Amazon_Sentiment_Analysis_EDA (1).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1fa6bb15",
   "metadata": {},
   "source": [
    "# Amazon Sentiment Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d3254e1",
   "metadata": {},
   "source": [
    "## Business Objective -\n",
    "- Extracting Sentiment From Customer Reviews on a Product"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b70792a7",
   "metadata": {},
   "source": [
    "### Attribute Information:\n",
    "\n",
    "- Id\n",
    "- ProductId - unique identifier for the product\n",
    "- UserId - unqiue identifier for the user\n",
    "- ProfileName\n",
    "- HelpfulnessNumerator - number of users who found the review helpful\n",
    "- Rating - rating between 1 and 5\n",
    "- Date - Date on which the review posted\n",
    "- Title - brief summary of the review\n",
    "- Text - text of the review"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c89da861",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:49.652951Z",
     "start_time": "2023-03-29T18:59:26.416218Z"
    }
   },
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      "Requirement already satisfied: bleach in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (4.1.0)\n",
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      "Requirement already satisfied: defusedxml in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.7.1)\n",
      "Requirement already satisfied: pywinpty>=1.1.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from terminado>=0.8.3->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.0.2)\n",
      "Requirement already satisfied: argon2-cffi-bindings in c:\\users\\hp\\anaconda3\\lib\\site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (21.2.0)\n",
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      "Requirement already satisfied: websocket-client in c:\\users\\hp\\anaconda3\\lib\\site-packages (from jupyter-server>=1.8->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.58.0)\n",
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      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.3.2.post1)\n",
      "Requirement already satisfied: webencodings in c:\\users\\hp\\anaconda3\\lib\\site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (0.5.1)\n",
      "Requirement already satisfied: sniffio>=1.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from anyio<4,>=3.1.0->jupyter-server>=1.8->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (1.2.0)\n",
      "Requirement already satisfied: idna>=2.8 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from anyio<4,>=3.1.0->jupyter-server>=1.8->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (3.4)\n",
      "Requirement already satisfied: pycparser in c:\\users\\hp\\anaconda3\\lib\\site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->cufflinks) (2.21)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: plotly in c:\\users\\hp\\anaconda3\\lib\\site-packages (5.6.0)\n",
      "Requirement already satisfied: tenacity>=6.2.0 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from plotly) (8.0.1)\n",
      "Requirement already satisfied: six in c:\\users\\hp\\anaconda3\\lib\\site-packages (from plotly) (1.12.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
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      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
      "'pipp' is not recognized as an internal or external command,\n",
      "operable program or batch file.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: textblob in c:\\users\\hp\\anaconda3\\lib\\site-packages (0.17.1)\n",
      "Requirement already satisfied: nltk>=3.1 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from textblob) (3.7)\n",
      "Requirement already satisfied: click in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nltk>=3.1->textblob) (8.0.4)\n",
      "Requirement already satisfied: joblib in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nltk>=3.1->textblob) (1.2.0)\n",
      "Requirement already satisfied: regex>=2021.8.3 in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nltk>=3.1->textblob) (2022.3.15)\n",
      "Requirement already satisfied: tqdm in c:\\users\\hp\\anaconda3\\lib\\site-packages (from nltk>=3.1->textblob) (4.65.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\hp\\anaconda3\\lib\\site-packages (from click->nltk>=3.1->textblob) (0.4.6)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n",
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      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\hp\\anaconda3\\lib\\site-packages)\n"
     ]
    }
   ],
   "source": [
    "!pip install nltk\n",
    "!pip install re \n",
    "!pip install wordcloud\n",
    "!pip install textblob\n",
    "!pip install Wordcloud\n",
    "!pip install cufflinks\n",
    "!pip install plotly\n",
    "!pipp install collections\n",
    "!pip install textblob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9a3d348c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.113759Z",
     "start_time": "2023-03-29T18:59:49.654789Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.9.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-2.9.0.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Libraries\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "import nltk\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "import re\n",
    "from textblob import TextBlob\n",
    "from wordcloud import WordCloud\n",
    "import cufflinks as cf\n",
    "%matplotlib inline\n",
    "from plotly.offline import init_notebook_mode , iplot\n",
    "init_notebook_mode(connected= True)\n",
    "cf.go_offline();\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ad494899",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.192017Z",
     "start_time": "2023-03-29T18:59:52.113759Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>body</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>4 May 2019</td>\n",
       "      <td>Platina on, Garmi gone! Efficient cooler for n...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer and air cooler goes synonymously. As te...</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>6 March 2023</td>\n",
       "      <td>Noise level</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Overall product is great , at this price you c...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>Superb</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Very good product ☺️ superrrr</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>OK</td>\n",
       "      <td>4.0</td>\n",
       "      <td>this product is good it is bajaj one.</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>19 March 2023</td>\n",
       "      <td>Im okey with this, never loose your Money</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The media could not be loaded.\\n              ...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0           date  \\\n",
       "0           0     4 May 2019   \n",
       "1           1   6 March 2023   \n",
       "2           2  22 March 2023   \n",
       "3           3  22 March 2023   \n",
       "4           4  19 March 2023   \n",
       "\n",
       "                                               title  rating  \\\n",
       "0  Platina on, Garmi gone! Efficient cooler for n...     4.0   \n",
       "1                                        Noise level     4.0   \n",
       "2                                             Superb     4.0   \n",
       "3                                                 OK     4.0   \n",
       "4          Im okey with this, never loose your Money     4.0   \n",
       "\n",
       "                                                body      model  \n",
       "0  Summer and air cooler goes synonymously. As te...  Old Model  \n",
       "1  Overall product is great , at this price you c...  New Model  \n",
       "2                      Very good product ☺️ superrrr  New Model  \n",
       "3              this product is good it is bajaj one.  New Model  \n",
       "4  The media could not be loaded.\\n              ...  New Model  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"Amazon_Product_Reviews.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "da6b6fd6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.223276Z",
     "start_time": "2023-03-29T18:59:52.192017Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>body</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>4995</td>\n",
       "      <td>13 May 2019</td>\n",
       "      <td>Want to replace</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It smells badly.want to replace</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>4996</td>\n",
       "      <td>24 July 2019</td>\n",
       "      <td>Not Completely</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Water💧 capacity low</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>4997</td>\n",
       "      <td>17 June 2019</td>\n",
       "      <td>Dont buy this cooler</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Dont buy this product..</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>4998</td>\n",
       "      <td>26 March 2019</td>\n",
       "      <td>Waste of money</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It is best very small room</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>4999</td>\n",
       "      <td>31 October 2018</td>\n",
       "      <td>Bad quality product</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bad quality product with the high price</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0             date                 title  rating  \\\n",
       "4995        4995      13 May 2019       Want to replace     1.0   \n",
       "4996        4996     24 July 2019        Not Completely     1.0   \n",
       "4997        4997     17 June 2019  Dont buy this cooler     1.0   \n",
       "4998        4998    26 March 2019        Waste of money     1.0   \n",
       "4999        4999  31 October 2018   Bad quality product     1.0   \n",
       "\n",
       "                                         body      model  \n",
       "4995          It smells badly.want to replace  Old Model  \n",
       "4996                      Water💧 capacity low  Old Model  \n",
       "4997                  Dont buy this product..  Old Model  \n",
       "4998               It is best very small room  Old Model  \n",
       "4999  Bad quality product with the high price  Old Model  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd0c041b",
   "metadata": {},
   "source": [
    "### Removing Unnecessary Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f4869d0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.238991Z",
     "start_time": "2023-03-29T18:59:52.223276Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        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>date</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>body</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4 May 2019</td>\n",
       "      <td>Platina on, Garmi gone! Efficient cooler for n...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer and air cooler goes synonymously. As te...</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6 March 2023</td>\n",
       "      <td>Noise level</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Overall product is great , at this price you c...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>Superb</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Very good product ☺️ superrrr</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>OK</td>\n",
       "      <td>4.0</td>\n",
       "      <td>this product is good it is bajaj one.</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19 March 2023</td>\n",
       "      <td>Im okey with this, never loose your Money</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The media could not be loaded.\\n              ...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>13 May 2019</td>\n",
       "      <td>Want to replace</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It smells badly.want to replace</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>24 July 2019</td>\n",
       "      <td>Not Completely</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Water💧 capacity low</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>17 June 2019</td>\n",
       "      <td>Dont buy this cooler</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Dont buy this product..</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>26 March 2019</td>\n",
       "      <td>Waste of money</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It is best very small room</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>31 October 2018</td>\n",
       "      <td>Bad quality product</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bad quality product with the high price</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date                                              title  \\\n",
       "0          4 May 2019  Platina on, Garmi gone! Efficient cooler for n...   \n",
       "1        6 March 2023                                        Noise level   \n",
       "2       22 March 2023                                             Superb   \n",
       "3       22 March 2023                                                 OK   \n",
       "4       19 March 2023          Im okey with this, never loose your Money   \n",
       "...               ...                                                ...   \n",
       "4995      13 May 2019                                    Want to replace   \n",
       "4996     24 July 2019                                     Not Completely   \n",
       "4997     17 June 2019                               Dont buy this cooler   \n",
       "4998    26 March 2019                                     Waste of money   \n",
       "4999  31 October 2018                                Bad quality product   \n",
       "\n",
       "      rating                                               body      model  \n",
       "0        4.0  Summer and air cooler goes synonymously. As te...  Old Model  \n",
       "1        4.0  Overall product is great , at this price you c...  New Model  \n",
       "2        4.0                      Very good product ☺️ superrrr  New Model  \n",
       "3        4.0              this product is good it is bajaj one.  New Model  \n",
       "4        4.0  The media could not be loaded.\\n              ...  New Model  \n",
       "...      ...                                                ...        ...  \n",
       "4995     1.0                    It smells badly.want to replace  Old Model  \n",
       "4996     1.0                                Water💧 capacity low  Old Model  \n",
       "4997     1.0                            Dont buy this product..  Old Model  \n",
       "4998     1.0                         It is best very small room  Old Model  \n",
       "4999     1.0            Bad quality product with the high price  Old Model  \n",
       "\n",
       "[5000 rows x 5 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# removing the columns that are not needed\n",
    "df = df.drop('Unnamed: 0', axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca4e6baa",
   "metadata": {},
   "source": [
    "## Descriptive Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5377ccff",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.254816Z",
     "start_time": "2023-03-29T18:59:52.238991Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c38dbbc3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.270486Z",
     "start_time": "2023-03-29T18:59:52.254816Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['date', 'title', 'rating', 'body', 'model'], dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a5682ab1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.286076Z",
     "start_time": "2023-03-29T18:59:52.270486Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5000 entries, 0 to 4999\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   date    5000 non-null   object \n",
      " 1   title   4999 non-null   object \n",
      " 2   rating  5000 non-null   float64\n",
      " 3   body    4935 non-null   object \n",
      " 4   model   5000 non-null   object \n",
      "dtypes: float64(1), object(4)\n",
      "memory usage: 195.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "34f901d5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.301700Z",
     "start_time": "2023-03-29T18:59:52.286076Z"
    }
   },
   "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>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.204000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.587226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            rating\n",
       "count  5000.000000\n",
       "mean      3.204000\n",
       "std       1.587226\n",
       "min       1.000000\n",
       "25%       1.000000\n",
       "50%       4.000000\n",
       "75%       5.000000\n",
       "max       5.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "15f1eb05",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.317357Z",
     "start_time": "2023-03-29T18:59:52.301700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date       0\n",
       "title      1\n",
       "rating     0\n",
       "body      65\n",
       "model      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d781658c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.332954Z",
     "start_time": "2023-03-29T18:59:52.317357Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date       0\n",
       "title      1\n",
       "rating     0\n",
       "body      65\n",
       "model      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9867f021",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.364916Z",
     "start_time": "2023-03-29T18:59:52.332954Z"
    }
   },
   "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>date</th>\n",
       "      <th>title</th>\n",
       "      <th>rating</th>\n",
       "      <th>body</th>\n",
       "      <th>model</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4 May 2019</td>\n",
       "      <td>Platina on, Garmi gone! Efficient cooler for n...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer and air cooler goes synonymously. As te...</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6 March 2023</td>\n",
       "      <td>Noise level</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Overall product is great , at this price you c...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>Superb</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Very good product ☺️ superrrr</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>22 March 2023</td>\n",
       "      <td>OK</td>\n",
       "      <td>4.0</td>\n",
       "      <td>this product is good it is bajaj one.</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19 March 2023</td>\n",
       "      <td>Im okey with this, never loose your Money</td>\n",
       "      <td>4.0</td>\n",
       "      <td>The media could not be loaded.\\n              ...</td>\n",
       "      <td>New Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>13 May 2019</td>\n",
       "      <td>Want to replace</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It smells badly.want to replace</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>24 July 2019</td>\n",
       "      <td>Not Completely</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Water💧 capacity low</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>17 June 2019</td>\n",
       "      <td>Dont buy this cooler</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Dont buy this product..</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>26 March 2019</td>\n",
       "      <td>Waste of money</td>\n",
       "      <td>1.0</td>\n",
       "      <td>It is best very small room</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>31 October 2018</td>\n",
       "      <td>Bad quality product</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Bad quality product with the high price</td>\n",
       "      <td>Old Model</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4935 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date                                              title  \\\n",
       "0          4 May 2019  Platina on, Garmi gone! Efficient cooler for n...   \n",
       "1        6 March 2023                                        Noise level   \n",
       "2       22 March 2023                                             Superb   \n",
       "3       22 March 2023                                                 OK   \n",
       "4       19 March 2023          Im okey with this, never loose your Money   \n",
       "...               ...                                                ...   \n",
       "4995      13 May 2019                                    Want to replace   \n",
       "4996     24 July 2019                                     Not Completely   \n",
       "4997     17 June 2019                               Dont buy this cooler   \n",
       "4998    26 March 2019                                     Waste of money   \n",
       "4999  31 October 2018                                Bad quality product   \n",
       "\n",
       "      rating                                               body      model  \n",
       "0        4.0  Summer and air cooler goes synonymously. As te...  Old Model  \n",
       "1        4.0  Overall product is great , at this price you c...  New Model  \n",
       "2        4.0                      Very good product ☺️ superrrr  New Model  \n",
       "3        4.0              this product is good it is bajaj one.  New Model  \n",
       "4        4.0  The media could not be loaded.\\n              ...  New Model  \n",
       "...      ...                                                ...        ...  \n",
       "4995     1.0                    It smells badly.want to replace  Old Model  \n",
       "4996     1.0                                Water💧 capacity low  Old Model  \n",
       "4997     1.0                            Dont buy this product..  Old Model  \n",
       "4998     1.0                         It is best very small room  Old Model  \n",
       "4999     1.0            Bad quality product with the high price  Old Model  \n",
       "\n",
       "[4935 rows x 5 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df.dropna()\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9aaf6a42",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-21T16:13:09.549558Z",
     "start_time": "2023-03-21T16:13:09.454148Z"
    }
   },
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "923fb1c3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.476078Z",
     "start_time": "2023-03-29T18:59:52.364916Z"
    }
   },
   "outputs": [],
   "source": [
    "# EDA related imports\n",
    "from collections import Counter\n",
    "from textblob import TextBlob\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.decomposition import NMF\n",
    "from os.path import join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "95df7ffd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.650487Z",
     "start_time": "2023-03-29T18:59:52.476078Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'rating'}>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "df1['rating'].value_counts().sort_index().plot(kind = 'bar', title = 'rating')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fe52481a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T18:59:52.793079Z",
     "start_time": "2023-03-29T18:59:52.653224Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'boxplot of ratings')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "#boxplot\n",
    "plt.boxplot(df1['rating'])\n",
    "plt.ylabel('ratings')\n",
    "plt.title('boxplot of ratings')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad644a19",
   "metadata": {},
   "source": [
    "### Sentiment Polarity - Rating Analysis\n",
    "First we attempt to find whether or not any relationship exists between the sentiment polarity of a review and the rating. We do so by observing how to average sentiment of reviews changes with rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0cfeaef7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:00:36.665408Z",
     "start_time": "2023-03-29T19:00:36.634394Z"
    }
   },
   "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>rating</th>\n",
       "      <th>body</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer and air cooler goes synonymously. As te...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Overall product is great , at this price you c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Very good product ☺️ superrrr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>this product is good it is bajaj one.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>The media could not be loaded.\\n              ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>1.0</td>\n",
       "      <td>It smells badly.want to replace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Water💧 capacity low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Dont buy this product..</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>1.0</td>\n",
       "      <td>It is best very small room</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Bad quality product with the high price</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4935 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating                                               body\n",
       "0        4.0  Summer and air cooler goes synonymously. As te...\n",
       "1        4.0  Overall product is great , at this price you c...\n",
       "2        4.0                      Very good product ☺️ superrrr\n",
       "3        4.0              this product is good it is bajaj one.\n",
       "4        4.0  The media could not be loaded.\\n              ...\n",
       "...      ...                                                ...\n",
       "4995     1.0                    It smells badly.want to replace\n",
       "4996     1.0                                Water💧 capacity low\n",
       "4997     1.0                            Dont buy this product..\n",
       "4998     1.0                         It is best very small room\n",
       "4999     1.0            Bad quality product with the high price\n",
       "\n",
       "[4935 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the downsampled preprocessed data\n",
    "data = df1[[\"rating\", \"body\"]]\n",
    "data[\"body\"] = data[\"body\"].apply(str)\n",
    "display(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ce9f3744",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:09.396230Z",
     "start_time": "2023-03-29T19:01:08.720168Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define function to extract a string's sentiment\n",
    "find_sentiment = lambda body: TextBlob(body).sentiment.polarity\n",
    "\n",
    "# Create new column in dataframe\n",
    "data[\"sentiment\"] = data[\"body\"].apply(find_sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "25c2af74",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:12.263899Z",
     "start_time": "2023-03-29T19:01:12.231750Z"
    }
   },
   "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>rating</th>\n",
       "      <th>body</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Summer and air cooler goes synonymously. As te...</td>\n",
       "      <td>0.137445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Overall product is great , at this price you c...</td>\n",
       "      <td>0.072348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>Very good product ☺️ superrrr</td>\n",
       "      <td>0.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>this product is good it is bajaj one.</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>The media could not be loaded.\\n              ...</td>\n",
       "      <td>0.246071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>1.0</td>\n",
       "      <td>It smells badly.want to replace</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Water💧 capacity low</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Dont buy this product..</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>1.0</td>\n",
       "      <td>It is best very small room</td>\n",
       "      <td>0.337500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>1.0</td>\n",
       "      <td>Bad quality product with the high price</td>\n",
       "      <td>-0.270000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4935 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rating                                               body  sentiment\n",
       "0        4.0  Summer and air cooler goes synonymously. As te...   0.137445\n",
       "1        4.0  Overall product is great , at this price you c...   0.072348\n",
       "2        4.0                      Very good product ☺️ superrrr   0.910000\n",
       "3        4.0              this product is good it is bajaj one.   0.700000\n",
       "4        4.0  The media could not be loaded.\\n              ...   0.246071\n",
       "...      ...                                                ...        ...\n",
       "4995     1.0                    It smells badly.want to replace   0.000000\n",
       "4996     1.0                                Water💧 capacity low   0.000000\n",
       "4997     1.0                            Dont buy this product..   0.000000\n",
       "4998     1.0                         It is best very small room   0.337500\n",
       "4999     1.0            Bad quality product with the high price  -0.270000\n",
       "\n",
       "[4935 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ea3a92ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:20.682421Z",
     "start_time": "2023-03-29T19:01:20.493586Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Sentiment for Rating 1: -0.15462522041984958\n",
      "Mean Sentiment for Rating 2: -0.03450464381552637\n",
      "Mean Sentiment for Rating 3: 0.11315531238425423\n",
      "Mean Sentiment for Rating 4: 0.3579377333185306\n",
      "Mean Sentiment for Rating 5: 0.46222639344765437\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='rating'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "# Plot mean sentiment against rating \n",
    "for rating in range(1,6):\n",
    "    print(f\"Mean Sentiment for Rating {rating}: {data[data['rating'] == rating]['sentiment'].mean()}\")\n",
    "\n",
    "data.groupby(\"rating\")[\"sentiment\"].mean().plot(kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "113fa066",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:29.005805Z",
     "start_time": "2023-03-29T19:01:28.834648Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "plt.scatter(data[\"sentiment\"], data[\"rating\"])\n",
    "plt.xlabel(\"Sentiment\")\n",
    "plt.ylabel(\"Rating\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45e99188",
   "metadata": {},
   "source": [
    "As we can see from the above plot, though we see a positive correlation with the mean sentiment of the reviews, when looking at the data at an individual level, we see that there is a lot of variance and overlap between the sentiment values of reviews of different ratings. We can investigate further by seeing what the most common words that contirbute to this sentiment are."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c3036bc",
   "metadata": {},
   "source": [
    "### Year Wise Review Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "27d92969",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:35.083546Z",
     "start_time": "2023-03-29T19:01:34.861652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.set_style('darkgrid')\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "# extract year from date column\n",
    "df1['Year'] = df1['date'].apply(lambda x: str(x).split()[-1])\n",
    "\n",
    "# count reviews for each year\n",
    "yearly_review_count = df1['Year'].value_counts()\n",
    "\n",
    "# plot the bar chart\n",
    "sns.barplot(x=yearly_review_count.index, y=yearly_review_count.values, color='blue')\n",
    "plt.title('Year-wise Review Count')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Reviews')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcfa6098",
   "metadata": {},
   "source": [
    "### Year Wise Rating Count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "24b4f69e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:39.055717Z",
     "start_time": "2023-03-29T19:01:38.861999Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "# extract year from date column\n",
    "df1['Year'] = df1['date'].apply(lambda x: str(x).split()[-1])\n",
    "\n",
    "# group by year and rating, and count the number of reviews\n",
    "yearly_rating_count = df1.groupby(['Year', 'rating']).size().reset_index(name='count')\n",
    "\n",
    "# plot the line chart\n",
    "plt.plot(yearly_rating_count[yearly_rating_count['rating'] == 1]['Year'], yearly_rating_count[yearly_rating_count['rating'] == 1]['count'], label='Rating 1')\n",
    "plt.plot(yearly_rating_count[yearly_rating_count['rating'] == 2]['Year'], yearly_rating_count[yearly_rating_count['rating'] == 2]['count'], label='Rating 2')\n",
    "plt.plot(yearly_rating_count[yearly_rating_count['rating'] == 3]['Year'], yearly_rating_count[yearly_rating_count['rating'] == 3]['count'], label='Rating 3')\n",
    "plt.plot(yearly_rating_count[yearly_rating_count['rating'] == 4]['Year'], yearly_rating_count[yearly_rating_count['rating'] == 4]['count'], label='Rating 4')\n",
    "plt.plot(yearly_rating_count[yearly_rating_count['rating'] == 5]['Year'], yearly_rating_count[yearly_rating_count['rating'] == 5]['count'], label='Rating 5')\n",
    "plt.title('Year-wise Rating Count')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Number of Reviews')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ed03baa7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:01:55.676573Z",
     "start_time": "2023-03-29T19:01:50.516599Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "# create a scatter plot\n",
    "plt.scatter(df1['date'], df1['rating'], s=df1['body'].str.len(), alpha=0.5)\n",
    "\n",
    "# set x-axis label\n",
    "plt.xlabel('Date Posted')\n",
    "\n",
    "# set y-axis label\n",
    "plt.ylabel('Rating')\n",
    "\n",
    "# set plot title\n",
    "plt.title('Relationship between Rating, Date Posted, and Review Length')\n",
    "\n",
    "# display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "136127f9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:02:32.326351Z",
     "start_time": "2023-03-29T19:02:32.184604Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ma1MPw9rVQ2KMAz5VICaCw6hkLCxBCnvlPhWqJqBoAptP5OHbQznYfCIP58o8ekczjMRYB/q3qIuRHeqjf8u6sMrST7NULXpHI7oqLEEKO0IIlHkUOKwW/JhZjFUHsrDx2DkcyynTO5pptKwXg4Gt6mJ0xwbonBQPn6oh0maBlbNRKcywBCksKKqGcp9/ssr6Y7n4cn8Wvj+ehzKPonMyslkkdGkSj8Ft6mFCp4aoFxsBWQYcVl4lUuhjCVLI+vmKTwjg090Z+GJvJvZlFMHE81jCQnLdaFzXuRGm9EhCQrQdVlmCnYVIIYolSCHH6VFglSVsPJ6H939Iw6YTeVDZfGGpZb0Y3NClESZ3b4LYCCscVplDphRSWIIUEjw+FQJA6rkyvLc1DV/tz0IphzoNpXNSHKb3aooJnRtBEwKxETa9IxGxBEk/qqbB7dXg9qlYtv0MVuxKR3qBW+9YFGQ2i4ShbephZp9m6JWcAA1AJGeZkk5YglTjnB4FsiRh9aEsLP3hDHamFeodiXSSEG3HLX2a4bcDkmGRJcRwOzeqYSxBqjFlHgVur4p/rjuOj3ZkhOT+m6QPu0XG+M4NMWdYKyTGOhBlt0CSuIUbBR9LkIJKCAGXV0V2STle+vYYVh/K5iQXuqQ+KQm4b1grdG9WGxZZ4kkYFFQsQQoKRdXgUwUOnC3Gy98dw9aT+XpHojDTvE4U7hncAtd3aQwAiLTzviEFHkuQAsqrqNAE8N8juXh17XEcyS7VOxKFuVqRVtzSuxnuHJQCm0XmfUMKKJYgBYTbq0JAYMXODLy5IRVZxeV6RyKDscoSxl7TEA+Pbov4KBvPRKSAYAnSVfH4VCiawJvrU7F462mUlHNtHwWXRZYwuXsS5o5pC4dVRpSdZUjVxxKkalFUDT5NYMXOdPz922Modvv0jkQm47DK+O2AZNw7tCVPtKBqYwnSFRFCwO1T8cPJAsxbeQhnClx6RyKTqxVpxf3DW2NGr6awyBLsVs4mpapjCVKVOT0K0gtdePTTg9h9hgvcKbQ0jIvA3DFtMbJDA9gtEiwyy5AujyVIl+XyKnB6VMxbeQhfHsjSOw7RJbWsF4MnJ7RH92a1EWnjonu6NJYgXdTPJ7a/svY4Fm0+Da+q6R2JqMq6N6uNp6/viGZ1ojiTlC6KJUjnUTX/QvcVO9Px9++OocjFSS8UniQJmNazCR4f1x52q8zdZ+g8LEGqxOVRcDLPifuX70HqOafecYgCol6sA/Mnd0Kv5AQuqaBKWIIEAPCpGnyqhr9+fQTv/5AG/q0gIxrVoQFeuPEaRNoscHBJBYElSPBf/e1JL8KfPtqH7BLu9ELGVivCinnXdcCYjg25HymxBM3Mq2jwKCrmfnKAsz7JdPqkJOAfU7siLtLGMjQxlqBJubwKtp8qwJ8+2od8p1fvOES6cFhl/Glka8zs0xwOqwxZ5nIKs2EJmoxP1eBVNDz2+QF8vidT7zhEIaFdw1i8Or0rGsdHcuKMybAETcTpUXAwsxhzlu1BTolH7zhEIcUiS/jTyNa4rV8yh0dNhCVoAkIIlPs0PPvVYbz/Q5recYhCWt+UOnjjlm6Islu5D6kJsAQNzquoKHErmLVoOw6eLdE7DlFYqBNtx4JbuuGaRnGI4m4zhsYSNDCXV8GBs8W4e8ku7vpCdIUkCbh7UAvcP7wVh0cNjCVoUG6vinc3ncJL3x2Fxj9homrr1jQe797aEzERVm67ZkAsQYNRNQ1ur4bfL9uN9UfP6R2HyBDqRNvxzq090KZBLGePGgxL0EDcXhVZxW78ZuF2ZBS69Y5DZCgWWcIjY9ri5t7NODxqICxBg3B5FXz3Yw4e+ng/PAqPPCIKlhHt6+MfU7sg0mbh4noDYAkagNur4qlVh7Bse7reUYhMoUViNJbf1RfxUTbeJwxzLMEwpqgaSsoV3LpwOw6cLdY7DpGpJMY4sPyuPmhcOxIRPJEibLEEw5RX0XCuzIMpb2xBZjFPfiDSQ7Tdgn/f1gvXNI7jfcIwxRIMQ+U+FafznZj2rx+4/o9IZ1ZZwks3dca17etz5mgYYgmGGbdXxf6MIsz69w64farecYjoJw+OaoPb+jdnEYYZlmAYcXkVrD96DnOW7YHCFfBEIWdazyZ4ckIHDo2GEZZgmHB5FazYmYF5/zkE/okRha4hbRKx4OZuvCIMEyzBMOD2qvjnf4/j9fWpekchoiq4pnEc3r+jN2IcFlhkLqEIZSzBEOf2qnhy5SF8tJNrAInCSZOESHx0d1/UjXFwLWEIYwmGMLdXwe+X7cHaw7l6RyGiakiMcWDlff2RGOOAlUUYknT9U0lPT8d9992HmTNnYtq0aZg3bx7KysoAAHPnzsXGjRsrfbzH48GwYcPOe55hw4bhjjvuqPTYv//9b7Rp06bKWf7whz9g27ZtF33/sGHD4PHU3GnsTo+Cme9uZwEShbFzZR5MfH0LClxeqBq3MwxFupVgeXk5Zs+ejTvuuANLlizB8uXL0blzZ/zpT3+q1vPl5OSgoKCg4u0NGzYgLi4uUHFrlNur4LZFO7AzrVDvKER0lbJLyjFpwRYUuXzQOKs75Og2fWn9+vXo2bMnOnfuXPHYxIkTsWzZMqSn/+/+l9PpxJ///GeUlJSgadOmF32+UaNGYfXq1ZgxYwZSU1PRtGlTHD9+HACQkZGBxx57DIqiQJIkPP7442jbti2WLl2KFStWIDExEfn5+QAAn8+HJ598EmlpadA0DQ888AB69+4dpO/C+dxeFb97fze2nyq4/AcTUVjIKHRj0htb8MW9/VErwsaNt0OIbleC6enpFyy1pKQkZGZmVrz92WefoXXr1li6dCmmTZt20ecbP348vv76awDAypUrMWHChIr3zZ8/HzNnzsTSpUvx2GOP4dFHH0VpaSnee+89fPTRR1iwYAF8Pv/OKytWrEDt2rWxdOlSLFiwAE899VSgXvJlub0q/rxiL9Yf4zmAREaTlu/CjW9sQalHAadihA7dSrB+/frIyMg47/HTp0+jUaNGFW8fP34c11xzDQCgc+fOsFovfPHasGFDAEBWVhZ2796NHj16VLwvNTUVPXv2BAC0a9cO2dnZOHnyJFq2bAm73Q6bzYZOnToBAI4dO4aNGzdi5syZmDNnDhRFQWFh8Icl3V4F8/5zCF8eyA761yIifaSec+KmN7eizKPoHYV+olsJDh8+HFu2bMH+/fsrHluxYgUSEhLQpEmTisdSUlKwd+9eAMCPP/4IRbn4X56xY8fi+eefR9euXSFJ/xtuaNGiBXbu3AkAOHz4MOrWrYsmTZrgxIkTKC8vh6qqOHz4cMXXGzduHJYsWYK3334bo0ePDvq9RZdXwd+/PYYPd3AZBJHRHc0pxbR//cAiDBG63ROMjo7Gm2++ieeeew5FRUVQVRVt2rTBSy+9VOnjbr75ZjzyyCOYPn06UlJSYLPZLvqco0ePxrPPPovPP/+80uMPPfQQnnjiCSxcuBCKouDZZ59FQkIC7r//fkybNg0JCQmIjIwEAEybNg2PP/44brnlFpSVlWHGjBmQg7jY1eVV8O73p/DOplNB+xpEFFoOZZbglne2YekdvRHt4M4yeuI6QR39vBXakysP6R2FiHTQs3ltLL69F7dY0xFXb+rE5VWw+mA2C5DIxHacLsQdi3fC7eWJMHphCerA7VWw+UQ+/rxin95RiEhnW1Lz8dSqQ3B5eY9QDyzBGuZRVBzKKsHv3t8FrpslIgBYtj0dn+4+yyLUAUuwBmmaQEGZF7cv2sHzAImokidXHsLBsyXw8LDsGsUSrEEun4oZ72xDiZu/7RFRZaomcMfiHch3cp/RmsQSrCFur4p7luzCqTyn3lGIKESVlCuY8fYPcHtZgjWFJVgDXF4Ff/vmCDadyNM7ChGFuNP5Lty1hDNGawpLMMjcXhXfHMzGws2n9Y5CRGFiS2o+nv/6MCfK1ACWYBApqob0Qhce/uSA3lGIKMws3pqGVfuyWIRBxhIMIpdXxa0Lt8OrcnyfiK7co58dwJHsUngUDo0GC0swSNxeFXe/vwtZxeV6RyGiMKVoArf9eweKXD4evxQkLMEgcHoUvPbf49iamq93FCIKc8VuH25ftAPlPo4oBQNLMMA8ioqdpwuwYH2q3lGIyCAOZZbg5e+OwcXjlwKOJRhgbq+KOcv36h2DiAzm7U0nsf9sMbwKrwgDiSUYQG6vggeW70Wx26d3FCIyGCGAe5fuhpuzRQOKJRggbp+CLw9kY/2xc3pHISKDynd6ce8He1iEAcQSDJBSt4L/++Kg3jGIyOA2ncjDhzvSuaNMgLAEA8DtVfG7pbvh4l9KIqoBf/36CPLLPFw2EQAswavk8ir4YPsZ7Eor1DsKEZmER9Fw9/u7uGwiAFiCV0HTBPJKvXjh6yN6RyEikzmUWYI3N6RyW7WrxBK8Ch5Fwz3v7+K2aESki3+uO4H0AhfPH7wKLMFqcnkULFh/Aj9mlegdhYhMStUE7nl/N7wq7w1WF0uwGlRNw5kCF3eFISLdncpz4u2NJzksWk0swWrwKgL3vL8LqsbfvohIf6+vO4EybqlWLSzBK+TyKnhn00mcznfpHYWICIB/fsLcTw7warAaWIJXqNyn4vV1J/SOQURUyX+P5GLvmSIonKh3RViCV8DpUfB/Xxzi2hwiCkkPf7ofCm/TXBGWYBVpmsCpPCdW7c/SOwoR0QWlF7jx7qZT3FLtCrAEq8ijaHj4k/16xyAiuqRX1x6Hk/cGq4wlWAUeRcXXB7NwKJNrAokotHkUDY98ykkyVcUSrAJFFXj2y8N6xyAiqpLvfszBgYxiTpKpApbgZTg9Cl5Zexz5Tq/eUYiIquyhT/bDx0kyl8USvIwStw//3nxK7xhERFckLd+FxVtOc1j0MliCl+DyKnjk0wPwcV8+IgpDr6w5zp2tLoMleBGqpmF/RjHWHzundxQiompx/7S5B68GL44leBFeVeDxzw/qHYOI6Kos3pLGq8FLYAlegKpp2HYyHydyy/SOQkR0Vdw+FQt4NXhRLMEL8CoCf/vmqN4xiIgCYhGvBi+KJfgrQgjsP1vEhfFEZBhun4o31qfyavACWIK/4vapmL+aV4FEZCyLtpyGxqvB87AEfyU1twy70gr1jkFEFFAur4o3N/AE+l9jCf6C06PgBV4FEpFB/XvzKfBisDKW4C9kFrmx6USe3jGIiILC6VXxFu8NVsIS/InTo2A+Z4QSkcEt5NVgJSzBnxQ4vVhzOEfvGEREQeX0qvjXBl4N/owlCP9V4N++OQrB346IyAT+vfk0ZEnSO0ZIYAkCKPMoWLU/U+8YREQ1otSj4JtD2VA1njdo1TuA3pweBa+uPW76MXI5bTssZ3b431B9kIoz4Rt8P6x7VwCSBSImEUq3mwDpAr83eUphX/cyfP3vhoitDynnMKyHV0NE1obS6zeAJMO67xMoLYcC0Qk1+8KI6ILe3XQKI9rVR5TD3NdC5n71AGRJwud7zuodQ3das17wDbwXvoH3QsQ3gdJpIixHvoHadiR8g+8DNAVy9uELfKIK654VELKt4iHLyS3w9bsHIjIOUnEmpOJMCGsEC5AohOzPKEZOSbneMXRn6hJUVA1fHsiC06vqHSVkSIXpkEqzoSX3hYhvDHhdgBCA4oGQz//rYjm4EmpyPyCy1v8etNoB1QNJ8QIWOyzH/gu19bAafBVEVBVvf38STo+5J8iYugS9qsZT43/FcnQNlLYjAQAiOhHW/Z/BtuYFSJ5SiLotK32snLYdsMdA1G9b6XG1zUhY938GEZ0AyZkHrU5zyBl7YN2zAlL+6Zp6KUR0GV/szTT9BBlTl+DZQjc3yv4lrxtSWS5EYisAgHX/5/ANug++EXOhNu0B64GVlT7ckrYdcu5R2L5/HVLxWVh3fQCUl0DUqg+l921QWw+HnLYNWlI3yDlHoHSeBMvRb/V4ZUR0AU6viv/sy4SimneCjGknxjg9Cv71/Um9Y4QUOT8V2k8FCADCHgVhdfjfiKgF5Fe+avYN+n3Ff9u+fx1Kl8n+j/v5+U5thda0109PJgBJ8g+RElHI+PeWUxjfuSGsFnNeE5nzVcM/IWbVviy9Y4QUqTQXiK5T8bbS9SbYdiyBbeM/YTm5BUr7cQAA684PANdlNhn3lUPOS4XWsANgjwIiYmHb8CrU5r2D+RKI6AodzipFeoFb7xi6kYQw3xJxVdPwxd5M/PGjfXpHISLS3Y3dGuMv13dEjMN8g4OmvBJ0+zS8/8MZvWMQEYWEVfuzYNbpMaYsQadHwe4zPDOQiAgAPIqGT/echc+EE2RMV4LlPhVLt/EqkIjol97bchqKarq7Y+YrQQD4eGe63hGIiELK8dwyFDg9eseocaYrwaPZpcgs5lZBRES/9snus/Ao5tpBy1Ql6PIqWMGrQCKiC1q5LxOqyU4TMFUJypKEtUdy9Y5BRBSSTuSWodDp0ztGjTJVCWYXlyOLQ6FERBf1ye4MUw2JmqYEvYrGg3OJiC7DbEOipilBn6rhm0M5escgIgppJ3LLUFpunuOVTFOCiiZwMLNY7xhERCHvqwNZpjlZwhQlqGkCa37Mgfl2SSUiunKrD2bD7TPHfUFTlKDTq2DVfp4YQURUFTvTCmGRzbGbqClK0G6VsSU1T+8YRERhQdUENh47p3eMGmGKEtx1uhAexRzj20REgbByXyZKy42/ZtDwJej0KPh8L5dGEBFdiU3H8+CwWvSOEXSGL0GrRcI67hJDRHRFSsoV5JQYf3MRw5fg2UI3zpWZb2d0IqKrtSU1D8Lg0+oNXYKaJrDpBCfEEBFVx+YT+SjzGHvhvKFL0OlVsO1kgd4xiIjC0vZTBbBZDF0Txi5Bm0XGnjOFescgIgpL2SXlcHl5JRi2PIrGA3SJiK7CjlPGvpAwdAnuzyjSOwIRUVjbePycoa8GDVuCHkXFpuOcFENEdDV2nC6AkU9WMnAJatjN+4FERFfleG4ZjLyNqGFLMNJmwYGzPDqJiOhqCAEcyDDuz1LDlmBGoRvlPu4XSkR0tdYfzYVHMebRSoYsQSEEfjiZr3cMIiJD2H66EF6DHkJgyBJ0ehSWIBFRgBw8W4xImzE30zZkCcqyhD1nivSOQURkCB5FQ5HbmMcqGbIEAeBMgUvvCEREhnE6z6l3hKAwZAmmF7j1jkBEZCiHMkv0jhAUhizBE7mlekcgIjKUI9klhtw5xnAlqKgajmSzBImIAin1nBOKarytYwxXgm6fatixayIivZw8Vwa71XCVYbwSFAI4nc9JMUREgZRX5oURD5k3XAlG2CxIK+CVIBFRoGUUGe8Cw3Al6FM1lLiNd/OWiEhvxww438JwJZjFQ3SJiILiYGYJfKqxtk8zXAmePFemdwQiIkNKzS2D22usjbQNVYKqJnDYgJfrREShIPVcGWTJWIcLGqoE3V4Fp85xUgwRUTCcKXAh0m6sjbQNVYKaANLyWYJERMHgU4XhjlQyVAk6rDLSuHE2EVHQlHmMdZqEoUrQapFR4PTqHYOIyLCKDbYEzVAlaMTNXYmIQkmhwS40DFWCpeUsQSKiYDpX5tE7QkAZqgSLXMYaqyYiCjU5JcbakMRQJcj7gUREwXWu1ANFM84MUUOVYJ7BLtOJiEJNgdNrqGUShirB3FKWIBFRMBW6vFA145ypZJgSVDWBYjfvCRIRBVOB01jnChqmBH2qBqeHs0OJiIKp0OWDkbYPNUwJqppgCRIRBVmh0wubxTDVYZwS1IRAGUuQiCioitw+2FmCoUcI8EqQiCjIjDQpBjBQCQJAmcdYhz0SEYUiDcYpQkOVoE81ztoVIqJQxdmhIcoiG2jKEhFRiNIM1IKGKUEBQDbSvF0iohBloF3TYNU7QCBZLSxBCi+N4yPQrE603jGITMswJSiBw6EUfr69tzuirABUbvlHYcSiAbDonSIgDFOCAGDhcCiFmeJyBdE/PA3sWqR3FKKqezQTsNj0ThEQhrknCABWXglSmNl51gPRfJDeMYiujGSMq0DAYCVo4T1BCjPfHc4BmvTWOwbRlZGMUx3GeSXgcCiFn28O5QCx9QBHLb2jEFWdgX7WGqYEJYkTYyj8eBUNHlcZ0Lib3lGIqo7DoaGJ9wQpHKUWaRBJvfSOQVR1snGqwzCvRIIEmSVIYWjTyWIgZbDeMYiqRrYAwjir5Y1TghKvBCk8rdqXBTTsoncMoqqJiAMUr94pAsYwJShLgN1qmJdDJnIgsxhCkoDayXpHIbq86ERAZQmGHJtVRu0ou94xiKqlqKwcSOqudwyiy4tONNQxEoYpQasso3HtSL1jEFXL3hwFoll/vWMQXV50IpdIhKpG8SxBCk/rjuYCzQboHYPo8qLrAhbjjLoZqgTrxTr0jkBULf/ZnwkkNAes/DtMIS66vqH+nhqqBOtEG+cPhsylyKVAKXcBDa7ROwrRpcU15nBoqIqLNMau5mROGaUqkNRT7xhEl1arkd4JAspQJWi3yrBbDPWSyER+SCuDSOaieQpx0fX0ThBQhmoMj6KiboxxbtiSuXzzYw6Q1EPvGESXFpWgd4KAMlQJKqpAXU6OoTC18fg5/2kS0Yl6RyG6uAhjnXhiqBIEgLoxLEEKT5oGuJxOXg1S6LLYAIuxfsYaqgStsoREXglSGPsxX4Vo0kfvGEQXFlUXUDx6pwgoQ5Wgw2bhlSCFte9TCyCSB+kdg+jCohMBzad3ioAyVAlaZAlJ3DqNwtgXezMh1WsPSIb6X5OMIra+3gkCznD/p7WpH6t3BKJqS8t3QVO9QGIbvaMQna9uG8AaoXeKgDJcCaYkRusdgeiq5JX5uGieQlPjHobaMg0wYAlG2a2oFWHVOwZRtW0/64HgZtoUihoab1s/w5VguU9FKw6JUhj775FcoGlfvWMQVSZJQFwTvVMEnOFK0GqR0Lp+jN4xiKrtm0NZQK0GgJ1/jymExDc33MxQwIAlGGW3omPjOL1jEFWby6vB63YCjbvpHYXof+q1AzRV7xQBZ7gSBIBrWIIU5lILVQhOjqFQUr8DYIvSO0XAGbIEk+tyhiiFt62nS4CUIXrHIPqfxj3826YZjCFL0G6VUTvKeH9YZB6r9mcCDbvoHYPof+p30DtBUBiyBD0+Da05Q5TC2J70YkC2AvFN9Y5C5L8CjG2gd4qgMGQJ2iwyS5DCXrHT7R+CItJbQgtAKdc7RVAYsgQj7RZck8TJMRTe9uUqEM366R2DCKjXHhBC7xRBYcgSBDhDlMLfhmN5QHPuHEMhoEFHwG7MCYeGLcGUutGwyJLeMYiqbeW+TKBOC0POyKMw07gHIFv0ThEUhi1Br6qhfcNaescgqra8Mi9Ujxuob7z9GinMNOqid4KgMWwJ2iwyejavrXcMoqtytlQBkjg5hnSU2MY/U9mgDFuCETYLhrSpp3cMoquyLd0FkTxY7xhkZsmDYeCqMPArA9C1abzeEYiuyuqD2TxbkPTVdjxgj9Q7RdAYugQtssQt1CisrT+WC0TGA1F19I5CZiTJQBNj/xJm6BIUAuiVnKB3DKJq0zTA5XICjbvrHYXMqGEXQ54c8UuGLsFohxXXtuN9QQpvRwpUiKZ99I5BZpQyBLDY9U4RVIYuQQDok8JhJApvm04UAs0H6R2DzKjtOMDq0DtFUBm+BGVJQhvuI0ph7It9mf4dOyRu/kA1yGIHGhh/jarhS9AiSxjQqq7eMYiq7eQ5J4SqAHVa6R2FzKRJL0Dx6J0i6AxfghE2C0a2r693DKKrkuf0cqkE1awWwwCbcZdG/MzwJQgAXZrEw8p9RCmM7cr0QnAzbapJrceYYt9aU5SgV9XQtwUnyFD4+u/RXKApj1WiGmKPAeq01DtFjTBFCUbbrZjULUnvGETV9tX+bCCuEWCL0jsKmUGzfoY9RPfXTFGCsixhZPv6HBKlsOX0KvC5nUCjrnpHITNod51hzw/8NVOUIABoQnBIlMLaqWINgpNjKNhkK9DhBsOeH/hrpinBaLsVN3JIlMLY1tMl/h08iIKpxVD/npMmYZoSlGUJIzgkSmHsywNZHA6l4Os2C3CYZ4MR05QgwCFRCm87ThcCFgdQq7HeUciobFFAy+Gm2p3IVCXIIVEKd6UuF0+ap+BpMwbQFL1T1ChTlSCHRCnc7ctVIbhekIKlx29NNRQKmKwEAf+QaD8OiVKY2ng8D0geqHcMMqKoBCDJfOdWmq4EuXCewtnKfZn+nTxkq95RyGja32D4A3QvxHQlyCFRCmc5JR6ovnKgfke9o5DR9LjdNAvkf8l0JQj4h0R5vBKFq6xShZNjKLDimpj2qC5TlmCMw4o7B6boHYOoWranuyGSjXnSvE8DHtwahxlrEjD5mwSszfjfqebP7Y7FsuMXPtrnrUPRmPptAiatroMVqf6P2Zhpx+RvEjBnUzy0n9Z+P7UzFhll5tgJ5Yp0uknvBLoxZQlKkoTuzWojqbbxz8oi4/n2UDaQ1EvvGEGx8nQk4u0aPri2AG8PKcTTu2qhoFzCHetr479nHRf8nG05duzJs2HZiAIsGV6AbJe/5D44EYWFQwtRL1LFkUIrjhRaEWMTSIox332vy+p2K2CL0DuFLkxZggAgS8Bt/ZrrHYPoiq09kgNE1QEia+sdJeBGNynH/Z3KKt62SAJORcZ9HctwffMLn2qwKcuO1vEK7v0+HvdsjMeQRv6Pi7YKuBUJbkVCpFXg7cPRuLOds0ZeR1ip1x6INu/tIdOWoN1qwbReTeGwmvZbQGFK0YByVxnQuJveUQIu2iYQYxMo80mYsykeD3QqQ5MYFZ3r+i76OYVeGQcLbHilfxH+0rMEf94aDyGA2R3K8MyuWkiKUXGmzIJudX1YlRaB/9tRC3vyjH9YbJX1vgew2PVOoRvTN8B1nRvpHYHoih0t0CCa9NE7RlBkOWX85r8JuL55OSZc5Orvl+LtGgY08MBuAVJqqXBYBAo8MlrEqXhtYBHuaufEx6lRGN/cjU3ZDvxf9xIsOBhTA68kDETW9t8PNMEJ8hdj6hKMdlgxe6g5Tk8mY9l0qggw4OSYPLeM29cn4MHOpZjcwl2lz+me6MP3WQ4IAeS4ZLgVCfF2reL9H6ZGYmKK/7k0AUgA3AqXSAEAet2ldwLdmboEAaBerAPdmsbrHYPoiqzamwk06KR3jIB788dolHglLDgUg5lrEzBzbQLKL7KV5UNb45DplDG0sQftavsw+ds6+N3G2vi/HiWw/PSTrcwnYXuuHcMaexBnF0iM0DB9TQImt3DV3IsKVVYH0PdewGbuCYKSECY6OOoCNE3gu8M5uHvJLr2jEF2Rk38ZDPlfg4D8VL2jUDjqegsw+gXAYe6hYdNfCcqyhMGtE1E3xrw3hik8FZR5AJ40T9U1eK7pCxBgCVa4uU8zvSMQXZHd2T6IZgP0jkHhqOW1hlxiUx0sQQARNgtu69ec+4lSWPnvkVygGY9VomoY8givAn/CEvyJVZYwskN9vWMQVdmXB7KA+Camn9hAV6hBJ/8CeQLAEqwQE2HDg6PaQuLFIIWJ0nIFvnIX0LCz3lEonAx60D8zlACwBCupF+vA6A4N9I5BVGVpxQoEJ8dQVdVqDLQaCcjcRPxnLMFfiHZY8di4duCtQQoXW9PKgOQhesegcNFvDjjcVRlL8FdqR9kxgVupUZhYfTDbkHuIUhA4YoFuv+FQ6K+wBH8l2mHFo2PbcaYohYUtqfmALQqIbah3FAp1ve4GYOq9US6IJXgBMQ4rbuyepHcMoiopczp50jxdWlQdYOAfAXu03klCDkvwAqIdVjw8ug3sFn57KPQdyFMNe6IEBcjwJzkZ5iL4U/4iHFYLpvduqncMosv6/ni+IU+UoACp09J/XJLVnCfHXw5L8CKiHVb88dpWiLDxW0ShbeW+TCCxDX/Tpwsb93dTH5p7OfwJfwk2i4xb+zbXOwbRJZ0tKofm83AXEDpf8wH+Tdb5C9JFsQQvIcphxe+HtUS0nX+BKLTllPqAxpwcQ78gScD4f3AyzGWwBC/DKku4c1CK3jGILmn72XII3hekX7pmKpfOVAFL8DIi7VbcNSgFDeN4U5lC15ofc4AmvfWOQaHCFgmMfo4nRVQBS7AKbBYZz9zQUe8YRBf17eEcIDoRiIjTOwqFgr73cTZoFbEEq8BmkdG3RR30b1lH7yhEF+RVNHjcTqARt1AzvehEYMADvBdYRSzBKoqyW/G3yZ1hs3A7NQpNxwtViCa99I5BehvxFCBb9U4RNliCVyA+yoY7B3KSDIWmzSeLgZQhescgPSW2ATpM5CbZV4AleAWi7P4lE404SYZC0Mp9Z/2nhpM5SRJw/QIujL9CLMErZLPIeHEKT/Km0PNjVikEJCCBoxWm1OtuoF47Loy/QizBK2SzyOjSJB7jruH6Gwo9Rc5yoHF3vWNQTUtI8W+SzckwV4wlWA1RDiuem3QNakXy5jOFlt3ZPojm/fWOQTVJkoEpi3gfsJpYgtXksMr4y4QOescgqmT90XNAM5agqfS5139SBIdBq4UlWE0RNgtGd2yA3skJekchqrDqQCZQuzmvCsyiTktg2KMcBr0KLMGrEGm34rUZXRHj4LAohYYilwKl3MVZomYgycBNSwALf+G5GizBq1QrwoYXp/AHDoWO9BLVf3wOGduAPwK1m3EY9CqxBK9ShM2CQa0SMbl7Y72jEAEAfjhTBpE8RO8YFEyJbYFBf+IwaACwBAMgymHFU9d3RHJd/oUk/a0+mA0kcZmEYclW4Kb3AAs37QgElmCAOKwy3r21B+wWfktJX9+fyAPsMUBMPb2jUDAMehCISwJk/qwJBH4XA8Qiy2gQF4HHx7fTOwqZnBCA0+XkSfNGVL8j0H8Oh0EDiCUYQFF2K6Z0b4IhbRL1jkIm92OeBtG0j94xKJBskcDUJRwGDTCWYIBF2i14dVpX1IvltGXSz8YTBRDJg/SOQYF0wxtAbEMOgwYYv5tBEGmz4M2Z3SHz6EHSyRd7z0Kq186/lozCX6+7gFYj/VeDFFD8PyQIbFYZberH4t6hLfWOQiaVXuiG5vP6p9JTeEvqCYz4C+8DBglLMEiiHVbMHtIS3ZrG6x2FTOqc08dF8+EuOhGY8RFgi9I7iWGxBIMo0m7Bwlk90ZCH8JIOtp/1QDQfqHcMqi7Z4i9AR4zeSQyNJRhkMQ4rPrizD6Lt3NqIatbaw9kAZ4iGrzHz/cPZPCk+qFiCQWa1yGgYF4G3b+0BC2fKUA365mAOEFsfcMTqHYWuVLdZQOcZgJ3DoMHGEqwBETYLujSJx1PX8/xBqjnligaPywk06qZ3FLoSzfoDY55nAdYQlmANibJbMbFrY9zev7neUchEUotUCE6OCR+1mwPTl3MpRA1iCdagKLsVD45qi6FtuKcj1Ywtp4qBlCF6x6CqcMQCv/mCSyFqGEuwhkXaLfjnjK5o15D3aSj4Vu3PAhp21jsGXY4kA1OXAjENeD5gDWMJ6iDKbsHSO3pzazUKun0ZxRCyBYhvpncUuhhJAia+CST1AGxcTlXTWII6kCQJsRE2LLuzDyJt/K2PgqvYWe7/AUuhadzLQNvxAR0G3bZtG3r06IGsrKyKx1588UV8+umnV/3cr732Gtq1a4ecnJyKx/Lz89GhQ4cqP//GjRsxd+7cS36NZcuWXXXWqmAJ6sRmkdG4diTe4h6jFGR7cxSIZv30jkEXMvIZoNNNQbkPaLPZ8Mgjj0AIEfDnbt68Ob7++uuKt7/66is0bNgw4F+nJrAEdRRhs6BHs9p46aYukFiEFCQbjuUBzQboHYN+bcgjQI/bgzYRpk+fPoiLi8PSpUvPe9+SJUswdepUTJs2De+99x4KCwtx/fXXAwD27NmDXr16QVVVZGdn47e//e15nz927FisXr264u1169Zh6NChFW8///zzmDJlCqZMmYLFixcDAFJTUzF16lTMmjWr0lXe119/jalTp2L69Ol48cUXA/b6q4olqLMohxUjO9RnEVLQrNybCdRJ4c4joaTfHKDffUGfCTpv3jwsWrQIp0+frnjsxIkT+Oqrr/DBBx/ggw8+wJo1a1BYWIj4+HhkZWXh+++/R4MGDXDo0CGsXbsW11577XnPW7duXURGRiI9PR1paWlo0KABHA7/HId169YhIyMDH330ET744AOsWrUKR48exSuvvII5c+Zg0aJF6Nq1KwCgqKgIr732GhYtWoRly5YhJycHmzdvDur35NdYgiEgym7FqA718fcpnVmEFHAFLi8Ujxto0FHvKAQAPe/wXwXWwFKI2rVr49FHH8XcuXOhaRoA4NixY8jMzMSsWbNw6623oqioCGfOnMGIESOwYcMG7NmzB3feeSc2b96MDRs2XLAEAWDcuHH48ssv8Z///AcTJkyoeDw1NRU9evSAJEmw2Wzo3LkzUlNTcfz4cXTq1AkA0K2bfwOHM2fOoKCgAHfddRdmzpyJ1NRUpKenB/m7UhlLMERE2a0Y3aEBi5CC4myJwhMlQkHn6cCIp2t0N5hhw4YhOTkZn332GQAgJSUFLVu2xHvvvYclS5Zg0qRJaN26Na699lqsWrUKMTExGDRoENasWQOv14vExMQLPu+oUaOwdu1a7Ny5E7179654vEWLFti1axcAwOfzYc+ePWjWrBlSUlKwZ88eAMDBgwcBAElJSWjYsCEWLlyIJUuW4JZbbkHnzjW7pMdao1+NLinKYcXojg2gCYEHP96PINzPJpPadsaJZsmDIW17S+8o5tX+BmD8S7oci/TYY4/hhx9+AAC0bdsWffv2xfTp0+H1etGpUyfUr18fFosFHo+n4l6i1WrFkCFDLvqcsbGxaNCgAZo0aQL5F6fdDx06FNu3b8fUqVPh8/kwevRodOjQAU8++ST+8Ic/4N1330VCQgIcDgcSEhIwa9YszJw5E6qqonHjxhgzZkywvx2VSCIYU4foqri8Cr7an4UHP2ERUmAMbVMPC6c0g/RiK72jmFPr0cCUf/NcwBDE4dAQFGW3Yuw1DTH/xk4cGqWA2HA8F4iIA6Lq6B3FfFKGAJNZgKGKJRiiohxWjOvUEC+wCCkANA1wOZ1cNF/Tmg8Apn3AEyFCGEswhEXZrRjfqSFemNRJ7yhkAIcLVIgmPGS3xnSYBNy8ghtihziWYIj7uQj/NrkTd5ahq/L9iUKI5MF6xzCH/n8AbnidQ6BhgCUYBn4eGl10Wy9E2PhHRtXzn32ZkOp3AMfXg0iSgQmvAIMfZAGGCf5EDRNRdit6Jifg83v7IyGaO3/QlTuZ54RQfUDd1npHMSZbJHDzx8A1UzgEGkZYgmEk0mZBSt0YfDVnIJrV4W+ZdOXyyrxcNB8MUXWA364BmvVjAYYZlmCYsVtlJMba8Z/fD0CXJvF6x6EwszPLC9Gcm2kHVO1k4J5N/itsW6TeaegKsQTDkEWWUSvShmV39sb4TuF5fAnpY83hHKBpX71jGEfjbsDdG4CY+oCVtynCEUswjEXarfjb5E740wje46GqWX0wC6jViEN2gdBmDHDrl/5NCGQejh2uWIJhLtJuxW8HJONfM7vDYeUfJ12ay6vB63YCjbrqHSW89boLmLyQi+ANgD81DSDKYcXA1olY+fsBSIx16B2HQtypYg2Ck2Oqx2IDxr0EXDuPSyAMgiVoEJE2C1ISo/HtA4PQKzlB7zgUwracKgGSh+gdI/z8PAGm83QOJxsIS9BAbBYZtaPtWHxbL/xxRGvuMEMX9OWBLKAxh0OvSIeJ/gKs04pDoAbDEjSgSLsFdwxMxmez+6N+LQ6PUmW70goB2QbEJekdJfRZI4DrF/j/ccRwAowBsQQNKspuRftGtbDmj4MxrG09veNQiClxurlo/nLqtgJm/wB0nMSrPwNjCRqYzSIjNsKG12d0w9PXd4Ddwj9u8tuXq0BwveDFdZkB3LUBiG/GBfAGx5+KJhBpt+DG7kn4+v6BaM7t1gjAhuP5QPOBescIPfZoYMpiYOyL/v+W+SPS6PgnbBJRdiua143CV/cPxMSujfWOQzpbufcsUKelf8o/+dXvCNy7HWg9irM/TYQlaCIWWUaU3YpnJ3bEa9O7IsrOm/xmda7MC9Xr9v/gJ6DnncAd3wG1GnP402RYgiYUZbdiRPv6WP/gEAxsVVfvOKSTzFIFaNxd7xj6qp0M3LYaGPEX/+J3nrVoOixBk4qwWVAvNgJvzeyOf/2mOxJjuJTCbLZnuCBShugdQx8WOzDkEWD2Fv8sWQ5/mhZL0OSi7FYMaV0P6x8cglv6NOMvwiby7aFscy6TaD4QmLMH6Hef/+rPYtU7EelIEkIIvUNQaHB6FKQXuvDA8r04kl2qdxwKMqsMHH/qWkh/bwO4C/WOE3zRdYGxfwdajeS6P6rAK0GqEO2wonW9WHx2b388OaE9Im2cOGNkiga4XU7j3xeUJKD7bcCcff7jj1iA9AssQapEliVE2iyY1rMpNj08FMPbcbcZIzuar0I07aN3jOCp3xG4ZzMw6hn/tmdW3vumyliCdEGRdgvqxDjw2vSuWHRbTzSoFaF3JAqCTScLgeTBescIPHs0MOZvwB1rgMR2gD1G70QUonhPkC7Lp2rwqRoWbT6NN9anotSj6B2JAqRVvWh8+/tekP7aCDDKj4J21wET/uGf9MI1f3QZLEGqMrdPgaoBb65PxbubTsHtU/WORAFwct4gyG8PAfJP6B3l6rQeBYx8Foht6B/6JKoCDodSlUXarIhxWDF7aAtse3Q4bu/fnJtyG0C+0xveSyVaXgvcuw24caH/5AcWIF0BXglStTk9CjyKhvmrj+DjXRlQNP5VCkdv3tINo3xrIX1xr95RrkyLYf4rv/imLD6qNpYgXTWnR0GZR8GzXx7Gf/ZnGubWkllM7ZGE54fGQnotTE6bTx4MjHoWSEjhTi901ViCFDBOj4ICpxdPr/oR3/6Yo3ccqqIYhxUH/m8opOebAj633nEurvkA/5Vf3VYsPwoY7hdEARPtsCLaYcXLU7sgu7gc/1hzDF8fzOYwaYgr8yjwlbtgb9gFOLNV7zjna9rXf+WX2JabXFPA8UqQgqasXIFP1fD29yfx/rY0lLi5tCJUfTunN1odfAXSllf1juInW4DWo4EBfwTqtWP5UdCwBCno3F7/Uoov9p7FmxtScTrfpXMi+rW/XNcBv6mXCun9SfoGiUsCetzu/0e2Ao5YffOQ4bEEqcb4VA2qJnDwbDH+tfEk1h7Jhcqh0pDQOzkBy3/TFtILzWv+i0uyf5lDvzlAk56AAGDjDkVUM3hPkGqMzSLDZgF6NE9A2wax8GkC721Nw9If0pBb6tE7nqltO1UAWCOAWo2Aksya+aKxDYBus4Bed/r39ORVH+mAV4Kkq/Kfdp354WQ+lvyQhu+P5cGrajqnMqf9c/ug1jcPAIdXBu+LSBKQMhTo+3ugeX//Vm3c2ox0xCtB0lXET8c1DW6diO7NasMqS1h7JBcf78rA5hN58Kn8Ha2mHDinol/TvpCCUYIx9YAutwB97vFPcrHHcKILhQReCVLIEUKgzKPAIktYczgXH+9Mx5bUfC61CLK7BiXjkW4qpDcHBOYJ67YG2o4HOk0FEprzqo9CEkuQQpqmCTi9CmRJwjeHsvHJ7gz8cLKAE2qCoGGtCGx5aACk5xoCWjU2R5dkoEkvoP0NQIcbAEec/zFOcqEQxhKksPFzIUqQsPpQNj7dnYFdaYXwKLyHGCgnnhwA6+LxQPb+qn2CLdJ/j6/jZKD1yP89JvNOC4UH/k2lsCHLEmIjbACAiV0bYVSH+nBYLTiaXYI1h3Ox+UQe9mUU8T7iVcguVZCU1OPSJRhd17+QvdNUoElvQPH4Z3byHh+FIV4JkiH4FA3ligq7VcbhTH8pbknNw/6MYt5LvAIv3dQZE+07IH08638PRtUBmvYBmg/0n9xQuzmg+XhaOxkCS5AMyauo8Cga7BYZBzKLsfbHHGxJzcfBzBLeT7yEMdc0wILrkiD992mgxVCgaT8gKsF/tWePAWSeH0nGwhIkU/D4VPhUDTarjPQCNw5mFmN/ehGOZJfiWE4p8sq8ekfURZOESHRqHI9uTePRO6UOWtaLgU11wSJJPKOPTIElSKZV7lPhVTQ4rDJ8msCpPCf2ZxThQEYxjuWU4lhOGco84b/pd61IK5olRKNZnSg0qxOFNvVroUW9aCTX9R9HpGoC0XYrZJn39Mh8WIJEv+LyKFA0gUi7BaXlClLPleFUnhOn85zIKSlHVnF5xb9d3mosJQiCerEONKsTheZ1/OXWpkEskutGo0FcBKyyDI/izxlps8Bq4ZAm0c9YgkRVpGgaPD7/JuCyJCHCJkPVBEo9CopcPhQ4PThX6kFWcTlySz1w/lSmqiYqNg/3qQKqpkFRxfnv0zRIkBATYUWtCCtiI2z+f0fakBBlR51oO+KjbKgVaUNshA3RDgui7FZE2izwqhp8igaLLCHSZuFVHVEVsQSJgsCnaFA0DQL+jVKEAAQEBOA/JeEXBIALVZZFlmCVJditMiQuPyAKCpYgERGZFm8OEBGRabEEiYjItFiCRERkWixBIiIyLZYgERGZFkuQiIhMiyVIRESmxRIkIiLTYgkSEZFpsQSJiMi0WIJERGRaLEEiIjItliAREZkWS5CIiEyLJUhERKbFEiQiItNiCRIRkWmxBImIyLRYgkREZFosQSIiMi2WIBERmRZLkIiITIslSEREpsUSJCIi02IJEhGRabEEiYjItFiCRERkWixBIiIyLZYgERGZFkuQiIhMiyVIRESmxRIkIiLTYgkSEZFpsQSJiMi0WIJERGRaLEEiIjItliAREZkWS5CIiEyLJUhERKbFEiQiItNiCRIRkWmxBImIyLRYgkREZFosQSIiMi2WIBERmRZLkIiITIslSEREpsUSJCIi02IJEhGRaf0/DaLAZRWFD7AAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "# get the count of reviews for new and old models\n",
    "model_counts = df['model'].value_counts()\n",
    "\n",
    "# plot the count in a pie chart\n",
    "plt.pie(model_counts, labels=model_counts.index, autopct='%1.1f%%')\n",
    "plt.title('Review Count by Style Name')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45a0b2d2",
   "metadata": {},
   "source": [
    "For old model we get 78.7% reviews while for new model we get 21.3% reviews."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "94aebcfb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:04:03.162306Z",
