{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.3 Types of Visualisations\n",
    "\n",
    "The choice of graph we should use depends on the type of data we are visualising. In this section, we will cover the most common types of graphs and when to use them.\n",
    "\n",
    "Firstly, we will look at the top-5 weekend gross ticket sales in the US on the Christmas weekend in 2017. (Credit: [Fundamentals of Data Visualization](https://clauswilke.com/dataviz/visualizing-amounts.html))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from PIL import Image\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "sns.set_theme(style=\"whitegrid\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Title</th>\n",
       "      <th>Weekend gross (million USD)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>71.565498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Jumanji: Welcome to the Jungle</td>\n",
       "      <td>36.169328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Pitch Perfect 3</td>\n",
       "      <td>19.928525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>The Greatest Showman</td>\n",
       "      <td>8.058430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Ferdinand</td>\n",
       "      <td>7.316746</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                           Title  Weekend gross (million USD)\n",
       "0     1        Star Wars: The Last Jedi                    71.565498\n",
       "1     2  Jumanji: Welcome to the Jungle                    36.169328\n",
       "2     3                 Pitch Perfect 3                    19.928525\n",
       "3     4            The Greatest Showman                     8.058430\n",
       "4     5                       Ferdinand                     7.316746"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('media/movie_data.csv')\n",
    "df"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising amounts\n",
    "\n",
    "**Scenario**: Let's say we want to visualise the magnitude of some set of numbers against categorical data. In this case, we can use a **bar chart**.\n",
    "\n",
    "Let's look at the gross ticket sales for each film."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='Title', y='Weekend gross (million USD)', data=df.sort_values(by=['Title']), color='tab:blue')\n",
    "plt.xlabel('')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the labels are too long. You can rotate the labels to make them fit, resize the figure or text, or you could consider using a horizontal bar chart instead. \n",
    "\n",
    "Can you think of any other ways to improve this graph?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y='Title', x='Weekend gross (million USD)', data=df.sort_values(by=['Title']), color='tab:blue')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The bars are ordered by alphabetical order. While this might be useful for looking up some categories, it does not clearly highlight that Star Wars is the highest grossing film. In this case, it would be clearer to read the graph if the bars were ordered by the amount of money they grossed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(y='Title', x='Weekend gross (million USD)', data=df.sort_values(by=['Weekend gross (million USD)'], ascending=False), color='tab:blue')\n",
    "plt.ylabel('')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, if there is a intuitive ordering to the bars, then it is better to use that ordering. Taking an example of median weekly pay versus age group, it is more intuitive to order the bars by age group:\n",
    "\n",
    "[Source: ONS Annual Survey of Hours and Earnings](https://commonslibrary.parliament.uk/research-briefings/cbp-8456/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Median weekly pay (£)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16-17</td>\n",
       "      <td>229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18-21</td>\n",
       "      <td>402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22-29</td>\n",
       "      <td>546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30-39</td>\n",
       "      <td>678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40-49</td>\n",
       "      <td>727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50-59</td>\n",
       "      <td>681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>60+</td>\n",
       "      <td>603</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Age  Median weekly pay (£)\n",
       "0  16-17                    229\n",
       "1  18-21                    402\n",
       "2  22-29                    546\n",
       "3  30-39                    678\n",
       "4  40-49                    727\n",
       "5  50-59                    681\n",
       "6    60+                    603"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_pay_df = pd.read_csv('media/median_pay_2022.csv')\n",
    "weekly_pay_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly_pay_df = pd.read_csv('media/median_pay_2022.csv')\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n",
    "sns.barplot(ax=ax1, x=\"Age\", y=\"Median weekly pay (£)\", data=weekly_pay_df.sort_values(by=['Median weekly pay (£)']),  color='tab:red')\n",
    "ax1.set_title('Ordering by median weekly pay')\n",
    "sns.barplot(ax=ax2, x=\"Age\", y=\"Median weekly pay (£)\", data=weekly_pay_df,  color='tab:green')\n",
    "ax2.set_title('Ordering by age')\n",
    "ax2.set_ylabel('')\n",
    "plt.rc('axes', unicode_minus=False)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making bar charts\n",
    "* Bars should start at zero.\n",
    "* If the labels are too long, rotate the bar chart.\n",
    "* Pay attention to order.\n",
    "* Too many categories can make the graph too busy. Consider an alternate format if this is the case.\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising distributions\n",
    "\n",
    "**Scenario**: Let's say we want to understand how a particular variable is distributed in a dataset. In this case, we can use **histograms** or **density plots**.\n",
    "\n",
    "Let's look at a histogram of the ages of Titanic passengers.\n",
    "\n",
    "How can we improve this graph?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
       "\n",
       "     who  adult_male deck  embark_town alive  alone  \n",
       "0    man        True  NaN  Southampton    no  False  \n",
       "1  woman       False    C    Cherbourg   yes  False  \n",
       "2  woman       False  NaN  Southampton   yes   True  \n",
       "3  woman       False    C  Southampton   yes  False  \n",
       "4    man        True  NaN  Southampton    no   True  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_df = sns.load_dataset('titanic')\n",
    "titanic_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x='age', data=titanic_df, color='tab:blue', binwidth=1, alpha=1)\n",
    "plt.xlabel('Age')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Experiment with different bin widths! In the case above, we have some empty bins. Therefore, increasing bin width should fill in some of the gaps. On the other hand, if the bins are too wide, we might lose some of the detail. \n",
    "\n",
    "We show examples of different bin widths below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2, figsize=(12, 6))\n",
    "sns.histplot(ax=ax[0,0], x='age', data=titanic_df, color='tab:blue', binwidth=1, alpha=1)\n",
    "ax[0,0].set_title('Bin width: 1')\n",
    "ax[0,0].set_xlabel('Age')\n",
    "sns.histplot(ax=ax[0,1], x='age', data=titanic_df, color='tab:blue', binwidth=3, alpha=1)\n",
    "ax[0,1].set_title('Bin width: 3')\n",
    "ax[0,1].set_xlabel('Age')\n",
    "sns.histplot(ax=ax[1,0], x='age', data=titanic_df, color='tab:blue', binwidth=5, alpha=1)\n",
    "ax[1,0].set_title('Bin width: 5')\n",
    "ax[1,0].set_xlabel('Age')\n",
    "sns.histplot(ax=ax[1,1], x='age', data=titanic_df, color='tab:blue', binwidth=15, alpha=1)\n",
    "ax[1,1].set_title('Bin width: 15')\n",
    "ax[1,1].set_xlabel('Age')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making histograms\n",
    "* Pay attention to bin width.\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to visualise a smoother approximation of the underlying distribution, you can use a density plot. Again, you should experiment with kernels and bandwidths. \n",
    "\n",
    "Bandwidth is a parameter that behaves similarly to bin width. It controls how smooth the density plot is. A larger bandwidth will result in a smoother density plot. The kernel choice affects the shape of the density plot. However, the more data points available, the less effect the kernel choice will have. Therefore they will be reliable for large datasets, but could be misleading when you have fewer data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2,2, figsize=(10, 8))\n",
    "sns.kdeplot(ax=ax[0,0], x='age', data=titanic_df, color='tab:blue', bw_adjust=0.1, alpha=1, fill=True)\n",
    "ax[0,0].set_title('Bandwidth: 0.1')\n",
    "ax[0,0].set_xlabel('Age')\n",
    "sns.kdeplot(ax=ax[0,1], x='age', data=titanic_df, color='tab:blue', bw_adjust=0.5, alpha=1, fill=True)\n",
    "ax[0,1].set_title('Bandwidth: 0.5')\n",
    "ax[0,1].set_xlabel('Age')\n",
    "sns.kdeplot(ax=ax[1,0], x='age', data=titanic_df, color='tab:blue', bw_adjust=1, alpha=1, fill=True)\n",
    "ax[1,0].set_title('Bandwidth: 1')\n",
    "ax[1,0].set_xlabel('Age')\n",
    "sns.kdeplot(ax=ax[1,1], x='age', data=titanic_df, color='tab:blue', bw_adjust=5, alpha=1, fill=True)\n",
    "ax[1,1].set_title('Bandwidth: 5')\n",
    "ax[1,1].set_xlabel('Age')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Be aware that kernel density estimates can produce nonsensical points. For example, the below plot produces density estimates for negative ages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x='age', data=titanic_df, color='tab:red', bw_adjust=1, alpha=1, fill=True)\n",
    "plt.xlabel('Age')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making density plots\n",
    "* Experiment with kernel and bandwidth choices\n",
    "* Sense-check the distribution\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising multiple distributions at once\n",
    "\n",
    "**Scenario**: Let's say we want to see the summary statistics of different groups in a dataset.\n",
    "\n",
    "What about a point plot? With a point plot, we can show the mean or median as points, and the confidence intervals as error bars. In the below example, we compare the ages of Titanic passengers by class. Do you think this is a good way to visualise this data? If not, why not?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert the class column from a number to a category\n",
    "titanic_df['class'] = titanic_df['pclass'].astype('category')\n",
    "sns.pointplot(x='age', y='class', data=titanic_df, color='tab:blue', join=False)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Class')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The issue with point plots is that they are not very good at showing the distribution of the data. In addition, we can't tell immediately what the points represent (are they means or medians?) or what the error bars are supposed to be. Symmetric error bars are also not always representative of the data.\n",
    "\n",
    "Instead, we can use a **box plot**. Box plots are a great way to visualise the distribution of data. They show the median, the 25th and 75th percentiles, and the minimum and maximum values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x='age', y='class', data=titanic_df, color='tab:blue')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Class')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making box plots\n",
    "* Consider the order of the groups. If there is an intuitive ordering, use that.\n",
    "* If the labels are too long, rotate the plot\n",
    "* Consider whether box plots reflect the density of the data properly (e.g. they might not be appropriate if the data is bimodal).\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising associations between variables\n",
    "\n",
    "**Scenario**: Let's say we want to see how two quantitative variables are related to each other. In this case, we can use a **scatter plot**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n",
    "N = 3000\n",
    "x = np.random.randn(N)\n",
    "y = 3*x + np.random.randn(N)\n",
    "ax1.scatter(x,3*x+np.random.randn(N), color='tab:red')\n",
    "ax1.set_title(f\"Original data ({N} points)\")\n",
    "\n",
    "sample_size = 300\n",
    "idx = np.random.choice(np.arange(N), sample_size, replace=False)\n",
    "sampled_x = x[idx]\n",
    "sampled_y = y[idx]\n",
    "ax2.scatter(sampled_x, sampled_y, color='tab:green')\n",
    "ax2.set_title(f\"Sampled data ({sample_size} points)\")\n",
    "ax2.set_ylabel('')\n",
    "plt.rc('axes', unicode_minus=False)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making scatter plots\n",
    "* Consider whether including a trend line is appropriate.\n",
    "* Beware of overplotting. You might want to sample the data to make it easier to visualise.\n",
    "* Colour and shape can be used to highlight more than 2 variables.\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising changes in variables\n",
    "\n",
    "**Scenario**: Let's say we want to see how a variable changes over time. In this case, we can use a **line plot**.\n",
    "\n",
    "In the below example, we'll look at changes in the Dow-Jones Industrial Stock Price Index. How can we improve this graph?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dowjones_df = sns.load_dataset(\"dowjones\")\n",
    "dowjones_df['Date'] = pd.to_datetime(dowjones_df['Date'])\n",
    "sns.lineplot(x=\"Date\", y=\"Price\", data=dowjones_df, color='tab:blue')\n",
    "plt.ylim(0, 2000)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above example exaggerates the price intervals. It's important to choose the right intervals for your data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x=\"Date\", y=\"Price\", data=dowjones_df, color='tab:blue')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{admonition} Things to consider when making line plots\n",
    "* Consider the intervals you are using. Are they appropriate for the data?\n",
    "* You can compare different trends by plotting multiple line plots on the same graph. However, consider if they will be too difficult to read.\n",
    "```"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## When to use tables\n",
    "\n",
    "**Scenario**: In some cases, a table might be better than a graph. For example, if you want to look up specific values, a table might be more appropriate.\n",
    "\n",
    "The below examples show different ways to format tables using the top-5 weekend gross ticket sales. Formatting is somewhat subjective, but there are some things that you might want to consider to improve readability.\n",
    "\n",
    "```{admonition} Things to consider when making tables\n",
    "* Avoid vertical lines in the table. They can make it difficult to read.\n",
    "* Avoid horizontal lines between data rows unless they help to group the data.\n",
    "* Left-align text.\n",
    "* Align headers with their corresponding columns.\n",
    "* Consider using a different format if there are too many rows or columns (e.g. can you break it down into smaller tables?)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZsmVsnlYej4dp06Zh48aN2io2IYQQQojGUD1Ys9g+T3PmzEH16tUxYcIEJCcncxZyc3PDb7/9hl69euH48ePs9Lg47g4ihBBCCKmo9G3cITC1Q0Hm/7pMiTJi8G53e1j49IO+lRvyksKQ8mgPJPkZ8iuQFMhNqtxiDtJeHodE5il+XsJzhG1sAMMqdWFQyRP5ye+QHXW7XL4TgxkgIP8Tk3v/f60PeAIDWPj0Ldftf8mysv6XH8zCwgItW7bEo0ePMHnyZFy4cAFi8f9uHng8Hry9vbF+/Xq0atVKG8UlhBBCCNE4qgdrFifBVP/+/dGnTx+EhYXh2bNnEAgEcHNzQ506ddhlevfuLTeQACGEEEJIRacjMIBdq5/w8b8JnOmijFh8CvpDbnlT9/bIDL/AvpeK5SuZAmMbOHRai4//TeR0t5KK85Hz4S5yPtxlp+lZVIOeVXVkRVyXKZTmEvVb1RuKuAtz5Kab1+wGvoG5xrZT0YwePRqjR4/mTHN1dcWZM2cQHx+PJ0+eID4+Hs7OzqhXrx7MzMy0VFJCCCGEkPJB9WDN0ik6gc/nw8vLCwMGDECfPn04gVZCCCGEkK+ZhU8/GDsHlLhcpWZTUanpFM40iShH8Tq9e8L1hwvQs5TPhcUwsPWGy7Cz0LOoxpnO1zdVodSqsfTpB+jID+RUtIsX+R87Ozt06NABw4YNQ8uWLSnQSgghhJCvFtWDNYeGTiWEEEII+X88Hg/VBx5F0t1NSLjxm1zyfwNbb9i2mA1zz87IT3nHmScpyIUyhpVrwW3kFWSGX0RO7CPkxoRAnJ8BXXMnmHl0gIVPX/D1TCDKiOV8Tkdfc8E9voEZdE3tIUr/wE4zcmgA46qNNbYNQgghhBBSMVE9WHN4UsoJQAghhBAiRyLMRl5SGPKT34JvYAF9q+rQt3Yv122GbawPYVoU+96sRldU6/OXRtadFXkL7/f15Eyr1n8/zNzbl2p92R8fIGJ3R6XzjZ394TLoRKnWTQghhBBCtIfqwcWLu7IYSXc2KJ1PLVsJIYQQQhTQ0TOGUZV6MKpS77NsLy/pDYRp0ZxpRg6a2bY4LwMf/5vImWZg6wVTt3YaWT8hhBBCCPl6UD24bORythJCCCGEEM2RSsQlDi4qlUoRc2YaZEdHBQATl8Ayb1+UGY+IfT0gyojhTLdvtww8Hq/M6yeEEEIIIUSRb7UeTMFWQgghhJBylPnuMt5sbohPdzdBmBoJqUTMmZ8T+xgRezoh58M9znRjZ38YVvYu9XbF+Zn4FLwO4TtaIC/+GWeeZe3vYOLsX+p1E0IIIYQQUpJvtR5MaQQIIYQQQspR5tvLEKZGIv7yQsRfXgieji70LJ2ho2eM/JR3kORnyn2GJzCEfZslpd6mMD0G4dv9IcnPkJunb+MB+7a/lHrdhBBCCCGEqOJbrQdTsJUQQgghpBxlvr3EeS+ViJCfHK50eZ7AEE49t8LQzqfU29Q1swePJ9+BSdfcCdUHHgffwLzU6yaEEEIIIUQV32o9mNIIEEIIIYSUE0lBPkzd24NvYKHS8iYureA+6hrMPTuXabs8ng5MqgdwplnWHQz3Udeha2ZfpnUTQgghhBBSkm+5HkwtWwkhhBBCyomOQB8OHX6DfdulyAy/hLyE5xBlxEKUGQuJKA965o7QNXeCnkVVmDgHQM+ymsa2beLSChlvLsDYuRlsm02DcdUmGls3IYQQQgghxfmW68E8aUnDghFCCCGEkApHIswGeDzo6BqVy/qzPz5AxO6OSucbO/vDZdCJctk2IYQQQgghypR3PTjuymIk3dmgdD61bCWEEEII+Qrp6BlruwiEEEIIIYR8dtquB1POVkIIIYQQQgghhBBCCNEACrYSQgghhBBCCCGEEEKIBsilEbh16xYSEhK0UZavnlgsxosXL+Dl5QVdXV1tF4cQQogWxMTEQCqVwtHRUdtFIQQAYGJignbt2kFHh57BE0IIIYQQUlacYOvTp08REBCgrbIQQgghhBAtOHToEPr376/tYmhVQUEBmjdvjrS0NG0X5asUHx8PPp+PSpUqabsohBBCtCQzMxNisRgWFhbaLgohiIyMxH///Yd27dppfN2cYCtTubSxsUHLli01vrFvHdNq2MrKCoGBgdouDiGEEC04duwYAKBXr17UkpBo3aNHjxAREYHU1FRtF0XrsrOz8eTJE+zfv1/bRfkqXbhwAUFBQViyZIm2i0IIIURLRo4ciTVr1sDc3FzbRSEEwcHBOHr0aPkHWxne3t44evSoxjf2revYsSPOnz8Pd3d32r+EEPKN4vF4AIDDhw9DIFB4GSbksxk3bhy2bt2q7WJ8MXR1deHm5qbtYnyVrl+/Dj09Pdq/hBDyDdPR0YGhoSFdC8gX4fHjx8jIyCiXdVOTGkIIIYQQQgghhBBCCNEACrYSQgghhBBCCCGEEEKIBlCwlRBCCCGEEEIIIYQQQjSAgq2EEEIIIYQQQgghhBCiARRsJYQQQgghhBBCCCGEEA2gYCshhBBCCCGEEEIIIYRoAAVbCSGEEEIIIYQQQgghRAMo2EoIIYQQQgghhBBCCCEaQMFWQgghhBBCCCGEEEII0QAKthJCCCGEEEIIIYQQQogGULCVEEIIIYQQQgghhBBCNICCrYQQQgghhBBCCCGEEKIB5R5szcvLQ0pKCj59+gSpVFremyuVHj16wMrKClZWVli4cKG2i0NIhZWcnIxTp04hJyenVJ+n3yIhhJCvSX5+PtLT05GSkvLF1oOnTp0Kf39/+Pv7Y/PmzdouDiEVVlpaGm7cuIHc3Fy1P/v06VP2d+jv74+8vLxyKCEhhJDPRVAeK12zZg22b9+OqKgo5Ofn/29jAgHs7e1RvXp1jBs3Dv369YOOjvYb12ZmZiI1NRUASnVxJORr0bx5czx48ECtzzRs2BC3b99GQkICnJ2dkZeXB2dnZ7x9+xZ8Pl+tddFvkZAvR506dfD69Wv2fe/evXHgwAEtloiQimHv3r04duwY4uLiIBKJ2Ol8Ph82NjZwcHBAv3790K5duy+iHpydnY3MzEwA4NTbCfnWDBs2DC9evFDrM7Vq1cLu3buRnJyMjh07QigUokqVKjh16pRa9WCxWMz+DgF8sQ9nCPkWXLp0CXPnzuVMO3LkCFxcXLRUIlIRlUsNLzQ0FG/evJGrsBUUFODDhw+4efMmvvvuO3h5eSE2NrY8ikAIKQWRSAShUKjWH3MjGRQUxD6Fj4yMREREhMJtZGZmIjIy8nN9JUJIKYSFheHp06ec3/qpU6eopU0p0Xnv2/L+/XtER0dzAq1AYTAlISEBjx49wpw5c9CzZ08kJiZqqZSEkKIKCgpK9QcAT548gVAoBADExsbi48ePCrfx9u1bCqQS8oW7fPmy3O/88uXL2i5WhfWtnvfKpWWrrFq1amH06NEwMDDAgwcPcOHCBURHRwMovJkbOHAgrl69+kU82SfkW+fr6wuBgHtaCAsLQ3JyMgDA1tYWbm5unPleXl4AgA4dOqBhw4YICQlB37594e7uzllu37592LlzJ4KDgzFr1iwsW7asHL8JIaQs/vnnH/a1qakpMjMzkZWVhQsXLqB79+5aLFnFQuc94urqij59+kBPTw8vX75EcHAw4uPjAQBRUVGYO3cuduzYQfVgQr4A7u7ucq1RIyMjkZ6eDgCwtLRE1apVOfOZlm5NmzaFt7c3Xr16hbZt26JatWrsMsnJydiwYQOCg4ORmJiIBw8eQFdXt5y/DSGkNIRCIW7dugUAMDIyYtPjXblyBaNHj9Zm0SoUOu99hmCrr68vJk2aBAAYNWoUAGDlypX48ccfAQA3btxAWFgYatasWd5FIYSUYMeOHXLT+vXrh6NHjwIAunTpgl27din8rJGREe7fv4+MjAyYmZnJzT906BBu3Lih2QITQsoFE2zl8/mYOnUqli5dCgA4fvw4BVvVQOc94uHhge+++w5AYSoOAPjrr7+wbt06AEBISAgiIyOpayIhXwBF4wXMmjULly5dAgAEBARg8eLFCj9raGiI/fv3IysrCyYmJpx58fHx+PfffzVeXkKI5t29e5cNsPbs2RP//fcfMjMzERYWhg8fPsDJyUnLJawY6Lz3GQbIUmTGjBkwNDRk3z969Ejhcnl5eQgLC8OtW7cQFxen9nbEYjHCwsJw+/Zt6qZFyGeiKNBaHj58+ID79+9Tt2ZCNCw6OhoPHz4EANStWxd9+/Zl5506dYrtJqmKvLw8PH36FM+ePVM4PysrCyEhIQgJCVHrt1xQUIBXr17h/v37pR6Qr7SobkHKasiQIdDX12ffy+ZGlpWcnIznz58jNDRUrd8dIz09Hc+ePUN4eLhcSgNCSPkoGmgtL/Hx8Xj+/DnlWSZEw65cucK+9vPzQ8OGDdn36qYSyM/PR1hYGN68eaNwfk5ODl69eoVXr16p9VtOS0vD48ePtZKSk+oWqtNKsJXP58PS0pJ9z+Px2Ne5ubnYsGEDfHx8YGRkhBo1aiAgIABVqlSBjY0NFi5cCLFYLLdOpvuzQCBAdnY2Tp06BXd3d9SoUQP+/v6oXLkyOnbsiKioKLXKOn78eHa9BgYGOHv2bOm/OCFfsdu3b7O/FYFAwAZAZs+eDYFAgDNnzrDL/vrrr+xyQ4cOVXkbWVlZGDVqFKpUqYKqVavCz88PZmZm8PPzQ1BQkMa/EyHfohMnTrCvW7VqBR8fH9jZ2QEorNzJVkJlMddhfX19SKVSbN26FQ4ODqhTpw5q164NR0dH/PHHH+zyixcvhr29PRo0aIAGDRrAxsYG27ZtK7ZsDx48QPPmzWFiYgJvb2/4+fnB1NQUXl5enHLLaty4MXu+Wb58udz8Xbt2sfOdnZ0Vfid16xaaPO+Rrw+fz+c8mJStB79+/RoLFixAkyZN0Lp1awwePBgDBgxAkyZNMGjQILx9+1ZufZcuXUK9evVQr149/P7778jNzcW8efMQGBiIIUOGoG/fvmjVqhWOHz+uds60ZcuWsetu2LAh27WSEML1+PFj9rdSr1495ObmIjc3F/Xq1cOgQYM4y/r5+bHLffjwQeVt5OTkYPHixWjTpg06dOiAwYMHo1mzZhg0aBAeP36s6a9EyDdHLBazPZJ0dHRQr149NGnShJ2vrA4MAH369EG9evXQoEEDSKVSHD16FG3btkX//v3ZQTH37dvHLr9161a0bt0aAwcOxMCBA9GiRQu2N6kiQqEQGzduRJs2bdCyZUsMHz4cnTp1gr+/P+bPn4+0tDS5z9y6dYs91zRo0EDhejt06MAuI9sStbR1C02f9yoyrQRbX716xUbheTwe5x8vFosxc+ZMvHjxQq5CmJycjCVLlijswigQCCAWiyEWi7Ft2zb07t0b79+/5yxz/vx5tGnTRuXWMwcPHsSWLVvY9W7duhWdOnVS9+sS8k2QSqXsb0X2gQgzXdmyEolEpfWHh4fDz88PO3fuZFu683g8iEQi3L9/H23atOHkmSSElI7s76hjx44AwLn2HT9+XOHnmOuwUCjE8uXLMW7cOKSkpLDzY2JiMH36dJw8eRIzZszAokWLkJWVxc7Pzs7G2LFjcejQIYXrX7hwIZo0aYKgoCDO03+JRILXr1+jV69eGDJkiFzdQfa8pOh8o+zcJfud1K1baOq8R75O7969w6dPn9j33t7e7OtLly7h9OnTyM3N5XxGLBbjxYsX+P777+V6hOnq6kIikUAikeDjx4+YOHEizp49yzkGs7KysHTpUrW69J07dw5Hjx5l171gwQL4+/ur+W0J+TZIpVL2tyJ7jpdIJHLXJUXLlSQqKgqDBg3CiRMnkJSUxE4vKCjAixcvMGbMmGIDQYSQkoWEhLBByzp16sDExATNmzdn57948YLNu14Un8+HRCJBQUEBdu7ciWXLliEjI4Odn5iYiNWrV+PatWtYvXo1tm7dyrnW5+XlYdmyZTh//rzcuqOiotC3b1/s3LmT8/sHCgdhPXPmDHr16iX30EXZeUmW7HzZc1VZ6haaOu9VdJ892Hr37l02ZxUADBo0CB4eHux7ExMT9OrVC7Nnz8aNGzcQGxuLt2/fYu3atdDT0wMAnDlzRu5iItsda8aMGeDz+ejXrx9WrlzJ+YEw6ypJWFgYJwHyihUrMGzYMLW/LyHfuk6dOmHFihWoUaMGO61Vq1ZYsWIFVqxYgf79+5e4DqlUioEDB+LVq1cAgDlz5iA2NhbJycnYtGkT+Hw+8vLyMHLkSGRnZ5fbdyHka5eYmIjbt28DAKysrNjASq9evdhlTp48qbCHiex1eMGCBbC0tMTEiROxcOFCWFtbAyj8Lffp0wdr166Fo6Mj5syZgzlz5nC6Xc6ZM4cd3Zlx/vx5LFmyhN3ukCFDcOPGDdy7dw/jx49nl/v7779LbB2rjtLWLTRx3iNfp2fPnmHGjBns+86dO3MG0mnZsiXq16+P5cuX49ixY7h27Rr++usv+Pr6Aijskrh+/XrOOpn6MVDY6iYkJATOzs4YO3YsBg0aBAMDA3b+H3/8wXnIoUxkZCSWLFnCvp88eTLlayZETQKBAJMnT8aAAQM40ydOnIjJkydj8uTJMDc3L3E9UqkUc+fORUREBABg+PDhuHTpEm7evIm5c+dCR0cHQqEQixYtkntQQwhR3dWrV9nXrVq1AgDY29uzA0IDylu3yl6LN23aBFNTUwwYMABjxozh/M5nzpyJffv2wdbWFsOHD8fw4cM5KTbXrVvHqQdLJBL8/PPPbC8qKysrLF68GP/88w9+/fVXVKlSBQCQkpKC+fPnayzFXmnrFpo6730Nyn2ArAsXLsDPzw9isRjR0dHsk3w+n4958+bh559/lvvMwYMH5aZNmzYNr169ws6dOwEU3lC1bt2anS97Q8Tj8XD69Gl2/rRp01C/fn02Z9zly5cxb948pWXOzc1F37592QNm2rRp7IBehBD1tGrVCq1atcKtW7cQGhoKAGjSpIlav6mjR4+yOSQ7d+6MX3/9lZ03fvx4hIaGYsOGDUhNTcWuXbswefJkzX4JQr4RJ0+eZJ84d+nSBQJBYTWhTZs2MDU1RWZmJpKSknDjxg0EBgZyPit7HTY0NMTdu3fZh6mNGzdmW8kWFBTAysoK9+7dYyuIfn5+6NmzJ4DCp/eRkZFwc3MDUBhcGjt2LLvugQMHYs+ePez7Ro0asS1PAWDu3Lno168frKysyrw/Slu30MR5j3wdgoODMWjQIIjFYsTHxyM1NRVAYffEESNGYMyYMZzlfX195QaitLS0xKpVq9C+fXsAwJMnTxATEwMHBwcAkBvdt379+ti5cyebnsDX1xezZ88GUJhrLSwsDPXr11da5ry8PMycOZMN2gwaNAg//PBDaXcBId8sXV1d/PDDD3j58iWn18bQoUPVGpX74sWLbIMDf39/TJkyhZ3Xv39/vH//HocOHUJmZiZOnDiBgQMHau5LEPKNkEqlnGCrbD23devW7G/w8uXL+P777+U+Lxuc1NfXx759+9iHqb6+vpgwYQKAwp4qZmZmbMAVAHx8fDB9+nQAQFxcHGJjY1G1alUAhT3Knj59CqAwkLljxw64uroCAFxcXODj44M+ffogLy8PsbGx+PPPPzkNEUqrtHULTZ33vgbl3rI1OTkZ9+/fR0hICKfL1G+//YYlS5awN3KKSKVSPHv2DGfPnsVff/3FabIdGRnJWZbP57Ovu3TpwgnECgQCtGvXjn0fFhZWbJmnT5+O58+fAyisYK5Zs6b4L0kIKVd//vkn+1rRDV/nzp3Z19evX/8cRSLkqySbQqBHjx7sa319/RJTCcheh4cOHcrptdKiRQtOJXTEiBFsoBUAunXrBgsLC/Z9eHg4+/rFixecnKhz586V2/bs2bPZyl9aWhru37+v9DuqQ5N1C/JtSk9Px4sXL/D69Ws20AoAU6dOxYQJE4qtB6elpSEkJAQXLlzA1atXOcvKDoohe5wCha1mZPPANm3aFDo6/6vyF61DF7V69Wo2N2znzp05LXEJIZ+fbBdd2WszIyAggH3NNE4ghKjnxYsX7MCn7u7u7ANNgBt4ffLkiVxXfgCc62zXrl05vVbq16/PuYb37NmTDbQChb1aTE1N2ffR0dHs65s3b7KvW7RowQZaGY6Ojmjbti37Pjg4uIRvqhpN1y2+ReXestXFxQWtWrVCTk4OHj9+zLbwmDt3LszMzDBq1Ci5z2RkZGDDhg3466+/8O7dO4XrLW4EYNkbPEazZs2wevVqAIUVVLFYLHcAAcC1a9cQEhICoPAA++WXXzgHFSHk85MdqXnatGmYNWsWZ75sd4mi+RQJIapJT0/nPNE/ffo0rl27xr5nciUDhYNobdiwgVPJklV0oClDQ0P4+vqyN4GyFVigsILq6OjI5sn6+PEjO495+AkAFhYWqFWrltz2XFxcUKVKFcTExAAorDB36NChuK+rtrLULci3y8HBAQ0bNkReXh5CQ0PZm5H169fD2NiYk1qL8eDBAxw6dAg3btyQS6nBkM2HXJTsDR5QmKLLzc2NHQ1ZWb45ZttM6x0dHR1MmDCB6sGEaJls3XbVqlVyKfGEQiH7mrkOEkLUI5seQCKRYMWKFZz5urq6EIlEkEqluHbtGvr27at0XbINCgDAwMAAHh4e7PVVNtAKFF5vbW1tkZmZCQBISEhg58kOjFmvXj2F26tbty5OnToFoDAvvFQq1fi1uyx1i29VuQdbGzduzHb9l0ql+Omnn7Bs2TKIRCJMmjQJPXv2hI2NDbt8RkYG2rVrh3v37rHTXF1d4eHhgaSkJDx48IBdlzKKbv5kR30FCn9Aim6IZJ8GisVijBgxApcuXaKKJiFaIhQKOSMWyj7pU4RyVRFSOqdPn+bcsMm2KC8qLi4Od+7cQbNmzRTOV3QdLtolvyjZ3E+yOWFlW7kWrZzKqlSpEnuTWR43m2WpW5Bvl6+vLxYtWgSgsO66adMm7Ny5EwUFBVixYgUCAwNhaWnJLn/27FksWLCATeehr6+PmjVrwsLCAvfu3VPpGqfo92VsbMy+Lm5wCuZGkFlu0aJF2LZtG9WDCdESkUjECWKUFNDQVL5GQr41ssHWd+/eKW30BxSmEigu2Kqozijbw0vRNVW2nsxcp0UiEaexg7IUWbL1iNzcXGRlZXFaympCWeoW36pyD7bK4vF4WLx4Mfbv34/IyEjk5+dj586dmDNnDrvM+PHj2UCrt7c3Dh48CB8fHwDAvn37MHjw4HIv58iRI/Hnn39CIpHgypUrWL16tVxLOkLI56GnpwcLCwu2++WCBQuKDbhUrlz5cxWNkK+KbAoBExMTTgWKkZyczLa0O3bsmNJgqyYxOasAbuvaomS7VdesWZN9LRv8zMnJkftccQ9vCdEkHo+HcePG4ezZs4iNjYVIJMKJEyfY9DiRkZGcQOv48eMxfPhwNsdZly5dOK2+y0vPnj3x77//QiqV4v79+9izZw8NEkuIlujq6rI50wFg1KhRxeYk10S+ckK+NeHh4ZzGPYp+RyKRiP0dPnz4EGlpaZwUWOVBV1cX1tbWSE5OBgCF6QsAcNJ12tjYsIFW2TqwRCKBUCjkBH0BqgeXp88abAUK/+E9e/bE77//DgA4cuQIJ9h68eJF9vXKlSvZQCsApV2pNKlXr17YsWMHjI2NsW7dOgCFwZ3WrVsrbbZNCCmZ7BM+2bx1qvDy8kJQUBCAwgTi/fr102jZCPnW5eTk4Pz58+z7v//+W2FeuMGDB2Pfvn0AClMJMNfy8iRbD8jMzMSrV684o8IChV0sZdML1alTh33t6OjIPsSVzf3KUDRNU8py3iNfJz6fj8DAQPZ3dOHCBTbYevfuXTbQ6u3tjdGjR3M+K9viu7wEBgZi4cKFMDQ0xIEDBwAAGzduhJ+fH+chBiFEdUVbuWVmZqoVFHV1dcWTJ08AAG5ubuxgeYQQzZBt1erh4YEjR47ILfPhwwd07doVQOH1+Pr16wrryprm7u7OBluZQVmLkp3u6enJvi7aCCkuLo6TDiA/P7/YtERlUdbz3teg3AfIUqRNmzbs66dPn7L/4ISEBE5UvuhoZbKtbsoLk3B42bJlqF69OoDCbswDBw5U2CKGEKIae3t79jWTF1lVLVu2ZF///PPPbF5HQohmXLhwgb3GGRgYcAZ+ktWrVy/2dVRUFJvapzzVrl2bk25o6dKlcsv88ssv7GsbGxtOgNbNzY19ferUKU6rgI8fP2LLli3se00/3S/LeY98vfz8/NjXb968QXp6OgBuXraiA2c9f/6ck8OtvDg5OQEAJk2axOacKygowJw5cyhNDyGlJHsNA7jpOlTRoEED9vXmzZuRkZGhkXIRQgrJBltbtGihcBknJye4u7uz7y9fvlzu5QKARo0asa+vXLnCqSsAhUFg2QYTsss7Ojpylj158iTn/ebNmzkPcjVZDy7ree9roJVga/PmzdkmzRKJhB093NbWltMUe+nSpbh37x7u3LmDkSNHskl/gfJv5WpsbIwdO3aw78PCwjB16tRy3SYhXzPZAXPu37+PDh06YOPGjbh9+3aJn507dy77FC4sLAze3t5Yvnw5zp49ixs3buDYsWNYunQpjZhMSCnJPsxs3bo1jIyMFC7Xvn17zrzjx4+Xe9mMjY2xfv169v2hQ4cwdOhQ3Lt3D48ePcLYsWM5+WV37twJQ0ND9r3sKM2ZmZlo3rw5VqxYgUmTJqF+/fqcJ/qarluU5bxHvl5169ZlW3xIpVJ2vADZ4+Xp06c4cuQIPnz4gBMnTmD27NmcfGjlXQ82NDTEwoUL2fdRUVFYtWpVuW6TkK+VtbU1p+vuTz/9hE2bNuHvv/9W6fMjRoxgH95FRUWhd+/e2LlzJ27duoWHDx/i0qVL2L59OztgIyFEdR8+fOCMDyDbyKeo1q1bs6/v3r3LphUoT4MHD2YbBEokEowaNQpnzpxBdHQ0Ll26hBEjRrB1Am9vb3z//ffsZw0MDODt7c2+//PPP7Fo0SLs3bsXo0aNwp49ezjb0mQPmrKe974GWgm2mpmZoX79+uz7S5cuASjMZfXjjz+y02/duoXGjRujadOm2LVrF2cE4s/xdL1169YYMWIE+37Hjh2fpXUtIV+jYcOGcYI0Fy5cwKRJk1R6KmhsbIy9e/eyuVpjY2Mxf/58dO7cGS1btkTfvn3x888/Y8eOHZScmxA1iUQinD59mn3PdJFSxMjICB06dGDff65r4nfffYdx48ax7/fu3YvGjRujfv362LZtGzt91qxZ6N69O+eznTp14lSOw8LCMHfuXGzcuBGJiYn49ddf2Z40sgOEaUJZznvk62ViYsJJhXHnzh0AQLdu3WBtbc1OX758Obp27YrFixcjKSmJbXUKFHb9K29+fn6cLpL//PMPp/UPIUQ1Ojo6nBRYqamp2LFjB9asWaPS5w0NDfHLL7+wg+B8+vQJGzduxKRJkzBy5EjMmjULmzdvxj///EP1YELUJHtdq1SpklyqKlmy9cmCggLcvHmzXMsGFPb2XrZsGSpVqgSg8Pwxf/58dOvWDbNmzWLTaNna2mL58uVyPWOKNkb6999/sXbtWjx48ACOjo7o06cPO08kEmms3GU9730NtBJsBcDZ8adOnWIvDLNmzcKiRYs4KQRMTU0xdepU3L9/n42OJyQkfJbcVatXr2a7UQGFScnLY5RjQr529vb2OHDgAHuhYKjaOicgIAChoaEYPXq03DqAwqdn3bt3R3Z2tkbKS8i34urVq2xqDh6PV2ywFSgcPIcRHh6uNH+Upm3evBkXLlyAj48PJw8Uj8eDn58fgoKCsHLlSoWfPXjwoFyuZ2tra6xfvx5z5sxhuzpp+vxR1vMe+XrJpuq4efMmJBIJzMzMsHXrVk6+NaAwxdXu3bs5v03ZtFvlafr06Zzjd/HixZ8lnQEhX5sxY8agbdu2ctNVDW7Ur18fJ0+eRO/evTkjjzPMzc3RqlUrSvdBiJpkg60BAQHg8XhKl3V3d+c8+PxcDyBr1KiBEydOoG/fvnID2BobG2PEiBE4efIkJx8ro169eli5cqXceaNRo0bYuXMnatSowU7T9PmjrOe9io4nlUnMcOPGDbRs2RItWrRgu/ZrS25uLp4/fw4jIyN4eXnJJditiDp27Ijz58/Dz88Pd+/e1XZxCNEKoVCIsLAwJCYmonLlyqhZsyZnpERVJSUl4c2bNzA2NkblypVha2v7VZwnyNePqcSJRCK5p89ENdnZ2Xj58iX4fD5q1qypNO1BUYmJiQgNDYWFhQU8PDxgYGBQziUtpKnzXnkYN24ctm7dii1btmDs2LFqfTb74wNE7O6odL6xsz9cBp0oaxE/m/T0dDg6On4RaR7i4uIQFxcHNzc3mJmZabs4GrFz507cvn0bu3fv1nZRCNGa5ORkREREQCAQoFq1aqUeMCY1NRVRUVEwNDSEtbU1rKysqB5MKoTAwEBs3Lix2BakpHgxMTGIi4uDo6Mj7OzsVPqMSCRCVFQU0tPT4eTkxPYY/Rw0dd4rD0ePHkVCQgInhaiq4q4sRtKdDUrnf7F3eYaGhpzkvoSQr4Oenh5n8JrSsrGxkUu8TQj5NhgbG5eqjmBra/tZK5cMTZ33yLfD3t6eM8AaIeTrYG1tzUkXUlqWlpYKW7gSQr5+Dg4OcHBwUOszurq6nEFjPydNnfcqGnr8RQghhBBCCCGEEEIIIRpAwVZCCCGEEEIIIYQQQgjRAAq2EkIIIYQQQgghhBBCiAZQsJUQQgghhBBCCCGEEEI0gIKthBBCCCGEEEIIIYQQogEUbCWEEEIIIYQQQgghhBANoGArIYQQQgghhBBCCCGEaAAFWwkhhBBCCCGEEEIIIUQDKNhKCCGEEEIIIYQQQgghGkDBVkIIIYQQQgghhBBCCNEACrYSQgghhBBCCCGEEEKIBggUTczIyMCdO3c+d1m+emlpaQCArKws2r+EEPKNu3v3Lvh8vraLQb5x8fHx2i4CIYQQQgghXxVOsDU2NhYA8PjxYzRt2lQrBfoWvHz5kvYvIYR84/z9/bVdBEJYoaGh2i6C1vF4POTm5qJbt27aLspXKTMzExkZGbR/CSHkG5aZmYnx48fDzMxM20UhBLm5uWjfvn25rJsTbDU2NmZfU2sbzROLxexr2r+EEPJtYq4FdB0gXwKJRAKpVEo3PQCkUinEYjGcnJy0XZSvUmJiIqRSKe1fQgj5hsXHx8PDwwO6urraLgohyMrKKrd1c4Kt5ubmAIAWLVrg+vXr5bbRb1XHjh1x/vx5+Pn54e7du9ouDiGEEC3g8XgAgLy8PAgECrP5EPLZjBs3Dlu3bkWVKlW0XZQvgqGhIdzd3bVdjK9STk4OMjMzaf8SQsg37NGjR7C1tYWNjY22i0IIQkNDy+1+jAbIIoQQQgghhBBCCCGEEA2gYCshhBBCCCGEEEIIIYRoAAVbCSGEEEIIIYQQQgghRAMo2EoIIYQQQgghhBBCCCEaQMFWQgghhBBCCCGEEEII0QAKthJCCCGEEEIIIYQQQogGULCVEEIIIYQQQgghhBBCNICCrYQQQgghhBBCCCGEEKIBFGwlhBBCCCGEEEIIIYQQDaBgKyGEEEIIIYQQQgghhGgABVsJIYQQQgghhBBCCCFEAyjYSgghhFRwBQUFGDNmDHbu3KntohBCCCGEEPLZ1K1bF0OHDoWZmZm2i0IIi4Kt5IuXmZmJR48e4f379xCLxdouDiknwcHBsLKygoODAyQSibaLQ1Tk7+8PKysrHDlyRNtF+aZJJBJs374dV65c0XZRCCGEaAiPx4ONjQ2qVq0KQ0NDbReHlKPJkydj48aNaNu2rbaLQtQwd+5cbNy4EQ0bNtR2Ub5pLi4uaNmyJYyMjLRdFEJYAm0XoCw+ffqE69evAwB69OgBXV1d7RaIaExBQQF27dqF3377De/fv2enCwQCdOrUCevWrYOzs7P2CqjE7t27MWbMGHh6euLZs2cKl4mMjISXlxfEYjF++eUXzJo1S+FyvXr1wpkzZzBs2DBs27atPIutMb/++isWLVqk1mcuXLiAli1bIiQkBKmpqfDw8ICOzud9DnTo0CEMHToUrq6uePXq1Wfddnlhjp958+Zh4cKF5bINkUiE+/fvQygUombNmuz0/Px8dO3aFampqTh37hxsbGzKZftEfcePH1fpYYZAIEDPnj2Vzr9x4wYSExPh4eGB2rVrq12OhIQE3Lx5s9hlevbsCYGg+GqKWCzGgwcPcOvWLcTHx2PhwoUKWzVcu3YNSUlJStfj6ekJX19f1QpfhFQqxYkTJyAWi+Hk5ITGjRsrXfbBgwd48OABQkNDUaNGDTRu3Bj16tUrcf0XLlzA06dPERUVhWrVqsHX1xft27f/7OdK8mXx9PSEmZkZ4uPj8eHDB20Xh2hQ5cqV0adPH/j6+kJPT4+dnpycjLNnz+Lq1ataLJ1yv/32G6ysrLB9+3Y8ePBA4TJDhw5F8+bNIRKJMH78eIXLVK1aFT/99BPEYjHmz5+P5OTk8iy2xnTu3Bk9evRQ6zOrV69GWFgY3N3dYWxsjLi4uPIpXDF++eUXVK5cGTt37sS9e/c++/Y1Tfb4mThxIgoKCsplO3w+Hy4uLhAIBJz/m0AgwJQpU2BsbIy1a9ciKyurXLZP1GNvbw9HR0eVlo2OjkZCQoLS+WW9/taoUQOmpqZK58fFxeHjx48lrofH46F69erw8PCAubk5Tp48iby8PM4yZmZm8PT0LHY9ISEhpW7sJLtfnz9/Lrd9WdWrV0f16tVhb2+PuLg4vHv3DlFRUcWu38rKCt7e3rC3twePx0NsbCxevXpVIa4LFTLYmpWVhTVr1mDNmjXIzMwEAKSlpcHc3FzLJSOakJeXh1atWuHu3bvQ0dFB7dq1Ua1aNURGRiIsLAxXrlyBhYWFtoupkKGhIYRCITIyMpQu8/vvvyM3NxcAlF58w8PDcfLkSUilUkydOrU8ilouXr16BX19fc60/Px8CIVCCAQCha0ymEDN48ePARR2A/ncHj16BKFQCG9v78++7fLy4MEDCIVC1KpVq9y28erVKwiFQujr63OCrdevX8elS5cAAHfv3kWXLl3KrQzfuoKCAmzcuBGHDh0CABw+fBjBwcGoVasWBg8ejH79+nECct999x1EIlGJ6zU2NlZ4fgoKCsKcOXNw+/ZtAMDUqVPx+++/q13uS5cuYfDgwcUuk5mZCRMTE4XzPn78iDlz5uDs2bNITU1lp8+ePVthsHXUqFF49+6d0m3NmDEDq1evVrH0XGvXrsXMmTMBAH379lXYyjspKQk//PADTp06JTdv6NCh2LZtm9y5Eyg8L44cORKPHj2Sm9ewYUPs3bsXNWrUKFW5ScXl5uaGvn37wsPDAwBw8eJFHDx4UMulIprSoEEDjB07Fnw+H5mZmQgPDwePx0OVKlVgbW39xdaBgcIHYAKBgBMglmVmZoZmzZpBIBBAIBCAx+NBKpXKLde+fXsIBAKEhIRUiBtqRpUqVeSusbq6uhAIBBCLxRAKhXKf+fDhA6ysrNjrXXR09GcpK0NfXx9VqlQBj8f7ah7aVKtWDQKBAPHx8eUWaAUK/98CgQAikQixsbHs9Bo1arD1b1dXVzx9+rTcyvCtc3JyQrt27dj7x0WLFiEuLg5hYWG4fPky50F7/fr10bt3b5XWe/jwYZw/f15uuqauv8OHD4etra3S+efPn8fhw4eVzre0tETfvn3h6+sLY2Njdvq5c+fkgp3e3t4YPXp0seUZO3Ys8vPzVSz9/xgaGmLGjBmwtrYGAMyfP5/zW2CYmJjghx9+UHiff/v2bezZs0fhb7VXr17o0KGDXKNKkUiE//77D6dPn1a7zJ9ThQu2HjhwANOmTUNiYqLCGxNS8U2YMAF3796Fq6srjh49yvlRpqam4uHDh3IVzV27duHYsWMYOXKkyifR8sA8oWKCqUWlpKRg165dMDU1RWZmJnJychQu9/vvv0MikaBbt26cINaX7u+//5ab9sMPP+Cvv/7CiBEjsHXrVqWfffLkCQCU2MqrPGgz0KtIWY/npKQk9mlonTp1NFy6/2Eqj7Vq1eK0QPTz80Pr1q1hZWWFNm3alNv2v3U5OTlo27YtgoODwefzUaNGDejr6yMsLAxnz57Fs2fP0K9fP85nhg8fXmw6ljt37uDVq1dsJZKRkpKCYcOGscFCfX39UlXKGBEREQCARo0ayW2Loay3yr59+zBp0iSkpaVBIBCgXbt2aNu2LSpXrqwwCCEWixEdHQ0DAwP06dNH4Trr169fqu/x/PlzzJ8/X2nAACgMGjdo0ABRUVGoX78+Zs6cCScnJwQFBWH58uXYs2cPYmJi2AcUjISEBHTp0gWxsbHo168fZs6cCUdHRzx79gyzZs3CgwcP0KtXL4SEhFD34m+EsbExRowYwV6rRCIR9er6ytjb22PEiBHg8/k4ffo0Tp48ybkB9fT0VNjy0d/fHw0bNsSNGzcQEhLyOYvMwdR/lQVb27ZtC11dXeTm5sLQ0BC6urpyAUgLCws0atQIQGHgoCLZsWOH3LQffvgB/v7+uHnzJvbu3avwc8x1MDU1tdgGG+XByckJPB4PIpFIK61qFSnr8Vy1alUA5R+4dnJyAgDExMRwWgW+e/cOr169QnZ2Nl6+fFmuZfiWNWrUCCNHjoSuri6ysrIQEREBS0tLODs7w9nZGXFxcbhx4wa7fHR0dLG9qnR1ddGkSRMAQHx8PGeeJq+/PB4PVlZWEIlESnsAREZGKv18kyZNMGjQIBgZGUEsFuPFixd4+fIl0tPTFcYWKlWqBKCw7l30ezFKm6px8ODBsLKyKnYZAwMDLFy4EDY2NoiMjMS5c+eQkpICd3d3dOnSBc2bN4elpaVco4euXbuia9euyMjIwJ49exAaGgp9fX00atQIXbt2Re/evZGamoqgoKBSlf1zqHDB1pcvXyIrKwvz5s1Dq1atKK/NVyYjIwO7d+8GUHhDXTT4ZWlpKfc/z8vLw5gxYyAWi0vdMklTmKfSyoKtW7ZsQXZ2NgYOHIgDBw4oXC4lJQV79uwBUNhKq6JTJZApFArZyog2Ap5MoLc8A5Oq0sTxzARBzczM4OLiosnicTD7rej/zMLCApcvXy637ZJCixcvRnBwMOzt7XH16lW2haNEIkFQUBA+fvwo1828uJQkQqEQbm5uAIA5c+Zw5unr6+P8+fNo2LAhVq5cidWrV+PMmTOlLjsTbF2wYAG6du2q8uc2bdqEiRMnAgCmTZuGBQsWlFjJ+/DhA0QiEXx8fBQ+ECqt/Px8DBo0CGKxGN9//z327duncLmff/4ZUVFRaNCgAW7evMkGRps1a4aWLVsiICAAly9fxqVLlzjXt9WrVyM2NhZOTk44ePAg+79kumvVqlULr1+/xr///ovvvvtOY9+LfLmY4zgiIgJHjhxBx44dS5XGg3y5/P39YWBggOfPn+P48eNy88PCwuSmCQQCDBs2DDo6OmwvB21hHsIpCrbq6+ujVatWSEpKQmpqKtzd3aGnpycXbG3Tpg0EAgFevnxZYvfSiqBatWoAig/8qbJMeWECkx8+fFD60PBz0sTx/LmCrcx2ih6nubm5WLVqVblu+1tnZmaGYcOGQVdXF+fOncPRo0fZ49fY2BgBAQG4f/8+5zPPnj1TmuYPAFq1aoUmTZogJiaGvcdhaPL6a2VlBYFAgMjISIUPaIoTGBjI9gy7cOECTp06hezs7GI/wwRbT506Jfe9yqJRo0Zo0qQJgoOD4efnBz6fr3C5nj17wsbGBu/fv8evv/7Ktv5/+/YtQkNDMXfuXHh7e8Pb25uNBxgYGLApWTZv3sy59v3777+oUqUKGjZsiC5dunzRwdYKl+xr+PDhCA8Px7Jly77objSkdO7fvw+JRMI+tVDF8+fPIRaLYWBgoHJ3SpFIhOjoaDx//hwxMTEqdzH59OkTJ4dsUcW1bM3Pz8eGDRtgYGCA9u3bK11u69atyMnJQbNmzdCsWbNiy5OamopXr14hPDwc6enpKn2HgoIChIaGKtx2fHw8wsLCis21og6RSMTmQC0ukMl0RxcIBPDx8WGnZ2Zm4t27dyrnkElKSsLr16+VBrsV+fjxI9vFpLSBXnWOp/z8fISGhiIhIUFhpbY0x3NRTIC7du3a4PF4CpcRCoV4+/YtYmJi1Fp3dHQ0O1gdE9T9UloEf2uOHj0KABgzZgznWNHR0YG/v7/aAbjdu3fjw4cP8PDwkGsBamxsjCtXruD+/fto2bJlmcvOdOlX1qpVkaioKMyZMwd8Ph+HDx/G2rVrSwy0lnZbqliwYAGePXuGcePGKc0hnp2djQ0bNgAAli5dKtcCtVGjRmxl8tdff+XMu3PnDoDCek/RoLm3tzd7rnzx4kVZvwqpIIRCIVatWoWlS5cqDLqRio954PXmzRuVP+Pk5AQdHR21WiYaGRmhSpUqqFy5ssot43V0dGBnZ1dsay6m/qhomYCAABgbG+Pu3bts78SiQVk9PT32GnP27Nliy8Pn82FlZQVHR0dYWFionMPa1NRUYS55gUAAOzs7jY5mzufzUaVKFQDFB/6UBe0qVaqkVs8FExMT2Nvbq9XiThOBXnWOp5L2c2mOZ0XrAIr/Tnw+H7a2tmrHE6ysrGBjYwMej6fSdkj5qFWrFgwNDZGbm8um3mNkZ2fj3Llzat0P8vl8dOrUCQAUNibQ5PWXSR9QXE5YRaytrdG3b19IJBJs3rwZhw4dKjHQKrs9Za1aS8PS0hJDhw6FUCjEP//8ozTQqqenx/Zy/Oeff+TSrLx//55NldW5c2d2uouLC3R0dJCdna1wfzO5pStXrqx021+CCteylamEkK8T0/Q9Pz8fN2/eLPam/u7du+jRowf7FF0oFMLBwQFAYcVBUYL3Q4cOYdeuXbh27RqnubyBgQEmTJjAaUm4YMEC7Ny5E+vWrUOzZs0wfPhwXL58GUOHDmVb3xbFtGwtKChAQUEBp2v13r17kZCQgO+//56tZBa9CAiFQmzcuBGA8latMTExWLVqFY4dOyYXKKtWrRquXLkCV1dXAIW5jGvUqAEnJyc8ePAA27Ztw48//oj09HS8f/8ezs7OEAqFWLduHVauXMkGHfl8PqZOncrZH0FBQSgoKECLFi0UlksRJojK5/OLHXyGecrm5eUFfX19bNy4EQcPHsT9+/dRUFAAd3d37N+/X+lInwcOHMDy5cvZp2E6Ojro1asXNm3aVGw+HNltV65cGfb29ip/N0C94+np06eYOXMmZ1knJydcvnwZHh4epTqeS/pOioKgCQkJ+PHHH3H48GH2psje3h5r1qxRGpw7ceIEDh48iODgYPaYs7a2Zi/wRQPpTZo0wfv377Fr1y7OhZNojlQqZXMiaeK6WFBQwAb75syZo/Cm1d/fv8zbYUREREAgEKjV8nrs2LHIysrC7Nmz5dIjlLQtQLPB1uvXr2Pt2rWwtbXFwoUL8dtvvylcjnl4AgDNmzdXuEzv3r1x+PBhuRYYzMM7ZQEE5maaHnZ8W9QJwpGKhwk+ent7l5iLzsXFBZMnT2bPBXw+n82hnZycjKVLl3KWt7CwQMeOHdGwYUNYWlpy5iUlJWHlypX49OkTgMI8fL/++itSUlKwZMkStGzZEn379oWRkRFmzpypNI8qU68oGkTV0dFB+/btIZVKcfv2bTZ1S9GgoL+/P4yNjREVFaV0wNJGjRohICAANWvW5JwfRSIRrly5wslz2KtXLwQEBODAgQMIDw/HiBEj4O3tjdu3b2PXrl0ACuti/fv356wvOTkZq1at4gRD3NzcwOfz1Qq0MDk9JRJJsflQZYOtlSpVQs+ePVGzZk1YWFhAIpHg6tWr2L9/v9LPN27cGF26dGHrjRKJBCEhIfj777/Z8U1U2bY61DmegJL3s7rHszK2trZswFfRdzIzM0Pfvn3h5+fHbistLQ2HDh1SWteuV68eGjduDDc3N/a7ZmVlsfdzRYOtCxYsgI2NDf78889iW1KS0mP+DxkZGWVKa8Vo1qwZbGxskJiYiLt37ypcRlPXX6alqbrBz6FDh8LAwABnz55Vmn5A2fbEYjHn91hWI0eOhJGREf75559izzGOjo7s7z08PFzhMiEhIfDz8+PcEzDXEn19ffD5fLk0B8z72NjYUqdA+BwqXLCVfN38/PxgYGCAvLw8LFmyBHXq1FH6xPHDhw+oVKkSW3mxtrZmT15FW8VmZWVhzJgxOHDgAIDCkfD8/f0hEAjwzz//IC0tTe5J7MuXL5GQkAALCwv06dOHvQAXl1NUdlTB3Nxc9r1UKsWaNWsAFOakZQJWRYOtBw8eRFxcHGrWrKmwa+3FixcxaNAgfPr0CQYGBmjVqhVq1qyJFy9e4ObNm4iJieGMshgVFYWEhAR4eHjgv//+w9ixYwEUPpVlWmKNGDEC+/btg76+Prp164ZKlSrh3r177JN4oDBJ+IABA9gyqJq+g2lh6eHhUeyTbma5OnXqYMqUKdi4cSPq168PLy8vPHv2DOHh4ejbty/evHnDqcBLpVLMnz8fv/76KywtLdGrVy/o6enh/PnzOHbsGNLT03Hx4kWVyqhOwELd4+n58+do2rQpcnJy4OrqirZt2yIuLg6PHj1C9erVAah3PJdEdn/KCg0NRadOnfD+/XvUq1cPDRo0QEhICEJCQjBo0CA4OTlxAkJCoRAzZsxgHwC4urpi2LBhyMzMxKVLl5CXl8cOYsfIzMzEvXv3IJVKNd6SkPwPj8eDt7c3Hj16hBUrVqBjx44qtfJU5u+//0ZkZCScnJwwaNAgDZZUXm5uLuLi4uDq6qpy65uzZ8/i/PnzsLOzw6JFiyCRSPD8+XOEhISgWrVqqFu3rtLvr+mWrenp6Rg6dCgkEgn++usvWFtbK+16+fbtWwCFLYOVDfbF3OhmZ2cjMTGRfUDUtWtXnD9/Htu3b8fYsWNRuXJl9jM3b97E48ePoaenR+mUCPmKhIWFoVq1avD09ETdunXZ67ki1tbWyMzMZM99WVlZ7E0v85CJwQyQYmZmBpFIhNevXyM2NhaOjo7w9PSEpaUlZ7BBGxsbmJubIz4+HnXq1MHQoUPZbRQ3YJWylq2NGjWCtbU1Xrx4gYSEBLbHkmydjsfjoV27dgAUt2rV19fH0KFD2ZyKnz59wps3byAWi9GgQQMYGRnJpSRwcHCAubk5cnJyMGHCBLYxAhOEc3R0xPz586Gvr4/ExES8fPkS5ubmqFatGmdgnUaNGmHcuHEAClO8qJqHkzm/x8fHKx2c0tjYmG1pKxaLMW/ePPD5fERGRsLQ0BD6+vpo06YNYmJicP36dbnP9+7dG126dEF2djYePnwIsVgMHx8fNGzYEIaGhuz9hyJ8Pp8N0KrTOlPd40mV/azO8VwcpqVucnKyXP5KOzs7TJ8+HZUqVUJkZCQiIyPZ/J6jR49GSkoKJyDE5/MxYMAAtmVeYmIibt++DQMDA3h7e0NXVxcSiYSz7wwMDODi4gIej6d2y0WiOuZeunLlyggICCg2F2tJdHR02MYh586dK/d0GqVpaerr6wsfHx+kp6fj33//BY/Hg6OjI5ydnZGUlITo6GiFrVx1dXVhYWGBxMREjQUl27VrBy8vL4SHh+P06dPF1uWZumt+fr7SoDhzTdHX12fHtYmIiEB6ejrMzc3RqVMnzgCzPB4PrVu3BgCNpkUoDxRsJV+UypUr46effsL8+fNx7do11K5dG/v27VPYoqpv377o27cvmjVrhuDgYCxfvhwjR46UWy48PBxdu3ZFWFgYateujUOHDnG63J4/fx5paWlyA6QwF/Zt27bh5cuX+PPPP9GjRw+Ym5srLb/szXReXh4bbP3vv/8QFhaG+vXro0mTJmwlsmglYO3atQCAWbNmyXX/XrRoEZYsWQIdHR2sWrUKkyZNYp+o7tixAzdv3oS3tzdn4DjmO/B4PAwfPhzdunXDwoUL2eBYUFAQ9u3bBx0dHTx58oSzX2S7wsu2uFJnVNjiWlgqWu7MmTMwNTXF/fv32f/Hjh07MHr0aLaVg2wAcdy4cdi2bRtatWqFw4cPs8HJ4OBgNGvWDJcuXeIELxRRN9hamuNp+vTpyMnJwXfffccGaAFucnVVj+eS5Obmsq0uZL/Tq1ev0Lx5c+Tm5uLvv//mBNTatWuHS5cu4cCBA2ywNT8/H61atcKdO3dQtWpV/Pvvv5z1MQF4d3d3ziiYT58+hVQqhampKfVEKGc///wzevTogRcvXsDb2xtLlizBkCFD1B48UiwWY/ny5QAKzz3lPeDO+/fvIZVKERkZyXYjdHBwgJ+fH8aOHYvGjRvLfebkyZMACrsYHT58GFOnTuWkTtHV1cXixYsxe/Zsue5EzHlw3LhxGDlyJPuwacCAARgyZEix53RFJkyYgOjoaEyePJntcqYMc9OXnZ2NhIQETsCUIftgJioqij1fDRw4EJs3b8bLly/h4eGBcePGYcKECdi9ezeWL18OHo+HnTt3ql1+QsiX69SpU2xLwcmTJ7MtNRUF6h48eIAHDx5g3rx5cHd3x/HjxxUGHLp3747u3btDKpXi8OHDuHz5MlvHCwgIgKenp1wKJKY+BRQ+lH/8+DFOnjxZYkCOuZkueh3p0KEDALD53BXldq1bty5sbW2RmJgo12qrcuXKmDJlCuzt7REdHY0tW7ZwAhU+Pj4wMjKSG1SG+R4tW7aEg4MDdu3ahUePHrGNHQYMGAB9fX3cvXuXk9O8aEsq5sE4AE6dpySqtBpluqIDha3FgoKCcPToUTal1E8//YQqVarAx8dHLtg6ZMgQtGrVCq9fv8aWLVvY4KSbmxvmz5+PWrVqscELRZiUAyW1vJVVmuNJlf2s6vFcEmZ/Ft3nVapUwbx586Cnp4ft27ezqXoAYMaMGahVqxYaN27MBlsFAgF+/PFHuLm5ITk5GevXr+cc/0wAPiEhgRPkZwYcy83NpWBrOXr27BkiIiLg4uKC4cOHw9vbGydPnmR7famjSZMmsLW1RWpqKm7fvl0OpeVi6nlDhgzBDz/8gKysLCQlJeHevXsIDg5WmP6AuQd7+vQpGjVqhIEDB8LIyIidX1BQgH///Rdnz57lBIsrVaoEHo8HGxsbbN68GUBhS+53797h2rVraj3IAArr63369EFubi62bdtWYmBaNpBqZmamcABA2d+PjY0Ne776559/MHz4cPTq1Qs+Pj44ffo00tPTMWTIELi4uCAyMrLEHiDaVuFytpKv37x587Bw4ULo6OggOjoaLVu2xJQpUxSOrieRSNjuGYpygkqlUgwbNgxhYWHo3r07goODOYGxhIQE9qQsGxyTSCTsxfb06dO4fPkyhg8fDktLy2JzQhkbG7NBUtkTJZMknRl0hqmoyS5z+fJlPHv2DA4ODvj+++8567148SIWL14MIyMjnD17FjNnzuQEVJhcJ0UDxkzQjUnJ8M8//6BevXpsMILpJlG/fn25/KCyKRBGjx6N1q1bY/z48Wx+QVUoa2EpSyqVssFWkUiEa9eucb7Hd999x5ZFNm3C/fv3sW3bNpiZmeHIkSOcGwMPDw/w+fxiRwhnqBoQZspamuOJaRVdtMVg0ZuRko5nVTDdlvX09ODl5cVOnzVrFlJTUzF9+nS5ctSsWRMAOAH+NWvW4M6dO6hRowbu3r0rt3+YPJFFp6uSL5ZoRvfu3bFjxw4YGRkhPj4eo0ePhouLC9avX69W3uWDBw/i7du3sLW1LVWAX12RkZGwtLRE1apVYWFhgZycHISGhmLPnj1o0qSJwq6CV69eBQA8fPgQI0eORN26dbFq1SqsWLECzZs3h0gkwrx58zB16lS5z8bFxaFKlSqwt7eHnp4eYmNjERwcjMmTJ6NevXpqdZ08fPgw9u/fD19fX6xcubLE5X18fNhz9ZYtW+TmS6VSNqcrUNgihmFhYYHr169j0KBByMjIwG+//YaqVavi559/ZvMeMoMkEEK+DllZWVixYgUbSGzdujWWLFmitGV+SXkjvb290aNHDwiFQqxduxbnz5/nBMGYXk5Fg5R2dnYAAE9PT4SGhmLDhg2IiooqsU6lKI2Al5cXqlWrhg8fPrC53pmba9nlmIDshQsX5LYzYsQI2Nvb49GjR1i2bBkn0GpmZsZ2KZY9n/N4PPYBV+3atbFq1Srcvn0bOTk57PqZbquygTdAfmTuGzdu4NWrV7hy5Qpb51aFOoNjMeU4dOgQu/28vDy2XlW0q3716tXRqlUr5ObmYvPmzZyAanx8PCQSCaRSabF1MSYYHBcXp7TlrazSHk+q7mdN5EFVts/79esHY2NjnD9/Xq4cTG5Y2eOuQ4cOcHNzQ1xcHJYuXSq3PmUtgmUHHCPlRyKRYMOGDQgNDQVQGPz+5ZdfMHHiRM4DjJLweDx06dIFQOG5R9VxXMrC3NwcqampSE9PR0FBASwtLeHu7o5BgwZh0aJFsLa2lvsMc6/m7OyMH374AdHR0Th8+DCOHj2KN2/eQCAQoE+fPhg4cCDnczY2NsjOzmZbeuvr68Pe3h7NmzfHTz/9pNYgtXw+H6NHj4auri727NmjUgMsZpBaoHAAMkWYluMAOOehmzdvYsOGDUhLS4O7uzumTZuGRYsWwcXFBTdu3MCyZcs0Ns5MeaFgK/kiLVq0CEFBQfD29oZEIsH69evRqVMnuYBreHg4srKywOfzUatWLbn1/P333wgODkalSpWwZ88ezhMg4H+BIRsbG86JOTo6mg2ETpo0CX5+fiqVm8fjyQVS79y5g6CgIHh6eqJXr14AFAdbmVatU6dO5VQ+RSIRJk+eDACYP38+28VK0fcomuKAuQAZGxtj48aNci2+mBP348ePleZRAQor25cvX8amTZs4wYDiSKVStlJdXOAwIiKCfcq1atUquYFmDA0N2cqYbKuwH3/8EQAwd+5czkAHGRkZmDlzJsRiMZo2baqwJRkjLS2NHfBMlWBraY8nJiB75MiRYtdf0vGsCtn8t8xxdP36dZw9exaVKlVi9xvj+vXr7CjqPXv2BFB4YVy2bBkAYP369Qpz2SoLpKsSYCeaM3LkSDx//hxjxoyBgYEBYmNjMWXKFNSrV4/twl4ciUTC/q+nTZum1kAcpdWpUyekpKTg3bt37Ln29u3bbGXr559/xi+//ML5zMePHwEUtmTYvXs3rl27hpkzZ+LHH3/EzZs3MW3aNACFI5YWvRG+desWYmJiEBYWhvT0dHz69IlNPRIREQF/f3+VWkLExMRg3LhxMDQ0xMGDB1VqQWxhYcH+5pYvX46VK1ciNTUVQqEQQUFBGDRoEHbu3MkuX7QVfnh4OHseZwLUQGFLgbFjxxbbxZgQUjElJibi559/xpkzZyAWi2FnZ4fZs2crrKdUrlwZBgYGkEgk7HmSwefz2Yf3p06dUtj1XVnLS+a6n5+fj3379qncrVZRsLVjx44AuKkBiraArV69Otzd3ZGRkYFbt25x1tm0aVN23s6dO+VSBTDfITMzEykpKex0KysrthyXL19W2IKLCbIpGxOAER8fj1WrVmHfvn1qBWOYuqAq+Vo/ffqksJ7I1IGLtghjcpefPn0aWVlZ7HQDAwP0798fOjo6ePv2rcKWZAx1Bscqy/Gk6n4u7nhWFVMG2e/k6emJ2rVrIyMjQy5FhaenJ5uagqk/WFlZsQG4/fv3KxyEWNm+08SAY0Q1aWlpWLlyJbZv344PHz6Ax+Ohfv36WLx4scpBRD8/P9jZ2SErKwvXrl0r5xIX+vXXXzF9+nTMnTsX48ePx6RJk3D06FFkZ2fD1tYWc+fOlUujyKTXcHJyws6dO/Hbb7/h/PnzOHv2LH799VdcuHABABAYGMh5gPPs2TNMnDgRP/74I2bOnInRo0dj2bJl7O+3V69eKu+r3r17o2rVqggKClJ5LJHc3Fz2N9elSxd07NgRRkZG4PP5cHNzw+jRoznjwcierwQCAZydndn77ZiYGPZ82KRJE3Tr1u2Lb9hDwVbyxWrcuDEeP36MmTNnAih8qlz0Bpy50fT09JQLAubm5nJuchV1tQwJCQEg3yKUCRLy+XzMnTtXrXIzqQOYQCrTqnX27Nlsq1gm3QCzzKtXr3D+/HmYm5tjzJgxnPVt2rQJYWFhcHFxwfTp0+W2JxKJ8Pz582K/B9MioKg2bdqgWrVqKCgoQMOGDXHs2DG1vmtx3r9/z1ZOigtkMsFBQ0NDuRa9QGEFl6nkM5XW169f4/r16xAIBNDX18e6deuwcOFC9OzZEy4uLtizZw8cHByUDlrDYPaPqakpm8dLmbIcTyNGjAAA7NmzB127duXksZJV3PGsKkXBTqZFXf369bF3716sXr0a48aNQ6NGjdCqVSukpKRg5MiR7IB0a9asQU5ODgIDA5Xmg1TWIpipqNKgPZ+Pi4sLtm7dijdv3qBPnz4ACn8jgYGBJY5SevToUYSGhsLCwgLjx4//HMWVo6uri2bNmuHixYvsTfny5cvZm+aMjAz2Bn7mzJlyLbN5PB6WLVsGOzs7SCQSHD9+vNjt2djYYM6cOTh16hQEAgE+fPiA9evXF/sZplV7amoq1qxZw2k1XpK5c+eiX79+EIlE+PHHH2FlZQVTU1M0b94cV69eZXs8mJiYcB4cnT17Fq1atUJISAh++OEHhIWFITIyEhcuXICnpycePXqEFi1asOcdQsjXQyQS4dixY1i8eDGSk5PB5/MxatQouS7ssi0TiwYBAwMDYW9vj8TERPZGXBafz2fz/Bdticis9+bNmwoDTcoUzdnq5OSEWrVq4dOnT5yb86JB2fbt2wMoDIrKtmzS1dVlg4rHjx9X2L1WWWtK5jtIJBKFo4sDYAO7zZs3x5QpU+QeopdFpUqV2PUV14OCKWdwcLDCQC5T35QNJNvb26NGjRoQi8UoKChA27Zt0aNHD0yaNAmrVq1C8+bNkZqaWuJDfnUGxyrL8aTqfi7ueFaFmZkZG6SSDXYGBgYCKPyezZo1Q4cOHTBkyBD89NNPmDNnDkxMTHDjxg324Wb79u2hr6+PV69eKc3Pq2zfUbD185JKpbhz5w5+/vln7Ny5E+np6eDxeOjVqxenxaQisq1aL168KPcg53PJysrC2bNn8ccff0AsFsPa2ppTdgMDA/acqqhlNlB4fkxPT4eOjo7cfagssViMt2/fYvXq1Wxvyi5dupSYHsXT0xPt27dHYmIi20hHVadPn8b9+/chEAjQr18/bNq0CVu3bsX8+fPh5eXFnp/z8vLYFvoCgQBTp05F165dkZGRgfXr12PBggWYNm0azp8/D4FAgK5du2LUqFFqleVzo5yt5Iumq6uLVatWITQ0FKdPn8a2bdvY3IJA8a3onj17hvj4eAgEAqVdLZknLUVbhDKBpMaNG3NuflXBBFLz8/Px/v17nDx5Eo6OjpwyMCc05qS+fft2SKVSjBs3jjPIFgC2QvP9998rbEl1/fp15OTkgM/ncwYqEolE7Eiuyp5Y6enp4e7du+jWrRsePHiAvn37YuHChVi4cGGZnxQx+9DBwaHYfcj8D9u3b6/wRM9cCCpXrsy2UmWmFRQUcALQOjo68PHxwZAhQ7BgwYISBwxSp8t7WY4nJoA+ceJEnD59Gn5+fjh9+rRct0BNtApVFARl9tf58+dx/vx5drqVlRW6deuGESNGoFu3bux0JnijLB9lfHw8m9JBdjtCoZA95qhl6+fn5OSEo0eP4s8//8SIESPw4cMHbN++nW31WZRUKmUfYE2cOJHNn6otPB4Pv/zyC86dO4fc3Fw8ePAA7du3h6GhIZvXTVnw39DQEA0bNlTa2kaRZs2aoWPHjjh16hRu3LhR7LJbt27F5cuXYWJigjdv3sjtU+ZG8smTJ+y8JUuWwNTUFAYGBjh8+DD69++Pc+fO4fnz53B0dESDBg0wdOhQLFq0CEDhzSDT+yA7OxvDhw9Hfn4+fvvtN8yePZvdVrt27fDw4UPUr18fb968wcSJExVWvAkhFd+HDx+wYcMGLFq0CIaGhmjcuDGuXLnCzi8usOPj4wOgMGWUosBVjRo1oK+vL5evk8/ns4Okqjv4SNEWq0xvrKKDzjDLCQQCmJqaon79+sjPz2dTxjCcnJxgbm4OsViM4OBghdv09fUFIB/0YoJh796947T8lMXkQB00aBDq1KmDn376CX/88YdGcm0y209NTVW6fYFAwDaGUPbgTFG3emYan8/Hd999x05nWoQGBQXh1KlTJT5wVdQKVJnSHk+A6vu5rIFK5vsUHciN2V8+Pj7s92CWe/z4MW7evMk51pkAPlN/Lko2dYVsWWV/OxRs/fyCgoLw6NEjzJs3D46OjujZsyeuXLmitGV+gwYN4ODggNzcXM55VVvevn2LZ8+eoW7dupw0dSKRCBKJBDo6OkrruCKRCBEREahbty6b4qIk//zzD3x9faGnp4fq1auzKeKKEggEGDlyJHR0dJCUlMT2hGTI9pzt3LkzsrKy8PbtWzb3dkFBAbZs2YL79+/Dx8cHjo6OSE1Nxfv37xEUFMSmKHz9+jX7v2rTpg28vb2Rnp6On3/+mX3QlpmZicOHDyMuLg7Dhw9HkyZNEBwcrLTs2kbBVlIhDBw4EKdPn0ZKSgpSUlLYIFpJwVbgfxf/ohISEticpd7e3px5zAW3NKM8M8FSkUiEjRs3QiKRYMaMGZz8nExQUSQSQSgUYv/+/dDX18eUKVOUfg/ZQKqsf//9F0BhFyzZLsCvXr2CUCiEnp4eAgIClJbXzs4ON27cwPjx47F7924sXrwYnp6enMpbaaiaC5X5HyrrWqTof8y05G3dujVmzpwJY2NjGBsbw9XVVa3BYtTJ11qW4wkoDLh6enpiwIABnEG2ZJU12Jqbm8t+J2Z/5ufnsyki/vzzT1SrVg3GxsawsrKCm5ubXJBZKpWy31XR9wD+N1iRg4MDJ1fuixcv2EG/SpsGgZTd0KFDsXjxYkRHRxd7o3zixAm8ePECRkZGCs892iDbYpRpAa6rq4tq1aohIiKi2Btg5lhUdlOrbHunTp1S2tqcwezHrKws/PHHH0qXCw8PZ+fPmTOH8/CsV69ebCoZRl5eHv777z92PuPMmTNITEyEjo4OJk6cKLcdExMTzJ07F8OHD8fdu3eRmpoql8+PEPJ1iIqKQlxcHOzt7dlcqozigmVMK0NlQR+m7vPp0ydOa9IqVapAIBCgoKBArp5SEqbFKp/Ph6mpKfz8/JCeni6XGoBpbMDn89G0aVMIBAJcvXpVLjjIfAdlLR3NzMzYnkmyef2B/+2bkh7AXb9+HXFxcRg3bhzs7OwwdepUtXu1KaLq4Fh8Ph9CoVBht3lmxHGA+39kpr169Qrnzp2DUChEfn4+EhMTFbb+VcTa2pptYapKYLC0xxNDlf2sTvBXEWZgVtmWtQKBgG2ssWvXLiQnJyM/P58duFIRJjhb9JhiMI0qUlNTOblyHR0d2d9OadMgkLLJzc3FpUuXMHz4cBgZGcHa2hpJSUkKl2UaI127dk3h2DDaEBsbi7p163Jaf4vFYiQlJcHW1rbYhhHMsahq70jZ47u4Vv3GxsZswykvL69ie3c1bdoUQGHdvehAhyEhIXIPlQQCAXvukJ3HDI5++/Zthee0mzdvomvXrrCxsYGvry8FWwkpC+Ym0tjYmJPDhAm6KfrRM13EPT09Fa5z1apVkEgkACDXhVzdEeplMS1bs7Oz8eeff8La2lquiTuzjEgkwqlTp5CUlIRRo0bJVaKTkpLYXIKKvkdsbCzblF/Zd/D29ubkzlLE0NAQf/31F5KSknD69GkcOnSozMFWVQOHTBBDWTBZUbd0pjJepUoVdkCFspRRlf9zWY4nRsuWLXHmzBk0aNAAb968wePHjznbLu54VsX169eRl5cHa2trNGrUCEDhjQ+T36ZFixbsIAXKxMXFsflyFCVoBwpz1wLK87XK5oslnx+fz0edOnUQHR0tNwibLGYgqjFjxqjdgr+8yN6Uyp4T3NzcEBERwf5GFGHyL6vz+2G2p+z8w5gxY0ax58QtW7bgyJEjaNGiBdtSVZXg59SpUxEfH49mzZpxWswz38Xc3FxpBVi2ZXx6ejoFWwn5ijGBgKIPhpigUNG80yYmJuw5QXYwKYaFhQV7U5yYmMiZxwS8ZPPjqUp2sJKAgADo6uri4sWLcoFS2aBs8+bNIRaLFXZNZ8qi6DsAhflgmRRdyr6HKl3kw8LC8Pvvv2PRokWws7ND1apVy9wyUZXAoWxQT1HruypVqkBPT08uhynz0D8tLa3UQQamFWlycnKJLWDLcjzJKmk/KzueVcW0WpVtkaqrq8seI2FhYfj06VOx67CwsGAbryjbL8x3VTY4VmxsrNq/HaI5ssF2Zf+HunXrwsnJCSKRSOG5R1uY+njR1uGJiYmwtbVlH3oowjQ6UPX3I1v3Ly6vNDNwozJ6enpsT9OdO3ciKSkJaWlpKpVh4MCBMDc3R3h4OKf3AvNdiltPfHw8bGxsPst4E6VFOVtJhXDixAkAhU8SmQtmbm4ue8GvXr263GeYp+aKnso/efIEmzdvZgNCssGx1NRUtmJWmhaGTEumkydPIi0tDZMnT5brHq+npweBQAAdHR38+eef0NHRYXPTKvoOyr7HlClTlAb4mCCmOt+BaQ1Z9AmgqgMjKNp+cYHMxMRE9oKgrJyKAqLMk+uHDx+WqmxAYYvP169fl1hGRmmPp6JkRyeX3c8lHc+q2Lp1K4DCEVSZLh3m5ubsxbToE0ZFrKys2NauipKf79y5E0FBQQDA6eIC0OBYn1tYWJjC4//9+/dslz3mhqCoU6dO4cmTJ9DT08OMGTPKrYzv3r3DzZs32YcVJfnrr78AFAYqZR9sMKOr7tq1S2Hrg9jYWLYrfbNmzVTaVmxsLC5evAigMGWMrIyMDDx+/BhnzpyBUCiEh4cHWrZsqfSPucGytbVlp5X0wGHz5s3Ytm0bDAwMsGvXLvbaBvwvkCp7PSqKucGuVKmS3MCChJCvh7W1NRsYYx7EAIVBJKY3T9F6m0Dwv/Y0RR/kA4XnVOZaryxIWZpgIxNElUgkCAgIQE5OjlxqAOB/aQScnZ3h6OiIe/fucXKSFv0eir6Dk5MTAgMD2UCubBDNyMiIrfuo+j0+fvzItsgsmtKrNFTZjyV1m5cNNsveEzAtMsty7lcnGF2W46koZfu5uONZFdWqVWP3h2ydIzc3l23xp0r9Oisri61bKWqgEBAQAHd3dwD/G/hLtgwApRD4HAwMDOQGkWIwrSKTk5OV9lxi0qfdvHmz2EHkylrGqlWrwtfXV26QakUsLCzYXoXv3r3jzGN6TwYEBCisX1pYWLD3x8UNei2refPmAAofKhR9iFKpUiV4eHjAyckJYrEYYWFhxf4x3r9/j7CwMJVSsQQGBqJVq1YQiUT4888/Ofc0THlkB/uSxePx2JQdstfFLw0FW8kXISMjA5MnT5ZLqC4UCrFixQps374dPB4PCxcuZOfJNn2XfZLOYE5WL1++5Jyw7t+/j/bt22PGjBmQSCTQ19fndIVmLtBWVlZsRUQdTKvVQ4cOwcTEBJMmTVK4nLGxMVJSUnDhwgX06NFDLn8nUPhEm7mQMF1NgcLcJ6NGjcL169cxbNgwAJB70lVSsFM2lxFQ+OSPaSXLBB5yc3PRvn17ODg4KKwsK5OUlMQ+gS8u8MaU0draWmF+mfT0dHb0WNn1tG/fHgKBAK9fv8bPP/8s97n4+PgSK3svX76ESCSCnp6e0u7yskpzPOXm5soFhg4dOoT8/Hzw+XxO6oSSjueiZFuJSKVSrF27Fv/99x/4fL5cl3Am+fu0adPknlxKpVJOa0EDAwPUrFkTQGGyddntHDp0CDNnzmQv5kUrrWVpEU7UI5FIEBgYiFq1amHJkiU4duwYrly5gtWrV6Np06bIyMhg8xcrwrRqHTp0qMq5ndQVHx8PNzc3tGjRgn2wARS2jC76pLqgoABr167FypUrAQDr16/nBB8HDx4Mb29vJCcn47vvvuP8rrKzszFq1Cjk5eWhfv366Nu3Lzvv0aNHCvP8vX79Gt27d0dKSgq8vb0xbtw4zvzZs2ejXr16mDFjhsZbab98+RI9e/bEhAkTAAC//PKLXIv5gIAANl3O6NGj5VrXREdHY/HixQBQ5l4IhBDtCwgIQOPGjeVS+zg4OGDKlClsnYcZwAfgtp4v2oshLS2NPU/KXpN1dHQwbNgw1KhRA7dv3wYg31pWnSBcUUz9pXr16rC1tcWVK1cU1mmYYKufnx+AwpyuijB1o6Jpi6pXr46ZM2fi/Pnz4PF4EIlEnO7cTAvJrKwshUFcXV1duXO7n58fdHV1IZFI2Lqnrq4uZsyYgd9//52tG6nCxMSEPYcXF3hj9rWyVmXKgncvXryAWCxGlSpV5PInAoXpFUoKGKsTVC/t8aTqfgaKP56Lkq0fAIX3ESNGjICOjg4eP34sdw/A3Nt99913CsdzkL2HKigoYBuCNGjQgLOtRo0aoX///mwgqWgr2bKmQSCqa9y4MVatWoURI0agVatWqFmzJho0aIAJEyawg0spGyDO19cXzs7OEIvFSs89mtCvXz8sXrwYAwYMYFvYVqtWjb2PkmVvb4/JkyfDxMQEMTExcvfdwcHBiImJgYmJCcaOHcv5Xenp6WHYsGHQ1dVFZGQkp3FNkyZN5Fp+6ujooH379uzYHPv37+cEOs3MzLBy5UrMnTtX4QDbZVWlShVMmjSJ7dF1/PhxuWAv07O1adOmClPT9ejRA1ZWVsjNzVW5QYc2UBoB8kXYtWsXNmzYgM2bN8PV1RU1atSASCTC48ePER8fDx6PhyVLlqB169bsZ6pXr47KlSsjISEB3bt3R4sWLTBhwgQ0adIEADBkyBAsXrwYqampaNasGbp164bo6Ghcu3YNzZs3x8iRI/HLL7+wwVFGWVvnMZWb1NRUzJgxQ2nXTuZkCoAd5V6RqVOnYtGiRdi7dy9iYmLg6uqKCxcuID4+HsePH8epU6cAcHOtSKXSYlu2isVi+Pr6wsXFBX5+fhCJRDh69Cji4uLg5OTEjo599uxZtuXX/v372dE8S8Js29zcvNinyCXta2a+iYkJ+xQZKGzZOmHCBKxbtw6//PILzp49i+bNmyM/Px9v3rzB7du3sWHDBnZgquLWXVBQwD4ZK4rH4yEiIgImJialOp52796Nn376CZ06dYKrqytu3brFtjhctmwZ54lsScezrPz8fNjY2MDR0RHVqlXDmzdv2Kd6M2fOlMt/u3jxYhw/fhxxcXGoXbs2WrZsCTc3N0RGRuLhw4fIzc3lPJ3/8ccfMXToUFy/fh0NGjRAs2bN8PTpU9y9excHDhzAjh078PbtW84Tf4lEwl7sKNha/pKTk1G9enUEBQVxHkIx2rRpgwMHDnBaozDOnz+PBw8egM/nF3vuKSumsmdkZMTmxXr79i2GDBkCAwMD1KhRA+7u7sjPz0dISAh7PpwwYQIGDRrEWRfTC6B79+7477//4O7ujhYtWsDQ0BCXL19GdHQ0KleujB07dnBujNauXYv9+/fD0dERnp6esLOzw7t37/Dw4UMUFBTA3t4eBw8elMtvxZR9wIABGtkXQ4YMQVJSEl68eMHeVFeqVAlbtmxB79695Za3trbG33//ja5du+LixYvw9vZG9+7d4ejoiLCwMBw6dAjZ2dnw8/PDqlWrNFJGQoh2CAQC9O7dG2ZmZhg0aBBiY2ORlpYGa2trODs7s4OSMIOpMj59+oT09HSYm5tj8uTJCAsLw5UrV9gHwhcvXkSPHj3QrFkzWFpaIjExEbVq1YK5uTk2btzI1r2KjsBdUgCwOExg1djYGEKhEJcuXVK4HBNsNTIywrNnz5TmtwwKCkL37t1hbGyM+fPn48mTJ7CyskLNmjXx5s0b3Lx5E926dWPXxyiphWHz5s3Rq1cvPHv2DImJifDw8GB76xw/fpzNEejr68ve6Ddu3Jjz4LA4zD7MyclR2m2dx+MpHPxK0fcoGvhOTEzElStX0K5dO3Tr1g2+vr4IDw+HQCCAnZ0d3N3dsX//frbOWdy6O3TowLm/knX16lV2bIjSHE+q7meg5ONZVpcuXdCuXTt8/PgROjo6qFatGvT09JCdnY09e/bILX/ixAnUr18fFhYWWLJkCUJDQ5GYmAgbGxs4OztDT08PU6dOZZc/e/YsRo0ahRo1amDhwoUIDw9H1apV4erqiq1bt6JFixaoXLky53/L4/HK9KCCqE8oFKJ58+ZsC01Gfn4+9uzZg/v37yv8HNOq9c6dO3KNjzSJuQeW7SnYvn17NGnSBCkpKYiPj0d6ejpsbW3h7OwMPp+PtLQ0bN26VS71ilQqxa5duzBlyhTUrVsXK1asQFhYGIRCIby9vWFtbY309HT89ddf7HXC1tYWo0ePhkgkQlxcHBISEiAQCODs7MzGJ65cuSI3yCpzf5efn6/2IInKjBo1CiYmJnBwcGDT1GVkZGDv3r0KBwf877//UKNGDXh6emL69Ol4/Pgx3r9/zzaScnFxgUQiwY4dO8r1f1hWFGwlX4Ru3brh+fPnOHz4MN68eYM3b94AKHyyGRAQgNWrV8sFkPh8PubOnYsZM2bg48eP2L9/P4YOHcrOt7S0xKlTp9C/f3/ExMRgx44dMDAwwNixY7Fy5Ur2aWrRm+zSdL+XxQTbZPOXKMKkFmjRogWbX1OROXPmIDY2Ftu3b8eVK1dw5coV+Pr6Yu/evQgICMDevXvlvkdkZCTS09PB4/EU5iJMTk6Gl5cXLl++zD6J5vF46NevH3799Ve29YCXlxd0dXUhlUo5o9WXhAlk1q5dW66VhrLl1F3P77//DgcHByxZsgSPHj1in4Dp6uqic+fOqF+/frFlZP7PEolEaXclFxcX9v9ZmuOJCXQxOU6BwtYZCxculMvjW9LxLOvly5fIzc1FaGgo28rFxsYGK1aswA8//CC3fNWqVfHo0SMMGTIEd+/eZdNyAIUVgXHjxkEqlbL7eMiQIYiJicHPP/+Mp0+f4vnz52jYsCEOHz6M3r17swMayAbS37x5g+zsbKXHHNGsSpUq4fbt23j06BEePnyIO3fuYPfu3ejSpQt+++23YvOWMq1a+/fvX2zKi7JiApZdunRhz3eGhoYYO3Ys9u/fjydPnrC/Qx0dHdSrVw+rVq1S+lCnUaNGePz4MUaNGoUrV67g4MGD7Dq7deuG7du3s4NgMDp16oTQ0FCEhIRwbuYtLCwwbNgwLFmyRK71T15eHtvau3///mXfESisNKanp4PP56Nx48Zo164dJkyYAFtbW6Wf6dSpE548eYLZs2fj4sWLWL9+PTvPxsYGixcvxsSJEyk/MiEVnFgsxpEjR9CxY0c4ODhwHi5nZGTgypUrOHfunNygQ1KpFGfOnMGAAQNgZWWFJk2asGl+gMKB9iwsLNCyZUt2UJMPHz5gx44dePPmDZtyRXa9NjY2MDIyglQqLVXrPNmg582bNzmtTZUtd/bsWaXry8nJwR9//IHx48fD0tISLVq0gEgkwrVr13DkyBG2vlp035TUwpBpZSabaic1NRX//vsvbt68yU6LjY1FQUEBeDyeWkEHVQLWlStXhr6+PqRSqdLlivseBw8eRGpqKrp37w5nZ2e2C31BQQGePXsm11tQlmzLWwMDA6UD6sh2BS7N8aTqfgZKPp5lMYO9yvYKefz4Mfbt24f09HS55VNSUrBo0SKMGjUKrq6unHuET58+KWxFaGlpiZ49e6Jq1apwdHTE+/fvsXnzZoSEhKBPnz7sZxmq/D+J5ly/fh13796Ft7c37Ozs0KJFC1SqVAmbNm3Cs2fP5B4iMby9veHq6gqJRIIzZ86UW/kEAgHbYlo26Pvs2TPY29vD2dmZ08o6JycHt2/fxokTJ5T2cHz//j1+/vlnDB8+HF5eXmxPVKFQiMePH2P37t2clAhCoRDXrl1D48aNUbVqVfZ8IpFIEBkZiSNHjih8gMTc3z19+lTpflRXnTp1YGRkBIlEgnfv3uHFixe4cuWK0muERCLBqlWr0Lp1a3Tu3Bn16tVjB6ZjemUePXr0i/+t8aQyj0hv3LiBli1bokWLFsU+CSOl07FjR5w/fx5+fn5s3g3CxVygIiIiYGdnBzc3N4Uts2QlJibizZs3MDMzg7e3t1xOFLFYjJcvXyIrKwteXl5K87t86ZKSkvDy5UtUrlxZLldmaWVmZiI8PBw6Ojpwd3eXyy0LFOYjkkqlSlt/ahtz0o6JiYGTkxOcnJzKNfig7vEkkUgQHR2N2NhYODk5wdHRsdgAdEnHMyM1NRXh4eHIzs6Gq6srnJycil0vIyMjA8+fP4e+vj6qV6+udBAsoPDC//TpU7i7u38xAyh9DZj/k0gkKvH8pqqnT5+iTp06WLx4scLUGtrQpk0bXLlyBadPn0bnzp0586RSKeLi4hAREQEjIyPUrFlTrQT3BQUFePnyJSQSCXx8fErcjzk5OXj//j0+ffoENze3YgcYuH37Nvz9/dGgQQOV8hyr4s6dOzAxMYGTk1OprkH5+fl4+/YtkpKS4ObmptHUD+PGjcPWrVuxZcsWjB07Vq3PZn98gIjdHZXON3b2h8ugE0rnf2nS09Nhb2+vsSA74Xr69Cni4uLKNLDl105fXx92dnbQ1dVFXFxciQMXAYU9quzs7JCbm6twoCWmNVF6errSgaa+dDweDw4ODjAwMEBMTIzC0alLs04rKytYWloiJSVFYboBoLCXFo/HU3nAl8+Nx+PB1tYWFhYW7Pcoz8GZ1D2eVN3PjJKOZ4adnR0sLCyQk5ODhIQEudbNyhgYGMDR0REFBQX49OlTsb8xPT09ODk5ISEhAVlZWSqtn5Ts8OHDaN26tUbvLSZNmoS6desqbHSiDe7u7pg3bx7ev3+PJUuWyM3X09ODjY0NTE1NkZiYqDS3rDI6OjpwcHAAj8fDx48f2TFclLGwsEClSpUgFAoRGxsr94BK1qxZs+Dl5YXff/+dM9hcWbi6uiI/Px/JycmlOn+bmZmx54X4+Phiy6+u0NBQ1KhRgx03Qh1xVxYj6c4GpfOpZSv5ojBdMNTJlWpra1ts6yA+nw9fX19NFE+rbGxs0KJFC42u09TUlH1KpEx55GrRJCZQLNsSpDypezzp6OhwWhyUpKTjmWFpaVlsi2hlzMzMVB5AyMjISGEaA0JKkpubi9u3b8PFxQUdO8oH45jE9qV9iCMQCNRqQW1kZKRSbmYAbLfXiRMnlqpsipT1d6Svr69y+QkhFVd+fr7aXZAzMzOVtg4CCvOWKhrcsyKRSqVKUw2UZZ3JyckldkFV1FLySyKVSpGQkKDSgDSaoO7xpOp+ZpR0PDPi4+NL9fAgLy8Pb9++VWlZoVCoMI0BISVh6mxXrlxROJ8JepaWRCJRq1VnWlqaSg+MdHV14e7ujsTERM6YHmVV1t9RRkZGuQ1kVp4o2EoIIYRUcK6urrh06VK5pgVQx8WLF5Gfn485c+bIDWTxpfvvv//g7OyMgQMHarsohBBCCCGkBCdOnMDly5e1XQxW3bp1kZSUVOF6M9eqVQu6uro4c+aM0lblRHUUbCWEEEIqOBMTE3b01S+Bt7c3njx5onAE0S+ZRCLB+vXr4eHhUeJoyIQQQgghRPs03fK9LHg8Hvbv34/4+PhyTelRHpgxO76k/VmRUbCVEEIIIRrl5uam7SKUio6ODvz9/bVdDEIIIYQQUgFJpVJ2sO+KJjExUdtF+KpUrL59hBBCCCGEEEIIIYQQ8oWiYCshhBBCCCGEEEIIIYRoAAVbCSGEEEIIIYQQQgghRAMo2EoIIYQQQgghhBBCCCEaQMFWQgghhBBCCCGEEEII0QAKthJCCCGEEEIIIYQQQogGULCVEEIIIYQQQgghhBBCNICCrYQQQgghhBBCCCGEEKIBFGwlhBBCCCGEEEIIIYQQDRDIvklLSwMA3LhxA3w+Xxvl+apJJBIAwL1792j/EkLIN05PTw88Hk/bxSDfOKZu8vHjRy2X5MuQm5uL69eva7sYX6WsrCzk5OTQ/iWEkG+YUCjEs2fPoKND7f6I9olEIjg6OpbLujnB1tzcXPY1U/km5YP2LyGEfNukUimkUqm2i0EIACAnJ0fbRdA65uFHnTp1tFuQr1RQUBBycnJo/xJCyDcsJiYGZmZmcHNz03ZRCMG5c+dgYGBQLuvmBFvt7e0BAPXr18fu3bvLZYPfsrFjxyIoKAg+Pj44cOCAtotDCCFEC3x8fAAAjx8/hkAgKGFpQsrXkiVLcPToUXh4eGi7KFonlUphYmKCRYsWabsoX6WdO3fi9u3btH8JIeQbdvPmTcybNw9eXl7aLgoh8Pb2RkJCQrmsW+FdnomJCWrVqlUuG/yWmZqaAgCMjIxo/xJCyDeuVq1aFGwlWmdtba3tIhBCCCGEEPJVoUQZhBBCCCGEEEIIIYQQogEUbCWEEEIIIYQQQgghhBANoGArIYQQQgghhBBCCCGEaAAFWwkhhBBCCCGEEEIIIUQDKNhKCCGEEEIIIYQQQgghGkDBVkIIIYQQQgghhBBCCNEACrYSQgghhBBCCCGEEEKIBlCwlRBCCCGEEEIIIYQQQjSAgq2EEEIIIYQQQgghhBCiARRsJYQQQgghhBBCCCGEEA2gYCshhBBCCCGEEEIIIYRoAAVbCSGEkAquoKAAY8aMwc6dO7VdFEIIIYQQQj6bq1evYunSpUhOTtZ2UQhhUbCVkG9ESEgIrKysYGdnh4KCAm0XhygQHBwMKysrODg4QCKRaLs4Fdq3drxLJBJs374dV65c0XZRCCGEkC/OzJkz4e/vj7/++kvbRSFKPHnyBP7+/mjbti3Vg8vo1atX8Pf3R2Bg4DdRD37x4gWOHz+OzMxMbReFEJZA2wUojbdv3yIkJARPnjyBWCyGr68vmjdvDmdnZ20X7Yv3+PFjNG7cGLq6ukhOToa+vr62i/RFOHLkCObOnYspU6Zg8uTJctOnTp2KSZMmqbXO3bt3Y8yYMfD09MSzZ88ULhMZGQkvLy+IxWL88ssvmDVrlsLlevXqhTNnzmDYsGHYtm2bWuVghISEIDU1FbVr14ZAUCF/+l895n/k4eEBHR3tPgur6OcKOt6VE4vFuHXrFl69eoXQ0FCYmpqiZs2a6NSpE6ysrNRaz4MHD3Dr1i3Ex8dj4cKFMDMzU7s8nz59wvXr1wEAPXr0gK6ubrmUISkpCbdv38aDBw8AAH5+fmjevLla3xkAoqOjcffuXbx+/RqJiYlwd3dHgwYN0Lx582I/V9q6i1QqxYULF/D06VNERUWhWrVq8PX1Rfv27bV+niCfX25uLl6+fImwsDBER0fDwcEBHh4eaNiwIfh8vraL98ULDQ3FoEGDIBAIcPPmTejp6Wm7SFonFAoxZcoUpKWlYdOmTZxz4oULF7B+/XoMGjQI3333nVrrPXnyJJYuXQpnZ2ccO3ZM4TIxMTHo1asXxGIxJk6ciGHDhilcbvr06bh58ya6d++On376Sa1yMJ48eYLMzExUq1atVJ8n5e/169fs/0jb1zfmmBs5ciTGjh2r1bKUxqtXr5CZmQkPDw+qBxcRFxeHZ8+e4f3790hJSUHVqlXh7e2NunXrqrUesViMly9f4tGjR0hKSsLYsWNhYmKidnkePnyIlJQUVKtWDZ6enuVWhhcvXuDly5d4//49qlevDl9fX9SsWVPt7T169AgRERF4//49jI2NUb16dfj7+8Pc3LzYz0ZHR+P169cIDQ2FRCKBu7s76tatCwcHh2I/Fx8fjzt37uD9+/eQSqVwdXVFo0aNUKVKFbXKrg0V6pf38eNHzJo1C4cOHZKbp6+vj+XLl2PatGng8XhaKF3F8OjRIwiFQnh4eFS44El5+v333xEREYG9e/dygq3M9D179qgdbDU0NIRQKERGRkax283NzQUAZGVlKVwmPDwcJ0+ehFQqxdSpU9Uqg6zHjx8DgNoXEvL5fEn/o4p+rviS9mV5KigowMaNG9nr4uHDhxEcHIxatWph8ODB6NevH+eG5dixY/jxxx8REREhty5ra2ts3LgRAwYMKHabHz9+xJw5c3D27Fmkpqay02fPnq1WsDUrKwtr1qzBmjVr2JYIaWlpJVbWSlOGI0eOYMyYMUhLS+NMr1SpEo4fPw5/f/8St5mamoqJEyfi8OHDEIvFcvO7du2K3bt3ywVvy1J3efz4MUaOHIlHjx7JzWvYsCH27t2LGjVqlFh2UvFJpVKcOXMG69atw6dPn+Tm+/j4YNmyZahataoWSldxvH79GgUFBahWrRoFWv/fw4cPcefOHQCFN+MBAQHsvH379iEmJgb//fef2sFWAwMDFBQUIDs7W+ky+/btQ35+PgAgJydH4TJRUVG4du0apFIpvv/+e7XKwEhOTkZSUhIA0DnzCxYaGgrgy/gfvXjxAgUFBXBzc9N2UUrlS9qX5SksLAz79+/HtWvXAAADBgyAs7MzGjRogO+++44TyMvIyMCvv/6KCxcuKGw5HRAQgKVLl5ZYD01ISMC6detw69YtTkva4cOHqxVsffz4MdatW4cnT54AAL7//nulDa/KUobU1FQsXLgQN2/elFtP165d8dNPP6l0Pbx06RL++OMPxMTEyM0zNzfH3Llz0aFDB4VlXbt2LS5cuCA3T1dXF5MnT8agQYPk6sFSqRQbN27E33//DaFQyJmnp6eHUaNGYdSoUSWWW5sqVLB1xowZOHLkCGrVqoXWrVujbt26iImJwfHjx/Ho0SPMmDEDJiYmGD16tLaL+sVifsx16tTRajm+NKNHj4ZQKMSCBQtUmq4KU1NTAGCDqUWlpKRg165dMDU1RWZmptJK5u+//w6JRIJu3bqp/fRJFvO//9qDT+ratWsXjh07hpEjR6J3797luq23b99i48aNCA0Nxfnz5+XmM/+jevXqlWs5VFHRzxXfwvGek5ODtm3bIjg4GHw+HzVq1IC+vj7CwsJw9uxZPHv2DP369eN85sOHD/jw4QMGDhwIPz8/VKtWDeHh4Vi3bh0+fvyIoUOHombNmqhdu7bCbe7btw+TJk1CWloaBAIB2rVrh7Zt26Jy5cqwsLBQuewHDhzAtGnTkJiYqHYwX90ybNiwAZMnT4ZAIMD8+fPRvn17xMfHY8+ePThz5gxat26NixcvomXLlsVu18TEBBcvXoSnpye6d++OOnXqID8/H+fPn8eBAwdw6tQpjBs3DocPH+Z8rrR1l4SEBHTp0gWxsbHo168fZs6cCUdHRzx79gyzZs3CgwcP0KtXL4SEhMDQ0FCtfUgqnoiICCxYsAAGBgYIDAxEnTp1YGJigtevX+PEiRN4/vw5xo4dixMnTlTIB2SfS1hYGICvPwChjlq1aqFRo0YwNzeHn58fZ17v3r0hEolKdUNrZGQEAMjLy1M4Pz09HSdOnICRkRFycnKULrdv3z5IpVK0aNECLi4uapcD+N//3czMrEK0hvqcTpw4gUuXLqFXr15o06aNVrfFBAjLcr+jCampqUhMTAQAtVsafim+hXPdhQsXsGDBAohEIpiZmaFWrVpISEhAaGgoQkND4ezsjD59+rDLGxoa4s6dO3B2dkbLli3h6ekJkUiEoKAgnDt3Djdv3sSyZcuwcuVKpds8ffo0fvvtN2RmZoLP56NJkyZo3LgxrK2t2Xv/kqSnp+Onn35ig5+6uroQiUQqf291ypCdnY2BAwciLi4ONWvWxNChQ1G5cmU8efIEu3btwqlTp5CYmKhSz9n4+HgkJCSgY8eO8PHxgb29PaKjo7F//34kJiZiwYIFqF69utxvZs2aNbh48SJcXV3h5+eHGjVqIDExEZcvX0ZoaCjWrFkDQ0NDzv8KAHbs2IFdu3bB0tISCxYsQIMGDZCbm4sLFy5g586d2LRpE2xtbdG9e3eV993nVqGCrdOnT0dgYCBGjx7NiXzPmjULvXr1wunTpzF//nwMHTqUKppKfAsBiNIYPnw4hg8frvJ0VTBPlZQFW7ds2cKeAA8cOKBwuZSUFOzZswdAYYut0hKLxWwqg4oaPCsPeXl5GDNmDMRiMVavXl3u29u9ezfWrVsndzEBCrvxvXz5EsCX8fusyOeKb+V4X7x4MYKDg2Fvb4+rV6+yFWqJRIKgoCB8/PhRrhve0KFD0bNnT7mu64MHD4aXlxdSUlKwbds2bN68WW57mzZtwsSJEwEA06ZNw4IFC9Tugs94+fIlsrKyMG/ePLRq1Qpt27ZV6XPqluHjx4+YN28eAODgwYOc316vXr0wYMAAHDt2DPPnz0dQUFCx29bV1cXly5fh4+PD2a+DBw9G9erVsWzZMhw5cgQbNmyAra0tO7+0dZfVq1cjNjYWTk5OOHjwILtNe3t7ODo6olatWnj9+jX+/fdftVuckYrH1dUVY8eORdeuXeW63HXu3BnDhw9HbGwsDh8+jCFDhmiplF++b6W1lzrMzMywfft2hfN69OiBHj16lGq9TLCVabla1JEjR5CXl4eOHTvi3LlzCpdLT0/HqVOnAEBpigFVMP/3iho4Ky/5+flYunQpJBIJpk+frtVtiUQivHv3DoD2f59v3rwBABgbG8PR0VGrZSkNsViM8PBwAF/vMZ+UlIQlS5ZAJBJhyJAhmDJlCptKJy0tDSdOnED79u05n9HV1cW2bdvg7u7Oqcd16dIFDg4O2LlzJy5evIg5c+YorFseOnQIK1asAAAMGjQIo0aNUqk3VlF6enoIDg6Gt7c3pk6dir179+LWrVsqfVbdMmzevBlxcXHw8vLCn3/+CQMDAwCF93cNGjTADz/8gHv37uHOnTto0qRJsdvu1q0bAgMD5eogXbp0Qc+ePZGRkcHWqWUNHjwYDRs2RJ8+fTj14KFDh2L69Om4desWNm7ciG7durEtbLOysrBlyxYAwMqVK9GwYUP2c+PHj0dERAQuX76MXbt2fdHB1gqV7MvPzw9jxoyRa2Ksq6uLhQsXAij84b1+/VobxfviSaVSPH36FED5BiDy8/MRHh6uNBl3amoqoqOj1VqnSCRCdHQ0nj9/jpiYGLUSfaenpyMiIuKzJ1ovrmVrfn4+NmzYAAMDA/ZCoGi5rVu3IicnB82aNUOzZs2Ubos57pUFdt+8eYOcnBzweLwS//dCoRARERFKWxjISk1NxYcPH0pcTpGPHz8qHTFSKpXi7du3Slv7FiUUCvH27VuF3RqK8/z5c4jFYhgYGKhUsZNIJHj79q1K+0aR4rq2v3r1CkKhEAKBAD4+Puz0zMxMvHv3TuXjt7T7QtbnOleU5reZl5eHd+/eITw8XOn/QdXjXRP7SpuOHj0KABgzZgzn+NXR0YG/v7/CAJyVlZXCHKGVK1dmW5kwNxmyoqKiMGfOHPD5fBw+fBhr164tdaAVKHyQFR4ejmXLlqncIrY0Zdi0aROysrLg5+cn95CDz+dj6dKlAAoHp1PUvaqo2rVrK8wjJ9u1tej+K23dhenWO3z4cLltent7s+eJFy9elFhu8nUYO3aswtxmderUYXMGK0o5QQpJpVL291meAYiEhAS5lCWyZYiOjlZaX1MmIyMD7969Q1RUlNoDwERHRytNVVWejI2NASgOtgqFQhw8eBB6enpo2rQpAMUtYI8ePYq8vDzUqVNH6cNf5h4hISFBaVnUCbYmJSUhOTkZUqm02OUkEgmio6OVBpNLosnjRJV9oEh4eDgkEgn09PRQvXr1EpfPyMhAfHy8WttQdVvv3r1DQUEB+Hw+3N3d2enZ2dn48OGDynXF1NRUle9jlGGOFw8Pj3JNT6jub1MqlSIlJQVv375FSkqK0uWioqLY71/cMa+JfaUtd+7cQXZ2NoyMjDB27FhOznILCwsMHz5cYUtTT09PhfW4Tp06sa+joqLk5sfGxmLdunXQ0dHBb7/9hpkzZ5Yq0AoUtrDdvn079u/fzwkilkTdMuTm5uLgwYMAgAkTJrCBVoaPjw9atWoFAPjzzz9L3L65ubnCOoi1tTUaN24MQPG+8/HxQd++fRXWg5l8yGlpaZwUZy9evIBUKoWpqanCfdSxY0cAhb8hdVoFf24VKthaHNkbzYp641ze3r17x1bQZCssqampsLOzg52dHWJjY+U+J5VK4eLiAjs7O/bmDyjMFejo6AhXV1cAQFBQEDp37gxra2t4eHigcuXKOHfuHLv8H3/8gWbNmqFSpUqoVq0aGjVqhMjIyGLLfOjQIbRt2xaGhobsoCCOjo4wNTXFzJkzOcuuW7cOdnZ2bNP/DRs2oHnz5rCxsYGrqytq1qzJDowi6+HDh7Czs4OrqyunYnX8+HHY2dmxJyFGeno6Dh06pDRQyGBathYUFMgFh/fu3YuEhAT07t2bbclUtEIlFAqxceNGAMpbtR44cAC1atVCpUqV4OXlBRMTE/Tt25ft+sJgWim6uLgozGeYkJCAWbNmoVmzZjA3N4erqysMDQ0VdvH59OkTJk6cCB8fH1hbW6Nq1aqwtbXF2LFjFQZHV61aBTs7O2zZsgUikQhz5sxBjRo14OTkBBsbG3Tv3p09Sb5+/RpDhw6Fvb093N3dYW1tXWyL04SEBAwbNgzm5uZwd3eHo6MjqlSpwl5YlLl79y7s7OzQrl07AIX72sHBAXZ2dnJd6IDC1hfMse3u7g5TU1PUq1ePzQ9Ukj59+sDOzg4XL14EAPz222/sb44JmDH/Iy8vL+jr62Pjxo1o1qwZrKys4Obmhho1aig8fsu6LxRRdq6YP38+7OzslLZ+2LhxI+zs7OTSMZT2tynrzJkzaNOmDUxMTODm5gYPDw8YGRnB3d0dP/74IydvpyrHu6b2lbZIpVL2fK2pfGLM+hTlfBw7diyysrIwY8YMudQEpeHm5qZ2V87SlIF5wKEsJ2uNGjXg5eUFALh3755a5ZEle+1UJ2dmcXUX5iZB2SAhzEBiFbH1OdE85iFK0es/+Z8PHz6w9RTZ396GDRsQGBiotL5x8OBBBAYGyl37du/ejcDAQBw5cgQikQjr1q1D9+7d0b59e7Rs2RJTpkxh6zdMGojWrVujW7duaNGiBdtzSZmEhASsXLkS7dq1Q0BAAHr37o3u3bvD398fHTt25Dzslkgk6NChA9q2bYuCggJERUXhp59+Qps2bdCtWzcEBARgxYoVCgOIs2fPRmBgoFwKlMuXLyMwMBAjR47kTM/MzMT58+eVBgoZTHoTsVgsVw8+deoUUlJS0KZNG7YlU9GgpUgkYnNdK2rVmpycjJ9++gnNmjVDt27d0L59e7Rp04Zz78EoqUXzxYsXMXv2bHTo0AFt2rRB69atERAQoPAh3IULFzBx4kS0aNEC3bp1Q9OmTdG/f3/cv39f4brL8zhRZx/IevbsGQIDAzFu3DgAhfu6bdu2CAwMxKBBgzjLpqSk4Ndff0Xv3r0REBCADh06oFWrVvjll19UCgarui2m27uLiwv09PRw8OBBDB06FAEBAejatSt69OhR7MPFs2fPonfv3mjVqhV69eqFJk2aYObMmcUGJZVR1AU/IyMDgYGBCAwMVHielUql6NSpEwIDA9kGC0DZfpuy2169ejXatWuHwMBA9OnTB4GBgWjcuDEmTZokd5wy5Xd0dFSYQ1ST+0pbmP+BtbU124q+LGRzodvZ2cnNZ473IUOGyLWYLY3SpIxTtwzMAw5AeV2Rudd//vy52uWRxfw/7O3t1fqc7IMX2d8V87AuNzdXYTCVGfTN1dVVrYF1P7evJtgq21Lya20uX1bMTWfVqlVhaWnJmZ6QkAChUKjw5vft27d4//49EhISOBedd+/eISYmBkZGRrh69SratWuHsLAwtGzZEubm5khJSWGTPE+bNo0NjjLB2QcPHijtEpSVlYXvv/8e3333HS5fvoyqVatiyJAh+OGHH2BhYYG8vDy5HHUhISFISEiAlZUVpk+fjqlTp0IkErFlfvPmDfr27StXmXv48CESEhJga2vLeeJy9+5d/B97Zx0XVdbG8d/Q3d0IWGAnFordydpgx9qdq6jo2mutnWvi4uvaBSZiF0hJCUh3SQ0z7x987tkZ5s4wg7Cgnu9fOvfec557uPfc5zzniZSUFJExad++PUaPHo1BgwaJH2xAaDdNUBnh8/nYsWMHgPJdJmYnrqLCcv78eZJfZeDAgULH+Hw+Vq5cibFjxyIxMZGEw2ppacHHx0dEUWL+9mxefg8ePEDz5s2xfft2BAQEwNbWFt26dYOWlpZIxda3b9+idevW+PPPPxEXF4fhw4ejd+/eKCgowKFDh9C+fXsRg+vbt2+RkpICbW1tuLm5YdeuXbCysiKyXL16FVeuXEF4eDi6deuGu3fvomnTplBSUkJRURGWLFlCKpULEhYWBmdnZ5w6dQqNGzfGtGnT0KpVKyQlJWHcuHHw9/cXuYYhPj4ehoaGRLHR19eHoaEhDA0N0bZtW3Iel8vFggULMHLkSNy8eRPW1tZwd3dHvXr18O7dO/Ts2RMnT54U2w9DRkYGtLS0yGLDysqK9Ofk5ARA+G80b948onwzhqCIiAi4ubmJJAj/1rFgQ9xc8eTJE6SkpIit5Pvs2TOkpKSIhFxV9d0Eyv8GixcvxoABA+Dn5wcTExOMHj0aQ4cOhZGRESIjI7F161ahgkWSnvfqHqvagsPhwNHREQCwefPmb1aQb968STbTKlbdvXnzJm7fvg0TExN4enqCx+Phw4cPOH78OPz8/P4T5byqMkRGRgIo99wVB2McjYmJqZJshYWF2LRpE4ByzwhZjK2SdBdm3j98+LCIt9Ljx4/x7t07KCkpSZ2CgfJjw3ibsXmuU8phDG4mJiZCG3Fv375FZmam2EViYGAgMjMzReaR0NBQZGZmQkNDA0uWLMGZM2dgampK3uVHjx7h4cOH+Pz5M6ZMmYJnz56RyuAlJSX4448/xG40BgQEYNSoUTh37hyys7PRpk0b/PLLL2SBnpqaKiRPYmIikpOTweFwEB8fj8mTJ8Pf3x8ODg5QVlYGj8fDhQsX4OPjI9IXUwnb0tKS9b4NDQ2Ffh8/fjyWL1+OefPmscrOwCyWAWFDKp/Px19//QUAGDlyJNlQqqgD3Lp1C+np6bC1tYWLi4vQsZiYGIwfPx7Xrl1DvXr1MHz4cDRq1Ajp6elYuXIl0QOA8vzmjGG6orG1sLAQa9euxdKlS3H37l3k5uaibdu2sLa2Rn5+vtBmJpfLxbZt27Bs2TL4+/vD1NSUhB+Hh4djxowZuHLlisg41NRzIssYVCQ5ORm6urpED9bR0YGuri50dXWJXsrIPmbMGHh7eyM5ORk9evSAs7MzCgsL4ePjg/Hjx1dqcJW2L0Hv4y1btmDr1q3gcrkkT29cXByWLFkiYnjh8/nYs2cPVq5cidTUVLi6uqJ3797Q0NCAr68vSSUkC2ye0GFhYcjMzERpaalQqiCGuLg4JCYmIjMzU8iA9C3vJlD+Nxg9ejTOnDmDrKwstGjRAgMGDEDTpk1RXFyMJ0+eICAgoFL5a2qsagvm3YyPj8elS5e+qa2ioiIcPXoUANCpUyeRbwEzxvr6+pgxYwZ4PB7Cw8Pxzz//4MWLF8jJyfmm/qWhKjIwOqaKiopYgzRzr0VFRVXW5588eULSt7GlypNEUlIS+beg/uLk5AQ9PT1wuVycOHFC6BrmnQEgVNCxLvJd5WyVBDPJMF55FFHE5WBkQs7EhdsyH2tra2shwwszkWdnZ2Pw4MHYvHkz5syZA6BccWvTpg2Cg4MxdOhQvHnzBi9evECrVq0AAL/99hu8vLzw5MkTFBQUCClkERERGDhwIMLDw9GsWTNcuHBBSDlidtOZthhCQkIA/LswffbsGTGcHTx4EDNnzkRsbCw+fvwodK240G6237Ozs0kImrSerUD5BMYYX69evYrw8HC0atUKzs7OuHnzJgDRKqw7d+4EUJ7Xr6Lb/cyZM3Ho0CF069YN3t7eRBEOCAhAx44dce/ePaSmphJlQNw9njp1CpMnT0ZZWRlmzJgBT09PorzzeDwhBer9+/fo1KkTCgsLMWPGDOzevZt4I3z48AGurq4ICgrCH3/8IZSrhXlOPD09oaGhgcjISGKMGzhwIK5fv46tW7eSIjA7d+6EgoIC0tPT4eDggOzsbNy6dUuoeE1ISAiR5fTp00LG5V69euHevXs4d+4cCausiJubG9zc3NCxY0cEBARg06ZNIp4bAODu7o7z58/DwMAAd+/eJePH5/Mxffp0HDlyBIsXL8bQoUMlhnE8ePAA9+7dQ69evWBubs66e8i8nzdu3ICmpiZevnxJntMjR45g2rRpiI2NRUhIiNC7+q1jwQbbXMHn8yvN4yruOavqu1lcXIyePXviyZMnsLCwgI+Pj5Dn8Y0bNzBgwABYWFjAwMBAKjmqe6xqkzVr1hBPD0dHR6xfvx7u7u5S5SyPjIxERkYGnj59inv37sHPzw9GRkY4ceKE0IYDALJ47N+/P7y9vTF//nwhpU5RURHr1q3D0qVLhcK4qpOqymBtbY2oqCiSB44NZuOOLfSJjfz8fERFReHz58+4d+8ebt68iZiYGHh4eGDPnj0y3Zck3WXMmDHYv38/goODUb9+fcycOROzZs3CyZMnsWnTJnA4HBw9erTKYWyUHwcej0e+K7VdWKYuw+atxufzKy0kI84rkonOOnjwIFRVVXH9+nWiQ82ZMwdPnjzByZMnkZaWhl69emHx4sVQUFBAVlYWBg0ahLy8PDx9+lQkRPLAgQM4dOgQ5OTksGDBAowePZroW0xhPTs7O6Hq0Uz4JYfDwZQpU9CzZ08sWrQIioqKyM3Nhbu7Oz5//ozHjx/Dzc2NXJeWlkYW2BXvj+2+c3NzyVxZmWer4OK+uLiY6PoPHz5EbGwsKcbI5CqsGMp8+vRpAOV5/QT14KioKEyYMAHFxcXw8vLCgAEDyLEZM2bg+fPnuHnzJtEBwsPDwefzoaSkJLSYZzzEIiIiYGBggI0bN6J169bkG1JxfbJ69Wrcvn0bOjo6OHjwIBkXPp+PDRs24H//+x927twJV1dXIYeLmnhOZB2DivTq1Qu9evWCh4cHPnz4gDlz5mDYsGFC54SFhZE+RowYgWXLlhEPsvDwcEydOhWRkZE4c+aMxAJq0vTFtAmUG27U1dVx9uxZ4nBw6dIlbNiwAUlJSYiKihJ6Jjdu3AgfHx+0adMGW7ZsIemF3r9/jwkTJuD58+fIzMyUOvVRUVER+ZsJ9sOk+qlsnjA1NRXazKnquwkAfn5+WL58OUpLSzF27FjMnj1byNlozJgxCAkJETGqipuzqnusapOOHTvCyckJHz9+xIYNG/DixQtMnz5dKjsQswGTmJiI58+f48mTJ0hMTMTAgQOxbNkykfMZp5/OnTvjzp072LZtm1D6BwUFBcycORMTJkyoMT24KjIwDmNFRUXIyMiAvr6+SLuCa4bExESp/vZxcXHIycnB+/fv8ezZM7x8+RJ6enpYv369UCo8aWC8wDU0NIQ2/DgcDmbNmoUNGzZg//79ePr0KSZPngxDQ0N4eXkhODgYjRo1Yl2/1yV+CM/WoqIi4lUyf/78Gs2t8j0jzttLkhcYIL4qOTORf/nyBatXryaGVgBo3bo1eaGvX7+Oq1evChlRmF0PHo8nlPuHz+djwoQJCA8Px+DBgxEQECD0oUhJSSHhmoLt8fl8Ik9wcDB8fX2FDAajR48mE0/FfLHiDEhsBhsdHR1s2LABXbp0qXRRra6uTp5FQaPltm3bAADLly8n51U8x9fXF4GBgTA3NxfKBQgAL1++xKFDh6ClpYWLFy8KeRzUr18f8vLy4HA4QuEobH/D1NRUzJ8/H2VlZdiyZQsOHDgg5CUhJycnpGQuXLgQhYWFxAAgqOQ3a9YM8+fPB1CuTDII5kfLz8+Hn5+fkNcjEwLx6tUrODs7Y8+ePSQswMDAgBhYK6a3WLJkCbKysrBw4UIRL15moVnZPMDj8SQWUXr06BHOnz8PFRUV+Pr6Cj0HHA4HO3fuhJaWFjIyMsTuRgsi6T0TNGSWlpbiwYMHQs/36NGjybhUDDWujrGQRtbIyEiSWoCtUn1hYSH5Wwte9y3v5s6dO/HkyRPUr18fz58/F0nxIG5Mxc1ZNTFWtcngwYNx5MgRqKmpITk5GdOmTUO9evWwZ8+eSvNvTZgwAe3bt8eiRYuIx+izZ89Yw5Lu378PoHwTbcqUKWjRogW2bduGzZs3o1OnTigtLcXKlSvJHFATVFUGZnF68eJF1h37jx8/knQgFXNZieP58+do3rw5hgwZgj///BMxMTH47bffcPLkSda0FeKoTHfR0dHBw4cPMW7cOOTm5mLLli2wsrLCmjVroK6ujufPn2P8+PFS90f5cbl06RKSk5OhqalZpwtF1DZs3l5xcXFks7t+/foi1xQVFRHjouB1fD6f/P7161ccOXJESIdi8pAGBwejadOmWL58OfmO6+rqonXr1gCEQ1eB8g2YQ4cOQUVFBfv27YOHh4eQvsUYfCoa1ZkNpZSUFLi4uGD58uXEMKalpUVSqVTMt8kYuAwNDUUW2WwGGy0tLcyaNQstW7ZkNUoIImgUEvRaZcLiJ02aJHSe4Hfr+fPniIiIgJGREfr37y/U7h9//IG8vDyMHz9eyMgI/BuSKjifMvdob29P/gYAcPToUURERMDKygpnzpxBu3bthAwlgjrw69evcfv2bSgpKeHQoUNCY8LhcLB48WKoq6sjJycHvr6+5FhNPSeyjgEbPB5PYg7jHTt2oLi4GH379sWqVauEQnUbNGhA9CgmHda39CW46cHlcnHkyBFiaAXK8zMyfxvBUOOgoCD4+PhAXV0dW7duFXqGra2tidd0Zfl3BWFCrxUUFIQMd5Xl/WXkr3i8qu9mXl4evLy8UFpaivnz52PJkiVC7xSXyyXROxX7ZJOlJsaqNlFQUMDOnTvJeunu3bsYPnw4Fi5cSP5W4ggMDMTIkSOxYMECeHt7IzExEVOnTsWGDRtY0y4wKUJCQkKwbt06NGzYEAsWLMDcuXPRvHlzcLlc7N27l6zxa4KqyGBvb0+etYsXL4q0yefzhVKoSVtgfs2aNRg/fjx27NhBvG3/+usvMp9JS3FxMfEoHjt2rMicNXz4cOzYsQMGBgb48OED5s6di9GjRyM4OBjDhg3DqVOnhObpusgPYWzdtGkTYmJiYGRkJJLHk/Iv3+rZWvE6xouiadOmrOPOvNyzZ88WaVvwYyG4y3L69GkEBATA0NAQp06dEnF5Z2QxMDAQ2v2IiopCQUEBgPJdO8HE6oCwl6lgHpaysjJyH4IyxsXFkYV5RdlXrlyJR48ekXyf4uBwOCKG1GfPnuHp06do0KAB2dVlM7YyXq3z588XUrIBEOV2xYoVQt58ubm5WLx4McrKytChQweizH358gXp6ekAhP+Gy5YtQ3Z2Njp06CA2JyzD1atX8eDBAygqKmLLli2sClz37t1Jf8xOW1RUFFnE7N69W8gzGvj3GVFSUsKff/4p0ibznAg+Iw8fPsTNmzdhaGgooug/fPgQZ86cAQAMHTpU4j1FREQgPz8f8vLyQmFMQPnHh8nNNmHCBFbjooaGBjH+VfZRByQbW6Ojo5Gbmwug3BhfMQxUVVWVhMkLKunVNRYVYZsrmHnC1taW1ZMuMDAQZWVlUFJSIuHtQNXfzYSEBGzcuBFA+bPDlpCdbUzFPe81NVa1zZQpUxAUFITp06dDRUUFiYmJmDdvHlq2bEmUcDZGjBiBmTNnYvDgwTAzM0N8fDwaNWqE9evXixSh+PLlC4Dyv/HJkyfx4MEDLF68GMuWLcPjx4+xYMECAOUVT2uqOE9VZVi8eDH09PSQmZmJXr164c2bN+DxeEhISMBff/2Frl27Eu8strBANiwtLTFnzhy4u7ujU6dOkJOTw4YNG9CyZUup5gIGaXSXiIgI0qauri5JUZCRkYEZM2ZIDBOl/BxkZmaS7+ekSZNkMvj/bLB5sDLvl5mZGWsxFXGGl/j4eGIcXLp0qci4MwYzBQUF1tBcZlEr+D0tLS3Fli1bAABTp05lXbgy8lY0tjKVx8XNJ4w+Lag3CrZX0ViTlJRE9JKKx6ZMmYLjx49XurDmcDhEj2OMrR8+fMD79+9hbW1N9MaK5wD/erWOHTtWyMj36tUr+Pv7Q1dXFxMnThTq79WrV7hx4wYAwNXVVeQeBf/usbGxxOi7YsUK1hyNDHw+n+TzHTRoEKuxTU1NjXh0CaakqYnnpCpjwAZTgEtOTk4k9/vDhw/x6tUrKCgoiHVkYjbOU1NTKy1oK6kvoPwbz+iKCxYsENH5lJWViR4suCbYvXs3AGDy5MlCa4z8/Hzs3LkTPB4PzZs3Z/XoEwczT1TMBclsdIgztorzJq3qu3ngwAFkZWXBycmJNe1eTEwMSkpKIC8vLzQ3CRZeE5SlJsaqtjEyMsKRI0fg5eVFnqv79+9j1KhROHz4sNjrTExMMGrUKAwYMADNmzcHh8PBkSNHMHLkSNaUUkwqp0+fPmH9+vU4evQoPDw8MGnSJJw4cYJsPHh7e9dYofaqyKClpUXmiGPHjuHEiRPIzc1FaWkp3r17h5UrV+Ly5cukD2k9mnv06AE3Nzd07doVhoaGSElJwdChQ3Ho0CGZih4fPXoUiYmJ0NXVhYeHh8jx4uJihISEEGcfOzs7suly48YNHD58+D8vgC4r330aAR8fH3h5eUFeXh5//fUX624EpfwFZXJiCBomCgoKyE6juFATcV5ijNs3m8t8UVER2Xms6JkJ/OvBZmBgQCpRFxYWEiPIpk2bWA06b968AQCRFAKMLIqKiqwfpOTkZPKRFsyjEx4ejsLCQpEK8Mxi3dLS8ps+OpqamsjPzyeGVGa3aenSpWQHkXlmmXNCQkJw+/ZtaGtrY/r06ULthYaG4uHDh1BQUICysjJ2796NzMxMBAYG4smTJ8jIyIC5uTlR1oF//35GRkYknCAnJ4comYxnlSSY3bARI0aI5ONkENwNKywshIaGBvm76OnpsRqxmOegZ8+eYvMfARAy0B04cABA+TPw119/ker0b968ITmtpkyZIpR2gA3GSNGgQQMRj7aoqCjyDDBGHDYYQ3hlSqZgf2yGW+ZvpKqqyvq+JCcnk51mwU2G6hoLQcTNFcx4VDZPNG7cWEg5req7uWPHDhQUFKBz587o06cPa59sxla25x2ombGqK9SrVw8HDx7EqlWrsHDhQvj4+CA0NBSurq4IDQ1l3fUV9ADlcrk4deoUZsyYgbVr16KgoIDMIbm5uWShuHjxYhGPYA6Hg40bN+L8+fNITk7GpUuXqpT0XxLfIoOBgQHOnz+PsWPH4s2bN2jdujWUlZXJon7SpEl4/fo1AgMDparEDJTPGYKRDdHR0Zg4cSIeP34MZ2dnhISEVFogQBrd5ebNmxg2bBhKSkowadIkbN68GQYGBrh37x7mzp2Lt2/fwsXFRcQTnvLzUFRUhLlz5yI7OxutW7cWeTco/5KRkUE24gSNJdKGBlc0vDC6s5aWFqtRi/FSc3Z2Zl3AMscFczx7e3sjNjYW5ubmrF7rpaWlZBNN0OsP+NdA1KdPH9bcfIxOXtGIJS6FAjMuxsbGRE+vCurq6igsLCRzOKN7Tpw4kejBjLzMvBwVFYWnT59CQ0NDJP8f40XZqFEjXLt2DSUlJYiPj0doaCiCg4MBlG+aMh6h4u7x77//BpfLRevWreHs7CzxHuLj48lzICmagHk+BD10a+I5qcoYsMHck42NjYhHG1PQtUePHmJzngs6gxQVFUksUiSpL+Dfv5GysrKIJzMA8u4C/27MR0dH4/Xr15CXl4eioiLOnj2LnJwcRERE4O3bt8jJyYGRkVGluYXFySo4TxQWFhIPZXFzhTjP1qq8mzk5OaRg3dy5cyXKWXFMmf50dXXJ2qqmxqouICcnhwEDBqB///64du0adu3ahczMTOzfvx8aGhoYM2aMyDU2NjYkwhQoN/avWbMGb9++hbu7O/73v/+RyNH8/HxSL8PDw0PEk5zD4WD27Nm4desWMjIy4OvrW+3pfL5FhsmTJ+Pz58+4e/cudu/ejd27d0NBQQFcLhf6+vqYOHEiTpw4AVVVVannekFdg8vl4tq1a/Dy8sKBAwdQWFgoVaTbvXv3cOTIEcjJyWHjxo0i70ZxcTHmzp2LFy9ewNTUFEuWLIGrqysyMzNx/PhxnD17FkePHkVCQgJ+//13qeSuDb5rY2tAQADGjx8PPp+Pbdu2VUtluB8VxgChp6cnVNzm/fv34PF4UFZWZp0YkpKSyIde0MhSXFxMJvkhQ4aIXPfx40fweDyYmJiwfuzZvEkDAwORnJwMBQUFscoMk9+04mKeub/u3buzThRMf0ZGRkK714yxpmHDhkIGt8pSK0gLs4AuLi5GTEwMrly5AgsLC6H7YwwhzCR6+PBh8Pl8zJw5U8TLggl753K5QlVx5eTk0KRJE7i7u2P16tVCChvbvQQGBoLP50NFRUWq/JSM8lYxjFsQwVA05gPF/F0GDBggFLrFwBjiKn40GJiqoxVlB8pz996+fZv8rqenh0GDBmHy5MmVFi8DJP+NmfvV0dFhDStkYJRoQU9ONgoKCsjONlt/jCy9e/dmNYwx92xsbCyk9FbXWAgibq6ozANenDG2qu8ms7EiztCanJxMdp8FZRL3d62JsaprWFpa4u+//8bx48cxefJkxMfH4/DhwxI3DIByj5rJkycjNzcXCxcuxM6dOzFr1ixYWVlBVVUV8vLyKCsrE1uISVVVFW3atMG1a9fIu1OdfKsMvXr1QlBQEA4cOIA3b94gOzsbLVu2RI8ePdC6dWuygVTVQlP16tXD9evX0bhxY3z58gVr166V6FEhje5SUFCAiRMnori4GFu2bBGKPujVqxdev36NVq1a4dOnT5g9ezYpbkb5eeDxeFixYgU+fvwIc3NzbN++vU5X5K1tGB1FS0tLaCNOWmNrxeNMe126dGHVbxj9QFzxDrbwXyaHc79+/USimoDyUPaioiLIyckJ6SYlJSUkx6S4eYzRQSrqNOLur7KQaWlhFtClpaVISEjAgwcPRFIDMJ6tTOEjptiNm5ubiE7EjGtAQIBQUSAtLS24uLhg6NChQpumggZqwXth/n6S9FoGJgxcU1NTbIFQ4N+834JehjXxnMg6BuKQ9Ddm7llS/kXmmdPV1a3UI66y54k53qFDB5ECyMC/z6+enh5xgmF+KysrI4WHgXLDk4ODAwYOHIipU6fKnNdcnAc8n8+HoqIi68ZsWloaqeUheF1V383w8HASLSZuM5VZQ0mTa7mmxqouweFwMGjQIHTr1g0TJkxAVFQUDhw4gFGjRpGNHXFYWFhg7969GDp0KFJTU3HgwAGsWbMGQPkGgJycHHg8Htq3b896vYqKChwdHfH48WOJNQKqyrfIoKysjK1bt6J3797w9/dHREQEjI2N4ejoiIEDB5L0f23btq1SvlkFBQUMHToU+fn52LFjB06fPo2RI0dKdDp4