEkW3CWkaH67bz/+dPZRR/RJ45KvtfLnlAFr9oDkzwcl3ThrA3Lunc99b6yFKxlwhTScnNYb1hW1nb6bFOuigc4hu5w/pPDp/Z5vtQprBc4vyuWPmIFkUT7TL/srODV73S3LjsKrsKfNTVhskOUausIjey6qqLN1Zxty7pzN3dSEX/2ch+44oG3Lq0HS+f9oQTh2azntrCrl4XN92bb82EObxb3by0tLdHKxpOq04JdYhx3ghuoDTZqGsNsBrt0/lmYW7OOvBbw5N9bdbVM4Z1Yc/XDySd9cWsqGwkknZSR3yvAYGLy0taLNduS/E11sOcM7ITAmwHofaQJgF20r491fb2bjvcHBxbP9E7j1jCJNzkqNqFquIjAG8vbqwye1XTerPpxuKePz6iZTWBPn5W+tZvafi0P0jsuK5+eSBvDGhH//35jq+c9IAAN5a1XRbRyus8LO6oILpg1M76mX0CrWBMN6iav7fZ14W7yg9dPugtBhuOyWX80dnyT4oRDeSy0fimFXXhbFbVfonu7ni0cV8tqn4UOAaYH9lHf/4bCs/eWMtf71sNEX1J9W9XYzDwk3TcyJqe+2UAdESs0fTjUZX/VUFBqbGMCIrnj7xzkZtP9tYTCDc/iw/cWLbV2EGr1NiOyeobFEVclJiAFi3t6JTnkOIrlJSE+Avl4/ivrfW8bdPvYcC12DOgvly8wGuemwxGXFOYhxWaoORzRgCM/Pq2ieX8q8vtx0KXMPhacVnP7SA/NJaQpoc54XobJv3V/PHS0Zx0zPLeXT+zkOBa4CgpvPumn1c8r+FnDW8D/sr6/B30Phrd6mv0XO15v11+6mtX6hdtF9tIMxj3+zgjhdXNQpcA6zZU8FNzyzn5aUF1AbkPT7RrN1TQV2o8T6dGmtnlied8dlJrMgv444XVzYKXANs3FfFj15fy3tr9vHHS0ZRWhNk24EafBGMBdJiHSzPL8N/Au3TtYEwX205wOWPLmoUuAbYUVLL/721nt+8t1H2QSG6kQSvxbEzYGZeGt9/ZXWrgcqF20t5dXlB1GRoWVRzcZxBaTGttkuLc/Dd6QOj5nUH6//GCS4b98zKYcXPpvLunBxevjiZr+4ew6d3juWisVmoijnVPFqC9qLr7Kswg28pMZ2TeQ2Qm9YQvJa616J3s1tU3lpZyDfbDrbYJhDWueeV1cwYkhbxMdkXDPPPz7ysOepE+EgN04oleC1E50uLs/PPz7c2KRtwpCp/mLtfXsUpQ1I7rGxIpCXyGtpGy0zD7rD9QA0Pf7m91TZ//GjzoUV5xYnDf0SweZYnjTdvGsmCeycxIaEGpxX++om31cc/9s1OKv0hrBaFUBsXts4Yls47N49i/r0TuG24hrO2EIK1EA50yGvpyepCGj98bU2rx7E3Vu7lm20lHXaMFUK0jwSvxTFz2Cx8trGYSn+ozbYvLy0gwRU9NTJdNgtv3DGNYZlxzd7fL8nFO3dNwx1FizXGOa3kpcfy2d0TuCt5OckvnUX8/8aQ8PQ03A8NxjP/bv50Uohnrxt5KEAoRKQ03aC4yjwp68xyHoPq615L5rXo7eJdNl5aurvNdtWBMB+t34/DGvmQ7/UVe9tss7+yjhX5Uj9eiM6WGuvg3TVtT/XfXerDW1yNy9Yxp3d9k1wRt81JicEu9WCPSXVdiP983XrgusF/522npk4yP08kOanmOdWfLhjMI7MTmbj2l7geHIR/30b+O39HRNt4fnE+LpuF9Pjmk0MUBf5xcR4PnRnHuJU/x/3gINyPT0H512j4z0mw7AkziB2l6kIazyzKJxxBUPrReTvwnUAZ6UL0JFK0RxyzQFjn001FjW4bnBbDkIw4fIEwy3eX4QuaV3gPVAfYV+FnSEbzwd7eRlEUktw23rpzGhv3VfH+mkLqwjo2i8qZwzM4aWAKNquCVY2egbymG7x5yxhiv7gPdd0rje80DNj5NTH53zDpoqcYdsFM4qPoYoXofCXVAcK6QXz9oiidpeHCylrJvBa93IHqQKMsvFi7hfNGZxLntLGusIJluw4Hlj/bVMz5Y7Ii2u6mfVXURDgt9r21+5iQnSQ1IIXoRKsLGpcNSIu1c+bwPjisKkt3lbJpf/Wh+z5aX8T4AUl0xAjMZbMwJTeZJTtbXrCxwS0nD8QVRQkbXclptfDVlgMRtf1iczF/vHhUJ/dI9CR9Epz88YIhXJRVSczTF0LIBzYXlpyp5C/YRLzLSpXf/M5OjbWTGusgENbZU+Y7FIz92ltCjMOK1aIyPDO+ySyO+84YyOzUA8Q8fSmE68cVidngiIO6SvjsF7DjK7jqBbBHX4JSIKzz2caithvScP4g84uF6A5ytiGOmWEYh6Yy3Xv6EL47MYV4lw2tugjF6kRxj2R1YQ2/eN/Llv3V7Zp+2BsoioLbZmFSHysTz8zC8JWCIx7F4UKxAlEUuAaIsSno275qGrg+kq7heu9WnD/e1nUdE1FhX/1ijSmdvIhiRrwTt91CSXWA4qo6Mo6q1y5EbxGo/06dOjCZf1w2lMx4O/hKIeSHuJFoWpiPt/v5/itr6r9/I5vm2p4al/6ghm7I9FkhOlNDlt/5o/vw+3MGkhjjhJoi0DU4ezzBYJAX1pTzhw+3mOU7OmhKe6zDys/PGcZl/1vUakbieaP6kCgLIB87hYgyPgECIT3aTi9EG1w2lasn9sXyr9kQ1wdOugNGXoozUM5TFyZjTxzJtuIqdGsMWYku9lX4cdotJLhsvLZ8Dy8uObzossumcv+5Q5nz9DIavroTXDbmTOmH+9/nmCnYk2+FSbeAagN/GcSkmwHs5U/C8qfgpNvB2nnl/bqDAvjbEacISsk0IbqFBK/FMbNZzMXPfnNuLoMc1Vg+/yFs+RCrXn/imziAsZNu56M7buSH72wlMzHy6Ye9QqAG9q+Br/+IsnvR4WuwmWNhxo9h8Glgj+2+/nW0kA914UNtt9NCKMufgGn3gE0CgyIyDYs1pnbSYo0NVEVhYGoMG/dVsW5vJWcOl8+o6J36JDi5bcZAfn7GAFj1HMrSx6CivoyIasGadw7nn/5rZv18Gn/8vACrElmm0ICUyLOqclPdnTpTQghhLo79l0tHcdWYJFj4MMrKZ6C2xLzT6sQ+4hJuPv3XnJk3hQ83lWHroH1SURSGZMTyxA0TuevFVc0Gd2aP7MPfLh8jsy+OQ0jTyUxwRlTPekCym2BYx2GVLPcThQUwtn8OWePgokdg6WPwn5NQfKUkANhcjBp5OYGZD/Dwt4X89xtzHNA/2cWcKTnMvXs6P3tzLWHNwGW3MG5AEv++ehw/fmMtgbDOVROyUDa/D6oFrv8YynbCO3fCvlWHO9H/JJh+L8SkmRfNolB2cgx7yvxttnPbLVFVFlSI3kRGGuKYxVvC3H/WQFxlm7E8doGZ7XWkigIsn/8Cdn7Fg1c+T000XaQM1sD6N+CDHzS9b/8aeH0OnPwjM4jtiJIAtqHB/rWRtd38Pky+TYLXImL7u2CxxgaD0mLZuK+K9XsrOHN4Rqc/nxCdwU6Yn58xAOXNm2DbZ43v1DXY8gHK9i+InfMOvztnBHYlABEUE0hxKozsG8+GwpYXhwMzQev6yZk49ADgPvYXIoRoVXaSg7zERJRnzzfHmEcK16GsfQW2fsKAW77k1ml9sYX9YOmYqf1uu5UpA5NZ/sAZzF1dyGcbiwiEdQalxXDLjFwy4p0SuD5OFlVhzpRs/vZp6wvvAdwwLSdqFoIXEQpWoxSugAv/DS9eDsUbGt8f8qOsfgHn1o+5+4YvKK7O5CvvQVw2Cy8t3c3K/DL+fc141Prr1zEOK6cNS2fFA2fwxoq9TM604Fr2PlzzKmz5AL75e9M+7FkKr34HzvoDJOeCPbq+8+OcVm4+eSDfbm95AewGl4zriyYLNgrRLWS0IY6dFiLGbkN55Yqmgesj7fgSY+njuCffBkTJNKPaUvjwh623+fafkHc2DJjSNX3qbOFg5G1DPjOyIUSEGjKOOnOxxga59YvfrCuUutei93KqGqx4umng+kjhOpRXrsb2o02gRXay5a7dwy/OzOba59bT2vnZFeOzcAUOgiu9nT0XQrSHXfPBl79pGrg+kr8c5eUrsN72jZls0IFcdvN08apJ/blgTBZgYFVVCVp3EIfVwpyp2Ty3OJ/iqkCL7fonu7hkXF9ssjDmicUwIO8c+Or3TQPXR6o9SMyyh3ngvD9x37kq+yv9OKwW4l1W8g/WMqJvwqGm7vp9es7UbJS6CsgYada6bi5wfaTPfwlDzoKY1A54YT2HoihMyU1mRFY8G/e1fOE+3mnl3tOHyLFPiG4i337imGlWJ9rmD8Bf3mZby/LHsahREswM1MDChyCSOp8L/gF1rWev9RqOOLBFWPolKSfS8qpCAFBUZV4A65Lgdf2ijev3VmJIvV7RSymqirLs8bYb1lXChnfQrZEt4aZabYxWd/Lvy4fiaKH8wMVjMvnNWf2J3fkxWKXWrRCdSbFYUda91nbD0h1QtB5snTPjz2ZRSXDZSHDZJXjTwVw2C2/fOZ1+Sc2PswelxfDWHdNwSdb1icfqwEgfChvearmNolB3zr/IH38f98/dxNQ/f8mFjyzk7Ie+4crHFrOyoBxNNwiFG0+DtllUrFY7DLvQLEfSFsOAhQ+b58JRxmW38vKtUxjbP7HZ+1Ni7Lx+x1QS3B2xHK4Q4lhE/cjD4/FcC9wLjAQqgYXA/V6vd+tR7a4HfgjkAeXA68CvvF5v9B2dO4ge9GHb9HZkjav3o1fsxZLu6dxOdQkDtnzY+KbYDHAlml/mVYWHb9/+ReQB355O1zBGXo6y+oU2mxpTv4fiSmiznRANirow8zo11kGsw0ppbZD9lXVkRVs9fnFiqC6Cyr0RNVU2zcXwnBNZKaeYNGLeupVTx9/Civ87l7dX76egSsOiKthUuHJ0MilU4n7+bLjpo6hbuEmIHqdgSeszHI+gbHgTLWMkFktcJ3dKdCSrRaVPgoPPf3gKS3aW8fKyAsprg6TEOpgzNZvxAxJxWi2o0ZIIJCIWxI6t4CsIt5yVHzjlATannMGdz64nxmGjT30NdauqoCoKry7bw+qCCv52+WhQaJy974iFNA9s/SSyDnk/hHP/dpyvqmdKcNl4+daT8BZV88zCfPZV+Il1Wrl8fD9OH5aOVVU7bE0BIUT7RXXw2uPx/AH4BbAN+C/QF7gCOM3j8Yz3er359e1+DvwJWAf8GxiFGcie4vF4Znm93nbUSziBGEbEg2kAJdz2QiS9gmIxX7dqhVGXUz3x++jx/aio8RHrcuIIVeJe/gjq2pfMdoZGJHVGezrdFoN+yn1YN75j1vxuSeZYc2EPIdqhYapsVwSvFUUhNzWGdYWVrNtbKcFr0Tu14/u3XW1tbjj9V7iX/I9A7kyumDKYitoAYU0nNc6FHvITu/5t6DfJbCuE6Fzt2td9nbKgWigUIqQrVPqDhMIaKXEuDC1MrFvWNukoFlXFZVeZ5UljQnYShmGgqArxzt5/DiGOXSCsYw36aPGyhTMRY+pdVBfU8sE9M9hfUYfbYSHJbcOiKhyoChDSdPokuNhd6mNQWkzT0jOKAno4sg6F/ObijlHKbbcybkASg9Nj0XQDVVGIdVjlwpEQPUDUBq89Hs9k4H5gPnCO1+v119/+FvAG8Cvgux6PJxv4HbAYmOn1ekP17X4H/BK4DXik619Bz6dYbBhJOS1/mTZqrKDEZ3V2l7qGHoK0odTO+g2b9QH885NCFu1YeOjusf0T+f7J32PK+FuIeeeGyMqL9AK+oMbXO4Oc9p33iHn9cvCVNW3UdwK1V77BFxvLmT3KIauhi4joukFxlXlxK8ndNSUIBqaZwesNhZXMHtmnS55TiA4V39c84YzkOyYpB0ONMACiWmDAVHx9p/HCol08u2TzoZr0DqvKBWMy+elZN5E4DhwOufAjRKdLzo24qZE8GKWDZ/z5AiFeXbabpxcVsLfcDKTbLSrnjOrDz87OI9Vtw+GQ8kEdRVEU4l0SsBbgD2p8tH4/56Xl0GwxIEXBd9Ub7KvSeHV5AZ9tLCZcv1jFwNQYrp+azZnDM7jrmVXsq/Bz8bi+/OjMPKwWtXEAWwtDXCZU72+7U0k55jpI1ui+cBUnF42E6HGied7D3fU/b2sIXNd7C3gc2NFwP2YQ/08Nget6fwKqgFs6u6O9lV9xEp58V2SNB84kpETJl4AthtqLn+bDknSueGYdi3aUNrp7zZ4Kbn5lE4+v06m95t1u6mTH0w2D77+xmSe9Dnx3r8N3/v9g0OnQfzKMuJTq6z6m/Iq3ue2NbTy+YCd1oY7P/BHR6WBtgLBuEOuwYu+i6XgDZdFG0cuFDAUGnRZZ28l3UUvkWdK1msINzyznz59uOxS4BjMD7M2VhZz50DcUVoUIBWVimhCdLZyQDal5bTdULWjjb8Svd9z3aG0gxO0vruJ3H3oPBa4BgprOu2v2cdaDC9hx0EcwGGplK0KIYxHSdJ78dhda8hBIGtjk/rpZv2ETAznv4W/5aH3RocA1wK6Dtfz2/U38/oNNPHPTJJw2Cy8tLWD2QwsoqQ6gN7TVghCohok3R9apybdFT0lMIUSvEs3B63OA9UfXtvZ6vYbX673d6/X+sf6mU+p/zjuqXR1mNvYYj8cjxXubEQrrqAlZ5qrDrVGtBE/9NbVEyRedxUqFJYX73tvaasLbv+bl4612RM0XfKB+kY8Hv97NlL8v4p9Fo1k28e9smPUkX3se4CeL7Uz82yIWbi/FF9RQIsvJF4Liyq4rGdIgN9XMYVm/t0IWbRS9Uq3iJnjqr8HSxoXhQadhSc4hrOmtt6vn8/v51xdbWZ7f8mLMVf4w1z+zglBUDyOF6Bmqw6q5r7dBG3cDhmolpHXMd1pdIMhTC3awYNvBFtvUBjVueGYFmoz5hOhwigLVdWGeX7YP/8xfNr7TnYw+8Wa++9yqQ+dozfl0YzGfbChiztRsAEpqAtzy3Ar8DUlGWhgKFsPEmyA2vfUOJQ6A0Ve1Pe4QQohOEJVnHR6PJx1IAzZ6PJ6hHo/nbY/HU+HxeCo9Hs8bHo/nyEuXg4DiFhZmzK//GUG6w4nHaVOZt9NHzQVPwODTm29kc+G77CWWVqVgj5ISErWBMI/O34EewbnBf+btoKouOrJR4pxWHPVZsVX+ME9+u5srn9vM+U9s4KaXt/DpxmK0+jdlQLLUQRWRK6rqusUaG6TG2ol1WCn3hSisaEc9USF6CLtFZXFFIr7LXwF7TPONck+l5qJn+HJnTeSzGiw2Xl3e9kKQe8v9rMlvOaglhOgYdpudre7x1J37L3O9lWZoo66hasav2HhQJ8bRMeNtXVF5YUnbx4KSmgALvEXoEV4gE0JExjCgf7KLR+bvZlfiVOrO/n+H6k2Hx17PB+v2U1XXdq3q5xfv5qpJ/bHW123etL+KgjKf+QS7F0HOdFj8H5gzFxL6Nb+R5FyY8w6U7YqakphCiN4lWmteNxRX7gssA7YDTwNDgcuBUzwez2Sv17sbSAF2tbCdhvnkx5V57ff72bx58/FsokfKGpDDqyv28OCXfp685gliavcSt+q/ULodrC4CQ85DH3MN768r5v4PNvLZD5KJNXyUlTVTK7kXyRowkE83FkfU9ustB3Ba1aj4+yenZ3LBmCzeXNn2icxN03OoKS+hMD86SzIMGzas1ft78j7v95uB2p7UvzXeKgDsRoCCgt1d9ryZsSrbAvDJ0k1Mz24h+NeFeuLfRhzW2n7f1fu8w+HAkpDBd1/ayO/PHcTF92xGXfcqzm0fmAu2JedSPf5O/HE53PL8BpJj7Izvn8CeXdtb3W6fPn3YWRGO6GQY4J21xYzKimPvnoKOeFknLNn3e6aesM+npqaypQJue34dD182g+n3erGtegZb/legh9HTR1A78S4O6gnc8PgaZualMTjFwfbj/C5NSEigGjclNYGI2s9dV8yk7ASKCtseIx4Lq9WKoihomoauty9ILvtX+5zI71dP2OePlJCYyI3Tcrj75dVc/vQ6/nvFmUy+9xJsK5/Clzub979seYbUkQrKfFT4QmSnuNlRUgvA26sK+cHMvsQUrgCLFb79J/jL4bZ5sONrWP8G+ErNbOzRV0P2NPj056CoVM34LYUHG5/j2WxmNnY4HG5zRqOqqlgslkPtjnXfbnAif2ZbI+9L8458X9o6pxc9S7QGrxuiEKcAzwPf9Xq9GoDH4/k+8DDwEHAJYANaGpk13B7dKxIcI8PQqQ2E2VBYxdR/LGHG4FTmTPgpWaNtBMI6Cwv8vPCvFRyoNt/GumCYBGfvz762Wiz4g5HVc9YNIsrQ7g0shsb3TxvMR+v342vl9Y/IimfywGT27+m6IKTo3Up9ZqAsvoOyxSLVL97GttIg20oDPSJ4LUSkFEXBH9TQdIP7P9jOg/P3cN2kGcyYchYOm0pRVYgXvipj/rbFGAacNDCZcLjtgLSqqvgCkQWuwVzIN0q+4oTokVRVpbYugD+kceurWxiQ7ObGyRcwfvoVWC0K+eVBnplbwsrd2wDwhzTC2vGvOWI+b+QzB81xYceWDlFVlbj4RGLiEwhoBnUhjeQYBz6fj7qaSmprazv0+YToaaqrqjjVM4jB6bFsP1DDjS9tIifFzU0nXcxZCf3wBddFvC1fUMNpOzzO9gfDZgK1oUOwfl9a+Qysfx1GXWGWEbHHQqAKtnwI79wO4ToYej6KYn7zW61WYhMSiYtPoLoujKYbJLntVNfU4K+uoK6urlEfXC4XqXFO3LGxEPKj2JwQrMUIB8GdjK+2htLqAD6f77jfOyFE9InW4HXDZTsN+GFD4Lref4AfAOd5PB434AdamqvuqP95XKMjl8sVlVd1an1+BiS7WbSjFMOAb7Yd5JtW6uL1SXCREuckNTW1C3vZ8Sr9Ifonu9m0v6rNtg1lEKLh719TF+LbzcU8dcMkbn9xBVX+pgGOkX3jeXzORL7ccoCzh+dETamY9urJ+3zD1fee1D9tw1qggoFZ6QwY0Ea9vQ40Rivl613b2B+w9Yj3oyf+bURkumOfL68Noijm7N2S6gAPfrWLB1to2y/JhdvlJCOCPvYLRl5RLjvZicNmlc/scZJ9v/fpyn0+u+5wdmVBmY/ffbKjxbY5yS5i3R3Ut8rIA0j9k1w47B17LKgNhPl0YxGPvboMb3E1ADaLwlnD+/CTsz3k9OmLy972OFP2r/aR96t53TW2L6mu47mbJnPzc8vZUlRNfqmPX3+0g4S4OPonuVm5u+3sa1WBvokuDh4xk2Jgagxul9MsO5aUfbhxsBZWPmv+a05SDnEJKQxL7UttIMyLS3bz3KJ17Ktf3DnGbuHicX350Zl59HPZsFnqxxThOvCVwYqnYMINsPk9WP4klO4wL3tZncSOuJjY034JWQPBFnnuoHxmmyfvS/Pkfem9orLmNYfLfeR7vd5GNSq8Xq8OrMPMuB4AlNNyWZCG26Oz9sFxinG7uPnknIjaTh2Ugt0SHYu52CwKV03q3+i2JLeN7BQ3qbGNr4NcObEfWpTUBdMN+MFra1m6q5SvfzyL3180kmmDUhjTL4HZI/vw9I2TePL6Sfz87fU8Om/H4YVAhGhDcf3sjCR31y4AI4s2it7MwODkwYcvBisK9Il3MiDZTayjcW7Cd08eSKQp0mlxDoZnxrfZTlHghmkDcTgcbbYVQhy7Aamx5KYenh1kVRWyEpz0T3bhOiKTUlXgO1OyCXVQ6ekYu4UJ2UkRtb3l5Bzczo6bqFobCPPA3PX86PW1hwLXACHN4MP1+5n90DesK6ygTsaaIsq9tnwPry8v4I07pvLE9RM4e0QG4wYkUlYT5NYZA3Ha2g7nzMxLJ7+0luIqc7xtsyhcPrE/qtUOwy8GxQJZ4yPr0JQ7weakNhBmzlPL+PPHWw4FrsFcxPWlpQWc9eA3FFfVEdZ10EJQuhOeu8gMXH/wQ/jk51B6xIW4cB2sfRX+OwVKt0E42J63SQhxAojWzOudmFnXLWVUN0RIfMBWYKbH43F5vd6jV+0aiJnFva1TehkFMhNczMxLY/7WkhbbWFSFH5+Zh8MeHR83BYXzR2fyzMJdjOybwJyp2eSmxlJWGyTBZeNgTYDnF+9mvvcAc6bmYFOjI2jfsJL1Q19s47lF+VwxsT+3nZKLy26hrDbImyv38NnGYsK6QW5qDIqsPC8idKB+wcakLlywEZou2tgvSRYaFb2Hy2bhR2fmsWlfFVdM7Me1J2VjGGbZgPQ4B0t3lfHc4nwUIDslBi0cWZDHZVW5b/YQbnh2ZatrMl00OpMYe7TmQAjRc4Q0nR+emccfP9zMdVOyuWJiP2oD5hT9lFgHX20p5rlFuxmeFY9FUQhpBq4OeN4Ym8rPZw/hyseXtVoC74xh6aTEdNxFrLCm8/H6/byzel+LbQJhnZufXcGS+1tYMF6IKKDrBjWBMDtKavlmawnLdpXxi3OHkRLroCYQRjcMlvz8dD7dWMzzi/PZuK/prGCbReHuUwfxzML8Q7fNmZKNRak/T3Mnw/qvYebP4NVrWl+McfjF4EygNhDmb59uYVVBy1nfpbVBbnh6Ge9972SsSghevASm3AVrXoZtn7X8HIFqeOESuHcdLYdyhBAnouiIJh7F6/XWeTyeFcBJHo9nsNfrPbRCkcfjsQJjgFKgEPgWOBWYAXx2RDsnMAXY6PV6qxFNaJrGyt3l/O3y0fzo9TUs3F7apI3DqvL3K8ZQ6Q8R0gyiIX4d0nReWbqbd+6azpaiKv739Q7mbys59F0/KSeJW2fkct85Q3l/bSFXTRrQvR3uIHFOKw6rSiCsU+4L8fg3O3n8m53Ntu2X1BGnTeJEUdwQvHZ37SBVURRy02JYt7eSDYWVErwWvYpumDUrv/jxTD5Yu5+bnl3O9gM1gPnde+6oTH5/0UhSYuws21nK9EEpEW3XYrUyYUAS/7hsJD97eyPhZqJWZ4/I4E+XjsLt6NrZEkKciKyqyqi+8Xzygxm8tLSAS/+7iMIKM98m1mHl4nF9efz6CbjtFnaX+hiWGdchz6vqIYYlGfzn6jHc+/p6glrTlO6ZeWn866qxxJSuh6xx5pSM4xQI6zzawvjySDWBMHNXF3LVpP6HSxMIEUVUVWFweizLdpWRlxHHtMGpvLZsD88tzmd/fbZznMPKZRP68dicCTw6bwcvLj28gLLTpvLQVePYW+7now37AbhiQj9+crYHd8NJuSMORl8OB7bABf+GD39oZkofLe9suPi/ZpmRQJg3V7S9OOuOklq2FlczzrLLXAxyzNXw2My2X3htCWz/AoaeD6rs20IIUxSEElv0OHAS8LDH47nI6/U2HIV/DPQDHvR6vZrH43kZuB/4jcfjme/1ehuKQd0PxNdvRzSj0h/ixaUFHKiq4+FrxrGvoo63Vu2lwhdEAcYNSOLyCf34bFMxP3xtDZ/cO4PBGR0zoO5ObruFqyZn89WWA/z0zbVNslGW55ezPH8lPz4rj+vqM+GiQVg3OG90Jm+vKmyz7XdPHkicM5oPL6KjBMIa5b4QFkXpls9MbqoZvF63t5LZIzO7/PmFOFalNQH6J8fwi7fX89GGIhQF0uMc2K0q5bVB3lldyKcbi3jupsmU+oLUBsMRz4CKcTk4e0Q6pw3P5IXFu/jaW0pY1xmSHsvtpwykb6JLAtdCdJH80lpyUmK44ZnlTerb1tTXnP1kw37m3jXdzMgOhbFZOmDNkfJ8Yp46k5nfnc+KB07ntaX5LNtdiYE5U+qmKf3JTokh5sM7zWDXhf8GZ9slh9pSGwgfuhDXlvfX7uOC0ZkkdPHFbyG6yjkjM3lh8W76JDi57smlrN3buJppdSDMs4vy+Wj9ft68YyoxDiurCso5d1QmF4/ty7fbS3hu0S6umtifW0/JJSPeeThw3cAeC+nD4P+zd9bhUVzrH//MrGfjbhB8cXeXuhdqFCuFzdCYEQABAABJREFUtlD3322v39vbe2/t1qlADSlQ6pSWluLuDgtBAwGSQHST1ZnfH4MTmcAS43yeJ09g983M2cDMnPM97/t9w5Phqe2a33X6PDBYILENdBwBkfU14RrYdCgPl1dfNdfX6w/TokUu1rgWkLsfCo/o++BbZkKjfmAty91VIBBcadRldelT4GbgNmCjw+H4GWgB3IBmFfJ3AKfTudPhcLwG/B+wweFw/Ai0Am4ElgEfV/3Qawcq2gRz06F8np+1mRevqsd/b2mCWpIHRjNezHyx+gAfLD2AX1EpriO+dEaDjNev8PzXm8sto3z91130bByr2y+wphNqMfL01c34ecvRcv2smyeG0a1hDFIQsm8EdZ+sk/57ESEm5Gr4P3Pa9/qwaG0gqF2YjDKzNx9h6Z4cxvVJY0z3JEJkPwGfB3NoFCv3ZPPBimM8OHkt85/pD2rljHDtNq2C5sHeaYzoVg9JkjBIKqEhokJBIKhK4sOtvPKLs9zGbDlFXkZ/toZvHu6Jol7YUPui8LrAW0TIF1dD/z8yttsdjO0cpQnVtgikbCd8+SIcXAFNr0ZzWrx0KtMzpdgbCEq2t0BQk3l5cBte/mnHBcL12WQVehg/dT1fPtCdEo+PcKtMwOemV6NIejXuzKHcYjxe5YKeGKcx209mVRdBj0ehyxhNvHbngyUUlIBmKSJJuDz67zHFXj8BDGCyafcUvXiLy7cwEQgEVxx1Vrx2Op2qw+G4E3gMGAs8imYV8j7wF6fTefbd/wUgA3gYeAI4CvwP+PtZmdiC8zDKEqlRIfzp2giGtrZjW/pv5C9naQ0XAGOcg1FdHuHOR2/mns+2kBgRvEYu1UlBiY8PF+0hUJ5yfZIPFu3h1TvaEllHMkJiQy1Me6Ab93+6hu6NY+jZOJYQs4GcIg+zNx8hoKhMe6Cbru7vAgFAVuEpy5DqyeJsGKdlkWw5nI+qqmLTRVBrCLOaWOjMYv5jXbDv+QnbjLGQpXVQx2ilb8vb6XzbH5i1I4rfdhzjxjYJF3Uei8WK6MkoEFQfdrORWesrLtHfnVVEelYRbVMuPfsZgIgUSGgFQ6eDcw7SpKsg52QbIFMItB4Ct74LW2ZBURbIwZnrxtgtGGRJ1zw7JcpGHWktIxCUit1iJC3azrcbK6583ZZZwKHcYloc+grp97+D56QHdmQa9s4PYup8X8UnlCStYeKClzVv6lMb3/V7QN/noF430qLt5R/jLNKiQzCTo1mBRFbCSjOyHhhEhZdAIDhDnRWvAZxOpx9NhP5fBXEq8N7JL4FOIkIsPHdVQ0IK9mKfeLXWYOFssp3Y5jyOpfk8vh77DtQRPzpJgrnbj+qKnb8zC3tZO9y1EKvJQIvEMJb+YSCbDuXx/cZMXB4/yRE23h/WkQibiXCbmGgI9HMq87qq/a5PEWM3E241klfs41BuCfWiRVapoHaQ6/Lw9uBmRM17Gnn7t+e+6Xcjb/6S0J0/cue9P/BbjgWvH4LYU00gEFQRaw+c0DKMdfDthsM0SwjDHowcAks4DP8afnwSdv1y7nu+YtgwGXb8ACO+hbBkMAfn+amiMqh5PL9uP1Zh7JjeDQmzinmnoG6zat9x3D59lQ1frz/MHyKKMXnOat6YdwDLvD/CrtkwbJaWSV0aXpcmWH89Rsu0PpuDK2DKYBjwR5p0G0/T+FB2V2DvI0swrHsapoANjqdrx6/fHQ6urPiDdH/ktE2JQCAQANQNNVFQbcSGGLDPvONC4fos5J0/ELp1KqHGumEbYpAlij36PktAUXVljtQWfAGFHJeXm99Zyr0fr2LGmgxmbz7CR0v20ueVBTw3a3OlSskEgtPNGu3VI15rTRu1SfzmcsoxBYKahs2gErrzqwuF67PxFmGfeQfXtYxFM/sSCAS1Db1zTtBsNII275SNsHHahcL12bjzYfqwoHhdnyLMauK5ax2YK0h6aV8vklbJwTuvQFBTKXTrX1uVeAMETGWIvgdXwPyXwFOGfYenEL4ee6FwfTYL/oWUtZ1XhrStcCyDO6ZgNRrAGqk1fFz9MfR9HqQKJKgmgzT/bYFAIDgLIV4LLhol4NcmtEVZFcbKqyYgBckLr7rxBRRSomy6YiOryQrhclHo9nPbe8vYm1P6pGfutqOMm7KOYq8QsAX6OFaoZV5HVmPGfqOT1iGbD+dV2xgEgsoSbZWwrJlQcWDxCSTnz9iMorZeIKiN1I/Rn9FcP9qG1RSk5Z2qwGodfesLj8C+JUH1p02NCmHSfZ2xmUpPIW+XGsEX93e9sPGcQFAHSavMPSDShMlVTlPEjVOgtOmAtxiWvwtKxWs4aclrtI2X+eetrcq07bmudSL/uLU1oVYjWMJgyCdQkAkBL9z6XtmWIA37wp2fl50dLhAIrljEE19w8ZTkIW2dpS82PwPyD0Ncs8s7pirAajRwb7f6/OX7badfC7UYCbMacXn8FJy1O35X53r4AwqUMfmuTRR7/bw7fzc5Rd5y45bszsF5tJAO9etGo0rB5aW6M6/hrKaNIvNaUIuQXFmQu09XrGX7V6jNBoEl5jKPSiAQBJsGUWbSYkI4cLy43DhZgmGdk5AVHxCEeWfefijUZ5PH5umQ1jNoGdg2s4HOaVGs+eMgZq47xE+bj1DiDZAaZWNM74a0SY0QwrXgiqDQ7aNhrJ3UKBuHckvKjAuzGIkMMXFPx0QMX3xd9gE9hXB4nSYSn43qhx3f6xtU+jwMZhuDO9q5oU0Sny7fz5Jd2fgVlWYJYYzr14jUqJBzr1FLKNw9WfPNN1nhyS2wfjLsngt+D8Q0gZ6PQVxzYRciEAhKRTz1BRePhNaRWC/esq1FahMWk4EhHVP5ePFeWiaHM757PM1TovEV52OyhXHweCETVmSzaFcWD/VtRGgd8eKTJYlZ6ypuGATw4eK9vHJHW8LryGcXXD6yC095Xlff/5WGsWeaNiqKiiy6PwlqA97KPH+LtIaklTyF4itBUvxaplTApwlTfi+SLbKSRxIIBBeLKf8Azw1M49GvdpQbN7hDMpaSLBRTPJiD0CS9LGuBUmMLzzR2CxK2k8LXiO5pDOmQAhJISFXTW0VVtc8kSZq/tyUMAv6g2qMIBHpQVZi66gBPXd2MZ2ZuOuc9oyxxfetExveIp1F8OHiLsNiMcPNbsGYS7PyxVAsQ1V2A6i1BCrgh4EOyhAGy/nmFqkDAh91ix24x8uiAJjzQuyEgYTBIhJbV78lsh+T24D7px91tHHQZq9mISLK4vgQCQbkI8Vpw8UhGrROwXsJTL99YqhKvC3POHn57rAuBnD3Yl/8BvvwFqxIASaJZw3681OMZDDd1Ry0+AsboOvEwPj+rvDx2HysU9qoCXZxq2BhZTQ0bAaLtZqJCTOQW+9h/3HXaA1sgqNGEJemPjagHcuUyMVVvEdLG6UirP9AypQAs4ajth6L2fR7VGIJsEQ1OBYLLjUn1MiDey1+ub8w/f9lTqjvHda3i+cd19bHu/Aalw6jgnLgynrOR9cFweZ7jJoNMRFXOEbxFcHAVLHkNDizXXjOYoPlN0P9FiEgNWnNKgaAiDueV8N6CPXz3SC9euL45//llJ6oKdrOBySNb00zKIHTZ47BnvqZ0SzI0vRp6PAodhsPMkdoGzNmEJyP//JzWdBXAFII6bilSRD0oPlHxoKwRmif+qb+aDFgrU2VcB9bFAoGg6hGe14KLxmsMQ+36kL7gtJ6XbVJb5agKRDXAvOc37J8NhJ0/ndnVVlXYuxD71JuxbPwcc2gMmPT5Y9d0DJXIRjXKMmoQvQ8FdZfsour3vAZoLJo2CmobkgEa9tMVqnYbh9sYpvvQqqcIacZIpDnPnBGuATwFSKs+RHq/O1JxForPXdlRCwSCSqJENcI+ezx3xR9mzbPdGd83jdYp4bRICuO29in8Mq4dr18XR8jkG6HlbfjUIFUPWcMgtbOuULX7+Loh6HqKYOmbMGXwGeEatMqTbd/CBz3hwFLNH1ggqAKMskSxN8DISau4o3MqK18YxAN9GjHz/ra0zvmF0CnXQ/rvZzznVQV2zYUvboG8gzBk4rkHjG6EFJoA28+yCPEVI63/XBO79dB+mC5vbIFAIAgmQrwWXDSeQACiG17omXU+kow68M/4jXVgUgsgWzD4ipC/faDcbszSb3+CE+nUlcvMZJBpHKfPg6yfIw6zsW58bsHlw+tXOOHyIklUu8XMqWzrTYfyqnUcAoFeig1hqAP/VHFGdVpPiG2Gx6dvoam6C2DpG7Dn97KDXNlIUwYjqRe5eA14wevSMrxcOeArASGECwSl4ldlfD2fInTGYGJn3MjjMWuZeksE0wfH8lKrTJoveQz7++1RktujGiwogeDYd/iMdnz9/6JZZ5RHk0GooZWoBKnJZK6Hxa+W/X7ABzOGg1/crwRVQ2pUCJEhJq5tncQiZzZjPlvDDW0SaRFSiHnus2U3SlVVmPOsViVdv/uZ1wf+WaskeHIzjPhOqyiQZC0Lu9XtWhVFeVjCofdTwpdaIBBUOUJdElw0IUYJctLh7qlQv0fpQQYTDP4YKaoBRurGDq3X54Hlb+vacTYsfR1/ZXzBazBmo8yY3g0rjJMkGNun4WmvQoGgLHJOZl1H2EzV7jN9amNGZF4LagsqUBDaGHXIJ2VXNtXrijp0OhuP+bAYdZb0ygaktZ9UHHd8D2Ru1DvcM3hdsHoSTOgJrzSEVxvDm61hyevgzgcluL65AkFtxy+b2R/dG8+glyB7J7afnyDi0z5ETOpB6NdDYc98lGY3UjToP+zJV7AGaf7lC6hsk5pQctOEcywCzqFBH4pumcT6o77aX3HnLoDFr1Uc5/fA6o+FgC2oMoZ2qc/wbvX5dNl+tmYWUFSQh7z0tbKF61OoivZ/tcsD2gLt6n9qYvZbbbVn7+qPoMfDcM9UrZrgt7/AiG8hqoz1ni0K9b7ZwvZDIBBUC0K8Flw0Bm8+0tEtUJILw2bBfbO13du45pDcQfOFe2aXVnIY8EGBzo7lNRyjDLLebszOORjqiCeoySBzW4cU+jSNLTfurze1xC6Ea4EOsk43a6x+S6FTTRu3ZebjC1LWmkBwOTlR5KHH/1ZzOKYH6jO7UAf8CZI7as9gxw2oI39EGf4df/s1g7d/T8ft1/n/+tRz/WxsUWCPu0DAkjZNRy0+L7Y8PIVaKfPcP0Du/jOvu3Jg8SvwYV8oOV7xglwguILYeCCHwRM3sT72Fooe3Ya/x5PQ7Hpw3Ajt7qXgvoUcu+pthkzcxNTVh/H6fEE576HcEu7+dDNLDF0pfnwnvj5/gKT22j2mxS0UDv+ZE7dOYfjk7Xy6bD9FnlqepGIwwb5F+mK3fa2J2ALBZcZmNvDowCaEWo1sOawlWHRpnAA7ftR3gO0/oDa5CvVpJ8Q2hcm3a9VOSgCcc+Czm8B1HAZ/BBunwaJX4MEFcOfn0Kg/xDmgXje4/hV4dI2WeW0MQkNYgUAgqCRCYRJcGi1uggk9oPE1cNVf4NZ3z3Qbl01wZDN8MxZ6PAItb63esQYJSTZonnh6UAKgBoDqtUQIFiFmIx+O6MR789OZuvogecVnFkhN4kN59ppm9Gkah72sLtMCwVlkFWhZS9Xtdw0QZjWREG7hWIGHXccKaZUcUd1DEgjKpcjjp9ircPvEzbx5T3s6d3sUY5ex2puSTG7AyltzdjF51UG6NozWrwd7CrTvtijoOBI63w9Gi2b1YQ7TfDLXfAzHtmmNzdSy7bPOPW4h/PICHFpbdkzufpgxAoZ9BRb9Ht0CQV2m0KNQ6PHzyoJDvHlXO2L6/5mAohJQVGwmAx6Pl/fmpbM7q4h29SIJBKl6weXx4/Er/P2X/fx3cGt69noEtfuDIAGSAbdb4uVf97IxI49Imwmltu85VSaT2lOE9osQCC4/douR/BJtzdUqORyzyagJ0HrwFqIYbSjGEEzTh164OawqMPsJGLcUWg+Bel0BCRoPhLReWsa2rxiMNu1nzXbt3KoirEMEAkGVIhQmwcVjtMLuuXDbBIhvCYv+A5uma4tZ0LIzejwCj6yCOc9Dp9HVOtxgoQZ8SBEpkFVQcbA18rKPp6oJMRt5dGBTHh3YhK2H8yjy+EmNtpMcYcNilDEaREGHQB+nMq8ja0DmNUCTuFCOFXjYlJEvxGtBjSc+3Er3RtF8NKIzC53Z3Dlx3WnbG7vZwK3tU3h8UFOub5vEzDWHkCvyrT1FRD1IbANDvwTnLzDtbsjeqb1ni4J2Q+HeGbD8HVSDGQwW/YPeMrPimIMroChbiNcCwUlSo0N46qqmjO3TiG/WH+Kz5fvZk+0CICrExF2d6/HctQ5ua5/Msj05mI3B2RBOCLcywBHPxKEtUHf+hPzZO1plBoAlnJh2Q3n9xucY3DaBn3cex2So5WKuyaZ96REFI1LPJOsIBFVAhNXIA30a8vigpvi8bixhiVCoo6o5oh4FRS5sZiOmsnaxlQAc2QLX/xeWvQVvt9cqsOKaw/CvYd8SWPk+HNuqbdlYwrWmjX2fPZmJXTPm8QKBoG4jxGvBRSOrAQhL1haz73fXHnKyEeyx4PfCkY3wzQPaLu5Nb0JxDlhCq3vYl0zAYEXqPAZpzrMVxqodRuDz+alrLho2s+admmRyYwoxkRAvRAZB5TkjXld/5jVA4/hQlu05zsaMXO7tVkHDGoGgmjHLEh+P7Mxff9jGN+sPAxBmMWI2yhS4fUxbfZDZmzOZ8VAPXryhOVF2nYvLiHqaFdgPj8Lu3859ryRXW8Bu/RpG/QC2GCSrzvv/noX6y+w3ToUBL1bcjFIguAJoGmujQZ9GPPDFWpbvOQ5ASpQVi9HAodwSPly8lx82ZfLtw714MDkUsxQcUTXSamTivS2Qvn8Yw/bz7PI8BcirP4StX9Hz/t9oW68xIbV9shvwQes7tMZ1FdH1QbHBJqhSfD4fjwxowuD3lzOyayL3tB+Jackr5wYZTGCN0J61nkIAvO1HkZ7jps2JX8s+eKvBms3nh32hIFNbz8e3hGEz4Zc/XGhR4imAVRO0Demxv2vzBkMtv/4FAkGNR9xlBBePqkJSW3inE0SmwTUvaZ7XngItc6H4OKyZqGVjb5wGbe6o7hEHBZPZgtJuKNLSN7QHfFlYI1B6Po7ZVvsF+/NRFIUCt5/o+ETcPgWPL0CJL1BjMmgFtYPsmiZex2nX6qYM0bRRUPMxGyW+WpfJ3K1HGdm9Hg/1SCQm1ErA58ZgCWX+9kw+XHGUkZNWs+j5/voPrKqoayYhnS9cn03RMZgxHB5YqP+4nkpcV54CrSmyEK8FAjwBlbfm7+JIXglT7utAzwZhSChatqTJyt5jhbz020Hu/2wNMx/qDooXqERFRBmY5QCs+RT5fOH6bIpPYJh8G+GPrL7k81U7ljDo93/a5pyvuOy4qIbguEHcnwRViiobeHrGJnZnFfHpyiMMeeAhTOsmQvEJSOkEXR8Ax/Va41FTiPac3jQdf8f7aKYYsP46ofQDSzJc9TeYPhRCE2DAH7X1vOLXNnLK89YuPg5f3AoPrxTitUAguOyIu4zgolGNVqTdc6HDMOgwAla8q+3OntzpJbkjdB0L3cbD7Cehw/BqHW+wKHT7WOLMo9/wOdin3AgFhy8MskXhuudblu9306Wxt06JuoVuH+sO5PLBoj2s3HsCAItR5qa2STxxVTOiQkyEWWuGGCmo2ZwSr6NsNeP6aBBjxyBL7MoqpMjjJ1R4twtqMAFVYs6WTH5/rAthmYux//AEHF6vvWkO5dq299Bv6DN8viGPeduPcWObJAx6bJ1kGWntxIrjcnbD0c2Q1lPfgCMrUc0Q1VDrmyEQCDAajBR7/Pz+eBekzTORJn0A2U7tzZAYGnUcySf3PMG3W/PYf7yY1onBSZowEEBaVYbgdTb5GQT2LcPQdBCSXMut4+xxMOI7mDL4jA3i2UQ3gtG/iIZ1gioloCj4AioLd2UBsDfHxUcrj/LAsNnYDyzQROsV78JPz575f5vSCbXXk1hMJowbpp2x/zqfpldD3gFofqNmBbL8HZj3Nxi/DFZ9WPHg8g5AxipoPCA4H1YgEAjKoJbPMATVircIinOh+c3wUX9Y/fEZ4Rogcz189zAs/Dfc/La2A1xH+OccJy8vyaf4oVUU3/yhtniPaQypnXFf+zolj2xiktPM+C+31qnmhYVuH+8v2MN9n645LVwDePwKX68/zDX/W8S2zAIK3cHpdC+o22QXas2RImpI5rXZKJMWHYKqwuaMvOoejkBQLrnFHt4c3Iy4JX/C/u19Z4RrAG8RhrUTsX/cg1HNFTweD/klXn0HPrpVy+TSgbTpS5QSnRnVKZ0hNP7c1yzhmvXY2X7cshHa3wu1XQQTCIJEenYhL9/UCHnGMKSfnjojXAMUH0da+j+kD3pzu8NKvstNsU9nE9UKUHIPlp6gUQrGzdPwuwsrDqzpmKyQ1A6e2QnX/VdLxIlpDA37wl2TYdwyTeAW9ydBFaGqKl6/wvcbM8/ptfjWwgNsKoxEbTwAPh4Aaz85d8Pl8DqkmSOQ576AuenAsvswNeoPrhxodr22nl8zEaIawPE9UHhE3yA3TjlXAxAIBILLQN1R1QTVgAotb4EPemk+mGWx5StI7gAtbqm6oV1GjLJEkdvP1DWHOVES4MlB19GkxbWoSEioZBXLvPvLfr5ef/h0N3hTHagsVBSF1ftOMGHRnjJj3D6FMZ+tYeWLg6pwZILaymnbEFvNEK8BmsSHsjfHxYaMPHo2ia3u4QgEZWKWVML3fI9h87Syg9x52Kffzs0Pr6dY0dlMzVuJBainUCst1oMkQ5/nYPEr0HEUdBoFRotmfSAbNYuxtZOg8UBRji8QnEWTcLREkL0Lyw7KP4Q07S563PcThUoZTdkqiVoZMdpTUHcaGJqsgBW63A/t7tE211Q0WxEhWguqmCKPn/UHcskr0RKDkiOs3Nstjbs6pxJnVZDe6gvusjeRpQ2TIaUjdB4NS/93YYAlQsuaPtW/CsBs165pvXgK8fv9yCYVWT5rrqEomqAuGyHg0WxFlYB2/JqAooDPpV3jAb9WUaEqYA6p7pEJBIJSEOK14OIxhkD6r+X7Pp9i9cfQceTlH1MV4A2opEbZGN+/MWkxdt5dsJdfth3FF1CRJejviGdM74bc2j6FZ7/aSC3vvX6aQk+AD8oRrk/h8gaYvjqD4d3rY6vtzXsElw1VVckuOuV5XTNsQwCaJoTx6/ZjbDiYV91DEQjKJdYG8up3Kw4sykJKn4fVcaO+A4en6h6DGp6iv3zeZIWOw6HNEE2onnw7HE/X3gtL1ATtMfO0xs4mm+4xCAR1HZvVjLT+i4oDj25Gyt1HSFzroJxXjkjSHxyegmSoORvRQcFghhpiaya4cjmS78Z5rJC0mBAGNo/nP4PbMGNtBtNW7uPB2M2EuHIqPsiqD7RGzMveunCTKTwFdc8CpMKjZ15z5UB4iu4xKmEpLNmbj8/goVfjWK3q2OuCfYth6RuQcdIT3xyqbQj1e17LBDdeujf/ReN1wa652u/kyEbtNVsUtB8OfZ7WNqvq2j1NIKjliO1jwcUT8GhNTfSQu6/O2IaYZInX72qHJEkMmbCcHzcfwRfQslwUFebvzGLYxFXsOFLAZ6O74vHXjUwUWYI1+8vJsD+LHzdnUuKrG59bcHnIL/HhC6iEmA2YjTXnUdQ0XvMK3ZiRi6oGJ3tNILgcSMXHtbJeHVi2TscSKKcB2dmEJUJsM31j6DQKuTKZiIoC04fB3BfPCNcAhUdh0X/hk2vKb5QmEFyJZKzSnQUpbZyKHHAH57zWCM02QwdKt/H4DWLTSSAIJr6Awsy1GXyybD83tUniX7e3ZsSk1bz+6y56pFoI2T5T34GynYCEOvhjrbljdCNo0IuSWz4ikNgWaeusc+OPbdWE5aR2ug7v6vAAk9dlMW7yOl79ZSeKpwh+/RN8ec8Z4Rq0LOw1E+HdLtocwK/TzizYeF2atems0WeEa9Ayz1e8A+911SyT9FaWCQSCKqHmKAaCWoeqKlpHY71UJrYGY5IlYkMtPD1zI/5ySjP/NWcHAUXFbq4bl1lJJTwUC91+5LqSci64LGTVQMsQgPgwC2FWIzlFXg6eECKaoAbjKaWZWJmxBSiKzg3Foizo80zFcY7rAQkCOnscnFrMHlxRdsyJvTBzpPDOFAjOphxLgAtjC/RfkxUQkMyo/f9QcWDDvkiRqXUmWUMgqCn4AypFbj9H890Uefz8+butOI9pz0e7xVCpZ6VanMOJ1Ks4cttX+O6fhzLsawzNrtFaTpS2Rl8zSd9coNEA7LH1ePn2tmz86zXc2j4ZZf9yzYO7LNz58MUt1SMO+z2w9lPY/l3ZMa5s+OLW6hPXBQJBqdQNVU1QLUiyAcKT9f9AWOLlG0wV4vN7mbhk7+ls67JQVXhvwR6KPXXjwRdmMWEy6FOkEyOsiKRVQXmc8ruuKc0aTyFJEs0SwgBYf1BfpYFAUC2c3/ywPMKTkQw6faRVVcvKuupv5zZSPJuGfeGm/6Hu/hWMlSir3zy94pj9S6H4uP5jCgR1nYh6ukPViFRkU3BK8Y1SAMkeh3rzW5pnfWnU64p6x6eQtYMQs/CqFwiCi0pKlA1HQhhuX4Dfd2adfifb5a+UtQcR9Sny+AjL24HpuweQX07C/FoD5PR5pa/n134CIdFw3X/Kvv7rd6dk8Gfc8clmuv/7d3r+ez7fbswkN64LnoF/L388rhxw/qx5YFclSgBWvldxXO5+OLTmsg9HIBDoR4jXgosmIFtQuz107ouSBJbwCz2s6nUFU91ofqBIBmZvPrf7skGWCLcaMZ6Xbjx321Gslmr08woiHn+Aa1uduwERYpZJibRyvuvDsG71MRtF6rWgbM40a6x5fpKnrEPWHRDitaDm4pdNkNbz3BeNFu0ZfJ7o7O38EB5Jnzd1IDwZfn4e4lvCI6uh20OajUh0Iy3b+t6ZcOt7MP1eAs1uxBXQ2dtg30LwleiL3TCl6he0AkFNJb45RNY/9zWTTfNkPRtJgi5j8apB6jeSdwiXLZmdsdfgenQb/h5PQFxziGoITa+m8O5vyL9zFlluI4Gj2zF58oJzXoFAgMvj5+etR7mtfQp9m8UyZ+vR04lBFqPM99sL8Xd58Nwfkg2a3Y983j2gYT98qkTSzi8InXYzHFp7Jmbr19B+2IUDCHhh2t0QkQqProUej0Cc4+T1fw3uYd+TN2QmIyZvZ/3JPjFFHj9frDjAwLdWs7f+XXh7P1f+h9w0teorrfL26+vXBbBhsqgEEwhqEKKbmuCiUX1uiGkK9btrN/YuY6HVYM0L22iBvINaydGWr1D7v4BqMNeJ5oUGWabQrZU59WoSw7juCXRrmojf68ZotrL1YDYfrMhi3o5j+BWVgKJiqgPJKGaDzOODmrJ0dzZPXe3gulaJRNpNeHwKFpNMxoliJi3dz4o9OQxsHk+ggsx0wZXNafG6hmVeA2cyrw/kVe9ABIJycKsWjP1fQJp2N7Qeoj2DoxuC3w0Gi1YSu2YiGMyYEltSrNP6yasaUbs/jmnaXZDUHrqM0Ra2BhPkH4INU2HnbGhyFbI9Gq9fwa5nj7YkrxIfLk8rJ5brwMNTILhEvD4Fc59nkX77C7S/FzrfD/ZYzR5EkrQGqGs/0a5XoxWv34/FfOnPVq/Rzswt+fz953QcCWE80GMEXW4bh8lo4Fi+m0/XneCXKctJiLAw95EhGFXPpX/Y0nAXaBUefq+2vlD8YLZfnnOdRaHbh9ko4/UrWIwyvoCqNaITCKqAvdlFPD1zE18+0J329SJJz3YxqmcDhnWrT0K4FUVRMRg9mi99SLT2rG7YV7PosoTC/mXaHCD9d9QBL2KSJaToVPjDAfAWa9dQUZaWVW2Pg9QuF2Yae10wYzgktIYuY1B6PI4HM8W+AH//9RA/b11WaiVyocfPsMnbWPr0E5jXfqw900vDnQ9U8XrRXQkx2lNwYYNLgUBQbYgnsOCiMVjsKEc2Yrh7miZYr3gP3m6vNTsAqNcNuj4IA/6IlJ9RZ27+/kCA5CgbT/ZNoU9SgNAV/4bvvsPs94BsoGOz63mj7zPs7NGWR79ylll1XdvwKyonijwsen4A2zMLeG7WJpak56CqEGI2cFv7ZB4b2JTnr3WwIv043RrHVPeQBTWYrEKtoVRN87wGaBRnxyBJ7DxaQJHHT6hYrApqIHZjAMlogyc2woHl8MsfzvhJWyOh/VAYOh1MVnyHN2NJ6azruJLBRF5KP2Kv+RfSr3+EHx67MKhBbwK3f8zuEwqN43UKzJWwPiAiDeSad28QCKoDk9GAlNYLHlunbRzNGg1Ht2hvhiVCx5Fw/1yQjfgLsrBGNwrKeQP2eCauWAqA81ghz35XuuiTcaKEdQfz6dM4OijnPY2nSBPTlr4B+xZrr1nCod1Q6PuslmF6fqVnEHB5/Ow6Vsjbv6ezaFcWigo2k4Fb2ifz+MCmRIeasdWFrBRBjaXQ7eOd+VpT4z9/v5XvHu5Jj8ax/L7jGM9+tYnNh/L54O7mXONbgDR8lpYwtvwdrWdEwKdtNje/Cfo+B9f9Gzwuiv0gRbUg5M22YIuCYbMgcwOsmqBVR9/1udZQOXPDhQPK3oFqsLC/UEI1m3n8yw1syyy/l9UJl5dfth7l1vYjMKx8p/Sg8BSQqvhaCkvQHxueIuYiAkENQqzIBRdNwOvClLVN2939/OYzHpXmUE3MzlilfXUYDr2fQSnKxmAJrd5BBwGrQeL9O5uTlLeWkIkjz22MowRg52xCnT/R5trXmTn6ZgI+Lxhrfwd2SYKmCWF8snQ/b/2+GwCjLGE1G3B5/UxbncF3GzP54v6uxIZbCATqxmaF4PJQUz2vASxGAw1iQ9iT7WLDwVz6NI2r7iEJBBdSkqstQBf8G9Z9qr1mMGlZ1+48WDkBNs+AkT9gPr6DQGJLoGKbnswTLhpFWTVLkkdWaZlb+5YCKkSlQafRkNQOSfEAJnw+LyY9z7jULlq2qCun/DjZCB2Hgyyc7QQCAClrm1a6/+1DkD5Pe9Fo0a6VwqOw6BXYNAPum40pYzlKVArBWOIdznNzOO9cqx+TQcJskHF5z63kmLkhi/YNEzjPyOTi8RbBwn/DinfPfd1TAKs/1Pzz75ujWRpVxne/AlweP1NWHuDfP+885/USX4AZazL4bsNhvri/K+3qRWIVArbgMmE1GU77WxeU+HB5A/zth238vPUooK3JejWJQ85IhN3z4Pvx51ptBXyw7VvY/j3c+j6SLRI5sgmLc0Lpc9P7hCS3goUva1Ubp/juEW3D++BKWP85HE8HoxWaXQed70cymAn1GShGqlC4PsWszccZ1P8GIsoSr7uNA2v4Rf2OLpqQWEhsC0c3Vxzb7SEw1w3bU4GgLiDEa8FFI6kqtLwNPuyrlRsNeFErXVb82qT6+F5t0bt1FiS2RXLcUN1DDgoms5lGESB9Mqrsju6qimXuM6SO645sq0RTrRqMQZLYejif9xakc1PbJEZ0T6N1SgQlvgAWo8yv248xZcUBRn+6hhUvDKzyKjBB7SK7qOZ6XgM4EsPZk+1izX4hXgtqKJIB9i2CTV+ithtGUZfHMMc1xO/zYTRIKFu/xbZ2Aky9E8YvR9VZ/ZQSJqOufB952Zta1lafZ+Hqf2rPdiQtA3LybciSjGPMPIr8OjcqJRl6Pw1zXyw/rv29VZ+JJRDUZKyRsOoDyFhNoNt4Sjo/jDE0FkVRkFQ/8sapWNZ9BDNHwd1TUP3eoNhqFHk0McxmMnBb+yTG9UggKTqCQMCHKhn4YeNhPl5xhD3ZRRS6/SjBmvcpAUiff6FwfTbufPjiFnhyC3o25fSy82jBBcL12Xj8Cvd9uoaVLw4S4rXgsuELKAROXlAP9m3E9DUZ/Lz1KN0aRjOiexr9m2trS2+z6/EcWENY02th1y8XVjmrCvzwCDywEJPZTLbLh61Vf1B8cP1/odeTsHaSJmLvXQBvtYPWg7XXw1MgJAq2fQ/T74XCI8Q9tZ0dOWWsfUuh0O0HUxlbWoltNaujqsZkg4F/1Py8y6NhXwhPrZoxCQQCXQjxWnDRyCYb7JkHLW+F7uNg1UfwdocztiH1e2i2IT0fg9lPIbW/t3oHHCT8bhfyiveQAt7yA1UVecnr+G/8H0ZbRNUM7jLiC6hMWXmAmQ/1oNDtY8LCPSzanY2qgt1s4LYOKbx2VzsW7Mxi5toM7upciRJxwRVHTfa8BmieEMacLUdYu/9EdQ9FICgVyRoG277B9eBK1h6D9386yqp9vwMQYTNxd6cOjL/nJ0LXvotpzwKkZtfpOq7FJCOlz4Pxy+DAMvhyKGSu194MjdcsCkZ+DwteRjm2A1tKR30DNlmh031ao6SyRCnHDXDdf6rEz1YgqDWEJ0HGaorHr+O33fl89OUBtmVqtiEJ4RZGdh3AyNHDsP/2PJIrCymhVVBOGxdmoX50CDNHtyHsyHLsPz+nVVQChMRwR4dR3Dz2Ed5YlEmRT8vKDgq+YljyesVxxcdhx4/Q5s6g+OMXuH2883t6hXElvgDTVh3g/t4NsRiFgC0IPkZZJsRsQFFVbm2fws1vL+W/Q9rSNjWCT5bu49lZm3D7FAyyxFUt4nms16s07PoY9pl3XdhgUAnAkY0YotK42/sN0tufQtEx7b3kjppXdo/HYNpdkL0TNk7TvgDumQoHl0HWdgCkbd+S2vxOJInTzSPLIzHCilRSyjw6vqU2j6iOrGbZAGm94YZXtebUpX2Q1M5w91StulwgENQYhHgtuGjkQAm4sqHdPfBR/wtLgQ+u0L46DIdb3tbeP78zei1ERkHeOktf8I4fMNz+weUdUBVhkCUeGdCEBc7s07Yhp3B5A0xddZBvNxxm4qjOHDxeXGoDD4HgFGfE65qZed0sUbtXbTiYhy+gYDIICwNBDaMkF9eN7/PvJblMWX34nLfyS3x8tPQAX63P5OsxD1Iv82ckvxcsFYvCgZx0jEM+hrl/hB0/nPtmURYsfk3L0hr5A4Z9i/HFOcCms+zXbIf+L0CnUbD0LU0cVwNaBlbvJ7UFrRCuBYJzydpO8ZApPPLNPhY4s85561iBh1fn7WP6+qN8N/Y/RO/7ETXGAYZLf7ZG2sx8/2B7In7/A/KW6ee+WXwc47I3MG6awtMjf6XAFEeIOUjLSp8bjmzUF7txmmZrYIu85NOaDTKLdmfriv1uQybDuqUJ8VpwWfAFFG5rn8yebBfOo4U8MrAJUSEmbntvGZ6zqp0Cisrcbcf4dfsx/nFjUwbfOQP71JvOzcBucQs06I00oRem/IxzT5S5Hr5fD81vhOGzYNI12gYzaLZEO+dA40Gw5eS6d+MUpCY306dJLIt3V2ABBozqUZ9wz1KIbQq+EohqCN3HQ6MBWgZ0dWEJhXb3ap97+buwe67WEDa2GfR8FOp1F3YhAkENRIjXgotHVaDVbfBhv/I9LDdMgaR22uSyDiDJBq3zuR4CPlAUqANz24CqkF3kuUC4Pptib4CHvljHwuf6C7tSQZl4/Qq5xT5kCcJqaDPECJuJ5Agrmfluth7Op0P9qOoekkBwDn7JzM97Ci8Qrs8mt9jHvZ9vZf4Td2BWK6gWOolstmuC0PnC9dnkH4IZw2HEt+f6bOrBEgqWZnD9f04usCVA1ZqvCQSCCyi2JvD+8mMXCNdnk3GihPunbWfq8BuxBHxBmXaGGAOwc+aFwvXZFGVh//J2QsYvC8IZT+It0h/rzg/aad2+gK5sUtCytOtKQ3ZBzcNuMfLYwKb87cdtKKrCgOZxDHp90TnC9dmoKvzlp910fLAdrZpeo1mIgGbXdc1LMGMYnC9cn83OnyChtdaj6ugWXF0exRxdj4CiIssylBRhXTMBSvII8+bwzIBUlqbnlGsV5EgIo1NaNHA9NBkESNoz3xJeM3paWEK1r4F/gv5/QBufCnWgWlogqKvUgDuHoLaiGm2wf1n5D8NTrJygNZaqA6gBn9bdXQ+WcOrS7HbS0n0VxhR6/Hy74TB151MLgk3OSb/rcJsJWa65/1OaJ2nZpKv2CesQQc3Da4lmwrLMCuOOFrhZmp6DarTqOq4Ulqj1q6iIrO2oJ/Ygm/Qd9wIsYZpgbQ0XwrVAUA5SWDKTVx+qMG7ToXwyXVz8NXkesuJHXlmO7/QpcvchHVoTlHMCEBKtf+4clhi0ebbNbMBi1Lc0Tgi36ha6BYKLISrEzOODmtIoLpRpqw6WKVyfQlXhnWXHKOzy2JkXm1wFeQfg6JaKT7h2Emr7oSxo8ASjvs3G8dffafn3+fR5dQkfFPai4L4FBDqOghN7aOJ18tZdbTGWMYdvHBfKlw9213zhzbYzz3pbZM0Qrs/GbD9rfGIuIhDUZGrY3UNQm1AUP2z5Sl/wib1auXEdwCdb8LYfqSs20HYoql9/Y4uajEGSWblXn4j346bM4DXuEdQ5TluG2Gqm3/Upmp+0DlktxGtBDSS32MeebH0ZijM3ZlMU0FnlkO3ULMF0IG2eiVTZzGuBQFApNh0uoKDEryt2+vpjeNQgLe/yD0HeQX2x67+40Gv3Umg0UF9ct4eCtvnl8yvc0CZJV+zw7mnYLXWgrFJQY7GaDTSOCyXcamL25iO6fmbe9mNY07qc2dBpMgi2favvhK4c3Ie28MnqLNYfzD39cnaRhzfn7+ead9eR7RiOYo3BXq8dg1rEs/KFQYzv15iGsXYSwi10Tovi/WEdmf1Yb6JCTEh1KIFLIBBUPzWzXltQK1ACCobKlOsFc1JbjSiSCdqNgBVvlb/AN4Xg7vY4RqMNS9UN77JR7NW3cAIocOuPFVx51HS/61O0PJl5vWbfCQKKiqEGZ4kLrjwKPfpF4wK3H0VvmqA7T/8gSvIIKH6RCSEQXEbyivUnQeSX+PD6VYLyeNVrkQeafUewNrKsETDwj7B3wbnevecT11zzpg0SoVYTT17VlJ82H8EbKPu8SRFWbmiTiOEyZZAWuX2YjQb8ioJRlvH6A4Raa/Zmv+DyYDLIeP0KBW599wC/ouLz+zAZrZrHtDm0UtY6vqIThJjjS33vaIGb4Z+u44dHehFiMRIChFjh8UFNGd+/MbIkoagqoRbjxVVVqqqmFRitoPrRLMUkrdmzQCAQIDKvBZeCbNRvnwFgL/1hWNvwBRSmrjuGf9QcsMeVHmQOJTD8W+bucVft4C4jYVZjmeVh55MQbtEvlAiuOLJP2oZE1PDM65hQC/FhFgo9frZnVmIRLxBUAbGh+tWphDALss4MKCVU/3NdDU9GCkJjOIFAUDZJEfrFm6QIm27riwoJrcS8PSwJDEF8psc1h8Efa2uN0ohtCvfNDnrTt/gwC5Pu61zm7zApwsqscT0xB+t3fBbFHj/pWUW8+O1WWv91Li3/Mpc2f5vL337czoHjrkolkQjqBgZZotjrJyFM3z0gxGzAaDBowjWA14Uapq+aAIDwJPKKy+6PkZ5VxLYj586HbWYD4TYToVbjxdsBeosgfR58eQ+8FAf/SoI328DSN6AkT+shJRAIrniEeC24aLwGG97OD+gLTulIwGy/vAOqIgySRJ8mUSgBP4xfDte+DIltIaIexDlgwB/h0TWoRhsdUsPwVeBRVlvw+BWuapmgK3Zo1/qEiywRQRmcyryOCqn5/0dOZV+v2FtxV3WBoCoxGWQ6penrJXF3l3qYjfoWlHJUGkQ30jeIrg8QEOK1QHBZaRwfqlvAvqtzKpIUpOSBkBhIbKMrVO32kOYdGyzMdnBcD09vh15PaveksESo1xXu+BQeXAy2mKD3lbGZjXROi2bli4N46uqmNI6zExdmoW1qBK/c0Zbfn+lHQoQFY5Czrou9fubtzOLaNxfzw6bM05nfHr/CrHWHuOqNRazYc5wSIWBfcYRajNzRKVVX7G3tk/ClL4b4lngHvYSn9VD8ncbqO1FUQ9Sohmw4mFdu2Mw1GeSXI3BXGm8RzP0jTL0DDpzV+NWVDYv+C+93g8KjwavsEAgEtRYhXgsuGrdfwZTQAlI6Vhir9vsDxUrdWOAaZYlmURLmSQPgh8dw1e+Pd+wC3I9sxPfQCoqa3wm//x3jxAGkmXKxmurGZRZmNfLkoKYVZl+nRtm4umUCXp+YZAhKJ6tQq0io6ZnXAC2TT4rXe45X80gEgnMp9voZ379xhXGtksNplhCG26dvI1VRQe37bMWBjQdBSAxef+WFsoCiUOj24fUrePwBXB4/vnLK9AWCK5kjeSU82LfiDaVrWyXgC6h4fMERrxXZiNr3+YoD63WDqAZBOec5mO0QmgD9/w8eXAiProVhs6DlbWAOuWyN32xmA1EhZsb1bcy3D/diwTP9mTKmG4M7pBBiNgZduAbIKvTw1IyNBMpoGOMLqIyfsl7Y8l2B+BWFOzqnEhdavgmlxSjz6ICmhDTpgzr6F3ydxlComFFt0dD06grP4+71LFPWHMFfQdOi/BIfxd4ASjCaG/m9sGUWrPus7JjCo/DFLeD3XPr5BAJBraZuqGqCasFmlPEd2wl3TYaE1qUHSRJc+y+kkGjshrohZhqVYlg5gZLr/8fhQe/wr1V+2v9jHs3/MpdWf/2VF+fnsbvTXym+Zxby8rcweOqG3YDL7SMixMSE4Z0wG0q/daRG2fjqoR4cyClCDlbmj6DOcdk8rwNe2P0rLHgZfnoafv0TbJymu/lcabRK1hpBrdmfi1+Ia4IahMkgYzMZ+NstrShrT7FZQigfjezMrPWHdNs+ybKElNgO+pUjWtXrCre9BwWZ2Cq5QVvs9fPT5iMM/Xglzf70M44//cKNby9h2qqDuDx+VGE5JRCcg8en0K9ZHOP6lb1Z1b1RNC/f3oal6dlYgpQ0Ial+pIhUuOrvZWc4J7WDOz+F4+lBOWepmEI0H2xLmPb9MonW52MxnWuHYCxj7nupFHn8vLcgvUzh+hTegMJHi/cK+5AriICiEm7wY5UCzBzXvUwB22Yy8PHITizenUPDvy6g+b+W88cfdnEk340LG97bJ0H9sv3hlX5/4GjyNUxYUnGD1vgwCydcXkqCkaSk+GDpmxXHndgLh1Zf+vkEAkGtptoaNjocjpbAKKA9EOV0Ors6HI4bgRhgitPpFCpBDccccGFc+bbmqzXiW9gzX9s5PbFHa7bQ9BroMhbyDsAXtyGPWwrW0Ooe9iUjo+KOacV6c2fuf2cdnrNsQbwBhR82ZTJ7cyav3ebg2hZ3EWKpI3YpBgMhkkRCuIXfn+nH1FUH+HnrUVweP0kRNu7qXI8b2iRS5PETajHi8StY60KnSkHQOS1eBzPzOnM9LHv7QqE6cwNsmQnthkKbO0AyVOqw0XYzSRFWjuS72XQoX7dNg0BwubEaVN6bn859vRrw61P9mLzyAL/vOIbHp1A/JoShXevRr1k8L3yzmYd6JmOXvYCODaOsHVr57t2TwXEjrJmoNU4L+DQf2s6jtUzLWfcjxTqQrvo72CJ0jdnl8TN+yjoW7z7Xhmf/8WL++sM2pq06yMxxPWpFVYZAUFU0ibNR4FW4vUMK17VKYPLKA6zYcxyfotI8MYxh3dJoXz+SgKJyc+s4DKqPoCzx8g7BF7dq4vS4ZbBmEqT/Bn43xDSFTvdBo37w7TikkGiU619FDom+9PNeYZgNErM3HdEV+8PGTJ65ptllHpGgpqCoClLJCQhJIlE9xsInu/LtxiNMW5dFVqGbCJuJW9snc0enevyy9Sgv/bQd0Oxmvtt4mB83Z/LKkLakRFnpOuwbpIPLkFa8pz3nDSZo1B+6jEWNbMBTn22nyFPxxsiQTqm8NGcH/oDCZ6O7Yrdcwr2m8Cjk7tMXu/4LSO4E1rCLP59AIKjVVIt47XA4/gD8EzilIpzaau4PPA0MdjgcdzqdTuHOX4NRFUVrorBvEbzdAdreBVf/HUITIeCBQ2vgu4c1UQlQSvKpnGxUM5FkE8VpA7n/9ZXnCNdno6jw7HdO2j7ckSZ1JInMZJDYlFHA8EmrGN49jdG9GvBw/ybIktbdOj2rkIenrmfn0UKW/WEgBOpGpr0g+Jxu2Bgsz+vt38PqjwFV88Ss30MrNfYUwdGNcHSrNuk9sQf6PAuV9OhtnRLBkXw3y9JzhHgtqDGEeE/wcO8kRk9dzwN9GjG2d0OeuboZsqSVmG87ks+oT1YjSdAq0Y7q1+lR6c6Hklz47CbtWuoyFno9oV03+RmwcSp8O04TsOzxoOjLAnR5/Lz2q/MC4fpsnMcKefzLDbx7bwfCRN8EgQCAgKeYKauyeGd+Oj0axTCse30eGdAEoyxzOK+EGWsyeGL6BlolR/D5fR21a90chEaG7nzwFMCUIZDaWbsXdB8HBgsUZsLGL+HHJ8BXDE2uAlXkHV0MkiTpzmLNL/FhuJiGeDWYEq8fSZKQJJAlCbcvIO7/p1AhYI1h3YE82qsZGA6t5o7Ot3Bzx4YYZAm/ovL1ukMM/XglB44XX/DjAUXl+a838/MTfXBLFkwN+mNM7YoKSN4ipENrYe6LqKk9GNNtOI9W4HfdvVE04VbTaSu9v/24jb/e1JLQi/33cufrjy3JA7Xs68Rms2nzfoMZUABZq8i01P7EOYFAoFHl4rXD4RgCvAwsB/4KXA88dfLtD4E2wM3Aw8BbVT0+QSWQDRB2soGftwjWfqJ9lYEUGldFA7u8lATgk5WZZQrXp1BUeGfZUV66NYawaqtxCB7F3gCfLNvHtAe0srP//Ozk9x3H8CsqETYTd3RK5bU72/H9xky+XneIuzolV/OIBTURVVXJKjjVsDEItiE7Z8Pqj7Q/N7kKGg04t6Q4sRVk74JNX8L+ZVrmdd/nQNJf/tsmOYLfth9jaXoOjw9qeuljFgiCgGww0jH8BEueH8C2zAL+9N1WFu/ORlUhLtTCXV3q8dnoLlgNELLhAwKdRus7cFjimT8fXKF9lYEaloRk1F9iM2NNRoUxi3ZlU+j2C/FCIDiJbLUzeeUBAFbsPc6KvaX3YFh/MJdj+cU0jAuSWBN6VpPuQ2u1r7IISwRZXLMXQ+DkPDq/pOKcrfhwC/6AyqUku9YUPP4ARW4/Hyzaw8y1h8gv8WGUJQa1SOCxgU1oGGu/tKzeuoAk4ZPM5BXn4m3chY8XpzP9x8XkFvt4+fbW7M12MXFp+ZnLAUXlo8V7ua51ImM/167hTmlRjOuRQK/63Qhx/Qvj6gkMuO8Onr+qIa/MK/14bVMjePPuDjw+fcPp177fkMlfbmp58Z/PHqs/NiwB5NL/P6TER2GnBOa+oHlo+4q1KvDWQ6Dvs9q9LJgNZQUCQbVQHZ7XzwB7gEFOp/N3oPDUG06nMx24EdgJ3FcNYxNUAtlkQen8gL7g5I6aV10dwC8Z+X7zsQteLy0R4uctR7Ga6sbEy2SQebBvY9YfyOWej1Yyd9tR/IqKLGmZIJOW7uOGt5bQrVE0Blmi5CKaeAnqPoUePx6/gsUoYzVdYi1G5npY9aH255a3QZNBpXthxjWDLg+A0QL7FsOmGZU6TcvkcCQJNhzMxaWjpFIgqAoCBitqTFMmLtnLmM/XsmiXJlwbZa264b0F6dz49lLy3X7cre+mGH2ZmIGINIhqqCvW03EMbqy6YlfsOU6xV1924Yy1GQQUkcUpEABsOVxAXvGFwmZpNtRfrjuKJxCkzFxbZNk9bc6n032oQry+KFRV5c5Oqbpi7+5cT3f/gpqM1x8gPauI/q8u5OMl+04L935FZe62o9z0zlK+XH3wip9zmQwyJR4/9aLtDHh9MRMWHyD35L2gb7M4Zm/OLNOO/mxmb86ke6OY039fdyCXB6bv5Nk5h3EN/wmsEdin3MCoxkUsfKwT93SpR1KElRi7mW4No3nrnvZMGtWZZ77ayOp9J04fxxtQ+HX7hWti3diiILGtvtiuD5aeRe0tJjRnI4b3u2pVlr6TGeh+t1Yp9m4XSP8dvK6LH6dAIKgRVIeq1hb4wOl0ltoy1ul0BhwOx8/Ag1U7LEFlUb3FyIktIbmD5itbXmy/50Gt/ZMtAKMskX9y4tAuNYKHeiQysFUKBklCBVbuPsKEFcdYsec43oBCQFWpC9P5gKKcLvse2DyeEd3T6NYoGlUFr1/hpy1HmLziAGM/X8uCZ/tjqBv/3IIgc6ZZ4yVeFe58WPK6VqbcaADU71Z+fEQytLtX8+XfNA1S2kNcC12nsluMNI4LJT2riJV7jzOoRULFPyQQXGY8spV5248xZeVB/nxjC+5pF0mIPQxQUQN+dhwt4l9z9zJ04mp+e6ovXp1Nvg4XBEjo9RzW2Q+XH9ioPy5TNLJfIURH8vWJYp22JUCuy4tfUblM/dEEglpFrkubc1pNMre2T2Z893hS4jRv6UJXMVPXHmHy6kyyCj3kFXvxBhRCgnHigF+rVPpqVPlxqV0g1oHi92CwBOXMVxQ2s5GH+jVm2uqD5W7whduMjOyZhuVSN/5rAL6Ayr0fr6KwHHH6pZ920DY1gq4NY8qMuRKwWYzc/9kaAorK8O5pjOyeRsMYK8aAmyXP9gEgOy+fSauO8dW6TArcF/5O3T4Fw0lrlrN7Is/ZeozmiaE80OdFbHMew/751djr9+DFwdN4dGATAI7mu5m17hB/+HpLqfY2OYWlSjr6MIXAgBfhy3vKj0vpBLFleL2785FnjtAsQkpD8cOs0fD4es1SJODTqscrUTUmEAhqBtWxLPADFdWzRQHCMLeGIxmtSFk7taZO8WWIQJIEV/8TKTQBSaobmbi+gEpCuIVXb23K1Lvrc+2RD7D+rymmfydgfrU+fXf/h49viOSL4a2IDjHp2hGvDagqTFt9gClju/FQv0bMXJtB27/9Squ/zmXA6wvZf9zFpPs6M6Z3Q77feBi5DmSGCILPmWaNl2gZsuI9zf8uuhE0vUrfz8Q1g4Z9NMF76VvaBFYn7VK1hnSLdmVXECkQVA0qMj9vy2LTC70YVe8o9h8fRHopHumfcchvt6f5nk+YMrw5f7y+Kct3ZxGqs/zao0gcTb4ab+/nyw5K6YTrtk/5fns+FpO+qWRShL4M7VOxptKqKASCK5CECCuN4+wsebIbf26aQYO592F6OR7Ty/FETx7IgyELWfB4F65tlUBCuBWrMUjipskCUQ1g4J/LjklsA3d+BsfTkU1B8Nm+QgmzGpk8pht2c+n/dhE2E9Mf6IGtDlRz+gIK3244rMsm5e3f0ynQEVdXCSgKv2w9SmKElblP9eWqFvGkhKr4N05H+vTa0/eB5G/v4JnkrSx5qhsd6kVecJxwqxFvQDlHuD7FZysyUNsNhYRW2gsHV2DFzYhJq+n93wXc8cEKpq/JKNOXPTXqEjasZAM06APXvlx2TEIrGP516bYfXhcsf7ts4foUih+WvAHbvoH3usCqD8BTCIqQmwSC2kR1rAzWALc6HI7I0t50OBwJwK1AOcZqgpqAQfXD8ndgznMw6ke49T0t+8IWBeHJ0Gk0PLQEElpq3cqLS/foq23IErx9RwtuiMkk9MMuGNZ+rD0AAfwe2DSd0Ek96eJdyYz72+GrwBu7tmAwyIzt3YjNGfnc/eFKft6q2YZIEuQV+5i4RLMN6dk4BqMs4Q/Ujc0KQXDJCkbm9eF1cGCZ1jSqzZ2V8q+mydWax15+htboUSdtUyMBWCzEa0ENoajEy9tDmmFc+irGz66H3b+daZhWdAzDon8jv9eVa1MVbGYZt1efAJAYYeOxr3eR3mQ0hWNXQLuhmp9tSDSk9cI1eAoF93zH2Bm76NE49kzL7QrolBal67qXJbi7S32xASoQnKRpfChfj2lPzLwnCf1mGBxceebNE3ux/PYC9s+v4o2b07ivZwMI1qVTcESbv6d21ubzHUdBWJI2z6/XDW6bAMO/gdlPwsr3KxaQBGViNRlonRzO8hcG8uw1DhrG2omwmWgcF8ofb2jB0v8bQJN4O2Zj7d/UK/YGmLXukK7YZXty6lyDyspQ5PazZHc2E0d15sNFe+icZMI+fTC2nx6FY9vOBB7ZRMiP44j4dhhfjGhF0/hz8wSHdExl7tajpZ7jhMvL9oPHYPi3mjd0SieMllAO55ZUOL4Qs4H+jkvsaWUJ1e4tj2/UtIPw5JP3mK5w5+cwZp7297LYMlPfebZ+DU2vhfxD8NtfYEIvcOWAsCgTCGoN1bF9+2/gN2CJw+H4K5AA4HA40oAuwL/QMq9fr4axCSqDqkBJLuxbBG93hHZ3w/X/1R58AS8cWgM/PQ0Zq7X4ynQUrsGYZJkWsUakN+/R/LRKQwlgm/0wjcevQjFVohlFDUZRFEp8Af47dyf9HXGM6J5G90YxSJJWjjZ7cyZTVh5g7Bdrmf9M/1I9wAWCU5nXEbaLFK+VwFkNGgdqnpyVwWCE5jfDuk+1CW+za8ASXuGPNY4LxW4xsP94MftzXDSIFY1fBNVLiFlCTv8Vw4q3yw4qOob8xc30eHgl+Tp1pexCN/d0qccNH2ygR6MYxvV4ntZ9/4XBIJOV72LS2uP88NVy2tePxG4x4NFpGyIhMbZ3Q95fuIfb2qcwrHt9GsVqC+yjBW5mrslgxtoM+jSNxSR8pwSC08gBN2EbP0DeUc6Ga84u7N8Mx3bvVxT6DQSj36lakofkztME7PrdoctY6P2kVnpfeAQ2TYefn9cSOJpchaIEuByGFoVu3+keGf6A1mulLlhnnI/FZMBiMvBAn4aM6pmGQZYIKCoWo6FKROtirx+DJNG4aTNUFYo8ft0VO5VBAl1Z16BVfRZ7A1du40ZJ4ua2yXy4aC+DW4YT+usz2vq6LPYvxb7gz/zt2qcZNnk7ADaTgXF9G/D5ioNl/lhuUQlkrIdej0Ncc7wGG3d2TmXqqrJ/BmBkj7SKP4PXpWVYSwbtHzTgvdC72hKqfV3zElzzT61yWwmAOaz0XjankE1aFaYePIVgPKvqM+8ATL4Nxs4TzRwFglpClT8JnE7nfIfD8RDwDvDVyZclYO/JPyvAs06n85eqHpugksgGCI3X/uwpgNUfa19lUZmOwjUYo1KsZZj4KtiRVgLIS15Fuv6/5e8Y1xJUYOrKg0wZ0w2zUeazZfsZN2UdvoBKVIiJOzvX45P7uvD1ukP8sOkwQzrqaz4juLI443l9kbYhe+ZpWRMhMVC/58UdI64ZxDaFnN2wdRZ0ur/CHzHIEm1TIlmx9zgLnFmMjtXX0E4guFyEGgLIS3Xs8+cdILB3MbZGg3Qd168odEyLYly/RnywaC8r9l5YNdU2NYL/3dWeOVuOcE+XerqOazMbGNO7IXd3qceS3Tn8+butrD+YB0CT+FCGd09j3tN9CTEZsZZROi8QXInYTDLS6g8rDjy4EgqPEhLdODgntp+VUXlw5bkZ3+cTmoAkB3dZ6fL42ZNdxHsL0vl9RxZ+RSUu1MK93epzf++GhJgNmOqgMf4pEbuqcHsD5Lt9TFi4h6/XHaLQ48dilLmpXRKPDWhKfJiFkCCKxyoQG2pmX07FDfQMsnRZBPTagoRWtfTGb7t4rm8cbP+uwp+RN0+nw8B/kBxhJa/Ex2fDWxFxZCk3NW/F+4tK/5n4UDNs+Ab1lreQJANWs4k/3tiCYwVu5u3IKvVnbm6bxGMDm5a9seBzgzsPlr2lNU5054PRCi1v1bz0w5MvFI1La8hYHopP0yIKMiuOtUWBt/jc17K2a1+pXSp3XoFAUC1UyxPf6XROBJoAfwS+BuYB3wP/BFo4nc7/Vce4BJVDVVXoMFxfcFL7OrOrKaMibfmq4kDQJhl15HMbZJkxfRqyLbOAOz9YwU9bjuA7aQ2SW+zjo8V7ueHtJfRpGoeMsA0RlE5WoVatEHkxmdcBn5bpBZr9h+ESFjRNr9G+b5+tuyqkQ/1IAObvLH0iLxBUKe58bdGlA+PGL5B9Rbpi60Vaef7rTVzdMpFvxvfktvYpxIaaibCZ6JwWxRt3tWPiyM4889VG+jcOw4L+Zk2KCv/39RaenrnptHANkJ5VxN9+2MaISavxihJegeAcAoc3QvEJXbHS+s+R/EGy77DHQnxLXaH+zmMJGIPXrNHl8fPJsn3c8u4y5m47hl/R5pTZRR7e+n03A19byOHcEnwBcb+4FNy+AJsO59Hv1QV8tnz/6QaKHr/C1+sOM+iNRczbmUVxOY0VK0uoxcC93errih3UPB7/FfxMCLUYWbn3ON0bRWPa/o0+j+aAF9Pun/n7Lc1Z9nQ32h7/BetXQ2mUEFHqRkBiuJWmieGwa46W1HFSQA4xG3l7aAemP9Cd/s3iiAoxEW03M6hFPLPG9+C/Q9qWL1wf3QRvd9ASvk7Ns/1u2DwD3usKO2ZrWdmXgmSA9jq1iHZDYcePF76+9lPw6psfCQSC6qXatjKdTudh4D9VeU6Hw/Ea8AwwwOl0LjzvvZHAU0AzIBeYCfzF6XSKu1lZBDwQ1wIS28LRzeXH9noC3AV1IgMZ2ajZpejB79G8tOpAEpmiKHh8AV6es6PMmIISP2M+X8PvwjZEUAbZl+J5vW8hFGVp1kRJbS5tIBGpEOeAbCfsnA3th1X4I+1SI5GAVXtP4PL4r9wyVkGNQNVbKgtQkotUWqemUjAVZjCicyJDJiynZ+MYRvRI45lrmmEyyGTmlfDVugz+9N1W2qVGEm8JaItRS8WbtC6Pnzfn7S5382dbZgFPfLmRt4e2JywYvgcCQR1AKtEnXANIxcdRA17g0psnelQT5r7/h2HWqPIDUzoixzXD5VeCkjGsKCqr95/g9V93lRlz3OXl7o9WsPDZ/nUu+9rl8WM0SMiShKKoBFSVEPPlmW+U+ALc98ka3L7SBeKAovLUjI389lRfGsVVMiu2DAyyzHWtEnklwsmR/DLsF9Gyrp+8qtkV/SyQZYm8Eh92ixFzif6eK8aSbPrHZmKa/BAc3wOA312E3WKg6LyNiEf61sOwcQr4PajFx8+xzA8xG+neOIaWyeGnvccDikp4RQkofjdMHgy+4tLfl2TY9TM0HgAGEyBpdiKyEYw6fMhOYbJC9/EnGzAWlB1ntkPXB2HmiAvfK8kVjRsFglpCla+8HQ6Hnq3WAFDsdDp1KoS6ztsVeLKM914AXgY2o9mZtEETsrs7HI7+TqdTdCApFQNsngb3TIUpQyCnjEnmoL9ARErlmqrVZBQfhMaV/5A8hdmu+XbVAVRg4tJ9FcblFvv4cVMmgzumXP5BCWodF20boiqw5Wvtzw37Bed+0rCfJl7v+BFaD9HKGcsh3GaicXwo6VlFLE3P4dpWiZc+BoHgIpHsMfqD7fGoOp9FxoCbGxuFsr9/I95fuJfley60DWmTEsGH97bGvuULlA6lLAbLYNqqAxXGLHBm4fIErmjBQiA4GzksQXesGpaIbLxIW67zMMt+pEb9UAf9Fen3v5ceFN8SddjXBIpysITrsxCqCJfXzzu/764w7liBh993ZHFDm6Q60eC1xOvnuMvLewvS+X5jJsXeAGEWI4M7pTK+XyMibGZsQbRU8vgCfLZsPyW+8oW7gKLyzvx0/nlra0KtwZEOTEaZr8b1YMiE5RwruLB6xyhLvHlPexrEBC+bvzbiDygkhFvYebSQQFKq7lwof2gyUtGx08I1sgGTLZxC97nC9ZheaQxuZsbyyWsASKGlz2srFKvPxueGNRPLzmYOS4R7v4KiY/D9I7Dnd008jqinCcydR4MpRLMn1YM5BGXEd8iTbyt9bW62w91TNLH86JYL3w+N17yzBQJBjac61MT9wL4Kvg4COQ6Ho9DhcPzgcDgcl3JCh8NhBj6hlPzXk40i/wGsADo7nc4/OJ3OG9EsTHoAD17KuesykiVM60A+90UYPQdufguSO2jNz+xxmqXIg4sgpRPM+ztYI6p7yEFC1l+i1OausnedaxlGWWZpeo6u2O83Hha2IYJSyTopXkdVNvM6cz3kZ2j3kaS2wRlMVAMtA9tTCPsW6/qRTvW16pF5248FZwwCwUWimuyQ0lFXrL/TGALmihuTAhDVALvZwCOd7Pwyrj23tEsm2m4m3GqkY/0oJtzpYOboNoTjguY3Y7CG6Trsyr3HcXn1ZTfNXJtB4AouFRcIzkaJa6UJPjrwth+NTwqOECO7spElGRw3wAMLoP292vzeEq7de255B0b9AKiYjjuxKsGZ7/oCyjm2QuUxY23GaauL2kyJ18+y9OMMeG0hX67OoPjkvbLQ4+fz5fvp9+pCNhzMrVBorgy+gMI3Gw7pip2z5QgWU/BkA6MskxhuZf4z/fnHra1oGh9KqMVIQriF+3s1YOn/DWRg8/igem3XNoq9mud757RoNh7MRW4z+GSWcgWYQgg0uZbi8CZnXmt2Pfuz8jDKEtF2Mze1TeKb8T15ckAD7JOv1bypI+tDbJMyD6ubgBc2fVn6e5ZwGPEdbJwCU++A3b+eyXrOz4Df/gzv9wBXtla5rAejlVxTEsrjm2DgnyG6EVjCtDl+32fhkVVwbJumV5RGlwfAfGVvkggEtYXqeCL8BbgPaAQ40UTjTCAc6A50BrKBBUAicAPQy+FwdHY6nRWnfZbOH4GmaN7aV5333oNov4eXnU7n2a2PXwaeAMYC717kees2PhcktYPc/fD1AwSufw259R1auY+qorgLMez9XdtVveMT/TuoNRzJYIHO92sNKNx5ZQcaLdD7KSSzvoV9Tcfl8aOqWiJ57yaxDO+eRo/GMZgNMgUlPmZvPsKUlQfYm+Mit9hXVxLOBUHE61c44fIiSRBe2azKHbO17/V7BO9eIkna8bZ8pVmHNL0aKP8/bqe0KGaszWD+ziwCinq6jFIgqGoKFTOhff+AccZQaHYdhZ0fxVKvA7JswOPKx7R5GuZ1H4MlFDm1Ey6PH6uOkn4VYPv32Of/g+b9/o//XX8PcmgrkED1FsP+pciT7tBswEb9oHu8OUX6i9hyijz4FZU65gYgEFwUGXkekrs/jvm3MsSXUzS9mgLsmH0BrKYgLPEsYbD9W6SfnoE+z0K/P8BNb2qVT75irYHjZzciIcHY30EJjoh8fnZoeeQWe1F0WiLVZI67vIyfuu50L5nz8fgVRn+2hmX/NxBbkJo5GmSZPJe29G2ZFM7w7vW5tlUidosRj19hoTOLySsOsPZALh6/QkBRCWYfSaNBxmiQGdq1Prd3SMEoywRUFVnistmk1CYO5Zaw6VA+Xr/CDW0S8fhVzO3uRV7/eek/ENsMd+fxqG3vxmi2YUloStHd3xC69l3UPk9Tzxxg5TNdUZUASv4h3KEqSsERKDwKgNL7aeRTGchel1bxKBu1L1XRRGlLKWtad4G25pVkLUaSy2682PUB7b6xqpwGtPkZ8PlNWgKczr5RWSfyyS0spkmPR6HbQ9o6wevS/LW/uPVMBvr51OuqidwCgaBWUB1PhsNowvUjwAdOp/Ocp7TD4RgOfA5873Q6v3Q4HD2A34E/AWMqezKHw9EWOGULEsmF4nXfk98Xnv2i0+l0OxyOFcC1Docjwul06uvodSVhsEBBJsroXzQvzbWfIq39GPIOgmzE0PRqAr2eRno2HVkN1B0/qYAbMjeg3jcb6fObS/e/NlpRh05Hyj8E1vA64fUdajUSbjXy7r0dCbMa+XTZfh7/cgMev0JcqIU7O6cyZWw3vlx9kBV7jqPU/rWEIMjkFGlZ1xFWU+VKfIuOwqG12mQ0tXNwB5XYBpxztIltzi6ILb/QJzXKRnyYhaxCD+sP5tKlQXRwxyMQ6MQdAGtqD9yP7WTPcQ/vLT/GAucCfAGVlEgbI7pcw7Cxo7EaVebvyqdb41hdx5UkGWn7t/DQYji+B8OPj8K+RaAEkGIaQ6fRMOZXmPMc6on9SDr95xPD9ftYJoRbMclCuRYIAE54JKzN7iE2dx/GtR+XHpTaGdfNH/Pz1jzu7BQZnBMbrbBxmpZ1XXQMfn4O0k+K1FENoNN9MOpH+O0vcGQjpHYJymkrs7kda7dQ27Vrl8fP+wvSyxSuT+HxK0xcuo8nBjUNin2IX1GIC7Pw1NXNGNQins+X7+eVuYvIK/YRYjZwU9tk/nlba/ZkFfHH77YiX6asFJNBrnO+5ZdKodvHBwvTeepqB76Awu0dUgmYjBT1/wfhhUe0jOWz8Pb7E64OY5m08gjT31hOTpEXi1Hm+tZJPHr1JyRZfdgndNQqDU9ifGQzAVXbvFB7PILU5g5Q/VBwXPu+coKWQV18QrPxaD0E+jyj2WyY7eApghN7Yclr4PxZE67Dk7UEr6EzYdn/tGOcQpK1e8aUwRX/AnJ2Q+YGaNBb9+/M5/NpHtictABUFE1YL0u4TmgN984sW2gXCAQ1Dkmt4ie+w+HYBjidTmeZdy6Hw/E90MjpdLY5+fdpQG+n06mvNfGZ4xiAlUAI0AF4BS2b+nTDRofDkQnITqfzgno8h8PxAfAQ0NXpdK6pzLlPsW7dunWSJHW02S69cUpNw5GWAIfXQ0JL5EnXaDulpRDo+RRSnyeR3AXkEcbRo0ereKTBpXnDZIrcPgr8JqLMfozrP8O8eYo2sbdG4m99F57OD3HCbyYixEqYzcTOXWU8OGsJYWFhhEbHcyi3hFX7jvPSTztKXSxEhpj47D5t8eJICGP/3oo9C2sjLVq0KHMGX9Ov+ZKSEgCqY3zOHDdP/pRJcpiRJ3rG6f65iL2zidg/h5Lo5hSkXRf0cYUdWkxI9nqKUvpywnFPhfGzdxaw5ICLwS0jeKBLJXyHK6A6/20EFVPWdV8d13xaWho+jMiyxEeL9/LO/PRS4xLDrXzzcE/CrAYMwIF95T+L6tWrh61wHwZzCCz9H2yYXHpgbFMY/g3smouvzT2k7y+/9FyWZVLSGtHzv/MpKCk/q1KWYOULAynMzsTrvTJajohrv2ZSE675Zs2a4fGr3PnhCt69oxmx7oOErX1Hs7pS/BDfElenhwk0GsCD07fz6p3tiA81szf90uZfMTExxBkKkAI+WPdp2ZmSkWkw8nvY9QuBNnez6+ClWWqZTCaik+rxyNQNrNh7od/++bx7bwf6NIoiM2N/mTE1/fpq2LgpnV6ap8tWKT7Mwu9P9+HQ/r2XfN7ImFgOFxso9gYYN2XdaauSszHKEq/c0ZYGsXaS7ZCbVbvXcBVRE655gEZNmrFoVzbF3gDPfLWJlEgb3zzckwkL9zC+ZxLWo+sIXfsuZK7H2/0J9jYewV2fbCj1+SpJ8PKtrbgl9jD2aTefTiZT+j6H5LgJye/SxOnFr6LeOgHp6Cb4cmjpntWyAeX2j1AbX4W87pOyvfBD4zV7kDUTYe0n2muJbeDW9+DDvqX/zPm0HkJB/5c4nF1x/mBp17jBYKB+Ygwm1xEMy9/UvLUDPohpitJtPKrjBjKzcykqKsObuw5Q0+991cXZv5fy1vSCmkd1bHM2BCpS8tKBs02X9gH6lY4zPAt0BMaW03QxBsgr471Td8u6YtYcXJQAUloP5M9vLlO4BjAs/x/Krt9QzKEYjXWgDEy24jeFc/XbK7hmwiYmcyPZ9/5G8RO7OHHfUr4Ju5fbPtvFgDdXkVOiUj2XWXAxGo3YzUZKfAH+Obt04Rogr9jH/Z+vpWlCGP6A8CsVnEtusTZhDrdUImNIVQg9uhKAkuhWl2NYlMS0BCDk2Botc6QCWidoWR3LDrqo6g1ggQA0MdhilFnozC5TuAY4WuDmno9WYpBlvP6KhRGj0YhsssLOn8oWrkHLivpqlOaFq8MqQFEUigoLuL9nwwpjb2iThKT4rxjhWiAoD0mSCKgqt7VPZtA7a3liMaxu+w8Kxm+k6LHt7LnmM/61txHdX1uB1WggwmrC6/NVfOAKMBqNIBnhwPLyS/zzDsD0odB6MJJ66RWWfr+fEJOBh/o1qjC2fnQIvZvEUlxSu3vLyLKkux9AXrEPkzE43h2yqtA4PrRM4RrAr6g8P2szkTYTNmPtX8/UBiRJQlFV4sMsPPPVJjrUi+SZa5oRZjFyR6dU+ry5ij9tjmVHn3coenQb3u6Pc8+nG8vcGFZVePH7baTLDaH5Tadfl4uPI1lCYckb8PEAOLYNKeCB6feW3WxRCSB/+yByYSbS/iVlf4iiLJh6Jwx4EcwnM5stYVBc8YbUaUpyMVyCrBgIBNh3OIsTxgQC1/4H9emdqM/vRR35Pa4GV7Hv0NE6LVwLBHWR6lASM4CrHA6Hwel0XvCkdDgcMjAAOHtrNwXIqsxJHA5HM+BvwPtOp3NFOaEm4MI2xxqnXrdW5tznc3JX51IOUSNR/R4CB1ZgPF72wvkUxmWvozS/jjBLWK3/XRS5vXy6fB/F3gDF3hL++cse/vlL6fsx7y/cw59ubFHrPzNAXrGXd8sRSU5xwuXlh02Z3No+uU587ouhJl/zO3bsAKiW8a0vOAAcIykmnPr10/T90JGN4D4BtiiiG3fUyg6DTgIcSUXOP0R9MqF+v3KjU+upTNtSwLEiH0pECq1TgrO/WZ3/NoJLozqu+UK3jwkLK67qOXiimJV7T9C/WSyROsaoSomwakKFcRxeD4VHMMS31v3ZH+gbwcHcYr5Zf7jU97s1jOY/Q9oSajESF3nlXAfi2q99VOU1b5AVrmudxIETxUxZeZD5Oy9cErWvF8mrd7aj0O0jIcwclLGpbiOsfK/iwKwd2ldKl6Cct8QbIDXKxl9vbsk/Zm8vNWEiJdLGp6O7oKqQFBdDUlzZVVA1/fry+AKEW40U6PD6jgk1E1CC81mK3H4mLt1bpnB9Cr+i8t6CdP58U8sa+zusCqrymi8o8fHFigO8dU97GseF8tny/fz5u628dmc7/nFLK174ZgvfbTzMIwOaEG03kVdc/oaVqsJbiw/zZt/HCN/+vfaaPQ5p61eQPk8L6jRay5I+y1qkVJQA0tI3oMsY2DO/nA9xWLMZanuXdlx3Ptj12ZcBYI/FHhpGi5jkCkPLvMY9RXBsK/z2hjZWxQ/RjQnrNo6w9veC0QZ12KKspt/7qgvxe6m9VMfV+hnQDpjhcDganP2Gw+FIOOv9KSdf6wsMQWvsqAuHwyEBk9AE7xcqCC8BzGW8d8qg0aX33FcSAU8xxrKaRpxP1g5wnbi8A6oiFFXi2w2lL7zP58dNmXWm6YjJILN4d7au2K/WHsLtE5nXgnPJKtD2AyNDyrrllsKeBdr3lMslXJ8kuYP2fd/iCkNlSaJLA83Hfs6WI5dvTAJBORS6/Ww/UqArdsaaDHIrWNye5vgeKMjUF7txGmolmrTZLUb+eWtrZo3rwaAW8YRbjdjNBro0iGLiqM58OroLoZa68cwUCILFjswCDLLEA30aMWVMN65tlUi4zUiI2UDH+pG8fmc7Jo7qjCzBfGcW3mA1HSk6VrZf7PlsnIasBKdawmY2kBBupXliGD891pt7utQjxm7GZjLQND6UP9/Ugu8e6UX6scI64ZUcUFUGd0zVFXtn59SgNYpWUMvcSDyf2ZuPYBf35irDajJwbatE3L4AN72zlBlrMihw+3nsyw1YTQZ+fqIPI3ukcU3LBL7fqO95vdCZhSmpleZXLUlIbe/SqqxO4bhOa2Cuh+3fQ6MBmidJeWyZCV3GQlRDOLEPLOEQ31LXKdQuD5TeIFIv3iL4/R/wybWwa65mGaKqcDwd5jwLH/SGkuPUetN8geAKojqeQq8AXYDBwO0Oh+M4WpZ1OJCKJqj/DLzkcDjC0BopeoB/V+IcjwC9gRudTmdF9SC5lG0Lcup10ayxNFSl0uU/oDPbsgZjNEjkuvSJAB6/Uie6oAMUefy6n++5xV6CNLcW1CGyCk+J1zqbMQW8cPDkvmVi+8szqFMkttEm8YfWgqdAm2CXQ7eGMczbkcWcLUd47loH0mVqZCQQlEVesX6hKLcSsYorB91F6cXHUQI+/fFoAnbnBtG8Hh+K2SgjIeHxBwizGjHU4QwogeBiCbWamLXuEG/O28XA5vEM757GP29thUGWOJxXwsw1Gfzl+620TY3kv0Pa4PUrVGaPuEwqM8cvPq7LQkgvdrORFknhfLR4Lz0ax/DEVU2xGg3kFHn4dftRFuzM4sa2SXVCUA0xGxnXrzFfrj6Ix1924ofdbGB0z4ZYTcGxDTHKErkufc8Gj18hoKgE6dSCClAUlYQIKw9PWE/grM0oj1/hsS830DY1ghHd00iLCeGEzn9DRYXikhJsljBo1B9cOXB0y5mAyth6BLzgd2uZy75ybHuKT2iNX0d8A9ZIVMmA2vd55Fn3lX/8xDYQfwlWgQEfbJkFq8uxPDqxF6YMgdE/a4K+QCCo8VT5E/+kVchgh8MxBBgFdAaaAwXA78CnTqdzusPhaIUmGr8HfOJ0OjdV4jR3nPz+k8PhKO39BSdfbwjsAvo5HA6b0+ksOS+uIaAAdbPr3CUiyYZKlf9I9uA1NqtO/AGVmFAzRZ6KJ+k2k+GydeeuasKsRmRJm/xURIzdXGdEe0HwyC50AxBl07mqPrQGvC6te3loJUoNLwZLGEQ3huO7NY/PZuU3hmyRFE641cj+48VsP1JAq2TRGkFQtUTbLRUHnSTGbtb/LLJXosWIPRZJrtxUstjrZ+3+XCYs2sOafSdQVJWWyeE80KcRV7dMqDPVSgJBsEiJtPL58v0oKszbkcW8HaU7Ka7Yexy3TyE+LEgKY0hlSvzjQAqesinLEpEhZsb3b4wvoDJv+zEKPX6axNm5v1cjJImgibg1gYgQE5/e14X7P19TauViqMXI5DFdCTEH7zOfWs8U6ljPWE1ynVnP1Aa8AYVPlu47R7g+m82H8nlu1ma+Ht+T2FALh3LPlzAuxCBL2G02iG0GN76uNWU8G3e+dh2X5FY8QKMVjJbyhWvQdILju2Ha3SDJFD++kxOxvUno+wLmxWXkJcY0wXX3LA7nBmiWWPFQSiXg1ZpOV8SRTZCz60z1pUAgqNFUW4qL0+n82ul03uJ0OpOdTqfZ6XTGotmDhDocjpXAJqfTecjpdD7mdDo3VPLwnwF/L+Vr1cn3Pz/59zxgKdrvoc/ZB3A4HFagO7DN6XRWYP50ZeI1hFDSfrS+4MQ2KJa6Ie7IEgzRWd53S/tkir3By0SpTjw+hf6OeF2xd3WpF9QJtqBucCrzOsquM/N6/1Lte1K7yzSi80hqe+55y8EgS3RtGA1o5bQCQVVjM8u00em3fkenVCwmfVM+ObYJRNbXFRvoPBajWX9bEJfHzzMzNzHyk9Ws2HMcv6KiqLD1cAFPTN/IvR+vosh96c3mBIK6xI4jBRzXmV05a90hgiYxhiVoQpcO1E6j8V2meb6iqqRE2WgSZyfCZkJFrXMJEjaTgQ5pUSz9v4GM79eYhHALZoNMcoSVJwY1Zcn/DaBlUjiWIAr2RkllSCed65l2KZTUkfVMbcBqMvDL1qMVxv22/Si3d0jRdcxBzePxlhSh3vk5fDUaMs+TV3bOgbZ36xtgq9s1P+uK6HQ/qEBkGiS1I6dE5ZaPNpDeaCSF9y+BNneCNVITwhNaU3LD27hGL+D5OYd4d8Gei58P5B2E3P36YtdM0hJlBAJBjadGpLc4HI7uwFjgLsAOSFyCVYfT6fysjPNEAt2Az5xO58KTr00DXgT+5nA4FjmdzlNNGl9EszL56GLHUdfx+PyYEttBfAvN07ocSno8S55bIslWRYO7jJhkmZE90vh48d5ysxXMBplH+jchtI6IuKFWA48PbMICZ1a59iFxYRZuapuEz6dg1alRCq4MjhWczLzWU88c8GqZ1wAJrS/jqM4iviVI32qZGO58sJa/EO/ZOJZ5O7L4cVMmzwvrEEEVU+wJ8GDfRjz2Zfn7+43j7LSvF4nH69OV1exXJaSeT2Kc83T5gfW7I0Wk6m7CVOz18/6CdH4uZ0G+MSOPp2du4vW72hEmHiACAQA5Rfptf467PHj9PixBqGDwKAYsfZ5B+vah8gMT20JCK4q9ChG24Mx5FUUlr8THwRMu2sRAzzQ7yAbweXB5S1h7qJguDWPqhG3IKWwmAzaTgccHNeXRgU0wGiT8ARWDLF2WLPMQWWFkd209U16zSLNB5pEBjYkIhhWNQBe+gII3UHHvoJlrD/HbU315Z/7ucu8TsgSPD2yCNcyONOPeM5Z8Z7PuM3hwASx/B9x5ZZ/UYILeT8OcZ859PbGN5m/tuF6rZvQUabYiRis8tBhMIeQdcZFb7OPGDzfQu0ks47r/kbbXvI7RYOREYRFT1+Xw5RsryS320adpLIGL3aMqrkSfrSBbHgkqQFU1e0bjycQHvwfMoXW6caYgeFTb/xKHwxHtcDiedDgcW4BlwP1ACJp1yDAgqSrG4XQ6dwKvAT2ADQ6H478Oh2M28OeT4/q4KsZRG5El+HJ9Dq57voXoRmXGefu+wOGYHihq3bgpeRUFr19hythuhJUxaTYbZN4f1hG7xUBJHWlcWOwJ0DAulP8OaVumn3VsqJkZD3bH7QsgTK8FZxNQVLJPZl5H6PG8ztwIvhLNMiQk+vIO7hTmEIhprPn5H1xZYbgjMYyoEBOHcktYfzDv8o9PIDgLSVJJjbLx1NVlZ0bWi7YxaVQXvll/CFnStwr0YUZqezdqt/FlByW0Qh06nRyPUVt06OSLFQcqjPltxzFKfAHdxxQI6jpxofo3cmJDLZgMwRE6s4tVcNyA2ve5soNimqCO+JaNRzwYgzjvK/L4iZRLaGc+guGX55FebYL0UgLSh32wb5xEvwYh+LxuisoRXWsrNrMBu8WIxah9v2z2KKoPU84OJo/pWsF6pgMxynGCl9IvqAiTQcZirHjdfMLlZcaaDKY/2J0Ye+m7CwZZ4pU72pEQYWPx7hyyr/8A9/VvXtgEvVF/vAY7/pE/lJ28YTDB4IlgskHTa7SGjbIBbnwD7vwcsnfChJ7wcjJM6AGL/qM1RSw6Cp9eR7RRWweoKizZncOwydtp86+ltPjHQnr9by3vL95/url0tN2M4WL/z1XC1hR7LFTS/kxwkXhdWsb+jOHw71Tt/8mU22HnjyL7XaCLKlcTHQ7HVQ6HYzpwGHgdaIX2OFwANHQ6ndc4nc4vnU6nuwqH9QLwKFphyxNAa+B/aA0fPeX94JWMzWKhTUo4L849guv+hbive13LwjaYtGZnbe6gcPRidjcayR9/2qNPsKol3PHBCiJDTCx+fgCPD2pCcoQVoywRG2pmdK8GLH5+AG1TI7j2f4uCWuJXnRgNMhIwsHk885/pz71d6xEZYsJkkKgfHcL/Xedg/jP9iQwx4fMpZfq0Ca5Mjhd5UFQIt5kw6tldP7Bc+34pDVsuhlNZ3qVlpZyHLEn0aKxNkH/YePhyjkoguIBQi5H//rKT7g2j+WZ8T25rn0K41YjJINEkPpQ/39SCb8b34u35u2mRaMdq0eeRfTSvRKsi6D4ORn4PLW7WBGqDWbPwuelNGPkDSEbySnwU69SOVu09octbVVVhxpoMFPEMEQgAaJkSSVyovut3WLd6SEHKYIu0m/GrMrS7F0bPgVaDtYxKg0mrVLr+Fbj/F1TZSFy4FQPB2XQq8foJk0qQNnyBNKEHbJ4J3iJtYzl3H9K8vyK914UI/3EsUt0Tr6sMg5mQ/b/RNJDO4uf7l7Ge6U/32BJCV74Jfv0VAIJLw+sPcH1rfXl8RoOWmf/Lk315+upm1Iu2YTJIRIWYGNatPvOf6ceg5vFYTTJjv1hPnzdXsynqGtw3vK1lv6b1gqHTcV37Bk/M2sHHO0y4xq/H1/cFiKinCbv2WJSuD6E+vkmz+PiwHyS0grHzYdjXEJ6iidYrJ2iNIFVV+77iXXi7PRQehRvfINqi0ixB34b3iB5phF5sBVZEarmJdefQZaxo2FgVeF3w9QMwdQjsW6xV2Cp+OLQWZo7Ummd6iqp7lIIaTpVsMzkcjmS0zOrRQAM0sToL+AqYhpbh7HQ6nRmXcxxOp/NJ4MlSXlfRGkO+dznPX9dwuT20qRfJ9u+30e/N1Qzt3INhd9xKZHgofr+fzQdzmDAvi6XpG3j/nnZYLnr7tGZhlCVOuLz0e3Uhjw5ozOheDXmob2NMBhm/ouD2BfhxUyZ//WE7QJ3x5TMbZbYcymfIB8t54frmPHlVM/50U0uMsozHH+CEy8vzszaz7kAuC5/rj6Kj3E1w5XCs4KTftU3HRFQNwKHV2p8Tqli8jm8B276DIxu1RjSmkHLDezeJZc6WI8zefIQ/3dQSk6FuVJgIaj5Wo8SYnvUZOnElD/VpxNNXN+Xlwa0xyBIl3gCbD+UxYtIqvH6Fl25rTZHbjyW04s3U5HAj6sYpyHP/T8us6jIWbvqfJljlH4INU+HdzkixTWky7BuKdN7rT3ne6yG70INPUbDIdWPzVyC4FBRF4f7eDXj9111c0yqB4d3TaJkUjkGWOJRbwldrM5i1/hBtUyKJDLFQ4lOwBCFfRFYDSDtnI/0wDhoP0u4FN7yibWQVZMKm6fBeN+SwJFLu/5UCv4JVfx/ZMjHLQMZapF//VHZQ4RGkz27E+MgqSrx+bKLRa+UxWqDLWELebENIahceGvB3HuzTB7PRgC+goOQeJGzeY7D9O3h0LVj0V9kILo1Qq4nHBjZh9uZM/Cc3cmVJSyAa0T2NtqmRGA0Sxwo8JEVYkVDxKyoP9G7I/b0aYjJKBBQVr1/hcG4Ja/bncmObJCQJ3D6FUZM3s/T5O7G2HwLHtlHsU3l3/m5+3nqUn7fCjPXHGN39dm6+70HsNhser5eFziy2LSvg0d49CXNcqzV8vHuqNk9/uz34y8g79JXAl/fA4xux7FnEY30689isneV+/uaJYbRMCr/4X6DBDH2ege8fKT8uuSPENLn48wj04SmChf+GPfM0X/XOoyGuhZa5f2IvrP8CNs+AHx/XEiSsl/BvL6jTXPYn/UkLjmsBA5qP9RfAdGCe0+kMnIy53MMQXAbCQ6wEsnYybVQbhkzaxDsL9/POwv0XxD01sAF9E70YAm4w1f7sa39AIcZu5uH+jbmlfTKTlu7jm/WHyS7yEGEzcXO7ZEb2SOO1O9vy9x+31Rn3jCKPnw8W7+GjEZ1IjrTx2q+7+GXbEVyeAEkRVu7sXI+/39qKiUv28eOmTG5tl1zdQxbUIE77XZdR1ngOObs0H11bFITqaxIaNCxhWrO6vANweD006F1ueIOYEJIjrWTmuVm6O4cBzat4vIIrFtnvpmejKOY/3Z+cIg+v/bqL+TuzcPsCpMWEcHeX+kwd2w1ZAnPRYayR9XQd12JQkJa/CUoAnD9rX6WRsRo1L4OQOH1zuPgw/apWfJgFk/A/FAgAkGWZ2zqkcHO7ZHYfK+LjxftYsTeHgKLiSAzj3q5pLHimPwZZwuX1E6u3KXIF2GQ/8rLXtCzK9HnaV2kUHydwdCu25I5BOa/sK0Ja9ErFgfkZsPtXTI6bg3LeKxKTVauk+eJm7BPPzHdOz9QMZrh7CtjF3KYqKXL7OFHs5fW72vHsV5uIDDHzyaguFLp9fL7iAOOnrsfrV2gcF8qonmnc1DYZs6Rg/XE8bP8WLOGoLW7G1utJjKFRJDni8CnK6Z5Fbp/Cx0v28mTDDGw/PASPbmHyZ8tPn3//8WL++lM6f/0p/ZxxSRI80COJsNZDYOBfNLu9BS+XLVyfwlcCy9/B2O4eBqp+Hu+fxtsLS7cRaxATwpSx3bBdSuWywQStboNsJyx/u/SY2GYwfJbIuq4KJODAUnh4FRzdAgv/o1W4qiokt4fOY6Dvc/DVfRAQTbsFZVMVK4MbADfwVyDR6XSOdjqdc08J14LaS6AkH9PS14hZ+Ad+frgjL93UhMZxoRhkCbvZwE1tk5jzUDvGNvdj//wqKMmt7iEHBZMU4L+DW9ExLYrr3lzC+wv3cLTATUBROeHy8vny/Vz/5hKsJgMTR3XBW0e8Oy1GmXu71ier0MPN7yxl5toMCkr8BBSVQ7kl/O+3Xdz49hJu75BMkcdPib9ufG5BcDiVdRmlxz7o4Mms61O78lVNQsuT46jYOkSSJHo3iQPgmw3COkRQhXiKUGQTP205wh0frOCHTZkUefz4FZU92S5enrODW99bhjegIqkK/mJ9fbAD2elahrUODOsmoXhLdMV2axRdpq/q2UgS3N2lHnJd2fkVCC6R3UcLCbUYeWd+OqM/W8MCZxZun4IvoLL1cAEvfruFkZ+sRpIkNmfk4bvoLmfnohYehZzdumKN6z9B9uu7F1R84oCu5y+AtGEysicvOOe9EjFaIaEFPLFJE4/CkjQv5JBo6PqQ9nqDvppIKagyzEYD932yhkaxdhY825/vH+nF9xsPc+/EVczddpRibwC/ouI8VsiL325l8ITl5LpViq9/C5I7QEku0vovkN7tjH3PT4TLbrYfPncO8M36TNSULtBoACt2H6NIp63XzA3HUPcvg9lPaiLx5hn6PtTmGRDdCPuUG3iolcpPD7bjxjZJhJgNGGTN7uxft7Xmp8f7EB1ivvQm6OZQ6Pd/8MACzf7MFKJZoMS3gJvfgQcXgq2Keupc6RxYoWXp//ZnmDkC9i7UGjUGvJCxGr59CL4eC3d9Drt/re7RCmowVVFjNRe4Cvgb8ITD4fgNmAHMcTqdwjyrFiOpCriykfctxr5vAXd3uI/bRo3CHBaD4vfhO7SesGUvwZ75oKooxceRo+pX97AvGYss0Tw5kj7/XVDmg94bUHhqxkbmPd2PICXAVDs+v0KI2cifvttKWU4oOUVeRn26hl+f6lt93WAFNZLTmdchOjKvT1mGxDe/jCMqh7iWWrbpobVa9mkF1gW9m8Qyc20Gv247SqHbR9jFevQJBJVAsUWzYvdxXp3rLDPmUG4J9368kh8f643JW6DruKorW/8gXDmaZ6FORvZM470Fe8qNuaZlwuVrUCYQ1EISI61MXXWQGWvKdlfcllnAI1PX8869HfAGFIIhNaqu4/qDXTmoSpCSFoorkeziOo4kOgleGkar9tXnGej9FIpsRPX7MMiSyEqtJnwBBZfXz/qDeXRvFM3GjHwmLt1XZnx6VhHjpqzjgxGdCFz7NmGTempvqArSj49jSGiJ3XKuB/RxlweTNQSsERwr0n/tZrv8+CKjMO/6BSSD/uS04hxN7HblYP+kL62aDOI/nR/DNKQ/stGM169gMcnBtd+zhEJKR7j1fa2KQJK1LHFTCBiE1VCVEZYEK9+HHT+WHXNgGfz6J+0+FPCLfx9BqVx2fcnpdF4PpALPozVpvBv4GshyOByfOByOay73GASXCckAISe7+RZlYVryCqHvtsL870Ssr9Yj7MtbtY6yJ5VOuY7sbnoUlckr9lXYeMoXUHl/wR5cdaiXzISFe8oUrk+RXehh3vZjImtOcA5ZhZp4HVmReF2cA7n7tUlmVMPLP7DSCI3Vuo97iyBre4XhcWEWWiaF4/Er/LT5SBUMUCCAEkXm7fkVZ0XuyXax7kAuBps+D0HJHqd/EPZYLZNJByFmI48MaMKNbRLLjOlYP5LX72wvNoAEgrMIs5qYtKRs4eoUS9NzKCjxEWIOzuaPFBKjPzgkBilYHvW2qEqdV6Vu9Japdkw2MNtx7t7Lrn0ZQriuRkwGGbNBJjHcQkpkCO8tSK/wZzYdyifjRAm+8Ppa9vUpVAVp8as0jzy3P0W03YzPXQyeAuJ19MM4RWyIEaPnpGDtKdR/vYbEaJm2J8fE7t8I+/IWrLt+wGyUCbUaL1/fGGu4ZpFjNGt/FsJo1RJZD9Z9VnHctm+1bHjx7yMogypJjnQ6ncecTufrTqezHdAeeBMoBu4DfgZUoKPD4ehRFeMRBAej2YK/42h9wfEttRK0OoBPNTBrfaau2O83HcZsrBsZZCajzKJdWbpip6/JON1gRCAAOJp/KvO6AlHq8Hrte3Tj6p28xJ3M+j6VBV4BfZtpG3lfr9dntyAQXCouj5+th/VlU09ddZD8En07qYa4JhCeois20Ol+zGabrljQBOxX72jH5DFd6dUkBpNBwihLtEmJ4N2hHZgythuhVrFoEQjOZltmAdlF+hqeTlt1kECQbEPk8ETdzcwCncZgNAWhWyNo1U71u+sKVTuMAGslxG6BoBbg9Qe4rnUirZPDOZxXzMETxbp+7pv1h9ib68PfZdy5b+yai9FspVnCmaabgzukIB1eC3vm07NpAqE6bb3uah+LvOtkLwznz9D2Ln0fqu3dcPy8TTijVWsMLajb7F0EXlfFcUoAtsy6/OMR1FqqfIXgdDo3A884HI7ngGuAkcCtQFdgqcPh2A9MBaY6nc6ya2EF1Y+nEEO9TlrDA1XFf+2/KUnphdlsIaAoKK4cQtd9AMvfJtD72TO7rbUco0HmeJG+z+L2KdQVDbfI7T/9WTrWj2RY9zR6NY4lxGwgp8jD7M1H+HL1QY7kuznh8ooiTsE5HC046XldUcPGw+u073HNLvOIKiC+BexfChlrtEYiFdCtYQyfLtvPmv257M9x0SBWZCwJLi+5xWea2jzQpyH3dksjPsyCQZYo8QbYdCiPl2ZvJz3bxQmXF1XnXdmvyMg9nsDw6x+g6dXa///k9lo1RH4GbJgKm76E2KZIUfXBnatlYOskxGKkT9M42qVGYjXJgITHH8BuNl56xY6qgqdAGyto8w5rxKUdUyCoZrJP9owwG2WeHNSUW9snE2U3I0sSRR4/y9Nz+NecHRwr8JBT5MGnKOjfUiqbABJS72cwfD++/MCEVshJrbWmbMYgCNiWcNS+zyFNGVJ+XEQqNLsG2VA3kkQEglOEWk08MagpdouJ3dkuZAkGNI/nsQFNqB8TgtVkQEIip8jD9DUHmbLyIPklPm39JYGryQ2c8+RTFfAUcXv7FPqlWUhLiCTEZETyREHzGyH9d4Z1bcKHS840UYyxm7m3SzJDO8QRFR6K3+/jYE4Rdt8JyNqhBa2ZCHd9Aes+L79po9EKPR+HX/5w7usdhms9NmyRwfrVCWoiBfqS/gAoOgp+r5YlLxCcR7WltzidTgX4BfjF4XCEAnehCdl9gD8BL1bn+AQ6kAyo+5aijp2PW7Lyw4YMPpuzln05LqwmAwMc8Tzc7ylSej6PTfIju/PAXokSxBqKL6ASZTfpamxhMcrI1dFw7jJgtxixmWXeuKs9DWPtTF5xgJd/2kGRx09ypI07O6Xy/SO9+GDRHjZm5NcZ0V4QHE55XkeXJ16rAcjcoP05tprF68g0bbKdnwGFRzS/tnKwmgx0bRjNkt05fL3+EM9c46iigQquVMKtJlKirHwzvhd5xT7emb+b33dk4fYFaBBjZ3j3+nz3aG++WZfBsj0ndBfW+zBg7jAc1XE1Uv4hbXH69VhNCI5vAZ1Gw2PrUAxWTnhNxOrI1ip1/LYzVRhmYxAKAb0urSnQ8rfObIKldoVeT0C9rqIEXlBriQox0aFeBJ+O7srurCL+/uN2Vuw5jk9RaJEYzn09GzD/mf68OW8XIGGQg1NY61HNFKZeQ2z3xzCufKeMwTXEdffXZOUFaBgdDMkcJFlGTe2KetXfkeb9tfSgsETU+35ClYwiWUJQJ0mKtOIPqETbzcx+rDfx4VYOHHfx5++2sWR3Nh6/QpP4UEb3asjCZ/vz3KxNRNnNGGUJkzlEq3o+ZX0X1xzMdkYmbcO+7F3IWKlt9qZ0hG7jCEnpxFONQ9h3vIRft2dxW7sk/nVzY+StX2P7ZiIc3wMmG62aXgPdxsF9s2HGCDiyUdu0umcaTB+qNeE7H6MV7vkSirI0W4hTNBmk+RtnboTE1lXxKxVUF6Hx+mPtcUK4FpRJjRCHnU5nEfAJ8InD4aiPJmIPr95RCSrEFoGU3I4TfhN3fLCMfTlnykE8foXvNh7mu42Hef6aJozq2QB7SN0o65OA29qn8M78iv3Hbm6XjNsXCM7CvJrx+hWmjOnGrmNF3Pj2UgJnqdP7cly8MtfJp8v288WYrlzdMgGzQSwnBBoef4ATLi8GSSKiPC/bnHRNgAqJqX6bIdkAsU3h6BZNCGt+U4U/0r9ZHEt25zBr3SGevKqZ1uxIILhM2C0Gfny0NzPWZPDfX84tVHMeK+TP32/j4yX7mDWuB72axmIx6XsOHcgtIdYcIHbtJFjx7rlvZm7QvtZ8TGD4D/y4OYc7O6UQWvqhqg6vC2aOhPR5576+d4H25bgBhkwUAragVtImJYIvxnTj33N2MG31uU0bN2TksWHGRtqmRjBlTDeKvYGgNTDMLnRz50cbmT7qUeKb3kzYmrch/TdtIyu6Me5OD6C0Hcoff9yDwSDz95schAZpZSkBascRmsC17E3Y+ZOW2RlRT9tA6zIGVBU5SEK9QFDTCDEbySv20jDWTn6Jjw8X7eXjJXvPidmWWcCzX22iWUIok8d04//ZO+/wKqr0j39m5vabnhCSUEIPvfcmRcUOVgTBhti7u79d113XLbrqWtcKFhQQFQsodgWk915DCaSRkN5ubp/5/XFAWsoEL5CE+TxPnsi97505iZmZc97zvt9vhSeAw6qw5kAhIwfdB1/dB1Et4ZavYf69OHd9deJJDi4XX21GYLvufV4d25q04c1pGyVhe38EFB13voAHtn4qvkY+ATd9BrOvg8hmogviwc2w4lXxvrtYzOO7j4fBDwlt7GnDhUdG877Q7w5oMUAkwG+ef6Z/lQbnmvYXC5NMfy3yN5IMPSaenTEZNEjqRfL6eFJTUzOAfx/5MqjPeCtwW+K46a2VJySuT+b5n/bRrkkYozs2oTE09pkUiQn9W/L+8gO4fNW7M5tkiduGtDrSFt3wCbMqmGSZJ+Zto3vzKCYNbMmgtnE4zApFLh/fbD3Ex2szuXXGWhY/NgJ/UK39oAbnBXlHJEOiHOaaZQF+q7pufxZGpYMmKSJ5nblOV/K6Y2IE8eFWcko9rNhXwPAOdTC+MzCoIw6zwpK9+Tz3QyqD2sRy08CW9E2OwWKSySv3MH9TNnPXZzHx3TV8fd8QfDrvyU5FI2LfPKSTE9fHk7sN82c3MW7cR/hOU1+3zOPHfCTx5A+qhNtMSKfTqeQtFw71Jyeujyf1O1j4Txj1N7Ce81S7gUGd0ICP12byybpMLuwUz6SByXROjECRJbKK3Xy2PpN5m7J54ONN/G9Cr5AZGBZV+sgv9zLmrY3cN6Idt435H5HXOkGWCfo8rE2v4B/TNrE/38WIDk1QQ9Vyp6pwaBPSrHGic2LU3+CqN8Smst8Nh7fDnBuQynPhnlWgGAavBo0TkyyxN6+CXTllvLc8jdGd4pk0IJkuSeL6zy5xM3d9FvM3ZXPP7A3MvH0ABwoq2J1bzsiEI0VjI59AW/Ea0q6vhGh16wuEHFjzvkLmpzwHtnwCi5/FPPKvdE6yI70z6sTE9cksflrM1S9/UegU26PEs3XkX+DCv4NshqAfig+IZ3NiD/i/faLau2AvbJgBXz8IPSacld+jwTlGDUDvm2HN2zXHdbrKMGs0qBHjr8Pg9DE72ZFRxO7c8lpDX1mUxuD2TQhrBPNLf1Dj19Q83p7ch7tmbaCyigS2SZb47/U9SC9w0T4+/ByMMvS4fEHeWrKP1yb0pn3TMGauSue571Mp9/ppFmXn+j4tWPDAUF5fvI/vt+dySdeEcz1kg3pCrh7JEBDthwAx+gyizjhHpUtyt0LQC0rNWp6yJHFBhyZ8tiGLueszjeS1wRnFE1B5f/kBPrpjAOE2EzNXpfO3+dvx+FVaxTkY368lPz0ynH8u2MmGjGL6t9LXzdAswoSy6pXaA9NXYvccRnPW7Xp1eQPsyinjrSX7WXegiKCq0aVZJHcNb8PgtrHYLXWcmmoqbJ5Te9zGD0USzMCggaFIEl9vzubbB4dR5PIxc1U6q9IKCAQ1OiZEcNOAljw4uj0PfbKZMrefphGhabmOcliJdpiZfnNfFEniqR/T+XVPHl6/SpsmTib2b8kndw7ir/O3YTebQlcF7S2Dpc+La3v5y+KrOvYvhJTLwajANmiESJJEQqSNZ77dxTcPDKXE7WfmqnRW7j96/YczcUBLHhrdjoc+2UxGcSXzNx+iU0I4eErBGYeWcinSt4+CPRpu/EjMZddOhwUPCpmP2HbQ5xboPBYkmcqsrTjzd9c+uBWvwuT5J24eHe8xEfDCd3+A9JVVf77taLj4n2AxNpQbPfYoMf8qSoO9P1Ud06I/jH0NrBFndWgGDQsjeW1w2pR7/cxak60rdmdOGaWVfsJsDV/DSJFUcko9VPqC/PDQcGauPsiXG7MpcvkIs5q4qkcSNw9OZk9uOb/uyWdIu1gsoTCwOcdYTDLX9W5BocvHpa8uO0E2ZH++i2d/2M37Kw7w4e39WbonH19Axdnwf2yDEJBbKpLXNZo1BtzCAEaSIabNWRpZLVjDISJJGI3kbodmfWr9yAUdmvD5hix+2nGYkkofUY6Gf88zqJ9U+oL8YUxH1qQV8vyPJ8qG7Mop56mvd/DBigPMvH0A328/RNekCKzm2vuf5OIDUJKhawy2Te8RGPUUoG9n2uUN8ORX2/li44lzh7UHilh7oIiBbWJ495Z+hNVFR3vHfH2G0H63qMDufoP+YxsY1AN255bxvwm9eG/5AT5ac+K1uTGjmI0ZxfRsEcW0yX34cXsu1/dJCskKr0m4lY+nDuTbbTmnSOXtOFTGE/O3M2PlQT64rR+llX4Uc4gqVDRVSBnoYcMH0HJwo/DUMTA4mfwKL6WVfp69rjszVhxk9ur0E97fmFHCxowSejSPZPrNfZm3MYt28WGM6ZoAqw7ClIVI+34R19SkL2Hvj/DrsyeeJHcrfPsYrJmGcssCnFoVutVVcWgTuPJFQrLDmFPft4bBTZ/Dnp9g1f+EtjWIiu/BD0HbkYaU1/mENQyunwH7fxWSdJlrAA0SesCge0WHq/H3YFALRvLa4LQJahoFFTofcECxy0OzmIZ/U3LIErcPac2Q5xaxO6eMRy9qz0Oj22NSZIJBFZc3wPvLD/LeigP89MhwIk7TzKq+4Q+ohNtN3DlrfbVmjHnlXm6bsY7vHhqGIfdrcJSjyeuYmhK5h3eKtrLI5mAJjelTSIhLEcnr7PW6ktexYVa6NY9ka1Yp8zdlc+uQ1mdhkAbnI0FVJbfUc0ri+ngOFlYy5cN1fHznQN0mulpFnlDMlSRoO4ryPvcjJ/VAVhT8pbmEbX4XeesnQq6jIh8t6Nd1XLcvwLvLD5ySuD6e1WlF/PmLrfznmm6E16SPfzylmbXHnE6sgUE9wWk18fPOw6ckro9nc2YJf/p8K3+/qjO+oEoonqK+gErq4XJeW7SPqcNac/OA5kSH2VFkCY8vwJqDRfzr213cM3sjH08diC+gYtexQVYr7mL9sa6C338+A4N6SoUngN2isHh33imJ6+PZklXKHz/bwj/GdiHabsIp+6gc8DAqoLS7HOmBEViL91CRNATl0TQkWcFffIiwzdORt80VvhEFe5Dm3CCqqWVFyIHUOsBccJeA3yNM1yVJyIVYwkU3hMUpKrrbjQazTXzG7xHV1lV1S3jLxTEkRWxKW8LEWAwaB5Yw4UHSaojQwJYk8FWK1w25EAMdGH8lBqeNgkR0HaoKIx2NowzXpwap8Kos+8NwTCYTH60+yNwN2eSXe4m0mxnXM5Gpw9swdVgyAU2i0ufHaW/4D14NeGdpWq0JkNwyDz/tzOWK7olnZVwG9Z+jsiE1Vl7nbhXfY9qehRHVgbgOwvAtaz30v0vXR0amxLM1q5S567OM5LXBGcNpNTF96f5a4/bmVbAtq5R+rXSaJjtjICwe143zyPBH8eaqPJZ/tgF/UKN9fBh3DLibkff/Fcf828ARi6RTb1YD3lteg4bmEb7blsM/ruqib6wA4XWQqAo3nksGDY+kKDvvLT9Qa9yve/J5UgOrKTTLO7Mi88WGLNb/ZSTFlX5eXpTGr6mis651nJPbB7fg54cv4P0VaezOLaNLUmTtB9WDrQ7HOdfmzgYGZxCnRaFJuJV3l9V+/S/dK6REzN5iCjxW3lmVw4KtuTitMvPuGcxetSVvrs1lVdoGgkGNlIRw7hh4P8MveBLHF5MgfQXkbIH83dDhEmGSWhuOWPCUw+aPYNG/RMI7vhMMul8krC1CIx/bcVIQShVrAW8FlB+CZS8JWYmjciYD74FOVx5LdBo0fGRZSNgcxW50qBroxxAIMzhtwu0mJvRrpiu2XXwYMY1EQ8KnKchqgLwKH8P+u5jnf9rLwcJKXL4gh0o9vLnkAEOeW8zu3HIskoo5VG2U5xiLSWbR7jxdsV9syCIQMAwbDQS6NK9z6mnyOqqlqBYpOyQm1jrokxxNmNXEzpwytmeXnuEBGpyveAMqW7L0/X19tiGToKrvnqzFdsB1yy+8tkXj0mlbWLA1h+JKPxXeAJsyS7jv81Ru+GAbZWNnEBh4HwFZ38Jj3cEiytyBWuNUDT5dl6nf/K3rtSDrSNYpFl3GqwYG9Y09h8vJK9fX6fjZ+kwIkWFjaaWPV2/swSfrMrjoleW/SeRVeANsyy7lkc+2M/aNFdw0IJmCCi+qFiLDRtkEzfvpi+05EWxRoTmvgUE9IzHKzt68it/m0bXx2YYsSrRwhry0mneWH8QbCDLj1v688PMerpy2me+351JS6afcG2B9ejF3f5rKpNm7qLh2zrHuwg0f6HtWNu0CJhs07wPLXhAdE94yIQcxdzJ8eKX4d214K4QG9+v9YMvHUFkIvgrhgzPvLnhnJLiLdP38BgYGjRsjeW1w+njK6N0qltZxtUuB3DOiLWY5RJPac4xFkQl32rnxnbXVLsS9AZUpMzfiDkJj2Sd2eQO6284LKnzGBrnBb/wmG1Jd8tpXAYX7RGtgdPJZHJkOZFlUfwBkb9T1EbMiM7RdHCCScAYGZ4Jil37ZroIKH6rO5LUfhW/TVN5eVr1EwfbsMu76ZDeesBb4/LUnpAEOl+kfb26ZB7/O8SIp0OVqYRrV9Vq4ZQE8ukt83fy1eE82QfcbjcotgwZJvs7ENQj5Nn9A3zVZG06rzMp9Bbzwc/UdHnvzKrhlxjqGtosjoHeSWBvWcBj2h9rjwhNFC7rS8LsbDQyqQpEhrw7PzvxyL25/gDV/GMi2J4bxy0OD+HnnYWauqv55vjGjhAe/3EvFZW+IFyryIKxp7Scb+oi4Vk12uP1HuOYdaDHg2PvZG+Cz24QUSHWoQdHduPAfNfxQqTDrGiFtYmBgcF5jJK8NTh9rODklbt69pS+JkbZqw6YMbU2vFlH4GkkhrqoGmLP6AKXumnU+vQGVNxfvx+vTYSTVAHBYTLrX/VF2M4SqAsegwZNT4gYgtrrk9eGdwkwmsgWY6mH7WFyK+K4zeQ0wIqUJAF9tzsbj16EbaGBQRyLq0GoZZTcj67yBqyi8tqT2FuVVaYUcLvPgsOnrqqr2+q8m1qTXOMEWAVf+Dx7cLJLXK16BtwaLr1WvQ48bxXuXPisW2gYGDYwau5ZOItphwWwKTTLXYjLx6qLapYm2ZpWSlleOzRSiZaXPBS36wcgnqo9xNoFbvhFVmsZ806CRYlYUYsPq8Kx3mGlevoWY9wYS/nYfHCaYtrR2ua5Fu/MoM8VCUm9wxBBs2lUYllfH0Eeg1TD4dDK83AXevVCYrF7+gjBpPPqs3fcLVNZQNe13n2ogWRU5m4WciYGBwXmNkbw2OG3KvEH+t2gf7y5L46v7hvDYxR1IOpLEVmSJUR3j+eC2flzdqxnjp6+mrJZkb0MhoMl8uiFHV+y8zYewWOphMu40CAYDDGkbpyv2+t6J2MzG7cUAgqrG4SNVY9UuwI/qXUfXU33o2Pbie84WYUSjg+RYJ63jnJR5Avy4I/cMDs7gfCXMZqJjgr5k7NW9mmHSmdBKL6ggs8itK3bW6gx8Pn3XxMA2sTgt+sYwvl9LlKrMnKpFg+/+Dz6ZCPsWivZld7HQzpwzHn6qIQlmYFDP6ZwUSbRDnwTdtX2aI4VoeVdY4WHP4QpdsTPXZOL3h6hYQwvCO6Ohz61wx0LodNUxaaCwpnDBn+D+dSKZ9e2j4DXkuQwaL50SI3Rv/k7sEY1t5QtQcRgSurIru1C35NCsjQX4O42Dbtfjlhy47liBb8STEHFEIlRWhBb27T9C1+tg2jDIWCWkQSoOw8YPYdpwKEiFCZ8c07Ze/57QsK6KykI4vF3X+Fg7XUiMGBgYnLcY2SWD00bVRHvSx2szueatlciSxBf3DmbXPy9h21MXc8ew1ny6LpNxb6wgv9xLkatxVCCbFJkCnROBSl9Qt9RGfcdmsfDQqDa1xkU5zIzt3QJvaLpWDRo4eeUegqpGpN2MWanmkZO7TXyPqafJa3ukWDAHPJC3Q/fHjlZff7Y+60yNzOA8xuUJMGVo7ddM82g7/VvH4PXra38qKNenrQlCoiCg6u8smDCgZa0xI1PicVrrUDnqLYefn4TUGsyldn4Fi58xFr4GDZLcUjeTB9UuqdWvVTThVhPeYGhaHQsr9N8LCsq9oZMNcZdA8QF4qRPsXwhjnoYncuBvBfDgJmh3Ecy9FT69CSryQyXxXW/w+oOUe/xU+gKUe/x4A0b31vmMqmrcrOP675McTaLdDweWihdsUeSV619751f48Ue2hqRe+Hx+xry1mZlcTukdqwg8kY/2RC6MfQN2zofpFwh5kZPRNPjxCfCUQM+bxGvludUXflQW6h4fFfmgVr+4NJvNIknuKQNfpZgb+PXfwwwMDOo/obGjNjgvkSWZqCOVIFnFbv77Yyr//TG12vi6tDjXZwJBlUiHmXId2VmrSdbdql3fKff4aR0Xxt8vT+Ef31b9/znCbuLjO/qzI6uY9glRZ3eABvWSQyVi4lht1YivAorSQJIhqp7pXR9PkxRRWXJoIyT21PWRIW3jmL06nRX7C8gqrqR5tOPMjtHgvELTNLo2i+SOYa15d1nVMh/x4Vbev7UfX285xNie+gyWIx11kygwyfoSzU6riUcu7MD+PBeLU6s2/+2SFMGrE3oSbquD0bGmwaZZtcetfx9GPq7/uAYG9YQyt58b+rZgf56Lb7dV3fnXLj6MV27sxa+78xjXs4Z2/zoQaddvtB7pMKOEar57VHJADYhNp8XPVB9rjw7NOesBHn8Qjz/Ih6sO8uXGbIpdPuLCrNzQtzkTByRjMytYQiXNYtBgOFTq5prezdmXV8GCrVVf/22bhPHuhE6ELZhy7EVfOdF2/c/SKLsJU5uhsPJlKrvdR1axm3//sJ8P1x7iyyk9iUudA7FtYPVbtR9sxatw+UuwYQY4Yqo3VbZF6h4f9ihR/V0FTWIiiQm3w6o3YfMscBWAIxZ6TID+U4Uut7l6iVMDA4OGgfEENDhtws1BbuwVryu2bZMwYp11WIzWY8xSkHE9EnXFXto1EV8j0bzWgCtfX8nl3ZP47oHBXN4tEbMiFirRDjP3DG/Nr4+NoNTt4/H5uwxfLAMAckqP6F1Xp9mXt+uI3nXz+ql3fZS4DuJ7HXSvnVYT/VvFoGnw+Qaj+togtETYTfzj6x2M7dGMD2/rx6iO8RyViY4Pt/LQ6PYseGAos1alkxwhE67ok/dolxBJfLi+pNWEfs0wmfU/251WE2/c1Iu3J/Whd8uo315v2ySMZ6/pxmd3DyKiLolrEFXV1bUkH4+/ElJ/qNuxDQzqAR2bhnH/nI38cUwKr03oRf/WMb+91yrWwROXd+LjqQP454IdDEwOwyyHpvI6IcpOyxh9m64T+jbDatWf7K4RxQrN+uiL7T0ZrBGhOe85xOMPsiO7lMHPLuLln/eSXlhJmSdAWoGLZ39IZejzi9ibV44v0EgMhAx0o2pw8/treeziFF6f2IsBx13/ybEO/nFlZ76+sydRPzwoOhWOkrGa7smxvxWa1caE/i2wbJmNzxrND7uLaR5t569j2vD9PX2I/fVxpMhmsOUTfYPOXAsWp5AD7HNr9Ynj8ASIqb2rFxDHqcq3IuAlxp+L/L8esPApKNwPnlJRGLP4aXi5q+jwNKqwDQwaPEbltcHp46ukX3IUybEO0gsrawy9d2gSFk8B2EJTDXIuscoStw9tzbsrDjKwdSz/vKoTUQ4LJkUhoKq4PD5e+mU/X27K5oGRrevW/lyPcVoUfEGVwc8t5t6R7Xjisg68PL4nAKqqciC/jD9/uZWfduYxrmczwz/HAICc3yqvq1nUHtW6q69610eJShb6fUUHRJujI1bXxy5IiWfF/kK+2JjFg6PaI+s1oTMwqAWbt5CJfZpw9ZsruHN4G566qguJkX1AA29QZWN6MbfNWEuZJ8BfLkpGCnoBZ63HdXt8TB2azNPf72FQm1juGhhPt2aRKIrM4VIX768v5OvNObRp4qRVXDgV3gAxdTCIc1hMXNy5KYPaxuKwKGgaeANB7GYFU3XSQjVRklGH2PS6H9/A4FxTls2I9jFc9tpS/nttD96e1Pu37gSvP8i+vArGT1tFjNNKU5uKHPQBvz+R7PMHuGd4Kx6fv5O+ydFMGphMr5ZRmBWZw2UevtiYzbyNWSRE2ujWIhq3PxiaymCLE4b/AT6eUHNcWFOhwVsnffz6SbnHz6T31uKuxuC5zB1gwvTVLPvTSCz1eaPfIKT4AyrNouwcKnEz5pWlXNUjiX+N60qrWPEs9waCaGoQ5/5vYPB9wpgY8KsqAXMYAU3m1kHJvLJwX43n6ZscTVOpFJY8h/mRHUxSwpkwsDXmtW9ieeddKMuGnjeKDkS9VByGVkOOaWZXhWKBoY/C1/fXfKzYdtVvaPlcyLPGCu3tKt+vgFlj4aEtRvW1gUEDx0heG5w+sgnLtk/4+JarufrdzRwuq7ryacrgFlzS2oRJaxwVyKheHBW5rPnzCGTFxKdrD/Lp+kPkV3iJtJu5umcif7msI3+9rANmbylgP9cjDglBVWNC/5a8vngf/1sovkCsGdSTCkGmDGuNohhJOgPR7gg1VF7nHtGQrq9610dRTBDTFvJ3QfYGaH+xro91OWK0k1nkZs2BIga11Zf0NjCoDVkLMrqlwoL7hyDJEtOW7GfR7jw8/iDJsU7G92vBzCkD0AI+zNs/hq7X6zpuQWWACQOSuaxjFBG+PJzrnkf+eTEEfUQ16ciTve/hbxePIKjYWHegiH7HVYHpweUNcKDAxZu/7mPdgWJUTaNzUgR3XdCW3i2jcFjqODUN09cBJmKb1u3YBgb1AJu3gDsHtuG2IW3JKXXz1Nc7WZVWiKpqdEgIZ+qQlix4YCgEfTh2ziXY/caQnLfME+SKHs3olRxLUNOYuSqd/3y/C19ApXVcGBMHtODhC9sjSxrrDhTRt1Xd7gXV4quA6DYigb30hapjHLFw02dQfBDiO9OQ2/3cvgDTlqRVm7g+SpknwIcr07lreBus5sZRGGNQM2aTzMFCF5d1S2TV/kJuGdyKkko/jy3czJq0IgKaRqfEcO4aOpi+0XYc82+HvJ0obUbi7fcgecRw08BkUg9X8P32qs3D2zYJ450JnQj7/l5c4z/n0zW5fL19Ox9eFYlz8T+OBfoq6ibTY4+Bi/9ddbX0URQzdLlaGLevnV51TEQzuPlrIf1xMn4PrJlWfeL6t7G7YMVrQjrM3DjW5QYG5yNG8trgtPEoTqTIVsSv/Q+/3P8kH67NZuaaQ+SVe5EkGN6+CfcMiqdbtB/nt/eiTviMhju1PIaqyUj2aPLKfdwwfRnFlcdasUsq/byycD/Tlh5kxq296d7UjuZ1IdVBQ7S+omoatwxuxYKth06otD85cT22ZxLx4VZMjeF/tsHvJqcmzeuABwr3AFL91rs+SpMOR5LX63Unr2VZYniHJszblM3nG7KM5LVByJDsUagmWL+tgCe/3nFCt0txZQmbM0t4b/kB5t41EKnNSAKWMF2TvmZRDipdpSTtfBdpybMnvpm+Emf6SmjWB/9N80iMstepm8DlDfDMd7v4aM2J1dLL9hawbG8Bw9rH8fakPjitdZiedr0GfvgT1GYcqZih05X6j2tgUE+QmnZGCyq8vnAv7yw/sXtg1f5CVu0vpF+raGbc2g+t/Rg0JTRzztgwGzmlbpbsyec/3+8+4b3ijGI2ZhTTOTGCWVP6ExtmPb3OiarQVPjwcrjxY2g1TCSn9v4ornFnHPS6GfpNgbXviGfy1e8IY+UGiiRJfKZTWmzu+kymDG0dgrp6g4ZAMKgSF27hsYva4x/dnveWH2D26hPvASv2FbJiXyGD2sby7o0zcH50BfKWjwnb8jGWoX8kv/vdPH5ZRy7vnsgHKw6yPr0YgJYxDm4fkMj1fRKxpS7AdfELfLmrgn/9uA+TLCFFdYWolse6m/b+DF2vhdTvax940y4QngiWsNpjrWFw4d+h01Ww/GVIWyS8LMITof+d0O8OsDiq7rDQgvo8LwA2zzZ8LwwMGjhG8trgtPH6A1hbDMT04x8J37+QqX3vZMqDE1AsdmRZxn1oJ+Hr/gm7vsZzycuUulWaNoJunaBix2e1ccOri7GYZB6+sD1juiQQYTfj8gb4NTWfj9akc+sHG/j1sQuw6tQOre84LCZySir46I4BfLI2k2u7RtIy2ookmwgGfKzO8rI528W1fZoTbjURCJHbvUHDJrtEVF7HhVVxHRSkisVoRFLDaOU7qnt9aLMYt06juuHtRfL6++05/HNsl7ol5gwMqsErWdmYXczfvtpB9+aRTB6YTJ/kaCwmmfxyL/M2ZTNvYzaT3l3LZ3cPwucNYNWhT+33e4nJ+PHUxPXxZG/A/PkttL9+JqX+oK5qabdPGJGdnLg+nmV7C/jr/O38c2wX/aaNshk6j4PtX9Qc1/U6YQxrYNDA8KgKX246xDvL0xncNpZJA5PpnBiBSZHIKnYzd30m327N4ZG5W3jp+m7g82O2//7KXFXT2JtXcUri+nh25pQxdeZ6Zk4ZgDegYgtFRbC7WBiuzbgE+t9N5ZgXCY77EFmWCAaDOPM2osydLDwoEnsiXFkaLoosUerW50mQV+bFZHQ2njcEVA0JiVJ3gNVphcxenY5Jlriwc1Mm9GtB6ziRHN6XX8GcNen834L9PHvpa4TPGAGAZfl/iY1qxYyyvhws9vHSDT1IjLKjaeAPBjFrfiRF4TttANPmpBFUNV4c14EhbSKxKBLqrd8ir5kGmz+CbZ/B6L8Jj5rSWjZbhj0m5H/0SvpYwqD1MEjsISqjNU0YtsoKmGpYR8tm/VImlYXVG0caGBg0CIwr2OC0kSX4fEs+10yYj3PWGKw/Pw4/Py4Wh5rK0SahQN+pFCZfSlBtHJMtVQvy8eoMru/bgqnD2vDlxiwe/mQz+RVeouxmruyRxCd3DuS7bTm8uXg//zemHWGOht+iVO4JEBduJVJ289iQaFj1BtLOr8BbhhzZgqF9bmXosBtwB6HQ5SW6EVSbG/x+fkteV7WJc1QyJLrV2RvQ78ERI6q+XAWQv1tUluggIdJGStNwUg+X8922HK7v2+IMD9TgfMAbhGlL9vPOzX1pFetg5qp0Xvll72+yITf2b8EDo9rzxLxtbM0qpWcLfZWJEWYNZenztQemLSZYfhhbpD7JHw2N6UvTao37anM2f7uis65jAmCLgCtfFXrWWeurjmk5EC57QVR4GRg0MDTJxMfrspl372AAZq5K558LdhJQVTomRDBxQEv+OCaF+z7aSIU3SEyI5l+SBK8t2ltr3MaMEtLyK0hpWoM8QF2whoPJhmvcDCoS+vPOihx+2LmbSl+QljEObukbz5gJX2H7/mFkd2FoznkO0TQNu1mpVTYEINJuJqg27GS9gX5kGayKTOsmTm6dsY62TcJ495a+ZBS6mL0mg82ZJQD0SY7m1sGtSYi04TP7hZRO3k4AbCtfZMLNi+n7/Eq+3nyI9X8ZgfOD0VhceZDUm/K+9zOwTRdiw2z0aCJjXfcWpo++FjIhUclofW5Fun89/PgXWPQ0TPwUZo4DV37Vgx78ILQfo7vA4wRsx5uv6riPqX6wR4l5eW1YwkSlNnU0hTYwMKg3GMlrg9PGaZZpGWPnhZV5/GHqKizrp2Pe+L7YAZUkaDOS8r4PUBzVlT/O28v7t/Y910MOCX5VQpNkLu+WyJhXllLkOqblXeTy8erCvbyzLI23buqNzaRgtjSOJK7VLGPyl6McXIr0xRQIHlclUlmI9M3DsOxF7Lf/gMttw2k1JgfnO5W+AEUuHyZZItJexd9DQzFrPJ64FDFJzlqvO3kNMLxDE1IPl/PlxmwjeW0QEjz+IPePbk9qbjl3zlp/gmxIocvHxoxi2seHMeO2fizYcoiOCeHYdTyO5NJ0KD6gawzmDe+hjPorUHtSeEN6MSWVtVcXqppojb9zWBv9kiTWcKGJuWMerHod8naJ15t2hUH3Q+erRBWYgUEDZN/hUl65sSdz12fy7rITr83l+wpYvq+AAa1jeHtSH37YnsP4vjUYpNWBIpePXTnlumJnrU7nr5d3Co0Ws2LBNek7fsqL5A8vrT0hWVvk8rE5s4RWS7P4fMoLxJSnItekqdsA8Ac1ruyRyNz1tUuHjO2Z1CgkGA30oUgyBR4PGYUubBaZ2Xf056mvd/LjjhP1q3/YnssP23MZ2zOJJ6/oTLDnZJSfjkhkFKUhlabTo0UUG9KLWbg9i6uSegm5jT0/EL7nB8JSLidu3BtI710MBXuOHbiyEOnQRiHncfN8WPQv2PQR3LUUbf0MpA0zRBJbkqDtaFFxndD9rG4Ua12vR1rzVu1x3a5DCgaM7JeBQQPGuHwNThvVV0n/Nk3469e7WHWwlL9ffgv9B96JrJhBUyl3+5m+tpDpszfw9NhOWGgcu51mRebq3s245JVlJySuj6fSF+Su2Rv49sFhZ3l0Zw5ZAnN5NtLnt0NsOzx978HXeiSK2UbQVYxzxxyUzTORZlxKyr1rKA2c6xEbnGuyi49JhsgnmympAchPFf8d3QD0ro8SlwLpK4TudZ9bdH9sYJsYPlh5gFVphWQVV9I82nEGB2lwPuAPqri8Qf6xYCfdmkUydWACA1pFYFZMFJRXMmtTEfM25XDXrA18cFt/VE1ntV65zhZcQCrPgYBX10I1p9Sj+7iHStz4VRVrXSq3LE7ofiN0HguKFSTE2MyO06sAMzCoJ1jNCiv2FfDusgMMahPLXQPj6ZwUjiLLHCp28d66Ir7fnsNf52/nT5d0xBcIYg1B3URBRdVG7FWRX+YNXUWwJYw9tOTReWup7rZ1sLCS8TO28c0DQ7A38OvbaTVx38h2fLExu8bfoUWRmTq8Dfa6mtoaNFhkWSLWCmtLPfzlsk689ev+UxLXRzErEoGghreiGKnXREgZIzTh189AKs8lyiEMVTPKAqJa+Tik1G9hYVO46B/w8YRTD158AGZdjXb3CoLI+AMBzIMfwjTsUdFxLcngd59UOX0WsDhhyIOw/j0IVr0mB0A2oQ15BMnovjIwaNAY4n8Gp41sc2L2FDLvnkF8cUcvurvWoHwyEem13khvD8O58jnu7mXlx3t7c1m3BEya/klwfSaoany+PqvaxPVRPH6VD1YcxB9oHNrPVn8Z0rIXqLziLQonfM9rRX256sM0LnhjK5PmF/BlxCQq799GMHk4pH5LWMPfpzD4nWTVJBlSuF8YNjrjanYir2/EtBbGb0VpUKmjTfEIDouJvq3EwmH+puwzNTqD84gwq4kZyw8we3IXPr6xBZfnv0PTjy4k5v0BdFg4hT8n72X1HweRGGkjNbcMi0nnlO+kRW3NsdFIOs3h6iIlFe20YKqDEeRvKKYjkgMWUCzivxt4YsvAICnayWfrs/jhnl5MvyyC4fv+S/ysEcS+P4huKx/mX93zWf2HQeSXezErEhZTaJKbVXZMVUOE3Yxy8ib1aVLm8fHSwrRqE9dH2Z9fwdoDDV82BKBJuJVXx/dEqea+Z1Fk3p7chwibkbg+3zBpPpqGKfRpGc2n6zKrjOmYEM7KxwbybL8KkhY9hPzmAPjwCtj+JQx7FGervthN4lnYxC6Dz3XqQTbNhqReEFlNd2BRGp49i3jymz38Yd4e3FiFPrXJKubFZztxDfgDKukuM5VXfyDGUBWyCfdV09lTYcPlNSqrDAwaMkby2uC0kX0uTFs/JlZ24Zx1Cc75t0DGKqjIg5J0lHXTCXurJ60OLcBZtBO8+loP6ztBTeOLjfpcwedtysasN2FQ3zHZqOx0PSuVfgx6cQ1vLEnnYGElBRU+tmaV8sev9nLx6+vIH/oP1OJMFH/j+P9tcPpkHam8blKVWWPeUb3rBiQZAiI5FttO/Hd1+rrVMKxdHABfbspG01sFa2BQDf6gyh9HNadvxWLC3uyJsvZtoftckQcZq3F+dTthM8fw6thWbM0uBVXnRmpcBwiL1xWq9RiPpjM5PLhtLHadkgLj+7ZA0Wv0ZGDQyDmY72LajR1pmzqd8HcHIW+dIwzTKg7D/oWEz72O6PmTmDW5C4tT8wlRDpmkCCvNo/V5tkzo1YRIS2iKNTRklu/Ttzn84aoMylzukJz3XOKwmBjVKZ6fHxnO1b2aYT2ydrCZZcb3a8HCxy5gUJtYo+r6fCPgQ5IVereK54ftuXirKIhqE+dk7u3dafLD3YTPuRL2/ADluVB2SBgZz7gMefG/+fslrWgaYeWSLvGwf9Gp5wr6hPRWx8urHY590/tM6hnF+H4t9Jsqn0E8gSD3zd3NEl9HKqauRu05WSTUQSTVe9xIxZQVrFb6MH7GVsyKMa8wMGjIGE9Ag9NHC0L3G5Dm3HBMu/aUGA3p28dg/GxhdtYIMCsyeWX6qsgrvIFaK0caDAEvWRG9ufvtTSTHOpg0MJlBbWNxmE0Uubws2JrD5xuyuO79rfz8wJ3YqLky3aDxc0w2pIqKy8MNzKzxeJp0FJq6WeugwyW6P9a9eRQRdjNp+S62ZpXSo0XUmRujQaMnEAzSIbgH2/cPVx+UtxPnp9cyeeICgmrtZmAAlOdAv6mw+Oma45p2RYpuLVqFLbXL4ARVjRv6NufDVek1xg1rH4fTalRLGxgcJcysEn/wa8wrX64+6OAywr67jzGjXsHv92Ex//7Eksmdz11DmvO3b/bSo7mQJurbMgKTopBfVsmMDUV8veUQCRE2ejSPAL8HTLbffd6SSt9vc+cxnZvywOj2JEXZUWQJrz/I2oNFPP3NLnLKPOSVe9AaiQq0w2KiTZMw/jW2C89f152AqmGSJHxBFafVWLKfl6g+ArKFcq+fw+VVrz2fv7I1YYv/Bnt+rPYw0ob3iQpvxv+uuxH58DYoPlh1YHluzd1X5Tl0bOokYPn9Vdb+oIrbF0SWJVRVw2qWsZrq9uyXJYnsUjf3zN3NgNYx3DXoUYZe+gKaGkRWTKzac4i3vzvMyv2iQyOgqliM2k0DgwaL8SQ0OH0Uq9Cszd5Qe+zyl+CmL878mM4CQVUlwm6mXEfrkUWRq20BbGhUYOeVZWn8++quDG0Xx5w1Gdw7eyMV3gBJUXau79OchY9dwH++28Wi3Xlc0jkeI/1wfpNVXAmIdtgT0FQ4LFzQG2TyOi5FfD+0WVSq6JRNUGSJwW1j+WF7Ll9uzDKS1wa/iyaWAKblz9YemLMFU952lGY6TZO9LugxHvJ2iiqsqohqCeNnwe5vkbpep+uwZkXi3pHt2JdfwYp9Vbf6t48P47lru5+qkW9gcB7TIsqCac6LtQfu/oboi59DMkWG5LzmoJtrOjsZ0qoP8RYP9nVvoKz4CQJe4mLb8WTvu3lyzHA8AQ3rzs+gxw0hOa/TZibcZmL+vUMIt5l4d/kBftqRS6UvSIsYB5MHJrPwDxcwe1U6S/bmh+Sc9YmwIxWtRxtVGk0Hp8FpIONTZdYcKCDWeepcs2WMg84JTuRP59R6JPOa1+n/yD1Is26vPsgWBe6i6t+3RyEXpWEu3CeMkE22Oktz+YMqvoDKvE3ZfLw2g/xyL5F2M9f2bsbEAclYTbJu41dV04i0mymp9LPmQBFrDhQBu7Ca5FOq1E2yZFReGxg0cIwr2OD00YCNM/XFZm+EQMNv6wOQNZWreiTqir2kawIeb+PQ+jaZTFzaNYEwq4lRLyzhzV/3k1bgIq/cy+bMEp6Yv51xb6zgvpHtOFgSpDx47tvJDM4tmdXJhpRmgbcMrBFgjz4HI/ud2CMhIklodudurdNHj0qHfLM1B3+wcejhG5wbFNUDmWt0xdo3vYdF1WmY2KQ9fDEVRj8J10yHFv2PvReRBCMehyk/wdIX0BJ74DfrM0DakF7MHR+u57/X9eCZq7vRJelY5VbLGAd/vrQjc6YO4O9f72DOmgzUUJm/GRg0cJSCVCjT55Vg2fQBihSaa0cLT8TpLaR11nzC3uqJsm66qNgszxGV3l/eRNjHVxFr9qEm9cEjh8aI2GqS+enh4WzLLmXws4uYvjSNg4WV5JV72ZBezMOfbubK15ZzTe/mPHFZR0x1rNY0MGgQ+N2gqhRVeOnfOpYxXRM4uR7qkq4JmLZ9IkzQa8NdjLRvIYRXs4aVJOhyddWSIkfpcg3sXoA0/254c5CQKdMrSYZIXGcWVXLBfxfz1/nb2XGojLxyL3vzKnj2h1QG/Wch2w+V4fHr6xQzKzJjeyad8npV8ioXdW6q+7gGBgb1EyN5bXDaSKpPtBfppaJxVEeYTCamDG39mx5ddcgS3D+yDY5QWL7XA7wBlRbRDh7+ZDO+apJuWcVubpmxlokDkgmZ6KJBgyWzSFRex0ec1EZ8VGYoulXD/TuJ7yS+Z+hLHh6ldZyTpCgbhS4fy/fqN3w0MDiFijr8/ZTnoOmUDfGroLYfA28PhfSVcPmL8HgW/Ckd7vxVVFq9fwkc2oTWpKNuA6TsEg/bsku55NWl9GkZxcdT+rLt7xex7e8X8c19AxnbM4kb31rNzzsPk13ixl+HBfEJeMpO/DIwaOBoOhPXAFJZFgF/aIomfJqMVpKB9MOfqFYD79AmpLmTMTVpW2XC6HRQZIncMg+Pzt1MoJpNrP35Lia8s5pWcWEEgmdoo8vnAnexuI9UFkHQf2bOY2BQFZWF4DqM2aTwj693kFFYyUWdE04IibNLWCr0+TABUJZVfdFIh0vExtRRWb+TsUeL5PamWeLfJekw4xII6twYB7x+levfXkVBRdXSki5fkMnvraHUre9as5kVbh1c+5pckuCBUe2q1Omu9AUo8/ip8Pgpc/uFJ40aBHep8OvylApJJAMDg3OOIRticPrIJrDVoTXRevZdiM8IagBHWRrTb+zM1I93VpnIlST4z1UdaKYdJuhTUOz6KtPqO9OWplW7kDhKZpGbxal5XNy56VkalUF9pNzjp8jlw6xIRDlOmiz+JhmSfPYHFiqadIJ9CyFzLQy8ByR9e8GSJDG0XRPmrs9k/uZsRnbUZ4xnYHAK1nD9sbZIZJ0GiH7JirvHFCJytyBt+AA2fCDagmWz6DYAiGyB+8bPKfcohNv1VT1GO8xc0T2BZ6/pRk6Jm6e+TWXtgSJUVaNLs0juHpbM1w8NYebKdNyBIKa6Sm75KqBgLyx/5ZicWYv+MORhiGkD1sbxHDY4/5Dq0qFkj0JWQtP5ZsWPtOS52gMzVkHRAaxxXUJyXm9A5eWf91Bb88XevArWpBUxuF1sSM57bADlopJ1zXTY8aXoFAtPhD63QddrhFRYiH7HBgZV4q2Apf+F4X9EkuCbbTlkFrt5e1Ifsoor2XFIbMyW+SBojdYv02iLBL/r1NcTuqFd9TrSJxOq/pw1AiZ8AqvfEhs5Ryk+CHt+gk5XQS1zDH9Q5dN1GRS6avZEqvQFeevX/fzfJSk4dBiU2s0K79zch6kzN1S5gSZJ8PS4riTHOk943eUNUOr2M21pGr+m5uELqNw6qAV3DExCTv0Gad07wvTSGg5droX+U8FsA3NoOkwMDAzqjlF5bXDaeGQ7/h436QuOaYMW1jiSNCbVi+Or2+nvX8sv9/fm+j7HXMFNssRl3RL47q6eXBGbg/OjKzGHwDSnPmAxyfy887Cu2LnrM/GfqUoYgwZBxtGq63Dbqfq1eUfNGluf5VGFkIgksQioLIDCvXX66JC2YqH9047DuqtWDQxORnPEQFwHXbGerhPxyXZdsVnFleRUylRe9hqucR9Asz6iCinggbCm+Ic/jmfqMny2WL7emkNQp7zH4HZxPHdNd17+KZWLXlnOlxuzySp2c6jUw887D3PttLU89Mkmbh6czO2DW6PoTLYDokJywSMwfQTsnA+lmeJr+xcwbRh8/ycRY2DQANGSegstWh14u09C0+nDUCvuIt3SWNLa6diCFSE5rSxJLNunr7Nk9pr00D5HPeXCjPmlTvDrM5C/WySwsjfA1/fDG/1F16lRhW1wJlEssHUufnscn6zLQNNgc2YJf/x8CzNu7ccTl3eiVayDJXsKcHe5Ud8xTTZIuQxKDx17LaYN2phnUW/7npxKmYphf4N2o491RVojUAfcjXb/eijcB8teOPW4694RGzy14PEHmbM2U9dQv9iQhUnnHMBuUUiJMfHzw8MY368FNvOxNfklXRP45oGhjO3Z7ATTU5c3wGfrMxny3CI+XHmQ9MJKhraNYVJXO8rbg5Dm3QVZ68W1n58q7gUvdYL0VeCr1DUuAwOD0GNUXhucNl5/kIg2wyCyhVgk1oA2+AG8qoy+pXP9RlLMUJqN/as7aNlqKH/vcx9PXzUKf8CPxWzBc3AN4Ssehn2/CGO66lotGxgub6DWquujHC7zNlg1CIPQcFQypGnESXrXFXniy2yD8AZcnS9JQjokY7X4OmriqIP4CBspTcNJPVzOTztzubpX8zM4UIPGSqFbI3zAg9i+vb/mwIgkaDsST0DV9QyWJYkt2SVc+9UOxvVqyz1XfEx8dASqGiCgwucbspnx1mZaxzl56sou1cpInXJcNcCcdVm8tzKj2phfduXzzwU7+etl+q8nvBWw5DnYNrf6mM2zISIRhj4CFmf1cQYG9ZDcUg/xfW7DtOLlmgOb9cbjbIbmC2AJhQ50ub6CBRGbE7KEbrHLp3vqfLgsxO38lfnw8Y0QqEZ6pTQLZlwK960xqq8NzhyqH/yV+FSZnJJjf+PL9hZw+f+WM75/C2bfMYBwmxk7ldB2NOxfWOMhtR43IhUdhLGvgyNaeFf5ypE2zsSTvoF3U+PILw/jniH/o/31cQQDPlDM/Lgti3W/5PH4kKFU+fQsOwRoQl4DSfx3FZ3ZJlkmT+f1Wu4NoKF//VyUfxi73c7frujMv8Z2xR9UsZhkPP7gKVIhQVVl1f5Cnlqw87fXImwmnrqsLc53h0JJNXOUgEfcG+5dDbFtdY/NwMAgdBjJa4PTxmoxQXkmTPgYZo0DVzVVEr0mIbUdjY3GUaWgqUEkW4TYZT64nLCDy0GSsJid4K/ErB23kFfMtbZRNRTsOp2fAcJtpsaSszc4TdILq9G7Plp1HdVKt9RGvSW+i0hcp6+C3rfU6aND2sWSeric+ZsOGclrg9PCp8kUt7qU+D63o2x4v+ogRwyuG+fx9dY8Luumz2g4PsLGm4v34/IF+WhNJh+tycSsSJhkGfdxZkfphZX4L1OxKDqvY8XEW0sO1Br2+cZsHr+so75jHmXdO7XHrH5LJK8NDBoYOW4JZ/+HiczbAXt/qjoouhWu6z7mu91lXNUjRBI5dZEGtEUKeaEQEGaty3zTjESIqiXcxWIjrLrE9VFKM2H7l9DjRiOBbXBmUMwgK5gkiDgp+Zpf4eX1Rft4fdE+rCaZfq1imHb9dJyzLxedAlWRPBgufhreHSUqiU1WQPpNCsye1Is7xs5l8MvrWLA1B0WWsJpkKn3Hnvm39+tNm+QhkL7ixGPbokRRysc3Crmd+E4w+EFI6nXCZnFQ1Qi3mSjX0SlhVqRTuzZrwe12E3akutpypCPaXMX8xO1XeennPSe8dl3vJKTU74WOd00EfaIK+4pX6ibdZmBgEBIaeObA4FxiDVYgLX0etn4qTJwGP3iiCUTLQXDd++L1D68Af2jaCc81AU0i0PmaE1/UNKG3qZ1UgdbxSjRf4zB5UDWNAa1jdMVe0z0eh9I4NisMTo+jsiFNw0+qvD7erLGhE9MazHaxkK2uUqMaBrSJRZEllu8roKAiNOZaBucXUQ4Lj87bS07/v1Bx3aeQPOTYm/ZoAgMfwDV1NW9vCRDtsGIz6UuyHC7zkFZwosSGP6idkLg+yqfrMqnFJ+k3Nh0sqFXrEsQCd+66DIJBfQaT7FoAfnftcb6K6hN/Bgb1mJSmEUyZs5Oiy6ZTeeXbkND92Jvhifgv+Cuu237lrz8eokuzSMx6L8raiGwuuiv10O16VCU0/ZU2s0zXZvp8cq7r0YRwpfb7ii7MDtgxX1/sxg+ENraBwZnA74YOl2D1FHJDv+oLHLwBleX7Cnj4qwO4bv4R7eKnIarlsYAmHeGy/8INMwl6K0TiGsQGTeC49emhTYTjon282PgKqtoJiWuAD9YX4O4y/tRBdLlaSHQVpYm58J4f4YPL4ZOJojPqCIoscWWPJF0//pguCXiqmHOEgmKXj505J8qc3NA9CseWGfoOsPNr4QFiYGBw1jEqrw1OHzUIZTmw5RMhkdHvDnhwk9h1NVmh6ACsfQe+uk88hMtzIaLZuR7170Y12fD3vQfT2rfFDmx1SBLlAx7GanYSIvXBc0oYbh4YmsiaA0U1x1lNXNc7CbNmaPmezxyveX0CuUf1rlud3QGdCWQF4jsLLcyDK6Bny9o/c4QIm5kezSPZmFHCN1sOceuQBqz/bXBOCASCXNMzkdGvreeqHoncc9F7NI+L+q3V97st2bzzYSrFlT4Wj+6I2+fDaq19wZVbqn/D9VCpG7/fh81S+3GzS3QkmI+QVeLFHwigKDoqMIvSdB+3TrEGBvWEw2Ue+iRHM+LVtVzfpytTr/2S6DAHqhokqEnM3ZDNjLc3EWW30CTcSmWoZEMqC2HAXfDTX2uOi24FzfsR9LuRLbaaY3VgD5Rx75Ak7p1bs45utMPMpV0TMAU9QAiqzX2uExN6NVGWE7JKcwODU7BFwvD/g8oCmkbH0btlNBsziqsN/3lnHu8lRXBP5+GYu10rNLMlWUh5rH+fYGUJps2zajxlsPww0c7qV6w5ZV78bZucKD9mDRcdCNOGn/qBtF9h/j0w7k3KNRsScMewNsxYcRCnVeHGvs24pkskEQ4LLo+f71NLmbU2h8PlHh4Y1e4UuY9Qcbj81Gs8ymEV0kd6CPrEZrj599/rDAwM6oaRvDb4HUhgO1IZkbcLvn1MfFnCxI395MSuVV8VRX3HH9RYlell6NUf4Jh3S9Uaf5KEd8wL7PHG0C1U7YznGEmS6RXp4uHRbXll4f4qY+xmhZm39MC05xvoOOYsj9CgPnHgSOVmYuRxkzt3iahSVsyNYiMLgISuInmdvhx6VuPSXg2D28axMaOEr4zktcFp4PIHuKRbEpuyypizNpPPNmRjViSsJgWXL4CmQZTDzBd3D2JHVjEdmurTeo606a/ajLCZdRsrRtn1L0Qj7SZMehLXAI5Y3cfFEac/1sCgnlDi9nHbkNak5pbz3ooM3luRgdUko8jSb9WRzaPtvDWpN7+m5jFWZ3VjbWgBH1KnKyFnC2z7rOogZxO4cQ7s/Bqp67UhOa+iqVzQDKYMbsF7K6v21ImwmZhzSzdMO7+ETpeG5LyY7cLPQo/unS3i1G5LA4NQEtsONeBBkSTemtSbG6at+k2S72SGtotjytDWmL+YBHt/FF0EmgpBL+qVr4m/7ZWv1Xg6yRpOpa/6AqUImwnFd1y3gdkB42fDptnVJ353fU3wkud4a1U2327L4Y9jUvjqngEkR5mQds7D/vNMITlij+aOLuO57YGbOFjsp3m0o9Zfz+kSXsUmfqXXX7c8hbkxuHgZGDQ8DNkQg9PHEg49qkjW+CpOTVxHt4ZwfXqb9R1N01iX7WaJryMVU1ZA9/FHtMMQVRgdr6DiloVsjx3DRxsL8fgbRwWypqnI3hImDkjm/Vv7Mbx93G+mjA6LwoT+LfjmwaG0bhKB7IjBKxsP9vMVjz9IdokbWYImxxs2/qZ33RKURrJ3GtNOVF8UH6xdK+8k+iRHYzXJbMooIb3QVfsHDAyOI9Ju5WBhJY9clMLrE3rRr1U0/qBGhTdAuM3ElKGt+fbBYcSGWdEAq1lf8rh9QiSxNVRfHc/4Pkk4LPqu5cHtm2Iz65t2Xt+nObLeqsbOY/Xp58sm6HiZvmMaGNQjUpqGU+kL8OINPXjm6q50TozAG1Cp9AWJD7fy4Oh2zL93CA6LQu+W0bo3lGolIgnm3QMjHodrpkPzfsfec8QIWcA7F8OmWXjCWxJUQpRwMltx/vQHHu1nY/bkLgxqe2yDKtxq4tZBLVj4QF/aHPwEiyKJoplQ4PdAm1H6YrteC4q19jgDg9PFGoZmjSKrxM1Hq9P55oGhPHpRhxOM0DsmhPPvcV15/rruvPDTXlxXvg1NUsQ6vP3FaFN/RWs/BmX68Jo3W6JaQmRzUnOrl8K5oXsUzrTvhY51n9uEZGjeLlj0z5p/jnXvEmUVPhlb0gtoZyvGMa0f9u8ehKz1QmokZwvWX/6C4/VudFIyccpnbu3cIsZOwkl+PD/vLcPbWefmW+sLQmZOa2BgUDcaSfbA4Fwg+cqgzUhRQVlZAJ3Hidah8AQI+CBrLax7T5hHDL7/XA83ZFhMMpMGJnPRS0vp1zqauwc+zoDLXyXg82Cy2NiRkc+bS/NYtHsrn945CFsdjA7rMx7ZQU5YV656YQmjOzXlgdHteeOm3rh9QewWhV925fHHz7ZS5PLy3UOj8AdVjPT1+Ul6YSWaBk0jbJiOX0TnbhPfoxtRlbFigqbdIGsdHFgKvSbr/qjNrNCvVQzL9xXw1eZDXBSaYjmD8wVNJKqH/3cRV3Zvxt+v7ELLWAdefxCrSeGbrTlM/XA9FpPMR3cMwOULYtORk5YDbm4Z1IKXftlPl6QIJg1MpluzSEyKRE6Jh882ZPLTjsO0jnPSITFSyILpMC0LBgNc06sZc9Zm0jc5mqkDm9K5qQNZkjhYVMl76wr5NTWPAa1jiXKY8asqVj0JbG85pFwKu7+tOa7zWHAVikpRA4MGhMsXZO2BIp75fhfX92nB6xN7EeO04A9qSBJ8uTGba99eSbdmkfxrbFfc/gDWEMw981wBYlKuxDJtGHS7Aa58BSKaQ9ArZAm2fQ4fXQ++SrRhf8HrD2DVISFUK2Y79JqM872hDB1wF/2vvweTJeXImxr+/P1Yv7oJClLh4W1izRGKFn5HNAx7FPYvrGV8DiGVaDlz1aEGBgCKyUROqRu7RWHRrjwsJplvHhgGgEmWKHX7mb0mnUtfXUap20+px89Tty0l3AxS9gZokoLy9jAhAVQD3v738dG6Q/iDVXcdtI5z0q11M2j2LIx9Q1Raz78HMtfW/jOUZdG0mUx8uJVHRiZjfrsfVByuZiBlSDOvggc2nDFZDkWWuGNYa/797a7fXvtwzSEm33czLH9eSLb0uRXajhaJencx7PwKtnwsZFgG3mNIBhkYnCOM5LXB6WN2gisPblkgbu6Za2HV61CYJh447S+GiZ8e0bpuLjSyGwH+oMbWrFJevbEnD36yiRX7ClHkXTitCm5f8LfFxFNXdsHtDyLV0S25vuILary8cD8uX5Cvtxzi6y2HsCgyNrNMhTeAetx8Z/HuPC7oYCQIzlcOFAiDlhMkQ+CYWWNMI0peAyR2F8nrtCXQaxLUQSpoSLs4lu8rYP7mbC5MjG809wuDM48vCK/8she3T2Xu+kzmrs/EapKxmmTKvYETOt9355bRPj5c13GtksaUoW0Y1qEpETYzs1an8+6yA/iDKh2ahjFxQDJ/vbwzVkXC7i8Dq74ETlaJlycu78SdA5sSK5XiXPcq8oqVoAZpltiD7hfcj+fKQVjsYaQXVtI5SWcL7+EdcNkLUJx+7B5zMok9YczTosorvqO+4xoY1BMcFoXXF++jzB3gveUHeG/5AWxmGZMs5l9HySiq5C+XdSLKHprlXWVAxtTpRmIObUDeMAM2zBCdhooVfOVCXsMZh2vyjyzYVsjl3UO0A+utgKReMHk+RLXAsuF9SP1OaFJHt8LaazLcMEsUzpRkQ0xyaM4Lwgxz1N9g0b+qft9kgwkfi04OA4OzQKTNzLW9m3PV6yvILfPw7Pe7CbOaCKgqHv+J1dTzN2Xzl8s6IX3/Zxj+KNLWuXD9DJg1DlwFVR5f6z4eb5cbefd/66p8v0m4ldlT+mHN2wKfTkC74hUka4SuxDUAtgjKfBqT+yehbPmo+sT1UbzlsPwVcR2egQ0iq0lhQv+WbM4s4ZutQu7kUKmHzzbnMWHqMiz2MNg8B759VCSrwxOgx0R4YCNkrAJnnL5uLwMDg5BjXHkGp40a8ML2L4Xu2ycTYe5k2LcQig+INqIVr8JrvY+4Dx8Ef+Noi9c0DZMs0adVNF/eO4SxPZNQJIkyt0jgXtS5KXPuGMglXYVT8vELi4aM1STz447cE17zBVXKPCcmrgFmr8kgUM3uvUHjJ+2o3nXUcbX33jJh4iqbILLFORrZGSK6jdDKK88RnSZ1oFuzSCJsJtLyXewrqsEA1sDgJIKadoqBrjcg7sknS7Z+uDJd/5ZKeQ6UZbMpo4QLX17CBysPsj+/goyiSn7ZlcftH6zjsc+2YFU0pK2foOncmE6ODUP1ukje+Rbh0/ohb/wQCvaKOcKOeYR/OJq4Xx7GIXmJDbPqlz5oNQQWPAiTvoALn4Ko4xJZ0a3hon+JjfSv7oPkIXp/CwYG9YYDBS6yik80PPX41VPml5oGn6zLOLHj6XeQEGnjvs92UzDqv7jGfQDN+kDAK57ntigCgx7ENXUVr21wkxRhItwUoiIVWRFV1a5C+F9vWPpfsUlVfFCYwH0xBWZeBfYY2PWVSGqHClsE9L8Tbv0O2l3Ib/p4Zjv0vAnuWwPN+gqjOgODM4yqanRMjCCtwEVu2TGjwQpv4JTENYCqwSdr0/GPeVoUVSx4ELZ+ClMXw6D7wB59LLh5X7j+Q6TLXsCsyPzz0tZ0axb529vRDjP3jmjDz/f3I371v1Hyd6HdtRyp9QXQrLeoUNZBWeeJLNxbyrXd47Bu/lDfD775ozNa3ey0mnj+2u68MbEX3ZuLn8OsSMiVBfBaH/jlKaH1X3wQMlaL3+P0EZDYA7I3NZqCPAODhkaj3jZOSUlJAJ4CLgeaAkXAL8CTqampaSfF3gw8AnQAioG5R+IqzuaYGxRqALrfAJ9OFoZlVcYE4at7YcKnjUYfKsKkMax9E0a9+CsdE8KZNDCZf4/rSoU3QJjVxJbMUj5YeZDVaYX8/Mhwoq2NY4+owhuotp3sZHJLPXUpPjVoZBzIr8Ks8ahkSFRLXRIDDQpZhqSeQjZk3y/QpJPujyqyxMA2sfy08zCL0ypoH2toaBroo6Dcqzs2t8xDMOgHar/2ApLM0iz45zc7q41Ztb+QRz7fwcuXjcUZ8IC1ds1ZM16UHZ8gLX+52hhp11cojhjiL/wH6BWeMtlANsM7I0Wr7+0/HFn0SqD6YcOHMP0CaDnYqJY0aJAcKnHXHvRbrAev34clBIZiiuswYzrGMPLVtdx9QWduH/85oqhbQgM2ZHv418xUStx+HhzRCvyVoamU9LvFhvAnV1SfJMrbCR9dC5O+hFDXStgixKZY085gskPALaRC/G6wR4X4ZAYG1SNpQSQg77jEdW1kFXuoDJpQzDGEgTBq3L8Y+k2BBzeJv2OTTVRAq0Hwe7CbrVzWvRkjurRAVhQCgSAWWUXb9gX2j24TRWmSBLd+K56lfjf0uR1WVP88ByChO77wZJbsXU2EsyOUHdL3Q3hKCf2FfSIOq4lLuyZyQYcmmBQJa+VhpNdHiPtYVZRmwoxL4d7VxuaVgcE5otHO4o8krtcCLYCfgU+AFGAicGlKSsrA1NTUvUdiHweeAbYCrwHdEInsgSkpKSNSU1ONcriqMNlExVTGqprjNA2WvSja7BoBflXli42HyCv3klfuZeneAkyyRJjNRKU3iC94bCd8+tI0Hr2oHY5GII1VF+3uMGujvbUY6GB/fhWyITlbxfeYNudgRGeBpN4ieX1gmajaqoOR07D2cfy08zC/HqhgSp+YMzhIg8aEsw732TCrCUlnm6svrAUvLFpTa9zPOw9TemlbnDo3oywySCterDVO3jQL6cKndB0TEImmq98Wi8rFz4ivowtL7xHzqcQecOWrItbAoIERYdO/4RtmNWFWQjPptARdjO8ezYCW4bSKlLGu/h/yvh+F5nVsOzr3voePbumN269i2fkldLkyJOfVFLPY5KqtujF3GxzaCC3PUEfF0SrVo9q7JmNz2eDsokkKQTVAmK0Oz3ubieJKPzGJvUTBSEmGkNT65hH49jGxMRT0igT0mGfE33dsB+RZYwmzRgCSMHf0lp1o8qhpSAv/hTpxLrItAi74I+RurV4jPrI5rus/5snvD6Bp4PX5CbOGi+PWhmwC6cwvnmVZIsxmFlJFy16oPnF9lNIs2DEfekxoPMbzBgYNiMZRElo1TyES14+lpqZenJqa+sfU1NSrgJuBGOBFgJSUlGTgn8AqoG9qauqfU1NTLwf+BQwC7jwXg28ISJoKGz/QF5y5ptFUXrtVhdmrM054LaBqlFT6T0hcA8zdkInSSEwdNA36JkfXHghc1SMR2dDuPS/RNI29h0XyutnxsiG5jTx5Hd4UIpuL9uWDK+r00bZNwkiIsFHsDrIlV3+FncH5TbTDQus4p67YcT2TMJn0PYsOlfl/24CqjQ/W5uCR9ZkqBTPXQ0Ve7YFqAHXTbNRgHdpybZFw+09w0b+FLJG3XHxFt4Ixz8Jt3xmJa4MGS/fmkYTr3Ky6ulczpFDNOyOb46zMonPxIpyvdca08mVR8Vy4H/b8SPgn44j84gaa2lWU+BT8lqjQnFc2iS4mPWyciao2Dnk+A4OTkWUJWZYZ0DoWh0XfdX1F9yRMisSXWw6jdbrqxDc1FTwlInEtydDpCnDGw+bZYrPIXQzuIhGjnSpLQsYqJP+RearFCeNnwdg3Ib7zsRhnHNrwP+Kasox/L87nu+1C43rp3iICncbp+8E7Xg4B/dXmvxvFLORV9LD+vUYjhWpg0NBozFtGVwP5wCvHv5iamjo7JSXlKWBMSkqKjEhOm4BnUlNTj8+uPgM8BNwBvH42BtzQ0FQ/Umm2+IfZARc+RaDDZchmO5qmopVmY1r8r2M7suU5wvSggWNWZCGLoYMyd+AMNz2dPSyKxH0j23HbB1UbehzFYVG4sX9L1JNFVw3OC3LLPJQfkdCJtB+pFnMXicoPxdz49K6Pp3l/UZWR+j20HaX7Y5IkMaRdHF9szGLR/gpuGn0Gx2jQaNA0lTuGteaJedtpHefktgGJDG0VhlmRySv3MnNTMd9vyyXSbubCzk1x+4I4dRQO5pbWTaLA41exW3QEl6TrPq5Sko4/4ENW6iB9YA2DAXei9btdyJohgawgKWZQ9AzQwKB+UuENcGP/Fryz7ABdkiKYOjCBHkkOFFkms9jD++sLWLw7j06JEbSKc+D2B7DWoVuuOnxBCUtlEdLX91cflLEa6Yvb0cbPptIfJNIUgrqoysKqE2dVUZqNZsw3DRopwaCKLIE3qHJ93xZ8uPJgtbGSBDcPTKZTDJgkH1d1jkL1Xo+SuUboXwO0GICrzz0EmnQGSxiKaiIsPAmOruf1UJELYfHihBYndB8PnccCGmhBUKz4gyr//i6Nj9cfkwl5Z3UuF910L2Hrp9de0DbsD2dXmiPo16+dX5p1VqrCDQwMTqVRJq9TUlIURPLZn5qaWtXsxwtYEOKPw4+89uvxAampqZ6UlJRViCR3ZGpqaukZHHIDRRIPlv53oY1+kmDWBkzfPyYqMsx2gu0vRbtmOsHKEkzvjgRL7ZqYDYGAqhFmM1Guw4jRJEsocuOoQHYHVFrHObnngra8tWR/lTE2s8y0yX04VOImOSb0DtEG9Z89R6qum0fbkY5W3x/aIr5Ht27cbXaJ3SH1W1GZVnxA/Lw6GdZeJK9XZLio9AVwWBrx78kgJKgajEyJ56s7e9E+xox5w7uYv/0O/JW0iGlDh95386/LBpPvVcgr99I0Ql/Le3hdJApsJkyKvmecZovSfVzNGoFiqps2vssbIKfUz7Ql+9mTJ+RCOiVEcNcFbYkPl+sks2JgUJ9wWk3cObwN13WLopk9gH3dmyjrl4AaoGXTLnQbdi/eKwfhl234AxrOEHmtKJofafEztQem/UqwJAtzdPuQnFczO/XbpljD0QyTFYNGioZGIKgSVDUevagDqbllrE4rOiWuVayDObd0I0HNRf7xj5CzhRgktOTBcOUr4KvEJTkokOOYtvow6xbloiG6Ou4e1pZmV07DOfsyYVBYC5Ikw8HlwsDVbBfzeuXENb7FDH++tCPrDxaxN0+sC3bmlLEsw8uIse9inz/lyCZzFVz6PMS0reNv6neiWEQlup5NM2u4/s01AwODkNIoZUNSU1ODqampr6ampr558nspKSkdgY7A/tTUVC/QFjhcjTHjwSPfO5yxwTZk7FFow/8PbdRfkWZfjWnWVbDnRyjcB7nbUJY9j/RiChzaSPDetRCReK5HHBI0TePybvp+los6N8WlI8ndELCZFLZklnD70Fa8PakPA9sc0+a1mmSu7d2Mr+8fSufECL7blkOl33BiPh/Ze1gkjZpHH7d5kbNJfI9tdw5GdBYxWYX2NcDOr+v00aYRNpKjzHgCGj/uyD0DgzNobPhVDQceuleuwfFaJ8zLnhXyPIX7YO9PhH96DRGfjqNNWJCN6cV4fPruyR2ahhHt0Jc4vr5nPE5F3zPO1Hak8MrQgdbzJuQ6bHRVegM8/e1OLnxpCZ9tyGJLZilbMkv5ZF0mI1/4lf/+mNponsUG5x8ZxZVEKD46ZH5G2BvdUNa+JTZJC/bAjnlEzLyIuB/uIcGusXxfAXKIlneKr0xoSuvAtPZt7Jp+E9kaMTsgoZuu0EC38Ug6DGMNDBoaLm+Awgofbn+QErefZXvyeXl8T568ojNtjpMM65IUwff39iFx2ePIbw+BrXMhPxXydyOtfx/eGoK2+zsC4c248p0tzFmbxd68CvblVfDlxmwufnUFTy3Kp/LmnyCiWc2Dim4ttOBnjRNGyJUFQleyCiJsJubdN4Q/XZJCQoR49j/0xR42mXvju3MZdLn6mImyJEP7i2DKL9DzJrDqk0QLGQEPtLtQV6jW9Tqjm8vA4BxxXpWhHJEJeR2RtJ9+5OVY4EA1HzlabR35e87rdrvZtWvX7zlEvURRFNolt0X+eDxkrq06SA1gmn8nwVu+Q3P2Y3cj+D00b96cqcPb8MHKgwTUmlsV7x/ZFqdZavD//5OTk/Fhol3TMEa9uIQxXRL486WdSI5x4PIFiLCZWbo3n79/tYO8ci+f3T0IWaLB/9zV0alTpxrfr8/XvNstJAHO1PjWpuYD4MRNRkY6aBrNMjegAIVSDIHDh8/IeesLSlgH4liFtn8x2U1Ho1r0tz12b2ImvcTPzKV76GgrP4OjNDgdarruz/Y13759e2Q0wkv3IH1xe/VVQNkbkeZcz9hJX1Lir/26T0pKwiwFmTQwmdcW7asxtk2ck07NYtC8Zezad7DWMbdtmYSp+w3IG2fWHNhyEDjidP8+o5skMHtDHnPWZlYb88HKg8SFWbiuWyzFBfXvHnSm78sGp0d9uOZTUlJo6lBQ9nyL9POT1cZJe35A+/YRLrn4eTyBAGn79/yu8zocDlpIh4/VNPeaTOCCx5HMdpAkNDWIKXstfDEVfBVQmkVlRSkZaRk1HVYXrVslYxr0EKZ5d9QcaItC6Xo1+w+m4/dXL0NgXF9143z+fdWHax7AZrMRHpeIPxBAkc3szavg/o83Eeu0ML5fC2ZO6Y9ZkQmoGvEWH8qSZ5C2za32eNKKl7E7E/jT6JE88c2pz/bPNmQT6zBx/8UvEvb5jdUPrP9U2DhTVE2XZaOufY/y/g/jD6qowSBBn5uKslICAbFZbDabGdc5kskDh+EPih4JRZao8FRiu+g5bGPfRPO5kCxOfJUVFFT4KE+r/lleHTX9zVosFmIiHDgsCpIk4Q8EKK4MUl5+bJ4dGRlJ4vA/Iu39qeYTKRa0/ndxKK+QsjIdxpPnmPP5Wq6J438vta3pDeoX503yOiUlRQKmAaOB9RzTwjYjZESq4ujr+kqFzjNatGiBVrRPtA7VhKahLPon6gSdRgj1HIdFQSnO4vUbu3PfJ1sJVpPAfvLyjrQylyAHGn47o9vtRrGHM21JGuWeAJ9vyOLzDVk4LAoOi0KZO3CCWeWKfQWMTGlyDkdscK44WOwDoGmYeLyYXLko3hJUs4OALfZcDu2sELRG441sjbX0AOFZSyhtc4Xuz3aNt/D9/ko257jJdwVo4jxvHtEGdSQYDBIpe1EW/6v29tXMNWj5e7A3qb2SMRgMYrY7mDQwmW3Zpfx6ZDPqZJqEWZk2uQ8enw+bRZ8cSVG5m6ZjnoG8Xcf0N08muhXa+NmUefW15CqKQliYk/dXVFeDcIzpS9O4bXArSovyUVWj5degYaBpGrE2CWnJf2qNlbfNxXLRv9FMv79qUVVVcIRDWFMCd69AkSSk1W+j7P0Rgl6IbUdg4P0oj+1BWvs25G4PmVGkonqRU8ag9Z2CtP69qoMsYaiT5hH0VhIdHU1eng4zWAODBoI9PJK9eRUkRNiIMCm8+steAApdPt78dT9vLdlPuNVE82gHn9/eFXN118lxWFa8wLh7JvLvHw/grqI79oPVmdx/wVDhT1VeRQdgtxugyzh4eyhq1+vxXvIiS/bkM3POZg6XeYmwmRjbM4lreydTXlZKaVEBfr+fksICSgoLUBRxfwgeZ8YsScXIsoyqFoZcu16SJJrFR+E0y7DmbeR9P0PQiyWuA7YB95HQqguZuYV4PB6QJMoi2hM26u8oi/5R9QEVM95rP2R7rpfm0U5oAMlrA4PGxnmxMk5JSTEB7wC3AmnA2NTUVN+Rt90I/euqOLoi+12Wsna7vVHu6vgrS1HWvKUvOGMVBDyN4veguUuwlOxnQNsRfH73IKYvTePnnYcJqBqSBMPbN2HK0NZ0SYrAVLQdOSahUfzcbl+QH7afOJmp9AWprKIV/ZN1GQxrF9sofu7ToT5f80d338/E+AJBlfTSgwD079RGaMxuXw+AHN+RpgkN37BVF+aLYe00Ig8tIXLwrcLQRg8Z6XSO97A118O2cjv39W3kMiuNiHNxzasV5XBwma5Y09q30C55QdcY9+WV8+DHm3nnlr4s3HWYWavSf9OsjLCbuL5PC24b0op3lx3AapJ5ZHRb3T+76vfA5PkEN87GtPZtoQ0P4GxCsM/tyIPuQ1OsRDltREVF6TrmvE1ZVT6HTqbME2DZvgIu6Zqi67hnkzN5XzY4M5zNaz6YuweluPYNGjQNbf37mIc+EpKxqV6XkP1L/R5pwX0o6nHXWX4qpt3fQvIQtImfEiw7jBIWS6dOTX/3eTVPGZIaQBv5F0geBGumHdvwMtuh63Uw5CGksKaYD20iMqEHsTX8vMb1VTeM31fVnM1r3hsI8t9F2/jbFZ0orvSxM+fERKmmiWfaoLaxKNs+haCvmiMdhyufYMZaLkhpcsp6DsDjV/l2VxHjx/wHvn5AdFQAJPaE/ndAK2ETpg55jIKOE7j+rY2kF1aecIxNmSW8+NMeZt0xgI7tOmALgXGsHqr8m/VWwI55sODBEzf581NRdi2A1hfQ+sY5YA2j1O1n7d4cRvWeDAldYPWbcGCJ+EUrZuh4JQx5ECWiJV/8mMGTV3WnaWzUWfnZfg/GtVw1xu+l4dLok9cpKSkO4DPgMmAvcGFqauqh40KKqV4W5OjrhlljFUhqQDju6kQtO4Qc/vsnteccxYK39Sguf2kpnZIimDwwmeeu7U5JpZ8Iu4k9hyuYteogD+8r4OdHhxPTSKTlK7z+E6qra+JQidjFNji/2J/vwhtQiQ+3HjNHyxLJa+LqX8LojBHTCmJaQ9EB2L0AutfQgnkSfZLsbM318Nn6TO4d0faY6aWBwUloVVVGVUdpFqj6NK9zStzszCnj8v8t494RbfnkzoEoskRQVbGZTaxOK+TOmevZmVPO5d0S8Qf82Ky16z8GfG6kzXOQN7yPdPEzaHcvB9UPqgpmO1peKtLnt6DFtCc46m8o9ghd4z1QoL++oC6xp+AtP/Y7VCxgMUyJDc4OakkmelNASmk6Xr8Xk1lfR0RNaIoFstZj+vqeanVtSV+BNPcW5Os/xBXQsNbNZ7Xq80oKUlk60ozLoOu1wnAurCn4KsEeCfsWwtcPIAU8cOu3SP4QaW0bGNQTgqrG11sO8ey13dmdW5Utl6CpU8Zalq77uObSg7SMSeLBEa24NCUch8VEcaWPudtKmb85hwMFlQR7tkd5ZAd4SsFsA3cJrHsXfngcIpohTV3MTa+vI72wkmZRdm7un8iINmFYTQr5FV5mbSrhlvfX8OPDw0mItIfgt3EaqEHIXA1f3199zIEl8MUUuPZdTLKdIc1klNf7QYeLYORf4LoZ4C0DexSkr4LFT2PK38Nfp67A7QuetcS8gYHBMRp18jolJSUa+B4YAGwCLklNTT25r2wPcEFKSoo9NTXVfdJ7rQEVkfQ2OAlNkoXjrk4kS+MwVAloMvM2ZHCo1MOhUg8Ld+VhNyuE20y4vAFcx1WATV+yn4dHtcXeCK60ujyknVbjgX4+suOQ2OdrFXuk0tjngrwdwogltv05HNk5oO2FUPQObP8SUi4Dq75EXIc4KzFOCwcLK1l7oIgBbRq/1IrB6VEnkzJLmO4NxTCrCYdF4ZWr29OvmQ3rymcxHVorklfhifTrfRcfTOrKrbN34LSakHVKBShoSMueh/JclFlXCaOm6GTxvegApiOVY/LB5Wij/qr7R4uy68+WRdYh9je8FVB8EFa+CrnbQVag9XAY9ICYAxlmcQZnGEnn8wMASxiyHJpJp+R3Iy/6R/WJ66PsX4hWloMztm1ozhv0wuKnReJowwzxZYsUhq+eEggcl6zO3oDUYmBIzmtgUF8wyzJBVcPjCxBmrf56rvCDagnXXSalOKJ4rFcrtE1zsC36FDylJIcn0b7HbTxx8ShWHCxD2T4NVr8lkrYBn7jmjpK/m0DaUvokJzJ1UCJXdIlD2fQh1p+/Bl8lraKT6djzTrTLB/L51lzG92txrJjlbOKvhIX/rD1uzw/gKsTqjEde/Qp4ioXh5da54vludoj7kP9Yikja+RXOHuPP3NgNDAyqpXGUhFZBSkqKDfgGkbheAoyoInENsBzxexhWxecHAjtSU1MN56wqUCx2gt103ryjWiJHJp3ZAZ0lPKrErDXZJ7zm9gfJK/eekLgG+GR9NpIpBGUo9QFNo3fLaF2hY7vFY5MCZ3hABvWNHYdEW2Ny7JGKxEObRPVDVEuwnKPqi3NFbBuIay8S+FurN9E5GVmSGN4+DoBP19fdtMbg/EFyxkF0a12xgW7jhdGaDlISwvn89u4MdC3E+VpnTCtfEt4W6Stg++dEzLyI+O+n8ult3ZjcPwmbSd9UMpi14UQdTTUAhfshP/XEluegH3XzHN261Ff0SNKVl5cluKRroq5j/obPJSq33h4iruO8nZC7DVa9AS93EtVo3uqr4gwMQoHSop/uYpFA94lIIai6BsBXDtkbdIVKa99C8/0ulcVjyCbY8+OJr3lKoeLwiYlrgLXTkbzGMs2gceEJBLmgQzxmRaZtEydxYVV3N63YX4Sr8w36DqpYMHe4EOv7o7H9+BhkrhXP37TFOOfdjPP94VzYUhGdRUEfVOSdmLg+gnnddB4fkcAVEWk4/tcJ6+KnIHsj5O+GPT8SPvdaIj4Zy43dIrCYzlH3YGUh5GzRF7vmLRRU5K2fnPi6t1zcc/wn1jbaN7+HEgjRvc7AwKBONNrkNfAMMBhYBVyamppanar+HCAIPJWSknL8bO8vQAQw/YyOsiHjcyG3v1C08tWCNuAetKC+luX6jklROFQiHmRNwiy8Mr4Hy/80krV/Gc2KP43incl9f0velbr9NJamfwdu7hta+8Lfbla4sU8SZqp3fjdonPxWeR13pPI6Y5X4Ht/5HI3oHNP+EkCCXV9Dqf5E9IiUeAC+25ZDqdu4jgyqJhjwExhYQ0vsUZxxKB0vRfOd3FxWNaagh/aVm7H98Fj1ZpD7fsH5w4N0aWIh6KusOuZkjtfsTeiO+4o3Kb1tOaW3r6Ti6pnQ6lgNgVKchhrQoeGJ6Aoa0SG+1riLOidgVurwRPaWw49PwM750GYEFdd8ROntKym5bRnuy14T97Vf/g67FojqtNOk3OMnNrEFsQnN8VRhomVg4AkEUXtOrj2waRfkJu1xeUNTPKCW6JcGlEsyIBiiogVXfu1GtEcpyUQitEZvR/EHVUorfZS6/ZS6/SE3lDMwqI5wm5n7R7VDkSW0gJebBzavMm5DejHFahgkD6n9oF2vQSrYAwWpVb9flIY84xIYcBfYoqo/TmkG4VYZx5eTIOCpOubQJhxzr8MUrOb9M03ZodpjjlKSgRT0iWe+rvhMZKURtFQbGDRAGuWVl5KSkgDcd+Sfu4A/paRUqbf6bGpq6u6UlJQXgD8Bm1JSUhYAXYDLgRUIo0eDqpBNYoI54WOYdbWoiqiKzuOQuowTVVaNgKCq4rAqPH5ZR8b1asai3Xn8+Ytt5Jd7iXKYuaZ3M757cJjQBZ21AVluHOlrWYKB8UHuGNKCd1dUnYizmmTendAJU9ovSO1HnN0BGpxTAkGVrVniHtAmzglB/zGDpfM1eR2ZBM37it/Dmrfh4n+Dju2sphE2uiZFsP1QGfM3ZXPL4FZnfKgGDQ/ZX4HUYzxq5mrk7Z9VHWQNJ3jTPLTDu5Fi2ug6rkkG+dfa223lnV+hjfkPsi1G34CtEWCPpuLaj3BFpvDO6hxWrypBVaFLUjJ3j55OgqkC59wb0KzhyIq+rqUIm5mXx/fg2rdWsj+/6mqoDk3D+O913Qm31aETKuiH9BW47t5ItsfK22vy2ZVTiCJLDGnTmztuWICjcDvOX/4Mna+ieu/vqqn0BdiXV8H0pWnsy6vAYpIZ1TGeWwa3wqLI56bV2qBeEjTZYdQTkLtFdEBURXgC6sTPcAXNddukqYE6SRNZw0PmdSLpNTmGI7I9oZ1newNBAkGNrzZn8+XGbMo9ARIjbdw8OJlBbeKwmWXDj8LgjNMxIRxJAgt+pgxIZGNmOb+m5p8S9+QP6bx5zQwcH14sJK6qIrEnXPRvKEqDBzfD57cfm6MfT/EB2P0t9JwgpEOqwhKO7MoTz8iayN4IOVuF6erZpq73EEkR9y89G1TWcCS9m2sGBgYhpbHOjAdybBVxew1xrwAe4HEgE7gXeAjIBV4G/pGammq4gFSDJIG0bS70vR3uWgrLXxZttf4jVVhNu0K/O8SiLncbxDcOR1dZC/LmxF4kRjkY88pSMotOrGZbc6CI539IZfYdA/jq3sG4PV7MzoYvmaAh4Vz0BI+M+jcDW3bizRW5bMwoBsCiyFzSNYFHhieScHgJJtdhfJIN2zkes8HZI/VwOZW+IPHhVqIcFtFq7HNBeAI4z2Pd5g5jhO73oc3CZKrdhbo+NqpjU7YfKmPOmgxuHpRsLJQNTsUeg/TdY2hXvESg3UWYVr8mnrUAZjtq1+thxJ/RSjLRijMJxHfXNenTynMgb5euIWhrp6MN/7OuWKXdKFy3/MwH23y8uGjNCWvEnTllfLYhm2t7JfKvW37CplYiK/q9EyJsZr66bwjvrTjA7NUZ5JeLqVvTCCuTB7bi1iGtcFrq4MWgBmHHfConf8/j36bz9dYTzTG3Z5cxfXk6j1/UhpvGvoszfw8066X78C5vgHtmb2Dp3oITXt+aVcrri/bx/HXdGdMlwUhgGwBwsKCS2avTeWbiXNSNszGtmyaSUAC2KNRek2DYY3y3x8X+wnTuvSA02tNyTCsIT4TynFpjg91uRKqDD06NWJxi0ztvZ+2xnceBqW4bRzXh8QdJzS1n8vtrKHMfK7pJPVzOr3vyadskjE/vGkiMw9JoilMM6idOqwlfIIhkdmDa/x1vXj2EBTujeGd1DvvyhFxVmNVEcoydoGJHu2Mh0qrXYeNMIZsBENkc+twGvW6CL++AtF+h1VAYPws+ualqWaBNs+CS56pNXmtdr0FK/U7XzyCtfhOadgFbHXT7Q0Fse3A2EUV2tdFjIihmaDtKzNNro/M4EW9gYHDWaZSz4tTU1PnUYRs+NTVVA9448mWgEynog+7j4fMp4HdBv6lw4VNQWQQmq9ClW/8evNZHOPb6z1HrUIhxmGQ6JkZy8ctLyS6pug270OXjxumrWfyHC4iwNQ7zQpdmQ+46Ced7wxjVdyoDJjwI1gjc/iDhNhOBvD2EL3kIDizB8+BOvChG8vo8YlNGCQDt449Uah1YIr437XpuBlRfsDgh5XLY9hmsnQ4J3SGsdomDfq2iibSbST1czrqDxfRvrbO61eC8wRWQCEvqjfzmQLjif6i3foekBdECPiRbBGpFIablLyPv+BLt4W24fAHsVh0LruOlAmLbQd/bRNWWYobSbNg8G/YvAk1DLkknEPCCtfYNWg9mFhxUeGHhwWpjvtiUQ5TdzMMXtqcuaTBZlgizmbl7eFvuHNaWSp9IOjksCrIsYTXV8Tkc9FHefCjPLcw+JXF9FE2DZ35Ko0l4Ry5vLuuuu67wBHhk7uZTEtdHCagaj322haYRNga1iTUSZAZkFVfyybpMNmeU8OzV19D9rslIAS+aFkCyhJFb6uZf8w7w/bZcruvTHI/Ph9n0+4smgpqE0n8qUm3GZxFJyG2GUebXiAzFytLvFtIFCx6qOc4aAV2vgYAfQiTzXVLpY8I7q6n0VS3hsz+/ghveXsW3Dw7DXpcNMQOD08AXULGYFNTWI3G8O4xrBz/MFXfdgB8TgaCK06qgpS3F8fGD4KsgeO0HyMP/iFSRJ8zSTRbY9BG8MxrKjvg1HVwO8+6Bq9+G1/udetKSTJH4rQqzA3pNFj4QeijN0i8B9DuRZRlUVRgsShL0nwqLn6n5Q1EtocUAsDhg2B9qT14rZhh0L+j0EDEwMAgtjTJ5bXCWkC3gyoC0xeLfmWuFE7gjRiSu3UXH2m+WvYB0/YfnbqwhxKvClxuzqk1cH6XU7WfakjQeGNWWsEYwv9WQKGwyANsNs1GSehC+dS6k/Up4MAC2cOh2PVz5Kp6SXH7dX8qADnVoNzVo8Bytwm/fNBwCbkhfKd5I7HnuBlVfSOoFudshfxcsfwnGPC1aFGvApMiMTIln/uZsZq46aCSvDU7Bih+p4+UQ0xo5oYvYHDm8A0k2gWLG1PUaGPoQ9LkFf3k+ZmczXceVrGFigTr2dWjeDzZ8CD//TbQIN+kIwx4TVVmf3QIWJ5Ks7wGnyWZeXpRWa9ysNVk8dFFHXcc8GatZjOV3J5VkhUBYEh+vX1pr6IuL0hnz4GDdyeviSh8/7zxcY4ymwXM/7GbOHQMJsxlT9fOdMKuJMKuJJy5uSftIFXXpS5hK05CQwRpOeI8pPHFhS/bkluOwKJjq0LVQE5IaROo5UcgLpH5fdZAtCsZ/hOYuxWqvfWNWD5qmIbUaCj0nwuY5VQeZHXDDTGHs2OGSkJzX5Q3wv4V7q01cHyWtwMWi3Ye5tGuisblkcEYxKzISEvO35jH+jl8wlediWvRX0XmhWCC+I/S+BS58iuCu79CiWiJ9cQcc2iiSxpWFopPoZNIWg7sE2owQ1djHY3Ee66I+HpMVrnsfVL9ISuuhLvIdv4OoyHCaxkbB7gWwfgYgwdVviXvX3p+r/pA9GibNO1ZFndgdRvwFfq0m4S0rohjPfHZ+JgMDg1MxZsQGv4/1M078d8BTtUnCweWgNQ4jIo8q8dGaDF2xn67P5JGLOpzhEZ09DhZ7aB4WBv/rLXa2j2fnV9C0K6bJX6EW+1AMmYPzivUHjySv48MgY42onIpqcX5LhhxFkkR12IpXhazDpo+g9821fuzCTvF8vSWb77fnklPqJjHSqPQwOIaZgJCkUQPwag+xaXw8mz+C5MEwfjaWde8i9bsbiKz9wE27wE2fi5b9//U8ceGbu010EaRcCpO+wFd8SCSRdLA9u5TDZbUrsfmCKl9uzOLmQa3OWWIoKJn4dEMGQbV2/cusYjd7C9z0aFF7r5HbF+T9FQdqjQMhIVLi9hnJawN6tojiiyndaZX1FdbPHz+lkjF8wwwcncbx5R2vklEOSqiS174y+Og6mPgptB0N696B/CNmbxanKFoY/CBs/RRcBSij/wF16pmoGs3iQJp/N1z6vJA4WDMdcjaLN01W0bY/5CFIX4FPU9AUZ0gKr02KxLxN+ozePlh5kGHtmxBhN+QDDM4cVrNCkcvL5V2bwOJ/wIb3TwzY9zOsfA1t+P/BqL8S9Hkx6ZT0YNMs6HrdqcnrzuNOlOxRzNDpKnHN5W5D8rnERnb+7trP0fU6sJzhYqZggHhbAPnNAScm1T+6Tvhy7f5O3LsK9orXLWGic3zEn8Xm29HktSUMBt0nvGqWvXCsCEdWoMOlMPIvEN1KVGkbGBicE4wZscHpo/qgRF8SFxCaeWFNz9x4zhJmRSa7uOaq66OUVNZiZtGAMCsSg5uqyG+PE4nJqji8HdOsq7h0yi+UBw1X9vOFrOJKMooqcVgUWsU6YcOP4o0k/RqwjR5rGPSYIKSUtn4KsW1rdYePDbPSr1UMaw4UMWtVOv93yelVoxo0TjS/G8lsh5ljq66sArH4mnsLXP0WUnUxJ1HhUwn3lCB994fqg1K/B5Md0xUvU+oLYtEhy3GwsIpKrmo4UFhJQFWx6KzqDjW+gEp60bHxDmwTww19W9A82oGqaezKKeOjNRm/6Y5mFFXSo0V0rcf1B1WyjswfJAkuaN+Ea/s0JyHSRiCosSWrhI/WpP/mpZFT4qF5tLFQPt/x+320Ll2N5ac/VRuj7JpPuDWMjhc/g8sX0HVN1oZako2ctxOmDRfVnRM/E6KMAa+QFdj7M8y/GzLXIre/iGBtBm46KfUr2Dpdi/2dkTDgbvwTP6dScgipIlkhvHgH/PQ3yFqL+uBOfKockuS12xfE7dd3n8wudofKn9LAoEbsmgfruv8hn5y4Pg5p6fOo9jjMnS7Tf+CSTEg5KV4xC7kNvxse3QW+CnDEQeZqWPhP2PcLDHlYyPp880jNx7dGQPfrQDnD6aaAG2XGJadq8+dug2kXiHvXpHlC6kMNCP1tTau6KtwaJrSvmx+RU/G5RLwaPPu63QYGBqdgJK8Nfgdy3dqBTI1jARZUNRxWhXJvoNZYRZZQGklLoTVQjrzkmeoT10c5vAMOLMXSWp8xnUHDZ+V+YQzTOTECuSwDcreKdsZEI3l9ArFtoMPFkPoDLHtJGGHFtKnxI5d1S2TNgSI+WpPBfSPbGQZuBr8hmW2w9MXqE9dHObgMSrPRmnTRdVy7SUNa/HTtgTu+JHjhvzHb9c0Dwuvwt+u0KCiyrDs+1JgUGYfFRHKsg7du6o0/qPHRmgx25RxEkSUGtolhxq392JVTxqNzt+DUoyUOyJKEw6LQOTGC1yf2Ir/cy5y1GezPr8CiKAzvEMfcuwaxcl8hf5m3zdDUNQAg3KRiWlyL7jQgb5mDOvopzCGqDJSsR65tdzGseAVWvioSWSarkCM4fj5odhKqbG5AlSlrdSlck0SwWV++2JjDNzuFnEeLGAdT+sXR5arpmFy5/JJayLCO+iSRaqMu2vh2i+kE01kDgzOF1SQjr36z1jjz8ufRet8kuqGqkv04GYtDdEwfRVbgmncgbzfMvhocseJY7mKRxD7Khg9g6iLocSNs+aSawdhh/EdQdFDMc00WkM/A/DXgE9Jm1ZnKVhYKub4Vr8DFT0Pf28FcS5eUJB1LVBsJawODesW5WxkYNHzMDtFapIfI5hCRdEaHc7bQNBjTOUFX7KiO8bh0JLkbApLZBjvn64tdOw1roPTMDsig3rDqSPK6S1IE7PpGvJjUq/YJ4vlIq+HidxPwwMJ/HHOEr4YOTcNpHx9GqdvP3PWZZ2mQBg0DCQ78qi90wwwU9GVaTK48sQmpA2X9O9hlfZWKQ9rFYVH0TTuv7d38nG78mhWZG/s1Z87UgUxfeoCxb6xg7vpMtmWXsjmzhLeXpHHBfxeTlu9i9pT+ujXpnVaFyQNbMuO2fvzzm52Mn76arzYfYnt2GRszinnll70Mf34xAVXjvVv60baJ4R1hAErJQaFxWxuairJxBk4lNAZpckzrEzsmNQ1c+aI1/6RChkDXG5BDpG/rsJrwSxY2Kt3o//xK/v7dPtYdLGbHoTJ+2J7L9TN2cNPsVDzRHUiMicQRok3dgKoysI2+a/ny7glYTMYy2uDMI+2cX3vhEICrADLXQPcb9R244xVC1lNWRAX2rd9CVPKxRHBlIZRmnpi4BvCUwOxrYcTjItmd0O3Ye4pFyAlN+RkKUmHaUHijnzB7DlFnxgkEvaKjsTY0FVa9dtbMIw0MDM4MxlPX4PQJeqH9RdU7Eh9P3yniYdcIiLCbueuCtroW1vdc0JYoh14bp3qOp/RUTdXqKMkQLtcGjR5V1Vi2twCALlFBob+HJLR2DU5FkqDL1UI3z1UAvzxVa4XMFd3Fxt+7yw7gDxoTb4MjVOSiu/SvJBNZ9ekK1eogByaXHETV+VyQJbiiR2KtcT1bRNE04txvfMVH2Hhr8T7mb86u8n1Vg2d/2M3+Ahd60+ySJNEhIYInv9rBr6n5Vcb4gxp//nIrqqbRSBq3DH4vxfp00gGk4gP6El06CPrdBPvdWXtgeAJKuxGoPldIzmszybgDKrfNWF+teeKmzBJunbGOTonhmHVuitVGmNXEfSPa1RpnViRuHdwam9nojDA4s6jBAFJBqv74gv1oncfWHuhsgtZ5LOX9HyL4f+moo5+EVW/ArKuh0xXgqGUTp/gA7FsEHa+EW7+DR7bDfWvgsVToPFbI+nz3BzFHKc2C9y8+sco7VCgW/RKmZYeO6VsbGBg0SIzsksHvQBK6l+NngbUGg5aUy6DbdfoTn/WdYIAIU4Dnru1W48LykYva076JDXyhWUScc8x1MIuzOI3d7fOELVklFFR4iQuz0Dz9S1FZkdAdwuLP9dDqL4oZek0SLZlFafDrszVKP/RtFU2zKDvZJW7mbao6kWZwHmKqyz3ZoTvRLdWletLi1L1RGWYz84+ruogOjWpIjLQx/eY+OOqBXIamwSfrau92eOWXPXVSSyit9PPjjtxaz/3iT6nGZpWBoI7XpCqF5vqR3SXIA+8ShSrVYY1AvelL1MM7kUIkG1Lp9fHCT3vx1fL3vzGjhJ2HSkJyThCbS72To7lzePVyXiZZ4s2bemMzG0togzOPJMloFv0mqJItXHT3pVxafZA1HNf4z0kr9PLy6nKueXcLbnMM7P4WWg8HSREa0TXddzpdBT3GgyzDuvfgndEwZzy82h0+nQRpi0+ML8+F9R8ImY9QogX1G0KarMba1MCggWM8eQ1OH8UiWo0y1sAdvwgzMtNxlilx7eHS5+DSZ+Gr+xuFWSMAfhfhG95iTKd4Pr97MCM6NDlh4dqvVTQzbu3L7YNbEb5tVsg0AOsFzXrrCtM6XUVAPveVcwZ1JH0VzL4Onk6Ef8TAm4Ng0dNQfrjaj/yyS7zXpwlIe38Siax2o87WiBsuFif0uU18z94Aq9+oNrkoSxJje4rq6zcW7zMSWgaC8HjR4qsDrcs1BG2R+o7btAvYonQe92pkk/7uonCbmbl3DeIPF6fQNOLYfCHCbuKOoa35/qFhxDgtyOe45Dioqny6LpOAWnvCP7PI/ZtxY214/EFmrNBXRbslq5RSd+MxfTb4HbQYoDuBrXW7gYBSh42tmohIQPrxb2jXzSBw2YvCaPgoZjtqz0mo965GdZcQKM0laA6NzI0kK/yyK09X7HsrMih3ha5IxGk18dDo9kyf3IeeLaJ+e12RJS7q3JQFDwxlSNs4HBbDf8LgzCPJMlr38fqCZRNS21FIX9yBduWrqFe8ArHHdRKYbKjdJ1IxZTmfptn49w/7Gda+CVuySskqC8KNH8PVbwvTwiYpcO8a6D7+pLV9B7jqNRFncQoDxPXvQcVhKD4I3vLqx7f+PQiGOHmtBqHj5fpiO14R+vMbGBicVYwnr8HpE/RC+4uFltW+n6HfVBjztHiAmWwisb3+A5g+AgbdL2RDrI1Av1E2Q7/bCH9vKL37TeGV6yaiWHpRWukjzGZGUgOE752HPO1ZuO27RpO89st2zIMfQvrslpoDTVbodwcezBjNWQ0ETYNf/wNLnjvx9byd4mvlazDkQeEwfpwRlKZp/LRDJK97F3wFaND6AqPqWi/OWOg1WUzo9/xIuOqgvGXVFW6D28Yxb1M26YWVfLkxi/H9Wp7lwRrUN1Rk5AH3IP3455oD7dHQeSwVfolIPbO+ijzoPVlc9zUR3QopsaeQvTFba449DqfVxNRhrbl9aCsqPAFUTSPSbkaDepMQ8gVUDhbql0BIL6yke/MoXcfNLNafaDtU4qFZdOMwuzY4fdSgH7nHBKR179Yc2CQF4juD6icUS7xCV4Co8CTM745Guvg/aFOXoPkrIehDcsSglh3GtOIV5J1fEbh3I96Ahk7v0prPW+EhqGPjCCCr2I2qW7hHH06riQs7NWVQ21iCqkalL0ik3YyqaYTbjJmtwdlFskcLKb70lTUHdrwC6fA22P8zmqeckg43YE25Bs3nQg34MIfFsjYtn7fm57A6rYj28WHEhYlnd6ZLJiXlIlCOdG2Y7RDVAi5/Ea54WZg2mqyi48tkA+XI/UWxCF1sPZSkC+PGUGINh6GPwpY5tXeXDXus5k5xAwODek/9WCUYNEykI7IhN8yCj66Hz24RDwVHnEhsl+eK9pyUS6H7DaFvFTpnaLBjHhTugR/+RNQPf4LYtoRHtABXnkj2HWXtu3DB/wH6F/b1FTnggbYjRbXohhlVBylmuP5DVL83ZMY9BmeBX58ViWtJhq7XC707swPydwkDxszV4v1Ns2HUX4UZi2JmZ04Ze/MqCJO9dHZvhIgEaGtUXdeJ6GTx+9w8h+h98wnYm0LLU6tpFVni2t7NeX3xPl75ZS9jezYz9DbPc6SAD6nrOMhYAbsWVB1kccINM6GyCKtDp2mytwwG3QeHNgkzp6qwR4tn/54fUDpeUeexW4/87daXZPXJKLJcp7E5dRrGyRLY63Dd2uuBfIrBuUc2WZEu/DvkbIGsdVUHOeNg4lxAC1lbbZlPwtxrKlHZa1A+ukZUdiZ0E236BXswVRwGawSuSd/y8858RndtHpLz2utw7QmJIZ3a/3VAlqXfEtVRxv6RwTlEk81I496CD66oPlEc3wku+Q/MnYzv4ufZWWpj3Du/IksQH27DYpIpcqVS4Q389hGHRcETEJJ1DqvpWOL6eI4me6tb02mqSHTr0dm3OEWldKgfaxEJqJe+gPzdY9XHXPy07k41AwOD+oshG2Jw+ljCxQ5s1nohG9J9vGjHKT4gTBFiWosH6aXPw1f3QXjCuR5xaAj6YePME18r3A8Hfj0xcQ2waVajMS5UzGakORPgwqeOuEt3P/amrIi2ramLIbYdyoKHsKn62qgNzjF7f4Ylz4q/0+H/Jyou7dGiwiKxp0hWX/o8xLSFsmyYfw+80g2+vJP5n74PwGC2YrKHQ+9bDTOU0yGhG7QfA2jE7vygWvOZQW1jSY51kHx/m5cAAQAASURBVFPq4X2d0gMGjReJoDBXGvO0uEbj2h97U7EIr4kpP8Ph7UiLn8YaLNN34Lj2MO9ucZ+/8CmIOq7K3+yA3jfD1EWwcz5aZAuwR4Xyx6oXWEwyV/dqpivWapLp37oWc6sjOK0m3ceNcVpo08TYBDYAivbDwn/D5Hkw+kmIOO5vyBIGfW+He1ZB7jZYMw2TKTSbQolRdu77bA8lV7yH9+Lnxb3g0CY4uAw8pUKC4I7lzNlnxmGRcSqhkbRyWk20baKvU/OKbvH1dhPMwCAUSDu+FAUkt/8AA+89UdbL2QSG/UHcG9a+izb67xS0vZpJM3cAwlg4t8xDRlHlCYlrgIs6J7AmrQinRaGHjs6hKgn4hLeVHlIuEzIjocYShjdlLOot34ruz+NJHgI3fw19bm0c3d8GBuc5xtPe4PSRZehwCbzSFfb9AiP/IpLVQR8ggWyCjbOEbMiQh0WCszGgWKA4XV9sZWGjkQ3BWy4q/N4cKLTMb1kg/l/7XKLix1MCWz+DRf+CmNYocuNI2jdqPGViYwmg5yRoNbTquPjOcPlLYoNm22dQmoVvy+fM8wpZgSExpdD7PqMd7/fQ5gI8BQewFe8R19AVL59iQiNLEjcNSOaZ73bxxqJ9XNe7OfERhrb8eUtZNuTtEs/Y3rfCpC8gGICAG8ITIWMV/PiEME5KHoxUgyno8UhqEC2hO9I7I8Wz+86l4HeJRac9RlR+zrsLyg8jDXv0TP6E55TWcU46JoSzO7cGDU9gXK9m+s0wJYmBbWJIiLCRW+apMXbSwJZIIZZDMGigFB2EtdNEsciYf0P/u8BbKq53Z5yoxvzl77B5DlLPiWJuFoKNZLmygIGtwrnw9XXcPGAYN988HiXgQgt4MYc3ERIE8w6xP8/FkkcGIgfddZIQqg6rInHXsGT+78sdxDotTOibxMg2DmxmmbzyAB9tLmLR7jzsZoWre7fEbDY2zQ0aKWoQqSAVNs+BQ5uh/53wwAZwl4giE0cMeEoBGTpeCp5yXKr5lET1yVhNMtf3bc7Vb6zguj6/o2PCFi6S59u/EJvb3a4TuQFbhBhX6vfivYDnjMp2HDxUQGRkG5LGzwY0cW5rhCjMsYY3nrW4gcF5jpG8Nvh9yIrQdZbNQuv6x7+IKmSzXehh95ooqrjajjzR8KEho6lC99ero4pNkoVrcyNAOvr/rzwH5t4sfrbEHqLqruigqLg/itmpezFvcA5Z8py4bpt0FBPOmpAVaDsa2oyCwn18v6uUgp1RtHAGaT/wSmNi+HuRJMpaXoTJU4Sp7BD/z95dh7dxZX0c/86IzXHiMNOE2iQNp7RlZkqZtrjdtttul/fd7UKXulBmZmZmCHMaUpjJMaP4/WNkx04McuLYlvP7PE8ex5or6UrWaGbOPfdcpt4LR/0adgteHdQjk0N6d2DehgL+/tFy/nPBqFbprrQ+wxXPyi3Ph+//A1P/Bxnd7WNt2c74BW2cqwnz3g0TY/JP7Yyl7iNh7pOw9QcgZtezH3khnHYPYEAoCM1cwrKt8LkcPHnFOM64fyq5pYE624zokcHvTxlKWhPq4DodJs9cNZ5zH5pGST0BhskDOnLdEQNUNkQAMDzxfX3LXHjqJHt/7nYwODz2jL+y3F2NXSnNdt7pDZdw1fguzN5Qwn++WMs9X62jS7oHt9Mkr3QlJYEwaR4nr115EK6VH9jBs2bgdDo5ZWQPclJNJvbJhMVv4Jv5DgRLGZ7Vh7GHXUfw9MlsKwOnoQWMpR0zzF0ZwzuWwvu3wie/hrSu9vVoLGLXoK4sgrJcQqc9SOceqXx482Fc+sQs8sr2LNnpchjcM2U0Hy/eRtdML3ecOCTh0ld1yuoNF70OPUbBmm9g3jP2OUhqjl029Jg/wNZFtWeM7AdFRUV07x4vj5boAtUiklQUvJZ94/TYB6PXLodVX9TetvZb+Oqvdr3N9sQwwDrFXmStMYOOs+uAtYtSCgZ0PwS2zLN/jUXt6aN1GXpauymX0m4VboCZDwMGTLg+8b+XYRDrOJCndpYDEU4Y4MNQ4LpZxEwXhf1OodOKV2D9VFj+gb06+m4um9SHHzYX8ub8zZw7tieTB3Rqhd5Kq0vval80VpWZiUWhaFPdbYefnfjFXOkOOxgWKIb/HRyfTVXDrEftxzvlbjsbbPw17WdwugbTNMjyuXj3pkN54KtVvDV/M2VBO3u9c7qHC8f35spD+zZ5lpHLYdIjy8d7Pz2M+75cyfuLthII2wG4nh18XDKhDxeO74Wpr1Wp0mOsHZQOldu/h8phw4y6246wa1M3i8yepL58IQ+d+wSvLcziyRlb2JBv98ETL61zx1E9yPa/jKtT3z1mC+0LdyzIj9I2Ydx3aO1kkU1zSF/8BvSeRPZFr2J42t93j0g1w7DXRfnqrl23hSpqJwxVMR2EBxzPWQ9O5aThXfn41sO54fl5zFlfANhrpxwzpDM3/GgAW4sqKaoM8dQV43Ds67HG6YXOQ+CxY+xFGWta8TF06AtXfAAuzRQUkX2j4LXsm0ApvH7VnoHrKqEKeOlC+PEX0H1Ui3Ztv3GnwmG32osWxhrJ+Dj85/bUqfbAdBI99FbM1y4DbxaRUZdQ2vd4Yq5UHOU7SF/yAqz4CEwnsfHXKKDZ1n33b7sMQP+joOPAJt31200RFuyIkO6GQ3soM7A5RTwd7ODDghdh9uPQZTh06FerTZcML2eO6sFrczfx6zd/4KNbDlfNzwOR4SA6/nrMT3/TcDtvFrHhZ2IkOogaCUH5Tnjr2vpn0Cx50x6UPfQWCAfaVPC6IhghEI5gYOBxmXu9sGlpZZj/fu5n9roCLp/cl9uOt9heXInDNOiQ4uLNeZs59b7v+c3JQzluaBdczsSC2KWVYX715iJySwJcNqkvvzl5KDtKArgcJmkeJ6/M2cjx//uW+y48hLF9OmAqin3AiwbLMEZeiNFY0kSnQcS6HIQRrgRHMwSSDRP6TCb1sUlcPOYazr/uKkqCMYKhMB0z04ium07ah7+DnX64eaFdTrCZOEq2YDx3FrhTCE++lbI+xxJzenGWbSNt8XOw8jOMF88ndvEbuzLTRdqj1E7Qe2L9A1ZVRl1CfsjF708Zhsthsq2okscvH0tJZZhQJEpOuodAOEowHKVnBx/r88o46Z7v+POZIzhycA5Ox17uv+EKeOI4e2ZuXQrWwRPHw09mqrygiOwTXe3KvinZAis/bbhNNGzX4jv/2fYzjSelI5x2L7z30/ov7o/4hV0ruJ0oCjuI9TgC73kvEu17BJ8s3sbb0wooqQzSI6srV469iyEn/g+zYBWFZTG6ZrXTueTtgLN8B8x/3r4wPfiCJt03Govxn9l2rdZTB7jwOhVYaXZdD4Ke4+zawt/ebde/dtTen04f2Z0Za/NZn1fOPz5azp1njGilzkprKYk4MA66hLT139l1Jevi8lF23stUlkfomOhXcloneOuaxks//fAqHPXb5svy3EelgTAVwTBPfL+WeRsKARjXJ5srD+uL1+UgrYnToiOxGM9OX08oEuP2VxeS6nbQOcNLOBple1GAYMQevP7Hx8v5kZWDK8E10IsrQ7y/yL7In7k2nwyvk05pHoKRKNuKKglH7ff97x8t45mrxpPehJIk0j5VujrAkf9Hytb5sHle3Y1SOlJ27ssQcZDaXIOZLi9M+gmsn47rm7/i+u4fpGR0t49HZbl2qQJ3Glz5UbN+D4TLi3B+9Rcqj/gN0TFX8f6irbz3fQFlgRC9s3tx9YR/M+BEJylvXUZ0+xIcvcc323OLtDnudPsa+tGj7LUududwUX7GE0QGn8yHMzfw1YpcguEoA3LSuObwfjhMg79+sAz/9hL+cNpw5m8o4PHv1lYfw/7+0XIm9u+4d8HrcADmPFV/4LpK8WaY9zyMv3qP81kRkURpXr/svWApTH8gsbZrv7GzudoLd6qdHXnFR3uubNxjDFz4ip2R1o5WNva4nHy0ooRVmYdy6L+n87O3VvDNilzmbSjgvUVbOfvJxVz8wgrKOx/CC3Nzya+7RKi0AR1WvWEPKvU5FDKbtlDLGytCLMyNkuWB4/u2jaBVuzTkVDvbpmAdzNuz9JLTYXLDkQNwmAbPTF/PV8t3tHwfpVVFojHOfWIh+Sc+ROUJ/4Ls/rs2Olww/GxKr/qOD3Z05B+fraWskQWcqlUUwtaFjbeLxezalm1gMeayQJhHvlnN+Lu+4OFv1jBrbT6z1ubzwNerGP/Xz3ny+ya8fiASjfLqnI2EIrsC+GXBCGt3lrExv6L6oh9gfV45a3LLEnrcylCEJ6fWnu5dXBlmzc4yNhVUVAeuAeZtKKSkMvE+S/u1oTDA1S8vp+SCtwge+Vu7ZFAVVwrR0ZdR9uPveXBeBU/P2kLIbMYBD3caTHkBTvy7XSawcAPkrbJnVh50Htw4AzoNBmfzBaQcDgcV/Y9ncdezmfivafzinZV8t3In8zYU8PaCzZz22CKuen0dpee9hmPVp4TKC5vtuUXaHMOw1xL68ef2Yq2eGjN6U3Mo/fE0vndMYOxfPueuj5YzfXUec9cX8OqcjRz332/5x8fL+etZB+FzOXji+zUcOTin1jFs5Y5SNhdW7F3foiF7lmAiZj8K4T1rcIuIJEqRB9l7kTDk11Fzqy6xmD3qmtqOarO6U6HPJLjgeYhFiJTuBG8GDneKfZLRjNMn24KKUJjxfbM5/f7vcZgGV0zuy+QBHfG5HeSXBXl/0Va+WLady5+czVNXjMNU2ZA2yQhXkrX6LfuXoac36b47K6L8fYY9KnHRMLeyrvcnpxsOOt+uS77kbXvKaJfa2dX9OqVy/thevDRrA7e/tpAPbj6Mbpm+1umvtLhtxZUs31bCcffP4bIJh3H5ZefjCBUTDVbizuzCok0FPPTxDr725zKhXzbhaIILmxXUqFmZ0Z3QIVdT1m0COFy4i9aTsuAJ2DjT3p6/xr4Y3YuyIYFwhMqQXUPa7XDs9eKE5cEwL87cwH1frqpzezQG//lsBVk+F+eN7ZXQ8wTDUdbklibch7U7yxjRo/GZZcFwlPV55dW/j++XzTmH9KRbppdQJMqiTUW8NGsDO0rs79nNBRV0z9I+faBbn1fO9NV5nPTQPH488XTOvfZ6ouV5xKIR3Bmd+X5lLg+9vI55Gwo4d0xPQuEorr0tAVAXdyqMu5rQIVdSHowABk7TINVl7Jc6ttFACdu7H8vFD86rrge/uxlr8rnqpWU8PeV63FogXNo7VwrRjbMxR5xD6Og/UF6wDafHR8TXkZLKKA6zmB8f3p9XZm9gZ2ntAPEnS7bjNE3+ff5Irn9uLgM7p3H78YN5aeYGthTZMyk35JUzuMtelPRweKBoQ2JtC9Y16yCXiBx4FLyWvWcY4E5JvL2rnV6AxWtar9uST7SwmEGDurRyh/YPA4OHv13N5ZP7cvVh/fhs2XZenLWBskCYbpk+Lp/Ulz+cNow7XlvEvA0FTB7YjgYq2pGMjV/gDBZDx0GQMyTh+8ViMX79bSV5lTGGdzI5TLWu97+sXtD/SFj9FUy9B06/z14Yp4ZTD+7Gki1FLNpUxA3Pz+PlayfudY1fSS5ep/13zisL8t8v13Lv1+vonuXF43Sws3QdheW7Zjv5XA4gwcEmdyo43JSfdA8R6xRenbuVL78rJBSJMbjzUK496TmyYwWkvXmRfVxv4kBlWcCuv/ncjPVMW51HNBrjoB6ZXHNEf1LdTtK8TT81ve/LlY22+e/nKzhvbK+EHs9hmvH3LDEpCQbeTcP+WwzISeP+i0YTjsR4cdZ63phXhtthcvigTnxw82F8vHg7f3p/Cd69DOhL+1K1psGmggr++NFq7vp0Ld2yvDhNgx3FqympMavA63I0e5308soAUUzemreZT5buJBiJ0r9TCtcc1o+umSap3uYNSJU7MvjnV8vrDVxXmbU2nxU7AxzUo52sLSNSH9Mk0m00xurP+DSvC0N7dqG4LMyLX/pZu7MUj9PB0UM68/GtR/DOgs3c9eFyIjVm8nzww1ZuPmYQo3pnUVgRwsDgrZ8cyncrc/ntW4v3evCYWNQOYIcrG2/rSoFoBHRYE5G9pOC17D13Ggw/u/5amzWld4WMppUnSDbBYPueCuVxORjUOY3RvTtw3H+/Jb+s5ust4N2FWzikdxYPXHwIz01fz7i+2dB21vCSuKzVb9v/sU5qUtDpsUVBPlsXxueE60a6tSBnS+l/NOxYBsVbYN5zMP6aWptNw+AnRw3kt2/9wIKNhfz2rcXcfd7B+vscAHLSPXTP9FZnTkWiMTbm1z319/jhXXA7EvxMdB1B2ZS3+Lq4G7f9Y1qtANKstfk8P3MjZ47sxl2XfUpK4aomlccqC4R5c94m7nxvaa0SGTPX5vP492u56tC+/PwEq0kLkH7tz6U4gfIaBeUhpq3eyTFDGx9gdjtNzhzdgyenrmu0rcdpMqFfdiJdJdXjZMq4XvTPSeNP7y/hwx+21dr+/aqd/PfzFfzznIN56JIxDMxpP6XHZO+N7tMBr8ukMmTvi8FI7Qz+ms4a3aNZBzDLKwPMWJPPT15aSEV8pgTY3wUvz97ECcO78N/zR5HSxJryDTGdbj5dsj2hto/N2M5dZ3WinayoI1Kv9Vt30mfwyRyJh1tfmc/ny2qXi/t+1U7u/tTPfy8YxX/OH8mtryyotXTFy7M3cNmkvkyNt7v3i5XcecZwnrxiHKN6Ze1dp8IB+3piyVuNt7VOtEsWiojspfZV10Balumw67L6OjTedvx1baIu5n5Tno/VsyODenaERKdmJ5nKUJhjhnThyqdm7xa43mXehkKue24uVx7ar6nJeNISdiwnJe8Hog4v9D0i4bt9tSHE32fa09hvGOUmJ0WHjhbjcMKIc+3FNZe+A7nL9miS4XVx23EWbqfJG/M28eDXq1uho9LSSipDXDyxT6PtMrxOThrRjVAksWNTFCeLYgO46fX6Mx/fXriVP366kdLOoxPubzAc5Yvl2/n9O0tqBa5renLqOh78enWT6lMv31accNsV20sSbtu/UyqDOtvB4+HdM/jTGcN56opxPH75WH5+vEWPeDmPUw/uRj0vZw+GYTCiRyZ3fbhsj8B1lcpQlJ+9upBUt5NmTqCVJGVgB6Ub069TKkO77cXU/3rEolFWbC/lmufn1wpc1/TJku3c8fpCSiubL4FjZ2mw3u+I3W3ILyca044i7V8oFKIy6uS2VxfsEbiuUh6McNOL8+ia6eX0kd1rbduQX87AnDRem7MJsAfBfvPWD5QHwonOy9qTNwMO/3libQ//OXia7/tJRA48ikDIvjEdcNFrDZcEGXAMTLhur2pitmnRqL1o5dpv4YPbMV+/AucHt8KKjyBY1u4WpTAweOTbNZQ2ElRYtKmIBRsLmrfeojSPBS8AUNZlTMJ1KhflRvjJZxVEY3D2ICfjumnCTovL7AF9Dwdi8P09ENnzu6Vfp1Ru+tFADOBfn/h5Y+6mFu+mtKxwJMpZo3vwIyun3jYep8n9Fx3CNytyiSV4eVoeNfjrJ6torIzsa/O2UBFKvNZsOBrlHx/5G2332LdraEoF2zRP4ovTpTUhOzRmwMOXjOHNGyZzz5TRrNtZxqPfruGpqWuJEePNGyfz2GVj+OVJQ3AlmtWOnX3+7sItDbaJRGPc/am/1qJacuBK9Tj57cnDGNFAeYysFBdPXTEOdzOee5VWhvjbxytqlR+oywc/bKOgnqSGveFxJp7s4nWZCVdEEklmqamp7CwL8enShmclhCIx7vtiFZfuNrjtdTpwO2KcOGLXgq+xGNz96Qr26UjToS8c88eG2xz3J8hMrGyXiEh9FF2SfeP0QNcRcP00GHYGmDUuDDN7wfF/hQues2totieRCFTkwRPHwzOnwZI3Yf1UWP4BvHwRPDjRXqAykRpgScLjcvDuws0JtX1h5gaCjdQqlBYWCcOiVwEo7ToxobusKYxw5YfllIfh0B4OzrUSDxJJMxt4jL3gbdHG6r/j7sb1y+bSSfbFyi/eWMTnjVzgSHLLTnXz6zcW8dezDuJXJw2hZ4ddg8gO0+CE4V157fpJbCooJxQKkGrWnTm5u/zSAIs3N57NHIvBc9PXEUiwZNbyrSVsLqy7rElNgXCUd+ZvJpbgImwnDE9snQnDgGOHJdY2HInw7vwtZPicvL1gM8f+5xuenLqO6WvymLoqj39/uoLD/vElBWUhdhQHWLUjscUdA6EIT01bl1DbuesLGh0slgNHmtfJy9dO4uZjBtIpbVeNaY/T5JwxPfjk1iPonuXF2YzB64pwlJlr8xNq+8TUdVRUBprledO9Tvp3Suy64YThXWnC2JFI0krN6MDj369JqO3U1TvpkuGlV/au84JTD+6Gp2AF10/szCG9s6pv928vYWtR48fmennS7JJ2F70GPcbU3tZzLFz8Ooy9ukklxkRE6qIUOtl3Lh907A+n3w+n30+keCs4PDjSc8B0tc+VhSOV8OSJkLeq7u2FG+DJ4+Ens/dYYC1ZlVaGqustNmZDXrnKhrQ1a7+G0m2EfJ0JZvRrtPm2siiXflBOXmWMg3NMrh+lOtetyuGy1xiY9Sj88Cr0PRQ67Pl3PGlENwrLQ7y7cAs3vjiPp68cx+QBWjy1PXKEy5g8sCNn3j+Vqw/vy7s3HUpJZYhgOEpOupfVuWXc+8VKZq7JZ+ZvjsYZLQcaPx7VV0u3Lqt3lhMMR/AkcJhflZtYgBdgxY5SQpEo7gQyME3DYGL/bGasaTjIdsSgnEYXgKtSGYoyokcmj3y7hmenr6+zTSgS4xdvLOLeKaPom2CgLRCOsnZnWUJtATblV9Ats50udi1NluZxcuOPBnL9kQPYUVRBOBqjW1YKsViMNG/zDy5vKkg8oLUur5xgJEJzfFrLg2EundSHO99b2mA7r8uuTR9JcKBLJJlFDZN1CR6fYzG7TEjndC8b8yvolObmiME5hDdvwPPKhTw65XnG/2tadcmr9TvLGdR5H0p6eNJg4LHQexKEK6CyCLxZdpKbOw1M5UuKyL7TN4k0H28GeDNYX+piXWHEzrZul4HrECx+s/7AdZXSHTDjQQgkfsHelrmdiX9deF2ORqecSwuLZ+uWdR3f6EKNRYEYl39YzubSGIM6mPxsrAeniq+2vux+0GuCvVr71HshVncm7ZRxvTh2aGeC4Sg/fmYOc9cnljknycVDhEsP6cRfTh3I5WM741v6Kn2m/oZBM35Dxnd3Msjcwp0n9uXFK0dilu9MeN0JXxNKa/jcDswEB7VS3YmXAvC5TBwJXuz+sLmQf54zku6Z9Qfme3bw8dezRrAywZrXTtOkZwcfz06rO3Bd0/8+X0nv7JSEHtc0wNeExfS8Lp2mS21el4MUt5NI8Q7Msp2kepz7JXBd9VxNaWsazfN5jUZjHDesCycM71pvG5fD4J4po5m+Oq+9LjUjsptYE48fDgLhCCluBw9cbJcPC6d1g3Xf4ylYUWvxYl8Tjs/1Mk3wpkNaZ+g0CNJy7NiAAtci0kz0bSLNLhAIEExwGnFSCpbC7McTazv3qXZz0DYNg+Hd66+3WNOxwzrjULCz7QiWw7L3ASjrMq7BpqFIjBs/K8efH6VHmsEvxnvwOvW3bDMGnwjeTNi5Apa+W2cTwzC48tB+HD6wE+XBCJc/OZtFmwpbtp+y/5kmKRu/5fiszfjuG4Hvg5tg3jMw/znM6feT8cRkenxxEyO6ePAueIZERxSHdctIuDb06SM6JRyUPmxgp4QHwc4c1SPhY8iwbpnc99VKXrthMpdM6F2rP+keJ5dN6sOr103i35+uYHj3zIQe0+U0eHv+5oRqTq/ZWZZwhmqK28lpI7sl1DYrxcXAzppmLXULBoMEAs1TpqM+fTqmkp2aWBLKicO74mpCkkND0rwufvf2Yn5/6lB+d8rQWoNDpgFHWZ156ZqJlAcj7CiuJEWDPHIgCFVy6sGJHT9y0j30yU5hQE4qb9wwmR82FXHHawvxZHQGh5v0eQ9z6ehswB5QHdUraz92XESkeahsiEhTOdyQH685ZjrAOhmGnAq+DhAogVWfwZK3IByws6+bKROltUVjMS6b1JdfvrGowXYuh8GF43pjNGnJLdmv/B9CqAxyLMK+hktI/GlaJVM3R8j0wC8neEhzK3Ddpri8MPxMmPsMzHsOeo2HjB57NDMNg+uOHEAwYtcsvfSJWbx87USGdktsAEqSQKAEMrpjPH0ypHaB0x+AzkPt41KwFOY9C7MexXjrejjx7/Vm6u+hNJfzxnTnqWkbGmzWNcPL2N6ZEKq0y9o0wozX4f7gh60NthvWLYNeCWYyg13fe0NeOdc9N4crJ/fjZ8cNZmM8mNyrg48vlu/gx8/MoVOam1CCCyAGw9FaZU6Gdkvn/LG96NkhhWgsxrKtxbw8ayPbiu11LdbkljKiR+OBcdM0OGxgDjlpHnJLGw48XjiuF1qJTlpTQVmAKeN68eDXqxtsl53q5kdWDpXBMF73vs+4dBDhaKszZ9w/lasO7ctbN06mpDJMZThCTpqHzYUVPPzNar5cvoPZvz0WX7QC0Joc0r7l5+Vx/LABZPqWUlQRarDtpRP74HGa3HqsxVvzNnP/VyuJxqC8ohyvLwvy19A13d5nzhrdvQV6LyKy79pHVE2kJcWidgBp8Alwy0IYcwWs+hymPwDL3rWD2bf+AKMutsszGM0wFasNiMVgfL9szhq1Z6CsimnAP889mB82FxFR7LrtWPyG/bPfkQ02e2NFkOeWhnCZ8PNxHnJSdIhok3KGQPdREAnAtHvt76Q6OEyDm44eyJg+HSiqCHHJ4zNZtSOxsgmSBJw++PZuuPhN+MkMqCyET38L790Cs5+AcT+GX6y1B1wri2ovqNyAlMAObv9RzwYzsdI8Tp6+ZBiuVR/bX/wJSPe6uOvsgxiQU3996I6pbh67bGyTymX8sLmQf557MHmlQW5/bSFH3f01v3x9Eb98fRE/+tfX/OL1RRRXhrjr7INYkWDZEIdp4nU56JLh4aVrJvLARYewpbCSZ6at48WZG/A4Td696VDuPu9gPE6TFHfiuSAOE566chwpDWSsj+3TgZuOHtQ8U7lF9lJlMMxlk/oyoV92vW28LpP7LxrN1/4diX4VNMobLuOcMT343SlDmTK+N18s38Hj363hmWnrePib1YQjMW47zuK5q8bbC6O3kxmOIg2JRqNUlJfx5BVj8TQwy2HygI5cMrEPd320jPu+XMnEAdl8/fOjmDSgIy6nC8JBcHkJRqIM757Bb04eSmoTyoWJiLQWfVOJNFU0DEf8wg5ev3QRbNstE3npO9ChL1z4sh1gCpaBL6sVOtq8HKbBoo2F/PGMYYzslckz09fXWnhq8oCO/PToQQzpms4Xy7dpcb+2oqIAVn5mzwDoezjkFtfZbFVBhN99Z2cRXjHCzcAOCpq0aUNOg52rYNtiWP4BDD2tzmZO0+SWYwZx96d+Fm0q4uLHZ/LadZPp3THxzFZpoxxOOPr3UFkA/xlmB6+rrP3GLltlnQxnPwqLXoHsAYk9bqdBpL12JS9c+giPTt/CC7O3sLPULgXmctjZ0786piedVryCq+tQcCW2WCHYZTze/smh3PvFSl6Zs5HiijAAHqfJ6aO684sThpCV4kq43jXAQT2yuP+rVbx2/SQe/Go1by/YjD8epE7zOLlkYh9u/NEA7v7Uzy9PHJLQYzqMGKeP7MYVk/vy5NR1PDt9Xa2qK9+syOV/n6/kD6cN48krxiWUdV3F7XQwsHMaH91yOH//aDmfLd1OOL5qVk66h0sn9uHqw/opmCCtrnt2Kjc8P5d7pozmldkbeGHmBnaU2DMGHKbBsUO7cPMxA5m9roBOKU48zZB1DYDTjWPt1/TPGcex//mGgvLaWaaPfbeWIwfn8MBFo0ibfjdM/EnzPK9IG+Z2u8nyGgzLW8KH14/mH19u4ovlO4jEjx9dM7xcPKE3547tyZVPzWLhpiIA3py3mUN6d+ChSw7B6QKiYQKDT6U04ublayfut5r5IiLNTWfGIk3l9MHIKfD4MZDrr7tNwTp47ky4YTq420eQyGHA2H7ZnHrv95wxugfP/3gCxRUhSgNhumV62VEc4LkZ69mYX8azV00grBV02oZl70M0BN1G2qVt2DN4HYrEuPXLCirCcFgPB0f1VuC6zXOnwLAzYcHzMPdp6HFIneVDAFwOk9uOG8w/Pl7Osq0lXPT4DF67fhLdMn0t2mVpZtGIPbvn+bPB6YUJ10PviXamdel2O2Dt/xDevAbOfDjxsiEAHfqS+tSPuGH8T7n+1vPYXlhKOBKla3YmsS3zSP/0OshdDjfNbXQB2JpM0yDd6+L24wbzi+P6E64sIwa43D6CppvUJmQwV8lKcbF2Zxk3PD+PKw/ty+3HD2ZDfjkAvbNT+Mq/g2uenUN2qrvBbOeaKsMx+nZM45FvVvPMtHV1tgmEo/zmrcU8dMkhBEIR8CUeAPC6HPTpmMo/zz0YgC0F5bgcBt2yUjANA08TFuWSA1AkRK/OmXZRmVAFuPbPd3k0GuWgHpmc/eBULp/clw9uPoxtRQEC4Qi9slNYvrWYf3+6gvkbCpj2q6MpC0bwuJrh0jJYyo7MkUx5cAYVobq/t75Zkct1z8/jsXN/TAo635T2r2dOJuZHP8e36BUGTP4p/z75BmLnjmBbcQiX0yTN4+T1uRs564Fp1SWtqszbUMDVz8zmtWvGw3F/wn3QeRSsLKvnmURE2iYFr0WaKhaDZe/VH7iuUrINZj0Kk2+2gwlJLhKJcP+XK9lYUMH9X67ioa9X07djKj63SUFZiM2FuxasWrCxgEN61z/NVFrQ4tftn32PqLfJwwuDLN4ZJcdncOVBbmXNJ4uuw+1Bia0L4fv/wkn/qLdMkcfp4I7jh3DXR8tYtaM0noE9iY5pnhbutDQbw4Av/gSH3w5jr7Yz8Be9ak+jz+4PJ/3LbvPmtVCyFbL6Jva47lQ45vewaTbeT26HL39H3w597eNY8RYoywV3Glz1ccKlSGoJluGNRWHes7jWfG0H1bsfgmvC9RDzgCe9SQ+X5nHywEWHcOp933HbqwvJ8DnpkWUH8zYXVFBcGaZ7ppdnrxpPeoIZZo74d+CTU9c12vZfH/t568bJTepzlar+uCvzicVi+Dr336vHkQNEsMw+B134EmmrPoNIGLoeDBOvt/fbJu47jUmJVXDDod2ZuTafv320nP98toLe2Sm4nSY7SgLklgTwukxeuvwgjEAxblfzrKlQYqbzr6/89Qauq0xdlcfqgt4c1L19JImINMQZKcfYPAeu+RJcPtJn3wNlOzGP+xfPzCvg3i9WEgjXP5CzeHMxM1Zs4ciRF/L+wi08NmMbkwd2bMFXICKyb1QkTKSpIpV2UDoRc55sN+stuZxO3p6/pfr3SDTG6txSFm8urhW4Bnj8+3UEQ8GW7qLsrnQHrP3WDjD1ObTOJqsKItw7154GfO1INymudvKBPVAMPR08GbBj2a7a5vXwuR388oQh9MpOYU1uGZc9OYviyoYX/ZE2zHDY5at6joP7x8J7N9uZ1qu/hNmPwyOHwzf/gEvftBcRjjS8QGAtphMufQsOu80Oiu1YZg+SVBTYGf/XfmWXx3I2cWA2UGr35V8D4JPfwMpPYdUX8O2/4O5B8N1/7ABdExiGQYcUFx/dcgQXju9FKBxj2dYSlm0tIRKNccmE3nx4y+FkpiSeGe1yGrw1fzPBBBZ4XLOzjE27HQObqrKykkCgCX8fOfAEyuwSYHcPhA9/Dis+gdVfwNT/wn+GwBd/bvK+0xgjXEnqK+fy9EVDuP2YfmT4XKzcUcqSLcXklwU5flgXPrx+NEPzP8fz/b9IZd/2gyqm083HS7Yl1PaxGdspiSZ/gohIg0IVmItfh8vfg5kPw4OTYOYjsPRtnG4vD3+9usHAdZXHZ22npKyCr9aUcvzwLnidmuUjIslDmdfSvILl9O6cSTSGPaXZbIcHRYcH8uIrrxumHTwYcqpd1zpQCqs+g6XvQiRoT9022scYUUkgXJ0Fk5Xi5LcnDeOwPh48JhSH4MX5O3n8+7VEo7BuZxmxdvK6k9qSt+3F/HqMBU/aHptjsRj/930loSgc1dvBiJx2uL+2d+4UGHEuzH0S5j8P3UZBp8H1Nk/zOvnNSUO4872lLNlSzI+fnsMzV43XwnDJqLLIzrx/6iQ727ouy96zvwOO+7O9XkMiolE7UP3OjXDEHfbCxIFSe5vTAwXr4eNf2Zncx92ZeLZnOAhrvoJ3fgIZ3WH0pdB5mH2MLFgL85+D7/9jf6Yn3FDnd1Z9nA6T7FQ3vz9lGL87ZRgl8UGZdK8LA0hpYv3oUCTGyhqLmw7qnMb543rRs4OPSDTG8m0lvDJ7I7nx+r+rd5QyvHvida9FmiQagU2z4PUrqFV8vUosBrMesQeTjvxl82VgF6yFjTNJfeIIrj30dq677TzCgXJisRgut4dQ/kZSv70V/B/BoOPiA2T7/tx5pUFC8VW/U90Ozhrdg/H9svG4HOSVBnhnwRZmrs0HYO3OMqIxDbpLOxcJYlgnwud32rOsxlwBfQ8DTwZmJMiIHplMX5OHx2ly2sjuHDawEyluBwXlIT5YtIXvVu0kFoO1uWWYDged4+srNFiiKhKCYDkQs0uTubwt9WpFROqk4LU0j0CJnZE1/X5S81bZdaGHnWEHdQ2zfR3wYhH79fQaB6f+F/LXwcKX7CxXXxaMOAeO/yt89n/ww6v1TuNPNm6HHYx+5KKDOX5IRyKrv8b59SsQKCE7sye/HH89vzjqCH7/0ToWbCxo5d4KsCsTt1/dJUM+XBNm2pYIaS64cKgyl5JWziDoMxnWT7MzWE+7B1z1T6POSnHzm5OH8sf3ljBrXT43vDCXRy8di7uB1eulDXL54Nt/1h+4rrL8Azjil5CS4PTgYBl89gc461HIGWKXIln5qT0g23kYTLwRzngQXrsCwoHEA2XRkJ0desYDdqBr4cv2sTMWga4j4ZI37XJc7//MDl43UVkgTDgS5fmZG5izzj4GTeyfzYXje1MWCDdpAUTTMPC6HOSkefjPBSPpk53KS7M2MHXlThwOg4n9O/LhzYfz+bLt/PHdJRr8kf0rVGHPVKgrcF3TzIfh8J8329MaLp99Dj/uajzDT4Mlr+Je9bn9ndNxEO4xV9jPl+u3g1vNlLRQdSy64cgB/Pjwfny9IpcPF2+jPBCmd3YKvztlGG6nyW2vLsDjNIFG3heRZGc47OSptM72gPLqL+1EqWAZrqyPeOSka4imW8RcqUxbnceHP2ylpDJE10wfNx09iD+dMYJfvrGI3JIAsViUsw7pUf85X1V5okUv27M9omF7oHzC9fZ5RzOXJxIRSZSC17LvgmXw3i17Tllf/r69QNyUl+yDXjtZuJBo2J5KPfRUeOUy2DKv9vbFb0DHAXDhy9B9tP3++LJapavNyWEavHv9OIanFGDcfzzO4i21t897BvodyV8veJ4vV3fEY4QB1dNtNQXrYeMM+2S314Q9NleGY9w1ww56nT/ERbpbmUtJbfCJkL/Grkk84yE4/DYaqlmUk+7hNycN5c73l/C1P5efvbqAe6eMxmHqc5A0HG67dEAi5jxuD6omoiIfznrYLhXy7BkQLN21bdUXMP1+GH0ZXPwaLH4LRl5gZ2Q3ZsdyOOVuyFsF/zvIDnxXWfmZnXU9+Wa7zMmy9+yFkROsv18WCPPCzPX882M/4eiuQNZX/h3c/amf35w8lPPH9ko4gO02Y5x1cGcum9SX52es56mps6jxsHyxbAf//tTPn84YweOXjWVkz+ap9StSp+JNsGNp4+0iIZj3rD3A5GiGS7yOA+Hsx+xZEPcdYs/2qLLqCztYfvD5cMX7sGUBuBKfLdGQDK+Tv511EAM6p3HC/75lZ2ntMnTPz9zA0UM68+QV45i2cgc+MwxoAF7aMcNBrGAdxtDT4aFD7Zm9VZuAjLlPwcBjKDvjSR77bg0LNhZWb391zkbG98vm3imj+XLpVlymg8HZTsy6FkgOlNkziN++AULlu25f9bl9jJ5wIxz9W7ucmIhIC1OaleybQAm8c1P9tVYrCuC5M6BwQ8v2a39y+uzpzi+ct2fgukreavuif+SUdnOA9xlhRnSM4XjqBDtAVpe132C+eB7HDMrCi2rptqqqfbLXBDtTYjdPLw6yuTRGr3SDo3trHDPpOVww8kL75+ov7WBgI3p08PHrk4biczn4YNFWfvnGIqJRZbAljeLNdkmQROStTrytw2Uv8PjqJbUD11ViMZj3jJ2dPfgEuxxIokq325nV4TrqO8eiMPV/8QHg/namdwIqghHemr+Zuz5cTtdML7cfP5j7LxrN/ReN5mfHDSYnzcOd7y3lwx+2UtnIAnDVIkH6dErntTkbeeL7tdS1W1SGovzyjUVUhCI4Is1T61ekTjtXJd42d1nT6ts3yIAO/eCVS2oHrmta9Cp8/ke7hEG4vO42TeSOBZk4oCNXPjVrj8B1lS+X7+CO1xZy3IjuuKONzD4RSXaxCEaHvvD8ObUC17Ws+oLUNy/l8QuH7ZGIMGttPtc+N4czDumJr3wL5tR7dpUDqxIJ7ypPFKpjX47FYMYD8M2/7Ot/EZEWpuC17JuyPFjyZsNtwgH47HdQWdwyfWoJ/g/srLSGFG+BWY/XfZGehGKRIHz9d3tAoiEbZhDZNNeeQiqt54fX7Z/9j9xjU3HQ4IH59ufykmFuZdu2F2md7XJNYGdf569p9C79OqXyixMtPE6T1+du4vfvLCbW2NR0aRsSyXaubtuE72NXCnz6O7vObkPmPgWmmfjaFh37w5cJZH9Pvdeu257wmhkxHv5mNQ9cdAivXz+ZWAzemr+Zt+ZvxmkavPWTQ7l3yiju/3JVo1UXqhkmpgFPfL+24WeOwT8+9jftbyHSVE0pvef0NVv5jlg4AF/+yc7obsiiV+1gVh0D5XujImLw389WUBZs+Dvo25U7WZdbqvNNaf+iIfjubgg0ci299lvc+cs5ekjnPTYt2lTE7LUFxFZ/YQ8U715uJ1yZWHmiGfcnPhguItKMFLyWvRcss0dgE7Hqi8QXi2rrwhX2VMlEzHm83SzY6HC5MX94JaG2zhn3Ew4qE63VbPsBdiyx69J1P2SPzS+s8VIShBGdTA7urFqt7UqPMfa/SBC+/lvdmbO7GdI1g58fb+FyGLwwcwN/eHeJAtjJIL0bpHdNrK11YuLB4MpC2Dy38XaxKMx6LPFys3mr7QXgGhMqh6XvJLxexLTVeTx08RjW55Vx+D+/5D+freCLZTv4YtkO/vWJn8P/8RXbigPcM2UUc9bnJ/SYYcPJG/O3EAg3foG+OreUDQVNyD4Xaaqe4xMfIBlxdrMFkYkGYe03CTWNTX+AWGP19xNkOt18vHhbQm0f/W4tJSENwEs75/DA4kaSxeIy5j3E5Ydk17nt8e/XUtJ1oh2oXvSKvUBzlSaVJ3rOztQWEWlB7SOqJq0jEoKdKxJrG4tC0cb925+W4nDbF+GJKNlmZ6a1A7FAiT1gkYi8VRgJ1iqV/WDhy/bPvkfYJQBq2Flp8OZ6+yJ4ylDX7veU9mDYGZDR3Z798d2/E8qQGdEjk9uOs3CaBs9OX8/v3l6sEiJtXUUhjLmi8XbuVBh+duKzgHauTLwPO1fYA7qJyF2e+ONuX5Jw2ZBMn5M56/P55yd+Oqd7+dlxg7nvwtHcd+Fobj12EB3T3Nz14TKWbCnG50osIB4Ix1ixPcHjHbByR+ODRCJ7zTDsfbgxWb3ttVaaS/7axrMw44y8lQnvs43JK6kgGEkss3PtzjISLAYkkrwq8htfnLlK3iq6Z9Y92LUmtxQjIz7ovX1p7fIguQle00OzlScqD4YprghRFlAgXEQa1z6iatJ69te05bYsFrUD2IkwjHaTeW2YTQh0Or2aUtZaImH44TX7/wOO3mPzc6u9BKMG47s5GJClrOt2yeGCURfb2XcbZ8GCFxO626heWdxeIwP7568vJJxgAEFaQSQAh1xu15qtj8MFZz0C675POAjVpGO105P4Mc7ZhGxQpzfhTPHBXTJ4/Ls13H/haN68cTIOw+DdhVt4d+EWPE6Td35yKP+7YBSPfLOGwV3SE3pM0wC3M/Fjt8+t71LZjzzpcNI/IGdIw20uejXx89NENOm7wEtDiwQ3hcuZ+P7kcZqJf7eJJKum7NdOD8Fw3UM6HpeDiLcjdBu15/G7KTM2nN6EZ0fVpSwQZsmWIv747lJufWUBv3t7MbPW5lMeDCtxQkTq1T6iatI63Gkw9PTE2qZ2gsxe+7c/LSUShkHHJda235H2ys3tQMx0QudhCbWNDDqRqKmV31vFqs/txVwyeth1Y2vYWBLl/Y0eDGKcZynrul1LyYaDL7QvTBa+BOu+S+huo3pl8YsThuBxmrw5bzPXPz+PikbqjkorSesC798KZz8GR9wBqTm7thkG9P8RXPYOhCrs9Sk8iQVu6T468YWGh56eeNsBP0q8dMmIc8BMbCHZWWvzeOiSMWwqqOCwf3zJ3Z/6+Wzpdj5bup1/fOznsH98RV5ZgP9NGcXCjY2s2RDnc5qcOrxTQm1dDoPxfTsk1FZkr3ky4OrPYML19v+rmA4YehpcP9VeXNHRjMf2ToPAl9hnOzbkFGKJfsc0ItPnold2YoG044fm4NOa09LeuVOh48CEmgYHnsT0DXUvnnqUlcPcjcWUXvi2XWJop3/Xxl4TEg+SDz+rabX4aygsD3LpEzM55d7veXXORr5cvoO35m/m/Eemc9p9U8ktDRCOKnFCRPak4LXsPYeT2PCzErogjo65ut1kIONOgUNvtf9vGDDgGDjzYbj4dTjnCftivuqie/JPwds8J/OtLeJwE57408Ybmg7MidcTUvC6dcx/zv458Dj781nDfXMDhGMGh3QM0zO9neyPUr+cQTD4RPv/3/0X8lcldLcRPTL57clDSfU4+HzZdi55Yib5Zarp2/YYxHqMhSeOtwPXP50LtyyCmxfA7SvhuL/AnKfg/Z8RG3l+wheasXAADr6g8YZpXewAeWMLSFUxXTD4pMbb5QxJ+CIdIDPFzbwNhfz94+WEIntmbAUjUf78/jKWbyvB504wyhUJMLR7Fn07pjTa9MThXTFCe7/GQyAUITOnK5mduhDRBbvUxzDAmwHH/B/cvpzItd8T+fFXcMcaOONB6NBnr4NJ9YpGiR1yeePtvFkw9HQilc1T89pJmKsO7ddoO4/TZMqEvnjQ8Unat4jpIjbpJ403dLgIHXIVT83cuscmw4CLJ/bhP5+t4JpX/JTnjISVX9ZuMPysxp8jq89elyeqCIaZ8ugM5m0oJCvFxRmjunPZpD6cc0gPumR4WJ1bylkPTFXShIjUSWPVsk9KA1EcZz1Lymvn178aee+JBMb/hEjUQVrLdm//iEbsTPJznoC+hwMxO1hdthO6joB+R8Bp98Cy96HnOAgHIdEL5jasPATpw08nuvIjzGXv1t3IMAifdj8hw43LoWnULa50B6z42B4oGnhMrU1riyK8sSKESYwTe+x7nTpJEn0PszPxN8+FL/4Mp/4XfHUv5FPToC7p/PG04fz9o+XMXV/A2Q9O5ckrxtE/p118i7cLkWgYx5grIaUTDDsN/B/Dyk/sGpbZ/eGQy+wszVEX2esVJJoVaTrh2Dth02x78de6uHww5UW7xm2CGdJ4M+D0+2DHMsixYOxV0GWY/X2VvxbmPQurv4QLX2pSEM7qks61z85ptN1/P1/BF7cdmdiDGiYQ494LR3PxYzMpqaceZ79Oqfz2lKG4PE0vl1BaGaYiFObpqetYsaMUt8PkhOFdOHZYF0zDwJtgfW45wMRnOmwIpGEYBn19Wfvtqcrw4Jh0G75139W/iKvDTdk5zxELxvC6mudctzJictrB3flq+Q6+Xbmz7qc1De4+byRlgTAZKZpJJu1bMOrAO+Jc+xx/xSd1NzJMKk59iG9WFbEhf8/M67+cMZxsr4nX5WD66jyWbytl+PCzqS4A6kmHk/4JW+bVv/aFJx0uemWvyhNFolE+W7qDwvIQ959rcfSQzkRXfYWrbAthX0eMk45n1rp8/vzpBp6bvp6rD++HpwklhESk/VPqney18mCY+77dSLjbKGJXfQr9j6qd6ZnSEQ67jdjFr/PkrG2E68iISkrhSpj7DAw61p5u9fYNcPdAeHAC/HsIvHKxXV902Onww5tA+3jdbpeTn77mJ3bGQ0SO/bNdlqKmnmOJXPIOZf1P4tfvraFUi2+0vHnPQjQMPcfvMdX3njlBIjEY1ylEjrd9fCYlAYYBw86EDn3tAbYv/pTwoj89O6TwpzNG0LdjCuvyyjnrwWlMW1V3IEFanhmLwbpvofsoeHASvHUtLH4D/B/B9AfggQkw8xHofgjMeZpwRUliDxwosgc8rvgQJt4I3sxd2wwTBp8A134LHQcRW/ASsSatfeGDa7+GST+BuU/Dw4fBAxPh67/BkFPhp/MgrWviAXFg+po8CsrrGTyvIbckwPwEy4aEDRdvzN/K1/5c3rhxMieO6IrT3HV+k+p2cMmE3rx4zQT+9P5S1hc0bUCwPBjmbx8tY/xdX/DA16v5bOl2PvhhKze/vIBJf/uSBRsLlXkmDaqsrKSiYu8z/hMRCEe585P1xC59h9iht9Y+r4jPPIxd8xVbfYO595v1hKLNE2hyOBwUFBfz0MWjuOPY/uSk1/6OGd8vm9euHs0xVkc+XbqNwlDyJ4iINCRYUUxs+gP2LItj/wjp3Wo36DWB2OXvU9jjR/zry421Nh3cM5NnLx3BmV1y6fDu5Tx78VAm9s/m0e/Wst3oTHnN6zVPBvz4Sxh/be0Bb9NhH6Ov/36vyxOVBSJ8tHgrH95wCCcWvEDKfcNIe/syPJ/9itR3ryHlHosj1t3L29eMYs66AjQRSUR2p6N9DZZlOYGfAtcA/YCtwFPA3/1+f+NXRgeYUCTKSVYG7iWvYmydDUf9Gk77H+SvsReB6DQYFr+J8cL5XHH2s2wrC5CV0g5KSTg9dsbYkrfteqO7LxSzcRZsvBSO+AVMvqlJF+FtWWlliA8Wb2N1bhl/P/MCDv7J1UQLNxALlGFmdCPiSuOjFSX88qkZdM/yYRjNs3CPJCgasUsEAAw5pdamFfkR3lkVwmHACT00vfaA43DC6EvsgObOlfDt3fb3dQKL7WSnuvnDacO5/6tVzF1fwGVPzuKPpw/nkol9WqDj0pBYZSFGx0Hw5Al2tnVdfngVoiGMo34D0QRPY8IBSOsMH/0Cek+yA8q5y+z1HjoOgIJ18N2/4bBbMIacQjRYgZHIQk+REMTC8PGvYMELtbet/db+1+8IO6M7VJHw4lFLtyRYtiTe9sjBnRttVxGKsHxbKS/O2sC89QVceWhf/nDaMFbtKMVpmgzqksY3/lyufnoOS7cWc9Lwrgzpltno44J9LP37x8t5YeaGOrcXVYS47IlZvP2TyQzrnthjiuwPWwvK+fWxvTE++bU9SHbTHDtpIxyA7AFQvBljxoN0G3M9gzqlEoxEaMKSb/UKhCIMTK3EePwUfnzIVVx1yxQ25pVQEYzQrUMavkAeabP/gjFrJ5ec9TiFGueRdi4aDmF2H2Xve/2OhHHXwI6lECyFzJ4QqsRY+CIdfZ354LrL2VoUpCTmobMvRkashJTZ92HOewYiQVJfPZdHp7zJhU8voqgixLbiAGP6ZOEwTTBNe5bUsX+0/+Wttq8vsvvZg9fejEZ6Wj+Xw+QPJ/Yl6/OfYy55fc8G4UrMuU+Rnr+a/5z9HKZSLEVkN+0jqtZ8HgCuBb4H3gUOBf4EjATObcV+tUmGYTCsSwqel35nX5T+8Lo9VTmtC0QCkOu3pyoDvu/+Spcj/9i6HW4uhgMqdsD7P2t4hfNv/2kvUNV9bIt1bX9yOeyziOXbSzjzkTmke50cO7QLGT4vG/O38OXyHdVt3U5Ti7+3NP+HULwJMrpDt5G1Nv1rdoAYcEwfJ9ke/WEOSO5UGHMFzHwINkyH2U/YmTUJ8Loc3HbsYF6avYH3F23ld28vZuX2En5/6jCcDl1dtBbD5YNPf1t/4LrKkrfgyF8mPpCa2gm+/Ze90OfCl+Cz39s1qB1uKN4MhfGg68YZ9iJxiaZHhcph5sN7Bq5rWvutPSh88t0JB689rsQ/g4lOQXYYBm6n/bhfr8jl6xW5dMv00iPLRyQaY21eGYU1sr09TSjxURGK1hu4rhKMRPnzB8t49NIxpHtVEkFaR7d0JynzHrbX0pj/HHz2B8gZDA4PlGyDgrUApK76nNNunEuwmTIlM81yjC//DDv9eD79JXz1RwbnDLXLCZXugLxd6zeYBWvwdRzePE8s0kalelz2tfa9o+CK9+HNH0PJdnufKMutLvPhBtzf3sWAzsPtNSmGnwGPHlX7wTbNwdwwnWOG9CMQjvKn95fw8jWTSPPWOJZWLcTc7eBmew2GAWmFy+sOXNe09lvcqz7GOUqhFxGpTVedcZZlTcYOXL8OHOH3+38FHAE8C5xjWdaprdm/tijNEcG54Onata7z19iBkc3zqgPXAOYPr5LqaSdjJeEKmH4/xBI4S592n92+HXA5DAZ13lXvtqQyzFvzN/PMtPW1AtcARw/pjNdUKkyLmnaf/XPIqbUWR527Lcxn68J4HHDWYAVBDmhpnWHUpfb0z6Xv2EHNBJmmwcUT+nD9kQNwmgbPTF/PlU/PpqhCk5JajdNjD1olIDbzERyJlrAyXTDvuV2/VxbZ9W43TN8VuAYoWEds40yMROtTm06Y8VDj7Ra/aZc/SnAE9MThXRN7fuD44V0Saud1OThuWO22W4sqmbO+gPkbC2sFrp2mwbi+jdeRBzuj9Jlp6xJ6adNX51ER0nFUWk92ihPX3Md33RAstc/vN0yvDlwDULodx7pvSPU2oYRQA0yHC5a+veuGUIVdh3f9tFqBawBj+v14wwmWRBJJUq5AHrxxlb1ehC/brn1dtU/sXp86EoKtC2DaPfZiqp2H7fF4afMe4uJRWSzcVMjizcXklu7/tXBc4VLSZt+XUNuU2Q9gNDYwLyIHHAWvd6lawvdOv98fA4j//DV20eIft1bH2iozXIlj3feJNQ6WQeH6/duhlmI4YPkHibVd8cmu0esk5yHAtYf2bLSdacBVk3rhdahYWYvZMBM2zgR3Ggw8rvrmWCzG32baJ6Qn9XeStReLikk707E/jIhns8x+HNZ+06S7Hzk4h9+fOowMr5PvVu7knIemsSFPFxitomiTPZ03AUbeSoxYgusQbFsElYWJPe6SNzGCpYk97rrvoSKBmtOxqF2/P5JYfzuleRjdK6vRdhP6ZZPuTWwQPRiJMqRrOr2zUxpte8LwrhRXJjaIEwhHWbE98UCb9i1pVQVr7fr3CXAtfg0zmHgJnwaV7rDLIyRi5yqMmAZ5pB0LlGB88087KN3nUHtdi0RGQGMxe4C776F7btu5kk7pPl6YYQ9Ir8lN8Di+DxwOJ2yYkVjjbYswm7Bws4gcGBS83uUIYKff719c80a/378FWAEkuET9gSbxEgRGe6kjYTpqZZU3KBaFdnJS7TBMTrHS98hG293fTx+Eb+ciCCW2KJw0g2//Zf+0Tq411f7jtWHmbIuQ4YbTBijrWuK6jwLrJPv/3/3HzqptgsFd0vnLmSPo2cHHqh2lnPXgVOZtSGwhPGk+RlMWTHK4Ey7vYSR6fAP7WJjILCSAkq2JP27JVogmVp8/1e3g/osOITu1/jU1ctI83DNlNOkJzgAzDZi2eif3ThlFWgP36Z2dwm9PGcr2osSOd4ZBdTmSRLhUlkdaU6AJAa1QE74LGuNswvo4e7FwnEhScbh3zURw+ewZEIkKltkLJdfxmMFwhDU77eN9U45LLaadhA1EpPm0wW+qlmdZlgfoCayup8k6IMuyrJwW61QycHqhR4L1nJ0e6NBOFviKBCGrd2JtU7ITnvrc5gVLSHnxDP53eh9+eVx/Ou+2+vtBPTJ57tIRnNIln9RPb0crbbSQTXNg1Wf2yemwM6pvrgzH+Mt0O6ByruUixaWsa6mh7+HQ9zC7PMNXd9kL/zRBTrqXO08fzsE9MskrC3LhozP4ePG2/dRZqVN6d7sUTCIGHWcfhxPRoW/ifcjqU/eFcV1SOib+uL5su65uAhwOk45pbj665XBOO7gbLseu7zq3w+SMUd358JbD6ZDiwkzwuOR2OuiS4WP6mjxeu34Sxw3rglnjK9TncjBlXC9euW4i//x4OVa39IQeN9XtTLjMSbrHyaAuaY03FNlfMrs3oW3vWiXL9okvK+Hz7NjgE4g5lKEp7VgkuGsmQllu4tegYLcty93j5tig4/h6ZR4AHqfJqARmL+2zaBi6jUqsbafB9usWEamhnRQh3mdVxQoL69leFP+ZCex5BGhERUUFy5Yt24tutW1ut5t+467F/O7uxrMthp1JaVkZG9dsapnO7UeD+/fCHHc1xvs/a7zx6MuIRUIsX7Vuv/drfzJNk8F9e0DuMlKfOJyrJt7CFbdcyPrcEsoCIbpkppDlCJAy5wHMuU/aCwbGYu3ycw8wdOjQBre32D4fi9H7q5+TChR1P5zCHYVUfY09scLL5lIf3XwRhntL2B6f+RsK2dPbt29PbCqwtJwW/9tkjSEjOx9f/lKin/6eHSNvIZjZtEHGKcN8eAgye3MFNzw/l+vGd+SMoZn7qcOtq6H9vqWP8263m/5dMzEOuQy+vbvhxi4fHHwBlYEga9c23EeHw8Gg3l0xugyH7Usa7UdswnUUlFayfU3DCxC63W769z8Kw52a0Myl2CGXsWXbdoqLEy9DkJ2dzZ2nD+OvZx3Eiu0lGAYM6pJOOBwhUJLPmk2FCT8WwNC+A/j5awuZu76AKyb344+nD2fl9hJMw2BY9wymrtrJtc/OpXd2CpUVFWxZV1/+wy6maXKU1Z+sFFetutl1OWdMT4qLi1mfq+/q1tKW9vm6nh/Yb33w+Xz06ZwOvcbDxlmN32HsVUQNFyuaoT9W/94w7hqMz37fcEOHC8ZeTWkwyuYGvtv293vV3hzI71db3OeHDOyPYTrt4O/yD+DYO8GTDoFGSlB5M+1Sgh/9svbthkHZ2J/w0Kv2NfkpB3ejvKyMTWubMDtqL2RkZNB10k9xrPmq0bbRiTeys6CEvIKNCT32gfyZbYjel7rVfF8au6aXtkWpkbaqOWf1FVirul1D+zUEg0EqwzGih9/RcMPUTkSOvZOdxe2jjMS2nUVw0PmNj3z7OhCb/FMKyhOsM9qGRaNRopEQ9DsSSrbi+exX+P5nMeSLKxgz8xZ6vn02aQ8ejDnrEYiEiI26mPx28LrbuvTN35CaO5+IK5Xi3rtqXa8rMXlxjf11dV7fAA4lXUtdDIPi3sdS2WEwZriSzgvvw13UtLUJHKbBOcMzOWFgGjHg4Vl5PDY7j2h7mXHSRgWDQaION4y/1g4u1cd0wBkPEivLIz+BBZkikQiRmEnsmD803onhZ4M7lR25jY/pB4NBIqEAsdGXNf64A48BV2qTAtcA+fn5bN+4lp1bN9LDE6C7O8DOLRvZvnEthYWFTXosgOKCPB655BCmr87jkidmcsEj03n4m9Xc+8VKjv/vt9zy8gIKK4L8+YxhVBQnVjYnGo1SVFTAQxeNxt1ASZBh3TK47dhBlBWpHI+0joqKCnClwJG/bDyjetDxxNK7sr2geRZOLCoPwtiroN8R9TcyDGJnPEgsBps3b26W5xVpiypKC3eVeqsogBUfwaSbGr/j5J/awe7Kolo3B475C0sLTBZtKqJ/p1R+f8pQyhM8hu2LkpISYj3H2cf4hnQbRWzEuRQWayFWEanNiOkCk3g5kB3Ax36//6Q6tr8CnA/09/v9a3ff3pC5c+fOTUlJOaRdj+oEy2D2E/DtP/ccBe4+Gi543p7a7GhCDbu2LlgOlQXw1Cm1V1yvkpoDl79nT6P0tI8FGwFYNxWePrnhNr4OcOti8LTr6c71hoNbbJ8PlMCDk6BoI4y/DoaeBkA4GuOct8tYmBvlqN4Orh1Ze+p9VVZvly4N1y6Xltdqf5toBBa+DNsXgzsFjvkDdBnR5If5bmUuj3y7hkg0xikHdePf54/E63Lshw63mjr3+1Y7zkfC9iKInS2Y/iDMf672goi9J8GPfmVPN+57uP23TVRlMSx9B96/pe5FIa2T4exH7dIeTalPGyiF1y6DVV/Uvb3LcLjiQ7tsQBsQCEXYVlzJn95fylfLdxCNnzJ7XSZnjOrBr08aQrrXiaOJZbIqgmHW5ZXz5/eXMm11XvXt6R4n547tye3HDSbV48QwNPLYytrWPl9DVSbdfu1DOAhFG+wFod+7xV4wbnf9j4KzHwFPRq01N/b9uUPEIgGY+j+MOU9C+a79hJ5j7QG2riMxfI3P9GmR96odOcDfr7a5z2/7AR453C5FmdIRrv4UZj0KMx+pu/2km2Ds1fDEMVCeb9/WZQQVh/2SdeljufyFpRw7tDO/OmkoaR4nptmCx5pgKXz0K1j4kp1NXsUw7HOLMx8Gb0aTHvIA/8zWS+9L3XZ7X3SilURUNsRWBESxy4LUJbNGO9mdOxXGXW3/W/4BbF9MzOnDGHE2ZHQHV2r7q39cFQS4/ntY+w3MeQJKttuB29GXwJBTAKN9Ba7BLgdywt/gk1/Xvd2baQfttYDO/vf5H+3AdceB9sle3P/mBFiYG6Wj1+CSYe1owEj2H9MBI6fAoldh2yL49Pdw5C/s4GcTHD4oh6wUN//9bAUf/LCVLUUVPHrpWHJ2q48vzcThhF5jYeZjkN0Pbppjl/oIlUN2fztovfBlmHBd0wLMYE9JHno6WCfC7Mdh5Wd24KrzEPuiuEM/MF178bhpcP6z4P/IDrhvmWff3nEAjL8eRl8E7rYz8OlxOejTMZX/XjCKSCTGmp2lOAyDgV3SMYDUBBeA3J3P7WRotwweuXQMFaEIa3eU4HaaWN3s080Ut07PpQ1wuiG9m72/37IQ5j1nr7ERDtg1acdcEa+RbyZcoz7x53ZhxKJEJ90Mh/0Mcv12skyHPuDNJOZKwdS5phwosvsRPfUezPdvsQdynjoZzn/G3gdnP2Gvf2MY0HMcTL4ZvBnETBdc9p49qJ3Rg1hqDjvLYgQrInz18x8Be38M2yfuNDjxb3D8X2DRK1C0yU76GjnFXk+riYFrETlw6OwY8Pv9Qcuy1gP96mnSD8j1+/35Ldit5OKOB2kPPp/cHUcSw6BzToILSSUrd4qd+TbgaOg5jhgxiIHhyQCHo31lmlfxpMEhl9kLvX13tz1YEQ3Hg/aXwaE320GPRBcGk72z9F07oGQ67ZNU085u/WpDiAfmBzGBG0e7tUijJM50wMEXgMtr1zf98q8w9koYcTZNSUo4qEcmd54+nH9+spz5Gwo5/f7veeTSMRzcM2u/df2A5k6D8dfYWVnv/wzKdtoBp6oyTz/6ZXwAuYmne4YBvkx7ltGkm2DMlfZtptO+uHTvw8CsOw2GnQ2DjrczNWMxu78OV5s9dmR47SDZmNTsRlo2TbrXRbrXRUX+dmKxGCnuJixqKdIS3KnQ7WDYtsQeLO8z2d5Py/Ptf91G2efD+yNJxeXBdHnsc+0uB4MRs1ONXC6lysmBxZ1GRf+T8F43DsfUf9vXAU+eGD/O/wqO/JW9D5ouMBwQi2BEgpAzxB7oxj6T6+WFXq37Smye+CLHE66zZ3eZ7WqWnojsJwpe7/I9cKllWYP9fv+Kqhsty+oODAbea7WeJZmdeXaMv3Pndh68BvuEwOEEl48N69cTjUbp16+dl2PwpNkXMqffT+zsxyEWwzBi9qKdriZMS5e9s3URvH2j/f8xV9oZlsCSnRF++nkFMeBcy8WwTjoRlCYyTRh2Jngy7ey6OU/CzhV23cQmZMP2yk7hz2eM4L+fr2DF9lLOfXg6/3fqMC6e0FtlEPYHTxr0mQRdhhNzeu3vZKKAYQ9G7IuqWUZVF5rNxeEAR43Jbm00aN1SysvLW7sLIvVzp0HvCVA5dNeAUzRsB5xaYt911Lhc1amNHKA2bMsjNTWN3qf+zy6tEYvaG6LhfRtQbm0KXItIgtpZLYd98mz8512WZZkAlmUZwN/itz/aKr2SpFFeXk5lZftYlDIh3gyWr1zN8lVr7Ew8Ba73vx3L4YVzIVgCfY+wp/UDy/IiXPZBOaUhmNTdwVmDNC4pe8kwYODRMOoSexr4uu/hnZtg85wmPUxWipvfnTKMY4d2JhiO8ru3F3Pdc3PJLWl80UDZSzW/k12+fQ9ci4jU5M2Iz5Bw2wNbB/igk0hLKysrsweTq2YqOT3JHbgWEWkCBa/j/H7/58ArwDnAdMuy/g58A1wGvA580IrdE5ED3Zpv4KmToHQ7dD3YrgFpGHy9Icz575aRVxljZI7JDaPcym6Vfdd1uJ1xndkTynLhsz/Al3+GgnUJP4TLYXL1Yf256aiB+FwOPl26nWP+/TXPTV9HOBLdf30XERERERGRdkPpebVdCiwBrgBuBTYA/wf80+/3x1qvWyJywKosgm/+CTMetKcI9hwHR/6KorCT/86o5JnFQWLAhG4ObhztxuVQ4FqaSWpHmHADrJ8Kq76ADTPsfz3GwuDjoefYhBbpOnRgJ6yu6Tz+3RoWbiri9+8s4cmp67jhyAGcPqo7XpemjIqIiIiIiEjdFLyuwe/3h4A/x/+JiLSOWAxy/bDoZZjzFFQWgmHCQRewtt8UXp8X4fmlJRQFwDTgvMEuzhjkxFTGtTQ304R+h0P3UbD6K7t8SNU/pxc6D4UcCzJ7QVrn+IKtXruGYTQC0RCEA3QKVfDLg8qZnR3mpZUGa3eW8Ys3FvHXd+dxSpciTuhSxPiOAXwel12CyJtp//NlQ2oneyV6T+J1t0VERERERKR9UPBaRKQ1FayHwvVQss0uybBjGfkbllBQVEwhaeyIDWJj6sH4Myczb0Uqa2dXVN91aEeTy4a76ZupClCyn3nSYdjpMPAY2DwPti2Eos2wZb79LwEGMB4YEzOY5hjBR5EJrA1148VNHXlxU0dchBlibGCIuYK+xjZ6GHl0oogso5Q0KkhxOfCkZeJKy8aZ2hFHWjaO1E6Qkg2+DuDJsGuyulPtALjTa9eDdHjsBb9Mlx1UNxz2YJBh2P9ERERERESkzTJiMVXD2J/mzp2bZxhGts/na+2utJiKCju4diC9ZjgwX/eB+JoBysvLXxwzZszFdW1ryj6fsn0ufb7+Sa3bXgofxa/D1yTUD5MoBvoOl+QVYd9KhkxxfMnfXY/v9f3zBk9hx+hbE2pb337flo7zB+p3crLT361tasv7vD4zidN71TQH8vulfT456b2pm96XutV8Xxq6ppe2R5nX+19xLBajvLx8XWt3pKWVl5e3dhdaxYH4ug/E19yAhPd5IxT1xTCG1gxApxiVCT9RVGvuygEusq/7QHl+bnl5+cZ97EabO87rOzk56e+WNNrMPq/PTOL0XjWN3q9atM8nAb03ddP7Uje9L8lHmdciIiIiIiIiIiIi0uYobU9ERERERERERERE2hwFr0VERERERERERESkzVHwWkRERERERERERETaHAWvRURERERERERERKTNUfBaRERERERERERERNocBa/3s7lz574wd+7cF1q7HyLSMrTPixxYtM+LHFi0z4scWLTPi4i0Pmdrd+AAMCQlJeUQ4KLW7khLWbZsGQBDhw5t5Z60rAPxdR+IrznOaGBbm97nD+C/WZunv02bV99+32b2eX2GkpP+bm1Wm93n9ZlJnN6rpjnA3y/t80lI703d9L7Ubbf3paFremljlHktIiIiIiIiIiIiIm2OgtciIiIiIiIiIiIi0uYoeC0iIiIiIiIiIiIibY6C1yIiIiIiIiIiIiLS5mjBxhosy+oI/AU4HcgBtgCvAn/0+/3lrdk3kbamsDxI/4GDcZgG5YEw0RikefWVIiIiIiLNo6AsSIrHgWkYBMNRAFI9Ot8UaS4VwTDhaAyvy0EsBmWBMB1S3a3dLRGRWnTkj7MsKw34HhgCfAW8CBwK3AEcalnWkX6/P9yKXRRpE4orQmwrruShr1fz8eJtVIQidMnwcMG4Xlx1aD9cDoNUj6u1uykiIiIiSaq4IsSmgnIe+no1ny7dTiAcpUeWjwvH9+KySX1xO0y8bkdrd1MkaYXDUQKRKK/O2chz09ezNq8Mp2lw+KAcrj9yAEO7pZPu1TWdiLQNCl7vch124Poev99/K4BlWQbwHHBx/N8zrdY7kTaguCLEOwu28H/vLiYW23X79uIA936xiuemr+eV6ybRM8sgRVkxIiIiItJEJRUhXpy5gb9/vLzW7ZsLK7j70xU8M309r18/iZw0j843RfZCJBKhsDLMeQ9PZ+3OsurbQ5EYXy7fwZfLd3D55D7ccbxFmgLYItIGqOb1LuPiP5+susHv98eAx+O/TmzxHom0MSt3lOwRuK6poDzEhY/OaNlOiYiIiEi7EA5HmbehYI/AdU25JQGmPDoDjBbsmEg7UhmOcfmTs2oFrnf3zLT1vLNgC+UBTT4Xkdan4PUuefGffXa7vUf8Z24L9kWkzSksD3LfF6vqDVxXySsL8s7CLQRCkZbpmIiIiIi0C2WhCPd9uarRdluLKvly+Q4ikWgL9EqkfVmxvYQlW4obbffIt2to5NJPRKRFaJ7VLk8CPwb+a1lWPjAfGA/8AyiiRkZ2U1VUVLBs2bJm6WQyqKioADigXjO079edmppKxy7d+WZlYmM4r83ZxAnDu7Bm1Yr93LPWMXTo0Aa3t+V9vj1/TpOd/jZtW0P7fVvZ5/UZSk76u7VNbXmfb6+fmU6dOuFIyWDO+oKE2r86eyOT+ndkx8Y19bZpr+/V/nIgv18Hyj7frc8AXpq1MaG2G/LL2VhQTp9MF+vWrdvn594fDuTPbEP0vtSt5vvS2DW9tC3KvI7z+/1zgeMAH/bCjWXYCzdGgEP9fv+61uudSOtKSUmhNBBuNOu6SkF5ENPQXE4RkZaUXxHho1VlfL66hKCyEUUkyXg8HgrLQwm3zy8PotNNkaaJRGPklwUSbp9fFsTh0OKoItK6lHkdZ1lWZ+AuoBvwHrACGAP8CHjEsqxT/X5/4d48ts/nO6BGdapG9w6k1wzt/3WXB8OYBkQTCGBnp7qJxmLt9r1oTFve59v75zSZ6W+TvNrKPn/XQ1/z3Xq7fqUvsxM/Prx/K/dIEqF9P/m09j7fnj8zkbJgwm07pnqIxRp+H9rze7U/6P2qW3va5wvLg3RM8yTcvmOqB7fb3WY/E/rM1k3vS930viQvZV7v8iJwKDDF7/ef7vf7f+73+48Cbovf/mir9k6klQXDUY4c3DmhtueP7UmqVn8XEWkx0WiMhdsqqn+fumpnK/ZGRGTvmKbB+H7ZCbW9YFwvMr2u/dwjkfYlK8XNReN7J9S2b8cUenbw7eceiYg0TsFrwLKsnsAxwLd+v//Vmtv8fv9/gaXAOZZlpbdG/0TagqwUNzcfM7DR6Zk5aR5OG9kdj1PTy0REWsrq3FKKA7tKhcxZX0AkkakyIiJtSLrHwc1HD2y0Xc8OPn5k5eB06nJWpKkGdE7j4J6Zjba7/sgBmCrNIyJtgI72tl7xn/VVs1+K/V71aJnuiLRNA3LSuOusg+o9iemY6ublaydiKF4iItKiZq3LB+Dgrl5y0jyUVIZZvq24lXslItI0pmlycK8sfndK/VO6u2Z4efnaiQqqieylNI+Tp68cx4CctHrb/Piwfpx6cDd8bs2mFZHWp28i2/b4z8H1bB8ExIAdLdMdkbYpw+filIO6MbF/Ng99vYaPF2+lNBCme5aPKeN6cdmkvjgdhk5yRERa2Oy1dvC6X5abzHQ3uSsDzFqbz/DujWdWiYi0JRleF+eP7cURg3N4+JvVfLpkO+XBML2yU7h4Qm8uHN8bp2nidWmWn8jeSnc7efemQ3l7/maemb6O1blluB0mRwzO4foj+zOwcxppKssjIm2EIkyA3+9fY1nWXOBHlmWd4ff736naZlnW1cBI4GO/35/fap0UaSMyfC4yfC5+c/IQ7jx9OA7TIBiJYsQg1auvFBGR1rB0q51l3TvLRUdHGt+t3MmSLcq8FpHkVHW++X+nDuOvZx6EwzQIhCM4TIMUJUmI7DOXy4ELOHdMT04b2R2vyyQag4pghA6p7tbunohILTry73I18DXwpmVZ7wF+4GDgRGArcGPrdU2k7clKcWu1XhGRNiAWi7GpwF6sMTvFSZrHC8DmgoqG7iYi0uZlpewKorlV31qk2XlcDjw1ZjFoRoOItEU6A4jz+/0LgbHA88AE4DbgIOBRYIzf71/bit0TERERqVNheYjyYASPw8DnNMhJ8wCwsaC8lXsmIiIiIiKyb5R5XYPf718NXN7a/RARERFJ1OZCO8O6g8+BYRh0jAevtxZVEo5EcTqUqyAiIiIiIslJVzMiIiIiSWxTPMO6g8+e6ut2mnRIcRGJxthWXNmaXRMREREREdknCl6LiIiIJLGqetdZ3l11KnPSPbW2iYiIiIiIJCMFr0VERESSWM2yIVWq617nq+61iIiIiIgkLwWvRURERJLY5qrMa58yr0VEREREpH1R8FpEREQkiVUFqLNrlA3ppOC1iIiIiIi0Awpei4iIiCSxrUV7Zl53SvXU2iYiIiIiIpKMFLwWERERSVLhSJSC8hAGkOredVqXmeICIK802Eo9ExERERER2XcKXouIiIgkqfxyOzid5nViGkb17Zk+O3i9szTQKv0SERERERFpDgpei4iIiCSp/DI7eJ3hddW6Pd3rtLeXBwlHoi3eLxERERERkeag4LWIiIhIkqoqC1KVaV3FaZqkeZzEYruys0VERERERJKNgtciIiIiSaqqLEhVpnVN1aVDShS8FhERERGR5KTgtYiIiEiSqiobsnvmdc3bVPdaRERERESSlYLXIiIiIkmqqmxIRl3B6xT7trwyBa9FRERERCQ5KXgtIiIikqSqAtO7L9gIKhsiIiIiIiLJT8FrERERkSS1K/O6gZrXKhsiIiIiIiJJSsFrERERkSSVV1XzuoHM61wFr0VEREREJEkpeC0iIiKSpPLigek6a15XZ16rbIiIiIiIiCQnBa9FREREklRV5nWDwesSZV6LiIiIiEhyUvBaREREJAkFw1FKKsM4DINUt2OP7Rleuw52Ybkyr0VEREREJDkpeC0iIiKShAor7KB0qteJYRh7bE/zuOLtQi3aLxERERERkeai4LWIiIhIEiqOB6XT6si6BvC6TByGQXkwQiAcacmuiYiIiIiINAsFr0VERESSUGG5HbxO9Tjr3G4YBmnVpUOUfS0iIiIiIslHwWsRERGRJFRU0XDwGiAtvq1Ada9FRERERCQJKXgtIiIikoT2CF7HYqRt/Ao2zKhukx7PvC4oU+a1iIiIiIgkHwWvRURERJJQddmQeM3rtM3fkr3yNfjyzxAN27fFA9tFFcq8FhERERGR5KPgtYiIiEgSqsq8rqprnZK7YNfGvNX2tuqyIcq8FhERERGR5KPgtYiIiEgSqi4b4rYD1K7y7bs27lgK7Apsq+a1iIiIiIgkIwWvRURERJJQrZrXoQocgcJdG0u2AbsyrwuVeS0iIiIiIklIwWsRERGRJFRdNsTjhJIttTeW59nbvFXBa2Vei4iIiIhI8lHwWkRERCQJVQWkUz0OKNsJQNThtTfGg9fpHhegmtciIiIiIpKcFLwWERERSUK1al5XFgIQTsmxNyrzWkRERERE2gEFr0VERESSUFFFGIgHqCuLAAh7cwADKgogGqmuea3MaxERERERSUYKXouIiIgkmVgsRlFFvGyI2wkVdvA64k4FdyrEohAoqrFgozKvRUREREQk+Sh4LSIiIpJkKkIRQpEYLoeB22lWZ15HnSngTrEbBUqqg9dFFSFisVhrdVdERERERGSvKHgtIiIikmQK42VAqoLTVTWvo04fuHYFr91OE5fDIBSJURGKtEJPRURERERE9p6C1yIiIiJJprjSDl6nuKuC13bmdczpA6fPvi1QCsTLigDF8RrZIiIiIiIiyULBaxEREZEkU1JpB6JTPQ77hkAJABGHD9zx4HWwJN5mV+kQERERERGRZKLgtYiIiEiSKdk98zpUDkDM6QFXVeZ1VfDaDnAreC0iIiIiIslGwWsRERGRJFNVAsTndkAsAsEywCBmusC5q+Y17ApwFyt4LSIiIiIiSUbBaxEREZEkU5157XLsyrp2uMEwwV0VvI7XvFbZEBERERERSVIKXouIiIgkmeJ4zesUtyOedQ1Rh8fe6Nyt5rVbZUNERERERCQ5KXgtIiIikmRKqoPXzurgdczhtje64kHsoJ2RnRbPvC6uVPBaRERERESSi4LXIiIiIklm14KNdWReO7z2z3g5kaqa18q8FhERERGRZONs7Q60JZZlXQzcAowAioCpwG/8fv+KVu2YiIiISA1Vmde+GsHrWHXZkPjPUAUAqR6VDRERERERkeSkzOs4y7L+AjwPZAEPAl8DZwIzLMvq21r9EhEREdndrsxr556Z167amddVCzYWK3gtIiIiIiJJRpnXgGVZ44HfAN8AJ/n9/or47W8ArwH/B1zVej0UERER2aWk5oKNZbvVvK4KYseD2lULNhZXhFu2kyIiIiIiIvtIwWvbT+I/r60KXMe9ATwKbGj5LomIiIjUrVbwOl4epDp4XatsSKw681plQ0REREREJNkoeG07Cfhh99rWfr8/BlzXOl0SERERqVutBRvD8eC1GQ9emw5wuCASgnBAwWsREREREUlaB3zw2rKszkAO8LllWUOAu4CjAQP4FPiF3+9f24pdFBEREallV+a1c1fmtena1cDhsYPXoXJS3BkAFFcqeC0iIiIiIsnlgA9eA93jP3sAs4BVwJPAEOBc4AjLssb7/f71e/sEFRUVLFu2bJ87miwqKuyL6APpNcOB+boPxNcMMHTo0Aa3t+V9/kD9myUD/W3atob2+5be56OxGKUBO3idu20TscKdpAGhmINQKMT27dvpZDhxAFvWryLk64xpQHkwwg9LluI0jRbrqzRO+37b1Jb2+bqeH/SZSYTeq6Y5kN8v7fPJSe9N3fS+1K3m+9LYNb20LWZrd6ANSI3/PAJ4Cxjn9/tv8/v9JwM3A52B/7VS30RERERqqQjFiAEeh4FpGJiRSgBijl2Z19F4CREzXIlhGHiddsC6NBBt8f6KiIiIiIjsLWVeQ9VVXAT4md/vj9TY9gBwK3CKZVkpfr+/fG+ewOfzHVCjOlWjewfSa4YD83UfiK85EW15n9ffrO3S3yZ5tfQ+v7mwAlhHqtdF7959YLkdmDbdPlwuF126dIH1aVCxg64dM6BbH9J9+ZSHAnTt3Y9+nVIbfgJpUdr3k09rH+f1mUmc3qum0ftVN+3zbZfem7rpfamb3pfkpcxrKIr/XOf3+/NrbvD7/VFgEeACerd0x0RERER2V2uxRoBQPPO6Vs3r+OKN4UC8rZ2vUKxFG0VEREREJIkoeA1rsLOu3fVsr7oS3KusaxEREZHmVFxRtVhjVfC6asHGGqcy1cFrO7CdGm+rRRtFRERERCSZHPDBa7/fXwnMAXpZljWw5jbLspzASCAP2NwK3RMRERGppTRgB6B9rnjwOmwHr6M1g9dOj/0znpWd4qnKvA63TCdFRERERESawQEfvI57NP7zXsuyasy55XagJ/DsbrWwRURERFpFSWVV5nV86ZJ45jWOmmVD4v+PB7ZTXMq8FhERERGR5KMFG21PAacBZwILLMv6CBgKnAysAO5sva6JiIiI7FIasIPXvt3KhkRrBa/rzrwuUfBaRERERESSiDKvAb/fHwPOA26L33QTMAp4EJjs9/uL6rmriIiISIsqjWde+1wOiIQgGgbDBKNGTkJ9Na9VNkRERERERJKIMq/j/H5/GPhv/J+IiIhIm1Qr8zpeFgTnbutOO2sHr6tKjKhsiIiIiIiIJBNlXouIiIgkkergtcsB4YB9o2O34HXV7/GSIqmeqsxrBa9FRERERCR5KHgtIiIikkSqy4a4Ewhe75F5rbIhIiIiIiKSPBS8FhEREUkiVZnXKS5HdXB6j+B1VdmQ0O41r5V5LSIiIiIiyUPBaxEREZEkUrvmdT3B690zrz2qeS0iIiIiIslHwWsRERGRJFJSWVfNa1ftRtXB63jN6+rMa5UNERERERGR5KHgtYiIiEgS2avMa7cyr0VEREREJPkoeC0iIiKSREprZl6HGgte25nZXpeJYUB5MEIoEm2proqIiIiIiOwTBa9FREREkkitzOtIVfB697Ih8d/jwWvDMEiJlw6pCn6LiIiIiIi0dQpei4iIiCSJaDRWHbz2OhPJvK6svilVpUNERERERCTJKHgtIiIikiTKgvHAtcvENI0aCzbuFrw2nYABkRDEIgDVmddFFQpei4iIiIhIclDwWkRERCRJVJcMcdmB6HoXbDSMPUqHVC3aWKKyISIiIiIikiQUvBYRERFJEtWLNbp3D1679my8W/A61WPfp1iZ1yIiIiIikiQUvBYRERFJEiV7ZF7XUzak5m2R2pnXqnktIiIiIiLJQsFrERERkSSxK/PaDkRXBaYbDF7HF3VMdVdlXqtsiIiIiIiIJAdna3dARJJXTk4OLlcdU9WlTTNNjVuKJKuyeOZ1yh6Z1y6I7dZ495rXHmVei4iIiIhIclHwWkSarDIYJhyDSkcKeRVhos4ghgFZKXVk/kmb0iGnC2lp6azJLQWga6YX2FVOoDGRaJSKYJSyYJjiihBZKS48TgeGAduLKkn1OMnwufA6TcpDEQC2FwdwOww6pnmIxWBnWQBi0DnDg4mBt6p2r4g0qqpsiNcVH4SqGbzePaG6Kngd2T3zWsFrEWn7KoIRorEYeWVBKoIRumR4iAEddL4pkrCC8iAu02RrUQUO06BrppdIJEa6TwlIIpI8FLwWkSYpDYR5Z/5mnvh+LWt2lgFgGDB5QEduP85iYOc0MnQy1OZEolFKK8M8NHULb8zbTGk8AJbqdnD2IT24/XiLNK8TZwNZ2WWBMFNX7eTeL1eyeHNx9e2jemVx3ZH9yUnzcPZD0/jTmSMY3i2Duz/18/myHUSidjpot0wvF03ozXljenHtc3PYmF/OReP7cMOPBpDqcWAYxv59E0TagT3KhlQFr826Fmx012qzq+a1yoaISNtWFgjzyuyNPD1tHRvyywEwDThicA53nGDRq0OKzjdFGlBaGaK4Msw/Pl7ORz9sIxiJAtAx1c2U8b254cgBpHkVDhKR5KC54yKSsNJAmN+/vZjfvr24OnANEIvB1FV5nPfIdL5dkUuRsvranKKKMKfc9z3PTF9fHbgGKAtGeG7GBk6+5zsKy0PEYrvXHYi3C4R59Ls1XPvc3FqBa4AFGwu54fl5zFqbz1s3TiYnzcNp93/PJ0u2VweuAbYWVfLvT1dw26sLeOTSMfhcDh74ehXnPTKtVp9EpH6luy/Y2GDN693LhijzWkTavrJAmNteXcCf3l9aHbgGiMbga38uZz4wlbkbCiiqCLZiL0XaropghO3FAU6851veWbClOnANkFcW5IGvVjHlsemUqIyYiCQJBa9FJCHBcITPl27nrfmb620Ticb42asLiNYTAJXWUVIZ4paX57OpoKLeNluKKvnpS/PrDSKvzi3lns9XNvg8D329mi6ZPn7y4jwqQ9F6201bncfLszZy5WH9AFi2tYQ/vb9UAWyRBJRVB6/rKBuyu90yr1PdqnktIm1bRTDMG/M28cmS7fW2CUVi3PD8XEzN2BKpUzQW46pnZje4QPPizcX87cPlFJZrEEhE2j4Fr0UkIYFwlMe+W9Nou1AkxjPT1lGq4EibUR6M8P2qnY22m746j5I6ygmUVIZ44KvVjd7/7DE9+XjxVgrLG//bvzhrA2eO6lFdt/fdBVvsFH4RaVBVzWufe7cFGxssG2LXvE6prnmtgSIRaZuiMXh66rpG21WGorw6ZyPlGvgW2cOiTUWszytvtN1b8zfjcigkJCJtn76pRCQh0Rgs2VLceEPg0yXbCUYUiGwrPl68LeG48Ac/bN3jNo/TwZfL68+AqjKuTwc+bSBTqqbckgDr88oY2DkNsAdHZq8rSKyTIgewsuoFG6uC13Zgus6yIWbtsiGpHmVei0jbVlIZqlWariEfL95GRXxxaBGxFVeEeH/RloTaVoQizFmXv597JCKy7xS8FpGEBMKJXxxUhiKYmsnZZjSlHEdZHW1Nw86ob4zHZTbpIrIyFMXrdFT/Xh7UBahIY3Yt2FhV8zo+3bfOsiFVwWu7za7MawWvRaRtqmig7NjuKkNRVDlEpLZINNqk83ENAIlIMlDwWkQSkuF1VZd4aEzv7BTVvW5DrC7p+9Q2GInSPdPb6H1zSwL0yU5J+Ll6Z6eQWxqo/r1vp8TvK3KgqrVgYzQCkRAYJpiOPRtXBa8jdna21+XAMOyFWsORxANEIiItJSfdgzPBDIje2SmAotciNfncTvp1TE24fd9OibcVEWktCl6LSEIqQxFOG9k9obZXHNqX7FTPfu6RJOrQgR3JSqkjK3M3GT4nR1o5e9zuMA0umdSn0fu/NX8zl0/um1CfJg/oyM7SQHU9vv6dUunbhBNtkQNVreB1pEa967rSD6vKhsSzs03DqM6+rqu+vYhIawuFoxw/vEtCba86rB/ZqXWUTBI5gHldDi6e2BtHAoNAg7uk0TPL1wK9EhHZNwpei0hCslLc/OzYwaTFa6bW56AemYzvl91CvZLEGNx6zKBGW9189KA685c8TgeXTuxD5/SGByS2FlXSJcPLccMavuh0mga3HDOI52asr77tVycNwe3UIUmkMWU1g9dVizXWVTKk5u3hXTMcUt2qey0ibVeHVDc/P97C08g5wfh+2QzpmvjMMpEDiWkYXDCuV6PtfnHiEJxasFFEkoC+qUQkYRleJy9dM4EO9WTxju6VxfNXjyfF3XCAW1qWz+3gvLG9+Nlxg+qsRW4YcPMxg7hwfG989fztfC4Hb944mZ4d6s7O6N8pleeunsBj363hL2eO4Jihnet9nHsvHM2OkgBvL9iM0zT4xzkHcejATlrtXCQB1ZnX7hqZ100IXu+qe63MaxFpmzqleXju6glkeOs+J5nYP5snLh9bvQitiNSWleLmtycP5ZxDetS53eUw+Oe5BzO+b/auBaBFRNowHfFFJGFpXhf9OqUy9VdH89EP23h34RZKA2G6Z3q5fHJfhnbL0IVEG5XqcXL1Yf25cFwvnp62jrnrC4kBY3p34KrD+uFzOxr82zkdJl0zvXz2syOYvjqPF2dtIL8sRE66mwvH9+bgnlk8PXUtizcXs2J7CfdcMJotRRU89u0a1uwsw+syOWF4V04b2Z2pq3by0qz13HGCxcUT+uA0DX1uRBJUFbz2uhxQVhW8rmfavBm/vVbwWpnXItK2ZfhcDO2azoxfH8O7C7fwwQ9bKQ9G6NUhhasO68uAnDSdN4g0ItXj5A+nDefmYwbx2Ldr8G8vwWmaHD6oExdP7AOxGBm+xssKioi0BUl31LcsaxIwEsgEdgIz/X7/4tbtlciBI81rn+ScNrIbRw7OAcOemqaag21fmsfJ9k3rufSQHK47cgCxGHicZr3Z1rtzmiZOt8lRQzoztm820VgM0zDI8LkoqQxx1WH9MAyDdI8T0zQY7E3nj6cPJxRfGC7V4yQUiXLYwE4cPrATXrcDj1PZHiKJCkeiVIaiGIa97xK2F2LEUc8+XL1gY42yIR57nyuqUPBaRNqu9HhQ7czRPTh2WBcM7JliWlNFJHEZPhcZPhd3nGARisYA8DkdpNYzq0FEpK1Kmm8ty7KOBR4C+sdvqpr8HrMsaw5wrd/vX9gqnRM5ALmdDnI3rQBg6NChrdwbSVQwGCSYl0u3zp32+jGMeMC6pnRv3Zkbu2dGuRwmKRrnENkrZYEIYJffMQwDwvZCjNULM+6uumxIsPqm6sxrBa9FJAl4XQ6VNRDZR5k6+RaRJJcUwWvLsiYD72PX6H4BmAVsA7KAycBFwJeWZU32+/3+1uqniIiIyP5SErADzr6qQE4kHpSur2xIdfC6svqmqgElZV6LiIiIiEgySIrgNXAnEAaO8vv9s3fb9rhlWY8DXwB/Ai5o6c6JiIiI7G9VmdfVWYhV5UDMek7nqjKyI7syr1PdKhsiIiIiIiLJw2ztDiRoHPBaHYFrAPx+/zTgdeDoFu2ViIiISAspjWdep8QD0NULMToaKxuyq+Z1mjKvRUREREQkiSRL8DoIlDTSppjkeT0iIiIiTVK6e+Z1OMGyIbUWbFTwWkREREREkkeyBHtfAi62LKtvXRsty+oKnA281pKdEhEREWkppZVhAHy7Z143umBjzeC1yoaIiIiIiEjySJaa148BhwLzLcu6F/gW2Az4sEuK3AF4gKmWZZ1e845+v//dFu6riIiISLMrC8SD17vXvHbUV/M6npEdDgAxwCDVbbctVvBaRERERESSQLIErxdRddUFv4//vyYj/vPp3W6LAY793TkRERGR/a2k3uB1PWVDTBNMB0QjEAmBw02KyoaIiIiIiEgSSZbg9Z/YM2AtIiIicsCoyrzes+Z1A6dzpisevA6Cw02qW2VDREREREQkeSRF8Nrv9/+xtfsgIiIi0ppKqzOv40uWNFbzGuy61+FKO3gNpMUzr4srw8RiMQzDqP++IiIiIiIirSxZFmysk2VZDVytiYiIiLQfJdULNsZzDxorGwJgxtvGA91Oh4nHaRKJxigLRvZXV0VERERERJpFm868tizrYOAs4EW/37+yxu3XAb8CeluWlQc8Bfyf3+8PtE5PRURERPav6gUb3VVlQxLJvHbXbgukepwEwkGKKkLVmdgiIiIiIiJtUZvNvLYs6zfAfOD/gBE1br8ZeBDoA6wA8oA7gE8sy9LcVxEREWmXSvdYsDGBmteOeGA7UiN4XVX3ulx1r0VEREREpG1rk8Fry7IOA/4CbAKuB76N394R+Gu82R/8fv9Qv98/FPgpcARwTSt0V0RERGS/K62sL/M6kbIhweqbUuPZ1lq0UURERERE2ro2GbwGbgTKgIl+v/8xv9+fF7/9bCAV2AzcVdXY7/c/ACwALmnhfoqIiIi0iD0yr6uC1w1mXscD2xEFr0VEREREJPm01UKHhwHv+v3+rbvdfiIQi2/bfZWhb1HwWkRERNqpPcuGVAWvG6h5XZ15XVl9U1XZkGIFr0VERERE9oplWacD1wLjgUwgH5gFPOH3+99txX49DVwOjPb7/Qta4fn/B9wCHOX3+79ujsdsq8HrzsD6Om4/Iv7z8zq2lWFnZTcLy7LuBm6nGd9skfZm0KBBGIZKzScbp7OtfvWLSENK91iwsarmdQNlQ6prXu+ZeV1YEazrHiIiIiIi0gDLsu4DbgLWAe8AO4EewCnA6ZZlPeb3+69tpe69He/XtlZ6/mbXViMYpUBWzRssyxoJdAQiwNd13Kcv9uKN+8yyrPHArc3xWCLtUWllCNM0WJNbRklliO5ZPjqkuvE6DdwKjLZp2V26k5aawpbCCtK9TlZtL8HjctA9y4vL4WD1jhKCkSh9OqbidpiUVIbYUhSgR5aXdK+LskCYjQUVdEpzk51qB8wcpkF+WZAdxQEyfE56ZafgMg0qw1EqghE25JfjdpoM7JxGKBxlY34Z4WiMQZ3ToLKY1BQfxKLgSW/ld0ekbat3wUYzgbIh4V0LNqZVBa+1YKOIJKCoIojLYbJiWwmV4Sj9OqXidZqke52Y5v6rQllSEcThMFm1o5SyQJje2Smke12kuk0cDsd+e16RtsbtdtMpMwWCZZC7wp55ld0PnD7wZhAMRwiGo5imwdqdZZRWhuma6SXT56KgPIjDNMnyufC5HbgcbbVyrEjysCzrR9iB6zeAKX6/P1xjWybwFXCNZVkf+P3+d1q6f36//23sAHa70VajTAuxS4fUdH7851S/319Yc4NlWRnAScD0fX1iy7LcwJOAzohE6lAWCPPUtHU8O309uSW7giEjemRw23GDGdsnmwxfA1PYpVWEIlEKy0N8tqKAoywX//lsBe8v2sqkAR35xzkH85/PVvLmvM3VwTHDgMkDOnL7cRZrdpZywaPTGdUzi5uPGUQ0FuPSJ2bSp2MKNx8ziP6d0pjy2HSKK8I4TIMHLzqETuke/vnxcmauza/uQ4bPyXljenHtEf259eUFLNhYyJmjuvGrY/uQvvw1zBFngzez4fq9IgeoQPzC1GEYuBzxGS8JlQ2Jb6uxYGOatyrzWsFrEWlYSWWIe75YyetzNlFcWX1tzqT+Hfn1yUPo2zF1v5z3lQXCPPrdWl6cuYG8sl3fX6N7ZXHHiRYjumeQ4Wtg1olIO9K3eyfMb/4O85+HQPGuDQdNofy0+4nGDJ6bsZ6np61je/Gu67Nh3TK48agBdE73csdrC7nxqIGM7pWlazWRfXdq/Of9NQPXAH6/v8iyrF8Bn2Cv29fiwev2qK0Ouz0LjLAs627LsnpblnUK9qhGDHi0ZkPLslzYweZM4NVmeO7fAoOouzSJyAGtLBDmlpfn8+9PV9QKXAMs3lzMVU/P4b1FWyjSVPQ2JRaLkVca4A/vLuZHVmfOe3g6b8zbTN+OqfzjnIO5/MlZPDt9fXXg2r4PTF2Vx4WPzaB7po9bjxnE/I2FXP3MbArKg/zlzBGs2F7KTS/O54vl23nwojEA/PLEIWDABY9MrxW4BiiuCPPE92u59tk5/G/KKLpkeHhp9iZOf3Q+xda58O5NUFH7PiJiKwvYS3343I5d5ZqqAtJmAxehVYNBkboyr/VdLSL1K60MceFjM3jy+3W1AtcA09fkcc5D01i0qZCSZh4IKwuEuebZOdz35apagWuA+RsLueTxmXzlz6VI32FyIAiU4HjmVIwZD9YOXANFJ/6PaNTgjtcW8o+P/bUC1wBLtxZz04vzWbCxkOuOHMAVT83io8Vbda0msu+qTr4Pqmf7d9gJuP8FsCzrj5ZlxSzLOnP3hpZlrbMsq7DG71fE255nWdYnlmVVWpa13rKsd+O3n1DHY0yMb3sw/vvT8d9HWZbV2bKskGVZdSb7Wpb1sWVZYcuyutW47WjLsj6zLKvIsqwyy7KmW5Z1bj33v8qyrIWWZZVblrXSsqzr6nlP9kmbDF77/f5nsEcnbgPWAu8C6cB7fr//xap2lmU9gF3H5Wzg+/j99pplWQcDvwb+BizZl8cSaW8CoTDvLdzC58t2NNju928vJhiOtVCvJBGlgTA3v7yAyyb15Q/vLmFLkb1w27VH9uf+L1exfFtJvfcNhKPc8vJ8Lp7Yh1S3g2gMfvPmYg4flEPPDj4A/v3pCjqkuviRlcM5h/Tg9lcXEo7W/xlYuKmIJ79fy1WH9QNgfV45v/9wLSWHXAdv3wCVRc346kXah9J44MjrqnHqVrUIY0OZ11VlQ+oMXivzWkTqVlxhZ1wv3lxcb5tQJMaNL8zD4Wi+9U/KAiFenLmBaavrrwYZjcEdry0CLbsi7V2wDL66C7Yt2nPbpJ/icDr5fNl2PlrccFnbv320jN7ZKQzvnsFv3lpMOKJrNZF99Fn8592WZd1nWdYky7Kqqzf4/f4Kv9//2j4ulngfkAPcC8wG/hK//fw62k6J/3x+9w1+v39HvL8TLMvqXXObZVmdgGOAL/1+/9b4bT/GTuY9GHgFeAR7XcLXLMv6zW73/zPwBHYy8RPAAuAB4IKmvdTGtcngddw5wFXAm8B7wE/jt9V0ItAJeAo4eV+eLP5BewJYCdy1L48l0h6FIvDE92sbbReNwRPfr6G4UiP6bUVheYi80iA9snx8tdwefMhKcXHk4BzenLep0fsXlIf4xp/LWaN7ABCMRHl1zkYuGr/r2Pfc9PXccswgPvhha60M7vq8OmcjpxzUjdT4wnMfL9lGtNso2LlyV0BORKrtWqwxnkkdDdu14g0TzAYqnVVlXtcoG5LutYPdBQpei0g9nA6DV+ZsbLRdcWWYDxZtJRCONNMzGzwzfV2jrYKRKM/PWE9Zpb7HpJ2bv0csCoDiibcTicJj361p9CFiMXh+xnoumdiHSDTGU1PXUaJ9R2Sv+f3+94GHADd2lYhpQL5lWR9YlnWrZVk9m+FpQsBhfr//F36//1y/3z8LWAGcFa9AAYBlWSZwHrDW7/dPq+exnsce8t098H0udjnpF+KP1RO4H1gODPP7/df6/f7bgBHx1/hny7JGxNsOAn6FHbAe5ff7f+r3+88DzgS67OuL312bLSzq9/ujwNPxf/U5Gdjm9/ubI03v58Ah2B+OoGVZzfCQtoqKCpYtW9Zsj9fWVVRUABxQrxna9+vu1asXYdPNyh2lCbX/2p/LtUcMaJfvBcDQoUMb3N6W9vkOHTrw2apyRvXK5LuVO6lKiB7aNYMlm4soCyZ2sfnNilwOH9SJ52duqP79tuMG19p+xwkWD3y1KqHHKygPsTq3jAGd01i0qYhQJMacNbkc020kkRWfs73rURQVHVgZ2O35O6Q9aGi/b4l9fsl2+/NhRkNs2LAeI1RBLyBmOtmxfTsAoZB9Ibo9/jtASlkl6UBJwU4KNqwHoKjCDoTvLC7T560N0L7fNrX2Pt+Q/f2ZGTBgAKt2lFNc0fhgNMDny7Zz9JAc1mxcsU/P27NnT4ojTjYVVCTU/svluUwZ15sNDbwP2r+a5kB+v9raPu/z+ejl2IkjUPfsh4jTXiB9yZb6Z0fU9M2KXC4Y1wuAr/w7uOrQvu3i73wgf2YbovelbjXfl8au6Rvj9/tvtCzrA+zg9TFABnaM8mTgX5Zl3Q38Nh7b3Bsf+f3+8t1uewG4Ezge+CB+2+FAd+CvDTzW20Apdkb03TVuvwCowE4aBrgE8AD/5/f7q6dA+f3+Csuy/oCdwX05cAd2wNwJ/LXmuoR+v/99y7I+wU42bjZtNnidCL/f72+Ox7EsazDwR+BBv9+/z4s+irQ3DoeDinDi37mhSBRTUznbBMMwqAxFcTlMgpFdf0OXw6j1e2OCkWit1clDdfzuMA2CTfyc1HyMYDgGDhdGpHJXTV8RAaA8ZI88eZz2PmNE7UB1zGz4VK5quxHdlXmdGi89UhzY23NpEWnvmnI8D4ZjxJqhhodpmoSa8L0UikTR6YK0V4ZhQDhQ73anYRBuyrl8OIo7fg5h7zvaeUT2ld/v/wD4wLKsNOAI7CD26cBA7KxkE/jlXj58XdPen8cOXl/AruB1vSVDavSz3LKst4BLLcvq7/f718RrXB8BvOb3+6vqiI6J/zymKsO6hrT4z1HxnyPjP+fU8ZTTOFCD1/FU+CuBi7HfpDQgH/uNetLv97+1l49rYJcL2YFd77rZ+Xy+fR7VSSZVo3sH0muGA+B1hyKkuh0JZer2z0kjFou13/eiEW1tnx9eZDJrbT4nH1S9BgNbiyrp3ymtgXvV1r9TKtuKK2v8nsb2mr/npFFcGaZ/ThrfrtzZ6OOZBvTpmFLrMQbkpMAPWzG7jKBbt25069atgUdof9r9d0g71hL7/MrgFmAb2Rmp9O7dB0rt+pam00OXLvbMvKqM66rfAYhshQ2Q5nWR1rsPYC/i6jB2EAjH6DdwMF5XA2VHZL/Tvp98Wvs43xKfmb6dUjEMu9xAYwZ0TsXjMJunP84wHqdJIIHgef9OaRg0/D5o/2oavV91a7V9vtRb76ZQJEKK102mz0VRAoumDshJZVt83Zv+OWnEaB9/Z31m66b3pW77633x+/2lwIfAh5Zl/Ry4GngU+KllWXfu5cPuMQ0pHnSeDpxhWZYHiGCXV57n9/uXN/J4zwOXYge+/4ZdQsQkXjIkLiv+8/oGHic7/rND/GddC2jlN9KXJmvLNa+rWZaVCnyN/cc/EjvdfSV2OvspwOuWZT0fD0Q31U+Aw4Ab4h84EalDMByprnncmKsO7UeHVM9+7pEkalzfDizfVsKgLmn0zk4BYOWOUsqCYcb3y27k3nagecq43rwxd1d97Asn9OL1mr+P7817CzZz4fjedT3EHo4YnMOmgorqqcFWl3R6pJlQtBm67j7IKyJVCzb6qgLNVdlYDS3WWHN7ZFfmtWEYpHnt/IVELnhF5MDjNA0OG9gpobZXH9qPdF8j30UJCkWinDQiscHrHx+u801p55w+6HdEnZuyt0+lpDLEeWMSK6174YTe1efuVx/Wj+z/Z++uw9y4roePf2dGrEWvd71rZpk5jiHMzNwwJ6W0Kf+alN62KVPSpuGkgYaZoXESO2aKSWZa4zKIZ+b9Y6RFrVZra8H2+TxPqnrmauZKq6EzZ871OjLWTSGOJD6fL8fn823w+XxvJZvv9/tNv9//CFaJDTfQH0jcCk4Wg/V0sAtPY5UoOQM4CWtQx2dSvsPyMbCbxrrXlwPlwHtN2iRiosP8fr/Sxn+J7OzK+GtuknWlnyWXpkMieA3cgxVgfhbo5/f7B/n9/nF+v78XMAZ4F7gS+O4BLPuS+OvbPp/PTPwHfDs+/X/xaYMP7iMIcWjLdTu465SR5HtSX5wcPaQXE/sn23+J7qIqCj84w8ezC7bz/dMb6/k/OW8rd586EruW+r7fVdMHsqMy0FDz/ERfEb2znHy2YT8A4/vlMntYAff/bxPBSKzdmxxOm8pdp4zkiXlb4/2De08fhGvRA3D6r9sPxglxBKoLW0HmDgevVXvz9nFZTit4XRmQwXWFEK3leRz85KzRDaWK2nLp1P54nJl7mDfP4+D7Z/jIbmeZJ/qKGNy7o9f7QhxiXDlw+m9ASxJofvkWsl027jxxGL2zUgeipwzMY/KAfN75ajezhhUwpiSnkzosxOHP7/fXYAVsT/H5fKkGJjQBA9gDJE64vU0b+Hy+PKCgg114Hmswx/Ow6k4bwHNp9FsH/gtM8vl8s4AZWCVDmmayrIy/Tmv5fp/PN8Ln8/3R5/OdG5+0JP46O8nqWr3/YB0qwesrscqDXOv3+/c0nRFPjb8QWE3q1Pa2PIFVM6blfwvi85+M/7vqAJYtxGHF5VB5+Y5Z9M93J51/wshCHrluWkYvYsTBc9k1Th9bTEmui15eB7+9aDwuu8rLS0sprQryr6unkuNu/TdTFCtwffsJw/j+iysAOH1sMfddPJ5vPrsM04TpQ3rx8LXT+O4LKwhGdb79/HK+f7qPi6ckD2Dne+w8ct00VpdW896qPXgcGv+6bDSTbFvRSsbD0BOTn6ALcYSrC1slm9yOePA6kUmtdjzzGhqD11UBybwWQiTXL8/NUzdOJy9J4oKiWIHrn583ltwMZV0n5Lo0nr9tJkXZybOqTx9bzP1XTSbLKTe7xRGg1zD0r70C7vzm04MVuBY9iFNTeeXO2Q1PV7Y0a1gB/7p6Kt/+7zJmD+/NQ9dMwyvXakIcrPuxKkG8FK8d3YzP5zsPOBV4NR7sTpT0OKdF05/QwbhsfCDF97AGhjwX+MTv9+9O8+2Jutj/BBRa18l+GqsUya99Pl9xYqLP57MB/wDupjHY/jwQAu5p0fZY4PyOfKZ0HCp7rSLgeb/fn7Tqmt/vj/p8vg+wSoB0iN/vfyLZ9PgdkKOBJ/x+/6cdXa4Qh6Mspx0tFz74znEs2FzBq8tKqY/EKMl1c8OswRTlOMl2yYVET+R12jh/Uj9iukGOy868H53MWyt28cGavZw7oYTPf3AS/1u3lw/W7CWqm4wsyuKamYOoqI/y9483cPq4Yq6bORiAf366kYkDcrnv4vEMLvBSFYgwsJeHk0cXkeOys7cmxM/OHcv3Tx/F43O3sGl/HU6bxlnjizlmRCGfrNvLFxvLuO98H+dOLEGp3Ian91TrStjhTf1BhDhCJcqGuFpmXqcbvI6Fmk1OlA2pksxrIUQbctx2RpfkMO9HJ/HB6r18uGYv4ZjOsMIsbpg9BLdD65QgWJbLwaBeCp9+/wS+2FDGWyt3E4jEGJDv4YbZg8nzOCT4Jo4cDg9V3qHk37UKdf37sPYN64Z04SgYfylemw5eO+9++1iWbq/k5SWl1IajlOS4uGL6QHLddt5cXsp9F42nd7az4fgvhDgovwHGY1Vy2Ojz+d4H1gN2rDjibKyA9R3x9m8Du4DL4rHG5cAsYBzwFZBe7c1GT2MFrsEaGDItfr9/qc/nW4s1juBWrIEVm87f4PP5fgD8CVjt8/lexyoPciYwGngrvm78fv+2eH3v+4Fl8QEhc7CywbcDwzr4mVI6VPZcK4Ep7bQZTuPdDCFEJ3E7rEDIiaOKmDggF9M0sWsqOW7Jlu3pvE4bGzZsoHdOLg7Nw4VT+nHuxL4omLiUGOeMKeDEkb0xFQWnYuCyQZbDyU/PHoOJiV1VieoGd5/qw8REwSo3MrDAyz3njCaqm2iq0nBBmeO2851TRxKJGSgKeB02oobByaP6cMqoQtyqjs3UoXiElAoRoh0NZUNaZl63W/M6vm+OSea1EKLjcuJZ1WdPKOG4kb0xTav8V1YnJyt448s/ZXQR0wbnY5pg1xQ53xRHpH0VNZRV1eEbewGMOBUwQXOC3RrQ0RuP6hw9pBdj++Y0bKcA4ZjBZUcNkG1HiAzy+/0x4FKfz3chcDUwHSvAG8Ean+/HwN/8fn8w3j7i8/lOAH4HnAzMBD7DCnL/ho4Hr98AagAH8EoH3/s08Gvg2WQJwn6//88+n28dVpb1xYAGbIr/+4H4Z0+0fcDn85Vifd7rgTLgXqzv4c8d7FdKh0rw+nvABz6f7w/AL5oOrOjz+TTgO1g/lIynpgsh2rZ3+2ZARjE+lMRiMaoqyinpU5R0fm6LJ3Sz0rw2dTtsJCsm47JrjZmigFPVcNq0JC2FEKnUhVsM2Jhu2RDV1rx9XGPNawleCyHaZ9dUenXD4Iiq2j3rFaKnMQwDVM2qg90Gh02jV4vz7IyPmiaEaOD3+18FXk2z7QbgoiSzLmjR7gms8saplhUi+UCJifnXYwWTk837DVbAPNXy3wHeSdWmSdvXgNeSzPpLOu9PV48MXvt8vqVJJgexBmS82efzfQXsBfKASUAvYBtwC81Hyjxgfr//LuCuTCxLCCGEEOJg1MbLhngSmdeJMiBaO6dyDTWvWwzYKGVDhBBCCCGEEIeAHhm8xgpItyUXOCbJ9MHAoM7ojBBCCCFEd0pkXnsc8VO3WJplQxKZ2S3KhmTHg9cV9RK8FkIIIYQQQvRcPTJ47ff7OzTaphBCCCHE4SyRee1uOWCj1k4NyzYGbMyN15Mtl+C1EEIIIYQQogeTILEQQgghRA9Xlwhed3TARlUDRQXTAKNhfJWGQdgkeC2EEEIIIYToyXpk5rXP5/sWMN/v9y9s8u+0+P3+v3dax4QQQgghukFj2ZBE8DqeSd3egI1gZWfHQtZ/Dmvoppx45nVFfTjVO4UQQgghhBCiW/XI4DXwV+DnwMIm/zYBpZ33mYAEr4UQQghx2DAMsyF47bIlyoakmXkNoMZP9/TGLOscd7zmdZ1kXgshhBBCCCF6rp4avL4BWN7i30IIIYQQR5y6SDxwbVdR1fh9/ETN67QyrxN1rxuzrN12DU1VqI/ohKI6rkQtbSGEEEIIIYToQXpk8Nrv9z+Z6t8APp/PBfQH9vj9/rqu6psQQgghRFeqazlYIzSpeZ3GqVxiUMcmwWtFUch126moj1BeH6Ffnrvt9+9aDm98E466CaZe37HOCyGEEEIIIcRB6NEDNvp8vnN9Pt/jPp9vQovpvwXKAD9Q6fP5nvf5fAXd0kkhhBBCiE7UWO+6SaC6IfPa0f4CEpnXevP61tmuNEuHvHUX7FkJb34byjel02UhhBBCCCGEyIgeG7z2+XwPAq8B1wIjmkz/DfBDwA18CHwEXAzM8fl8zq7vqRBCCCFE56kNRQFwO5pmXscD0enUvG4oG9I8SJ0bH7SxLNWgjbV7YNeyxn9v/l/76xNCCCGEEEKIDOmRwWufz3cucCtW3eszgLfj0/sB38MamPEWv99/ht/vPxO4CBgDfKtbOiyEEEII0Ulqk5UN6dCAjYnM6+bB62y3NT1l5vXOxc3/veXz9tcnhBBCCCGEEBnSI4PXwE1AOXCC3+//0O/3h+LTL8Gq073R7/c/lmjs9/vfAOYCl3Z5T4UQQgghOlFj2ZCDzbwONZuckygbUp8ieF0aD173n2697l3V/vqEEEIIIYQQIkN6avB6OvC23++vbTH9VKys6zeSvGcBTcqLCCGEEEIcDpIO2NhQ8/rAy4bkuNMoG1K2wXodNBtQoHIr6NE0ei2EEEIIIYQQBy+NIeq7RS+gtOkEn8+nAsfE//lxkvdEgTRGLRJCCCGEOHQ0lA1xJAled6RsSKvM6zTKhlRssV7zB4G3EOr3QeU26D08rb4LIYQQQgghDn0+n88GfBO4BRgC7AYeB+7z+/2dmt3SUzOvq4HeLaZNB3KwgtSfJXnPSKCsk/slhBBCCNGlapOWDYkHnDuSed2i5nVuPPN6f10bmdemaWVaA2QXQ24/6/+Xb0in20IIIYQQQojDxwPAn7HKPP8NK+n4l8Bznb3inhq8XgScEs+2Trgq/vqx3+8PNG3s8/mKgdOBhV3UP5FC//796du3b3d3o8tlZ2fj9Xq7uxtdauTIkfh8vu7uhhBCHNYay4Y0eWAuEYjW0niIrmHAxuZB6jyPNX1fTRvB67p9EK0HZzY4siCr2JpetSPtvgshMq+wsJCioqLu7oYQQgghMmNyTTD6TCASq47qRiQQiVVXB6NPA5O7u2MJPp9vFnAr8BJwnN/v/xFwHPAUcLHP5zunM9ffU8uGPAS8Bjzn8/keAMZjfUkmcH/Thj6frxB4AXADT3dtN0WCEQujxMJQvYOssvVg92A6Z2IaOqonv7u713liYTB02LeGkupScOdDpAAUBeye7u5dp6kORrCrKou3VVIbitI/38PwoiwUxcTjSCMLUHSrgoICqgIRYobJsu2VgIKvOBuHpqIoJqqiYJrgcdhwO1Q0VSUYiWECZbVhenkdlNdHyPc4WLenlvL6MAVeB+P65aKi4GqaHZqG2lCUSMxg+Y4qTBPG9M0h22Ujy2lDURQI11nbVN0+8BRYA8hF6iF3APQeYWWVakmqRulRK1hXsRUqt4DD2zjoHECgHPauBlWD/keBagNXzsF8tUJ0irqw9RRe87Ih8RIgyX77LTXUvG4epM73WO/dV9tG8Lo6HqT2xoNk3vhDcTU721+nECLzgpVgmhSULQQjCsp467joyLKOZZ2kMhBBUxUWbakgHDUY3ieLklwXDpuK09Z5660KhLFrGou2VlAfjjGowMvg3l5siolLzjfFkSxUg4EKmCjBCuoMJ7jzWLKjmlDUYFhhFsVdsI0eboxIAAUT9q21zoFcuTDgaEw9hurO7e7uicOTrTYUfSQQ0S/+95xNnleXlaqVgSj5Hrv9wsn9rrzt+GHnexzay9ku+81ArJv7+vX46y/8fr8J4Pf7TZ/P92PgGuBm4K3OWnmPDF77/f434kHrrwOXxCcrwD/9fv+7iXY+n+8N4BTABbzo9/tf7/LOCsxQNcqOhSgf3gv71jTOsLlQxl2EecZ9YM9C0Q6zA2ekHpY9DV/8BWp30/Dp3Pkw/TaY/S0rWHaYqQ/H+OtHG3hx8U7qwo37zwG93Hz75BGcPraYbJdcUPRUhcV9iakOvvvCCj7178MwG+dNH9KLn5w5iu0VAfrkuKgORsnzOBhdnM0LS7Zzxti+fLhmLyeP7sN7q/fw2BdbmgW9enkdXD9rMDcfMwSPs/3DSzRmUF4f4SevfpW0L3++dCL9vDrKokdh4hWw4EFY/gyEm4zlmz8YTvwJ+M4GZ1bj9HAdbJkDH/2sccA5sG4qTbjces8b37TagHXR7zsLzv4LuPPSqyMsRBdJ1LxuKBtixKwbp4qaXsAqEeBuEbzOddtRFCivDxPVDexaiwfyanZZr4mgtad38+lCiK4RC0OoBt7+LvjfQTGaXL/2mwpn/h56j8z4DdhoVCcQM/jlm2t456vdhGNGw7zRJdn85KzRTOyf1zD4aybVhqL84f31vLK0lGBUb5g+tLeXu0/zceyI3p2yXiF6tGgIakrRbR6UsvWw4QNqZn6fn72/lXe+WkZEb9xGx5Tk8H9nj2Zcv9yGMmGibWaoBmXtGyhzfg9V2xpnOHNg8jWYJ/4Epem1hhAZUBuKPrJse9Ultzy12Nv0GFsZiPLY3K3qMwu2Zz1y3bRLJg3II9tlv777egpYWdZlfr9/VdOJfr9/l8/nWw8c35kr76llQ/D7/d8ETsSqp/IP4Fy/3/+NFs1GA7XAz2gsKyK6kBGshvXvozx7afPANVhZYcufRXnsdOux48NJuA4+/hW8+wOo3d18XrAS5twHr95uBbgPI/XhGDc9uYjH525tFrgG2FER5HsvruSpL7dRHUwx+JfoVhHFwVl//4JP1jUPFgMs3FLBFQ/PpzjXzQdr9uC0qczduJ8vN5dx3sT+/OH9dcwa3puHPtvMfe+ua5WtWVEf4c8frucHL6+kPtz+jeGy+jBn/f3zpH3ZVRUkzxZBeeE6mHAZvHyTFbxuGrgGqx7vK7fCokca54Xr4KsX4b9XNQ9cA0QDsORxePYyuOjfkDfImm7osPZN+PexEKxqt+9CdKXE/tZtjweqO5J1DW1mXmuqQq7LjmlCWbK614njm7uX9eotsF4leC1E1wrVwEPHwdo3rJtXTZUugcfPgN0rIJzZ885gzOCif87l1WWlzQLXAGt313LdYwv5fMP+jJ/31YVjXP3IAp5ZsL1Z4Bpgc1k9X392Ka8tK6UqIOeb4siRl5MNVduIheph50LUj+6hbub3uODh5by2vLRZ4Bpgze4arnl0AV9uKqNatpWUzGA1zP8Xyutfbx64BgjXoMx/AOW/V2GG67qng+JwNSUQ0S9uGbhuKhwzuPnJxd5ARL+Ybiwh4vP5nEB/YFMbTbYCefHKGJ2ixwavAfx+/xy/3/99v99/l9/vfztJkyl+v7+P3+//ld/v15PMF51MURSUN75pDerUln1r4dPfYIRquq5jna1iMyz4V+o2a9+ATf8DI/mO6FATCEd5YfEO5m+uSNnuD+/7qQ/L5tgTVQUifP+lFVTUt30CG4oafO/FFdx0zFB++PJXXD1jMHM3lrNmdzX1EZ3yugjPLtyecj1vrdzNwi0VmCn2C7WhKHe/0HZfbpnZD+eSf0O/KbD6Fdj6ReoP99HPrIt7sGoBv3N36va7lsGiR2H6LS06thve+nbjsoToAWoSNa8TmdcN9a7TzKRqY8BGgHyvFQDfm6zudSJI7YkHrT3x89FqKRsiRJcJVFoZ16luGulRePlG6znVDKkKRPj9e+vYtL/tgLhhwvdeXImmZu6Ssi4U4bEvtrBiZ3XKdr94aw1GqusPIQ4zhXlZ8MG9aL2Hor12O/Uz7ua+j7ezpSz1Nnr3CyuwtXyySjQXqkT59Dep22yZAyv+ixENdU2fxGGvJhi9+99zNnnaClwnhGMGD3222VMTjH63i7qWTDyThao25icO2p1WX+eQ3ov5/f7a9luJzmJEglbZjFj7O3Bl+bMonViLr0uFauCLP6fXdt7fIHJ43KE1UXhi3ta02j78+Wa5w98DBaM6czeWt9tue0WA9XtrmTggj/mby7lm5iAenLOZq48eyH/mb01rXQ/O2dQqO7+p+rDOvE3J++K0qVw8pQT7sidg6nVWkDkd8/5uZV8vfNjKpG7P0qesEiI2Z/Pp699rndkmRDeqDVk1r72OeDmeRAa1mmb1t4bM69bH6/yGQRuTHMsTmdcNwev4a+2e1DethRAZZELSHJ4W6vbB5k8zljRh11ReXVbabrtgVOfVpTsJRzOTuKCqKk/P39ZuO90wrScB4/tHIQ5nXq8XpXobxrQb0Fc8D3YXDDuR15bvbve99RGd15fvIpShbfRwYwSrYe7f02qrLHywedkmIQ6CTVPOeXVZaVox2VeXlao2TTmvs/uUQiJjpo2BchqmuzqrA4d08Fp0s2g9yuZP0msbqoaKLZ3bn66iqLDls/Ta7lhonVwcBsIxg23lgbTazttY3qoMhOh+X2woS7vtl5vKGdM3hy83lTMg38OCzY3/TseCLRW47G3fsJq7qe2+lOS6MOrLG7NEKzan1+ktc6ygXrr7pbq9UL8Pcvs3n27o1rYrRA9RE2yReZ0IXqdbNkRNXvMaIC8+aOPeZIM2NgSv48kWdhfYXNZAqGF5OkGILrF9fno3ZAE2fJCxUn0b99VRH0lvvZ9vKEt5w7ojKusjbQ8i28LcjeWtypkIcThyuVyoG97HyB+GbdNH0NvHpt0VBNLcRj/bsD+tkn5HIgUDZWua1/ZlGyTBRWSMXVPdlYH0bsBW1Eewa6q7k7uUSjD+2tbFRyIbrNPq5krwWhwcvQM7b+MwyYxQ1PQvIuCwyU7TOxCNjhlGRh9dFZkR1TvyNzSxqQrR+N/SMEFTVWIZuisR09u+2NTU+Dam2jq2relRrM52YL+kx5JnryYpryBEd2nIvHa2DF53sGxIkuB1yszruv3Wqzu/cZorr/k8IUTn6sgxzYiBmZlgbkeO9x05v8jkemOHSWk+IdJiROPXoTHQ7B3bVlKcdwulg9f2ksEuMiOqG8HEeXh7enkdRHUj2H7LTlMNGLRdFiS3SbtOIcFrceA0J2bxuPTaqjbIH9K5/ekqRhT6jEmvbf7gw+bubJbTlvZI1b7ibDg8YvaHlfH90y9B5SvOprQyyKjibKoCUYYXZbGzMsCo4uy03j+kt5dIimyocf3a7su+mhD2nCKIBMGZ3TxwlkqfsaBqUDQ2vfZ2t5V1XbsnybLS3LcJ0cnCMZ1wzEBTFByJmpV6B4PXiRs0erLgdaLmdZLgdf0+67XpNujOaz5PCNG50j3XBiieAHZPRlY7tNCLmmYiwuiSbBy2zFxWFmY7GwenbYevOBst3U4KcQiLRqMYfaehBMox+oyHqu0MKcrrwDaag9MuoZ9kTEOHojSv7T29MraPFSKmm29dOLlfWneWLpzcz4jp5hud3ae2+P3+CLANaCuoNwTY7/f7Uw+QdhBkDyYOmOrKhhl3gpLGUXPU2SkHbzukOHNg5jfSazv99vSDCz1cRNe5dGr/9hsCtxw7tGEQMNFzDOntZVhhVrvtctw2Th5VxIdr93DexH68vGQnN8wezAuLd3LV0QPTWteNxwxOeSE7uKDtvtSGY8zdWIYx5nxY8zpMuiqtdTL721Zgbfa302s/7mKr1EioxQ3ivlMgq9MGShaiQ2rjgzV6nBpK4njb4czr9suGtHpMX49BoAJQrONeQkPmtQSvhegSngLoN7X9djaXdbzM1HmnCSeNKmq3marAjbOHkO3KzHojMYPzJvVNq+2txw5t2IcJcTirra2FQbPRljyMcvRtULUNW9Umjh+Z3jZ6/azBZDkPj2vSTFO9BZgzv55WW3PytZgdefJciBRy3PY/3Xb8sICznZu/TpvKrccNDeS47X/qoq615Qug2OfzjWw60efz9QVGAvM7c+USvBYHx+7BnHZT6jbOHMxTf4nqSTN7sqdTFBh6IgyYnrpdwXCYck36NUl7uFy3g2+cNJw+Oc6U7U4aVcTIPull54quZdcUfnHemHazNL53mo93vtrDdTOHMHdjGTHd4NwJfVldWs1xIwqZNCAv5ftHFGVx0eT+2FOMbO60qfzq/LFt9uWfc/cQPPbHsPJF6yZZdknqTo84DQpHWf8/q481EGMqnl5w7N2w4N/Np2t2OOuPYPemfr8QXaQheO1okonY0ZrXKYLXveI3GndXtci8DpQDpvX0Q9MBlxNZ2BK8FqJrOLLgrD+0H5Q+/ocZKxkCkO918H9nj26+70ni+lmDsWuZy37O8zj43mkjG/ZNbTl3QgnFuYfHuDJCtMc0Taqra2DkmRiGjnH0HWQv+Av3njaw3ScVbjxmCLYU5+QC66mV4aekbpPTD465y0rgEyIzlnoc2suPXDetvq0AttOm8sh10+o9Du1lYHmX9q61p+Kvv/H5fCqAz+dTgN/Gpz/UmSuXvZg4KIo7D075BeaMO5PXjc0fjHnj+5ie3l3et07l8MDVr8DIM5LPH3A03PTBYfdYkdOm8Nqdsxld0vqgrShw/qS+/OPKyXidSX4Lots5bRrjSrJ5+NppJKuv5XVo/OzcMUzol0t9OMYpo4vYVRXghmOG8Ojnm3nga1P492ebePDqqZwwMnlm8vQhvXjx9pntXuzaNJWJA/J49LqjkvbFv6eGjTU2zAv/BUufguvfSl7KQ1Fg/GVw6ePgiAecnVlwzl9g6o3Ng24JvUfAdW/Bkidhx4ImX0AhXPMaFI0CVQ6PomeoCVr1rj2OJvvVRBBa7WjN69alQQqzrBuSpVXB5k9I1cdrWicyrROkbIgQXUvVoGAEXP0qZCXJsrS74ZSfw/RbwJV+ebB09PY6efH2mfTPbz1GlF1TuO24odx9mo/cDGc/e+0ar945K+kTWpqqcOVRA7jv4gkZy/YW4lCwr7IGRpyGtmcFnPBjjIIRlOx4k5dvmkDfJDdyHJrKHccP465TRqZd+vFIpTizMC99EnPcxcmfKi+egHnzx5i2w+vaXnS/bJf95kkD8l767Acn1t10zBAjceO2l9fBTccMMT77wYl1kwbkvZTtst/czV3F7/d/BDwPXAx86fP57gPmANcCLwFvd+b6JcIkDprizMI8/geYx/8AljyJUrYebC7MsRdAv6mYqKiO7hwYtZM4s+GihyFcA4sehbo9mO5eKFOvs7JEnYffXVm3w46mKrx42yw2l9Xx8tJS6sMx+uW5uHrGIByaKoHrHm73ji1M6juAuT86iU/X7eezDfsxTJjYP5ezJ5RQWhmkb54bp12jX76ba2cNwevQuOX4YVTWR7hh9hBCUZ1fnD+WmG7y4uIdlNVHyPfYuXL6QIqyXWS50vsNeJ02Zg4rYO6PTmKOfz9z1lt9mTYon7MnlKAooNh6wexvQc0uuPolqNwGq16GSB3kDYRpN1mPSjtaXOA6vHDaL+Hkn8KSJ6B8o3UzaeIVUDgaUCB/EEy+2rrxNvIMGHK8FbS2SSaX6DmSZl53tOZ1IvM6yUCkXqeG265RF45RFYg2lnxqqHfdIhiWCI4FytNbtxDi4LlyrJJW31oOmz+FDR9aY7AUT7BKhRhGp5x3ZrvtDFa9vH/XcSzdXsn7q/YQjhmMKMri8ukDMU2zU877PC47fVST178xG/+eGl5fvotgRGdgLw9fmzEQVVHkfFMccUzTtBI0hhyPCsRmfgOnzc7w0q/46FvTWb6jmrfXVhKJGfiKs7ls2gAM0yRLtpW0KM4szLP/jHn6b2DxoyjVO8GZjTnxKigYhmlzo2ryXYqMi2W77Ndnu+x/+9bJI+6++7SR59o11R3VjWBMN9+IlwpZ3t2dbOIaYDVwPXAXsB24F/i93+/v1DrBsvWJjFDijxEbR9+BHq7HVDTsXusC97AeRsWVY/134o+prihDR6VX7+Lu7lWncthsOGwwoX8eQ3t7iekGLoeGyy67k0PFvl07GD16NKeP7cOxI3ujADZVwQCGF2WhmyYjirKaPWKY5bSR5bQRienohomiKJimyV2njEQ3TeyaekCDNbnijzqePraYE3yFmFiPR2lNM58dWdB7pJU16sqHkonWo9GaI3XwLnEhP+tbVtBO0cDeJDA95TqrvIgSD1inU79fiC5WE0pkXjcNXseD0GkHr9vOvFYUhcJsJ9srAuysDDYJXseD0y0zrxP1ryV4LUTXcsafLhp5JuG+RwMmTm9ep4+tkggSHzuikIn989BNE49dw5nmoIoHyuWw9kVTB/XC1yebmGHgtms45XxTHOkcVvavzeaCWARt4FFoepQZwwqZMLgPMcOMbyudu40ejpT402XmMXdjREOg2VHj+165ShCdbFmu23514h+pym92J7/fHwV+Ff+vS8nRX2SUanfi37gZgNGjM/voYo+mOdhVZg361qvw8A5eN7Vjy0YARo8e3c09EQdC01SyO3hgdNg650RYVRXcjnYOSQeaEa3Zk1/cq1pjqREheqjaULKyIfEgtJrmo/qqZv1n6KBHW20PjcHrAOP7t8isbjpYIzTJvO60wcSFEKmoKptLrbI+o0d37eDCOd1UeiBLyoMI0ZqqgsOFBmC3SoBlyaaSEYrdhWKXJzGF6El6ZjhfCCGEEEJQE0w1YGMHrlIT9bH11oM2FmZbF707KgONExPBa1eL4LVkXgshhBBCCCG6kASvhRBCCCF6qOSZ1x0csBEa617HkgSv44M27qwMNk5sM/NagtdCCCGEEEKIriPBayGEEEKIHqom2YCNibIhtjTLhkDKuteJzOu0gtdNM6/NTh2XRQghhBBCCCEkeC2EEEII0VMlBmz0OpOUDelQ5nUieN0687ooUTakIo2yIZod7B4wYhCqTn/9QgghhBBCCHEAJHgthBBCCNFD1SYyr+1JyoZomcm8Lsq2BiXaVhFAN+LZ1MFK67Vl5jWAM9t6ldIhQgghhBBCiE4mwWshhBBCiB6qJmhlXruTlQ3pyICNKWpeux0avbwOIjGjMfu6oWxIdutlJQLawar01y+EEEIIIYQQB0CC10IIIYQQPVQi89rrPMjMa7Xt4DVA/3w3AOv31lq1rAMV1oyWZUMAnFnWa7Ai/fULIYQQQgghxAGQ4LUQQgghRA+VqHmddMDGDmVex9vqbQWvPQBs2FcH0YDVTnOAzdW6ccOgjRK8FkIIIYQQQnQuW/tNhBBCCCFEd6iOlw3xOpqcsukHUvM63jbauuY1QP88K/N6w95aCMYD1o6s5MtKlBJJ1MUWQgghhBBCiE4iwWshhBBCiB5IN8zGARubZl5HDyB4bUuUDWkjeN1QNqQOAvF1JSsZAk2C15J5LYQQQgghhOhcErwWQgghhOiBapuUDFFVpXFGLGi9HtCAjcGks/vFg9eb9tcRq9etE8T2Mq+lbIgQQgghhBCik0nNayGEEEKIHihpyRAAPWK9HlDZkOQ1rz0OG0XZTsIxA//uKmuis43Ma4dkXgshhBBCCCG6hgSvhRBCCCF6oIbgtbNJyRBDBz0Kigqq1sY7k0gEr/XkZUMARvaxgtJLSuPZ2U6peS2EEEIIIYRo5PP5+vp8vmqfz3dXV61TgtdCCCGEED1QVcAKXmc5m2ReJ2pWa3ZQlCTvakM7AzZCk+D1PtOa0FbmdUPwuir99QshhBBCCCEOaT6fLwt4BWjjQqFzSPBaCCGEEKIHasy8bhK81uNlP9QO1LuGJjWvUwWvrUzrxRVOa0KbNa/j0yXzWgghhBBCiIM1mVD1M0QC1ejRCJFANcGqp4HJ3d2xpnw+3yBgDnB0V69bBmyM8/l8xcDPgbOBPkAF8BFwr9/v39yNXTvkjBgxAtM0u7sbXc7n83V3F7rckfiZD3UOh4PCwsLu7oZIIi8v74jcd4q2JQ1eRxODNXag3nXT9imC1wPyPbjtGqUhF7ucveibyLBuySHBayG6k5x/CSGEEIcFG6GaR4jWX8zcv3lY+bxKoAI8vexMuPxKZn/7fOzel3Hl3AzEurOj8RIhvwQ8wCfASV25fgle0xC4XggMAD4E/gv4gKuAM30+3wy/37+hG7vY45nhOuvx5dLFaPvWgd2DOfIMUDUUT6/u7l6nqQmGsWkan68vY3d1kF5eByeN6oNu6OR6nN3dvU5TGwhhKir/W7ubmmCMgQUejhpaCHoMj9vV3d0TbQlWM7R/H9j4IdTuhew+MPxUq4auqkAkABs/glgYCkdBnzEQqITsYqu2rs1Jfdg6Zn6+YT/7asMU57iYPbw3imIN+NaWqG4QiRlsLqvnq51VaKrCMcN7k+0w8exaAFXbUAbNRMkfjBkLo0QDGBs+QtHDKMXjUfqMI2xABHur350Zi7FgexWDCrIoznExf3M5pVVB8j0OTvQVgqKQ5bQRjRlEDYN1u2tZs7sGp03luJGFeBwa2a7GLFbTNKkLx6gJxpi7sYyYYTCuXy7DCrNw2FTsmkpdKIphwqf+fVSHogzq5WXa4HwMw0RRFOZtKmN3dYjCLCfHjbRuFjQLQCboUWvwvbL19CldCqoNvCdbZRlUG9Ttgy2fgWlC/2mQPxjs7o7VOhaHrMYBG5v8vWPxzGtbB4PXtvbLhqiqwti+OSzeVsmH+jSuay94HaqO7z/k9yhEZ9N1nbqwTl04xmfry4gaBuP75TKiTzZ2xcTp6ODTGB1gBirAiML69619SJ8x0HcSmAqK09tp640FqtAwiPk/QInUQsFwtIFHEzNM7K7OWy/hWuu4u/Eja2DavEEwaJY11oDd3XnrFaINRUVF2DzZVAcjJPIcPlu/n+pglIF5do4aUoASrMTldGMG9qN4CiBci7F5DqqpQ9/JKAXDoGIz7FgEOSUw9ARrQQ4vVYEI4ZjB//z7CEcNRpdkM7ZvLmCyuyrEoq2VKApMH9KLomwnHocNVW2ndFmoxtpvbPgQInXQeyT0mxbfjnro9WKwyurf+vcgUAF5A6zvyTDA1cY5kRAHI1TzCKWLL+G5K73NEkwCFTD/XyqLH8/iyv9eQr+p4Mq5vtv6abkL2AbcBoxEgtfd4udYgeu7/X7/nxMTfT7f1cB/gD8B53VP13o+M1QD/ndQPv4l1JQ2zlBUGHEa5vkPYDqzUG099CB1gOrDMR76bAtPzttGbbjxJpjLrnLJlP78+KzRyYNVh7i6UJR73ljH21/tIqo3Zon28jr4+vFDuGL6ILyuzruAEgcoUgdz7kNZ+iRE6hunO7Jg2g0w85vwnwtg39rGeXmD4OR7rRPcmj0YI07jH5/s5MkvtxGM6g3NvA6Na2YO4psnjUj6mw+EYyzfUcU9r69i0/76ZvOOHtKLP10wnqKtc9EcK1Hc+aiv3Q6b/4faNAs5fzDqKb9mk3MSP3hlDeGYATT/3X28bh8X/nMuNcHG7dFpU7lkan9+dOYoFmyu4BdvrWZHRbBhvqLA7GG9+fNlE8n3OjBNk/21Eb77wnIWbKlo1tehvb38/crJDCrwcM9rq5NuA7cfP5STR/fhJ6+sYn+dFWR02zUuP2oAPzjD1zzAH6mDnYvh7buhfGPzOl6DZsO5f4Vlz8DcvzZOLxoD5/3DenV4Wn3X4vBSkyzzuqHmdeYzr8G6MF28rZJ3jaO4rq2glKqB3QvReiuAfRjfpBaiJwiEIlQGY9z94grmb25+bBrS28vPzxvL5AG55Lg7uF9ohxENooTrUF6/wwrkNj0u5w7APPUXmMNPQXHlZna9uo4SqcP21rdh3ZvYjcZzDrKKUI77McaES1E7I5gUroV3fwhfvWjdXE5w58Psu2D6LeDoxMC5EC2Eo7r1WzchZpj8+p21vLViNxHdaGiT77Fz57ED+doEE0/ldisI+8RZaE1/w71Hwum/AW8BPH81OLyEr3mH6tyRfO+FFXy+sazZJt4/383/nTWayQPz+e27a6kJWefXE/rn8sdLJzKwlweXPcnNa8OAcA288Q3wv2Pd5E7ILoYTfwrjLmy7NFl3CdfCh/fAyucbEwUAXHkw4w6Y+Y22B7IW4sBMIVp/cavAdVOxEDx3hZdvL78YV87fgGVd2sPmbgM+8vv9us/nG9nVK5ea15YLgf3AX5tO9Pv9TwObgNN9Pp98V0mYwSpY8V+UV29rHrgGMA1Y/x7KwyehRINJ33+oqgtF+emrq7j/f5uaBa4BQlGDpxds55anFjdkqR4u6sNRrnh4Pq8tL20WtAOoqI/wq3f8/P3j9dQFw20sQXSLcB28fDPM/2fzwDVYAdR5/4C3vwNXPAe2Jk8MVG2Dl2+C8k0QriG2/DmO6udsFrgGqI/oPDhnM99/aUWr33woqrNwawVXP7qgVeAaYMGWCs759zICM+5CGXYCykPHwaZPml8gA1RuxfHi1xhVM5ffnjOsYXLid/e3j9dzkq93s8A1QDhmMKo4h/dX7+HmpxY3C1yDtZovNpZx9j++oDoQpSYY4+x/fN4qcA0QjOoUZju5MsU28Jt31vHsgu388+opzd73xLyt3Pn0UgKReP+iQdg6D/5zIZRvbLUuts2FR0+DSVfByNMbp+9bA4+fAbtXQCzS+n3isJJ0wMaGsiEdfLpHi99UbCd4PWVgPho6C43RlBkpxmFJXMCFqjrWDyFEh1WFdM75xxetAtcAW8rqueHxhczfXEFtMLPHBSUaQHn4BCtzsuVxuXoHyks3wupXreuBTK/3sVNhzWvNA18AdfuwvfMdjAUPogdrMrpeIvXWcXn5M80D12CVSfroZ/DRz63zKiG6SH04RlQ3iBomNz6xiFeWljYLXANUBqL8+v1N/GnufupchVDmhzN+23xBZevhucutm9kn/AgmXEZtno9z//EFn20oa7WJ76wMcsczS/liYxnP3zazYfrKndWcf/9ctpUH0I3m/QCsa4tHToa1b7befmv3WEHtRY/3rO0oUgfPXgZLn2oeuAbrPOfT38J7P7YC3EJkSqj6bub+zdPeuTmxEMz9u4dQ9Xe7pmPJ+f3+9/1+v95+y85xxAdkfT6fBvwG+Lnf70+y9yUMOABJJW2D8sFPUjeo2gYf/QLzMKqNuWZ3Da8uL03ZZt6mct5fvYdo7PAIYIfCYZ6et4VVpakvFP79+VYq6qNd1CvRLsOALXPA/27qduvehj0rYcwFree9+0MYdTaOuX9m5pBc+ucnf2T2na/2sGJHVbNppgnffWEFRopSzlWBKKoeRX3vR9ZJbQru977DmeP60MvbPLvsoc+3Ul4f4c+XTWw2Pd9j58zxxdz7+uqUy91fG+bnb65mS3l9Q8Cwpa8dPYgXFu9odxt49IsteB0aUwbmNZv+6fr9fLa+DMMwrS/mtdusm3xtCVbC+z+BWd9sPl2Pwiu3WI9iisNa0prXDZnXHTwtSdyYanlR1oLXaWO8bQcGKi/tTBG8lrrXQnSJqkCYn7z6FZVtHJsADBN+8PJKNC1zl3ZmoBI+uAeqd6Zsp7z7A+tpywyJBuswvvgL7PenbGf79NcosQwmx+hRWP4s7FyUut3Ch9r9ToTIlOpAhE/8+9hTE+LFxTtYsbM6ZftH5+1kv1IIq16GMee3fjLK0OGtu2DqDVTP/BG/fHMNe2tSnxfc89oqBvTyNAzqDFZixndfWE4w2uI8NhKAOb9PnpjR1Ef3tnszvcvEIrDyBdg2L3W7ZU9ZCT1CZIpqP4eVz6d3AF35vIpqP6KrQRzxwWu/36/7/f6/+f3+f7ac5/P5RgGjgE1+v19SSVsww3Ww+DHrZK8dylcvgHp4xP8r68M8/PmWtNo++sUWgtHDYwA2A40n5+9Iq+2Dn22mNnB4ZdsfssLV8OUD6bVd9AhMu7H19GjAOgmecBm2pU9wzVElbS7iX3M2NZQ6ME2Tzzfsp6I+dSbY+H65ZDk1WPtG+32M1MOql7l8at9Wsx6cs4VTfM1P0i+ZOoC3V+4mEGn/JvH7q/cwIN9DSW7rEkeaqnDptP48t2B7+30E/jN/G187elCr6Q99tolITLcevw60zqBrZdPHkNPfetSzqeodsKs7nxoTXSF58DpR87qjmdeJmtft7ZtNTlcWAvCE30ZEb+MYlqiHHZDgtRCdKaZbtW3bUxWI8tGaveh6hpKiNBvK6lfabxcLw9InMcKtn646EDZNRVv6RPsNTRPzyweIBjOUCalHrCfU0vHFnyUDU3QJVVUY3y+Pklw3z6R5Dvqv+Xupn3ADrH4VJl7VukHdPthjlep7b1XqpBGwAtWvLNnJj88c3Wz66l017K5Kck6x/On2O2kasODBlONwdBk9DAv+nV7buX+Tm/YiczS7O63rQYBAudX+CHb4FeTNkHiZkPuxAvwPHcyygsEga9eubb/hIWbUgN4oW79Ir3GkHio2U+0ZxK5duzq3Y51swNARLNqa3k5m9a4aXHbtkP/79+vXj5jqZFd1eicYi7ZWYpjKIf+52zJ69OiU83vSNj9qxDCUHfPTa7x9PhSNSj5vxwIYcRqOr15i4pQL21zE4q2V2FRYu3YteQWFzEnjgnvmsF7oe1ahpnEjDMC943MmDD2m1fRF2yoxW2R/jeyTldZFP0BUN/mqtJphhVnsbvFb7+VxEIkZaW8Di7dWcuX0ga2mL9tRhd2MWEHpdJgm7FxoDaBZtr75vA0fst8zgrLyNE96xEFJtd131ja/t8oKjtRW7Ge7XgVA1r5SegHBSIyavXubtY9GrW1ob4vpAIoRpQgwo0F2bN/W9kr1CBNNP/2U/ZQGCnl4/h7OGdD6BlRvXcULlG5aTU2s34F8PBEXDFoX/z3luCEs3bHNtzRy5EiWbK9I+fRSU3M3lXPCyN6UblvffuMUhgwZgrNsXRo3uyzKtrkw4QrWbk4vuNaW/Px8ipxhlEB5Wu217XMxjbtS/i3S2b5UVWXEwD6oFZvT6+iOBUQjETZuPvy22SN5f9QTtvmm8vPz2RFyMLZvDpWBKDsr09seF2+tIjZ7DMx9DYadmLxRJMDa3TWtyo+05cvN5Rw9tPX4Fp9v2E+2WU9lZSUOh4PBOQZausHdrV8QnHQTW/dWpde+DQfzm1VVlZFDBqDsX5feG3bMx1RU1h0C28eRvC2n0vR7ae+avtPp0SCeXva0AtieAqt9R5+8PIwc8ZnXyfh8PgX4N3AysJgWtbBFUx3IKjYNFKWdUYkPAQqty/6lYnbkO+qhVFXt0OcwTKwvSnS/Dv1gzbYf/TUNa55pkGpwccM0m23n6axaU9UOblQGWpJ9iWm2/uGpitKhLdA0zaSfT1E61kXDtNbdevkAZoc/b9K/i2nQsU8nDjV1Yeui0m1v/C0p8TqsRgefZjIVG6CgGNHWNSib0KL1KAqcb7cenX90vZtklaAMmzVgqBbJcM1ZIUQzHTpcZPKQ0NHjVAYoHT3YmkbmTjc7dLJgyHmu6BKJzcHswHZhnYvHz63bLOnTwfNj2jqvbVxKx6/zzR6yHXV0X9cjOi0OB0b0LSZcnt4BdMLlBkY0jceUD1+Sed2Cz+ezAQ8D1wObgfP9fv9BjX7idru7/65OJzBDNZh9J6Ns+qT9xjYn9BpKjiuHnJwUNTQPAZX1Ycb1y2HuxvazQoYVeonGjMPi769FYhR4HZS3UwICrDIQimkeFp/7QPSobT5YBSUT0ysxUTIRKtooiVMyCSo2EyuZgr+87Qzp8f1yiRrW394wTKYNDvHswtSZWMu2V6IdO7ohON6ecMk01iXpw7h+ua3ev7W8nnF9c3lr5e52l6sqMKZvDtsqAq3mVQYieJ1ah7aBreWtH6EeXZJNTHGiDZwBS59sdzmA9d1/meRR5sHH0LuomN5FxektR3SaztrmAzFr2xkxZFDjoI0VVlkbb04+3j59mrVPZFz3aTG9gc0JsRAD+xaCIzt5mwprGzrGs5MPvSobKuG1fX34ycwW5XTKSmAXFOe6KO4p+7tDVCIrqsccN0S7uvI4P75fXtptJw/Mxe3QMtI3s/dIUG1gtD92i9l3Ctgy852YkXpw5kC4/RtjRskUDMWWcr1pb1+RAOT0az0AfTIlk7Db7IflNiv7o+S669zeFYiwrzZMjstOYbaT/bXtVzId3y8XpXwj9J0EbT1NYLPj65ONpiroaTzaMbF/LvuSrPuoIQUUF+dRXBw/F43Ug8PbeoD4ZPpOwe3NZfTotssRpuOgf7OResgbZI3T1Z6SSShG7JDYPmRbTq5HfS+u3D8x+9vnsfjxrJQ14G0umP2tAK7cP3Vd53oeybxuwufzeYDXsQLXG4AT/X7/oV3johMprhw4+o70BmkZc37KTK9DSb7Xyc3HDE2r7fWzBmNXD4/MSNOIcdX0/mm1veO4weR4j+iSTD2HIxtm3JFe22k3wZIkAVXNAZOuguXPEZ52K08uars+3m3HDyXLYQXZVFXhjHHFZDtT3yedv7mCoK7AiNPa76PmQJ90Nc8tbh2MvuO4ISzb2bwG5YuLd3LRlH44be3vp07wFVFWF2FbeevgdVQ3eWPFLi4/akD7fQSunjGQ/y5sXSP+5mOHYrOp1j7R2UbwsKlBs6wBbfasbD49qwgGH5tWX8ShKaYb1IVjKIDHoTWZkRiw0ZH0fSkl6mSnqjEZsbYhxeHmunF2FODRryKsK29xDE8Ev0NVHe+HECJtWU6No4e0fly/Ja9D47yJ/bDbMpSbZBow6pz226k2mH4riiur/bZpiOk6xsQr02s861vYPRlKilE1OOqW9Noecxe4Du1kHHHoWLK1ku0VAa5I8xz0jhmFZK98DCZeYQ1C2pIrD/pNQ4kGOGlUUbvLc2gqVx09iD990Lwc0bBCL8MKW2z3pgnjL0urn8z6Jjg86bXtTIoKR92cXttZ32w9CKYQB24pdu/LXPnfemytx1wCrMD1lf+tx+59GVjelZ3raSR4Hefz+fKBT4CzgGXAMX6//+AKtx0JNDvmMd9J3cZTgHnqL1E8+V3Tpy4wfUgvjhvRO2WbsX1zuGhKf5yOAwgw9EAel4tbjhvGoILUJxkXTCyhfy9vF/VKtEvTrIvPAUenbjdwJgw9AVY+33re8T+E7V8SG3cp6/ZH2LivLukiZgztxezhvVFb1N342bljUq7aZVcJGnaMM39vZVulED7+p8zfUtmqJvX5E0sY0MvDzf9Z1Gz6npoQ8zeX851TRqRcbpbTxi/OG0thtgOXPfmh8T9fbuPamYPb3QbOm9iXLJeNuZvKmk2f2D+XM8cVW2VSAM64L+VysLvh1F8lH0Dq7L+kd+NQHLIqA42DNTZ7VDd6MMHrNAZtTAxCZvcwLE/j1ME2dBN+Pi/U/LFlZ/yCVQYuEqJTZbts/OqCcbjtWsp2PzlrNHoGE0UUTy/M038N7tTn7+ax37Nqa2WI3Z2DcsKPIKf1wMxN6dNuwszktYXNCdNvht6pzxcYfZ41DoUQXSDP42DWsAIG5Lu5duZghvROfY117oRiBmXFrPP+LZ9DTZI8vNN+BateJm/ZA/zsnNHkuFLf8Lrr1BFU1EdYur3xeK+pCr+9aDyOlskhziw4+R7IbuepwBl3ppfE0RXsbph2AxSlvl5h5BnW05BCZJIr52b6TX2Jby+vY8adBp4Ca7qnAGbcafDt5XX0m/oSrpw077AcvuTKF/D5fC7gLeBoYA5wgt/v39e9vTo0KO48OOY7mCffA44kGRclEzFv/RSzrceTD1Fep41/XT2Vi6f0Q2sRqFMUOHl0Ec/dMgNvOxmnhxqPXeHVO2cxc2hBq3kOTeXG2YP4zUXj8bqO3IEEeiSHF65+CcZc0Drgqagw9iK47El48XqINAlMO3PgtP9nnaxV70I97rs8t6Ky1TWqpiqcN7Evj153FB5H89+8x2HjzPEl/PmyieR7Wv8uBhV4ePnGiXj9L2FU7sC4+ZPkF4WuXCKn/55dw6/g2y9vaPxomsoNswby24vG8z//fjBaX0C/89UevjZjEL88f2zSE/ThRVm88Y3ZFOU46eVx8ModsxicJEBdEYiwrbyeV++czYwkg9ZYfRnMD88cxW3/WdJQp1BR4PSxxTxz89GN34/Da/09LngweWCg11C45nXYuQhWvtA43VsIlz9j3Wiwt3GHXhwWqgJWeZpWv9mDybzWEpnXqYLX8X1AfEDzy0bZybLD/F06H29rUj4gccwPVnW8H0KItKmqSt9cJy/dMTNp4CrPY+e+i8dz3qS+5LidGV236czDvOUT6DOu9UxnNuapv4RZ30BpJ8DdUbrdi3nLpzBgeuuZdjf6MXejnvortExnPzuy4KYPYWiSQe40u/WE2oUPWsdwIbpIrsdORDewawrP3TKDWcOSX4ddP2MAvzt7EN49i6ynGd9qkWDmKYDz74deQ+DDe+DzP9ErXMprX5/NyD6tr+OznTbuOWc0V00fyNWPNA7+XpLr4umbjmZcv1zsWpJwkjMHbvkU+k1tPc/uhuN/BCf9tOcErwHsXrjhHRh+Sut5qg2mXAsXP9p4416IzInhyrme7JLjOP6Hz3HXqhruKYty16oaTvjRs2SXHIsr53qg/Rpeh7nDK7J24H4DzAK+BM70+/3pDeUrAFCc2ZjTbsacfjuseQ1l31pMu8sKiOUOwLS5UG2HR/ZxU16njXvPGc1PzxnDy0t2srs6RC+Pg0um9cdpU8lxH34BXJvNTi8bPHTNZKqDMV5eWkptOMagfBcXTBkAho7Hefh97sOCMwfO+SvmWX+E5c+g1O+DrD5WORDVZgXCzvojrHkN9AgUjQXfmVbGRv5A6DUE1eHlZ+eO4UdnjuKlJTvZXxumONfFxVP6Y9eUNm/WeJ02zhxXzBnjivlsfRlLt1eiKQqnjinCV+TGsfVT7DVbiPUaiJk7AOPmjzHLNqGuex1Fj2AUT0IZdSboBo6gys3HDmn83U0egGnEWLClAl9JDkt+egqvLitlR2WQXl47F08ZgNepke2yc+nU/lwytT8fr93Hyp3VOGwKZ44rYUhvL067ii2eET2iTzZvf+tY1u+t5cM1e4kZJlMG5nPcyN4ogNth4+Frp1EdjFrbQCjKoAIvF0zqi2FYQ5tePWMQe6pDFGY7uWRKf5x2layWN3WcWTD2AquEyKaPYcdC628x6iwoHG1FvY0YHPMd6/HtQbOtUiGKKoHrI0BFvLZ6dsvfTSLwfDDB61h6mdcAXrvCxSPtPLk6yh8XhTl5kM0alEkyr4XoMlkuB8N6K7z5zWPw76nh47X7iBkmE/rlctLoInRdb72vyADVlYWh2eGGd6FyK6x5HSUWwuwz1jp26VGUTghA2exODLU35tdehrp98NULqJF69IIRqOMvxtBNNGcnBJAVxbqhfNlT1r5wxbPWPi5vMEy83Dr+SuBadDGPw0Y4WI9ds357D3xtCrXBKK8tL6UmFGNQvpMLJpagBCvxOB3QdzJmVhF87SWU9e+CoWMOOBpl2ImwZxX434aT7oVJV+JR7fTTXLxyx2y2ltfz7qo9RGIGo0uyOWNcMVHdYM3uWs6Z0BdFgeNGFDJpYB42VcFha+NpEM1uXWNc+zrU7oGvXrBqyheOgrEXWm162nakqta2f/GjVg3sxLaf09+6VsKUwLXobMtw513d8C+tZ8dU/H7/E8ATXbnOIz547fP5ioGvx/+5Fvihz+dL1vQ+v9+fokjkkU1x51n/Z/LVGJEgpmpDs1kb3OE8Hm+uxwoE3HzsUMKRKHZNRdVSP9Z5OMh2O8l2O/nmicOI6TqOhtIoPXsne8Tz5LNzxw56T70Nt02xgl9qk4yJkgnx7CoDiA+e2Kf5I3TZLjvZwO3HDyOmG9iSZVwk4Y5nHJ8xrphTxhShQEP5DGPkaRgjT8PWdNvpNxGjeByGaTTsS2yGSR+HyTdPGo6u69jt1nTTtHHsCGdDX66fPYSYbqCpSrORzxN9OHdiX84cX4yK0qrECYBdU7FrKpMH5jOxfx4GZkNgu9n34LLzrZOGoxtmq+/hlmOHJu1D65XFa8OPPpeygumYQGFRk8H2Bs+GgTOs/68e/vsW0agykAheZzDzOp2yIZHmwWuAUwbbeGNTjHUVBnN26Jww0NZY81qC10J0CZfDOuZNHdSLif1yMUxwNJQS6bxLOtXuBLsTSiZgFI0BI4bSBTdQVU0DLQdcORjH/RDd0NHs1j6s0882XdZ6OfZ71k3kHh5EEIe/Pbus8h+jR48mphtkOzW+fsJwTEDFRDF1THcJhqGj9hqKiYLebxr2flMBAyVxzjBgOvSb0uw37QScdmvg81HF2Rim2SwwPXNoAdMHW08ctnziuE2qamVWO7Ph+B9b1xTaIRB6cudZ/x1zNxjRxrFChBDd7hDYg3S6GUDiCvDGFO3+CkjwOg3+TVuBHjKCaxfavGkjcGR9bv96a+COI+kzH+rq6uqoq6tr+2+mqjRWlEodmE43cN3qfS0CwW3d8LGmN85TVQU1fjtMbbIMRVGwac1PptvrW8s+tKXpOpNJtu50+9DS/vIKoEXwGiRofYRK1LzOavlEQyLwfCAXVLZ0yoYkgteNg+7aVIUzhth4bm2Uh1aEreC1U4LXQnSXDRu65/xL1WzdEoCyAtndcCxUFAlcix4n+fmlZp2txs9vm57NN9POb7qtc9e0g9bJqG32pudSVVAlcC1ET3LEB6/9fv9rHN7JwUIIIYQ4xDSWDclkzev4e1KWDYnXvHa4m00+ZZCNV9ZHmbdLZ3uNwUBP/PHZUFXH+yGEEEIIIYQQaTrEboEJIYQQQhz+KtureX1AmdfxR/0j6de8TvDYFY4qtjIfX14fsepnqzYrmJ4qk1sIIYQQQgghDoIEr4UQQgghephE2ZBWmdfRgPV6IMHrtDKva+LL97SaddwAqy+vrI9igpQOEUIIIYQQQnQ6CV4LIYQQQvQwiQEbs1oFr+OBZ+1AgteJmteBtts0lA1pHbwe21sl36Wwo9ZkVZkhgzYKIYQQQgghOp0Er4UQQgghephEzeucpmVD9AgYMWsQzwMZNM2eKBuSKngdz7y2tw5eq4rC1D5W6ZAPtkbBGa97LcFrIYQQQgghRCeR4LUQQgghRA+TyLzOdjYJUjdkXR/AYI3QpOZ1ffL5sZAVIFc10OxJmyTqXn+4NSZlQ4QQQgghhBCdToLXQgghhBA9TNIBG2MHMVhj0/e1VTakYbBGLyhK0iZjequ4bbCuwmAHJdZECV4LIYQQQgghOokEr4UQQgghepCoblATiqEo4HFqTWYcRL1raMy8bjd47W57EarC+N5Wnz4LDbUmSvBaCCGEEEII0UkkeC2EEEII0YNUBaIAZDltqE0zoBPBa9uBlg1pL/M6Xu86yWCNTY0vtE4fv6jvb00IVBxYf4QQQgghhBCiHRK8FkIIIYToQZIO1ghNMq9dB7ZgWzyjuq0BG0OJ4LU35WLGF1qZ13NreqObimReCyGEEEIIITqNBK+FEEIIIXqQ/bVhAHLdLYPX8aDzwda8bmvAxkTmtT115nUfr0ofj0JNzMZKcygEJfNaCCGEEEII0TkkeC2EEEII0YOU1XVS8Fqzg6KCHgE92np+qMmAje0Y29s6hVxgjIaAZF4LIYQQQgghOocEr4UQQgghepA2g9eJch+2Aywboiip616Hq63XdsqGAIwusEqHLDBGS+a1EEIIIYQQotNI8FoIIYQQogfZ317mtf0Ag9fQGPiO1LWeF0qvbAjA6ALrFHKR4SMWqD7w/gghhBBCCCFEChK8FkIIIYToQcpqrQEb28y81g6wbAiAPTFoY5LgdTi9ARsBCtwqRW6ow8OauiwwzQPvkxBCCCGEEEK0wdbdHRCHH9/IkdajyUeYI/Fz+3w+CVgcYjweD3379gXDANW6f2kaBoqqNk5LvJpm8t90fHrD+1pMb/U+w8CMT1dUFcMwUNXU904Ty060bVhXi3Un5h/Iq9KkT6k09Df+vbRcVst2bb2aponSpO8tX4cPH04sFkvre0lXm+0T32O8T6Jnaci89rQMXscHWjzQsiHQGLwOp8i8TiN4DTC6t8a+HToLY8OYEA2k/T4hxMHpzvOvdI7hst5Dd71Dhw7F7IbflpyPtM/ptG5cG4bRofcpYJ1vxr9jwzBQ4+fAZmJe03PS+LzEWhrOgcE6v2/ydzJNs2FfpFiNm11jNGg5LX4emvR33tb1x8Hq4HLlNylEzyLBa5ERZrDKGghq/Xso+9aA3Ys55nzwFGDYvGh2e7vLOBQZgUorMPTVy6g1pZje3pjjL8VUNFRPfnd3r9PUBMIEowZvriilKhhjaIGb08f3xdBjZHvc3d090ZZgFQOLC2D1S5jlG8GVA+MuAWcOJibUlMK6t1FiISiZCMNOsoJZ7nyIhQCT2rp6dFc+b361lz21UfrmOjl3Yl/U+v1kbXgDMGDshaComK5cqNwG2cWwbS7sXo6puVBGnY3pLYStX8D+dTD8FPSCkXy5rZaaCMwcWkBFfYT31+whHDOY0DeH2cMLiOomoZjJGyt2URWIMrDAwxlj+2CLBXA7VMyaXajeIsy1b6BW7cD09kYZfwkxxU7MnsWnq3axek8dHrvGWeNL6OU08Wz9ALViM7Hhp6P0Goyqapj716Fs/AhMA2PgLLSB0zEjEcz6cpS1r6NE6jGLRqMMOwWzdhfkD6IuGMXU7Oyr1ynwOgjW11CY5cBY8zq2wH7MEadCwVBM/3uwby2mKwdGnYOp2jBVBzizsKkqtvpSTLMA9qyC7V9af7ehx0PRWChdDNu+xOw/DQYfA6aB4sxu9WeuDYTQUXhj2U721sXol2vnnIn9UU2dLBsEqvZAdjEfrd3H+v0hclw2zpnYl2yXjWxX6311VDeIxAw27qvj0/X7MEyYMaQXEwfkYVNVHDZ5iCvTymo7sWxIoiRI0szr9GteA4zqpTFnh85iYyQ3B8oleC1EJ4pFQ2hGFCq2oKx/H/QIZr+pMORYDMNAc7U+HmSCHo2i6gGo2wdrX0eJhjD7jIMRp2LqUVR3XqesF6A2EKY2rPPWilJqwjojizycMqYvphHF6+688009UI1ihDFXvogWrCCWPwRt7PnEDBO7O6fT1lsViGACry8rZX9dhOIcF+dN6otpmuR5HJ223tpACBSNt1fsZEd1hEKvjfMm98emmOR4DuJ40476sHXD/v3Ve9i8v548j53zJvbF7dCSno8cyQYNHYGigB6sRo3UwaqXAYXA+K+BM4f3V5WyuSxIntvGeRP74rJr6IbBGyv3kuWwce64fOyqgrnlU5TSZZiaA8V3BuQNwlRUqNyCbvOi5hRj1u4Bdz5K3W6U7BLMde9AxWZw5aGMPR9T0cBTQDQapSys8lVpNScMclrngytfQKnbC1nFMOEyMA0o2wAbPoDCkTDqXOpiCqZq4+3l1u9t2oAcjhviRQ3sR1nzunWuUzwBhp9ifXhH+6XMkjIMiNZD7W5Y+yZEg9B3Mgw90Qpi21vvQxK/yfdW7WFLmfWbPH+S9X3Kb1KI7iXBa3HQzHAtLH8GZc7vIVTVOOPjX8CAo1EvfQLDzEM90ANPD2WG61A++SXKsqdBtx7xVgA++D+U0edjnvs3FFfnneB2h2g0Sn3U5K7nVzBn/f5mST/u19dy46yB3HnSCLxOObj3KImTt3n/QFnwr8bsTYBgJUy8El69HXYtbf4+TwGcfK8VjF70GHWTbuCej8t4a+VKYkbjH//nb67hosl9ufe0y/E+dyF88FMYeyHK2X+GHfPhk19BfVnjcj/5JZRMggsegD0r4ZGTsBUMZ/IVr7GffK57fBFflTavodvL6+B7p41kTEkOf/lwPfURnbF9czhzZDbuxfejTL0BFj0KS5+ygu/Et8f3f4Jt1NlEzvw7zy4q5bMNVj9+9/56pg7K54FLjqdgxyLsDx8LRWPg/H/C1s/h098AoE6/BfL6w2t3oOxY0Pz7cefDsd/DmHItTyzex6VTB/Da8h3cfHQf+iz+A9rSJ8GVC9e/jbLqZfjyfgjXNr7/w3thyHEoFz1sndjXlloZtc9cBpVbGtt9+lvIHwJn/QF6j4DnLoesPpin/xZz+MkortyGpnWhKP/3+lre/mo3epO/0c/eXMfFU/pxzzlj+Hyvne898Bl14cYs79+8u45Zwwr4x1WTyXPb0eJZMMFIjA376rjrv8vZXNb4u/kb0DfXxW8vHs+0Qb3wOuV0IpMSAzbmtQpex/8GnVI2xIRQx4LXvl7W72Sx4cOsL0PJG3jg/RJCtEkP1qLVlqK8fCPsXd18ZlYR6um/wRxxesbPO41wHWqwEuWl62Hn4uYz3flwwk8wJ16R8fVGIxFqIibffG4Z8zaVN5uX5VzL7ccN5oZjhmb8fNPQdZRILdrrd8D6dxsySm0A734PbdpNmCf8GMWZldH1AtSFYvzsjdW8vXJ3s3OsX761moum9Oeec8aQ1QnH2vpwlN+9v54XFpcS0Rszen/1jp8zxhbzu4vHk9UJQbtAOMY//7eJx+ZuIRjVG6b/+p21HD+ykL9ePokclx1VlczXulCUWEwnV6lHeeVm2PQJFI6i/sY5PPDpFh6ft7D5d/iunxNGFvGXyyZw2eQ+7KmswVj9Bson90D9/sYF/+//oZRMhIsfAWcOmivXKh+2/BmYcg189RIseBCl6XXDR/egDDsJzv07yt512Aomc9qIbJR3vme1N5o8QfjBT2D8pXDmH2DfWvjir9QPPpX7Pt7Z8Hu7ZfYAphdG0Z65CHYuav7B3flw4v/BpCvB0cFtLhaBuj3w4nVQ2vL6phec/HMYdzE02ZYDkRj3f7KBx+dtJRRt3BZ+/c5aTvQV8ZfLJ5Hjskk2thDdRNKlxEExA5Uw/58o7/+keeA6YccClIdOQEmW4XUIM8N18PJNKIsfawhcNzB0WP0Kyn8uwGx6sD8MhHW4+F/z+NS/v9XTqsGozgNztvDLN1dTH4okX4DoHpE6+OAe+PyPzQPXw06GSVfBY6e3DlwDBMrhzW/D8ueIHXUTNzy7lteWlza7qAKI6ibPLy7l9hc3ELj8RbA5rWyJFf+13t80cJ2wezk8fjZMuBRGnAp5g6jFzQX/nNcqcA1QUR/hJ6+uYvG2Sn51wTicNpX/XDOO7DdvRplwObz/E1j4UDxDvAnTgLVv4nn2fP552SgKsxuDfku2VXLuv5dTPeMHMHAG7FsDT54Nw06EsRfBgKNh5jfg8TOhZeAarMD/B/+HvvBRrp0xiB+/spKrp/Qm571voS38t9WXSx6DxY9ZAeimgeuELZ/BI6dAXj/w9IbnrmgeuE6o3GLN8/SCmd+E2j0oL90A/vcwg9b3FQjHuO7xRbyxYlezwHXib/TfRTu585llHDuiD8muBedtKuf8++dSF7YugHTDYNP+ei598MtmgeuEXdUhbnh8EYu2VhCO6a3miwNjGCbl9dY+NKdTBmxso2xIpB70qLX9aukFKoq9CjlqiDJy2bInyXYuhMgINbAX5ZGTWweuAer2obx8M6x7Cz2Y2cFTlUgdysMntA5cAwQrUd79Pix+1LoeyKBADM5/YG6rwDVAXTjGHz/cyF8+8FMXDGd0vUosiPL4meB/p3VZlmgQ9cv7Md/6DkaysksHoT4c4/rHF/L68l3Jz7EW7eDOp5c0ZIVmSiAc5a7/LufpBTuaBa4BdMPk7a9287VHFhDI8HrrwzF+8eYaHvh0Y7OgK1hf+6f+/Vz8r3kEIpld76EoGNEJRnVybWGUR0+xAtdA/TXv8cu31/HPOZuTfof/8+/j4gfnE0NjcGQTrjdvbx64Tti9wjoPNXVQVHj7ezDqbPj8z/D5n5pfNyQWvvFjeOo87MVjKNz+LsrOxdY5v9Hi76VHYfmz8N8rYcIlBK58jW+9uqnh9zZ9SC/umt0b7xMntQ5cg3We/c73YOEjyUudpRIog4eObx24BghUwJvfgmVPNyy3Phzj3tdX8685m5sFrhMf+ZN1+7j4X/Ooj8j5rhDdRYLX4iAZKHN+l7pJ3V746GeYgYqu6VJX2LkIZf17qduULoGvXkSPZvbEursEQyEe/XwTm/anDsg/v7iU3dXBLuqVaFcsDLV7YMnjrefN/Dp8/Evr5DCVj+4FFLZXBFI2+3xDGQu212FOud4KXn/889TLDVXBR7+AGV+ndub3+Pl7W6kORlO+5Q/v+zl2RG+umj4AR+kC0BxQvQPWvJZ6XXtWYl/5LNdM79ts8v66ML/9aBt1079jTYjUw/v/Z303M+6ET++z9mEp2Co2snR7JQ6birfKj7r2dWtG38ngLYT5/0zdt+od8MVfrbItLU/8mzJi8O4P4OhbQdUAUN79AWg29FiM91eVsmRb6r/lnPX7Wby1jB+fOSrp/J2VQf7x8QaCkRjBqMEPXlpJONZ2bUXDhB++vJIOll8UKVQFo+iGidehYddanKYlBmw8mJrXjkTwusXNlETQqwPZTYqiMMppHdsXbT+8blIL0VOYgUqUt76bvNRPE8q7P0TVMpeZawYqrOSUZDegm673f7/OaH3aQDDIPz5Zz87K1OeSj8zdRk0oc4GkaDiEsegx60Z2CupXL2CWbczcemM676/ew+J2jt+fbSjjy83lHa53nMqKHRV8uHZf6jY7q3lz+Q6i0cwFkndVBXl+8Y6UbTbtr+exuVsJR4/sYGEkplNfV2edJ1ZstiaOOZ/SgMbzi0tTvnfT/jqemLuJSPaA1CsJVcO7P7T2McFya3te+mTq95RvgkWPoITroGgU5KZYx5bPYOMn1ClePm7ye/vm7GK8n/4seVC9qU9+BUbq64Pmn6cG3vuRFaRO5aN7Aetm0Y6KAC8t2Zmy+cZ9dTz15VZJ2BCim0jwWhwwM1QLC/5tZRq3Q1n1StqZXD2dUV+B8uU/0mqrzP8Xqn54BK9RbTy9MPVBPeFfc7ZQG5AAdo8QC8G8v7eenjcQCn1WdlG7ywhjLH2aK6f1bbfpg1/upfaob8FXL1i15dqz4X0oHIleOJaP2rmAAgjHDF5ZWsqds/qQteQBmHq9VS4kDc4lD3HtUa0/w1sr98CgWeDtbU3Y+jm48qy60qtfbXe5tVNu56HPtnDL9EKyF9/fOGPKdbA4vb6x/BkYekL75RrKN1klRoafav07VAVr3yRmmDwyd3taq3rw822cOrqwzfkvLNmBqijsrgqyZndNu8vbWxNm0dbD6OZkN9vfVr1raMyAOpiyIbY2yoaE4oGTDtat9nms5Sze3YELSyFE+mJB2DKn/XbhGlj9KoaeoSCjqll1YtujR2HRI9ZTiZmg2XlhSeqgXMJDn22mPpD6xnq6bIqOtuihtNpq8/5KNJCZLPdg1OCxuUmeuErikc83Ux3KzN+3pj7Evz/blt56524nrGdmEMe6cIwH52xKq+1/5m/DyMxqD0nRmIFuwsACD8rSJxqm183+EQ9+tjmtZfxnQSlGVjEUjEjdcONH1jX9zG+kfV7N0qdg/MWw/L8w+erUbb+8n172xidzC7OcTB2UD2teb389RszqUyzNa2rTgHVvt98uFoalTxEOh/hXmr/Jp+Ztk4QNIbqJBK/FgYuFrMeE0mzbcLf4EKfYHckfQUpm/zrrEezDQCASawiqtGfFzmoMU+qB9QiGbg3011KvobDnq7RuPgE4Shcwpnf7N6BW7KzCkV2Q/jZi6FC1g/V7qluVumjLyp3V5Gd7racbCoZbr+mo2IzLoeGyNz/0hWMGO/ZXQd6gxomVm61AccsyJEk4CgaxfEcVQ3pnNe9LwbD0+xaqhtpdkF3SftvSpday45Tt87GZUVbvaj/QDLByRxVeV9sDP9UEY9RHYizemv5j4HM3lqX99xOpJfazrUqGQGPA2dF6kKG02dsoGxLqeOY1wMhsq79LyqTuuRCdIt1zbazjQcZK1pWtb10ar6317lyU3g3rNFTUhagJphegXb6zmqiRofNNQ7eehEpH6VK0DK3W7dBYVZre8XvFjmpcdi0j69VsGst3VqXVdsO+uowNzqwbJst3pBf4318bblUS40gSM0w2769DCVU1yyI2skpYsaMqrWXsqw0TjEShZELqhqZhlRDsPTL9c9f6/VaWc8Um63w8lV1L0ZyNN8cH9PIQ2bcx/YD0jgXp72P2+1M/ydjU9vmosVDa3+eempBkXgvRTSR4LbrQYRLM7Gh85jAZ1EHpwN9Pafgf0TO08cfoyG9TUdL66Xfkd9L0XR1q3dBcaTnhgNeVdBEdWK6iJHYNLd9z8H1LurKW/+7Qn7L9xkqS1bTXJdnkM2NPjXXDpMDb4gaDHrYyHFUN1IN4kimRWR1uESwJHljm9eAcAwdRNgdclNcdJk8aCdGTKB24XOuuc05FoTuOAh09VmVuxZldabqLy/SxtoNnX5lbb0fOLzK21kNP41aV9CQ1/eWk3fQAzqvT3vaTtOnwejqvrQzCKETPJ8FrceBsLsyBM9Nra/dAryGd258uYuoRGDA9vcZ9xkG0/czNQ4HboVGck16d1SkD81A7HOUXnUK1WQMPtlS+EYonpF3OJ9J/Fqv3tZ+BNXlgHpHasvS3EdUGeQPxleRhS3NE+ckD86ioqbPWsd8P/dNcV8FwAuFoq4FYXHaVAYX5ULnVmqAoVgZJr6HWvqsdkbLNTBmYz+b9tc0/d9n69L8Hd76VdV2zq/22/Y+ylh1nDppNFDsT+uemtarJA/OoDbb9t8zz2PE4bEwf0iut5QEcN6IQNc2/n0htT3zMgF4tg9eJTGmb++ACJ4nM6paDLAfj/3bldGhxNqeX4Yr1iH97NdeFEAeg/7S0t3lz0DEojvaPW2np7Uv76UFzwAzI0HoLslzkedI7N5k6KBd7pq5mVQ3y07xW6T+NDFXRIBDRmdg/L622kwfmZSwTWY/pTBmUn1bb0SXZRGKZKVdiUxWrXEQainNcGcs0PxTZVBhWlIXpyrHGUInTakqZOigvrWWU5Lpw2e1Quix1Q1Wz9jX71qZ/Xp3Vxzqn6D0Cyvyp2/Y/ilio8amQbeX1OIqGpz+Gx6DZaZ2TA1ZZxHTLlQ6ajWFzM2VgXlrN++W5cWboKQQhRMfIlicOmOLKhqNutoJP7TDHXwKZqsHXzVRPL8yZ30yrrTnjDoyDGVirJzF1rp3RP62mdxw/lGzPQTzWLjLH5oRZ32o9vXqnVTZk1DntL8PuRpt0Jc8t2d1u09tn9iFn4V9g3MXpnWT6zoJ9q1H3rOC0sX3abe62a5w/qR/3z91H3dSvw5In4Kib2l8PEJp2B08ubB0cPn9iiTWYTKDcmjDkBOtRyC1zrM/Rjpyl/+a244bw0IL91E77RuOMJU/AtBvTCzpMvgY2/w+i7dTu7D0S8gdZI72DFfT2nYVDU7l19sD21wPcfuwg3lvTdn3xK44agGFCUbYrrYB431wXk9I86Rft211t3fDs5W0RNMpEyRBozKxODNCYkPj9O7I7uLwsRirWo/btDTgmhDgAmhOGntR+O1cejD4HNVNjzBgxGHNB++00B0y7IWNBc1OPcsW0fu22UxS45dhheNyZOd/UsRE76tb02s76DnZPejeM2+N1aNw4e3BabW85dij5nrbLfnVEjtfF7cemt96bZw/ElaGAnddp4/bjh7XfELh21iDUIzhaYbNpKMDW8iDG1Bsapnvn/obbjxua1jKuPbo/au0uqxxeKiNOt16/vD/t82qmXgdfvQQTL4dlT6duO/MbVOmN5zXl9REWbinHGNv+eTaa3Rrjxpbmb19RYfR57bezuWDSVTidzrR/k9fPGox2JP8ohehGsuWJg2ae/PPUDXL6wck/R/Gkd5f9kNB3MmZ7J/QDZ8LYC9DSPdD2cG6nk+tmDWVUcerAxvUzB9A7+/Co831YsDmtgQiPvqP1vC/vh5PvbZbNkdQZ92GaBiP7pK6Fe/LoIqb1c1sDuKx7B07/TerlegrglJ/BvPvJ/vIP/PyMIa1LJbTwk7NG88m6ffx30Q6CxVMwVLvV/wmXp15Xv6lEx17CM4uaB6+Lc1z86ORBeOf/yZrgzIHTfw3z/gFfPgDH/8Dah6UQKZrA+P65qKpCTdZQ9PFXWDP2fAVVO2D2d1L3rddQmP0tK+NLS/H5NQec/Sf48p9WbUJFwTznr5h6DFXTOGlMX2YOK0i5qtPGFDFxYAG/ezd5hszgAg93njgct0PD49D4wyUTW9UIb9YlVeGPl01Ek6zrjNlT3UbZkKaZ1wfD7rYu7CJ1VhmShEQ9zQ5mXuPIwhcPXsvAnUJknuLJxzznL1Zwus1GCuY5f87cYI2A4umFedqvIbs4ZTvz1F+RyVH1PG43d544giG9U5cw+vrxQ/A6MnfssTmcaFOvhZJJKdsZk65ByR+Usk2H1qupnDKmD7PaOX6fMrqIowan/0RUOsb0y+Oc8an/vkcNzufM8f2x2TI3rkFRtpPrZw1O2WZUcTbXzhyM03bkZl4D2DWV3OxsmPVNK4EBYN3b9HFGuG5m6qSFUcXZXDNrCPZAO8kn7nw483fWze28gVYixdG3pX5P4SiYdiOmtzfsXZ36ycERp8KQ4/DGajh7XGOiyt8/303whJ9BTjsDwp/2/0DpwO/AmQ1n3AdZRanbnfn7hgSTvnlurp6R+vscU5LDVUcPzFj9dyFEx8iWJw6K4smHqddhnvu35AGwoSdg3vopZgdraPZ0ijMLzn8Ac+Y3WmeXanaY9DXMr72I0sGBr3o6l13lhdtmcMa44lbBqhyXje+fOpzvnzGarBSDwYlu4MyGk/7PClQ3vfjd8hksfBhu+gAGzWr9vuwSuOhhGHshtiWP8tBlPq48qn+rx+VcdpXrZw7g7xcMxfPchdagR9vnw9gL4KKHkp+UDpwBN74Hix+zMo6DFXgJ8trXZyctV9Enx8mfL5uIrziLe19fRUQ3+NqTX1F31v0Ya9+Ek34Ks+9qPdicaoPxl1J/xSvc+t91lNU1lsuYPbyAt26fTPZnP7cGp+k3xerT2jdg7ZvWtM/+ADe8C0NPaP0ZvIVw9p+xTfkaz8zfxi/OG8vLX1VSc/J9xGZ/x+rLyzfBhEvh1F9ZFwdNKQqMPB1ufB+qd0HVdrj6ZeuCoKXCUda8yq2w4EHIG4R5+bMw7ERUtxVs9DhtPHLtVK44qj8OrfXf6MZZg/jr5ZOYv3Efdlvz7VdR4KRRRbz29dlkOawLVFVVGFTg4bWvz2ZMSeuA5pDeXp69+Wgm9c874i8uM6kh8zqrxX40kXltP8jgtaI2Hrea1r0OxgPPzo5mXnsZqexAweCrndUEIzKQkRCZprsLMG/9H/Sb2npm7gDMy5/GHHYKmjsz2cAJpsODeescGHJc65lZfTDPfwAmXYXiycvoer12lVfvnMVJo4paPbyU57Fz79k+7jhhOFnuzD7dqDizMK9703rqquWTpc5s9ON+CGf+DtXVwf1kOzwOGw9fO40rjhqQ/Bxr1mD+dsVkvM7MDozrddr53SUTuPXYwbhblOewawqXTO3P49cfhSfj67Xxg9N9fP/0keS4mi9bUxXOHFfMC7fNxOuQcwuP04bTplBruDBv+hBGnQ2KiveJk/nhqcO4+9QRKb7DGagYbFQGEbzoyeTJGAOOhls/BcOwEiNO/SVsngPTb4MT/6/1TTNFhdHnwrWvEd27gV3FJ2L2n4457cbWZYZsLusp7UuegKVP4XnuXH5/7uCG39vS7VX89n+7qb/+YxhyfOu+ZRXB+f+ESVeDs4PX1O58uPUzq9xIS9nFcPEj1nYev27wOm385KzRfPfUkWQ7W3+fZ48v4fnbZmR8GxRCpE8xTalL25mWLFmyxOPxTBk9enR3d6VTmaEaq1bW1i9g3xrrwnjUOWD3HF4Z1y0YgSoUzQb+t6G61ApmjTkP0zBQD+PPXRMIETMV3v+qlOqgzuACN8eNKsbQYxm/kOih2kz16dHbfKgaU7VZJSfKN1oZlqPPszI5Td2qget/D0UPW/XaB86AUC24c63RwBWVutpqTE9vPly7l311MUpyXZw8ug/U7SVr64fWSa3vLDCimO58K/M4qxB2LYc9q6xH/kacDg4v5s6FKJXbYejx6Dn9WbAjQCCaqOlo8Mm6vURiBmNKspk8IBfdMImZCu+t2kN1MEr/fA/H+wpRIvXWyWRNqVV/b+OH1vboKYDR5xAzIObIZuHG/azbW4fHYePUscV41CjZ2z+F2l3Ehp4MWUVomg2zchts/hRMHXPADLSScZixMEokAP53IFpvZb8MnAl1eyF3APWhMNjc7KmLUJjtoq62hqJsJ2z8EFvdXhhyjJVhveUzq063Iwt8Z4IewXRkg+ZEURWo22cFD6u2wvYFVlR58DGQP9j6Dncvt4LsfSdjmgqqs/WNwbpAEFOx8cHqUvbXRinJdXDymL4oRgyvTSVYtRtyipm3sYwN5SGynXZOH1uMw66S42r9uHnMMAhFDUorA8zdWI5hmkwb3IsRRVk4bCp27Yi5D550u8/0Nj/lVx9SUR/hn1+b0vzx8I0fwxd/hr6T2nzSYO/evQD06dNOCZ4v/mr9ds/7h/W7BHj+a1bd6xN+3LHsa9OAD+7hx5Eb2UoJz95yNLOG9U7//YK1a9cC0COPG0e2Ltnm02XEYiixeus4seEjMCLQdwr0m4JhKmjODNW6bkHXddRILYRrrfPdaNA6Rxg0CwwdpaNPa3RATSBERIcPVu2iNqwzrNDD7BF9MPVo2uVCDmT7igWq0DDR17yJEizHzB+CNvJUYrqB3Z3ZwHVTlYEImmqd55TVhumT6+L0McXEDIO8DJULSaYuEELRND5Zs5vSqjC9s+ycNq4vGAY53s47rw9ErCcFPlu/n63l9eS6HZw+thi7ppCd5HykC/Sobb6pcDSKbig49TpUIwrr3gJDJ+i7ENy5fLZuD1vLg+S6NU4f1xebChEdPlq7l1y3nZNH5mNXDNi5BHYvswZ+Hnm6da6s2aFiE4YjGzWrD9TusabX7rISUDZ/ChVbwJWL4jsT04iBp4BITKcmZmPljkpm9Xfgctit5I+6vSjZxVYswIjB/vWw40soGAHDTqI+poBma/i9jeubzcyBbtRIHYr/XSvzO3Edoijt3rRvcxs3TWu/FaqG9e9Z41CVjLdqeisq2Fv/tlv+JvPcDk4fV4xN7bbf5AGTc4vkWnwv8ujoIUSC152sJxzsupphWIOhqUdYPagj8XMfiZ857tAMXgNbt26lpKQEp1NKu/Q04XAYXdfxeDonACEOWqdf1IaiOqPueQ9NUXjqxunNB8Fc8zosfMi6aTImeS3HtIPXCx+Bik1WhlW/qVb5kP9caF0knvorOlxk9JNf82RwFu8ZR/OdU0by7VNGdOz9Rzi5wOyxemwg6wg+/+ow2b46JhQKYRjGkXou0mO3+bVr16KqKj6fr9v60FPJNp6cfC/JSfD60CVnPCLj/H4/fn87Iw4fho7Ez30kfuZDXTAYZPPmdgZtEd1i8+bNbNu2rbu7IbrRvpowAPlee/PANUCk1no92LIhAIlH3oPxARYDZYBpZf0fSDDMmcWoeN3rhVvLD75/QoiU5PxLdJYtW7bIuUgPlbhpJYQQRyIJXgshhBBC9AC7q4MAFHiTPBkRitenzsQYEs54Xdz6/dZrnZWx3aoue7oc2YxSrGDHkm2VhGNS91oIIYQQQgiRGRK8FkIIIYToARKDNeZ7k9RVTAyuaM9A8DoxqFugzHpNBLEPNHjtzCJXCTDAqxOKGizfXnXQXRRCCCGEEEIIkOC1EEIIIUSPsL0iAEBRdpIBshoyrzNQh9SZZ73WxYPXicxrV94BLs8qQzImqx6ALzdL6RAhhBBCCCFEZkjwWgghhBCiB2gMXicpG5LIvHZkHfyKXDnWayLzunaP9XrAmdfW8sa6rKD1l5skeC2EEEIIIYTIDAleCyGEEEL0ANvLreB1n5wUmdf2DGReu3tZr7V7wDSgyhpskayiA1ue0wqoj9Z2oCiwdHsl9eHYwfdTCCGEEEIIccST4LUQQgghRA/Qdua12STzOgPBa4fbyuCOhaySIdU7renewgNbXrxsSFZ4P8MLs4jqpmRfCyGEEEIIITJCgtdCCCGEEN0sFNXZUxNCUxQKsloEryMB0KOg2a3/MiGRZV26xApiO7MPPDDuTAwAWc7EAXkAzFm//+D7KIQQQgghhDjiSfBaCCGEEKKb7YhnXRdmO9FUpfnMYJX16sjO3AoTwWv/u9ZrTsmBL6uhhnY5E/tZ///T9fswTfMgOiiEEEIIIYQQErwWQgghhOh2KQdrDFZYr84MBq/zB1uvlVut117DD3xZmh0cXjBiDM2KkuOysaMiyLo9tQfbSyGEEEIIIcQRToLXQgghhBDdbFt8sMaiZIM1Biut10wGrwtGtPj3QQSvAVxW6RA1WM60wdaAkO+u2nNwyxRCCCGEEEIc8SR4LYQQQgjRzTbtrwOgJDdZ8LrKenVmZW6FDg8MPdH6//2mHlzZEABnonRIGdPjwev3JXgthBBCCCGEOEi27u6AEEIIIcSRbv1eq8TGgF5JBk1MZF47Mhi8Bhh5GgyY3pA1fVDcedZr3T7G+mbgdWj499ayfm8tI/tkMGNcCCGEEEIIcUSRzGshhBBCiG5kmib+eH3oAfnu1g06o+Z1gjsPFKXdZu0vJ996rduLTVOZMbQAgBcW7Tj4ZQshhBBCCCGOWBK8FkIIIYToRntrwtSEYmQ5beS67a0bBMqs10xkSHcWt1UqhNq9AJzgKwLg1WWlRGJGd/VKCCGEEEIIcYiT4LUQQgghRDfyx0uG9M93oyTLgq7fb7326OB1Y+Y1wLBCLwPy3ZTXR3j7q13d2DEhhBBCCCHEoUxqXjfh8/lswDeBW4AhwG7gceA+v98f7c6+HSoMPYZvSH8U9cj6aUViMQYMGYZD07q7K11q6PARRHWTaCyG3XZk/c0PVYW9e5ObkwWRekDFUGwYpo5mc6CoKkSCgAmqZr2igh4FmxMMHVQVDCP+aqIrKjFTQVMVYoaJTVOwqSroOsSCmKodXbWhAmo0gKnZiZkKCiaGakcBFCOCotowjRgApuogEjNw2lV0w0QBDBMUVbG6hoEZ/7euG9g1BVOPoGgOYrqJomnEdBNNVVBME00FU4+CaiNsgF1T0XUdVVFAUTAME7tNQzdNYrqBqoDTpqFHQ2g2J7oJuq6jqBqmCTHDxGVT0A0DRVExMbEpBkYsimpzEDNMVFVFN01sCmDEQLETNUxsmko4ZuDQFDQzhqIomNanZtjw4Sgo6JEQigJRbOiGgcfpACAQjgEmds2676wZETB1DJubaMz67qMxHbtNxTCs78cwQVVANw0cCiixMNgcqKgYikLEiM+PJ8Y6NNBNBYct+b3tSEzHME0UFAzTxGlTUdXGtjHdIGaYODQVVU2jFIWhW78v1QbakbsPWb8nRb1rTKhLZF7ndVmfOsyTyLzeA5goisKZ40p46PPN/OvTTZw/sV96vwkhRLuGDh2KaZoYhtFsH9zZzEgADB3T7kHtwnPeWDSMqcdQ7U60rjxW6DHrGK7Z4+dFXbRawyQaP7/RuvDvG9V1+vQbiKaYXbZOkZ6hw0diYm3zoagBmGiaAgY4bAqmHouXAFNAj4AC2NwoegTDMDBtTlRFIRqNYioqdsXE1KOodieGCZoCSiyEoVq/ddMwwNRRMVEU1Vq2ooKpg+povB6In7tHdBNT0XDYtVY34U09RiQWQ1FUHA5H/H1RQMXQw6BooDmsfYoeAdNoXEcHmXoEoiGwu1A063pCVUwUPYppGKh2Z6t9lx4NN87rwu3tiBapty4z7e4D+juLI9ORe6WY3APArcAXwBvAbOCXwETgkm7sV49nBipB1VCWP4tSth7sLswxF0DRaAzVhmZPUsPzMFAdiBCOGfx30Xb21YTJddu5/KgB5Hrs5Lod3d29TqHrOoGowa6qIK8sLaU+HKNfvpsrjhqIokCe5/D83Ie8cB2YOgXZDpSN78G2uQCog49DHXYiZjiEWbcPxZ0HlVtgzesQC0PBcJhwGVRthZx+1jTVRsw0qVWyqagP4XFovLx0J/XhGFdM7MWAfJe1L6jZiTLmfLSi0bDqFdizEkWzYx9xOvSbjGlG0YN1aJ4c9E2fYNv0EWAS63c0ntFnEY2YrCuP8cbyXYSjOiP7ZHPx1P7EDJNgOIZDD5BFAHXFf1ACZRjeIph0LdW6g4jmRY8Hi7OcGnZFZdv+AMV5bt5YUcrqXTU4NIUTRxUxpiSH/ZVBBuR72FYe4IVFO5g5rIBjRxYSihrsrQ6R63GweX8VH6zZ29CXC6f0QzGieEJ7UZY+jhaqxsjuh33qdUSwE1TcqAqoKOyuCdAry8nrC3ewpawet8PGheMLGJjnwBPag5rdB1W1w/r3UXZ8CShow06BAbPZtLuWkoJcdleHqKuvZ0JfD+xbi7L6VYiFMXqPRht/GbsrwmTn5BGM6URiBs8u2I5NU7hiYh6FbgVl6ZMoNaWY7nzMyVejuHuxao/O+2v2ce7EEvrkuKgLxeiT66IuFMHlsGHXVAzTRDdM5m8uZ876MkzTZNKAPE4e3YctZbUMLvCimybbKwK8uqyUUERnaGEWl0ztj6pAlitJGYxQjXXBs/QpqNoOziyY9DXI6WsNSpiJGsyHkLW7a4A26l2HakAPg80FdlcX96wD7G5weK0Lkvoy8BZy7IjevLR0J+v31vHuqj2cPaGku3spxCErFAphKDaWbyvjQ385Md1kYr8szpzQH4woXnfnnGsb4XoUTNi7CmXN61ZwqdCHOfFK0GMonvxOWW8sFkWNhTArt2L76nmIBNB7DcOc/DV0U8Hm6aQnUUwTInVQtw+W/cfaB+cNgCnXgmoHV07nrBeoDUWpDcX476LtlNdFKMpxcsVRA/E4NLKTHUszpDoQIaIbPLdwB/tqQkfE9cyhoiYYJaLrOG0aqqIwb2s5H6/bR0w3GdM3hzPHFbOrJsJAr46q2WDd2yg7FwIK5rCTYMhxKJE6wjos31XPh2ut907q6+WMcX0w923Cm98X3TBAtaHqEZRIGCUWRln+DNTuwXTnweSrUZy5VqAxUg6uXKK6QVR1smJbGR+sr7L2Sf1zOXN8MaCgGREM1c6ctbv5clsNiqJwxtgiju7rQImFYOmTqLV7wJ2HOfEqTG9vDF1HW/wIeAtgwuWAYp0jptCnTx/y3QpmzS5Y8gRK/X5MTwHmlOuwO7MxAhVoix4GPUKsaBzKhEvQdQNN09D3rMa29jVrXuEYlImXoRtgc8tA0xkXrrVugGyeA5v/B5gw4GjwnWXdKHT34KcLRY+gmKbcWQXw+XyzgLnAS8Blfr/f9Pl8CvAEcC1wrt/vf6ujy12yZMkSj8czZfTo0Rntb09ihuvgi7+gfPkPK7DVVO+RmFc+h+EtRnOlPvAcaupCMX7w8greXbWHlpvR7OEFPHDVFLKdGtphlI0djkapDunc+tQSlu+oajZPUxUundqfe84Zg9d52N8XazOy1iO3+UgdVO2EfWvg3e9bgaWmPAVwzl9h4Az4z/mwd03z+TYnzLjTunBb/izM/jbGmjcIjLmMn766mjdWlFKS6+aN2yaTO/8P2BY/BHYv3PAOrH8PPvsjRAPNl5k/lNjNn6DsWYn22q3xbM0mXHmET7uP9XnHccljKwnHDM4YV8y954zhiXlb+PYxxXjfuBk2ftz8fYoCvrOpO+t+/vrZbm4+dijPLtzGzccM5en52/jHJxsJRvVmbxnYy8NfLp/Eut01+Iqz8ThsnPX3z+nldfD0TUfjtKnc+p8lbNpf1+x9TpvKrccM4vajcvA+fqJ1oQugqBjjLoZz/soLKyo4Z2Jf/vS+n6cXbCOqN99ZjCnJ4ZErR1O49insvlNhzWvW95WQ1Yf6cx9kcXQo/QuyGeqoQnnuCihb3+Jv5CI641tUTLqd/ywt44qjBnDva6v528Uj8H7wPdTVL1uZLE0NPgbzsqf4aHOYW55expiSHP5x5WTeWbWbcyaUYJqQ5bSxfm8t33l+Bfvrmu/fc912Hr1uGn1yXNz6n8Ws3V3bbL5dU7h+1mC+c+pIPI4m+4RIPbz3I1j+jJV53VT/aXDFc9Zvsguz3NKUdLvPxDZ/4h8/ZUtZPf/vgnEMK2xxrKzYCG98G7LMZrCtAAEAAElEQVT6wDF3pVzO3r1WyY4+ffoccF8OyoJ/Q+VWOO3/Qd/JAHy4Zg+Pzd1K31wXH919fPPfggBg7dq1APSo44aATtzmOyoQDLJ+X4A7n13OrupQs3leh8YPTx/BxVMH4HVlNtBohmqhdhfKf6+C8o3NZ9pcmLPvglnfRGknuNRR0UgILViO+twVsGdl85maHWPazSgn3YPi9La7rA5tX4ZhDZD7/Ndg+/zm8xQVJlwBZ//RulGXYTXBKN98bhlz1u9vvloFThvThz9dOoksV+b3n3WhGD98eSXvrNrd5vVMjst2pGSk9phtXtd1akI6a3ZXM75fLhv31fPN55ZRWhVs1s7r0PjBGT4uGZeH95FjoGZn8wVl9cG88N/U9Z7IxN99iWE0f++PThvCRUMNXBvfQZ1xO0o0CO/+AFa/muS88Vi4+FEwdaI2L2v3Brjj+bVt9uns8SWc/8BcSqusfdbkAXk8f8M4HG99C9a+Tqsf3NATMC96xHqy49FToGIzzL4LZn8r5TZnhmpQXr0N/O+0njniVLjoEZj7V/jiL9Y0uxv9mO+jHH0b6n/Og9Ilje3tbvTZ30WZeSdqhvdrXa1HnVsEq6F0Mbx2e+P1UoI7H874HfjO6JLyeC2+lyMrW+YQd0QchdL09fjrL/x+vwkQf/0x1kMNN3dXx3oyM1gF//sNyud/bB24Bihbj/Lwyajhqq7uWqeqD8e4+alFvPNV68A1wNyN5Vz27y8JxQ6vm0OhqMmFD8xrFbgG6xHH/y7awd0vrqAuLFV2eoxwHexcYgU7X76xdeAaIFAOL14L27+EMRe0nh8LWyd8C/4NQ46Dd38Io8/l688s47XlpRgmPPG10eR+9jNsCx6wykCc+zdY+yZ8/MvWgWtAP+XnKPvXoj1zUevANUCoCucbtzO88jN+dsZQ+ua6+OV5Y/n6s0v51rH98D57fuvANVgnwuveIuvFy/jWcf34+jNLuX7WEB6fu4Xfv+9vFbgG2F4R4JpHFzBxQB5PzNtKzDD43cXjGV2SjdOmcuG/5rYKXAOEYwb/+HQLf51XQd2F/2nSBwP1qxdRX7iGcyYU88s3V/P4vK2tAtcAa3bXcP5Dy6kZfz28/39WlsmQ4xsb1O3F+/wlTM+vpb+jHuXhk1oHrgFiIexf/J6CxX/h5CEe7v/fRh66cjTZr9+AuurF1hcgAFu/QHnsdE4Zkc2po4tYs7uGKx6azwWT+vHTV1eR57azaX8d1z2+qFXgGmBoby9F2S4u/OfcVoFrgKhu8vDnW/jVm2uoD1uPlRKph1duszKuWwauAXYuhkdOtm64HCEq6iNsKavHoakMKkhSNqQmvn0kBkTsybyF1mt148XzyaP6MLjAw67qEP/v7bXd1DEhDl2GYbCtMszlDy9sFbgGqI/o3PvmOl5avIP6YDDJEg5CsBzlkVNaB64BYiGUOffB53+0rgcyyBatQ334hNaBawA9irrgX5jv/gA91PrYc1AidfDoqa0D12AdR1c8Cy/dEC+9ljmBSIwrH57fKnAN1mnN+6v3cu1jCwlEYhldb304xi1PLebtr1oHrqHxeiYQlUF3u1owavK3jzcwZWAeOyqDXPnw/FZBYrC2/5+9sYbnl+2l/qT/13pBdXtRnrmYrMo1PH3dlFbvveetjby8SSWUMwQlEoCXb4JVSRIeALZ+Dk+eA6qGGgvyx0+2p+zTGyt2cfdpPgBcdpX/XDcexwtXWYkayX5wmz9FeepcFD2MfvWrEAvBnPtgzu+trN0kzEg9ytMXJQ9cA2z4EJ46H477HuQPsaZFg2j/+yXmvH8Qu/LF5u2jQbRPf435xd/QgzXJlyk6JhqCPSvg2UtbB64BgpXw6q2w4QPrSRch2iDB60bHAWV+v39V04l+v38XsB44Pum7jnSxEMqCf6ZuE6pC+fBezEBF1/SpkxmGwbxNZczfnPrzrN9bxwuLdxCKRLqoZ52rJhjhn59uSnqS0tR7q/awZX9mT+rFQTBiUDgSPvi/5CeKCaYJ7/0YplwHWhuZWwv/Dbn9YfdyjLr9DQHJKQPzKLbXY1v2pNUudwAMPBo+/1Py5SgqyrAT0d75bkOtvLa4P/4J508q4bpZg3lh8U5mDs5DW/Nq8gvapnYsRNv8CTOGWY8z3/+/JBfeTQQiOn943881Mwfx8zdWc+qYPtwwewh/+Wg9NcHUfXxk3g5CeSOgqEVmQ6Se8toQLyzemfyNcfvrwvz5053UT7wBPr0PZtzevIGh445U4vzkXghVpVyWbcEDjCywkeuyo5Quhk2fpGxP2QZY9Ci/Omd4Q18enLOJi6f2J2qY/PS11ehG8t/N9bMH88CnGymrS72Pe27RDirq423K1sO6N1P3qWo7zP07RDMchOmhlm2vBGBoodeqF99SbXywQ29BF/bqAHmLrNeqbQ2TVFXh1uOGYdcUnl2wnSfnbW1sbxjWzSs9swEZIQ4n9eEoP319DeFY6gDife9vsMYPyBAzUIHywU8hnDqYoMz9W7vH8o6IBmow//eb5EGOJtTlT6O006ZjKw7BggetbM9U1r8Pe1elbtMBMd3gzRW7WL0r9fe8dHslc9bvx2jjmNxRhmHw5eZyvtxcnrLd+r11vLBoO6FIkhvOolPUh6M8PX8b18wYRESHX7zZ/vb/+4+2YA4/GbKKWs80dJR3vsfMQVlJywv/9oMtaKPOhB3zYfOnqTtXth5WPI+2cyG3zkiyrqZ9et/PCb5CCrOcnDuxL+7SebD1i9TL37cWZfkzqHY3jDzDmjbv78mT5PSYFbTeuSj1Mncvt8oXnv6bZpO1L/6Ipqkw/tJWb9Hm/gnVlHOTjDCi8PZ3kyetNPXej3riU5eiB5HgNeDz+ZxAf2BTG022Ank+n6+wyzp1CDCCNTD/X6kDYglr3zhsdkbVwSiPfbE1rbZPztuKbh4em5ld03hh8Y602j78+RYq65OcZIiupUdg62ewe6UVEGxPTSnsWmbVHkvGNGHx4zD5GtQv/86N062T1uuPKsK7uMlNrElXwfLnrPUnM+PrmJXbYF8aWZiBCtj0MVdOH8hzC7dz/fQ+uJc82P77AO+Sf3L99H48t3B70qznlj7bsJ/iHBdVgSj1IZ3JA/J4f3WSrPAWTBMeX7iH0OSbmk2vn3IrD32+Na2+vrp8F8qIU6wacH2nWCUiErKLofcIWJdG5SrTwLnkYW49uhDty7+ntW5l0SP0yW68YfHaslJOGdOHrWX1STPOAXJcNo4Z3ps3lu9Kax0Pf76ZQDAIc/+WVnuWPpFeu8PA0njwemSfNuorVse/Y0/vLurRQcjpa71WND+dGtLby42zrYynn72xmr9+tB59zdvwtwnwJx/8cYS1bxFCtFIdjLFkW2W77YJRnTeX7SQWy1DARVHazmZsyjRg4UNWiZEMsNlsqCufT6/xl38nGshUpp4Jix9Nr+ncv0GoOiNrDcUMHv1iS1ptH/5sC3UZyr6uCcXSXu+TX25Dl1KjXUZBYc6G/fTPd1EdjLJwS/sJYKGowWvL96BPuCp5g31roXILtxwztNWsYFQnWF8Lix9Lr4OLHoH+RzFlYD4F3rZLFYWiBm+v3M2FU/px+9GF/H/27js+jrvO//hrZntRt9x7W5fEduzYcez0BEJIA0J674SEfnfcD+44yh13R4eDQAgpQAgQCCShJBAg1XGc2LETx3HWvXdbVtu+M78/RitLtqRd2bK0Wr2fj4cfsma/O/vd0dTPfObzdS3+fmHzX/ogWCkyp/+z87ttOU9/pts/eWKnmjBe/WFh81xyH4w+tf00K4P1+oNkz/63I9tbWazXfkImNTASKY6rfWudf/k074P1zx3//ki/pcKDjtyzuAc7eT13dlIBHPk8Vx7xeLy1tk4pmTJqEEa+7MecbBoObCQz+ATWri1g51XERo+fxKqdhZ2wbtofw+0y+v3ff+zYsTRlTOpihZUDWbWjAYz+/707k692WLFs8yNryylLNEJjB2UmOrPzLaga2/nru1bCmAWYKx9j/Ak+ACZUezHfbLMvqBoDa//W+TyGTMPe/kbBXQrtWko88n62H4xTXVFeWNC7pa8er5d38mQz5dg2RHc1Mqo6yOa6ZkJed0FBb4CVO5pIjp1E2+H0MpXjWdVBOY2OxFJZ9tU3MTo4CPavdQaHanLqF1Mxyjnpyxa2/bl3r6Dci/O3KkS9c1NqaLmXXQ0pmlNZmhIZ3tnZ+XIbUu5n+8F4h2VYOvL29nqSWQgWesxo3kc20cj6jVvJZosj26ur7f5YtvkXVjnB6UozzpYtm494fcjeDfiAupRJqqWmdWfSaWcd2Z2n3fFiZFwMBuwDG9m6aUO7m9bjA3Dp1HKeXN3Ad/62lueMdXzOE2Kux4sZPwB//CR7tqxh/9Qb+qTvfSneUuqhGI4bcsjx2ua7Y/Lkyazenj9wnbNsWwMXz0gd87n2pEmTcO1bmz9TroWxcwV2JsHq1V0/aZTPhAkTcDXtwVVg6Shz11tYdqbLv0Uh25dpmkwaNdgZPK4Qu1aSzmRZ1wPrwIRJk1mzu7Dv+87Oejxmz5xfjx4/qeDzo80lcj2TTzFs82VlZdQMHorXZWJZNm9vL/wmyYqdcT40djIdFCBzbF/GjJHnd/iS1+vL/1RjzsHN4AmQ3rOF4ZUB9jd3/gTem9vqmTWqkqFV4cLPSw9swPCEsINtnjjbuZzmhgNs2XNoeUyZNK7wee5ZBR3UyHftXE5m5nUdvsW1czmJRIy16zcV9hlFphjOLcaOHYt/29LCC0tve53UuHNYv/HI8+Ge0na5FEU9cClYaaSEHrvc8M2dpYrmpvs7eX3gMrqxCpVI5jWAyyi8tr9RAuMA2LaNqxt/apeJUyle+pQNTuZUd7Y90wV2Fxerpum8brhas3Asm/afYVt0+Fxiu9e716fcQEG2bTvfqRCGC7BxmYVvg6ZpkLVsTAzMbmznpmkcudxsq1vzcBlG67JtN6KObXVvX2u4sLFbvn+h7zFJpA9ttAZ02XfLpnvL1TCcuwPd6JNRQseMzjQms7yzN4FpwPiqDrKXbBtP804AMv7ir3ltu/1kvRUY2XRrv9taMDrEndOyVNLIm/ZErkx9gUs89/PokH8mZbsZ/Na9hHYt6YOeixSv7uxrXYbRc+ed3dkHd+d4k29WffS53T3O9uSJbqGnCi7DcM6DeoBN99atUrie6Q8SiQSGYWC1nO9255rTOdfqIjPfdJHOdlZ+pJvnjabpDFCeZ300Dee82rbtrq8NDmcYGG3nbbiOfNj78OuPrmfY8SabO2fuyAA4Dz3enL974cvRNl1oDEXpjDKvHbnnQTp77sXX8vOoCvkGAoGSvKtjp2LY487AWNdFhmWOrwyqx+F2u/v9sqhrTjJvXE1B5QRmjqwgkc72++8MYCczjKwKsK0u/+NTp4yrwTSKZHTjPlA023w2AwcGQc2Ewt8zZiG8+PWuX9/9DtmxZ/DWTmddWLEzwZTRp+PJDXC0e5XTbuVvO57Hxpcwz/58wV1qHH0usXiGqcPK2LpnP+NHzXcGl8z7XRbQFIszf3w1T72Zv7yF12UyY0QF6/c2EhlahmkYhH1umpL5H9E9fVw5wT0vtpvm272CBeMXtJaF6MqgsJfqsoAzUMmgye1rbu5fD7UR8IYLGsgwOeZM9jTDqDELnEF38hl6ImTTHIw7Wbu1YR9+j4t54zoPlm4/GGNIuZ/qkPdQPesuLJw4iIDHhLGndTzg5OGqxmF6/EyePDl/2yJwtNv8U2/uwLI3M21YOZEJ445s0LQHMjHwhqgdMT5vhCOXcT1kyJAu2x1XeybA9jcYZuyD0Qvbv5ZNMXr51zjFvYM/hS/jmeaJvH3Qw+cOnsT3vPdxQ/YJrl36XUZ/7PleGXG+UJZls2l/MzvrE1i2zeAyP+MGhfC6eyYHJJcVVRTHDSlIbx7nZ40ZhGm03CjO4+zJ1fi8nh7pmz0oAp5gh4MuH9F23JnY3hBTpx57hUWbGqdubwH1rLNjz8AyvV1+34K3r2STc/wt5Bg1ZiEeT9efW6iGRJqTx1Tx+qb85wrzxtWQsXtmX3EwlmLeuGqeeTv/9cyMErqeOVq9uc03JNJgO4HfOWOrcLUkVuRz9rgg/h0rOm8w7ixe+lsHA7cDyWSS0JiFsOp3+Ts4bCY07sFTM4bN+7d32fT0STUsXn+AtbUmJ41Z6Azmns+I2dixOoz6NiUPJ5xNuKqWqYOGt06yYwdgzIKOB3A/3JgFkDhyG8uMPxuzg+kAmXFn4wmWM3VqPxhzpANFc24x4ZyCmxoTz8PrP77bWtEsF+k2ZV476gELpyxIRyratJMWhjcIc24Cty9vW3vGVSUzIFNVyMdHzjyyXlhHbj1tHEFvaWxmhmFz46ljC2p7xxnjqQh2XgNNeonLDWMXQrAGhs7I337wNCgbAhs6GeTP5XXqWb/xc4z5d/HAEueC56ElO0mdfMehO+tv/gqmXgy+8o7n89avsD1BJ8CdT+UYrKEz+cnLG7l+/hh+9Opemud+LP/7gMa5H+M7z2/hohnDKfPlv1d7wYlDWb71IFOHVZDKWvz93d188KQRed/nc5tcMWcYnjfa18r0L7uPmxeOo5DEpmtOHo6x8jcw7VJY80z7gRkTB2H7G9gzr84/I7eP7Mzr+Obz27BO+3T+9oB9yl2sPXBo/3zF3FH8bvk2Ql4XJ4+p6vA9ibTFH9/ayZUnj8o7f5dpcOOCsfj9flj4yYL6xPyPgOnJ366f+8dqJ9h80ujKjhvUtdQjDQ8tPDWvr1W1BOF3vnnkaysfg7pNBMLlfHjBFL5/XoCbT/QwPGywKxXga5mrWbj/c/zPA4+yt7Fvx03IZC3+8e5uPvGr5Zz0lWc555svcO1PlnD9A69x/ndeZNaX/8pHf7GMl9bu7bFMSJGOuE2Lc6fmvyFVHfJyRmQoLncP5SZl09gdDGR2BE8ATroW09tpsYJuyVg22Tm35G9omBjz78IbCPfI5+L2w/y7C2t72iedxJweUOZz85EzC0syuOusCZT7e+bYWBn08pEzCr+eCXmVhdpbfG6DS08azpvb6vCYBucVsP1XBT2cGRmMufKxjhuMWYDlK+PxZUcGm2tCXoKhMMy7vbAOzrsDa887/HXVri4TPKqCHhZOrOXJFdv5wSu7SZ/6ycLmP/c2CFTievbfnd/dfph1Lbjar/tGsBp7wScKm+ep90D0mfbTvCFcJ34Y11MdXFd4grhmXonLXfrnosddoApGnZK/XfX4wq5XZcAqjajaMYpGoylgM9BB2hO0TN8bjUbzj5Yw0Ng29vu/2XWbmglw7r9jBCp7pUu9YeLgMFfN7Tpoc1aklnOnDsHtKo2TvaDXwzWnjGZ2Z0GWFh87eyLlAT3UUTwMiDfAJd8D75G13lp5gvCBe51BiDoLxLzvv51RyOfdjmW6OWOik5m7YV8zy7Y1kzz3P5128Tp46zG46NudPoZrrngU69J7wV/ZeZ/cPpovuZ/7Xt7Kr5du5azIYPY1poiPOBUrcnGX3zp74lU0Vk6jKZElmbH46odO7DKIPKzCzz+fH+Gx17fw1Q+eyCOLN/PAyxu5++yJjBvUxXIDvnrRRMx1z0JD++zu7Phz8LgM/t8FU7p8/9RhZdyxYAT+tX+A0z8Nr97bvoG/knjNdFJnfj5vFn38/G/yXHQfU4aVEw+NJD33zi7bM/5smH4pH3/MqRk4bVg5N5w6hufe3UtN2MfXL59Bub/j7fnhRRu5aeFYpgzt+gL+3y+cii+XoRqsgTM/23WfRp0CJ10P7tK+ARZLZfj7aiezcPbojm8StGYAVuS/iVI0aiY5P3csh3SbJ3UObHT2CwDTPwQuL363wXvHevjGWX7+9RQfJ1RmaCLIj7aO5rT/+Tuf//1K1u0prG78zvo4z76zm/teWM9X/vgOn//9Sr7yx3e474X1/O2d3exuSOSfSct8vvu3tZz+tee45eGlPLliB/XxNNUhL1OHlTF9eDlDyn3EUln+vHIX1z/wGpf+YBEvr+04m03kWJUHA/zXB6ZTG+48WcRlGnzvihMLHhuhEEawCt7zpUM3pDpsZGBf9B3owbEJPP4Q5oKPOU8FdSFz3lfIuvIn0BTM5YYZlztPCHVl4SegbFiPfaxhGJw6oYbzp3cdoLxs9gimD+8kKeAoTRgc5up5+a9nzps6BFd36gfKMfG53VxwwjCeeXs3PrfJly+dTm1Z19v/dz8UwVz+046f0PNXYn/gh/xyxcGO33vZZHjtfuyqsU7guCsTzoGJ58K4M/nVis6Pey7T4FtXzORXr22hOZXlH+/uYV9gLPacm7qe/6T3Yk++gOzBbYdqcF/83c7L+oyYg33iFV3Pc+olTsLMs184NM0wyFxyL5l4A2x/vX17wyBz8f9R4LA3ko8vDB/8UddP1Ll98KH7+0+ihvQJRZgOeRm4PhKJTI5Go63Pi0UikeHAZKCAZ1wGHiNQiT3tEuxAJcazX2j/qLvLA1Muxr7oW1iuIKURwnWU+T3820XTGF0T5CcvbWz32HyZz81V80bxyfMmEyog27M/Cfnc/OyWefzXn1fz++XbSaQP1U0bWu7nY+dM5NJZwwn3UFaI9ABvEAZHnMDqLc/A05+Fza+0bzN6Plz4becx3WSjs+22vQCuHg9nfw4qR8OBTU72w4bn+eR7LmRIhbMNfPQ3a3j81g8y5tJB+F/4T+cE8cqfw1W/gL99Cfa+e2h+pgtj62Kys2+AO1/E/MPHnaB4WyNmk3jft/jbrjD3vuTsku/8+TIeuPFkHlu2jWvf/33CtZNxLf0JJNo8FBOoIjPvozTMup2n3trPf1w8jceXbeWqeaO5/4aT+Z+n32XtnkMn9i7T4Nwpg/nCxdN4ZuUu/uuDM1i2+QA/eH49c8dWkbEsfvORU/niU6t45u1dZNo8tjluUIjPnT+BBeHdhH7RJlsrVEt24aewT7qBv6zaw+Unj6Ii4OV7/1jbruyOz21y0YxhfPF9Ywm/+aBzYvf0Z52yK60fcibN7/sOT69LsjBSxdDb/oHxx0/B6qfAapPtUjOB+FlfYmPZHFIHLE4dH+bi+1bw6I2fpbpiFN7F34XmNuMNe8PYs6+Hs/+Nbz+/nY37Ylw2ewT/8r4pPL5sG9+/5iTW7GpgfG2YP378dD77+FssXr+/3Z+oMuilPpbil7fP5yt/eoc/vrmTVJtaiiOrAvzL+yKcO2XIoX2hLwwLPu5c+L/wv9DYpi6yJwAzr4b3fKXrGy0l4o9v7qQxmWHS4DDDKwMdN8qtC5Vjeq9jxypQ4fT34GbY9CJMOh+ySXj5m87gb6PnQ3X7YJhhGMwc7GLm4HLWLX+BJ7aXsywb4RdLtvCLJVuYObKCs6cM5sQRFQwu82Njs7cxyfq9Tby5rZ43Ntexsz5/cHp4hZ/ZY6qYObKSiYPDrcGAvY1J3tnZwAvRvby++UDr/buh5X7OjNQyf1wNQyvaD3uyrynJi2v28pd3dvPWtnque2AJ504ZzOcvnMr42h7KBBVpUeEz+NPHF/Ivj6/kxTV725UQmTasnC9fMoWpQ8sIBHp2eB7bE4LbW4477/7xsOPOROz3fAXGLMQI9GyZH8MXxr7pzxjPfNYpf5Vp8yRG5WgyZ/0bxpT34/b3TPZzK28Irvm1c96y4heQalMxMjwETv8nOOkap4xXDwp63Xz7yln84Ll1/HzxZhoSh5ZzVdDDLaeN45aF43r8uqLM7+HzF05jVPXAup7pD0I+N595b4R/RPdwxqRa/vix0/h/v1vJ89E97bb/qcPK+OLF0zlxkIH/1SeOnNG4M7Ev+R5bkyG+8IfX2r00bVg5X75gLNPstXiGTAZvGfYZ/4xRMRIW/6D9eaOvDHv2jRinfQpMN5bh4nuXT+OzT6zhhTVH9ulLl0xnXE2QHzy3HnDKHn34gbf4811forxqHMYr34NYm/NKXznMvgH7jH/GymZwP/geJ2HjvV91bih1cl5o+MLYF30bu3o8xmv3OQk0Of5KmHsrnPYp+O0th55qHDSZ7Pn/jTFiLu4fzGk/w0GTyL73qxijT8Xl17G8R5huCNbCHS/AHz4OG9uXWWTkyXDht5wbpQPg/F+OnqFHHR2RSOQ84FngceCKaDRqRSIRA3gYuAG4OBqN/rG78122bNmyYDA4u9Rr6lipGIZtwb4o7Fnt7HjGnw22hREs/kGmjlZzIoVpmizdXMfO+jjVQR8LJtaQyWYpD/RgNkiRORhL4TZNXl63l8ZEhlHVQWaMrMCyLcK+0s6WbNHpbeGi3eazGecR4HSzU1d5++tOFsPIuc5FmOlxvlVsP4a/Eja97NS5rJkA1ROdE77wYEg2g8dHOpMh461gT0OC6rCPt7bVs7cxyUkjgoyu9MLud2DfWidzqnos1G12Rvo2vTB2gTMgoTcMtoVlWxjpONnNizFsC2PEbAjVEsdHFpNX1u8jnsoyaXCYCYPDpNIZvG43jY311IR9mFuXYDTvIRseCiPnsbcpRVk4zN7GJEPK/WSyGdwGHIilCfp97KqPE93dhNdlMG9cDfFUhvKAB9uGnQ1x1u5qYvaYKioCHtyGTcaGg7E0IZ+bJRsPkEhnmTg4zITaMC47jc/Ikt24CDu2H6NyFK6Rc2hKZnD7gmQzzj5ib1OaypCfdXsa2bI/RshrcOr4Gox4HaFgwFnWvnJo3AU7V2AbJtbIU4jhJ+UK43EbHGhKUh/PcGKN7QwQufElSMfIVEewayayN24TDgbIZC0CXhevbzxAQyLDnBEBhpX7sLa/gVm/FQLVMO40rEya5XssDrTU8T8YS1MT8pK2bAIek4xlU9ZyI6oxkaY5meG1TU5gb/rwCsr9bizbaZO1bQxg8fr9NCczjKsNMXlIGR6XiaejbK1M0glk7noT6rY42Ri5bDdf0V4sdLjdH802b9s2H/jBIt7cVs9HzpzAmZM7qBObScAvr4ZsCs75t4JO6Iui5jXA9uVOiZDwELjwm7DkR84+JVgDCz7WdbmxdBxe+hbbkn6eGXwri/b6290o7UzI62JcbZiRVQFqQl68LpNkxuJAc4qtdTE27G0mns6fHepxGcwZU8W5U4YwbXh53kFXk5ksz7y9iydX7CCezuI2Da6bP4Z7zpnIoC4yZdtS/cWi1WPbfE9pjCVIZmHJ+j1ksjbTRlQyrDKAzw2e4/i0ih1refh0w/PO8WrIdKiZhG24ML2d3HzrAelYPW7TILP+RUg1YtRMwDV0OhnbxOMr7HOPavtKNjl//U2LIFYHVaNg2EnOeZOnZ28QtBVPZbCBpZvq2NfknMPMHl0FBgQ8xy8NqDmZwTBgWdvrmQk1ZCyb8sCASkgpum3+YCyFz+3CbUJzKks6a7Nk437SWYvJQ8oY1nJjNewx8Fhxp1b89mXOujpmofNkZSZBoxEiZXhZsuEAmazFtKEhhpW58aUP4g5WY2FgJuvJeMpwmy3xoW2vQ8NOCNXCmAUYVhoSjc424AtDKkajESaVyfLqhv1kLJg6vJIRlQH8XhdGJk1z1qCuOcGKLXUYhsHc8YOo8dm4zZb512+DYDWMPR1sGyuVwLX5RRg0CWomOiULXV2vg1u3bmV4TRmm2wtbXnH6HB7snFdm0mAaZNY9D5k45uBpmDXjsUwvdiaOy7bIbHix/WsuL64SePqvKM8t4nXOTcHNi5wnfUee7Kxf3pAT5O4Fhy0XpXr3IwpetxGJRH4FXAm8BjwHLABOB36LE9Du9sIq2kDWcWRZzkWm2Z0RhUuAZVnYto2rRMqEFCKbzWIYxoD7W9Mfg9cttmzZQlVVFWVlPZytJMdsAG9P/UWPXdQ++85ubv/ZUsp8br5/zeyOB/7b8ir84ytQMRJOLawOa9EEr60sLP6+czMmx+2DeXdCeQGP2+eC394wiYu+z8oDLt7d2cDWujgNiTQGUO73MLTCz9iaEBMHhxlRFegy0GzZNtvq4qzd08imfTF2NSRojKexgXK/mxFVQaYMLWPGyAqC3u5fQB2MpXhs6Vaej+7Fxgk0XTl3FNecMprJQ7re3xblBWYfsG0b28a5OVccii6QlTNQz7WPhrav7qmrq8OyLGpq+ucgdceoaLd5nSN2Ttt4x7RcOqbgdf+lZ4Daux5YBdwEfBLYAnwB+NrRBK4Hqmg0Cgy8HeVA/N5r1jjlHAbSd+7vmpubaW5u1t+sCGl7GhgS6Sz//WfnxPlDs0d0HLgG2PiC83PwtF7qWQ8yXU7d8hW/cEoWhYfAiR8uLHANMHwW7FoBe9fgX/xt5r7nK8wdW8BTXA3bYdNLsHeNUwLJXw61ERh3BmZ4KKOrg4yu7plB5Q5XGfRyxxkTOH/6UH79+laWbz3Iw69s4uFXNjGhNsT88TVMHVbOiKoA1UEvIZ+bgNeF3+1kiHtdA+v6aVtdjJfW7mPppjpW72xgW12stVRCmc/NiKoAU4aWMWdsNadPHMTYPGMPDDQD8ZxTeseuXc5NxwEavC5aOkcUkYFOwes2otFoGvhKyz8RERGRHmPbNp/7/Uo27GtmeIWf86Z2kiHdvNepTW+YMPyk3u1kTwlWw6n3OPWuXb7uDcJjGDD9w/DK92Dnm7DkXph/d+cDNu2Nwpu/dB5BPtyWV2HZz5xa27OuhuquBz09gpVxBo3a+ZbzeHMmDr4yqBoLw2c7jza3SdwZUxPiX943hc37m3n2nd28unE/6/c2s35vc6cfAeAxDYZU7GJEZYDxtWGmDivjxBEVTBtejs9dGk90rd3dyJ9W7uSZt3fx7q7OB+JsTGZ4d1cj7+5q5IkVzkC4E2pDXHDCMC44cSjThpVjaFAnERERkQFDwWsRERGRXrBuTxO/e2M7XrfJx8+dhLujeuAAbz3mBE2HzoBAZa/2sUcZBriPsj6sv8wZHHbZgxB9BuL1MP8up242gJ2FHSvgnSdg+xvONJfHqbM/aLJTQz7RAPvehV0rYcti59/YhXDiFU4tzU7ZzgDU6/4G65+HZMORTTa+BG/83Bl8dNJ5MPE8CA5qfXlMTYjbTh/PTQvHsm5PE+v2NLGtLs7+5hTNyQzxVJZU1iKVsYinMqQtp6zJtro4SzYeaJ2P120ya2Ql88ZVM3dcNbNHV7bWoi92WcvmzW0H+cfqPTyzahfr2gyWG/C4OGFEOdOGVTC+NsTQcj9hv3NZ0pzMsLshycZ9Tbyzs4GV2+pZv7eZ7z+3ju8/t46xNUHOnz6Uc6cO4aTRlR3X1RcRERGRkqHgtYiIiEgvyJVFGFMdZExNF2UQ6rc5P0ec3Au9KmLVY1vKjzzqBJ63veYMImt6oW4TpFqCoS4vjD4Vxp1+5MCWw2dC5P2w4QXYtsQZgG3TIifAPXq+E8QOVDp1upv2OANPb30d6rcemkd4MNROgYoR4PI7n3twizNAdeNOJ4i9/BdO4HzUfOdn5WgwXbhNkylDy5kytLzTr7l58ybSWZtwzTD2NCbYfjDO5v0x1u1pYvvBOK9tOsBrmw7Ac879gEmDw5w4opKpw8qYMDjMmOogwysD+I/jgG75JNJZth+Ms2FvM6t3NrBi60GWbjrQus4DhHwuTh5Tzfzx1UwfXtFp0LnM76HM72Hi4DDvmTaUrGXzzs4GlmzYz+ubDrBpf4z7XtzAfS9uIOxzM3tMFSeNqmTqsHIm1IYYWRUk4C2NbHURERER0YCNx92yZcv2G4ZRHQgcv5G4i008HgdgIH1nGJjfeyB+Z4BYLPbonDlzru3otWLf5gfq36w/0N+muHW23Xdnm1+9J8Gnn3bKIMwZ3nn7wIF3cCXrsVweLHfhtX5zp3SlVlHBsNK40p2X3ch6y7CN/MFKw8rgSjflbdeW5fZjuTrPHjfTTZhWptPX20pUTSbjP7KOrGVlnXmZR36HeNpi08EUsXT/Pl8v95lMqPZ2OahmIWxgU12KA/HsUb3/7lNquGhKRUFte2KbP150vCicllX3DOTlpW2+f9Ky6ZiWS8faLpeuruml+Cjz+vhrsG2bWCy2qa870ttisVhfd6FPDMTvPRC/cxf6xTavv1nx0t+m3yl8m8+kfcB0gGU74l00HNfSvuWfdC15HOedbvnXEw4AdPV3L10NSYvlOxN93Q0efuNA5uxR7reOsWZ20RzndbwonJZV92h5taNtvh/QsumYlkvHtFz6H2Vei4iIiIiIiIiIiEjR0QgnIiIiIiIiIiIiIlJ0FLwWERERERERERERkaKj4LWIiIiIiIiIiIiIFB0Fr0VERERERERERESk6Ch4LSIiIiIiIiIiIiJFR8Hr42zZsmW/WLZs2S/6uh8i0ju0zYsMLNrmRQYWbfMiA4u2eRGRvufu6w4MAFOCweBs4Jq+7khvWb16NQBTp07t4570roH4vQfid25hdPFaUW/zA/hvVvT0tyl6nW33RbPNax3qn/R3K1pFu81rnSmcllX3DPDlpW2+H9Ky6ZiWS8cOWy5dXdNLkVHmtYiIiIiIiIiIiIgUHQWvRURERERERERERKToKHgtIiIiIiIiIiIiIkVHwWsRERERERERERERKToasLGNSCRyLfAJ4ASgHlgEfC4aja7p046JFKnKmsFgGKQyFl637oWJJNJZMlkbj8vA53H1dXdEjplt28RTWSwbfB4Tj0v7ehERkf4knbVIZSwMwO9xYZoap05E+hcFr1tEIpH/BD4PrAXuBUYAlwPnRCKR2dFodFMfdk+kaGQti0TaIrq7kd8u3UFTMsPIqj3ccOpYQj4XZX5PX3dRpNc1JTNsr4vziyWbORhLM6jMy/Xzx1Ib9hH261Ar/U8ynSVr2yxat4+/rtpNKmsxbVg5V80bjcuEsE/7ehERkWLWlMxgWTaPLd3K29sbcLsMzps6mDMm12IaBn4lWohIP6EraiASicwDPge8AFwQjUbjLdMfB34DfAG4pe96KFIc0lmLvY1JbnjwNdbtaWr32r3Pr+fCE4fytQ/PJOTTrkUGBsuyqU+kufXh13ljy8F2rz348iZOnVDDfdfNoTygQJ/0H/FUhnd2NHDnI8vY15Rqnf7kih18469R7jxjAnedNUH7ehERkSLVnMzw0Msb+b9/rCOVtVqn/3bZNqpDXn5wzWxmjqog6NWxXESKn579dNzd8vOOXOC6xePAj4H1vd8lkeLTlMhw6fcXHRG4zvnTyl189BdvEEtlerlnIn0jns7y4R++ckTgOmfx+v1cff+r2iak37Btm037Y1x9/5J2geucdNbm+8+t497n19GU1HotIiJSbJqTGR5ctJFvPrumXeA650BzihseXMLa3U1Ylt0HPRQR6R4Frx0XACsPr20djUbtaDR6ZzQa/a8+6pdI0YilMnz/uXXsbUp22e6FNXtZs6uxl3ol0nfSWYvH39jG+r3NXbZbtaOBv72zh6x15MWDSLFpSmb44lOrOrzYbeu+FzZonRYRESlClm3z/X+s67JNOmvzxadW0awECxHpBwZ88DoSiQwGaoFVkUhkSiQS+V0kEjkYiUTqI5HIbyKRyLi+7qNIMTANg98s3VpQ2x+9uIHGePo490ikb6UyFg8t2lRQ25+8vIFYMnt8OyTSA5qTWZZsPJC3XcayeXTJFtJ5gtwiIiLSezJZi98u20Yyk//4vHzrQepiumYTkeKnAkcwvOXnCOA1YB3wIDAF+DBwRiQSmReNRjcf7QfE43FWr159zB3tL+Jxp/LKQPrOUNrf2+12UzFkJA2Jwu7Mr93dSCqdZvWmru/491dTp07t8vVi3uZLeT3tbRMnTWbjvq6zrnPW7G7E7TK6XO762xS3rrb7Ytnmj3UdCofDbIx5C27/zo4G9h44SP2+3Uf1eeLQtl+cinmbj8fjZC1b60wBtH11z0BeXsW+zUNhf5eKmsGs2tFQ8Lzf3VmPGTtAY2P/fHJ2IK+zXdFy6Vjb5ZLvml6Ky4DPvAZCLT/PAH4PzI1Go5+ORqPvBz4ODAa+00d9EykKtm3jMo2C27tNE8tW/TQpbTZgFLhZeEwTSyUWpMjZto3bLPzU0GWaOFuCiPSmfbEsd/5pD197aU9fd0VEiowB3bpu87oMbF23iUiRU+Y15KIJWeBT0Wi07XPdPwA+CVwYiUSC0Wg0djQfEAgEBtRdndzdvYH0naH0v3dzMsO4QaGCMk3PmDyIcMBHbYkui3yKeZsv9fW0NzUk0pw6voZX1u/P23bhpEFYGF0ud/1t+q9i2eZ7Yh2qTmTwuc2CHjd+z7TBDK2pZnhtzVF/nmjb74/6epv/z3uf40Dc4rkNTfzgpoUEvbqk64y2r+7R8upYX2/z3fm72LbN+dMy/Pr1/OUePS6D2WNqKA94jrmPfUXrbMe0XDqm5dJ/KfMa6lt+bopGo+2KPEajUQt4C/AAo3u7YyLFxOs2ue20/CXgDQNuO308AV1ISYkr93u466wJBbX96FkTKPP33wsDGUAMuHjm8LzNKoMezpkyGLMb2V0icuzW7G5k0ZZD+TSvb6rrw96ISLExDINTJwyitsyXt+37pg8t+ClCEZG+pOA1bMDJuu6syGMu2nBUWdcipcLjMvng7BEsnNh1ht2/XziNsE+BaxkYZo+u4rLZI7psc/OCsUyoDfdSj0SOTdjn5t8vmsaYmmCnbTwugx9eOxtDV7wive7NrQfb/f7K+n190xERKVqmAT+8djZeV+fhnpFVAb78gROUXCEi/cKAD15Ho9EEsBQYFYlEJrZ9LRKJuIGZwH5gex90T6SoBL1ufnz9yXzkzPGUB9oHqMcPCvGDa2Zz5dxRhBS8lgEi5HPz5UtP4P9dMOWIDJfhFX6+cul0/un8iLYJ6VfKfG6euuc0PjR7BD53+1PF2aOr+O1HFjBzVCV+j6uPeigycG054OTTjKpwAk6LCyhdJSIDi8/jYvrwcp64ewFzx1a1e83rMrlk5nD++LHTKPfr/FRE+gftrRw/Bk4BvheJRC6NRqPplumfAUYC3z6sFrbIgBXyufnEuZP4+LmTeGtrHU3JDKOqQ4ysCuJ1m3i6uMMvUopCPjc3LRjLDaeOIbq7iQPNSWrDPiYMDuM2TbxubRPSv5imQUXAw5cvmc6XL5nOW9vqSWUtJg4OUxHwEPK6VS5EpI9s3u8Er2cPD7C1Ps07OxqwLFvbpIi0E/C6mTqsnAdvmktjIsPa3Y24XSYzRlZgAGFlXItIP6LgteMh4GLgA8CKSCTyNDAVeD+wBvhS33VNpPjk6lkP98QxvAajhpb3cY9E+pavJQN11qjKvu2ISA/KXdgumDioj3siIjmbWzKvh5V5KPO7aUxk2NecZHCZv497JiLFxjAMyvweyvwehlcG+ro7IiJHTelgQDQatYHLgU+3TLoHmAXcCyyIRqP1nbxVZEBrbm6mqampr7shIiIiMiBs2d8MQE3ARXXIGbJnV32iL7skIiIiclwp87pFNBrNAN9u+SciIiIiIlI0GhJp6mJpPCaU+Uyqg14274+xsz7BjJF93TsRERGR40OZ1yIiIiIiIkVuS0u965qgG8MwWjOvdzco81pERERKl4LXIiIiIiIiRS43WGN10BlnIRe83qmyISIiIlLCFLwWEREREREpcjvr4wBU+tsHr1XzWkREREqZgtciIiIiIiJFri6WAiDkdS7hFLwWERGRgUDBaxERERERkSJ3oNkJXodbgtc1IR8Au1TzWkREREqYgtciIiIiIiJFbn9TS+a1x7mEqwp5AKeciG3bfdYvERERkeNJwWsREREREZEil8u8zpUNCXrd+D0mibRFQzzTl10TEREROW4UvBYRERERESlyhwevAcr9TvZ1rh62iIiISKlR8FpERERERKTI7e8geB32uQE4GE/3SZ9EREREjjcFr0VERERERIpYJmtRH09jAEHPkcFrZV6LiIhIqVLwWkREREREpIjVxZzM6rDfjWkYrdNDfid4XR9T5rWIiIiUJgWvRUREREREiliu3nVZS7A6pyxXNkSZ1yIiIlKiFLwWEREREREpYvubk8ChARpzDpUNUea1iIiIlCYFr0VERERERIpYLvP6iOB1rmyIBmwUERGREqXgtYiIiIiISBHrrGyIBmwUERGRUqfgtYiIiIiISBE7FLxun3kdaq15rcxrERERKU0KXouIiIiIiBSxXFmQXKZ1TuuAjSobIiIiIiVKwWsREREREZEi1hDPABD0udpND7dmXqtsiIiIiJQmBa9FRERERESKWGPCyawOedtnXof8KhsiIiIipU3BaxERERERkSLW0BK8DnoPy7xuCWY3JNJkLbvX+yUiIiJyvCl4LSIiIiIiUsRay4YcFrw2TYOQ14VtQ4PqXouIiEgJUvBaRERERESkiDUmc5nX7iNeC2nQRhERESlhCl6LiIiIiIgUsc4GbAQN2igiIiKlTcFrERERERGRImXbduuAjYeXDWk7rSmZ6dV+iYiIiPSGI587ExEpQDqbZfCo8QDUxZJUBX193COR4ySbhlSclMtHY8oGDNymQZnfQ1Myg42NyzAJ+3VIlb6TzmYZNGIsAPXxFBUBb4/MN5VKE0ulAQOPyyAU8PfIfEWkcM2pLJYNPreJ2zwy9yiQC14nFLwWGcga42nSWQuAoNckmQWwcZtma3khEZH+SHswEemWWCINpsHfV+/hqTd30JTIMLzSz40LxjK+Ntz66KpIv5eKgW3RFGvGCNbw5PLt/PWd3SQzFuNqQty8cCwet8m9/1hH1ra5eeE4xg0K6eJAelVzMoMB/OGtHTzz9m4SmSxja4LcsnAcQyv8lPk9RzffeALbcPG7ZVv4e3Q/qazFlCFhbjttHBUBD+EeCo6LSH65gRg7yrp2pjvHnUYFr0UGpOZkhvV7m3j4lU3sPJgg7Hdz6azhLJw4iKdW7GDl9npuWTiWMTU6TxWR/kl7LhEpWFMizZYDcW588DX2NiXbvfb4G9uZO7aKB26cS3ng6IIlIkUj1QwbXqCp+gRW1Af4yCN/b/c49uL1+3n0tS2cP30IX770BK77yRIu+r+XnW3gprmUH2XAUKQ7GhNp3t5ez50/X0ZDov36+cvXtnLu1MF896qTun1TsTme5OV1+/nEY2+RSFvt5vvQK5u5fPZwvnTpCQR9Ws9FekMuKN3RYI0AAY8T1G5U2RCRAachnubmh19n2ea6dtOffWc3tWU+7r9+DnWxFO//3svMH1/N/TecfNQ3tkVE+opqXotIwZqSWa68b/ERgeuc1zfVceODrxFL6eJJ+jHLgl0roX4rm9MV3Pzw653WEf3Lqt184clVfPeqWUDLNvDAa8S1DUgv2HEwzk0Pvd4ucN3W31fv4RO/Wk5TS63cQmSzWd7eUc9dj65oF7hu6zdv7OArf3yHxljHxwIR6VkNXdS7bju9sRvbuoj0f/FUhuseWHJE4Dpnb2OSGx56jQ/MGsGsUZW8uuEANz30uq7VRKTfUfBaRApyMJbku39bkzerZ/nWg52eQIn0C+km+OvnOTj1av73mXdJZ+0um/9l1S5sYM6YKsDZBlZsPXj8+ykD2sFYiv99Jkoy03GAOefvq/ewoz5R8HxjqSz/9fQarK5Xe369dBvJPNuGiPSMXNmQzh73V81rkYHptY0HeGtbfZdtGuIZfvLSBq6fPwaAZZvreHt7Q290T0Skxyh4LSIF8bndPLFiR0FtH1q0iQPNysiTfipeD6aXrOnjpXX7CnrLL1/bymWzR7T+fv9LG1uDDSLHy/PRPQW1e+DljdQXuD7WxVJ5L4QBLBt+9somEslUQfMVkaOXKxsS6CTzOtCaea3gtchA0RBP88DLGwtq+/vl2zlv2hC8Lif885OXNug8VUT6FQWvRaQgTck08XS2oLab9jVjGMZx7pHIcVK3CWons70uhl1gYummfc3Ulvnb/a6cVDmedtQn8mZH52za10zG6jpDO2fLvsaC+7B+X4xUprDjgogcvVzZkFBnZUNaal53VuJKREqQAZv2xwpq2pzK0hBPU9EyLtFGnaeKSD+j4LWIFMTjKnx34fe4Cg76iRQdtx9SMXye7qzzJqk25Rv8no4DDCI9xe/u3j650NuJvm6su36Pian7lCLHXS5DstMBG1umN6jmtciAYdvg69a5gEkym235vwsUvhaRfkTBaxEpiMs0mDasvKC2504djNeliIb0U0OmwZZXGVUVojbsK+gt50wZzBtbDtV6f8+0Id0KLop019AKP0PKC1s/3zt9COFOauUebtqI6k6zOw938YlDCPoL64OIHL1cOZB8AzYq81pk4PC6TN4zbUhBbU8cUcHBWJqGuLOPeO/0IfjdSrQQkf5DV9YiUhCv2+DW08blbec2DW5eOJaw39MLvRI5TqZciL13NdecMjpv03K/m/OnD+U3y7YCzjZw44Kx3cpgFTkaucGXuhLyuvjArBF4C7xIta0MH25Tv70zQ8p9zJtQi2nqVFLkeMtlVHeaee1RzWuRgSbgdXHLaeNwFfAI1PWnjuGRJVsA8LgMrp8/RuepItKv6IpDRAric7s5/4ShXDRjWKdtTAO+fvkMXKp3Lf2ZNwTnfJ7Q0vu4/fRxzB9f3WlTn9vke1efxC9f20pDPINpwLeunNWtxzhFjkbQ6+bmheNYMKGm0zZel8l918/B7kYdp3DAzz+/bwonjOj8SZug18WDN87BZRdWR1tEjk1DoZnXCl6LDCgBj4tvfHgGXV16XTJzOHPHVvP4sm2YBnz3qpPw6jxVRPoZ7bVEpGBhn5v/vWwGX7hoGqOqA+1emzeuml/eMZ9zpwyhIujtox6K9BBfGVzwP4Q3PMMDN5zMJ8+bRG3ZofIIpgFnRwbzqzvms7shyTefjTJvXDWP3Xkq500ZTKjAEg0ixyLkc3P/DSfzmfdOZnCb9dMw4KzJtfz+7gXMGlXZ7Sdhwn4Pv7p9Ph89cxxVwUPvdZkG508fytMfP43xNUF8Pu3rRXpDc0s5kEAnmZIBby7zWjWvRQaSkM/Ne6cP5Ve3z2fu2Kp2r42uDvKFi6bxmfdO5uaHXuOEEeX89iMLOGtybadPcYiIFCvttUSkW0I+N1fNG8mVc0exuyFBczLDkAo/PrdJmc+tR8ildPjCMOk8QnaW208dwR1njGd7XZxkxmJEZQDTgGTGwuc2ee1z5+H3mIR9bgw9eSC9KORzc+vCcdx62jh21MVJZCyGt6yflcdwIzHs93DP2RO459zJbD/QTCZrMaI6BLZFedDfg99ARPLJBa/9nWRe5wZlbU5lyVp2QWUERKQ0hHxu5o2r5oEb55LIZNnTkCTkczG4zE8slWF/c4rf3rUAn1vnqSLSfyl4LSLdFvQ6mXhV7jSDfC7KyxTIkBLlcZ4wCLXEACcNKTuiyeByrf/St4Itmf7+dD1B06Q6VNEz820ZjHHS0J6Zn4gcnaZkFug889o0DPweF/F0lqZkhoqAxh0RGUgMw6A84KEcD4PbXJeFfG5qdZ0mIiVAKZIictR27drF9u3b+7obIiICNDY2Ul9f39fdEJEe1pR0yoH4PZ1fuuVKhzQlVfdaRERESouC1yIiIiIiIkWqOU/mNRwatFF1r0VERKTUKHgtIiIiIiJSpHLZ1IFOal7DocB2U0KZ1yIiIlJaFLwWEREREREpQumsRSpjYRjgdXV+6XYo81rBaxERESktCl6LiIiIiIgUoeZc1rXHhWEYnbbze1TzWkREREqTgtciIiIiIiJFKJdJ3VW967avNyt4LSIiIiVGwWsREREREZEi1JxygtH+PMFrZV6LiIhIqVLwWkREREREpAg1FzBYIxwKXsdS2ePeJxEREZHepOC1iIiIiIhIEWpKOsHo/GVDnMs6lQ0RERGRUqPgtYiIiIiISBFqO2BjV/xelQ0RERGR0qTgtYiIiIiISBFqSuRqXnd92eZ3a8BGERERKU0KXouIiIiIiBShXCZ1vgEbc5nZzap5LSIiIiVGwWsREREREZEilMukDuYbsNGrzGsREREpTQpei4iIiIiIFKGmVGGZ1363BmwUERGR0qTgtYiIiIiISBEqeMBGlQ0RERGREqXgtYiIiIiISBE6NGBjnprXKhsiIiIiJUrBaxERERERkSLUlHQyqQP5al67XS3tFbwWERGR0qLgtYiIiIiISBEquGyI91DNa9u2j3u/RERERHqLgtciIiIiIiJFKFbggI1u08TjMrBsSGas3uiaiIiISK9Q8FpERERERKQI5QZg9HvyX7b5VDpERERESpCC1yIiIiIiIkUoliws8xoOlRbRoI0iIiJSShS8FhERERERKUKtmdfu/MFrv1eZ1yIiIlJ6FLwWEREREREpMrZtt2ZRF1I2JNDSJtYS8BYREREpBQpei4iIiIiIFJlU1iJj2bhMA7cr/2WbXzWvRUREpAQpeC0iIiIiIlJkYsnCB2uEQ2VDVPNaRERESomC1yIiIiIiIkWmOdVSMqSAetegARtFRESkNLn7ugPFKhKJfAP4DHB2NBp9vo+70280xNPUDh+NZdsk0tmCRkaX/imWzDBk9HgMw+BAc4rKgBvT1P0wKQ62bdOQyGAANjYBjxuvu2fWz2QmSyJlgQEGUB7wdNjOsmwacwEEG4I+F54CHvvuLfXxdOv//R4TX4HBESlOyXSWmmGjMA2Dhni60/WyuxriKTLO6o4NVIe8PTJfEckvV7u60PNpX8txrimpmtciA0VDPI2Nc95pGoBhYFk2VTpeH5Xc+XvuvCfoLa7zd5GBSsHrDkQikXnAJ/u6H/1JLJXhrW31/OSlDWzcF8PvMXnPtCHcuGAsPrdJ0KtVrVQ0JpyA1y9f28Kf3tpJUzLD8MoA180fw+mTBuFzGbhcCoJJ37Btm0Ta4pX1+3j4lU3sOBgn7HNzyczhXDF3FB6XedQ31eKpDKmszS+WbObplbuIpTKMqg5y62njOHlMNYGWx7UtyyaZsXg+uoefvbqZPQ0Jyv0ePjRnBB88aSQel9GngeJ4Ksvrmw7w4KKNbD0QI+h1c8GJQ7n2lDF4XQYB7a/7lVgqQypj8bPFm/nLql0k0hZjBwW57bRxzBpVedR/z/p4ilTG4v6XNvLS2r2kMjaTh4S57fTxTBlaRsin9UTkeOvOYI1A63EonlLmtUipi6UyrN7ZyI9f3MC6PU343CZnTB7EdfPHsONgHMOAacMqdLwuUO78/eV1+/jpK5vYWe9cQ1x60giumDMSj8vEp8Q8kT6jPdlhIpGIF3gQ0J6pQI2JNDc99DrLNte1m75qRwPf/8c6vnXlLM6bMpigDpz9XmMizcrt9dz206XtRrJfv7eZl9buY+LgML++Yz6VARTAll5n2zZ1sTRX3LeYdXua2r325rZ6vvnsGh68aS4zR1Z0O6AXS2VYvH4/H/3FGyQzVuv09XubeT66l+nDy3n09vmEfS72Nqa44r7FbDkQazeP5VsP8vVnojxy2ylEhpT1yQnwwViKa3+yhFU7GtpNX7m9nu/+bS0/vG4O88dX64ZjPxFLZnhhzV4+/qvlpLN26/T1e5v4++o9nDSqkp/eOo9yf/eysBviaZ5YvoMv/WEV1qHZsn5vE0+/vYszJg3i3uvmENZxXeS46m7mda68SHNKmdcipawpmeGOny3llfX7201/Z2cDP35xA/9x8XQmDQnzkZ8v44fXzSbczfOAgcaybA7EUlx532LW721u99qb2+r55l+iPHTzPE4cWdFanklEepeefzjS54FJwN/6uiP9QXMywx0/W3ZE4DonY9l88lfLWbWzAdu2O2wj/ce+phQ3P/R6u8B1W+v2NHHlj18lmdXfWnpfIm11GLjOiaWy3Pjga+xuSHZ73pv2xbjz58vaBa7bWrWjgesfWEIyY3Hlj48MXOc0JDJc/eNXOdimZEdviaUyXP/Aa0cErnOSGYs7fraUzfs77rsUn+juRu5+9I12geu2lm89yC0Pvd6t+rfJdJZX1u/jP55qH7hu68W1+/in37zZrvSMiPS8ptbM6wKD1y0Z2jHVvBYpWU2JDJ/41fIjAtc5lg3/8dQqGuIZJgwOc8+jy1ufnJWOJTMWV/zoyMB1TnMqyw0PLmFfU/evIUSkZyh43UYkEpkB/D/gv4FVfdydfmHLgRiLN3R84MyxbPjaM++2noBL/3QwluLbz67pNHiXs25PEy+u2Ydldd1OpCfZts2idfs6DVznJDMW33p2DU3dOIlvTKT5+l+iZDqL5LV4a1s9K7YcZPrw8i7bNaey/OC5dcR6+bHut7bVs3J7fZdtMpbNN/4a1UVOP9CYSPO1v0Q7DTDnLN1cx4a9XW8XbaWzFt/865q87Z55exdNCR3XRY6nWOuAjYVdsuWe6FHmtUjp2t+c5O+r9+Rt93//WMv188fw/Jq97DmKxI2BwrJsno/uYcO+jgPXOYm0xXf+tkYxDZE+ouB1i0gk4gIeANYCX+3j7vQLzckMDy7aWFDb1zfVkUjrRLo/83lcPPP2roLa/vzVTX2SWSoDV2Miw8OvbCqo7TNv78LVzcFFX1iT/yIB4GevbubimcPztvvdG9tx9+IAp42JNA8t2lRQ2+feLey7St9KZ20Wd5J1dbgHXt5UcKB5Z32CtXluAuX89JVNNOtGh8hx05w8urIhvX1zVER6RzyVLfh8d9WOBhKZLNOHl/PQK5uUmNCJpmSGny7eVFDbP765E7dpHN8OiUiHVKzwkH8CZgOnRaPRVCQS6bEZx+NxVq9e3WPzKxaVg4ezvS5ecPsddTGa9+8iHi/8Pf1J7nuV4t86FArhrxxMKltYNvWOgwlMwyjJZQEwderULl8v5m2+VNfTwSOcwWkKkcpa1MeTbNu8nUym6wt8n88H4UF5s1tzdhyMU13A6O5NyQzJdIaN6ze2PqVwPP82NcNGFbx8LBv2NSTYs30LqVSqx/vSX3W13ff2Nu/3+4l5qwpuv6M+TlMsxtaN27tsN3z4cLbVFZ6dtf1gnHg6y5aN6wp+jxypVPfL/V0xbPMbtx4EIBVvZsuWza3Tk0lnO207DaDxYAKAPQfqtT610PbVPQN5eRXDNt/V5wPUNTR07/q75bx0x8E4iVSGbSV4vD7WdXbIyLFsL/AcOZmxaEqk2bJxPdlscSfmDeRtuSttl0u+a3opLsq8BiKRyGTgi8C90Wh0cR93p/+wLcr8hd//CPncKiXRT2UymYKzfgBCPlfBwT6RnpC1rG6Nph7wuAuqw29ZVrcGdwz53CQKeFzbMMDrdvXaPtGyrG4NrhfwujROQRGzLIuQrxv7ZK8b286/rmWzWcLdPK4rAUnk+Em0lGrzugvb0Lwup10irf23SCkybLtb57shn5t4KkvY58bQeV2HunuO7PfoHFmkLwz4zOtIJGLglAvZg1PvuscFAoGSvKtjWTYfOGkEf1m1O2/bkVUBhlcFCQ4Z3ws96xu5u5ql+LcGqI+nmT26kje2HMzb9sITh+F3myW7LPIp5m2+VNfTVMbi4pnD8tZ0Bpg9uhLTNJg8eXJB825OZpg0OFxQKYWLThyWdxwAgDMn1ZLKWu3+Dsfzb5PJWlwya3hBfYsMKaMs4GXoxIk93o9S1RfbfCyZYXR1sNPBQdv60OwRDKmqYFhNZd62/nCGyqCHg7H8jxd/8KQRVIf9VJfY/qS3lep+uZT11jYf3PAOcJAhNdWMHn2oJFUu43r06DHt2meDzfD6AWy3V+tTC21f3aPl1bG+PrfP/V2G1VbzodlZfr+86yepAAaFvUweUsaqHQ189KwJVJf5GVSCf9djXWeTmSwXnjic1TujedvOG1eNDfTkU/rHi7bljmm59F/KvIa7gdOAu6LRaOEjGgmmaXDm5Fpqw768bW9ZOK5X67tKzwt7XdxxxoS87fwek2tPGUOwG3ewRY6V121y1dzR+D359zMfPWsioW5kU/vcJneemX/dL/e7+cBJI/jdG9vytr37nImU+T0F9+FYuV0ml8wcTnkBWbV3njkeX4GDg0nf8bhMbjt9XN521SEv504djFlginQma3P13FF5242tCTJjZEVB8xSRo5MbeLGQYxscGtgxpgEbRUrWnDFVjKwK5G13zSmjeWrFDqqCHuZPqMHUtXiHfG4X188fXdC5791nTehWlraI9BztweDDLT//FIlE7Nw/4BMt059rmTa2b7pX3Dymyc9vm0dZFzvx9584lKvmjsKrYEi/5nKZLJxYw80Lx3baxusyue/6k9FT5NIXvG6TB26c2+XJ5y0Lx3LqhJqCA3ngBH4vOGEoV5w8stM2AY+Ln94yDxubr3zgxC4Hc/nUeZOYNqy84M/vKW6XwU9vmUegixJAV5w8ivOnD8Xt0v662HncJpfNHsnFM4d12ibsc/PIrfO6NbhQecDDPedM4rSJgzptUxPy8tNb5qHDusjx1Zx0xmUotHSbr6Vd7n0iUnq8LpOf33oKlcHOkyDOitRy1dzR/Or1Lfzs1lNwGbo664rX7eL+G07G28X5751njOfksdUYWpYifUK3jeBh4PkOpr8POAX4KbAJONhbHepPPG6TcYNCPPvpM/nO39bwxIrtJNJOfb7IkDJuP2Mc7z9hmLJwS0SZ38On3zOZeeOq+fELG1jeMpCQx2Vw/vShfPK8yQwp9/VqRqlIjt/jYvboSp7+xOl8+9k1PLNqF+msU5PupFGV3HXWBBZOHNStWoE5IZ+b/7h4OmdMquWHL6xn1Y4GwMnKfv+Jw/j0eydTG/bh97g4fdIg/vjx0/j2s2v42+o9ZFsKwM8bV83HzpnI7NFVR9WHY+Vzu5g6rJy/fvoMvvXXNfx55U6SLfVUpw8v564zJ3D2lMF90jc5OiGfm//50AzOmTKY+17YwLu7GgEnS/PimcP59HmTqQ558boLr4+dm+9918/ht8u28fArm9i4rxlwguEfOmkEHz9vEiGvC59H64rI8dSczGVeF7YN5zK0lXktUrrcLpMRlX7+9qkz+e7f1/C7N7a3PqUxoTbEdfPHcP70oTy+bBuP3HoKZX53640t6VjA62Lu2Gr+3HIN8ZdVu8i0nL/PHl3F3WdPYP74Gp0ji/ShAb/1RaPRhzuaHolEKnGC1w9Ho9Hne7FL/Y7P7WJohYt/v2ga/3HxdOpjSTxuE5/Hjd9tKoOvxJT5Pbx36hAWThiEjU08laU84CGZtqgKefu6ezLABbxuxteG+eqHTuRrH55BQ8IZbNQ0nEHrupNxfbiQz80FJw7lrMhgMpZFMmNR7veQtex2g9wFvW6mDC3nG5fPxGUaNCYyBL3ORUPY5+7TjA2/x8WoqiBfuXQ6X/3giTQk0vjcJm7TJOA1cemR0n4n5HNzyczhvGfaUFLpDKmMRUXIh2V1b1CnjuZ75ckjuWzOSJLpLBnLptzvcebfRbaXiPScWKp7mdf+lhtVzakMtm0rQ1CkRHndLgaVufjXC6byufdPozGRxu0y8bpMMpaFz+3ixgVjKQ/oeF2ogNfFxMFh/ueyE/n65TNoTGQIeFwYPXANISLHbsAHr6Xn5C6St23ejm3bBQ+GJv2Py2VSHjDZuHEjbrebYMUogopbSxHJZf8HulHbuhAu0yTsLyzAm+tDsIf70BPCrctHmTilwGWahH0mazZvwDAMhlZO6pH5+lvW3bb1HbXOiPSe1prXBdboMU0Dj8sgnbVJpC1tryIlLnf93dG2HkDb/9Eo5vN3kYFMW6T0uExGdfYGikQi0dddEBGRFtmsSgWIlJJYN2te59qmsxmaUxkFr0VERKQkKHjdiWg0+kngk33cDRERERERGYBytau7Goj4cH63i0YyxJJZCB+vnomIiIj0HhW3FBERERERKTLNuZrX3cigzg3amHuviIiISH+n4LWIiIiIiEiRiSVzNa+7VzYEDg32KCIiItLfKXgtIiIiIiJSRFIZi1TWwjDA4zIKfp+vJXjdnFQNfBERESkNCl6LiIiIiIgUkXjqUNa1YRQevPa31MdW5rWIiIiUCgWvRUREREREikgs3VLv2tO9yzW/Mq9FRESkxCh4LSIiIiIiUkRywedcMLpQuWC3Mq9FRESkVCh4LSIiIiIiUkRywefuB69bMq9TyrwWERGR0qDgtYiIiIiISBHJZV773N27XPO5neB1LKnMaxERESkNCl6LiIiIiIgUkaPPvHYu75R5LSIiIqXC3dcdKFQkErkHuBUYD4Q7aWZHo9F+851EREREREQOF0sdXeZ1LtgdU/BaRERESkS/CPRGIpGPAN8DbGA7sKFveyQiIiIiInJ8HGvNaw3YKCIiIqWiXwSvgY8DB4DzotHoij7ui4iIiIiIyHGTq3nd7eB1S6Z27v0iIiIi/V1/qXk9DnhUgWsRERERESl1hzKvj7ZsiDKvRUREpDT0l+D1LvpPX0VERERERI5ac2vNaw3YKCIiIgNbfwkIPwJcHolEBvV1R0RERERERI6neCpXNqR7l2u5YHcsqcxrERERKQ1FWfM6EolcctiklTiDNS6NRCI/BtYBiY7eG41GnzrO3RMRERERETlumluCz/5uZ17nyoYo81pERERKQ1EGr4EncILVbRktP7/SyXuMlvd07wxPRERERESkiMSONvO6tWyIMq9FRESkNBRr8PrLHBm8FhERERERKXm54LPP083M69ayIcq8FhERkdJQlMHraDT6xb7ug4iIiIiISF/IBZ/97u5lXntcBqYBqaxFKmPh7eb7RURERIpNUQavOxKJRELA7cCqaDT6bJvpzwDPAt+NRqN6Pk5ERERERPq1WProMq8Nw8DvcRFLZYmnsgpei4iISL/XL85mIpHIIGAx8E3gnDbTg8BpwNeAFyORSFnf9FBERERERKRntGZedzN43fY9qnstIiIipaBfBK+BLwInAJ8H/jM3MRqNxoAq4F+B+XQ+mKOIiIiIiEi/kAs8d7dsSNv3xBS8FhERkRLQX8qGvB94MhqN/s/hL0Sj0TTw9UgkcibwYeCTvdw3ERERERGRHnMsmde5UiPNGrRRRERESkB/ybweAqzP02Y1UNsLfRERERERETkubNtuzbz2eY4i87rlPSobIiIiIqWgv2Reb8Gpbd2VU4BtvdAXkfZSMbDSTJkwGqwMJJvAF+7rXh136XgTkXEjMUwXVrweyx3A7fH2dbekiNm2TWMig9tlYNtg2TZlfk/3ZpJoBGwwXZBNg9sPHv9x6e/xkrUsmpPZ1uUAEPLlORwnGsAwwTCc/Yyv3Pm/SE6yiUljhmOYJiTqwRt2tpNjlI7V43a5wDCwMmkMXxmm69jnS6IBTBNoWaf9Fcc+T5ESkcxYWDZ4XAZu82jKhjjbaEyZ1yKlLV4Hpts5J2w5L05ZkLTduEyDTNbG4zIIePtL2EdEpGP9ZS/2GPBvkUjkG8DnotFoKvdCJBJxA18AFgJf76P+yUCUioOVgqUPwopfYDTtAX8lnHg5zL8L3D7wld4Youl4E650A65F/4e5+klINWGUj8Cacwv2rKvJml4FseUIsVSGV9fv58cvbWD1zkZcpsH88dV89KyJjBsUKix4m2qCV/4P3nHWO8pHwJybYNa14PKCu7jXO9u2SaQt/rJqFw8u2simfc34PC7OmTKYu86cQO2wkezfvaP9m5JNcGADvPwt2Pgi2BYMngYLPwFjTwdvsG++jBSPZBM074VF38G95hlIx6F6PMz7CEy7xLnBcxTBr2yiEQ5uxbPoW7DhecimcdVGyJxyN8bk8zC8oaPrb6oJ9kbh5W/D5lecdXroDGedHj0fjna+IiWkOdmSde0+uhtFuVIjsbSC1yIlKdEA9dtg0bdh/XNO4Lo2Aiffgmfy+7CtNI8u2cHPXt/FZbNHcP2pY/G6TALeHrj5LCLSB/pL8Pp/gEuATwO3RiKRFUADUAbMAiqBt2gzmKPIcZWKw4H18NOLnDveOYl6eOkb8OoP4KpfwsiTSyqAnUk0Ya5/FvN3tzmZcjmJetxP/xMs+hbmzX8hEx6G29PNjFopWU3JDDc/9Bqvb6prN/3PK3fx55W7uHHBGP7l/CmdB7ATDbDuWfjdHUesdzz9L7DoO3DzM1A2rKgD2Adjaa64bzFr9zQdmpjI8OvXt/Lr17fy+fdP4UOzRhx6LdUMf/8SvPbj9jPavMj5N/pUuPY3JbWPkW5KNsGKX8Azn6U1jR9gx3J44k54+RvOthGs6VamvpVsgpe/jevlb7Z/YesS3FuXwPDZ2Dc8gdHdbOlUMzzz/+CNn7WfvvEF59+4M+GqRwfE00siXYmlcvWuj67Coy83YGNSZUNESk6y0Tn3fenIYzRbl2AMPwnfVb/kqsk2WWsI//mXNfz4xQ384rZTmDA4TFBZ2CLSD/WLmtfRaDQOLMAJTu8FzgQuBs4CGoH/BhZGo9GmzuYh0qOs1JGB67bScfjlVU5wrYQYdRtx/e7W9gHEthp2YD58AS473bsdk6LVmEjzmcdWHBG4buunr2zmV69vIdlZhljdJvjd7V2udzx0AVjFu97FUhmue2BJ+8D1Yf7rz++yfFsTWcuCdMIJ8B0euG5ry2L4/Z1OcF8GHsuCra85N3DaBq7b2rcWfnaJc0wqUCadxF71xJGB67Z2vIHx6+uwEo2F9zcdg1d/eGTguq2NL8AfP6l1Wga8XK3qoxmsse37mlPKvBYpKckmeOeJIwPXbe1YDr+7nYDbxdUnDWJCbYiGRIZrf7KEZMbqta6KiPSkfhG8jkQipwJWNBr9QjQanQyEgJFAZTQaHRONRj8fjUab+7aXMmCkYvD6A50HrnMyCefEIn6wV7p1vGVi9bhe+G+w8lwI1W8ju/pPZLPK9hFoTmb5y6rdedv96IUNWB0F4GJ18ML/5l/vGrbDO09Bka537+5sZNWO/AG57/x9LfGU5ZRSePnbBcz4T04ZBhl40k3w/H/lb7d7lXMhWyCXlcH10jfyN9z4InbjroLni23D4u/nb/f245BN5W8nUsKak7nM66MNXivzWqTUuN0tGdMvfSt/400vQaoR3/pnuOWUYQA0JDI8vGiT9gsi0i/1i+A18Djw29wv0Wg0Ho1Gd0SjUaXmSO+zUs5j2oV46zHwBI5vf3qJy+2BNc8U1Nb9xoPY3cnIk5KUyVo8+trmgtrubUx2HNx1+2DN04V94Bs/hWTxPe3QlMjws8WFLYe3tzeQymRh11vQlD/oD8DSh5xahzKwpGKwbWlhbV+/v+BsZuvARqjbWFBbc+lPSCdihfVhy5L8N33BuXGz/OdOZrnIABXLZV67j7JsiDKvRUpOVVWVU7bywIbC3vDmL3EbcOEJQ1on/XbZNqxOHtYSESlm/SV4XQms6utOiABgeqFpT2FtU02dP87dz9jJxvzZrzlNuzHNwuurSmlKZS12NyQLbr+rIdHBTLq33mEU32Eta1vsbergu3WiOZWF7mS0Nu5UpupAFNtfeNum3WAXth1ZjQXeNAGMxl3Yha57jTvyt8lp2F7UZYBEjrdjzrxuGegxFwQXkf7P7XZ37/ywaQ+4fQQD/tZJexuTeNy6RhOR/qf4rvI79iTwoUgkUtvXHRHBykCgsrC2Li+Y/WUz65rhDRXe2F+Jrdv6A57HZVIZKHzgzqpgB4MtekOFDzQXqHSyNouMaRhUdGM5+NwmBKsL/4BAJbg0QOqA053BEv2VBd/YMYJVhc83UAVmgQM/BWu6Md+awucrUoKak8da89psmY8yr0VKRTabhUA3zg/9lZBNkUwdSiSpCHjIZHWNJiL9T3+5MngBZ3DGDZFIZBGwEeho9CE7Go1+pjc7JgOQYcAJlxVWj3bapZBqhkAHQbl+xspmcY070xlQK4/MjGucoKMMaB6XyVXzRnPfi/kfbywPuDlpdOWRL2TTMO5M2PB8/g+ccRV4im+9K/N7uGruaP68Mn+2zITaECGfG0ac7Fx0JA7m/4A5Nzs3ymRg8VfC4KmwZ3X+trNvBF95QbN1DY5AeEhBZWuys2/EGwgXNF/Gne4cF1IFDFEy+wYwjy5oJ1IKWsuGeI4uAaJ1wEbVthUpGQcPHqRm1DQoG1pYBvYJl5E9sJHn3t3bOuniWcM6HmNGRKTI9ZeU0HuBITgDNb4XuBP4ZCf/RI4vXxnMvzt/LWvDhNP/yclMKwGuYAXZ0/8lf8NAFa5ZV+H2KJgmUBv2MW9c/iyR6+ePocP86kCVsx3l46+EWdeAx5+3aV84eWwVo6uDedvdecZ4vLkap3NvzT/jMQsgPPgYeyf9ktsPpxVwv75iFIw7o+AnGDK2SfaUj+ZvOHQGxqBJBc0TABs46fr87Sae6xxnRQawXK3qY868VtkQkZKRSqWcUnqn3JW/8dAToWos8THn8ONXdwLOk313nD6BMr+e1hOR/qe/BK/PLvDfOX3VQRlgPH646pdO8KAjhgmX/ADKh/duv4634TPJnveVzl/3lZO9/kkyKGNOHGG/mx9fP4cJtZ1nZ75n2mDuPmsiAW8nDwMNmwnnfanzD/GVww1PgFG8653PbfLL2+czuMzXaZsbTh3Ne6fW4nGZ4A3C6Z+ByIWdz3TQZLjyFwr0DVQuN0y5wLmZ2pnwYLjpj+Au/GaixxfAmHc71olXdN6oaizWdY+DuxsDEvvCcO4XYMK5nbcZMh0uexD8hWWJi5SqWEvGtM/d8XHN07iNquivYP/aDl/PBb1jGrBRpLT4y53khhlXdt6mcgxc8XOSDXt5fkuat7c34HWZ/PDa2YR9xXuuLCLSlX5RNiQajeavUyDSm3xlMHIu3LMUXvomrHzMeRTa5XVKhZz+GSgfUXIX4C5/GdmTbyY79jRcL38T1jztZAD4K7FmXQunfRLLU4bH142AhpS8ioCHp+5ZyK+XbuWhRRvZesCp+nTSqEruOHM8Z06uJdhZ4Bqc7ejkW5yyAy9/G6J/bl3vmHUNnPYppxyBN39mc19xmSaDy3387dNn8tArG3lk8Rb2NiUxDFg4YRB3nTWB6UND7N25jcpJLdms3hBcdj+s+zu88l3YttSZXjXWybo56TqV5xnovGE453Mw5f3w0rdgwz+cQYJDtXDyrTD/Lmcd6Wb9aNMXwrro22SmfQj34u/ClsXOCxUjyZ58O+bcW7HdAVyubl4Ee0Nw5c9hzV/gle/BjuXO9JoJcMpHYdbVWqdFaJt53UGeUTZN7dv3447vhe0vwoXfgNqp7ZqobIhICfOVwYXfhOkfcs4PN7/iTK8YCXNuwp5zM8lUmuf2V/O5P6zlyrmjuPvsiVQHPYSVdS0i/VS/CF7nRCIRP1ANuKD1CXMD8AA1wPuj0eh/9FH3ZKDxhZ1/530JLvgatm2BaWKkYoUP6NgPufxlMHI2mUvuxeULOkFEA7KZDB5/uN88ziG9xzAMQj43188fw1VzR+EyDUwMEpksIa8b0yygnIG/HEbMgUv+D7wPta53ZFL95iaRx2XiCZh85IwJ3HnGBAzDGcwxkc5S5vfw7rvvYh9eh9AbgikXwfiznCc+bNsZNNblUZ1rcXjDMPY0GDoD2+3HtrMt+2HjmMromL4wRM4nO3YBpjfgDIZqWVi2icvnP/rna7whmPYBmPQecPvarNNeDTwq0uJQzesOtrR1f3UC1znRZ44IXgdywWuVDREpTb4ymHgejJ7vJG+0HKMxDDKZDK6yas4+0WbpjLHE09luDRwuIlKM+kXwOhKJBIGHgQ9A3uslBa+ldwUqAFgTjWJZFlOnTs3zhtLgDlawerUzUNjUqVPx9Iu9ifQlj8t0SmLkfncfxa2OXA35XJCrs9I9Rcx3WDAit0yOCFznmOZhAfrOS4/IAOYv5902++SeYJpm6zEup0cuf03zsHI3WqdF2mpOOpnXgY6C15sWAdA09BTCu5Y4T0Zk7253Q9PXcnzNzUdESpDL3WHClKflQJ07XnuP5nxbRKTI9Jc92X8AHwb2A88ACeBd4C/AZpz8uz04wW2RPmFZVl93QURERET6uVzmte/wsiHZNOx5F4B47UxnbJVUM+x8s12zgFdlQ0RERKR09Jfg9QeBbcDEaDR6IfAP4N1oNPr+aDQ6HvgiMBjofyl4IiIiIiIiLZpags7+wwds3L8Wskky/mosdxBqJjrT961p18zrMjEMSGYsMlklV4iIiEj/1l+C16OAp6LRaHPL78uABbkXo9Hol4HlwF190DcREREREZEeEWsdsPGw4PXutwFIh0c6v5ePcH7uX9eumWEYrYHv3OCPIiIiIv1Vfwlep4HGNr+vAwZHIpHBbaY9B0zu1V6JiIiIiIj0oFy5D//hZUNagtSp0DDn9/Lhzs997YPXbd8b06CNIiIi0s/1l+D1emBGm9/X4NS5ntlmmheo7MU+iYiIiIiI9KhOM68PbgMg6692fg9WOwMXxw84/9rIDfaoutciIiLS3/WX4PXvgPMjkciXIpFINfAmUAd8NhKJhCKRyDjgCmBjX3ZSRERERETkWBzKvG4TvLYy0LAdgEwueG2YUN6ShX1gQ7t5+FqD1yobIiIiIv1bfwlefwtYCvwbcGk0Gk22TDsHJ4i9DhgC/LDPeigiIiIiInIMbNs+lHntbnOp1rjTCWAHqrBNz6HpoVrnZ/32dvNR5rWIiIiUCndfd6AQ0Wi0ORKJLAQ+DLzRMvmrQAq4GkgAj0Sj0Xv7qIsiIiIiIiLHJJW1yFg2btPA7WoTvD64xfkZHtz+DcFBzs+GHe0m52pea8BGERER6e+KOngdiURGAecDNcA24JloNLofIBqN2sDXW/6JiIiIiIj0a7FkZ/Wutzo/w0PaT88FrxsPD14r81pERERKQ9EGryORyJeBfwXanrnFI5HIZ6LR6H191C0REREREZHjoqm13vVh1R0bdzo/gzXtp4dafj8i87oleJ1S8FpERET6t6KseR2JRK7FqW+dBB7Fya7+PeAF7o1EIuf2YfdERERERER6XC7YfETmddMu52eguv30QLUzcGPTHsimWycr81pERERKRbFmXt8GHATmRqPR9bmJkUjkZOBF4G7g733TNRERERERkZ6XCzYHjghe73F+BqqgqU1A2uUGfwXE66BpN1SMBNrUvE6q5rWIiIj0b0WZeQ2cCDzWNnANEI1GlwJ/BOb1Sa9ERERERESOk6aOal5bGWjeBxhOoPpwuVIiudIiHAp+x1Q2RERERPq5Yg1elwN7OnltDTCoF/siIiIiIiJy3HWYed28B2wLAhVOpvXhAlUt7fa2TvK5nfc3KfNaRERE+rliDV67gc7SBNKApxf7IiIiIiIictx1OGBjrmSIv7LjN+WysZsOBa8DXmVei4iISGko1uC1iIiIiIjIgNKc7GDAxsbdzs9gdQfvAAKVLW8+FLz2u3M1rxW8FhERkf5NwWsREREREZEi0Fo2xNsmeN3UErzOlQc5XC4ju23wuiX4rQEbRUREpL/roGha0ZgViURu6Gg6QCQSuR4wDn8xGo3+7Dj3S0REREREpMc1dpR5Hdvv/Oy0bEjL9I6C1yobIiIiIv1cMQevL235d7hcwPrhDqbbgILXIiIiIiLS73Q8YGNLUNpX3vGb/OWH2tlZMFytmdtNKhsiIiIi/VyxBq+/1NcdEBERERER6U25Mh8dZ153Erx2ecBXBslGiB2AUG1r8LspoeC1iIiI9G9FGbyORqMKXouIiIiIyIDSdETmtQ3N+5z/+is6f6O/0gleN+9tH7xW5rWIiIj0cxqwUUREREREpAg0t9a8brlMSzVDJgEuL7j9nb8xl5XdkqXt85gYQCyVJWvZx7HHIiIiIseXgtciIiIiIiJF4Iia160lQyrAOGKs+kN8Ze3am4ahQRtFRESkJCh4LSIiIiIiUgSaWjOvW4LXrSVDOql3nZMrKRI70DqpddBG1b0WERGRfkzBaxERERERkSKQG7AxF3hul3ndFV/7siFwqPRIs+pei4iISD+m4LWIiIiIiEgRaD4i87olGO3Lk3ndGrxuk3ndMo9GBa9FRESkH3P3dQeKRSQSGQp8EbgQGAIcAP4GfCEajW7ow671G3ayEQyTKZMnOr/HDmAEq/u4V8efFa/H8Pid723bWLE6zGBVX3fruKtrTjFhUgSARDpLKpOlPODt415JPpMnjsfMJrCzaWdCOobtCZLKGqQyWQI+jzM5Y2HZFj6Pc5jIZC1MbHymTX3KJuj1kMxk8bhNDAzAJpXJEnIbZFJxPMFykqkUWUw8pgkGxJMp/F4vLrKY2QS4fZBOgMcPGJCOgSeAbYOdjmN6g4AN2TQYLZ+TiYM3TFPaxut2AQaWbZPMZAl6XNgtfUmn0oS8xqH6oOkkmC5wtRz2MmnAOjT4VaoZfOVYto2RagRvqOV9cSyXD9v04HYdut8bS2XIZO3W4IJl29h2m0y5rmSSYGUP9SWdyP84eB6NiTR+t/PZWdsGG/yF9EVKRiZ2kCmTJwAGdipGxgaPL3jM822IJQj4nH17OpPFbVh4vb5jmqeVzUKqCcPr9M9OJ7BcPtyeYzuGJDMZkhm7NWAXT2Xxewy87mM73U2k0mQs8LXMN5bKUOZzY5rHlgOSC1JOnOwcSw/GUlQGB95xtD6ewu9xtRxLnOU7EJcDgG3brfWpW2tex3OZ1/nKhuSC1/taJwW8zrqvzGuR/s00TWpra2mMJfHnztWzFj47Rcp2YbjcmC3nvIl0lqDXRcaysS0Lv8vCtrLEbQ8el0kinSXsyjjn2YkGYkYAGwOv+9CTGpV+N9gZ53w1mwZPAFyeI/plp2I0Zd0EvG5cqQannWFi2JZzXh/o+Jq4OZ7A7fFgGga2Dal0mrAr0/IZhvOZpsu5ViiA3+8nlsrgMo1D88xahH3dP/7bsTrnOsAALAvScYwBcG0vUuwUvKY1cP0aMAp4FvgVEAGuAS6IRCLzo9Ho2j7sYlGz0gmMbApe+zHG0gegYQcYJkw8F3vhJ2HoDIxjDMwUIyvRgJFqwnj52xhv/gqSDU4g7IQPYZ/2aQgNxgjkecSzH2qIp9laF+Pe59bz13d2kc7aVAU9XHHyKO48czw+t0nId+TJjfSxTAbbSmKu/gPGqz+EnSuc6ZPeS+ySn7B8V4ofvrCeV9bvx7ZhZFWA604Zw2VzRvBff3qXRev2cc0po7hp4Tj2NaYwjTQ/XbyJ372xnaZkhoDHxcUzh3L3wmHUprbhDpaxz6rmup+vZOO+GKYBZ0yq5aNnTWD6YA8hkvD272DpA7DzzZa+nI996Q8wdr+Nueg7sPEFsG2oHANzb4c5N5BobmD7/gTfX7SbP6/cSTJjUe53c/mckdxx5gR2Hoxz7QNLuPDEYdxz2jAGpXcSrBwCy38OSx+COTfD/LtgxaPw2o9g/3rns8/8V+wFH8NY+1eMV38A25Y60wdPxZz3EZjxYTIESGZsYqks2+pi/OSlje22gavmjuL2MyYQ9rlbLwDasTKQisHrD8DrP263r+S0zzBhVITNO/cf+b4uNCczbDkQ4/v/WNfal+qQ1+nL6eMJddYXKRnZRCP27ndwL/omrH0WbAvKhmHOuQV7/p1kTD+eowg2NyfSLNu0jx++tJlXNzj7hVHVAW6eP4orTxmL32XgOoqgsJ1sxlr3d9yLvwfbXgfAqI1gzfso9szLMXI3jrrb32SGP6/cyUOLNvHOzgYAThhRzi0Lx3H+9KGEjuICNpvNksjYPL5sOz9dvIn1e5sBOHlMFbefMZ7TJg46qvmmMhapjMUjr27mkSWb2VYXxzBg4YRB3HHGeGaPriTsL/3jaEM8TVMyw73PreOJFTtajyUXzRzG3WdNpDrkpTxQ+suhrXg6i2WDx2XgMltuvsbrnJ/e7mRe24BBoKVsiGpei/RvI8eM47WNB/jRi1GWbDzAv75nHDeeOpr6jMH9izbwq9e3UhdL43EZnD99KDctGEvGslm0Zjc3nTKM0P63MWsmsbHZxaDKctJ2BjN1gKS7jEcWb+n8WPT0pyA8GObf7QR0vSEnMSTVTHPWZNnGfUwfGiScaIKXvoXx9m+dhBBvCPvEyzFO/4xT8qil7FEskaQxafHD59fz+BvbaUxm8HtMLpoxnHtOG8HgAy8R/P0NEKp1zv3n3uoExM3Oj7VVNbXgDfKNv0T57bJtNCQy+NwmF84Yxj1nT2RIub+gY7WdqIfGXRgvfRPeecJJNvFXwsyrsU/7BHhCJRnTEOkvDNu2+7oPfS4SifwIuBP4TDQa/Vab6dcBPwf+EI1GLzmaeS9btmxZMBicPXXq1J7pbJGxMimM5j0YD7zHCcR0wJ5/F5z9eYzcKOglwEo0YuxcgfHo5ZCOH9nAdGF/4D7sSe/FLKEAdkM8zW+WbeUrf1zd4evlATe/uv1URtcECJd2ANvo7IWi3OazaexMAuPRK2HzokPTg9U03/oS//ncXn65tOPtd3R1kEduPYX/+vM7/GXVbr522QyGV/q59adLSWasI9q7TYP/u3wKZ7rfwUzUsaLsTK756UqsNoeaW08by6dPrSL041Ocmz4tfeHWv8HL34Llj3T8ParGkbn5r9z95Gb+smrPES8HvS5+dss8sOHD9y3GbRp8/5pZnOFaRfDXH4ZT74HTPwMPvx/2tFmHx50JV/0CfnMTrPtbx589/CTsG56iyfbzy9e38dU/d74NPHbHqYyvDbVkhrewLGjaBT85Dxq2d/hea/7dZE77Z7zhwrI7mpMZHlu6lS/94Z1O+/KbOxcwblCwfV/kaHW43fflNm8lGrFf/AauV77TcYOyoVi3/g0rNKRbWc3NyTRffPJtfvNGx/uFsTVBHr9rAZUBNy5X4euWnWzCePwWWPOXjhsMm4l94x8w8tX2PUxTIs1ND73O0s11Hb4+f3w1P7lxbrczsA7GUlz141d5d1djh6+fP30I37piVrcC2Ol0lrp4mst+9ApbD3Rw/gBcPW8Un79w2lFljPUXDfE0K7Ye5PafdX4s+e5Vszh9Um1fBrB7fZvf05hg3n/9nXK/m/uuP9mZ+MdPwb41cMpHoGoMALt37wZgyJAhh95s2/C3L0I2Bdf8Grxhfvj8Ol5cu4+vfXgGV5w8qsf72x+sXu0cr4vqvKyIDfDlVXTHeYBYMs2/Pr6Sp97aCcCnzxnL7XOr2NRocuVDb9IQP/LmlGHA/7tgKieOqOCjjyzjZ9dPZ/KO35EdOR+jZhLupm3UhSbmPxa9fyrhn54HBzfDtY/DoElguoilLP71qTX867mjGFa3FOM3NzjZ0odzeeHKn8PoU4nh563t9dz08DIS6SP3+y7T4LuXRTjHv5bgb650JlaMdK4PwkOgg6edEuksb22r48YHlxJPZ4943TTgW1fM4r3ThhDs4phqJxpg9R8wnrrHSQI4nDeEfe3jMGRat89R+soA35Y7ddhy6fSaXoqP0rEcHwT2At9pOzEajT4CrAfOj0QiWlYdMKwMxk8v7jRwDThZnu88hdVRkLefMrJJjEev6DhwDWBlMZ64E6Npd+927DhbvbOh08A1QEM8w7U/ebX10V8pDnayCePpz7YPXAOp+Z/kt+/EOg1cA2w5EOMjjyzj3y+axtShZcwfX8NtnQQbADKWzcd+8y77Bs3F//YvOSFwgLMig9u1eeDlTTyzLkZ67h2HJp56D0T/3HngGqBuI+5HL+OrF07A7GAVi6Wy3PTQ60wcEmbu2Coyls09j65gX+UMGD0fTv80PHZD+8A1wPu/Af/4z84D1wA7lmP8/k7CdnOngWtwtoGr73+VdPawG8OZBDx8YaeBawDz1R/gXvcMZAvLkHtnR0OngetcX6768eIj+yIlIZtJY6/5a+eBa4DGXZgPX4jLLjzrMpFM8MslmzsNXANs2h/jpode7/DiszPpWAP28//TeeAaYOebGI/fRjZeX/B8D8ZSfP6JtzsNXAO8uuEAX/rDKupiqYLnWx9Pc/ejb3QauAb4y6rd3PvcOurjhc83Zdnc8OBrnQYLAH752lYeX7atpEs9JDNWp4FrcI4ln/jVCg50429WCnKDNbbWu4ZDNazzBUwMo03pkAPt5lPK65JIKUukUjy0aGNr4Lo27OP2haOwPGVc/fBbHQauwbmX9dU/ryadtTht0iCu/dnbpGfeSPCPH8XvskhVTynsWPTGdmKX/cJ5AuTRy8G2SDQe4MFXt+F1uxjmS2L85saOA9fg3Ex77AZINZPF5OaH3+j03CFr2Xzi8Si7K2fBuDOcifXb4GcXO+fRHUims9z8UMeBawDLhk8/toJtB/PEIQ5u6TxwDZBqdpLWrI4/R0SOvwEfkI1EIi7gq8AXo9FoR3urJOAFSjqN9KhteQUO5C8JbrzyXQyrNE6crUQDLPmRU8ery4ZZjJe/iRXr/IK6PzkYS/H959blbVcXS/P75dtJpkvj793vZbPOBe3Kx9pPd3nJnHQDP160Le8s3tnZwOb9Mf7lfVN4ZMnmvAGrjGXzg0U7aT75o4SXfIuPnjr4iDb3vryN1Jw7nLIZLi/MutbZrvLZ9Rbeg+s5e8qR8wRoSmZ45NXNfPZ9U1r7cu8ru0i+9xvOxfyml9q/oXYKlA+HN36W/7PXPA3ZJJ+7YEqXzepiaZ5asZ1Mts1y2vZaQftKc9G3Oz1Bb6sxkea7f89fzaouluYPb+5o3xcpCUYmgWvRN/M3PLiZ7MaXsazC1gHLcHP/y5vytlu5vZ5N+5oKmieA22ViLnsof8O1f8VIFT5fG/hjy0V9V55cvgOXUfiN1YOxFIvW5S/j8/Mlm/G4Cj+dXr2zocuAeM79L5XucCsN8TT3v7Sh08B1Tsayufe59RwcQAHsXJC5td61bUG8JXjtDeefQe4px5b3BFvGPlDZEJH+ycbkwUWbW3+/bt5wXPuiPLFiBwdjnQSM23jg5Y1cf+pYGhIZHlu2g/QJV2IcWN+tY5FdNhR8FRDbD+/+CTtUy0OLt/GZM4fBou84AequZJLYi76LnWjoNMick7Vs/m/RLppO/tihifvWwo43jmibTGf52aubaU51PU/Lhu//Y12n+0E7Xofx4tc7D1y3fmAjxtIHnfIiItLrSvd5xAJFo9Es8N2OXotEIlOAKcD6aDSaPNrPiMfjrY8nlJIpo2sxusqSbGtvFJr3kTb9rFuXPwBazKaMG4Hx1mP5GwKs+j3GJf/X7//+w4cPx+MP8fK6ffkbA797YxvvP3EoG9aVZqn4fI9fFdM2H4lMxnjniSMzIobPYsu+Jrbny0Ro8dSbO/jn90b4f79bWWD7XXzlonPh9zcy49If4zJXkW1TO2T93mb2xSxCg6c59fP2r3OyKwpQ9vbPuTByD39ffWTpEIDfL9/BNaeMaf39yRU7+epFZ8AL/31k47m3wrpn89+MAieNZfkjfHj2PXz16Xe7bPqbZds4N1LD/p1bGVlbQdmyh/PPH2BvlGzTHjZv30My2fFhxzRNRowZz6L1hW2Pjy3dxjmTq9i/s7DlKx3rarvv7W1+woQJuBP1sHtVQe3dy39KeuRcolt2ddlu0qRJrN9dz+6Gwk55Hn19G5+v8bN506Yu240dOxbPppdwFxqUXv4I6QWfZN36rgO4kUiEJ1dsb7dv6Uwqa/H02zv58OwRrFmzpsu24yZM4levbS2oqw3xDK9vPMBpE2vyznfo6An8+vXC5rutLs6WAzFGhGD79s6f2OiPRo2fxFMrOs/sb+sPb+7gKx+Y3ifH1L7Y5lftco7JhpVmy5bNmKkGRtoWlsvP3n2Hbqak084xPVc+JKfC9uAH9m1dQyxdRbLZ2eY279jN6tUDM4AdjzvLtFjOy4rdQF5exXScB6iqqmJ73M3+5kPB4QunlBN3e/jNmx2fAx/uxbV7+c6Vswj73Pz2zb1c9uGLwRPg14sLPxZtPRBjysKPwz++ArvfZlXFe9jfnGJodTnGyt8WNB9j5W8oO/cLBbX901s7+d9Lz24/cdlDNITHs33vocDxkJFj+d0bhR0fn357J9+4fEaHf8Mpk8bDu38saD6sfAzm3saaNWvIZos7C3sgb8tdabtcVFKlfxnwmdedaSkT8n2cZfTjPu5OcbLtQ48yFiJ+AKMbWU9Fy3QfyoLJJ5N0at32cz6fj6ZkhkJL5NfF0q0jXksRaNp75DRfWbceoT8YS2GaFPyeeDqLYZpgZ8mmEoS8R9bFrY8lnSwxX9mhAakKmvkBKvydH74OxlJ4XIfWv3g6C1a64+3WX9Xx8umEEduPz8wfAKiLpXG11OZzmXRzX3kQs4O6fjmmadKUSBe8PR6MpXCZqnldSkzTxI4fLPwN8QMY5F9hDMOgrrnwe/V1sRSZAo5xpmlCc+HbmRnbi11g+Zx9TYXvx/Y2Jgs6D0llrW7tH/c3pwqar2Xb3ZpvXSyFx1N6D/55TKNbx5KBdD4RSznbk79loEVXy7gQViFZ14Dldtq5Us77fG5n2cW6UeJHRIqDy+XiwGHH5JDPg+H2F7wPtW2nDFbY56YulsLlLyNrert1LDoQSzk1pwFsiwO5jG/TDYmDhc0kfgBchR3PkhkLy7bbt4/V4TrsUOBxuwr+HumsTTprHXGsdrvdTuZ4oU+Ixw6AaeLzdX8gbBE5NgM+87ojkUjEAO4DzgWWclgt7O4KBAIleVfHbt4P4drC3xAchNvt7vfLwk7UOyMgJ/M/aoUnCIbZ778zgGVmMA0oIMGNmpAXy7ZL4nsfjaLa5q0MdvnwI6cn6hkULvzEqybkI2tBbZmPbXX5s7XDPjdWNgOmB5fX3+EjfdVhPyTqnRPGUDf2JaFaDsQ7vxCvCXtJtymTUeZzOyfAoQ5KjcT2Q8WIgj/aDg8hYeU/dNaEvLg9Hmc9SDZ2a1/pCtcytrLrgbViqW5sj+E2fZHjoi+2eStUU3jjUC0WhR2LassCBc+2NuzDbboKmm+mbFjB87XCQ3F7fQXNd1i5v+D5Dq0IYJr5l0Mqk6W2rPD94+AyX0HzrY+nurXfHRT2FdfxpIc0JtLdO5ZYxXc+cbz+Lu8mtgG7qS4PM3r0GNju3PRxB6vaDc7Y4YCNALEhsBeqvDZVo8ewObkXVjfgCZYV3TLsLRq0rHu0vDrWV/vi2nj78lWNiTRBd5xBYR+b9+d/atBlGlQGPTQm0oyvDWPF6/F4g90+FrG1JcPZMKnNvTebhmCNcy6dT6i287rYhwl4XBgG7duHBhEKlzO15tA1TWMizaCwr6DyKT63icflYsqUI0v/2ZkkuH1O0lk+oVqwLMaMGZO/bR/TttwxLZf+S5nXh4lEIm7gQeA2YANwaTQaHTjF9rrBCNVgz7mlsMZDZ0Cg6vh2qJfYuLFnXVtY2xlXYKeaj3OPekcqY3FOJ3WGD3fVvFGEfcr0LA4GTL0Y3IcFeHYsZ0Slj7E1wYLm8qHZI1i66QAfPKmwQO9lJw0j++7TMP0DvLZu5xGP9U8dVkalJwN7V8OO5c5o4tXjC5p344xbeHJV55naV5w8ind3Hrq5dNnsYaR3vg0n33xk4yU/hPFng688/webLjjpOh5ctClv02vnjz60DfjKYO7t+ecPLfvKyrzNspbdad3vI/pyyhhtj6XIG4LhswtqmplzG95QZUFtxwwqY2RVYQHs6+ePIhgoLHjsGrcA/AX0wTBh9g2YrsLyKy6eORxvATWn/R6T900fWtA8vW4X18wbXVDbmpCX2WMKO7+pCHi5bn5hF7zjB4UYUVn4jYT+xMA5phTiQyeN6NbAoP1dY0tN1lyt6tagkL+ssBl4czWvnWNkwKsBG0X6s8lDKxja5ibt71fVE8g2cM1JhSVFnDtlMCu319OcynL17FqC7/6WsuTu7h+LXv6OM2HEbCJDQgwp97FlfyP2zKsLmo898xrqC3yy64MnDSP97l/bT5x3B/jaP4Hic7u4am7XyR45l8waTqqz8V/ScZj2gYLmw6xrnesBEel1Cl63EYlEgsCTwE3AWuDsaDRaWFG+gWr4LBhyQt5m9hn/jH148KyfMv0hmHtb/otwtw9O+zRmsDSC9pVBLx8/dxJmnqd3h5T7eP+Jw/C69WBHUTBd2FYWe/YN7adbWTzLHuCeM/Kf9M0ZU0V1yMvX/xLl6nmjnUzmLvjcJnctHEZw2X00nfIZfrT4yLp8nzhjFIGlP3KeZ7Qy8MZPYcHHOpjbYUbPJxYc1mm956qghyvnjuKrf17d2pePLBiO7y+fdQL4k89v/4a6TXBwM8wrILg8/UPYhosfvrC+y2ZDyn2cP31oa9kQAIaeWNC+0jrjs84TG3mU+T186rzJebfHoeV+3jt9SPu+SEmwPUGyZ/xr/oa1U3CNmlPwfN1GlnvOHJe33SnjqhlaUXhwNZO1yJ7ykfwNp30A2yw8Iyxr23x4Tv5A6NVzRxdU4iQn4HXxnmlD8ra79bRxZLsxIOrYmiCzR1fmbffRsycc8Yh0qQj7Pdy8cFxBx5KPnDWBimDplU7pTC543TpgY27Qb2+BwWvfYcHrlvk0asBGkX7Jhc1Hzhjb+vsvl24nWzOZC04cxuA8TwiZBtx2+ngeeXUzg8JeLp05DHf0D9iDJnfvWFS/BTJxZ4DzSe/FFd/PXaeN4n//sQ0WfDz/eas3hHHqPXiDZZQH8u/37144jNDSHxyaOGwmDD4yS9brNrly7igq8xwjvC6Tj50ziXAnxxwjUIl95r/kL2sSrMaefQOGr8D9sYj0KF3NtohEIlXAP4D3A8uB06LR6Ja+7VXxs1x+7OufgJqJnbaxz/l3GH8Wptvbex07zmzTg33Dk50HsN1+7CsfwfaXRuA6Z2xNkK9/eCauTiJmtWU+fn3nqQXVVpXeY/rL4dz/wI5c0G66Z8n3uWAMfPSMzrMvpgwt4/+uPol/f/JtNuxr5tl3dvPz207pNOjg95g8dO10KrY8S/yUj7N4r++IgT7/+b2TOX2kiWvZTw5NfPVHMOqUrgPYQ04gc+Uv+ZcnN3RY77ky6OHR2+ezdFMdb+9ocPpy08lU7FzkjFL+ty/Ch+6HkSe3f+OTd8Npn4ITLuv8s8edgX3Rt6m3g3z1Qyd2uQ385s5Tj8wE9QThhie73Fda53yB9MhTC87oGDcoxLeumNVpXwaX+fjNRzroi5QEl8sNYxeQfc9/dt6oejzWjX/AchV+89jr9XHxrBHcflrn+4Xpw8v58fVzCPsLP657AmUYCz6GNeOqzhuNWYh9yfdwBSsKnm9V0MvnL5zGWZHOs9DeM20I/3R+hMpg4f2tDHr51hUzmdNFVvUVJ4/khgVjKQsUPt+w38MDN84lMqTzi9+7z5rA+dOH4veW7k1gj2nw81u7Ppb85MaT8wa4S82hzOuW750bD6LQYElr8NoZZyEXvG5S5rVIv+Tzerh87mhunO88DXQwluYbf9+EmW7mt7fO6rTElcs0+O8PzaA+nuaNzXU8dvMMvK/dS/MHfkpjGoIH3in8WPTLy6BsKFz3ezBd+EKVXD57GLVBN+sP2tjX/tZ5Gqwj3jBc+zi4fZjYPHrrvE4D2D63yf1XT6N6+/OwdYkzcdBkuO53nQbIfW6TR2+bR0Wg48Cz12Xyo+vnHCp10pnQYOzLfwauTo7nwWrsG56CATQGg0ixMexCR3wqYZFIxA/8HVgAvABcEo1GG3pi3suWLVsWDAZnl3JNHSuTwbCSsPK3GK/fD/vXO1nHk8/HXvhJKB+O4S/8QrS/sJLNGFYKXrsfY8UvoGk3+CuxT7wcTr0H2x3ADBRQiqCfaYinaEhkuO+FDTz99k6akhmGVwS4et5orpo3Co9plPQFd4tOz1yKdpvPZrEzcdi6BGPx92Hb6870CefQfMH32NJocO/z63lx7T7SWYsJtWFuOHUMZ08ZzL/9/m3W723ihlNH88HZo9h2IEZF0MOvX9/Kb5dtY19Tkqqglw/OHMIt80cQrF9LoGYU2+Ie7n7sXdbuacLnMTk7MpiPnjWeYQGLMHHYvgxe/wlsX9raF/uCr0PzHoyXvw3r/+EMojJoMpxyJ0y5mET9ThpcNdy/eDtPvrmbhkSawWV+rpo7imvnj+GtbXX8y29X8sFZw7l1/jBCe1fgH3ECrP4jLP2JUyLkzM/Cumfh1Xth9ypnwJlTPoK94GOwYwXGK9+DLa+CbcGwmdin3g3jzyJj+khlIZHO0hBP88CiTTzTZhu4bv4Yrjh5JH6PC3dHAWPLcjJXVj3hlCtps6/ktE8T99awZdd+IpFIwX/WWDJDXTzNfS+s588rnb6MqAxw7fwxXDFnFD6PiUfB657S4Xbf19t8Jt6I0bQTY9F3MNc8DekEVI8jM/cOXDMuxzJ9uI7iSZjmRIpN+5q494VNvLRuL5mszaTBYW5dOJrzpg8/FFzrJivZhLVzJe5XvgNbFoOVhaEnkjn147gmnInR2QVwvv4mM7y28QA/eXkDb26tB+Ck0ZXcfvp45oypInSUQdBYKsPz0b088PJGVu9swG0azB9fwx1njGfK0DLC/u5nBWezWZJZmz+v3MnDr2xiw95mPC6TMyfXcueZ4xlVHaT8KObb3zQl0qQtm4cXbeLxNw4dSy6dNZzbThuP12P29XLo9W3+355YySOvbuHmBWN57/Sh8NxXYfMimHk1DJvR2q7TmtepGPzjK04g6ZrH2Hkwzqd/8yZja4I8/89n93h/+wPVN+2eAb68ivI4D9AUT7JhXzP3vrCRV9bv4/p5I/j42eNJWwa/XraTXyzZwo76OGGfmwtOGMb1p45he12cjbvruHz2cLx73oQhJ7ClwaI8HKTClcRjWCTdZZ0fi6oClP/pLifzefYNTmZy7hidbKbZMlm/q55BIRfDQga8ei/GW792yh0FB8HMq+CUjzgBYb9zTZxIpkhm4eeLN/LrZdvZ25ikMuDlA7OGc+upwwlv+iuBpz8F1eNg/l1OOQ9PoMug8Y5dewiWV/Doa1v51Wtb2dOYoCLg4dJZI7jtdOcpn0AB5yx2ogFSzbD4/zDeftwZl6dsmFMudO5t2IYLs9ASTkVggG/LnTpsuehuRD+i4DUQiUS+BXwKWAycG41G848gU6BiONj1FiudwMgknGCMnYVMCiNY3dfdOu6sRBMGlnNgttJYlo2rBIPWh6uPp3CbJi7TIJWxcLsg6C39i+0W/S943SKbyWCmGg7VwM4kyfoqSKSz2LaFy3RhmgapTAaPaWIDpmmQzlj4XTYesjRm3ZguE2ywbBuPyySbtTCx8JtZMlkLTyBMJpMhns7icbuwLLCyGVxuDy4T3OlGDE8AIx0DlxcbAzIJ8JdjZdLYmZQTcDMMyKTA48fIpAEbTDcxy4WNictlks5amBhg2LhMk6xl4bIt/GYGDJezPzIMyGacE2/bcgLW6ZizHGzLGaSlZX9lxw44+zEMZ/l4yzBblktOPJUhnbVxmQYu0yCdtfB7XIUFirMZ57NzfbEt8JUd00lmLJXBtp1Mm0zWVtD6+Cjai1qAdKwBt9sFhomdSWO5/bg9x/7EU2NzHJfb4+wX0hmCHhO359j39dnYwdYnsqxMCsNfjtkD5W3qYil8bmc+ybRFVejYl0Emk6EpZeFzu7CxSaazVIUKL23SmVQmSzydxet2YVk2qaxFVTeyw0tFY8IZbMvjMslkbSzsvg5a5/T6Nv+JXy3nyRU7+OhZEzh9Ui38+Z9hzztOaas240J0Gry2bXj2352bQtc9zsGUyV2/eIOakJdl//6eHu9vf6AATvcM8OVVtMf51atXM2jQIPyhMlxuNyaQtixCZpaMDSnbjdtlkrFsLMs5D0xnsnhNG4+VJmO4iFsufB4XyVSGck/WyWaO15N2BYll7fbHIi/O+XM27YxF4QlCR8fodJzGtInH7cJrxZ0Ys+nBsNLO/sjf8TVxPJkka5u4Xc55u2FbBM2WJ0QM0/lcb6igpxFXr16Nx+Nh1NhxpLM2btMga9mYBgUFrQ9nJ+qdPpju1kEjjU6+RzEb4NtypxS87r9KPj0yn0gkMhS4u+XX1cBnO8l6+59oNJrotY71Q6bHDx7/gNtRmn5n8IiB9r0rAt4B951LwZq1a4E2fzNvEDcQPizQ6fe4Dvv90P87zDlo0z7X1O12U9Yu47PN/92VLT+dAJDR0hcAl9cN3ja1dHOPCrapm9/24cHD+wq53w8LLh0eC3G3eb1Ntme7m24ty+dwAa+bttV+j+xDF1xucPXsSXC7LNiiiPlIb/MEy9vtk3vq1kVZ6NCa3q31PA9XsPLQ/72FDRxbiLbB356KA7vdbirbbGJHm3V+OK/bhdftGvDH0rK2B5gBvv9qytW8zg3YmCsb4i3wmGEYTumQ+EGIHyAYcAYpVc1rkf5v3759TK09VCIrd1bsbfl3OJ/70Pmwh0O710PTgUAFHqDtM9Ltnn/y5BnbwhOgrHW/3fYKoetyZQFf23P0Ds7b833uYdLpND63i56oNNXuifFu9kNEjp8BH7wG5nNof39LF+2+Ayh4LSIiIiIiPa615rXnsOC1L1z4TLy54PVBPOFhuE2DVNYikc726A0oERERkd4y4IPX0Wj0CfS4gIiIiIiI9KHGZC7z2g3puFNOy+Vp/6RQPq2DNtZhGAZBr4uGRIaGRFrBaxEREemXVBBTRERERESkj+Xqfwe9LogfcCZ6w10OVnaEXJZ2S9Z2rsyNSoeIiIhIf6XgtYiIiIiISB9rSraped1aMqSbYyTk2rcGr51s64Z4ukf6KCIiItLbFLwWERERERHpQ7Ztt6953Rq87nCY5M55D8u89inzWv4/e/cd5kZ57n38OzOq2917L8I0g2kGA6aTAyGFkIQeCCWF9E7aSXhP+slJQkIgtFBC7z3UUG1TjAE3ZOPe+zat6sy8f4y22dKu1t6i3f19rsuXvKNHM49GGs3MPffcj4iISO+m4LWIiIiIiEgPiqdtbMfFbxn4LNMbdBE6NlgjNAe7G7yyI6WNmdcJZV6LiIhI76TgtYiIiIiISA+qb8y6ztaoblXzuiNaDNjozc8LXivzWkRERHorBa9FRERERER6UG02uBz2e8HmvS4b0hS8rgaag+GqeS0iIiK9lYLXIiIiIiIiPahxsMbGTOnmsiEdrXld6j0mdoHrKPNaREREej0Fr0VERERERHpQXbYmdbgpeJ0tG9LR4LXlB38YHBuSdc2Z16p5LSIiIr2UgtciIiIiIiI9qLnm9W6Z1x2teQ0tSofsbJqfyoaIiIhIb6XgtYiIiIiISA9qzIwuCfjAdZprXu9N8DrQPGhjSVBlQ0RERKR3U/BaRERERESkB9VkM6NLAxYk67wAdqAELF/HZxbMBrwbdqlsiIiIiPR6Cl6LiIiIiIj0oKbgddAHDdl614EO1rtuFGzOvC7VgI0iIiLSyyl4LSIiIiIi0oNaBa8bB2vcm5IhAMEK7zG+SzWvRUREpNdT8FpERERERKQH1cZbDNjYOFhjcG+D19nXxXc2lQ1R5rWIiIj0Vgpei4iIiIiI9KDWmdfZwRqD+142JOzPlg1JZrAdd1+7KSIiItLtFLwWERERERHpQY3B67JWweuKvZtZU9mQnZim0VQ6pE6DNoqIiEgvpOC1iIiIiIhID2qsSV0a6ISa140DPWbLj5QFvdIhuxoUvBYREZHeR8FrERERERGRHtRcNsRqzrwO7WXZEH8ITB+kYpBJNAWvqxtSndFVERERkW6l4LWIiIiIiEgPcV2X2mxJj5KWmdd7WzbEMFrUvd5JWagxeK3MaxEREel9FLwWERERERHpIfG0Tdp28VsGAZ8JDdnM670tGwLNweuGXc2Z13FlXouIiEjvo+C1iIiIiIhID2kuGeKDTBzSDV7ZD39472caymZtN+xornkdU+a1iIiI9D4KXouIiIiIiPSQmlaDNWazroPlXvmPvRXIUTYkruC1iIiI9D4KXouIiIiIiPSQmmwt6rKgr3NKhkCLzOudlGczr2s0YKOIiIj0Qr6e7oD0PePGjSOTyfR0N7rd+PHjicfjPd2NbjV8+HBCoVBPd0M6SJ9ZcQoEAriu29PdkF5s1KhR+Hw6tBPpbRozr0sCFsS3eRMba1bvrcbBHuM7Ka3Mlg3RgI0iIiLSC+kMRzqN27AL/CHCbgwCAdxELa4vhOkL9HTXulSmoQbLHyBo1xMqK8FuqMYqqerpbnUpx3EwkrVUlfghXY+bBjedwCwZ0NNdk7ak4uw3YSRYAdzYNvCFcByHhFFCwHLxOUlwbHAyECiFTBIsv1d7M1hJXcohGPDTkLQJ+U1iKZvSgI9MJk15SYuAeLIeLB8NKQfLH8RNxwn6/diZFJbPB6lsLU/TAsOETMJ7nS+E7bpYuN6yAyVgp3CtALGMid+y8NsxTF/Q65MvCKmYd4KfjkOwnPpEGr8/SH0qTdjvI207lAV9xJMp/H4/sWQav2ViGuAzDTIOWKZBMu1gmFBiOvgM21t+tk9pB0zLh2UnABfslJcRl457fUzFIViBk6zzfu9S9RCq9PrmD0OyzutjJoHhC3nTfUEc18X2lVKXyOCzDIaPGkPQyOAm68CwWq2XtGOQxCJjQ2nQxJ+JY+CAnfb6kkmAFfDWS6iK2mQGv89HQzJDSdC/52eUFUtmsEyDWDJDwGdiYBAOmFhm6xuzUhmHjOOQyji4QMhnYRoQ9Fud/z2VDnPsNEY6TnkAyMRw04b3fQvv22+yk45jOJk9fheMcNU+zddNNQAOZFLgOtlt3cYI7Vuwrj6ZxjQMEmkHgJDfxHWgNLRvh7u1ce93I562MQ2afkPCAR1GS+eoTXhJH6UtM68bM6f3VtOAjTspV9kQkV6tvLycIcOG4yZj4Gaaj58DZTiOC07aOwZN1kOgFNdOgxXAcFJNx4pOJonlC0Aqhmta3rE4Bq5hEbN9GAYkMw4VYR++ZC34Q94xrb8Ew06Bv8Q7pg2UguvgWGFiqQyGYZDM2JQG/diZNKXhFsebiVrvXCIV817vZCBUgW3bxNM2jgsZ26E8aGHZCcymY9vS7PFBaUHrZ8iQId5vpz+YXQdl3rF8G+emjp2BtHc87dppjEAptm3jC+3jXS+SXyYFTto7l3Jd7zzJMMCnxCppn466ZZ85iTqMdAO88juMD+7zdnIAI6bDzKtw9zsDY1+zR4pQJl6HWbMW3yu/hejT3gm+YWBNPAn7uO/D8AOx9vFEvBi5iVqMtXMwXv8zrJ3rTfQFMfb/JO4JV+OEB2OF9/GESzqXncZN1UP9NozX/wiLH2kKzlrTz6Pk9N/gLn0aY+5fYetS7zWhSph+Hhx9FUnb5YMNCfzhMmLJem56bSWvLtuG43qB35P2G8q3TprE+MEllKZ2kFr/HjXDZzJ/XT3HjQsRrF0DQ6ZgvP4XjAW3wajD4RN/hXfvgPm3Qe0Gb5kVIzEOuxxmXgkr/oPx7+/jHvoF3GO+iZ02MDfPJ1Q1FGo3wry/w8qXvddZftjv4zizf8Sq+grOve19GlJe8OqYSYP4+kmTGVoe4qJb3mBjjRcQPmBkBVceO5aT9x/JnBU7OHhMFSWZBO77d2C8cxNUr/HmPeZI/J+/C5a/gjHnr7DpfW96oAwO/jwc83Vcyw87lmO9+nuvT5+6HgZOhDl/hQ+fhJP/G6acBnOuhUUPeUFvwBx1GImjvkli+Cw+e+sHnBQZws9PHwfzb8Z4+ybvfQJUjMI6/HJKj7qSuGNjf/AMgbeug80ftO7LrG+QCgxg0bpqrn1pJa8s34ab/YxO3m8o3zp5EuMHlVASCpLM2NTG0/zlheU8smADsZTdtF6+dPxETp42zAui4AW473lrLbfNWc36XV7fh5QFuWDmWC47dgKlAR+muQ91WWWfuMl6jGX/xpj7N9i4wJsYKMU96HO4s38IgbK9Cgq7yXqMhQ9gvHkDbPvQmxiqwj3kfNzjvofrD2MGSvZqvsy/DePtm2HXKm9i6RDcwy7BPebruL5why9627ZNQ9rhn2+s5q4317Cl1vt9G1EZ4sKZY/nC0ROaav52RDKdIZFxueHlj7jvnfXsjHklF8YPKuGSYybw2cNHN20nIvui1YCN8R3exMC+Zl43B68bB2ysVtkQkV7Hth1GDq7EyNTDqle8/f26t7wkjs/ehlk6FOP1P8GyZ7yLzYaBMelkOOYb3gyWPwszv4o57+/w3t0Q34UBMCSCO/Or2Pt/hl8+EeXpRZt45RtH4IttxXjld94xbPb8lgknwHHfgSH7wU0n444/Fue47/PYB9X89IllgHfB+BPTR/LtU6YwMGQSrFsN//lN6/lMv4CG0/+X5z/cwY2vrSKRtrnv0oPJRJ/D/3aLY9tgORx8Lsz+AYSqoI3jgqljh2PWrIbnf++9V8f2gvuTT4Hjv+/1ebeLgW4yhrPkMXzz/gZbFnvrI1iBOf083OO/jxOswPIHO/NjlOzxH2/9A6rXetPKhsHhl8HRXwF/GZiqaiz5GbpFuWvNnz9/fklJyYxp06b1dFe6hJOsx6hZh3HrxyBRnbONe+Bn4KxrMYJ95ypmJl6HseIlrIcv9XaQOdin/QZmXNSnAthuohZe/QPGnGtzN/CFcC94AGf4IX09gJ03Uld027yTgYadsHkh3HdBU+AUgIqRcNlz8NT3YNm/c7++dAjpS59nZaqKOauquebJJeTabZgG/N85B3LKlAq21Ca57e0t/GhWBeGVz8H+n8S85WSoWQ+jj4DP3QF3nQNbFude5tD9cS99BmP+7fDCz6FiFO4X/42RrIMPn4L//Cr360wfDWffwfPxCN98KNrqqW+fMoVZkwdz7o3zyDjNb+DjBw/nt2cfjM+OE7r7k7Dh3eYXlQyCK16CF6/xgs65hKrgkqdgwR3w5j+8oHywHB6+wsscmf0DmDAb7v5884W93WRmXEr1rJ8T9huU/usM2Lpkz0alg+HKV3Cf+xnG4odz9yU8gPQl/+a3bya5Zc76PVePAX/+3EGcvN9QNtWlOfv6OdTGc5d4+uQhI/nt2QdhO3D+zfP4YH1NznbjB5XwyFWzGFDSt++wycq53ffkNu8m6+Cp72F8cG/uBqFK3Euexq0aj9mBTCI3WY/x4CWw/PncDcqG4l7+Im7JMMxA4Sd3brIO485Pw/q3czcYMB738hcgNBDDKjyrv6YhxTk3zGX51tzb2LQR5dx35dFUhP0FzzOdttkVT/Ppv89hQ3XukmBHThjIrZcc0RQY3FtLl3oXDYtmvyGNum2b/+NzUf760kd8ZsYozmm4H1a8BAd+BkYfnrP9li1bABg2bFj+maYa4KX/B4FSNp95B9++/z3GDizh1R+c2Gn97g20fXVMP19fRbefh2yimJPGePnX8NZNzU+c80/vjrvHv+5lKefysd/CQefADcdB3abcbSadTM0nbiWRSjN0+zyMBy7xzh9yOeUXMP18+POBECwndvGz/HZOjDvf2tDUpDRgce8VRzI1tZjgnR9vfm3pEGKXv84Pn17Pkwu3MLgswLNfPYwBL3wHc8kjuZcXHgCXPQ8DxnvJKrtL1OJ++CTGY1flXgeGAWf8EQ76bFMA203W4z7yZcwPn8i9zJJBOJe9gFs5BstX+HFDsSmqbTlZB7d/Aja+m/v5QZPgshegZGCXd2W39aLsm15ElzZknxiG4Z2I5glcAxiLHoIFd2ZvE+4bzHQ91sNfzBu4BrCeuxp2ruzGXnUtJ5OBNW/kD1yDd5v6PediGrooVjQy2Syr+y9uHbgGOObrsOBf+QPXALFt+O8+m8kD/fzmmaU5A9cAjgvffWgxuzJBfvfSer530jhK7/scTD8X895zvcA1wMk/h2d+kD9wDbB1CcajX8E+9CLv79oNXpZmsj5/4BrAyVDyyCWcMrmMyUNbB+r+9MJyGlI2px8wvNX0Jz/YzIPvrMWs39w6cA1w1Jdh6RP5A9fg/fbddY6X2THiEC9Q/fCVXuC6ZCAc+SW478K8gWsA37v/ZOD65yld8WTuwHVjXxY/kj9wDRDfhf9fn+I7J00gnKOch+PCtx9YRHXC5q431+YNXAM89t5GNlTH+fnji/IGrgFW72jgqrvepS6hW9G7m5NqgA/uyx+4BkjUYNz5KYwOZMa7iVp448/5A9cA9Vsx7vw0hlv45+427IRnf5w/cA2wazXGfRdBqq7g+VY3pPjOA+/nDVwDLN1Uxw8f+oBdHcg6TdgOV9zxTt7ANcBbq3by+2c+VDar7LPGrP6KkB8aspnXwX1MAvCHvbIAqRhlPm9b7cg2ICI9ryGZwTAtjI+ebx24HjUDhu0PT3wjf+Aa4NmrYedqr20+K16kbMm9DA07GA9emj9wDfDCL7y7E0/8CTTsoPTes/nBqRMI+prDSrGUzYW3vkNm9EwvKJmVOupr3PdBNU8u9C6+XTlrDOVL7s4fuAaI74I7PukdV+fSsAPj8a/lXweuC09/t+luxkwqjvPWzfkD19l5mnd+EtPRsW2nSNTCU9/NH7gG2LECHrzUayuSh4LXstecTAY+eiH/VdwWjDdvaHvH2otk4nVeOYC2duxZ1ut/JNNQ3fWd6gZGuh7jjT+33zAVg/m3Y/ehixW9Wt0meP+ePYOn/hIvC+GdW9ufx86VpNfN52MHjGizme243PDKCi6ZNR5zy0KYdiZu9brmUgaDp8KAcV72dHuW/RvTteGIK7y/J58Cr/+x/dfZKYLv3MjlM/fs6z/fWM3FR4/bY/rNb6whUzXBWyeNLD/MuKj1iUI+dZu8ciGn/ALm/9Or4wZwyIWw5FHvwLsd5pxrYdwsL0Nkd5YfDr0Q3rqxoL64K1/lk4eMzPm07bjc+MpKLjxydJuzGVUVpiLk58n32/99n7NiB3WJ/jdIb08zXAdj7nXtN4xtg+gzOPlO/HZnWhjv3NJ+ux0fNZfRKWi+PowP7m+/3dq5zcG7AqQyDi99uLXdds8t2ZL34lsuG6rjvN/GhZtGD767Hr+lw2nZN41B5fKQz7tbCva95rVhNJUOKUnXYAB1iQwZu28cj4v0BwE3gZGshXk3tH7iiMu9Y9Q2EqkAL3j75vXNx9N5WMESmHd9/iBxS6//yTuHAKhei7HuLc44qPVxd008zdPvrydz2m+zC/CTOeRibpnrBZEDlsl5h48g8PZu7yuX2g2w+jX22InHa7yL7YWsgzf+BPFqLFystwpYZvVa7DXz2m8nBXChreSbRitf9jK0RfLQ0bbsNSNRXdiJKMCu1VC3sUv7011MA8wljxbW+MOnsIKFDTRR9EwT1ha2EzcWP4yZyZ+tJt0kWe/Vtl7y2J7PjZju1beubz/oAxBadA+nTG7/u/z0wk0cOLKC8qX3YU89A+uDu5ufnHC8F7gu5EKW6+AsehgO+4I3sOOow9rOBG3Bt/QRTphctcf0V5Zt5cBRlfh2y0JdvyvO5poGmPpfzROH7Ae1m5prX7dnyWMwdP/W63ribFjyeGGv37LIWy+VY/d8bsg0L2OksT5cO8qW3sfpk/PXIn5q0WaGV7Vdq3jmxIG8FN1KqsAgx0Pz16MyZN0stq3gu3uMhfdjxKsLm+/mhc3Bs/bm+8G9OIVeoF3xYvMgpO15725vsKkCPP7+xoKC0rbj8vTC9i/GAMRTNg/N39B+Q6AhZTN3ZeHBdpFcGjOvy0N+iGe3v33NvAbIDq5qxrc31Wev0aCNIr2G5abBtffMWp0wG5YWeIy59AmYcFzbbcYejbG4jQzolpY/C2VDvLrSQNnSezktxznCw+9vITZ0hvfH0APYVB1vuptp6vAynOr1ULOusGW+d/eegU3Ln/scJ5clj4E/jLNzVUGJdwC+D+4i3dD+RWxpx/LnCrsoAl7Clc4nJA8Fr2UfuB27OtZHrqQZplX4e3Ey7V8N7i06kkmdrEU/L0XAdbwDu1zf10BJ9nMqULKOMn/7pQfqkxkvCzFZh2MFWy87UNqh3wEjvssbfdoX9kqeFHr3RrKWoH/PGrSO6wWaQjlKasQS6dZZbo0jqhcqWecNJtPyNXszD394z+mBjs+n1J9/+6tLZLDaGRAlHPBR34Fs6ppEGtvRwWa36qr9b0du2UzWYbgFfk8ShZ8AGsnapkFl29ORQFyhbdO2Q32y8PnWKhgo+2hXzPsOlfts7w4205d7f9BRjQHw2I6m2uwqHSLSO6RtB1wgkes4vgPH1HbKCzTnuruvaX4dOC9wbC8YGary/k7WURbYc971iQyY/qb5t9yvlgR8XpJNoZJ1e54HmL7C10E6DobplUbrwDKNPnLneI8qNHkCvHKMbh+JnUinU3RJ9p5hQeWowtuX576Nvbdx7bQ30F0hQlV9ZxiAYEXugTJyqRiNq519z7P8XgCoIsd22rAz9/Q8nMrRbIm1/5mOqAwTS2VwKkZhJWtwKsa0WOaOwrcdwBk40etnOuYFhgMFDjhXMZqahj0zPEsCFiG/SSy1Z7BtaGVJ68zmDvaVilFewKHlOu3IPAwTyoc3Z9y11NG+VI5ia0P+A7+RVWFS6bYPDHfFUgyvDBW8yHGDSvGpdEL3Km+7jE8rFaOaMqTaVdV2SZmW3IrRYBU4YGNVjrsK8s23aiyur7DA3diBbd9F0NK4AtsGfSYjqwoPHI7pQB9EctnRmHlNNpgTLG870FSoUKX32LCdyuyApdvrFbwW6Q28klQGlA317kJsqSPHhiUDs0kgbSQZNOwo/LwgWO4FjrPHrE7FaLbU73mOMLIqhJHJJj/FtjOssjk7e2cshVkxfI/X5FU5as/zUDvPOU4uZcPATmF25DykYjRuoee+kt+A8YW3HTjR+26J5KAzTdlrRulA3COvLKzxmKM6J4OkCDhWgMyMLxbW9pALsNN9IyPLzSRh2icKa3vEZc1X46Xn+MNQOhQOvWDP5za9553UDjugoFmlD7uCBz9o/9b4848cw38+3EbskMsw512HcfilzUGz6NMw9WOFBaEDpVj7nQHP/sQ72P7wKTj48wX1NX7Ipdz//p51pj91yCiez1H3dsbYAZT48MoaNNrxEWTiMObIgpbJoRfARy+2XteLH8m97nOZfLJXAiJXGZfty72LEKOPKGhWtYdcwQMf5K+zfcERo/hwc9tZsC9HtzJr0mAGlLR/0B6wTD6Vp8a2dCHLD+OPLaipe+SVGKWDCptv5RivPn0hjrwCI1ReWNsxR3kn4O0xfXDoRZjWnndI5HLGQSNyDlC6u/Kgj5OmFbB8IOi3OP/IsRQyzuWIyhAHjOyE8g7Sb7mu21zzOlPtTWwMOu+rxvnEWgavC7urQUR6nu0L4qZjrUvbASx62BtbpRCHXOi1b8vKV3APv6yw+R18bquyZfWHXM6DC/c8R7h05hgqlmfLemxfRplbx6FjqgD4aGs9NU7IKwtYiKO+4mWbt2RYMOPiwl4/42LvfKJkoDfAegHcI7+MP1Rg4ozkN24WhAe0384XbK6lLpKDgteybwZNhrFHt93GMHBP/AluZ9TuKwK+QBhrxgVelmRbguVw7LfwhQs8sS9yZskA3Nk/AivQdsNBk2HyqQUHHqSLBcIw6aQ9g1Gu6w3WeNz32p/HlNOwyoeyfGvbt+YNKg1wwcxxvBLdxna7FAwDx7FxDvqc16Bhp1e3+qgvt7tI+6ivYCcbYMPb3oSdq+C47+x54Lq7ytG4B5zNPe+0rlcb9ltcduwE/jWvdQ1rw4DvnzqZcH2O2tZv3+Ktn/ay38Yd42XBvvhLOODTUJnNXF36uHeAPPzgtl9vWmRm/wS7ZnP+Nm/fAscX0pdZJMrG8OrybTmfHlIW5NyjxvPoe23X+2tI29Ql03z1hMltLw+44KixnZIgKB3jBitwT/xx+xnVo4/w6rEXOl/Tj3vCj9tvGDmjYxcpHRt31nfaX/6hF3ao3mHadvjCMXsOxLq7Lx47gbRd+Hwt0+DTh7af0fW1Eyf3lfGopYfUJjLYjkvYb+FPNta77qRjx2Bj5vUOKhqD13UKXov0FnHHByWDvWPgllnA82/zEiTauygcqvSOu9sZiDlRMd4LHLaXyRwo9foy51rv70knURcYwryVre8cPGBkBdPHDvSOjbNK3v4b3ztxdNMx4w1zt9Bw3E/aP7YdfxwMyHH3VqAEjrwCSge3/frwAJj5VQiWgT+MfeJP226ffV9GRQfucJP8DAOObf/4j8MKSw6U/kvBa9knRrAc9/z78l81NS3cT/wNRhyC2U6N1d7ENvw4lz6b/3atUBX2xU9g+/rIYI1Zbvlw3PPuzZ9FP2gS7iVP45rtBLil+wTLvZrRFz4Mg6e0fu6tG72LMKf9T/4Dx/HHYp99C48uruG2S47Mm4k7pCzIA1+aSWjHUn5z1kT+9vpm6s+8Aeutf2Cc+b8w9XSv4Qu/gBkXtZkp4Rx6Meax38b3aPbOjimn4s68Cta8Aefenf+kvnIMsQuf5lfPrmRXQ/MdD2VBHzdefBivLt/Gu2urm6ZbpsEfzj6ASUPLSJSMxDn6663nt+BfXhbomX/a83bNRqMO8/r0zI+8Wy5fvMZb15VjvHqAT3wDzrsbhh2Y+/VWgPinbuWtukHsGn0SmUPyrJcFd+JWjML95N/z92X04Tjn3sMPn1iRM/Y3pDzIA18+iqAFPzpjGodks1/26JJp8MfPTmdQaZALjhrL5cdNyL084KyDR/D9j0UoC+q2yu5mmiYMPRD3Uzfkv8Vy5KG4FzyIESw8c8j0h2Dyybht/S5MmI179o0Y4cKzQ41QBcy4EHfWN/O2cad9Ak77FUZJARk6WVUlAb5+0hTOOSx/uZPzjhzDFcdPbMo8LXS+13zyQE5pI1v76ydO5hOHjKQ0pFtcZe/tahqs0Qex7d7EUCclfIRzZV6rbIhIb1Ee8mO7Bu7AifCZW7zsVIDaDfD6n+HCh/InVIUHwAUPeOdtZfmTrpInXcPayiN4eukO3Ev/3ZyEsbtgBVz0qLfs9+6GsTOp/+StfO2BZa2a7Te8nLsuO5Lw/H9AunnMJHPBHRwS3MDvPzkV04D73lnPh1aExBnX5r8QP/oI7zg7312bVhD3kmfyB/FLBsIXnvTG0AFMywdjZ5I588/5lzl2Ju5n78As9M4yaZs/DEdcBjOvyt/mwHPg5J913oVb6ZMMV6N5dqn58+fPLykpmTFt2rSe7kqXclMxWDMH480bYMcK8Idwp37Mu8ppBTCyo533JZlUAgsHe/Fj+N79J9RvgfAAMgefj3XoedhY+IJ9rw6mHa/FxIF3bvFGpU7WQ+Uo3MMvh6mn45oBTF+fP5HPmyJQtNt8Oo7rZDCWPQfv3gbV6yBYRvrAz2HOuAjScYx5f8f8KDsi9OCpXqbG0P1IrX2X1LjZLN6aYMqwCh57bwOPLtjAzoaUl8l7xGg+fvAo/KaLnzRsXkx8QITothiTBpfiq9tAaOBonG1RrLnXeifnZ/4RN5PCePPvsP4dwIVRh2PP+jZG5WjMF34Bsa24R38Nd9gBrNzewOgKH4EdH2IOnuKNRr3oIW9gj/LhuId/Efb7OO+vr+VXz61ic22CyrCfTx86is8dPoZttXH+35MfsmJ7jJDf5JT9hvDFYyfiOjbJDGysTTA0mGG4VUvwzWsx1s71BoYZfSTOyf/tDdT65g0Y0achnYBBk+DwL8KYI3GT9VA6BD64F+O9u2D88TDrm95o7PNv9y4anPzfuGvnYrx9M+xaA4ESnGmfIDXjct5YXccfXlrHmQcN5SvHjMSqXY8x5y+wPpt1PvoI7GO+jV0+kmVb6pk8wCTwzj8wlz3T3JejvgQjDiFdv53UgCk8Mn8dD7y7sekzOu+IUZw5fTQBE3zZ7TOeyvDOml3c8toqVmbXy6n7D+eLs8YT9luUZAf3iiUzbK1LcsMrK3h71U5c4KBRlXx59kTGDSqlNNjnt/dGObf7nt7m3Xg1OGmYdz1G9BmvruXAibhHfQnGH4cR2Lv9kBuv9uq4z/0rxoqXvN+FIfvhHn0VjDwUo727IPLNN1EDsR0w5y8Ya97wBn4acQjuMV+HwVM7FGhvqS6RZv2uODe+upL31lVjAIeOreJLsycxojJEeWjvLrDEkhmWbanjxldXsnRTLZZpcPTEQXxp9iQqw/6mbNZ9sXTpUgCKbr8h3bLNv7t2F2f/fQ6ThpTyPyPegKVPQORMmJC/LNCWLVsAGDZsWNszT9TBy7+GUCXPH/wnbn1jFeceMYbffqadO4L6EG1fHdPP11dR7ucB0skEPjcNdtI7llz6hLePnvll3Onnw9InMOb/E2LboGQg7iEXwIGfwXj/Plj1Knz8j7g7VmLMuw62LvUuek86Effor2EHKrnlne08umAD3zlpIqdEBsCSxzHevQ3qNkOoCvfgz2HMuBi2fgiv/RH36KtwR83gwfe2c+ucNTSkbMYMDHPZMWM5evJQwj7DK3n34ZNe1nd2Phx6EbGDLiSegVtfX8lrH+3gJ6eO45BhAQLzWxzbDp4MR3/dC163cxxTt2sHZaUhjIUPeIkn2XXA9Atg+rle0sduiVeZRB1mugHm/g1z+XPeoJaDp5A56mtYYw7f62OnYlJ023Ky3ouXvP5nWDsHcL07VI/9Dgyc0P7dtZ1kt/Wie0d7EQWvu1gx7Oy6kxvbAabp3fJr+rxMqz7OzqQgGcMwTVzXwfWF8AX6Rn3vttiJGKaT9K5aOzZuqKo/lQrpfcHrLDdZ7w1wYli4rkvaDJFyTUygxEh4gSTDAMfBCJZCqgHXMHFxSVvlJNMZLMskZbtYpoHrOJQGfU0BUW8hLiRqwApQmzbw+XwE7BimP4iTSjb9RLhWAMNJN5UIcAAzUIKRavC64AJWENNJkjICJB2LoOngc5OYhgVOyqt35zo4/lLvYNfyU58xwTRxHAj6TVIZh5KARTyZwjBMXNfFZ4GLhYtXb9RxwcAlYEHASWK4Ni4GDga2r9S7pZs4hpPx1o/reFkcmQT4y3DSCRxfCDPTgGGYGI4N/pBXNzvbR9dfiplJeN8e1wV/iPqMheOC69r4cQgbaVzLh53JYOKtF9cwsf2lJNIOBmCZUGpmvJMCw/BGog+UeCcxhgGYpK0QDSkbwzRwHXfPz6iF2riXpe7i1a8OB3Jvx7FkhozjYgCmAWV7GQzsxYr2pBbAjdeCm2nefgutcd3ufKu973tnz7dhF2S/47jeOBqdYVcsBUZ2MwMGlHTOnUA7YynM7OZm4GVmd5aiO8GURt2yzb+4dAuX3f4Oh4yp4oeBB2HtXDjkfBh+UN7XFBy8dh147mfgOrx93D/5v5dWcsq0Ydz8hcM7pe+9gbavjunn66to9/NLly5l5MiRlIRD+Jzm43XXdUlZZVg4+OwGMEwc1yVjlYBj43OTGIaB43h3QFmpGsAA18Y1LMDAMS0SboCMA4Zh4Do25QEw0jHvPM91MfwhyGTAyO63s/X0k6kUiYyDgQGuS3k4gNHybmvHhmRd9njV9QKU2fIn8USSlONiYHjHlZaTPUcxWi2jkHUTCASYNG4MpOqzfXa8ZTVmqueRScQwnHTTeYevpKoDn0pxK9ptOVnXfL6JCd2c4a7gde/Vb9KlpHsYpYOK94eyi1i+APgC/e99h0pZunQt4L1n/fL3Dh+uXAc0f2bB7D9PjgM8XwgDmtsGvN1Gm9fGDQOyd1tUNMV3vL/NNgZubQqZ+gKt/ya8Wz/3nIcF4PdaVO72NhpjTAFfoReVmmdgAc0h2hzB2myWgOUPen0I7LbwFpkbRos+Nipr2gv7W/2G7F55xwcEfS2Dyv49y/e0uMPFD1T6CwsuF5o52o8yrHslI1zRJfuhrrpzqiOlQTpiQGnXlK0a2EXzFdnRsmxIXXa8gs4asNEwvXnFd1Fp1AMasFGkt9q4cWN2/958LGkAoaa/vP9ZtDyG9o5Dm8LJLQbOazx3s9j9uD57XOgPkWtyS8FAgGBbu0fTanV82lI4FMxxRL93CWCpVMo7f/B17EK4L9T8zvtOgdMip9Igspe0jYqIiIiIiPSA5prXfmjI1rwOdlLwGpoCR5V2NaDgtYiIiPQ+Cl6LiIiIiIj0gJ0N2eB1wIB4tZct3ZmZadlMy4q0l9W9vT6JykaKiIhIb6LgtYiIiIiISA/YXucFryvMhDchVOGNH9NZssHrUHwLAcskkXaIpezOm7+IiIhIF1PwWkREREREpAdsrfOC1lVGzJvQmSVDAEJVABgNW6nMjnGwvU6lQ0RERKT3UPBaRERERESkB2zLBpIHuDXehM4arLFRODuAWf1WKkuywWvVvRYREZFeRMFrERERERGRHrA1G7yuytakbhxgsdM0zq9+CwNLAgBsrk107jJEREREupCC1yIiIiIiIt0slXHYGUthGFCZ3OhNbMyU7iyhSm8QyIadDCzxAbCxOt65yxARERHpQgpei4iIiIiIdLPG8h2VIT9mbIs3MTvAYqcxLS+A7ToM9nuDQ26sVua1iIiI9B4KXouIiIiIiHSzppIhJX6obwxeV3X+gkoGATDY8Opq71XmdToOr/wBbjoJHrwMtkU7s4ciIiIiefl6ugMiIiIiIiL9zdZs7emqEj9sbax53cmZ1wClg2HHRwxytgOD2FjTweB1Jgn3XgArXvT+3jAflj8HFz8Kow7r7N6KiIiItKLMaxERERERkW7WmHk9IOCAY0OgDCx/5y8o7GVeD0ptAPaibMgrv/MC16FKOO77MGYmJGu9DOxUrLN7KyIiItKKgtciIiIiIiLdrKlsiJUNJndF1jVAqRe8rmxYi2Ua7IyliKfswl67LQpv/MX7/4k/gYmzYfYPYcB42LUKXvu/rumziIiISJaC1yIiIiIiIt1sW122bAh13oTwwK5ZULbmtVm3kUGlAYDCS4e88jtwMjDldBi6vzfN8sPMq7z/v3kDNOzs7B6LiIiINFHwWkREREREpJttrc2WDcns8CZkM6Q7XXggGCbEtjGo1CtLsqmQ0iHbP4JFD4Ppg4M/j+u67Iw7JDIuDJ0GI2dAqh7eurFr+i0iIiKCgtciIiIiIiLdbkO1l/08OL3Rm1AyuGsWZPmgZCC4DoMDaQDW7Wpo/3Vv3wS4MPFEFsYHcfJ9MWbcUc/hd9Rx3YIk7gHneO3m3wZ2umv6LiIiIv2egtciIiIiIiLdyHVd1u/ygtdDEqu9iV2VeQ1QPhyAEb56AFZsrW+7fSoG790NwMLhn+Kcx2KsrHEIWlCfhj+8leRPG6ZC5Rio2wTRp7uu7yIiItKvKXgtIiIiIiLSjWriaeqTGcJ+k9K61d7Ersq8BigbBsAodzMAH21rJ3i96GFI1lI36GCuemsgSRtmjbK46fQw3z48gAlc+26KV4ac77VfcFfX9V1ERET6NQWvRUREREREulFj1vXgUh+GnQB/GAIlXbfAMi/zelRqNQAftZd5veBfAPzNdzFra13GVRhcOT2A3zI4coSPz+7n1c7+5dqDSRGAj16A+q1d1n0RERHpvxS8FhERERER6UbrszWnhwRtb0JXZl1DU/B6WP1SLMNgQ3WceMrO3Xb7clg3j3XmaP65biQAV0wPELCMpiYfn+RjRKnBylqDe8u/AK4NCx/s2vcgIiIi/ZKC1yIiIiIiIt2oqd61FfMmlA3p2gWWDATLj69hC8PK/bgurMhXOiRb6/rvwctIOV65kElVVqsmPtPg89ns63/UzSLtWrBIwWsRERHpfApei4iIiIiIdKOm4LW7w5uQrUndZUwTKkcDMCqcAvIErx0b3r+XTe5AHqyeigF8Zqo/5yyPGGExotRgQyLAUxwHG+bDzpVd9Q5ERESkn1LwWkREREREpBs1lQ1JbfAmdHXwGqByLACjDC9gvnRT3Z5tVvwH6jZys/lZ0q7BUSMtRpTlPmU0DYMzJ3mB7dvMT3oTFz3UqV2uS6T58/PLOP/6V7ns1nm8sGQLrut26jJERESkuPl6ugMiIiIiIiL9ydqd2eB1fIU3oTuC11XjAJiSWQ4M4p3VO/dss+AOatxS7knNAuATk3NnXTc6dpTFPUvhvfgwFgYmcNCiR+D473dKd9ftbOC8615ifay51vaLy3bwhRmD+O9zjsI0jTZeLSIiIn2FMq9FRERERES6Sdp2WLXdq3U9IrUGfCEIVXb9ggd4mddT69/CAD5YX0Mi3WLQxvpt8OHT/Ms+hQbHx4GDTSZUtn26GPQZzB7j5UPd6f4XbF0MW5fuc1d3xVKc99dnWR8zGM8mvut/mAusF/CR4fZ3d/CHR+bs8zJERESkd1DwWkREREREpJus2dFA2nYZEjYIGWkoGwpGN2QRB0qhYiRldg1jyyFlO7y3rrr5+XdvI24b3OqeBcDHJ7Wddd3olHFe8PqJzFHUueF9Lh3iui4/+ufTrI8HmGhs5Gf7b+Xw087n4yfO5vtVr2DicP3b1bz8wYp9Wo6IiIj0Diob0kIkEvEBXweuACYAm4B/Ar+NRqPpnuxbbzJ58uR+WYuuP77vSZMmYXTHyZZIPzB+/Ph+9xsinUu/ySK9w0dbvVrTo4INkAEqRnbfwodOg9qNRPxbWcNQ3ly5k5kTB4Gdhrdv4V77RHbYJUysNDl4SGF5TiPKTKYNMlm6w8/j9tFcsPABOPEnex2Qf+L1+Ty73k+YBN/ar46SSUd7T4QrOfiYj/HZl+dxX8Nh/OSBd3g+MpaSYGFBdpHeSvt3EenvFLxu7TrgSuB14HFgFnANMB04pwf71Ss4DbswDANf7QbwhXDLh+M4YIVKe7prXSaTyRBLOyQzDjtjKSpCfsqdNCGfgd/XdzevRCpNxjXYFcsQS2UYWu5gGgZVJYGe7prsq0wSHBvqt4CdgvLhgAGhipzNXdelPpkhlXHYUZ9kcFmQSjOOabhQtxlKh4EBmD6o3QiWH7d8OBnHYFO9S9BvMiho4zNNnJoN4LqYlSNJZWwcXykOsL0+STLjMLwihOO6mIaBC+DYlBgpfJkYbrwaSgZiWyEa3BCuYeC6DgHLImg6NCSTWIEwsaRNOGCxqSZBwDIZUh4klsxQHvKRth1qE2kSaZcRlSHStkPAMsAw2FqbJG07DKsIkczYlAZ8OEAmk6bMzGAmayBZh1E2GMcMEHPDbKpNUBn2UxKwCFgm9ckMPstkW12CkN9iUIkfX6Yevz8AmSQh0weWhbvtQ2+dV44mnc7gBEpJZRwytkNNPM2och9+0yGdSpLxlbGjIU08ZTO0IoTrQknAImU7xJIZauJpRlSEKDXimHYKYtu8zzJUiW0GWF+TxDJ9VJX4SaQdSrOvDfpMTMMg6LcAaEhlANhUk8B1YXhFiIZUhrKgj4ztEAr4yDgO2+tTJNM2QyuCmIZBeaiNgEKiFpwM1G+FQAmUDAQrCJaCEB2VSCZxsLLrP8PQyhIMx6aiNLxP87UTdZimCbWbvN+DytG4jo1ZMmCf5lsXT2JZFpuqE9iuy6iqMBnbprIkuE/zJV4Nlg9q1nt/V472fs+6oxyDSAcs21IPwGi2ehMqR3ffwodMg49e5KD4OzzHGTz+/ga+cfJkjAX/ora2mr85ZwPwqSm+DgXLThrrY+mOFPe4p3HBrh/B+ndgzBEd7l59PMmv/r0CKOPCQcsYMnlm6waWn7NmHsS8/2xhTXoY193/FN+/6FMdXo5Ib5BIZ8g4LgHTJJ5xSLsZNtckcFwYVhEkkbYpC/oxcQika8EXhNr1NB5HYmdImCWkHfBZBltqE9iOy/CKIG6qgbKQDzuTwQiW47oOjm3jc9OQrAPXwQiUeB2p3wL+7LGa4aM+Y+AYJltr4gT9FoPLghiug9908NkpCFdCOoHr2NCwDScVxygfjmuYOL4S/JkY2EmI7YBgubefNiwIdjxuYBgGVRUVXp9TMYjvwg1VQaAUx/A1n5NkklA5Ctdx9vk4RvZSosY7J6xZD7hQMdo7FwhX9XTPpBfou9G1DopEIsfgBa4fBD4XjUbdSCRiALcBF0cikY9Ho9Ene7KPxcqO12HWb8J88Rew7N/eiSJAxSjMIy7HPfJKjGBZj/axK9Ql0ixYW82fX1jOu2t3NU2fNqKcL8+exMn7DaWsrcBNL1WfzPDogo3c8vqqpnqNAMdMGsR3T4swZWgZFeG+9777hVQM3r4Z3vwH1G7wppkWTDkdTr3GOwj2NwfDYskMizbU8MfnlzF/zS7+dk6EkYPrsV77f/DRi3DJU177F34JHz7hZXUBRtlQjEMvZdgx3yJACl7+HcZ7d2Elqr0Z+8MEDjyH9Ik/46Z5O/i/l1YBMKoqzL1XzuSD9dVMH+Zn0JY38M/9P9j0Po2n1+aow/Af8wO2DDiURdsyRIZXsHxzNcdHhrGpJsGfnl/Oc0s2k7a9DOchZUE+f+QYLp45jueXbuET00dy39sruPX11Zw9YzTfPGUK1730Ef+csxqASUNK+dflR/Hsks0cMyZMxZpn8c37C2z7sGm9WGOPxjr2auqNSXzm+sX85dxDGFoe4o/PRXll+TYak6tHDwhz2cyRfP6QwZSseAYiH4N7LoK1c70GoSr8h5wHs6/mnbUJDhgzgOEVfowP7qNh6pnc9952bp33Hut3xb33bsDxU4fwvdMibK5N8K173+OOiw7Aqn0X6/XfNs8XYOg0rGO+ybhpH+fSuxaxYns9F88cz5kHj+CV6DbOmj6SV1ds5fgpQ0jbLn9+YRkPzl9PbcILYof9FmdNH8l3Tp1C0Gfxr3mrufWN1Xv05Uf/tR/jBpYSDlitv2dbl8CL18CqV5unD5oMx3wTDvqMd2u7FCSWTHPPvLXcOmctG2sSgLf+T9xvKD/62FRGVwQJh0Mdnq+brMOccy3G/H96Fz0ALD/GfmfhnvILnPAgrFDH9u22bRNLOVz74grun7+O2rj3fQr5Tc46eCQ/+FiEsoBJONjBC6GZFKTq4MX/Bwvv975j4J0QH/x5OOmnECjThREpGsu3ZoPXKW//RkU3Bq8rRkLpEA6pX8CAwH+xYluMOR+uZ9Yrv+PPmc+wwyknMsDk8OFW+/Nq4cgRFrctgkXpsSy0JnDQ+/fsVfD6H/c9wha7nEnmZk44fHrONlZpFV+cvI7/Xj6MmxfDBVu2MXLYkA4vS6SY1SfSvLt2FzMnDCRpu/zjlZXc8/Y6dsZSAAQsk48dOJwffCzCkKANL/wcY9FDkPaOxQhV4R5yHqETrmbhphRfvuu9Vq/9r4OGc/XJYxi48RV8o6Zjlg3D/eglzLl/gVnf8gKKr/0frHqZpoPXgRNxj/k6RuQznH3jAlZs8/a3o6rCXHL0GM6fOR7bzRBI1sG7d2K8eT1Ur8UCCFbCJU9iNmyHl38D695qfrPDDoRjvg5TP+YF4P2FX3wfP3IIgU1vw1O/gw3vAl7eDCMOwTz22xiDJsEdn4SGHWD6MPY7E/eUX+KWDMYMle/txyMdYWcgVe997u/f4wWxwbsgctA5cPLPIVAB/n1MYpA+TTWvm12VffxlNBp1AbKPVwMucHlPdayY2Yk6zK2LMP5xHHz4VHPgGqB2A8aLv8S47wLcZH3PdbIL1MZTPDR/PRff+larwDXA0k11fPPe9/jLi8upS/StajP1yQw/fWQRP310UavANcCcFTv47A1zeHXZNmoaUj3UQ9lrqRjcewE8//PmwDV423T0abjhWNj0AaS94FgsmeHphZs496Z5vLVqJ7/8r4nMDq+i7PaTYfnz8NnbvMDRDcfC4oebAtcA1G/F37CVoJvEvPkkzHnXQWPgGiAdx1hwJ4Ebj+WyQ0v5+EHDCPpMbv7C4dz02komVxkMW/gPwg9/ATa93/p9bJhPyQOfZ+RH9zKm1OWRdzdw4KgBrNzWwCf/9gZPLdzUFLgG2Faf5G8vfcSX7pzPKdOG8e373uOK4yZx0rSh3DlvDZ/46+tcfvxEZk8dQlnQx81fOII/PruMw0YEGTTvN4Sf+EqrwDUAa+dSes8nOWDXCzz+1aPIOC5nX/8GLy9rDlwDrN8V55fPrOCbj60mNuE0ePI7cM4tUDHKa5Coxph3PcbNJzFrjJ+bX11JQ9ogPe3TfOux1VzzzIqmYDGA48LL0W18+u9v4Dguz351BvvvfIHSez7VOnANsHUpxqNfhhev4Z/n70dDyuZXTy/lF48v5ripg/neg+9x3OQh1CdtPnndG9z6xuqmwDVAPG3z4tItOC58/8H3uebJpTn7ctZfX2f+mp3NA4KlYrD8ObjltNaBa4AdH8ETX4envtscfJQ2xZJpvnrXAv7nmWVNgWvw1v+LS7fy8b/OYeHGOuLxeBtz2ZObrMO445MYr/6+OXAN3na8+GGMG2ZhVq/GTnbsc6pP2nz673O4+fVVTYFrgETa4YH56/nYn19jR0OGVCbTxlx24ziQ2AU3HAfz/9n6u5Os8y7I/eP41r8xIj1s+ZZs2ZDkCrACUNqNgVfDgAnH4zMcTrG8QM9vHniVG3fN4Fb7DAzgCwcFOlyiIGAZHD/ay4u62z4ZFj3YdMxQqC2bN3Hzh97Fq4un2piB/AGsqZEDOCq4iiR+/nSv8oukb6lLpLn1jVUcNX4AiYzLuTfO47qXVzQFn8GrWf/4+xs549rXWL8rTsYMNQeuofk48qaTOGK4xccOHN7qtY+9t5HT/j6fDUOOxXnzH7D5A/zbFsOML3hZ0Xd+Clb+h1YHrztXYjz5bUqf+y73XXowFSFvm99QHedXzyzj6ocXErBMjIcuw3j2aqhe2/zac26G1a9i3Pnp1oFrgC2L4JEvwau/9/bjhf52JOsJfPAvzHs+3xS4brLpPYwHvgBLHoXz7gXD9LJ8lzyGccMsjJ0fdfg4RvZSshZuOhHevKE5cA2QboB374DrZ0F8B9h2/nlIv6fgdbPjge3RaHRRy4nRaHQjsAyY3SO9KnKmaWLcex5k2tjBrHwZ5v0dO9F3Atg7Y2l++eSSNtvc9NoqFm2oabNNb5LKZHhhyWYefW9D3jaOC9++/z0cle3tXdIJL9t65X/yt8kk4O7PgesdVNQnM/zwoQ9wXRhSHuQzhw6n5JGLveBWqAomn+y1T9blnt1x38d48ptewDKf+q2UPnwxPz1tHB8/eARrdjSwuSbByMxa/K//oc23FHzp50wK1rB4Uw0Dy4J86c75xFL5D4gWrKvmH6+s4JT9h/H/nlzCd06NALCxJsH3H3ifb58yhc8ePpq3V+8Ew2XgjgX43rkpfwdcl9Brv2NIRQnfuve9VgHz3T2/ZAsPL64mPWR/7wBu5ldaN9jxEcYT3+QrMwfx0odbeXDhTp5fsiXv/NK2y42vrmREMEnomW+3PunYjfHWjbDuTf523qEAPLdkC88t3sLkoeVsrInz00cX7nGhqtFFR4/jqYWbeGHp1jb7cuWd88k0/iikE/DQ5eA6eV/D+/d4AW6njTZCIpHgX3NX88qybXnbJDMOl93xLo5ZeMaxE6+Bl/4HNszP3yhZh3H35zA7ENvaFUvyk0cXsWJb/mOBHbEUV94xn2SmAzuRZC08+MXWF912V70WHv4SxHflbyPSTRJpmxXb6jGAUcZ2qBwFZjefko04BMqGckr6PwymmkUNVfw6cwEAFx/gZ0Ll3vXn5OzAjY85s6iNp2DpEx16/V/ufZw4QY4IrmPq5MltNzZMzj14ABY2D20azIqPlu1Vn0WK0btrdjFxcBkJG377zIcs3libt21tPMOldy0mffzVue8wyh5H/vjE4Xleu4TUsT/0Ar1HfRmmnAqPfrV1UtpujIUPULXmWc49fFSr6fsNDePMvwOWPdv6BWOO8koRPvfTtt/43Ou8IHShxxc16zBf+HnbbV79X+88ZsppzdNSMYy7P4+pOuJdr2EXPP412Lkyf5v6LXDfhZDuO/Ei6XwKXgORSCQIjAbyDVm9GqiKRCK6H60FO5OExY8VdDJovHMLZkfOcotYTUOSf7yyoq14UJN/vLKS6j6ShZzMuNz02qp226Vtl9vmrKa+j2Wd92muA2/9o/12iWpY+gSpdJobX13ZdJHiwiNGYnxwb3PG4ym/gFWvezWuc5lwApY/BB8WkCm16T1K45v5yuxJ3D5nNV85eijlb/2lgDcF5e9cy49PncAbH21nc237GRwPzl/PqdOG8XJ0K4PLAhw40qvzPWfFDirCfi6dNcHrw8yhlL3dfh/SMy7hoXfWEE+3n0Vwy9yNpA+7HN690ytz4NutzEP0KUr9JidEhnJzAdvhF44YCnOubTtInGXMuZajRjTfHn7nvDVcNHMcYb+VN0juMw0+f8QY7py7pt35N6RsHlmwnnQq5X3PnAKyat/4C6SVDdMWx/Rx29y17barS2Z46v11pNOF/SYbloXx3l3tN6zdAGveKGie4NWk/Peize22W7KplnU7GwqeL4lqWP16++1WvtQ6I02khyzaUEPadhkdihM2UjBgQvd3wvLBYZdSUVbKL323caC1lv0rklw5PcDHJu59eZ1R5SYHDDZpcIM8YM+Gd24p+LWrli7gvs0jMHH4/PSBBQ32OHz4SE4oW4+DyZ8eemmv+y1STKobUtw5bw2n7j8M04BHFrRxcTZr7c4GFm6qh/3Oyt0gexw5a9KgPZ5avaOBJZtjMPZoqF4HC+70xrloh2/e37ji6BFNm6rPNLjgiJFYb12/Z+MjLoe3bm4zoaLJW//wxkNpL4khWQev/bH9+QG8dRMceUXrafVb4KMXcZUs0bXcDESfab/dhvlebXKRPFTz2jMw+1id5/nG9NlKIH+KUx7xeJylS5fuRbeKW2TMEIyljxXWuG4zVK8lPWAyH33URqZlLzB6wmRe+DB/pmFLryzfRmnQ1+s//zFjxuBYgTav+rf0/JItXHLM+F7/vvOZNm1am88X8zbfWD6gsX/BYJBxpWmsQg8WFj+MMem0VkHN48eHCc1pEYgedRjM+3v+eRzwKezlL+JrI6OjpdJljzBm9o+Zu3IHB3zhELjn2XZfA0D03ww/9c/cODdaUPPaRIaFG2qYPKyceSt3cubBI1iU/c6/tnwbZx48kmVb6hgzdEBBwbKGMSfwzIvbC1r26h0N1CZdSqwA7FoNQyKtS6I4tpeNPOnTrC0gsHfUuErM1ws4UARY9SpGoIRwwCKespsyrV9Zti3vXRSjB4SpjWcK6gvA0x9s5qwDhlJVyAULgI0LcGyb5dEoTpGcVLS13Xf3Nj958mS21iTYVFPYbbVPLdrG6fsPY2M7+9+pU6dibnw/7x0TuzMWP4I98giWrW379yMSifDKsm3NGfjtePz9jUweWsaK5W1nUo4ePZqyxY8WlqDlurhLH6du2vls2NB+IKA77f67LMWhq7b5ZxZVAzDZ8S7+7TQGkN6S/26aXBovRm3p4Ov2MOV8zHSMy/0lYKSAHezrLI8a4GPx9jB32KdzyZrvsGbOYyQHTG37Ra7LXx54CZv9OLZkLT4GFPzejh8b5JUlGZ7cNYZPPfMoo8ZHWj2v7atj+vP6Kpb9/KQpEWIpG8d1eXv1zoKSIAAeW1LHwWOOI7z44T2fdGxY/iwfP3gWb6zYscfTjy6t48CxxxGyrMICjQBbFlHmcxhcGmRbfZKxA0swGnZAdY7EhrFHtZ913WjFi1A6lPqdm1i3Lf+559SJY7F2z/DOZ9m/4VPX7THZWPII9rhZLFu7jz98RagYtuXhw4dTterfGAUk0wC4ix4idsQ3WLduXZf1qeV6ae+cXoqLMq89jSkGyTzPN07v+IhHfZrbsSymdLzD9fOKkWUaJNooP9CS64LTB2poWJZFMlN4ACmRtgtJmJEiYBgGZDqyHScwDFodSId8llezrJHla/u3wR/2Bu0okJmJ42S8E3XTNAvL3AXvfRkG8QK3V/Bq7wZ9JvFUhnCg+fpuxnFJpm0ClomdLvBuCl+w4BMOgGQ64w1Sk0l4j7tLxwoO/vl3/0zaY6cZXNo8SF7Gdtvse9Bndei9xdO2l0XXgX2Gaye9z1v2YBgGiXThdaETaZuC90QdqTeejgOF7Rsakh35vjhk7ALuGjCMjvU3FesTxyHSuy3d5l10ithRMC3SpSN6rjOGiRMoB6NjgzO25cCqDIOCDmvcYTzjHMmgD+9s9zXrFr3Cv+P74SfNqRM7NmBvZVkps0u9QMddb60pLLNTpEhVVlaStr1jUdd1aejIMWzGxvG1MdBhuqHVsW1LyXT2taavQ8ePTiZJ0O8dqwX9Jm6+WtW+UOHHgK4Lrt3u/towO3Csa6e897a7TKLgwKp0nGmaHTpOM9JxTFd1ryU3ZV57Gn9J8w1v3xhF2Kt7mMPhcJ+8qmM3VOMOnIix6pX2GxsGVI3B5/P1+nVR3ZBi7KCSgrKQB5cFcGg/U7c3MNI2Ib9JIt3+Dn7soBIc1+0T73tvFPM233j1vVX/GnZ422ghJ3wDJ+CYfsYNLGFbnXddb1NdmmkDJzTXyE3WwcCJ+edRsw7GHF1wnxMDpoIVoDLsJxaPU1kxqu36to0GTMC1M4wbVFLwssYN8t7XxCFlvPfu+qbpIyrCVIT92K7r1RMMD2i3ZJJZv4lxA4fxwfr2a9/7TINBlWXe4HhV47zbJXc3OEJpwIfPNNoNYu+sjzNgwASIFZD5HR4Alo912QEXfaZBWcjH2IH519v2+iSjqkJYpoFdQEB97MASfCbe7fFt1bxr5C/BClUwZcqw9tsWgZ7Y5odXlWIaFDTGwNhB3vovpI/uoEkF98EdOBGsUEHznTS08IDUxMGlhPxWYet0SKT9NlnGkP0oLy8vut/nnL/LUtT2dpt3XZdlD3n7r6nGehgwnmEjRrXzqj01ZiUPG1acv5GfSqS5ZWGa6zKf4oy1P2XaWb+GIbmzr53YDn5ylxes+K9hNUydMLbDyzunpJzXX07zn/hkvrZ9FYcdf2bTc9q+OkbrK7fu3M8n0jaJtI1lGkwY3IF958Agwfr1+RsMjrBuVe5g76RBAQJ16yF9kHestq2AuxZ9IXwlVU2DSG6vS+GvGgGmtWe97PotMHDCngOt51I6BOwMpeVVTBs0Mn+7ZJ03z+3L259n5RjvfGc37oCJ4Av2ye970WzLeX77cxo8lZLySqZNq+yy7hTNepEOU0qTpwYvdSjfVlLZop1kWSVVew4sls+EE8DoG9dKSgMmF80cV1Dbc48Yi20Xnh1XzBJpm7Omt3EA0cIlx4xnYGmOzFEpTqYPJp5YWNujr8IXLOOLxzbX6PzXgp3UHfrl5jZz/w5HXpm/XuUb12KNPBQqCvg++cM4B5zN0ws3cs5ho3no3U2kZnyxoK4mZlzOU4u2cOHMcQXdCXDw6Ervzoq0zbhBJdwxdzUAlWE/MycN5LXl2zlr+kie+WADmekXtDu/8oW3c9kxYwrq66n7D8Pd+D4MPxjqNnmlQ1qqGAkjZ7BoYw0nT2s/WHHngp3YR3653XYA7qEXUhdrzoY57YBhLFi7i8PGDWRoee7teEcsxdJNdZwybWhBy7ji+ImUhUMw86sFtefgz7U5UJCAicPxUwsbiuOKWeMoKynwIk7pEG8wt/YYBhx5JVaosBPrA0ZWMqqqjYywrKDP5OwZowrPuo/8F4QKOMkpGQgTTyhsniJdZNmWerbXJ6mwkgxnJww7oKe71CVmj/ExIGSw1B3H4/ZMePbq3BfIXZcH7/gr72YmUGnG+eQhHQ/kA1SVl3DGUC8w9avn1+CmVN9eeq9UxuagUZXUJTKMHVjC1GFl7b7GMg3OP2w4voX35m6QPY688dU9Ewh8psG5M0bgW3gfhAfC4ZcW1E/3gLOZ+9HWpuzwbfVJlm2ugymn79n4g/thxsUFzZcZF4OdhEA7xy2+EBxxRdttGh32Ba8Pu5v5ZcxQeWHzkL3TOFhnewKlcMCnu74/0mspeA1Eo9EUsAbIN2LKBGBbNBrd2X296iXKR3gnjm2x/Lin/AKjZED39KmL+X0+PnHIyHavhA8uC3D5cRMoC/WNIG5VSYBvnzKVsmDbFyEOGlXJkRMGttlGikyoEk69JvcI5S1N/RiUj8Q0DU6MDGk6mH45upVE5SSYcLzXbsmjXmDr4PNyzydZi715IfaJ7YwODqRnfp05K3Zw02uruHTWeB76YBuZwy5r/yCoahzOQZ/jX29toCzo49OHtn1CbBrwrVOmcsfcNXz/9AjvrN5JY6Wcr580macXbuafb6ziy8dP4q7520ge9Q0vGNaWXWuYMqKKmRPbbhf0mfzgxNGUz78OZv8A3r5pjzbuiT9l0cZa6hMZfnj6FIK+tnffa3ckMCL/1X5WaslAmPUtrn1tU1NfrjpxMne9uYZ4KsP3Ts//+jvmruaqEye325ejJw1i0pBS7zsx7pj2A6PBCpj9Iwi2f7LWn1WUhPjR6VMJWG2v/xOmDmHUgMIzt1x/GPeUX7Y7WJo7/fw9BxZtg4HD905rP/vmi8dO6Fi5LceG477bfrvjf1jQAKYiXenZxV59+BlEvU1saN8MXvstg89FvGOK32bOJ7b8NXh/z6Daxv/czP+s2R+AC/ezKAnsffmSsw4dS4UR5930OB5/6Pa9no9IT6sIB/jKCZO45fVVmAZ8//T92k3COP+IUQR2LIUduce2aDyOrEvsmVR14ZGj8W1bCMP2h1QdDD/IG7+mLYFSksf9iBvmtq4VfeOb27BP/sWe5e8W/Av2/2Tbd2aCdwH9yC95gcz2WH449AKoaudujYqRcOhFMP+2VpPdAz8DAQWuu8UJP26/zTHfUOKKtEnB62avA8MjkUirM6tIJDISmArM65FeFTkjVIF79s0wNccVVoBAKe6593i35PQhARMe+PLRea+Ej6wM8cCXjyFs9a26e+Uhi3uunMnA0twVdmaMreJflx9JSZ56alLEBk6E8+/Pf7A45TT4zC1NAcWQ3+K+K4/mgJEVOC5cee9S6j99B0yY7bV/+Etwxu/hwHNyzs730KWw3xlkTvutd3vh7gyDzJFfZef0L/OjJ1bw4eY67n5zLb89+2Cuf2MjsYv+7ZXXyGXwFGIXPc2fXl7HX849lAfeWccvP3EAn5ieu65o0Gfyh89OB9flwBHlHDp2AF+7+z1MA755yhSOnzqE3//7Q95evYvnl2zhR2fsx50LdhK78On8QfThBxE7/zH++uJy/nLuoRydY3R3gIqQj7suPpDhm/8Dh1zglUNZ9FBzA9PCPe1/SE09k9dX13PMpIGM2PIyd118IBWh3NvZMZMG8ZvPHMQfXlxL7IInvZOQXMpH4F76b9bUGdz8+ioqQj5uuvhwFq6v4fwjx5HKOJwwdQg/O3MalrnnWdOLH24lkba544tHUp7notYxkwZx00WHN/8mBErg4sdg9OG5+1Q6GC59GvrIxc6uNnZAiNsumUFpnoDP7KlDuO6CQykNtXNhqgXT8uOOPNTbt+eqvQ64B30Wzvg9Rriq4PmWBAOcsv8w/vus/fHl+D4BfOHocXztxMlUluSr4pZDqAIO/yIc973cAXfDhBOu9k5wgzpJlZ713BIveH0ES7x9WKiih3vUdY4fYzGh0mCzO4BfZL4AT34bVvzHe9J1Sc67mW89X0MtpRxSGWPWxH27TTwc8HHuJK98wa8+KKNuff8bcFD6jqDP5JzDxrC9LsnMCQP53dkH571Y/dnDRnH1qRMoezLHHXctjiO/cOeiPZ7+/GEj+cEJwylbci/up/8Bz//cO4b//L+8jNlcwgPIXPwk9y9NMG9lc25fWdDHRUeNwS4fiXvBg14yQqP4Lnjmh3DRIzA0T7mGytHwhSe9c41CgtcAvjDOpc/CoMm5nx8w3lvmK7+H6rVNk939PwlnXYsR7rryFJLVmFF96jV5z/k4+mveP30e0gbD1aAWAEQikVOA54GHgM9Fo1EnEokYwG3AxcBZ0Wj0yY7Od/78+fNLSkpm9PWaOm6yDqrXYsz7u3fF1xfG3e9MmH4ejuNghfvewblt2yRtl3fX7OKuN9eytS5JVYmfzx42muOnDsHEIRTowAl4L1GfSGGaJv9etJnH39tIfTLDyKowXzhmHPsNr6C0nczsPiJv/kOxb/Nt1vlKx8G1vdvqljzuDXg4aDIc/XWoGg2BPS/WNKQyLN5Yy21vrKY87ONHJ4+ltH4N/rf+DuFBMPv7uLEdMPdvGNs+BCuAO/VjZKZfwIL1tUwdWkpFANw3b8Ra8zq4Ds7IQ+Hoq3D9ZTy6pJZHFmwgkbaZMKSUb540hYGlAZZvqSEyOIC55g0C793u1bErG0rD9EswxhzF0u0pJgwuZ+2OeqYOryCdSrEr6ZJI29w+Zw3Lt9bht0xmTx3COYeNZt2uBiYMKqUmnuaXTyxhv+HlXDprAn6fwZPvb+KphZtI2w5ThpZz1YmTqSrxs3JLNVMGB3GXv0B48T0Qr4aKkdiHX0FyyEH85dUNrNwe48rjJzJtRAUfba3n9jmrWbezgZKAxVkHDuLMg0Zgbo8SGjoZN5OEOddibJgPhok77hg46kvEMwYJoxTDhGUbtnPo6HKcHauwB07m6UWbeGLRDhpSNmMHlfDFWRMYP7iUJRtruem1lUwcVMI3Z48msPUDfPNvhtqNEK7CnX4BTDmVNbuS/PzJZZxx0AhOP3A4q7bFmDq8nF2xFANK/JimgeNCOuNw+9zVzFu5A9f17rC46OhxJDMOg0r9hPw+nvpgE09+sLGpL5cfO4Fxg0pz/yakYrB1Ccy73gvYB8u9TP3If3llbHxF+duZc7vv6W2+IR7HNf08vmAtTy/eRjxlM35wKVfMGsfoQaWUBgsPXLfkxGu8WPD82zE+egHsFO7Qad7JRekQjL0MutXGU9gu3DFnNfNW7sR2XQ4cVcEVx06kNGhREd7Lzz5e7d1mPPfvsP5t72Ro9JFeqRorUNQnRKq/WLQ6dZtfvT3GCf/7MiEjzT+sPxA4+GwYNWOvOlbsNa8bratz+OmrCVIOfN93L1f5noBJJxKvr+U762bxjHMUVb4Uvzmpkqrgvg+m6rguv3h+E8uTVXy+7AN+96PvsnT5CkDbV6H6+e9RUe3n46k0LgbxZAafzwQM7nlrLa8s24btuEwdVs7FR4+jNGgxMpSBVD3G3L/BxvdaHUe6hkWdW8K9b6/j5exrpw0r44pjRlBlxgmTxigbim0G8JEhs+IV/BvfhiMuh52rYP4/vcBvsAwO/jzufh9nRyzDb19YzertMcIBizMPGMpZh47BcDL4MzH8fh+uYcGihzGWPOINrDhgAunjfoSvYgisfwfj7Zu9WtjhATD9XJh8qrfvLjRwnbVh3TqGDxmAteFteOcWb9yYkkG4h10K42fBmjneeskkcQdP9Y5jyofv9XFMb1F023K8BtwMvPkPWPOGV0oqe85HoLSwEnCdYLf1olG8exEFr1uIRCL3Ap8H3gL+AxwDHAc8iBfQ7vDK6umT2u5mN+zCcLzbkdxAGVag/fqWfcGuWALH9X79KkI+fL6+H8BNZTLUJrxbe0yD/lbjum8GrxvZ6ezI0C6Y/oLKN9Ql0tiOi+HalPsNzEwDYOC4Dra/HDPTgOlmcDBIW2GSjoWd/UUNWAZ+N41pJzEMsA0/KSOE7Tj4fCbJtINpGLhA0G+QSDkE/d70kM/Eb9fjM8B2IWWVkczYBC2DtG1TGgxCuh7TMGhwfLimz+snXnu/ZWA7DgHLwsElmfGe81sGYGDg4rcMEqkMruGdOBgGGC6UBC1qExlCPoNAJoZpuNgYEKigLpnBNAwM16YiCPVJF9PnJ2U7GBjg2pT5HKxMAnwBXCeNbYWxnDSmkwQXMlaIBjeIz3AJWC6xlAMYBEzwWSZmugHXF6A+Y+JiggFhn0ki41ASsIgnU2CYOC6UBPxY6Vp8OLiuC6EKGpJpMoY3CKXfNMnYDiG/ScZ2CQd9+HfL8EmkbeIpG8d1sQwDDK/GYnk2qzdjO8SSGVzAZ5qU5ckMbz3TWu+CCYYXwM6VkVE8iuqkdnepVIp4ylv/lgnlhda4boedbMBIxwAD1/R54110glgiRSLjQnYbqwh30j4kWQcZbzBZfKFeUX6m6E4wpVGnbvP//dgibp+7htnGe3y55EWvPFJ75bry6C3Ba4DX1me4fkEKF5hlLuZAYwXPOUewyh1B2LT52bGlTKjsvJuB1++K8+PX06Tx8ff9FjHhqE8A2r4K1c9/j4pyP2/bNrWJDKVBi1TGJZmta2caBqbp3REcNNIYju0dU2XPxbECpM0wsZSDZRoELJNE2sYF/IZDyEgDYATLMFIxUmYQDBMLB9IxDNfF8AUx3TTYGS+wbAUxDAOCZcQa4qQdAJeQ3yLgZjCxW99RkklhJ+twXXANC9dfSoCUV8bLTjeX8wqUgn/v4gZLly7FMAz2228/SNRk52mSCZQTT2UImxnMdIP36Zo+zA7cNdabFe22nKyHTML7vxXo9juQFLzuvfp+hK1jLgIWA5cA3wLWAj8Hfr83gev+yCoZ0OIHobCBpPqCAaWhpvc9sNh2EF0k4POxbZ03unPR7RRl31h+6OCBXfnuZQkCXi1cM/uP7F0IVvbfnpVyA4CXaeEDWoaxynaLaTVWrWmePqBpWX6glN364veu5BdSMCBfm1Agd4BhUFljsLX5/QEM8rcOwlbkjU80Z5cs2+0g00/rUYSrdk9IDXorYPcCG40xwKB/t118wGvZeJRW1sHs5pDfIuTPH1z2WWbHyj1An75lvrsFAgFWrOj8DEMrWALBzgmEt1QaCtCx3KoCBctVHkSKzs5YivvfWQ/AmdY8GH/cXgeue5vjRvvwGXDTByneyBzAG3h1vkeWwjcOK2VcJwauAUYPCHP+xHpuX+njux9O5h/+Rxky41OdugyR7mRZFpvXLgO8/XvuS7K5j78CNB2CAxDKdzdWuKL1sXmg/QvKpSW7B5tzvMYXwPLtXjqv83/7mhIyW2Tv+oDycAAIdMlxjOylYFmvSCyQ4qPgdQvRaDQN/L/sPxERERERkX1yzROLiadtDjGWMyacgnGzerpL3eroUT4OGmIxd2OGmqTLuAqTQ4Za2bucOt/p+w9mZfVmXttZyTcWTuAv6fuYFvk5mBruSUREpDdS8FpERERERKQLzFu5g0ff20iANBdbz8GBn+k3WdctlQUMTh3fPe/bMAyumDmc2OtbeLe2gis+nM7Vf/4JF33+8/hGHdItfegI13XZVJNg5bYYG6vj7Ih5ZaAASoI+BpYGGF0VZsKQUoZXhLyyDZ203K11SVZui7F+VwM7YinWbtyJ68LYLSsYWOpnZFWYiUPKGFnZecsVERHpKAWvRUREREREusDy/9wFTOIYYxEjIkfC4Ck93aV+wW8ZfPu4Ydzw+nreqBnEL7cey61/W8Bnqu7n6AkDmDBqKFVlZfgMl1S8lvraampqqqmpraUmFieWSJNIZ7BtBwyTgGUQDvqoKAkxoLKCQYOGMGjoaKzBE2HABCgZ6NUEbkdDKsOKrTGWbq5lyUbv39JNtdQlMwW9r4qQj2kjKth/ZAXTRlQQGVbOxCGle5Zv2019MsOqbTGiW+pYuqmWxRtrWLqpjpp4OvcLPqhu9WdZ0Me0EeUcMLLSW/bwCiYPLSMcKOqxKkREpI/QgI1dbP78+TsMwxgYDvePgQsB4vE4AP3pPUP/fN/98T0DNDQ03H3YYYddkOu5Yt/m++tn1hvosylu+bb7Ytrm9R3qnfS5FafO2OaNdANv3/9rfpb5IsPMWj4/emen9M22vUHOLEtlMNpj2w6L6kp4pXZ4ly+rghhlRpyA4WAYJrZhkXAD1DoBEm5hWeeVVooKX5qg4Q1mnHRMamw/tXbhY0pYeN8Pm8K/H1XUUUmMkJHCwCXpBqihlJ0UNjZFpZmkypek1LIJGjaW4YJh4LgGKdckSZAGq5xEBhIZl0TGaRq4Ox/TgKDPIOwzCftNQtn/h/wGAcsbgNBvgd80sEwD0wDLyA6sjXct4dTJ5YypLGzdFfN+XvuJ/LRuctN6ya3lemnrnF6KjzKvu16t67o0NDSs7umOdLeGhoae7kKP6I/vuz++5zb0im1en1nx0mfT6xTdNq/vUO+kz63XKHibN9Mx08I5BGCLU8G1azVIbV9WSym1binsQ25YjR2gpgOB6lw6ErRuVE051ZTvdd9rnCA1qfYG+bM7NE/HhXjaJZ62Id6x1zZ6aHENN5455P0BYWvvZuApmv289hP5ad3kpvWSm9ZL76PMaxEREREREREREREpOrrXTERERERERERERESKjoLXIiIiIiIiIiIiIlJ0FLwWERERERERERERkaKj4LWIiIiIiIiIiIiIFB0Fr0VERERERERERESk6Ch43cXmz59/1/z58+/q6X6ISPfQNi/Sv2ibF+lftM2L9C/a5kVEep6vpzvQD+xXUlIyAzi/pzvSXZYuXQrAtGnTergn3as/vu/++J6zjDaeK+ptvh9/ZkVPn03Ry7fdF802r+9Q76TPrWgV7Tav70zhtK46pp+vL23zvZDWTW5aL7nttl7aOqeXIqPMaxEREREREREREREpOgpei4iIiIiIiIiIiEjRUfBaRERERERERERERIqOgtciIiIiIiIiIiIiUnQ0YKN0umHDhuE4Tk93Q0REpF8ZMmQIpqm8BJG+rqqqCsPQOFMiIiLSPyh4LZ3DcSBZA5kkA+pWgj8MqTA4NoQqerp3IiJti+8Cw4TtywADBk2GVMz7/XJd/Y5JcUvUgmkxKLUe0g3gmwD+EAQrQcFskb4jUQOmxXB7AzgZiPm9fVfJgK5dbqoBcGHHR5BJwYBx4Atp3ygiIiLdQsFr2XeJWtixHJ7/b1j9Gk15IOEBMOMLcPz3IFjekz0UEcktk/CCAc/+GJY8DnbKm24FYP9PwIk/hVWvwuRToHQw+II921+R3SXr4fU/wbu3YTTsbJ4+7hg45RoYPBXClT3XPxHZd7YNqTp48ZfwwX0YqZg33TBhyqlw2q+hfDgEyzp/2cl6eOV38O4dkKhunj5hNpz+Kxg4CQIlnb9cERERkSyl48i+SdTCurfgltNg9Wutn4vvgjf+DHd+2jvwFREpJo4DsR1w/SxY+GBz4Bq8/y98EG451QsCvvALqN3oZbqJFItkPdx1Drz+f9AycA2wZg7882Owdi7Ea3qmfyLSOVJ1cPPJ8M6t3l1BjVwHlj0LNx4PO1dCOt65y03Ww+1nwZxrWweuAVa9AjedBBvf7fzlioiIiLSg4LXsG8OEBy9pO6Cz/m3vxDpR123dEhFpV7IWHroMYtvyt4ltg8e/Bsd8He49H9KJ7uufSFsSdTD3r15wOh8nAw9eqtIhIr1ZvBqe+YFXsiOfVAzuPc8LZneWVAO88nsvOJ2PnfL2jZ25XBEREZHd6GxG9l46CQsfgGQBQel3b9fJs4gUl/iutgN/jdbOA8OAQCnsWtX1/RIphGl6WZjtSTfAe/fowotIb2UYsPiR9tvVrPfuhuxMC+5ov02iBj58yhvnRkRERKQL9Lqa15FI5P8BP83z9H3RaPTcFm0vBr4NTAV2AfcDP49Go3vUsIhEImdm53sgEAeeAK6ORqNbO/cd9CHJWlj2TGFtY9th12oYdkCXdklEpGAfPlF4249egFGHwaKHYej+YFpd1y+RQtRugPoCD1GWPQMHfNobxFFEepe1c1uXtWrL0sdh9OGdM9bMzhXeRd5CLHkMpp4OIdXXFxERkc7XG1NhpwNJ4Jc5/j3Y2CgSiVwN3I73Hv8KvI8XyH4uEokEWs4wEomcBzwJDAWuB14CLgHmRCKRqi59N71dJtk1bUVEulq6g79fviDYSd0eLcWho/tfo/1mIlKEOnLXRCbRefuojvzG2Elw3c5Zroi0a+mmWq5+eCE1Deme7oqISLfodZnXwMHAkmg0+ot8DSKRyDjgGmAuMDsajaaz068BfgZcCfwtO60MuA5YCRwajUZrs9OfA27By8b+Xle9mV7N8sOgKbDy5fbbGiYMGNflXRIRKdjwDtwJMngKRJ+Byad4v30iPa1yjHcHQCG36g+eAqa+tyK90pD9OtB2GvjCnbPcAeO8kiWFBKUHR7wLvCLSLc6/aR67GtLUJzP89bxDe7o7IiJdrldlXkcikQpgHPBBO02vxAvM/7oxcJ31a6AWuLzFtPOAAcCfGgPXANFo9FYgClwSiUR0f3gu4So4+qrC2k4+BaV9iUhRmTAbSge33650MEw4Hla+AtPO6vp+iRTCdWDqxwpre/TXvH22iPQ+FSNh2IHtt7P8cNjF4Au037YQVgAmnFBY26O/Cv5OCpqLSLt2ZTOu567Y3sM9ERHpHr0qeI2XdQ3tB6+Pzz6+3HJiNBpN4GVjT49EIpW7tf1Pjvm8DAzCq4MtuZQMhAM/03YbXwhOvcZrKyJSLFwHTvpZ++1m/8gbnPaYb3R9n0QKVTIQTv5F+wGjaZ+AsmHd0iUR6QL+MJz2K+8uxrbM/Cp0ZuWOUCWc9j9eELst08+HYEUnLlhE2pKxm0sD1SYyPdgTEZHu01uD10MikcjzkUhkV/bfg5FIJNKi3SRgS66BGYHV2cepLdqCVzakvbayu1AlnHUtHPS53M+HB8BFj0DFqO7tl4hIe4LlcMDZcNqvc5+cWwE45ZfeQI3pJBxxKQRKu7+fIvmUD4eLH4eSQbmfP+Bs+NT1EFJgSaTXsvwwagZ89rbc+yDD9ALXx/+g8++wGDgRLnoUQnnmO/18OPN/O2eASBEpyPpd8ab/pzIOaVtjsYhI39fbal43Bq+/BzwO3JSd9hnglEgkckI0Gn0PL1t6VZ551GQfGzOvBwHJaDQaL6DtXonH4yxdunRfZlHUKisrGXHG/8LJP4d512PsWA7+MO60syByBplUio9WbQA29HRXu1Q87n2F+vJnvbv++J4Bpk2b1ubzxbzN99fPLB+fz8f4g8/FN+NCmH87xtq5gAtjjoJDLsCt24xbMZr4gaPYsHojtl1AfeG9pM+muLW13ffkNj9pzBT831oIy/6NseRxSDfgDpwEM78C4So27ailpmZdj/RNCqNtvzgV2zY/cfQsAt9dBgvvx/joRXAyuMMOhKO+jGNYrNmwlWSy87f1oQMnMODbi+HDpzE/fAIyCdwh++Ec+SXSZoj1azeRThfvoHHavjqmP6+vYtvmd18+eJ/L0m2tB3F95/0lVIX7b5XT/vydbYvWS24t10t75/RSXHpb8NoG1gCXRKPRlxsnRiKRC4B/AbcCMwA/kG+I7MbpoexjR9pKDjU1NdTU1DBo0CAGHvd9TDcNGCSNMBvXbSaVSvV0F0VEcspkMny0biuhUIhhB11I4OBzMQwTDItkKk3cGsKuTTuL+sRc+rcV6zbj8/kYPf50AuOPx8DFNf3sqE+zY/PGnu6eiHSSlRu2EQgEGDblUwSnnIlhQAY/W3fWE4vFumy5W3fWsL26jsqhx1I6ahaGYZB2DKp3JUgk6rpsuSKSW0OqdaZ1bdLu18FrEekfelXwOhqNXgXsMUJgNBq9KxKJXAkcny0fEgfyFWhrHAq78SivI233Sjgc7ldXdRqv7k2bNo1Jk8p6uDfdp+X77i/643suRDFv8/rMCldSCiXAoKHdszx9Nr1XsWzzS5d6WZfTpk1jaAkMHdpNX17ZJ9r2e5+e3uZbfmfGVvTMmDIDhvTIYjtM21fHaH3lVkzb/Ir0RmBz03MDR4xh2vj+O7aUvrO5ab3kpvXSe/W2mtdteTf7OAHYRf5SH43TG0uC7AJCkUgkWEBbEREREREREZFuVxtvPUjjrpjuchaRvq/XBK8jkYgvEokcEYlEjsrTJJx9TADLgGGRSCSco90EwAGWZ/9eln0cn6ctQLTjPRYRERERERER6Rx1idal7KrjKm0nIn1frwleAxbwBvBMJBJpVdQpEokYwDFABngPeB3vvR23W7sQMBNYHI1GG4u0vZ59nJ1jmSfgZV2ryr2IiIiIiIiI9Ji6ROvM6+oGZV6LSN/Xa4LX0Wg0CTwBDAB+tNvT3wUOAu6ORqPVwN14gzv+YrdyID8GKoAbW0x7FKgDfhCJRJqKRUUikS8CU4Gbo9Fo61ERRERERERERES6UW0287oi5A1fVqPMaxHpB3rVgI14QepjgP+JRCInAO8Dh+FlSC8BvgMQjUY/jEQi/wv8EFgQiUSeAA4AzsTL3r6pcYbRaHRnJBL5AXA98F4kErkfGAV8Dq+kyK+75Z2JiIiIiIiIiOTRmHk9sDRAbSJDLGn3cI9ERLper8m8BohGo6uBw4FbgQOBb+DVpf4jcEw0Gt3RovnVwNcAF/hmtv2fgDOzWdwt53sDcC6wDbgKOB64HTghGo3u7MK3JCIiIiIiIiLSrsaa1wNLAwA0pDJtNRcR6RN6W+Y10Wh0A3BZAe1c4Lrsv0Lmex9w3771TkRERERERESk8zVmWleVeMHrWEqZ1yLS9/WqzGsRERERERERkf4onvaC1RUhPwANSWVei0jfp+C1iIiIiIiIiEiRSzQGr8PeTfTKvBaR/kDBaxERERERERGRIrdH5rVqXotIP6DgtYiIiIiIiIhIkWvMvK4MN5YNUea1iPR9Cl6LiIiIiIiIiBS5eLZMSHmosWyIMq9FpO9T8FpEREREREREpMgl0g6gzGsR6V8UvBYRERERERERKWK245KyHQygrEXmteu6PdsxEZEupuC1iIiIiIiIiEgRa6x3HfCZ+EwTv2XguJDMOD3cMxGRrqXgtYiIiIiIiIhIEYu3CF4DBH0WALGk6l6LSN+m4LWIiIiIiIiISBFryry2vDBOYxA7ocxrEenjFLwWERERERERESlijcHrYDZo3RjEbpwuItJXKXgtIiIiIiIiIlLE4ikvw7q5bIiZna7gtYj0bQpei4iIiIiIiIgUsUSmdc3rxsdkRsFrEenbFLwWERERERERESlijRnWu9e8bszIFhHpqxS8FhEREREREREpYslM67IhqnktIv2FgtciIiIiIiIiIkUslQ1e+3bPvFbwWkT6OAWvRURERERERESKWGNta7/VesBGZV6LSF+n4LWIiIiIiIiISBFrzLz2mwbQnHmt4LWI9HUKXouIiIiIiIiIFLHGmtf+xprXPguARFoDNopI36bgtYiIiIiIiIhIEdsj89pSzWsR6R8UvBYRERERERERKWIpu/WAjap5LSL9hYLXIiIiIiIiIiJFLJluPWBjY81rZV6LSF+n4LWIiIiIiIiISBFLZjOv/ZYGbBSR/kXBaxERERERERGRIpZMNwavs5nX2cekBmwUkT5OwWsRERERERERkSKWypd5nVHmtYj0bQpei4iIiIiIiIgUsVSm9YCNfmVei0g/oeC1iIiIiIiIiEgRS2aD14HdBmxU5rWI9HUKXouIiIiIiIiIFLFUNkjty5YNaSwfklDmtYj0cQpei4iIiIiIiIgUscbM6z0GbFTmtYj0cQpei4iIiIiIiIgUsdRuwevGR2Vei0hfp+C1iIiIiIiIiEgRawpem165kMaa18q8FpG+ztfTHdhXkUjkf4HvAidGo9GXd3vuYuDbwFRgF3A/8PNoNFqfYz5nAj8FDgTiwBPA1dFodGuXvgERERERERERkTY0lQ3xKfNaRPqXXp15HYlEjgS+lee5q4Hb8d7jX4H38QLZz0UikcBubc8DngSGAtcDLwGXAHMikUhV1/ReRERERERERKR9jZnXvt0zr9PKvBaRvq3XZl5nA9C3AlaO58YB1wBzgdnRaDSdnX4N8DPgSuBv2WllwHXASuDQaDRam53+HHALXjb297r6/YiIiIiIiIiI5JKycw/YmMgo81pE+rbenHn9E2AK8EKO567EC8z/ujFwnfVroBa4vMW084ABwJ8aA9cA0Wj0ViAKXBKJRPYIkIuIiIiIiIiIdIfmARuNVo+pjIPruj3WLxGRrtYrg9eRSORg4GrgN8DiHE2Ozz6+3HJiNBpN4GVjT49EIpW7tf1Pjvm8DAzCq4MtIiIiIiIiItLtGjOvLdML4xiG0RTATir7WkT6sF4XvM5mQd8CLMfLpM5lErAl18CMwOrs49QWbcErG9JeWxERERERERGRbpXOBq992YA1tCgdorrXItKH9caa198DZgDHRqPRVCQSydVmELAqz+trso+VLdomo9FovIC2eyUej7N06dJ9mUWvEo97q7I/vWfon++7P75ngGnTprX5fDFv8/31M+sN9NkUt7a2+2LZ5vUd6p30uRWnYt7m9Z0pnNZVx/Tn9dUbtvlkKgPAlo3rqc4O1mjilQtZtDTKoJLeGN7ZN/35O9sWrZfcWq6X9s7ppbj0qszrSCQyFfgF8PdoNDq3jaZ+IJnnucbpob1oKyIiIiIiIiLSrdKOF6i2zObM6+ayIap5LSJ9V6+5NBeJRAy8ciFb8epdtyUOBPI8F8w+xvai7V4Jh8P96qpO49W9/vSeoX++7/74ngtRzNu8PrPipc+m9yqWbV7fod5Jn1vv09PbvL4zhdO66hitr9yKYZt3XZfGstbjx43DNLygdThYDfE4o8dNIDK8vMf62FP0nc1N6yU3rZfeqzdlXl8FHAt8JU8t65Z2kb/UR+P0mhZtQ5FIJFhAWxERERERERGRbtMYuLZMoylwDRDIlg9JacBGEenDek3mNXBO9vGpPHWu/5OdPgFYBsyORCLhHLWsJwAO3oCPZNvOAsYD0RxtyTFdRERERERERKTLZbIlQ3wtSoZAc9mQREYDNopI39Wbgte3AS/nmP4x4CjgdmA1UA28DpwIHAc819gwEomEgJnA4mg0Wped/DpwKTCbPYPUJ+BlXavKvYiIiIiIiIh0u7SdDV5buwevvczrZFqZ1yLSd/Wa4HU0Gr0t1/RIJFKFF7y+LRqNvpyddjfwY+AXkUjklWg02jjw4o+BCuDGFrN4FPgz8INIJPJgNBrdmZ3HF4GpwB+j0aj2BCIiIiIiIiLS7Rozr/1m68qvTcFrZV6LSB/Wa4LXHRGNRj+MRCL/C/wQWBCJRJ4ADgDOBN4AbmrRdmckEvkBcD3wXiQSuR8YBXwOr6TIr7u7/yIiIiIiIiIiAGknd+Z1Y83rpGpei0gf1psGbOyoq4GvAS7wTeBA4E/AmS0ysQGIRqM3AOcC2/AGhjwerwzJCY2Z2CIiIiIiIiIi3a0xNu3Lk3mdSCvzWkT6rl6feR2NRr8FfCvHdBe4LvuvkPncB9zXmX0TEREREREREdkX+WpeB7J/K/NaRPqyvpx5LSIiIiIiIiLSqzXWvPaZ+QZsVOa1iPRdCl6LiIiIiIiIiBSp5prXrUM4qnktIv2BgtciIiIiIiIiIkWqqWxInszrRFrBaxHpuxS8FhEREREREREpUpk8mddNZUMyKhsiIn2XgtciIiIiIiIiIkWqsSrInpnXGrBRRPo+Ba9FRERERERERIpUY9mQxmB1o+aa18q8FpG+S8FrEREREREREZEi1TRgo5m7bIhqXotIX6bgtYiIiIiIiIhIkWqqeb1b2ZBAU81rBa9FpO9S8FpEREREREREpEhl7MYBG3eveZ0NXqdVNkRE+i4Fr0VEREREREREilRT5rXVOoQT8GnARhHp+xS8FhEREREREREpUo0lrS0zd+Z1QpnXItKHKXgtIiIiIiIiIlKk8tW89qvmtYj0Awpei4iIiIiIiIgUqaaa1+buZUMUvBaRvk/BaxERERERERGRIpVxNWCjiPRfCl6LiIiIiIiIiBSpTDY2vXvZkIClARtFpO9T8FpEREREREREpEg11rzON2BjMqPMaxHpuxS8FhEREREREREpUmmn7ZrXibQyr0Wk71LwWkRERERERESkSDVmXu9e8zqgzGsR6QcUvBYRERERERERKVIZuzHzunXw2jINDCBtu9jZALeISF+j4LWIiIiIiIiISJFqrAris1qHcAzDUN1rEenzFLwWERERERERESlSjVnVlmHs8Vxj3euk6l6LSB+l4LWIiIiIiIiISJHKV/MawJ+dllDmtYj0UQpei4iIiIiIqEM8AAABAABJREFUiIgUqbSTu+Y1KPNaRPo+Ba9FRERERERERIpUJk/Na6BFzWsFr0Wkb1LwWkRERERERESkSGXs/JnXjcHrRFplQ0Skb1LwWkRERERERESkSDWWDbFylQ1R5rWI9HEKXouIiIiIiIiIFCm7jZrX/saa1xqwUUT6KAWvRURERERERESKVKYxeJ2j5nWgqWyIMq9FpG9S8FpEREREREREpEg1xqVzZV4HfN401bwWkb5KwWsRERERERERkSKVaatsiAZsFJE+TsFrEREREREREZEilbELKBuiARtFpI/y9XQHOioSiQwC/hs4ExgJrAJuA/4vGo1mdmt7MfBtYCqwC7gf+Hk0Gq3PMd8zgZ8CBwJx4Ang6mg0urXL3oyIiIiIiIiISBvS2cxrK2fZkOyAjcq8FpE+qldlXkcikXLgdeDrwGLgb0AN8DvgkUgkYrRoezVwO957/CvwPl4g+7lIJBLYbb7nAU8CQ4HrgZeAS4A5kUikqkvflIiIiIiIiIhIHm2VDWkMXqtsiIj0Vb0t8/pqYD/gm9Fo9NrGiZFI5G7gPOAM4KlIJDIOuAaYC8yORqPpbLtrgJ8BV+IFvolEImXAdcBK4NBoNFqbnf4ccAteNvb3uuXdiYiIiIiIiIi0YGcrguTMvG6qea2yISLSN/WqzGtgPLAO+Ptu0+/NPh6dfbwSLzD/68bAddavgVrg8hbTzgMGAH9qDFwDRKPRW4EocEkkErE66w2IiIiIiIiIiBSqsWyIP1fNa2Vei0gf16uC19Fo9PxoNDp299rWeNnYAFuyj8dnH1/e7fUJvGzs6ZFIpHK3tv/JsciXgUF4dbBFRERERERERLqN7bhkY9fkSLxuMWCjgtci0jf1trIhTbL1rYcA5wC/BNYC/8o+PQnYkmtgRmB19nEq8Ha2LXhlQ9pq+/7e9jUej7N06dK9fXmvE4/HAfrVe4b++b7743sGmDZtWpvPF/M2318/s95An01xa2u7L5ZtXt+h3kmfW3Eq5m1e35nCaV11TH9eX8W8zdc3eJ+LZcC6dWv3eL62pgGALdt29rvPrj9/Z9ui9ZJby/XS3jm9FJdelXm9m2vwMq2vwxu08bRoNLor+9wgoDrP62qyj42Z14OAZDQajRfQVkRERERERESkW9jZtOtc9a4B/NnpKdvttj6JiHSnXpt5jZcp/Tu8rOhPAq9FIpGPRaPRdwE/kMzzusbpoexjR9rulXA43K+u6jRe3etP7xn65/vuj++5EMW8zeszK176bHqvYtnm9R3qnfS59T49vc3rO1M4rauO0frKrae3+TcXLAIg4LMYO3bcHs9vsXfCwmoCJWX97rPTdzY3rZfctF56r14bvI5Go/9s/H8kEvk48DhwRyQSOQiIA4E8Lw1mH2PZx460FRERERERERHpFpn2Mq81YKOI9HG9uWxIk2g0+iTwInAAXg3rXeQv9dE4vbEkyC4gFIlEggW0FRERERERERHpFuls8NqXJ3gdyAavk2mn2/okItKduix4HYlEyiKRyNGRSOTM7N8D9nF+vkgkckokEjk1T5M12cfBwDJgWCQSCedoNwFwgOXZv5dlH8fnaQsQ7XiPRURERERERET2np2NSfusPMFrK5t5nVHmtYj0TZ0evI5EIsMikci9wE7gdeCx7FNfjUQiH0UikeP2YfZPAHdFIhErx3PTARdYlV2uCbRaViQSCQEzgcXRaLQuO/n17OPsHPM8AS/rWkO0ioiIiIiIiEi3as68zh2+CahsiIj0cZ0avI5EIkOAucDngDeBd4HGy4MxYBzwTLYudYdEo9EM8DAwBPj+bsv9CnA48FQ0Gt0C3A3YwC92KwfyY6ACuLHFtEeBOuAHkUhkYIt5fhFvMMibo9Go7r8RERERERERkW7VXs3rxszruILXItJHdXbm9S+BscAnotHoccCTjU9Eo9E/A6fiDRL5072c/w+A9cBvIpHIvyORyB8ikcgLwN/xMq6/lF3Wh8D/AkcDCyKRyO8ikciTwM+AN4CbWvRrZ3a+k4D3IpHI/0YikXuybZYBv97LvoqIiIiIiIiI7LWMXVjN64RqXotIH9XZwetPAA9nB1DcQzQafRkve/rovZl5NBrdAByBF1g+GPgWMAX4M3BENBrd2KL51cDX8EqJfBM4EPgTcGY0Gk3uNt8bgHOBbcBVwPHA7cAJ2eC2iIiIiIiIiEi3ynix67w1r4ONweuUMq9FpG/ydfL8BgMr22mzHq/0x16JRqObgSsLaOcC12X/FTLf+4D79rZfIiIiIiIiIiKdqTnzup2a1xqwUUT6qM7OvF4PzGinzVHZdiIiIiIiIiIikkd7Na99poFhQNp2SdsqHSIifU9nB68fBE6ORCJfyvVkJBL5DnAs8EgnL1eKRCKZYvzEyYyfOIl0Ot3T3RGRXiJtO8QSGWoaUjSkMns2sDMQr4FkPcR2QLwaErXd3s++pD6RprohRU08TUYnOpJHKuNQ05CiuiFFLJlj2ywyTqIWJ7bd+5eo6+nuiMg+cjJp3FQMNxXDScZ6ujtdznVdauNpahpS1MZ1LiWetNN2zWvDMJpLh2jQRhHpgzq7bMivgDOBv0cikasACyASidwGHAbsD3yEBkHsc9KJGJYBrHwd/7YlOP5S2O8MnFA5KTNEKBjs6S6KSDGx05BJ4u5cAatew3RdGHUMviFTIZHGidVhLPs3RiYBI6bDqMMAFxY/4v1L1UHFaJj5ZRh2IARKe/od9RoNyQwrttVz8+urWLczTknA4uMHj+Cs6SOxTIOQ3+rpLkoRaEhlyNgu9769lv98uI2U7TB1WBlXHj+JoeVBSoN7eQhppyEdh5r1sOIlcG0YfSQMPwhMC/zhvZqtG6+GTBxj7nUY69/xpo05Cvfor4IVxAhX7V1/RaRHOKk4hp3ESDdgLHkc0jGMgRNxJ58KroMRqujpLnaqjOOQzri88dF27nl7LbtiKQaXBblg5jiOHD+AoM/CzBO4lL6vMccgX81rgIBlkkg7JNIO5aFu6piISDfp1OB1NBqti0Qis4DfABcBZdmnLgaSwJ3A96LRaHVnLld6lpOow134EObL/0Motq35iWe/DxNPwP+pG0m6lQRD2ouKCJBqgG0fwqNfxtgWBbwrnaUzvwrll8NjV8Haua1fUz4CTv45DJoIa+d4wS/egsUPw6gZcOEjoOBUu+oTaS6/4x3mrWw9FvHrH23nV08t5Z+XHsEBoyoJK4Ddr8WSGV76cCvfvf99Ui2y8uev2cU9b63jrINH8LtzDqYk0MHDyGQ91KyDR74Em95v/dyACfDx/4NRh0MHg1Jusg7e+AvGG38C122abqydC3P+gnv8D3GP+RpGsLxj/RWRHuGkGryg9WNfheXPtd6uwwPg2G/jHv7FPrNNp22HLbUJzr1xHut3xVs999ySLUwYXMq9V85kcFkAK0/NY+nbmjOv83/+AWVei0gf1ql7v0gkMj4ajdZGo9GrgAHAgXhlQg4BqqLR6CXRaHR7Zy5TelYmXos9/3YCT30TWgauG618GevmE/HZff82PxEpgJ3xAte3ng7ZwDUAE2bDEZfDraftGbgGqNsEj34Fti6FM/7Q+rkN78Idn/SC4pJXQyrDF2/fM3DdqC6Z4YKb32RzTaKbeybFxHYc3ltXzTfuXdAqcN3SEx9s4uePLaI+0YFb2h0batfDzSfvGbgG2LUK/vUZWDsPUoUfMzjxGnj7FozX/69VgKuJ62K88ltY8C+VERHpJQw7hXHrabDs2T236/gueP7nGK/9ETde0zMd7GSJtM3Zf5+zR+C60artMT5z/RwSaZX46q/aq3kNEPR5iQdxBa9FpA/q7Eu3/4lEIvcDRKNROxqNLolGo3Oi0egH0Wg02cnLkiJgujb+F/+77Ua1GzBe/AXphr5xgCki+yCT8LIu7VTr6cd8DV68BmLtXN987qcw5XQoG9p6+qb3YN28Tu1qX7Nscx1vrcoduG6UzDj84dkPqetIUFL6lHjK4ddPL80ZB27poXc3dOwEOVUPj3+97cC068DjXyt8noBh+bzAdXvtXv09hqk7CkSKnRuvxnjtf2HHirYbvvFnr4RYL5fM2Nw5dw1b69o+VV6/K84jCzZoML5+KmO3XfMamjOv4ykFr0Wk7+ns4PX/Z+++w6MotweOf2e2pzdC72XpvVcFG4io2Lti711/6tWrXq969XrVe61YsWNv2BABUbr0trTQA+lts33m98ebkISUnYQFkuX9PA8PsPtmZpLstDPnPacFsD3Cy5QaKb+nBH3pm6CFb+Ckrv0Ms0neNErScS93K+RsrvpaYhto3gs2fR/+6wMeWPsZ9L+0+nuLXgKvfEhWk2JvgDf/yDA09pf1B1AUWVfzeJXr9rF+X/hmqLoOMxbuxBc0eJNcmgu7l4YfV3IAMn43tkwA14/G9vvSPFFjW5Kkxs1khZUfhB+n6yiLXkYvLTjim3QkhTSd9xfvNDT23YU78Mms2uNS0GDNa5BlQyRJik6RDl7/DpzkdDpld77jgBryYdpdw/T+mgQ8aHk7juj2SJLUBGTMr/5aalfIXGPoQRgAe5ZDWtfqr+fvOKxNi2aaBjtzjZVVCWo6uSVystTxalee8fI7GTlu/EGDWYA7DV4vgAheBw2Wr6lcfiicnHqMlSTp2HBnidIgRuxZCrrBa4dGymJSyTRYrmt3XikWs6x5fTwKGqh5bSvPvJbBa0mSolBEGzYCbwD/AzY7nc4fgQygxuJdLpfrvxFet9TohZmDLElS9Ku1FkF9jg+1jDU76lh+45eWmnIEj5I6Dqvx2S/ldROlpqVtmzaHvYz6fE4cVhOq0Sx9vT5T3XXj+7I11vhi6zNWkqRqdE0D9MZTgqcJn/PL6booBVEenKyLzaISMjBOij5Gal7Lho2SJEWzSAevP6307+vqGKcDMnjdxKlWB1qboajb5oQfbLajpnQ44tskSVIj12FM9dfytkGLvqCaRFO3cFoNrLkWZo8pYLEf/jYeTQGPuHPdPpdme5ahq2ZwToRmTjDZwGSJyGpirGYm9W4RtuY1QKe0WBLskb48kI4ULRSCgBu9+ACx679ECbgJpvXE1OsMQpqO2R5Xr+X1bJlAvM1MsS98NuOZ/VsRazP4WWk33PhGtBsFFoexsb3Ohl/D9N4AUBToeabxbZAkCSg/xpSiF+xG2fgNatBLML03ph6TGnSMCSu2GdiTwFsQdqjeenDEzpPHii8YYkKPdH5efyDs2JN7NkfGro9PgfLM6zrKhsjMa0mSolmk706vivDypEZMtcagD7sOFjwTNuCk9z4HTdNoJHkakiQdK+ndIbVz1eBzwS4x9b/bxPB1r8126HcBvD626usmCwy9VrzfVPhKRL3en+4X9YABBeD3Z0VZlPNmQErniATkLWaVcwe14V8/ucLe1FwzpqOcltxEhAJ+FE8O6qeXiXI6ZcwAP96NMvputGHXodrqF1w6f0hb3gpTI71Vop3B7ZONLzQuHVoPhL0r6h4X2wy6jDe+XHuieCi2Y0Hd4zqPb1rHB0lqBIJ+L6o7SxxjMlcdfN0M8EMCyrgH0AZdXu9jTJ20EHr/i1EWvxJ+7KjbUOyJkVv3MRBvt3DziV0MBa9vGteFOKMPDKWoEtLq07BRNvWUJCn6RPTs53K5ZkRyeVLjpykmlHEPos79R+2D4prDyY9hcjTti0tJkiLAZIUzX4F3T69a43rRyzDxadj5Z921Lic8DNvmQvH+itdUE/6z3kRVrRF/InvE+Eth43fw9Q01v5+zBd48Ca6bB2ndRNboYTKpCtMvH8S0d5cRCNWcunVqr+ac1b81FpMMXjcFqq8QZfoJosnhofwlmH57jJCvmNDouzA54g0tM8Zq5q6Tu7FiZz4rdxfUOCbeZubdaUMx1+dzYomFM/4rPte11bNWFJj8fP1KjFjj0c99G+WNE6FwT81jktqjnz0dxVGPYLskSajefNQ3xomGp4fyFWH65QFCgVKCQ6/D7EiIyDoVewL6uPth0ywoqL2RoT78ZrBGOOv7GOncLI7bJ3ThxTlbax3zyOSetEiUD+COV+XtJUx11rwWaWIy81qSpGh0VO9OnU6n2el0Nnc6nTJDO0qoWgiGXY9+2r+gppvCtsPQr5uPUppP0FN09DdQkqTGxWSBFn3giu8huWPF69vmwKqP4aofodWA6l8Xk4o+5b/QYSzMulu8pijQeTzuy35isTqA7QVNKdNEhx/vrXtIoBS+vxN8xRFZo8NqZlD7ZL67ZTTju6dTOXmnXUoMj5/Zi/+c358YmdXVJAQ9RehzHqs5cF2JaeHzKEHjTRgBYm1mPrhmGHed3I1m8RU9uK0mlSn9WvHznWNpnxpTv4ccJjMkd4BpP4uyOIdKaA0XfAQdx4LNWKAdQDGZ0G2J6NcvQB9yTdWvtSWgD70e/fr56LbIBNYk6XgR9BSi/vxgzYHrSkzzn8KkRzZYplhj0a/9DTqdUP1NWzz6+IfhxAdQHEkRXe+xEmszc93Yzky/fBB9WldN9hnYLpn3pg3lgiFtjZdpkqJOedKBpY6yIRWZ1027iakkSVJNInoGdDqdJuAp4GIgHeqsEvFOJNctHX1BnwdlyWuYVn0AV/+CPvAy2DoHDqwVGVY9zwRHMsrG7+CHuzHdU0ONWkmSjj/WWGg9CG78E/avQ8+YB4DWYSxKUnuUy7+F4v0om75HD3opTeuL0mkcWw4U09Zux3z1n+g+N5bE5uzO9/HK4iy+W72OKf1a84+zehFvb+T1LzVNZF0bCUrv/FOMs0cm8BZjNdO9ZQIvXtgfTYfsYh8Oi0pyjBWLSZXlQpoQk6qirPs8/EBdR1/8KsGx92G2xRhefqzNzPVjO3HtmI5kF/sIaDrNE+yg68Q1dB+zxUOz7nDNHDG7YOuvouxYu2HQdhiggNX4NpZTLTaw2NDGPwInPw5Fe8WyElqhh4KojkQOf+6CJB1fTAqw6bvwA7Ug2rI30UfcgtlqsFZ92JVbUGLT0M+bAf4SWPcV+IrEgy/nRBQtVK+HXE1BrM3MSd2bM7JTGqX+IEXeAEkxVmxmlVirGbWOchFS9AsaKBtSXvO61C8zryVJij6Rfnx7H3AP4AO2AF2BbKAQaA84gCzgyQivVzoWgl5Me5eJm8Tne6EktIbTnobuU8SU4MWvwdLXDg7X8ndgatnnGG6wJEmNhtkKWKHdMJR2w4BDnnbaE6DZXXh8Af729Xp+/uxPSv0hVAXap8bisJjIc+9nf1FF+YG1ewvRm0Ijo6APdi40Pj5zFSS2jugmlAf4Ex2NPNAv1Uor2I0p4DE01rTvL4JBH9QjeA1gs4i9sl1qBC8XLXbALupftx4oHubUMQ26PtTy8mRp3Q6+JsM9ktQwoeytmEMBQ2NNe5cTDPggUsHrMoojCRxJMOrWiB4rGitVVYizm4mzm0lPkCVCpArlweu6yobYy87ZMngtSVI0inTw+hIgD+jncrn2Op3O2cABl8t1qdPptAP/Ba4GNkR4vdIxoVPltrBoL3x6WR3j5S2kJEn14w3qfLVy78H/azpk5LhrHKso4qjU6CnUs4a1PHZKNanvZ6iR7h1RHoySpCarPucpRTnyRxh5rJCOY4HyzOs6yoaUZ157Zc1rSZKiUKSvAjoCX7pcrvJIwzJgLIDL5fICNwCbgTsjvF7pWLA4CLUfbWysNRY1pcMR3RxJkqKP3aLSymCDosHtk+ucTtlomGzQebyxsYoCbQYd2e2RmiQ1ua3hafOhdiPBEtmMSEmSopupWVcwGzv/htqNRo1w1rUkSRXKGzbWWTZEZl5LkhTFjsQj7OxK/94MtHY6nUkALpdLA34Geh2B9UpHmdnqQB0yTTRgK9d+FIz7Pxh6A1gqOoBrfc4npDXSrC9Jkhots6pyxcgOhsbeeELnptHMSFWhy8k1N7k9VOfxhoMH0vElpOlofS+seMHsgF7nwKCroGX/itdVE+qw6yJXi1aSpGMuOTmZ1NTUI7qOkKaj9ZoafqDZhjrockwWW/ixkiQ1SDBUXvO69vCNrHktSVI0i/Rd/k6gW6X/by37uw+woOzfQaBZhNcrHSMhTHDSE5jTuqC1GohitkJJFphtMOFhdL8bde4/USY8gtkRXY1VJEk6TP5S8Xdpjvg7Jk38Xalhm9Wscunw9ny7eh/r9xXVuqirR3ckNe4I3DgHfaAFwVMAWgBim4Gug63s4ZymQcANAa9oKhWTIl63J9a9XEWBs16DTy4CXat5jCMZJr8YflnScclsj0Mf/zcoOUBo/N9RE1qg+4oh4EWJa0Yo4MO85WeCpbmgWBp2wRf0iYaKnvyaP/+SJB1Vmq8ERVFobg+AFkT3u9FDflQjD0PryexIQD/lCciYX9YEtWbBU/8FqBG/qZQkqUKwHmVDPIHgUdkmSZKkoynS1xmzgNucTudVwHvASsAD3AwsKMvAPgvYE+H1SseI2RGPNuBi9NJc1B/vgY3fQnlzl5ROMPR69FOfRDfbZdVWSZIETQN/Mfz+b1j5vgiMgQjW9r8Uxt0L1viD9S1jbWY+uW44D321jh/WZh68gAdIirFw47jOXDq8feSzrv1uWPa2aDxbWHbaMtuh11SY8DDYEmD7XFjwHOxbKd5XFOh0Ipz4EKT3AGtszcu2OKDDGLj0C5h1N+Rtr/p+uxEwdTrEpUf2e5Kiim6Nh7NeQ1/1McqSl1HKP0cmC+buk9HGPwIx6ZgdDQg2+0tg2Vuw5PWKwJXZDr3PEZ9/R4p4UC1J0lGh+4pRFr+KsvxtKM4UL1pioM+56OP/hm6NR7XWrylrOJotAfW6eShf3wDbfqNKV+SE1gRPehyl26mY7PKBliQdSQdrXtdVNsQsyoZ4ZOa1JElRKNLB66eBqcCbgNnlcr3hdDqnA3c4nc5xgB1IAP4e4fVKx0jIW4KauwVlxhki0FNZ3naUn+6HbXPg3HfAJC9sJUkCvAXw5oTqAVtPPiz6H2z6Hq6dAzEVU6Lj7Rb+eXZv/nFWb+ZsPEChJ0D71FhGdEoBFBxWU2S30VcCH18AO/6o+nrQC6s/AtcsuHIWbJ9XEbgGcWO/7Tfx+tnToftEsNZy7LPFigD2DX9A1ia0vX+BakHtMl4E8m3x9WzsKB1vlKAH5ctrMbt+qPpGKADrv0Ld/DP6Zd8SbN4Ls60eQS1/CXx4HuxcWPX1oBdWfQibZsE1v0Jyh6qlwyRJOiJ0XzHKe2fC3r+qvhEoRVnxXtk+OQctvhVqBMt3mMwWiEsnNPVtlJAXzfULSqAUvXlvTG0GAComWZJIko64gzWvTXWUDbHIsiGSJEWviNa8drlcucAA4EFEs0aAB4BXARsiC/s5RJBbigKqqqB8eF71wHVlW36BZW+g+eoYI0nS8cFbCF9eWz1wXVl+BnxxrRhbSbzdQqLDwtSBbbhqVEfGd0/HYTVHPnDtLxVZ4YcGrivzFsLHF8HYe2vOPtU1+Pp6EQSvi8kisrPbDCKr/RQOtDkNktuDPUEGrqU6hfwetL9mwKGB68oCpZg+Pg+TUo+eE/5SmPd09cB1Zd4C+GBqxUwrSZKOGM1TALMfqR64rqw0F+Wj81C0I7NPmmKSUONbYB58OaYRN2DuNBrFGitr6UvSURI0lHldXjZEBq8lSYo+h5V57XQ6pwCbXC7X5vLXXC5XEfCvSv/3IcqG3Hw465IaHy3kR9k0C0pzw45Vlk6Hodcdha2SJKlRC3jEbIxwtv8mgmjHqt7zinfDjyncDXuWQc+zYM3M6u9rIVj0MpzwQJU63rXJzxflU1q2bFm/bZWOSyoaytLXwg/05BNa/y1qn3NRzQazpFe8F35MwS7Yuxw6jjW2TEmSGkRRzSirPwk/MGcLHFgP7YYd+Y2SJOmoMha8FskcMvNakqRodLiZ118BFx76otPpbOd0OuXdTLTzFqGs/8rY2KJ9FTVjJUk6fm34tmrNzNroOmz45shvT02yNlbU4Q5n0yxoP6r29zd+Jxo+SlKE6cVZIoBsgHnDF4R8xcYWfGBdtVkPtVr9CchZVZJ0ZO1aBIFSQ0OVtZ+ieQ3u65IkNRnBkLh2NtURvLaXlQ2RNa8lSYpGhxu8ru3oeRUw9zCXLTV2ul53uZBD1WesJEnRyVdUj7EGA2iRFqjHsSpQChZ73ctSIlqhS5IA0Ot1/i013jS5PssNlAKa8fGSJNWfP0z5qcoCpaDLwJUkRZuDmdd11bw+mHkdRDeSKCJJktSERLpho3Q8US2iNmtG2f87jIGxd4MjRWQa7l4Gcx6ryBZJbHPMNlWSpGMsFBQ31GndjH9NWvd6rcLtCxLUdMyqQqzNLOrxBn1gMoO5jgDzoRLbGh+b1A5KssS/O4yGrqeKRoveQtHUUddkIEE6ItTEVqIuuq6DJQbG/w3aDQfVLGYOLHgeMuaJwUnt0BWDteGT6vH5T+4IJmu9t12SpHpI7ljxb0sM9D4HWvQR+3rBLljzCRTvB0BP7li/8119+YpB08DiAPPR2fc1TcftD6LpYDWpke9zIUlNQKC8YWMdmdcmVcFiUgiEdHxBDbtF7iuSJEUPGbyWGixgicc67EaU/Wvh/PfAGgd/vSNq7lkc0GMK3LNFNGz86x3RmEySpOOLr0QEcFd9CLlbYPwjYE8SDd/qYk+EricbWoXbF2RbdgnvL9qJxaRw88gW2GN01L/eRinYIYLJ/S8RgXOzA9QwmdCxadCyH2SuDr/yAZfBkulw8xJRo3vtZ5C1HmLTYfLzEJMqjo2SFGEhVMydToR+F4FzkmjmtvIDUVc+tQuc947I/P/sKoLDbyZkjsPQWTiuOTTvLcqH1EVRRC+LmhqWSpIUOaldxJ8+58KQa2D7PMhYAFoAmveC638X///hHhg8jYBuJqJ7ZcAjzuO7l4jSX0EvNOsOg64U7zuSIrm2g/zBECEN/tiazdcr91HqD9Eu1cHVozqSEmcjziZvY6Xjh5Ga1wB2i4lAKIjbF5TBa0mSooo860sN5g1qWBPbwxXfwdx/wtI3qtZ2Xf42JLWHiz5GP+dtStV4Yo/d5kqSdLT53bDoJVjwHIT84rUWfWHUbTDn8bq/dvRdQN1THnVdp6A0wOVvL2Xt3kK6t4jn02l9ifvlXtT1n1Wtrb30DUjvCZd8DnHpdT9Ms8TASY/BB2fXXZ+711QRwBtzB3x5HexcWPX9hf+FzhPgvHfBnlD39ytJ9VRCDIlnT0cpzYXXRkN+RtUB856EwVfDZV+hYMIX0rBj4EbWEgMnPwYfnlv357/3uWCTD2Yk6UgrDanEXPQJSn4GvDIC3NlVB8z5B4y5G/36+WiKGc14kaDwfCWQtw0+uUQ0Ka5s7hMw7EYYd3/EjwXeQIiMHDeXv72U7GJflfdmLNzJyT2b88IF/cUsK0k6DpTXvK6rbAiA3WyimCCl/hCpR2PDJEmSjhJZiFNqMLtFBT2IPvvvsPjVmpuSFeyEt0+FgBurOYIX05IkNW6+YvjjBZj3VEXgGuDXR6H7ZBh5a+1fO/J2GHotWOt+3OUJhDjv9UWs3VuIqsCMS3uR8P11qOs+rTnolrUB3hwvtq0uqgnaDoGzXq89yO2cBGf8V5RJ+uDc6oHrctvmwHtTRFa2JEVQrM0kMiDfPqV64BpAC8HS6eg/PYiqBbCZDV7yqSZoOxzOfEWUJahJ9zPgjBfFrAZJko6okGIS561PLq4euAZxHJj7T1j/NUV+zfi+bkTJAXhnYvXANYjSXAv/C7/9AzwFkVsnkOf2c95ri6oFrsvN3nCAmz9cgdsnGyJLx4eA4cxrsf+7/XLfkCQpusjgtdRgNrMJAm6Uv96ue6CvGGX2I5iPVfM1SZKOPi0Ef/yn+uuefHj3dOh6CtyyDIbdAK0HQeuB4t93boBx94YNXIc0jR/W7mdrlmhkdWL3dGKKtsHmn+veruL9sOA/4YPJ1jjoMVmUPhr/MLQdCq0GQL8L4cZFcM6botbvhm8ge1Pdy9q3UmyXJhvbSZFj9hWi/Pp3UV+9DsrK98BXWL/pw7Y46HEm3LtV1NI++Pm/CG5aAlNfD7uPSpIUGXGKD+WHe0SwuA7K3CdJclhQwwS3DCvNh58fDN/Eden0qg+pD1OJN8AzP7koCROYnrc5m525shm8dHyoaNgYvmwIgNsn+61IkhRdIjHX6gSn01ntNQCn0/kw1Dh3TXe5XP9oyMqcTmcL4FHgdKA5kAf8Cjzicrm2HzL2cuBOoBuQD3xaNq5a226n03k68DegN+ABvgMecLlcWQ3ZzuOB5i1CWfRy3dOKy22aJbIUJUmKfqGAqHNf02wMEJljM86Alv1Fzcwx94imiiar4YBYqT/EO39WZJtOG5xK/PLHjG3fyvdh/EPhx1ljgVgYcQsMuVq8pporsk19JbD4FWPrXPQ/6DJBlg+RIkc1w8ZvjY1d+BLaiQ+i1qc2ra3883+rqLNbvk6ZbS1JR5Vamitq2ocT9MLqT2DwNDGD4rBpom9NOLomZmCOuafsuHF4FEXhx3WZhsZO/z2DJ87qRZxd9tWRolvwYMPGunMPbWXB61KZeS1JUpSJSPC67E9Naosk6EC9g9dlgeulQFtgNvAJ4AQuBiY6nc7hLpdrS9nYB4AngTXA/4A+iED2cKfTeYLL5fJXWu5FwEfAduBVoB1wJTDO6XQOdrlcBfXd1uOBEvKhHFhvbLAWFNOaHQOO7EZJknTsBbyQuSb8uMxV8P0dkNoZOo6t1yosJpVt2RXPIdsmO0RZECO8BWIKtsVhcGV28edQZhvkbjW2jKwNIjgvSZFSsCtsJmY5JWu94bHV1Pb5lyTp6MjaaHiokrlKBLEjMTMid6sITBtxYB0EPREJXueW+PEFja13W3YJITmpSToOGG7YWFY2SGZeS5IUbQ43eH1VRLbCuEcRgeu7XS7XwfnoTqfzUuB94DlgitPpbA88DiwCxrlcrkDZuMeBh4HrgJfKXosDXkYErge4XK6istd/Ad5CZGPfczS+uSbJVI+PkCqzIiTpuKBQv6yvBhwbdB2sZhVvQNy1appWe33eGtcZoSZPimJs9olqAeQdthRBdTUdPZRqqXkenCRJjV99z21KhKpC1ufcbLIQqYOMpR49cqyRrO8tSY1USNPR9LLL67A1r2XmtSRJ0emw7t5dLteMSG2IQWcD2cALh2zHB06n81HgVKfTqSKC02bgyfLAdZkngduBaygLXgMXAcmIciJFlZb5ttPpvA+40ul03u9yueTjy0PolljoNB5ly+zwg+1JkNLxiG+TJEmNgCUWnBNh7Wfhx5rt0KJ3vVcR1DRO6JbOt6v3AbBqXyltO56AyUj2dUonkTV9uAIeaD8adiwIP7bjWAgFQT7DkyIlsS04kkUd+TD0zieCJeYobJQkSRHXdogIStdWiqsy5yRxXo2EZk7R/8FfrdpidZ0nRKykUKLDQptkB3vyPWHHntKzOQ5rJEqkSFLjFSibXmAy8KzmYMNG2cxUkqQo02QeVzudThMi+Pyoy+WqKX3NB1gRoYHy+efzKg9wuVxeRDZ2P6fTmVj2cvnYuTUscx6QiqiDLR1CtcbAwMsMXSTr/S82dtEtSVLTp6rQbaIIrIXT6+wGrSLebuGmEzof/P8bi/fjGXKTyIQOZ/hNkSnhYYuH0XcYGzv6TlnvWoosLYA+8Irw40xWGHQlimywKElNk2KC7qeHHxeXDh3GGDsPGqEFRZPicKyx0PcCMEemNJZZVZk2KnzCi9WkctHQdjL7Wop6FcHr8Pv2wYaNfpl3J0lSdGkyZ3uXyxVyuVwvulyuat2xnE5nd6A7sM3lcvmAzsCBmhozAjvK/u5W9nd59GN79aHVxkqH0kLoZ75U94Vyek844QEUe2LtYyRJii6KAue8Xfd05+SOcNpTDc7WapsSw20TugCwfl8RG3N1fCc+WvcXdRgN/S+qX8mF2igKtBsBfc6re9zga6BZ98NfnyRVotgTYezd0KJPHYMU9DP+a6y0jSRJjZM9AU7/DyS0rn2MyQrnvRe5kiEA9kSY8Aik1XEbpKhw1qvGa2MbYDWrXDi0LaO7pNU6RlXghQv7YzbJekhS9POX1YA3G3gwZTOXBa9l5rUkSVEmQkU/j52yMiEvIQLx08teTgUyavmSwrK/EyuN9blcrprmph06tkE8Hg8bNxpvttKUmEwmunY9Bf2Sz1FmPwKVGzia7ei9z4HTnsLth90Z0fkzKOfxiI9QtP6ua3I8fs8APXr0qPP9xrzPH83fWZvmvYi9Yhbqzw/AvhUVb5gs0GMK2sRnycwtoah4f4OWbzKZuGp4WzqnxfK/udu4+uONfHnNhbSJa4n9j6chr9IzSVsC+oDL0Mb9H7v2ZuP17j7M706wWq20n/QfTM26oyx5Fdw5FW/Gt0AbeTuhvhezY1cmwWDdNxLH6/7UVNS13x+rfb5NmzbEXfkD/PIQytrPRCmbcuk90E96FNqOYMvuA4RCmUd9+yRj5L7fODWmfT4xIZ4W185H/fFu2DSr6mzGNkPQTnuGEnsr9m6t7fanYZqlpZJ69WyUn/4P1n8JQV/Fmy36oJ/8BKEW/diSsRfYG7H12u12Xr1kAG//uYP3F+8kp8R/8L1B7ZO579RudEq2smv7VvQwD+fk/lU/x/PPqzHt85XluMX+blJ0du3aWedYr1vk7u3OzGLjxuOj18rx/Jmti/y51KzyzyXcPb3UuDTp4LXT6VSA14EJwHIqamFbEGVEalL+ur0BY6VDhEIhNmXso3OHEViu+gmK9kLOZrA4oN0I9FCAvJIA2dnZx3pTJUk6yvYcyCMpsR1pF3+B6smFbBeYrChth+Dx+sjOLj54AdEQoVCIrH27GdoyiS9vGE52iY98t5/kzpOw9TodPXcbev5OsMWjtBlCcUkx2XuzCAQC4RdukN/vJ2PPAdJ6XELi0BvQM1dDaa6Yvt28F4VFJeTszSIUktM3pcjbs2cPaWlppJ70GJz6JOxaDIFSSO0KSW0J6ipbM3Yd682UJOkwFRYVEwiGaHbyM9hPfwFtzzKUUACa9yJkTSCn2Ethdvj69/WVnZOLz59A85OfwDTxGXGMCXrEbKL4lhR7g+zd1bAH0HXxer3s37OT8/umcM3ojmTklODxh2iV7MBhVvAWF5CzX95bSMeHgCYe0BgqG1JWRqc0IGdcSZIUXZps8NrpdJqBN4ArESU/znS5XOWP5T2I+tc1Ke/S5W7A2AZxOBzHz1MdewLu2Hbouk6cLQ4FSIuBtLTap/5Fi/KnmsfN75rj83s2ojHv88fsdxaXAs26HvxvbAzEpkR2FQkxVZswKq36Qat+B/+faI8j8UgfijqOqvLfFHs8KektDX2p3J+arsayz5e0HIGiKMTGivrWFuTnqSmQ+37Tc6z3+b0xPVEUhTapbTABreKhVas6yopESrdTqvw3wQ4JSRE+mdegd5tDemjEx9CqVStDXyv3r/qRP6+aHct93pJVAuzGbFJo1659nWP3BnJgfSEWR9xx8zuUn9mayZ9LzeTPpelqMjWvK3M6nTHAN4jA9RbgRJfLta/SkHxqL/VR/nphpbF2p9NpMzBWMmDXrl3s3h2ZKfmSJEmSJBmze/dudu2SmdaSFO1KSkooLi4+1pshSdJRUJ+a1+UNG4tlzWtJkqJMkwteO53OZOA3YBKwEhjtcrkOvVPbDDR3Op2OGhbREdAQQe/ysQAdahkL4DqcbZYkSZIkSZIkSZIkSaqPQEgEr42UDXFYZcNGSZKiU5MKXjudTjvwPTAMmA+c4HK5smoY+gfiextTw9cPB9a7XK7iSmMBxtWwnBMQWdeyyr0kSZIkSZIkSZIkSUeNvyx4bTYQuXGUZV6XeGXwWpKk6NKkgtfAk8BIYBEw0eVyFdUy7iMgBDx6SDmQB4EEYHql174GioH7nE7nwaJtTqdzGtANeNPlch0frXolSZIkSZIkSZIkSWoUAsF6ZF6XB69l5rUkSVGmyTRsdDqdLYCby/67Ebjf6XTWNPRpl8u1yel0/hu4H1jpdDq/A3oBpwN/Iho9AuByufKcTud9wKvAKqfT+SnQGjgfUVLkySP0LUmSJEmSJEmSJEmSJNXIV4+yIXarDF5LkhSdmkzwGlHuw1r272l1jHsB8AIPALuBm4Dbgf3A88BjLpfLV/kLXC7Xa06nMx+4DxEgzwNmAA+5XK68CH4PkiRJkiRJkiRJkiRJYQUONmwMP7Y889rtC6LrOoqBJo+SJElNQZMJXrtcrq8Bw0dfl8ulAy+X/TEyfiYws0EbJ0mSJEmSJEmSJEmSFEH+emReW0wqZlUhqOn4ghr2smC2JElSU9fUal5LkiRJkiRJkiRJkiRFvUA9GjYCBwPWxbJpoyRJUaTJZF5LTUAoBL5CundqA7oG3kKwJx7rrZIkSQJNA38xKCZxfFJNYI09susMBSBQWrFOkxUs9iO7Tun45XfTtV0LUFRx/rXGgxqBHAVfcdk/FNBDYEsAOQ1Zko4/vhJxLlNUcSyI1DEmHH8p6EGgfL1x4hwuSccJfz0aNgLEWE2U+IKU+II0i7cdyU2TJEk6amTwWooMvxs2/wRLXkfJ2wZmB3Q9BUbdBo5kGcSWJOnY8ZfC1tmw+BXI3QpmO3Q9FUbfAY4UsMVFdn2hIAS9sOYTWP4OFGeKY2Cf82HYdWCJAYsjsuuUjl++EvAWwJ8vYt78k3hgktIJht0I3U4Tn7WGBJt9JVC8H/54HrbPhZAfmnWHkbdChzFgjYn4tyJJUiPkK4HSXPjzBdjyCwR9kNoFRtwMnSccuWOB3y0eni38L2z8HgJuSGoPw26A7pPFufxoBM8l6Rjzh3QAzPUIXgMUewNHbJskSZKONhm8lg5faR7MmAwH1ld9fflb8NfbcOrT0P9isCccm+2TJOn45cmHdyfDgXVVXy8/Pp32L+h/SeQC2KEAFO6Bt0+FkgMVr5fmwvynYeGLcNFMaDNEBv+kw+crgbWfway7REZkOXcO7F4K6T3gyh8gJqX+y138Csz9Z9XX3dmwY4H4/F72FdjiD/97kCSp8fKVwIoZ8PODVV93Z8OuRdCyH1z+LTiSIrtevxs2zYKvbwAtVGm9OfDltZDaGa76CWLSZABbinoHM68NPoeOsYoQjywbIklSNJFne+nw+Ergw3OqB67L6Tr8dD/sWizKikiSJB0tfjd8cE71wHU5XYcf7xM34JpW85j6CvqqB64rC3jgo/OgNCcy65OOX5oGe/+C7++oGriuLGsjvHemmH1gVCgArlnVA9eV7VkGn15eqaSIJElRRwtBxu/VA9eVZa6Gj84Hf0lk1521Eb66vmrgurLcbfDu6WKWkyRFuYqa1zLzWpKk45cMXkuHJ2sD7F0Rftz8pyAQ4QtbSZKkumS7RHAvnLlPiunIhysUgDUzaw9clwv6YP6zMvAnHZ6AG+Y+EX7c/jXij1EhP8x7Ovy4bb+J7EtJkqJToBTmPRl+3O4lkJcRufV6C8XDs9oeypXL2SwePktSlKtvzWtHWfC6SGZeS5IURWTwWmo4Tz4se9PY2L0rRJa2JEnS0eArhqWvGxu7bwV4i+ocEghp+AIhNE3UHSQUhIC3asZ2oBT+esfYOtd9BqYIN9HRymptRyqLXGrcAh5RGgRANcO4+9Cu/JHg1XPQLvwYWg2oGLt0etjP+EEFOyFvu7GxS6aL/UCSpKMqPTWZ5qnJYgbRkVKaB/vXGhu75HUx2ylSts81Nm7pdBHslqQoVp55bTIYuXFYRPC6RAavJUmKIrLmtdRwWkg0czKqZD8ktj5y2yNJUlhWq5Wk+BjwFqHp4DfZCWgKdosJi9Gr4qNJ08puiDUR7LXYD77l9gUJaTpmk3Kwvl/F19Xz+OTOrnZ8CoQ0AkGNDZlF/LhuP870WM7omYS9ZDfKmpkiWJ3aFfpfBIoKikk0ZzQi4BEZrmar8W2sia6L6dpF+2DVR+LfSR1g4KUioClrEkevsqxn7fTnoc+5UJqPWrIfVQ+hxbVAv+I7QiU5mGdeLD6XusHSXUUGP8MglhvyV9kvJUk6QoJ+0AJQlEmqN0c0Yt2fJZonooM1NrLrK8kyPrY4U8w+ioTSvIqgvMWB3nMq7g4noZntWN2Z2Nd+WDGrqnj/kQ3gS1IjUJ55bTbYfFnWvJYkKRrJ4LXUcIpSvwYt9sQjtimSJBngK6ZjejzK8jfhwHpU1YzS+VSsPc5g42437ZunYlIV4myN4NQQ9IkA9NZfYcPXItib1hV92I3o1ljWZmu8t2gHhZ4AzRPsXDGyA62SHBXbrqhgTzK+vkOCvN5AiJ25pVz3/nJ25pZy9cg2nN4RHB9Mrl6CYfbDMPQ6GHuvWKfbQD1r1QSmwwxcayHRCPKTi2DP8qrvzXkUBlwOpz4R+YCG1DjY4gld9BlKq36ooQDsWQybf4aABzWlEwy8HJNqRr96NsrcJzA82c6RbHwbHEniIYkkSUdWoFScWywxkDEPMhaI2TbNe4pjfdAL8a3AFsHjfX0ardsTxXktEsoaKAeG30pw9L0s3p7LV+sL8QRCtEtux1VnTCYplEfcN9PkvYV0XPDXM/Na1ryWJCkayTsOqeHsyej9L0XZ8E34samdIa7Fkd8mSZJq5nfDvKdRF79SpY6kbcPXMPv/6DzlLRZv6YIrN8QVIzsQeywD2AGPqKf/0flVA8EuUP58Eb3fxXQY/xR/7cxnR65oRPfhkl0M75TC9MsHk2C3iGD0gMtE4DuclE4QX/X4lFno5exX/qTUH6Jfm0TuGtOc2LfG1JyJFvLDopeg0wnQ5zyY91T4dXabKIINh5N57SuGN8ZD4e7q72lB+Ott8OTBWa/IAHY0ik1HbROHkr0RPr+y+mdz0Usofc5DP+1pQuMexFQWEAqrWXeISzeWdTnwcrDG1HvTJUmqB10Hb7F4SPndbVX7JWz6HhY8B8NuhFG3g0LkjveJbSCpHRTsCr+JA69AidRMH7Md3xmvsqPZiVzx3+XsL6pamuitP3cysXdz/n3pD8RmLpUzjKSodzDzut4NG2XmtSRJ0aMRzhGXmgxVhQ6jxIVtOCNvQ8PYCVeSpAjzFYsGbIteqrkBkreQ2M8vZHjsfnbnuflk6S5KfcfwgrdwL7x7eq0ZzOrqj4j/9T7evLB7ldcXb8/j0jeX4PEHxcyQ9iMhqX349Y26vUoWdJE3wKPfrqfUL8os3DiqJY4FT4UP5v14Hwy5FiyOuscpSlmWdj2y2g7l98Afz9ccuK5sw9fG6xdLTUooFEIp2Q8fnlv7Z3PtZyg/3IuKJs7ZBmgo6ENvCD8wvSdamrMeWyxJUoMESuHAWvji6pob/WohcX5f/IooKxIhPk0hMPyW8ANTOqG3GRyx9WKJJa/jGZz71ppqgetyP647wK1fbsXdYXzkMr4lqZGqqHldz7IhPpl5LUlS9JDBa6nBgj6PaJJy0ccQ26z2gQMvh87jUSJVC0+SpPrRgrD45bBjYuf+jZtGNuc/szdzzCpIeovgl4dE9nUd1LUzaW710L9tUpXX1+wp5I+tuei6LrKar/i27uPTgMtFvWCT5eBLgaDG71tEPeF4m5lx3Zqhrvss/LbnbRclRS7+FMy11ABWFJj4bFmN0sOgACtmGBv75ws1BzykJk3V/TDvSRHYqsv6L6E4k6AvzLgypSGV4v5Xo/U4s/ZBiW1xX/AZpZql9jGSJEVGKAC/Plrzw+fKFr0sAtmawfr2Yfg0M/ldzyPU96LaB8U1x33hl/y6OR+f3x+R9RZ7/TwzexvFYR6i/7Ypi125EWwSKUmNVEXmtbHxsTbxQKfQI++9JUmKHjJ4LTWYEvKi/PG8aBJ23TwYdQfEpFQMaD8KznsXRtwM704GInMxLUlSPYQCsPwdYzeze5aTpLjpkBbLz+vr0ewwkvQQbPnF0NDYv17j0kHVA9Nv/bFdTJVUzZDQGm5ZBmPugZjUikHtR8Iln8HEp8BatZzClqySg/2f0hPs+AsPlDWNNGDek9Cyr1jnwMtFfVIQmWHdJ8O186DfRQdrejaYrxg8+cbG7l8bsWCG1Mi4fjA0TFk6HTXkMzS20Bvk7DdWk3fyC7jPehdaD6p4M645gbEP4L76d/4xN4d3Fu6IWMBKkqRaFGeK43g4Ib+4Jg9FZp/MyCnm3LdWkz3mn7jP+RDaDa94MzaN4Oh7cF+7iP8sLuaT5Zn4ApE5z6gmMz+sNdY4dvqCHRS7637YLUlNnb+BmddFHlk2RJKk6CFrXksNpmhByNkM2+fB1jkw5Gq4dYUIkphtkLsVlr0JX98osigLdlcNHkmSdOQFvXBgneHhes5WWiamsH5fEWf007AY7Q4TKQW7w2eXlVFzNtOuY/XT2LYsd8UFvskiGtCNvUeU6tCDoFpEQ0hbvMiEPoSp0mu6rqMYLLcgKKI+aVI7OPUpmPScCCSYrRDwHl6pkCqrqcc2KXJKdVQq3Gv8oUTOZvFgyICMrCK2ZZcw7oWlnD2gMzec8THNkuLRQ0GCusIXK/by9uur2ZlbyuS+LfEFQtgOs/eoJEl1yHYZH5u1UTy0Dle+ygCTorArr5QT/7uMKf3bcuOpM2iVmkgoFEBXTHyzcg9vvrmObdklnNyz+WGvr1xusQdf0Nh1wLbsEkKyLKEU5XwBsT9YDAavyzOvi2TDRkmSoogMXksNpiumijqx2Zvgh3vFH0uMCNZohzztNduO/kZK0nFPrde+p5usBEI6FpOCWkNg94irz3HCZCEQql7gxGJS0PRDXj/0Rr6O9XRvGY/VpOIPaewt8GCKawaxabXW4K6i41gwl62rPLu6vCmjKYIRPovDcCMt2o+qMUgvNXG1laapicmK0cl2VrO46XX7Q3ywZDcfLNmNxaRgVlU8h2RWWs0qBu+lJUlqqPo0YDTbxKyjCOiYHo/DYsITCDFz2R5mLtuDWVWwmKofC8Z0TsZhjcx6LWbjD1wtJhUOPd9LUpSpb+Z17MHMaxm8liQpesiyIVKD6ZZYdOfp1d8IlFYPXMekGGvsKElSZFljoMcUY2MtDqxtB7BhXxGn92lp+CI5ohLbVi0/VAdP54ks2l29mdM4Z7P6B959JeLYVZSJooWY2KeFeDmo8c3qTAIDrgy/DEWFYTeApR5BxUpiY2OJjTUYpNCCMOgqY2OHXos83UehhJYQl25oqO6chGrwwVDPNsk4LFWDR4GQXi1YBXBaz2Y4LDIPQpKOqDZDjD/87DElcg8rtRBn9m9Z5aWgVv1YYLeoTB3UDoslMjXwEx1W2iQbyxyf4EzDZpHnNym6lWdeG615HXMw8zooesBIkiRFAXm2lxrMHPCIRmfW8LVb9UFXEdLkyVOSjjpFgY7jIC78lF6t17ks2pZLYoyFTs0OsyZzQymKsaCsNRZ6n8PHy/dVe+uGcZ2JtRkMqIWCUJoHaz4FTwH8/ixxn1/A309tT6tEEYR+feE+fENvgea9617Wyf8QJUnqy1sExQdo7d9G6+BOUc86XIPFUAD6XwRtBtc9bszd4C0wXDJCajqUgBd98LTwAy0O6Hdh9YfKtQkGqgWsapIaa2VMt+aYQg2oN+srFg2fd/4JGb+DO1v8X5Kk6vwl0NPAQ+iE1tB6YMRqXsc67DwwsQdtU+oOJD99di/UCPa1MSkaVw5vG3acxaRwyfAOOGxyZqcU3Xyh8uC1sQdTZlXFZlYJaTpuv7z+kyQpOsjgtdRwJpWABvp579Q9RbH1QBh9F2ZFZmdJ0jGhmuDCj+ouM5DWDc/4x3l9URbTLxuEzWh6R6RZHOij7xTHjdqoZkrPfJuvVmWS6656k/5/pzlJizN4I6vr4MmF7++AbifDO5Ng+VuwfR4J8//O9zcM5KQe6ezOK+WWL7bgvuR76HtB9Qy4xLYw5X/QfgR8dR34ioytP+ARJZc+vQz+48T0wVmY3psMz3aGH+4RQfXaahpbY+Hb2+CCD0RjyEN/t/EtYeIz0Hsq/DWjfjWypabB7IARt0LbobWPUU3o57xNKBQCk7FzcJwa4MFJPemaXvsDLJtZ5Y3LB4kHL/WZaRAKivI7390Oz3YR+9yMM+DfXeHzaZC3XdSGlySpgiUOfdK/IaVTHWNi0C/8SOzr5sOvd10u3qzx3U0jOK13i2qzsTqmxfLWpX05uUdzYuwNm3FUE5vVysXDOzKic+19chQFnju3NybFWG1sSWrK/MH6Ba+Bg0kcsnSIJEnRQt7NSg1nT0BRFPTUrnDZV9B+5CHvJ8Hwm+CimYR0BZ8MnkjSsWG2QfOecN086Dy+6pRiayzaoGm4L/+ZGctzeO6CfrROdmA+2o0ay3gDIb5aX0jJBV8RGn6rOI5U1m4EgSt+YqXak4d/2H7w5W7N43jlkoFcNqKD8axrXzF8fjUMngY/3g/5GQffMq96j5Rvr+D50RrL7xvBub2T2JTtQz/1SbhjLZz1Kpz+HFzyOVwzG0oOwLuTYfNP8MG54C+te91BvwhcTz9BNL2tPK0z6IPVn4j3astG1TVI6QzvTxW/0zvWwNmvi226eCZcP18063x7ovj+ItUoUmo0fJj5en0+pRd8jjbqdtGYtLK2w/Bf/gMLtV74TLHG6+aarcQpHr68pj+XDWtLrLWihIiiwOguaXx73QB6xHtwWNX61XL35MHrY2DdF1WzQ3Udtv4Kr40R+2FI3mxLUrlSUwxBXYErfxAPKy0xFW8qCnQ5Ca76kaA9hZDZUdFnIQLUvC0kfXE+zw7zsvy+Ebxyblf+c1YXvr+2D7Ou6cXY/TOI/enO8LOF6inGZubNywdx24mdSImt+v30b5vER1cPYUL35sQ5Ihc0l6TGyhcUiQz1ySuJKTt3F8rgtSRJUUKmwkoNFgoGUdBQXxsNvc6C054W2X9520TWR4s+sGkWvDMRnJNRx94HRLBhmSRJxlliIL0H3imvY1V1lLztYLKgp3Wn0BvAZInjspHxxNsjU7OyoTRd56kfNvGS3cxtY6/glFvvJ7B/AwS8qKkdKQja2FoAvdsk8tVNI/H4Q6TH20hPsGMzq/ULuvuKoDgTUjqC68fq72fMJz5jPqR2YXLLftBsGsz9Arb8Am2HieOd60fImF812LZ7CexbAR1G1/GNBuCTS0T2dW0KdsKsu+GMF6sHn62xMO5eWPc5fHYlxLeAdiPE73nLLyIgHvRB5wmQ3sP4z0RqMkIoPP2TixfnmLh1zGVMuuVe9GwXBDwoye3JDth4deF+Zi5fx5Nn65w7oA1mI/Wpgz7UXx4ift8q/m/EPfzfyRPYsi+PQEijQ3oitpK9JCx9UHzG7lhrfIO9RfDNzVBUvdTPQf4SmHkJXL8ATMf2WCRJjYVN82D64S7I3QYjb4EJj0DmalEKqFkPKNwNf/wHy+6lhG7+K3Ir9hbBzw9Bxu/EZ/wOKZ2Y1GqAeCC+eR/sWFAxO2j8Q2CLj9y6gVibhRvGdeLGE7uy9UAhHn+I1smxJDosOKwmTCbjjR0lqSlrUOZ1WdNGGbyWJClayOC11GCBoB911Uxxs7nyA/GnWXcRRAn6IGvDwaxB88oZaOPuO8ZbLElSxr5crFYrnTuPAEABkhtR4tK+Ai/ZJT6yS3zc8eVmEn7YjrNFPFazjayiDLZklQCibMEVI9tz+4RuxjOtD7XhO1FyYetvIpO5NrlboXCPyGr+6Hzwu8X/67Lwf+IBnj2x5vd3L4WiveG3cdN3MPn5mt+zJcC1v8EHUyFnC6z/qur7Pc+CM182nnErNSlZxT4OFPkAuPvrzTz643a6t4zHZraSVZzB5gMlB8f+uC6LiT3TSTQSvFZUkRkd8BD79ZUQk0L/Zt1FhnXhbhFAK7f5Z+gx2Vj2dcgnsqvDyd0mrh/aDAk/VpKOB7oGG78VD0m/uAZi0yDNKUr2Fe4W5XbKBHYsItT5BKyRaKQa9IqHs+XytldZVxWLXoYJD4sa+xEUYxdlwPq0rb2EiCRFu4YEr+Ps4hhQUCqD15IkRQcZvJYazBT0YNn2c9UXszeJP4fy5KPl70Rt0fPobJwkSbXy+yPTzOlIKJ8aWa7IG2TZjvwaxmms31dEUDuMepcBN5hs4gY9nJgUUYPa7za27NytVUuBVFmvFzZ+Z2w5oYDI5O52avX3TBbRoOu6+XBgHaz8UDxMTGoHQ68VWXC2Y9R4UzrifIGqDRiLfTXvKyDK8Ri2b1XVGQGlebBzYc1jN/8EnU6EGAPB6+3z635IVNmGb6DlAMN1uiUpmmm7lmKqPLvHnSP+1MC+5XsC7YeCJQKlogp2GR+bu1kkrkQ4eC1JkrjmhXoGr2XNa0mSooy8K5AaTIWKqfLJHeCUf0K7YWLauhYCdxYsexMWvyrG68HaFiVJUlMW9IsAsMkipjErJrCWHQf8JWWva4Aedlpxq0QHilJ73LeyjmmxWA6nNnfzXrBnGTgniv+b7XDig6LJoT0JUEQdz80/wcIXxVRpo+pqjqlrVev9hlPXWNUkMqvbDoPmfUAPiSzY+myr1CS1SHSgKqAZ2ldiMCsGBgJoZZ83xQwXfwat+onPk6KIfd1XCDMvh/2r61ebOugzPjbkF59leZkqSahaPfazkJ+IFdOo7zlPMR5YqxdPvsgyV0zi2GC2169RrCQ1cRWZ18a/prxfRYGn8SasSJIk1Ye8K5AazGS2oqf3QOl0Igy9RkxZ/+DcsprXduh6Coy6HUbeBu9MRElqe6w3WZKkSAoFRND6rxmw4l0oyhRlMnqfCyNuFjec394iZmOYbdD1VBh9J8S3rDUj2GRSGNu1GfM3Z4dd/bVjOhFjPYzTWMdx8P0d0LIf9DoHJv8HstbDD/fBrkUiyNyyv2g8e/0CkY2a3lOUNAin22m13/ibbdCir/HtbNbd2DhrTPgxUtRQgBOc6fy2KSvs2GtGtiXWbjDY06w7dJsEU1+H/B3w472wfa7Y35t1h2E3wLQfYeciyFxpvCxNi97GxoHY7+rTCFKSopiabvAcAOgt+qJaI5T9nNJJNIL11Dyjo4oeZ4I1wjN9vIVi3X++KHro+N0iWWbwNOh3oQhoywe10nHAH2pAzWubrHktSVJ0OYyUNem4Z4+HsffDgIth+gmiEVPmKpGp6M6GVR/Cy0Nhzadw7W8oHKGMDEmSjr5QAPIy4MV+8MtDouayv0TUcV74IrzQWwSth15bdkzIEceElwbD8rfAV1LjYhPsFh6Y2B1rmIzq03q3IDXucG9aFRh7r6jbO+VF+PE+eGcSuH4QN8zeQlHv8+MLYOalYjr0qU+FX6xqguE31j59WjWJG28jN90t+4k+ApJ0iASrwgOndMIWJhVrQo90WibHgdHmZtY4mDodFvwbXh8j6l+X5on9eM8y+OJqsZ+0GQwjbgOzwSBzSmdI7WJs/T3PPHJZnJLU1MSliwc64Zis0P/iyDU7VRQYeGX4cY5k6D5JnNsixVsI676E/w6A5W9DyQFxjXFgHcy6C14ZIY5LQZlVKkW3YEgjpOkoQD1i17LmtSRJUUcGr6XDopjN8P5UyNlc+6Bf/46+a7FsGiZJ0STog3cnQmluze+H/PDlNSJTs+O4qu/NfkQEhbWa6/C2T41lxrShB+v1pcfbuHtCR76/tjezb+zLjzf044UL+h983zBfMXgKRGA66AOrQwSRu0wQmV1rZtb+tdvnway7oWVf6HFG7eMURTRJDDelWVFhzL11j1FNcNq/RCmmMIIhjcJSP4WegKxveLwwW2mTEsv7V/Sla3ocd53cjY+uHcbnN4zglUsGckrP5pzcM53/nt+HWFM9asObrbD+S7FP1CZzlXigE6pHKRCzDSY+Ez4ofeLfjC9Tko4DiiUWfeK/wgaH9TF3oxipuWWUJQbG3gOtB9U+xmSFCz8SJT0iaf9amHVn7XXyC3bCu5OgPiVVJKkJqsi6BqUeD3XLr5EL5DWhJElRQpYNkQ5P5hrYvybsMGX+v6DDmMhlg0iSdOyEArD641obRlUZt+hlGHKNCFaXS2wLxftFZpVqFjfIlRqzOawmBrRLYsmDE8jMzadtohVl9UdY538DgVJIag8jboIW/YyVyvC7IdsFi14SjRTNNug+GQZdCapFZI0tnR5+Oes+h9OegskvwohbYf6/YNucivfbDIEJf4dWA8JPn7bFwYib8bUbi78kF4I+YvctRF3zCfiKRPmVc94SwfI6AhbeQIiQpvPNqr18s2ofJb4grZIcTBvVgf5tk3AcTlkVqdFz2O30bJPGFzemM3PZLv7zy2Y8gRAdUmO5YVwnnC3iReC6PlPrdQ3++E/4cTsWQHEm2A02hjNZoN1wOP99+PpG8TCpyvtWGP83GHiZfNgtSZWZTCjpPdEv/hTl86vBW1D1fdWMPvoulBG3RL5Jry0OLv8Wlk5HS+lCaVpvdNWC1ZONLWM2dD9DlPKIZA1qT744v4YLxOdtFw+Wu00EVeZjSdHJF6h/yRCA2LLrv0KZeS1JUpSQd7VSw7lzxVQ+IzJXi0CV0ZtcSZIar0AprJhhbOyGr0UtadUE1ng440XR2HXlh/Dd7aAo6J1OgD7nEdIVzHZx4223mMBfSmfvBpR3LxIB6HKZq2HjtyJYfOkXItBbG1+xyBDdPq/q67uXwtx/wo2LIXujOD6Fo4Vg5QcQ2wyyN4sMa5NFBOJjUkTA2hpn6Ca6xBvEFzQxY2sSrv0mLCaVU7r146TbH0Ut3IU9tT2giOzwWngDITZmFnH5W0sp9lU0xF2/r4jZGw7Qq1UCH14zjKQYWTs4WpX6gyzdWcCNH6zAF6zIUFy/r4hZazMZ1jGFt64YQlx9rvZyt4la10YsexPGP2z83G6Nhc4T4G4XbPhGPPzRNFGCZMBlYkZCpINvkhQlFHsS3PoX+pbZKNvmgBZEb9EHpf/FKAV7OFLV+bxY0IbdxryNmfw4Jxt/SKNLWgxXjroNh0UlznoE6k5n/G5s3F/viobFsWmR3wZJagQaUu8aKpUNkQ0bJUmKEjJ4LR0GDUrCN4o6yJ0FsmmjJDV9imp83w/6ROA5rgVc/ImoL/3lNSIru3xxG76Bnx9Cn/Q8ge6n41MdYrpj4W6UD88VJUhqsmcZfHguXPZ1zZmavhJRx7r1INFAMeiDXQthy2yRXRr0wb6/RCkRo4r3gxaEP5+HhS9Av0tg0jP1yhQt9QX59y8u3lu0A61SYtn3azJJdGzltUsH0i/VGrYZZXaJj4vfWIInUHP5lfX7irj4jSV8ceNIHNYIT+mWGoVtWSVc995fBLWaMxSXZORx7fvLefPywQebN4VVcsD4BpRk1b5/1qZ8tkTfC0QJHl0X9eHlzCxJqlnQBxnzKfX5CSZ0xd1uMnEdT0VBx6tbwR/Ajp24+f+G0XeAIyliq/b4/GzMLOaa91eS567Y138GXvk9g4sGt+Fvk3sSY4vg/luaZ3xsfe5DJKkJ8gcbFryOLzvn57tl5rUkSdFBzrGSDoMiptsbpNdjrCRJjZiuGb85Vk0isDvuftg+H357okrg+qBAKZZvrie4dS4bdufg9vrh92fDB8Z2LxUNnGoScIusUGscZG2Ekv0w4ha4bZUInIEIXMekGvteQBzzyptN6jqs+kDUwj60BEItSrwBnv3FxbsLqwauyxV6Alz+9lK2ZbsJBGsOSovlBA+WiKjLhswilmbkokeyDqrUKBR5Azzzs6vWwHW5Rdty2ZnrrnNMZbojxfhGxKRUKflTL6oJbPEia1sGriWpdqEA7pg25Lc5CbMtli1ZJTw7bx9PztnHHFcOjrh4imI7UDrkltprRDfQ7jwPF725rErgupyuw0fL9vCP79dT4qlH/fsw9PrM0pT3FlKU85VdC5rrmYNQnnmdXyozryVJig4yeC01WNCWjD7gEmOD07qJqfaSJDV9Zjv0vcjYWOck2LMcup8O858JO9zx28M40x18vmIvpe1PMLaORa+At6jqa74S+P3f8EIfmPOYKHOy+FWYcQZ8fCGMvhNG3CxKH3U92VBTRBQFek+FrbOrvr76Y2NlRwB/SGfGwh11jgmEdJ74fgMFniAef7DGMSZV4Ye1mYbW+fafOyjy1rwcqekKhTT+2Bqm7nyZt/7IwO0z+BlI7wHxLQwN1QdcBhZZ5kOSjqSgpwhfcjcOlAQY/9x8Ln93Be8t2slHS3dx/1cbGPLPOfy0/gAhWzwlpSUiUzsCikt9PPHDpioliWryyfK9uP0RDJqbrHU3iaxE73cRAYssSShFr/L9z1yPZo0ADosJk6JQ6g8dDIBLkiQ1ZU06eO10Ols5nc5Cp9N5Ry3vX+50Olc6nU630+nc43Q6/+N0Omu8y3I6nac7nc5FTqez2Ol0ZjmdzrecTmf6Ef0Gmji3PwjtR0FKp7Bj9VG3E0BmVklSVDDbYPBV4ZsSKgoMvxFytoDrR9GIMJz8HSgH1rF8Rz5KjylgM3BTWrCrarZZebmQpdNFiY9DZW2AGZNh6HWihEHxfuhv4EFc11NFk8r9a6u/t/AlUQu8Dv6gVq1USG2WZORR5AmwJ9+DVsMXFPsCYQMK5fbklx6pUqjSMXSgyBu2n1m5PfkegkFjU4cDIQ192I3hB7bsB6ld8QflgxFJOpI0RyqZxX4ufGMZ+4u81d4v9Yd4fJaLz5btgphm9S/lUwu/prPAwAMyXYe3/9iO1xeZ9bpxoI+5O/zAuObQYzKlgchmm0tSY+Itb9hoqt+VnKIoFXWvZdNGSZKiQJMNXpcFob8EaoxsOJ3OB4AZiO/xf8Bq4E7gF6fTaT1k7EXA90A68CrwG3AlsNDpdCYdme+g6QtqOvO2FqBf9g3Et6x1nD70ekLdp7Att/oFtyRJTZTZDpd9WXutZ0WBic+Cv1SU5shxGV60JWcjCQ4Lv2/OEhnb4VgPyZp2Z8OqD+v+GncOLPgPDL0eZt0DJz0KncfXPr5FX5j8PPzyt5rfz3FBsO4bd18whGu/sfIiANuyS/hk6S7xoPAQ9nrMH3VYTciiIdEnxmL8Es5hNWE00r12vxd98NXo5aV1apLcEf2Sz/h5S7HhhyiSJDWMT4OHv9l4sHFbbZ6ZvRVUc8SSRXbnlBh+QLY5qxR/hLI7S31BAm1Ho4+9r/ZBManoV3zHX7uKQJ7hpChWnjVtqavm9f61sPZT2L+ayvtDnE2WDpEkKXo0yeC10+lsD8wHhtXx/uPAImCwy+X6P5fLdTrwD2AEcF2lsXHAy8B2YIDL5brP5XJdCFwLdAZqiVRIZkXnvSX7+HGnjn7TEvQTHqiYaqwo0HkC+mVfEzzhIc5+cw0mk2wYJklRw2KHFv3g1hUw7IaKDGmTBXqfAzcshI5jRQa05geTzfCidZMNf0jDlRsyVr6g19SKILqvBBb+19iK1n4mAtYlmaCa4YIPYOob0GpAxZi0rnDa03DJZ/DNLaJJZE0M1OxVFAWr2fhp12JS2bC/mPwaMmZURaFvm0RDy5nUpyX2egQ6paYhLc5Gm2SHobFTeqcSZzYWWAppOpe+vx5t0nPoF30iZliVS2yLftJj6Dcs4MM1JfyyMQulnlOZJUmqnwJPgBW78sOO8wY0vl25G02JzPW2pR7nK6tZidgMn1ibmetmuvAPvRl92s/gnCgaRYMIWo++C/2WZSzMiWXj/mJiTDJ4LUUvX7jM69Ufw0//B3/NgJ8ehDWfHnwr3i6bNkqSFD0a2GXn2CkrEfI4EIPIkK4pVe46xPf2pMvlqny0fhK4HbgGeKnstYuAZOARl8t1cE67y+V62+l03gdc6XQ673e5XLJY1CHsZpWTe6Zz0yfrGNk5lb+fehXdRt8FekhkfnhL+Wh1Ps/OWIzVrBi+yZYkqYmw2MHSAiY8Aic/Ll5TFAj4wB4PAS/c+CeoFtEwccG/wy9TUdA7T2DNn1vpnh4LpWFmbFjjRPPF8uCxFoD9a4xtf6AUCvfA8FvEdltiodc50PUUEQzXNSjOhL/ehddGiWzt2jgnhy2jEmMxcVqvFnyzal+d42xmlbMGtGZYhwR2ZKdSUOqnXUrV7PIYq4kbx3Xmxg9XhF3WJcPaY6tvpx+p0TMrGtOGt+bxH7fWOS7RYeG03q0xYezmtWfrZFbuKmDA0wt5aFJPpl44E7PVDloQHYW1ewp49M3VrNxdyOuX9MPc0IaNkiQZsmlvgeGxK/cWc2b/ILYIZF93TE8gwW6myBtEUWBc12YMbJeA3QR7ioJ8vybzYCPHU3qkEWO3hlmiMTZVZ1LPFPo9vYg7TurG5ZP+h+P8JHFO1jW2HSjknzO3szQjlyX/N65eQXZJamq8gfLM6xrezNoAKz8QD3da9IHMNbDiPUhqD+2GVwSvZea1JElRoCnecdwB7ASuB7pRc/B6bNnf8yq/6HK5vE6ncxFwqtPpTHS5XIWVxs6tYTnzytbTG1F2RKokEAxxZv/WvDR3K1cMbka7FDu+FR9hz9sEZgfermcyqVsbVu9Ko1VSLHooQNP8yEmSVKdDS4eYym5gLfaK15LaQXpPcaFdl87j2VWk4TpQzMQ+rWBFLWVJ4pqLrOkx91TPeq5P1pnZDn3OFXW8AUwmcCSJf/s9IpPlj+frXoY1DvpMhTBBPFVVGOdsRkqs9eANf2UmVeG+CR24ZGhrzHsWYZ8/k6uAoPsE8I8CVRXbW7assd2acfHQtny0dHfN35qq8Oqlg7DUs06i1DRYA0VcMKgVi3YWM3vDgRrHOCwm3r20JyaCVevC1yEQDHBm/5ZYFJ2Tu8bj3bee+O0/QsiPp1lfunU/nSuGNCe3xM8YZwuCRoq4S5LUYKa6ygUcOlZRUJUIBXO1EOcPbk1hqZ/7J7THWryThK2fgM+Hp1VPHpgwhbmubP45excT+7aJ2AxLswqn907nz4xCnv5pE0//JF63mlX8ZWWKbGaVGZf2wqzoFedvSYpC5aW5qpUN0TVY8rr4d6cTRPPxhFaix8xf70KbISTYxfVxbg3XnJIkSU1NU4wkXg/86nK5Qk6ns1stYzoDB1wuV0kN7+0o+7sbsKxsLIiyIXWNlcHrQ9isFjw+H7/dOgTT0texvPaGCCbFt4SQj4TZ95AQ8PDkOR+gJrYARTZslKTjlmoWJTnenQTewprHxLfEPeklnv56DyM6pRJvt8CYOyGloygFku2CtG5wwoPQaSxkLIAdC0RgvN0IUACzAzqdCLuXhN+muHRIaitmi/hLRdZ2eeBbD4E9EcbcDdvnwb5aMpxVE5z3TpWAuT+o4QuGMKkKIU3HalKxWcT7JlXh9csGcckbS6rULzWpCu9e0otBbCRm+tmiiWQZ86KXRPmUM1+GdsMPZnjH2sw8dHpPhnVK5bX529iYWXxwWeO7p3P3Kd1olxJDjLUpnuqlsKzxxAbcvHhWJ77uHM8bizLJyHEDYDEpTOzdkntOaEW6WoQtN1PUbTfAZrHw2OldCOXuIObDU8SDopb9wWwjZsccmPt3Jo68i9NuuZh8t4f0xFoeMIVR7A2glpUcCWk6CQ55jSBJNRnQIe3g+URRYGTnVHq2TMSsKuzJL+WXDQcOBrgmOFOxWyOzL8XYbdx7Ume0wr04Zk6u8vDZATD7fk4adS/jb50mzpmRuq0024i1hnhyUnvGdEzg9YX72JJVgj+oYVYVTu7ZnHtOaE0rqwe7LBkiRbnyzOtqZUMOrIPcraJsX8dx4rV2I2HXEijcDdvnEm93ApBXIoPXkiQ1fU3ujtblcv1sYFgqkFHLe+VRk8RKY30ul8tjYGyDeDweNm7ceDiLaJTsdjttW6RiWvwKSlwzuHEhbP0V8raBLR7OeAE0DceCJwmd9Dg+azIbN2451pt9xHg84iMUjb/r2hyP3zNAjx496ny/Me/zx+p3Fh8XS6vk5qjX/gazH4HNP4FWVo3JZIWeZ+Ie/wRPz81k84FivrthEDFF2ykyJ+FtOZ6Uq85A0QKoZiv8+neUb26EQKXDtiMZfcSthIZch2notSgLnq1Yfm1G3SFuxhNaQ24GLP5fRU3r1oPRR90BLfvApZ+j/P4srPqoauC93QhCJz1OaVx79mzdQWJyKrEJSXy8dBef/bWXnBIfyTEWpg5szWXD2+N1F1OQm0279BZ8ffNInpi1kYXbcgG47YT2DFI3E/PpRTVnyBbvhw/PQ7v4c3Lje5CTL7ZDVVWGtkjkhGuG4g3qePxBUuJseL0+/O5Cdm7b27BfmFRNXfv9sdjn27ZII3brt8T0mMx5abs485oB+HUTgZBGXIwd7cBG4vRMyNuD3mE0WzN2EQxWb/55qNbtOmD17Me27BW44EPwFcP2uRDyg3MSnPYUttWfoK39iGb9LmHrli1omrGsbrPZTFqL1uzK9/L6ggyWZeQT0nV6tUrg2tEdGNAuiZz9+/B6j68Gz8frubSxayz7fOt2HTipRzqJdhN3n9iWmNJ9xOwQsyG8/Qfx1JRRzFy+lzcW7mV0t+Zsrsc+WZfY2FjaJKio70wAb0H1AX431rmPous+SvtdxcbteYe9znJ2u512LVI5M3UXE6/qgzuk4PMHSUmIQ8vdSqwpG6+1BZu270YP01VS7l/1czz/vBrLPl/Zzj1l13u6hs/nY9eunQCkbPiGOKAkuTvu3Iqa+PZmg0nc9Qv+1V8SbHYLANv27GfjxvDn/6bqeP7M1kX+XGpW+ecS7p5ealyaXPDaIAvgq+W98tftDRgrVWIymTCF/Cg9JkPGPHhpMHgqNZSZ85jIhjzzZUzbZmPvfsYx21ZJko4tHYWQrqDEpqOf/jzKlJfwZm7EH9KxtOzFil0FvP7lTtolO/jhhgHE//4IpjUfEXfZt3jt7dm+5wCd27ZE+eRC2PFH9RV48lF+exyTosCAy+Ckx+CXWvrtOifB6DshpbN42Ja7DdK7i8aPRfsgczVs/gll80/Q80yY+Ay0HixKlOxfI4LmaU702DTySwJkH8ghMSWV/KCV056dS5Gn4gah0BPgP7O38Pr87bx71WDapjUj0aKRrBTz/Pl9KQ3obMsq4YROsZhfu7Du0g66hvrDXaRc/8fB4LWmaRTk51OQn4/ZbEZVVfbnhwiFZJuGaKcoQM8pMPtRLMOuxxLjIDbbJWq5WztCenvY/AsEvehaCJPJZCh4HYMH8+6FMOIm+OqG6rMOYpvB+IdR07ujKDqqqhoKlJlMJtJbteXpnzbz8bKqpW4WbMlhwZYcxnRN45WLB5CduQefr7ZLM0k6vsRadJ6f2h21aA/2z8+C/Wsr3gOIb8FlJz/F+beciKIFItZENS3eivrLfTUHritRfn8Gx+BrsFgsBAKRaQzn9XrJ2JtFWlJPEhwx2PMyIOQFf3O01PZkFXvJz6yjD4UkRQl/SDycMVcqG6IEvcRmi3OzN6VnlfG+5K5oe+djLd5JYmo+YKLQK68JJUlq+qI1eO0BausaUl4Yzd2AsQ3icDii86mOrwQ9LwNcs2DeU9B2GPS7UExvD/phz1KRqfjORLh6NorJGp0/hzLlTzWj+Xs81PH4PRvRmPf5Y/I7C3hF48PvboYtv6DoGnQ7DYbdhrXdYPaXBGmRmsxrFzaDLbOJ/ew22LcSAPWr60i/eQnpzZrDmpk1B64rUWJS4Y8XoNcUOOtVmP8M5FeaiHPKk9BlPPz6d9gyuyJYbImBvufDRR/Dzw/B+q/E6xu+EaWQOoyGRa9AxzHgSIbMVSi7l5I24WHSmvWg0BPgtGd+qxK4rsztD3HFO8tZ8X8jsW/4AmbdRfxZ75CbNJwDxT78uzdjLtgV/meZvwNTziZ6OAeCvwR0XWSuW2PCf610xByTfd5XIuqxT3waFr0MQR+07AdmqwhaZ62H3udCQmvUxa/RaexdYDHQONlTAG2GwtunVn0gXc6dDd/dBhOfQTE76NqpR/W68zUt1h/inYUZ1QLXlS3YksMj327g8TN7ibJBxwl5Lm16juY+r7tzcHgLUN49ScyEOFTxfqxfXoVl6hvQrAfduvQUJa0Ol6cANs0S/07uCKc+CWldxbJ9xbD0DVj5Pmgh1L/epsuo249c/elWfQ7+0wS0iIMWLVsZ+lK5f9WP/HnV7Fhd2yfs3QLkYbeasdlstGvXHjJ+F7OhkjuQ1s5Z/YsKBsHOhbQLZABdCJrtUf37lJ/ZmsmfS83kz6XpitbgdT61l/oof72w0li70+m0uVyuQ9N8Dh0rVRbyo8SmiuDO9b+LNLC/ZsCGb0Wjtq6nwC3LYcUMEUAa/xDYGlYbU5KkI0wLiYxiXQMtKIK5unb4QdFQQGQ3v3WKCLaW2/wTjs0/gT2Rjh1PgEnPwhdXiPrSlRXuhr0roFV/WPRS+PWldBQ308vfhFG3w5Xfi8zq/B3QvJdoePjmBPAf8kwyUCoa3GT8Dld8J9a7Z7no4J7QGjqfCO4cWPKaCBKmdoZBV0IogD8QYsbCHbUGrsvF2cyYAH76P9A1Yr6+Euegq+l8wt+wrlwa/ntTVBj/sKj7vWamOPYGfSKYMOJmiEkVJZuk40PxARhyNWz4GoZcA5u+F5+LgAdSOsGgK0Qt9pwt0KKX+KwYCV77S8TDnZoC15X9+ne4c714OGUgeK2jM/33mtqLVPXNqr08PLln2HGSdNzQgiiz7q45cF2JMuvusn3SA7a4w19vXtn+Ou1naN4b1n0urulDfkjtInpCnPR3+PJ62Lscgt7IB681TRyTVFPZMSxGXKNE4vuTpCbAFxRZ01Wab+9dLv5OryX41koEr+OzlwFdyJU1ryVJigLRGrzeDIxzOp2OGmpZdwQ0YEulsaOADoCrhrHU8LqEKAOgbJwFl34BPz0gbqArc/0Ivz4K57wJ8a0ONhmTJKmR8bth43ew8H+iAQyI7OL+l8KYu0RA1EBwqkYhP3xycdXANYgmcAMvFwE2S4wIsp03Axa/Im6Ogz5xUa5axE2rYqrSLKpWui4epAW9MP9fsOA5kTUd3xK6T4I3aghcV5a3HX79O4Gz36J0/xbiktMxubPhPz2r1rvePheWvQk9z8Jy5ssszcitcXEJdjNTB7bh9L4taZvsoNRXiv3Ex7D99Trkbce0/E1MFjs4ksJ/b1P+J0o2vNCn+rYsnQ69zhZNHa2x4ufuLxUBb0UVDyL8bnBniUaUsc1ExnZDf6/SsWeLhYKdkNCmetmu7XNh+VvQfTKc/hyYbIiOpgaYrLDZQHuRgAfWfg79LjK02L925lNQGr6kgKbDp8t3c92YTqhqZMofSFKTpmuQMT/8OF8RuH5A7zHF6N5eN0UV/WwK98J/eojll9v2mzjv9D4Hzp8hrh8izV8iHj4rJkhuJ5oqh/yifFeaU1ybWGRlRym6eQNihqBZLXtB10RyBYj9oCYJLSEmlQT3AQBy3TJ4LUlS0xetwes/gBOBMcAv5S86nU47MBxY73K5iiuNvQoYR/Ug9QmIrGtZ5b4muiayEWsKXJfzFsLMS+GK70XNPHvC0dxCSZLC8bvhi2vA9UPV1z35sOh/sHYmXDNHZB83ZBryvlUi67myjuNg6nRY+xnMmFKR3ZXSCcbeAzcsFAHozFUiIzylE4R84iZ53RfV16GaRB3r7qdDXLqY2rz4Vdj4rcj83j5P1LPes1wE+8LZ8C3aqf/m28KuXJBcgumTi8QNc41jvwbgn6c/w7gXqwawz+zfikcm9+TXjVn868dN7CvwEGc3c0bvcVw27XJsnmwcWSvBkwfpverepl5TRYb1u5Nr35byUidn/FeUbFr/JZzyD5ExvuA52PtXxdjULiIzvdfZ4gGBDAA0PfYkMB8Q+1CwlgaHm74Xf0/6t3hoYYCetVGU9jFi9xLoc56hoZmFxpsw7ivwENA0bJEofSBJTd2+VeLBrBE7/hDnwkhI7ykeaH98vjiX1mTdFyLIPfFZMBuY2WGU3w3uXDELasn0iuC9LUGUKBx+kzjuxaUfuVIlktQIeMszr8sf5uZuEffXjmTx+a+JokCLPiRu+x2APLcfTdPlA2FJkpo0NfyQJukjIAQ86nQ6K1/RPAgkANMrvfY1UAzc53Q6U8pfdDqd04BuwJsul+vwW3ZHI9UkAkq1Ba7LBX0iA9IU3ReXLVu2JDU19VhvhiQZF/DC4teqB64rK8mC986sPTgWbvkbvqr6WqsBMPV1+PhC0VAxr1IZgdQu0Hk8zHsSXuwL758NH54Lzznh0ytg+I1wxv9EyY4WfUQ2tXMi3L5alPDY9pt4mLb4VRHovmMt9DlXLLvNINj6q7HtDvnxb/+TEzrasf72SO3B4jLKhq9pYSphYLvkg69N6deKO0/qxtRXF3L/F2tYvjOffYVeNh8o4bk52xn29HyWZKl47OnQvI9oGFnb9E+AodfCvH+F3RbWfwUFu2D9FyJrfs9ykfleOXANkLsVvr0Vfn5QPKioKxtdapz8xaLfRLh9c1PZw+Pagk+HQ1EwmtGdEmOt9v/x3dM5tWdzWidVfXiSHGut0pxKko5rRh8mgdgn6zO+LgG3mEEZ7tix9jN0f7Gotx8JWkhkXS95FT65pGrWua9IZHxPHyd6aRyJ45okNSK+sszrg2VDMleLv9O6lp2Da9G8N2ZFIxYvIU0nv1RmX0uS1LRFZea1y+Xa5HQ6/w3cD6x0Op3fAb2A04E/gTcqjc1zOp33Aa8Cq5xO56dAa+B8REmRJ4/29jcl+vK3jd22bpsDpuj7uGmaRrEvRDCkkeczkeBIoNgbwGZWsZplxpjU2Gmw9LXww/K2i8yvDqPqt3hdE81bKxv/sGiIWNaQ8aD0nnDGi/D+1JrLg2SuJuiajW/EnRR1OJNSdzEtUhOJ0T0oH0yF/Wurjl/3hbiwv+gTkQ1msoYP/FaiqCbSY00iIG6AddmrXD74elbsyifWauKRM3py7qsL2ZlbWuN4X1Dj2o/W8tMtQ+lsKxaB6TNeFA8KAodUu0pqD4mtYbuxbeGvd2D4zZDUTjwkqMuK96DzBBEEGHi5KDkiNQm6akExUt4D0Be/gnLSY8YW3Ly3eDithcIvt+0IsNgNXQeM6JyKw2JiWKcU7jnFSadmsRwo8hHSdFom2tlf6GX679uYuXwPFwxui0mN1vwKSaqnNoPLgtLhs6/1DmNBicz1th7yoxgpVwKiofH4hyLTdyHog+2/iwfRtfEWivPbbasgFIzKewxJgorM64MPdPeXlfdL6VT3Fya0AnsiiYES3NjJKfGTGhfdiWSSJEW3aD7TPwDsBm4Cbgf2A88Djx3amNHlcr3mdDrzgfuAm4E8YAbwkMvlyjuqW92UaEGU3K3Gxuo6FOwWDcWiRJE3wNo9hbw4ZwtLMyo+Jr1bJ3DjuM6M7daMeHt015Pt0qULqgwwNF05W0RmtREr34eW/erXJMlsE00Sy6V0gmbdap6tMeo2+P3fNQeukzvgvnQWP2zx8PprS9maVUJyjIU/7hqO8s5EkUVck5wtIhh8zRyCebswaSHDdUCVtG4E8nZhMzhVW8ndSr++Ysr02QNaM9+VzY5aAtflAiGd5+fu4qnhQeIXvyxqel7+Lfx0v2hSWS6+BeTvMj5tPG87DL0elr5u7GuWvQEn/0P8XvpcUGMQIKRplPpD2M0mdCAQ0rCZVcwmuf8fM0V7DWdYKrnbAIOfn0ApdDsNNs2qe5wlBqX3VPSg31gjSOC1SwcwoH0KL/+2lU+X7ya/rAa2w2LizP6tuPfU7pw1oDXx9mi+PJWkejLboNOJ4R+m2hPBeVrkehnkZRgequRtFUHnSASvNX/VBs3thotzmjVWbNOvj0LQA6W5YrZR73PAJPvqSNHJF6jUsFELVVwnJ4cJXisKpPcgsaSEfXoaOSU+nMim3pIkNV1N+u7A5XK9C7xby3s68HLZHyPLmgnMjNS2HRd0vX515iI1nbARKPIE+HrVXh75Zn2199btLeLmj1Zyw7hO3Hxil6gMYBd6/FhUleU7Cyj2BmiTHEOX9DgUBWKsTfqwcnzxFoUfU85XDHr4TMwqVJNo5jb7YXFT23k8bPy+ekZnTAp0OQlm3VN9GdY43Jd8x6Nzsvlsxb6DL180uDXqhq9qD1yXK9yDvmYmxb2vwp7SFcfs8GVAaN4Lvz0V1V938LkKs43WiTYsJoXT+7biv3O2hP8a4Of1+3n27HHipvzH+2HApXDmK6IURHlDno5jRGZZPbYFW7yxpnsgaqSmdYXvboMeZ1YLApT6g/y6IYs3Fmxn7V7RKLJzsziuGdORM/u1IsYm9/ljwlSPc6rZjqZpxmrF+YrhpMdg1yIoreP5/SlPwP416K0GGnooFGsz079dCue8spAtWVUbuHoCIT5Ztps5G7P4+pZR2OXMpeNGsTeASVVYt7eIrCIvqXFW+rVNIqjpJETh9VNDaHm7MJ36T3j7tKrNeg912lMoe5YTbDMMcySuuc316IVgtqNjuC1s3YI+0fNiyLUUjPk7FpuDZTvycHuDtG87nA73XoO5cCf2d08Vs6y6n16/B+uS1IT4gmVlQ1QFa/EeMTsvNg3sBgLRzXqQuF0cM3JKfGEGS5IkNW7yjlNqMN0Sg9L9dGMBkthmYup7lCgo9fP3bysC1x1SY0iKsVLsDbI9pwRdh9fmb+dEZzrDOkVPtjmA2xfkhV+38NnyPZT4KgJqbVMc3D6hK6f2ahGVAfuolNCqHmNb1y9YVk5RYdQdou69NbbmG+/mvUVZEn9Jtbe0fhczf1ewSuAa4JJBaTi+nF5tfI2bsPQNTH2uZNnOAkaMuA3LH/+uc3tLT/wHbyzaw81j2osbBHdO+JV0Ow2z1c6Pt4/FYlLYX2SsRnggpFPi9uCwJ4m60ys/EH/aDhMBZYCN38G5bxnflq6niMy7+tQpD/ogdxtoVYPkbl+Q69//iz+2Vl3vtuwSHvhyLR8u2cnH1w6X+/yxEN9C/CneH35st1PRjfadSGwDf74AV/0o6qLvXnrIelvChIfFOd1TiKaYDAXF893ivHlo4Lqy7BIf1723nE+uG47FLLP6o12JL8jHS3fxxoIMsosrAispsVYuH9Gea8d0IlY+HEMr2IUpay1cOQu+vQ32rag6ILGNeOAUkwLrv0RvOSgyK07rKprCefLDDtW7T0Y3OyITvPa7YdK/Kel7Jc/+uIkvV+zFE6h46N0pLZa7T3Ey5pb1JHx1Rd11fyWpifP4KzKvbYVliRHJHY19cUonEtWFEILs7CxEZVRJkqSmSV4RSg0WDGpYep+L8vPfRAOVugyeVi0o0lQVlPp5bf52rCaVCwa35voRLUg0+QkWZ6M6EvFbEnl7yX7eW7KH1+Zvp1uLeJJjoiPr3O0LcvWMZSzeXj0bb3eeh3s+W8OBIh+XDm9HoiM6vueoFtdc1JquqVTHoYbfYLg0QBW2OBh1u8h29uSLpoyHUi2i+WsNSofeyquf7Kr2ekp8XPis63KFu3HY7dz19Va+v+EmUkMBLIv/V73kgjWW0tNfYbXehdcXrKdNgoXzBk7DsuCZMN9jAvQ8E1WB9Hgbxb4AcfUIuDjsNlGqobLdS8Sfcuu+gEFXwe/P1r0weyL0mAIFO0WZFnd2+A2ISRFZ8oFS0CqaX5X4gjzz06ZqgevK1u0t4q5PV/Of8/vJAPbRpmniMzHvqbrHWePQ+5xHSAND+cyleeApgLlPwen/EbOsts8VjdGaOaHtUFj5Icx7Gq6bL8qG2MLXSlcU+HFdZthx6/cVsSffQ4+W8vMUzUq8AZ78YSMfLd1d7b08t58Xft3ClgMlPHNu3+M+gK2kdobPLhUloc56RWRe7lgg9snmPaHVQFgxA76+gdAJf4tY2RA96IeBV6D8+ULdAx3J0OMM9ICxY0FYsemU9LuKS95YzOo91R94b89xc/NHK3h8Si/OPOsdElXZiE6KXqVlwWurScFWWFbKJ9lgQpjJTHKsDYoga/cWYMCR2UhJkqSjQKa1SA1mslgh4IXz3687I7PdCBh5K5oSHR83k6qwcHsOX1zdj//ruo/W315A3Eu9SJpxAgmvDSDtk0nc2nwNP940kE37C+sVxGrMSn1BPl2+u8bAdWXP/uzC7atneQnp2DDbYfzfwo/rcpKYPdFQ1lgYczdM+Dt6jylgian6ftFeSO1a/escyWiO1IOlKioLhoLGpzQrKjqQU+LnjNdWsrrjNbhv20RgzP3gnAg9zsAz8QU8t21kVmlPLv9gPSFN55U/9uIdcrM4htXGZIVz3hBZ47Z4LCYFrz/EpD4tDG3a0I4p6IV7w2e2LXoFRt4qan/WtS1T3xBNGFd9BIOuMLQNDLgM1n4OtgR0a9Wp158urx5YOtSvGw/gDRirvSxFjqYgHgx3GFP7IJMFpr6OFvBhthgMaJntMO5eESh7bTT8cA8U7hGf0bWfwwt9xUOUs15F27cSs8VYRvf8zdkEQsbqbn+zai/+oPxMRTPXgZIaA9eVzVqbycJtOWja8f1ZMCW3hfQesPYzeGU4/PKQOG968mDVx/BCH5j7JOg6yqArUE2RKbvjM8XB2HugzZDaB5lt6Bd8QInXj25PjMh63bqVt//IqDFwXdlj328ghApWWcdXil7eslkHVhVsRWXB68S2hr8+OSkZgANZBnvcSJIkNVLREU2UjgmvpqCbrOgpHeCaOdBlQtWpe7HNYOx9cMlnBEsLCSnRkUVlUhWeP6srXfd9TcxnF1RtrAaQvQnHdzfQ4q/n+PiKvmiawSZZjZwOvLtwh6GxbyzYTmGpzIRp9Exm6DgOTvtX7dNu24+E8949/CZMtniISaHIG0Ibcm3V97I3iazf9iOrvm6249dqPk2t3pUHXU82tu4uJ7F5j7hozy7xce7ba5ny9kbeN01lfq8nyDvpBX4wncjo55dy7zdbDgbY9uR7uPLDDRSf+wnBMfdVDeArijjmXfm9yOAua0brsJpplRTDJcPaE2sNH0C4+YTOxK18I/z3oKgie/3892Dc/aKEyKHbcu1vItP6t3/AmpnQ5WSRWV+X2DQYeh0sfwut30VsOVBEQakfXzDE/M3ZhoLSug6f/7Ub3WhDSSkidJODoM8NU6fDuPsgLr3iTUURNeYv/xYscSi2OMBYADBgssOf/4VLPoURt0DOZlg6XTRQ2/SdWO60n2H/WrQW/fDpxh7QltbjoaYnoBEMHd8By2iW7/Yz/fdthsa+uSCDIm90zNxrKD9m/BMerzhP71wIS16HRS/Dxm8P9nEIDbkOXVHxhyJze7ev0MdjP+9Cv+wr9DF3V226rqjQ9WT0a+eyx9aVR37YcTDIdrgUVeWDxTvDjgtpOu/8uYMS//H9+ZCiW3nmtT1YhMlXIGZBVr4GDCM5VSRTHCj2iaQzSZKkJio6UkKlYyIYDFKkKcQ7UlGyXKhTXhbBsPydInMrpSPkbMaXtQ01rTMHikO0jYLyzyFNp1ucB9uHD9Y5zrL0VZp1Pg0lfexR2rIjyxfU2JlrrIHdwq253Da+hkxaqfGxxYkmgT2nwML/wdbZYipyWlcYeRu0HgzWmPDLMULTWJUVpM+QO0mKa4Hq3i8Cv1kbYekbcOJD8P5ZYv0ACsTZLdgtarUg6muLsuh36u3Er/0s7Gp9w+/g7WU5TB3YmubxdhxWE/sLPXyzLodt2W76tEnk2XP7Yrdsr/a1f+3MZ+KrK7hj3AVMve0OlBwXiq8YUjpA4V7Y9AOMvkNkl5dxKAFUBWZMG8qlby2pNQB8y7j2DG5hQsntEP5nN/5v4mfUYYxogjnqdsjdhh70QUpHFNUsyjf53YAumu59e6sIQM68DPatrL7MxLZw0cew5DUoOYBnxF3c/cEWNu0v4qubRpJXj+Y+OSV+QpqO2SRrjx4tJm8BIUcKvuzN2GKbwQ1/QsEuUes8qR0U7YM9ywgNvBINE+ZAaZXPaW18mglLjzNQ3jsbhl0Ht66A/AzRNDS5PWS7RKmSxDaoqpmApmNkDkSnZsbLCXRKi8VukfkV0cpmUVm0LdfQ2CUZebJsCDqmdiPwTZmObdYt4ho7tQuoZijcDUX7CA26GuXEh9AUFdXgg6pwCj0B3l24g037i/jnpOvpNOZu9LwdEPSiJLfHG4IPVhfyz1nLOaFbMwxOrAgr3+0nq9jY+efPrblcObIDsl2jFK1Kyx7OxLrLHugktRUPjwxKSowDvGRpCaJBd9eTjsBWSpIkHXnH99WgdFhURefFBbu488SO2NuNwFt0AOuWn1BVFfQQvswWmHpMQtFh9qZs+ndID7/QJiBG96Au/a9INwwjdtl/CbXtD+akI75dR1qoHhnkQU2LUMt56aiwxYk/4/8G4/5PZHfpOjgiMwUYEEHV7fMZ2X4svmAIWvZF31UiPiaj7xTN3wKl6Bd/hvLZleAtAB1CvlKm9GvJp8v3Vlncn9ty2BUcQNexD2L9/claVxsadSfmVn144nRQsjdhj3OAIwG9oAjdlEQwsT+z1mby4eKdfH7jCF6YvYVvVu89GHC2mBT6tUlidPdWBEsLsaZ2FQ/pPHlgiRXbXh7cD3hFBvmS17Gt+ojeY+7n11tO5cXf9/Hdmn0Hlzmicyo3j2zBgKRSYmecDBe8Byc8AAv+XRG4L2dxwGlPi+aaFodY73tTwJGMfso/oecUlPKAZMADad1Etu3iV0Qz3e9uhws+gLwMWPmeaO5nT4Te54pM97lPwrbfcF/2M68tzjlYouWNBRlM6tPS8K+3VZIds0kGG48qTz5mRxJ6s27ozbsDOoolBlQLumqB1C7oLfqhFR3AkvkXdBpnaLGxVhWlJAvOfFnMmCjYCQc2iAdNnnxoPRCGXAOpXQnsXY310BkTtejTJpFWiXb2Fdad+WUzq0wd2FpcS0hRSVUUwyVkJAgqVkyKF1OP09G7nwoKKFmbQAugp3UDRUUxx6Ch4tfArvqBw+87khYnlrF4ex4TXsojLc7KqC5pxFitbDmwmeU7K8pdNYu3YVYjc+EXrO/1piRFsfJrx3h3ecmQdvX6+mSb2C8P6Mmw5WcZvJYkqcmSwWupwWLMMLlnCgUlbloemI+S0BGGTEPTReBS1XTUdZ+jdTmVXQV+xkZJMy+TqsDmn4wN3vYbpkg0r2kE4mxmEh0WCj2BsGOdLeJFnRGpaTGQldkgvmL4YCqMvA3znkVYZt0lMkQrS+uGdvYbuJsNxHSHC8u2X7Fs/JpYq8qdY9swa81+3P6KKcm6Dpe+v47Ppl1B69RuOHb/Ds17i8Csrxj2r8XXZgRqt1Mwrf2UGJMJWg6A2Q/DltkoZc0aTY5kzh5wKf6x95JZ4uXhofDIaaPIOJCPpul0aJ6MooeI9+6A+f+CLb+IzNaUTjD4akjtBIoZgn4oOQBz/wmbZoG/BPv3N9Om/Sj+fsZ0npjixOPx4HA40N252Lf/DHNfgbxt8O5kmPI/uH0NrPwAMleLrJoOo6Hv+aIUiD0Rlr8tag3rGpTmonx9gwhmD7pS/O4cSaLx4l/vwtDr4ezXRTa2LV68P+BSSOmMHvSjbPkZfn2Ukm5T0U94nGdmb+f9pRUPCOa5snl0Si/ibWaKfXVPyTarCucMbBOZz4pkXHw67FqGucNItIUvYVr+5sEGnQpAx3FoJz2OktIJfc9SlC7GbliV/Wtg/xpo3gu+vxM6nSAedJgsYr/99HJRT92RhG3jF2ht+gFJ4Resw92nOLn7s9V1DrtqZIeoKbcl1cwbCNGjZTwrdhWEHdsxLRZfQMNyHD8cMwVL0UxWzLoPfe6TqKs/OtgoXVFN0G0i+ilPQEwzAiEFq8kckbqQybFWnM3jcR0oBiDBbsGkKui6TpzNjFlVDgaaLxvRnlhzZPbbZvE2HBYTHgNlSJwt4pETfqRoFQxp+EMaqgKxRQ0LXsdawKrquDUHRZvmkjBRr71UoCRJUiMmg9dSg/mx0qdFLNraL1C7jMMWmwaZK0V9TIsDtfME6HkG1i2zuWbwBJQIXdQec4pqvGaYroMeApp+4N4f0jhvUBve/CMj7Nhrx3QiOfbws36kKOAtgi+vgc4TAFA+Ol8EXw+Vsxn1nVOxXPEzi93NGdjpVPythhAb9JNSuJaZV/Xl0vfXUVBa8fAkvzTAU7/u5n/nnojevAvKsrfAnQWOFPRBV2Jt5iS45TfUor2iJvSilyC5Awy8AvYsgwPrwJOPsvB/2LbPp/2Vs1BcG+DTc+md1A6scXDqP2HdF7Dguarbm7sV/noHkjugdxwD2+aiFO0D5yTxNRu+EaUVdv5JXN4GyCzG1nE07FgCBTtE1vbl38D+dSIoPvNSkX0+4FI45Z/otjgUvxtK88CRLALm7UdBzy1lNU7Lfg6/PVHRmNHiEI210nuKWqiz7hJBdYsd+pwPw64joNpZtTOX0piTcbeZwOy1pfzw0Z/4DmmOV+gJMHvDAa4Y2YGX5m6t81d85oBW4qGedHQpFvQOI1E+vgDTjj9EQ7fuk8FsheIDsOVnTG9NIHTRp4ROeAjNZDeWi2lxQN8LRDmf898TGf3b5ojPUotecPGnUJwJu5dBr7NBM1bnNsZm5pRezXnI3YOnf9pU42yeS4e149YJXY/7MhHRLtZm5sqRHVixa1XYsVeM6ID5+I1bA2C1xUDAjfLWySjZLnGcb9FXPKws2AWbf0LdPg+m/UJccgeCqBG5wbOqcPv4Try/ZA8PjG9F51QrbJuLGvIS6Ncd/ZyRvLd0H3O35NO5WSxefwC74/Cvd/3BEFP6t2LmsvANg68b04kki2wSLkWn0rIHODazis1dtj8ktq7XMhRFIdWhkunWySzwkJC9SVwvSJIkNTHy7kBqMKuqo2ohTL3PRN/+G8qvj1bNpizLBuGMFzEV7RNT7S22Y7a9ERPyi6zLzFXhx8al1xyoa4LiLHDL+C58t2YfB4pqr0U4vns63ZrLzu9SGV8xbJ8vMotfH1f3/hD0Yv/hNrpP/YJBT8zm7gmduWxkJ2JTO9B13acsvvdaCopKSE6Mx2QyEwwEsOJD/fg82L20yqKUle9Di75YLvgQX+eT0UJBVnR/kE3ZARwWOGnEw9jde0n4/VERmNu/BmXOY6J54enPiezSETeLLOhDA9cAbQaLchzzn0H5YpoI8JVzJMPwm+Dq2fDxRSLgt3m2+P6LMyvGqWboeaZYzvd3ihkd856EfhegzHsKRt0Bcx4TzbnQoWU/ke094e8w8xLYv1aUKVnzOQy8TBxzLQ7xZ+x9MOZusQ4tKP622Cn1BHh+/h4WGqg3+9wvLmbfOY49+aV8vWpfjWPGdE3j8Sm9ZbDxGAihoCx+BZNioujKefji2/HrphxKA9CtrYVBk/6LuuYT7F9fj37bKjSjNTITWkNpjviMf3kNbPutapms1M5wyj/BORFdNaGoxoNV8XYL5w9pwzmDWvPOnztYkpFHSNPp3SqBa8d2IsFukZ+l44DFpHJSz+b0a5PI6j2FtY7rmh7HeYPbYLce35+JkM+N+ef70Zr1xD31QwpIYP62Avwhnf5dHHQ/PRbzX29i/fRS9Bv+iNjDRKvuZUI7lZM7dcby/a2iFFXZOdwBkNyBa8f/gxtHjcNUtANvQoeIrDfJCvec0o3ZGw6Q5669+fcZfVvSItEOweLI9eaQpEbEWzbj0GYCJRQgZEvC1IDPeqpDIdOts09PxblplgxeS5LUJB3fV4PSYVFDPggF0F2zUL67vfoALQSbvocD6+Ha30RAJRpY40S9z29vCT920FUQJfX4lKCXmN2L+fqm0UybsYyNmcVV31dgSr9WPHlWb+yurwl2Ow2zXbbQaWxsNhuO+EQKSsUNoc1swmE11WsZmqaLUhK6jqIoxNvNFHuD6LqYihhnM2FSVQgFKSkuRL1uMY7MNSiVA7e1yVxNjDeLge2SefqXrVitZi7sbiVmwAVQsJUWi18VmceqBfOty2HGFMjaUPOy8rbj1s38tD6bf/28pUoDqIe+38qYLmk8f/abJM5/BPPq92HNTFF72pYgAscDL4dPLq6+XEeyyEj94hrR/AbAGofW53yKu50F1gQUbwHxOxejXP4NrPoQ5jxeww8yKLK6szbAZV/Bu6dDUgeRNfvXuzDmLti74mApCLbOEX+6nASXfAYzzoCcLbBvhSgvUvmGxlrz8VYBw8HBA0U+Ckr9/PPsPlw6vD2vzt/G8h356LpO79aJXDq8PQPbJbNoey4jO6cSc5wHmI42k6qglWSTN2UGd3+9lXmbF1eJMTeLs3HPhPFMvmQstnVfY+pzDoYu+yyx4AjB9HGiRvqhcrfBJxfB1Dehw2h0u814iwO/m8RfH4SC3dxwwqNcNaQ7OgpWbzbx8+4SpXcueF+cZ48TBaV+0tt2AsDtCx43wfsYq5n3rx7GbR+vZN7m7GrvD+2YwuuXDsJulrM6TKqCP7EjWb2mcfuXW/hr5+Yq77dNcfD4xAsZetpIbHtWonYYEZkVewqxqcBb46uX+gLI34H9i8vQz3gRJbmjaBxrpIRQOIFSYv2lfHXTSKa9u5xt2SVV3japCucPasPfJvcUTexSOh/+OqVjqtgbEOWiKl9DSpSWBa+tiNl2gdjm1O+KXUh1iONopp4Krh9g7D2R2kRJkqSj5vi4QpaOEA1MVpQf7q17WH6GqAN74kNi+npTZ7JA76nw5wuidEBt4pqL7EtbdNyEK1oQ68fn0uyUp/ns+qvZnu3mi5X7cPuCtE6yc+nw9lh1P7FfXCw635eViZAajxJfkJiUFrz95w6W73QBMKh9EteM6USszUxcmKBJSNPwB3Xmb87mk2W7yHf7SY2zcdHQtgzpkMLbf2SwcncB14zuyOAOKezMdfPGn35GdIzh/MIFhrfTvHcJHdMGsyQjj//M3sqFQ8bD+pnw3S0VGaDDb4KN39ceuAbcZ7zBZxtKefR7V7X3dB1+35LDGa+XMOuGx0nOWS8CxftWiOWe8g/RnK6m5Q+4DDb9cDBwHRx0NYET/y5+Ln/mkV/qJi0+juuGj2GoYkL57Ym6v+GsjbDkdRh6A7QZBEX7RGA7cw2kdoHCQ6ZOb/0V5vxDNHL84BxxTDKYVRtnM3P2gNbM3nAg7Ng2yQ7S4m3EWM30bp3IHSd1o1mcDVWBHbmlfLx0F3fOXIUvqNGrVQIfXzuchAhMGZeM0dw5lIx6gCmvr2RPvqfa+9klPu7/ZjOFp3Ti4k49sPtLa32oUUXIAz/9X82B63K6Dt/fgXL3prLSNAaW6/eIz/lf7wIQu20ONVbZ//4umPRvsCeEX2YTVuINsju/lLf+yGBrVglWs8qJzmZcMqw9OjqJjugvvZXgsPDiRQMo8gT4cPFOctx+kmIsXDSkHc3ibfJ4UiaUs43s3tM4/dWVNfYd2Z3nYdpH63nt/B6Mi9+L2VeK6ojADDhFh3n/qjlwXXnYj/fDnetRiFCyhiOZmNJ8WhSt5dtbRrFpfxHfrNqHxx+iXUoMlwxvhwmd2EXPiRlSUpNV6g+ybm8R7/yZwb4CD3F2M2f1b83pfVtiUhRsloaEaqNHefDapovki4CjBQ25ky4PXu9VmsPe36AoExKMN+WWJElqDGTwWjoMKqx4R5TRCENZ/Qn6SY8dhW06SswOmPYTvHemyCw/VFI7uPzb6Mk2B/SQHwUw//J/xP36N/qOuYcuAyYRNDmw+3KxznpMNKoDEXCTzUAaFbcvyOvzt/HS3K1VsjNX7MrnzT8yuHFcZ24+sUutWX/BkEZmoZcLXl/EvsKqNd9/25RFu5QY3rlqCKqq0L1lAjd/uOJgNl2n1Ppeald8dkp8QX5el8nZ+1dULV3Q/2L4po7ZD0ntCbYfxT//9Weda9pX6OVfv+3m4WF3EfvlpRD0QdFekV1am8FXHczIDgy7hcz+t3PB/5aTecjP5aQuCQza9TZmI6WDVr4Pt62EbfOh7WAwWYE6muqsmQknPgjJHdG6noZq8MGgqiqc6GxGWpyVnJK6j93TRnXErKp4/CHeWLCd/8zeXOvY9fuKuOWjFbx8yUDio6Q5b2PnVeN4bu7uGgPXlf3r1wzOu380dsVgXVhFFbOmwvEVw7ov0XudYzDzWoOF/w0/bO1ncOpThpbYVJX4gtz56apqD5GWZuTx/OwtPHd+P8Z1a3ZcBG8THRYSHRZum9AVf0jDalblLI5DlMa15cEvt9fZMFvX4b5vt7L4vtHoet1Ndg2zJ8G6z8OPC3ph9ScoAy6LzHp1naAjFbM7F9v/+jBo0tM4x44gqJhxhEqwzbkXCnain/8Biin6H/JEq4JSP5e9tZS1e6uWDvpzay5PzNrI+1cPpVvzeOzHcQC7vGmpPeQGRWReN0Qzh0hw2GPvCgFg43cw7LpIbaYkSdJRIefkSA2mhQIoGfOMDfaXQMHOI7o9R5WqgiMV/erZ6Ff9CL3PEc3Uuk9Gv/hT9JsWi7qh5iio8V1GsSeAtSxPTgvC/KeJeWssCdOHYJ1xWkXgGiC1iyghITUKHn+Qmct287/fqgaue7VK4OwBrZk6oDVLM/L4YNEOSkvd4K1eg9QTCDH11YXVAtflduWVcvlbS5k2qiMPfrWWeZuzMasKY7umkRLnwNtunBiY2AbajYC2Q0X5jRoE2wyrMk14XWYJwfi2VQcltIac6hnV5fwDp/HRsn0EQuE/h9+syoRO4yAmRdTzLd6Pnr8Df3IXtGE3idfLme1iu3O3QacT8Ix+gHPeWlMtcA3Qt4Ud806DGefuHFEuZM5jULhX1CNs0af2ILoWhHVfQv+LCbQZjj9oPOPNpCq8f/Uw4uvItD+tdwsuHNIWq1lFR+edP8M3av19S06dwRUpshR7Al+uDF+KJ6TpzFi6l4Bq8CHSvlUVDUHDyfgdQrX3QKhi9xIxm6EyS0z1EiG6Bqs+iJqSW4cq8gS4//M1tc5+8Ic0bv9kJev3FRIKRefPoCYxNjNJMVYZuK6BX43l9y3VS6scqtAT4NdN2SgRmuWo5G6t2s+hLjv/gEgFzQMedhX4mbk7ieAty9ACXuJ+uJmkry/DtuBpQkOuo+jMGTz0Qwal/mDUHiuOlcTEROLjj2zvGo8/yCVvLqkWuC5X6Alw0fTFddY8Px54ysuGhEpAUQk6mjVoOekx4hHzLrWNeGHD15HYPEmSpKNKXiFKDabpYKpHgFILhRpUp6uxcvuD/LYpnxW7Ezm55yOkxVkp8AT4dYub9nnZnDWgNbFRtIcFgwFMfS5A/evt8GOH34I5tubApHRsvDhny8F/n963JTed0JlYq5nF23MJaTpXj+5I6yQ7NrMusqgCpaBpuBU7uq7z7p87yC6rGa0qYv8/VJtkB/sKPSzYnMNtE7pw4ZB2bM92szPXjbnDSLjye0juCDmbQTFB856iBMail0XzQYBWAyixNmPZjopgqdWkihr7lWkBkZ1cy421J60PSxYX1/hetbGBELuzC+jefbKo1X9gHV7Fzmer83AkX82kmx5Acc0i5tcHoccUQEH/v134Q/Dun3vILvn/9u46PIprfeD4d9Y3boRAsBBgcHenLlCjSo36reut3lu9bW/td+vupe4tLfVS3KXo4A7B4rI6vz/OBpIQ2cBCQvJ+nifPws7J7NnNzsyZ95zznsqDd5qmAbXoxPEVq0HnviJoO0rls66u069gB94+VzF1TTaDO7pxlOmPzi/x4bRZ8fgDOG1WvP4AMaER0Q6blbZNovnltuH836+r+H7xNkp86ua/fWoMVw9vyyndmhEVCm7/vSWX7KLwgpkfzd7Ebcd3wGaVvvHDbWtOEQWe8IJFczbkMn6wRnhzgWrxnTWD4RfPCy36GZUEvS5RMxiccWAG1H4Wfgjz31EpCnI3q2PcUvcdwB5fAG8gyNbsYv7emovNojE4MwWX3UJCVO1HfeYW+/hhSfWdDkETnvzJ4L3L+xPnlmOpsVu8JZdwm9vT1uVyTMem2CIxaL82C47X5lxQg3yfxmeLdzN+cAYvTdtEINCdYX0HEGW3sSW3hJlzPYzo4OXYTk0xtmfTq0UCOCtNQiTCVOwLgAnzN+5lW46PpCgHSal+TDP8dTLCZZomc9bvZdm2vGrLFXoD/O+3VTwwpkuNae0aqiKvusY78eF3JWPWYoHksppGq+D1Zm8MWOxqIfD8HRCbFrG6CiHE4dY4rwQiIoJWB4FmvbCu/aPmwlYHWmLrw1+pI6Sw2MM7MzbidFi5fXgzol0OgiW5WFIT6J4ex7fL83l8ksE9J+lEN5Qp9PZoGHk3LPsKSnKqLtdyANYWvdlb6CEpuu4DDwKmrVEjYlsnR/Hc2E50T4+jpDCHQNBkTOdEvl28jes/WkiM08Zjp2bQLmca7t/vw+x9KbYB11OiuVm9s4AJF3emf7tmaKj8178u28brM3fsGzlzes90Ppmzifcu78+u/BIueGMWG/cU8a8T2xLM3wGzXoFVP6kAMagRl93PhXGfqRy7q3+h8OTneX7K1nL1P6VDNJbZC8q/qa0LIPMYWPZ1Fe9aq9V9tGmiFlid8wZY7ZgtB/D6K4vZkl3Mgz+u4dEx/TnthvlYNs+CTy9C2zCV4O3r+XB21cHlNXs8dEzrgWXLvJor4IiBuObqZiK+BfS5FKpbTyC1M2bGCPZYm1Bi5uEIBYsLPX427S3iud9X89vyLPxBE4fVwkld07jluPakxbuIcthw2qw0i3fzwJguPHxaV/KKfdhtFpyhn7LB5135YY6sBXYXePEGghK8rmdMQAs3ENW0q0pXE0a0zEzvs39GTk3cSdCir1rsdOUP8NF5sGul2hbfAvqMhyt+Vd97dzJY6r6Jmlfsw8jK54Fvl7F8+/5Ai6bB0HYpPDG2O/EuO9Gu8OqaX+Lj3Rkbwiq7cHMOeSW+RpE6RFSvttcyzRKhoSJJmeo4DIbRSda8d8TWtbFYrVw6uA33fb2ENslurh6YRozdJOAtJjOtKTGO3bw2fT2n9WyOw+Yiz28hTpqbB63I4+edGRt4c+q6ch3V0Q4rFwxoxW3Hd4jojIj8Ej9vT98QVtnvF2/jkdO7Ruy1jzalHdRuPPiiDi5lCECiS8Nmgd3FUJQ5gKit01T7eeC1kaqqEEIcdnV/ZyCOXhY7gX7XYJ3+v5pHZ3Q+jSBag8lTk5XnZVzvJsQXbcD6472Qtx2rKx48BbicsYwdehtjOvdi6bZc+rVJQmsAq2bne3xE22OxXf4z1g/OgPxKRo5lDMc870MKgw4smqQNqS9WZeVzQudUnj+rPY65r2D56m2iCnaqjdFNOKfXeE6/+nr++d1axr71N59eNoQuPS7BMetlnFnLcJz2Ak+dlIbzj3/DV99CwIvdGccp3S9g1AU38Z1RyH0T19Ak1kHzhFTW7Srgvm+WAnDZwHQuaB/A8cYwlSO3LG8BzHtbpR4YP5Hi4f/iu7Umn8zbvxBqu9QY2ibZYfWv5X933lsw5JYDg9eaBk274vLn0atFGn+tqnmqtdNmoWWzVNi4DBa+D53PZMm2/HK5hPu0jIWpT8Gsl/c9Z3NGk5VXdWD33bk7GXXWdcTOe6vGOtD9PFj9C6R1B2cszHpVjUqvqO0oGHGnGi2zfirJu9/nlGZdsQQSKPTZmLRsJ3d+sbjcyHhvIMh3i7fx45LtvHRhb4a1T9l3I1o6msntqDrY0SQ2/KhAk1jnvkC6OLyaJ7hx2637cmJWp1fLBByWMM/JFju0PQbW/l59OZsTel1MSdBCVDj7bTsC0nvDl1fsW+x0n9wt8Md/VC73i78GqwsiFYA7SPklPpZszeXSt+fgrzDVxDRh6urdnPr8VH64aVjYwWuPP8imvUVh12HT3iJaJIb16YoGrGt6fNhlB2Qk4YjYKViDjqfC8m+rL2axYva/Gi3cjqwaFPuC/L4ii0dHtyVu0+9EfXUdbF+sNlodDOl8Oj1OvYefNpSgN21y2NZYKSjxETTBZtXwBUxcNkuDW0Cw0OPnPxOX8/HczQdu8wZ4c+p6VmcV8MpFvSMawA73PFjiC5Jf4m+0ea8LS4PXmgdf9MGPkrZoGqlRGtsKTNanHkeXrdNg0UcSvBZCHFUkeC0OnmZDc7jxDboZ+4z/VV0uKgnPqIcJaK4G8YUrKPaQ5AwQs/kPzB1LKTzxWXYVw578YuKjHDRPcGNf8C7OrOV073EhBR4/se6jf0EZh83Ke7O30iYxmuNvXEBg0xxsORtUmgPNij+9H8Sl8+8fN3DdyEwSD2I6tTg82qZEM753Eq53j1cpO8oq3IV92lPYV3zNM5f9zicZyUzbVEznEXfB0BugOButOBtndAoMvU2NEF74PnjysM59jZhFH3Dm+V/S+pIeJMS5SYt3cc0H8wGwWTRuGdWG6HdHHhi4LmvPGvjlX2wf8B/u+X7/COtYp43XL+yJc+UnB3aQrfkNRt4Dg26AmS+CzUWg71UU97uWvR4LucV+Lh6cyguTNxCoLMdJGad0a6byTX92ESS0pvD4J3ny4/1pVs7vl07KjqlYygSuATBNbBbtgMBWqQWbctjubYu79+XYFlSTbic2jeDIe/Fkb8V13EOwaxXa1KcPLNdznJr9MPE2WPs7mmmy7yjrciY7hv3vgMB1Wf6gyQ0fLWDqnaNqdRPavUU8iVH2sFKHjOvfSkZdHyHBQJDTejTj03lbqi2naXD5kDZY7OH9zQOOWKynPI322jDVwVQFc9T9BE0TS7iBI78X/nrywMB1WbtXwzfXq9HZdcxq0bjl00X4gyZ2q8YxHVNpkRhFIGiyckces9btJbvIx71fLeHZ83uGlULEomm4axGEiZb8zwLVuTiobTIz1+2ptlyM08bJXdMIRiiY67M4sB33INq6v6qfcTfkloh2NrkdNk7qEEfi5Puw/v0RpHaGfleqNScKd4LxEzErJ3Ly+V9h7I6lXbOkmndaCwUlPop9Ad6Yup4fl2wnr8RHWpyL8/u14tx+LbFbNZy2hhFMXburoNLAdVl/rdrFHyt3ckrXZlgsh/7dMqFW50GnrfG2KfL3jbz24nMf/MhrgObRFrYVBFjn6kIXRzTs+BuylkHTLpGoqhBCHHbSKhYHzTT9eIoKYeAtmO4kHLFNIGO4mkIc9Kvp70s+o6jHeEx7DFHWhrGgis1qJUorpjipE3/5evHse6tYlbX/Br9lkptrhozhzA5unLmbsDeQRoGGxvszN5Ia6yQ+Oop2aYNYa+mGP2gS5bCSERfDz8t28MuyHdgscPsJel1XWYQc1zYK+3fXHhi4DjH10RSMfJCcwgCmaaKhMWuDmjWwuiDI7PV7yEjYy9AObWDEv3EPvFblqV45EYr24P70bAbcvJQtxVa+WrgVT2jxwBO6NMWS9Tdk17DYX8YI6DiGNsku5t3Rn/W7C5m9zccZXRJosmsKtrROB6YxME34/hYY9ykMvBbTHo3HF+CbZTk898cGdhV4eOOSvlw/MpPn/1hT5UunxDi48yQd56ZJBLudT/ExD3HfjxuZv1EtLKdpcMPQdNyfXgfNekCLfmrEaf4OSrYs4thOqfy8rPKF1wDGf7ic7665nyR3PJbZL4O/wkjt9N4Unvk+T/66hVbJMZzfqw1RDiu0GQYbyiz22Lw3jLoX3j5Z5QOuoKDLhbz418YqA9elfAGTN6au5+Zj2xEXZqeaBY0rhmbw9C+Vf39KjezQhDh3LZoVwQB481X+czMIVmfEpp03BjH2IHce24o/jV30bZPIv49vSdMYu1rUye/jpzXFPPj9Si7sl4bLuxccyYTT7NuR52VHtotOl/xM9NeXqs6lspxxeEbcx87MscSZbmzhpiOx2mDxRzWXW/+XWjTWnRDefg+T6Wt2k13o5aZj2zGuf2uWb89jxfY8rJrGGT2bE+Oy8/LkNXy9cGvYC6YmuG2c2r0Z3y3eVmPZxCg77ZvG1FhONHxWzcIDYzpz1iszOKtXOjcNTSU5ygEWjZISL58uK+TpX1Zy/+hO7MgroXlCZM6jNs1EW/o1jP8evroadq4oX8ARrQLXnU8jsPoPzE6jsUcg2bbf7yN63SSseZvIGz8ZT2wrfl6xm3yvSbu2Noae+Azm8m+J/u4aOl89DU8EF2zML/Exc+0ebvhoId4yC6bmFRfw8MTlvPLXWj7/xyCaxbmO+lHY+SU+Xp68f1HolBgHozqmEu+2U+jxM3X17n0z0F77ax0jOzTZt3bGoXDZLJzcNa1cKqaqdG8RH34HaQNUmK8GfrgsfvzulEPaV7MYDbJgXb4F2gyHVZNgwQdw8n8jUVUhhDjsJHgtDprFV0jMn/fhPelp7AOuxFz7B9o3/4A9a8Huwmx/Igy+EZc9isD0Fwl2G4u1ace6rvYhswZKKPJ4eW8FPPXbigO2b95bzL++X82y7c3517HNcHryISr8KZ/1lccfpEPTWJ46uzvbcoop9gVYtj2PQk+AZgkuWiVH0T41hq+vG8zdX/0d9uJC4vCzmV6Va7oSvgE3sLvvrdz4xSrmbSwfnEyNdXLHiTo9Wzfh0rfn4LCt4/qRmZzeqzUr9fvod+L/4fUHsOEj6PPisltZtWP/COsBLWOIXfNx1RWLaw7nfwQBH8x7C8uv95NiBklp1oO+g25Ac7lh6uNwwn8wx7yA9v1N+0dgj7oXel8Kiz+BpV+gFe0hKroJZ3e7iLNuOY+Xp27mjs8X8+k1A4ly2Hh58hrySsrn7ezZMoFnzunBJ3M2cc3w01jm7scP03ZR6DNJi3OyI8/DNcPbEu/UyD/1VQqcqfxq7KXIZ9JJd9C/WVPuP0Xd4DlsFqIdNnKLfeUW0duWW8Jpry9gys234R10C9qSz3HmrAFHNPkdxlLoSuXhnzby41IVANebOBnUKhrrue+rv9nMlyBrKQy6To1arSRwDeDIHMqPH03e93+rRaNjWiwxTht5JT5W7sjfd0x+t3gbNx3bnvwSH7Fh3IgGMTm/XyvW7Czkm0VbKy3TLT2eJ8/pjjWcm8xgEPzFsGIizH0D8raqVCldxkL/q8DuVj+ienlbiZv7AbNuvRUtUAwznkNbNQl8JTiS2jKm/9WMuftYfD4vjh9uxX/q/4Gz5hQwidEOTn1hKWd0T+WWi37Dttcgdt2PEPBS3KQHdDyVX5Zncd/LC3jz0r50ax4bVnXNdZPRqlhg9YCyiyagDb8TrLUPlGQXerFa1fcwEDBJjK79LKCCEh/TVu/mtYv74PEHOfvVGeXSCIH6zj9+VjcyUqKZs2Evo7s3r3G/FouFYe1TSI11srOGXPIX9G+FP9AwOv3FoZmzfg/NE5wsvWcQWuEumPEftPVTIegjumkXLht4PZfdN5xC086TPxnccaJOJJZbCe5eg/WPh2HvWrjgE3X9Wf2bWtQ5pQN0Pk3Ngnr7JGxthuJtOxJsh75Yd4zVj7ZnBdlnTOC2r9cwedWscm3KePc6bhzRjwsu/B7byh9wdjnrkF+zVFaeh+s/WoAvUHkjdle+h3Nfncmfd4zkcKXZLvYG8PgD2CwW/MEgbrv1sATKLZrGnPV7SU9wc+dJOkPapfD7ip3syvfQOimaW47rwJKtuTz1k8GSrbkRG23utFu5eFBrXvhjTbkOgsr8Y0Sm6