     "start_time": "2023-03-29T19:04:02.345113Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pTsfoH5/BcT3a6pJ0NqTm2nt1+hRxLYIvfYYqE4QUnZBqoAkVQ9FRhfqGCg4pwXY9xvMF6mNRCpYdHKx+yIamUbZtYmYI2w1MybMblEjIwFDVgC5UCDS1ds46IvWkjCgb4q340qenOEbaiBFWDeJaGNcPFrRd6W4KbhmBoOBWCKk6s1+yRDJu5egpjjJamaHkWkigvzRBV6yRNdFGYloYiVzQvo8kZUQxVYOtyU4KbpnB0hRjVpaMEaPJTCIBT/rUhxLsz6wn55QouRaNZpKUEUUgaAlnbtBcS3wpEaK67QymeW6tkszfPFbXmeq1PpKnR8+hCMHWZDPAnO/fRyIInsGlPoJrZ9sUIniskkuLdE1/VQhxaW2LRENUyg4trWnqGuJvmtAG6E6nmSqX6ZmZoey63NHZgSauft19M/DloycQQnDfhnX80hNf45P33cVYoYCmKIwXS5wYHsXxfSZLJX7xjltJhU1Ojo7xnVNn6Zme4Y+ffI7b1nSyv6ONyVKZb5w4zVihSNl2+PD+PWxpauDYyCh/99oRNjU2MDiTZXtLE3eu7aIrs9CFc3Z8kpf6BjgyNEJY1xnO5fnEHTcDMJTNUbRtPnTTbiaKJf7LU8/h+5Jk2ERXFPpmsjTFY2QrFbY3N+FLuaCdrU0NJMyVyZsVCe7RyiAD5V6mnQm6I+tZH9sKwMtTz9BbOrfS57AoBAqmGqY+1ExnZC2t4c6rbqNStLDKNjNjOQxTp7m7AaEILhztI56KkqiPY0ZCeI7HWP8k+ZkC3Vs7MEyd/HSRiaFpEukoda1p7LKDVbQQikA3gukZ758k05LGd/1AG0cSiYcXtO9YDueP9HHmlQuY4RDhmLliwd2Q+j2Kle8wkf2PSCTJ6AeIhO7B8fpw3AvYzjnK1vPVX/v4lJAExSiEMDGNfdSuACqqkiYcuoVi5SlAzpnIYXmTtuePoYgoqlqPImqZvpYbz2vD/biyyKa6ehKhENOVCnHD4NTkOK4v2ZDJkAkv1Px0TWVNUwaBIGoa+NJnOl9iPFtgTVMaBDSmYtiui+t5JKJhnjx6nnt3rufoxWHyFYvmdJyG5CXtWRMqeaeEj49AUHTLrI22c2TmDGtibRiKzqQ1s6Jncy3on5zhaN8o65oyPHeqF1MPdvT5skW2aJGMmsRMg02tDRzpHWEsmycZDZMwQxi6Rsw02NhST3NqcXPy3AYawR31Wzia7UVKiaHopPRAg/vHgRcZLE1yf/NudEXjQmGU4zO9+NLngebdTFo5pu3CnNsAYHe6m5enznFw4jSt4QwPtuxZ2L620ErRZKZoi2Q4lu0jrBik9CghRZsb7Xz40qe/NMmPRo9wX/Ou657rsUqe3zn0LW5u6OLEzAgTlQI31XfysQ23Yqo6T/S8zo+Gz1JwLepCEfbWdfChdfs5lx/n7y+8xnOjF3Clz5HJIVQh+C+3vo9zuQm+N3SK+lCUD67bhy8lv/Hyl3m0axfb0y2cyo7yhYuH2JVp5dDUAFNWiY+sv4VtqRbO5Mb4woXXUBWFabtEQje5q2k9P7V2LwDRmMn3vnmYxqYkW3a0k0xG3lThvaelhd0tLfhSYi1R0OYnAYoi8HyJ5bm0JuMcHR5hplzhlq4Obu3u4EM37UICPzxznqPDI9y5tosDa7vJRCI8ee4C//b+u1EUhb7pGS5MThELGfzrew/QO53lrw6+ghBQtB3yls3D2zbRkUrObcyWgioELYk4v3HvAY6PjvHloydYm0kTMRYqARJoSybY3FjPZ189zIf27eZ/PPcSru+jK8qCdnRF4aaOthXNzYoE98Gpp3lt+gUc3yKmJfjklk8jULlYPMtr089fuYErQAgFVajEtAS7UzfzYPP7UKqao+t6WBWHcskGIJ2JoWq1Ot3guRFe+d4RmjrrWberi0rJ4vUnT+A5Lj0nB9lz7zbq2zKM9kzQd2qQ9k0tSCk593oPY32TVEoW/aeHePRX34EZDjF4fgTHcolnYqQaE7z4zde55aHd9J8eQkro2NTC4adO1rQfS0XpOzWEHtLoOT7Alls2XNUcaGoLicgHiIUfxnYvMpH9PTob70ZT29DUVnS1m1T8oyAVJC6qkkKI8LxJrJ2ToLhDjHj4PWSL/xuASOgOTOOmK+6uFZHBl0V8fxopiwgRY9aErqmtS46n5A7Tn5titFigaNsMFfJsyGRwfJ+GyPImaeUyl0LUNKhLROkfnwEJk4UiuqrSWpeiIRnluZM9fOKh2zg3NIHlemhqrYl+T3pTYAGpjttHYioGTWYaXdERAjz5xplGRVUVG83mUQQULZu4aVIX09AUlZLtkC9bnB4cp1CxiJoGjYko6WiYdCzCyYExHC+4r/noijbSEamf+z4AtiY7WBtrQgJG1Y8vJLyzZS8+kohqoisqWxLt/Nqm92AoGhEtxJ7MOranuvClxJUeCoKWcB1vb47jSa8a0KYuaD+k6jzWcRsCgaFo+FxyA2xOtKOgENNNbq/fAoCp6tzfvBtT0VGFwh0NW7F9t+YergeSwKqjCYVf2nIXYTUYo6aoDJay/GD4DL+y9W7qQhEOTQ7w5MhZzuTGWRPL8InNB4KxIPilLXcBoAklsElIyXyboj/vfZq1rhmKxr/b+SASSUI3KbkOtu9yoTDBX9zxM2hC5fMXX2OwnGWwOENbJEksbpKpiwcmVMtdVmj7UnLweA9/+eUXmc6XrzgXiiL45fcf4Nbt3YRDl5QGKSVlx8HyPPyqNaDkOLzQ38/7t227pn1DsWxz6MwAX3/uOL3DUzTXJfnwQ/tZ315PLHL18S6XIx2OMJjNcXxkjDvXdnNqbIyy4yJEoP0+db6HiK4xkM1RH43iSYkAFFFd/4SCIgSTxTLnJ6Y4NDjETLmC4/lEdZ2oYVCwbCK6RlsyUXVRLT8Tpq5TF42iCEFHMsl0qUI57tYIbn+etUVXVWKhELqqkgiF5qw5i7bjrHwTtSLBndLTZIw6cm6WZrON2TfN8W0kkrRRT2u4Y/lGloCUUPZKTNsTTNpjHJp+kfWxrXRHN2AVfQb6Jrlwbox0JtDUdu9bQ1ir3d04tkuyPkHL2iYyLWlc26XneD+JuhhCCDzPJzuRZ3xwinW7umjqqkc3NMYHphi6MIph6qiaimO5RGJhNF3Dc318LzCVdW9ro/fEIEPnR6hrSaPp2oL2c5MFpoanue3hm7hwuG/B5mKZGQAk2eL/xpcFQCJlmZC+GQBNaSBk7MFxz5ErPgEoSDyS0Z9BFcGcCBb/9gUGhrZxLohMUdJoanOw+EiXXPHzVJzXcb0xHPciUlaImHejKnXEw+/CcS8ynf8fCBECJKnYx5Ydjy+h7Dq40sdQVFpjcRzfp+g4JLwrRWHX3kEqFmZ9Sx0n+kb4wrOHKZRt6hMRtnQ0AtA3NkNTMkYsHML1fEyj1rIRVkM15tFZxN6k6Pm6WITda1pRhKC7MYPr+YS0IDgsX7E41jfKjq5mNEXF8TxURRAJBb61waksbZkEMTO0YCExlNpPVghBSNVrjksk6+MtJPRIoJlXzcOqqhBSL81TWDUwFX2uHQBdqGiKObtPW7R9IQSJRXzmUsq59gAi2qXFO6aZNcfD0rjhvtU18TqazDhhLRhDxXMYLM3QV5ziOwMnieoGY+U8Fc8l71TQFZVMKIKp6mhCoTG8fLDc5Y5BXVFZE8/QaMbm5q/sOahCod6M0RxOoAmFhG6SdcqU3ED5sCyHYrFCMhkJ1ol5sQ+LoVxxGJrIMpktLf2jKhQhKFVsfL92rBJ4rq+v5g7KjsPxsTHev23r8gNYAmf6x3j+6EVePTVAvlhhdKrA915KEA7pbOpqvOr2Lkd9LMJANsvJ0TEe3LSBk6NjKEIwkiugqyphXePA2m6ePn8RL1hGq8JXwfY8Zic2auhkImHaEgke3LQegLCu055KMJovoAhlUZ/2YrA9j3y13n22UiGi65h68L5ZbrDGjRcKc754wSU3iRr4b5ZsR1dXvpFdkeDujm5AVwzybo5ms5X5xoSwGqUjsoa96WvMAZZQ8UqMWcOcL57ibP44J3OHaQ13YtuCfK5MLluitT3wOSyVe5pqTJBpThFLRshPFzGjJsVsGcPUCZkGekhH01UqxQr5qULgfw7pCCGolCzMmIluaFgli3KhQn66yPjAJKmGON1b2/nh3z9PpWRjRkOEwsaC9gF0QyM7kce/opBaCCFUhFQBgaJECFdN34oSxTR2oYgQtnNx9lVgljtHVZswjZtRxMKcYiHUauDZAUCia10oSnhOawCBprajKvUIYc7T2hUi5r1U7FdxvREEShBYjkCI8JLjaY0nUISKIhRihoGpaVQ8l4JtkwyZGOrC1y1s6LRmEuiqihAQ0jU2tjVgaBqtmQSbOxopVRyips6Gtgba6hLkSxa3bu4kEjLY0tFEybJpySws3vHj9NtFTYNISJ91a8+tzUIILMfFdn02NNdXg9AuBaNJKcmXLZpTOvHwyrWW+fdqKDobE20rihlZ7PyssL/S7xZrK9BEZ4/IZWIaFjdJzl4/6zsWYoV9I6gLRYPFseZ4VQMSoCBoDidYE68jbVzaeMxq1lJeGq8mFDwp54KOfCRZu1yjTalCUB9aaElShELKiMxpcJqioFbbA5jnmWAlu5dwSKchHQMEruvheB6O6+G4/hWvnQ+JJKTpczEoihA0x2Ncq51+YCzLhcFJZqqWgHzJ4tj5YW7ftYa1vocnfVSh4Po+ru/hVv8dUjVs3yWsGnOWHqhaxeZtLOujkcA/PJ2lPZXE1AMrihBBYFfRdnB9D0PTqFS1VUNViYUM8hWbg30DtCcTRA2DjlSSyWIJr7qhCeuB5WsppWcpWK7LaD7Py/2DXJicYl19hjWZFNmKxWi+wEt9Awxmc7i+j6YsvRlYrJ1MZOVKxYoEd1d0PV3R9YueM9UwzWYbWxO7V9zpYii6edrCXVwsnOF0/hh3NjyIopjE4ibtnRm61zYgBGj6wskwTJ1wzEStnguFdbbdtoETL57FCIeIJSOkGhN4jssr3z1CuilJXUua1vVNeJ7H8IUxzKhJLBlhcniaYq5MdiLHSO843dvaiWdi+J5PfWua+vbMou1H4mFKuTJHnz1FIVu6iojy4NVJxT6y5C8MbS2GthbCC8+F9E2E9E1Lty4U0vFPXNajAKGTjP3s0n3qazH0tVc1nq0NsKVezgmp+X/D4puuZNQkGW2e+3c8HOKeHevm/v3u/VsXXFMXj/Lr7w3Mmrdv6VryHn7cEPOiw+ffeUjX2NnVvOQ165rrrqtfXVHpiNRfVxvLYdaS4Xk+ymzEPJcEt+v6OI6LYWioahBJOxtZryhiThuc7x7x/UBg27aLZTnE4ybZbJlkMjw3j7PWLSklvi/RNBV1npYiRO2GQxMKbZEUndE097dsot4MhKxA0GDG5v5fU1QqnstgKYuhqDSYMSKagUSSdcoMl3N4vs+kVayJB6h2umB+AnPtEt++BNtyAm1bVfB8f9l1QgAN6Ri3bO1ifKZIqWJTqtgUyhbFss1MvkyxYuN6ywtxAdzS3kHMMBAiyGiwPY/1mcw1u9crtkPFrjXvliybbKXMRKWI43toQsHyXWzfpeI5RDSDulCU0XKeejNGxXPmKYKS1khqboNbH43QGIti6hrpSJi2ZALPl6ypyzBVLPFK/yBPn+/BUNUgNkRTCRs6jbEoYV3j+2fOc2BNF9tbmujKpOidnuH7Z4KYrB2tzYR1nYhh0BiPrfiepZTkKxY/OnuBqVKZD+3bRVc6xamxCSquyw/PXaAuHCETjmDqGnEzREhTaYhFURSFhmhwvGw7C9ppTa48PfK608EUoaKL64/OjWpx2sJdNISaGbdG8KSLqalYlsu50yOcOTkMwPs/eCuJ5KWdiRCCdTtrF2/DNNh401o27AnSZYQS7HzX7+5m/a7uYGetCOKZGC3djZd22gIaO+p518+/bcH4HvvVd9b8e7H2081Jdt29BUVdmBL1zwXzNanL/17FPx14ns/YWJ5kMozjeCBA11XKZRsknDw1THt7mnjcpFJxSCUjVCoOsViIfL6CEIJkMoKmKdi2Rz5fxvclvX2TnDk9zP33b+PLX3mN9z6yF10PBLRpGkxM5HEcl2LJprU1RToVXVJQaopKayTJuzq28X+ffrZqqhY0mjF+Z+9DqEJDEYItqWaeGjnLv375y7REkvzh/kdoi6ZojSR5ZvQ8n3zlq2SMCN2xzJzLYNaHenmvwTZcoM7z3yvV7AAAx/X46hMv09aWIZGOEI4sv3YKIVjf3sAvP95Qc3zWMvEXX3me7x08Td/ozBXbSZpm4Ot2XXKWRcm2aY0HwuIK1vpFkY6FScVrd++tDUkuVCbIjpRRhULWKRNTQ7RGE+hCxVA0XCk5mxvn1cl+TFUn71TwpaTRjJMORYlUte5UOMzD27fw8PYgVuLD+/fU9PXApsWVyZZEnD9499trjjXEoqyvX7ghbk0muLV75W7edCTMrd0d/Ny+2rHc3NnOzZ3tS173W/cFisa/uucAx4ZHOTU2vmg7K8V1C25VqBjq9QciQGBiimtJRqxBJJJoLMSuvV3s3NPFrN52NQJx0Z3s5aa3FZriVtq+chV+ilWs4q2IYsnm6WdOs2F9I4eP9DLrTvVcj5BpcPP+NShKINgKeYvTZ4eZmMiTiIcxDI1KxaG1JcXevcEm+okvvczYeJ6b9naTTIZpaU1hWS7d3fX88EcnmZ4uYoQ0urrq6e6qI5cN8ntnNfdGM86f3fZ+ForRQBg93LGDd3dsrzk+/7cPd2zn3R3bFpz76TV7+ak1exa97raGbm5p6FrQZ9qIcGfTWu5oWjN37oNr982NBeCR9+/HqgTkK9HYta+dQoCualfFNTFeKvG98+cYLxapj0Q4NTHB7977tmuiv71leze+lGQLZc71T7Cho4GPP3wrE0aBITtLybdxfI+crLDHbGe4nGOkFJiRL+QnaTLjFJwKUc0goYepC0Uoufac4F7F0rh+jRvlhmjcEPg4KrJMSISCFJ5ChdMnh3n5hXNzUeUf/Zf3kspcmTRjUd/dCo+tBDeyrVX800Pf6DTPH+vhpRO93Lqtm3feuoX4DYi0nY+pXIm//eZLPHjLZja012PoK/+c/+rrL9LZlGZrdz0tdWGEMAAfz89X/18gpYuimHh+Fk2pQ4ggBkMAmiqYmCjg+2DZTqD1KgqFfJlCocLQ8DRmSEdKycREnrq6OOlUhEKhgqIqNVapdDpCQ2OClpYUmqrgOB6xmEkyGUZKSV01CFQgmZgo0NaW5tz5USqVgERHCIG6hL54yQK09LcZCK2lvuelr1usz9l7mn9uvlCUUpKpi89Z+VZK0LRUP1cL23XpSCZZn8nQEk+Qt218QJkNKLgKRE2DA7vWsmtDG47roWsqqXiY9dTjSp+Ca/HSeC93Na8nphl0RIM4JU1R6IimUJXA769WrReqEOhiZUFiPw5saKijO5PCX0FcwhvdznUJ7t3pWyh5Rdoja66nmTn40iPvzBDTEihCoVgIou5a29KMjeYCPxjUBJGsYhU/iUjHI2ztbmJoIkuuWKkJarpR8HyfyVwRq8r0dzWYyZepS0SpOBOU7CkUEcHxhnG8MUx9EyCw3QvoWiua2oCqpBFUY0hCGtu3t6MoCh3tGbyqf1VRAh90Oh1l301riMdMJJDORAmHDUKGxrHjAwicgPLTdgmFNHbt7ERVFaLRIIo+kTCJxUKsX9eE7Xgo1QC+WRdXIh5G0xSSibcev74QAlWrBmNVU8oCBr3Fteb55DLXQlA1v52T4+OcmZwga1loisJQLh/EHVzjvSiKIGIaRMxFcpilJKzp7KvvJGWEEQSxFzCbqaDN/W722E86QppGSLt+stEb0c51Xb02ugkfn5By/Ry/UgapV2mjnjq9EV0YSF2hri6GaerohkaxYNUEo6wEnvTJOUVyTpG8WyLvlLF9B1cG7FKKEBiKjqkaNJsZ6kMpDEW7YTmmVwPbdyi4ZWbsAlmnSNEtz3FrB8xjAr2ag5vQoqSMGAktSli7sZrcP4VxutJjxi4wY+fJukWKbgXbc/DxAyuRohJSDeJahIZQiowRRxVqzQKyPBXD8ohHQqxpqaOzMU22WKk5ZzsuPcNTTGSLSAnJmEljOkZjOtDEjp4fplSxcX2fkK5Rl4yytjXwz10YmmQyW8TxfCpWNTioKrQnZgqMzRTmonwziQhrW+swdI1soczgeJbJXIlwSCdbrOD5PlK6eH4eWw7helP4sojtDSKlheWcD3K3ta552QOgaSotzSmWU9Ji3ZfWhIb6S0E3LS0pkkmbRDw4L4SgtTVds4BHo8F7Ul+9bj4L2Wyf4XDq6h/KTxhs36PoWFQ8h6ZwAlcGfPqOH2zEdEXBlT6u7zNjl0gZEWL69ZjWBVEjVCM0NtbV17C63SiIqvbcHk1d8Xf/XBG81z7BB6xe1Vxcl+COaCuPxrsSJBJDCbE3dTv1oSZ0QoRTOpGwQS5Xxqo4TIzn0bQrB37NEm/knRJZp8D5whAXi8MMlMfpL46Rc4uUPQtPehhCJ65HqDMS7MtsZmdqHXE9gnoVJpuIahLVzGui0JRS4kiXglNmws7SXxrjbL6fi8VhhsuTZN0itucgkWhCJaqZNJoZuiPNbIi30x1tpiVcT1wLE1KMN+xDeCuMc3aBz7slJu0cZ/J9nMkP0FMdY84p4kgPXahEVJO0Eac90siu1Dq2J9eQMRJENBND0QFxVe/ASuF5PtOFMt975Qwjk3mQkrpklJ3rWzmwM4ymKrxwrIfR6Txly8XQVDqb06xpCXLBn379PL0j0/hSYmgq2UIgpF3P52TvGEfODzE6lUdKqEtG+OADN5GKhekbnea7L51mYqZIJhllbDqP7XooIoGm1uPaoxhaO4oSxffzeH4JXWtGU+ow1A7EIgQ/1/IIN25YOpp+KdRspv4JrfOO7zFWyTNYmsFQtbnCMUGkdUBcM2UXSephTmVH2JxsvmbBLYRgS0MDG+rqKNh2taznfBLrNx6XNmeXqJWvVmD9U4OULlIWEEJByhBCGAhxZbH8E1NkRBEKcT3JgYYHAMjOFJEhBcPUqTd1mlpSK2pnNuey5Fb4h/4n+eHYa0zZOdwlyjDauBS8MsOVSY7lLl7T2N/WuJe3N+/npszmFV8z+xL7SC4Uhvny4NMcnj7HhJ1d8hpP+li2w5Sd51Sul2+PHCSuRdgQb+fR9rvYl96MWjV83aiP4a00TklgDfj60PN8Y+h5Ju3cwvQdwJI+lu8w7eS5UBzi6fHXqTOS3Nd0EwcadrIp3gEIIlromoJ2lsNMscKp3jHO9Y/zh7/8CKqi8NnvvMKJnhHaG5Js6Gjgww/tR1ODQgTff+UMTzx5hI8+dDOD41kOnx3ksXt2cceONQxNZPn1P/syIBmfKfD62UGiYYP/8NEH8X2ff/WnX+HcwDiN6TjnBiYYnc7z//+Fh0HCr/yXJ3AcD4mFLy2i5s2EtI0IcSnHf6VxxrNzTzXSeSH1xzwv82zGlrhETnEtWL7PeXcwPyXvBn8TQb/z89Yv7/tSn4v1HdMMYrpBybX57tAJwqqOLyVtkRQpI0zesfju0El+a+eDc1Hq1+smnCyV+PqZ0xweGaHsOChC8N/e/fCSdQRmTfVXUxNiaQYym4BgKtgYe944qtrAfDF0qT+YfXeEqK3dPvvsZwv3LPrsxWUZLtf57OXceza/z2tzfylCqdmA2s7LuO4gurYOTduIpl2Z0fEnRnBfjueeOk0qHaWuIUY4YtDZ1XDli4CCW+Z0vp//fu4f6S+NzSMb+cnDjJPnH/qf5EuDT+P53jWNNO+WeG36DIdnznF3424+0v0QDaEU2g3UFt8K43Sky0BpnD87+wQnshcXsFxdCZN2li/2/4gXJo9xV8MuPtT1IHE9inLNHsDFUShZjE0X2NTZOLcpaKlP4Po+PSPTdDal+JMvPkOpYqMoCiOTOYoVC1/6DI7P0FKfJBENzZHVrG2uAwQD41n6x2boHZ7itVMDQOBDLVsOYzN5XM+nsyk9Jzw7G9LEIiF0pZFYaD4PwNUvcOMzRS4MTnL84ggnLgwzMDZDrmhRqjh4vo+uKURMg+ZMgtbGBN0tGda317OhvYHWhoXEQStBvmRx4uIIR88Pc7JnlP7RGWbyJSzXJ2rqpGImTZkEuze2cfeedbQ3ptC1G/OulS2HvtFpXj8zyGtnBugZmiJbqGA5LpqqkoyGaEzH2L+1i9t2dNPRmFqUAnS8UuBCfpL+4jR1oSg5p0JSD5O1gzzoSauIqWr05Ce5kJ+gMZygtVr45FoxViyyraGRllic4UJgmZmtUrcYBsez/Mnnn+aZ18+vqP333rWD996zg81dTQvOSWlhOyexneOEjP2Uyt8kEfs/UNX03G98KfmzLzzD1587TqFk0VKX4M7d6/hXH7xn7jeTuRJn+sZ45WQ/r58ZYmKmQLYYVDoLh3TSiQgbOuq5Y+cabtveTTR8/cHTZ/rGee30ACcujtA7Ms34dIFC2aqS4FzdWvN/vPd2Hrp9K02ZKGDh+3lCxj6krCBlfkVt/MQK7o2bWzn06kUOvXwRI6SRSgeBKO94zx7i8UWYSICsU+SFiWN8of+HDJcnlxTaMS1MXIugCgVHekF5Q/fKdII3Cq7vcSx7ga8NPcdr02dw/atnWrscnvR5YeI4U1aOR9vvYndqYw3l5D/lcVqew6vTp/hi/5OcyfddtdCehUQyVJ7kOyMvUXQtHmq59YZr3LGwQUMqyksneue0p9GpPMWyRSYR5ej5EbLFCh971y1EQjo/ePUM33zhJACNmQRj03kKZTuwLngeg5OB5aMlE6cpHaO9IclP37dnjqwkHg2RLVQYnsgzNJGbm5mR6TxtjalA872Ge5RScn5wgq8/e4LDZwcZmcpjOx624+J6fpVQpWoFcaFkOczky5wbGOd5rQddU0nHw9y3fyMfe/ctC7jql+rTdj2++swxvv3CKUan8pQtZ65Pr9qnVe1rYCzLsfPDfOlHRziwey3379/I5q7GRYOpVtK34/l876XTPPXaOc72T1AoWViOi+N6c/eLEBTKFqNTec70T/CPTx4J3CC713LHzjUkopd8/5lQlJvru9iVaUcVAq/Ktw6X+Nd96RPVQ7y/ey+mql+3YXttOk3BtogYQanLiWJxAdvc5fClnGMcuxL8Jcwfnp9F+nmE0BFKnHzxb4lHfxZlEQpiX0o8L+gzV7IYmsgGxD6ez9eePc6PXjnL+cFJKraDZbtBqU4/YMcrWTYzhRIDY9O8cLSHzuY0j9y5g1u2d9KQujrXruv5TMwU+K9PPMfx88PkSxUsxwveNc+/5oDT2Wqb4CNlEU3tQtPWIoQOK1QUrltwSySu7zJhjTLljOP6zoq0XIFgZ3L/kotGS1sK1+sk21VC1RSSqeABh0KL5/h50ufg5HF+NPYaw+XJBabxOiPBhngH25JraDYzGIoe0CEisTyHKTvH0ZnzHJ45T8mrLHoPmlAJqyHieoSEHiWlR0nqMXam1tFkrqxEoUTy6vRpnh5/nSMz5ym4CwsHKAhieoS10RYSepSwGqTHWb5Dya3QVxpl3JpZcI9lz+JMfoBvDx+k7Frc2bAL4xpzIt8q4wQ4NHOGJ8de53xhENtfSNSvIIjrETbEO4hrEQxFR+JT9ixm7AIXCkOUPAuJxJMe03aeFyePkTZiVDz7qsfjeB69I9McPNbL0QvDlC0HQ1PZt7mD5rpA42zKxPnbb70MSIoVm67mDN0taXKFCtlihR8dOkc8EmJ4Mk99tepZSyZOR2Oal0/2c7Z/HIB4JBAEdcko29e20DM8xTeePzHHUPbIndtJx8O0NSQ51TvK//zqi6SqgWH6ivn0a1G2HA6dGeSJH77OucEgWM6yly6QIGVV6PoetuuBFaRx+VKSjodXpOS7ns9ktshXnz7Gk4fO0TcyvWQ0vS8lvhcs9BXbJVus8Mzr5xmbynPbjm7uvWkDmauISPf9wHLx9997jReO9tA7Mr10psCs0PHAcjxyxQr2qX7GZwpcHJrk8bftpj4VnaNC1RSDMAvLgAJz7gQAw1hcWblahHUdTVEIaTp14Qhl11k2OC2ka3Q0pljfUY9luZRth1LFpmK7C/jQl4PvT+G6w/gyi5ASTW3H8yaRmrds3ELZcpjIFnE9ny/+4HW+//IZLg5PUShZC39cfc98X+K4PqWKQ9ly+JJ3mMlckXfdvpX61JVTiSFghRsYneF/fesVXjrey0yhPHe/QoBp6ETDBp7nU6zY2M7iSo0iBCFDIxkzSccjpGJhOpszmKHAXSCEieeNAh6atgFVXRnj4XUJbl/6zDhT9JXO01s8x5Q9gSudFflDFKGwI7lvyR1kNGayZm0jjuvVRJouhZHKJIemz3I617dAUHRFm9mRXMve9Ea2JrrJGImaF9WTPgWnRItZR1QLczR7nrHKdI3mJhBsSnSyNtpKXShJQo+Q1GMk9SgNoTRpfWW7ucHSBC9NneDQ9FlmnELNOV1oZEIJuiJNdEWbWRMNCkWYSpAmY/sORbdCf2mM/tIoPcURRivTFL1LQrXkVTiavUBIMWgKZ9ieXJy29J/KOCesGV6bPsOx7AXKXu3HrCBIG3G6os2si7WxId4+J7h9KSn7Ftmq4L5YHKa/NMqME5S5HKlM8fzEUcrXILhn6z0bukp3SwavGh0emLdVGqsUlucHJ5AI1rfVs769nnQ8hKZZ7N3UgqEJNBU6m2N0Npt4soBuuOzb0kLv6BS2YxMO6dy5q51MwiRs+mzqyqBqPn0jkyjCRKiiymjm0d4YZu+mFvrHJhEixL4tTaxtTRI2BZ6soIqVZYZkC2XO9o/zjWeP8+yRizWLtwBChkYmESFiGkEgKcEGouK45IsVcsUKruejKIJ4JMTWNc1XlNu+lAxP5njhyEW+9eJJ+uexhIUMjVQsTH0qSjikowiB6/mUKjbZQoWx6aDgw8hknmyhQqFsoSoKD9yyiUi1VsFykDLYWD17+ALfeuEkg+PZOXpRVRGkExGa0nHMkI6qBFSilu0ynS8zMpnD9XymciXyJYuJbJFkNMwjd28nEjJqrAxvVoBWrlJBEqQkRaJRBnLZwFS+xBgipsG+LR00pmNUbJfKPME9NlWgf2yagbGl411mITBQlFhQj0HJoGld1Qi15TePrusxlS3xyql+vvXCSc4PTuK6HlHTIJOMkI5HMKvlly3HJVesMJUtzWVylC2HExdHUBRBQyrGO28LWNiWm24pJSMTeZ48dJ4nXztL2Qo2pfFIiOZMnI6mNPWpKNGwgev55EsWU9kiQxM5LgxN1nwTDekY29e1sKY1QzoeJhULs6GjnvC8okiOewGJhaq2sVIOu+sS3GWvxLnCCX44+nVGKgOElDCqULD8Cr700RQdTeh40sOVNp700ISGqUaIqpdKRS6FkKkTYmWa2GtTZ+gpDlP0alNvYlqYu+p3cXfjbrqii0e0qkIhacS4o2EHndEmlD7Bi5PHyTrFeb8R7E1t4L6mfbRFVuZvnw8pg9KJL0we48jMBcYvqwWtCZWWcB170xt5W9NetiS6l21v0sry1NjrvDh5nDP5/pr7LrhlTuR6iI2GWRttI6yuPIr7rTROgCMz5zmZ7VkwToC0EWd3agNvb97PnsxGINhsiiqnlY+cY7d6ZeoUPxx7jSMz5xm3ZpBITuf7VzSWy6GpCuva6lnXtvTu+c5da7lz16XNii9tXD+Hruf50IMbqpGlAl9auH4Ryx/B8wrs3dLK3i0RpAyqH0npoSoS2x+isT5Mc30d7MpgaoGP0fHzuH6OurTgvv1t2F4YXU3g+zZCqPiyQNmdIqp1wxXyhG3H5fzgJF975jjffen03HFFEZiGRiJq0lKXYOuaJuqTMaLhQDjZrsdMvkzv8DQ9w1PkihWEgM6mNBs7r/wt5UsWh04P8Hffe21OSChCEI+GaG9IsaW7ie3rmmlIx9FUhXLFZmy6wLmBCV49PcDg2AyW7VK2HA6fHWIqV2JNax071rfAFYK9KnaQuvc3XztI78g0UE1HC+k0pGLsXN/K3k3t1CWjGLqK6/pMF0qc7Z/ghaM9DE9kKVsOjusxMJblr79+kC1rmti6ppmQ/uZFVM9+L+emprA9j5RpEgsZPNfXR/u2BMoS1bGi4YBkhV2XtwevnOznG88dX5Hg1rQ2VNmAxCXY2pr4/mT1PV9aWElgOl/ic99+hVO9Y+iaQkMqRldLmm3rWtjU2UA6HlhPZgpl+kamOX5hhCPnhubKoHq+5Fz/BN947jj37F1POKQt2R+AZbuc6BnhK08fnRPahq6yqauRO3et5a5qzMQsbMelf3SGF4718MUfHmZo/NJ8tNYneOj2Ldy1e93l3VQjyi08bwRNa6+O6U0Q3OcKJzg88xIjlQHCapS96dtI6mmOzLxM3s3RFVlLS7iDSXuC3uI5ZpwpGkJN7E/fyc11dyNuQODP7Av5zPhhBssTC87f3bCb2+q3Lym0L0dHpJH7m/bhS5/vjb4yd9yVPs9OHCWihXlf+O5r+uAGy+N8Y+h5hsuTi/TbwIe63sEtdVtrSi8uhbpQksc67mZ7ai3fHH6Bbw69ULMNGrOmeX7iGLtTG7izYdcVF6i34jgt3+VrQ8/TUxxZcM5QNN7TdoC3Nd1E8zw3xoydJ6qFEQgqvkVYMdEVjf11W1gba+PJsUN8rve7K455mJ/iEuDaFuKyO0TWOkJMX0+2cgRdSeFLC4mLInRUEUZKwUTpaRCBJuv5FSreMJoSx3JHMbVmIno3UX0NJsH7Pll6Hl1Noispyn6e0dJ3iOobiBsbKDq9lJweBII1qX+BKpY2I0opuTg0xZOvnp3zuc8iHY+wb0sHDx/Yxs1bZ+sGLL4ptxyPs/3jjE7lCRlaTbTwUv0+e/gC337xZI2ASERNPvDAHu6/eSNdzYu7qTzPZypX5FOf+T6vnhqgbDm4ns/gWJb/8vdP8d9/8/2ElmGbk1JybmCcL/7gdS4OT80dj5oGt+9cw88+eBNb1yy+rjx4i+SDb9/Ln3/xGQ6e6GN8uoCUklyxwh//3VP8wS++i5b6xBX9yzcSru/z8tAgQ7kcihDEDAMf0NSr30AIEbDnXQ2vhusN43mjCASGsZdi6Qmi0cdRRYrlvpuK7XLweB8Anc0ZfvbBvdyxc+2S7o58qcK3nj/JH/3dk3O++WLF5uLQFK+d7ueOncsThp3pH+f1s0NBumYVm7sa+fBD+7l5W9eCuBdD11jXXk9LfYL2hhS/+d++Nqd1Xxye4lvPn5zbpNfOs4oQKTStBSktJB5vio97oNTDYLmXjNHAx9b8q7ma3BP2GGOVIbYm93Bz5m4AHN/ihckneX3mIAennmJbag8RdWX+hithzJpmqDK5wFQqEDzQvJ+OyNXVht2WXMNoZZrnJo5Rmqch9hRHOJnrYdzaRaOZXqaFhfCRfKbn20xauQXBUyk9xq9v+gBroi0L6i1fCRti7Xyo6+3knBLPjB+uOTdjF/iL81/h1rptK273rTJOSXWzVhqn4i80Z/90533c2bCLplDtc3pu4hW2JzcRUg3O5XvYklxPgxEs/Bkjzp0NuzBVg/9y5gsrvDMXsIAI11NOJdjECsreEBKXnHWUuLEZIQzKzgANkXuYqrwMCHy/giJChLQGhNBQRYiYvg5fOoTURmL6hkvtCh3bz2J5E9jeFIowUUWEuLEJkKjCQFczKGJ5H6oEvnPwFN996UzN8bVtdXzs3bdwx641ROcFfQ0PTFHIVTAjBg1NCaQMNPNyyWZDWx3b1l7ZRA4wPJHjqVfP8crJS9YPVRH8+48+wK4NbSRjS5v4FUVQn4rxB7/4bv7DX3yLQ6cHmSmUsV2vqlEd46Hbty5JRTuVK/HaqQG+/eKpmr4/9I59vPP2rbTULV/NKZOI8Jsfvp+//fpBvv3CKQarmtip3lG++fxJ3n7LJrpbVhYbcyOgKQo/vW07tucR0jSSZpUE503qX4hwEFnuXkRVO3C9oWqN05WNoCkT43d+/kHWtNZhLJMhEAuHeOzenbx+dohnD1+gXI2pKFsOLxy9yO07upfdqJzuHeNM31jNsfffu5sNHQ3LjjQc0jmwaw2bu5o42z+OU7U0neodZSJbnItVqYVA1zfiuSMgneVuvwbXJbiLbh5ferSE2+fqdAsh0KrN2r49x0BmKCY3pW8D4Mnxb/L0+Ld5rO0j1x0lKYHTuT5sf+FNt0cayBgJQsrVBT5pQiVjJOiONnMi1zOvL8mUnedsfuCqBLfne0zYWQ5Nn8G6bJwCwXvb7qTVrCOkXNnndjmEECT0GB/ovI+Xp07WBFP5+EzZeV6aOsG+zGbCVygG81YZJwTP4sWJYws2awB1RpLb63bQbGYWjHM2/1JKiUdtjrcQgrpQnJ2pdWyItXO2MLDsGHw/h2MfwbFfwgjtRzdurxKVXP07bWotNKoZZDXdx5cOigjmwQ85aEqEpugDQdvSrwYuaUi8mm9IUPts6sK3EWzHJEgfiV/V4CMkjO3Ejc2AsoBg5XK8fmaAM/3jTOcvWSJMQ+dfvvd2dm9sIxKqdXNkp0pYlsPkWI4Tr/fNaWaGodG9vpGm1jTmFSpjAfzwlbP0jU7PBaEJAQ/dvpXN3U3VtLjliVuklIR0jZ95YC+Fss3LJwLNzfclX33mGHftXkcsvLiL5tDpQV4/M1gTAHfP3vXs2dROYzq2ItKYkKZy/76NVCyXz33n1bnz33/5DJu7G+lsSq8oov56MTuepGnWGGPLjkNEf3OKeqhKHWjdSFmiVPkOkfC7EMrKYoMUIfi5d+6ntT6JoS1vIRBCoCgK77h1E6+dHpgT3LbrcqZ/4oqh0+MzBcanL8X1aKrCuvZ6kjHziv0KRbB1TTO9I1M4bhBrZTsefcPTiwhuCdj4fhFNW4uirDw18rps1a4M7P+mEkGbt5hrVUFZ9i75iIUQRLU4dUYDMS3BxcJZVpL/5roepaJFPle+lHJRg0CY+osQbTSZaXRFuyYhE9FCNIRSC86V3Aqj1tTCi5ZBxbd5deo0ZdeqiVYXCOJamDsadhDRln8ploMmVNrDDexKrl+wSfGkx7PjR1YUZPVWGacvfYpumVP5vgVR5ALBvsxmMqHEojniaSNBf3mEo9lTjFkLXQGqUEloEfZlNq9gU2mA0JF4eN4k16O7KEJHVaJoShRViaKrKVQljKoEPmkhNDQljqbE0NRE9f8j6NVjavU6Vand9GhKpNpuDF1NYKhpNCWGEAqqYlavCVcD6pYe/9Hzw4xPFS5F1gI3bW5nQ0cDiai5QPjEEiaO7TIzWWRmskCpaGFVHHIzRWzHXfFUvX52kImZ2nXk7j3rqn1eefmajZhe39HAmpYMqdgly0L/6Ay9I9MUy4u/c+cHJzg/WPuO3LKti7aGJNoKTcRCCFobkqxvr6cxfUlIDU9k6RuZZjJXXObqGwcpJWXHwav+nbUsRgp5nu/re9OYLoRQUdR6DGMnZuhWdH0jgiC6evnrIGzq3Lq9e0UBhVRb3NjZVKOZ+75kOle6otgpVWxK1iXFJRzSCYf0K7p1ZvvNJMI1v/WlXEB7HMDD92cAcL1efH9lOdxwnRq3UtUuZgX4LELVxSNrT1/2e5WQahJRIwyUeq/4wji2y+REnsGBaQxDIxoN0d5Vh35ZUEfRLS9IzRBAUo/V1MW9GuiKRkxbaD60fYecc3UfW8WzeW3mzALTs66otEeaaA83XvM4IdiNmqrBnvRGTuZ7a7RlCRzLXiTnFEhoETRlaRPTW2WcrvQZrUwxaWfxL9eagT3pDZhLWAU6I61M2TOAJKKFMZWF2n1INdiZXMfn+cGy76gQKoqIoigpApP57AiuDfP5wK/t2ht7bj7O9k0wU7iUFSCE4NbtXaTi4UWFWCoTxbZdVEUhVRclFDZQVQXXcYknIqhXSEWTUlIo2wyMZSlUBasQQZTzljVNy5pKF0M8EqKjKUVTXXzuPsqWQ8/wJJ3NCwlSimWbkckck9lL33o4pLOho4FkLEy2UmGsUCBqGMRCIXRFQVWUudrbs3UQhAgKcTRl4nS3ZBiranIV22VwPMvYVOGq84uvFdOVMkgYLRYpOQ6O53FoZJj71i0MnHojIKWF703iev1I6eB5o4SM/YgruGk0RaGlLkFrfeKqfOp1yUggK6hmTfty7l1aDp4v8b1L60qgwa+c72CBBUVeYntbrAVNbcP1BhFXQUZ1XYLbVMMoKBTcLJ50Uaq8sxEthkBhzBqm7JUwlTBCCHzpB3+QeHLpvM9ZlEo2fT2THH6th1Q6iuf51DfE0ZO1D7rs1WqIAcRV+2HnQxEK2iLXe9Jf1Cy/FKSUVHyb07m+BecMRWdHcs0yFIErh0CwI7UWc8AgR+3GYsyaZrQyTb2RJLYI4cFbaZwAju9ysTi8aB6tKlQ2xtqrfOML0R1tpzMSUAouVUhGVzTWxdrQFW2By+ASJFJWAB9FibMSgev4QUStvsym5CcNskq+0T82TX5e7qyiCPZt7phLxbkc8WSEWDwMG6gpXSmrRBkreY+GxnMUyhaeP5t+pdCYjlGXiF51sSGA1oYkbfVJTvde8l9eHJ5iz8Z2uCwBYHQqP+cPn0VjOkZdMoppaPSMT/Nsby/tiQRr6+oQQFjTCOs6hqrO/ZlFKh5mfXs9L53oq+ljZCrHtrUrC5y9XuQti7LrcnF6mqJjoysqZaf2/Z4lB7n0fG6cGd/389jOccqVH+D7WUCi65sQmMtuIHVdY0NHA+pVCE8hBLqmYmhqULVulpzHvvLarakKmqYEoSsEpu5Zkp0ruTUkUCjZNWuTogiiYeOyO5w9r6FpaxAiihCJFd1bcNV1IKVniGhRZpwppu1J6owgCKzOaCSqxegpnuX16YPcXHcnQgoqXoVJa4yR8gBJI33FV6JScQiZGt3rGsllS5RKzqI1TP1F6VIkznUwffnSX2BJgGCx18XKfUKu9Cg4JUYqC83rpmKwK7Xhuv38s9gQayepxxblZu8pDtMRaSSmLy4Q3yrjBHB9l77S2ILjCgopI0ZrpGFZy8B8gX2560UIgSoUEkaEJjPDUHliCZ57H889g+v2IKWPEAtdNZdjqBzMbXukrsY0/ZNeZGE6V2I6X57z2c3ma3c1Z5Y1GS9Wa3ql9aelhIvDk3N9AuiaSldz+pplSUMySl2q9r3qG54mV1poxuwfmyFfuqSdCaCrOT1HWmN7HtlKhYhh0O55fOv0aTKRCI3RKOlwmJva2mrai4VDtF1G7zo6lWdsqpYj4Y2CEIJN9Q2UHYfN9Q2oQiCB/mx2bjqDb8HGlxYKEYKo55WlJ60Evp9DUZJEwu/Ecc+B9K6YDgagqwqdTelrGoeqzBalCmSE513ZMZBJBPnhuWIguSu2w8hkjvpUlFh46fibWT7zCwMTNe+tpgYWg4W/LWLbL4JQcJyLhM37UdWVBStel+BuD3czFO7jWPY1Ds+8xL2N7wpSS6IbGbdGOZ49xOf7/ycvTv6QmJZk0h5j2p5ACMHm+E6u9CAamxJ4rsfQwDQTYzluPbCRcGSh0EwbsQVF7SUwbecXLTKxEliew4y90CRuKBrxZYTK5ZhxCpwvDi96TlM0uqILOX2vB63hesasabKXkaacLwyxM7We1vDiucVvlXFCwEveUxhesF3TFfWqMwgAvKrwVkRtmFdLuI7RytQSgltF1Tbg+zmsyg8Cc98VyK0+1/tDnh0/QUeknjsbtvNA0x7qlvDF/yRhOl+uIZXQNIXW+uQbHlSVLZRq+lUVhfpk7JrFSCxqzjHNzfVRrCzKepUvVnDceRt3AfXJ2JzvMhkK0Z5MMpjL4XrB9V3JJIamMZzPY16WF22GNNKXpS+VyjalytUT/FwPVEUhZ1lUqvc2v8SnL3OUrZcpW88QCR0gYr6N6wyDqoGmdaLIenx/Et+v4Pn9BCJo+SeqqkqQ+vUm7W83dTVytn98Lm8f4KvPHCcaNtixbukCII7rcWFokpdP9uFUTe0R06C9KU1n82LBzCaGcStCiaDrO1CVlbGmwfUK7kg3Qii0hbvYnb51ToOIanE2xbeTb3wHT419i4FyD4pQ8aSLoZh0hNdwV8M7r6jBCSFobE5y19u24lYZ1HRtYc3kzkjzombtC4VhbN+5poo6OadI7yKCLKaFaQvXrbidoltZNB9aRSGqhqgLrdw8shxm7685nCGaNxcIxMHy+KK0pW+1cULg4x5ZIrCsyUxTdh0szyOkBrt52/OIaDpZ20KvLryaUNAUhYrn4krJqckx1qfqaI0F9ymAJjNTLe25uHlNiBCqtoGQqeA6Zwi2i0trD7oIai2fyw8xWJ7ka0MH2RxvZ2dqDduSXayNXX2a3ZuBQtmqZUgTgqipr9jkfW2QC0yOs0FK17qCh6qm0/kolq0a7WgWpYpdLSBxCWHzUtxEayLBQxs34vo+iqLg+z5D+TxF22Z7U9OCeVEVhfBlboWy7VCxVu52uxEoOw6nJyYYKeSpuC7nJif57XvuRQCKCKMpGVQljSdz3HhJqQaZEiKOrnVgqvtRRGwFciCIL3izsH1tC0PjWQ4e7yNXDSp79vAFFCGYmC5y87auBYVLJrNFDp8d4m++8dKc0IYgXfLhO7Yu8p2Iqk9bks//VwxjF8LYg0KMlWyWrmuVMBSTFrODlJ4hpl1a2BWhUB9qYl/6AEktzVClD1c6hNUodUYj7eFuUvryJgHHrpL3V00biio4fniA3Td1YV42aWuiLUQ1kxk7XxNYlXeLnMsPEFFNUsbKA0AmrSyD5XEmrGzN8dmAt65oy4rbcnyXorvQFKcrGlEtfMNrPie1yKKLf8EtV32sb+1xwmxU+cKxqkIhocV4eqAHQ1VRhXJJixbQEI4xVsozY1VIGCFaogkOjQ3xnnVbsDx3gXUmroWXLTLi+9NIOUNgUgxzpXDVB1tuoiPawMXCCKdzA/SWRim7Fv2lcV6aPE1LOMPGeDvbk920hDNvqC9cVvNnVyJ4A4rP2iyDlUTYLgXfl9W0N5aNDL88hEGI6xQli2w0lqLbXpS1ed6luqqiq2rNE1eFwPZ9QouwkAXv4GVWQQnXZg+8doQ1jXXpNC2xGFnL4sL0NJ7vIxQlYPLCRkoHKWfjGW6c8JayhONewHaOoyopLPsw0cjDCHGlGBGBqr557qRo2GDH+lbec+c2/v57h3A9n7Ll8Orpfkam8jx9+ALNmTixcAjP98kVK4zPFBkYm+Hi0CWFYm1bHbdt72bvpvaFdyRAykvBqL5fqOZxr+w+rzuqPKJFiWgLE8tNNUxruIOknmakMoBTFdxJPU1KzywZGDSL/r5JKpVLvOdSwvEj/WzZ3rZAcGeMBB2RRrJ2gdw8xitXehycOkEmlCCqBQxZV4Lru5zK93Ey17uA2CNtxGkN11FvrDzfzpMe1iIEIZqiEr7OqliLwVRDqIss+GXPwluiJjm8dcYJgbdqsfxtgSCshhgu5EmZJrbnBRqREGhCoSueJmdbjJYKZG2LiutxdmYC1/fIOza259VYZ0KKsaw2IKWNlGXAR9VauNJHty3ZRVu4jr74GGujzZzJDzJcmWLcyjJcnuJotpcLhRH6SxOsjTXTZKaoDyXIGHFMdfmcZyl9fOkGAlEoSOmhCB1fughm/XzB3Th+GcubQVdi6GoU9QoxG7qq1AgdiZzj664dQ3Dc9Xx0Ta0JKnM9D1VR5qoqVWyXiuPQlI5jOx4hQ7tskyQwdLVG1knJnFn6WhBUnKodt6Gpi27OdH3hcdf1Frhn5v8iYS5NBuPLhXOmqcqK08puFDwpqbguRcfB8T1a4/F5mxm3ylwYqqZp3VhIWcH3Z/D9GTS1A8c9iJRXdhVcenPfHKiKQntjirft20Df6DSHTg9SKNtMzBSZnClysmeEumTg7/Y8j1zRolC2qFQL7SiKYF1bPXfuXsut27tozCxF1OPg+xMoShIpCyuai1m8oXY5RajE9SRxfeWCbhYXz48F6STqpQLyxUJl0WAiTajclNrEWGWafKFc83E9P3GM1nA9cS1Co5nGVIy56+ZDSonlO4xWpnhh4ihHsrX1ZwWwPtbOhnjHVVWy8qSPtUhusiKUmo3EJerMhS/ocucuh6HoiwZmlT0b1/eWdBusdJwrhZS1ptUbNc4gqENiewtNjEJASNVpiCdJhcLk7Ap528KTkpRh0hFPMl4uoisqFc8l71g0RuLMVCpYrosrA6EyS0NpXIEDQIgwQsQRioaiNgHLk6+oQqEulKAulGB3ah05p8Rr0+c4PHOBc4VhRsrTnC8MczTbQ9qIsTXRyc7UGrYmOmk0U0Q1E1M1UBbRlCteFtvPAz6qMPGkjaFEcf1KlXBFrwp0SdEdZca+SExvIU47YTW9LAFLJGzUCDHpB4U3gjSXSzLd82VQKcxxCYcMSpaNQBAJ6VQcF11VsB0PXVfJFiqMTOXQVZXpfJmupnRVUF/qJxoJ1fYrZTW/9toCpmzXXeDPjph6EEF8+T1Xi6TMR9lyFtfEVwDX8xeYxU1DWzIq/41CyXE4NTFBfy6LoaisTWdQq9kiwbM0UZXMvBStGxOc5vvlaiS5QNfWoGtrsdUGuI700jcSUdNgY2cjH3v3Lfxp+RmOnx8JqtEBjuMxMplHylywqVACC1TE1AnpQZGd99y5jQM71walc5eAlC6eP4wQIaQsErjk3gSu8jcSN9+2npCpo+uBViYlbN7aRnQJisN7GvdwtjDIUHmC0jxtrOCW+ULfjziZ6+WhllvZl94caHqXfYG+9Dk8c47P9X6PnuLwAo0urIa4tW4bN6U3XdV9uNJbVDtUhVKTsuTJQDNczNo6a/5XFpgOFz7gkLq4QKx41hJBVlc3zvm4UhU4x/fRFWXRjce1jlMSzJWzyG8EgpBicH/7+rkFfzZ/cvbf+5ra5toJrgnQlVwYPDJb+nUpqGoDqnr1BWcgmIukEeXepl3c27SLvFOmrzjKMxPHeWrsCONWjmfGj/PM+DFM1WBbsosHmvZwc90m4noELRDfc3PaW/ghOXsABITVNIYaDwqQiBCK0NAUE02YlN0pbJnH9S0sL4vnW+jhHejL5NLGw7UC1PUl49MFfAnKvIWmWLb57kuniYYNctWKSbqm0lKfIKRrzOTLREydXRvaCOkqxbLNV545xshUjo++8xaaMjG0WR+0gFQsXBMA5/mSyZnSNROG5EtWTUobQCwSWjQnPBENYcznMZcwOVNaoLGvFLMVw+ZjltjjzUQmHObB9euDOZS19oNLmcYKrjdMYMi/Me4ay3kN2z6B708BEst+DSFCzOrTP4kwNJXNXU38zP17+U+jP2Bi2kVRBIauYWgqpYqDoatEwjp1yShdzRl2rm/lwVs2EY+ErkAQJBAiSsi4A9+bBCWOEBHetHrcbxRi1ZrBnutTLtlMTRVobUsvujsGiOsRHm69HVPV+crgszVad8mrcHDyBK9MnSKmhdkQ6yBlxNCEguN7ZJ0iF4tDTF/mI5+FisIvrH+UfZnNi5KyXAmLmnmkrNk8vJ49TJ1RR72RQVd0il6JmBqj4lcYLA+jCY3uaAdIQdErktDjqIt8VH41JWFFY7iGcc6H4/v05qfJ2RXWJ+uCnxIQJhQdm1fGBrmtuZO4YaAKpaagwrWPczH2vEtYzOx5rcuCrqhvmokupplsTXaxJdnJz697B+fyQzwzfpyDk6c4kx/klamzvDp1jogWYldqDQcatnF7/VYyRmCGC6t1mOEUCIGUHiElScEdwvGLqCKE7Rew/QIxrQVF6kS0BCEljqHG8WQFfZmQ+Ka6OPFoiPEZBdfzq+QoFr0jU9UUqdn3UOJUyxym4xHaG1L4vj8nMGfPTVbrKw9NZGmuS7CurZ5UPFyTmy2Ard1NGPOinm3H4/zgxEoIFxfF+FSB8eladqp1bfUkowvvfX17A6l5SoIEzg9NLBrIthLkSxb9o7WEVC31yQVpQm80BnM5JkolBvN5Lk5NMVYq8jv33BuQjIgwQhhILBQlzI2MKDeN2zGN2xY585MptCHYiH7v5TP8p8/+ANf1SUZN7tqzjp97aB+djela3VjM/iUuD2VYBgIhIkQiP13byArwEyu4hRAU8mXOnRnh+JEBWlpT/ODbR3nfz9xKIhlZMDlCCLpjLbxd3ExYDfEP/T9aoJV50ifnlDiaPV/jY/elj+O7C4T2LNXnx9e+m1vqtpLQI1cdRauLxX3EnvRryD3yToGcU2CwPIyuaDQY9ZyonEYTGq50EcCENUHBLTJpT/FA072kjdSCoDHbdxalfw2roSDyfonhr3Scl58bLwcpc0PFPEcmhhmvFEkaYaK6juv7PD/Sy576VtpitQvUtY4zCIwKAs8uDyaTsMDcL4TAqjicPzVMqWCxbW8n5hLc1AvvbzF+gDcGQggc32OkMsXTY8c4OHmKgdIEWaeEKhRSehRNqEzaeV6bOsfp3ADfHn6F97Uf4J7GnbRGb2a+HUGgUC+3IvERBDm7jl9gtPw6AA3mVkw1gybMKzI2KSLw2U3OFJnMBTEkvoTnDl+gMb1zTnCrqkJLJs5tO7rnsj9mc1s93+e5Ixe5aVM7ySrt6I61LWiqGlgJjIWaZ0M6RkM6xlS+hGW7eL7P+EyBvtFp2htT8zYMK8PF4Ul6hmt5Cta11y1aqKQuEaEhHSMeCc1p6ePTBfpHZ0hEzWXzeRfDRLbIsfO1WSqtDQlaLsvtfqNh+x7DhTwTpSKmrtORTGJ5HqYQ+LKCxEIIA01t5UZqw7MxFm8VFCs2p/vG+b//8XncanbBw3du4523baG9IXVNBECX43pIbn5iBTcEvgRFUWhoTLB+Uwv9vbMRe4v7AQxFoy3cwD2Ne4ioIZ4cO0RvabTG9CqRy7BhBVAQpIw462Nt3FG/g/2ZLST0yDVFVqtCXTSwKGBguxQ97UufslfBVVwSeoL6UIYLxR7KsoKuaIGgwkMRgjojg7FE4JTjuwuKZwCYqoFWLQd5PeOcD0UIUqEw57OTTFZKjFeKOF5gHo9oOnnHxvJcLN/FkxJtnrC81nEKEVTTDil6jUsEgmfrSJel3o9Q+OrMkpZnL0rtcyPh+h5D5UkuFEc4mx/kfGGEofIk45UsCT3MnvRaNiba2BhrQxEKvaUxTucGuFAY4Wx+iC/2P0tDKMXGeCu6GnzO8+du/vg1xaTR3ImPS0RrRBPGFYX27OKypTuoeDQruKWUPH3oPHfvWU84pKNrKqausXtjG8lYeMHsS2DPxjbqklE0NQiWC4f0JWMhhBBoqmDHuhYmssW5Gseu6/PisR7efWD7VQnu0ak8vSPTjM/jPY9HTNa11ROPLhTcqqqwtrWO7pYMR6sC1/Mlh04P0JSJXZXgns6X6B+dpn9sZu5YNByiozFN85KBS28MGiJRJiNlorpBJhxmslxCV1XAx/UGcdw+fL+EVMrcKP/2WxET0wUOne5nqkp525iOsaGjgY6m9FVvGN8IrEhwl9wiJa+A5VeIaQkSWgohBOPWCAU3d92DUIWGqYSJaXEiWpC2NTWRZ3hohpnpIkIRFAsVQuaVCeYjWoiOSMCp/frMOQbK4zWCWxcaEjmnrSnV4DZd0YhrERJ6lDojQVukgY3xjqBalRLCtj1mn5fn+ei6iuN4GAuiYWuhKSrhRfiwZ33KswtrS7gZy7PRFI24FiOuxWkNt+D6Lpqi1ZB06IqOqS5e7KPkVXAXYYwzVWPZjcdKxzlfKGhCoSkSI29XcHwfQ1XRhELGjBDVdHKOBQhi+sJ2r3WcECzqphpaKLjl4tHmAL7v4/v+nOV/JYaTimdf0Y9/LfClT8GtMFCaYKg8ycXiCOcLw1wojDBl52kL17E7vZbuaBPrYi2sj7fSGWlAINhkZVkTbebYTA+Hps9zPNvL8xMn6IjWLxo0Of95qUInbrQt+M1KsH1dCy+d6KVneGouOvrswAQvnezlDn0tLXUJNE2ltX5xDVLAoueu9D3v29LByZ5RhieyQfqUlDzz+kVu3tpFSFdr/dCLQEqJLyWvnuqnd3h6rlKUINiMNKbjSwaIbexs5Gz/BMcvjMzlk798sp9NXY00puNEzCtXN/N9yenecY5fHK3hyV7fVk97Y/KqNffrRTwUoj0RWL/S4TCpohm4sIRECANVqUMRMVQlxT9XoQ0wU6hwYWhybtsbMQ3ikdCbHpOwFFYkuEcqA/QUz5J1pmmPdLMvfQCAU7kjXCicvM4hKIRUk4xRT1u4m87IWmJagtHRHIP9k+SyQUBHdrqIGTZQ1OVzT/2qaXfazpN3S3PmWE2oxLQwzWYdPj6W54AITMSmGiKqhemINLIm2syGWAfNZoawFkJKSa5QIV+sVFNcJBXLIREzmcmV6WhZGA07H4aiL8q05vguBbeM63toQmVrYvMC4bg1sWnBscurdl2OrFNclEs9poWXJfdY6Tjnd6kqCplQmP1NHXN5qiv91K91nBBYRKKayZRdu2n0q66QxeD7knLJrkarr2yMJa9yQzVuy3MoezYFt0xvaYynRo/w8tQZim4FVahEtRDrY63c2bidO+q30mSmCV9mBWkyUzSZKTbG22gN13H2zBDPTBznPe23ktRvTH37xbC5u5F17fWc6RufK5RRthy+8vQxTEPnlm1dpGJhQiuIkvY8H8f1sF0PQ1MJGUtH7+/a0MazRy5ybmBijgzj1VP9HDozgKGrNNclltSAZnnWR6fyfPuFU/TN8zEbusZ9+zYQiyztNlnXXs/Wtc08+dq5uWIjx84P89rpARrTMda3Nyx5v1JKfF8yni3w3JELHDp1qUSspircsav7TWGfWwwt8UtafntydjOlYmjrMLQ3p+DITzoc16sJZCxbDjOFCtlihbChV61GbyQB0fJYkeB+eeoZXp56Ble6hNUoe9O3o6LSWzzHazMvAtefZyeRmEqEmzK38b72j7J5ayubt7ZWNaRawvYl25CSglvmWPYi/+nk/6bolatjC2pz39u4l/d33Isulq/nWtsmvHy8F01RGZ8uMD5VoFC2qE9FGZ3M8/955LJo2MsQMK0tjDz2kVQ8i0krS5OZqY5zscAqsey/5987wGh5ipK3kJykNVxPVFs6z/RqxlkznqsQ1jdinACqotIQStF/GV+5KwMf8eWiNmTq7Ny35ipGGRgJZ5xrp8xdDCdz/bw4eYqXJk9zrjDELFt5e6SBnak13F6/hVvqNqGt4P1sNFPsq9tAfSjBUHkC7zp4+VcCXVW5c9dasoUKX3nq6Nwcn+kb5y++/AJHzg3x8IFtbFvbMo8oZfYeLm1/pISpXIkLgxNcHJ5iXVs9+7d0LNlvPBLi3r3rKZZtvv1CoCT4UvLn//As49NFHrh5I2ta64L5mj9lElzfZypb5NP/zw947cwAVjXPVtdUulrSPHjb5mU1qEhIZ8faZt571w7++msvBhWmpOTLTx1lZDLPzz54EzvWtSzat5SSqVyJ//bEc7x8oq+mNGlnc4a37du4gLv8arCcJUjO+80bJViuZIl6I/t+MxDS1ZrYh9GpPF95+iiT2SJ37FhDU12cSEhfwihxifRpNljtRs/FigT3hvhWLL/ChDXKhvjWGuER1eK0hbvYFN9xTQOQUpJ3swyWe+kpnuWFiR/RGV7H7vSt2AXJscN9PPPDUxSru59f+zcPUVe/uF/I8h1emDjGX134+pzQBtif2cLbm/dzZ8Ouq95gCAFdLRleOdaHoaus66zH0FVKZZu1nfWk4uaygQoJPUp3tAUVZYFPN6hyNbKoQLwWSCRDlYlFWcXWxlpJ6Euzx71VxgmBu2NtrJVD02dqhLQrPQbLC4uPXOsoe4tji5rzrxXfHHqJ74y8BkBEDXFv0y4eaN7D2mhzEPh4le+mgkJSj1JwK2/KIrlzfcDTXCxbfO+lM3PHR6fyfPXpY3zrhZO01ifZs6GN+lSMSFhHEQLLcckXK/SPZTk/MMFktkjFdskkInzifXdc0ZN689ZOhBBMZYtz1bWKZZu/+cZBvv7ccbZ2N3PTlg5a6hMYmkqxYjM8keNU7ygvHu0lX6rMvSeqImhrSPJ/fvwdwcJ7BXS3ZHj0nh2cHRjn6UMBt0PFdnnytXO8dLyXnetbuX3nGpoycUKGhut5TGZLnLg4wpOvnidfrlyqYS4Ck+vv/PyDtNTFr1vb9nyJ47r4l6Wo2bZ3zWlrK4WU4HjeAkIcx/NwvFo+hLci2hpT3LVrPd998fTcu3P47BBHzg3x3594riqUL0cQlxENh2ipT7CmtY6d61vZv6WD9mXyua8FKxLc2xJ7WB/biie9BUFRUTVGd3QDt9fdd82D8PHIOjOcyx/nHwf/Hw7NvMiWxC6KeYhETW67cyODA9P4no+qKkvu5o5mL/Dq9Bmy8+plR1WTW+u2c1N68xXZ2pZCV2uGxrp4UGtXmY2ODJabK/k8FAQRNURXtJkLxaGac5bv8PrMWW6p23JD0o5O5/vJOcVF86C7I80ktKWLo7xVxglBmlZnuIlLzyGAJ30mrCxjlSkaQulla3ovByklrvQZrCxVGezakA7F2V+3kX3pDeyv20jGiBNRQ+iKek3vpiIECT1CXAujizc+zlQIwaauJj7+8K2EQzpfe+b4Je2OIF1rYGyG8ekC6jyX1qzVzPF8HMcLYg2g6je+sitCiCBI7Zcfv5O/+MoLPPv6hbl2J7JFXjzew+tnB1Gr5kvpS1zfx3Y8KrYz10M4pLFvSyc/ff9uulszc21fqe+6ZJT/3weDlKmDx3rmGLLKlsOhM4Oc6h2bu18pg3gK2/EoWZeYH3VNob0hxS+9/wDr2uoW1FxYDNO5Ev/rW6+QLZQoV1wqtkPFdinbDmXLwXZccsUKpcoll5MvJf/jH5/jM996GVNXCekaIUMnbGpEQgbhkE48YrJrQyv37d+4ZN++L/nCDw/RMzxNsRSwgpUtJ+i7bFNxXCqWExDxzMMPXznHS8f7MEM6hqYSDulETB3TmP2j0ZiJ87PvuIlI6MoxSz8uJGMmeze38YnH7uBvvn5w7pkHKa9yiddW4vnguGXyJYuLQ5M8d/gCX0xFefstm/nQO/ZdVWnS5bCirz2khgmpi+d5qkIjrC5Oe3o1CCkmnnRI6RlGKoO40iORjKMqCrFYCMfxmJkuLqvdDpTGGCiN1aR11YWS1IcSRK5gfl0KQgQJ98tFEi7PriUwVZ0dqbVcLA7VPG/LcziWvVjlCr6+ByqRHM2ep7II+1nGSNBkZgirSwfCvFXGCQF/enespZrmVPsFub7HmXw/KSOOdo3kEY706C2OUHZvrI/7vqbd3Fa3mUYzRWMohSqU65rLhB7hg133BGmLevB9BvnxftWFIbB8e0Fw4/UgpKu0N6Z43727SERNXjjaw9BEbi7oK6A8XQGNpQBDV1ccnGUaGt0tGT704D4y8TDPH+1hJl8OGMlsd25hXQobOhq4eWsnN2/tZEt386KkK0tBVQRNmRgfevAmWjJxXj7Zx8DYDJbjYTkulrN8320NSXasa+G2Hd3s2ti2IqENwcbg2cMXKJQtXNfH8wM62dm//SWI1qfzZabzZRQhUBWBWqVW1VQVTVWIhg2iYWNZwS2RHD4zxMmeUcqWg+f5uNV+XdfDW6LvUuVSxTNVEXN9zo5BVQRtjSkev2/XiiwePy7kixYXh6YYHJ9Z8l6Xgi8lvhvU8C5VHApli289f5JkLMwDN2+8IQGJ171NV4R6VfWpl4KuGMS0JAk9zVC5H4lPJGqg6yohU0MCqXQEfZlAlhm7wMxl1aZmdTJ5RYPc8rieBTakGuxNb+KbQy9W05UCuNJjsDROb2mUrmjTNWtNvpSUPZvXp88uSHUTwJZ4F0k9dkUN9K0yTk2otJgZMkacKTtXs1GTwKHps+xMrcdUVpavfTlsz+FEtueG+rcBNsavLaJ7KZiqwU2ZDTXHPOlSdMtknTyqULB9h4ZQhvgV3A8rhRCCkKGxpbsJQ1OpS0Y52z/OyGSebKHMTKFMyXLmCgRJJKoSLNrhkE4sHCIeNUknwnQ2peloSq/oqxRCYBo6eza2IZAkY2F6hqcYmyownS9RKFtYTkCVq6nKnLaXSURpro+ze0Mb+zZ30NmcXlE0+OV9Kwh2bWhDUxUa0jFO940xNJFjYqZAvmhhOS6+lChCYGgqZkinPhWlMR1jU2cjO9e3smNdK/Hoyhdt1/cZmcxdcVOyFHwp8T1ZU60Kghzl2UC/JSGDilfjM4VFy56uBJ4v8XyXywugGbq25Kbjxw3X87k4NMmJiyMcOTvEkfPDeJ5PPBIiGTOJhIzqxqv2OklgpfD8gNp2Ol+mbDm4no/j+lwYmuSbz59g+9pmOpvThK6QDXEl3ADBraAvQYl5tQgoK0P4BGT+vheYxKNxk2Q6SqlooevqkqZyR7o4l/kkp+w8w+UJJqwZ4lqkhiP7zTLThBSdncl1pI0YE1YOv+pDlkhKXoVnxg9TF7qTpB5bNrVsKbjSpb80xtGZ8wsEoiIUbm/YsSA6+a08TkUoxPUo6+MdHJo+U1McRSJ5ZfoU72k7QOwaTMhBqlaZV6dPv+E53HDlIJ/LcaV31pUeOSfPsexpNEVDEBR0uVGCe/441nc0sL6jgaGJLBeHpjg/MMG5gQkmskUKZQvbDrid9aoQbUzHaK1P0NmcYV1bHWtaM4RDKxeis7femozznpu3MF4ocaZ/gkMn+znfO07OrRCJhUinIiRjYRLhEK2pOHs2ttHZkiGVjCyraUspcRyPQr6Cbbt4XpA+qAjQdJVIJMSW7iY2djYwMpnn+MURjp4bpm90mlyxguP52BUHp+xQH4/y4IFt7FzfQiYaRkWQnymRnSowW57YDOuYpoERWvwd1VWVzqY0FcfF9yWVsk2l4mBbwdgAVE0hZGiYYQNziXRZz/OZmixgWQ7hsEFDKragNvjl8+D7Pm7JQbF8EqZBJBrCuEG86s11cVRl1o1Su5YLBOl4hI6mFMVq+lw6ESYSNq5J7WquS2C7Hp7nBfLFWJzcafYzHJnM8a3nT/LUoXP0jc4gBNQno2zsamRtax1NmRhRM4RymeVX+kERGct2mcwWONs/Qc/wFBPZ4pw16vUzg5zsGSUVC9OQvr7v8bqeRFDgQ0dfJP/3WiCRVPwKISWEQDA6kiWfK2OGddo763jq+yc4cM9mYonFc5jjWoS4HmbGuURrmHdLPDHwFKfzfdxRv4P18XYyegJNURHyCv6t4CbnImTnRwpeDYIqaiHubNjFt0deojiv3rRE8rWh59if2YwZN65aS5RSkrWL/H3fD6gs0GIFUS3M7fXbMa9gfn4rjTO4Bm6r28qpXM+CqmajlWlemDiG0bibtnDDVWQQSApuhYvFIQ5OnljRNVeLWe50WaVudaVXU3N6Oaxs82WQMhJE1DCaogYa71X4z6X0521YxIp87631SVrrk9yx8+oi968Fvi/5P3/zC1QqDj//C29jT0cTQ68NcvbkDM2xEI/dt5PbDmwkEg1x4tgg/+uvnuKb//MF2jszvOuRvdxy+wYamxKLFhmybZe+3km++g8vc+LYIJOTeVzHIxw2aOvIcPe9W7n7gW0kk2E6mlJ0Nqd5521batr53reO8Mef/gaTepbH/sMHmJ4u8uyTp3jl4AUunBslmy0TMjQ6u+rZd+s69t2yls1b2xYNVGupT/DZ3/0QAPlcmYMvnOPVgxc4fWqY8dGAkKaxOcnWje3su2Ud+29ZRyS6sIjS2GiOT//eVzhyupc77uri/T9zK9t2LCw1OX+O87kKo88NYFouj7xvHw+8cyebtrRe1bO60qbUdTy0qiI2CyHgI+/az0fetf+a2rwcf/grD+NX3QpCgKrN1r64vH6CxJfwl19+gYMnepnMluaCCX/rw/ezb0vnVeVwSwk/fOUs33j+OM9UYzIADh7vZU1r5scruB9qeRxXujW1uK8HnnSZtEdJ6/VIT3DqxCCnjg/i2B6JpInjBEbRpRbiLYku+sujC9KExq0ZfjR2iCfHXr8sTWVxGIqGqRpENJM6I8nGeDs7kuvYlOigLnRtKRwCwc90PsDxXA8XCkM1Ocx5t8Qfnfk8P9f1Dm6r24p5FWU0zxYG+ObQCzw3cWTBuaQe5UPdDxJRQyvearyVxnlP4x6+PXKQkmctyAn/u/4foCoq9zbupclMr6jNsmfz0tQJPtvz3TdM25608xyduciXBp7ndH4Ax3dXVHFKUxS+c8/vL8pPPx9BXfUyjnTI6Ck2xdcSUlau1b409Swncq/hS59N8Z0caLh/xde+mRgfz/P0kyeRvuTpH51CVQVjRYu//G8/IJ+voKkKX/6HVyiWLDzX48K5MT77N88wNpLlY5942wJT50DfJE/98CSf+9tn5jRtvcrPkMuVmTk6wIljg3zrG6/zMz93Bzfftp5obPH3X0pJpeLw8sEL/PX/+CFDQ9O4jo+iBHWli0WLkycGOXVykBeePc3bH9rFo4/fvOS9nj09zB9/+hv0905i2y4g0A0VZDDugb5Jnn3qFBs2NvOvfuvdNLekaq6PxUI89J7dHH29j5dfPMfNt69n/cZmTHNxQVQu2Tz9o5M4tkc0FmLLtjbWbWi6msczNw922cH3gtgYu+IgAD2kkZ8pcvLgOXbfvRUtpFMpWlgli1RDgnKxQiwVpTBdQALJ+jiarlHOVyiXKoRMI2i74hBNRihly4TCBrbtoKgKobBBYaZILBmhmC3hS8nMWJaJwWl2370NLaSBlKiailBn+THguSMXeelkH5PZgAsiGQvzsXffwu0711yThfGuPWspVixeOt43FwdxfmCSbOEKbooV4LoEd0JPAxJxA8jofemjC52bM3fTFGolZsTYfVOY9RubQUIqEwS/xeKLa9sAmxOdFNwyg6UJTuR6FpyXc8vx8itlxbexfIe8W2LCmuFCYZAfjb1GxkiyI7mWuxt3sy159dpFXA/zgY77+If+JzmWu1Bzbqg8yf/q+RZHs+d5W9NNbEt2A0tr95NWjqfHX+eFiWOczvctOJ/SY+xOb+D+ppuYX0Xqn9I4TTXEu1tv4yuDz3Em319zzvJsvjzwND2FYd7esp896Y3LjvN0ro8fjr3Gq1OnGalMLvqb68VoZYYnx47w+d6nyLmlJalk5yOihmgyU6ypBuN5UnJheorRYgHLc1EQ3NO1Zm7eVKGgCZWSWyLnFAjqc698Tnel9mOqYcYqQ2+Kq+BaIX3JscP93HTzWj79Jx8kngjzf/3Hr9HbM8G3vv469fVx9t+2jp/62duZnizwJ3/4TcbHcgwOTDHYP0lHV/1cW309Ezz5g+N85R9exvN87rlvG/c9uJ3G5iSGoVEpO5w5Ncz//l/PMjQ4zROfP8jMTJH3PLZvyWBZ35f8+R9/G4B3PbKXvfvX0t6RQRGC4WobZ04N03txgu9+6wgH7t5MfUO85ll5nk92psQfVYV2Y2OCPfvWcODuzTS3ppBS0nNhnB9+9xhHD/dx5vQIf/Z/fZvf+YPH5zYdAGZY56ab15FKR8hlS5w+MURnVz3bdy6eP18u2zz39GmklOzdv4bm1mvj5i7nKzz9xEFUXUUAmq4hFIGiCpq7G6kULQ796DjrdnYBcP5oL9nxPJFEGDNsUClWaOioJ92YRErJj77wPIapoygKsVSEeCbO4NkRDFOnmC2h6irSl5RyJSZHZli7o5PWtU20rGsikohgnR3lle8dJpKMsHFPN5F57gIpZZAxMM8hHzUN7tkbVBq8WreqEAHRTiwcoi4ZZWgisJAUK9Yc9/n14LoE97Vwd89CSknBCUycuqLgI/F8nV3J24lrcRSho0UFyXCUsKYTWoGZIqQYbE508Wj7Xfj9klP53msfHxJPBtSoNi5Fr0LeKZN3SoxaU9xj7eGehj0rfqCzUb5bk93sL22m7FU4Py/tyquShxycPMFweYLOaBNro20k9ChhNaiHbPsuJbdCX2mMvuIIvaVRxqzpBdSfpmKwKd7J25v2E73KamZvrXHC7tRGTucHmLCyC5jUpu08h2bOMuXkeGnyJBvi7ST0aFCmVAYbtJxTpKc4Qk9xmL7SKFN2Dk/6CODWuu0cmj5DxV95gfvlcCY/wJGZC2TdEh3heu5u3EnSiPDdkdeYsHJsS3axK7mGklvhfGGY47k+NKGyN7Oe+5v2IBCMl4r057KUHJuGSHSB5uhKD8u3iWpRpuzpmgA713eZtMc4lTuMEAq2b6ErBk2hVjYndgJgqmHCahh9ES19pDzIcKWPCWsMiaTRbGFLfBch1WTcGuFc/gQFN48rHRpDLayJbSJj1GN5Fc4UjjFSHgQkITVMa7iT9bEtSCk5VzjJYLkH27cx1QiNoea58SwNSWNTkg0bm9m0pRVdV9l36zpGRrLMTBXp7Krjrnu30NlVR1NTgq7uevL5MoWCxfhYfk5wSwmHX+vllYMXqFRctu3o4L3v309Hdz2RiIGiCDzPJ5kKIwR85n8+xUDfJMcO97N5axtbti0dcDg9WeCDH76Tm25ZS0dHZq7iYSod4WFnH098/iDHDvcxPVXk7Olh6htq+SnKJZtnnjzFQO8kkYjB3fdt5fY7N9HekSEcCbT9eDyMYWiYYZ3vf+cop08OceLYAFu2tc2tmUIIYrEQe/at4YVnznD29DBr1jUuKrgty2F8PM+Fc6MA7N7bTUPDQtfCSuC5HtOjM0QSkWoabwVFVUhkYjR21tNzYgDbsinly1gVm4nBKcxoiHA0hFWxsStO4JtWBEjITxbQDA0zZpJuSpFpSnL+cA+lfJlyoYyiKuiGhh7SaOysx3VcMi1ppO8zPZolO5lnzbYO+s8Ms3HPmtqymxIGxmfm6HxVVRANG9Slrj1bKpgzWVNMydDUG8KW92MtMnIhO0nRdYhoOrqi4iMxlDglqTNanGLGKpMMmWxOX7nmset7TNpZRivT5JziG6ItONJl1Jpixing+h5dkWY6Io3oV6DonI+0Eeem9CYsz6Hi2wyWJy7dg/QYs6YZt2Y4ne9nbXSIhB7BVEOXBKJXob84xpg1vWiOcUjR2ZLo4ta6bWy9BqvAW22cjWaavemNzNgFXpo8USNkfSRTdo4ZO8/5whA9xWHiepSQEhS3qPg2eadET3GErFOYi07XhEp7uIEHmvdzsTjEWGVmLlDvetBbHKOvNE5MNbm/eQ/3Ne0moUc4me3H8T02x9t5sGUfJbfChcIwUS3MQHmCiudQZwTuqJLjMFEqUnZdYkZoUfpWTWi0RZoZrUygzLMw+PjknSzHsq+xObETgSBrT5G1p+iKrsdUwksu0JZXYaB8kbHKMIYaAgmnc0dpMTvIiAZmrVii+t/J3GGSRoa0UYflVzg68yoxLY6pRuYY43zpY3llTuUOY6phhFDIOdPkqtTKUTW+rMBobk3R3llHJBLC9yUbNjZXg1chnY6xeVsbqqoQiYZoaEoQPmdg2y75eXWx87kyZ88M09szTjisc9uBjWzeVutz1jSVuvo4t9+5kad+cIKTJwbp653g2OG+ZQV3Y1OSW25fT9ea+hrFIxoz2bWnixefO8PZU8O4tsdA31QNh76UklLJ5vlnTmNZLtt2drBrTxfrNzbVCJxEMszWHe2MjWU5+NxZcrkKR17vY+36phrBrSgKt9y2ntdf7WFkaIbei+PksiUSydogtVy2zMXzY+SyZRLJMOs2NJNIXX0pYwA9pNO1tZ1wzERRVXzXQ6gK8XSUZF2ctvXNAMTSUfSyTtv6ZpL1cSKJCL0nBgKBzSVfuBkN0dBeRywdpaE9Q6opSefmNpyKw/DFMWLpKIm6OOFoCN3UcSyHdFMCu+IQiZk0dtQRChtE4mZgBbhMgBbL9ly8iSLEXHbCtcJ2XIoVey7IDiAWDt2QIiU/NsEtgf+Xvf+MkyQ7zzvR/wkf6U1VlnftvRnvMJjBYOA9AYikSIqiKHElLbXUXkl7pXuplfTbvdLK3bsrXXlRnh4gQJDwA8xgBuNN90x7W96nt+H3Q2RlVXVVdVe1AUH+9MyHromMjDgZ5rznvOd5n+d8cYnZWoWIqhFTNTRZxpAVFEliplah0GqwJ5VldzKzZYlQEATYvsNCq8A7pSu8XbzImfK1dZrVipDbftBt16mtOoMOccjHC8KR0mZBx/Jt3ihcYDTax+eHntoxy3p/YhhVUvACj2/Nv075hoFGQEDVbXC6fGXbx4QwGI5G+/hQ70M8mDlwS+nQPyntvC+9Hz8IWLJKXKlOrytlgzCAV5w6bxUvbXGEVSgilFN9uuc+Hu86wu/PvETZqW9pXrIT5O0KZbtOl57kMwOPElXCZR9NUpAJrTejik5U0ek2ksRUk2/NvcVLy2c5khzho30PIgtBw3FYqNdwfA8JwfuGRjvhOdQ8j7RNc6KbVnw0vQYn04+S1rKcK7/Dq/nnKdp5+oytCUsVp8R0YxxZUrg//RgBAb85+W/JWwtE5RgJJc3BxHGECAWSfu36P6XqlCAIszRFe5n7M4+T1box5QiapOMHHkWnwLX6RT4z8DMk1DTXahd4r/wWeWuRaOTmzlmJpEk8GQYVIcLlNEmWUFWZWNwgnV6dLUWiBooq43k+lrX6fMzOFFhcqNCo2/T2p3j0iX2bdg9CCBLJCAePDjI/X6awXOPse9N8fgPJaWV/OHh4gO5cfNNsYTSmk85EicUNmk2bcqnBWjcu3w+o11qcOxNqnB+/b4RcT3L9LHHlWFGdXC5J30CacmU25AV96uSG9px8YIxkKsLUxDKz00WuX13k+H2jnX2CAJaXqrx3KlzS2r2nh57eJMYOy+dWYMYMHv/0KsksWFGQawfMw4+uryPfdXS483d+tghBgKqrOJaLqir07e7h2PsOYkT1zvU+9uRBCOD0D84xsLuXroHMWn2s8P0yNGKpKAN7+7jyzjh7To6hbXJPFFnuvEe+H+C4YZ2+ts26+xuxVKozu1yhtkbzvCsVuytGJXccuNeqyOxklhsQ0GVE2yPvADcIcHyPvaku3svPk9ZNBmNJhuMp9E1cj2CFoRtwoTLBv776+0w2FtaVGYXlZQq9ZpacniapxYhI+paB2w88nMCj4baoOHUKdoXZVh7P9zf8toCAr8y8yKPZw5hxfVNLzJthV6yfHiNNv9nFv732NRpua4Mf+E4gC4mjqd38+V2fZMDs3nDNbtfl6kfdztuBKWs8lDlAj5Hm/7z0u1ypTt1WGwWCoUiOZ3ru54vDHwBgKJJjprl0VwJ30w1H3jkjRUxdncWokgwIWu76lPzBxDDzzSKv5i/w7bm3+UjfA8Q0DUMJdQ0sx90wYAzL2Wq8V75Ij9FNTu/iRmT0rnCZKwBDjpBU05ScmwfuopMnby+xaM0y1bje3ipwAgfbt5lrTfNW8SUc30WVFIp2Hi9wCQiIKwl+YvDP8PzSNyjaefbGD3EgfoxuvZdla4GCvczvz/4Gcrt0L6rEsLexPGEY6jqClWGESzWGqWHcYOHaUTbzA/w1dc2T43mqlSayLBGN6gwOZ296ztGxbhIJg5mpkBTmtdUcN0Kwa28v6k3qdc2IjhnRaDSsDbXSjbrF3GyJVjPszwYGM5gRDdfdvKZa0xQy2TgEMDtd2LCfEIJ0JsrRE0PUay3mZou8+vIVjp0c6XweBAEL82VOvXUdSRK87+mDmObm/dpKdUT4S7dXWnvjDPdmuP+DGyW0H/7oyQ3bVnTiTzx1+IYPNh5TNzUOP7aF6IyA7lS0PTAKBWaqdYsrU8scGuvZtvb6Sj/rBwEvnr7KD09fX9cTHd3TRzZ552ZAd2XGbQcWE/WrTDevY3vb69gFgg8Nfa5DFgrLY0AWguNdfeG29sXa6nJZvsO5yjh/98yvta0nV44NuqzzMyPP8lTuPtJaDFnIWx5nM4SSjD41t8HXZ1/l92ZepHyDuIvtO7y4/C4RxWBXbGelEgAR2eAjfQ9zMr2P35v5QXvdOL+jAVBUMRiL9vOp/sd5svv4luU7Hh4Nt0FAgC7phHmFgJpTxZANZBHOrE3ZpGDnSWlpVKEiED/Sdt4uNEllT2yAf3z8L/E7U9/n6/OvUrSr69aXboacnuZDvQ/yeNfRdfdyLNrHuco4S1bprrQzIMC9gZRmyBoIyDvr1+gFIVGwW09xtR56QqcNk0/s3U/DdQmCgIwZWfdcy0JCkVRqbh3d1jdN8S+0ZnF9p12fX6NgL9Gl527a7i4tR1bvZsAc5oM9n0YSEl7gIQuJudY0s81JVKHxxZFfpOHVuF5f1ZGXhUKX3sMXh/4cTa/BH8z+Bq87P+BT/T9Nj9FPWsvyU8O/RFoLg6Yf+Nviz8htRa4boWyxfQVrx7DVarNjz5tI3DolnEyaaLpKEIQSr7Vqi2RqY020EJBKmdtez7zxXbIsl0p5NWv4v/+vv3fL/mtF1KRabW0pcPL0M0eYmihw+u1x3nz1Kj/9c4931t6nJ/NcvjhHIV/DiGi8/wMHMSObD6wrLYvXrk2hSBKP7B4iot3erPzHBQLBw0dGee3cZKfuulBp8I/+2/f4p//Tp0nGzG1rry+X6/za117jh+9eZ2559Z1Ox00eOzpKb/bOPdjvKHC7vsvV2nleXP42k42rnc4Abs7bFoQv84d6P9vpwIM1qY3Vyrr2/ptcMNf3WGgV+NdXvnpD0Bbk9BS/tOfTnEjtJaLoSNyetKSEIKnG+NTAE/gEfH/x7Q2lZherkzyUObjFEW4OIULSRbee4k8PP8vHeh9hqrnIxcokl2szzDaXqDh1LD/UW1aFTFQxyRlpRiO97I4NMBbro9/sIiabSDeR0LxSvYQT2Ni+Q9NrICPTZeSou1Vqbg0/8NEkHU1Sqbk17k8/2PF3/lG283ax0kZD1vjM4JO8r/s4F6uTXK5OMV6fZ66Vp2zXcAMfRZKIKAYZNcFQJMeJ9F6OJnaR1uOYsr5uUPGBnvt4OHsIZ02wVSSZrLbzssCYYiILmYIdXu8VFn1SjSEQjNcWcHwPpX19hBAhaTPw2mYnAcVWixcmxpmtVUnpBrIk8fmDh5Hb18ALfFzfJSKbJLQY0iYVH6YU4TsLX8XxbYSQGIvuJ6PmcAKb5xe+wVTjGlW3jCRk8tYC7899lLiaZH/8KNdqF/n1yX+FJCT8IOATfV8kqaSJKjHOlGf4ral/R1SOYcoxDMkEAspuid+b/s8oQsUPPEwlymh0D7KQyWrd3Jd+jG/P/x5ee4kjriT5WP8XUMXNg8HKNdr4wU7vzGqfdavHMtjBwSVZun2xxiDopJYhzC5I0jYUJESYOt9q6W7vgV5Gx7q5dmWBSrnJyz+4xLMfO4YQcOnCHJcvzmMYWrsmXN/yPY3pGoaq4HihPWukfasm8kVUWSZu6MSN0BZ5fLmEIktkoiZRXcN2PaaLZTRZpjcZQ5G3HqRVnAZXq/M8v3iG/2n/J5CExDdm36bmNnkwu5fhSBe/P/M6FyrTWJ6DIWsMR7v5qZEnAfjh0nneLY2z2CqhSgp74/38xNBjG66PEPDEsVG++oP3aFltLXjX4/LkEr/8j7/Mkyd3s3+4m77uJOmY2VZ/87Ecj0q9RaHSYL5Q4cL4Im9emKKwRngFQvnXv/DZx+jNJlBug6F/I+4ocM80JzhfPc21+kVs32I0shdTjjLdvEbLa5LVciS1DHW3ypK1QNOrk1CS7IodYHfs4DrizGYPyM0694Jd4d3SVaabS+sGCV16kvsz+zma3E1M2Zpssx2sMKzjaoQHMvs5W76+IXAvtop3lEYNRWxkklqMqGKQ1uIMRXI86Byk5jaxPafj1iUhoUoypmyQUCMk1ShxJbItHXZdMihZRSpOpW3PaqIJjWm7SBAEGLKBKqnYnr1mRrj+/vwo2nk7+PLVM7yxFL64K3B9n4OZDAfS+3mi+xh1t4XtOx1ZSkVSMCSVmBKhW0/yny+8x0KjtoHT8ImRgxzL9jEQ2V4t+M3QpSdIazHqbovrtQV2xUJyTs5IklKjXK3N8dzCKZ7tOYkEFO0aM41lFlqltte2oGpZqLKEocjUXRvL9dY9/1Kby2H7Di3P2jQrElXjHE6cRJU0ZKEQV5PtjJTgQPwow5FduIEDCCJyBFOOogiFQXOUuJKk5q7OIiJKDEWojEX3E1XiyEJGFRp744fpMwYRSJhShIezT7UHEQGGHCWpphFCIKNwKHGCXmMQv33tNUnvpM3vNSIRDUWRcV2v7dcebt+q22g2LNx2WluRxYaU/FrcydhUVmSMNWnqz33hIfoH01uqrK2FqiokNskCAOi6yp59PVy7usDF87O88vIlnv3oUVzXZ/z6IpPjyximykOP7EGSth5gy5IUlknRTpsHAaem5qi2LAr1Jl2xCEcHe5kv17i2lCcXjxHVVVzfZ7pQZrJQoj+ZoDse5WZcLS/wafk2BWtVVKvmNqk4jVADgTA4P5DZQ6+ZJqYYxBSTIAgoOXXeKV5jMJLlvswu6q7Fi4tnebTrAL1GagNvKh41+MyTR/jqD85w9vo8thMOSq7P5mnZLm+cmyRqauiqgtQ2u1rxlm/ZIRGtVG2wVKx3SG5CQDJq8uFHDvD40TEixu3JMN+IO3o7ZpsTTNSv4vkuR5MPcDB+HFOJYi01Kdp5xmL72RM7SN2tsmjNMVG/itMu+TiSvI870Q7P22XOlq9vEN7o1lPcl95HSru7Eo9DkZ629eL6bELVaWD7zl3xn1UkhaQWI3mX2w6Q1jK4gYMhGSBCadmkmqJL60aRVEzZRCCYa862Z26h7OxmY/x72c7bwVKrzpXSMmW7he17zNUrWL5HRDnOA91jnExvvXa7gvlGlUulZequTct1WWzWsH2PfcludiezdHHn61L9ZoZeI825yiQXqlOMxXoRwKDZxUAky+nSNb499xYAhqyy2CrxTvEqTc/iYCL8DYaiktRNypZF2WqRMc11d0gSAlVSMWWDsl3Z9D6qks5IdA8JNbWufTIyw9HdW7Y/riaJq5tnGrJ6N1l9ffWH43vkrQZlq8Xe+NFOJmEthBB06T106TsX+Lgb6OqOY5garuvTbFhtNrXBVn3T8lKVZtNG0xUSychdkwG9EbqhkkpHkWUJz/MZ253j+H0jpNJ3/hzu2tPD7r29nHtvmkvn5yiVGrRaDnMzJWrVJn0DaQ4fHdzRwCMI4OzMArqikK+FKf6WEy7nLNcaeL5PbzJGTNdxfJ+lap0ggD09WW5Hd3PtgLTXTBNRjDanSSWrh6noxVaZa7V5EqpJr5HG832Kdp28VaVbT6wzIRJCIAvBw4dHqNYtdE3h8tQS+XIDx/OZXCgyuVDcdvuEgEw8Ql93kgMjOT722EF6szevktgJ7uipW7YWKNpLJLUMH+39PN16L0IIzpTfwvYt+o1hjqdCRSDHt3mn+CrvlF7lSvUcD2YeJ6GkbvvcRbvG5drUhu1ZLcGBxMhtH3crxBQTXVLba3ur64Yt377rZhT3AiktRbKd3l3biae0VOfvlteiYOfDFG3g4wf+XV+Lvhd4IDdIUjMoWk0qdovfu3aGpVZ90309vwX4IGQksWpR++GhfRzN9FFxWiw2a3xz8iKLzc2PcbsYjubYFx9kppmnYFdZob4OR3Lsjw/yknqWt4pXOFuZIK5EwkyG75LV4zyU3Y9A0BOLsdSss9hQsD2VI9055BtSxopQyOoZrtXG163xCwSapJFUU9u+r0Fby0AWEitSrSuZstAXQKC0Z19hhYfXruAQOL7PVLXMueICOTNGTNU63ws1wMPvAthtX+eVbUGbrLr2+PcCA0NZUqkIkiRoNGyuXpnn5P2jm18Hz2f8+hLVSpN43GBwOLspy/tuwDBUunJxkqkIhXyN8etLjO3OkUxF7rjzHxrJsmtPDjOikV+ucvXyAqVSneWlKrquMjCUvSVJz/E8LDd0ZavbDnHDoNRoYWoKmiIT1VQUSaI/lYAgYKpQZm+ui1wiRk88RgCMLxd4bM/N++qV8kKvzZxaeS7ctieFhOBPDb+P7y+8y7nyJBFF50hyhKdyRyg7dSpOk1PF60zWw3LWbiNx02epKxXjY48dZDCX4tuvX+TU5RkaLRvb8dqObH7bgS/cPxRnAUlacWCT0FWFmKlxYLSHh4+M8OjRUbKJOx9wrcUdBe66V8PHp0fvJ2f0dbbLhIxV219NIauSxsn0IwT4fGP+d/nB0rcYGdm7pZLVzRAEAXW3yVxzvcKVLCTiaoQeI3P7P+om59wMnfbfm37lruJW19qQDU6m7/8Rtebu4f7uAe7vDutpXd/nreUZinZz033rzgVsr4AmdxPXDkGbBPXBoVWXrdl6hbOFhbsfuCM5Ptr3AMfTo5xI7encDVPROJnezc+OPsO/uPyHNL0WlhcqLXXpCe5P7+Vj/Q910pKHu3Ic7sqFbmvueqJbEIRmLjW3TreeRRFK576rkspwdPdNZ9WbYaFRoycSo+m6eEFARAk75avlPJqsdIKy5blcKedJGSY9ZgxTVoiqKoqQaHkuMVXDDwLmG1WarktSM8iZUQJgslokAFK6QZcRblt7/Lh2d/wQbkT/QJqRsW4uXZijUm7yza+9w7Hjw8jKDSYSQaj5/c4b18kv19h/qJ8HHt51T9oEIEmCWMzgsfft4w+/+jbf/+5ZRse66Wmrud34KofdUxhQVghxWwV4XVcZHMxw8r5RfvD8eV5/5QqVSpP8cpWevhQPPXLr52O2VOHqYoHFap2W6/LRI/t4dPcw70zO4gU+uqpgaipXF/NIkkSx3qTlutRaNrPlCpIQLFXDmfjNIAsJVVKouk38ILSfWrbK1NxV2dAuPcFPjTxJy7P53sK7/PbEizyVO8JAJEtOT/LxgQd4OLsX2gMABfmmwTsRM3nixC4ePjLC9GKJ7791hctTS8wulSlUG9SbDi3bQZEEhq5i6CrJqEEuHWewJ8nRXf3ct3+ARCzkoIT3Z/OywdvFHQXuMA0XrkmthSbrIKDqltefTKgk1QxdWg9Xaxe5lfToVgjVoRycG9YjdUkNVbHuASpOg4ZnbZhdx1QTbQcCLP8df7SQiKDLKqqU+pGfWwA9RooeY+O5u/UkH+17gEezB3m7dIWWa9OlJxiKdDMQySII67ebrtN5a2q2zffHr/Hzx+/r9ONu4OL4Dv1mjl3R4dsaGK+FT8BvXD7Fnzv4EBdKizRch12JDNO1MlcqeXbFMyQ0nYLV4J2lUGHvrSsz/NmDDzAQ3ehh8Nz0lVBExqpTslr8/IH7OV9YYLxWosuIsCeZJarqvLU4ve748dtKqG4PH3j2MK7r8Vv/9WVe+N55IlGDT33ufvoH0+i6SqvpcO7MNP/i//w2c7NFMl0xjp8c4bH37b9nbQJIJEx+8mcf55UfXmZutsi//ZfP8cZrV3n/Bw6yZ18fZkSjVm1SKTdZmC9z5eI8p94e53/6Gx+nvz+Fom69eDw4kuWpDx7mhe+f5/Q7E5RLDeq1FgePDPDoE1v7dK9gOJPiF598cLVeGrhvpJ9jQ33t8rBwNnpkoIfduSy6shosTw71c7Avt27bVogpBsPRLjJqjF9569+R0qL4QcBYLFxacQOfv/bOr3WOk9HiPNN7AoB+I8OH+k7w4uJZfnvypQ4Z9H8/9jMY8q3dxhRZYrQvw89//KHV1Pyaf9Z9vzN/E53rEe4XVu8IxDpO153ijiLOiovXjQE6IoepkIXWzLrt4TqCjCKpNL3GbVcDy0JGaZNp1q51WL4TrjdvsTZ7J3ivfJW8VdmwvVdPE5GNu3o+L/Cp2BbfnLjIBwf3kDYiocBIq84PZq7xqbFDmIp6z9KHf5LhBVUcv0iAh07vj/TcNxtth0QtibQe44muw6y4eilC7jC4v3LpfFiS0j5My3U5t7wYjubbx1aEgiIpTNVnKVhljqUObNtxbSv4BCCCtihRgC4pHM32cqW8zJXyMv3RBC3P4UolT5cRoScSC72gN8lSXa8U8IMARZLoMiK4vsexbB8zjQoztTIRRWUskdlw/G7z3vEp+vrTPPXMIYQQ/M6vv8L3v3uW11+5gmmGkqeu63VEUrq643z68w/y+Pv2o94kMN4NSLIg2xXjr/+/Psmv/avvMzNV4AffP88br11FU5XVJS2vTZKy3bYP+q0LcuMxg9Hd3YztznXq0YdGsqFSWvLWZXGd6p8bHum1iYqV2nBDVZi+NI8ZM4inI+hmyEjfVv23gIwW46/s/yRe4Hf6PFXImIqOIiT+9pGf7DRDEhK6pHSO+3B2H8dSY3hrJnnbCdor7Q//hZbnYHlOyCERMg3fIqqYtDwbuU26dAOfqGJQc5qYkoYduLi+h+27XK/PcTy9B7VdliwQyFuIim0HdxS442oSQzKoOCVqbqUjUZhU0xiSwYI1y9XaBXZF9yOEwPFtqm6Zgr1MRI7cdqgThA5eEUWnviZl4gU+FbfBfLNAn3nzNZrtIggCWp7Nq/mzzLcKGz4fifQRV7f2tr0RVdvCD3wUSUaTZZquQ1zVWWjWkIVEVFUxZRVDVqi7Dk3PJdEuYdIkmbrr0HJdDFm5I9pquHYZcLYwz/niIjP1ChXbouHaRBSNhKbTF0kwEk+zK5GhL7pae/i7V9/jeqXA7mSW9/fv4tcvvcN8s0ZWj3Ciq49HeoZxfJ/fuHyKqVoZU1U5lM7xWO8IvWvUsIIgoGQ1uV4tcqG4yHi1RMVudTr2uKYzGE3yZN8Y/bFEW6jkzmCqI+hBL5Iw4S6Y49xNhMFbENnEdU0Ah7q6iapap/OyPI+MsX7NUxYSUSXC/sTu9gD3zrJBAkF/NMlLcxOMV4tkdJMDqW6KVguEYLFRo+k5JDWDkViK+UYVVZKJqRp112amXuFqJU9qyeT9A7sYjaeZqpVpeaHUcVTVWW6GLNyS3aJkhff/xuPfSyiqTN9Ahqc/eJh4wuT1V64wNZFnabGC5/uoikwqHeX40yM88MhuDh0e3GAIci8ghECWJfYf7OdnfuFJzr03xbXLC8xMFzv+2rqhYpoaiaRJT2+SXXt6yGZjyPLN2ybJEvG4ycOP7mH82iJBAGO7cuzakyPwA5bmC8iKTDIbw3U8rKaN53rIikw8HUUIQTlfw3VcjIhGtG3YkZ8vIysSZkTHiIbP8cLEMpOX5sgNZtBNFSOyMxdAWcgdwlkQ+OHWNdc+Z2xdmmkqOqais6KJuTrB2tm9WyFCy0JGlRSSapSrtRkEAtf3OrNqL3BZtir0mRmSaoyUGkeXVZqexcXKJKask9NTJHYQMzbDHb3VGa2LpJpm0ZpjrjnFntghALr1XtJaFxONK7yef4GmV0cVGjW3yuXaGWpOhQFzmNtdGBZCYMo6XXpyXeAGWGqVeLd8lR4js70R3U3gBwGWZ/Na4Rxny9c3CLAIBPsSQ6TU7RfUX6sUqDs2UVUjrZsst+pkjQiLjRoN1yVrRNiX6kKXFWQh2kSIcPalSTKyELh3SIYLgjB988LsNV6cu87ZwgJLzTqO72F5bkhikmV6I3GOZnp5/8CudYH71PIsL89PcDCdgwC+NXWJyWqJpG6w0KwiSxIlq8UfTFxgtl5GliQul5bxg4DP715VRCpaTU7n5/jO1GUuFpeYqpdwfL89kheoQqIvmmCpWedTY4cYiCYwlTtbCtHkjUpidxuzzTxlu3HrHXcAIWBvpoeIqnZIYC3XJW2sZ5ULIdCFRr95d1jaAjiS6WGxUaPHjJFrm/40XIexRIakZpDUDDJ6hKPZXmKqji7LxFUdx/dIagZjiQymEnY1B9I5oqpG3bFJaAamoiJLEsPxFDFV7wzsZCHWHX/tdXjsffvYf6ifPft6iURWS6YSSZMnP3CQwA/Yu79v3e/Ys68Xz/XRdIXBoY0cmEhEY3i0i2Q6QiodYXoiT7XWwvN8NE0hnY6y/0A/B48MYLRn4puhfyDNsx89RhAE9PWnb1qjPLYrx+NP7g9T1IcG2Kw/DA1CDB58eBe9vUl27+1hdrpIIV/Hth10XcEwNZLJCN09ScZ2dRONG9sa0yuqzNBIFhCoqsTo7hw9uQTLs0Vmri2S6ooRT0VYmMxTKdSQFYlqqcHJ9x+kuFCmuFSlUQ3NPQ4+sIv8fIn8fBmrYZHsijOwK0d+vkRhvsz0lQXMqE734M75R0Hg4QV1/MDB82soUhxZigISQeAgCQ0/cBFCgvbstx3y27N+Dz+o4flVFCmLECogCAgtUqVb6AUAzDXztHwbTVKIKSY9epq5Zh5JCFqeE7pbSgpe4NP0LBRLJqZEUCQZ1/eouy0isk7BrhBTjHZ55+3jjgJ3Th9gwByl4pZYsubZEzsICHqMAYbMMc6U3+bVwvNMNK4SVeIU7Tw1t4wuGeyNH77l8W+GpBplLNrPRH1h3fbZ5jIvLp3mRGoPWS2JfBviK34QdHyNZ5pL/Nbkc8y3ChtqfBNqlEOJUdLa9gP32cICy606MVWnJxKjZLWQhUCVZKZqZfoicQZiiXWd1e1glUy3mu7p/D4CKrbFP3/vZS6WloipGjkzRrcZRZcUlpp18laD6VoZWUiMJja+bHXH5nJpmYrdIqUbuH6CmXqFH85NULYtilYTWQh2J7NMVku8vTSD7bl8evQQSrs+dLnV4K2lab4+cQFDUUnpJt1GFE1WaLoOC40qF4uLvLc8R9oweHZwL4Ox1B1dlx8F3ipc4Ux54q4eUxYSf+3A58LZaKtJudVqz7jDtOaGNbdN4Poei63yBm7IWqS1KBFZ79S4CiE40dWP5/uhWUX7QQqCgJ5IDE1a1XHer3azN9XdTgWCEBr3dQ9wX/eqEcdwPMVgLNlpryQEQ7EkPWYMWRLIbbb7UCy54fgQsnf/zJ9/akO7hRD09qX4H3752U1/1xPvP8AT7z9w0+sjyxKZTIxnP3IrZ7KtcfjYEIe3sMu8EQ8/toeHH9sDtDN7das9g9VRb9CzVhSZsd05xnbfXOFuJwj8gHojlJbNZGMMj3QRj+pMnJ9l6vI8ntvNwO4eJi7MUlys0D2Q5uzrV9l/3xjn3riGYzlUSw2atRYj+/t494eXkBWJhck8Xf1pokmTUy9eZGCsm0qhtk4jfkftxKPlzuL6dSx3CkMZRFd6kVDxAxtJMvD8FkLIiHaJlyR0FCmciftBHdudwnYnMdUjSFKcAAffryKEgSr3tYP+1hAi9DEwZZ20FqfXzJKoRbE8B1u4CCQMWSOuhO+P7dvk9BQRWW/HDpcuPUW5Fi4f30maHO4wcA+YI2iSxlB0F0eT97PSdUSVGPviR2j6Db4597vMt6Y734kqMUaie3hf94fvaF2420hzMr2P5xffWbe96jY4VbzM/+/ib/OX9/4EOSPVrte7+dnWKr61PIvr9TleWn6Pb8+9TtXdOHuSEDzb+wC9ZmZHetuaJJPSTaq2xbvLczzZP8bzM9fpNiNEFJWEpuH6fkcL2F8xPmnrsq/+fXP98SBYkYwNH7pwGTS8Ai3X5bWFKU4vz9ETifMrxx/nw0P7Semrg4XFZp1TyzP4QcCR7Ma14Kpj0XQdHusb5W8/8AHGqyX+P299j+emr5Bv1TmU7uE3n/1pZEniH77zAl+5foapWpnpepnReChmsieZ5ZmBvRAIHu4Z4tHekU5pk+15jFeL/G9vPccPZq/zpatnGItn/1gE7vdK1/nW/Ns32WO9LIpY99dGyRRBOLD7fxz4LPlGg+9cv8pSo0FXJMKF5SX+7vufCburWwxQF1tlfuWt/8BkY3nLfX5530d5qucIA5H1gzX5hrInIQS6rGzYtp3uaDNuhnbDzHSz4/9JRhDA6R+cZ/bKPPc9c4TRw9sL/rd/voB63eKF584SBAEPPLyL3r4kya44o4cGGL8ww7Uz0xx8cBd+EJDsinPwod1UinWKi2Vmri4gKxKarpLqTuDYHlOX5kh1JzAiOtGEid10WJop8pGfeYLiUpX4FqIwt26rh+PlCRDYfgHHLlN3LiOhEVH3UG2+hyQM/KBFELhIwiSijZLUw1LkpnMWy7lMEHgEtJBFlpZzHsebx1D3kop8BiFuPgPu0pMMR3rpNTKdfvSp3EmCIPTKQAgOxIfXfWdlv12xfsaifbxTusye+ACpHUz0tsId+3H3GoP0bmJO0KX38FT3RzmWfJCL1few/BYJNU2vMUC/MXTHykhdWpIH0wd4ILOfNwsX131m+Q5vFi/yS2/+Q46mdrM/PsxwJEe3nurYOnqBj+O7WL5Dw22xZJWYbS5zqTrFRH2eklPFCzYneahCYXdsgJ8d+ciOzUVUWSIlG1ieS8N1OZLpRRESby7NhDriskpM1blczvPO0ixN1+GpgV3kzBjXKgXeXpzBC3w+NXqIrBHBcz0a7VGzYahYlouiSBSKDaZnCxzY24fvB6RTkc66lxf4LLfCtP9YIs1QLEXyhnKbbiPCBwfDEqmtwkFc0/ni7qMIBGPxNLsSWU4Zoab2T+07ga6EBJTdyQyj8ZCJPFktdQK3AE509XG8q2/DOdR2+vRXjj3BS3PjXCwtUdqixOvHDScze9A3eS4UIeEEHotWiVeXLyAjsSfeT85IEVdMFEnG8R0WW2Uu12aouS1GIjmezB3lRGo3EhK277M7neForpeBeBzLde/A8uW/48cFQsDDHzkREmt/BKTTYqHOmdOTnH13GkkSPP3MYQaHMtTLDWauLYIQLEzn8RwPSRJMXpxjfmKZhak8T33uQe7/wGGunJ6gnK9jxkzSuQQPf/gY516/iu+DZqh0D6Q5/MhufuOf/CFzE8s8+pHjDO7Z+RKOEAqGMkSp9TqqSKNIK9UKAXH9CHXnAl5Qw/MbgIQiJYiqq4x/gYDAxQ9q+H4Ey3sDVe5HVQbQlRGEuDUZ76HMoS0/265uyMnU3lvvtE3cUfS8NUtWIat180DmCYIgQBISilCQhXLHD6cQgqQW4xfGPs5sM89Cq7ChVMv2Xc6UrnGxMtm29pTbMn3tdN/Kf22RCTfwcHwXx3e3NEpJKFEOJkb487s/sW124lo8M7gXQVjG4Po+cU3jeFcfe1Oh6pQuy+iyzK5Ehr/94AdC6VAlrIWNZ3sZe+gZdEkhqmrIQrCQr3H6zDT5Yp0nHtrNK29eIxrR0TSFZstmdr7Mcr7KZz9+H9lMDEWR0GWFw+leJCE4tTzL718/h+f7PJAbwFS0zvW9ZbmEJNHfLvkRQhBTNaKqhu25DMeSHY6BqagYioJPQMNzOmnSDmtzk2OL9hr3QDSBABzfx/Y8XN/viHb8uOLJ7iM8kt2Ylq25LV5ePssb+UscT43xS7s/RpeeQJWU9iw0nHG7gU/FqfPNubc4VbzGu8XrfLTvAV6dmebc8iINx0EQXn/X9/97dcEanC69xpXaWfzAZ1fsAPenn1j3edkpMtucoGTneST79LoUqePbzDYnGY7s3nH/NHFhhje/dZqZK/PhbLbUINOf4if/+qdJdsWZujjH6994h8vvhM5qhx7eywMfPs7Anl7qlSavfO1NXv7aW+w+NsLjn3mQ0UPhZMj3fb7+77/P5bevYTdt9IjO4L4+Pv8rHwfgtW+8w5kfXmRpOo+qqew+PsKn/uKz64RhQvGYoD1wF8zPFnnlh5f5w6++jRDw1AcPMzCcQTc0dF1l77FhBnblEALimRhBAH1j3dz/9GF830fTVXYdHmRwdy50R1NkZEVi332jjOwPDXpUQ0U3VY49to99x0fxfR8zqqNt4TZ2MwgUdKWP7uiHCHOda99/ie7oxwCvXcsuEEJGXhOMTe0EhnqQAA+BShDYCKG1991eLNpqn+0+J3d7MHZPc1Fh+ZeCeY9OowqZoUgPPzf6Eb428xLj9Xnq3nqymuU766w+bxeykNkbG+REeg8PpA/Qb3bfFvltRT1qLYx2MF2BECE57MYSGFmSMG4gZ60wTxVF4vpknlrdQpYlfN+n1XIwTY1cdwJNV1h5lxVJYjSR5uMjB/jezFVemhtnslZibDLNkWwvD3QPMBLPoMo3d1STEETX/B5FklCEhCsEsTUzeMHK2miwwbXI8T3KVoszhXmuVQrkWw0aroPjezi+R8NZNbdfXSz48UZUMTYVSL1UneZydRZJCL44/CR74v3okrrpM5RWYzzTc4IgCHhh6T1eXj7PY+ljpAyDpuNQc2yajkN/PI7E3e8Y/rhiwByh5pYp2ss0vY1LXIZk0mMMkFJDUtZatLwmbxd/yFBk146X8RzLZfryHL7v8/6feATX8fjqv/w2S9N5mrUW4+emmJ9Y4tmfeR8Ar33jFF1DWaJJk2gyyr77dzF9eY5Ww8JZY04R+AGvfeMdTj51mNxwF7FkhGgqQhAElJcqnH4h9KE+/v5DNCoNXvnaW8x/5AS54SxK21K0WmnxB199m/nZIr4fUK22mJ8tsbRQIdeb5KOfPEE8seJkJtBMFUVXQlMTIcgNZhACEpnVp1ozVFR9fZ+lG9o6n2shBLqpoRlae8nu9snIAgVJrKSY1x9HEXHWWFJt+L4kDBA3K4lc/528VeN6bYn5ZplPDJ64rTbfa+w4ooaMZJ+GWyfARxEKmmysKzvxAo+GW6Po5MN67cDHkE0SaoqoHEeX747ZhBChNu2j2SM03Rbvla8xXp9nwSpSd+88rRpaWur0mlmGIjmOJHdxODHKrlj/XZcCvd2HOhrRGRnK0N0Vx/d89u3uIRrREJLAsl0SMQNNV4mYq+L2spBIagaf3XUETVa4VFriajnP2cICF0tLXK8UOJLpZU+qi4FIgqS++f0SbVJd5//b3V0orbl2+yrWBt6i1eRaOc/by7OcXp5lpl5pr+m3A3XQlse8rSvz44cr1TnG6wsk1Qj3p/duGbQhdCDbFetjV2ye5xZO8eryBT47+BhZI8J4uUjLc4nrOq0t/JnvFoIgoGhXmWvlO5r8AAjBidQoIvBg5d0PXBAqq1Q5aUvST92tkrcXqbplNBGW66TUDKYcDUtq7Hl2R8Pa6vnWNK7vktG6MOUoE43LtLwWfuChSCoJNdVZruvSeynayxusUyGcbZfsPA2vSkxZLSGyfYuKU2K6cY1Ltfe4VH0vJLsZQ+iSTsUp4QQ2/cYIQggK9hKW10SXTTLaqj67EIJMb5rj7w/Tql/9F9+iWqxTrzQpzpfRTY37nw2Jb289d4bCXJHiQplUd5LBfX0MH+hn6tLcujYLIegZ7sKMm0iyQI9oZHtTACzNFJg4O00iE6NnpAvP9SktVSjMl+jqT0M7htq2y4WzM7x7agLLCj3cI1GN4dEs9z24iwOHBtZproeTgTXlVkMZVsRLbmzbjTybzfa5O2PKWx3kTj9fRd21mKznuVRZ+JMRuP3Ap+U1KTrLLLbmcAMHU46Q1rpIq12YcoQAn5KdZ6JxhUvVsyxbC3iBS1rrYiy6l+HIbnJGP6Z8Z3VsKxAirHv9xMDjHEqOcap4mbeKF5loLNBqO125gYcX+J2gsDZ4rMwGBaH7lSyF6XxVyBiyRp/ZxcPZgzyaPUJai6P+mKmkJRMmyYS5zmM4JKMFne7zxtQ0hAShpwZ2sTfVxUtz13l5foIz+XmuV4uczs/Ta8Z4dngvzwzs4URX/7qZNax0y1vjVjMWz/c5X1jkK+Nn+YPx82EWIJ5mb7KLLiNKTNPQZQXX97j4ztKfiOC92CpRdursjfVvWqt9I8LSEwNT0blSC1XJypbFuaUlKrZFTzTGW3Mz3Nfbd89m3QFwpnyN85UJ6l6ro30uCcGxeAQpcNqzGZcgaCKkZPgtoSFEDDZRPPMCjyVrjndKr1B2iiSUNAV7gQOJEwyYI7TcBq8Xf8Cu6EEEgsvVM9TdKkeTD2KYES5UTlN08ti+hSIUckYfPUbIXL/Zc1ewl7hYfZepxlX6jWEGzFEEgpbXZL41zYXqaYp2ntOl1xAC9IxBXE0x2bjGXGuCvr6QfDRev0TRXmbAHF0XuBPZOKmuOLIi47keZtzEczyatRa+75PsWiUlJbviuI5Ho9ra0M61EJLgc7/8EX7wpde5+MYVInGTgw/v4YnPPEQlX6VSqPHeixeYbgf8rv4MQhLr4pSqyozt7qZcatCoWximSl9/miPHBvngR46j6xvTxaEmeNhnqkkDSQjcdqmmFwQdb2rH83F8j6i2umx4N59Dz/exfIeaa4U104HXdh7UMGUN23epOE0yWgxFkmh6NnXXJq7oaJJC3q4jtZ8Kx/fw8OkxEp1jNV2Hhmd3fnOXEe/8bfsui61KR6s/oZrosoLvB5ScRntSEbTFYDSiSmhjWnGatDpLguEkJq2H2Yq6a9F0bdwgvJa6rJJUd+5iue0oFAqRNHij8CJ/MPdbHR1yCYmEmuaZ3Cd4ovtDVN0K35r/MqdLr9Pym50X6Vr9Im8Vf8hwZDePZz/Iw9n3A3f3Ju+K9bMr1s8nBx5nvlngreIFJhuLzDXzFOwKNbdJy7dotm+UjIQmKZiyRkyN0K2l6DEz9JtdDEV6GI300r2JPOXK9Vh5gNf+hq22323cqH1746nWrlHfrBUD0QR/as9xPrfrCMutOs9NXeHXL5/iaiXPfzj/Jmfy8/zioYf40NCtZRB3gord4neuvssfTlzAUBS+sOsYf+O+968r//F8n+VWnX9y6kW8mzDo/7jA8h1anoMb+NvSLg6ClVdf0PBaQECp1SQXjbEv20VfLMb1UrFjVXovEBDw1ZmX+NnRD9NjZNZYIfq4zV9HiAQETQK/SBDUkJRhQEVSdiGrhxBy94Zj1twKc60pSnaenx/9qwQE/Jur/wDbv3kQg/BqPNPzaSQhQxBwqvQqL+e/ywdznwHETR/2seg+4kqClJohb62WkSbUFIcTJ+nR+7lSO8cXhv5ceHzCyUoQ9fnh8nfw8ZEDmSVrDgI6uhWdtkkCsQn/ItOborhQZvzMFF47QzJzaY4DD+8h3ZMMs5heuIwU+OG/vueHARjI9qX5/F/9OFbD4gdfepXf+2ff5InPPkT/7h66B7N86Oee5IFnj4EQeK6Hqimd7wIkUxH+7F94+pbX9kZMlkpULIulWp2IqrK/uwtdUViq1clGI3i+z3y1xkKtziPDQ2iydNf5JyWnwXvFab4y9RaGrLFkVRmKZHgit5cncvu4UJ7lv15/hf/l8MfpNuK8V5zmG7Pv8tmh+zmaGuT/f+E54qqOLCTGa8tU3Cb/3wd+mpiiM1kv8PLSZV5YuIgsJFqezd89/rmOTsJEfZl/fPYbLNs1MlqUnxx9mPsyo5ScBv/y0veZqudpeQ6jsS7el9vHM32HCAj4nck3OF2YpOU5RBWdPfEe/vL+ZwB4YeEiry1fZa4R+oMfTvXzS/ueRgp2Fgu3HbhrboXLtXP83sx/aTsEyRiySUBA2Snw1dn/Rq85xDulV7lcO4cq6YxF9zMUGcMLHCYa15hrTjHZuErNqdBt9LIrem+0fhUhMxjpZiDSzcbyms0CgLjhr1uvcHlBwBef//f880e+SH8kuW77Tz7/a/yzR75A35rtdxvvFWfoj6ToMu6OFKQiJHrNOD+97yQ/ufcE/+7c63zp2hnOFhb5TxfevuuB++3lWabrZfwgYDia4m/e/3RnFL+CkP1++9K4P25IqBEkIZioL3K9Ps9Y9OaSq8tWhfH6AvPNIr1GGhDszWRZbjZ4eXqSpuNworfvnpP1ckaa4WgP6XVCQwGu3w8iA0ENgh4QEr57BUQKWdmFkDZqlUPYl3i+R7ceiqQIQmtPQ9o8C+evFkLi+Da/P/tfsfwWkpAp2stYXvOeyByvtM2UoxxIHONK9SyGbBJVEsSUxLYrY/rGcuiGytJ0nr/18X8QGsU8tp9DD++ld6Sb5dkC//FXf4fJSzM0qy0uv32dk08f4YnPPEjXQIb/96f/EZIc3uNULsH7v/goAL2jOZ7+ycd45Q/e4iv//JvhwEEIfvU3fiVULbuDyxEAC9Ww8qTQaDJllyk2Wzy9e4zzi0vMV6toioKuhEJR37x0mc8ePnj7J7wJ3MBjtlnmvzz+F5CE4N9cep7ThUnGYhsHhZtBEQoPd43xPx74IBBycwICvjz5Frbv8vdPfp6MHut8NtUo0PBCb/a/d+KzqJLC33rnd5mqFxiOZunS4/z1Qx9BkWT8wOefnvsWp4qTPNN3CD8I+PrMu/zVAx/iSGqQhGp2+q/pZpHnF87zqcGTPNq9m4Vmlb/37lc4V5plX6J3R+WP294zby9ytvw2AQFHkvfzgdwnSKgpXN9l0Zrlm3O/y9vFl7lYfY8eo58jifs5mnwARQrXvGzf5t3S65wqvc5sc4LX8i8wFt13b162NWzlqmXz9vwsspC4v68fU717JiSaJON4Hp7vI7etCEMFnXvPev7SxGk+Nnj4rgXu9bKZgg8O7eWNxSmulvMstWo3oX7cHpqug+f76LJCUjc7QXttOxquw4uz129ar/7HCXvjA1ytzXGqeI2/f+63+bnRZziWGiOmmh3hkSAIcAKX90oTfHfhbd4qXEGXVR7tPogAfOBETx+Hu3Lt8sHwFb7b2Z2J+jxvFy+1B+Y1/tP1b9Ctpzq+x0IIPtX3LAKl3aowsKK/D5BBRMJ/N0FUjiELmYK91HmgSk6erN6DhIwsqdTdKhCm1StOgaZXx/EdJhqXaXg1nu35LJps8G7pNd4svHgXfnE4W3cDp7OctvI7DcnkvtRjvLj8LQzJZCS6J0yzr7nmIwf6yQ19pBNgJVniL/2TnyOSMFF1lWjC5Cf+ykex/8IHCQj9ts2YgZAEmZ4Uv/j3fwrXdvGDAFmR0U0NM6YjKzJ/4z/+pc57J8kS+hq+ygPPHuPI4/vxHK/zM/SodssXteHa1JwWOXPzwZUA+hNxzi0socky8XicdMRkud5gslSmKxohZYbcl7ptIwmB5XroyiqhNSDsD//TtRdwA6+znBdTDJ7uOUKfmdrWc6sIiYFIKrR3RdBtxFm2qiy1Khg3aGisaF+sxUAkxUAk3XnHAIpWHQEktQgZPbbuM4CEYjASzaK3TaviashSb3kOy1aV3xp/DctzUSSJ08VJDqUGwnsnJP6fhz/O68vXeG7+HL1mise793A4NchUPc90o8h/u/4K35h5t1Nu3PTsHZNutx24G26NBWsGWSg8lv0AA+YIumTg4xNRotyfeYIfLn+XmlvhociT7E8cJamlO9+PEHAwcYKaW2W6eY2pxjW26w4WBAG252F7HiWrScowiaoanu+zUK8T01Timo7tebQ8NywZEhIpw0BXlHCdJAi/bygKXhAwV62iyTIxTSOqaQRBQL7ZpOk6pA2TqKri3nD8tSIUAug2YlTcFq8tj1Ow6hiyyonMIGk9giwkzhbnuFRZZKFZQQjBgWQPD3WNYCoalyuLvLY0zlA0w2StQM21eF/PbvYne3B8j1eXrnOlsoQfBMRUnf3JHk5mBllq1Xhh/jLv5KfwfJ9zpTmSqslnRo5vm+XedB1OLc2iSBJ7U13EVH111tb2uz2TnyffamAoChnj7vAR1qLLiGIoKrbvkrfqTNZKDLfFVYIgYLFZ543FKX5//NyfmBn34cQwy1aZqcYS4/UFfnPyBZ5bOEVcNTFkDVlIuL5HyamzZJWZbixjeQ6j0R6eyR1HIJipVrA8N5QHjd074w1FkokqBgFwIrUXWYTKUIqkdAiIiNia5237Q7uIEiOjd2M0Tb41/yWichzHt5GEhCbrGLKJLhl8Z+H30CWTilMkpiSQhERcTtHwarxbfoOIHKVgLxFXU+ESFQ7vFl9nonGZklNAahsRHU8+jClHuFa/wLX6RRZaM9TdCi/nv8v++DGSahpV0lCFxqA5xrfnv0xEiXEgfpweYwBJyCS1DBBg+S1qrk3D80it+U2qrq5TOwuJaqt7yLK0QQ2t85kik8olmG/liatRDElbsyQB3QNby4SaMQMztjOyb9NzGK/luV5b5uODR7fcLxeLtSckYcWIpsgYisIHdo8R0TQ0JbRvdnyPUCRovf+V5/sstMp8Z+70OpnmrB7nZHqUPjO1rfZ6QUDRqoe8HSGouS1s3yWumggEddfqDBIarsVyq7ru+6okb/A5MGSVgNCHYiWlDav52fBZXF37X5lYlO0ms16J+WaZzw0/gON7XKkurhss7Ev0ElV0inadK9VFvjZziiOpQdJalLhicH9mlEOpfgQCH5/RaBeq2JmS2rYDt9VmXhqSwVh0P5qkt2u1ZSJyqJT2B7O/hS4ZdOm9ZLT1mtACQVbPkTN6USWNkpPfdofstYPqlUIeXZE7JVGL9TqL9Rot1+W+3n7m6zXKVgtFSJStFo8PjaBKErIk4Xlep8676Tjkmw2KrSbdkSgHurrJNxtcLRbaddMKAcGG48c0bTV4C8gZMcp2kwvleabqRZKqyWgsS5cepeq0OFuaY7JeIKGGL9Yri9cZjmbojyRZatV4c3myvR4utQkU4cNRd22em71ISosQV/UOuWLNxQz1cfHDz3Y42Wp5Lm8sTTNbL7Mn2UVaNzEVFVWSQ7MHq8lz01eYa1TpjyZ4KDd01/MiQ7EkA9EEZxSVxUaNL187w4mufiQhaLoOk9US7+XnwzIUVafq2JseZ6ZWpubaWJ7bJrJ4VNtGJYvNGueLi0iEgSh0pIqS0o3OTDUIAiZrJeqOjeP7uIHPQqNK1Qk5HJO1Eu+2BzGKCNfwcmaMtG5uUBO7FXJGmpPp3RTtGq/nL3KhOs2Z8gSGrKJLKlI7cFfdJrKQyGpxDidHeCCzlz3xsD7W8TyuF4uoshyShQT0x+6+4UVcibA7NhC+B60SWT2B0u5cvMCjaFdveCa2f35N0unW+9gTO8yyNY8kBIYcQRYKspCJKUkOJk5Q90LjneHIHpJqhpiSJKJE2RM7jCxUJCHTrffTYwyG7PU2ITOhZjDkCKJd81t26shCIyDAlCPkjD5cv2vNGxf+ZcgmJ1KPkrcX21tWs0AKKn4QkNHS1FybxVaRlBpvu1Fp+PihFoTv4QUeMSVCQEDVbSALGV1SkUUosBPOtAJ0SUVp61tXnTqTjXlGIn2omtxWe1zFqcIUA5EUru9zrbbE/kQvDc9CFjJlu0HDtfHag+5j6QGansNSq9YhXlmew/5kL5okM17Lc6owxbXqMr1mgl4zSY8RXzdYEEIQ1TRMVd0wITjYsz3ZVcf3uFZbYKK+tE4Xw/IcWjso0Q0IaPkOb+avY/seRbtBWouQMxK4gYckBG/mr5PSIlyvLW3rmLqsMhTNMtcs8eLiJeKKgU/A8fQQ/ori5CbPdECA63tUnFa7zFhgyGpn5h8QcKowiSJJ2L6H5bvU2n1Jj5FgX6KXuGqE5yD0jEhpkR1zVLYduN3AwfJC9TNDNtaVQ8lCJqt1IQglTQ3J2HT9J3yATUw5StHaWnZxw7l9n7lalZemJnhyZDQ0Ya83eGtuBlmSOLOwwEgixbmlRcpWi/54gjdnZzje00dS38hqLTQb1B2Ht+Zm6YvF2ZVOc3Zpkblald2psPRhs+MbitLprAXQYyYo2Q2KdoOaE75ES60a3UacqUaJqXqRHiPBz+x5CM/3+auvf4lr1WXiatgmSQgSqsGnh4+tu3GuH67pfHzoCEPRNDFFx1TCUXivmeALo/fxB1NneKp3Hx8a2Pm6khf45K0GX5+4iOWdRVcUYqpOVAnlVpdaK2kkg4dyQ3x85OYaz7eDgViS+7oHmKlXOFdY4N+cfZ19qS5USaJst6g5NnFV54t7jvHV6+e4WNr8hXx1YZIrlTwlq0nTdam7NnP1Kp4fcL64SNWxeH1hElNRiSgaj/eNcCLbTy4SzlYD4PszV5mslajZNk3PoWy3WKhXO8efrpVJ6SamohBRND4wsJsHcoOYOwzciiSxNz5AzkiR1eJ8b/E0JSc0d1lha6uSQk5PklAjHEmO8kjXAe5P7+1UM2TMCKfm5yi0mjiehyxJ9MXid31glVCjJNTQ+3i8Ns+J1B4iSjs16raYbmyvg9wKGa17HSN7sTXbHhgITCnC/emQvKpIMhICn1AkSULwTO7T+ATU3XCAFlH0dnWIzK7ocTRJQZc1FCEREHCxMk1UcRmLHmRP7EhIOGsHEkWEZEgv8BGoHE0+girJnTS567vYvkXTq2MFLQYjY1yvFVlo5UlpcfwgYDTaR9O1qLkNGl7YpmjMxAk85pt5ANJanLSWYMEqtKtzbHqNLBHFoOG2mGkuMdWYp0tPkQg2qgD8/tRpPtx/mLpr8Zvjb/Jzux9hrlkiq8eYrBVYalWxfJelVo2EqlN2WryxPM6yVSeu6iy2qnxs4AjD0QzvFqd5pzBFwarzg/nLPNQ9SkaLrgvcK7gT0qPtO1yozNxxxkwSgqii88LCRQp2ncFImoPJfrqMGH7gszue46XFyxhyOPnYl+hFb78vWT26PqPYhiwkHu3azVuFcZ5fOI8iZDzfp88MB6gxxSCjr96HjBZFl2U0SSKtGURkje/OnSWhRoi10+oQTjK/NfteZ6CT0aM8kdsbZmD0GI917+HN/DjvFqc7g4MHMmOo2xILXsW2A7cf+HiBR0SOcuPoWhISRru8S5eNmwqoS0JGk/Qd30wB3NfXz8nePqKqxnSlwrVike5IhL54nABw/YCsGeWBvn6KzSZLjToxLSxjCtefw476UiHPXK3KcqNBxjSxPZ+rxQKf2LufLjOCIklMV8sbjr9+7UTQH0kyXS/h+wEZPYouq5wtzdFjJlhsVUMjETMk9AgBuxNdLLSq1NxwBKZLModSvRs63awR428d+wj/+cprzDXLPNw9yuO53RxKbSQzhXrkO3u54qrOT4wdwfF8zhXnmW/UKNstlpt1VEmmLxrnvq5+PjS8jxNd/WSNCGtTobIQKJK8YcYpCRGKsATrU2ZChC+KLNYbvnx+91GOZHr5+sQFvjdzlSvlPIoUqqV9cGgPHxrcx2O9I1yvFJmqlTY1ov/u9BXeWJyiZK1nJEtCsNSss9Ssr9suC8FQLNUJ3H4Q8Pvj57lQXMT21tdEK0Jislpiolpc99uTmsHRbO9tOZXJQiKjxfni8JP8xPATTNYXWbLCigfX99BljV4jzXCkG0NWN+gF6LLM8d4+KpbVbtHd4x2sxQqvwAs83ild4mR6L4asEQANt8Ury2d4KnfyrnFUhFhVxLJ8hyvVWQICBiNdRBUzTIFaZeJqhJyepOY0eWn5LC3P5lhqjD2xfipOg6/Nvsag2cWBxCB9ZhbLc2h6dls1UcL2HSpOA9sP2f0DZhYFmbJTZ7YRBtmRaI5oey2/5CxzvnKKd4qvMBrbx4A5ykLLZdkqMV6f5UJlnJ8Z/RjzrTzvli8TBD6Hk6FxSMWu4QYup4qXyOhJHus6xvOLb7IrOsCZ8jUeyR4hrka5WpsmpphM1Oc52v7ujZCFhOWHNdgpzeBieZ68VedoapCHsmNtxzabV5au8srydXbFugiAI6l+Pj9yH9dref7d5Rf5X458hKd695PWo0zVivylA+/v3O/b6Uu2QhAEtHyXd4vjdyyaJAuJbj3BXzv80Q1r0bKQ+Z8PfmTL764Q0jbDSKyLkVgXnxt+oLPtQuU6WT3Dh/qPrNv3l/Y9zbXaFJONaRzf5f+4/4tbtBX+/n1f2PKcj3bv4dHuze/xTrCDouQ2YeOPUKFJWlPi1B+L8/DAIG/PzxFVVdKmiakqXC0UmK6UmK5U+PS+A8xUK7y3uMBivUbRavHxPfuZqpTx1gh9RFSFJwaH+XfvvEV3JMLTo2P0RGMbjq8ra0QKgKFohi9PnOZkZpDD6T7qjs1/vPIKv3L4A0QVje/VLjHTKAGhmMi50hwndg2QUA1mKQNi0xGtKiRGomn+zsmPUXUs/umZ5/hK83QncAtER/5zO65QN0KTZI5mezmc7YFgJSQHBIGPaBu9I1YSiAEh+Wj1hflfH/wgv/rABzec988feog/d/ABwEdes2bz8ZGDfGz4AMEN91AREkcyPRzO9PDXTjy5fpVU0AnUf+/hZ/m7Dz277rsr+OdPfnpdDTtAEDggRDsQ3Di4WJ8Ck4Xgdz70p2/atcxPhZrNmVwCM2Zs2o7bgYzEWLSXsWjvtleIDUWhPx4npmnUHYfB2J0bFmyGpmcx3VjiOwtvcKEyyX8c/wa6pOEFPi3Paq8r3j18qv9nEAhmm3l+WDyLKim8vHyen9/1LJOVSRZbJWzP5XJtlj8z9sF2Da6NE7io7eyeG4T2iQFhhy4In7e3i1dIalH6pQxT9WVeyZ9nKNLNW4XL/PTI0yxZJQp2Fdf3eKd0jb+y71Os3Ims1sMTXR/i8a4PAbTfiICMnuREah+2HwZxL/AZjvSSVGPsiQ0RANfqMyxZRfJ2mZgSkpv8IOCRrmM4gYsmqRTtKhWnzjM9D1G0q6jS5oPBfjPFeC1PQjV4MDvGu8VpWr6LIav8/tQpLlYWUCWFvFVnNJohCCBnxOk240hCEFd1mq6zpZSz3w7ad6t3D9oZkXfLk3fpiD8afH3ueZ7OPUxa21gRNBYdZCw6+GPBufnxUhPZAposc6g7hx/4nfXtjGny8MAQx3pCze2EFpqzj6RSPDk8ih8EaIrCYDzBzxw9gef7aLJMRFX5/MHDeH6A6/voSkhc2J3J8pceeChc22l7BD88YGw4/loMRJLMN8tk9P0czwyy0Kww0yjTayTojyRZbFZ5Oz/NX3v9yyACDif7OJTsI6ltLWofBAELrSr/4N1vo0oyXuCTUA1OZFetEQXwYPcI3549z/fmLjIW7+IvH3xy29ezQ7hgte615c7QsK8Q0w+jSDE8v4UkFGyvSNOdIqodQJXS+EETP2i1A6OG7dZQ5ASe30QSKu6a/RUpAoGC61fwggZB4OAFDWLqoXXtIPCBBkHQRBIxwIJAEKARBHUkKYYXVNtkKIMg8AEbz68iCTPUGwaCwCcImoCHbZ9DlYeRpAR+UGvPKKoIZRiECUF7yUOo68rQKsU6i7NFJCHoHcogyTKeFfr26nq4b2GxQiobw/cDXMcDAoyIztSVRaJxnVgqgm7cXJN5g8LUNu9dvtngpakJlhoNUrrBl8sl/uojj4cCLNs8xnZgyBrD0R4+1vcoi60iD6YPEFXMNglJoVtPbZoBuV2sZBaiikFKi/F28QpD0W4isk7eqjLTLBBVdLr0BI7vktJipLQwlTkQCdOUGS1GUo3Qb6bp0kO2tCIppLToqh0pAZqk8FB2HwW7ghO4xNUIJbvGVGOJ4Ug3mqR2fll4n9YHNEXIzDaX+MHS28w0lnii+wSzjaVOej1UFPNZsgo4vruhKmItnyWpxsjpab468zzj9Vn2xDYaNgGMxDK8sTxOU4/wcNcY50qz6JLCe8VpnMDjwa5RjqUHeW7uAlUnzD6J9ir/ClZasXIt7DXrzC9PTJKLxeiJRdGVUDvf8/0Ol6LhOG3/91ByN6brVNtZn6RhoN7g7lZyGlytzWN5dyY3ndIiPJjdxcF4/1193tbC9V3mW8t8d+FlzleuUnFqvLz8DiktwU+PfAKAN/Lv8l75ErbvsDc+ygd7HgPgW/MvUrKrlJ0qFbfGgfguTpUu8NHe97EnPkLLs3ivdJEzlcvtZZUBHsocYzBy81LQW2HHymlVp8yr+ec3pMiCdrVlw61xofIuZbu06TFmWxM03NqOGikJgaGsb6osSZjt7Z1ZeDw0pEgbRkeRRJVlUjc8VAnd2CCAocoyGTMCa7bLNxz/xs42oRr8z4efYU+8m4RqoEoyv3r8o/RFEpiKxonMEP2RFJX2i5QzYqS0sPRnT7ybL4zdR4+xsRwjoRp8buRE5wWLqzo5YyXlHm775NBRilYdLwg65Lc7gec3abrTBARE1F2UrbdR2lZ3fjsYAlSst/EDi9CkXkOTM9Tsi+1ALvD8Bq5fCa+plMENqm3Bf4EfNAnwN5w7CJo0rRcBtU0yal9nQfi3EMhSFiFUEAZB0MKy38QP6khSAklEESIC+LSsN4lFPksQWAS4+EEVx51AEhECHGznLAIdWcqiKP3r2jFzfYnCQplapcnklQU++XNPICTB0mwJz/NJdcVRVIUzb1zj6MO7WZop4nsB3f0prp2fpV5pkZ8vsf/ECIO7cmjG3Ss9XIHleURUjeGESm8szky1sk6G9G4hJF2p9JlZnuw+wf7EMLqktQmp0raU324HKzmeslMno8VDNSs9QdVtUHYaqEIhqhjh2jRQsGtcrs5wKDmC3F4nnG4sE1UMBs0uCnaV2WaBaHkaBRnHd1mRMtba66ACcIKQFJjW4/iB3xFg2Qx7Y8P0GSH5dk9sCF3S6DEypLXEmmMKjqf24QU+++OjxJUIpqzzvu4TCAQHEmMYkoYsZJJqlLJTY298mF6zC22TWfdgNM0PFi6jujY5I05U0fECn5wRZ6JeYLZRpuZYVNY46G31NCRVE1NWmWmU+PVrr3MyM8RMpUKp1WKxVsNUVaKaRrnVwlRVemJRWq7LeLFEy3U7E6C6bZONREgZG/ufst3ganVhk7NvDt/3cV0/tCMmoNG08fwAz/Vp2Q7lShNjWMPQFVw37EMUJRwClSpNLNshnYwQjez8uZSEREqL82DmKKdLFziQ2MWhxB50aXXwPRIdoOLWmW8tUV9j81xzG6iSQkZLIgmJmtvgQHwXs61F4mqMqlPjemOG93eHFqOv5k8x1ZwjrkZJqrefLdtR4A7wqboV3ij8gI2PRZh6bnh1LlbPMNUY3/QYDa9Gw6tv+tlOcWNqZzCx6lS1ne+u+//VD7Y8/grC2Vs48n6mb/9q8JdkPjZ4OPS+BnojCXojm9dJ5sw4OXPjjQslXDWe7L35OsiB5M7t8W6GAA8vqNNyJxFINJyrqFKyPaNdTTc3nUn8oIkQOoqUwFAGaLlT7cAt4wcOQWCBJ2F7S/iBiyZn21Z8AtevsirC2j53YGM7V5AkkzAPIHVaFdYEyyhyL2HNsABcHHcKPyghS1kQCkLoCCRs9xIBDr5fxQ8aEPh43iySsh/fzwMKQbBMgIfC+tmN1bQpLtcoLVeoFusoqowkS9iWg9VycOxw9iCEYH4yz9SVBaJxk2xvksvvTmFGdRZnivSPduM63j0J3Cs8Ast1aTgOmixzZmmB3miMlGFuGODeCVa8ADJ6nJQa29Sq9G6j4VmU7Tp74wMEQeio1q0nUITEslVBk9SOK1+vmUGT1XWpy7FYbyf4QxhARyI9xFUTWQqD5FisB4FgKJIjphjMNPMEQdD+LlScBiktxlYWO91Gmq4gtW7pMK6uJ5QJIRiK9OIHfmcmDrA7Fvps9xrZzr4xxaRLT63b70b0GHGOZwYxJJWkZnI8M0gQwEg0S8luMt+soEsKu+JdGLJKn5kkrhoktVBOMyJrPNI9hiGHJM2hSJrDqf7Oso/lutRth6plhUzydpZxsVZHlSQc32O6XMb1fdKmSbnZouk46LK86XJf2a5zbQeBu1qzWFiqEACxiE6p2gjvYxDQaNlMz5WQZQldCyVHJSHQNBlNUyhXmli2S8TUbjtwR+UIBxK7iSgmI5F+jqXWi4P1GF0U7TKWb2/QwU+oMQxJx5ANHN9md2yEs5UrLFtFCnaZmeYC96cPIxBU3Tolu0rDbf5oArci1DYxDRZaM5vuE5VDwk/VKVF1SlseSxUqunJ3jEbWojtyczP0uwnH8bBth0hEZyUJtSK632jYRCIaQoQBPvADJFlqW5uKjkOWJN9bWdSdQBJqx+fW8QuoUhpVTiGQCfBYFdMQIFRkKYomd2Eog6hyCi9oIQkdKXDxfIEsIljeHLrcC4T2eaqUwPa2YiOHqXchxUOzCgChQGAhSWkUeRBJWrm/EpKUxPcKgEbg1wmog9BR5F58vwS0IGitsoflXjxvFlnuw/WmIXDDGfwaRBPhEsbiTInugTSKIoedRFtUo9WwIQg4/MAYrz13llK+RjwVQTdVKsU6nucTTZiomnLHhJytYLZ1CWaqFaYrFTRZ4Y3ZGU709KIryl0N3BAOxyfq8+yND22iOn730XBbVNw67+8+xuuFi9TcJgNmll4jw4r6/kp50uHkCH5b9GgFj3UdwvPD/5cliS4jyacHH1l3jqFoyGY/md4NwMXKDJqsciQ1xrulq1ScBgk1soEItRZCrKa7b4btmBFt51hJLcJnh092/v/Z/lW51d5tKDSm9Ag/u3v1OuxP9rI/uZquvRIpU7VsdEVGk2WW6nX2ZbOcX1yi4TgdyeGhZJKUaTJXrWJ5LkISG550PwgoOnWu17cfuPPFGm+fmURVFXaPdLG4XCUW1dE0lVbLpdG0GZ/KYzsuiiyhyBKqKmMaYbB2HA/Pu/N3rmNwxPaV+DRJRZc1NC9ktStCxg88Gl6Lqlsnb5V4afktAAxZDweed9jvb/st7zUHeSr38Ts6GbTn5UHIFFwZUa0l5vy4BLKbwfcCKuUG752e4r4Hx8JUZQC6rtBo2Lx3eooT942g6TKtpkOr6ZBMR2g1bWIxg2q1hRCCZCqCqu6sDOBeIaLuIqKOsX42LOgoYrVnwbrSQ1Tbg6EMdLaFfrj+mu+ttzdZucMCgakOww0vhBAqqjJE1Pw4QsisF/PoWKR09pekGFHzY7Tsl1HlMSQpgyTp6/ZTldHVE+iPAgGK0kfLehNVGUCWNmYsPM/HshyaTQtZlnEcl/xChcnLCyzPl2jWLTK5BJlcguW5EqmuON19aYyIxskn9nH65SvopkYkpmNG702YSxkmz+66c1bqdhEAl6vTPJk7QRAY9/z97I9kkSWZHy6fo8dIMRLNYbRn+pt1pJIQG9LaO62vP5IaYaqxxKniVbr1JKPRnj8W/dDdxCcOHuhUzQjC4Pvq1DQHc90MJBMkDYOHh1YzVN+5fIWGEHheQN12SBirz3vLs1m2Kky3WfrbgecFWJaLrimkkxHOX54jk4piaAqLSxVy2RjpZJTF5SrNlo3n+fh+wPRskQ8/dZhzl+aw7DtYT2+TYT3fww281UwJq9wIn6Dtjrlamrj69Y3PS0qNIyEYifbzF3f/dDhpC3wkISHd1KJpG80NtqknGaxhYd8uGq7Npcpi2y7tKFFFp+K0eG35OoqQeKR7FxHl3qfj7hQrqfIXvn+exfkyhXyN7lyCfft7efH5C4ztySFJEvsP9iOE4PKFOZaXKsQTJpqu0GrZ9PWnue+BMWT53sujbh833l/B+iC61txkddvm3934yVZ0rPCY7dnUlv3lDZyKDXaCm+93YyvWu6it3/cHf/AOvh9w7NG9vP7cWXYfHmBkXy+Kuppt6PDpgo3t9VwPIQSSJIWJiR+zzn+2UeBX3voPTDa21lD45X0f5ameIwxEQrUuP/D59Ynv8Ej2MP1mV6eW+15h5b6uGz7e4+v4R3HOH0fcLBTceD3WBvkbPz9XmuIPZ9/mS1OvbnqsnJ7k7xz7IifTY53vrfSp4bHC91SI9rRhDeN9ZQ08PLcIZUYl0WHF327d+coxf2vy61yujeP4LiORfn5h7PP4BPyX8a9yvT5FxQ3ln8eiA/zEwIf5Yf5t+oxuIrJJwS4T4DNk9vFO6RwPZY4TVUzeLp7l9cK7YfYlCPhE/wc4njpwR06T2/7mjemcqXqRgICYopNUTcpOk5pj4eGHRe+Kjhv4TNULJFWTtBYlouhhMbyQsTyXaPv/DVnF8T1sz/1jEbg912dhoczsVIFkOkImG4Mg4Pr1JRRVRpZlJAmaDYtGw2Z5qUI2GyeViVCrtZAlCVmWfgw7h83ac+PseKs2b/1bbvUrV5i7O8HOr51of2/rPQ7eN8r8VIH3Xr1MpifByN7e0Gmp/SXP96m2bOrWehU3RZLojkeRlfXKU38SEADX63O8W76KKpS2SEfYQf7qoT9zz3zpf5RXb6tzrk2534hw5rXK0P6TcLd38szeLEBONpZvOjjc6txrD9n5eyVoi9X3d+34YqUi5HYDdsurUncKRJQ0hhzn431P4fihJeeKII2E4HODz+L4Ln6bXBuSJCN8rPf9KG3BHr+tPa4KmaFIH7qsISF4Ovcwj2ZXlzmiitlRIbxd7DjkB0HAleoS47U8MVVnMJJClWS+O3sey3dJqAZ9kSQRWcPyXKquxevNcZ7pO0BGi3YkOleu/arc50Yfr7sFy3Mo2jWmGwVmGnmWrGpbhCH06iYIiWVRxSCtRenSE/SaKfrNDN2bsL4lOUxzP/L4XnRDRVEkAj/Asl0OHh4gFjMQgBnRcF2PTCaKGdHQNIWzZ6ZBCHzPx7ZcDPPuE5i2QtOzyVtVpht5FpollqwqVbeJ7bnt9FCAIslokkJCNYmrJkk1QkaL0R9J02ekOyIqoSCPi+tbaLKJ41udTtwPfBSh4QU2Qsi4vg0IVEnH9S0MObbJjP3W8AKfmtNisVVmtllgoVWi7DSouxaW77blJn1UKZSYjKkGCdUkrcXoNzOMxXJEZG3LYJPMxlF1lWxPAt3UUG/wKfb8gMVqjWvLBeYrNVJmKF1oux5/6oFjt3lX1iMIAtzAY6qeZ6ZZYMmqULRrlJ0GlhuKhsgiLMkyZY20FqXHSDEc7abXTBFTjK07MSF2nEaWEHyy/3GankUYsKGzzvwnIlyFSoW25+H4fsiWbsvrni8uoUoSR7O9IX/FD7B8F1WSqdgWS80aw/E0cVW7bUZ/y7Mp2XXmmyVmW0XKdoOa26