//49qe+yYMEC1iiJ8+fP48WLF9DX18fFixeJTURPTw+LFy+Gra0tNmzYgFu3bmHgwIEypzD4r/huja0vX75E//79ya5+ZYvJnx3mY1zR8MkYOpiqlxW5evUqgPIHW3BX9ePHj+ByudDT02P96IhLPcDAfCDYjGgNGzZk3fVMSUnB8+fPAYgatxiDjrgXrbJ8tdLka60KzMRQWlqKffv2gcfjkaToDIwiWVpaipKSEpw9exbKysqsu4vM36t79+4kP5S6ujrs7OzEfiDZ7oUZ/wYNGlQ6sZaVlZHFiCTDI+MdKBiSz/xdxO2uM7KxecJ9/vwZOTk54HA4aNq0KYByozWjMBw/fhzW1tZQV1eHnp4e7O3tZcq3KcnYyhh5Jd1vRkYGMfZVTENQkQ8fPoDH40FDQ4M1fIqRpWKRDEmyVudYCFLZXMFmWObxeLh+/bqIjEDV301mPhBnyP7f//4HoPwdYyrVCrZXcXOoJsaqruLh4YF169YhLi6OjL80jBgxAgsXLgSXy8WLFy9gZWUFRUVFWFtbIzo6moQwsSHoAVDdVIcMJiYmWLduncjvu3btAp/Ph62t7TdtrmlqaqJXr144fvw4nj59KvY8aXWXGzduIDU1FXJycpg9e7bIcQ0NDaxYsQITJ07E8+fPkZWVJZKmhfLjUlZWhjVr1uDBgwfQ09PDvn37vsn78GeAmQsrflOYbwNbURUej4fHjx8DEDUSMQYNcd8ocUZMoDxNDjNPCeoZjCziDFJMfmlzc3MhB4HIyEiUlZVBUVGR1XGirKyM1WhXUFCA+Ph4VjklyS8LjLGVy+Xi/Pnz4PP5cHd3F9KDGeMal8tFaWkpbt68CUVFRZFIn5KSEhLx5OnpCTMzM6iqqkJLSwtWVlas3/KYmBiUlpaCw+EIjTVjsJSmmA4zdpIMrdnZ2SSnvqCeV93PSVXGQBziDKBlZWWkqJOke2Y2Ntn0Wmn7qni8snESvJ55X9q2bQsPDw+oqqpCVVUVFhYWrClBpKGoqIgYWwVlEXwG2NbLTPEiLS0tISNTVd9N5t5sbW1Z12k8Ho/MB9IUx6qJsaqraGpqYsyYMdiwYQPy8vKQlJTEmoqsIurq6nB2dsaVK1eEdGdFRUWYmpoiISFBYnFsRgeTJtpRVqpDhu7du5PULQzFxcXk2a14TFZ69uyJHTt2kBSN4oytQUFBmDNnDkpKSjB69GixDnZMYdxBgwaxPqPDhw/H0aNHkZSUhCdPnlBja3Xy7Nkz9OnTB7m5uZg9ezbJQUIRD+PJ1a9fP6HfmQ+2oCFVECaPoTgDCmMEqwhznC1kWvC4YLuCBkA2tm3bRvJyVFSOxKU6qHhcnNedtEZYWWE8WwsKCnD8+HHo6+uLVOxkziktLcW1a9eQnp6OqVOnsuaPYvIZmZmZifX4qwjbvTPeymwKgyQE82kJkpOTg+PHjwOAUIVRSc9JWloaEhMTIScnx2qsZK61s7Mjk2xRUREJOXdxcREysskKYzysGIoniLj7BYC9e/eCy+XCwsJCpHq7uL4aNmzIqghX9r6weY1W51gIwjZXFBcXkzAntrniwYMHpIiZtO9YxeOC16Wnp5N8U2zePSUlJSRHYbNmzYTGlK29mhqruoq8vDyaN2+OuLg4mTzdBDdsBJ99e3t7REdHk+eYDWbjQdL79C3UhAyfPn0ingsHDhz4ZqM7Y+wSN2/Iorsw96KtrS02NFPQcJCTk0ONrT8JZWVlWLVqFW7fvg1dXV0cOXJE6hQYPzPMRqJgNE9JSQnJz8+mc7169YoUJhLn2VoxDzlQnkc3LS0NHA6H1RDFXGtpaUk23LOyskhfFfO2A+WhxkwuzorpnARzTLLpdbGxsSgqKhJrcNTQ0BAxRlS3sbWwsBBXrlyBtrY2hg8fznoOl8vFo0ePkJ2djWHDhonksCwuLibrAMGoBEkwY2NtbS3kQZuTkwNANj2YiUBj4/z58ygrK4ORkZGQTlvdz0lVxkAcjAFOkk4k7p7z8vLwzz//AKg8N6w0fTH3Ks7Jgc0DnUm/ZmhoiI4dO1YqgzS8fv0aJSUl0NbWFvo7Mum1xBmQmHdTXAoBWd9NZn0uTodjwsXZ+mR7d2tirOoygoZyWd5xZr1Z8bm3srJCQkKCxFoIzDqoptYYNSHDtm3bkJGRgebNm4uNMpUWwXRY4uaNDx8+4Ndff0VBQQFGjRolscgis3klWAi8ItbW1khKSqoRR4/q4rsrkOXv74/evXsjNzcXs2bNwt69e2tbpDrPmzdv8Pr1awAQyYPDKHZcLlfkumPHjsHf3x+AqLGMMYyKM7ZK8hosKSlBSEgIAGGDCPNiMh8mQd6/f4/9+/cTw4ugsTUjI4MUT5HV2MpmVE1PTxfbnqwVGplJ+8qVK8jOzsbcuXNFQqKUlJSgoKAAOTk5HD9+HHJycmKLpTDK2OvXr6WSJTs7mzXUmlH6wsPDSQEEccjLyxMFQFyo6saNG5Gbm4v69euTPLOCfxe254QZ+/r167MaE9j+Ztra2kT5Zjxpq0JhYSExOLMtUpnd5/DwcNYK5vHx8WTu2bhxY6VVzJm/AVtfqamp5OMoS5G66hoLQcTNFenp6eR5qzhXfP36Fb/++iv5v+Dfuqrvpp6eHhlTNi/B9evXkzlEsF1xz3tNjFVdIDw8nHUeiImJITvVsuz0Xrt2jfxb0LOZyXd17Ngx1t3yxMREMjdUVOKjoqLw+PFj8s2oKt8iAxvJyckYMWIE8vLyMGHCBJFQ/tzcXLx79w43btyQuMBm4HK5uHXrFgB2T35ZdRdmzs3KyiKhqRVhPPANDQ1ZjTOUHw8ul4sVK1YIGVql8cz72QkJCSFeeEzlb6D8/WJgNuQYCgsLSZFGQNhYlp2dTTYg2YxDjLFD0MAnCFuYMhNCD/wbni3I1q1biZFNMHe7YHuVVUmvKA8jZ/369YU2m7Kyssj9VWxTVj2Y0XkfPHiAvLw8jBkzRmRMFBUVIS8vDw6Hg3/++QccDoe1WIqmpibZ1JI2ZQ2bR6SioiJJJSFpA4+BMVwwEVcVSU5OJhW958yZQ6LzauI5qcoYsFFUVESMdRUN7fLy8sSjlYkyqsjRo0dRUFAAKysrkby6svQF/Gt0BmQrPsW8ByEhITI/l+Jg8uF27NhRyKOUmSvY1suXL18mumzFv3NV300m12pYWJhQDmCgfO0uWHFesM/c3FyyphDssybGqrbJz88n71dFmI2AiunXJMHlcsmao+Kmfd++fQGU/60FC1ozpKamEj1XcD2Tn5+PsLAwPH78WGiOrwpVlUEc3t7e8PHxgZKSEjw9PUVSLcTHx+PNmzesdhk2Hj16RP7N5qH+7t07zJw5EwUFBRg5cqRQzlw2mDlIXOFZHo9HPPArS+dXm3xXxtYHDx6gT58+yMvLw9KlS7Fv377aFqnOUfEj8PnzZ0ycOBE8Hg8DBw4U2TllHuTHjx8LuaWfO3cO8+fPJzv9FXe2JXni8Xg88nFmOx4aGorS0lKoqqoKfQiYFyU4OFgo18jLly/Ru3dvLFq0iOSXFdzlECzCVFEBBconOmYXSHDyiYuLI4Y0tpyPurq6QgtYb29vmJqaws3NTaQPcTC7PBcuXICGhgbmzJnDep66ujoyMzNx584dDBkyROzObu/evaGgoIDQ0FDikSVIcnKy0IeH+Tupq6sLLRS6desGFRUV5OfnY8GCBSIfAMYQycCEcu3fv19EMd26dSu2bdsGOTk57Nixg+zCMn8XS0tLVo+ryrw52VJNAP/md12wYAEJf2Pg8/lSKc7MbhkAESUGKC8IYGRkhKKiIixevFio0mFCQgJJ0N2uXTupCpIwBke2vphx0NfXZ1VCc3JyyMekOsdClrnCxMSELB4Eq1amp6dj8ODBZEfRxMREyDuyqu+mnJwcevToAaDcu54xNjFF9I4ePUrmJLbiWBWfd6B6npu6BI/Hg6urK5ycnLB+/Xr4+PjAz88P27dvR4cOHZCbm0vyOAuyY8cO1kqr9+7dIyHtvXr1Epqbx48fD0dHR2RkZGD06NFCxs6CggJMnToVRUVFaNWqldD8mJycDHt7e7i4uHxzddaqylCRvLw8nDhxAo6OjggKCoKlpSX++OMPkfOWLl2Kli1bYtGiRWSTLyAgAN7e3iLvTl5eHiZNmoTQ0FDIyckJbT4AVdNdunTpQnLgTZs2jUQ1MMTFxZG0CKNHj660Pcr3T2lpKZYsWYK7d+/C2NgYJ06ckCp892ej4vuZkJCANWvWgM/no0uXLkLRGQYGBkRnuX//Pvk9KysL8+fPJwtafX19oTBGxiPU2NhYpLo8ULmXHnO94DxrZGRE+mA2y5j7WbduHV6/fo3BgweTftn6kzXvbGW/a2pqCukld+7cIWmspIUxIN2+fRuqqqpi5ytVVVXk5OQgICAA3bp1Exu+zuQ23bZtm4iuyufziQdlxXupeI/Mpty5c+dEFvNlZWVChvh27dpBV1cXJSUlpGo7Q0pKCqZOnYrc3Fw4OTkJbVTXxHNSlTFgQ3CtwLahyEQ3eXt7i7R34sQJnDp1ChwOB4sXL640gqayvpjx19bWZjWM5eXlEb1d8O/YoUMHyMvLIyYmBvv37xe5Lj09ndVhgkFwruDz+Th9+jQePXoEOTk5kaJKjEfr27dvSeQVUF5LZOvWrSSPbMWNz6q+m0xeTqaAKUNISAg8PDzIJpuRkZHQGovpT0VFRWiu+9axqovcunUL/fr1w2+//YaLFy/i5cuXuHfvHhYtWoQLFy4AgFB9E6B8nXDnzh2R70RBQQHWrl2LmJgYcDgcjBw5Uuj4gAEDYGdnh5ycHCxfvlzI2FlYWIj169ejpKQEjRo1EsrNu2vXLowaNUpofVxVqipDRSIjI7FgwQJSVGr27Nkiz216ejoGDhyIyZMnC60Z/vrrL6E1NMOzZ8+wfft2AOXF/iq29/LlS8ycORNfv37FhAkTsGLFikrvt1u3bgCA69evizje8Pl8HDhwAKmpqVBXVxeb87ou8N2kEQgKCkL//v3Jg3XgwAFSXboizs7OuHPnzn8pXp1h06ZN2LVrF5o0aQIul4t3796hsLAQurq6OHTokMj53bt3x5o1a1BYWAgLCwv069cPcXFxePfuHU6ePIlDhw4hOTlZ6CPA5/MlerZGRESgoKAAampqrAoEYxBxcnIS2jV0d3fHunXrkJWVhY4dO2LQoEGIi4vDgwcP0KlTJ0yZMgVeXl4iVZsrC1MODAxkzZfJXGdjYyP0oRJXCMjLywspKSnw8fFBfHw8q/GoIozinJWVhUWLFokN89TQ0CCTlySXent7e8yaNQu7d++Gl5cXbt68iU6dOqG4uBifPn2Cv78/9u7dS7xLBcP4BXesrKyssHz5cnh6euL48eN48uQJOnbsCD6fj0+fPuH169f4+vUrCb2YP38+/vrrL4SEhKB9+/YYMWIE9PT0cOPGDUREREBTUxNnz54VCkGoLNVEZUXIxP1d161bh0uXLiEpKQnNmjVD165dYW9vj8+fP+P169coLCwk4T7isLW1hbGxMVJSUjB48GC4uLhg1qxZpCKtlpYWtm/fDg8PD5w4cQKBgYHo3r07QkNDce/ePRQVFWHgwIE4e/ZspUnXgfI56ezZs7hx4wb69OmDJk2akF3pysaBOa6hoSFiQPyWsZBlrpCXl0fXrl1x584dbN26FdeuXYOjoyP8/PxQv3597NmzByNGjBC7KSPruwmUv28PHz5EbGws7Ozs0LBhQ0RHR0NdXR0PHjwguYUEvQjFPe/fOlZ1kYyMDNja2uLp06dYu3atyPEePXrg3LlzQuFTYWFhWLx4MZYsWQIbGxs4OjpCRUUFwcHBxBhqbW1NFlEMjNf94MGDcfXqVTg4OMDFxQWqqqrw9fVFXFwcjI2NSVVRBsaLWE1NDQMHDvym+62qDED5YujQoUNIT0/Hq1evyOaSm5sb9u/fz5rrkpF91KhR5Lc9e/bA29sbmpqaaNy4Mezt7fHlyxd8+PAB2dnZ4HA48PLyElL6qqq76Ovr4/Tp0xg4cCDu3r0LR0dHDB48GBYWFggPD8eFCxdQUFCAdu3aCXm4UH5cPD09SY6+jIwM1grLDLt37xabA/xH59ixYzhz5gwcHBxQVlaGsLAwFBcXQ1NTE7/99pvQufLy8mjdujWePXuGkydP4tGjR7Czs8OLFy9gbW2NZcuWkUIcglRmJKssBF+ct9vYsWNx8OBBXL9+HampqbC0tERAQADS09OxY8cOkj9WMJqG0dvY2qvYn7TGVnFFww4fPozMzEz4+voiOTmZNfVCRRjP1ry8PIwfP57V6AiUfycYo9zEiRPFtjdz5kz4+voiPT0dbm5uaNOmDSwtLZGYmIjg4GAUFxfDz8+PnC9ubH799Vf4+voiKysL48aNQ7t27WBubo6UlBR8/PgRw4cPJxtnGhoaWLRoEVavXo0rV67g06dPaNeuHaKjo/H8+XOUlJSgS5cu+P3334W+PzX1nMg6BmyYm5tDT08PmZmZmDdvHlq3bo2RI0cSB4hx48bh+vXriI6Oxvjx49GjRw9oa2vjyZMniIuLg5qaGn7//XepjByV9SVtPldVVVUhA6KVlRVGjhyJc+fO4ciRI3jy5AlatGiB0tJSxMbG4t27d1i2bBnrBmxJSQlcXFxgbGwMU1NTxMbGEo9QDw8PkfRm7dq1w/79+1FcXIxevXqhU6dOSE5ORlhYGNnwZvQyhm95Nx0dHdG/f3/cuHEDBw4cwIULF6Curo4vX77Azc0N9vb2ePPmjYhHn+AzV3HdV9WxqsuoqKjg2rVrQpFZzO+rV68WiVo6d+4c7t69CzU1NdSrVw9WVlZISUnBp0+fkJeXB6Dc+FixKJmcnBw8PT0xf/58PHr0CIMGDUKrVq2grKyMFy9eIDk5GXp6eli7dq3QuDMRSNKm/pNEVWUAgFWrViE7OxuRkZGk9oGuri5WrVpFnFsEYbzmVVRU4OLiAqA8am7nzp3YuXMnzMzMYGdnB2VlZURFRRGDrKmpKTZs2CC0hoiIiMCcOXNIiq2LFy/i4sWLrPfYrFkzoiNPmzYNr169wrt37zBr1ix07doVjo6OKC4uxvPnz/Hx40dwOBxs2LBBqOhlXeO7MbbGxsYKWfCZF4KNih4gPxPv3r1DVlYWUciA8sTCe/fuZc0z4+zsjE2bNsHT0xNFRUW4fPky2rZtCx8fHwwZMoS4eAt+BGJiYpCbmwt5eXmxbuJAuTGVzRAlLqRfV1cX165dw8iRI5GQkIAjR45ARUUFM2bMwNatW4l3X8WQ7coMOow8zZo1E5KnsqJZFX9v3rw5Pn78SJQaaWAMw0pKSiK7a4IwyqiLi0ul+T//+OMPmJubY/369Xj79i0xDisqKqJ///5CHwhJuWfXrl1LjK4RERFk51pRURF9+/ZFUVERkV9ZWRnPnz/H7Nmzcf78efz1118Ayg0CQ4YMgZeXl9iiZZUZW9k8W7Ozs0kYXUXZrays8PbtW7i7u+P58+dCnpa2traYOXMm+Hy+xPyL8vLyWLFiBRYtWoQvX77g7NmzIiFr48ePh6GhIaZPn443b97gzZs3kJOTQ7NmzeDm5oZly5ZJZWgFyg02e/fuRXh4OO7cuSM0f0kah4rHK97Tt4yFrHPFoUOHMGjQIAQGBiI0NBRpaWkYOnQodu3aBW9vbwDiPeBlfTeZ3wICArBixQq8ePECCgoKmDNnDiZNmgQul4vU1FSYmJgIPV+SnvfqeG7qEoaGhvD398fbt2/x+vVrYiwYMGAAtmzZwpq31NDQEGvXrsXRo0cRExMjtFutr6+P2bNnY+nSpaxpPdq2bYt3795h6tSp8PPzIyGTqqqqGDRoEA4fPizikcIYLAcMGCCSPqUqVEUGoHyxzRR7NDIyQs+ePTFy5EixBuCioiLi6Szo3TB58mTk5OTAz88PL168wIsXLwCU5wPr1KkTtm3bJlIl9lt0l379+uH9+/dYunQp7t69iz179pBjBgYGWLduHWbPns2a15jy48HoQEC5txNbOCtDxZD4n4mwsDDk5eUR3Qgo162WL1/Omvvtt99+w7x58xAREYGYmBhkZWXB1dUVS5cuJZsfFb10GOMPWx5OweNsRjbBMN+K38xJkyYhLS0Nly5dwsuXL/Hy5Us4ODjAy8sLrVq1IoUoBd/5hIQEMnfIYtQrLS0lUWTicj5W/L1hw4aIioqCo6OjVIZW4N98rAoKCmILoQD/6vatWrVCkyZNxJ5namqKCxcuYPXq1QgMDBTySDYzM8Mvv/xCvuUJCQlkzq041rq6urhw4QK8vLzw9OlTIc8pMzMzEQP7gAEDoKuriw0bNiA0NBShoaEkz2avXr0wceJEET2mpp4TWcZAHPLy8pg8eTJ27NiB1NRU3Lx5U+ibqKSkhNOnT+P333/H7du3ybOnra2Nbt26YdasWVJ71lfWl6RxEDzeoEEDkXtasmQJjIyMcOjQIYSFhZFzFRQU0LlzZ7E53KOiolBcXIzPnz+T9YaOjg7mzZuHIUOGiJzfrFkzzJ07FwcOHEBJSQnu378PJycnbN++Ha6uruT7LPjcVPXdZNiwYQOsra1x7949pKamon79+pgyZQoGDx6MJUuWABBNFSWpvaqOVV3Fzc0Nffv2xYsXL/D582dcunQJiYmJ2LZtGzp16sSammPo0KHIz8/Hy5cv8fHjR2IMZWodLFy4UOy6tUmTJvD29sa6devw8uVLUuNCWVkZLi4uWLNmDfFwBsrzKzPRexWNvlVFVhkYHj16hPz8fMjJyaFJkyZwdnbGqFGjSARVRZhx6dKlCxlHXV1dTJ8+HZcvX0ZiYiKZn4DyeWHUqFGYMGGCyLgnJSUJ1TKQVEBMUF9WUFDA4cOHceHCBRw/fhwPHz4UivpwdnbG/PnzxW5k1BU4fIHEHY8ePULXrl3h4uIidDOU6qFv3764ffs22rVrh+fPn9dIH3w+H+Hh4UhKSoKOjg4cHBxEPEHZSEtLQ2hoKBo2bEjyxNQWZWVlCA4ORn5+Pho3blxjFXYHDhyI69evY9u2bVKFRPH5fAQGBqJJkyZSG9lqEh6Ph6ioKCQkJMDS0hKWlpZVXnQnJCTg8+fPMDU1hYWFhcR2SkpKEBQUBFVVVTRq1KhWjVO5ubkICgqCsrIybG1tWT8wkkhNTcWnT5+gpaUFR0dH1oqfQHk+yOjoaDRt2lSsV0ZllJaWIiwsDDk5OWjQoIHEhN9VQdaxqMpcwePxEBQUhJKSErRq1arW3gNPT0+sW7cOHh4eOHnypMzXf+tz860w70xpaanMRerE8eHDBzRv3hzr1q1jTTFSEWaHu7i4GA0aNBApRCIJLpeL4OBg8Hg8NGnSROw99OjRA35+frh+/bpIvvBvRVoZgPI0HklJSdDT00O9evUqnbP8/f3RuXNntG7dmjXHb1lZGWJjYxEbGwtTU1PY2dl9c3hYZTBKe3p6Ouzt7aWqrCstM2fOxMGDB3HgwAHMmDFDpmsLvrxC9Mm+Yo+r23RGvXGXxR6va+Tk5MDCwoLkq6dUL0ePHoW/v3+V5m1p4fP5+Pz5M9LS0kiFdnFF5hh4PB4iIiJQWlqKxo0b17qOl5WVhaioKOjr69dY8bOQkBCMGTMG6urqePz4sVj9RxDGU8/BwaHWxwgoT0UUEREBJSUlmJubV3m9UFxcTDYfTUxMKm0nNTUVCQkJUq+xapJvHYPMzEzExsZCXV0ddnZ2rM9BaWkpIiIioKysLNU39Fv6qio8Hg/x8fFkI97ExKTS73Jubi7ZELW0tISJiUml95aZmYmYmBjY2tqKNVTVNIWFhejWrRuKiopw48YNmfWBqoxVdePq6op9+/ZVq4F3wYIFePDgAXH0kERZWRmSkpKQmJgIQ0NDWFhYyDQGXC4XUVFR4PP5sLe3Z9VB3717h4kTJ6Jx48Y4d+6cLLdSbTIwfPjwAWpqamJTmlRk2rRpePnyJfbs2cPqvZ6bm4v4+HiUlJSIRAjXFOnp6YiLi4O6ujqsra0rrZciC3///TdSUlJw5MgRma9N8luH9Gfi6zB8N56tFOngcDho2LChzNVDDQ0Nq934U1Xk5eXF7ipVF0zFU0C6KppA+diK8z6sDeTk5ODg4CB2x1wWzM3Npf5YKykpiYRX1BZaWlrfVFXTyMhIqs0FMzOzbw5RUFRUlOit8a3IOhZVmSsYz97a5OvXr8SzmkkWLyvf+tz8COjo6LAWcpIGBQWFSp+DwsJC+Pv7o169elX+O32rDAwWFhYyVWy+d+8egPJQMjbk5eVRr169Gqs4y4aysnKdLgBAodQVOBwObG1tZTJSysnJ1SnvGF1d3SrPz9LCOH20atVKaqMXh8OpU+OkoaEhVSGYylBWVpZJF5JWd/wv+NYx0NPTq9RoqKioWC1GMWn6qipycnKwtrYWm+uXDS0tLZn18pq8B2m5du0aioqKYGNjU6WN16qM1Y+GvLy8zLqhIAoKCpXOhUzRVsF0VNWJNDIwyLJ2Kyoqwrt372Bubo5OnTqxnsM4Kf2XGBgYyOQYUlegxlbKT4m3tzfy8vJgbGwsNsSZQqHUDuLC33g8HmbOnImYmBiSO5hSjp2dHe7du1dnKpPfvXsXxcXFWL58eZ3wgJKFq1evwsbGRmJOTAqFQvle4XK5JLXKz77xSKHURcTpwZ8+fcLOnTsBiBZ/+tmZOXNmjRk2q8KjR49gZmZWIw4HNcmzZ89QWlqKSZMmfXf6e12EGlspPw1ZWVn48OEDoqOjSa4bT09POpFQKHWMy5cvY8OGDRg7diwcHBygpaWFyMhI7N+/H+/fv4e6ujpOnz5drSFo3zsaGhqsSe5rC0dHR7x//16kyERdh8fjYc+ePahfv/5/HlZHoVAoNQmTosvHx4ekjmLLT0mhUGoXd3d32Nvbo0WLFjAxMUFeXh7evXsHb29vlJaWYvjw4XW6AnttIC4vbm3A4/GwbNkyWFtbf3e6pJ2dHby9vaXOyUyRDDW2Un4aHj58iGHDhpH/u7u7Y+rUqbUoEYVCYePt27d4//49a94lV1dXbNq0iSoBdZzv9e8jJyeHzp0717YYFAqFUu14enqSYqj6+vrYuHEjlJWVa1kqCoUiCJPbNigoSKiYKwBoampi6tSpcHd3ryXpKNIgJyeHli1b1rYYVcLKyqq2RfihoMZWyk+Dra0tVq5cCQ0NDXTs2JHuCFIodRQvLy+MGzcOT58+JQnYbW1t0axZM7Rt27a2xaNQKBQK5btjyJAhSE9Ph7W1NVxcXP6ToiYUCkU29PT04Ovri4CAAMTHxyM9PR06OjowNzeHs7MzNDU1a1tECoUiJdTYSvlpaN68Oc3PSqF8J1Sl0B+FQqFQKBR2xo4dW9siUCgUKVBSUkLXrl1rWwwKhfKN0GSVFAqFQqFQKBQKhUKhUCgUCoVSDVBjK4VCoVAoFAqFQqFQKBQKhUKhVAPU2EqhUCgUCoVCoVAoFAqFQqFQKNUANbZSKBQKhUKhUCgUCoVCoVAoFEo1QI2tFAqFQqFQKBQKhUKhUCgUCoVSDVBjK4VCoVAoFAqFQqFQKBQKhUKhVAMKgv8pLi4GAAQEBMDY2LhWBPqRyczMBAC8fv2aji+FQqH85Jibm9e2CBQK8vLyAADZ2dm1K0gdobi4GNeuXattMX5I4uPjkZOTQ8eXQqFQfmKKi4vx8eNHREVF1bYoFAqio6OhpKRUI20LGVsTExMBAKWlpUhNTa2RDilAWVkZHV8KhUL5yaHfAUpdIiYmprZFqHU4HA5KS0uxY8eO2hblh4Qx6NPxpVAolJ+XkpISbN26FRoaGrUtCoWC7OxsuLu710jbQsZWW1tbAICVlRU8PDxqpMOfmbNnzyI6OhpmZmaYPHlybYtDoVAolFpgw4YNAICVK1dCXl6+lqWh/OzcuHEDb9++RfPmzWtblFqHz+dDVVUVQ4YMqW1Rfkg+fPiApKQk9OnTp7ZFoVAoFEot4e3tje7du8PAwKC2RaFQEBYWBjm5msmuqsD2o62tLdavX18jHf7MvHr1CtHR0bC0tKTjS6FQKD8pjLF13bp1UFBg/QxTKP8ZaWlpePv2LTgcTm2LQqFQKBQKhUKh/BDQAlkUCoVCoVAoFAqFQqFQKBQKhVINUGMrhUKhUCgUCoVCoVAoFAqFQqFUA9TYSqFQKBQKhUKhUCgUCoVCoVAo1QA1tlIoFAqFQqFQKBQKhUKhUCgUSjVAja0UCoVCoVAoFAqFQqFQKBQKhVINUGMrhUKhUCgUCoVCoVAoFAqFQqFUA9TYSqFQKBQKhUKhUCgUCoVCoVAo1QA1tlIoFAqFQqFQKBQKhUKhUCgUSjVAja0UCoVCoVAoFAqFQqFQKBQKhVINUGMrhUKhUCgUCoVCoVAoFAqFQqFUA9TYSqFQKBQKhUKhUCgUCoVCoVAo1QA1tlIolB+O0tJShISEICwsDDwer7bFoVBqHC6Xi+nTp+Po0aO1LQqFQqFQKJRaRF5eHmZmZjAxMQGHw6ltcSiUGqdFixbw8PCAlpZWbYtCoRCosZVCqUH4fD7y8/ORmppap4x+gwcPhp6eHnbt2lVtbZaUlCAjIwN5eXnV1qasFBQUYOnSpdDU1ISjoyMaNWqE7du315o8FMp/BY/Hw+HDh+Hn51fbolAoFAqFQlBWVoampmadMfrZ29tj37592LlzZ7XKVBfuU0lJCb/88gsOHDiAjRs34vfff0efPn1qTR4K5b+iXr166Nq1K9TU1GpbFAqFoFDbAshKWVkZnjx5QrzWNDU10ahRI/Tr1w96enq1LR6FAgC4f/8+Zs+ejcjISJSWlgIoV4Csra0xZMgQrFixArq6ukLXFBcXY+DAgcjKysKtW7dgYGBQY/L5+/sjKysLDRs2/Oa2Ro8eDV9fX6Snp5PfDAwM4OTkhFWrVqFHjx7f3Ie0TJgwAT4+PlBTU0PPnj3x9evX/7R/WeDxeLh//z4CAwMRFRUFIyMjtGjRAgMHDqwzCxLKj09aWhoePnwIABgyZAgUFRUlnp+eng5/f3+8evUKANCuXTt06tSpyt/fV69e4dWrVwgLC0PDhg3Rvn17tGzZUuz5X79+xatXr/D+/XtERETA1tYWzZo1Q7du3SAvLy+xr/j4eNy9exdhYWHg8/lo3LgxunfvDmtra5lkfvDggdB8V5EGDRqgadOmIr9HRkbizZs3eP/+PcrKytC0aVN06tQJNjY2YttKSUnB48ePJcozdOhQKCh8d+ocpYro6enBzs4OZmZm0NTUREpKCj5//oyIiIjaFo1CITRq1Ajjxo2DkZERmZ+4XC7S09Px7t07XL9+HV+/fhW6RkFBAfPmzYO6ujp27tyJ/Pz8GpHN2toa6urqSE5OBp/P/6a2qnKfNcmUKVPQpk0bFBcX4+PHj1BWVkZISMh/1r8scDgcNGrUCJaWljA0NEReXh5iY2Px/v372haN8hPRoEEDaGlpITk5GfHx8ZWer6GhAQcHB9ja2gIAoqOjERERgYKCApn7rkpbSkpKsLW1hZWVFYyNjZGWlob4+HiEhoZWOp85OTnBysoK+vr6yMjIQHx8PD5+/CjTPKilpYUGDRpIPOfNmzesTmZGRkawsbGBlZUV5OTkEB8fj0+fPiEjI0NsWw0bNoSmpqbY40lJSfjy5YvU8v/XfFfauY+PD5YtW4bo6GiRY/r6+ti3bx9GjRpVC5JRKMLcv38foaGh0NPTQ4MGDaCrq4uUlBS8f/8e27Ztw9GjR/HgwQM0a9aMXPPw4UPcu3cPAPD8+XMMGDCgRmSLi4tDZmYmgPKQi2+hqKgIf//9N8rKyuDo6AgzMzOUlZUhNDQUDx8+xMOHDzFp0iQcO3asOkSXyJkzZ+Dj4wNDQ0M8evQIjRo1qvE+q8rz588xbtw4REVFiRxr27Ytrl+/DkNDw1qQjPK9weVysW/fPly4cAEA4O3tjYCAADg5OWH8+PH45ZdfICcnGsSSn5+PHTt2YMeOHcQbPTs7G9ra2mL7unjxIqZPn47s7Gyh3w0NDXHp0iV07txZarnT09MxadIkXLt2TeSYh4cHDh06BGVlZfIbn8/H2bNnsWzZMiQmJopc0759e5w+fRr29vYix/h8PlavXo2dO3eiqKhI6JiKigpWr16NVatWSS371KlTWd9dhkWLFgl51H/58gVLliwhfyNBlJWVsWnTJixYsIB1k+XevXsYP368RHny8vKgoaEhtfyU7xM1NTWMGzcO7dq1Y32n3717h2PHjlVpwUehVDeNGjWCmZkZ8vPzkZycjIKCAmhra8PKygp9+/ZFly5dsGXLFiHjRsOGDeHk5AQAsLOzw4cPH2pENmaDLS4u7pvbqsp91hTOzs5o06YNcnNzsXnzZiQlJdV4n1WlXr16mD59OoyMjESORUdHY9euXbUaKUf5frC0tESvXr3ImtbT0xNJSUkIDw8XcQYSxN7eHm5ubqhfvz4A4O7duzh//rzEvtq0aYMJEyaIeM/m5ubizz//xKdPn6SWuyptOTs7w83NTcRhCwCioqJw+PBhpKamihyzsrLCxIkTWTf3o6OjceTIESQnJ0slt6OjI6ZNmybxnBkzZqC4uJj8X1dXFyNHjkS7du1Ezi0tLcWlS5dw584d1rYmTpzIOk8w3L59G97e3lLJXht8V8bW+Ph4xMfHY8yYMWjXrh2sra0RERGB3bt348uXL/Dw8ECjRo2EDFgUSm3w7t07AMDatWsxd+5c8ntMTAyGDRuG9+/fY+zYsQgKCiIL7Hbt2qF79+7Q09MT8caMjIzEvn37EBYWhtu3b3+TbMyOsZmZGYyNjb+praCgIJSVlUFXVxcfP34kv5eVlWH//v2YO3cujh8/jj59+sDNze2b+qoMxrgxderU/9zQeuzYMfj4+GDKlCkYPnx4peerqakhLS0Ns2fPRvPmzaGmpoYbN27g0qVLePnyJX799Vf8/fff/4HklO+Zr1+/omfPnggICIC8vDwaNmwIZWVlhIeH4+bNmwgMDMQvv/wict25c+ewYMECpKamChk0JbF3717MnTsXCgoKWLVqFXr37o3k5GScOnUKN27cQPfu3XH37l107dq10rby8vLQunVrxMbGolWrVli8eDEsLS3x9OlTbNq0CadOnUJCQgLZfAKA0NBQjB8/Hmpqahg2bBg6dOgAbW1tvH37FseOHcPz58/Rq1cvhISEQEVFRag/Ly8vbNq0CUZGRjh48CC6du2KgoICeHt7Y+PGjVi9ejXMzc0xYcKESmUvKytDXFwcVFRUMGLECNZzWrVqJfT/RYsW4eLFi3ByckL37t3RokULJCQk4NKlS3j79i0WLVoEDQ0NVuWV2Vxu27YtWRBUpDJvZMqPQXFxMZycnJCUlIR3794hLi4OCgoKaNKkCZydndGiRQu4u7vjwIEDtS0qhQIrKysAwJUrV+Dr60t+NzAwwJw5c2BlZYXp06dj9erV5FhUVBRCQkJQUFCA4OBgofY6d+6MNm3a4NGjR3jz5k21yPb58+dvakewLVnus6Zg0gU8evToPzW0GhkZoXv37jA1NcXOnTuluqakpASamprw9fVFXFwcSkpK0KxZM7Ru3Rr16tXD+PHjsX///hqWnPK907ZtW0yZMgWKiorIz89HdHQ0dHV1YWNjAxsbGyQlJeHRo0dC16irq2Py5MnEOFtaWiqVHtW9e3eMGzcOZWVluHbtGj5+/AhtbW107NgRzZo1w5IlS7B9+3aEh4fXSFtmZmaYNm0aiouL8fr1a0RGRqKwsBDW1tbo0qUL7OzssHjxYqxcuRJcLpdcp6Wlhfnz50NXVxcvX77E7du3kZmZCUtLS/zyyy+oV68e5syZA09PTxKNKwnGGSg6OlqsgbasrEzo/6NGjULbtm3x5csXhISEIC4uDrq6umjVqhVsbGwwatQoFBUVifytOBwO9PT0UFpaSiLqKlId83hN8l0ZWz08PDB06FARq/z48ePRuHFjZGZm4tChQ3RyptQ6jLG1efPmQr/b2trixIkTaNGiBYKDgxEbG0ueZx0dHSFFTZCTJ09i9+7dYhf3VZHtW71aBduqeJ/y8vKYM2cO/Pz8cOXKFdy4caNGja1fvnwhHhBjx46tsX7YKCoqwvTp01FWViZ1ftimTZsiLi5OyItw9OjR0NDQwKFDh3D9+nVwuVwaGkyRyLp16xAQEABTU1Pcv3+fpAXh8Xh4+vQpvnz5wuoBFxwcjPz8fKxcuRLdunVDz549Jfbz5csXrFy5EgBw/vx5oXlo2LBhGDVqFHx8fLBq1So8ffq0UrnXrFmD2NhYtG7dGo8fP4aqqioAoGPHjujatSu6dOkCX19f3Lt3j8jWuHFjeHp6wt3dnYRbMYwbNw6dO3dGTEwM/vzzTyxatIgcy83NhaenJ4Byr19BY/C6desQEhICHx8f/P7771IZW+Pj41FaWoomTZrg9OnTlZ4PAAsXLoSrqyumTZsm5L26ZMkSDBs2DNevX8eqVavg4eEhYvxmjK2rV6/GwIEDpeqP8mNSVlaGbdu24cuXL0Ihf8+ePUN6ejoGDhyItm3b4syZM9QjjFLriPMeTU9Px9GjR7F+/XqYm5uTcFYAKCwsxLZt20TaUlBQwIQJEyAnJ8caISAL8vLyMDc3Z5WtKlTlPmsCXV1dYvh9/vx5jfXDRqdOndCrVy+xxhA2vnz5gkWLFqGwsJD89uLFCxQVFaFbt25o3rw55OTk6lS9C0rdQktLCxMmTICioiJu3bqFv//+m3wb1dXV0aVLF7x8+VLkOkaHi46OxsWLF9G3b99KHfV0dXWJ7nvw4EG8fv2aHHv9+jVmzpyJNm3aYPjw4di0aVONtJWYmIh//vkHT58+FfHWffbsGVasWAFDQ0N0795dyEu0T58+0NXVRUZGBg4ePEjGKCcnB5mZmdi4cSPMzMzQsmVLvHjxQqLswL/G1mvXrkmd8uPOnTsk6lWQW7duEcej4cOH4+nTp0KGYj09PSgoKODz5884cuSIVH3VNb6rAll6enqs7s/GxsbEE1AW920KpSZISUkhO8psk3fTpk2hpKQEABJDUQWR1UBaUlKC6OhokZBZSW1FRUUhJydHqvYrtlXR2MrQpk0b0rY40tPTERoaKqRwVUZaWhpiYmLI/+/evQugPLShcePGEq+tSn+SxpPx7lVRUZEpBy5buHavXr0AlCsC0uwuUn5uGO/n6dOnCz17cnJy6Ny5M0aPHs163cSJExEREYGNGzdCR0en0n7+/PNP5Ofno127diIbPvLy8tiwYQMAICAgoNL8ogUFBdi7dy8AYMOGDcTQytC2bVsMGTIEAPD7778LHVu7dq2IoRUAOnTogL59+wIAnjx5InTs5cuX4PF40NXVZfW6ZcYoIiICJSUlEmUH/p3LxHmZstGuXTtMnz5dJE2AoqIi1q5dC+Dfeak6+qP8uMTHx7PmVnv27Bn5t4mJyX8pEoUigpaWFvm2sIXPf/nyhSyoJYWHMlhaWkJOTg6lpaVSe2zKy8vD0NBQZNPazMwMCgoKKCsrE8rzp6KiAkNDQ5ly5lfHfcrLy8PIyEiqb7EgmpqaQrUdmPQLCQkJrKl2BNHQ0ICpqalMURHixhP417tXVuM1mx7OeDTLy8tXmoed8nPj5OQEVVVVFBYW4sqVK0LfxoKCAty6dYv1GSspKcG2bduwYcMGqbxQgXJPVBUVFURFRQkZR4HyVFX/+9//AAAODg6V6mvf0taVK1dY0yJERkYiKCgIgKi+yKTX8vf3F9EfEhMTydzFbEJVBjOXSZt2ACh3HKhoaAXKN5GvXLkCoHxOMzU1Ze0rJSVF6r7qGj+M2xTzYWEmfAqltmAMkLa2tqwGtdTUVLKob9KkCfnd2dkZMTExOHbsGPr37w8AGDFiBPz9/clu+JYtW7Bnzx4A5WG9gt6iKSkp2L59OwICAvD27VtiGOzevbuQxyyzC9WyZUtERUVh7dq1uH//PpKSkiAvL49ff/0Vu3fvlkrhrMzYykzggvfJcO7cOWzatIkoVnJychg2bBj+/PNPIaV09erVOHr0KHbv3o2OHTti4sSJ8PX1hYeHB8aMGQN3d3dSRCEiIoIsNFeuXCmUwkHa/qQdz+fPn2PIkCEkJ01JSQn5UFlbW0u1O1gRxlDUrFkzESMUhSIIn88n3z22PKWSkPV85j0Xl5O1YcOGaNy4MUJCQvDixQt06dJFbFvM5gRQ7g3DxvDhw+Ht7c3qkSCOhg0b4saNG0hISBD6nUmqX1BQwBoqxvy/cePGZBNMEoynaXUZPwWN5AkJCSJzaXR0NBQUFFCvXr1q6Y/yYyJoqKlJ7zkKRRqYtVhaWhqrsUNTU5MY7QQNnqtXr4aBgQGOHz+OwMBA1KtXD3PnziXztLy8PP744w8A5c85s9HHoKWlhT59+sDe3h42NjbkupCQEOIxy8iWmJgILpeL7t27o127dqhXrx7k5eWRnJyMw4cPC23oV/d9MrK6ubmhXbt2RM7s7GxcuHBBRH8cNmwYunTpgnPnziEiIgKTJ0+Go6Mj/P398fz5c0ydOpWkzzE2NsauXbsAANevXxfS/9u3b48BAwYQXZXH4+HNmzc4ffo0qzd8ZeM5a9YsODg4kJzh/fr1I85PZ8+elcnTlYH5tsbFxVGnA4pEmLylubm5QvlBpUFW5zzmXRd3XXJyMhISEmBubo569epJbL862xIkKSkJzZo1E8nnyqxfxRXBYnRyaTdLDA0NUVZWhrS0NKnOrwzBDTRdXV2hjSvGi1YWw25d47vybBXHzZs3ya7+jBkzalkays9OZV6ot27dAlC+Y8UY+fLy8vDixQukpKQILeIzMjKgpaVFdsatrKxgaGgIQ0NDsosNlFfHbt68OTEO2traolu3btDS0hKqtJ2ZmYnY2FgA5UaGzp07486dO2jatCnU1NRQVlaGvXv34vDhw5XeZ1lZGQIDA8Xea0lJCe7fvw9A2KjC5/OxcuVKjB07FomJiSQMWUtLCz4+Phg3bpxQO8HBwUhJSYGOjg5GjBhBFMeWLVsiNjYWhoaGRCEzNjYWGR9Z+5N2POPj42FoaEg+Xvr6+qTvtm3bVjp+Ffnnn39IChS2MDoKRRAOhwNHR0cAwObNm0nRu5ogMjISACTmeGaUx8oWqExb6urqYos6MW0VFBSwJvpng1ESK1ZIbdu2LYyNjVFSUoLNmzcLHePxeNi3bx8ASF2QsLo9TQWV24qyFxYWIikpSWiRS6FURFFRkTy/Hz58qNG5gEKRBkZPYvTNijRt2hRA+QKaMfKpqKigXr160NbWJl5M+vr6QkbA/Px85OXlIS8vT6RYcsOGDbF+/Xr07dsXDg4OSEtLI1FMgp5ggmH/Y8aMwZgxYyAvL082L01MTPDrr79K5VVZlftk+li9ejU6deqEhIQEPHz4EJ8/f4aOjg6mTZsGBwcHoXbMzc2hra2Nr1+/YtasWeTbHxsbS8aIkTcnJ4eMkeDm4/DhwzF9+nTo6Ojg9evXJGS/TZs2rPnCpRlPDQ0NFBYWkr4zMjJI31WpDt6iRQu4uroCKC/ISaFIgnm+jY2NJW7yVweM/pubmyv2HObbW1mB4+psSxB9fX0AooZJxsnKxcUFWlpaQsfq168Pa2trcLlckTzZbCgqKkJHRwfp6ekieVmrCiM3ICp7Vbxo6xrfpWdrZGQkMjIy8PTpU9y7dw9+fn4wMjLCiRMnqmTkoFCqE0nentHR0Vi4cCEAYNKkSeT3Dx8+gM/nQ1NTU8jr7MGDB7h37x569eoFc3NzEiIgyKlTpzB58mSUlZVhxowZ8PT0JBM5j8cT2m0XrOzq4eEBDw8PbNmyBYqKisjNzUX79u0RGhqKW7duYfr06RLvMzw8HIWFhVBWVmYtSLVkyRJERETAzMyMJO0HgJkzZ+LQoUPo1q0bvL29yYckICAAHTt2xL1795CamkomWEahPnToEIKDg3H8+HEMGTIE2trakJOTw5QpU6CtrY2SkhKcP38eHTt2FJJD1v6kHU83Nze4ubmhY8eOCAgIwKZNmzBlyhSJYyZISkoKIiIiEBUVBW9vb9y+fRtqamo4ffo0UTYpFEmsWbMGQ4YMwcePH+Ho6Ij169fD3d1d6qJX0mJtbY2oqCiJ6UAYT2xxi07BtoByQ2pKSgqrAVfQqzs2NrbSMFMej0c8gVq2bCl0jMPhYMOGDZg2bRrWrFmD27dvY+XKlTA1NcWMGTPw6tUrtGrVCqtWrZLYBwMzH82cORNTpkwh6Y1GjRoFd3d31mgGSQQEBAAoTytiZ2cndCwmJgZ8Ph+fP38mCrK5uTnatWuHGTNmoH379jL1RfkxUFZWhpGREQwMDODo6IimTZvC0NAQ/v7+OHv2bG2LR6GIzWMKlBsPmPQtgmlfLC0tweFwUFhYSIytr169wqtXr7By5Uo4ODjg0qVLrKlqOnbsiEmTJkFOTg4PHjzAP//8QwwZHA5HaLOK2cxr1qwZioqKsH79evLd6tKlCyZOnAgDAwOYmZmxpgb41vs0MzPDypUroaSkhMOHDwulAFm0aBGcnJzQvn17RERECLUFAF27doW5uTmOHTuGt2/forCwEHw+H48fP8b+/fuhoKCAgwcPkk1NBnd3d3Tr1g2hoaE4cOAAMfza29tj1apVcHJygqamJvld2vHcsmULHB0dsXjxYmRlZeG3336TOF4V0dLSgrGxMYyMjNC2bVs0adIEJSUlOHz4MGtaHQpFkMDAQERHR6NevXqYOHEiHB0dceXKlUrTaFSF9PR0GBkZSdRHmahVQeNhTbfFwOFwSARURT382bNncHV1hbm5OTZv3oz79+/j/v376NixIwYOHAg+n4/jx49LlV6PSbViYGBAHISys7MRFRWFBw8eiGyCSQNj9/j69auIgwUzRu7u7pg0aRLy8/ORnp6OFy9eICAgQKaUgLXFd+nZOmHCBLRv3x6LFi3C7du3YWJigmfPnqF37961LRqFQoytTO5QPp+P2NhYbNu2Dc2bN0d2djb69euHZcuWiVzTrFkzkfB9Scbb1NRUzJ8/H2VlZdiyZQsOHDggZLyQk5ODurq6SFtAeVGZnTt3EqVJS0sLgwcPBgCRUFxJ99mgQQOyq11QUIAnT56gW7du2LNnDxQUFHDx4kXo6ekBKM+feOjQIWhpaeHixYtCO3b169eHvLw8OBwO8Rbl8XhE4WTCoSZOnAhdXV1S+CcyMhJ5eXngcDjEi4BB1v5kHU8ej0e8e8WlUhDHli1b0LlzZ0yYMAG3bt1Cjx49EB0dzVo9nkJhY/DgwThy5AjU1NSQnJyMadOmoV69etizZw9rfuGqwuRevnjxIqvX3MePH/HgwQMAIKGM4mjSpAkxBrNVTefz+SSnqzTtAcCRI0cQFxcHHR0dTJw4UeT41KlT8b///Q+mpqYICAjAgAED0KpVK7x69QpTp07F06dPSbqBykhKSoKZmRlMTU2hpKSExMREBAQEYO7cucTbXlqKiopI8YP58+eLzP2fP38mRU90dHTw9etXhIWF4dSpU3B2dhYJoaX8HNjZ2WH9+vWYO3cuunfvDkNDQ1y9ehXHjh2r1veeQqkqgqH6DPr6+ujTpw/WrVsHNTU1fPjwATdv3hS5pqKBk8PhwNLSEgC7UVNTUxNjxoyBnJwcLl68iL/++kvIY4zP5wvl42b6kZeXx+bNm4Xm7BcvXhBvrYqhuNV1n7/88gvU1dVx+/ZtIUMr8G84rWC4L4fDIXpos2bNsG3bNvj7++Pr16/kPGNjY6iqqoLP54t4lDKRWYWFhdi/f7+Qh21ycjJ4PB74fD75/lR1PKtSbKxfv35YuXIlpkyZgqZNmyI4OBhLliypUvoBys8Hj8fD3r17ERYWBqA8ksnLywuzZ88mc0Z1wURttWnTRmgdyGBubk4cjypLf1GdbTG4uLhAX18fX79+FaldUFhYiM2bNyMgIACqqqro378/duzYgWHDhqG4uBheXl4ic5E4DAwMUFBQgIyMDHz9+hXKysowNTVFp06d8Ntvv8lcyFVBQYFE5jD1VwTR1tZGVlYWcnJywOVyoaurCwcHB4wbNw6enp5SG6Nrk+/Ss3XEiBFo2rQpEhMT8erVK8THx6NRo0ZYvnw5Vq9ezVp9mUL5L8jLyyPeXyNGjICuri5KSkpQUFAAoNwjZe7cuVi/fr3QwlqSQVXSsWXLliE7OxsdOnTA0qVLK5VPMJ/sli1bRI4zhldJ4cIV2woMDISysjJ0dXWRlpZGlL8mTZpg27ZtQp6mjIF5xYoVQon9c3NzsXjxYpSVlaFjx46k/7i4OLJrNWfOHLRr106sHHZ2diIGE1n7k3U8IyIikJ+fD3l5eaG0DtLQvHlzzJ07F2FhYaTyupubG65duyYS5kGhiGPKlClwdXXF1q1bcerUKSQmJmLevHk4ePAgrl69KnN+VjYWL16MI0eOIDMzE7169cKhQ4fQokULJCUlwc/PDwsXLkR2djaAyoud6OjoYNmyZVi/fj02bdoENTU1TJ06Ferq6nj16hX279+Pc+fOkfMray81NRWrV68GUP6esy2Qi4qK8Pr1ayKjo6MjwsPDweVycebMGRgZGWH9+vVS6Q4VlVim4vTWrVsRHR2Nzp074/nz5zAzM6u0rU2bNiEmJgZGRkZYvHixyPF+/foJGbdLS0vx8uVLeHp6wtfXF2vWrAGHwyH3T/k5yMzMhK+vL1RVVWFoaAh7e3sMGjQIzZo1w8GDB7/rcDvK94+KigqZt2fPno2CggIoKCiQTbbS0lLcu3cPly9fFrpOnJeosbExVFRUwOPxWEPTf/nlF6ipqSEiIoKk6RKHoaEhiZzw9vYWyW9cUlJCvgOSQnyrep8NGjRAs2bNkJubK2SAZY45OzsDAN6+fUt+19PTI/nEfX19WT3HGINnamqqyIYLs4F//fp1Ut+AkX/kyJGQk5NDREQEuV9ZxhOQ7N1bGXFxcbh37x5MTU3RuHFjODk5YdasWdi1axfdOKJIRXZ2NrZu3Yr27dujb9++sLS0RKtWrdCyZUtcvnwZ165dq5Z+bt++DRcXF2hoaGDx4sU4efIk4uLioK2tjcaNG2P06NFQU1MDANb8xzXVFlC+QTJs2DAA5e/5169fRc4xNjYmxacKCgpQVFQEfX19aGhowN3dHSdOnJDqHQ4MDMTs2bPJ/+Xl5WFra4shQ4bA0dGRyCHtuA8cOBCGhobIzc3F7du3RY5XLJSroaGBLl26oF+/fjAyMsKKFSvg5eVF9Pu6yHdpbJ0/fz75N5fLxalTpzBjxgysXbsWBQUFrEYkCuW/4P379+Dz+VBWVoaNjQ2ys7NhYWEBOzs7NGrUCDNmzGAt4sYoVmy5TwW9XgXJycnBqVOnAIB4R0kjHwCMHz+e1WOM2VWXZkeQkYsJ/eLxeOjcuTPs7e3Rs2dPjBw5UsigHBoaiocPHxJldPfu3cjMzERgYCCePHmCjIwMmJubC72/TNoDeXl5rFixQqIcFcdO1v6qMp6C3r3SeOAJ4u7uDnd3dwDleWm7du2Kx48fY+PGjXQOo8hEvXr1cPDgQaxatQoLFy6Ej48PQkND4erqitDQUNadc1kwMDDA+fPnMXbsWLx58watW7eGsrIyKUgwadIkvH79GoGBgbC1ta20vRUrViAsLAwXL17EsmXLsGzZMigpKaGkpAQmJiZYvnw5Nm/eDA0NDaFNkooUFhZi0KBBSE9PR9euXbFgwQKRc4qKijBw4ED4+vrC2toau3btwpAhQ5CamootW7Zg165d2LhxI2JiYqoUgm1gYIDly5ejc+fO6Nq1K+Lj47Fnzx6R/LAV8fHxgZeXF+Tl5fHXX3+JzV8riKKiIjp27Ii7d++if//+uHXrFjZt2oRff/2VRA9QfnySk5OFnlVDQ0NMnjwZDRo0wG+//YaVK1ciJyenFiWk/MxYWVmBw+GgtLQU6enpUFNTQ2ZmJtLS0pCYmIgHDx6wRkiIM9oxOnNSUhKpX8CgqqpKNvQvXboklWxAuVGVzZNLW1ub6K2V5T6uyn0yKaJiY2PRsWNHKCoqwsjICNbW1iQE+NGjR8RTT1BmHo+HGzdusMoibuxMTU3RsGFDlJWVgcvlomfPnlBXV4elpSXq168PDQ0NZGVlkfyoso6noHyVpVxgIyAggKTSMTMzw/Lly9GgQQMMHDgQf//9t8ztUX5O+Hw+nj17hmfPnqFjx45wc3ODtrY2hg0bhsLCQqEicVUlPz8fBw8exPTp02FjYwNPT0+hoquPHz+Gra0tLC0tKy0cVZ1tKSoqYt68edDU1ERYWBird2jTpk0xe/ZsKCgo4PHjx/Dx8UFeXh4cHR0xduxY2NjYYPny5diyZYtM0VlAef2WyMhIbN++HQsWLEDTpk0xYMAA3L9/nziaiaN169YYOHAgeDwejhw5IlWRs/z8fNy8eROfPn3C8uXLoa+vjx49esDHx0cmuf9LvktjqyAKCgqYPHkycnNzsXDhQuzcuROzZs1iNWhRKDUNY3zr2LEj/Pz8pLqmpKQEISEhAES9VwsKCkgYfcVjgYGB4PP5UFFREVvVW5CioiKiwDE7TxVhQuIrGnbZYAy3Z8+eFVulnK1tLpdL8tYC5aH5TZo0gbu7O1avXi1kNGD6aN++vVijizjPX1n7k3U8JfUtK46Ojli3bh1mzZqF69evU2MrpUpYWlri77//xvHjxzF58mTEx8fj8OHDrEZIWenVqxeCgoJw4MABvHnzBtnZ2WjZsiV69OiB1q1bw8LCAgDQs2fPSttSUVGBt7c3Ro4ciVu3biEoKAgWFhZo3bo1PDw84OnpCaB8YSquSAmPx8OYMWPw4sUL1KtXDz4+PqxFpPbu3QtfX1+YmJjgw4cPJKeqkZERduzYgYYNG2LatGk4d+4c3N3dq5yOqGPHjujbty+uXbuGR48eSTw3ICAA48ePB5/Px7Zt22Tuk8PhwMvLC7du3UJhYSFevXpF0yj9xKSlpZFNAz09PQwdOhQnT56sbbEoPynM+isiIkLqYp/y8vIkGqCiwVCS5ySz2V9aWipVxW6mrY8fPwqFwgu2B5Rvvlfm2VqV+2Tab9KkCZo0aUJ+z8/Px7t37/D48WOi91bsJyoqSsgzle2cimPE9CcvL0/yxwIgXsJPnz7FtWvXiFFE1vFUUlISikT7FhITE/HPP/9g/PjxaNasGTW2UqrE06dP8fbtW6xcuRIWFhYYOnQo/Pz8hFJzVJXg4GCsXr0arq6usLGxgZqaGmJjYxEcHIzPnz9j586d5Lz/oi0Oh4MZM2bAzs4Oqamp2Ldvn0jRKiUlJUyePBmKioq4ePGikLd6cHAw1q1bB09PT5iYmGD8+PHw8vKqytAAAP73v/+hadOmUFJSgq2tLT5+/Cj2XHt7e0ybNg0cDgcXLlyQeC4bkZGRCAwMRIsWLdCwYcMqy/xf8N0bWxlGjBiBhQsXgsvl4sWLF9TYSqkVqmJ8+/jxI9nRqhiK/uHDB/B4PGhoaIiEAzNen4I5UyURFBQELpcLVVVV1pD3srIyUoCrMvljY2ORmZkJDocjlWGW6R8AunfvjsWLF0NdXR3q6uqws7MTW1SGUTolGXCYcyrKLGt/so4nUH3GVuBfz9yQkBCkp6dL9OijUCTh4eGBdevWIS4uTmTh9i2YmJhg3bp1Ir/v2rULfD4ftra2Mr0Lw4YNE9n4KSoqwtWrV8lxNsrKyjBx4kT8888/MDY2xo0bN8TmbTpx4gSA8lzvbO/91KlTsXHjRsTGxuLmzZvfZLRs3Lgxrl27hqysLLHnvHz5Ev3790dRURHmzp1bZUM4kxMcgMT+KD8HRUVF+PjxI7p06VItqUMolKpSlbByCwsLKCgogMvliqQKkJQTlDEmJiUlSWVMYdpiciZ+i+yy3qeCggIxTB47dgwZGRkoLi4mxSIrk1mS0UXcGDGboCEhIbh16xZKSkpQXFyM1NRU1sIyVRlPOTk5FBUVSbwHaWG86szNzaGhoSHWuEyhSKKwsBD37t3DxIkToaamBn19faSnp1dL27m5ufjnn39Efu/Zsyc4HA7S0tKknhO+pS0Oh4MpU6agZcuWyMnJwR9//MHqSdqsWTNoaWmBx+OxOoEVFxfj+vXrmDJlCuzs7KCmpsaahkAaBOu9MGkQ2LC1tcWCBQugqKiIe/fusXrjSkNiYiJatGghsa+6wA9jbBVcREnjhkyh1ATiDH+SECyoxeRlYmAMhg0bNhQpnsLkZVNQkO41ZmRzdHRkNSaGhoaisLAQcnJyIoWmxLVla2srdX5R5iNgZmaGPn36SHWNuBQBDElJSUTBY/MKlqU/WccT+PfvI2j4qCqfP38GUJ6f63tI+E2pu8jLy6N58+aIi4tj9fasTj59+oQ1a9YAKC94VXGekpX58+cjOTkZHTt2xPjx40WOl5WVYfz48Th//jyMjIxw//59ibvazKKayVXFRv369REbG/vNodfMQlHcBtSzZ8/Qp08f5ObmYvbs2di9e/c39yWpP8rPBbNAqul3nkKRRFUKJgkWmqromcUYANkqjDNrPx6PVy2yyWJAlfU+FRUVST7Y8PDwSsODK/YjLrxXW1ubjENFWZj8sdnZ2VJ5jsk6nowxl0lB9q0wTgb5+fnU0Er5Jpg1FQCROaW6MTY2xtChQwEAf/31V423xeFwMG3aNLRv3x65ubnYunWr2FztTGHowsJCVm9+AEIbJaqqqlU2tgo6CYlLK2JnZ4dFixZBVVUVvr6+QjUaqtpfVVKY/Jf8MJWkBBPxtm7duhYlofyslJSUkJ1nccZBNiR5RzKGArY8iA4ODgDKlbbKwp0q60fweIMGDSrdJarMCMoG423z+vVrqXbMs7KyiHJZmcxGRkYiBWlk7U/W8SwsLCQfN2nyVEqCx+MRw0vHjh2/2WBF+TkIDw9nfbZjYmLw8OFDAECHDh1qrP/k5GSMGDECeXl5mDBhAqtXaFRUFB4/fkw8xyWxf/9+HDp0CCoqKjh27JhIwSoul4sxY8YIGVor2+ioX78+gH/niorweDyEhoYCKK8My5Cbm4t3797hxo0bYhVUQRITE8nufPv27UWO+/v7o3fv3sjNzcWsWbOwd+/eStuUBOOxq6uriwYNGnxTW5TvH8FNUnFeexRKTSMpHYAkxBk5FRUViQGQzTONMRKYmJhUmjdfU1OTFFAUJ1tlhk2GqtxnYWEhKXYjrc6opqZGDAqVGYhzc3NFisQw42NjYyNVf7KMJ/CvsaM6vAY5HA6JYmPSp1EoklBRUYGOjg7rMSa9XUZGRo1G/2hpaWHWrFlQVVWFv7+/yKaGiooKrKys0LRp00qjJitrCyj/1s+YMYMYWrds2cK6EcXArFPV1dXFOvKYm5sDKJ9DBIsGGhoaon79+lLVcQFAUvAVFBSwGn8dHByIodXPz69KdRIYdHR04OjoCACkMHld5bsytu7YsYNVibx37x4JxevVqxddeFBqheDgYJSWlkJFRUWm/CGSDJdMOBVbVc5u3bpBRUUF+fn5WLBgAUpLS4WOV5zoGG9UcV5QsoTEVyV8vnfv3lBQUEBoaCjxhKsob2pqKvk/Y5zR09MTmxZEkhyy9ifreAqGS0hTNZXP5+PMmTMinvfp6ekYNWoUXrx4AU1NTWzdurXStigUHo8HV1dXODk5Yf369fDx8YGfnx+2b9+ODh06IDc3l+Qmrm7y8vJw4sQJODo6IigoCJaWlvjjjz9EzktOToa9vT1cXFyIQZON4OBgDB06FLNmzQIAeHl5iXzHS0pK4ObmhosXL8LS0hKPHz8mipYkhgwZAgA4ffq0SKVTPp8PT09PfPnyBVpaWhgwYAA5tnTpUrRs2RKLFi0iEQdv374lxTwECQ0NxeDBg5GZmQlHR0fMnDlT6PiDBw/Qp08f5OXlYenSpdi3b1+lcjMyV1w8c7lc7Ny5k8wTe/bsETFKU35M7O3t0bZtW5G/t4qKCiZPngwzMzPweDzcv3+/liSk/OyYm5tDQUEBpaWlMnk7ivMSZYyjALvHdmhoKNG7R48eLWLMEIy8YvrIz89nrVytqqoKIyMjVjkqUtX7ZPTa0aNHsxY1ZDxFGRgjR35+vtiCXZI8bD9+/IiysjKYmZkRbzlBtLS0oKmpSf4vy3gCIPcgS0SYs7OzyPkaGhqYOXMm7OzsUFhYSAp2USiSaN++PbZt24bJkyejW7duaNSoEVq3bo1Zs2ahR48eAFBjzxJT32Pjxo2wtLRERkYGq5fmL7/8gnXr1mHUqFFiPWylbUteXh6zZs1C27ZtkZGRgd9//12ioRUod8pgvMQnTJggEkGrp6eHwYMHAwBevHhBftfS0sLWrVuxYsUKocgwZ2dnqKqqCrUhJyeH3r17o1+/fgDKa7lUdARp2LAhMbTevHkTZ86ckSg3UL6RxJYWydTUFHPnzoWGhgYSEhLqvM7z3aQRCAsLw+LFi7FkyRLY2NjA0dERKioqCA4OJos4a2trnDp1inqFUWoFxvDn6OgoteLB4/GI8sWo6TocAAEAAElEQVRmbHV2dsbZs2dx48YN9OnTB02aNCGJ+K2srLB8+XJ4enri+PHjePLkCTp27Ag+n49Pnz7h9evX+Pr1KxQUFMDj8UjBKHEG0rdv34qVQ9y9ymJstbe3x6xZs7B79254eXnh5s2b6NSpE4qLi/Hp0yf4+/tj7969mD59utR9SDpH1v5kGU+g3DPB2NgYKSkpGDx4MFxcXDBr1iw4Ozuzynrv3j2MHz8es2fPhpOTE2xsbBAVFYXAwEB8/foVGhoaOH36dJ1P9E2pG2RkZMDW1hZPnz7F2rVrRY736NED586dk2kRJImbN2/i0KFDSE9Px6tXr8hmhJubG/bv38/qXfDq1SsA5d45AwcOFDrm7u6O9PR0fPz4kYQAGRoa4sCBAxg+fLhIW5MnTya5rVJSUoS8UCty9epVdO3aFQDw22+/4cGDB3jy5An69euHQYMGoU2bNiSn18uXLyEnJ4dTp04RDyFB2UeNGkV+27lzJ86ePQsLCws0aNAAJiYmiIqKwuvXr8HlcmFqaorz588LeQQFBQWhf//+JD/egQMHcODAAVa5nZ2dcefOHQDlyf/d3d3J5p2DgwOKi4vx5s0bstEza9YsjBs3Tuw4UH4sevTogXbt2qGwsBCJiYlITU2Frq4urKysoKamBj6fj//9739SFbahUGoCZg5NSEiQOhSdw+GI9ShNS0tDTk4OtLW1MXfuXISHh8PPz494MmVmZuLGjRsYMmQIunTpgvr16yMyMhJAuXemjY0Npk+fDh6PV2mKAEYGafKPVuU+AeDy5cto1aoVdHR0sH79eoSFhSE1NRUGBgawsbGBkpIS5s+fL9KPJOOvpHNSU1Ph5+eHXr16YdCgQWjatCkiIiKgoKAAExMTODg44OzZsyQSRpbxBMq/U87OzmjWrBkWLlyIL1++SDRuOTo6Ytq0aRg3bhwSEhKQnp4OIyMjWFhYQFlZGUVFRThy5IjYkGgKpSIlJSXo1KmTSGHj4uJinDp1Ci9fvqy2vpo2bYquXbtCQ0MDtra2RL9+9eoV/vrrL9Y8yIwXu6Ahs6ptTZo0CS1btgRQnvKDzZGIYffu3QgPD0dBQQGOHDmCefPmwcnJCRs3bsS7d++QmZkJU1NTtGvXDsrKyoiKioK3tze5vl69egDKx5Fx1jIyMsK0adPIJlNKSgoUFBRgY2NDNsb8/Pzw7NkzIVksLCywYMECYujt1q0bunXrxip3VFQUduzYAaDcacrZ2RmZmZlITk5GTk4OjIyMYGNjA3l5eWRnZ+PgwYPgcrlix6Eu8N0YWw0NDbF27VocPXoUMTExQh6u+vr6mD17NpYuXVrnk+RSflyqElr/6dMnFBQUiC00NWrUKOzduxfh4eG4c+cOCUFiWLt2LTESRkREkNAbRUVF9O3bF0VFRdDQ0BDqhy0fK5/PJ5NpZfKnp6cT44gs9woAf/zxB8zNzbF+/Xq8ffuWGHgVFRXRv39/tGrVipwrTf7bygyysvQHSD+eQPkO44oVK7Bo0SJ8+fIFZ8+ehYeHh1hZjY2N0bNnT/j6+uLp06d4+vQpgPLQtsmTJ8PLywsmJiZir6dQBDE0NIS/vz/evn2L169f49mzZzh58iQGDBiALVu2VEseYUE+ffpEClcZGRmhZ8+eGDlypIgRVRDGYDlgwACoq6sLHbt69SpycnIgLy+P9u3bo1evXpg1axbxLKqIoGdsSUmJxNB+QcVLQUEBvr6++PPPP/H777/jypUruHLlCoDyRX7v3r2xZcsWofm3qKiI5GMeOXIk+b1fv34ICwvDmzdvhIq46OjoYMKECVi/fr2QlxBQbjwQVJorzuGCCBY3UFVVxYwZM3D27Fm8f/+ezIdycnJo2bIltm3bBldXV7FtUX48njx5AjU1NTRq1Ah2dnaws7MDUJ6P7tOnT/D29kZ0dHQtS0n5mZE2DF8QY2NjKCsrg8/ni+Te4/P5uHHjBkaNGgU9PT04OzsT3YnhypUryMjIgJubG0xMTIgexeVyERQUBEVFRRQXF0udr1Wa/H9VuU+g3Jjp6emJqVOnws7OTkgHTUtLE/HQkiYvbGXnnD9/HllZWRg8eDBsbGxISgEul4vAwECh3JaA9OMJlBuQevToAVNTUzRp0qTS1AO5ubn4+PEjHB0d4eDgQNJ3FRYW4vHjx7h06ZJUabwoFAB4+PAhnj9/DkdHR5iYmMDFxQWGhob4888/ERgYKFUKKFkwNjYm697c3FwEBwfj5cuXYgvRKigoEG/1ikZfWdsCIJQuT0FBQaIzhaBXemBgINauXYtffvkFjo6OQkWn8/LycPnyZfj5+Ql53jJG4g8fPpBxLCkpwYMHD9C+fXtYWVmRuYfH4+Hz58+4ePEiaxSbvr6+kEdtRc9YQZg804zcpqamsLGxEYoE+Pr1K/z9/XH58mWpIktrGw5fwM/30aNH6Nq1K1xcXMguV10kOzsbkZGRKC4uRoMGDb6bqt19+/bF7du30a5dOzx//ry2xaF8J5SWliIsLAw5OTlo0KABSXZdkYSEBHz+/BmmpqawsLAQCRWoS/B4PERFRSEhIQGWlpawtLSsUXmr0p+045mamopPnz5BS0tLbPExQYqKihATE4OUlBTY2dlJnQuH8uPARF+UlpZWm+fphw8f0Lx5c6xbt07ibndV+fLlC5KSkqCnp4d69epJFUHSo0cP+Pn54fr16+jfv7/QsWfPnkFDQwOWlpZic27VBMnJyYiIiICWlhbq16/PqvT5+/ujc+fOaN26NTEYC/L161fExMQgLS0N9vb2IqGf1Qmfz0dSUhKio6OJoU2SoloVZs6ciYMHD+LAgQOYMWOGTNcWfHmF6JN9xR5Xt+mMeuMuf6uI/xk5OTkwNTUVMrLXNTgcDgwMDKCvr4/s7GykpaXVeAGQ6uLDhw9ISkqSukgmhQKUb0qbmJigsLAQCQkJYvPw6+jowMDAADk5OcjMzKzT74WKigosLCzA5XKRlpbGWkm8OuFwODAyMoKOjg4yMzOlGh9pxlNeXh6mpqZQVVVFcnKyxA1FBgUFBRgaGkJLSwtpaWliUyRQfly8vb3RvXv3arXhzJkzBy1atMCkSZOqrU1BdHV1oaOjg/z8fKkK3Dk4OGDlypWIiYnB+vXrv6mt6kJBQQFGRkbQ1NRESkoKa0oVAFiyZAkaN26MP/74g0TGCqKjowNDQ0OUlJQgMTFRJPVedaKkpAQDAwNoamoiNTW1RnLwhoWFoWHDhqQegiwk+a1D+jPxdRi+G89WQXR0dGgRLMpPg6KiIpo0aVLpeebm5iTJdV1HTk5OaFe7LvYn7XgaGRmJ9cZjQ0VFBY0aNUKjRo2kvoZCqW0sLCxkMioWFhbC398f9erVQ9++osY4cek2ahpBTx1x3Lt3DwAwe/Zs1uNqampS5YutDjgcDszMzEQKAFJ+Xvh8PtLS0v7TBRqFUpvk5eVJZcTLzs4WazyoaxQVFZEQ/f8CPp+PlJSUSlMkCCLNeJaVlQlFekgDl8tFUlKSTPluKZTaJisrSyZDH6Mn+vn5fXNb1QWXy600z6uioiIcHByQmppKorwq8l/OtYxB93vluzS2UigUCoVC+Rc7Ozvcu3ePhBbXNnfv3kVxcTGWL1/+3RVwunr1KmxsbDBmzJjaFoVCoVAoFAqFUgmXL1+Gr69vbYtBaNGiBdLT07+7aGYnJycoKirixo0bYqMIKNJDja0UCoVCoXznaGhokOqrdQFHR0e8f/8eTk5OtS2KTPB4POzZswf169dnrX5NoVAoFAqFQqlbyOphXZNwOBycPXsWycnJdTqdCRsJCQlYs2ZNnRrP7xlqbKVQKBQKhVKt2Nvb17YIVUJOTg6dO3eubTEoFAqFQqFQKN8hfD4fnz59qm0xqkRqampti/BD8X3F9lEoFAqFQqFQKBQKhUKhUCgUSh2FGlspFAqFQqFQKBQKhUKhUCgUCqUaoMZWCoVCoVAoFAqFQqFQKBQKhUKpBqixlUKhUCgUCoVCoVAoFAqFQqFQqgFqbKVQKBQKhUKhUCgUCoVCoVAolGqAGlspFAqFQqFQKBQKhUKhUCgUCqUaoMZWCoVCoVAoFAqFQqFQKBQKhUKpBqixlUKhUCgUCoVCoVAoFAqFQqFQqgEFwf/w+XwAwIcPH9C9e/daEehH5t27dwCA4OBgOr4UCoXyk9OzZ0/IydE9T0rtEhYWBgAoKSmpZUkoFAqFQqFQKJQfAyFja2RkJAAgOzsb9+/frxWBfgby8/Pp+FIoFMpPzsOHD2tbBAqF8OHDh9oWodbhcDgoLCzEyZMna1uUHxo6vhQKhfLzoqamhuvXr9e2GBQKoUGDBjXSrpCx1c7ODgCgra2Npk2b1kiHPzOBgYHIycmBuro6WrZsWdviUCgUCqUWePLkCQCgU6dO4HA4tSwN5WcnIiICycnJVO9DeYSXhoYGHj9+XNui/JAcO3YMT58+xfHjx2tbFAqFQqHUEj169MCRI0fQqFGj2haFQoGPjw9SU1NrpG0hYysTzti8eXPqcVMD9O3bF7dv34aTkxNV5CkUCuUnhTGwPnjwAAoKCpWcTaHULDNnzsTBgwehrKxc26LUGWh6j5qBmfvo+FIoFMrPDYfDod8CSp2gJh1f6BNOoVAoFAqFQqFQKBQKhUKhUCjVADW2UigUCoVCoVAoFAqFQqFQKBRKNUCNrRQKhUKhUCgUCoVCoVAoFAqFUg1QYyuFQqFQKBQKhUKhUCgUCoVCoVQD1NhKoVAoFAqFQqFQKBQKhUKhUCjVADW2UigUCoVCoVAoFAqFQqFQKBRKNUCNrRQKhUKhUCgUCoVCoVAoFAqFUg1QYyuFQqFQKBQKhUKhUCgUCoVCoVQD1NhKoVAoFAqFQqFQKBQKhUKhUCjVADW2UigUCoVCoVAoFAqFQqFQKBRKNUCNrRQKhUKhUCgUCoVCoVAoFAqFUg1QYyuFQqFQKD8w//zzD6ZPn46UlJTaFoVCoVAoFAqFQvnPuH//PjZs2ICMjIzaFoXyk0GNrZQfgoCAAOjp6cHc3Bw8Hq+2xSHw+Xx8+fKFTu7/AXl5eXj79i1iYmJQVlbGek5dfU4olJrk5cuXOHz4MLKzs2tbFAqFQqHUAPPmzUPnzp1x5syZ2hZFiMLCQiQmJqK0tLS2RfnhKSgoQGhoKBISEsTqwe/fv0fnzp3Rs2dPqgdTfho+fvyIS5cuIS8vr7ZFofxkKNS2ANVBaGgoPn78CADo3bs3tLS0alkiSlX4/fff4enpKdM1d+7cQdeuXfHmzRtkZWWhfv36kJOrvT0EPp+Pixcvws/PDx8/fsTHjx/JxK6iogIHBwe4u7tj8eLFtSbjjwSXy8WxY8ewZcsWxMTEkN8VFBTQr18/7N69GzY2NuT3uvKcUCh1GT6fjzt37uDDhw+IjY2FtbU1mjZtit69e8v83nxLW1FRUXj8+DE+fPiApk2bwsXFBXZ2dmLPf/DgAdLT08Ueb9CgAZo2bSq17PHx8bh79y7CwsLA5/PRuHFjdO/eHdbW1lK3wefzcfnyZZSVlcHS0hLt27cXOaesrAxPnjxBSEgIwsLCoKmpiUaNGqFfv37Q09OTui/Kzwmfz8f9+/dRVlYGExMTmZ5xSt3i2LFjOHDggEzXHDhwAG3atMG7d++Ql5cHW1vbGpJOOpKTk3Hp0iVEREQgMjISCQkJ4PP5AABdXV20atUKM2fOlDiXU6SHy+Xi8uXLOHHiBBITE8nv8vLy6NSpE5YuXQpzc3Pye2hoKPLy8mBtbU31YApFDMnJyXj27BliYmLA5/NhZ2eHtm3bwszMTOa2+Hw+AgICEB4ejqSkJJiamqJ+/fro0KGDxHewqKgIgYGBePPmDfh8Plq1aoVmzZpBRUWF9fyMjAy8efNGoiyurq5QUJDe/Fcd4xAdHY3IyEgAQIcOHaChoSFyTlJSEgIDAxETE4PMzExYWVnB0dERLVq0kLqfusp3b2zNzs5G7969ER8fDwAIDg5G48aNa1kqSlUICQmBsrKy0G/FxcUoKSmBgoICVFVVRa5p1qwZAODdu3cAUKsv5evXrzF37lw8e/aM/Kajo4PWrVsjKysLiYmJCAoKQkhISK3J+CNRVFSEbt264fnz55CTk0OzZs1gbW2Nz58/Izw8HH5+ftDR0RG6pi48JxTKf8WHDx+wa9cuXLlyBQDQqlUrNGjQAC4uLpgzZw7rovzdu3eYMmUK3r59K3KsTZs2+Ouvv9CwYUOp+v+Wtn777Td4eXmJ/L5u3TqsWbOG9ZqpU6ciKipKrDyLFi3C9u3bK5Wbz+dj9erV2LlzJ4qKioSOqaioYPXq1Vi1alWl7QDAzp07yeaam5sbLl68KHTcx8cHy5YtQ3R0tMi1+vr62LdvH0aNGiVVX5Sfk9OnT2Pnzp0AgJ49e2Lbtm21LBGlqkRHR0NJSUnot5KSEnC5XMjLy4voyED5JlJSUhJyc3MBQOr5ubopLi7GqVOncPz4cTJvcjgcWFtbQ0lJCenp6cjMzISvry8WLFhQKzL+aBQXF2PKlCkICgoCh8NB/fr1YWpqisTERHz+/BkvXryApqam0DVhYWEAau85oVD+S8LDw3H27Fk8ePAAADBq1CjY2NigdevWGD16tNBGBFCu/+3btw+nT59GSUmJ0DElJSVMnToVU6dOlbr/sLAweHp6kvdOEEdHR3h5ebHq4rGxsZg5c6bQBgoAmJmZ4ciRIyJyA8CzZ8+wevVqifIEBARIZWytrnHIzc3FzJkzSRqzS5cuCRlbc3Nz8fvvv+POnTusnvZdunTBhg0boK2tXWlfdZXv3tg6a9YsfPnypbbFoFQDp0+fFvlt0qRJOHHiBCZPnoyDBw+Kvfb9+/cAgJYtW9aUeGLh8XiYM2cODh48CB6PB1tbW2zcuBEdOnQQ8oDicrnw9fUV8rSsa0RGRmLfvn0ICwvD7du3/9O+jx07Bh8fH0yZMgXDhw+v9PxZs2bh+fPnsLOzw99//y1kQM3KysLr169FjK21+ZxQKP8l3t7e8PDwQHFxMfT09NC2bVt8+fIFb9++xdu3b9GwYUNMmzZN6JqUlBQMGDAAiYmJ+OWXX7B48WJYWFggMDAQS5YswatXrzBs2DC8efOGdfOrutqaOXMmDh48CF1dXSxduhQtW7bEnTt3sHfvXqxduxZcLhfr168XuqasrAxxcXFQUVHBiBEjWGVq1aqVVGPn5eWFTZs2wcjICAcPHkTXrl1RUFAAb29vbNy4EatXr4a5uTkmTJggsZ2goCCsWrUKHA6HeHZVJD4+HvHx8RgzZgzatWsHa2trREREYPfu3fjy5Qs8PDzQqFEjsrFIoQgSERGBvXv31rYYlGpi48aNIr+tXbsWV65cwdChQ8UupJkNLUNDQ+jr69eojGwEBQVh2bJlxDAwYsQIDB48GPb29kLze3JyMt6/f89qKKgrxMXF4cKFC4iJiZHZy/i/7nfTpk0ICgqChYUFtm/fLmRAzc3NRXBwsEi0J2P0adSoUfUJT6HUQe7cuYPVq1ejtLQUWlpacHJyQkpKCsLCwhAWFgYbGxsRffHIkSM4duwYdHV1sXr1arRu3RqFhYW4c+cOjh49ij///BNGRkYYPHhwpf1nZGRgzpw5SEtLQ69eveDu7g5jY2NERERg586dCA4OxsKFC3H+/Hkhb9XIyEhMnToVWVlZ6NSpE4YPH46srCz8/fffCA0NxcSJE3Hy5EkR79KEhAQAgJOTk9gILGm9WqtrHH7//XeJ9SJUVVXx7Nkz2NjYoGvXrmjQoAFKS0vx9OlT3Lp1C48fP8bGjRuxdetWqeSui3zXxtYLFy7g3LlzGD9+PM6fPw8ul1vbIlGqGWk8EUtKShAcHFzpeTXFwoULsX//fsjLy2PRokVYv3491NTURM5TUFBAnz59/nP5ZOHkyZPYvXu3WGNFTVFUVITp06ejrKxMKs+z3NxcnDx5EgBw5swZkb+7rq4uevbsKfRbbT8nFMp/RXJyMqZNm4bi4mIsXrwYmzdvhry8PIBy5e/YsWMYOXKkyHXbt29HYmIiLC0tcf78eRLeZGpqCgsLCzg5OSE0NBT//PMPRo8eLVGGqrb17t07HDx4EPLy8rhw4QJ69eoFAOjVqxcsLCywcOFCbN68GbNmzYKxsTG5Lj4+HqWlpWjSpAnrxp205ObmknQ23t7e6Nq1Kzm2bt06hISEwMfHB7///rtEY2txcTHGjRuHsrIyjB07VmweRQ8PDwwdOlRkE278+PFo3LgxMjMzcejQIezfv7/K90T5MSkpKcHKlSvB4/HQv39/3Lhxo7ZFotQAjHGsQYMGlZ5TG96KcXFxmDNnDrKzs2FjY4O1a9eK1bFMTEzqvB589epVnDt3Dj169KjT/ebn5+Pq1asAyo2uFf/2WlpacHZ2FvqttLSURH9Qz1bKj0x6ejrWr1+P0tJSuLu7Y968eUQPzs7OxuXLl9G7d2+ha/Lz88lGx9atW9GmTRty7Ndff0V0dDR8fX1x7NgxqYytp06dQlpaGoyNjbF582aiBxsaGsLIyAgjRoxATEwMHjx4gL59+5Lr9u7di6ysLLRp0wa7du0iBtIePXpg1KhRSExMxOnTp7Fs2TKh/hjnw6lTp8LFxUXWIav2cbh9+zZu3bqF/v374/bt26x5pBUVFXHo0CE4ODgIpVQYMGAAzM3NcfToUdy9exfLly//btNqfbfJWr58+YKZM2dCVVUVGzZsoIbWH5DS0lISct+8eXOx54WEhJBUA02aNCG/5+XlISoqSuoE8Onp6QgNDUVhYaHUMnp7e2P37t0AgFWrVmH79u2shlZZ4HK5CAsLEytHVeQsLS1FXFwcgoKCkJCQIPZ9kSXMvqSkhOTjqozi4mKEhYUhJSWF1cMrKCgIZWVlUFFRkUoBfPnyJXg8HpSVldG2bdtKzweq7zkByj1nmdQltYmk4mt8Ph+RkZH4+vWrTG1mZWUhJCQEERERyMnJkenayMhIEspIqT3u3r2L3NxcaGpqYu3atUTBBMpD05cuXcoaksOkQJk4caJIHilHR0fy3jA50iVR1baYcOhBgwYRQyvDggULYGdnh9LSUhw/flzoGLOArF+/fqWySYKZW3R1dYUMrQyMYTgiIkIktEqQ1atXIzAwEDNnzpQYzaCnp8d63NjYmCy6P336JNM9UH4O9u3bh4iICLi5uVUpjxyl7iOtcUycsTU+Pl6mgjBZWVmIjo4WSZ8ijrKyMixYsADZ2dnQ0dHB8ePHq2Uzm8vlIiYmRqwcssoJlI9lUlISIiIikJKSIlYPlsVwLYsc6enp+Pz5M4qLi7+5X6D828nn86GoqAgnJyepromKiiIpKRwcHMjvBQUFiI+Pl1oP5vF4iIuLE3sv/yUpKSlii3/y+XzExcXJtF4Cyjddo6KiEBsbK3NBpbi4OOTn58t0DaX6efbsGQoKCqCmpoYZM2YI6cE6OjqYOHGiSIoN5p3S1NQUMjAyMAbRuLg4qQr+BQYGAgAGDx4sogfb29vD3t4eAEg+U6A8fcDjx48BAEuWLBHyRNXS0sKvv/4KALh+/brIc82sS2WpK8BGdYxDSkoKNm7cCGVlZcyaNUtswT6gfCORLXdtv379yL9jY2NlvY06w3dpbOXz+ZgwYQKys7OxYsUKGBoa1rZIlBqAMY7Jy8tLLPjAhIY3btwYysrK2LdvHzp27Ag9PT3Y29ujYcOGePXqldjrz507BycnJxgaGqJx48bQ0NCAm5sbUlNTJcrHeJUAQNOmTSvNk8JGdnY2TExMyGR26NAhGBgYoFGjRiJu91WR88KFC+jZsydUVVVJYRoLCwtoamoKFekaMWIETExMcPfuXQDAli1bYGJiAhMTE/z9999CbaakpGDChAnQ1taGg4MDLCwsYGZmhvPnz4v0/+HDB/Ts2RPq6upo1KgRTExMYG1tTYwHz58/h4mJCTGqlJSUwNzcHCYmJmjXrp3Y+2IMiMXFxeSjVBnf+pykpaVh9uzZaNKkCfT19WFlZQUjIyPMmDFDxKB5/fp1mJiYoHPnzqxtLV68GCYmJpg/f77IMT6fj06dOsHExATe3t4AgG3btsHExAQHDhxAaWkpli9fjoYNG8LS0hIGBgYYPHgw+eCFhobCw8MDpqamcHBwgL6+fqXewgkJCZg/fz4sLCygp6cHR0dH1K9fHzo6OrCxsRHKg8nj8WBtbQ1zc3NwuVx8+vQJEyZMgJmZGRwcHKCnp4e5c+eKDZum1DzMBoixsTFrInpxMIqnuIT9ioqKAKTbjKlKW9nZ2eSZF5dKhFG+KnqvMjlPv9XYyshdUFDAqkQycjdu3FgktyLDw4cPsXPnThgZGWHt2rVVXpAyIblWVlZVup7y4/Lq1SucPn0aurq6mDFjhkTDP+X7JTo6GlwuF3JyckLGsYqEh4cDKDfUxcfHY+XKlejRowcGDhwIFxcXbN68WeI3+ebNmxg+fDi6deuGYcOGwdnZGYsXL0ZmZqZE+a5evUr0gxUrVlTJ8yg3Nxeurq4YM2YMAODvv/9G165dMXToUJHN5KrIefv2bUyfPh3t2rVD37594ebmht69e6NDhw7YsWMHOW/RokVwdXUlG4UnTpyAq6srXF1diW4sqxylpaU4efIkunbtih49emDIkCFwdnaucr+CMAbe0tLSSoviMDDPSb169aCkpITz58/Dw8MDXbp0wcCBAzFkyBCJm6l37tzB7Nmz4eLigkGDBqFDhw4YOXIkXr58KXLu5MmT4erqSnJlCpKSkoJevXrB1dWVNcTYz88Prq6uGDduHDEAnzx5Eq6urrh48SJKS0uxe/duDB48GL1790bXrl0xb9488s2Ojo7G6tWr0b17dwwaNAguLi44deqUxLFJSUnB1q1b0atXL3Tp0gXDhw/H4MGD0blzZ/Tt21fIwYLH46FPnz7o2bMnuFwuYmNj8dtvv6FHjx4YNGgQunTpUuk7R6lZmLWxvr6+1E5Q6urqAIDCwkJW/Y8xfNrZ2RFdUBJMv+L0YKY9wQ2WS5cugc/nw9LSklWf7dChAzgcDvLy8kTWvwkJCZCXl//mNC3fOg58Ph+//fYb8vLyMHnyZOjq6lZJjrS0NPJvExOTKrVRF/guja27du2Cn58fOnTogJUrV9LJ7AeF8bKsX7++xPyAzHnNmzfHvHnzyAeXKZTGeH5UXIzw+XysXLkSY8eORWJiIoYNG4ZRo0ZBS0sLPj4+GDdunET5vL29ER0dDQUFBZw8eVKqibcisbGxSElJgaqqKq5evYoZM2YgJydHyNupKnLm5+dj7NixGD16NHx9fWFlZQV3d3dMmjQJOjo6KCoqEhrTjIwMaGlpkZ1+KysrGBoawtDQUGjHPCwsDM7Ozjh16hQaN26MadOmoVWrVkhKSsK4cePg7+9Pzg0KCkKHDh1IntoZM2aQcAMmGXh8fDwMDQ3JO6yvr0/6leSx2q5dO5LfZv369WJ3tQWp6nMClOdDa926Nf7880/ExcVh+PDh6N27NwoKCnDo0CG0b99eyOCqra2NlJQU1mI98fHx2Lt3L1JSUhAaGipy/Pr163j69CmUlZUxbNgw0n9KSgq0tbXh5uaGXbt2wcrKinh8X716FVeuXEF4eDi6deuGu3fvomnTplBSUkJRURGWLFmChw8fso7L3bt30aJFC+zevRsZGRno1q0bfv31V3Tp0gVA+cfbwsKCnP/582fExcVBTk4OkZGR6Nq1K27evIkmTZpAVVUVZWVl2Lt3Lw4dOlTp34RSMzDvbGRkJI4cOSL1dQMHDgQAHD58WGQB9PjxY7x79w5KSkoiKTqqq63IyEii2IkLpWQ2MGJiYoR+ry7P1rZt28LY2BglJSXYvHmz0DEej4d9+/YBKA9xYiMnJwceHh7g8Xg4ceIE9PX1q6Sj3Lx5kyy+Z8yYIfP1lB+XvLw8/Pbbb+Dz+Vi/fj10dHSoHvyDwng7Wltbi61AnZOTg6SkJADlm0ETJ05EQEAAHBwcoKKiAh6PhwsXLsDHx0fkWj6fjz179mDlypVITU2Fq6srevfuDQ0NDfj6+hKHAnEcPXoUAMh1VSEpKQmZmZlQVlbGw4cPsXHjRuTn50NLS4sYDaoi59evX7FixQosX74cL168gImJCQYMGIDBgwdDU1MTJSUlQmOak5MDDQ0N4oFlYmICXV1d6OrqEg80WeXw9PTErl27UFBQABcXFwwZMgS2trYwMjKSqV82mjRpQjb8Dh8+LFVUkWBKii1btmDr1q3gcrmoV68egHJPtSVLlogYWLhcLrZt24Zly5bB398fpqamJMw3PDwcM2bMIIU4GeTk5JCZmckafXX06FGkpqYiMzMTycnJrMczMzOFPAJDQ0ORmZkJDQ0NLFmyBGfOnIGpqSlJr/Ho0SM8fPgQnz9/xpQpU/Ds2TPUr18fCgoKKCkpwR9//CHWoSLg/+zdd1hT59sH8G9C2MgWBEFQREEU96oDR6t11Kp1b+uou1XrrHVrHdX+qtZRtK6qVevee+BW3ANcLBkiQ5C98v7Be04TkrAMIPr9XFevkpz1JCY5z7nP/dzPlSvo1asXtm/fjrdv36J+/fro0aOHOL9DZGSkUtmisLAwREREQCKRICQkBEOGDMGlS5fg6uoKfX39XL9zVDyE705ISAj27NmTr22qV68OS0tLZGRkYOPGjUrLhH9TAOL1UV6Eofx79uxR+R74+vrCz88PMpkMjRo1Ep8X+raaEo4sLS3Fa2jFkaUpKSl48+YN7O3tCxWPUPS+78Pff/+NGzduoGbNmhgyZEih2pCSkiKeX5o2bQo7O7tC7edDUOpqtj58+BDTpk2Dqakptm3bppQWTh8XIRMxrywqYb0jR46gTJkyuHHjhjgRire3N4YPH46goCA8fvxYqRzByJEjsW7dOrRs2RI7d+4UM6SvXLmCJk2a4NSpU4iMjFTqFCnav38/gOxJVwo7bErIxpJIJBg8eDA6deqEWbNmKU2GUtB2Pnv2DF999RX8/f1Rs2ZN/PPPP0p3zY4fP463b98qTRZz7tw5nDp1Cm3atEH58uXx4MEDlbY+fvwYTZs2RXJyMrZu3aoU5G3Tpg1OnTqF7du3o2nTpgCya9kmJSWhd+/e2L59u7huenq6eCLo3r07unfvjiZNmuDKlStYuHAhhg4dmuf7Zmtri59//hk//fQTzp07h5o1a+Lvv//WmEkKFP5zcvfuXfF1jxgxAr///rvYwb137x5atWqFBw8e4LfffhNnKBc6ZeqCwPPnz0dWVhbMzMzUTu4nBHimTp0qvk9CB3n27NkwMTHB8+fPxQDoV199hcOHD2PJkiXiZETLly+HTCZDVFQUXF1d8fbtWxw7dkxlWPTs2bMxd+5cSKVSLF26FGPHjhVnO/b29sbFixfh4eGhNAOyUNpDIpGgZcuW6N69O5YtWwZdXV3Exsbis88+g5+fH44cOcIgUQlp164dGjRogBs3bmD48OE4ffo0Zs2aJd5Y0KRPnz5YvXo1Hj16hCpVqmDkyJEYPXo0Nm3ahIULF0IikWD9+vX5mhW0MPsKDg4GAOjo6GgcsSI8n5KSgujoaHEyGOG3dOTIkRg6dKh4w6pXr14YMGBAvmcylUgkmDdvHoYPH46ZM2fi+PHjmD59Ouzs7DBixAjcvHkTdevWFb/rOY0ePRrBwcEYN26c0hCovDx//hzR0dG4fPkyTp06hTNnzsDGxgYbN27Md6kU+jT88ssviIiIQO/evXM951Hpp5ixmtc6QHb5kk6dOuH777+Hrq4uEhIS0L9/fwQEBODy5cvo3r270rYLFizAv//+i/r162Px4sViZurdu3cxaNAgXLt2DTExMWozVp89eyZe7OdnUlNNhH6QRCLBzJkz4eXlhREjRijdOCtoO4OCgjBu3DgEBQWhSpUqWLx4sdKM31euXMG7d++UJolav349rl69ipEjR8LGxkZtgKYg7bhz5w6OHDkCiUSCXbt2KR1fsYRBfo6rjpWVFYYPH45Vq1bh5s2b6NGjBxYuXJjrBLDCZ8XHxwfGxsbYtm2b2C/Ys2cP5s2bh/DwcLx48ULpMzdjxgwcP34c5ubmWLt2rbhMLpdj3rx52Lt3L5YvX45WrVqJo0OEc3POYfhhYWHYt28fzMzMEBcXp3Iz9urVq3jy5AlsbW3RuXNn8fnAwEAAwNq1a2FoaIjDhw+Lfe2xY8fCx8cHmzZtEicj+vHHHyGTyRAbG4tOnTrh3bt3uHz5ssqw6DVr1mDdunWQSqUYP348evfuLfbx9+zZg9u3b8PFxUVpJIvitdvQoUPxxRdfYOLEidDV1UV8fDwGDBiAwMBAXLx4UeU7R8WjSZMmqF69Oh4+fIh58+bh+vXr+O677+Di4qJxG4lEgtGjR2PevHlYvXo1Ll++jCFDhqBs2bKYP38+Hj16BHd393xdpwLZffFdu3bhxYsX6NSpE3r06IGePXvi4MGDWL9+PSQSCWbPnq1UzkC4cZbbqG0hU1RxZKvwWxwWFobPPvsMAGBjY4MaNWqge/fuuY4Q1ub78Pz5c6xYsQLGxsZYuHBhvuN0SUlJCAkJQVhYGK5duwYfHx+EhYXhq6++UqlNW9qUqszWtLQ09OvXD6mpqVi7du0HPas7vT/FTERN5HK5GERLT0/HuXPnlIKIvXv3FtPdFe8A3bhxA+vWrYOpqSl27dql9KNWpUoV6Ojo5DqDNACcOnUKgOYZrs+ePYsNGzao/Kd491no+Fy8eBEtWrTA3r17UadOHfHHqaDtFEps+Pv74+uvv8aVK1eUOkyvX78Wh6bmbHde7/ekSZMQGxuLCRMmqGTTCh1WiUQiPnf9+nUAUFk35x23rKwssa5Nbv/WOU2fPh2zZs2CVCpFcHCwOIxIXY3Swn5OgOygcXJyshg8Uuxw1axZUywFsHbtWvF5YbhDcnKyUqZsQEAANm7ciG+++QbOzs4qwVYfHx9cuXIFDg4O4t1AuVwull1ISEjAmTNnlDJNhWySmzdvonHjxlixYoX4WqytrcUAq/DvLjh58iTmzJkDIyMjHD16FD/++KNSUFWY3Tjn50QItoaEhOCrr77CihUrxH9TCwsLdOjQAcB/gTMqfjKZDPv27RPvqu/atQvVq1dH165dxe+BOubm5jh//jz69euH+Ph4LF68GBUqVMDMmTNhbGyMa9euoX///vlqQ2H2JQzTs7Ky0jjsSvGiX/EzHR4eDnt7e9jZ2UFPTw9hYWG4cuUKxo0bhzp16hSo3tOwYcOwd+9e2NnZ4cqVK+jYsSPq1q2LmzdvYtiwYbh8+bJKrS8ge7TDtm3b4OnpWeCZUwcNGoRGjRph4sSJOH78OMqVK4erV68WOluMPk4nTpzA0aNH4erqivHjx5d0c6iI5WdyLMVga4cOHfDjjz+K52QTExOxD5Cz5NSDBw/w77//wtjYGEuWLFH6bXVychJ/gzX1g4XMe0D9zPbx8fHYt2+fyn+3bt1SWk/4bRZGEC1fvhzu7u5iP7ig7ZTL5Zg5cyaCgoLQokULbN68WSnQGR0dLQ5PzXkDMrf3u6DtEJIWqlWrpnR8QHVG8Pz8O6szdOhQfPfdd5BIJIiIiMCQIUOwePFitTVK5XK5+FnJyMiAt7e30utv166d+J4rflZu3bqF48ePQ09PD+vWrVO6ppBIJPjxxx9hbGyMuLg4nD59WlxmbW0NQDXY6u3tjYyMDAwYMAAAVIKtQj32b7/9Vvwcy+Vy8XOSlJQEb29vpUxTIbj06NEjeHp6YurUqeJ7bGFhgXr16gFQHpYMZAfd161bBwMDA6xatQoDBw5U6uMLo89yfr6FkTSvX7+Gl5eXUnKEqampeBNMXdYuFQ+ZTIbly5eL1zAnT57EN998gwkTJojfN3W++eYbLFu2DNbW1rh37x7GjRuH3r1749GjR+jatSs2b94sDrPPi6mpKdavX48OHTogMTERGzduxJdffonVq1fD0NAQW7duVRklJXwfcht6LyQPKH5Pw8LCUKZMGZQrVw5lypRBSkoKAgMDcejQIQwYMAB//vlnvtr8Pu9Deno6pk+fjvT0dMyYMaNA5Qzu37+Pnj17Yvz48di5cyfCwsIwbNgwzJs3r0Dl0D5EpSrYOmPGDNy7dw8DBgzIcyZkKt3kcjnu3bsHIPcA3MuXL8Xg5dKlS1UC8MKwZgBKJ2bhLsm0adPEDgGQ3Tn88ccfkZmZic8++0xpG0UxMTFiB0JTsHXSpEkYOnSo0n8jRoxQCmgJP/jGxsZYtWqVyh2ggrZz69atuHLlCsqWLYvNmzer1KkRAqrW1tZwdHRUu0zd+33+/HkcPXoUZcuWVbnDdP78eXGm7S5duojPCx2yXbt2qX1/BM+ePUNCQgJ0dHTyXeRfMHv2bFy+fBkeHh7IysrCihUr0L59e5WAa2E/JwcPHsS5c+egq6uLxYsXKwWTBa1btwaQnZ0hFMU3NTUVyzQoZrfOnz8f6enpmDBhAkxNTREfH6/UERWyWqdMmSJ2+F68eCG+nt9//13lBCx08PT09PDHH3+otE9oh5BlAGSfEMeNGwcge2K3nBMRAf99HnJmSQiB8fLly4uTGSkSToqlub7Ox8De3h5nz57Fli1bUKNGDcjlcuzbtw916tTB/PnzNW737Nkz8XfJwsJCrBcaHR2NESNGiJ+L/CjovoRhVrlloSoO+1SclMTHxwehoaHw9/dHXFwc3rx5g19++QUWFhZ4+fIlmjVrpnLDQZOUlBTcunVL/O56eHiIF25///035s2bpzKRSGhoqDhp544dO5R+5/OjW7duGDlyJL7++mvY29sjJCQE7u7umDt3boEm76OP1+vXrzF//nzo6+tj0aJFGmsG08dB8UZrbkE44TfW3t5ebR144bdLsQ8AQJzcNWdNvYSEBCxfvhxZWVmoVauWynYC4ffU1tZWbebrnTt3MGfOHJX/hBvxAmHYrIGBAaZNm6bSDy5oOw8fPox79+7BwsIC8+bNUylDJrxf5ubmKv2U3IKeBW2HEGD18/PL82ZfYYOtQPZojs2bN8PFxQVyuRw7duzAmDFjVAKur169QmJiIoDsySZzBkL09fXFfrDwGuRyuVjzv1OnTmrbZ2RkJE54qVjeR11m66tXr3Dw4EE0adJE3EYx2Prw4UPcvHkTNjY2StcTISEh4vl+8uTJMDU1VWqD8BmXyWRqS0oI52PFvkV6ejoWL14MIPsGqxCwVST8u+QMtj579gxAduag4vwXAuHaS/G6jYqfjY0NvL29MX/+fLGswNmzZ9GrVy+NwcfU1FQ8fvxY/Ny6uLiIv0lHjhzBn3/+WaA+WXBwsPi9EIKhQHb5kPnz5ysFfjMzM8Xj5hZgFM79isk8zZo1g4+PD44cOYITJ07g+vXr2Lhxo1iOYPXq1QUKuBbmfVi1ahWePn2Kjh07ipNo5Ve5cuXQq1cvdOzYEbVq1YJEIoG3tzd69uypUjastCk1wdYLFy5g2bJlcHFxEWum0ccrICBAnAk9tyH6QpaWoaEh+vbtq7I8IiJCvMssBBefPHmC8+fPQyaTQV9fH7///jtmzZqFLl26oFKlSti8eTPKly8vnoTVUewcqLujDwDfffcdVqxYgRUrVoiF/93d3ZUuwoWA8pAhQ1TqkRS0ncnJyWIgdOHChWoDFkIRfXUBYiHwoVjCQLBmzRpxuy1btuDXX3/FyJEj0aBBA7Rs2RIxMTEYOnSo0jB1ITNz8+bN+OqrrxAbG6v2fRKOW7VqVY01yXLTqFEj3LlzR+zwXLhwQSWYVJjPCfBfoLhbt25K2aSKFP89FTu3wglVCNg8f/4cW7ZsQZMmTdCgQQOxsyhkt96/fx9Hjx6Fvb290tAM4TNiaWmp1PkUCBmkX3zxhdqSF8Jyxck1/vjjD/j7+6NSpUqYMGGCyjbp6eliVkbOz4rQnt69e6vtDAiZwTkzOaj4SaVS9O/fH/fu3cOmTZtga2srFq5fsWKFyvpHjx5Fy5Yt4evri2+//Rb+/v4IDAzEiRMnULVqVdy+fRteXl75moyjMPsSZlTPbbITxd+R3GZgt7a2xtSpU3Ho0CHIZDKEhISofc05paSk4KuvvsLChQthY2ODffv24eHDhwgNDcWECROQmpqKBQsWKGXlCiMKYmNjsWzZsjzLNajzww8/YPXq1di/fz+CgoKwfv16pKenY9asWZg2bVqB90cfFyFb7927d5g4cWKuQyHp4xAaGirewM2tjIBwsd6xY0e1N3mioqIAKN9IfvnyJW7dugUdHR3o6upi27ZtWL16NcaPH48OHTrg0KFDsLGxwffff6/xuMLvtFDvMydbW1tMmTJF/E8YDZDztQgB5S5duqgMnS1oO1NSUvC///0PQPbQcnUjEITROer67sJ7mbP2d2Her0aNGsHOzg6ZmZno27evOBpOHU3HzS9PT0/8888/Yraor6+vSr12IatVX19fHIGkSPicAP/1X0NCQsS25TaqRbjpr3gDVF1m659//onMzEz0799fzIpTzM4TsloHDRqkdDNJ+IyYmpqiVatWKscXMkgbN26sNvAvLFecbHLnzp0ICgpC+fLl1b629PR0cZb4nOd04b388ssv1U6+JLym952oiN6fVCpFx44dsXv3bsydO1f8fKxevVqpxB2QHWAcN24cNmzYAEtLSyxfvhx79uzBqVOn0K9fP6SlpWH9+vUay0jl5OPjg6FDh+Lx48f4+uuvceDAARw7dgyrV6+Gk5MT/Pz88O2334q/STo6OmL7hBiIOkLyUG6lBnR1dVG7dm2sXbsWTZo0AQBs2LAh1/2+z/tw69YtbNmyBQ4ODoXqszo7O2Pq1KmYP38+Nm3ahEOHDqFOnTrw9/fHgAEDVLLSS5NSUbM1JSVFnHDC2dkZM2fOVFquWMh70aJFsLKywmeffcY6KaWYEBwrX758rncGhUBd27Zt1ab1C1l4tra2YkdTeC4jI0Mp0CSVSlGjRg0MGDAAM2bMyHVWVcUfOE3DRIYPHy7+LQTUFLNG09PTxR9YYTIZdW3Pbzvv37+PiIgIyGQyjZ2io0ePAlDNVkxMTBTv1KrLbBXacvz4cRw/flx83tLSEp06dcKQIUPQqVMnpW2+++47AMCYMWNw+PBhNGzYEIcPH1bpTOanXERedHV1sXTpUvj5+eHw4cNYt24dFi5cqHKMgnxOgOwhSYDmQuXAf50uYWIvga2tLQICAsRg69y5c5GRkSH+fgmB0VevXsHd3V0Mmk+ePFkp6Cx8Fzp27Kgy9Az4L/ipacIeYWZZxff3xIkTAIC+ffuqvTg7f/48kpKSoKOjoxR8T01NFTve3bp1U3s8IUirLmhPJUMikWDgwIHo3LkzmjZtiocPH2LWrFkYM2aMOPQxMTERgwcPRmpqKhYvXozJkyeL27dp0wa3bt1C3bp18fTpU4wZM0ZpCGlOhd2XcCEUExODzMxMtbWehOxXqVSar+zpJk2aoF27djh06BAuXLiQ5/orV67E6dOnUa5cOdy7d0+8aWVjY4Nly5bBzc0Nw4cPx/bt2zFgwAC0bdsWa9euxenTp2FiYoKnT5+qDO/28fEBkP1dFpbNnTtXbSAAyM7OGTJkCOLj4zFhwgQsX74co0ePVrpQpE/L7t27cf36dRgaGiIoKAhLly5VWi6UffH39xeXjRo1Kt/DHenDI/QtbGxsNA4pTU1NFWtZCqNschL6dopZicJzmZmZWLZsmfi8RCKBq6srvvrqKwwbNizXUQZCmxSDdIrc3NzEwGpycrJYWkWxHenp6eKQbKHsjbq257edz549Q3R0NHR0dDT2iYSJXHMGW5OTk8Wb0zkzOAvzfunq6mLr1q34/vvv8ejRI0yaNAnfffcdRowYoTRKKrfjFoSuri4mTJiAgIAA+Pj44N9//xVHMAH/BXQ/++wztZMOC6/R0tJSzEoV/m3KlCkDJycnjccWMncVbwLlzGwNCgrC4cOH4enpiUaNGom1KYXklYCAAJw7dw7W1tYqNYCF70Lz5s3V9oOFYKymCXuEoKni+3vlyhUAQPv27dWOErh16xZSUlIglUqVrlvS0tLE75ymyUKF9/J9J+wk7ZFIJOjUqRNatmyJQYMG4cWLF1izZg169eol9oN37NiB69evw8rKCrt27RL7aJaWlvjxxx9RsWJFzJs3D8eOHcNXX32lNhtakJycjJkzZyI9PR3ff/89Bg8eLC777LPPsGPHDvTq1QvBwcH45ZdfsHXrVgCAnZ0dYmJiNCYoAf8FYjXNKZPzdY8ZMwaXL19GamoqHj16lGu7C/M+1K1bV5y0097eHqtXr1ban2KN6r/++gvm5uaoWbOm2lGVAgcHB6xcuRJdunRBZGQk1qxZoxL/Ky1KRbA1NjZW/CE/c+YMzpw5o3Fd4cOakpLCYGsplt/JsYQgWs6C5zmXKwaahGBQ69atxVpDxsbGcHFxyfckKtbW1rCwsEBsbKx4Es9POxXb8fjxY6SlpUFPT09tB6Gg7RQChm5ubmoDaK9fv8a1a9cAZA+LVXTv3j1kZWXBxMREZfbT1NRUsePw119/wcnJCcbGxrC0tETlypXVDq0XfPfdd6hatSp69eqlNHFXXu9NYfXp0weHDx9GTEyM0mQJhfmcZGZmivWacuswCbOb5iyBoDhU5OnTp9i+fTu8vLzEk4tQyiAsLAxBQUHYuXMnypUrpxSkB/77Lgg1pzS1Xd2kCIGBgYiLi4NEIlEqji58VjQFRIXJ3ypWrKjUKX/48CEyMjKgr6+vNjs6MzNT/Nxq49+TtMvMzAzjxo3D8OHD8fbtWwQFBYkZyEeOHEFkZCSkUinGjBmjsq2JiQmmTZuGwYMH49q1a4iNjdUYACjsvoSscrlcjuDgYLXZ0cLEFLa2tvkuvF+tWjUcOnQo186rQJh5ddCgQWp/Z4cNG4YFCxYgKCgIR48eRdu2bcXvaEJCgphVpc6zZ8/E5VOnTtUYbBV069YNEyZMQEZGBq5fv85g6ydMOG8mJydj27ZtGtcLDg4Wl3/77bcMtpZi+Rla/uzZM2RmZkJfX1/tzPWZmZm5BlsbNGiAgQMHwtDQEIaGhnBwcMjzd0kgBN9CQkIgl8tz7Qv6+/tDLpfDxMREKdvv5cuXyMjIgEwmU9unKGg7haCbs7Oz2gBadHS02P/JmR0utNHQ0FDlt7aw75e1tTU2bNiAhQsX4uDBg1i3bh2cnZ2VhtjmdtzCaN++PXx8fBAfH4+4uDjxPCZ8nnL2/wXqPm/C9U1ugda3b9+KI5oUP4NCsFXIzhaGHY8dOxZAdqBIR0dHzFjbvHkz5HI5Bg4cqHINk9+2q8sAV8wQV+zLq/teKDp37hyA7KQfxQSI58+fIzMzE7q6umqzozMzM9UGd+nDUKZMGfTp0wfz5s3Du3fvEB4eLv4mHThwAEB2yQx13+tvvvkG69evR3h4OHx8fHINWl68eBGxsbGQSCTo1auXynIjIyMMGTIEs2bNwoMHDxAfHw9TU1PY2tri0aNHGsteyeVycVluma2KFEcfKM4bo0lB3wdXV1fx5smNGzdw48YNjfs+cuQIgOzYQm7BViC7xGLjxo1x4MCBXOeb+NCVimCrlZWV+KOnTnJysjjr78aNG+Hs7Jzr8EL68OU3ACd8+TQFjYRsD8WgrVCzyN7eHl9++WWh29igQQOcOHECGzduxPjx49Xebc2tHcJr9PDwUNspLGg7hQxHTSf3pUuXivVVcnYyhQCZm5ubSoc5JSVFrOPk5eWlcciYJi1atMCRI0dQr149PH36FHfu3FF6HxQnEXhfQvDH2NgY5ubm4vOF+ZwoSk1NVft8XFycOOypa9euSsuEYGtSUhIWL16MzMxMLFiwQFwudF4jIyPh7e2NzMxMTJo0SSXjQGi7upkk37x5g7CwMEilUrX1boVtXVxcxBNmVFSUeKJW91kJCwsTa/Dm/JwI+1OsYano6dOnSEpKglQqZWbrB0oxaK84WZ1QE8nMzEztsDhA+UIlLi5OY7C1sPtydXWFpaUlYmJicPjwYfGiTJGQlV2QWdiFm7X5+UwKbc9Z1iVn24OCgsTsgokTJ+ZaR37NmjXYtWsXvLy8MHv2bAC5T34gUAz2avoNok/DgAEDcu0H7N69GydPnkTdunUxYsQIAFCpa0ilS24BJIEQhFesp6coICAAqampYgamQCh5VLZsWXGIaUEJfY6UlBQcPXpU7dB0geKNa8U+pvAaXVxcVCZPLUw7FYOt6mzatEltySjgv+BbxYoVVfrB7/N+GRgYYO7cuYiNjYWPjw+OHz+uFGzN7biFIXzvDQwMlAIlwmdFU/KA8G+k7vOmWBsypx07diAzMxM2NjZK/VBhVGJKSgpCQ0Nx7NgxNGzYUEx60NHRga2trTgHxvHjx2Fpaak2UUpou+JnWBATE4M3b95AIpGoveEgbOvo6CjefIqNjRWDvOo+K5GRkWJQKGcJMcXvnLp+cFBQEFJSUiCRSJjZ+oFSDNor/hsKNw1yC2I6OTkhPDxcDOBrIuzLxMREbSa5sC/Bu3fvYGpqCk9PT5w9exaXL19WO8LryZMnYuKAuiQbdYRAKJC/bOuCvg/m5uYqZUsUpaamiokXc+bMgb29fb6ycgGIv2G5/QZ96EpFsFVPT0+pFmROQlAKyA6AaSNoQyUrP5mtkZGRYtBIU1BWCGgq7kc4Gd+6dSvPu/G5WbBgAU6ePIknT55g2bJlKhNHCUJCQsShr4rtFF6jprYXtJ3CD1HOzFHhWKtXr4aenh7S0tJUgmhCgEFdJpmZmRmsra0RFRWFmzdvFjjYCgA1atSAvr4+UlNTlYacJScni2UYtFHjc9++fQCyT0DCsJDCfk50dHRQpUoVPHjwAFevXkXnzp1VtluwYAHi4+NRpUoVsWyCQAi2BgUF4e+//0b79u2VOunCSfbNmzfYvn07bGxsxItkQXR0tFiCQl2wVWh3lSpV1Aa11H2PFE9Y/v7+KkHa77//XmNQPq9J64TjaWoPFY/4+HgkJCSovekoZG46OjoqXUQIHTBhJIm6TBahJEXZsmWVLlBevHiB0NBQmJmZoWbNmoXel4GBAYYMGYKlS5eKk3wo/u69efMGZ8+eBZA9KUh+hIWF4eTJkwCya+gpio+Px4sXLxAWFoYvvvgCenp6qFKlCu7fv69xIrCsrCzxolS4aKxSpUquHVjhos3GxibXvkxOhw4dEv/WlNlOnwYnJ6dcs8uEUhWWlpYaR3BQ6SL05fJTr1XTTXZhubOzs9IFvxBofPz4caH7wZ6enmjevDkuXryI33//HU2aNFG6yZ2fdub1GgvaTqGsnDDMO2cbdu3aBZlMhoyMDJUgmtBPVFdnUxvvV/Xq1eHj46M0aWpexy0M4Rzp7u4u9oOFgCSQ92dF8d9C6O8Lo6RyjvaIiIjAjh07AGTXyFXMSDU3N4dUKkVaWhq2bt2KrKwslZEudnZ2CAsLw8GDB5GSkoKRI0eqzN3w9u1bsQaquvOs0G4nJye1QS11nzHF8oOBgYEqQdolS5aI/eCcQXlhf5reR2G5pvZQ8UhISEBSUpLaoJ4wei9n6TgnJyeliV1zysrKEkdX5cyyDgkJQWRkJExMTFC1alXxfP3u3TuEhYWp7Y8LGdAWFhbi979z585YvXo1YmNjce3aNZWbO0LCQd26dfN9PS5kqpYpU0bl5kJCQgJevXqFyMhING7cGLq6ugV+H3R1dXPtdyjOZ1K9evV815zPyMjA5cuXAWgnIauklJoJsujTERUVpbbGaU5CYMfKykptJyUuLk78MVDcT9u2bSGTyfDkyRO19T8iIiKUCrZrUrduXbE26tSpU9GzZ0+x7pKi06dPA8iuR6iYzZRXQLmg7RR++B89eiTWWQKyU/rbtm2LiRMnIisrC/r6+ip3q4T3W7G4vSKh9tX48eMREhKitEwul4vZqUD2j2pSUpLSOv/88w9SU1Oho6Oj9IMs3D3L7diK4uPjMW7cOJWOdFpaGhYtWoQ///wTEokEs2bNEpcV9nMCQJxMa/Xq1UqvEcjujC1duhRSqRTLli1TycoQTuCbNm1Cenq6yqRdwon46NGjCA0NxcSJE1UClEJw09HRUW0mXF4Zu+qCo/b29uIF0cGDB8XnMzIyMGzYMJw/fx6DBg0CoHpHP68bBOqC1lT8tm/fjooVK2LQoEFYs2YNzp49i3///RfdunXDypUrAUCl5mPz5s3FshvDhw9XuokJZA9PnjNnDgAoZXFGRESgcuXK8PLyEoOQhd0XkF1nUiqV4urVq0rfmaysLPTt2xdJSUlwd3dXClrevn1brL+m6MmTJ/j6668RExMDDw8PlQDt5MmTUadOHUycOFEcXSDcVNm6datSfWog+7du9uzZePXqFUxNTTXWBCyIZcuWqZ1p9dSpU2J91zZt2nA4ItEnJDY2Vuzf5fbdzytbUVOQ87PPPoOOjg4CAgJU6usB2f3w3CYqFEycOBEymQyRkZHo0qULTpw4oRTIArJH9wj9p4IGWwvaTuEi/sWLF0p91QcPHmDkyJEYMGAA5HI5dHV1VeZlEGqHqhtFUNB25AyoZmZmijfdatSoke/jqpOQkIBFixYp9Z+B7ADiX3/9hT179gCA0s174XNgZmamFFwSvHv3Ttyf4r9Fw4YNYWFhgbS0NCxfvlxp9vHXr19j2LBhiI+PR/Xq1VUym3V0dGBubo7U1FQcOXIELVu2VHntwgiSvXv3wsLCAj169FBpm5CtbGtrqzZbP6/vgLC94mfPxsZGzJg7f/68+HxGRgbmzJmDW7du4euvvxaPq+54mj6z+clIp6J37NgxtG/fHj///DN27dqFGzdu4NSpU5g4cSL++ecfAFCZILhly5YAgMOHD4tBPoFcLseaNWsQGRkJY2NjpfJ/UVFR+OqrrzBkyBCxP1e3bl3x8zpv3jylgCOQnW26bt06AFAatWJubi5mvs+ePVspQenmzZtiucyc35XDhw+rlAjIyMjA1q1bxSSLKVOmiDdgBP/73//Qq1cvpevYwr4PhXH37l2cOHFCqa4rkJ1IOWvWLAQEBEAikaBnz57vdZySVCoyW+nTIgR0zMzMcs12zKvUgLDcxMREaehJ5cqVMXr0aPz++++YP38+jh49iqZNmyI1NRVPnz7FpUuXsHLlSpVMRXX+/PNP2NjYYPny5di1axd27doFCwsLuLm5QUdHB4GBgWIgUzEAJZfL85XZWpB2DhgwAHPmzEFsbCyaNGmCTp06ITg4GOfOnUPTpk0xdOhQzJ8/X+0M8o0bN8a2bdtw5MgRfPnll6hRo4ZSMGbOnDnYs2cPwsPDUbNmTbRo0QKVK1dGYGAgbt26heTkZHGYwqZNm/Dzzz+jffv2cHFxgY+Pj9iZWbBggVLmQ8WKFWFra4vXr1/j66+/hpeXF0aPHo3GjRurfU82bNiAlStXYvXq1XBxcYGbmxvS09Nx584dREREQCKRYO7cuUoTRRT2cwJkzxC+ZcsWPH78GI0aNUK3bt1gaWmJI0eO4NmzZyhTpgy2bdumNugiZLbeuXMH3bt3VwlAOjg4QCqV4tGjR7C2tsbo0aNV9pFbCYH8vDZNn7EffvgBs2fPxpYtWxAaGgoXFxecOHECERER2LNnj5hRpxj8lcvl+c5sZbC15BkaGmLz5s3YvHmz0vPGxsZYu3atSsfFysoKW7duxVdffYWTJ0/Cw8MDX3/9NRwcHODv749//vkHiYmJaNiwodJvg1Cz2MjISJzor7D7ArIzsLy9vTFs2DDMnDkTBw4cQO3atXH8+HG8evUKDg4O4sWkYPny5di2bRscHBxQtWpVlCtXDi9evMCtW7eQkZEBOzs77NixQyVjRmi7Yj2tn3/+GefOnYOPjw/at2+PTp06oX79+khOTsapU6dw48YNSKVSbN68OddMw/zw8/PDjz/+iEmTJsHZ2RkeHh4wMDDAo0ePxMC1k5MTNm/erJXhpURUOggBnZw1ThVlZWWJgSRNgR1NQ8MrVKiAnj17Yvv27fD29oaPjw9q166N9PR0BAUF4c6dO5gyZUqec184OTlh48aNmDFjBoKCgsSLeQcHB5QrV068mS0EYBXbIZfL88wSLGg7v/rqK6xduxbv3r3DwIED0aJFC4SHh+PmzZuoXbs2unTpAm9vb7Ujbzw9PXH06FH4+Phg5MiRcHV1FYMxBWlHZmYmunfvjvLly6NGjRrIyMjAqVOnEBUVBVtbW3z77bf5Pq46+/btwz///INdu3bBwcEBFStWREZGBvz8/MRRdKNGjVKa2DW/GdA568aamJhg4sSJmDFjBg4cOICnT5+iYcOGePnyJa5du4a0tDQ0b94cv/zyi0oQB8guJfD06VNIJBK1fVwh2PrixQuMGzcu18zUvG4oaPoOaPqM9e3bF2vXrsXhw4cRGRkJR0dHXLlyBVFRUVi2bBkuXrwIAEr9BrlcrjZ4q+54DLaWPAMDAxw6dEhplJDw/IwZM9C2bVul54cPH46bN2/izp07GD16NFq0aAEPDw+kpqbi2rVrePjwISQSCebNm6eUqSpMpmxgYCBO9Gdubo4FCxZg3LhxuHr1Krp27YoWLVrA1tYWgYGBOH78OFJSUlC9enWV7/v48ePx9OlTPHnyBF26dEGzZs0QHR2NW7duISsrC/3791dqe3BwMGbMmAE9PT1UrFgRFSpUQFpaGp48eSLetOvZs6faa1VhlJliwLew70NhbN++HSdPnoSRkREqVaqEChUq4PXr13j69Kk4ud6YMWPU1vQuLRhspQ+OEECqWbNmrheYiusVdD+//fYbypcvj7lz5+L27dtizU5dXV106NAh319qfX19LF26FJ07d8bixYvx+PFjBAQEiLNrGxgYoHr16vjyyy8xYMAAcTvFiYtyqyNYkHZaWFjg0KFD6NmzJ0JDQ+Ht7Q0DAwOMGDECS5YsEbM3cwYcgOxgw8qVK+Hv748TJ06IP3CCChUq4Pbt2xgwYACuXbsmDtcHsgOmI0eOFIdWCfVvhLtvQPbwqFmzZmHYsGFK+9XR0cG0adMwceJEvHr1Ctu2bcPAgQM1vh+dOnXCgwcPsHPnTjx9+lTs9Ojq6qJ58+b49ddfVYYyvM/nRF9fH9euXcOYMWOwY8cObNmyBUB2MKlz586YP3++xoL9QrBVR0cH8+bNU1muq6sLe3t7vHr1ChMmTFA7kUl+g63qXtvbt2/FDOCcwc+pU6ciLCwMf/75pzjpoKenJ7Zs2YLmzZuLr1PxsxIQEID4+PhcP7PMbP0wjBgxAn369MHp06fh7+8Pb29vBAQEYPfu3WjXrp3GSXPat2+Pu3fvYvLkyTh58iRWrFghLrO2tsacOXMwZswYpRrTQsCyY8eOSvstzL4E3377LUxMTDB9+nT4+vrC19cXBgYGaNWqlThJX852+/n5wdfXV7y5BWR3dgcNGoS5c+eqFPlPSUkRs60UA88ymQynT5/GH3/8gV9++QUHDhwQh2BJJBK0bdsWixcv1kpN4rJly2LWrFlYv349AgIClDJcraysMGbMGEyePJklOYg+MUIAKWeNU0VCbUhAfS1LxWCmusDPpEmTYGNjg3Xr1sHPz088pkwmQ7NmzfI9bLNGjRrYuXMnvL29cf36dQQEBCA4OFgc6WVhYQFPT094eXkpDdcOCwtTO3HR+7TT1NQUK1aswJQpUxAZGYm9e/dCT08P3bt3x/jx48Xzg7rzzpdffokdO3YgKCgIV69eVRmhld92xMXFoVKlSrh+/brSpC5t2rTBuHHjVDJq8zpuTi1atMDz589x4sQJpfdZJpOhTp06mDBhgkp5KMXPkzqKwdicn7eOHTvCwsIC8+bNw5MnT/DkyROxHmmbNm0wePBgtYFW4L9Jstq1a6e2nqoQqDEzM1M7iZBi29R9xvN6bfHx8WKZhpzfgW+//RZv3rzBnj17xEl9XF1dMX/+fNStWxeHDx8GoPxZCQ0NFUfqFDb4S8Wje/fuaNeuHa5fv47AwEDs2bMHYWFhWLp0KZo2bao2sC+TyfDnn3/in3/+wV9//YXz588rZT43btwYP/zwg0qgXQhYNm/eXGm/zZo1w65du/Dbb7/h6tWrYskNILt/OmrUKPTq1UtlZKRQA3XmzJm4cuUKjh49CiD7+9KzZ0+V62R9fX1069YNR48ehb+/v/i7L5FI4ObmhgkTJqBBgwYqrzc1NVUsZaAYvC3s+1AYXbp0QUJCAm7cuIGHDx+K76WOjg5q1aqFCRMmaLwGLi0kcqFSOIALFy6gRYsW8PLyUnpTSTvatWuH48ePo2HDhuKs8FSysrKyxHqDjo6OcHR0VNsJK4jk5GQEBwfD2tpa7GgUZzszMzPx6NEjJCQkoFq1ahpraOWUnp4OPz8/xMXFoWrVqhoLY8fHx+PBgwfQ19dHxYoV1b7GrKwsBAcHIywsTKwNmVvgPDIyEk+fPoWpqSk8PDzynGVcLpcjJCQEL1++RLly5VC5cuVcJyjThrS0NDx48ACGhoZwd3f/KDLNoqKi8OjRI9ja2rJjWIyEz056enqRf26B7M7MgQMHlIYA5kXohEVFRaFy5coas6s+//xznDlzBocPH9Y4QUp+96XOq1evEBoaitq1a+f525yUlISAgAC8efMGlStXVimDoejSpUto1qwZ6tWrJwaM1YmIiMCzZ89gamqKKlWqFFkNtrdv3+L58+dITU1F1apVxclFisPIkSOxdu1arFmzRqVudF4SX93Ey03tNC43dm6GSv32aVz+oYmLi4ODgwMuXbpU0k35KK1fvx6XLl3Cpk2bSrop9P+ysrLEeoPlypVDuXLl1E5WVRCvX79GRkYGbGxs3ntfhWlnZmYmXrx4gaSkJFSqVCnfk8Wlp6cjMDAQCQkJcHJyUgmMFqQdiYmJCA4OhkQiybN+Z36Om5NcLkdERARevXoFa2trODo6Fnl/IjIyEqGhoXB1dVU7Sq40io2NxYsXL2BlZaWVuSMof1q1aoVVq1YVWy3O8ePH49y5cwWa1T4qKgrBwcEwNjaGk5OT2mQlIDsT9MaNG1ixYoXGYfVpaWkIDg7G27dv4ejoqLachzrCtbmNjU2e28jlcrx58wahoaEwMDBAxYoVNbYZyE6QGTx4MKpVq4bt27drXC+/78P7yMzMRHh4OMLCwlC2bFk4ODho7dyRH7t378br169znehLk/AzcxB1daXG5cxspU+aVCqFq6urxjumhWFoaKj1+noFaaeOjk6h7gLp6uqq1FNSx9TUNM/ZWKVSKZydnTXOCJuTjY1NvmcmBLKDVRUqVFAa7lTU9PT0SvUwBnWsra3FIS9EivT19TVmbQuSk5Nx6dIlVKpUSWl25cLsSxMHB4dcg6aKjIyM8n2cU6dOAYDKhB05CRfTRc3c3JyTYBFRsZNKpXlOwFZQ+Q0kFERB2ilMcFpQurq6efaz89sOY2NjuLu7a+24OUkkEtjZ2YlD8YtDQfvqpYGFhQXPvaSWtbV1nje+U1JScOfOHZQvXx5NmzbVuJ6enp7a7O685PfaHMj+TSjId1QYhaspq1yQn/fhfeno6BSov1+acIIsIiKij9icOXPE4KI2nTx5EqmpqZg6darGYYQfqoMHD8LZ2Rl9+vQp6aYQERERUREZOXKkOCGVNl29ehXp6en49ttvS10/+MKFC7C3t881WYLeHzNbiYiIPmJFVe/Iw8MDd+/eVakP96HLysrCihUrUKVKlWIdpkRERERExaswme754eLigp07dxYqa7UkZWVlYcqUKXBycmI/uIgx2EpEREQFVto6lwKpVIpmzZqVdDOIiIiIqJQqznJ22iSVSlGnTp2SbsYnoXTlOxMRERERERERERF9oBhsJSIiIiIiIiIiItICBluJiIiIiIiIiIiItIDBViIiIiIiIiIiIiItYLCViIiIiIiIiIiISAsYbCUiIiIiIiIiIiLSAgZbiYiIiIiIiIiIiLSAwVYiIiIiIiIiIiIiLZCpezIoKAgLFiwo7rZ89J4/fw4ACA0N5ftLRPSJW7hwIXR0dEq6GfSJ8/X1LekmEBERERF9VJSCrYGBgeL/Z8yYURLt+SS8evWK7y8R0Sdu1qxZJd0EItGdO3dKugklTiKRICUlBU2bNi3ppnyUUlJSIJfL+f4SEX3CMjIyMHDgQOjr65d0U4iQmpqKvn37Fsm+lYKt5cqVy35SJoOZmVmRHPBTFhcXh4yMDOjo6MDc3Lykm0NERCUgOjoaAGBlZVXCLSECEhMTkZKSAmdn55JuSomTy+WQy+Vo3rx5STflo/Tq1SuEhoaiYcOGJd0UIiIqIWfOnEHLli0hk6kdZE1UrF6/fo2srKwi2bfSJ9zAwAAA0KRJE5w/f75IDvgpa9euHY4fP4569erh2rVrJd0cIiIqARKJBAAQERHBjiaVuJEjR2Lt2rWwsLAo6aZ8EPT09GBjY1PSzfgohYeHQ1dXl+8vEdEnTCqVQk9PD9bW1iXdFCLExMRAKi2aqaw4QRYRERERERERERGRFjDYSkRERERERERERKQFDLYSERERERERERERaQGDrURERERERERERERawGArERERERERERERkRYw2EpERERERERERESkBQy2EhEREREREREREWkBg61EREREREREREREWsBgKxEREREREREREZEWMNhKREREREREREREpAUMthIRERERERERERFpAYOtREREH7H9+/fju+++w+vXr0u6KURERERExaZ27doYOHAgTE1NS7op9IlhsJWItOLw4cOwtLREnTp1Sropxe5Tfu304btx4wb+/PNPvH37tqSbQkRE9FGqWbMmVq1ahdmzZ5d0U4rdtGnTsGrVKtSvX7+km0KkolKlSmjRogWMjIxKuin0iZGVdAMK6vXr17h48WKu63Tp0gUyWal7aUS5ql69Op49e5brOsePH0fLli2LqUXKfH19ERsbq3L8Xbt2Ydq0afjhhx8wduzYEmlbUdP02olKkz179iArKyvP9WQyGbp06ZLnepmZmfDx8cHjx4/h5+eHMmXKwN3dHe3bt4elpWW+2vTmzRucP38eANC5c2fo6urmazvh+Ddv3oSPjw8iIiIwa9asPLManjx5gocPH+Zr/zVr1kSVKlVyXUcul2Pfvn3IzMyEo6MjGjVqlK99R0ZG4tSpU/Dz80P16tXRs2fPfG1HHz83NzeUKVNG4/Lw8HC8evWqGFtEVPQaNGiAYcOG5brOs2fPsGTJkmJqkSpnZ2cYGxvjyZMnSs/Xr18f3bp1w8mTJ3HmzJkSal3R0dHRQaVKlSCTyRAeHl7SzSEqFDs7Ozg4OORr3eDg4HyNFpNIJKhSpQrKly8POzs7JCcnIzw8HPfv30diYmK+jlW1alWYmpoiIiICISEh+dpGUKZMGXh4eMDOzg6hoaG4ceNGntto+31Q3N+DBw+QkpKS534lEgkqVqyIKlWqwMzMDAcOHMjXdh+iUheRPHXqFPr375/rOu/evYOJiUkxtYio6CUkJODx48eQy+WwtLSEVKo+Kb1mzZrF3LL/3L17FwBQq1Ytped/++03vHz5Eps3b/5og62aXjtRSbp37x7+97//4cCBAwCAunXromrVqvDy8sLYsWNRsWJFpfV79+6N9PT0PPdrbGyMhISEXNf5999/MWXKFLx8+VJlmZWVFVatWoVevXpp3D4hIQHLli3DsmXL8O7dOwDA27dvYWZmlmf7Xr16halTp+Lo0aOIjY0Vn588eXKewdZ9+/bhp59+yvMYALB06VL8+OOPua6zfPlycZ3u3btj165dua6/ceNGrFq1Cnfu3IFcLgcAjBgxgsFWEg0ePBg2NjYalx8/fhw7d+4sxhYRFT1nZ2fIZDKkp6drvOhWd74pThUqVACQHYBQ1LZtW9jY2KBp06YfZbDV3t5e/LcJCwsr6eYQiRwdHdGmTRvUrl0bADB79myEh4fD398fp0+fRlRUlLhu3bp18c033+Rrvzt37sTx48dzXadevXro3r272vN1QkICtm7dmmvws3Llyujevbt4U//kyZPYsWNHvtrXtGlTtG7dGk5OTpBIJACAc+fO5SvYqs33wdDQEBMnToSVlRUA4Keffsr1N8LCwgLdu3eHp6cnjI2NxeePHTvGYGtxEU6kDRo00JhRUpDMF6LS4N69e5DL5dDX10dERMQH+Rm/d+8eAIgnNMHw4cORlpaGGTNmlESzioWm105UUnbu3ImBAwciNTUVlpaWaNCgAV69eoXbt2/j9u3bcHNzw/Dhw5W2GTx4MDIzMzXu8+rVq3j8+HGe2ZwAEBISgpCQEPTp0wcNGzaEk5MTnj17ht9//x2vXr3CwIED4e7urvYG0fbt2zF+/HhERkZCX1+/QK/777//xtixY/H27VvIZDK0adMGX3zxBWxtbWFubp7n9jVr1sSQIUM0Lk9JScG2bdsAIM/34cGDB/jpp58gkUjEwKkmERERGDZsGA4fPgwg+wKha9eucHd3R926dfNsN30aJBIJLC0tkZ6ejps3b6pdJzAwsHgbRVQMhEDm4cOHcfDgwRJujXqOjo4AVIOt58+fh46Ozgfb7vclvO7Q0NB8jY4hKg4NGjTA0KFDoauri4SEBLx8+RIWFhZwdnaGs7MzwsPDceHCBXH94ODgXEdP6+rqonHjxgCy+2x5sbS0hKWlJa5evYqXL18iOjoatra2+OKLL2BpaYlhw4YhPDxcJVvV2NgYQ4YMEa8p09PT833db2pqisGDB4vJP9HR0fD19UV4eHi++wbafB/69++f75FsjRs3Rr9+/WBkZITMzEw8fPgQjx49QlxcHJKSkvK1jw9RqQ22zpgxA1999VUJt4aoeAiZk9WrV/8gA61xcXEICAgAoBpwHDx4MAYPHlwSzSoWub12opIQERGB4cOHIzU1FT/++CMWLVoEHR0dANkdrw0bNqjNlFy3bp3GfaalpaFy5coAgKlTp+bZhoEDB6JLly5wdnZWer5///6oVq0aYmJisG7dOqxevVpl20ePHiEhIQHTp09Hy5Yt8cUXX+R5PAD4448/MGbMGADA+PHjMWPGjHx38gQdOnRAhw4dNC5fs2YNtm3bhmrVquXaB0lNTUW/fv2QmZmJvn374u+//9a4bkJCAho3bozAwEA4Oztj06ZNaN68uZiNQCSwtLSETCZDYGAgvL29S7o5RMVGCLYGBQWVcEvUMzQ0RNmyZQGotvHSpUu4dOlSSTSrWHzo/zb06TE1NcWgQYOgq6uLY8eOYffu3eJNb2NjYzRv3lwly/P+/fu4f/++xn22bNkSjRs3RmhoqHhdnpvLly/D19cX0dHRSs9fuXIFCxYsgImJCVq0aIGtW7cqLU9PT0eNGjXw8uVL7Nq1C+3atcvXyFV9fX38/PPPsLa2RlRUFNavXw9/f/88t8tJW+9DgwYN0LhxY1y5cgUNGzYUr0PUadWqlThy/cSJEzh06FC+yyx86EpdsPXFixcA8s4oIfqY3LlzB0DhgnlpaWkIDg6GoaEhypcvn+/t3rx5g4SEBJWhxoKUlBS8fPkSdnZ2Yo3DsmXLFugY6jx//hw2NjYFmjEyNjYW4eHh0NXVhY2NTb6GGr/P8YrqtRNpw8mTJxEfH48yZcpg1qxZSh0cKysrTJ48ucD73LRpE0JCQlClShV069Ytz/WFO/o52dra4vPPP8euXbvw9OlTtdsOHjwYo0ePhr29PW7dupWv9gUFBWHq1KnQ0dHB9u3b0aNHj3xtVxDp6elYvHgxgOzJQHILhs6YMQP379/H2LFj8/w9mj59OgIDA+Hl5YW9e/cWOEBMnw5hOGJ+asURfSwsLCzEOsWFCejp6OjAysoKaWlp+Z4oUiqVwsbGBtHR0RrL68hkMtjY2ODt27diTcL4+Pj3mozS0NAQJiYmiIqKynNEhCIjIyOYm5sjMzMT8fHxSE5OLtLjCSXNoqOjNWb0EpWU6tWrw9DQEMnJyThw4IDSZzsxMRHHjh0r0P50dHTQvn17AMCRI0fytU1iYqLagGF8fDweP36MBg0aoFy5cirL09LSsHTpUrGP3K5du3wdr1u3brC2toafnx9WrVpVJMHK/L4PFhYWGDhwINLS0rB371589tlnGte1srJC9+7dkZWVhbVr12octVNalbpg68uXLyGTyVCpUqWSbgpRsRHuHBVktvvXr19jypQp2Llzp1jnxM7ODsuWLUPv3r2V1p0xYwbWr1+P33//HU2aNMHgwYNx+vRpDBw4EJs2bRLXi4qKwpIlS+Dj44Pbt28jLS0NEokEdnZ2AFRrlu7ZswejR4+Gu7s7zp07Jz6flZWFihUrIiMjA0FBQXj58iUWLlyIkydPIjw8HDo6Ohg1ahR+//13jQGN0NBQLF26FP/++y9CQ0OVljk5OeHMmTNwcXHR2vEK+tqJSorwfbC1tdVK/fKMjAz88ssvALKzWjXVjM4voV6TkA2Tk5BBWxAjRoxAQkICJk+eXCSBVgDYvHkzgoKCUKlSJZXfUEXnz5/H8uXLYWNjg1mzZokBWnWuXLmCP/74A2ZmZtixYwcDrZQrIXMuP0MYiT4WwrmioIFMU1NTdO/eHQ0bNhRHhb19+xb//PMPrl+/Lq5naGiIX375BTExMZg7dy5atGiB7t27w8jICD/++KNSZpqJiQnat2+PKlWqwMnJCTKZDHK5XGxXzoBj3bp10b9/f4SHhyudC7744gt06NABJ06cwLFjx9C6dWs0bNgQlSpVgo6ODiIiIvDnn3+KI6fUMTc3R7t27VC/fn1YWFgoLRP6rG/evNHa8erUqYNGjRqhcuXK4vESEhLEcj8MttKHQvh8xsfHIzU19b3316RJE1hbWyMyMhLXrl177/0JZa1yZr0KNCUjaFK5cmW0atUKSUlJWLt2bZFlheb3fRg6dCiMjIywd+9ecd4FTQYOHAgDAwMcPXr0owu0AqUs2CrM4Obi4vJBDqUmKgrp6eli9mR+M1v9/PzQvn17BAQEoE6dOqhXrx58fX3h6+uLfv36wdHREU2bNhXXf/ToEV6/fg1zc3N069ZN7IQqBnevX7+O7t27IyQkBIaGhvDy8kKFChVw9+5d+Pr6qm3ftWvX8Pr1a7Ru3Vrp+cDAQAQHB8PBwQHPnz9Hq1atkJGRgdq1a+Pt27dITk7GypUrUa1aNYwYMULl9Z08eRL9+vXDmzdvYGBggJYtW8Ld3R0PHz7ExYsXERoaqjST4vserzCvnaikVK9eHUB21ra3t3eeMzjnZevWrQgMDISjoyP69ev3Xvs6evQorl69CgBqv2uF3efx48dRrlw5zJ49G1lZWXjw4AF8fX3h5OSE2rVrv3cQUzHgPHnyZI3DoeLi4jBw4EBkZWVh48aNsLKyyjVb6Pvvv0dWVhZmz54NOzs7REdH4/Lly3j37h1q1aoFNze3XIde0adFyGxlsJU+JYUZpl6uXDlMmDABZcuWRWBgoFimxdnZGcOHD0dMTAyePXsGALC2toaZmRkiIiJQq1YtDBw4EEB2IFExGFKpUiWMGjVKzJL18/NDTEwMKlSoIJbMyRlwdHFxgZmZGR4/fqz0vLOzM8zMzJCYmIhevXrhiy++QGBgIMLDw+Hg4IBy5cph1KhRmDZtGjIyMlRen4eHB4YPHw5TU1Okp6fjyZMnCAsLg4ODA6pWrQoLCwulCSLf53g6Ojro1asXPv/8cwBAZGQkLl26BAMDA3h4eEBXVxdZWVkMttIHQzHpoHnz5rnWIM2LVCoVy0sdO3asQBng6nh6eopJBYqJSO+jT58+kEql2L9/P+Li4mBsbAxXV1cYGBggODgY4eHh793u/L4Pbdq0QbVq1fDs2TMcPnw415idp6cnatSogbi4OOzfvx8SiQQODg5wdnZGVFQUgoODS305gVIVbA0ICIBcLkdgYKA45Ld8+fJo2LAhRowYgUaNGpVwC4m078mTJ0hNTYVUKoWbmxvS0tJU1tHV1RUzMh8/foymTZsiOTkZW7duVQqOtGnTBqdOncL27duVgq1CLeR169bh0aNH+Ouvv9C5c2dx+OuePXvQp08fpKWl4ccff8T8+fOVJq5xd3eHn5+fSsBRU/kDodMpkUjQsmVLdO/eHcuWLYOuri5iY2Px2Wefwc/PD0eOHFEJyMyePRtz586FVCrF0qVLMXbsWLEt3t7euHjxIjw8PJTa9z7HK+xrJyop7dq1Q4MGDXDjxg0MHz4cp0+fxqxZs1CtWrUC7yszMxMLFy4EAEyaNKnANzqfP38uBhBPnTqFM2fOwMbGBhs3bkSDBg0K3B51Dhw4ACC73urOnTvxww8/IC4uTlyuq6uLOXPm5Bokzcu2bdvw8uVL2NvbY9CgQRrXGz16NIKDgzFu3DhxqJUmYWFhYpmE5s2bo3Xr1jh37pxSB7Zu3brYsmVLof7t6OMjBFsHDBiAb7/9FgkJCYiKisL169dx5cqVfA8dJipNnJycAACvXr3S+BuuOLmjvb09pk+fDj09Pfz555/iDT4AmDhxIqpXr45GjRqJwVYhYxwAhgwZgjt37uDAgQNKwcO6detixIgRkMlkOHbsGPbu3asUlFy4cCHs7OxUAsJC23MGIu3t7QEAXl5eMDMzw/z588Ws0hYtWmDgwIGwtrZG+fLlVfb59ddf4+uvv4ZcLsfOnTtx+vRpsS3NmzdH1apVERoaqtS+wh5PJpNhypQpqFy5MqKjo7FixQql19KgQQOMHDkSr1+/Vnt9QlQS7t+/j5cvX6JSpUoYPHgwPDw8cODAAXFkVUE0btwYNjY2iI2NLVTtZRsbG5iYmMDV1RUeHh5wd3dHfHw8NmzYkGsmeX6Zm5uLJf+ePn2KSZMmwd3dXWmkplDnvTCvX5Cf96F8+fLo1q0bkpOTsW7dujwDvMK1871799CgQQP06dMHRkZG4vKMjAzs378fR48efe9gcUkpVcHWwMBAWFhYwMLCAunp6QgLC4Ofnx/8/PywefNmzJ07Fz///HNJN5NIq4QSAllZWSrDhAQPHjwQs9kmTZqE2NhYTJ8+XSULzd3dHadOnVL6Ac7KyhI7nIcPH4aPjw8aNmwoLn/79i1GjRqFtLQ0/Pbbb/jhhx+U9pmSkoLnz58DUA2q5hVsDQkJwbBhw7BixQpxmYWFBTp06AA/Pz+VzunJkycxZ84cGBsbY+/evWjTpo3S8tu3bwOAyuzdhT3e+7x2opIik8mwb98+9OnTBxcuXMCuXbuwe/dudO7cGTNnzixQyYsdO3aIdY2HDh1a4LYMGjQIly9fFh87OjrCx8dHvADVhrNnzwIAbt26hU2bNqFZs2bo0KEDMjMzcfjwYVy6dAnTp09HWFgYVq5cWeD9KwacJ06cqHSzRdHOnTuxbds2eHp6YsmSJXnuV8hoMDU1Rbdu3ZCamophw4ahTp06ePz4Mf766y/4+vqiQYMGePTokVbfMyqdzMzMEBsbi9TUVJiZmYl9YldXV7Rp0wZLlizROCyRqLQSMlvbtWuntn7hrVu38Mcff4iPe/ToAWNjYxw6dEgp0AoA4eHhqF69utKFu1A3sWrVqrh16xZWr16ttNzQ0BADBgyATCbD9u3bcerUKaV9CrVbAdWgqqasXKEEVfny5TFr1iylOszXr19H//79IZVKYWVlpbSth4cHOnfujNTUVKxcuRKPHj1S2q+QYZtz5vHCHu/LL79E5cqVxTIIijcyhf2pe91EJSkrKwsrV67Ed999Bzc3NzRo0AD169fH7du3ceDAAYSEhORrPxKJBB07dgSQPXGTuizzvAwdOhSurq7i4+joaPzyyy9aO1e7ubkByB4BPnr0aMhkMly4cAFBQUGwt7dHs2bN4OzsjJkzZ+Knn34q1HHz8z7o6Ohg+PDh0NXVxYYNG/J1HHd3dwDZv1tNmzbF06dPce/ePUilUtSsWVOcJ8Lc3Bzbtm0rcLs/BKUq2Nq+fXvExMSIj9PT03Hjxg3Mnj0bp0+fxsyZMyGRSDBjxowSbCWRdgkBS0tLS7Ezp0hPT0/8sTp//jyOHj2KsmXLYsqUKUrrnT9/XpwRu0uXLuLzwcHBYjbM2LFjlQKtADBz5kxERkbis88+Uwk2AsDDhw+RkZEhDllQ3K/wfc0Z3BFmOSxfvjyWL1+usk+hzqRi4fD09HSMGzcOAPDTTz+pBFqB/96rnLVtC3M8oPCvnaik2dvb4+zZs9i2bRuWLl2KBw8eYN++fdi/fz/mzp2br/NkVlYWFixYAAAYP348DA0NC9yObt26wdPTE2FhYbh58yZCQkLg7u6OqVOnYsaMGe9d/xXIznYCsr/nW7ZsUbrJNHnyZEycOBG//fYbVq9ejcGDBxeo9jWQHUR9+vQprKys8N1336ldJzQ0FCNHjoShoSF27NihMSCrSOjsx8fHo3Llyjh//rw4CQwAjBs3Dg0bNkR0dDR++OEH7Nu3r0Dtpo+PUMpCYGJigubNm6N9+/awsbHBtGnTMH/+/PeaoIfoQ2JoaChmnoaHh6tdR3GIftWqVVGzZk3Ex8fj6NGjSutVrVoVjRs3BvDfzXngv0Bkamoq/v77b5UMqq5du8LU1BTPnj1TCbQCgIODA3R0dJCamqoUxLS0tBT7l4rBSBsbG/EcsWfPHpUJ74R5FgAoBTd1dHTQt29fAMChQ4dUAq2A+uBuYY9naWkpBli2bdumEmgFNGfuEpW0t2/fYsmSJWjUqBHatWsHR0dH1K1bF3Xq1MG+fftw6NChPPfRsGFDlCtXDgkJCYUe8i/0fYUMVCsrKyxcuBBHjhzBoUOH3jtjUyiTZWhoiNevX2Px4sVK3+lTp05h5syZMDExQZ8+fQqVdJCf9+Gbb75BhQoVcPnyZaWa2Plpu6OjI7y9vZVujh09ehS9evVC27Zt0apVK1y6dKlQEySWtFIVbM1JV1cXTZo0wcmTJ9GhQwccO3YMCxcuxKhRozjJBH00hMzWmTNn4vvvv8913TVr1gD4b+hpSkoKXrx4AV9fX7Ho9NChQ9GiRQtxm3v37gHI7sRNmzZNaX/R0dFYvXo1AGDRokW5ts/T01MpcCJ0ZB0dHWFlZaW0jXDM3r17q53AR6i1IwyLAIA//vgD/v7+qFSpEiZMmKCyTXp6Oh48eCC+/vc93vu8dqIPgVQqRf/+/dGvXz9s2bIFU6ZMwevXr/Hzzz/D1NRUvHmhye7du+Hn5wdzc3OMGjWqUG1QvEmRkZGBzZs3Y8SIEZg1axYSExNznTwqP+Lj48VO5Y8//qiSzS+RSLBgwQLs2LEDERER2LNnT4GCrYoB5++//x7GxsYq68jlcgwaNAixsbFYvXp1vof8R0ZGAsgOmB07dkwp0Apk1/r76aefMGHCBBw8eBApKSkwMDDId9vp45eQkICjR4/i6dOnmDp1KqysrPD555/j33//LemmEWmFEDxMTEzE9OnT81y/VatWALKDjU2aNIGuri5sbGzg5OQkTq584cIF+Pn5qRzj4sWLKgFFY2NjcZ+avlfC9iEhIUqBEyEQGR0drVR30NHREUD2OVHdcFwzMzOxTylMcCW8Njs7O0RGRuLEiRMq2+no6IjzFShmthb2eG3btoW+vj4eP36sNrCr+NpLYxCEPn5yuRxXr17F1atX0aRJE3Tv3h1mZmbo2rUrkpOTcfr0aY3bKmZznjx5stBlMhRv0EilUjRp0gQDBw5Ely5doK+vj927dxdqvwKhtGZKSgqWL1+uFGgFsr/Thw4dQu/evVGrVi3IZLICZejm532oWrUq2rZti8jISDGxKy8GBgZiabLjx4+rjEIAsm8ONWrUCGZmZqhbt26p/J0p1cFWgUQiwfz583Hs2DEkJyfj5s2baNu2bUk3i0grhIBezZo181xXyOA8fvw4jh8/Lj5vaWmJTp06YciQIejUqZPa/Tdq1AjW1tYqyzIzM1GmTBmlGq+KNE0QJWSZ5sxqTU1NFTu53bp1U7tPIWiq+JqFjmXfvn3VZo2dP38eSUlJ0NHRUdqusMd7n9dO9CGRSCQYOHAgOnfujKZNm+Lhw4eYNWsWxowZo/EmgVwux/z58wEAY8aMETtz70Mmk2HIkCGIj4/HhAkTsHz5cowePVq8WCsMQ0ND6OjoIDMzE1988YXGderXr68xEyg3e/bswePHj1GmTBmMGTNG7Tpr167F6dOnYWJigqdPn2L8+PFKy318fABk/6YIy+bOnSve+PH09FQ7agHIrq8HZAd9/fz8ClQCgj4dz58/x/3791G7dm1xSCHRx0AxkJkfQmCxRo0aqFGjhvh8QkIC7ty5g4sXL4r9XiA7QCnUM1V8XvH4UqkUycnJGmcIF4bu57deq/Canjx5orbOshAwjY+PR3x8vPi88HquXbumNlji5uYGfX19ZGVlKb1fhT2e8LqEa4ucTE1NxfJmzGylD93ly5dx+/ZtTJ8+HQ4ODujSpQvOnDmjMbO0Xr16KF++PJKTk3HmzBmttCErKws+Pj4wNDRE79690bZtW5w5c0Zp5HZBpaamAsj+jXz37p3adfz9/QFkB3vt7Ozy/XsK5P0+yGQyDB06FFKpFFFRUUqjZwEo1dnu0KEDEhIS8Pz5c9y+fRtZWVmQSqUa++bp6el4+fIlateuLZYsKW0+imArAKVMEsXZF4lKs8DAQHE4YF7B1tTUVLH26l9//QUnJycYGxvD0tISlStXVqrTqkjoXKoLVAgZodWqVVO7vVwux8GDBwHkv16rMPReX19fJQMVyK6PKAQ/FQMLQmdP0/uwf/9+ANnZqYrDnQt7vPd57UQfIjMzM4wbNw7Dhw/H27dvERQUpJTNrWjfvn14+PAhjIyM8syoL6hu3bphwoQJyMjIwPXr198r2KqrqwsnJye8fPlSZWikImEYakJCQr73rRhwHjlypMaa2cJvaEJCAv73v/9p3N+zZ8/E5VOnThVLj+Sn3QVtO316wsLCULt2baXJJYhKO+H8kJ9gnkwmg62tLQCINQNTU1ORmJio8XfW3t5ezPQSAhLqjp/bxDJC31FTUFXT80KfPSdNQVohKKrpvRD6om/evEF6evp7H08IXAujv3ISRonExsZqDPIQfUiSk5Nx6tQpDB48GEZGRrCyskJUVJTadb/66isA2fX1k5KStNqOW7duoXfv3tDR0YGLi8t7BVsjIiIAQJzUWh3F72dBR0jl9T4YGxuLyVrVqlXLdXTXZ599BiC7737z5k1ERUXBxsYm14QOoe2ldWTXRxNsVbybmJ8MQKLSQAhYOjk5abzQF6SkpIizsXp5eYnDpfJ7DHUBQyEjNGcZAMGZM2fEDmjOjCtN+xUCEx4eHpDJVH+Cnj59iqSkJLE4NgBERUWJx6latarKNmFhYeKwBRcXl/c+HvB+r53oQ1WvXj3xb2H4jjrz5s0DAHz33XcqGe/vS7FDKNyRfx+VK1fGy5cvxZsm6ggzvuZ3iD8AHDhwAPfv34eBgYHa0iWCiRMnonfv3hqXr1mzBrt27YKXlxdmz54NIHtivsqVKwPIvsCNj49X29lUnKm2IG2nT4/wPS1IxgrRh64gNUF1dXXF0Rr+/v5KQ+I1EQKRoaGhYh9akVDPVdPNrmrVqmnM7hTanjPjNa9sXXVD801MTMTjCMEVRebm5mIgQyhR8z7HMzc3FxMXFEsgKBKOx6xWKk0US2yo+84D2deujo6OSE9PV1uy430pBi3VXZsWhPB9t7S0hIGBgUoZAQBK/fjcbhzllJ/3ISEhQWO5PSB7bhmhD71+/XpERUWJiWSRkZGwsbERbySpIyQdFKTdH5KPpsjgxo0bAWRfwKgLxhCVRgUpIWBmZib+mAr1WfMSGxsrdq7UBQyF/d24cUNlWVJSEkaPHi0+Vhy6GBUVJU5ak3O/QsaopgCl8JqrVKkiZugo1odRl3nw/fffIysrC4BqsLUwxwMK/9qJSlp8fLzGTolwrnR0dNTYuTl06BDu3r0LPT09TJw4Mc/jvXjxAhcvXhS/a3lRnJRAMfhbWH369AGQncmk7q57WFiYWAuqSZMm4vPx8fG4c+cOjhw5orYGlZDVOmTIEDFbSp0qVaqgRYsWGv8TLmRtbGzE5/T09FC/fn24uroiPT1drLedk1Aj0M3NjbXoSSNzc3N4eHgAyP4+En0MZDKZGOzMz02E5ORkMQtK06iNnPLKnBX2py6BQU9PD/379xcfK07gZWJiIv5mK+5bGHGW2zHVtUkxIJNzMlcg+zwojMJSDLYW9ngJCQni8Gp1r7158+bi6AxNE5cRlRQDAwOYm5urXdasWTMA2bWUNY2GFkruXbx4Uam0hiZly5ZFlSpVxGzwvChekyreVC+MgIAAREREQCaTifWlc6pfvz6A7O+q4s0TAwMDVKhQAZ6enkrD/QX5eR8yMzPh7++f63+KbfX39xdHGly7dg1A9u+Jnp6eyr7Nzc3FxARNmfkfulIVbN26davKDKsZGRlYvnw5lixZAgBYsWIFJ6qhj4amuqeaCAWsx48fr9IxlcvlKplfQnDE0tJS7VBeISs1KipKqYh4dHQ0OnfuLP4wW1tbK008JbTbwsJCrPkkEIKbml6TuoxYe3t78aQpDN0Hsr//w4YNw/nz5zFo0CAAUAkgFeZ4io8L+tqJStr27dtRsWJFDBo0CGvWrMHZs2fx77//olu3buIspEuXLtW4vZDVOnDgwDxrJEVERKBy5crw8vLCkydPxOeXLVumtgN56tQpsW5pmzZttHJztH///vDw8EB0dDR69+6tFHBNTEzEsGHDkJKSgrp166J79+7issmTJ6NOnTqYOHGiSifvyJEj8PX1hUwmw6RJk967jerIZDLxvZ4/f75SnW0gu/b2unXrAOC9JxKj0s/JyUm86FBkZ2eHcePGwcTEBKGhoTh79mwJtI5I+8qXLy8O8dc0lD0nxQlR1d2gytlHzGuCJyEAWaZMGaXRBcbGxhg7dqx4o//du3dKIzWErNbExERER0erHC8hIUHt0GF9fX2xhrdim96+fSue2xT7q1KpFIMGDYKbm5s4+ZViAKmwx8vIyBBv2tarV0/p2rpBgwbo2bOnGDDJTwYxUXFq1KgRli5diiFDhqBly5Zwd3dHvXr1MHr0aHz++ecAgF27dqnd1tPTE87OzsjMzMSxY8fyPJapqSmWLFmCadOmiTeHgOwJ5tSNDPPw8BBHQz18+FBtpnpBZGVlYd++fQCyh/xXr15daXn16tXFibFzvuYePXpgzpw56NWrl0qWb0Hfh8K4cuUKQkNDYWJighEjRij1xfX09DBo0CDo6uoiMDAw34lkH5pSU0bg+fPnGDBgAAwMDODm5gZXV1ekpqbC19dXPAGPHj1aZSZiotKsoMHWOXPmYM+ePQgPD0fNmjXRokULVK5cGYGBgbh16xaSk5OV7kDntf+uXbvC1dUVz549w9dff41OnTpBV1cXx44dg6urK3777Td8+eWXKne9b9++rXa/crk835mmOYOfP/zwA2bPno0tW7YgNDQULi4uOHHihDjDuJAtp5id+j7HK+xrJ/oQGBoaYvPmzdi8ebPS88bGxli7di169uypdrvjx4/j5s2b0NHRwZQpU/I8jtD5MTIyEus6+fn54ccff8SkSZPg7OwMDw8PGBgY4NGjR2JA1snJCZs3b9ZYS7ogpFIp/vrrL3z99dc4ePAgXF1d4eXlBUNDQ5w+fRrBwcGwtbWFt7e30gWj0PZevXqp7FMIgvbr10+8aC4KPXr0wKlTp7BhwwZ07NgRjRo1Qu3ateHv748zZ84gKysLw4cPV5nYkD49bdu2RePGjRETE4OIiAjExcXBxsYGzs7O0NHRwdu3b7F27doCzTJM9CETAoXh4eEah/vmtG/fPtStWxfm5uaYO3cu/Pz8EBkZCWtrazg7O0NPTw8//PCDyjE0Zc7eunULERERKFeuHMaNGydOnlqjRg28fv0aO3bswMSJE1UCjnlNjqUpy9TR0RFSqRQpKSkq5QBOnjyJzp07o0mTJrCwsEBkZCSqV68OMzMzrFq1SuznKo7UeJ/jHT16FMOGDYObmxtmzZqFZ8+eoUKFCnBxccHatWvh5eUFW1tbBlvpg5SWloamTZuqTHKcmpqKzZs3qx25CPyXzXn16lWlGyWaCNeBqamp4jVluXLl0KtXL/Ts2RNRUVEIDQ1Feno6ypcvL07IFxUVBW9v78K+PCU3btyAh4cHmjdvjvHjx+PFixcICgpCuXLlUK1aNUilUpw/f15lEkBhBMD169dV9lnQ96Ew5HI5NmzYgO+//x61a9fGokWL4O/vj7S0NHh4eMDKygpxcXHYuHGjxonMPnSlJthqaGiIESNGYNu2bbh79674YZFKpahTpw6WLl2qMXWaqDRSHIqf3zrEFSpUwO3btzFgwABcu3ZNvNMFZP+gjhw5EnK5XAxw5JX1qaOjg+PHj6Nz58548OAB/vnnH1hbW6Njx474/fffceDAAXHfijQFcQMCAhAfHw+JRKLxNWnKNJ06dSrCwsLw559/4syZMzhz5gw8PT2xZcsWNG/eHFu2bAGgXED7fY5X2NdOVNJGjBiBPn364PTp0/D394e3tzcCAgKwe/dutGvXDsbGxhq3FYKMPXv2VCnJoY4QsOzYsaO437Jly2LWrFlYv349AgIClDJcraysMGbMGEyePFmrE/k0aNAAd+7cwbBhw3DmzBns2LEDQHbfoVOnTvjzzz+VSgGkpKSImf45A88nT57E9evXIZVKMXXqVK21UR2JRIL169fjs88+w9y5c3H58mVcvnwZQPbF+pw5czBw4MAibQOVDvfv34ednR2cnZ2VMvaSkpJw6dIl7Nu3T22tNqLSKq9AqDoxMTGYPXs2hg0bBhcXF6WJUd+8eaOU+W1tbQ0jIyPI5XKNwUi5XI7ly5dj7NixcHR0RMOGDfHu3Tvcu3cP27ZtU5qUSl3bCxpsVXzNOYMLR44cgbm5OVq0aCFORBMSEgJvb288ffpULJOjbnKswhzvypUrsLCwQJcuXVChQgU4ODggICAAq1evhq+vL7p166b2tROVtPPnz+PatWvw8PBAuXLl4OXlhbJly+KPP/7A/fv31ZaOArKzTl1cXJCVlYUjR47k61jCdeC9e/fE/b579w779+8Xj5tzstPTp0/j2LFjGttRGBs3bsTz58/RqVMnuLq6imU+oqKisH//frFvKZDJZGKmf87Ac2Heh8IKCAjAzJkzMXjwYFSrVg2NGjUCkB0sv3PnDjZt2pSvUg4fKolc4Zf1woULaNGiBby8vHD+/PkSbJZmcrkc4eHhePnyJYyMjODu7q408/iHrF27djh+/DgaNmwo1qggKirx8fF48OAB9PX1UbFiRY0TPeXXy5cvERsbi9q1a5doqY6oqCg8evQItra2xVYr9UN57fRxEG52pKenv3dh/Pzo0qULDhw4IA531KbPP/8cZ86cweHDh9GhQweV5W/fvsXz58+RmpqKqlWran2yLXUyMjLw6NEjZGVloUaNGmrf40uXLqFZs2aoV6/eBzU06c2bN/Dz80PVqlXFoZ1FbeTIkVi7di3WrFmDESNGFGjbxFc38XJTO43LjZ2boVK/fRqXf2ji4uJgZ2enMfP7Q6Cnpwdra2uUKVMGkZGRGmvOfYju3buH8PBwfPnllyXdFPoEGBgYwMHBARkZGXjz5o3GiZ7yq2zZsjAyMkJwcHCJZlmZmJigfPnyiIuLe+8hyPmhp6cHR0dHvH79WuNEYUQFsXPnTrRu3bpY+oQAMHbsWNSuXRvffvut1vc9adIkVKtWDb/99hvu37+vstzQ0BC2traQyWSIiIgolu9QmTJlYGdnh/DwcLHudE6urq6YPn06AgICMHfu3CJvU35IpVKUL18eEokEr169KpLrFnX8/Pzg5uYmzmtREOFn5iDq6kqNy0tNZqtAIpHA3t5eTMEmIvVMTU2VJoN5Xx/KcHlra2t4eXkV6zE/lNdO9CFJTk7GpUuXUKlSJbRrpz7gZm5urpVJsApCJpPlORrg1KlTAIAxY8YUR5PyLWcGBFFOaWlppXZWXqLilJKSgufPn2ttfx9KBmdCQoLayWKLSlpaGifeI1JDV1cXrq6uiIyMVJkXRZCcnIzAwMBibde7d+80BlkFwqSaZ86cKY4m5UtWVlaBRjKUBqUu2EpERET5N2fOnCIJKp48eRKpqamYOnVqqcv4PnjwIJydndGnT5+SbgoRERERFZF9+/YpTXasLdWrV4euri6OHDlS6mqK1q5dG1FRURxtXcQYbCUiIvqIeXp6Fsl+PTw8cPfuXZWZTz90WVlZWLFiBapUqQJdXd2Sbg4RERERFRFhDhRtCw0NxcyZM4ts/0VFIpFg27ZtiIiIyPfkg1Q4DLYSERFRgVWuXLmkm1AoUqkUzZo1K+lmEBEREVEpFRkZWdJNKBS5XI6nT5+WdDM+CaVr3B8RERERERERERHRB4rBViIiIiIiIiIiIiItYLCViIiIiIiIiIiISAsYbCUiIiIiIiIiIiLSAgZbiYiIiIiIiIiIiLSAwVYiIiIiIiIiIiIiLWCwlYiIiIiIiIiIiEgLGGwlIiIiIiIiIiIi0gKZuiczMjIQExNT3G356KWnpwPg+0tEREBMTAxkMrWnYaJik5KSUtJNICIiIiL6qKi9yrt8+TKsrKyKuy2fDF9fX76/RESfOFtb25JuApFIIpGUdBNKnFQqRXJyMnx9fUu6KR+l2NhYRERE8P0lIvqEpaam4tatWyhbtmxJN4UISUlJcHNzK5J9KwVb3d3d4ebmhsjIyCI52KcuPT0diYmJMDIygp6eXkk3h4iISsC7d+8AAGXKlCnhlhBlMzY2RsOGDUu6GSWuTJky8PHxwZ07d0q6KR8tQ0NDJCcnl3QziIiohBgbGyMxMbGkm0EkGjp0aJHsVynYamNjgydPnhTJgYiIiIiIPmRNmzZF06ZNS7oZRERERFSKcYIsIiIiIiIiIiIiIi1gsJWIiIiIiIiIiIhICzgNMhEREREVmMzQHGVcv9S43MC2WjG2hoiIiIioeBhYV821HyyRy+XyYmwPERERERERERER0UeJZQSIiIiIiIiIiIiItIDBViIiIiIiIiIiIiItYLCViIiIiIiIiIiISAsYbCUiIiIiIiIiIiLSAgZbiYiIiIiIiIiIiLSAwVYiIiIiIiIiIiIiLWCwlYiIiIiIiIiIiEgLGGwlIiIiIiIiIiIi0gIGW4mIiIiIiIiIiIi0gMFWIiIiIiIiIiIiIi1gsJWIiIiIiIiIiIhICxhsJSIiIiIiIiIiItICBluJiIiIiIiIiIiItIDBViIiIiIiIiIiIiItYLCViIiIiIiIiIiISAsYbCUiIiIiIiIiIiLSAgZbiYiIiIiIiIiIiLSAwVYiIiIiIiIiIiIiLWCwlYiIiIiIiIiIiEgLGGwlIiIiIiIiIiIi0gIGW4mIiIiIiIiIiIi0gMFWIiIiIiIiIiIiIi1gsJWIiIiIiIiIiIhICxhsJSIiIiIiIiIiItICWUk3gIiIiIioNFmwYAHS0tIAAH379kWVKlVKuEVERERE9KGQyOVyeUk3goiIiIiotDAxMUFiYiIA4PDhw+jQoUMJt4iIiIiIPhQsI0BERERERERERESkBQy2EhEREREREREREWkBg61EREREREREREREWsBgKxEREREREREREZEWMNhKREREREREREREpAUMthIRERERERERERFpgSyvFbKysvD8+XPcv38fsbGxcHBwQIUKFVCtWjVIJJLiaCMRERERUbFJSUnBnTt38ODBA1hZWcHd3R3VqlUr6WYRERERUSmgMdi6f/9+/PLLL3j48CGSkpJUljs6OmL+/PkYMGBAkTaQiIiIiKg4+Pv7Y/jw4bh69SrS09OVltWpUwcbNmxArVq1SqZxRERERFQqqARb37x5g7Fjx2Lnzp25bhgSEqLSCSUiIiIiKo22bNmCUaNGITExUe3y27dvo2XLljh+/Hgxt4yIiIiIShOlYGtQUBDq16+PN2/eiM998cUXaNq0KerWrQsrKysEBwfj8ePH2L59Ozp06FDsDSYiIiIi0qa//voLQ4YMER87ODhg4MCBaNKkCWxsbPDw4UOsWrUKt27dwueff46UlJQSbC0RERERfcgkcrlcLjxo166deLfexMQEa9asQb9+/UqscURERERERSkuLg5VqlRBZGQkAKBu3bo4dOgQ7OzslNaTy+WYOnUqlixZovT84cOHmYBARERERCKp8Me2bdvEQKtEIsGpU6cYaCUiIiKij9rcuXPFQKu5uTnOnDmjEmgFsvvHixYtQtu2bYu7iURERERUiojB1smTJ4tP9u3bF40aNSqRBhERERERFYeMjAz88ccf4uNx48bBzMxM4/oSiQQTJ04sjqYRERERUSklBYCwsDCEhYWJT06fPr3EGkREREREVBxevHiB1NRU8fF3332X5zZNmjQpyiYRERERUSknBYAHDx6ITxgYGKBq1aol1iAiIiIiouLg5+cn/m1iYgJ7e/s8tzEyMoKRkVFRNouIiIiISjEpANy/f198wtXVFVKpVOMGREREREQfA8Vga6VKlfK9nUQiKYrmEBEREdFHQAoAb9++FZ+Qy+Ul1RYiIiIiomKj2AfW1dUtuYYQERER0UdDCgDu7u7iE0+fPkVGRkaJNYiIiIiIqDgols4KCAjI93bsKxMRERGRJlIAqF69uvhEWloa/P39S6xBRERERETFQTHhICYmBlFRUXluExMTozSpFhERERGRIikAuLm5QUdHR3xy8eLFJdYgIiIiIqLi4ObmpvT4zz//zHOb/fv3F1FriIiIiOhjIAUAAwMDDB48WHxy69atOHv2bIk1ioiIiIioqJmZmaFz587i4//973+Ij4/XuH5SUhKWLVum9BznOyAiIiIiRVLhjyVLlsDGxkZc0LlzZ3h7e2vcMCsri51LIiIiIirVli5dCj09PQDAmzdv4OXlhdDQUJX13r17hx49euDx48dKk2mxfisRERERKZLIFSKm27dvR9++fZVWaNy4MVq0aIFatWrByMgIISEhePz4Mfbu3Ytjx47B09Oz2BtNRERERKQtkyZNwq+//io+trW1RadOndCkSROYmZnh7t27WLNmDSIjI+Hp6Yn69etjw4YNAIBdu3ahe/fuJdV0IiIiIvrAyBQf9OnTBxYWFhg+fDhevXoFALh69SquXr2qduMrV64w2EpEREREpdqiRYtgYGCAhQsXIisrC69fv4a3t7fKKC9nZ2fs2rVLDLQC2aUFiIiIiIgE0pxPtGvXDo8ePcLIkSPh4OCgdiMdHR20bt0alStXLvIGEhEREREVJR0dHcybNw9Hjx5FjRo1IJUqd5GNjIzw3Xff4ebNm6hatSpMTEzEZQkJCcXdXCIiIiL6gCmVEVAnNjYW9+/fR0BAAGxtbVGhQgU4OTkpdTKJiIiIiD4W7969w40bNxAeHg5nZ2fUqFEDZmZmJd0sIiIiIioF8gy2EhEREREREREREVHeVMoIEBEREREREREREVHBMdhKREREREREREREpAUMthIRERERERERERFpAYOtRERERERERERERFrAYCsRERERERERERGRFjDYSkRERERERERERKQFDLYSERERERERERERaQGDrURERERERERERERawGArERERERERERERkRYw2EpERERERERERESkBQy2EhEREREREREREWkBg61EREREREREREREWsBgKxEREREREREREZEWMNhKREREREREREREpAWykm4AEREREdGH4J+j90u6CURERERUTHq19yyS/TLYSkREREQEYOnGSyXdBCIiIiIqJkUVbGUZASIiIiIiIiIiIiItYLCViIiIiIiIiIiISAsYbCUiIiIiIiIiIiLSAgZbiYiIiIiIiIiIiLSAwVYiIiIiIiIiIiIiLWCwlYiIiIiIiIiIiEgLGGwlIiIiIiIiIiIi0gIGW4mIiIiIiIiIiIi0gMFWIiIiIiIiIiIiIi1gsJWIiIiIiIiIiIhICxhsJSIiIiIiIiIiItICBluJiIiIiIiIiIiItIDBViIiIiIiIiIiIiItkJV0A4iIiIiIPkZ6ujow0JdBKpXgbXxKSTdHrWWT26GOux0A4J9jD7Bu180SblHpVMutHN4lpuFFSEyBt61RxRYrpnUQH3/53WakpmVqs3lERERUjBhsJSIiIiLSkn5f1UTXzz1gV7YM9HR1xOczMrMQFZuIsMh32H3yIU5deQ65vAQb+v+MDHRhamIAANDX+zQvDRrXdMRvU9oXeLvxi4/i6r0QTBjYBH071gQAzFl9FgfP+RVoPzKpVPw3AAAJJAVuCxERfXh2LO2BiuUtxMdnrr/ET7+fKsEWUXFhGQEiIiIiIi1xtreAk725UqAVAGQ6UpSzLoM61ezxyw9t8O9vvWFtYVRCrSRFEokEuro6Bf5PIskOijao4SDuS/HvnFwcLYv8tRAR0YfByd4cVZytlc4bzes6q/QPKH+MDHRhV7ZMSTcj32SDBg3Cs2fPSrodRERERFQMTE1NsWvXLpQpU3o6rKXV8+Bo7D39GGlpGahW2RaNazqKFwrO5S2w8Psv8N2cAx9Ehuun7F1iKu75hys9Z6Cni6oVrcXHT15EIi0jU2U7ANh+5B5+HNwUSSnp2Hv6sdI6lmaGGN27IRrXqgBbKxM07LUWGZlZRfRKiIjoQ9GqYSXx78TkNBgb6sHIUBeNazriwq3AkmtYKdOuWRV0ae0Oz6rlsOXgXazecb2km5QvMmNjYxgbG5d0O4iIiIioGBgbG4sZeVS0ngVFY+exBwCAfWeeAAAGfF0b3/drDACo61EeTvYWCAyNLbE2EvDg2Wt8O2Of0nMVHSzw72+9xccTlx7H6+gEtdsfPOeHk5efIy0jE1lZypFzWysTdG5dTfuNJiKiD5oQbM3MzML2I/cxrFs9AEDrRi4MthZA2yaVUdejfEk3o8Bkf/zxR0m3gYiIiIjok/D3obv4rnt9GOhn10d1r2StNthqaWYI+7JlkJaRiYBXsUjPKFg2pKmJPpzszJGcmo7A0LfMpixiKWkZxXIcXZkUrk7WiIlLQkSU+uAvERGVrHLWJqjmYgMA8A+Mwumrz8Vga/N6zpDJpMgowHm9rKUx7MuWwYuQGCQkpakst7cpA1tLE4RGxiMyJjFf+9SRSlDB3hxGBrp4ERxTbOcxwcfeT/k0q+ATEREREZWArCw53iWmisFWxRICbhWt0bu9J1o1dIGRoa74fEZmFp68fIN5a86pzHbfulEl/PJDGwDA34fv4c/dN/HT8BZo06QyZDrZ0zO8S0zF71uviNm1+TV1aHN0/Tw7KzMzS44flx7D5TvBBX7NH7s/ZnyF+tWzs262HrqLlduuwUBfhoubh6pkkV/ZNlz8u+v32/HqdXy+jvFZrQoY2asBXJ2soCvLrvf3JjYRZ6+9xPLNlz+6i1QiotKsZYP/SgjcfBiK58ExiIpNgrWFEcoY66NBdQdcuat6PlU8p6/bfRP7zzzG/HFfiPXAMzKzcOdJGH5eeQZvYhJR0cECs0a1Qg1XW4XjvcLsP85qvCFXzcUGEwc1QTUXG7F+bFaWHEFhsfhjx3WcuxGgss2mhd+gWqWyAIC1O2/gr323lZZ/3codPw33AgBExiSi46ital9TQfop4/o1Rr+ONaGj899UU992qYNBX9cGABzzeYpZf5xV+xo/BJwgi4iIiIiomFR0sEBZy+wSXnK5HI9fRIrLWjdyQccWbkqBViB7cq0arrbY8ks31HazU1qWnpEFHR0pdHSkcLA1xYppHdC+eRXxAgYAyhjrY8aIlvi6lXu+29m2SWV0b1td3PfCP88z0KqBVCoR3yfF4KqOjhRSqXKwVVhP8eIxL0O/qYvfp3VANRcb6Mp0IP//CH1ZC2P0bFcDK3/qCEMD5tAQEX0oFOu1Xvn/c+flO0Hic60bVVLZBlA+p7s4WGL1z52UJl6U6UhRv7oDlkxsCxdHS6yd+bVSoBUA6ld3wIrpHVXOPwDwXY/62LSgK2q52SlN1CWVSlDRwRK/TmqHuWNaq2yno3ieU7NfieS/81vO4xa2nyLsU/k4Eo3H+dDwrExEREREVAxquNpi1uhW4uOjF58iODxOfHzxViBqVi2Hvacf42lgFGLikuFc3hzf9/sMnlXLwUBfhtF9GmHozP/qi6an/zdpU+tGLgCAgNBYnLz8DMaGevimjQcM9bODt+P6Ncbpq8+RmJyeazud7M0x47uW4uMVf1/FofP+7/fiPzEZGVlY8fdV2FqZoGe7GuLzf2y/hsz/r+v69l1KnvtpVscJI3s1BACERMRhzuqzePjsNZzsLfDTd17wrFIODWo4oHc7T5VMIyIiKn4Wpoao9f83RuPepeDOkzAAwNnrL8Vgolf9iljw5wWVOt+K5/S2TV0BAPf8w3H+ZiDquNuhWV1nAIBnlXLYvrQHpBIJfHwD4fsoDE3rOqHe/9c2dXG0RKeWbtivkCnauJYjhnevLz4+fN4P+88+QVp6Jjp6VUWPL7PPVR28quKefwT2nHqklfejsP2Uy7eD8TY+BV+1dEPF8hYAsrN2r94NAQC8zDHS50PDYCsRERERURFoXKsCNi/8BjpSCcpZl4GFmSGA7Mky/tp3G967byqt/+DZawyffUDpubt+EZiy/ASOrRsIAKjtbge7smUQ/uYdACBN4SIGAHwfhSrt48Gz11g8oS0AwLyMAao4W+POk3CNbdbX08HiCW3F7Npth+9h84E7hXn5n7SMzCxsPnAH7pXKKgVbtxy8m+8h/xIJMKZvI/HxtN9O4snLNwCA58HRmLjkGI6uHQBdmQ56tffElkN3C1QDkIiItK9FfWcx69LHN1C8wXb9fggSk9NgbKgHC1ND1K1mj5sPQ5W2zXlO33/mMeatPQ8A2HLgDjYu6ArPKuUAZGe5btx3G6u2XwMAbDtyD1sWfgP3/68VW7daeTHYqiuT4qfhLcT95hyC/+h5JHSkUnzTxgMAMLZvI5y6+hzxCanv/X4Utp9y61Eobj0KRW13OzHYev/p61LTJ2EZASIiIiKiImBexgDVXW3h7mIjBloBYMW2q1i784Z4AaaOmYk+arvb4YvGLmjZsJJSZoh92TLi3zmzYpZvvqz0+OrdYGQqBPec7c1zbfOEgU3g6mQFADh60V9lf1R8qle2ReUK2f8Wz4KixUCrICYuWXzOytwIzvYWxd5GIiJS1qqhi/j3+Zv/1T9Nz8jC5dtBCuuplhLIeU7/Y8d1pcfX778S/5bL5Vi/55bStkd9noqPK9iZiX9XrmAFO4W+w0Y1IyE2H7gjlqkpY6wPj8o2al5dwWm7n1JaMLOViIiIiKgIvHodh1sPQ2Ggr4uqFa3FzIwxfRohMSlN7YRVdavZo2e7Gmhe1xm6CvXUFFkqBG5zCgp/q/Q4MTkdL0JiUMXZGgBQzrqMmq2y1a9eHu7/PwFGZmaWykUeFS9nh/+Cp/Y2ZXBgVV+VdazNjcW/y9uUwfPg6GJpGxERqTIx0hMnTASAZnWdxaH9AGBt8d9vdsuGlbDkLx+liTIVpaZlICYuWem5h89ei38nJKUhJTVDabnipFi2Vibi35UrWIp/v0tMVZlsEwBCI+PxJiYRNv+/XWVHK3HIvja9Tz+lNGGwlYiIiIioCDx4+loc/gcAo3o1wJBv6kFXpoPJQ5rj3I0ApbqdXzZ1xdwxrcUJIVJSM/Dk5RvEJaSgQXWH/ybOkmieFEKuZhR5QnKa+Le6iS0E1Vz+y2LR0ZFi1qhWGDn3YF4vk4qIY7n/spKMDfVgbKiX6/r6+ry0IyIqSc3qOindKM1tYsqyFsbwrFIO9/wj1C7PUhOFVRySL89jueIEUo525uLfOQO4imLjU8RgqzCZp7a9Tz+lNOEZmYiIiIioGKzddRPtmlWBvY0p9HR10Lm1Ozbtz6495mRvLgZa5XI51uy8gc0H7og1OPev7AsjQ7Pcdq8V+04/xtet3CGVStCghgMGdKqFLQfvFvlxSVWswgXxkxeROHQh90nK7mu4YCciouKhWBogKTkdyamqE1KalTGA7P9vqrZu5KIx2KpNEVHvxL+tLYw0rlfW8r9lgaGx4t+KZY8M9FTDiB9HeFS7GGwlIiIiIioGWVlynLsRgL4dawIAvvisshhsbVjDQcxoffwiEhv2+CptK1yYFaWz119g/rrzSE5NR58O2W0c1ashbjx4Bb+AqCI//scoZ+ZRGWN9xMZrzipSpDjM00Bfhp3HHmi1bUREpD0GejI0rlVBfPzzytNKNVsF88a2RvvmVQFkB2eLozb686D/zifGhnqo6GCBgFexSuvY25SBpdl/wVb/wP/O+5HRCYCrLQAo1X4VqHtOWxTPo6bG+kV2HG3jBFlERERERMXk+v3/6p9VcbKGqUn2hYOLQj21nLPVe1S2gU0RDedTFBIRDyB7Qo7Q19l/6+rqYMH3X6jNZKG8RcUmKT0WauLmh1/AGyT+/9DKig6W6Pb/s0QTEdGHp3EtRxjqZ5f7SU3LwLV76uudnr3+UvzbrmwZpRI+ReVpUJTSjb5h39RTWWeownOx8clKNcBDIuLEv5vXc4Z5GQPxsY2lMbq1qS4+1naWq+J5tCDn0JKm9WBrSkoKYmJi8ObNG7U1JD4EnTt3hqWlJSwtLTFr1qySbk6pFR0djUOHDiEpKSnvlXO4evWq+G9gaWmJ5OT83eEnIiIiKs3u+oWLs+5KpRLUrZY9cUZQ2FtxnZpV7dCtjQccbE3xdSt3LJ7QVsx6BQCZTtEO2EtJzcC8tefEx87lLTBxcNMiPebHKjouCalp/01gMndMa4zs2UDMbs5NfEIqVm27Jj6eOrQ5fp30Jb5s6ora7nZoUrsCvm7ljlmjWhXLxToREWmmWELgxoNXSEnLULve1bshSuUFWjeqpHY9bUpJzcDSv3zEx22bumLO6FaoXtkGbhWtMX2Yl1J92XlrziE17b/6r7cfh4l/GxvqYcO8LhjUuTYmf9sM25Z0h5lC8FVHyyNxwt78VwKhuqstVv7UET2+rI5abuW0ehxt08q7sGzZMlStWhUGBgYwNDSElZUVbGxsoKenhwoVKsDLywv//PMPsrLUVMItAe/evUNsbCxiY2M/6SBf06ZNoa+vX6D/mjbN7mi/fv0aDg4O6NSpEzw8PJCZmZnH0ZRlZGSI/waxsbEfbGCeiIgK5t9//1U5dzx5ojrjOtGnKjE5HU9evhEfN6rpAAA4eM5PKXtj2jAvHFjVDzNHtoSVuRFCwv/LKtEvhizTmw9Dsf/MY/Fx18+roWWDor8g/NjI5cC/Jx+Jjy3MDDG0Wz1MGNgkX9vvPvkQx3yeAgAkEglaNqiEBd9/gfVzu2DF9I6YObIlOrV0Qz0P+yJpPxER5U2mI0Wzus7i44u+gRrXTUnLwNW7weJjxSBtUTpx+Tl2n3goPu7Ywg2bf+mGbUt64BuFkRObD9zBhVuBSttevhOMGw9eiY+dy1tgbN/G6NmuBizNjLBy21WkZ2THhHRl2g22HjrnpxSc/qxWBUwZ0hwNajhq9TjappV3wc/PD0+fPkVqaqrS8xkZGQgJCcHFixfRu3dvVKtWDWFhYRr2QsUtPT0daWlpBfovPT37Q3758mWkpGTPnhsYGIiXL1+qPca7d+8QGBhYXC+JiIhK2J49e1TOHXv27CnpZpVaDx8+5A3Jj9Cpq8/Fv5vXdYZEAiQkpWH0/IPwV6iNKpfL8Tw4Gt/O2IvDF/zE58taFH1JAQD4bcsVvIlJFB//PKJFkc1O/DH7c/dNpX9zQX7q8MrlwIwVp/H9L0fgHxAlXsz+t1yOh89eK2X+EBFR8apfvTzK/H89Ublcjos5gpU5nb3+Xy3XCnbmqFzBqiibJ1q0/iJGzzuEZ0HRyFKY9Eoul+PBs9cY/NNerPj7qtptp/3vJE5eUT6XvX2XgiV/+WDT/jt4+y47PiSUUtCWqLdJ+Ol/p5QmjQSKfpTP+5LItdCDHzZsGNavXw8AqF69OoYPHw4DAwPcvHkTJ06cQHDwf1F7Ly8vnD17FlJpyZWLbd26Nc6ePQsAmDRpEpYsWVJibSlJw4YNw+PHj5We8/f3R3R0dm0OGxsbVK5cWWl5tWrV4O3tjaSkJLRo0QK+vr7o3r07/vnnH6X1/v77b6xfvx5XrlzBpEmTsGDBAqXlPj4+aN68ufg4MTERRkaaZ8UjIqIPX2pqKsqWLYt3796hTJkyePcu++K/Vq1auHPnTgm3rvR4/fo1fvrpJ5w4cQKvXr1CWloadHW123El9ep2X13STQAAlLM2gZ11GTwPicG7xNS8N6BSwdLMEBXLWyAjMwtB4W/xNj6lwPuQ6UjhUM4Mpsb6iIlPQlRsElJS1Q9VJSIi0sRAXwYXR0tkZckR8CpWY9mDnCxMDeFc3hzvEtMQHP4WaekFG+VcWDKZFM725rAwNURMXDICQmOVAsaF5bt7lBZap0rrY5A8PT0xduxYANnBPABYsmQJpkyZAgC4cOEC/P394e7urnEfVDy8vb1VnuvRowd2794NAOjYsSM2bNigdlsjIyPcuHED8fHxMDU1VVn+zz//4MKFC9ptMBERfdBOnz4tBliHDBmCTZs24e3bt7h79y5evHgBFxeXEm5h6RASEqLx/EufhoioBEREJZR0M0jLYuKSERP3fiXMMjKzEBgam/eKREREuUhJzcCj55EF3i42Pllpsq3ikpGRhefBMcV+3MIqlvTSiRMnwtDQUHx8+/ZtteulpKTA398fPj4+CA8PL/BxMjMz4e/vj0uXLiEysuAfGio4dYHWohASEoIbN26IpQuIiOjDs3fvXvHvzz//HK1atRIfF7SUQEpKCu7du4f79++rXZ6QkABfX1/4+voW6NwQHR2Ny5cvIygoqEDt0YaYmBhcu3YNDx48EMvyEBERERHRx6VYgq06OjqwsLAQH0sk/9VWSE5OxsqVK1GjRg0YGRnBzc0NzZs3h729PaytrTFr1iy1ky95enpCJpNBJpMhMTERhw4dgqurK9zc3NCsWTPY2tqiXbt2Bb6YGjVqlLhfAwMDHD16tPAv/CN26dIl8X2SyWRISsqe0GHy5MmQyWQ4cuSIuO4vv/wirjdw4MB8HyMhIQHDhg2Dvb09KlSogIYNG8LU1BQNGzbE5cuXtf6aiIio8DIzM3Hw4EEA2ef9Zs2a4YsvvhCX5xZsFc7p+vr6kMvlWLt2LcqXL49atWqhZs2acHBwwP/+9z9x/Tlz5sDOzg716tVDvXr1YG1tjXXr1mncf2pqKmbMmCH2LZo2bQpnZ2dYWFhgwIABYvkcRUePHhXPXfr6+mr36+TkJK6zceNG8fl///1XfH7y5MlITExEv379YGtri8aNG8PT0xNly5aFt7e3Uj3WxMREyGQyNGzYUOk4hoaG4v5evHih8XUSEREREVHJK/qpTAE8fvxYnBhLIpGgXr164rLMzEz8+OOPSEtLU9kuOjoac+fOha+vLw4fPqy0TCaTiUHYdevWYerUqSpZIsePH8fnn3+OBw8ewMDAIM927tixA2vWrBEfr1+/Hu3bt8//C/2EyOVytUFwdc8rPpeVlZWv/T979gydO3dWqikrkUiQnp6OGzdu4PPPP8e2bdvQtWvX93gVRESkLRcvXkRUVPbEPk2aNIGpqanSOfTmzZsICQmBo6PqzKHCOT0zMxMLFy7EjBkzlJaHhoZiwoQJqFixIi5evIjly5crLU9MTMSIESNgZmaGXr16KS17+vQpOnXqBH9/f5Xjvn37Flu3bsXJkyexZ88eNGny3+zgms5zioQ2A8rnNz09PfH5ly9fokOHDiqldeLi4jB8+HBIpVIMGTJEaZ/qjkNERERERKVDkWe2Xrt2Dd988434uF+/fqhSpYr42MTEBF27dsXkyZNx4cIFhIWF4fnz51i+fDn09PQAAEeOHMGZM2eU9quYZTJx4kTo6OigR48eWLJkCZo2bSouE/aVF39/fwwfPlx8vGjRIgwaNKjAr/dT1759eyxatAhubm7icy1btsSiRYuwaNEi9OzZM899yOVy9OnTRwy0Tp06FWFhYYiOjsYff/wBHR0dpKSkYOjQoUhMTMxjb0REVBwUSwh07twZAFChQgXxBqtcLldaR5HiOX3GjBmwsLDAmDFjMGvWLFhZWYnbd+vWDcuXL4eDgwOmTp2KqVOnwsTERNx26tSpyMj4r7h/VlYWBg8eLAZabW1tsXHjRjx+/Bjbt2+Hs7MzgOwJqfr374/kZO3Un1J8PXv27MGFCxfg5uaG2bNnY8KECUoTQk6ZMgXx8fEAsoO0ixYtwpgxY5T2t2DBAvE8KrwfRERERET0YdJ6ZuuJEyfQsGFDZGZmIjg4GG/evAGQPaRw+vTpmDlzpso2O3bsUHlu/PjxePz4MdavXw8A2Lp1K1q3bi0uV7yQkUgkOHz4sLh8/PjxqFu3rljn7fTp05g+fbrGNicnJ6N79+5ISEgQtxcm9KKCadmyJVq2bAkfHx/4+fkBABo3blyg93P37t24desWAKBDhw745ZdfxGWjRo2Cn58fVq5cidjYWGzYsAHjxo3T7osgIqICkcvl2Ldvn/hYCLYCQNeuXcXf9D179uD7779X2V7xnG5oaIhr166JN2YbNWqEdu3aAQAyMjJgaWmJ69evw97eHgDQsGFDdOnSBQAQFBSEwMBAVK5cGUD2RJBXrlwBAOjq6uLs2bOoVq0aAMDd3R0NGzZEjRo1kJSUhICAACxatAhz5sx57/cjZ9kBLy8vnDt3Tiyj1KhRI/To0QNA9iieu3fvonnz5tDV1cWUKVNw69YtrFq1Stx+0qRJ0NXVfe92ERERERFR0dN6Zmt0dDRu3LgBX19fMdAKAIsXL8bcuXMhk2mO78rlcty/fx9Hjx7Fxo0bERERIS4LDAxUWldHR0f8u2PHjkqBWJlMhjZt2oiP1Q0dVDRhwgQ8ePAAQHbm7bJly3J/kVSk/vrrL/Hvb7/9VmV5hw4dxL/Pnz9fHE0iIqJc3LhxA6GhoQCy669WrFhRXCYEQgHg8uXLSud2geI5feDAgUojYLy8vMSRLgAwZMgQMdAKAJ06dYK5ubn4+NmzZ+LfiiWIOnXqJAZaBZUqVUL37t3FxydOnMj9heaT4usBgOXLlyvVq2/btq3SOnn1U4iIiIiIqPTQemZrpUqV0LJlSyQlJeHOnTtiduO0adNgamqKYcOGqWwTHx+PlStXYuPGjRonfoiMjNR4TMWLMkGTJk3w66+/AgDCwsKQmZmpcvEDAOfOnYOvry+A7Iuj+fPnK10QUfF78uSJ+Pf48eMxadIkpeWKs04HBAQUW7uIiEg9xfIAWVlZKiMO9PX1kZqaiqysLOzfvx8jRozQuC9haL/A0NAQnp6eYnZs+fLllZZLpVI4ODjg7du3AIBXr16Jy4QbqQDQrFkztcdr2rQpNm/eDAB49OgR5HK51vsBOfsppqamqF69Ou7duwcACA4O1urxiIiIiIio5Gg92NqoUSNx6L9cLsfPP/+MBQsWID09HWPHjkWXLl1gbW0trh8fH482bdrg+vXr4nMuLi6oUqUKoqKicPPmTXFfmkilqgm6pqamSo+zsrLUBluFizcgewKKIUOG4NSpUwy4lpC0tDSEhISIj/O6ANVWfT0iIio8xWDrw4cP8fDhQ43r7tmzJ9dgq7pzes7SQTkpToIpTCaVlpamdA6xsbFRe7yyZcuKfyckJCA+Ph5mZmYa21cYefVT8jt5JBERERERffi0HmxVJJFIMGfOHGzbtg2BgYFITU3F+vXrMXXqVHGdUaNGiYFWDw8P7NixAzVq1AAA/P333+jfv39RNhEAMHToUPz111/IysrCmTNn8Ouvv6pkU1Lx0NPTg7m5OWJjYwFkT5Si6QIZyJ7shIiISs6DBw/w/Plz8bG63+XU1FQx8/T8+fOIjo4u8ome9PT0YGtrK5YtCA8PV7teWFiY+LednZ0YaFW8QZuZmYnU1FSVWqy53QgmIiIiIqJPU5EGW4Hsi5UuXbrgt99+AwDs2rVLKdh68uRJ8e8lS5aIgVYASjMKF5WuXbvC29sbxsbG+P333wFkB/hat26NOnXqFPnxP1aKWTxC4DS/qlWrhsuXLwMAatSoIU4iQkREHx7FrNaaNWvi7t27Kuu8ePFCnLQqIyMDBw4cUFuTW9tq1KghBluvXbumdh3F52vVqiX+7eDgoLRecHAwXF1dxccpKSm5ljh6HzkzYWNjY3O98UhERERERB8OrU+Qpc7nn38u/n3v3j3ExMQAAF6/fq00iVbOmXYVL+CKiouLCwBgwYIF4oQeaWlp6NOnD5KSkor8+B8rOzs78W+hJm5+tWjRQvx75syZYjYUERF9eBTP1Z06dVK7jouLCzw9PcXHe/bsKfJ2AVCaPHPv3r149OiR0vIXL17gn3/+ER+3atVK/NvFxUWpZMHGjRuVtp05c6bSTWFtZrkqnkOBgp9HiYiIiIio5BRLsLVp06bicLysrCxxBnkbGxulGYTnzZuH69ev4+rVqxg6dCgOHTokLivqLFdjY2N4e3uLj/39/fHDDz8U6TE/ZooTnNy4cQNffvklVq1ahUuXLuW57bRp0+Dk5AQg+9/Bw8MDCxcuxNGjR3HhwgX8+++/mDdvHiZOnFhUzScionx48eIF7t+/Lz7WFGwFskeSCE6fPo24uLgibRuQPcli9erVAWSXAmjZsiW2bduG58+f499//4WXlxfS0tIAAPXr11c67xsaGqJevXri40WLFmHo0KFYtmwZWrVqJU7CKdBmP8XW1lapDu3AgQPx888/Y/ny5Vo7BhERERERFY0iLyMAZE8CUbduXdy4cQMAcOrUKXTt2hUSiQRTpkzBtGnTAAA+Pj5o1KiRuF316tXFSTaKYyKk1q1bY8iQIdiwYQMAwNvbG19++aXSBSLlz6BBgzB//nwxO/jEiRM4ceIEZs2ahaZNm+a6rbGxMbZs2YLu3bsjMjISYWFh+Omnn1TWK1OmDJYuXap24hEiIip6ilmt9vb2qFu3rsZ1u3btitmzZwPIHkFy+PBh9O3bt0jbp6enhy1btqBjx44ICwvDmzdv0K9fP5X1HBwc8Pfff0MmU+4WLVu2DM2bNweQnbkq9A+A7MzXL774AmvXrgUAMWirDVKpFCNHjhRLML158wbz588HAEyYMEFrxyFVk75tXtJNICIiIqJSrliCrQDQo0cPMdh66NAh/PHHH5BKpZg0aRJSU1OxYMECpKenA8gOog0ZMgQLFy6Eubk50tLS8Pr1a2RmZipNWFEUfv31Vxw7dkycMGPYsGFo2LAhypcvX6TH/djY2dlh+/btGDZsmFKpiP9j77yjorjaOPxQFQELKqCA2LH33o2xJHajib3EHmPXWGLs3agxdo2xd42xG0vsJWIvCNJEkCa9COzC7vfHOgPL7tLEqPnuc07OMdPue+/cHWZ+9y1Z9fxp1qwZ7u7uTJ06lSNHjmhdA6Bw4cJ88cUXxMfHY21tnau2CwQCgSBrpBVbO3TooBV2n56qVatStmxZuZjW4cOH37vYClCzZk2ePXvG1KlT2b17NzExMfK+/Pnz8/333zN9+nQsLS11zm3atCkHDhxg1KhRWn+HWrVqxdatWzl9+rS8LT4+PlftnjVrFgEBARw8eFBru1Kp1Em7JMg9Kpa2/9AmCAQCgUAgEAg+cYzUH0kp3YSEBB4/fky+fPmoVKmS8Fb8j6BQKPDw8CA0NBQ7OzsqVqyYI8E8LCyM58+fY2lpiZ2dHba2tmKOCAQCgSDbvHjxAj8/P0qXLo2Tk1OWzlEqlXh4eBAREUHZsmUpXrz4e7YylZCQEJ49e4aZmRnly5enaNGi/1rb/4889Aj70CYIBAKBQCAQCP4lqrsUeS/X/WjEVoFAIBAIBAKB4EMixFaBQCAQCASC/x/el9gqXAMFAoFAIBAIBAKBQCAQCAQCgSAXEGKrQCAQCAQCgUAgEAgEAoFAIBDkAkJsFQgEAoFAIBAIBAKBQCAQCASCXECIrQKBQCAQCAQCgUAgEAgEAoFAkAsIsVUgEAgEAoFAIBAIBAKBQCAQCHIBIbYKBAKBQCAQCAQCgUAgEAgEAkEuIMRWgUAgEAgEAoFAIBAIBAKBQCDIBYTYKhAIBAKBQCAQCAQCgUAgEAgEuYDp4sWL8fLy+tB2CAQCgUAgEAj+BfLnz8+iRYvIkyfPhzZFIBAIBAKBQCD4z2F69uxZPD09P7QdAoFAIBAIBIJ/AWtra2bMmCHEVoFAIBAIBAKB4D1g+vfff39oGwQCgUAgEAgEAoFAIBAIBAKB4JNH5GwVCAQCgUAgEAgEAoFAIBB8MiQnJzNv5kT+OLjzQ5siEOggxFaBQCAQCAQCgUAg0INKpeJVgB/ubo+IiYn+0OYI3iNjv+tL03pl2bV9w4c2RZANBvbuQNN6Zfnr9J8f2hTBv4xapeLwgR38c/PqhzZFINDB9EMbIBAIBAKBQCAQCLLHndvXiYgIw7lkGVwqVPnQ5vzn8PP14teVC7h2+TxJSYnydjv74nw7bCzf9P72A1pnmPaf1yEkJJCFy9bTpl1nvcfMmzmRo0f2Ym5uzo27L/Qe4+72iL7ftMPUxJQ/Tl6nuIPTe7Q699iy8RfWr1marXPW/3aQuvUbc//uP8TGRFOqdLn3ZJ1hzpz8gxlTv8fJqSRHTt3419vPbeT5Y2rGlX+eY27+fnKEK5VKnjy+R7JSSenS5eXtCkUSY0b0ISYmirWb91OoUOH30r7g08DH+zlens+ydKyLS2WcS5XVuy8iIow7t68D0LLVl5iZmWXbltu3rhEVFW5wf8lSZSnvUjnT60SEv+bm9cu88PWkbLkKtP2y63tryxBpx7VRk8+wsrLWe1xkZDj37/7D08f3AaharTY1a9enQMFCBq+tVqu5ce1vPNyfEvTKn2IOTpR3qUSjJp9hbPxp+IwKsVUgEAgEAoFAIPhEuH/vH1b9PI8H9/4BoE//4UyePv8DW/Xf4tyZY0ydOIyUlBQKFrShRq16qFQqfH08CQkO5HVo8Ic20SBmZmYkK5UkvHmjd3/Y6xCOHdlHslJJslKJSqXS++G6c+t6kpVKPvu8/ScjtAL4eHlgbm6utU2hUJCsVGJiYkKevHl1znGpUJmgwABioqMAqFCx6r9hqhbP3B6RrFRSplyFf73t94HUH+eSZd6b0Arg4+1BslKJmZk5pcqkiq13/rnOrRuXAXj84A7NWrZ9bzYI/n2Sk5PZt/s3zpw8AsBfp47w8P5typarSIfOPWjzRRet59rf506y5peFWbr2+MmzGTBYW2x9Ex/Hjq3r2LF1HW/i4wG46uqdI7F17k/jCfB/YXB/v0EjmThlrsH9fx7ew77dW3B3eyRv695zgF6x9V3byoiYmGhGDu5BSHAgAIdPXMOqrIvOcX+d/pP5MycSGxujtb1QocIsX72VWnUa6pzj7vaI2TPGa/VRonKVGsxfuu6DLIplFyG2CgQCgUAgEAgEHznRUZH8NO17rlw8C4CZmTlKpeIDW/Xfw8f7OTOnjyElJYVvh41lxPeTtcSiO7ev6/3IO3JoF+fOHKdbj7583rbjv2myFpaWVgBa3rhp2bNzM0qlgnyWlryJjycpMQGLfJZax4SEBMkh2YOGfP9e7c1tFixbr7Nt1vQxHP1jL12792HGnOV6z7t35xYARW3tKFzE9r3aqA93t8fAhxF69fGu89nj2RMAKrxnr/vn7k8BKFu+IqamqdJGleq1qdegKQUKFqJ+o+bv1QbBv0tCwhtGfNudh/ddMTY2pmSpspib5+GFrxfXgs7z3OMpbb7oonVO+QqV6fJVH4PXVCgSOXX8MADOJcto7Tt1/DDLFs0gMiIMMzNzfadnmZSUFIKDAjA3z0NrA7+rSpWr690e9jqEOT9N4OolzTuAnX1xWrXpQKnS5fWe8y5tZYVFc3+QhVZD7N25mSULpmNiYsKQEeNp1KQlYWGhHD+yn6uXzzFsYDfWbzlE3fqN5XPCw0IZPaI3r0NDaNOuM/0Hj8LOrhieHm6sWDabp08eMOH7Aez94wJ581rk2P5/AyG2CgQCgUAgEAgEHznm5ubcuPo3lavUYNzk2ez4fS1XL5/70Gb95/jz8G4S3sTTsElLxkyYobO/Tr3GOtuSkhKZN3MiKpWKCVPm/BtmGiSfpUY4TUpM0Nn3Jj6Og/u2UdzBiaK29jy870piUqKO2Lpv52aSk5Op37AZFd/hY/xjQRIyXSpWM3zMM40HVYUMjnmfSOKkS8UPnxIkN+azuyS2Vnq/4rEs6qYTqfPnL8CmbX+817YFH4aNa5bx8L4rRYrasXn7EXnxS6VS8eDeP4QEB+p46zdr0YZmLdoYvOaBvVs5dfwwpcuUp/ln2l7Q3l7uJLyJZ/DwcdSt34QR33bPse3BQa9ITk6mQqVKeheGDPEmPo7+Pb8g8JU/xR2cmLtoNbXrNsLIyCjX28oKZ07+wekTf9C+Uw/OnPyDlJQUnWNCggP5deUCABYv30Trdp3kfa1ad2DKhKGc/+s4a35ZwPa9p+R9239fy+vQEOzsi7N4xSb5Xha1tcfWvjjdOzbF18eTi+dP8UWHr3K1X7nNp5HsQCAQCAQCgUAg+D/GIp8lm7b9we5D57S8QAS5y6P7dwCorSe00RCez5+hUqkwN8+T5dBGpVJJUGAAnh5uhIQEkZycnKXzIiLCeBXgZ3B/vreerYmJup6tfxzaRWxMNO3ad5PTDCSlOy7hTTyHDuwAYNDQMZnaExMdhbeXB34vvHXCRLPbB4UiCV8fT8LDQlGr1Vm6VmYolUq8vT0AqJCBkCl7lqYTB/1f+ma5X6DJTejj/ZxEPWK3IUKCA4mKinhrY87Eyezch8zGOSfzOS1qtZrnHpJ4bLg/SoWCl34+hIQEZev6QYEBvArwIyUlBQ/3f0fUFXw8nD1zDIDu3/TXmp/GxsbUqtMw2wKcUqlk6+ZfAfh2+DgdAbNzt14c++s2o8f/iLV1gXeyXQrpT+89mxm/rlxA4Ct/atdtxN7DF6hTr3GGQuu7tJUZIcGBLJg9mTx58jJq7DS9QivAvt1bSHgTT5VqtbSEVgATExNGjZ0GwMP7rtx1Tc1TLf0N7tytt45oXrZcBcqWrwiAl6d7rvXpfSE8WwUCgUAgEAgEgk8AfbnNBLlLwluR7Ob1SwwZMT7DYx89uMO4Uf1RKpIAUCoVtG6mEX2KF3dk18GzOuecOfkHRw7txvWfa6hUKnm7uXkevunzrVb+vDW/LOSPg7uY8uMCatSqz8xpo/nn5hU6dvmGeYvX6LUp31sv1fRpBJKTk9m1bQOgEQ/+PndSc1w6UfDPw3uIjYnGpWJVGhgIvw4JCWL7ljWcP3OM0HT5a4sVd2TTtj9wKlEqy33wcH/CiiWztMbEzr44m7Ye1ipUc//eP6QkJ+v1LjaElNPT2NiYci6VDB6XKtpVw/+lL+tXL+H2rWuEvQ7B2NiYr3t/y5QfFxoUOE4dP8yWjSvx9tIIu0ZGRrRq04HpM5dgU7hohjZ6PNMIvTaFi1LU1j7LfcvOfZD6mNE452Q+68P/pa+c11KfeBweFsovP8/lr1N/onjbVpGidkycMsegUHbh3EnOnPyDh/duy30tULCQvGiQvkhgv2/a8SrgJbMX/JKhR6Pg00KtVss5s51KlM6Vax7/cx9BgQE4ODrzRftuOvtLOOdOO5AzAfTBvdvs370FKytrFi/fmGFRqXdtKzPUajU/Tf2e2NgYvhszhUI2hgvPub99rtWq00Dv/lKly1G6THl8vJ/z+OE9atdtBKQuGBob63/Wmppq8uR+LClXMkKIrQKBQCAQCAQCgUAA1KnbCI9nj7nreoOLF07TstUXBo8NDn5FIZvChAS9AqBgQRv547NKtVpax76Jj2PerImcPqEJbS7uUIJadRpgYmrK32dPEBsbo5N/ztvTnYjw11hbF2DimEE8eXQPgIqVDIe6WxrwbD17+ijBQa9o2LgFziXLYGJiojkujSirUqnYvWMTAN8OHa33+jeuXeTHySOJjAzH3DwPdes3plTp8nh5unPvzk1CQ4Kwsy+e5T54ergxoOeXJCYm4OhUkgaNmxMWGsIzt0cUd3SWr/PXqSNMmTAMgPVbDtKwcQuDY5AWyWPVuWQZg/n9oqMiCQoMAMDM1JRBfTqSrFRSsUp14mJjSExMYN+u3yhTtgI9eg7QOletVrN65QJ+37QK6/wF+Kx1e8zMzLlx9QLn/zpOXGwMG34/lLGNz7KfrzW79yEr45yd+ZyV/tgXcyB/gYJa+3x9PBk1tCeBr15SoVI1KlepgdvThzx7+pDpk0diX8yBmrVTxRmlQsHyJTPZt3sLAI5OJenUtSfx8XHcun4JhSIJIyMjXCqkVlSPj4vj8cO7QO579Qk+LEZGRpQpVwF3t0f8vnkVTZq1yrL4qI/k5GS2bFwFwMAho+Xn4vsi4OULIHvzcunC6ajVakaM/oGitvZERUbw4N5t4uPjcKlYhVKly+m1OydtZcau7Ru4fesq1WvWZfDw8SgM5AYH8PfzBaBwYcM5sO2LOeLj/Vwr0qH5Z225ce1vDh/YQY+eA7VyaN91vYG72yNMzcxokMW/AR8SIbYKBAKBQPAJ8eeff3L69Gnmzp2LnZ3dhzZHIBAI/lMMGTmes2f+5HVoCONH9efrXoOYMGWOXqGuTbvOtGnXmQG9vuThfVdGT/iRbj366Rzn98KbMSP74OfrTXmXyixZuVkr/PXG1QvExsbo5EcN8Nd8gB7avx1vLw9mL1jFZ59/iZV1foP2S/lX038Eb/99LQC9+g4BkPuTmJDq2XrxwmkC/F/g4OjM5221wz4B1q9eysa1yzA2Nmb85Nn06jdELh52+MAO7t25SZmyFbQKimXWh58X/0RiYgLt2ndj8fKN8nlKpVKr0vfjR/flf0e/DbnPClkJM/d4W2QJYMbU7+nUpSdjJ83EzMyMuLhY+n3dFl8fT65fOa8jti6YPYlD+3dQt35jlqz8DRubIoDGG21g7/bcunGZiPDXGXq3GkphYIic3IesjHNW53NmGMqj6u3lwcDe7UlKTGT+0nV06NRD3jfi2+7cunGZU8cPy2KrQpHEkP5dePTgDvbFHPhl7Q4qpFlokAT4EiVLa+UdllIY5LO0zFWvRMHHwfBRkxg/qj/enu5069CE78ZMoWOXb7Tme1Y5dfwQrwL8KGprR+duPd+DtdoEvBUVF8yZxJwZ4yhQsCDFHUrQ7suudOjyDdbpnu2hIcG4PXkIaFLbDB3QFdd/rmkdU7FydeYvWUuZsi7v1FZmeD1/xq/L52NpacXCZRsyFaaLFXckwP8F/v6+Bo/JmzcvgLzYBfBFh684sOd3vL086NS2Pl/3GsQ3fQZz7MheftvwC0ZGRsye/0u27f8QiJytAr3ExsZy7949fH19DebhEHz63LhxAxsbGxwcHLRC2QQfNydOnMDGxoZatbLuZSD473D79m02bdpEVFTUhzZFIBAI/nMUKlSYLTuPySLNgb1b+bpzC62ccmlRqVQ893ADwKWCrlimVquZOW00fr7etPisHdv3ndISWsPDQnkdGgJoV4ZWqVS89PMB4Mqls2zaepguX/Umf4GCOnns0iJ5tqZNI3DrxmU8nj2mbPmKNH0bUm2RL5/OcTt/XwdA/2+/0/mQvnHtIhvXLiOvRT7WbNrHgMGjtMSNZ26aAlMVq2SvD48faTwQ23fSLjqTVmgF6P51f+o1aMrXvQbR8vMvDfY/PXJxLD33RsLjbXEsjR09mDRtnty+lZU1Ld56N4eGaucWffzoHof278DS0oqlv2yRhVYA51Jl5D5mln82O8WkcnIfNLZmbZwzm89ZIbUgmfb5K5fOJjYmmn6DRmoJrQClypQH0ErTsOP3dTx6cIeSpcqyc/8ZLaEVUnM2pi9qJrVf3qVKpnktBZ8eLVt9wcx5K8ib14LwsFDmzZxI+89rs2fHJp30KRmRkpLCbxt/AaD/oO9yJNZml9ehIRS1taNIUXvMzMx4HRrCw/uuLFkwnZ5dPyPwlb/W8ZKwamlpxcQx3/LC15Ovvu7Pj7N/ple/oVjks+TZ04f06dFG59zstpURSoWC6ZNHolQqmDHnZxwcS2R6TpWqNQFNVEV0VKTOfq/nz+T+medJHfv8+Qvw286jtO/Ynfj4OLb+tpp2LWuw7tclWOTLx84Df9Gh89dZtv1D8kl5tr5+/ZpLly4B0KVLF50/DoJ3Izk5mS1btrBkyRJ8fVNXIExNTfnyyy9ZtWoVJUuW/HAGGmDbtm0MHz4cFxcXHj16pPeYFy9eUKlSJVJSUpg/fz6TJ0/We1y3bt04efIkAwcOZOPGjXqP+dhITk6mcOHCegshGKJJkyZcuHCBu3fvEhkZSfny5TN8cX8f7Nu3jwEDBlCmTBnc3Nz+1bbfF9L8mT59OrNmzXpv7Uj3rWXLllrbDxw4wLRp0xg3bhyjR+sP/xP8/3D48OEsLaKYmprStWtXg/svX75MaGgo5cuXp3r17FelvnjxImFhYQb3u7i4UK1a5tWfU1JScHV15erVqwQHBzNr1izy59de1Q4JCeHKlSsZXqdr166Ymubs9efZs2c8eaL5KG7btq1O+2lxdXXF1dUVd3d3KlSoQIMGDTJdIPH39+fs2bO4u7ujVqupVKkSrVq1wtnZOcPzBAJB7lLCuTQHjl5i45pl7Ni6jpd+Pgwb2I1lq37ns3RC38sXPiS8icfY2Jiy5SvoXOvE0QM8vO9KoUKFmbdkLRYW+bT2SyHXBQvaYF/MQd4eFBggCwc9+w6lavXaWbI9Xz7dNALbt2hyow4aMkYWnywsLN8ep/FsffzoHg/u36ZQocJ07tZL65pKpZIlCzTFTIaOGE+jJtrvH5AqcKVNcZCVPpQqVY6nTx5w9vRRmjZvbbBfJUuXzXZ1ebVazXN3qVBT5sWxijuUYNykmTr7pRyB6cNhV/08B4DBw8dRqFBq7sK4uFhWLJmFSqWiRs16WmGw6YmJiSbw1Usg8zQCOb0PkPVxzmw+ZwV93sSu/1zn2pXzFCpUWKfwmus/1zl57CAAn7VuD2gqqf+2YSUAU2Ys0pvLNlXU1b63qWkZDN9zwadNtx79qNegKdt+W82xI/t5HRrC0oU/cnDfNlat35Ulj+a/Tv3JyxfeFChYiO7fDMj0+Nxg254TWv8fGRnOkYO72Prbal4F+DGoTwd27v8LWzvNfA8J1qT0iI+Pw8m5NFt2HMXSyko+v3e/ofT9ui3RUZEsW/gjK9fuyHFbGbFm1UKeezylQ+evs1yArP/gURw+uJOY6ChGDO7BT3OWU6FSVV6/DuH2zSv8vPgnuZifTeEiWue+fOGDr68nANb5C2BpaUVw0CuioyKZP2sSs+ev1Fl8+Rj5JMTWuLg4li9fzvLly4mNjQUgKiqKAgXerRqcIJXExERatmzJrVu3MDY2pnr16jg7O/PixQs8PDy4cOECBQsW/NBm6sXCwgKFQkFMjOHKmytXriThbZhUXFyc3mM8PT05evQoarWacePGvQ9T3wvPnz9HrVaTJ4/2apz0W8mXL5+Od0Lt2pqX3fv3NSFZNWvW/Bcs1ebevXsoFAoqV66c+cGfCK6urigUCqpUeb8vdw8ePACgRo0aWttXrlyJj48P27dvF2Lrf5CHDx/yyy+/cPToUUDzO3ZxcaF58+aMHj2aUqVKaR3fq1cvlEplpte1tLTU+1y8fv06U6dO5do1zarzuHHjWLlyZbbtHjp0KN7e3gb3T5w4kZ9//tng/oCAAKZOncqpU6eIjExdGf/hhx90xM5z587Rr1/GIY+xsbFYpXlRzSpRUVG0bdsWf3+NJ8DTp0+pVEm32EpYWBjffvstx48f19k3YMAANm7cqPO8VqvVzJgxgxUrVugsnOXNm5cZM2bw448/ZttmgUCQc/LmtWDspJm069CNsSP7Ehz0ihlTvuPU+XsULGQjH+f+1iuyZKmy5MmTV+saiYkJ/PKzpuDV6Ak/6g17lEJE03siPvfQhLYbGxszePjYLNstFReRCl95uD/h5vVLmvDR9qkLa1LYddLbZ87OresB6NVviE7KhP17tuDn642DozP9Bo3UaVOpVOL1/Bmg7Z2blT506d6Xp08ecPzP/URFRbJgyVqdPJ855VWAH3FxmvfhjLxG3d+Kgx06f61zDwHCXms8j+2KpeZA9fF+zp3bNzAxMcHM3Jzd2zcSHR2Fp8dT7t29RXRUJLa29oydrCvepkUSg/NZWmoVs9JHTu8DZH2cM5rPWSE8LFQer7RFqw7u3QpoQp6P/7kfRVIS/v6+PHvykKdPHgDQtXtfufjZjq3rSExMoG79Jgbz83oYyHX77OkjvdsF/y0cnUoyY85yhoyYwM+Lf+L8X8fx9fFk6ICu/HnqhlZqifSoVCp+27ACgD79h2V47PukUKHCfDtsLDXrNGBIv86EBAeyd+cmxr5d9IkI1zgrWOSzZN3mfVpCK4BTiVIMGTGe5YtncunvMyQlJRr83WbWliHu3L7Ojt/X4ehUkmk/LclW3xYv38T0SSN49vQhvbt/jpmZOUqlAoDOX/XG7fEDPJ+74ZAmP/fVy+eY8P1AlEoFnb/qzdiJP1GoUGFuXr/EkgXTcHd7xLf9OvHb9qNUqpJ9J5B/k49ebN2zZw/jx48nNDRU5+NEkHuMGjWKW7duUaZMGQ4ePKglvkVGRnLnzh0dsdXLy4s1a9bg7u7OmTNn/mWLU7G2tgaQxdT0REREsGXLFqytrYmNjeXN26qV6Vm5ciUqlYpOnTpRsWLF92ZvblOpUiUdofnly5eyJ5S3tzf29vpXrCTR7kOEo39IoVcf7zqfw8LCCAjQ5JtJL4LmNg8faj7M0o/dsGHDUCgUzJgx4722L/j32b9/PwMGDCApKQkbGxvq1atHQEAA9+7d4969e1SoUIFhw4ZpnTNo0KAM08DcvHkTNzc3ypcvr7U9IiKCgQMHymJhnjx5SEpKypHdKSkpvHz5krx589K9e3e9x0iLP/rYtWsXo0ePJioqClNTU9q0aUPr1q2xs7PTuwDo46MJV61Xr55OvyRyGhUzatQo+TduiNjYWOrUqYOfnx+1a9dm0qRJODk5cf36dRYuXMj27dt59eoV586d0zpv/vz5LFy4EFtbWzZs2ECLFi2Ij49n//79LFiwgBkzZuDg4MDAgQNzZLtAIMg5LhWqsGL1dnp3/5w38fGcPnGYXv2GyvsNedeBpihReFgoJiYmBsMer105D+h6IkpCUrXqdbS8JjMjn5SzVaH5oN29XROpNXDI91qL71IaAaVSSUREGH+fO0Fei3x803uwzjVvXL0IwJcdu+sNtb1z+zqJiQkYGxtTPk2hoqz0QcqBunjeFK5eOkvfr9uyesNunEuVzXKfDSHlDrW1tTfYflJSIi98NB5Urdq013uM51vR2MWlis62lJQUli9OFSuMjIwoV74SHTt/w9CREzIt3iN5YWYl5D2n9wGyPs4ZzeesII15/gIFKe7gJG+XhPcb1/7mxrW/5e35CxSk+Wdt6fpVX1q0aidvlxYhDHnhhr0OIfRtVfq0QrpSocDH2+Od+iD4tLAv5sDPq37nz0O7mT1jHCHBgRw6sIN+A3UXJCTOnz2Oj/dz8lla0rPPkH/RWv3UrFWfxs1aceXiWe6kSVkjicDlXSoZzPtcp24jQLNw7+vjmekig6G29JGUlMhPU79HrVZT3MGJdb8u1tqfnJzq1PH7plUULGhD9Vp1adOuMwCNmrTk0PErHNi7jWdPHxIbE02FytVo0LA5larUoE1zja0NGzUHIOFNPDOnjUGpVDB20kwGDUl1HmrUpCV7D52n51ef8/KFN4vmTWHn/g+nQWWFj15sffr0KXFxcUyfPp2WLVvSurXhsAdBzoiJiWHbtm2A5sM2vYBTqFAhveO+bds2Vq1aZfAD+t9C8lAyJLauX7+e+Ph4evfuzZ49e/QeFxERwfbt2wGNt9SnjiRk2tvbGxRaFQoFT59qXnw+hOBpyDvzQ/Gu81kSQPPnz0/p0u8vGX90dLSc5iP9fRs0aBCDBg16b20LPgzBwcEMGzaMpKQkJk2axOLFi+UP5vDwcLZs2cI333yjc15GqVAUCgVly2o+sKZOnaq1L0+ePJw5c4a6deuydOlSfv75Z06ePJkj2/39/VEqlVStWpWdO3dm69y1a9fy/fffAzB+/HhmzJiBjY1NhudIYuuMGTPo2LFjjmzWx759+9izZw/9+vVj7969JCcn6z1u5syZ+Pn5UadOHa5cuYKFhcY7rHHjxrRo0YJmzZpx/vx5zp07J/9djYmJYfbs2YBGVG/RooV8vTlz5uDm5sahQ4dYtGiREFsFgg9EpSrVcS5VBj9fb/ze5iCVkMQyffktJYGpZOlyesWx8LBQHj24A0CZstoh25Jo1aBx82zZKuVsTU7WiKinT/yBTeGiOqkBpHQGyclKTh49QHJyMl/3/lavOOj5/K3YWEF/NNLF86cAcHB01vKKzWofevQcQMlSZZkyYSgv/XwYPbIvx87cykp3M0TKheqSQbip5/NnpKSkkCdPXsqW03W2SElJwfOtt2ha8U7aVq9BUwYMHoWFRT4sLPLhWKJUtgq3eGQjX2tO74NEVsY5o/mcFR7cdwWgcpUa8jaFIknO3Tt7wSqKOzhhYZGP/AUKUsK5tI7IrFarZTG7TDntoj8SFy9oRBZbW3utXLlens9ITk7G1NRU7/0U/Hfp2LUnG9YuIzjolfy70odarWbzOo1X69c9B+WaJ/27UqaMC1cuniUmJkre5lxS800ZHvba4HmF0sz/hDfxOW5LHzHRUXLxqtu3rnL71lWDx0qpQJIUibLYClCkqB3fjZmic/yu7RsATfoWKb/zlcvniIwIw8jIiJ59dBf+8llaMXjYWGZNH8Pjh3eJiY76aO6fPj56sXXQoEGMGjWK4sWLc+fOnQ9tzn+S27dvo1KpyJMnD/Xq1cvyedn1TFQqlQQFBREdHY2NjQ12dnZZypv3+vVr4uLidEJkJTLybE1KSmL16tXkzZuXtm3bGhRbN2zYwJs3b2jcuDGNGzfO0J7IyEiCgoIwMzPD1tY2S+kskpOT8fLywtnZWf74lggODiY6OhpnZ2e5It+7khUh083NDYVCgampKVWrpr5QxcbGEhoaSqlSpbKUx1WhUPDy5UssLCxwcHDI9HjQhAVLORxzKvRmdz5lNs7v6mkrnV+9evUMPRPCwsJ4/fo1JUuW1JkLhkhMTMTHx4dixYrJ+SKLFi2a5fEWfNqcPXuWmJgYrK2tmTVrlpZnUuHChXO0QLRt2zb8/f0pX768zgKDpaUlFy5coGnTpgAZhvhnhpQ+wJCXqSH8/PyYOnUqJiYm7Nmzh6+/zloi/Jy2lxEBAQGMHDkSCwsL5s2bZ1A0jo+PZ/Xq1QDMmzdP5/ddr149unTpwv79+1m0aJEstkp/gwsVKqQltEr06tWLQ4cO4enpiUKhwNzcPNf6JhAIso61teZ9z9aumNZ2SXQrXVb3ufP8bZX7kga8NLdtWSMXT3IqUVJrX2reyezlpUsbDnvk4C6USgV9B47QCS2VPGCTk5X8+cdeTExM9HqCRUaGywW89PUjNCRY/sh2fIc+1K3fmDUb99K7u8Zryd3t0Tvn5MtK7k7J+7ZMORe91bV9vZ+TlJSo8Vh1SU0dk/A2Uq6orT2Nm7bKuY1u+kPh0/Mu9yEtmY1zRvM5K9y4egGAJs0+l7clJSXJOeTr1GuEo5Nh+0BT2Cc+XpPeqEBB/YusJ48eAHSLcEn3vHQZF8zE38v/K0xMTHCpWIXgoFdynmV9XLxwGs/nbpib59GbjuNDEfhW1EzrQS+lFgkOCiAuLhYrK2ud814F+Mn/Ll1G/+JEVtrSR8GCNmze/qfB/UlJCXw/TLOQN2fhrxR3KIGtrV2m7fv5eslesjNmL5O/nV8FaPJXW1nn18lvLuFcsoz879jYmI9abP13K+LkgLJly1K8ePHMDxTkGCmsPikpKdPCIgDdu3fH3t6es2fPArBkyRLZg/LgwYM6x+/bt4/WrVtjYWGBs7Mz1apVw9HREWtrayZNmqR17IwZM7C3t2f//v0EBATQunVrbG1tmTNnjkF7JM/W5ORkHW+jHTt2EBISwldffSWnoUgvtioUCtas0RQOMCRavHr1inHjxuHo6IiNjQ2VK1emfPnyFCxYkJIlS2rlI4yKisLe3p66desCGu+yIkWKULFiRUJCQuQ2ly1bRtGiRSlWrBgVKlTAyspKZzyio6PZt28f4eHhBvuvD0lszUg4lI6pVKkSefLkYc2aNTRu3BgbGxvKli1LhQoVcHV1NXh+SEgIAwcOpECBApQrVw5HR0eKFy/O3r17s2yfnZ0dxYoVy/jgdGRnPmVlnLM7nzPrk6Ex37NnD1WqVKFo0aJUqlQJKysrevToQWhoqN7jw8LC+OGHH2jYsCEFChSgcuXKFC5cmJ49ewK6Qvrhw4ext7fXKZol+PR59UqTHN/Ozi5HuUbTk5yczKJFiwCNV6u+RRVJaH1XJE/T7IqfI0aMIC4ujokTJ2ZZaJXaMzU1zTXvcrVazcCBA4mKimLatGkULao/hAvg8ePHctqGJk2a6D3mq680RQVu374tb5MWDOPj4/Xm2JXSHlSqVEkIrQLBByLwlb8s4kgVlkGTkzU8TPN3PG3OOQnpN/3C10tnn/uzxxzYsxXTt7/xtAJZWm+i7IZCS56tJiYmHDm0Gysra77upRv1In3Iuj15gLenO+2+7Eqx4o66fVCkPpf09WPpwumoJME4jYiWkz6UK18RMzPNcy4yMkJrnyRKZwdDOT3TIofNG/DklO57yVJltT7+nZw1Iojbkwc5sg00Hp++Ps81Nmbi2ZrT+6APQ+Oc2XzODLc0+VebtkiNirS2zk/Bt6Lp08f3M71OgTRpgh4/vKuz/4+DO3lwX/N3tGTp3E2DIPj4eeHjpfc39yrAjzv/XAegRs26Bs/fvF7j1dq1e58Mi9e9C3Fxsbi7PeLKpbMo36Z0yYjQkGBuXtekCalaIzW9VuWqNSnhXJrk5GQOvM17nJ5zf2nSfpUsVTbTtCUZtSXh/9KXu6438HB/gpm5OXXrNzb4X+06DeXzqlSrRd36jTNNARP2OoSJY7/lTXw8nbr2pFHTz+R9kpAaGxNN4Ct/ved7eboDmpywDo4lMu3vh+SjF1sF75/69evLnn5z584lKioqw+PDw8PJnz+/LGyWKFGCokWLUrRoUa3CQHFxcfTp04devXpx/vx5SpQoQf/+/fn2228pWLAgiYmJOp4/T58+JSQkhIIFC9K9e3fOn9fkscoop6j0oQraQqparWb58uWAJteetFqdXmzdu3cvQUFBVKxYUW/Y6dmzZ6lZsyarVq0iPDycli1b8t1339GsWTNAI4Q4Oqa+nPr5+RESEoKFhQXHjh1jxIgRsvdlyZIlARg8eDA//PADsbGxdOrUicGDB1OxYkWdhYUGDRrQq1cvOnXqZLD/+pC8LDPybE17zNixYxk7dixKpVIu+OLp6UmPHj3knF9pcXd3p2HDhmzfvp1KlSoxbNgwateuTVBQEH379pUL6mTWdna8SHMyn7Iyzlmdz5lhaMzVajXTp0+nT58+BAYG0q1bN3r27En+/Pk5dOgQffv21bnWP//8Q61atVi2bBkPHz6kefPmDB48mFq1ahEYGAjojt2tW7cICQkRi1P/QaR56OXlxebNm9/5ejt37uTFixc4OTnpnX+5SU48TU+dOsWZM2ewt7dn9uzZqFQqHj58yO+//86FCxeIiIjQe15CQgJBQUGULFkyx3lZ0/PLL79w4cIFGjVqxPTp0zP8oPby0nz8WlpaGhTFS5TQvBTGx8fLCy316tXDzs4OhULB4sXaubBUKpW8GNihQ4d37o9AIDDMHwd3cur4YZ1c117PnzFmZB+SlUrq1m8sF/ABCA0Jkv+tSNIubgdQpqzGy8jb0x3/l77y9seP7jFy8Nf0//Y71CoVZmbmWqHQHm89YvMXKKhXAM2IfJYaj9Unj+8T4P+Cb/oM1usNJeVsPXPyCAADhnyv93q2dvZyWPylv1Pz4yUnJzNnxnju/HOdzl01C8F29qnvIJn1ITExgYQE7ToKZ04dQalUYGxsTOW3onZiYgIjB/egdbOqGYawpicyMly+PxkJbx5vC1Slz3EqkSreaYuhjZq0xMTEBF8fT508hqARFCLCDYf+gmZeJCcnY2pmppNGIj05vQ9ZHWfIfD6nJb2Dy6uAl8ycPhq1Wk2zlm10qsE3a9kGgGWLfiI46JXWPk3aADf5//PkyUvpMpr3hgtnj2u1debkH6xYMkv2+EsvCrtnQWAXfLqoVCqGDuzCVx2asHHtMs6dOcY/N6+wfcta+vf8kvj4OMqWr0iHLrrptQCuXDrLs6cPMTExYcBg/c+83OCXZbPp2a0Vy5fMlD2snz19yIN7t3WO9fF+zrhRfYmJjqJMWRetxTFTU1NGjdWk+9q8fgXX33qOS1y/eoFD+zWpEMdNmiVvz0lboHludWxTj8H9OuPr/TyHvddPfFwcfx7eQ7cOTfB6/gw7++JMmjZf65jadRrKnqrzZk7QSYsQFBjAxrVLAWjXoVuu2vc++OjTCAjeP3Z2dvz000/8+OOPXLx4kerVq7Nr1y6Dnk0XL17k3LlztGnTBgcHBx4/fqxzjKenJx07dsTDw4Pq1auzb98+KlRIfYk4c+YMUVFROoVRJC+ojRs38vTpU37//Xe6dOmSYah+2o/axMREWXw9duwYHh4e1K5dm4YNG3LqlCaPUfoCWStWaFa3Jk+erBP+PXv2bObOnYuxsTHLli1j9OjRsofs5s2buXLlCpUrV9Yq3ib1wcjIiEGDBtGpUydmzZpF9eqaannXr19n165dGBsb8+DBA61xSfsyERUVxfPnmodcdjxbIyMj8fPThBNkxbP15MmTWFtbc/v2bfl+bN68mWHDhuHn54ebm5uWgOjm5kaTJk1ISEhg586dWmJNmzZtOHfuHHv27DHo2QXZF1tzMp+yOs5Zmc+ZkZCQgIeHh94+jRw5ko0bN9KyZUv2798ve8bduHGDxo0bc+7cOUJDQ7G11aysHj58mN69e6NQKJg0aRLz58/Xml8VK1bE3d1dp52PreCYIPf44osvqFevHrdv32bYsGGcP3+eWbNmyQsj2SElJYWFCxcCmmdebomShpCehyNHjmTIkCHyolPPnj3p37+/3mf70aNHAWjfvj379+9n3LhxREdHy/vNzMyYM2cOP/zwg1bIp6+vL2q1mhcvXpA/v+aD1MHBgfr16zNixAgaNGiQLdufPHnCtGnTyJ8/P7t379YbXpoWqShhfHw8ISEh2NnphlGlXRDy8/PD1tYWIyMj5s2bx7Bhw5g5cyZnzpxh+vTpFCtWjBEjRuDq6krt2rX58ccfs2W/QCDIOgpFEqtXLiQyIoxF86ZQukx5bO2KERjwErenD+XiIPOXrteKBnBwdMamcFEiwl8z9rt+1KnXiG96D6b6W6+qjl2+YcPaZcTGRDOgV3tafNaOoKAAXP+5Rs1a9enavS+b16+QQ/olpIrwaau5Z5V8bz1bY2OiyZMnL336D9N/3Ns24+Jiady0FeVd9IuNAH0GDGfDmmWcOHqA0JAgnEqU4sa1vwl7Hcry1Vu5cvEvAK08oZn14diRfaxdtYgmzT7HqURJ7t25xZ3bGq+078f/SP78mr8P1y6f5+b1SwCcPH6Ieg2yFnkh5Wy0srI26KWpUql4/lbkM5Rq4Jmb/sr2JZxL802fwezZsYnN61dw9fJ5atauj1KRhN8Lb+7f/YcpMxbLhan0IQmDKcnJtG6qv30jIyNOnr9DPkurHN2HrI4zZD6f07Jl40p2bd9IufKVSElJxt3tMUlJiVjnL8BPc5brHD9y9BTOnz1O2OsQenRuTt16jXFyLkXgK3+ePn5AUlIiF649lY8fNHQMP039nju3b9D7q8+pUasez92f8ujhHRYt38gfB3bi/9IXR6fUe6tSqWSRPys5cAWfHlFRETg4OPPg/m3Wr16qs79+w2YsWr7RYGq5Tes0c7N9px5aBdxymyePHwDQ7stUQXDntvWcOn4YW7tilCxVliJFbfF/+QK3Jw9ISUmhSFE7Fi/fpJPypc0XXbh5/TJ/Ht7N6OG9qVa9DhUqVeWFrxf/3LyCWq3mq6/7axWYy2lbT9/anTevBc1btn3ncbh6+RyH9m8nKjKCp4/vy9/grdt1YvqspVrPH4CChWxYsHQdY0b04eb1S3Tr0IQWrb7Azq44L3y9OHPqCIkJb6hSrRYTJs9+Z/veN0JsFQAwffp0FAoF8+bN4+XLl7Ro0YLvv/+eRYsWkS+fbr6MjDwnpbBLDw8POnfuzJ49e7SuERISInvnpRXHVCoVnp6aaqAnTpzg6tWr1K9fP1PbLS0tMTIyQq1Wa3mtLlu2DEgt/mL5dqU/7THnz5/n0aNHODg40KdPH63rnj17ljlz5mBpackff/xBmzZttPbfu3dPpw+ALLpduXKFbt26ceDAAa2P9Fu3bsnnpRUAAa0/DAULFmTevHn89ddf2frIlkRUKysruQBOetRqtXycUqnk4sWLstctaHIEfvfddyQnJ/Pq1Sut+zx58mQiIyOZPn26jldcxYoVOXfuXKbVVLOS5iCtrTmZT1kdZ8iaJ3BGSOHD5ubmWgLY7du32bhxI/nz5+fAgQMUKZLqtVK+fHlMTExQqVSyt1xUVBTfffcdCoWClStXMm7cOK12EhMTZe85Ibb+/2BqasqRI0fo3bs3ly9f5sCBAxw8eJAuXbowc+bMbM3bvXv34uXlha2tLUOGvP/qq0FBQRQvXhwrKyuCg4MJDAwkMDCQGzdu8Msvv/D333/LIqXE339rqhTfuXOHbdu20bRpU9q3b09KSgonTpzg2rVrTJ8+ncDAQDlHKsCLFy8oVKgQhQoVQqlUEhgYiLu7O+7u7mzfvp25c+fy008/ZcluhUJB3759SUpKYuvWrVrPR0NUrVqVPHnykJSUxPr16+WiVxJqtVrL3rS5o4cOHUqRIkUYNWoUN27c0PJiHTp0KKtXr9ZadBEIBLmLiYkp4yfPYttvq/Hxfs7D+6lplAoVKkzPvoMZMPh7naJDJiYmDB42luVLZhIaEsSp44fp2KWnvD9/gYL8umE3U8YNITQ0mD8O7sTcPA89eg5k/ORZBPhrFsfN033wSkJhem/KrJBWuO3avY/BCtZpQ+IHpqn4rI9vh43ldWgIhw/skIuklCtfiflL1lK7biNO/HlApx+Z9UF6N5byjIKm2NHw7yfz1df95W2ly7pgamqKWq2mxWftdK5jCMkjtXyFKgbfS/1eeJP41uuznB6xWa1Wp6Yi0CPeTZ42H1vbYmxc9zPubo9wfyvMmpqa0rR5aypVrp6hjdIYqdVqoqL0R204ODrLAnpO7kNWx1k6NqP5nBZ3t8fExkRz785NeVvzz9oydcZiitrqFuctVtyRfX/8zYwpo3j04A5/vy3mBZoCOV/3GoharZbvVccu3xAaEsS6Xxfz3OMpns/dqFy1JktX/sbnbTvy6/L58vhIpL2f5XOwUCH4+LGxKcK2vSd59vQhT5885NEDV44d2UfTFm0YN2mmHE2gjxvXLvLk0T2MjIz4dujY92ZjUlIiXs81izhtv+wib2/SrDW+Pl48e/pQy4vc2jo/nbr24rsxU7HUExllZGTE7AW/UKNmXTau+5kH92/LaTSKFXdk5OgpdOqq/TvNaVtP3qb5aNaijVb+75zi98Kby39rFoEK2RShYePmtP2iK80/MyzkNm3emgN/XmLlsjncvH6RvTtTo/oKFrThu9FT6Nl38CeRk9lIndMkMx+AO3fuyHkwo6KislSYSJA9bt26xZAhQ+Qq9c2bN+fUqVM6gmuvXr3Yt28fP/74I/Pna7t/79ixgwEDBlC0aFE8PT117tOZM2f44osvKFKkCK9fp4bXvHjxQi6CNWHCBDkFQFawtrYmLi4Od3d3XFxcuHnzJo0aNcLFxQU3NzeMjY3l+VOnTh05F+mXX37J6dOnWbZsmVYeT6l6toeHBwsXLmTatGk6bTZo0IB//vmHNWvWMGrUKHn7wIED2b59O5aWlnh6eurkJD116hTt27fH1NQUNzc3ypUrl+V+ZoWVK1cyYcIEGjVqxPXr1/Ue4+3tLQuxGzduZNgwba+HlJQUzMzMUKvVuLq6UqdOHQAuXbpEy5YtKVq0KF5eXrL3mLTvq6++IiIignPnzvH555+jj6ioKAoV0uST8fT0NCgIS+R0PmVnnDOaz1lh06ZNDB8+nBo1asiiJ0DLli25dOkSixYt0qr4HhMTw5gxY9i+fTuNGzeW0y6MGTOG1atXG7x30hy2tLQkJiZG9q55+fKlLFiFhYVRuHDhbPdB8PGjUqnYvXs3y5Ytkz2wjYyMmDt3LjNmzMjS+ZUrV8bd3V1nTmZEhw4dOHnyJOPGjWPlypXv1IewsDB+++03li5dSmRkJE5OTty6dUsr/YWFhQWJiZpiJDt27NBa1FGr1UycOJGVK1dibGyMq6urwTQzSqWS27dvM3v2bDklzbx587I0Vj/88APLli2jf//+bN++Xd4eHx8vR1M8ffpUx7t41qxZzJ07FzMzM+bPn8/QoUOxtLTE1dWVdevWsWfPHvnY4OBg2fs1MTGRefPmsXLlShISEqhcuTIeHh4kJydjYWHBhAkT5CgLwfvloUfYhzZB8IF5Ex+nEW2SEilVqhwFC+kv0JOWiPDX+L3wxtLKmjJlK+h4wqekpODt5c6b+HhKl3XR8eb5VIiMDMfb053CRWwpVfrd319VKhVBgQG8Dg3GvpgDdvbF9Qqjr0ODUas1ofQfIyqVCv+XvoSGBGNfrDj29g7vVQjI7n3I6jhLZDafQfP3+IWvF69DQ8ifPz8lnEvLonBmxMXFagoUmeXBwbFEhr+xhIQ3PHd/SomSpSlUSLzfCrTxcH/CN11aMnL0DwwfNflDmwPA/bu3GNSnI5WqVGfPofM6+xMS3vAq4CWREeGUcC6llfYjK0REhPHCx5OSpcoaXEzLaVvDBnbj9q2r/LphN81atMnw2KwQEhzI69chFChQEEenkpk6ZKVHoUjipZ8vUZHhODmXxs4ue7Veskp1lyKZH5QDxFu7QIsGDRpw//59WXi8fPmyXvEpbeX1tCQkJDBlyhQAFi5cqFcQv3tXk+g8vUfow4cPAc2qqj5xMyOk1AGS16rk1frDDz/IH6fSB7J0jJubG2fOnKFAgQIMHz5c63pr167Fw8OD0qVLM2HCBJ32lEqlLHYY6sfgwYP1Fn/6/PPPcXZ2Jjk5mbp163Lo0KFs9TUzsuLhKHmWWlhY6Hj0gkYEkKvjOqWGWKxfvx7Q9HnHjh38/PPPjBw5knr16tGyZUsiIiIYMmSI3oraEtL4WFtbU6ZMGYPHwbvNp+yMs6H5nFX0ecY+e/aMS5cuYWpqSp48eVi1ahWzZs2ia9eulC5dmu3bt+Pg4MCSJUsATaqIdevWAejkbZSQ7lu1atW0RBfJy9rJyUkIrf9hjI2N6devHw8fPmTbtm3Y2dmhVqv56aef+PXXXzM9/+DBg7i7u1OwYEG+++67f8FiXYoUKcLUqVM5fvw4pqam+Pv7a9keExNDYqImT9ykSZN0vOeNjIxYsGAB9vb2qFQqDh8+bLAtMzMzGjduzNmzZ/niiy8AzXPEUM5XicuXL7N8+XLKlCkj50vNKtOmTePrr79GqVQyZcoUbGxssLa2pkmTJvz999+ywG1lZSV7uicmJtKxY0cWLlyIra0tR44c4cmTJ7x69YoJEyaQlJTEggUL6NevX7ZsEQgEOSOfpRUVK1enZq36WRJaAWwKF6Vm7QaUd6msV5gyMTGhvEtlatSq98kKraDx8q1Tr3GuCK2g+bvm4FiCGrXqYV/MweCHeFFb+49WaAVNP5xLlqFu/cY4lSj13j2usnsfsjrOEpnNZ9D8PS5Vuhz1GjShQqVqWRZaQZPaoWat+lSuWiPT35iFRT6q16wrhFbBJ8PN65cB6NlHfwSZhUU+yparQN36jbMttILGu7dWnYaZCq3ZbSsxMYH7d//BwdGZJs30O01lFzv74lSpWhOnEqWyLbQCmJvnoWy5CtSp1/i9Ca3vEyG2CnQwMzNj2bJlchjjxo0btfbHx8fL4f7pw1cfPXpEcHAwpqamBj8Mpdyp6b2RJCGpQYMGWuHWWUESUpOSkvD19eXo0aM4Ojpq2SClEZAKPm3atAm1Ws3IkSO1imwB/PWXxt29T58+ekM3L126xJs3bzAxMdES6JRKJW5umrABfcW2AMzNzbl16xZ169YlOjqaHj16MHv27BxXMk2PNI5ZKY7Vtm1beVzS8uiRJgzKzs5OK++gtP3MmTOMHj2ayZMns2HDBry9venUqRNHjx5l8+bNBvPkpG27evXqmT5032U+ZXWcM5rPWUVfWgRprJKTk5kwYQLjxo1j7ty5HDt2DEdHR8aPH8+jR49o3LixfI2UlBRZmNGHJCwbSiGQU/sFnxZGRkYMGDAADw8PuXjWrFmzUKlUBs9Rq9Xywtn333+v5ZX+IWjcuLEsgF6+fFnebmFhIX/YtW7dWu+5FhYWcpSLFIWREUZGRnLfExIS5MgGfSQmJjJgwABUKhUlS5Zk5syZjB8/Xv5PWvwBzaLI+PHjOXgwNTQzb9687N+/n8OHDzNkyBDq169Px44dWbRoEffu3ZOF3s8++0zu5+rVqzl//jz29vY8fPiQLl26AGBra8vy5cvZsGEDAHv27JH/NgkEAoFAIBD8v+PkVJINvx+iQ+evP7QpMpf/PkNxBye+6PDVhzYlW9y8fgmlUsG3w8aISKpcQuRsFRikd+/enDhxgoiICCIiIrCx0aw8Pnz4EJVKpTcnqCQwVahQQa9IGRISIufSrFxZOzeSJFgZ+sDOCEksVSqVrFmzBpVKxcSJE7WKv0iiolKpRKFQsHv3bvLkycPYsbo5W6R+GPJ0/PPPPwEoVaqUVsETNzc3FAoF5ubmNGvWzKC99vb2XL58me+++45t27YxZ84cXFxc6NWrV/Y6no6kpCSePXsGZOzZKolzkmBhaH9a8S4pKUkWJX///XecnZ2xtLTExsaGsmXLZnm1Kjv5Wt9lPkHWxjmj+ZwVEhIS5D6lHU/J87lVq1ZMmjQJS0tLLC0tKVOmjF4PXcnjt1KlSnrHUq1Wc+zYMUDkaxVoKFCgAGPGjGHYsGFERUXh5+cnp2JJj+QtmS9fPr3PvA9BpUqVOH78OJGRkfI2MzMznJ2d8fHxISQkxOC5UqG5uLi4LLclkba99KQtMHjhwgUuXLhg8NidO3cCGoG2R48eWvu6detGt27aVVITExPl33DafVu3bgU0KWj0PRuGDh3KggUL8PPz49SpU7Rt++4FCwQCgUAgEAg+dfJZWtGgUfMPbYaMSqViyoyFOJcs896L0OY2Zcq6sP/Pi5QtV/FDm/KfQYitAoNIeTUtLS0pWLCgvF0SkSpUqKAjCkmCkYuL/uTUy5Ytk72v0oeQv4tgJHm2xsfH8/vvv1O4cGGGDh2q9xilUsnx48cJCwtj6NCh2NtrhyWFhYXJBZf09SMwMJBdu3Zl2IfKlStjnkkIkYWFBVu3biUsLIwTJ06wb9++dxZbnzx5QnJyMqamprLHmz4kcdCQmCyFpae9F4mJiaSkpACaXL6lS5fOkY3Zuc/vMp8kMhvnjOZzVrh06RKJiYkULlyYevXqydvj4+MBKF68OO3aZV7Qwd3dHcBgGoALFy7I8zK9B6sQW/9/kfIpAxm+1M2bNw+A4cOHZzty4H0hiZrpn0Nly5bFx8dH/m3qw9fXF0AnZ2pmbelrLy2FCxfm4sWLBvcnJCTw5ZdfAsiFs9Lmm82IcePGERwcTOPGjbU89aW+6Es7I1G+fHn8/PyIjo7OUlsCgUAgEAgEgn8XY2NjatVp+KHNyBElnHP2bS8wjPAPFhjkyJEjgCY8O60rufRhqM+DSgrR9/Dw0Nn34MED1q1bJ4uQacWxtN5EOQmFljxbjx49SlRUFGPGjNEJjzc3N8fU1BRjY2N+//13jI2NtYpipe+DoX6MHTvWoMCXlRD+9EjekGFh2kU5cpJWQGq/YsWKBitXh4aGGhTtJPSJdwUKFJBFmozCcDMiq563EjmdT/owNM4ZzeesIIX4tmvXTiuvleQle+fOnSzdS2lsb9++rbPvzZs3WkXYKlSoIP87LCyMgIAAQKQR+K8SExMj/2bTI3lFOjk54ejoqPeY48eP8+DBA8zNzZk4ceJ7s/H+/fucPHlS6xlqiMDAQM6ePQtoUsekpXfv3gBs2bKFN2/e6D335k1N9WMpDUdmSONUqFAhncUbb29vrly5wsOHDzE3N6dFixYG/0sbsVCvXj1atGhB+fLlM21/3bp1bNy4kbx587Jlyxatv6nS+WmL66VFpVLJz01D0QgCgUAgEAgEAoHg40GIrf/HSBXRX7x4obVdoVCwePFiNm3ahJGREbNmzdLaLwk7UhGTtEih3E+fPsXb21vefvv2bdq2bcvEiRNRqVTkyZNHDgOFVA9GGxsbSpQoke2+SF6r+/btw8rKitGjR+s9ztLSkoiICP766y+6dOmi9yO5ePHisievFPIJmtybQ4cO5dKlSwwcOBBAR9zILEQ+PDxc6/9TUlJkL9m0gsP+/fspVqyYTmhqZmQld6dkY+HChXFwcNDZHx0djY+Pj97rSHl8x48fj7+/v9Y+tVqdoScaaOaFUqnE3Nxcb9h/enI6n7I6zpDxfE5PcnKy/G+1Ws2KFSs4duwYJiYmOqHZbdu2xdTUlGfPnjFz5kydawUHBxMaGir/vzRnwsLC5MrpUl+6dOkiC7lFihSR5zuk3vNChQpRsmTJTPsg+PTYs2cPpUqVYuDAgaxfv56///6bQ4cO0b17d1avXg2kFgXUh+TVOmDAAL2/+dzghx9+oFatWkycOFFeALl37x43btzQOfbZs2d07tyZiIgIKleuzMiRI7X29+vXj8qVKxMeHk6vXr20BNf4+HiGDh1KYmIitWvX1npG7ty5k6ioKK1rJScns2LFCpYuXQrAr7/+qiV0BgcHU7ZsWZo3by4LmrnJ06dP6dq1q7xYMn/+fB2xV8rRunPnTs6cOaO1T61WM3v2bAICAsifP7/8DBYIBAKBQCAQCAQfLyKNwP8xW7ZsYfXq1axbt44yZcpQoUIFlEol9+/fJzg4GCMjI+bOnUurVq20zmvYsCG7d+/m5MmTtGvXjqpVq8of+v3792fOnDlERkbSuHFjOnXqxMuXL7l48SJNmjRhyJAhzJ8/X0ssgncv8CN5tkZGRjJx4kQ5BUJ6rKysePXqFYBWoZP0jBs3jtmzZ7Njxw5evXpFmTJl+OuvvwgODubw4cMcP34cgHz58snnqNXqDD1bU1JSqFatGqVLl6Z+/foolUoOHjxIUFAQTk5OcpVq0HyQh4SEcOjQIfz9/XFycsrSOGQlH2pmYy3tt7Kyolw57Sqnc+bM4fDhwwQFBVG9enVatGhB2bJlefHiBXfu3CEhIYGgoKBM205OTjYYemtkZISPjw9WVlY5mk/ZGWfIeD6nJSkpiSJFiuDo6IizszPPnz+XvWInTZqk43FWtmxZRo0axapVq5g/fz6nTp2iSZMmJCUl8fz5c65du8bq1asZPnw4oMnhWK5cOTw9PencuTOdOnXCzMyM06dPU65cOVauXEm7du100jdIKR+EV+t/GwsLC7Zv38727du1tltaWrJhwwa++eYbveedOXMGV1dXTExMMnzmvSuSt3vPnj3lbStWrGD37t04Ojri4uKCvb093t7e3Llzh+TkZIoVK8bevXvJmzev1rWk6IPOnTtz7NgxypUrR/PmzbGwsOD8+fO8fPkSOzs7Nm/eLAunXl5e9O/fn7x581KhQgXKlStHUlISd+/elZ/5o0aNom/fvnrtzpcvn8Gihtmlf//+hIWF8eTJE3lRqmjRoqxfv56vvtItlvDTTz9x8eJFrl69ypdffkmnTp2oW7cuCQkJnDt3jtu3b2NsbMz27dtxdnbOFRsFAoFAIBAIBALB+0OIrf/HdOrUicePH7N//36eP3/O8+fPAU3ev2bNmvHzzz/rDVns2bMnq1evxsPDg7/++ovY2Fh5X6FChTh+/DjffPMNr169YvPmzeTNm5cRI0awdOlS2WMy/cd1TsLv0yKJbebm5kyYMMHgcVJqgebNm2vl10zP1KlTCQwMZNOmTXKRlGrVqrFjxw6aNWvGjh07dPrx4sULoqOjMTIy0psTMDw8nEqVKnH+/HmuXbsGaITFr7/+mkWLFml5ZtaoUYMnT55Qt27dLAutarVa9hDOaBwlwdNQ3sK0+9PnMC1RogT37t2jf//+3Lp1S041AZow/JEjR6JWqw3mPpXus0ql0gnnlyhdurR8P3Myn7IzzpDxfE7L06dPSUhIwN3dXc6vWqRIERYvXsy3336r95yVK1fi4ODA3LlzuXfvniyMmpmZ0b59e2rXri0fa2JiwpkzZ+jSpQuPHz9m3759FClShA4dOrBq1SqOHj0qj3Na3nWhQvDxM2LECHr37s358+fx8PBg8+bN+Pr6cvDgQb744gudlClpkbxav/nmm0xTbeSUxMRE2as9rej75Zdf4u7uzt27d2UPcoCCBQsycOBA5s6dKy+UpadevXrcv3+foUOHcuHCBfbu3QtoROdOnTqxadMm7Ozs5OMtLCwYMWIEu3fv5sGDB/KzxtjYmFq1arFs2TI+++wznXYksbVDhw4ZjmN2OHbsGNHR0ZiYmNCgQQPatGnDqFGjsLW11Xu8qakp58+fZ+3atSxatIijR4/Kv3cjIyPatm3LkiVLMsw1KxAIBAKBQCAQCD4ejNQ5SQwp+E+hVqvx9/fHx8cHe3t7ypYti6lpxjq8UqnE3d2d6OhoXFxcdASslJQUnj59SlxcHJUqVdIqsPUpERYWxtOnT7Gzs9PKk/kuxMbG4unpibGxMeXKldP7ga9Wq3n06BFVq1bVCnn9mIiJieHx48fkyZOHUqVKGSzslBvkZD5lZZwlMpvPEpGRkXh6ehIfH0+ZMmVwcnLKUlEtlUqFt7c3r169wsnJCScnpwwLqPn4+BAZGUnNmjU/2vsv+HB07dqVo0ePyrmjPzTXrl2jadOm1KlTR28+5zdv3uDr68vr168pW7aswdyyhkhOTubp06eoVCqqVq2a4d8ntVpNUFAQPj4+5MuXj4oVK2JhYWHw+M8//5wLFy5w4sQJ2rdvny27DHHz5k2srKxwcnLK0d++4OBgPD09yZ8/P+XLl8/QfkHu89BD/0KgQCAQCAQCgeC/R3WX91M8WIitAoFAIBB8QnxsYuusWbOYO3cu27ZtY8CAAR/anCyTkJBAoUKFcHBwkBdmBAIhtgoEAoFAIBD8//C+xFbxZSEQCAQCwSfEnDlzOHfu3Ic2Q+bYsWOULFmS2p6HsgABAABJREFU3r17f2hTssXZs2dJSkpi6tSpQmgVCAQCgUAgEAgEuYbwbBUIBAKBQJAjVCoV169fp3z58lo5VD8FvLy8iI+Pp0qVKpiYmHxocwQfCcKzVSAQCAQCgeD/B5FGQCAQCAQCgUAgeI8IsVUgEAgEAoHg/4f3JbZmXAVJIBAIBAKBQCD4P0H9keRCFggEAoFAIBB8ugixVSAQCAQCgUAgAAJDYz+0CQKBQCAQCASCf4kaFW3fy3VFRQiBQCAQCAQCgUAgEAgEAoFAIMgFhNgqEAgEAoFAIBAIBAKBQCAQCAS5gBBbBQKBQCAQCAQCgUAgEAgEAoEgFxBiq0AgEAgEAoFAIBAIBAKBQCAQ5AJCbBUIBAKBQCAQCAQCgUAgEAgEglxAiK0CgUAgEAgEAoFAIBAIBAKBQJALCLFVIBAIBAKBQCAQCAQCgUAgEAhyASG2CgQCgUAgEAgEAoFAIBAIBAJBLiDEVoFAIBAIBAKBQCAQCAQCgUAgyAWE2CoQCAQCgUAgEAgEAoFAIBAIBLmAEFsFAoFAIBAIBAKBQCAQCAQCgSAXEGKrQCAQCAQCgUAgEAgEAoFAIBDkAkJsFQgEAoFAIBAIBAKBQCAQfDKkJCez+ucZ/HVi/4c2RSDQQYitAoFAIBAIBAKBQCAQpGPhrO/5pkMtDu3d9KFNERhg7vThfNOhFn8e3PqhTfnk8fR4wjcdatGna31SkpM/tDmZolKrOHNiHw/u3fjQpggEOph+aAMEAoFAIBAIBAJB5iQmJuDp/ggfr2e8CniBfTFHSpWpSLWaDTAxMfnQ5v1nmT9jJK63LvF135H0GTjmQ5vzUaBUJDH3xxHEREcyd+kWChQsLG+fPW0YcXHRzF3yOwUK2mTruoN7tSTsdTCTZiynaYsv9R6z+ucZnD9zGDMzcw6dfqj3GG/Pp0wY2R0TExPWb/8LO3uH7HXwLW6P7xIXF4ODY8kcnS94/zx9fIe4uBgcS5T+0KZ88s8Kr+dPiIuLoVSZCpiY/vekotCQQNzd7uPv5010ZDjFHUtSzqUqlavVydZ1oiLDuX/nGgEvvXEuVZ5mn3XIkT2PH/xDVFQ4Do6lKF224nuxIToqArfHd3ju/hgAl0rVqVy1Dtb5C2arvZSUFJ4+cuWlnxcBL32wsLDEybkMdRu0yPBaOX1vUavV3L19BV9vd0JDXmFr50CpMhWoVbcpxsafhs/of+8XJBAIBALBf5g///yT06dPM3fuXOzs7D60OQKB4F9ArVZz8dxRtm5cSkR4qM5+l0o1mDT9Z4oLQei98NzjMcnJSkqWKv+hTfloePTgH+65XgXAw+0h9Rp9Jm9/cPf62+0P5O1ZxdTMjORkJYkJCXr3R4S/5vxff5CcrCQ5WYlKpdL74X3kwO8kJytp2LRNjoXWyIgwIiNeA1C6XOUcXUPwfgkNCSQuNhqAMh/BPfrUnxXenk8BKFOu0ge2JGNSkpM5fmQnV/4+AcCVv0/y7Mk9nEuV57M2XWna8kut50JsbDTrf5nN1YsnUalUOter1/AzJkxbmqkAee7UIY4f2SmPE8AXnXplW2x1e3yXrZuW4vb4LgCduw9k2PczsnRudmy4cvEka5bPID4uVmt7/gI2/DhvLVWq1c1Sm9cunWbrxqUEB/nr7LPOX5CRY2fTvJV2++/y3uLt+ZRVS6dr9VGinEtVJk7/GSfnMlmy/UMixFaBQKBFjx49uHDhAlOnTuWHH3740OYI9HDjxg06dOiAhYUF/v7+n8zq3sfI3bt3ad26Nebm5gQEBGD6Cazi3759m02bNjFhwgQhtgoE/yf4+3mxfOEk8uTJS6OmbahYpRaWltZ4eT7l7MmDeLg9YMakgWzY/hfmefJ8aHP/U0RHRRD+Ohgg255H/2VcKtageq2GWOcvSI3ajTPdnlUsLCwBUCQl6t1/7I/tJCsVWFhYkpAQjyIpkbwW+bSOCXsdzJW/TwLQvdfQbNsg4ePlBoCVdYEcC7b/RQIDXnD8yE4CXvowb9n7D93/6+QBrl8+Q9v2X9O4eTutfdI9silsSyGbIu/dloz4LzwrfLyeAR/34kJiYgIzJg7g2dN7GBsb41iiNGZm5gT4+/D6n8v4+njQtKW2V7yFRT7u37mGg1NpGjT5nNJlK6JUKLh7+wqXLxzn9s2/WbtiJlNn/6q3zYjw1/z683Rcb14EoEjRYjRq1gYn57KUK18ly7bHxkSxYtEP3L75NwCmZuYkKxVZOje7Nhw7vJ2Nq+dhbGLCN32/o1a9pkRGvObCmT9wvXWJ6eP7Mf/nbVSr2SDTtl+HBvE6NIjmrTriUqkGtnbFCQx4wdHD2wl/HcyKRZNxci6jNe9z+t4SGRHG7KlDiQgPpWmLL+nWcwhFitrj6+3OlvWL8fR4zIKfvmPV5qPkyZM3S2P3ofj4vyoBLy8v7t69y4MHD0hJSaFatWo0adKEkiVLfmjT/rPcv3+fBg0aYGZmRnh4OHnEizsABw4cYNq0aYwdO5YxY8bobB83bhyjR4/O1jW3bdvG8OHDcXFx4dGjR3qPefHiBZUqVSIlJYX58+czefJkvcd169aNkydPMnDgQDZu3JgtOySuX79OZGQk5ct/miuy/w/cvXtXvkcfWmiV5tz06dOZNWvWB7UlJ0hjWb169U9CaM0uKSkpXL16FTc3N9zd3bG2tqZixYp8+eWX2NhkPbQzJSUFV1dXrl69SnBwMLNmzSJ//vzZtufy5cuEhoZSvnx5qlevnq1zs2ODq6srrq6uuLu7U6FCBRo0aECtWrWy3V5Oxy6n7y3+/v6cPXsWd3d31Go1lSpVolWrVjg7O2fLdsF/jxIly9F74Bhate2KfTEneXtboGXrzvwwuichwQGc+HMn3b4Z8uEM/Q/i6+0OgEU+K+yLl/jA1nw8WFnnZ+GKnVnenlVksVWhK7YmvInn9NE92No7ULiwHc+e3iNJj9h6/I8dpKQkU6N2I8pmQwhJj7enRsgrXebTFM7eF+fP/MGxw9t1hM/3gSIpiTXLZ6BSqRg8cqrOfukefQyemJ/6syIlJYUXb/vwMYvFe7b9yrOn9yhkU5RFK3fJHo4qlQq3J3cJCw3W+T4yNTVjwfIdlCztorVP+pu6f9c6rl46xYjIWRQsVFjr3IQ38Uwc1Z3Q4FfY2jswYepSqlSvh5GRUbZtNzMz5+7tK5Rzqcq3I6bwx/7fcL11KdPzsmtDWGgQ239bDsCUn36hSYsv5H2NmrZlydyxXL98hh2/reDntQcybf/zdt1o1LQNdsUctbZ/1qYrIwa0JS42mtPH9zJq/Fx5X07fW/7Y/xsR4aEUKVqMH2b+It8vm8K2FClqz3eDvsT/pTc3r56jxecdM7X9Q/JRf1kGBAQwefJk9u3bp7MvT548LFy4kPHjx+doogsy5t69eygUCsqXLy+E1jSsXLkSHx8fduzYoSW2Stu3b9+ebbHVwsIChUJBTExMhu0mvA2niouL03uMp6cnR48eRa1WM27cuGzZIBESEkJQUBAANWvWzNE1BO+f+/fvAx/HPXJ1dUWhUFClSs4/Zj4kH9NYZsbDhw/55ZdfOHr0KAC1a9fGxcWF5s2bM3r0aEqVKqV1/KFDh5gyZQo+Pj461ypcuDBr1qyhZ8+eGbYZEBDA1KlTOXXqFJGRkfL2H374IVti6/Xr15k6dSrXrl0DYNy4caxcuTJL52bHhrCwML799luOHz+uc50BAwawcePGLP1Ny+nY5fS9Ra1WM2PGDFasWEFiorbAkDdvXmbMmMGPP/6Yqd2C/zaG8v9VqlKbOvWb43rrEk8f3RFiay4jhTGWLlPhvX5zhIUGYZ4nL/kLFNLZp1arCXrlh00RO/LmtcjyNWNjo4kMD8XE1IyCBQtjaWWd5XMDA15QsFBh8llm/ZzcwCKfRmxN0uPZ+tfJA8TFxfBF597ceStQpBdlExPecOa45hncvddwg+0olQpehwRinicvRYra6z3GRxJbsyDkRYS/xsjIiIKFCmc4T1QqFcGBLylStFi2vdCViiRCQ4Owt3fUm08zNjaahDfx2NoVz9L1oqMiiI6OwM7eMVseYtkNNY+NjSYxIZ6itlmzKy0vfD1QqVSYmZvjWEI3bNjHgNga9MqP/AVssjznczoWafm3nhXZ/W2q1WpioiOIigynQMHCOmKixKsAX/l3VyYDsTU3xupduHbpNKAJnU8bSm5sbJxhWLwhAblF607s37UOgFf+vjrjs/235YQGv6JK9XrMmLcu27lO05LXIh8LV+6U7fxj/29ZOi+7Npz4cxeJCW9wqVhdS2gFMDExod+347l++QzPnt7j8cPbVK1eL8PrWecvqLfNQjZFqFm7MVcvneKVv6/O/py8tzx7eg+A1l98pSOaO5cqj3Op8vj5PsfP93mGNn8MfNRi68SJEzlw4ABVqlShVatW1KxZk1evXnH48GHu3bvHxIkTsbKyYtiwYR/a1P8cDx48AKBGjRof1I6PjWHDhqFQKJgxY0aWtmcFa2vNH8oEQ7mpIiLYsmUL1tbWxMbG8ubNG73HrVy5EpVKRadOnahYMWerkdJ9t7GxEZ5U6diyZQuHDh1iyJAhfPXVVx+0Lek+ZddTL7cJCwsjICAA+HSfFdJYfuxi6/79+xkwYABJSUnY2NhQr149AgICuHfvHvfu3aNChQo6fwv9/f3x9/end+/e1K9fH2dnZzw9PVm1ahUBAQEMGDCAihUrGvQw3bVrF6NHjyYqKgpTU1PatGlD69atsbOzo2DBglmyOyIigoEDB8riZ548eUhKSspyv7NjQ2xsLHXq1MHPz4/atWszadIknJycuH79OgsXLmT79u28evWKc+fOZdpuTscup+8t8+fPZ+HChdja2rJhwwZatGhBfHw8+/fvZ8GCBcyYMQMHBwcGDhyY5bET/H/hWKIMrrcuERYW/KFN+c8hhdWmF3O2b17O2VMHaPF5J4aO0l0MOf7HDvbtXEulKrX5cd46efuhvZs5cuA3eg8YQ9sOX7Nzy0puXjsnf6jWb9SK6XPXYGpqxks/Lw7u3sg91ytERYZjZm5Ov2/H81VPw6HxYa+DObxvM9cvnyE8LERrn61dcRau2EkxB807nkql4tuezUlJSWHb/isEB/mzf9c67rleIzLiNcbGxrTv0pfho3/SEY8WzxnL4we36DVgNB269JW3T/iuOyFB/oz9YTH1GraUt7s9vktKSjJVa9TPcLwlL1VFur8VKcnJ/HnwdwBaf9Gdm1fP6j3u7KmDxMXFULpsJWrW0U1jEBkRxtaNS7hy8SRKhSZ8t5BNUYZ8N13HS8rbK2OvyauXTnH90hnc3e7zOlTjrGBpZc2k6ct1ctVeuXiSC2f+4NnTe8THxWJsYkLJUi4MGTWN6jUb6vR1UM/mmJmZs2XvRdwe32X/rnU8fnibpMQErKwLMHnGCurUbw7Anwe3cu3SaTyePUClUlHOpSrTZq/W8UKTuHT+GPt3reflC08AjIyMaNSsLd+Nm2NQiANYMHMUbo/vEBMTBcDBPZs4dng7ACPGztIqaBYdFc7ubat58vAf/Hw17eQvYEPjZm0YMurHTBcN3J/eZ96MESjfhlgnK5X0794IAFs7B1Zu+ANITSNQpnwVgl75sWvrKh7eu5np/H3XsdCHvmdFbGw0I/q3AeDXzccoXEQ7/ZNarWZwr5YkJSUwY/56KlbWvNu/y29TIi42hr07VnPl75NaOTPz5MlLtVoN+bJTb63fqI+nxn774iX0Crm5OVY5Ra1WE/62L8UdcudbNSIsdWyKpluocHtylxNHdpLP0oopM395J6FVIqt5Ut/FBsnju7KBtpycy+DkXBZ/Py883B5mKrZmRHi45u9M+rHLDEPvLfnyWQFgZCB609TUDPg4vNkz46MWWydMmMBnn33GsGHDtB4ikydPplu3bpw4cYIff/yRAQMGCO/LXOZTESD+bQYNGsSgQYOyvD0rWFlpHiiGxNb169cTHx9P79692bNnj97jIiIi2L5d87LzLnlWJS+/7Ib3/tdJTExk+PDhpKSk8PPPP3/QthQKBU+falbOP/Tv8+FDTQXg/PnzU7r0h68Am11SUlLk1B0fs1gcHBzMsGHDSEpKYtKkSSxevFiu3hkeHs6WLVv45ptvdM4bMGAAXbt21Qld79evH5UqVSIiIoKNGzeybt06nXPXrl3L999/D8D48eOZMWNGttIOSOTJk4czZ85Qt25dli5dys8//8zJkyezdG52bZg5cyZ+fn7UqVOHK1euYGGh+ZBr3LgxLVq0oFmzZpw/f55z587RunXrDNvO6djl5L0lJiaG2bNnAxpRvUWLFvJ5c+bMwc3NjUOHDrFo0SIhtgoM8jo0EABHp0/vWfyxI4eSl9X+sHv6yJWoyHBs7fTn8nz29D5RkeE6XpPenk+IigzH0sqaRbNGc+f2FapUq0uePHnx8XrGPzcucOvaeUqWdmHauD4YGRlRsnQFnjy8jVKh4PcNSyjnUlVvnr17rldZNn8iMdERmJmbU61GA5ycy+Dn+5wnj1wJCwvRsickOIDXoUEULmpP4Cs/po3vS0pKCmXKVSI+LgaFIonjf+yghHNZvuzcW6utxw9uERUZTrE04dJv3sTh4fYAAAen1GiLK3+fYMnccQDM/3kbNes0MTje+Qx4tl69dIrXoUHUrNMEB8eSGBub6BynUqk4+lb869Fb1xnH38+bWVMGExIcQJlylSnnUhWv50/wev6EnxdMoKhtMbkqecKbeIJe+QG69z4xMYH1q2Zz/vRhQJP6oHqthoS9DiYw4AXOpV3kY1OSk9myYTFHD20DoFSZCpRqVBF3t/v4eLkxY+IAxkxeROsvUhfXgwJfEh4WgnOpcjy8d5M504ZSqLAt1WrU5+njO8TFRrNl/WLq1G/OpjXzOf7HDlwq1sC+eAkCA17g6fGYFYt/YMmqPVp2q9Vqtv+2nIO7N2BllZ9GTdtgambG3dtXuH75DPFxsSxYvt3gvYmNiSJfPiuiIsMBsLUrJu9zTlMQyuv5E+bPGMnr0CAs8lnRuHk7Et7E8/SRK6eP78PtyT1WrD+coeD6+nUQBQrayCK2df5CFCioeQcoX7G6bE9oiObZZ2piyuTRPUlJSaZs+Sq8iY8lKSlRM39LluPLTr1ydSz0oe9Z4ePpRlRkOFZW+XWEVoDAV36EBGscF9J67r7LbxM092DRrNEEB/ljYmJK5ap1sCvmRGDACzyePcD15kXs7B21xVavt5656TxA38dY5RQjIyOcS5bD2/MpB/dsoE795u8kgCYlJcperXXqN9fxCt+4eh5qtZo+A8diU9iWmOhI3J7cJeFNPKXLVsSxRBn5nfx9kRMbAt8+uzISwW3tiuPv50VIsG7Rq6zieusS7k81+sGXnXTnYUYYem+p1+gz7t6+wpnj+/iyU2+tXMyPH97G2/MppqZmGf4d+Vj4qMXW+vXrU7++7uqnmZkZs2bN4sSJE4SFhfHs2bOP+kP5U0OtVssiyvsc14CAACwsLChcWPchoFar8fb2pnjx4uTLl0/P2fqJjIwkKCgIMzMzbG1tKVCgQJbP9fLywtbWNkd5CN+FjDxbk5KSWL16NXnz5qVt27YGxdYNGzbw5s0bGjduTOPG+osRKBQKXr58iYWFBQ4O+j8MshNSrVAoCAgIoHjx4uTNaziERKVS4ePjg6OjY4bHGSI350lWxkAfjx8/JiUlhbx581KhQoVMj3+XPmfWlpubGwqFAlNTU6pWrSpvj42NJTQ0lFKlSmUpj2tYWBivX7+mZMmSsiiVXdKK8+8zXCo6Oprw8HBKliyZpb6p1WrCwsIIDQ2laNGi2Nra6j3u+fPnvHnzBiMjowyfdbkxVu/C2bNniYmJwdramlmzZmm9UBUuXNjgAouNjY1ecdLOzo7PP/+cAwcO8Py5bgiOn58fU6dOxcTEhD179vD111/n2HZLS0suXLhA06ZNAbK8WJFdG+Lj41m9ejUA8+bN07lP9erVo0uXLuzfv59FixZlKrbmdOxy8t5y+/ZtVCoVhQoV0hJaJXr16sWhQ4fw9PREoVBgbm6eoe2C/z9UKpUscJUt//EWNfkUSUpK5JW/Jp1I2lBytVqdppCMfu+a1BB07XsS8FJzvd1bV5HXwpItuy9QxFYjWs2eNhTXmxc5tHeTpjhIy/YM/W46JqamREdFMLRvK+LjYrnzz2UdsXX31lXs2b4aY2Njvh0xhU7d+mNmrlnUOXN8H08eueJcspy8DcD/hRcARhgxbXwfmrT4kiHfTcPU1IzY2GgmjepBwEsfbt+6qCXoRISHyoJb2grwvl5vc1ZaWGp5nXk8S61JEBMdpXe8JPK+zdmqVGh7rB7epwm37dStP4AcvpyUlPpefOv6eYIDX2JfzInGzbVDZ1++8GTy99+QpEhk4vSf+axNF3nfjxMH8ODudS5dOCaLrb7emtzZZubmOJVIFQMSExOY+F13Xvh4UMimKJN+XE7VGvXlv81v3sTJnlkAyxdN4vKFE+QvUIj5P2+Tx0utVrN6+Qz+OrGfLesX0ahpGznk3f+lNwBxcbHM/XE4A4dNptNXAwDwdH/MuBFdefnCk3kzRuLl8YQV6/+gnIsmndPOLSvYt3MdTx+5kpjwRiuf7doVP3H6+D6q1WjA1NmrKFBQ827t9uQuk7//hgd3rxMVGW5QoFn8y27u37nGjEkDKVzEjnVbT+sc4+3pxuTvv0GhSOKLTr0YPvonzMw0f7d8vJ4xbXxf/Hyf8+fB3+nZb5TedgCatviSpi2+ZNKor3n29B4Dh06kbQfthWUf72dpxnkyn7frxqDhP2Bqasab+FgmjOyO/0tv7v5zWUdsfdexSI+hZ4XX8yeabWX1Pyek1AO2dsWxtk79bs3pbxPgxtWzLJk7jmSlgs7dB9J/8ASteTB2eBe8PJ7oiKqG8t/m9li9K70GfM/8GSPx8/Vk5MB29B00jlZtu2o92wyR8CaeoMCXhAQHcP/Ode7cukRIcACt2nZlxJiZWseGh4Xg5aG5f1Wq12Xa+L48un9L65iy5aswcfoySpQsl3sdzAUbbO2KExz4kqDAlwavbf52vEKDX2XZnsCAF8TERPHsyV3u37nOg7s3KFCwMOOnLsGlYtadtTJ6b2nRqhMn/9zNyxeeDO37Oe0796ZD176cP/0H+3evw8jIiDGTF2YrLc6H4pMtYZ1WhHj1KusTRJA53t7exMbGAtqi248//oi9vT0TJkzQe96aNWuwt7fXCXtetmwZ9vb2rF+/HqVSydSpU6lQoQJOTk4UKVKEzp07o1QqAXj27BkDBgygWLFilCtXjsKFC2f6cf7q1SvGjRuHo6MjNjY2VK5cmfLly1OwYEFKliyJt7e3fKxKpcLZ2RkHBweSk5N5/vw5AwcOpHjx4pQrVw4bGxvGjBmDWq3WaefOnTvY29tTpkwZrf2HDx/G3t6eli1bah0fHR3Nvn37CA8Pz9B+ybM1OTmZ5ORkrX07duwgJCSEr776SvaCSi+2KhQK1qxZA+j3ag0JCWHgwIEUKFCAcuXK4ejoSPHixdm7d6/OsZl5NIeEhDB58mQaN25MgQIFKFOmDBYWFnz++ec6xx44cID27dtTuHBhypUrh7W1NbVq1eLixYt6r/0+50l2xiAtt27dwt7enjZtNOE/CoUCBwcH7O3t9Qoq2e1zTtqS7lGlSpXIkycPa9asoXHjxtjY2FC2bFkqVKiAq6urwXb27NlDlSpVKFq0KJUqVcLKyooePXoQGhpq8BxDGJovOX1WrFq1Cnt7e5YuXQrA6tWradKkCUWKFKFMmTJUrFgxw75FRUUxYcIEHB0dsbW1pUqVKtjZ2WFpaUnHjh11PCol+0uXLq13kSU3x+pdkP7G2dnZyc+LdyUwULOaXKKEbgGHESNGEBcXx8SJE99JaJWQhNbskF0bpEUKgCZN9K90S/Pt9u3b2bYnLRmNXUYYem+RFtzi4+PlZ1xazMw04VKVKlUSQqtAL2dO7Od1aBCWVtZ8/kX3D23Of4oXPpp8kaamZpQoWVbeHvjKj4SEeEB/8aSkpEReBWjSAqQVNNRqtZwuICHhDQtX7pSFVoDadTXPS0+Px1SoXJMRY2bKuTkLFLShag2NwJo2JBg0Hq17tq8mT14L5izZwlc9h2oJD15vBZ30xaJe+mkEnbDXQdRr1IoRY2bKIZrW1gWo20Dzbvv6rfeghCQ02xS21RJYJOGoVFntnJVfdOxJ9VoNad+5Dw2bZLzYJedsTZOL9f6d6/h4ueFcqjx133ri6Us3IOU/7PrNYB1Pry3rFxMXF0PXHoO1hFaAEm/zPhqRarMUnu5cqrxWftT9O9fxwseD4o4lWbnhMDVqN9JqK63Q+vjBP1y+cAIzc3MWLN+hJUwbGRkx9LvpWOSzIjYmimuXU4VLSZAPfx1Mz36jZKEVoFyFqrIn3+2bfzNz4UZZaAVkkVmtVhMZ8Vre7vHsIaeP78MinxVTZ/8qC2YADo6pC/X6voHSkuq9qT9l2W9rF6JQJNG8VUdGjZ8rC63SOV26ayIBTx3L+B0cNN9tvj5SwSZdsVJa0AD4rHVnho76UZ6/+SytadBE832SPkw5t8YiLYaeFfJ4ldM/XvKiTbr+5fS3GR8Xy5rlM0hWKhg0fArDvp+hJbSmJCfLuS7Tt6nPlvcxVu9KwyatGTNpAXny5CUyIozVy2fwba+WHD28XSetSHrc3R4wekhH5s8Yyck/dxESHEDP/qOYMG2ZTuoESdS0yGfFwpnfE/DSh3YdejJqwjw6detPXot8eD1/wrgR3QjJhmCZHXJqQ/kK1QC4evEUsW/TfqTlhc9zHj3QXNs8CyK1xIrFPzDxu+78tm4Rd29foZBNUZavO0Ttes2y1a+M3lusrPOz+JfdtGzdmYQ3cRzau4mBXzdj19ZfyJs3HyvWH6ZV267Zau9D8cmKrS9fpqr0Li4uGRwpyC6St1qJEiUoVCg1Sf/Vq1cJCQkxmMvz5s2bhISE4OionR/o3r17hISEUKBAAXr06MEvv/xCiRIlZK+eY8eOcfToUTw8PGjZsiVnz56lWrVqmJubk5iYyOTJk7l06ZLeNs+ePUvNmjVZtWoV4eHhtGzZku+++45mzTQ/+FevXmnZ8+LFC16+fImxsTFeXl60aNGCU6dOUbVqVSwsLEhJSWH16tVs3LhRp607d+4QEhKCra2t1gvkrVu3CAkJoXhx7bCDBg0a0KtXLzp16mRgpDVIH9qgLaSq1WqWL9dUERw1apT8IpdebN27dy9BQUFUrFiRjh21c025u7vTsGFDtm/fTqVKlRg2bBi1a9cmKCiIvn37ysVqQFN4y8tL84ddn5ffxYsXqVGjBj///DM3btygVKlStGzZkvz582vNieTkZMaPH88333zDqVOncHZ2pn///pQuXZr79+/TunVrtm3bpnP99zVPsjMG6fH396do0aLyC0ThwoUpWrQoRYsWpV691Nw2Oe1zTtqSfp81atRg7NixjB07FqVSSaVKmhcjT09PevTogeJtHjIJtVrN9OnT6dOnD4GBgXTr1o2ePXuSP39+Dh06RN++fckuaW1JS06fFXfv3iUkJAQbGxsmTJjAuHHjUCqVskj1/PlzevTooTfn571796hduzYrV67k9evXNG3alP79+9OwYUMSExM5ceIEZ86cyZL972Os3gWp+JiXlxebN29+5+udOnWKmzdvAhpRM/2+M2fOYG9vz+zZs1GpVDx8+JDff/+dCxcuEBER8c7tZ8W+7NogPbssLS0NCtKSOBofH59jwTyjscsMQ+8t9erVw87ODoVCweLFi7XOUalU8mJahw4dcmSz4L9NVGQ4O7esAODrPiO1PKME744kPpQoWVZLNPJ+661mZ++o17vG19tdFl6cS6V6GwW98pPD3oeP+Unnfpm8FVNMTc34btwcnetKC+9pw2aTk5Vs+FVTAbpn3++oVVd3gUsSpdJ7EEnV0wsXsWPod9N1zrN4K9IUsimqtV0uBJTeM85Lf8oFxxKlWbhiJ9+Nn5NpUSgLWURNFVsP79P87evRe7j8Di6FoEvj6fHsIc+e3CN/ARtap/t4f3T/Fnf+uUz+AjY66QUe3b/F3+c0hScbNm2Tpo+Sl1/qmL3y95UF3e/Gzc6w4JNarWbz2oUAfN7uK73ipEU+S9kbTBJYQSPcAZQs7aK34J3pW/G3Y9d+Ol6IaQsWWedP/Y7bulGzkP11nxFyOD7Am/hYtqxfhEqlomKVWlohu/pIvfe64uet6+d59OAWJiamfDv8B71RT9Vra/LThr8OJuFNfIZtBQa8IDHhDcbGxlppClJt0dwjO3tHBg2forNfEskLFdLuU26NRVoMPisM/Fbk8wwUYcvpb3PX1l+IjorApWJ1uvfSze3s/9IbpUKBsYkJzmk8IcNCg4iJ1hQhTTun3sdY5QZtO3zD2q2n+KJjT8zMzYkID2XT6nmMGdqJwIAXBs8raluMjt3681mbrlSqWhsjIyP27VjL6CGd8Pfz1jpWSmGR8CYOK+sCbNx5ltGT5vNlp14MHzOTNb8dxzp/QZISE9i0Zv576WdObej2zRCsrAsQFxvNjEkD8fR4gkqlIux1MBf++oOp43oTH6dxriuQDY/kJs2/4MvOvWnQ+HNsCtsS9jqIEf3bsGf7alQqVZaukZX3lsBXL2QPfyur/BR9uygZGxPFmuU/yb+rj52POo1ARty4cQNA9q4T5B76vNXUanWmXo+GQtDd3TV/LGbPno2VlRVeXl6yyNKxY0dOnDjB0qVLCQwM5Ouvv2bFihWYmpoSFhZGuXLliIqK4vTp0zrhlbNnz2bu3LkYGxuzbNkyRo8eLb+Ebt68mStXrlC5cmWtfL5ubpo/aEZGRrRs2ZIePXqwfPlyzMzMiIyMpFGjRri7u3Py5EmdD2lD/dO3PSoqSg4xzapnK2jydUri67Fjx/Dw8KB27do0bNiQU6dOAegUyFqxQvOwmjx5stZLjZubG02aNCEhIYGdO3dqCURt2rTh3Llz7NmzR/YCe/jwISqVSm/4+vbt2xk8eDApKSmMGDGC2bNnY2enyTukUqm0BOD+/fuzd+9eihQpIovhoJlDw4cPZ/PmzUyaNImuXbtqpXl4H/Mku2OQnh49etCjRw8aN27MjRs3WLhwIUOG6L705rTPOWlL+h2ePHkSa2trbt++Te3atQHNvB82bBh+fn64ublpiYgjR45k48aNtGzZkv3791O0qObl7MaNGzRu3Jhz584RGhpqMOQ+PQkJCXh4aD4GcutZIf0+N23aREhICDdv3pSF5g0bNjBy5Ej8/Px48uSJ3GeAI0eO0KtXL5KSkhg3bhzz58/H0tJS3l+3bl3u3LmjI6oasiO3x+pd+eKLL6hXrx63b99m2LBhnD9/nlmzZskCe2Z4eXkRHh7O9evXOXfuHBcuXMDW1patW7dqCfkAR49qPjjbt2/P/v37GTduHNHR0fJ+MzMz5syZww8//PDeclTlxAZJ2I+PjyckJER+PqUlbWoBPz+/LN2/7IxdZhh6bzEyMmLevHkMGzaMmTNncubMGaZPn06xYsUYMWIErq6u1K5dmx9/1C3AI/j/JikpkbnThxETHUnVGvXp0iNnueMFhjEklHg9z7gae1rhRfJGg1QBxcq6AI2atNE5T/JSq1mnsd6QXCk/pYNjSXnbiSO7eOXvi30xJ7p+/a3OOcnJSlm8S+/Z6vs2DLt5q46yR2lawt4W2LJPV2gptRCQtnjrncm4ZAWLt56hkoeaj9cz7t+5hp29I80+S110ktINSKLskQOa4lmduvXXqZB+6qgmd2k5lypc+OsICkUSQYEv8fJ4gqfHYwDatP+aammKd8l9TCMqnjq2h+RkJVVr1M80X2DQKz95/nTtoXtfJKTohaTE1Hdp6b583u4rnb+1iqQkOYVDy88761xPmiP5CxTCyloTtfPSz4vHD/7B2MQEMzNzjh7aRmxMFL4+Hjx95EpsTBSFi9jxrR7BMj2SwFmqrG6qq6sXNd8qTVq00/LY1u5v6neZQpGod96lb8vBqbRekV7yPv6sTRe9+yPCNZ69aW3JzbHQtlX3WZGY8Eb2ZE//W0nfh/TPmJz8NmNjojjx5y4ABgydlKGdTiW0x1Sa7wUK2si5Zd/XWOUWxYqX4PuJ8/mm33dsXruQ65fP4P/Sm2nj+7Fxx19aHr0SjiVKa6ULCAp8yS+Lp/DkkSsTR3Vnw/a/sCmseT+MjtL8zvJa5GPu0t+1vNYBijk4803f7/ht3UL+uX4eRVJSpotJ2SWnNhQoaMOUmb+wbP4Ejefr8C6YmpmT/LbgXOsvuuPp8ZgXPh7YF3PKsj1p3zNSkpM5/9cfrFnxE7u3riIx4Q3fjsh4LmTlvcX11iXm//QdyUoFrb/ozqDhk8lfwIb7d66x4de5eHs+ZcqY3iz6ZbeWV//HyCfp2ZqYmMjChZqVwnHjxr3XXIH/j+jz9vLy8pJTC+grnpSQkCCLi2nPU6vV8va4uDguXLig5c3Wtm1bAFxdXWnYsCG//vqrvFpbpEgRWTiTwjYlzp49y5w5c8iXLx+nTp1i0qRJWqLqvXv3ALQEGUgVc/z9/enYsSO//vqr/JJTqFAh2rdvD2h7IEkYEpD0CTYFCxZk3rx5NGvWjF9//VXnWmmxtLSU53Ba0XLZsmUATJ06VT4u/THnz5/n0aNHODg40KdPH63rTp48mcjISCZMmKDjiVexouYPetrfjtS/KlWqyPcAIDQ0lHHjxpGSksKSJUtYv369lpBhbGws23b58mX27t1L3rx5OX/+vNaYGBkZsWLFCvLnz094eDiHDh2S972veZLdMdCHSqXKsIhSTvuck7bSCplKpZKLFy9qzfFevXrJ45I2TPn27dts3LiR/Pnzc+DAAVk8BChfvjwmJiYYGRllKwRICts2NzfXEv3e5VkhCe5Pnz7l/PnzWmJWr1695A+OtL/P6OhoRowYQVJSEkuXLmXlypVaQmtycjJPnjzRaQ9S53za7e9jrN4VU1NTjhw5QvPmmqrDUrX7bt26yX3IiIEDB9KgQQMmTpwoe4zevHlT/l2l5e+//wY0nvxDhgyhZs2aLFu2jMWLF9OkSROUSiXTp09n3LhxudnFd7ahatWq8t+A9evX61xTrVbLOV2BLOdSzs7YZURm7y1Dhw7ljz/+oFixYty4cYMOHTpQu3ZtXF1dGTp0KNevX9eKghAIVCoVS+eNx+PZQ+yLOTF9zhotUU+QO6TmZU0nKmbg3QepomN6bzVJWKnX8DOt0HQJSWCp1/AznX2A3vDfe65XAWjRupPenIWPH/xDUlIixsbGlEoj6CgVSfi/9aZs3Lyd/vbeirSl0qVK0JfbUalU8PJtnklDXnxZQfLYk6rQHz20FYCveg7VEh4lz9bkZCXRUeHcuPIXefJa0KGrbvSJFIp+9/YVNvw6l983LOH0sb0EBb6kfqNW/LRgA2MnL5TvSXKykhfSWKcJ/5bmQ43ajTLth9/biu2WVtZaxcLSI4lxJd56QKe9Lw2b6qZc8PN9jlqtppBNEcpVqKqzXxLW096DF29FflVKCr+tW8imNfPZu2MN/1w/T5Gi9nTpMYi1v5+kUtXaOtdLS2LCG9lrUN/cl6rUu1SskUF/NX3LX8BGKyRdHxl5hSqSUsepUTP9f5OlfqdN9ZFbY5Eefc8KH69nqNVqTM3McSqh6xwWER5KZEQYoC3G5vS36eP9DFVKCmbm5lQxUF3+2dtiRunvn77iXu9rrHKborbFmT5nDWN/WARoUi+cPr4vS+cWK16CWYs3U7ioPfFxsezaukreJ4m1pUpXMJiPtmoNzTir1WrZEzM3eRcbatVtytrfT9Gr//fUbdCCci5V6NitPz8t2EC/wePlZ0XNOvrrvWSGiakpbdt/LYvtRw7+Li/26CMr7y2JCW9YufiHt2kwfmDclMUUKFgYIyMjatVtyqqNf1LcsSQJCfGsXzU7R3b/m3ySnq0LFy7E19cXW1tbJk3Sv2ojyDn6REVJvCxVqpRez7xHjx7Jwkvlyql/LLy9vWVPzFWrVmmlJYDU1Vxzc3PWrl2rc13JEyltcSSlUsmYMWMATW5IKcdlWiQBtFatWjp2Ajg4OMgeoWmRvEzt7bUrx6akpPD4sWblO60w8/LlSzmkNb2QM336dKZP1w37SI+RkRGWlpbExcXJQurNmze5fv06Li4udOvWDdAvtkp9GDdunFYuv0uXLnHq1CmKFi3KlCnaK0yXLl1i1y7NqmfXrqn5Tgx5+U2ZMoWoqCgaNWpksBAPaB7wUo7OgQMH6hXarKysqF+/PufOnZOFNXg/8yQnY6APT09P4uLiMDExkcO5c6PP2W0LwMfHh5iYGEAjxqevlC6lwgC0BHGp/9OmTaNIkdQwn5iYGCZNmkRKSgqNGzfW6w1oiLS5Y9POvXd5VsTHa8LJFixYQLly2onm03qAp/19zpo1i9DQUOrXr8/kyZN12nv27BmJiYmYmppqtRcQEEBYmOYFN+2cfx9jlRsUL16cv//+m927d7Ns2TIeP37MkSNH+PPPP5k7dy4zZswweG737t2pVq0agYGBuLq64u/vT8WKFZk6dSozZszQKjoWEKCpiPvo0SN27NihtUjxww8/MHHiRFauXMm6desYNGiQzjM2N8iJDQULFmTKlCnMnTuXhQsXki9fPoYOHYqlpSWurq6sW7eOPXtSqzJn1Ss5O2OXEZm9tyQmJnLnzh2ioqIAqFy5Mh4eHiQnJ7Nr1y5sbW3lSA6BICUlhV+WTOHWtXMULFSY2Yt/I3+BQpmfKMgWSUmJsjhaPp2oJX2klihVTuc8lUrF7ZuaRSMdQeOtIGPIG0cWMfUUOgsJCuBNfBwAJcukpiLx1SMopeXm1XMA2BVz0vL4fOHriSolBVMzc8qV17UnJSUlVbhLIzi+eRNH0NtK12nFZD/f56SkJGNiYqo35DurSF58koh66cIJChYqrJMaQBIhkpOT+fvsn6SkJNO+Sx+dyuRKRZIsEI77YTG29g7kyWuBdf6CFHdw1rvo7u/nTbJSgZGREaVKp3pwSmPtnIViOJIw7uBoWGiNiY4k+G0lemnMpPtiZV1Ar8dZZkK/JNhriWY+Gluq12pIt2+GkNciH3nzWlCsuHO2isz4eGvEw7wW+bQKoIFmvrx8G4adkbj83F3zLVYyC3NEnwAo8cLXA1VKCubmefTON635m1Z4zqWxSIuhZ4XUvoNjSb2LK7euXwA0nu62dqkpKXL623zhrdnmpKc6PWieTbeuaZ4HusWxdL3S38dYvU9ate3Gnm2/8jo0SBa/s0K+fFbUqtOEc6cP4fb4rry9uENJACIjwwyemza1QmLCG4PH5ZR3tcGmcFH6fjtO55w/D2oWsezsHQ0+S7JKkxbt+G3dQlQpKXg8e6A1lyWy+t5y+9ZFoqMiMDIyokPXfjr7LfJZ8nWfkfyyZAoebg+IjY3+qNMnfXJi66FDh5g/fz4mJibs2LEj14qFCDSEhIQQFKTJDZJWPJQEFENhwWmFF0kYA01oOmgqO+sTtSQPtdatW+v9+JX2pxVe1q5di4eHB6VLl9ZbgEepVMrCaHrPVsmeXr166Z07kjdgqVLaLwkeHh4kJCToVICXxsXJyUlL6Msu1tbWWmKr5NX6ww8/yB/Xkr3SMW5ubpw5c4YCBQowfPhwretJnl21a9dmx44dJCYm4u3tzd27d+UCQ0OGDNEKudcnskdHR7N9+3YA2SvLEN7e3vJ4jB8/3uBxkjCXNh3C+5gnORkDfUgitIuLi4433Lv0ObttQeo9srCw0PFkBggODpY9Lp2cNC/oz54949KlS5iampInTx5WrVpFREQEjx494urVq4SHh+Pg4MCSJUsytM2QrekXGd71WWFmZsbAgQP19k0SkqXfZ0REhCy+G5qfkp0VKlTQGlPJDltbWznf8vsaq9zC2NiYfv360bdvX3bs2MGUKVMICQnhp59+In/+/PIiVHrSeoAmJyezfft2RowYwaxZs4iPj5f7ExMTQ2KiJhxz0qRJOt7gRkZGLFiwgL179xIcHMzhw4dzXWx9FxumTZuGu7s7Bw4cYMqUKUyZMgVzc3MUCgX29vZMnTqVxYsXY2VlpSWkZ0RWxy4jMntvSUxMpGPHjpw/fx5nZ2d++eUXunTpQmhoKEuWLOGXX35hwYIF+Pr6snv37izZLfjvkpKSwvKFE7l84QQFCtqwaOUunJxFOq33weMH/6BUKLDOX5DyFVIXU5WK1DBuWz05Ox/dvyUXsEofTi8JAKXK6IZgR0eFExEeipGRkV7xSBJzijk4y6Gk0VERclsOTqV1zgkPC5HzkRYrrl3UTy4AVbKcXiHoVYAvSUmJGsExjZDr66URHPNZWmmJgZIwlj5nZXZJG/r714kDJCsVdOnxrU54rnRcSrKSc6cPYWxiQtevB+tcT6FQyLkEq9SopzMO+pDGxsGplNyOUqmQC82YmGT9E1ry0NXH8T92oEpJoXBRe1zezjGpbX1zRLNfElMzK7iUJpw9UfP+WbiIHXXqN8+y7emRxDfHEqUzjAxTKvQXKYqPi+XsKU2UV6Nmus4y6fHzfbuokabglISU67REqXJ6hUV/P28UiiSMjIwomWYsc2ss0mLoWREaqvHy0yc+AVw89yegey9z+tt89XZRwVCUw+ULx2VPWkPFsdI+s97HWL1PTExMKF22Eq9Dg7SiNLOCpZUm5Uba32txR82CwuuQQN7Ex+oU0AIIDgqQ/61vnr4r78OGV/6+7Pr9FwBGTZj7zlHilmlsUip0n3fZeW8JedsXS0trOXohPQ5OJeV/v4mL/ajF1k/KReLGjRv069cPtVrNsmXLsh3GJ8gcSYCwsbHRKm4jCSj6QpvT7k8vsEjX69Chg96HniSwGCr8oS/896+//gKgT58+WqkDJC5dusSbN28wMTHR8jRMSkqSPQu7d9dfrVcSadN7KBoSbAwJTtlF+vhOSkrC19eXo0eP4ujoSL9+qSs6kmerVPho06ZNqNVqRo4cqRNeKnnwnjlzhtGjRzN58mQ2bNiAt7c3nTp14ujRo2zevFm+J0qlUu9YP3r0SLOCnTevwbymEk+falZECxYsSPnyhlerpRDytF6G72OeZHcMDJHRPX6XPme3rbT727ZtqxUqLyH12c7OTva8lLYlJyfLRafmzp3LsWPHcHR0ZPz48Tx69IjGjbMXQmIorca7PitatWpFwYIFdc6Tfpu2trayZ+vDhw9JTk4mb968coh9eqRiRobyteqbM7k9VrmNkZERAwYMwMPDQ/aAnjVrVpYS05uamjJ48GCWLtUUPFixYoW8WGFhYSF/sLRurb9atIWFBXXr1gVS539u8i425M2bl/3793P48GGGDBlC/fr16dixI4sWLeLevXtyFMJnn32Wo3yzGY2dIbLy3rJ69WrOnz+Pvb09Dx8+pEuXLoBmri9fvpwNGzYAsGfPHvnvn+D/k5TkZJbNG6/1wVIiCx52gpwh5fmsXa+Z1jMj+m0RGYCUlGStcxITE1i7MjUfYFqvyJjoSMJfa6qil9QjpKXmpyyl9yNTnxiSnKyU/y2FZ6dl4+p5qNWavw3pRUbZI9Zg4Z5neu2RPSvLVNT6SM+oSn12Uu/ks9C8Exsbm/DXqYPks7SifefeOsdJNnl6PMbP15Pmn3XQK2pZWlnLHlSeb70qM0NfX8zMzLG1dwDAw/1hptdwctaIHgH+Pnqrgb8ODeTYHzsAGDBkgiwmS/elVGn9BaAzGue0qRzSzhPJC9XT/fE7pUEKCfIH0Otxa2JiIucSlkLV07N/11oS3sRR3LEkX3TqlWFbSUmJsjCYPmcwGC7GJu9/O08dnUprzd/cGou0GHxWRGneOyRngbT8dfKA7EWZXljP6W+zyNtcq96ebnLhOImI8FCtAkpp24yLjSHkrYd12vF8H2OVGwS89NFrT3CQP48e/ANAxSpZdwZISU7m7j+XASjnkupUVd6lGsUdnElJSebk0T16z71+WVN817FEaS2v+jfxsXh7PuX2zYsZLrhkxrvYoI+I8NcsmDmKhIR4Pm/Xjdr1mukcE/TKj8cPb2fZO/ifG3/L/047fpD99xbJKz4uLoaQ4Fd6j/Hz1aQryV/ABjs9z4aPiU9GbL19+zbt27cnMTGRMWPGZOhFJsg5UgGPOnXqaG2XhA59YpFKpeLEiROA4ZyI6a8nYSjcH+DFixdER0djZGREtWrV5O2SIKIvZBvgzz//BDTeb2kLojx58oTk5GTy5Mmj4/EKhlMFpLUzK/lac4IkliqVStasWYNKpWLixIlann+SuKZUKlEoFOzevZs8efIwduxYrWslJSXh6al5CEnVu2/dusXz588JCwvj6NGjdOrUSeucZ8+ekZSUhLGxsdZYSyKni4tLpuKEJHhmJDqGh4fj66vJTZU2TD6350lOxsAQGQmg79Ln7LaVdr8kNGXlfGlOt2rVitOnT3PlyhXu3r1LREQEDx48YMWKFdjY2Oi7nEESEhLke5belnd9VjRqpD8PWkbiaIUKFQyGS0nPg6z8pt/HWL1PChQoIHuzRkVF4efnl+VzpQWn5ORk/vlH82JqZmYmL7KFhIQYPFfKYxsXF5cjuzMiN2zo1q0bmzdv5tatWxw6dIipU6dSqFAhjh07Ju9/F/SNnT6y+t6ydasmlGvgwIF6U28MHTpUHhOpUKLg/w+lUsHC2aO5eukURYoWY+mv+94pVFugTUpyqmiqVqs5cmAL/9y4gLGxMZ27D9Q6tpBNUUzfem7euHpW3h4dFcG8H4fLYZyFbIpohdpKAkqRosX0euKker0aEFj0CDCFi9jJbUghyVJ/Vi2bzuMH//B5u6/etqudIssnA9FOY4/+YleyyJXea1fO45r69z8pKZEZkwbS76tGPLx3U2876ZE8ST3dHxEc+JIOXfrp9ebKm1dz3OW/Ne8VX/XUrbwuUa9hSwA2rVnA61DtnIJqtVoOyZbw1tMXQPbuO3pou3yMREpKiiyuAdSs3YgCBW1QKhT89rZqu0TY62Cmje9HXGw0LhWr07J1F3mfj1yASve+qFQqOf+svnni7+dNSkoy5uZ5tDyda9VtirGJCf4vvdn1+0qd8yLCX8ve2hkR9naxQCpelp6WrTUFu04e3a0zpof2buLwvt8wMjJi6HfTM80xLS1MACj0eMpKgmNpgx7A0jzVHqd3HYvsPCts7TTi/JOHt4lJs0hz6fwxNq2ZTyEbTZSNY7p8rjn9bUpF21JSkjm8b7O83dPjCRNH9ZBFrsJF7bVCz6WxypPXguJpiu/l1rzJTVQqFdPG92XkwC/Ys3011y6d5sHdGxzet5lJo3qQ8CYO51LladVGO1LS7cldrvx9Quv+gSYtyi9Lp+L/0hsjIyPad0mNHDQxNaXfYM27276da7nzVpCVuPPPZU4f2wvAoOHaqfZ+37CEMUM789u6he/k6f8uNqTlzZs4zp06xMiB7fDzfU6RosUYOko3BVlE+GuG9GnF1LG98fdLzf/6x/7fCH672JKW+3eusWnNAkAz/xxLpD53cvLeUqVaXaze/n1c/fOPOmkRQkMC2bNNUw+nRSv9TlgfE59EGoGbN2/Srl07YmJi+P7771m1alXmJwlyxJkzmpWRL7/8Ut6WlJREaKgmRKlECd3Qm4sXL8qFiQx5q6UV8CRev35NYGAgxsbGekUo6dwyZcrIYmRYWJjclouL7opvYGCgnIszbbXntNerXLmyXm/G58+f8+bNG4yNjXWEXH2FdCD3xFbJszU+Pp7ff/+dwoULM3ToUL3HKJVKjh8/TlhYGEOHDtXJL5uYmCivoDZv3pzSpXXDytIj9a98+fJaHpPBwZoXneyEYiQZeAEDjQdXcnIyjo6OWsWPcnue5GQMDCEJcBlVfs9Jn3PSltRXQwsN+rxGpTyoxYsXp107/Un2s8ulS5dITEykcOHCWn3KjWeFIaFZnyetJKinzRmbFinUXN919V3vfYzV+ybtAkXaxZnMSCvqpZ2/ZcuWxcfHR56L+pAWDzL6TbwL78OGcePGERwcTOPGjbUiBnKCobFLS3beW6S+FCumv3IzaJ7Nfn5+REdH59BqwafOqqXT5Fx7UZFhjBtuON/4zIUbqVazwb9l2iePUpFEz851KVLUHls7B175+8peXt2+GUL5CtrvJiYmJlSrUZ97rlc5vG8zt2/8TYlS5Xh49wYOTqUYMWYmC2d9ryugyOHhhjwWDRcDSnt+ek++zt0HsWfbr/x99gjhYcEUK+7MPdcrRESE8ePctdy+oRFh86TxgFOr1anibTlDnoFSOLq24CiJXGmFSJVKhY+UKzTN9e7cusT9O9cAuHjuKNVrNdTbVlqknK1xcTGYm+fREbDk496Ksm/i46hdr5nBsHuAPoPGcf3yX0RGvOb7bztQtUZ9ijs6ExL8Ck/3xygUiez645Z8fGreU+170XfQOK5dOkNMdAQTRn5F9VoNsS/mRNjrYJ67P6Rdh55yfsR8ltYMHjmNFYsmc/70YV54e1C9VkP8/by5f/caSoWCeg0/Y/JPK+SUYWnvS1qvaInAgBckJSaQJ09evXlRJcHeuVR5rUXo4o4l6dClL8cOb2ffznW43rpM5aq1USoVvPJ/wdPHdxgxdhZfZuJtWrFyTS6dP4brrYv8NHkQJUu7MHjkVHl/l+4DufDXEfz9vJgw8isaN/8C6/wFcL15kcBXflhYWDL5pxXUa6S/AFxa7Io5UbBQYaIiw5n74wiqVq9Hh659qVi5lpbobMiz1UsqUpdu/r7LWGT3WVGjdkN2/b4ShSKJ/j0aU7d+C0JDA/HxdGP81KWcPr6XyIgwnNIIVO/y2yxXoSotW3fm4rmj7N66iuN/7CSfpRXBgS/5snNvnEuV58nD2zreh/JCT+kKWrnhc2ve5CaxMZHYFXPk2ZN77N6q+25Vo3YjfvhppU76hWOHd3D14kksLCwpUbIsxRycCXsdjK/3M+LjNIV9+w+eQNV0hcWatmzP/TvXOXvqIHOmDcWlUg3KlKtMwEsfHt67gVqtpl2HnjRo/LnWec/dNe+wzT/7H3t3HR3F1QZw+JeEJATiCSSEhBAICU6LO7QUdz4oUpziWtyKFCkUKVacUqA4tMWluFuCBAtxdyFCfPf7Y9khm92NAYWW+5zTc+jOzL13ZyWz77z3vW8fECzsGO7eusSpo3tJeBnHi+ePpJkYjZu3ZdSE+RibmKr15eWpSGQxNCxKvdef06AAH7ZtWMK2DUuwsbWnjFMFDAwMCfTzkhbkKmljx8QZy1RmOxTmusXUzILJs1Ywf8ZQ7t+7xsiBbajf6CusSpQiJMiXyxeOk5aagmulGgzO9t3zsfrog63Xrl2jXbt2JCYmMnr0aJXVhIV3y83NjXv37gHQvn176fHo6GgpVT9T7W7QK0aNGiX9f/ZgWUxMjLTQiaYgmjJQ6eLiQrFixdS2awqGpGerA5J9Cq3S+PHjpTvHOYOtyizNvII5msajKagaHR0tPb+cbcrl8gLVP1EGCY8cOUJ8fDzz589XmyZuYGBAkSJF0NXV5ddff0VXV1fjQitmZmZYW1sTHR3N3bt38xVo1JZRqayB6unpSUJCAqam6l/KSpUqVZL2jY2NVcsADAoKkj6/ixYtksoxvI/3SWHOgSYpKSlSsC5nHV8o/HMuTF+RkZFSoDKvzNfs58LZWTGN7d69ewV+X2qjnNbcpk0blYv5d/FdUZBga+nSioyB+/fvk5KSopLJHhYWplJvM3uAOj4+XgpwZe/vfZyrdyEhIYGkpCSptmx2yqxIBwcH7O3zP5Xm2LFj0r+zB2z79OnD2bNn2bZtG3PnzlX7zIWGhkqlGbKXU0hISMDHx4fQ0FBatmypNQCeH4Udgzbr169n06ZNFC1alG3btqktMuXj40NISAhmZmZab2Rkp+3cKRX0usXFxYVHjx5Jn9+cZDIZz54pfghpy2oX/vuyZ5hkZmaoTB/PSdOUVUG7AH8v0tNSCQ70JThQuVK6BQOHTaFVux4ajxkzaSE/zByGv68nQYE+vHwZS4MmrRg2djZXL5wAUMnwgTcBDU0lBCD36eFJiQlEvp5SmTOb7es+w4mNjuT08X08dL/JQ/eblC3nysSZy6lWoy4XzvwJgL7Bm9Jb4WFBpLxSzAzIKzMwZ9kC5Yrz2ccZEuRHWmrK6/bePO5Q1hk9vSLIkVOvUQuN/eRkZPTm+rdV+6+1rsBtWPTN34buvYfl2mZJGzvWbDnCisVTeP70PjdfBwBAsUBMu87fSH/3w8OCpOBLznNtZm7J2q1HWbdiNm53ruB254pKOzkD7C1ad8XM3JJ1K2bj/eIx3i8eS3U2mzRvS/c+w1X+JilfF11dXY2LrynfI45OLhoXTHzzmqnPLho2ZjZW1rbs3bkWH68nUnBfT68IdRp8oXEhppyaftmBo3/sJCTID/e7V0l5layyXd/AkJUbDrFh1Xwunz/GhbOK956JqTn1G7ek/5Dv8p2Rr6enx9ffjGTr+sXERIVz6dxRvmqjmJmS/f2m6eaFXC7X+P5923NR0O+KSlVqMmDoZHb/toaM9HRuXD2La6UazJy/jgZNWvHbZsUaHdnfN4X9bCpNnLGM0vZOXLt8ipjoCMqVr0jPviNp2bY7P84bC0CtOk1UjnmTyf3uztX7YmZuxfJ1B/B+8Rgvz8c8f+LOudN/UKfBFwwePlXrFPXW7XvwKjmRB2438Hz2EM9niriArp4elavVYsiI6VSsop48paOjw/ipP1Kpak327ljLs8fuPHusSG4paWPHN4MmSO9LpfS0NCmzu8mX7dXaLKjCjAEUn5Pbr2+2mZlb8nntxjT9sj31Gmr/LlYuYFe3wZfSLAMzc0v6DBjLmRMHiAgPlm4wgOKz3bFrP/7Xe5ha+ZvCXrfUqd+cdduO8+vGpbjfvSqVWwHF563voPF07NrvrTKG/yk68o+pAEcOFy9epGPHjiQnJzN16tQPtijJf1FmZqZKtqK/vz+dOnXCw8ODjh07StMtQfHmL168OGlpaSqvQ3R0NL179+bp06eEhoZia2srLa4FcOHCBVq0aIGDg4PGunY//fQT06ZNo2fPnuzbt09te9euXfnrr79YtGgRM2fOlB63sLAgPj6e/v37S4s3ZWZmMnLkSP766y969erFunXrWLx4MTNmzJCOa9q0KVevXmXNmjWMHTtWrb+pU6eybNkyevfurbJqdWBgoDSFMzY2FgsLRd2nv//+m1atWmFhYSHVAgTYv38/48ePp0mTJhw8eFDbS6CiV69e7N+/HwsLCzIyMggMDJT6yc7c3JzMzExSU1Pp3Lkzhw8f1tjeoEGD+O233yhVqhS3b9+WFksCxQXI48ePVRb6at68OZcvX2bp0qVMnfpmCkJgYCCurq6kpqYyePBgNm7cqJI9Fx4eLmXWJiQkUKFCBSIjIxk0aBBbt26VLgRDQkJo3rw53t7e1KtXjxs3bkjb3tf7pKDnQBNvb28p4Ozm5qZWxqCwz7kwfZ09e5bWrVtjZWVFdLT6ipQvX76Uap16enpKpQ28vb2pVKkSmZmZzJ49mwULFqgcFx4ejq6urtbV2bN/V8jlcn7++WcmTZqEnp4eN2/eVAn+vO13haWlJTEx6tORkpKSMDMzQyaTqTy3e/fuSf3Pnz+fOXPmSOeve/fuODo6cvnyZezt7QkKejP15dKlS3zxxRcUL16chIQE6XV523P1vmzcuJHx48fTu3dv6tWrh6urK7Gxsezbt0/6Dti3bx89e/ZUOW7FihV069ZNLXj/999/88033xAVFUWrVq04ffq0FFiWyWRUr16dJ0+e0KlTJ/bu3SsFO5OTk/n66685efIktWrV4s6dO9K5GzFiBJs2bcLV1VWqja1Jhw4dOHHiBBMmTODnn9WnpL3NGHJ68uQJs2fPlkpJLF++nEmTJqnsEx4eLmWU7t27l169ehX63EHhrlvmzp3LDz/8gJ6eHsePH1fJqpbL5cydO5cFCxZgamrKo0ePVOqpC+/eycs+ee8k/OckJr4kNNif1NRXlLJzpETJUnnecJPJZPj7epKZmYGzS9Vc/8b/E17GxxLo74W5hfV7WzTNy/MxE4Z3waiYMfuPueWr/nVsTCRyuRyr1/UkP7RXyYn4+75AX98Am1L2GlfEzo/0tDSCAhX1UUuUtMuznZjoCMJDg3Aq76qxLMI/RSaTERYaSExUOCVKlsK6ZKkCBS0yMzMIDvQlOSkR+zJOmJlrDoZnZKTj7/sCQ0NDHBydC30DOz4uhpAgP4oVN6ZMWc2LYRVWYc5FYb4rXsbHEBjgg0OZ8lpvHrxvqakp9Olch7S0VH7de6nAtS7f9n3zvvh6P2Pstx35ZtB4+gxQ/32fU1ZWFpERIURGhGBpWZJSpcvkWdIiu5fxMQQF+mLvUE7ra/nk0T2mjuuFs2tVVm/6K99tv8sxAERHhhEbG4WJiRm2dmXy9RmcObEfD91vMvfHLVL5leySEhMICwkgIyOd0g5OKuUo3oeM9DRCQwJIeBlHqdKOauVw3pV2zd7P38yPNrPVw8OD9u3bSyuvb9iwQVpdPKcGDRqIRSMKaPHixaxatYpq1aqRmZkpZYZZWFiwadMmlX319PRo3rw5Z86c4aeffuLYsWNUqVKF8+fP4+Liwpo1a+jevTsVK6refcttajjkXZ9S27TiCRMmMG/ePHbu3ElISAjly5fnzJkz0srUyqyj7NlQcrk835mt2qY3ly1bViUAqm0hoIULFxIREcGhQ4cICgpSCfJpo8xsjYuLY9KkSRoDraAoJRASoshsmDZtmtb25s+fz+HDhwkLC6NGjRo0b94cZ2dn/P39uXfvHikpKSrBLm3npkyZMkyfPp158+bx66+/cvXqVRo1aoRcLufFixfcu3ePV69eUaRIEUxNTVm+fDkDBgxg+/btPHr0iBYtWvDs2TP+/vtvacXt3bt3q/wgeV/vk4KeA02cnJywsbEhIiKCzp0706xZM0aPHk2DBoppcIV9zoXpK7/1XI2NjaWgLSiyNUePHs3q1atZuHAhJ0+epHHjxqSlpfHixQuuXbvG2rVrGT58uFqbaWlpWFtbY29vj6OjIy9evJAyQidPnqyWZfe23xXantujR4+QyWQYGxtL2aegyCrs27cvv//+O3PnzmXdunWYmpri4+PDyJEjqVq1KpcvX1bLPsz+nsv+urzNuXrfjIyM2LFjh3SDSal48eJs3LhRLdD6/PlzJk+ezJQpUyhbtixVqlShaNGiPHnyRMqSdHR0ZMeOHSoXX8rM+c6dO3P06FEqVKhAs2bNMDIy4ty5cwQGBmJjY8OWLVtUzt3du3cBpGDl2yjsGAD69+9PdHQ0jx8/lgLsJUqUYMOGDfzvf/9T60s57mLFitGxY8e3OneFvW75/vvvuXjxIlevXqVdu3Z06tSJOnXqkJKSwt9//y0FlHfs2CECrYLwnpiYmOFaKe/M9ux0dXW1Tvn/EMzMLan2Wb332scDt+sAVKtRN99BL0urf/YGZV6KFTehcjX1tRsKysDQUGMGqTZW1jYfRcBZV1eX0vZlpcWsCqpIEX3Kalm8Kzt9fQMquL591qO5hdV7C1AW5lwU5rvCzNyKalqC0v+U86f/IC0tFfsy5Qq1qNDbvm8+Fnp6epSyK6O2YGB+mZlbab3BoKQsndKxa/9C9fEuxgBg/Toonl9paak88XDDtpSDVJ86J2MTUypUzD1Z6V3SNzD8V9en/2iDrQEBAdIPFoDExESt+yrr7An5d//+feLi4rhy5c30l06dOrF27VqNdeM2bdpEp06dePToEc+ePSMqKoquXbuyatUq9u/fD1DoYKumaZvx8fH4+/sD6sHP6dOnExoayubNmzl//jznz5+nevXq7Ny5k6ZNm7JzpyLVPPuUbT8/PxISEtDR0dE6TTSvRbDys5q58v8fP35MnTp18hVohTf1WA0MDJg4caLW/ZSlBZo1a5Zr/c8yZcrg7u5O//79uXXrFn/++ae0zcnJiZEjR0rTpfz8/IiPjwc0156dO3euFHT18vKS6mTq6+vTtm1bUlNTpfH369ePEiVKMHz4cNzc3HBzc5Nq4Pbo0YNp06apBUfe1/ukIOdAGz09PWbMmMGkSZMIDg5m9+7dDBgwQGWfwjznwvSV23nIuT3nc/r5558pXbo0P/zwA+7u7tKNAn19fdq3b69xwThQZAampKTw/PlzKVvR2tqaJUuWMHjwYI3HvM13RV6B5Bo1aqidyx07duDi4sKhQ4cICQmhRo0azJw5k0GDBvH1118DqK0An1ut5cKeq/dpxIgR9OnTh3PnzuHp6cmWLVvw8/Pj4MGDtG3bVq3kCCgCjHPnzmXr1q34+flJQXIAKysrxowZw9SpUzWW5qhbty73799n6NChnD9/nr17FYX3jYyM6NSpE5s3b8bG5s0PxtTUVKm+as6gb2EVdAxKR48e5eXLl+jp6VG/fn1atWrF6NGjtWYjK4OtHTp0kM5jYc9dYa9bihQpwrlz5/jll1/48ccfOXLkCEeOHAEUU8dat27N0qVL81XiQBAE4X3Jyszk3GnFbIpa9dRXsBYE4cPS9rvGz+c52zb8CMCQER9/ncuCKGVXhoXLd1CqdOGCp+/D7RvnKWlbmuZfdfzQQykQ97tXycxIp0eO8iZC4X3UZQSE90cul+Pp6UlYWBjm5uZUqFBBCphpI5PJ8PDwID09nVq1an3wD2F0dDRPnjzBxsZGLXjzLnXs2JHjx4+zbNkyjTVSc5LL5Tx69Ihq1ap98HMEiqnuHh4eGBoa4uTkhJVV4e+shoSE4O/vT6lSpbC3t8+1LmNoaCi+vr5Ur14911qv/4S3PQeRkZG8ePECU1NTqlSpojWb41085/z2VRgymUyqT+ng4ICDg0OetTXj4uLw8vIiOTmZ8uXL4+DgkK+plR/6u+LVq1eUKFGCV69e4efnR9myZQt0fGHO1T+la9euHDlyRGVl49zEx8fj7e1NWloarq6uWFtb57uvzMxMnjx5gkwmo1q1ahoXy7t27RpNmjShdu3aUvDyXcrPGJRu3ryJsbExDg4OUlmN3Hz11VecP3+e48ePq9QqV3qbc1dY4eHheHl5YWpqiouLi0otYuH9E2UEBEGV13MPkpMTOXVsL9cunaKkjR2bdv6NgaFh3gcLgvCPmTiqO45OLlSpVpsSNqVITkrkyaO7HP9rN5kZ6bTp0Iuxkxd+6GH+p8lkMp4+dqO0vRMWlu//mvFdUpTHSFFbYO9T8L7KCIhgqyDkIjMzE0tLSxITEzXW0RQE4eO0YcMGRo0aRcWKFaWp3/8VBQ22vm/KmqO//fabWub3x0xZOqd06dJ4eXl9FDfHhA9PBFsFQdXowe2lxV4sLK2ZPm8tVauLxfoE4WMSHxfD8P6tSEp8qbatuLEJXb/+lm49h2BoqH2xXkH4VH1yNVsF4WOwf/9+EhMTsbGx0TrFWRCED0PbdKlHjx5JWejLli37p4f13s2fP58xY8Z86GFIjh49StmyZenTp8+HHkqBnD17lrS0NKZPny4CrYIgCFq0ateD2JhI7B3KUbfhl+99QRRBEArO3MKK3w/fwO3uVcJCAomLjcTUzBKbUvbUrN2E4sYfblE2QfhUicxWQcghLi6Ohw8f4uvry5QpU4iNjWXDhg2MGDHiQw9NEIRsGjRoQNWqVWncuDFlypQhPj6eq1evsn79etLS0hg2bJjagn/CuyWTybh+/TouLi4aa6h+zLy9vUlOTqZq1aqf3HQpQTuR2SoIgiAIgvDpEGUEBOEf8ueff9KtWzfp//v378+vv/4qfowLwkckMjKSSpUqERsbq7bN3NycSZMmMWnSJFHvUhCEAhHBVkEQBEEQhE+HKCMgCP8QJycnZs6cibGxMY0aNaJpU7HiqiB8bEqWLEloaChnzpzBx8eHsLAwrK2tcXJyolWrVpiZmX3oIQqCIAiCIAiCIAifIJHZKgiCIAiCIAiIzFZBEARBEIRPyfvKbBUrQgiCIAiCIAiCIAiCIAiCILwDItgqCIIgCIIgCIIgCIIgCILwDohgqyAIgiAIgiAIgiAIgiAIwjsggq2CIAiCIAiCIAiCIAiCIAjvQJEPPQBBEARBEARB+Bg4lDL90EMQBEEQBEEQ/uVEsFUQBEEQBEEQAJlc50MPQRAEQRAEQfiXE2UEBEEQBEEQBEEQBEEQBEEQ3gERbBUEQRAEQRAEQRAEQRAEQXgHRLBVEARBEARBEARBEARBEAThHRDBVkEQBEEQBEEQBEEQBEEQhHdABFsFQRAEQRAEQRAEQRAEQRDeARFsFQRBEARBEARBEARBEARBeAdEsFUQBEEQBEEQBEEQBEEQBOEdEMFWQRAEQRAEQRAEQRAEQRCEd0AEWwVBEARBEARBEARBEARBEN4BEWwVhI9EVFQU7u7uREdHf+ihCILwEfvrr78YPnw4ERERH3oogiAIgiAIgiAIQg4i2CqoSU9PJyYmhsTExA89FEnnzp2xtLRk1apV76xNuVxOUlISkZGRyGSyd9ZuQV29epXPPvuMkiVLUqtWLcqVK0dWVtYHG48gCB+3O3fusHnzZuLj4z/0UARBEARBEARBEIQcinzoAeQlKyuLq1ev8vTpU54/f46JiQmVKlWiXbt2WFpafujh/af07t2bc+fOqWRWWltbU7VqVWbNmsVXX32ldsyBAweYMWMGEyZMYOzYse9tbNeuXSMuLo6KFSu+dVsXLlxgzJgxeHt7k5GRAYCBgQGOjo506dKFGTNmYGFh8db95Mf9+/dp0aIFGRkZVKhQgYoVK2JjY4Oent4/0n9BBQcHc/78eTw9PUlKSsLV1ZUOHTrg6Oj4oYcmCEIeoqKiuHTpEgBdunRBX18/1/2jo6O5du0ad+/eBaBevXo0bty4UH97C9PWq1evuHv3Lg8ePMDLywsnJydq1KjBF198ket3pFwu58yZMzx8+JCAgAAcHR2pXr06rVu3Rlc3//eYIyIiuHLlSq77dO3alSJF1C+lvL29cXNz48GDB2RlZVG9enUaN25M2bJltbZ18eLFXGc2uLq6Ur169XyPXxAEQRAEQRCED0NHLpfLP/QgtDl06BDTpk3D19dXbZuVlRXr1q2jV69eH2Bk/z2pqakYGxuTlZVFlSpVsLOzIysri2fPnhEWFgbA4MGD2bZtm8pxDRo04NatW9SqVYt79+69l7EFBgZKwbzw8HBsbGzeqr3Zs2ezaNEiLC0tcXV1xcLCgoiICOlHsYWFBRcvXqRGjRrvYvhapaWlUbNmTZ4+fcqYMWNYu3bte+3vbQ0bNozt27eTmZmp8riRkRErV65kxIgRH2hkgvBpePjwIatWreLIkSPExcVRvHhxXF1dadasGWPHjsXJyUnjcUlJSaxYsYIVK1ZIMxbi4+MxMzPT2teBAwcYPny4WvZsiRIlOHz4ME2aNMn3uAvallwuZ/fu3UybNo3Q0FC19urXr8+uXbtwdnZW23b//n2+/fZb3N3d1bbVqVOHnTt35vum3e+//06/fv1y3ScxMRFjY2Pp/4ODg5kyZQr79u1T29fQ0JDFixfz3XffoaOjo7bd2dkZHx8frX1NmjSJ5cuX52vsQuE99BSlfAThQ8vIyCAwwBddXV0cy5Yv0I0yQRA+HZmZmfz4wzSqVPuMbj1yv2YTBG1quFq/l3Y/6szWoKAggoKC6NOnD/Xq1cPR0REvLy9Wr15NcHAwAwYMoFKlSu89KPYp8PDwkAKNjx8/lh7Pyspi/fr1jBs3jl9//ZU2bdrQo0cPafuwYcNIT09n9uzZKu15e3uzbt06nj9/zunTp99qbA8ePADAzs7urQOtoPgxDjB37lzGjRsnPe7n50e3bt148OAB33zzDR4eHhp/EL8rp06d4unTpxQtWpRFixa9t340KczrEx0dTb169ejYsSMVKlTg6dOn7Nu3jydPnjB27Fjq16/PZ5999n4HLgifqP379zNgwADS0tKwtLSkbt26BAcH4+7ujru7OxUrVmTYsGFqx+3Zs4fvvvuOyMhIDA0N89XX2rVrGTduHEWKFGHWrFm0bt2a8PBwduzYwYkTJ2jRogVnz56lefPm76WtZ8+e0a9fP4oVK0a3bt1o2LAhZmZmuLu7s23bNm7dukWrVq2k70+liIgIOnToQGhoKF9//TWTJ0/G3t6eR48eMWXKFO7evUu3bt1wc3PDyMgoz7Erb/TWrVsXFxcXjfvkzA6eNGkSBw4coGrVqrRo0YLPP/+ckJAQDh8+jLu7O5MmTcLY2FjttcrKyiIwMJCiRYvSvXt3jX3VqlUrzzELgvBuyeVyUl4lk5qagrmF1UcT9Bs/qi/u924xfPRk+g54Nze7M9LTSU5OQl/fgOLZbiL9k1JeJbPxl2Xs2bmFjIx0AMZPnsOgb9/f7DlBEP695DIZhw/sJCkpUQRbhY/ORx1sHTBgAF27dlWbdtevXz8qV65MbGwsmzZtYv369R9mgP8hygBkzmCZnp4eY8eO5fz58xw5coQTJ06oBFsHDRrEoEGD1Nr77bffWL16tdYfjYUZ2+eff/7WbWVvL+dzdXJyYvv27Xz++ec8efKEgICAXKd8vq0TJ04A0LFjR0xNTd9bP5oU5vXZvn27SiZct27dGDRoEI6OjmRmZnL8+HERbBWE9yA8PJxhw4aRlpbG5MmTWbJkiTSNPiYmhm3bttGzZ0+Nxz558oSkpCRmzpzJF198QcuWLXPtKzg4mJkzZwKwd+9ele+Ibt260atXLw4dOsSsWbO4fv36e2mrcuXKzJs3j/79+6tl6/bt25cmTZrg5+fHL7/8wqRJk6Rty5cvJzQ0FAcHB/bu3SsFRUqVKoW9vT1Vq1bl2bNn/PXXX/Tu3TvXscObYOvs2bPp2LFjnvsDTJw4kS+//JJhw4ap3KybMmUK3bp14/jx48yaNYsBAwaoBL+DgoLIyMigWrVq7Nq1K199CZ+msNBgHj28h5/PC2JjoilTthxVqn7G57Xqf+ih/afcuXWVH3+YRlCgnzSjp4i+PnZ2DnzxVVuGDJuAqZm5yjHp6WmMG/ENCQnx/LJlPxYWVu9tfPfdbpOY8BKnchXeuq1pE4dx+8Zl4uNjpcfMzS1xdqnItyMmUr9hs7fuI7++nzGWc2eOUbSoEbXqNCM1JYX6DZr+Y/0XhEwm486tq3h5PiEo0B9LK2sqVqpOsy9bv9dkDUEQ3o17d64TGxuNY9nyuFasmuf+jz3u88TjPn6+XjiVq0D1GrWoVKVwSX9xcTHcd7vNEw9FXKJa9Vp8XqseZubaSxkGBvjy7MlDnj97jEyWRQXXKnxesx6l7cvk2ld4WAg3r1/Ez9cLuVxO+fKu1G3QFLvSDgUac0x0JG73bua6z5dftVcrr5WS8oonHvfxfPaYwABfSts74lKxCnXqNdZaFqywfX1sPurRWVpaaqznZmNjw1dffcWBAwd48eLFBxjZf4+2AKRSnTp1OHLkSK5THDW1V5AAaXh4ODo6OpQsWVLlIkVbWz4+PlhbW+c6FTaniIgIqSyCpozo6tWrY2BgQHp6Oj4+PhqDrenp6QQGBmJkZETp0qXz1W9mZibe3t44OjpKGVVnzpwB4Ouvv8712ML0B9rPJxTu9dF0nkuXLk3lypXx8PDg1atX+W5LEIT8O3v2LAkJCZiYmDB37lyVCxMrKyumTp2q9dhBgwYxevRo7Ozs8lXq5ZdffiEpKYl69eqp3YzR09NjwYIFHDp0iBs3bnDlyhWaNtX+I/ht2po7d67GNhs2bEjbtm05ceIEV69eVQm23rx5U3rOObPPqlSpQrVq1fDw8FCZvZEb5d87bVmtmtSrV4969eqpPa6vr8/cuXM5fvw40dHRPHv2TOXvbWH6Ej4tCS/j+XHBNM6c/Evjop5Nv2jFgh/X5fpDTci/O7eu4ufrhamZOWWdnDE1NScmJgrPZx7s2PYLfxz8na07/1L5gX7v9nVu3bgMgMeDezT9ovV7GVtYaDAJL+MBqFip2lu1lZaWyt+njyCTySjv7EqJkrZkZWXh5+vFvTs3uHfnBp3/14f5i1a/g5Hn7vjRg5w7cwwLCyu2/X6UcuU/3u/DRw/uMXPKSIKD/NW2Va32OWs27cHS8v1MSxUEQfHbet/urZw+8ScAZ07+ycP7d3CuUIkOnXvQqm0XrTMR7rvfZvXyBTxwvw3AN/2HM2XmQq19xcXFMHfmOK5cPKu2rWOXnnz/wwoMDPI3ewzgzKm/WDhnEomJCSqPW1hYsWLtdmrWbqDyeER4KCt/mseZk3+qtaWvb8C4ibPoO3Ck2u99uVzOulWL2bV9A+npaSrbDAwMGTpyIkNHTsz3uG/euMzsqaNy3eeGmx9FihhL/Z84dojVy+cTFRmhtm+1GrVY9NN6yjiWe+u+PlYfx1yYQlDWcStTJvdIvpA/eQVbg4KCAKhW7c1F3eHDh7G1teWLL76QHuvevTu2tracPav4Mlq6dCm2trbY2tpy8OBBtXYPHjxIz549cXR0pFSpUtja2mJpacnx48elfZRlBGrWrImPjw99+/bFzs4OZ2dnrKysGDduHPktPax8nk5OThqDh5GRkaSnp6s9V1AEagcOHIiZmRkVKlTA3t4eOzs79u7dq7JffHw8tra21KlTB4BNmzZhbW1NpUqViIiIoFWrVtja2krndPjw4dja2lK2bFmVH1D57a8g57Ogr09eYmJiePr0KaCo3ysIwrsXEhICKG40GhdwaqezszN2dnb53l/5HamtJmvFihWpXLkyALdv3/7H2sp5HLw5L0omJiYAWi+ulVP+83uTydfXlyJFilCunPpFYGFkrxWbc+zKLFoRbBW0MSpWnJvXLlHWyZnBw8az9OctLFz6C207dAPgysWzLJo35QOP8r/j+VMPAEaMnsLOfadYt3kvew+f49jZO7hWrEpiwktmTh6hcv1ZtUYt6tZvQss2naiXIxv0z0O/M+rbnpw7c+ytx+b5THHDqERJG6ysS75VW14vniGTyTAxNePw8Wts/PUQW3b8yZlLD5k2azEARw7v4ezpI2897rzs3PYLAN2+7vePB1oL+voUNTIiLjaaXt8MYe7Cn/lx+UbadfwfBgaGPPa4z+L52m+CCoLwdlJSXjGkXyeW//g9Tx8/oKyTMy6uVYiNiebalXOs/GmexuNexscxbuQ3DOrTgQfut9HXN8izr+SkJPr87yuuXDxLpSo1WLJiE9v3HGf85DkYG5tw7K/9jB3eJ99j37trC9O+G8qrV8l8O+I7fv39KD+t2kqTZi2Ji4th2MBu3L2tOnNsxZI5nDn5J+UrVKRP/2H88ONaxkyYScXK1cnISGfF0rkcPqA+K2rLhhVs27SK4sYm/PDjWk6ed+fw8WsMGzWZzMwMfln9I0f+0B5XyCnk9c2lqtU+p33H7hr/K5KtvJavzwtmTx1FYkICX7Zsz8Sp85mzYCU9eg2kiL4+Hg/dGDG4B2lpqW/d18fqo85s1ebkyZNSBotYlOftZWVl8ejRI0Dzj9D09HQuXLgAQOPGjaXHb926RUREBC1atJAei4mJwdTUlIgIxd2L7MHwqlXf3P1/9eoVY8aMYfv27YDiR3KLFi0IDg7Gy8tLCnTGxsYSEBAAKH4oN2nShIyMDGrVqsXLly959eoVa9eupUqVKgwfPjzP55pXRuepU6cAqFChAiVLvrmAff78Oe3atcPPz4+aNWtSu3Zt3NzccHNzo2/fvjg4OEjnJiAggIiICFxcXDh69Kj0HrW0tKRMmTLExsZiYKD4cjcwMJACIa6urlKQoCD9FeR85vf1yY+kpCR69OhBVlYWzZs3p0OHDgU6XhCE/FF+Nr29vdmyZQtDhw59b315e3sD5Fofu0yZMjx9+hQ/P79/rK3sAgMDAcV3ZnYdO3bk9OnTbN68mREjRqj0e+XKFe7fv4+BgUGepRQAUlJSCAsLo3z58mp1WQtLOW5NYxeZrUJe9PX12fTbYSq4VFa5odCh89eUtndk68afOXv6CNNjfsTSqsQHHOl/w/NnimCrayXVa6PS9o7M/3ENvbp+iY+3J6EhQdIUTlNTMzb/9odaW2lpqSyYMwmZTMbEafPfwdgU1+wVK1V/+7ZeB5Ur5nieenp69O43lNs3r3DpwmmuXvqbVm06v3V/2kSEh/LC8wkA7Tq+fQmygijM6+PiWoXTlx5iYvKmDFjbDv+jWLFJHNq/kysXz5KZmfnRT3EVhH+jTeuW8fD+XaxL2LBlx59SORWZTMYD99tEhIdqvPFuYGDAjasXqFL1MyZMmcfOX3/h6uW/c+1r/ZolhIUGU7lqDX79XVHiBODzmvWoXbcRg7/pyO2bV7h5/RINGjXPta2I8FDW/KxYp2XJis20bNNJ2taiZQemTRzKuTPHWLdqETv2npS29Rs0kjr1m9C9Z3+V7NUBQ8YwcexArl46y7qfF9Gpa08pwzYpKZENa38C4Keft1KnXiPpuFHjpuHr48m5M8fYtnk1nbvlXVoLIDhIEZMZOnISzb7Me+ZGeWdXRoyZQscuPSlt7/hmQw9o36kHg77pQGhIIPt3/0r/wapZrAXt62P1r8hs9fb25vbt26xcuZK2bdvSpUsXSpYsyenTp6lbt+6HHt6/nqenJykpKRgaGlKpUiW17VOmTMHLyws7OzvatGkjPa4pcHnx4kV++UVxZ7p06dJ4eHhI/ynbfvXqFQ0aNGD79u2UKlWKc+fOERcXx7lz53j+/Dnx8fE4Oio+kA8fPpTaHjBgAL169SI0NJTTp08TFhYmtakMkuYltwxeX19fJk5UpNIPHjxYevzp06c0bNiQsLAwdu3ahZubG5s2beLevXu0bNkSmUzGnj17VNoB0NHRYdCgQXTq1Ak3NzciIyPR1dXl3r170sJcTZs2lc7PoUOHCtVfQc5nfl6f3Li5uXHixAnmzJmDs7MzFy9epFWrVhw+fFjUpxKE96Rt27bS37phw4bRs2dPKaP8XVN+V+RWMkZZCkV5I+yfaEtJJpNJWbA1a9ZU2danTx+qVKlCaGgoLi4uTJ8+naCgIBYsWEDr1ooaelu3bs1X6Rk/Pz/kcjn+/v6YmppiampKpUqVGDhwILdu3crXWHO6ceMGoCjJUr58eZVtyr8bI0eOlErGNGrUiLVr1/Ly5ctC9Sf897hWrKrxB2T24FSAf/7KPQnaxURHEh2luCntoqGOn4trFSmjRtM08pyU2aMGBob5rrGakZ5OcJC/xowfKUBaWXUGVlCgn9q01LwoA7euFTWXI6hS7fPXbftrbSMuLgZfnxekpqbku9/Y2GhCgt9879+8dhFQ/Dgv7+yq7bBC95fb+SzM6wOoBFqVGjRSzPbLzMwgMzMj320JgpB/Z08fBaB7z/4qn1ldXV1q1m5A2w7/03icUbHibP7tD3Yf+lsl+KhNyqtk9v6+BYDR42dIgValatVr8sVX7QD4dfOqPNvbt3sbKa+SqVq9pkqgFRQ3uEaPnwHAw/t3cbt7400/NWrRo9cAtd/a+vr6jBitmNESHx+Lr8+b8pqPH7kjl8sxMTXT+FzbtlfMign09yHj9azevCj/DjiWLZ/7jtmMGDNVNdD62mc169K46VcAuGuozVqYvj5G/4pg68CBA6lfvz6TJk3i9OnT2NracvPmTVq3/vdGuT8mygCkq6urVAswOTmZq1ev8sUXX7BmzRqKFCnCgQMHVGroassSzaskwaJFi3j06BEuLi7cvn2bFi1aqNQgVE4Fzd4WKBZGWblypZRlZGpqSufOirvsOadk5vVclVNX5XI5AQEBLFu2jM8++4z4+HjatWvHtGnTpGOmTJlCXFwcEydOpG/fvirtKQOU2b/8PD09AUUmVfPmzfnjjz+oWbOmynPM7RwVtL+CnM+8+s7Ny5cvqVOnDh06dGDBggUkJCSwZ88eTp8+rbG2siAI70aRIkX4888/adZMMS1Vudp9t27dpDIr74qy/MmBAweIjY1V2/748WMuXlT8KC5atOg/1pbSli1bCAwMxNzcXG1xRnNzcy5dukTfvn1JSEhg6dKllClThjlz5lC8eHFu3bpFv375W6nW398fCwsLypQpg7m5Oa9eveL58+fs2LGDBg0asGDBgny1o5SamsrixYopuRMmTFC7YA4LC8POzo5SpUphYGBAaGgoN27cYNy4cdSsWTPfwWjh0xQVGS7927aU/QccyX+DMqvVrnQZjQG12JgoMjMUgbQKLm9uVPfr2YYvG1XmyiVFqaZHD+7xZaPKjBysCIZnZKTTsmk1vmxUmb49Wqm1GxMdycqf5jKgdzsa1S5Hh5Z1qFfDgWEDu6ns5/lcUUagYuXqBAX6MXPKCL5qUpWOrerSrF4Fliycke/yWsrAbc4MXqWI8BC156l08thh/tehMV80qEi39o1o8Lkjk8cPJjYmSmW/dasW82Wjypw5+ScR4aEMH/Q/vmxYiY3rlnHj2kW+bFSZJYsUiykGBPjyZaPKfNmoMnt2bi5Uf0p5nc+Cvj754X5PcTPOpWJVtcCMIAhvTy6XS3/zHMoUvMxTznqouVHeiAFFJqsmX7VWzOz0eHRf4/bslH9batbWvKClU7kKUgkVj4fu+RqjUzln6d+REWHSv4sXV5QdS0l5RUaG+o2fIkUU8ZTyzq7oG+RdTgEgJNgfPT09SjuoB08Lo+zrsUdGhqlte9d9fSj/imBr9+7dGTlyJJ07d8bOzo6goCAqVarEDz/8oHGRAKFglMG3R48eYWhoiI2NDSYmJjRt2pRLly5RrVo1jh8/TqNGb+6KBAYGSj+ecwbtcgvmvXjxguXLlwOwbt06HBxyXwUve43VpUuXqm1XBl5zm6aqlJiYKGVYde/eHUtLS0xMTChbtixTp04lPT2dcePGsWfPHumH8KVLlzh58iQlSpRQCcAqt/3+++8AdO3aVXr8+fPnABQvXpx169ZpXGVP2zkqaH8FPZ+59Z2XpKQkpk2bxoABA3BwcCAlJYUhQ4awf//+ArUjCELB2dnZceHCBXbu3Em1atWQy+X8+eef1KxZk4ULtRf1L6jJkydjaWlJbGwsrVq1ws3NDZlMRkhICDt37qR58+bEx8cDqJRaed9tgaKm9uzZswGYMWMGFhbqCwF5eXlJ38HKYCkoSqiMGDFC5QZebtq1a0dsbCw+Pj4EBgaSkpLCtWvX+OorxV34OXPmFOi8L168GD8/P0qWLMnkyZPVtl+9epWQkBA8PT15+fIlUVFR/Pjjj1hYWODr60uTJk2kWvWCkF1qagpbN/4MQOOmX1HKTgRb35a2zFGla1fOA1DGsZxUsiE5KQmPh27ExkRJmTjh4SFYWFpJgU9zc0ssLK2wsLSianXVzPw7t67xdZcv2Pnreh7ev0tp+zLUqdeI4sWNKZVtxeiX8XGEhQYDoF+kCIO+6ciNqxep4FqZokWNkMlk7Pt9K4f278zzeWZlZeHlqZgloWmhrYz0dO7cugbA57XeBAfkcjlrVi5k5pQRREaG82XL9rRu1xVjYxPOnTnGzCkjVdrx8XpObEwUJiZmTBo3iNs3rwBQqXJ1wkKDsLC0krJAraxKSOfI+XWAt6D95fd8FuT1yY8L506yf++vAEycOq/AxwuCkDcdHR3KV1DUwP91y2pexse9t74CAxUlrooaFaNYcc1rJpR6fYMzNeWV1hs/SkEBivasrLRf8ypvmGbP/M9NWNibhLOyTm8Cr1Wr18TSqgSZGRls36K6wKFMJmPf7q0ANG2evxtLqakpREVGYFe6zDsrrxX+euzZx/2++vpQ/hWFZCZMmCD9OzMzkx07djBixAjmzp1LcnKyxiCckH/KH58ODg7o6Oggk8lo0qQJzs7OtGzZkp49e6pl4bi7u0vHWFlZaWyvRo0aan1t3LiR9PR0mjdvnq+6ecqsrX79+mnMfAoLC5PGkZ+25HI5hoaGlC1blvj4eOzt7SlfvjyVKlVixIgRaguubdiwAYBatWqxc+dOUlNT8fHxwc3Njbt37wLw7bff0rx5c+kYZemDIUOGUKpUKbVxvHr1ihcvFGn+ObOCC9pfQc8n5P765KZ06dL8+OOPAGRkZDBp0iTWrl1L//79adu2bb6m5gqCUHi6urr069ePvn37snPnTqZNm0ZERATff/89pqamUnmSt2Ftbc3evXv55ptvcHNzo3bt2hgaGpKWpljFdPDgwdy7d49Hjx7h5OT0j7WVkpJCp06diI6Opnnz5nz33Xdq+5w8eZJu3bqRnp7O4MGDWbJkCdbW1vz999+MGzcOd3d3mjVrxsWLF6lVq1aBzou+vj6NGjXi7NmztG/fnlOnTrF48WJGjRqVZ2b/oUOHWLhwIXp6euzcuTNfi5xZW1szffp0mjRpQvPmzQkKCmLNmjUsWbKkQOMW/nteJScRFORPaEgQt65f4urlc4SGBNKxS0+mzf7xQw/vP0GZfZSzjikoygasWPI9AF3+92ZRlBeeimzTYsWLSysrt2rTmVZtOjOgdzse3r/L2Imz6NZDPbv+6J/7mDdrPDKZjO69BjByzFRp4SuZTEZatunyns+fSP+ePX0Mnbr0YvzkOejr65OUlEi/r1vj5+vF9Svn6NFrQK7P09/Pm7S0VPT1DXDSsCDVymXzCAzwpURJGxo1+VJ6fNG8yRzav5M69Rqx9OetWFpaA/DA/Q4D+7Tn1o3LxMZESYFoZe29Q/t34OPtybxFq/nyq3YYm5iiq6tLtx79aFTbicyMDJas3KyWQVbQ/vJ7PvP7+mgTEx1JYIAvQYH+nDn5F9evnqeoUTEW/bSeuvU1LwwpCMLbGz56Mt+N7o+P13O6dWjMqHHT6NjlTb3Sd8XO7k0gNSY6UuOChIbZ4hOhocG51kwvZWdPcJA/QUHa1ylQxjuUN9Xy8vD+HQCMjU1wKPPmWlpHR4fR46ezYM4k1q9ZyvWrFxgyfAIlStiwcO5knjx+QKUqNfh2xMR89RMSrFh3IDQkkIa1ygJQsmSp1yUOBlL9s9r5akdJJpPh8dANUNx4e599fUj/imBrdkWKFGHIkCEkJCQwceJEVq5cyejRo9WCZEL+KQOau3fv1rpqdE7asiOTk5Px8vLSuA3eBCKV2UG5SU1NlTKUunXrpnEf5cJe+QkcKsfcqFEjzp8/n+f+2ds/ffo0p0+flh63tLSkU6dODBkyhE6d3tRcycjIkGopduzYUWubWVlZGBkZqS2SUtD+CnI+Ie/XJ7/09fVZtWoVBw8eJDw8nLNnz9KjR49CtycIQv7p6OgwYMAAunTpQuPGjXn8+DFz585lzJgxGus5FlSrVq3w8PBgw4YNuLm5ER8fT82aNfnqq6+oXbs29vaKi8/83OB5F23JZDL69OnD7du3KVeuHIcOHVK7052cnMygQYNIS0tj6dKlTJ36ZiXoVq1ace/ePWrVqsWLFy8YM2aMtMhmQeno6LBw4UJOnTpFSkoKd+/ezbWk0Y0bN+jXrx9yuZxly5YVuPxRo0aNaNu2LceOHePy5cuFGrPw3/LooRsjBqsuIDR05CRGj5/+gUb036PMbC1XXnGNJpfLCQsN5uypI2zesJxXyck0bvoVg4aOUzvGxbWqSoKCTCbjxevsUU11UWNjoli2eBYymYzxk+cw6NuxKtt1dXUxKlZc+n/P1zVWQbHAyOQZb0qaGBub0LxFW/x8vTROy9T2PMs6OUuzsFJeJfPs6SPWr1nCvTs30NPT46dV2zAzV8wk8HjkzqH9Oyle3JifVm3DwuJNwoWjU3l0dXWRyWRStqhMJiMwQFGT+sqls2zffZxqNVRvdgUG+PIqOVlx/lyqqGwraH8FPZ95vT652b5lLb/v2Cj9f/2GzVi8bINYoE4Q3rMvWrRlzoKV/LRoFjHRkSyYM4mN635i0Lfj+F/P/hga5q80VV6cXSqjr29ARkY6B/b+xsixU1W2y+Vy9u7aKv2/YR7B3qrVPufu7WucPXWEsRNmSd+rSt4vnnH3tmI2gYFh3oHjtLRUtm5cBcA3A0aoJcf97+v+mFtY8eMP03h4/y7jRnwjbevWox/Tv/8x3wHq0JBATEzNMDU1JzMzg6jIcPz9vPH38+bYX/sZNW4aw0apz9zS5vCBXYSHhWBiYkrnbn1Utr3rvj6kf12wVal79+5MnDiRzMxMbt++LYKthRQQEEBsbCw6OjoFynTUVq/14cOHyGQyjI2NcXZ2VjtOGRysUqWK2racPDw8yMzMxMjISFqNO7usrCw8PBQXivkJHBZ0+nxaWpoUmPz1119xdHSkePHiWFpa4uzsrHFBqKdPn5Keno6BgQFNmzbV2K4yuF21alWVEgOF6a8g51O5f26vT0Ho6upSrVo1wsPDuXz5sgi2CsI/zMzMjHHjxjFs2DDi4+MJCAjIM0M0v2xtbZk/X31V5lWrViGXy3Fycsr3d+nbtJWVlcWgQYP466+/sLGx4cSJE2qzKQBOnDghLUI4ZswYte3GxsbMmDGDQYMGcevWLeLi4jSWIcgPZc1vgLg47dPX7ty5Q/v27UlNTWXcuHEas3Hz29+xY8dy7Uv4dNjalqZX329JSkwgOCiAh/fvsGXDCq5cOsuSFZsKtMCPoC45KYmg11NHJ48fjImpGRkZGaSmvAJAX9+A3v2GMmrcdJXrMm3ZsIH+vqS8SkZXVxdnl4pq/a1a/gOJiQnU+LyOWmBQE2WA1K50GSZMnqO2XVmHL7dpqm/GrAjcer14Sp1qdpiYmhMXGy1td3apxMQp81QyTVcvV3yXDxk+QSXwmZSUyMqlc5HJZHz2eV0pAywsNFhalKpX36FqgVbFOBTPyaGME8VzZP4XtL+Cns+8Xp/cuFaqSu9+Q/H39eLWjcvcunGZyeOHsGbjboyNTfJuQBCEQuvWox916zfht61rOfrnfqIiI/hp8SwO7vuN1Rt+l2YYvA1TUzMGDR3H5vXL2bbpZ4oaGfG/Hv0wMirG48f3ObDnV04d/0Pa39LKOtf2+g8ZzeGDu0h4Gc+IIT34fv4KKlauRlRUBHduXmH5ku+lRQ7zagtg68ZVhIYEYmFpzYDBo9S2p6Wl8vTxAxITFAutlnd2xd/Pm6ysLE4cPYillTWjxk3PV6JGk2YtuXrHW/r/jIwMHnu4s3HtT9y+eYX1a5YCOgwbNSnPtmJjovhllWIdg8HDJ2BqZv7e+vrQ/rXB1uxTlpVTEoWCUwb+nJycMDVVXwRAG23BVmXws2LFimrBwfT0dKnOa5Eieb/1lGOrUqWKxrqnz549IyUlBV1dXapXr662XVt7+Q0QpKamkpWVBUCzZs0oVy7vL23lealSpQoGWopNawv6FrS/gp5PyP31KQzloi0uLurTzwRBeP9q134zleZ91zV68eIFc+Yoftxv2LDhrb5D8tNWVlYW/fr1Y+/evZQsWZILFy5QsaLmH8N+forgiJmZGcWKFdO4T/bvqZcvXxY62Jp9sSptNylv3rxJmzZtSEhIYMyYMaxevVrjfgXpr6ClX4T/prLlnJmerVxAcJA/c2aMw/3eTfr3bMMfJ65ToqTtBxzhv5vnc8V1kr6+AXb2DiQmJGBja4eDQ1mcyrvQo9dAjXVxnz1RBC5z1j5VBjTLOjmrZVslJiZw9M99AIz9bla+xvf89eJYHTp/rTF7KzoqAgCbUnZ5t/U6cGtjayeVEatZuwEOjk40aNiM1u26qnw3+/q8kLJd9Q0M2L1jEy9fxuPl+QR3t1u8jI+jZElbxk95EwR+4akoe6Crq8uQ4eNzHUfOGrkF7a9Q5zOX1ycvHbv0pGOXngB4ez3n236dcb93k60bVjJhytwCtSUIQsHZO5Rl9vwVfDtiIsuXfM+5M8fw8/Vi6ICu/HXyhkoWe2ENGT4ef18vzp4+wurlP7B6+Q8U0dcnMyMDK+uSDBo6ju1b1mBUrDjmFurJANlZWFixZMVmZk4ewbMnD+nT/Sspcxag8//68NTjAV4vnlLaPveFof4+fZQtG1agq6vLoqW/qNWUTUtLZdyIb7h98wql7OyZMnMRX37VjtiYKH7dspbdOzaydePPhAQH8OPyTQU+L/r6+nxesx4bfz3EmGG9uX71PNs2raJnn8FqGbvZpaamMG5kX+LjY6ldtyF9B4x4b319DP61wdZjx45J/87+Y1MoGG1B09xER0cTHKyoI5IzYKj8waspu8rAwABHR0f8/f25c+cOHTp0yNfYtAVHldtdXV21/rhWSk9P58kTxQVffp+rmZkZ1tbWREdHc/fu3XwFW/MT0NV2zgvaX0HPJ+T++hTUiRMnpNqzjRs3fuv2BEHQLCEhgaSkJOzs1H88b9++HVDUrVZOyX8fwsPD6d69O4mJiQwcOFBtOnxCQgI+Pj6EhobSsmVLrTeb8tMWKOqzf/PNNxw4cEAKtGbPKM1JGUiNi4sjICAAR0f1i9THjxVBihIlSlC2bFnpcR8fH0JCQjAzM8tXQFN5zi0sLNRKwQBcu3aNdu3akZiYyOjRo1m7dm2ebWoTGhrK2bOKlc3r19e8eq3wabN3KMvajXvo2r4hkRFhbFj7E3MWrPzQw/rXUgb+PqtZly07/szXMRnp6fj6eAKKbEdN7eV8HMDrdSDSwMBQZQEqbdLSUvH3VcyAatGqvcZ9lG26uqr3l5Pn68Dtj8s35muFbmXbWVlZrFjyJqCqo6NDBZfKdOzck6EjJ6r8+PV8nbVavUZtlczU7JSZra4VVcdc0P4Kej4h99enIJwrVGTkuGn8+MM0rlw6K4KtgvAPsi1VmuWrf+WvQ7uZN3sCEeGhHDqwk34D1RfPKyhDw6L8tGorrc924dqV83i9eIqNrR1Vqn5Gxy492bhuGQB16zfWmByWU8PGX3Do2BUO7P2NZ08ekpjwkopVqlO/QTMqV/2MVs0UN50aNGymtY0H7neYNVWRyfrd1Hk0zFZTW2nvrq3cvnkFK+uSHDhyGRMTRVKdpVUJJk//AadyziyYM4lTx/+gY+eeGtvIDx0dHcZMmMH1q+dJS0vlicd9rW3JZDJmTBrO40fulLZ3ZPnq7QVKFClIXx+Lty/u9h6tWLFCCg5l9/fff0vT8Vq1aqXxx46QP4VZmV55jIWFhcoPVkAKwqampmo8tm3btgCsXr1aCkwqZWVlER39ZvqScru2H78FGfuTJ0/IyMigaNGiWjOjNFEGML/77juCgoJUtsnlcilTNOeYtQV0MzMzcy19UND+CnI+Ie/XJ6ebN29KAYrs/vjjDwYOHAgoFuyqWbPgq7YKgpA/e/bswcnJiYEDB7JhwwYuXLjAoUOH6N69uxTIW7Zs2XvpOzExke3bt1OlShU8PDxwcHDg559/Vttv6tSp1KxZk0mTJmkNtOa3rfT0dHr06MGBAwdwcHDgypUreZZKadq0qbRQ1bBhw0h+Xf9PKTAwUCpl0Lt3b+nx8PBwnJ2dadasGc+ePZMe37VrF/Hx8SptZGZmsnLlSn766ScA1qxZozb16uLFi7Rp04bExESmTp3KunXrch03KBacvHHjhtrjz549o3PnzsTGxlKlShVGjnz7Hw3Cf1NxY2MaNP4CgAfutz/waP7dpMBfpfzX7/T2ekZmZiZFihTBuUIlze1pqAeqXOwqe83U3Hi9eEZWVhaGhkXV+gHFdZ/Xi2evx5978DA0JIiEl/EAuFTMX6BR2Xbd+k34Zcs+fv39KHsPn+PKHW8OHLnE5BkL1LKMPJ8priHrN9IeOFDuk3PMBe2voOcTcn99CkqZ1ezr84K4uJi3bk8QhILp2LUXtqVKA2++V96VFq06MHfhz/x+4Awr1mxn8LDxmJqZc+mCYo2VFi3zTnpSsi5hw6hx01i7aQ+/7T3B9Nk/0rxFG86e/gtQlInR9jfI45E7Y4f3Jj09jd79hmoNKB/5Yw8Anbr2kgKt2f3v6/7SLI2rV87le+yalHN+E4tLSIjXuE9WVhbfTx/DxfOnsLQqwbrNezG3yH2B2cL29TH5aDNbnz9/zuTJk5kyZQply5alSpUqFC1alCdPnkg/iBwdHdmxY8c7mQ79qSpMsNXd3V3rMQ0aNGD37t2cOHGCNm3aUK1aNZUgwA8//MChQ4eIioqiXr16tGjRAicnJ4KDg7lz5w7Dhg1j/vz5yGQyabEobWNTjiM/marZp/fnd8o9wPz58zl8+DBhYWHUqFGD5s2b4+zsjL+/P/fu3SMlJYWwMMUiBHK5PM/M1ufPn5Oamqq19EFB+oP8n0+lvF6fnCZNmsStW7eoUKEClStXRi6X8+jRI+kmyFdffZWvYIIgCG/HyMiIHTt2sGPHDpXHixcvzsaNG+nZs+c76+vkyZNs2rRJyrLPyMgAoEePHqxfvx5zc3O1Y+7evQtAr1693rqtIUOG8NdffwEQERFBnTp1tI716NGjNG/eHCsrK3bt2kXHjh05e/YsVapUoXPnztjb2+Pp6cm+fftITk6mXr16Kt95ynEXK1ZMWtTQ29ub/v37SzfnKlSoQFpaGm5uboSEhAAwevRo+vbtqzIWDw8P2rdvT0qKYqXrDRs2sGHDBo3jbtCgAWfOnAFg5cqV7N69G3t7e1xdXbG1tcXHx4d79+6RmZlJqVKl2Lt3r7RCrSBoYmKiKK+Vnp7+gUfy76b8gZ6z9mpulAG7cuVd0c9xs0kZMCznrF5uKSY6EgC9fF6XKrNEy1dw1RhM9PN5QVpaqiLz01X7TAB4k9Va2t4x3/VFU14p6taWKGlLoyYt8nXMm1q2mst9RUWGExsTBagHPAvaX0HPJ+T++hRUaIhiBW1TM3PMzQseRBAE4e3o6enhWqkq4WEhUv3q92nZYsUCXZ99XpcOnb9+q7YC/LxZv2YJALPnLdO8Vsv9u4z69muSk5Po9c0Qps1arLW9kGDF91GJEjZa93EsW56w0GCSXteJLaywkGDp35pu3mVlZTFr6ihOn/gDC0trtuz4s9D15fPq62Pz0QZbS5Qowdy5c9m6dSt+fn4qGa5WVlaMGTOGqVOn5jl9XNAuOjpayp4sSBmB3AK0vXr1Yu3atXh6enLmzBkSExNVtltbW3P//n2GDx/O6dOnOXXqlLTNyclJyjp98eIFycnJ6OjoaAxKZg9sFiTYWpDnCVCmTBnc3d3p378/t27d4s8/30wpc3JyYuTIkcjlcnR0dPD39+fly5e5LjamHIezszPFi6vXkSlIf5D/86mU1+uTnUwmo3379nh7e/PixQupZICOjg5VqlRh3rx5dO/eXevxgiC8GyNGjKBPnz6cO3cOT09PtmzZgp+fHwcPHqRt27Yav0vexosXLzh69CgAJUuWpGXLlvTs2VMKRuaUmpoqZd3nDPoWtC1AJcM0PT091+BRZmam9O927drx4MEDpk6dytmzZ1mzZo20zdramvnz5zNmzBiVzFtlsLVDhw7SeTQyMmLEiBHs3r2bBw8eSH9rdHV1qVmzJsuWLePLL9WnLQUEBEiBViDX79fsmbft2rXj+fPnuLm5SbMPAMzNzRk4cCA//PADJiZisRVBu8zMTK6/zkypXPWzDzuYf7GM9HR8vJ8D6rVXc6NtKnpqaooUANRUf0+5gIu/nzdJSYl5Bj2lfrRkYSoDm2WdnDEyyv33kbY6qblxcFSUoHr6+IHKtag2CS/jCQtVfKdpy7RVjtnC0pqSNqq1hgvaX0HPZ16vT0HIZDJ279wMKEpQiEQgQXh//H29cXQqr/Y5CwkO4N7t6wB89rn2G/Xvwv49v3Jo/04MDAyZt2i12kynpKREggP9iIwMp0HD5mo34rKLjopg0vjBvEpOplPXXhqnxt93u8XoYb14lZxMzz6Dmf79klzH51i2PF4vnkrfsTnJZDJ8fRS/7atUU42PBAX6ERkRhrGJqVp5F02UWbQmpmaUdVJdgDszM5OZk0dw9vQRKdBa3rnws9Jz6+tj9NEGW62srJg3bx7z5s0jPj4eb29v0tLScHV1xdo679XZhLxZW1sjl8sLfNy+ffvYt2+fxm1WVlZ4eHjw/PlzXr58qbHEQ+nSpTl+/DipqanSj+oyZcqorDBdsWLFXMemo6OjNsUzN2vXri103TxnZ2du3LhBQkICHh4eGBoa4uTkpLYitpOTU57ns1+/fvTr1++d9KeUn/OplJ/XR0lXV5dZs2Yxa9YswsPD8fHxwcjIiIoVK4qbHILwDzM1NaVbt26AYpV7f3//At/sqF27dr6+87t3706jRo2wtLSkXLlyef5ovHfvHhkZGdSuXZtKlVSntha0LWV7hVWtWjVOnTpFWloa3t7eREdH4+zsTOnSpTXur5y+379/f+mx0qVLs2HDBtavX09YWBi+vr4UK1aMSpUqYWRkpLXvDh06FOpvap8+fejTpw+vXr3Cz8+PqKgonJ2d32sNXuHf54H7HSLCQ2jRqqPKDJ3kpCQW/zAVP18vdHR06Nln0Acc5b+bj/dzMjMzMTAwpGwBsm7eZG+qBi4jI97MREpPUy/fVKdeYwwMDEl5lcyyH2cze95ylfp10VERWGfLSlJmo7pU1FxW5U3QN+8AqnJhqPz8kFZq2PgL9PT08PP1Yv2aJYweP0Nle3RUBLq6ulhalXg9XsW0flMzc42LimUfs6ZM4oL2V9Dzmdfrk5NcLufEsUO0atMJAwND6fG4uBgWz5/K40fuFCtenO+mzMuzLUEQCkcmkzF0YBdMTMxo3a4L5cq7YmpmzvOnHuzcvp7k5CScXSrRocu7m/GVnbfXc35ZtZiL5xUJTmMmzKRsOfWg36pl8zi0fyeOTuU5cuqWxraSk5L4+8xRVv40l4SX8djY2jF5xkK1/e7cusa4kd+QmvKKgUPG5Ksm9BdftcPrxVOOHzlA63ZdVGYHyOVyNqz9iciIMIoXN6Zp81bStuioCDq2qgvAkhWbpL8Rx48coOkXrTE1fbNIfWZmJnt3bWb7VkWMZdrsH1WCzhnp6Uz97lsunj+Fja0dm349rPFc5VSYvj5WH22wNTtzc3OxCNa/iL6+PtWq5X2hV7Ro0QJnmn5IpqamNGrU6KPtL7/nM7+vT3a2trbY2orVjQXhU2Bvb1+gQN/ff/8NwJgxY966rXfF0NAwzzqvKSkpXLt2jXLlykn1r7PT0dHBzs5O48Jk70OxYsXyHLPw6dqzawtnT/1FseLFKVfelTKOTkSEh/Hi+WMSX08BHDNhJrXqNPzAI/33Ugb+yleomO+SUzKZTAoq5swSLW3viKVVCWJjohg/qh+16zakZ58h1HidcVXKzp7Bw8axcd0yjhzew/17t/isZl3kcjkB/j48ffyAWw+CKFKkCDKZjBeeTxX9aMkSffb00evt+Qi25hLk1KaMYzl6fjOEPTs3s2XDSq5ePsfnteqRkZ5GgL8P991uM232Enr0GqDoIx8BXW2LYxWmv4KcT8j79cnp5vVLzJ46iiU/TMO5QiXs7B0ICvTHy/MpqakpGBUrzqKfNhR6eqwgCHmLj4+ldGlHHty/w4a1P6ltr9egKT+u2FSgsoF5mTV1FPFxsXh7PSMiPBQACwsrZs1bxletNc/UeuzxAIA27bqpPH718t8c2r+D+LhYnnjcl2ZotWzTiZlzf1IJMAJ4eT5l7PDepL2+IXRg33YO7Nuusc8an9Vhw7aDAAwbNYm7t68pMmKH9qL5l22oUu1z0tJSuXX9Eo897qOjo8OCpb9gV9pBauPJ63EXLWpEsy8UC9gGBvgye9poDAwMcSpXgTJly5Gensazxw+JjAwHoGefwXTo1ENlPPNmjZeC0jExUfTp8ZWWMwyr1++mTr1Ghe7rY/WvCLYKgiAIgqCgnA7/sTh69Chly5alT58+H3ooBXL27FnS0tKYPn36v+LuuPBp69r9G5ISE7hz6wqPH7nz+JGibr2enh6f1azHxKnzqP6ZSEx4G9oyVHMT4O9DaoqitmjO+nF6enoMGTaeFUvnEBkRxsljh+nYRbWu9YgxU7EtZc/qFQsIDPAlMMAXgCJFitCoaQvS01IpUsRYpZ8Kruo3ZeRyuVTTNa/SAHFxMVLAwLWy5lqq2kyZsZCSJUuxaf1ynj99xPPXAd4iRYrQpFlLKld5U0brzcJX2sejrQRDYfqD/J9PyN/rk52VdQnqN2zGrRuXeXD/Dg/u3wGgWPHidPnfN4yZMEMlc1YQhHfP0tKa3/ae4NmThzx5/JBHD+5y9M99NGneigmT57zVFHVtLl84TVJSIrq6ulSrUYsGjb6g1zeDpaz6nNLSUvF+obg51rpdF5VtAf4+XL6gqNlvYWlNg0bNaN22K82+bK2xrbDQICnQCvAqxwKw2SnrXIPiO2/z9sPs27ONXzet5tKF09JiXgANGn/BhMlz1G50PfZQlDxs2rwVRsUU5bUMixrRvdcATh47hOfzx9IsCx0dHSpWrs7EqfOoW7+J2nh8fb2kf2dmZJD5et0GTbKyMt+qr4+Vjrwwc94EQRAEQfjkyWQyrl+/jouLCzY2/64fmd7e3iQnJ1O1atV8r1wt/Pc99Iz+0EPIVVZWFmGhQYSGBFOipA32DmVVpkoLH5/YmCgC/H0obmxCeeeKWr9vIiLCCA0JpEQJG2xs7HKt8fehyWSy13X9wrEtZYetben3Ot7C9Jff85nf10cpLS2VkOBAYqKjcChTVlr9XBCEf57n88f07PIFI8dOZfjoKe+lj4f371KsWHFsSpVWyzzV5L7bLQZ905HKVWuw59A5lW0R4aFERUVgZmaOvUPZf6y+c3RUBIEBvhQ3NsGxbHmKFtVcFmvYwG7cuXWVNRt3q5QXAMVNvajICEKC/Sla1Ain8i5a23lb/2RfADVc30+ZUhFsFQRBEARBEAQ+/mCrIAiCIAgK/0SwtaDWr1nK5vXL+eHHtXTqqj1b/mOTmppCkzrOlLQpxbGzdz6pWV/vK9gqyggIgiAIgiAIgiAIgiAI/xoODmXZ+OshHMqU/dBDkVy+cBq70g607fC/Dz2UArl5/RIZGekMHjbukwq0vk8is1UQBEEQBEEQEJmtgiAIgiAUjkwm44H7bRzLlsfKuuSHHk6BBAb4kpLyCucKlT658lqijIAgCIIgCIIgvEci2CoIgiAIgvDpeF/BVpEfLAiCIAiCIAiCIAiCIAiC8A6IYKsgCIIgCIIgCIIgCIIgCMI7IIKtgiAIgiAIgiAIgiAIgiAI74AItgqCIAiCIAiCIAiCIAiCILwDItgqCIIgCIIgCIIgCIIgCILwDohgqyAIgiAIgiAIgiAIgiAIwjsggq2CIAiCIAiCIAiCIAiCIAjvgAi2CoIgCIIgCIIgCIIgCIIgvAMi2CoIgiAIgiAIgiAIgiAIgvAOFPnQAxAEQRAEQRCEj4FcJvvQQxAEQRAEQRD+5USwVRAEQRAEQRCA0MjEDz0EQRAEQRAE4R/yWaWS76VdUUZAEARBEARBEARBEARBEAThHRDBVkEQBEEQBEEQBEEQBEEQhHdABFsFQRAEQRAEQRAEQRAEQRDeARFsFQRBEIRPwF9//cXw4cOJiIj40EMRBEEQBEEQBEH4zxLBVqHQbty4gaWlJaVLl0b2ka3em5ycTEBAAOnp6R96KP9pMpkMPz8/7t+/T3x8vNb9OnfujKWlJatWrfrHxiYIgqo7d+6wefPmXD+rgiAIgiAIgiAIwtsp8qEHUBjPnj3j8ePHALRu3RpTU9MPPKJ/r8zMTKysrEhNTc33MY0bN+b8+fO4ubkRFxeHi4sLurofNm4fFBTEli1bePToEY8fP8bPzw+ZTIaOjg7W1tY0a9aM+fPnU7ly5Q86zv+KFy9eMHPmTE6ePElKSor0uIODA9OnT2fUqFEq+1+7do24uDgqVqz4Tw9VEIRCCgoK4uzZszx//hy5XE7lypVp0aIFjo6O/1hbKSkp3Lx5kytXriCXy2natCkNGzbEyMhI4/4RERFcuXIl1za7du1KkSL5u/yRy+WcOXOGhw8fEhAQgKOjI9WrV6d169YF+ruXn+uWwMBAbt26xbNnz4iMjKRChQrUrl2bxo0b57sfQRAEQRAEQRA+vH9dsDU+Pp7WrVsTFBQEwJMnT0QA7S28ePECuVyOoaGhyuOJiYkAFCtWDD09PZVttWrVAuD+/fsAfP755//ASDVLTU1l+fLl/Pjjj7x69QoAXV1dXFxcMDQ0JDw8nMjISA4fPsyyZcs+2Dj/Sw4dOkTv3r3JzMzE2tqaRo0aIZPJePbsGUFBQYSGhqrsHxgYSGxsLPBh3yuC8Kl6+PAhq1at4siRI4DiO9zV1ZVmzZoxduxYnJycVPaXy+XMnj2blStXqt2IK1q0KLNnz2bWrFn56vtt2vLy8qJ169b4+fmpPO7k5MSFCxcoW7as2jF///03/fr1y3VMiYmJGBsb5zn2+/fv8+233+Lu7q62rU6dOuzcuTNfN5Dyum6Ji4tjzJgx7N+/n6ysLLXjO3bsyG+//YalpWWefQmCIAiCIAiC8OH964Kto0ePJjg4+EMP4z+jcuXKJCQkqDwWGBgoZRv5+Phga2ur8dgHDx4AULNmzfc6Rm1u375N79698fPzQ0dHhxEjRjBw4ECqVatGsWLFpP2CgoK4fv26xh/mH4tt27Zx6NAhvv32W/73v/99tP0+e/aMQYMGkZmZyYwZM5g7d65KoP7y5ctqwQfl+8TOzg4bG5t3On5BEHK3f/9+BgwYQFpaGpaWltStW5fg4GDc3d1xd3enYsWKDBs2TOWYhQsXsnjxYkqWLMnGjRtp3rw5ycnJ7N+/n0WLFjF79mxKly7NwIED8+y/sG09fvyYL7/8kqioKNq1a8ewYcOIiopi48aNuLm50aRJE65du6aWGevr6wtA3bp1cXFx0TgmfX39PMcdERFBhw4dCA0N5euvv2by5MnY29vz6NEjpkyZwt27d+nWrRtubm5as2yV8rpuMTY25uzZs7i6utK5c2c+++wz0tLSOH36NHv27OHYsWOMHDmS/fv35zluQRAEQRAEQRA+PB25XC7/0IPIr3379tG7d2/69evH3r17yczMFJmt78GRI0fo0qULtra2hIWFadwnPT0dExMT0tPTuXv3LrVr1/5Hx+jt7U2DBg2Ijo6mYsWKbNmy5V871TI1NRVjY2OysrJ4/PgxVapU+Wj7nTJlCsuXL6d169acPn06X/3Mnz+fefPm0b59e44fP/62wxYEIZ/Cw8NxdXUlISGByZMns2TJEmmmQkxMDNu2bWP48OGYmZlJxyQkJGBhYYFMJuPixYs0b95cpc0ePXpw6NAhXFxc8PT0zLX/t2mrc+fOHD16lC+++IKzZ89K0/7j4uKoWbMm/v7+jBs3jtWrV6scN3DgQHbs2MHRo0fp2LFjQU6XCuV3nYODA/7+/iolA548eULVqlUB2LNnD71799baTn6vWx4+fEi1atXUShPMnj2bRYsWAYoAcMmSJQv9nIT8OXnZ50MPQRAEQRAEQfiHtGtW/r20+69ZICs4OJiRI0diZGTEggULyMzM/NBD+s9SZiJ+9tlnWvd5+vQp6enpFClShGrVqkmPJyYm4uPjk+8Fs9LT0/H29iYkJCTf48vKyqJr165ER0djbW3NlStX3kmgNSoqSm266tuMExSBgadPn+Ll5cXLly817uPh4UFWVhZFixbNc0pqQccRHh6Op6enxpq8BelX6ebNmwA0bdo0X/uD9nITPj4+Ws+JJnFxcdI03A8pLS0NLy8vrd9BcXFxBAYGFqjNjIwMAgMD8fDwICQkpEDfby9fvsTX1/ejW6RO+PDOnj1LQkICJiYmzJ07V6UkjJWVFVOnTlUJtIJiES2ZTIaFhYVacBSQAoteXl55LkBY2La8vLykGzOrVq1Sqa9qYWHBggULANi5c6dUPkbJx0cRKNOW1Zpfyu+6QYMGqQVAq1SpIv3dU9Zh1aQg1y01atTQWAP2m2++kf794sWLAj0HQRAEQRAEQRA+jH9FsFUulzNw4EDi4+OZMWMGJUqU+NBD+k9TBltzq6+p3Kdy5coYGhqybt06GjVqhKWlJc7OzlSsWJG7d+9qPT4iIoKBAwdiZmZGhQoVsLe3x87Ojr179+Y5vt9++036gbtu3bpCvR9mz56Nra0t+/fvJzg4mJYtW1KyZEnmz5//1uMMCQlhwoQJ2NvbY2lpSZUqVXBxccHc3JyyZctKwYBbt25ha2tLq1atAEUgtXTp0tja2lKvXr1CjyM9PZ1ly5ZRokQJSpUqRcWKFTE2Nmby5MkF7jcnZWDj7Nmzue6XXfZyEz4+PvTt2xc7OzucnZ2xsrJi3LhxaEuwj4qKYsyYMVSrVg0rKyvKlClDyZIlGTFihFqQ5fjx49ja2tKkSRONbU2ePBlbW1smTJigtk0ul9O4cWPpPQGKxePs7e0pX15xp+v69eu0b98eKysrXFxcsLGx4dSpU1Ibq1atolGjRpQoUQJHR0fq1q2Lv79/rudm3759tGzZEiMjI2nhHXt7e0xMTKTXS2n16tXY2try008/AbB27VoaN26MtbU15cuXp1KlSrl+5oRPj/KmjI2NTb5qlAKYmJgAkJycTEZGhtp25RT8ypUrY2Bg8F7a2rx5MzKZDGdnZ6pXr652nHJxqvj4eLVseV9fX4oUKUK5cuVyHVtelGPXtgiWcuza/k6+q+uW7DWwy5QpU6g2BEEQBEEQBEH4Z/0rgq2rVq3i/PnzNGzYkJkzZ2oNzAjvhjITMbfM1uz7jB8/nvHjx5ORkSFNjfTy8qJHjx4aM5+eP39OgwYN2LFjB5UrV2bYsGHUqlWLsLAw+vbty7Vr13Id3+LFiwHo1q0bPXv2LMxT5MmTJ0RERGBubk737t05d+4coFp/tjDjPHv2LJ9//jmrV68mJiaGL774glGjRkmZoCEhIdjb2wOKWrIlSpSQ3s9WVlaUKFGCEiVKULdu3UKPY8iQIUydOpXExEQ6derEkCFDqFSpEnZ2dgXqV5NmzZoBcOXKFWmxndzExsYSEBAAKIITTZo04cyZM1SvXp1ixYqRlZXF2rVr2bx5s9qx7u7u1K5dm19++YXAwED+97//0bp1a5KTk9m0aRP169dXCbiamZkREREhBbOzCwoKYu3atURERPDs2TO17cePH+f69esYGhrSrVs3QJEhFxISQrFixbhw4QKtWrXC09OT5s2bY2ZmRmxsLFOmTAHgu+++k4KjyuDs3bt3tda0TEpK4ptvvqF3796cO3eOMmXK0L9/fwYPHoy5uTmpqalqdSDd3NyIiIjA0tKSiRMnMmHCBDIyMqSs5BcvXtCjRw/S0tJyfU2ET4dyqru3tzdbtmzJ1zF169bFxsaG9PR0lixZorJNJpOxbt06ADp06PDe2lJ+Rr/66iuN7ZYoUUJ63ytrtAKkpKQQFhZG2bJl81WXNTfKEgSbN28mIiJCZduVK1e4f/8+BgYGtGzZUuPx7+K6JSUlRfp7165dOxFsFQRBEARBEIR/iY8+2Pr48WNmzJiBqakpu3fvVpkGKbx7cXFxUnAsP5mtJ06c4OjRo9y5c4c7d+7w8OFDKXAWEBDA06dPVY57+vQpDRs2JCwsjF27duHm5samTZu4d+8eLVu2RCaTsWfPHq39enh4SD+uhw4dWujnqWxj06ZNPHnyhF9//ZXY2FjGjBlT6HHOmzePNm3aEBsby7Jly4iPj+fChQv88ssv9O3bF1BMP1UuKNWjRw88PDykWqmLFy/Gw8MDDw8P1q5dW6hxXL9+nd9//x1dXV0ePHjAkSNH2Lp1Kx4eHowbNy7f/Woza9Ys7OzskMvldOnShdGjR5OSkqJ1/4cPH0r/HjBgAL169SI0NJTTp08TFhZGpUqVAFQyREHx/mrcuDGBgYGMGDGCqKgoDh48yOnTp7lx4waWlpZ4eHjw888/S8coF9+Kj49XG8fChQuRyWSYmZlpXKhGGQiaPn26FKR5/vy51F7nzp1ZsmQJ3t7eHD9+XArOP3nyhK5du3L48GFu377N9evX8fT0ZPbs2QBcvXqV5ORklb68vLyoXbs2e/bsoUaNGjx79gxfX1927NjBtm3bpMXdatWqpXKc8rO0efNmDh8+zM2bN7l9+zYeHh5s2LABUHzmcpvWLHxa2rZtK91AGTZsGD179lT7Ts5JR0dHmqY/Z84cGjVqxIkTJ3B3d6d+/fqcPXuWWrVqMWvWrDz7L2xbyjIcpUqV0tq2MlM0e0kVPz8/5HI5/v7+mJqaYmpqSqVKlRg4cCC3bt3Kc7zZ9enThypVqhAaGoqLiwvTp08nKCiIBQsW0Lp1a3R0dNi6dataGQYo/HVLUlISDx8+5MiRI4wZM4YqVapw4cIFBgwYkK9ZH4IgCIIgCELesjIzWbt8NmeOi8VHhffnow62pqen07dvX9LS0ti4ceNHvZr8f4UyiGpsbIyzs7PGfeRyubRfRkYGFy9eVAkM9e7dW6qxl7O26JQpU4iLi2PixIlSAFJJGXjT0dHROr7s09dzBqNAERjbtm2b2n+XL1+W9pHJZHh5eQFIgbNBgwZhYWEhTRkt6DjPnj3L/PnzKVasGCdPnmTy5MlSUBUUWZqaxiyTyXj06BGgOZO4oONQBhRq1aqlVoc1e93DvPrVxtramsuXL1OhQgUA1q9fT40aNbhy5YrG/ZUZ0AB9+/Zl5cqVUjDT1NSUzp07A+rvk4kTJ5KSkkKfPn1Yv369yhTjGjVqSKUANm7cKD1ua2sLKLLBsmdU+/n5sX37dv73v/9RtmxZtWDr1atXuXHjBvb29gwZMkR6XBlsDQ4OZvbs2YwdO1baVrt2baysrADFe+jo0aMqr2337t0BxXkODw+XHldOLfb09KRz587cuHFD5XWKiIiQpg1nb08ul0vjefLkCefOnVPJQu7du7cU0ClovVjhv6tIkSL8+eefUkb6gQMHqFq1Kt26dZO+wzUZOnQof/zxB6VKleLGjRt06NCBWrVqcffuXYYOHcr169elafZ5KUxbytrMuU29t7S0BFSn2fv7+2NhYUGZMmUwNzfn1atXPH/+nB07dtCgQQMp8Jsf5ubmXLp0ib59+5KQkMDSpUspU6YMc+bMoXjx4ty6dYt+/fqpHfc21y23bt3is88+o0uXLvzyyy/4+fnx/fff89tvv2FqaprvdgRB+DCePnajZ4ea9Ptfw4+qjrpcLic6MoyEl3Efeij/ea9eJeH94jHhYUFkZWVp3OdjfZ8IwqdEJpdx+vg+Hrjf+NBDEf7DiuS9y4cze/ZsHj58SP/+/XNd7Vd4d5Q/wKtXr6416Onr60tCQgIAy5YtU/sxaWRkJF1gKLMNAS5dusTJkycpUaIE06ZNUznm0qVL/P777wB07dpV6/iUWbcODg4af4hfvXqVb7/9Vu3x2bNnSwGHwMBAKRtz7NixanVKCzrOjIwMKWt01qxZUi3U7JRBx+xlCkCR5ZiUlISenp405bew44A3Adj79+/j5eUlBUVzyq3fvDg7O/Pw4UPmz5/PihUr8PLyokWLFhw8eJAuXbpofN5OTk4sXbpUrS1l4DX7++To0aNcvHgRfX19li5dqvF92KJFC+bMmUNwcDBJSUkYGxtjamqKkZERKSkpxMfHS6t2L1y4kIyMDCZOnMjkyZNJSEggMTFRCvAos1qnTZumEtT18PAAFJ+FnPVTs499zJgxagHr7CUAlEFZgF27dnHjxg1KlCjBjh07pCzWnOfL2toaBwcH6XEfHx8pQ3bRokVqr2v2epzKoLMgANjZ2XHhwgV2797NsmXL8PDw4M8//+Svv/7ihx9+kLKws0tNTeXevXtSlniVKlXw9PQkMzOT33//nZIlS/LDDz9orWf6Nm1lZWVJC+dpyhpVKlq0qNS+Urt27YiNjZX+PyMjgzt37jBv3jzOnTvHnDlz0NHR0ficNfHy8pJuclhYWGBiYkJgYCAxMTGMGDGCrVu3qs0AeZvrFgcHB8aOHSstenfjxg0WLFjA8ePH2bNnT74XMhQ+LXK5nBtXzyKTZVGiRCkqVtE+K0nI24HfN7D7tzUFOmbBsu1U/7w+3p6PSUpKwNXBKV/fj++LXC7n6sUTPHC/SYDvCwL8XpCSoriG0DcwwK50WVq07sr/ehV+hpjwRlZmJmdOHuTQnk1EhL+5oa+rp0edes0ZPvZ7bErZS49/LO8TQRDyTy6X43bnCn4+z4mMCKGkTWmcylekZp0mhfocR0WG4n73GsGBvsjlcsqUdaZGzYbY2JbO9biwkAAeP7yLr88znMpXpFqNupQq7ah1/4f3b+Z6o83eoRxO5fN/ffkuzkN+rluysrJ48ugugQHeBAf6YmRUHAfH8tSp3xwTU/N8j/dD+2iDrZcvX2bFihWUL19equsmvH/aVo7PThmQNTIyUlkpWSk8PFyqT5c9YKSc6lyrVi127txJamoqPj4+uLm5SQv7fPvttxpXrVZS1s5TBhVzcnBwYM2aNxfJc+fOJS4uTuX5KKe26+npMWPGDLU2CjrOX375BU9PT8qVK8fEiRPV2svIyJACdzkzW5Xn29XVVQoeFHYcoKhx6OjoSEBAAHXq1GHr1q1SlmV++80PIyMjlixZQu/evenUqROBgYH0798fPz8/leCi8r3Sr18/jf2EhYUBqu+TAwcOAIrsUGV925yyZw2npKRIwUZbW1v8/PykYKu3tzc7d+6kUaNG1K1bV8oOCw4OplKlSjx69IiTJ09iZ2enFqRXvk8GDhyoNg04NTWVyMhIAI2fAWV2qbW1Nebm5tI4lUHzxYsXawwkubm5AervE+VY9PX1NdaBDQ8Pl25wODk5qW0XPm26urr069ePvn37snPnTqZNm0ZERATff/89pqam0s0iULy3O3bsyLlz53B0dGTVqlV06dKFyMhIli5dyqpVq1i0aBF+fn7s3r07134L05aenh4lS5YkIiJCJXCaU1yc4sJRWYtaE319fRo1asTZs2dp3749p06dYvHixYwaNUrKjNXm5MmTdOvWjfT0dAYPHsySJUuwtrbm77//Zty4cbi7u9OsWTOVmR1ve93i6uqq8vfL19eXQYMGceXKFRo0aMDTp09zLa0gfJr+PLCNbRsUNw0bN2/LjCq5lwMSchcY4I2+vurifxkZ6WRmZqCrp4ehgfq1jJOz4prUx1tRpqVchcrvf6BaeD33YOOaH3j+9M3MouLGJji7ViUpMYHY6AgC/F4QGOD9wcb4X5Kelsb0777B8+kDdHR0cCpfkZI2pYkIDyY4yI8H7jcobqw6M+FjeJ8IwqcqKzOTY3/u4soFxQKrVy6c4NljdxydXPiyVVeafNFOLWjo4/WE1T/NxMfriVp7FVyrMWnmchwcy+erf7lczs6tK/nz4DYycqxto29gQK9+o+nVb7TGY3dtW8m+XevVHv9m0Hj6DBir4QhYs2wW4aHaZz12/XoI345Sj4do8q7OQ17XLdcunWL7pp8IDwtSO9bE1JyR4+fRrEXea0d8DD7KYGtqaioDBgxAJpNRtmxZ5syZo7I9+6rGS5YswcrKioYNG9KjR49/eqj/OcrgWH4Wx2rdujXFixdX266cnm5jY6OSsah8/PTp05w+fVp63NLSUlrIqVOnTrmOT5nNmn1qdnafffaZNPbk5GRpunn256N8jvXr18fa2lrr+PM7zjNnzgCKoFv2IKDSpUuXePXqFXp6etSoUUNlW26LkRXmfBkYGHDr1i06derE3bt36dGjB3PnzmXu3LkqGaL5WQQtP2rUqMEff/xB7dq1SUxMZM+ePdJ0+9TUVCkrTLnolLbnmP28PHmi+ALPmXGcnaenJ4C0sJeSjY2NFGwF+OGHH8jMzJS+Q5TZrspgqzLbdurUqSrB4LS0NGnsObN1QVGTUSaTYWtrS+3atdW2K4Pr2c/vo0ePCA8Pp0iRIhqnH4MiwAPqGdDK92yLFi2k4K2m/kqWLCkyWwWtdHR0GDBgAF26dKFx48Y8fvyYuXPnMmbMGOnCcu3atZw7dw5bW1sePnwo3RQoWbIkK1asoGLFigwbNow9e/bQv39/WrdurbW/wrZVpkwZIiIiiIqK0tp2TEwMAKVL554BoHzeCxcu5NSpU6SkpHD37t1cx52cnMygQYNIS0tj6dKlTJ06VdrWqlUr7t27R61atXjx4gVjxozh5s2b7+W6pVy5chw/fpzKlSsTHBzM3LlzNS4mKHy6/H092bF15Ycexn/K5Fkr1B77eek0zp06TOt2PRgzaaHWY329FIv7OVeo8t7Gp41MJmPj6vmcPLoHuVyOja09/b+dRKWqNVUypbIyM7nvdh0bW803sz8GocH+HPtzF8GBvixYtv0f7fvMiQNcv3ya1u2/plGzNnnuv37VXDyfPsDWrgwz56+lfLbXPjHxJd6eHhibqAZbP+T7RBA+ZampKcyeNIBnT9zR1dXFvkw59PUNCA7yJer2Zfx8PWnyRTuVY+Jio5k3fSixMZE0ad6Obr2+xbqELX4+z9m2YQlenh4s+n4Uq7ccwdAw7wSmfTt/4cDuDZiZWzJ44nSqfVaPtNRXXLlwgv2/r2fXtp+xsralZdv/qRy3buX3nDq6F2NjU/7XexjOLlVwu3OVY3/sZPf21WRlZdJv8Hcqx2RlZREVEYq+gQGNm7XVOB5nl/zNcH1X5yE/1y1RkWFERYbRrEVHXCt/RkkbO0KD/TlyeAcxUeGs/HEKDo7lKeesOfnuY/JRBluzL9J0/vx5zp8/r3XfXbt2AYrAjgi2vp20tDRpFejcMluVgbo6derkuj17oCktLU2qk/rrr7/i6OhI8eLFsbS0xNnZOdc6rdm5uLgAimnVcrk81+MePnwoLYqUPdtPGbjStIp0YcapKWCY3V9//QUoMg5zrjCvLej5NufL1taWy5cvM2rUKH777Tfmz5+Pq6urypTWdxVsBUUWpqurK56entKYQREAzMzMxMjISGOpgqysLLWgZFZWlvQeVL7Wmigze3O2qww0vnz5khcvXrBnzx6aNWsmlXZQlrwIDQ0lICCA/fv3Y2try7Bhw1Taefz4MZmZmVhaWmrMFM0rA1yZiZoz2ApQsWJFjUH5iIgIqeaucvEyJeV7tmHDhhr7e5evp/DfZ2Zmxrhx4xg2bBjx8fEEBARI7/Pt2xU/bAcOHKgx+3ro0KEsWrSIgIAATp48mWvQsrBtOTg4cPfuXfz9/TW2q1wEC3LPbM2ucuU3GUTKrFhtTpw4QWRkJLq6utKiidkZGxszY8YMBg0axK1bt4iLiyM1NfW9XLeYmJjQqlUrfv31V65fv57rvsKnJSM9jWULJyKTZfFFy85c/PvIhx7Sf5avlzITUXtwLCMjnUB/xTVQ+Q8QRNvyyyJOHNmNrq4uXXoMpu/gCRQtaqS2n16RItSu1+wfH19BnDv9B0cP78hXsPNdSk9LY92K2chkMoaMnJ7n/q+SEzl3+jAAU2atUHvdTUzM+Lx2Y5XHPvT7RBA+ZXt+W8OzJ+5YWJbgx59/l7IwZTIZTx+7ER0ZrpbV+sf+rcTGRGJdohRT56yStltalcS6hC2jBrUjKNCHm1f/pvlXHXPt/1VyIrt/Ww3A9LlrqP55fWlb38ETCAzw5vrl0xzYvUEl2Orj9YRTR/eiq6vLtLmrqVmnCQA16zTBuoQtW9cv5uDuTXTo0g8LyzeJZNGRYWRlZVK2XBWNNxIL4l2ch/xet3zVphsNm7RSKb8C8GWrrowY0JqkxJecOraX0d/98FbP6Z/wUQZbraysuHjxotbtKSkptGunuOuwfft2ypYtm+8fXIJ2ygBTkSJFcq3jqQz8aAsuKheDyh6ISk1NlaY5N2vWjHLlyhVqjMpFgZKTk9mzZ4/GKdw5x1GjRg2NWZ2aAmUFHWd0dLS0QIurq6va9tDQUKm2avny6mn1ymBj9kBAYcaRk5GREdu3byc6Oprjx4+zb98+lWCrtn4LS5ltmT3LTPk+qVKlisbVuJ89e0ZKSgq6urpUr15dbXtaWprGvl6+fMmvv/4KqGfMKoOtr169YunSpWRlZbFo0SJpu6OjoqZNZGQkW7ZsISsriylTpqgFwbPXLtYkr8+ApgxxZQBW0/sEFPWPlQsl5Hyv5JVxrtye200SQcgue0a2sv4wKBaUA3Kdru7i4kJAQIBUW1WbwrZVv359/vjjD06dOkVWVpba94e7u7uU9dqkSZNcx6CkDISC9s9tznGbmZmp1VXOPm6lly9fYmdn996uW5Tfr9q+E4VP085tP+Pv60nHbv0pXtw47wOEQsnMzCDQXzHlPrcsmkB/b6nUQNlyb74fXr1K4mVcDDalHPJVz+5lfCwvX8ZiY2ufrywpgCsXjnP08A4AevYdRd/BE/J1XG6yMjMJDQmgpG1pjeMozDgzMzOIjYniVXIixiZmWFhYo1dE/aeocopq+XxMs8/ISCcqIhQDw6JYl8h9Zk9GehrhYcEYm5hhbmGllrjg7+eJTCZD38AA+zJ5T4X1fPYIuVxOEX0DXCrl/ndF6V29T0CROZuakkyJkh/2N3B0ZBgGhkUxNbNQ2yaXywkLCcDS2kZj8F+bxMSXxMVEoldEH3NzK4ob529RTlBkRptbWFGseP6PET4N1y6dAqBtp94q0911dXWpWl1zEtmzJ4p4Qsu2/1P7bDo6ueDo5EKAn6I2dl6U3xnGxqYqgValZi06cv3yaUKD/cnISJdK2vx5QPG7t17DFlKgVanr14M5/tfvhIcG8vfJg3zdd6S0Lex1+YDSDmXzHFte3sV5yO91i4mpuca6rBaW1nxeqxFXL50kJMivcE/kH/ZRBlsNDAxyrdupXCgGFMG3dxUw+tQpAzaVKlXSmHkHiiCVMrioLfCjKZhpZmaGtbU10dHR3L17t9DB1vr169OxY0eOHTvG9OnTadOmjUqNUE3jyD7O7FnTmsZf0HFmX/Xe09NTLUg9fvx4rQG0lJQUqRxCzuzJd3W+6tSpw/Hjx4mOjs5Xv4UREBCgMds5r2zL7HVjlQENPT09XFxc8PDw4ObNmxqn8C9atIiEhARcXFwYPny4yjZlsDUgIIDff/+ddu3a0ahRI2m7MtgaFRXFnj17KFmyJCNGjFDrQxkY1RZsze25paen8/SpIgsm+2dA+V5RlkDI7sGDB6xfvx4DAwPS09NV3isxMTEEBwdr7U95fM7+BCEhIYGkpCSNQT1l1qmDg4NKbWQXFxcePXokvcdzkslkUvZ59s97QkICPj4+hIaG0rJlSwwMDArd1uDBg5kzZw5RUVH8/ffftGmjmt20f/9+QHEjSlv9bm3P18LCQu2Gh4+PDyEhIZiZmVGjRg0pkKr8e6H83sju8ePHgKKUiTJj/n1ct2RmZnLqlOLHgaaSJcKn6dH9W/x5YBtm5pb0GTCWQ3s3fegh/WdJwTFd3VwXEfH1VnyXlXF0Rt/AkGN/7OTy+eN4Pn+ILCsLu9KOTPn+Z1wqar6uuHTuKPt/3yBlPero6NCwaWtGTZiPuYXm61xQBBt3bFFkLJUt50qv/ppr/eUmKTGB4f1bYl2yFKs3/cXJo3vZvmkpr5KT+HXvJZXsosKM8/L545w9eYBH929J18SgqE/YoUs/qV7gojmjeepxj4SEeAAO7tksBZFHjJ9Lk+ZvpvfGxUazfdNSrlw8IdU9tLAswbejZqplVfl6P2Pbhh9V+rcuUYrFK3dS2sGJ50/us2D2CDIyFO1kZmTQv7tiJlFJm9L8vPEPjc8rLS3l9f7pPH54R2PwJKe3fZ+8jI9h929refzwNgF+itfA1MySRk1b8e3oWSoBzWnj+xAc6MOYSQtp0Fh1Nl90ZBgTR3UnKyuT1Zv+wrqk6k3R61fOsP7nOdjY2rP8l4Po6upyaO8W/jywlT4DxtG6w9fs2vYzN6/9LQU96jVswcwf1lGkiD6BAd4c3L0J97tXiI+LQd/AgH6Dv8t1UbboqHAO79vC9cuniYmOUNlW0saOxSt3SQsByWQyBvdqRlZWFr/tv0J4WBD7f1+P+91rxMVGoaurS/sufRk+9vt8z54U/tvkcjkxMYr1NuxyWVAqp2LFFEFBHS03QYoUUSQs5OfmkFExRfnF1NQUMjMzpGPftKUIzZUpW0EKtCYlJnDlwgkArdn+deo359gfO7lw9i+VYKuyVmtp+7f/vf+25+FdXbfExCi+G0rY/DsSLcUSiIIkP1ORlUEdKysrjbXylKsoa2qnQwdFIePvvvuOoCDVgsdyuVzKtszL8uXL0dfXJzg4mMqVK7N//36VoCdAUlKSNCVbU3ahpaUlZcqU0dh+QcZpZ2cnZR0dPXpUejwzM5OhQ4dy6dIlaUGjnIs9hYSESP/OvqJ2YcYBb2oYKmVlZUlZtfXrv7kAzKtfTbZu3cqePXukbFulx48f07FjR9LT0/niiy9Ugg15ZX9qe78ps5XXr1+v9hx/+uknli1bhq6uLitWrFDJyAOkGsG//fYbGRkZLFyoWltNGTQ5efIkISEhTJo0SWPmWm5jl8lkuZaOePbsGRkZGRgZGakEdZSlAZ48eYKPj4/0+J07d2jdujWTJk1CJpNhaGioUoc2+3s2+0JiSklJSXh7K7JuRLBVyG7Pnj04OTkxcOBANmzYwIULFzh06BDdu3dn7VpFMfply5apHKO8wbFr1y6VWtGg+N6ZN28ewcHBmJqaSt9RoKh7XLNmTSZNmoSBgcFbtWVlZSVl4g8ZMkSlRvelS5dYuVJR62nUqFEqbe7atUuq16yUmZnJypUr+emnnwBYs2aNyh358PBwnJ2dadasmRT4bdq0qbSA1rBhw1QCpaBYAG/+/PkAKjMGCuvGjRvs37+fzMxMlccTExMZPHgwz549Q1dXV+35Cp+m5KREVv44BblcznfTf8LUzILXa5IK74HP6xICpe2dcs3g9H2djVnOuTKb1vzAprULyMzMoIyjMwChIQH8OHeMFNBTksvl/LZlOcsWTiQ2OoKGTVrR9Mv2FCtuzPXLp1m2UH3h1eyuXDhBeFgQunp6TJzxk9qP9/yIjAghPi4GQ4Oi3Lp+jl9Wfs+r5CSMTcykQGthxpnyKpmfFnzHTwsm8MDtBiVK2vFlq660bNud4sYmZKSnqyR3JCbEU6yYMbLX15olbUphZm6Jmbkljk5vskCDAnyYNKo758/8SRnHCrTp0Atnl6rExUaxfNFEnjy6J+3r7+vJ5NE9eOB2g5K29rTt1Jv6jb4CkJ5bVFQYZuaW0uK+JqYWUr+5Zay6VvoM/dd/7/buWEdSYkKe57qw7xMA7xePGT+sCyf++p3IiDAaNWtDzTpNSEt9xalj+5g48n+kpqZI++vq6hIfF0N8XIxaW/t3byAmOoL4uBiiosLUth/4fQPxcTF81ba79DfTx+sx8XExFDc24ce5Y/nr0G+UKGknZXzfvnGeW9fOERzoy4wJ33D/3lXKlqtIkSL6ZKSn8+vGpTy6f0vjeXG/e5Wx33bi6OEdJCTEUf2z+rTv/I2UbRgdHaGSuRwRHkxUZBg6urqEhgQwbXwf7t66TNlyrhgYGCKTyTj2x05OHd2b52sifBp0dHRwLFsBgIN7NpL4+qZOXuo2/BKA08f2ERcbrbLN4+EdfLyeUKSIvlrJEE1cK9XA3MKKzMwMDu5WDTYq3rOKMlN1G3whPR4WEkBWluL68LNajdCkSnXFzfjwcNV4wZvM1rcPtr7NeXhX1y13b13i+RNF/KBdpz4Fb+AD+CgzW4UPIz/ZcfnNVjQ2NqZChQoq2+bPn8/hw4cJCwujRo0aNG/eHGdnZ/z9/bl37x4pKSnS6vS5cXFx4erVqwwYMABPT0969eqFnp4e5cqVo0yZMsTExPDs2TNpymX255OfgHJBxzlhwgTmzZvHzp07CQkJoXz58pw5c4bw8HAOHz7MsWPHANSCek5OTtjY2BAREUHnzp1p1qwZo0ePpkGDBgUeR1ZWFtWrV6dcuXLUq1ePjIwMDh48SFhYGA4ODkyfPj3f/eaUlpbGrFmziIyMZMyYMVSqVInSpUvj7++Pm5ubtCDMrl27pAuy7AFJbedaU7kJ5fncuXMnT58+pX79+nTv3h1LS0tOnDiBl5cXJiYm7N69WyU4o6TMbL1//z49evRQa9ve3h5dXV2ePHmCtbU1o0erZ4DI5fJcM1u9vLxITk6mWLFiGuvKKj9HVatWVZn+3L9/f+bPn09cXByNGjWiU6dOBAYGcvHiRRo3bsy3337LwoULMTY21tietvP46NEjZDIZxsbGODs7a9xH+HQZGRmxY8cOduzYofJ48eLF2bhxIz179lR5/Pvvv+fixYtcvXqVdu3a0alTJ+rUqUNKSgp///03d+7cQVdXlx07dqhkfCrrKPfq1eut2wJFEPjRo0e4ublRqVIl2rdvT0REBJcuXSIrK4tJkybx9ddfS/t7e3vTv39/ihYtSsWKFalQoQJpaWm4ublJN5hGjx5N3759VfpRjrtYsWJ07KjIhrKysmLXrl107NiRs2fPUqVKFTp37oy9vT2enp7s27eP5ORk6tWrpxasLow1a9awf/9+TExMqFy5Ms7OzgQHB/Pw4UPi4+OlBb6aNm361n0J/37rV80lKjKMTt36U6d+8w89nP8833yuHK/MWLx76yJGxYrz88Y/qeCqmO10+tg+1q6YTWREKIH+3iqZP7+s/J5Tx/ZR/bP6TJ+3GjNzRXbo08duTBnTkwdu14mPi9GaNXrr2t8AVHCpWugaoMoVn3V0dPh5yTTqNWxBn4FjcSr/ZuZAQccZEuzP/BlDCQnyw6l8RabNWa0ybdftzhWSkxJVFmdZsmo39+9dY/bkgVhZ27B++ym1sQb6ezFlTE/S0lOZNHM5X7bqIm2bNWkAD9yuc+n8USn4sOWXRaSlpdKsRQemfr9K2jd7VlmT5u1o0rwdk0d/zbMn7gwcOonWHVT/NmpiYWlN7/5j2Ll1JY8e3GLMkPZMnr1S63RkKPz7xMfrKVPG9CQ9PY22nXozfOz3Uuabr/czZnzXlwC/F/x18FdpJXNl7cbkJNUgcER4CGdPHMTE1JzEhHiio1QXHb5/7xreLx5jXaKUSt3I4EBFMs3u7aspalScbbvPSxmx82YM5e7Nixzau1mxgM4X7Rk6aiZ6RYrwMj6WoX1bkJyUyL3bl9UygHdvX82eHWvR1dVl8IhpdOrWH30DQ+mcPH50F8eyFaTHAIJel/bQQYcZ331D4+bt+HbUDIoU0Scx8SWTR/cgONCXO7cu0q7zvyMoI7x/vQeMYeHskQT4eTFyYBv6DppAi9ZdVd5bOTVv0YkTf+0m0N+LoX2/on3nPnTo2pdzp/5g/+716OjoMG7K4nyVutDR0aHf4O9Yu2I2v29fhdudK3zddySWViVYt+J7vDw9cHapSs9+b26uR0YqZhTr6upiZm6psV0zM8XjGenpJLyMk0p6KL/bf1k5h9XLZmBiYo6NrT1Nv2xPi9bdClSe423OQ2GvW0KD/UlIiOfZYzfu37vOA7cbmJlb8d30pbjms3TLhyYyWwVANcCUWyBSGazMK1sxZ51UUKww7e7uToMGDYiPj+fPP/9k2bJlHDx4EICRI0dKd5XzUq9ePe7fv8/MmTOpV68exYsXx8vLi/Pnz0urXnfq1IktW7aoTO3PK3BVmHFOnz5dWmDp/PnzbN68GTMzM86ePUv79u2lxViyr3YPiinzM2bMQE9Pj+DgYHbv3k1SUlKhxhETE0PlypW5du0aK1asYM2aNYSHh/P1119z6dIllUzJvPrNqUiRIvz0009UrlyZuLg4bty4wcGDB7l79y5WVlbMnz+fp0+fqmQ6v3jxguTkZHR0dDQGLOVyudbgvqGhIbdu3aJ///5kZGSwc+dOVq1aRWxsLF26dOHmzZtSUCQnZbBVT0+PBQsWqG3X19eXplRPnDiR4sWLq+3j5+dHQkICenp6agtVwZv3eNWqVTXW1dL2vCwsLDh27BilS5cmIiKCLVu2cPnyZUaMGMHJkyd59eoVoP4+yes9m/0zl986X8KnYcSIEQQGBnL48GEWL14slQ05ePAgERERaoFHUHzez507x8qVK7G2tubIkSPMnj2bRYsWcffuXVq3bo27u7tKiY/U1FQpCz178LYwbSlZWVlx4cIFunXrRnp6Ort37+bcuXPY29uzbNkyli9frrK/kZERI0aMQF9fnwcPHnDw4EGOHj1KWFgYNWvW5Pz586xbt06tH2WwtUOHDirfB+3atePBgwe0adOGoKAg1qxZw9SpU9m2bRtGRkYsX76cy5cvS1m8b2PIkCG0adOG1NRUbt++ze7du7l8+TJJSUk0btyYGzduMGPGjLfuR/j3u3LhOJfOHaVsOVcGj5j2oYfzSZAWx3LWHmyVy+X4vA6iZWZmsuTn3VIADRR1+HRf33zNPj3a89lDTh3bh1ExY6bPWyMFMEGRSav8m57btfH9e4qF87StKP3Q/SZnThxQ++9VcqK0jzKI9vjRXap/Vo9ZC9bj7PLmhnFBxymXy/n5x6mEBPlRv9FXLP/loEqgNS42mtjX03mdXVXH7SOdb80lYrZtWEJSUgJdewxRCbQClHndhw5vfn94PlX8tvmipeq+OTOAZTIZfr7PX/ed//J0PfuOos+Asejo6BAVGcb08X3YtOYHlQxTpcK+TwC2/rKY9PQ0mrXoyOjvfpACrYrxVqJL90EAnMyWyWlhqbj2T8oRbN236xcyMzPo9vUQAKIjVYOtB3ZvBKDHN8OlfuRyuVQuICXlFYt/3qVSeqDW6zqSXp4eVKzyOSPGzZHq8ZqZW1LtM0WAVfm6K7nfvcqeHWsxLGrE/KXb+F+voSqBL+/XmcA539+BAYpga3RUGHUbtmDEuDnSa2piYkad+orMwKiIUARBqUHjloybvAhDw6LExUazdsVsBvf+giOHd5CupS6+sYkpS1bt5ouWnUl5lcShvZsZ+HVTft++iqJFi7Fyw2FatO6a7zG06diLWQvWY2FZgmdP3Jk/Yyjjh3XBy9OD1h16snzdfmnKPihKfoCijqm233nZ65tm/4zFxkRiaVUSC6sSFCliQGxMJM+euLNp7QLGDe1ERHiIhtY0K+x5eJvrlpVLpjJpVHe2rv8RtztXsLAswYr1h6hV99+TfPCvzGwtXrx4voNyQv7o6OiQmJiY53779u1j3759Wrd/9913fPfdd1q3Ozs7c+PGDRISEvDw8MDQ0BAnJyetdVdzY2RkxKJFi6QFkEJCQkhPT6d06dJafwBryvB623EaGhqyadMmFi1axJMnT7CxsaFixTd1vfbv3y/VGMxp/Pjx9O7dmxcvXmBqaqoW3MvvOEqWLMnff/9NYmIiXl5e6OrqUqFCBY3BxPz0m52enh4DBgxgwIABJCUl8eLFC1JSUqhYsaLW161ixYq5fkZ1dHTUpvtmZ2Jiwo4dO9iyZQseHh4YGRlRqVKlPOsu1a9fP8/vhpwlGXIqV65crm306tVLJXsvp59//pmff/5Z47ZGjRoREBDAkydPSEpKonLlylIZikqVKmnsd+fOnezcuVNrf6NHj9aYoSsIAKamptJCcnfu3MHf35/u3bvneoyBgYH0XR4eHo6Xlxempqa4uLioLSYHcO/ePTIyMqhdu7ZaDdWCtpVz7IcPHyY9PZ379+9TunRptXIsSqVLl2bDhg2sX7+esLAwfH19KVasGJUqVcq1nxs3bgCKzPOcqlWrxqlTp0hLS8Pb25vo6GicnZ01ltDJS27XLS1btqRly5ZkZWUREBBAQEAApUqVonz58mqlUoRPV3RUOL+snIOBgSHT5qzKNRNHeDfkcjm+PorgWPkK2utDh4cGkvJKcdN6yMjpaisoGxgWlabGW1i8WSl6+yZFeZOvvxmhkrH0KjmRbRt+RCaTUalqTZXVpbNLTIgnJUVR5iRn0FJp24Yl0oJTSrp6enzZsrP0/8GBitJGhkWNGDlhntqihAUd54Wzf/LsiTumZpZMnLFMbWEk5XhMzSzUFnfyyTbNPqdH929x7/ZlTM0s6dFnmNq2C69Xtm7QpJX0uH2Zcnh5enD14olcM6pCg/1JTXmFrq6uSsmC/Phm0Hhq1W3K6mUzCfT34ugfO/H1ec78pdtUnnth3ye3rp/j0YNb6OkVYfDwqRqvhWvUasDv21cRExVOyqtkjIoVl4Kt2TNbw0IDOXf6MLXqNsW18mcAKpmtL54/4tH9W1hZ29C6XY83x4UEkJamKD02fNz3mJiYqfSv9zrQWaSIPqMmzFcbn7JcRPagUGZmBhvXKFYT79V3lNrCP/DmZoezi+rvFD8fRWDcytqGoaNmqh1nZKSYTag8B4Kg1LpDT6rXbMDhvZs5d+YPYmMi2bx2AaeO7GHO4k3Y2ZdVOyY0xJ+g19+TxsamGBUrTlRkGIkJ8axb8T3jpy7O98yC9LQ0vJ57SJ/LMmUrEBzkiywri4tn/8Lc3Iq+gydIgdWEBEXSVvFcFnwzyHY9kJ7+Jmi8bK1q/OFlfCxnThzg8N7NhIcFMXVsL1ZuOISVtU2+xl7Q8/C21y2Nm7XFqXxFYqMjefH8EdFRYYzo34oe34ygV7/R/4oko39lsFX49zM1NVVZuOhdKMwP4LwUZJzW1tY0a9aswH2ULFmSkiVLvpNxmJiYULNmzXfWb07Gxsb5bv9dMDAwoFatWv9Yf/8EPT09rQtvCcLHxtbWVsoY1+bvvxXTWMeMGfPWbWliYGBAvXr18rWvjo4OdnZ2GhcFyyklJYVr165Rrlw52rZtq3U/Q0PDXG9IvSvKcjiFXRBR+O+Sy+X8vGQqSUkJjJownzJlK+R9kPDWwsOCeJWsCI7llu2onBpuYGDIF191UtseFxsl/VuZDRgY4I3Hg9vo6umhr2/AkUO/kZgQj5+vJ08e3SUxIR4raxsGD9eeCRQX96ZuXvbM0ezadupNxusf38+fPuDy+WM4lCmv8qNXGbhq3a4Hllaq14UFHWdaWqoUnB04dJLGKaXeLxQLDGrKxlVmtjo5qy9GdvLIHgAquFbl/Jk/SU9PIyw0EG/Px3h5KmZXtGr/NdU/e/P3olX7r/Hy9OD8mT9JSIhn0szlaoHC7P2WdiiHgZZFgnNTscrnrN16lB1bVvDH/q08fniHfbt+YeDQydI+hXmfAFy9eBKAxs3bqC1kpaSvnz3Ykvo62KpeRmDfznXIsrLo+vUQKXsuJluw9eDrrNb/9R6m8T1ibGJGw8ZvgtlKygzSz2s30ljyIvL19tLZAlnH//ydkCA/bEs50PXrwWrHZGZm4O+rWFQ253vF7/VNkGYtOkqLDmUX/Toz2LaU5hu0wqetlF0ZxkxaSM9+o9jyy2KuXz5NUKAPM77rx6adZyhq9Kb0391bl1j4/SgyM9Jp2bY7g4ZPwdTMkvv3rrFxzQ/4eD1h2rg+/LhKNVNdk/S0NObPHKqoIW1jx7Axs2nQpBXxcTEc3LOJI4e2s//39YpA6PeKxB0rK0UgNDHxpdZ2s2/L+R2enZm5JV9/M4Kq1eswbUIfoqPCOHp4B4OGT83znBX0PLyL65Yu/2/vvuOqqt8Ajn8YiqggoAiKTEUQ985tqZnlTnPkLGeOhrMyzYZa/swcWabmKFdl5t7m3gNUBAHZ2wECyr7398flHrney1IUref9evl64T3nfM/3HPHCfc7zfZ6+w5Wvs7OyOLjvL5Z+9xnrVy8iLfXBC7HCR4KtQgghxH/A7NmzCwyIPo7t27fj4uLCwIEvVl20/fv3k56ezvTp01+Ip+Piv2v3tg14XzxFGfOyREWG8PNS3eaP2oZAwYHXlW2D3vlAZymiKDptcKxiJbs8a+XBw0Bdo2ZtdT6ka2kDRlbWFZUAWGhO8EqVnc3KZXOUfY2MjHBx86BD5170HzxOJxPwUdo6fYBewxKtLt0ersTRZjDmrgWalZVJeE79y2YtO+jPvYjzDLnpT8Ld25rs2UeW+WtdOHNUM49HshXTUh8QHRkKGA5ua5f5Xzx3jIvnjimvl7eoQPOWHXj1jb5K8yut17trmhj+uOhzzp/+h4/G9ObzeSv1GsY8zKjNO4O5IKampXh37HQiwm9y/vQ/7Nm+USfY+jjfJ6CpUwuahlx5iYrQlIKwrGCjlHmwysmO1TbuiooI4fD+v/H0akjDJq2UAKj2+yIi7CanTxzA2saWLl11V3Bpaxc3a/GKUh4gN23ws1mLVwzOLywkAND9d710/jgA7Tt1N5jxdtX7LOnpaRgbG+Oa698lMyOdiJzSF3l1Zw/LuZe56w4L8SjbylX5ZPZS9u/+g0XffsztWzHs2bFJCf6npT5g4bypZGVmMHz0VPoMeJhR36hpGxYt/5uJo3oQHRnKj4s+57tlf+Z7vu1/rcP74imsbSqxdNUu5WGUlXVFRo77BEcnN5YsmMHRQzvo0LkXjZu1xdZOkzyQnJRIdna23soD7TbQvC8XJpvbq25jmjRrx7nTh7nqc67A/R/nPhT37y0mpqZ0fuMtHtxPYeWyOWz94xe69hpMZbuCkytKkgRbhRBCiP+Ap5FRrVKpWLx4MTVr1nzhlrzXrl0bb29vnbreQjyPtEG/tNQHbPtzTZ77RUeFKdv7DhwjwdYnVNjmWNpAXU3Puvluzx1oCg3WBJ/qN2pB734jKGNeljJlzKlS1bnQTUsqWNlQvrwlKSlJREeGFbi/oXqo4aFBSrOoOvX1GzsVdZ7a4Kyjk5vBAFrC3dv4X9fUmnd+JNMp+KYfarWaMuZlqeqg2zQxMyNdCcR+MHUele0dMCtjjoWlFVUdnPMtM/V69wFUc3Tlmy/eJzoqjM8/HsmK3w7mcW8KX681L+07dOf86X9ISb5HclKiEoh+nO+T7OxswsM0y3bz6yge4K9pSuuSqwSCNuiizc7euG4pKpWKoSMnAZqHCMYmJty5o8kC/WvzStRqNW/2H6mX3autNZtX5p72/j0aQAeIi4lU5uBS3UN5XZst65ZHQPT0cc2qGbsqjpiZPexnEBoSiCo7G9NSpXE3kB2dnZ2tBK7d8in/IYRWh8692bBmMbfiY5SftwDnzvzDvcS7GBkZ0bXXYL3jzMuW4623x/L9N9O4cd2b5OR7BjPntQ7u0QRjO772psH3z9e69Wfzb8uIj4vmwpkjmmBrrmz2W/HR2Fdx1DsuNjoc0DxgMRSMNcTJpQbnTh8mJZ+MWa3HuQ9P6/eW1u1fY+WyOaiys7nh5y3BViGEEEL8OxkbG9OmjX6dtRdBjRo1SnoKQhRK737v0q5D1zy37962geNHdlOnfjPeHjYR0DSzEE9GCSAVkO2o/VCZVxZdUIAmiJY7ozQtTdMUs2IlO5o0L3oJKq2atepz6fxxDu75k159hxvMOtRSgnmPdLkHTd3A3E2XHneewTkBNAdHw+VQtmxaodSvrlLVSWebNrBbzclNL3iakZGBSqUCoE6DZnrHFqRew5f4fN4qPhjdk+jIUG4G+urUFgwL0QTnnFye/OeC9v+eWRlzypV/+P/wcb5PcsvMVYsxt/spyezfrQnitGz7cIm/Ntianp5KbEwERw/toEHjltRrqGlWZWJiQiVbe+4l3OF+SjJHD+3Ayroir/fQX6XycO765R3uJd7h7p14jIyMDNa71T60qOLgrARS7iXeVRr5GPpeuXM7TqnB++i/tXY8Zxd3g9/vUZEhpKenYWRkJJmtolBMTExwq+HFrfgYTHN9T8XFRAKaeqmP1p7WcnB0Ub5+kJKcb7A1NlbTN8Q6n6X+Vau5Eh8Xzf2cJoZVHVwob1GBlOR7nDt1mO5vDtU75mJOlnidevoPzPISH6dpjpXXw47cHuc+PK3fW3LXrs3MyChw/5ImwVYhhBBCCCGeUw6OrvlmtZ0/cwTQLEXUBlLEk9MGmNzyaXySmHBHCRrltQRd2+Qnd5BTm7kZ6H8VtVpdYAPQvAwZMYlL548TEX6Tv35fRd+Bow3udys+Wllqmjtz8mH2ruG5F3WeWVmZwMNl7bndDLzOrr9/w9S0FFlZmVRx0A2ixcVoAhGGMrfKlbfAsoI1SfcSCPS/UuRgK4CLW01MS5UmKzODpHsJyuvp6WlKGYbiqPGpzcis4V5bKVHzuN8nJiYmOFRzISwkAD/fyzrNv7Q2//YDqQ9SqFrNhS45ZRNA04DM2NiYzIwM/v5jNSqViiEjJukcW9nOgfjYKA7u3UJ6ehpvD39fJ4sUIOleglLX1cVAsPVhvVtXg4EY7f+jR8tXaEVFBOPiphukXb7kS9RqTXD90X9rJSM2z/vol+98xH9XZHgwDo6ueu9jsTERXPE+C0CtOg97k2h/7qakJBEXG4WdvX5/mLAQTZkPywo2Ok3vHtxPJiY6nDu342nYpBWlSpXGoZorocE3CH6kaaGWSqVSGlDV9NSsRittZkbnN/qyZdNKjh7aSbfeQ3Tmfy/xDlcunQYw+KDEkDu347h0/gSA0igvt5ioMG7fjqNcOQvcatR67PvwNH5vOXvqsPK1u4fhVQLPEylSJoQQQgghhBA57iXeVQJM+dXx1AYrLSytqGSr3wDwfkoysTlBxOq5gpyNmrbB2MSEiPCb/PbLQr3j7t65RWLCnQLn6e5Rh1de7QXAmp/nM+/ziUotzty8L5wCwLZyFZ3MKyUQlsfy+aLOU1saICwkkJioh6UNbvj58NmUYfTu9y4qtQrTUqWV2qJa2tqhGemGMzibtXgZgJ+Xfs2teN1rVKvVytJx0ARQ09JSdfY5dngnWZkZGBsb4+7xsKxO7gZRGXlkj+b24H4yPy3+Qsn20srMzOD39T+xd+cmAAbmZGvB43+fALzcqQcAu7at17lGgD83/syWTSsxMjJi5HufYGr6sJyPiYkJlhWsSc9I4/D+rbzUuhMeterrHF/ZThM02btzM5YVbHijx9t6c9MGNyvZVjGYtVdQxm6wgeBoxUp2yjLqMycPKa9nZ2WxaP4nXPU+S8fX3sw5r+79CjZQDkN3PvlnCIv/JpVKxccfDmLssC5sWLuEE0f24H3xFFs2rWDyuL6kPkjB2bUmHXLeT0GTKVo+53t+yf8+JS31gc6Y8XHRbFizGID2j2Rx/vLTN0wc2YOVy+YoqwZatO4EwOH9f3Ph7FGd/dVqNevXLOLOrVjMy5anaa76x2/0GISRkRH+1y+zad0POtf07ZcfkZ6ehqNTdZ2gZVDANa5fu6h3H8LDgvji09GkJN/DycVd7//83Tu3GPF2B6a/P5CInBImT3IfHsdfm1cq74e5Xb5wgp+Xfg1Awyatqeb0/DeUlcxWIYQQQgghhMihDSCVLVfeYKallqE6qLrbNYGfMuZlqZqrE3vVai507TmI7VvWsunXZZw/c5TadRuTmZlBVEQovlcvMOb9WUqDp/xMnPwVVtYV2fr7Ko4f2c3xI7spX96Sak7VMTYxJi42Sgko5l46r1arC6xLW9R5vtK5FxvWLCYlJYnJ49+ieauO3IqL5srlM3jVbcyrb/Rj06/LMDfQIKpW7YYcObid82f+4bMpw3Fx8+DdsdOV7W8P/4CTR/eRcPcW49/pSt0GzalazZm42CgC/a+SkZHGb3+dAeDgni38+stCmr7UHvuqTvheOc/VnMy1ISMm6SxXtaviiJV1RRIT7vDFp2OoW78ZXXsNolbtRhiyb9cf7PhrHbv+/g37qk44OlUnKyuT4KDrSobsoHc+pEHjlsoxj/t9AtCzzzAO7dtKRFgQH419k1btumBhWYHzp/8hOioMc/NyTPnsO5q11G9OZW1jS8hNf4yMjBj8zod62yvba+odhocGMmzUFIONu7TfI6656q0amnvewU/D9XB79BnOhjWLObx/K3dux1KlqjOXzh/j7t3bfPrFD5w7pQnCmuXKTlWr1Q+Dt3l8z97MyWx1q5F3Rrr470lOSsCuSjX8rl1i/epFetsbNG7J1M8W6pSmsKxgzeRPFzD745FcvnCCscNe46VWHaloW4WoiGCOHt5JeloqHrXq806u9yqAAP+rALR75WHwccCQ8Vy5fAbfqxeYNe1dXmrVEXfPumSkp3P5wgkC/K9gZGTEpI+/1cketatSjYlT5rB4/if8tvp7zpw8iJu7FxfPHePOrVgq2trzyZc/6Jx/6++/cOTgdira2lPN0RVrG1tiosMJvHEVVXY21ja2TJv5vV595sAbmvrPZmZlaJ7znvIk96GoIsJusurHeaz6cR529tVwcnWndGkzwkMClazfynZV+ejj+Y+9IuRZkmCrEEIIIYQQQuRQgmPVa+X7gU67X15ZfQ+3e+qNM2r8DCpWsmfjuiXcDPRVglYmJqY0bfGyweY/hpQqbca7Y6fTonUn/tiwnPCwIOJiIpRGVKVKl8bZ1Z3GzdrRofPDrK242IeNi9wMLA9/nHlaWFRg1twVzJs9kTu349i3czOlSpfm9e4DeGfMNGJyspVKG2ie1faVrmz/ax1RESFcOn+c1Af3dbZXtqvK4hXbWDBnCv7XL3P6xAFlm519NV7v8bZS6kDbJObw/r+VfSpWsmPg0Am81q2/zrgmJia89fZYVi6bw51bsRw5uJ2Or/XO83681KoDoSE3OH54F9GRoUrjLhMTU+rUa8q7732sLAHWepLvk1Klzfjuxz/58fvZHD20g8P7twKaLNmXWndiyLsfGqyVCg+Dre06dNNbqg8PM1stLK3o2nOQwTG0Dx4MlRDIPXdDwdaU5CTiYzW1IR/NNH1r4Gju3o5n785N+Fw6jc+l07i4efDRJ/+jbv1mHN63Vbl+rdiYCFIf5P89qw3uSmaryK2CVUX+t/R3ggKuEXjjGv6+lzi49y+atniZd0ZPxemRhn1aTV9qz9JVO/nlp2+4dP442/9ap2yzrGDNoOHv063XYJ2a1xnp6UoWeptX3lBeNzE15evv1rFz62/8vv4nzpw8yJmTD5v1NWrahuGjpxr8v/Tq630pY16WtSsWEBRwjaCAa5QqXZp6DV/ig2nf6C3tb/pSeyLDgwkKuKaTvV+uvAUdX3uTQe98YLAZlbbZXrMWr+g8fHmc+/A4KljZMHDoBPbt+p242EjiYh+uILCwtKJbr8G8OWDUC1MixEitrVIuhBBCCCHEf9juozdLegriP0alUmlq+92KxbZyFSpVrvLEH1jT09O4FReNZQVrLCtYP/N5ZmdnEx4aSGrqfZyc3QvdsC0rK5PI8GDupyRTzclVr9SA1oP7yYQGB1CqVGnsqlQzeI0qlYpbcdHcuROnma9tlXwD54kJd4iKCKFsufI4ubgX2NVbrVZzKz6G2OhwrG1sqergnG+DsuKQmZlBaHAAZmZmODrXeCEyuwpyL/Eu4aGBWFlXwtG5eklPR/xHBAf5MWFEN94e/j4Dh04o1DGZGelER4WRdC+BKg7OBkuCAPheucDUif2p4VGHRcv/znO8u3duER0VStmy5XFwdNWrl5yX2/Ex3L4dR3V3rwJ/VqSlpRIXE8G9xLtUdXCmUuUq+e7/yUeD8bl0mllzVyilWx5V2PvwpFKSk4iJCiMzMwMHR1cqWNk8lfMAvN7u6bz3SLBVCCGEEEIIJNgqhBBC/Ns9TrC1sH775Xs2rlvKh9O/zTdL/nmTnp7GW10bUamSHSvWH1Ia/P0XPK1gq5QREEIIIYQQQgghhBD/elWqOvHV/9ZSxcGp2Mc+e+oQle0daN+xW7GP/TRdOn+crMwM+g4c/Z8KtD5NktkqhBBCCCEEktkqhBBCiMejUqm4fu0iDtVcsbapVNLTKZLoyFDS0lJxdq1ZYBmVfxvJbBVCCCGEEEIIIYQQ4jljbGxMnXpNS3oaj6VqNZeSnsK/juQHCyGEEEIIIYQQQgghRDGQYKsQQgghhBBCCCGEEEIUAwm2CiGEEEIIIYQQQgghRDGQYKsQQgghhBBCCCGEEEIUAwm2CiGEEEIIIYQQQgghRDGQYKsQQgghhBBCCCGEEEIUAwm2CiGEEEIIIYQQQgghRDGQYKsQQgghhBBCCCGEEEIUAwm2CiGEEP8Bf//9N6NHjyYuLq6kpyKEEEIIIYQQ/1qmJT0BIYqiTZs2+Pr68tNPP/HWW2+V9HSemZ07dzJkyBBcXFy4dOlSSU9HCPECOnfuHD///DMfffQRdnZ2JT0dIZ5LjlUsS3oKQgghhBDiBffcB1vj4uI4duxYvvv06tULU9Pn/lKee3Xq1CEwMDDfffbu3cvLL7/8jGakKzMzk3PnzpGRkUGtWrWU19PT0+nWrRsJCQns2bOHSpUqlcj8nqaLFy+SkJBQYvdeCPHf4Ofnx7Vr1wq1b/369alZs2aB+4WHh3PmzBn8/PyIj4/H3d2dJk2a0Lp160LP6+jRo8THx1OzZk3q169f6OMA4uPjOXDgAP7+/tSpU4d+/foVeMyWLVtQqVQF7mdqakqvXr0K3C/3fe3cuTOWlgUH9LKzszl//jzHjx8nNjaWWbNmFeo48WRUaqOSnoIQQgghhHjBPfcRygMHDjB48OB890lOTqZ8+fLPaEb/TikpKVy/fh21Wo2NjQ3GxoYrTBT1Q25xun79OhkZGZiZmekEW48cOcKBAwcAOHPmDF27di2pKT413t7eADRo0KBE5yGEePH4+Pjw/fffs23bNgAaN26Mh4cH7dq1Y8KECbi6uir7bt26lU8//bRQ486fP5/JkyfnuT0hIYHx48ezefNmsrOz9bZ369aNNWvWYGNjk+cYJ0+eZPr06Zw4cQKADz74gIULFxZqfqtXr2bp0qVcvnwZtVoNwJgxYwoVbB0wYACZmZkF7leuXDlSUlLy3ScxMZHOnTsTEREBgK+vL15eXnnuHxkZyfTp09m9ezcJCQnK61OnTpVgqxBCCCGEEC+A5z7YGhwcDECzZs3yzKApVarUs5zSv5KPjw9qtRozMzNiY2Ofy3vq4+MDaDJwc2cyN2/enA4dOmBjY0PHjh1LanpPlfbaGzZsWMIzEUK8SDZv3szQoUNJT0/HxsaGZs2aERkZyaVLl7h06RKenp6MGjVK2b9+/fq8++67eY6XlpbG+vXrAQrMai1fvjz79+/Hw8ODHj160KBBA9LT09m7dy8bNmxgx44djB07ls2bN+sde/fuXYYNG8aOHTsAMDMzIz09vVDXHBsby8iRI9m5cycAjo6O9O7dm1q1atG4ceNCjTF8+HCDAWKt06dPc/369UJl9o4bN47IyMhCnfe3335jwoQJJCYmYmpqyquvvkqnTp2ws7PDysqqUGMIIYQQQgghStYLE2ydMWMG3bp1K+HZ/HtpMyfr1KnzXAZa4eEcHw04WllZcfDgwRKY0bNx7949QkJCAAm2CiEKLzY2llGjRpGens7kyZOZN28eJiYmANy5c4dVq1bpZXm+8cYbvPHGG3mO+eOPP7J+/Xq8vLwK/JlcqlQpDh48SN26dXVWSwwePBhXV1e+/vprfv/9d5YsWULlypV1jjUzM2Pv3r00bdqUb7/9lv/973/s2rWrwGtOSUmhRYsWhIaG4uLiwpo1a2jbti1GRkVbGr58+fI8t2VkZFCjRg0Apk+fnu84mzZtYsOGDQwePJiNGzeSlZWV574//PAD48ePB+DDDz9kxowZ+Wb9CiGEEEIIIZ5PhteKP0du3rwJFJxBI57M5cuXgccP5t2+fRs/Pz9SU1MLfcytW7eUIGJewsPDCQkJITs7u9iyO4OCgkhKSirSMZmZmYSHh3P16lWioqLy/cBcHOdLS0vj+vXrJCQkcOXKFQBsbW1xcHAo0jhCiP+u/fv3k5SUhIWFBbNmzVICrQAVK1Zk6tSpVKhQodDjZWZm8s033wDw8ccfFyqAWb9+fYNlad5++23l64CAAL3t5cqV49ChQ5w7d4727dsXeo6ffPIJoaGhtGvXjosXL9KuXbsiB1oLsmbNGiIiIqhZsyZ9+vTJc7/IyEjGjh2Lubk5X375Zb4/N8LCwpg+fTomJiZs3ryZ7777TgKtQgghhBBCvKCe+2BrcHAwpqamuLm5lfRU/tW0WaONGjUq0nEbNmygTp062Nra4uXlRfny5enbty/x8fE6+82YMQN7e3s2b95MZGQknTp1onLlysyePVtvzK1bt/LWW29RrVo1nJ2dcXNzw87OjlOnTgH6dUtbtGiBvb29TtaTSqXC2dkZBwcHsrKyCAgIYNiwYVStWhV3d3dsbGyYOHGiUscvL5s2baJTp06Ym5vj7OxMvXr1qFatGhYWFjq1CovjfLdv32bq1Km0aNGCChUqULt2bSpWrEj//v0NXrcQQuQnKioKADs7u2Kpa7527VrCwsJwc3NjwIABTzRWdHS08rWTk5PBfdq0aVOkMU+dOsUPP/xAhQoV2Lhx41MJVmZlZTF37lxAk9WaV31ztVrNsGHDSExM5OOPP8bW1jbfcceMGUNKSgqTJk3irbfeKvZ5CyGEEEIIIZ6d57qMQGpqKjExMVSvXv25Xdr+b5CZmal0SS5s1qharebTTz9l7ty5WFtb07t3b0qXLs3evXv5888/uXfvHvv371f29/X1JS4uDisrK/r06cPZs2cB3eBuRkYGkyZNYunSpQBUr16dYcOGkZyczIEDB0hLS8PY2FinSVdycjJnz55FrVbrZD+HhoYSHh5OtWrVCAoK4pVXXiErK4uGDRuSmJhIamoqS5YswcvLizFjxuhdX0pKCqNHj2bDhg0AuLq60qZNG0xNTfnrr79ITEzE3Ny82M539uxZ+vbtS0REBObm5rRr1w4nJye8vb25ePFikf5thBACNGVhQJNdv2LFCkaOHPnYY+UOMk6dOlUnS7aoUlNTmTNnDgCvv/56nsHWonr//fdRqVR8/vnnVKlShTt37nDy5EmSk5Np0KABnp6eTzRvgF9//ZXQ0FAcHR0ZNGhQnvt9//33HDp0iJYtW/LJJ5+QlpaW5767d+9m79692Nvb8/nnn6NSqbh69SoXL17E2dmZhg0bSparEEIIIYQQL5DnOrM1JCQEtVpNaGgolpaWWFpaUqtWLYYNG8aZM2dKenr/Gn5+fqSnp2NsbIynpycZGRl6fx7NyBw7dixz587l5Zdf5saNG2zZsoWNGzcq2aUHDhzQyW7V1t5dvnw5vr6+/PLLL9y9e1epT5eenk779u1ZunQpTk5OXLp0iaCgIFavXs2ff/7Jzz//DIC7uzvlypVTxtU29rKwsFBq6AFcv34dACMjI15++WX69OlDVFQU+/btIyoqCk9PTwCDNQADAwNp0qQJGzZsoH79+vj5+REcHMzatWtZtWoVZcuWBdBptPIk59uyZQtt27YlIiKCyZMnk5CQwP79+1m5ciUXLlxQjpVgqxCiKLp06UKzZs0AGDVqFP369VPeq4pq/fr1BAcHU7VqVYYNG1akY1NSUvDx8WHbtm2MHz+e2rVrc/jwYYYOHcrGjRsfaz6Pio6O5sKFCwC0bduWDh06YGtrS48ePRg0aBB16tShefPmj339ANnZ2UqQeMqUKXk+BL527Roff/wxlpaWrF+/vsAA77Zt2wBNvdzNmzdjY2NDgwYNePfdd+nYsSP29vbMnTs334ZdQgghhBBCiOfHcx1sDQ0NxdraGicnJ6ysrHjw4AH+/v6sXbuWFi1a8OWXX5b0FP8VtCUEVCoV1tbWmJmZ6f3x9fVV9j937hzLly/H0tKS33//XWd5ZM2aNTExMcHIyEgJ0KpUKgIDAwHYuXMnBw8eZPjw4VhbWytLMBcsWMDp06fx9PTkzJkzeoHFvDJvtbVm69evr1OXT/uBOiIigm7durF48WLlg7G1tbXSACY8PFxnPO3Szxs3btCjRw9OnTqlBDsB4uLilOWvhoKtRT1fYmIi7733HhkZGSxcuJD58+djZmambE9LSyMoKMjgtQshRH5MTU3ZunUr7dq1A+D333+nTp069O7dW3nfL4zcQcZJkybpvEcVxpkzZ2jQoAE9e/bkhx9+ICQkhM8++4w1a9ZgaWlZpLHy8s8//wBgaWlJnz598Pf3Z+TIkfz0009MnDiR8uXLc/HiRZo1a0ZYWNhjnWPjxo0EBQVRuXJlRowYYXCfjIwMBg0aRHp6Oj/99BMuLi4Fjnv48GEALly4wIgRI2jYsCHz589n3rx5tG7dmszMTD755BM++OCDx5q3EEIIIYQQ4tl6roOtr7/+Onfv3uXmzZuEh4eTmprKiRMn6NixIwAzZ87kq6++KuFZvvi0AUsbGxs8PT31/tSrV49atWop+0+bNg3QNEipVKmS8npSUhKTJ08mOzubli1bYmdnB6D82wFMmDCB5s2b65w/IiKCr7/+GoDFixdTpUqVPOf4aN3SvF7XNpVycHDgu+++0xtPW7/Q3t5e5/Vff/2VU6dOYWtry9q1a5Us1kfPV6lSJRwdHZ/4fDNnziQ+Pp6WLVsa/CB97do1srKyKFeuHO7u7nrbhRAiP1WrVuXw4cOsW7eOunXrolar2bp1K40aNSr0z8/NmzcTEBBAxYoVGT16dJHn4OjoyIQJExgyZAitW7fG2NiYL7/8kkaNGuHv71/k8QyJiIgAND+HrK2t8ff3Z/ny5YwePZpFixbh7e1NxYoVuX///mMFLVUqlfJz6sMPP9QpI5PbjBkz8PHxYciQIYWuaxsZGQlofo6sWbOGf/75h8mTJzNt2jSOHTvGhx9+CMCyZcu4dOlSkecuhBBCCCGEeLae62Dro0qVKkWrVq3Yv38/Xbp0AWDOnDncvXu3hGf2YtNmOM2cORM/Pz+9Pz4+PsoySD8/P44cOYKpqSlmZmYsWrSIWbNm0atXL9zc3Fi7di0ODg5Kx2rQLPUHMDEx4eOPP9Y7/4IFC3jw4AGvvPIKnTp1yneOj2Z3aj94Pvq69pwDBgww2BhG2zjG1dVVeS01NVUJJM+ZM8dgl25t/dTcWa2Pe747d+6wbNkyAObNm6d3DDy87nr16uXZiEUIIfJjbGzM4MGD8fHxYc2aNdjZ2aFWq/nss89YvHhxvsfmDjK+//77OmVcCsvDw4PFixezdu1ajh8/TmBgIG3btuXy5cu0aNGCmJiYx7qu3LRla8qXL8+ePXuwsLDQ2V69enU+/fRTALZv355vDVVD/vjjD/z9/bGysuK9994zuM/Ro0dZsGAB1atXV2qPFyQpKUmZy+TJk/XqwBoZGfH1119jb2+PSqViy5YtRZq3EEIIIYQQ4tl7rhtk5cXIyIivvvqKPXv2kJqayvnz5+ncuXNJT+uFpQ3o5W48lRdtBmdWVhYfffSR8rqxsTF169ZlyJAhzJgxQ6eZh3b8l156SScTVksbwHz99dcNnjM2NlYJVuYOqmZkZCjL93NntqanpyvZUn369DE45tWrVwHda75y5QqxsbGYmpoyePBgg8ft3r0b0G3s9bjn8/b2Jjs7GwsLC1q3bm3wOGmOJYQoLkZGRgwdOpSePXvSunVrrl27xqxZsxg/fnyeD3O2bNnC9evXsbCwUGpsPyk3Nzd27tyJl5cXkZGRzJo1S6nL/bi0D7nq1atH5cqVDe6jLaegUqnw9/fXWxGRF7VarWQBjx8/3mDpg7S0NIYOHYpKpcLFxYWZM2fqbM/MzFS+njdvHhUrVqRly5b07NkTExMTsrOz83zYaG5uTtOmTdmxY4dOSR8hhBBCCCHE8+mFDLYCeHl5KV8nJCSU4ExebKGhoSQmJgKFC7Zqg4YdOnRg8uTJlCtXjnLlylG9enWDmaDwMNhq6IOkWq1WAri1a9c2eLy2eYiDg4NOfdhr166RmZlJqVKllK7b2tezsrIwMzPTy0AFTf1B7XXk/rCtnYenp6fBmoRxcXFKY7bcc33c82mzYb28vHTqzWqp1Wq2b98OSLBVCFF8KlSowMSJExk1ahSJiYmEhYXpZN1r5Q4yjh07Fmtr62Kbg4WFBa+++iq//PILJ0+efOLxtGVW4uLi8twn98+PlJSUQo+9detWrl27RtmyZXn//fcN7pOQkKDUgj106BCHDh3Kc7xff/0V0ARo+/bti7OzM8HBwYWae1HmLYQQQgghhCgZL2ywNXeDi8IECYVh2hqkzs7Ohfogff/+fUBTB/C1114r0jkMBQxjYmJISkoCoGLFigaP134wzateq5eXF6VLl1Ze1wZ3a9eujamp/rd4QEAADx48wNjYWOd7Rxv89PDwMDiP+fPno1KpAM2S1Cc9nzYbNq/rPnTokNKMq7AZWEIIURhNmjRRvtY283vUtm3buHLlCmXKlNFZyVBcrKysAM3qgCdVo0YNQFMjPCkpyWD2aUhIiPJ17ge2BdE24xw9erTB1RmgeR/XNukyJDU1VVm9sXr1alxcXKhataoy9+DgYOWhnCHauRdl3kIIIYQQQl9WVhZzv5hG7boN6N3X8IpWIZ7UC1sEcvXq1YCm03tewTFRsKKUEICHH2gvXLiAWq0ucP/c2T6GAoY2NjZKVufZs2f1tq9cuVLJevL09NTZlldzLG3QNK8Apfaaa9asqdMAKyMjA4AbN24YPGbZsmVKUDd3sPVxz6f90H7u3Dm9Yx48eMC4ceOUvz967UIIUZCkpCTlgc2jtD9DHR0dqVatmsF9tFmt7777rtLwML9zXb58mV27dinvpfnJyspiz549gG7g93E1bdoUd3d3MjMz+fHHHw3u8+effwKa99PcpW5u3rzJsWPHlPfy3Hbs2IG3tzelS5dm0qRJeZ6/dOnStG/fPs8/bdu2VfZt1qwZ7du3p2bNmgAMHDgQgFWrVvHgwQO9saOjozl9+jQArVq1KuhWCCH+I479s482zWrQr9crJT2VZ27YwK60aVaDfXv+LumpCCFeQGqVii2/r+Ps6eMlPRXxL/ZcZ7b++uuvdOvWTcl+Ac0HtMWLF/Ptt98Cmu710jjo8eUVsMxL586dMTU1xc/Pj5kzZyoZP1qxsbEYGxsrNfO0H15tbGxwcnLSG69MmTLUqlWL69evs2XLFsaMGaNkh27atInJkydTo0YNgoKC9Ja55pUxqw1u5nVNeR2nLQ3g6+vLzZs3lYDquXPn6NatG5MmTWLevHmYmZnpLEd93PNp/3779m0OHjxIx44dAU3jrAEDBihNySpVqmSw6ZYQQuRnw4YNvP/++wwYMIDmzZvj4eHB3bt32bRpk9Joaf78+QaP3bVrFxcvXsTU1JQpU6YUeK6pU6eyfPlyPDw8lKz9U6dOERERwZtvvqmT9Z+cnMy4cePw8/PD2Ng4z4ZTRWFqasqXX35J//79+eqrr6hfv77O6ou9e/eyfPlyAJ0GjrGxscpDxI0bN+o9eNT+jBs6dCgODg5PPE9DBg8ezPz58/H19WXAgAFs3LhReTB3//59Ro4cSVpaGo0bN6Zv375PZQ7ixXHuzAkSE+/kud3FtQY1PQyXZRKFt3fXX8yYnn+d6oaNmrFi7d/PZkIGXPf1ITnpHg7NdX+/3rfnbxYv+IpBQ0czYPDIEprd05OZmcm1q5fIyszEza1mSU9HCPEvdnDfDlRqVYH7mZiY0qHTG4UaMyY6kis+Fwi5GcDdO7dxcnGjdp0GNGz8UqGOv3v3NhfOaZLRXu7wep4r1AzJzs7G9+plLl04w+3b8YwZP4Xy5S0KPK4474NarebwgV1kq7Kxt3egXoPCJV3cvXOL0yePEhoSSA13Tzq/3qtQx5Wk5zbYGhQUxJAhQyhTpgyenp64u7uTnp7OxYsXlWZJ48aN0+vcK4qmqMHWGjVqMG7cOBYtWsRXX33F7t27ad26Nenp6QQEBHDixAmWLFnC6NGjCz3+tGnTGDp0KEeOHKFJkya0atUKHx8fzpw5w4YNG1ixYgVBQUG4ubkpx6hUKiWQmzuIqVarC51p+mjwc8iQIcyePZuEhARatWpF9+7dCQ8P559//qF169aMGDGCr776Sifw+STn6927N+7u7gQGBtKjRw+6d+9OqVKl2LNnD+7u7ixcuJDXXntN57qFEKIozM3NWbt2LWvXrtV5vVy5cvz000/069fP4HHaIOOgQYNwdnYu8Dznz58HoH///sprixcvZvPmzVhYWODl5UWNGjWIjIzEx8eHxMREpdll7qzPJ/HWW29x4MABVq1aRdeuXXnppZdo2LAhN27c4NChQ6hUKkaNGkX37t315l22bFm6deumM97evXs5f/48JiYmTJs2rVjmaIixsTG//PILPXr0YPv27bi7u9OuXTvMzc05ePAg4eHh2NnZsWLFCnm4LPjisw+JjAjNc/vg4WOZNO2LZzehfym/61fIysykdGkzypYtZ3CfOnUbGXz9Wbnhdw0Az1p1dF7/bc1PREWGsf3vzf/KYGvwzRtkZWZSqlRpXKtLsFUIUXhZWVlsWr+Svbu2ArBv91Z8Lp+jhnstuvboy6tdeur8rjV90iiysrIKHLeMeVk6XA7Ld5+ke4nM/XIa+3b/rZQmzK3ty6/y5dylVLAyXNrxwf0U1q1exrrVy3iQU9rx+PmbhQq2xsVGs2jBFxw/epDkpHvK68NHjC9UsLU478Ovq3/ku29nAdDpte7M/35Vvvv/vWUDm9avwv/6FeW1Pv2HSrD1SZibmzNmzBjWr1+Pt7e3ErAyNjamUaNGzJ8/n1de+e8tmylOt2/fJjIyEiha3duFCxfi4ODAF198waVLl7h06RKgqfv3xhtv6DSJKijrEzRBzqioKGbOnImPjw9Xr16ladOmbN68mTfffJOPP/4YQCezNSAggPv372NkZKQz95CQEJKSkvRezy2vTFNra2t27NhBv379iIqKYsWKFZQpU4YxY8bw7bffEhwcDGiycYvjfCYmJuzdu5eePXty9epVNm3aRKVKlejatSuLFi1SGoMZalwjhBAFGTNmDAMHDuTgwYPcuHGDFStWEBISwh9//EGXLl0oV85wAGH//v2cPXsWY2Njpk+fXuB50tLSlHqjuYO37777Lvfu3ePQoUOcPXtWKRVjampK69atmT9/Pi+9VLin+IVhZGTEypUradmyJV988QUnT55UytA4Ozsze/Zshg4dqnOMNtjatWtXvfuhDTj369dPp3TM09CsWTMuX77MyJEjOXToEBs3bgQ0vwt1796dn3/+ucBSDuLfLzs7m9iYSEqXNqNT524G9/GqLX0MioP/dc172ruj32f0uIKz+0vCDX9fADxr1dV5/c23hpCZmcnIscVfa/t5EJBz3TVq1jLYK0EIIQxJTX3AmHf64HP5PMbGxri41qB0aTNCQ4I4EXOQgBu+vNqlp84xPXoPJDs7O88xr3ifJ/hmAM4uBf+eaF62HKdPHMHFtQbtO3TBo1YdMjMyOHn8EHt2/sWxf/bz9edT+Pb7lXrH7t6xhflzZ5Bw9zalSpU2MHredm7/g2++nE5ychImJia0aNWel1q2p2IlWywsDTc4f1Rx3YfAG9dZsvDrQp3z9q04Zn/2EceP7AfAzr4qHV7tiqtbzRfmdx0jdWEKb5YgtVpNTEwMwcHBlC1bllq1amFubl7S0xJosktv3rxJVFQUjo6OODo66jSqKqoHDx7g4+ODu7t7nk1InoXs7Gx8fX1JSUnBy8tLp4zF0xIcHExCQgINGzaUzCUhxFPRq1cvtm3bZvBp+pM4ceIEbdq0oUmTJkrwMrfs7GzCwsIICwujSpUqVK9evUhLnh7XrVu38Pf3x8PDQylt86iOHTty6NAhdu7cyRtvFG7519OWlZWFr68vKpWKukvRgJQAABoNSURBVHXrSjDhGfO5cbukp5CnqMhw3ujYGE+vemz661BJT+dfrf1LHiQm3mXxj7/R9uXOJT0dPcnJSbRpqvlQu+/oFezsqpTwjJ6d/839jN/W/kSvPoOY9dXCkp6OEOIF8f382axZtZRKtnasWLsVVzd3QBPT8L50lrjYaLp0fbPQ42VmZND11abExUbzzcIVdH4kUGvIDf9ruNf00vu8v/T7Oaz8SfN+dvjkdWwq2upsX7Lwa9avXc7bQ0fTtHlrxrzTB9BktlpY6DeF1dq0fhXzvtQkTgwaOoaRYz/KM3P2cRX2PmRkpPN2n1cJvnmD117vxa4df+aZ2frgfgp9urclOiqCqg6OfDF3CY2btlR6/RS3+h5PJ/b03P8Gb2RkRNWqVZWuveL5YWxsjLu7O+7u7sUyXtmyZWnRokWxjPUkTExMqFev3jM9p5QKEEK8qA4cOADA+PGG6xuamJjg5ub2zN/nbG1tdeprPyo1NZUTJ07g5uZGly5dnuHM8mdqalqk1Sbiv0NbPqAwGTTi8cXFRpOYeBcAD6+i/z6YmZFBTEwkZmXMCx0EzcrKIiI8hCpVq1GmjOGkkvT0NCIjwrC1tSMo0A8Aa+uKTxRoTU5O4l7iXao6OBXpYX/SvURu3YrD1NQUm4q2+X7Yf1R4WDA2FW0LtXRVKyY6EpUqG/sq1bjhn1M+watuAUcJIcRD+/duB6BPvyFKoBVyVk43KXoMYtvWTcTFRuPkUp1OnbsXfADg4VnH4Ouvd+ujBFvDQm/qBVt79B5Av4HvUtnOHt+r3oU6V3RUBIsWfImxsTFzFywvVDD4cRT2Piz9fg6BAdfpP2hEgT8zFi/8muioCBo3bcl3S9YUe4D4WXnug61CCCGEeHKzZ8/OMyD6JLZv346LiwsDBw4s9rGfpv3795Oens706dNlRYF4IUiw9dm44acpIWBtU6lIgcw7t+P5/n9fsG/332RkpANQydaOSdNm62RLJSXdo2eXFthXqcqGPw/yx6a1LPrfbFJSktl18CIO1R42vEpIuMOalUu4dOGMUkcWwLaypqyIxyP1Wg/u28GcL6bhVt2dleu2Ka+vX7ucVT8vYvDwsQwfMYGNv65g3+6/uXrlItnZ2Ti5VGfO/B+pU1e35FVucXExrF21lIN7txMfH6uzrUrVavy85i8cnTSlr1QqFa93aER2dhZ7DnsTFRHKyuXfc/rkEW7fisPY2Ji3Br7DtE/n5JmpdOjALvbu+gufS+eU81Wwsib1wQPNtecRtBBCiEep1Wpu5byPODo9+cP/rKwsfvn5ewDeGTnxiX+PvJXrPdW+SjW97U7ORZ/zV7Mmk/rgPsPeHf/UAq2FvQ/nz57k19U/Ym1TiTHjprB65eI8x/S+dI7N61dRvrwF8xYsf2EDrSDBViGEEOI/4Wlk7KtUKhYvXkzNmjWfSWmA4lS7dm28vb2pU0c+sIsXQ2R4KCDB1qfNPyfYWpTMyZDgQMaN7E90VDieXvWoXacB13198PP14ZMpY7Gv4qB0mo6JjuDunVs4u1TnyKG9fP35ZAAsK1jpBFqv+lxk8vvvEBcbjZlZGZo0balkdvr5apqzPlqv9YrPBe7euUXzFm10Xr/u68PdO7eoUMGK/839jPXrllO7TgNc3Ny5GehPeOhNprz/Dtv2nqF0aTO96zt14h8+nTKWhIQ7lC5tRtPmrXB1q0lQoD+XLpwmPi4GO/uHqxCjo8KJjYmisl0VIsJDGDm0F9lZWXh61SU56R7p6Wls+m0l1at70HfAMJ1zZWZksOCbmWxar1laWs3Rhe69+nP/fgpnTh4hIyMdIyMjPDxrF/rfRwjx32ZkZER1d0/8r1/hlxWLaN22wxMF8XZu+53oqAjs7KvyRve+TzS3tLRUJau1dduOVKmqH2wtquNHD3DqxGEqVqrMmAlTUalUBAZcx++aD1UcHPGsVbdYgpiFuQ/JyUl8Nn0carWaL+YuxsrahvwqmX475xPUajVjJkzFtrI9iQl38b50jvv3U/CoVQdXN3dMTEyeeO7PggRbhRBCCPFYjI2NadOmTcE7Podq1KhR0lMQokgiIzUdfr+ePZnZMz6ggpUVVR2ceO31XnTt2a9IS7lF3rTNsWp6eJGZkaG/g5GRzsOlm0E3GDbwDdLT0vjq22V0zfWBc8w7fThz6ii7d2xRgq2REWE5wxgx85MJtHulM2PGTaFmrkzNg/t2MH3yaLIyMxnyznuM/+ATnSBozy4tCA0J0gsIa+fuWUv34VrwzQAAtmxex507t1i3eS916zUC4I+Na/h69hRioiMJCvDHq45uGZMfl3zL8h/mY2xszIdTPmfA4BHKXLb8vo5LF05TvYanzvyCg24o1zhiSE86vdadSdO+oFSpUiTdS2RI/y6EhgRx7OgBnWBrRkY6I4b05Ir3BeyrOPD9D+vwzFXKYd/urUz7aBROLm6YlzXc5FEIIQwZPW4yH44bws1Af3p3bc17E6fRrWc/gw+Y8pOdnc2q5d8DMOzd8UVONnhwP4WIiFCioyI4c/IIx48eJDoqnG49+zFtxtwijZWXI4f2AtCmXSf27f6b+XM+JSUlWdluamrK2AnTGDZiwmMHLgt7H+Z+MZXYmCgGDB5Jm3ad8h0zPi6W69c0DxMbN2nByKG9OH/2hM4+tWrX56tvfqB6DY/HmvezJOvmhBBCCCGEeM7dio/DtrIdlWztKVWqFLfi4/C5fJ5vvv6E/r1eIToqoqSn+K/g76epCbp21Q80reeg92f6pFE6+y/89nOSk+4xePhYnUArgGv1mgA6S+XDQoIAuHThNE2ateK7JWupVbu+8oE3KekeX8+eSlZmJpM//pKPps7WCQakp6cRER4C6AdVDWXlqtVqQoIDAU1gePnqLUqgFeC1rr2VpZ8xMZE645068Q/Lf5hPGfOyLP15E0PfHaczF7/rVwCo9UiA9mZOcDcuNpp2L3dm+oy5ygdxywpWtGmv+cAdG617vnW/LOOK9wVcXGvw6+a9OoFWgKBAf4PXLYQQBXm5QxdmfvkdZcqYc+d2PF/OnMQbHRuzYd3PpKenFXqcPbv+IiI8BGubSvTqO6jI87jic5F+PV/mw3FD2LzhF6Kjwhk5dhJfzltapFrW+Tl35jgA1695M3vGB3h61eXDKZ8zcdJnNGjUnKysLJYs/Jr5cz597HMU5j7s272V3Tu24F7Tiw+nzCpwTG1gtVy58kya+A6hIYG8+dYQPv38fwwYPBLzsuXw8/Xh7b6vvhC/80hmqxBCCCGEEM+5NRt26vw9IeEOW//4jdUrlxAVGcbwt7vy6+Z9VLazL6EZvviSku4RHRUOgLNrdYzQryfavEVb5evzZ09y4thBrK0rMnzkRJ39zp89ya7tfwDwSqc3lNe1gc8y5mX5+LN5ellFyxbPI+Hubeo3bMqgoWP0zh8U4E92djZlzMvi5PKwjl9MdCRJ9xIB3XqmEeEhpKVq6pyO//ATvTIUZXNliFaqVFn5OjMzk2++/hiAkWM+pGXrl/Xmos2krfVIUDTwhi8AlSvbM3n6F3rHlS1bXnM+24fni42JUpbSTpsxF9vK+t/H2vM9WqtWCCEKo3ffwTR7qQ1rVi5h+9bN3IqP49s5n/LHpjUs+vG3AmujqlQqVv74HQCDh43Js6FhfuztHeg/aAQpyUlERoThc/kcK35cwLEj+5m3YLlO867HFRcbDUDADV+9FRfDR0xgwbyZ/Lb2JzZv+IUevQdQq3bRGrMW5j7ExcXw1edTMDMrw7zvfi5UBnFcbBQA9++n4Ojsxqp12yhXvryyfeDgkQx6qzP3EhOYP+dTFv6wrkjzftYk2CqEEEIIIcQLxtq6Iu+Mep+GTV5ixOAexMVGs/HXn3l/8sySntoLKyCn072FZQW27TlT4P5/bFwNaJY17vh7Mxnp6UREhOB3zQffa94A9OoziCbNWuU6h2/O62/rBRQTE+7y+4ZfAHh/0mcGz3nD/2GZg9zNSLRZpnb2VbGyttE7n6mpKd17DdAb7/bteFQqFYBOzdjNG1YRFnITh2rODB4+Vu+4zMxMggL8APB65IP6jZxzvta1N2XLldc7Nj4uRu9861YvIy0tlabNW9OiVXvD167N3K1V+Hq6QgiRWzVHF2bMXsCIMR/xv3mfcXDfDkKCAxk5tBd/7z6Vb4mSA3u3ERoShIWFJW8NfOexzu/iVoPpucoFREaEMvPjiVy6cJoh/V7jr10nDT5sKqyUlGSlSePQd8fprbgwMjJi/IefsGfXX9y5Hc/B/TuLHGwt6D6o1WpmTh9PctI9Ppn1baGX/N+9cxsA87LlWLZik06gFcDRyZURYz5kwbyZHDm8l/T0NMzMyhRp7s+SBFuFEEIIIYR4QTVs1JxWbTtw7J/9XDh/qqSn80LTLsOv6VG45ksBORmcp04c5tSJw8rrlhWsaPdKZ3q9OYj2HV5TXs/MzOTmTU0903Yvd9Yb74b/NVQqFWXLlVNqvD7qeh7NsfLK+ryRE0Bu9lJbLC0r6I0XFHAdAGubSlSytVNeP3X8HwBe79bHYEbShXMnSUtLxdjYmJq5mlVlZKQTmpO926lzd4PXEJhzztx1arV1+vKq6Xf7VhzxOR27i9K8TAghDLGv4sD/Fv3C33+u5/MZHxAXG82fv69j8DD9h0ugCSD+nJPN2X/QiGJb8l/N0YUlP22g1xstiY+L4ccl3zLzy+8eezwzszIYGxujUql4qWV7g/uUKWNO7boNOPbPfm7mlGcprMLchz82reHs6WOYly1HWMhN5s+ZobP90kXNw8wbfteUbe9NnK4Eumt6eGFT0dbg+Zs0banMIyQ48Ll++CbBViGEEEIIIV5g1at7cOyf/SQlJZb0VF5oN3LqtRZmmXpGRjrhYcEAfP71Iqo6OGJuXhbLClY4Obvp1GnVCr55g6zMTExLlaJxkxZ627WZtW7VPQwer1arOXpY0/hErzmWnyazVb+Oq2bMBo2aGryOh021dK85MEATSPbwNBx4/ufgbgAcqjnrLCHVljkoVaq0wWyp7OxsJSNWW+5ArVYrpQequxvOgPonp+FL5cr22NhUMriPEEIUVbde/fnph/nExkQpPwMMOXxgFzcD/SlTxpyBQ0blud/jKFe+PC1av8y2LRvwvnT2icYqVaoUVao6EhUZxp07t/LczzrnffTBg/tFGr8w90F7H1Mf3Gf9uuV5jhUeFqxsf2fURJxzSuPcuV3wvLXjP88k2CqEEEIIIcQLLDqn0ZCHh9SyfBJKdqhnwfcxPT1dWX7fpFlLqjm6FHr86jU8KVW6tN72kGBN8ywrKxu9bQBnTx/jVnxczhwNZ7Y+GoTVLr1/dP+H2zUfinNnByUk3FHO4+JaQ++Y+LhYpR5tNScX3fFyyhxUd/fE1FT/o2ZY6E3S0lIxMjJSMmJvxcdx/34KABXyuPZd237XXMdznMUkhHjxmJiY4FGrDrExUZialspzv5+XLQCgT7+hWFtXLPZ5WFhoVh5kZGQ88VhOzq5ERYYRdON6nvtER4YB4FbIJf5ahbkPQ4aP5bU3euc5xh8bV7N/7zYaN23JmPFTAbC0tMLRyRWA2JhIUlKSDWbNRuXMGzQPJp9npgMGDCAwMLCk5yGEEEIIIZ4BS0tLtm7dSoUK+kuKxYsnPi6W0yc1S77rNmhcwrN5cWVkpBMSHADknc2Zm4WFJVZWNiQm3sX36uVCBVu1S/ofzSLV0tZavXblkt621NQHzPlimvJ3V7eHQdCEhDtKHdTcgeLEhLsPX8/jnP7aOeUK0mZmZCpfh4YEUaNmLZ1jvp3zCSq1GgDHR65bW681r/Npg7/OLtUxNy8LQAUrK2X7VZ+L1KnbUOeYv/74Fe/L5wBNvUMhhCiq0OAgTePDR1YNREWGceHsSQAaNDS8AuDo4X3c8L+GaalSDH7nvQLPlZKSTGR4CPHxsbRo2d7gw7XcsrKyOHnsIABedRoU4mry16Xrm5w+eYStW9YzevwU5b1WKz4uFp/LFwBo2KiZzraI8BDi42Iob2Gp9+CxsPfB2bUGzgYe1GkdP7ofAJuKlWja/GFN89p1G+Lk7EZ4WDC/b1zNO480ngQ4sG8HoHkQWMHKOs9zPA9M7e3tSUlJKel5CCGEEEKIZ8DS0pJSpfLO3hDPHz9fH9LT02nwyIei4JsBzJj2Hkn3Eqlew4O3BgwvoRm++G4G+pOVlYWpqSnVa3gW6pi2L7/K9q2bmD/3M+o3bIZ9FQdlm1qtJijAD3cPL+U1Q1mkuWkDnomJdzlz6igvtWyn+XvCXaZPGoVJTkMsKysbncZT2qxWC8sKOk2ntDVlLStY6cxN68H9FCJySiHknlNlO3ssLCxJTk7iyOG9dOzcDdAEBL7+fAoXzp6kR6/+bFq/Cjv7qjpjKteYR3awti6up9fDcgdmZmVwq16T4JsBHNq/g779hylZsXt3/cV338zC0cmViPAQHKo5GxxXCCHyolKpGDmsJxYWFej8ek/cqntgWcEK/+tXWbd6Gffvp1CjZi269uxn8Pifl/0PgO49+2NnV6XA830//3P+3LwOZ9fqSrNF70vniIuNosOr3XSy/u+npDDni6mEBAdiZGREv4FP/nO8a4+3WLtqKTeDbjB90ijmLfhZCbimPrjPF599SEZGOrVq16fTaz2U427fiqPbq5rfM+YtWK4XbC3qfSgqU1NTxr0/nWkfjWLFj9/h4VmbVm06KNtPHj/En5vXAvDB5FnFfv7iZrpw4cKSnoMQQgghhBAiD7+u+ZHdO7ZQ2a4KLq41qGRbmYjwUK5f8yY7O5tKtnbMW/Dzc92V93mnDQK6utUsMAtJa+yEaRzcv4Pbt+Lo26MdTZu1wtHZleioCHyvepOensahE5qAp1qtfrikP4+szw6duipZPR+8N5h2r7yGqakpJ48dwsnFjSkff8V7I/tRzVE34Oh3XVuv9ZHmWH75l0UIuHEdtVqNedlyODq76Wx7e+hoflo6n53bfic+LgZHJ1dOnTjM7VvxLFiymmP/7APQqdeqVquVurN5Z7YaDjgPHzmRz6aP58K5Uwx8syMNGjUjwN+XKz4XmLtgOX/9/isR4SF61y6EEAVJTLyLg4Mz3pfP8eOSb/W2N2/RlrkLlhssfXLy+CF8r3ljbGzM8JETCnW+a1e9AXjt9YdL6Tf8uoL9e/6mbLlyuFX3wMnZlbjYGAL8r5GcnATA+A8+oXFOA6gnYWxszOdzFvPBe4M5engf3Ts3o3HTVpiVKcPZU0eJjYnCpqIts778DuOch3gAvjnzLlPGXK+J4+Pch8fxapeenD55lL+3rGfC6IHUq98ET6+6hIYEcfb0MdRqNW++NUSn+eTzSmq2CiGEEEII8Rxr3bYTIcFB+Pn6KMvCQbOUvXuvAbw3cTrlypfPZwRREG0QsGYhSghoValajU1/HWbGtHFc8b7A4ZymUQBVHZx4a8Aw1Go1RkZGREeFk5KSnHMOw4FIExMTlq3czAfjhhAU4Me+3VuxsrKh7cuvMvXTORw5tEcz9iPZnQ9rzT7aNEsb+DScSasNMHt41Nb5wA3wzqj3uRUfx5bf13HuzHHOnTmOe00vvvrmBxo3bcnOvzU1VEvnCvBHRYYptVfzusa8ast269mP+LgYli2eR8ANXwIDrlO7bkO+XbiSjp27sXjBVwCS2SqEKDIbm0qs2bgLP18ffK/5cMX7PNu3bqJN+1f5YPJMqudTt1Rbo7Tz6z2VmqL5SU9PIyjgunKMVq8+b5OSnMS5M8e4duWSUi7GxMSEBo2a89HUz6nXoMkTXKWuuvUasXnrYWZ/9hHnTh9j766/AM1KgnavdGbmF99RsVJlnWOuXb0MQNv2r2JetpzOtqLeh8dlZGTE519/T4OGTVm+7H94Xz6nlJGpUrUaYydMo3uv/k/t/MXJSK3OKbgjhBBCCCHEf5jPjdslPYV8paY+ICoynIS7d3BydtVbwi1KTkpKMoEB1yldygyHak5K/dXHFRkRStK9e3h61dULhD5LCQl3uBnoT8VKlXF1c3/q50tNfUCAvy9OLm5PpQmNEELc8L9Gv54vM3bCVEaPm1KsY1++eIbhb3fDq059Nvx5UG97dnY2MdERREdFYlvZjmqOLk+9tFNWVhY3g/xRq1TUqOllMIMXYNSw3pw7c5zFP62nbftXn+qcCuvu3duEBgfi4loDm4q2T+Uc9T0qPZVxJbNVCCGEEEKIF4C5eVlquBeunqh4tsqXt6Bho+bFNl41RxdwLLbhHpu1dUWaNGtV8I7FxNy8LPXzaFIjhBDPu9MnjwLQ/+0RBrebmJhQzdGlUE0Vi4upqWme5WS00tJSuXzxLA7VnGndtuMzmlnBbGwqYWPzdIKhT5sEW4UQQgghhBBCCCHEv56jows//fInjk4uxT720cN7qergSJeubxb72E/T6ZNHyMzM4J1RE0t0NcW/iZQREEIIIYQQgue/jIAQQgghnk8qlQrvS2dxdqmuVw/1eRceFkxq6gNquNfCxMSkpKfzTD2tMgISbBVCCCGEEAIJtgohhBBC/Jc8rWCr5AcLIYQQQgghhBBCCCFEMZBgqxBCCCGEEEIIIYQQQhQDCbYKIYQQQgghhBBCCCFEMZBgqxBCCCGEEEIIIYQQQhQDCbYKIYQQQgghhBBCCCFEMZBgqxBCCCGEEEIIIYQQQhQDCbYKIYQQQgghhBBCCCFEMZBgqxBCCCGEEEIIIYQQQhQDCbYKIYQQQgghhBBCCCFEMZBgqxBCCCGEEEIIIYQQQhQD05KegBBCCCGEEM+DSlZlSnoKQgghhBDiBWekVqvVJT0JIYQQQgghhBBCCCGEeNFJGQEhhBBCCCGEEEIIIYQoBhJsFUIIIYQQQgghhBBCiGIgwVYhhBBCCCGEEEIIIYQoBv8Hr2hc0I7+5X8AAAAASUVORK5CYII=",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1371x699>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with Image.open('media/tables.png') as img:\n",
    "    display(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "survey",
   "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": "3.10.4"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "70d862aea780937c151afa9d7299f47e3d138e399f797eadae231db2a6f3e3c9"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}