tBvpAr27gAgyuUG7dBGoDePUb+/JjsAvU5SwetFH8Kx/w5/7QohhKhDErwWB00DaDMMh1WDd07an4+udPuel2H2q3DK09j7X06gYHed1DPSrFYLWV4nT/22lNHdmnHHMS1pnRKjFrUxg2Rl5/PitO1MmL2JUzomMLTzofWU1x8mz5zTHV/A5KXJa/l1eVa5dAyxThtXDMvg/H6teHBM18OVglAcjGXfVJ6XPmME2f1uY/QrC9hT6D1g8858D3d+8TcPndaFh0/vwj+/+JvHJq0kMzWGfm2S+GDWRr5euJXdBR4SohyM7Z3OnSd1pG2TaJ782cBlQ6UKqExUElz6vVrEce6b5bflbkZbOVHl2rzwC5hwNsHLJlHSbADuOS9g6XIWZlQC2kv91QjNUnnbcG1fDNP+y7XjvsdqSefcV2dyzymd+POOkUxdvYtVWQW4bXBqp0RSkhJ58ieDCbM3cXq3pvRonUKPVDuQCK5O+AMBvJqbPV4/N/+Uz4y1G8pVMyVmLf88oQOz7x6FLVCEv6QAR0wSu4sCxEa5cdgsePxBcoq8rM3xc8k78ziv73BGdBhNx6YxRLmcRAf9vDi2Hf5zu+EpzMPpsKHlbABfEXQ4CdodR9CViBbwoH13U5V/Yk1TrxXnsnHJ4Dac368lewq85BR5SYl1Eu2w8eHsTUyYtZG8Yh+maVLoDeC2WwmasLfQgy9okhztQEM7IAf2JW/P5oULejO6RzMmzNzIzHV78AdNOjWL5cIBrTmuUyq3frqYR87oSoazmqZFMAgFWfD2iZBTYbHLyY/BtGfgvA+h9RBwSK7favk92IZeDyu/L9+xA5C3FW3DVGjaFful30OHE7EQXiB05Y48cot9fDxvO7kek+tGdcE5sg8WM0ixV+Pj2Rt5d+ZGCjx+vlywhc7NOoVX3+KcsN+aVpytOrVqEbwu8PhZuT2PN6auY9Fm9Vq9WyVy9fC2tE+NJSbMvNSgprWP0lPJK/Fx86eLKu2MXbI1l/Nfn8Vn1wyk0Ftz3vF9+w7CO5f147zXZpXr6CprYNskrhvVbl9OetG4tUx00i7BCtOfPTClVO4WtFU/Q8YIos//kOtHtiECmR0A0AKhDpa/PwVvIQy9RaWu0izq2rv4Y3UNL84GfwmRWurEEvCQP+gOznxtIRv2HJgbObfYx39+Wkt2USuu7d4Dd6AIOPTR5jlFXp7/fXWVgetSO/M9fLtoK2f3aYEjgulDirx+/AGTCaG2VXaRl5QYJ2f3acF5/Vpis2i4I5hKSNOgRaKbVy7qw9vT1nP3l0vKraHw8MRlnN4znfev6M91Hy4gWKulQ6vnsFl4cVwvrv1wQZWp3c7t25IRHZpEJFXJ0aogdzeQhCsqvE7i6rSMU5/jyr1BSM6EJp1g1wp1fPe9/JD3L4QQh5u0isVB06x2zG5no00464DA9T5mEO2H2yCxDZbWg49sBQ+TwoCVV2ds56fr+9EhwUSb/j+0xR+pxrsjmqZdx/LwiNu5cdgg7vthDT0y04lrAIMIXTYrJf4gl7w9m72FXm4Y1Y7Bmcm4HVb2FnqZ+Pd2Xpm8lt0FXm47vgPWRtzYrHc8lU/NzB90Bw/+vKHSwHVZj09awdQ7j6FJrJNz+rQgOdrBiKf+LJcDeXeBlyd+Mnjpz7W8dnEf7j2lE5tyS/Akd6x8dNLIe9QiUBUD12Wt/AGim8BxD+Bb9Dk/247nlOMfwxksQXuhd5Xvi6I9RH80mltuWsSJHRJ4btp2nvxpJVcNa8uNg1Nwz34BfpmDt80o2iWdBkBhSQna5/9QI1EAYppiG3Uf+R3P57SXZrA9t+SAl9ld4OWur5ZSUFzC+SnrsRXtIifjZN6csZ0vF24jr9hPjNPG6T2bc/nQDF68oCddmtixLf0Ux6Q31Gg2mwvan4Bj6K04bE54+3SVcgnAHoXZ9WzM4x7CH/DhOPbfKsVGziZ1s1G4fzHKgN9L+9QYXr6wN7PX7+Xit+awfnfhvu0dmsZwzYhMPrtmEPd+vYScIh/vzFjPDaPacf5rs+iQFsv4wW3YledhxtrdXDYkg+hQ4GzhphyWb8/npOemcFKXNK4dmclzF/TCosHWnGI+m7uZxyetIK/YzydzNnHHiTr2qvJe+0tUZ2fFwPW+7R745AK4diaktK/6uyEgqR1smY32/Y1UOdUlaynahLGYl36PGQwvwFpQ4qdFopt3L+uHhkmy20KRVwW+rVqQ0V2bcEH/1vzr2yUUevwEa8pVExKIbRF2ozMQ1xLN6gx7kedCj5+7vvibH5aUX0h40tIdTFq6gzN6NufRM7vt+07XJMpupU+bRIY/+We1s4gKPH4embiCly7sFWZNIdplo1VSFD/dMownfzL4aemOfaMPm8W7uHhgay4d3CbsuoqGr12iFW3pl1DZWgil1v+F9u0NpI55joAlMiP2tcQ2aobUBZ+qTsfJj8Oa31VqwMQ20Gc8XD0Zfr2fYFQK2CKz1klx0MZLU7ewYU8RzeNdXDCgFQMyknHaLOwu8PDtom38tHQHL03ZxMX9BxFticyx4nZY+Wmpuv5qGgzJTOGY9vHEOTR2Fpl8t2QnK0Ozyz6du5mTuzWLWPC6yOPHyMrnkrfm7MtzDKqd8Z8fVvDSn2v46KqBtEmOilgA2x8wefnC3jz6w3J+XLLjgO2+gMkX87ewcU8hr1zYG3/AJFKnpSiHjaHtU/j2+iE8/bPBX6t37TvXtk+N4R8jMjmpa1qjPw8W5OcBSbhjEw55Xy1jLWjAupwgJX4TV6fRKng94wU1k7GOF0kWQoiaNO4rgjgkmsMN2xfB5jk1F578GFz4ZYOYCm7RLFw5OJ32gXVYnj9TjZAs5S1EW/A+2qKPaDL2LR4bPTyioyTqkonJBzM3cEavdMb2TuerBVt54qeVFHj8NI93c07fltx1ks69Xy9lZ14JLRKP/r91g1FZEDC+BcG07vyybEaNv17iC/LNoq1cObQNZ/RqwUnPTqly8b4Cj5+r35/HjzcP4/5vl2IOGwd/PACBMgFyRwx0ORNe6l9z3RdOgBF34pr5MmPOPQ9r3mbVWVRV4LpU0V602a/SObkDTw9twdrBXbj4/aVcPmg4zHoZAl4ce9dx9jX/4PFf15MWa4c9ZdKmFGRR5GrKE5OMSgPXZT3+81rG3juSdVk5jHtuLiW+/YGDAo+fD2dvIrfYw7OjW2J767jyOcC9hbDsa/Uz7A4VJHjnZHVe8RWhLXwf6/rJWK78TY1a3r1CLa5z3Uw1XfvHO8GTh7liIu9cdjqvT1nH+zMPDAyvyirg9s8Wc+Mx7Xjhgl5MWrqdrxds5Y4TdF6/pC+nvjCVSUt3cOvxHRjWLoWr3pvHG5f2JdppI7tI/e18AZPv/97O939vP2D/pbKLfPgCwcqD18GgSoWSvaHaz5OATwVJxjwLzrjqyzZm/mK0Px+rOnBdatsCyFpCoFk/wrk1bZEYxadXDyTGYcEXCPDGtA38tWYvPr9J+6YxXD04nZS4KB4/ozM/L9+NNcwFOrVW/SEqGYqqX3QOixV6XoQ3YOIKo8I5RV6e+331AYHrsr5ZtI20eBf/GJlJQhi53jUNpq3eHdYipTPX7cHjq12wMNZlJ9Zl56HTu/DYWd3YmVeC3WohOcaBGaTRB2xEBZoFplQTuC614ls46XEs9sikAPBgxzV+Esx+GWa/Vn5j9gb47UGY9w5c8i1+Wwwe00YEspWgOWP4YsF2HjytC6d0TePz+Vt47McVFHn9tEyK4ry+Lbn3lE7c8fli3pi5jVuPbUskssMXewN4A0GO75zKf07JIKpoG7HL34OcPPyx6Vx68Xg25pnc8s0aduZ7wkuTFaZCb4CL3pyNNxDk1G7NOKZTKrGhtF+/LMvi95U7Of/1WUy5cxSRal07rbB5b1Glgeuy5m7IZrKxkzE9ak6NVBtRDhtd0+N5flwvTBP2Fnpx263Eumw4bRZZ/DkYpLBYpatyxyUD1bdFa+KwajSL0dhWYLIqO0j31kMhdgLsXafaoN3OjkClhRDi8GnkVwVxKCyePLS5b4RXeMs88BXWXO4oYLVodEiyYfnwrPKB67KCfixfXkETcy9EcJpdXdLQSE+MolNaLCOfmszjk1ayYFMOq7IKmLxqF9d/tIAL35zNA2M6MyuUUkDUA95CyDx2fxAwtTMc8y845RlW7SwO+++0cFM2gzJT+GTu5hoDOoXeAO/N2MCJXZrhD5r4B1VId9HuWNg4A4r21vzCQT8s+RKG3Ig1bwuWmFRYFMaib6DKpfci9r3j6LTjO96/uAsBvx+soeBV/g6CBbs5sUtTXJaAytdfKioJ2o7g28WV53guyx80+XDuVuZuKS4XuC5lt2o8Oro9tgmnV7945dSnYddK6HtZ+edzNqmUIc26w4L3YdJd8Gx3yM+C8T+AMw73nhVszS6uNHBd1gt/rKHEH8DIyievxI/damH59jxO65EOwP9+XUVWfgmtU6J4fco6SnwB0uLCn47dPMGFo6obTk9e9SPty1rxHVgiEQZpwAIe2DQzrKLanDew+WpeHAsgLc5JnMvKj4u30P/xybz01waWbs3DyMpn4t/bOe3VeVz/8SJsVhtjeqahhbnAgRnww+Ab1X9aDYKz3oB/TINrZ8D5H6o0OZoFup+HZrVis4YXGLJaND6avanGcu/P3IjdEl6zt8gbZPqa8FOdlS7wWluJUQ5inDYSbT7cwSKiHDaia5HeRDQSO5dXud5BOaYJ895GC1Y/mypcJaYdc8PUAwPXZeVshE8uwOpwVZn+obb2FHj41+jOpMW5GP7Unzz1s8Gizaq9+fuKnVz9wXyuen8eT53THV8QfBEai+WyWzm3T3OeHZ1O019uIHbjryqgN/hGbJkjiZ7zLB0XPcqXV/SgT+tEghFa3CW/xMfrU9YyqmMqU+88hrN6pzNl1S4mzNrIjLV7uGhga6bcOYq+bRJ5b8YGiryVpxuqrWK/yZvTalhQO+Tt6Rs4XCn441x24t12MlKiSYt3Ee20SeAaYM9qCgLqu+2KikyHVNt49bku3hlQHcXdzlEb/nys6jR/QghRT8iVQRw8MwB5VY90OkB+9T37RwtL0AtzXldBweoE/TDt/9BqKneU8AeDdGkex9UfzK8yv+eqrAIuf3cuY3o0lwUb64uAD23jDMzjHoLLflRBIn+JmipYWR7sajSNc/Hl/C1hlf1iwRZO69mcbcU29vS8Dv/AG/cvNuNOgrxt4b9w/jbM9H5Ypj6lFpWpaeRmqbxt4E4AwPnr3XSwbsdut4G3YF8RM+DnqkHNiXE5yufXTcpkU7a30mB0Zeauz6ZNSuU3Fyd0TsOyfRHsPHCB1wPMeAH6XsEBSeNX/wIJrdUiWaA6zn57ANb9Cac8SV6HM3hl8toD91eJVyav5eSuzYh2WPH4g7w/cwMXD2y9b/ubU9dzyaA2fDh7I6YJXZrH0SS25qWpNE0tMlflTaemQX6Y14yADzz5NZdrzPKzalF2e9jHu00LMmfdbu75zqCqWNRkYxd3fvk3fr95QH70qlg9OdD5DLhhLpz8JGyYCp+Ph08vgr8/h0HXw81/w3EPwY6l2Kzh7feHv7fj8df83oq8AX5dHu5nVrsL2KHmgt2xYwe7du2quaBonHLDu+4CaLlb1PkzAuIcKjVejXauILB9ScQW9HPZbbRJjuLGjxdUeQ1esjWXaz6Yzw3HtAs7dVFNvP4AD5/chuj1v6iZP6YJ398MH54Lvz8MTbthOeFhYv9+l6dObxex92u3WijxBbj9BJ2L3prNFe/N49tF25iyejdfLdjKJW/P4er35/HQaV3IyiuJWCeB3WphQZgdbyt35OOwSdjgiNo8m4LQOHt3hD77dolqPwt3hu7jMo+BuHSVxm7eWxF5DSGEOFzkKiQOjasWU7obyPRvO360xR+HVVZb+iVW+6EvIlMfBILw2l/ragwSrMoqYOa6PdjDHDUnjoDUTmjdz1XTe1/oraYfz32L9k2isYWZm7xHiwSiHFZSYhz8d2w35t53LMsfPpHZ9x7Lo2d0pWNa+cVk8or9OG0Wvl6whcs/XM7OXjfhv9UgOPxOSMpQAewwma4EtXjfiu8g6FN5osPhigPv/tkR0bP/hy2/TNDc5iImuTltfWvQ9q5Vi9eUSsqsVTjKhCqnEJ/ZJY7YJe+Ft6OspeAvhhS9wgsEYe0fkN6n/POT/wvtjsPdvAtTVocX/Jps7KJnywRO75nOHyt3MndDNm1SovZ9F+ZvzCbWZcNutbAlpwirpnHtiMwa93tC5zSiqgtkmmbtrgN2WbCxWrX5LGtR1mdaePKXmjtCfliyg4ISH4FgmJ1gW+apTt2FE+C1YbB7NWSMUDfP3nz44Az4+V4wg1g2zwo7ALc1pzi81we25lQxW6oCp81Cv4zwz1G9WiaGXVaIWnMl1KJsvFpAPBLyd5SfkVQNx8J3cQYKai4YBptV4+XJa2tcOPHvLbkYO/Jx2SNzOxtnC+LMXq3yfL/QG/54BHYsUaPLN82E726AN46BTqNxFW0Pu+OuJlaLxk3Htufit2azZmfln+GybXlc+vYcbj2uQ0SDyLVr58iolCNq82zyTDUoIjpCE9HaJ6rv7LwdodH7Ftv+xRr/fBRya55tKIQQdUWC1+Lg2aOh+/nhlU3MgNhmh7c+R4rFtn/kZ0IrPMc+QsENyyi+YxMFN62k+ORnoUko8OQvqfXo1vrK5bAyaWl4oyY/mbMZbw03HeIIsdrV6OOvroQln+/Pj5u7GeuuZRzbqWn54hYNZ4UbI6fNwlm90/EFgjxzbk9Wbs/nxGen0uWBnzn1+ams31PI6xf35YExnSmNhTttFgJBk9M7x/P55V1JXvMFtrmvYmnZH3+nMzD1k8MPQve4AM1boIJZaydD59PD+73OZ6iAb6lVP2GJS9u3KI3Z9WzM/B1Ef3oWpmah+PI/yb55gxr56U6kZVLUAZ9FVXq3SmBYZgLL7xvMA6e0o1n8/veW4LJAYfgpCCjcowIQFflLwFZhBLSvCJZ+hUWzVDlKtiKPP4DDZuHSwW34IJRmxOsvn6d6b6GXGKcNrz+Iw27lvH4tuWxwmyr3OSAjiWfO7UGsq5o7LHvU/imqNWkzrMGcOw+b6GRIbhdWUbP7+ZiO2JoLAjtzizCywhv1/t7Mjfj94U1hN1M6wKqfCOZlUXDdYtaf+A4TEq7h3dir+XvgsxTetBJfYqbqkOlwIsEwg+LJ0eEvEpcSXfMMAlDnweM7NyXeXXPEoH9GErGS6kMcTi37V35NqEzPCzEjFLzWwp3lBKpdbIa3KGxNrBaNP1buDKvshFmb8IYx8yIsmobmjIVPL656dmXORvjgLLSYVCjJjcjL+gNBPpu3hS3Z1XfErd1VyI9Lt0ds5HXANOnZIiGssu1TY/BF6nMWYTE3zSGH0uB1ZAYEtYnXiLLBpjyTLfmhv2eL/tBygJrtNvGWmtfREEKIOiLBa3HwfMWQOUpNN6rJwOsgGJlGbZ0L+iC6Cd7h95B3+TTe8Z3ImHfX0O+pWZz4+gpe3DuAPeN+pviUF8ARuz9VwlGuoMQX1tRsgG05xUi6unrCYoPdq8CYdMCm2FlP89BJrUmLd3FBvxZMvrE3Kx84hsX3DmPpv4bz0KntaJ0cxT9P1Mku8rFocw4nPTuFd2dsYG+hF9OE3QVe3py6nhOfnULblGj+PbozAOf0bYEtUEy7de8T9ZyO89d7YP0UivL2UJC9E39xPmb3c2uuf8YIgs4Ecs0oCsZ+BNvmw4B/1HxcWWyYQ26lpEm3/Tf9wYC6IbVHgTsRbfjt2L6/Afweit3N+HV5FhsLYGuXa8gf+TDF3gCju9fc6Wa1aFzSLxXn28cS9e5xjLf+wh839OaGESoVR25JUC1UV8rurr7+UUmVL0iZ3K7ytBtZy/D5Snjtoj6M0lOpaTB925QYfIEgxo48FmzKJjnagUXTKPbtP0cnxzgp8PhIT1BTVqOdNm4/oQMz7zmG728YwlNnd2dg2yQGZSbz7mX9eOeyfsTUtMiczQG9L1ELdtZk+B3gDC/Y2lgFsGIOurHmgjFNocMJWHzhjVDemh3e6GSAzdklYefN15IyKNFcbBj4MBd+toVRLyzgXxPX8OCPazjtzSWc9tZyFrS+nKK2J2LGNiMQ1vKSMKZ70xq/8wA2i8ZJXVLD2qfFYsEfMPnPGV2qLRflsPLoGV1xyXR6cTh58qH3pTWXa9YTEluD3xOZ141OqUXZJqBFJmi+t9AbdoB2W04xEZvn5y1Sqbv8NSyMl7MRVnwfsRHuARM+nlNz3n6Aj2Zvwh+hwSFxLjvXjGgbVtkrh2XgskdmpLkIQ+EeSnZvwIsDuwUiNMgfi6bROVntbOqWUMezpqn7dEe0SlE36+XIvJgQQkSYDBURB810J0H+VrSLv4F3Tqx68bUeF0CP8yFyzcs6puE99XnWOTty3v9mk1u8f2pzgcfPS3+t583pG3n74uPofX57XP4SFbQ5ylVstGY2iWFwZjJRDit7Cr38tiKLnNBCfm6HFTPcqeTi8PKXwIwXK9+29g+SVn3K9FsuwbtmMu6f/gmbZ2MHiE1jXO/LGXf9Nezx2CjwwbUTFlTZgVHsC/CPCQv45dbhfDJnE3ePaoFl5vNY/noCElpTeO7nFDhS+HrJXjw5JmPi4sk48THYZcDm2ZXXL6U9vrHv8MQfW5i3MYc2yelc3f9K9IRorKc8DT/eXvkIEYuV4tNeZ+YmH67odLrfbOD86zHs899QgeOeF8LQ26BwF/5+V+M76128jkRMczerswpYnVWAw2ZhWPsU7jq5I1NW72ZXftXBgFtHtca+bT5kLQFA+/VfuKf/j2svnEgg2IpvV+QzcMC1WDKOw9LldAIm2Kw2PFkGsXNfgOXfQiC0UE5qJxXc3bWy/IsktIKmXcqPJN/3fm1MXrWHH1dkc9XwDB46rQu3fLqIBZsqz2U5fnAbYsxCjm0Xy9VDWmK1Ofhm0f6pogMykthT4KFjWjwa6rzm8QV4d8YGZq3bg2lC9xbx/O/cnkQ7bcS6bGhVpEw5gNUBF32pUkRUFUwdcTek9z0w77cox0oQuo3F3DoPbeEH0KyHGj1lc6lODmMSWO2Yl3xLIGhicbjDugpHVzd6voIopxVrmIsgmjmb2N76NMa8urDSdRPW7ipk3HtLee+iLvTbtR57y95h7ddRsocTuqTx09Lq19U4pVszLIU7IbpVWPsFGNquCa9c2JsHv19GVl75c4DeNJbnzu9JcoxDcsGKw6skD3PEXWhZy2Dt79B6CKR1UzOrsjfCqp8gNg1z3Gewdz1mk46Red2YVDWTcJdRY1Gz3xUEba6IjIpy1yINSJTDGrlZOg43LP0yvLIL3oeOo1XA7xA5bZYaR12XWr+7MOwZYeHo0TKB4zun8uvyqke692yZwJjuzWURxSNp4zRyUB390XYt/DZWGHo2tTIvK8DvG/1c0Cl0fxqVDENuUalDfr1fLe6eOSpirymEEJEgwWtx0CwWDdOdCHvXw/VzYOr/waIP90+ja9EXBt0AmcdgbluI2WpQwwhfWxyUNB/AeU9OLhe4LsvjD3L5B4v58/YRNAvzxr6+M02TXi0TsFg07jhBp0Wim1+W76DAE6Bdagx3n9yRP1fu5ImfVjKmR3PccnapH8wg7Fxe+bboJjg6n4r54y24l3xRflv+Dux/PQaL3qfJ5b8xZaO3xpH3xb4AE2Zt5MVxvYh2BNCmPgM9LiBwwqPYTQtRezdxdVc3xKUT9Hsxl3wHF3wMy79Fm/ni/tyacc0J9rua4p6Xccc3a5i0VC2ytmhzDpOWbueek3Uu6nMu1hb90P56AlZNUqOqrXboOJqCgXcwLzeGaz9ZgabBpJuHY+t5M8m9xgMu5mXewZJ5uTisUYzQjyfKtFKc72Vkx1Rmrt3N/I059G2TSCBosrfAy3fXD+GGjxcyv8LCRvFuO7eOas05HaxEv3dF+Q+jaA/RH43hxmsXMGHBbkpSW/Dqcjef/TCD3GIfmgZD26Vw/eB/0W3QHUR/NAYKdqpz5ry3DwzKj7pP3SxXkge4oM3x/Lo8h+8Wb+O7xdsY2DaJVy7qzbUT5rNgU065splNYhjdOZGoF7uC1cEt474lEN+SM16dt6/M1cPb8vGcTdx2fHv8QZNP523kv5NWlktLMm9jNm9P38AVQzP45wk6vmCQAo+fH//eTr7Hj940lhF6EwCiHGVOBnaXCrJePxf+egKWfqGC2JoGGSPViOtmPcEZxujsRi5ocfD39gK6n/QERSMfocBn8vPyXRT4TDq2szP4lOfRzCDrdhWRkeDC5c0/MO1MJTo2SyDeba/y+lbW2F7NibKFd2UvdDXjnx+tqHLBX4BA0OT2b1Yz+ZbBaP5isNb8PYjZOo2nTjuZzXuLWLatkhkLQI8W8Tx2agbRG36D1PCC13FuO3nFPnq1SuCP20cyd8NeFm3OwWbRGKmn0iopCp8/gM1iwdJArvOifvLGtWbWhlyGnPchJR4vWbnF/LkmB18QenZ30WPMq1gtGnM35NKjVUdcWMOct1A9H3bsw/6J9tWV1Rds1oNgSkcsZngphGoSZbfQoWkMq7JqzqF9evemRNsiFLz2Fdc86rpU3rZ9KcgOmalmcIUz2txpCz9FWDiiHDaePa8X/520gs/mbSnXzrNaNE7umsZ/z+pOVE0zq0RkbZhGTijfdUyExz/1ampBA6Zs8ZPnMYlzhq7hrQZB17NVu+yzS9Qi72ndIvviQghxCORKJA6JaXFCSju05d8SHHIr2rH3q+mKVjsE/Ji5W9AWfAi9L8LSAEYfA3iDJh/O3lTjjb3HH+SlyWu596T2HPq4jLrntlv51+hONE9w88C3y/htRVa5BnSM08ZlQ9rw1bWDSYx2EAhG5iZGREBVU1sH3wjLvkarGLguK3cL1g/P5IRxP3FPGDdX3yzayk3HZKLNeQ6OexBTPwXrxFuwGj/iKP1ORCVj6X0pRYNvZ9XOIuYVDOWsi87Abbdg0cBqs/P+rM28/fKCcqORkqIdvDO+H9tyi/lhRR4mybTq/Rhdz3gTn6cIuzOKBeuzePXXnfy1euO++O+Hszdy+ZAMft3g4T9v/lVuFPWjP66gd6sEnhjbnQ9nb6Rf6yRaJLq55oP5pMY6eeT0rnRpHsdL43pR4gsy8e/tePwBOqc6GdE+CW35d7jfuafyNB+Fu9GyljG0XReOeeavcucM04Spq3czdfVurhnaipsu/IHo5Z9Cs+4w6a79+7A54YRHIb4FfH/Tga8RmwZthjDxk+n7npq1bi83fbyQ587vxYin/tx3nHZpHscHF3fB/f21UKwC8VEfnIz32rk4bBqaBvee3Ik4l52zerUg1mXnxyU7eOzHlQe+bsjeQi+5JT5u+2wR09eUz48a57JxwzHtuHBAa6LL3vja3ZDQEk56HE59GnyhXN4BX+0WAW7kigIaU1fvISUmnbu/Mg74/BOj1nLjMe0ZlJnMsm159GkZXoeAFvRzYf+WvPzXumrLtUqKonuLBHzBAOFc3XN9VuZtrHw2QFlZeR7mbNjLcD0trPqa6X2I/fYyPhv/Nl8s2snbs7excY9KfZKREs0VA5txZvdUor++GPO0KmahVCHO4sFiNdE0O+2axNAmOQrTBLfDhkWDaIsXl9UGRGg1LSEqEdCsGFn5pMa5uPOLJSzZWj7XcrN4F/ee0omEKDt5nmD5DsNDUOL1Y28zBIbeCtP+V3mh5HZw3oeYmpViP8SEl1a+Wi4rXDOkBbd/VfW1B1S78/QezbARofamzaU6UsPJ+euMjdiI7xJ/gOHtm/CnUXOe75F6Kv5gECLSPaFEO23cdXJH7jypIz/8vZ3N2cU0iXFwWs907FaNGMnpf+RtmEZu6O4xJkL5rksluSx0SrawfE+QH9f5OL9TmSt470vUzK2N0+GDM2H8j9CkQ0RfXwghDpZcjcQhsdhsFDmS2dX2Ap78zuD3FTtoEuui0BMgymnl8iGtOb/fVUQ5G86Nnde08tm8LWGV/XrhVh4Y0/kw1+jIKPEH6NA0lrGvzKh0NEyBx88Lf6whu8jLP0/siMsmp5f6QYOMEZC1tPzTNqdK5/P6yJp3sXMF1t3LOa5TKj8vy6q26N5CL3arpnLhJ2WivTbswIWPivYQ8BSwakc+57y1EF/A5D8/rSbaYeWjKwfy5M9LmL62fCDObtV4+9K+/LI8i5f+XMOUf45i3Juz2JJdjMNqIdpppcDjx1dJLsjOzeKYunoXd325pNI6L9iUw7mvzeSLawfzn4nLueW4DpzVO52vFmzl2g/n89rFfRjQJglN08gt9nLXCe2x/XQHTPqq8qB1KVc8ZrPuXPJ/M6vt7Hpt2iZ6te7JCUNvR5v3BlrrwaBZMDNGoHU7W00T//DsA/OYWu0UnvYm78zYfMCo+Nnr97Itt5gbRrVjS04xl/RKokMTF+4frkVb/dP+gsXZWGc+xyOn/IOk2GhiolzYLBa++3sb5zRvyQt/rK6y3h3TYvnniTpjX5lR6ZTnvBI/j/24kpwiH9eNbHfgDXBpTuvShTvt7ipfSxzI6w8ytk8LznllBttyDxwtmF3k4+GJy7nluPaM6NCEAo9JXFTN+3VZ/Fw/qi0Lt+Qys8JxWCoxys4Hl/fDUbQDzZ0UVn3nbqrmWKlgyro8BnVoFlZQnJhUKMkh+vUBjOt9OedcfcW+75LpLcIx/w3sr70Dye0wnXHhzwDzFsHyb4j59nqIaUrU6S8RTMjAgh/WLYDvbgCrDa74DZp2BRl9LQ6T7TklDO/QhHNfnUleyYGB2u25Jdz48UKePqc7dquFlCgL1gi0wWIcoL07Dk55EtqfAHPfhNW/qtHJKe2hz3i1MPKPd2DtewWW5oMO+TUBrEEPJ3VMYkbv5ny5YFulZVx2C+9e2Blr0ANahIYi+0vUDKB1f9ZctuvYiOW8jnXZuX5UZljB6+tGZla/MPJBigndp53fvxU7d+4kGAySVIvFcEUEFe6GncvJ0QYCkVussazhLW0s3+Plg+Vezuto35+WRLPAsDvU9W/7QnhvNFz6vUofJIQQdUxa2mXoum7Tdf1WXdeX67perOv6Ol3X/63resOJvEaYxx9g9c4iTnp2Kj8s2U6J32RzdjF7i7xsyS7m4Ykrue7DhRR6Gs4oXKvVwu5q8t+WVeQNRHR6X12yahbemb6hxmmcE2ZtYne+B6+kvK4fvAXQ7/ID8wc376UWcsyr/MawothlH3Jyh5pHxSZGOfD7fNDhJPj80gMD1wCaRvHAW7jn+9Xlgs1JMQ6SYhwHBK4BTuqSRnaRj5f+XANAfJR93whqbyBIdpGv0sB1kxgnw9o34YHvllVb7+wiH0/+ZDB+cBsembicf4zIBCBowkPfL8dqtWC1aHw8ZzM+TxHMf7f6wDUQ6DGO35btYHeBt9pyAC9NXk+u38qKlhew+8SXmNL1UabEjaHIZ6qFoQIV9tGiL4UX/8Sfuc34vz83VLrPD2dtYvygljzcfh09591F1PMdyweuQ6yLJtCndRJtZ95NjMXHqGcmM3PtHuas38vOas51lw3J4LUp62rM1fnKX2sp9Daca0B94QuYvPTHmkoD12U9//tqmsa5CJhh3gDvXE70Z+fy5kU9eWhMJ1ol7Y94RzusXDSgJb/eOpzm67/ANu0ZtYhxGILhjGYMMU2TsEsX7CJ49rsQ8GKf8jhR/2u37yf62fbYpz4JmATHvrVvxkGYtYCf7gm9RhZ8eDaWl/rASwPg22vBDKgOpR9uBV/N6Q2EOFhuh5X/TFxRaeC6rIe/X06ntFi8wcjc3ml5W1UA6+0TYOoz0O0cuHE+/HM1jH0LcrfCywNV6q+F7+MMhr/Ya3U8AbBbLTx8XBrPj9Xp3Gx/28NhtXBaj+b8fG1vujh2YNUgYmvqOONg6C01l7O5oN+VEV1UuFOzOK4YklFtmVuOa0/LpDB6IA/Rnj17yM6uzblSRNS6yQDkxrYHIp82BGBQcytxDli2O8jkzRXOK1Y7HHMfpHVX1753ToEdlQ/+EEKII0mC1+W9BPwfsAd4DtgKPAx8XJeVqs8CQZPx78yh2Fd1DsvJq3bx/swNePxVlzmaBIIm8VHh9Wc4bSrg1SBoKv1COF6dsjZiq6GLQ+ArhhkvwJ41cOwD5bc5ovfnpw9Hcc7+vHjVGNsrDVvBNtg0S009rEzrIWwrgBXb88s93STGyebsym9+LxrUmndnbNj3/wKPn3h3zcfh2X1a8N3irZT4au5N+W1FFu2bxrIjrwSH1ULXdHXDvCW7mPkb9mK3aMQ4bFjtzrBGXBW0G8NniysfuVrRkq255JX4uf6zZZjOOG77bj2XfvA3V325ntwTn6fkllUUjv2QwDkTyL9mHltGf8Qj8+3c8IVR5QznTXuLIOAj5tvLwPhR5QWvTHE2mq8IVnyP6fdgtVhoEuNk7a6qA3LRDivHdUrlq/k1z0IxTXhr2nqKq8l1LGov1mUrt9BmVYImfDR7Y/gDgz35sG4y0S91Y5xrJj/dOJB59x7DrLtHMe++Y7inl4eUz8/E/sPNoWBweOf6bi0SwqwA9G2ThCXMgJQlPh1zp0HwH9Oh02nq2PQVqx+rHbqcSfCaaZjbFmGJDS8VCcEgrJhYYwcVAFvmQWF4x7kQB8OiwfS1u2ssl1fi59cVWZFbWK+0s8c0Yc1v8PH58HR7+G9rFbSe/iwUhb77xTkRy3lt2qN4+OcNaJqVU5nCZxdmsOCuQcy8tS+L7xvGY73zaLF7KrnRbXlx+g6KzQhF9yxWaN4bRtxVdRmrA879IGKjrktFO23cdkIHnj6nO21Tyicb7NA0hhfH9eKqYW3Lp+ASDdPqXwHYHa2C17GOyN9HOqwaY9qpNvQjMzxqoERZNhcce786Hop2w7unwuY5Ea+HEELUhlwBQ3RdHwxcDXwBnGsYhqnruga8C1yi6/powzAm1mUd65tAMMhvy3eSXVTzqKv3Zmzk0sFtDn+ljgQTxnRvzit/ra2x6Mldm1HsC2BvACt0F3sDZOWFN+J84aacBjPi/KgW8EHuFvjyKrj4azjjZZjyNOxdp25KY5qGv6/YNLJLqv+juu1WrhjYHEfWdFhZzekyqS2Lth4YGPX4g7jtB+ZxtFo0ujaPZ8rqXfuem7xyJ2N6NOetaeurrVNmajSTjV3VlikVCJos25ZLRko0K3fk0S09nqVbVfBq8dZcbFYLY/u24O8NWfTVT4EV31W/Q3sMeSX51ZcpI7fYh81iYd2uQlokRrG7wMuybXn47bFc8NYcerduzXUj23HthPks3rKqxv257VY0b5ipGmxO8JdgBgPYLFqVf4tSzRLcbMspIT/MWTXzNmTj8QdwOyKXp7Ox25pTTFGYHQLzN+VwebgdiqXnhYKd2L+/DvsPNxIVnaqCNoW7wLe/g8mMbUbA4ggr+2pKjIPuLeL5e0v1nWbJ0Q6Gtkup1Uhta95m2PAXgRMexTLmeYJZy0HTsDTtTLA4F+u0/6mFQrUwr8UBL2yeFfbrs30RJFU/alKIg7Vka15YaZgB5m7I5oQuaUQkCVN0k/DLxqaFf3zVYE+BhwlztrAxu4QHTjiJNNNH7KqvSQh6KHE3w9r+WCat2Mm/X5lP6+RoLh/SJiKvC6h1FwbdAC36qc7/9X+p560O6Hy6SqkQ31yN0o6waKeN03umc3LXZuzK95BT5CUp2klyjAOnzRK5TglRfwWDKlUcsMvREoCEMAaOHIwT29iYvMnPutwgV/9cxK199yes75xsxW13wTH/hilPwqaZ8P7pcP6HkHnMYamPEELURILX+10fenzIMAwTIBTAvge4GLgSkOB1GYWeAN//HV7KgR15JWzPKSEzNbwFo+ozTTO5dHBr3pmxvtrRnFaLxlXDMrBGajpjHZNY9FFIs4AzRo0efG+0uiG79DvI3qim+yZlqryVu6vOa1zK7HMZ7YrjcdosB+RXhlD+yYu6ELPqG3C71SJ8Ve4seEAWE4A1OwtokeimaZyzXEeJy2ahxBcod/M+YfZGXrmwDxNmbay0Pvs+ghrfWRVVNKF10v7RT1ZNY+HmHC4Z1JrnfltNx4G3E7Py+2oXdtI8uaTGhhdC0DRoEutUubG1/SkWLhzQmklLd7B8ex5GVj63HNeBnBoWiy11Src0YtaEcdnKGAG7VoIjFqsrhpwiH/M2ZnPzce2xhrFIZzgq+3uLQ1TLP0vYxRMz1E92qGMoGKh6FkX/q/DiCCs3tdNq4f7RnbnwzdnVHrP/Gt0ZsxaBaxxR0OM8mPsO1hd6QVpXrC0GqG0/3YV11wo4/j8q8GR3hb/f2gTiNOmUEYdPbY4H0yS8BQfDEZ2i8rlXXDOjstftfQlBizOCywiqRY2PW72bbunx9M8YhNNmYfdWL798N4uc0MCZ1skQ8RaqKw4yhqsAtsWm0p+5YsHvVbPWrIcvm6TdasFutYRGWDeE5d5FrexYrDqJo5uwKxAN+ElwHZ4GlN2qcWtfJw/PKGHa1gDTtu7vmI51wAODXZytO2DE3TDj+dD6K+fC2DehyxmHpU5CCFEd6cLdbziw2zCMci00wzC2AauAEXVSq3rMxKxVLuuiBpLz1GWzYLNqvDSuN05b5YeQ1aLx6JldSY5x4HI0jMMsymElNTa8ZeR7tkw4vJUR4XHGQI9x6t++YpjyFDzXA/58TKWRMCbBkFtr3k+boWhWBx1iSvjrtiGMH9x6X8qOpGgHVw3LYOptg+mR8zuun2+H/CxIalv1/nauYFCbhAOe9viDfLlgKxcOaF3u+UJvALvNQkyZ6bIrtuczY+0enju/F44qRiNZLRrtU2Pp2ya8BeWsFo3OzePZsKeQXq0S2Fu4P8/0gLbJzF63h4e+X8YdJ+ps0ZpScvKzVUdl7VE4E9IYN6BVWK89ODOZbTklFHj8ZDaJYdPeIk7s0pRxA1rty/Pds2UCbruFK4fWPMIzymHlzF7p2Gc8W/OL978K5ryBv+dF/LRkO95AkPW7C9m4p4jjOlU+On97TjHNE1zEVVyEsQp9WifitEmAL5LSE91EhTmSvXfLhLBnAHmxYlY3bb5U21EEopqEnRqrxB8kxmnj/cv7k5FyYFCmSayT587vSZfmceSW+HFWM/L/AI4Y6HsZ/HMtdDpdBd5zNkC3s9VzvS5S58Nw2V1qgbpwaBq0GhD+voWope4t4sPuAOyfkYgrUudazQrDbqu5XIt+0KQjPmt4bcSaJMc4y6UFW7I1l7emreflyWv5bN7mfYFrgF61OLfVis0J7gR13ohtCvYo9f/DGLgWghXfq8cW/dhVpDplDtfIa4D0WAuPDnNxXGsbGfEamQkWWsZq5HvhjsklfLvGp9LpDLlZXVuDPvh8PMx7+7DVSQghqtIwomqHSNd1J9ACqCoPxAYgQdf1Wsyfa/jMIOUWcqpJs/iITGKsc4U+E4fVSrN4Fz/cNIyLBrQiOhRAcNosnNkrna+uHUy39HiinbYGk/vZHzC5IMxA3FXDMoh3y8SOeqFFP0hss///wQBsnA7Lv4FJ/4SmnWHEnVX/fvNeMPZt8Bfjzl1DWsk67jy+HbPuOYbVj57M9LtGcdsxbWlSvB7XpJvVieHvT6H3xVUHdrfOJ548+rROPGDTO9PXc3afFgxvn1Lu+Z+X7uDMXunlnrv/26XklfiYeNNQLujfcl8gz2mzMLZ3Ot9eP4RdBR5Gd2uGy17z5e64Tqms3VlAZooKci3ZqtIbdGgaQ2qsk6lrdvPjkh1MXb2LqOg4zM5n4b1qOnQdq6YUAzjjCPS/hsJr5vL1Wo1+bZLIbFJ90EzT4JrhmUyYtZHTezZnyZZcHj6tC/86tTPj355DvNvO02f34P3L+/Pb8izG9GjOiV2qTvnisFp49aI+7MotpGTEfdUPe+5/tUp3sHEGnoG38Pqs/SNsF23O4Ymx3Q7IvwmqQ+HXFVmc1btFte+t9P1dOSxDUoZEmC8Q5PSezWssZ9Fg/JAM3FV0tlZUHLDgbX8qweoC2Ol9CJ77Pn5rFG5HeOd6q0UjYJoEgiYfXjmA9y/vz43HtOO6kZm8NK43P940jHi3HZfNQkr0QeSwdcao4NKg6+GsN9TPgGvBFV+7wHWpNsMgJrXmcm2PUflBhThM3HYbgzOTaywX67RxctdmEXtdn2bHbDNc5b6tSlo3OO9DsNhw2SPU7gsGObdPes3lgKuHZxDlikzQXIg6ZZqw7Bv179ZD2FV8+IPXAClRFq7o7uCx4W7+M8zFkyPdXNhZddLcN6WYHYVBNROp35XQ62LAhIm3wh//idwsDyGECINWq6mZDZSu682AbcDPhmGcVMn2T4FzgfaGYaypzb7nz58/X9O03m53wwjcltW8TSab9hQx5sXpNZYdnJnMc+f3xIWPLVtqXuCrPmud2Z6L35jNu1f0Z8PuQnYXeOnbRgXhLJrGgk3ZOK0WOjeP447PFvPsBb1Yv6bm/LT1WVxcHGlpaRR6g5z1ygzW7Kx6Ibfz+rXkX6d2AtNky4aa84IfjTp16lRlS7K+HfMJcbGkOj1Y3z5+/8JKZbkT4ZLvMO1umPYs2trfVb7XlA6YA69Tue2CPsxAAL+psafAQ05O+Zy1cbExNG+SiPbpRbDuT/Xk+B9g8cewcEKl9Qp2OZtNQx5nzGsLD8ib3KV5HG9c0pfvFm9jwqyNbMkupnuLeJ4/vxejX5hGQYXyfVonctHA1hzXKRUNDYfNwmRjJ+/M2EBOkZfnz+/FnA17ue/rqqc+J0TZ+fIfg3n6V4N/nqAT77bT/7HfsVk0vrh2MJ/O2cSE2ZsASE9w8/V1g7n/22WM1JswpKWT5imJBIIBgkGT35Zt441ZO4h12fnfeT0o9gW55K3ZbNhz4GKUVovGI6d3oXmCmwe+XcY3NwzBHwjitFn3zezIK/GzM6+E5BgH3y7ahscf5Ny+Lflp6Q7embGejaH9WjQ4pmMqd5yos2J7Hv/6einvXdyFLtpG3NP+Cxum7n/hpl1h4LWQ3ht+/CeFp77MMzNyeHumOj+nxjr5/sahJLhslPiDPP/HGr6Yv0WlNUGN7P7H8EwuGdyaMS9OY/Pe4io/2xuOyeTS/uns3n50n/urOu7r4phv3749oJFb4ufU56exI6/qND03HduOK4a2RcNkaxjn5HbtVWoae6CION9utGn/Q1v3h8qh36QjwUE3YGaMYPEOD5mpMWwL8zzftGlTCnGxZGsuvVslMnfDXopDM7LsNgs9WySQle/BYdXISHSyY+umsPZ7uDRJjCOxcDXWD8dCsIqZY1FJBK76i20FGgUFVV8Xa1JcrI6f+nLdEEp9OOZ1XScQNNmcXcxpL04/4PpX1tPndOf4zk3RIKxjvSYtW7YkyhpA8+ajFe2FuW/Cml/BXwLJ7aHPeOhwIqbNjce0sX5dZNp80dHRxDdJY/QL1V9brhnWhutHtmXrpg3V7k+Or9ppzJ9XXR7zzuzVtP3lYgL2GDYPeoyTf0+mOKDxWO98omzg86n2l91++Ef/mya8udrNshwbJ6V7uKf7/vZrzLbpJK36BM0MktvqeLb3uw+zjjtwG/N3tjryuVSu7OdS3T29qH8keA3out4K2Ah8ZxjG6ZVsfx+V97pbxbQiNalvgaxISm3ZliJvgH9/u7TaBdFsFo0JVw4gIyUaZ7CE7duryJ15lGiR0Y4T/jcFr9/Pl/8YTFKMC18gyN5CL7EuO9FOKwUlPi59ey7rdhey4pGTWLPKqOtqHxKXy0WTZi2wWaDYZ3LHF4v5Y+XOch3u0Q4r4we34dqR7XDaNAo8AXZskuB1fZCcEEdKjA1t6tNoiz8GT2gRwZQOmINuwOw6Fp/FBSX52KwaaBYCPg/5Pg2Px4vP5yMQCODxVL1gp9vtplVaEpbPx6u8eIkZMH4i/P6wGoldkd1NyRVT2GFtxh1fLGHexuxymwdnJvPfs7qRHOMku8iLxxckNc7J+l2FXPz2nH1B1LJaJUXxydUDcdut7CnwEOuyEuWw8dWCLXRvmcjaXYX8d9IKdhd4y/1ez5YJPHl2d+au38uAtskUeHz8tmInU1bt4omx3VmVlc/Nnywq9zundmvGPad05LbPFjNn/V5Anev8QROLBqO7N+e+UztxzQfzuftkna7pCfyybAfvztjA5r1FRDlsHN+5KRcPbM2qnfl8vWAr94/pzP/9uoqvFmwFVDAa4LpR7bhmWFsCwSAPTVzBj0u2E+O0cdHA1lzQvxVFXj/+oElqrJPl2/NIiLIzddVuHp+0EptF48xezblpaBrpcTa0wt1gd6FZ7LB5DgVRLfAltuPhn9fz9SJ1bh6QkcQLF/TCGvSyd1cWCUkp+G0uXDYrm7OLME1okejmr1W72J3v4czeLbjj88VMWb2r3Dkh3m3nxmMyObtXc3Zu20wgEN7igvVVfQhklcrMzCTfa+KyWcj3BLj100XMXFe+cyrebef6UZmM698Ki6ZR7Auwc/O6Gvdtt9tp1qI1+R4/X8zfwql6LOkJbjSLhcJiDz+sKiAt3k3/jCTwldSqQ7ppeksK/Bae+nklndLi6JAWi0XT2LS3iLnr93LF0AzaJrvZvrn6hViPlBapSUTnr8Xy4+2wc3n5jRkjCJ72IrtLLOzJCX9h1srIDWb9VB+O+Q4dOrAtp4SEaAfbc0u49dNFLNtWfiHepnFO7j2lE8d0TMXnD+KwWdi8vlZjbarUok0mURRjsVjQsjeCOx4sdvDkYdqjMB0xBKwudmTtOqQOnIpSUppgjYrllk8WMWX17nLb4lw2rhvZlosHtmb7lk37gnpVkeOrdhrz51WXx3zqohdINj4kv/kQNmRcyJjfE3BaTP7bpwBNO7LBa4DdJRqPLYkGE94blkermP1rVbj2LKXJsrexBDyUJHRgy5DH8cWEN1vicGjM39nqyOdSOQleH70keA2E0oHsBH4yDOPkSraXjrxuaxhGre6o5s+fPz8qKqp3p06dIlPZesTvDzJ7wx7apcbyz88XH9C4BDV9/5lze+C2WxnYNjm0AMnRLbfYx/O/r+KtaRv2PXdBv1a0S41ma04Rb0/fuO/5k7um8fhZ3UiIOogp0PVMbrGXp39czn1juuLxBynyBZi4eDsFHj8tEt2c1DUNE3DZNN6buYmLBrTE7WiwuQGrDV7X22PeW0jQBNOTj9XmUKkubC6wRvC49BRA7maY+SL4PTD8n5gWG8x+FW3nCrA6CHY4Ca3nBQRMC1hsFPshu9jP7PV7CQRNerRMoFm8i6CpUvTYLBq+YJBZa/cQH2WnU7M4Ji7exhcLtpJX7CM1zsm4/q0Yoadi1cAMBnF5dqNFJZLvgwBWduV5sFo0miW4mLFmD8u25+G0WhjVMZUEt52AabIzv4TsAi/tmsZS5PWTFu/m07mbeOzHlZW+1REdmvDMuT3ILfLx+fzN5Bb7SItzcWavFmzPK+a35SqtRotEN5gmpmniC7Jv0cttOcVs2FNEj1Au69wiH69OWcfSrblYNI3+GUlcPbwtsS4bsS51LBWU+DCBhZty8PgDZDaJoWmcC4dVBc5nrdvLt4u3ctXQtmTll/Dyn2v3dQw0j3dxVu8WjOubRmqUBpqNgNXJ1NW7WLotj2injZO7phHvthPjtKGVSTfiDwTx+INszy1h/sa95BT76JGeQPeW8ditakHNIm+An5buIL/ET4emMQwLpX4JN63EUaDKm9q6OOYLPX4Wb86me4t4AkHILvLx87IdFHkDZDaJ5phOTTGDJlaLxryNexmUmYzdGn7qlkKPH68/SIkvwJTVu/AGTDqlxdKhaSw2i4bDbsFmqX32uWAwSH6JnwJPgJnrdhMImvRsmUDzBDcuu6VWdTwiggG1ZkDOJti+SC3g1maoyrPtiovIS6xYsQKAenndaNzqxTFf6PGzLbuIZolugkHYtLeIv1btwh8I0qV5PAMzk9U1BtiWU4yeFpnvZamCEh92i4kl4MUSKAbTRLM58ZhWglbXYW3b5xd7KPIG+eHvbeR5/HRoEs3ITmlgBolyhte2luOrdhr551U3x7zfA//XSc2QPOUZ/qYdp31VSKs4jSdGqMBjVlYWoGYxHSmvL/bw56YAZ3ew8/SoCgHQ7A0qdUjBDnDEwsn/hZ4X1skK3Y38O1sl+VwqV+FzkeD1UaTB3FEeolwgCMRXsT2+TDkRYrNZ6NUqkWsnzOfh07uSlV/Cx7M3s353AS67lVEdUxnbO51JS3cQNE0Gayk17/QoEO+2c9WwTN6fuRFfKJ/1x3Mrn9583ch2DSJwDSqX4sjOzej76O9MuWM4yVF2LhzYCgsQNNWq1T/8vZV7v1nOrHuPbciB66OXI5pVK1ditVpDaQcOA2cMpHaCk57YN9Vec8biP+YBCHjRNA3NEU1J0II/aOLSNKLtQWIcDlr0TicYDKAF/WimDzQLptWGZgZxWOC4Tk0wTRPThLN6p3NS12b72sixTivWgAc8RWCzEYxOwYcVl0MtBNkswYXdasFu1RjaPoXerRNZnZXP8m25bMspITHGzsldmtE2JQanzcLqnV5O+N9fZOVVPdp8094ifIEgz/xq8H/n9qTQ4yfaacPrD9I03knnZnFE2a34gyYmJsGgidWqcebLM8hIiSY11ok3EOSFP1azKquAgW2TOL9fKy4a0IqEKAfJMY59QetSMaH/D+9w4BIMdmCk3oS+bRIJBE0yU6Pp1yYJX8Akp8hLnNuOy2YlymHFEhrWbQOO65zGcZ3Tqv2z2qwWbFYL7VJjaJd6YP5gu9VCrMvOpYPbVLsfETkWzWTdriLW7irk9J7NiXdZuXhgazQNAkG1oHIgaHLvV0t4+aLetQ4KRzttuO0mTpvG6O7N0YCgaeKyW7AdQoDZYrEQH+UgPgrO7tPyoPdzxFis6rzWtLP6EeII8weDfLlwKz1aJjCkbTItE91cNrhN6FgPUuz1k1Pk47+TVvLs+T0j/vql1x2v30pewAFWE5tmIdZ9+Nt5sW4nsW64fFjmYX8tIerMyokqcJ3YBlI6sGmdaj+nRtXt8mSnt7MzeVOAb1b7uLWvk/TYMvVJbAOjn4WZz8PGGfDt9Wqm5YmPQ1rXuqqyEKIBk+A1YBiGV9f1jUBGFUUygF2GYew9gtU6Opjwr1M7c8ZL0+nZMoGzeqeTGtcSrz/Iwk3ZjH5hGgMyknn8rG4NarGuKIeV587rxU2fLMQfrHz2wr9P7UTrlPAXtKzvLBYL/TOSuGhgK3o/+gcASdF2EtwOtucWU+wL4rRZePeyflhkRke9ZZomfn/VOTMjpsICaTZX+f+7gQKPn3Nfn83KHflkNolm3IBWnNAljQ27iwkETTJSorFbAySWLt7mKUCb9xb8ej9W4IAlmqx2OG8CtBmOxeagtNvIYSt/7rFawGW30jU9Hj0tNvScxqM/rGDS0h1E2a18cd1guqbHk5W3s9K31yTGyWsX9+GlP9bwjxGZPPOzwem90unQNIa40A29M/S6ZeN8gWCQt8f35cyXZrCroHxgfNa6vcxat5djO6Xy/Pm9Dmo0m6Zp5QLepf9MOpgF8ES95nbYOaN3Ovd/u5QX/ljDBf1b0a9NIi67lR25JXy5YCsLN+3l46sHHfSiShaLRpRTOiKFqEvxbgc3HtOeq96fxxOTVnJB/1Z0S4/HZlUpdz6du5kt2cV8fd0QXNbDF+xy2Kw4YhpOW16IesE0Yfrz6t8dTgZNY1OeStGRGlW3g0KbRlsY2NzKzG0B3vjby4NDKuS2dsbAiHvUejdz34D1U+DVIdBpDAy8HloNrJOR2EKIhkmC1/tNAy7Wdb2DYRj7VtfTdb050AH4vs5qVo9FOW00i3fx620jeOH31dz79dJ9i8l0TY/jnpM7cVznpg0iXUhZcW47Q9unMPGmoTz/+2p+WZaFP2iiaTCifROuP6YdHdNiDxg1ebSLddm5flQ7BmQk8+pfa5m9fi97C304bRbO6p3Ozce2JznKToxbAmWiZjFOGxOuHMDn8zbz1vT13Pv1Uh77cSU9WiYwpkczujSPI6psyglnDPS7Alr0gylPqcayaaqgdafTYOTdENcCHOF1GlU8L/17dGf0tFjenr6eK96dy5uX9uWYjqm8P2MjRpbKaRvntnFOn5ZcPiSDhZuyuWp4W5Zvz+OKYRkkRjkOCJRXZLVYaBrn4pdbh/Py5DV8Om8zecXqnKk3jeXKoW04tUfz8u9biCrEOG08fHpX/ly5kzemruO531cDag2CM3ql89+xI4hxWiUALcRRLtpp441L+vLVgi28O2MDj09S6awSo+yc368Vb17SFqddw26X4LIQR5XVv6qUVK4EaHccAKv2quB1s+i6D/ye3t7OzG0BPlnh5fpeDppUHA2uaWpx9/S+8PcnYPwIK75XP8ntoetZoJ8Cad3hIFKNCSFEKbk73q90UcbHdF0/1zCMoK7rGvB4aPvrdVe1+i3GZSfGBbefoHPvqZ0o8vqxh0Z+uOzWff9uaOLcduLcdh49s9u+lAFuhxWvP9hgUoVUJtZlZ0SHFHq3SsAWynUb7bRR4vOTEHXAWFghqhXttHHhgNac268lvoDKC+20WbFo4KzsJtwRA60HwznvqkWjfEXquaAXnIeW5zM6tAjieX1b4guaYJqM7d2C03ukEzRNAkETl92Kxx/AZbcytH0KboeVlBhnrTro7FYLidEObju+A7efoFPsC2DVNMxggKL8HAlci1qJcdo4qWtTRnRogkUDbyBIlMNGiS/QoK9FQjQ20U4b5/ZtwZm9WxAMmviDJm67FV8gQJwMGhDi6BPwwW8PqH93OQts6j5q2R61wHWb+Lq/h24dZ6FvmpV5OwK8uMDDQ0OrWPzPFQf9r4auY2HlD7DmV9izGv56Qv1Ep0LbEZAxAjKGQ2LrI/tGhBBHPblDDjEM47fQwoznATN1Xf8TGAwMA74AfqjL+h0N4qPUyK7dWdsJBAK0bt04LkqJoeBA9u6d5BQVkZnZ8PPyleYsXbNmDU6nk+SWLXHJaB9xkOw2C3Zq2UB3hZYi2DfK2lVl0VrVxWo5sMOtwqDV0hRIpd/5g51YUrqQYel+VqxYA0CztOrzTwtRkd1qxe62snPnTpxOJ67oeDknC9EAOe02nMDu3bux2+24o+NxI8e6EEelGS/AzuUQ2ww6ngpAkc9kbU4Qiwat4uo+eA1wrm5nwY4AE5b7OL+Tg07J1ZxzopKh9yVq8cbti2HTDNgyDwp3wpLP1Q9AQmvIHAWZx6qgtquqpceEEEKR4HV5FwPLgPHALcAm4H7gScMwJIlvmPLz8+u6CnUiJyenrqtwxPl8Pnw+X11XQwghBLBnzx4A4uPlJlCIhmzXrl2AHOtCHLXWT4U//qP+PeDafaOuZ2/3EzShbbwFh7Xu04YAtIyzcFwbG79s8HPz78V8eUY0sY4a6maxQnpv9WOakLtZBbO3L4asJZCzEea/q34sNmg1CDqcpH5S2h2JtyWEOMpI8LoMwzB8wCOhHyGEEEIIIYQQQojI2DgTPhkHZkClC0nvvW/TrxvUOig9U+vHqOtSF3Sys3RXgFXZQc75tpDrejmJssG63CAb84L4g2qk+KhWNjpXHJmtaZDQSv10GgPBAOxdi7l1IXlblmLfvZKoDVNhw1T45T5IyoT2x0PbUdB6kIzKFkIAErwWQgghhBBCCCGEOHw8BTDrZfjrSQj6oPUQ6H3pvs17i4N8s1rNaB3QvH6FaVw2jbsGOnl8loeVe4Pc9HtxpeWemuOhexMLF3V2cFKGnTjn/hHaxT6TJbsDzN4eYObWdBbvSqPQdzIALVwejnWv5hzvN3Tduxxmr4XZrwIaNOkIzbpDSnuIb6lSkziiQbNAwEf0tlVYffmQNwUKd+Mv3MOavX5W51nZXmyjyG/iCJbQlGwyLdvpYN1OlOZVv2+xqYXfrQ5yLfFsNNPYQiq7SMRniyEu2kVmShRdWzXBmdRCBeDdiUfiIxdCVFC/zopCCCGEEEIIIYQQRyu/B4qzIW8r7FwJG6fDyolQkqu2dxoDfa9U6TWAjblB7p5STJEfujex1Jt812WlRll4fLiLXzf4Wbk3QCAITaMtNIvRsGmwIddk1nY/f+8KcudfJdwzpYRWcRbcNsjxmGwvMKmYh9VtA38QtpQ4ea+kK+/Rla7xXkbHrWagZxZt8+cQu3MF2q4VB9THNCEfN8VmMmvMdD4IZrAw2I6/zSEUV7MWjkaQZuwlRcvFQpAC3GSZieQTXeXvuPAwwDKRoZal9HTuoG2ijcSkFCwJLSE+HWLSIKYJuJPAnaAWkbdHqXQwWv1I/3JYBAPgLwFfMXgLwJOvvuPFOer7X7w39JitnvcUqPJ+D2ACGlgdYHerDglXvPr83EmqkyAqCVwJ6nlnDDhi1XpHNte+Y0c0HpppSirnw2n+/Pl7NE1LcrurWJm3ASouVj2xjek9Q+N8343xPQMUFRV91KdPnwsr21bfj/nG+jc7Gsjfpn6r6rivT8e8fIeOTvJ3q5/q8zEv35nwyWdVO43584rUMZ8293ES131bbRm/Y38qjOn+jlxadHO57QlaQflfKA3Z1PM4qNe0URTmIuoaQeK1IoKmRl41geP6zoafLx0P0sOyrq6rIgCfuwkbjn0df3SzSreXPcdVd08v6h8ZeX345ZmmSVFR0Ya6rsiRVlRUVNdVqBON8X03xvdcjaPimJe/Wf0lf5ujTr075uU7dHSSv9tRo94c8/KdCZ98VrUjn1c5tTrmrXlb2gIJ1ZWxeXP3/dsRyMNCkCD7R1vnmDGV/2IDGndoYqn6fR5F/NjYY8bVdTVEiL14F4GcrSuKtPjKc9uEyDnu6CMjr4UQQgghhBBCCCGEEELUO/UvmZIQQgghhBBCCCGEEEKIRk+C10IIIYQQQgghhBBCCCHqHQleCyGEEEIIIYQQQgghhKh3JHgthBBCCCGEEEIIIYQQot6R4LUQQgghhBBCCCGEEEKIekeC10IIIYQQQgghhBBCCCHqHQleCyGEEEIIIYQQQgghhKh3JHgthBBCCCGEEEIIIYQQot6R4LUQQgghhBBCCCGEEEKIekeC10IIIYQQQgghhBBCCCHqHQleCyGEEEIIIYQQQgghhKh3JHgthBBCCCGEEEIIIYQQot6x1XUFRMOj63pzYAXwgGEYz9ZxdQ47XdfTgAeBU4GmwF7gN+B+wzDW1WHVDitd15OBB1DvuzmwHngX+D/DMPx1WDVRCV3XbcCNwFVABrAdeAf4r2EYvrqsW2Oi6/ojwL+q2PypYRjnlyl7CXAr0AHIBj5DnVcKDntFxVFHjvGjT23OB6JxONTjWNf1JOBhYDSQimqPP2kYxqeHrdJ15FDb37quTwWGVrH5WsMwXo1QVevcoZ5rGtP3qj5qLNf32hzTtWkj67p+Kur73xUoBr4H7jEMY+dhezOHka7rTwO3A6MMw5hcYVuj+1x0Xb8QuBn1PnKB6cC9hmGsqlCu0X02DY2MvBYRpet6DPAVEFfXdTkSQhfZOcA1qIbcc6H/jwPm6rrevg6rd9jouh4LTEM1pJYBL6IuFk8AX+u6rtVh9UTlXgL+D9iD+p5uRd2IfFyXlWqEegAe4KFKfr4oLaTr+j3Ae6jr9AvAYlSD6xdd1x1HuM7i6CDH+NEnrPOBaFQO+jjWdT0a+BW4FpiFapslAJ/oun7DYapvnYhQ+7s7YFD58TfvMFS7Lh30uaYxfa/qsQZ/fa/NMV2bNrKu6xcAE1GdLq8AfwDjgRm6ricc1jd1GOi63h+4pYptje5z0XX9P8AE1DnpZWAycAYwS9f1NmXKNbrPpiGSkdciYnRdb40KXPeu67ocQQ8CLYHbDcP4v9IndV2/CPgAeAY4rW6qdljdA3QEbjYM4/nSJ3Vd/wi4ADgF+KGO6iYq0HV9MHA16gblXMMwzFAHw7vAJbqujzYMY2Jd1rER6Q4sNwzjwaoKhM6lDwMzgRGlo2p0XX8Y+Dfqb/ni4a+qOFrIMX7UqvF8IBqPCBzHN6Pa4DcYhvFSaJ+PoK4lT+i6/lkDGjX2IIfQ/g4FNeKAtxrJ8Xco55rG9L2qdxrR9f1Bwjima9NGDg2qewlYB/QyDCMv9PwvwFuokbV3HIk3FwmhIOvbgLWSbY3ucwkF8u8F/gJONgyjOPT8l8DnwP3A5Y3xs2moZOS1iAhd128BlqB69v+o29ocUWcCu4Bnyz5pGMYEYC1woq7rDfE4awNsRvVwlvVJ6HHQEa2NqMn1oceHDMMwAUKP9wAmcGVdVawx0XU9DmgN/F1D0atRncuPVZgO+hiQh/y9xIHkGD/K1OJ8IBqPQz2OrwOygH3pLgzDyAceBaJQIxgbikNtf3cPPTb44y8C55rG9L2qjxrL9T3cY7o2beQLgETgf6VByNA+30bNuhiv6/oBgeB67D6gPSqVSkWN8XMpPTauLg1ch3wJvI763kDj/GwapIYYVBN14xZgIzAc1Tva4IVOXI8BDxqGEaykiAdwAPYjWrEjwDCMcYZhtKokt3XH0GPWka6TqNZwYLdhGEvLPmkYxjZgFTCiTmrV+IR7szw89Di57JOGYZSgRg300HU9PrJVE0c5OcaPPo0meCbCdtDHsa7rmUA6MNUwjECFzX+GHhvEeSBC7e/GdPwd9HttTN+reqzBX99reUzXpo1cWvZPDjQZSEblNK73dF3vjuqweByVsrOixvi5nAwsqZjb2jAM0zCMawzDeDT0VGP8bBokSRsiIuUa4DfDMAK6rneo68ocCaFG3HOVbdN1vSMqkLvWMAzPEa3YERaautYEOBuVO28TKveUqAd0XXcCLYDZVRTZoIrpTQzD2HXEKtY4ld5ANtF1/Vegb+j/vwP3GYZhhP6fCWRVsTDjhtBjB2Du4aqoOHrIMX7UCvd8IBqBCBzHmaHHtRU3GIaxQ9f1EtR146gXofZ3d9So1aG6rr8J6KgFvL5ALTifG9la16lDOdc0mu9VfdRYru+1OaZDHSrhtpFLv7+VLeBatuzig6v5kREK7r8FrEYF+Z+spFij+lx0XU9FxR9+C31HHgOOATTgF+BOwzDWh4o3qs+mIZOR1yIiDMP4uZIe+UYpNKXpRdTx9XodV+dIeBg10vol1KKNJxiGkV23VRJlJIUec6rYXnqDJiN5D7/SG8g7UNPU3kDdkIwFZuu63jO0PRn5e4nwyTF+dAr3fCAah0M9jpNr+P28an63Qahl+7s7KsjxMLAAdfztQuV3nhZKtdFQHMq5ptF/r+pYo76+V3FM16aNnAx4KqSUqKpsfXYHKu/8lYZheKso09g+l+ahx3TUwp5tUPnAp6MG1M0K5bqGxvfZNFgy8lqICAqNQn4NOBa1UvmzdVqhI2Md8ASqF/J0YKqu6ycZhrGgbqslQkqnzVY1Aqn0edcRqEtjF0ClVxpvGMbk0id1Xb8QNVvhbVTj1I78vUT45Bg/OoV7PhCNw6Eex+H8ftRB1OuoUJv2dygglgMsAkYbhrG1zPMvo2aTPgjcdhirfCQdyrmmUX+v6oFGe32v5piuTRv5qG9Ph2a0Pwi8bBjGzGqKNqrPBYgOPQ4H3gcuLx1Iqev6jcDzqO/MmTS+z6bBkpHXQkSIrus2VAPwSlRA9/RqekcbDMMw3jEM427DMM5CBa9TgPdDjQ5R90p7jh1VbHeGHguPQF0aNcMwrjcMo03Zm8fQ8x8CU4Beuq7rqL+Z/L1EuOQYPwrV4nwgGodDPY7D+f0GeQ6obfvbMIygYRgDDcPoVRq4Ln0eNcKxCLVoV4NwiOeaRvu9qica5fW9hmO6Nm3ko7o9HbqXfgvYicp3XZ1G87mElOZGDwC3VsgA8BLqe3OqrutRNL7PpsGS4LUQERA6MX4LjEfloxoVWkijUTEMYyIqh14X9ueMEnUrF3WBr2qKU3yZcqLulM5UyEDl3ZS/lwiXHOMNT9nzgWgcDvU4zq5QrqK4an73qBXp9ncoJ+oqIE3X9cYwuq6mc02j/F7VI43u+h7GMV2bNnI24ArlDq+pbH10PTAUuLaKfM1lNabPBfbXb4NhGHvLbgh1RP6NGkXdisb32TRYErwW4hDpup4I/AGcAiwEhhqGsalua3X46Lpu03X9OF3Xj6+iyMbQY8qRqpOoWmikwkaqvjHJAHZVvPCLyAodN/10XR9QRRF36LEEdePcVNd1dyXlMlA3MqsPQzXFUUiO8aNPLc8HohGIwHG8qky5cnRdb4aa5tygFgE92Pa3rusJuq4PrmaBeTfqOuuLWGXrSATONY3ue1WfNLbre5jHdG3ayKXf3zZVlIX6/f09O/T4g67rZukPKjc/wJ+h59rQuD4XUCOrA1Q9Sro05U4Rje+zabAkeC3EIQiNypgIDAD+AkYahrGzbmt1RHwPfBha/biiHqgV3NdXsk3UjWmoUUTlbtR0XW+OylU+q05q1bhYUYuITKp43ISmBQ4G/KgcnNNQ1+dhFcq5gIHAMsMw8o9AncXRQ47xo0ttzgei8Tjo4zgU4NkEDA3lbi5rZOixunypR5VDbH/3Rh1/T1ey32ZAW2BhA1mI/pDONY3te1VPNYrrey2O6dq0kaeFHkdUsp+RqBG0Kw658ofPu8BDlfzMDm1/L/T/HBrX54JhGCWoXOgtdV1vV3ZbKO1MD2APsJVG9tk0ZBK8FuLQPIZq+M0ETjYMI6+O63PYGYbhB74CmgD/LLtN1/Vrgb7AD4ZhZNVB9UTl3g89PlZ68xG6aXk89Pzrlf6WiBjDMDyoTp9E4O4Km28HugEfGYaRA3yEGk3wYIVpa/eipujK30tUJMf4UaSW5wPReBzqcfwB0AK4ofQJXddjgftQeTw/iGht69ahtL+nATuAU3RdH176pK7rDuBF1Ii9lyJY1zoToXNNY/pe1UeN5foe7jFdmzbyN0A+cKeu60mlT+q6fjkq8P9mKMVEvWQYxruGYTxY8Yf9HRal23NoRJ9LGaXv6Xld1+1lnr8ddc56P9QJ2Rg/mwZJM02zrusgGhhd18cD76CS5z9bt7U5fHRdT0NN5XKgFpXYXEXR/4Z6BxsMXdfTURfOFsDPwBKgF2pF6PWoaV6NLud3fabr+ifAecAc4E9UA3EY8AVwrmEYcjE4zELT+mYCacBvwGKgD6onfzkw3DCMPaGy/wXuQvXuf4/KI38qagTVsaEbUiH2kWP86FKb84FoPMI9jnVdfxAgFMgo/d041Ei09qhBBmuBsaiRxDcahvHikXofh1Nt299VfFajga9RMwU/Q43QOx7oBHwCjGso58xatj0ehMb5varPGvr1/SCO6bDbyLqu/wN4JbTPz4B04FxgDTDoaEy5ouv6s6jUIaPKLsTa2D6XUCfOV8AZqHPZJNQ5/BRU+o/+hmHkhso2qs+moZLgtYi4RhS8PgPV8K1JYkMcPRVqaDwMjEaNwt6GuoD8R264659Qj/TdqAVQ0lHTQD8AnpRA6JET6vh5GNWwSkYdN18Aj5Q2sELlNOC60E8mapTYV8BDZcsJUUqO8aNPuOcD0XiEexyH8p5iGIZW4febokYwjgGigZXAU4ZhfHIk6n8k1Lb9Xc1nNRD4NzCE/bmb3wBebmgj62rR9mi036v6rKFf3w/imK5VG1nX9fOAO4HOwF7UwKv7DMPYHpl3cGRVE7xudJ9LKEXIjcCVqPe8BzV6+v6y8YjG+Nk0RBK8FkIIIYQQQgghhBBCCFHvSM5rIYQQQgghhBBCCCGEEPWOBK+FEEIIIYQQQgghhBBC1DsSvBZCCCGEEEIIIYQQQghR70jwWgghhBBCCCGEEEIIIUS9I8FrIYQQQgghhBBCCCGEEPWOBK+FEEIIIYQQQgghhBBC1DsSvBZCCCGEEEIIIYQQQghR70jwWgghhBBCCCGEEEIIIUS9I8FrIYQQQgghhBBCCCGEEPWOBK+FEEIIIYQQQgghhBBC1DsSvBZCCCGEEEIIIYQQQghR79jqugJCHE66rj8IPFDJJj+QBywB3jQMY0It9zseeAe41TCMZw+tlkKI+kLX9UnAScAkwzBOqev6CCFqT9f104Crgf5APLAXmAO8ZRjGd2XKjafCtVzXdRNYbBhGzzBfSwMuAS4FegAxwE5gGvCyYRhTI/KmhBAHOFzt/EgpU78zDcP4pi7qIERjUOZ6XhM5FoU4SknwWjQW3wKLyvzfBqQC5wIf6Lre0TCMf9VFxYQQ9YOu62nA8UARcKKu6y0Mw9hSx9USQtSCrusvADcAG1DX/t1AOnAqcJqu628YhnF1qGfI9BcAABA8SURBVPgi4CFg1kG+lhX4AjgDWAZ8DuQArYHTgPN1Xf+3YRj/Obh3I4QIk7TzhRAAfwGTq9m+8gjVQwgRYRK8Fo3FN4ZhvFvxSV3XnwIWAneHbmg3HvGaCSHqiwsBK/Ak8CBwOfBwXVZICBE+XddHogLXXwLnG4bhL7MtHvgTuErX9R8Mw/jWMIxFlA941dbFqMD1s8BthmGYZV4vHZgJPKLr+sTQawkhDg9p5wshACYbhvFgXVdCCBF5kvNaNGqGYawGvkEFrE6s29oIIerYJUA2KnidC1wWSgkghDg6jA49vlg2cA1gGEYucHfov2dF+PWeKxu4Dr3eVqB0xPWZEXo9IUQtSDtfCCGEaBhk5LUQsDX0mFz6hK7rlwH/ADoDhcBs4N+GYfxd3Y50XR8C3A4MCu2vEJgHPGYYxp9lytmA+4CxQCbgAeYCTxqG8XttywkhDo2u6z2A7sDnhmEU67r+DSqH7fHALxXK2oB/ApcBLYH1wNNAc+ARIMMwjA1lyh8D3IPKv2sD/gaeMQzji8P7roRodOyhx25UPm14KiqNwGqofv0KXdeHA0+h8ljvBD4GHjEMo6CK19tQyet9BewBlpbZ74OoHLjdgSuBcYADdW1/wDCM6TW/TSFELZRr5+u6HgPcyv62tR3YDHwNPGQYRmGo3EjUbI3rgOGoWRY5wNmGYUzXdT0KuAs4D2gFZAE/Ag8ahrGrQh1cuq4/gpqtkYZqNzxvGMYrkX+7Qoia6Lqegjp+R6NSfYE6Lj9E3Wf7Q+XGo9oJ56Ku2SNQx/oowzDW6boeB9wLnAO0QKUq+w51Pd95xN6QEI2AjLwWAtqFHrcC6Lr+GvA20BT4AJiICmBN13W9e1U70XX9dFSerYGoBvD/gBnAscAvuq73LFP8BVRagr3Ai8BnwADg51BjubblhBCH5pLQ46ehx09Cj1dWUvYz4DGgGHgZWAW8hQpml6Pr+pXAb6hA1afAa6g8nJ/run5vpCovhADg19Dj07quv6Dr+qBQXmoADMMoNgzj8zBSeLRGdVoVoq69O4E7gZ9CnVcVX+9DXdcf03W9Z9nZGoZh7DYM40vDMIxKXuNd1HnnU9TI0MHAH7qunxDmexVChGdfOz90/P6GynW/HXUNfxtwozql36vk9x8A+qHa5AuABaHA9XTgftTCkK+iOqavQx3HsRX28RxqUMyPwJuoe4yXdV2/KULvUQgRplAasdnALcBy1PH5EdAMeBT4byW/9gLQBHgemBsKXMejzgN3oQLfz6HShV0NzNF1vdnhfSdCNC4y8lo0arqu90UtqlQMTAqNkLwaNTprtGEYeaFybwPTUFOAT6tid0+gUg30Mgwjq8xr3Bnadi6wKNRDezUwxTCMkWXKvYkaeXU9MDnccof2CQghQsGtcUA+8EPo6d9QAavTdV1PMQxjd6jsWFQKgG+Acw3D8IWevx4V5Cq73xah51YCwwzD2BN6/r7Q/h/Rdf07wzCWIoQ4ZIZhTNR1/RXgWlTu6xuAPF3Xp6ECzV+EuQhrAvA/wzBug33niPdQefEvA94IlXsVOAEYg5pdcQ+wR9f1KcBPwFel545KtAN6G4axNvQaL6PaGa/out7eMIxgrd68EOIAFdv5wNmoQSCPll3AUdf1u1AzMs7QdT3KMIyiMruJBXoahrGjTPmHgZ5UyHev6/o9qM7tq4D/K7MPD9Cv9P5A1/W3gPnAFahgmBAiMkaGZjhV5t3QzMhrgbbAVYZhvFm6Udf1h1DngXHAHRV+1wcMrXBueAzoClxvGMbLZfZzGmoR2edQ9/9CiAiQkdeisThD1/UHy/w8quv656ggtQ24IzTF74JQ+btLA9cAhmHMQN2UTqxs57quW0LbLy4buA6ZHHpMDT1aAA1oqet6WpnXmIeavjiuluWEEIfmeNQ03q8NwygBCE0X/Bw1nf+SMmUvDT3eURq4DnkFqDi68iLACdxfGrgO7bsYNZLLUmZ/QogIMAzjOtQ04J9QN5txwCmo2VDrdV1/PHTNrk4eatZT6T4DqFGZJiqAXfq8HzgdlQpgKhBEpSY4EzXLYoOu6zdX8RovlAauQ/uajZrx0RaVekwIEb5w2/kLUDOqni37y4Zh5Ie2WYGkCvueXjZwHXIB6jxxT4V89y+g1s1YVqH8G2XvDwzDWIia8dm29m9VCFGNEag2dmU/bUJlfkbNhCg308IwjM3AOvbfs5c1qWzgOjSL4xJgWdnAdWg/36FGZJ8VGowmhIgAGXktGovTQz+lfKicVL8ALxmGUZrTtgcQQI1sLscwjCeq2nlohNTXALqut0b1wmaicmaPChWzhsrm6Lr+KXA+sEnX9emo0SATDcNYXmafYZUTQhyy0uD0xxWe/xA1w+EK9o+g6gfsKRt0AnUO0HV9JqCXebpP6PFYXde7Vth3TOix5yHUWwhRCcMwfgB+COW2HY5K33UaarTz3aiOo7uq2cWSsh3YoX1u13V9C6qdUPZ5E5gATNB1PQkYCRwXer104Fld172V5Lb9q5LXnYPq9OqBuvEVQoQnrHa+YRirgFW6rrt0XR8AdECdF/qgjl0ItdfLWF/2P6GUIe1QMyNLym4L5cSv7NyyupLn9qBy5AohIuchwzAerK5AqPNooa7rMbquD0Qdzx1Qbfz2HHgOgArnAVR7PwawVjHS2xXaTzfkei5EREjwWjQWlxmG8W4Y5RKB4gojKsOi63o31NS/kaGnfKg8WvNQF0StTPFLQs9fFio/EnhC1/V5qClMi2pZTghxEEJ5Kc8I/XeSruuVFeus6/rg0AyMFA4cYV1qW4X/J4Qe/1FNFSqO8BJCREgokPQj8KOu63egOqJeB24MTQ+uSsUZVKXyUTkxq3q9vahFGr8Kjbi+FzWC+27U7IyytnKg0tGd8dXUTQhxoLDa+WVmSt6OavODShE2A7XoaifKt9dBpRwpq/T38ghfSc1FhBBHgq7rLlTKj2uAqNDTW4EpwC4qv85XPA8khB47okZ1V0Xa+UJEiASvhSivAHDrum4rXWW4VCU58Mpui0Xl04xH5cj6FVhpGIY3NLKjXIqPUHD8GeAZXddbodIWnIvKnTlR1/UMwzB84ZaL2LsXovE5B7VQ01zUlOGKdFSn0ZWom9s8VBqCylR8viD0mGkYxrpDrqkQokqhqbnzAcMwjNEVt4dGSL+p6/o5qGtodSMeE6p4vjlqAWV0Xe+ICoz/bBjGtZW8ng94SNf1C1Rx3WkYhqdMEXc1r1tVnmwhxKG5HbV+zWTUejSLSlOC6Lo+CRW8rknptb3iooyE9hNtGEbhoVdVCHGYPINaXPUL4CXg71DnM7qur6CaTuoySs8DHxiGcUm1JYUQESHBayHKW4Kaxt8bNX23rG91Xe+Hunmt6BjUyuFPG4bxTIVtpQ1hDUDX9QzUQi4zDMOYaBjGJuAt4C1d138P7StD13VfOOWAVYfyhoVo5EobnLcZhjGt4sZQp9F64NzQSMr5wHG6rjczDGN7heIDKvz/b9So7r6oHHpl99seNeLjL8Mwvj/kdyFEI2cYRp6u6/Go47NpJetPlDJRuakr5rAtq6eu6/ayncOhYHUCKn0Xod9vgcq1e0uFwHRFeyrZ3g91PimrNNf17Gr2JYQ4eONQ6QFPL5saSNd1DTWCEg4ceV2OYRi5uq5vRp0nHIZheMvsxwFk6bo+wzCMEyJffSFEBIxDzbg4t2zOel3X3UDr0L+1CvnsKzJQC7H2qaysruu3oNKKvFJ23RshxMGTBRuFKG9C6PHR0AUMAF3XB6FGX86oYvR16XTApmWfDAW+SqcS2UOPxah8eI/ouu4sU9aB6un1oG6Kwy0nhDgIofz0w1FThSvNRxfqNPoDiEYt0PQO6sb2KV3X9+XE03X9IlQwqqwJqJvkR8suuhpa5OUF1Aiw5Ai9HSEEvIhaJPULXdcPGDml6/ppqBlMX1fMaV1BEnBLmd9zAE+H/vs2qHUpUMd4GvBRKHBe8fWuR83eeLeS1/hn2Trquj4YtRjkfMMw/q6mbkKIg1eCykPbpMLz/2b/Ym52ajYBNdvy/grP34xqL/x28FUUQhxmJaic1AmlT4Ta9M+xf1ZUteeBUL77T1HrW91Wdpuu6yNRbYbLgewI1VmIRk9GXgtRhmEYv+i6/jbqYrNY1/WfUNMCz0flury+il+dhgqAXazregqwGGiJWjymBDXSKzn0Gjt0XX8WdaFbquv6D6hRYCehRmk/ErqpzguznBDi4FyMCkR/VMPoindQC7BdiRpdfTEqyNRF1/U/UQu9jEZN9U9BBawxDGO1rut3oqYnLtN1/VtUI/Zk1DE8kf0dZkKIQ/cYanGks4E1uq7/jJqdZEcdu0OAlcABaT4q2Ag8puv6UGANKs1IV+ATwzC+KFPuJtTiTmcBx4TSDmxABa+Go2ZyTUMFxipKRi0Y9RUq5dDZqE7rq2v1joUQtTEBGAhM13X9M8CLWli9N2okZirhdSo/BpwK3Kfr+gjUbImOoefmAM9GvOZCiEiZgErzOU/X9W9QMbETUZ3Nu1CdW8lAxRmWFd0BDAae1nX9dNR5oAWqTeADLjcMI3g43oAQjZGMvBbiQFei8mAVoW4iz0RNEx5sGEbFlYYBCOW2Ox61UFMf4EZUQ3gC0B0VzB6m63pM6FfuRN085wHjQ6+TD4w3DKPsKI5wywkhau/i0GNNAeSvgVzUyOquwFjUjWsSqkMrM7SvP0Ll983OMAzj/1A3s4tCv3cNqkF7O3B2xdz6QoiDZxiG3zCMc1A3jj+hjtmbUdd1F2qhtt6GYeyqYVeLUJ3PbYAbUAs63QVcVOH1CoARqA7vWagZWrejzgeFqLbESMMwKi70RKhe36FmdJyM6swaZBhGZbn3hRCR8TKqjb4HdV4Yh2pXX8D+jqNTatpJ6NgfBjyFClbdjGr3vwicUDaViBCi3rkPNTM6iLpOn4nqeD4ReDRUJpzzwC5Ux/gzQDqqQ3sY8D0w0DCMyRGutxCNmmaa1Q02E0IIIUQpXddbArmVzXrQdf0vVH7rmBpGcgshGild1x9E3TSfaRjGN3VbGyGEEEIIIeo/GXkthBBChO8uIDc0TXifUF78ocBkCVwLIYQQQgghhBCRITmvhRBCiPC9DVwF/KDr+pfAViADOAM19fiOuquaEEIIIYQQQgjRsMjIayGEECJMoXy0A4EfgWNQ+W2HoVYc72MYxoo6rJ4QQgghhBBCCNGgSM5rIYQQQgghhBBCCCGEEPWOjLwWQgghhBBCCCGEEEIIUe9I8FoIIYQQQgghhBBCCCFEvSPBayGEEEIIIYQQQgghhBD1jgSvhRBCCCGEEEIIIYQQQtQ7ErwWQgghhBBCCCGEEEIIUe9I8FoIIYQQQgghhBBCCCFEvSPBayGEEEIIIYQQQgghhBD1jgSvhRBCCCGEEEIIIYQQQtQ7ErwWQgghhBBCCCGEEEIIUe9I8FoIIYQQQgghhBBCCCFEvSPBayGEEEIIIYQQQgghhBD1jgSvhRBCCCGEEEIIIYQQQtQ7ErwWQgghhBBCCCGEEEIIUe/8P2ufcVi/BacuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 30 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 718,
       "width": 727
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.pairplot(titanic_dataframe, hue=\"Survived\");\n",
    "g.fig.set_size_inches(10,10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UNESL2aX0pGh"
   },
   "source": [
    "### Correlations in the data\n",
    "\n",
    "Let $x$ and $y$ be $n$ dimensional vectors, then covariance:\n",
    "$$\n",
    "Cov(x,y) =\\frac{\\sum_i\\left(x_i - \\bar{x}\\right)\\left(y_i - \\bar{y}\\right)}{n-1} .\n",
    "$$\n",
    "\n",
    "Pearson correlation (linear):\n",
    "\n",
    "$$\n",
    "Corr(x,y) = \\frac{Cov}{\\sigma_x \\sigma_y} .\n",
    "$$\n",
    "\n",
    "The Pearson correlation coefficient is simply a normalized covariance between two variables to give an interpretable estimate such that:\n",
    "$$\n",
    "Corr(x,y)  \\in [-1, 1]\n",
    "$$\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1n78FZWGw6Lk1jDRjeZEtCCq34ay22ibo)\n",
    "\n",
    "Pearson correlation assumptions:\n",
    "1. The relationship between variables should be linear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 407
    },
    "id": "42kgriZC4qOj",
    "outputId": "183322cb-683e-4e0d-efc3-9531f458481a"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 281,
       "width": 929
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot distribution of two features:\n",
    "fig = plt.figure(1, (13,4))\n",
    "\n",
    "ax = plt.subplot(1,2,1)\n",
    "sns.distplot(titanic_dataframe['Age']);\n",
    "ax.set_xlabel(f'Age')\n",
    "plt.tight_layout()\n",
    "\n",
    "ax = plt.subplot(1,2,2)\n",
    "sns.distplot(titanic_dataframe['Fare']);\n",
    "ax.set_xlabel(f'Fare')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "m0SGWsCC8fkf",
    "outputId": "ce9f2f28-cb01-428b-c3d0-cf3d3011a1a3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Корреляция: -0.09\n"
     ]
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "# calculate the correlation\n",
    "titanic_dataframe_nonan = titanic_dataframe.dropna()\n",
    "corr, p = stats.pearsonr(titanic_dataframe_nonan['Age'], titanic_dataframe_nonan['Fare'])\n",
    "\n",
    "print('Correlation:', round(corr,2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SVYdbRXJ4Ikr"
   },
   "source": [
    "#### Missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zFlfqa_qw5JV",
    "outputId": "79b2af61-e2fc-41b8-e421-8c414173171b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of missing values of age: 177\n"
     ]
    }
   ],
   "source": [
    "print('Number of missing values of age:', titanic_dataframe[\"Age\"].isnull().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HpWmOYUDzppP"
   },
   "source": [
    "How to deal with the missing values:\n",
    "\n",
    "- Delete signs or observations with missing values of `dropna()`:\n",
    "    - `+` is easy to use;\n",
    "    - `-` Reducing the size of the dataset;\n",
    "    - `-` Loss of information;\n",
    "- Filling with the average or median value of `fillna(mean_value)`:\n",
    "    - `+` is easy to use;\n",
    "    - `+` Mean and median can provide a good estimate of missing values;\n",
    "    - `-` Works only for numerical values;\n",
    "    - `-` Sensitivity to outliers in data;\n",
    "- Filling with random values:\n",
    "    - `+` Can be applied to both categorical and numerical features;\n",
    "    - `+` Introduces less distortion to the variance;\n",
    "    - `-` does not work in every situation, as it can introduce noise into the data, which will lead to incorrect statistical conclusions;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 390
    },
    "id": "IOATXXceyI8h",
    "outputId": "ffe792b9-7839-4783-c83a-9f88a9a720a6"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 869
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prepare plots to see distributions of age\n",
    "fig, (axis1, axis2) = plt.subplots(1, 2, figsize=(15, 4))\n",
    "axis1.set_title(r'Original Age values - Titanic')\n",
    "axis2.set_title(r'New Age values - Titanic')\n",
    "\n",
    "# get average, std, and number of NaN values in titanic_df\n",
    "average_age_titanic = titanic_dataframe[\"Age\"].mean()\n",
    "std_age_titanic = titanic_dataframe[\"Age\"].std()\n",
    "count_nan_age_titanic = titanic_dataframe[\"Age\"].isnull().sum()\n",
    "\n",
    "# generate random numbers between (mean - std) & (mean + std)\n",
    "random_ages = np.random.randint(average_age_titanic - std_age_titanic,\n",
    "                                average_age_titanic + std_age_titanic,\n",
    "                                size=count_nan_age_titanic)\n",
    "\n",
    "# plot original Age values\n",
    "# NOTE: drop all null values, and convert to int\n",
    "titanic_dataframe['Age'].dropna().astype(int).hist(bins=70, ax=axis1)\n",
    "\n",
    "# fill NaN values in Age column with random values generated\n",
    "titanic_dataframe.loc[np.isnan(titanic_dataframe[\"Age\"]), \"Age\"] = random_ages\n",
    "\n",
    "# convert from float to int\n",
    "titanic_dataframe['Age'] = titanic_dataframe['Age'].astype(int)\n",
    "\n",
    "# plot new Age Values\n",
    "titanic_dataframe['Age'].hist(bins=70, ax=axis2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TwoOtFXCG5hS"
   },
   "source": [
    "# Types of tasks\n",
    "\n",
    "## Classification task:\n",
    "* $Y = \\{-1, +1\\}$ - classification into 2 classes (binary);\n",
    "* $Y = \\{1, \\ldots, M\\}$ - classification into $M$ disjoint classes. In this case, the entire set of objects $X$ is divided into classes and the algorithm $a(x)$ should answer the question \"which class does $x$ belong to?\".\n",
    "\n",
    "## Regression recovery task:\n",
    "* $Y = \\mathbb{R}$ or $Y = \\mathbb{R}^m$\n",
    "\n",
    "## Forecasting task\n",
    "`Forecasting tasks` are special cases of classification or regression, when $x\\in X$ is a description of the past behavior of an object $x$, $y\\in Y$ is a description of some characteristics of its future behavior."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ieldrQmiMzCB"
   },
   "source": [
    "##  Learning method\n",
    "\n",
    "`Train` - based on the sample $X^l =\\big(x_i, y_i\\big)_{i=1}^{l}$ we build the algorithm $a \\in A$.\n",
    "\n",
    "`Test` - having the algorithm $a\\in A$ to new objects $x^\\prime$, we get the answers $y^\\prime = a(x^\\prime)$.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J7E_B8IRTTMU"
   },
   "source": [
    "## The problem of underfitting and overfitting:\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1AoPF0vlVTZ10D2X1rOB_9A3zMrdvoe7X)\n",
    "\n",
    "* `Underfitting`: the model is too simple, the number of parameters $n$ is insufficient.\n",
    "\n",
    "* `Overfitting`: the model is too complex, there is an excessive number of parameters $n$.\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1xfQCQaBCW_tHdD__TwSfBrRtBbu3Q6k3)\n",
    "\n",
    "`What causes overfitting?`\n",
    "* excessive complexity of the pamameter space, extra degrees of freedom in the model $g(x, θ)$ are \"spent\" on overly accurate fitting to the training sample $X^l$;\n",
    "* overfitting is always there when there is a choice ($a$ from $A$) based on incomplete information (according to the final sample $X^l$).\n",
    "\n",
    "\n",
    "`How to detect overfitting?`\n",
    "* empirically, by dividing the sample into $\\text{train}$ and $\\text{test}$, and the correct answers should be known for $\\text{test}$.\n",
    "\n",
    "\n",
    "`You can't get rid of him. How to minimize it?`\n",
    "* minimize using `HoldOut`, `LOO` or `CV`, but be careful!!!\n",
    "* impose restrictions on $θ$ (regularization)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JVcxARuKfp5C"
   },
   "source": [
    "# Cross-validation (CV)\n",
    "\n",
    "An `external criterion` evaluates the quality of \"out-of-training\", for example, by a hold-out control sample $X^k$:\n",
    "\\begin{equation}\n",
    "    Q_{\\mu}\\big(X^\\ell, X^k\\big) = Q\\big(\\mu\\big(X^\\ell\\big), X^k\\big).\n",
    "\\end{equation}\n",
    "\n",
    "Averaging `hold-out` estimates over a given $N$ - set of partitions $X^L = X_n^{\\ell} \\bigcup X_n^{k}, \\quad n = 1, \\ldots, N$:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{CV}\\big(\\mu, X^L\\big) = \\frac{1}{\\vert N\\vert} \\sum_{n \\in N} Q_{\\mu}\\big(X_n^{\\ell}, X_n^{k}\\big).\n",
    "\\end{equation}\n",
    "\n",
    "Special cases are different ways of setting $N$.\n",
    "* A random set of partitions.\n",
    "* Complete cross-validation (CCV): $N$ is the set of all $C_{\\ell+k}^{k}$ partitions.\n",
    "\n",
    "`Disadvantage:` CCV estimation is computationally too complicated. Either small values of $k$ or combinatorial estimates of CCV are used.\n",
    "\n",
    "* `Sliding control` (Leave One Out CV): $~k=1$,\n",
    "\\begin{equation}\n",
    "    \\text{LOO}\\big(\\mu, X^L\\big) = \\frac{1}{L} \\sum_{n \\in N} Q_{\\mu}\\big(X^L \\backslash \\{x_i\\}, \\{x_i\\}\\big).\n",
    "\\end{equation}\n",
    "\n",
    "\n",
    "`Disadvantage:` $\\text{LOO}$: resource intensive, high variance.\n",
    "\n",
    "\n",
    "* `Cross-checking` on $q$ blocks ($q$-fold CV): randomly splitting $X^L=X_1^{\\ell_1}\\bigcup\\ldots X_q^{\\ell_q}$ into $q$ blocks of (almost) equal length,\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{CV}_q\\big(\\mu, X^L\\big) = \\frac{1}{q} \\sum_{n=1}^{q} Q_{\\mu}\\big(X^L \\backslash X_n^{\\ell_n}, ~X_n^{\\ell_n}\\big).\n",
    "\\end{equation}\n",
    "\n",
    "The `disadvantage` of $q$-fold CV:\n",
    "* the score depends significantly on the division into blocks;\n",
    "* Each object participates in the control only once.\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1W0It3dugIF0L3VmbNdZex0VMrV28WA3R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zNxp9GYolGPd"
   },
   "source": [
    "# Regression Training\n",
    "\n",
    "`Training sample:` $X^\\ell = \\big(x_i,~y_i\\big)_{i=1}^{\\ell}, \\quad x_i \\in \\mathbb{R}^n, \\quad y_i \\in \\mathbb{R}$\n",
    "\n",
    "* Regression model - __linear__:\n",
    "\\begin{equation}\n",
    "  a(x, θ) = \\sum_{j=1}^{n} θ_j f_j(x), \\quad θ \\in \\mathbb{R}^n\n",
    "\\end{equation}\n",
    "\n",
    "* The loss function is __quadratic__:\n",
    "\\begin{equation}\n",
    "  \\mathscr{L}(a,~y) = \\big(a - y\\big)^2\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4iiuIWM84Qvz"
   },
   "source": [
    "## Practice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "FDUn9Dbb3iu1"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib import gridspec\n",
    "from sklearn.linear_model import LogisticRegression, LinearRegression\n",
    "from sklearn.model_selection import LeaveOneOut, KFold\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "np.random.seed(4242)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2pqV4NM864Js"
   },
   "source": [
    "#### Linear case with noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "id": "ueQf-j6I63fw"
   },
   "outputs": [],
   "source": [
    "# set the parameters with respect to the problem statement\n",
    "points = np.arange(20, 120)\n",
    "\n",
    "v0_real = 3\n",
    "a_real = 2\n",
    "v_real = v0_real + a_real * points # observations without noise\n",
    "\n",
    "v = v_real + np.random.normal(loc=0, scale=10, size=points.shape) # observations with noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 389
    },
    "id": "vWKZ3RYZ7G4H",
    "outputId": "80dd67e5-c749-4f48-94a6-53d45d2de48e"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABMcAAAIPCAYAAAB3+Lm0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAABYlAAAWJQFJUiTwAAB1tUlEQVR4nO3dfXzddX3//0ciUgpSLtSCiksbBm9qEEcBBafnoEeiE4o6Nze/KwxbizodeDEVLxIhYYj+nBdMh2tMRS1uOC9QcMPIUZKhiEJRNNY3jJY6FY3jKlhKEZPfH+ecEtpcnIvPuX7cvfV26OfyfZJ8TPrM6/16d0xPTyNJkiRJkiS1o856D0CSJEmSJEmqF8MxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLWtveo9gHZz8803bwWWAHfWeSiSJEmSJEmtYhkwedxxxy0v9UTDsdpb0tHRcfDixYsPrvdAKrVjxw4AFi9eXOeRSI3P50Uqjc+MVBqfGak0PjNSaZrhmdmxYwfT09NlnWs4Vnt3Ll68+OAVK1bUexwV27x5MwCt8F6kavN5kUrjMyOVxmdGKo3PjFSaZnhmNm/ezIMPPnhnOefac0ySJEmSJElty3BMkiRJkiRJbctwTJIkSZIkSW3LcEySJEmSJElty3BMkiRJkiRJbctwTJIkSZIkSW3LcEySJEmSJElta696D0Bzm5qa4p577uGBBx5g586dTE9P13tIj/HQQw8BsHnz5jqPROXq6Ohg0aJF7L///hx88MF0dpqXS5IkSZLai+FYg5qamuJ///d/efDBB+s9lDntvffe9R6CKjQ9Pc1DDz3EQw89xPbt23n6059uQCZJkiRJaiuGYw3qnnvu4cEHH2Svvfbi0EMPZb/99mu40GLHjh0ALF68uM4jUbmmpqbYvn07v/71r3nwwQe55557eNKTnlTvYUmSJEmSVDOGYw3qgQceAODQQw9l//33r/No1Ko6Ozt3fX394he/4IEHHjAckyRJkqQ2MD4xTnZrlsmdkyxZtITM8gw9S3vqPay6MBxrUDt37gRgv/32q/NI1A4KX2eFrztJkiRJUmvKbskyMDbA2LaxPfalulL0p/rJdGfqMLL6aax5etql0Hy/0aZSqjV1dHQANNyiD5IkSZKk5AxvGqZ3Y++swRjA2LYxejf2suGWDTUeWX2ZvEjaFY5JkiRJklpTdkuWs68+m6npqXmPm5qeYt1V68huydZoZPVnOCZJkiRJktTiBsYGFgzGCqampxgcG6zyiBqH4ZgkSZIkSVILG58Yn3Mq5VxGt40yPjFepRE1FsMxNbQvf/nLhBBm/fPMZz6T5z//+bzxjW/khz/8Yc3GFELgZS97WdnnX3bZZYQQ+PKXv1z2NW699Vauv/76ss+XJEmSJLWP7NbypkiWe16zcbVKNYVnP/vZPPvZz37MtsnJSW699VauvfZarrvuOj7zmc9w/PHH12mEtXPdddfxhje8gXe+850873nPq/dwJEmSJEkNbnLnZE3PazaGY2J8Ypzs1iyTOydZsmgJmeUZepb21HtYj/HsZz+bv//7v59138c+9jH+5V/+hQ996EP8+7//e41HVnv33HMPU1PFzROXJEmSJGnJoiU1Pa/ZNH04FkI4FDgfOBU4BLgHuBbojzFumXHcWuBTc1zmxhjjibtd91TgvcDRwA7gKuBdMcaJpN9DvWS3ZBkYG5h13nGqK0V/qp9Md6YOIyvNG97wBoaGhrjlllvYsWMHixcvrveQJEmSJElqGJnl5f3bvtzzmk1Th2P5YOz7wNOBbwL/DgTg/wF/FkI4McZ4e/7wZ+VfPwA8tNulfrHbdV8NfB7YAlwK/BFwFpAOIRwfY7wv8TdTY8ObhuddwnVs2xi9G3sZWjXEmmPX1Hh0pdl77715whOewL333svvf//7x4RjN9xwA+vXr+fWW2/lD3/4AyEEXvOa1/CSl7xkj+tceeWVfOlLX+JnP/sZO3bs4MADD+Q5z3kOb37zm3n6059e1tiuvfZahoaGiDFywAEH8Nd//dcsWrRo1mNvvvlmPv3pT/PDH/6Q++67j8WLF3P00Ufzute9jhNPzGW35513Hl/5ylcAeP/738/73/9+stkshx12GL///e/5/Oc/z9e//nXuuOMOdu7cyZOf/GSe//zn8+Y3v5mDDz64rPcgSZIkSWpuPUt7SHWlSmrKn+5KN9yssmpp6nCMXMXY04G3xRg/XNgYQlgNfA74J+D0/OZjgHtijOfNd8EQwhOAT5ALxo6NMU7mt48Aw+Sqyf4h2bdRW9kt2XmDsYKp6SnWXbWOrgO6GrqC7Cc/+Qn33nsvT33qU1my5NGSz//4j/+gr6+Pgw8+mJe+9KXsu+++ZLNZzj33XN7ylrfw+te/ftexH/jAB9iwYQNHHXUUr3jFK+jo6OAHP/gBV199NTfffDPXXHMN++yzT0nj+o//+A/e+9738sQnPpHTTz+dHTt28MlPfpL9999/j2OvvfZazjnnHA4++GBe9KIXsd9++3H77bczNjbG97//fb74xS+yYsUKXvSiFzE5OUk2m+V5z3sef/Inf7LrPb/tbW/jG9/4BscddxyvetWrePjhh7n++uu54oorGB8f50tf+lKZH2FJkiRJUrPrT/XTu7F3wSwAoLOjk75UXw1G1RiaPRx7BfBb4KMzN8YYN4YQzgdeHELojDFOAc8EflzENV8NHERuWuauznMxxg0hhHcAZ4UQ3hlj/ENC76HmBsYGinoYIBeQDY4NNlw4Nj09zQMPPMAtt9zChRdeCMAb3/jGXft//etfMzAwQHd3N5dffjkHHXQQAG95y1s466yz+NjHPsYLX/hCjjzySH7zm99w2WWXccIJJ/CZz3yGxz3ucbuuc/bZZzM6OspNN91UUvP7yclJPvCBD3DooYdyxRVXcOihhwJw5plnsnr16j2O/9CHPsT+++/PlVdeyZOe9KRd24eGhvjQhz7Ef/3Xf+0Rjj3/+c/nrLPOAuCHP/wh3/jGN1i1ahUf+tCHdp3/yCOP8IpXvIKf/OQnbN26leXLlxf9HiRJkiRJrSPTnWH9aesXLJbp7OhkaNVQw+UA1dRZ7wGUK4TwOOAi4Px8+LW7ncDewONDCIcBBwO3FnHpVP7127Psuw54Irk+ZE1pfGK8pDJKgNFto4xPjFdpRMX5+Mc/Tghh15+jjjqKE044gbPPPpt7772X8847j7/4i7/YdfzXvvY1Hn74Yc4555xdwRjAPvvswznnnMPU1NSu6Yl77703H/zgB3nPe97zmGAM4IQTTgDg7rvvLmm8o6OjPPDAA5x55pm7gjGAZz7zmbz85S9/zLFTU1O87W1v44Mf/OBjgjGA5zznOUXd/9BDD+Xiiy/m3HPPfcz2vfbai+OOO66s9yBJkiRJai1rV65lZPUI6a70rPvTXWlGVo80fHulpDVt5Vi+cutjs+0LIRwFHAXcEWPcGUI4Jr/r8SGEK4HnAouB7wJ9Mcbvzzj98PzrFvZ0Z/71SOBHFb2BOsluzZZ9Xj3nGj/72c/m2c9+NgC/+93vuOaaa/j1r3/N6aefzuDg4B5THn/yk58AuZ5jt99++2P2PfjggwD87Gc/A+Cggw5i1apVTE1Ncdttt3HHHXfwv//7v8QY+e53vwtQ8uqQhWsfffSeOeqxxx77mFU1Ozs7OeWUUwD45S9/ye23387Pf/5z/ud//ocbb7yxqPsfeuihvOIVr+CRRx5hfHycrVu38vOf/5zNmzeX/R4kSZIkSa0n050h051hfGKc7NYskzsnWbJoCZnlmbbpMba7pg3H5hJC6AQ+Tq4qbn1+cyEcez3wDeDTwBHk+pGdHEI4Pcb4jfwxTwR2xhh3zHL5+/OvB1Qyxh07drB58+Z5j3nooYfYe++92bFjtmGU7+7flVc9dPfv7t5jLIWwJekxzvTwww8DuUDpta997a7tr3vd63jTm97E1772NRYvXsy73vWux5x33333ATwmhNrdvffeu2vs2WyWj33sY/z85z8HYN9992XFihUcccQR3HjjjezcufMx73Nqamre933PPfcAucqt3Y8rLBjw8MMP79p3++2384EPfICbbrpp13nd3d2sWLGCO++8k9///ve7ji18TGZuA/jiF7/Iv/7rv/Lb3/4WgP33359jjjmG5cuX8+Mf/5iHHnpo3jFPTU3x8MMPL/i1qfIUPvZ+fKXi+MxIpfGZkUrjMyNBJ52csuSURzfcDZvvnv2ZaIZnppJsoqXCsRBCB/CvQAa4iUd7kXUC24D3xBgvn3F8GsgCnw4hdMcYHwIeT25K5mwK20vrzN5AlixasvBBCZ5XLYsXL+aDH/wgr3rVq7jiiis44ogjHjOtct999wXg6quv5rDDDpv3Wj/+8Y95+9vfziGHHMLFF19MT08Phx12GB0dHXz605/eVb1VikKT/N/97nd77Nv9gd2+fTuvf/3r+d3vfsdb3/pWTjzxRJYvX87jH/94fvzjH/Nf//VfC95vZGSECy+8kCOPPJJ3v/vdrFixYtd0zn/8x3/kxz8upt2eJEmSJEntp2XCsRDCXsAQcBa5KZEvizE+DBBjvIhcf7LHiDGOhhAuB84E0uSqynaQ61U2m0X51+2VjHXx4sWsWLFi3mMKaWyhyigpLznyJfxDtvTFNl9y5Ev2GEsh5El6jDPtvXfuU/H4xz9+j/scdthhXHDBBbzpTW/in/7pn3jBC16wKwh7xjOewbe//W1uv/12jjjiiMecd+edd3LFFVdwwgkn8MIXvpBrr72Wqakpzj//fE4++eTHHFuoJNv9/p2dnfO+72c961lAbnpnOv3Yudwxxl3vbfHixXznO9/h7rvvZs2aNbzuda97zLG/+MUvAHjc4x63636LFi3aY0wjIyMAfPjDH97j/W7btu0x95tLZ2cn++yzz4JfmypP4Zn24ysVx2dGKo3PjFQanxmpNM3wzGzevHlXG6VSNW1D/plCCPsCXyUXjN0OvCDG+KsiT9+Ufy0s43cvsE8IYdEsxxamU94/y76m0LO0h1RXauEDZ0h3pRt23vEpp5xCb28vO3bs4Pzzz9+1/fTTT+dxj3scH/3oR3dNM4Tc6o2Dg4Ns2LBh19TLQtj0f//3f4+59g033MDVV1+967xSpNNpDj74YD73uc+xdevWXdvvuOMOvvjFLz7m2ML9d2+Y/6tf/YqPf/zje9x/r71ymfbvf//7Pa6x+3u48sor+f73v1/We5AkSZIkqR00feVYCOEg4L+A5wC3AC+JMU7sdsxK4AkxxtmWaSyU0jyUf70N+FNgGRB3O7YQoO2+van0p/rp3dg779KtBZ0dnfSl+mowqvK9973v5bvf/S7//d//zdVXX81pp53GsmXLePvb387FF1/Maaedxgtf+EIOOOAAxsbGuOOOO3jBC17A6aefDsBLX/pSPv3pT3PBBRfwgx/8gCc/+cnEGLn++us56KCDuPvuu3cFacXab7/9GBwc5Nxzz+Uv//IvefGLXwzANddcw8EHH8zk5OSuY4877jie9rSn8dWvfpV7772Xo446irvuuotsNsuiRYvo6Oh4zP0POeQQAP7t3/6N+++/nzPOOIPTTz+dr3/967zpTW/i1FNP5QlPeAI//vGP+f73v88Tn/jEst6DJEmSJEntoKkrx0II+wBXkwvGRoGTdw/G8q4Evh1CeNIs+56Xf70p/3p9/nW2dU1PJlc11rgd6IqQ6c6w/rT1dHbM/+nv7OhkaNUQme5MjUZWnkMOOYS3vOUtAFx00UXcf3+usO81r3kN69ev56ijjmJkZIQrrriCvfbai/POO49LLrlkVwXWihUrWL9+PT09PVx77bV84Qtf4P/+7/8455xz+OpXv0pnZyejo6Mlj+tFL3oRl112Gc94xjP4z//8T7797W/zqle9atdYC/bdd18+/elP09vby/j4OBs3buSnP/0pp59+Ol/72tc46qijuOmmm9i+PTeb94QTTuBv/uZvuP/++7n88su54447OPnkk/nIRz7CH/3RH3HVVVfxla98hZ07d9Lf38+nPvUpgLLegyRJkiRJra5jenq63mMoWwjhw8BbgBuAzBwrTBJC+CfgreR6kr0uxjid3/6XwBeAsRhjOr/tYOBOYAJ4dozxnvz2NcAw8E8xxtKbduXdfPPNN++7774ri+05Vs35vNktWQbHBhndtmdoku5K05fqmzcYq0XPMdVOM8whb2Z+fKXS+MxIpfGZkUrjMyOVphmemXzPsU3HHXfccaWe27TTKkMIhwJvzP91M/DOEMJsh14MDAJ/BqwDjgkhXA8E4FTgLuA1hYNjjPeEEN4BXAr8MITwBeBpwKvITbnco7F/s8p0Z8h0ZxifGCe7NcvkzkmWLFpCZnmmYXuMSZIkSZIkJalpwzHgRB5dVXLNPMd9NMZ4XwjhucD7gD8HzgH+j1wlWH+M8a6ZJ8QYPxlCuBd4B7kA7h7gM8B7CpVkraRnaY9hmCRJkiRJaktNG47FGK8EOko4/j5yUzDfssChheOvAK4oZ2ySJEmSJElqDk3dkF+SJEmSJEmqhOGYJEmSJEmS2pbhmCRJkiRJktqW4Zgkpqen6z0ESZIkSZLqomkb8re6jo4OpqenmZqaorPTDFPVVQjHOjqKXuNCkiRJkhra+MQ42a1ZJndOsmTREjLLM/Qs7an3sNSADMca1KJFi3jooYfYvn07+++/f72Hoxa3fft2IPd1J0mSJEnNLLsly8DYAGPbxvbYl+pK0Z/qJ9OdqeoYDOaai+FYg9p///156KGH+PWvfw3AfvvtR0dHh5U9Ssz09DTT09Ns375919eZQawkSZKkZja8aZizrz6bqempWfePbRujd2MvQ6uGWHPsmsTv3wjBnEpnONagDj74YLZv386DDz7IL37xi3oPZ1ZTU7n/s3HaZ2vYd999Ofjgg+s9DEmSJEkqS3ZLdt5grGBqeop1V62j64CuRIOqegdzKp/hWIPq7Ozk6U9/Ovfccw8PPPAAO3fubLim6Q8//DAA++yzT51HonJ1dHSwaNEi9t9/fw4++GCDTkmSJElNa2BsYMFgrGBqeorBscHEwrFaBHNO1awew7EG1tnZyZOe9CSe9KQn1Xsos9q8eTMAK1asqPNIJEmSJEntbHxifNapjPMZ3TbK+MR4IgFTNYM5p2pWn2UikiRJkiSpqWW3Zmt63kyVBHMLGd40TO/G3jmvX5iqueGWDSXdX49lOCZJkiRJkpra5M7Jmp43U7WCuVKnama3VB70tSvDMUmSJEmS1NSWLFpS0/NmqlYwV85UTZXHcEySJEmSJDW1zPLyem6Ve95M1QjmqjlVU3syHJMkSZIkSU2tZ2kPqa5USeeku9KJNOOvRjBXzx5q7chwTJIkSZIkNb3+VD+dHcXFHJ0dnfSl+hK5bzWCuXr2UGtHhmOSJEmSJKnpZbozrD9t/YIBWWdHJ0Orhsh0Vz6lsqDcYG58YpxLbryEC8cu5JIbL9k1LbKePdTa0V71HoAkSZIkSVIS1q5cy7IDlzE4NsjottE99qe70vSl+hINxuDRYG6h1SULwRxA+rL0rH3FUl0pzjzmzPLGkUAPtXZkOCZJkiRJklpGpjtDpjvD+MQ42a1ZJndOsmTREjLLM4n0GJtLscHcnffdSe/G3jlDtLFtY1z/8+s58olHctvdtxV9/6R6qLUjwzFJkiRJktRyepb21DwsWiiYy27JLlhdBjA1PcXtd99OBx1MM73gfZPsodaODMckSZIkSZISNFcwNzA2sGAwVjDNNEcefCT/c+//FDVVM+mpou3EhvySJEmSJElVNj4xPmuPsfncds9trD9tPemu9Kz7011pRlaPsObYNUkMsW1ZOSZJkiRJkuqu1j3Can3v7NZsWedt//12rjvrurp+fFqd4ZgkSZIkSaqb7JYsA2MDc67c2J/qr9qUwVree3LnZEXn1aOHWrtwWqUkSZIkSaqL4U3D9G7snXO64di2MXo39rLhlg1Nf+8li5bU9DwVz3BMkiRJkiTVXCkrN667ah3ZLeVNS2yUe2eWl1eBVu55Kp7hmCRJkiRJqrlSVm6cmp5icGywqe/ds7SHVFeqpHPSXemSp1KOT4xzyY2XcOHYhVxy4yWMT4yXdH47sueYJEmSJEmqqXJWbhzdNsr4xHjFfbfqee/+VD+9G3uLCuY6OzrpS/UVfe169m5rdlaOSZIkSZKkmip35cZyz2uUe2e6M6w/bT2dHfPHMZ0dnQytGio6zKpn77ZWYDgmSZIkSZJqqtKVG5v13gBrV65lZPUI6a70rPvTXWlGVo+w5tg1RV2vnr3bWoXTKiVJkiRJUk3Vc+XGRlg1MtOdIdOdYXxinOzWLJM7J1myaAmZ5ZmSp26W0z/N6ZWPZTgmSZIkSVKTSiJcqYd6rtzYSKtG9iztqejzVc/+aa3EcEySJEmSpCbTTM3X5wrwUl2pkoKdclZunE097520SvqnNeL7qRfDMUmSJEmSmsjwpuF5e0wVmq8PrRoqum9VNSwU4J12xGlc//Prq7Jy40KquWpkLdW7f1qrsCG/JEmSJElNolmarxezeuJ52fM485gzE1+5sRjVWjWy1hqhf1orMByTJEmSJKlJlNN8vdZKCfA+e+tnuThzcWIrN5Yi6VUj66GR+qc1M6dVSpIkSZLUBJql+XqpAd7Xb/861511XV0WF0hy1ch6aKX+afVkOCZJkiRJUhNohubrlQZ49Qpt6nnvSrVK/7R6MhyTJEmSJKkJNEPz9VoEeM1a5VUthf5pC01lbfT+afVkOCZJkiRJUhOoRfP1SoOnagZ4C61+2Z/qb9vgZ+3KtSw7cBmDY4OMbhvdY3+6K01fqq9tPz4LMRyTJEmSJKkJVLP5elLBU7UCvOFNw/NWRo1tG6N3Yy9Dq4YauoF+NTV7/7R6MhyTJEmSJKkJVKv5epLBUzUCvFJWv1x31Tq6DuiqWoVUMwRPzdw/rV4MxyRJkiRJahJJN19POniqRoBX6uqXg2ODiYdjTulsbZ31HoAkSZIkSSpOofl6Z8f8/5zfvfn6+MQ4l9x4CReOXcglN17C+MQ4UF7wtJD+VP+C45s5zvkCvEpWv0zK8KZhejf2zjmOQmXdhls2JHZP1ZaVY5IkSZIkNZFSmq/PV/F03FOO4+a7bi7p3oXgab5KryRXT6zF6pfzXqeBpnSqegzHJEmSJElqMsU0X1+ol1ipwVhBMcFTUqsnVnP1y2I0wpROVZ/hmCRJkiRJTWqu5uvFVjyVo9jgKYnVE6u1+mUxKpnSaUP85mI4JkmSJElSiyml4qlUpQZPlayeWI3VL4tV7ymdqh0b8kuSJEmS1ELKqXgqRRLBU7EKq1+WYqHVL4tV7ymdqh3DMUmSJEmSWki5FU/FSCp4KkWSq1+Wop5TOlVbTquUJEmSJKmBVNKjC6pXuZRk8FSKJFe/LOm+dZzSqdoyHJMkSZIkqQKVhlkF2S1ZBsYGZp0SmepK0Z/qLyr4qUblUtLBU6mSWv2yFIUpnaVMUa1HZZ0qZzgmSZIkSVIZkgqzAIY3Dc9bGTW2bYzejb0MrRpizbFr5r1WuZVLxz/1eG761U17bK9G8FSOJFa/LFV/qp/ejb1FLW5Qr8o6Vc5wTJIkSZKkWcwXwiQZZmW3ZBecMggwNT3FuqvW0XVA17xBVbkVT9eddV1Ng6dyVbL6ZanqNaVTtWU4JkmSJEnSDAtVhJ12xGmclz0vsTBrYGygqMqkwjUHxwYXDGHKrXgqNnhqhhAtKfWY0qnaMhyTJEmSJCmvmIqwUiqyFgqzxifGS7oewOi2UcYnxucNo6pV8ZTkVNJmUo8pnaodwzFJkiRJkih+emOp5guzsluzZV0zuzW7YCiTdMVTklNJm1Utp3SqdgzHJEmSJElNL4mKnlKmN5ZqrjBrcudkWdcr9rykKp6S7osmNRLDMUmSJElS00pqml850xtLMVeYtWTRkrKuV+p5lVY8VaMvmtQoDMckSZIkSQ2rZitGljm9sVhzhVmZ5eUFSOWeV45q9UWTGoXhmCRJkiSp4dR6xchypzcWa64wq2dpD6muVEnhU7orXdPQqZp90aRG0FnvAUiSJEmSNNPwpmF6N/bOGRiNbRvjHde+o+RpfvMpd3pjMRYKs/pT/XR2FPfP886OTvpSfUkNrSjV7osm1ZvhmCRJkiSpYVR7xci5VGuaYjFhVqY7w/rT1i8YkHV2dDK0aqjmvbxq1RdNqhfDMUmSJElSw6j2ipFzKUxvTFIpYdbalWsZWT1Cuis96/50V5qR1SML9k6rhmboiyZVwp5jkiRJkqSGUK8VIwv6U/30buwtKpzr7Ojk4szFfP32rzO6bXSP/emuNH2pvpKqvDLdGTLdmXkXIaiHZuiLJlXCcEySJEmS1BDqtWJkQWF640LTOgsVYWuOXcPb//TtiYdZPUt7Gi5YKjU4rHVfNKkShmOSJEmSpIZQrxUjZ1q7ci3LDlzG4Nhg0RVhjRhmJa3U4LDWfdGkShiOSZIkSZIaQj1XjJypUac31ls5waHUDAzHJEmSJEkNoZ4rRs6mHSrCSmVwqFZkOCZJkiRJagjlNH5fiNP8qsPgUK2ks94DkCRJkiSpoD/VT2dHcf9U7ezo5IMv+iDprvSs+9NdaUZWj7Dm2DVJDlFSi7FyTJIkSZLUMBplxchqaIYxSu3IcEySJEmS1FCquWLk+MQ4l992Odsf2c7hk4fXJKDKbskyMDYw63TRVFeK/lS/0z6lOjIckyRJkiQ1nKQbv88aUP0k91LNgGp40/C8VXBj28bo3di7qwpOUu01fTgWQjgUOB84FTgEuAe4FuiPMW7Z7dgzgbcARwL3Al/IH/e7Wa57KvBe4GhgB3AV8K4Y40TV3owkSZIk6TGSaPxer4AquyW74PRQgKnpKdZdtY6uA7qsIJPqoKkb8ueDse8DrwM2Ax/L//3/AT8IIRwx49h3AZ8h957/GfgRuaBsJISw927XfTVwNbAUuBT4FnAW8N0QwoFVfVOSJEmSVCPjE+NccuMlXDh2IZfceAnjE+P1HlLiSg2osluyid17YGxgwfvOvP/g2GBi95ZUvGavHDsfeDrwthjjhwsbQwirgc8B/wScHkLoAgaAG4B0jPH3+eMGgD7gbODj+W1PAD4BbAGOjTFO5rePAMPkqsn+oRZvTpIkSZKqoZ16YJUTUCXx3scnxmf9+M5ndNso4xPjNumXaqypK8eAVwC/BT46c2OMcSNwB/DiEEInufBrL+CiQjCWdxEwCbx2xrZXAwcBHykEY/lrbgAicFYI4XHJvxVJkiRJqr7hTcP0buydM7gpTDHccMuGGo8seZUEVJXKbi2vAq3c8ySVr2nDsXxAdRFwfoxxtl8D7AT2Bh4PpPLbrpt5QIzxIXLVZM8KIRyQ31w49tuzXPM64Ink+pBJkiRJUlOp5xTDeqhnQDW5c3LhgxI8T1L5mjYcizH+Icb4sRjjv+y+L4RwFHAUcEeMcSdwOPCb2RrvA3fmX4/Mvx6ef92y56F7HCtJkiRJTaPdemDVM6BasmhJTc+TVL5m7zm2h/w0yo+TC/7W5zc/Edg6xyn3518PmHHszhjjjiKOLcuOHTvYvHlzJZdoCDt25D5ErfBepGrzeZFK4zMjlcZnRsW4/f7by5pi+LXvfY0jDjhi4YMb0IP3Plj2eZU+T8uml5V9ns+yGk0zfJ8pjLEcTVs5NpsQQgfwr0AGuIlHe5E9ntw0y9kUtu9TxrGSJEmS1BS+95vv1fS8RnDiISfW9LyZjjjgCI5/8vElnXPCk09o2iBSamYtUzkWQtgLGALOIjcl8mUxxofzu3eQ6z82m0X51+1lHFuWxYsXs2LFikou0RAKiXErvBep2nxepNL4zEil8ZlRMfb97b7lnXfQvk37tbWCFaR+liqpYi7dleb0E09P5P4XL7qY3o29RU1l7ezo5P0veT8rupvzY63W1gzfZzZv3syDD5ZXLdoSlWMhhH2Br5ILxm4HXhBj/NWMQ+5l7qmQhe33zzh2nxDCoiKOlSRJkqSm0K49sPpT/XR2FPdP386OTvpSfYndO9OdYf1p6xe8f2dHJ0Orhsh0ZxK7t6TiNX04FkI4CPgW8FLgFuB5Mcaf73bYbcAhIYTFs1xiOTBFLlQrHAuwbI5jAWIlY5YkSZKkWsssLy94Kfe8RlHvgGrtyrWMrB4h3ZWedX+6K83I6hHWHLsm0ftKKl5TT6sMIewDXA08BxgFTo8xzrasyPXAC4DnAyO7nX8iMB5jfGDGsa8B0uwZgp1MrmqscTvQSZIkSdIsepb2kOoqfYphz9KeKo6qNtauXMuyA5cxODbI6LbRPfanu9L0pfqqVrmV6c6Q6c4wPjFOdmuWyZ2TLFm0hMzyTEt8fKVm19ThGHAR8FzgBuDP5lhhEuDzwLuB80MIozHGQmP9dwNLeHRVS4AryTXyf0cI4YsxxnsAQghrgCOBf4oxFrf2sSRJkiQ1kP5Uf0k9sJKcYlhvMwOqy2+4nO2PbOfwww6vaUDVs7THMExqQE0bjoUQDgXemP/rZuCdIYTZDr04xvizEMKHgHcCt4QQrgJ6gFOB75Br5A9AjPGeEMI7gEuBH4YQvgA8DXgVuSmXF1XpLUmSJElSVRWmGJ599dnzBmSt3AOrZ2kPZxx5BtDYzcUl1U7ThmPkpkMWVpWcb3L2R4GHgHcB/wv8HXAu8GvgI8AFMyrJAIgxfjKEcC/wDnIB3D3AZ4D3FCrJJEmSJKkZ1XuKYYFTDCU1iqYNx2KMVwIdJRw/DXwi/6eY468ArihrcJIkSZLUwOrZAyu7JcvA2MCsvc9SXSn6U/0tWbEmqXE1bTgmSZIkSapMrXtgDW8anndK59i2MXo39jK0asjVGyXVzPxr2UqSJEmSlIDsluyCvc4ApqanWHfVOrJbsjUamaR2ZzgmSZIkSaq6gbGBolbJhFxANjg2WOURSVKO4ZgkSZIkqarGJ8Zn7TE2n9Fto4xPjFdpRJL0KMMxSZIkSVJVZbeWN0Wy3PMkqRSGY5IkSZKkqprcOVnT8ySpFIZjkiRJkqSqWrJoSU3Pk6RSGI5JkiRJkqoqszxT0/MkqRSGY5IkSZKkqupZ2kOqK1XSOemuND1Le6o0Ikl6lOGYJEmSJKnq+lP9dHYU90/Qzo5O+lJ9VR6RJOUYjkmSJEmSqi7TnWH9aesXDMg6OzoZWjVEptsplZJqw3BMkiRJklQTa1euZWT1COmu9Kz7011pRlaPsObYNTUemaR2tle9ByBJkiRJag3jE+Nkt2aZ3DnJkkVLyCzP7NE3LNOdIdOdKepYSaoFwzFJkiRJUkWyW7IMjA0wtm1sj32prhT9qf49pkn2LO0xDJPUEJxWKUmSJEkq2/CmYXo39s4ajAGMbRujd2MvG27ZUOORSVJxDMckSZIkSWXJbsly9tVnMzU9Ne9xU9NTrLtqHdkt2RqNTJKK57RKSZIkSS3LvlbVNTA2sGAwVjA1PcXg2KCrUEpqOIZjkiRJklpOOT2wVJrxifE5p1LOZXTbKOMT4waUkhqK0yolSZIktRR7YNVGdmt5UyTLPU+SqsVwTJIkSVLLsAdW7UzunKzpeZJULYZjkiRJklpGOT2wVJ4li5bU9DxJqhZ7jkmSJEmqqlo1xbcHVm1llpfXs63c8ySpWgzHJEmSJFVFrZviV9IDq57hWLOuqNmztIdUV6qkQDLdlW6K9yapvRiOSZIkSUrc8KbheXt/FZriD60aYs2xaxK5Z7P1wGqFFTX7U/30buwtaiprZ0cnfam+GoxKkkpjzzFJkiRJiapXU/xm6oHVKitqZrozrD9tPZ0d8//TsrOjk6FVQw0f9klqT4ZjkiRJkhJVr6b4zdIDq9VW1Fy7ci0jq0dId6Vn3Z/uSjOyeiSxCkFJSprTKiVJkiQlpp5N8WvVA6vSHmHlhIeNXnGV6c6Q6c40bf80Se3NcEySJElSYurdFL+aPbCS6BFWSXgINHzw1LO0p+HGJEkLMRyTJEmSlJhKm+JXWnlU6IG10LTFUntgJbXAQLnh4cv+/WXcce8de2xvlsb9ktTIDMckSZKkNlGLKW/lNre/63d3kb4sncjKjWtXrmXZgcsYHBtkdNvoHvvTXWn6Un1FX6/UHmFdB3TNee1yw8PZgjGozqqfktRuDMckSZKkFpfEdMBildvc/pM3fbLiqqzHjCPBHlhJ9girxsqYxYRykqS5GY5JkiRJLSyp6YDFKqcpPpBIVdZc46mkOi7pBQaqtTLm7qFc0lWCNtqX1MoMxyRJkqQWleR0wFKU0hS/FDMDoFqFNUkvMFBueFiM0W2jDG8a5rO3fjaxKsFaVh1KUr101nsAkiRJkqqjnOmASSg0xe/smP+fGx10lHzt0W2jnLD+BI6+9GjOveZc+r7dx7nXnMvRlx5N+rI02S3lhVlzqXSBgdn0p/oX/NiUa91V6+YM3gpVghtu2VDUtYY3DdO7sTex60lSozIckyRJklpQJdMBk7B25VpGVo+Q7krPuj/dlebvjv+7sq590103zbq9GmFNuT3C5juv2PCwHNNMz7u/UCW4UIhYatVh0qGkJNWS0yolSZKkOTRzn6WkpwOWY6Gm+BeOXZjIfWZKeopouT3CFjpvoRU1Dz/o8DlXqKzUQosGQLKLEEhSozMckyRJknbTCn2WqjEdsFxzNcWvxsqNkGxYU06PsHRXuqiAcb7wEODoS48ue9wLmW/RgKQXIZCkRmc4JkmSJM1Q69Udq6Ua0wGTVq2VGyHZsKaUBQY6OzrpS/WVdP25wsNqNe4vmKtKsBGqDiWplhINx0IIpwCnACngj4AnATuACeCHwLeAr8UYf5nkfSVJkqQk1Gt1x2qo1nTAJFVz5UZILqwp9Ahb6Gujs6OToVVDiX1NVGvVz4K5qgQbqepQkmqh4g6QIYR9QwjnhRC2AtcA/wA8GziQXCj2CNANvBL4BLA1hPClEMJJld5bkiRJSlK9VneshkLwVIrCdMDxiXEuufESLhy7kEtuvCSxJv2zqebKjUmGNcUsMDCyeiTRasJqrvoJc1cJNkPVoSQlqaLKsRDCGmAQeArwM+AC4DvAD2KMkzOO6wACcCLwYuBlwMtDCF8E3h5j/Hkl45AkSZIq1Yp9lkqdDnjqEaeSvixd015rxVZllSPpsGahBQaqYaHG/emuNGcccwavveq1JV97rirBZqg6lKQkVTqt8lPAlcD7Y4w/mOugGOM0ufDsZ8BlIYQlwN8C5wFnAQMVjkOSJEmqSCv2WSplOuCZx5zJednz6tJrbaEA6PinHM9Nd91U8nWrFdbM1SOsWooJ5T5762cTWzSgmosQSFIjqjQcOz7GuKnUk/JVZf8cQhgCllU4BkmSJKlirdpnqZjKo1OPOHXeYKygmr3WFgqA5qpom0srhjXzhXJJLxpQ7UUIJKmRVBSOlROM7Xb+Q+SqySRJkqS6auU+S8UET6X2WqvWQgRzBUCGNfNLetGAei1CIEn1kGjnyxDCRUleT5IkSaqVduiz1LO0h3Oecw7vTb2Xc55zzq7m++X2WqulYpvTt3NYk/SiAfVYhECS6qHSaZW7Oy+EcGCM8e8Svq4kSZJUVe3aZ6mZeq0VM0W0L9XXlsFYQdKLBtRjEQJJqrWkw7HPAq8PIRwInBljfGT3A0IIfwr8fzHG5yZ8b0mSJKki7Th1r9l6rVUrrGm18CfpRQNqvQiBJNVSouFYjPGsEMLdwFuAA0IIr8z3FSOEcATwAeBlSd5TkiRJSko79llq1l5rSYU12S1ZBsYGZq0YTHWl6E/1t8TnWZI0t6Qrx4gxvi0fkF0IjIQQXgucC7wWeDxwE/CupO8rSZIkFWu+KqF2m7rXDr3W5jK8aXjeIHRs2xi9G3sZWjVkXy1JamGJh2MAMcaLQgj3A/8MbM5vvg14b4zxS9W4pyRJkrSQYquEmqnP0vjEOJffdjnbH9nO4ZOHlzzGtu21tiW7YIUg5FbnXHfVOroO6GqZQFSS9FiJh2MhhA7gDOCt+U0dwF3A82KMdyd9P0mSJKkY5VQJNXKfpVmDvp/kXkqdDtiOvdYGxgaKer+QC8gGxwZLDseaIVyVJMH86yCXKITwCuDHwKeBpwAXA28DDgWuDSEsTfJ+kiRJUjFKrRLKbilvBcdaGd40TO/G3jmrvQpB34ZbNhR1vUKvtc6O+f950Cq91sYnxkuqlAMY3TbK+MR4Ucdmt2RJX5bm6EuP5txrzqXv232ce825HH3p0aQvSzf815cktZtEwzHgS8BR5FatPDLG+O4Y40fIVZI9A/hOCGFZwveUJEmS5lVOlVCjqlbQt3blWkZWj5DuSs+6P92VZmT1SEv03spuLS+cKua8pINLSVL1JT2t8pvA22OMt87cGGP8fAjhPuA/gOtDCC+OMRb3axdJkiSpApVUCTXiFLhqTgdspl5rlZjcOVmV8+xjJknNKdFwLMb44nn2/WcI4cXA1cAo8KQk7y1JkiTNppIqoUYLhGoV9DVyr7UkLFm0pCrn1aKPmSQpeUlPq5xXjPF64GTg97W8ryRJktpXtaqE6qGa0wHbSWZ5eYHUfOdVu4+ZJKl6El+tciExxh+GEJ5X6/tKkiSpPVWrSqhclUxZbKWgr556lvaQ6kqVFGalu9Lzfp5aqUJRktpNReFYCGFxjHFHqefFGO+o9BqSJElqH5UEStWoEipHdkuWgbGBWQOZVFeK/lT/glPsGi3oa2b9qX56N/YWNQ2ys6OTvlTfvMcYXEpS86q0cmxrCOH9wCdjjDtLOTGE8CxgALgJaNzlgCRJklQ3SQRK1agSKtXwpuF5G7UXVjAcWjU072qQjRL0tYJMd4b1p61fsIF+Z0cnQ6uGDC4lqYVV2nPsG8CHgbtCCJeGEF4QQlg818EhhO4QwhtCCDcAm4BnAd+ucAySJElqQcObhund2DtnqFUIlDbcsmHBa/Wn+unsKO5H32KqhEpR6gqG2S1zT88rBH2lSDroayVrV65lZPUI6a70rPvTXWlGVo/MG1gWGFxKUvOqqHIsxvi3IYSPA/8InJ3/84cQwmbgLuBeYB/giUAgt0JlBzABvAf4SKkVZ5IkSWp9pQZKXQd0zVvZk3SVUCmSXsEw6emA7S7TnSHTnalo6i40RoWiJKk8FTfkjzH+AOgNIRwBrAVeRK4i7Jm7Hfpb4MvAl4AvxRhdsVKSJEmzSjpQglyV0LIDlzE4NsjottE99qe70vSl+hINxipZwXCu0KSeQV8r61naU3FQZXApSc0psdUqY4y3A+cBhBD2BZ5GrmJsBzARY7wrqXtJkiSpdVUjUCpIqkqoWNVawbAeQZ8WZnApSc0psXAMIITwPeDNMcbvAbfn/0iSJElFq1agNFMSVULFqOYKhjODvstvuJztj2zn8MMOr1rQp+IYXEpS80k0HAOOBb4TQrgCOC/G+POEry9JkqQWV81AqZpmq0arxQqGPUt7OOPIMwBYsWJFWfdTsmpdoShJqkzS4dhRwAeBvwZeHkL4CPD+GOPvEr6PJEmSWlQlgVI9wojsliwDYwOzTgU97inHlXVNVzBsDbWqUJQkVSbRcCzGuBX4yxDCnwIfBt4FrAkhvBfYEGOcTvJ+kiRJ9WA1SHWVGwx97kef49xrzt1je6orRX+qvyrT2IY3Dc/bX+rmu24u+ZquYChJUm11VuOiMcbvxBifA6wGdgLrgVtCCC+sxv0kSZJqIbslS/qyNEdfejTnXnMufd/u49xrzuXoS48mfVma7JbyemXpsXqW9pDqSpV83k133TTr9rFtY/Ru7GXDLRsqHdpjZLdkF2y8XipXMJQkqfaqEo4VxBg/DwTgPcAy4JshhK+GEI6s5n0lSZKSNrxpmN6NvXOuolitAKZd9af66exI7kfVqekp1l21LtEAc2BsIPFgzBUMJUmqvaqGYwAxxp0xxouBI4B/BV4K3Frt+0qSJCWl2AqhagQw7SrTnWH9aesTD8gGxwYTudb4xPicQel8jn/q8bNuT3elGVk9wppj11Q6NEmSVKKkG/I/RgjhqUAPcHT+Tw/wCLB3Ne8rSZKUpFIqhAoBjNU/lVu7ci3LDlzG4Nggo9tG99h//FOOn3Mq5VxGt40yPjFecU+v7NbyAtAzjjmDy152Wcv0rLP/niSpFSQajoUQ3sijIVgPcGB+V0f+9Q/AbcCPkryvJElStZRTIZRUAKNcBVmmOzNrCJPdmi05HINcsFXp52Zy52TZ57XCCobzrdBZzQUQJEmqhqQrx/55xn/fA4ySC8Juzb+Oxxh3JnxPSZKkqim3QiiJAEaPmi1Q+srPvlLWtcoNtmZasmhJTc9rJAut0Fnovze0ashpopKkppB0OPZu8mFYjPGXCV9bkiSp5iqpEFJ11TOgyiwvryqqlPMaccpiqf33ug7osoJMktTwEg3H8o336ybf42wz8L4Y40d327cW+NQcp94YYzxxt+NPBd5LbproDuAq4F0xxomkxy1JkhpXO1cINbpaBFRz6VnaQ6orVdKU23RXuqhwq5GnLNp/T5LUiqq+WmWthBCeAHwZmOsn0WflXz8AXLDbn8eEZiGEVwNXA0uBS4FvAWcB3w0hHJjw0CVJUgOrZwCj+RUCqlIUG1AVoz/VX/Rqmp0dnfSl+hY8bnjTML0be+cM3QpTFjfcsqGksSahkv57kiQ1sqquVlkrIYQucsHYynkOOwa4J8Z43gLXegLwCWALcGyMcTK/fQQYJldN9g9JjFuSJDW+alYIqXL9qX56N/YWVc1UbEBVrEx3hvWnrV9wmmFnRydDq4YWrKBq9CmL9t+TJLWqpq8cCyG8Gfgxucqwb81z6DPzxy3k1cBBwEcKwRhAjHEDEIGzQgiPK3vAkiSp6VSjQkjJKARUC31+ig2oSrV25VpGVo+Q7krPuj/dlWZk9UhRjenLmbJYS/bfkyS1qlaoHHszsA14HXAk8MLdDwghHAYcTG7VzIUUavO/Pcu+6/L3OZrcwgOSJKmOatWwPOkKISVr7cq1LDtwGYNjg4xuG91jf7orTV+qr2qfl0x3hkx3pqKvx0qmLNaqKsv+e5KkVtUK4djrgGtjjH8IIRw5xzHH5F8fH0K4EngusBj4LtAXY/z+jGMPz79umeU6d+Zfj6SCcGzHjh1s3ry53NMbxo4dOwBa4r1I1ebzIpVmoWfmht/cwKU/vZSbfnvTHvuOf/LxvOEZb+CkQ05KdEzPXfxchlJDfPKnn+QHv/3BHvtPePIJvP4Zr+ekfU7yWa+Dp/JULn3Opdx+1O187zffY/sj29lvr/048ZATOeKAI2Bn9f8/uJNOTllyyqMb7obNdxd3z8tvu7yse15+w+WcceQZNfk+s2x6Wdnn+Uyo0fizmVSaZnhmCmMsR9OHYzHGbxRxWCEcez3wDeDTwBHA6cDJIYTTZ1znicDOGONsH9X7868HVDBkSZJUgS9t+RLvu+l9TDF7BddNv72JdaPruOD4C3hl9ysTvfdJh5zESYecxO33zxHAtLhmeN9HHHBEw42pGNsf2V7T88pxxAFHcPyTj581lJ7LCU8+oSk/H5Kk9tL04ViROslNvXxPjHHXr+VCCGkgC3w6hNAdY3wIeDywc47rFLbvU8lgFi9ezIoVKyq5REMoJMat8F6kavN5kUoz1zOT3ZLlfTfPHYwVTDHF+25+HyetOKkqU+lWsILTOT3x6zaq7JYsA2MDs077S3Wl6E/1O5W0QodPHg4/KeO8ww5nxYoVNfs+c/Gii0taAOH9L3k/K7r93qfG489mUmma4ZnZvHkzDz74YFnn1rwhfwjhb0MI3woh/FcI4eIQwv7VvmeM8aIY47KZwVh++yhwOfAUoNBFdQew9xyXWpR/rd2v6CRJ0i6N3rC8FQ1vGqZ3Y++c/bDGto3Ru7GXDbdsqPHIWktmeXnhYrnnlaveCyBIklQN9VitchlwMnAp8EfAxjqMYaZN+dfl+dd7gX1CCItmObYwnfL+WfZJkqQqqqRhucqT3ZJdcBECyAWR665aR3ZLtkYjaz09S3tIdaUWPnCGdFe6Zs34Z0pyhU5JkhpBPaZVXgZcl6/a+loI4fAFjq9YCGEl8IQY42w/US/Ovz6Uf70N+FNyIV7c7dhCgLb7dkmSVGXZreUFL9mt2boECK2gnEo9K4XK15/qL2nKYl+qrwajml0SK3RKktQoah6OxRi3kev/Vfj7HTW47ZXA00IIh8QY/2+3fc/LvxY6i14PvIbcNMvdQ7CTyVWNNe7yDJIktajJnZM1Pa/dVVKpZzhSnsKUxYWq9RppymLP0h4/35KkppfotMoQwh+FEJYscMyhIYQXJnnfIvwHufd6UQihY8ZY/hI4FRiLMRZaoF4JPAC8I4Rw8Ixj1wBHAp+KMRb3K1RJkpSYJYvm/REj8fPaXSWVeiqfUxYlSaq9pCvHtgLnA/N1vz0XeCNQy59UB4E/A9YBx4QQrgcCuWDsLnKVYgDEGO8JIbyDXE+0H4YQvgA8DXgVuSmXF9Vw3JIkKa9ZGpa3Civ16scpi5Ik1VZF4VgI4RRg5jqeHcBJIYRz5jhlb+CvgD9Uct9SxRjvCyE8F3gf8OfAOcD/AcNAf4zxrt2O/2QI4V7gHeSCvHuAzwDviTHeU8uxS5KknELD8lKm+tWrYXkrsFKv/pyyKElSbVRaOXYv8GFyoVgHMA28GHjJAud9vML7zirGeBm5hv+z7bsPeEv+TzHXugK4IqGhSZKkBDRTw/JmZ6WeJElqFxWFYzHGm0IIpwNPJheObSDXs+ursxw+Dfwe+OUcq0ZKkiTNqxkbljcrK/UkSVK7qLjnWIzxPwv/HUJIA1+JMX6t0utKkqT2ND4xzuW3Xc72R7Zz+OThe/RZWrtyLcsOXMbg2CCj20b3OD/dlaYv1WcwlgAr9SRJUjtItCF/jPE1Cx8lSZK0p+yWLANjA4+tVMqvJZ3qStGf6t8VeNmwvDas1JMkSe0g0XAshPDlIg+djjG+Msl7S5Kk5jW8aXjeAGZs2xi9G3sZWjXEmmPX7Npuw/LqK6dSr9jQ0nBTkiQ1gkTDMeDlC+yfBh4k13tMkiSJ7JbsgpVJAFPTU6y7ah1dB3RZoZSwhUKqYiv1Zq3+y5tZ/VfscZIkSbWQdDi2fI7t+wJ/DLwdWAz4044kSQJgYGygqJ5WkAvIBscGDU4SUmpINV+lXrHVf2cecyafvfWzJVcJSpIkVUvSPce2zbN7cwjhm8CPgfcDb0zy3pIkqfmMT4yXtBoiwOi2UcYnxp1+V6Fyp7LOppTqv8t+dNmCY7NKUJIk1VJnLW8WY3wI+Crw57W8ryRJakzZrdmantfIxifGueTGS7hw7EIuufESxifGq3avUqeyZrfM//EupfqvWIUqQUmSpGpLelplMZ4ELKnDfSVJUoOZ3DlZ0/PqIak+XUlKciprOdV/xbJKUJIk1ULSq1XOFXp1AvsBpwGvBn6Q5H0lSVJzWrKovN+XlXteLRUTet15352JTW3c3VyhXNJTWatdxZfdmjUckyRJVZV05dh95FaknM8UcH7C95UkSU0os7y8iqhyz6uVYvp5nfK5UwCYXuBHp1L7by0Uyj3zyc8s4h3Mct05QqpqV/E1U5WgJElqTkmHY2PMHo5NAw8DPwM2xBhvTfi+kiSpCfUs7SHVlSqpkindlW7oSqJi+3ktFIrNVOwqncWEcv+97b+Lvu9Mc4VU1a7ia4YqQUmS1NySXq3y5CSvJ0mSWl9/qp/ejb1F9cDq7OikL9VXg1GVrxrN6WHh/lvVCOVmmiukqnYVX6NXCUqSpOZXtdUqQwhPCSG8JITwVyGETAjhwGrdS5IkNa9Md4b1p62ns2P+H0s6OzoZWjWUeHP6JFWzOT3M39+rWqFcwVwhVaH6rxoavUpQkiS1hsTDsRDCM0MI3wJ+AXwd+DwwAvwmhHBFCOGwpO8pSZKa29qVaxlZPUK6Kz3r/nRXmpHVIyU3pa+1ajenn2tqY7VDuYVCqv5U/4LhZqmaoUpQkiS1hqRXq3wGMAocCFwPfB/4df7vzwX+EjgxhHBijPGuJO8tSZKaW6Y7Q6Y7w/jEOJffcDnbH9nO4YcdvmuVxWZQ7ebxc01trGYoV0xIVaj+W2haZ2dHJ2cecyafvfWzCx7X6FWCkiSpdSTdkP8fgf2BV8YYv7L7zhDCXwD/DgwA6xK+tyRJagE9S3s448gzAFixYkWdR1OaajePn2tqY7mhXAcd8/YgKyWkWrtyLcsOXMbg2CCj20b32J/uStOX6iPTnWH1MauLOk6SJKkWkg7HUsCXZgvGAGKMXwwhfBU4LeH7SpIk1V01m8fPN7Wx3FDuDSe8gfGJ8cRCqpnVf9mtWSZ3TrJk0ZI9qv+KPU6SJKkWkg7HOsn1GpvP/wL7JnxfSZKkuis0p0+6/9dCUxvLDeX+7vi/o2dpT+IhVc/SnqLOL/Y4SZKkako6HLsa+KsQwj/GGO/dfWcIYX9yVWPXJHxfSZKkhtCf6qd3Y29RK0d20AFQ8dTGckK5mZVohlSSJKmdJb1a5VuB3wA3hxBeE0I4PISwTwjhoBBCL7lVKw8GPh1COGbmn4THIUmSVBeF5vQLrd7Y2dHJp07/FN8845uJrNJZyoqRrgQpSZL0qKQrx34DTAMdwKdm2d+Rf/36LPsel/BYJEmSAGre26qU5vRAIv23Slkx0pUgJUmSHpV0OPZZmGdegCRJUg1lt2QZGBuYdbphqitFf6q/aiFRqU3nk5jaWGooJ0mSpITDsRjjWUleT5IkqVzDm4bnraIa2zZG78ZehlYNFTVtsVy17uflSpCSJEmlSTQcCyH8EXBfjHFynmMOBZ4RY/xWkveWJEmNrZZhTXZLdsHphQBT01Osu2odXQd0tVw1lU32JUmSipP0tMqtwPnA4DzHnAu8EViS8L0lSVIDqsfUxoGxgaJWi4RcQDY4Nthy4ZgkSZKKU1E4FkI4BVgxY1MHcFII4Zw5Ttkb+CvgD5XcV5IkVV8SlV71mNo4PjE+axA3n9Fto4xPjFtpJUmS1IYqrRy7F/gwuVCsg1wz/hcDL1ngvI9XeF9JklQlSVV61WtqY3ZrtuzzmiEcs5eYJElSsioKx2KMN4UQTgeeTC4c2wBcCXx1lsOngd8Dv4wxlvbrXEmSVBNJVnrVa2rj5M45W59W5bxaqefKm5IkSa2s4p5jMcb/LPx3CCENfCXG+LVKrytJkmoryUqvek5tXLKovLam5Z5XC42y8qYkSVIr6kzyYjHG1xiMSZLUnMqp9JpLJVMbK5VZXl71VLnnVVupoWV2S+UfQ0mSpHaS6GqVIYQvF3nodIzxlUneW5IklS/pSq96Tm3sWdpDqitV0vtJd6Ubtm+XK29KkiRVV6LhGPDyBfZPAw+S6z0mSZIaRNJN7Os9tbE/1U/vxt6iQqXOjk76Un2J3DdprrwpSZJUfYlOqwSWz/GnB3gZ8B3gZ8CyhO8rSZIqkHSlV72nNma6M6w/bT2dHfP/qNPZ0cnQqqGGrbSq5/RUSZKkdpFo5ViMcds8uzeHEL4J/Bh4P/DGJO8tSZLKl3SlVyNMbVy7ci3LDlzG4Nggo9tGZ71fX6qvYYMxaN2VNyVJkhpJ0tMq5xVjfCiE8FXgbzAckySpYVSj0qsRpjZmujNkujOMT4yT3ZplcuckSxYtIbM80xTTDus9PVWSJKkd1DQcy3sS4E9skiQ1kGpUehWmNi600mItpjb2LO1pijBsd/WenipJktQOkl6tcq7QqxPYDzgNeDXwgyTvK0mSKldupdd8VVmtMLWxnhpheqokSVKrS7py7D5yK1LOZwo4P+H7SpKkCpVa6QWQviw9a3CT6krRn+rfNa2xmac21lsjTE+VJElqZUmHY2PMHo5NAw+TW6lyQ4zx1oTvK0lSU2nUoKjYSq8777tz3sBmbNsYvRt7GVo1xJpj1wDNO7Wx3hppeqokSVIrSnq1ypOTvJ4kSa0muyXLwNjAgtVW9bRQpVd2S3bBoAZganqKdVeto+uArrq/p2bn9FRJkqTqSbrn2LHAy4Fuco33fwvcCVwZY9yU5L0kSWo2w5uG5w2VZqu2qqe5Kr0GxgaKmuIHuYBscGzQ0CYBTk+VJEmqjkTCsRDCCuDTwAlAxyyHvCeEsAn42xjjT5O4pyRJzaTa1Va1CkzGJ8ZLag4PMLptlPGJcQOchDg9VZIkKVkVh2MhhOcA3wIWA7cCXwE2A/eQW6HyGcDLgGcDPwghvCTG+N+V3leSpGZSrWqrWk/TzG7Nln2egY4kSZIaUUXhWAhhCfBlctViZ8QYL5/lsK8C7w8h/DnwGeDfQghHxxjvq+TekiQ1i2pVW9VjmubkzsmanidJkiRVW6WVY2uBpwCvjjFeMd+BMcYvhxAAvgi8BvhIhfeWJKkpVKPaqtxpmpVOv1yyaElJ76HS8yRJkqRqqzQcexXwo4WCsYJ8QHZz/jzDMUlSW6hGtVWp0zTf+o23cuDiAyuefplZXt4UzXLPkyRJkqqt0nDscOALJZ7z38AZFd5XkqSmUUm11WyVXkDJ0zRvnbh1zn2lTL/sWdpDqitV0v3TXWn7jUmSJKlhVRqO7Qf8rsRzdgJ7V3hfSZKaRrlVU5/70ec495pz99h++EGHVzqkPZSySmZ/qp/ejb1FVa51dnTSl+pLapiSJElS4ioNx34JPLPEc44B7qzwvpIk1UylfbrKqbYCuOmum2bdfse9d5R0nWIVu0pmpjvD+tPWL9jzrLOjk6FVQ4mullltlX6uJUmS1HwqDce+BawJIYQYY1zo4BDCM4BTgH+u8L6SJFVddkuWgbGBivt0QWnVVvVUzCqZAGtXrmXZgcsYHBtkdNvoHvvTXWn6Un1NE4wl+bmWJElSc6k0HPsouRUr/yOEcEqM8TdzHRhCeDpwJTCF4ZgkqcENbxqetzKqlD5dUHy1VSOYb5XMmTLdmURWwKy3pD/XkiRJai4VhWMxxp+FEN4FfBD4cQjhE8A1QAQmgcXAkcDLgb8HDgReG2O8s5L7SpJUTdkt2aJCrFL6dMHC1VbHP+X4OadS1lKpq2v2LO1pqjBspmp9riVJktQ8Kq0cI8b4oRDCDuBDQH/+z+46gPuBNTHGyyq9pySp/dSyOmlgbKDo6q5i+3QVzFdtld2abYhwrNzVNZtRNT/XkiRJag4Vh2MAMcZPhBC+BLweyAABOAC4F7iD3HTKz8437VKSpNnUuhfU+MR4yY3zi+3TNdNs1VZf+dlXSrpvtZS7umazqdXnWpIkSY0tkXAMIMb4a+D8/B9JkipWj15Q2a3Zss+rNDApt2Lrjw/6Y/7n3v/ZY3u6K829O+7l1olbi75WuivdNsFPPT/XkiRJahyJhWOSJCWpXr2gSu23Vel5M5VbsXXlX18JMOu00+yWbNGrZHZ2dNKX6itrDM2onp9rSZIkNQ7DMUlSQ6pXL6hyq7eS6NPVs7SHVFeqpKl+Myu9ZqtmKnaVzM6OToZWDbVVP616fq4lSZLUODrrPQBJknZXSS+oSpVbvZVUn67+VD+dHcV9ey620mvtyrWMrB4h3ZWedX+6K83I6pHEpqY2i3p/riVJktQYrByTJDWcevaCqrR6q1LVqvSab5XMdu2fVe/PtSRJkhqD4ZgkqeHUuxdUf6q/rn261q5cy7IDlzE4NsjottE99qe70vSl+sqaAjnbKpntrN6fa0mSJNWf4ZgkqeHUqhfUXFVU5VZvJVmVZaVXbdiTTZIkSYZjkqSGU+1eUNktWQbGBmadTpfqStGf6i+pequY65UbqljpVX3VrNSTJElS4zMckyQ1nGr2ghreNDxvldDYtjF6N/YytGqINceuWbB6q9TrqTFZqSdJktS+DMckSQ2pGr2gsluyC06fA5ianmLdVevoOqCLTHdmzuqtcq+nxmWlniRJUvspbq14SZJqrNALqrNj/m9VpfSCGhgbKCpsg1ygNTg2WNPrSZIkSao9wzFJUsNau3ItI6tHSHelZ92f7kozsnqkqOmK4xPjJU3TBBjdNsr4xHhNridJkiSpPpxWKUlqaEn1gspuzZZ1/+zW7OxTKhO+niRJkqT6MByTJDWFSntBTe6cTPS8pK8nSZIkqT6cVilJagtLFi1J9LykrydJkiSpPgzHJEltIbO8vFUi5zov6etJkiRJqg/DMUlSW+hZ2kOqK1XSOemu9JxTOZO+niRJkqT6MByTJLWN/lQ/nR3Ffevr7OikL9VX0+tJkiRJqr2WCsdCCE8NIdwfQnjzHPvPDCHcEkLYHkL4RQjhwyGEJ8xx7KkhhBtCCA+EECZCCMMhhKVVfQOSpKrKdGdYf9r6BQOtzo5OhlYNkemefwpk0teTJEmSVHstE47lQ64vA7N2Og4hvAv4DLn3/M/Aj4C3ACMhhL13O/bVwNXAUuBS4FvAWcB3QwgHVucdSJJqYe3KtYysHiHdlZ51f7orzcjqEdYcu6Yu15MkSZJUW3vVewBJCCF0kQvGVs6zfwC4AUjHGH+f3z4A9AFnAx/Pb3sC8AlgC3BsjHEyv30EGAbeC/xDNd+PJCVlfGKc7NYskzsnWbJoCZnlGXtekav4ynRnEvv4JH09SZIkSbXT9OFYfgrlALAvuQqvF85y2Nnk3utFhWAs7yLgXOC15MMx4NXAQUB/IRgDiDFuCCG8AzgrhPDOGOMfkn4vkpSU7JYsA2MDjG0b22NfqitFf6rfKX7kmuonGV4lfT1JkiRJ1dcK0yrfDGwDUsDn5jimsJzYdTM3xhgfIldN9qwQwgG7HfvtWa5zHfBE4OiyRytJVTa8aZjejb2zBmMAY9vG6N3Yy4ZbNtR4ZJIkSZLUeFohHHsd8Ccxxu/Oc8zhwG9ijL+bZd+d+dcjZxwLuWmVCx0rSQ0luyXL2VefzdT01LzHTU1Pse6qdWS3ZGs0MkmSJElqTE0/rTLG+I0iDnsisHWOfffnXw+YcezOGOOOIo4ty44dO9i8eXMll2gIO3bkPkSt8F6kaqvV83Let89bMBgrmJqe4l3XvIvPvOAzVR2TVA6/x0il8ZmRSuMzI5WmGZ6ZwhjL0fThWJEeD+ycY19h+z5lHCtJDeP2+2/npt/eVNI5P/jtD7j9/ts54oAjSrrP937zPbY/sp399tqPEw85saTzJUmSJKmRtEs4tgPYe459i/Kv28s4tiyLFy9mxYoVlVyiIRQS41Z4L1K11eJ5+eaN3yzrvDs77uT0FacveJxN/lVLfo+RSuMzI5XGZ0YqTTM8M5s3b+bBBx8s69xW6DlWjHuZeypkYfv9M47dJ4SwqIhjJalhTO6cXPigMs+zyb8kSZKkVtUu4dhtwCEhhMWz7FsOTAG3zzgWYNkcxwLEREcnSQlYsmhJVc6zyb8kSZKkVtYu4dj15N7r82duDCHsA5wIjMcYH5hxLEB6luucTK5qrHE70ElqW5nl5U1pXOi8gbGBkpr8D44NljUOSZIkSaqHdgnHPg/8ATh/t+mS7waWAOtnbLsSeAB4Rwjh4MLGEMIa4EjgUzHG4v6VKEk11LO0h1RXqqRz0l1pepb2zLl/fGJ8zqmUcxndNsr4xHhJ50iSJElSvbRFQ/4Y489CCB8C3gncEkK4CugBTgW+AwzNOPaeEMI7gEuBH4YQvgA8DXgVuSmXF9V6/JK0u/GJcbJbs0zunGTJoiVklmfoWdpDf6qf3o29RVV6dXZ00pfqm/eY7Nbypkhmt2bnDd0kSZIkqVG0RTiW9y7gf4G/A84Ffg18BLggxrhz5oExxk+GEO4F3gG8EbgH+AzwnhjjPTUdtSTNUMyKketPW79gj7DOjk6GVg0tuLpkNZv8S5IkSVIjaKlwLMZ4GXDZHPumgU/k/xRzrSuAK5IamyRVanjT8LyhV2HFyKFVQ4ysHmFwbJDRbaN7HJfuStOX6lswGIPqNfmXJEmSpEbRUuGYJLWqUleMHFk9wnVnXTfn9MtiVavJvyRJkiQ1CsMxSWoC5awYmenOBWGV9P4qNPkvpSn/Qk3+JUmSJKmRGI5JUoOrZMXIJEKqpJv8767S6jZJkiRJqoThmKS20awhTL1XjMx0ZxJt8r9rfEUsLlDstSRJkiSpXIZjklpes4cwjbBi5NqVa1l24LJEmvxDaYsLrDl2TUVjlyRJkqT5GI5JammtEMI0yoqRme4Mme5MxRV4pS4u0HVAV0OHl5IkSZKam+GYpJbVKiFMo60YWWmT/3IXFyhFs06hlSRJklR7hmOSWlYtQphaaKUVI6u9uECzT6GVJEmSVHud9R6AJM1mfGKcS268hAvHLuSSGy9hfGK85PPLDWEaUX+qn86O4v4vu5wVI2ulksUFFjK8aZjejb1zft4LU2g33LKhrDFIkiRJak1WjklqKElV/tR7hcekVWvFyFqr1uICrTKFVpIkSVLtWTkmqWEkWfnTCCs8Jm3tyrWMrB4h3ZWedX+6K83I6pGGXVgAqre4QDlTaCVJkiQJrByTVGNzNUpPuvKnUVZ4TFpSK0bWSzUWF6h2HzNJkiRJrc1wTFJNLDRd8r4d9yXaPL/RVngsVrGhV6UrRtZLNRYXaLUptJIkSZJqy3BMUtUNbxqetyqs1KofWLjyp9lWeGynVRb7U/30buwtKgwtZnGBVpxCK0mSJKl27DkmqaqKnS5Z1rUXqBhqlhUe222VxcLiAgt9bopdXKBVp9BKkiRJqg3DMUlVVUqj9FItVPmTdAhTDaX2WstuKW8KYaNJcnGBZp1CK0mSJKkxOK1SUtWU0yi9FMVU/qxduZZlBy5jcGyQ0W2je+xPd6XpS/XVbcpiOasstsr0yqQWF2i2KbSSJEmSGovhmKSqKbdRerGKrfxp1BUeXWUxJ4nFBZLuYyZJkiSpfRiOSaqaajY8L6fyp9FWeHSVxeQUptAuNEW1nlNoJUmSJDUme45JqppqNTxvlcofV1lMVpJ9zCRJkiS1DyvHJFVNNRqe717502hTJUvhKovJa9QptJIkSZIal+GYpKopp1H6MUuP4aDFBy3YPD+7JcvA2MCs1051pehP9Tf81DlXWayeRptCK0mSJKlxGY5JTaCZq2BKbZT+4Rd/eMHKn+FNw/P2lhrbNkbvxl6GVg019BQ6V1mUJEmSpPozHJMaWEtUR5XZKH2uyp/sluyC1wKYmp5i3VXr6Dqgq6E/Rq6yKEmSJEn1ZUN+qUENbxqmd2PvnFVFheqoDbdsqPHISpdko/SBsYGigiTIBWSDY4MljbXWCuFhZ8f8/3fsKouSJEmSVB1WjkkNqNWqoyCZRunjE+MlTUEEGN02yvjEeENPRVy7ci3LDlzG4Njggr3WqqWZp+5KkiRJUiUMx6QGVE51VKOHYwWVNErPbs2WfV6jBz31WmWxFabuSpIkSVIlDMekBtOq1VFJmNw5WdPz6qGWqyy2ysIGkiRJklQJe45JDaaS6qhWt2TRkpqe18pKnbqb3dL6X1+SJEmS2pPhmNRg2qE6qlyZ5eVN7yv3vFbWagsbSJIkSVK5DMekBmN11Nx6lvaQ6kqVdE66K93y001LVcnUXUmSJElqNfYckxqM1VHz60/107uxt6iqp86OTvpSfTUYVXOp1cIGroApSZIkqRkYjkkNplAdVUplTztVR2W6M6w/bf2C/bI6OzoZWjXUECstjk+Mc/ltl7P9ke0cPnl43UOiak/ddQVMSZIkSc3EcExqQFZHzW/tyrUsO3AZg2ODjG4b3WN/uitNX6qv7gHMrCHRT3Iv9QyJqjl11xUwJUmSJDUbwzGpATVjdVStZbozZLozDTt1r5FDompN3S11BcyuA7ra8mtXkiRJUmMxHJMaVLNUR9Vbz9KehgjDZmr0kKhaU3fLWQGz3b9+JUmSJNWf4ZjUwBq9OqrdzfV5aYaQKOmpu5WsgOnXsiRJkqR6MhyTmkAjVke1s/kazh/3lOO4+a6bS7pePUKipKfu1moFTEmSJElKWme9ByBJzWR40zC9G3vnrJIqNRgrKDdcqsTalWsZWT1Cuis96/50V5qR1SNF9USr9gqYkiRJklQtVo5JUpGK7SVWjnqFRElN3a3mCpiSJEmSVE2GY5IS0Q590UrpJVaqeodElU7drdYKmJIkSZJUbYZjkioyX/+tVFeK/lR/S6xIWE7D+VI0e0hUrRUwJUmSJKnaDMekNpRUldfwpuF5pxmObRujd2MvQ6uGiupb1ciq2ROsVUKipFfAlCRJkqRaMByT2kiSVV7F9t+amp5i3VXr6Dqgq6kryKrVE6yVQqKkV8CUJEmSpFowHJPaRNJVXqX035qanmJwbLBpwpDZKuuq0ROsFUOitSvXsuzAZQyODTK6bXSP/emuNH2pvpZ6z5IkSZKam+GY1AaSrvIqp//W6LZRxifGG3r64HyVdcc95biyrnn8U4/npl/dtMf2Vg6JkloBU5IkSZJqwXBMagNJV3mV238ruzXbsOHIQpV1N991c8nXTHelue6s6xifGOfyGy5n+yPbOfyww9smJKp0BUxJkiRJqgXDManFVaPKq9z+W9Xq21WpYivrSjGzl1jP0h7OOPIMAFasWJHYPSRJkiRJlTMcU9tr9alf1ajyKrf/VjX6diWhlMq6YrRiLzFJkiRJalWGY2pbSa7c2MiqUeWVWV7ex6Xc86qpnMo6aM9eYpIkSZLUigzH1JaSXrmxkVWjyqtnaQ+prlRJoVK6K92QFXnlVtadccwZXPayy1q66lCSJEmS2oHhmNpO0is3NrpqVXn1p/rp3dhb1HTEmf23Gk0llXU2nJckSZKk5tdZ7wFItVbOyo3NrFDlVYpiqrwy3RnWn7aezo75/2+k0ftvtVr/NEmSJElSaQzH1FYqWbmxmfWn+hcMsQpKqfJau3ItI6tHSHelZ92f7kozsnqkoaemtlL/NEmSJElS6ZxWqbZSjZUby1XLVTILVV4LTSctp8or050h051p2lU/W6l/miRJkiSpdIZjaivVWLlxdwuFRPVaJXPtyrUsO3AZg2ODjG4b3WN/passNnP/rVbpnyZJkiRJKp3hmNpKNftLFRN63XnfnXVdJbPZq7yqpZqVdZIkSZKkxmY4prZSrf5Sw5uGFwy9TvncKQBMMz3vtWqxSmYzV3lVS7Ur6yRJkiRJjclwTG2lGv2lsluyC1YcwcKh2EyFVTINYmrLyjpJkiRJaj+GY2o7SfeXGhgbKOpapSqskmkoU3tW1kmSJElS+zAcU0uar/Inyf5S4xPjJVWhlaoaq2RKkiRJkqRHGY6ppRS7EmRS/aWyW7OJjX025a6uKUmSJEmSimM4ppZRTFP8mStBJtFfqtrhVbmra0qSJEmSpOIYjqklFNsUf7aVICvpL1Xt8Krc1TUlSZIkSVJxOus9ACkJpTTFL6wEmYRqhlcLrZIpSZIkSZIqZzimpldOU/zCSpCV6lnaQ6orVfF1dlfMKpmSJEmSJKlyhmNqeuU2xU+qmX5/qp/OjuIepY78/+ZTzCqZkiRJkiQpGfYcU1OZrXl+uU3xk2qmn+nOsP609Qv2PCuEXl0HdFW8SqYkSZIkSUqG4ZiaQnZLloGxgVmnTx5+0OFlXTPJZvprV65l2YHLig69Kl0ls1aaYYySJEmSJFXCcEwNb3jT8LxVWXfce0dZ1026mX6mO1NS6FXJKplzSSrMmi+MTHWl6E/1W90mSZIkSWoJhmNqaNkt2QWnK5ajmitBViP0WkiSYdZCYeTYtjF6N/YytGqINceuqWjckiRJkiTVmw351dAGxgYSD8ZabSXI4U3D9G7snXPFzkKYteGWDQteq9gwcmp6inVXrSO7JZlFDSRJkiRJqhfDMTWs8YnxOQOfcrXaSpBJh1mlhJFT01MMjg0WPVZJkiRJkhqR4ZgaVnZreVVJf3zQH8+6Pd2VZmT1SEtNBUwyzConjBzdNsr4xHhJ50iSJEmS1EjaqudYCGEQeO8cu6+IMf71jGPPBN4CHAncC3wB6I8x/q7qAxUAkzsnyzrvb//kb3nFUa9o+VUWKwmzZvtYlBtGZrdmW+5jK0mSJElqH20VjgHPAnYCF8+y7yeF/wghvAu4CLgV+GfgmeSCshNDCCfHGB+uwVjb3pJFS8o+rx5N8Wst6TCr3DCy3PMkSZIkSWoE7RaOHQP8NMZ4/lwHhBC6gAHgBiAdY/x9fvsA0AecDXy8+kNVZnl5fcHKPa/ZJB1mVRJGSpIkSZLUrNqm51gIYQnQRa4abD5nkwsNLyoEY3kXAZPAa6szQu2uZ2kPqa5USeeku9ItXzFWkHSYZRgpSZIkSWpHbROOkasag4XDsUIac93MjTHGh8hVkz0rhHBAskPTXPpT/XR2FPdl2tnRSV+qr8ojahxJh1mGkZIkSZKkdtSO4diTQwjfDCHcm//zxRBCmHHc4cBv5mi8f2f+9chqDrQZjE+M87nbPscnf/pJLrnxkqqtWJjpzrD+tPULBmSdHZ0MrRoi090+VUzVCLMMIyVJkiRJ7aadeo4VwrF/AL4GDOW3vRJ4Ub7R/g+BJwJb57jG/fnXiirHduzYwebNmyu5RN3c8JsbuPSnl3LTb296dGN+KYPjn3w8b3jGGzjpkJMSvedzFz+XodQQn/zpJ/nBb3+wx/4TnnwCr3/G6zlpn5Oa9uNarr9d9rdcv+16ppha8NhOOjlz2ZnzfoyeylO54LgLeN9N75v3mp10csFxF/DUnU9tu495uXbs2AHgx0sqks+MVBqfGak0PjNSaZrhmSmMsRztFI79AdgGnBVjvK6wMYTwN8BGYAOwEng8uRUtZ1PYvk/1htm4vrTlS/OGJjf99ibWja7jguMv4JXdr0z03icdchInHXISt99/O9/7zffY/sh29ttrP0485ESOOOCIRO/VTE465CQuOL7IMOv4C4oKLl/Z/Uqeut9TFw4jEw5BJUmSJEmqh47p6el6j6HuQgij5HqNHQVsAn4eY1wxy3EfAN4BvDDG+O1y7nXzzTffvO+++65csWKPyze07JYsvRt7mZouokKpo5OR1SNtNcWx3rJbsgyODTK6bXSPfemuNH2pvrI+H+MT42S3ZpncOcmSRUvILM/YY6xMhd+wNNuzL9WLz4xUGp8ZqTQ+M1JpmuGZ2bx5Mw8++OCm44477rhSz22nyrH5bCIXji0H7mXuaZOF7ffPsb9lDYwNFBWMAUxNTzE4Nmg4VkOZ7gyZ7kziYVbP0h7DMEmSJElSS2uLcCyEsBdwLNAZY7xxlkMW518fAm4D0iGExTHG3SesLgemgNurNtgGND4xzti2sZLOGd02yvjEeNHBihVKyTDMkiRJkiSpNG0RjgGPA74D/C6E8OQY4x8KO0IIHcBzgUeAHwLXAy8Ang+MzDhuH+BEYDzG+EDthl5/2a3Zss9bKKjJbskyMDYwa/iW6krRn+q3Ak2SJEmSJFVNZ70HUAsxxp3AVcBBwHm77X4b8Ezg8zHG+4DPk2vef34IYdGM494NLAHWV33ADWZy52TZ541PjHPJjZdw4diFXHLjJYxPjO/aP7xpmN6NvXNWpY1tG6N3Yy8bbtlQ1v0lSZIkSZIW0i6VY5ALwZ4LXBhCOBn4EXAccDLwU+CtADHGn4UQPgS8E7glhHAV0AOcSq76bKjmI6+zJYuWlHXeZT+8jL5v9+2xPdWV4rQjTuO87HkL9jGbmp5i3VXr6DqgywoySZIkSZKUuLaoHAOIMd4JHA9sAI4GziHXQ+yfgOfGGO+ecfi7gDcB08C5+eM/Apyar0JrK5nl5YVSd9x7x6zbx7aN8Y5r31Fyg39JkiRJkqSktVPlGDHGXwJrizhuGvhE/k/b61naQ6orVXJT/iSV2uBfkiRJkiSpGG1TOabK9Kf66eyo75dLuQsDSJIkSZIkzcVwTEXJdGdYf9r6ugZk5S4MIEmSJEmSNBfDMRVt7cq1jKweId2VnnX/4QcdXtX7l7swgCRJkiRJ0lzaqueYKpfpzpDpzjA+Mc7lN1zO9ke2c/hhh5NZnuErP/vKrKtTJnbvMhcGkCRJkiRJmovhmMrSs7SHM448A4AVK1YA1e0Jlu5K24xfkiRJkiQlzmmVSky1Krs6OzrpS1WvIk2SJEmSJLUvwzElpmdpD6muVKLX7OzoZGjVEJlup1RKkiRJkqTkGY4pUf2p/qJXtOzs6OSDL/rgnA3+011pRlaPsObYNUkOUZIkSZIkaRd7jilRme4M609bz9lXn83U9NScxxUqwtYcu4a3/+nbGZ8YJ7s1y+TOSZYsWkJmecYeY5IkSZIkqeoMx5S4tSvXsuzAZQyODTK6bXSP/emuNH2pvsdMlexZ2mMYJkmSJEmSas5wTFWR6c6Q6c5YESZJkiRJkhqa4ZiqyoowSZIkSZLUyAzHpCJZBSdJkiRJUusxHJMWkN2SZWBsgLFtY3vsS3Wl6E/1P6Z/miRJkiRJah6d9R6A1MiGNw3Tu7F31mAMYGzbGL0be9lwy4Yaj0ySJEmSJCXBcEyaQ3ZLlrOvPpup6al5j5uanmLdVevIbsnWaGSSJEmSJCkphmPSHAbGBhYMxgqmpqcYHBus8ogkSZIkSVLSDMekWYxPjM85lXIuo9tGGZ8Yr9KIJEmSJElSNRiOSbPIbi1vimS550mSJEmSpPowHJNmMblzsqbnSZIkSZKk+jAck2axZNGSmp4nSZIkSZLqw3BMmkVmeaam50mSJEmSpPowHJNm0bO0h1RXqqRz0l1pepb2VGlEkiRJkiSpGgzHpDn0p/rp7CjuEens6KQv1VflEUmSJEmSpKQZjklzyHRnWH/a+gUDss6OToZWDZHpdkqlJEmSJEnNxnBMmsfalWsZWT1Cuis96/50V5qR1SOsOXZNjUcmSZIkSZKSsFe9ByA1ukx3hkx3hvGJcbJbs0zunGTJoiVklmfsMSZJkiRJUpMzHJOK1LO0xzBMkiRJkqQW47RKSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIkta2O6enpeo+hrdx88813d3R0HLx48eJ6D6ViO3bsAKAV3otUbT4vUml8ZqTS+MxIpfGZkUrTDM/Mjh07mJ6evue44457Yqnn7lWNAWlek9PT0zz44IN31nsgSXnwwQfrPQSpafi8SKXxmZFK4zMjlcZnRipNgz8zy4DJck60ckySJEmSJElty55jkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW3vVewBqXCGEQ4HzgVOBQ4B7gGuB/hjjlt2OPRN4C3AkcC/whfxxv6vlmKVGEkL4EPA24AUxxut22+czIwEhhL8BzgWOBu4HvgO8O8Z4227H+cyo7YUQnghcCJwOPBn4Fbln4fwY44MzjtsL+HtgHbAcuAv4NHBxjPH3tR63VEshhKcCm4H3xRg/Osv+or+fhBBOBd5L7nvUDuAq4F0xxomqvQGpxuZ7ZkII+wN9wJ8DfwQ8APw3ue87P5zlWk37zFg5plnlg7HvA68j96B8LP/3/wf8IIRwxIxj3wV8htzX0z8DPyL3DWckhLB3jYcuNYQQwrOBN8+xz2dGAkIIFwIbgQOBfwGuA14OfC+EsGzGcT4zanshhCcA1wOvByK5n81+Bbwd+GY+ECv4BPBh4O78cb8EBoB/q+WYpVrLPydfBpbMsb/o7ychhFcDVwNLgUuBbwFnAd8NIRxYnXcg1dZ8z0wIYV9yQdjbgQngEuCb5Ipnbggh/Oluxzf1M2PlmOZyPvB04G0xxg8XNoYQVgOfA/4JOD2E0EXuh60bgHTht5EhhAFyCfPZwMdrO3SpvvI/XG0AHjfLPp8ZiV0B8ruBUeDPYow78tu/BPwH0A+s8ZmRdnkdcBTwsRjjmwFCCB3kfi77m/yfz4QQnkvuufgi8KoY43T+uMuAM0MIp8UYr67D+KWqyn+/+DKwcp79RX0/yQcGnwC2AMfGGCfz20eAYXKVMf9QzfcjVdtCzwxwDvAs4JIY47kzzksDWXIB2DH5bU3/zFg5prm8Avgt8NGZG2OMG4E7gBeHEDrJfRPZC7hotzL9i4BJ4LU1Ga3UWN4DHEFuGvLufGaknDfmX88uBGN5XwLWk/teAz4zUsEJ+dcNhQ0xxmngU/m/nph/LTxbF+T3F457FzCNz4xaUAjhzcCPyf1D/ltzHFbK95NXAwcBHyn8Ix8gxriBXOXmWSGEPX4JKjWLIp+ZPyf3faNv5sYY4yi5av9nhhCelt/c9M+M4Zj2kP+ivYjcPOKpWQ7ZCewNPB5I5bddN/OAGOND5H4r86wQwgHVG63UWEIIx5D7B8j7gfFZDvGZkXL+DPjx7r3FYozTMcbXxRj/Mb/JZ0bKuTv/2rXb9sI/TH6bf00B/xdj/MnMg2KMvwJuA9JVG6FUP28GtpH7+v/cHMeU8v2kcOy3Z7nOdcATyfVUkprVm1n4mfkk8J6ZYdcMO/OvT8i/Nv0z47RK7SHG+Ady/Sn2EEI4ilxJ/x0xxp0hhMOB38zREPnO/OuRwA+qMVapkeSD5WHgdnIB8wdnOcxnRm0vhLCUXDPxa/PfVy4CXgh0ACPAO2KMW/OH+8xIORvIVbZ8JIRwD3AL8GzgA+QWs9gQQlgEHAbcOMc17gRCCOHJMcbfznGM1IxeB1wbY/xDCOHIOY4p5fvJ4fm/b1ng2B+VNVqp/hZ8ZvJVX3sIITwJeD6wnUefh6Z/ZqwcU9Hy0yg/Tu7rZn1+8xOB++Y45f78q7/RV7v4B3Jz9l8bY3x4jmN8ZiR4av71aeQWe1lG7h/+3wH+glxD/kJ1jM+MBMQYbwZOARaTa8y/ndxv6P8A/GmM8U7g4Pzh981xGZ8ZtaQY4zfyv+CfTynfT54I7Nxt2v9cx0pNp8hnZi7/H7A/8NkYY6GCrOmfGcMxFSXfyPVfgQxwE4/2Ins8j5ZU7q6wfZ+qDk5qAPnfuJwP/EuM8YZ5DvWZkWC//GsK+ApwQozxrTHGl5Jr/roUv89Ij5GvuLwIeApwFbnFka4D/gj41/xKYI/PH+4zI+2plO8nfu+RZhFCeC+5FSi3keuzXND0z4zTKrWg/NLgQ+Qegi3Ay2ZUxewg139sNovyr9urOkCpzvLh8TC5JY7ftcDhPjMSFPpZ/gF4y26/ufwEuT4Yp+aXEPeZkXI+D/wp8Fcxxi8UNoYQ3gJ8mFxVf6EZv8+MtKdSvp/4vUfazYyVXe8GTo0x3jtjd9M/M1aOaV75f5h8lVwwdjvwgnxD14J7mbs8srD9/jn2S63ijcDzgDfM0cdiJp8Z6dGv8TtjjPfM3JFfCOZWcr+B/CN8ZiRCCIeRq94fmxmMAcQYPwL8FHgl8DC58NlnRtpTKd9P7gX2yffxW+hYqaWFEB4XQvgUuWBsAsjEGHdfeKzpnxnDMc0phHAQuWVdX0qu6evzYow/3+2w24BDQgiLZ7nEcnI/oN1e1YFK9fcX+devhxCmC3+Ac/Pbv53ftgyfGQlyVch/YO7fMBamhj2Iz4wE8PT86+Y59v+U3M/1TyE31WX5HMctB367eygttYlSvp8UVlJeNsexADHR0UkNKB92fQVYS66x/vNijLM11W/6Z8ZwTLMKIewDXA08BxgFTo4xTsxy6PXkvo6eP8v5JwLjMcYHqjxcqd4uAy6Y5U9htbDP5P9+Hz4zEjHGh8j1r3x6COGPZ+7LT+V/FrmS/V/iMyMB/Cb/OtcqfEcA0+R+o389cOjuq4+FEJ6aP/971Rqk1OBK+X5yff41Pct1TiZXATNXWC21hHzrmM8Dq4Bxcou/zPULyaZ/ZgzHNJeLgOcCNwB/FmOcnOO4z5P77f/5u5VQvhtYwqOrWkotK8Z4WYzx/N3/8Og/QAr778NnRioofK1fEkJ4/IztbwMOI7cC0h/wmZGIMW4BbgZODiG8bOa+EMJacoHyN/IVYZ/N77oov9J44R84789v95lRuyrl+8mVwAPAO0IIhVVgCSGsIRcyfyrfBkBqZX8P/DnwP+SKZX41z7FX0uTPjA35tYcQwqE82tB1M/DOEMJsh14cY/xZCOFDwDuBW0IIVwE9wKnAd8g18peU5zMj7fJpcr+JfDnwwxDCfwEryE3lv41ctaXPjPSoteRWp/xy/jmIwDHAS4C7gL8DiDFeG0K4Avgr4IYQwrfJ/cLz+cAXga/XfuhS/ZXy/STGeE8I4R3ApeS+R30BeBrwKnLfoy6q9filWsoHyH35v94KvGmOTOCTMcZft8IzYzim2ZzIo31g1sxz3EeBh8itzve/5H4oOxf4NfAR4IIY41zLuUrtzGdGbS/GOB1C+Etyv5V8LfAmclMp/wXojzHObNrqM6O2F2P8UQjheKAf6CX3D/rfkKt2OT/GeNeMw88gNwXmLHKrv/48f94HY4zTNRy21GiK/n4SY/xkCOFe4B3kCgfuIdcq4z327VMbWAE8Kf/ff57/M5sryT1HTf/MdExP+/1RkiRJkiRJ7cmeY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbhmOSJEmSJElqW4ZjkiRJkiRJaluGY5IkSZIkSWpbe9V7AJIkSZpdCGEZsBUYjTGeXN/RPFYI4QTgoBjjSL3HIkmSVAkrxyRJklSSEMKpwPeAZ9R7LJIkSZUyHJMkSVKpnow/R0qSpBbhDzWSJEmSJElqW/YckyRJaiIhhMuAvwUOBi4CXgEcCIwDF8UYvzTLsYcA/wSsAqaAMeA9McbxGcdeB6TJ9RG7b8b2ZeT6nn01xvjyGdcE+EgI4SPA8hjjnWW8lxHgFOAvdht3B/Dp/H0+EGM8r9RrS5IkFcvKMUmSpOb0TeDPgC8AlwM9wH+EEHpnOfa/gBcCG4BrgdOA74QQnlXGfa8Evpr/728AFwD3lXEdgLeTC+sGQwiPm7H9Q+SCsfUGY5IkqdoMxyRJkprTH4CeGOM5Mca1wBqgI/+6uycCz4oxvjXG+Crgr4ADgI+VetMY45XkAjKAa2KM58+sNCvxWj8CPgesAM4ACCG8G3grudDvDeVcV5IkqRSGY5IkSc3p4zHG7TP+/p/512WzHHthjPH/Cn/JT2G8HkiHEJ5WvSEWpQ94CHhfCOFNwD+Sq0g7I8Y4VdeRSZKktmA4JkmS1Jxu2+3v9+dfF81y7Ogs276ffy1namViYoz/C3yUXKj3z8B3gT+PMT5cx2FJkqQ2YjgmSZLUnHbO/EuMcTr/nx2zHPvLWbb9Ov96QJKDKtNvZ/z32hjjg3UbiSRJajuGY5IkSa1v8SzbDsy/FqZbFsK13X8+3LcaAyoIIfw/cg34C2HdudW8nyRJ0u4MxyRJklrfCbNsOwl4BLg5//fCNMb9djvu8FnOnZ5lW8lCCC8FLgN+AhwDROC1IYSQxPUlSZKKYTgmSZLU+i4IISwp/CWE8BfAC4CvxhjvyW/+Wf71tBnH7QO8fZbr/T7/une5AwohPA/4IvAL4MUxxt8C7wX2Aj5Q7nUlSZJKtVe9ByBJkqSqC8AtIYSrgcOAl5PrQ/bWGcdsAN4IfCyEcCK56ZYvI9fofzuPVehh9oYQwsHAJTHGX4UQlgFnAXfGGC+bczAh/Alwdf7ap8QY7wKIMX4xhHAT8LIQwvNjjP9d7huWJEkqlpVjkiRJre//AZuANcDzgM8Az4kx/rxwQIzxR8BLgZuAVwGrgWuBDLnplzONAZ8ADgbeBDwjv30Z8D5yAdmsQgh/DFxDbmrmi2OMd+x2yLvyr/9fCe9PkiSpbB3T04m0jJAkSVKDCSFcBvwtcGyM8Yc1uufLgL+LMb64FveTJEmqlJVjkiRJSkQIoQP4a+BH9R6LJElSsQzHJEmSlJTDgScA/1jvgUiSJBXLhvySJElKRIzxf4BV9R6HJElSKew5JkmSJEmSpLbltEpJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLUtwzFJkiRJkiS1LcMxSZIkSZIktS3DMUmSJEmSJLWt/x8wCZ/GU+V38wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 611
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4))\n",
    "plt.xlabel(r'Input, $x$')\n",
    "plt.ylabel(r'Output, $v(x)$')\n",
    "\n",
    "plt.scatter(points, v, label='Real data', color='g')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "401NFpb6D6_f"
   },
   "outputs": [],
   "source": [
    "LinearRegression?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 74
    },
    "id": "tQdD40qg7G6u",
    "outputId": "3860af84-0c88-439e-8d55-193fee1029a7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define model\n",
    "regression = LinearRegression()\n",
    "# add bias to data\n",
    "X = np.ones((points.shape[0], 2))\n",
    "X[:, 1] = points\n",
    "v = v.reshape(-1, 1)\n",
    "regression.fit(X, v) # train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "t2gSircrFGWC"
   },
   "outputs": [],
   "source": [
    "bias, theta = regression.coef_[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 466
    },
    "id": "Z-6Bjq747G89",
    "outputId": "7c5fbd10-6ef8-4f20-eee4-83ac8cf80e42"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 318,
       "width": 611
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "plt.xlabel(r'Input, $x$')\n",
    "plt.ylabel(r'Output, $v(x)$')\n",
    "\n",
    "v_estimate = regression.predict(X)[:, 0]\n",
    "plt.plot(points, v_estimate, label=f\"Estimated {round(bias, 3)} + {round(theta, 3)} * x | MSE: {np.round(mean_squared_error(v, v_estimate), 2)}\", color='k', lw=1.5);\n",
    "plt.scatter(points, v, label=r'Data with error', color='g')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8WazJLI1_Olo"
   },
   "source": [
    "### Nonlinear case (feature extraction)\n",
    "\n",
    "Many functions are non-linear. Let's take an example:\n",
    "\n",
    "$$\n",
    "y(x) = cos\\Big(\\frac{x}{10}\\Big)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 465
    },
    "id": "Cnoyq2vXhNle",
    "outputId": "c6b1da07-7632-4067-9d21-19c83400602e"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABMsAAAJ4CAYAAAB742RDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAABYlAAAWJQFJUiTwAADRz0lEQVR4nOzdeZyNdf/H8dcZxk5DFIl2V1pEe+qupLrVHUP73XJHJAkVJSXNoEWLUKIktN13O5NWkVbqFxUVLm1SopDdWMY5vz++c+bMmTnnzNmvs7yfj8c85vqeaznfM3Oda/lc3+/n6/J4PIiIiIiIiIiIiAjkOF0BERERERERERGRVKFgmYiIiIiIiIiISCkFy0REREREREREREopWCYiIiIiIiIiIlJKwTIREREREREREZFSCpaJiIiIiIiIiIiUUrBMRERERERERESklIJlIiIiIiIiIiIipRQsExERERERERERKaVgmYiIiIiIiIiISCkFy0REREREREREREopWCYiIiIiIiIiIlKqutMVyHYLFy78BWgArHC4KiIiIiIiIiIimeJAYPNxxx13UKQrKljmvAYul6tR7dq1GzldkVgVFxcDULt2bYdrItlC+5wkm/Y5cYL2O0k27XOSbNrnJNm0z2WH4uJiPB5PVOsqWOa8FbVr127UunVrp+sRs6VLlwKQCZ9F0oP2OUk27XPiBO13kmza5yTZtM9Jsmmfyw5Lly5l+/btK6JZVznLRERERERERERESilYJiIiIiIiIiIiUkrBMhERERERERERkVIKlomIiIiIiIiIiJRSsExERERERERERKSUgmUiIiIiIiIiIiKlFCwTEREREREREREpVd3pCiSLZVlNgULgX8C+wN/AbOBu27Z/DmP9RsAI4AJgH2Ap8KBt2y8lqs4Vud1u/v77b7Zs2cLOnTvxeDzJeuuw7NixA4ClS5c6XBOJlcvlombNmtSvX59GjRqRk6O4uoiIiIiIiGSHrLgDLg2U/R9wPSbINa60fAXwpWVZh1Wxfl3gfeAG4HNgPJAHvGhZVr/E1dzH7Xbz22+/sXbtWnbs2JFygTKAGjVqUKNGDaerIXHg8XjYsWMHa9eu5bfffsPtdjtdJREREREREZGkyJaWZYVAC2CQbduPeF+0LOsq4DlgNNAlxPo3AccC/Wzbfrx03ZHAfOABy7Jetm37rwTVHYC///6b7du3U716dZo2bUrdunVTrrVPcXExALVr13a4JhIrt9vNtm3bWLNmDdu3b+fvv/+mcePGTldLREREREREJOFSK9qSON2AtcDY8i/atv088BPwT8uyQv0t+gJ/Ak+UW3cLcC9QB9NCLaG2bNkCQNOmTalfv37KBcoks+Tk5FC/fn2aNm0K+PY/ERERERERkUyX8REXy7KqAfcBhbZtB+pLthOoAeQGWf8QoDnwiW3beyrMnlv6+4w4VTeonTt3AlC3bt1Ev5VIGe/+5t3/RERERERERDJdxnfDLA1wjQs0z7Ksw4HDgZ9s2w4WDTik9PdPAba9xrKsHUCreNQ1FG+OMrUok2RyuVwAKZkjT0RERERERCQRMj5YFkxpt8vxmNZ1k0Isunfp741B5m8G9oqlLsXFxVWOILljxw5q1KhRlhcsFXmTwKdyHSVybrebXbt2peQop959LRXrJplJ+5w4QfudJJv2OUk27XOSbNrnskMssYmsbKZkWZYLeBLoCCygQi6zCrzdM4O1PNsJ1Ipb5URERERERERExDFZ17LMsqzqwFNAd+BnIN+27V0hVvGGImsEmV8T2BZLnWrXrk3r1q1DLuONeKfySJMaDTMz5eTkUKtWrSr3USd4vxepWDfJTNrnxAna7yTZtM9Jsmmfk2TTPpcdli5dyvbt26NaN6tallmWVQcowgTKfgA62Lb9RxWrbSj9HayrZQNgU1wqKBH56aefuPvuuzn33HM55phjOPnkk7n00kuZOnVqwNEbf//9dyzLom/fvg7UNrXce++9WJbFF1984XRVREREREREHFVUBO5AwwGW43ab5SQ7ZE2wzLKshsAHwPnA18Bptm2vDGPV5aW/DwqwzWaYLph2vOop4Xn66afp3Lkzr776Ki1btuTKK6+kU6dO7Nixg1GjRnHeeefxzTffOF1NERERERERSWGFhdC1K/TqFTxg5nab+V27muUl82VFN0zLsmoBbwInAR8BXWzb3hzOurZtr7QsayVwmmVZObZtl//6nFn6e3486yuhvfDCCzz44IMceuihjBs3jkMPPdRv/ptvvsmdd97Jf/7zH1577TUOO+wwh2oqIiIiIiIiqaqoCIYPN9NTp5rfkydDTrlmRd5AmXf+8OHQrh3k5ye3rpJc2dKy7D6gPSaodV64gbJyngP2B/p5X7Asqz4wFJPT7Lk41dMx6dLs9K+//mLUqFHk5eUxZcqUSoEygAsuuICRI0eyc+dO7rjjDgdqKSIiIiIiIqmuc2fo0cNXnjrVv4VZxUAZmOU7d05uPSX5Mr5lmWVZTYEbS4tLgdstywq06CjbtndYllUIYNt2Ybl5DwKXAuMsyzoD+Am4CDgY6G/b9trE1D45CgtNdLxHj8pRdK/yB4mCAueanr700kvs2rWLXr16se+++wZdLj8/n6effppvv/2W7777jqOOOspv/qxZs3jsscdYsWIF++23HxdeeCHXXnstubm5ZcusW7eORx55hC+//JI1a9aw1157ccopp9CvXz8OOOAAv+39+uuvPPbYY8ybN4/NmzfTokULunbtWmmbZ511Fs2bN6dr166MHj2a4uJiOnXqxBtvvMFRRx3FSy+9VOmz9OzZk/nz5/Phhx+yzz77ADB//nwmTZrE4sWL2bNnD5Zl0aNHDzp16lRp/VdffZVnn32WX3/9lX333Zdrr702vD+2iIiIiIhIBsvJMffA4AuIeX9PmgS9e1cOlAW7Z5bMkvHBMuBkfCNZhooSjAV2AAWl5ULvDNu2N1uW9Q9MC7XOQCdgGfBv27ZfjHN9kyrdmp3OmzcPgNNPP73KZc855xxs22b27Nl+wbJvvvmGuXPn0qFDB0455RQ+/vhjHnnkEZYtW8aYMWMA2LlzJ9dddx3Lly/nnHPOoVOnTqxcuZK33nqLTz/9lHfeeYe8vDwAvv/+e6655hp27NjBueeey3777ceCBQvKAm1PPvkk1apVK3v/H374gREjRpCfn8/u3bs544wzWLduHZ988gl//PEH++23X9myf//9N59//jknn3xyWaDslVdeYdiwYTRq1Ijzzz+fOnXqMGfOHG666SZuueUW+vTpU7b+2LFjmThxIs2bN+fiiy9m7dq1jBgxgkaNGkX/TxAREREREckQwQJm5YNkoEBZtsn4YJlt2zMAVwTLB1zWtu0/gZ5xqlbK8DY7rRhF9x4EUq3Z6S+//ALAQQdVGm+hkkMOOQSA3377ze/19evXM3ToUP7zn/8AMHDgQK6//nrefvttLr74Yk499VTmzZvHkiVLuPHGGxkwYEDZuk8//TQPPvggb731FldeeSUej4chQ4awa9cuXnzxRb+g3P3338+0adN48cUXufLKK8te37BhA3fddRdXX3112Wu7d+/m448/5p133qFnT99u9t5771FSUkLn0j/4mjVrGDFiBAcffDAvvPACDRs2BOCWW26he/fujBs3jrPOOotWrVqxYsUKnnrqKVq3bs2zzz5LgwYNAJg7dy433HBDGH9tERERERGRzBcoYFaeAmXZR//qLOc9KATqp11SEjhQ5uRBYuvWrQDUq1evymX32msvADZu3Oj3unf0TK9atWpxyy23ADBz5kwA3KWd1G3bZufOnWXLXnHFFXz44YdcccUVACxatIjly5dz8cUXV+rqedNNN5Gbm8vrr79eqW7nnnuuX/nss8+mTp06vP32236vv/3229SqVYtzzjkHgDfeeINdu3YxYMCAskCZ9zMMGDAAt9vN9OnTAXj33XcpKSmhT58+ZYEygA4dOnDaaacF/JuJiIiIiIhko5wc0/UykEmTFCjLNhnfskyqlk7NThs0aMD69evZsWNHlQGz4uJiAL+gEsAxxxzj1y0S4MgjjyQnJ4dly5YB0L59e1q0aMHs2bNp37497du35/TTT+fMM8+kWbNmZet9//33AKxcuZLHHnusUh3q1q2Lbdt4PB5cLtNoMTc3t1K+tdq1a3POOedQVFTEb7/9RosWLfjrr79YsGABnTp1Kvus3333HWBylv3www9+29i+fTtA2Wfw/q4YxANo164dn3zySeA/nIiIiIiISJZxu02OskB693b+XliSS8EyAdKn2WnLli1Zv349K1asCBgEKu/HH38EoHnz5n6vN27cuNKyubm51KxZsyzgVLt2bV5++WUmTpzIO++8w6xZs5g1axY5OTmcc845jBgxgry8PDZvNgOrfvLJJyGDT9u2bSsLeNWqVSvgMl26dKGoqIi3336b66+/nnfeeQe3213WBRNgy5YtALz4YvBUeZs2bQIoq1vdunUrLePNtyYiIiIiIpLtAqUfKi9Yfm/JXAqWSRlvs9NAB4hUaXbasWNHvv7660pJ+wP54IMPytYpzxtEKm/Lli0UFxeXdd0EaNSoEUOHDuXOO+/Etm0++eQTioqKeO+998jJyWHs2LHUqVMHgHvvvZeLL744ps92yimn0KRJE955552yYFleXh7/+Mc/ypbxvt/s2bNp0aJFyO15u15u3bq1Uuu6bdu2xVRXERERERGRTBAsT3fF0TAVMMsu+hdLmaqanZam8XJU165dqV+/Ps8//zyrVq0KutysWbNYtGgRRxxxBG3atPGb9+2331Za/uuvvwZMd0yAL7/8knvuuYeVK1ficrk4/PDDue6663jllVeoU6cOCxYsAMCyLMDXPbK83bt3M2rUKJ577rmwPlu1atX417/+xdKlS/nqq6/45ptv6NSpE7m5uWXLeN8v0GdYsWIFDzzwQFmQ0PtZFi5cWGnZQPUVERERERHJJsECZZMnQ/XqwfN7p8K9sSSWgmUChNfsNBUOCk2aNOGOO+5gy5Yt9OjRo1LeLjCBsttvv50aNWowatSoSvOXL1/OO++8U1beunUrY8eOxeVyceGFFwKwdu1annvuOaZMmeK37rp169i5c2dZ184TTjiB/fffn1dffbUs4OY1adIkpk6dWpbXLBxdunQBYPjw4Xg8nrJy+fnVqlVj7NixrF27tuz1kpISRo4cyZQpU8oGNDj//POpWbMmEydO9Ft2wYIFZQE1ERERERGRbDVzZugB7YINiFc6LpxkMHXDlLRrdnrRRRfhdrsZPnw4Xbt2pX379liWxa5du1iwYAHff/89TZo0YfTo0WUtscpr2bIlt956K7Nnz6Zhw4bMnTuX33//nd69e5e1Qjv77LNp164d//vf/1i+fDlt27Zl69atvPfeewAMGDAAMK3BHnjgAa677jquuuoqOnbsSIsWLfjuu+/4/PPP2X///Rk4cGDYn+3II4/kkEMOYdmyZTRv3pxjjz3Wb/6BBx7IbbfdxqhRo7jgggs466yz2Guvvfj444/56aef6NChQ1mArXnz5tx+++2MGDGCbt26cfbZZ7N161beffddmjVrxsqVK6P6+4uIiIiIiGSC/HwoKIDhw4Pn6a6Y37ugwKwnmU3BsiwXqtlpsFEywfmA2SWXXMLJJ5/Mc889x/z581mwYAE1atSgZcuWDB48mIsuuihoEvszzzyTI444gieeeIJVq1Zx4IEHcs8993DJJZeULVOjRg2efPJJnnrqKWbPns0LL7xAzZo1adu2Lddffz3HHXdc2bLHH388r7zyChMnTmT+/PnMnTuXpk2bcvXVV9OnT5+AAwqE0qVLF8aMGUPnzp3LRtAsr0ePHhx88MFMmTKFWbNm4Xa7adGiBUOGDOHKK6+kenXf1/rKK69k33335cknn2T69Ok0bNiQAQMGUKNGDe6///6I6iUiIiIiIpJpCguhXTvo3Dn4Pa733jg/X4GybOHyeDxO1yGrLVy4cGGdOnWObd26dcjlli5dCkBVy0WqqAi6dvWVA0XTAwXUZsyofJAoLi4GzEiSkjkSte/FQyrXTTKT9jlxgvY7STbtc5Js2uck2bTPZYelS5eyffv2r44r39olTMpZluW8zU6h6man3n7aanYqIiIiIiIiIplK3TBFzU5FREREREREREopWCZAeAGwnBwFykREREREREQks6kbpoiIiIiIiIiISCkFy0REREREREREREopWCYiIiIiIiIiIlJKwTIREREREREREZFSCpaJiIiIiIiIiIiUUrBMRERERERERESklIJlIiIiIiIiIiIipRQsExERERERERERKaVgmYiIiIiIiIiISCkFy0REREREREREREpVd7oCIpF6/fXXueOOOwLOq1GjBnl5ebRp04brrruOtm3bJrw+lmVx+OGHU1RUlPD3EhEREREREZHEUrBM0taJJ57IiSee6Pfa5s2bWbx4MbNnz+bDDz/kmWee4fjjj3eohiIiIiIiIiKSbhQsk7R14okn0r9//4Dzxo0bx4QJE3j44Yd58cUXk1wzEREREREREUlXylkmGemGG24gNzeXr7/+muLiYqerIyIiIiIiIiJpQi3LJCPVqFGDevXqsWHDBnbv3k3t2rUBmD9/PpMmTWLx4sXs2bMHy7Lo0aMHnTp1qrSNGTNm8Nprr7Fs2TKKi4vJy8vjpJNO4uabb6ZFixbJ/kgiIiIiIiIikgRqWSYZ6bvvvmPDhg3st99+NGjQAIBXXnmFHj16YNs2559/Ppdddhnr16/npptu4oknnvBb/4EHHuD2229n8+bNdOvWjSuvvJJ99tmHN998k6uvvpodO3Y48bFEREREREREJMHUskwyhsfjYcuWLXz99dfcc889ANx4440ArFmzhhEjRnDwwQfzwgsv0LBhQwBuueUWunfvzrhx4zjrrLNo1aoVf/75J9OmTeOEE07gmWeeoVq1amXv0bt3bz766CMWLFjAaaedlvwPKSIiIiIiIiIJpZZlmWL0aKhfH1wux35q16lD7Tp1gi9Tv76pZ5yMHz8ey7LKfg4//HBOOOEEevfuzYYNGxgyZAgXX3wxAG+88Qa7du1iwIABZYEygFq1ajFgwADcbjfTp08HTBfOBx98kKFDh/oFygBOOOEEANavXx+3zyEiIiIiIiIiqUMtyzLF6NGwdavTtQht61ZTz0GD4rK5E088kRNPPLF001t59913WbNmDV26dGHkyJHUqlWrbNnvvvsOMDnLfvjhB7/tbN++HYBly5YB0LBhQzp37ozb7Wb58uX89NNP/Pbbb9i2zbx58wBwu91x+QwiIiIiIiIikloULMsUgwZBYWFqB8zq1YtboAxMsKx///5l5ZtuuonevXvzxhtvUL9+fe6+++6yeVu2bAHgxRdfDLq9TZs2lU3PmjWL0aNHs2LFCgDq1KnDUUcdxeGHH868efPweDxx+xwiIiIiIiIikjoULMsUgwbFNRAVjeLiYoCykSeTrU6dOowdO5b8/HxeeOEFWrVqxeWXX142D2D27NlVjmS5aNEibrrpJpo2bcojjzzC0UcfTYsWLXC5XEyaNKmsdZmIiIiIiIiIZB7lLJOM0rhxYwoLCwEYNWoUv//+OwCWZQHw7bffVlpnxYoVPPDAA3zwwQcAvPXWW7jdbgoKCvjXv/5Fy5YtcblcAPz8888AalkmIiIiIiIikqEULJOMc84553DuuedSXFxcFjjr0qUL1apVY+zYsaxdu7Zs2ZKSEkaOHMmUKVPYuHEjADVr1gRg3bp1ftudP38+b775Ztl6IiIiIiIiIpJ51A1TMtJdd93FvHnz+OSTT3jzzTe54IILuO222xg1ahQXXHABZ511FnvttRcff/wxP/30Ex06dKBLly4AnH/++UydOpXhw4fz5Zdf0qRJE2zb5tNPP6Vhw4asX7++LLAmIiKZp6gIOneGnBCPFN1umDkT8vOTVy8RERERSQ61LJOMtO+++3LLLbcAcN9997Fp0yZ69OjBpEmTOPzww5k1axYvvfQS1atXZ8iQITz66KNUr25ix61bt2bSpEkceeSRzJ49m5dffpl169YxYMAAioqKyMnJ4aOPPnLy44mISIIUFkLXrtCrlwmIBeJ2m/ldu5rlRURERCSzqGWZpJ0LL7yQCy+8sMrlrrrqKq666iq/18444wzOOOOMKtdt37497du3Dzhv6dKlfmXbtqvcnoiIpL6iIhg+3ExPnWp+T57s38LMGyjzzh8+HNq1UwszERERkUyilmUiIiIimK6XPXr4ylOn+rcwqxgoA7N8587JraeIiIiIJJaCZSIiIiKYFmSTJwcOmJWUBA6UVWx5JiIiIiLpT90wRUREREp5A2bgC4xNneofJAMFykREREQymS7xRERERMoJ1MKsPAXKREREJBJFRcEHDvJyu81ykhp0mSciIiJSQU4OTJoUeN6kSQqUiYiISHg00nZ60qWeiIiISAVuN/TuHXhe795VPx0WERERqTjSdqCAWaCRttXCzHkKlolIUB6Px+kqiIgkXaBRL8sLdrErIiIiUp5G2k5fCpalCZfLBYBbV+aSRN5gmXf/ExHJdMEuWnfvDn2xKyIiIlKRRtpOX/oXpImaNWsCsG3bNodrItnEu7959z8RkUwWLFA2eTJUrx78YlcBMxEREQkmWMAsN1eBslSmf0OaqF+/PgBr1qxhy5YtuN1udZFLURs3QlX/Go/HLJeKPB4PbrebLVu2sGbNGsC3/4mIZLKZM0NftAa72J05M7n1FBERkfSikbbTT3WnK5BslmXtBywFCmzbHhvmOp8ApwWZfYNt20/EqXpBNWrUiG3btrF9+3Z+//33RL9dVLxdRHOy+Bu+ezfs2mVaIIRqjLVzp2l2W6OGeaKQyurUqUOjRo2croaISMLl50NBgUmsG+yi1XuxCyZQVlBg1hMREREJxTvSdqCcqBppO/VkVbDMsqx6wOtAgwhXbQPYwIsB5i2ItV7hyMnJoUWLFvz9999s2bKFnTt3plzLsl27dgFQq1Yth2vijI0b4ccffeXGjeGAA6B8ui+PB379Fdat87126KGQl5esWobH5XJRs2ZN6tevT6NGjbI6ACoi2aWwENq1M4l1gx36vAGz/HwFykRERCQ8VY20rZZlqSVrgmWWZR2ACZQdG+F6B2KCa0/btl0Y/5qFLycnh8aNG9O4cWMnqxHU0qVLAWjdurXDNXGG2w1PPRW8C0+wXDhXXqmDoohIKgknAJaT40ygrKgodCAPzPlm5kwF8kRERFJFOCNtgwJmqSQr/g2WZd0MfAscA3wQ4eptSn8vjmedJPNopBMREUmkwkLo2jX0oALei/GuXc3yIiIi4iyNtJ2esuU2/WbgV+B04LkI11WwTMKmkU5ERCQR5sypx/DhZjrYxXTFi/Hhw01LNBEREXGGRtpOX9lyq3490Na27XlRrNsG8ACnWZb1lWVZ2yzL+t2yrLGWZe0V32pKJtBIJyIiEm8dOmwNeTEd7GK8c+fk1lNERER8NNJ2+nKlWpL4RLMsqzswFbglnNEwLctaBljAJuBVYCtwBtAW+A441bbtzdHWZ+HChQtdLtextWvXjnYTKaO4uBiAVPgsc+bUo0OHrVXmdJk7tx4dO25NSB1KSqBNm8r52xYvXkr1rMkWmFiptM9JdtA+J07w7nc1a9Zm2LBmTJ+eVzavW7eNDB++moKCyq+PHLlaD2YkKjrWSbJpn5NkS+Y+N358YyZMaBLy3Ox2U3aO79t3Lf36rau8kESsuLgYj8fz1XHHHXdcpOvqlj0Ey7JygI3AN8AFtm2vKvf6BEyLtUJgoDM1lEBS4WDkdkNBQbOA8woKmukGRkREIpaTAyNHrgYoC4xNn57nFyQDBcpERERSSb9+62jdekfIxhzec/xZZ21JWGMOiYyCZSHYtu0GTg70umVZtwJXA/8mxmBZ7dq1M2IEyVQYDbOoCCZMMNPTp+eRl5dXqcujt6vK9OmmPGFCE849t0ncRg2ruP2KgtVLIpcK+5xkF+1z4oSK+92rrwYfUct078gjJycviTWUTKNjnSSb9jlJtmTvc+G+zZFHJrYe2Wbp0qVs3749qnV1qx4l27a3AsuBppZl1XK6PmJ07hw6QWKic7popBMREUm0nByYNCnwvEmT9CBGREREJFa6nArBsqw8y7LaW5bVKsgitQE3sDuJ1ZIQgiVI7NXL5BALNhJJPG4sNNKJiIgkg9sNvXsHnte7t84rIiIiIrFSsCy0Y4HPgIcrzrAsqxlwMPC1bdt7kl0xCS5YwCw3N3GBMtBIJyIikniBHsyUpwcxIiIiIrFTsCy0T4E1wPmWZZ3ufdGyrBrAeCAXeNyhukkIgQJT5cU7UAaQnw8FBaG3X7FeBQXELVeaiIhkNnX1FxEREUkOBcvKsSyr0LKsQm/Ztu1dwHWAB5htWdbzlmWNw4yOeSHwIjAt+TWVcDiR06WwEGbMCB2I8wbMZswwy4uIiFQlWV39i4qqXsftNsuJiIiIofNn5lGwzF9B6U8Z27bfBP4BvA9cAFyPyVHWH7jStm1Psisp4XEqp0t+ftWBuJwctSgTEZHwzZ1bL+Fd/QsLoWvX0EE2b9Cua1c98BEREQGdPzNVdacrkGy2bU8jSGsw27ZdQV7/HPhX4mol8RZOTheIf1dMERGRROjYcSsFBTB8eNVd/cGc5yLp6l9UZLbtXRcqv0fFc+vw4dCunR7+iIhI9tL5M3MpTCAZRzldREQkEyWyq3/nzqHPkcHOrZ07R/YZREREMonOn5kr61qWSWYLldOl4hP38r/VwkxERNJBOE+ho+nqH+ocOWmSSV+QyBGlRURE0pHOn5lL/yLJKDNnhj4YxSOni4iISCYKdo7MzdWFvoiISDA6f2Ym/Zsko+TnmxwtUHVOF+/BLJKcLiIiIpks0AV/ebrQFxERqUznz8yjf5VknETmdBEREcl0OTmm60ggkybpQl9ERCQQnT8zi/5dkpHy86s+GEWT00VERCTTud0mx0ogvXtrYBwREZFAdP7MLAqWiYiIiAgQeKCc8jSStIiISGU6f2YeBctEREREJOiI0rt3V05arAt+ERERQ+fPzFTd6QqIiIiIiLOCXeh7839Onmxe8873/layYhERyWY6f2Yu/XtEREREstzMmaGHtw80ytfUqWY9ERGRbKXzZ+ZSsExEREQky+XnQ0GBmQ42vH3FC/6CAg2UIyIi2U3nz8ylbpgiIiIiQmEhtGsHnTsH7xriveDPz9eFvoiIpI+iotDnNzBdKmfOjPz8pvNnZlLLMhEREREBzAV8VTlUcnJ0oS8iIumjsBC6dg2dXN+be6xrV7N8pHT+zDwKlomIiIiIiIhIxikqguHDzXSw0SgrJukfPtysJ9lNwTIRERHJKkVFVQ/b7nbrQllERCTdde5cObl++YBZsNEsO3dObj0l9ShYJiIiIlkjGV0xREREJDUEG41y2LBmlJQEDpQFStIv2UcJ/kVERCQrVOyKAZUviAN1xWjXTjlGRERE0pU3YAa+8/v06XlMn57nt5wCZVKedgNJS+pCIyIikVJXDBERkfQVyz1goBZm5SlQJhVpV5C0oy40IiISjWBdMXr1Ql0xREREUlg87gFzcmDSpMDrTpqk87340+4gaUWjmYiISCyCBcxycxUoExERSUXxugd0u6F378Dv0bt31a3WJLvoElDSirrQiIhIrNQVQ0REJH3E4x4w0DLlBQvCSfbSZaBEzYm8YepCIyIi8aCuGCIiIukh1nvAQIGybt02snjx0pBBOMluuhSUqDiZN0xdaEREJFbqiiEiIpI+or0HDNbqbOTI1VSvHjwIp+sAURhBIpYKecPUhUZERKKlrhgiIiLpJ5p7wJkzQwfTggXhZs6Mf/2d4kSPsEygUIJELBl5w8L5QgNccEHg19WFRkREAgl2jtq9W0+WRUREUl2kaRTy86GgwEwHa1BRMWBWUGDWywRO9ghLdwonSMSCRd+HDWsWl7xh4X6he/aEiy4KPF9daEREpKJggbLJk1FXDBERkTQQTRqFwkKYMSP0Pan3HnfGjMwJGKVCj7B0pmCZRCVQwGz69DzatGkdU6As3C90z54wbVrw7egGR0REKlJXDBERkfQVSxqF/Pyq70lzcjKnRRkkp0dYJlOwTKKWiLxh4XyhAwXKundXFxoREQkt27tiiIiIpCulUYhcrKOIZjv9GSQmkfYZD2d7ob7QwQJlTz+tLjQiIlK1bO2KkSqUZFhERCKlNArRi3YUUVGwTGIUTZ/xqoT6QgcLlKkLjYiIhCsbu2KkAiUZFhGRaCiNQmwS0SMsG+jPIVGLpc94Var6QkPlQFmwddWFRkRExFlKMiwiItFSGoXYxbtHWDbQn0SiEihQ1q3bRhYvXhq3JrChvtCvvRY4UFZ+XXWhERERSQ1KMiwiIrFQGoXYJKJHWKZTsEwiFuyCduTI1XHtMx7qC/3mm1Wvry40IiIiqUFJhkVEJNa8lUqjEJ1E9gjLZLoEkYglo8+4vtAiIiKZRUmGRUSyl/JWOkOjiEZPlyESsUT3GdcXWkREJDMpybCISPZR3kpnaBTR2OhSRKKSqD7j+kKLiIhkNiUZFhFJT9F2o1TeSmdoFNHY6HJEopaIPuP6QouIiEQv1nwwyaAkwyIi6SeWbpTKW+kMjSIaG+1+klL0hRYREYlOMvLBxBqMU05SEZH0E49ulMpb6QyNIho97YKScvSFFhERiUwy8sHEGoxTTlIRkfQUr26UylvpDI0iGh3thpKS9IUWEZFg0qGrYbIlOh9MrME45SQVEUlf8exGqbyVki60K4qIiEja0NDzgSU6H0yswTjlJBURSW/x6kapvJWSLhQsExERkbSgoedDS2Q+mFiDccpJKiKS/mLtRqm8lZJOFCwTERGRtKCh56uWyHwwsQbjlJNURCT9RduNUnkrJd0oWCYiIiJpQUPPhyeR+WBiDcYpJ6mISHqLphul8lZKOsqyy0cRERFJZxp6vmqJzgej5MwiItkp2m6Uylsp6UiXMyIiIpJWNPR8cMnIB6PkzCIi2SeWbpTKWynpKAsvI0VERCTdqXVTZcnIB6PkzCIi2Sce3SiVt1LSTRZeSoqIiEi6U+smf8nIB6PkzCIi2Sle3SiVt1LSiYJlIiIiklbUuqmyROeDUXJmEZHspW6Uko2yLlhmWdZ+lmVtsizr5gjWaWRZ1njLslZYlrXdsqyFlmVdlsBqioiISABq3RRYom9klJxZRCS7qRulZJusCpZZllUPeB1oEME6dYH3gRuAz4HxQB7womVZ/RJQTREREQlArZtCS+SNjFoViIiIulFKNsmaYJllWQcAHwEnRbjqTcCxwADbti+3bXsw0Bb4HnjAsqx94lpRERERCShbWjcVFVUd4HO7zXIVJfJGRq0KREQkW8Vybpb0lBXBstIul98CxwAfRLh6X+BP4AnvC7ZtbwHuBeoAV8SnliIiIhJKNrRuKiyErl1Dt4jztrDr2jX5ASm1KhARkWyT6udmSYysCJYBNwO/AqcDz4W7kmVZhwDNgU9s295TYfbc0t9nxKOCIiIiUrVMbt1UVATDh5vpYF1IK3ZFHT5cT7FFREQSRefm7FXd6QokyfXAbNu291iW1SqC9Q4p/f1TxRm2ba+xLGsHEMn2Mtf//R/Nhw4lZ+dOOOggaNKk8s+++8IBB1T9SFpERCSEcFotpWPrps6dTYs478W29/egQebzBMvZ1rlzkA3u2gWLFsGPP8LmzYF/tmwBlwuaN4f99/f9tGhhfuflmfkiIiJZKNi52fvQLuJzcygeD6xeDd98A99+a87Tu3bBzp2Vf0pKYL/94JBD/H/q1Yv1I0uprAiW2bb9XpSr7l36e2OQ+ZuBvaLcdpni4mKWLl0a62Yc1bJfPxp8+aUpfPJJ0OVK9tqL4uOOY/sJJ7D9hBPYYVlQrVqSahm+OXPq0aHD1pBxPbcb5s6tR8eOW5NXMfFTXFwMkPbfH0kf2uck0QYNgo0bmzF9eh5gLr7Xr2/C0KErufjijWWvA3TrtpFBg1Zj24DHQ/XVq6m9aBG1Fy+m9qJF1FqyhJxdu2Kqj7t2bXYedBDbTjmFbaecQvFxx+GpWTOmbUrq07FOkk37nCRbJPtcoHPzxo0bGT58NQUFzYKfm0Nxu6mxciU1ly6l1tKlbPvsB5r/+R3V/14f5ScySvbem10tWrDrgAPYfsIJbD3jDPbsvXfVK2Yo7/85GlkRLItBbunvnUHm78TkLct6248/nrreYFkI1Tdtov4HH1D/A5M6bk+9ehQfeyzbvMGzo45yvOXZ+PGNmTChCd26bWTkyNUBq+N2w7Bh5sDYt+9a+vVbl/yKiohIxsnJgZEjVwOUXXy/8UZj3nijsd9y3bpt5N7bfyDv9Xep+/HH1F60iNy1a+Nfn+Jiai9ZQu0lS2j89NO4a9Zk+wknsK19e7a1b8/Oww5TyzMREclogc7N06fn+QXJgJD3jwDs2UOd//s/9nrrLerPnk21zZvLZjUOskqkqq9fT/X166nzzTfkFRXhcbkobtOGrWecwdYOHdjZqpXO22FSsCw0bxiyRpD5NYFtsb5J7dq1ad26daybcdaECfzUqRM1fv+dFrVqwdq1lX9++QXW+0fKq23dSr2PP6bexx+bFw49FK6/Hrp3h8bxOmSEr6gIJkww09On55GXl1cpL463qe306aY8YUITzj23Sdp198kE3idBaf/9kbShfU6S5dVXK3frAHDhZtQ/P+S2OlNxdXgNqnpievDB0LYt7L03NGgQ+GfXLli1Cn7/3f/nt99gm/9lTs7OndT79FPqffqpeaFZM+jSBW68EY4+On5/AHGUjnWSbNrnJNmi2eeCnZvBO/BQHjk5ef4zPB5YsAD++1946SXTzTKEHdXrUfOkY3C1bWvSGNWsibtGTZ5/uSZz59dkFzXYSU0GD3ZxYrPf4KeffD+//AK7d/ttz+XxUGfRIuosWsQ+jz4KLVvCBReYc3fHjlA9s0NCS5cuZfv27VGtm9l/mdhtKP0drKtlA8xImQLsOuwwdh12GAQ74Hg8sGwZfPQRfPyx+f3HH/7L/Pgj3HYbDB0Kl1xiAmennZa06HdS+6SLiEhGKioy54WquvLPnBk8r1pODkya5DvfHMAKujONa3iGg95bEXil+vXhxBPh5JPhpJPMzz77RP9BPB7YsAE++wxmzTI/y5f7L7N6NTz5pPk56ywYMMBchKdgigUREZFYVDw3lzdpUoXz/g8/wAsvmCDZDz8E3uA+++Bp2463V7fjmW/b8TXt+KnkELq3ymHyoxXuP+f7VuvRA46/n8rDNe7ZYx52/fQTLFxoLjQ++8x/RIKVK03rkAkTzAO1QYNMQ5U66jBXkTKth+a9Ijyo4gzLspoBtYCqeiOLl8tlAml9+piDxu+/mwPH00/D1VfDXuVikrt2mYPL6afDUUfBY4/Bxo0Jr6J3BLUePXyveUc9KSkJHCgLNSKbiIhkl3gNL+92Q+/rPPyLN5nDWazgIAoZzkGs8F+wTRt45BGTCHjDBpg9G+65x0TrYgmUgTlvN2pktvXYY2DbsGIFPPWUeaDVsKH/8h98YD5Uq1YwZgxs2hTb+4uIiKQQtxt69w48r3fv0vP+smVw+eVgWWZYzIqBsn32MQ+WPv8c1qzB9d67nPfN/dTrcSk/chgecqK//6xWzQyod9ZZpgHKxx+bHl7PP2/qtFeFNkA//2xahh9wgKnrOqUWKk+3+CHYtr0SWAmcZllWxb/VmaW/5yOVFBUFv0nwcntcFH1/KFx7LTz7rGllNmWKeSpe3pIl5oDSvDncdZcZuSuBggXMcnMVKBMRkeDiNby82w2jOn/GtdP+wZt05izm+s3/m4bMbt0P95cLzYhZt9xiHiwlozXXAQeYD/Dyy+YC/MMP4eKL/U+GP/8MAwea0TT79zdPuEVERNJYoB5G5X089Uc+b/UfPEceabpbejy+mfXrwzXXwHvvmbQH48aZ1t+lvacSev/ZqBFceSX873/mvP3BB3Dzzf4PvNatM0/vWrY0wTOdtwEFy8LxHLA/0M/7gmVZ9YGhmJxmzzlUr5QV9VP1OnXMEeCLL0yz0d69oW5d30rbt8O998Jhh5mjxJ49CfsMgQ5Y5SlQJiIiFXm78ntVDJiF05Xf/e33LDownzvfPo3T+KzsdU9ODt8278SlvMR+/ME5Sx+j14RjcXscTNJbrRqccQa88orJkzJ4sP/F99atMH68aVU+ZEjCH3aJiIgkQrDz9+7dcOvFK5hMT5ZxOO1/eg5X+Rvg884z58g//4Rp0+Dcc4PmCEvK/WduLnToYFp///YbPPqoeQjmVVxsume2agVXXFEpb2m20a1+OZZlFVqWVVjh5QeBH4BxlmW9ZlnWg8A3wJHAYNu24z/0VBqbM6deXJ6qc+yxJv/JH3/AxInmibnXn3/CddeZZWbPTthn8fZJD6RSn3QREcl6MXXl/+03PD2uhWPa0O63N8qWKcnJZf0VV/Dj7NkcufId6vW4lJ3U8tt2VS25k6JlS3jgAXPx/eSTcMQRvnm7d5t5lmVSLJR/2i4iIpLCggXKJhf8RvV+fXhwxmH0ZArV8TXk+LZ5J9zzv4C33zatr2vXDuu9knr/Wbeuaf3944+m1Vm7dr55brd57d574/iG6Ue3+/4KSn/K2La9GfgHMKX0943ARuDftm2PT3YFU12HDltjfqrup0EDk+Ns0SLTVbN5c9+8xYvhnHPMysuWxf2zhNUnXUREpJyIu1Js3gi33gqHHYZr2lRyPL6Ty/yDryDHXsZfd91FSdOmQbc9c2biP1fY6tY1J8nvvoP334dTTvHNW70arroK/vEP+Ppr5+ooIiISppkz/c/f116zh8lHjSGntQVPPomrpKRs3mw6ciqf0mbVO8z888QAWwvNkfvP6tVNPrOFC01DlHPP9c075JAEvGH6yLpgmW3b02zbdtm2PTbAPJdt25X6M9i2/adt2z1t297Htu26tm0fZ9v2i0mpcJpJWIL8nBwzCIBtm6Zo5UfrePNN0/Ksf3/YvDkun6OqPukp9TRfRERSSthdKea8b85fo0fDzp1l89/lnxR2+YqTfniBnEMPDrntgoLgI2o6yuWCs882o3A99xw0a+ab99lncNxx5mGYkgmLiEgKy88351qAOy60mfzD6eQMGmi6LHr94x+4P/iQ//aYzTxOjercHM79Z8+eoe8/3e4APbbC5XJBx44mr9ry5SZ41rNnlBvLDFkXLJPES2iCwrp14e67zagiPXqUJUVkzx6TF6VtW5g3L6b6h+qTHqrVXLoIa/CFWA60IiISuivF2O3kDOhnnt6uWuWbccIJ8MEH7JzxLndPbxf0/Og9z86YEXw0zZThcpnWZLZtRubKzTWvezymu2arVubDqGumiIikqMJhe/i2+2jufbstrvL3mkcfDbNmwUcfkdPhjKjPzeHef06bFjxgFs5I22E77DCT8ijLKVgmCZHwBIX77WdGzvzqK5Ok0OuXX+D0003rs3JNYsMVtE/6ZNNCNViruXQJmEU9+IKIiEQkWFeKE/mCdS3aweOP+15s3NjkBvniC+jQgfz8qs+POTkp2qIsmPr14cEH4dtvoVMn3+sbNpg8pJddBps2OVc/ERGRQJYtg9NO46hpt+LascO8Vr26aW62YIFJC1RuVMt4tCgrf/9ZMV1RoIBZWDnBJWIKlknChHqqfsEFVa8fVuumtm1hzhxzk7HXXua1PXtMlOeMM0zwLAIV+6RXDOqlRb6YIIqKiM/gCyIiElKgC9/q7GYEw5hHe5puXu6b0aWLye91+eW+1tKZzLJMwuM33oCDy3UxfeUVk1z4//7PubrFSC23RUQyyJ498NBD5n7z8899r7dtC19+ae43a9SI+W2quv/Mz4fu3f3XmTbNdy6JOCe4hE3BMkmYUAkKL7oodJ/riFo3uVzmJmPxYpM02GvePHMwe+GFsOtcvk96sNZvaZMvpoLOnUO3itOBVkQkdoGOpUO7LWFXu5MZxj1Uwxx0N1OfKadNwf36DNh3X2cqmwBhBYw8LorcnU2Q8PrrfTN++QVOPdXkcEuXJtul1HJbRCSDrFpl7isHD/blFM3NhREjzEOdtm3j9lZV3X/m5MDTT1cOmM2cGWNOcKmax+PRj4M/CxYsWLhkyRJPJliyZInH+1n27PF4evTweEwSkuA/3bubZcsLtO6MGWFWoqTE47n3Xo+nWjX/DVxxhcezcWPYn2XGjMr1qmjPngjqlSIC/W179PB4du8O/HpVfwOnld/nRJIh2ftcph6LMlWgY+yUUyd73DVr+r04lzM8B/BL2MfadDnWFRRUff4o/zcqKCh98eWXPZ4GDfz/cOef7/GsXZukmsdmxoyqz58xXds4IF32Ockc2uck2YLuc/PmeTxNm/ofsI891uNZtCih9anqmm/PHnPvHOreOh3u35JtyZIlngULFiz0RBGrUbxR4i5UgsJATUjLtzCLuXVTtWpw552mVVn5oW7/+1/zBGDx4rA2k5H5Ykjw4AsiEldqqZJ+ynelyGEP7x1xCz0+64XL+1S6Zk3cD4/mue4f8CsHAunTlb8qMXX1v+QS+PprM8CB19tvwzHHwEcfJaX+sVDLbRGRDPH003DmmbBmjSlXqwYjR5pumG3aJPStq7r/9LYwS1hOcKlEf0qJq6oSFAZqQuoNmMW1GemJJ5oL7/JvtmIFnHYavPtuhBvLLAkffEFEYqYcg7FxKneUtytFAzbxdfPOnLtkrG9mmzawcCE5gwby1NM5adeVvyoxB4wOPhg+/RQGDfIt8McfcNZZMGpUSo+WGexBVK9e6iIjIpIWdu+G/v3NAXvXLvPa3nubkS7vuss3krPDQo60PUnnlXjTn1Piau7celUmyA8WMIt766b69c0GX3rJTANs2WJGF5g4McqNZgYdaEVSm1qqRM/pFnmFV//E7/ufQptV7/he7NbNtHg+8kjAF1yJZnj5VBWXgFGNGvDww/Dmm+YmBcw/64474IYbohrlOlnUcltEJE2tXWtGtBw/3vdamzYmif9ZZzlXrwBC5QTv3Tvt0n2mPJ2qJa46dtwaVoL8QAGz8uJ6MXnppfDZZ9CypSnv2QN9+5qn13v2RLXJdB/xSgdakdSmlirRcbxF3kcfwUknUf/3pb7Xhg6FV1+FunX9Fk3HrvxViVvA6F//gkWL/AftefJJE3Tcti0hdY8HtdwWEUkvNZcuheOP9+/yf8kl5gHXQQc5V7EAAj0oLS/YdY9ET6dribvCQvO0PNQFoTdg9tprgefHvXXT0UebvubHH+977ZFHzLCcEV54O91qIVY60IqkB7VUiZyjLfKefhrOPhvWrzflmjXh+efhnnuy6p8Tt4BR8+bw/vtw5ZW+19580+SS+fPPeFU37tRyW0QkPdR/910OvPJKWLnSvOBywb33ml5JFR5wOS1UTvBQ1z0SG52yJSHCSZAP5ro3kIS0bmrWDD780DyZ9ioqgjPOgNWrw9qE460WYqQDrUh6UUuVyDjSIm/PHhg40PcmAPvua8435QM9WSRuAaOaNeHZZ003TK8FC6B9e1i+POZ6JoJabouIpIEnnqD5oEHk7Nhhyg0amNF27rzTBM1SSFU5wYNd9+h8EztdXosjHGvdVLcuvPKKfwLhhQvhpJPCGikznfMI6UArkp7UUiUySW2Rt3s3XHUVjBnje61tW5Pn5OSTY9hweotrwCgnB+67DyZM8P2zfv7ZBMzmzYu5rvGkltsiImngoYfghhtweQeOadUKvvjCpABIQeVH2obAOcEDXfdkwkjbTtMltiSd462bqlUzCYQnTjTTAL/9ZkbKrOLCO53zCOlAK5Ke1FIlcklpkbdrF1x2Gbz4ou+1bt3MiI4tWsSw4fSWsIDRDTfA9OlQu7Ypr18PHTua11KA49c2IiISmscDd98NgweXvVR89NEwfz4cfriDFQvNO9I2hM4JXv66J1NG2nZaCtzCSzZJqdZNffrAW2/5j5T5z3+awQBCSNc8QjrQiqQftVSJXkJb5O3YARde6B+oufHGgIn8s0nCA0ZdupjurU2amPKOHSb3aLB/dJKk1LWNiIhU5vGYlAkjR5a9tO2EE1g5ZQo0auRgxcITbk7wTBtp22kpchsv2SLlWjf985+mFcA++5jy1q3mtU8+CblauuYR0oFWJH2opUpsEtYib/t28xThrbd8rw0aBI89lnoH/SRKWsDoxBNNK4DDDjNljweuvx6eeirmzxCtlLu2ERERnz17zIl/7Fjfa+edx29PPIE7jR5whZMTPBNH2nZS9l7ViSNSsnVTmzYwd65JyAxmdMzzzoOPPw65WrrmEarqQOsdjCDU39ztTp1BC0QykVqqxCZhLfK2bjU5TWbN8r02dKjJf1IhIXC2HSeTGjA65BCTNuGEE3yv9e4NU6ZEVfdYpeS1jYiI+HKLTp7se+2ii2DGDDzebv0iQaTo7bxkspRs3XTEEaZrR9OmpuwNmH30UdBVMjGPUGEhdO0a+ibSexPatatanokkilqqRC9hLfI2bTItjz/80Pdew0fAPfcEDJRl23Ey6QGjxo1N0PL4432v9eoFzzwT5QZjk5LXNiIi2czbVb98btFrrjHlGjWcq5ekDQXLxBEp2Yz08MPNTVCzZqa8fTucf75pdVZBJuYRKiqC4cPNdLD6V/zcw4dnV8sJkWRRS5XoJKxF3oYNcM45foPADOYBeq0YpuNkOUkPGOXlmYDZsceassdj/sHPPx/jhqOTktc2IiLZaOdO88Sq/FPEvn1NC+Tq1R2rlqQXBctEyrMsExwrHzD717/ggw/KFsnUPEKdO4euf7DP3blzcuspki3UUiVyCWmR9/ffZtTFL78se+kmxvIQg3WcDCDpAaOGDeH996FtW1P2eHwtB0REJPvs2WO6Xr73nu+122+H8eNTN0+OpCTtLSIVWZZpYbbffqZcXGwCZrNnZ3QeoWA3kb16QUlJ8M+tc45I4qilSmTi3iJv+3a44AL4+uuyl9yPT2RLj5vKyjpOpoBGjUzA7OijTdntNjdKr7zibL1ERCS5PB7o08eMTu11990walSllAkiVdHlm0ggrVqZgFnz5qa8Ywd06cKnD83P6DxCweqfm6sbQBFJD3Frkbd7N1xyiRl50evpp8np20fHyVTUuDHMmQNHHmnKe/bAv/8Nr73mbL1ERCR5hgzxT+Z/001qei9R0yWcSDCHHWYCZvvvb8rFxZz+UGcevdEGMjePUKCAWXm6ARSRVBdzizxvM+K33/a9Nm4cXHtt2bo6TqagJk1MwKx1a1PeswcuvxzefNPZeomISOI98AA8+KCv/J//wCOPqEWZRE2XcSKhHHqoyVfWuLEpr19P/zf/yTtTVmd0HqGcHJg0KfC8SZN0AygiGe722+HZZ33lO++EAQP8FtFxMkXtu685b1uWKZeUwGWX+eWcExGRDPPUU6ZVmVeXLvD00zoZS0y094hU5bDD4K23oE4dU/71VzqNO4+crZtDrpbOeYTcbujdO/C83r3TIwebiEhUHnoIHn7YV+7VC+65p9JiOk6msKZNTcDsoINM2Zt77uefna2XiIjE38svw/XX+8odOsBLL2nUS4mZgmUi4TjxRJMouFo1U160CC68EHbtcrZeCRBoEIPy0mnQAhGRiDzzDAwe7Ct37QoTJ1bqwqHjZBrYbz945x2T/B/gr7/gvPNg/Xpn6yUiIvHz3ntmQBePx5SPO8507alVy9FqSWZQsEwkXOefb5r4es2ZA927Z9TdULDRPnfvTt9RPkVEwvLmm9Czp698+unw3/9WejKt42QasSx44w2oWdOUly83XXOKi52tl4iIxG7+fNN4YfduUz78cPOQpEEDZ+slGUPBMpFI9OgBI0f6yv/7n38rhDQW7AZw8mRzrxho9DfdCIpIRpg3Dy691CSEB2jTBoqKoHZtv8V0nExDp54KL7zgax04bx5cfbXvfy0iIunnl1/Mw4/t2025ZUuYNcsM9CISJwqWiURq6FDo08dXHj0axoxxrj5xMnNm4BtAb17MQKO/TZ1q1hMRSVu2bfJZeVsbHXQQvPsu5OVVWlTHyTR10UVmRDSv116DW291rj4iIhK9zZuhc2dYt86UmzSB99+HFi2crZdkHAXLRCLlcsH48SaXjdfAgfDii45VKR7y86GgwExXvAH0qngjWFCQvoMYiIiwcaN5Mr1hgyk3aWLynzRrFnBxHSfT2M03mx+vsWPNj4iIpI89e+Df/4bvvzflGjVMjrJWrRytVrorKqq6FbzbbZbLJgqWiUSjWjWTy+bUU32vde8O//d/jlUpHgoLzfkm0A2gl/dGcMYMs7yISFoqKYHLLzd5rMB0uXz7bTMCcgg6Tqaxhx82+W28Bg40rcxERCQ93HabOVd7TZ4M7ds7V58MUFho2oCEShvhTUPRtWt2XdcoWCYSrdq1TeLg1q1NeedO6NYNVq92tl4xys8PfgPolZOjlhIikuYGDzatyLymToXjjw9rVR0n01S1avD8874bK48HrrwSPv/c2XqJiEjVnnrKP/XNHXeYHJQStaIiGD7cTAfLs1oxX+vw4dnTwkzBMpFYNGpkktE0bGjKf/xhnlrv3OlsvUREJLgpU/wvuO+6Cy67zLn6SPLUrm2u8r0tCHfuNOftNH/QJSKS0T78EPr29ZW7doV77nGqNhmjc+fQAxMFG9ioc+fk1tMpCpaJxOqQQ+Cll3zNDD7/3BzMPR5n6yUiIpV99pn/IC3duvkeq0p2aNwY3nnHPPACEyi7+GLYtcvZeomISGU//mgGaikpMeW2beG556pu4i1VCjYwUa9e5s8dbATwbPnTZ8nHFEmwc84xuVC8pkyBxx93rj4iIlLZypWmFdHu3abcpg08+2z2XPWJT8UHXfPmwYABztZJRET8bdxomjH9/bcp77uvSYNTr56j1cokwQJmubnZHSgDBctE4ufmm/37zd98M8yd61RtRESkvG3bTBKxv/4y5caNTXc8XXBnr7PPhgce8JWffNLkxBEREeeVlJgUCcuWmXLNmua83aKFs/XKQIECZuVlY6AMFCwTiR+Xy1xon3CCKe/ZA5dcAr/84my9RESyndttRiz+5htTzs2F11+HAw90sFKSEgYNMqOievXrp4T/IiKpYPBgmDXLV546FU46ybn6ZLicHJg0KfC8SZOyL1AGCpaJxFft2jB9OjRtasrr15sElNu2OVotEZGsNnIkvPqqrzxhAvzjH87VR6JSVBR8WHsvtzvCUbpcLvO4vE0bU961Swn/RUSc9sor/gPxDBsG//63c/XJAm439O4deF7v3lWffzORgmUi8da8uWmxUKOGKS9ebFo0KOG/iEjyvf02FBb6ygMGmIy1klYKC82zp0DD2nt5R+3q2tX/X16lunVhxgwl/BcRSQW2Ddde6yt36RLhQV0iFWjUy/IqjpKZLRQsE0mEU04xLRe8Xn0V7rsvrFUT8uRcRCQbrVzpn0vy7LNh9Gjn6iNRKSryDVga7IK94oX+8OERnicPOghefNE/4f9NN8VcdxERicC2beZhxdatpnzwwfDMM9nZBzBJAgXKevQwYyEFGiUzmwJm2utEEqVnT5P7xOvuu6tM+J/QJ+ciItlk1y649FLfCFrNm8P//gfVqztbL4lY586hL9iDXeh37hzhG51zDowa5Ss/8YTpoikiIonn8cANN8B335lyzZqmwUFenqPVymTBzp+TJ5vLpUCjZGZTwEzBMpFEeuQROP10M+12wxVXwJ9/Blw0KU/ORUSyxe23wxdfmOnq1eHll80ImJJ2gg1r36uXGSwt2IV+VA0Rbr3VjL7mdeON8OWXUdddRETC9NRT8NxzvvL48dCunXP1yQIzZ4Y+fwY7/86cmdx6OkXBMpFEys01LRmaNDHlNWvgqqvMSJkVJO3JuYhIpnv9dRg71ld+4AFo396x6kjsgl2w5+bGMVAGJuH/00/7J/y/7DLYtCnquouISBUWLoT+/X3l7t1NL50IKZ1NZPLzoaDATAc7f1Y8/xYUmPWygYJlIom2337w/PPmAhxg9uyA+cuS+uRcROJCF2Up6Mcf/Q+k+flwyy3O1UfiJtB5sry4nRfr1jUB1wYNTPmXX8xQYBqoR0Qk/v7+239QlTZt4PHHffdOYYo0nc348WptDubvNmNG6POn9/w7Y0Z2pQHSbbZIMpx7Ltx5p69cWAgfflhpsaQ9OReRmCnHYArasQMuuQQ2bzblgw4yB88IL7gldeXkwKRJgedNmhTH8+Ihh5guQV4vvxz8jUVEJDpuN1xzDaxYYcoNGpg8ZXXqRLSZaNLZTJjQhDlz6sVW/wyRn1/1+TMnJ3talHnpVlskWQoL/fOX/fvfAfOXJe3JuYhETTkGU9TNN8M335jpGjVMgKNhQydrJHHmdptGXoH07h3npMOXXgrXX+8r33wzLF4cxzcQEclyDzwAb77pK0+dCocdFvFmokln063bRjp02BplxSUb6HZbJFmqVw87f1nSnpyLSFSUYzAFvfACPPmkrzxmDBx/vHP1kbgL9L0qLyGjdI0ZA0cfbaZ37DD5y7am3s2VuoSLSNr58EO46y5fedAguPDCqDYVTTqbkSNX655KQtLuIZJMgfKX3X9/pcWS+uRcRCKmHIMpZskS/4Pm5Zeb4eclYwQLQO/eneBh7WvXhpde8nUJWrYM+vWL08bjQ13CRSTtrF9vGg14D1qnnRbwnigSSmcj8aZdRCTZKuYvKyjwy1/myJNzEYmYLspSRHGx6S63fbspt2plmuAqT1nGCBYomzzZNNoOFriO23mydWuYMMFXfuYZePbZOG08NuoSLiJpx+MxD7hWrTLlvfeGF180F1AxUjobiaes2U0sy6puWdYtlmUtsSyr2LKsny3LGmZZVljfSsuyPrEsyxPkp0+i6y8ZprAQ/vEPM10uf5ljT85FJCq6KEsBgwfD99+b6Vq1TGLg+vWdrZPE1cyZoQPQwQLXM2fGsRLXXANXX+0r9+0Lth3HN4iOuoSLSNqZPNmMOOw1ZQo0bx63zSudjcRLNu0qjwOPAOuBccAqYATwvzDXbwPYwPAAPwviXVnJcN78ZY1LhyxeswbPNd3p1dPj3JNzEYmKLsoc9PbbMH68rzxunC+/lGSM/HzTCBuCB6ArBswKChIwateECablIsC2baZFY3FxnN8kMuoSLiJpZdkyM1iKV9++0KVLXN9C6WwkXrLiVGlZVnugN/AqcLpt20OA04FngYssy7qgivUPBBoAb9u2XRjgR8EyiVzz5iZ/WSnXe+9Se5qvm4cjT85jpATDko10UeaQv/7yPyDm58N11zlXH0mowkKYMSN0oMd7npwxI0F5uerVMyOs1qxpyosXm4TUDlOXcJHk0vVulHbuhCuu8KVNOOIIePjhuL6F0tlIPGXL6fLG0t/Dbdv2AJT+vgPwAL2qWL9N6W+NFy7x9c9/+l1oj61+K4ez1Nkn51FSgmHJRrooc4jHA9deawJmAE2bmoOj8pRltPz8qgM9OTkJPi8ec4wZIdNr4sSUuCNWl3CR5ND1bgyGDoWvvzbTNWuaXja1a8dt80pnI/GWLafM04F1tm1/V/5F27b/AJYDZ1SxvoJlkjj33lvWbSi3ZAfzD76SyRN2OffkPApKMCzZSBdlDpo4Ed56y1d+5hlft3aRROvTBy6+2Fe+7jr480/n6lNKXcJFEkvXuzF4/30YPdpXfuABaNMm+PIRimYgmGHDmunaTELK+NOmZVk1gf2Bn4IssgLIsyyrSYjNtMG0QDvNsqyvLMvaZlnW75ZljbUsa6/41liyTs2a8MILZd068n7+mpzhBSFXSfiT8wgpwbBkG8dH58tmS5b4d327+WYzyrBIsrhc8OSTvoTUa9eagJnH42i11CVcJLF0vRultWvhP//xlc87DwYMiOtbRDMQzPTpecydWy+u9ZDM4vI4fGJPNMuymgF/AO/Ztt0pwPyXgEuBw2zb/jHINpYBFrAJk/dsK6Y1WlvgO+BU27Y3R1O/hQsXLnS5XMfWjmMTVKcUlya5zYTP4oSGzz5L01GjAPC4XPz6zDMUH3+8w7UKn9ttntBMn55X9lq3bhsZPnw1BQWVXx85cnXMT7m1z0myefe5efOa0L9/i7LXA+3Tgb4Tjz32Gx07bk1WdR01Z049OnTYGvJ77nbD3Ln1wv6buHbt4sDLL6fWsmUA7GjVihUvvYTHm0MqQ+lYl5rqzptHy16+TB6rhw9n4yWXOFKXQMebiiI592qfk2RLl33OievdtObxsH+/ftSfOxeAkr335ufp09mTgNbg48c3ZsKEJiH/7uX/f717r+b661en/D4nsSkuLsbj8Xx13HHHHRfputnw1c0t/b0zyHzv67UCzbQsKwfYCHwDHGnbdi/btm8GjgOeBI4CCuNTVclmG666iq2nnAKAy+Oh+e23k7Nli8O1Cl9ODowcuZpu3TaWvTZ9eh5t2rTWhYNknI4dt9K371og+D5d8TvRt+/arAmUjR/fmP79W4Ts4uC9YO3fvwXjx4d30dxk3LiyQJm7Rg3+eOihjA+USera1r49f191VVl531GjyP3116TXI9jN++LFSyudk9XtSCQ2ut6NTMMXXywLlAH8cc89CQmUAfTrt47HHvst5N/d+/977LHfuP761Qmph2SObGhZ1gT4C3jXtu3zAsz3tiw72LbtXyLcdj3gT2CzbdvNoqnfwoULF9apU+fY1q1bR7N6Slm6dCkAmfBZHLNqlclftmGDKV91FTz3nLN1ilCohOfxTjCsfU6SreI+V1RkuldU1Xpq5szU6jqdSEVFJqmxV6DvfaDjxIwZVfyN5syBs8/2lceNi3s3jlSlY10KKy6G446D0v8Rp5wCH39s+mMnQagu4Tk5Vc8PRvucJFu67XPJvN5NW0uWmOPjjh2mPGCAOXeniHTb5yQ6S5cuZfv27WpZFsQmwA0Eyy22V7nlImLb9lbMAAFNLcsK2DJNJCLNm/tn533+eXjxRefqEwUlGJZskhKj86WYhOR0Wb8errnGV+7UCfr3j2u9RaJSu7Y5V3uDY/Pnm8TVSRJNnp6pU816IhI9Xe9WYfduk6fMGyg7+uikHhtF4iHjv8a2be8CfgUOCrLIQcBa27b/DjTTsqw8y7LaW5bVKsj6tTHBuN0xV1YEzAhb5W8Kb7gBfvvNufpESAmGRbJbsJvzXr2gpCSKVi4ejxl9cNUqU27c2GzA5UrYZxCJyLHH+obIAzNU9YIFSXnr/HwoKB0TKNh3qeJ3sqAguwL4Iomg690qjBoFCxea6Ro14L//hVpqWyLpJeODZaU+xbT+8gt4WZa1H9AK+DzEuscCnwEPV5xROnjAwcDXtm3viV91Jes9+igceKCZ3rjRBM/S4Kwbqkk6aERAkWwRLGCWmxt5dzBeeglefdVXnjIFmjaNe51FYjJ4MLRvb6ZLSuDqq2H79qS8dWGh6cYc6rvk/U7OmGGWF5Ho6Xq3Cl9/DSNG+MojR8JRRzlXH5EoZUuw7NnS3/eVJuzHsiwXcH/p60Ea0QIm0LYGON+yrNO9L1qWVQMYjxlA4PG411iyW4MGJleZ96p37lwYO9bRKlUlWNeq3btDd8kSkcwUKGBWXliBsjVr4MYbfeVevarorynikOrV4dlnoV49U162DIYMSdrbq0u4SHLoercKO3eah/wlJaZ8yikwaJCzdRKJUlYEy2zbng28BFwEzLcsaxTwEfAf4FXgLe+ylmUVWpZVWG7dXcB1gAeYbVnW85ZljcOMjnkh8CIwLSkfRLLLaafBHXf4ykOHgm07V58QQiUQrl49eJesrLuAEMkyMeV08Xjg+uvh79IsCS1bwujRca+jSNwccoj/g63HHoNZsxyrjojEl653wzB8OHz7rZmuXRueeQaqVXO2TiJRyopgWamrgbuBxsDNQNPS8lW2bZcfErSg9KeMbdtvAv8A3gcuAK7H5CjrD1xZYX2R+CkogLZtzfSOHeYMvCf1evwqwbCIBBJTTpfnn4c33vCVp0wxrW5FUtm110KXLr5yjx6+Ea5FJK3percKn3/un8T/gQfgsMOcq49IjJIzrnUKsG17NzCy9CfUcgEzBtu2/TnwrwRUTSS43FyYNg2OP940Z54/3zy1TrHmzN4Ew8OHV51gGMyFgxIMi2S2cHK6QJCumKtWmSHmvfr2hY4dE1JPkbhyueCpp8xN419/wR9/wMCBwb8IIpI2dL0bwvbt/jmWO3TwT6MgkoayqWWZSHo65hgYNsxXvuuulOyOqQTDIuIVU04Xjweuu84MbgJw0EEZN9x8UVHV3XLcbrOcpKF99oEnn/SVp02Dd95xrDoiEj+63g1i6FBYvtxM16tnWoNXlUhRJMVpDxZJB3fcAe3amekU7o6pBMMiEnNOl6lT/QMLU6f6kqZngMJC6No1dB4b79+wa9csutHKNF27wuWX+8rXXQebNjlWHQVoReJH17sVfPSRf77GMWPgwAOdqo1I3ChYJpIOvN0xc3NNef58cyISEUkxMeV0WbkSbrnFN2PAADjjjKTUOxmKikz3HQie+LlisHH4cJgzJ3OChU5KesDoscegSRMzvWqVYykUFKAVkYTZssX/hH7eedCzp3P1EYkjBctE0kWbNpW7Yy5b5lx9REQC8OZ0gapzunivrwsKIL+Lx9ytb95sXjz0ULj//uRVPAk6dw7dqi5Yq7wOHbYmt6IZyJGAUePGMHGir/z00/Dee3HYcPgUoBWRhLrtNvjlFzOdl2dO7q6AKcBF0o6CZSLpZMgQOPZYM71zZ8p2xxSR7BZVTpdJk+D9981Ml8u0pq1TJxnVTZpgrep69TJjuATrvqq0L7GJNmAUlxZmF10El1ziK/fqldTumArQimSelOlWPXu2f37G8eNhv/0S/KYiyaPLL5F0UrE75uefwyOPOFolEZFAIsrp8ssv/l3UBg6EU09NaP2cEixglpurQFmiRBsw6tw5ThUYP960MgP4/XfTEiNJFKAVySwp061661aTi9GrWze44ooEvZmIM3QqFEk3Rx8Nd9/tKw8bBkuXOlcfEZFYeEq7X27bZsqHHw4jRzpbpwQLFMAoTwGL+HI8YLTPPvD4477yU0+ZFhlJogCtSGZwtJVsRXfdBStWmOmGDWHCBHW/lIyj06FIOrr9dnXHFJHMMGUKfPCBmc7JMa1na9d2tErJkJNjep4GMmmSAhbx5njA6JJL4MILfeWePU1i7CRRgFYk/TneStZr3jx49FFfeexYaNo0zm8ikUiZrrkZRqdEkXRUsTvmF19odEwRST+rV/t3v7zlFjjpJOfqk0RuN/TuHXhe795VX/RK5BwNGLlcpuVFo0amvHIlDB6cgDcKTgFakfTmeCtZgB07TLDf4zHlTp3g6qvj+AYSqZTpmpuBdFoUSVdHH+0bcg5M18yffnKuPiIikerXz5fs/OCDYcQIZ+uTJIGe/pcXrHuNxM7RgNG++5r8ZV5PPOFrVZkECtCKpD/HW8neey8sW2am69UzxzF1v3RMSnXNzUAKlomks8GD4ZhjzHRxsbna9T7pERFJZa+9Bq+/7is/9VTGjX4ZSLBuMrt3h+5eI/HheMDo8stLR7Uo1bOnL19fAilAK5I5HGslu2gRjBrlK48aBQccEOc3kUikTNfcDKVgmUg6y831Pxt+8IHpnikikso2bDCtyrx69YKzznKuPkkS7KJ18mSoXj149xoFMOIjJQJGLhdMnGgSYoNJkF2+lXgCKEArknmS3kq2pASuvdb8BjjtNLjhhji/iUQqJbrmZjD9mUTS3fHHw8CBvvLAgbBmjXP1ERGpyq23+o5TzZrBQw85W58kmTkz9EVrsIveuXPrJbeiGSilAkbNmsEjj/jKY8bAggUJeSsFaEUyU9JbyY4eDV99ZaZr1lTEJYU43jU3g+lPJZIJhg83+X4ANm6EAQMcrY6ISFCzZ5sRML0efxzy8hyrTjLl5/saEQW7aK140VtQAB07bk1uRTNMSgaMrrkGOnb0VfC660zkLs4UoBXJPElvJbt8uX8L2MJCsKw4bVziQSMeJ4b+XCKZoE4dePJJX/mVV5S5UURSz7Zt/o/CL74YunVzrj4OKCyEGTNCX7R6L3pnzNCoVfEQbcBo5swEVsrlMuftWrVM+Ztv/FubxYkCtCKZJemtZL1vuHOnKR97rGkdLilHIx7Hn/5kIpni7LP9z5J9+/pGmRMRSQV33w2//GKmGzaExx5ztj4Oyc+v+qI1J8c/D7xEL9qAUcL//occ4hvGDExk9Mcf4/42CtCKZAZHWsk+8QR88omZrl4dnn7a/JaU4/gANhlIwTKRTPLww+zI29dM//EHDBkScDG3Ww3PRCTJ/u//YOxYX/mRR6BpU8eqI9klZQNGAwdCu3ZmeseOhI1qrQCtSPpLeivZ336D22/3lW+/Hdq2jXJjkkgpMYBNBlKwTCSDFD7aiKs3lmup8cQT8PHHfst4D6Zdu+rpsYgkya5d0LOn7yrtnHNMziaRJErJgJG3OUi1aqY8d27wux0RyWpJbSXr8ZhRq7eWdsk+/HC4666o6y6Jk1ID2GQYBctEMkRRkenN8SoXU0QX34zrrjNPq6l8MB0+XC3MRCQJHnwQvvvOTHtzLLpcztZJJFUceyzccouvXH60WBGRcpLWSnb6dHjjDV/5qad8ORYlZaTkADYZRMEykQzRubP3YOjiRh5nM/XNjOXLYeTIoAfTzp3Df4+ioqoPruriKSJ+li+He+7xle+5Bw46yLn6iKSi8qNab9gAN93kbH1EJGUlvJXspk3Qv7+v3Ls3nHZalBuTRErJAWwyiIJlIhmi/MFwFfszmAfL5nkefJDCCxeHPJhWpbDQdN0M9TRCXTxFxI/HA336+EbROv54GDDA2TqJpKI6dUzqBK+XX9bdjIg4Y+hQk/sYYN99YdQoZ+sjQaXsADYZQsEykQxS/mA4id58zD8AcJWUcH5Rb1yYKFekgTJvF08I3nxXXTxFpJLnnjM5mMDkZJo0yZebSUT8Vczl17cvbN7sXH1EJPvMnw8TJvjK48aZ0aslZaXsADYZQMEykQzjPRh275FDbyaxi1wATuYLrufJiANlUL6Lp1ExYBaPLp4ikmHWrTMj/XndfLNv1D8RCWz0aGjSxEz//rtp4SEicafUIgHs3u0/Iu9558GllzpbJwlLSg5gkwEULBPJQDk5pgGHzeHczx1lr49iCJOGr44oUObdXrAEkSUlwRNLRvo+IpJBbr0V1q830y1b6lGmSDj23tu05PB6/HFYsMC5+ohkIKUWCWL0aP/BeCZM0GA8ktV0KyuSgdxu82AI4H7uYDmHAbAXm/nq9JujGgElWMAsN1eBMslcevIcpblz4ZlnfOUJE6BePefqI2lB37dSl18OnTqZaY8Hrr/ePJkSkZgptUgQP/3k+8MAjBgBBx7oWHVEUoFuZ0UyTMUT/E5q0Qdf0uATV7zMuE7vxC1gVp4CZZJJ9OQ5Sjt2mJt7r0sugX/9y7n6SFrQ960clwvGj4datUz5q6/8cwiJSNSUWiQA72A8O3aYcrt2GpFXBAXLRDJKsBP8rN1n8dkh/yl7rev7fenbfXvUAbNJkwLPmzRJgTLJDHryHIP77oMffjDTDRrA2LGOVkdSn75vARxyCNx1l698112wapVz9RHJEEotEsALL8Ds2Wbae6FfvbqzdRJJAZn8tRfJKsECZZMnm/PdKZ89zNaajQA4iBUc+NyIkE/wQ72Pt4tnRb17R749kVSkJ89RWrrUf4j5UaNgv/2cq4+kBX3fgrj1Vjj8cDO9ZQvccouz9RHJEEotUs769f7HlgED4PjjnauPSArJ5K++SFaZOTP0CT5n3ybUGf9Q2fxBjObLqd8yc2b47xHohqW8YC0CRNJNsAvpYcOaZe+T56q43ab75e7dpnzyyf7dMUWCUEuPIGrWhIkTfeVXXoF33nGuPiIZRKlFSt16qxm9GqBFCxg50tn6iKSQTP/6i2SN/HwoKDDTwU7wOT174Dn9dAByKeHt/XuT3zm8yFawJ/u7d4duESCSrgJdSE+fnkebNq2z88a9KlOnwiefmOnq1dUvWyKilh5BnHkmXHONr3zjjVBc7Fh1RDJJ1qcW+fhjmDbNV378cQ3GI1JOph8CRLJKYSHMmBHiRsLlwvXEE3hycwFo8fvnwa8Syqmqi2ewFgEKmEm605PnMP31F9x2m688aBAcfbRz9ZG0pO9bEA89BA0bmulffoF773W2PiIZIqtTi+zaBTfc4CtfeGFK9G3XqMiSSrLtckMk4+XnV3Ej0bo1riFDfOUhQ2D16pDbrLKLZ5AWAZF08RRJVVn/5DkcgwbBhg1m+qCD4O67na2PBJXqNyL6vgXQpAk8+KCv/OCDJj+giEQt61OLjBkDS5aY6Xr1YNw4Z+uDRkWW1JONlxwicuedcOihZnrTpiqTBofVxbNCwKygwKwnku6y+slzOD78EJ5/3leeOBHq1HGsOhJcOtyI6PsWxLXXQvv2Znr3bujTBzweZ+skkqayPrXIihW+IYjBTO+/v2PVAY2KLKlJwTKRbFSrFjzxhK/80kvw7rshV6myiye+gNmMGXraI5kh6588V2XXLujb11e+5BL45z+dq48ElQ43Ivq+hZCTY87b1aqZ8scfw7PPOlsnkTSUjNQiqd6ClwEDfLkP27QxZYdpVGRJRQqWiWSrjh3h6qt95X79qkwaXGUXT8x8tSiTTBDowqxbt40sXrw0O548h2P0aF93sHr1TLcOSUmpfiOS9S09wnH00TBwoK98662wfr1z9RFJQ4lOLZLyLXiLivw/zMSJJkroMI2KLKkorruXZVnnWJb1oGVZn1uW9YdlWbssy9pkWdYPlmW9YlnWDZZlNY/ne4pIDB5+GPLyzPRPP8H99ztaHZFUEezGfeTI1RrUwuuXX/yHmB85EprrFJ+qUvlGRIPIRKCgAFq2NNPr1pm8oyIStkSmFkn5Frzbtvm3IrvuOl/37hSgUZEl1cS8i1mWVceyrCGWZf0CvAvcCpwI5AF/ASXAwcBFwOPAL5ZlvWZZ1imxvreIxGifffwDZA88AMuXO1cfkRShQS2q4PH4d+No29a0TpWUlqo3Ivq+RaBuXRg/3leePBk++8y5+oikoUSlFkn1FryMGAErV5rpxo1h1KgkvXH4NCqypJKYdjPLsq4FfgDuA4qB4cA5QJ5t23Vs297ftu29gerAEcC1wGvAecCnlmW9ZFlWy1jqICIx6t0bTjzRTHvzDylpsGQ5DWpRhaIiePNNM+1yRdWNI+VzumSoVLwR0fctQp07m/5bXn36mP6qIhK2RKQWSeUWvHz3HTzyiK/80EPQqFES3jhyGhVZUkWsu9pk4AvgJNu2j7Bte4Rt23Ns295cfiHbtj22bS+zbXuabdv/BpoCNwOnAd1jrIOIxMKbNNh75pkzB1580dk6iaQADWoRxNatlbtxnHxyRJtI+ZwuGS4Vb0T0fYvQuHGmlRmYm+AE5wtUcFskPCnZgtfjMQ/DS0pM+R//gGuuScIbR0ejIkuqiPXrebxt2xfatv1lJCvZtr3Ztu3HgEOAl2Osg4jEql076N/fVx44EDZtcq4+IilCg1oEMHIk/PabmW7cOOJch+HmdDnnnKpzuujmPDqpeiOi71sEWrb0fZHARA9XrEjIWym4LRKZlGvB+8wz8MknZrp6ddMa3OVK0ptHRqMiSyqJ6Stq2/ZXMa6/w7btZbFsQ0TiZMQI2G8/M71mDdx1l7P1EZHUE4duHOHkdDnuOPjgA98ygXK66OY8OroRySADBkCbNma6uNg89IpzGoWUT1gukqKcbMHr1xJ0/Xq47TbfzIED4cgjU/Jhk0ZFllQT79Ew74vn9kQkiRo08O/GMWECLFzoXH1EJLVU6Max7oh/4L46dDeOQBfjVeV0Oecc+OYb37zDDqt8Y6Gb8+joRiS0tOtqmJtr0ih4W4i8+WbcK5fyCctFUpRTLXgrtQS94w4zci6YFql3352SD5s0KrKkonjHtIdYljUhztsUkWS55BI491wz7XabpMF79jhbJxFJDeW6cezJqc4ZSybS6zpXVN2yQuV0Kd+iDOCHH/xvLHRzHh3diISWtl0NTznF/468f3+TVzBOUjphuUiKcqoFb8WWoPd3ngdPPeVb4NFHcdeum5IPmzQqsqSieJ/KngX6WJb1X8uyAg6LZVnWqZZlzYvz+4pIPLhc8PjjULOmKS9YAE8+6WydRMR5FbpxPOweyBKOjKlbVlU5XQ47zDetm/PY6UYkuLTvanj//dCkiZn+/fe4R/JSMmG5SIpysgVv+Zag1Sjhgrdv8Jvp7pyfsg+bNCqypKK4ns5s2+4OjAEuB4osy6rlnWdZ1mGWZb0OfAycFM/3FZE4OvRQ02Tb6847TQ4zEcle5bpxeFq25Jer7i6bFUu3rFA5Xb77Tjfn8aQbkeDSvqthw4b+uQTHjoVFi+L6FimXsFwkBTndgrf893QAj3IMiwHYWa02JY88mvIPmzQqsqSauH81bNseBNwFnAfMsiyrlWVZjwPfAV2BhcC58X5fkXSRFjlRbr/dBM3AjIo5aJCDlRERR82f79eNw/Xoo0x4pm5cumWFyunSp48JpOnmPH50IxJYRnQ1vPJK6NDBTO/ZA9dfH/c+Xk4mLBdJB6nQgjcnByYX/s591QvKXrt7TwG5hx2Y+scxNCqypJaEfD1s274P6A+cBiwF+gA/A5fYtn2ibdtzEvG+IqkubXKi1KplEvx7/fe/MEdfW5GsU1ICN/h34yA/Py7dssLJ6dK7t8lfHohuzqOjG5HA0r6rocsFEydCjRqm/MUX/rmK4sCphOUi6SJVWvDmDLyZWiUmd+H3HMEYbvGbn7LHMZEUE/eviGVZLsuy/gMMLH3JBawBTrNt+7V4v59Iuki7nCjnnAOXXeYr9+0LO3c6VBkRccT48b7uXLVrw6OPls2KpVtWJDldjjoq8PZ1cy7xlvZdDS3LtAz3GjIE/vwzLpt2KmG5SLpxvAXvO+/Aa75b7huYyG5q+C2ih00i4Ynr18SyrG7At8BUoBkwChgENAVmW5a1TzzfTySdpGVOlEcegQYNzPTy5fDQQw5WRkSSatUqGDbMVx42DA480G+RaLplRZrT5YcfAm9fN+eSCGnf1fDOO+GQQ8z0xo1w660xb9LJhOUi6cixFrzFxdCvX1nx00Ov4RNOr7SYHjaJhCfep/zXgMMxo2K2sm37Ttu2xwBXA0cAn1mWdWCc3zMslmVVtyzrFsuylliWVWxZ1s+WZQ2zLCs3zPUbWZY13rKsFZZlbbcsa6FlWZdVvaaIkZY5UfbbD+65x1e+9174+Wfn6iMiyXPLLbDVdOOgdeuAuQuj6ZYVTk6XSZP8R8ME6NhRN+eSeGnf1bBiGoXnn4cPP4x6c04nLBeRCNx3X9l1+tYaDen2Y+CH3PqeioQn3rfh7wPH2rbdw7bt370v2rb9X6AbsB/wqWVZR8b5fcPxOPAIsB4YB6wCRgD/q2pFy7LqYj7bDcDnwHggD3jRsqx+IVYV8ZOWOVH69oVjjzXTO3aYJ1Yej7N1EpHEeu89eOUVX3nCBF8upFLRdsuqKqeLN1hRvkVZ27Ywa5ZuziWxMqar4bnnwqWX+sp9+8KuXVFtKhUSlotIGJYtgwceKCsO3DWKdTQB1BJUJFpxvRW3bfuftm0vDjLvbeCfQD3go3i+b1Usy2oP9AZeBU63bXsIcDqmBdxFlmVdUMUmbgKOBQbYtn25bduDgbbA98AD6l4qkUi7nCjVqpkM2y6XKb/zDrz+urN1EpHEKS6GG2/0la++Gs4802+RWLtlhcrpUvHmvGNHWLhQN+eSWBnX1XDMGKhf30wvXWrSKkQhVRKWi0gIHo8Jiu/eDcB8TmYyvQC1BBWJRVJvx23b/hQ4E9idzPcFvFf9w23b9pTWxQPcAXig9GgSXF/gT6BsTC7btrcA9wJ1gCviXWHJbGmXE+WEE6BPH1/5pptgyxbn6iMiVSoqqvoC2O0OMIjIqFHw009mOi8PHn640jrx6JYVLKdLxZvzWbN0cy6JlZFdDffbD0aM8JVHjIBff41qU44nLBfJMFGfn4P5739h7lwA9pDDDUzEQ45agorEKOm35LZtfwOcluS3PR1YZ9v2dxXq8gewHDgj2IqWZR0CNAc+sW17T4XZc0t/B11fJJC0zIly332wT2kjylWrdDUsksIKC6Fr19A39N4AQdeu5b7OP/xggmVe99/v+96XSka3LN2cSzJlbFfDfv3gmGPMdHGxedAVJccSlotkmKjPz8Fs3AgDB5YV/++kASyirVqCisRBTMEyy7JqR7Oebds/xbqNcFmWVRPYH/gpyCIrgDzLspoEmV86pFDl9W3bXgPsAFrFWE3JImmbEyUvD0aP9pXHjYNFixyrjogEVlQEw4eb6WDHk4rHoeHDoWiGx3S/9OY2OvHEgFH9ZHXL0s25JEvGdjWsXh0mTvSVi4rSIMInkrmiPj+HamE2dCj89ZeZ3m8/Tnl/hB42icRJ9RjX/8WyrPuBJ2zb3hnJipZlHYNJsL8AGBljPUJpVPp7Y5D5m0p/7wWsDTB/7yrW31y6btSKi4tZunRpLJtICcXFxQAZ8VkSxe2GYcOaMX16Xtlr3bptZPjw1RQU+F6fOhU2btzIyJGrU6tL5rHH0vKkk6j7xRewZw/bu3fn1+efd6zfqPY5SbZ02OcOPRS6dQt+PAl2HDr2xynw/vsAeHJyWDF4MDtsO+B7XHYZNG5cjw4dthJkEcAMoHnssfXo2HErKfwnS3npsN+lu4zdp/PyaHrxxTR89VUAdvXpw8/Nm+OpHfpZdaT73Jw55m8X6nLA7Ya5c83fTqSibDjORXt+PvTQ1QGPN7W+/ZYDJ06kNKswv996K1t+/51WrQh5HPNq1Yr0OI4lSDbsc+L7P0cj1jvc9zAjTK62LGuiZVkdQrUUsyzrYMuybrAsaz7wFXAMvq6MiZJb+jtYMM/7eq0Y1g+2rkiZYCfAkSNXU706jBy5mm7dNpbNmz49j2HDmqVWCzOXizXDhuGpbuLsdb75hrzXXnO4UiLZa86cepWOETk5wY8nJSWBj0P33v4DTR/0db/c8O9/s+OII0K+d8eOoW+MvXXRjbGki0zdp9cOHEhJXh4ANf74g8ZPPBF6hQiNH9+Y/v1bhLxm8V4D9e/fgvHjG0e0/UDHuUDbnzOnXkTbFUm2aM7PQR+c79lD0xEjcJWOUL/1tNPY8s9/JvYDiGQZl6f0CxYty7JOwCS671j60h5gKbAa2IAJJO0NWEBjwAX8BYwFxkTaIi2K+jUpfb93bds+L8D8l4BLgYNt2/4lwPxLgJeBIbZtPxBg/p/ADtu2D4imfgsXLlxYp06dY1u3bh3N6inFG5XPhM+SCEVFJveAV6CuHoG6aM6YkYJdPe66C+6910w3bGgeXzUJ1pM5cbTPSbKl0j5XWGi6ZwTrNuZ2Q8+eMG1a8G2UrXvLTfDoo+bFpk3NEPR7xdRoWuIolfY7SVNTppgDAkBurkmjEGJ/CnefS/S1TVXHuYrbLyhQt7J0lU3HuapSskDofR6A8eOhf38zXbMmfPedabomYcumfS6bLV26lO3bt3913HHHHRfpujH3nbJt+0vbts8FDgceAhYBRwDnApcB+fgS+r+OGTmyhW3boxIdKCu1CXATvKvkXuWWC2RDheUqahBiXZEyGZUTZehQOOggM71hAwwe7Gx9RLJMOHlPqlJ2HPrmK3PR7TVmjAJlIpmme3c49VQzvXu3yU8Y4wNzgM6dQ48UGmyk0c6dq952QvI7iaSAQIOGlFdloGz1anMt7nXnnQqUiSRA3BIN2bb9g23bQ2zbPgETWLKA9kA7oLlt2/vatn2Jbdsv2ra9O17vG0a9dgG/AgcFWeQgYK1t238Hmb+83HJ+LMtqhmk5F0avcJEMGuGtdm3/m+tp0+CTTxyrjki2CfcGNVSrskmTIMezB/r08a14zjkmeRMJGNpeRJyTkwMTJkC1aqY8dy78979x2WygkUJ79YKSksCBspBBgHISGYgTcVpOjjkPBzJpUhXfkUGDYPNmM33YYXD77XGvn4jEMVhWnm3b20uDZ5/btr3Itu3ViXifCHwKNLUsy2/USsuy9sOMZPl5sBVt214JrAROsyyr4t/rzNLf8+NXVcl0GTPC2/nnw4UX+so33GCeVotIwkV6gxpI797gfmISfPmleaFmTXj8cXC54j+0vYg4r00buOkmX3nQINi4MebNBjse5eZGHygLtd14BOJEnOZ2BxxwGig9Pwd7WDV7Nvzvf77yhAnm/C0icRfX04llWQdYlnWZZVnXW5Z1sWVZR8dz+zF4tvT3fd6Al2VZLuD+0teDxPXLPAfsD/TzvmBZVn1gKFBcOl8k+4wdC3Xrmunvvzfdt0QkKcK9QQ3mral/smPgHb4XhgyBww5T1yeRTFZYCM2bm+k//zQ5SOMg5m5lEWw3HoE4ESdVlbMsaHqFnTtNF2qvyy+Hs89OWD1Fsl1cTimWZdW1LOtF4Gfgv8AE4CXgG8uyfrMs63bLsurG472iYdv27NL6XATMtyxrFPAR8B/gVeAt77KWZRVallVYYRMPAj8A4yzLes2yrAeBb4AjgcG2ba9N+IcQSUUtWvjuqsFM//qrc/URyTJV3aCW16OHafzpXfZhbqXOLpNy03PooSZYhro+iaSiuHWLrl/fPOjymjABFi6MtXpAjN3KqthuIgJxIk4Idg4tf36GIAGzBx+E5aUZgho0gEceSUqdRbJVvE4rRZgRJYuBD4BXgFnACqA5cB+wyLKsI+P0ftG4GrgbMyLnzUDT0vJVtm2Xz3BaUPpTxrbtzcA/gCmlv28ENgL/tm17PCLZbMAAOLq0Een27aYsIkkT6gbVy3szWb26+f3APz/gap4vm//IwY/jrlGrbHvq+iSSOuLeLfqii6BTJzPt8Zg0Cnv2xFzPqLuVhSFRgTiRZAoWKCt/fg4aMPvpJ99I9AD33APNmkVcB+UjFQlf9Vg3YFlWF+AsYC5wmW3b6yrMPwwYAvQAPrQs67jSPGBJVTqowMjSn1DLuYK8/ifQMwFVE0lvubkwcSKcVjro7RtvmJ8uXZytl0iWCHWDCmYQvPLBrJzdO7ltRd+y+S9yGbfOOpdDZ/pyJXoDZuC7qJ86tXKXEQXKRBKrYrdoqPydC9Qtul27ELlPXS547DE46ijTrevLL03E6YYboq5nON3KAtU9ku2HCsTpOCTpYObM0A+bgp1787t4yH+yn/m+Ahx7LPT1ncfDVVhojg+hzt3lv8sFBcpJKtktHqeVfwM7MK2s1lWcWZrovyemy2MjlN9LJPOceqo5s3r17w/btjlXH5EsUdUNakAPP4zLNoM4F+fWZyCPUFBQ+cZaXZ9EnJewbtGHHgp3lMtZeMcdJodZFGLqVhbl9suLdrsiyZafbwJQEPwcWvHcW1AA+SWvwbvvmhdcLnjiCd/ItmFSPlKRyMXjEvc4YK5t23+FWsi27eeBRzCjSp4ch/cVkVQyahQ0bmymV66EkSEbcYpIjMK9QZ02rdxF8c8/m64bpWo+dA8TZ+wX9Mmxuj6JOCuh3aJvv90EzQA2bYLbbou4fjF1K4th+/EKxIkkW2EhzJgR+nvq/d7PmAGFg7bAzTf7ZvbpAyecEPH7xjPwrm6aki3icZnbFFgW5rL3AzsxifZFJJPsvbdJPOo1erQZIVNE4i6qG9SeHjw39oMdO8yL7dqRc2Pf4F21SGwOIhEJT8JGhKxVCx5/3Fd+7jn46KOI6hZut7KKdZ85s+ptJzoQJ+KU/Pyqv6c5OaUtvgsKYNUq8+I++8B990X1npEG3iumcPCKKD+iSJqLR7CsLrA5nAVt2/4bmA+oZZlIJrrmGl/uspISk0/B4wm9johELJob1E3TXsf17jum4O3GUT146lJ1fRJJHQnrFn3uuXDppb5y376wa1fYq0fdrSxEkN4rkYE4kbSwaBE8+qivPHo05OVFvblwA+/BqJumZJt4BMtcQCR3w98DB8XhfUUk1eTkmGT/3hvwjz+GZ591tk4iGSjSG9R6bGFq/Zt8M/v0gRNPDLp9dX0SST0J6xb9yCNQr56ZXrIExoyJaPWIu5UVhrfdRAbiRFKe2+0/Um2HDnDllTFvtqrAu5dfCgdiyI8oksacyDayAchz4H1FJBmOOgpuucVXvvVW+Ptv5+ojkqEiuUH9ukshDbaE141DXZ9EUlPCukU3bw4jRvjKI0ZQ3dvtK0wRdSuLQKICcSIp7+mnYf58M52bCxMmmFbhcRAq8H7NNb7puOVHFElT8dq977Ysa4llWc9ZlnWTZVmnWZZVN8iybqB2nN5XRFLR3XdDixZmet06/xG3RCRuwrpB/XYRh741zvdCFd041PVJJPUkvFt0//7Qpo2Z3r6dpvffH+WG4i9RgTiRlLV2rRmAw+u22+Dww+O2+VCBd5fL5Cvzikt+RJE0FY9dfDawETgcuBIz4uVHwKbSANqz5QJodeLwfiKS6urV88+xMGmS7+lYCisqqvpGQyMASVqJohuHuj6JpJakdIuuXt2kUShV/4MPqDd3bvSVFpHoDR4MGzaY6QMPhKFD47bpqgLv06aZ3+UDZuUpUCbZJObd3Lbtc23bbgwcAlwGPAx8CGzBBNCuolwADbgl8JZEJKPk58MFF/jKN9xg2nGnqMJCM7JPqBsNjQAkaSfKbhzq+iSSGpLaLbp9e7NyqX3vuw+2b4++8iISuU8+8UWsAMaPhzrxaW8SbuB92rTg43PFlB9RJM3EbVe3bfsX27ZfsW37dtu2O9q23RCwMK3NxgKfAsVAg3i9p4ikMJcLHnsMapf2ul60yJRTUFGRGdEHgt9oaAQgSTsVu3EMHhxRNw51fRJxXtK7RY8aBXvvDUCNVatg5MgoNyTZTq31o7B7t3m47NWtG/zrX3HZdKSB92eeCbydmPIjiqSZhMaFbdv+wbbt/9m2Pci27TOAvYAjge6JfF+RqugEniQHHmjyl3ndfTf8/rtj1Qmmc+fQT+Y1ApCkpfLdOA46KK7dOEQkOZLeLXrvveHBB33lhx+G776LcmOSrdRaP0pjxsD335vpunVh3LjQy0cg3MB7sO6XXhrUR7JJUhtR2rbtsW17qW3bzyXzfUXK0wk8yQYOhCOOMNNbt/qPlJkigj2Z1whAkrY+/rhyN47aGltHJB0lvVt0jx5sP+44M11SAn366M5YwhZta/05c+pV2k5WPdj+9VffHw7MF9k7WFYchBN4DyTu+RFF0ohu9SSrqLudA2rUMHmSvF59Fd5917n6BBEsYKYRgCTt7Nrl343joovg/POdq4+IxCyp3aJdLlYXFOCpXt2UP/sMpkyJw4YlG0TbWr9Dh61l5ax8sH3TTb4cgUcdZcpxFirw7v17ln/OlrD8iCJpQrd7klXU3c4hZ5wB//mPr3zjjVBc7Fx9gggUMCtPgTJJC2PGwJIlZrpePRg71tHqiEj62XXooay/9lrfC4MHw19/OVchSRuxttbPygfbM2f6f4AnnjBPaxMgWOA96fkRRdKAbvkkq6i7nYMeeggaNjTTP/8M99/vbH2CyMkxI/0EohGAJOWtWOHfjWP4cNh/f8eqIyLpa12fPnDwwaawYQMMGuRshSRtxNJaP+sebG/bBv37+8rXXgunnpr0aiQ9P6JIGtBtn2QddbdzyD77+AfIHngAli93rj5BuN1mpJ9ANAKQpLwBA3ytNo85xpRFJC4yOYdSoM/mqVXLP43C88/z2Yg5ya2YpK1oW+tn3YPtkSNNvjKARo3M9bFDkp4fUSTFpethRSQm6m7nkOuug5NOMtO7dkHfvuDxOFuncgI9rSxP+RkkpRUV+feHmDjRJBoRkZhlcg6lkJ/tn/+Eyy4rKzYpuIF77tqRzOpJGou2tX7WPNhevNiMOOv14IPQuLGjgfmk5kcUSXHpemgRiZm62zkgJ8fcwHv/uHPmwP/+52ydSgVr1q8RgCQtbN3q343juuvglFOcq4+IAxJ1g5nJOZTC+myjx7A9twEArfiBkntHpcVnE+fF0lo/4x9s79lj/gh79pjy6afDtddmdGBeJN2k6+FFJGbqbueQdu38u4YNHAgbNzpWHQgeKNMIQJI2hg2D334z040bw6hRztZHJMkSeYOZyTmUwvpsw5oxaLfvmDI05346t7KTXFNJN+G01u/Zs+prqQsuCPx62j/YfuIJ+OILM12jBjz5JEVvuDI2MC+SjtL5ECMSNXW3c9iIEbDffmb6zz9h6FBHq6MRgCStLVgAjz7qK48ZY/KeiGSJRLf8yuQcSsE+27Bhzfw+25Ncz+eYNAq57l3k9O2TUmkUJLWE21p/2rTgATO328y76KLA75HWD7ZXrYI77vCV77gDDj88owPzIukoDU7jIvGl7nYpoH59GDvWV544EebPd6w6GgFI0lZJiely6T1QnXMOXHmls3USSbJk3GAmOoeSkzmKAn226dPzaNOmddln85DDO/lP4qlWzbzw4Yfw3HPxr4ykvapa61f83gUKmHkDZdOmBX+ftL5Ov+km2LLFTLdqBUOGAJkdmBdJR/pqSVZRd7sUcvHFcP75ZtrjMTf8u3Y5Vh2NACRpaexY+OYbM12rlgk8u1xO1kgk6ZJ1g5moHEqpkKMonM9W8PoxuG6+2ffioEGwfn38KyNprarW+vn50L27/zrTpsGcOfWA4IGy7t0z5MH2zJnw2mu+8pNPmvN3qawZ3EAkDejrJVlF3e1SiMtlhqSvW9eUv//ejALkII0AJGnll198TSLB3EEfcohj1RFxUrJuMOM9OFAqDR4Q1mcrLIQWLcyL69aZgJlIOVW11s/Jgaefrhww+/DD+pSUBA+UPf10BjzY3roVbrzRV+7RA848s9JiGT+4gUia0FdMsoq626WYAw6Ae+7xlUeOBDtxSYOd7OYiElceD/TtC9u3m3KbNmawDJEslowbzHgPDpRKOYrC+mz16pkHXV7PPAPvvx//ykhaq6q1fqCAmbfrb7BAWTIfbCfserHiYDwPPRR00XgH5kUkcvqaSdZRd7sU078/HH+8md61C66/PiFJg1Ohm4tI3Lz4Irz7rpl2ucyVc26us3USSQGJvMFMxOBAqZKjKKLPdsEFcOmlvpl9+vgC9yKlqmqt7w2YBQtuQ+VAWfl1E/VgO2HXiwsXVh6MZ++9gy4e78C8iEROwTLJSunc3S7jWkdVqwZPPWV+A3z0EUyZEte3SKVuLiIx+/tvKJ836MYb4aSTHKuOSCpJ1A1mIgcHcjpHUaDP1q3bRhYvXhr8s40bB3l5ZsbPP+sJk0QlVHD7tdcCB8rKrxvvB9sJu14sKfE/AFUxGE8iAvMiEjkFy0TSSMa2jmrb1j/vya23wp9/xm3zqdTNRSRmgwfDX3+Z6ebN4d57na2PSIpI1A1mMgYHcipHUbDPNnLk6tCfbZ+m8PDDvhmPPAJffx3fyknGCxXcfvPNqteP94PthF0vPvYYfPWVma5iMJ5EBuZFJEIej0c/Dv4sWLBg4ZIlSzyZYMmSJZ5M+SypaMYMj8f0TzQ/PXp4PHv2+C+zZ495vfxyM2Y4U9+Ibdvm8Rx8sK/il19e5SqR7HOB/jY9eng8u3cHfr3i31bE40mB49yHH/rvrNOnO1cXSRrH97s0kMhjfDLPv7t3+2/D+7N7d+TbCkewz1Z+nwv62dxuj6dDB9+Lxx6buIpKxgm0X1X8ceJ6LO7HkhUrPJ66dX0r3XdfxO/tfY+q5ktkdG7NDkuWLPEsWLBgoSeKWI3jwaJs/1GwTMKVFSfQWbP8P8Bbb4VcPNJ9LlUvzMIxY0bV9dqzJ42Co2nK0eNccbHHY1m+nbVbN2fqIUmn82toyTg/FhRUvV759ykoiM/nSMa5KdBnq7jPBf1sy5d7PDVr+ir68MOJqaRklED7erduGzyLFy9JiWvZuF0vut0eT6dOvpWOPNLj2bkz6OIZ/2A8xejcmh0ULEvjHwXLJBJZ0Trq6qt9H6JlS49ny5agi0azzzl1MxKLZNykSXgcPc7dfbdvZ61f3+P5/Xdn6iFJp/NraMm6wUzkQwunH+ZU/GyB9rmgn+2++3yVrFPH4/n558RUUjJCsGvZ774z+1y8Hv7G+n2Ny/Xis8/6VnK5PJ5586pcRdd8yaNza3ZQsCyNfxQsk0g5fUGdcGvXejx77+37MDffHHTRaPe5ZHdziYWeMqYWx45zixd7PNWr+/7B48cnvw7iGJ1fq5bON5ip+CAson1u1y6Pp00bXyXPPde0qBEJIKauv2GK1/EgpuvFNWs8nkaNfCvddFPY9VdvguTQuTU7xBIsU4J/kTTjVBLgpGnc2Ayn7fXoo/Dll3HbfLoNxa3BCYSSErj2WvMb4JRToE8fZ+skkmIKC82oeKHOf4kYPS9WyRg8IOFyc82o1t6E5bNmwQsvOFsnSVn5+VBQYKaDXbNWvNYtKAg/kX+8RrSM+XpxwAAzejXAgQfCPfeE9wEwn7Wq6/h4D24gIpWl6+20SFYLNdT2pElpHCjzuuoqM6w2mKuRa6+FXbti3mw6DsUdKDjqrWdJSfCbrLTfB8RnzBhYsMBM16gBTz8N1ao5WyeRFJSON5gzZ4Y+hgc7B8ycmdx6VunEE01wwOuWW2DdOufqIyktkcHteDxkjPl6ccYMePllX3nSJKhXL/wPISIpQbdTImko3VpHRczlgieegDp1TPm77+C++2LaZDoPxR3sZik3V4EyME+Dq/p/ud2VnxonQ8x1W74c7r7bVy4ogNat41Y/EXFWolvZJNU990DLlmZ63ToTMJOQUvn8lWiJCm7H+pAx5uvFjRuhb1//lb0PgEUkrWTZLZVI+kvH1lFROfhg/wDZvffC4sVRbSoTurlkfPfbKBUWQteuof9f3v9/167J7XoVc928M3fsMOW2beG22xJVXRFxSLp2Ia2kXj2YONFXfv55eOst5+qT4lL5/JXuon3IGJfrxcGDYfVqM920KYweHffPJyLJkWW3VSLpLZ1bR0WlXz9o395Ml5SYD+nN2xSBTOnmkvHdbyMUj7wkiXqqH5ecKU88AZ98YqarVYMpU8yVvohknHTsQhrQ+efDFVf4ytdfb1rahJCNravilVdLgovmIWPM14sffGDy93k9/jg0bBiXzyMiyZdlt1Yi6SsTWkdFrFo1k5+pZk1T/uorePjhiDeTKd1cMr77bYRizUuSyKf6MedM+fVXuP1238zbb4d27cKvgIiIU8aNg332MdOrVsGgQUEXzdbWVRq8JzkifcgY0/Xi9u1w3XW+BS+6CC68MC6fQ0QcEs0QmvqJ38+CBQsWZsqQtRp+N7GCDbVdXqxDbaesUaN8H6hmTY+ndD+LdJ9L56G4A/1vK/6EGiI9UwX6u/ToYYZ1D/S69+8T7ffpscdWhr3PRVs3j9vt8XTq5Jt5+OEeT3Fx/P5oknZ0fpVki3mfe/VV/4Pcu+9WWiSrr2s8MZwjMlQijnOhrp1C/U2jul4cNMi38bw8j2f16rh9DkkMnVuzw5IlSzwLFixY6IkiVuN4sCjbfxQsk0gUFFR9gi9/YVBQkMzaJdDu3R7Pccf5LkJOOcXjKSnJmn1OF9ShRRNIDPY39S4TbP5330W2z0UV5HzmGd9Ml8vj+eyz+PyhJG1ly7FOUkdc9rlLLvEdy1q08Hg2bfKbHe1xOJPOcXoQ5hPv41xS/7ZffOHx5OT4Njx1ahw2Kommc2t2iCVYpm6YImkkY5IAR6p6dV9mVoD58+Gxx5ytU5JkZffbCEWTlyTW0bISVrc1a+Dmm30L9O/vy9snIpJOxo+Hxo3N9G+/mcTn5STrOJzKNHhPYiQ1x++uXdCzp28j55wD11wTwwZFJFXo0CuSZjImCXCkjj4ahg71le+8k9yVK52rT5JkyuAEiRbN4AfRjpaV0Lr16wcbNpjpAw80o8CKiKSjffbxf7D15JMwZ47fIsk6DqcyDd4TX0l/yDhiBHz3nZmuU8f801yuqOsvIqlDh18RSR933GGCZgDFxTS7++6Mb0KVKYMTJFq0gx8k46l+2HV77TXz4/XUU1CvXvRvLCLitMsug27dfOVevWDrVr9Fsr11lQbvia+kPmT88ksYNcpXvv9+86BLRDJChp52RCQj1ahhrmiqVQOg7v/9H3kvv+xwpRIva7vfhinQU+TyqnpqnMin+mHXbc1fcMMNvhk9e8LZZ0f/xiIiqcDlggkToFEjU16xAoYMqbRYtrauivX8JZUl7SHjjh2mu+WePaZ85pmmdbiIZIwMPfWISMY67ji47bay4j4PPwy//upghZIja7vfViEeeUkS9VQ//Lp5+Oak62HtWvNC8+bw8MPRvamISKpp2hTGjfOVH38cPvzQb5FsbF2V1LxaWSYpDxmHDYOlS810vXowZUrmRnVFspS+0SKSfgoKwLIAqLZ9u7mq1FVk1olHXpJEPdWPpG5X8TzHrpzhW3DKFMjLi+wNRURS2ZVXwgUX+Mo9e8K2bUB2tq7S4D2Jl9CHjJ99BqNH+8oPPwwHHRTFhkQklSlYJiLpp1YtmDoVj/cqaO7crBkdU3xizUuSyKf64dZt4KW/8xj9y5b7pVMfOPfc8N9IRCQduFzwxBOw116m/PPPcOedWdu6SoP3pLFt26B7d/B4TPncc4M3ixSRtKZgmYikp1NOYX3Pnr7ykCG+5vCSVEVFVd/AuN1muXiKJS9Jop/qh1U3l4eHN/Qkj00A/N3wYA565aEwP72ISJpp3hzGjvWVH32U0efPycrWVRq8J43dcQf8+KOZbtDA/JM0+qVIRlKwTETS1tobb2RHaXdMduyA//zHPI6WpCkshK5dQ9/AeANTXbvGf/CBaPOSRPtUf+7c8EenrLJuTz6J6/1ZAHhcLhoVTdPolyKS2a65Bv71r7Li5e91Zy82AtnXukqD96Shij0Zxo6FFi0cq46IJFZ1pyuQDJZltQDuA84C9gK+Bobbtj07zPUPAX4MsUht27Z3xFxREYlMjRr8MWoUB192GezaBQsWmGG7777b6ZplhaIiGD7cTHsDTxUv+iu24Bo+HNq1i+/T8XC2VTEvifep/vDhVT/VB1P/ggLo2HFrfOr2009w661lRdfAgfCPf0S0bRGRtONymQPrUUfB+vW0wHRFn9vjubCPw5nUuiqa85c4ZMsWuPZaX/mCC0x3TBHJWBnfssyyrH2BT4FLgfeAp4DDgFmWZXUJczPHlP5+CRge4KcknnUWkfDttCwYOdL3wsiRJmgmCde5c+guMsG6OnbunNx6BuPYU/09e8wFdmlya1q3hnvuidPGRURSXNOm8OSTZcWreZ7J/3xFrasktd16K6xYYaYbNoRJk9T9UiTDZUPLspFAS6CzbdtvAliW9RCwEJhgWdZ7tm3vrGIbbUp/32fb9uLEVVVEojJoELzxhhmdqKTEdMdcuBBq13a6Zhmt4hP/8r8nTTL5bkN1dUwFjjzVHzsWPv3UTFerBs8+awatEBHJFhddZM7Vzz4LQE7fPnD6adCsWcDF1bpKHPXee+bCxmv8+KD7qohkjhS6ZYk/y7LqAf8BFnoDZQC2bf8BPAo0B84LY1NtgN2AsoeLpKJq1eCZZ6BuXVNeuhSGDnW2TlkiWE6Z3NzUD5Q5YskS/33zrrvg+OOdq4+IiFMefRRatjTTf/9turh5RxgUSRV//w3lB5S68EL497+dq4+IJE2m37acBNQE5gaY533tjDC20wZYZtu2MoeLpKpDDoHRo33lMWNMIlZJuEABs/IUKCu1e7dpSbGztDFzu3YK6opI9tprL/Ogy9uV7d134YknnK2TSHkeD1x/PaxaZcqNG8PEiep+KZIlMv3W5ZDS3z8FmLei9HerUBuwLKsucDCwzrKsxy3LWmFZVrFlWV9ZlnVl/KoqIrEq2rc3nn928r3QvTts3uy3jNttEtNLfOXk+PdQKG/SJAXKAJOXbOFCM12jhul+lJvrbJ1ERJx05plwyy2+8q23wg8/OFYdET9Tp8Krr/rKkyfDPvs4Vx8RSapMz1m2d+nvjQHmbSr9vVcV2zgacAEdSrf3CtAE6AI8b1lWK9u2C2KpZHFxMUuXpn8Pz+LiYoCM+CySHsrvc+PHN2bChCZc2+kRnmwwj+qbN8PKlWzs3p3V994LmEDZsGHNmD49j75919Kv3zonq59RvH9byKs079JLNzJy5OqMCJhFe5yrvWABB9xzD95n0X/278/f1aqZLsMiVdD5VZItmfuc6+qrOfCNN6j144+wfTvFF1/Miuefh+qZfpsi5UW6z82ZU48OHbaGvLZwu2Hu3HoRj2QNkLtiBQf361fWsmTDpZeyplUrnbcziM6t2cH7f45GWt66lLbu8lTxMx7wPrIPlMDf+1pVWZX3AmxgPNDOtu3bbNvujgmi/QoMsyzrmBDri0iCzZlTjwkTmgAw5d3WjLPGlM3Lmz6d+rNm+QXKACZMaMKcOfWcqG7Gqfi3rWj69DyGDWtWNkpmtsnZtInmgwfjKv0DbDvxRP7WcPMiIgB4atbkjwcewFMaHKu9eDGNn3rK4VpJKhs/vjH9+7cIeW3hvTbp378F48c3juwNdu+m+e23k1N6k73zoIP48/bbY6y1iKSbdH1kMx3TuiuU/wP2LZ2uEWB+zdLf20JtxLbt94DDA7y+yrKs4cAU4HJgURX1Cap27dq0bt062tVThjcqnwmfRdKDd5/r27cFX33lSyh/65fXctpB73PSLy8C0LywkHGfdfUL5vToYdbLhNZOTnK7oVcvmD7d91qPHpVHw5w+PY+8vLy0z10W8XHO44FLL4U1a0y5USPqvvYarfffP0E1lEyk86skW9L3udatYcQIuPNOAJpMnEiT//xHA6BkkXD3uaIimDDBTAe7tqh4bTJhQhPOPbdJ+COqDh0K335rpnNzqfnaaxzerl0En0bSgc6t2WHp0qVs3749qnXTMlhm2/YtVS8FlmX1Kp0M1NXS+9qmAPPC9VXp74Ni2IaIxMibYB58wZl//jKRH+vNp/HWX3Ft3Ej+K1cyhg/ZQ3UlnK+gqAg6dw7993C7YeZM/C40vRejwUa9rPg/8f7Oqr/9lCmV850oUCYiUtngwfDmmzBvHpSUwBVXmDyP9es7XTNJIZ07m2uNYNcWwa5NOncO8w0++gjuv99Xvu8+MyCPiGSdTL9dWV76O1Awy/uaHWoDlmUdYlnWWZZl1Qkwu3bp7x1R1k9E4qTiiIybyKPL1v9SQjUATuMz7maEAmUVFBZC167mwjJUV4ZevcxyhYW+12fODB4og8CjZE6datbLCsuWwYABvvL110O3bs7VR0QklVWrBs89B/VKUyT88APceGOVqxUVBT9/eWlwn8wR7NqiVy8TYw31EK9KGzbAVVeZVuEAHTvCwIFxrb+IpI9Mv11cCBQDZwSYd2bp7/lVbKMAmAN0CjDvtNLfC6KpnIjEV8ULqPm0p4DhZfPv4h4mX/WhAmWliopgeOmfx3uhWfGGo+IT2uHDfTcc+flQUDq8SbCL0Yr/k4ICwu8Gkc527jStIrzNvlu3hkcecbZOFegGU0RSzsEHwxNP+MrPPQfPPBN08Vge+Ej6ChYwy82NIVDm8ZiHWr//bsqNGpl9TxeNIlkro7/9tm1vA14HTrEsq4v3dcuy9gMGAH8Ab1axmVdKf99tWVbdctuwgCHABuC/8ay3iEQvJ8fky/IaxRDmlsbGc/CQ85+rYP16ZyqXYrxdGbwqBszC6cpQWAgzZoS+GPVe1M6YkUU3KkOHwtdfm+kaNeB//4M6gRooO0M3mCKSsq68EsoPgtK3L9iVO4LE+sBH0luggFl5EfckeOYZeOUVX3nyZGjePOZ6ikj6yuhgWak7gbXAa5ZlPWtZ1iOYFmf7ADfYtr3Lu6BlWW0tyyq0LKur9zXbtmcC/wOOAb6zLGucZVnPYlqT7QVcY9v238n7OCISitttEsuXlanGVTzPOvY2L6xaBdde62tin8Xi1ZUhP7/qi9GcnCxpUQbw3nswerSv/NBDcEzqDJqsG0wRSXnjx4Nlment281AKTv8s57E44GPpLeKD0jLmzQpgkDZjz9C//6+8nXXKW2CiGR+sMy27ZXAKcAMoDPQC/gR6GTb9hsVFm+L6XbZtcLrVwE3AVuBPqXb+Qg4tTSYJiIpINCFMcAfNKcH5V584w3fUEpZLiFdGbLZX3/BNdf4yuef738BngJ0gykiKa9uXXj5ZahZOnj94sUwaJDfIgnNXSVpoeID0vJ696461QDgS5uwdaspWxaMGRO3OopI+krL0TAjZdv2T8AlYSw3DZgW4HU38Gjpj4ikoGA3+JMmmQumqVM7M44B3FT6NfYMGoTrtNNSqsWPUwKNXFmebjDC5PGYP9aff5ryvvuaP6jL5Wy9Kgg1Uqnv++JbXv9/kdhFO+pwVmvTxgQt+vY15QkTTML1Cy8sWyTY8aziuUzHscwT7AGpV9gjcN96K3z5pZnOzYX//tcEa0Uk6+mUISJpL1igbPJkqF7d9+T5dh7gG0xwzLVzJ57LL4dt2xyqdWqJW1eGbDZ6NLz9tq/87LOwzz7O1ScEtSgUSR7lCIxBnz5w0UW+cs+esGKF3yJV5a4666yqz2PRDmaigVKcEey6b/fu0C2nK3npJdPl1+uBB+DYYxNSZxFJP7r8FZG0N3Nm6Bt874X0FT1qcTkvsg2TaN21bBncfHNc6pDuF8xx6cqQzT76CIYM8ZUHDoRzz3WuPmGIe3JkEalEOQJj5HKZA9EBB5jyxo2my9zu3X6LhXrg88EHoc9j0QYqFQR1RrgPSL2CBsxs28zwuuiiuF0Tikhm0CWwiKS9/HwoKDDTwW7wvYGB9j0Opz+P+WZMnhxyWPpwpPsFczhdGUI+mc12q1fDZZfBnj2mfMopcP/9ztYpTGpRKJJYyhEYB3l58OKLUK2aKc+fD3ff7bdIqAc+EP9ApYKgzgn3AWnF793M8lmmt2+Hiy/25Sk79FB4+umUS5sgIs7SZbCIZITCQpgxI3RLGO8FVP70HnD55b4ZffrA119H9b7pfsEct64M2Wr3bjNKmzdPWZMmJil1jRrO1itMalEoklhKQh8nJ58M997rK48aZUYepuoHPl7xDFQqCOqcSB6Qev9HBQXlcgF6PHDDDfDdd6Zcqxa88grstVdS6i8i6UOnYhHJGPn5Vd9g5ORAflcXPPUUtG5tXtyxwzS///vviN8znS+Y49aVIZvdcQd8+qmZzsmB//0P9t/f2TqFSS0KRZJDOQLj5Lbb/Lu3//vfuH/6JawHPl7xClQqCOqsSB6QzphRoUX/00+bnKJe48dD27aJqqqIpDEdskUkO9WrB9OnQ/36pvzLL3DllRFHBtL5gjkuXRmy2WuvmaT+XiNHmpHa0oBaFIokl3IExkFOjgly7LefKW/YwO8nduPFqdvLFgn1wMcrXoFKBUGdFfYD0vKjy37zDfTr5yt37w7XXpuA2olIJtBhW0Syl2X55yt7911fn8oIpOsFc8xdGbLZ8uX+//ALLvBP8J/C1KJQxBnKERgH++5rHlTk5gLQ8u9FPMV1gCesBz6BxHJuVhA0jWzaZPKU7dxpykcfDY8/rjxlIhKUDt0ikt26dfMPcowYAW/+f3v3HSdXVTd+/LNLEgi9qHQhUo480iIgIDwUAUFg2YD+qLZoCKggoCIWMLuioMiDIFKMgURRBBRCjMJD78pDsVAMB6QpSIfQEiDJ7u+Pcyez2cxsyc7MnZn9vF+vfd29ZWbOksOdc7/nnO/5w6DfplEbzEOayjBMtcyZk6btvv56OjBmTBrtUG//uGU4olDKhzkCK2S77dLUucxhXMzFHzprQB0+pQw1UGkQtAF0d6dK8OijaX/55VOesmWXzbdckuqat29J6j197pOfhH/+c9Bv06gN5iWayjBcdXezZmdnMTHw0kunUQ6rrJJvuQbBEYVS7ZkjsMImToTDD1+4e/C9X6P1lptKXlr4bi43S36ogUqDoA3gjDNS6o2CCy5IswskqQ91+ugmSTU0YkRKzL7uumn/1VfTyKE5c/p+XS82mJvfypdeyko9h1idey6MHZtfgZaQIwql2jFHYJWcfTZsuy0ALQsWwEEHwb//vdhlhe/mG24o/TZD+e9uELQBXH01fP3rxf2jj06rWEtSPwyWSRLAu9+dRgiNGpX277sPjjgiDd0fABvMw8Dtt7PGKacU9z//+YZODOyIQqn6zBFYRUsvDb/7HbznPWn/hRfggAPSCteZagYqDYI2gFmz4OCDi//xt98eTj893zJJahgGyySpYJttFsmDwq9+lZK/9sMG89DMmNH/f5OurnRdbh57DPbfn5b589P+2LFpVIMk9cEcgVW2zjop99SIEWn/nnvgi1+E7u6qBioNgjaAl16CtjZ47bW0v+66aSpmoVNUVdEQbTppgAyWSVJPhx+eRgwVHHssXHtt2cttMA9NRweMG9f3f5PCf+Nx43KaDvjqq2m1yxdfBGD+qqvCFVfA6NE5FEZSIzFHYA3stFPKSVUwdSqcf35VA5WNEgQdtoGLefPSVMtCQv9ll4Xf/z6tpqqqaYg2nTQIBsskqbef/hS23jr9vmAB/L//V0zo3kujNJjr0YwZ0NmZfi8XROwdjOzsrHGjfv781OCeNSuVZ9Qonjr7bFh//RoWQlIjM0dgDRx1FHzqU8X9L3+Z9lVurVqgshGCoMM6cHHMMXDjjcX9iy6CLbfMrTjDQUO06aRBMlgmSb0ts0z69l5nnbT/2muwzz7w7LOLXdoIDeZ61dbW96i7cqP22toG/hlD7lU/7rhFRhY+873vMbcBE/pLypc5AquspQV+9rPigivz58O4cXQc/FDVApX1HAQd1oGLc86B884r7p98csplp6qqRZtOqjWDZZJUylprwR//CMsvn/b/9S/Yb7+SK2TWc4O5npUbdTdhQnrOKTe9tb8HzoIh96r/9KeL5rA76SRe23ffgX24JKm2Ro9OOakKU+1eeQX23pv27Z6rWqCyXoOgwzZwcf31aVRZwcEHw7e/nV95hpFqt+mkPFg9JamczTeHSy8tfpPffTd8+tMlIy/12mCud+UaVyNHDq1RNeRe9WuuWbTBfeCBRjklqd6ttx784Q8pRxXA44+X7ehqZsMycPHIIyltxoIFaX+bbeDCC9OoQ9VEtdp0Ul6sopLUl733XnTVw8svh29+M7/yNKFSjauelqRRNaRe9X/8IwXHChd/6EMwbZqtOklqBFtvDZdcUrxn33UXHHpoMYgySI2aJH9YBS5mz05f4LNnp/211kpD+V2Ip+aq0aaT8mI1laT+fPGLaVXMgtNOg5//PLfiNKPWVpg8ufS5yZMH36ha4l71l15IK1/2XGp+xgwb3JLUSNra4Cc/Ke7PmAFf+cqg36bRk+QPi8DF3Llp2H6Mab+Qd3attfIt1zBW6TadlBerqiQNxOmnp6kcBV/4Alx3XX7laTJdXTBxYulzEyf236tfyqB71d+aA/vvn6btACy3XFq2dI01Bv/hkqR8felL8LWvFfd/8hM488wBv7xZkuQ3deBi/vyUl+zWW4vHpk0rrmiuXFSjTSfloZFvj5JUO0stBb/+dXGlrQUL4BOfgAcfzLdcTaDUlMieyj2kDMSAe9Xnv5P+Pe+4I51oaYHf/Aa22GLwHypJqg8//GHKY1Xwla/AFVcM6KXNkiS/aQMX3d3pD/j974vHTjsNDjoovzKpqm06qdYMlknSQC2/fEocvM46af+112DPPYsjkTRo5R425s3r+yFlMPrtVe9ekBZuuPrq4okzzqi/Jx5J0uC0tsIvfwkf/nDa7+6Gww6DO+8c0EsbPUl+UwcuTjhh0T/s+OPTj3JTizadVEt1dDuXpAaw1lopYLb88mn/6adht93gqafyLVcDKteomjIFRowo/5Ay2MZVn73qh3fTfeQX0qqnBSedtGiOOklS4yrksNpoo7T/1lupM+Shh/p9aSMnyW/qwMVpp8GPflTcHz8+jSJUbmrVppNqqY5u6ZLUILbYIjW8l1467T/+OOy+Ozz3XL7l6kOeq3mV++yZMxdtVO2226IPG+UeUmbOHPhn992r3s0m075Oy5QeizUcfXQxSY0kqTm8611w1VVpC/Dii/CRj8Ajj/T70kZMkt/UgYsLLkijygra29Mw8ZaW/Mqkxdp0vf+/qESbTqq1OrqtS1ID+chHUt6TkSPTfoywxx7w8sv5lquEPFfz6uuz29th0qT0+0YbwQ03wHe/u+g1vRtXkyal1w1Ef73q3+RUjuf0hee6P/XplPzZBrckVUyenTWL2HDD9GS+3HJp/5ln0nf5Y4/1+9JGS5LftIGL6dMXHSq+885wySUpAqhc9WzTlQsgD6VNJ+Whzm7tktRA9t47JYEvtAbuvx/22ivlMqsTea7mNZDP/s53Fu3cL/XZhcbVlVcOPJDXb6/6B8/hFL698Nx0xnF46wV0+bUoSRWTZ2dNSdttl0aYjR6d9p96Kn0JPflkny9rtCT5TRm4uPlmOOSQ4n/sLbdMDYZllsmzVOqhoyO11foaabkkbTopLz4VSNJQfPzjaZnywmiku++GffaBN9/MtVgFea7mNdDPvvHG/j+7tXVwjfg+e9V/9Stajz5q4bnr2J2DuYQLfjGi/nvVJalB5NlZ06eddkpfEoUgy5NPpoDZ00+XvLxRk+Q3VeDirrtgv/3g7bfT/oYbwv/+L6y0Ur7l0mLa2/sfaTnYNp2UF4NlkupG3UzVGKxPfQrOO6+4f/vtsP/+KYlwzvJczSvPzy7bqz5jBnz2swuv695uO6745HTeYen671WXpAaSZ2dNv3bbLUWIRo1K+489lgJmzzyzyGWNniS/KQIXt92W8sK+/nraX3NNuPZaWH31fMslqekZLJNUF+puqsZgHXEEnHFGcf+66+DAA1OLOmd5ruaV52cv1qt+6aXwiU/AggXpgs02o+WqqzjnF8vXf6+6JDWYPDtMBmTPPeHyy4u5Rx9+OAXRnn8eaPIk+Y3i+uvTv1MhULbaanDNNTBmTL7lkjQsGCyTVDPlRo71nqrx0Y8ObKrGDTcsX90CD9Zxx8HJJxf3Z85MwZm5c/MrUybP1bzy/OyFveo//3nKdTJ/fjqxwQapZ3qVVeq/V12SGlSeHSYDsu++qSNlqaXS/qxZaRTTiy82b5L8RvGHP6R/n0IbavXVU96yzTbLtViShg+DZZJqoq+RY72natxwA2y1Vf9TNXbd9Y1qF3vwvv1t+MY3ivu//33qFZ09O7ciFeS5mleuK4mdfnrKwNzdnfb/67/glltgjTWq+KGSJMi3w2RA9t8fLr540cV6dt+d9m2fbb4k+Y3it79N/y6FHGXrrAO33gqbbppvuSQNKwbLJFVdf0l+C4GUjTYqHvvb39IIs7qYqjEYLS1wyilwwgnFY7fdlpY375ULpdbyXM0rl8/u7oYTT4Tjjy8e23rrFChbe+0qfKAkqZRcO0wG4sAD4Ze/LC7W8/e/w4c/TMehDzdPkvxGcdFFcPDBxZHgY8akdtTGG+dbLknDTt5fTZKGgYEk+Z04ER55ZNHX3XBDHU3VGIyWFvjBD+BHPyoeu+8+2HFHePTRXIqU52peQ/3sJVr4oasLjj4avv/94rGdd06V6l3vGlT5JUlDk2dnzYAddlj6Qio0MB5/HHbYgfY1/q/xk+Q3iJUvuww+85lihQghBcrWXz/Xckkanur5cVNSkxhskt+eI8x6aohAWU9f+xpMm1bMhfLYY7DDDmnYXA3luZrXUD97iRZ+mDcvNbbPOad40T77wNVXw4orVuTvkiQNTJ6dNYP2mc+knpfRo9P+iy/Crrum/FmqqlUuuog1OzqKKRM228yR4JJy1SiPnJIa3GCS/D7wQOn3qIupGoP1mc+kuRnLLJP2n3sujXC65ZaafHyeq3kN9bP7m75b6jN+0PkWz+z4CfjVr4oXHXwwTJ9efPiRJNVEnp01S2zffeGmm4qjkOfOTcPGpkzJt1zNav58+MpXWOPUU4vHtt46JfNfffXciiVJjfbYKamBDSTJ7+TJcOSRpc/vuWcxhUU5i03Hqwf77gvXXQcrr5z2X3st/TFXXln1j85zNa+hfvZApu/2fAhbnWe5/z27s+Zdvy++6IgjUuBs5Mih/0GSpAHLs7NmyLbdFu64I+XLglSoww9PPTiFkU8autmzUxvpxz8uHtthB7j+elh11dyKJUlgsExSjfWV5Pf881PuknJTNW68MS1kWC5gtth0vHqy445pNNmaa6b9t9+Gj38czjijqg3v9nZyW81rqJ89mOm723Ins5bdio2ev6N48de/DuedV5wGK0mqmTw7aypi443hz3+GD36weKyjIzVU+uu5U/9iTEHJa65ZeOi13XdP+yutlGPBJCkxWCappvpK8rvppqWnanzkI8VjjzxSOmDWuwe7s7MOR5htvnnqqd5ww7Tf1QVf/Wpaheu116r2sR0d5Laa11A/eyDTdz/PFG5r3ZlV5vyn+KLTT4cf/rC4spkkqaby7KypmNVXT9MB99yzeGzKlDQa6sUXcytWw7vmmhQoe/jhhYde+MIXePrMM2G55fIrlyT1YLBMUs30l+S352qYPadqXHPNokn/ewfMyk31aGur/N8wZGPGpIDZttsWj/3ud/ChD8GDD1btY9vb+8/3Vq3VvIb62eWm747kHc7jSKZwOCO73kkHV1kF/vd/UxBSkpSrPDtrKmaFFdJwt09/unjsmmtg7Nj0fa6B6+5OI+r33htefTUdGz0aLr2UF48+ugET00pqZt6RJNVEX0l+e44cgxQY65nMf8QI+Mc/Fg+YTZy4bsnVNOt+1cz3vAduvRWOOqp4LMYUMPvNb/IrVx3rPX13DZ7hJnblSH5WPLj55nDPPbDHHrUvoCSppDw7aypm5Mi0uvWJJxaPPfVUWrDntNPqJNFanXv7bfjc51JnVuG/1zrrwO23pxH2klRn6vVRUlIT6S/J73XXwZZbFs+lQNiibc9SAbM771yezTffpLECZQWjRsHZZ6fk88sum47NmQOHHgpHHw3vvJNv+epMz+m72/Mn7mUrduBPC893H3Qw/OlP8L735VRCSVJTa2mBk09Oo8wKyecXLIATTkhD2Z2WWd4//5kCi9OmFY9tv33q4OqZE06S6ki9P05KagIDSfJ7772LjjArleS3EDDbbbfSn9MwgbKeDjsM/u//UiLhgp/+NDUqn3oqv3LVkUKw9ZdT5/M1fsTN7MJaPAPAAlr5Kqfz+dEX0zXaPCeSpCrbd1/4619TsKfgqquclllKV1dq02yxRWrrFHz2s3DTTSknnCTVqUZ6pJTUoAaa5Pe66/pP8jtiREpJVUrPqZsNZdNN4e674YADisfuvDM1vC++eFgvU18IlN099X7+zPb8iK8zinkAvL70auzJNZzBV5k6rYUJE5wJI0mqgfe+N61wffzxxWNOy1zUk0+mtAhHH51GzkNqxJ1xBlx4ISy9dL7lk6R+NOJjpaQGVKkkv32tptl76mZDWXHFlOj/9NNhqaXSsRdfTCPP9toLHn003/LloKsLjhj/Du+d2sG9bMU23FM8+cEPstw/7uG943dfeGjqVAyYSZJqY+TIFBgrNS1zt93SUPjhqLs7NeY22wxuvLF4/AMfSKPLjjvOlaolNQSDZZJqZqhJfvtbTbPhgyUtLSnx7Y03wtprF49fe20afXbqqcMql9ltZ9zNl3+5FR10LhxN1j1qFHz/+3DnnbS+b/3FVsksNX1XkqSqKTUt8+ab09TD44+H11/PrWg19/TTsM8+cPjhxb+7tRW+8Y2Ub8P8ZJIaiMEySQ2hVKBs//1nc999sxYLljR0wAxgp51g1iw45phidPGtt+Bb34KttkqJ7JvZnDlw/PHsfMJ2bMYDCw93b789LX/7W/rvMHIkUByN2N/0XUmSqqYwLfOEE4qjw+fPT6PF3/9+uPTS5k6psGABXHBB6ti7+uri8Y03TnncTj3VaZeSGo7BMkl1r9xqmief/AwjRlBydFHDB8xWWAHOPDNNWRg7tnj8gQdghx3gyCPhlVdyK15VLFiQHii22CI9YGT/gPOXXpauH59Jy223wSabLPaygUzflSSpqkaOhB/8II0y++//Lh7/z3/g4INh990bbmrmjBn9tKW6u+n67eW8vv5mqeE1e3Y63tKSplv+9a+w3Xa1KKokVZzBMkl1byCraTbtdLytt4a77koJcZfrsdrjz34GG22UlrFv9KDZggVwySWw+ebpgeKf/yye2203Rsx6gNZjjyn21pfQ1/RdSZJqZrPN0iiziy5adLXHG28sTs1sgO/tjg4YN65M52N3N1xzDd3bbEPrgZ9ghadmFc+NGZOmoZ5xBiy7bO0KLEkVZrBMUt0b6GqaTTsdb8SI1EP7j39AW1vx+EsvwXe+k6Z/HH986r1uJAsWwG9+kx4sDjlk0R73lVZK/6DXXZca3pIkNYqWFvjkJyFGOPbYxadmrrsufPnLdbt4z4wZ0NmZfl9stP4dd8Auu8Bee9Fy770LX/MqKzLrkO/CffeldBKS1OCGXbAshHBUCKE7hLDyIF+3fQjh+hDCKyGEl0MIvw0hvK9KxZTUS6VW02xo731vasFefjmsv37x+BtvpMb3mDFpSdCeI7Pq0YIFcPHFKbfJoYem/GwFK6wAJ54Ijz0Gn/+8K2ZJkhrXSivBj38Mf/kL7Lhj8fibb8LZZ6cR4gccALffXlc5zdraFh2tP21qF6fteyvd++yb/o5bb114bi7LcBrHc+IhjxF+dRIsv3wOJZakyhtWwbIQwk7AaUvwup2Bm4FNgWnAlUAbcFcIYf2KFVBSn4a6mmZTaGlJDeuHH05TPD7wgeK5d96Bn/8cQkjTGe+4o74Stz34YBoJFwIcdhg89FDxXCFI9sQTaWrpqqvmVkxJkipq881TgOnXv06jqQu6u2H69JTjbNttU0qCefMWnu43Zxjp/IwZlS1uofPxGwc8zHc5iUfZgG9cvTMtV/1x4TXzGMG5fIENeJSHxp/GWb9ard82miQ1kmFzSwshHAxcDYwe5OtagZ8Bc4CtY4zHxRg/B+wDrAqcXumySlK/Ro5MUzzuuy+1knsm0O3qSonyd9wR1lorjTa76qq0ouYSGFJjPcYU/Np00/Rz8smLTjtZcUU46SSDZJKk5tbSkkZT//3vcO218LGPLXr+7rtTSoIxY+CLX+TiQ2Zy6Lg3+1ywqLAA0rhxFRxR/9JLcO65tO6wPadeETiJ7zGGJ4qfSQsX8Unez0N8iXPZa/xafY76l6RG1fS3tRDCu0II04HfAM8Dg52ftBsQgAtijE8VDsYYbwCuA8aFEFarVHklaVBaW2G//eBPf0oJdffcc9Hzzz2XRpvtsw+8+91w4IFpCmRhxap+9JngN9OzsX7ySe+kB4FTT4Utt4T3vz+NJnvwwUVftNJK6fgTT8B3v2uQTJI0PLS0wB57pE6sBx5IX6BLL108//TTcN55HHrJfrzMqhwydQ8u2+4Muh6ctchUzd4rhXd2LuEIszlzUhvirLNg//1hzTXhS1+CO+9c5LKXWYVz+QKbcx+f5iIeY4OyeWQlqRmMyLsANbAp0E6aPnkcaQrlhoN4fSFD5U0lzt0EfBTYEajwAGhJGoSWFth55/Tzl7/AeefB738Pzz9fvOaNN+C3v00/I0akQFYIsPHG6afw+2op/t87wS/0aBR3d8NTT9H19/u5ouM+drv3fo7jPt7/vYfge/NLl3H06JQI5aCDUo/66EEN9JUkqbl84AOpQ+v730/f2+ecAy+8sPD00rzDHlwPd18Pm36V7vXWo2WXXega8z4uvH49Hr19fdZjPZ5iHT49fsQiawCV9PbbcP/9cM89aSTbPfekzqwFC0pfP3Ik7LMPCw79FGseuA/vsPQipydPNlAmqXkNh2DZo8AWMcb7AUIIg339Bj3ep7cnsu3GS1QySaqGD34wNb7PPz/1DF95ZcqJ0nP64/z5qUf7gQcWf/1qq8GYMey31FI8vtp8XnlpASOYz1JTF/D85fNZ/V0LaHn5ZZg9m1bgE32VZemlYe+9U4Bs331hueUq+7dKktTo3vOetIz3N7+ZRnldfTXdV19Ny/33L3JZy5NPwi9+QSswIfsBWNCyFK03rE3LLuvBssumBQTefDONGuv5+9tvD6w8224Ln/oUHHQQXau+i8MnwDslLps40ZFlkppXS3cdrbxSCyGEm4GdgVVijLMHcP01pNFja8YYn+117mPAVcD3Y4wnLkl57r333ntbWlo+OLoJRljMnTsXgGb4W9QYrHOD0N3NqH/+kxVuuIEVbryR0aWCZBXyztpr89Ymm/D67rvzxkc+QlcTrYxlnVMerHeqNetcfWj9z7PccPz9rP7XW9iD61iR1yv+Gd0tLbwzZgxzN92Utz7wAd7ccUfeGTMGSFM9TzppTaZPX7ns6/fffzYnn/zMkANm1jnVmnVueJg7dy7d3d1/2WqrrbYa7GsbcmRZCOEJYL1+LjsnxnhUBT5uZLYt1RVTOLZMBT5HkqqnpYV3NtqIlzbaiJeOPJLW115j1BNPMOqJJ1g62456/HFGPfkkrQNcCGA2K3Efm3M/m7HUlhvy0a+uzrywUVMFxyRJykvXWmuw80VrcNJJn+bg6cuxPX/mAzzIejzJ+jzB2FUe431LPc7IF18c0Pt1t7Qwb+21eWvTTVNwbNNNeeu//qvk93apQNn++8+ms/MZJk0qHi9sKxEwk6R60pDBMmA68O5+rrmrQp81N9uOKnGuMHH/zaF8wOjRo9lkk02G8hZ1YdasWQBN8beoMVjnhmjbbRc/1tUF//kP/OtfaV7FiBGw1FJ0tY7gO51Lcdn0ESxgKeawLM+yBtAyrBL8WueUB+udas06V18uuyylD7uNnbhtYTplmPd8+prmrbfg3/+GJ59MaRaWXTalPShss99bllmGUS0tjAJW7OPzCosHTJ9ePJa+61emtXVlfve7RRcXmD59ZVZeeeUhtQWsc6o169zwMGvWLObMmbNEr23IYFmM8bgaftwr2XYl4Lle51bKtq/WrjiSVEWtrbDOOumn52Gg4zL4/sjFX2KCX0mSqqOrK+UGK2VhzrBlloGNNko/FTBzZjEQBizWKdbamvaheN3UqdDenn4kqRn4eNO/h7PtmBLnCsdijcoiSbnor7He1VXb8kiS1OwKI7x6Bq56mjo1na/0d3B7e1pvABYPlBUUAmbjx6f9SZMMlElqLgbL+nd7tt25xLldgC4qN+VTkupOXo11SZKGq1LfvePHw7x5xQAVVO87uKMjLabd19TKQsDsyivT9ZLUTAyW9e8W4F/AESGE9QsHQwi7AXsA02OML+RUNkmqqrwb65IkDTflvnunTEk5ynqO6ILqjjDrL81Ca6sjyiQ1J4NlPYQQtgwhdIQQxhWOxRgXAF8k5Se7J4RwVgjhAuCPwIvA8bkUVpKqrF4a65IkDScDzRnW+zt45szallOSmpnBskVtCUwCxvU8GGP8I7AXMAuYAOwLzAR2iDE+XtsiSlJt2FiXJKn2zBkmSflryNUwhyLGuEsf56YB08qcux64viqFkqQ6VGisd3b231iHFCizsS5J0tB1dMDYsdDW1n/OMFehlKTKc2SZJKksE/xKkpSPaucMmzGj/9QJXV3pOkkabgyWSZL6ZIJfSZKaS0cHjBvXd67RQu7ScePsDJM0/BgskyRJkqRhYsaMlGIByi/O03uRn85OR5hJGl4MlkmSJEnSMNHW1vdq1uVWw25rq205JSlPBsskSZIkaZgot5r1hAkwf37pQFlfuUslqRkNu9UwJUmSJGk4672adWHbM0gGBsokDV/e9iRJkiRpmCk1wqwnA2WShjNvfZIk5WTGjPKrkBV0dZlUWZJUHa2tMHly6XOTJxsokzR8efuTJCkHHR0wblzpVcgKCkmWx41L10uSVEldXTBxYulzEyf236EjSc3KYJkkSTU2YwZ0dqbfe69CVtB7NbLOTkeYSZIqp9Sqlz2V+36SpOHAYJkkSTXW1lZ6FbLCA0mpB5jx49PrJEmVU83p8PU81b7c98y8eX1/P0nScGGwTJKkGiuVVLnwQDJ/fukHGJMsS1JlVXM6fD1PtS8XKJsyBUaMKP/9ZMBM0nBis1uSpByUC5iNHGmgTJKqrZrT4et9qv3MmX1/z5T7fpo5szblk6R6YNNbkqSclHog6clAmSRVRzWnw9f7VPv2dpg0qfi5pb5nen8/TZqUXidJw8WIvAsgSdJw1toKkyeXTrA8ebKBMkmqhkIwCIr338J28uS0EuSSjvKt5ntXSkcHjB2bAnTlPrfwd7S3GyiTNPzYBJekOlDPSYBVXV1d6cGplIkTzREjSdVSzenwjTDVvr29/89tbTVQJml4MlgmSTmr5yTAqq5SU3F6MqmyJFVXNafDO9VekhqXt2ZJylG9JwFW9ZTLWTNvnquQSVItFabDlzLU6fDVfG9JUvV4e5akHNV7EmBVR7l/1ylTYMSI0lN3DJhJUnVUczq8U+0lqTEZLJOkHJXLaTJhAsyfXz6gYk90Y5s5s+9/13L1YubM2pZTkppdNafDO9VekhqXj1uSlLNGSAKsympvh0mT0u/l/l1714tJk0yyLEmVVM3p8E61l6TGNiLvAkiSSi8z35OBsubT0QFjx6YpteX+XQv1or3dQJkkVVJf0+FLfScXtgP5Lq7me0uSasPbsSTVCZMADz/t7f3/u7a2GiiTpEqr5nR4p9pLUuPz0UuS6oRJgCVJqo1qTod3qr0kNT6nYUpSHRhIEmBwioYkSZVSzenwTrWXpMbmI5ck5cwkwJIk5aOa0+Gdai9JjcuRZZKUI5MAS5IkSVJ98VFLknJkEmBJkiRJqi8GyyQpRyYBliRJkqT64jRMScqZSYAlSZIkqX4YLJOkOjCQAJhJgCVJkiSp+pyGKUmSJEmSJGUMlkmSJEmSJEkZg2WSJEmSJElSxmCZJEmSJEmSlDFYJkmSJEmSJGUMlkmSJEmSJEkZg2WSNAAzZkBXV9/XdHWl6yRJkiRJjctgmST1o6MDxo2DCRPKB8y6utL5cePS9ZIkSZKkxmSwTJL6MGMGdHam36dOLR0wKwTKpk5N+52djjCTJEmSpEZlsEyS+tDWBuPHF/d7B8x6B8ogXd/WVttySpIkSZIqw2CZJPWhtRWmTCkdMJs/v3SgbMqU9DpJkiRJUuMZkXcBJKneFQJmUAyMTZ26aJAMDJRJkiRJUjPwkU6SBqDUCLOeDJRJkiRJUnPwsU6SBqi1FSZPLn1u8mQDZZIkSZLUDHy0k6QB6uqCiRNLn5s4cfFVMiVJkiRJjcdgmSQNQKlVL3vqvUqmJEmSJKkxGSyTpH6UCpSNHw/z5pVeJdOAmSRJkiQ1rmG3GmYI4SjgbGCVGOPsAb5mA+CffVwyOsb4VgWKJ6nOlAuUFZL5l1olE0z2L0mSJEmNalgFy0IIOwGnLcFLt8i2lwIPlTg/f4kLJamuzZxZPlAG5QNm7e3pR5IkSZLUWIZNsCyEcDBwATB6CV6+ebY9JcZ4X+VKJanetbfDpEnQ2bl4oKygd8Bs0iQDZZIkSZLUqJo+WBZCeBfwc2Ac8ARpFNiGg3ybzYF5wKxKlk1SY+jogLFjoa2t/NTKQsDMEWWSJEmS1NiGQ0adTYF2YBowFnh6Cd5jc+ChGOO8CpZLUgNpb+8/B1lrq4EySZIkSWp0TT+yDHgU2CLGeD9ACGFQLw4hLAe8D7g5hHAOsA+wOmmU2f/EGH9d2eJKkiRJkiQpLy3d3d15l6GmQgg3AzszwNUwQwjbAX/Odu8DrgXeDewHrAJ8N8Y4aUnLc++9997b0tLywdGjlySVWn2ZO3cuAM3wt6gxWOdUa9Y55cF6p1qzzqnWrHOqNevc8DB37ly6u7v/stVWW2012Nc25MiyEMITwHr9XHZOjPGoCnzcSkAErgOOiTF2ZWVYG7gDOCmEcEWM8e8V+CxJkiRJqms33LA8u+76Rp8pKrq64Kablme33d6oXcEkqUIaMlgGTCeN7urLXZX4oBjjNcD7Sxx/OoTQCVwIHAwscbBs9OjRbLLJJkteyDoxa1Za/6AZ/hY1Buucas06pzxY71Rr1jn1paOj71XCIQXKJkworhLe0dH3e1rnVGvWueFh1qxZzJkzZ4le25DBshjjcXmXIfOXbDsm11JIkiRJUpXNmJECZZACYbB4wKxnoAzS9WPHugiSpMYyHFbDHJIQwgYhhI+EEJYtcbowwfmtWpZJkiRJkmqtrS2NKCuYOjUFxrq60n7vQBmk69vaaltOSRoqg2X9mwTcAOxV4tyO2fae2hVHkiRJkmqvtTWNJCsVMJs/v3SgrNxUTUmqZ962+vfbbPudEMJyhYMhhAB8A3gFuDiPgkmSJElSLZULmI0caaBMUvNoyJxl1RJC2BIYB/wtxnglQIxxZgjhN8AhwAMhhN8DqwD7A8sAB8QYX86lwJIkSZJUY4WAGSwaICswUCap0Xn7WtSWpGmX43od/yRwDPAGcCTQBtwC7BBjnFnD8kmSJElS7lpbYfLk0ucmTzZQJqmxDbuRZTHGXfo4Nw2YVuJ4F/CT7EeSJEmShrWuLpg4sfS5iRMdWSapsXn7kiRJkiQNWKlVL3vqvUqmJDUag2WSJEmS1GBmzOg/GNXVla6rpFKBsvHjYd680qtkGjCT1IgMlkmSJElSA+nogHHj+g5GFYJa48al6yuhXKBsyhQYMaL0KpkGzCQ1IoNlktQE8updliRJtTVjBnR2pt/LBaN6B7U6OyvTBpg5s3SgrJCbrLBKZu+A2UyXRJPUYAyWSVKDy6t3WZIk1V5bW9+jt8qN/mprG/pnt7fDpEnF9yyVxL93wGzSpPQ6SWokw241TElqJr17l2Hxhmup3uWxY224SpLUiArBKCh+txe2kyenlSj7Gv01VB0dqR3R1lb+PQtlbG+3vSGpMTmyTJIaWJ69y5IkKR/lpjuOHFndQFlBe3v/79naaqBMUuMyWCZJDaxcY3nCBJg/v3wS3ko3miVJUm2VagP05He+JC05b52S1ODy7l2WJEn5aG1NUy9LmTzZ73xJWlLePiWpCdi7LEnS8NPVlXKUlTJxYv8rZUuSSvOxSZKahL3LkiQNH6XykvbUO4+pJGngfHSSpCZh77IkScNDuQV85s3re+EfSdLAjMi7AJKkoRtI7zI4FVOSpEZXLlBW+I6fMiUdK5y3DSBJg+ftUpIanL3LkiQNHzNn9r2AT7mFf2bOrG05JamRGSyTpAbWV+/yiBGlG8sGzCRJalzt7TBpUvq93AI+vQNmkyal10mSBsZpmJLUwAbauwyLTsdob7fRLElSo+rogLFjoa2t/NTKQhvA73xJGjxHlklSA7N3WZKk4am9vf8cZK2tfudL0pJwZJkkNTh7lyVJkiSpcgyWSVITGEgAzN5lSZIkSeqf0zAlSZIkSZKkjMEySZIkSZIkKWOwTJIkSZIkScoYLJMkSZIkSZIyBsskSZIkSZKkjMEySZIkSZIkKWOwTJIkSZIkScoYLJMkSZIkSZIyBsskSZIkSZKkjMEySZIkSZIkKWOwTJIkSZIkScoYLJMkSZIkSZIyBsskSZIkSZKkjMEySZIkSZIkKWOwTJIkSZIkScoYLJMkSZIkSZIyBsskSZIkSZKkjMEySaqBGTOgq6vva7q60nWSJEmSpPwYLJOkKuvogHHjYMKE8gGzrq50fty4dL0kSZIkKR8GyySpimbMgM7O9PvUqaUDZoVA2dSpab+z0xFmkiRJkpQXg2WSVEVtbTB+fHG/d8Csd6AM0vVtbbUtpyRJkiQpMVgmSVXU2gpTppQOmM2fXzpQNmVKep0kSZIkqfZG5F0ASWp2hYAZFANjU6cuGiQDA2WSJEmSVA98JJOkGig1wqwnA2WSJEmSVB98LJOkGmlthcmTS5+bPNlAmSRJkiTVAx/NJKlGurpg4sTS5yZOXHyVTEmSJElS7Rksk6QaKLXqZU+9V8mUJEmSJOXDYJkkVVmpQNn48TBvXulVMg2YSZIkSVJ+XA1TkqqoXKCskMy/1CqZYLJ/SZIkScqLj2KSVEUzZ5YPlEHpVTKnTk2vkyRJkiTV3rAYWRZC2B04AdgGGA08CvwSOD3GOH+A77E9cDKwFdAN3ACcEGN8rCqFltQU2tth0iTo7Fw8UFbQe4TZpEnpdZIkSZKk2mv6kWUhhE8C1wIfAq4AzstOnQpcHkJoGcB77AzcDGwKTAOuBNqAu0II61e6zJKaS0cHXHll31MrCwGzK69M10uSJEmS8tHUI8tCCKOBs4DXgLExxsez4yOBGcB+wP6kIFq592gFfgbMAbaOMT6VHf81cB1wOvCJKv4ZkprAQEaKtbY6okySJEmS8tbsI8t2BVYFphQCZQAxxnnAKdnux/p5j92AAFxQCJRl73EDKVg2LoSwWkVLLUmSJEmSpFw0e7DsceBblB459na2Xb6f99gp295U4txNwFLAjktUOkmSJEmSJNWVpp6GGWOcBcwqc3r/bPtgP2+zQbZ9tMS5J7LtxoMrmSRJkiRJkupRUwfLygkhbAIcQxpd9ot+Li9MsZxd4tyr2XaloZRn7ty5zJpVLqbXOObOnQvQFH+LGoN1TrVmnVMerHeqNeucas06p1qzzg0PhX/nJdGQwbIQwhPAev1cdk6M8agSr10HuApYFvhKjPHf/bzPyGz7dolzhWPL9PMekiRJkiRJagANGSwDpgPv7ueau3ofCCFsSErKvz5wfozxxwP4rEIoclSJc0tn2zcH8D5ljR49mk022WQob1EXClH5Zvhb1Bisc6o165zyYL1TrVnnVGvWOdWadW54mDVrFnPmzFmi1zZksCzGeNxgXxNC2Ab4IynIdj7wxQG+9JVsuxLwXK9zhemXryJJkiRJkqSG15DBssEKIexBGo22HPD9GOOJg3j5w9l2TI/f6XEMIA6thJIkSZIkSaoHrXkXoNpCCNsBV5JylB07yEAZwO3ZducS53YBuigx5VOSJEmSJEmNp6mDZSGE5YFLKSbzP2sJ3uYW4F/AESGE9Xu8927AHsD0GOMLFSiuJEmSJEmSctbs0zAnAu8FXgZWDiF0lLjmoRjjJQAhhC2BccDfYoxXAsQYF4QQvgjMAO4JIfwaWB44DHgROL66f4IkSZIkSZJqpdmDZTtl21WBSWWumQFckv2+ZXbdL0hTNwGIMf4xhLBXdm4C8AYwE/hWjPHxipdakiRJkiRJuWjqYFmMcdwgr58GTCtz7nrg+iEXSpIkSZIkSXWrqXOWSZIkSZIkSYNhsEySJEmSJEnKtHR3d+ddhmHt3nvvfamlpWXV0aNH512UIZs7dy4AzfC3qDFY51Rr1jnlwXqnWrPOqdasc6o169zwMHfuXLq7u1/eaqutVhvsa5s6Z1mDeK27u5s5c+Y8kXdBKmXOnDl5F0HDjHVOtWadUx6sd6o165xqzTqnWrPONb31gdeW5IWOLJMkSZIkSZIy5iyTJEmSJEmSMgbLJEmSJEmSpIzBMkmSJEmSJCljsEySJEmSJEnKGCyTJEmSJEmSMgbLJEmSJEmSpIzBMkmSJEmSJCljsEySJEmSJEnKGCyTJEmSJEmSMgbLJEmSJEmSpIzBMkmSJEmSJCljsEySJEmSJEnKjMi7AGp8IYQRwNHA4cAY4BlgKvCDGOO8PMumxhZCWAPoAPYBVgdeBq4HvhNjfKzXtZ8GjgM2Bl4BLsuue6OWZVZzCSGcDnwV2DXGeHOvc9Y5VUwI4TDgGGBT4FXgDuBbMcaHe11nvdOQhRBWA74H7Ae8G/gPqS51xBjn9LjONp6GJISwFjALmBRjPLPE+QHf00II+wAnku6Tc4GZwDdjjM9X7Q9Qw+mrzoUQVgBOAg4A3gu8DtxGuvf9rcR7WeeGMUeWqRLOAc4AXgLOAp4Gvgv8Js9CqbFlgbK7gCNIX3hnZfuHAneHEDbqce03gV+Q7mlnA38nNbyuDSGMqnHR1SRCCB8Cji1zzjqnigkhfA/4FbAycC5wMzAOuDOEsH6P66x3GrIQwvLA7cCRQCR9v/4HOB64LguQFdjG0xLL6toVwIplzg/4nhZCOAT4A/Ae4DzgRuCzwJ9CCCtX5y9Qo+mrzoUQliUFxo4Hngd+AlxH6pT/cwhhh17XW+eGOUeWaUhCCB8GJgK/Aw6MMXaHEFqAacCnQwj7xhj/kGcZ1bA6gHWBr8YYzygcDCF8ErgI+B9gvxDCeqSG+5+BnQs93SGE75J6jiYCP61t0dXoskb6hcBSJc5Z51QxWVD2W8AtwMdijHOz45cDvwW+A3zOeqcKOgJ4P3BWjPFYgKztdhFwWPbzC9t4GorsnnUF8ME+zg/onpYFQM4BHgPGxhhfy45fC1xAGvnztWr+Pap//dU54MvAFsBPYozH9HjdzsANpIDY5tkx65wcWaYh+1K27YwxdgNk228C3cCEvAqmhrc/8AJwZs+DMcZfAY8Ce4YQWkmNqRHAKb2mhJwCvIZ1UEvm28BGpGm/vVnnVEmF79GJhUBZ5nJgMul+B9Y7Vc422fbCwoGs7TYl290u29rG0xIJIRwL3E8KTNxY5rLB3NMOAVYBflwIWgDEGC8kjY78bAhhsc4tDR8DrHMHkO5dJ/U8GGO8hTSie7MQwtrZYeucDJZpyHYCXowxPtDzYIzxP8DDwM65lEoNLfvyOYWUP6CrxCVvA6OAkaQ6COlLbqEY41uk3sotQggrVa+0ajYhhM1JD4OnAg+WuMQ6p0r6GHB/79xkMcbuGOMRMcbvZ4esd6qUl7Lter2OFx4SX8i2tvG0pI4FniTVoYvKXDOYe1rh2ptKvM/NwGqknFIavo6l/zp3PvDtnsGvHt7OtstnW+ucDJZpyYUQlgbWodjr3dsTwMohhHfXrFBqCjHGBTHGs2KM5/Y+F0J4P2n6yKMxxreBDYDnyiS3fiLbbly1wqqpZIHaC4BHSAHbUqxzqogQwntIydUfDCG8P4RwRQhhdgjh1RDCb0MIY3pcbr1TpVwIvAP8OISwQwhh2RDCLsAPSYtLXGgbT0N0BLBljPFPfVwzmHvaBtn2scUv9f4nYAB1LsZ4YYzx1N7HQwjvAv4beJNifbLOyWCZhmTVbDu7zPlXs6093aqIbNrlT0n3rsnZ4dWwDqpyvkbKdTEhxvhOmWusc6qUtbLt2qQFTNYnBTLuAD5BSvBfGP1jvVNFxBjvBfYARpMS/b9JGj2xANghxvgEtvE0BDHGa2KMC/q5bDD3tNWAt3tNVS93rYahAda5cn4ErAD8MuuIB+ucMFimoRmZbd8uc75wfJkalEVNLksq/DNgN+AeirnMRmIdVAWEEDYmLSxxbozxz31cap1TpSyXbXcCpgPbxBi/EmPcm5SI+D14r1OFZSMaTwHWBGaSFsy5GXgv8LNslTfbeKq2wdzTvP+pKkIIJ5JWuHySlK+2wDonV8PUkBQi7eWWq186275Zg7KoiWXL2P+c9GX2GNDeY9TPXKyDGqIsGHsBaSnxb/ZzuXVOlVLIybgAOK5Xr/g5pBws+2TL3VvvVCkXAzsAB8UYLyscDCEcB5xBGrldSO5vnVO1DOae5v1PFddj5dWXgH1ijK/0OG2dkyPLNCSvkhr65YagrtTjOmmJZA+JM0iBskeAXbPkwgWvYB3U0H0J2BH4Qpn8KT1Z51QphXryRIzx5Z4nssVN7iP1br8X650qIISwDmmE9q09A2UAMcYfA/8APk7KaWYbT9U0mHvaK8AyWS69/q6V+hRCWCqEMIUUKHse2C3G2HtBJ+ucDJZpyWUje54ExpS5ZAzwQu8HAGmgQgirkJZ/3hv4K7BjjPFfvS57GFg9hDC6xFuMITX2H6lqQdUMPpFt/xhC6C78AMdkx2/Kjq2PdU6V8xhpVFm53uvCVLg5WO9UGetm21llzv+D9HywJrbxVF2DuacVVgtev8y1ALGipVNTyoJf04HPkxL17xhj/HuJS61zMlimIbsdWCPL9bNQCGEt0gohd+ZSKjW8EMIywB+AbYFbgF1ijM+XuPR20r3sv0u8fjvgwRjj61UurhrfNKCzxM//Zed/ke3PxjqnCokxvkXKwbhuCGHDnuey6edbkKaHPI31TpXxXLYtt4rbRkA3abSFbTxV02Duabdn251LvM8upBE+5QLAErAw5cbFQBvwIGlBk3KdTNY5GSzTkP0y256SrVRYuBEVluWdXPJVUv9OAT4M/Bn4WIzxtTLXXUwamdHRa6j0t4AVsQ5qAGKM02KMHb1/KD4MFs7PxjqnyirUl5+EEEb2OP5VYB3S6lwLsN6pAmKMjwH3AruEENp7ngshfJ4UoL0mGzFmG0/VNJh72pXA68DXQwiFlVoJIXyOFLidkk1dl/pyNHAA8E9SJ/x/+rj2Sqxzw15Ld3d33mVQgwshXAIcRFr2/iZSgOO/gd8BB8YYrWQalBDCGqTpH6OAC4F/l7n0BzHGt0IIPwBOIPXwzAQ+AOwD3EHKQ1BuNRupTyGEM0lTMXeNMd7c47h1ThWRBR+uAMaRpsBdDWxCmn7+MPChGOOr2bXWOw1ZCGEL0uqXK5LqUQQ2B/YCniGNtng8u9Y2noYkhPBZYCppEZMze50b8D0thHAkcB6pTXgZsDZwICnwsb1TglVQqs5lAdmngHeRvnPvL/Py82OMz2avsc4Nc66GqUr4FGko62dJK3f9C/gOcJqNKC2h7Sjm8PlcH9edCbxFWr3w38AXSYGNZ4EfA50+PKpKrHOqiBhjdwjh/5F6vCcAR5GmXp4LfKcQKMtY7zRkMca/hxC2JrXVPkoKTjxHGsnTEWN8psfltvFUTQO+p8UYzw8hvAJ8nbQoz8ukFAnfNmihAdiEFCiDNLrsgDLXXUmqh9Y5ObJMkiRJkiRJKjBnmSRJkiRJkpQxWCZJkiRJkiRlDJZJkiRJkiRJGYNlkiRJkiRJUsZgmSRJkiRJkpQxWCZJkiRJkiRlDJZJkiRJkiRJGYNlkiRJkiRJUsZgmSRJkiRJkpQxWCZJkiRJkiRlDJZJkiRJkiRJGYNlkiRJkiRJUsZgmSRJkiRJkpQxWCZJkiRJkiRlDJZJkiRJkiRJGYNlkiRJKiuEcG0IoTuE8PFex1tCCNOycz/Iq3ySJEmVZrBMkiRJfTke6AJODiEs1eP46cBngMkxxm/kUjJJkqQqMFgmSZKksmKMfwcuAjYBPgUQQvgW8BXgMuAL+ZVOkiSp8lq6u7vzLoMkSZLqWAhhXeBh4Fngf4CzgWuA/WKM7+RZNkmSpEozWCZJkqR+hRBOBQrTLf8E7BFjnJNjkSRJkqrCaZiSJEkaiBd6/P55A2WSJKlZGSyTJElSn0IIh5IS+j+bHTomx+JIkiRVlcEySZIklRVC2BuYBjwAbA5EYEIIIeRZLkmSpGoxWCZJkqSSQgg7Ar8DngL2jDG+AJwIjAB+mGfZJEmSqsUE/5IkSVpMCGFL4GZgLrBjjPHRHufuBrYGdoox3pZLASVJkqrEkWWSJElaRAhhQ+B/gW7SiLJHe13yzWz7o5oWTJIkqQYcWSZJkiRJkiRlHFkmSZIkSZIkZQyWSZIkSZIkSRmDZZIkSZIkSVLGYJkkSZIkSZKUMVgmSZIkSZIkZQyWSZIkSZIkSRmDZZIkSZIkSVLGYJkkSZIkSZKUMVgmSZIkSZIkZQyWSZIkSZIkSRmDZZIkSZIkSVLGYJkkSZIkSZKUMVgmSZIkSZIkZQyWSZIkSZIkSRmDZZIkSZIkSVLGYJkkSZIkSZKUMVgmSZIkSZIkZf4/nFznhbJg6m8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 316,
       "width": 613
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(4242)\n",
    "def D(t):\n",
    "    return np.cos(t/10)\n",
    "\n",
    "x = np.arange(0, 130)\n",
    "\n",
    "y_real = D(x)\n",
    "\n",
    "eps = np.random.normal(0, scale=0.5, size=x.shape)\n",
    "\n",
    "y = y_real + eps\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "plt.scatter(x, y, label=r'Observed', color='b', marker='x')\n",
    "plt.plot(x, y_real, label=r'Real', color='r')\n",
    "plt.xlabel(r'$x$')\n",
    "plt.ylabel(r'$D(x)$')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8-v_2mkfhzHo"
   },
   "source": [
    "#### Polynomial signs of degree $n$\n",
    "\n",
    "The graph shows that the dependence is nonlinear. Without knowing the function, we can only assume a dependency.\n",
    "\n",
    "$$a^*(x) = \\theta_1 x^1 + \\theta_2 x^2 + \\ldots \\theta_n x^n + b = \\theta^{T} X $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "XVjQy2bohNsQ"
   },
   "outputs": [],
   "source": [
    "# Define a function to create polinomial features\n",
    "def make_polynomial_features(x_train, p):\n",
    "    poly = np.zeros(shape = (len(x_train), p + 1))\n",
    "    poly[:, 0] = 1\n",
    "    for i in range(1, p + 1):\n",
    "        poly[:, i] = np.power(x_train, i).reshape((len(x_train),))\n",
    "    return poly"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Task 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 697
    },
    "id": "qC5KyRnIipA2",
    "outputId": "66aa697e-ef17-4602-8f01-be7c3975c0b5"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 481,
       "width": 1172
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8))\n",
    "\n",
    "plt.xlabel(r'Input, $x$')\n",
    "plt.ylabel(r'Output, $v(x)$')\n",
    "# Add degrees to the list and see how the prediction behaves\n",
    "# Try adding a higher degree > 100\n",
    "for p in [2]:\n",
    "    x_poly = make_polynomial_features(x, p=p)\n",
    "    model = LinearRegression().fit(x_poly, y)\n",
    "\n",
    "    y_estimate = model.predict(x_poly)\n",
    "    plt.plot(x, y_estimate, label=f\" Degree of polynomial {p}, MSE: {round(mean_squared_error(y, y_estimate), 2)}\", lw=1.5);\n",
    "\n",
    "plt.scatter(x, y, marker='x', label=r'Data with error')\n",
    "plt.plot(x, y_real, label=r'$y = x + 5 \\cdot \\sin(x)$')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-zj3q3HhPQay"
   },
   "source": [
    "There is an obvious overfitting, but the metric on the training sample decreases with increasing degree of the polynomial. Let's divide the dataset into training and test samples. And we will look at the metric on the test sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "id": "uXNnnTKfPsAO"
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.33, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Task 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 543
    },
    "id": "7cD_iKfiNsAV",
    "outputId": "71668244-c18c-4558-c90c-839f31b9f864"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 726
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.xlabel(r'Input, $x$')\n",
    "plt.ylabel(r'Output, $v(x)$')\n",
    "# Add degrees to the list and see how the metric behaves on the test\n",
    "\n",
    "for p in [2]:\n",
    "    x_poly = make_polynomial_features(X_train, p=p)\n",
    "    model = LinearRegression().fit(x_poly, y_train)\n",
    "\n",
    "    y_estimate_train = model.predict(x_poly)\n",
    "    y_estimate_test = model.predict(make_polynomial_features(X_test, p=p))\n",
    "    plt.plot(np.sort(X_train), y_estimate_train[np.argsort(X_train)], label=f\" Degree of polynomial {p}, MSE train: {round(mean_squared_error(y_train, y_estimate_train), 2)}, MSE test: {round(mean_squared_error(y_test, y_estimate_test), 2)}\", lw=1.5);\n",
    "\n",
    "plt.scatter(X_train, y_train, marker='x', label=r'Train data')\n",
    "plt.scatter(X_test, y_test, marker='x', label=r'Test data')\n",
    "plt.plot(x, y_real, label=r'$y = x + 5 \\cdot \\sin(x)$')\n",
    "plt.legend(loc='best');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wpZdQsU2u5C4"
   },
   "source": [
    "# Training classification model:\n",
    "\n",
    "`Train sample:` $X^\\ell = \\big(x_i,~y_i\\big)_{i=1}^{\\ell}, \\quad x_i \\in \\mathbb{R}^n, \\quad y_i \\in \\{-1,~+1\\}$\n",
    "\n",
    "\n",
    "* Classification model - __linear__:\n",
    "\\begin{equation}\n",
    "  a(x, θ) = \\text{sign} \\big(\\sum_{j=1}^{n} θ_j f_j(x)\\big), \\quad θ \\in \\mathbb{R}^n\n",
    "\\end{equation}\n",
    "\n",
    "* The loss function is __binary__ or its __approximation__::\n",
    "\\begin{equation}\n",
    "  \\mathscr{L}(a,~y) = [ay < 0] = \\big[x^\\top θ \\cdot y < 0\\big] \\le \\mathscr{L}\\big(x^\\top θ \\cdot y)\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EQ9Tgyi9xtEz"
   },
   "source": [
    "### Practice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 449
    },
    "id": "VZi7StJI0a2d",
    "outputId": "5fa951de-0bba-4fe3-e1d3-33fb7d9b65ce"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 378
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sign(x):\n",
    "    return np.array(x <= 0, dtype=np.int64)\n",
    "\n",
    "def upper_bound(x):\n",
    "    return np.log2(1+np.exp(-x))\n",
    "\n",
    "x = np.linspace(-3, 6, 100)\n",
    "plt.plot(x, sign(x), label=r'$sign(x)$')\n",
    "plt.plot(x, upper_bound(x), label=r'$y = \\log(1+\\exp(-x))$')\n",
    "\n",
    "plt.xlabel(r'$x$')\n",
    "plt.ylabel(r'$\\mathscr{L}(x^\\top θ \\cdot y)$')\n",
    "plt.legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 368
    },
    "id": "LHc3xN-0UL_a",
    "outputId": "49993760-f658-4a06-b3fd-04ba4eb8b7f2"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 534
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "\n",
    "X, y = make_classification(n_samples=400, n_features=2,\n",
    "                           n_informative=2, n_classes=2,\n",
    "                           n_redundant=0,\n",
    "                           n_clusters_per_class=1,\n",
    "                           random_state=0)\n",
    "\n",
    "# Adding constant\n",
    "X = np.hstack([X, np.ones([len(X), 1])])\n",
    "\n",
    "model = LogisticRegression(random_state=0, max_iter=2000, fit_intercept=False)\n",
    "_ = model.fit(X, np.array(y==0, dtype=np.int64))\n",
    "\n",
    "def get_line(a, b, c=0, x_min=-10, x_max=10):\n",
    "    x1, y1 = -(-model.coef_[0][1] + c)/model.coef_[0][0], -1\n",
    "    x2, y2 = -(model.coef_[0][1] + c)/model.coef_[0][0], 1\n",
    "\n",
    "    polynomial = np.poly1d(np.polyfit([x1, x2], [y1, y2], 1))\n",
    "    x_axis = np.linspace(x_min, x_max)\n",
    "    y_axis = polynomial(x_axis)\n",
    "\n",
    "    return x_axis, y_axis\n",
    "\n",
    "\n",
    "cols = ['blue', 'red']\n",
    "fig, gs = plt.figure(figsize=(9,4)), gridspec.GridSpec(1, 2)\n",
    "\n",
    "ax = []\n",
    "for i in range(2):\n",
    "    ax.append(fig.add_subplot(gs[i]))\n",
    "    ax[i].set_xlim((-2.5, 2.5)), ax[i].set_ylim((-2.5, 2.5))\n",
    "\n",
    "for k in np.unique(y):\n",
    "    ax[0].plot(X[y==k,0], X[y==k,1], 'o',\n",
    "               label='класс {}'.format(k), color=cols[k])\n",
    "    ax[1].plot(X[y==k,0], X[y==k,1], 'o',\n",
    "               label='класс {}'.format(k), color=cols[k])\n",
    "\n",
    "# let's plot results with and without the constant\n",
    "for k in np.unique(y):\n",
    "    ax[0].plot(*get_line(*model.coef_[0][:2]), linewidth=2, color=cols[k])\n",
    "    ax[1].plot(*get_line(*model.coef_[0]), linewidth=2, color=cols[k])\n",
    "\n",
    "ax[0].legend(loc='best'), ax[1].legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 368
    },
    "id": "3Z8lA72stg3z",
    "outputId": "e5139b8b-1be8-425a-d3b9-b0bffdfab7e9"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 534
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data generation\n",
    "np.random.seed(0)\n",
    "l = 100\n",
    "n = 2\n",
    "# Lets generate three Gaussian\n",
    "X1 = np.array([[-1,-1]]) + 0.5*np.random.randn(l, n)\n",
    "X2 = np.array([[1,1]]) + 0.5*np.random.randn(l, n)\n",
    "X3 = np.array([[-1,1]]) + 0.5*np.random.randn(l, n)\n",
    "\n",
    "X = np.vstack([X1, X2, X3])\n",
    "# target vector\n",
    "y = np.hstack([[0]*l, [1]*l, [2]*l])\n",
    "\n",
    "# Adding a constant\n",
    "X = np.hstack([X, np.ones([len(X), 1])])\n",
    "\n",
    "# list to add trained models for prediction of one class\n",
    "models = []\n",
    "\n",
    "# fit_intercept is a constant (a.k.a. bias or intercept) should be\n",
    "# added to the decision function.\n",
    "\n",
    "model = LogisticRegression(random_state=0, max_iter=2000, fit_intercept=False)\n",
    "_ = model.fit(X, np.array(y==0, dtype=np.int64))\n",
    "models.append(model)\n",
    "\n",
    "model = LogisticRegression(random_state=0, max_iter=2000, fit_intercept=False)\n",
    "_ = model.fit(X, np.array(y==1, dtype=np.int64))\n",
    "models.append(model)\n",
    "\n",
    "model = LogisticRegression(random_state=0, max_iter=2000, fit_intercept=False)\n",
    "_ = model.fit(X, np.array(y==2, dtype=np.int64))\n",
    "models.append(model)\n",
    "\n",
    "def get_line(a, b, c=0, x_min=-10, x_max=10):\n",
    "    x1, y1 = -(-models[k].coef_[0][1] + c)/models[k].coef_[0][0], -1\n",
    "    x2, y2 = -(models[k].coef_[0][1] + c)/models[k].coef_[0][0], 1\n",
    "\n",
    "    polynomial = np.poly1d(np.polyfit([x1, x2], [y1, y2], 1))\n",
    "    x_axis = np.linspace(x_min, x_max)\n",
    "    y_axis = polynomial(x_axis)\n",
    "\n",
    "    return x_axis, y_axis\n",
    "\n",
    "cols = ['blue', 'red', 'green']\n",
    "fig, gs = plt.figure(figsize=(9,4)), gridspec.GridSpec(1, 2)\n",
    "\n",
    "ax = []\n",
    "for i in range(2):\n",
    "    ax.append(fig.add_subplot(gs[i]))\n",
    "    ax[i].set_xlim((-2.5, 2.5)), ax[i].set_ylim((-2.5, 2.5))\n",
    "\n",
    "for k in np.unique(y):\n",
    "    ax[0].plot(X[y==k,0], X[y==k,1], 'o',\n",
    "               label='класс {}'.format(k), color=cols[k])\n",
    "    ax[1].plot(X[y==k,0], X[y==k,1], 'o',\n",
    "               label='класс {}'.format(k), color=cols[k])\n",
    "\n",
    "# let's plot results with and without the constant\n",
    "for k in np.unique(y):\n",
    "    ax[0].plot(*get_line(*models[k].coef_[0][:2]), linewidth=2, color=cols[k])\n",
    "    ax[1].plot(*get_line(*models[k].coef_[0]), linewidth=2, color=cols[k])\n",
    "\n",
    "ax[0].legend(loc='best'), ax[1].legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SkZi4TmJ46I3"
   },
   "source": [
    "# Analysis of classification errors\n",
    "\n",
    "\n",
    "The task of classification into `two classes`, $y_i\\in \\{-1,~+1\\}$.\n",
    "\n",
    "`Classification algorithm` $a(x_i) \\in \\{-1,~+1\\}$.\n",
    "\n",
    "By applying the algorithm $a(x)$ to objects $x$, we can get $4$ possible situations:\n",
    "\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1zfrRBSZhAs3RZeLYhUKeo0RsDPpPXjm-)\n",
    "\n",
    "`Positive / Negative` - which answer was given by the classifier $a(x)$. `True / False` - the classifier gave the correct answer or made a mistake.\n",
    "\n",
    "\n",
    "__Number of correct classifications__ (the more, the better):\n",
    "\\begin{equation}\n",
    "  \\text{Accuracy} = \\frac{1}{\\ell}\\sum_{i=1}^{\\ell}\\big[a(x_i) = y_i\\big] = ~\\frac{\\text{TP} + \\text{TN}}{\\text{FP} + \\text{FN} + \\text{TP} + \\text{TN}}\n",
    "\\end{equation}\n",
    "\n",
    "`!!! Disadvantage !!!`: does not take into account either the number (imbalance) of classes, or the cost of an error on objects of different classes.\n",
    "\n",
    "__For example__: if there is $100$ times more samples of one class than another class. If the algorithm $a(x)$ is wrong on all objects of a small class, then we will have only $1\\%$ error. It seems that $1\\%$ error is good enough, but we have not solved the task correctly."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KS59O03Y9-Ap"
   },
   "source": [
    "# Loss functions depending on the error penalty\n",
    "\n",
    "The task of classification into `two classes`, $y_i\\in \\{-1,~+1\\}$.\n",
    "\n",
    "`Classification model` $a(x;w, w_0) = \\text{sign}\\big(g(x,w) - w_0\\big)$, where $w_0$ is a free term.\n",
    "\n",
    "#### __How the classifier works critically depends on $w_0$!__\n",
    "\n",
    "\n",
    "Depending on how we move the value of $w_0$, it will depend on how many objects $x_i$ will be such that $a(x_i) = +1$. That is, the balance of classes is on the conscience of the bias term $w_0$. In principle, you can divide the task into two parts: build $g(x,w)$, and then define $w_0$ separately.\n",
    "\n",
    "`How can the different cost of classes be taken into account?`\n",
    "* Class cost - Class capacity;\n",
    "* Class cost - One class may be more important to the task than another.\n",
    "\n",
    "Let $λ_y$ be the penalty for an error on objects of class $y$.\n",
    "\n",
    "The `loss function` now depends on penalties:\n",
    "\\begin{equation}\n",
    "  \\mathscr{L}(a, ~y) = \\lambda_{y_i}\\big[a(x_i; ~w, w_0) \\not = y_i \\big] = \\lambda_{y_i}\\big[\\big(g(x_i; ~w) - w_0 \\big)y_i < 0\\big].\n",
    "\\end{equation}\n",
    "\n",
    "`The problem:`\n",
    "In practice, fines of $\\{\\lambda_{y_i}\\}$ can be reviewed:\n",
    "* We need a convenient way to select $w_0$ depending on $\\{\\lambda_{y_i}\\}$, which does not require retraining of the model.\n",
    "* We need a characteristic of the quality of the model $g(x,w)$, independent of the penalties $\\{\\lambda_{y_i}\\}$ and the number of classes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dbr6-c2kMgdk"
   },
   "source": [
    "# Definition of the ROC curve\n",
    "\n",
    "The error curve is `ROC (receiver operating characteristic)`.\n",
    "Each point of the curve corresponds to some $a(x;w, w_0)$.\n",
    "\n",
    "* on the X axis: `(FPR - false positive rate)`:\n",
    "\\begin{equation}\n",
    "  \\\\text{FPR} = \\frac{\\sum_{i=1}^{\\el}\\big[ y_i = -1\\big]\\big[a(x_i; w, w_0) = +1\\big]}{\\sum_{i=1}^{\\el}\\big[ y_i = -1\\big]}\n",
    "\\end{equation}\n",
    "\n",
    "* * on the Y axis: `(TPR - true positive rate)`:\n",
    "\n",
    "\\begin{equation}\n",
    "  \\\\text{TPR} = \\frac{\\sum_{i=1}^{\\el}\\big[ y_i = +1\\big]\\big[a(x_i; w, w_0) = +1\\big]}{\\sum_{i=1}^{\\el}\\big[ y_i = +1\\big]}\n",
    "\\end{equation}\n",
    "\n",
    "$1 - \\text{FPR}$ is called the `specificity` of the algorithm $a$, $\\text{TPR}$ is called the `sensitivity` of the algorithm $a$.\n",
    "\n",
    "The smaller the $\\text{FPR}$, the better. The more $\\text{TPR}$, the better."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0kV2eXfDQggX"
   },
   "source": [
    "# ROC-curve and AUC (Area Under Curve)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "id": "UpsNSJkLyq9U"
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report, roc_auc_score, roc_curve\n",
    "from sklearn.svm import SVC, SVR\n",
    "from sklearn.metrics import auc\n",
    "\n",
    "X, Y = make_classification(n_samples=400, n_features=2,\n",
    "                           n_informative=2, n_classes=2,\n",
    "                           n_redundant=0,\n",
    "                           n_clusters_per_class=1,\n",
    "                           random_state=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SdeVq3iwiiOF"
   },
   "source": [
    "It is useful to divide the sample not only into `train` and `test`, but also into a validation sample, `val`.\n",
    "In this case, the validation sample is used to select the model or set of hyperparameters that you would like to use.\n",
    "A test sample is used to evaluate how your model will work with invisible data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "id": "jBtZ96QlieDp"
   },
   "outputs": [],
   "source": [
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y,\n",
    "                                                    test_size=100,\n",
    "                                                    random_state=0)\n",
    "\n",
    "X_train_, X_val, Y_train_, Y_val = train_test_split(\n",
    "    X_train, Y_train, test_size=100, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "id": "tf910ZgNXFY9"
   },
   "outputs": [],
   "source": [
    "model = SVC(probability=True)\n",
    "_ = model.fit(X_train_, Y_train_)\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(\n",
    "    Y_val, model.predict_proba(X_val)[:,1], pos_label=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 449
    },
    "id": "KXE_EcW2XIRK",
    "outputId": "fa35f1d2-787d-4ba5-dd5d-495ccb328323"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr, tpr, color='darkorange',\n",
    "         lw=2, label=r'ROC curve (area = {})'.format(round(auc(fpr, tpr), 2)))\n",
    "plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xlabel(r'False Positive Rate, FPR')\n",
    "plt.ylabel(r'True Positive Rate, TPR')\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9L2KzOo6XqNg"
   },
   "source": [
    "The area under the `ROC curve` is $=0.94$ in the validation sample. Now, based on this, you need to select a `threshold` somehow, i.e. you need to select the threshold in such a way that there is a maximum of `TP` and a minimum of `FP` at the same time. The optimal threshold is located at the intersection of `TPR` and `1 - FPR`.\n",
    "\n",
    "The `diagonal` is a classifier that is ideally bad, i.e. that always makes half the mistakes. The `ideal classifier` is the one with the area under the `ROC curve` $→ 1$. The upper left corner is the point where the ideal classifier is located. The curve itself is constructed exclusively by $g(x; w, w_0)$ and does not depend on $w$, and the choice of a point on this curve is the choice of a free member of $w_0$.\n",
    "\n",
    "The area under the `ROC curve` is estimated only by $w$, without looking at $w_0$.\n",
    "\n",
    "\n",
    "`AUC` is the proportion of correctly ordered pairs $\\big(x_i, y_i\\big)$, i.e. between the pair $(i, j)$ is the correct order ratio for the answers: $\\big[y_i <y_j\\big]$. And the function $g(x,w)$ should reproduce the same order on these objects: $\\big[g(x_i,w) < g(x_j,w)\\big]$. If $g(x,w)$ can do this, then we will have an ideal `ROC curve`, the more pairs $\\big(x_i,y_i\\big)$ are ordered, the higher the area under the `ROC curve'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 449
    },
    "id": "xLmC-UtxTBOU",
    "outputId": "f8d4e2fe-4b58-4e59-bbaf-dbd9fa9f230c"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 370
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(thresholds, tpr, lw = 2, label = r'TPR')\n",
    "plt.plot(thresholds, 1-fpr, lw = 2, label = r'1-FPR')\n",
    "\n",
    "threshold = thresholds[np.argmin((tpr - 1 + fpr)**2)]\n",
    "plt.axvline(x=threshold,\n",
    "            ls='--', c='black',\n",
    "            label='best threshold {}'.format(round(threshold, 2)))\n",
    "plt.xlabel(r'threshold')\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pVP3qQMza_5o"
   },
   "source": [
    "# Assessment of the quality of two-class classification\n",
    "\n",
    "Our sample consists of relevant and irrelevant elements.\n",
    "\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Precision} = \\frac{\\text{TP}}{\\text{TP} + \\text{FP}}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Recall} = \\frac{\\text{TP}}{\\text{TP} + \\text{FN}}\n",
    "\\end{equation}\n",
    "\n",
    "In medical diagnostics:\n",
    "\\begin{equation}\n",
    "    \\text{Sensitivity} = \\frac{\\text{TP}}{\\text{TP} + \\text{FN}}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Specificity} = \\frac{\\text{TN}}{\\text{TN} + \\text{FP}}\n",
    "\\end{equation}\n",
    "\n",
    "`Sensitivity` - the proportion of correct positive diagnoses\n",
    "\n",
    "`Specificity` - the proportion of correct negative diagnoses\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wrrdaaHEbAFd"
   },
   "source": [
    "![](https://drive.google.com/uc?export=view&id=1fqhNeKdWtDOXiOWOa7j3M2cqw2CtS45H)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_IaXy5cCg4x_"
   },
   "source": [
    "# Accuracy and completeness of multiclass classification\n",
    "\n",
    "For each class $y \\in Y$:\n",
    "* $\\text{TP}_y$ - true positive\n",
    "* $\\text{FP}_y$ - false positives\n",
    "* $\\text{FN}_y$ - false negatives\n",
    "\n",
    "\n",
    "Accuracy and completeness with `micro-averaging`:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Precision: } P = \\frac{\\sum_y\\text{TP}_y}{\\sum_y \\big(\\text{TP}_y + \\text{FP}_y\\big)}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Recall: } R = \\frac{\\sum_y\\text{TP}_y}{\\sum_y \\big(\\text{TP}_y + \\text{FN}_y\\big)}\n",
    "\\end{equation}\n",
    "\n",
    "`Micro-averaging` is not error-sensitive on small classes, i.e. micro-averaging is bad where we have unbalanced classes.\n",
    "\n",
    "\n",
    "Accuracy and completeness with `macro-averaging`:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Precision: } P = \\frac{1}{\\vert Y \\vert}\\sum_y\\frac{\\text{TP}_y}{\\text{TP}_y + \\text{FP}_y}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\text{Recall: } R = \\frac{1}{\\vert Y \\vert}\\sum_y\\frac{\\text{TP}}{\\text{TP}_y + \\text{FN}_y}\n",
    "\\end{equation}\n",
    "\n",
    "Macro-averaging is sensitive to errors in small classes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tdIkFtmEnmTJ"
   },
   "source": [
    "# Assessment of classification quality\n",
    "* If we have an imbalance of classes, then use the `ROC curve` and also `sensitivity` and `specificity'.\n",
    "* Precision and recall are better suited for tasks when the proportion of objects of the relevant class is very small.\n",
    "\n",
    "# Aggregated estimates:\n",
    "* `AUC` is better suited for quality assessment when the error price ratio is not fixed\n",
    "* $F_1 = \\frac{2 PR}{P+R}$ - $F$ is a measure, another way of aggregating $P$ and $R$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Z7cwv5sZTkYr",
    "outputId": "dfe553ec-dd6e-41c1-fbfb-9c28168d3d0e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.78      0.93      0.85        45\n",
      "           1       0.93      0.78      0.85        55\n",
      "\n",
      "    accuracy                           0.85       100\n",
      "   macro avg       0.86      0.86      0.85       100\n",
      "weighted avg       0.86      0.85      0.85       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(\n",
    "        Y_test, model.predict_proba(X_test)[:, 1] > 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 197
    },
    "id": "lI99dw6dT2W1",
    "outputId": "57104355-b949-4790-a330-b50af5202b75"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.77      0.91      0.84        45\n",
      "           1       0.91      0.78      0.84        55\n",
      "\n",
      "    accuracy                           0.84       100\n",
      "   macro avg       0.84      0.85      0.84       100\n",
      "weighted avg       0.85      0.84      0.84       100\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(\n",
    "        Y_test, model.predict_proba(X_test)[:, 1] > threshold))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "J2RzlVp1u1EZ"
   },
   "source": [
    "# How to choose model hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "id": "8HRY0u2akqrq"
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import confusion_matrix, roc_curve, precision_recall_curve, auc\n",
    "from sklearn.metrics import f1_score, accuracy_score, average_precision_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "id": "2Q41ZaDYkm4x"
   },
   "outputs": [],
   "source": [
    "KNeighborsClassifier?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 117
    },
    "id": "mOupPrp1XYUl",
    "outputId": "00a6cb2f-593d-4bd7-c023-0ba08d6c4ed5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(estimator=KNeighborsClassifier(),\n",
       "             param_grid={'n_neighbors': [5, 10, 15, 20],\n",
       "                         'weights': ['uniform', 'distance']})"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kNN =  KNeighborsClassifier()\n",
    "\n",
    "param_knn = {'n_neighbors' : [5, 10, 15, 20], 'weights': ['uniform', 'distance']}\n",
    "kNN_CV = GridSearchCV(kNN, param_grid=param_knn)\n",
    "kNN_CV.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RwBmpWNi0eS2",
    "outputId": "e888344b-3eef-4fd3-c168-2e23d26e2acf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'n_neighbors': 15, 'weights': 'uniform'}"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kNN_CV.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "neFTLm441jkI",
    "outputId": "25a3ff85-e122-4b22-a246-fdc04787d37a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ROC-AUC: 0.94\n",
      "PR-AUC: 0.95\n",
      "F1-score: 0.87\n"
     ]
    }
   ],
   "source": [
    "pred_kNN_CV = kNN_CV.predict(X_test)\n",
    "prob_kNN_CV = kNN_CV.predict_proba(X_test)[:, 1]\n",
    "\n",
    "FPR_kNN_CV, TPR_kNN_CV, _ = roc_curve(Y_test, prob_kNN_CV)\n",
    "roc_auc_kNN_CV = auc(FPR_kNN_CV, TPR_kNN_CV)\n",
    "\n",
    "precision_kNN_CV, recal_kNN_CV, _ = precision_recall_curve(Y_test, prob_kNN_CV)\n",
    "pr_auc_kNN_CV = average_precision_score(Y_test, prob_kNN_CV)\n",
    "\n",
    "f1_kNN_CV = f1_score(Y_test, pred_kNN_CV)\n",
    "\n",
    "print(r'ROC-AUC: %.2f' % roc_auc_kNN_CV)\n",
    "print(r'PR-AUC: %.2f' % pr_auc_kNN_CV)\n",
    "print(r'F1-score: %.2f' % f1_kNN_CV)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Task 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "id": "8EhmOzewk4hz"
   },
   "outputs": [],
   "source": [
    "# plot roc curve\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RbG_qr5jlLEr"
   },
   "source": [
    "# The curse of dimensionality\n",
    "\n",
    "Many algorithms that work well in small dimensions make many mistakes  when the input is multidimensional. The correct generalization becomes exponentially more difficult as the dimension (number of features) increases, because a fixed-size training set covers a shrinking part of the input space.\n",
    "\n",
    "![](https://drive.google.com/uc?export=view&id=1nk-4C5wMGBHQpfeAq7dX-nofj4EGpjoF)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "I_my3dQKuhn1"
   },
   "source": [
    "# Dimensionality reduction. The principal component analysis (PCA): problem statement\n",
    "\n",
    "\n",
    "We have the `initial featrues` $\\big(f_1(x),\\ldots, f_n(x)\\big)$. We want to somehow transform the original features to get some `new features` $\\big(g_1(x),\\ldots, g_m(x)\\big)$, and $m\\le n$.\n",
    "\n",
    "`Requirement:`\n",
    "* the old features $\\big(f_1(x), \\ldots, f_n(x)\\big)$ must be linearly restored by the new $\\big(g_1(x), \\ldots, g_m(x)\\big)$:\n",
    "\\begin{equation}\n",
    "    \\hat{f_j}(x) = \\sum_{s=1}^{m} g_s(x) u_{js}, \\quad j =1, \\ldots, n, \\quad \\forall x \\in X,\n",
    "\\end{equation}\n",
    "where $\\hat{f_j}(x)$ is the estimate of the initial feature $f_j(x)$, and this estimate should be close to all objects in the training sample $x_1, \\ldots, x_{\\ell}$:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\sum_{i=1}^{\\ell}\\big(\\sum_{j=1}^{n} \\hat{f_j}(x_i) - f_j(x_i)\\big)^2 → \\min_{\\{g_s(x_i)\\}, ~\\{u_{js}\\}}\n",
    "\\end{equation}\n",
    "\n",
    "`The basic idea:`\n",
    "\n",
    "We have `initial features` and we want to build `new features`, meaning that there will be fewer new features than the original ones. But we want the original ones to be recovered well from a smaller number of new features. In fact, we want to achieve `information compression`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NuALkf0RT6ex"
   },
   "source": [
    "# Matrix notation\n",
    "\n",
    "`Matrices of \"features\":`\n",
    "\n",
    "$F$ is `old` and $G$ is `new`:\n",
    "\n",
    "\\begin{equation*}\n",
    "F =\n",
    "\\begin{pmatrix}\n",
    "    f_1(x_1) & \\dots & f_n(x_1) \\\\\n",
    "    \\vdots & \\ddots & \\vdots \\\\\n",
    "    f_1(x_ℓ) & \\dots & f_n(x_\\ell)\n",
    "\\end{pmatrix}, \\quad\n",
    "G =\n",
    "\\begin{pmatrix}\n",
    "    g_1(x_1) & \\dots & g_m(x_1) \\\\\n",
    "    \\vdots & \\ddots & \\vdots \\\\\n",
    "    g_1(x_ℓ) & \\dots & g_m(x_\\ell)\n",
    "\\end{pmatrix}\n",
    "\\end{equation*}\n",
    "\n",
    "`Matrix` $U$ - is a linear transformation of new features into old ones:\n",
    "\n",
    "\\begin{equation*}\n",
    "U =\n",
    "\\begin{pmatrix}\n",
    "    u_{11} & \\dots & u_{1m} \\\\\n",
    "    \\vdots & \\ddots & \\vdots \\\\\n",
    "    u_{n1} & \\dots & u_{nm}\n",
    "\\end{pmatrix}.\n",
    "\\end{equation*}\n",
    "\n",
    "\\begin{equation*}\n",
    "    \\hat{F} = GU^\\top ≈ F.\n",
    "\\end{equation*}\n",
    "\n",
    "`Find:` new features $G$, and linear transformation $U$:\n",
    "\\begin{equation*}\n",
    "    \\big\\Vert G U^\\top - F \\big\\Vert^2 \\rightarrow \\min_{G, ~U}\n",
    "\\end{equation*}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pwcqFec4uqtv"
   },
   "source": [
    "### Practice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "id": "XVXyli05ZNby"
   },
   "outputs": [],
   "source": [
    "from torchvision import datasets\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "GWDAgBwrZpG7",
    "outputId": "8786e378-039a-4fc2-e546-6544431a4acb"
   },
   "outputs": [],
   "source": [
    "MNIST_train = datasets.MNIST('./mnist', train=True, download=True)\n",
    "X_train = MNIST_train.data.view([-1, 784]).cpu().numpy() # вектор 1 x 784\n",
    "Y_train = MNIST_train.targets.cpu().numpy()\n",
    "\n",
    "MNIST_test = datasets.MNIST('./mnist', train=False, download=True)\n",
    "X_test = MNIST_test.data.view([-1, 784]).cpu().numpy()\n",
    "Y_test = MNIST_test.targets.cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 433
    },
    "id": "kgknKmbRoYSs",
    "outputId": "3eb35298-01b0-4097-d63e-25956ceb8f3c"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 332
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(9):\n",
    "    plt.subplot(330 + 1 + i)\n",
    "    plt.imshow(MNIST_test.data[i], cmap=plt.get_cmap('gray'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "4Xk7ZweknQpY",
    "outputId": "e84dc876-c353-4ab0-ffd3-8c8693451f10"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train: (60000, 784)\n",
      "Y_train: (60000,)\n",
      "X_test:  (10000, 784)\n",
      "Y_test:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "print('X_train: ' + str(X_train.shape))\n",
    "print('Y_train: ' + str(Y_train.shape))\n",
    "print('X_test:  '  + str(X_test.shape))\n",
    "print('Y_test:  '  + str(Y_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "id": "W2N-Msw2tMV5"
   },
   "outputs": [],
   "source": [
    "X_train = X_train[:5000]\n",
    "Y_train = Y_train[:5000]\n",
    "X_test = X_test[:1000]\n",
    "Y_test = Y_test[:1000]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tgTaMxCrpO2U"
   },
   "source": [
    "Many algorithms are sensitive to deviations of the initial variables. That is, if there are large differences between the ranges of the original variables, then variables that have large ranges will dominate over variables with small ranges, which will lead to biased results. To avoid problems, it is important to standardize the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "id": "8G62rGscpOUy"
   },
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.fit_transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "id": "H_pL_rOLZt1N"
   },
   "outputs": [],
   "source": [
    "pca = PCA(2) # 2- number of components\n",
    "X_train_low = pca.fit_transform(X_train_scaled)\n",
    "X_test_low = pca.fit_transform(X_test_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 430
    },
    "id": "7xBTXguoZw9A",
    "outputId": "bb4fa129-1777-4846-c383-35e8afc7557e"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for k in np.unique(Y_train):\n",
    "    idx = np.where(Y_train[:1000] == k)[0]\n",
    "    plt.plot(X_train_low[idx, 0], X_train_low[idx, 1], '.', label = str(k))\n",
    "\n",
    "plt.legend(loc='best')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "aw8vIGy7q-72",
    "outputId": "7d86883d-64d0-493d-bea3-5a907030cac8"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 33/33 [01:49<00:00,  3.31s/it]\n"
     ]
    }
   ],
   "source": [
    "acc_list, pc_list = [], []\n",
    "\n",
    "for pc in tqdm(range(2, 101, 3)):\n",
    "    pca = PCA(pc)\n",
    "    X_train_pca = pca.fit_transform(X_train_scaled)\n",
    "    X_test_pca = pca.transform(X_test)\n",
    "\n",
    "    clf = RandomForestClassifier(n_estimators=100)\n",
    "\n",
    "    clf.fit(X_train_pca, Y_train)\n",
    "\n",
    "    y_preds = clf.predict(X_test_pca)\n",
    "\n",
    "    acc = accuracy_score(Y_test, y_preds)\n",
    "\n",
    "    acc_list.append(acc)\n",
    "    pc_list.append(pc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 794
    },
    "id": "h7zz4M86q_Pp",
    "outputId": "5e0365bf-6e2e-4191-8472-252320d27ca3"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 548,
       "width": 723
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[12,9])\n",
    "plt.scatter(pc_list, acc_list)\n",
    "plt.title('Random Forest Plot Accuarcy as a Function of Number of Principal Components')\n",
    "plt.xlabel('Principal Components')\n",
    "plt.ylabel('Accuracy');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SaKao8eJs-jW",
    "outputId": "eb4fcf84-ecd4-456f-e22f-d338457be992"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Max accuracy: 0.601, with number of components: 41\n"
     ]
    }
   ],
   "source": [
    "print(f'Max accuracy: {np.max(acc_list)}, with number of components: {pc_list[np.where(acc_list == np.max(acc_list))[0][0]]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fe-Kw-QRt5y_"
   },
   "source": [
    "### Presentation:\n",
    "[Link to the presentation in Russian](https://docs.google.com/presentation/d/1nQq4_1QJT_kE3f8xgOCR_ZADZmE6O8hC/edit?usp=sharing&ouid=108809518155956876008&rtpof=true&sd=true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}