Lp2bQ8G9f3cQMPWUihbG/7X1PWSKnRznua1mJ06XG69PhNSW73Cit9d9lucK22wGyjcFeOu9nv2M5vC6056zi+RYCPIukYUgyfgIo9hy7H0KQItt+g4i6gSBpCSJiyRlQxcQMLy6tieaDLMRJqbN2xV9bAbyQlrkBbQ+RUpDDI303c1lzdb4u+19wW0baB+GS9ELLzFJ2i1WTBr1K2mxiKyky9RM21Sahb1y9vhcVWmUuVWUrORia6Kes8nN1LVNE33MwgCKi5LSbqS0w38sw0Csw0C0w38iyvCdxe2xtZkxSiik6qHbh7jBQDkQxj0RyjsW76zHRHHlGSJGIxg9heo3OuMM+2eaq3q3s1+Pf1pUkmLeIJc1tx63J1jplGgZrb3PDZSLSbwUiWtLa12UQQBOTtGhP1JeaaBWYa4TVYaJVZtqqhYL/n4LQDt9oO3HHVJK6YJNTQPaffTDFodpEzEnQZCSKyQBINJKFSchaou2VUSUcRGgKJuJphsTVBjzFGw6vg+C1USUMWKsYm6ns3a3/NbXXavNAqMdcsMtssstgqUbab1D0rVMLyPbz2b9ClsGwo3gncacZiOQbMDH3tOt+ktv5l0nQFTY+Rym5+PYUATVGwPZ+aZZONRrAdh9lyta09fPszbS/waboWE/UlxmtLXKsvMttoB26nRtluYHkrgVtCk2SMNYF7KNrFUCRLv5mh30wzGMluUKoT0ClX2gn2xoe4Xp+l7oZljVHFYCzav2G/lmdzpjTFfKvEVksnw5FuRqLdG6793cZMo8CZ0iRO4G76uUDwQHYPWS3GYrNOzbaQhKBRdVhq1hlLZFhs1PACn6RuYMgq+WadgFDAqOK0KLQa9ETiYeDeJoIgoO5azDYLLFtV8laFhVaFhVaRuebKQLRFw7PD++17uIHfriYIiU+qJGFIGikt2nlPVyYcOSNBWouR1eNk9RhxxUSX797kIAjC9d2626LuWjTaYjw1t0XFaVCwarxbmqBgb13y2/JsXlm+xEyjcNcqGAfMLKOxHGltNZDONy9i+01koWAqSWJKN5pkUveKFOwpcsZuvMCl5ddoeBVq7jJd+i4sr0rDK9P0yniBw1DkODIhocwLPJpei/nWAqPR4ZC82ubxhBoB4bMQztrD4C4JCTfwcH0XL3DRJR1ZyKG/uwhLFDVJ3TbhEW4zcA9EkpwpzbDUqpFUTYajGWKqgSmr7Ip3UbFbFO0GJbtJNPBI6+FM2wt8bN+j5TnUHIuMHsH1fSzfpeU61F2bpBZZ1wFeqc7z7699j/Pl6Q3t6DVSDN/3c+yJrbIjV8gDFbvB+coM35o7xeniOIut8paqQQAt36FlO+TtGldrIRtSERIDZoaP9J/kie6D9JhJIrK+QdNXCLHtyePe/TsrvH9p8TzfnDvFRH0jG/vTgw/ysf77Ng3coT2kR8mu81bhGt+aO8XF8gzFTQZAa2H7LrbvUnNbzFFc95kuqRxKDnJ/dje7YyZZrUXOHOVa7RR1t4wmm+hSBEOK4mJzqfo6aa2XulukZC8iC5kecxc3ks02g9+eeZbtBperczy/cJbTpXHmmkVsf/PO+MbfUHVb7SASQiDYH+/n/uwuTqRH2Z8YIKlG0CRlWwFXlWWG00majkNEUxlKJ6m2LFzPvyO5yJZnU7TrTNSX+NbsKX6weI6Gt7UymRt4uJ5Hw7MprDyvyxeJKjpjsRwPZ/fxgd4j9BlpDFnrzMAlBOZtlHRN1Od4aeldlqwyAjqlS4cSo+v2qzotfmfyFV5YPLvlsT49+BCfHXrongfuM+VJ/tH5r1JzW5t+LiH4R/f9HMnMLiYqRSq2RbcZ5dWFSZaadbrNGCndoGA1OZtfIKpqXC0XSGqhLrrjeyjy9tOdYd/nUnGaXK8t8MOlC5wpTTLdyFPdoo3rvx+E5ElWCFiNdc82rA7MdsV7OJQY5lBykLFYNz1Giqx+e6VHju9h+Q5OO6Pl+B41t8Vss8h8s9geSJeYaRaYqi9jtdPMN0PFbfJfrr9wW+3ZCh/pO8EXhh/rBO6AgPHamwT4RJQ0US+D5dVJqX24vsX12msYcoyIksEPXEr2NC2vSpc+SsGepuzM4eNRsCbJGXswZQXR1gEo2EXeLr5Lr5Gj6tTaKpHhO9alh14XZaeC7TvIQkaTVCzfxvYtWp5FXImjSRpe4KJJGnZgk9HSHR2C7eC2AvdEvYAfBNScVsdFSWqve4VBN6w7HIymOJWfIqJoJFWTqtPiWm2Js6U5vMDnJ8z7WGpVuVpdYrFVpeU7fGzwCMYWsn83wvE9xmuL7G7XX64E7bxV5TfHf8hvT/5wnZ3cTuEGPhONZf71le/w9dl3+MLwozyRO0Cvkb4j8X3Ymgiyk86/5rQ27ZiCIMDyHabqy/ybq9/lxcXzt93OtbB8h3eK12l5NkEwwEBugB59lMXWJFltkKqbx/LrND2f+eY1VMmg5dUoO8u0/DpZrZ8eY/SW5wmC0G5vsr7Ef7r+As8vnL0ryygBAReqM1yozvC1mTc5mBjkF3Y/zZHUCFKHGHPz6y+E4EBPN+PLRb534RqmpnCkr2fHKeiV++8TcLo4wbfnTvHcwnu07kBpqu5anClNcb4c/r5f2f8JHu7aQ0TW28Qdibiys6yXT8DvTH2fnxx5huFILxAwUV/gNyef428f/vk/EelyTVbojijsTXYxXi2yL9XVLi0NsDyXQqvJ9UqR0USarBGhalvkWw1a7s0HkLCSVg1rwy9UZvmN8Zd4PX/5nvyOALB8l/PlGc6XZ/jSFHTrCR7r2s/fPPK52zrmbDPMXFyuzjHdyDNeX2K2Wdjgef3jBgEYSgJFqGT1ERShU/cKLFvjVN1FLK+G387G2H6Tmfq7PJD9IrLQqbt5Ks48uhQnpnTjB6seBn7gERDQZ+ZYsvK8XngTgURUiZBWUyTUGLqkc7F6hfnWIhCQUOPokk5aSyGAK/VrWJ6FKlRcXEYjw6TV1I76/tsK3IeSfeyKdYVGEyIkxf/ivic6F2wFAfBw1xgC0SYRmHxs4CgfHTjSIdqPRLP84t4n6LCKd9AOJ3C5Up3nmd6jgKDl2byav8R/HX+Rc6Wpu7piPtVY5v+6+HVeXDzPF0Ye48nczl251iIIAnwvWEe22Gldd8VtUnU2ptAXWiWem3+P/zb+4k1TVreLPfE+HsicYG98FICjyfcTEDDTvAgIBsy9bc5CeJf7zN3tb27vt50pT/HtuVN8ffZtGndZE3sFFafJ6/nLvF28xheGH+NnRt9HSott+/l7ZGyIk8P9aLJM3Li90i838Phnl77JS4vnmWsW7trv9AKfxVaZXz39G3xm6CE+Pfgg+xKh2EZSM9fVCmwHqqTSraUx2mnALj11Wyn3H1fc172a9v/MrsMdvYVeM8aRbJgh89vbVq7dalnrzZ8Y23f59txpvj1/mrcL1zrWwj8qJLUIY/HbF2t6ffkyX5t5k8vVuXvEQPrRwQ886l5hpbCrs92UEzzS/bNcKn8fTTLJ6GHJatGeRJUiRJU0K6JQqqQSU6LE5TiXqlcJAkFSS7SDdpyWb6FLOgk1hhe42O0MRN1tsD++hyu169i+jR/4NP0WMTXKWHRkxwPgHb99K4FlxX/0pizQIEBZQwRaVSLbrDBo5yN3x/cYry8REKYbvzz1Gt+df5crtfl78pC5gddZv2l5Fh/sPX7TmbfnerQaFo1KE7tl06g0yY1047QcPM8n8H2un5li3/27uP7eJCMHB+keym55vBtRdZpUb1j7vlqd57cnXubl5YuU7LujUHcjRqM5RqPdGwYZvcbudsZFWpMM3xlj/CvTr/PtudNcrMzes6C9goDwGfr96TeYbRb4iaFHOJYauemaYBAELNcbfPX0eSRJEFFVEobORw7v2/Yad0iccfmH577CK8uXKDuNe/I7PXy+OfcOJbvOh/qOcyw9SmILMs3NEFUMvr3wBt16qBa2ZJWI3WWyzR8l1t2zNUseqyVIQSdAr2xzfR/L87A8l7S+MYsRBAHzrRL/6vK3OVOaZNmq/MiDtgAGzAyPde2/5b5bISDAD+4VbfheQnA8/QlAIAsFgSAX7MHHJwg8DsSfRpNjSEImqqSRhcrJzE+gySZBACm1H4+ThEqOcqcLU4RCSk0SS0TZG+xqD+hC58Pw3zDdvS+2Fx+vPSkLhwqGZBBPx6FzPQMksWohuxPc9rD5dmRF7zYc32OqXXbwzdlTvLR0nvH6Eo7v3eKb7HjWsQLLd5huLPO7k68yHO1iV6x3y9nH/PVFigvlcP1TkvBcl8DzKS6UEJJEV38aq24RiZs4loPn3rrda7FCEIEVElqV35l8mTcKV8hb1Zuu6d8ueowkPUaS2A1Ew9B84vZL+fwg4Ftzp/j6zNtcqy10iFA7xYp7005Qc1ucKowjC4my0+B93QdvGrwrzRZxQ6NpO+Ea9w5d2mpui2/MvsNr+SuU7Po9uU8rqLsWp4rjKB3DGpOdPP0CGIv2oQiZRvue5PQUJ1N77yhNfqONpBACv11+Je1w2eFuYjss5objsNCsMlOvkNSMDYHb9T3mWyV+7er3eKtwlZJdv6Mlu9tFt55kJNpNzri1stqfNAghMOSN6/rrNSPC+yq33eU6Nr0CAhRUVu9rZ8opBDKhFLLG1sJAa+WB183uWa+DcLvv0B/rfJcX+Cy1KrxXnOC5+fe4Ul2g6a2vsVWFTFKLkFKjJLUIccXsMKcFAg8f2wvJWEtWhflmkZa3tf0dhOtIZ8qTfHvuNH9qOGRwbmZCbzVtSotlrJZN/+5eKvkGVtOmMFdCUmSS2Tj1cgPP8WhUmji2uyOSU921wllpewb3/YUzvLJ0iSWrsmn7FSFhyjoJ1SSmGqhCQZVCn+KVMiTLc6i6TSpOk6Znb5gljERzZPQY6k0813cK23e5Xlvk67Nvc7Eyi+XffJ1XQpDSovSaKZJqBFPW0CQVpc2idoOQANlwLapui5JdY7FVCUv/tkDJqfNW/hoAMcXgoezeLWfQphbavLactj+yaWw/aDstLlfn+NbcKZatyi331ySFpBqhx0yR0WKYstapAXUDD9t3aXo2BatG0a5RcZobrl/ernK6OI4beKTUtd7q24Egqcaou03KbWLjyjNzuwi8gHq1Rb3aJJlpEysDWJovIUkSPQNpXNdD11VaLRvf8/G8gMAPiMR0bMtB01UkWQqXmvwAx/HQDfWeTxb8IGC5Ved6pcBMvUJ/NEFAT+f+O75H3qrwnbnTvLB4dkdZI1lI4bupGBiyhi6paFLo1BW01bpcPyS5NdyQ31J1W1vO5Eei3eyK9XSyo7eDqGLQbSSoe9a2v1O2GzRusr8kBGk1inYX2e4pLbat5ZsVzYhQdnpVlEmSbswC34Lrso03foXfsFk/smoMdMvDbIo/1oE7IKDmNvntyVc4U55cF7QFEFdNeo0Ue+J97I33sSvWw2AkS1wxiCh6m6bvUnWazDSLvFsc55Xly8w08pSc+k2JQn4Q8JWp1zmRGuN4enRTlmyyK045X6Ux1SLbn2ZpOo/VtLEtB2G7VEt1bMuhUqhhtcIZd+AHCHl7d3OlFMPxPaYbef7r9R+wbG+caUdknZhqkFQj9BopRqLd9EfSxBUzdFpqz8YarkXZbjDVXGaivsRis0zFbWJ5Dk3PxvZd9if6O3aKdwOu71Gwqnx95i3ezF+5aSeniLB+NaPHOJAY4MHsHnbFcnTroaGCLqsQ0GbT11hoVZhqLHO5MsfbxWssNEs37ehKTp0381dxfI898V6y2uYmMP3JBBP5Evl6g4RhsDfXtS2yohf4TDfzPL9wlrPlqZvuKwlBTDHpM1LsS/TzUHY3+xODdBsJdEkJiUieQ8Vtkm9VOV+Z4WJlhuu1BWaaBSpOc93vnG+VyC9U6TfTO57fe4HPolWkYFdxfJdlq8xcs8Ce2MBtzRiadYuFcoG5qQKj+3pwbJdIzODCqUkkSaCoMo1qk67eJLVKC9tysFsuvh8wMJplYbZEIhXpmLg4lkO11GRkbw9I9zbTFxBQsppUHQtFktaJgQRBQNmpc6o4zn8bf7GTDbsZZCHQJDW0M1UjjMVy9JsZuvQ4SS1KXDFQZQW/XX3T8GyqTpOFZjFkcjfy1NwWlud0BnErcpz7Ev3siffd0e/tj2S4P7Ob4ba++3bwZv4q47VFvE2cACGsTjmeHqVbT+44cDVth4blYLnuumqOhBfHc8ByXHR1NawFQdDxhlh5Lnw/oFptouvh82NZDsmkiecFKIqE769mg3x/ddvqMSEIQslVTdu6IsX1fBzPw/cDIoYW9u1SKPPtuuFnEUPrXIJ7Qk5bSW35AUhiRenmj55RGgDfW3hv3TZB6LD1uaFH+MzgQ3Tp8S0NA1ShkNHiZLQ4R5PDfGH4MV5YPMe3507x8tKljlLOZmh4Nr8+/iKGrPFgdveG65Htz5DpS3e0FLsHsiBg+MCqt/auo8MA9O/eOYGk5TnU3RYLrRL/5sp3WGiVN1wHVZJ5f88hPjnwAHvifTuqpS9aNcbri5wuTvDi4nkuVGc4mhreNKDdDlbS+68uX+a3J1++aUARwFAkyxPdB/n4wH2MxnJb7qgJhZyRImekOJoaxu8LaHkOX5p6hd+ZeIW8Xd0yeJedBm8XrvGfrj3Prxz4BFKw/oVaGSk/MjbEw2ND4Qu+zd9bcZq8U7jOV6ffuOW+WS3Opwcf4umew+yOb15CGFF0IopOr5HicCp0nZprFnl1+RL/+drzzLdK666pE3hM7FTRCshqCUpOlaZnIwjdyXbKol+Lq+dnMBdVbNth8uoCS7MlPvzFh0hmYizOFPnOl94gv1hl39FBxvb34jo+tu2i6ypCEkxeWcBzfTRdpdWwWJwtUliq8Qt//SNEYvdWT10WEse6+jjWtTEg2r7LG/mr/KvL39qyDG0tBIKsnuBYapgP953koeyebZcmrsDyHCbqS1yqznGuPMWry5dYaJWJKQb7E/2MbfWebBMn02OcTI/t6Dv/4OzvMd1Y7ijP3Yi4YvL54UfXSZ7eCiuz15cuXOd7l69xdnKO2WK1U5p5PTVO44jKUwcljgyu9qWO41GrtQiCANMMRVZqtRbf+ta7HDjQTxDA5cvzfPKTJygU6vT0JGk0LDzPR9MUSqUGvb1JqtUWiiIjBFiWS6NhUatZ7N3bi65vHkabtsP0UpnFUo2HDwxTa1pEDA3bcZkv1lgq1njgwBBq2zRlJ9h24L62UOC7717m+TPXePrIbv7UE8dJRu6tbvHtQG7XXv/Nw5/jWHoEzw8otSzqjk3LdalbNge6u2m2LRH9IKBm2zRch0rL4nAuxwd7j3E4OcQD2fP8Xxf+8KZp81Olcd4oXKbLiLMrtkXwFTf8exdxoTLDv7/2PV5YPLdue1KNcDQ1zP+476MMRbtuy4Q+pUU5oY1xPD3Gz4w9yXh9kaFI111jFNu+y9v5a/z7q9+95SzwUwMP8anBBznQZkfvBAIwZZU/PfokT3Qf5D9ff54fLl6gsomoDYRr0F+eeo0nug9yPD3SMblYwUQhnG1fzxeYKVaQhMQvP/3oLdvxwsJZvr9w5pZLASORbv720S/cVpqz10jxqYEHebrnCH/jnf/ChcrMLevebwYfn3997atktQSHEmPsywwxHMmR1ZO3vT4nJAnf97FbDt29KUb39pLNJRBC4NguZkRj14F+mg2b/HyF3GAaIQkWZook0hGmry5x9KExiss1HNujbyjL7kMDRCL33gTlZvj2/Gm+PvP2hgH0ZujWE3xm8EHe33OEsVjutt5PCJdS9sb72BPv42P9J/ECn3PlKYp2g/2J/ts+7o8bAuDLb5zhn33rZfK1BkIINEWmJxHFcj2uLxZo2WGfvhbvvD2ObbsEQWgilEpFyHbFGOhPhwE3gMGBNEJIXL26wPlzs+R6EvT0JJEkiStXFnjppUssLVWJx3QSiQixuE6u/bzeTN89buokIgbj8wW+9spZDE3Fsl0URUKSBEEAz711mY8/uvMKpW33wMNdKT75wCEUWcbzfvREi+0gNK8f5adGH+dQchAJwWuz01iuiyxJqO1ZwnSlwveuXyWq6QzE43SZEeqO3RG0l4Sgx0jyVO4wFbvOf7j2/E0JT68uXyarbR6473VHMt0osHhDR7E33sfTPUf4aP9JuvREW2b25u1oWDaFWpOGZbO7N4skBAvlGrbrkYzoJEyDBDEWSnV8PyCqa2RjEYSAa4sF4nr4kBra9oP6G/krvLR0gby1dcmaIAzaf3rsiU79/E6v6drKh8FIlj8z9hQDZpbfnHhpy5mRF/j868vf5n87/pP0mul1a7q26zFRKNGwXeKGQczQsFwXTZa3bNtiq8w7xetcrGxuiRu2TxBTDf7Wkc91gvbt/FYJSKgmf/Pw5/hH57/CxcrsttK2m0FC4u8c/gUc32WqscjF6iTfnH+NolXl/zjxF7f0rL4Z9h0dZNeDPfiej6KGrFrNUEhmogzvyYUpxRWSYQCKKhMAo/t60QyFT//8E+i6gueH696h/pHY9hLTvcD12gKvLF285RIIwOHkIP/D3g+zO9ZLXDVuah96K6x9tgNAQeZAYrCjgrjBHMTz4ccoY7pd+H7Ar798mnKzxYH+HM8c3s2Hju3FUMJlo5plkY6YpCLrM4pd3XGuXF6gXrcwDJW5uTLPfugIiYRJPB7ua9kupVKd2ZkS2WyMWi2cXZumyuxMkWw2Rk8uie/7qKpMMmnS3Z3g/PnZm8bCYrXJ9FKJuXyVZFSn1rRQZRnLdpFlCUML+Qu246Hv0CVy272sqsjETZ2YoVGur+/sGpbNq5cmuTof2rj1pRPs6+8il4zxOy+/y5975iFeOHuNastiKJtkrCfDl155jz/7gQc3kALuBGOxHA9md3N0TUlPRNVYqNXRZImhZJKJUol8s0nFskJpTFmhLx5nqVHnWmFVWECRZLJ6jA/2HeeFxXNM1Je3JDfNNPJcqc2z1Kpsqm1+L7GiorWC4UgXH+47wRO5g/QYyW2RiBbKNWbyZZardbLxCCB4d2KOluPSsBxs1+PxA6P84Ow4luNiaipd8QjdiRgtx6HatFgs1zk63MtoLr1ujWkrNFyL06UJzpantsxoKEJmKJLl00MP0mum78pMX5Vk+s0Mj3TtpWTX+N0tHIwArtcXeac4zkOSuu6+9iRizJYrjGRSyJKE7Xoot0gdv1O8znQjj3WT2W9U0flI/0n2xPvQbyNor0C0zQAGI1k+NfAgv+u9wtny7ekaBAT8cPk9/CDUzBYI9sQGiKXM255xa4ZKNL4xW7di0rLVLEZra8erqfXPwdr9/6iC0Q8Wz3GttnjT7IYiJPrNDD+/62kOJAaItnk2O4HvB3iuR6Nm4TouVsshnoyg6Qqe56NqClbDxrE9nDaJL56KYDVtdFNj8vIC8VSEZCaKbv74GzrB/83ef4dJll7nneDv+hveR3pTmVnedldVews0XAMECIAEKVASSYmSVo7LWa200krUSCONpNlnntkd6pF2JZKiKBIaEoQhQML7brQ35X1WVVZ6H95cv3/ciKjMysxIU9mNhjQv0N1VN27cuOa73/nOOe95j9/sJVetMbGUx3ZcHhzs5sn9gwymE62UjeU4jRavq59/R0cMXVOwbAdZlqjXTCIRnT1DmVaOOxLR0TSZRx4dIRBQEEURVZWRZZFHH9tLMKAiNfpRCKKAqshousyhwz0bhskBgrrCnq4kyUgQTZWxHQdJFFudzBRJBIRth8lhF8hpdctmNlfitesTZGI+aenm7BJ2I7/x5s1J/tIzJ7k4MctisYJpO2RjYd66NcmvvO8UuxU/FoDDsT5OJPasIk91hcOYjo0simRDIWqWheW6HM12ENE0eqNRkoEAoiBQMgykFQsJRZQZDGV4PHOA+fprlDYo16o6JtPVZW6UZt51w70SmqjwRPYgj6T3MhBKb3lincuXWShW0BSZRCiAIMDo7BIdsQiSKJKrlFkuVRlfyCMI0BmPUDUsJpbyzBfKBDWV6VyR/nQcy3G2ZLjHKvPcLM2yYGwcVgzKKk9lD/khv12ckFVJZiCU4cnsIV5avMZMLbfufrWGpnJ/KO03b2h4KbGAzmAqQTygI4kiFdPcMOfbNCpvL99aExlZCVmQyOoxnus8RlBS79sACYKAIkicTo1wIT/OdC23YzEef0KUiUlhYkqIpBYlrcXu681td307jaj8JOB5HkWrxptLN9uOZQGBqBLk/Z1HeTi1F2WbuewmahWD5fkiRt3EdTxMw8J1fDnU5fki8VQYRZWpVQ0sw19EzE/nKOYqZLsTTNyap3dPhlBEZ53y8/ckXNcjX6lRt2w8YCAdZ2CF0QZfjng9hMM6odBagSRdv5uCan4+MrKi9wT+uIrFgmu2Nf/e09N+4aOrCrqq0JGIrGKYN3E/4/a+DXepZnBrfpmFYpm//7NPI4kin3vhbcYX8sSDOvFQgHylRtWwqJoWlUZbxERod0dNUNI4EutjX3R184OOcJhMyDfkApANNdSxhNVmLRkIcLqnd81kJCDwoe4T/GDuIhXb2NA7nDeKnM2N8WhmX+t77zZ6gyk+2v0g/dsw2gAVw0QUBQYzcRJhXyu+btmEdJWgplA1TUp1g5Cuoqsyfek4miwznStSqNSxXZdIQEOVpU0rjZoph9cXR5muLeNs4F3JgkhGi/IzPaca3eN2935GlAB7I108mt7Hlyde2/C031ga5bH0PvZFutEkxW+y4HpEdA3DcWAL3nbNMblSmCTXRhAnougMhzs5Fu9ve6x7J5DNkNIiHI73caeywPLy9gy3T7wT+Hj3E9v6zZ1gsVzZkMwEAroiEwu89zg1AKPlWcYqC23TEQFZZSjcwWcGHtux0QYoF2vcuTGL67jEUmFs0ya3WGRhpsDopSn6hjLsP95PvWpimTaF5TKzE8sUlisM7O2gXjPp6Ens9FJ/InA9b1Ur3aDmz0tbxW4sBO/dtpNj7ubbc9+Gu1I3WSpWW3lRgGwsTN2yWShU2NeV5vztaQQgpKlUDIObs0vs7VqrvHU/OJLopy+UJiSvXV2t9NY2+sWNbqwgCAyHO9kf7WnUBK8/+S7Wi5zPj7Umu3fbbosI/IWBx+kMxLfdoH0om+Ti+CxffPUSHfEQn3nsOAe6s4zOLjFfKKFIEk8fHOKV63dW6dEHVYWH9/bz+ugEuqoQ0lSC2ibhN8833q8t3WC2jQea0WKcSg7TG9q6ktx2EVF0PtX3CF+ZfKMty/xaaZrhiD8GAOZLZX7/tTPMFEpYjkM2EuafffR9wPov9KXCBMtmpW0deW8wxVPZgxsuUJoG27JdJFFgq6RuQRA4Fu9nvLLIm8s3t/alFXBd913Jh/7bH77CQqly1zMR7orpCAg8OtTPX3r4gXf0HLaLZm+E782eb1u3DDAc7uATvQ+17eS3FQRDGslMlPOv3WTvsT6unh2nOpmjWq6jB1UCIY09+7tYnC9w++oMluXQ0ZtkcH8X5UINM1fFcTx2rS3XLqOl4d9UF/P8MPhKw93cb2WKkEaYfL3IXHNM+ZVRra20tB2bHAmheai1VSROoxysWVHVOsd7VvyCsKJH+zt4j+/bcEeDGp2JCC9cuYXbkAacWi5SqhmcHOqhZlr88UvneXT/AJosMZ0r8tLVO/zsw4d31badTA6/owpBj6f3M11d3tBw112LuXqB8coiA9uoedwNiIJASovw/s5jOxJbyMZCPHtkmGcOD+EBkijw4FA3xwe78GX5fKGLv/LsaVauSZpD/8RgNwi+iMFWnumVwiRT1WXq94jlrERfKMWznUe2fS3bgSxIDIYyHIsPcKkwsWF+8kJunP5gumW4Z4slnt23h5lCiUKtTljTWlrW98LD482lUYw21yog0B1I8nB6b9vzXVwq863vXuTY0T56uuLU6xbJZIhSySAa0anVLao1E8OwqdUMDh3wo0/dgRTD4Q4Saqit138vTNPm1tUZDMPm4LE+NP2d6x3/6888iuO6XJ1b5LWxSZ4cGaAvEWeuVObS9ByZ8O5pB+wmHNflR/OXqdkbP9+oHOBQrJdnOg7d9++FYwEOPjDA/uP9iJJAR3firglqGCAESHfESDXbCQuCX3wsCK087XvUbgNQrpv86z/7ATfnl8lXahSqdSqG1eIf/dMvfIf/8YvfWfWdI72d/J0PPMpj+wbWHG9yucjFyVneuDXBxYl5JpbzGA1CWCIUYDCd4KkDe/jU6SONvPNq1Cybn/vf/xDTdvjEyUP8tWdOc35ilv/y47e5Nr1AoeanWNORIMf7u/krz5yiLxnbMHy/G9iS4TZth4vjs3zj7avcmFnCtG3mC2Xef2yEA71ZDvZmOdiT5R//12/ieZCKBHlgTzcHerOUagZnbk/xi08eJx0JkavUGJ1ZZG/X7npS+yJdxHegw7xVHIr1kdQutN3HdGyuFqfpD2XWGLDmysy9Jxwo7YCYcC+Cksb7skdRJZm6Y2PYNoIgoEkyJcsgJCstpTO/rapNSFYomAYpPYgkii0vuglBEPBP7a63de/LLtDQcV7B5t1slenhcTY31rYkShVlOvU4+yM9G+6zG/AZ2AIPp/dyszy7oeEery5yp7J4V9iiI02hZtCg57YqEdaDB1wpTmG2keHt0GP0BpOE5fahYMOwyGaihIIq5YrB7bEF7Gsufb1Jbo8tNJ6FiCTd04dbgKQaZl+km9e20ZlKkkRS2Sh/9kevUS3V0QIq6WyUgZH7qw1eD002sLqUx3YdTvR2IYsS6XCQKzPzFOo7k8B9J2F5DjfLcxTMatuS0UPxPo7E+luKd1vF/FKJ/9d/+A4PHR/gI88cJhLyy908PMTGOyesWCyvefdWTi3Nd1janjdYMyx+/wuv8NKbtzAtG1EU+M2/+zwjgxnULXBZdgLX87BsF02WyURCJEIBKnWLWwvLAHQnomtSrUPZBCF9bbTv1twyv/3D13np+h0My8awHWRJJBLQMCyL2XyJuUKZCxOzXJqc4zc+8gSp8FoxLcf1WCxVuTgxx1fevsJ/+P6rlGomIV1FlSXqls34YoG5QoVz4zP8j598Pwe6s4TXOafdwJbuvCQK9KZifOjEfp44aOJ6fo6vJxUlpCmgqXzwxD4Wi36j+WhAIxsLoysykijyDz/5LPu60uiKwlOH9jDUkSSk7ayj0noISCoZLXpf0n6bIavHSKhhNFHZ0OhYns1YZQ7uoSFU6yavnh/j3PVpaoaF67oENIW+zgSf+eD9h/+afbIFBF6fncRwbQQEDNtmsV5lXzxFsGGol+tVqrZFXyRGJhAmoQWQaL7X28/jbDcc5MGmtcUZLUpnIPGOPs8mBAQOxfpQRQVYv667ahssGSXm6nm69ARBRcFxPTqiYYKqsq6kITRCqZ7r6+d7G1+vr/8e35RhrOsKsWjAJ+vkq8wvlIhGdDoyUWzbYWomjyJLdHXEmJm9m4bwy8wC9IVS2zLcoiAQCGoM7e9ED6pIkrirVSAr0SQayaJI3bL52sVrpMJB8pU6U/kig6n3Xl7WdG1GS9ObNg8ZDncwFO7Y9rviOC5zi0WK5foq5a6tHmc3QrWKLPH4qWF6uxJMzuT43FfewLDsNSHi3URAVfiFR49hWP47Y9kuY4s5/tevv4DnwQeOjPDo3tVckLCu0Z+KrzlWKhKkKx7lQHeGjmiYfZ1pEuEgqixh2jZTuSJnxqZ58doYP74+xkcfOIDa27Fuxz/bcbgyPU/FNOhOxPjI0/t8Iy8IFKp1RmcX+crbVxhfzPPdS6NEAhr7u96Z6OsWDbdINhYmG9s4P7OvO8O+7rUnqcoSz5880Pr7SFeaka70Dk51Y8TVEEFZW1cvfLcQkFUSaoiIomMY6xtu23WYqi6v2V6rW7x8foyQrnJjfIFkLEjNsKibOxfGWAlVkv2JAZivlVu5l6JZ94VlTIP5WoWSaVC2TGzXRRZFBiKJRn7nXYTnMVZZwG7jgWb1GFk9+q6xhQdCGXRRadXC3gsXj4JVZbq6TJeeoGJa3JhfxPX8Ra0ur/8aeXhUbcNvJNJmpkvrUVLa5mp0waBGZ2cMTZURRYGe7jjxWJBYLIDtuNiO63vJqTDGPWMrJGt06tszfoIooOkKB472AR6O4xFch6G7m0iHgxzp6mC5WqNm2dQtm95EjD3p957htlyH25UF2jEyVVGmO5Ck46e00YcsiRzd38PIQIYro7N87iubq/7dD5rCKqf29La21S2bSFBrcR72dqZ5fN/glo4XC+o8urefkY4k2WiYvZ1pogGt1dRmtlgmEwlxYWKW+WKF0bkl+lPxdQ23B5TqBvlKnV9+8kE+fGw/IU1FFAXKdYPrsyluL+R4ZXScN25N8vjegZ+s4V4P9aqBrMrI8mpjaRkWgigibrA6ty0H27LRg7s3AXTosfsSMYCNa0dXGo+EGiahhlk0Suvua3suc/XCmtfYsh3GZ5b5d//o5/kPX3yZhw7347oeb17ZXKxhM4gIBCSV3qCfeugKRfymBB5UrABBRSGpBbhVyJHQA3SHIiiShOk49EViu1pmtRn8RiYus7VcW6JWSovsmqzqVpDRooRkDVmQsDY4r4pdZ7qW4ySwWKny0q1xksEAyWCA0AaEPMdzWTRKbRcpcHdctYMgCAQDKgMr2r4O77kbsk6nwiSTd6snUqnVxwtKGtltlCo2JY4VRSLT5RudSrGO8A553E30JWIkggHeGp9iuVrjUFeWrliExHuQUW67DhOVxbaFFAk1REqLrOmm99OHny7BlpU4PdS77nZRFOmOR3l0bz8D6QT58Rmmc0XKxsZ8hVhA51h/F59+6OiqSFtY19jbkeYDR/fy6s0J7izkKdaMbTWN2g52bLivvnGLnuEO0veUFkzemCUUDxJNhtGD2hqDuDyXZ/rmPMefuuuF38+FCfgT772G+277tuZem8P17HuDxQjC3VsUU4PElI37ENue386v+fsrWxY2vSTb8YUATNOmWL7/vF1AVsnoUQKybzye6B5sfbaydvBQqmPVtnfTYDfheC5LRonKJh2TklswZJthq2VTzWqCzkCcmXoey6quu1/JrjNZXfY5PsCRriz7OjJ0xyIbMsFt11+kbIa4GiS+TpOa7aJd9YQuKSS3sRiyLQfDsJFlidySv1C9en6CYFjn4ad23t95M5QNkyuzC3z57GUGU3Hev3+Y0YUlpnIFTg2sPwH/pGC5NuOV9trvg6Fsqz9As5RwpVZEMzrmKwI2trneqgfoNfZznLuZ9PXYy03WtP+ON1pX0lRJY+N9G8Q1Qbj7Pvy0Gun10JwLvEZFy1ofTaArHuH8+AxVw8Juo4bWnYjyxL7BdedPRZYY6UghADXLom7b2K77jpDUdmy4b567g23ZmIaFJIt09Kcxaib1mkE4HlrliV978zbgkeyMMz+xxPW3bpHtS+E6Lp0DaeRtyGSuhUBCDa3jcXuMV36A6RRI60eJKH2IgoTnuRhuEUUM4Xi+4ZQEHcer43oOS/XLhOROPDzqziI9oSdaR4wqQaJtDLfreeRMXxJ0ZbRBlkV6O+LYtoumKHzlhxcoVQyCu8DSVUSZSBtS07olbvf9qzuD32Vq4xKwJuJq6L47kM1U/V7JIWVrkZ2sHiMoqRQ3MNw122SitMQLo7c5OzmD63mcm5oFIBEM8KuPnlzzHcdzWTRLmyqWxZT2C8LdgC6ppLStL4aqFYPZyRz1msmZ128RTwSZmcjRP/TOVkxcnpnnzy9e4zfe9zj/3xdew3Zdrs0tIgrCe85wb2U89wRTLdLh1Fyev/VP/oh/9hsf4/C+Lu5MLvONH13ih69e5zd+9X089fAIN8YW+IMvv0YyHuQXP3YKPJ/d/+//4EdcvTnH4nKZUFDjxKFefv1XniUc1FpGuVq3eOnNm3zuK28wM18gFFDZtyfLk6dHeP7ZI6vIpTPzRV45c5s//fY5pudypBNhTh0d4MnTIzx0YvA9zTrfLizH4c5intdvTXJubJrbizmKtTpV01eFtGwX0/bFXTZ7V6MBjYF0fN3PREEgqN6Nvrmu1zZFdj/YscX08FiczjE/uUxxuczH//r7kWWJG2fuYNVt9JCKbMqcfeEKgiBw+bVRHv7QMSRJxDJt7lyZ5OKrN/j4X3+OVGcceZtarSsRlLR1vR7XM0moe6k5i1TsGQREytY0VXuOqDpISO5Ck6I4rsF09RUOJ38VUZBQ1uRVRwABAABJREFUpBDgUXeWVh0vIKqbEqZcz6Vs14ipwdY5xcMB/vqnHkNVJH7+A8cZm1rGcly6M/evsqYIEgFpfeO0LmEKf4EhrPDGd6L/vRM4nsvyFsqRgpJGUN4ZG9PzPHJmlW9MXuHR7CCHEut31roXESXQtv7dcC1qGDw02Mexns6WgE+7UJiLS9Fan/C2EgFRRRe3voibLhYxHYdkIEBU31oIWQAkQUKXlLbtapsIRwMM7lUx6ha9e9KomsLyQhH5HWISNyEKAkFFoTe+8t1o1yngJwPbdag6RtuSRvCjR035ZUWW6OtJMD61xL6hLDMLBfLFKpGQxvWxOZ58aISp2RwBTSGT8BdZrufxrR9d5umH9/LZj58mFNSYms3zhW+8zZe/eZZPfvgE0bDOcr7C2cuT/O7nX+LnPvIgvZ1xqnWTS9dn+Or3zmM7Lh9/7hiCAONTy/zwtRv88LXr/OwHjtHfk2QpX+bF10f5yvfOUarW+cAT22988V7EjdlF/uS1C7w6Os5ypYZlO/QkowykEwRVBVWWsR2XCxOzTOeLmx5PlkQC6jtPmt30PHb8TQ8yPUkkWcQyLGrlOvFM1PeeBRpep0ggrHP97TEUVUYLaDiOg6zKDB7u5c7VacyaiWM792W4VUlZd4XoejYVexZZDDQ87RyCIBKSOwEPTYoiIFK07mC7NQw7R9VeQBX9kGLdWcLzXJr5HVWSt6SXXXMtIp5H0+mWJJFE1PeoktEgiixRN+xGeaWH563MmSuI4tbzYZIgojcUvebLFeqWTTygN1iTDnXbombaZCNhPMBxHeq2zWSuyJ5Ugol8gY5ImEQwgCQIfh13G0OeL1S5eGmK8ckl6oZFNBLgmSf3k4iHNi1tc/Go2vVNJ2FNktFEpcHK9vjC2Dkcz2O2WkQUBPbHsnyw9wBfvXOBqm1iey49wRjHUj2Yjs03Jq7w+sIdckaV8UqOPeEU++PtS5iCktpqQrMeLNeh7pgEFJnFcgWzIbxSNU3Gl/OcGuhdE2J0PZ+c1g6qKCOLUltGueU4zJbKxHSNsKaxVK1RtUw/BCcIaJLUtsEJjfMSBZ8PsRXD3WSQy7KIIOi+RvN9Rca2Bk2RUSSJr1+6znypzNcuXKVkmOz5CbDKK7aBgN8+9V7YnkPNsTYdyxFFb80Ziiwx0J1kci6PbfuMcdf1ODDSya3xRTw8pucLBHSFVOJudCQS1nni1DBD/WlURaYzHeHMpXGu3Jzho5avdTA1l+f1c2OMDGR59MEhYmHd1+eWJOaXSvzotRv8zHNHAYGL16cZn15m/1CHv29Ep1q3WM5XOX91itfOjv3UG25foMXl869d4MfXxijV6vSl43zsgYP0JKIEVAVF8tvTFqp1livVLRlugfVFXt5t3IfHDdGUn8denMljmza1cp1auc7STJ5YKkK2L0UwrLMwtURHXxpFV3AqLpIs0dGXJpoM47rumtrmbV+EILE2ACwQVnpxPRNd8l96wwkhCiqyqOF6FgE5g+fZBOQUkqCDIBCSO1DEIB4QlFd3+1IEsVUP3Q5Wm1InURSJhQOUqwXGppfIJILY9gSeV8fDQhLTiOLwOtezwfEEoVUfOl8uY1gOxXodSRRbEpJ1y0aVZRYqFSRBIB0KMl0sMpROMl/yO4BVDBNdVUgGA0htcjKXrkwzO1/Esv2GE/W6xZlz4zz+yAjBTQiHnudhbMFoKKKELPodoSq2yavzYxxP9jBbK1K3bSKKxnS1wJXcHD2hGJbnMFUt4HoehxKd1B2r5QmvVERqB1VU2hpP13MxHP+5Vk2LiVwBWRQp1g2uzy9xcmCtXK4HjbK3jad3RZSQBHFDo1syDGZLZfL1GuP5PEc7O6maJgXDQJMrzBRLHOncWi93AWFbjVo8D0zDZvTqDLbtgOeRzEQZGN79Ou4mMuEQh7uzzJXKZCMhyoZJXzzG0E+AVX6nsogAHIyt1RNwPHdLY1mX1FYaT5Yl+roSXLg2jWXbLObKSJLAkX3dfP7P38J1PWYXioQCGqlEg2goCPR3xxkZzLSMuet59HcnOXt5stWdajlf5fLoDB3pKGcvT7SifbOLRcoVgxt3FnxnSvC4M7XM2OQS3R0xzly6S5CdnS+wlKuwuFzGbXZde4eNVDOU/E7k1eeKZV67OcF0rshwR5IPH9vHxx88SFhb3QtgtlDy5Zp/irBjwx1JhFA1BVmVCUYCSLJIablMrVxn0fWIZaLEs1EqxRp6QENWJGzL9zIj8ZBvJGNBFHXnur1NrFfSJAgCHYEH8Gh4zI09vFYmo7nNIyCnaR4hKG+cwxMFcUurLdt1/FKguokAqKq8hoh2c2KB1y7e4bHj/TjuDLY9iedVUJS9KMoQW89E3722mmlh2A4TuQJ12yKgKHRFIxi2zUyxyLmpWRLBAD2xKLbjElBkXNdjplhivlwmpKo8PNDX9tdee/MWpx4Y5MSxwwQDKotLZf7df/weD54Y2NRwAxuytleieZ8d16NiG9Rsi0eyA8RUnbxZoz+U4PzSFBFV5xMDR0GAl2Zv88OZUT7Qs58nO4epOzbPde/jeGprIi6yILbtXezitZjwUV2jUKszVyxj2PaGqmngbXq9ktDe254rl3lraoqBRJzXJyfpjEQwHYeyYVA2TCqmwQM93VuWsNxO9YXruCwvlnjh2xcp5au4rsvRU3voH9pdueKV6IyGeWJ4gLfHpwgqCvs70nTFIsTfIVZ5yapTd9ZfaL+5dAtNUtY13K7nbVotAKAIcuv5KrJIf3eSb714hUrVpFiqo6ky+4c6WC5UqdUtZuYLHDvQc9dwA90d8VWLaVEU0DSFeqPPtOd51Oom03MFFpcrjE0srZk+IiuIwoVSjfGpZWbmi1wZnV1zzl3ZWEsF852G7TiYjc5euqLgNqJsruu1POKdwANuzy9TrPq9FPZkkvzMAwfXlHm5rodpOSyV1+e2vFexY8P94b/8VOvPXYN3jd1f/IefaP25sFji3AtX+Ow/+Ble/9Z5iktleoY7+NBffhKApz/10E5/fssQEO/5u8DqUb31wdn04NrBg5Ygw9tXJhEEODTUyee+/uaqyW5msUixUgckNPUxPPdbuJ6KKMS2dU4r0R2LcnZyBquxcDAdh+5YhNfvTDGRL1I1LcKaymS+wESuwGS+wHi+wHA6iSKKzJUq6JvkMFVZIhrRCTfqeVOp0JZDqB7epmIVrafj+foBGT2CLIj85+uvU3dtjiQ6GYll+PbkVfrCcWRRJCSrqJLEkrF1Oc97IQli22freh5Owwh3xSKMZFPcXFhGl2WeHtmz7jc9jzaNM5q/2/5Z1yybkmlyureXQt0gV6tRtSymiiVmSiV+6cSxxv3aXH9agG2pdzmOS365whPvP8Tk2CJG3aKzO47rrlbL2000WeVfarDKP3RoL6MLS0y+Q6zyr0+fxXTtdRci53Pj7I92rfs91/PaljQ2Ia1QNlMUmaH+NNNzecYml1BkiUQ8RDSs05GOcGdyiYmZPI8+OEQ2FaFcMUAAXVs/FdiEBziOh64q/NzzD/KRZw6tez2K7EexbNultyvBh58+zDOPrJXZlSRxR60md4Ki4UesVEniQEeGimlSrNcpGyb9iTip0M5Jm3XbbmjdgybLa4y253mUDZM7S3muz7SvDniv4R1NWoViAT70l5/ih198jWRHnL59XaS64rv+O00P952G47lbMjy+EIxAJhECBOqmzdtXJvn0c8dXvVBWo02o5xUxrUtIUjeCGOBe5bWtoicWpSu6uuRHFAS6YnfFTJqG8XCXL9iyJ5VkdGGJYt3ggd71J6mVCIY0Xn3jFtdvzBGN6kzN5IiE9S2tjAWETQ1HkzzXvAMCYLg2f//Q++gKxpAFkZptsSeS4vzyFFbnMDmzhuHYZHX/2hVRwnBs7E2e1UrYntt2DImCgNwIM7vAsZ5On6TGxk/KN5Tt78tmozYTCjKQiPPbb7zBQqXKr506he26HO7I8sRgP9+6MUoqFCIdDCLvsoekajL7DveQX65gmjaLc8UN9Rl2C7vJKt/KjPDa4igjkU76gmslmAOiisT6z88vx9p8zJuO3QoHS6JAJhkmqKucuzyJpsn0NgR1Dgx38PLbtxAESESDhIOab7i3AAGIRnS6slHuTC2RToY3jAwKQDYdYXahwOxCgUzy/sou7xepYJCgUuT20jLX5xcJKDLZiN/BcaVa3HYhAMPZFIrkL1ZuLSzzjXPX+PjJu3rxt+aX+c7FUb74xsUNdTzeq3hHDbckS2R6kjz1ydNIkoSi3X9YfD34k+47D9d1cbdgDBRB8o1ijz8Z1AyLZ06P8PTJkdb1J6IBTKuZ/xSRxAwg4rkNDextonnc9aaSllcnrNA1XvHfwWTCD41tYUL+9CdOcntsgenZPJWqwfBQlmOH+4hENg9lbjXH2lwgiZ7AklkFBH732quICIRklcFIig/3HeSV+dv828sv+mIyoTi/OPwgAAPhJCXL4I9vnuHtxUlOZfp5YJOQueU5G7YYBd8jVxqLjutzCxi2Q38iRrKdR7DC2G8E23XaThrpUIjH+/s51d2NB8R0nWRAx8V/roOJBBFN23JYc7OF572QFYlkOkIkFsBpKLO9k3nP3WKVu56Hs4VQ9sPpER5M7mHPOo2BDNfacLyKW+S71Byz5Zk3u6wN9aU5f22K08cG6crGUBSJkcEsX/v+RbKpCJGwvq17LAgCg70pnnlkH3/w5df40jfPcuJQL5oqU66aLOcreK7HE6eHEQSBh48PUijVePGNUXo645w+5jfmWMpVKFdNdE1ubWvCa4SvwU+h7Jbm6UypxJ1cnqVKjaCmUDIMjvd0cWVugZq1OYegHfpSMZ7YP8gLV29zbWaB//c3f8yX3rxEPKSzWKyyXPHD4z2JKB86upf//MJbu3FJ7wreUcMtCAKyIiG/wzWqdcd8V1ZMpme3bRbRhC4pPgu9wZQXBIGnT44QCtwlRezrzxIL64CLZY+CION5NVyvxE497uZvbRfbIWacOXsHx/VIJsLEBwMkEiEuXJpkajpPf1+S4T1ZujrXl3cUBGHdtqv3wnBtTNfC8wRemRvjqc4hhiIpJFFktLjI5fwsn95znI/3H8F0fYMbV3X6Qj6BKSDLfGboBJbrEFG0lifeDjXbbIXC14MkiAQkv0QtpKm8PT5GrlIjEwmhyTJ7s2s9NgHQRLnxp/XHp+Ha2J7Tal95L2RRRFIUAspdTfSV/b+1DeRW14OH15Y4ueb8G2NJkgWkHZbnbRe7xSpvqvRthscy++jU44SVtQvPR9N7N0w/SIhbWoTWXWv1YkmAgd4UP3jlGuGQRjYVRZEl9vSmmJrN89RDI4SC27/X6USYhx/Yw3K+ytnLE5y5NIEoCEiSSDikc/JIX2tW2dOX4qmHRlBkibcujvPWhfFGBYFEVybKsQN3F7kvvH6Dy6OzzC+UWC74GhV/8OXXScZDZJJhjh3o4fFTw9s+3yZius6Jni4M20aRRGzXpSMSRpZEksGdq80JgoAiSXz69GE6Y2HeHpvm1vwyo3OLKJKEpsj0JKIc6e3kgQF/Ufz7L7694997t/HO13e8C6g55rsSKjccu21XK/C9yoCkIiBQrhoNr9onh+SKqwkQXemo/w1BRRB04F7ltq3CV1Uy6yay4iu0ea7XYpw2IckSNBSYZEXCMmzUgNLyBLaCV9+8RSYVoa83iSyL7B3p4NyFCaKRAHcm/LzdRoZbFAQiSqCNGfNhOBaGY6GISqsZidCQcVVEiagaQBSEDYlnEgIn0+1Jdvei4hhYbRZliii1Fh1RXUeRJGqWRa5aI6isX9cpCsK6pUQrYbtOw9t3N0wjbNQrfrvwYNPx+5PGbrDKmxGbrUTH+oJJ9MaCzPFcimaVol33td0D8cbCay1kUWy85+3Hcs02VpHYBEHg5JF+HMdl/1AHsYiOIkv0diV45pG9nDw6QCruh68DusqTp0fYuyfbcgLAz1Xv25PF8zwCDRGngK7Q353gQ08f4pW3b7Kw7BtZXZPJJMN0d8RaYygaCXBwpIuArvLWxXHmF0uIokA4qNHTEacjHVmlqCYKAooqkUmFef7Zw4A/tkXx/vUfQqpKKOnf/5VKjwH17vlKokAqHORnTx7C9Tx6klFs121bttrE4Z4OAqpKXyrOzbklCtU6rucRC+oMphPs78owlE2yWKrwsycP8cBAN/Hg6kWcJAp88OhelstVDvVs3PFLFATiQb11noOZxH1LcW+E/wYMt0fZNtoq1NiO22D+gnwf8nM1x9y0BlYRJXRJRRBgeqHA/HKpQR5xcV0PWZZa5W/hoMbJg30o8gEcewIPGUGMsH7Ae2O4rkclX6WYKxMI6ciKhGM71CoGju0badt20HQVz3UxaiaRZBizbpLqSmyrhn52roCmKYxPLnP52gwnjvaxtFzmL/z8w/zox9eYnslv+F1JEEluQcq06hhUHZOsHOREsoc/GH2D6WoRy3XI6GGe7BhaFWFp9/K29luR418PJava1hvVRKWlbqZKEsd6OrEdf0JWN/B6RUQim2hUe3iNhYq9Rvd/N+F5PjGwtoUSpp8kOqJhHhvq59zkDIoo0hkN05+M0xndulyr1YjYbCeBZro2BbPKteI0M7U8aT3CnlCWrB5bt3mRLEgEJb+xUbsFX9GqruqEJwoCT5we5onTq73UbCrCP/pbH161LR4N8Nd+8XGcZoi68V9NlXnqoREefmAQSRRbpVuyJDHcn2agJ4kiS41Aj4fr0VrEN+ubdU3m0N4uju7vXqXw1TTIruuxXKxy+tgAj58cQkBopdP8Xb1tLfi3gpUL1JVHVSSJwXSCf/HzH8R2XXL1Gou1ChFVIygrre+uB1EUGelIMdLRvo10TzLGv/j5D657Tpos8/eef3LT85clka5EZN3j7DZ+6g23BywZpQ1X157nsVAoU6mbBDSFntTOu/SUrBqlNkpYkiASV0Mt9vmF0RnOXZvCdl2W8hWK5Rq9HQm/TZ/nMdKf5uTBPjyvjIeNIIYRhe2rqRlVgzM/vISsypg1k0A4gG3bLE7nWJhapnMgw+LUsu9lmza1isHgoV5Gjg2Q7Ihv6+XbN9LJ44+MIAjw2hu3qBs2coOwpGly23I5WRDJajH/99ostApmlYJZpTeYYm8sw/908nlgdSMY23VB8I/ZLk3SJLuJrA5Yr9RsBn8MtTNqvta3v+iQRIFYQPfPAVaFrleiNR5o75WVrDplq7alNMJO4Xgudcdq2051M2xV//1+sFypcmZihm9fuUHNvPs8HtnTz19+5IEtHaNqG5sK39yL8coi35+9xOXiNPsjnby6dJMuPc7D6WGezB5Ys38zZZFUw8zVCxsed6K6RMm+v54Ey8UKnguhgO/pGaZNOKRxdWyeZDREOt4QdTJt6qbF7GKJkb40AgKGZVMzTBZyFQ7t6cD1PCbn8ximTTIaIpMIsVSsYpg2jusSCqgkI0HypSr/9Vtv8ejRQfb2Z9AUmVLVIJsIU637qUldVVDuQzhrJ8gZNb52+xo5o8bpjh4e6x74iUk4/yTxU2+4gUa3qfUN99lb00wsFBAFGMgm7stwL5tlls3yhp/LgkRf4O7K7pPPHuOTzx5lIV/ht/7rC/zWP/g0siTiAWeuTvLjs7cAEIQwrltGoI4rrt95rB1kVaZ7pIM3vnWBREeMhek8iiqT7o4jKzKJbBRZlvw2jQEVRVOw6iZ7Twxsu9uTJAp8+atvN4T4Pf7l//LngMflK9NMzeRJt2GpCvih8qwWZd4obkiUWjSKLBlrVYwsz8FwbOq2jeO5vLk4waMdg+D5E2lAUihadSKKRs22USWRhXqZsdIyR5PdxJUAnuCTuqQVr7uLx0wtR9XZeIKNKAH6Qn472rJh8sadSSqGyUK5StU0+YcfenrNd2RRpDeQ3PCYTeTMMjmzQkcgvum+O0XVMVlY555uB7ble5bKO6igdnV2ga9fvMbfevoRXyijsX07MpN5q0JuA835jTBXLzBeXeJ/ffCziPjtI3/v5guMlubWNdzg9wnoD2baGu5b5TmK5s5rhD0Pvv3KNSqGSX9nAk2RqNZNTh/0w+1//J23+eAj++nvSHB9fIEXzt7kmQd9b34xX+birRlGJxd59MgAgiBQLFWpGxbX7swzMZ/nb//cE3z5h+cZ6ExwZzZHNhHm/af3YdkOpWodSRKRBJGZxSLnR6d54vgQ33ntGk+cGCKblFB4dw13TNXpDIWxPYeyZf53abThvxHDPW8UqDkmjueuySns7clQrNSZWMjjuh5H92xe8rQRFo3ihi09wZ+ou0PJ1mDyy2YEPM9jqVBBlPwwlAcYls1S3n+hPa+K48wiSZ0IgoJfcLT1cLmsyAwM9dDRm0ZSJJ/1ic8Idl0XURJxnaa3BM1AlLCDHNVnfu4hCoUqeBAO64BHvlDl/IVJ9o90smdw417rzUjEcKSTnFnZ0HDP1gvMrjMZLhtVruRmuVPJ8UvDpxAEeGnuFlk9guna3CotsVgv8/H+o/xw5gYRRUOTFOqOjbE4TkTROZLoIixrq2Jx45VFKrbRllUekQOt1qnxgM779g/jeR5X5xY5Nzmzbs5NEiQ6A3FkQcL0NvZ0/XFVBLYmFrMT1GyD+Ubnuq3AsR1Mw8Y07p73jSvTaJrM0VN71v2OIPjvQLsIg+nabdNamiLTEQ2zJ5XwozfNgogtnzksGWVyxsYL7HZozh9bUdxTBIk94QxvLo9ueL3Lhr/Yr9jGjiMqsiySUAJMzuUJBVT2dCe5ObXEzGKRQrmGZfvvkapIHB3u4shwN1pjcZWIBDg63MXh4S4EAe7M5pldKjKzVKRS93XWHcfl+N4ewgEN23F9bzwWJhYO0N+RIBxUkaQoHvDi2VvkyjXCQQ31HdatXw9V26RsGVQsC9N1/pvqYrYdbPvOu57H1y9f53hPJ5lQqCXY4Xkey9Ua8cDWanp3E5brMFfLk9Gia3KKpUody3aomzamtXOBjiWjRM6stG0qoAgyA8G7Kmyt7bLEQFeC//Snr5KOh6nUDHLFWqvJiCAEEEX/zx72mu9vBkEQUFQZJSmv2X4v7jfcGY8GWiE7RZEBj0hYR0QgGNSIRnVcx8WoWeghdc3vCMD+aDfncneob0CUmqvlmavncVwHaUV+ca5aYrJaoGIZLBsV5molIopGTPXD1oqYozMQ5UZxgaJlIIsijudhuS4pLcTt0hJHEl2rwvkecK043TaELAkiMTXYqvUtGQZnxmeo2353oc7o+nWzAr6UakcgxnQtt+FCZa5eYL5+f97wZijbdaarm7cYbWJxvsTolelVxmvsxhzZ7jhHN/iOgNAiem0Ew7HasvcBinWDP37rPNlIuKX33x2Lcrh7a9KuS0ap7QJ7PUTkADE1yB/e/jHdeoLZuj/ORiIbN6lRRJmhcAftqgZcPMYqC4xXFtdVYNsKFFkipKvM58oEdYVsIsL50elGeNtrvdOiIBDQFPQVapSSJKJrCnojYrFUqFCqGli2S3M4engENAVNlfFMv0tWU2Dn2p15Du7pIB4JEAvpzOdKdKWiqLL0E9Hsdj2PoKwS13RC71Klw3sRO1oy3ctydT0Pw7I5Nz3DIwP9BNV313ADjFcXGQxn1xhuURTIxMOIorg1RYYNMFFdJN/GSwSfmDYYyq4xuwFN4dFjezh3fYqlfAXTsolHAuwfbGo+N/t+O3iexf3Uce/Wfu2+v1opzZdfzKbCFJcrzOcqCAKYdYuR4/3rHYGD0V5USYYNbGXJrjFfL7BolFaFj4OySm8ojhf01eX6QnHiWpCOQATX8+VFVVGmaNYbnrWKKAgYjoMuyYRlDeUe2VoPj0uFcYw2hjuqBMho0RWtNwWf6GXZhFSFvkR8fcMtCIgI9IcyLNQ3Tg3M1wvM1fPYrrMuEWo3ULLrTFSXNt+xhQYRakXr2VgyRCS6MdlOQCAgtp9Mq3Z79n5IVcmEg8yVyrCiRC6sbW2S9vD8hdAW2seuRFaPcjw+wLXiNLbrUrENBkIZRiIbLxYUUWIk0oUkiG1V1EZLM9wsz3Ig1r2p8uK9EAQY7E4S1FRkWSQc1EjHQ3Slorieh6pIpOMhVEUmEQ2ia3efVzCgko6FWKljkkmECAVUEtEglmWDIHBgoKN1HMt2Wob/wGAHiiy2+oVLoohlO+wfyKxiua855xX/fifgeh6GY1Ox23dmWw+e5zFenWLBWKIr0EFGS6FuozPfvag7BrIgr3lv71QmCcshIkoIdZN3YifYluF2XJeSYXK8u4NUKIgi+Y0sapbNeC7P967foi8eIxsOoysysihSqBvYjuM37VAVRATqti8xaDlOi6WoyTJRfefknNHSDMfiA3QFVpeNdCQipBqdue6HUX6tOE2+TUvKprcxGF7bgCGoqzx9cpiB7iTzS0XikQCZRIR4YxL0qOF5VsO7+elS8GmiVq5z+9IkS7P5hrqWyPCx/jXhRt/j7iEs6+SM8rrMX8dzWagXuVqcXmW4R2IZRmKZ1pTwgZ7VuceUFrpbAS/cbbtZdyyu5Oc4lOj0FwwNeJ6H6dpcyI9jtiGmdQeS9ASTSKKE53mEVZVDXVnKdRNR8IlqLdLbPd8VgH2RLs63iTAsmWVm6nlKVo3ENnpmbxWu55I3y4yV57f8nWQ6womHAwRDGq7r4dgOA8MdbaVOt1L+ljPLGI61Yd16RyTME8ODa7Znwlvrz244FtO15bZ55/XQGYgTV0NktQi3KwscS/QzFM6SaNMXXhFl9oSzhGSdolXdsCT1VnmOG8Vp6p1HNmzBuxEEQeDkAb+08eCeu4uIh48MNDow3k3PNCNhTSSjQZLR1RoaJ/b1tqpaxEZk9P2n9wGwp3s18/oDD+3HdhxEQcR2XEzLJhYKsK8/21YStdmJbmNsLn28EUQETMchV68Dwobv3ca/7HGjfIsfLbzKM5nHCCeDOzLcnufh4jJfXyShxoiIq9/bG6VbdAU6UUTlJ2+4y4bJl85f4vNnLvCbH3qWo12deJ7HlbkF/o+3z3F9fomaZfFATzcP9HbRFY3we6+9zUyxRM2y+MD+ETRZ5s2JKcKayq2lZdKhEHXL4nhPJ3/hweM7vpAzuTGezB7iwDr9ke/HYDfDUG8t3Wy7ig9IKl2BxJqFQ/MYrutRqRqIokAyFiQc0jBMG73hvUpSByAjCj9ZCcKdIpGJEk2EqFcMRKmZJ1wLQRDI6FEORHsoWbUNyX5TtWVeXrzKU9mDre9t9nKut48gCARklQfXqeu2PIc7lQWuF6fblg7ti3SzN9Ld+vtCucKfvHWRiK7huC4V0+TXn32stWC45ww4nhjkz6bepLSBU+96LrO1HGfyY7yv48gmV7l9lO06M7Uc49WFLX9HUeVWmWCpUGN+OkciHSYc3Xh8ioJASNZpFzqeqC5StGsbSqtnIiEyka0Z6fVwrTjDdDW3aZ/se9GsW27OHW6jDnzjBjL+9eqSyonEIK8tXd+wVLRgVRktz3I+N85DqRFgdyJfO9WLF7eRymzOnYv5KhPzOd53agR5E/U8TVRQRZnaBs/AxW8etBNosszJjh5SgSBL9ar/zGDVYGrO2W5Dp/yufLKAKIg81/EUk9VZQrK/qPHw8P/vrVoIrG5Mtfo4AAWrxCtLb/FA4gghObhq/2c7HqfRm7B1Tt6KYzWjEjtNN2zLcEd1jb986gTX5xdbnktU1zjR04kiifz55Wv87ccfJhkKslytcnl2nrpt829+5oPMFMv82cUr3Fxapisa5cMH9vLvXnyVnz16kBdvjmFYmyuStcNkdYnLhUkGQ1n6QxsTpHaCi4VxrpamKbYpBevUY5xKDq37WaFc5/PfPsPF0Rk8PD77kVO43iLfe+0av/nXPgSAbU8hCCqS9M61THwnUSrUqFYMBEmgoz/JwVPDbZfB7+s4wkwtt6HhXjCKvLZ4g+ulafatMJq7iaJZ5Q9u/6iteE9QUjka7+PAinMwbJvjvV0MZ5KUDYOL0/Mbat0JwIOJIeJqqC0h705lgW9Pn31HDPe53Bjncne2LxvqeuSXKvzp515mz75O3n51lI7uBM8+v/4CWxYkBoKptuS0qmMyUVlitpajO7g54367+NbMmW0tUJq4VZ7nB3OXuJCfZF+kkxfnr9ETSPBweoQnsvs3/J6AwEe7H+RifrytxsOl/AS/e/O7HIz1EJF3rgj2k0ImESaT2JpToUsKAUmlsAGz3/Fc5uuFHelDLtdrGLZNQFZIB0LrHsNwDc7nr/DK0tsookzFrtIX7OaZ7GN06ut3f3Rx+e1bf4jp2FSdGoOhPp7NPkZGS/EHY1+gZFcwXZOeQBcnE8eQBImvTn+Lqdosd6qTDIb6OBAZ4UhsP9+c+QEvLb7BU9lHOJ04QVKL4wEvLb7B2/kLWK5FWk1yIDrMI6mT27wDPrZluJsF98JKtqfQWIM0vJ1mmKRqWowt57kwPcu/+d6LOK6LIvoydqIgENE0FFn2/3sfHvFKvLp4nZQa3lXD7eLxubEX2xptgM5AgkfS+9b9zLRsrtye4x//2gf5d3/8YmOV5a2a3SSpA0F473jcNcfgO7Ovo4gyH+l6dNP99YCCbdqU81XK0cCmZWanUsO8vjTKWGWB4gYveN6q8Nuj3+PfnPgsEtKuMkiXjRJncrd5eeFaW4P2dMdhBkLZVTmsoKpwZznH9Xm/x7HpuPz+K2/x0GAfe7OpNTKkiihxKjlMxTaYqa1PECtZNa6Vpnlp/iqPZfbv2rVWHZM3lm5yLje27e86jktuqcS+wz0cPTnIhbfHkGSppVl+L1RRZl9080XWxfwd+kPpXTXcnudxtTjFm0s3t01MA3+hOFld5h8f+QRqQ7HvTyfeZKyywBO0M9xwMjVEbzBFxalvaLwN12KsssB/uPEd/ocDH0PindV8321s51yDstaSB14PhmNztTjFTqSdM4EQk+UCU+UiEVXbsPbGwyeV/kz3BzBckzuVSV5aeJ1P93103f1FRP5C3yfx8LhTnWLeWOJKaZSUluB6+TZ/of9nyWppApKG1kh3PJ15lDP5izwQP8JweABV9BUzn84+yqyxQEgK4uHhei5lu8JLi6/zC/0fJ65EkQTpvnLru8LnFwT/Jpn2XW9ClSQSQZ10OMgH948gCr7C1EQuz7X5JURBaHTY2R05R4CJyiJvLt9iT7iDU6md6+c2UXNM3l6+zYVc+xxoWouyJ5ylZ4OJyPPAtB3S8VCjHMzD8/yir+YOgqDjeRVcr8J2y8HeCbieR8mubnlwVct1ZNU3bsvzmzOkg5LGicQg07VlXlm8vu4+pmNzKT/ON2fO8mzHkUYY9v5RsQ0uFib4s6k3NwznAeiizBOZA3QHE6smrqiu89hQP5bjrpp6OqLhNWIsze89nNrbUOVa33C7eOTMMl+efI3D8T6iSmBL3ac2QjOK8IPZC1wuTFK02y8814MkiWQ6Y4zfnOfs677mQDob3bA7WFNwJqVFfFGkDZZEN8qzXMyP80ByDxlt+4JD98LxXIpWjc+Pv8xiG32AzY5hey4Z/e75SILQlkjXRFDSeCJ7gKJd5fYGPAIPf9y9vHiV3vEUH+46QUwN3tczfq8ioYZJqGFuV9a/F6ZrcTE/TtmuE5b1bd0DRRQZiibpCIZRxY0X8wIQUULElAiiIDJfX+SGcXv9g3pguCZv5M6hCDLLZp6aWyehxBAReTR1ktHybSaq0/QGOtkfGUYRFUJyEE1UCctBIspdh6u5vXldjueSt4rokkZciRFXo9smKd6LLRtux3WpWhY3FpZYqlS5Mb+IJAj0xWPEAzqxgE7FNDkzOc1gMoGuyPQn4nRFI7iei+cJqJK0raYI20XFMbhWnOK7s+dJaxEGQpkdr2qrtsFYZYFvTp9h2Sy19cpGIp0ciPZsaFhkSaQ7E+XVC2MsF6pcuTVLJKjTmWrKODZL6izw7k+S8nLxNp16Ctt1GK/OMRTupu4YSIJE2a5Rcwwcz8HzYG+kl4CkMV6do2xX0USVumOSUCNElLt5Rsu1mazN43oe/cEOlHX0mz3PI9Xhq6JZxubqXIIgcDDWy3Qtx7Xi9LohcxePnFXhG9NnSKhhDsV6iSuh+/JUKnad87k7vDh/hfP58bb7Ho0PsD/SQ3RFaFMQBHRFZm92e1GdfdFuBkIZbpXnNgwhGo7N2dwYL8xf5snsQaJKcEdax82F4cX8ON+fu8BEdXFHxkySRKKxILFkiLnpPJ09cVLZ6MaTpSCgSQpD4Q6KVm1DXfRlo8zlwiSvLd7guc5jaOLOuwbarkPOLPPC/BVeXdw4z7wZmuHd1xZHiSshClYVw7Xp0NsLNq1cmF0vTjNfL2yYv3U8l5lanm/OnCEkaxyND9Cpxwm8A2VNZbvOslFGAFJaZFPS4G4io0VXLYDuhe25zNbznMnd5qHk3m1dvyAIZIIhMmzOg7hXUXGjIWZ7DnPGAuPVSQaDfTg42K6N57kICJxKHuNS4TpL5jJTdYgqEfqDPYgIvm3bYhJqN2nHWzfcnkehVuflsXG/R+78Aq7nIYsi6VCQzmiYgKLw8tg4JcPkaFcHPdEocUXnO9dGEQSBPYkEnuehICIJAtlwCEUSiQX0bXWoaofZep7vz10gpUX4RO9pYkoQRWwvxbkSnudRdQzGygu8uHCF786eb3vDdVHhRGKQw/H1Sp8a+2gKpw/1842XrlCuGpy5OslIf5aHj/qt8/wmIyKCoIGgcj+lFN+de5On0ieoOXX+fOYlPtnzNPNGjogcZKI6T94sIQgChmsjixJ7w328vnyZieoc/cEOClaVveFeDsf8fL3t2iyZBV5fukxQ0unUk+sa7kBQQ+qKE46HcOytGYneYIrjiQEuFyZ5cf7yhh7aW8u3CMk6lutwNN5PRAlsqTNTE01iSNmucb04w1cn3+SN5dENCUwCEJA0Pt57mqQWXlVLvlOktAiH433cqSxwJrf+yt/Do2zX+YPbPyKphtkf7SamhrZ1rY7nYro2ObPMn4y/zNvLt9tGFdrB8zwc16WzJ0EgqBKOBtA36VzVDB1fLU5taLg9PG6WZ/nq5BvsCWUZjnSgisq2iDqu51F3TJaMEpcLE/zere+Ta1P1sRmSaoT+UJo/nzpLfzDJVC1HbyDJwBbTbnujXRxPDDJdy3G5MNl2Mr9WnOZzt1/kA11FTqdG6A0mCct66zlvdxHjeh6O52C6DqZrUbMtJqqLXClOEpQ0Hsvs3zXDvZUeAZ2BOJ2BeFuug+Xa/OnEG/QEUvQGU/e1eFv3PIGcVSBnFjA9i7prkNVSOJ5D2a5iuiYVu0rZruJ6HrO1eTRRY390hOnaLFO1WV8uGRdVVHgwcYRrpVssmctM1KbpD/agSiqWa1G0yhStEpqoIosKZbuC4ZhUnRoVu4ouacSUKIZjkjPzeHhIgogqqgSknUURN50Rmg9KEUV6YlH+9uMPr7ufJkn8zx99rvV3y3aYXy4TK0v8yvsfJ6ir1A2L0YlFRosLRDWNf/j+pwD4hQeOrvotuD/WZdGq8Z9ufo/rpWl+Zc+zDIQyBGR1Bcdvg2vFLx16cf4K35o5xyuL1zb9rRPJPRyLD9C9Dpu8iaCu8NzD+zkw1MHkXJ54JEA2EWmVarjuIoo8guMsIgpB/FD5zoyFLIhYroUgiETkILfK0+TMEvsifeiiyrH4CI+kjjBvLPPbN7/C39n785SsKrqo8XTmQbK6fx0Vu46AyEx9kZcWz+N6Hh/tfmxNWKv5zAzD5saZO1RKNTr7U/QMb41ktz/aw2cHn+RC/k5bOdkX5i8zWprlsfR+PtZ7kr2RrlUMT2BdMrOfY/IwXIs/nXiDz4+/zLJZaqvepUsqDyaHeLbzyK5293ksvZ+CWeViYaJtQ5OJ6hL/6tKX+ETvaZ7tOMJwpHPttd6DJiO2YFa5Wpzkv9z+EWfXyWu3m0zvhet4FJYqfPNLbzG0v5Pzb9wm2x3n2eePtwlRCnyo6wG+OvkmRau2oQGrOSaXChP8k3P/B//oyCc5EutHl5RNrpIWM7fumLyycJ3vz13g5cVrO/a0mxgMpekKxLlWnOZ2eYFTqWH2hDPEt9iSWEDguc5juJ7HncoC5U30ye9UF/idm9/lz6fe5HRqhOd7HuRgtBdZEO+Zp9a7G3fvqud51ByT+XqB0dIsl4t+JGOyuoTtOTye3s+JxOCmbY/97ntbGBke2LaLLIt+Sd8646ArkKA3mCIgqVQ3WDR6wCuL1wjJGp/qe4Qjsb6G6l7793nl91f+u3nP7p6PR9mu8tXpb1N3DPpDPTyVfpiiVeKr09/hZmWMRXOZmfocw+FBhkIDfGP2hxSsIqqoookqSTVO2a7wu7f+CFVUsD2bgVAfpxJ7AOjUstRdgx8uvMyN8m2OxPbTF+zhT6e+yY3yLWbqc0zXZtkXHuKh1AM8knqAr05/B9dzSWkJ9ob38Fj61Ob3fB1sargN08YwbUpVg2rNZKQ/gyDA2NQyiiISDQWIhDQs2+Hq7TlS8RDJWBBdVYiGdFRFom5YBDSFgK4QDvpCArW6v20xXyEcUFEUCcO0cV2PcHDrq0MBgb5giuna8iq9cg94cf4Kry+OMhzu4FCsl0OxPvZFu0mqYSKKjixIWJ5Dyapyp7LI64uj/GDuInP1/IY1tysRU4L82shzjIQ3Vldq3sMLo9O8eWmCumW3OBmJaJBf/thpJKmXWu3reF4NQQhyP/ntrJZgsrZASA5wLD7C1eIdTNdiur5IUo2S0mJIgkhWS/rqZI12klElSEaLrzrWkpnnbP46s/UlfmPvL2w4pbqOx5XXbzI/uYwgQDC89VWkLirsj3bxz45+hv/72/+lrTTodG2ZL068wtem32J/tJunsoc4EO2hKxAnroTQGyE3B5dFo8R0Lcft8hyX8hO8snCNfJta2yaCksaBWA+/eeTTSLvMM0iqYR5J7yNnlvnc2Itt9102y/znWz/kq5NvsD/azZOZQxxNDNClx1vd50zXpmjVWDJLXC5McrkwwdXCFGOVhTWhcUkQiSoBDkZ7eHkDTsG9cByHpYUiRx4c4NjpPZx9/RYCPtu8XSlSVovyROYAP5q/vGFOHxqh43qO33jz9zgc7+NEYpBD0T72hLOk9CghScXFo2abVGyDvFXhZnmONxdHOZsbY9ksYbr2micaU4KktQgBSeViYWJr19oIeR6L93M03g+NRXzdsbYcyo0pQZ7pOExAUvk3l76Mw+aRp9l6nj+fepOvTb1FUNY4FOtlIJQhrUUJyzoRRSck67433Wh3W3F8+drJ6jLTtRzz9QJV22hErNaOcM/zMOsWlWINLaBimTaiKKDqKpVClWSjDW+1VMc0LARRIBDUVu1vVA1qlTqVYp2Z2wsceniYVGccLbD23iiCxEi4k+c6j/PVqTfaXv/3Zs/z5tIoB6I9PJY5wNF4H31B39ESG/ON04iulO06RatK0apRtKoUrCqLRpG5WoFnOo9wKNpLsqGDICCwPzzMh7ueISyHWtsA/tLAp1vcFMf1MC2HumXx94b/VqtayrBtDMtGdTV+qeOzRAM6luP4LU5FifHFPJ3xCJ/OfpqwpvqiNescf+XvPp15lKcyj7Su/X7y3Jsa7umFAueuT+M4Dgf2dOB58NKZW1iOw8xCgXQ8zCPHBzEtB9t2+eoPL/D0yREODXc1i97u1satszo7c2WSvs44AOOzOU4d2jjkvB4EQeCfHPk5/j/Xvsat8uyalbfhWtwozXCnusD35i6iihKiIDZYnf65OZ6L7TrUHYuaY2zYsGQlZEHi1/c/z0AwvWHP3iYK5Tr/+atv8JkPnkCRpVaupaly5Lo5LOsqopRFEFR2wrZsoieQ5XzhBlE3zPHYCDdKk6gCdGhJSnaVvFnC8VyWzAJpLYokNNmta3XLY3KIx1JHOZHYx+/f+Qb/172fQZe0NSFNURJIdcXRgyrVch3LtPFcD4TNIyeCIKCKCkfjA/zGgY/xOze/29bz9vC9tcuFSW6X51FFGUnwGyGIgoiIgO05uA2ykdUIH9Yboh/tEJZ1Hk3v57ODT7QU+HaPOulfa38wzfPdD3K1OMVby7fa7u/hkTMrvLV8m8uFKTRJRhKkVhSgWWfs4GI6Nqbr/7NePvtAtIfnux9AkxReWbyxpbycosoMjHRw+8YcX/+TN4gnQwzs7diQnNa8RoBP9z1CzqxQMCsbel1NuHhcK04zVp7n6+LbyK1nKrQiJp7n4eBhubbfBnWD6xQR+HD3A+yPdHO7PLdlw30mN8b35y7z/zj0My1H78+mziAi8PMD60cZ17v2lBrh0cw+/u7+j/DvbnxzS+S2prmt2HXO5e5wqTCJJAiI+Cp/ouCLVHmN/7mNFq2252C7bmvRsRFq5TovvvgmqqZSzJVbTWKqpTq5+QK/+H97Hj2kMXZ5ktuXp6gWayQ7Y6v2D8UChOMhcD2W5/JcfPkGB04N0TWYRtFWE1gFQaA/lOa5zqN8a+Zs2x7wHn6E9ExujKvFKVRRQRb9Md58Dn4eGTzPxW1cv+u5OI374HguB6I9DIdXq9z5lU7imijhyne6bNS5PZ/jxcu32deTJqSqLJerLBQrVE2LPdkke7IJKnWLC3dmqdRNsvEwxWod23FZKJZ56tAQB3uzaA3573Zzxm7NJ5sabtvxW70FdYWebBwEj5sTi4RDaqNDFNTqFrOLRWaXiswvlahvgZzUxGB3kqVChfnlEvW6RWgb3jb45i2phfl038N8bfptLuUn1gwUy3OwbIcKOyv6vxcRWee5zuOcTo0QlLVNjZMsiXSlI8wvl4mEtNbE1+yvKwg6ghjCfzW3r1W+Ep2BJK8vm8hCnZQWIyBpeKLLcKSHq4UxbpQmmav7nbCe6TjZUnJa7xclUSImRRgJ9zJTW+Qbs6/ywc6HCMuB1gBsXnswrGObNnLjJd/OJfhCFgqPZfaTM8v8YO4ityvzbQlVTSN1LwSELZNFViKhhHi28whPZw8zGM5umenqeR6e67VEZzaDIkp0BRJ8dvBJFurFNZGie+Hih/kN14IdRoMPxXp5tuMIj6T3UbRq2wqXK6rM4QcGqNdMAkGVSDy4pTRWRyDOsx2HMRyLH81f3vSZbPQ8t4v3dx7lsfR+OvQYdpvozXq/v7Jlr4BAxa4jbjPqIokicSXEk9lD5KwyX5t6u239/kp4cPdZ7yI816NeNaiWDCRJQNUVPA/kukWmN4ms+PllURKRZAlRFtfsH4wECIR1Zm7NE4oGCYQ1v7e35awx3EBLRfJTfQ/zR3deavv8V43xHcL2nBVpXYWh8AAdegZ9E6W6Ys1gbD5HzbQIaSpLpSqGZRPUFEK6iu04dCYinB+bZalUwfOgbtpYtoMkimRjYcK6+q7359gS6yUS1EhEgySiQVzXI6Ar1OqWP+FqCoIgMLNYpFiuY1qOrxttOZTKdXKFKtPzflcbLCiW6yzlK0zN54mGdXo740zO5ckXa77W7g5aBtYck9OpEaq2iYjApcLEjgk57SAgkNYiHI338+HuE2S0jRm266FcNXzFI7Gpm3M3HyNLfQhiCFFMcD+GO63GOBAdRBMVonKQQ9FBPDw69CRVu44oSJiuRUjWOR7fiyapDId71qwEZUFiKNSDLErElDAPJg5wvjC64ZlFkyH/pZcEwluc3FdCEAQ6A3He13kUQRB4dfE6o6VZqs72Fls7MdqdepxH0/t5f+cxDkR72tagtn7H8zANi2rJoF41SGSjqKrshyEbRrwZUrYtF1VXWvKUAUnlZHKYD3c/wHdmzjFTy20pNbMTjEQ6eTp7mEfSe+kMJNAlFUWUtzRJuq5HqVAlEFTp6k2ytFCkXjWJRAObPl9VlDkSG6BimyybZS4XJrYUydopREHkaKyfD3QdZ1+0C1WU6dDjW/5+c/zXHBO9UcfteO6OlK1kUaI7kOBDXQ9gODZncreZrC7tWC3sfiGrMn37urAMm0BIQw/p/vitmagBtVXGmeyIgSBg1kwQWLV/MKKjqDJG1SDblyIY1onEgxsuWCXBX8B8sOs4F/LjXC+1b+Szm5AEibSWJK1trhOgyhLpaBBd7aQvHUeVZQTB3y6JIrbjkAj5DVaGO1MYlo3luIiiyEA2QVhXSUdDrTn93cKmVlKRJQKa0mrhJghwbF83V27N4eERCWkEdQWn4Zmn4yF0Vca0bArlOjXDYnwmR19nEttxKVUMKjWD8dkcewey6KqC7bioisxA9/YFGTzPo2TV6A+m+UDXMWJqANtzuFGcobLNSb/tfRAk4lqIU8lhPt5ziuOJwS1/17IdxqaX2TeQRVfv1h42mfSeV0WSupGkDiRpfWWfrSKihPhQ593Q3uPpYziehShIHIruabHFV+Lx9LE12zRJ4aHUARzPxvEM+oIZ+oIZTLeG41pIgrJq8o5nosQz91+TuyecJaqcpkuP82dTbzFanqFk1Xa1lAL8iVoRJWJKkCczB/nsnifJaNEtN/molupUSjXmp3IsTOXYe7yfYEijlK8Sahi2SqmOHlAwDZuO3iRC49kLgoAmyvzS4JOYrs0ri9eYqCxRc4xdu05ZEElpUZ7vfpCnsodaLUljSpCYEmTRKLaVeQW/tef8TIH8UpkjDw5w69oMgiiQ7tjagjWtR3g4NYIqSvzerRoT1aUthY63AxEBVVLIalF+YfBxTiWHCcoajueS1qKoorwlg6GIEqooc6M4S1qLULCqmK5DWN0Z61cQBIbCHfzy0LN0ziR4af4Ko+U5SlatbUOS3YTfGEQiENQZfnyglYFrPjvP81Zt6+hP09GfXvez5rZUZ3xLKTAAVZLZH+3hk30P8UdjLzFVW6K2hZTVu4lMNEwmGm6lL/vTceBuJUpz4XZi0BcWms0VuTw5hyKJHOzNEtJUpB20R75fbGq49/SsFp4XBIGDQ53sH2zkExoiKh996vAa0ftDw50cGl5N3Momwzx58q44im07iCJkU2EOj+ysV3bB8in9cTXE+zqOciTWz3+69X2+OX120/zPViAiMBDK8HMDj/J4ej+ZTWo774WqSOwfyJKKh4iFG21PBVotUUUxhu28gm3fQpaH0bTty+C1Y4TOG3eIKVl0MYS4AVv93oHnL4iWma/foWgtcjD2GIIgcDn/Y7qDe8lqA8iCujUm6jrHb4eUFuFD3Sc4nR7hSxOv8fk7L7f6re8GBARCssZQuIO/OPgUT2YPbvvFe+tHV4nEg5h1i4XpHNVyneJyhaW5AkcfHgEBrrx1m1RHjGBE59EPHSPWiErA3Zrnv7H3AxxPDPDtmXP8cO7SlnLxm0EVZbr1BH/v0Mc5Gh9osLVp/e5gONOoU27vdYuiSCiscf6N23T3pcgtVdADyrbuVVqP8kzHYUYinfzzC3/C7fI8pmvtytQtIPiEu1gvf2PvB9kf6W6dmySIBGSNnmByQ1GUlRgKZ3kkvZffPP8nROUAJbvOR3tO8NB9Cjkl1BC/OPA4T2cP8eriDT5/5yXGq4utvO07gWYFQkqL0BmIE1H0VWqXrf3W2dbus3b7bwRREPhoz0n6gin++M7LvL40Stmuv2eM90ZD+d6+B839upJRupL376DcL3ashrLeBbcjrWyEC6Mz9HbEySQiOw43lKwaboPBKQkiXYEE/+jwp/jZ3of48sRrvLl8q6GNu73BoggSe8JZfq7/UZ7OHvZfgB2Esf1WmBKXbs6s2p6IBjiwpwPQCQY+0dx728dvwsVhrn4bRdQJSXECUgjLNTBdP0QuCAIuLrZrYLkGeWuODm0QWVybB6o5Ja6VXsV06oxEThIQwwiCiCyquJ6D7VnI+CHlmfotwnKMgOQLytSdCuARkKIYbhVV1FGE7XIXfKLPrw2/n0/1PczXp87w8uJVbpbmKO1ABayJg9FeHknv5eHUXg7H+5CFHZbdKRKlQhUByPYkiCbDqJpC395OKsUahaUSiipjWw6VYs1f0G4wvh9J7eN4fJDPDj7BlyZe59szZ6na2/e+o3KAA7Eenu04woe7H0DfQPVub6SLy4XJTQ23JIt09aUYOdTNW6/coGcgxcDw1npir4Qs+O1uf+eRv8mbSzf53uwF3l6+xVRtedvHaqI/mObxzAEezxzgRGIAaZ3nqIo+u3msPL/pvUyqYZ7rPMIz2YMsmSViahBNlLed494InXqcT/Se5mM9D/LG0k2+P3eR8/kxZmv5XQshS4JIhx7jVHKYpzsOs79RQbObBMud4mh8gOFIJ6OlWV6Yv8x3Zs4xb+xOD/qYEiSuhlZ1/vtvHYK3VZdpl+G3RfN1vCXB7/W6nv7xywvX+O2b3+VKYXLd44gI/Pr+5/loz8lVvbg9z8NyHV9ByCwzUV3iRnGa0fIMk9Vlls0yNdv0SQ2AJsrE1SAdepzeYIrBUJaRcCd7wlnCik5AatSB7yAk4rh+imDNuYsC0VD7UFzRqrbtYSyLEgFJJaYEKds58tYck9WrhOUkR2JPYXsmry59hQORR4ipWWzXZMEY51b5LIOhY/QG9yELawl2FTvPxcKL2K7F3sgpMlovIHAu/33SWg9prQ8BgRulN9GlMPPGGP3Bw0iCzET1CrZr0hPcT8FaoDewn6S2s2iKP078bkI122TRKHKnMs/10gy3ynPM14sUrSo1x8R0bVzPQ5dkgrJGTAmS1CJ0aHGGwh0cifWRDcQIShq65Hcw2mmIq1YxfOY8+FEnScS1Xb+KwvVwXZdq2eDiq6Ocft8hQtEgorTx+GmKaDQVry4XJrlZnmWyusRcvcBCvUjNMbA8F1kQ0SSZkKyT1eLsCWc4FOtjONxBVo8SlHRCDcGN9SIpBatKxTZw14lgxNUQAUltpQz8XL6NZdnIsoSiSK2owXbQXDQbjkXVNilYFWZreUbLs1wrTjFdy1G269Rsk5pjUrNNX6VOUgjLeqPlZpTBcAdH4/0MhjJElAABSd3wOTqeS96sUF0vtyz4fBVthfBLcyp0PLfF3N9dURCvIa/p34OaY7JolBivLHCn8c+iUaLYeD6Ga2E6Ni5eK5SviBKaqBBTgmT0KBktRkaP0KUn6QulSDWuKSCrrYqL9wpcz68KqDkmZavG5aJfGTJRXWKunifXeFYV28DybAQEZMG/7pCsEVdDJNUwKS1CWouQ1WP0BVN0BZLE1RC6pLynrvedxK4sUVzPw3RsDNdGlxRM10HAzxsZjo0qyciCiOO5GI6N6TpEFI0r+Tn6QnFkUUTxJILsTPpvPdKLIAiokkxS8mu201qEPaEsD1t7Kdt+M4AmE7EpSK+J/oQflnWiSoCYEiSs3H8nH0kUiUd2dpyoEiS6BREIz/PImbMUrEUK1iKS4HtboiAhozRyVo2CEs8jLCdJa72NXPXa46liEF0M4okeUSXFepEAx7PJmbMciz9L1cljuQaGV8Xx/H7rE9UrxNUOJGHnw0wQBKRGSDQi6/7iKhBjX7SbglWjZhuYro3daMPYfJayKKKJSkPK0jfiKTWMKvkTtWna3Jle4nNffJ2hgTQf+8AxItuoPw+EtNZEv3JyX7kODoR0Dj88TCQe2jQv6Jf9yMSVEBE5QFQJcjDWS9mutSZ5v8zNbzMpCSKKIBGQNaJygKQWJqoE0MT2oWxBEIirIeJt+kzfu7+mK2j6zhsiwF3yly6p6JJKVAmQ1qL0hdKcSOyhYtexXGdFiZO/UPWbMUhoDUnSqBIgpUW2pHEtCSIpLUJKi7Tdb+W1Am2jMEu5ChevTZMvVulIR3n4gUHOX5niwEgn2ibEWgE/1Ny8B67nkdLCdAcSHI71UbRr1B0T07GxPAdnxZgW8VtSSo1nr4oygUYzj4CkEJJ1wrKOJt3fc3onITbSQ6ooE1WCBGWdfZFuSnadmmP4c3JjDDiNdp3CirGuScqKd1olIKmtxds7nWM2bJulSpVCrU7dslnP3dUViUNd249I7QS7Yrgt1+F60ZdA1SSpIYnpYbkujuugSjK6pBCSVWqOxUK9TEBSuFVapGr7ucukFmJ/LLNlclAT60sOrIYiysRVuTFZ3R/5670Lj4I1T9UpYbkGXiO3bzo1DLdGwVpAl0ONukaJiJIkLCc2HPCKqCI3ut3oUgjP8zDcClWnQMFSCUgRAlIYVdSpOWUcz8HvdyshCwqKqDNeuURf8ACqtDttDJt5YU1SSN9nc4pyxeD6zTm+86PL7OlP89Sj+wgFtW2le9a7dyu3yYpEZ19qzT6bHVMWJN+baqP3/NMOWZSIiAEiSqBFnNsJ5ieXuXHuDpXiztMnKyEIAr0jHQwf6UNdZ7Fy8do0swsFCsUay/kqD50Y4OylCfb0pTY13Pei2c9bl9RtPWvP87A9l+9M3OBoKk5GC6HLq8/Vdh3OLM4wUfJFlgQEnurZQ0oLripdah7rB1O3KJl1XM8jIKs80tFHSt+8OsTzXAy3yHTlJfrCz1I0x6jaC9heFUlQCCt9JNR9reOYTomKPUPJmsR2a8iiTpfeQUjuIiCvHgdVe4GKNUPVWcBx68higKjST0jJoIhhXM+mas8zX5tGECQMp4AkqATlTjxs8uZNAlKKmDq85tjbuddLlSqvjU0yvpwnV601DPdam5MOh366DHfNsXh1foyQoiIhMBBO4ngeY+VlNElCFxUkUWRfLIPlutwsLuJ4HlXbYLFeoWDVGY6kGYokt224/0/chYuDKuqE5Bi6FMbDpeaUMN0aeWuWqJomKEWRBRVVDODSqEFuvJuu508mruciCiKyoANCS/CgbBeo2VU8b5GQFCcoR+kMDDFVu0rNKdOpDzUMeRFd9I16TMmiims9Wc/zyBVruJ5LJKhve9K7XyzlK1y/NU80EmB8cplcvkoqEWqJ4vyfeGfhuC6Ga1MyTbKBnTeOuXlxgv/8r77C5OjcrpyXIAg8/8tP0jWYWddwv3Z2jFPH+ulIRzl/ZQrPg5t3FrHsd4cpDo16b8fhX7/1Q/7Rg8/wUEffGsNtuQ4/mLrJ9yZGKZoG87Uyn/vALxJN62tqjk3H4fOj57ldWCZn1NAkmd966uOk9M0jfS4OFWua1+b/JRGlj8nKj1g2rlJ3lpCFAH3h95FQ9wICtlujYN5iovxD5utnsdwSihgmqR2kM/gQXcGHUMRQ4/wrzNfOMFt9nbx5A8utoIpROoKn6A09RVwdwcNlqX6ZW6U/JyBlKFq3kQSVjH4cgPHK9wlKWQ7GfwlNiiHuIPLnAWcnZviPL75OoVb3U7obkPR64xuTln1D78K6anrbT9ntzmzZWLVVLJOMHqI3FMf2XCareSq2xd5kluvFeZbqVeqOxVytRFcwStW2yAYi9IcT9IUS7+kwz3sdgiByPP5+3IbnKzTCiEmtmw92/dVV+0aUZIM1blC1LQKNl75mW0QUjYJZI64FSCoHAajaJhXLJCinOBL7WSKKRkCSG0pgh+kLHkRY0V84pfUAMBQ5seH5mpbD7/3pq5QqdT7z4Qc5NNReNnY34Xkei0tlRm/P8/jpYb774lUuX5smGQ/S3VDxa66oXdfzFfbuVscgigKu6636+8qSGT8r0YgDeR40GKqCeK+eciOH73obsvMFQVh1/DW/seL4zWjByn0dx8+7N7e4vgRVqyxN2GJpz24jb9Y5vzTDF25e4Lee/DjSe4BAtRVoiuzrWTTufXN8vNvwPA9ZEFFEad1a84Cs8g8eeJq/feRRzi/N8he/80frHkcQBEKKyu88+2mWjRpfGL3A7115c/vng8uZpf+d3tDTHEn8FVQxguVVEQWJ5uhbqJ9nrPRtFusXOJr8qyS0/RTMm4wW/pQbhTEct86e6EcAmCj/iFulP0MSNA4nfpmoMsSyeYWLy7+DYS8zEPkgKf0IHh5ztTMcT/11EtpeFusXuFn8Kn3hZ3g48//k5bl/ypJxmag6SEjZ/hzjeh6//dIbhDWVX3roBA/v6SMR0NdlZ29W8++4eTyviHdPaleR15boboZdMdyyKNEfSvChngNIoth6BQfCSVzPQxIEjiW7W9uf7PRLLJr5Oq85kezGyfx3DmGLLFgPjz++eY6gpFB1LHJGjaplsj+e5WAiw/nlGZ9I4ziULANdlpmrlomqOqczveyJJFstWrf6m/eeAfjGTN6i6thuoVa3mJnLMzmd4xMfPsHcQpELV6fYP9LRMtwAb5wd4wt/9hZ9PUnKZYPXz45x6vgAn/3UQ/xv/7/vsLBY4tihXj7z8VOMDPlNVYrlOi+9NsrrZ8a4cWuOpeUyoZDGgZEunn/uCMcO9a7Kpb917g5/+MXXOHtxfWnODz97mL//tz+0Sht8bGKJV9+8xfd+fJWJqWUCAZWHHhjk+fcf5eC+rlXRi3/9W98gHNJJJ0NUqgbffeEqpXKd3q4EH37fYR4+uYe+Hegn/PeKbDrMj98cZWGpzNxCkf/tP36X/p4k8i51N9wKBCCsqHz3E7+26bzZXKBtBSIbl0dt5ayy+gMMRX8GTYyvu8dU5cdU7Bn2x3+BgfAHAIGo0g8IjJe/z43il1uGe7TwJcJqD/3h5+gJPu7vq/ZjOAUmyj9kqvISKf0IAiAJCr3Bp1GlMK5nsVA/z1Dk4yS0vYSULhzPwHALhNiBc+DB6MIS//T59/HoUD+Z8Na4IevBce5gmJcw7RsISEhSJ4Z5jmzy37LdplK7YriDssqzXSPI4j1MzIbRhtWrEQF/xdj8TBDWegrvFjyvjueWcL0agqAiimk8r4Kv3R3C84r+f90KnlfBw0RAQpR68dx843sighBCFLdX371dmI7F7co0+yL9G96r7dxDy3EouS4hRWUokkQRJVzP40A8iyrJXF6eI2/W0CWFommQDYRIakFkUcR0HbQdhHiaUBWZv/LJR3yi3DZlbu8Xt8cXGZtYQtcUjh3qYWo6x9e/f5GFpTKO47aqGzwPpmbyyLLEyGCWj7zvCF/62tvkClWeffwA12/Nsbhc5ps/uMTfaRhuVZGo1k0S8SCf/uiDJBJB5hfLfO075/ny18+QL9b46HNHW+eyb6SDv/2rz1BeUXXgAX/4J69SKNbIZqKr8u43bs3xR3/6BhNTOQ7u7eQXPnGKcsU3yH/4hdd4/KFhPvHhE6tkdc9enEAQoKsjxq/84mMossR3fnSZb3z/IovLZX75Fx4jsAH5zPVc/uOl16k5FpPlApok0xuO8db8FH/zyCPossLrc+MktACfHDqC47n8ize+x0cG9rM/nsHxPC4uz/LFmxeQBBHDsfnFvSfYG0/heh7L9Sr//I3vUTBrhGSVhzv6+fieQ+/ZRfzH3n+Uqdk8U7N58sUqPV0JDo50Egm9e2P4bq36e+cuCQgktH1I61SogJ/bNpwcIhIxZbAVEQSBkNyFLiXIGdeo28sIgkTdzZEWjxKSO1btG1P3MCW8QN3JYTgFANRGqaooKIiCjICIJsUBAVFQGvruOy+5i2gajuv3BbgfG6Uqh/DwkMQUophAlrtx3EU8HHz64daPvSuGWxQEQsragbsZu/W9AMeZxTLPIEpZHGsUPfA8ln0dARlZOYJlvo2sHMU0XsR1iwiCjCjGkdwitn0NUcziuouIYgpVewRhm/XK20HVqfODhbfYG+nbhdpMgaQe5GA8S0TV/JAbAi6ePzmHYgQlBcN1UEQR23XRJRlNkgnKKvp91kwKgkAiurWWibuNiSk/p93bFScaDnDkYA9f+dY5pmfzLCyV6MzeXYDVDZv+niQPn9yDadr82bfPEdAVjh7qIaArvHnuDlOzdztgqYrMqeODHDlgEYvo6LpCtWYxMbXMjVtzTEyvrl0OBTT6e5It3XrP83jtzG1KZYOTxwd4+ME9q96VH7/me3vDgxk++twxMukIlmWjqjLffeEKF65McfRQDyODd9uqVqoGA71JPvrcUfYOdbS896988yxTM3nmF4sM9K5P3vGAZaNKRzBCZ9DFdBxMx+FktocLS7McTGbJG3Xk5uTqwUKtQs22sT2PG/lFvnHnGs/17SWuBnA8l+FYEqlRZbJcr/GB3hFcPH40dZs7pRyLtQqZwNY8m0BYp2sgjVEzqVUMjKqJbTkbph7uFxMzOSIhnWMHe7AsB11XGR1b4PC+LnRte5GjL9y8QMUyebZnmL5wjEvL83zh5gWOpTo5le2lKxhhopzn966+xW8cf4KUHuSt+Sm+ePMCdcc3RD8/coyDiQxxbXcIoPcDWQxtOC85ntkwnsKaXLMoSAiIvgETRBzPwPMc3yG6x0SJyDRcv8ZvCQgrwvH4Wxohelr77hSCAI8P9fP2xDQ98RiJYKAVadzecQRAR5GH8dwajjuNY86iyvsRdtDCeVcMt+26zJfLFA2DoWQSVfrpIZh5bhHHmUCS9+C4C7huHseZRBCCyNg4zhSSvBfHnsD1yohiAkEI4ziT2PYNVK0bz6vhukt4bglhA1F7z/O4UZ7A8Vyqdg1REAnJAZaMAvsi/cTVMEtGgSWzQLkhMJLR4vQEsjieS84scqM8wZncNc7kriMKAv3BTpJaFMu1majOsWz6ggYROUhai5PW4niex9n8dWJKmLprUncMpIb86YF4lv3xDFrDCK+U+IuqOpEVi7FmPne9uuBq3eT21DK5YpVa3cRxPTRFpq8rzkBXClW5Ox5c1+O7r17Dsv2SinQizEh/hnR89UTtui7FisFLZ27x7Om9jE0vs5ArU6ubKLJEb2eCfQOZbS8AHcdlciZHuWpwYKQDWRYZ6EsRDmnMzheZni2sMtyu59KZjTE0kCFXqBAN63Rmo2RTYcplg3BIY2Gp1NpfkkQG72GSJ2KwbyjL6O15SqV6KzXU3L/p4TuOS75Y5cVXR8lmIpw42sfQwF0JSs/zOH9lCkUWObC3kwN774b+Hjm5h7fO3WF+scTN2wurDLeuyfR1Jzl5bAC94VkfO9TDD1++RrlqsJyrbGi4m+gKRoipGkXTjwzsj2d4Yfo2e+PpNfs2qzxMx2auWmKiXODpriGi6l1vbKleRUBAk2Ue6uhDFSWuLM9TtAwKZn3Lhjvbk+DR50+w98RAy3CbhoVt2tiWg2XYmKaFbTpYlk21VKewWKKwtHEHuna4dH2GE4d76etOAP44PXd5kpHBzLaJjTfyi8xUSwzHUvSGY1xanuP7k6PUbIvOYIS0HuRmcZmXZ+7wNw77MsaC0CSQenzl9mVOZfsYjCSIv7tBq3Xhi9Ws/z5KgoIkaphuGcNZLbxiuVUcz0AWAsiChgNIgort1rHcyqp9TbcIeMiijtQSjmpf3XE/EBAYSCX47tVRvquMMlMskQwGGnLVq38joMgc722vVyGJcSQpheuV8DwDVT3Mdr1t2K1yMMfhdi7HRKFATzT6U2W4G+YKWerGljJ4ngmeALi4bg7PqwKe3wDEU31NcXkAx74DuEhiB0gVPM/G9WobZns9PF5cOIOLx2xtCVmQ6NCT3ChP8ImepzgUHeJK8TZXimMU7AoC0BPI8JHOx3DxGK/O8nbuKgtGjh8vnkVA4AOdDxFXwxStCi8unGHeyOEBSTXKoegeYkoYURD5ytQLHIgMUHMNClYZXVLZHxngeKpr1QC/d+i0+2wlcsUa3331KjcnFsmXapiWQ1BXOb6/m1/8yEnS8XArj+15Hn/8rbcpV+ss5CocGurkV3/2kTWG23E9phcK/M+//S36OhO88NYoV2/NslSoEtAUnn1oL3sbveG3g0rFYHq2QLFUJxTSmJj2veVQQGV2vsDE1DIPHO1bcd0CmiajabJfvqMrxCIBRFFElkVEUcB27jKKPc/DMGxqhoVp2tiOi+u6mLaDZfn/rNfP2vM8anWLc5cmOXNhgr/7V5/lwEgnAf2utoFlu8zNF9g33EHHPbrwqUSYRDzIzFyhdU1NJOIh0qlwy2gDhEM6qiJTKtep1jdvOBKUFVw8TNcXgJFFCbuh1+Dhi+Q0CXl1x26UIvqNOgKyTEi5ex1N/0cWRXpCUWTRJzbqskzNsbalJNa9J0v3nuyqbZZp+x542aBSqFIuVqkU69TKdSZvzXP+petceHlrPcnvxfjkEsMD6YZH77fbvD2xhL0DVnk2EKZg1Jkq+6qO13LzdAQjlC2D2WoJy+3gTjHHUCyF0qi2eTDTw4l0N2XL5M/GruzoGn4SUKUIQSlD3V4ib47S4T6IKKi4nknJGsd0i4SUbmRRR0YnJHdiOHlK1gRxbai1b84cRUAmIGWQ3sHoZhMeHlXTomSY/PmFq/zg+m26ohEi+tra8WwkvKnh9jwbUYyjyCOAhCQ1nYTttXLekuFuMihXQmyQHjzPQ5NlHu7r45G+vlW5bM/ze6e2/t44tZZSEXfZt01vbifdeO4PAp5XoVb7ErZ1C037ELIyjG1dplb5rzjONJr+EXzqRvOfJuFDpF7/Fq67iCzvQ5I2Jz+MhHvpDWQp21U84Od738/Zwg0UUWa0MklWT/I3ej/l5wov/S77IlPsi/RzOnmY3mAH5/Kj/J29n2kpBOXMIqPlCcaqM/zmob+KKIh8afIH3CiN06WnGQj5A0kRZZ7InKA3mG1zdjtDQFNIRUMcfqaLvs44iixz5dYs/+Y/fYeh3jSPHBskm/RFMCRJ5Hf/+Wepmxb/6j9+m+Vite2xXdfjtz73Q546OcJf+eSjhEMa1brZmOy3f65XbsywsFRi9PYcN8fm+Z0//LH/gQeBgEJ/b7JFmoS7Hs7Kcakoq1+bla+GbbucuzTBG+fGuHxthoWlMsVGj3LHdRkeXKsj4Hk+y35yepl//3s/4vnnjnDyxACxe0R76nXLj2aoyrrlcwFNQZZEKtXVSmG6pqzxBlfQUO4qwLXBRh5BQFIwHIeKZeJ4HoZjM1ZaxnIdQoqGKskUTb/sM62HoElIbXz/nXjfFVVGUWXCsSCZnsSqz25dmqScr+7YcNuOh227OK5fG207LqZprSvIsRm6QlGmK0XGS3k8Dy4sz/FE1yA3CotMVYqYrsNoYYn98fQaZ0h6t6fJ+4ZAR/A0dSfH7dLXCclZEtoB8uZN7pS+DQiMxD5F03gNRj7MzeKfcaf8TSRBIaYOsWxc5U7pm3QGHqYzuLUe6buB89OzZCNhspFwa1vFXLvYjWibL4Add5lK7VvY9gSSlAQEYuG/zjtCTvvBrVv8+M4dRpeWwfPojcX4e08+QToY5FYux3dGR/nOjVEe7u/jr506RSLgTzgLlQr/8oc/om77k9at5WUeHxjgf3ru/QB84eJFvn/zFmXTJBUM8mB3N7/84APbuoD7h4cgRgmG/ir+oJEQpQ4U5Th4DggyIBIM/eqK7wigHMGyLhMM/hyCmIQ2YaKVCMtBJEFsKXwpooLlWkxXFwlLITp0n+ErIjAU7mG+vky3niEirx86rNh1Fo0Cw6He1uSa1ZLYrsNUdb5luIcjvcSU8LrHuF8kY0F+6WOnV5Ud9Xcl+JNvn2VqNk9pqN4y3E2IjVKkzSAI8MDBXj7+zJE1hmwneOv8OI7r8oGnD/G+Jw+0ti8tl/nady4wPZtn9NY8+3agyQ3wuS++xo9fHyUeDfBzP3OSAyOdJOIhXnz1Bl/82tsbfu/85Un+5Ktv0tsV55c/8yiKsvZFDgZVZFmibljU1vGSq3UL23GJ3COjKwjwTilB9kcT9IZjvDB9m7/0vT8mpQUZiqRaZUqnM704rsuvv/hVVEnCcV1+5cApDiffHaGK3cajJ/fw3R9f5Qtfe5t4NMD0fIEPPHlwQ3JfO/SGolxXNa7lF7Bch2u5Bf7JqfcxVsoxVSlStU2uFRZ5pncI7b8BfYvOwEME5Szh8g+4kPs9avYcASlNV+hRekPP0Bk43dp3MPJhdDnFZPlHnF3699SdRYJyB4ORj9IffpaoMojt7Y7oTjuIgsBv/9Ind+14rptHlnoQBBXXLeJ5JXaSg9+S4b4wN4flOPydRx5mIB5HFEUSuj859MVifPzAAQKKwlx5dd4oGQzyT559Bs/z+P23z3Ciq5MHu7txXJfZcpnvjd7k1x97jFQwwNvTM/zg1i2uLSywL51+18hrotSBqpxEWEWYEMCTQJBW1EfcG9oUUdXHEYRwgxyxdp/10CRU3ItOPcnFwi0WjDzgN5e/U5lhb7ifoKy1vmG5fhjSa5AzQrJOSo1yJnettW3ByFF16mT1u2U+28+ibB2GafP9165z8eYMU/N5ipU6rusxNr3M0X1dOPdBFBIQ2DeQRVV3zmCHu/XSl65Nk4gGOX1igAeP9Lc+tx2Xy9dnGZ9c4sKVqR0b7gtXpkjEgjx2ephHTg6hKjKSJDA7X6BaXb/N7NsX7vDCqzcolg3+3t/8wLpGG0CWRIYG0uQLVcYnl3ns9N3OVdNzeeYXisiyyMie3VMHFBH4vxx+hICsNIR4/GepiCJ7Yyliqs7P7jnEh/r24dEs74SIqqGJEh7wXN9eHu7oa0ToIKpqaJJEUg9yONlBs4D0U0NHcD2PoLx9I+h5HqWageW4BDUFTZZ31PRoM5w+PsDIQIZ8sUbNMIlFAnRmYqtSGltFdyhKRNEYK+QYLSzSF46R1INkA2HKlsGN/CJjxRz74hmU92j6UUQmro7wsf7PE5AzSMLG90EQBCJKL3tjP8dg5CN4OAiIyGIAWVjd410QRDL6cRLaPg4m/iIeLiISshhCEf19ZXS6Q4+R1g8TkDMIiOyJPE9P6CnURknaI9nfRBIUZGFni35fcnX3xpEiD+K6OWx7HNcto2un2a63DVs03A/19nJ9cZGzMzOcmZnhyYEB4pqGJIqokkRE04hq2hrDLYsi6WCQH966TVTXONbZyYFMBtt1mSoUGcvn+caN64RVlflyhbptUzTe3WbzohhHUDTWGNNNH5aArBwCYZ3v7gBdgQzLVpGp2gJ/NP5tALJ6gv5gByE5AAJoosJIuIf/euebROQQp5IH6dCT9AY7yOgJPj/xXQCqjkFvIEt3YOUE/s6Ybc+DL3//POeuTdGTjfH0yRGCAT//8x/+5KXWZL1jCH7+eTdCqncml1jKVTgw0slgX3pVztfzoL8nwex8gSs3ZtocpT10XSFfqLK4VCaXryLLIqO35zl3eZJcYa2HMDOX5+XXbzI7V+D08QGiYZ1CsdZ6XIosoetKS+3qyYdH+NYPLvP2hTukkiH2DnVQq5t878WrLOUrjAxm2D+ye2I2guBXH6x7rQ0DG1V1om3sVlhUCStrd5BFaZWRju6w97XjupSqBt89f4OwrqHJMl3JKPt60rseig/oKkpaIh4LYtkOmipz5cYsB/d2bpucFlU1YqqO4TqcX5xlJJ5Gl2Q6g2FuFy0u5xaQBJFsIPSebZ7hGzaViNq35jPPc7HcGnO1c2QDR1DEEKKgNGSLN5d4bea7kRLrfi4IIooQRBHvjk9ViqBKd6N7QTnTOBcPx3FbgkM7cQJmiyXmimWWKzUqpskTwwNEdM3nsXgesiRuusASBBVZ6gVVwcNAlYdgA2euHbZkuA9lswQVhSsLCyxUqnz9+nV+7dQp1E1o8ZbjMFUscnFujkPZDMPJJMlAgLrlh/nchocoCgKd4TB7EolWmP3dgiDoCML2JwxBEJCktYzaNt9gb6SftBbDcINE7TIuJjFFZ39kgKQaZSTchyzILBp5BAQeiO8nrcVQG+0Zg5LOU5kHmKkvtSYkVVRIa3EeiO/jTmUWD489wS4GQ91ElCCu5/JAYh8xRcdy56laGrqc2ZH833rwPI/vvXaNWNhvUfrAgV7ikQCeB7/7pVd2ZbmwG56T58HVG7M4tkNnNraG3CUI0NOVIDY6y8RUjmKpvqPfOX6ol7cv3OH2+CLf/tFlVEWiVKqTSUaYCuXW7H/j9jzXbs6Sy1fpyET5/o+vrvq8tzvBA0f6CTfqhI8d6mVqJs/1W3O8/OZNbo0vYlk2N28vMtiX4uTxATKp7aZEPDzPwvMsBEEBmkQrubFNxvPsVlTK/7OC55mN92f7E89uwnU9CtU6i4UK5ZqB01Az29ed3pXTcl2PWt0kGFCp1MwWJ0AUBAzT5uylCYYH0ts23KokE1E1grLCmwtT7IunUUSRjmCE8VKeK8tzZAMhApKyZgHSpCV4jW4NG8FbwU/adF/u8jV2Wk5nOuVGGlBpNTrKm3dIaEO+1ytIuJ6D6ZR9Zrig4mLjtZrKqDieiSSorfptz/UwTZ+wKMkiruvh2C627WDbDtFYENtyECUBPFpaDKZho+mNSJHjYlkOpUKVrt6tCw55nofpOJydmOHSzDzjy3mWK1Vqls2R7g5CmsrtpRxL5SphXeN4b/tFs+vVcNwcrldBEDQcdwlRbDpYu0hO8zwP23FIBYM8NTBIwajzP3zt63z2+HHiuk7dtlmsVinUjf8/e/8dZWt2lffCv/XmnUPlHE7O53Q6nRMKqBVBIJLJmGRj4BLG/Xx9+a5xwN/lcodtsAk2IGOCMQIhJCGpJbXUQZ27T865cq7a+c3r++PdlU7VrqoTuiV7+Bmj6/Te+91rv3HNNed85jOpuC4zlQq6qmKqKiXX5StXrrBg2/Rko9KkBdsmrut0Z9L0ZrK8Z/s2WuLRikkIQUvi9pVpvhURPQASKV0ebT6wVLPnhvPY/hRxPUNPvBOQDCY6GEi0IaVEqRvrlQHuuGbxVOt9SHykDKMJFYmlGNyX28H9+d0I1LqXGxDISCzmI52P44cVpu3XsFEw1PSS4Q6lW/+VReLdYgexaKKOaikb31ASuDE2x8eeOkh/ZxPZVAw/CJmZrzBfrBFsQHySS//e/ZrbtZ27JNOzZXq68/R05cisU0Pe05ljoK+F+UKVhUIVy9TpbM+SiEfeoqoqtLVkSCUsFEVgGhq5TJy25uVFwFOP7kIiOXZqmBdfvYSmKhw50MN3PHMYXVdI3CQ2Mz1TXprwj50a4tipoVWf33e4n12D7UuGu701w/uf2kdbS5qX3rjMy29cwTJ1Duzu4smHd7JjsBVlhRZ1Uz5BPGaQvCnvrQhBUz6BqgosSyEIJ5Ghg6IkliZRIVTCsIZQ6kYaEwiQsoai5JDSRlU7uFvKybcLCfhBQG9LjtlShTAM76qn7fkBw2Pz7NrWxpXr0wRBiFKvkghDyYWrk7je7WmVpw2TtniSt6ZGeaZvN0bd49YUhYsLM+zNty3N52XPpew5VDyXsucigelamRulBZwgwNI02uORtznv1Kh4LgXXZrRSQAKj5SJZM0ZSN0jpJlkzFjXRsKtUfJc5u8aMXYkiouUizdYcpqqRs+Kbpi+iZiU2RW8MgYKlZknozehKDEVohNJHEhJIDzcoU/LGMJQESb0DJyjihRWEEMTUPLVggaTejspymeTsVBHfD8nmE1QrDnbNJfBDajWXsDukXKhhxgy0umGPJ0wmxws0t6aoVV3CUKIocPHMKB1d+Vta0I3MF/iT145xdWYOt149MFEoUXZcpIRzE1O8NTRK2rI2N9xhAcc9jh+MoChpQJJJ7uSuk9Mk8N9OneLlG0NLcqYf2bObhGFEdaUTE/z5iZMMFQpUXJfZao1ndu7kYHs7c9Uq//6VV3mgq4vfeukbANzf1cX3HTpIZzrNh3fv5ndfe52qFxmPtkSCX3/Pe26r3++3LkL8sEbRu0RMbcXS2oCQILQJpFMXFIBA2gTSxgtK+LJGxtzJ2rx6tAioeuN4skRc68BQsvWSiqtYahOG2gRSwQ2L2P4kpprHVFvQlASqiBFKh1C6SBkHJGV3CEXo6GoGQ0njhzUCWaXmTxHT2zHV3Jr9WAkBdDSnuTQ0xe6BNmKWzvR8mb969hiBv1qTd3H1H0pwPJ8wjHKmnhfgB/XuYsrWwlibeQRhXcBhcU0ghOCHPvEg8ODiCGtC+AO9TQz0NvPDn3gIgD7gt//19y193tKU4l//048tvd65rW1NLrylKcX3fPR+vuej93Mz1gthf/xD9/DxD92z4bHA6uPtaMvQ2Z7lmRUKbCu3W7ntP/rRp9YdLxYz+LkffxqAMJynXPlzhEghBKhqDxASBENADClngURdr2AOKavo+m4MfT+q2sY76W1vdJ0X7xNdVRhob+Li6AwLFZttHU30tubuWo67VnP52isX2TnYxif/6hV0XV0SD5JIbozO4fvrNY9Y2VziZkRGKWNY9KayvDR+nf35VgxFpSuRIW/GKLg2u3LNSwvnF8eu8ZlrZ3lh7BpuEKAg+J2Tr/AfxatkTIt7mrv4/aciItWfXnibL9y4yNXiHH4YoiD431/5Iqoi6E/l+I7B/fz0/qOESH739Kt87vp55p3aEofhV17+e1RFYV++lV889CiPdQ5sep6m7NMU3RFiaq7eyndtRLLkjTFZO0lca+J6+evsznyEOecKC+4NAJqt3RS9Eban3o9a711h2y5vvXKZidEFjj6xi8vnxvC9gO17OkHCs585xsxkkea2NF29TXT3NZFIWgxdncJ1fc6dGCKdjfPQk7sRiKUeAluZZ0Ip+b0XX2d0och333OAp3YO4gUB3/F7f7q0zWBznktTs5wdn9p8vLAYVR8JpU5OK/OOkNME8LNHj/IzDzyw/F5dH1cCu1tb+KXHHiFrxVDrZTNlz6XqeRiGyn/++MfY19xK2XNBRt91g0iN62hvN09vG8D2/ahntWl9E8rB3lkE0sUNFwhDlwvF32NP/hcw1Ax2MMusfQxLayGmdlDxh5mpvo4koMm6h/Umw1DazDmnWHDOkTIGiamtVLwhZu3jmGqe0fKz9KU+TsUfxg3mUYXBaPlLbMv8EMaanJJkpPIlBFD2bmCprbTHH6PqjzFa/gItsQeJaa3r7sdKKIrgV3/svfynv36Z//e/fg3PD2hvSvHM4/tozq7utlUo2/zFF97kU88ex3Z9wiDqNXz8/Ai6qtLXmec3f+mjtDVtrcWhJ2t4YQ2tzjPwQxtXlrGDEmVvkqzRQ0pvRxUGbljGDSs4QYW4lkcVOn7okNLbKPmTJLUW1G+y57gZFkl+ygb61JJosllZdrkZolE9pCygiFZ0bRApPXx/BCggpQcUESKDrrdF6oDSiSov3ukQuSxCWAFuYtGrncBqL/B99+zi/Swf/91CJh3jp37gMYSApx/Zxb4dHUsiO2Eo+Z1PPo9prn/vhN4xAufrhP5lkMv8HSPzrwlkM92xLD+z+0F+fv+jOJ6P5wcYUuW7Bw7yfdsO4/j+0rG8v3cn7+vd0ZAzsvJy/6MDD/Oz+x9a1ySsFFJSEPwf9z3F/+fe9Rd4t3IftVmHqHhTFL1RFGGQNfvXbOOHNdywzI74MwTSpRrM4UsXQ0kgCRmpvExv4tFVqTxVVci3pBBCcP3SBJWSTUt7hnxzkvMnR2hqTdMz0ILvBTS3Rf8/MTLP8LUZFubKVEo2Vsxg5PosQ9eiiImmbbGng4QXL9/gF556mMd39NORSXF9dnXKKxuLYWkas5WNS1sBdG0HYVjA968RhkXi1uPcTsRqc8O9OEmsc/GOT45TdGxyVoxzs9PkYzHKjgsiKnXSlKjs6YvXLmEoKoEMKbsuBccmqZuMlYtsy+XpSWfoSWfIx+LfxEzZMsYX/iXF2hfRlGbaMr9Ewnz0thnNXlik5F6h5k/ghSUgRKCiKfHVxlRKEno3upIhbexa9zwE0qPoXqEj/gSm1owqYtjBDH5YpCv5PjxZxgnnqPlj6EqKvHUPgfSo+mNoytoURMm9jKHkUIW11N8WIGceIGcdRFcyW7oeO/ta+Gc/+X48L6hr8SokYgZ+EIUsF0tlUgmT7/vAfXz4iQNrPCkhQFNVmrJRflZTFbb3NPOXv/mjtOSSGGvqliWXis+hCp203oEblpl1rtJm7QUBVX8eN6wyY1/GDatUg1l64vfX7YzEDSrMudeYdi6QNXq4E1nEW4Efhji+j+15JEyTquuhKgI/DLE9n5ZkgvlajYxl4fg+ihCkzChMvlCrcW5qmoF8xAWxfZ+YpmFoWqRg53l4QYDt+1yYnuWpbQNbun4CDVXtwrKeRmDUOR+ShNqKxMe2v4ppPowikqwue7w9ks+tQIYTSO8qMhiCcB6hbSd0T6ClfgHUyHh6fsC1qXlqrsee7lZOXZ8A4J5tXXfF617sogbw9MO7MHRtKR0hhOTjHzyylMq4GX7tUyj6XnTzCQTLBD2hZDk5NMHYQjFydmwXy9CoOB5zlSpCQD4RJ2EafNvubcSMxTy32NJaSYlYWFs7NgR3IzhR9IYJpY8TlHDDIoH0KHljzDoXAOiM34ehJElq7VwofIayN8nu7Efxwxqh9BAIbL9A1hxAEcuLMtMyuOfB7dFCv14domoKhqHR3JpeSlsAaJqCpqu09+T52Pc/iFAEsr69rmt09OS2bLQX4QUBlq6hqcq697vt+3hhuCnnC6Lzres7UZQmpCyja4uRjHeAnNYIXhBQct2oFMN1mKiUGMzmmalW0VWVnlSGG8UFap5HRbrEdR1NiZh3iiLoSkWGK2Na5MzYt4TRBvCDaVz/OqFaI6wrp92uZxGENnYwHenv1kNmfljC9icpe0NoIoEZzwMSIQxUJbZCym81FKGT1HuZtd/GVJtIm7vQRAxDyzNde42aP0bW2ENc68QNC8zab1MLxmmO3YsbzlP1RnDDAqowaYrdS9rYRtWfAAmKMNGUOARE+yCsFXq/jSGEwNA1WnKbE6JURSGbipHdQj324rg97eszSgHsoIgqVCQhfmgTSA9LTTPvDqErFroSixYS0iWptWGpaQreGLZSxA9tyt4Uppqi6s+T0btRtjYn3hEmSyVOT06hqyqaiERkujMZpJSMFotMlMoEMqToOMxVa7Snkhzt6cZQVRKGgeMHnJqYxPEDar7HQC5HXDeYrpSZrdZoSSTY1dJMzdtcDGIRQliYxlEUkVtFNIsIaBLTOIqqtK4tmXwXIJQ2UKuAB0oWYRwG7ywsEa0iA6UKwbWJOTpyKSYLJYw71NJvhOsjc7S3pGnKLS+E25pTG3S4EwilE0W7OY+p4/oBJTsi01VdD9NT0VWVXLxe7qQoxHUdx/exdG1LhvibibjWTFvsIE3WTkwljYJKTM2zM/2hSDlNa0IRGi1iL05QpNncE4XVTYO03oMAUnonpppmZcdBRRHE6jyTldwVKSXaTaWTS+kTXUXPxtdwXYwGkZGGENCXz3JqbILBljxNidXcGInk8tQs0+UK/U3ZTYcLwgKOe4wgmEURMRzvNKn49y7/2BZxR3d3SzyBriiR7rZuMGtX6U6lMVUNVVFoSySo+R6t8ThuEJAwDBSh4Pg+mqJgaRpuENCWSJIwbr0O8n8EqEqMuNYZ1SwKFVVYkX6LkiKp9S15wrqaQQgNTTQm5ylCJ2VswwuLSw+xoWZJ6duo+ZPEtU5MNY+qWNj+FE4wR1zrxFBzeEGRmNaGFsZR6lKBWXMvmpJASohr7ahKDFPNowjjpkn6WxO6YpHUWtAUk1AGpPQ24loTTliJQr51z9EPHVTFJKE140sHXYmjopE2OrHUDKrQ38Eq99Woej6TpTKZmEXJdlCUyKMOpWSsWKItmWSmWqXsOFQ9n7S5vIjzgnrEyraxfR8pJcWYw2S5wkKtRsX1iOs6bhBQcpxlVcJNJnwhdDStd71PIgOy7mfvDoSSBS1q/SiDCQgrCK2vLowUQVUE2WRk7G5MRRUZ6fj6XaruFOevTGAa2pLhXlxgNoaBDMYJ/fMgYixOzoq2ndZ0NEbN9RhZKNKby5C0DAxNQxCF/BOmga6+kyoMt4eliJmIqK1CCCw1g6EkEChLjHBTTdEeP7zqu5qIEddalr6nKcsL+ZTRteHvrq713lpE4U4ggCd2DPDmjRGeu3CFqWKZmuchgYuTM4wuFHnl2g1sz+fhwc2fEykrBOEcUtqgZPDcy0QciHexredANoeUWUIW+cjRgfZlIi9JAK2J5FI+fGVu5Wap0/9ZEdNasdQWIKQ1thxyz1kHyFnL5KK40rnpWIrQiGttxJPfzuLZEwh0JUPG2AlEoRyDDDG1HQiXxGFUrZl27YlV4yX1fhL68s0mUEjoa+sxv9WwOGmk9Q4644fRFWvRR0QiiWnZ+qv6vbYiDG5pmaXPmti2okRGvCuTY8LQ6clmSFsW46KEUzfAXhBFY7ozaUaKBdqSSeKGQWc6tVQbumDXcHyfjGXRY5rEdZ20ZXJxZpa2ZJKYrpOxTGzPww3qHbL+J3i2hNKEVKrgXyN0XkYx7gFhsWgEVUWhKRVnoDXH1ck5upoy9Lfl3pFDn54pUa46q9q/brjvwiL0jhH6lxBK89I+K4kutrU0Mdicp+J6qNdHeXRH3zsuB3unWHz27MBGVVTUusFRUAgJESiESJAR2TSUIYpQInGe+vy0GJ7/HwGKEHzk4B5OjIzz7NlLvHxliLQVCWJ9+dxl5qo1vCDgaH8PT+zYnMAnZYiqNCMUDVVtxfMuEoazdWKouULMa2PcsVslxHJTMnHTv43eW/zelvJv9TBYIwECBYHyLSpOsIjIWN8tpvyiibp55bleyGgLoe6GbVFuHUv1ovWCULn0op5BXplGFqv+gSUuRfRncc5arxsZQBBAb/zBaDu5OPTqPPV6ZWY3j9dIyW7V78l6kdyKQtf1jmeRC7L0r1j7e53pNJ3pOreha5lIJYTgaG83UkoGm/JLi11YnsB7s1l6s9ml/ZL1z/a2Rfrzi4xgRQh2t25NPW35mm3x+NY5tnc8zy0lQm0B81GE9BBqMxExLVpwLR7DQFuOlmySUEr0LRjV20FTLoFte8wVquQzy2HTRtUQqvUYMlxOtwmhIGUI9Xy3EIKkafDEruVJ/1bP5pL3u4X7dFkIcvl5u9Xr6IYuF8oXyOk5UnqKSMExQdErYqkWdmCjCIW4GmfenSejZ3BDl5gWw2Btc467hZX3MnLF66U/dSzdy/V5ph41WJqTbvLqB5pz/KuPvo+vnr/My1eHuDI9RzpmcXVmjkPdHXxg304O93SQi2+eAlREjCCYxvMXPW2FQvmPscyHMfW9W9YG+ZaPhz7YtIMHmrY3LAuJJj3llm/2/4W7D7fmMT02z/Vzo1w7P8bwhXFmJwsUZktUSzau7eE6HkIomDEdw9IxLZ14yqK5I0tbTzMt3Xm6Blro2tZGW18ThrGaORyGkmK5xrEzIxzc07Vq0SZE1MKyZvsk4galciSikkyYlCoOzblb1wiYmyxw7ewo186OMnxxnInhWaaG56hVbBzbQwYSVVcxYwbNnVnae5ro3tHOwJ5OBvf10L19Y+nU9e7bRovdzb57O8+AXXWZGZvn3JvXuPDWVSaGZpidKFAuVLGrLo7toWnR8aWbEuRbM7R259m2v5sDD++kZ0c7+joNT+4qZJHQPYZ0XkRo7ZHOQfy7QWSBSK52eLbAn339bQbbmjA0lf62HPfvuPv93q8NzfDlF8/huAG6ri4Zwn/1Kx+htXltNYRQ2gmcvyMMhlH03ejxHyOo/Q3LIjd3B8W5MsOXJrjw9nUunxpicniOhekS1VINx/bwvQAzZhBPmmSbUzR1ZOnoa2b7wV4OP7abTFMKVdv8DpJIXpt7DTd0GauNUQ2quKHLtuQ2dKGzPbmdWWeWOXeOQAZUwypu4BJX4+xI7aDdakcXty5puxV4rs/U8BwXj13nwrFr3Lg4wfTIHNWSjWNHfdp1QyeWMMi2pGlqz9DSladzoJXtB3vZebgX0zLWfZDa00m+/4HDfN/9h+rnYXmzW4mMKEqeZPw71vnkXSSnvRuIPPp3gTXUEN/a3vw3E1JKXMfjja+c4djz57h2dpS5qQKu7eG5Pr4bEARBxAYNI09gcQHmuR6iWPfcFMHwpUk0/XLUn1pXMUyNeCpG12Ar+x/cwf6HttPe10yh6nDqwhjlqsNCscarb18lZhkoisDzA+490Mtz37hAf3cTXhDiOB6uFzC7UOGHP36UmGlsyDQOQ0m1WOPtF87zjc++zdWzI1RLUXcv3/MJvJDAD6KOeXVxGeF6OFWHcqHKyKUJjr94Ad3QsBImXdtaefRDRzj6voOkcok14dU1EYAtTgLrbbfV+vfADzn2wnlOvHSBSyduMH59Btfx8Jxogg+DsM7grQtruD6O7VIuVJkcmuXi8eu89uwpzN/9Cp0Drew7uo1Dj+5i970DGLeoHrYlyApCGKDtQMpKVCJGyMrpUxGCQ/0dHN3VR9zU3zGP+x/+wGO4XtRLfuXpzjcgZ3rV/4ai7URVO5H+JQAC9zVU80kgte53tgIpJdWSzStfOM6Jly5y/fwY89NFPDtqJxv49esYyiUPNPACamWbhekSQxcnOKWrfO1v3sCKm+w41Mu9T+5l7wPb6NmxsYiIIhTs0MZSLNJ6GlMxyRt5zpfO02w2M+vOUvJLJLUkCgpZPUtST6IKFV/66DeV8X36977Ky184ztxkYdX7uqnxyAeP8IO/+uENz8PM+ALPf/oNjr94gbGrU9QqTtST3Qui87DiHPhugF2xKcyVGbk8iVpnoeuGTjxpsuNIP/uPbmfPfQP071nOt29UXXUrCMJxgmCeIBzH828QBLPk0r98y1GIWzLcofSoecPM2S8hUAhkDUWYxPVBmmKPAjBXe5mqdw0/LKEIg4S+nXzsMYQQlJwzlN0LOEFUqJ40dpOzjqIqMcruJebt14jpPdS8IYKwTD72GElj16rSgHcXAtDww2nK9os4/lWCcB4pPRQlTUzfQ9J8DE1tQjTYx4rzOvOV/4aUknzyB4gZ+1EaSKwWa1+h6rxBEBaIm/eTjX/HEsmj5p6lWPsCrj9MwryfTPwjqErjB19KHy8YY6r4b5EyIBv/TmLGATR163J/jRAEITNj81x4+zrHXzjP9QtjTI/OU5or42yhtzNEMoYrQ9k+Ac5NUt6qpjA7UWD06hRvPneG/r1dNG1rRbQkqVRdro/MUq44WKaOqqq4ns+1oRlqjoftegSBJAgluqbS3pJG09QNn7vxGzNcPHadE9+4wLWzY4xfm6I0XyHcpO3looELXR/fBXABELOC4lyZwkyJM69d4eDDO9l978CmXvg7Bdf2uHp2hOc//SZXz4wwNTJHYaZErbJ5fwAZSoIwmggBakTfKS9UmRmP7oWBvd0cfd8B9h3ddnfDoSILSh7EKIQFhLYDWO4RIITA1FQWKjZvXhpBUwVdTRn29909zfZFSCm5cn2akYkFHMcnnbJ4+L5tjf0KWYty2wKkf37pvdstP5RSUis7nPzGRV7+wnGGFp+9hSqeu3EfcyklMojkP4EVz1uJWtlm/PoMx1+6wM4jfTzywSO0dObWLiwR7EzuxAkdNKGhKRqqUDEUA13RyRt5TMVkzp1j1p1FEQq9iV6SWhJLsdb1tovzFSaHZpm+qY+8ogqmR+dxHW/NglBKiV1xOPnyJZ771GvcuDDOzNg81ZK9oWjPYkoodAP8m6Iec4qgXKwR+iHppiT9e7oIQ8nvv/Q6e9pb2NHaREsysaWyr8a/b+MHYwThBFI6dRKwh5S3lkK4pT2QMsANZpmpPkc+9iggcPxJnGCSjHmIULos2G8CEkWxCKXNvP0KKXMvICi5p6l6Q2j1+uV5+xXieh+W6MQNplmw3wACoqz5twCTUoYEssBC5W8o2c/j+tcJwgUkHopIYOt78IM5ktZjmPoAyjodaFz/BvOVTwMBSesxLH13w+iB412gWHsWL5hECIPsipBKKKs43hUKtc/iBcMkrcdRRGLJsN+MICxSc88wX/lrBCrp2Pu4G7XKxbky18+Ncf7ta5x+9TKnXr6IXXXveNz1EPghxbkyxbky186O4toe97Sm2Xmol1LFJmbq7NrWRjYdx9A1bNcjDEL27ejAD0Ls0COVMGlpSpKMm+s2AFj0QC+duMHpVy9z8uWLnHvjKpXinbcMlKGkUqxx6cQQI5cnmR6dZ3p0joOP7GTnkT40/c46nm0VQRAyP1ng8qkh3nzuLC/+3VuUFqpb6sO9GWoVh9ErU0zcmOX6uTFK8xWcmsuue/qJJ61VNbYbQUo/qrxARN71CgglDrIF1D4QFuKm5j6KgIRl0NWUXlpkvVNn9cTZEaZmStiORyglxbLN68ev8+SDO9bI2Ub7ngI5hwyryHCW0HsTRIrbieS5tsfU6Bzn37rGq188wZvPnYkWyndBgqAwW6YwW2b0yiTDlyZwqi4PfeAwnQMtq1IhQghardZ1+SOJeuvhpJYkpsZQhUogA1rNVgzFuGUuUhhInJpLtWSvMtxhEDI7UeD8W1d54TNv88oXTywtKO8EMpTMTxVxbHdpgS+RvHZtmCvTsww05+nNZejIpOjIpGlPJ+vtibd+twmRQAgNRaRRtY66ctqt4zaWDhI/LNKa+ACW1sFs9XnGyn+N7Y/hhfPYwRgdiY+Rix3F8Se5OPcvqbhXQEhq/giW1kZ3+geRMuD09C9Q9a6i1T3HqMVbmvbERxsapHcTEgfbPcl85VMoIoYiYqhad10HvETFeRXbO00oK2TER7D0bbxTU4ahdpG0HqVQ+zxV5xieP4amNCHE+nk8L5ik6kYLIU3twNL3oSq5dTS8twYpJeVClbOvX+FLf/Eyp1+9THlhc6Wgu4mO/mb2Hupl/97uFUHSZSLbyoX2G6euUyrb5LMJdvS3Rh3LWH3ci0Z79Mokn/3Dr3PiGxfXhOvuFmoVh+Mvnuf6+VGunBnh+37xA/Tu7EDT1XfUeAd+wNxkgWMvnOfZP3+ZM69fecd+Z3ZigS/9xTcYuTLB9//SMwzu6yGVjW8oYRzdj0G9RMZDiNiaqJCUHihJhHEYgQ6yBCgsxquFEMRMnUMDnVFYFIi9Q3n3l9+6ypF9PTz+4A6ScZPJmRK/+6fP88Dh/vUNt9pP6A8hwzFkOI9vfwmh7YIN2l+uB9fxGLs+zWvPnuRLf/4y49em79YhrUKt4nDl1DA3Loxh11ze+4kHaenKY9zUb3wzpyqtp0nrW1NA3Aiu7VGcr5BtjmxEGEoWZkocf/Ecn/vkC1w8duOOf+NmdA600Nm/TO7sz+c4MTrOseFxkqbBYHOe+3q7eGCgh4xlEjN0TF1DVzaO6AFoahsyrCDVEE3twPeH4TYIe7dxdwssrRsFAxBoSgpLbcMJxnH8aSyta8mjFsIgrm2j5kcnV1WSGGr70jgJfTu2P0lcj1YdijBJGZF33ggrwyBCiNWztVhkmMo1hn+tUtfmJyoIC8yW/oik9SgtqZ/DMvagKinCsErFeZ3R+f8dL5hgvvKXQIiZ/sUt0/lvFZraRsI8iqY24weTlJ3nUdU8lrJjzbZRedEIZfsFQJCJvx9VSRFISVBXR9MVbenh2+xcLBq4L/35y3zqP3yZwmzp3RIaW4Kma+w80s/2A70NKxJWHsYDB/s3HC86poCpkXl+4yf/kNGrk/i32SjiVrAwXeLVL57k2tlR/s8//im6BlvfEeO9eL/PTRX5q995lm98fm0O8R2BhDOvXeHf/sKf8t0/9z4efuYw+bbMhscXhLOU7RdRRBxT37bacEuJDEYhXIgWqdogof15FPPbQckAgiCUTC6U+f0vvkqx5hCGkgd39fL9jx++6+c1l4nT1Z6ltTkVlb525cmlI8XHMAxBiFVkJS32XcjgBqF/IzoGrRdFP8BWp97F63j93Bj//be/xFvPncVu0Nf9bsJ3A/7y336R6dE5PvyjT7LzSH9DbshW9ORvF47tUpgpIevpJafm8Lk/fp6vf/oNxq/P3NHY60HTVXq2t9M5EFVqqIrC//Xhb6NYczg5Os7r10d4/cYI/+bZ54kbOo9u6+ehwV4OdXcw0JTbQIhnGbo+uPT/hrH79vbz1r8iqXpXCbGBEC8sRJ602osmMszZr+IFCwCE0qHknaUp/hgClWr1K9iMLI1TdM/SnTq05HHD5uVJ0r8IIoVQcrAUmvaXDkWGE8jgBqrx4E1fnEcGkwi1qx6q2gpUNLWdnqbfRREJlnNqcZLWE3Tn/y3Dcz+HF4xSdd+m6r5Jwjy6xbFvFQJVyZGLfzfTpf9AofpZYsZhLH2t4fbDaWzvIrZ3HlDJxr8LRUkhEcw5JS6WRpi2FziS20FvohV9E7GV4lyZ//7bz/K3f/DcUn7s3cbhx3bRs70dK353hHqcmsf1c6P85j/+JGPXpm55IRJPWSRSMYQiqFUcSguVLY8R+AFjV6f4P7//d/jV3/lRth3sIZ68vV7UG2FuosD/848/yeWTQ1RvsU2ppqvEUxbJTJxKsUa5UF3TNGYjTI/N81//789x9ewo3/cLH6B1g1aKikgQhmWkqBGErTd96iPd40jvOOCCkgPpgrUcc/GDgOlCmQ/dv4frk/M4nk9vc5ZQStS7bLgd1+czz57gKy+dJxEzmJwpMjtf5VN//zamobGjv5VHH9i+vPfVP0M17kc1nwBCpCzjLvwiRvrXQL35WNfHpRM3+K1/8ieMXZ26pcWlpqtYcZNYwkQzVIrzFWolJ1pgbBFf+9TrlOarvOcTD/L4R+9ddxspJdWah66rGLpKEEiKpRrFYo3+vltpfbwWTtVlYboY/U4o+c//37/hja+eXpMPv1vYcaiXlq48+k0KaynL4JFtfTw82IcfBkyVKnzl/GVevjLEb3/tZWqez77ONv74hz7+juzXzbiteJIqktxY+H0C6SCEQsa6h5jeA3SRcQ8wVf0i4+VPIYRGxjxIytgHQsEJJlhw3ubM9C8DkrSxl5SxD13JrvkNGcwDfhRSEhbIMog4yGqUNxIaUgYgC/jVv0Qx7kfRtkM4T+idRVF6iPQ7OxBIkDaRyH9dOi+cj15LH4SKUDvW7IMi4vVccqR4tFzvGDn6cfMIpjZIGJai0LTz9jtmuIUQKEqSTPyjzJT+ANcfwXbPYel7MLTVoik19yS2exKBganvwNS2I9DxpY8TeoQyZH92gIJXIZAhG1H/hi9N8OJn3+ZLf/aNWzLauqExuK+bbQd7ae7IksrGiSVNEqkYuqlhV9wlgzc7scDU8BzXzo0ycWMW31tLsnngvQdo6226Kx6U7wWceuUif/U7zzI5NLOpwc21pund2cHue/rZc/8gHf3NaIaOWterDmVI4IfMTRa48NY1Lp64wdUzo4xd3bhb0NxEgf/0z/+a7/35b+fep/ZixlYvSqSUuLZHrbxsdFP55KbCHzKUOLbLb//qn3P55BC18sYemqartPc1c8+Te9j7wDbae5pIZGJomrak9RwEIeWFChM3Zrh8apizr1/h3JvXNvS2yoUqrz97ilrJ5ud+8/uJp6x1r18obfxwFilrqErTzXuHYj6M1PcB1Gu4JYjMUojF0DR2dDazULGxXZ+pQhlFEbdUprNV3Hegj2rNXarbHuhpJghDDF1DCMhnby45VAjclxDBEELtwC//J9TYh2ADhcRFBH7A3FSRf/dLf8b49ekNjbYQgkQmxuHHd7P/ge1sO9BDOp9AN7UotyyiiIDv+kwMzTJ8aYLLJ4d5/SunqRQap7ykhJPfuAhAIh3j3qf2rtnG90NGR+f4+osX6OzIRn0FRNR7oFS22b+367afW6fmsTBTRkrJ3/zeV3j9q6eYmyyuu22mKUl7XzO9Ozvo3dlOKpcgkYphWDpSgl2v/Bi9Ns3YlUluXBxndnwBz1meb3bfN0iuLd2w2kMI0IVKezrF+/buJGWZZOMxTo9NMFW6vXz17eC2QuWGmqMp/iSqiCGEhqE2LzG/m2JPkDL2E8gaArX+WfTAps0jmFonfhideFNtRVezCKGS0LfTmfoEphqFRELvBDJcQCgphNKKDCdRjEcI/asRbU2kQMSQ0kEGY9EqnChfRlghDK4T+hdQrQ+BkkaGBUL/MqraDcIkcN+ISHDSQcpK9DCxemIRQsfUt7GoSLbqLAiBwMLQ+nD8q4RhCddf3Uv5bkOgYWg9WMY+bPcMNe80lnez4ZbY3nlq3gUUESNpPV5X5BEgBZpQ0YTKtfIE9+V3om8Q2p8ameP4i+d5/tNvbomsFU9ZdG9rY8/9g2w/0EuuNU2mOUUsYaKbGpqmohsaiqrg+wGBF+A6HnbVpVayKc6XmZ0oMDUyx9i1KYYvTTByaZJEOsaOQ71kmjbXQ98Kzrx2mVf+/gRXTo9s6EVacYMH3nuA/Q/uoGdHG/nWDLm29JKnvVIFEKCpPUtzR459D25n4sYMF4/f4OXPH2/oHYRByNDFcV74u7dQNZWj71vdplNKSXm+zND50agWtery4AfvIdbAAC6iUqrx/Kff5NybV6lVnIbGVTc0ugZbOfTYLg4/tpvW7jz5tgzxlIWuR0Z75b54To62nib69nRx5Ik9nHntCt/43NtMDM3i1NYSFGUoKcyWOPfmVT7/yRf4rn/83gZlbAYx4xBeMFwnpq2okhUi0ihf5MEIC5a0Gpc3sXSN2WIVPwyJGRoxQ39HuAN7drQTbLCAjd2UC1bNhwi9U4TeKaT7Kqr1NIq+qPzWGFJKSvMV/vYPnmPk8uQq43IzOgda2HVPPwce2kHfni6a2jJkmpIYpr6GHBiGIbnWDD3b29lz3yCHH9vNNz5/jBMvXVj3GgI4NZfLJ4f4yn9/le0He0jnkzdxRcDzQ1paUszOVbAdj872DIO7WrgxPMu+vV23zfxxHY+5qQJDF8Z57lOvszBdWuVACEWw41Af9zyxh67BVnJtaVLZBKlsHN3U0Q0NVY2U2wI/xHM8ysUalUKN4nyZuYkC49enuXxymAvHrrPjUB/ZpvUjsn4QMl+tcW12nrPjU5wZn2K2XMHQVA52tTPYcvOi853D7XncSoy0eQhTXavOFNcHiOsD63wLLK0dS1u/RMPUWjG15dCRDCeR4RwynEUos3XPWwNZQcoqAg+II+plIULJEZWIUCesJJDhDMgKyCTIAClLQOS9SP8GaN3135oFWV3zMEVdvDYO9Whqc6SGExYIwrkNt71TCKGgECNpPorrXcX2LmB750hZTy4xcf1gFse/ih9MoCoZUubjLNO4IlJJiKToVWky1q4sF+G7PufevMqbz51l6OL4JvslGNjbxcC+bnYe7mPv/YP07+1CbdBNZyPYFYfp8XnGr08zfGmSG+fHUFWFtt6mNQSZ20FEbLnAyZcvUm2wGBFCEEuaPPLBIzz6oSPsONxHtjnV8FgW348lTGIDLXQOtNC/u4venR3EEiZf//SbTI/OrbtIcKouZ169TLYpRd/uTtp7lx9+gUCpn8OZkVlc29uUPevUXMavT/O1v36d4lyl4XZW3GD3vQMcfmw3R57Yw45DvauOZb1jNKxINCfbkqZvVwftfc3EEgZvPneWa2dH1v29wA+Zmyry/N++yYMfOERnfzPaTdreUnqoShY/nGFdtrV0oogZAqlYSP8SQhuo3/OCUEpKNZfRuQJJy8BMxEjF3pneB835zRePMqwSeG8svw6mCf0ryGAYVTtA6J9FNY4CjZW2yoUql08N843PH8fdoMRyYG8X9z65lyNP7GbXPQMk0hurdymKQjITJ5mJ09bTxMDebmJJE6Tk4vEbLMyU1v3ewkyJs69f4fiLF3j8I/euoiEpqiCbidOUT6JpKrWai65r2I5HImHeEV23VrYZvjjOi599m+vnx5YqIRRVIZmNs/f+Qe59ci+HH99Nc2cOawvXvaVeni1DSbVUY2pkjv49XXTvaGPb/p5V51BKyVSpwnihyESxzMhCkRuz80yVKtQ8j/Z0koGmPNta8mxv3ZrhltJHSp9FER4h4nefnLZ6tS5QFAtDbUFsUcLzdkhhi7smRBopi0j/Cqq1WM6kg/RA2giRRSoZhJIEkQSxKINoIPQDKP5Zovy3D0JBoCHDCkIJgRBF7QYRj/L1srYOJ05Zt8Rr1RYijkAD6RPKOy8h2jxRqpCKfRsL1b/F9YexvYv4wSy6FoX6be8cnj+MlB662krcvGfpm6EMcUIPO3BJ6fENxQTmJgu88ZXTnHrl4sZ7owhauvK89/se4oH37Ke9t3nLJUArIaXE9QP0mE73tjZ6trdz39P7cGsusxMFUtlbv7lvHh/gwtvXOPXKRUYbhLGFACthsPNwHz/yTz9Kpjm1JU3qmxFPWWw70EP/nk6cmsfzf/smhZnSut7azPgCZ16/Qs+uDj7wA48sefNCEaTySbp3dHD99DCZlvSmDO25qQKnXrm0IXtcVRX693TyzA8/zj1P7iWRuvX8uhCCzv4WvvOn30O+NcPXPv0Gp16+iFNba2R81+fauVG+8fljfPCHHiOVS6y6lkFYJAiLEXs8Gn31AOECMpwAGSCMDKHzPKrausTMDkLJdKHM2GyRA/3tWLqGqX+ztB9AyjJB7dMr3lGBEEScwHkeBKjaPlDXn1vCMGTs2jQv//3xKJXTAOl8gm/77qNLZVu3CqEIrLjBYx++h3jS4u/+8OucevniunX9ss7m/uKfvsQD7z2AFTOWIjK6ptLZkeX60Ay7drQjhGB2tsy1GzM8fHT7mrFuBeVCjUvHhzjz+tUlo61qCtnmNLvu6eeHfvXD9O7uuK25QSiCRCbOQCZO/94unvzO+9cQRSXw4uXrvDU0ysWpGQpVm7hhsL+zjSd39nNfXzdpy9oSKQ2iRWoQzhGGJZABCNC1nbe875sa7kBGQhmKECjCIG3sJ23sr+/E1tg4fhhGN6sQm9qlpZMmjKhWM3CQ0o1EF4JhQv8CIhgGXFQzA1ggJYHzdVQzqi1HLPYMro8VziH9q4TeKZA1VLWj/tnK7da78IsNKDZCuGKbOwvNSYKl1p+NIIQgYd6HqQ0ShAu43nVK9gvkEp8AoGS/gOePoWsdJMyHUerdx6SUOKFPLXCoBS61IGrH2kgL/Kt/9RoXj9/YMD+qKIJULsHP/9YPsPeBbZgxoy5wcHuU88ujs3TkU6Ti5lLvWzNu0jm4IhKzzthbfWjDUPLZP3qe6+dGG25jxkwG93Xzi//uh8i1No5IbAVCCFRN5cd/7TtxbY/Xv3KK6dH1w+bXz43y9//lBR770BFSK6RZfTeI6thPDXP/M0c2vMWklFw5Nczn/vj5DferqSPLP/z172ZwbxfWOiVMtwJFVXjyO+8n25om8AKOvXB+/X0LJZ/6D89y31P76qmTZcOqKnniZjOh3BmVe93cRlfEQHpI/xpofRDOcPNzqSiCqYUyZ4cm0VSFbR1N9LZk7+jYbhdCacJI/zqweL+u/K8+7yiNPfda2eHisRs896nXGm6jqAof/rEned/3Pbzqfrld3PvUXiqlSBjm9S+fXncb1/Y4+fIlLp0YYtc9fZE8KNTnETi0v5tKNZpXWltSPJTZdsf7ZVedNSz6lq48T3zsXr7jp95z19JnQoh1pXvDMOTXP/8cPfkMR/t7eGighyO9nTQnb++c+8E4ldoXCcIZdK0HUNC1Hdyq7djUcC+4VS4VpzFUjT2ZNiq+S0IzCKVEIeoZqykqduBR8hwSmhE1BBFR04Na4BGEISfnR+lPNpExLMqeE4kXeDYDySbimrHUFcdY7GZlffCmPRGgptDTv7b6PUBL/coSyQwUNG0fIFBj37O0jaL2olgfYNFIa4mfWPpMVfsbnLiQINyYvRgEBULpIISJqtxZ3WIYVuv9vzdHJv4RgnAex79Gofb5uuF2Kdeexw1GSVqPko59YHlsJNfLE1yrTFAJ7LrQxfpjz00W+drfvNHQKwVAQHNnjl/+nR9ZpZRVtT1mChUqtsOu3lYUIRibLeJ6PrlUjEwixlypSqnqEIQhScukKZPA9Xxsx0PXFBRF4Hg+xaqD4/qEoaSzOY2uqcyXa4xMF1CA3rYcyZi5JRVCKeGVL5zg6pkRKsXGDOvd9/bzPT//AVo6c5sPukUoquBH/ulH8VyfFz7z5rqCNb4XMD06z2f+89f5gV9+Zul8GpZOpiVNa18zlcLGzPVLJ4Y48dLFDctkFEXwU//iEwzs6VpDhrtdCEWw/8HtJNNxLp/895Qa1PdXizbP/sXLfPs/eIRt+5d5GaFcIAyr+ME0qpJBU5tZ1SBHaUJo25A4yNrnUGLfuaoyRBGCVMxEVQW256MGCu67UNrXGMry/oUj+LVPE3ivQVhCqJ3oyV+ORGUaRC3f+vpZ3vjq6XWjFxDdE7vuHeB7/sm3oxl3r/z0oQ8cIgxCrp0dbbjAlGHIZ//o63Rv/8SS4fb9kLHxBT71t2/S39uMrqv0duc5fOjut4NNZOJ8/Gfew+MfvfeuLFg2g6oo/Lef+F4GmnOYqhqlYe9oRIGp70YoSUz9EI2dxo2xqeHOGXEsVWO4ssBweR5DVal4Lqqi0GIm6U3maDITfH3iEjXfI6VbpA2LZN24vzB5mZ/Z/Rhq1NSNsudwpTRDSjeREt6cGUJXVNpjafpTeRZv5sYCLGKdVwIWudFi5YkQa7Zc/3Wj+kQPx7+64fmJiGlFVLUJXV3vRlVRhE4oA8JwARp41BGzdoogmKsTcDZGynqSsv08tnce17+K7Z3BD6bx5RyqksbUtmMZe5a2VxDsSvcwmOpYFmFhreqPlJIXPvMmxbnyhizy7m1tPPHRe9l5pI/FVn3DUwtcn5hjplChpzWLQPDiqYh5XKm5lKoO3350N5/6+kk8PyCVsGjNJuhuybK9u5njV8bIpmJ0NqmMzhR4/dwQnc1pTlwe4xNPHWa2WGW2WMFxfU5eHednP/bwlu95KSXP/dWrG5ZFdW9r4+DDO9lz38BdIzYtjhNPWxx9/wHKhQov//2Jdbetlmo899ev8d3/+L2YsUiUwXM87LJNMpegMF3cMMd95rUrnN0gRG5Yej2vvWtp/LuBRW+lrSfPR3/iKf7st/6+YdTl5S8cZ/+D2+nb1YmmR8+6rrZTtp8jDKsoIs7NeW4hBFJJI7TdoPQitE6iqau+8FYE+WScf/i+o6hK9PzrG6QU3mmsPK9u7c9RtZ1o1vtAxJHhLF71DzCSv1pnyK+G5/qcee0y599qPO8ks3G+4yefRtXv7jFqmkr3tjaOvu8An/vjF9bdRko49sI55ieLpLKJyEsV0YJw/94u7jncRyxmoGvvjIDW9/zc+zjy+G6SmTtLnd0Ktrc0RT3R78LvKcIiCGbw3GPYzquAQib5k9yq8d707C64NaZqZeacKlXfZc6pMm2XKXk2lqqR1EwkkprvMeNUKPk2N8pznC9McbU8S8X3mHUqTNkl5p0qM3aFqVqZjB5nzqmS1E0qvsuCV0NX1r8Ro/CrRxguIGU1YpJLBymrhGEBKX1CWSKUtchrDaMVfBBMIqVDGJYJwxJS1urbB4TBXH3bWpRvWAehtKk6byCpEbXiW71PjncF1x8ikBU0pYmYsbZUQhEmqpIlYntfQMr1mZs19zieP4Zka1rfmprHMvZgaH0EYaTiVnFeRYY1LG0Hlr4HRSyHQYUQmKpOUouR0uOk9LU3vpSSMJS8/uVTG+pXx1MWOw718uiH78G0lg3A1EIZxwvY2dNCf3seIWBitkjSMuhuyRK3dKYXygRhiK6rNKcTJCyDcs1BVxV0TYmuNRLPD3D9gB1dLaTiFo7noyoCzwsYnSmSipnomrql2z3wAxami1w4dgPPaXx+d987sBTyv9tQFIVdR/rZc99gw1r0wA+Zmyhw4e3rS4QkoSgomlpv2uJz+fh1CusQiIpzZYYujjFxo7G3HU9aPPHRe7ES5oaNVm4HQgji6RiPfOgIiXSs4SRXmClx4/zq/fSD+UiNMCwQhEVunsRkWEV6V5DOC0j/AtJ5mZV6334QMjZXZL5cI24aZBIW8TtuduJCWIawEpHjwiKENQhmovfCGoQLdeJcEEX85DoL3bCCUJoiMp3ajaJti8ZtsIC/fm6U8eszDaNC8aRFz4529tw7iBC3whnaHEIIWrpyHHxk54bjVos218+PRdoF1N0mXaVQrHH85DBvvHmNq++AOErnQAsHH9lFc0futng0twMhBIYW5b0niiVOjIzztQtX+dyp8yxUawRhiOP51FwPL9g8yqMoKUzzXuLW08TMR4mZj/COeNwIaLISmKqGpeq4oY9j+cQ0g454hpRuEiLpT+bxwoAWK0UQhtHFVFViqo6CoCOWIWVEXnZPIkurlaTk2Ziqhh34xFS9Yc9tcPG884TBNJreHzHypEMkaBCC0AjDWRSRjsrHhImi5An8IQIxjgxLgEQoybrsZRTGktIllGWQPob5ABEhbiUxwcXxrlCqfY24eS+q0oQidKQM8IMpCtXP4odTKMKMyrT0PWv2XFXSGFofXjBG1T2B7Z3FYj+qkgEUJB6uf4NC9e9xg2G2quIhhI6l78PSz1Kyn6PqvIUfzhBKF8vYG2mi34SKb+OELoEMcQKPrlhzfazomMNQUpyNdME3aljQ3tvM9oN99OxcXfserUqharsUKja5VAzL0HH9AK/ebUpVFUxdwzQ0cqkYhq5RsR2qtkfVdpmYK5GOWwRhiKootDelySSspWYhQSiZK1bpbslsWcve8wJuXBhnYbrYsGGIYekM7OuiZ0c7fhDiBwGqqhAE4VK9dhBKrHoezA/CaOKss5q9IEBXVYIwXEr7hGG4RJISAvKtGbq3t9Pe18z1c2Pr76vrc+qVSwzu6161gFiKIYn1H/Oxa1NMj8xTLa8/4SuqQiqf4NBju7aUWrgdaHrksXVvb+PKqeF176HAD7lxcZyRy5NLzVYkPpraDgjU9XK/shrxVIJJEEWkdFCNI0C8/n1w/ICzQ5MIIbAMjbipk01s3h+5IfyrSF+vp980IAClG4KxiHuDAnjRZ0oMRH7dSJkQVlQd418HYSDDIoJYw3v34vEbzE0sNIx2pZuSbNvfQ7bl9juLbYREOk73YBvJbJzS/PpVCVJKrp8bZduBHvKtGRRFkIgbtLdFWvFBsNw5725BCMGBh3fS1tuEeZdEmLYCKSVuEHB8eJwz41MMzS0wV6lS83z2d7aRMA2uzc4zW66StEwOdW/c2Cbql14jDItL2vy3g00Nd5OZoMlcJjgt0ituXpHd19yLpqh0JbKkdQtDUVkpTdkaW77RdtOGlJKc2cvZhQk642nyZuN8hZRVXOcFwmAK8Oue93wUtxFxpCwTBjMoaguaNoCmbQcCAv8aQTgTia3US8YUJRMduLYd379OENyI6qPNQ+ucDhWhJJgu/S5N8ocx9V2oIkUoa9TcE8yW/wthWMHUdxMzDmLq/WtPsNpK3LiXqvMmtneahcpnSMVKmPogAoMgLFOyv0yx9mVCWa4rtG0NMX0vtrGfkv0cNe80QTCPEBqWvrtef74aC26ZWbeIE7gUvRqd1mpBE9/1Gbo0QWm+suGDt/1gL9sP9q5hW3c1Z6jYHqevTdKUidPbmmVbVzMjUwvMFitoqkJHPkUmaWFoKqYh0TQPzfcoVGrUHI/RmQLt+RSqopCOR/nrZDzyrstVGz8IsAwNVVGouR4J09jUELk1l7NvXGEjzly+PUNHXwvxXJz5chXb9dE0Bc+L+i6HQcR672vNIQQUq/aSwIfj+RSqNu25NHPlKoamooqodrQtu+z5CUWQb8uw656BhoZbSsnpVy/z7T/wCMlsnDCM2ojqpo5ru3RuayeRWatPf+nEUMNSHgArYdLW3bQk5bgZpJSE9VaIirI2pbIehIjK1w4+vJORyxMNF38jlyYZvjzBURnVrSsiia71oKl5xLpVHD6IGELtjko8b9IeiELlMYam55d0o9tzqTsz3O4J8GL13woAE8xWCEeIlgpq5GlDRIY1HgTWMdxqB6F/gzCYQSipSL1R66lXwCxjuerhOvPTja9jriXNzsN9t39cm0DTVRKZGG29TQ0NN8D18+PRPCEji5BMWksM8nLFuethbEVVeOSDh7dEplyM2oVSotSfQ1hcZIeERARaTVE3cBaXMTJf4E9eO8bVmTnceqpqolCi7LhICecmpnhraJS0ZW1quMNgjprzCo57CikrgIJlPoy8xaZat1TH3UgjevGzI03dtzzW/txaxbK10FDVdnR9V73+TQUMJGWErKKqbWjadqR0UZQ2VK0f3x8iCIZR1E4UrRcQSOmjqnmCYIownEEIA03biaqu16xDoKmtdOX+NSOz/4SRuV+J5FiFUg+be9E2SjO55PeSiT3DepkHQxskE/8YRftZHO8y89W/ZL76l4CGwEBSAwRJ6xEMtRc3GKHqHNvSOdS1dix9F4bWj+2dASBhPoKh9a/ruZiqjqnoBDJkT6Z3KTe9CKfmcubVSxsaON3Q2HVP/1Ld70o0ZRI8mE5wdM9iTTDs629jT29UqqLUPdfveuIQABX3Mk4wBghy1g5+4bseX7U/e/oij+z99+8C4MtvXkBTFb736cO8dOoao9MFBjvykYhMfZ8ly0z5xX8d2+Psa1c2ZLsfeHAHTR1ZxuaKvHFpGEvXmC5USMUsbM9joRIZ6h977/3ETZ3jV8cIgpCq6zE2V2SmUOHjjxzgy8cvkbQMelqyDLTlaM+t9oxaOnMcemQnX/qzb6y/IxLOv3WNatkmF0o0TcUwdWplmzCQnHzhLPsf3U17/2oDfOlE4xpcgOb2LPsf3L7lCdULAqqOh+sHNKXiqyg0G40hhOCB9+znq596jXJh/fLIsevTS/KdUZ7bobJCq5ybVAyF2o6ULjK4BuEMivltIOJLeyQQxAydpw5sW4pXJe605l9tBi0ThcDD2UgPIixDMA7qQLRNOATGQ+C+DKhrFhQAWvyHkN4ZQv8yMiyg6vtRzCfXPYdhEHLl9DCFucYKXLnWNDuPvHOGG0AzNPp3d3Ll5FDDuWDsyiSVQhXfD3FcH01VmKsb+nMXxojHDR564M5KwRYhhCCWMDn86C60LTSPkUgqvkPVd0nqFm6w2J9BpezbVHyHsu/QE8+TNzdmpYdS8nsvvs7oQpHvvucAT+0cxAsCvuP3/nRpm8HmPJemZjk7vrFSIkS6/Ia+G1VtJfBH63sbsJnU9814Z1ro3GUIkcSKfZyViklBMETgX8Iwn6q/txQLAEDTtqGlfrE+wspyLYEeBTJXbH9T+QmgiDQxfS8p62kG2z7DbOmTVN03cIMRwEVT20iZT9GU/GEMrbeBpwACDUvfwWDLXzFd+n3Kzot4/ghhWEMRBoa+jWzsO8gkPo7jXWCh+te3dG5MbTvZ+EeYKESGOxP/AIbWv/62ikEgQ8Zrs0gZ0mGt1o92HY8Lx66v27JvEbvu6aejv2VDzfCb56RGE70iLHQl37A/+c24b1cPNybneen0NVpzKXZ2tyAEjF2eZG5iAafmMDu+wHt+4DEUdfk3Pcfj4vEbG469/WAv2eYkVSEQCIpVh/ZcilwyTsV2ac0kySVjS6HybR1NnB2epOZ69DRn2NXVwslr4wgkMVOnLZNke8da8lGmKcnAvi4UVRAG659np+Zy4/wYmaYkVszAdz2yLSlK8xUe+MARUrm1k83VM6MUN5jwsy0pth/safj5zRAiYmh/6a2LLFRq7Oxq4WB/O+251Mb63wJ23tOHFY8iIetN/L7rMzdZYOjiOIP7ujfRKq8Pq3agWu9FBocRah+L0sXRvkLc1OlujhZezekE+eQdeNsA5tNgpFieO0JAhZXPlqyCfyIy3g3u4cD+Aoq+DzX2sZVHs+6218+NUpqrEDRgxFsxg6a2DO29d6b/vRk0XaOjv4XluXEtJoZnKRVqlMs2E1MFbNvjreND5DIxxiYK9PXcPRUxw9LYeaQPZYuEw5Jn85mRt0hoFjtT7ZwqDFNwq3TH8wwkWyn7NoKo0mYzSAkvXr7BLzz1MI/v6Kcjk+L67GrGfTYWw9I0ZiubVwQZ+h7CsIgfjIMMCcKJSAfkFrHpN/7o6id5sOkoezOr87d/dO2/8GDTA+xNr83r3i1M2VOAoNVaFBdYvHACVe1CVVpZ7sa1EZP85jrrmyn4q1+3Z/8ZbZn/rZ6zEphaP22Z/41Q2oBP0SvyubEv8XDiSVrUXoRoLEEphEBKBVXJ0pL6aZqSPwL4SMJ6aETjRnWatEgQN+/B0nfSmv4nKCJJowf8ph9YWumrSo64+QDaOop2wBL5r+TVsNS1htd3A4YujG+YZu/Z0b6hGEr09k3M/wbbhrKKG0wjhNpQbW8l0gmLPb1tbO9qRlOUJXKOEdPRLZ0gCNj9wPZVRtuuOsxOLGzaZKO9t4l4MkYuafKB+xKEYYimqiiKqJMj66Hg+rEUKjXacyl2d7fSmokMaRBKwjBEVZUlQsua86MIzJhBa3fThkSy0avTDO7vIZGOY8ZNnKqLETOiyWvFsFJKZsYXqBRrG2pZJ1Ix2nq2PuFrikI+EeOJ/QN8/dRVrk3MMjqzQF9rjkMDnbRmG3sqmq7R3JFjbqLQkORYLlSjY9zXTSirKEqi3jp37bgyLCC9s4TuWwi1h9D+DGrix0HkoM4xWCjX+PSrZ+hpznLi2hgduRRPHbwTj28xGrVovBbnmUXPSCKJg34PoNbrz9ci9M8h1E4UbeP7W0oYujiBt45O/yLSTck1cqPvBBRFRE1vGtttwiCkUqyiIBnsb8FxfHp7mjB0jdm5MtpdZPXrps62A723RMZzw4DQs7lQnKDsORhKRKTekWpjolbgfHGMmu8uiW1uBC8IsHRtSVviZti+jxeGGFpjcxqlnhZQRAJFSWEoCXRtAIlPvb5nS8e1iE0NdzkoY4c2gQxQhbqUPyj7Jbxwawzo28Wl8mXEkuG+2Rjoa/JEjbHeSWl8ovQ1hk9HU5dXkFq4QE2mCUmD0DYoXVvcV0HUaWxth6RQhrw2/wJtsW2k9RSKagFbn2D9YKoeWhckzAfRlHx0btZBKCPilKnqlL3aclmYEARBiF11NsyvAXT0t2wqq7hVGGobqpJaUdK3MVRFQTUUzJtuW8PSQUoK0yWseOT5LD5gdtVlbrK4YZhc1VTybRnMuIGuqatUkG7WI1983d2cXSJCWaskPBvXxy9+X9M12ns3NtzTY3PUKg52xWZhukiuPUtprryuCzszNo+/AZlQURTiKYt829Z1Bjw/YK5c5fL4LPds66rzGaKqg5lipaHhXjw/LV05hi+NNzTc1bLDzNgcEGB756PKDkUiWWd76QEqQm1HGPuQtaustChBKJmv1GhKxdnZ2cypG/7SImoxPXNnWH/+iI5142dBiATIGjIsLemtrwspmRyabehtA6SycZLZtfyGuw0hBFZic4tmV128mkc6m0DT1OWF9F2sLYfo+WztihZpW4EiFPJGgv3ZHjRFwQsDVCFIajEMRaPFSqGKbrLGFs6lgL58llNjEwy25GlKrP6ORHJ5apbpcoX+puwGA0lqzssY2jaEiKEoKVSlcce8zbCp4Y6pcQIZMOPMUvGjHEa71Y6pWKhCpexXmHamKXpR45CsnqXZbCahxXECh8vlK2T0DGW/jBu6ZPQM3fEuFBRGaqMUvAKhDFGFSkKL0xfvoxpUGbcnOFuMVJjSehqBYE96dz03vv4FrPo1Ct4C894CAoETOqS1NK1WC0ktuen+DNdGKHpFAhlgKiZZPUt7LMqzjtXGWPAK+GGAGzq4YdTUpOJXGPfG0RWDzlhUI32+dIE2q42UlkRKSdEvMlobQ6AQEtAd6yatp6gFNUZrY5wtnmVbcpCUliRnZOmMdW5pBRaERRz/KjX3JKCSsp5GEYl1vyuRESkDUIWCH66eIHzXp1qyN9RFBmjraSJ2l1pQ6moGncwdjRHpDdsUZksUZoqYcQPX9jBMHaEInJpLYXbjrj3xpEU8FVuqK16/Ecbq9/Kp259AVU2huSvXMJQMUd9up+YS+AGu7ZHIxDEsfY3kqZQwP1XcsPGFYenEU9aWJmOI2mTark/V8QilpC2XJG4YmIZK1fFYaMBcX4l8Wxoz1vj3nJrLQn2RKGUYlUwKiIhgN6euFqNKCoSliJ3tX0IqnQglIrRZuk7CMijWbGKGRiZ+99uk3g6kdAm8E4TBBGKFQJNqPFIXYVnG7OTChtexWra5cmqIZ//i5XdsfyFKmV0+Odz45qzDsz1cx0dKSc32cByPYsnGtj1SSYvurtxd2R+1rtC4VZ/UUFR2ptvZnmqN5sJ69cci4pqJpRpbGk8AT+wY4M0bIzx34QpTxTI1z0MCFydnGF0o8sq1G9iez8ODGwvOSGlju8cRQkMVWVQ1ckgN/cAtR1E2NdwZPYMfBlyvXOdi+TIKgve0fRsJLYEiFCbsCd6af5t5N4r7txgt3JM7Qk+8m0pQ5UuTX2Zveg9zzhxlv8JAop8Oqx2hCF6dfY1ZdxYpIaZatMfa6Iv3UfLLnC6cYbg6TChDNKEihMLu9K4NDVrBK3C2eI4zhbM0mc0sePNktAwPNR8llog13J92KzLOb8y9yZw7RyADYmqMTquTvJlDQeHt+eNM2BOESHShUfYjYzDrzHGycIq0no4MN5KvTn2Nx5sfpT/Rjx3YnCue43TxLLqi44UeT7Q8hqEYzLpzHJ8/zpw7x/GF41iKxfbkdjpjnetc9EWPL3odSgfbu0DNOYYXjKIpTSStxxprq0vwwgA39OorUGXV3Og6fkPFq5Vo6sgSa2AAbH+WkABDSaEpd8crvxleWMENChhqBk3ECWXIwlSBufF57IpDeb7C3MQCLd1NaIqK53hL9aaNkG5KoGl3R2BhK1BVhWxzio1ikcX5Cp7joWoqZtykUqjS3JlfWlwsQ1KYK20olhNLmsSS1pa9z5rjUazZuF5ARy5FoWwz5Zfpbs6QS8a3xNZO55MbNoVxHY/ifAVQMfUdBOEMQTBLFIqu55MXUW8mIsN5pDsL6ITuKYRWQ2oKihKnM5/mzNAEp26M05HL0JpN3iVv+w4hfUL/fFS+KnQWHzpFP4Rg2XBLYGFmY9Gj8eszjF+f4Sv/vbEU6rsJ3w8I/IAgkMzOlZmcLHJjaIbZ+QqD/S10dWbvyjMlFOWWnAVT1dmf3ZjPsdWWr4oQfOTgHk6MjPPs2Uu8fGWItBU1TvnyucvMVWt4QcDR/h6e2LFROkRg6ocoVz8dNcmqe92gYOj72Wo0YRGbK6fpWQLpU/ArLHgL6EKn4BVIaylKXomyX6bsV/ipbf8QgD+8+kmuV68T1+LoSvTgakLjY10fIa4t36iBDDixcILv7vkuBhIDJLQ4i0pe7VYbH+78EBW/gipUvrf3E1s+ICdwCGTA9/d9DwC/fek/MlIbpclYEeq+aX/c0OVa5TrXKzf40YEfJmdkOV04wzdmXmGg0k9ci3OpfImnWp/kYOYA084M/+7ib2+6L1JKrlWu8dLsy/zstp8iq6++kVNaku6ebo4tnOC7uj9Oi7lRiDxcwagPqblnmC39IWX7BVSRIhP/KLra2TBsL5GM12YZr0YLk4pfW6VVvhUDBxBPmusYjwhn5v+Amj/J9vQnaE88vOlYt4PxyoucXfjP7M/9DF2Jp1BVlba+FuyqQ608RLVU480vneDp73sELRPHdXzKG/QbBrDi5qoWlu80hKI0XPwsorRQwa0bbt3UsKsOr37+LVq6m0it1GeWUJyrNKxPB5baG24VC1WbqxOzXB2f4+rEHAf62zl1fYKPPbSPe7Y1FldZCTNmoG6gnuWuuN90tQ3bfZMwtJcms1UQJkLfh7ooERkWQUkhhIrtetRqNum4xXsO7dhy6dq7BT31S6yrVX4zZNTEoxFh8VsRgR+VKkoknhcwPDqHogpamlJkMnE8L4h6c98hhCKIp6xbtW13BUIIBppz/KuPvo+vnr/My1eHuDI9RzpmcXVmjkPdHXxg304O93SQizde0AohMPTtZJI/DngIYS2VJt8OtlDHnWfKnqboF8loaQzF4Er5KkktQS2o4Umf7hUeYnesCzf0mPfmaTWjUMWO5PYlI74IBYWf3vZTvDjzEl+bfp5mo4n7cveyO73rtg8GwNJiNFvLBrDNbMUPfYp+iaSWXHd//NBn3J6gL96LUc8Pp7QUbWYrI/YoucXwvxqFoQ1FpyPWuF5vUWWtGlTxpEdKS5LVs3d0XGXnJaaK/w7bPYvEr3dSClFFmrh5L22ZX2KjOzs67k4sVedscYikHltl5H0/WFdDe9UYdWLVu6VatFVkmlI0d+SYGZlDqYumLInK+CFuA81nAETdcL+Lk70ixFIuvhGcqkvgh5gxg3Q+ief4PPCBI1jreB5Oxd2w7l43tFVNPTZDd1OGhGmQjln0t+V5fP8AtucTM/R1G9OsBytmbkhQWnldgnCGmnu6vvC0WBMql069n/UbCP0g0ntriZw2PFPgjcvD7OtpxzI0BtryGN9EudObIYMb+PYXCb1jda3yLrTET6Jo/XAToa1aqhGGGzcZ+lbCImlT11QG+1uYX6iye0c7hWINVRXod0mSVREC846V8O4M7ekk3//AYb7v/qiUdeUdulXvHUBR7k76YAsed44zhbM4ocu+zF50ofPs5Jd5suUJsnqGcXuCkdrI0vbj9gS98R4y2nI+Z5mduRrNZjMf7HiGWlDjdOE0X5j40pLhFggCIrUtidwy684ObGad2WiCQTDtztBmtZHUlr2Um/dHExptZisn5k/i1VsLVvwK0+4Me9K7iatx5px5qkHU+tOv5/wBDNXAkx5O4CClJJABE/Ykvgyw1IgHUPErlP3y0j6sLLdSEHjSixR1NjhORcTQlRYcYSBDG1XJYhl7SZlPkI69f1PhFiEEmqLRE2+lrV4GJpbORcQS3YjgBBBPWGtqv9f/sY0/vtsozpcpF6qEUjJ1Y4aP/uz7sJKRRxuG4YaEHwAzbrzLHreIhCQ2YO36rk8YhFFrz1ySo88cQTM0dENbc/59z9+whE83NfRbIAwJIcgkLPpac9w4fY0/+epbdDalySW35m0Dywz4BgiDcEmgRREZNLUNUJDSYc0NJOIIJYsUGqHzVRTzaajL+Tal4vS15Pj8G2fRNZV8Ko6qKGzvaObRvf1bPuZ3Cl7lj1G07eiJnwKRgHAKr/LvMVK/hriJBOs7/mZp5W9ZBEFIR1uaas1FVQWWpX9LRT7uFEsaJnd4THfrnGxquLNGhlpQQwroT/ShCZUpe4q4GqfVakUimbKn+OzY5wEwFZMOq52skaMWLAswrNzdiCgV8qWJZ1GEQigDKn6VDmvZixUCWs0WhqrD/O3o35HSUjzd+iTKZgxuBHbg8NXJ56gEFRJqnBazmaSWoOxXVmy34iQoGp2xTlrMZp6ffhFFKHihR6vZQmesE02otFmtnCueY7g2jIClMHtGz5DUkkzUJvjs2OcxVZOElkRBoAqFTquD3andfGniy1iqRUjIgfR+uuNdaIqGQNAf7+drU18npaXoi/eyL7NW89zUBmlK/hjp+IcioRlhoip5dK0TQ+3alNkenVOBLjR0ZZ3LLtl0ta/q65c4rUQgHUruDWbsE9T8KSw1T2vsAbLmTkw1FzUc8UeZqL5CxRvFl1UECjGthd7kB4hprShCQ8oQNywxWvkac84ZFFSy5i4q3hjKTbetbmjk27OYMYOm9iyJVGyVId5sLlTfRaO9iJUlaxtB1DVONUNr2Bd8s+NTtrLYugmqopC0DHZ1tzA0vcDOzmYyicZlj2t+U9mYXb9yn71gFF3tiuSH8VnrcddAWCj6YTDuh7CwtEkyZrKjs3lJZjmXjAx3JvGtQU6DsF4OtjPKcYfNkajLOlctCMN13/9WxyI5bWh4jjCUzM6XaWtN8+D9d97W839hfWxquBNqgu2p7TiBhxvAQlDjSPYwrVZLVL6EoJaqMWFPArAztYP2WDsx1SKUAfvSe0hoiXUe+MiwCQSK0MgaeSwlyaXSGNuTUWP0bYlBdKFT9ssIBNXAIa6aGxpvXWjE1TiKUBAo7E3vod1qw1AMTMVbd38UoZDWUuzL7GW8NoEvffJGjnarnbQelXDsy+xlwp7AC30s1eRI7jDVmsJItUJeaUeP67ihiypU7svfQ5PZhKEYNJvNHMzu50zhXFQHLBWcIMDxA3RDRyA42nQ/M84Mrh/gNBCq19TmervDdwiCTb3OsJ7P2ghOsMCCcwFVsQilx7x7gUB6hNKnPR7lvf2wQtUfxw2LQBgt3OwxNJGgL/VBDDWFGxaZd84xWvkqmoijKXGK7lUq/jihXB0ZUFQF1/EpzpZJ5etRjXpIN5Lh3Pi41isVi+ouwyVGaihDAhmgKdpSaaQfRjWYmhL9v6FsvePWZlrOSr1mNPADamWbqaEZwiCkd083urna61bUjeUSZV269FYQBCE116dcc8gmLObKVdIJi7i5NZ3ozX5zUR4VIAwrqEoaRVooYr2SKYEQyUj8ROSQ/sUl7QJDU2lOJTgy2IWUkqRlfNNJaVI6hP7l6IpIFxlORAQ1dJAVBMa616tRZHIRmq6i6dqG3IF3E2ZMry8mRVT7HTMIpKQ0ZGPoGmEo73ozmzuFlJKZhQpXR2cpVmz8IMTQVVpzKXb3t66q1a45HscujNCcTSIEzCxUKFZsZChJxk32DLSRTcZWLaillJSqDpeHp5kv1nA9H01Tac4m2DvQjrEF52cr2NRwG6rB061PMmHPc6YwxFBlmh8e+IEl45k38+TN9evRElqC97W/d837AoEqBB/qXO65PWUvcKYwxEvTZ9mWbI9ysqnt7Ehtr4egQy6XxxlMtmNsYLg1RafJbOLb2p7edH9WTthCCA5lD3Ioe3DdcQ9k9nMgs3/pdSglX7t4lUvTwzy5fYCH2o803KdtyW1sS0arzyAMGS0UWag6JA0LRSg81PTg0vu3ki+5m1AUsaloglPzkKHcMM/phgtUg0kOZX+emNbG9dJnGa+8iJQ+LdYRVCWGrqRose4hprVhqU14YYnLhb/kWunTdCWewFCTVLxRxipfx/bnuL/15zHVNGPVFyi4l/DD1SS6MAyZuDbJ2189zf5HdrPjyArZUzWqm94InhesG6Is+WVUEXUg80IPV3oktSQL3gJJLUHVryGRWIpF2S/THe8CuXk4TEq5YXtOiDxsRVXwXJ+F6SKnv3GBSqFCuilFvj27SvpxsbViIwRBSLCFzkUr4foB04Uyb1wa5tBAJ29cjGRg81sMlwd+gNwggqOsyIGqSgbCAEVtQ1OaWUtOswAvahYUjkVa32is9My1RWP9rRCelVUC++v181QjdN8m9K8gRBIZTi2x5G9GlAZpPGy6KUlzR5ZM0zvTYORW0d4TNfwQAixTo78/ciwKhSqGri3pmH+rIJQS2/F47fQNnnvjEuOzRTw/IG7pbO9u4R88cy89bbkl410s2/zJ599gd18ruq5xZWSGiZnoO+mExSfed4RHDg2QqHdIlFLiBSGnLo/x+ZfOMjw5T9X2MHWNvo48P/LhBxjobMK4C7n/W6P8rRBvX1T+WrwsK+XjFt+P3lnO264Se1/8tG4EQimXtlkev57rliFzbokvjr/FD/U/TdZILDHQV2Jxe2UD3deVxjoMo98ScEdKPyGyHuZaJios5uYXsfj+fLXGy1eHiOkaHenUUu6k0fuNxglvsjSL29/uak5RlE2Zx57nR/nUDQx3XOukM/4EWTPqTjaY/i4WnEuU/REW3Is0WYeIax3Etfb6cUlUxaQr+RRXS58mxENKqPjjzDqn6E9/hIwxiBAK3Yn34oc1iu61Vb9pxU0yzWmyzWlq5RqsCA2rmrpxm04JdtlZ43VLJGeK50hpCdzQI5ABhmKQNbK8OP0NuuNdhDLECRyc0GHBLfI9vd9JTG3c+Wlp7FBGXbw28EhNK/JmFrXKq6Xa+lrlImogstF195yo3vZWsNiq8EB/Bw/u6mV0roCmqVsmp9kVB3+DxYmqqhj1nuCG3g/0Nx5MlgjdY0jnRVDbQYaoie8BkQXADQIujs1Qcz0O9XdgGtodPQt3DgNV3wGAojVQb1vTGyGqt99on/feP8h7PvEQR9934K7s5d2C74fMzFX4/N8fJwTaWtLs2J5pmNr5ZsFxfU5cHOU3Pvllnrp3Bz/w7ffSlE0wPl3gL559m3/9yXn+xU89Q1s+tbSAklLy+W+cpaslw1P37eAT7zlMpebwl18+xv/zX59jsPO76e/Mo2tq1F52usCv/f4X2DfYzkefOEB3a5ap+TJ/9sU3+c0/fY5/9dMfpPUuqN/dkuF2Qp+TC9f4N+c+xbxT4j3th7m/aQeKUPjk1a9S8qq4oc/TbYfojjcxbs9zozLFD/Y/xbxX4XOjbxBTDZ5uPcgfXPkiIZJTC9fpibewP9NHRyzHqYXr/MbZv2LGKfBI8172ZHrwwoC/HXmZq5VJFtwK+zN9HMj2syvdtWr/2qw22qy2TcO5Vduj5nhIKZktVJhZqPDo4cFbP3vAmfEpzk1OgQRNVfjZR48y2Jznv7x+jKuzcxRrDknT4EeO3kMgQ/78zRNcmJpBVxROjk3yYH8PPbnMmvcfGujl6Z2Da8b50aP3sK0lzz//wnOYmoauKlRcjwMdbXzn4X23vb7VTZ3kOl2nbka15OC7AYa1/kOpK3HiWtvSa03EsNQcXliiGkzSBLjhPFcKn2LGPkHVnySQdsR6kG6dkR/ihxVcv0BK72Nx1W4oaUw1h3qTMpxdcQj8gHRzinx7btU5MGNGvWa6MYrz69fPhjLgSuU6vfEedKEwVB1m2plBV3RUolV5TIuRUTL0J/q2ZLQhihAU5zcWhck0pTAsPVK0qzgUpot0bmvjwQ/de1N3MEG+NbNh+DRSYGvcX33d309YKEqO829f4D98/mX297WTS2ydnFYuVDdsDWvGdDL5jRs8LCEsR2xzfX+9099iP+vIo9OVqOvcHz77BnOlKpah05FLsadna53Q7jpEHMV8z2Yb3fRSkGlObVixUS3Z1LYgfvNuQ1UFbS0pfvSHHlt671sh8HEzCuUaf/zZ19g72M4//p7HaM1Hqo2uF7B7oJ0f//U/58XjV3js8DY6mpfJ1bbr88s/+DTbe5oxdQ3XC2hvzvDj/+IvuDw8TT4dpymboFix+bMvvIVl6Pzi9z9JT1sOVRHYrk9nS4af+78/xZvnhjm6v4/m7Na7QK6HWzLcihBk9AQ/vf0DDFWmOVsc4tnxY/QkWkhqFj808DRzTonX5y4yVJ2iP9G27BnWPUc7cJnzSlQCm1/c9TE+N/o6cdUkb6YIZUhcM/mZHc8wVp3l+MI1blSmeKL1AB/ovJ+vT53ie3sfp9lMY6prywOWwqMb5vvg2VfPY+gaewbaMDYJo26GtGXwbbu20ZfLcmVmjr94+yQfO7iXQq3Gt+/ZQXc2w425Bf7L62/zz97/FB/av4vWGwlysRgf2Lsz0sBVlDXvm5rG+cmpNeN88vW3+efPfBsTxTKPbe/nkYFeMrGoTeadPCtmTCeziYEDmB6bp6O/uaG4xmK16iKEECteR5GUY9P/PwLp0ZN8LzlzH4rQKbiXeHXyn64Zb+W1XFLNW9GFKQgChi+McePsCOWFyhqhBssyyDZvbCDmJosEXrDKmxQI7svfgy8DdBHdIztS21Hq+e5zpQtU/ApZPTLa8UWjvYWLEPghs+OFDReY6aZlARNVV2ntbSbTkka9SQNdAE3tG3s3lUKNcqGKDOWW2fNCCOKmwRP7tzExX6K7JUPK2nrZ3Px0CafauAzPsHTSK+rRI611H01XiSWs1QZMbQdcZDAM4TTCeBBEjMWTLUTUHezJA4MYuoqCIP5NLB/aLFfdCPnW9IbX0a661KpbW4BN1c6Q1NuJa6ubfRTcG+hKoi6StDUlvc2w3I3vrgz3jiAMIwLdxaFpPvHeI8RMfSl6aegqA5158pkEl4am2b+tY5Xh3tbVRFMmgalH3BJNVWirN/opVGycur684/qcvjLO/sF2knETta4pYOoa23uaQcDw5Dx7B9vfXcOtCoUmM0XeSCKA4wtXmXYKxDSTVitD3kiR1CxemD7NvFuhP7HseUkkSImmasRUk1DCKzPnmXVK9OZaaLWyTDoLtJpZ8kaSQIbIhavYgVcXiI9hqTpZI0FKvzNVrmLFRlUVCuUaUsJsoUIYhlsrdboJuXiM5mSCzkyamudzY3aBkfkC12bn8UNJS3KWiuthqCqGqpI0TeK6QdI0yK/Qvb35/VBKRuaL644TpQmgORGnM5O+SSv79qAbGslMDN3QNvSUJm7MsP1AT8M8WxDauOHCitcOflhGIjGUDKH0mLaPM5j+TnLmXlJGH6H0KbiXVowiUIWJpsSoBTMselZ+aOOHNUK5bBAUodDe30oylyDwAszFMqs6rKRJU3t2w2OPxECqNDv+krEUQhBTY6uMq7miI8G2xABe6GOoBmkthVpv4LIlqVo/YHZiYcNQeb4tgxU3UVQFK2HS3JVnanhmbapCQGt3fo0U6kr4nk+t4lAuVEnltjZhuJ7PTKnKa+eHyKViXJ2Y5ci2LnpbcluaoOeniji1xkbGipvk2zJIKSkXarz51dNIoghJMhPn4EM7ImKgEAihgdKKYjwA2h6E2k7UHWLZYFiGRm9LFj8MsTSNhLU1Et23CgRRy9eNIiflhSqVBq1Sb0bBvU6UplRQhIahJAmljxtUUVc0RZJSUvJHQYKhptCV+JqI1kpEtdtyS3PlcnOe6Ai/mYY9CENs18d2fXLp+CoCoxACXVNJxU1KVQd3RfmoEIJsKraKtCYESwusIAiX+DFhKJkvVqk5Lv/vn34Ns556lDL6/TCULJQiwtqd4tZn/BWTzWJOWSCWJrjFLLYiBIpQ8OvN5qu+gycD4sLEVPSlXHZ/spXueAsxzWDaKSwZZU2oRM03l3PHgbw74gSWqdOWT5JOWIShpC1/+2QPufQnwuLFDaRECDA0DUvX2dacBxEdR8RYXj3Ouu+LxuOoikJMv7nBxe1DUZV6rjjJzNhCw+0mhmaolBpPHm5YoOBewg5m0USCBec8TriAriRJ6JFQjx9W0ZR4JIsqQ2x/mln7BCtPpKFmiOudzNonaY8/giYsiu51St6NJYEbiJjwubYMubb1VYgMK4okmDEDp7a+wIwMJbMTC+tGEhoZ4ibz9toWSinxXJ/pkbkNt2vpjKRlFUWgaiqarhK4wbrGPtuSjiRNVWXdkL+UUCvbzE4Wtmy4vSCkXHOYLVXpaclydmiSHZ3NrNURX3t8Ukbns7aBoE8sadLSmQUilbi5qSKBH9WtxxImB27qHS6UJGKdHvPU98jzA4ZmFjBUFcuIGvcukob+h4CA9t7mDRdgxbkyhdkSQRBumj92giIVf4ZA+kBIW+wAkpCqP4OmmFgyTYhP2Zuk7E9S9WdoMneg6RYSSRDIurNVlzatGyjPD6hUHPK5BLquEkpJEISYhobvhxiGhqIIwlDi+QGzs2XyuQRCRDyaZWW7rRn/u4rFgJi8OS64MQx9HdLg4sJnxd9FSAkV28PzVz+Ljx3exkBnnvid9ornFg13IEPm3QqzTonh6jSGotMbb6bFTHO6cINZp8icW8JSdWJqlphqUPZsZp0SY/YctcAhrUX60mEYcm9+G6aioyoqRS9iCq83USpCYKl6FGZ3SmhCwVQNjPXqkTeDgK7WDEd2dRM3IzLIDtZvg7kVFKo2M5UKcUNnrFBkoClLTy5Dby7D/b1d7GprifZfiwgzpqYRSEnRdpguV0gYOjFdX/N+3NDpzjYeZ+lg7hIWu1Z19LdsaLjHrk5TKdQakpT8sELRvcasfQJTbWK4/CyBdMmb+0jqPUgZktJ7KbnXKWiXcbQFyt4Q8875VePEtXaarEMMl77ITO0Ypppj1j5Jwb2MKrYe4tM0lXjKorkjy+jVxo3ux65PM7C3i/RW8663icAPqJZspjc4xxA1c4mnooWl7/qUFyqk8ok1OVAhIkOXb00zPTIXkd7WQblYY/z6NP271+rg3wzX86nYDlUn6jXe15rl6sRcnSm8eUjUrjjMjhdwNjDcUZvRaPHjez6tPXkWpkvYVfeWS4jCMGSuXOMb565HeXgE2zuaaM0m3zVO880VKrcKIQTd29o2JIgW58rMTRaole0t8VECaVPyxqj50+TNbWhKnLI/hq5YxNQ8qiKZdS4QyoBZ+zwpvR1FqJFnuFAhlFFDnErFxnWjyotqzWVkdI5dO9rJ5RKEQUipVCORsHBdn7bWNLqu4nk+s3MVzl4Y4+C+bmzbwzA0TFND1zUMXb1rympbgaoqxAwdy9SZLVQJVnhIUkaLjFLVIRU317C+xYq/G0FRIu+8uzXLP3jmPjLr9IRPxQxSd0FjYMuWb9GzDgn5gytfZN4t8572w9yX34EiBK/PXeI/XPo8nvR5uvUgh3IDeGHAeG2O37389+SNFEWvRpORouBVQMAfXnkWX4bkzSTdsWZarcxyOZSIVMUEAk2odMWaKLhVPnntKxzKDXI4O8D21OaT0M1QhODRQ7dHRFtzTuriGF84ewnXDzA0lZ999AH6m3IcGx7jyxeu8DcnzhLTdR7o6+ajB/fQlU0jBLx6fYhL0zO8d/d2Ht/W3/D9t4dG1x1HFcpdDz3ppsbA3i5Ov3KpoYLTpRM3mJ1YIPCDNWVWQijkzH10JZ7k/PyfUHAvk9S7GUx/nI74o4g6239/089xbv4/MzbzPAoaWXMX+/M/y0sTv8DiA5LSe+lPfpCKN8qb07+OKkw6E4+TNXaiiq2RwBZhmDo7j/Qxdm2q4XFdOzPKgQd30NF/+4u4raA4V2HowviG5WC6odG9vY1EJo5ne9TKNnbVpbJQwff8dZ3ewf3djN+YaWi4i7Nlrp0Z5aFvP7TpPl6bnOP8yDTDMwUALo7NoNcZ5ZsaVQlXTg1jV9cy9RehagqZphSdgxF5rGd7O6NXp6kUa1hxk+0He29JVjcMJeWaw97uNhYqNcq2ixcEmwUHtoSN2sGu2gfC+mJWQdmiM3ezge/b07kUZVlPez4MJYXZMsOXJthz38ZzmESS0XvRlBizjkY1mCerpDDUDIrQAYmCRkrv5GrpK8S1Fkwlg0ClXLX56gvn0DSV7q4cjhNVeiTiZtSNbr7CqbOjHNjXhaooXLg8ycxsmXQ6xiNHt5HNxJmaLnHs5BCuF7BQqPG1l86TTcdpyifIZGIc2Nu9tZN0l6AIQczS2TPQxvELI3z86UOk45H+uecFXBubZa5QYXt3M7nU7aViTUNj//YOzl6ZoDmboKM5vabK6G6V+27ZcLeaGd7bfoT3th+OdoTlsi+An9/54XXf/43DP7zq2blcGufNuUt8T+9jHM4NEsqQP73+NWqBy+Mt+3msJSofy+tJ/kH/kyw+eaai828O/8jS6uebHQATwJM7Bnhie/+q9xcvzPfff7hePlffvl6upSsKP/7QffzYg3LV9o3ebzTOv/34M3e95tuMGRx+bDef/aPnG7b0qxRrnH3jKp0Drey+d2DVZ0eafoXFO6An+f6l9+uFakuv2mJHaYvdv3xMACh8tP9rS8YdBDGtjfta/hn3tvwfK8aB5Rl5a8dvxQ3ueXIvX//0mw2P69TLF3nkmcNbGu9OMDO+wMmXLzXeQMDeBwZJpONRbb0elbNVizUCP+SNLx5fXQ5Wx76j2zn35rWGPb5nxuY59coGv7sCO7ta2NHVsiaauJXbTUrJG189g71BfrtrsJWeHW2omkpxvkKlUKN3Rzu92yPlRO0W+znrmsrOzmaujs8yU6ww2N7EYHvTXVvYeqHPvLdAVs9QC2yWwrwINKFhh9GxjtUm0BSNvng3buiiCY2iVyamWmhCxQldaqFNxa8ykFjui7AIw9LZfe8A5WKNucnCuvsyMTTLm8+d2dRwK0JnrPY2fmgjCRhIPknRG2amdpYF5RpOWKItdoBQ+thBgbjaTNT4NyJpVqoumVSMXCbB5WuTqIpCb1cTZy6M0dKSIptJEAaSmZkCUzNF2luzNOUSBIGs9wqI7pdy2eb02VGEhK6OLIahMT1dXsr/vpvIJC1+/CMP8vO/9Tf8zn9/gQcP9NOcTTI+U+Avvvg2O3tbefTwIG35rfetXzV+wuKHnrmfn/iX/43f/JPnePhQP4NdzeiqytR8iVdP3+CHP/gAHc3pO67l3rrHLcSS0Vz38wbv38x1bjbT9Cfa+PzYm7w+e5Fq4NBu5dif6VtmDTcY8854040RhCGFis0//a9foLs5y8eO7mN/X+MmIrDifDSYHW7ns/Xeb7St+g7khkxLZ8+9g8TiJrWK3dA7Pfv6FboG1xrulbKrjfZu2ctYezUF693Md75IM2MGhx/dhRUzIlbuOsc1O1ng2rlRBvZ30dH3znjdYRAyOTTL8RfPN9xGCMG9T+7Fqtc4q7pKviPHMz/xNMioLt2Irc2R7b1/kLbuPBePXcdfR5vdrrpMDM1w4dg1dh7u3zCcu3xv39rxSSnx/YBXv3QSu9I4TD6wt4v+3V0EfsDU0CxXzowwcmWKfFuaMJDUKg4/+CsfbPj99fYX4IGdvfS15sin4+SS8buSP512ZrlRHabFbOZ86Qqa0AgJqPk21aBGQotjKiYHMrtRhYrjOwxXxzi+cJoPdryHCXuKea9AKENiqkVGTwNyjSe/uK/7H97BtfNjDQ331Mgsbz53lu/4yadJZBof4470BwiXeptHhjypd3K46UcRQkEVBkHoMFZ9i3uafpzJ2knsYAEjSJFMNvFdH7kXRREYpkZXnYtg6BrNLUlUIZby1b3defbu7kRTFRQl0h1QVUF7W4anHt+DHwSoikIYSqami1RrLju3t31TuAemrrFvsJ3/88ffz7OvnufPv/AWjhcQj+nsHWznB5+5j5Zc8rYXfKqq0NGc5jf+0Qf5wsvn+dIrFyhWTkRKawmTHT0t6Lp6V9Tk3vVlT1KPsTPdhanqGIqGLwOyepK88c7mFjeC6wdcGJvm9I1JbC+gbN9azev/LBCKIJGJsfveAU6/dhnXXr+cZ2JolvNvXuPiA9fZeaT/3d3J24CiKqTzSXbdM8DZN66se1xhEHL+7Wt072h7xwz36JUprpweZm5q/UkZQNc1Dj+2GzO2zG7XdJVUbuPnI5mJ07urg/aTLYxcnljzecTervLS546z41DfOzJxurbHuTeuMj0631CpTVUV+nd30burA1VTaenOMz9TwvcCena0Uy3VuHZubKnBypZU2sKQQtXhxbPXSMctrk3N055Lce+27jv2ugMZYgcuBa+EE7jUsLEUo66oJyh7FRzFoeJXKXglil4J0zOwA5eqX2PGidroWqqFpZoktThjtYkl0u3N2Hv/IK8/e4prZ0bWXYB5rs/s+DyvPnuKp7/raMPjM9TkCsGr6K+KTkzLrdqu2dpDwRtGE1He21CSqIpCOr0cLl4smZVSktQifsnK62KtQ7bSNJXEqnRHJIvq+3en1eftQAiBaWjct7eHpkycQnlZ8rQ5m6S3PYe+otwynbT4kQ89gKGpJOPGqnHils6v/cT72d3fRi4dX3pfUxV297dhGlEu3XY9kBJD12jKJsilYv9jGm5D0Wg20zSbtxeOeCfg+gHnh6coOw625+FvoiP9PyuEEKiawj1P7uXyyaGGhrtWtrlyZoRXvniSnp3t73pbzEaQUuKHIfN2jZRhYqgqqhKVcWiGyv3v2c/VMyMNj+v6uVEuvH2dgw/tJNd6d+9P3ws4//Y1Lrx9Da+BiplmqHRvb6NrW9umMq03Q9VUth3o5drZ0XUNN0Re99tfP8uHf/SJqPb7Lra/DIOQ0kKFb3z+WFQG1uARau9rpnt7G7l6zXKmKUnvjvbISEkZ1ax3ry+h3PC3paRiRwz41myS8bkiqqJsWeVtI8S1GG1WC6pQ0WIavox6FSgIKkGN8dokrVYzhqKT0VPoioYmVAzFQFM0ms08uqIRU2PEVJNEvR2y2kC2ubW7iZ6dHVw+NcTEjdm1G8iIaPjC373FoUd3RbXfDa7jZrEqVRg0mzuZd6+R0juIaU3oysY9pW8FN2+fWqcl7bsNIQRNmQT5urFFND5LMVPnwQP9645h6hrPPLK2GZQQgkTMZP+2jru30+vgm7P0+RaD6/mcHZ78H7Exz12HEIL7nt7LF//sJSqlKK+6HsavT/PiZ9/mvqf3svNwP5pxd8Tz7wQScIKAczPT9KaztCYSJIxopSyE4MH3H+TZv3g5Oq51vJmZsQUuvn2dM69f4aFvP7jU6OOO9qkeEp0Zm+fESxe4ePxGw21jCYsH3nsAK3F7bUa3H+xh+NI4r3/l9LpKab7rc/3sKMeeP8fDHzy8lEe/U0gZhbeHL07w4ueObdia8tBju2jvb15iTwshaO9rZvjyJMOXJzEsnb5dHbfW811GxK3upgx9LTmqtosQgkLFJmbqmHfQ2CGjp0hrkfe6UmBnsQthKEMOZ/chhKDVal4l6wyQM1aXKUok6boc6nrQDY3d9/QzcnmCyeG5dZvROFWXt752lmMvnOPo+w6SysRv7XzVoQgVS8vSoR3Z0vZ3ypy/m4hKZyWBlGiKQigj4teSZLaEUIYYqra034t64kIIKp6LrqjoqtJwEXW39tP3Q+YLVVqa7lzqdBHfWmKy3wRIKbE9nxPXxv+X3Sa6uft2d3L4sd3kG9RGQ+RhTdyY5rd+/k8YvTqJ7/pbZuDeChbrghebm2z2G6GUDBUWeH7oGhPl0tL7Qgg6B1q498m9tHTkGn7/0skh/up3vsTM+MLS79/JvkN0rv76d7/CyZcvUi2tz/pWFEG2KcUHfujR2364cy1pdhzq49AjuxpuE4aST/7GZxg6P45Ta8z83ioWr83F49f51H/8MoWZUsNtdUPnqe98gO7BtuXv1v+77+m9fPCHH+Op77yfnu0b80tuhiIEMVPn6uQsn37lNOdHpzk3MsVfv3KKC6ONSwC3ClHXpFjk4CwaZUs1///s/Xe8ZdddmI0/u+/T6+11eh+NZkZ9VG3Zlm1ZsmyBiY0xTkIwODiAAf8IIZS8fEiAEAI/QniB98XBJGAwtpEdV1nF6mUkTW93bm+n97P7+8c+98xczb0zd4psTziPpI/u3efctddee+/1Xetb2ZvY1apEeM5t9mI7XQHhkt+54Y4t7LtnB6GLeDe7tstf/MY/cOylMSrF+lvy7i2xdI9d99LFcb5XWK5LyTSYLBepWga5Zp2qaVIxTeaqFcZLBQ5nF6mYBgWjSaHZoG6Z5Jp1GrbFC3NTjBXz1MzVs/tdC2zbZWauwH/6g/99QX2Jq+Gf/I673DA4M59noXTx3NH/1HjkJ99GMVP204Gu8rI6tsvc2Qyf+cB/4V/+2gfYc9fWS2YpuxIc2+XYS2PE0mFSffGLTmiiIGA6LlXTXLFE6gd+6n6K2Qr5xdKKKnOzaTF2ZIZf/+h/499/9hOk++JXpVJ2LIc/+Xef54kvvEStvHrimpGt/dz/odvo6l99UbEWNt0wzAd/+n4OPbf6IqGYqfCf/83/4EP/5l3c+q7dRK4i/aLnenzrb57n259/gTeePbnq9wRR4JGfvI/hzb1oLXuh5/o7dUWTKeX8fPHzkzlmz2Z44CN3rLkPoijQFQ3xk++67cLzfv8tOJeNGlDYcesGHvnE2/nsb3951e+VclX+40/+Be/+6AHuef9NbNoz8pb0p5itMHZ4mle+c4SDT53gj779y0hrrCf/ViEIYLsOR3KLfH28RFTVCCkquiyjiBK6LCMKAn97/BBz9Qr9oQi7unr56thJtqa6aNoWSf3SsfA/qFxScLuexx995Vm+88ZpJEnkhtE+/u2j911Q89Z1Pb7w3CG+8Nxhyg0DWRIZ7U7w+//8fcDyF8iwbI5NL/Krf/0NXNfjXXs3c9/ujWwf6lnW5nyhwpn5HMemFjkzn2MmV6La9L1VZUkkrKv0JaLsHOnlwPZRumNhtIvYBg3L5vRcljfG55nKFpnNl1koVsiUz5WJPD2X49f++hvo6urZbfqTUf7oJx5a5siwGqbtkKvUePrIWV4+M81isUq1aSKA3/9klJs2DXH3jvXEQjrSGmsJ/+Xjr/DMsbPkK3U29qf57Y++G/CjnU7PZ3nj7ByvnZ1lOleiVGugqwqxoE5vIsLm/i5u3TrCaFd81f53DSS58337MA2bF7956KJ9KRdq/Nmvf4HRbf3sObCFm9+xi9FtfgGYK9k91soNsrMFJk/OceLgOK999wSlbJVHfvJt3Png3lUFt+t51C2LiKbh4WeXW1KhLRFLh7nn/fuxLZunvvTKiu3Yps3UqXl+48f+hIf/1X3sObCFdH/isq6lXmkwcXKOL/y3b3PwyWOrClHwd8q779jMfR+8+apVaaquMrSphx/5Nw/wF//hi6vuxBamsnzud7/C4edPcd8Hb2H3HZuBtd8vz/OYG8/whT/5Nm88c5KFqRXssS1kRaJvtIv3fvxuQtFzhUps22F+ModpWJw4OI4sS1TLDeoXWeCsxPWQK/tyEASB3uEUBx68kcPPn+bVJ46u+t1mw+Drf/0srz9zku03ree+R29hy40Xjxq4GK7r0qybTJyY5cQr45x8bYLJk3N+Ctum2SpG8P3XTRq2TaZeY6JcoDcUIakHiaoaRaPBbK3MgYFRDi7OEtU0UoEgHnAin0UV/dqRdcvCvkjZ2cPHZnjplbN89Edu51f/ry/y0Hv2ALSzoU3N5MlkK5imzc371rNjaz+yLPLVbx5adnzzxuUy7dtPHaNSaTI0mGTfDVe+0Lqk4BZoVTOqNynVDSRBXFGl7OFxZGqB8cUCNcNEEFpFy8tV0tEQ58eWWI7D5GKRqUyxbY9YKgrgeR6z+TJfP3iS03NZ5gtVCtU6pXrTT6zQ2v2JooAiSYwvFjg5m+WVM9PcvWM9N24YYDC1soq3blh86/XTPHNsnErDoNY0aZgW5nk7Sst2lgnyFcdEWJs5fGKxwMGzszx/fIKxhTyLpSoNw/KTQ+DHn05kipxdyPPa2Vnu2bmB3SO9pKKX3gGVag1m8xXfEUfyHXFM2+EfXzzKK2dmOLuQJ1OuUWuaGJaNJIlossTpuRwTiwUG0zFGu+Krti8rEttv3kCtXCc7V2Ds8PSq3/Vcj2K2wsnXJsjPlzj68ll6hpIMbeqlb7SLUDSAHlTRdBU1oPp2H9PGMm2MhkW90qCUr1LMVMjOFigslinnq1SKNQqtY7bl0KwZKyamWEIUBDRJwnYdVElCFsQLFJKSJLJpzzCVQo3MbIFjL42t2JZtOUydmuOxv3iSw8+dZt32fka3DzC4oYdkd+wCj2fP86hXmsxNZJk6OcfZYzOMHZ7m9BuTF91pK5rMLe/cxe0P7FlzOtKLIYoCoWiA2x64gdeePs7h509jrKBZcGyX7GyBV75zjOxskYNPHmPHrRsZ3NBDvCvqh6O9yf5tNExKuSrzk1nOHJri8POnOfX6BMVsZVWHO1ESSfbEeOQTbyfRFV1mi5VkiXR/HKNusuPmDciKRKNmrDkf9xJLi5Ol8qWW4T9bpmH5/zUtrKaFadrMnF5gbnx19bmHx/xEloNPHiOWCqNoMoqqoGgKWkBB1ZTWsdZ/mvyWpO6UFZmu/gQP/8S9zI0vsjidX9nfxPMXulOn5qnka8yMLfrv3UgXXYNJYqkwgZDmv38BFc/1sCwH2/RL9BoNk0KmQilboVyoUcpVKWbKFDKV9v9r51V604M/GDngNUmmPxzl7SMbCSsqqiSjiiJNx2Y0lqAnFGZvdz+SICCJIo7nYTg2N3b3EVE1GrZFOhAiIK8sAk3TplRuYBg2hmUzOVPAcVwCukIyESKXr3LnbZsoFOvMzRep101GhpIXHLdth3UjXQiCwCsHx8lkK4wOpRjqvzwHzDdzacEtCKQiQZKRIPlqg8VSBct2EZU3PawenJ3Pt4WS50HTtJjOlVqC+xy24zKdK7UzySQjQRLnFdwwbYcnDp1p19gVBAhpKl3RpQotfhvVpkmuUiNXqXN2IUetaeK4HvGQTlhfJS1ma5GwtFCwbIdyw2AyUwQgoCr0J6NEg6un1eyJRy75ok5lizx15CxPHRnjtbOzmLZDRNfojoVRZQkXj6Zpk6vUyU0tMrFYpNY0aZoWt20dIR5aW/Yeu5U8v2HaPH9ygq+8fJxTc1mapkVQU4mFdN+Ob9rUDYtqs4oo+tWULkWqN8bOWzdSzPovdm5+9TAm8MsOTlbmmTq9QCCsMbjRD60KRQNoQRVNV9ACqp/G07KxTAejYVKvNCnnqxSzFXKzRSrF2kULnayG10pU43oeEVX1C7KscJ/i6SjbblpPKV8lN1dkcZW84ZbpcPK1CWbP+mFco9v6GVjfTao3jhZQW5W6wHU8LNOinK8xP5Fl6tQ802cWyMwULmp7FCWR3bdt5ub7dzG6Y6C1gPTfH1WRrzjBjqzI9K3r5r5Hb6GUrzJ9eoHmCulHHcclN1+kkCkzeXKOuYksAxu6SXRFCUUCKJqMKIn+ZG/a1CtNitkKC1M5zhye4uzRmRWdp5YQRIHugQT77t3BLe/YdYGznySJRBMh7JBOsieGKIlYhnXRClie53Hi1XFKuQqWaePYLo7tYFvOOcFtLglvC7NpYzbN9vFStsLcKklq/BPA9Ol5nvziywTCeltIq5qCqq8suGVF9uOXZRFJlgiENbbsXYcevLpc6VpAZfftm7nr4Zt44gsvkpsvYpsrm63MpsXiTJ7FmTwnD07QO5KmayBBLBVGD2nogTcJ7pbwNpomxUyFUs4X3JV8jUqhhrNCzvsfJBRJIiEFSOjL58mlOUAARmPnSvx6nJ+LxJ8jBFbXMCmyhKrKzMwVWDecJl+oYRgWiXiQUFAjm6vitqrtlcoNanUTWRYvOK4qMq7nUak2efq5U2zZ1MvwUIruriuvjwFrtHGnoyHS0RAnZ7Otna+BIgfaSUA8z8NyHCayRWzHRZEkwMN0XMYW8tywrn/ZzsdyXKZyRfB8l/tkOEAkcE5QJsIBXM9DV2VCukJY1xhIRdnQmyIRCiBJIrWmyUy+zOtnZ5nNl7Ecl+dPTKJIEpsH0heo3cEX2Pfs2sDOkZ72jrlcb3JiJstk5jUAUpEg9+3ewNbB7lVTJgZVZdUEKEs73ycPj/GlF49wajaLJIqkoyG2DnSxZaCLSEDDdT1y1TqHJuY5O5+nahg8/sYZKg2DaEDntm0jF32wzsewbCYW8/w/33qZ8cU8uiIzmIrSn4ySjoZwPY9cpc58oUKp3qQ7FmbLwKVjlQVBYGBDD2//4duYn8jyzGOvUa82L+kIs7T7PHlwgpMHV/eivtb4XuU2HhDV/HCw1egdSXP3w/uZm8jw+OdfpF5Z/bqqpQbVQ1OcOTQF+Ck7I/EQqu7nurcth1q5vqJwXA1R9NWhD378brbuX4+kKeSKNZyWE9BAdwzhKrzaBQHuef9NzE9mefarrzN1ch7TWNkRx3VcsnPFtulAFAW0gEqwJbwd26FWbmA0zFWjDC44vygQT0e44cBW3vOxu0h0XSS8TvBzuBsNE9tyLnrNruvxjf/1LMdfHqdaqmM2TYym6Y/9NdLgLkzlWZi6eBGY81F1xReMQRVVV+gbSfPJ3/ln6MGr21UJgoCqK3zgE2+jmCnx+ndPtrVPF6NaqnP6jUlOvzF5Vee/HjlfOJ//FL35ibrUolgPKIRDGq8dnmLX9gEOHp6iWjVQZImS3mB+scQzL5xGACKRANFIgFLpwuNdXRFcx6VQrDMxnefW/RvQNeWqQxXXJLi7YxG6Y34CCA8YXywQCWhte6ztuswVKxSrDURBYF1PAsd1WSzVODWTWSYAlxK6jy8U8IChdIxIQGuHpQiCQDwU4IF9W6k0DIa74uzdMEBv/MIVimk7TGQKfPK/f5FMqYrjepxdyPOt106tKLg1ReaGdcvj6xZL1WX2+khQY8/6fm7bMoLjeihvCrNol2jzPC5UxPqcnsvxuScPMlcoI4kCvfEwn3zPHbxr35ZlD4zreRimxe9/6bt85ZVjVJsmr5+d5c8shz0b+gmuYVcMUKw1+W//+zkOT8yzf9MgH7htFzdvGiIZWe58UWkYzOXL5Cv1ZQuliyGKIum+OD/92z8CCDzzlYN+dbDvv5nrAkRBICgrlJsGAVnBcFbftQuCQKI7yr/89x/EqFv+da3RturYLsWLeE9fsp+SSDQV5md+9yNs3TeKoinMZUocOTNHvlynWjf54P17iF1F3KsgCAiSwA//zAPE01Ee/7sXOPri2Jq8j92W01hjhZCytRKKBnjvx+7mrof2MbjxwnfxfBan8+QXSkyfWWBhKo8oCvzoL763fR3L8DxmxxaZGVtYNR7/e43Z9NXxFHwTm206mI1r0zdBEIjEQ/yr3/whvvxn3+HJf3iZ8eOzb6kXeQeIhHRSyTBPPnOCf/OJ+zlxeh7TsIlGAgz0x1k30sVPfvweRMEvV1osNTh1ZuGC47bjMjtXZLA/wc/99Dv4s88+het53LR3FE1VrtgvY02Cuy8ZoW+p9KUHYwt5tg50tR3BDMvhyMQCAENdcbYOdlOsNZjKljgytYD3pq2raducXfBXtOt7U8SCF05QP3LXnrbAX+3aFElkQ0+KT733AL/7xSfJVepkKzUOTy6s6eJXo1Jr8vKRSU5MLPLBt++h1jAJhzQMw8ayHZqmxfGxRd526+YL+uZ6Hn/42DPkKnU8D7YNdfNDB27gXfu2rJDiE3RV4RcfuYe5QpnXzs5SbhiMLxZ47MVjPHpg95qyTjZMi6ePjnPXjnV85oP30RNbOW1fWFdbpRkvH0WT+dTvfZh992zjK3/5FMdePntF6uy3GlEU6AqF1hznKKsSn/q9D7N13zq+9rlnOP3G5IqlMa8V4XiQLXtH+cR/+CH61nW371NPOoqmKXz31TOEAhrKReoyXw6iJPCujxxg6/51fOfvXuIf/vu33/KQntHtA/zUb/0Q63cMEYxcevFhNi2mTy9gNC1iqTChaADLsFG0f/JBL230oMqjn3wH++7dzrc//wL/+BdP/sCEZv2fSDQaYKA/weRMnp7uKNFoEBDo74uzZVMvR47P8lu/9xU8Dzas62LPzqEVj+/Y2t8ua9rbHeUD79vH8y+dIZur8PB79l5x/9amKo+E6IqGkUURx3OZWChgnTe5mbbN8elFPM9jOB1nQ2+K6VwRy3E4u1DAcpzWCkSgYVosFmt+KjhguCu+4u5PFC4isVss1XW9efMQeiuhQ9O0yVfra7z8lbFsFzUsEwnqPPbUERbyFdLxMLWGwUB3nP3bhlbsm+U4zORKvD4+i2nZBFSZTf1p7tm1fkXVzFJCAEkSuGvnehbLVcrTGeqGyROHz/DBO3at2VVWlSU+8e7bSUWCrQT/K5/vSmh77UoCN92/k3U7Bjn64hm++9hBXn3yKK7z1q/+I/EQoVgAVV/5kfU8j5pp8sLMFF4rXcalenX+dd318D427BrilSeO8uQ/vMzE8dlr2n8toLDnzq3c+q4b2HfPdhLd0WX3yXFsmk0T14OeeKid8e1qEVor/6GNvbz/X93Hzts28te/+1XOHp2+pgsvSRaJd0W595GbePdH7yTZE2s7bl2KwY09lPJVPwuYIlEvNy9a3vKfIoIggAgjW/p59JPv4Ka37+Tv//ibHHnhzKp15q8VoiiQ6ouz5cZRbn77LoQ1Rr5cz+iawrbNvfyX3/oQoijw7vt34boeqiKhajIffN++tqO0okhoqoKsiBccV1UZSRT5zL95AFEU2Lyhh6GB5FWH063p7VBkkUhAIx0NsVCsMJ0rYjvLPbHPzOfwgL5klNHuBE3TajuozeUrDKZjKJJErWkyX6y0J9XBdIzwGtW2qxEP6eiqsqyAu+24SGvMdXzh9UqEAhrRsE6h3KA3FUUQBGLhAKGASrneJFuo4rouwnkTrGk5HJ/O0DR9O2tfIspwV4JIYPVdx9LfbuhNEQv6jham7XBqNotlOxc6Aa6AKkts7EsznI6jXINsXxcjENLpG0kTCOv0jqTZf98OXn/mJGOHpyhkytdMfSnJEqGoTv+6brbtX8/6HYNs2TdK8CIx3JossyXdheO6vlNlYO1xmqFIgOHNvYSiAYY39XLspTFefeoY06cXVvWYvhR+jvQQ22/ewO7bNjO6vZ/+dd2ke+MXeGwLgoAoiTSaJg3DuqbJGsDPyBVPR9h+03o++pkHOfrSGCcOnmXixBy52eIVq14jiRDDm/vYuHuIzXtG2bBzkJ6h1JrzjAuCgKLKjG7t9525RAEraV9R5rj/0xEEAUWTiXdF2BIc5Yc/9S7Gjkxz+vVJxo/NMjueobFKWdfLO48fVji4sYeB9T0Mb+llYF033UNJegavXdW1H2REUUDTFHpbSajenK71/FzuazmeTvkaa1WVr0mu9jW1IAgC4YBGbyLCfLHCTL7cjoFzPc93jsoUAF+t3p+MslCqokgijusxkSnQG4/4gtuwmC/49kFREOhLRNse3leCn9hdQpUkREHAbaW8c1wXSbyyxBmaKpOMBUCAdDyEpsqYloMsiQR1FUUW6e+KXpD9yLIdTs9l22kPu2JhumPhNXkHp2MhAq0b6noexVqTummhyNIlK4EpssTGvhT6VaR2vBxkVSbdFyfZHWX9zkG6BpOc3TnIwlSOQqZMtVinWqpTrzQxGmbb+9d1XTzXr+ksSiKi5FcTkjUZPaASCOsEwhrhaJBoMkSiO0r/aDdb9q1jaGPPRXdwgiCgShJD0dWzvV0KPagxsL6b7sGk7z3eF+fs0RnyCyXKhRrVYp1GtUmj1sS23JZK3UNoVUXSgiqBkEYwEiAcDxBPRehb18X2/RvYdtN6wrHAqslcRFFElSVCAZV8qY7juFftwHLBOSTfqW7fvdvpHU4zvLmXs0dnmD27SH6xTDFTvvCeOS6iKPhVyXQZVVfRgxqRRJBEV5S+0S5GtvazfscgI1v60AJXFi4UT5/zYdH01dsQRIF99+6gf133JZ20vl9Ek766/61CFEVCkQC7b9/MyOY+Rrf2M358lpkzCyxO5yllq1RKdZp1A7NhYZoWjuW0nlf/3ZMkEVH2n1s9pBEIawSCGnpIIxQNkOyJMbSxl/5WCdZkdwx1hWIi14KNu4cwmyaV4sqa0kgiRDR58SI7xUaDI3OLuHhs6+4iHV57aKVpO0wWipzO5rhj3Qhh7eqiAb4XrFn0h3WVgVSM187OMl+oYNoOrudhOy6VhtEWxv2JKF2xEPGgTiSoU6w2GFvIs3f9AAEUak2TuUIZgIAq0xUNrZrsxGsJYNN2MCwHy3bajmFL8d/g4Xq0w9CuBaoik46HScfDy8ILlvYkoiAw0B2/4O8sx2EyW2x/URYFmqbF+OKlPVSLteayeHLXc6nUDaJr0EYoktiKXf/ePmxLguD2B27g9gduoJSrsjidZ/rMArNjvqNRIVOhXml5JFsOtu0gK5IfVqPKaAGVUCxAojtKui9B10CC/nVddA+mlk3mbwXLd5lCeyehqDKj2wYY3TZApVhj+vQCkyfn/YlxpkBuNk+j7gs3vzCGv/BIdEdJ9cbpHUn5NadbE99aEPAXYD2pCEfH5nHe4kI3Axu6GdjQzW0P3EApV+H061Ocen2SxZk8xUyZWrmO0bCwTLtdEzwSDxJLRfxJfVMPm/aMMrC+G0kRffPE98BhShRFHv3kO97y81wvxNIR9ty5lRsObMEybaZPLzB2ZJqZMwvkF0qUcjWqLSFuGRa0NByq5oe26SGVVG+cdH+CVG+MVF+cnqEU/aNda9aaXC13vOdG7njP2vKlr8ZsqcL/8+KrOK7LTx245bIEd8O2eObsBH/54kH+7EPpi0YN/aCwZsEdDWgMtxJ2VBoGxWqTnrhDrWEwsVhoTzRD6ThhXSMS1BnpilOo1Dk1k2kLpWrDYCbrxwOPdCfRVolX9RcFDgvFKsenMxyenGdsPke+0qDSaNIwLQzbwbIcjJZAfytYLbxgJZZ2ykvT1zPHJ3jm+JWHQ1WbxppUpqIgEAlq10RuX87ku2SjXyKaDBFNhti4e6h9zHHdtn/DWtu8Fn1bK47jawAEYeXYv0g8xLb969m2f/01P/f5eJ7vgVqsNOhJRq6Zc9qlUDWFrv4kXf1Jbnvghitqo+E0qNk1LNeiL/DWVkW63vE8Dxd/0yEKwhXH6r8ZQRBQNYX1OwZZv2PwmrT5T4WWpwuyJP2gJIa7JGsW3LGQzvqec3GJk9kCA6koxVqDk7N+QoOhdIxYSEeWROIhnY19aQ6OzXJ0arEtuCsNg8lsEUGArQNp1FVUh19/9QT/+OJRDk3MU22arRX91VzqW4/retSb185RxHHXes1+HdhrheW4FGp1GrZNw7RwPI8N6SRVw0RTZCzbNxvEWrb7pmXjeB4ifmig5bgEVYVio8nRuUXWp5N0R0KYjkOh3qA7HKJh2wQUGcd1qTRNuiPhC0Lv3oxtOzQMG9O0iYZ1StUm8UiASq2J63mEAhr1hnmB8BcFgWBAoVT1q0VZttPO7HfwyDS7tw2QiAa/r/mXbcehblg4jq9psX/AE2Ccz5nKGGdqY7i4vH/goe93d36gcfH4pVe+wNlKlp/eeg/39W39fnfpnzwRTeNHb9rDR/bfcM0WUm81l6Eq1xhMx3w7sucxly9Ta5qU6374kgBsGehCbeXvjgV1RnsSAK0c4wZN06LcaJIpVxEQ2NCbQnmT4HZdlz/9xos89tIxMqUqhm0jiSIDqRj7NwwxmI4RDwUI6Sq6KqMpMros8Suf+zozufI1d+q5HJbqtC6xoTfFup4kXWtIYXphW5COBNecu/xa4QHPjE0gCgKKKCIKArbr8vVjp9AkiYphIosiw8kYu/p7UWSJrxw+4TsCIiCJ51IMrkslqJkmh2cXGIhHGUrEOLWY5bmxSYKqgi7LOK5vx33n9o2X7NvxsUXK1QaRkMYTz2dYyJVZP5ymvzuG47gs5ioosoRlOWQLVUKt7HeVWpOgrrGQK5NOhAkFVBTFf+6ql5E05a1EliV0VaZp2aiK/D2/71fDnDHPXHOebu3SSX3+T8ZxXWYbRSZqeQ50r/48L5n6vlcYts3ZTJ6+eJSwpl5Xz9b3grZW9ToR2nAZgluWREK6SlcsxEKxymKpSt20qDYNZvNlEAQ29KVaWdMgEtAYTscBfwe3UKiiyjKlWhPb8VOdjnQnl+0UTdthfDHP1149wVyhjO24jHTFObB9HTdvHqI7Fiasa2iKjCKLyKKIJIpIooAq+6lQv5+JQURRWJZqdTAV4/atI+wcubwyheCrbxKRa1Mv+XLPG9ZUzmTyDCViSKJIplqjYVpUPYO6aSEJIqlQsD3e2WqdoKogL/VVgICi0B+LMFUo0bQs6qZFqdFkplAmqCkEFAXH9WjaNrIkIa6hJq7juL7/QTLC6fEsvekojuNRrjRxXJd608JzTSJh3Xd6k/y8+oos+ZnK0lFEUUBVffNMrWFQbxg/ELlkHMfFshzCQY1MvrrMxl2ySnxp5h85kL6DoeAgAgInK6d4If8ig4FB3tZzL6Igcqh0mKyRI6km2B3bRdNpcrRynLnGHCWrhOGaqKJCr97LjfE9xJQosrh8ClhoLnCqeoa5xhxVuwZ4hOUw60KjbAivJ6H6i3HXc/n2wndYNBY5Ux2jaJWYrk+TNc6lE727+y42hTct28UUzSInq6eYrE9RtsqIiAwFh9ibuJGIEkEWrrwS2/ebnFHlYH6K1/JTFxXcl4PneZQbTcK6huU4eJ6f7lMSBebLVWRBIBLQ0RUZ23FYrNQIaWpbQFcNk7limdOLOSK63q5Pv9S2h4vA2iNRHNflP3zjCe7cMMquvh66wiEK9QZ/+dJB5ksVPnXP7XSHQxi2w3i+wGdfOsin7z1AIhig3DQ4nc3x6vQs08UyruvSG41w42Afm7vTdIeXO6B97dgpFipVNqSTjCTifOXoCWZLFTw8eiJhdvf3cNeGdRftb9Uw+fbJM5zO5kgGAzy6Zxch1c94+J1TY7wyNctC9VxlyF+6784V7eNffOMoDcsmFQoSD+g8PTZOrlYnpKqMJuPs7OthZ1/PskVRvlbnZCbHK9OzLFQqNC172VwT1TQe3rWNnX09l+1LsGbBLQgCmiwzkIy1BHeNetOk1jTJlKoIwPqeVNs2F1AVumJhAqpMw7SZzZcRRYFi3Q9XEEWBoXR8meA2LJvXzs4yvujneE6GA9ywrp/37N/GjuGVsy8tFVT/Xq9iV0ISRbrjobYjmySJJCPBNaUX/UFiIB6jYVr0RMJt4dfteZiOzVShTEzX6Ir4scYIsKk7hS7LSJLgZ5bzXMKqSiIYYDgRw7AdQpqKrsgMJeOkw0FCqspcqULTshDxF3fqJey66UQIBEjFg2wc7UJTZSzL8cMAPY9IWMeyHRLRIF3JMGo7QZCNLIn+920HVZH9tKwNk2rNQFfXFm/8ViMIAqos+Wr78xZspmtyuHyE4eAwfYFeLNdioj7JS/mXmQsu8LaeewEYr40z05hla8Svx+14DmPVs+TMHJZr4XourucwUZtEEWR2xHaQ1lJAK6OhZ/FK4VWmGzM0nCYiIq7nULYqBOUg/YF+Euf11/RMTNfEcA1M10QTVUz3nAbD9c6p+z3Pw3ANXi0c5ExtjLJVQRT84jgZI4skSOyMbSetXVmCoB8E5holTpQWOFu9SC70y8QDjswucuNwP7lqHctxSISCNC2LscU8saCOKsvYrkumXGWxUqNp2ewZ7qNp2eRrdRbLNc5mC+wc6G1HvLiejenWKZrTdOmbcV0bsbVo8jwXQZBwPbv1n4MkyKhSCA94bnyKsKYyGIuSCgUpNpp86dAx8rU6H9izg5iuUTMtTmdy/O9jJ/n5ew9QNUxemJjmxclpxrJ+djw8mC1XWKjWyFTr3Ll+ZJnQPLawyKG5BWbLFU5GspzJ5qg0TQzHpmnb9ERW12R6nr8peHpsnO+cHqNmmNwyMrTMi8XDX4hUmwZncnnG80U+eeAW0lzY7uuz80wVS4Q1le5wmNlymaZp07R9b/RMtUZIVdnY5b9Ppu3wyvQsL0xMMVkoEdE0aqbJkflFKoZBTyTM7aPDF63LfjEuK6BMkURGuhMcHJshU65SrDcpNwwKtQaSILK+N4nc2nErskQ04BfVmMgUmcmXEAWBUq3Zyhgm05Pwk7os0bRsDo7Ntr0D1vem2L9xcFWhvUTd8Ct8XYncFljukuR53hV7J6iyxIbeVKt8mEemVCVTql7zsJ63Atdz8DwbSdToj0XojYbb4zKcjLcXIy+NTzOcjNMTPRfm9ratG9rtLHnhL322o3/5vRtMnAvXMh2Hhm2hiBKGbaPKF4YBeZ6H4WSRxRD9vdH25LJrS/85b//W7RKEc9l13zze50cHLH220rGVMBw/KkCTVs497XkujtfE9SwUMYxwBbtGRZYIB1U0RWHdQArtvMWEJMj0aD1kjAyO61Awi9SdOkE5xIKxgOP5/iMlq4Ll2qRbKmtFVFFFhc2RTXRrXQSkAAWzwP+a/DzPZJ8jpaXaghugYld5IvM0g4F+9sR2MxIawXIt5hrz6JKGJp67PwICd6Ruw8PjsdmvMlGfYH1oHQ/0vav9naAUXLbbnmvO863Fx0kqCXbEtrMxvBHDbfLY7Fd5MvMUETlMTImjiCtPS25r8ZgxKsTVIHXbxHRtFFEmpYUomnUajv88hWWNsKydy7Hg2tQsk4ZjYrmtQi6iTFTV0UWlvVPyFxL+RkQTZRw8apaB7blIgkhQVgjLGqoot50zc0aNpmNxuDjLWDVD07GWCe+gpBJWNELyeREigt+nolmneon2Xzg7xbb+bqYLJRqmjSiIZKpVxrJ5+mMRusJBGnWbVydmkUSRo7MLDKdiTOZKlBtNAqpC7k1JqRzPompnGa8+T1juxvV8we3h4XgWkiDjeBa2a2J7BroUQZX8Tcn6VIJMtUbNNLEch3KzSaHeIBEKMF0sM5yIUzct5ipVEoEAyWCAQ7MLfPHQUQGWv2AAAQAASURBVM7mC+wb7OdtmzeiSiLPjU/x9NgE0wVfKN6/Zbmmotho8sbMHKos8b6dW+mPRqkYJrbrklq1EJNv3ju5mOWvX3kdWRS5e+M6Ht2zc5nG4a71I9w8PMBsqcJfvfwaE/niKu35zJbK1EyLkWScR3Zvpy8a4cj8Il85eoInz4wTDwbagrvQaPD146c4mclx1/pRfmjPTpq2zX9/7iUOzc6zf2iAn7n7NhKBKwsbvDzBLUts6EuBAJlSjelMkarhJ/fXNJnRrsQyByNVltjUn2YyU2S65UlerDWQZYnhdKJtD1/CcVyypVpbndCfjNKXXL04wdLEe2xqAdO+siQZS3HgSxim3XIKu3xhqykye9b1IwrgeHBmPsep2SyGZV+0vvcPAqaTp27PkdR3A8uT8J/vVX/LuqEL//g8zvfCvxQ7+3vY2X/xRRm4HM7/ZwbDD5DQdraF5zJv//NOuNq5V+rXWvt6qvAXCILIjtTPrfi54zXJNl+kYo4zEnkEVbpIQY1VEEWBSEjnjhsvVP3JgsxAoJ+F5gK255Azc3h4bA5v4uXCy5SsEkEpRMXyQzJ79G5fQyapPDTw4LK2XM9lsj7F09lnqNrLF5UFs4DlmowGR9gR205STSIgsDG84YJ3QRAE4mocAF3SkQUFXQq0VelvxsPjO4tP4ngOB7oOcFNyH5Ig4XkeuhTgj079N07XztAT6GEwMLBiG6Zrc6g4w6df/nt+euvdPLlwkuOlBTaE0/zb3e/mj48/wfPZs6wLp3n34C4+MHxjO/XtRDXHV6cP82zmDBPVPC4uW6O9fHj9LdyYGqZLCyO08kD89qGvoUoSO+L9FM0635g5xmyjSFILcVf3Rt43tIft8T4Uwa/y98cnnuDF7FnmG2Uajp+A6KHH///tft/Ts4X3Dd3A2/u3nXdPRc5UMpypZPjazNFV2wcQ8QW40/JI12SJHf09HJtd9E1ayTiGbTOeK5AOB+mNRfA8yNXqBBSF/aMDZKu1Zc+667l4nktcHWC89hxJdZSqncFwqoiCSMMpoksxInI3IjKqeE7AbO5Oc3B6lophUKg3Gc8XGYpHGU4mmCwU2d7bTdO2mS9X2NLja1D+/o0jTBZL3LFumF96211orXKad24YJaypfPPEaf76ldd5++YN7ecLIF+vo4gSf/rDDzGaTFxyThYF3y9nrlThF7/8dbrCIT56043cvm64fc72PZAkwpJEOuwS0y8tQOumxcZ0kn99163sGegH4JaRIaqGyVNnxnltZq793WMLGWbLFUYScT68/wb6on5o6wd272CxUiVfq5OvNb43gluVJbb0dyEgkCvXGVvI47q+3XHrQDfSm7yCVVlm+1AP337jNFNZv/Z2odrw2xlIrzCR0nYaAqg1zUt6aTuuy//7+CtULlIK8GJoikzsvBKe88UqlUYTx/OQL1NwK5LIxr40N20a4uDYLHXD4uDYLH/z3df5sfv2X1H/vleUzBNMV7/aFtwd1o4kBOgJ3E1P4C7eilh6RZQZCg7xRukQtmezaGSo2w1GQyPMNmcZr00QVaKYnklMiZJSL16VKq2lsV0Ly7VbyWH9Po8Eh+nVe3ki8xTHKyfZn9zL3sReYvLlL0TejIfHifJJBoODJNQE4nnZ5EeCw6iiQs7IkzfyqwruVkPkzSqPz53g5vQog8EEj00f4ief/xx39WzixzbextdnjvD43DG2xnrYFR/gdGWRn3vp7wCP3YlBPrL+FmRB5GuzR/m11/+RR0f28eDQbjZFzy0iX8lO8NziGJujPfzI+pvo0aO8mDnLl6dfp2Q1eN/QHu7q2YSIwEfW38IHR/bxzbmjvJA5i+25/Psb3ttuK6LoxNXlWfxyRo2/HX+FLbHei7YvCAKbetL8zYuHmC9VGEnF2dSd4vRiDgSBxbLvazSQiHLTukFem5wjqCokggG293VzfD7Dnz/9CrPFMreuG26fXxIUAlKUgBSn6ZZJa+txPIumU8Z2LcJyN0EpSUTtpmTO0HT8jZcgCOzo7eYrR05Qahrk6nVOZ3Ns6+1mXSrBicUshXoD03GYKZbZ2ecvIl+bmSMZCLC1u+uCqn07ers5uZjljbkFpktlBmPnnreorjMYizKaXHlB+GZcz2WyUOT/99g3GIpH+dV33stALLbM9HSlqLLMQDzGDf3LQx7ToSBhVSVfP1ekqGFa2I7bdvJdQm45/MLVzRSXveNe35tEEPxQpbH5PB7eeYJ4ebyuqkhsHvAF/Vy+giAImLbjq5T70hd48amyxMbeFM8eG8fz4MjkAqPdCW7ZMnxB/WjHdcmUavzVEwd59cw0hnVlO+6gptCbiBLWVaqtetjPHJsgGQly+9bRy2pLEAREET7+9pv4tf/5TeYLFcYX8/yvp1+nZlh86MANxEL6il6dhmUzlS1xYmaR2XyZd+zZzHBX/Jqp2KerX6VgHMV08ghI6HIP2xI/Rd2eY7HxLAv1pykbJziY+XUAtiV/Gk1KUTXHWag/TdE4BkBS30V38ACKGKVsnmC29i1EQcGw8wSVAdL6flL6XsrmKaaqX0YQJEyngiyGSGg7GI68D4D52lPkjIM07QVEFGLaFtZFP4QgiCzWnyPXfJmqNYMmxTHsLJ538QQ72cbLzNW/w87kz3Oy+Be4nkV/6D4st8p8/Ql2JH+W8fLfUTSO4ngGupwmoe9iIOQn8zia/0MUMQwI1KxpbK/CDal/hyyem3Bdz6JmTXGy8GdsjH+UkDKC4WRZbDxPpv4cCX13e8dtOiXK5kmmq19HECQst4wihEgF9jEYfhee53G6+FmaTgbTLWA5ZURBY13sQ6T1/cvuu7/j7iNn+LbqrJHFcJoMBgYYDAwy1Zgm6STQRZ2EkmirWF08Xiu8zqnqKeabC1TsCnWnQc2qthzPliMLMj82+hEOl45yvHKcr89/k6/Pf4M98T3c130vSTW5qhp7LdScGodLRzhTHUMRz3+fPXJmnh69h4azhgptHtzbu5lbu9YzUctztpLlWGmej2+8g4CkcLq8yFyjzGy9xI54P5898zwNx+RjG2/n7X3biCj+Qn1/epR//9o/8lJ2gpCsLRPcZavJewd38cDATrbEepEEkb3JIc7Wsiw0KpypZLirZxMAQ6EknufxeiFKUFaxXJdNkXOJd1aK167aBg+uoX0BuHvLOgzLxvX8uTagKvTEwvTFIn5WS01FlkT2jw6yo78HSRSI6BohTWUgEeXOTSO4HsSDets0KQkKQTmFJkXxcFEEnb7ADrr1zXh4iIKEgIgoSITkrvbiTgC2dKVxXJd8vYEkFhnPF9k72Me6VJJvHD9Nqdn0K0ZWKjxyww4sx6Fp2XSHJYItx7DzCWkqIU3FdV1KjeYywa3JEvGAvuZ58PDcIguVGnPlChFd9bW3wpXXaTifsKoQXqH/S7+db2Hd1d9DXzTMRL7A371+hEf37MRyXf7xyHHKTYMt3V30x658QXxZb6HYSn2aiobIlmt+ljCWq9DPR5Ek1vUkEUWBumkyX6jgeh4BVWG0O3HBikNXFW7dMsL/fOo1TNshX63z9NFxTMdl10gv8ZCO63qU6k1m82VOzWZ5Y3yOdDSELElkSlWqlxlHLQoC0aDGrVtG+Pbrp/CAV85MU20aHJlcpC8ZQZUk/+EzbZqWTVBTeP+tO1dsTwC2Dnbzvpu3843XTnJ2Ic9iqcrXXj3B2YU8Q6kY0aCO2tIsmJZDsdYgV6lTrDXIVxoossid2y/uLXm5ZBovoktdJAJ3okpxJDEACKhSjKR2A4ado2nPMxh+AABZCGHYOcrmaer2DMMRfwcxX3+agHmakDKE5dYom6fYmvgpXM8k03iRknmMsDqC4zUpmSfZEPsIkhCkYp0h33yN7sBtCIhkmy8RVobp0m9qC9ceewZJ0CiaR3E9m+HIexEFhXzzNTwuHtfsehaWW8XxGtTtGVzPwHRLOJ6B6ZSoWhMUjMP0Bu9EFoPU7BkKzUPE1e0E5YGWHdsjomwgru3A80wkUfPvqCBiew3K5mnma0/QF74PXe5CFBRUKU5c20bDnsdyS9Dqp4eD5VYpGkfYnvzXeHgs1p+lZk3RtHMoYpRM8wXWRR9FQCJvvE7ROEZYGb7g2iRBIqWl8ICMkaFsVdAlnS69iz69l+nGNI7nEJB0YkoMAQEXl+dyz/Ny/hViSoyN4Q2E5BCyKHOyfJIX8y8vO8fSZNSldXFDfDeDgQEWjUXGamc5Vj6OgMjt6VsZDl7cVHIxVFEhqSZZHxpdUaXerXcxcLHd9nn0BmIk1CB5s05SCxFVdFJaqGUn1hARaDp+vYRXc5MMBBOMhlN06+F2BENI1rghMcg3544yWctTNOtEFL015iIbo91sifW2jwVllb5AjBOlBcpmoz1uSyptWRAREBAFUKWLT63yZbQf0lQCqnKBf0YiFFiW3CigCOiK3J5XJVn0TZcrpPD0zURS22fE75OGhG8DPt+IJArLr6UrHCKia9QME8OyWahU2dydZiQRp2FazJbKOC3nsA3pBLIookgStuthrpDh0rQdTNuvwx5Qlm/QRITLCl+L6Cq7+nt4744t/M3BN/jioWO8Z/sWNnalrloXJorishLQyzjf2QZIh0K8ffNGHj81xmNHjnN8MYMqSZSaBndvHOW20eFVc5ishcsS3EJr29+fjFKsNii1PMS7YyHW9yQvGBhJFEiGg0SDGsWq78gmANGgxlArVOx8VFli60BXS9U8Q92wGFvIka/WGV/IEztPcM8XKswXyoR0jYdv2c5CqcrLp6cvW3AvvRjvuHEThyfmyZSrLBSrVBoGE5kifQlfcJstwW05Dr3xyOqCuxXD/rbdG7EcB11ROLuQZ2KxwGSmSHcsRCSgtW6agGnbFKsNivVmO+nGQKuoybUkIPWgiBFEQUYQJAKyH6KmiGGi6kaq1hi5ZpSuwM3tv6lZkxhOFlHQ6A7eDsBi43maTgaptRMVEEnpexEEkbJ5CsstYdi51mcCcW0nAbkb6h7F5hEazgICIhXzNKoYJyj34+FgOHmadhZRULCcMqqUpDt4O57nIAotAXoRJFFHFWPU7TnwHDzPw3QKCEioUoyaNYmHQ1K/EV1OkW28Stk8Rc2aJCgPtMYiQlgdJaHteFPrXlsz0XQybAj8KLIQRBBERCFCWBklrKyjap1Z9lf+RCuS0vchCmprfCr+7luM4rXsjKKooUtpoupGAvKFNn9BEAhIASJyhJnGLJZrkVKTROQwfYFeDhZfAyChJogp0VaP4ZXCqxStEtuiW9kR3U5CjaOJGmWzjLxKHn9JkOjS0qTVFKOhUXr1XjLNLEfKR9gS2bSi4BZa6WLdSyyuUmoKRVTYFt3KxvCGCz5XRAVNXFvBoaCkIosSEgKaJBNWtFYlNAGptcN1PBfXc5lvltke7yMi6xeEHQ6G4iiiRMVqUjaby4RoQg21f2+fV9bwAOsSGqBL9v8y23/zjn3pOt98bCU/jsthJa+P848JgkBAVegOhyg3DWqmScO0GE0mSIeChFSF2VIF23XRJIneSARREOiNhKmaJtlqvVVH4tx9yFRrFBoNwppKYoUSz5dDKhjk5uFBbh0d4vD8As+MTZAKBQkoMoPxK69jsMRaR1NXZJLBABFN9TerikJAkdna08X+oX7Wp5JXlezl8vVeAox2JTg1k/VXSYCuKIx0X7iC9kPIJAZTMaoN0/++6N/4vviFeaglUSQeDvCj9+ylbphMZYrUDItitcF3j54FfCceWZLQZIlkJMj+jYP82H37+dbrpzg9l2MmV77sSwpqCvfs3MALJ6Z44eQkxVoD03aYyhSZaCWXEVuJRXRVIaBdupDC5oEugrpKXyLKV18+zmS2QMOwyFfqZEq1Zd7Xfhy6RFj3V9ZD6fhVFV5ZieHow2QaL5BtvoLrGST1PQyFH+T8R9Fr/QP+y2p7dTxcNOncvVXFOK5nY7s1XyiKsdaLLSCLIRy34X8mKChiDBF/gSIJGooUxnL8OEzTLZNrvkLVGgf8hYUgCNhuFVFQUcRQq28impRA4OKrU0WMEJC7KTQPIUthRM+hYS8giyGCcj+mW0KT0m2Pb0nQUIRoe6cNoEkpdCl1Qdue59C0FygZR4mom/yV9RreOUGQCcp9rcWSPwaO0MDFRBQkwsowi43nEAQJXeqmO3D7yu20/unRu5moTyAKInE1jizI9Oq95Mw8giDQp/cRU5YmJ4+Z+iwjoWGGg0P06N14eNSdBjONWWx3uWBYCteyXAtJkJAEv2jPYGCQTZGNfDf77LJQr/NRRRUBkZpdo+k0fe9kz0UWZaTWeAsIbI5s5HD5GKZntoW0IAg4ntMKJ9PepEJfHVE8PxWxgLLCQsTDD020XQdNklfMP61JCpLglys23HOV7UKytmKbrf3uVcf+v9Xtv9UMJeLk63Uy1Tq6otAbjSDih5LOlSsYtt3emQPcMNDLE6fPcjqbY7pUJhUMICBQtyyOLWTI1xqsSyZIBtde0W8lwprKcCJGfzTCx2/Zz3/4xnd48vRZVFHkvTu2EmrN3Uvz71I9DKcVumi5LrbjtBeBVyNcT2ZyZOt1bls3zC+//e7LSv18KS5bcAsIbOxL8fTRszRbNae74yGSYX/AL8gnLcDWgW4mFos4rkckoDGQiqGtUtpMFARu2zrCcFecp46c5cVTU5yazZCr+OEM0YDOUDrG9qFubt4yzIFtvkp5Y1+aeCjQzty1Guf3r12PuRU/+ys//DaePDzGc8cnODq1wGy+TKVhoMoSEV0jHQsxkIqxa40JVQZTMT5w+y7eeeNmvntsnO8ePcvJmSyFat1PJep66KpCbzzMaE+SLQNd7BjuYcdQzyVLnfoLCf9aZWn1B2xpCtDEJEPh9zAQeicV6wwvzv88g+H3+hOF4H/P9Sw/LAQRDxFdSiMJKmXjFG5rB1CzJkhou9GkNE07Q82awsUCT6JpZ3C8JrrcheEUqFlT2F4TxbMx3TJNO0NQ6UNAIiD3MBx5mO7AbYCA5zkIgkzdnsVuPE3TyeB6Nh4OdXsWj4v7MKhijIDUw1T1MfpCb8fDodg8iiKF6Q4eQERkpvoNXK+J6zmYbpGGPUtv6B6W+82vNI4CXfotbIh9hEO5/8R8/Ul6Q/cgt+I9Pc8F3NZk4LR+b9+pVe4LmG6J9bEPEVE2IIvhlrattXC6wI4m0B/o443SIUaDo6TUFJIo0a130XSazDfm2Z/Yt0wF3a13MdOY4WxtHFVUsV2H45XjHKscW1EIHy0f52ztLEk1SUpLoYkqRbPIS/mX6dG6icgrF31Jaynkqsyx8gkOlQ6TUBM0nSYDgQESLc9zAYF7u+/hUOkITyw+xUxjjm2RLeiSTt7Mc6Jykn2JG9kU3oQuXd2u69yYgSJKhGSNitXEdJ0LokVKZgPTtVFFmYh87rziinvPa8eVtv/m+fV7EWa60py5LpXg68dOka/X2T3Q214UbexK8dSZcQzb4abh/vbffWD3DqYKJV6anOHXv/Y4D+7Yii7LfOf0GC9PzTCaSPAje6+dY6wgCOwf6ucnbruJv3zpVf7h0DEius4D23y/BNfzqJkWdctkseLv+AGmi2VUybfFBxWV4FVEA82WyhRqDXb29mAtlZlGoPXvVS0MLl9wC/Dhe/byz+66sb0qXDr3qeoEaTVBWAnSdAxyRpFuPcVnPngvn/nAve2Y2bU8sf3JKD985w380AH/Zp4fq+s3ca6aE8CO4R5+5aMHsN1bSarxi9oPHFykFSZUAbhn53ru3rGuNbFanK3N0quliCjBtprtcl4WAT+L3Lv2buGdN272D3rnErydPx5vvqaL8VMP3M4nHrjN3/wJlwpt8jiY/VV/d+kJSILKaPQDnL9nCcoDRJT1PDP74wTkPnalfomgPEhC203DnufZuU8AHil9D8nAblQxheHkkKUwry7+KoadJayO0B08QEAewHAKKFKUo7n/gu3WkMUQ6cDNhOQRAAZD72a+9h3GSp9jSWDe3PO7hOQBktoNLNaf4bm5n0SXuwlIfQiXeFRVKU5QGSTTeIkdqU/j4bJQfwYXg4S2DRGVdOBGXsv8Fo7XICB1kQrsJaGtbPI4H/++iOhyNzd2/wYvLfw8khAgqe+iak0yXv48NXsay61St6cZCL2TsDqy+t3wPBy3hofDicJ/Z2nhoogxdqR+hqC8sh15JDjMC7kXiSvxdnpRAYGR0DATtUnCcritKhcR+fDwh/iHmS/x7YXH+fLMYwTlANui2/jZzZ/i90/+1wvaj6sxZrNzvJh7ibJdwfFsInKE7dFtvKvvnXStktJ0b+JGAlKA7yw+yf87/llcz6NLS/OBwfe3BTf4qvJPbvwEL+Rf5I3iIZ7KPIXl2MRV3wavCCqycOXObyshCAK3dq3jUGGGmXqRXYl+lPPO8WzmDE3HZiAUpycQxb2Kva4q+iV4q/a1qUm/EqVyg8VMmZ7uGNHItVngXIrZ+SKW5ZBKhtt1qTenU3xTOI0sSWzrPueIt7Wni2fPTuKILpvS57RXA/EoP3/fAZ4bn+RLh47xm9/4Dq7rsT6V5Edu3M2dG0bZ0n3tk++8a9smHNfly4eP8Xvf+S7pcJCbhgZ44vRZ/uKFV3hlahY4twP/yb/9EtAy23Z38bcf+9AVn3t3fy9ncnn+4Mln+cOnnmu1K9MVDrJ/aIAHd2zljvWrzxMX4woEd2u6P68gg+lajNfmOVOdRouqKKKM4ViYno3cUrkJokDeLNF0DFRRIaXGcXCZrs+jiSoRJURA0qlaNRquiSJIhOUggiBQtxs0XQtFkImrYSRBomLXKZhlYnKYqBLCcm0sz0YQ/MEBKFk1LNfExUOXNCJykIpd4xvzz7EztpHBQA+R1t/ON7KE5CAxNYwkilSsGjONRSbqMyTUMFEhdEU5ftu7ev+Xy/771fBToa7eXtFokKnX6AtFCSkKO5O/gIfT6ouwzG4sIBBTt7A99a9xPQsBGVXyvZMj6jo2yD/KaNQPt5MEDVkMYjoVBCR0qYudqU8DHqIgIwmBdqu6lGZz/CdQJV+dLgnnvEO7g7eTCtxIvlllsVGjJxBGEnyHuZ7gAdL6PmzPomzafG38OCPR7YiCv+MzHJuz5TwDoRghRfWfL2Qi6gbuHfwbAnIf4LE79Uv+qhb/WkcijzIYfhDwEJCQxHP92Z7814iChiT4mg7P8zhWyNAdCDMa/Vgrla+ALAS5ses3UcQwoqCSEKOEU6N42L69WlCQxRCiIBOUh4ip21jadQ+F34vv6+0wW/s2Se0GeoJ3IoshyuZpso2XKRnHCcqDF9xbAYH9yX1sbe1SdUn37yMi/2r9v8BybSJKeNk+rkvr4sPDP4LpWa1sWCKqqOA2JG6ee5BkeAg77iJLUKkavPZUlvfc9BChAQVBpGXKEdFElaAUbKu934wmamyPbmM0NIrlWoCHJEiE5XMpLJfGOaWluK/7Xu5I347t+ikgJUFEERUCUmDVc1wpIgIf3XAbv/ral/lf4y9xsrzA3tQwiijxxPwJXsqOc2/vVu7u2ez38SqyL/YF46S1MEdLc/zZqe9yY3II03WIyjrdgQhd+tWVqV1YLDM1kyeXrxIJ6wSDKlNTeTRNJhoNEAyoVKpNqjUDz/VIxIMEAiqGaTM1nSeZCJFMhJAkkXK5wcJiGUGEvt44AV0ll69imjahkEY85mtQJ6ZyjE9kkWWRYEBtC+4bBnr5nYfeheO6hLVz2sED60bY3deD5/lq6yUEQUAom+wOJNj3tnsRtFaiLkkiqPgpkN+8IfrYzXv50N7dF4SPrcTGdJL/6z3343guAVUm06wQUwPULINb1g2wY6CLmmUyGI1hujb7h/sZSkUwbAdVlChZTQzHomab9AVixNXgss3fv77zVgzHQZcvFJnv3bGV+zZvWPbo/OmzL/Hq9CxxXedX3nEPUd0fN9O2ObaY5dhChj98+nm293Zfltf8Ele9vC2YZabq81iuzXR9gU3hYTygateZqi/Qo6VQRYWZ+iLzzSyu55LSEqTUOHW7QcMxOVOdJqFG2RoZ5dXCMVJanLlmli2RUSRBZKz1+XR9gdvTeyhaFUpWFdtzOFkZ5/bUHiRBJGsUcDyXuBpBlmUOFo4SUyPkzRIxJcLO6AYs1ybTLGBF/EmjaFaYaSxQt5ssGgVuTe2iYtcoWVVqdoOZ+gK7Y5uvdpguG9+5ysFyHSqWX9gjpQcRgNlamYCsEFb8cIembRNVNUzH8at0CQJN26ZuWyyFL+pymnzTT5kYUFQiikrZ9PN065IMiNhumLC6XEUvCiqqtLJN31f3yOhSalm2MMf1nRYFQUKTEujyhStpWQxSbHjM1QwW6hJpPQ4ILNSrSKJISI4QlBVEwcbx5rBcBdfzHY4Mx6Fqmohh/+Jqlq/2DcgKktBH03HRJYW6HWxdr0VEUfG8II6rLRtPz/Na46kTVlREUcZyHGZqZU4WMmiiRDAURWuPgeA727UHQUYSV975iALI5yWuUCR/4rbdBkGln6nqV/FqNoIgY7tVBDwi6gZWWpAtOagFpHPt2bZDrlBDlhRSsRiW7VA2Gpimg4dHOhkhLEUoFOs4tkMopBEOaVi6Q5QYgi1j2y6KLKFrMo4BuhciIYdRVzBl2baDbbuYpk2l2qSvN44gQKnUwLYdgsEgiaA/TouZMnXFwQtYqIpEvWHSaFp4rp+aNqEHv2fZBDdGuvjohlt5NTfFsdIcx0pzCAg4nscDAzu5u2czm6Jrq5t+MTZE0tzevYGcWeOJ+ZO8mD2LIsjcnB7llq51VyW4jx2fo9YwWFgss5gps3PbALWaQaNhcuL0PKlEmO3b+njq2ZOYhkMkotHTFSWVCqPrCvW6yeuHpnjgHbsolRpk8xWqVYPJyRwPPbiXU2fmqVSalCu+k+wdt27k9OlFTNtmdr5IKKCxcd05yaQrCrpyoRo5qCorqpct08ZsWKieQE8sghbwn5P8Qgm73sQKeqjRAJ7nkZ0tIskioWiAkCZjGhae59GoNlE0BUmWMBom1WINPaQTjgVQZZmeSJjFZpmT1XkSapA3ClPkjCpJLYQu+aYio2oQUTTmm2XyRhVNlOkLxhFFjzAKuicyEI6S1pfnTU+GVre9R3Stbcv3PI9K0+CpM+P0RMMcWD/CzcOD7cWH47okgkHKzSavTs9RbDSJBy5fc3LVgrtsVZmuL7A5MoLUUiWLCLieS91uYLYcPjw8anaDutNEEATWhfrJGSXKVpXJ2hyGY7IhPMR0fYGBYA8Vq0bFruF6LgvNHH2BLgpWhYpdZ7axiOXadOtJJqwqJatCSo1juhZmK7EEeEw3FkhpcQzHpEIN07VQRAVREAkrQVRRZrGZZ6w6gyYqLBo5Go7BXCOL4Zqk1Piail9ciuV2qbWrw3PNOuPlAoIg0BMME1V15mpl5moVmrbNxngKSRCYr1fZnuziVDFHTzBMUFaoWiYL9Sqj0TgBFGaqZTKNKhXTRBZEbuzu50Qhi+U6pANBJEHEcGx2pJZ7NXteq3ZwawXgtopfiKhoUg8pbS/LHNw8D5DQpBQpfV8rpOpCpiolcs0aU5Ui8/UK25LdTFaKLNar1G2bVCDI5ni67VTkel67L2ZLsG6Mp9CRma1V8DyXvlCU8XKB/nCUXKNOrln3r1cUubGrn7zRGk9WGE/HZmMsRVhRyTZrZBo1zpTybIylLpkDfylm2nIdJEHE9VzfGQ0By3PQRKXlhOXieA6OJxCSR1GkQVxkXNdFECKElRSC0IWLi+24y0J/NGn5ZNhsWuQLNaZnCyTiQSIRndnZIguLJSzbQdcUPNcjGNQoVxrk81VAYP/eUb/IiuTnCXdb1dkURUaUBFzHW7Xueb1uks1VyOVr6LpMb0+M+YUy5XKDpmEhSSJbNvUyv+gfs0ybWCxIVzrCsZOzNBoWmibTlY7QlYoQjV5e1ihJEEnrYR4e3kNKCyMJIgktxI3JIfqDsba2YXdikN5AjJFwyo9zVnTu7d1CQg1xojRPplnBA/oCMW7rWs9oOE1U9SdPAYGb0qOsC6foDcQu8DnYGR8gouiMhi90YkxqIW5IDuF6HkdKc9RsA11USOthApLSSqfMsvbfzGrtn53IkEyGCQU1RNG/d9lchWK5wcRkDsOw2byph5nZol/GNqhSKjdwHJdQSKNUbnDsxBxvu2cbDcOkUKhTKNYotcJPx8azWJZDs2m1/m9z8vQ8W7f0oakKwlUmMPFcj3Ku6m/ceuOoukd+ocT0mUVUTSHVG0MPqhQyFSZPzRNNhFBUX2jPT+bYftN6ps8s0j2YxDJtKoUa5XwNy7TZfccmVE1paWdNckaV/kCMuUaJmm1geS6SIGA6NnE1hNiAktWk7hhEZJ2Q2aRg1lgX7qJum1iu7b8XsOp1e97SeyK0TZXtz/DI1eokgjpSy/tfFkVs16VuWhQadZqWTVhVrzgk7KoFt+05WJ5NWkuQVGNt4e170Uo0nCYeHik1zqyUIWMUsD0HD5hrLpI3ylTtBknPbl00dGkJEqpvqzNdG0kQ6dISxNUIlmfRdAwUUSGtxkkoMWp2g7gSaanZLJqO2ZroYSTUj4eH4ZjYnkNCiRKQNEJSAFmQsDybil3DljSiip9/23BNREFsX9NKt27pxjmuv8P1PYt8Aec4LoIo4LnnbmyjaaFrCgj+99dS9WuhXuWF+Wk2xpP0hyIYjsXzc5MoosSJQsbPyayqnC7mSOoBnpmd4IHRzYQUlZplMl4usD3VTVTVObg4S8O2KBlNqpbJxkSKg5lZGpZJXyiKLvsVs84X3I7jYhg2hmERiwVwHH+it20HUAlIG5DFEaB1zQI4totpuQS0YUYjI6vuql5ZnEGXZeq2RcHw62m/tDCFLEpMVUv0BSMMhKLEtOWrUb+srMtYKc+NXf2EFZWFeoW65dcNf2Zugg9u2MnBzCym41A0m1RNk03x9MrjOT+JKkocb41nRFE5VlhkIBQl26jjrEF16uJRNKs0HAu55aEsCAKyIFK2GqwL9yB6ULUa1Bw/K19AChBQ3kNUCbXU2H48cN5sEnKh6VjtIhyCAD16nPMTHNUbJrNzBSancriOy9BAkjNnFzl+cg5ZlujriWE7Dv19CWo1g6npAnPzRfbvHb3k9axGpdpkfDLH5FSOm/etRxAEDh2dJhhQMQ2bbK5KX0+MVw6OM9ifYGa2QChfRRThhZfGAOjtiVGvG3iet6LgdlwX07PxPI9AS8uxlFBGEkSGQgl+Y8/7cDw/AqJbj/CugZ1tD23X83hX/47W3/n14SVBIKYEuad3M3d2b8RwbQItb/J2spqWUEWAR0f2IbaOG7aN7bgENRXP87i/b1vbochx3XbZW0kUEYD+QIy+wV28e2BXy+HTn4c8PJqWjek4PDq8zw+f8zxsx/GfaUASBN49uLLPRaNpEQqqRCM65Zaj7sxMkVyhRqXaJJ3yU7aGgxq6LjMylKRSbVIuNyiW6uTydZqGH9ceCfnv1MJime6uKLIsUq0amKaNLItEIjrgUWuYJBMhutJhnKusDy9KIoVMGbNp0T/aRTCsMz+RY/r0AuFYAD2oEkuFmR/PMnVqnp6hJInuKPnFEsdePsu2/es49cYkWkBhYTJHMVvBsV0mT86xcfcQsuIXOdJEmZQaZiCYpD8QR5cUTNehaNYwHBtN8tXo3XqEoJQirOgoksRcs0RPIELBrGHZNkbDxHVcghEdt7WIFlrzvOeB5/qLa6tpowUUlPM0VGFNYzSVYKFS49mzk5iOQ1TTaNo2s6UKL0/NkK832NnXTW/0yrQwVy2440qEbj3JY7NPMtfIsj26npJVZaaxyJnqJIZjktYSLBp5mo4fbtJ0DcAjZ5Tbk1w7BaIATy6+zHwzS28gTVQJ03AMnlh8iZnGIrcmd7EuPMhkbY7HF1+iate4Lb27rbLPGgUajkFMDbfs8ef+WcLD4+XCEW6MbyWpxtgSGeV45SwBSScsBxkJ9XO2OsPX558laxS4Obnyy1RvWBSKdYIBBUkWcWyXcEgnX6wRCqrU6yaCKKDIEq8dmWLXtgFcF6IRHV1bW0Wqnalutqd6GGjtIk8Xc/SGIqQCITRZoicYJiQrPDE1RqHZIKJqBGWFoKwQ1/T2jmGiUsD1QJdl0sEQtuuiihLBQIjJSpGIqnFL73KnqFrN4MSJeU6dmufBB/eQz9cIBFSmp/2iGz09UU6cmOP22zdTrTZRVZliscb0VIGt2/pJJFZXLy3UK9zWN8KGWLKdEvB0KU+XHiQoKURVDdtb8tT2J7kl50ZVkkm21NwesCPZw+lSjmfnJiibTZKBIFPVEp4HmiSTDoTahSV2prrZnlw+nn3BCCk9hCZJlC2Dktnkgxt3MVEprsm+VrcNnlg8jC4qFKwaqiiDB2WrTt6q8omN7yIk6xwpTTFVzyCLMmWrxkKzxPpwD8PBLmRBomTVkASJnFlGExWq9tKiN0KsK9QWZACxaID167o5O57l9NgiO7b1EwyovgNRSGfrlj6mZvJMTeUpVRosZEo0mua53fSSQGlrMs77HVbN1R+PBYmEdbZv8z2GC/kao3vSRMM6Z84uMr9YIpOpcO+dWwm3dnr5Qo14LIiuKWzf0k+l1sQ0V46DLlhVxqoL1G2TO7u2tjVejufSdCwqVpO4FqRsNWnYJg3bwvZc1oXTSIKABzRsEw8PRZRpOhZRVadsNdFEmbxRY7yaY3dikJTmRwWYjoPlOLien3uiZpgEVBXDspgrV8hU69wyOuRnC6vVCWmKv4NyXKK6zmypTE80jCbLuJ6HYTttDVGh3sB2XUzboWIYzJYq3Do6SEBVqRp+XouwrtE0Lboj4VXHfdOGHk6dWWRmtoDruuy9YYRsvorjeG2h0vZUFgVoHTNM27d5e57v1SycW5A3GiaSJGBZDjt3DHDy1DylcoNwy8a9Y+sATzx1nLmFEgP9CbZt6bugX2tFkkWCUb2l6QEE2LRnmJmxBRan8+ghjdGt/WzaM8yZw5NMnpynd+RcNk7X9XBbi4fcQonMTIFIPEi6P45jOW3fhL5gnL5gHID7+rbhev7OOWtUmKoVGAmniCt+8ZvzHYS3RfsQgG49Rq1UZ3p8gex8ib13bqFcqBII6iiajCAKOLZDtVhHlESOH5xgw44Beod9c+BSfP0v3ncnXz16gmdbRVTKTQNFEuiNRNje0817t2/h3k3rVwxRXAtXLbiTaoxbkrvYn9jhr2BbArI/0MUd6T2tgREYDfYzGOjBw0MWJAQE3tN/V0ut6CfyqLTSML6n/05EQURAZKw6RVAO8GD/PQiC7y2bVGMMB/vwWvZcAYFePc37B+9r9crvxYdH3o2AwK7YpmV9/ujogzitajwCAjcmtnFDfHN7ARGRQxe0vxKiKDAxnWM+U8a2HUJBlVBAQ1EkdmztZyFbYX6xhGHamKbN1x4/zGKuyr23b2HHln407dLDf/5LHFQU7hvewHOzky0bt0Z3MIwsiBwvZDjQP+qvKBs1juczvDg/Tb7Z4J9t3cNtfcMczi6QbzYIyyrpQBBVkkhoAaYqRWRRZFN8uXrOshx0TWZwIIEgiJw5s8Ctt25E1/0sTvF4CDz4+79/iUymQk9PlHBIQ1YuLez2dPXz6uIM42XfL2Ff9wBvH9zAy4szeHjtpBqnSjlfM2Bb3DO4np5gmPFygVcWZqhbJg9v2EE64Nv+p6tlbuoZBOCOvhEOZef961VU0oEQ8/XKMu/7oKLwtqENPDc3id4az/5QlJpl8gevPcPZUp4dyUsVQWk9C4hU7CZJNUJU8W11USXIFmWQQMuRzPEcmo6F4nn0aHHWh/swHJOhYJqwrDNeW+TVwhniSpia3SQoaUSUAHE1RMM1lwnuatVgeqYAAswvlNrJe95MJlvGst22iQNgYjLHsRNzTM0WqFQb7No+yGKmwtHjszQNi1v2r2d0JIWiXPh8CsLyZCDbtvZz4tQ82WwFWRZ59JGbqddNvvH4EQrFGqPDafbeOMKRY7NrGkdZkIgoARJqaJl/91StwOv5adZH0vzj1CE/qUqsl4FgHNfzeGL+BCk9zFy9RLce8R0Yq1kiik7RbLDQLNMXiBJRdNQ3xU+/ODHN2Wy+7XwaUBUsx/VTiuLXVf7GsVO8fesGTmfzzJbK2K5LSFVRJYlys8n7dm1DVxTGc3meHZtElkQ2pFPk63V0WUaXZQzHYb5S4YnT47xt83rmyhXGsnlKTYOYrvOeHZsJquqKs82uHQNs3+oLTlH0hdn7H0y0zCwtwS3AP/uhW9r3CZbkmYfjeHzw/b4m4YmnT6AoEh/78B089+IY45M5Nox2sXlDj784bt3j/XtHuPGGoWXtXynzk1lOvzFFdrZAKVvh7of3Mzu+iG05lPJVyvkqlmUzcWIWD4HsXIFmzSDeFSWaDPK53/sKc2czbN07ysZdQwRCOlOn5wmEdOJdEURpZZPmUpfTWoS0Flnxs/N/FoBwLEg41mDy5Dxf+L+/w+J0nk27h4jEQzTrJgvTeQqLJX78M+/z63OsMDCjyTifOHALP3mHn9DKe/N5LhoFdGkEbzWD1mWwUpzfxb63zB5w3rGmY3C8fJbd8S3tMKm8UWKhmWNbdH3rBL5YXi3e9XL7vKQqO3cBa2vf8zxm54s88+IZZFkiFg0QCWuEQhqvHZ7i5hvXMTaRae3IVQrFOqlEEFVV2L6lj76e2CXjzX1nMxdVkpFF0V/NOzZ1y/LtWIqCKkp+8RajQUBWCMgKrufRdGwatoUqSkRUzU/Z6tjYnossiERVjapl+qYBxzdHRFRt2aRcqxlkMhWy2Qq9vTGe+M4xbr1tI+NnMyAIjI6mee7Z06RSIVRVwXFdGnUD14N77tlGIrG6A1LTtmg6NpbrIiIQVTUcz6XeqvKmSRIBWcF2XUpGA6X1uyyIWK5LxTRQJJGwoiEJAobjULNNdEkmKPvqsaa9/HpN18Fxl4+n6djUbAsRfzyXbP0N28L1PGKqr0q7WLyl789h4nhuq4iACCzVhxcItgTuG8VxbM9hY7i/lTPab1MTfTOF5To0HBNZkHA9t13pSBJEZFHyY3+X1LSOi2U51BsmggDRSADTtLFtF1EUUBQJ23FxHV9oO64v2OOxILbtUq01EUURVZXQVBnH8ahUGsiKhK4pKIp0wb2zbQfHcfE80HXf5m4YFqbpHxclgXBYxzRsDNNXyyqt9mp1wy+4oMp4rocoCis6wGWaJU5X52k6Jnd2bW+rsyereU6WFzjQs5GvTB9CFSUGQwlcz2OyVgAPFptluvQINy7ZmYuzxLUgi40KmiTheB4128BtOaWltBCCIPDN46cZy+UJqiqy6NdTiGgaewb78PB4Y2YeURDZM9jHd06NoYgi8WCAoKJQaRqUDYMHd20jqqkcX8jwnVNnieoaN48M8szYBJu6UgQUhYlCEYBUKMhgPMbh2QXy9TrJYIBEMMj23i4SwcCq88Kl5s/VePP8vJgpMztfIpevEgqo3LhnpJ2C+fzvrbX9tWBbDo1aE8d2UVSZQFjzj1V8M5mmKwRCOpZlUys1EAQIRgKIkojRNDEbFh4e4Za3u206WIaFKImE48Fr0sclitkKY0dnOPX6BPF0BFVXSHbHKGTK1CtNJEVC1RU27x7mxW8dZvftm1m3rX/VxcNbwTUR3NcKx3OpWjWiSrh9E0zXwnBMIsrqRdO/H3ieR71hspCpIEsiqiqjKBKKLLKQrdCdirRVgooi0jRsgrqCJInEogF07cLwh7Wetx0Pz+U9rGtdYC1h2w6GYdNs+k5F8/MluroiVKt+aFg4rJHJVAgGVCRZxHU9LMvGc6G3L46qXjj5r9SflSaiy722i7V/sbZWGs+11um+1LnefKxg+nWeY296llf6/qX6vfR9tyUEL3ecryVXKlBWoumYlK0GtuvQG0i070HNMqhYTXoCUabrBURBJCSrOJ5LxTIQEajaBiFZI637mqCCWUeVfHW57zTo+Y5HnsdgKIHWqnk9WypTNXwnRkEQsB0HTZZJhYJ4+KUlBQTiAZ35csXPoKjI2I7Lq9Oz1EyL+7dsIBkMUjVN5ssVVEmiKxxivlwhFvALC1WaBpIooskSuqK0q2gFFBlVlolqKmrL1+StxDRtanWTWt1A1xRSydD3zMP/zbTtx+K5d+DNz/SSKadtZ24dO//FvZb9NxomlWKdcqFGIKgiyb6gbtZNbMtBkkUkyfd6z8wVSHbHiMS/d1ES8AMmuP9PYKVJ//xjlysQrhe+HxmdOvzTZcl2Cazp3Xrz91fNNHgZi7amZXN0fgHTdtjS00VE05BX2XWdn+K4w/XD+QuElRYN3695riO4O3To0KFDh+uI751SvkOHDh06dOhw1XQEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hQ4cOHTpcR3QEd4cOHTp06HAd0RHcHTp06NChw3VER3B36NChQ4cO1xEdwd2hwxqZnp5my5YtfP7zn192/M///M/5zGc+c1Vt/8qv/AqHDx++7P7ceOONK35233338c53vpOHHnqIhx9+mHe/+928973v5amnnrriPv7BH/wBX/ziF6/47zt06HBtkL/fHejQ4XpCFEX+43/8j+zbt4/169dfs3afffZZfviHf/iatQfwu7/7u+zatav9+9e+9jV++Zd/me9+97tX1N6nPvWpa9W1Dh06XAWdHXeHDpeBruv8+I//OJ/+9KcxTfOCz03T5Ld+67d4//vfz/ve9z4+85nPUK1WAX8XfOjQofZ3l37//d//fRYXF/n0pz/N66+/zo/+6I/yyU9+kne/+938j//xP3jttdf48Ic/zKOPPso999zDL//yL192vz3PY3p6mlgs1j72+c9/nkceeYSHH36Yj33sY5w5c4ZKpcLevXvJZDLt7z366KM8+eSTfOYzn+HP//zPAThz5gwf//jHeeSRR3jooYf4u7/7OwAeeughnnvuOQAee+wxdu3aRbPZBODf/tt/y1//9V/z8ssv88EPfpBHHnmERx55hK9//euXfT0dOvxTpiO4O3S4TD7xiU8QDAb5/d///Qs++9M//VMkSeILX/gCX/7yl+nu7uZ3f/d3L9rez/7sz7a/d8MNNwAQjUb56le/yo/+6I/y2c9+lp/5mZ/h85//PF/5yld4/PHH16RW//SnP8373vc+7rrrLu6++27Gxsb4kz/5EwBefPFFvvjFL/K5z32OL37xi/yLf/Ev+OQnP0kkEuH+++/ny1/+MuAL6Gw2y5133tlu17ZtfuZnfoaf//mf5wtf+AJ/9Vd/xV/8xV/w2muvcf/997fV8U8//TSxWIyXX34Zz/N48sknuf/++/nDP/xDfvzHf5wvfOEL/NZv/RbPP//82ga+Q4cOQEdV3qHDZSOKIr/zO7/Dww8/zIEDB5Z99sQTT1CpVHj22WcBsCyLVCp12efYv39/++ff/u3f5qmnnuJP/uRPGBsbwzAM6vU68Xj8om0sqcqnpqb48R//cbZt28bQ0FC7nxMTE3zoQx9qf79cLlMsFnn00Uf59V//df75P//n/P3f/z0f+MAHEMVza/zx8XEmJyeX7fybzSZHjx7l/vvv5+d+7uf4xV/8RV5++WU+9rGP8cwzzxAKhRgeHqarq4sHHniA3/iN3+Dxxx/n9ttv5+d+7ucue3w6dPinTEdwd+hwBfT19fHrv/7r/NIv/RIPP/xw+7jruvzyL/8yd999NwC1Wg3DMNqfe57X/nklVfsSwWCw/fNHPvIRtmzZwp133skDDzzA66+/vqydSzE0NMR/+k//iY9+9KPccMMN7N69G9d1eeihh/iFX/iFdr8XFxeJxWLs378f27Z54403eOyxx/ibv/mbZe05jkMkEuFLX/pS+1g2myUSiaBpGpZl8e1vf5vR0VHuvfdefvZnfxZZlnnnO98JwIc+9CHuvfdennnmGZ5++mn+6I/+iK997Wtomrbma+rQ4Z8yHVV5hw5XyLve9S7uuusu/vIv/7J97MCBA3zuc5/DNE1c1+Xf/bt/x3/+z/8ZgGQy2VZxv/DCC8vsyJIkYdv2Becol8scOnSIT3/607zjHe9gfn6eyclJXNe9rL7u3buXhx9+mF/7tV/DdV0OHDjAV77yFRYXFwH4n//zf/JjP/Zj7e8/+uij/OZv/iZbtmyhr69vWVvr1q1D1/W24J6bm+O9731v+9re/va383u/93vccccdbNiwgWq1yj/+4z/yjne8A/AF97Fjx3jkkUf4zd/8Tcrl8rKx6NChw8XpCO4OHa6CX/mVX6G/v7/9+0/91E8xMDDA+9//ft797nfjeV47VOzTn/40n/3sZ3nooYf40pe+xI4dO9p/d//99/MLv/ALF3h8R6NRfuInfoL3v//9vPe97+VP//RP2bt3LxMTE5fd15/7uZ9jZmaGv/3bv+XAgQP8y3/5L/n4xz/Ogw8+yGOPPcYf/dEfIQgCAA8//DDHjh3j0UcfvaAdVVX54z/+Y/7u7/6OBx98kI9//ON86lOfYt++fe1rGRsb4/bbbwfg9ttvp6urq70A+PSnP81//a//lYcffrjtiDc4OHjZ19Ohwz9VBO9ydG4dOnTo0KFDh+8rnR13hw4dOnTocB3REdwdOnTo0KHDdURHcHfo0KFDhw7XER3B3aFDhw4dOlxHXDSOe8nDtEOHDh06dOjwveNifuNXnoBFFMDzYKltSfB/FvD/7+F/fhUE9mxF1BSaJ8dxCpUrb2f3ZrSNQ4ihAPZinvI3niV06w3oOzfi5EpUHn8Bp3jl7V8O3e/ZQ3MqR308i11utI8ryRBOzcQ1LERNJry1n8BoF9lvHcapGWtu53LQpTCGU8Nj+X1aF9pLxpig4ZRxPOuK2l6JQFTmlkf6SQ8HKMw2OfydLAtnagRjMrc9OsDB/71Acd7Ada5doIOshwj3jDJw04PLjjtWk3p2isln/v6aneu6RoDuh25C641jVxrUjs1QfvUsCAK9H7yF0otnMBaKuE0LKaSRvGcHiTu2MP3/PkFzMnvR49cTkgSOc+FxUQQ/dF5A1gIgijiWAZ6H53nIWgBRVhAkBUEUMUpZJEVrT4Ge6+C5NpKq45gGoqrhmgaes8r4CP45PQ+8ywvZP9dEa9/15ml4teOrtiMKDO5JsuvBYRDg9JPznH1+EauxwkB9L7jcC3jLWdrgni8A31quSHBLEZ3Y7kHqEzmMhbJ/LKAQGEzSnC+iRAO4pkNztnhVnbOmF0AScevNq2pH6etCkCVqLx7GaxjggXF2BmWoBwBBkq6q/cuhcmQap9LEaZ7LmiUFVWJ7RqiemKM5UwBBQNIV5IjuL5DW2M7lIAsaXdooc42T2N7yNnLmFIZTw/Wu7Yup6hIb9sd56n9M0ajYVLL+gsRsuJx4Lk+9aOG51/ihF0RERUOPdS07bBt1rFppTU0kAoOEtTSypIPnMlM6jOk0eKtf0IjeQ0zvQ5WCTBdfw3TqFz1+VQgCkV3D5L51CCtXwSrU/OOeR/ngOFa+imf5z4Nr2FSPThO/bTOCJLYn0tWOXwsEASQZAkEBswmu6yEIApIMogTNhkcwJFCregSCIpouIEmg6QKZBYdgSMBsejiOL5ybDY9YQqJSdrAtXwYEdIEbb1A5dtykVvdQVaF97m2bFE6csXCCwzi2Pw6arOBaBqKsnpOygCBKKKEY4CEIEqKqgyDguQ5KIIJRzGA1KphO4QLBLasCsioiSSCrIqlBnckjVWRFwLY9REFADYjIiogaECnnLGRZwHU9jLpLMCpRyfuJfLpHA8iKQH7OwGy6qLqIZbik+jVEUaCwYGI0HARBuOhiOZzW6NseZ8MdPXh45M5WmXg5C1yj+UEUEUQJQRTxXBdJ03GMpv+75+FZ/vwkh6KIioqoBfAcC6tcxHMsREXDtUyEVlpez3XwrcAu3kqrsCtAQEBEQkBov/UudvuYjIqCSoMaISJUKODitv5WREbGwUFGPu+4gI2FhIzN5S1wr0hwy0EVrTuKa/iD4pk2nuuhdUcxFsrILcHNGgS3um4AQVP9QXddjIk5vEYTuTeFnIrjGRZOudr+vrZpGFwPz3URZAmnUsOez63YthDQUXqSqEM9/mA7Dm7TFxb2fBYnV0LQ1eX9GelD0DQEScCzHazpBdR1AxinJ1H6uhFUGTtTQNAUPNvFKZSXluLtnXL59UmiN45g5Ws4NQNBkfAcFymgovXEMZwCdrWJJwjIYY3IjkGiN44iagqiruK2hLESDxLZ1u+fp27QnCtilxoEhtPL25EE1GQYvS+B53mIirTs+8vGBBFVDBBTekhpgzSdKnWnhOk0sD2TkBwnIEUwnDp4oIoBAlIUDxdZUHE9/0U3nQYNp0JYSSIJCiIidafiC3yWZwBTdJFwUmVwW4SukSCu62E2HBzbIxCRSQ7qJPp08lN+X4MxmWhaI5xS8FxQAxLzYzWqWRMlIJEa1NECEqIsMHeqRr1k4VhvjRDVpDARvZuAEsN0GshSgGRwhEz19DXVRqyI56HKQWJ6H3Plo7AkoFc7fgUIsogU0tEHkugDSX8SN21c00aQJbSBJGp3FCtfbW8sPNuhMZHBLtfxzsvgttrxa0EkLjI4ohBPioyfsgiGRWTZl5cI/i451SUxP2Nj2yDLvtBWVZFCzqWnX0aSBDzPF/qNqkeqR+L4IQ/b8vuqqgLbN6vYlodtQywq4jge1brH5o0KkzMOViSOaZiAh6yHwAPHqCHpYexGBc+xkfQgciAMni84JD2EIEl4joOoqCiROFatCCssjHtHAyi6iFF3MOq+kM1NN+ldF6BRdbAMF0UTEUUBRRdpVBwiSbn1Ny54HpWCDR4kelTCCbktsCVFxDZd0gMagugvEBoVm2LWwnW9Vdeh0d4AqdEIkZ4AruuhhuRruSbzxyQcQ9JDNDOzqLEUrmXiOTZOs4G9JLjDUURZQYnE/XlOVvBsG9exUcKxcw9D60KcZh2rWmrPz1eDRgAJGRGxJcJlapQJEaFJAxERDZ0GNXSCVCkBLhIyGjoiUvszCxMQ0AjgYKGhUyR3WcL7igS3IImY2SpKLIAcUrGrTeoTOQRZxDX9h0aQ1nZn9e0bkGJhxICfp9g1TMyzM6hDvQRv3oVbruF+41mshi9wI/fchFOt49YaCIqMOTW/quCWwkH0beuRe1IgCOi7NmFNzGEv5le+Ll0juG87YrC1QrYd6oJA5P5bseayBPdtQ4pFqB88hhSP4hTKNCs1PNNtnU+n9317qRyepvfBvVSPz9KcKSCFNKxCDSURousdu8h95xiF509jlWrIiRDxmzcQGEwgCAKiJtOYzIEAel+c2L71yEEVq1ineHCc8sFxQlv66H7nuXbsWpPQhm7Sb9uJmasih7Rz3391fPmYCDK6FKFLHyEgRUlrQ5QsjTIZPMclpvYyEtzF8fIzOJZFQIrRF9iE6daIKt3U7RKKqFGxcyw0xugNbERAQhFUCuYcRXOemlNYdk4tKNE9GmTDTXECUZntd6WZOVbBbDjImsimWxLsf18vfz3VwGjUSPTpbLw5wcjuKKUFg8SAzpHvZBl7tUQkqbDr7V1Iiogeljn0rQyTh8pUclemebgUEb0bRQpQbi4yXzlOSE2yueseKsYihl3F9Rxcz1+o6HIUw64iijKSICMI/g7AdBp4noMs6oiChIeLgIjr2diuiSyqSIIMgoCAgOHU8TyHirGILOloUnhZn1Y7fiUIioySChPduw4ppBHZM4IU1amfmqdpOYS29tP94D6m/+/HqZ+ew7EvNNu8JQhCe/w8z6WrR+amAzqxhIRlegytU9ADAq4LlukRCImkuiQmxyymJyzqNQ9VE1AUAVGEvkGFdLcEAtSrLo4D0bjI6eNmW16JIiRiInt2aYRDIom4iGF4zC04BHTBXyAYDfBEEMBzbORglHp2mlAwimM2/WOBME6zjiAr2PUKjunvHl3HxrVNRFnFrBRw7Quf2Q17Isi6yPxYg9mTdWRZID2os/NAnPy8STlngQeVooWqSYgixLpUkn0aju0xP1ZvC2A1IJLs0wgnFAQBLMNFEEDRJBzLQ1FFXMej9NTK8+ES8cEQscHgRb9zNciBMHr3IFo8jZGbR02kEUQZs5jDMc89b6KiIkoKoqIhygqSooEgUJ+bINA7BIKIIIqIsoLr2DQys9i1Ch5XL7iDRJCRWyJbQUPHxSFFDxnmsDAQEHCxETgn+xRUQsQQgCZ1dEL4e22BCDFEJDR0qpRxsC8wW646ZldyEXa1iV1qIMeDKPEgalcEY7GC3hdH642h9cVwaqav5r2E6rP81af9jqTjqBuG0XduxByfof7SEcRQsC3Ql5DiEYxTk9RfPYpTrl28n5k85f/9Xb8N16P0xccv+n19+3o826H61KtYCzmUgW7iD92La9kImorbNJBiYdShXsRQkObh03j2eatmDzzbRQyqmIUacjRAUJHxPJfSaxOYL40RGEphV/ydpWe7NCdzLH7jDVK3bSL/7CmqJ+YQdYXYnmGchsns/3oOQRKJ7hoicdN6yq+Ok/3mIYLD59ppI8Ds3zx/wfeXjYlnUrEyzDTA9RxOV1/Ccs+ZImbqx0govW01uQC4nk3GmCCm9LLQPENaG0ETQ0SUFBIyx8vPoEth+gNbSOlD1GrLBXc1b3Hi2TyLZ+uM7onz2O+fXma3e+WxBXo3hS8wWVULFl/6ndP0bgxx54cHkWQB2/IwGy7f/C9nSA8FufefD2PU7bdMcIe1Lgy7Ss3M4nkONSNLSI3TF9tO06pQNTIUGzNIgsoNA+/j9ZkvEQ8OkAgMoUhBJFHidOYZqmaWwfhuIloXDauMrkQp1qeZrxyjN7qVRGAISZSRJZ0TC9+iaubxrtS4eRm4DZPG2CKN8QyxfeuZ+9vnsLLn/D1y33yDyLYBPOvCPOpvGYKIEggjab6wcJp1TNNidsrm9DGTQEjEbHpouoCiCuAJZOZtxk/6n4XDIqbhUMg6bN+jkUhJ9A7INOouhaxDo+ERT0rYlofrsGyn6XoQDolkcg5nJ/wdUCwqEQr5PjyVmZM4zvk2TR+jsND+uZGdufJLlwVUXSQUlYl1K3QP6QTCEq4LxQUT1/HoGtKZOFpj681RiosKyR6VUEymmLGId2sIYs1/vzwQRQFNF6lXHfSQRLPqICvQqDpkZppsvDGKbay+2wZIjoRJDl/9InE1lGgCJRzFc23kYBg1msQsFTBLOezqOXOWVS4Q7B/Fsy2sRg3XMpH0IEZ2Dj3ZgxQMIcoqgiSDbWHmFlpq86unSZ0YSSRkDBp4uESI4+GhoCAjEyBEgBBBQoiIOICNhUmTBF1UKaMTREXDxsSggYhEjTIW5pqFNlyp4C43Kb0x5f8iCEuzO1N/9Sx4UDu9sCbznxDQiD98H4KqIkgCoqZiLeS4mIHfs2zsYvmSQvuyEQSUnhR2voTbaOIZJk65ipSKYx06gb5tffucan8PSCJ2rrjMQcKzHZpzRZK3b6J6ZAZ9OInaG8MuNzAXy5fXHw8aEzk828G1HFzHQdSVa/f9y+qKh+WaOJ6N7Zl4OChCkLCcJK72syv+dgAsr0nVuPjqfa00KjbZyUbrZwtZFYn16mhB307evS4IApQWDRqVt06oyJKG5dRx3HNqLA+PTOU0qdA6Yno/FWORdGgd2doYQTWJLkcpNWeZLx8noCTY1HUXx+b/P/b+PEqS7DrvBH/PdvPdPfbIzMi9MmtfUSisJEAQEAkuoqiNw1H3kbqpmZbU0syRevpIfWZRz2mpZ5FGc46kGXVr6Wm1RFESSRGgSIIAiB0F1JpVlfsambFHePjutpu9+cM8PMIjPNbMKgASP5xCZpqbP3tu9uzd9+797ne/hKFliGTAfPNdvLDFxhifb7zDfONdNEVnJHuasdx53PrbRPLhuB0/qtDtPKc++Uvkp84AgrUbr1K7/SZf+cJ9RG8vIIAnn08X9dfe8UmSdCqSsvcnKalr7m5IHMPcvdQASCCbE3zys1mkhFxe4HsQBlBvJPzdf9jsE9G2cqAUZStp7f3jNtSXAq7ccajOe8gE7l/p9qfDDeoTSupl/86Sh4xh/qbT3+MJRfQXxe9+vc5736yn3oGkF4ZP0kZK4wbjJ22uv9rYk+NlZDUqMzmKU+/fjrv74DbdB7d7/5Ksvvplht3jsFWn2W70Phr8vHnz0pYHtvPzh4VDG5dOr/nhba+TLt7ucq1/LCKkyTotakgkD9hJgk7j5ofr78OX9dzKLN/+5z6wHj9D4nh4b11DRjHWhVMo22LOe17vUUJKotUa+vQYgWUiDB01lyGuNQnnV7GePIf77k2i1Tr6xOhQqmcSxjhz61ReOcfSb76BVrDQi5k+qWfXS0cJQtd2ENEOKyN/mPMTmaAKdcCtc6Br9P6MZIATN+lG69xofbeXSJA8OkKbZAdRrVsLaK1JFE3hq//jLABJJPG675/hjpMAIRQUsfVVEX33t6poWFqBsdw57tdeI2uMkjPH0NUZCtY0AgU3bJCQIGVMGMf4YZuNO6kIncn8BbLmCFIm2HoBN2wf8qn8hwSBalhkR4+nrk8h+mmpUm6ukyVw80qQxph7Q67/2ZZhs/0zAKcj+cbvdREKeI4cYJHLIe1tbef9xrXvNYhC2Z9e5EaGzkb/oM8J679qW6fgbSSzrdNUsuX85lpApx6lse09MHmxSHbE5P0dkNv7sEef9prj3meW+WGN60G/e5R2f6D1uON6C+25i1iPn0G6fhpbThKEaWA9eRbz/AyKkRpy9d483vXZR3JdYZvYT5zFPHcCoevIMCaYXcDfiK0/ewEZRaCqdL97iXBlnewnXkDGCXGrQ+J5DBvJMorx5mtYx8pELZeo7RE7AbEXotgGlY+cwz41hpoxULMm3burdG8sEVbbqLZB+cPnMEfzeMub7qGtj1QIMbQdb7E+9PzdkJDgxx10xeKYfZFWVMWJmsQyYtScIauVGLNOYoVZVDF81x5Kn05YxzccJqyzALhxh25Ux4kbB+hFjzV7wub8K2XGT2Z45ifGeHDZTJmkQ85vrvp4nZjKMZvnPjcOwMrdLos3O3TW3x+imBPUyeglbL1Ex69i68VebDuiG9Sw9SJl+xiGauGGTTTVJogc/KhNtXMPSBc5URL05hU5EHPLm6PoqoUftukEVSrZk4+UjX1kqAp6wabwwmnMYxWKL59FH8nhza0TtVwKz5/CnCxTevkczkgBf36dqOPtOO7eX8NfOLgXRjVszMIoir5/be7AP9pEKiU43R+WVKJBBO77Hx6B1Ign8d7XEgImHy+RKZt/qOnxQ4YfqOGO1moED5YAkF5A3O4g/ZB0CSkJF9cQmkrieP3FlHv1LlHtYGk8GwjuL+1YjUkJ4cIaqArSS/Mx43qL4MESSiGL0DRk18W7ehcpE7yrd4nW6sTtLv6tB5uNbG0zTvBXmjTfmiVqubgP1km8kNiPeqdLujeXiN0gTePqfT9qu3RuLKKYerqriGP8tTYoSrpbl+AvN2lfXRjajoySoed3ru4Wa5MEiUc9WNqxQ5Yk1INFgsQhkTGxDIlCn1iG1IIFoiSgHa6TyAQ/6VIPljCVbP/bey0dfDfm6tfXtpySnh+4MXffbNBthMSxxG1F+E6MZvTIXW7C3bcarN5z8N2YTFEnP6JvPoL3cQ7u+GvYepGcOYokxtIKVLuzxElEJ1hHV23KmeN4YZsoCXGDBq7RRFW0/mQXx8GuuwEhFFRFR8oEIRSSJEYRGoqikdEq5IxRTC1HwZrsEde6mFpux3E3bD4cCUdC47XbA3nXqbtZ0rkyR1jr9scWvePt9+4TNRxkFG/u+LYdP+wuSLMy2KWJfmrPI4GAxz41hZlLSVpJJOlUPWa/v3cNcN1WKZ/IMfl4ceB4Y8GhPtehvbJ3KGPkdJ6JC0U0szeOnYjZ76/htfZeZOq2ilXQsUsmVl7HKuhoRppFseH2TqKEyIvxOxFuK8CtBzj1o2kgqLqCmdcxsxpGVsPM6ph5DbtgcOqVcbKjVv9cAUxcKPLkT58gdPf3dEkJ1bstVm+2iIOjj09FExQmbLKjFlZeR7NUVF1B1QRxKImCmKAb4TYDnHpAZ809cv77Boysxvkfm0TV0+fXXHKpP+jQWh7kFmmWSqZokBuzyJQNjKyOqitIJDKSREFC4EQ4dZ/uuo/bDB7qXsA+ZT3/cJX1h/hRh2bnKRw7z+kf++WB45Hv0Fm+y52v/LPNc7XULsXb5qPx3HnKmeMYagZJwu217+BHbRCCsexZjpWeYbF5mZX2DQBGsqcoWtMYahoXrLtzVDt3OV56No1z1d/st22oGaaLT5E1KgSxQyITothnpXOTojVFJTODbRTp+us0nAUa3iIl+9iO49Xu3fc/Pe0DQHbsJONPfpzK2Rf6x9auf5f1W2/QXT18DXJIM1z+3L/8FKNn86i6QuhGzF2q8Wt/4Tt7Tu6l41me+fkZPv7nLw4cv/EHi7z7hQfc+trS7tcU8KH/9Tk++p89RqacepGaCw6/9pdeZf3ekDinIjDzGmZGpzCdpl+NnSv0iGFZrLyBbqsIRRCHqdHu1n2aCw7rs21Wb7ZYvtags+bhNg9H1Bw/X2DkTJ7SdJbCpE1hKkP5RIby8RyKLh7KDshE8tq/uM13//FN3MbhCaSqrmDmNPLjNic/NMr00xXKJ7JkKiZmTsOwNfxuhNcOaC461O51WL7R5MGbVbpVj6AbHdmDXj6R5c/9q0/10t8EN7++xHtfeMCNry6mJwiwiwblE1kmLhY5/uwI448VKE5l0O10Txz5MV4roLXisXqzyeLlOnNvr9NcdHaENbbj/VFO+0P8IX7UIQa90pNTKjKBhYVBL8Rq5xarnVs7vy/l0M/Wu7Osd2d3nH6//saOY0HsMFt7bWj3vLDJSvv6juMr7etDj/+HAN3OkRk5/kjblLGkPt8hP2GRKZuousLoqVzv4e8+ORaPZShO7yRlFacy+5O1BIyeyfd3azKRBE5E7UFn56mqIDdi8uwfPcXFz05TOpbFyOw+Nau6gpHRyFRMxs4WOPfJSZI4obvuc+k37vO9/+kmoRcfyBMlVMHP/LcvMnouj2Z8cEJUB4GiCUbO5Hn8J6d54U+cwSrqQxcRdtFIDejxHKdeHieJEjprHt/9Jze5+qX5fT0cB4WZ1TCzm8/FyGi88p+e58JPTKes+yHrm3ThoVOcznLi+RFe+JOSr/29K7z3xQd014+eWvmHhvsP8R8tikWF/+xXMv0V+fS0ys0bEb/2rw4pIbtBZz7sZ3+IASiaiZ4rYxZHH3nba7dbjJ0rpPFaVZAds8gUDZyGv+uuu3IiS/l4dsfx0okspf3ymoVg4rECai/c4zZDqvfaQ3dZpekMv/xPPkFuzDoyvUEogtyYxcd+5TEmLhT5vb91ic7qj25Wgp7RePmXz/LEHznO6Jn8ochxQhXkJ20++zee5dSHx3j9V+8wf6m27w53P1gFHTOvI5R0sfDH/94rTFws9UMhB0Fr2aX2oPNQRhv+0HD/If4jhuNI/uDtgOpausOenFQJgsO93OpICWN6Av/+PInro1omSRgBEiVjYxyfxL12BxKJMHWQMpXd/UPsgFUcxSqMvi8huvXZTn/nlTLVJSOnc/jvhUS7xBtLx7OUjmd7rO3NfCwzo5EbsciOWnSrw42joiqUZ3KoWjqpe62A2v2du20Avxtx8w+WePFPnR747Umc4DUDqnfbNJddgm5EEks0XSFTMZl8okR+zELRlM3vKXDqlTGe/pkZrn95gfrc3mmzMpF86x9dwyoYiCHyyk//zAnGHytiF43++be+eQitcimp3mkROAfP/NAtlc/+H57m5Mtj5MftgX557YD6gy7NRQe3ERD6MUZOp3wsQ+VUjmzZROndcyHgzMcm0EyVy78zx9XfnT9wH4bBzOpYeZ38uM1P/LWn+0Z7QzI2cCMa8128VoiMU4W57IhJbtRCM1NvxsJ7NbrVh3//31/DLUC1DfKPT6HaxsCglFKy/u0h7sejXEYoWJVprOIoRraEZufQdAt6MoNx6BN5HcJOA7e+hFtf4X1lNB2036qGVRwnM3IMI1tCNe1UQEBRQUqSOCTyukRel9BpEXRqeM21oYpLR++EwMgWMfIjmPkKRqaEZmVRNB1ETys4Dok8p3f9VfxWlchz+KDuoZEtkxmdxshV0O08qmEjVB1k0nu2XUKnid+q4qwv7Lw/u3QziiRLizETkwpTUwqeB52Vw5FGFNNAGy33lLRiknYXzbIQho5QBEo+i3XuJMI0UfIZ4noT//rdQeGeHwD0TAEjX8HIltAzBTQri2rYKIrW9xJsFMaIPIfId9L77LYIu02CbuORiVtA+g6bxfHebvvRG+76XBe/s9VlKiifyLF8vQlDDLeZ1ciOWFgFPXVD13wiP6YwmUlV+wo65RPZoYZbUQX5CSuNc/Z+it8OdzWiQTfkxlcWeO6PnSRwY9bvtanebVN70KG50MVrBvhOTBImSCkRikC3VDIVk+PPjXD2YxNUTqWLBCEEhq3x2KenWLneoD7f3fs1lbDwTq1v7Lbj5EujVE4Oiq805rvc//4aXvtgLujQiYjDA75XAp7+uRlmXhwlP2alJC8pifyYa19aZO7tKu1VF78TEfkxMpYoG3HwMZuJiyVOvjzK5MUSkLqzp58u47VDmgsOC+8eXWfCyGqMPVbkwmemmXlxFM1UaC27LL5XZ+VGk8ZCarTjIEbK1E2uW2rqxp/JMv10mQdvVOmuP7wn5H013KqlU37pFNaxEvZUibibqsNoGZOg1mX9O7d2HVSZkWMY+QqqvsFolHjNNZz1BWSPPSQUFSNXJjs2Q2ZsBqs4hpEtolk5VN3q6wPHoZdOOt0Gbn2Zzup9nOo8odvevTrPIaHZeezyJEa21D8WdBv4rSpBpz5wrmrYmPkKVnmSzMhxMiPT6JlSr8JQarglkiQKib0uod8lcloEnTpeY5XG3FVCpzU0l/zAEAKrOI5VGscqTWAWRjFzFYxsqhmsqhuGOyGJI2Lf6S8cvMYKXnMNv7mG3x4uN/uwEIqCamTIjBwjO3aSzMg0Rr6MZuXTBY6ipXnjYbDFcK9jladwqg/w6iskcQgyIdnFwMgEPE9y5ozG2LhCq5ngOBK2sbONXAWzMIqRHWQXB50GSUFDWBba+AgyCPDrLdSsjVoqQNLTqq6UUGwr1bd33B3pXqqZwSqMYpUmBo7HgYvXquLVlx/+hgJC0dJxV5rAKo5hFkbQsyX0TB7N7BluVQNEumDrGe7Yd4h8N138um3CbhO/UyNopwu5yHOQycF2VELRUHUTxTBRdQvVsNFMG9XIkJ8+h1UY3/EdqzhO8cQTWMWdn+0FmUR4zSpOdY7WkoPXDkliiaKm7OzS8WzK1B6C/ISNXTLQDJXQi2ksdPE7EdnR1JhYeZ3KiSzzb+8c/4quUDqWQSibxC6/E9FYGK4pHwUJy9eb3PiDRbrrPmt32qzfbVGf7+67O2vMd0nihHPJJOOPbY7PsXMFiseymJmUvLUXnPruG4HQjQf0FCSph6BT9R5Z7HgDiirIj9s8+VPHyU/YqIaKTCR+N+Lud1d474sPWLxSS3f6Q+yGZqqs3m7hNHzMnJ4+AyHIlE2mnixx7pMTLF6uH7mQkW5rjD+WhlsyZYPq3Ta3v7nC3JtVVm81aa96Q9tWjXQ8VO+1Wb3RxDkCSW873l/DnbOY+rnnqH3/LtaxMt1bKyRehDKWR3H2HpCl089QPv0sViGt6iSlZP3W6yy8/u+J4g5C1TFyJSqnnmX8yU+gmpmhKSRCS7Vr9Z5hzR+7QKldY+3qd2gt3cJvVR/JDtYqjjPx1I9RPPF4/1hz7hrrt14fMNyqYZMdm6E48wSlk0/vMAb9fgOKoaIZFiYj/Xsgkxi/UyPyush98jCHQ6BoGnqmSOXsC5TPPIeRLaKow/O1BQqKqqX9yFfIT50jDn3c2iKN+5epz75L2G080qISQtHQMwWyYycYf+ITZCdODXWfChQUU0MzM1jFMXKTZymffYHa7TdZv/l9vOYaUsp9n+9IRSFJ0ph3uSy3lHBMkR2fYeT8hygeH2QXN+5fptm+j+d0AUnc6hJV6wjLRDHTilGJ56WuVsdDhiFRrbFDPtTMlamcfYHxJz8xcNxtrLB+6/WHNtxCUVB0CzNXoXjySSpnX8TMlVLPzm7fgbSMFgaamWFrVnU6DiM6K7OsvPc1umtz/ZTHPTqBkSujW1n0bAkjV8bMlTEKI9jFcfRsEbElhW4r8lPnyE+dO/TvjnyH9Zuv41Tn6dZ8vGZI5McYGQ1ByhpWd9lpVk7lsPLpOxGHCbWeq/34sxWwwSoYlHeRAVU1kX62IeSVyN6Obxe3tQS/E/KNv3+V9op38N0psHqzhUzmUBTByOlNMpxhaxQnbXJjFn53m4teVRCahtAUkDx09cVHBc1SmfnQKMeeHUkXV6Ss7PXZNt/5H26wdntv9cnIj1m90aSz6pKtmLz0S2dBSavIFacznP34BG/86t0jx5d1S6VyIkf5WBa/E3Hld+Z469/M4u3D4o+DhPV7HdbvDQ+VHAXvq+EWikDLGCz8+pvY0yXWX71D8715rIki5/7KZw5N3LHLUwg1Ld6QmzjF+JOfpDTzxOH6JARmYYTjr/ws9dn3qN1+k8b9K7wfbl/VSHcUWy7O6IVXGDn/EnZ58miNCnDrSwfe4QzrU2b0GCc+/PNY5akjxRNV3SQ3cZrM6HHKp59h9hu/it+uPTLXqVWeoHLuBcYufBRV30dJbwvSMo86YxdfIT95huV3/4D24k3iwGPz+W5Xp4MrV0M+9WmTRiPBdZNDFROKltfo3H9v4Fhwd47g7tzBG3mfYeQqlE4+zdjjH8HMjzx0e0IIUDTyU+dYvfLN/d9hoaBnClz8/F9Cs3OPNkf7oJDQWnFpr3mMnEyN6sjpXN/Qbcf4+QKZUjr24jBh7XYbp+n3K4nZRYPRs/mh31V1hbEz+f5Ii4IEtxHQWtmb9NiYP1qVt7XbbebfqXHhM+4AmS4/bpMbt1mfHTQY+ngZfXocbbQIUtL68vd/GCKHWHmd537hJL3aMkgpqd5r885v3t/XaG+F2wx49Z/e5NlfOInRC1dohkp+3OaxT0/x9r+dPfLvlTKNZd/59gqv/tObD50rflS87+S0tC4vKJaOmjEQmoKME7Ts/spI22GXJ1E0nZELH2bk3Itkx089VN9KJ5/GyFXQ7ALV6999qLaGQTUzqGbPcAvB8Q/9DCOPvTxozA8BmUS4taWem/zwI8/IV6iceZ6Jp3/8yH3YCqFoZEZneOyn/wL3v/VrdFbvEweHZGRvQ3biFFPPfobCscfov8FHgFkc49hLn6d27zj1e5d2PU8IOHZM5d69mKtXQhbmf7Cx50eN0qmnGX/i42THTz9yg+nWFnDWFw/0zIWiodnZH6gqXHOxS3OxmxpuYORUPiUNDckKm7iYKoYBxEHMyo0m3XWvL5xhFfTe9xUif3D2Vg2V8fPF/hqxueTQWHTeV+Po1ANWrzcGDLeeUTHsnV4VtVwgcTxav9/T1P4hMNpmXmfsXIHjz28uLGUsWbvV4urvHm4RLJP0fsx+b43THxnvp9bptsbpV8a59OuzR0/0kNBd8/iDv3f5B2a04X023LEXUntjFj1v03xnjrEfv8CxX3yR2A1xl5uHHjBC1Zh8+lNkRo5hlSYQQvTJU921OZzaIkGnThy4JKGPamYw8yNkx2awShPo9lbXlkAIsMsTjD3+Edz6Et2Ve4/092tGJo0b6ialk0/1jLa1qb2cJMSBS3ftAaHbSssCJnGqpmXYmMUx7PIkqm4iFJUkCmkv3TnSi6ZnCkw8+UlKp54e6MMGkigkcFp0lu/i1heJvbSmsqJqqFYWszhKYfoCRrbQd7Fu3H/NynHswz/HyjtfpfHg6pGNt2ZlmX7hc2RHT/R1qrciDj28ZpXu6v00tup20vJ+ho2RK5MZmSY7NoNQ03xPzcpSmnmCTGUideULZYfdkBK+/e2A8+dVPv8zFmtrCf/6sOlgP6QonniC6ec/i1kYRSg77yeAlAlxGODWlgg66713J41dKrqJZmYxiyNYhTEU3eiX2gRJ/d47JOFB3Y4yJVYJuaewRNrHnQ/pKHrOqXTu5uzaWnZpL2+6hVVDoTBp0+kJdWxAt1QqJ3OY+XR6jMOE6p0WXifE74QkUYJQU4LY2PkiS5e3cVh0hZEzm3NNa9mlvXL0mukHQRzEeJ1BL5xmqH31wQ1YT5zGODaOMHWMY2MkfkDnW5fe174dBNmKyeTjpYExWl/oUnvQITgIe307pGTtdouZlzZTCzVDYeqpMnsVsdoPnXWP+XdqdNaGhBeEwDBzlMcvUl18930tgfv+Gm4nYPUrV4ndgMbbD4jaHsZYHhklOLNrh9o1bjzQwrHHUM1Mr+ZqiFdP44BuY5XIaxOHPjKOUgOopjVbW/M3sCtT5KfPp3HKLYULFFXDzFUYu/AKztqDR8qUVQwT3S5gFccZu/iRlA0tBKHbwa0v0125h1tfInTaJHFAEkcg05iMUDRU00azchi5MlZxDM3K0lm5x1EGXeXsi+Qmz6Lb+S2TLyRJjFOdo7N8j+7qLEG32Yufhz0Gq4Kipsax9eA6+WPnyE+dxyyMoKi9mKQQmPkRSqeeIY5DGvfePcLdElTOvoBdmkTRd2ojd1cf0Jy/hlOdI+g2UwMThalB6hGemnYOqzjOyPkPYVemUNQ0Vq4a9p47vTOnVUolhSuXQ5aWfoDL6EcFoaDbecaf+Fiq+63pbDeGkefQXbtPtzqP31wldNu9hWPU5ysIRe09ewvVymLkSlj5Eawe+7s1f+Ng/BCZELkd7n/r1/Y8rXjicXITpzFy5YHjraXbdFbu4Tf3lijdedkYv7XOxvvSWfPoVNNF2cb4Kk5lqN5tDxju8olUAEUogsiPceoBbisgiSTNJTclrhUMVENh7GyepSv1/iupGgqZsoGV3wzxdFbd4RP9I4SU7JA7FQo7CheFy+soloFayKUVENsOmecv4F67h/SOwPURIo2ZGzqEEehaGj/X0+yEpNVBsS1ix009PgKIJWgq0t28J1ZBZ+T0YOihu+6n5Lwj2FhJuuveShYTqsAups8t8o42z7uNgOqdzXz8bGEaVTNJkogw6BD5XTQtnW9UzcKw8uhGjsBrEscBdnaMKHKJQx+hqFh2Cc9t4DuHK+P7vhpuGcY496oA+Cstoo6HahsgBMHaTtm/g2DjpY5DH7+9zvqtN6jdeYvIdxn2hEPosaBXCb02qmGRmzi95QyBohnkp89jlafw6kuPzHgrqoZVGqd08imyYzMAeK01Osv3aC/dobs6i9+q7t2IEOh2AbMwip4t4tYWD90PqzxJceYJzHylv1ve2PV0V2ZpPLhMe/EWbn15z8WUsz5P4DaIfJfCscfIjh7vt6eoGtmxk4RuG7e2dLhJVgg0K0f59LO9xc3mwkJKid+qUrv7Ns25a/jt6u59rAuc6nyqWvXYhzELoymDWd19mAsBlRGFyojC7VsRiws/+q5yVTcpzTxJbvJMmja3xWhLKfHb67QXbtJevoNTnSdoH2DS6C0GzHwlZaQXx1Ly3wHflSTyqd15a89zNDuPVZrcYbj91hqt+etHljzdgFP36az7xGHSj20XpjIYWQ02hqugL40qhCBwItorLkmUjrnGQpfxc4XUcOsKo2cKA/s3w9bIj1sDsfNO1aOzS773bthQR7OKae6wbmuouoKiCVRNQVEFQhVpyqEiKB3PUpnZKRazHXGtRTxaQphGWhdCVVCyNmrWJo7iQ6cpKhkLtVLqhUTFJm9pw6vYddHGyihBrseN6J0nIXiw2C+7ZmZ1ClOD4TsrrzP1VPnQVRIBEILJJ4p9AZz0kEjvq62mKVtHWKMH3Yjm0qb3xM6NksQhSRKh6SYNp5F+IEHVTAwzj2mX0Ax7c5ErQTcyWNkRNM1C1QwCr4WMD75w+kAFWOJuQNwNQBFoBZuodTSXpJSSoNuk8eAKq9e+faCde+g0ad6/ConErkyl6WK9wSUUBT2Tp3zqGVY6NWL/0bi1hFDIVKYwCyMgFOLAozF7mdrtN3Hru+scD0BKQqdJ6ByusMpmJxRGzj6futwNa+CjyO2wdu27tJdvE7kHYzw6a3OE3RaR18Ww8xj5Sv8zPZMnN3EKv73Oyrtf56BLZUXVyYyeIDt2ciAOu8Fers++w/rtNw7wXCRx4LJ29TtoRpbymeewSmMDC4FhiCKwbcHkpEq3I2m3f3SNt1BUjGyJ8Sc/0Q8ZbEDKJB2D9y+z8t7XidxDLJ5l0h+HnUccUvqg4HfSQg9+J+zHr4tTmQEZSyFg/PzmhO93Qhpb2OCNLfngqqGkBLUtltvMaRSnNw1oEqcFTQ7CZBYCzJyOnlHJlE1K01kqp7NUTuTIjlqYOR3DVtFtDc1UUI3NQhuKpuzKkB96LVVFZDXUfAb/zgLCNFKx/sMa7kIO8/xJiCKUXBbpB0S1Jonnp4XTFYE2MZq2HyeI3u486ThEy2skXgJSolkK2fIg72n8fJHx80Ve+BOnd7n64SEAI6unIilH2MqHfozT2HyWmm7TcdLc8GxhCkVR0/9UDU3rhTiTGDs7ipQJ60uXCQOHbH4COzeG7zTQzfyhScIHN9wb7T4CIoOWtzj2iy9y/599+0jtJXFId3WW1csHYLRu/V7kU599h9LJpyjOPNFjLPdL0FM5+zzVG997ZIYbSPOy1VQxq3b7TVbe/RqRv7ea0aOEqhmMPvaRAaMte4WNV658k9bCjUPHpEOnSfPBZUBy4pU/Cmy6Hq3iOCNnX6R6/XsHblfVTUbOvbDDnS2TGL9dY+nSV5DRlpxRIRCKgtyjSPLye19Dt/MYmcImQXAXnDmj4nowMqrgdFXu348PxSz/YYKeKabeo9JgzrOUkjjwqd+9xMJr/57tuer/scBrhdQedPqGu3w8g5nbmgopmHy81I8Ne62Q9S2KZ9V7bdxe/rJmKExcKA5onpt5g8qJzfi23wnpVv39c54FWEWDZ35uhrMfn2D8fJFMZQ8C70aVti0TqEQiDiBeEzc6KJaJWsgRrdWxLp6k/fU3kf4RXOVSpqWYLSt1mZsGieshowhttEzSbKONVkjaHdDVtDRyrUnc7qTudT91hau6kno+PgD0CYlHQBImhFtU4FRVp1CeIYp84sjHyo5g5Uaxc+Opm1y3SeIorTDZrVGZeALPraVh3u46qmbSaSzsqjWx6284yEkjMxnGzuTIjRosXW2xcPXg1PxhUHSV3NmJI+s4d5bu0pq/cTQDKyXL73yV3MTJHalGRq5MZvQEcegTP0Ljmsbaqiy++e+Jw0eoerYPFN1K3c+mzcBIlQlBp8Ha1W8fOYc96NRp3r9M5czzZMdPbn4gFDQ7z8j5D6WpQvtBKGhWjuKJnWl9ceCyevmbqdEWAntqBr1QBlXFLI2w9p0vs9vKT8YhjbmrqFaGypnndr28lHDpUsiPf8qk2UxwDpkO9sMGuzTOyLkXdxxPogBnfYH5136b/1iNNqQxyrXbLY4/m7KXt+ZrQyoCMvVUuV9ww6kHrN7YnO9WbzZxezsuoQgyFZPSsQzNBYcklthFncrpTcNdvd3at1qXntE4+/EJPvfXn8Uq6P0c5oMgChIiPxUkUQ0lTX/aB4ptouQyqMUswizR+HdfT3fHR0C0XKWzUgVFIfPSU7jv3uzHroM7cyAlzS98lb5eLAyd8zdCAz/sSLkEm/+OQpd2Yx6ns9r/Xbcu/VsG0k8F/c9ET41y436kBN/Dv48HulOFcYts2SAOJROP5Vm60d6z7uvUzz8HiaT2vbtc/G9+ZsfnQlexpoYLjxwEbn0Jt3FAV/MQeM1V3PoKip6qNsHmjjE/dRa/tYb7CA13HHhUb75GHH2wZRdV3aR85vkBMh6k/IDa3bdTZbGHQBx4rN9+k+z4DBsvpRAC1bAYOfcCq1e/va+6m27nyY6fRNEGF1FSSmLf7eXYAwiCZo2w1UBGIUGpwn7uGre2gFubhj0MN8CtmxHzczFjYyq+/0OQG3NEaHYBqzyFNUQjwK0vs37z+yTvI9P1RwFeK6R2f/Pdtktmr961QpJIyidzqQERqVa4U/dZn90MKTi1gE7Vw2+HacEJIZl4rEhnzSNxY8ycTnlLAZLqbBuvtbvhLkxlOPeJCT7+5y9iFw2EsjkXxWFCc9Fh7u0qtftd2qsubiPA70YE3ZDQ68VppWTiQpGnf3aGxz49ve89CBZWCVfWUTI2mafPPbwXVQJxgnvpOjLYMqdsGOi+od79Qkmc1tQ22VxErd1usXanRWvp0WV5SClxG/6R1dO2o169QxQ62xYj2/6+5Z+DRnrvDIu9cCDD7TQD8uMmhQmLbtXf92Lt68u9BYVAGCrLv/3OwPyt5y3GP/vkkTqcxBFBp0bQaRzp+5DugN3aImZhrG+4N2AVx1HNfSr/HOZaUhIHHq2560fyLhwZPQOaqUzt+CiJAtpLtx+6P0kc0lm+m7qsVbGFM6CmZLpMYV9p1lT1bHxn6lfgpproGwsomSCjCL08gjU6BaqCt7x30YDI6xJ0G4RuG93eKZaRyQh+/FNG/706Nq2ytJQwN/ejGeM2cyXMfGUHGS+JQ/z2ej82bZ8Zxxwt4NxbJVg7uPcse3EaxdBwZ9f25Kfs176SMVLFLveD8z5tYLtmuKKK1HgXDfxOyMjJXF+q1Gn4dKoeobvpGpWJpLOaks3MvA4iVSybfW2NOEwwc9qAi7s+192RprUBI6Mx/VSJp39uhtxoL5QlIHQj1u60uPvdVZYu12mvpQuFwImIgoQ4TEjCZGDzlKmYB06b0kp51HIeNWvvGW46LI7kau8hdUHHsEmZobXi8uCNKg/e3IfAe0h4rfCR5WCHfvuRqkYeFAcy3F4ror3mo2hpEff95vvu3ZSiqeVMOjdXqH7z5oCxNyo5is+eOFKH48Al9DqHyB8dDre+Qn5qp6vdyJdR9cOLw+yGJAoJ3VafPa7m8mjFIsJIr6HoOv7SInG3g16uoObyvbQJgb8wjzExSVhbR6gq+tgEwfIiwjAgSYi7XeQurndFM/rFI7YizR33Ugb5BkTKTkURyDhB0TWSMEqZoqSTlVCUHVKdMokJOjVCt51Kt4rN/G5FM7EKo0ReZ09pVtWwBghuG4h9F6+5Nmj0kzht286g9PkJuw9GmcR94z3McAsBliVw3LSNJIHkEa3EfxAwcuUBrfwNhG4Hv7VO0E0JjsZoHvvUGP5aCw5huNnw8O3Xjz3aF7qKdayCjBPcu6sHv/YjwgZLPPJjVEPpaVkbZEoGkR9TOZXrUy3aq15Pf3qwjfaqS3vNZeR0qo420ivwYWQ0rIKBbm1Oq435LkFnuGerOJVh6slyWhBjizzq8tUGt76xxM2vL+9aUWw7hEjZ5Qc61zTQKkXUcp6ks323+INBFCY7ipYkUYJT86neOVoG0geBR5k+fBgcLKggoFsPcJsBY2eG6/NuhQzTHxO7IbXv3SXqDBrZUHPpzu6R1rMHwm7zoY02gN+uEoc7dw1GppASuYSyr5v3IIhDD7+9jpTpPTHGJ8icv4Cay5N4HlqhSPvdt/Hu38M6dRZzajrN5dY0ZBRTeOnDtC+9gTBNii9/jOZ3v4FaKpN02vgL80S7GG7VsDELozsIX2nFsc4Ao1gxVNSshWobRI6PYmgkYZym7sUJcddHK2Xw5nYWVEjiEL+5im7ndmhf2+UpnOo8cby7PGuqoV3ecXxjx70VUkqibhtveR5rfH+XIEAS+gSdeirqsg2eB2+8GVKtps95dPQHIMX5CKFnSuhDDLffquK3BhdBwtDQCjb6SA4kxB2PJIhQcxZCUxFKKq4Ttz1kFKNmTIJqKyUXbakzoBXsdIGnKghVQQbR8Pa7aQEGc7JI/pkZEj8irHVIvJDE++BCSHGY4DZ8nLpPfiL1tmVKJnbZpFvzGTm1ucBrLTu0l3cu7tsrHu2VXnqXSBXYFF3BzOt9mdRUGErSXHR3LfIxdr7AxGPFgdQxvxNy7cuLXPtSqq9+UCiaQLMOOH7jGOmHSC9IN1RH1yN5ZAjdeAfz3i4aWMWDSx7/x4QDGe7ilMXYmRyaoeA2QxRV9PMa90LihdS+d2fH8ajpMvuPD0BcGoKg2yDZZqyEoiKTBKGqaUjhADreQbfZI4ptIU3Q26naOTTTJvIePs49zAAhwFuYo/X69zDGJij/2E8gdAPVtHDv3qZ7/Qp6qczIT/98usvUNEgSEreLOTmNms/TnntA7O3urtTMDPa2alOwacgGzi1myF44RvbiNN78Os6dFXJPnsAcyxOstXFuL1P66AXm/oevDF1sea11MuMnGZg2hCAzcoza3bfTZPpdsOuOO/J3pMCppoWWL6EXy6j2wSRb49BP3fXDPotl32gDA3//UYSRK2HkSjuOB91Gf7e9AXtmFHtmtF/rePWLb9J69z5jn30W63gFNWsSuwErv/U67r01yh+7QPljjxFU2yz/5mv4C/U0V/ZPvIJeyqCP5DEnSrTemaX5/ds72//tNwmbDuOff4HM6XFklGAfH6F1aZbG9x5Ned+DYkN7vG+4R0yyFZP6nML4+cKmVOlCT6p0G5pLDq1lp+9FHD1bQDNVsiPmgJu8s+7h1P2+TOp2lGeylE4MesTmLq2zcqNxKKMNKVM6Uz6Yp1At5Uk8H++1+9jPX+SHwXI7dZ+Vm03Ofnxzziodzw5IuP5wYnu61V738tHd5wMZ7vZqOvh6YesDGe33C3HgpgpjWyEUimeeQtF0guYa3ZX9hRpCp7krUUfVbVTj0RhuGYc72O9Rs0XcaoKUJJ6LMHSMSoWo1SRutyBJCBt19FIJ99499NExEtfFvXsHc2YGoelEnTYy2D2mpGgGml3YcTwOPPzOYE1ac7qCOVki8UMSN8S5tYwxmiesthCqgn12giQIGTroJLsKcRiFyo5d+ABEKn4zTDc9CX2CbmNH35PqMv76ClomP7w/29uJAoJdDPd/UBACzcoMvZdht0G47V4mXkD1K+/h3Fsjc3qMsT/yHEkYo+Ut1r70Dt78OvapMaZ/6ePc+dv/jupX3kVoCmpm0zjoozm0vEX1K5eJOx7FF8/gL9WHt/+5Z7n7d36btd+9ROHZk4QNh/WvXfmBuGnTMpp1znx0HEQqt5mtmOiWyuiZzR13bb5LY37nHNBccmgsOCSR7O90y8cz5CdssiO9+yNh+WqTKNjdlWrl9QFGO0BttnvocplCFeTGLSYulA50flRvoR8fJ/eJ54ib3T2fQRLLHR9vlEV9lOhUPRa31crOjpiMnsszfqHI6o0j6li8jyg9/iE0yyYOPCKnQxJ4GMVR3OoiRqGCapjEYUDYaUAcYU+cxK+vIlSVyGkTNKpkT5ynfffKvtfajgMZbqEIciMmpWM2MpYsXGntOWdO/uyzFJ86tmebMpHc/L//3qFf3DgMBoyEUBTyx89vpnYdNJFdSmQck8TxDjKPUDUU5dGkJsg43uEh2M40BAgbdRTLQs3lQFHQCgWiVotgbQVjdIzY6ODevY157DgQ7XvfhKIOrawlk3hHqKFzbR7n9jIIkFEqiNB6615PCSl9/mnoYOgvJAm9XVI8rD2fh6Lqm7Kp25DEMfG2fgpVQ7UyCFUjqB+MsCKTZDAH/D9QbOjZD7uXceD1KqRtwl9pEnd9ZBgRuwGKpWNOlsicm8CYKBC1vZRnsdJIv5Cm/g8MgbDWQUYJ5Y9d6D1/wfrXr6Tx7SHt92Pkkl5jP5gNQBzErN1sseEltooGhekMhclMX3ilveLSXfOGurmTSOLUA+pz3b6hLx5Lv58ppYZbAqu3WnuW6JSJ3MFuHibVvh+OP1fhxPMjaOYBXeVCpPneQqDmM3tuBEM3ItnyGwSQG7VQ1EcbVvLbIWt3WixfqzNxsZTKPgvB+Pkiz//iKX7/v3/nkRHKHg3S8shJFKWqgtkCiWnRvPMu5YsvIjSD7vxtZBKTnT6NYtqE7QZmeYzYdyGRKKPGkQv/HMg6Zco6Zk4j6Mao+kbu2e4vnTtfRwhQDI3c2VQIwnmwTuxHaDkTYyRH4h2tLKVMBo2WlJKw00CzMiRRNMRI7tVWnC4CthluRdUQW45pYnNVnMiEhIMTEjZqaO+HYHkJ89hxzOnjaKUKimnSfudNoloNc3oaJbaIWi0S30+JYgcw3MoQkp2UyQ6PhfSjHfWUDxN3TKJgV8O9lyKQ2HafBzs1pJ9xjKLpGJWxNKywuL9nRcoEuU/a26nTKlNTCvW6ZHUlplY7hEERAjQVxdSRQdQrpAEoKkIVJH6IYhkkPeMlDD3VVzc0wuXavs0fFIpm7OrdSOIIuf1eRnFqNDYMqBBEbZew4dC5toD7IOWgJG64u4GNU2Us994q3oN1kjAibDjYu7QP6UIKVaS1oH9AiENJ9V6HjTCZldcpTNoUJ+3+eK3PdVOhlV1+utcOqM91+oa7MJmhOGljFXpzhYT1e23icPexFDgxgROR3VJptXQ8u00QZm8UJmzOfWKSmRc3wxL7Qc3ayCDAffc2wzYRW+HUfUJ/y/wlYPLxIoat4jxCD7tM0hz7q7+3wPiFUn+9n6mYnHxplGf/6Cne/cL9I3t79YyKmdEPLT27L2TSS9PujaWRKZI4RlWSTVskFGLPRSgqYbdF2KqjZfJkj5+lefPSkS57IMOdRDJdeSaQH98/juLcW8NfbqIVbHLnJqi/fg/n/jpxEKFlTexjZfIXjlaPWspkUKquJ39qjx3fIai/b1tJPJyApqgDk6Ct5FFQUYRCkHh0k8O5bbbOe1G7BUIQOymbMwl83Du3Uua4piGT1Dglnod79zbECd6D+8gwJHa6eA9mQYh9d5EbxUF29iV5pCkgAMkunAJlQJluJ0RPHnAYNuROtx1FMUyM8mjqAeAB+84cMtlTlUgIOHNGY2xcoVRKMyZqtYMvKpWcjXV6KpWOnF9DyZh93WZBKq6gFXOE1SYyihFaKvmo6OojNdypvOlwYyjjaOc92HHbJN5inWC1RRKEKTktlsRekDLBT4xgTpVQbYPM6XGQEKy3EaqCoqnpn2jYM6O7tJ8i6qQ7eXOiRO6J4/irTcLqB8saTqKE1opL6MYYGYFuq+THrIF48/r9Dn5793fMb4XUH2y60QsTNvkBwy2p3W8P7Fa3o7ueSqGWtyitjZ7NM3I6R+1+B2ePOLcQUJ7Jce4Tk5x6eYzS9MFTWIWupgtITd13LmgsdAcKsEC6uDjxwihxuEp7zXtkxjt0Y+58Z4Wnf3aGysm0VrpuqhSPZXn6Z07gtQJWb7XSam5OtOd1VUMhW0k5B7lRC7toEEcJV3937xTSg0Pi1zdFV9L5KgEh8KpLqLqR7qwBf32ZOAxQNZ2g0yTxXTQ7m4Z2W/W9LrIrDhbjrvpICdmSjm6r++72woZL2HAx4wRzqsjaN2/2meYICBsOk59/5kixesHOyUnGEYpuougG4TY97r2w4bHbcY0NsXxAIDBFFlvJogqdLo1DG+6tCNdWCdc202ASx6H53W8B4D2YTQ3zNrTfer3/9+7V9w54JTF8t7sxwB4lkm2LqY0ebFQD2gVb7/NO7OynUFQU00bL5AlqawcaPwfxeIxUFJIEikWFclmiKBxYPU2r5LHHzqDmsyRRhDE9ijB1iCUyilFsHa2YJ1isEi7XSDwfoWsIbY/Y/xGgqBq71S+XMulnNUDqTYnaLjKM0g1xEBNU2/iLdbzFGtaxCtlzkyR+ROfGIlHLJf/UCYyRHIqukT0/BQiEqpC4Yc+ol0EIkjCi+fqdne2vp8Y5rHeJOx7WZInSh87SfOveB264pUzZ252qR+lYFlVXyI1ajD+2KQq1vo9witcOB1K1CtMZCuOpnriUkjhKqM91iaPdB1LtQZfagy7Hnqn0d8uVmRynXxnHb4fMX6oRejFJtFGtTaCoAtVQMHM6j//kMV74k2fIVgySWOI7AXZhfxa2DCLUySzG9Dhx1yFcXNv1PVq706az7vULswghMLM6z/7CSUAy93aN0InSWDi9yoa98NpGf71eDvp+72ocJlRvt7j6pXle+OOnyY6YKJqCbqkcf2GETMXk8u/MsfBundayQ+TFafrmhkNH9O6PrmAVdCYfLzFxscj0k2WMrM7ytcYjNNzQnd9JvB6GTneDY5NOWFo2TxKFOCsPjpy5dCDDbdgqpUkrjXEfJs9VCFTbwJos4K+0SKIE1TYwx/Jo2aPlSgtV3bGzEKqOZmZRDIPIOfgkkJaEHLIQ2HChAxJJPV5CEzMkJITygxeNOAqkjEmG7MqFUPaslnUUCFUfqpGchMNd6P0+JvEecn8CRVEGghJJGBA7HSKng2JajyRGKiVcuZpKnraaCZ53OMlT6YdEq3X8+ysolon0o9QwGyoISbTewp9bQ7EMlIyZxnybXaxzx7f81L0WMAdDWhJ2eMfT2Lfar03dfvcB7Xcf9D93H1R58A9+H4D1r14e2sbqF97c1qhg+k9/lNZb9+jeWSZsOJjjBU79lZ9m/p9+jfY7m2GMre0TS9Z+91K/GNcPDDJV5sqP26i6Qn7CJlM2+puS/aRK3WZA9V67f/7U4yVUIy30kSqeufidvY3V4ns1yieyPPbpKaxsb6cu4InPHefE8yMsXa5z//UqrZV052ZkNfJjFqNnC5z80Ci5sXSTEgcJy9caLLxb4+U/cy5tZo/xlLgecccBVcGfXdqzj7XZDivXm4yfL1I+ke23O/PiKBMXitTnuixfbdBedUkSiW6qGBkNI6djF3UyZZM3fvUOt76+RODs7+mTEr77j29Qms5w+qMT5MesviDOyOk8P/YXn0jzuxsBzSUHtxEQ+TFa77p20SA7avXT8jawl/fig0Nvdx7H+PVV4qWj18Q4sOSp14l49V/c33r9fRG2XOb+l1d5+v/xJwlrThqjtHVIJA/++atH0sdVhrgEkyigcfcSVmWy7544UFvK8BhrEoUDRk9DJ6+O4CUdEo4Wm/+gIeOYOBwSz1EUhDboQld7m7/tXjNVpS8nv5dHTdHNoYYnDrw9vTNJHO0quyoUBaFu05IvVlAMA29tES1X2OzcHhCK0qtHvTscR/Kbv+5y6rR66LVAuFKjff89UmZfynayzqdG2bu9kI7xjSIUvXKGSEmwsEmuU5SHJ0Mmob+rZ0FRdRRNJ35IidsBSEnj+7cZ//mXqPzY4z3PhmT1i28eWff6A4WULF9rcPKlMcikedCKlj4Dvx1Rm+ukhncXhG5Ma9mlW/XJjpro9qYHJQpilq832G+iDN2Y2e+t8u3/zzU+89eeGfgsN2Zx/lNTnPvxqYFm+q+Z2LhWwhv/8g5Xv7SAjCUf+uVzuzle+lBHSqj5LDKIME9PE8wu7elieu8LD0giycd+5cKAnriR1Zi4WEwLrQyDSAl4Zk4/cPwd0vXn7/537/DkTx3nqc+f4PQrgwVzhCrIjpgDDP5HzXLfC0IRqBkD1daJugGKnhYtSYI47Uci0bIGsZ/+W9FVwvqmkY69hy9ite9sceblCuNncui2ytiZLKEX8/YXFg9kvBMvpPbaPZzZdYzRHEJTSLyQoNbFrx5MEWg7hKanNV23wCqNoxrpJH/QKiupYdCGxgWTOEImm5NcKAMCmd5swaN1cb5fkEk01HArioZqbHo7RisKP/4xGz+Q/MG3XLIZhUYzppBXUVUYHVEZH1X42rd3I3UINGM4ezwK3b133HGEjIZPjim5btDgbiyoFCFwF2cPtOMWQt2hgz74OTz+hE42mxYPmJ2ND+Uq31QTk/1/+/d6qnQbBmyHZvPg31OS3sONqyT0djfcmoGiGfsW5dEnKgjbIK61SYIwJdz1ZDVlFKXufSmRQYSSMfGWGyz9xuupop6UabUnoWCcniJaqaeucnouXtsk7riotkniBTtU+D5obLC+o14MemMnKaVk+XqDyN9/AMRBzMqNBmdGJwZrAQQJazebB1oEtpZdrn5pgThM+MRfeCItMqJskQ/exSBJKanNdvjuP7nJ3FtV2qseuTGL9dn2QErb0H6vNVCzNvr0KNFKbV93bXvN4+qX5nHqPh/9lQuUpjN91nfayd2/e1SbmoQJN76yyOrNJjMvjvLUz5xg8vHS4HU3sM8FmksO85fWufkHR69vsRVqxmD8UyeI/TAlakcxKAJF15BJz6s8ksVf7+ItN/GWWwOG+1FgX8Ndvd8lidN8Ra8VkRs1Dh6Xlqnxdudr+LVOSniJEmIvPPKqXDMzO1y9qbtVSRl724Qmdm3HyqFo+lCXUhL5A1W8VKHRiRuE0sNNDp/bLTQNc+oE1okZiGOEYRI1G7j37xA7XfLPvIhipKzgsFHDm5sldp1dj5c+/AmiVhNF15FxRFiv4S08GLhmEoVDa2ynAjOb+d22JUgSGB9V+enPZBgbUVlcjpkYU3njko8fSux9FJn0TBEhdhqeyGnvWflGJnFKnIrCHbtipRf+GDg/ClF0A3vyBLHnEFT3l8wUqoqq7R2WaTQSut3UcLdb8qE3jIc1SkLTd3hBDoskTkMjSRzteD80K4tmZXfkcm+HUswiVBXtbAEla6NYBlGtiVrIkjh+OkEJELqOWswSLlWJW12kFKjFPNpEhXB5HUVVME5OptrVioIwdeK2g3X+BGoph3f9AcHiGuwhhfu+Q8L6vc5O8piEtVvNXUVTtiIKUiGXMx+dGDAecZiwPts52OYmljg1n1vfWMbvRhx/doSRUznykzaZkoFuayhqKjXtdyPcRkB7xWX1dosHb1RZulzHaQYkYUIcJFTvtBk9nd/TmEWNNvJ2RLhUJXH2J5fJONVnv/udFbxWyMyLI4ydL5Ift7GLelof3EhDBKEXE3kxXjvEqfm0V11WbjaJDnA/tyNwItbvddLSqrMdpp4sMXIqT3E6Q3bExMqlnCvNVImjVMM9dGO8VkC3FlB/0KH+oENj0aG15NJ8CNf0VghFoBcs1EAnCSMgJZsqhkbkBMhE4le7yCgmCWKC9aNtUvfCvoa7teKTKaaFGOpzDvkx8+BqoAJU2yB/cQoEOPeqBB0f1dTQy1m8xcahO6xbuR1s6cjtpAYg9A9cA1ob0g6kxiQOvIFcZ4FAkvTq3R4eQlXRiyXsE6fx5mdRdB29UknLfS4vYk4eI2rU0vNKFYSi4C0t7DiOlHRvXSN38UnaV95FRiEyGl5hJh4iYAIp03ur4Y4TqDcS8jmF49Ma2YyCrgtyWYFtCxQV8jlld6+0SBW7dnIFJH67ti8xLI4CIr+LoZUG+6npO/TFZRQhw1SmUcsVOQg7TVF1VGt39SUp4cH9tI+5rMD1dkuP2eXHPwKoupXmvD8UJJHvEAcuyrb7ptt5dDvHvm9GkqDkbNRSHjVng6KghBHaSBFZStIFSSJBVdLd+GiRqNZGyWfQp0bRxkuEi2so+QyKZWzG7uOYqNpEGyshLBOh/3B4rTprLle/NE+mbKIpBhk1T1atMPv9KpG3v+cu8mJmX1/DLuoDW2OvFVC9e3CuTRJLWssu135/gfpcl8pMjvyERaacisIoqiAKE4JuhNsMaK94rN1psXqzOTAsAzfi1jeWUiIY6QKksbBzoyH9gMgPYP3gJNs4TGivetz82iLNxS5j54rkxi3sgpEaz+2GuxPh1Hw6ax7rs50+we6wiPyY5qJDc9GhereVGu6pDNmKiZnT0WwV3VSII9kz3BFBJ0HpFohWi9y6Nk+r1iAMDh8m8rsRl//9XFq/u4fVW02cuo/lhbiLzXTXrQgUXUUoCrEXkgQRSRAjVEHYcndIfj8KHCiwZuU1VF3B70SUj6W5jsNYxNuh6BrZM2NM/JGn0PMW8//mDcL35tFLGSqvnGXxN988NKtcs/M78pMjp0V0SHUsI1PspSsNIg5cYr87UKc6lhGWkiNLkY5oEETLO753EMgopH35EkJVsU+dI3vhCRRVI/FcWu++CUgyZx4j9+RzCEXdcTx78Sm6t66jZnL4S/P4K0u7FhmJAxevWe0b9Q3PwkbxkVQmNqbTlaytp+7hWkPQdST5rELXTWi2EsolBcMQKMrwOLcQCmaustNwS3Aby/sa7g0J1u3FMRTNRM8Mxs5kkhB1O/hrSxjlsT3b3WzHwMjsVJBL+w6mCa1WmotZLKpY1nAm/rBVS+q2e/h8ZM3K7vAuHAWh0yR0mjsWPHq2uONeDkNca6MWciQdl7jRSUs0CoEMQ7RyId1BuD6J4yG9EMXUiNbqmCenEIogrrWIay20ShEZhCi5DEhJtN4kWqkRrtZTMl+t/ch220KoKIpGHIe9xWXC5oJKbql/vPEObLjEY0I35mt/L1WtymkVpuzzHMscZ3atTniAWEnoxdz99gp3v73ySH5LHCQsvFNj4Z2jpQkG3YjLvz3H5d+eeyT9GQaZwPK1JsvXPngls9aSe6ASn7pqc6ryMmcqH0a055DR0ZQTnZrPl/7WOzuOK5ZOqdyg9trsIyHIHgUHMtzVWYeJ8zme+PQ4tTl3z1rcA40XLGb+zEdZ/p13mfrZZ1EMFRnGSCmZ+OyTLP67tw79w/VMHs3KpLnOD6GIZVcmh06WXnudaJvKlIKGLfJoQieUR189Re0WMklIfB8Zhuj5EmGpTFivIuMYGfjIOEIrFNGGHc+m+Z4yColazV2NNqTVtfzWGjKOBgh4iqqhWVms0jhubYlWO+Hy9YDL19PPN3bWAzvsV3ePb6u6hV2ZRmwhV20UinerizuEP3bck8DFb6+Tmzg9cFyzMljbtNaFqmGUR8mcPEfYqHGQVZ9qWBhDipgAGKbg4uMaTz2lo+mCY8dUbt2KuH1rmxhNHJEMWbXsKSBzCOiZPHpm77jkQeC3a/jtOpmR4wPH7dJEqlu/D5kvqrWIasMnuczzjxHMrxGt7cw79W4+wLu5GaqJ1odLODpvXD/IzxiC4Z4NRVGxrAoZe5RWex4hFMKwi6ZZgCCOfTTNJop8VFVHVQ1UNdUW6HQWB9oy1SxFY4J2uE7JmKLmzxHLreNgp3cn9cTJbUdSyC3/v7MNsaW1nW1uYHgbB7vOYG9/BMiCP2AoKmlo9wDrycQLqX3/3iO7tqqm1z2MKTxYOlhWpb7ocuf764caA0JR0LIG69++yfhnntj8QPIQzFOBVZzALI7jri8csQ3ITpxGH7IT82pLO1h/MRHL4T3yaongIQy3Xk61u9WciWLohPV1guoq1rEZhHodJZNFaDphozb0eNROJ9WDPeC0Dnh76Q6F4xcGPlF1k9LMU7i1ZbY/0GE8qt2g6AaFYxd2KnbJhNBp4TZX0sDxHoi9Lm5tJ2lEt/Nkx2f6noH++YFP2KgROfvHjYSqYWSL2JXhlcR8T3LtnYiVZUm1GjMyqgz93UkUIqOdiyTNzKI9ZO12PVPAKowfaEe8H/zWWloFbBtUM4NVniQ7NkN3dX+1uWFw3r75sN3bH3IXQSSG64AWCjNkMmOoikY2N4Fllei0l+k6q6iqTj5/DNMs4LkNotglCNpEkU8cDz5LVWhYShZD2NxzLjFhnqEZLBPLiIxaZMQ8QdEY53Lja4BEFRqT9jmOZ57gteq/Q5KQ10eZti9QNCZQUAgTn2utb+JGbSQJRX2CSfss3ajBhHUOQ7Fohquseveo+ukzOZN7iTHrJIrQSJIIN25yrfmt/mYhr40yas0wZp5EoFA0Jqj589zrvkXNX0CgUDDGOJf/MJrQSWRMLVhg3rmKFz/6OOsPAseKT5FISdev0vIfjadjZFLnL/6dM9RXAv7nvzVHs/rBECeFADun8I9efY5f+38t8trv11mdO5h9OZDhzlUMDFslDtIYhtM44E5XSmIvQrWNvqtWK9hkT42kBLUjQAhBZmQatzZ9ZMNtlSaxShNp+c5taC/dJnAaA8d0oZNTSxiKTbTPDnJ3CNRMjsonP4NimISNGs23vkdQWydz+hwjP/5ZhKYR1ms0Xv0mQa2643jzjVcPdcU49KjdeZPC8cfYOvEpukn5zLOsXP7GQEjgsFB1i5HzL8E2pmcc+tTuXjrQ8jVwWnRWZ0niaFBrWyhoZobi8cdpPEhzi5PAx19dJFhf2VcECMAqTmCXJvcsdCIllCuCj3zMIonh7t2Y1ZXBfseBu8MLA7tX4zoM8lNnMbLFPfNuDwq/tY6zvkTQbQyEHoQQ2OUpRh97he7qAdTmfkCIo3BoypqiG0PDWqm8rIKi6ARBB9etowgFXbcRCHyvieOsoyoqYejg+y0URccwBr0bOa2CoWZohqs0giUey38YtWMALl7coRmucjr3HKrQiGVIXh/FUDI0/GUkCQKFk9lnqfnzzHUvI4SgbExzJvcSN1vfJUhS964mDMbMk1xrfoOEmEQmxHLz9y67t1l0bwCSnFahYh5j3D7DgnMNgAn7DJowuNr8BpEMeab0GZa8W3SjBhKw1Axncy9xvfktIhmS0yoU9DFmsk9zs3W4ueOHFWO583hhmyB6+AJQfYg0FHjQeuaPGooqEMrhpBwOZLhDL8Yq6IyfzRJHkrvfP1gMJnICqt+8wfE/9TLWsRLjn3mS0ounUC2d1a9ePXJ8wCpNkhk9TnPuGpF32JWkoHz6GTQzMxCflFISuW3cxsqOXPCEGA0dFQ1TscmrI7TjnbWp94YkrFXp3rqWEulch6BWRQYBrffeSpnAikLsOoS1dWQ4/DgyYf3rXyJ29x+4SRTSWb5H6LTR7Xw/Di0UFSNXoTjzBM0HV49kvDUrS3Z8hszoYDEZKdOdfvPBFQ5iIGQcETpt3NoimS01s4UQqIZN+ezzNOev9XbdMk0hO+DiKTdxksz4yb310gWcmFG5cT1ifEJF13d6lEOnRejudCGreuqGt4pjeM3DS4oomkFx5smhZU2PApnEBO112kt3GDn34sBnG8+rdPJJGveHi6z8oCGjYGitgZRctzOU4DhrhGEXRajEcUAikx3POjXugiSJSJIQIVTUYPBZZrUyhmLRDqsEiUMsYzJakTDxiKRPkLg4cYuiPk4jWCanjaALk1qQutttNUdeq6AJnZyWPktLzaEr1oDSYyITulETN273xXC2wlbz5PRKqtaoZrDVItGWtFRdmAih4MUdIhkSyYAo8Ulkgio0bLVAXh/lWOYiiUzQFQtDsR4qvPfDBF21yepl4iR8JNySH2UcyHDHkUTVBdlxG0UR3H2tduA87vobs4z/5BN0bq6QhDFCEfirLepvzB554a9bWTIjx8hPn6dx7509U462QigqZmGE4oknhub2dtceEDrtHYQqKVN3GtB74Y7W8ajbxlt4QOIOuuL9heFkkt2OO7euHeyCMiFwmrQXb1E69RSqknoYRK+cZuXM8/itKl5j9VDGW9EM7PI0pZNPoVm5gc/iwMWtL+PWD5ozKUkCj/biLTKjxxnwDKg6uYnTZMdP0l17cGCDDWCVJsiOn8Iq7k9i68/1uywkI98hctrEoY+6hRgpVBUzP0J++jxeq3q4hahQyE+fJzN64qHd7VsRdOvp8z759EC6o6JqGLkylXMvEXQauPXlA9Wt3xMHEMA5DCLPGZprbubKmPkRhKoNjIEw7BKGh995DX5HkNFK5LQRkDBmngKgoI/iRk2i2CdOQurBEmVjGidqYKt5hFBoR6mIjibMHmF3swCREzeJwrWBHbUkwY1bQ422JkzGrJOEiU8sw1TQBomyxfC7cRtbKzBmnSRIPGIZESQuiYxQUNGE0dP/iJFIgsTBjzt4e6SwaorJeO48NecBppbD0nIIodANanSDGiV7GkO1SWSMG7Zpb3NP66pNRi9haXlUxUCSEMYuXtjGDZsDv9/SC2T0EqpiUO3co2hNYGp5FCWV0Y4SHydo4IS1Lf2zsPUidu+7ppYjKyNGs6cwtU2OUsdfxwlqhMmgZ0wIQdaooCkmhmojhEKUBDhBAy9qEiWb894PiGd2JBzIcMtEIqM0TcYu6AeWGJdxgrfYYP5XX8OcKqLoKrETENS6m9rlR4EQWKVJRh97GXd9oZd2tPckJBQVPVOkfPpZMqPHduy2ZRzSmH1vqAETKKhCJSHGTTq040OyPqUkCX0Sp3sIZY9HBJmwfut1smMziLyO0hP6EEBp5kmcXrjhoMY7NdqTFE88TvnUoNqTTGL8ZpXm3NUdZST3Qhz5NOauMfb4R1G2VBQTioKeKTB28SNEXjd9zvuqf6V1qStnnid7AKMoJawsJ7zwgkEYSVqtaMcLLOOQ0G0TtGvYlamBz8zCKKVTz9Kav47faeyfJykEiqqjZ4uMP/VJjExx75rlh0TotumszOI1lsmMnujvOKHHbTj5JJHbZu36qwSdBkm0u+LakM6n4QxVQ9UMNDOD31pHQUEgiHsGJJI+bKNPHQRBt0HQbQz0GcDIlclUpjELY3iN5Uc6w+rCxFJzZLQSilApGOPEMurtrpdw4tT4rPtznMt/mEawhCp0wsTtx40TYsLEZ9m9w6p3b4th3k4RkyRyCMkRBUvNMm6d5s3138aJm+T1USbtswPntcIqpprleOZJulEdJ2rSCWtEMkATJgkRQeJxt/PWgMHcjdwnUDC1LE9P/TRXlr9E3hqnbB9HV0xWOrdZaF1mpvQ8OXOMREbUnHlurdWJe7LPhpqhZE8znjtP0ZpCV20SGeFFbRrOAqudWzT95f7GqmhNMVV4goxexg2aHC8/R9GcQFVMQBLEDqudOzyov0mUpF4CU8syljvDSPY0Ob2CrlrklTEyRnmguNFC6zJLzSuE2+YdU81RtCYpWlNk9HKagZD4rHbustK+QdvfUjdCSrIFDU0XaHpqHwIvobke7qDqKCpkixqmpaBqIlVOiyWhL2nVdp4PYGUUssW0fUmaRRDtUT1uLxzIcK/d7bJ2r4uV03j8x8fTKlwHZJajCBRbJ/FCZBCBEBiVLEjwlhqH7vBGbFMzbXKTpzn1Y7/Eg+/+Om59pbcaH8LkFGAVx6mcfYGJp3+MwYGcFqHwmmvU7r09vFqOAE+6SJkQycPH5pMgwLl3E+fuB0DwGYL20m3qs+9SPv0sZmF0oLjH1HOfwa5MUbvzNs25q72KabvkLAtB8cTjjF78CLnxkwNeCyklodumvXiT9ZuvHap/Mo7ors7SnL9J8cTFtERlXzlKUDn7AgjB2rVXt+y8hz1ngWpYTD77GUbOfwjNtHfEwoe5zTdYnbYtsDPDJzm/XaMxdw2rPDnQjmpY5MZnmPnYn2D2m/+KyOv0iqMMH4eamSEzepyp5z5LtufG356y91CQkqBbZ/77X+Tc5/58X8az3wuhMPb4R8lOnKZ+5y2a89dxGyvpgmPPVPU0dGHmy9gjxykcO0/x2EXufOH/SzHKpzoP/gIFfYI17x5qjxyVFp7ohVD2eXf8Tg2/XU0zIbYI0ghFJTtxmukXPsuD7/xbIt/Zw3iLwb/uY+RLxiRSJsw7V7jXeQuAjFriucrnMJXUm5QQ0wxWsNQc4/YZgtilGW6GRpyoiUAhq5XIakW6UQMAXbF78e29+yAQqIpOlAQkRAgEtpqnqE9S9zd5PKZiEyU+D7rvserdBeiz2mMZ4MUdVKFT0idohCvpTlxoKKiEcu+F9OmRV6g7czTcRQrWBCfLL1Kyp2h7qzTcBbLmKJP5C1S7d6l27yKEwonS80wXnsDQslS792i6SxiaTcWe4XjpWUZzZ3l36Qt0/C3yvkIha1R4evqnAcFa9x5R4mPrRSqZGc6Pfpwg6rLUvkacBISxS92Zp+vXyBoVTlVephNUqTkPaHubRtcJ63jRztz505WXiWWIGzZZbF0mkQnTxSc4VXkRXbVYbF4GUi+CjOHH/tgojz2f5dhZCwncutTl//d/nWN92e8bY0WBfFnj5/7zSS5+OM/IpIGmCTrNiLvvdvmX/88FaivBgPEWCjz7iSKf/3MTTJ40iSJ4cN3hd/6noxHsDmS4Jy/kGT+bI1PS8drRgQuNGCM5zv3lz2BOFIgcf2C3KWPJ5b/+64dml7v1JYxMEc3KIhSNzOgJLnz+v6S7Okt39T5ec5XQbROHHqqZxSqMkJ86R2bkOHq2wLDVZ+S1mX/tC7uWuEvLM8YYwiISFh9sLaNHg+V3/wBF1aicfX6QwSwUSiefpnDsAkGnQXvhJp21+z0DFCMUDd3OYZUmKJ18qu+y3A4Zh6xde5XanbcOsYPb2oBk8Y1/T6YyiVkYhW1KbOXTz1GYfgy3vkx76Q5ubZHQbaOoGqphY+TLZEaOU5g6j5bJsfGcg24dr7FGYfocw0SchYBz5zW++EWXTlvuOs/7rTXqs5cYu/hhVGNwFy9Unfz0eZ78Y/8VjbkrOGtz+O0aUZBKvmpWFjNfITNyjMzIcazS+EBfuitpaklu8szh79sQyDiis3qP5Uu/z8TTP442RIDGLk9iv/RTTD7/k0Ruh+7qA4Jundh3Uu9VL5yiGhnM/AhmYQQ9U0xDBQI27q+q6PixQ5j4+LGDMGA68zgJqdEQKOnEGTWp+XtXZpJRiFtbpvngKuUzzw58pllZSjNPkh0/yfqtN3Cq80ReJyU1CoFQNTQjg2ZlUI1Mb35Qac5dpb14a9drjpgn8OIOjWBTm8GJG7hxC0vLkdXKdKM6Elh2bnM8e5G7nbdobjk/IeZa85scyzzOk6VPo6IigTnnMkvurX0XLAkxrWCVTlTjmfJPImWCFzsD1wDS8Io+xpR9gbO5F1GFxoJ7nWX3Lk7cwIlavFv/MucLH0ETaeGfTlRnxbvDird3Jaumu8hc4xJOUKOcOc7zx36RKPG5vf5dotjlWPFpzo1+gqI1SbV7l6n844zlzhLJkNm1bzDXuMTGAsVQM0wXn+LMyEd5YuKzvPbgV9m+eJEy4fUH/6qXcidRhEbBnOClE3+K6eJTrHXvECcBQewQuA4gKNvHmJHP40cdGu4C1e7dPX9Tem8jble/zVr3bq9CnmCh+R4vz/wSJfsYTlinxQpCCF74iSI33+rwvd+tsTYfMDJt8HO/Mslf+run+X//5TvUVsJe39OdeGlc5xu/XmV1LvVAnHjM4uf+/BR/NqPyP/4f79NYS8/XdMHx8xZ/6e+c5t1vt/jGb67TWA2YPGXx5/7mzJHqCx2QnJbK6Wm6ciixeKEI1KzBtb/5WyTbXeNHTAlbu/ZdsqMnyE+fw8yPpG41VSU7fhJ7ZLpX2au34xFKry61gTKkqhiAW19m/fabdFZ2T5OJCVIhByTJEcuwbeCxD5dYnXVorHywVcaS0Gf12ncI3TbjT34cI5vmNm8VZjELo+iZAuUzz/XcW72cU0VJtcM1Y5D5zWaYYfGt36Px4OpQtbaDwu/UWbz0Zcaf+Di5sZMDNEshBKppkx2bwa5MpSS1ntiGEBsuXBWll6crhCDoNmjMXqY++y5GptDfLW+H60h+9uds4khy507EG6/vnGhlEhO0aiy8/jvMfOwX2boA3Ng1K4ZF6eRTFI5fTMeg3NDBVnr3UNvUx+/9Nqe6wNq176LoBkZ+FCM7XCzm0JCSteuvIlSdypnn0sXCFmyIkSiqjpEtos08vsXb0lOY7p0jFLU/BrZ7BWIZIJN0l5jRimS0EkHiomL0eSFx4tMJDxZe8horVG+9Rn76HKqZGfC8SBR0K8/YxY9sef79X9T3JKX3VyHyuzjrey8W7nReT7Nf5GCo7UrjGyQy3mJ0Jfe7l1hwrxIm/g7PWyeqc6fzBuqWKTWSQf/77bCKEzeHusrT1iXXW99GQenJ38st7yCU9Ckyap5asMD11rcBiYrGE8UfoxPWcOJGugAI13i3/vv9TO+EZN+FA5DG83u/y+8xtjv+OomMiGVElIQkMkZVUi9bJXMSU8tRd+ZYaV9nq2EOYpe2t0rTXaScOY6l5fG37IajxGehdaVvtAESGeHHXdywga0XUHZIKG9ViDy43Vhp36Ib1LaUtU1d8m7YIGuMYCj2Zr98yW/8/SUW7nhEocTOKQRewp/7v8xw+qksgd+m04iRErxuwv/8t+YIPEkcpf1ZvOMyOm3y4c+V0c3N9ySTV/nkL4zSbkT8xj9cZPGuRxLDvSsOcST5T/7GCQ6LAxluu6DhOzH33qgxcS4/4N7bC3EQ0bmxzPQvvEDYdJFb1JJkIln4N68fmucl44j6/fcIug3KZ57H7k1IQtP3rQI12JCku/aAxoMrNGbf2zN2qmHgJV0MYRI/ZHWw/IiB04yQCVg5lTBIGJuxaa4GhH6CmVHJFjUaqwHZkoZuqDitiFbVp73+cNWdwm6TxoMrJFHI6IUPp8IpWybG1PDZ+7SyCZnEhG6HtWvfSY32QWK8ezdIZ+kOqm6RhD65qXMoW+K/QigIbf9qX5C6tut336Zx/zKB08Jrrg413FLCW28GZDLphNls7N7/OPRpzl+nevN1yqeeRjXsgfsHG/KlB/ipUuI1llm9+i3aK/ewSxMEnfVHZ7hJiYL1u28T+V2Kxy+SmzwzQK7r91uoqEeMs0dJQBS1+mIkq+7dXqx7c3ESJ9EO0tCufQ593Noiq1e+xcQzn9oRNkGIA5P5ZC/FcC/s1q8g2UmSC6VPGA9naEsSwsRj+xtanLSZeaGC14m49c293aIbaWPDoCtmnz3vxakRzGrl/uJqAwkx/hHqKURJkBo3mfQWF5Iw2azut0HKTTc/AktPx2kQuwTx9nuYfteLWihCw9LzBPFmn6SMcfydAkqylx5niodXEdyAGzaIdjxjSdyLj29dIKzN+9RWQpx2auTjSHL9jQ6aoTBxwuTBdYdOo1fuWbIj37vbilm575MtqGja5jPRDMHMYzbzt1xqKyFuJ51jklhy61L3SFTnAxluzVDQjLQwupnVGD+bo7HoELjxnvO0ECAMDS1nkvgRMko2O3lEARZFN/CWV/vFRJITj2NXptLdzAF8DhvpSu76Ao25K7QXb+G3qnt/h9SFKtnYjRwdmqEwfsrGyKj43Yipc1myJR0rp4EE3VTQLQUrr5OraNQXfEqTJorKQxtumcT4rXXq4XsIRaU08yRWeRLNtA9FkJJJTOQ7+M01Oiuz1O68RdBtPpzR7iF0WrTmb6Qpc3FEduwEmpU/8LNFJrj1ZZrz12nMvotbW0LRzV66Vm8nuQ3z8wkMYfruvEBC2G1Qu/UGiqKQGT2BkS0N1QPYvY8JSRjgNVaoz75Lc/4akdfFyBTw27UdCnIPC6+5ShKHRF6HyGtjV45jFcd6O/+jxdQ3foPfXieKgwHjd1ADvXvjCZHXpXbvEma+QnbyDEamsGeFtx9m2EWd6SdLdNb9fQ33XkjZ4zGWmmfMPIkEbLVAK1w7kqHeDinTWgySTR5R0kvB7J/D5tujCh2QJHIY3yQ1znESIABNMdj63kkk4dBFykYPHl0+dRh7Q70c6UJk0HPYXI/7u2dIDXd9NSSJJIWKhmFvemyFgKnTFiOTOlZWRTcFmZzKzAUbTe95AXtJF6oqKI3r3LrU3dF+7Yie1wMZbq8TkRsxmbpYQKiC6ScKeO2QKEiI9zDAiqGRvzjF/X/2bcJ6t18iEHpG8Ag2UO2xjt3aIn67RtCpMfr4x/ovt6JqqRHqu8V7LpYkTqUrwwCntsjate/grM0R+fsP+kB6FIQGQuzqKk+igLDbxGsOVqwKug2SbeU1x09lQMDsOx7TF3Ksz7vkSjqZokYSSzr1kOKoTqaoc/07dU48niNfeUQTl0yInBarV76J31xl5LGXsUoTaV67qm+5f2LgOzJJkElaySvyHZzaIq0HV6nPvvfwaUXbEHRq1Ge7eI0Vxp78OLnx06i6mRqbntu2/9L1+pbKkgZEXofqzdeo3Xmrn1ok4wi3tojXXOsbqzjwCJ2j6S13Vu4S+V1Kp54mP3UOqzjWr3mNUAfIfyn5MUEmMUkcpiIynRq1W2+kfIDeeIp8B3d9AW9s020WdGr7luI8CIJOnaDbpLN8l/Lp5yifeRbdTt8XoaqpV6PvBt/63HtO2174SW68Q1FA0K7RmLtCcojsgYMizU5YY+HN32P8qU+SmziNkS2haNvH58YY6E34SZIaoCRGxjGh2+wXC1JUgVXQUXUFmUjUHmvYqQdEfur+RKQL60zJSCsZylTDwm+HfZlnVVcwcxqaqSIEJImku+6T9CZkRRXotopd0EkSMPM6ivbwOcftcI2sVqJsTJHTLvZMXMyD7mW6Uf2h2x9O7th9gt4wfMqu+dSiXwJ5u+GUQHwUHswRkMjkQN5hgCjaeV4cSeJYopsCRd1IrYTSqM4rP11m5jGbfFnDyihYGZVsQdux7hAKGLZC6CeDlX2BKDiaHTyQ4V6+0Wb5xuEpWUkQ076xRPGZ4/ir7TTOveF6kRJ37mD54FuRxlnTwZKEHuu33qB29x2Kxy+SnThJpjyFkR9Bt3MIVUsNjdcl6NRSYzN/s0dWOdyFq9HesTKnOsf96v7i/hLJ3UtN4kBy5oUiK3e6WAWNpVtd7JxGtqQjFJi71uHpT43w+MfKxJFk7cHBqp4dBs356zTnr2OVxsmMniA3fhK7PI1ZqPTTspIkJgk9wm4TZ32Rzso9Oqv3CTr1R7LD3g1J6NNde0D36/+SzOgJiicexx45jpkfQc/kUHUzLTridQk6dbz6Mp21+2koYJsxSaKA+r13qN/bWTBgLwiUIV4WkapyNdZYufRV1m98H7syRXbiNLmJUxiZdAcueuNUxhFhN3XVO9WFlERZfdDT2d9s129VWbn8DVYuf2PX3vQcxr1/b/CJdx/HA/2XCZHTZu3Kt1m79h2yYzMpUa48iVUcxciWe4u3dLJNF0NhrwhMI73HrSpeYxm3vryvl2rXPh0i9Tt0miy89kX0bIlMZZrcxGkyI8cwCyMohp2KE0lJEoXEoUvsez1m+jp+q4rfWsOppiIp+XGLl3/pNGPn8ritkJGZLKqm8OW/e4XFK028dohmKEw/WeLH/osLGBmNKEi4/8Y6b//mA5qL6QJq/Fyep3/mONNPllB1Ba8d8nv/t8vU57okkSQ/bnHuY2O8/Mtn8Fohq7fb5EZMWisP9/4mJCy6N3rKaj94uGGTjF5CV21Uoe+Io2uKiaUXkEjccO/yvj8ssDLqIFFM9DyghkK3GfdrtOdKGr/wF6Z45acq/MY/XOTGmx2qC+nO+cM/VebP/p9mBtpNYug0IjI5la0UMUURQw39QfDwFRL2gEwS4lY6iRoj2+IWR3SVpy7dwVWejEMa999LFaG2pK9sOWPLHz/YLPvXfmtlswtvp38oqkhX9Cmfrs8hOP1sgUtfWcdthu+rOIDXWMVrrFK7/daR7l9BGaWT1Ej2cDcraNhKllHtOPeD4UUodoNTncOpzm8b4NvyhB/xs1WFwafP/2XWnVnurX+Pjl+lYE0yU36Boj2NpuiEsU/Hr1Lt3uX+W7+/o3+ClHU9U3qRsdxZbP0iav5p4lxIx68y37jEWufOnuQhgcDQshwrPM1E4QK2lsqjBrFL219jqXmZlc7ONEOBwqfP/xWW2ldZ78xi6QVmys+jqxYP6m9zv/oGStOlmFeYLo6jKg4Lze9zd/17BPGGkdm2Pdh+7JAYn1T4+Kdt3n7d596tg3tpwm6DZrdBc+7a3mNgoIs7+1meSeeg7//zOyzfaPHCL57k8Z+cJvRi5t+tU5i0+cm/+iS/+pe+j9cOmXqixOmXR/nEf36O3/5v30U1BJ/83z7Ge7+zwNf/wXWEIjj38Qk++1ef4It/8x3cRsDJl0Z4/o+d5Nf+8mvUF1w+/ivnyI3sXQ/+RxHVzh2yRpmcMcZ04Unmmpf6n+mqTcGaoJw5Qctbxg0bPIp3M4gdJBJdtdHVhy2DOwghBKeftLCzCo1e2WrTUnj85RxCwOI9j24r9RJYGYXnPlnk+1+q850v1mitp2O5MKIxc2En/yIMEuZvelx8KTfgbtdNwdlnMkcKDDxCw70hNrApOhB1fBZ+863dv3KUZ7nNm7ejwUcwwQxDoaTwyc9YvPQRi1NnNPIFhSCA9WrMl7/o8Np3PJYWDuD+kTv/nmxx0aTptOm/L39jHb+zUxDkYSGEStYepeNsj7ntf/8ySgFLyabkqqRDQkxeK9MNmuTVMraSAylwZRspJRklBwLcpNtTcBK9dvJklNQIOXGbbtLYp9fbXUrv/wJMCAVDzZAzxyja05woPY9A4AR1dMXA0HKYWg5NNXf0TwiFrFHm4tinKViTSCCIu3hJE1XoFK0p8hOjlO0TzDffGRCC2ICq6IxkTnOq/CI5axwpJU5vEtRVi5HMDCVriqI1xb3a94eoRilk9DLZchlF6MRJhKnpnCy/QBA7VOwT5MxRgsjF1g2OFZ6m5a4wcmqBkUkPocDSXIyqwdiEQrOR4HQkmg5TxzRm70aMTajYGYHnStZXY8IQLjyhM/8gIo4hkxVkc4KlhZg7N0OSJB0Bo+MK08c13ns74EMfNXnnzQDf2++ZPtwY8DsRbSdi5VabJJZU77WZebGCZqqYOZ2RmSyVmSx/9L97HhmDaigIBRoL6W575GSO8oksH/1Pz/Lsz55ACNAtlShIF6zZERMzq9FZ92gsushEMv9OncLYwQmfPypY69wha44wnn+MMyOvkLPGaHuraKpJ2T5O3hwjiLrcXPsmj+pd9cIWbtgkZ45xvPgslpbDi7poik7XX6cdVAnjo3s2VE3wx//KMS59vcnagk950uDzf3aC2WsO9644tBupgY4jWF8KOftMllOPZ1hfDiiMaFx4IcczH8vvSO9yOwnf/M0qr/xUmV/4L6Z499stmtWQseMmP/Gnxw7syt+KQxtugYImdGIZkUryCXRhUdImWI8WKGsTdOImgXRRpELQ9jCElTJNRZrfGMsQrScMoAil96cKCLzkh7OKzef/WIZP/ITN5DGVwJOsLMYkEkwLolgeYNI5PBorwQCZ4aDQtQyGnkVVDLygia5l0DWbOA4IIxdJQtZKDXc+M4mqmiRJRBS7SCkxjULK/PRqhNFgjFVBQRdmWiSBVJBGRUt3hsJCIOgmTfJqhVhGqELryUBKtko9FtWxVKSDhIwqDmC4d0LTU3F+KVNRBEUVhIHEyij4XoKup3HKKJTohkIUpimNuqmkMSsFGqshUdQTCRlSWs/UskzkH8OPuqx1blN354liPy1m0WPgDxN+yBkVpgtPU7Sn6AZ1FltX8MImsYxRhYqtlzhV+RBjuTP4cTfVsQ4G3c+VzEmmChfJmqN0/RpzzbcJIgeQaIpJ1hjheOlZJgoXaAdrrHfvD7B3AfLmGA13gYZ7DydsMJI9xYnicxwrPo0bNFhqXaXjr1POHOdk+SWK1iTjY01i4TE/G3HxKYNOJ6ZRS1hbjsnkFCaPady8FvLUcwaZrODurYgkhgtPGeg6hIHkxCmNIJA4XcnaSszqUkwcbd5fVRPkCgonz2jk8grby7m/H4iDmNCNiHuGNg4TFCUl3QpFIFSB1w5581/f3yRoxRKvnXpEVF0hcCLuvrrG4uVG2qiE0I/xWiG5UQuhCJJQ9mPioRMTR4/KTaygiHTOTGTcUwEL07lTCKRMUIRKksRomkGS9FLmhEISh+i6TRh5W1Kjjo5IBiy3rxPEDiOZUxStKUrWFJI0pl13F6g5D2h5y/u2dVAkxMzV32Y8/xgZvcRE/mJKlJQRi8kVnLCxg9V/UEgpefV36iSx5JmPF7BzKrqlELgJX/nVNZrVsB8ZdNoRf/Bv1vjMnx7jc39mnNBP8N2ETiPi9//FGr/8Xw+W1Q2DhPvXXb76a2vMXLD5iT81htuN6TQi3vhyg7Fp48ClsjdwKMMtULCVHKrQ0xtGarxVdGwlhyYMLCWHnzgkxJgigy5TN5FEYggbTaS5MoZiEfR2CBLZTyfxeH8Nt6IaJHGAaRWJQndHib9h0DT4+Kdszl3QWZiL+NZXXZYXYoSAYknh7s2QbvfRG+6NlfxhoSoGpl7A0DOEkUPWGsG2KgRhl65bJQjb6D2d34w1SpKExCLC0HNIGWHoeeIkwA/au74IilDRFZM4idAVC10x0YRGLCM82aUiptKFnVCJZJC6uISJrpjowkQTG2Q7efCg5zYcO28jAM9JMExBvqLTqqWkSVVXehKEKSFk6rSN044AgUwkKR9LYNgqgZvQqoUE3k71MF21sbQC3aDGUusqTW9Tgz2dRHe+QqrQyZljjOXOoAiNxdYVllpXCWOPDa+Urlhk9BLTxacYzZ7CjzoDhltTTCr2CUrWMRIZs9i6wnLrWp/oI1Cx9RVMLcuJ0vOM587jhk2CbcVnDDVDN6ix2rmdakfHASeKz1Iwx1nv3mOlfQMnbBIkLifLL5IxSuSzFp5IF0XZvCCOFe6tR6xXE1RdYNnpgiibE+TyCroOsQK5nEAzBI31mCQBXRfEUcLaSkKjnpAvCApFhUJJwenGdNoJL33U5Mbl8EgL1MNCJnIILaNHVgwT/E5EHCYsXmnQWfeRiUQoAqWX2uO1Q+IgoT7X5f4b6/jddAemmQpRr3JiHEn0jIZuq4RuTKZioFuPRtLWNPLomt0jhPUIkDJBVS0EaX40EhyvimUU+9oTSEkcBxh6npazSBynqV0pu9tnofkeHb/a0+1OU7kWmu/R9tf6480JGiy3r9Pylth4STp+lSgO8KMuRWsSQ82k73/Ypu2v0vSW+tKlkMbF17v36fq1ISlaECcha507tNTlAQ3xrag6s8QyIm+OYWjZdH6Jfdyo1c/FT5KIlrfMQvM9vKg1lFVec+ZwwxZtfxVfxLz99Sa3L7lMlacYOROSGQ2QUrI063Ppm018d3Pg+G7Cu99uUahojB4zURRo1yMW7nhcf7PD8XMWTjveLJGcpJ9/69+t8+wnC5RGDZJEsrYQ8NbXGmQKKnM3XdzOwRdUhzLcCgp5tdz7m0JCTJC4hDLATboIKfB61XV0YZBViwgpaCd1hPQxlQxZpdCbwG38xCGSPn7vO5LDrwQVVUcItZeDKPsCDEkSpzQiRUmZplKiKCp2ZoRuZ4V86QROdw3fqafMwz2Y0ZmswvFTGkkCb7zq88/+Yfv95GU9PEQas1F67FtDz6NraezFD1p4QYSq6iiKhq7bNFqrSCSVwhmiKHU1RbE/dMAnSELpowoNU9jEIkZBxRAWiUxSIy1l31grPRUpgUirGyEwhI2TtNGEQSxDnOTwxEch4MlXCkSRpLkWksmrTJ2xWbrrcuedDjOPZ6gvB3RbMfmKxvOfLlFfDug0IhprqZHWTEF50kDGcPV7rdRwb4OmGLhhg7ozN2C0Id1ZDLtHpp4nZ6Z6ym7YZKH5LnGydQmUpsPcr7/FaO4sBWuCbrDOcvs6cW/CyhhlcuYYumbT9JZYaL47cC1JjBs2eVB/i2PFpxnNnqbavUvLW+ml6Gye2Q1qOGEDKRNa/kovBJzQ8dfpBnUkkm6QVrvT1Qy6pmOXFI4HGqtLMVEkcRxJFEk8R9JqJJw5r7OyGJO7oDB1TKPVSlhajIlCSSan8OBuSC6v4LkSr+eNKpVVdAPyBYWl+Yi11Zg/+Z/k+OK/dgg+WD2iHQjdiNaqh9cOOf5cmdWbLaIwSZnjsaS17NFa9nCbAcWpDJMXizSWnP671lp28VohXjNA1QSTF4o0l11GT+cwczsT++2SgZHRUPR9XA0SOmsuoReTtUbIWJV+nDeKfTTVQNNSz08QOUShi+vXsIwyppEDIYgjH0mCrtp03GXi/upUEkRdLi//7sAl/ai941jTW6TpLe7onhe18NotVtr7k+Za3vKeO/Aw8bi7vnf50TB2We3cYrWzuxpeLENW2jf27NNc4+2Bf//WP1pGRUfJTfL2V2+xHu5eMjqJobEW8tv/ZHh63z/6G8PFvO5edrh7eWeWyK/93cOXpz6U4U5IcJIOY9pxfOliigwCBTfuEEqPiIBQeihCwRA2psjgyQ6WsElEiCWyKELDSTrEcR1N6ATSxU9cVKFjKRkOY7sVVadYPoWVGcFz6sSxj6qa6EYGt7uGohqYVpEw6BKFDopmMjH9HAuz38GyyxhWkSDbwnNqdFqDN08oqSS7EDAxraJp0KwntBtJ6tbrvW9S9pRch2wYNrKCtsc8pNz8bxiESFMO4mh4G5Lhbt3+90nzKJMkppCZxtBtas07WGYJQ89hJwEZa4ScPZayh2XSk3VNiJOAjDWK41YHRPw34CRNnGSjLGLagVveGzvOWwxvc9p8hnq0jK0WQEiq0TytON1VHsU1vh2GrRC3YwojGqat4DsRnhPz4KbL6DGT1Xkf3VA4ds7Gd2Jqyz6t9Yj6WoiVVSmOGszdcHnyYwWSeNhuLEXTW9phtPdCzqiQMyrESUTNedAXe9gOJ6zhhHUM1cbSiuSMkf51StY0ppbtyzsmcmcbkoRusE43bJAzKmSMCraeegc2ECU+8Ya4BumCDFLhjDgJ+uGLJA6RgKpouA6srYa89h1/xxhbWYpZWYr77PB8UeHquwGzdza5GEIZnnAwdz/in/79dJGWywuOzWi8+X2fINhjt62ITbLZQ27KkyRN3+pD9nbhMn32rWWX3/vvL/OZ/90TmFkNoUL1boerX16itbxEHCZ87R/c4Lmfn+HTf+VxdDOdBF771Xtc/fISQTdi/t06Zl7jZ/7Pz+DUQ+6/XiUOdqYkvfi/OseFz52gcnJnudKBPscJv/VXX2X2e6t9pUBV0RFCQVUNgrCL49UBiRAqQdRFVzPYZrHnNesSJwGmnk2143+USmAdGJu8qsG/b/x7K+Q+x380cCjDLUlox+t04toW93b6yUbpuCDaXFFtpFBtuME7WybrjWNb0YoPx68TQsXKjJArHuvnoLrdNWprN5g8/hK+36LbWsRzG8RxgG5k6LSX6bZXKJRP06rPImVCrnhswHA/9rjOJz5j85nPZxgZVSiVFRQVJqbgv/zrRf7if13sn/vW9zz+yd9v88arg4pK41MqL71i8vzLJhefMpiYUsnkBI1awq1rId/5uscf/K5DrTo4wx2bUfnU52z+4n9V4n/zp1exMoIf/6zNCx82mZzWEAJuXw/5N/9Lhzdf9Vlb2bnScf0Grt/ssdOHW6NmZwGQtLqbBimIuhwff5Fq8w6l3IlUFcsdlqd7sEF+P7iCJXJ0wzlC+Wi3VFLCb/3D3g5gC7l4Y45/62uNfjeXZr2Bzza+M39T4dyzOa682h66296AH3V7seWDwdRyGFoOKWO6QxSitsINGuSMUXTVJGOU+4bbNopoikkYu7hBY9fvS8Dxa2T0IlaPLLfVcMdJODAGZO9/kQwGsgA2eyi4cilktRPsGcHY+Ow7X/NwnUGN94N4o+IYatWYL/zaHtdRFMb/0p9FhhHOpSt0X925QDwomksuv/e33xs4Nnepzvy7b/b7GwcJi5cb/PM//92B87b2b+12m6/83SvD0t3713nr1x/w9m886H/2qKqf1tuz1Nv30VSTkeI5VmtXGRQS2bzI/eXN36CpJmPlx3t/t3pj4oPJo37/IXg292mudb/LjPUEumKxEtzDFFliGVDSJzAUGxWNUPrcc9/FTVo8kfkoMTFSJqiKTitaYyWY7beaU8uM6icQCO55h0sj/SBwJFb5Zgbp9tXL8NG53UAf5theEEJB0zOsL18mk5sgjn00PUOpcoYg6CCE2DJxpStrXc9iZcpI4s3Bu2290Gkn3LsV8q2vuqgqlCoKn/npDGEguXMz5Oq7m27P+fsRy4s7X4LPfN7mJz+fYXxCpbqW8M6bAWGQcPYxgyefMzh7Qee5lwz+5l+rEW7xogrSF13T4ef/VJbnXjbxHMnKUszt6xHjEypPPGfwv/9vSvzqP23zld9xmb8/bEcn91ld7/wsjFwW1t7G0DKs1K4QRg+ZeyrjlF3OlpntgDj3UpGP/okp3GbEv/3bt4dOfHtKF+9nSCT4TsLNtzoksdyzvN6GXvNBIYTa05zevyJWLFMCUVo6dvN1VITWr/Ec7zPJpteQQ2Pucre3apeUKYBuN8E5IGej1UyOVKnWcyWBH7NLXZ8UgnTHrfbcXw+JoWNoSN/3W3jI/YbzNm/ao93kSqLYp9q4uYXsufcFojhgtXY1nQ/jkGH1wH/UsZFLbmCTVyvowqIVV4llxKJ3EzfpkFEKnLaf5Wr3W1hqjmo4RzVcSL1SPVevJKGkTRAkqeLaYrC7S/4HiQMZboFAEWq/0k/KKk9QhECQssItNU87WkMIlUSm8WVVaL1asTobYqcb4vkpkSnuTTYqCioCcA/BKo9jn9rqNQK/hec2kLJXYCT1FQMQBt2+yzeOA6orVwiDLs31OwQ91bSkNjvQbn094fKlgPt3IxAwfVzlYz9u43QTrr4T8Nu/vrn7cp2E+vrOF+HKpQCnIxEKrCzGON2EOILKqMrnfi7Dcy8ZXHzS4MJTBpffHlIDXMCHP2Fx5Z2A17/jc+9OiO9JMlnBT/3RLJ/+I+kufHEu3jTcB13a73qeJAi7JElIFKdElYfFUScJw1YpTZjohrLT+/WIsFHl59G3m/TN5c5iCYNQUHoGerBW86biU/qG7dlGj6yUcjkO+nt2v6F7hWG246jl5aVkb6MNkEhaX/o6MpHEtcbRLvQfJGSfC/H+nP+jBT9xyKtlQhmgJi62kk85OIlNIF28xMFLOigoZNUi9Ly9fq+metIz2io6hshg63ma0RqrwX2iR+wpfFQ4kOE2lQyaMJBIVKFjKjZB4kNvRxHJEFvN4yVtMmqJWAa9HYrAFgVMxSZM/J5AfVphaxirHOShDLdMYrrt1LUYBvtLl8okottzibvRpms7jgbdwa4rcd2Y1eVeXPD/z95/B0mWZeed4O8+7do9tMqM1LIqS4uuqtZaAA1JgiAwAMmdMYLG5YztcDhDGw5ndzE7XNtZLg2kDSUIgCQ00Gw0WmtRWmdWpZYRmaEjXPvzp9/dP55HREaG8siMalSj+ZlVZaa7P3Xfe/ece853vhMkKzLflywtxly7vH3RwZULAZPXQ4JAYjdXZ0FFgd4+hcFhlT37NA4c1jl3euNwYS6v8INvOrz8nMvSQmeG7NjcJ54xGT+gs/dAcguFYaCPDBHMzrMcF5ZhuPJ3oWnIOEYYOkoqRdxsIYONrkOu5EH/C+4OYewTdp53fZumLZpqJSU8Muywzjv7iBJtakVonTrxzaGrKQRi5bh/aSAl7oWrf9Fn8aMDTUXr6UHv60WkrISYG0uk5xHV6/iz8xCujxwJ0yB14hgyCAmWlggXy2i9PegDfSiWlZSaRTGx6xJVqgTzC1t6diKVQivkUEtFlHSixifDkNhxiOoNwkoN6e6WVK7EiZvktF7aUQM3tiloaQRqx65s7PTKTke4+A5SlUDgxx6RDDGU1IYp3XcDujLcabWAphh4sUOPPoKppPHjNpEMsaMqzbCCIhRSSo4+Yw+BdHGiBkHsUdAHMZU07aiOJvTOJJUYbi/u9PGN7btmlb9b0bblhuHGOIYb1wImrwfsO6jRP7D5ampmKuL1l7xVow0g4c2XPdq2pH9QpdSrgKKg5NKkTx2n1WgmoUUhiNsuqAIhQcmkiX0fJZ1C7y3hXpvcxHD/F9wr/LCFH9ooHRGWzV5+IVRSeg5V6ISRt6Ye3AmSNouGlialF9ZtuwxVaKT0QiLDGrZvUz37L/hxgjBNtN4e0g/cR+r+k2jFQlLHGkVEjSbexASt514mWFhE+v4aw6tkMpR+6jPErov9+mnap98m88iDpE+dRC0WELqODALCag33wmWaz75A1GhuGG5R0imMvWOYhw6SOnIQrb8fYehIzyNcKuNen8A5fwl/8ibS23w1qysWmmIgbotYhZ3+3HdGi+yozph1DDuq4cY2OdkLQtKOGxS1QSwlA0gsJYsd1dZtfzt86bLoTxLLmD5jjFZYuY2MuzzYAjWdONNR2wMpEYaGmt2BmpuUHWcoQPo77/XQleGOZYQXObSiChmlQCuskNGKyWpAmJhKhrSSQ9OWO8ZECBR0xcSLbFphBYFAU3QESSi9GZbRhNFhlbc7rPLda+f2bsFGrHDXSXpAC5HUum4EKZNwu+etf8jCEOymZGAIDCPZuaLpBPNLyChE6+lDyWSQQYA+PIjQdbRinrBaI3bczkp8/Xkuh6STBgsJ4UjASg/2NSIBYpXwu1F0VlFFh7G7wZisdHxcy/DZLOwqFIEQcuX3yyzgdyta3hItb4mh/HFK6b2oirHhSjhr9JHSSwA4YYOWV175ruZMM5g7Ss7sp5gaRVWMdeFORahkzD7SepEw9mgHFdzgjklmN7D8AMtOnfu6MoctSiTY4PfLTMGtyio2K8XY9jxhHWllp+fXzbHeTdB1rGNHKHzsgxh790AUEZYrxJ6HYhhoPUX04SdI33eSpd/9Y/yJSWJnvYOn5LKkThzFGB0h/dApomaTsFpDsUyUTAZjbBRjzxhaqUjl818ibm4gPPT0k2QefwR9cADCkKjZIqxWUQsF9LFRjH3jZB5+kOrnv0j79NubjvNY/hQj+ZNkjd7OJ4LZ1gUuLn6nY7xX0QqrSTkqcbIYlC5SQiWYoagNMmwdQiVJ2044b3W22oSPJWN86dIKqyAkh9KP8Fbre2t+r6ZNSh95AIDKt04T2x7po2P0fvrRLW/T6kEg9gPCSpPW6Ru03prY8fPWleGuhav1ajPe5ZV2B3ZUpR01AUkjXFy33fJKY6MVx4as8rtSbd05elJ7Sel5dCVFO6iyYO9+OE4ocN+DBg89ZnL/QwZj+zSKJQUrpWCaAk2HVmNr61MtR2zWRGeFeCaAOCay20TNJko6jdbfi5KyiGoNpO8j7Tbu3DxC15PQlbk29DpyJMPJ9/dy9Iki535Q4VN/d5zLr9R5/csL5Hp0PvDLCWv/P/xPF7h1rknoS44/XeLDf3MPdjXgd/6HCyuGVNUFI0cy/P0/eJjf+0eXOPOtJbz2KgnQtFQ++t/s5b7391AaNlF1gduKmL/h8Hv/80Vq897KNSdN3SQf/Vt7eORTAxQGDHwnYuqCzTd+8yY33nwHjNQuwItsas40ZfsGfZmDnBj8OFeWvo8bNFbeB1PLcd/wJzDVNPOtKyy2rq2JOLWDGmX7BqaWJWv0cmLwY5yf/8aK8VaERs7s5+TQJwDBrdoZmu7C7hOPhKDw6Q+Tefwh6l/5NmG1TvY9j2IdP4xiGkTVGs65y7TfOo93+frabVUVY2yYzKMPYN1/DK2nROz5BNOzOGcv0n79LaJqfc0m+sgQ2ScfJveR96585k/NYr/0Os3vPL/5aZoGuQ8+Q/rUMbTeEsIwkFFIVG/hXrlO6wcvES5VkP7aKFP6kVOkHjyJuW8MNZ9HhiHe9Zs0v/s8/uQUsX3v3dneaWQefYjsE49ijAzjT82w9B9+n3CpnJAIFAW1kKfwkQ+QfeY99P7Cz1D786/QPnN2nQOv5nKo2Sxxo0n1jz9P88VXklW1EOjDQ2QefYj8Rz5A+rGHab32Jt6NSeRtDkD60YfIfeC9CEXBfuV1mt97Dn+6U/mhKKROHiP7+COkTt1P7y/+PP7NKcJqbcOV+1TjbZbaNzDUDFmzj2N9H9z0+l3Z4pXGl1g2rk1n1QG+7rzZ+dtaoszp1re503hHBJy1V5v8LPiTLPg31/1OSRsU3n8fAPXnLxDbHvpAgdwjh3BuzCOD7VfQupEjfWyM3p94kunf+AKNV68Qu93n0++aVV7xp1ekLLf63e1/bvTddp+9E0jpebJGPy1/qaP9vLvQNPh7/7DIo+8xyeYVlhYi3njZY2k+xnFi+gdU7nvI4PCx9cIMK5AQrRfy2uS3kthu4129gYzi5GVIeg52Vkq3/bZTnC7vKPNK5zQG96eZutDiq/9ykg/88hg9wyYTZ+p873eneejj/Xzgr4/yp//kKs1y0BF4Sf67E0IkLfCWBZ6WURww+Zl/cIB9DxQ4/a1F5q8nPd2trEb/3hSNcrDGUTEshUOPFcn1Gbzwp7O0GyGD+9IcfU+RX/jHh/lnv3wG1w7fEeLaVshZg2SMXrywRduv4m0geVr35rlefhlTyzGQPUjO7McJa4Sx31FW6yOl5ak4t5ipn6XaXt9Zbq55iVjGjPc8xmD2MDmzH9uvIIkx1DRpvYSpZVm0rzJdf3vLsrF7ghAomTT5Dz1DZLcRqkr7tTMQx5hHD5J+5BRafy9NTcM932l4oijk3vsE6UdPofX14t+cwjlzHiVtYewZJfeBp0gdP0LlD/+McHF1og3LFZovvIo3cQslZVH87CeSiM8WvcOVXJbiT3yU9EP34V2dwLtxExmECMtE6y2Ruu8YredeSYirt11T4VMfIvPEI8TtNv6NKcJaDcUwsE4coecXf5rW916k/eZZwnJl02P/RUPJ57AOH8TYO0bUbFH5k88TLi6tMv+iiKhWp/bVb2GM70UfGsA8epiw3sC7utbREkIQLFVw3jpL67U3VvchJcHcPParb5B+4D60/j6MsVHCxSXCZcOtKOQ/8F7UdJrWiy9jv/oG/uzc6koyinAvXkFoOtpAP/rgAOlHHqT17Isbrv6D2CX0PVSlTrxNZUbnJHf4fbeTxgbVN5UWN//3P1n5OyTTXFi3mfmXXyFsbu/sCUAtZOj99GOUPv4wrXM333nDDRCxuz2Yf5gIIg8vstEUA2Mb8tCOIeChx00ee8oklRa8+YrHN7/UZnE+wmlLgkBy7GRS172l4YadGSQpV1YTclu67nooWlKTf+GFKuUph8c/O4jvRCxNeVx+qUpx0OTEMz1oxt2JSmeKGnvvy3Lo8SIv/9k8p7+5SH3BJw4lmiFIF/R1Eq9CEZhplef/eJabZ5t4TsT89TaBH/Ox/2Yv/XstZq7YRFuUcr0TyBg9qELD0nLEcbCh4Y5in6a3wNWl5xjKHydnDpAzB4DEQY3jkOn628y3rtBw5zYsG/Mjh7I9QSQDBrKHyVtDFFMjyT5kTBC5LNnXmW2cxwnq64g2uwohUNIp/FsztE+f66yUJN7ETXLvfwp9sB/ryMEVw20eGMc6dgglZeGcvYj98hvErTZC19AGekmdPIp1/AjZ9z5B7fNfXZngpR8Qlau4rTZCUyl88kPbvgfC0LGOHCCqN2i9+DphuZo4rZqKkrJQc7mElR4th4VUtP5e0o8+SFip4pw+h3dzCul6oKp4k1MUPvMxrPuOEtk24YvvXsNtjA6jlQoQxQQLSwTTs+vp+nFM3GrhXrqC3t+LMTKEPzS4znADRLUa7pVryVis+SIittuES2W0/j7UbBqhd8yHoiTh+MH+JNQ8O48/N7/uPKTvE9XqhAtL6MNDGHvHQNdgQ1pGp+N4HG4oPvQXiigmWFof7ZNhjD9fJXa6M8BR26P11g2G/8ZHEPrOZHHfsbaeSjqNPtCPNtCPc/YcseOui+OnThxDsSy8iZuEldteDkUQaAGu6SIzHkLrNGT3A6K8hkjp0FDXPRhqPodaLKIVC0k4WMbEdpugXCGqN5Be8jAGsUsYucnKc5eXawI4ccpgYFjl6oWAV19wef677ppL33cgKRN7N0GIpGn8zXNNnEaIXQ2wayHVWZfqnMfSLYdUXlvJd+8U2ZLO6NEsqazG619ZYPbqWoNbmVmfA5axpF0POf9sGbeVaP/67YhUTkM3FIqDJvM32l0bbjWtEzlBVw6RJGKm/jYgsP0qt28kiVEUDSFVFGXzVyiMPRZb14hlRN4axFAzqErSBMINW1Tbt2h4cxvKpi4fyQnrBC2HIPKw/cqKoxnFAW7YpOZsLEUpkczUzxJJHzeor/28cZYgbOMGyw5HUi8+U38bL2zhhhunIMJ6A+/GTZxzl1bCm+FSGevoIbSeEvrwwMpvzcP70Qb7ieoN2q+dxrtyY+W7YH4RoWmYB8ZJP3CC+le/k7CMO3lvGYQr4caundBOlxLpeUS1erKK26R1sNA1zP170If6sV95E+f8ZcKFVZ34cKFM9j2Pog/0YYyNYGunIYxQMmmEZSWkqigEVU1In20H4hhhJZK+cRCgWGZSyeEHRM3mlkSse4HW35dUibguYbm8Msetg5T4t6aQYYhWKqGVihv+LG63CeY2lvKUMknJAQhdR3TGXKgqWm8vwjSRUYQxOowM7mejF03r6UHJJlwmrVRc2cePOqQE4nhHRDPZcQCUlNkREOse75jh1npKZB9/hOxTTzD7/5nG9xbWGlpFUPjoh9D7+yh/7gtrDLdaKhH0KLSyLZyMupKTlY5DNJaB2SxKVSd2VvenpNNYhw5gHT2MsWcMNZtDxlGSg7twCffSFfzpGWQYdnL0Aj+08cLty8h2AiGgp19FVQUzUyGzU9Eao63rMDSqMjD0jrZCvyvIWOI0kwcvcGPajQDPjkDSadwh7pqFkMpr9O1J4doRM5dbm+bub0cUSJZuObj26hgGfky7kZxjKqd1/cALVZDZU6R1vUIcbH/wWEbr9JqX4fg1jFQGSbyF0U0giVmyr7Nkr1/ddIsw9lmyr7FkX9vkFwJDzyT68iua6JLz81/vfC1WdUiF4PzCN1FUjTgMEIqKoupEob/p9S7Dn5rFn5pdk5NMDFMLGQYomdVexObeUZS0hXdtEvfKxJr9SM8nXCwTTM+RevAkWiFH4PurK+IdQgZJXjp1/zHSD9+PkrII5haIbAfpeuuqJ4SuYx7aD0IQ1RoJI3uwb81v4raDMHTUQg7FMolbbdTeEvrAAFG5Quz5qPksWn8vwcISxDFqIZ9Uc9jtZPGQsohbNt7VG4TeO7NqV3O5JJ/v+0T1rTX/w2oNGcWoueyae3U74o6jsSGkTBwWYE0eTFVQO46A0DSyTz5G5vGtiVoyCBCqumUK5G6gCBVVMdCEcVv5cUQYB2skfi0tj5QxYewTdWq1VaFjaJnO594KoVSgYGm5pPQ53qSHQ9vFm0vGd0fnqylIP9yxFO3OrMdWkrC7BSEoffbTpI4ewb95i/bZ88TNFsI0MYYHMcb3oJy/uM4Tz7//GTIPPwi6hndjEvvVNxCWSfqB+8l/5AOY+8epf+1beJM3yXR0pA01jaX5tIPqrp2+lLC0kHQJKvaoFHuSloXLnOjxgzpPfcDivocMHPvdQ41eJoLdfk+jUBLdxiRfYZ5vg41+ouoKRkqhVQ12IO6RrLg3Pc4dOfRNf6cKzJ4Mez5+jKv/6TW8Wic2JwR0OkCte3HWsYxvuxbFZKb2NjlrsLsTeIeha2kO7fkws0tvUW3cWPOdEAqqlUlUswIPVTeRQGZgHLeWrKysQh/2wk1CZ2sNhbhlE9sbOLpRIhazHBkDUIv5JETbbm+otBK7XhJuR6D19hCWdz7p3X5etT/7GsLQyTzxENmnHyMsV3Gv3KD92hncy9fXOBtCVdF7EzZ/73/1c1vvXFVRrBRxq508K2Yyfmoug3VwP8FiEvbVchmiRpM4CNEG+iGKkJ6P0DTeyZ6liqGDoiCDYMNqkdsh/SB5llU1Oa+NhJiiaB2Bb1sIgbJMePV9gnKF2N6uLFEmjsQ257wTKKjkzUGGcsfoS+0npeeJZEDLW2SxfYO55iWcMIk+PTT8WdzQZq51gdnmBQBKqT3cN/gJgshhunGWidqrAFh6jsdHf4EF+yrTjbM0vPURicbLl2m8tjOVNaEqaMUs3q1FZLizNFfXhtsaypM/Okho+7iLTUoP7qH29jT2jfLulk4IQerwQYKpKerf+i7u5ausCP52vr+zXMPcv4/sex4jmJ2n9cpr2G+cYdlUNp99gZ6f+Umsw4fIf+SDLP77/0DdnaUvc4AgcreVpNwppITvfMXhsz+f4YlnTPaMqzz5XoulhYi9+zXe874UVy8FnD/js//Qu2/VvSOsVmitQDcV0sX1ufsokARuTK5XX8eX2/IQ9/hs6TmT/KE+xj97H7kDvRjFFNWzcyi6Smo4x/l//ixP/6uf48rvvg6AaiSrgJ77htFzBsLQmP3OVcqnp/CryWTU9ivs630iaV3orA9Tv5tQ2Hc/oddGKApmvpco9GjevATEZAb2IjS963D07SHse8ZtXuA9N76IY6JanaV/93to/b1Yxw6ROn6Y9AMnyD71KO0z56n80ReIa50UwLKuMFD/6neIG81NH8hwqULU6hCQVAXpOmi9JZAQLCwhLAP/xiRxTwklZSFdl3B+EX148IdSUha7PkQRQlUTI74FhGV2cmJRYjB36/ykXAnRh40mtS99Heftc11vuzsQ7Cs9xkj+ZCJn2p5gunkWQ0nRk9rD/tITDOWO89bsF7GDCk2/jKVmMdXsyval1AixjLG0HOnbtBNyRj+KUHGCOs5taad117HD1rSx41P7/llqz57bNK2zGbq2HEJVUK3Eu+vZU8KeKIMEvZgiqO5myYTEn57FGB4ifeo+iGO8yZurXuAGK6P0yeMI08S7MYl3Y/K23yRs62B+EWPPGPrQAEo6jRKrhJGLgnJbX+jdw9xsyD/9f1b5yKfTnHzA4JkPWYBgfibkD367yUvPuhw9qfMrfzu/68f+YSHwYtxWSKF/7fgluez19fitasDs1TaPfHqA/Q8WmHy7edf9xnd0ni2f+pUlpr52kaH3H+T6H76Ju2RTOjlEajiHmtJxyzbZPUUUXSF0Arxym6DlceU/vYrZk6b/sb1oqX3MfPUqPZl9GGqaMPYxtRxpowcvXL9SzaaHGCgdQ1MtVEVntvwWIElbveTSQ8Sdvue35l7GdhaxzCL9xSMYeg5V1ZheeGPLz9OpXgZ7TqIKjSj20dWNxR+kjNHM1MqqTzNSqGYKI9eLjCNArJKMdhFhpZYoZ2XSoKlwx4pCMY2EVIVMlLS6yZ1sBykJlypJ3vrMedSeArn3PUn64VOkTx3HefsiUbWOjCKCShUT8G9OJ2VfGzbTIclbdpwVf3qOYH6JpA6947WqCtIPEsVCVWFZy9WfXu1b/U4KHYWVCrHroZUKqD2lzX8oQO/vQ6gqUaNJ1OheoXJbRBFBpzJALeRRUlbyvN0FSfZuMZA5RG96H7EMuV57man628QyRKAw0zzHYO4oewoPcrjvvZye/XNsv0wmU8TSsiv7yJtDVJ2bFK0RDDWDpeVxwyYZo5dIBnihTfBOKBPu0GjDDgx35AX4tTZ6PkVoe5gDOYKmS+zu8kMZS5rPvkDu6fdgju9FH+gnLJfxp2Zwr14nuL3UYfki+nsRqkrq/pPow0PIcO056UNDqPk8cbuNkkpheTmqzlTSP3qDhu53Ymkh4v/36zWCQG7S0GMtohDOnfGpVWOe+2aKfNbCi1u0WjG3JkIW5yPKixHlhZjpm+EaX6RSjnn+uy7lxQpXLwWbhtP/7W80yOUFM7e6fznSmWSV0W0Dia3QrgUs3nQ48HCBUx/uY+FGGyOlMn5/jhPPlNatopplnxtn6lRnPT78N8Z45QvzLN1yCbwYM63QM5bi8otVnGa4uwsVKYn9kKDlEbkhft0htP3k305A8fgg1XNzGAULLaUTtH1iL8JZaOJV2oQtn6H3HsDsTdoitrxFsmYfqqKv6OxvBFPPkk0PMLN4migKcNwKlllEU02EUFgoXyKb6qeU24emGiiKjqrqLFTPYxp5egsH0DULIdQNP1cVA0WoLFQvkDJLpKyeje/T4q1VEpGigqIQOk2aU5dv0zUXRP5uSVAm8CZuoQ8NoPWWsA4fwL2wGkYUpoHW34s+OpSsaOuNuxc9h2QVqYgkRx7HSNcjcj1iz8c9f4XMk490CKuJkyn9AO/ydbJPPoJ5aB/hYnldPTmwGuJefiDDcNPQ7rpHdrciE9vAn5ohbrZQhgfRB/tR87lE1WwdBNaRQwhDJ5idT+q8dwkyjAgWFolbLZRMBn14CH2wn2Bm897bu41SagxLy9HyF1loXcGPVlM6UeDTcOdpp2qUrFEMNYUT1JOmU2oKTTGIZUTW6GWyNoGpZhJxI73UMdwl3BWj3eXktFXufhcmuK4NtwxiIjfA7MsSeyFh2ydsekTePTygm1ycc+kKwjITw93Xm6j1DPSj9fbgXr2Of2tqzcO5rKerpCy0UnEdU1xGIcH8fDJBSLky6crbY70CzJRK4Mcdpa7V7V1X8uz3vKRnswTNUIhjiaoJ4lAmPX47h1y+J426pPl2xMR5SKkaFb+NLiw0JU0kAxamIpamQRMpNCES2Uvp4bVh+prJrasRhppBiX0UPGIiVBV6+hQyGYWrF33CMKkZHxtXaTUkqgbptMDzJIGfDG86K6hWYjQV9h3UkDFcuxJit+7t4Wks+dx4s8HR95R48KP9VGddhBAYKQW7Fq6Q2pbh2RHz19q8/uUFjj1V4r4P9mFXA0I/RtEEVlbl+uv1d4w7IWOJUFfDs6ETEDQ8ek+NUH5rhoEnx1FMDeEmRJEV0tvtqW5inKC24oErqOuetWWEkYfrNxBCQRIRdnpiyzjCD2zqrZsEQYt9I+9NPkdi6NmEOCljTCNPKnQRQtng80TH3A9sqs1Josinp7B/w/MI7NqGn0f+OzupeldvYI6PoQ/1k3nsQWQUJeVgmoo22Id17BDCMrFfPZ2UHi0Po6YlIV9VRXT+Q4uTsq5CDhnFyCjqbCM7cr8ZUiePEi0lq8/EuCbla1pfD8QyYUMvM9WDEO/GTYLpOaxDB4htBzWbSX4TxQhTR81mOpoIdcK5hXd0rO4FYblMMD+PPjqMViqSuv8k9uunk9B1ZzISho4xOoK5fxwAf3qGYHYX77+UxLaNe+U6qfuOY+4fJ2o0iB2XqFpb+1u1U6JXKhLOL+w8n74JMnoPitDwQrtTBbKKWEaJ5kJQpWANYWlZnLCRNMxSTCwtRxj7GGoaO6iSDhJ9hLRRouLcJK2XcMPG1n0AFIGatkgdHEIrZpIo1ia22z47iT97b7yqHYTKBUJXiYMYFIXq6VtE7e1KHJbVvTa6ArFKkLhzK9fFfvk1nHMXMIaHMA8fJHX0MNn3PIG5b5z6d76Pe+nyat1yx1t3r1zDu3Z900R/7PvE7Tae2u7U1EpafgVftkjldFIFHd+JUPWOgIgARVUI3AjNUHDtCCHAymr4boRuKPhOROjHRH5MGMRrSpNUoWIo1koeJaXmyOglnCh5CDRhktGLVL1ZMlqJZrgECPJ6H0HskdVKOFGTZrCEF7cxDMGxkzrj+zRu3YxwHYmmg2kJ6pUYTRcUSoLKUkyrJbFMwd79Gqdf99A1wf0PGkQRLC7G2K3VMQqDmFbFpzK9uuqqLXg0ywG+ExHHErcVsXTTWbm+ZiXg8is1CkMmD360n5EjGZpLPldfq/HWd8qk8hpOK0TeFgZqVQO+8Zs38d2Igw8XGDuWQSgCpxmycKNNGKwqzvhORHXOw6mvLd+SMgnTL0y0cZvRmv1vBhlLIjdEtXTMnjQyjIn9CLdiM/bxY9z80jmiB0ZQTBW/7uAu2fScHMLqzWD2pIncEK+6SrbRtRR+2EZTjE37GrfdJRarlxjsOZmkFedfR1V0YhkTRclzG0QOqqKjaSkUoZC2eukvHQPA9WpIGWEZ+XWfL0sKh52mJEHo3HueeJfhT0zhXLiCkkknKmvZDMHcAoplYuwZQcllCabnsJ99edXAaCpqqYA+MogwjKSkyjRAU9GHB0mdPErs+cSuh3flOtJPmMlaT4nSZz+BP3mLsJYYDIRAzWUxD44TLpXxJ24RtTqrsCginF/CfvkNMk89RuaxB7AO7CVYLCP9ECWbQh/sJ6zUcN6++K423NL1cK9eRy0VSR07Sv6D7yOsVAmXysgoQnSU03JPP4nW20Mwt4B3/QbB3C47bnGM/dJrSX326EhC+AwC3ItXEkdKCISiJM5Ufy/moYM0vv5tonBjzfOdQtcsIGGJb6QeGMkQP2ojAEPN0PSXCGMPXU2R1ksrteJu0MT2K2iKRUbvARTSepGaO72l4VbTJqmDQ/T/3NMYw6XkWc4k6avY8RG6imIZhNUWM//u6z88w62mDfSsxdw3zycfbCtUE6+wRIWud1oX3gYhUIuFLRmXccvGvXIN98o1Gt/4DsVPfZzs00+QPnmMuNVK8tkkakvL+rzO5atEtU0IBB0ssbY0x8pqnPzIANPnmxx4tLRyrrqlUhy2sKs+nh1SnmyTKuiMP1ikVfFp13xCT+I7IdUZh7nLrTUDE8qASIYrbRmXu6tJCZGM0QSoGEREmEoKR+iAIK0V0YWFHVZIqwWcsIlHG02DkVGNA0d0IpkcavJGyOsve/z0X02ztCC5eNZnZjpC12H/IZ1MVuC6MFsOGbqmEscwO3VbGZ2usDjp8s3fvMU3f3NVvesP/+9rGZJnvrXEmW8trfms3Qj5/u9O8/3fnV43xpdeXP9gSpmsvL/+b25ueX8Arr5W5+pr6+9jHEpmr9j8+qdf3XYfK8cNY+zpOkbB4vCvPErlzAz1y4s4sw1SgzmcJRuv7iIB+1aN2oV5+h/by/G/8zSKrjLz3SuU31y9xoYzmxhcs3dd/+tlBKFDtTFBrTnJSP/D9OT34Qc2qqpjGskKOmWW8EMb57ZSoatT31k+a9JWz0rpydrPeylm92CZPUmpilnolL68Q5DLMn5yw/deynglTH37NvYLrxFMTpN+9BSpB05iHTuE9H2CmXlaz75M+7UziVhKB0o2Q/qRUxR/8mPrjpF+6D7SDyUykzKOmf1//FPCxUpH1rRB+63zWIf3Yx46AJqKDIKkuca1SZrffhZ/9o5yVClpfPMH+NOzpB44iXlwnMzBfQhNJao3CaZmcS9fx7+5/tl+t8E5dxEZhEka8OhhBn7tbxGWK0jPQxgGWiEPuk7UbFH94lfxr0/sHsnw9vO4cBGlmCP39JMYe/fQs3dP0lFsqQKmgZpJJ9FRNWl+0vzus7t8BoLNClZF51tI5uEgcvBCG11JkTF6kCQyw0HsYgdVsmYfWaMXXTEx1Axtv7qme9+dsPYN0vsTj2PtG6D8tTcIFuuUPnQKgNoPzmHu7afwxFGm/sUXcS7fO6G1+1B5FKPoKuN/7XEiJ2DuG+cJ7c09kNhLVHIQAnP/OP78aks5YRikjh9BzWXXK/QoSpKvumPVLMOQ9ltvk3n0IZRUCiXVUTyTkvabZ5KuOPcdJ7JtWs+/tP6EFCVpL7cBUURKSejHlEaSkLtmKYReTHPRIw5j0kUdK6szeCiLZir47YjarEtryaNV8Rk4kNlQ+ctQ0mS0HnJ6H7mgDyEUwtgjreYwFJNA+oTSo6QPEROT1wfQFB0FhVZYRhM6zWAJP05We4oqKPYofPnzbe5/yKDVjCkWFZ55v8XifDKjuk6SYzfM5CFt1CUPParz7HdiMllBJqswukdl+lZEZiDFiZ/Yx9SrC5SvN1B1hdCP0FMaTsVDxhLVVDAyCVs1sEP0tI6RUdHTOooqqFxvYGR1/HaAbmnEscSrv/t62MZeyKv/8Msdw7NqgL73y78HsWTic2eSDzqfn/vnPwA6TSvuMFg5awBVSZys5V7vt0NVDHryBxjpf4go9tFUi4nZZ1GEgmkWyKQGOHHgpzCNLDemf0CzPUfKLJFJ9XP/oaQ8qdqYoFy/Sqs9v+HnbbdCKb+P+w7+NI5XTxyId2LRLSX1L3+b+le+vanhbnztezS+9r0Nt/WnZvCnZ6l94esgBNaJQ+jD/UTl6hqjDRDVGjS+/j0a3/j++n1Borudz9Lzy59dDbF2enVXfv/zyb9Xmozcdq5bRCPc81dWW4feue27LIqxKeIY9+Jl/JtTpB+4j8wTj6IPDSAKeWQQ4C8s4l66SvO7zyY12ruwwt0M9ouv4l2+inlgP6n7T2CO70UbGYIwInYcvMVpgrkF3AuXiMqVXTsXJ6iT0goYagoFjfgOZU9VMbH0AhJwghpSxjhhA1PLkNZLKEKj5s4Qy5B2UMWPHPrTByikRhBA01siiDcvcdOKGYyBAnO//S2q30uap6SPjgJQ/eabyFgSLjXIP3Wc2PFpX5y6p+vt2nB7Cy0Wn7uK0FQye0vE23hsUb2Be32CuO2Q/9D7UQt5wkoVFAW9v5fUsaOE5UrigS1DScJbA3/7byVhr0qV2LaRYZR44w+dQklZ+NOzSW/Z5XObvEXrlddJ33eCwgffh3XwAN7kJNJLRCH0gX6EquBPz9L47g/Wnavfjjj/nYWVsH2nbp84lCia4MQHBrj2agW/3XE8hCAMYmQsGT6Wozbn0lxc78T4scOSN0nFnyKMfQSCdljr5EUlUkpaorIS2ln1FhMlKwWl0zM2+b7ZiPmD32nhuZLLF4KVqrhlWXIAz5PEEQSB5MJZn2uXA6Io6Ub2/Hc9hJL0G4ckotCcbaMaCqMP9TFwoge35uG3AiZfnMOp+2T704w+0k+mP0Vrrk3kR3h2SORFKJrCoY/uSf6uCuwlh/q0/a403MDG7M3lz+786g4DfztMLUssNxdNiGKfSuMadXv55RSEoUM2PUAQtKk2bzCz8CZCKASdfHXLWcSdfX6ljWEcB0RxAIgNP/f8Ju2b5UT9T0YIoRKGu0swW8EmBnvN99ttv/xnnKzcN91ky85cq9tvfoyV/3WPe9n2XYTYcbDfOINz/lJSU98pnZVRjAz8ROHt9naeJASsZq3C3G/8Kww9TeyuV7hc2X/LpvqFr1D/2reJXTf57QYIq3Wit87iXLyC0LWEHCmT+Y44RoZR0vxoF1nn5fYkGb1ExuhhMHeE2eb5le80xUq67FnDtLwF3LCJJMYNGwRxDxm9hKaYTDXOEMsQL/TxwgaKUOlL78ONbPzY2VJsSWhqoiEyV1uZU2I3SELkGYuoZtN6a4KRv/0JWm9uJqTUPboy3HoxhdGbwSikEapC9mAf9mSF2N/8QmQYEiwuUf/md8g8+hDWoYNJLjoMidtt7NfeQOvvxzp04LaNku2iZgt9ZBhjbBSQawgpje/+AOfiJeJWc82x7NfeIGq2MPfuQespofX3Ju9gFCHDgGBhadNmAcsh3M2IUTder9Jc8og3qNMr32wjYwjcjcZCEslgpVZcwrqbv9XDcOc3cZysoIEN232uObIEzwXfW50k7TvY5IET4dY8UkWTdK+FZqlEYUzQDlF0BaUjTBJ3csJaSkXPaDh1nziWZEoGekrFzGgEboTXCHDfrUZ7FxHHnZwdbEqwjFYM7yqklEiSHLd/h2KflBFBuLFHv9Hnkhh/F8UrfphQCzm0vhJqMYdiWdgvvUlUb2Ee3Is23I/QEmld+9W3iZstzEP70IcT5zupwhKYR/YnZU3VBuFCGVSV/CffR+u7L3Uh/vGjCwUVQ02T0Yq0wzqxjDDVRGAniD10aaG6Kl7UJpJJQxtDzeCFklBARi8SSh8/dhCIhFsTLKHVffJGLxKThuqjKxbNYJGs1osX2wRxYtDjZou4uU0pWRwjPf+uZV4FSrJyVnQ0oZM2kooJXbHIGr14oUUkQyIZEHT6z1faN8mbA5RSe9iTP4WuWDhBDVXRyZuDFK0RYhlys35mZc71whZR7JPSi2iKTtNbIpZRQvyMHILYpWSN0varG0bWbocMI6Tro+VWe19EtoteymIO99Cu2RDFKJaxRqjobtE9OU1RUHQ1MaJhF+ENKRMD/WbSRUgtFVcbsperuBcvoo+MENXrqwZVSmLPx37tTfT+XpRUKtH7RSJdj3BxCffKNcJabV2OJpidJ/YCwqUyxugwaqGAUBRizyNqNAkWFgmmt8ktbGILqzObTwR25Z2r0dwNbLUY8lsB9RmbVNEkcCNaiw72kovfCgidCCklfiugcqNBa76dKEbpKq35NnGU9BMXiw6qoeK3Q1qLDkH7R9OY7AQtb3FlBXynAd4KQdim7ZY3zYv/uEAYOkJTky5ymRTmkf34kzPoIwOopTxRw0aYBtbxg3hXJjDGBlF7ikSVGkoqUegSqoI+MohimYRLVbRSHn1kANR7nxTfzdAVi4xWZHmy0hUTU82gKTqxjNAUEyesk9FL+JGDEAopNYcuzNUFxMqkIG5rsiTQFQtJnPAm1Cx+ZJPScoSBT8A7FM3ZAKaaYTB3BF1NdZr5dMi9epGh7HHCOBHOcsMG041E6MUJ6yza1wFB0RpmMHs4IaMJFVNNZEwX7Ksstlf5Tct12YaaSkLnQY24UyIZRC5u2KRgDjHTuoDcpoFPZLsE5Sbmnj545RJICMpN9N4cuUcPJ6HzY2PIIEJ2Ibm8HbqaQYKaQ+xHhE2XsOnh19rdlYHFMVG1RuN7G5MQgoUl2qffQlUhlxek0oKFuRD7ldd2dBHLiCoV/HqF+Op5An/z9ImVEgS+3DTq9uOCwAmpTjSpsrnGsVv3166ib4tK1KdarFTU/RiNY9W5u/yU69dx/a2Jkz8OiD2faLpK64U30IcHKHzq/Si6jjB0/IlpnLcuoZby9P7SZ5G+jzANgpl52q++jbF/D+ahfXg3pkg9cAy1t4QwdYzxEbxLN3atvOjdCl01SWk55trXiGVIzugj6fGuktJyCGDev8ZQ+jACQRgHxDIirRcByVz7KkHsJsI8iokqdBSh4Uc2XpSspIPYIZIhBWMISbwhS3u3oJoaKAIZxSsRXFPLMpg9gqmuCjm1gyoC6E3vTfTgZUTLX2K6eb6TL1QoO5M4YQMnrNOX2kfO6CeUAbZfoercYrF9fY1YkhfZOEEdN2jgR228qM3yROZHberuHKaWpeHOE23TkyCs2jhXZ9EKGZYnRG9yAWusl/x7jqL35UkdGMSbLhPW770/Rteuv15IUTg5nAw04MzUiXbBcwAo9Sp8+GMW7/+wxd/5G/cmxt/br7DvgMbVSwGV8nprIgQ88rjB9SsBlXLMZs103tW4Tf11hUC1+vEayDV/6YTN78XIyg3+/m412stDs8U4yQ3+cs9j9KOCv6Dxie02ke1AFBNVaqjFPGpfkahSJ2raHYe/gVLMo5YKncYXdlJXXa4m5+B6xI6L0DTUQh7zyH4aX/7e7nThEuvfrc6/gPXv1IqQ2g8BYewTxB6jmeNUvVnyev9tehQSVRgMpA4QywhDTWOoSTpOyph2WGcgtZ922MCLWihCI60Vyeo9NP0kEqQpBrpqUfOmeaD3U1yofb9j0DaHUBLej5QSuUMbX7pvGC1j4C61aFxdIg4i6t4sr0z9wYa/VxQNVbeStGPooxs5oqCNZmaIoxAnajJZf4PJ2hublmouI5Yhs83za/Lhy2j6izTL3+dyeROi5B3wpsuUv/wa8bIePNC+lFQkKGmL7P3jeLNVlv7sJdzJey8v7L4czNQwSulOW8R35indjd3uP6jx6c+m+K1/HVEpr79xQsBf+etpfufftmg25La54ncVBBgpjdEHe+k9WKC0J0NuMEW6xyLdY2BmdRRD7eSmIQpignaAXfZozrepT9tUJ1ssXqkzd75K9EOQHE0fPIK/tEBYr61+dvgYzsS1d0wKUtEE/YcL9B8qUBrPkh9OkxvOkB+w0FIamqmiaIlgeuCE+E5Ia8GlNe/QmGtTmWwx+3aZpWuNv5QG/C96fNRcBukFnb7YPYTlKsHsImohi1rMgaqg9ZaIyjWici0JoeezSVOGvhLLJtS7MoE+2EfqviOgKonRv4dJRKiCTK/F+OMDDB4vUhjJkO23SPea6GkNI6UR+jGhF+HbIe2aR32qxdK1JtOnlyhfb+LUvK7GJI65q7Fzoxau00KQtCRuBPMrpFZNMRhOH2O2fem2VbLomHS58q/bRYPq/vzKicw71zp7EqT1AmXvZqd2efMTHTyS54HP7uHxv7aft788xbf+2XnsSvfO09Lrt8jsLdH70Bj7fuZBymemmPrKeWS08TEH9j6GlevDd2q0qlP0jp6iUZ5AxlGnxa4k8G0a5Ykf6rsrg5DoTsK2lLQvTiUGfDkquUu2s/tysDBOjLYi6CpyskX51UYQAvoGFP7+P8ozvk+l1ZT8+X92OP2av8KCPnpC5+f/Wpre/oSkMjcb8R9/02ZuJmJgUOFDH0vx/g+bHDmm0z+gYtuS53/g8vLzPtVKzPh+jZ//xTQPP2qQzeVpNmJuToS8+pLPs99Nlt4HDml85BMWR0/oaBq0mpL/8581mZ+NiCI4dkLjvR+wmLoV8t4PWeRzgssXQ1563uOVF3efmKXoCgOHCwyf6mH0oT4GjxYw0jqqriQEMlUgVIGiiKRX9m0rBM1QMNIqqZJJ7/4cURgTB5IoSERjdvvBllJy+VvTPPsvzq58Zu3dT+S6q4ZbCLInTuHNTBHtkuEWAjL9FkMnehh/YoA9j/VjZnRUQ0nGSRUoWvInQqzpcqYaKlbeINuXIj5aJA5jojAm8mJaiw6Tryww9foii1fq2Es/iuGZd+H4CAXzwB70kX7UXJbmt18kmF0k9dBxrKMHSB07iNA1Gl//Af7UPGoxj3loHGPPMHHbZXlZFy5W0EoF9JF+3IvX72pSVFTBwLEiYw/3sefRfvoPFdAsNRkbTVn3bhmagp7SsAoGucEU/Qfz7H8q5qG/chC34bN0rcHNVxa49oNZ7KXN88KBGxHfZTc0YI3xXf57GAcsuhN3hLbXavutV/pb/61AJKtR+xJhF02YhNIRrFK2kPncBMX7htEzBo2riyy+NIGeMzFKafxKe0NxpcC3iWrJc5YuDBFHIV67Qq40jtsug4wxUgXkNmSyHyq2q8q4C3RtuEPHx1tqkR4rETZdtjoToRuYPf2YAyN4CzO48zNb/h7AsgSZjMJbb/q8+qLksfeYnDip43uS11/xMQz4ub+W5s3XfeyWJJcXjIyq/NTPp/k3/7xJsyl5/VWPQlHQ06vwra+5zM9FzExH1GsxgS+Zn434xpcdnnrG5Pnvu9yciCgvRczPJQ+6psGnPptiaTHmS593ULXEkP/Uz6f5vd9uUa9JDFMwNKKyZ1zlG192kBLqNcnc7O4K6gtFsPexfva9Z5Ce/TnyQ2ky/RbpotkJ5XXxkojkJVQ6fJ2tewfdO2QsyfQmHYjUTIb0gSOYo3tAERj9/SRqeTpaLr8rrQ6FIhg6UWL0wV76jxQo7smSG0yRG0x1ZGu3H6OEYyZQ7ngTpJSke0xSRYPRB/uo3Wwyd77KjRfmaczsXlOd0TGVgUGFOIb5uYi52d2LgrwbxyeYnie22yu64ULT8Kfnka6Hd+kG4exiQjAT4E/NIV0f9/xVguk5QCB9H+/yjaS0KUpUHIWu4V3dXtTnTgydLHHwfcP0HylSHMuQHUiRKmzTdGjFNxbJ7GmukuHSPSbpXpPS3izjjw9w9fszTLw4j9sI1hmh0Ak3rFK5F0jilTz1ve7Hj5I89zsNGcVoWQM9b6HoKo3Li8g43rTUslm92XluBYqqoyg38doVotBH1UwUVSO035ne5+8m7IjeKsOY9s0KWj7pdrUVFCuN2TNA7Hm4CzPbexwiKV164xWfpcWYVErwwMMGh45onH7dp9Sj8J5nTK5fCfHcCF0X5PIK+w9qCJHUKV+5GDK2J+ChRw1ef8Vj4vpaY1qtxLz2sk+rFfP26YALZwNat2l2F0sKjz5ucObNgEo5QhGJQ3H8pI5hrGVgCQEvPOvhe5tWBN0VVF0hVTQYvr+Hwx8eZfyxAVIlE1V/B5Wx3glIOmU9CoppoaY7pA1FwZm8fk9hcqEIUqXEYOx9vJ/RB/oo7cmsCMXsBoQQaKZKaW+O0t4cA0cK9B4skOmzmHxpgcXLdXwnvGdPes9elcFhlTiW6DrMz8X3HE17N49PVG8S1TcmQ4aLFcLF9ZNuuFBOSr5ug9pTQOspovWVCBerGzcJ2fC8QU9rDJ0ocfjDoxx4Zphsv4Vm3jsbXdUVMj0W6ZLJwJECZl7HyhtMny5Tm2rh26uG0HdCom6qc3aIrcpLd4IfhtGGJAUrFAUtrWP1Zamc3lqpzndqG34eBg6GVUBRdaLwRzMythPsKMetpnSqp6fofXzflmZbRiGx2yZ0bBRd7yqE5ftQrcYsLSYP87UrIY88YdLTp6KqMDCsUiwpfOijJm4nLx1HsDAf7VoUYmBIodij8NiTBgcOdV5kCYvz8Rq1RM+TXL0cEnQi47uV8lcNhdxgirGH+nj8V4/Ssz/X3cr63QYpiewWrYtn0Xv68Oam8ZcWWa7JDyrrO7x1C9VQyPSYjD7Ux1O/doLCSAZVe+edGitvMPpALyP399B3sMCbf3SN8vUGbsO/p5VToSjQtMTYDgyqCBHc0/P0l218NoM+2Id59ADEEe75q129hEIRWHmd/iMFHv/Vo+x7z+A78n4JIRCaYP9TQwwdL3H2i5Nc+e40i5fqKyJOvh0mfR9+zKHnTCIv7DDK5T1VqPjuD6liQwjUdFKWGLWTZi7C0FCzG7fW3RAdYZzYDZD+zp2k7kPltk/QdBn+2HG8ir1lUwMhFGQUEzntrichwdqV64r08m2qRgvzEf/4f6ozO/3O9XktL8X87m/ZfPebm+enpNxeAGXHEDBwpMDxT+3l1M/sR7d+9Gt943abxulXiVotYvf2Wvi7myyFKhg4WuTUT+/j1E8fuJdd3TWEIjj60THGHurj9d+/wqVvTVO71brryebalYhHn1DJZAWLC+G9dbf8Szg+m8G9cA33ws4UqFJFgyMfHuXxv3mUwvD6nvHvBFIlk0d+6TDDp3o4/UfXuPC1WyDBbfg/lH70XWOZSS9W9RsT0vzOmeIb7l5ZTe/dzj5vXFtCS5tY/RmMgvUjQQZV0yaljzwAQOVbp4ltj/TRMXo//Wh3O5AQ+wFhpUnr9A1ab03sePXXPTlNSoK6w63/fJrckYHNRViEwBocRS/2dv7d3f5TacHomMqhIxpXL4c8/h4Tz5PcnIwIArh+NSSXFdz/oI7nSirlGFVNViy3l32FYWJUe3qVdaFySJ6LVkuSLwgMS8BtofLrVyJMAw4f0bh+VWXyRtINrNQjqFXlOynxy76nBnn8V46y55G+uyJ5vFsRLC3e8Ykg//BjtM6dId5BLZ6eUnnwrx7k+Cf2MnCksLsneRdI95o8/bdPsvexAd74/atce3b2rvYzNq7i+5KoDinr7u/7X9bx2S3kR9K8578+zuEPjmBtl8feZQgBow/0UhzLYuZ1Tv/xddy6T7SF8uQPE0KBEx8d4dAzAwyfKJAfTKHqCvVZh+svLXL+GzPMXqgTOHd3vpql8BP/64Pse7wXGcONlxb58v/2FqEXkxvvQS9YCFUhtH84qotqb5Goevc94JW0QeH9ScOb+vMXiG0PfaBA7pFDODfmu2rgohs50sfG6P2JJ5n+jS/QePUKsdv99Xdfx523SO/twZ4okz8yiDNdI96ojltK/OoSqpUmM36YOPDpJv5RKcfcmox6vCQCAAEAAElEQVT4uV9MMzqWqCp95c8dXn7eQ8okh/3r/7jOJz+T4id/Jo0QYNsx3/66yze+7K44LBPXQ15+wee/+x/zlJdivvN1l1df8lZIPzKGz/1hm5/9hQw/+wtw9VLAC896vPS8j+dJ/vk/bfK+D1r8/f+5gKIkPMuv/JnL977t0rbfGXew/0iBZ37tBH0HC12ThgDiKMatB9SmbCqTTbxmgNdKxls1FIy0Ripv0H+0QHE0m+TJd9EnkFIiI0lz0aG14GIvuUy/VQZFQcsXCGtVtGJP0lN5GUKQGj+Afek83RbR65bKe//e/ex/zyD5kfS7wrERQqDoMPpgL5leC9VSuPyt6R2vGHp6FCxLcC/qpX+Zx2c3YGZ13v/f3s/Yw32YeeOHnn5aPl66ZPDUf32C5qxD9WaL0PsLXnF3yks/9Y/uZ/zhXlIFnSiIsSuJvHNu0OLUT4xx4Ml+Ln9/nlf/6Ab1LVQkN9q/bql85h8/wMGn+2lXfC5+Z47X/nhiJdpgFFMoprbSSbIbqD2FRDI3n0X6IVHTRi3miO12UtuvKOgjAwSzC8RtD62vB6EphNUGSEnmqYdpv3KGYG5pfZOrLhBUWtz83/9k5e+dSyWs28z8y68QNrcnrwpALWTo/fRjlD7+MK1zN98Zwx3ZPmHdofeJ/YSOv2Uf5DjwCeoV3PkptNz23n+zEfPqix7Tt0J8X5LPK/gB3LgWUqslNzSO4czrPo4tSaUEQoEwgJuT4Zoow+JCzLPfdZmbiQh8ydStkEbjttIJCa++6FGrJCv2ej1mbiZa+e7C2YC2LSn1KAkbW8LEjYhlQaZbkxFf+YJDs7kDEtFmfkvnwX7slw/Tsy+PZqnbTipSSpyaz61XF5i/WKM+007UzRo+kR8TdfJmQhWomkA1VNIlk0yfRf+RAkMnSvQfLqCnurv1oZ9okDfn27SrPk7Nw234uI0g+bPu47dDAickcCPsRQdFN0gfPErj9ZcoPPpEone+bKSFwOgfWGvMt4CiCR79pcPsf2qQ/FAazdgZiSgKYrxWQGO2jV1x8ZsBUadBjFASByeVN0n1mGQHLKyc0TURUAiBbmmU9mZ55BcP0y57zJ6t7Kg+3vclpilQlNvSQzvAX/bxuVcIVfDwLx5i5IFeUiUTZYdOTehFOHWfxoxNa9EldCPiKMnFLjvHmR6L3HAaK69vOf6KqpDuMXnkrx/mzT+8ip76i5VnNbMapz6zhwNP9hNHknPfmGH67RqtJRcZS1IFg6MfHGLkRJHD7x0gjiTf/9eXurp/QkCmx+Thnx9n/xN92Eseb39lmss/mKe54KzMh3EQoRjJvNetw6nmsqiFXFJuHEaopTxxy05EezIpjH1jyDBEGx4gnFtCqEkfcN3QcS9PID2fqNm++9amUUyw1Fj3sQxj/PkqsdOdAY7aHq23bjD8Nz6C0Hf2LOwgx+3hzNbJjPdiT5Q3Xm13oGg6UsYEzTrCsLZdcHsu3LoZMT0rKY5l8G4EtKveOuegXpO8+tLWg+I6kluTEbcmNz+/+bmY+blVT0vRBIXRNPXpNs0WXJw04GaHeAAJ67GURbVdaq2Q+lVB7MsVxSnRIf/IWCI0FemHyY2IO6SFjElYb68jIWiGytDJEvufHkJPadsa7SiIqU3Z3HhulslXFli4VMMue5uKFaw5lqnSdylP+XqD0Qd62fvYAJl+a/tj+jHN+TbnvjSJXfZWnAS3EeA1fdxmsO7eCsNc6RykprOEzQZxu+OFCkEcdEfA0kyVoft6OPbJvQnJqguDkeTPJPWZNs15h9aCQ2vRoTHbpl3x8FprDZOmK1gFg1TJJDeQIttvke1PURjNkB9Ob196J5LzHD3Vy4lP76Vd8ajP2F0bp2o5xrIEhiGIdxiJ/HEYn3uBqiv07M9z7GN7klV/NyS9znPZmG9Tn7FpzLaT/2batJaWDXeMEAJVVzAyGumSSW44Ta4/RXbAIjeYpjCaQdE2iJ4JGH24j9ai80PLs28ERRPk+izu++QI2V6TM1+8xdmvTDN9trbCflc0gdsMkvt3X5FDzwxw4VszzJ7fmAS2PF8LAfnhFAee6Of+T40SBTEXvj3L5e/PsXituSZnbt+qoaZ0hIDQ7c6QCk1F6Hoyl7SdRMe+YRM1WghDRzGNRAwllomBVxTQVISuEbfaSUXLLssjSknSXGUHRDPZcQCUlLnjKFDXhjv2I9z5Ju785rrWy1CtFFo6i1A1Yq+70IpQwMrrHHxmmNmzFQI3TG6wSC5Q0RSEEERBvDKxrByvI5YQR3HSCGPltxFSkmwLRFEiOqKZarIylcnkZOYMRh/qoz5zEzVrYe3tB1XBX6yjaCphvY21P9GZjdoeasYiaraJ/RChJ4YZCbHjI3QVGYSouRSxG6BlLfSBIvbFKaI7bqqV1zn56XFSRXNbbzP0I1oLDpe+cYuXfvPiysq6W4RexNy5KguXaky8uEAcSg5/ZBQjpW19bAluI+DC127hVLvzJKXv0Tp3GoD21Ut4c9MElU45jxBouRwy3LocTNEE2YEUD/6VA/Tuz3XljctYEjghzXmHa8/OcvPVRRYv12gtdNkgQZCU8hwtcODpYQ68f5hMb1IqpKhbGycUuO8n97Fwqc7152ZpzLa7mhdqtZhcXiGdSVbf3eLHZXzuGiJhuh//5B56D3Q5PlISRxJ70eXG87Ncf26OufPVrscnXTLpO5Rnz2P9HPrAKIXR9Lr3SwiBpgtOfmb8ri9tN2CkNXrGM+x5oIfAi3jz8zeZPb82jx2Hksvfm6d3PEthKEVhOMWR9w8xe6G+4b1bnpPSPSYHnujnsb+2j2y/xdtfnua1P56gtbReVa5+qXv5z94hHd0QOGlBKESySAqTrpHS8xOWdtslmF9K9O2n59FHBgGZaNhHUWJhoxglbRHbbWS0O3n1uO3izdV2FPKHxDZJf/MWwZvhHaEux2FAHAYIBN70RFeMOTOr07s/T+/BPJOvLJAdSNGzP4eqKdhLLrnBFLqlUZtqsXS1Qbu6umLuO5inNJ6jMZuw2IujaTRTozLRIPQjimNZhCJozNpEQczwfT1UJppEfoyZ08kPp0kVEnp/9tR+tEIaYWikj4+hl7LM/c53WO4TrKZNUvsHQRXEbR9jpITek0MGEd5UGe/WIpkH9qP35QkW60S2u2E3GM1UyA+nOf6pvdvmnaWUVCaanPviJK/9pys7uhd3Ig4ltVstvv7rr6NZKgeeGUJPb77aN3M6A8eKnPqZ/bz8W5d2PNm2zr+VuOC37b/+ygt3sMzXIz+c5siHRzj+8T3bH0QmXAS/HTLx4jzf/adnaC26XUUi7txPu+Ix8eICEy8ucOZz13nm797H6IO9pEtbO1fJCkzw9K+dIA4iLn5zCr+1vfe9Z6/GxfMBsYTDh7XlFsrb4sdlfNbviK6eQSOl0XswzyO/eKgrXkfSvlbSmGvztf/1tbsK6berHjdfXeTW60u8+QfX+ODff4CD7xvGyG4fTfthI9tnMnZ/CQQsXG5Sm2pvSj6bPV9n4HCenvEMB97Tzw/+zaV1z6gEfCdCNRQe/Oxe7v/UKNkBi8vfn+fr/++3ie6xJFBR4b/7P/aw96jF7/15gee/4xHMzGMd2Ufj68+uPBNRtY5TrbP8IgVTc+v21fj6xk2v7gWNly/TeG1nc7NQFbRiFu/WIjLcWbitK8Ot6ZBKKZiWoNWMSaUFngeGkdRS+76kf1BlbiYiVxDYzSbu3PocwFZwGwGLl2ssXCqweLlG78E8QTvE6LUYub8XoQpe+Z1LnPj0XlpL7hrDLaXEyGggEwlDzdI4+4UJHv2lw5g5HXvJJfQiRk71kiqalK836D2QRzMUytebXPz6FKd+al+yrzhGGFpCsput4l6bQytlMEd7EwMsQO/LY5+bJHVomKjhECwkHqgMI9pXZjHGevGmlhCGhpZNoaTXD3Npb46jH9uDamwfvqvebHHpG1O8/vtXdzSmWyEOJd/4397gp3/jKQaPlTA2OMdlWAWDx/6ro5z+4+t4rfWh8a2g9/SSPXEKa2wcYVpE9SrV579L5LqwiViEntLY+9gAj/+NY10fZ/58lTOfu87bfzaxK+UrAOUbTb74D17i+Kf2cvIzexl/YnDbbVJFg/t/ej9CVTjzp9e3/f3ERMj9D+qk0wpzc1FXRvvHaXwAjNE+kBBWG2QeOULzubPbbjNwtMjDv3Cwq/cLwG+FzJ2r8JV//CqtRfeeogEylrSrHl/5X17hgZ85wKmf3c/g8dLd7/AeIEwT1bII62vD21ZWpziaTnQqrjYIt4jgNRYcmgsOmq4wcDDXccLXD5Bvh3zo7x1n78O96JbK1WcX+MI/enPX6/ids5dxzrooqRSNbz6/8b36Ybd9lBJ2eJ2x41P7/llqz56DLThjG6Erw338fpN8QWFxPiJfVPjwZzLUqxGOLfEcSRRJcgUFVRf0D2o8/+02F8/6BDsI/cGakm36DxVQOyG4OJbEQdIfeiPvWVEU/FZIdtDCzOhkek0Of2gEr5mQqYSm4Dsh9Rmb/FAaPaVRvt4gVTBJFQz2PTmw8oK33rgGy43Oow4BLQypfP1N4o5X1L44TewHuDeX1urQdlbljRc7K1NBou2OIHbWshdzQyn2PtbflSd+7QezXPvB7M5XSNvAawWc++IkupUoSW0GIcDIaBz6wAiXvz29o57bxSffi784T/W57xL7HmouR+kDH2Ppq18gam2cdjn4/iEOf2gEM9ed0teV705z4Wu3uPH83K4ZpWXEkeTKt6exyy5uPeDox8a2/L0QSS31/qddFi7VmH17a/nFOITXXvZRFEGh2N2q7MdpfACiRhtz3yCZRw7TPntj29+ne0wGT5YYf2Kgq/crcEJuvDDHS791KdFb36XXTMZw/qs3iaOYY5/Yy/gTA7uz4y4hTBNzeBRzZJT6C2tXmYomVshxvhtt2X8i8uOEBd4h0wqxtlEJJHPEyY+PkOmzMNLJfgeP5hk6VmDmbG1Xr0uGEXGzTdzpMPcjjx0abejScCsqeL6kXou4/xGLdFpQK4PrSqJYYqUEeodcszgXYrfihHm5QwRuxMSL8yBh9mwF0cmbLXe7QsL0G0u0a2uNYH3axqknn+VHMmimyuLlOjKWSClRVIUojAmckPqUjWqouA1/pcmCEILy9WaSp3YDYH3+NQpX81yR12lIvwlBbztWoZHWEgLL2PbklMZcm4VLNWpT997DdR0k3Hp1kX1PDtJ3ML+p7KMQCev5wDND3HhhbkeGG6EQ1Gt4C3MQRYStZkIW2QSpksnog30MHi91xQCeeavMle/OMPXG0hpJyd2E3w6ZO1dFUQWlfVn6Dxe2NAiaqdJ/qMCRj4wye7aypSEYHlOxL0kUBYaGVS6cC7dcLPy4jY+5fwi1kEEr5RCqgjHUg3djffjzdgx0qif0LaJIt+Pmq4tc+e4M1YnmltUyAEamhJEpoqg6oe/QLt/a8ve+HXLjpXn0tEZhLENx9C4JaUKQOnAQva8foenovX34szM0z57BHBxOKjU0DRSF1ttnEIqCuXec1Ph+tFIPMvDxZmbw52YTZctYEgXJtW5XJqpoSYUKLPOENh6jbJ/FxGtLRH5McSxN374sT/3qQb76T852yMZ3d+kbQkrY5YXMrmIrh3EXogFdPdnlhURWtF6NqVcjzr7pUV6IsG1JOiMY2asRR5LJ6yF2M6a8EN2VomUcxFQmklXYZoZqo8+dDtNZyiQELIDqJmpNTtVfnye7B5m9u0GqZJLtT6ID22HpWoPGbHtnxnIHaMy2qU3ZOFWP3FB68x8KGDrZg5HSaIutVyVC1TD6B5Kgg6ai5YuYg8PIKEIxzS3lTodOlOg/VCDdY2553lJKAjfi6vdmWDhfxiCgtE9naiJxqnIFBdeRBL5ECDBTArednLTe0d8IAzAtwfAejVs3Arbiy7l1n5m3ylz6xhQ94zlUQ9nSOGX6LcYe7qM4mtnS6QoDGBhUME2BaW5viO9mfKZPL23ZqWo38E6ND1Ki6AnBSwYhWim75fsqVMHA8RIDR7Z2HpZhl11uvbrAzJkyobf9pGVme1A0A0XVUHRzW8MN0Jx1mHqzTN/BAsWf3t850W03WwNF1zGGRtBLPYT1OubQMLHroBdKGANDaPk8kd1C0Q1SBw/hTd1CqCpiOXp4B4s69GLatWSBke4xtiQXmhkNI6MjI0m76m9qd5qLLue+MYPbCBg7VSJTMjn01ADHPjTE+W/M4DR2lma7E+9iMw2KQE1bpA4OoRUzCF3b9B7bZyfxZ6v3dLiuDPfU5KrRePW5tRPA4IhKsUcl9CWXznm0W3LdvKwJE0OxCKVPGPvE7L5i0PLD1K54ycpiq7t853d3/FsRGpow0JS1CkteZBN10eZuO2QHLLIDqa5+u3CxilN950Tz40hSn7Kpz7S3NtwkhCgzb6DOO1uy2oVhkD5yHCQI3SC1dxyjb4DY9zqM8nBDr1MocPD9wxTGMl1NutXJJpe/PU1Ydxg/qDN+MDHcqgpj+3TmpkPqlQgrLRjbp3PjciJO0z+kImXikGayCo+/L83iXBNHxuh6sroIfIl/h6yt1wx5+/M3uO8n95EfSa+sQjaCbmkURjLsf2qIN//k2qbP45XLAcdP6GQygpnprXPcdzs+9Tu6dQmhoqsmImn9RSwjwshFyhiBsq4RZLd4J8bHm5hHhjFGhw28XYtEK6/TfyhPcW+2q3OeO1th5mw1Ybl3Ac3K4jYWEUJgFQZQjRRR4G67iqpONrn4jVsc+/ge9LSK2KHlFoaJYhiEzSb2pfMo6RTurZvo/QMIXcebmcK+dAEtl6f/p34O59pVvFuTQMIzabz2ypr9ea2A2nTiMPXsyXRC4BtfRq4/Ra7fIgoklUmbDW+AhJlzNW68uIhd8bHLHtlek1M/sYenfvUQSxMtZs/Xt436CAXyJQ0zpaCqiX5H4EucVrRpBZeZUkhlFHQjeXeFkqQpAl9iNyJ8N14RSVMUGNxj4HuSZi3Ed9fvUDcE6ZxKKqPQrIXYje1DBWraJHVwiP6fexpjuITQVNRMol2+XG2kWAZhtcXMv/v6Joa7+xXkPbPK52ci5rdpcziaPsbB3GPMOVeZbl+gHszf62E3xXK52L2gqA8xmj7GSPpo55PkJXu7+k1mnEv3eIZJSCnT150gffl6E6f+zkoB1mdtGnNb30MhBEKFnvEczbmk5nczyCjEX0jusb+49l4vbxX766/JyhuMPz6wrVOzXIv8+u9dxV508dsRdlNdmXRKfSrjhwxazZgolBw6YfKRn8zyJ79VR9PhsWfSRJHkuW+2mbm5WlPeP6Sx96BB/5DK5FWfs6+vvUYZS+yKx1v/+TqP/+pRrMLWKlxmTue+n97P6c9d35SfsDAXszDXnWN2t+Nz57EzZg+jvQ+TNntASmyvwnTlTRyvgqGlieIQKWMURSOOg5VOUXKb2td3YnwAtGKG2PFpvX5ly+MDjJzqIz+c2VaIZrn85tyXJqnc6J5IG4cBuf79qKaFUFQ0I0118gyBZ29pvH07pHytwc3XFjj4vuGuj7eMyG4R+z7W3nGM/n4Uw6T+wnNkTtyHDDwiuwVxTNhsoOU7tctbDFVr0WPqTI04kgwcytMznqVd9/Gaaw2rEDByX5HhEwV8J+TaS4tdRXrnLtR5/reu0ncgx96HevjArx3l2X93hRsvL22ajhAKZPMaf/X/OshD78uRL2m47ZgbFxy+/B8XCQO5/tgCTj2V5cmPFdh7xKJ3SCeTU/GcmImLDl/53SUuvt6mthQiFMgUVP6/f3aE6+fa/Mn/ucBbL65vgzp+1OJDP9vDU58s8Mf/Yp6v/l5522u29g3S+xOPY+0boPy1NwgW65Q+dAqA2g/OYe7tp/DEUab+xRdxLs+s215BQUNHIgnYfr7/0e9k8Q6gESzgtWxmnSvoisXh/BOYancefDdIFU3Sxe70kisTLbzmva/yt0Jr0aW12F29fXFPmrlz+jrDXRw5jlOfw7OrSN/HvniOTO8Y7VqSU9sWAo5+fE9nst/6p3EkaczaXPzarQ2dtKX5CIREEdCsx1y74LP/iMfEVR9FQE+fShzD9GSw5ljHTpkM79GpLkYcPmly7g1v/Qsr4fSfXOf4J/diZHRUffOTVXWF/sN5ho4VWbhcvzeHctfGR3Bk9GNMLryE7SU68lmzn6MjH2O2cpooDvFDG1PPUUiP0HQWCCOXWnsqWZVvd57vwPjEfog5PkjP0TGk41P92iubGqXxJ/rJDXUXzVq8XGfm7QpOrXvHWAiIIx/phoS+S3XyTNfbeq2Ac38+yYFnhjt9zncAKRGKgjc9Tf2l51aiVkF5CXNoGLXT414vlghqdWQcd0qiBEJfP9cEbkR5osnrfzLJY7+wj0/8j/fxwu9c5fL35rAryXiohuCpXznEyY+PkO0zmb/U4I3PTXa1KJQSajMOn/sHr/Grv/0Mex7s4clfOoCV1zn/9fWGC5I67f/2/9jLyccyvP1Si5e/WcdzYgb3GPz3v7GPVi1Eu+N5UgR85lf6KPRqTF1zOf1sk3YrpmdA44M/W+Lv/pM9/O4/neO5L9Vo1SPsesRzX67y9KdKjB+zuHHRoVldGwE+9kiGIw+msRsRz3253p1YVDGDMVBg7re/RfV7b4OUpI+OAlD95pvIWBIuNcg/dZzY8WlfnFqzfYkBFBQc2v/FcN8tQukThSFO1ERBYV/2AUx191SOjIyOnu6OERy0A2QImjBQhEoQe+iKiSo0NKETyRA3arP8NmmKsdKTV6AQSh9dMYlkQEYtIlBoR3UCuWp4QzcidLtLXxhpfUOFLjNdxEjl8dt1/HadwGuRLgzh1hdQ01nMTAndzBLHIbWZC+u2F0Jw6P3D6KntZV8DO+TKt2eIO41uSn0qe/brjB9KwuV+IBk/aODYErsVE/iSYo/G8B6NhekQK62QSiuM7NVQNcHegzr7Dhl4rqRRjRCK5Or5zXN5fjtk8uUFjIxOcQuCYSLjCIc/MkZ1yia6h8jJvYzPuvMPbGx3ES/osPqlIIjatP0qhfQopp5DVTSiyMf2liimx6i2b61jEm+G3R6fuOUQNdtJ6HEboZfh+3rIbJP/h8SwXPv+LEF7Z2k71cwgtE4d7A6zrqEXcev1RYJ2gJHRd6Qpr6bTCE3HHBpG+8RnEEIQVMo03zqNViyS2n+Q1IFDCF2n9oPvEDtJBC32XIyBQfp+4qewz53FvTm5In7Urgc8/9tX6N2XYfT+Eh/+e8d54hf301xwCfyYnrE0uQELoQhuvLTES797Ha/R/SJCxhK77POlXz/DZ/6XU+x5qAcpwW0GXH9hbfOh0oDG/U9kOfxAmpe/WecP//k8lYUAGUM6q/DWCza/9uujBMHaMY9j+Nf/yxRhKAk8SRgmncdUDWYnPf7K3x1k7xGLkf0ml0+3iWP43uerPPKBPEcfzjBzw+P1761Wt2RyCvtPpMjkVc690qJZ717NDV3Dm6utsMRjN0hC5BmLqGbTemuCkb/9CVpvru9q5+GQo4iJxfoYwHr8F8O9CSQxUsbIzfIO3SplbABVV7aVp5RSJtrjYUxaKaIJg1iGlIxhTCVDK6wgpURXwFDSRDLAUFL4sYOhpFCFjiRGESqmksGJ6mjCJIg9iNaGBkMv6rrFoJHWUDaQjpSA16oQRyFWrg+3VUZRDRAC3cygWzkURUVupOspQE9r9B8udCXbGbghEy8trPIaWjGXz3kszIZUlhIt6e99xaZRizrhcnj2Gy3qlYQ0eeltD00T1CsRQhF87XNNZm6GKNMJWU0IaNS2GA8JU6eXGD7Vs6VhguQxGXuojzf+4B5q8O9xfAAsvUA+PQQINMVksHgSP0ymCENLokltr0oU+QmpUAgUoaEIDdsrE8c7IEfu8vgoGQuha4S1VkfTeeN3Mj+UJlU0ULvRa5eSW28sdUVIW7NZ3FHfEgLBzsTlZZysusvXmwwcK25axbERUuP7kx73F84R1msomkr+8adonnkD58Z1gsUFUBKnzpubQ3ZUwryZKeov+Mg4IiyX17x/SYMgj+f+/VWOvH+QkZNF8oMpho53ek2HMfOXG9x8s8LNNyrMXajteMqLI8nMuRpv/OlN7v/MGMMnCjz8M3upTbc7+fIEhR6NAydT6IbglW83WJjycezkHWy3It56oYljx6gbWKz5KX9DueArZ9qEgSRf0sgWV8f65hWX6esew3sNDpxM8eYPmis58EMPpBkY1WlWQ86/anfNhE8U3Hy03Gq0J7Jd9FIWc7iHds1OFNssY5UweBtc2sREXfO/ujLcRWMIQ0njRi0awbJEnaBkDJPWCoSxz4J7A9kpBkyrBVJaAUWoLLqrdZcSiaaY5PQ+0moeVRjEhASxhxM1ccLGyj5uh0BgKCmyei+6YqGgIIkJY5921MQON68F1RWLlJrHVDNowkAgCKWPEzVwwiah7J74JXQDVaYRqopiWgSNGjKOVvJJMo4T4fsoRKha5+XZ4HpUsVLqthXiKMnp6IqFKjTcyCel5FCFnojNCBVNGKiKikSiCA03ttEUA0NYRDJcNeJKFkWoK6vx2yFjuW0ZzDIUXdm0GYYk0XVXdBOhquhmBs1Io+omiqojhCD014fkFU2hMJImtY36FiQcBqfus3i5tvKZ50rmpkLmplaNy6W3197XK+f9lVsxNxXexviU63LZ3fhki5drtJdc4jDe0JG5HT37sqSKBu2KuypGkTQ/3vD5uBP3Oj4AqqJj6QUA3KCOoaVRhAIINNXA8esEkUsQrd4fIVTSRgk3qCE3EcvZDPc8PrdBRnGigxBLtJ7cxjsR0LMvh25tI+ELHenXiPK1xo7TF3HgoWoGQtVRtO6iZncee+Fynd4tyi83RKfUawVCELVtiCVhpUy4LCl8B6JGHaeRiK9YRZOoEzcRaqK1HroRE68u4bUCFq42GThSoDiWob3k4NR9qlMOlVmX6pSD21zvvDkNn+m3q5z+gsbU6cqGHc+8ZsjF784hpaR3fzZJTdzxgqWzKgNjBki4dtZZowESR1BZCKhXQop9602WaSkM7TXI92hYaQXdVFA1QalPwzAT0pphrD4TdiPm0pttHv9InrGDFn0jOgtTSSThxKMZCj06U9ddrpzpjrAIiZEOyk3MPX3wSqLjEZSb6L05co8eTkLnx8aQQbRhGXFIQLhBGfJm6MpwD6eOUjJHKHtTNOqJ4daEwZ7M/QynDuNEDWr+HF7cYSmaYwylDqMKbY3hVoVGTu/BUsfpMUcxlDSxDGiHTSreFPPuNexwLdtOoGAoFr3WHkZSx0mr+cQAEeNHNmV/mlutt/Fie10oTxU6JWOEfmucvN6PoSSTlR85VPxpFpzrNILFNWHjraCm0ujpHlTTQi/00J66Qex7CEVJjhxL1FSasN1CTWUIWw1id4Ob3xFq2Q6iU14Zddj4TtSgHTUI4wAnbmIpORAQE2EqaZyoiRs1UVAJlYBYhoQyIIwDNEVHV6yO4V57bEUVO+6adCfi0MOwckRRQOja6EYaoajoVhahaJ2wqLrhyk0zFAaPF7tqaRo4Ic3ZNu2qh1BF4nAsb9PRnqfTaUhGnWYZqoKW0gnbfmexJEABoQgUXSO0/RVHavn4Moy2jIQ2Ztq0Fl0CJ8LMbW6YhBCkiiaFkQzNOQe34Xc+V1AMC2RMHIWbOnl3PT53cBDCyKXlLgKCtldB11IrrHI3iPBDhzsvWMoI21va8nib4V7HZ825V5tIP0SxjI7h3vjG9B3Mo3QRkYgjib3kYJfdrh3WZQRuC6GqaFYWRb0Lwy1h8UqdIx8e3dF2/sw0+vhRrL3jyGAExdCxz71N7C83QhIomoKiK0RehKKJFadE1RXiMKa4v8Di+TJxGGMVLayiSf1mAyQsTbZZvG6TfbNO8UCBmVdmiYIYPa0x9OAgubE89VstFENBM5JeD3EQ05hzOfuVac5+ZXrL8y9PtHjhdzYPAmtmwuQGaFRCog3Iis1aSL50e4tgMEzB4QfSPPahPIN7DHJFdcV4mymFTF7dkBNy5vkmRx5IMzBmcOzhDAtTNXRDcOzhDLohmJ/0mb7e/aIurNo4V2fRChmWI0Le5ALWWC/59xxF78uTOpD0uwjr967J0ZXh9qIWURyQVvMrn2X1ErpirIRjc3ovnpeckKlmUIVKO6yt2U+POUrRGEJTDJbcSdzIJq/3kzcGyOm95PQ+zlS/tmYbS80ymDrIkfxTtMMqS95NQumhKylyeh8Hsg+T1Xo4X/veiuOwjIHUfo7mn0YisYMKZW8aKSOK5ghj6RMUjSGm2xe5ab/V1WAphoWipDqNRXKk9x4CIKhXUDQdc2AUPZcnqFfRcgUaF8/gzEwkRJLbEPrxtjrIyy0RFV2hFi6tzFUL3qoj5EQbs2Gb4c4mW81S0azuvP/QizYU11maeGPdZ7fe+ioAxZETSClx6/Pk+w9gV9bWvmqGyuCxYlcFMu2qx+K1BlrGSIyx7Sc1k0hkGKFnTLS0gZYxcBaahE6AkU9Run+I8pvTRE6AljYSQy2geHSQxVduYhStpP2foSIUBXuqttIURobrHS0Z0+keZdOfK2573gNHC5RvNNYYpvTIPvR8Cb+6iFeeI2jVN9x2p+OzcGX9frywhddKJs602cO+wlNkrF4AbHeJicWXuth799iN8VmGUBVi1yOYryYr700yV737c12lEiI/YuFSnbupDLaXJrGXwMz1kSrunB2OhMqNBtEm/IPN4JeXaE9vXo1j5AyK43lyYzkWzy6RG81SvVZLnvF9BWrX65QOFClfrpLqsRh8YIC+Y71c+vMryEgyeH8/TtVFNTWK43nMnEltosbShQpRJ52gGAo9B4v0n+yjPtmgcrWGW90dfQDBGv9709+suWZDcOj+NP/wX+3DbkW8+YMmr3y7weK0T7sVUejV+Dv/r421/C+8ZnPrqstD78vx2IfzPPvFGuNHU4weMJm85HL1bHslfN4NvOky5S+/RuwHKxfQvpQ4M0raInv/ON5slaU/ewl3svvGKpuhK8PtRElIOa2tGu6c3k8kQ1pBBYmkYAyy5N0EwFIzKEKldUcI21KzLLg3uNJ4ubOyloBgf/YhRtJHKRqDFPTBlXIxVej0mXs5kH2YqjfN6+UvdXIAyXamkuZo4RmGU4dYtPaz6E7gxa3OdylOFN6PHdS41nyVJe/mahi+KTiaf5rB1AEGrAO0ggoVfy3LbyNETgtpBqiFHsJGjdBuoqYy+NWlJCdomngL06hWCq88j18rrzPakKyKfKe7nKFVMNAMdce5uJ3AyOiJ1nsXaFf9HZ9Lfe4Sqp5CNSzmLq8X+FcNhf7Dxa5EKdy6T33OY+9nTnZWykrSYrZTAtWcqKBnEhat1ZchNZijdN8wXrXNwBPjzL8wQWowRxxGtCYqK6VT2fEeiCWRHyIUQfbp/YS2R+XsHGFzA3Y5iWJffaZN/5HitufdeyCPlV9m9wqEpqGaKZyZCYSmJatvNjbcOx2f8rWtypsEh4Y/xMTCC7TdJLyasfo4PPxBzkx8jt2Uubj78VmF1pMj98Rx9N4CYbWBkkuz9Iff3UAmUlAcz24blocknbB0rXFXFJXc4CHMbA9CVQmc7TslboTyjeY9l6yuhwQBZtYgcEPS/Wlasy0Qgkx/mulXZjsdFsGet6leraJoCrUbdfqO9eLUXDIDaYyMjlt1uPzFa9z3iyeoXl99Jo20zv4PjlO9Uae4r0B7sb1rhtttx1QXklDxwJhBuxmtk8zuHTbWaANk8iqf+qVezLTCP/vvb3LhNZtWPVqmIHD8scymmag4hrMvtegfMTjyQJo9hy3e+5NFUhmVC6/bXHyz+zA5gAzCpJXomg8l7YtTiQFfpmXskoZ6V7O1G7XwIpuMViKl5nGiBlmth1hGtMIKitDIan0sG1NdSfKr9h0r7mawRMWb6azEly9A0gzKtIIqJXOElJZfMdw5vY+8MUCMZLp9kZjbB0YSSp9F9wbDqUMUjaGkjCtuoQmdPmscVRgr4fe1uXNJxZuiYAxgqhkKxlCXhruNW5vCW5rrGIqkL2/cKXcK7eaKRLmETVtX2mWXdrm7MEzvvhyNaZvW4jtnuPND6W3FV5ZhLzhJFyEBqqFi5k1UU0VP6zhlh9AJUTSF0AsxsgZuzUVGEaFvE/lt5AZvkqIr9OzbJHd5B7xWQH3WRt9XQM+ahE6AamrIKMattGleL5MayFI40k9qMIeWN1fY1XrWxCymSA1lQSatajN7CjSupEiP5GlOVIj9CGsgS2uyQunkMPLM7KbhVLvsYpe7m7iKe7Mr2uJCVTFKA4R2E7PUj7M4jV/fOEd5V+Mzs3UoTsoYL2gSxskz6AVN4rvUo1xOu26U/bnb8bkdYa2F/dYNhKYQLnVKcza6HwIKo9ktRV+WEYXxXUsIR4ELSISibi1ruQXaFa/T11tu3Q51J+hwJvyWT//xHmQU03O4Bz2loWd08mM5ivsLlA4UqV6voWgKqZJFfjRH//FeQi95b1EEZt5i/AN78Js+2cEMhfFkweZUXGo3G+gpjdpEA3cX9SVqSyFXzzo8/eki7/1MkbmbHoGfzHm6KTh0X4pSv0Z4mzEXIkkjic72rhOvPoMCnvx4ASu9uSN38c02w/tNjjyU5vGP5Hnk/TnKcwFTV70VJ2JXsI1o0N2gy1C5jRe3UYRCSksMd0Yr4kYtnKiZ5KDNpLlASsuhCSPJyYZrVxBuZONGzXUEtFD6hNJHINCV1VKOlJrFUrPowmA0fZxea23YQyA6ZVoCQ02hiuRyRCd0LxAMpg5SMAZXRCSWYSppMlqRSEaYand1n8QxMgzXrKJvvx/L+abt7pG96NJa6q5uumd/jtm3K0nHoncIuaEU+cGtDbfsPHy16RZeK8AqWuT35JM8cyQRmiCOYnJjOfJ789jzNk7ZwWt4ibiGlBuWEwklSQlY+S7L45wIe8EhXXCoXZgj8hNmuJSSyAmTvvHlNvLiAkJTEJqCoqmdzm4Cd8kmdJNwVtDyWXhhAq/qsPjaLYJGIlbiN1yMvEXrVjVZzW8Ct+53PXll+yyM1G2vWxwhZYzfqBI6dpLj3gB3NT7bOIVR7NOT3Y8XNACBpeeJomQbTU/6DiCT0hrDVPDcpB/BsnGWMlGlMkyBqkHvgIbvSWYm10529zQ+y4glwWINAOluvi9FFaQKRlekTxnKRAL2LiZTPdVRTlNUVLM7Z3fd8WOJ2/SJgghlI5r0XSCwA+o3GzhlhziKV/gQipZwPtyqy5WvXKc53ST0IpqzNlMvTuPWXGbfmF/ZRlETYk3kJytXv+Ex/fIsAO2yg9f0UXUFr+Hjt3bPcNfLIZfetJmb9HnsQ3nsZsTUNZfAl5T6NB56X45GJcRMrRriwJdMXnJ4/CN53vsTRfqGderlkFRGZc8Rk7EDJoq6+SK3VQ+Zue4xN+nxyAfy9A0bPP/lGkuzG7PUN4LWm8MYKKJmLaQf4lybJWq5aD050sfGMEd7USydqNGmefoG/nR5xy08NzxuNz/yYwcvagOCtJqnIQxMNSlJaoc1YjWLqWbRhEFKzaMKDT9u48ZryQhB7K54+bdDSrmyElNYzbVqiomumAihYKipdRKky2gEi7hRc8U4KwgMJSlDSVjo6oZGw41s/LiNH+0sLHKvaC44tOadrjzuwWMlbjw/D9cbu+61QdL1qziWJTe4vfPi1H1aSy6hG6FnDIy8gVW0qE3UsNIWmqWR7kuTH88jEDSnt2/aoOoKZlbrqoRHSknoRdhLDqGyRON6ecMxiZyAtruBLnInFBI0Vp2g5b+3bqymdUI70bMP5/wtXzKvFSRtTruAlTfQLDVh5EuJjEIUTUcqSrJ62wR3Mz7uloIikmprEk1NoSqJM6AIhao9CUj2HjQxLEEcScIQVE0QBonmu2kKrHRSVTAzGbD/qMmNiy65okrgrzfcdzs+dy7+tzLYkKy89JSGZm6tj76MOJY4Wyj/bQVF1YmVIFFNM9NYhUG8Vrk7kaHb4DUDIj9G705AcVvEQYxbdfFq7qaGauGt1dppr+7hNRK+gN+qb9m/wbuNd+DVvXekt4Pbjpm+7vGDL1Z5+lNFHn5/joMnUzjtGEHCLL9x0eXQydV5ynNj3n6pxUPvzXP0oQw9Azp2PUKoCUv98uk2I+PmpqWuUZiUkl0+3eZjv9CLYQouvGFT6XK1rfflyT91HGtPH2rWIvYCjJEeaj84S+6xw2TvH0fvLyBUBRnFaD05qt85gz9XQ3r3tqLvynCH0sePHSIZktLypNQ8mtDxY4dWJwytCp2Ulu3kwQV+7CY1w7chltG6le9WECiJiEjsM+9cxY03D295kY0X2atbdhizS+4k7bBOxMbHjeIAN7q7XNXdwl50qc+08e1gw7ze7Rg8UaS4J8PceR2/y0lwJyjtzdG7P0emd/sZZOlqHb8VdMppApwlh8xQhvZim1QxhZ5LRCWWc1+t6e2lBFRD2XYMliHjxDA5FRdnuxDsRhNLl5NNHES0Jqrb/s63w1Vd/G3shWaq6CkNVVcJA1aUrcyeQYJmjdDeOC99N+Pj2Vs/J/O1C/TlD5EyigA4fo16OyHSHHvQQtUEUShXNNsVFa6d8+gb0hga0zFSCnHc5okPZZi4lLzjGzmgdz0+O+RQCEVgddniFJL65eVugjtF6LUx0oWk5FFRyfSOEbpNwmhngiy+He6YoNYNdpRClZv8faN/d/sdgGClukPu4BpbtYgv/PtFZAwnHsvQN2zgOjG3Lrt8+08rHH4gjWkJnFbyfPiu5NzLNl//gzKPfTjPwJiBshfqlaQG+0u/s0SpX6NVj3DbG59HZSHg4pttPvt/6ceuR1x9q0293J3SY+b+ffR+5jGEpiDdACkl6WN78KbL9HzkQUASlJtEtosxVKLnE48QVlvUX7pIMFfrelw2QtdxmjD2cMImKTVPVu8BBG7UpBVUVsKgWa2XtFoikv5tRvTuEcuIWIZEMqTs3aLqz3a1nUSuNAOp+bOUvSn8uLvQ9A8DURDTmLWZeavMgWe2ZqZaOYM9j/bTmG0z8cIua7wLOP7JPZTGs1tOrAmBC679YC7JbwNBK6B8sUz5UrLqbS90ohY79MQ1UyXVpfxr6MWJwttGxxBi9RpuJ4HcSVVd9+/bP2PtzHdnidwd3wduROAmfeK7WekZWR0jqxNWPCLHxp66ileZJ2xvVSazS+NzG4qZPfTmDmJoaYRQKDHOcOkUZyb+hMpi2FGeEhT7NFJphXol5OY1jygCzRBkcwqHTpi4jqR3SGN4j4HdjFEU1jBx73p8dmq4VYFZ6NK5kUmr324jAXeiOb9e9epuELRD4mCXl63vEqiWjp6zUCyN9s3tHeBlSAlOK+aP/sXG89zlM22+/B+X1m3z7T+t8O0/3VjL41/9o63L1OIoCblLCWdeaFFbCukqeCIEpY8+SLDUYOkLL9F68zpqyqD3p55k6Fc+TNRos/RnL9F6ayIpU9VV9v4PP0v+qWO4t5Z+eIY7iD3aYZ283k9O78OOaviRgyQikB52UCFv9JPRSrSj2qalSjuBEzVwoiYZrUTJGOnacMcyohEsMpI6SkEfpBlU3lWGGxIN8ovfmNrWcAMc+fAoiipozLap3Nil6ICAox8d4/gn92zf8ESCbwdc+PIk/p2rOXnHnzuEoiloG+U2N0DghATu+rfKOr6f1KlDmAfHEELgXJqk8dUXMPYOYYwPgZQ0vp6UOxU++RQyjvFuzBDcnCPz1Ckyj59EKCr+7CLOW1dwzlzB2DdM8TPPIGOJkrIgjvGnFqj8/m3lijJZnQduiNGFhK1uKuiWimpYZPcdAykxin00b5zHXdxYv3k3xmctBAeGnuH63HO4fu02UpoEJC99x77tl6yErqWEq+dcrp53V3yd5Xz3lbc7GuYbrNp2Oj6auZ5MpA8lzVCC+Y2NgBACI63RFe2epPXvsgP6FwXfDjeVpP1RR+HkMMUTQwghuPYfXv6LPp0t0T+q89B7c0gJ3/uz6opa27YQAmu8n4U/eg53YgHph4RhROVLr9L/U08y+1vfwputrDj6Moyofe9tBn/lQ6iZ7SV5t0PXmn2BdHGiOiktR1Yr0Q5rBHESroxlRDNYIqMWSWk5gtjDjbpRXN0ajWCRejCPEAqj6eOk1PyG7fB0Ya3JjUcyYMG5QSh9BlMHKRqDa0hvy1CFjiqMHUsX7gbaFY+ZM2Vmz1ZWOhVtBlVX2PvYAB/8v51i4Gjxno+tp1QOvm+Y9/69+xI1rm1WQ14r4NyXJnHqfjdCXzuCotJV7S0kwhl31pCrxRzWsXGk57P4rz/H4r/+HOa+YYzxIYLFKnGzTer4gcTSKALr2D6ihk04X0Ef7iP94BEW/+2fsfAv/4So2sDcN4I+0pdItY4NUv/KCyz+28/TfO40Wm8efbBn7TnFEHW5clI0BUVTiKMQZ+4mzRsXaN44T9CsvWPjsxG8oEXbK+P4dbyg0flvWbd89T8pkxXJmsdz+fN49fOtmobtdHzUDcq51EIGfaiE1pdHzW1ACBPdj5GMZFelWL35Q1hGoat93g2ijjjQX0Zk9pTI7CndNev+hwXdEOw5ZPHQe3PMTXice7mF73Y/wSmWSdxykB29B2JJ2Ei4YFHLQd5eHiYhbLU7veXv3d7sIFTu40RNdMUkq/dStecIZEJakDLCDquMZU6gKcZtZLZ7Qxh71Lx55rQrDKeOcKTwHqreDH5HllFVdAwlTU7v43rzVdphnZgISYwXtbhlv81I+hgj6WNktBLNoEwofbTOdmm1gB3WmGlfJJCJE5LIq6bRlKSphyp01A4pLq0VKeiDSQifEPce+nPLWNIue5z98wkGjhVJqks2ftCFEFh5neH7e3j675zgwldvMvX6Eu2qvyOv3chqlPbm2PNIH4c/OEp+KL0tOS70IurTNue/fLMro7BTCCG6KuGBZNK9s/2j1pNHH+hByWUSlTRAGHqySg4jonqLyG5j7BtOSveabaJa4lRq/SX0oT5yzzyAjCX6cB9RvYVimQlLvdYkrNSJKnXiho0MI0R6rQMoY9n1PVA0gaIKZBwThwH5g/ehaDqtwCfaSGFvF8ZnMwyVTuIFibASJKHCxca9t6xdd047HZ8NrlV6ASJjYYz1QxjRPjux5nsh2NDgb3g+km3HSFMt8pkRojhACAXLKKAqOkHk4vkN9E6KIQjbxHFIyiwRxT5RHCZzhmrgBU1MLYuiaAShix808cPVaIaMNmhR+Q5B6ArZvT30P3OQ5tVFsgd60VI6rYkK1Ten2PszDyI0Qfn1WzQuzuPXVqOT6bEixfuGyezrRc+axH5E4/I8iy9OEDTd1dI8AXt+6gHSowUKx4cwezNkD/SSGl7V/pj60llqZ2fWOHld77+Dg3/zSZpXF3FmG5g9aXoe3oOWswhbHosvXKdxaYHI2XxO1gzB/e/JIoDRAyb3P5nFTCl89XeXcOx4R/dEiORdvn2jZWdMxutLwBKVR7oNDG2JHRjuoLOKFlhq0rRimSEeE9EKq5hqBoHAj51dCU1LJO2wymw7aa+Z1XrRhUUsQyQJG1YVOorQVuQblxETrdmuZI6u1J4rioIi9KTb1h1yp6ow6DHHyOm9yUuIhiFSCBRK5giGkkrE4GXIvHOdZrDUtTD8nQickIkX5pm/UGPgaGHLHsKKqmAVDA48M9TRrs5QvdnCLru4jSBhqXpRQniRy3KeAs1IcqSpoklhNEP/kQIjp3oZOlHa9vziWFKfsbn+3BwLl2p3dY3bQmzusKzDBvWQElbz2538pfP2NaJqA+n5hNUG/q15UicOgADv5ixRtdGhLidKDbIT8/VvzROV60S2g5K2iFpt6JRpyThRZkNV159Al2+7EEkDE2SMjCIUM41m/v/Z++8w27L7rhP+rJ1PPpXjrZtj55zUrVa3smRbMjK2wCADxi/P8IJhmOFhYOD1MDAzmGwGGONxAifZMpZkZam7pW61OofbN8fK+dTJZ5+d1/vHPpVu5bp11ZLg+zz3VtUOa++99trrt37p+7NQtE38szfZP+uh6ZbR1SQgiCK/Zea+RVJkx/2zjuD2fBACrS1DWN1ggbPdfGi5NS9/yupE06xYYKs6CSOPIjT80CGKQkw9jaoa6KpFvTlH0uqg4RSWBHoUBaQTPZhamqZXxjQyCMFqwR3JLS1tewVFVTC70vQ9fRzV1DA7U1jdGbJHu1ETOmZnitT+dhCCyA0ovhVzWhjtSXqePEr6YAdaylha8FjdMQ9C8e0JnNll151qavG/hI5qaoSOj2Iuixihrl5c7bR9gK5HDmJ1pGmMFdFzCcyOdPwM7UnK75ibCkUhYi37sY/k0AyFzl4dw1K48HqdV5/ZXvnO1Q2C3p3HOtBNUG2uekajJ0+4YjtCYPZ3IG6cP3aJbQvuiAA3bFAPFlDRaARlgijWuCMZ0QiKNIMakQxxgtoqTdSXLnZYwY3sdYtcRDLAi5o0byg3uXhuyZvCrdYZTN5GVu/EUmMyikB6uGGdojeJG9aJVuaHCzB6aiyE79D0BkhF3SS1PLpiEEgPJ2xQ8wuUvGlCuZzuoAmdNqOXDnM5Z9yPHPzIwVJSWGacZiaR1P1izA63wwIMS88dSsqTDc5+cYSH/tJxMt2JTZmfhIiLkxx6rJcDD3dTGq2zMFyjNFanNFbDrfp4doCMJKquoCc1zIxB15EsXUezdBzKkshvXagC4iCeZsll/I0CZ74wsm7xh0VoWiKuKrVoRxeLxTNuuI4AVTUJQ28550eyfZPhygC0FsJiFX++CHNF6i+dgVahl6BUhSBEFqu41yfJ//gTgKT8+efjfVISzJfxZxdovHwGGcR5rJHrIz0PY38f69S7Weeeti9Yl0hKpEQGPvb0MMmefetXTFs66eb6Z70Gq81pgtBtBY3F2Ru6truc5K3vaRf9cyMUBaGpCE0hamyQTbCDWXerI7Opfhy3gq5ZaJoJMna/KYqKrlqtgj4qlpGn0phEVXQct0Im2QtIbLdIT/ttqEJntnSOXGoQXbuhStr3S91eAas7ZpZbeGOc7JEuBj52G4qhcfU3X2bgwydJ72/HXWjEgltA2x39DHz0NmpX55h/8Tq1awX0jMWBn7mXfZ+4k9Dx8Uo2kRcHRE594wJCERz8c/eTOdpN5eIso599Y+n6fm0FXe1O21+BzJFOtIyJM1dj4ktnCJsB6QPt1EdLm2rbAIoi6Ntvkcwo1Csh516p8+q3Koxf2XmWgYwkqdv2Y/S2EbXSuxbH+o3bQaC3pxGGtut4oJXYUfZ/M6zyvbk/WLNdEtEIynx37nfXPW/KvsiUfXHDdmtBgVqtwNXa+oEMi+1fqr647XvVDcEv/tptjF1o8OzvDHPmre3xkTtRnfOV72z7OjcNCac/d52uIzkOPd5Lti+5rYlOURU6DsXCeE9vpzWhhF7EuT8d5fxXxqhswTLV3nWSWmUU34+1IUXRCAIHTbUIIx9F0ZaERK7tENXyCJ5bByRRJAm2Sf+orFNVLSzXcM5cJ3HnEbp+4ZOxaU0ICr/xBYL5ErLpEhTKCDXmMw8Wykt5wd50gcbLZ+n8K59g8WtqnrtO9ZlXVzhyl3ombvuGCVcoArFNM20URkThcjCYaiZQrWTr3jY45yb7Zy0EKbOTiYU38MNmXAFMz9PfcTcz5XPsyayy8mq77p9laG1p1EwC6YcYQ100r0zAiuOk3L4fHSG2cA8JhKIxNf8mufQ+klYHkfSXvotUoisulCNAERqd+eNx6Vw9g5QRmmbRlj6A59Vbi6FF4qF335+t6Cozz1+ldmWOyAnoeGCI2rV5SqcnMDtS9D19HD0b50kLIRj6M3fjzNeY+NOzLLw2ttROc7bGvf/sx2m7a5DmTI3qpTgK3CvG33/Q9In8kLDh4RbWnzt20/4i9FyChdfHuPLrLy2Z0m88Zj1ICY1qyD/49NYldkVrwRlnIazXWFwRLHG4l8Th3lW7NtoOcZDa942A5UYYhwbxxmfgRm7WGyB0DX1fL971ZTpRrasNY6AL++3Lu7n0trEo+7alhLzbkPDcvzxNZarBqY8O7UkA2s3AawQ898/fZvilWepzWzG2CUwrg6odiSN/fRunWcYwMvQO3IfnNQgDp2WSFSg3kI3ISBJtUzAJTYmZnW6Ac3kU58rYqm1qPoPQdaTrERarzPzyb7cuuMIf1XSpv/AW9e++vfKOQIJ7ZZy5q3+4dLxzfhjnwsi6gls1timY/KgVGCVAKGjJzFJhEcUwl5j3VmIv+mdNmzJiX+d9lO0JTC1Dd/Y44wuvcyuEy+76ZzX8mRJK0sI80IM3WVgltIF4Et1uH7WqaG0MydjM9wBYqFxhoXJlbRutGWU9UqfFvSv3FatrU8hiZrNt3fKewq80idyQKAjxay7OXBzvETp+vBhpBfkphkr2RC/jf3J6jfBtjCzgzNWxejOk9rdtS2jeiJtpvz68QH2kSHzDrE+BuwE0QyHVYdAs+6hGzN3uuxEylCiaQE9qBE5IusOk80CKibNlGgvrEABFERd/7l/v+Lnjc2/+O9uZ4FYESiaFsa8bf3oevb8TrasNEASFMoQhameesFQjrDYQmoKxrxvv+gT6QDdaVx6tLYcwNPTBboyhPoK5Iv50gaixt+laniv5N3/lHIEf0VynjuwPGkIv4syfDDN/pcLJjwxx28eGdubf3AMEXlyj+Dv/+gyzF0u4je32m0BTLYKgie/VcZslOrtPEckQ36vje/GHqRspVHV16lnkRzFJxzagWyq6pS4tCLX2PEGxjPR8lGQCNZ/Bn12AICR5/+24IxOEpSpC1/CujWOePIT0fNRUIhaIDRs1l0EYBsFCiWDmhnF441J7HaGtGQr6NusqB24YV1oSAsUw0awEipFABj6R7+F582vO2U3/bA7JRPFNenIn6G+7Gy9ocH32BRruxlzpu8Wu++cGyCjCHZmheWkMLZdeu19KAnd7fSSUOAJd0cSm7p/NsL7AhkW+cMnWsQaaqW5rkbWXkDf696VcTem7ONUoAsWK6WMD212X9jeou3EWgLXz0qY3237Y9IkCidaRxRzqwT5zDWHoSD9AKApKwkQYGkrSxBubW9JwjYTKwQc7iCJJMmvEAaitxWKz6tN7LItnx3FCqq5s7c14F7MCdia4I4l0PIRhgBCo2TQIBX+mgDHUiz81j5pJxSHyQQhhiDD02Inf30VYqeGHEeaBfqzjB5BBgNbbQVip77ngRkJxenfsSO8WnKrPzNkSXiOgMlHn6FMDcanCbdBd3gw826c81mD8rQLDL84wfa6IZwfbVMAkC/MXAIGMAgK/SRA4lMsj1GpTsbYdxsFFiqKjqDpBq1ADxCVOndr2OI81Q0EzVYSmorZlCSo1wmIFY6gPtT2HDCP0/m6cc1eIHHdpTGntObzr42id7UjHIWo0Cat1pOtjHtlP88xljH29RNWdjUN18X62Wcvcs0O8ZsywJYMgji73HLxamcBePz9/V/0j1q450lY3ndkjS38njDxJsx1LzxDmPcLQY2T+pW1dZ7vYff8sQ0lZWEf6UdMJwnIdNZ/GHZtbE8nr1QPYBkWbaNVq15MabtVfUyxEKBqqbiA0g8BpIMMAoarIwEfRTUKvGV9bKCiaFm9zmwg1rjmvGom46tvCNKpuxpXfVJ0o8Aiayymy6g76Zc+wTp79+gyDksgPIJIohrYmqAxAMTQiPyDajdn3JtuXrfOl6yMsHbU9Q+L4PsKaQ2Q7rfEv40CwFX0cRRKvEdB9LIsMFwtExcI715ckCiI8J0AzVIyk+oPg3dgQOxPcQsSTZiaJmk4iLBPp+YQLFZRTh2iF9iJMAyVhQhSiZlIo6SRK0iKq2SzWXFMSJmEteFdXLT+IcKoeM2eLNAox5/CdnzxIqtPadp7qdrBYMKRecKhO25THasxeqjD59gIz54o7HrB2fa2prNlYqz2uh8ALcaoreMU3mcsUNRYEelJDGAZhaZqw2ojHpa4jAweiiKhuI30/DlQTIAwDrbsDNZMklBFRoUxYroGUCE0jmC1gHRlq1fXePoykhp7c3jlhEOE7QcwKJiWR7+EuzCKReJUFIm99l8Ru+kdLaPj2jRqoWMVX0PQqBKGHEDEPgxB7r/3tun/WoEWfGUnCdYLTZARObftpmUIBM63jVn3MXCdC1ZBhvJAyMu0EbgNF1dGsJEJRUXQDv1FFhgGR7yJlbDURqo6Z6UCmYzN90KyjGBZGtiPmAUhkCZw6QigETmOV4NYT6rqpbz8QkHHlPLfYwOpMod1AnqOlTfSsSWO8iV9ZZ9y2YkE2jLe42fah9c2rqCkLo7cdc7ALb6ZEpKsIQ4vdKxlr1aIsCiTFSRszo+PZcfleGcXcB8m8QX3ewbFDdFPBTOsoSsxGeLPYqs74brBzU3k6gdBVlEwS6QdEthOvgBpNCOO8WaGrqLk00vOWfo+qjfhcw4g1nmIFYZn4MwvrazkCzISCmVTRTSXOZZUQhpLAl3jNENcOV1VxMRIKibSGlVrWUD0npFEONkyst9Iquc7N6BIljUpAoxKsIR9JpFWstIqmK0sMU74X0SgH+DfxwqMo5lKefHuBw0/0YeWMdQV3FEZL9yQU1q7gWxHJi8QcURAtmYb8hs/kmRKjL80y9c4Ctdnmu0IIEXoRbs0jDCIUTaxLsLMEAZqlkMgauE0X6XpxdHipCqqKUBT86fl44ghia490JFHTwRjsQXo+kROfJ/0AFEFYrcUTSdPZcdCImdEx09szFXqNgMAJl1JeZBRgz43HVcE2YbXZVf/kjTWCuxkuMNWoE2wRdbse9KSG31xtgVmsCrcZbqZ/FhE1HNzhaYSuEdZsZBitmQFlJHFrfszwpmxNrypUQSJnUp2ySfUcQNENQrdJFHik+w5THn4HoWgYmTb0VA5F03HLBRrzo8ttAIqqYea70BNpArdJY3YMpEQ1LLKDx9CSWWrjl5BhiFBXCyAzre/pYnyvIcOI8rkZkvvaSPTnsCfKcSU+VSF3sgctbeLM1mjOrGXIDJ24noGWsVATesxXrgikHy7nOd9E+xAH2ikpqyVfUoRVm6BQRoYSPZEjKFbROnOrBXcoqUw7VGac1caZxd9vHM7rbdsBVDUue6tpAtMQVKoxLfBi9sRi87sR6DsT3GFEMFuk9NlvrtnVWAzwmZhlZT6pNxLTlPoTc2vbW8+m14JhKdz+RBt3vLedw3dnyHUZRBJqCx5TV2zOvVjm7W8tUC0sT0THH8zxyCe6ufeDnbGmpcClVyt86T+Mc+nlyrrXuecDHfzcPz267j4RrxX46n+a4Ju/MUmjsjwZKqrggY938eBHO+k5mMBKqjh2yPj5Bl/51QlGz9V3LbzNtM6xpwd46u/eHft0VwjkpdxPCY0FF7fqISUk2wz0lB4TUchYUAdeiGcH2AWH2pxDZapBebzOwvUaM+eKt4D2ceWXsJ3t8abADanN2uQGUmv33wA9oZHMCspvX1ja5o9N449NrxpP9edfXz5pZGO+4saLbwFgv3F+y2vfiETOwMptTzDV55qrhKmiGyR6hnBLc4SOvXF1qV30T7rLojq1Ot852W3RdjDP2IsTa7X39SzMS8Gdgn3vGWT8xUl8O9b8FU0h2Z2kPl3fdGK7mf5ZBUXBGOhA7zsGYUjpy6+suW7ghXh1HzNnbBn0pagK6W6L2QugaDpCKCi6iWomiQIXr1Yi2bMfGYU4pdmlSm7OwjLlslB1tGQWI92OW50naDZiE3wii57I4jVKNIuzuJUCRq5zTQlQK2vcnAvsVqhxKxFJxj73Fnf8gw8x+LHbSfblqFycRc8mOPxzD+KVm5ROT1C/vjY2ojlbIx9EdNwzSPGB/bjzddSkQWNkAXehcdPtA0RND29sDm9srVxZVAPrL51b/9nkDT9v/H2zbduEaQhyWQXDAMMQ3H+XyZe/aZNOCzwvrrynCEEQShr2zi+0N8VgV2InWtsmg+6T/+N+7nyyncCTnP9emfkxByut0ncwwcDxFNUFn1e/tNoce+W1CjPXbZ79nWnSbRp/7d+c3LLzL79a4df+zlrGqPY+k2MPZLnjve3MjzuEKwJZMu06H//r+3jvz/Rx5fUKr365gF0JyHTo3P1UO3/7N2/nt/6Xy1x8pUJtYWcaTtfxHHf8xAHu+ZkjG09AEt7+o+uc/eIIc5cry1rKjcfL1X/I9QbsHmEwfQfdycM0wwrDlddxgtqm21ci8CLmL1e2JZjMjEHbvgxTp9cpKvB9zo1NdyfIdG8v/7k4Ulthzo1XlWZ7N2ZHL/Wxy3ildRa2LexF/+gpnbajbSQ6E5SulZFSkupOxgx+802snMX49ybou6+XKIrQTI1EZ4LIC8kOZTmcNqjPNHCrLlpC4/AHD3LuDy5QGa1uyIy2+/5ZDb0rh5Ky8GdLKJbBuqqQhOJYnZ4TeZQtguFUTSG/Ly6sM3/2u62tKz8eiVcvrV7g3DC2It+hOT9Oc35i1b00ger4pXhbayHpVgtrrBWpDgs9sXPBrWgmyUwPgyefRgjB1Tc+RxR4WOkOzGQbxamzO25zI1TOz3Dmn36dvg+eoPeDJzjw5+8nbPoUXh5m5PffoDlTW/ebm3/xOkHDY9+P38Gpv/MUQoA9XeXqr7+0LLhvov0fBrzvPRaWKRgZD7g2Eo/rn/2pNLYjSVoCTRPYTcm1EZ/nv7dV5s5a7L3g3iMcuD1DsxZy+tkiz/3uFGEg4yhVTaCZCr4b4TZWa4xuM8Kb8ijNeei6QrSNl16a8aiXVk9y+W6DriGLweMp3vxGgTe/XsC142ul8hqH78nw0I9189Ln5/jmb01SnfeIItB0wctfnONv/8btvO/P91MvB1z4Xnnbzzz0QBcnP7yPYx8cRFkncEVKSehFfPtfvcO156dpFJxtpwrdasw0Li3RxG5n+0pEfsTC9RpHnmTL3L1EVqf94NrI4o3Q0afTs9/k/Ms3z51/IzK9SdLbqGMOUB6v4y4JppYPUIkLjihbsCntRf/IUOJWXIafGeXIRw4hI8nsO3MIIei5qzumsxWQ6k4iVEEYRERehN+ICX3GX5wkfzCHntQpD5cpj1apjm8stOFm+mc1vJkioe2iJAz09gwbqUeVyQZdR7KwleDWFToOZm4Q/5tkEGw6jWyiqskbfraQ6UluO0XuRqTzA3Ttv4/i9Dl6Dj6MEIIwcDGsLB0Dd6wruEM3oPj2BC9+5r8sMZEV3xhr0YN68aLnjTGqF2fXBIPVrsxjT1YY+f034iAyKQmbPn7Njd0W6z29F1B5Z4LG1TnQ4nchwwhvHX/1eu1LP8Atx/EqN9Znf/sf/GmcNtjcXsDmIo4d0/iJH7P45CfWjsdiKeI3ftPmTz7f3NY6IZcTfPqnk/zszybXFBCMIvi3/67OxGhEV6fO0UM6kYRDB3UWFkKyaYVkUiAjqNYiLl/Z2XMs4gdWcNeKHn2Hk/QeTNB3OMnI2Tq+s7lpd5GHOAqJJ5RtvIQolLgrTBVmUuHkY3mO3JulMOHw7H+Zollbvm6uy+DQPVkSaZW3vrVAYdxZ9p8LcJohc6MOPQct2noMdFPgu1vfSH5fiiPv62f/Iz1YmfV97m7d5/yXx7j2/DS1uea2eal3iv2Zu5msX6AjsQ9NMai4M+iKRSgDLC2DrlioQieSAfPNYdywQSC9Flve6pG80fZVx3gRc5fKS36fzWDlDDoObk46k+vQ6D9k0agGpHMag4eteHKa9Ql9Sa5DQyiCajHAdSIGDluUZj0MU8FMxrmd5XmfmdGNPyqhCDI9CTLd2xNMsUbZak8IhKYRBV4csbzFbLEX/SMUgWZptB9pi4lOgohkZxKEIGgxX/Xc1Y3VZuE1PBSpoFoKtckaoRvFZnJi03nkxxq5mbNoLqwfG3FT/XNjW6qKmjTRcmmEuUE8ioTyRH2VZWwjqLpCx4HMTfswdwUBbUMpFE3ZVaqnqploeoLK3FV6Dz3C0kMIBVXboOqUhMgJaE4tuwtDJyB06jf8vdZVEfkhUaWJf4OnUYg4xkcI8NwIw1RwnQjDjAlukhmFVE4ydb1GIq3RrIcYmkAqCmEgSWZV6pWQyA+RtSY4CropUBTB7e/Jcen1gJ4hkzCQjJxroJsKzXqI5jmoukBrVwCDhantCb4gkNQbkno9IpVSSKYE+ZyCZQnSmZBsdvvvIoqgsbKthCCdEWQzCmEoyWYVxqc85gohMoJKNeIr37SxmxG6JlDVWFbZTUmxvDvF6wdWcJ9/sYxhqXTuM3n0kz30HkoyO9KkMO5QK/o3Ffy1EYSA4w/lOPVoG7ql8Na3Frj29mrTbiqn0XconowGjiXJduhEKyYuIQSaLkhmNJJZDcNS8bfKMRVw8NEeBu/tJNu3vmnRswOKwzXOf3mM6vTNF3DZ7GbarEFm7Wuk9Q4sLU0oA0w1RcMrkTW6CSIPSYShJGi39jHd2JgVbzsIvZD5qxVCP0Iom09oRlIj25fEzMZRwevcPvuOWUttqJrATCggYfCIhaIIrGSco5nKqRRnPDp7dVIZBTOhEPiSWilg39EEM2PehhN7st0k3ZXAzGzuw120kpTGG3gra0C3olJkEGwanLZX/eNWPSpjVaSUlK6WY22p1Y5bdZeYoirjVYyUjqIpBM0AM2tQvFoi9EIa83YcIOqFlEfKm5oxb7p/VkBNmehdOdRcmrC2/tiXQGmktq2CJoouyA2m0BPaummPKzPE4vSxeIGvaSIWGpog8CT2dktA3oD2/ZmbC0yTEt9ZwRGuWaiasS6d9K1C56CJposlK6iiCUI/QtUEjWpIMq3S1mMwO+bSNWgSRfESI/AjAl+Sbde48madCOjoM2nvNdAthblRh65Bg4nLKvluA92ItdNUXmNuzAUkuqGgmwpRKLctuEuliDfe8PA8SSolSCYFH/yAxYnjO89D91zJO2d89D+CVFKQSAjuuEPn6aeWOSoq1YhabXlgLZTi+9wkrGtH+IEV3K9+uUAUSu54bzsnHslx++N5Rs81OPt8keF3asyPO9jVvR2o+R6DJ366l0y7wfnvlvjen8xxI420biqk23SEAu//TP+GE7tdDYgiiapvvZIz0zonPriPtqH0hpNyfb7J6CtzTJ9Zv2D8IhTTilNbwlY9xkVbk6IAy0UcNgyGAkIZoCsWgfSJZERKb0dXTGpuAU0YlP1pbL9MUs8zkDrJdKPl09slokBSnmjQLLmkuyzEJmkyqqGSaDPpOJRl6u21gSsC2Hc8wWvfKFMrhWi6gtOIuPBanQ//xS5SGZVaKcR1IvKdGq4d0myEdPYb6IbC1LDD9IjLwx/Jb6qQdR7Okuowt1WVqlFwqM3aK4IB4wlPKGqLUnHzvtuL/mnMNmjMNlZrmTfGDLb29T/Qh5E1aMw2aD/SxqUvXIk12mvlpfZGnh3d9JXfXP+shjAN1GwKNW3hXJ9a/7oSCteqhF7YotfduI8UVSHVYZHuSVAeq68hYsl3aigCAl+i6YJEUsFpRhiWQDcUTEtQr4S7EtxCQOeR7K4Fdxh6+J5NIt2FECpmIoeS7sRM5PGb63MB3AocvC2FXQtQVEHXoInvSQxT4HuS0fM2knjRrCiC3gMW6TYd3wmXrJOJtMrlN2KNf/BogoN3pkFKChMOhcl4wdwo+3QMmJx6JEumTWei02bqehx6phvKttnyAEolyauv+bz62vLisLdH5fixnQtu14PT7/icfme5rT/7Uwne96S1yVkx9spl/wMruO1KwPOfneXVLxfoPZjg3g918ODHurjt8TyTl2xe+sIcz/3u9J6VmlQ0wY/9jSH235bmW789xatfml9lIl9EixwJGcGX/8M4gR9tOH8Nn67j1LdYXAg48EgPbfszGMn1B5GUkuJIjYvfmFh3/0qk9h/Fr5Xxy0WiwEe1koR2HTWZQtENFF0HFJzZjdtyggp5sw8/bNJEkDY6UFBJ6lkyRhdJPU8QuUQtDvm9sDfKMGL89TmOPjWAscVkryc0Dj/Rx9TphfVilJgbdbnvqRxzE/Eq123GH7iMYGbMRTMUmo2QSsHn4Kkkdi0kikDVBX0HLJIZlVox3PSp9j/UQ6Z3G4FXEsbfmCdY4eZRDZPUvqOEbhMj34mibj157FX/bBpJ2/p7+s0ZzIyBkTa4/MUru4q4vZn+uRFhzcabXkBz0iSODGC/c33d6xeuVXEbAelokxziRQjB/ge7qc81W+QtS5t54qMZohAWZgPSWYWDJy3KhYBqOWR+0sf3oblLbVsIwcA9nWjbZJO7EXZlhpJ6gcP3fQozkePwfZ9CKCq1wghTV76zqzZ3A9+PsNIqqioIQ7BSKm4zxEioJDIquiHoHDTJXmnSOWBSmHKpFQMEsdUy8JdZ3BrVgKmrNvVKgF0NqZXi9FvdVNDNANeOGL9sY6VUsh06hUkXGUFb92ZpvD/a+IEV3Itw6iEjZ+qMnq3zxV8Z40N/ZYAHP97NvR/ooDDhcPrZzTXQ7SCZVXn0kz088hM9/OH/eZ3TzxUpzaxvgmnWQ4qTLgfvyHD59Qoz15sEGxU42IY8E0Jw9H396MmNP+Q4HahJ4er6KW0roSXTaOkcif79qFYSPZ2jPnoFopDI95FRiAw2My9Jqt48vanjzDauYPslUnqekIi6X6LuF5hpXKbkTi8dvxeQEs5/eZz9D/VgpDYXZGZK49RHhnjpVy+sJeyQ8Ma3qyhKq0DAYpEyCV//nXkkLeODjH1Vl95otPiO4c73ZJFIzrxYa1XxWv/6elLj4Ht6yG5DMEkpufC18RW0pYIo8LEnr+PXKxj5DgJ78yIucTt71D/bgAwlTtnFKe+OefDm+mctvPF5vPH5TbMKIbZMTJ1ewMroZHo2v7ZQ4Pj7B7ny7NQqwY2AVEalUYvo6NGwkrFvdW4qoDQfMDflMXDAINu2m4hwQX4wTceBzPbLkN6AwGtQmrlApXCVZKYHEHhOBd9tIKPvH7XzW8+WlwKzFg17UbRs4EPCmRfiUplf+PeT8SuT0DNkcuy+uLpjMqvRqAZcebO+SiE6+914nivN+Qyfa8SvvWViVlqkKZJVKdr/zWHXgrvj9m4aUzWc4oqi671p8ofaqI1XaMzUdx3xLJQ4TzoK5XL1RwmBJ7nwcoVjD+RIZjUybbvgyb0BmQ6dYw9k+dDPD/Dt35vi9LNFynMbT1jFaZcLL5e5/6OdPPkzfXzhV0apFdd+MLqpxJG5W82bArqO5VD1jScC3w7wG/62ZaSiG8jAJ6iV8Yrz+JUiyf79OAszyDBATW0e3FXzFjiQTSGJcMMGfhRHg1a9OfJmH93JI/SmjhNGPmVvhpIzSV/qBJ2J/ahCxVATlN3pDbfP2etU55Ew8XaByrSNmdXRrY2HZpxOY3LsA4NceXZybf6vZLUl5obg3pXvREpYLKc+fC72n27qchZw+48fINVhbcl8FQUR9YLD1DvFOACsdTMyDPAbsVnTq5a2l0K5l/1zK3HT/bMJttFNk28V6D6e31JwA/Td3k7noQxew19aOMgIvvjbRaLFWjCtf4Efj6kgkCzMBvH+HcJIahx9eqBVYORmpI4kCjwalSlAxExu3++0Kbl62C661+WN3xarb60w5VFZKCKEwLHDVfP7RpadRaEPq7/rW/bIW+XI75Wj+iawa8F94AOHAKiMlCleKFC8VODYnzmF3/DIDOUoXy0y+/rUrtpOZjU+/PODuHZIacalUYmjf5MZjZOP5OgYsJgbaTJ9bTlQRVEgkY1Z0zRDwUqqCCVmRuvaZ1Gd9wi8CM+RVOZjjdNMqhy+O8PjP9WLlDB1xaa9zyTbsXpBYNcCFiZdwkBSL/sMv1Pj3AslbntPG54TMXnFpl7yiUJJIqPRezBBdcHj/Itl5ka3ztFLtG1eI1vVlZisYRtRsI3RqwhNjVelYYCMQiLPQ/ouQTOmnBW18qZtuGGda5VXqXsLhNJnuhFXcoujyK+jKRYKChKJGzYIpUfJGafhxx9kELm4ob3h9o0QOCGjL8+SyBu0789seJwQcYWn2z4+xNTpAhV3LePWbtCoblHtTomJM05+eBAzrW85+frNkOEXZ2LBucYs3ZqxdiAB3u3+2Qp72j+7xPS5EkfnHaJQblq+UwiBZqkceryPxoLL/JVla1atskWw4C6KkwhFkMibHHmyb+vUgHXQe+gRZLi5aTjwbGaHX955499HhIHcVf99PyCEQDESGMk8kgivXordjbpJ5LsomoFmpVB1i2Z5BinXsvh9v7BrwZ09kMctOSS7UghFULq8QMdtXQx/9SrZ/TkiP9y14BaKYPB4Eiul0myEeHaE50ZouqC9z2R+rMmFlyvMjixr+1Za5eQjefoOJ9FMgWmpKIog12lw23va6NmfiAs2NEK+8RuTSAnpvMbAsRSH78ni2iFDp9LsO7k6B1ZKyeTlBq9+uUBYDwlcSWHc5aXPz/H4n+3l4F0Zeg4mYvrVSKLrCsm8xpXXq2jbyNUUxAFFm81xmqWRaDfJdCeozW5eBMMrrc8R7jrbj0QPpU+hObL0t7+CR7vhl9Y9p+YXwC9se/tGGHl5lp5TbWT7kmibMUuJWGMavK+LwJ2lPnfzRWo2idcDYt/x/od76D6e3zIPNwojmhWXq9+e2lMq2Xezf7bCD0L/VKdsyuN17KJDumvrVLShB7uZPleiOmNvmEe+F0i0GfScaqPrSG5X52t6AlQzTgcz04DEa1ZASlQ9gaJquM2tXWkbIZmAvn6V7m6VfC7ONVYU8DyJ50lsW1IuS2ZmQ+bnolXadjIpePRRg3xO4Wtfd0ilBPv2qQz0x/Pa2HjI+fM+ngednQpHj2j09KiEoWR8ImR4OKBUWjsGVBWyGUF3j0p3l0I+r2CaMet+GEocFyqViJGRkJnZkPCmYpUFZrYTGQnMTEfMUa8aICP0RAavXkJGEZqVQk9kiaIApzLP9z+fMMauBbdf9xj79giRF9L/6D4UXSHyI6ZfGsfI6CibmH63gtsIOP9ylQO3pWgfSNCxPy5mUi/6jJ6rc+6FMiNna9TLyzNtIq1x/KEcJx5e/jDmxuLJavB4ksHjSZDgORHf+M1JkLHGDSyZxk88Ep8rWmQhUoaxX0UVvPnN5Qhd1w557asF6pWAe97fQe+hBPkeAwHUyz4TF20uvVJZ0uw3gyQm2JBsvBBXdYX8YJqhB7u5/K2JW0BV+oOD6TNF5i+V6TqS2zA1DuLVsZnWue1jQzRLLm7Nu6X9oprxO7jnzx5Cs9SttUk7pDRWZ+zV1kJKaTkBFQWhaUhvxdhQWkJuG9r3j2z/7BECN2T2Ypmuo7ltCe6uozn23dtJdarB1DvFW8LXr+gKnYeyHH//AHpid1NuceocoQeJTBeZzoN4zSrVwnVkFGFlOjETubgK3y6QSAhOndJ4/HGT++7VOXJYo6tLRTegWo2oViVzsxHXrgW8+prHF77YxHWXRVZbXuFv/2KGUyc1Ll/2OXRI4yMftnjPYyaqCt96xuFX/l2dekNy/30Gn/6ZJA/cb+B5kue+7fL7f2DzxpsezRVrSyGgv1/l1CmNB+4zuOdug8OHVfL52M3gupJKJeLatZCvfd3hmedc5mZD3N3xmQCQ7j5As1xA1c24ypthoZlJ9EQGpzKHW1sABIpukurch1PZmO3wVmPXgru50MSrughVIDSF9GB2udBFK0d1DdbjRpY37Jfgu5Jvf6FK+HtzqNkU5lAn9ddXRLeuw6u8MOXyu7+0tmD9Zpi6ajN11ebL/3F81XYr2QFIHHuTwDcJF14sc+HF8o6uuR7sBScuxrCJubznRJ5Hfv4Ebt3n+vPTSwEa79KC75YhCiTXX5gh0WZy508e3FIADD3QjVOJy4Ze+84GqUI3CwHdx/Lc9alDDN7bteXhUkoWhquc//LYUnCYmskSNZuo6RRGTy/2hQss3qze1hbn5hYXx9vGPpEf1f7ZS0y+XaBtX4r9D3dvy5d84kP7QEBpvI69sPelgNv3pzn0nl6OPjWw6zbs2iyBE2IksuhGiuG3P7+0r14aI997gq599+64XSHg0UcM/o9/kqW/X11aXy7OLbmsQi4LQ/tU7r9f5xOfSPD8Cy5z89EaDdc04WMfTfD4ewzuuCN2NyoK/OQnEywsSEwTbrtN5+674n2JhOCTn7AIwngue/FFb1Vbv/g3UnziEwkSllgqzLEoOhIJQTKpMjCg8sQTBp/9wya/9dv2qhStnSIKAzQrTRT6hLZLFHhEoU+zPIuqGah6nO4lowCkXCrX+m5g94J73ua2z9yFUAX1iRp3/OV78Bs++54+RO5wG9WR8qrj9e481sEehKYSFGtonVlUy8CdLiL9ADVpoWYTuBMLICX5J+/EvjSBdH2s/T3o+RTOeAHpBRi9baAo+IUKQlUwetrwZku44wXC6tYm4a7eO1E1E9etEvhNFKFipTpoVKfxvQbJVDdR6OE6VVLpHpLpbuq1aXQ9QRA4NBsLtHUcYWFu54Up1kBKps+VyPQlN83tVDRBfijNT/yLh5k+V2LkxVnmrpSpTDawFxzcWswK9m5U+NprTJ5ewEhpdB3J0X9Xx5bHH32qn9xAkmxPgrc+u7PF25YQcPLD+7jt4/s58EjPtk6pTtmMfG+WC1+NF4TGwACZe+7DGRtBej5GXx9qOo03N0dYraB39yA9j6DRIHniJIpp4hcKyMBHtSzUbI7I82i8cxr40eufvUZ1ymbirQXGXp1n/0PdWx5vpDWOvX+QdFeCr/6j12iW924y7j6R5+GfP8HBx3p35du+EULR0MwUZrIdt6VYaEYSw8qhGdvjhV8JVYV/+r/HQvv6cMgzzzj8yeebjIyG+J6ku1thcFDj1Cmd22/T8HzJ7Fy0oXHor/zlJP/ld2z+0S9VKZcj/tYvZvjkJyw+/TMJggBe+K7L//oPK4yOhfzzf5bjfU+a3HePwdUrwSrB7Tjw5ps+qZSCpsGzz3m8/rrH9HSAIqC7R+W+ew1+8W+mOXBA5ac+leDqtYCZ2ZDZ2d0ERUuK198ClBavwop5dDEY7VYXdtkBdi24r3z+AiPfiKODQy9colTsub+fiedHqAyXVx2vWDrSC1ATBtbhPoSuUvrGm2TuP4aaNPBmSjTOjpJ96DjlZ0/jThbwphZAUdC781S+d4Hce25DTScIGw7SD7GGuolsh+a1afy5MpG7ndWWwEy0MT/9Nsl0D+lsP2HgUpg5S0//PcxNn27V210WopqeQIYhUpXoego1o+9Z/WIp4dq3pzj4aA/mJmk+S5qDAj3H87TvzxB6YRx5H8YCe6fjKXBDvGZA0AxicoRGQG3GpnCtSnGkRmWqgVP1vy+BTTdi5nyJV3/7Mh/5x/dhpDYPdBKKoONwlgd/7jjdJ/O89KsX9oQSNjeQ5P6/eIyh+7vJ9Sc3DSBcROhHXPzaOJe+Ob60iPLn5vAK8/jzBVAUNMehceYdUnffQ2NuDhmFsQldUdDzbVRfeYnkyVOxuhJGREGAdFdrgj9K/XMrULha4Z0/uc6++zpjq+Bm/SMEZkZn8N5OfuJfPsJz/+IdCi2mut1CqIJTHx3inp8+TPuBDLq5tftgO7CrM5RnLnH84b+Aa5eBWHB7zQpzo6/tqC1FgWxWobdXRVXhhRdc/vRLDpcuBfixUsnkVMTcnMfZsz6fN2PNdzOPzhtv+nznBY8zZ3wUFf7z79h84icsUinBC9/1+NYzLhcuBgQB/PF/bfLA/QZdXQpdXWvn0z/9ssM3n4nHfbMpcRy5pOXboyELRYdCIeK3f6sNRREcOqhx8IDG7OzuF15yvZSSDTjn303s3sdd8+IydkkdvUUcomgK86dn8aouXn115xm9bSiWgdDVmEw+kkS2i1AVZCRRLBOzvwPpBURegNBUlKQZH+f58bG6RtR0WSSiD6suStIkbDhEbrDtymRSRgTB4kQYf0ypTC9RFKDpCUwr9nU7dhYQhIGHmcjjuVVMLUuu/RDz02dWnH8TL1TC1JkihWtVdEvF3ICnfBFCCDRT3TWBw9JlZSzsQ1/Gdb1DSehHeHbA0AMeTs2jWfaoTDaYu1Rm+kxxy8C4je958ZqbH7Nyv1vzmTlf5K3PXuPBnzsOCptOfJqhku6yOPhoL1ZaZ/yNArMXSpTG6tjF7Zs/zYxObiBJ/x0d7H+4m55TbaTarW339+VnJhl5ZZbK5LLlR/o+iqqiJKx4geX7RK6L0DSUVBItlwMEYa2KlBGR47BIaCwUBUXTcAurA/x+lPrnVsCpesxeKHP1O9McfV//ltquogiMpEbPiTyP//XbGHlllql3ipRGa9vWwFVDId2ZoPNoln33dTF4byedh7Pr+vz9ZoCqKyjbYJZbCa9ZpTh9Ht+toWqx6TaKAly7jF2d2VFbUoLjSFxXouuCgQGV/n6VM2f9pW8xDON/jiuhtvU8NzoaslCIfc2KAteu+kv51xMTAaOjAYvhHWPjIUEQm70TibX9UKvJVbShKxEEUKlI3j7tU61KcjnIZgWZzH8byd27Ftztp7pI96XRU6sFzdgz1+Oc4xsQ1ppEdjxBCD1OV0KCN12Mk+tb3MnO2DxEEm+6RNhwIQzxJmMGKHd8nsjxEZqC9ALCehM1m1wS5tuDpFGbRkYhrlMhigKiMEAogkZ9FhkFuE4FhIgFvG9jN+ZBRoSBi5QSRdFxnRICgWlkCSKPMPSWVmuKohFF2/e1NAoO174zhZnW6TqW2zxaeI8ghECoAkUFWL5eqgPYF/8e+hH1+Sbdx/N0HMwwfbbE7IUSTm1nWnhHp4KiQqUU58FqWvzhqa3RJ4hNX/NzYRz00srDthdcLn59gsH7uug92balcFA0hXSXxZH39ZPpTdJ5NEdppEZ1xqZZdvHqAYHbslK0xouiKugJFSOpYWYN0l0WbUNp+m5vp/f29iUO760gpWTheo1L35igcKW6piCOXygQNZtxlaT5udinPTuDDEOCSgWBQPoB3vTU0vFaNovQdSLPQ0muNoP+qPXPXiMKJPW5Jhe+OsbA3R0k8uam6WEQWyaMpM7Bx3pJdlq0H8iwcL1KddqmWfZw6z6hHy1ZChRFoOhK3DcZnWS7RbYvSeeRHIP3dJBsN9f0jZQSrxEw+vIs3cfzcXnRnTxX6OHU53HtIoYV8zEEvkMUuOtri5tASnBdyRtvejz8kMnJExof+qCJrsPwSMjYWEClIneUs15YiGi2klCiCKq1uPa0qkqKJUlpRVGNRkMSyZgDXtuFJIoiKFciypWIdFrFMASG8d8F96Y4+KEjmG0WoRsQNJeF1MTzKrBWaNkX1vdnbbS9/uZako7G6eH4l5WBbdPrpyctItlmoiVUAjekWfKQkaS8ELdt12fXPcd1VqdVOM0SIDGMOHChVplAyghDS5FN9eF4NVy/Rhj5KELD0JPYzQUiuX3ii/NfHSfZYWGkNHIDqe+L8N4Kqq6Q60+R609x6PFepk4v8Np/vszcxTKNBXfbgUUHDmmk0grXrvhUyhFd3Qr12nKerarBnfcYvPI9F8+Lllf7fsT8lQpv/9F1HvkrJ+J+2UI4LS5I+m5vp+/2dkI/olnxWLhWoTplY5c9AifmkRdCoBkqyQ6TbG+S/FAqrpO8CbnJeogiiVvzufCVMcZen1u3+Il9aW0hluaVK/HP0vIY9hdizdodGUY5chQSCYJKBaO3d835P0r9sx7UhE7obJ946Eb4zZBr35nixIf3ceChHoyUtrU5v7W750SenhN5/GZAY8GhcKVKZaqB2wgI/XApjdNIaaS7ErQNpePiLml9w2ssMvnNXSrzym9e4sHPHCc7kFq3hO9WkFGIay+PG6FoqJpJ6O/MKhZF8Pt/0KS7S2VoSOVjH7V47FGT7zzv8s1vuVy+7FOpxulgzebW7rhGQ+KvYJKUUZxSZhiCZlPSXGFoCcNYeVskuVkMjFsJVQXTjAt5GAZoapymtniOqgk8Vy65oP9bYVPbteC22i2uf/kK0y+vz3ktBKitiTnY64T7HTT38C+cZOiBLqbfWeD5Xzm7y8CT+IKRjLAb8wR+PPo6246jKjqalsQKc0RRQCbZh2XmGJl6AcerbHsV7JQ9Xv/PVyiN1Ln/Lxyl69hiatoPxkgUQjBwdyddx/Nc/No4F786zuhrc9t6F+mMwoFDGvk2hSuXfD7xUwnGhkOGr8cLm/5BFUPf4KOTcOHLY2i6wl2fOkTvqbYWo9X2+kXVFdKdFunOrQsA7AZSStyax/kvjfHKb1zcUzdY8/o1FCuBmkhQe+3VDW7gh7R/Vt7eelkmiqDzkYMUXh4mXFQMdtG3oS955v96m5/4Fw/TdSyPntiZr1lPaOQH0+QHd6YZ34i4mAy4DZ9nf/ltFq7XqBeaeA1/wzK+O0Ey20uu6/CO+cqlhD/9ksPCQsinPpXkPY+a9Pcr/PSfTfAzP51gZCTk+RdcnnnO5aWXPBqNzYW372+soYeBJNjAUree0FUU6OlRuOcug0ceMThxQqerS5BJx+U4dV2gG2DcPIHmDx12LbjdiksURghVrDKbJpJxGUVVA9NSOH6HyXe/0SCdU/Dd2K+q6oJmQ9LWqVApRpgJQRRCvbr3pToBQi8i3IhPfAdYFNiLkDJCVQ0kElPJoKkmrleh3pzF8xs7Nl05VY/Lz05SGqvz1N+9i97b2m76nvcauqVyx08coO+2Ns5/ZYxXf+vyludUyiGTE+A2JXffp+M6EtuOGB0OUFXoG1DJ5Db39Z35wgjVGZvbPr6fkx8ZQrz7BgkAClernPvSKK//l8t7H7sSRUR2g2gbXOY/TP2Tv7Of9IEOFF3FK9nUrsyTO9mLW7YJ6i6KoZLa14bRnsKZq2F2pBCKgj1eonZ153nfjYLD1//xGzzyCyc5/ETfhsV8biVkBNVpm2/8kzeYu1wBCbWZJrWZ5p4Ibs1IkshuHUG/Eb73ks/Lr1To6Va45x6dj34kwYc+aDI0pPIXfjbJp/5MgqvXQv7J/1Hlu9/dWPnZjON/J+jqUvirP5/iYx+12D8UE7n4vmRqKmJmJqTeiC0Avg+Pv8cgnf7BUHC+X9i14BaK4NRfuIvjP3UbzfnGkt+ne+4KUdNleixgfNhDCMHHfjpLR4/GhbccpITDJ02uXXAJQ0l3v0Z7l8bkiM+L36jjOHs7+730q+fRTJXAC3Gqe5tzN1c8jyJUWhnVCMRSTdxwBz5uzVQ5+FgP++7viv1eAykSbeae3uteQQgBAtoPZLjjkwexyx5nvzCy6cd67oyPqgZICW+9EZu/fB/c1rteKDTRNKhVN/GnSZh8a4FGwWHuUpmHf/4kVnZrWs1bhcANufiNcS59c5LJtwqb8psraisHdZ1jlooy3Cx+iPpH0RQQEPkhqqWhJnT8uoPVmUIZzBPaHjPPXWHwx26n/e5B/KpD5Ickh9p2JbgBSmN1Xvn1S5RGG9z9Zw+R/D5+X4EXMvlWgbf/8DqTby1XbKvPN6kXHLqObs2mduiuTzBz7U0UzWTw+FNr9mtGgmgr6r8tEEUwNx/x7e94vPaaz6/83wpPPG7y4Q+Z3HabzvFjGv/0f8/x6T+/wOzs2jzuvcTf+dsZnnxvHHE+Ph7y679p8/wLLk071tplFMciqwp87g87SCR+QFaq3yfsWnDPvjFFdbQMEoJmwOJo3N8HmhVX18mUVDp7VFwnJuZP5xRSaQXDBLsRcei4Ea9ESyHlYrD3JnXY05zMGxFGHrseuyKuwz30QDcHH+uh42CWTG+CRN7ESGh7kvN5K6EaKtneJHf+5EHGX52jOrtxepHnwuL4cNZxwdW3Ea0KsTAojze46kzh1gPu+MQBek7kbzrCfieQUlK4WuXi18cZf2Oe4nBtS6rMRFqja8iiOO3SrIVohsBzInRToWe/RXnOo14OEAI0Q8FrhiSzGp4TISPQdEFzq/Kw/BD1jwSixcptgtRQW+yj1LXYB68I0oc6Ys6HuouMJJEf4i1sbXnYCFEgKY3VufytCdyax20/foCuo9lbvrBpFB2ufWeaa89PM3V6YVVcSKPoYi9sXcsAoDR7AadRIpXvR0Yh8+NvrtqfzPaSyOxe415EGIJtxz7tYimiaUtGRwM+/CGLT/2ZBEP7VO65y+C577jY9q1Jj+roENxzt05vr8r4RMhXvuLwta87TE2Faxb2uh5befcoO/eHBrsW3IWzc2tSGfSUgZ0KcRsBC3MBnhMxPe5TKoR4rsRKCJJphdmpgJlxn3RGoVaN8JyI0sJqrlkrq5PuSpBsNzGzBroVF9nw7YBGwaE601yXf1lPamT7kvTdYGYuTzSYemeBaJPFQfuBDN0n8sxeKFGbi01YnUeyJPIGAoHvhtRmbIrDNbybqLikJzVy/Un6bm/n8Hv72f9QF7q1deCMbFEHBW5IFERL1dPkNm20i9qyEHGeqaopqIay62pFqqHQe7KNg4/1cv4rY5uWZtwrBG5IebKBXRpHUaA+10PHoSyZnkTMPncLr2uXXBauVxl5aZbLz0zSmHe2lesrpSTfbWAmVaJAopuCySs2g8eSpPI6RkLFTHiEoaT3oMXClEe2QyfwJaoqUDW48kZtW8UZfhj6x11orOIdUA2V0AtRSrErKvLjiaB+vYBXaaIoCqEX4N6E4F68x4XrVZyKBwKOPNlP55EcZkrbcVrWZpAy5laYv1ph4q0CV56dYvZCGa++egFjLzjbTsWrFq7jOR6ml6NWHGVh4syq/X5XA1XbWytCGML4REhhIaK7W+XHf8wikRAMDam7igLfLvJ5hfZ2gWkKFhYi3j7tMTGxduGqa7B/v0omo2xGOvkjiV13vz279iPqvKObuWmXscsOhZnYNDo9Hk/m6+Xyzk0HGxLSdB7Jsf/hHnpO5sn2JmOznyJwqj5zF0sMf2+W6y/MrDF/Wxmd/jvbefT/cwpFjYkVVEPl4tfGmb1UJgo2EC4C9j/YzaN/7RQv/b8XGH99nu4TeU59dIj2oTRCU/AaPsMvzvLG717ZteDWzJi3+MiTfZz62BDZvtSmx4d+hO8EBG5E6IUETjxB+k78e+hH2/cpidjFoagCzYjTWIyMjmaqqJqCoitohoKe1FB1ZUthHlehgts/cYCRl2fxm8HemH23ggSvEXD6j4eZfGeBI+/tZ9/9XXQczKAnNYykHtPv3oQ2tZjn7jdD/GZAfd5h5nyJ818ZY/LN7RdNAXCbEYoSc+an87FW6TkRd72vnalrTXRTIdOm4zZD7nqyjZFzDRLpVpW7lEIYSIbP1LdfVekHvH8aYyUaYzdkg9xIh7Dy7/XokVW1xc25uk+EYSCDYEOWkCiU1OaavP67VyiN17nzEwdpP5ghmTfRE2pchW+XiEJJ6MdERnbR5cyfjHDx6+M0K96636hddLGLcYrpVu8iDHyQEa5doTJ3lTBYral7TpVmfWfjUghIp+Pc56YtcT3wPUkQLhOF6XpMP6qqcQon7Kig3a6gKIsUpxJFAcMQSymk8f440ry7W+HDH7KwzP92oskXsXPBvfhB3dBRQlU49mdO8eavvIKzTn3q9ZTCzQhpjj49wIGHugHB7MUylekGqqqw/+FuDr+3n87DOayswZu/vzptrFF0uf78DOXxOomcyb2fPrIUob1ddB7O0XEgw5H39TP59gJn/3QUK2vQfSIPSJrl3fMZ993RzoM/d4Khh7rRNqA4XdSgZSSpTDYYe3WOybcXmL9aoThSI/T29ssxMzqpTov8YIqeU20ceW8/HYcySybWrVin+m5rp/t4Hrfm31LXxHooXKlSuFLl9Oeu030sz9H3D3Ds6QGsjI5QleUPejsf9srxKOP3PPziLCMvzzJ9pkh5YncaX9eASdc+C8+JmLraJPQjhk6m8JoRQStwMpFRae83cJsRUav0oWv7FKcj6kUft7nxO1/J4ieXHwD44eiflW2v+/c684PR2UVYrxHa9qoJJHHkCN7MDMES7/sGiODat6cZeXGWgbs7OPhoLwce7aHzcBaE2H6/yOU+d6oec5cqXP3ONBe/NkaztPm3YJdc6vPNmIxlgwWDDFdHcXvNMl6zvOa4RmmCRmn9DJ+NkEwK3vuEyV/9+STPt9jOhocDZucibFuSTAr2D6l84P0WTz9tkssJfB9eedXb81iklRgbC5byvw8f0vjJTyZ454zP+HgIEvJtCnfcofPRj5h86icT2LbcMjhtMWp95VS2+LsgXiy0OI+A5Z/rLVLWa0tZMZWrKmha/HOrtnaLHQluI2Nw6MeOc/H3z3Di07dj5lakkAhoP9mJskf5xy//2gVe+tXzBG6sVS4+vPHrOk/+nTs5/EQfR58eWCO4Iz+iseDQWHBAwKEn+sgP7SyV47YfG2Lke7N84X96iekzxXj1CaC0XsIuX8DAPR186P93/5b0kDKSNIouz/3yaYa/F9crjieH3V13K7g1H7fmUxyucf27M7z8axc59Hgv9/35owze04mqbz2rH36ib4mo4t1As+wx+uocY6/N8ewvn6bzcIbuY3naD2bJD6bI9idJdycwEjHrnFAEUSDx3RCv4VOfi10v1Rmb4mid2XMl5q9VkWF005GyMyMOs785tbzeXaFBrlIqW5PBQx/rAgnjFxvMjjRjob3B9YVQeOADfx/NSCKEoFkvUJg6zdilb/3Q9M9Ooba1YR06hDs+BpqG1tGB3tGBNz2N3tWF1tFBWKngFwp4U5uXFg79iLHX5hl7fZ7v/sdzZHuSDD3UTfexHNmBFOmuBKk2Az2po1kKUSBjquB6gF1yKU/UKVytMPHWAoXrVZyyu/3+kHD+K2Nc+NrmnO23knJYUeDeewzuv89YV5FaKaRKJcmv/lqdd874t1Trdl349d9o8Jm/mOTOO3Te/7TJU+/rolqL0DWxpIGXyxH//j82sCzBn/9zG/O033WnxqOPmtx/n0EqJchmBKm0oLc3jlZva1P4H/9Wij/36QSNRoRtg21HjI2F/LN/XsNZYdwYHFB47FGT97/fJJNRSKcEyZSgvV1ZEt6/+DdSfPpnEjQacileoFqN+Ht/v7qtXPjtYEeCOwokjakaSGg/0UV9qkZ9ohrvVEQcpLZH/MNO1Vv3A/Bsn+pUA7fmx5GhmzGO7nJCKVytMvbaPLMXykumXwnsNhJNCDAzBk/+7TvJdCc29Sm7DZ/5S2We/eXTFEfr+E7wfZ0UaZmoRl+ZI3BDqh8d4o4fP7DlaT2n2ki2xz42TYtzs/+Hv5WhuBDR3qFgGILJ8ZBf+w81qpX4gfoGVO5/yOCJpyxMMyZv+O1fazB6PaDZlOTzgk9/JsXwtYAHHzVp71AoFiJef8XlK1+Mv6a779N53wcsDh3Rl4gZ/s0vVxkbrVEeb9DdP8s9D5o8fSKNHgmmr0Z87UsOZ097BAH09in8zf8pw2wtINcrSB2C4pGA/+dMg9mb4Kpe062Lk+LSfzfsb/0ngbeeKcbpLy1tfLMPXcqI09/9D2i6xcDhx7FSHWymJkoJMogoXI/7R9GnUTWBoilLnN5CsPRdxdHwssWJH7XMwRGhFxFt0T9C17GOHiZx4jjF//qFTY/dCcJKhaBei+sjZzLo+Tz2mTOk77sPhMAdGUFGEqOvb0vBvQQZp41WphqMf7VC9tljCC1JXY1dS4vxIQBSqsjIQEYJoiBLwuvloBsy5EfL8SYrXkGReeblBAusQ0kqdyaYVT2BbqZwGkWQEYlMN4lMF6HvUS+PE/rbC3aDmO705Vc8fuXf1bn7boN9gyrt7QrptEDXwfNgYSFkeCTk9GmfF7/n8uZbt1ZoL+JPv+QwOhrynvcYPPG4yb5BlVxewW7EwXKn3/H59ndcXvyey+OPm/yUu3Ef9vWq3HOXznvfa6CImMBFUWKNeJH4JZ9XyGSUJe9LJCUjIyH/6t+sznTK5RROndJ535NmzJynLHKWLNM253IK6bSyxOsupcTz4R/9Uo1mc28m8x0J7tALWDgXp2NUrhUpXl6gOhqzjAlFMPieIaJwb96qEIKOQ1k6DmXI9adIthloidj32n0sT6rTxF5w13Bc7wVqs02q0409M0nrSY2jT/XTeTi7qe84cENmzhZ5+4+uU7he3XOT+E4QOCGz50tkepIM3t1J2xZWi1xfEitrxGxoQqIbggceMflP/67Gay+HdPeoHDik8fSHEnz+j2wUBR5+zKS7V+GrX2wShpLjJ3We+oDFM19vculCgKIKOjpV+gdUXmylgjSbkvkV1X+eeMqiaUue+VqTcjlC1wUL83HAo65HHBhUefAe+KNfX6BRl5y8TWewXVLt8nnrNY+MqnF8f4KXvl5ncjwkl4/JYp540mD4ir/nY2s7cBo7WyG6dhFPqPhuHTOxvdz/yI/w9nBhsh5kGOLNzBK5e1wqM4qW/NuLglLv7UUGAYpporW1IYMwplHeadOhxG9ESFsjEvH0uPZtrPx+VRTAWG9XCw1ZQ919ONEqJDPd5HtPMHHxGRTNoOfgQ0BMe2qlO5gdfnnT87WODOnb92H2tccxLQp84euv893vNUglwbJETIakCKIoLuxRrUoKhTh/ulJd+0GUShH/8l/VaG9XOH3axxsaIrdPp3l9Fn+uwt/9exV0XXD2bMycuIhiUfJL/7hGMikYHQ1WLQjqdcmZsz5z8yGvvOKRTiuYliDwJfW6ZL4QMTUVUipJXn/d4x/8wyqlUsTo6Fo37Yg+yOevJvnOmXnc2cqa/RuhXo/WuARmKjpffdXizNnqttuBWEbZdrRn88mORpMMJfZ87MeafWOa+nQNZ6EV2S1g8sUxQmdFxwmBZiQJ3J35vhRNcODhHgbv7SQ/mEa3VKKWJi+EQE+qKKpyy1Km3JqHs01axq0gBFhZg2NPD6AntU39xZWpBuNvFBh5ee5dFdqLcKo+pdEac5fLWwpuI6ljZXT0hEbo+gjiSeDCWZ9LF3x6+1V0Q/DwYwZf+JxNNqdw6g6d9g6F0eEQz40DTo4e13njtdUTvaLAW695zM3F6VE3+pN0XeB5komxkJnpELsR54Pn2hQGBlXybSrPP+NSr0ucpuR9H7DinPLXvLi2b1Jw4ZzP2dM+bW1x4w89ZtySReGtgpTh2nKEu4AwTfTuLpRkXBFPsRLIwMcbHY+Ln0iJ0DSMgX5C20ZryyN0A+l7BOUKwVy8sFfb8mj5PEoqub5zT1FQLAtjoB9hxZzeYa1GUCwTVuLJVUmlMPr7EIYOEiLXxZuYjPdZFigKUaOBX4irrnkzM6jJZByAGgREle1P0u8mdB0GD+iMXfeXMmuEANMS9A1qDF9Znot0M00qPwBIUrl+dDODXZ1GCJVMx4HNBbciyN53CKMrF9d7CEICqXD1WsBlZ/0Auu3AbkqefW75m+083k4il8Sfr+LNVvjCF9e3Ati25Ctf3dhCEBcZCbl6dfOF7NRUxNTUxu0UyFOeTlJ9dR776u4KJS2ioaa47Pfy8h/P3VQ7N4ubSgdbBQnX/vTyKlO5ohpYuW7qc8MIoSBUDRBxGUNAUTVkFBK1CpMvIt2d4IGfO077gQyN+Sbjr8eVjBoLDr4TcuqjQxx8z1ru5r1C4IaE3t6wC6imSqYnweB9XZseJ6Vk6u0Fxl+fX5M2opgaQlGIghDph3GRFj8EIVB0FaGphLYLikBNGERugAzi+186dpewiy5zF8ocf//g5gcKMDI6Rlqj6caaaqUcUpiPcF2olCPGRgI++hMJADq7FNo7FI6d0DFWEEdVyhHOCnOSlJLzZ4OYarE1/6+UAy+94PL0hyyeeNqiq8fnzVc9Ll/y8Vxo71CxLMHMZEi9Hrd58bzPhz6eoLcvjsWQQKUUMT4a0qhLTEtSXAjJbsHkpukJFNVAUdQWi4okkgG+20BGq1f9iqrHxytaq3iNJAo8fK/BerPlTo/fS6jpFKn770Xv6iQoFtHa8kgEVfc5vOlppOMiLIvUA/cSLBTRe3pQkgnCWh3n2vUlwa13dWEdP4p5YAihKDTPr+ZqVywLY3CA9MMPoLTClr2xcZxLV2LBLQTmwf0kbz+FkohjQkLbphYGRLUGQtORUURQrRKUy7e0T241kmmFpz6e4nf/nwqhE/tLFAWyeYWnPpbiN/5teYWrJQ6yEUKhrfcktYVhyrOXSWR7SLdt/o2qKYv2J05RfvEi5ZcvE5QbKKZO5MTzjWLpKJaO0DRAEjl+XOhJSoSuoiQMlBa/aOT6RE0vnmcUgZqyUCwdwgjFMthOfpYwNNSkCcqyKyJyA8JaLFzVtIXQVGQYxjn+qkJQqiODaHf3I0R8zbRFUG5AJJfuYbFUtNA11GRcxTK+SYFfqMUFmSyDxOFecg8fp/bWMAB+qb5n7uGdYPf2mxvSNYQiVtXXVVQdI5klke+lPjeMkcqRbB9AKCpOdQGAVNcQTmWeZnmawKnHTQm47eP76TqaY/rMAme/OMqlb6yOltz/UPe70lm7QaY7wb77ujCSm3d16EVMvFVg+p2FtW3cNoieT9KcKNK4MkPqcA+Na7Mopk7yQCeJwXbmvvYOeluK9oePUD07QXO0gDA0kge7aFyaXssNDeun2dwAp+ZRGq9t61l1S0O3NBbXtLFvsHWpxSjMFUK3Won4xlea/Lt/sXn77ibF315+0eP0Wz6Hj2q89ymLf/Yrbfyv/3OZs6fjgjLRDRkQa1IPJesGjGw27SiqQe+Bh8l3HSWZ7kbVLaLAw67PMXzuS9i1WaLQX2op236Q/sOPkcr2o2oGvtugNHeZsYtfJ/AdbsyD2tnxew+9vQ3p+1Sf/Q5BqUzuwx8gee9dyNdDvNE4kEoIQeLUCRY++zmCYqmVabLca87lK7hj46TuvYv0A/etuYYxNEjmsUdxLl6i9uJL8UZ1ObBVGDr5D32Awu//IcF8ATWXJXHsKPkPvp+Fz/4xjTPvxCb4W+RwlSyb4eMbWr1f7KG5L5lSePIjKX7z35aXXm0YxpHOj38gyW/+SnnF+JQIFFK5ftr6TnL51d/FbZZJ5nrZioUkeawPb66KM14gKDVAEUReuDSXZ+4+SObeQ1iDHSAl1TeHWfj6W4R1B2tfJ22PnyJ5vB+A+tkxyt+9iDM2j5q26PqxB8jcuT9eDCRNnPGtU9OSR3rp+ODdKKaOMDQUQ6NxcZKZ33sBpKTjA3dh7evAnSmTONyD3pZh9N9+CW+mvKv7EbpK8nAvXT/xIBO/+nWCUoPUiQHa3nsbC994G/vSFInDPbQ9cYrE/q4WKZDC9f/tj9DbUuQePk7uwSNYQ53s+x8+DMDYv/8qQbG+i7d+c9i14L7zF+5n6nvj2HN1eh7o566/eh9XPn+RK587j1fziEIf36kjWh9jtu849fkRmuUZNDNFz21P4JTnSOS68e3KkuCO6TTTqJpg5nyZ2QvlVdcVCqS7LJIdFvX5mzN77BZCqCSSHdiNOaxEG75nE4br+/GSHSY9p7b2O85eLFOba67J1U3sayd1pAcpJfb1OYyODMnD3TTHCoR1h6DmLE0w/kI9jjGQEsXUMLqypI5007g8Tf6Bw2i5JJHj4RXqyCgiub+TyA+on5/a0PcTetG2qzkpukBpRaALAb19KoePalSrET19Knfda3D67TjocGwkIPAlg/tUbrtT59w78TXybQLbli22ta3R3hEHrJw97TM1EWIlBHfcpXPlos/4WMjJ2yOOHNfo7FIozEe89ykLpym5fnV3efhCUTn50GdIZXoozV1mbvwN3GYJVbfItu3HsUtLQltRdLLtBzj50Gcozpxn7OI38dwqVqKN/sOPk8r2cPnNz+K20nt2evytQthoENnNWCADzrkL5D/6QZzUMueAlJLmufNEDXt5Eb1dv4IQaNksemcHhZdeWXHhlpVI0zB6e9G6O+n6i38OuWg/jmScAlat3lIfhkuTGTlGQiTR0FHR0TEwMNHQEewtTZeUEHjrP8+N+kmjMs3C1Bn23/FRJi9/G7dRRFHje/Kam7gGBOjtGfyqTegGJI/10/mRe8jcc4ip33gGr1gjdXIAd7rIxK9+HaEIDv79T+GMzBE0HBKHelBzCa7+w98DYN//96OkTg4gNAUlZZK95yBX/pffgUjS/5knUTOJbT270Z1j/ouvUXn1KkZ3lgP/8ycoP38OdyoeezKUeHMVZv/opXiBEUmM/jaSJwb2/H6EIuj/zJOUnjvHzO9/l7CxWJ9U4touc59/Bb9QoePD93L9n3wu3vcu+dJ2LbiTPUm0hEpmX46uO3v4zt/9Jnf+wn1c/9PLUPNQNBMz00Ei14OV78V3aiTbBzDTHXjNKk5lHkXTaVZnCbzVxTvsoksUScy0hplefYsnPjRE97F8zKT2LkBRdBLJdvr67qNRn0E30hQXLlOvr1/E3soatB/IbNlucaS6rl/dmS7THFuI82Yn4tzUmOt58xV/5AUE1SZKa+FkdKZpXJ1FhhHpY32ETQ/ph0S2v2RWXw8yktsm/oh8SdQq5iIlTI6HPP1hi49/MkEypVAshvz6f6i36gDDH3/W5qFHTf7a38zEliwFnv2Gw/decJlahylpPXzm51McOKRhmIIwgCCEP/rdBk1bEobwxqsehiH4pf8rH2vXtuRbX2/yxms7T1tTVJ1cx0GybUOMXXqG0txFXLsUu36EoFoYIVhRVlEzEvQdfgy7OsPE5Wdx7CJSRtRUA8cucuKBnyXfdYTS3GU8p7rj428ZVkRQA0uVrW6E9IJts/ZtdI3Nzg8rVQp/8EeE5cVnXQrT3d01twkPlzEuIWQcXi8QIMXibyioqGho6GjoZEU7AxxCF7srFhIEkrmZkA99Ms0L37Sx6xF9gxr3P5ZgYW71d+A1qyxMvEN59jKh7xAG8TguzV6isnB90+uEVRvtaB+KrmJfmWb2v7681JdGd8wR7xdq0GJkdMYK6J0Z1HwSRVdxJ4vQioB3p4oopo7Z346UEmeqiAzid+MV62jbDAz0CtXYzRdFRG6AO11C78rhzsWLkKBm0xydb6U3xOfo+fSe3s9iaq6WTxF5AX6lQVh31o6zJbY/+a4Hv9xEkREFM58g8kNCJ6Q6Uo5JBBZNkVGAVy9RuPY6frNK6DVRNQMZRYSBS+A2UBSNwLMJveXJTkqYeLPAiQ/uY/DeTqJQku5OEIWSjoMZDj7ai57QaKxHFSjATMVkIqqhoJlxLWFVV0i0mfTd3o5T8Qhb9IxuI9gypeVGSBnieQ1qtUnqtRmEUHDcjVe6mqmSyG1NNelU/HX96jKIiPw4JUxGEqMtjdGdw+zJElQdjK4MZlcWozuDDCVmVxa/u0Zoe6gpE6Mnh9mTQwix7MvSVcJGhNaWwp2vLlFMrgdFU9C3SeAf+tEqikvXlTz/bBwNrqjQqEumJ5evNToc4jQdrl0JltIpxkZDKqW4jXo94ot/3KRaiZYKktyIZ7/pkM0pMZFWCI4rmZkJl1iW5mZDXvyOy8x0iBCx4B4dDigVI6IQ5udC/s0/q1Iutq5Zizh/xuc3frW+xgqrKBrpfOxHrBaHcRoLK0zirPodYpN6Oj/IwtRZXKdKGLit4wJq5XHC0CeZ7aVensRzqjs+/lZBMU2EqqJmMoT1OsbgAGG1RuTc8M3tdvKSkqjZJKzXsY4cxrnS4mJoRR3KKCKoVEBVUXQd32kiHTf2UZrfj+IgEp/NFnYCBYFAQUFFSugT+3d9tUYt4iufq/HI+5Lc/dAyN4bTlHz5j2qrtW4Zz5+LY2MRUegRhZvcs4TmWIGOD92D0ZmlOTxHWG0SNuNzwloTMdCOmrIWHxG9PY19dTqeSxIGemd2qTk9l8KdLhFUbRRDQ8+llkzuqmWgWttbxGiZBIoR12YQqoKWSxLUnSVTgwwl0l1tHQttFxlGO78fCZEfxD7s1sJRTRpobXHgbeh4KLqGasU+bundaJVrBUir7z4x+q4Ft1NskjuQx626lC4XiEK5ilRERiGB2yBoRaGHwFp9cp0kbAkz50uMvjpH17Ecg/d2kulJEPoRVtbAqXnU55vkB9MkO1Z/xIqm0HEow5En+5cEd9u+OCo9P5Di1EeH8Bo+gRsy8WaBmfMl7IWdpapIGRH4Ter1WRynhKYll4Lt1oOqxRSiW8FvBhvyqHuFZR+KRNIcW1gStkHNwZksLXVjc6IYD3wk0g+XtfXxhXi7EDjTZfS2JEHDRU2ay4EY60Cz1G1XUgqaAYGzerCfP+MzPbV+/zRtycj1kJHra/crSYsol+LciEtU2diHdPrNzc34rgOTEyGTG2jwjbrkuW8ujwHPhZnpiJnptZOgUFSMRJ7Ad/Gc6hpBfcPBqKqObqRizXnVGJEEvkPgNTHMLIpm7Pz4WwgZRSjpFNbRQ0g/wNg3gDc+EZuotwljaB9qLovR14uSTGAdP0Zk23jT0xCEBMUi7vURrGNHEFY8viK7SVgqERRLhPUG7rVhjP1DqLksketBFBFWangTO2MI23tIolaQWEiAj7tUIXA3cBzJWy879A5oDB7Q0XVBox4xdt3nzZecPQtp8AtVnKkiRl8buYePAaC3pQldH3emhDnYgd6eJnv/4TgoMorwZsoEtSaKqWEOdsT7iINe/WINb6aMmraIvIDsA0eImj5aW2rbMUhCV7H2dyHDKNZ4mx7+QnVVKt+NfRuU6vjF+o7vJ14Q2shIkr5jP0HVxhzsXGo3cn2aw3PonVly9x8hdGJO+/o7o3GAr4TI8Qhtj+xDR4maHo2Lk+sI+FuPXQvu4oV5eu7rJwojxp8bRijQXLB3yPKz/rG1mSZv/v5VjjzZT9/t7bTtzxD5EXOXypz5kxH0hMrQQ9303uA7VlRBfl+ao08NrG5vNtboB+7qWNrmNwLK441Vgtup+ZQn6thFd1UVn/UgANPMkkz1UK9NEW6w2hWqQLe27uYolBuaDZujy4Ee/kKd+a+/s/S3V6jFwWctLDx3ftW5TstX5M4uT7o1x6fzfaeoXZgkebAb1dLXWVTFsNI6+cGtmeeiUOLWfdz6BoNYVRB6zJG9+BGgKYCIfZtCxDX6wnif1tWGeXwIb2QGr+nEgUst//3SsUEImrqUYiejCBmEKIYe81UvsisABGEskIw4GnlxYhG6hvQDpL+dj0+gKDpRuEm03OKRQiCUOP1PblDiNQq91jHKjo+/lYgcBzWVxNi/H72jndC2aV68TFAqtw6IiGp1omasGYlWxQkZBAhVQ4YBiWNHMPr7UdvaQApS995NVK4SVqqEtRr+/AL2mXNkHn2YzMMPghB44xM0L12JfetBQPW575B54jESR4+AUAhrVezTZ2Phv4uakkorLzuSW79rVdGJohC5W5rEHUBGUC1HfPbXq0uEHovkHXt6HT+k+Mw75B87Qf6xEywqTosCr3lthvRt+2h78nYA6ufGcCaLRLaLUBWMrixtT94GQmBfnsIZLeDNVVBtl8a5MdqfvB2/3AApcWfLsaVwC0S2R2J/N2Z/O0JXqb0zGgd7SQhqTdQgjE3eKxBUbJzR+Z3fj+PhL9RwxubJ3n8YGcTzRXN4Nha+oaT43BlyDx4l9+jxeJ4QIhbOQTwv+fNVmtdm6Hj6DvyFOs2RecIfJsE9+s3rjH5ztU/lpV/6zqrI8pvBzLkSM+dKG+4fe21tXd7ACTn/5THOf3ls5xeUcOGrY1z46tbnKopGKt2Hpidin+ZKqqn1mpZbp5ybGR11A+7y9W8iTqGQMc3P9s8DwobL/DfOYPTmKD5/cdMPLNVl0X9n+5ZtunUPpxZbM7Q47XZRBgOgdeSwjg4hDA1/ah7phWg97aAIwoUKKApaVxvBXJHI8dD7O9F7OnAujmLs70PraSeqNIgcF2EaaO05/Kl59N4OlHQCooigXMefmMU6dQh/ah7FMlFapr9grkRYrWMd209QqhHWGii6jr6/F398Bvfa5NbCW0ZEoYtmpLYUnjKKCEM3Zvdq0ZGuhAA0I0lUnUFGwY6Pv6WQEndsgvKXv7bu7si2KX99mVI1MXgAKSXu7CRGdz/u1BiVbz1H8tAxtGQarziPMz1B/r5HMTt7ccMWhasXsfDZz614wtXj2J+eofKlb5AYOoj0PRpX45QyPd+BXy3HvpEdIJPoBSQVe3LLY9vSB6g78zheeUfXuFncKKxX1mu/MSNiozCXjQo3ATjDc8wMr5+DXH9nlPo7o+vucyeLzE+uz/8e1h3mPv/q+jezBYKqTfG5szTOraV9LX7rnXXO2Mb9NFbczzrT8tRvPAuA1h1HzwfzrXaEoHl1hubVmQ3PbQ7P0dyg/7aFRW7jm/SR71pw54+2r0uMX7pSjFMMfoQRyRDbngcZ51PGlXo2iAoNInzbx8xsbt7M9iQ2TBkTessBHEYITUVYcYEIc6AzNocPz0AU0y1q6UTsA9piFRh5Ac7Y2tSzlUi0m/ScaGPw/s1z0AHmLpaxS7H1IvDh+pWAn/74/NJEpJgGwtCpfecNch99LM79LdeQno+6v4+w0cS9Moo/V4YwjLU3TcUfnyX74YepP/8W1tH9mAcHCMo13Muj+DML6D3t4MfkI4ppoCQswlINc6gXYRp447M4l0ZJP343QteoPfs6UaOJcbAf647DBLNFjAP9eGOzWwruKAqoFEfpPfAw2fYDhKGP726UyiYJfZdaaZR81zFmR1+DVuCaUFSS6W5MK0etMonn1ndx/LsPa3A/Rkc3WiqNXykTNm2s3gHcqTH0zm6svsF4EVCYxezpx+rfhzs/g6KbqKk0er4db3YKva2T5P5DBLUqke8ihII9eo3UkZPYo9eQvg8ShKphdveSu/8xqm+/ijs3Q+RuP7PE1FMkjXaSZge2W8QPbPKpQdzQxvVjKue29D4q9hSmnsEPmihCRVdNKvY2qVP3ELk2hZ/6y1l+/V+VGehXufMOHU2D68MBTQceeVjn6tWA9naVzk4Fw4DCfMSVawF33K5TKERcvRYwMrKL+XgzKukfUGi9XejdHShJC3+uiPR9jKF+oloD6cVWLOfiNRJ3n8KbnEHv60a6HkGpgtHfg3FoH/5MAZAoyQRqIoG/UMS9uHnQ33ZhHjuM1p5HSacIZgs0z5zf+qSNnnW3J+5/+iBWewIQqIZKqj9NbbzKW//3q7g/4oJ7Mda03phrlZ/b+Hn9ZkC94GwpuPvv7iD9zYk1+fAA5v4e9PY0UdMjqNjkHjvFwldeJfIC9M4M6cwBwrqLdaAbvSND9fUrONemb4p4BeD4+wc49v6BmMZ0C0yfLWEvrGYvWqU9qApqLk3qgVNEDYew2kCoKpHrEc6XUPOZOHhuiRx+MYpUElVtrFOHELoWm2elJHK8peOkjDU4oakYB/uRrocUgB/EJvPWDBTMlUjef4Jgvhz/XSgjTB1vZHpbpvIw8CjPXcauTjN49EmSmR4qxWF8p4aiGWTy+1iYOYfbrCCjgMBvMnXtBY7e89PsO/oU5cI1fK+OmcjRd+AR7PoslfkreM3YjbHT45cgFFTNQFE1hFBRVANVtwh9l1s3+wqsvn3UL53B6h9ChiFR015K//SLC7jzs7Hgnp9BCIE7P4tXmCVs2rHbRFUBQerwMeqXzxE2bfS2TszuPkCg59sR48NLV5RhgLcwh1eYxVuYJ/K2z8sNEMmIhluk2pymJ3eCcmMcP3SwtAxJo40gdJkuniGSAWmrk/bMARruAoXK5T3st+1DNwSHj8UMfg89ZHDpks/wSBxkeeigSrEoOXZMWyqD6Xlxxa/3P20yOxvR3a1g2+pawS1As3S0lIFXddCSOqEboOgqi5Vw2k/1UL44h5qIyykrmopQFeyZGmbewik2UbQWaUogUU0Nr7yz9Fz76gzuZJGw6ZHM67T3WxseK4HJ8zUUTbTmyFgpWgklaSGjCHdkgrBYIfuB9xBUaij5DISSyLYxhvpBU4nqdpxmqCgopknijhMEpTJ6T2ecTptMoObSSBmxJ4S9AvSOdvSBXrypWYLC5krTVti14J54fgx1seyjqmDmTIaePrRp1asfVAhFI5XvJwp9Ar+JmcgTBh52ZZr1Jj4hFEwzS9MpIaOAMJQbCm+3EVCdtuk4mF13/yKSeZOe43kKV6sUh1drcdILEIqC3p1Dy6VQLAMtm0RvT6PlUkSuj96VR8rYXxW1oi5vBkee6ufQ4320H8xsStMas3pJpt5ZoFHYZCINI6JGE3d0puXAky2fdkTkeihzpVU5wWGphnNpFCTxT0WBVhUOGcVtAThXxmL/d2vCEaoSMyu1KHGjhhMHnbxzFel6CMsgasbpJ0GhjNA0wlpj05S4FU9L4NuMXXqGjv47SOZ6Y+KL1uItDAOKc8sMYVHoUy2NMTX8IqlsLz37H2Cxco7v2UxdfxG3WV4aOzs9XlEN2npO0NF7Mh7D2T50I4mmJzCTeWQUMjf+BvXK5JqUyw1fU71O/dXX4/iBrXojCjHau1ETKSLPQU2n0fNt6Pl2/Gp5edEUhkgEMowXUophoGWyaPk29Hwbketi9vQTVCsIw0AoComhgyimFR+XzQGgZrKE9TqKpqMmkkSeiwy2T00sEBhakpTZgZQhKauTuBZ2q56jjMilBrHdIgIVx6sQhh4pq4tac/10z5vB4x9IIiWcfcvhM399LddDIiU4cjJe8NsNyeBgzARYrUmOHNGQMq5VHUXg+7HnQAhBpSJRVSiXJaXy2nkgPdSGnjYI3YDs4XZkBFpCiwmL/AgEWF0pxGWFZG9mKaMlCuN9qcEcqX25lhUkZm+M/JD5NyeJtogNWgnpBQQty2DboQy3vS+27CWyGmZSo1mL95lJlXrRY+pCPC+me5IkOxMoqkJ5rEpjrrVgUJQ4/sJ2kH5A1Gi2GPeahJU6+D7JB+6k/t3XUUwDrS0Xh9iUq0R2M2agrFRRc1lkEOBNzaJkUntjfZAQ2k2USi22DGbSMD276+Z2LbgXzq/2MSu6woEPH9myIPwPIhRFxcp0EvouhgxRVRPfraPq5sbVdoQgkWgnikKcZpEgWH+16VY9SqN1Dj66+T2ohsrAPZ1UZ2zqc028xrIGGFQaCEWg5uLSdfbliThPu2LH9Kauh5pJElQa8faboOFTDYX+uzo49dEhek62YW1hKQAojdUojdZxGxtrraHt4E3NE8ysv9KMWM1nH9kOkR33fVAob9juova8Ffyp1ni9kYB8p4TkUlKcvYiUEclMD4aVRVE1otDHscsEvhNbAOKD8d068xNvEnSfwEy2oSgaYehiV2cpzl68IYVnp8fH9yOjCCk9aqW1/km5Iv91W4/nekvsaFsciTcXC7OgWibyHGQQxFr2ooWjVmH54hJvfiamr1RVQqeJXywsaeRqIiZ3iZwmXrGAEAKvMBPzaVfLxH5BQEa4hVlkuHM/v+NXW5zuITVnDlXRCaMAJagjZUQY+ehaTNRhe0U8v4EkQhVbp3PuBkprvZBIKDzwuMXpV51VQ1HXBUpslODa9YCOzjiuIgwkCwsRTUey0EprDMPlYex5EishKBYj5ubWClIzb2G0JfBrHqn+XBy0qasETR8ZRqiGhpbUEbpCoieDV24SuiG6paGaKsn+DEIorUVPnAftVRxUQ4vdpLuYenw3pFZwEUKw/64cs9ca1AouEsi0G3QdaAlQIbDyFsnOOEU41ZlcEtxRtU6kKkjXi8fV6CTC1InqNmElFvphtU6wUEJJWASlmFpX+j7u6ASKaRAUy/G8IwRRrYHW3b5nRquo0SBy0rG1Sbs5HpJdC26zzYoLfbSg6ApaQt86CmsDKLqJZiZjrbe5sQ9PNZOoutniPY8R+k58zgYTsKKbqIa1Ko0m8l0Ct4lcTOmRoGoGmpnCtUuEgYtmJNYV3FJGOE4Zw8ygCBXfb2wouO2iy9ylMlEYbVrOE6D/znY8O6A4UmP6bInAiT+6sNIgrKwt1OLPljdsa6dQdQUjrZPrT/LQXzrO4L2dW0bDSymRoeTa8zPYJXfTjIKwUkc2d2bavCW4cYzsIkhERgHFmfMUZ7bno2rWCzTr3912+9s9Pgo9FqbPsDB9Ztttr4GioCgaUbBzQprmCjP2IvzS8sLMm1+tpdrDVwCQgY87NY471VogVEpsptb45dWLvfqFjYOWNkOtOcP2yHuh6W0cGLtXeOU7TaSETE5hfNjn//1XpSVPEUBHj0pHVyw4Ll8JEK10dynh2vVw0zVnS/lcF0HTR0saKJqCV3VQTQ231MSvx7nyRs5CaApCVVB0Bb/uEXoBia40qqWjaCpexUGoAhlK/LqLV3Vja+suK/PMDdvMDdsIBY480s63f2uUypwLEnI9Jj/+d+P0Nc3SUA2VoBliF5sxGdXic82tHife8Pia+6l9M/6uoloD5+wKF8h8cenYYHa5HX9q91rxjZBRhPR8pO/HVr+bwK4F9+1/6W4SHbEGKBSBnjVx5hq7K/ouBNl9J+i95/005sYYf+FzbPQRd5x4iPYj92G19S6dW772JhMvfWFDgZ/dd5L2Y/eTHTyxdE517Byzp5+jMTMca82NAla6C88uY1g5kLJlKl+LKAqoVePI1FSqew0Zwko0FhwmTy/gVDwSW+RDq7rKgYd7yO9L8dy/fIfR783GVdFuYZCIUOLrdhzMcOSpfu7+1GESbcb2LCcSvIbPW39wFbe2hckyCIm2ZY7+7/h+wki1YbX1UB3bfaDM3uCHLBJqD7BYTEdVI575UoNycXXZR0UTzE2HyzaLHaw5N0slq1wuUKGwvFZab83U2jY6tRxPUblSAAnXP3dm+RjWOfdmIGINW9UUlEVGM0Mh1x3PndmBFCARqiDTl+b6s1tkAe3QmnbLIEDv6cZ++wxGf++WzJdbYdeC+/qXriz5uGUkCZyA6kh5d4J7CWLLNJuFS69SHb+InsiSaO+l/+Ef37LV6sRFmoUJ5pI5jHSeoSc/feNlEUJB0xM0GkWqheENS5HqepJkqptUqgdFUUmmupmZfpNqZf0BJKNY637rD6/z6C+c3NIioWiC9v0ZfvJfP8rwizO89YfXmTlXpFneuUa0GVRdYeDuDoYe7ubAgz20H8zEUe07GE922eWlX71Aba753+K8+0OLZPcQZq6LwK4hFBUtkUZPZTGyXQROHSvbhVBV/EYF1UxSHTtPZuAYTnkOv1F+t2//Rw52Q/LMnzbWyI3ifMj/+fcKq7TwPYW84ed6+zbbdiu++Qguv7TAT/+TU9iVuDxwIqdz7bXSkqKgmRr2goM9b//wzDsS/OlZUg/cDUGId5Oa/K4Fd2W4tHrVEMndC20pqY5doDE72vJdbWJydW0iz8GrlbZt3os8F9f38O0Kbm2tj1VRNBKZHkLfwUp34js1Atde9z58v0m9NoXn1vD9BlaiA9cpb3p9t+5z5k+Gue3jQ2R7k6vMOzdiSdNVYejBbnpOtWEXXcrjdeavVCiN1alM2dTnm/h2EJcg9aNl1jURC2XNVNETGmZKI9lhkeowSXcnyPQkyfUnadufxswY6JaKZqmomrKjwMLqtM31F2c49+XRH56P578DECQ7B6iMnCfR2Y+Z7QCh0HHiEeZOP4eR6SAKfTTDxGrvw7crJLuGUHTjprWE7xeSvRnaTnWTHsxx6T+/+W7fzrawkbJ3y4T2DyikhBd+Z5xLLxZJtxuApF70mR+xF+MH0SyVdE+KjsM5Lnzh2rt9y9uHIhASMAwU8+bYD3ctuHfK8b1le4G3PUEslyO4o20HqMg4hSiQCHWtSVdGIW6zTCrfH9dTbkXyrgdVMzCNDBIIAoemPR/XE9/s6qGkseDwxu9d5aG/dJxUh7WlkBRCoCc09IRGIm+Q6U7QeSSHU/PwGgF+MyD0JTKMiFqLpkX+XaEIFFWgaMoKIR4LciOpYaQ0zIy+pc99I5QnGgx/b4azXxjBazGlKbqKoqux3zuIUAwVGUSoSZ3IDZcCYBRTQ7U0mjO1NYxIW0Ogo2ORXPqnCQMNDQUVBRWBiGOYiJBERIu0lNLDx8XDxaWJh7MFH/Wth4JKkjQWSQwsDCx0YaCiobQqUEkkESE+Hp50adLAoYFLk2BDvrvNIInCADPfhdKqHQCS5sIkiY5+9FQeoSitGBKJU5yh4+QjlK+/TehuLzI9fjYFc+k9JTBIYAgTFXWJ6Xvls/nSw6WJQ4MmNv5NJOEouoKeMjByG6cX/SDBtAQn7zJ5+5XVMSCGKTh2m8HZN10UTYnTbwW4ZYdwB9HbO4dAxyBFlgQpDGGisfydrXx34dLYdLCpY1MjwLspCthmNcCpBaiawLVDFsab+K14H9/2qU7WcWs+mnlrCk0JBDomSdIkSWOIBDrGDWM3Wnr2xbllcfw6rB/vpOVzONdHIQyJmjdX2XL39bh/hCCjEKc6h6qZRKG/IeUkgKZZJFPdKKqOIpSYAMqtEgSbB15FgeTqc5N0n8iz/8FuMt2JbWu4qq6SaFM39JEvRQ4LbnlUf2msxvCLs1z99tSqkqupfXkUU4NW2ohQFJrTFRLdmTg1q6VSyEiiWBrOXH3bn7ZJAotU62cCS6Tin8RlFzWhtwS3gkBBtqaVpclFhvgi/rh8XFzZxMXBw8HDxcHGpUlIyK02HygoKyaFDEmRwSKJiYWOid4Sbgpqa/JrCTfp4wk3Fmyy0RJwDWzqNNkZIYtTmkUIBa9RwbdrCAFupYCRbiN07eXURinjNC/DwrdrRP5WwnT1hJ8U6dazJZYWJqrYQHCzKLhtmjIWADY1mti7oh0VqoKRs+i8px8toeEWm9Qnq4RugJGzSA/mKLwVk6pk9rehGArOgo2WNNASGrWREpEfYWRNEt1pgqZPY/LWFHaxkoKH3ptYE1WeSAoeeV+Cc2+5CE2Q7E6ipwzseZvK9b0PntMxW99ViiRpUiJ+jzommogroS0L7uVFcSB9PBEL7oastYTX7hdg/ScyDJxIY6U05kZsFsabnHhPB+efL2BmjOWg6BumOhWNJGnS5Ne06eFQp4K7gVCFeCG9OHYTpEmKluAm0VpQry+4Azw8XDwcmrKBTQ2XJjb1ZR57QZzqqGktno53yccNoCXSCFUj8r2l1bhQdTQriWhFqgbNVhynUNATaRCC0G0SBR6qmUA1k8t+bSmJAg/fvoUlC2+AUGLCisB3qMxeIZnt3rTUoCJUdD1JKt2DIuIVX6U8sqXgBqhON3n7s9dQFMGBR3pI5I1Vkfm7foYbyjDuNaSURKHELrpcfmaSC18dp3ClsmqSyZ/qRTW1ONcT4hJ9hTqJvixWR5zq49UcnLkaiqFvaXaNay+p6Ji0i2466SNDG6ZILGmjm53L0jFxpkOC1MoDkEQEMqBBlSKzlGWBBhW8mywYsdk9qegkSJKhjW4xSDvdMU/5Bi9vcbuCiiYMEqTI0Q4CfDxsWWWOKebkBB7Othce9tz68Rg3fndCUTEy7dRnrm8ptFU0DCyytNEn9pOjE03oGz7b4vMpKGjoJEQKiHOZIxFiyzozjFGQ07jYBAQ7EuCKoZLsTtP/xEGsziROocn4Ny/TnK2TO9zB/o8ep/D2NEhJ1wMDGFmL+dcnMNuTtN/Ww+XfeQuv4pDqz9H3+AHKl+f3XHAvUumn0gp33m+iGyIORm3ty+YVHnhPgl//12WEEBhZk8xglkRHYk8Ft4LSenfttIlu2kUXKXKb33trcamhY4oEKbK00Y0UElvWKLPAAjNUZKH1TW3v3QkF7v1YL6m8Tro9duXNDzd4z88OcfHFBTJ9KVRDxUjrqIbK9JvL9KM6Jl0McEi5bU27JTnPmLzE/EbaMDppcvSK/bTTgyWSm84zi8+vY6yae6WIK8uV5TyTcpgy84S0qju6Hsa+AYSq4M/MEVZ2P55uSnD33fshEl2DVEbOMvv2MwCkevbTe88HMPNdVCcuMf6dzwKgJzMMPvpJVDPB7NvPUpu4TMfxh+i+831oVqrFwONTn7zC9W/+5q2N8FsBK91JvvcEixNeItvN/PDr+M76iSPNZhHHqZBMddHYoAb3Zpg5V+Kl/3SB4kiNez99JK689X3QlHeDxQVM6EfUZuw40v2VuaU0tZUQmhJr3F5A6Aax5pI2SfRkCB0ft2jjVxyc+Trtdw+gqMqmn7JJgg7Ry5A4TpL0pgJgNxAo6MIgTyd5OpFCci06xzQjuGzfJLxdGFj0c5BuMUhG5G+6PR2DnOgkSwcD4hDX5TlKcm5TjWKniBdsPuVrb2/6PeqYtNPNgDhMu+i+6esqqKRFjiPcwYA4xJQcZl5OUqey/TY0hcANeOdXXgTgoX/6IXKH24nc9d1agjhNqvzSKEd/+i60hI5XdTDbE6SHclz8rddv+rluRDItyGQU+gY1TEth3wFtKRrcMAWDB3QSycVSp7ErTDO1PTYKCbK0c1jcTkbk0bg536tAkBJZUmTplfsoiwKX5dvY1LctvPfdnuX3/t5Z7vuxPqSUhOGiRVGwcLWMbweouoKZ3f69qqjorO860TDoE0Mc5s6WRWj3c41AYGDSKfpZkDOsfFlhvU7z3EWMwb7d17FfuuebgFsvYuY6MfPLXNbJzgEU3UDRTBLt/UvbrXwPqpkkcOo4xZiRrHj5NerT11DNBNl9J+k4/tDN3M7unqFRpDD25pKgtjJd+M7mpkcpw10J7UWUxuq8/jtXuP7CDI/81RNxNbMfPLmN//9n77+jLNuys070t7Y/3oSP9D6vyWvr3jIqlVcJuaZEgwRI0MIIHjAYj/GeuvHd8LqfoAfQvNbrfrRQC6EWIIdcIVRVKn+rbl1b16e3kZHhTxx/zvZrvT/2iRMRGeeEy8x7q4AvR46MPLHP3ntts+aac37zm27E8qU6l794h3d+b4bAjYZOGt5Si/ZMDXexmQgzaEmN583Znmew4XvucmsokdHA5ADHmRCHyLFVTepBwaNLh8YDMdrjHOSkOIdDGrFDtGA/SJHhEZ5lVSyyoGZYYh9NdgZBScJ2fdtNRpjkkDhFiTE07n/O0SHNcR5hXBxiUd1mhou7+l7UCegutPrPXXu2kUjillJbthVCgJYIvMRBzOKLMxROjZAaz6LbBtXzy/ed0wMwMWXw9IdSfM8n0xw9bvL3/pex/vlGkaKyFPN//JMaUoGdNpGhJGj5idTnfVDzMrE4LM5wmNM7RrH2Aw2dMhM8Iz7JNd6moubxdvF+bZobRMLXEZpARhIZSU79kaOUjhforHR58//a3fOgYWAPMNxFRjkkTjPOgQHf2j9a1HHp9KJgCaLlCvnv+yjBnXmCW7sRORqOezLcQbtOHPrYufWepk5pGr9ZRcYRVqaAVRgjaKxgF0YRmkbktgl79daR3yUOekX/2Z07UD0IyDjcRC7z26v3vBraDSI/pnKjyZf+8Rtc/PwsD//wEaYeLZEp70xce2BQiZe1fLnOrReWmH11heqtFm4z3NZoA6y+fgcZyr7Oev/lG/CdYUY7TZaT4nHylLCw39UoxKpawGNwCeB+YWAyyWGOiYcxe+O5/5EDsfYDJTWGLVLkVIHrnN99aFmAMC2EaSK73V1Huw5wjEPiNCkyaPfoqQw/tSQNlFE5DokTpFWGy7yOZHtylpE2SY9n+gvizHSOzp0GftXFLqUw804/0pUazWDmevwRBbNfvMqRH3oITRe0b9dZfP7WfR8XwO2bIcsLMW++4vHTP1Pin/391X6oHAVxBJ12r5OaUmhmIooSdcJ7NNqCAmUOihOMMp0YbcH9fzZFwmPQMTiuHiYtsiypWRpso9Ot4OJzFf7IXz/B1MkktTp5MsPbX0r6QsR+zNJbK3h1Hyu7e0U7vZd224gpjjAhDlNk7L7PNQ21SkCSPhWWhXPmJFoui3Q9jGIBOe6+d6HysNsg8rvYxXF0K5UY8cIo3ZVZYr+LmcriFMcJGitY2TIyCom6rfUaB6VQvd64SavC96iuaMNEpe6qvxBoGMJCExqa0JEqJpQ+ujCIVIgu9HVDLzSkCjG1FJH0t59cVMLM71Q8Zl9doVPxKB7KUj6aY/RknpFjeYoHMw88jB50QlrLLs2FLo25LtWbTaozbZoLSclZ0A53NY/H3v5bTQoEDhmOi0cpMoopzH15pmukNIlCR+vteftrt5bPrqqVoWzQ/cAmRYlxDojjWDg73sO1Mw+UR0xIRNTLi+vowuyzercbjy4M0iqLENOEKuA2V3bO1+s6WiaNdXAS2XEJ5nyItr+XiSeVhMbTZPtcj+3GplAJAVBFSc6PJLeqCxMTC4Pt8+Ga0LCUk6RP1CnmuLFtVUAcxCgFJ/7Yo5gFh7AV0Jlv0l1qI2NJ7Iac/bNPEXUDnNE0fm2do+KtdFBSoqdtZCxxlx9MN7YohHYouXMr5A9+s83SXDT4XROQPZDHytkJY35Nb2Gf02WZ8R7HYgJT7BxujgiJVEhEiCRGItGSJxNTWBhYQz32tXtqCYdRNY0QAqkkLQbn6JWC81+vUFv0WL7RASGo3nG5c76ZOBZSJWkDTSSs8l1eB613rmvbjjLNmDhInjKG2NkMyl6VCj1exk7zSkvVCHrEPBVFhPOLYBp9ErF6L1nlUadJ5LbRDAszW0B4XYxUlshrEQc+qZFpUqVJmjMXsHIlZOi/q8Sze4VAI6XnMISZ/E8kTF9Tc5AqxhHZPsuQnrJeTICtZWiGK8g1dq4mMHM2VjmD9COCWpfYXWeuu/WAuTdWWb5cJzeRZuREnpFjOcpHsjgFGztrYqaNfkmXYevolpaUfGmiJzWY7Ev1lNaSpgCKOJLEQfI38mMiPyb0YoJOiNcMcGsBrWWX1kKXxnyH6q02XvPdK5NKckIOExxijOldeW4KSahCfFxC/A0TikISoVB9lnkywRgYmFjYm5jNvZ31w+TRfSoPM7DIU2ZSHCYntg/3B8rDw8VnjenuEqmQuGe4187fJCGnrTHshy1u1oz3pDhCU9VosLr9AlIINNvEnBwnqtQQC0vbzoMJ8zbHlDhKjtK2C5JQBQSsja+LR5dIRb17RI+YZvSCmAmz3iY1lICoCQ1bpZgUR+iqNnVW+pPjpuN2Apo3qn1PVUnJyrfnaM82iDoBnoClF29j5R1krKheXMZb6RA0k33JUCIQBE0Pv+o+4NIr8DzFGy952y6QZSSRsewZrv0fK0OeMTHNCBPYYmvaAHqLSBXToYnXL530e89lYriTBaWOoaz+fcuQ70XKBhvxtMii1CSRCPFUZ+jCqzLTpVsPWLiSGNpOPaDbWF9MGikDw9aQsUK39F3dH01omCpZpDhkmBCHKFDGEpu9cElMoPxeBUpS7bC2WJHIHu11nZiW/LX7ZZwAMVGvLK43x0tJtDq4d/h+cW8et9si7DYRQmDnRzFSfj8cHrTrhO0aTnkqMVyZEn5j5bvKcGtCJ2eMJA0PYh8hwBAWumbQClcpmlMo4l4TAkWkQhQSUzi0wvVwkGZopA+VyRwuIcOY+jvzmwz3GkI3pnqrRfVWi6uAmdIpHs5SOJAhN54mM2qTHXVIFW3srJHo9po9A65rffa3jBNBlsiPCbsRXjvEb4a4dR+37tOt+jQXXaq3WgQeIHSUjFHB5hdJWBaaZSN0najV3F5HcZ8wsSgwwmHtTL/UZBikiol7xRdt6jTUKi1qeHQJCYiJN4WH114umxQpMuQokhMlbJXCwETHQEenzsp62cY9Q5CjyJiYZlRMDdxC9XQFAnzqaoUqKzSp0qGBHBTe7p1WmjwlRimLSXKqiI2DPsBb0IROVhU4JE7iqS4eneFjUxKkQkul0HJhrwvbcDikGRHTTIhDw8eGIlQBLerUVYUaFZrDFhC900qRJUeJkhijpMZwSKNjbFkYCCHIUuAAx4hVRI2VLfv1qy5+1e2Xe92NqB1w8/cGSLwKMDIWZjb5W7u4Qnt294S4/UJKaLfW77thJC09NR3cjkJKaM00sPM2hm3gN7x9edsaOhPiEGUmSIns4HNRSYlTlzYL6hZ1kkjUdvfOwCRHkSmOUhSj2Co1dAGeFlkm1REarFJhsKR0YdKhteLTbST5cE0X5McsmisBmqFhps2EfOiGOEWbztLOeXO9NxcItN7CZbJvtNfex5AQjw4t6rRVnTZNOjQJCe5KOwksLFLkyJIjK4qkVVJGZmDg9coad0rn3AvuyXDL0Cdy28SBj50fAxRRt0Xotgk7DfzmKoWj59CtFGY6R2f5JsF3kWSiUjGubDJmHaYdzeCILLowCaVHK1qlYI73QuYBofSJVYStp5BqswERpk76UJH5z19g9IPHd51LCt2YlcsNVi4/uMkjdfI01vgEUb1G58I7m393/CTZR85hlEdZ/q1fI6reWw/ZrRAUGOG49jDWEDZr3+Ao6NCkohZYZJbOLhjGkrjnybq9oq9ZUAnDO0eJshhnREywpGaJ2H+ofyMsLKbFUcbFweHjUYoAj6vqLVaY74eOd0KXJl2aLKnZfhh+RCWa/YMM3DgHk3GrO0NrvYWmISwTLZvBtC2Erg+1CQYmI0xwVJzZZmwQ4nOTi6zskowE4Pbq0StqnjQ5jomHGOcASg1OFY2IKbxe6L1OZVfH2AlGymT6I8c4+iNnqV+u0LpVpbu427Yk+4dlCU6ctbh6PiCKFFOHDI6dtiiWdZ77Ypd6JUZPJc01ZBjh1/fXrKcoRpjmOM4wT1spOrRYVDO7S7P0EBFSY4UaK5TVBIfFaUpqHG1AqaNAYAuHk5yjppY3kbcgKQf7r//eWf79P7xAcyVxJLJli8/8rTP8yn/7FoZjYGdNnKIDGhQOe7sy3Bp6bwmf4TiP9KKovTSOUoT4zKjLLDJDQMD2KyPVq9v2E813lUSPHNKMcgBQu36n94t7FmCJvA5+j3ymGSZebYnYbRN5Hbz6EhPFj5MZP4KmGwStKkHr/oYMHiQkkmZYoRWuolC0qfZSKslNveNe7AtJQOKNT+jHkp81mzhOak9VGNO5XePQjz5B0HDfFfLbnjBEKK576QIqCMg++vgDOewIk0yKIzvWjCoUV3mLiprD3SuBTAiEYaBlMsiumzClhaRuNGjoHa6HV9AsC+XpaHpvBR7HaCkHzbbRnBThagXZ2d1xj/IQxW0Y1gpJhxbn1Ut7Km/aiIiQFeZoqFVOiHNMc3Totkc4S0DQq/PeOpmoOCaqN+m88CrW8SPbPpuTHGZSHOmHBAchxOd19Q06NAdHD3aAJKZNnXfUi5wRTzHJYQwGk5AmOAQCOqp5X1Twom7I7c9f5vYXriR5r3fpNS2P6vzNnx3lr/7YPLmCxp/4cwWOnjS5fingQ58Y5e/85SViN0IzdaxCCmub9rnDoKFzmqewGN7oaJ6bLKgZ6qwM3WYnVFnCVR2mOMJR8dBAJ0WgkSHPtDjOgrq1owKgbmmUppPzDjohYTfCb/r4zYD5V3av+W2T5knxkU3PU0RAg1Uuqm/fUymlRNKlzW0u73sfe8E9G+446BK0KqRGDqDbaWrXXyfyO8R+F7+eMAHzB88S97xzGb63MpP7wfrKc+sadOMnkQpY9G4gEMQq7P9O6Br2SAZ3oYG/2iF3ahxnMk/9rbl99812Dh/DOXoUI5dPGKeZDLWvfJGwViX35PuwxsaJWy30fA7/zh06Vy6SPnka+2CiOy00Qe2bX0doOma5jHP4MKnjJ9DS6f5+kLJH3Nt8junTZ7EPHkbPZBC6Tv2bz5E5+zBoGsI00NNpZLeLcBxqX/0ysrvV6OkYjIqpRIRkSARC9dIPl9VrVFna1+Ss5wvYU9OgVNIH2u2i5/Jolo2SMcI0kxSBEBDHyT2TirC6imbbieHfofHNGjIUGBGT2KQGjkmhqKkKM+oSnV03mByOEJ8b6h0ckaKoRgeGzQ1hMsYUkfJZZm7L74VlYRQLGKMj6Nl00tlwwLHS5CiJcbIUh47NVy6X1ev7Ntp37++GOo8uDMpqfGA+VhcGeVViiqPc5sqAvWxG9uApUIr2XNIfUxgm4098gtbti+uiNL28+LsNqRS+r/jYD2ZYXY548xWPmWsh/93PJhU7VtEh9iNkLMlMZHbY22boGExwiBSZoZyEJXWHRXWb5naM713Co0OFBSzlcFCc2PL7NVnig5ygwjwRIZmSyaFH8jz7o9Mce7LIT/2vTxCHSStkpRRzl9oJ096PWXhzhaXzq/0Klt1CCIFNqn8OLh2W1R1m1TV8vgNaDu8B9264fY+gVadw9DF0O4XfrBD7LkrGxIFL2K6RmTxG1G0R+y79aUFomOkcmm4idAMzWwKhodspUqUpZBwgowgZ+sSB2/uKjuFkELqJbto4vfpx3U7jFCcJrQYqjoijgNjr9L6joVspNMNGM0yMVJLb0S0HOzdK7HWTkrAoXFd5u5froQasHoVAdyxiLyR9sIT0I2QQYxVTBNX91Q0Ly0Rz0sRuF+/WTczRUTKPnqP50osYxRKa49C9ehl1JyRutzHLoxi5PHGzibu0gJ7JkHviaYKVZZSUhNVV3OvXNu1HeltXoEaxhFEsIX0P79YN9Fye7ONPoKezBMuLaNJEK5Vxr14l9/QzidzpAJQZJ0seYxtWa6RCFrhJleVdhK+GII5RcYQ5No7yPfR8IZEeFAIlJcLQUaaFisKE4CcVcbdLVKth5POYo6NE5u5ekwkOYuGgDTH0HdWkrpJ89n5kPJ980uTChRC/x8daY2rfUddIizzOAI6A6AlsdEWbqlre6t3EEul6hAuLSN9HhYO9uRGmSJNDH8IgD5RHjWXqrNyz0e7vE48FdQtLJHKwdxPWBIIUGUbEJPPq1o7kQk03MbNFhKbjrs4z8tAHiLx2b15676BI1sgT0wZPf8jhzZc9Lrzho2QSRoekaiNoBbDQIuom91DXe4EBlfxsmKLfKnQjTCwmxOGBbGiFIiJgUc3Qpn5f7p1C0aXFippjQhzEwNq62BMJSSynSkRE+N2QpesdXvndBXKjNq9+dgGvFYIQyFhRX1wn78V+nBDS9lhsIzZUmcRErKhEdTBJ53yHRUF3wH3wuF2CTh0zlUOhCHu13QAyivAbK2Qmj9OYOU8c9lY1QmDYacqnn+kb7lR5Gk3TMTNFyqef6RtTt3KH5mxSZG+kcxSPPobhZNAMEzOdB8DKjVA68QSx7xJHPmG7TvVqonSkO1ly0yexC2NouoluOyASslz+8Fmc0gQyDom8DpXz37zXyzEYShG7QdJgI2X2yxnuVXVFRSFRrYZ76yZRs8HI9/8QrddeRRh60hFtYS6pywUyD58DIQhXV3BvXkfPZMg/+0Gieg3p+0T16pb9DFqEGqUSRqkEsWSt8bxZKqOimLjVRJom5sgY/sIcOe39Q8dYFhM4ZIZ625EK6dBkUc326yH3Axn4RLVqv0ZZS6fRM9nePXExi0XC1VVkGCSetZLE3S6y2yHu6QurcOdmHjoGI2IKfZsQeYNVaqyg9JCpcY2FBcn4uIaUoGsJIalelxgGlEoavq/w/WRSzucFjzxicu1ahO9vnmRqrNCihq70LSxZSEpxMipRs9paQ6tQMka6HqLTHRgq19Api3EchrOQu7SpqIX73rilwSpNqqRUon1+N3RhklY5chSpsTxgD+sI2jV0yyE1Mo2VH0HoBt3l24T3YcF+Lwh9xbWLAR/8WBolYeFORK0SMzap47qJIY2DqF8aGvfEYLI5jZFRLZFO1QEFVy9vXnit6Xfnh1U3qPVrfD/vXUTy/rZUnRLjW6aBtVLHghiho1p0fJ/agkd90WPyVJa3v7SM2wzXTnGdCJfSe82TdDRD0Fne36KrqapU1SIt6ny3GW3Yp+EWmtGru04IakFzlaBTJ/LahN1mrzVnUhPt1Vew8iO4q/PEXk/PXGjoTobyyac3aVb7vfx3/vBDyQdKUtf1vuE2U3mKx85hpHLr32kk+Zjs9MnkK3GEV1/qG27DyZKbPkVm8tiW76RGDpAaOQBKJob7wvMPJEwmI4k7Xyc1WSCsdzGLaTTLIGze20pfhWHiKSqJdF00x0nYHbFERVHfaANojoOKI6Tvg1JIz+uHglUYJsbp7v0MgO6kMfIF9FQ6+T4QLC5g9Iw3QqDiGBkMnwR0DAqMYIvBEoRrnmRVLdHk3jgRKggIKxXCyjqByZo+kLBIV1fh+HG6ly8NvO9xp0O8i9y26BFTchSHhiJDFVBXFVpUcRzB449bLC56PPSQie8rTDMx1m+9FTIxoXPsmE69Lmm3FbomKJYEY6Ma+oB1QUTIiprDEamBOcy1OvkyE1sNt9AQloWey2IU84SLy1u8bieZ+odGR5JFVoNVEjVBO2skIc5eSaKSCt3UiAKJpgviIDE8upWU9Ji2RhwqoiDeUuoUE1FTy6RE0vhi0NgMTMbENDU12HCbmYRDEXtdgk4DZ2SK8sMf4PZXfpXY7aDkgy332gmdtuTL/6HND/94jm99ucvMtRApFbouuHYh6BsuK2eRPZDDLtisnl8hmxM88bSFZSfXutVUWwy3jUNejCSa2ndhrb5+Uc3us9Pc9ogIqagFStvI4BYos8pin2yqFLzzlWX8zuaa9t6aGitjkio5OEUboWt0Vtw92d3+mJmhRf2BMr8fJPZluDPlaTrVeZSMUDLGrc5z8Tf+8aZtNMPCMFPEjToXf+N/3vQ7JWP8+hIXf3Pz5zuhu3Kbq//hf9/Td7zqPLef+/U9fed+Q4Ux7esV2tfvD/t1DXo6jQp8hGFglMtE9RoMmYSieg17aho9l0u2LxSJGo2e0MSw/YhkYSV67T+FIGzUCFaWidttWt9+uTdARflTP7Dr8y4xhk1quESmSiQD57ix/plY6zA24G2+G71IwDAE8+u53u6l3UkmbgcdnTExvSkUdzdqVOjSIibGMATTUxqaBpOTGsvLyRjSKYHvw8c+ZjFzK2ZsVOfQQUGno/j13+jyl346M3RYFRb6jVgGnUNKpCkzwU21uQxKBQHS9XDOnIB48LMzyhT6NgIpbRo0VC2Z/AU8/KkpnLyJ3w7prAZ4nYjywTRL11pkyxZLV1ogYOJ0jnbF58C5IpWbHZavNulUty74mlTJqDwT4tDAc9CFwbg6wFXe3MpCEYKDH/uxTY2M0DQ0XWfqme9HKVh+4yu071wdOLZ3A76neOWbHq98c3Nk6da1kH/23ycLrbV8rm7qkE7IVcuLkmZD4qQSYoI7IExuk9z3gVAJqWqFuQfCgo6JqbLMGhNo0L3LiRKWctiopNKq+MgN6oqaDk7OpFsPcas+xSMFslMZ/Gawd2dZ0XMK1nT9xQbnUW2dN/q/653fRvd/6Dbb/Z6BvKG9YkfDnSpOYmfLSevLVgUVR6RKB3AbyzilaZz8KEII3OYqqBgnn+jteq0KXmulf4JOYZxUYRIhNLzmCt3a+uSZGTm8YT8VZBySKR8g9NrEgYfQDex0Abe5gpIxVjqfGP92Dd10SBUn8Jor6GYKw071z8erziWtOmWE7Bk0TdOxzCwg0HWLOPbx/AaG4RAE723IbK/QHIf0mYdwjhxDz2So/MFniYco8rg3r2MUiqRPnSH76OMIXWf1i5/DLJVBCJyjxzftB6GRf9+zpM+cxRwbp2w7dK9dpnP+bcKVZVLHjpP+kz8JStG9chlhD2er3o0RJrbVte7QpKmqfZZn5shpDnzyT1B57Tkal75N7LvodopjP/bXmfmdf0nY6qkwCYHuZDj8w3+W2c/9W6L2g6/BhSSCUGZy222qLPZLo+IYmi3FZz7jMDGu02gknrXvwzPPmFy+HJPJwJ07UZL7nNT50R91SKXE0KZqIT5tGuQokia35fcaei8qUNqkWiUcB6NUgDDCmBwbUA4mKDM5NAUAiWFtbYiMGJZG6MYITZCfdEh5MW989g4f/DPHaa94lA8nioCpvMWhJ8pUrrcZO56ltewNNNwRIV3atKiTH6Bfn4j4pHpjq2/mDyjF7S/9222zUjLYf+/vdwuxHzP/rTvMv3Cn/1mxJEilBW5HcetGxPVrm41vwgFIU2Rk4D4lMXW18sBKlxSSLk1i4qGVCBo6qZ74jo+L0OEv/Isn+Tc/8zaNpeS+5Mds/uT/+xF+/qdfIzuVRrc0DEvHmtwbSW8Na6p7TnmKwuGHKRw9hxACr7HC4qufJ2jXELpJemSayae/n6BdxSmOI+OI1p0rVC58q8+7SpWnKZ96mvT4EdA04sBl7vnfxm/VMOw0+UNnKZ96H0GnjlOaQAiNyqUXady+QNTZ//y0s8etQNMtJAEyDIiCLpqWvMSGkyEOA7rVWYoHHiYKE2GAOAqQ8ebQS37iZLLCkyFOfmyT4TbsFHHg0q3NUzr0GLppE7hNrFQe5WSJAo/O6h28dgUnO9o/H5QiXT5A9dbrlA49imFn8Fqr/fPJijyaZhDLkDjyCKMuntcgkxknipKQsWMXGCmfxrKy3Lr9NeL4u4f1HlZX8W7P0L16GTSRhHXjmPrzz23dWCnaF96me+VS34OOuh2iWhVvdgbRu6f9/UhF++036Fy+iKYbqChEhhEqCOlevYx78waiJ9ahwoDOpQuoMGFnuzdvID2Xld/998TtzfXDAkFBjG5rCNZybhu/FQce6emjhK06rRvvJHu6O5yvFLHXSYx2591bhBkYQxuirEmZNlW1n6vvdBSf+5yHpoGm+YRhUkNrmqLv9BoGhGEivmEYicHWdZ9mc/hKva0atGmSFlsN91pOscjoJsOtooi43sRrttEXl5NUygZoaORFaehCKyamo5p0N9SJK6n6TkfkS+JIceZjE3RqPjOvrfLQp6ZQCi59ZQGhCcyUTuVGG7cx/N3zcWmoysBc7ZonV2S0p1i1OQqzRj4zUhnSk0cpHHsUI5Ul7DRZPf8t/PrKexouFxpk8xof/mSabF7bpIEjJfz7f91cd+I23H7XVWQyGpatSC+LLY6eQ4aUyA6tioiJ71sN/DCs8R+y5BEDnqGkrjuFo1LJQl2RpFLUxn2sO7FBM6RyqUbjdgvD2U9TG0VdrSAsi9LJp9AMk9nnfp048CideILymWeo33iLoLWKMExSYweZf/XzRN0G2emT2PlRSqeepnL+mwhNZ+zcR2jNX2Xl4gsIoZGdOsbEU9/H/Eu/DyppfW3lyyy//TXc6iKFI49gZcvkJk9Qu/7afi4psKtQuUDJCE03sXMj0NawMiXsbDnxWEOfOAoQmgFSojsZoiBhj1vpIla6hJUpI3vbyDgidDerp2m6ieFkceIk9B4F3cSwBC5KJfKDUej2cucbzidbQsmIVHEyublS9lnlmmYgdBPLSBPFPrpuYVk5gtAl5ZSoN25jGg66biNljOfVt315x484PPl9Ixw4NXiVd/OtFi/9hxW6zf2vXvMjJscez/Hw9xSJI8WXfmmO+kowLPqd5JJ9j7i92UhJt6c4hE5elGirBpIY4UfgJ9cwIwq0lUYcJ/ntNRm/pCmAhiRC+DHCdxHopEWGjvJJiyJu0CEM7s79rk/4awpscWurSp6GRorhkwmAq9qbDAFAUF1Gd9LY5XE6t7fm6/RUFmdsitTkYYxUjpWXv0jsbj5H3U6RO3kOM1tAM0xkHOEu3KY9cwkAI53FHp0iPXkk6TMfBTSvvknYavR5G1uOi4FNalu9Y58uIevlgUolxvtueJ4aEgrfXVhtTWxmGDR0snfXzIukQsGcHEN6ARtd0yQ3nqjMDfNYEznMYD1XqODmK6u9cSTjUXItq6FoVwNuvFhBKWivBtx6tYJh6biNAK81/N2Jempe2yErCgg16LlKrl964ihWtkRz5gIqihCGSe7QmSSauDpYxevdQC6v8cd/Ko9ScPIhi8pSkt8dGdW5fXN47jmbE7TbkmJJI1/YOm6H1NDSREg84vvdWGfrMZKIiUpi5QOR6PBveKcFODmDdi0JhTsZA01PvuwUbXRbx8qY6KYGorHrqLNCESPp0sLMjaFpBpHbxmusoOKI1vw1Jp/+fjqLtwhaqwkXKAzw64vEvoe7Oo/hZEmNJF0vzWwRpzSJZtqkipM90nMe3c7003hKSuLAo7sy29c2sfMjGKn9RQvWr9kOiMIuflug6Wavi5bCbSwh4wi/U0NGfkIIay5hpgqJgdZ1NMMi8l269UVQCre+iGZYyDgkuMtwq15Ng5IRbn0BKWM0wyTyOyilkmP3GOkbz0cpRRR4CC0Jv2u6QeS1UXFEt7GEcH1EapQwdPsdwGQc0HWr+EETKcPEcCmJlCFyGxHgVM7g2GM5zn6wiGEKDLPXbq4XuzQdjde/uMq9KLqWp23OfqDAB//oOHGkOP+NGq16Uru55b40kzBLPKBGeg0aGlmKKKHwVLefV5ZEpMn12s5FWNiYWIlModIw+g1UDGJiAuXhkKFDE5sUAYmW714hEJg42zbLiInwe8Zg0+deFwVohok9MklQv9tTSN5ezTDJn3qM1def22K4M4dP44xMopRExTE9Wa7eyQmc8YM4o1OgJfKxVq5I+uAJOrevETYHk+QMjF67ziGzkkq00NUuSDD3yotc05QeBoFIpC43HkclOgN9rXJN9H8t1hZZ2+TufeUS30VsWp0Z8ExuaAaxfG19oVmfc3eiJADJc+Gp7rYh7zS5bdtTWrkSQtNp37mapFucDLmDp9Dt9PYHf8Bw0oL3fSjFb/5yg4cft6ksxVRXYrpHTIrl4Y00BILZmQjf0+l0ts4RFg7WkB7UkBiy+9lYZxhiFYEYfoMNjE2h9PnLbU6+v8zUqSwKyJZNFq8kddy6rWPnLAxbJw73FiVRKMLe3GLZTlKy7Lv9RbnfqmLYaTSjJ9DSM9xx4AGK2O8ioxCj97zoVipxQGTcT8X6zVXiYA4VhQhN7x8j6pUny6DXMUzbT7RgHTsa7rDb2KAvnlz8yvWXt2zXWLjK+OkP0qnOYaXyaJqJ37qN30oY3EG3xvpbt/kmxkGXOOjSWr654dPBT+ug8xmE5mIiyCDjgDDyCMNOPwxeWU0ISb6/+xxDtxVx51IH09ZwMjpOTqc0bpMprK8G7xX5EYviuI2V0pGxojRlo+tiIN8zXF4iXN5JNUhgCJMcSagzJ8oYmPh00dX6rXdEGocMmtDQhUGKDLGI0DHoqhZVXDShIVW87SS+ExJDkGa72ddX3gBtYEATeMt3UFFE9shpqo3N7OjY7dCZvYZfXab40DMDDq4x8vj30Lj6Fq1bFwl73xd68pIKwyRz6BSaYVJ983lkFJI9cprc0bOEjdpQw61jYovtJ353TSt8LQYqZfLzGulv3VImCwpN26wLr1TC0NkhnBsSECgfJdRgxSqhJd3DWFf7SzrjyKStp21tqvLQ0HDE9p6BT3eLbOVAbGOYd7NgiYjwcfvnPaguOEVmiMfdO07/+gk0c00lLxpMcHwXoQmBnRJ8/XNd3vc9KS684fP6Sx6TBwz+5s+ODLPbtFqSMFQ0G3IgMW0nww0JsTLhRDyokqh152b4OawbbiXhjT9Y5ON//ihWWkcI8LsxX//lGZSCyIuwMiaRH+PW9qbZrpTEpZ3wyqMoef90o09m1a2k8katvXsCNF1H9FKFQjcRmoaMemVqPa2S+s23aMycX3++evsznGzP6x4USbo3m7FLVvluro5i5dpLWJkSXnO5t0rZ3X661UHNALY75u7vVqt9f0JgKzMev///W29+LgR8/188wPf/hYNkS7vvC7sdFm50mb3Y5sSTObxOzNVXGoT+PU4qKjEuGQoYGEjiJIqxId8UKA9LOKRUhm5P0UsSJ942PpZwcMiSEslfl86+3vMkn7W9kevSHCKkoeEuzqKnMpSOPUT94rf3dmxNIzVxiLkv/2bfaAOoHhfDypexCmXSU0dITx3p/z5yO2w32EQDefvJ0aWN0jWMTJJ7jj23X06n2U5S0geg6YSrFYxcjqjdTjgEUiLjCDNfIKzXkglnCGIiQgIiwoHlPxpa0mIUrR8BELoGpoHsdpHtziYlP8G60tQweHQfSCnR3VDI3tiCzWHVHtbOdTvSowwDUqMHGH30ewiaq9iliSTSNyQN8m5C05Loqm0L0hkN204WdKnM8IVIHMPT77dwbMHMzYjF+c1zhSmsbdt2OiKRAH2vkXRYXB/n7beb/MrPvE0ql5gntxX216yRn5AeCwezlE8WqM809xQqD3sCWV59iZL+JHZuBMPJEvtdCocfxqsvE3lJSkYIDTOTxymO49WWSZUmMVNZvFpS9ug3VhCahl0cx64t4TVWAIHhpPv7eFC4ZwGWjVAyxm/tnewQR9/5rM5BuN8l3yu3PT73L+/w+V+408vZ39v+IgJuqQ166hsrqTZ4XR5dPNVllYW7ymnW1/pNlXicHbX/XEAyuW5v5Hy8oR6cUpKgtkz3znWKD23WANjN0ZOdDP997HWpXXiF5W99/u4DD91r0nVoe0Z9gE/69FnIpRCmhWZZGPkC7fNvopRCWMnkulZLb01Nk8kXkVGUfCYlwnYIX35+x1HKnvkeZLjXYOHg00UJ0IsFnJNH0bIZ9GBzd7Dd3K8kv/3ueKxJqHOw4V6DhYWHPrA+t3bl27QXbpAZP4yZK9Fdvk177no/DfdeoduVPPeHHYplnRe+6vLDP5blr/7tEq2GZPZmOPCRNUz4yMdt0mmRcAgGvAtGr8/5dzq03p+NmDieJpUz6dRDus0I0xaEvsSre+SmM3SrLq35vTsQa4vMOHCpXHyB/OGHOf79fx4hBH6rxuK3v4DfrKDpRsJ9alQYe+QjOMVRVCxpzl2mcvEFIInW3Hn+dyiffoZDH/lxND0xp5ULz1O78cY9X5ftcF8N93/BvWNNwvC+7nPA0727z+7viSQ57uGTLiRe43ZyoEFjlfbsVaY+/sf2dGwlY9yVObKHT9KScT/0LUwTFYaEzSoqjjEzBZzyZJ+spNkpVBQO9crWekpvc+R+lAOpIAiI3C7B6gphvYYzdYCwUQchMPJF4k4iTxu3W8TdLiiFZjsIKXf1XKje8baDidVj8Eridgf/1h00x0HPZ++K4IkdJ/67W6k+WOzcdcnAREMbeA10J0169ACFE+cwMwWC1nTSxbC+/J72UGg3JP/+X7fotCXf+kqXW9dCyqMaKLh+JRi4gI8iuHg+pFTWWV6KWa0MGO9duePvBggB3/MThzj0cB7T0bnxag2/E/GDf+Mkv/p3z2M4JsXDeYpH8uQOdKnd3L0jkci7rkeH/MYKqxdfoHYtYXcn+ehuEvLuGWHimPlX/mM/pSWjYFM02asvsfjGl3pGuyenGrjIMEBGAdVrr9OYOd/f3q0u4r/x5XtukfzddVf/C77LIbYNZcLOhluGIVGnSVCvkJo43P/cKo2RPXImYXVaDuVzH8Svr+BXFnCXZkFJqm9+k9TkEUaKo8g4QkUR3vIcrZsXkFFA69ZF0hOHKT36/p5sr8BdvI27dJuoM2yCENsSopIxrekqK+JuJxGw8T2k28WNJSppik7cbBJ3O0lpXeCjogg9m8OamAQUmmX1yrWGW/CEOTvccAvoaVb3ymz8gLjVwRgbAUO/a9ud75ckHrgIfBBQsGM+fbue7pnJY5jZIvXrb35HscqlhFYjeebdrmL2ZsjSfDKKVnPIu6CgVpMcO2GSToNpwu1b69dG9ALQ++WjvGcQcPSJIm99YYnj7ythOhpogtzoGidB0rjdQmgCsQ9u0cZndS1HvVaTPex8Irc11JtSMib2OoOfSgUy9DZFdJSMiL17T83cs+E2bY1c2aA87ZArmZhOwrZWEqJQEfmSVi2kWQlprgYE7vBJWdOhMGYxdjhFtmhg2okObxwp3HbM6pzHyh2faA953/yoSXHCIl+2cHJ6v1bWa0c0V0PqSwGNleBdbwikG4Js2eCRDw+p/1UkrPJquGPI3EppnHo6T2HMYvZSh8qsRxhIskWT8SMO+RETw9Z7LHyJ24qpLvgs3XJ3DseL5B6PHXIYmbZxMjqGqSWKqMPeGwVRIHn5DypbbMxORm6QIYjaDbrzN3u12YrYc2lee5uwWUeGG8rQpEQGAY2rbyarYqU27as9cwVhWJiZPMIwEnb5WvJMKdzF26goJD11NCGtoFBxuE5WGXh5xKb83OAxSaJGDeUaxG6XsLba1z+PgvV8e9xJ8mLB4jrnQ8UxwjQSmeFdKS6ppDpimzlt0z1QagOrvLrn+5Vc33fr5VHrlR9DxrdmrgbhO5VVfjcCXxH4CtOCkw+ZXLs4mEOgJGQygrFxgzDcarj5bjTcQK5sMvNWg9EjvfvSe7yEEKRKDjKWBO0AO7d99O4/ZezbcAsB6bzB2CGHo+eynP1QkcNns2SKOqatE8cKrx3TrYfcudLh2mst3vlGjZXbg/NJVkqjOG5x9gMFnvjkCNMn02SKCWPb70pW5zzOP1/n9S+usjLr4bWjbUm2QkB+zOLs+wuceibP4YeyjB6wSeUMAl9SnfeZeafNlVcbXHm5SW3RJ47ePett2IKp42l+8h+cRGigaQKhreeq4kjxz37qbdxWROhvf16ZgsH3//RBzr6/wOf/5R2+/YVVAi/m+BN5nvy+EY4+kiFdMJFS0W1GVGY9Lr1Y51u/u0xtIRg6biEgldeZOJriye8b5eEPFRiZdrBSOropknPeMC8omQiGRKGkXQ159XOVTV1Lk6lkJyOnthhuf3URf3VxfZvQp3n1TZpX3+x/FtRWCGrb9xGOvS71869gGEneNoo2r7TXmOmd2Wvb7udu7Dw5Krz5O/vSRY477b5B3w12Z0jXG9wIXUdzHIxygWhp6/XbeWS9u6VpCft2FyFnYfQYxNsQ7YYfb4eV5jAKNrtnlQvTGNol7d1EOqvxiR/OcP1SfaBjYVkCqcA0BZYt7iqr2/6pXOO8PCjVtL0gItr0bnitiNyIhZM1QCXzuN+NERrkD2bRbR3d0h+os6WUQkUBwZoq4x6wzh/aWEUl0ISGJgykkskbKASR3F+KZt+GO5Uz+OifmuKZHxzlwOlkZbTRIdANgWVr5EdNpk6lGT+SYnnGHWi4DUtw+tkCn/6pA5z9YAHU5lxvuqCRKWY58miWD/zIOJ//P+/w+hdXaawMHrQQYGd1/vTfP84jHy5hpbT1/SmwUzrTJ9McOJ3mqe8fYfZCh1/5H66xeOPda+8nY3BbEbcvtMkUDdJ5M/FmrcSI7xcjBxwe/nCRiaMpPvBfjSXtKzfck8KYRXHc4uTTeU4/W+Rf/+0rrM77Az1vJ6fz5KdG+KH/2yFGDzn9KIrXjpLVb85A61VTCCEIfEm7FlJd8Fm84Q6cP3cKqw5qPXg/oesmhybfj5QRM/P3oxvczjnlnbzW+wnRmyC2Q0ImS+6DiiJkp0tUa6I59hZLvRPxbO1+mfkS9ugE7WsXGb5wSKyqPXEAFHjzM1t+N/z/CYa1FV2DUsOfsN2yys1D04Sz8w/ceIskCjwUqZTGmUfsoXXu3a7EspJQexjcLd6zs1WLCFlWd3bc7kHDpY27Jq6j4MJzq3z6rx5n9FAaNMHUmRxvfG4RhWD1Wh0ZSjRDw0w/uEyvDH06y7e58Yf/ak/f04WJqTuEsYeuJXnvWEbomoVAUXCm8KIk7WYbOWrubFLnDruMqCXY18gNW/BT/+gkJ58ukC0ayEhRW/R56T+sMH/dxevEGKYgP2oxdSLFox8p8fIfVFge4m1/7E9N8cHPjHPooQwoeP3Lq7z2hVUqsx5RKMmWTE69L88nfnKa0pTFZ/7GEQ6eTvO7/5/btOtbw0iFMYuf/H+d4NxHyggNZt5pc+nFBpdfblBf9HFyOqeeLiRKaGcynHgqz9/4xUf5xz/+Js1KcK+8gV0h9CQz5zv8z3/6rWSuFHDs8Rwf+swEH/nx7XWvt8OZDxQ499ESQhOs3PZ47jeWuP5aAymhNGlz5v0Fnv7+UQpjJqefyfPRPznFC7+7zPy1rX3Bv+dHJ/jgZ8YZPegQepJf/Z9u8MaXV+m2YjQNiuM2H//JST713xxACHjtD1d54XeXufRiHdjKilewo5HTMXb0yr+TsCZpuh30bQRn7jeSjPtOeWnZnx60bBpjbITg5m30kdImpv5O+XJIWPUCgWbb2BPT6Nkc/soiQteT9qlSEbWboBT22CRBZRmjWEKFAUahhFksIz0XZ/IgUScRTzLSWYRp4leW8Bfv9D3zRLZ1+ylru5z7rljlAszJMZTvI7su0vNR7oOpevnLP1Piw983PExvGILSqD407KH30lW6sc6lWoPsxa62Q4DPJV57F8mFO0MpeOm357jywirlA0kpYnXOpbbQq9lWMHFulPyBLHEoac5de/cyNTvA0Gwms2doBStMZE+TMvJ4UYumt8h49hSXKl9DKUkYJ5yWjFlmPH2KUHrUvXki5e16KHs23ELAJ35ymmOP5cjkDWoLAeefr/H5X7hDpx4RhTKZsAXoukA3BV/4xTm8doTf3fqAPPShIo98b4mpk2ncVsyLv7fMH/zLO3jtmDhKNGuFLrj1Tpvrr7f40//9CUoTFqefLfDJPzvF7/3c7U37K0/ZnPtYibMfKCI0eOmzK7zwe8vMnG8TepI4VggB81e7XHqxzvt+YJRP/MQ0hTGTH/nrh/ndfz5Dq/rg61LXoDbI8soYpLy3pzBXMvHdmLe/XuULvzjH8ozbrwWfv9bl1tstLr/U4C/+09OYtsa5j5a48kpji+HOFA2OPJJN7ksn5uX/uMK3v1DB6yStFyVQXfD5/C/McerpAgfPZDjxZI6lWy4Xv1UfNtodQ3PDDPfxw5+gUr2CrttMjT3OncWXsK08UobYVh7bLmAaaTShc3v+W7h+lXLhBPncwU2fB9G6qpehO0yMnUMgWFx5kyje+wQtkUTbjmnd2AgEumZhCItI+ph6ilC6yYpbJVELQ9jEKkQTBrEM9hxe38m4KejVyfees1gi/QDNNAhu3EYF4aatd6rRTshgGkoqYrdD6+JbFB57OsnlN2pEzToyCsmdOUfz/OvkTp9Ds21ErohZGKH+xouUnv0IcbuJkc0hTAsVRbQuvEH+4ScIVhY3hNQF2g5TVky4jSFShO06Ta+NEImqVWb6GF51ibBd71+gqNrAGB8DIYhXqwQzc0P2d2/wfcW3v+Xylf+4ddEMUBrR+Ym/XBhqmKQCQxdkMoJUaqt1l0gk8cCF3JqQkolJsA8VxGHIlXROnEsTuJILr+xTTlWRKPgp1X8v1q5B5EWJt50y0G3Fke85wMw3H8z92SsUilhFtPwVUnqeMHJBQNYaRSpJyiyQNkvEKkpKLfUsVW+WonOAmndnTyTPPRtuw9Z4+tOjZAomXjfm+htNvvGbS6zc9obnHGrDJ7ZzHykxeSxZWa3Oezz/20s0lu8KgYeK0JNcf73JhW/VefR7S5SmEu8xP2rSrKxPLqMHbc59tIzlaHQaEa9+rsLMO206jc3nEAUxc1e75EebHHooy9kPFHjkwyW+8RuLeJ343oVP3iNouuD2+TYXnq8zf61L6G0chyLyA+Yud7j5VpvTz+QZOeD0uQQbW+mVJm0yRQPT0ug2Im6+0cJtx5smERkr2rWQ2UsdJo+nKIxZFMasod021+pwt8NaOc/dMI00huGgCR1Dd8ikJ7CtHK3OAoaRIoo86s0ZbDPL5Ng5VqqXcOzils/nl19HobCsHMX8UUwjTaV6mXigutHOkD2R1p3GJBCkzSIpo4BAUPPnSJsllMojVYQQOraWxtLT+HEHqWLaYQUvau/JI0r87e1f60SZLrmR0g9Q1Rqi2UL5/iZ1tuR+7Tw2DQ0pBJppYU9MoeJEnFxFIbHfIwnGMfbYVOI0KYV0u8TdFs7ENNJzk85KbhcRhmiGgfS9fi58DaJ3vO3HFm5Z7BiprX28Icnvp8cOEbmddcMNqCBAHyuDriM7g43q/cDMtZBZHa6eH3yNRyYMqgPKvNYQ+PDqSz62I/qs9I2ICImIsIZEYASJOBN33WPTFhx7KIVpa9QrIaGvcNIauaJOdTkhyxbHTDqtGBVDOq9hWoLVpYhGJUya4qQ0dAPKEyaTh21qyyGriyHuAGnWu0/q0U+McfhcYdN5zrzd4J2vrBD5MZVLVZp3WskitPve5+jXIGVE3Z1Dqoi6P98nCGrCQPcXCOMuq91bhDK53kHsomsmnaCKVHtboO/JcGuGoDhuMX0qjWEKFq573Hijxcw77X0RBUxbcPRcllzZxG1GLFzrMntp+Cqt24y5/FKdg2fSlCZtRg44TJ9I06wk0qW6IShN2hx5JHlRF2+4zF7qbDHaawhcyeJNl6uvNjj7gSLlKZup42lqCz6N71LDDXD7QoeZd9p3Ge0EUoLbThYtp9+XT+Rb0zqmJfA3yCam8zqGlRhQGSvqS/7QlX9jJUDGCietY6c0dF0QDYgcKNSOq3sLZ2DnsDj2MY0USkpcv0baKWMYKbpuBdNMo3oPvkLh2CVSzgiOU9zyuRAaumaSSY0B0GrP0e4ubjnebiGJdzRuiVqZwNRSOHoOhUQXJmmjQBB3Ez9SMzE0G10zEUIQxj66sNCERrxLJR7RM9rDDLfqRTw2RT3iGNUdzkfw2V6cxMRGQyf2uvjVFVAKf2UBpWQS+o6S/gb+yhJCEwTV5aTBS+ATd1rouQLewh2EaRB3k+ZCmmUBiqCymEjAsh5JGFYzv1a/npQTbs6VF44/hgzcfk/rjUiNHqSztDlqp6VTKKl6lRMPLsVx7WJSzdId0HAGQKvEvPi17tC51TBgaSG5PoNaqUeExCoEMVggSKBhYa/nl3swTcGhUw6Lt32mj9pousC0BJajkc7rKAluRzIyYZLK6liOoDIXcPiUw5tLYd8BMC2N44+kyRV10jkdtyN3NNxCwEPfO0prNaBdDRBAdsTioe8d5fxXVlCxor3UhZ3Unt8DKCRulNgiLxrcnbAt16tIgtglbRXx4mZ/ntot9mS4DVMwfTKN5WgITXDncofZS51NntpekC2blCZt7LRO5Y7H7YudHcuTZt7p0FxNPGzT1jh6LsfllxsoBU5WJz9mUhy3kFJx440mgbv9BWmtBsy8s/7gHjiTYeZCm0bl3QuX30/IWLE847E8O3zClbGiWQn6vEfT1jBtDX9DqZ5a5y8BSehqGNa02tcmGE0XEA4x3MrdlqqcEhkMtdWr8oMmjl0gjFxanQVK+aNomolppLGtXOKR6zYoaHeX0HVz4OdSxRiGjWPniWXA8uo7bEtF3gER8Y7GzSHTD/+rXn55zSj7cRtTSyEUBKFLpEIMzSCQfjLp7iE3bmBiYg1tmapUYoh3G5JTqB0be9ik0TGImitEzfrQ7TYT0dYR9r+z9R50bl7t/6z1FOqGRhMUPS3zuyYQIRh56Fm6K3fWpWU3IOkUt2GfArRchrjdQbOtwRbxPuH2je3nmHZT8jv/ZrABEAJGx3V0PRG7a7cUlZXNY49USCiCoaK1Sfe3DA026/5ruiBXMnjxCw0++AMFiiMmgS9pViOKoyamJXjxCw2OP5Ji7ICJ15XcuuTxiT9exk5rGFbSpCeV0ThyNsXSrE+uZGA5u+OujB1N88X/4yb1xeS9Kk07/Kl/9Mi9vKbfkVDEdILVnTccgD0abo3J46n+i7w657M6v8/8iIDJYyl0M9mZ24qpzO68r8qch9uKAYVhCSZPpPo3tDBmURjt1fYpWLrpEe1Q4uW2YypzfiI9KZL2nencvXVueS/hdmLa9RC/M3zCUUptWtAIXXA3WXd13sdtJ4pfhqVx8GyGC9+qb1lYaZrg4Ok0hqXhtiM69YhggKcPidHq9ET+YXDBSooMJnaSN90wCXfcVcbKZ9E0k0r1EoXcIZDg+jUMN0UYdphfeq1/pGxmCsvKbflc1y2CsMNy9SKrtcscP/Qp3r7y60RR0gFor4gI6Ko2SgwZk4A02U3NL5SSBLHLTPP1PR9vO1jYWGK4RKlE9iRrdzdOSUyHpHY+WeQNuF8ijaHuB7t3+3PSMXB20Lnv0NpKFFSK+vU3Wb3wYr8v90aMP/0pwu4G46gguHEb4Thok2NgvnsaVdpGbQTV42INcWR0HR45ZzIyqpHJady4GvHVL25OVyZtXocvKjV0chRZYnPEQWiJRvqzn8oThYqlO0FPS11w43yXicM2j7w/6TLnu5JC2eCZT+Vp1SNGJkwmj1gIoLYUMXfdI53Xmb3i0arvLqzdXE7swMbmTa2VAE0TCeXuXQ+GfuetGPYWKtchU1j3htxW3DOi+0OmYPZLn8JQ0t2mH+8a4l6+OwoUmibIFtfPx07r2Ol1C9RuhDtGA5RMxEICV2KnNTJ5ox8i/m6E346JB3i7e0V13ufWOy2mTqaYOJLi03/+ALfebnPjjVY//5/O6zz7Q+M8+tEymgYXnq9z9dXhHdeSULlLhI+5jQZ2igwp0pv6L3fcZSbEoxi6jec3iGIXgaDVnkfXLUr5o5w782MoFKvVqyxXL9B1K1s+rzYSFmoc+7Q6S8zMfYOzJ36EKzc+RxAO9m62Q0yES4eIcGj+NU0OA4OGv0DdH9RQ5/4gRQaH4cZNEtOmvuv9KRQuLUKCoXrsKbJY2BtqVx8MLGyy5LfdpkVtAMNfsfz61xg28a5eeBEZbHYYtGwG68AkUbVBtLw/j2gv0DTIl3T+zF8pcPachWUJqqsxF94I+J1/26RZG5C/juC5r/p8/PtsfB/qta2SuC6dpCHQsOOikRelLZdGxlBfjXjuszVkj9ayVvIpY8X1d5JWrCg4eNLhxLkUX/+9Gsgk6nbrYrJAUgquvdNF1wVxrHZt+3RL46d+7jG6tRChCbKjFn47SrxuBc//2h1uvlbf3c7uARoaOa3MYe0Ml6NvEwxZBOVEiawooKEzJ6/vuN+UyFLSxsmJEpejvTVLWsOel5MbehBw76pJ699NCtJ3+TUx5Oe7nlwh9hBo/O4TGBqIWKpePeC945X/uAIKPv3nDpAtmvyFf3Ka2oJPtxmh6YJs2aI0YaFpcPPNFi99dplLLw433JDc8TpVRtQEutj6+AkEeVGmo5qbDHfgt7l2+4ugFGHkMjP3PAIII49q7Sr1xq2kNy4Qy5A4DgZ+LuOA2cWXQCmkDKm3Zmh3lwjCfTJgSQxiXVUYZWrgc6ShURAjRCrYMax+L8iIApltjJskpsHemgAl92t12/uVEXnSKk+H7e/9vcDCocDotmfaUKtDWPjD34fY62yeNwSYk+OJ3Gw+i/R94tXa4ELq+4TiiM5f/VslVhZjfuOXmgS+ojSic/SkyV//O2V+9m9WBnqZ2azgxCmTynKM56kt9d4ubVzVQgk5sFJDEzo5VcLC6XFPki973ZjXvtpkY3l7QvDu7XyDxsbKfJBE5uLN267/hz0JWykFL//2PLop+pwETRdICbK3n+rcu6W30RMp2sE4tFWDrmqxFyNyr+WhezLcSrKppGstN7pfeB3ZNzKaIbBSO+9L0wWGKdANQRxJ/O76ExMGahMb3E7r2+ZmITHuupHsE8D34mR1+N2K+3jq9eWAt75WRQj4I3/pIMVxCyetE0eJ2IOUisZKwGt/uMrbX69y6+0W7jYh+rUTbKoqJTE6NF+ZoUBWFNHUnb4HpZCEG4zrRtWzWIbEcmu+cNjnG78rZUQg760FX0xMnZ7hvgtrL2iBMi1qD8xw6xikyQ4NJydlayHtPRtXRV1VKA65XwJBhjwZcg/McGvoOKTJiMGLkqR5RESbxt47ld1tkBXEtTrm9CQyDHkgXX/ugmnCgSMmv/FLTVYWk/knlRJUlmP+3F8vDg3Ueq7C7SgQAsPYepprPcxd1SEtcgOPrWNQZoIV5vqkxTiG6tLuOD6BK6kH9/H6KFid7eK2og2GWyM3YtFYTt4dr/3geAeDYGAwrR/r/99TXRZlwtkoiFHyWgmBRkc1WZXrmvcFMUJG5DGE1eOeGCzLREFRoOGQ5pB+GhOTkJBVudBbAOzmnPYAKRXN1fVynmzBIFMwqC/tQ7ZNQWM5II6SB85yNHK76GudKehYTmKQ4yhhNK891d1mRLcZ9R/gwqi1KU8yCIatkSkY6EayaGithgPZ2P85Ig4VYSD7PIEbb7ZYvO4iY4WUisCV1JYCbrzR5PaF9o7SrGtosEpMhIE1cOVpCZuMypOlQJPafR3Tg4Akoq4qSCGHKr/lKGOzQJvmnsq7dossBRzSQ8P1kQrp0NpXzW6dSq8+evD9SpMjQ77Xlev+jy1FhjS5oZ3lpJK9se2Pp3A3VJDo08tGC9nYe/pkz8dTiRFemI1oN5OQt9uGdCbC87YfT7MpMS2B4wya5xIyYpMqabYa7rV7OSqmqKnl9WoDlThBu4GU9649cddJcfixAjdfq9Nc9hG6oDxtcfDRPHO/1XpPUs2msBEqSQXZpEhpWSpyvq9xYGJjixQCwSrrhjuvlUmLHK5qo6Exph1gVS72aus1TGEhepGMkhjDFW081d2VdsOeDHccKlZmvUQ0RCjKB5LGE3NX9lfrWLnj4XViZKxI5wzGDg/jP65j7HCKVF5Pmo+EksUb3f69bFVDmishoS8xLMHUiTSGtb3hTud0xg47/TD9yqyHu4tc+38OsDM6x5/I85Efm0TXBV/9twu88aXqpijHftCkSoCPqZyBEpYaGmlyjHFwf17UuwyJpEWNABdbpQf2Rs6IPBmV73nd9zfUJxCMMIlDZug2Pi51tb2W+zC0qOHhYilnYLjcEZlk4aAydLnfhk6Qp0xelIduERNRVYv3LccuDIO4Wieu1lFBiHBslPdg1NMA4ghqlZiHn7CZvx0SRZDLaxw5adKoxkweMPqa/25H0ujlvFMpge8r0hlBLq+RzogtpWUeXWqsMM6hvujK5sFCmQlSKpuUj73H2uVCwKOfTKSa5y420U2NI48VOPZUkZd/e+5dbwa1JqC0GN/Gpc2ImOKAfhxHpGmrBg1VAZkY6Y36E0kv+xRSSZbiWUws8toIbVVHE4lokVSS2fgqCsWjxgexcNZb7u6APRnu0JfMnG8TuDFORuf444lS1vlv1vfVoMNtx9y53CFXNiiOW5x6Oo9piW1Xe2ffX6A0YSelLa7k2qvN/ios9CTVRZ/5ax2OPJLloQ8WSeeMbTtsJUIuxb5Kz623Wv1ys//ccfhshrPPFChP2yxe7/LKf6zsu/RvI5KJdglDmKTIDvbiRJZJDlNRC3vOy74XkMQsqlkOihOInuDKRujojIlpIhUwx437emwLhwlxiLQYbLiVUri0qbC/1pUKSUXNYwqLDPktY9PQyFFimmNc4619HWMYLGxGxCRFMTi/rZQiJmSR2ft2TO/SNayjh0g9fQ4t5eBfvUX31TcfWMhcN2BsSucf//wEK8sRUkI6kxji+dmIn/358b5j8Y0/7PJ//vM6AK6rcByBbQumpnWeftbiG1/dvMDwcampFQJ8bJwtaViBwMLmsDjFjLrynr9rSsJv/P0L/MjPnObxT48T+pLVO11+7e+efw/Y5ACKjmr2FzRrKaedFPwUiq5qUdLGOWM8jUIxH98kIsRCT6pRaPUXmxEhCIEm9F1FFfaW41ZJOPqF31vmA390nNKkxVOfGiHyJb//L2a3PaBuJozEuy/+t35rieKYxeln80yeSPGDf+UQn/252wPfkUNnM3zoRycYPeRQXw65/HKD+eubVyfzV7t867eWOfJIlsK4ySf/m2me+/VFZi9uJR+Vp20e/lCJZ35wFBRcfKHBncvde2LK/6cEO6NjZ/RE2GbK4cwHCtx6u4XXju/5JZrjBmlypBisagVgk+IR8SxvqOdw6TxQ1vL9wCxXGePAUG3yAiNEIkxW6twftrJA4zRPYJNmGDmmRY2qWt4itLEXzHOLLEXS5IaW8U2Kw6yqRWos7/s4d+MYD1NkZCiZx6NLRS3QZVi/9L3DeewhANrPvYTyfLRsBr1UIK7W79sxNqJaiflnf391KF1p41Pf3tCfO50RuF2Fk1LM3o54/uuDowIBHjNc5DRPDj2HMQ4QCB+Uum/P5j1BKYSWtIh+r1uT7nfe0YVJV7VZjGcGvnv3Mp/tmVWuJHzxl+Y5/HCWQ2czjB1x+NifnuLY4zne/EqVypyXhKpNjUxBpzBmcfyJPHGkeO7XFrj22uZQ2tXXmrz5lSpORufQQxk+9qenyBRN3v56ldqCTxQq0nmDY4/l+MiPT1I+YBNHkhuvN/nyL28trakvB7zzzRpvfKnKE58s8/4fHmNk2ubSiw1uvNGkuRpip3WOPJrlsY+VOfZYDsPUcFsRv/dzMwOblgzDRuKbIKl/vBckJRfrO0xK5d67GsI7Vzrcvtjm3MdKpHM6f/4fnUq6EMkNj5wC342pzvvcfKvFlVeaXH+9uaNh9+hSVcvYpCiIkS2/FyQlAY5K86j4INfUWzSp7qidvV9o6D1xlP1f6wCfRXWLSY6QFYUtvxdCUFSjnBTnuKRev2cyl4nFYU4zIib7zT7uhkSyohZYZf/qcAAhPqtqAQuLETGAhCcElnI4K57ibfUinfuQyz/OI4yJ6b7y3N1IUhR15rh5T8e5G/6l64BCRXFSfeD5D5SgFoVw5+bunuuN6eTEaK973O97v8XLL2zlG0WELKpZDogTpMkNlBQWQjCpDuOINPPqJss8qK5hAhOLEqOEBDSobsrpCg1+/H98hHe+sszcxRaGpXHkiQJ/6h89wq/8zNvvkdc9GALBUe0hcloZWyTPqC1SzEZXCfH75XZZo4giRkfnZnzxvqT+9qUuUFv0+eK/nuP9PzzOyady5MomJ5/MUxiz+jlrTQPD0rBTiZrZ8oyHldqazww9yVtfqyKlQsoxjp5LDOqBU2n8boyUYFqC3IjF+BGHwJW8+ZVVvv2FVZZntuYCEnnOgC/98jypfBLOP/ZYjvKUzSPfWyRwJbohyI9YlKdt7JRG5Y7H1399kfmr3YE10JPHUzz28TLZooFhJspAliM4eDaLnUnGdPRclh//28fpNCJCXxL6kiiQ3Lnc4e3nagQbVMlSOb2vj25aGqajYdkahXGLiaNJnl8T8AN/6SD15YDAS/YVBYrAi3n+t5Z6MqP7uXu7RxwmCmtLN10OP5ylOLG1llcpRRwpRqZsJo6mOPRQlukTab7xm4vbznUKRY1lLOUkzMsBpKo1450hz1HOUlMV6qzQpHrPuTgNHRuHLAVyokysQios0Lknz02xzBxpclg4WANqn3VhkFVFjouHmVXXaLK65xdZQydDjhGmmBCHEg9/SC1lVS3RYBWfe9fcrlPBUg5ZUeh5+JshhCClshwTD7OgbtFkdc9kuCR06zDOASbEISycoW1KW6pG7R4jCYOggruM3wNUT1vDPlqTY5gCz1X4KUWtJrl9a/hOQnxm1VWO8wiWGLwQMoRJXpXRhI6j0qwwh0f3niNdOjopsqTJJURGkSdFmgVmaKrN5FOl4K0/XOLWGw0aKz6aLgjcmMCN3/X8tkTSlS1m1ZW+w9BRDebiG7gqEZJaVYs042oS4gZCFRDikxcjKCRVtURXJs7qpH6YlMjSUnWqcpnWBuLtfHyTEJ9A7a7qZF+GO44UF75ZRwCNZZ8DZzKUJ20mjjqYVtJkVsWKKFSEXkyjEjJ7oU27NnhVuTTjwnPJTevUIyaOpTj0UAbT1hAiKfvy2jF3LnW4faHNa19c5dZb7aEKXaEvufZakxd+Z5l2NWLiqEN+1GLscArDEsSRwu/EtFZDbt7xuPV2i1f+YAVvUCmTgNGDDu/7gVFKE1bfcJt2L4zTmzBHDjiUp22iXknamuF+8ytVLr/c2GS4nbTOobMZPviZ8XXDbWlopugL0ghN8MiHS0ShJArVuuF2Y976apXW6s7iMveCkWmbE0/mOPpoDhkr5q91aa0GCf+g/wYJhJZUBJSmbEambQpjFumczqWXGyzf2p5kcmSwWgABAABJREFU0aVFnWVyqsComF7b46ZtEo1qnZIYTxidZEirHC4tfDwCfCTR0DaGGhpaT+Na70mCmlhY2NikyIoCOUq0RYOGqt7zdevSpqqWsLApi8kt3o1AYAiTUTVFLCIslWhF+3iE+NtOkgYmNiky5CkwQllMDC3zUUoR4LGs7tC5TwQ/jy51KmRUnilxBHEXg35toTXKJKCwVYo29Z6Cl7vt2HQMLBxSZMhRYlwcTMLyQxYkgfKoqmVqrLyrhKokcKv1iV5aT+97u3Cujt575pzecyr70Z17MYpSJmuKIIRmXbG0uP09rrBAiXFKagxbDCYCW8KmqEYwhYWhzH4JY4hP2COvDYqkrF0NAxMdva+Zb2LjkCIl1gx3lpTIIJTGCvNbr5uCC89V0DRBKmsQBpKVW92EEPuuBx6TJjs1tZ76CfA2Gdfm2pxx17klV0Pvz0sCQaSiRE1fBQR4myhoTbW39MS+9fy8Tsy3v7DK9ddbHD2X5cyzBQ6eSZPKm0mTiVDitmPatZCbb7W58kqDlWH62QqWbrmsznvceqvF0z8wysHTGTJFI2lM4MZU5z0uvtDgja+s0qlHO4ZMZKz41u8sc/tCmzPPFjnyaJaxww6prEHgxVQXfGYvtrn2WpPrr7eIdih/iEPVM+yDV9+a5WBksv14ucQjlm6vVGLrS63kujEOydB1JbHvDdRT3jyuAecWKWoLPks3XWpLAd4OrG8poduIWLrpIjToNsJN+9UNwaMfKfHhPz7BxLE01QWPl39/hZnz7aTcbm3BIBLuQq5sceb9SXe18cMOB89meOiDxSQisoPX3aTOHXWDLEUc0iihBk6CfaEPcoxxgBY1GqzSVnV8PGJC4g29mHt9eXr63TaOSCe1wL2aY1ukNtUld9X9ypEqKiwglEaKHGmR7Z//xrHowmCaY+RFmZpaoaEqtGkQEW6a0MWGPxnyFMUYI0yQFvnhmuQkPcKraokKC0MVn/aDNg3m1A0KjJAhv+V+rTUDmRCHyIsyTVWlxjINtdrvSrbxHtEzfimy5ClRFGOUxNi2jVIUkjoVVlnYkxLcdtB6LUzWrvjaWNb/Tcy1ho7WM0xr38mJ4rY90C1ssqJITEyson6jF0nc+6tYz3iqTT8BWxvD9CClApG8/1FPW2E7+LjMqRtoQqesxjHE4NJBTSRSqDlRpKVqtGnQVo1eyZ3bO/eN4lmitzy2cEQKixQ2Dg5psiJPqseL2PicbLdgEZpg6nSWVM6gvuSzcKXdL9f9bkFb1XvRvCIZPd8z3CFtWduxKdFuINQ2MlvDVrv/BVuRf/gJJj79x9DtFGgazQtvUH3luaHNFfoQggOf+TPE3Q71t17BW7i9/fbvAsYOOfzff/ERxg45XHutyRd/aZ43vrT9ilDT4U/8zWN84I+OYxiCN79a4xf/u8u7yknpGIyKKR7m2cRDFXtXFlozCDFRf7U7sPxlCFbVAjfVJersr2TqbpjYlBnnIfG+xAjtMKbEHEW4qtPzcIK+ETSFhU0Km9SO41GoXl1zg9fVczu2Ud0PNHTylHlcfE+S4tjF2BSSLi0ClXhuCpl4osLGIZ2ExAfkXu/eDypZPJxXL/Z07+9P0rPAKNPiaM8Um4nHKIye56j3P7vfRCnV75od99pwhj3jHvcN9ioLVNTCFuP9xFMmti0oj2qsLEu+/XKwq3BymQmmxFEmOdz3KXY7rk0saNYiWoP5FdvuRymu8RZz6sYm3ooQ8Om/dpwDZ3NYjs6VF6q88flFfuwfPszP/6XXtp1PHDJMc5Tj2iMDfx+qgDl1494qH3rSr/1e4XpCTFJSbSYg3Adsp4D57ino/yeO5oU3aV1+Bz2V5vBP/DXUnhLQAiXl8I4C/c0EupNGz+YIqisPJPcmBDz6kRLpnAEKlm95vPXVnUPIMob6UkBjJWT0gE0qt/tHKyZiSc0iRcxpnsQhxX40aAVix37N+8VaKHDdY9z+JQ3xWWGekG9xjg/u6rw0DDIUyLCV2LZbRITUqXBRvfJAjDb0JF5Z4S31Lc6Kp4aW9G2EQOuNbf9QSNo0eVN9g2CHtMJekSHLNMd23vC+Y92LHywwkyxHqyxvMdzNpmR0TOfGtYjlpd3ngKss4akuXdHiOA+zn3ftQb1nCDj2VJFf+zsXePqHJ/scmne/fnvAqRkamakc2UNFapeW++Tk3JESMpK0btawijZepYsMYhSgWzq6YxB1Q8ycTdQNkKHsq8KpaH8Lz/9iuO8bFCqOiN3O4Hj20K8pFv/wt0HKLc0O7oZm2WRPP4pVHqP64leI3XsnHG2BgPyYiaZDFErCQO46l54uGKTzOlIqOo29s79X1RLneZkDHKcsJpK6012f9oONDtmkyGklQhXQVa1N2s7DsKZh/jYvcIJHh5LwYMP538Mw2qrOsppjnlv7UkgbjOFVDQ1Wuahe5SAnKYuJgWS8ZA9i43/2BU91qbHMTXURfxfXfu8Q70mEceBzu+Gj7QyW54JlCR593GJxPuZb3/B3beBc2sypG3RVi5PiMWyR2jHiMfR87zdU4m0qSGqb9b00nXhwKJ4ZI3e4iJE2yRzIkxrLcPN3ziOjpLuKMAT54yMUjo8QuSF2KYUzmkZPmbRu1WnfrpE6M4aMJO5Kh/Zsfd9P8a4M97ETBmceMjh20sCyBD/3T1rfESug70Sofrhk9xco7uxObUoYJqkDR5K3+V5rz4ZBJV3flATdSORgS5MWtcXtvbfjT+SYPpkmUzDwu5I7lzp7nlslMS1qzKprtFSNkhinJMaHljrdT0RDSDdrEEJLwroigyvbux5b0tijyg11gVEmKTJGVuQZ1PRhP1jT6a6ouR6DvIpPFyF0DN0iigM0oSdxAhVj6Cmi2EXTzGSyERqaphNGPkrFCCHQ1tTRhCCTGqPjVojjrcYyuV91ZtU12qrRE0oZYWOe+F4REVJXFWo9IlrCIP8vkw9AqynRdahVJZXK3ljXSac+nyrLXFNvMco0RUawRXpXBny/UEgiFdKkTlMN6uYGM281ePYz0xx5vABCYNoat16vv+e3XTM1jJSJ0fOgu4ttNFvHKaUSMmjTJz2Zo3mjilNOodvJdmEnRDM0ukttNEMnPZklDmzkzf2neXbpcSt0Q1Ae0XnmAxb/33/63htuYVqYuQL22CSaaRMHHsHqCkITmIUS/uoyYS3Jy9rjUxiZHNL3cOc35JCFhlUexRmfxl24TVjvhYQ1DSOdxSyUMbI5NNNCyZjY8wibdcJaBRXfG5PVLJRwpg6jWUl4LGw28FcWBhpxa2QCq1jGLJZJTR8mdrvkH34SGSSkI+l7tC6/nZy6ZeNMH0YIDW95fsv+jGwee2wShEbnxqUtx1LAwrUuvhuTLhhMHEnx5KdGuPCtOvXlgMhPtJQ1PXmh0nmd0YMOT316lAOnMgghaCwHXHutua9nJCai2Stf8lQXH5cshaRPt7C2JQHtBRJJrEJ8vB4TfHnbBiCxinBlG1PYxCpiTwszQqosEqkAj26f2JUigxCDtc13Pv+YUIW4dGhSpaLmaVFLcuNCJ5MaRcoIxy5iGKmkB3iYlE05TgHLyND1qigVY1s5zNgnjkNMw8EwUqAUceyTSY3iBfWe4R40togGq322bYDbJxom0o57H5tCEamQLi1aNKipJZpUt21R+Z8jul3F4mKM70Gtup+0WcKaXuYOoQpwRZusKibtYUWie3+vC7A1omSgEma6j5s8sz3S292GW0m4/HyV408Vaa0GIBJn6MqL1ffc5virXVqGhm4bhE2fyI+IuiFeNYl8xn5EZ75JZ66BDBINgDiMUbFCMzSCukdUThO5EbEX3VNOfFeG++b1mOUlj6WFmGc+sDUPIwRYFpTKGkJLEveem6wI19KwTkqQyQosq/coCKisxKxFh3UdUulEc3ft962mxO2qrTWOmoZVHCF76hHyDz+BZlpErQbtaxfRbIfM8TNUX/1G33BnTz5M+vAJgtWVTYZbGDqZo6cY/Z7vY+nLn+0bbs0wsUcnyD30BM7YFHo6jYxi4m6b7uxNmhdeI1i9N3UoqzxO6ekPY+YLGLkCnZtXWX3xK7gDDHdq+jDZUw9jj4xjlceQUYRVLPe9+7CxSuvKO6AUupOi9MQH0FMZqq88R/vahY13CnviACMf+BgqCOjcvDywO9KNN1ssz3ikcgZTJ1N84s9OkymZXH+tmbDKZVKjnykajB92eOxjZU48lUNogtqCz7XXm9x86940q31clrlDRS0wxjQjYpKsKmBi9wkx/YYeYrCH12fnKtUvwVn7ExHi0aGuVllhDpf2tjnTfhnIPt81RaJI1aJORS0wwSFGxRSmsnsM5V6J0QBDnpCyNp59TIhPhyYVtcAydzZNgLpmUsgdotG6QyF/BMfKI2VE11ul665SKhzDMrPI6iXCyCXdM/JKSRy7iGVmkDLCD5ro+m5ymYmkqkeHqlpkimNJqkOl+mPTepzsreFo1SfUqf69iejSZEndocIC0QPK1W9EREhnl52Z3l0oAuUNfDbjGC5fuPdSOIWiyhJ1VSFNjjLjlJkgQ66ff9/4bA5/15KWwmslUGv308elpeq0qNGitmOjnRuv1liZ6VAcd5L3ZsmnVdn5GVBIQoIt99FIZUAIfK9LMGQBCiRd1tK5XnXP1uO1Zxu0Zxvr2aPev+7y+oKyu5AcuzO3oUplQ7Yp8bxb+LV7q/S4Lzluy4ZHH7P4K38jRzojCHzFt18K+K1f7zJ/J7HcT73P4gf+aIrTZww0LaH8/4O/VefKxZAggPFJnQ99r82f+Ik0mkjEBf79r3b52pe8/j76J50tkDt9jvL7P0r7yjvU334FI5Mld+Yx0gePca8xFRXHSShaCKrffp6gXsHMlyg+9iz5h5/AyOZY/Nxv3tMxOjcv07l1Fd1xOPRjP72tB9+++g6dmauY+RJTP/Tj+It3WH3xa0Ru74GRsm+Aw2Ydf3mB9JGTZE48tMlwa5aFVSxjlceoPPeFoQm0Tj3i9//3WT79F6Y5+4EiY4ccfuSvHRp6fmudD+eudHnlD1Z47tcW75vCkSRmiVmW1CwGJikyZCmSpUCaHLZIYyoLvW/Itd6EkfByYxETigCfLq7o0pFJaYtH54GpsAHrEnhqa3i5Q5MbnOemukiRUXKUEg9cZEipNAZWIuggetrIMiTotWdcm/w6tIY2I1Ao4jig3V0k5ZQIghag0DQD28rhBy26boVIBthWDsvIUGveIp+dJoy6eH4dAEN30LTBHbn6w9xU4gMeLje5wC11qV8Osza+tMj2vDgN1BqPPiagi0uXjmompUfUN/VifzewzB2W1YNSC/vugCSmTZ02dW6rK6TJkl+LDokMjkpj4yTPJzpr/nTc/5NUJ3uqm/xLhzaNfYkatVYCWit7W7D5uMxylVl1ddPnE0/9MJphUnnlJcLOcLVCzUox9bHPUHvnJdozl4cfaK/Z0A3b1a/cHy34ezbcmgaTUzr/z7+b56/9uSqtpuThcybv/5DNT/+1LP/wbycX6r/+k2leedHn53+uxcJ8jG0LAn9dMejUGYOPftLmf/q7DS6eD7FsQRxDNEDJLHPsNKmDR/CW55n/g19PDBcQNurEbpfc6UfvaUwqjnqG9Up/4vXmZkAp8g8/hTN58J72v34gSex5idHe5iGIPRc8FyE0VBwTBz5hq07cHTy5dW5fxyiUyBw9hZ7O9rdzpg7hTB7shda3L4m48kqDuatJs5bHPlbi+BN5xo842OkkVB0FErcVszrvc/tCm3e+UeP2+TbNSvjAQloRIS3qtDbW7qq7BVs2X0qrPEr67CNkH3kGLZ2i8ku/QNSo8yBhlEdInz6Dc+gIy7/5q0O3U0hqLK9reydsHADsyWlyT76PuN2i9txX2bDBjohjn8VKcn9XqhfZyOxJSlkkAtH34lbryUTXbK8ZrrXt1abt7kZaL/BY4ZNk9CIKaEUVXql9tj+2FjVcOvhmyFT+UUzhECqfi61vsuTfuGuv/6nlrTXW3TJ6P28c48bPvzPRpb2+gNrwbG78aevZf+eOZydIv8vsH/zK9ozA7xDcs+HO5gRHjhkcOWrws/9LESmTsLkQgrkNnvLXvuTxoY/YPP6UxUvf8nnuKz7dzrpbdud2xNuvB/zM38vzpc97fP3LHsuLcs0mb4KZKyB0A39pno0bBPVVwsa9q1/1cdcNjN0OMvCSvLQQ9+kG72Ufu9vWW57HXrxD5sgpcqcepf7miwA4kwfRs3m6d24R+zuHarrNiKvfTnptm7aGboh+CYRSSe4pjhIhmcBNGOjv/jO//fQf1KpEb7yCN3ebsc/88XeFnSp6tZ7si6W8QXxDrK1L7vWirn9/rTZ0+1KqDdtvs50bt3ij/gUK5gRj9mHS+tYytkgF1IIFXqr9LuPWUQ6mH9pQUvefCgSWnSOOA1ASTTcQQidbOEintYht91IV7SV0wyGKPPLFIwR+i8BrDOUPfOdBDfhpKxJlSQ3dFPjdGCUVhTEbO6PjtSOq8z4IwZHP/EXm/vDX0Z00ueOPkJo4xOzv/zKZQ6ewy2N0Zq8Re11Sk0coPfIMCI2wVadx5XXcxduJwyMEY89+iqBRxRmZwCqMoIDO7DVqb7+w9eSEYOzZ70MIaF57B68yj2ZaZA6fpnD6cYxMgcorX97kcZu5IqPv+0Tv+xpmNg8Klr75+/iNVZAxRiZPeuoo+VOPITQNuzxB0Filef0d6hdfZaAhuwfcF49b16HZkPzGv+30zy+Okxz1Gl550Wd1VTJ9UGdiUuev/I0c/+ZftZmbjYkiWFyQfOWLPgsLkvFJnZ/881le/KbPm68HVCubB61ZNkLTib3N5VAy8JF36wzvE0augDNxAHt8Cj2dRTNtzFwBqzy6bWH8dwJUEBDWq/jVZbInH6b+1ktoloNVHkNoGt3ZG7tadCiZaMmHd0nLnnvU5InHTEZHNH7l33Wp1+7vQ7lp/7/apdrS0FMWaBrCSPKkQaWFlrL6cXoZSVQwIN0gY6TrEbeH5y+tySnSp8+i2Q4qDInqNdrvvNVXsbOnD2IfOIhRKoOSqDCk9fqrRK0WSIkwDKyJKTKPPoaKQlQYoufym45hFIs4R45jjowgNA0ZBLRee4W40wGl0NJprIkp0mfOooIAGQRomQxsc97vNRQST3ZwZJdIhgzjDUpi3LhJILeXPf1uRaF8jCh00WML085iOwVWly+i6yYyDkAInMwITnoEy87SbS9jp4qJwX4PStBSmTEyuSnS2XE0zeDWlS+w0RRrmkmueIhC6Si6brGy+Bbt5taGTsMwdTJNcdImDhOJZrcVYaWSLoMbe0Foholup7FLY1j5EpphYGTy2OXxJF2paTjjB8ifeITGlTeQgY8zfoDUxCGEEHTuXAfASGcwcyW85Tt052+hlCRqbw3PC8umeOgpjFSa5vXzhO0kGizjCL+yQFPXGXv2U2jWXWWNmk56+ijd+Zt05q6DlKSnj5I78Sjh2y8gfRe7NE7u+MM0r72NDH1G3/cJgmaVsFm778IscB8MdxhCu6UIQzj/VkhlJfGSNR2MDS9yrSp57ZWA2zc1HnvS4tkP2Zw8bbK8KIkihe8p5mZjFuZinnja4rEnTU6cMlicj7cY7uHYW72f0HSEtnW2sUqjpA4dI3XoeO+iy/fi/boHKMJmDW/+NsUnPoCezias9Gwe6Xt4C/fWu1gpGBvVeeJxk9/5rEvlPncB3Lx/j7qrYY3nExKaEAhDw8inMEsZopaLMHTiro+/0CDu7rGphWmSffQxhG6gpESzbayJSZxWE/d6L1em68kKtbdIsKamseYnkWGE7HbQnBTZc08gTIM4CtHTGfTMBqkRIUidONUz5oknbhZLpE+epn3hPCoMMMujZM4+jDAMYt/HKBS3TiA7IKXlSOk5LD0p6ZEqxo1bdOOEvetoGUzNxhAWhrDoxHWUkqT0PLowWA3mCJWPLgwcLUNKz2MKG0TiOXeiOn7ceVe1wTdDYAqbsjVNLVzE0TI4ehZDmMQqYsW/jeydmykcMkaBlJZDCI1AenTiGn7c3dSNKmuUSWlZDC251oF0aYRLRCrE0lJYWqp/vQxh0YiWsLQ0tpZKiFPhMk6qhC8SWVQnVcJy8miahm46CE1HNyxMK4Ommei6iZMqoZtOvzHFewEhNCwrQ7F8vGe4t0LTLUqjp2jWb+/JcBfGbcaPpgm9OJGJVrA652LaGmZqvdQsbNXRU2mswghC0/FrK1jFEaziKO2ZywhNw8qX0FMZWjcvJI5ZFJA7kaRC1ww3JJwpb3WR7vytxOO4a8LWnBSpsWnSB0/QuXMNd/E2MuzNFVISNFaJQ5/Rpz46+HoZJkFjlc7sVVQYInSN/IlzaBcMJKCnM1ilMTrPfZbY61I49ThBvdLLqb9HhjuXF4yM6pRHNAxDMDGl47mKdjthfS8vxrSbkieetrhyKSGbiZ6G7uJCYnQPHjYSQfxAceNayJVLIaWyxprdzOYEk1M6rZbi1o2Iqxcj4hgy2QHt/AIfJWN0Z7NQvm7bgye7HnlL6JvrEzU7hWZvFflIHzlJ7uxj6KkMlW/8Id7SLHG3S/rICQqPvg9najhR64FDqV2t0qN2E3fuFiMf+DjOxDTOxEGEYRKuLt0zI/6d8yH5vGB8YvP1zGQEKUegJwqfVGsSxxGgkvvu9RyM6SmdxaUYx9m6fRAM2L8Q2BMFpB8hgxA9ZZF6ZBSzlMGbq2FkLMKmiwzivRluTUPP5ciee4LFX/sVgpVlzEKR9Omz5J9+BvfGNVCKsLqaeOxSAori934ce+ogUb1O6HsY+TzZx55g7l/+b0TNBpmHz5E+fQZhJK+XsCyyjz1B58J53OvXQBOkjp0g+/hTdK9fQyqJNTFJ6sgxFn/1l4kaDQof/ihGobjroRjCZMQ6yIh9kLSeR8cgUiGr4R0WvGtIFVO2DlKyJhEIcsYIy/4tIhVQMqdI6TmiVkA1WMASDkVzknHnKCktBwgi5bPs36Liz9KO72M6ag/Q0EjpOc7kPsjl1gvkjVGK1iSWcIhVSC1YIFAxhjApmGNMOifJGyNoGLiyxbJ/i2pwh06ceFqWSDHlnKRgjPcMscCVTWY6knq4REYvUrKmyBrlpEWjOcat7puk9QJ5YxSB4Frn20ShixA6umEjhEYYdDDMNJowMM0Uum6hZITnNYgjH8NIJVEXFXM3i1PTTHTDRtOMvhMS+m2kjNB0C00zk1p73Uy8fD0hD8o4JIrc3j4MDDON6Gk9KBUTBh1U71huZ4XAaxJ4DYrl41uus5QhjeoNfLdOvnh4z/dJKYWMFWEg8bsx5SmHmbeb5Me0REylB7+6gpnJY+bLKBknKb6RSaxCmbDTQDOtZM5q1friVN7yPIXTT2BmN6dlvMoiUbe9fj3viiia2QKZQycwMjma197esSfElmviu4TNhFckDIOw3UCzU/25WMVxsgDPFhCGmVSyRGESOXgA2JXh/uHPpPnwR23KYxqj4xr/w88WuHA+5POfdblyKWJhPuZn/0GD/8ffypPJCjQNblyL+OLnPBYXklzqT/xUhtMPmTiphHVeWZH8wv/Wxu0mF/jsIyY/9dNZJqZ0wkBRq0p+/d90ufD21gsctRuoOMYen048oV583iyUMfOlLdvHQdJP10jnNuWmrdIIZnFrL2hrdALNcmhfu0D72vnepwIjm5RubQux5YcdsHvFLKUUMgrRDHNH4y19D391GW9pnuzJh7HHDxA1a3iLcw+MfPGpj9u8/1mbkRENxxb803/e4pn3mUQxXLoc8cqrAem04Bf+RYmf/is13veUuWX7y1dCgrtuuVlIY4/n6dxYRvoR9kSBoNKiO1NBAHHXRgYRmrk34QhhGNgTU/jLi4lhjiKiRh3v9gzF7/1Yfzt7fILUydM4Bw8hgwCzPJIYdd1A2DZ6Pk/cbiakN6UIV5YISyWsqaTjmTk6hlkqU/zwR8k/8/5kp4p++F7P5tBsm6jVJGokRsWfncEsl3c9lrJ5gFH7MIF0ebP1RULlk9YL6MIgkB6GMDGEwah1iFdqn+VA6ixj9mE6UY1b3TcZs44wnTpNM6oQq4hOXGfevUo9XESqmGOZJxmzDmMIk2ud98ZwQ/Ka2CLFodTDLHrXmG9eIVQ+Wb1EoBLDNWodYtw+hqU5vN34Kr50OZh+iEnnBGk9x9X2y0gUR9KPMWIeYN67wmpwBxAcTD3EI/mP8u36HyQhbi1LzijzVuPLHE0/xvH0U9x232G2e56iNcm0c5K3l7+24QzX3635mW8B0Gkt7Xp8+fJRxqceJ5Ob6pfOXX3nt2m3FiiNniJXOIxlZcgWDrBw5xXKo6cRQqO6cpn5mecByOanOXD0I9hODgX4bo2Zq1/C7d4fRvNO6NRCbtYa3Hq7talsamljt0Cl8KoL2IURNMsibNUJGqsUzjyBnsoSu53BU6I2eN5LCL7DI7MqjpFRhJkv44wdwFu+syctDhmFKDXcCPuri7RnLnPwB/8MQW2F2OvgVRYJG/c5HNnDrgz3r/1Kh1//N0np0ZrdW/sLJF7SmyF/8SfuOklhkC0eol2f5X/8+40tN2Jjvv6l5wNeeWHzhCDvJmL20Ll5BSNboPzsR5n6gR+j8fYr6OksuTPnSB86vsUw+csLOJMHyZ1+lJEPfpLu7WuYpVFyp8+RPnB0yw1fEy1JHz6BM30YGYZkjpwkd/pRnIkDRIOUzoRAaDqakwJNT/I3joNmWcgwHGAsBULX0RwHoRsIw0C3U2iW3dt+60OooghvcZb8Q0+Sm72OX1lGyRgBuHNbm5lI36Px1iuMfOgTmLkilZuXcedu9Q7fC/0ODOMMl7kchnOPmExPG7z+Rshn/2OXI4cN/vZ/m+ef/a8tPv0phycfF5y/EPKJj9p86cs+x4/pA7f/m3+vzvLyxrEr3Lka7m+/0p8E2pcW2DQjsOfT3bD7AV/c8KAaxRLZJ59GhQGL/+6XkWFI6aOf7HvTfQbZhv0oKRPt+Q07jJoNGt/6Jp2L59kEpXq5c7bsYy8LLE0Y/VK4SIWEyqcRrUdWDL2AROJGDdpRlVowj6Nl6EZNGmES/j1onEWg4asOQbi51GzRu0Y2W8LR70Vt/P5AE3rf2Poy4blUZXK+AsGofQhTs7jZfZ1WnMxJNzuvY2tpMkaJUeswq+Esh9OPcKX9Iiv+bTyZsKevtl9myjnBmHWYUAVEKqAbNWhFq6wGc2T0Eu2oSiuqYmg2E/aax3p/FsOTB5+hUb3B7etfwXfrCM1AybhvNJSKcDsVluZe5fRjP8Y7r/wrJg6+D9vJoxsOSsYcf+hHuPrOb+F2Klh2nuLISY6d/SEuvPZ/3bfz3A637tZwGFI+5S/PUzz7dJK+W1kgbNWwSuNI3wWl8OurOGMHsI9Po6dzxN0WuWMPIcMQb3X3iyGAoL5C9Y3nqV96nUPf/yeZ/cK/w19d2rPnPQy6nUKz01Re/Sr1i99OBvsAuVA7Gm4nM4qdKibKS24dTTfJFKbxuqsoKdENG92w8d06ppWmWZ3BSZfRNJMwdEnnJ2nXZzGtPOn8JEJo+N0aQH8/bqtCFHZ3TbwLW41EKUxJcg89QfrISaJmjfaNy8Rel/yZxzZt7y3eQWiJN5Z/5CmKjz9L2KzTvn6RYHWJ7PGzm7ZvXnoLGYbkH3qC6f/qJ1BRhL88T/PC63hLd8ie3Nx9JnP8LLkz58gcPZXkL3NFzFye1MGjqCgk6rSofPMP6dxImIqpQ8fJnTlH7tQjSdF/No8tFc7EAVQUEnc7rL70NVqX3tx0nNhzqb3yDcxckdLT39sjOfl4S/ODDXfg075+gfGP/yBhu5GoybUaCTPSzpAtHqRdm03KzJQkijwsO0+mME2nnpQGaYaFQNDdwWs4eFDn4YcMSkWNJ54wMQyYvROxtBQT+IqUIzgwrfOpTzj8/C+2OXXCGLj90Pdo08u/10LKIbuMIvzFBcpjExjZPNJ1MQpFnENHcGduJeO37YT85ifER2EYpI+fwF9Icn7K94hbDfR8AaNQJGo2sEbHsEbH+scJV1cQuoE5MopRLBHVqokGcyqFdF3idhsZ+BiFAka+QNRs4Bw4hJ7JETV3VwO7GtwhYxQYtQ7xdOmHqAbzzHuXaUe1DWIXiSKZAqRKlOOS/soJ0UzrhVZ1YZAzRhmzDpM3R9GFiSYM0nqeZf8W+1nY3W904yah3JoWsbUMRk/drhuvXzuFxJcdbC3JfbfjGrowk/0of8N2MZ24gaNnUXErqVNWyUMpe72UpUpSJgp13/PU1eWLlEZPky8epr56nerKJcJ4nXAbRwG+1yTw2/hek1iGyDhA05KwvGGmSKVHOPHQjxDHYV/SNo4foGbBPhG06piZAp3GKmGzmqQzhcCrLvVCzz7duRsI3eDAp/4EADIMaF5/m86dG3s7mAIVh/iVeSqvfZ3Rpz9G/fzLdGavodkpxp75JGauhFUYo/z4h0lPH8OrLFA///Lu9i8ERjpD9vAp8qceQ9MNOvM3ac9cxl3YOjffK3Y03JqmY1hpZBwiNIP8yDGUjHAyo0lTjchP8iVuAyc9gp0uY9o5ZBwg46CvvJQtHCAMuwRu8jKVJs709xN4baJwDw0zpCSor9K8+CbeyiKaaSEDn7BRJXP0zJbNVRTiLS8gX3uBzvVLCMNA+h5BtYLQBO7sTfzKumGKWnXa1y4QVFfQnUSHNu60EG0XfaVNsOxia2ksPUM7WEWru4jri8hKhCYMutJPtKJEIlIQB230ukc5dRg/amO0JeLmIlFd4cdd3LC+eXhRiLc0N2DcMWGjxupLX8PIZBGahoplktsZBKWQvpfk7uZmCJv1fpgjDv1efkxgOjkMMw1KYthZLCff28ZFKYmUO4eU6nVJZVWysCj5yteS9Eino2g0JddvRhw8qPO+py1KJY3bszGlojZw+3Znt0TE3cEcmyB95ixGPo+eyZB/9oOEK8sESwv483PE7TbtN18j+9gTqA08iNZrL4NSRM0GUa2GOTZO+ROfRsmYsF7ve9QqjomaTdpvvU7xIx9Hdtpbqg6U79N87RWs8ijFD344iagI8G7exL11HRWFBMuLuDM3KX7sk8StVmIb90CIDJXPkneDTlRPCFd6jlPZZ1nwrlENeosM2GTEN5dlrdccj1qHKVnTGBgseteIVERKzzHlnHp3mkzsArGKhjDURb/2XN4VtVq7L2JNpQ76Rri/DaCUTMR8hOhds/WoTnL9HtyipVG9QRi0sVMlbKfA4ZOfYv7W83j/f/b+O06u7C7Qxp9zc+Xq6hykbmWNRpM9Hs947AnOOXttDCwLL/vCAgss5l0vy7tm8Yfl9xovGcPC7gLrJdoYe8HGxnE8nuQZTx5plKVuqXOqfOM5vz9udalDdau7JdkW1KOPpO5bt849N53vOd9Yn2+cg0Q1stwpGYJSy543gRA6YeAydeEpAn8po5dqCO7vMY9+JZl+7EuE1RJ+aR4Vhcw+/hWkoZCNzGVBtUTl3DGCyiICgQx9vIYqOm5DsXjk20S+21oTChSPP4VmWSg9LgRVOXcMvzSPvzCDkiqeDJx8Ds20KJ18Ful7RL4bF4wColqFmce/gtfwDVJRhDc/zewTXyPy6pjZAlauCxn4zDz+lUakiUlqaA/J/l3fHcG99J5quoFpJdFNh9CrxLMjTY9X4m6JwK/iuUUyHTsJvDK+W4q/Y6cwrBS6mSCK/GZ86/J2tvNAqcDHn5+Jy1sudVU3SAyOtNxfujXcyRru5FqP6uVCG+KVWLA4R7C4UvWfMLJQM4kWYwGdNgvUggX0aoDw5wgnimjCIJQemojTcioUkfJJSBPTSGAKG+mGyPFpKuMT1IIi9XBVNh+x/opGRSH1sU3ONjUdI5tvhICdWRYiEav1ddNB000sJ4Pl5GKHP9MBFLphE4UeAtCNiw58lgU7hnQO7DPp7da58bCFpvlMTkWMjcUOZ3o8X6FajSMMTpwMKRQ0XvZSi/GJiFpNcW609f6mKdgxpK1pf7QRNnhJ1lw6BVGErNepvvAc0vMag13j0zCg+sJzzXCwyHcJi0Xcxopbui7u6Flk4MfhYmFI9dgRUCAb1dmkW6fy3DOkDt2AkopwYZ5gfh7NbKQLVYrasRdRI7sxO7sQug6IWE3XsDkFc7PUjh4hse8AKIk/PU1UqWwhWYyiEi1Ql2XK4TwdZh/9ib302rtwo0pTpXzpyyfIm72k9Q7m/PNMLXNg67K27qh0tVivtGqkAiQhWqOOubcsv7neMCeEyidUARKJqcVZwJY85QUCU7Pjz1uZq67aGcX4fpVg/iyWPReHZHXuIZnuxfOWaw/W0zgpwtBFqpBqeYJaZaox6RZoLaJnvlNouQyaY6OCEBUEICVaJo2s1qjNnkNYFiJhojxJbf489t4RRMpBBAbCMlGWRm12FFm+eC+FZaKlMgjbwq8vxp7emQS6SKI8H1BoiQRRtYZXmcfIZTCGeomCgEh6eO48ylAIx0K5HrXxM+v2XwYe1XPHL25QiqhWoToabzOSaYxUGhn4lE8939iWIb1jL0YyfVWu6SUFt5KS0K+hGRa66VArTWGYNrXKLIZhI6MA2VDDVIsX6Oy/Hrc6i++VcZIFhNCxnDS+u4hpp9ENG79eXNFOGFxe3taVXL0VQezQLZrFE0wtgaHZWHoCU3OQKiJSAZq4mHpToTCEhWXnqQfFeD8ivKhKNVjAjSpx3FwkG6us2PYtTB1ZdWNnDHGx5KAKL+WlKOJ4Z01DTyRJ7bkuto1fONu03QshMKwkmm6g6yZCM6BRHF7JCN8tE/pVAq+CpluYzsWHL5EQHD5kcnC/gWPDS26zkFLx1Qc8Tp0OufUWize9PoFS8OhjHpNTknOjIXv3GORzGl/8Ug2l4PyFqOX+ruu3bH9yKg4bXHGmWhz+pycbnrVuiJG18edrzWL3wew0pYXZ5v4qlBcnRo3//OkpgtnpeOWyaizUTRv33FnqZ04tU9OLhulFxKYEIfDOnyecmmk4scjmfku+BFGpSOXZp1gKBxOahqabqEiC0FCuh3vuLO7ouYYn6tZEhNZ4lZWSVKNFalERhWR36jZsLbV5wS0ElpaARqhTqHw0dJJGHlOz8OT3dqGPQHl4UZ2kniVtFBrXQWEKB1tLAlANi/jSxZM1UnqeqlYkbIxhcQhYEjeqEBJgX1YF8a2TSBRiLZeKqFWmqZUnMe3UpkqOxouoImHgksr2A4ogWLL9g1uPTZSG4WDaaUw7jdB0bCdHFPlEjQpxCA3LSmPZmVgFbyUbWtSAKNz6WG3tGMDoLiArVaKFEsr3MYcHiWbmka6H3pFDhSHh1CzCNHGu30+0GKfp1XMZtEyKcHYB78WL4V9aKok1PIje1UE4OUu0UMToLsQhmcUyyg8wB3vxzp6HSGIO9GINDxLOLqBn0xg9XchanWByhnDi8qJsUDJeZWsaZiYPgF3ojbVxm6z8uFUuKbjrlRnqlSVvxIsqmVYDi5IR5478Q/P3avEC1eJyle+yRHnFC+u2872KECBVhFQRWauXULp0Ojux9DgsQMlg2WxYNn9WhFT9eUzNpuzPYmpO/HISoSVtjHyGsFhB6LHAFbaJvWeQ6hMvoiUdNMdC2BYI8M9MbNxHy8LM5jHTWcxCN50vvYfikScJSotNL0qlJF51jolTsRdqrTyFkyqQ7dwFSlGaO03o12nem2UKgWJR8dm/d/ns3699gR940OOBB1uHY33hH12+8I/upvZfr/3laJaBlYs1AV2370QpRfHFaQZfe4BT//sJ9IRJVIvjEq18As3UMdIWtfNFNDt+7IOyhwxChBCYGYew6sVVe5aR6d+HX1nEry7EE1QpEbqB4aRQUYRhpzBTOcqTJ8kOHqA6O0ZQL8Ux4YaFYdrxxFRKmg6JehzSk+rdTWXyVOzUaJixMDcc3MVJZBRXIIsnE5c2H+StXjREQyBVAY2M0UUg3aaNdjNIJQmUR0JkyJldFMMp0kYHA84+knqOSrjcgVQ0NPpLWeIuFqBYqcZulKZoCB+x7n5XAsWcfx7d3sVQ4hC1qIQvawwmDpIychSDGeaDcRSSsdoReu3dSBUx58c9G0oejH8PLmDrKVKsjVK5mgwO30Uq24+mm8gowvfLjJ76GlEYryIv/qUZ3rX0nMRhWD6njnyWHXvuo3/HHWhCJwxdps5/G7f+bQB6Bm6ho3s/ppXGtDLsO/wOKsVxZiaeoVqZxLJS7LnuzVh2hkSyk/6dd5Lt2EW5OMbE6KNbOyEh0DvzGP09yMUiSkqixRKyXMUcHsQ/NYowjdis53rIuUWCqRmC6RkSh/ZjdHUQFcuYA714x041hyRhW+hdBcyBHvCD+Lt+gJ5wMAf78E+PIhwHQkm0WMTXdYRtEU7PkbrrNsLpOfRsGul6ly243ZkJdDtJamgPQ2/4QMOeHrL44pNURo9fuoFtsOmynhv/vlmuVDvfHephiXpYbuZ7Bhr2NNjMuazJ+ywEmrSwhvtIdmZRQYh/YRZ/LFbd5994J0Yhi3dmgmBmAeldOiucmcnRffdrSe06QOR7VE6/yMw3/gF1iYxybnUe97sY5rMVzIzNjrffQKI3w/nPH8FrlNUTuqByboGd77gRpztNfapMdXQBd7qCkbEbamlI9GZwejIIAWE9ID3SgdOdYfLrJ1l8YSIuybd0LCeNlcwhw35k6BO4VdzFSRL5Pmrz44R+DSfXTWHk5lj4NoSTnSmQ7duL0A1Cr0boVon8OlaqAyfXzcSzXyHVEMpWuhPDThMFLgLI7TyMDFzqCxP41cVNOaeawmbA2UfW7MEQFgpJOZzlePUxSsFMYxW9OS7UjhI6u9mRPMye1EuphvOcrj3FoHMQucyeen3mlXRag1h6Ag0DAdzX/a+IpMexyiPMBxMk9RzDicMUrAFMzUagczh3H9fJu6lHJY5VHmUh2HgyulVm/FF8WWcwcYDb8m9AFxblcJax+hHm/PNNO//Z2tOApM/Zw570S0BBKZzmqeIXqEfl5gr9O8mJI59tsTW+5nNTR1Zsff6JPwEUY6e/zvJFUKV0gaNP/VnLNgDGRx9hfEkAr1g7xT/4XpmjT//Fup9vFT2Txn3mCEZXB2ZvN3ouh/K8OPpCEyjPRzg21vAg7vPH0TNpzJ4uZN0lLFUQmsA7dW7F4YVpInSd2qNPYR/YjW3b8fgoGr4MmoasVLF29uOFIZqho+cymL1dBOcnEQmbcG6BcObyw7WUjKiMHqcydmLVB1dPvgm1Qf7OzahnvtfQbAfdSTbyin+P5wDWNczuPOm7biBarBBVakTFKsoPSN6yn3CxggpCwqnYC1nPpah+6+jGbWo6eiIZ21eVQgbBusVIrlWMlEXfvXuJvJDF5yexCklQCm++RmZXJ3YhSRQ0wmdCSVjxqE2WyB/qo3R8huzebjRbpz5RIjmYbxRuiSgemaQ2UVqRorD7wJ3ophObhEIfw0mzcO458kPXUVuYQADJrh2EbgUzkWX+7NP41UWsVJ5M317MRAa/uoDpZJChj9ANNN1k/sxTFHbdzOL5oyTyfQigtjBBojCAuzhFsjBEZfo0bnFzqwFdGBhL9cob761UIYH0kEQINHRhoAsDT9bQMdA1E6kkofLQhYkhLHxZAwSGMNGF1ZikRgTSw9AslFLNeGlLJOIwNHHRZS22JsSlKCMVoqFhaBY6xkVzT+NfpSS+dFdkMrsUGjqOnqIeVZY52rXeLz6HOOeBVLFH+Opa6oawGl7zWuOaRfjSjb3s0WO7uNDwZb1xjUwC6aOIGtfze9988N1GSyZQYdg04S0XOSoM4+yVApAS5Qdo6RTS9WJTmBZXaVRBAMvNhIaOsCwIgtgOviKtqEIFUbySlxIVxMfWbBPp+ghDj7MhhlHcryucR/xKsVFq7X9ygvuaQgg0x8Lo6UC5fuy8EYYoBUYhi3T92LHK9Zsq9HBm8bvd6+86QtdwetOoSBEU62hWrDiKvBAzbaPZOipSFwVFJAkqHnZniqBYx8w6IARh1cdM28hIxvsUXSJ3pVrZznbHzmRSxt7GhoVfnsdM5Yj8OiAw7CQy9NFMG688F/9sWNipDhKFftziTNN/AOL3yq8sYKUL+LVFDCsRe7B7NYxEBtNJIXQLd3GSoL71koht2rS59mkL7jb/NNnIRWL5Z0s/b3b/K4TQdOxMF0EtTnW5OdWZwMn1IEOP0K02HT/btGnzz4u24G7Tpk2bNm2uITYS3FtL7tymTZs2bdq0+a6yoVf593rd6TZt2rRp0+afG+0Vd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTVEW3C3adOmTZs21xBtwd2mTZs2bdpcQ7QFd5s2bdq0aXMN0Rbcbdq0adOmzTWE8d3uQJs21wLnz5/nNa95Dfv3729uU0rxgz/4g7z73e/eVpv/8T/+R970pjdx11138Yu/+Iu8733v4/Dhwyu2Xy4/8AM/wIULF8hkMgBIKfF9nx//8R/n7W9/+7ba/Iu/+AvK5TL/+l//68vuX5s2bbaOUEqp73Yn2rT5Xuf8+fO85S1v4amnnmpum5qa4s1vfjOf+MQnOHjw4GW1f//99/Nbv/Vb3HDDDZfb1RX8wA/8AB/4wAd4/etf39z23HPP8f73v59HH32UdDp9RY/Xpk2bq09bVd6mzTbp7e1leHiYs2fPAvB7v/d7vPGNb+Qtb3kL//bf/ltmZmYA+Md//Efe8Y538M53vpP3vOc9PP7440AsVL/whS/wG7/xG0xPT/PBD36QZ555prn913/91/nIRz7SPN4DDzzAe97zHgCefPJJvu/7vo93vOMdvOtd7+JrX/vapvs9NjZGMpnEsiwAvvrVr/Ke97yHt7/97bzvfe/jqaeeIooi7rnnHp5//vnm937mZ36GP//zP+d3fud3+OVf/mUgnrz8xE/8BO985zt5y1vewh/8wR8A8G/+zb/hk5/8JABPPfUUBw4cYGxsDICPf/zj/Nqv/RqnTp3ife97H+985zt5xzvewZ/92Z9t+R60afPPkbbgbtNmmzz11FOMjo5y00038Td/8zc8+OCDfOpTn+Lv/u7v2LdvHx/60IcA+OhHP8qHP/xhPv3pT/PTP/3TPPbYYyva+dmf/Vl6enr42Mc+xk033dTc/p73vIfPfe5z+L4PwN/+7d/y3ve+l2KxyH/4D/+Bj370o/zt3/4tH//4x/mlX/olxsfHW/bzox/9KG9729u47777uOuuu/jyl7/Mn/zJn2BZFmfPnuU3fuM3+MM//EM+85nP8JGPfISf+qmfwvM83vWud/HpT38agGKxyCOPPMJb3vKWFW3//M//fHO/T33qUzz88MN8/vOf57WvfS0PPvggAA8++CDd3d08/PDDQDxReN3rXsf/+B//g/vvv59Pf/rT/OEf/iFPPPEEUsorcGfatPmnTdvG3abNJnFdl7e97W0ARFFER0cHv/Zrv0Z/fz/f+MY3eOc730kymQTgB3/wB/mDP/gDfN/nTW96Ez/5kz/JPffcw8tf/nJ+9Ed/dFPH27FjBwcOHOCrX/0qd955J48++ii/8iu/whNPPMHMzAw/8RM/0dxXCMGxY8cYGBhY087/8//8P7z+9a9nfn6eH/3RH6W3t5dDhw4B8NBDDzE9Pc0P/dAPrWhrdHSUd73rXbz73e/mQx/6EH//93/P/fff37SVA9RqNR5//HGKxSK/9Vu/1dz24osv8iM/8iP86q/+KmEY8s1vfpMf//Ef56GHHuLee+9lfn6eG264gbm5Of79v//3PPvss9x555384i/+IprWXku0aXMp2oK7TZtN4jgOn/3sZ1t+JqVECLHi9zAMgXhF/a53vYuHHnqIT3/60/zP//k/+dSnPrWpY773ve/lM5/5DHNzc7z61a8mlUoRRRF79uxpqqIhVlkXCoUN2yoUCvzmb/4mb37zm7nlllt47Wtfi5SSO++8k9/8zd9s7jcxMUFPTw+6rnPo0CG+/vWv8+lPf5pf+IVfWHPOSin+8i//kkQiAcD8/Dy2bZNKpbjuuuv42te+RqVS4W1vexsf//jH+fKXv8yrX/1qhBDcd999fPGLX+Thhx/mkUce4fd+7/f49Kc/TV9f36auTZs2/1xpT2/btLkCvOIVr+Bv/uZvqNVqAHziE5/g9ttvR9M07r//fur1Ou9///v58Ic/zLFjx5rq7yV0XW8K+uW85jWv4YUXXuCv//qvee973wvAzTffzLlz55q28qNHj/K6172OqampS/Zzx44d/NiP/Ri/8iu/Qq1W48477+Shhx7i1KlTQGxHf+tb34rrukA8cfijP/oj6vU6t91224q20uk0N998M3/8x38MQKlU4v3vfz9f+cpXmn3/9V//de68807S6TQjIyP80R/9Ea997WsB+Lmf+zk+//nP86Y3vYkPf/jDpNNpRkdHN3fB27T5Z0x7xd2mzRXg3e9+NxMTE7znPe9BSsnw8DAf+9jHMAyDX/iFX+CDH/wghmEghOC//Jf/0nQMW+I1r3kNP//zP88v/dIvrdhuWRZvfOMbefjhh7nxxhuBeOX827/923z0ox/F8zyUUnz0ox9laGhoU339kR/5ET7zmc/w+7//+/zcz/0cv/zLv8y/+3f/DqUUhmHw+7//+6RSKSD2dv/P//k/r6ve/9jHPsZHPvIR3vKWt+D7Pm9+85t561vfCsCrX/1qPvKRj/DBD34QgLvvvps/+7M/49ZbbwViB7b/+B//I3/1V3+Fruu8+tWv5vbbb9/cBW/T5p8x7XCwNm3atGnT5hqirSpv06ZNmzZtriHagrtNmzZt2rS5hmgL7jZt2rRp0+Yaoi2427Rp06ZNm2uIjb3KH3jiO9SNNm3atGnTpk2Te16y7kdXPBzstFvj4eoix9wqxTAkYG0Kw17D5pcG917pQ7dpc9UII8nUfI2//NIJfvZ9N6NpYsXnUio++dWTvPRQL32dSRL21l4tqRSRVAhA18SKZC7/VFFKoQABIATXyhlHXOy3/j3U68W6z58/c56vn5llvWChjqTFD982zMt2bJysZ7MoBXN1n//5xFmenSxyoCvD2w8NcH1vFm2Ll0YpRUR8XZeurwC0Tb4LsnHO4jKfpaghs/TvYYX0FRfcfzY/TjmKyOg6e5xEy306dPNKH3ZDIiKmzHOccp4lHeUByEad9AY7SMv8FTlGWVtg0jzHjHWBm6qvICHTaGjrbt8OEokraiRUiu/EMBdG8QOsaWLTL893mv82NsaY6+I1clwL4HA6zdt7e8kaV+7xVgrCSDFX9Gg1JAoBtx7opjPnYBpbv7+LVZ+x+RqGJjg0mLv8Dl8mUioCKfECiWPqCBFfg0gqpFKktjAxkUpRCyIAbF0jkBJF3N7ZYo3hXBIvkji6hqXH185vPHtJU0cTAqkUQaRwo4ikqeOFEqMhGYJIsfR4Lu2/HRSKUCkqKsQWGp6SCMAWOoGSJIVOSQWAoKpCyspnv56lqkLSwkQXgkgpfCS+kqSETk1FmI3+BEqSEAYVFZIUOmFD0GhCEChJRhiXNWGLFMzXfc4X6y2fUQA3ktQb9+JKUA9CxhZrPHRunrmax6Ibcn1vlqGcQ8LSebFSpRZFXJ/JkNQ1RONe1iNJQteoRxJTE2hAoOLrf7ZWY8hJsBAE2JrGcDIRC3UFpTDE1jQ0AaFS2JqGKyW20Bj3XKSCXtsivc13v6ICjqsFDDQOaB0ERFgYeCrERscU3xtTtSsuuF+sVxmxE9yQyDBsJ9Bb7GN/h/MRKyRlfYEJ8wz7ozj5g2jO564MAkEkQibMM1wnbschteH2rSKReKLOtDXKsHfdFev3RkyWXPxI0p22yThXdrJVrvrYlo5l6kip8PwQx976wPXQwgLPlsvUlgnuahTxhu5uAOaKLlMLNQ4Od/DYC1PsHsgCsWBSwGLZI4gkUkJfZ5JC1kYpxZEzC2RTFq4fkbQN0smV539+uoIfSNJJk46MzYXpClPzdQpZB6XA9UIWyh7TC3WEEHhBRHc+QVfewdQFJ8aKKGCh7JFyTCIB816Irgk60zYp28CxdAxdQ0pFqR7gBhHZhIlj6qiGIANFqR6ScQzsDbZLqfBCScLS0UQs7CKp0DWB1WKiUfFDZsoepq4R1XwcQ6PmRXihxDQEuzpTm9YMBJHkXLFGNYhImTq1IEITgoSpc7ZYpy9lM1X1MDQNx9DQhaDoBVSDiN35FFnbwA0jpqs+pi6YrnqEUjUFdCQVCrVi/6UJwFYIleKCrFFTEf2aw5zyqagADYECMsJkTnn0CAdPRZyXdSQwqzxu0wukMCiqgPOyhkKhI1hQPhlhkhYGBgKUT01FaIBkafUei9nr9ByGYtvC29Y1DvdmcUOJH0mCSOGFEUUv4PR8bVttXopAKopuwHTVA2Cu5rPo+rihxDQ1xlwXW2hccF2Suo5UinIYshCE9Ns2pi5wNJ1aFLHg++xLpxh3Pfodh8UwwBYaw8QLwLF6nVk/wNY1DCGQKAwhCJXCbBzD1jQK5vbFWo2AWVVHFxrdKsGoKtMpHEw0OklgtpRomyG+xxFhc1IVa2y2N65eccE9bCcYshx6TZsuw0JjrXg0vgurN1NZdEQ93Fy7p7lNEuELl1AEJGSaQHhERJjKQqARCp9A+AjAUCaGslAoAs1DIlEoHJlAxyAt8+zw9zNqH1txvuttDwnWtKOASIREImz0T2KrBJrS8IXHgjHFGfsFuoNBTGVjKBMNvTEbjR8HXQikitVOmhZPT0KpCCKJJgSGJjB0Lf6OjAd5XYu3a5pAKUUo479HJ0vU/IibhvKkbYMwUvh+hK6LpqrYDyJMQyeSEqXilaeuaWgaeH6EaWhomkBKRRgqTFND1wTj0xV6OpPouobrhYxPlxkeyBFJ1VyxhqHE2aLKeTWjU2W++ewk+4by/MWXTvCOV+5qrhw1TfDi2QV0XeD6EYd3F7hupIBlanzqq6e47WA3xapPd0eCXf1ZMkkTBFTrAU8dnyWMJLsGsqQcgxfPLfDZB8/yo287xP4deepeyNGzCzz83CQ9HQlmiy77d+a5YU+BjozN5x8ZpSNj89TxWfq7kowM5ejsTlF2A05OVUjZBsNdSfIpCz+UnJ2pUqz7dKVtdnQmMTSN2YqHG0TMlj0KKYuBjgS6pjHXYrsCZssenWmbfNJkphSnNE05BpZhrblui7WAE9Nl9nanOT1bI2nqzFV9giiikLbozyVIWZsbxHypOD5fYbzikTR0qkGEpQu6khZeKJEKxisufqSwNIGhCxbdgPGKh6Vp7O5IsuAGHJ+rsLeQ4pnpEqYmms+8oWlIJVfsvx3B7SM5EZUJkXRqFrPS5aysUlcRWWFioFEmIGsYGEKjrAIeCavMSo99WoaE0JlVLk+EcySETkWFLEifTs1mWEvSrycYj+qESIoqQEcQonBVRE5YjGhp0sLY9nIiZem88UAfdw93UfFDakHEXM3n2GyZ0/PnttnqxmhCYBs6CUPDDSUJUydh6JhaPNkJpWIkbTNWjyc5tShi2vNZCAJ2J5McyqSpEHG2VmesXufGXJZAKRxNQzSuz5JJ5dlymWIQIgBTiyd4vpTYuoZU4MmIftu+rPORKHLCxidiVJV5SI2zW+XYL/J0CGfb90Y1/nW1KpEIUSg0pZGWscliqxrUKy6431vo4/enx/iT2QvkdZOMvlZ1NWDa/ObOlavGFfauFiz/bGnGsjWVWDyzlVxcmdW1CuetE4xbZ3hl6R2cdp6npM+zy70eU9mM2ccYs46hK5N+fxc7/QP4wuVk4hmqWpFQ+NxYewVdwQC2Sm6pJ/PG5Jp2lII5c4JJ8yy6MqnoCxyu3UUm6mDRmOG08xyL+iyPpr/IDn8P/f5uMrKDSCrmqz5CQCFlsVALCCNFLmHimBrjxTpn56qkbZP+nEN/1gFgpuJxZq5KT9qhN2uTtg0UMLZQY7rsMVvxSZgXB+epuSpHTs5SyCUo5BykVBw7M8+uoRxzRRfXDXFsna5CklTC5PljMwz1Z8ikLEpVn8mZKruH8hTyDmMTJVIJE10TnB5b5OuPjfK2V+9jZqHOyEAOheLCVIVbD/Vu4R6vRROxGq7mBXTnE1yYrRGEkpRj0N2RIJM0+f7XH2Cu6PKlb41RqU3xssN9zBZd7rg+tlcbukYQSsZnqwgh+NLj5/H9iJcd7mVXYwX/mjt28sLZBSxjlTATgv/rrYcYn63yjafHefbkHDft7aLuBvy7991ET8c5LFPDTpos+hFPnJ7jvXfs5G+/PcbrDvdz60gHbigZX6xTSJn8r2+e4Z2372CokOTJsws8P7bI62/q5y8fPcfrbxqgL5fg6XNrtw92JDk3W+XkVIXX3tDHV49MsbsnzcH+bMvrpmuCjG2yuzvNqZkqp2crZBMmPRmHfNLED+WmBbcuBIWEDSpe3TuGhlJQCULqYUQtiJiqeNi6ThWoBiG7O1KgRPzOKoUuBBnbYG8hxZG5Mm4YYWhLavWInpSzYv/tYCIY0pJ8I5xmp0oxqVxcJenTEuQ1iznpYShBUQZ4SGaVR7+WYI+eJq+ZzUlzgASl6NUcdmspAhTdmsM+LYOmBN8Ip8kJEx+JgUaflqBDs/CISF3GkCyEiCdEKYuuVDwZK3vBlm3NWyFtG+ztTPGyHQUev7DAy3YWONybpStlUw5DQqV4pljmQDrFtOcTScVQwmF/OkUtitiTTPBMqcyU56FrGufrdc7XXcYafzOGjqSxOm0sPGJthcJvmFcqYWyaDRX4l5kINCVMclhMqCoTqkoCg4QwGBFZkuLytY7z5jgVvYgv6hjK5FDt7m21c8UF90fGT+FoGm/v6GWfnWzad5aT1te+8Ke8Gt+uldhlJ7g9meNFt0qvaZHQdC74Lg+U5/lXXUPMhQFP1IokNZ17Mpt3sPCEy7h1hn/IxwURdnnXM+TtpzvYQV2r8mj6H5gzJ7m3+C5slWDMPsaEdYbXLf5LRONPUZ9l0ZjBkjYvK7+fkj7HU6mvA4JBf8+m+1LS51q2Uwj7UCgSMs3d5bexYEzxfPIR9tVvZoe3n4RMcdY+yt3ltyKW2cm9UPLtsUUsXePO3QWeu1Ck6ofcOJgnlzD5+AOneNPhPrwwouyG9KQV0xWPP37oLK/c18WXjk6ST1q86XA/8zWfP374LPcd6OHsXBXH0Ll5Rx6l4LGnx3nt3SOkkxalis/4dJmOnMPRU3NIBbff0IdSiueOz3BgV4GOvMPpsSJhFDE8kOM1Lx+5OPlSse0znbIYGcozcqHE8ECOxbLH+HQ5Vn9egdLMSccgk7R49Lkp7rqhjxfPLlB1Q2qOga4JdvRmEAK68g5eKAkaEyDb0unvTK5wQgtCydnxEhMzVX72fTfSW2jtw7GEaWgM96Yb/TBRKtZGdGRthCb43b95jlIt4DUvGaKzM4k3U+G+Q33cMlzg+EQZIaDihSQsHV3A8ckKxXpAEMVVuRKWzl37u7htpMC5mSp+IJkpuy23a0Jx/WCOP/jqSV51qJfpksvhoRyF9NrVNsBAzmEgF0/wXnOoF6kUGoLtKMsShsYrdxSaE+6lsVUIkAp0ATtzQ83PFPG25ZP1nG0ymIn789Z9fUgFWmMflv18OTLKROOgnmWfnkFHcJ120ddAAZ+TFwBICYPr9RQvN7obn8XXJv5M54CW4W6zp6FiV43RI2ap/aXPgBWfX4t0JS0+8pq4TKyA5jOS1nXe1d/bvFfLWdLOCeBlHXnu6Mg3jZf/ZmQnArg+k262qYht+ALB4UyakWQCR4vNPs1nofEAXI4hNo3JATrYLzpQ4uLzdGXuj6Df28ukdYaKMY8tN7/YW80lBbefeJbQmAbNA6WjRESy+IYVgmM5fabNbcksL890MGjaLU94tQ1nKvA47tY47dW43kkzG/qc8GokNJ28btJhmM2XvmCY2EK7+PZvEkvZ9AY7eGXpHfGJKxtTmUgkg/4evpj/BLdW78dWCXzhIpFkoo6mI5lAUNeqzBtTTJrnqGs1pIiwlI0pWw9+61HTKq3bURYgyEQdCASWcogIkUI2Jw/L/yxxcUBcUsio+MUAkpZOxjY4PlXh5h15ejI2bih5cnSBshfw9PlFJoqxmvLUbJXxxRp37enklqE8VS+k5jcqVgno6UrxyNMT9HYmiaRicqaCZekgwPNCjp6ew7EMTEPn5LkFbNtAochlHCq1gAe+NcrwQA7HMRibLJFwDJJOvH+x4jE5W2Xfzg6++tg5QHD/y4a3dF1bkUqYdOYcnnhxmu9//X7OTpTwQ0kmZVHIOkzMVlEKFiselqE1vcGbns7LnlVDF/R3pfiXbzjAV759niBS3LCngLl6lb0M0eI1EcSObu979T5MQyPpGMxW/HjFZGgg4ndEAZNFl5lSrPp++22DnJ2tYOlaw7lLUfcliNiZSxNgNMwdq7ebuo5laPRlHb70/ATDnSk6Uva69tTl25d7g6y3vwLqUcRz5TIK6DBNBmybjHHRb2G1xgxiAQ0XB/am/U+sP1iu6E/jn4323yzxNVdNT3Ft+TumFPeb8cTaQsNEQxMXBXPcDUG/lqBLs9HFxW3L/1/e/urPrkWW3hO9xSkIEc+mlj5benSWhPbybWvuKavup1K8qiue/FmahikujoGr278cS6zg4oN0Jb2glvoaaj5SROjKxJHpbd/7SwpuPRhAamWUsjGCXgL7ZOOT1vPbXtPiyVqJ416VXsOOPQBX7ZPTTd7f2d/8PaMZdJsWPYHFkOVgaxq+lIQqdkBZ7seni/WmDBsj0DCUSUqu9NitaEVmjQkG/D1Mm2Ps9A6gowMCV9RXnKGpLBIyTSbqYI97AxDbvrNR55b6sl47vuZR1hbQRUN4KA0llrsyaE3798pzW7b6APxQ4ofxwK1rgrfdNEjFCzg1U6XihbxkuICUioN9WW4czKEUJCydXMJkbKGKrenYpoahixWD7sFdBepuSMKJ+9fVkUDXBWGoeObFafq6UvQU4llkFCkMQxBGK23W2bSNYWjcfdsQ2ZRFKmmha4K7bhkkm7bxg5BkwsSxYqF+uaQck668w/npKl25BCnHJIwUPfkEw30Zjo8u8ncPnaXmhnRk7Kbqu9X7JITANAS7B7OMz3ZwdqJEEEr27cjx7RdnuDBd5VtHppgrubE9vAVhJKl5IUopHnl+EgGkkyaapTdDopYfWm9ItOOTZTIJk7ofrbjPp6crfOX5SaZLHvv7smQTJmNztTXbc4m4P7fuKvBXj57j++4aoXOd1XYrLuUwVY8iTtRq/F6jLOet2Sxv6O7mQAvv3o2a2uyge7XcZNYbSIUQpFsMl6v3N4SGscEIdS0L6e3Q6j6t3raZKyKE2Lan+Ha4WndJUzqSiFB4RCLYdjuXFtxhF5E+h9KrgEAoZ8P9By2b2dBnNvRjx4GGk8FyuoyVOtCkrpPTDXKGSU43KMuIxShgIQpYDANKUUgxClmMQnRgMYodFEpRSFbf3M2MREhNKzNmHQfAkSkcmaRozFI0Ztjr3sQ5+ygz5gU6wz4SMoWhDMas42joJGS6IaQL1LUySsTnEK+2VTwBMC/galVmzHEiIUlFGUIRrtluKqtlO6EK1n2xdQwsZeMLlwvWKTJRgWSUwSQWfIWkxXPjRY5NWUwU3YYDGtT9qBnKM9VwSDI0wVBHkqJbAsAyNDK2QUfSpD+X4PkLcTtTJa8pOIQQdBeSSBmH3gghVsSKLpRcBnvSdHUk1ny29LtSNFXP+0cumjmUUuzdmQegWvcZ6s2QTJhrYqW3Q8LWGehKceuBbhK2wd4dOepuRG8hQW8hwd6hLDU/ImEb7BrIsrM3TSQVdxzqXXEnNBGv3l9ysIeEY3DD3k5OXyg2r4+mCQ7vLtCRtWM7rmWQTpgYhhar3k2N3YNZKrWAidkqI32Zhse45Mx4iUzG5vp9XRiN5cOu7hSFtE3GMTA0wXQpiYbgxh15ujJ2rHMRArsxKdrTk6Y3F6+gW213LJ0wkgwVktS8kN6cQ/IyHf+WUwpDjlUqPFosAvE7fXdHxxVrvxVBJCl7ITPV2JO54ocEUezLoguBqWuYukbONigkLHKOScLUm/dsI8peyGzNY74WUPYCvEgSSYVlaKRMg7xjNmzJsTPUVp/Uq93+1cCPJGcXapyYrawbbgZwc3+OodzGZqTlLDRC2M4t1hECXjHcSdo2kEpRckOmKh5zNZ9aEBFJiaYJbD0es3rSDoNZp6Giv/RVWvKlmql4zNZ8im5ALYjwo9hJ8lIkTJ2elM0Nfa19Qy6NIBQ+rlbFUFvT1C5nU2+uJjOExjx+YhQt7GAjJcI+O8Wg6RAohSsjgsYAborY7d8UgpS2VrVoCUGmsX0xCvCUpBiFzIYBNRkSKMVc6GMIQb0R+rMQBpsS3AKBpnQiEXHSeQaAzrCffNiDr9Uxlc0Ofz+GspiwTpOO8uTCLrq1IU46z2Eog+5wkAF/D7mwi6I+y2n7BQB6gx10BQN4Wp1J8ywA0+ZorEJTtNze74+0bMeRKSxlI+TSKlcjGWUwlImpTJIyi4HFGfsFdvj7MZWFKS0MXbCzM8mXjk7ytICiG9CfTaALQcUL+daZeSxDI+0Y9GZtbEPjUH+Wh0/P8dTYAlLBnu40vdkuDvZm+PqxaZ45v0ixHtCbdTCXeeguF6bLX5S9O/PYpn5xhb7qJYoFyjr3Z9kHlqkzMpjD3qTj06WwTJ0dvWl+9G2xDe4lB3tWfP6q23e0/N4HXrcfiMO6pAJdF3Rmbd51X+zLMNCVYqDrYmjfq16ycS3sVMLkzsN9nJ0o8dTxWQ4Od3DdSAehVHz5W2PYusYNO/LN/e/Y29X8uTfnsKsn3YxbFkJwYb6GY2rcsDPPHXu6MBvakfW2h5Gk6kWU6j43D3eQadj4rxQLQcCxavWKtbceSxPCJYF9ar7Ks5NFTsxVuFByqfohUiksXSNlGWQsg5GOJAe7M9zYl2U4nyS7Tmjj0qC+WA84Nlvh2ckiL86UGV2ss+jGvgUZ26QvY7OnkOKGviy3D3bQlbLQV5lVvhvtX23qQcSDZ2f5H0+c21Bw/6f7DmxJcF8ouXz++BSfOTKBJuCP3nELO3NxJMGxmTKPn1/g+akSM1UfN4ywdI18wmQol+DW/jz37+mmJ2Vj6hsL76Xom+mKx2NjCzw7VeTMfI2pikfFDwk3Ibn70jZ3D3duW3BLIpSQhMKnrlVYZhzaUjubnHIrQEPIBEYwsGzb2oO9It1BoBTn/DpPVIuc8+pAHCZ2s5Nip5XAanFxR+wkI3asZt1pJfiJnpX2zRuTFy/ULntrRn0dgz3ejezxbtxwv4FgFwPBrubvWbfAQXdt2rlCrYWncwT9y757ye3rtbOMlMxwZ+WNzd8zUZ77i+9ds5+hafSkbT70+uvi2FxxMVxLKcUP3jlCGElMXaA3PHEdU+cn792LF0RomkBvJFmxDI2ff+1BgkiuaOdSpJPbnz0upyO7sUbnO83RM/NU3YDOXILdgznMxgoathdvW8g6jPRn+eyDZ3jsyBQ1L+S64Q5u2L2+o6UQAnOVEVFrxF/Hq8qLg/p622fKHk+dXeDJs/P88L17tpRA5VIopZgNAl64yoJ7SWiHUvF3L07wjydmODVfbYaFwcURyY8iKn7EFB4n56t8+dQMbz7QxxsP9HLLQL5l2wpwQ8l/e/wsXzk5TXVZopKldhfqPvN1nyPTZb54YpoDXWn+0/0H6U3bGNoGPgBXuf3vFILYfLPcc38pmc6VYqzoUg0iPnNkgsfG5qn60QpJE8qIahBxoeTy2NgCXz8zy4fu2c9wPoG9jr/JktCeqfp8+MsvcnyujB+pFc50S+bGVueiiXgBaOnaikibrWIok15/FwmZwdUq229nMztFxgxSXwRlEtinMLxdsE4g+njg8fvTY3yjPI8iFtgSxeeKMwDckynwYz072GFtfkbWZnMIaK7KlqML0NfJ5tUq+QbrtPPPkZsPdHN+qsLTJ2b57AOnuXFvF6+7a+e2s3NlkiY37+vkpr3L/CK24VjVl3Poy62d5Gy0/fU39fP6G/uvuH04Uoppz+OFcvnKNtyCIFL8p68c5VvnF1ZkANME7Cqk6E5aGLqGG0TM13wmyi71UGLpghv6slzXnWnZrgKmKh7/vweO8/iFhaZzZyFhsruQYqSQwtIFUxWP47MVJstxcqLnp0r85N89wy+96jr2d6ZJrqMputrtfyfI2gYfuGUnbzjQR9kLqPoRFT9kdLHO7z56+oocQyl4+Nwsz06Vma/5KKXoTlnc1JejL+PEOQ0Wa5xdrDFdiZO+HJ0p8zuPnOKHbh3mtsH8um1PVzz+3y8d5ehM7EDZmbS4sS/L3cOdDGQS1IKIE3MVHjgzy8m5CkFjBf6SwTw/cPNORgpJMraBvY0cAUv4Wpw3JBt2Mxgd2HY7mxLcetiD1CpE1gX0sI+NHO7/ZPYCvpL8cPcQ92UKzSxpnpR8tTTHEbfKn86O84sDmw+fanNpNuMdfCW/98+Fo2fmqdZD9gzmeOmhXso1n4WSR0fGRm/lSnsJLpoSLq9fW71vzfzNV+G2nvc8zrku3pVcdrWg7IV85sgE3zq/gNsQ2gMZhzt3Fnj9vt5YpdxIOrSU/MMLJS9MFSl5Edf3ZJu2/9WcXajxxRNTPDNRRCnIOyZvOdjHy4cLDGQTmFrs7R9JRcULeXqiyOePT/LsZInZqsd/f+IsP3jLTm4byLc0QVzt9r9TWJqgO2XTlbTi/PpK0ZW8vKQny1HAg+fm8UPJ3q4Urxju5P493WRtsxkxEUjFmYUaXz89y98eGQfguckSR2fK7Mwn6E6t7c9UxePRsQVOzMX2+f6Mww/csoOX7yyQsgwMLU5Kdbgvw20DOb50cppPPj+OAl6cqZCxDSY8j2fLZZSCwaRNOYy4KZ/hQt3jQs2lEobUQkmnbSKIEw8ldI2BhM2eTGxWM5XNojZFTStR1ucY9Pdv6zptTl+mBAIDIRPol7BxP1cvc2e6g7tSeXZaTnMgUUrx8kwHxSjk0eritjrbps13HAFVN6BSDwgjyZ6hXJyRrq2RaHLedbngulf1GH4kmax4fPHkdHOlfagnw8t3dnL3SCfD+QRWIxf2EkopJJC2dLxI0uGYLSc29SDi5HyVB87M4kVxfvK3XdfPK0c6GSmkSK5SjeacOLFRwtSYrvpMll2OzVR4dqJIT8pipCP1HW3/O8XStTOWzQClUjjbyM2/EfUgoi/j8KrdPbxipJOhXGKNBtAx4lijp8YXOLtYx4sko4s1LpTcloJ7yfywtIp+2Y4OruvO0JWyV2jPHHR2d6a4vpzl8QuLnFmoUQtCLpTq+DZYpsbOVIIjxQoSxfXZNPOez5TrESmIlGQxiHPC702n0AWcrtSbgjsiJBIBvlZHCbkiln8rbEpwK62GEgFCJVCEbGRQL0UhWU2n01j5kggh6DRMMrpBJbpySe5X40YRC2HIhOcxHwTUo6gZVmYJga1pdFsWfbZNzjCwtpA3Pb4OHggJwkME/c1IzK0glaIaRcz4PjO+z2IY4km5Im2po2lkDIMOw6BgmmQNA6dF4pqtEkpJTUpmfJ8pz6MmZTP0TjaS9tuaRt406TRNOsw4+93VWoFLpQiUYsb3ueC6VKIId9m1sDWNpK7TY1n0WBZpXY9XJw20q+y0EwSSdCJ+lnVNkEp8ZwvkrMfSfZzzfWaCgGoY4qu4MEjYsKfqQmA2nvmErpPUdfKGQadpkmyR0XBb/VCKUdfl/FUW3EU34PhshTMLsR09bRncPtjBK3d1srcz3fI7Qgh0aHpmr8dUxePkXIWxYuyP059xePlwgV2FVEt7pqEJelI2tw7keclAns8dm6Tihzw/XWI4n1wjWK92+/8Uuakvyy0DOYbzyZbaqYxtsLuQ4lBPlnOLcVGV6arHTCNn+mrKXshY8WK+9uu6M3QmrZbvQNI06Enb7MglOLNQi1PyllxIaxS0OO11JQwxNMGFusuM51MLI+zG2BRKRSWMCJREIahFUVNA1/QivnCJRMj2AptjNim46yjhAorInIH6+jmKCoZFSYaMBx4JXV9WGUcx7nuUopCOLcbjLc2cR+v15jZdCJK6TpcVO0WFUlKKIi64Li80wlKOVirM+D6elBhCkNZ1CpbFjek0L83nOZBM0tdIEqFvYhBTehFpLMTCW69gBH3N6+BLSTWKWAwuxuZlDYO0YawoqlJr7HO6XufJUolny2VO1WpN4S2IhVWHabLDcdiXTHJdKsXBdJo9yeS2C7REKn7YZoOAMdfl6VKJb5dKTPs+pTCk3hCW2cZkYW8yyaF0moPpNLsTCQqmSULTrqiQ9KWk3JhkfbtU4puLi5yv11kIQ9zG5C5vmvTaNrdms9ycybAnmaTHssg0JjHGNuP6VWPCsHqlaGkaaV0nZ8YCerHiM9iTorcjuWlHvTnfpxxFK0LikrpO7gpMvpaesznf57zrcqRa5dlymQueRyUMqUZRc7Lq6DopXW9Ownotq3lfhxyHDtMkqWkrJkLrESpFKGWzgpMvJb5SVMOQI+XyGsFdk5IJz+NMbfPFLRK6TlrXW8brTlc8nhxfbDoOjXQkuWUgx57OJBeLQS6xOkGyxsVinLFxWVsWinNyvsLJuSqyYXe+ZSDHYDaxoROSEIK0ZfCavd38w/FJIgUnZisc76xw/57uFersq93+9yor01hvPuueAO4e7ozDvDb4jqVrXNeT4R+OTwFQcgOKbuvYaC+ULNYvflZIWjgbJE5yDJ3CMofbRS/AdgwW/IDRmktfIg69HKu51CNJ0tBJGRcnw/N+wHjdI2cadNlxOwpFTSsjRYipLCzpXL0ELABa2IPQS4T2WUx/B7QsHRLzinQHD1cXOOfXeUuuh112EgWc9qr8n8UZSlHIfZmtJSyRQDEIeOO3v83SWr3Psri3UOA/743rek/5Pn85OcmXZmc5vUzALxEoRV1KZhphK5+cmuJQKsUburt5Z28vXY2BekPBJC2EtECTaPX9LDcZjLkufzc9zcfHxpq7/0B/P+/o7eVwJtN8iL9VLPIXExM8Xiyuq3kIoohKFDHmujy8uAjAPR0d/MzICNenW68u1mPpuLO+z+dmZvji7CxPbeBEtKQFOF6r8fnZWVK6zv5Uih/fsYO7OzrQGyPn5QpwqRSnajW+ODvLpyYnmQ5av3A1z2Pc83iqVEIXgsPpNO/s7eVdvb1xaOHSCnyLWhxFPBF845NPrth+IJnkXb29/NBQHN7lWDrPn5zjyWCajqzDa+7Yecm2f29sjM9MTa24v6/p7OSHh4a4Lbv1MJKlCYAETtVqfH5mhgfm53nxEkKxGkVUo4hp31/z2UgiwfcPDPCqQoFBZ31P/qVJ86zvM+q6jNbrjNbrnKrXOV6tMu55zZDP5Ty6uMijjWd3s7yyo4N39PbypkZlt4t9iL2tj89efG7v2lmgP2sgtRqR8NCU00hYJFH4CDSEsoi0KkaUJzDmUcJHCh+FIrUsRfH5osv5xmpYCLh9qGNT6l/b0LixP4djxBXP5usBE2WXohusGPSvdvvfiyilkApqYUTC0NGFQqnNCW/H1DnQnSZ/iYqEuhY7mC3lqfBCiRe2zpMsUSuiDyxd2zCHuybEigmtUvHEck8mycs6O5rfXZqMrT6vz56f4nAuw650srmvQDDkb98hbTmbW/qKMI6FlgmU8NkoK/APdw3Sb9n83eI0PzF6pFkn2dF07ssUeF+hj/u3KLhbsRCGHG8MXEeqVf7D8eOcqdebx9sMR6pVTtfrfHF2lo8eOMCexMae7kLZKBEhzSlAoYc9G+6/EIYshHGmMwV8fHSUT4yPsxheLO22GSwh6LNtDiS3nttWAV+fn+dXT59ed5DdiGoU8VSpxI8fOcJbe3r4ueFhuizrsn2c/npykr+enOSFysbJHJYTKcUz5TInqlW+PDfH71x3HRldbxleeKXo6UhSrvrUBGtKe34nCZTi186e5TNTU5S2+Py0YtJ1SWgandbGAkASP7f/e2KCYmNy1Uyxe5l92CwKKLohZxcuTsj3d6XRCs8zmT2NIiRbv426dRaI0BpV/CK9gq8vkPL2kvB3IkWIEgHaqiRSk2WXyUqsMRDA7kJ6Re6CjTA1jZ35ZNMLuegGnJqvrhCsV7v970XcSDJWcfnrE+Pc3V/g9t48yQ1WuMvZ2fBXuBRL4VlLxDbm1k9l0tDpTtlcaCShmii7DHckSVmtRWDVD5koX3zeOpMWL+nKM5RbWSFsvZHnlT0FEvrVq929KcEt9QWETOFU7sZPPNvY2lp4G0LwqkyBl6ZyFKOQmSCe7feaFjndIK0ZV6Ssp9+w075QrfKLLYS2AXRbFinDwJeSShRRDAJWr8tcKTlZq/Gh48f57YMH6bHtdfoXIa1xImsMpVVRug1aFSWT69oqSmHY/Pt309P8r/HxdQddQ8RlClt9tiuZZHcisSl1/nKqUcSD8/P86pkzzPg+YYuH2tE0soZBUo8TvZbCkLkgYPX0J1KKf5ydJZCS7+vv5+ZMplmdaStIpfjczAx/cuECY67b8nyX7PsZPa4MNB8EVMKw2ae6lDxRLPKrp0/jK7UpVe92mZitsmdHHpRicq7WXP1+p7zuQ6UYd11++9w5vj4/H6vgL/EdQRysuTY57kVuz+fZ6TibmvQEDTPKFaj5si38KMIN5YpBuTNlkdQyqGAAoUykVkVTFpFWIRIuQlmYYRd20I8SkkBfxIwKKASBvtBsJ4wkXhg1apgDCPKOsSn7v2gs9fKOEZtRpMIP42xu36n2Lxe1zNAQ61GvzHNtaho5y6DLsagEy/2iNkYQF5S50r4rXSmbw71Znp4oAvDVUzMM5RL0tPB/KLkBp+erPDMZZ5Y0BFzXnWYo45DU9RWr6/W6mDXjxLdXa5jYpLFZQ2oLBHYVaSziJ5/G9HYjojRiVROikSGtIiNmA58x320+FDk9tvdeiRuiiG2JHx8d5VRDaGcNg92JBLdms+xJJskZBqamIRtq8nnf54VKhS/OzlKXsvkoeVJyolrlLycn+eHBQfJmq5WVFp9vlI4Ft1YndI5h1K+HddLAlsOQC67Lc+Uyn5ycZLGx+u40TXY6DvtTKXYmEuQadnCpFK6ULAYB457H8VqN49UquxMJhhOJLV23ShhyrFbjT8fHmfS8Fa+NJQQHUilens8zkkzG6uZGuJCnFHO+z7FqlSdLJUZdF7cxIapGEY8uLpI34nSEL83nN90fiIXQnO/zFxMTXHDdNav/3YkEr+joYHcyScE0MUVcaMOTkguuy9FqlSOVCqfrdepS8sD8PKamMb+Omv1KkEmZzC3WCUJ51V7CjThdq/H3MzM8vLhIaZU5QAApXee2bJZdiQTdlkWm8SxpxCUOF4KAuSBg0vMYc13O1OtUo4iX5XL02/YlBYgAhhMJXpbPU1vHHHG6VmPK91cI1oJpMuQ4ZLfgz3J9Ok13Cw1AEEmCaOW0wdF10tEOlNuDUHEolSSg5hzHDAsYUQeaMhGNwkgoDV05KBTmstoCfiTXZMyyDX1L93rJwxniZ9xdpq692u1vF6kUIYqKitNHj0V1+jWHjDAIkCSETlWFWEInVBIdQVLb/L0UIlZHj2QSTNZ8ttJl29Cu+Eq1K2Vxa8PRb6GRue5zL04yXfGaavkgUkxVXJ4cLzYSv8TX5s6dnfRnHBLG5h06t7rI2iqbuhMiSqJpVaRWAxUX4FhPSVCVEUfqFV6oVzjj1XAbAvKoW+G4l+BQIs31TprUJnOMb0RdSh6cn8dTii7T5PZcjpfl89yazTKSiDO0LQm7SCkqUcS+VApNCL4+P89iYwWuGm394+ws9xYKHNA0UmuciAQiyqJFHShjEQBlzMce5utMJhfCkBcqFSY8jyPVatNGezid5mAqxd5ksim4lwupxYbD1vFqlRerVQ6n04xcQo2/nEgpzrsuX5mb48lSaUX3ukyT69Np7i0UuDOfZ8hxMLWLL4pqeLwfr9UYchweLxZ5plxuTjpmg4CHFhfJGAYjiQQ9Wyhc70YRDy0u8ky5vEJoG0Kww3F4e28vr+zoYKfjrHFQmvZ9DlYq7HQcHllc5OlymckWttvlLB3ict6hhG0wPV+jWg8p5NavpnU1mGo47X15bo7ZVZOTjK4znEhwYybDHbkcw0uCW9exGvczVIrFIGA2CJhqOLOdrtU457q8JJej0HKCuhJBLFBThkGwjhnqM9PTLAQB9WX3tN+2eWVHB7u28Nz2WBZDLZ4npWC1LkoAZpRDyOVbQPoeVljAkCt9CZbcpASwQnUgRIuh7PKMACsekavd/japqpBp6eEqyZDuMBW5VGWIgaCmIgqaxYz06NBis1heMxkS+qa0pYp4YhBJRcLYurpYF+KKL1XTVuyF/sqRLr50cpqiG/Ct8wvM1HxOzVfIORZBJJmueDw/VeJ8qY4mBEP5BK/b30s+YV0Vh0CpFA+WF3hpOkeiRSrw9dic4JZJtLAbHUmgBFbtJtbWMYo549X424UpnquVSek6Q5aDAo65Vb5dLXFDsopT0FakMN0uiniFqAG353L8wMAAt2SzLWc7uhDkDIOX5XLsTSZZDEOeLBabNmiA0/U6jywu0mGarQccZYNMgLQBhZApUOuraed8nyfCOM+6AIYdhw8MDHBnLkdviwFKEDtAJHSd/oYn9ZJ39VZmcJUw5Jlymb+bnl4xRKR1nZszGT4wMMDL1ykAsVSF59ZslkOpFAdTKRgf56HFxaaq/Uy9zqOLi+xPpXhjV1fzexsRKcVcEPDXk5MrhLYG5A2DN3R3838NDcU5mVt8v8ey6CkUOJBKsSuRYNR1mbvESlsqhZTxkL1ehrhLEYQS09RJyCujHpcydpIxNEEo4/9btSuV4qlSiQfm5zm5ygktpescSqd5Y3c3b+/pwVlHi2UKQbdt023bXMfFtI8vVCocTKc3FaEghOBgI7pgPZ4pl3mmVGK5S2ivZXFXPs9LcrlLHuNSLBULWc5SUQ5j1fakv6tlG+upgC1dw2hMdJaeSjeUpEw2HeXphhfNF4YmVjieXe32t0tJhZwIK0gFe400EsWxsMyiDBuC22RG+nRqJklhsMdI0ac7GOtkzFyNH0mKfkDJD8k06sl/N9GEoDNh8oGbhxhbrHFkpsxszWe25vPE+YWm4VfTBKYmsA2dgaTFq/Z0c8+urqu2gpbAb0+c43d3HSKxhax4m7NxmzOE1nkQASJKN1aZrQ/yp7PjCOBHu3fwpnx384Qjpfj7xWm+WVnkT2fH+diOOPWgUhcnV9sdGDsti5/cuZNdm7ADCyHotix+eniYXz9zhgcWFlYIt8/PzHAonWbEcdb0R2kVlBYPosqcwZy/d8NYvHIUUY7iPLtJXef/279/0wPmEo6uX/QqXrKvNv5pNRgppZqhVVOrVqRLXrvrCe1Wx74zn6fHsjhz9Cijy0J+jlar/O8LF3hNZ2cz5G8jSg1nwidLpRXbM4bBTZkMP7FzJ0u6nI3osW3uKRSY8Dx+89y5De2uVTegWAvww4hdvZmG9+fmnrElb/yp+Rp7hnIMdqcvP+uYUlS9kMWqz0AhycR8jf5CsmUO6rqUPLCwwEOrPLMF8OpCgXf09nLXFqtvCSEwhOCmbXi2fzexdQ274QW8pHVerAd4WblGcG8VQxMkDA3L0PDCOCHGYj2gwzG51Fpx6RmZrwfIRscsXSO9LA/81W5/u6SEQZdm8y1/gbGwxmjk4giNvUYKW2hUVMReM82ZoIqr4mJRm107K2DBCzi+WKXkh3FM82ZKb11ldE0wlE3woXsP8KEvvNCM6zZ1QRDFhWkKSYvhfJIb+7LcMVRgf/fmo3iWh39u5TtH6hV8tTXzxybDwQoYqhEuhVpXaAM8WyvxfZ0DvDLTsUKkacC92QILUcBfzU0C8OKpOc6cL9JdSLKjP0PfFi7S8nZ/aHCQHtve0qzoQDLJXR0dTPk+R5cVRzhRq3GyVuNwC3ubkAk0fwjNH0AZJTY7kudNkx/bsYPDmcy2Yo5HVZVZ6eGqiGnl8hZzaN2XSBKH4nxr1YA/aNu8vqtr00J7CUMIhhyHnxke5oPHjjUFpSslo57Hl2ZneUN39yWvxHnX5Wvz82u2H0yl+MDAwGadLYA4Pv4DAwN8Yny8pSPdEgnLYLbkcfR8kXPTVe69oW/TslcBDz51gcm5KuOzVUxdoyNj8+pNhIOtR7Ee8Oz4Ak+cnGWoK8Vixefdd+0k28JD+IuzsxyvVtdESdyVz/Ouvj7uuAIr2WsFIeJsYkPZBKONsKoTcxUGc866XsFbYSDrMJBxOLMQD+Qn5yoMrqqKtx6BlIwV6007dtYx2dWxMvrjare/HXLC4FYzz81mDh3BbuNiUheFQiAa/8NePcWQntz02KUBfUkHR9d54MIcaVNfUyTnu4FUMFfz+dnPPctk2eNgd5rX7evlLQf71tyLlhaOS+ApyfO1rRUO8VScG2GrIn+Tucq70MPCqjNpfVoJTcdXkrqU5I2L+wghqEYRnpQ4WlwrenS8iGkIFkp1ErZOT2dqyzWYBXGM81aTgwghuCGd5kSttkJwAxyrVjlera51lBER0j5NmHgRw90L/lKltPWPawrBgG3zlu7uhpfh+vvG8/HlamSBQGCjYwmNCMWNWseGM98XGs5bxXCl5+l9nZ0MJxKbVHRdRDQS3byiUKDbspjx/aagrIQhn52Z4fWr4m5bMel5PL5qMuFoGsMNZ8It3Ttik8Kd+Txfnp9f12nKCyJmyx4X5mpcvzMPSwkhNuPRC7z0UB+nLhQZmyzj+tFllxrNOCYjAza5pMmO7nigTK8Tq/rV+fk1SU0E8H0DAxxIpf5Z5ZIXQpBPmOzrSjUF9yNj8xzszjCYvfxiRTvzSXbmk5xZqKEUfOv8Ai/bUSB1iYgrN5Q8M1HEa6iy845JX9qmw1n5xavd/naIn5+Lq+glL5cloQ2xRu9Oq4CJ1qyOtVl0AR22yeuG47EhuUWHvKtByQv4y2fPM1XxSJgab9jfy6v39sTOcFegc9OBz789e3RL31GwrWiNzdm4l3bbxLTghmSGF90qgmnuThfoMc04HV3g82BlgRNejZtTWYSA7kKKsxcWsS0doW0+s84SGlCwLPrXDeHamOFEghHHQWPlxZvwPCa9FqnzlE4caCObKvNL0WmaHE6n6VjHEUihqOLzNXGSIrEHvoWBRPEedVOcSQ2Nqgo5FpU4rOeRrF/m5US1ynyLVegt2SzdlrWtB1Q0Ep3clMnw4MJCsx66JyVHKxU8KTecOHlRxELDQWo5A7bNDschscVsYkIINKW4OZvlwYUF1rsTpqGRsHRsUycIJVuZQwshSDgGNTdgZ1+GUCrKVf+ywsE0TZBLWiQsnaRjMFtySdkGYkWih9g5cLRep7xqQrI/mWRPIkFmi5kH/ynQ20gB+pVTswCcnKvyzESRrqTF8GWuQPcWUuzrTPHQuTlCqXhmoshosY5jaiTN1tdaKUXFD/nSyemm+n5vZ4p9nek1TkxXu/3t0koQr96WFNt71oQQ6ALSW/BEv9p4oeSZySKhVOQck66UTcY2rtgkOFSK6cDn3w/s2rQTX6gU/9/4mS0f64pf1XszBR4oz/NMvcxMGNCpx4J7LvKZ9D26DIt7MnHt4WzGoq87Ha+gtnEBDSHot6xt513OG0Yc663rKwbJWd9f48UbozWypyVQ2tJqaOPjdpgmB1KpDdX4U5SZo8a0KJPAokelOCsWmjYuS8TW3wXlMyc90NdPgHOmXqe0arVtaxojjrPtAV8QTxSuT6d5rFhsCu6lGOtpz2PQcda1dZfCkIUgaIaVLdFn2/RdRjKXPcnkhjHcfijRNUFX1sEPt2dj8/0Ix9IJQ0W55jM6WaavM4Vlbn2WPlt0uVBvrGxKcGaqwp0HutfYaSc8j2IYroi7F8ANmQw548rkQbjWyCVMDnZn2JFLMFasU3QDHr8wj2UIItXJjkYhijV+KY3wqbmaj2NopCxjTarR7pTNvs40ezvTvDhTZqri8eDZWXQBuwupNer4SCpmqx5PTxTjNKxAytS5vjfLvq615r6r3X6bzSGVaqZEDRvXeLbqk0+YTVX55bxZArCExjsKvRjrONkuRxGHbP7XibNbPtbmcpUTZxxCxMJNyNS6apN7MwU04CvlOb5enqPWiL9M6Tp3pfK8KtvJy9J5ADw/4rbD/UzPVkHEL9lWBkOjoYbeLoamkTYMuiyL8rI0qfNBwHwQtOiPajijGSitdTL71WQNg50bpZQEpqlyHT30qjR5EoyoAhXxIssz/Tpo5IRFRQUNBXrr63TOdSmvEtxLxUK2m+d8id2JxBrhHCnFyVqNHttmveCi2UZI0mq6TLOZa36rCOIV+0ZCrFQLCKWiN+9Qri0lgdjaq2maGqOTZar1EKUUJ8cWyWdsTMPasobo/FyNMPSb3zs7VeW2PZ0sr4qogOO12prQqyXBvZWiOK1Y7kBzLanbHUNnIJPgvt1d/PVzFxpq5BIL9YCSG3L/nm7yjrliNSqVIogU01WPI9NlduYS7O1KkTBXqtdNXWNXIcWr9nQzulijFkT8/YuxH04gJYPZJJYev3OhklS8kGcmSnz++BSTFQ9NwJ7OFDf15RjOr1XdX+324WKKUUXj/8bv9UDihtGy/WKP/FoQO81qoqHBaqjCl35v1f5SmNdS+6qRqawertQMeZGk5ocX2xWiaSYUgitS3GY7aELQ4ZhcKLnMVD0ev7CIoWvs61w5eRLL9o+9+HVSlr5uBMgSpqaxL5GiwzA37W8VKknBMLdswtyU4I7MKULzPJE5DQiSxTey3gCoEQvvezIFXCWZCnwE0G9amEJr3jQpFWdGF9k5kGNytooQMNib2dJgqDc8xC/nMUg1Qq/OLBPcxcYKMWL1BVrK0R6CtnEM8RJJXadvg8mFAAokmKCEjUEFn4e1M4xTJGoURTgRlZhQdTqFxQXZWjG8NCCPuu4K7YEAdm6wGt4sAhheZ4V7vFbj9lwO1lF5zwcBCy0Ed4dprpPsZnP02/aGmb9sU8M2NKJIcd1QtjFwbO06SAWmqZPVNFIJk1feOrjt/u7pz3BrNkPaMWMfj5kKqRYewqdrtTXJaQSw7xIahiVWe7euPudIqmuiSMVqco7BD906zPNTZY5Ml3BDybnFOp94eoy/ePY8+7vSFBIWhi4IojjD2ETJZaYWv6vvu3GQ/owDmbVtD+USvH5/DyfnKnzp5DQlL+TPnznPF45NsbuQYldnClvXmKl6HJutMFF2m3mx847JD982zKGe7LrZBK92+4FUVP2w8VdSDULcIGLRDTg5d9GHxw8lL06XsbS4bGjCMEhaOkkzFk4JU29ZfCOUinoQUfZDan7UaF9SDyPOF1f6YhybrZBuaDaSph63b8Rtx8f67qjPU5bOq/Z0c2SmjFTwwJlZHjgz23JfUxOkLIP+jMPtQx28YX8vfWl7Q3v4gGnzZ3tv3JIDskDwpnx3i7whG7M5wa3PI2SSZPFNzcOtx3wYkNJ1bKGREBojVuvVphBw8/W9PPDYORzHYGQwv3UbdyPm+HKwG/HdqwmVohaGZJcLFmWgebuwvJHGhkt3eKkQxkbso5tdqoCGYIoKJ5jhHRzGQidCMaKl2UEKHcG88tY9qgSqq1SsEKd+vRJxiN3m2pmhAhbDcE0q2eXUpWyq15eTMQyyl1EtyxQCR9fRhWiZozhhGZTqFR49PkPCMvjh+/du+Rkrlj388PLDjgAyjoHrS545M83MokvVC3nbHTsxl8XlNq/n6vMRgh0tNB6tkAqqXkjVj+hOx4Ks2b6C//7QGd5/+w5yie/tfNetcAyN//qGw/zpU6N89fQsY4u12FYoFUem1y+esxk6Exa/cO8BetMOnz06QckNmHcD5scX+fb4YnO/pTtjaoJdHSn+0/0H2JFPYl5iMnQ12//muTl+6+FTzK4qa7n6MSr7IX/93AU++fyFNW3sKaR5w4Fe3n/j0JrPnhxf5H9+e5Tnp4prPlt9jM8emeD/HJ1Ys19n0uaNB3r5sZfuWvc8riYp0+D1+3v5xtk5Xpgu40fru4UFUrHoBiy6AS/OlPnMkXE+cPMOXr2nh4HsOjINSG1RI6YBvzC4e8uLz007p4XWBWr2GEI6JMr3sp7Q+vD4SV6SynJvpsCIvbHTSKUaIIBq1adS9ba8GtKIV7SXw1Lt69WESlGTkuURrxfV01vxrhSXGGzjViWKaSqA4KVqZ/Pl1RufT8o6Y7JKl2azi9Z2ruX5vJdzpZLdJ9epy10Oww1jGP1Gze/VmJssKdmKpX7YmtbM876mfV3Qn09w00iBmWKcF3153oDNkLANIhnH0coNznGTnaaQsnjJ3k7CUPHNF6fRtLUmoso6+chT2qVTQQaRZK7q840TM0ilGOlMsa8nQyFl4QcRL06VuXlHHruxqqr5IfNVn3og6UpbnF+o05dzGkUsFPM1nzOzNXZ1psglzG0nsllORIhqxFAIBKHw0ZVJJEIiERAKn1DzKARDK0xCQgiUUtiGxvtuHOLeXV2cmKvw7GSJ47MVpioeVT9EKoWhxY6JnUmLPR0pDvdmuXUgx1Cutao59rEWmBp8301DvGxHB0+OL/LCdJlzCzXm6z6RVKRtg/60w+5CksN9OV461EFX0rqkGvVqt6/URTX2pVh6D9bcl4b6e9325eW1v9n+XWkUcHahygOnZ/nCiSkmyx6WLhjIJOlImCStleNjpKDe0FZcKNYJpKLshfyfoxP4keRf3rKzZSjfdh1/tzM2by6OWyYR0kKai2xcugDOenVuS2VJXyKlqQJm5qpct7cLw9BIbbPazeUKpNiOsfYmREqtETZSX4i9yUWA0qvo9etYL4Pcij5ueEMVdQK+IU4xKSoMqw5eqnbysDjDq9Q+BAKzEQo2qzwMpa1rqXWlbClArW2oiFthNXJgr6YeRRuGNARKtaxKZjQSglxWn8TG9bhDqah7Ibq2vRckFtyKTNJkoOfyHYNqXsjEQp1SLVi3T7UoWjNJ0KCZynQjIqlwg4j5mk/C1ImkWvNMPH5unoO9GRxTZ7Lk8uToAj0Zhy+9OElP2qHkBvTlHBxD58GTM4x0pvjyi1PcuiPP7u7NV7Zaj6I5SU0roikdR2aYsc5iySQ6BroyMZS5JsXpEkvPcc4xcYw4YcbezjSL9YBaEBFIiVKx7dbQNBxTI2ebdCYtsrax4ao1blqQc0wOdKXpTMb5recqHkfPLfCt5ycpT5a58bYcd450M9KdprtRpGLpMT5zocjzJ2e544Z+ujtW1hdYr/2yF8bZ0VRsD09aerPPy9ufmKly6vwiJ88tsFj2ef8bD9CZT2DoGod6MvzsXXvxwq2Vt11O2jYZWmc1uaczxQ+/ZJjF+kUT4dI7v9mnwTZ0Blu0P5h1eNOBPm7szYIQ9KZtMuuEXsalbmJ/AFPX2NeZ5hfvOwhKkbIMBltMzI5MlfjmuTm+fnqW80WX24c6eMVIJ90pi4ShY+gX38OlSUcoFW4YMV3x+JMnR5mv+0xXPE7PVxkr1tldSK05znaQSvHfpsZ4f1c/eWPzZsNNOqdJBBpalFr2QrUWH46mxbbsSw0xClw/IghlHLu9nawzrF/GbUvtbLYN4aP0Mmhu01HvSjBNhRIe89QokCQg4hRz3MteDATRMje1ObmBU9x3yelju0e9Er3VLjFjDUJJxW2onsXWL1FvIYlZ9giCiOn5OlIqhhoCfL3J0JIjT+v+KCpuiBCQtuOqT608oVuxma5rIh7QbEMjlzDpTts4DS9qXRN0pizOzFWbmazKbsiFYp19PRmOT5fpzThxVrJQYhkaRyZKZGyD58aLdKVterMO+cssKVnVFikZ0xjKwpcui8YkqSiPrZI4URqUia/VL9mObeh0N8o1LhFFKyevYSixLJ0gkFTKLp4myGYTTUep9e5h0jLYaRnszCfxg4gdlkmnr/jiw+cYME1Gcgl60q3TFq/3TEqpqNR86l5IZz7RjO9eTqXm4/oRpqGRW91+w7HL9SMefnqcN92zm0IuFoT9GSe2319hQhXnlsgnTW5N5vFUPO4FSlEnwkCQE7EzlqsiHKEjUWgILLE5kd6RsOhIWBzuzTYyWUiUiIiUBBH/riuLUHj4WhlDJdCViTQictmI16d71nXWDaI4Fv6hc3OMFmtkbIM37O/lZTs64vdvo7waSlH1Ix4Zm+fbFxZxQ8lioyb6FRPcwGcXpnlroYf8uu69a9mc4NbqKBRaWEAaG9uRrk+kCZRkPHBJNoR4y0sjIOEYPHtsGgHs3pGnc4vxmEvu9JdDtM5qUBdirRf2UrUhBMLvh02stjfDHFWG6UAqcDCoEyCEIFISAw1fydgRT3OYWMc5DSCpaS0fRE+tXXVtB0/KdVXxG72i662sI6Uue+K10beFEJiGRtIyVnjWboXeriRSwfHRBc6MF9k7lI+F+QYqYwnrqtU1LU7Esm8gw3NnF9Aa6t/lAsRusbKWxIPopTQUlqGRSxgUUhZdKZsdhWQz/MnQNfqXwqYa+yvilen1/Vl60ja7ulLMVXxmqx5RpNA0wXTFwzF1gkhS8yPyl5m4S1cGhrIxlEUkfJJRjnRUwJYpbJnCUCauvj17dankxsIbkFJSqwbkcg7lssf0TBnL0hkZ1kilbPRNZvOyTJ0DIwUOjBR46sWZDf0dRgZzjAy2zmoXhJLRiTKzxTovPdzXsp3xmSpzi3U6ss4awd3flaK/K8WuwRyPPTt5WSNPhCRUkhCFhYYhtJbCb0H6hMT1IBQwL300oKokU5GLI3T2GCnymsmFyCWr6UQKEkKnS7O25UHuaUUiLcCQTlySVathR1nq+gJl8wLJsAtLppAijE0qXgtvwwYVP+LoTJlT81UMTbAzl+T+Pd2b0sBpQpCydG7ozfLcZOwM6UWS0jplVaVSW05dGijFWa/eUgZtxCUFt0KhB30ImUJpFSIx3fik9Wn/cNcQn16Y4u8WZ7g/U2C3k8BeNfPSEKQ0nc58gvlFl6ChJtpqOJiCNbHBWyVSqmUbRiNj2PKjCWWhhEQaM2hKQNC/ItPQdtlJgc+K55mlQokkEZI6ARYGAkFS6AyLFDtFkgXdX2ciJEgZxrqq7CthWqpHUcsJQNrYOAbf1rSWoWi+lFt+YFfjRlHLOuMQJ2AZ6Ukz3L392fHR0/N4QcSeoRz33jbI9EKdxbJHIeescPpaQilFsMF5lesBozMVdvelOTFZZqQ3vcZunDFarwSqUYSlaZsIHRFoiNgmuUpVLht2TLl8MieWQnXiYyoUuhBkkgYv29XJqw/2NEOFrgQD/kHw4yMt7/MSCkUmunQ2vlZ864mz1OsBUaSo1Xzm5qv09mSYnavS25Mml0tQKnvcfdfuyzqH1SyFXy1pDpcyQC7Z5RVQcwOePDpNwjYIQkkUyebKH+J78sLJOTw/RNc0oobz1PK2LtWHpXaal1YshXut/G6FgDFKjFPhOjrpJ43RYmT5mjdLTYbkNZMu3WYu8ujUbYSCogy4oFwqKuA+u5uTYYWJyMVu5DxPW3mSW04VohhLPYqpHArePoTSKJpjKCsiEDUiEeBrVWyZxo6yXGrhNFlxKfthHB2ia+zpTDVC3zbRk8Y1NJfV4NaFWNfc4inJM9WtTDgVvlLrjl8bccmrGtgnANCiPIa/E9O9jo1O+xcvnOCFeplKFPHfZ8Za7rnLTvLFfS/hzPlFCnmHIJDY20icL5WiGASXJZRcKVvWczbXCG5JZI8irdFYAyEtlF6Oi65cpuDuIsnb5GFOilkWRZ0sDj8m72q26iwN1QIyG6hTBHHcuCVEUxOhiMtDbufhWM3qmstLx+wwNq4Z5KwjuKtRRDXc2GfiUlSjaFPCXzbsnlulvyuF0ATlqs+zJ2Z5yaHejY8DG76MnRmH4R7J3zxyjqHO1iv3bCvBrRQTnkfWMC4ZIWDpGvt6MvzRQ6d4ZrzIa6/rZUdHkomiy5dfnGJ0vsZfPjHGK/Z2UfNbayL6sw7DnSn+6JuneXGyhB9KXneoj+sHst/TCWDq9YAgkCQSJrmcw+7dXVSrHjt2dBAEEVEUJ+Xx/QjrMlPYLufZ47N8/fExnjsRhxf9ux+8jet2x4mmyrWAp1+c5vMPnuHUWBw7/I+PnEMTgjtv6ucDbzrIfMnj9//qaU6cWySMJLZlkLANdF3wWx+6r+UkcTVRpJicq/KHn3yOqbkqUimG+7Pcfesg996+o8U34qyNTkuRHVOTEQEKR+hkhMET0QI3W3meDopYQmdIs+jQTKYij1NhlUE9QUEzyQkTV0mS23hUEmEBS6VQSFxjkZoxQzLsQsPAlClMmcSWGQzlsGBunHUsjC46xKmG09lW0jlEEr5xZpZ6EE+i0raxroPjhO/x/Sef3expNrkqKU8jc4rQGgMEetADiA29yn+yZydVuda5ZjlJLZ7BHNjdSRBIxqfL+MHWVZmhUoy3Sk26BWpRxNSqNvKGQYdpslpPoAXdIFwi6zxKrxEmn8SsvBTU5ekOJYo8DjerAaSK7UP2clHYGCg39k2PGUkkmPC8FQlPzrruZQtuBZyrt1bpXCqDWYdptqz9PB8EzG9TcCulWAgC/HXsyZFUHB8vMVdyiaRiquTyjjt2bnmKNTpVoVTxkEqRSVnNCcB6q58Z36e+Tu50gISlM9yTpjefYHyhFqvsljswEcfdrxaOCjhZq7ErkbhkEhZTF+zuSvHBVx/A1DUytoFpaOzoSPAvbtvBW27oJ2HGcbUSuH4giybg/757DylLJ2povkxN8FP37SWU8Qo8bV960rA1Wre1kQZLKsUjk4t8YXSas+UahwoZvn//IDvS8WD66vsPxm00tQiNlVPs1h1/pokrKrQBDu4qsLM/w2PPTvCVx0ZXuOykEya3X9/HYE+av/yHYwz2pLnn9iGSjknC1jEMjc68w0993y38+edfRNc09o/kuWFfN0KwKaGtlGKh5PLfPvksb7tvL/3dKaRUPP3iNF9+dJTh/gwjg7llz1qsK0xjcZx5blV9JFrYpN+Z7I/NKcTmrmEjQUoYFLS4LqlGvArVEPxQaicGsUZIF4LW+r9LIehzb47dz5RGOuwjEwwwZx8DoMPfhR1l0ZUFCJywY8PWBrMOWdtAE3F51MfOL3Bkpsz+zrWaruV4oWSy7PKp5y/w4kwcOpZ3DIbzCXZtYN8WwJ/uvQFzk/Z9T0l+6ORzm9p3OZcU3Ka7D03GHdWCpSpQ6z9I1yXSlwybWVpNLJZcXC8kbKSm3Krn85LgjtOUbH3d60tJKQzX1HXutCw61+T1Fogog4jyCDkHaLGD2rIBYbucZZ6AiH6y5Fg7m6urkKoKCVH0axsXVdidSPBCpbJCcBeDgLkgoNuyLit72qkWglujIbg3uHddpklnC8E9GwTM+ZtLZNOKcc9bk2FsCaViW7Kpaxi6wDJXhnwsdyJafkYSVpxjKmGyZIpMOMYlndsmPW/doieLFZ8ztQrFqk8oFacnywwWkljLEl4IYF8qtSaxjCIuIHNPobBxB2jY9nXobTgrLQkxTRfkErHT2nKWbOCFFlUvCkkL2RDkgu9+tjUB7M4meNNwD391cpyKH64oGZleZhduZda5Wv23LR3b0smmbfRV75imxXnvO7IOjm2QTpp0dyRIL3PyM3RBZz5B0jExdEE+49DbufkFQRBK5osux88u8JXHRskkGzUi5moUyx5Tc7UVtvcEJkNkKOCgI1i9TFkiq618VmzR8JdoLiYuXk9LbOy0OFf2OD5eYmyuynvuHIm/v+p2CASmWuZkp0CLdAr+XiSSRJRHVxYCLfa7UhuPhxnb4EBXmjMLVU7P1yi5If/98bPc0JdjIOuQcwwcIx4b/EhS8SLm6z5TFZfRYp0TsxW8SGJogjuGCtwxVMBax8dBIHA0nRuSmU3nKg+kWt8PbAMuKbiNsA9Nxg+QJi9dxzd7iTCwJaRUzMzXUVLG3pLb0GNGSjEXBCwGAR3m5tPMLbEQBMz4/pqBdj1BAwqUBsoAzUPzhuOfL5MaAbOiSk4lWgpuqRQlFTCjXEIkQyK57gC0O5lck1DGV4rTtRoDtr224tkmUMQC7UilsiJETiMuWdp7iQQv2YYGwxYCb9lgOul5TPr+tiZdijgv+0ZqctWY0ikl1oQXLdn9bE1b4eOwFL+/RE8hgYyc2O67jvPfclZnrlt50FgT4IcSXRcrnMSWs8NxSOk6OjQT2yjgmXKZShiS24S6fLnt9HKIi0Vc4lgttl2tcF0hBP0ph/6Uwzcn5qlsoKn7bk8yvpOEkaTuhVTdkFzaat7/wd40e3fmyWVWOrpZ6JhCI4fdcLHd2rXajl9P1Q05O13hudHFpuDeDBoGqbBnW30wdY2b+nMsugH1QDJRdnns/ALjZZfetE3OMeNsaMTZ9ip+yHzdZ7bqM1/3kSrOXHd9T4ZX7uriQKO2RivSus7bOnpIavrmU54KxR5nc4mVlrPJOO5LC+ztUK8HmKaGpoltveiKOFPYiVqNWzIZ9C0mYznnupx13TXHXip+seZ4mgciRCgbKUro7gE2jiLeHFkcTjPHrKhiNmqdC6BAshnH7UnJ6ajCgvIZNJKwjlPc/lSKLsvCEGKFevzJcjn+zDS3PKAppaiEIc+WSivqQ1uaxoFUKvYq36DNhK5TME26LYvzy8wSE57HmOviRtGWKoQtaVieXzWRWI4Qcf3ruZKHUorxxTq37+1accU04pS3ywX3ap+H7nVyQ6/pU0Nlf6RSaZneFSDtGPQ7CTrTNoWMxVBnEmeVylYIQcE06bdtpnyfyrJJwJFKhTHXpcM0v6cqhGkthHuk1LZsd1eCUErqoaQSxGGAmhBkLQNH1/GiiJIf0pe0kQomai5JwyBt6mgCZuo+3Yl4Ino1BL8mYlv0evNNIWJ/DLlFp1shBLqu4Vg6733dAXIZG12LHRQjqVqq29eveHB1MHRBNmnSk7O/o5Gr1/dkMXWNUCoePDNLJYjjs8fLbuy82dhvSQuna/GkOmMbJAydQz1Z/sWNgwwXEpgWLFBFRyeDjUuAGWcgoNMw+Q+Du7ckETTg9fkuktpVSHm6lFB+iSW70Rr/GdiSOi2VNAnCOGHCdqfoCvja/DwHUqk4jGaTx1ZK8WypxHPltV6AB1MpDqRW2zEUQjoQ9KEHvWhGkSsTiRy38qS4wCOcwxEGBnEc/Ifk/QgEnpLMKJcxWaVfS2zoyb4nmeRAKsWRSoULy4Tk1+bmuCObZf8l1NqrUUpRiyIemJ9ndlW50LSu86bu7k1dhV7L4iW5HOenp5vbqlHE2XqdZ8pl7sjFarxN3b9GGNk3l5UYbbEL/fkkAx1JHEtjYqG+pp+6EHRZ1gpTyWIQcKoaO/ZsVTXsScnjxeIan4klJubrpE1IOQYdaYveXGLdAeyeQoGZIODYslrxgVJ8amqKpK5zcybzPbOibBU1UA5D/EZCoO9kP5VSTNY8Hppc4HPnppmrB2RMnffvH+CO3g6eni3xFyfG+cN7DlMNI378gee5b7CTN4/0kjZ1fv7ho/zXlx+iy7EwxMU2L3pqxz/HAlE2J6xLUTGxFz9NgbmkVRVCoGmCZMJgdrFGEEZNr/Ll2saEY7BQdClV/RVe5UKIhpCJj6+I248iha4pHEunuyNBX2eSLz50lje+YhfppEm5FrBY9hjsSW/KVr50vpGMQwGXzqt5DuLi+SzJBUU8IZHr7AvxZz05h9fdPMDrb2md7/+iV/zaYjirj7vesVo9a7omuK47w55Cijft7+Urp2Y4OlNmsuJR8gK8IA5zdQyNjGXQlbLozzrs6khx20CeQz3xuzZLmWe0CZ7WxuhVGd4T3c4z2nlGVCd9KheHj21x8agJwU/2DW/pO7BJwf38sSlGzy8SBJJ8zmHPSIFjp2bJZRxsy0AqxY2H+njs22PcfLifhHPpQHIhYEd/lt078pjW9lNyKuCvJyZ4Q1cXyVQKZ5MX7ki1yqPFIidqK+OiDyaT7E0mWzhTSSL7LMqYRYkQZU5hzb+HKyG8d5Dnw/I1a1TGS8I5KXQ6NZtOzaHcqA62EXfl80x6Hp+ammpum/Z9vjA7S0LXeVVn56b7FirFedflt0dHVwhtUwj6bJs3blJw73Ac7isU+MwywQ1wtFLhf4+Pc3sut+mZajWK+Or8PKdqtXVXdYYuCEPJxEKNC3M1JhddfuDelTmBLU3jcDrN8Wq1OW+sS8mo6/LI4iJ35fOb7FH8HP7x+fOMuu66uQVmSi6lxSpzZb8ZovbaWwZIt3hf3tzdzdPlMidrtRWe/P8wM0OnaWIIwQ2Z9eNXv5NkDYOMYTC5zF/hRK3GfMtCPVcXN5J84tgFFryAn75hFzd1ZblQrfMLjx6jHkoypsGOtMOJUo3pmsd1HWlqYcTZco39+TTVIKLLsVgu4+aLLn/4qWeZmK0xNllmYrbKVx8bZaAnzQfeeJDhgSx/8tkXODm2yORslYWSy2/92bfJZx3+xWv3s39XgVzaJpUweO1dI/z6n36bD37sASxT5+5bB/n+Nx9qHuue24b4zNdO8skvHufPP3eUTNrm13/+XnQBn/vGaR5/fpKZhTpziy4f+5PHyaYtXnPnMLcd6qUrn+BDP/JS/vgzz/PBj43iBhFJ22DvcAc/9f6bMTY5Nk4s1PnpP36cn3z9Qb7w1Dinp8soBXv7Mvyr+/awtz9+7qZLLt88Os3Dx2b46Tdex29+7iinp8qYusYrruvlB+/dTS5pMlPy+Mgnn2V0rkokFcNdKX7vR+9Yc1w/lBw5X+QTD5zmzHSZMFKkHZMDA1l+5s3XkUvG78m3Ts7x4JEpnjg9T80L2dOX4fvuHuHAQJbsBsmBTE2wryvN3q70JfN9icY/y8eLb+lncAl4XXQ9X9KPAIoXtUlyUYI+WsfuXy02V2QkjO2EpqnjeSH1ekgqaTO3UEcTkM8lOHF6jnCDpO2rUQomZyqkUxaphInjGCQ3IfBbUZeS/3r2LD8yNMSdudyGwlspxUwQ8Ftnz/JMi9X2m3p6GEkkWs/cgl5U0A3KQplTXAmhvSSEBaKRvXnZTLPx/6Ry8VTEHi3NovIvGTt+fSbDtO/zbLnM8WUTk28uLODLOJnLvZtwcnKjiG8Vi/yv8fE13vv7Uyne29fXMs97K3KmyXXpNDek0zxXqTS3l8KQp0olfvfcOX5ieBidja9qKQx5vlLhd8+du6QqNmHpDHWm6Mk5LFbWxr87msZt2Sx/OzW1QuGzEAT8zrlzXJdOb8qeXI0iHlxY4H9PTKwpqbqc63fm2TVss1D12dkVC+6k1foVzJsmd+fzzPo+jxWLze0S+Mz0NGOuyzt6enh1V1d8zbagaXKl5PlymZ2JBL2XURZ3iQHbZsBxVkyCq1HEY4uL9FsWt29hAnS5nCvXcSNJf9LhcGcaXcBAyuH6QoaiHxApxVDa4VSxyplSnbv7Czw/X+b4YpW8ZbIrm1yTUS2fsfm/33MTUSQJl62SDV0jk4rHrHe9Zl8zNls2VquappFJmpjLEuAM9Wb4Tz/2soZGR+A4K+9/T2eSD7zxOt796v2x89Wy1eT9L93JXTcPEElFGMnY50KDpGPiWDqaJujrSvET77+5qckUQmCZ2pa86BVxGNVffPMM73jpTv7Fy0eYKtZ54uQcv/uFY3zsB2/D0GlmvxydqfJXD5/l3XcO05GyKNZ8MgmTTMMJspC2+H/fcyOnp8o8fGyG4xOlNces+yEnJ8t87LNHeMV1Pbzv7hFSlkHFC6l7UbOtb52Y5YEXpjB0wc+95RDZhMHDx2b406+f5p0v28md+7uwrHhM0lYZA5buqQAiIZs/t07kvBYdnRQ6nSq9LH/o+lkSm+cmI56pljnp1vCVbLn/uwt9LYtdrcem9xQNBzKl4PxECSEgCCM6sgm6Ckm+8cgZXnPPXswWJeHWay+VNJmaraJpgq6OBDsHtjdrUVxcuZ2oVnlpLsf+VIrEMtV5pBTVKOJIpcLfTk3xbKWyZpDdl0xyRy63jgOXBjKNUAA6IhjYVl/X9j2OpfyaOEkRFwFYGEgU71E3NR6sRkIYdAoifckVt9NYSb6zr4/fPHu2acOtScmzlQrBhQucrde5u6MjLvm5LFOXUop6FHGsVuNbxSKPF4s8Uy6vWPUN2Da353K8oqNj05mRdCHoNE3e29fHkVOnmu1JYCEM+fzsLKamcU+hwE7HiZO6LPv+YhBwslbj6XKZhxcWmmYAQ4hYdbnqeJFUnJwss1j1ySbNlmpCR9N4SS5HzjQpLjMD+EpxvFbjt86d43VdXexPJtc4P0ZKMev7nKrXebpU4oGFBeYaOQX0Zc/ccqpuiGeapB2DdGLjSaouBHfk8xTDkDHXXTFxKoUhT5dKlMOQp8tlbs/l2JVIUDBNkrqOpWmxupO48EwxDJkPAqZ9n7F6vbka/leDg1dEcO9KJBhxHB5Ytk0BjzYmHL5S3JbLYbewG6vGvSuHIZoQWJq26clgK4JGwhlDA7sxgTeFwNY1IgWOrpExbUYrLmfKNV67o5vTpRqzrs903WNPNrHWpKJrzdSi67EmPekqltTrmgZdHWsXBktqX10TaxzJlkglTRIJAylVs6716nYMQ1BYJ854KwhguDvFwaEc3Vmb/g4HXRP87j8c4+xMhZHuOO1v1HjE9w9kuW4oR9LS8QKJptEsHWvogp6cQ6nmtyxjCzBddHn6zAIJS+f+G/oY6IhzsAeRxAtks61Hjs9gmxrX78hz3WAWy9CwDJ2Hjs0wOl1hZ2+Czm6TaVFmj+rCI0JHoDfMjwpwid/ThYZPUf8mV8tJFbf7bf0sC6LK17RjWBjYG4jRcd/jscoin56fIiF0pkKPtBaHp1WiCInipakcW02RtSnBXehILMuprPCDOHlBPpcgnbKwLYNqLaCnK73pNIIA6ZTFhcl41ZvYRgIWW9M4lErxfKVCOYp4vFhk2ve54LrsT6UomCaWpiEbq4yFIOD5SoV/nJ2lLi/OfASQ0DRe19XFSCKxTsUxgVDLBlt5mXkflzFFmTlqTIsyCSx6VIqzYqHp8GQTx9ZOSpdOcWkvUAH02jav6Ojg28UiX5+fb3pfzwcBjxeLTY/6kUSCtK43hbcvJXNBwPFqlSdLJUZdd4XzVt4weFk+z935PIPO1nIjJzSNuzs6uDGd5oVKpalSDpXiTL3OZ6enmQsCdicSsRd6YwB3pWTa8zhZq3GkWuVYtUqoFDsch6xhcMF1WWyx0lUoQikJIknSXisoDSEYtG3uyOV4YH6+aS9XxC/VF2ZmqEURB1IpeiyLhKahC0HQsPtP+T6najWer1Q41VhtjjgOtq5TDEMmV2kp5soedkMrtRTBNLhB+tQB2+aluRxjrsvfzcxQWnaOC2HIk6USZ+p1zrsuI6sE99J1XS24z7suZ+t1dCF4a89aT93tMGDb7Ekm6bEsppepy8+7Lg8rhdcwP3SaZtO/IuJiIR9XSsphyK5Egn2pFENbfK6Wk7UMdE1QDSPmXJ+CbVJr/Lw7m2Qg5aALwSNTi1SCkA7bIG8bTNY8zpbr7Mpeufd6OTU3ZL7soWuCgXXCvI6fL7KrL4Nlrr/42aidpdXf6vFh5Zpwkw5pAvb2ZenMWCRtA9vU2dMXq8gvzNcYWjq2Uph6LEjzydjx1d6g/+uxWPU5O11hpCfF3r5M0+7voJNJXPSzOjFRbqzmq/9/9v47zLLsrO/FP2vtfHKoHDvHmenJeUYjoQhICAmRBdjY+JprHmx8eX4OcB3A4Rpf8MXYxsZcY8AiWiignGek0Why7O7p3F1duU5Vnbzz+v2xT52q6q7qquruGQTXXz2Sus7Ze+111t57vWu97/f9vus8vC0vZL7usVj3KfbqzNNAR1ITHmlM0spEImjhsyzajKsSNTxMoTG4TZs5pArEKJZEi6JK0RAue+Ne8tdISZv0XR6vLREqxeFUmpcrdUbSNqOWzXzo83KzvqHE8VbYlrUcGy4wdgWfYGWF2GoHzM43OHqoH/0aRcY3w7oHbIdElqym8X0DAzQ7O0g3jnm9M7FLkjrUWV0niGMaUUR1g1rVgmTndSCd5vsGBm64vvdOoYA5mhymj36VoYDDLlWiIU52X0NLSEIU56I6F0WTB/Xebt83gyUlY7bN3xwZ4WK7zUXXTchCJDug480mx5tNbCnJ6TqpTl3rehBcRUJbgSMlt+dyfFdvL/fkdp5poEvJoGXxAwMD/Obly0y67rp0rvPtNufbbWwpyeo62U4Z0aVOyt9KnwQJG/zt5TJZTeMLlcpVhluTgr0DWYZKKeJYkdpgYSiEQAM+NDDAmVbrKoGZpTDk43NzifiIplHUdUwpaUYRS0GAe4V2+0qfdCl5tdG4ynD7YcR8PWKx7tH2k/725u1NDbcUgn3pND8wOMiE6/JcrUZrjXxtDFSCgM9XKuvP64zRtSSNpEhKobphRBCrbm5q0AmlwGqZR0MKTG3zVLi8YXAwnebefJ7PLix03zEFTHoek/PzfGp+nmHbJqVpnfzVpEZ7M4qSsrDA9/b14WjaNQ23UooFN8mDb4YRrTBivu2T0jVKlkG/Y9Jjm8y2PV5cqHGgkGau7VFxA+7tN9mXT9EMImZaHllDR5eCPsfi1HKTU8tNvmO4Z8eT6HZQbfqcvLSMoQmKGQtDl2gycbnHSuF6EU+fnGOwnOoabqUUYaQIwhghQNMES3Vv03YUihY+DmZHW3z1PngEmBis5qxsjXx6VWtckwLbkGRsneVmwNqoqCYFfZtUFdsu3CApBnRgaHPeRhQraq2Ay5UmF+ca67TedSmxdA0NiYFGKGJeEVNUadNLljwOsVAs0GCZFsOqQKecyZahxxXsVX30qRyzosaQKNCrsvSoDM411CznAp8zbov/rX+U9xR6+GptkXcXevjOYi/zoc9/nLmELnbO7r9uK7ViYKUU5HMWbxnbtaPzlYKJ6RoP3TXKxcvV6yqCIYWgqOv80337+MXTp7m0xhDEJBKds1sIfFhSsi+V4l8dOMDgVaIrbzwEUMJhmhoWOg18npTnmaJKhEIjybkcFinu1stcVq1t5z1bUnIsm+XfHDzIL54+zdlWa52nAZLdrLsNERRNCO4vFPjHe/cyZFnXLXspheADAwPUooiPzs7y+hpi2JV9mt+kjbSm8VChwN/btYvnq9V1MeC1yNjGhsSvK/vzSLHIuYEBPjo7y8kN+hMpRbWzc90MGvDWUokfHx5mwnU3lNE9OlZkv+Gw3PAZ7dnezs6WkgOpFL926BD/+PRpvr60RHML7fntME0EsOwFvFKpM9l0OVDIEMYxE402JTuZsCuujxfGjOccjpYyXdfzRjiayfA3R0Z4rdHgQrt99RiS5LjfKGIFv/bSeaaaHpNNl0gpztdalGyDnzu2h925FB/YM8A3Zpb4vdcvM98OSJuSH9k/zH39RXodiyB2ccOYe/oymFIykrHJmTpnqk325t+YHTd0wlBezPOnFxgsp+gvOqRtHT+IOH5xidt2l7t10pVKDPbEfJPL800MXdJfdPDDaNN2XBHyorzIYTVMWlkk5UGSO3FSTnFQDZJVDtulAq8Ua1npzwrD/EqtbyG4ZtGdnYzPtUzYyjLk3bcP8R23DTLeu77MrhDgyYAZUWOOOn0qyxB50p20rQXVpESKEQp4ImRBNEgpkxi16ZhcGcHOYJFRvexVyebpaXme8Q6rfCN4cUw7jrgllemmm4UkWTElzeDDvcP89bOv8MHSwM0v63kt2JaOfR1ubiFgfKjAV5+6hGFIxod2voOLlWI5DHlrucxv33ILfzAzwxcWFjjX3rokICSTzXt6evhAf/8mgitvDvbTy25VQiKYpcFp5vlebsHsrI9jFDUCLqvEHbtTk3k4neZ3br2Vzy8s8Kn5eb65vHzN3dhapKRkt+PwN0ZGeFdv7zYKXGwPPzY0xN35PJ+Zn+ejs7NXqddtBF0IjqTTfE9/Pz84OIhOkrpXvAn37sNDQ9ySyfCZhQU+OT+/aS72Rn3qN00+PDTEh4eGktWzEJvuGrO2TrZDSDo7U2esN4OpX/uOCpLUu187dIinl5f55Pw8Ty0vr8uJ3wlMIXi4UGC5GeLqMe/b3Y8C/vDUFN+9u4+XF+qcrjbIGBof3DPIH52ZYn8+jXWNm28IwYF0mt+/9Vb+6dmz10zVuxFIAb9038Gr00fFal3ogZTFB/YM8L27B1a/XmNsBlMWv//227uf3VrKcksp263j/Uah7UU8c3KeDzyym4988Qxvv2uYOw/0JGlEtsHvfO4UP/8Dt2GZWkL6mmvwR185x/c8OM6ffeM8b79zhMFyatN2YiNmWTR5WVyiiUtNtjHQ6YkzhEQ7S7lVMLXU6qakhXFSjnax4TFQcLox55uFtKVTzlmcmq5t2k1DE/QVHBpeRKXus2/g6j7omOxVPexRiedkxWuZ/JvuZwLBmCpuq2+zbF445Licuiar3JSStNSYD3zGTJs+w2QpDJjyXUYsh5SULAYBG1PWNscNG+6d7lAroc/lVht7IcTQBY/cPYJuaBjX4WaPSdirAuizLH5yeJj39PRwstnkqeVljjcaLAYBzY6IRbojBHIsm+X+QoGD6TT9lkWm45K9EYzZNj8xPMz39q8vQpHqXHNzJA/VihOrnwxFlequAAWJDrBS4KsYt1MPd7u9XfldaU3jXT093JvPc9l1eb5e51vLy8z4PrUwpB1FxKyqnO11HI5kMhxKp9m7Qs5i5/d7M0ghOJBKMTA8zLt7eniuVuPrS0tMdOLVrSgiUoqMpjHuONyazXJ3Jw+9f82OP28Y/OLevfz9Xbu6bTtbjvnG/bklm2XccXh/Xx9PVau8VKtxtt1mOQhoRRFex41c0HVGHYcDqRS3ZrPcls0ysNKnDgnvhwYGeE9Pz7o+uY2Aly4ssVBzCaNE8vSH37IHU7+2mt3KmGvAHbkcB9Jp5n2f8+02rzUavFSvs+D71KOIZhThdt4JW9PI6noifmMYDNo2B9Npbs9kKJsml2sucy2Pz16aZ28+RcEyeG6uihfF5M3Ejbzd2y2EQCpFyTT5p/v2cbrZ5MVajRPNJhddlznfpxkmgiiWpmFL2X0fd6VSjNs2d+Zy7Etde8e7Et7Y6gUQ1zgmUYPb/vE3C7apcd+RXo7sKnByYhlEQlgsZkx2D2bQ1xjDuJNL7Zga5byNY+o4loZlyE3bMRP5cFp4pJVNsSNV7RPRZnsL0RUo4InjcxwdKbCrL8Ns1eXx12YpZSyOjOQxjRvfYa/FSDnF/ft7+dVPHufPn73MvfvKOJZOvR2w3AzYO5DBMTXecdsgX3ttlq+8OkPG1tnVl6bpRpyerjHem2ag4CS25Ir2Rdd4r+7qt+OgjlH8F+Nr9Ktcd45eizNijlvFyKaLopJusMtyeKpR5c50jjvTOZ5p1jjltrgtleHFZp0x6+raBFvhTZdfOu22+Pj8DG+ftakstRgbymHoGuWiw66Rwo7aWimhCMnOp2AYOJpGj2myL5VisROHDDvHGB2hiB7DYMCykkpaO2CwzkYurwY1zkdNfjK9G1h91w0pKUhJYYcGQ1zxL72jwrMWGoIh6fCQ6CMivq75RQpBRtdxNI2iYTBg29yVy3UNUtQhwpmdMcp3JvyirpPZpMzkWvy7xhn2amluN/KM6ttzN5pSUuqogBUNgyOZDI0wxItjwk5/DCHI6jrljvLalfdME+K6ZFw3giUlZqc/OV3nzlyOahDgqYTkFpHcJUvKJObdkcYtGca6IiuaEOQNg/wVz0IrLTEQ2IaGY2oJ6WeHLkZb07oGuc+y2JdK8VCxiBtF3apkKzFmXQgMIbClxNE00mv6bAiBnZP0OyZBrChYBhljlbEcq9Vd6gMDRext9HPFqPZ2iHyDlsX9xSL1zsIw6NxTSRKTNEQiOZvr8BmKhrFjAYsbRSB8po1zaGgM+/u7n9flIhVjiqasoaHTG4xQCge3S+3aEFIKsk6SumXqEjpCLUndeG3dIskyNPJpEwRcmKnzwNF+RnozhFG8aTsWBrdH48l7jM6K+YqI8QlJKYvt0qAEcHA4zzdPzfPV47O0vMRF/4H7x0hZm1cTuxKxUnzllRlOT9eZWW5zudKi0vD41U8cxzQkjx7pZ1dfhrStc2Aox3fdNcyL5xd5+dJSUqhESspZi10d3YM7dpdoeSFnput8/OlLyTMnBY6pkU8ZDFyhdHjl/dq5tCv0qxz3xLtw1NXzjK9FpDb4fAVjps13FnvJa8mYPZorUgkDXmnVOes2iRX8QM8g2W1Kha/gTTfcc6HPy26dD+ULLC63u5q61/s6XOmMs6SkzzTp22Iy91XM8/4yyypgRHO4xVh11b8e1KmpkLI02aOvKqg1VMjpsMGzwVLXcL8Z0ISgIEwK3LiB0joGPKPr7HZuPG1kBV/15mkZEeN6io0KCG4GKQRWx7W8FZv45aDKdAS3yNwNTaDXguj0Z8xxGLuJ4wOJwETbj/DDGFNPdk7X68EwpaTUWfjs3/rwDZG3DHKm3lG+EhQtIzHYrFdFvB6mdfcZu86+vVmoy0VmzfMYsU1PMIKpbEIRMGWeJRDeup3aCi64bS56beaDrbkhd2ZyDBir6V1XLoCjKKbeCphcaNJoh5yfqSMFZFMmhi6pNnzOTFbZN5xHkBjojdoBhYHGsLq2PsO23xsBh4ZzNL2QajMgY+v05x0ePtTXzXO3zYRpvjZdC2B+scXcQoOFpTZBGPPc+SUiUyNlahwaziUks4bH5HQNGh7nyylKGQvHMbhvT5lXzCoL9aQiX+CHzM/XefK5CTQBpqFhBBHDOYuqH3F5rsGJ0/O87y17Sdt6l42ulOK1U/MoYGQgS/E6U+QEgnuj3RxWg9gbkNCW4zYlNq8W1mMY3C1zmJ1qYXutFA9nC2Q1jbnAp6gZvC1XwtlhCuQNG+5GFFIJt++GmQs8lCG4Y38/+YzJ2FC+K1DwZqKtQv5H+xKvBDXeYfVxSM+gkcQnH/cXOBU2uNMorDPcBpKCNBiUV+d6/i+8sYhUzCfb00ghOGLkblqs/c3EQs3j3GydSs0lmzKoNgMOD+exjJ2HiW4WVqp+reCNjPF+O2LemMAVLRCCmrZATzhCQy4zZZ5lr3uMYX8/Eo2IVWLis40qH63M8q36xqTItfjl8f08li+ha4K0rWN0mNCZlIFtJQz7atPnlfOLmIbk1MQyWSdJq6o1A4IwyWN+5dwiaVunkDE3bEdKiIk6RTVvHAIopk3efccQziYiQfmUyUOH+njo0GpaYasd8NqpOV54bYYLl5fxg5hyweGxB3Zx68E+ekspwjDm/MQyf/rZE5w+Ps3xMMbQNXrLKb7zsX38yKO7EULgeSEnzi7wlW9e4DNfPk3bC7Atg327itx7bIg7jgxy9uISv/jNc9wzXmCoE3tfkWz92BdOkstYvPORvTdkuO9QY8Cq58Il6BCHJYfiflJsnsNvSw1LSPxO8SKF6rrM12Kn2qE3bLi/Wl/kX0yf3bYLphVHFLVk5eIHcaK7u0Zz9s2ERFCJfF4MllmIffrl1TdgpW8RiiHN5vucYb5vk2dgJe96NRs4QRKn7vy7IxiiWLuKF90Unp2MwYrAh4B15AbJagnG1f6vknfWHtt9YDrsjZj1u4uVvq/0S3X7vnrclfc+Ef9Q6/qx2efbGbMIxULsMxm1SQmdUMUoVuK+oiNN+OY8O9f6bXR+x8rnV/Zo32AWy5Ccnha85Wg/X3p5hhvQGvlLgZX7uzIW3y766ivP7pxxid5wBCO2mTbP0RMOM22eYSjYQyHqRetMkfo1Un62g/5iiv7iqufiPfeu90t96C17+NBb9nT/PjtV48UzC/zkdx5k73CeLz8/Ra0VkM9YPHTLwLp2FIpQuLhyGSda2XFfmXuy+vcb+a488/IUX392gkLO4u/95P0U8jZfeOIcH/n4K3z/dx7h0fvGMQ2NdNrgvtuHOLS3h5RtcPbSEl9+8gK/+z9f5tiRfiSCM5eWePqlSSZn6/z833qQfNZiZqFBux2Qz9qYpsaBPSXKJYfjp+YoZC2GBxKDGAQxL52Y46c/fDf9PZvviHeCZVqclDM8Ly+yRIteleFt8WFG1OYiLEop2irmjNtkyvfx4o1paG/Pl8jswF1+w4bbi5OY69/v37Wt459tVXmmWUsU2GZqOLZBJmXg2Abp1JvL7I5RjOoO9xolfr81wc9l9m34SE/HHj+79CJnoyYhin1amo/2PHDVcS4xL/rL/EbzHK+HdQKlyAmdW4wcv5w/Skkkv+9xf4HPubM84VdoxCGHjSw/nd7DrUaOwhY1bdfil+onmI483mb18sfty7weNhjTHH4oNcrbzF6G9WSFcTJs8M9qJ3ifPYgpBP+jPcHpsElZGvz7wu0c0DOYSBaUz//bvMAn29M0VMguPc3brT4+6AwxpCVthSj+rD3Fp9wZXg6qpITGX0uP46nV/N+JqM0PLz7N/y97gLdZfaRF8phditp8X+Upfjl3lEesMimhsxD7PBcs8TutSxwP6klMSZq8y+7nr6d3YaHx4aVnOB+2aKgkveVT7kx3DD7V8yC79NSb5gGJUDy2+FV+OrWPt5i9DGurq7hnwyV+vXman3B28Tarf8PzM7ZOPmXyp09eJJcy1vuk/wriTK3Fiws13jpcpryBCM5fJHzRpqYvdOifgoa2xK2tRwhFgBk7CPUX59cpZixGetN89unLZJxZ3CDkkVsHGdkgjbCtVVi0TlM1LjLWfARXW6atL2LGaYw4DQqa+hy5YJRsMIx2g4uQa+HzT5xlz1iRB+8cZbxT//uD7z7M409f5PzEEmPDeQ7v62G4P8tQf7b73u4bL9FsB/y7334KFQMaBEFEECaFXGxbJ50y2Du2ngkuhODtD+7hpZOz7BkrMjyQw/VCXjg+QyZlcGhPD4UbzDFfwTe0MzTweF94O2XSzIk6f669zFujg9yqRjY85+lmlf86d5knakv0GxbGJjnb92Ryb67hNqSk37B4Z75n64NJJv7j7SZCQG8pxeRsYsT7e9Ls37W1fvbNxojmcLdV5F/XXuen0rvIbDAkfdLk14u3cyKo8yVvjleDq7V2myrkRFDnH9Ze4512Pz+V3k1G6NRVQDOOKHSM9le9eT7jzmAg+Ve5oxSEwRf9Of5d4ww/kRrnO6xeUnKbNc2B42ENV0X8dGYPJWHyCXeaL7lzVOOAv53Z0xFigErs8WlvmnuMEn83s4+SMDkfNdmlpTCRnA4afNqd4Wl/iX+eO0JOGrwYLPNaUONX6qf5N/lb0BF8yp3my94cZWnyq/nbyEmdP2hNMBt5eGp13xxdlQGZ7HLWfr4U+3zBm+P3Wpd4zOrh5zL70RHMxi4lYZITBgL4jcLtnAhr/FbzAgVh8PPZA11PwZBmv+lhi6irUbUeq6pVmyOXMjk6VuDAUA7ZIdVc7y50xSWodVQNo3hVn/pmp+tcD/wo5sRig4+em+Gu3ty3neG+bJ6i399FPurBFx6KmKq2QDEcYNo8Rz7sIRtvL2XoZiOfMbl9X5lDY4WuZ8qx9A3zpe2oQCYYJBI+qbCPJescdWMSOyxgSAepDAbbd3E59U3SYR+auvZ96M/b/MbfuI98yti2CppSSaWy+UqLU+cW+eo3L65jns8vthjszdJo+sRKUW/4fOarZzhzcZFmy8f3Y5puQNjRetc0xb5dJWoNj4mpGv/gX3+Ru24d5JF7xhgfLpBJJxscIeDBu0f54jfOMzXb4MBujzCKee6VaR64c5SUo3Oz0gUcZWBjMEQBDcmoMsgr5yoy8VrMBT4Tnsuvjh/i1lR201BUv7Ez/tING+7DdpoPl4e2vVoYMCz228mq0dA1Gq0WmZSJtQMR/JsJS2j0Sos9epon/UUeMddXzhJCoCMY1GyWYp+s2Ph3TkcuT/mLpITG++xBRjUHU0g8FeOpqLsb/bI3jyU07jIKHDPyWEJiSskX3DnOhA0OGVn2y8yG19gIOaFzUM9wh1EgJTQUiv/cvMDpsMnFsMVuLRlrj5hB6XCbmec2I09K6PRrNimRkJMuRi2+5S/xmNXDnWYBS2iUpUmkFJ9zZ3kxqHK3UeBJbxFbaNxjFrnTLGAgeKfdz9f9xQ2N2bXwWlDj9bBOj7R4nz3ImJZCCsFY7KCJ1RrPg5rNYuzjoJGROuN6ascxoTcDe7Q0P5Xay14tvWnvNCnQpIa9jQkxjGJUh3WMSOKHjq0ThjFhpHC9gNdOL/DAHSNIKQiCiGrDo9kK2Df+F2Nw1mKm7XGp2abqB12J128XKBQz5nnG3VvIxSU80UJDY9a4wKh/iBnjAhPWSWaNS5jKpjcYpRD1vmkhGU0KNFPH3iS+vBYiYecQCQ9fa+DLBtlgiEj4RMJHKoO6eRlJJ19sC+iaZLC485hwrBRRFHNoX5nD+3opX8Hw7iunGe5PjPfHPv8603N17jgyQDZj4fkhFy5XE8JaBynb4Mi+XmxL58zFJaZm6/zPz5zkloO9HDsy0N199xRTDA9kqSy3uDRVo5i3OXFmgZ/8gTuwTf2GnFoKxbPyIijFtKgSiIjHxSnSyqIu2rTFtQmKvbrJLaksU77LbeksKaltqF63U9HTGzbcI6ZNaQeKL6OmzduyZRTQaPmouFPbNlJveu1eSIYvK3QetXr4kjfHnUZhh+YnQSX2ORU22K9nOKxnu0bHERpgdGN9x4M6ealTEMY6ec2mCpmNPeYjj/369g13QZocNLKUZLJiO2rkKEmTudjjctTuGu5Ywbie4qCeodg5tk9LYvqtOGQu8piJXR40yxREQo7ZpafYpaeRQnAiqHOnUeBM1OQ2Pc8+PUNeJr/rXrNESux84XUharEUB+zX0xxew+p3riMlqBGHzMUuyyqgEYc0VMgePY2GYCJq4aqY+80yeZEUC6nGARNRi0tRC5+YnDDYpaXo12zSQu/uqY8HNaZjl7aKsIVMFhdrrhuqmGUV8C2/gt9RuhvXrnZnLsc+E1GbudilqZI9e14YHNZzFKXZZZ2uO6fm4noRRqfYguuFKKVotgIMQ5KykyI90/MNbFND1yTNVkBlubXOcL9UqVH3Q0YyNruySd9OV5tMNNqYUrI3n2IwlbgTX12s0whCyrbJvlwKBUw0XGZaHo0gxItiIhSWlAykLPbl09hr5FCVUpxYbjDX9jldbfJypUYrjPjKZIVXF+vd6Wk043BHT27d+x4rRdUPmWy4TLdc2lGcsOdtg8GU1dUZX4v5ts+FegsBHOvJcabaYq7t0QwSdbmUrnF3X560rq1jYgsgH/ZSCgewVRpbpJHo1LUKTpylLxihqdWIO6KY337LxFUIBEacJhX2I4BMOEAq7MOXdWJCDOWgiMkFw0j1xiUSrbi0h/qy3H64nwO7r9wEJf8zO9/g689e4r7bh7nr1kF6SimqNa/LmO+2JwU9pRSFvM3YUJ6XT87y1POTvPr6PKaps3esmGSBmBqH9/UwM9fg9PkK+3aX8IOI3aMF9BvMN1fAomh0U+yEElRo4omAGi555WzINl9BQTcYNi2eqC/RjKPEcG9g476vNEDujagOthkcqeHI7U+0o6bDoGGBgmrdQ4jEgNcaXsfNd6M92jkcofEWq5f/1rrIfOzhq53nSrdVRC0OuNXIbXpuiGIp9jkXNjkdNDDWTNY6EmuDyXsrWCJhuq/+rZERGgvAcrye7V+UxoYx9KaKqKuENTugrcaDJIKU0CgIg9nYTRTc4gBbSHIdz4MQgoIwMIXc1qpx7atZi5Myi0PyxmNQC7HHN4MKz/lLhChORw3eZvaRkTrPBotMRm2yUuduowQKzkQNPufO8EK4RFtF9EiLh8weHjDKHNZzSGBR+fyZO8mrYZWWiihKk/vMEkKtlgsMSIq//H77IrPKox4H/JPMUUavMN6zkctX/DleDJapxB4xUJAGP2CPco9Rol+7egxmF1osLLUwDa2zuI2ZX2pTrXv096Q4uq+X3nKasxeXcGydwd7MukUwJPfnM5fmOV1t8vaRctdwf2WywmcuzZE3DX5w/1DXcP/5hTmmWi739BXYl0sRKcXj0xWen68y2/ZpBCF+rHA0yeFihh/ZP8zubIrUir428M2ZJZ5bqHKx3mbRDfDimD88O7VOZOIdI70c61nNDlBA1Q95pVLnK5MLvLZUp+qHOLrGeMbhnr4Cbxsud/u50tSFeos/PDMFQNk2+dzEPK8s1plre0RKUTAN9uUP4VyhtS6Q3NJ+uPu3qWzK4SDlcBCAcf9o12iD6pLUvl3hRGWcqIxAMNBe7225kmz6RkAIga4LhvqySf2KhSZ7xordZ9cLIkw9KUPqBxFzlSZH9/dSyNkIBNW6y9RcY12bfhB189x7yym+48HdpGyDT33lDBcuL6879taDfVycrHLi7AKmqbFrpEAha3fTw677dwHDcRGFYlDlCYgIRLLwLpC8Sxm1Oas8UjH1KOSs2+aC5246+u/M97y5hnunqIQ+k77LHakce8eKPP3SFJlM4iq/0UG+XuhCUBYmdxgFnvaXmIncHbsuYMUobX7eChP7Q84w73MG2XfFzlrClrWfr2pTsa5wysrOfqW9tdCQG7a/kpcJya5ntb/Jf64WrlyN5HbLEW4wJaw10ivlG701ra2dTrbCuiM2EWtvqYgnggV+N38vH/Um+Zo/xx4tw19zdvMVf45PuFMc1nOcDRt80Z/jdFTnn2dvYUDafNab5pPeNBeiJj+fPkhOGPyxe5mng0U+YI/wiNmDT8xvts5SUX63DJ8jNG7R8/yPwv18LZjnX9VPbNj/jNQ5phe40yiyT8+gKcGvtU7xu+2LpIVO34axekW17uEHEXcc7ueZV6YpFRz6yyl6ig6ZtEEuY7Jcc7k4WcU0tKTe/GKLeI18Z59jcrnZZrLpdu/XuVor0VGOIs7XWt3PLzfbZE2dfsfsqKHBlyYrlC2DhwaK9DkWQgheqdT45IVZYgU/vH+I28q57n16aKDEHT15Xl6s8+TMEmdrTX721t0MpVcXJ2XbWGdIlVJ88uIsn700T8X1+e5dfezKppmot3liZpHfPz3J8aU6//yegx3Vs9VzIwUV1+dfv3iWnKFzX1+Bsm3SCkNeWazT65g7fq9g+3Wavx1w7WqB2//tK7NH3M2c2Nm4ve2h3Xz6y6d5/OmL5DIWe8eLNJo+J84usG+8xMhAFsvUyGcsTp5b4MDuMq7X5sXjszzx9MV1bV2arLJUbZNyTIb6MsRKcf7yclIf44rSpwd2l8mkL/LyiVmEEDx01+hN2QQKBLeopMJWhSaXRIVLYpFAhAiVFHZZKTiyEU67Lb6wXOHDvUO8t9CLLTdO/cx9uwuwPNus8XuVSf5gzzG8IMJxdASCMFJbn/wGQgI/mRrnn9ROoAmxobvzWsgKnX7N4tVgc61dE8GwdKipgLnY4wibV8LZLhoqZCpa1WZvEbEY+0RKrds9XwtFYdIrk4pCp8IGI5qzkh1GNQ6ZjV3epw+iIeiTFg0VMB+7HCRZeFRUQEOFhN30MEgJnZaKuma6pSJmIpdArRruPs3iVNjgdLh+pb0RVhYGStHJobz64deRjGkO+/UMd8dFpqM2Y1qKY3qeSuzzp+4EoVI87i8wF3v8mLOLQ1pyD37AHuNEWGcyavNssMRjZi8fcy/zXdYQD5tl9mppQhQ/lz7A572Zq669FYakw5C5GvNTAj5oDfN/+C9RUxvrIBzZ18PhvT0oFFIIdo3ku6V1IREuKhecZEHY2ZkIwVWeq8GURUbXmagnRT5i4Ey1yVjGIWNonKk2gcQATjZd7s0UGEglE6MU8NuP3QasXyt9z64+ZloeLy/W+I72epfowUKSftOOIk4uNZiQkiPFDHtym7P/vzW3zONTi6R0jZ++az8PDqzuGo+Vc3zy4izPzld5cmaRRwbXk1i9KOa1pTofPjDCjx8YprCGBLei1Pa/sD1EKOZp8ie8wt/hgR1vX+6/fRjb1Pnm85f5D7/3DJWlNpmUwb5dJXoKDqODOYo5h7/zY/fy23/8An/+pdMUcw53HB3gx773GL/+O9/qttX2Ap5/bYanXphkue5iaJJdw3ne/sge7jg6uO66QsAt+3tZqLS4PFPj7955700YjfX4unaaRZrsUb28IC5yhCFmqBJeo6zPkGnzaK5En2EyYFo3zd/xphvuQCWl/JSCqZk6D901yuWZhJDwFxHjXotdeppRzeHlsIpErFNT2/JcLc1jZi//qPYaH2lP8Barh7TQqcUBldjnsJElhcb7nSE+7c3w5+4MOWGwX0/TUCGvBjX26RlGNAdzB2NwOWrzBXeOu40iQ7rNn7anmI5cDhtZjhjbWxhIAfu0NA+bPfx28wKjmkNJmjwTLPK4v0BOGDxmJqL9j1o9fMtf4svePIOaTVYa/NfmBRpx2H0oTSE5qGf4rDvLbUaOsrJ4LajxZ+2pdQb3HqPEVOjyZ+0pPtKa4B12HxqCqchNYsV6uhs775UWaaEzFyckwHvMIo04pCRXd1MSyAgjifkhSUsdR2hIEoKhT0xITCX2eNyf59lgEWcNI3RR+ezSUszHHhGK2chjQNpJm0KgKxiQNpbYuT+mrkK+7i/wXLjIhahFO45oEzEf+12W+lXyjB0jvfL5qkdKrPm+k4IvV8+58vHpdyzShsa5WotQKS7W2/hxzKFCuuPaXsaPFVMtFzeK6bNN+juGu6sNfgUUsCvrcGK5gRsmegxSiHXv75VjJNb0+Uo8N19lyQu4pZTlzp7cut34rpzDeNbhydklXq7UeXiwdKVyAAJ4/65+subW8rz/C5ujissZKizSZlPX1jUghODI/h72jBb44HsOEUUKKQWGLsmkTDRNIDWNY0f6+eW//1aiOJFwtUwd09T4j/u+E6MTlz6wu8zYUJ73v/MgUZzcY0PXSDnGVWTmFX2MUtGhryeNtQ1S305hodNPjsPxIOfkPA9G+/iE9uI1C4RESjETePzbqQv89twkGZlwLa4c1f97/CAD5uYu9ytxw7/uxVaNjy/Pbfv4s26rmzYkpeDsxSUqy+2knqxS7B0r4tj6m09SEwITwcNWDxeiJGcYEtfxJ90ZXgtqTMZtzodN5iKPf1R9FVvovNvu44CeJSeTfO0fdEZ4ylvkGX8JrWMw+jUrIZwJeMAq0VAhx8M6v9e6hEChI0lJjaI0GdF2xuYsSYNh3eGP25PUVEBVJXH2h62ehBi3DUeGQDCup3iP3U+jHfKfmueAZPXdIy1+KDVCrhNHf5vVS0OFvB42+LX6GTJSZ0CzGdacbr52Ruh8rzPE77Yu8ZvN89hopIRGr2Yxqq3uuvo1iwesEnUV8g2vwrf8RTQEhpDcbuQZ0VLdeSMjdR60SjztL/GR1gR/7k6TE0Y3DS75Hau7q+TfousuXtmnxiRcg2Fp8zaz76pYdEGa7NaSHWOIQme9eI6uBNp17OH+1L3M2ahBVui81xrCRnIxajEZnb/2vdnme3Ct48q2QdEyaIcRC27A2VqLgmmwK5uiHiQ1raeaLpebLkJA0TbJdyY+pRRTLY+XKjWmmx5VP6AdxfhRzCuVOq3g2iVGt4vplkctCHlhoca/eP7susWHG8ZMNNvESrHkX+2dEB3N8/7U9ZebfbOgULiEPMFF5mnSxKdFUh2qhxTvZB9lUrQImKDKRZYZI88LTFPHo4DDYXq5kyEAAiJOMs9pKsyReE4O0MO9DJMkegp8Iiao8i0mWCYpuZrDZpwCDzGGROAR8TyTvMosF6kySZXf5BkEsIsiB+lhD9tL17VMHcvUN6mXlbyLm1WVTK0pw9ttZ5P9x0o6ZNzhfpw4s4DnR9x/3/AbYj80JdFJyiz7KuK4mGJB1PHZvNxvSTe4K51j3HI6c9vGhXusN1vy9KLX5rPVeW51tre7WwwTuTghYHggSQ0o5W2EFJsOtiDRZv7e/v51Tom0pnEwvXnqzcboxGS1JnenYoTSMGSAwiCWDe4wc8ySoakidusOsdZIdgrSI681OaorbokLaKozoUuXSPMRUqdXmrzfGeKL3hwzqkokW6Qw6BdpDASxbNGvhTyIQy70OB4tUg/SpITOsC7JGA3QFCrOILapS16SJkf1HDUVEkWKMc3hAbPMYSOLIInBFITBe+x+duupTTMO89LgFiPPUhzwXLCEp2LK0uSIkeMeo9jd1e7W09xnlrCFxmzkYQnBbXoey5bs1dMUhZmkixlFJqw2Ex03/ojmsFtL0ysthjUHTSRkvIN6Ft2WfMOvMB25SBLSVlmarC1lYArJvWYRW2i8GiS562mxgQkVV/5TXPW1LST90uaYUeBRs/eq76UQhErhCI0WUTcEECuFq+KuYt12sBLb/5o/T1Ga3GuUeJuZiNJ83V/YkE1+s1G0zESHHJhpuZyrteh1TPodC136WJrkYqPFTMsja+jkDB1L0whjxbzr8+cX5zhXa3bKXgrouONX+BA3w3C3w4hYKbwoZrZ9dbnSrKFzR0+OkfTV4R8BmFpSHOfbRZntWjjJAq8zj9HxP9VweY4pvouD3WNcQi5T5XEucB+jBESdRWeMv6Yo7xkWeZVZ5mlhoBET8zyTFLHZS4kcNgpFi4A6XldjYYoas9TZQ5FhVvgJghg67a/I0nBdse43A1GsWFhs8eLxGZaqLrWGx8hg7iqRlpuFYVUAkkqOu1SZeVFnQCX1vjdDr2HycG7r/qR2QPCGm2C4IxSGkHx/cWDrg4FvNpf5emMJIQQH95S3PoHVylb/8sABgKS2LEn2YoSigU+6s7rcCitTjWHO8iEnAGK0cA78XQTWBYbVXj6c0hAYGH4W3zzDe+ODvNvwifTOdcMyRpAQFnzzLJG+hI9AC0scVHs4aNgE5gSRBigNPbLRA4lnXgIRM2ZojAifdwkdyxtHxikCY5JIXyCiAt32t35hLKGxR0/zqLWxAI4QgiHd5m9n9pASGvomhkIgyEqd73QG+E7n6nu5QnpbiHxGtRQHOmllBoLLkcuY5tCnWd2deUEz+evpXVe18zbWG8q8NLjTLHCnWbjm7wTYo2fYo2d4vzO05bGbQUcwIB0qsc/ZqMkDlLHQiFH4xEgEVmdRNqI5TEYtFmOfXmkRobgUJ+ljOzFWUYd5fkjPsl/LkhY6HjFno+a6mP8bhYyhUzQNTCmYbnqcr7UYTFnkLZ0gjilbBudqbRY9n37HImMkBsWNIp6dr/JfT1zi7t4CDw4UOVhI02Ob2Jrkv56YYN7dutDGdqB1ds0HCxk+uGdgQwOsCeixzA1d8PJNWADdDMQonuACJpK3sYdxCpxlkVeZ413so4dUV9AjIGaCZe5hmA9wFAeDsBPuWSGRfY1ztAk5Sj+PsIuQiF/jGzzFBGlMcthoSHpJ8072M0SWgJinuMRnOM1x5hgih43OA4wxTI6nmOAVZvkp7r4mQS8mIhIuoWwTixCpJEacQSrrpmmmXwtRFDNbafLJL57CthMJ1btuHSKfXb+4i/CJpEckXGIRYYdlJHp3blXERMIjkE2UCNHjDHrsXPUb9qlEk11H45F4PyfENH0qR4/aXFK1oOlk7TSaWJVIjpXCVzFeHKMLSeo6Fpw3bLgtIRk0LN6+TeW0lop5obW+MLlideUuup9tprQL8x2XUB8ZlmnxBBd4B/tJb7BL3djwhQTGPEIJAuMCfvaL9M7+PI3MV8jEBs3sl5FxmmxYppl5HC0sUc9/BtMfR4mAZuZxipW/jlCCev5TmN5ejGCIWEti9b45QSP3eQxvF4iAlvl1Cos/QSP3eSzvEK79Kkp4WN5BYq2O5R7esH0Zb19jV6mrx3CtFvgftyZ5yCxzq5lbd/xG52zWtqti/mXtFDmpc6dZ4B6zwIjm8Lg3z5fcBX4iPcajds+m/bkW3syd0oNmmaXY5+PuJHu0NLcbBZpxyKmoQUpo3GUUMZG82xrg0940vdLGFJIQxe+0zq+bylZ21DGquwONUYQr4SAEBoKSMJmJXc5HDYZ1m3Nhkz9xJ7ppeG8kpICsqTOYsplueZyrt7mrN0/eNPAjxXDa5ly1ST2IGE7b5IxkWmgGEX9+YRYpBH/vtt3syTnoUia/WSWGfaeiO5uht8Nizxga9/TlsTbI5b+Z9NWd9Hsjz82NYIIqj7KLLBYmGiUcStjM06Kf7LpJWQHfw+FOkc41LHwUITHPM8Xb2cftDGJ0zNHDjPMpTnE7CYFLQ9BPurvc1JH0kWFU5JlXzev6DQqFpy+yYL/IZOZrtPRZrKjIrtp3U3aPYkWlN3yXbpk6xw718x9+6TuveVzDvMyC8yJzznO09GnumftFMv4IopN/HQmfBedlLmU/S8OYYFftvQw2H8KJ1tu0CbEICPaqXlKY3KXGeVVMksLA2cRDWu8U4eo1TDIyyfqoxyGvt5u80mowYtq8PV9G7pDfdcOG++FskaPO9gVDBnWL+9Lrox/zNJmkRoUmw+TJYfE68+SxyWIRo5ihzn56sNCZoIqNzgBZSqy6ys+xiAAGyfEy09y7aYFJHaE0Qn2WwJhCyRagEMogsM6jhb0IZeDZJ9DDAdqpZ4m0JVyrjRIBSmsTmBew3CPIKEtgTiNVGqd1B6Bop54l1bwP099NJKuAxLNPoESE07wbiIhlE8s9jG+9Tjv1zCbtH93WmK4U/XgpqDIbeYxqDiO6Q14YKOAb/iK3G3kGtPUundNhMxEY6CjCHTKyGz4QMVCNA77qLYCA3R0hl6EO+/yHUqO85NeuSrmZiNqcCZuMag5Dmo0uJOfCJof0DK8GNQY1G0NIKpHPHuPmFALYDu7QC+Qdg17N4learzMVtckKg916mneZ/dxtFBHAT9i7qMUBH3Uv85uts/RJiw/Zo0zEbayO+X45rPJH7iW+5s9Ti0N8Yn6h/ir/onGCES3Fz6b384jRw99NH+CP3Qn+dfN1WvXX2KOn+SeZI/zDxivXlXq4U+RNnZGMzflakwu1FrtzKQpmsuMezzl8+tI8Yax4oL+wGt8Gwjgma+ik9VXhiBio+gFPz1Vxo809BildJ21oREpRcX32XqM86AP9RU4uNThXb/HZiXm+Z9f2PHg3AiVcwEAoRSx8YuEjlYMSLkJZKOEBGnq8/fltOxgiy2VqHKSHEg5LuCziMkQWfc2yUENQJrXp87GMS0DMH/Ayf8Krq78LhYXeZTv7RJyhwkc5ziIt4k6cPUTxGLuu6zcoIi5lP0fDmGSo+SiDjYdZsk9yuvCHKBEx0LwfXd3csrjXi5y/m5y/i8HmgzzX+2+u+l5TFv2te+lv3cOzff8SbZP62hdEBdkx3Ct4VrvIfdFuymrjZ+TlVoPfX5jijlSWn+ofJVSK/zAzweeXF/DimFYc8bOD43xfeWBHKWE3bLizUie1A7nSW1MZ9tnrX+DzYpFZ6qQxuaiW2EuZNCaLokWbgBIpmsrHQuu6fqIO2/bKlXMND48lIjabUBSt1FNE2jJ2+1b0sJdW+imUUOhhL74xgeUeAhHgOq+Qat1HqFWw27dheQfQwh5AdXbDgvzyh4j0RTzrdZaLf0xp4W8ilJkYYCIQMUr4iLjD0kV2KMCy0xuQytqk/WvjZzP7CFVMVuj4KuZC2CIjdD7enmZIt/mJ9DgCyAqNP2xN8n5nkN6O8Y6BX6qe5DG7l6I0sK5RqEOhCDrjaSCwkd3Y7EZVsHwVczFs8ZHWZe4zi3zWnaVXWjxil/loa4ofTY/ynxrn+f7UMEVp8rS/dMOGOxsa3OGVeFduAAncZ5a41chjIBOBHbOXO4wCvTLJQx7TUvyQPcZ7rSECFaEJiYEkJTTMzr2xhORvpvbwo854l6iWETrvtgZICw1HaPRIk59LH+Rvp/ZdVaFNR1DoqNQdM/Ls1dO4nRQ5A0FRmvxe/l7y4mr3781Gzkhys/94qkLa0Oh3TBxdI28ajGQcJhsuChjOOGTNZCdiaZLbe/K8VKnzkTOTHCvnSBs6002Xz12eJ2foLHubl/QdSduMpm1aYcRvnZig6oeYUuLFEQOOzbGe1ayNu3rznFpu8uXJBX7r+ATna20OFzOgYNkPuNhoU/ND/u5tuxPN8xv20ChqzovI2CbUqgT6IhCRa91LNf0kZtiPGfZihv1wEw23RPB+jvCfeZrf4hlsDCx0vp9b6SW9qZTvRrvXHBYGkvdzmAcYI7sm1iqAPDZxJ73r1/km7+UQxxjERucE8zzBhQ2vs52dct28hCeXcYI+BhsPoSuHsnuUOX8PrjZPzbxAyTu87XF5I9FxUnfm3at/2+rvFVd9r1BUaPK0dp7XxBQCqIjES+ETMk/9mulg1Shk2vf48d5hBPCN+jIXvTb3ZQr8SO8gzzdrfHJpjvcUet9cwy2F2HBFqADU1Q4pU0hMbX3cxFY6Riftp0ekmKIKCAJijM6gWOhMUSdmdeDmVAOBYEE0mVdNsljUcHlNzPCQ2rVJj5NkocCcQAmfWDY7EiMCPRgmMKbR4gyRrBPoM+j+CJropZV5Atc+jozTyNgi1XyAWKvh2i8TyxahPt9t327fQjv1PKE+jxIhsXS7MfGVY9bCcg/Rynz9qva3QrljFJRSdJYJzEQuE1EbSyRxW0EideqruEuySu6Poq0ibjGy9Gs2WaFvKoAvEeSEwZjmUJYmo3qKAc3aNPrlqYgX/SpH9CyHjSxNFeGqiIthm5aKOBM2KEmTxTjAUzEmift1uuGy2A7IWQa2LvHCmJmGS1/GTqQ+gxCBIG1quEHMgXKac8st0oZGM4ioNQJuKWRZdAMuLrfIWjppQ6cWh6vtZAANDCHJC0lW6Xz1+Cz37+shtQHLtShMrqSW5NZIHOokPIOtYKNhb3Dc8Db0AlZc00mM7PrCChlDZyBlseQFHChksLQkLSWtaww4Vpdw12ubOJ1CFmld4+0jPZyqNnltsc6p5SaWJnF0jf35NA8PWPy3kxObXjNn6tzek+e7xj1emK/xR2em0aUgpWs8OFBcZ7gdXeOtw2UKps7T81VeXazzSqWWMPllEv8eztiYN60OqkCPc/j6LLHw0WIHELjmJSLpokSAFmfQoiw3000O0CZAR3IrA+yhiInOYGe3vRP3soHGAXpoE1ChxRgFLDRqeLQJOlkUCo+QWRoMkqWPNG0CmvjM02TsCu63jsRCY5EWLhFrZYHWzvOutoBAw4oK6CqFQKApCyfsI5RNmsZlBLBknWJ37b2s5Ga09BmWrTPosUNv+04C2WDJOknDuEwk24Ck3L6Fgr8fTVm42iJ14xKxCPBljbYxRyxCcv4u+lv3IpXJsvU6i/ZxQpEQYXXlUG7fSt7fd1Pc9WlMdsc9zGuJkR5UyZgpFIfigS5pbSMEKsaNY3o7suBPNZZJS41j6Sx7rVRnB35px1yXm57sVotCzrotpgOPVhxdxcAVIlGJeXd+1d3QRwZDJQUyyqSZpoaJRgEbC50ciSye1lkNllUKtSbNZ5wiBhpm5wifiF42XyUbwRChP4tQFjJ20KICQglMf4xYNtDCPqRMY7tH0aIiQgn0YAglfDaK2gplYARDCN/qtD9KEF5GiQCpbPSwBy0qYLtHEcpM4uGRhxYVMPxxjGDwmu1vhRDFRNQiVDG9mkWmY4QVycKqKMw1VIyVcUvkTMf11JZCLVIku+yiZpISGkVpdEloGyGpn+1xu1mgX7MoSYP5WNFUITmpczpocIuRoxoH1AkZ7Fy/5oVcqrUZyYIhBZN1l4Yf0gojNCkRKDKGThRLphsuvWmTmYbLUNbGj2JqXhIvPreUMKAFUPUCJmur7fSlTFbqe4RxzGLDZ7kZrFOMi2NFO4iotgIcUyNt6Zi63PBzKUjEgwRYuqTtR2hSoGsSIcALIqrtgJydVFraSdWuKO6ku8SKSCmWmz69OYuV5DYpBFGsMDSJH8Zomuj2/8qqTmlDY28+zXvG+tifT5PWk+8NKRhwLL57PCHe9Dpml8BoSMH+fJr3jvdxcrlBPQiRQlC2TO7szdFjm8y3PcYyGz8/pibZnUvxntE+CqZBpUNky5k6vc56d6QAdmdTZHSNsmNyfLFOxQuQInG5l22D3dlUd1Gxgh7b5P7+ImMZZ8ebcKksZGxjxCVknEIgiWSDlHcAIyxihCW0N8Dd28DHI8QloElAm5AmPiERg2QxtkHsWtkX38coZ6jwOgs08bupXT2k2IOGhYaFzh6KnKZCFQ+FYpYGmQ1cwmmMbh++xnkcDPpJ00eGMquLzEA2kUrvGu0VGHEGX1YJZZtQuMymnmGk8bakvCjQ0udYcF6gr3UPoFi0XqNlzBFLHxAoImZTz2BHJeywl1A2qZsXaBiXyQRjnavErNVzDIVL3GHaKxHjiWVm0k+R9/dyo4sugcDBZJcqU43bhMRdkppUgjzXrg6mIdCFwFMxS1HAK606x1I5jjhpDCHISA13kxrd18JNN9yvt5t8fHmWF1p1lqKA+cCn1zAJlaIZR+gIbk1l1xnuQXIMkO2oHInOv1cERBN3eD+ZblpCL+l1TJV3qIRtvkgLC519qmddrGgtBAIjGEYP+jt/rbpPjGAY3U8Yy0IILG81PSPTeAxFCCjoCPXLMEeq+SCIhG0uOuXyhLLWHA+iM8zZ2rsAsN1bu+0awdBV7SfHb/+B81TMK36NxdjnAavEibCOLbTuTrweh3gqph6H1OOwK2qib1IbdrtQShFe0X4jDgFBWbNYiH0WIp9qnBjGojQYlDavBjV+NF3mS+48ATH3Wit7WkEQJelWLS/iUrVFf8ZmsR1gapLxvMNw1sbWNaYbLsfn6wgBtq7hRwo3jPGimLOLTd6yq4e8ZXB+qbmunbULyTBSXKo06c1ZXYOqlMILY87NNajUfUoZg7GeNIZmbPy5lCw2fTQBg0WHqeU2GVsn5yQlSScqLeZqLj1Zm8GCQ9bZvkBI0w1oesni1zY0Tk7VECKXlPIUgrSts9z0KaRNGm6IoUkipQjCmJFSat3u3NE1DhUy/LN7Dqy7hhCCHsfkF+7av3pfV/4jkuu8fbTIO0bXZ4AoYpSI+dk7BtCUiUARE3eZuKqz38uZgmM9GW7rSXfetdVJShEj1rynQkBfyqIvZfHY0PYyTnbnUuy+Ruz8WlCE2MEoRljewEDf/OCFQuETsYxLRMxzTPEC00Cy072LIb6HI+hINCRpTPpIE8WKVhhiaVd7K+9nFBONl5jmi5ylhU8Om7exhxiFhqSIw7vYzxc4C0A/GQbJcr8apR1HrJkCyWKxlzJH6eNznO70a5i7GV5nuJWIEEikWt8fqXSUiNFim3QwhCKiaUyR83YTixBXW8TVlii5h4mJmMo8Tt7bR0/7GFZUIJAtXi7/BmX3KHrH2McioGqdY0/te0gFgyiRGGlNWSgUTtiLHZbRMIlFSN24yMni73Jg6YdZK2B0I3Aw2R2XAUE/2xfmymgaPYbBy606k77LfBgwZtnssVJJ7YcoxLyOefimG+7/XpkkQvHdhV52WQ6/PHWWfzd2mOnA5XPVBTJS44fLV6fzXBlZWfvXym57K+hIhsmti/VsBrHJT49i1ZlYN1oDrRZSiGKFLjtxk65s1fausdM+bQVdJGVHP9GeYTH2uRy53GLkkp1v5PNHrUnOhE0+587hqYiHrR4K0tjWmK7v37p3nBDFVOTyP1tT3fZ9FfOwXeYdVh+/VDvJC94SAYpjZp6jRo5IKZ71lxnQbBoqcd7v0lcqmCkyps5CK9mZDWeT+OjBcpapjuShoUlsXXLnQIFf+OoJ/v79+5AILtfaXKq2uFhtM5x1+PqlCoNZG0uT69pZO/FJASlT5yNPXuTQUA7H1AljxVzV5fe/cYEP3TdGvR3gBTGhtfHnjSjktckqlp6UQnz23CKj5RSj5RRNL+KjT1/iXbcN8SdPX+I7jvZz567Stkp6AhyfrHG50qKYNnngYA9CCL52fI7FhkdvzubAYJavHZ/jlrEChiap1D0W6i5CCH74oV0411kqVxERdtJnNGXjaVWsKNcJxkg0peNqy+ixzbJ1jkwwjBVniQiw4sSNGAufUCQSq1KZRNJFjx0i4a56y5TEjLOdZ+vNzRMWCNLeoTf1mkl6V5U/4GX+IY8yTgETjYCYSyzz83yWt7KXDCY9pHgLu3lU7WLe9Xl8YpE7+nPsySfvyopfTkdyDyPcwwgr6UYrSDIeFA4G72Q/72R/d1YTJFKxZ5ZbiPL6GgdFbP4Gd18z20Qqs5MOFrBW9S/CQ8Y6urLRVYr+1j3Mpp4mHQzSNCbxtEVy/jhGnMPV5mkZ09TM80xlHl/XvqcvEfte51oGeW8f6WA4WeipFfJkQsttGTNMpb5OqLUAiIVHJNsoonULwxvFgmgigH61fcM9Ztncmc7xy5fPIQS8J9/LESdDTtc7xUdaDJs7Fw666Yb7nNfiR8pDvLfQx1IYIBHckcpyFzmOOTm+XK/wm3MT/Kdd22NM7wTbMdhb4alTC/TlbPoLNqau0fJDHDOJB0op8IKI+arL2dk6d+wu0fYjWl5ExtYZLl/fyv9GYZGIk9xWzHd30SvRsiHN5u9m9/Kz2b3AevrFb5bu2NFjvVtL8TPZvd3zdQRjmrNx+wJ+pXALgYqT2tqd/txrFrnbLCKBf5w72D0H4HBPhgOl9DrZzlglu75DPZl1U7utS/7NdxztxuXfmu7hrbsSWdYDpTRxJ71iZQm20s5aGJrkwGAWQ1vNo9SlIO3oFFIGz59f5B23DpBPGZt+vlC/WiwEYK7mcmq6Tt0N+cbpeRZqHpcXW4wUU4z1bI+IF3WqKtXdgPmqy8X5Br05m4GCQxTHnJmpYxsao+UUL15YwtQle/qyFNIG9g2UM6yaF3G1RYzYIR/spW5MMGdX0JTRYdxKQtFmvPFWhNKYd17Bl8uAYG/tu9CUzazzAkacRhHT1itosUkkPaQygYhAtohEQH/7TrLByHX39S8TYhTLJCJDOkk1PQW0CHiNWYo4GBswhnodk5UIwbIXcH65xUTdZX8pTTMIqbQDBDCYsbmtd9WovLpQ51KtjVIwmnOQAiZqbUqOSV/KRArB65U6R8oZzi23mGq00TtcgnYY8cpCnd25FHuLKYr2erd6KuhjwXkBV6us+7xpzKArGzPKo8cpBpsP8+zAP2e0/nYWrZP4Wo2B5v3d44XSOLD8wwy0Hrhq6waCpryMQKLHG83tCl/WeLX8m9y28DPk/T0IpVM3L/Fc37/Y4d3ZGjOiigCOqO3rSOy1UvxU3yj3Zgq04oj7MnnSHbEVSRI2/pmBcQra9ktjwxtguLXOw7iiXZzWNBbCgF7dZMCwcKTGJb+9ZTvXg5uxaq+2fJabPhcXGoDA0AW6lGQdA9cPabghTS+k5UU8f36RUsZCEwLb/IsTgFjJ17bF6s5/vcdiY+xkP7ZWF/tan13Z/oqAw9oV+8p1NzpvZUO88pu6OuSbCHJ0+3LFd2tlSlnTzjotbSEQ6opzhaCYMvlbb9vH9HKbP/nWJd556yDHxosbft6Xs9BEokmsgIYXEkQxKVMj55g8sL+HRw/1EUYxtqlte7cNkHN0jozk2TeQxTY1PnjvGJrsFBIhecfiWOGYOoMFO6nmJRKZ1xvJi7fiLJ5WpWHM4kS9tPRZzCiHGWcAQShdJBptfZGWPotQknQ4gBFlOoY52SU5YQ9KRLT1hSQmikEk2uhxGivKE4mAWGzOSv+rBhONI/RxDyP8Fs92FdB0JGVS/O/cT6HD51nBlfex6oXMtDzeNt7DZ87NYmiSmUZSHtnQ1h+77AWkDY3D5SxPXK6gFLxltMyppQZzLZ+DpQxBt/xrIi1r6YJIwTcml+hLW1yqt+lNmVcZ7mwwjhnlaRkzTKefZKB5D1XrHFXrDCONt5LzdyOQWFGRjD/OgvMSdfMiqbCPnL87GY+ohB31UDMvYEdlSt4RFIqWMY0VltHUtY2ZQhHJJGZvxlm02KJlzFKxX7yu+7MVMsrCEyGLNCmxvcW3EAJbSu5MZ4lJVBu74Sup8Wgu0d2332zJ0ysxaFrUo5DZ0KOgGeyzUvzx4jSPZktd4lpqA3GFbxdEsaLtR/ihRNcETS+ZGCt1D1OXQEIYSts6jqmTsw2WWz4tL9qy7TcS365Sjzvt15WG9WZcd6N2/DBmueXz6kSVhbrHN08vcNtYgWLapOmFvHhxiSCMCTt5ykEYUWn4V32esnSKGYuvnZgFBTPLbcbKKQppE1PX+NqJOZ4+WyGMY24dLTBS3L5XZrScTA6Zjna/keqkEK7E6dfExowrVuw3MnZmlCevNNKiHzPK0te+HU1ZSGXgyxp18zKQGOeydwSp9O5/V1yTeX9Xd8ddVkc68WwNRYRUSSEYJWKM+C/GS/UXgYTopPMO9jJPq5NGpJBIMpjs6ZBs10IpxXzbZ7bp05fyyJo6KDi73MSQkoYf0ptKjGrVC6+6nqkJHF3ix4q0LrlUb9MOY9KGYNH1mW64TDdcgkihS4kfxcw2XXKmRhjFlG0DR796vtaURW/7DpbsE8w7z7FovYoSEeX2LeT83ehxusMg0uhpH2PBeQFNOaSDYTTMDp9JY6TxVmrGBWZS32I+9TyKGKkMxurvQos2Uztf/X1GlKXsHuVy5suJ2pkyiUWEEeW670bFfpW6cRFXXyCQDSYyX8SOShTdI2T9UUAwnf4Gvlajrc+z4LyEq1dwgl762nd3xWQawuOMnOOsnF9Xg/ueeBe71HqxltfcOgO6RVlPPBsbZZSsbGyvBzfdcN+dzlHUDJRK9Fcfzhb59PI8S2FAI45w45g7U1fHCGKlCFXCnjWlJIgTF+vKzmJFSWmn09EztSo5TaffNCkYW7sjxnrSuMEqM3hlp1RrJTHNlYLww6Vkcs45BpomOkb9f+EvEwTJDv/uPSXsDeLBKUvnjl0leq+o/bv285SpM1hwGCok5KYDg1kGCjaltEkxDcMlJ6l6x86f3UJ6YyGIjYzyzVy46cpCi1YKtwiMLps3IR9FgY8SIUacwo4KCOQ6MimAE62Sy/Twamb2t6P29RuNFf/UXsrsZXvku5XzxnIOWVMna+qM5hxipdhbSFP1AkqOCSiawfrNw0Da6uzEJXvyKdKGRqwU/SmLlKFhSsmefBKaypo6QxkbP46RAg6ZWdwwoj9lkdmg0pZAkvP3JIs1+yS+XMaIC/S27yQVDKyRCxWU3MN4+iJOd7e9evdL7lGkMmgYl/FlUt7XiDIIpZGk7KVJeSO0g6t3uAKJrmwGmg9yNjhFxlQUZTYxtGu0MlAJg0qPk5i7qbIItT7PRiARStLTPtYJCdmsZ/RAj8rQUC4uwVUcrCtx1m/RiCNaKsIRCZuoGidZNREKS0gyUmMu9DGEoBXHWFKQkToZubVZFmqt9uWV+NqzWzZwVYfdJlIICppBTtNZjkJ+aeoMJ90mhhDcncrzgWI/t6bWFyVphRHLftBdGVaDEEfT0DvGu99ZETDZGX7+9Ovsc1I8XChyNLM9IYXNhuT0dJ3p5Ta6FBwbL5Lu7IRU1920ee9WyB+eigliRaBiwpXFCkme7tqs92SiF0l8WCQpBYYQmEImxdi3uN5fViilCDr/9VVMoBRhnOSgK7WiErdqJCRcNUa21JLSqNfJmldKEalEC9nUV11b1/ocEm+NdkWxHNVheeua6MTub+yefTuMz7cjVOc9cuMYP04kZ8NO1sPad0uQhBIknfdJJmJCpkhCYtsZjz9dmOGjlVm+Va9ueewvj+/nsXyJwStKNq6+6zu/Byv3OZkDdnbuWj2Aq79L+iTXSCVvZ55ZP2/d+PPthnFCEpagCUkYx5yqNLh9IN/9ToiEjwLgR4pnJ5fYXUzTn7GIVeI9iDvVw6QEQybE1htBRIxPSJukFK+GJIOFjnYVM+F3li5jSkmPZpAWOkLAUhRQ1AzacUSvbrLXTPF4a5GsTOxkj2YwajgMG530yrfcvWlfbvqOe4+VYkWCUwF5Teffjh7CV3FSInGTyeJyy+Ub80ukNMlyEDLr+gzYJuNph92ZFAPOjRPPtovNHtQDQzkODF3tLdjs+LV63THQikNebjY457a45Llc9lxmfY+5wKcZR/hxkgqlhMAUgpTUKBsGPYbJoGkxbjnckspwZzqXVELacfbf5ljZDbzZZRHXjpECAqW45LU5025x2m1ywXW57LWZC3xacYwXR3hxDEKQEhJH0yjrBr2GxZBpscd2uCeXZ4+VwpKyu2beicEUQqAL0K+o2LP2c6XUugWeEAJdu/oaQgjMHcS1r8S34/jspN+8AW1feY2V92vW93muUeX1douLXptp32PG92hEEa6K0UgMdUpKirrObjvFbtvhaCrDASfNiOV0eBnX7vdmolM76fOK8uNO3+EV4ub1jujK9Tbam6y02d2IrPy92Qlrvg9RGKwqWd7IPX9ltsZM3SVn6/SnE6/W+cUWxwbyPDe5xLIb4hiSnpQJCM4vN1lq+Shgut6m6oaMFhwaXshswyNn64wXUuwu3pg6Y402r8kpntTOskSTHpXhu6JjjKkSqSu0yqWAO+0cEsETrUSK+8cLI/xRdZpWHGIIga8UU4FHUcYctbMMG9a2dtvwBhjuU26LL9UrvNqusxSG+BsowgwZNv9+fL0cnkJ1DVe/bbInkyKMY/odi/3Zv5xxsFApJjyXp+rLfH65wtP1KqGK1wnkbfg6KEVbKdpxTCUMONVudV+i63G5bgdCCPbYDp85uvkq742AAppRxFP1ZT69NM+TtWWqUdgle60cc/WJipqKqMURs4EP7ea6MSrpBndlcjyUK3J/tsBe5+Y+Qxe8NmXdBAHLYcCY9cboMv9lHZ9ordLbTW15zTWAS16br9eW+OTiPC816p0M9ARXjktIUja0HsFs4PN6O0kfEiT1kAcNi+8s9fD9PYP0m9amk6PV2aFfL1xivtleYlC3KGuJ3G1O6CzEAWmh0VQhGoKc1JmNfHqlSZuIjNBxtqHSt9W112oZtFXMchxQjwOGNZuU1GmriIzQqMYhPVoi3lRXIdOhR0OFHDYytDsbMUVSx+BVv85bnTKGkN0MkuuBAqZqbU5XmvSlLfKWwXDO6HJKZhsetw3k0aTg6YklIqX4wdtG+MSJGabrLntLaR4YK/HJkzOkTY0za9q5SgJxh/iWdh6XgL8WPEyJFPOiwSe0F3go2s/RK5jmjtDQScqkakBRM/hEfRZHSCzNZD4K+HxjnnocUpQGjpDryhhvhW0Z7sm2iwCGnGsrbAH825nzSezESjHYYVxfiewGtUcdTWNPOsU9PfnOri9ZWerXcC/6ccy5dpv/PDHBfJDECo5kMryzXOZY9uqdsRfHHG80+I2JS/xvI6McSqfJ6jd37bJSLepLyxW+sLzAq80GC2FAK4rwbqCE4zUn6ZsA0XEDv1mIlOKlZp2v15Z4orbEhOfSjCLceHOV+a2wdowWw4DHa0s806hR0Ce5O5Pnx/qG2Gunbkg2UynFbODz55U50lLH7Oxaf7DfuamLqr+s47OCVxdr1PyQXsdKNMdvMp6uV/n00jzPNapM+z7NKCTa4duxdjzcOOaS7/J7c9N8YnGe7yz28u5iDwecNNYV42HLxJNxPVDAF5vzLMchl8I2rTiZF26zcmjArWaOmdBjLkqKx1bjgEBBWmrcbuYY050buj9fbi3QUhFZqZMWGk97y9xvJ0V1vuEuMRt5tFTIPj3NHiNNSUt2kq6KqcSJvsLl0OVL7QU0ICN1bCEJgS+3KzzmlEnf4OJi2Q24Z6RApRUw3/Sxdcn55Rbnl1pIIboucinAMXSeuFCh7gdkTI26F/L81DJFx2Cu4Xbbafo3Th4WCFKYlDqFX3pUBmMTqa/3ZHq792lAH0SKJB1wxVOjWLUVOomk7050NbZltRb9AD+OsaTElJKMrm1qTEMU+02b+9MFxi17Q5fSRu7YsmVya1GSN65kx27cp0gp5n2f35qc4EgmzaBVJlAxE67LR+dmGbZsyp22pIBaGPJircanFuZ5d08PI7Z91Qt5owhVzKzv80cLMzxbr3Lea7MUBt2Ui293KBHS1OZoa0vYcYFIeITCAwFWlEMqjZZewYgdBJJAeMQixInypMIe5DYeJ6UUFz2XTy3O83KzzjmvxbTv0Y5vbl3qGGjHMe04phoGNKOIWd/j0XyJh3IFxq3rnwCzms4hJ0NBN8jq2g3tMK7EX4XxAbA0jXbo0whuXtnSWCUx7I9WZvlKdZFT7SYLgY9/E94vReIhq0YhtSjkM0vznHfbPJAr8NZ8iRFrddNiS7maenkdaKuYpoowSSQvi8IgLTVO+g1GdIfZyGch8khJDV+pTqEcSUwi4mJuaCq2h8UowCXCVzFLCNpxREEaXApbBComLTQyQiNAMaTbXalkE0laaFwM21Qin1ockpd6wrkRWrceQaBiYqFddzVuATw0XqZoG7SCCE0IUqbGew7005MyuWu4QMlJWOn3jhaTMrPASN7G1CSaFIncsYBWkOm2Y90E8rCpNBZEgxfkJXLKYakjyLLRr82sKRhiapIreQBXkjl3im1vNxthxOW2iyklh7KbxwruSOVwVcwZr0UzjjA2iGmnpEa/sT5mnda1rn7yduDGMdOexwu1On9zeIQ9TgovjvnyYoUX63XOtluUjSSdoB5GnGg2qAQBRcPgO0pl8rq+oTfgetGMIi57Ll+qVvhYZZYZ39/xDuAvGjERdWMKPXZo6LMEsoVUGmacoWZMAopAtNFl4iKOCEhFPdSNaeyoiFSbP06KxONxqt3ki8sVPrM4z5Tv4d6AF2K7iEhco7OBz1IYsBj63JctcDSVGN+dQHRSOMZsh17DJKVJ3Di+YcP9V2V8VuDokgXX53LTxYvi7rt2e09uw/SirRDEMUthyNdri3x0YZYT7cZNMdgbQQEXPZe5wO9wByLeUSiz23IQQuBIueO82xUIYLeRohQHOEIjJTVsIcnJpBiOJSQ9mpmU3uyIF+3WUxQ1g4LUN42te17I0nKLc+cXuP/e3etEjNZil+EQkVS6i4Cc1BnQLFwV0SMTnXqdpMBTSRprco4l/ZpFW0WESnGrmSUndXLSwBSShgoR0NW53wqxUnxxqcKgZTFm2eQ7z5kQgv3lqz00xY62fd5efR6zln4VUW/l7x2UBNg2hlQBhWJe1KnRxhMhu+Ne8tvQs7/SCt7oUn9bhjutaSyqgAvNNrYmOZhNb3rZW50MH1mc5rPePGXNJKNpV60P+w2L+zKFG+p4K4qY9X0cKdmfSqN1GKJDls2AaXKq1eKeXGK4ZzyP060mlSDg3+w/SFHXbyphxo0jLrhtvrC8wG/NXH5TJts3ArGIaOkVRpsPMOk8R6A1SQf9pMM+JlPPEAkPOyx15DA9pNIpe/s5l/kyis1dUXEnXn/Ra/MH89P86cLMdbt7bxQvtxqc89q83m7xQ72D3J3JkZabe5A2g69iYhT1KGLK88ink1fpep6rv4rjY0hBNQg5vdzkXL2F0ZlJDxTSOzbcoVJUwoDnGlV+dfIi08HGanU3G+045oVmjUtemyCO+dG+IbKajiM1nA3CfduBEIJ77EK3ch+sGp5BPanFNWo4TIZtXvHqmEJwxMqQFdfeaDRbPqdOz/EHf/QM9969q1tw5ko84pS714TV0E5RM9b158oFgiU0+nVJn251iaw3MoPGwK9ePs9bi2W+p9zfNdw7xZUciuvhVKy4rFdCXZs963tVH1lsTjHDvGgwpPLcFo+SvgmKnTvFtgy3EBAS48UxezNJ3WbVkZS8Ev9+7hJpqfHuXA/77aQCypVIX+dDf1W/6BRE2ICos/aqjSjCFJJB0+J3pib5hd170Lg5bFelFMdbTf6sMssfzk9f14Qrrvh/eONj2hv1QUNiRllmnJfRlUFIImEYynbHVa4TShcnKqOI8Dp5l9d6hZVSeHHMk7Ulfnt2kmcaW6fQvNFoRBFfXq5wvNng54Z38b5yH3KT53kznG23cKQkUnC63eSWdOa6HJh/VcdnOO3wt4+MbX3gFlBKUQl8Pr20wG/OXKISvPlKa5Uw4P+ZuoitST5UHiAltRsWkVprGDd6/4d1h2F9+4RHQcJ2Nwy9U1xm6+O36s/V5/zVSR9cixiohiGWFDhy80hzlRbnxQKvyEmWaLFAnR6RZUQV33TjvS3DPeN6LHoBlpQcrzU4mE1vmjY0atjcnynwaLbIoLHxj7kZN7+o6+xLpWhGEV9fXua+fJ5mHHGy2eD1ZpOfHB7uXudYNsv9+QI5XeMXzpzhv05N8kMDA9e9yluLE+0mvzlzia8uL+3IaAsS99NBJ8ORVIaCrpHVdHQhCVVMPYpYCHyOtxpc9NrUopuvzKYB/aZFv5HI0R5IpRhuj7NSNGDefg2AHvdI95VNFLDW07B2N97KZnfVVTG/NXuZT1bmOOe9MVK314MYmAo8/uHFU7hxxHeX+8juoJD9XZk8LzZrNKKIMcu+7qjjX9XxgaSIRcXzWfJCjhYTec2NFvLXQj0K+c8zl/nU4jyV8C9OHjUG/vXEeQwkd2ZyZL/N1B8LBYeHHtzDA/fvRr4RfuK/wlgMAn5l4hxvL/bwcL646aLsG9oZGni8L7ydMmnmRJ0/117mrdFBblVvrt7+tt7EIdumFoScb7YZcexrumyGTIuPLc/yx0vT9Osmjrw6Ob3XMPkHg3tuqOOaEAzbFv9k7z7+cHaa35q8jATGHZu/PjzCmL1+taoLwZBl83/u2cs/OXuGHsPgwUKBIWtrpvxGUB335q9PXeT5Rm3b8exew+ChXJEHs0VuS2fJaIkYhibEuhVtTKIi5ytFPQw57TZ5orbE55Yq1KLtEX40oGyY7HdS9BsWPYZBj27SYxj0GxZ9hokp5TpxDljdQef9MVbW2as9k+uOofPXRuMTAf/35Qt8pbrIZd/dVp/XQgJ53eCwk2bANCnqBimpdReNrTimEgTMBx6Tvsdl38XdIYkrUIpfm7oIQvCWfJEhc3vPQz1OUrKSnGBjx96bv+rjU/UDPnNpnhcWaqR1jcN37eM3X73Ijx4YoWgZW+4IV/LWf33qEl+pVlgM/R31G5K6Cb2mydFUmiHTJqtpWB2taC+OWAoDZgOfS67LTOBR32JxrID/MjPBh3oGaFznQjqKYn7+H36M737PUS5OLHL69BxLy20KBYf3v+8Yx24dxrYN4lhRq7l87vPHeeqZC7TbPv39Oe64fZRHHtxLuSOHu7Tc4mMff4nnX7yM74dYlsav/cr3rXOVq46m/cc+8RLPPT/BcrWNEIJSMcWdd4zyPe+9rWvsL08u862nL/DkU+dotXyGhvI8/OA+bj06SE/Pzc8OWK9N9uZDAa044tlGje8o9lzzWEeZOJgMUUBDMqoM8ura9bjfKGzLcPdaJobMMuzYuFF8zTjAuOUQkxgcW8gNaz4Xb8JOV3QUoO7I5jCEoB3FCAElw2DUdjA65JEf7B8gq+n0mSamEOxyHH5qZIRx2yF/A6lgCvjC8gLHWw1q4fYM6b2ZHO8v93PQSSaSsmFsiyDXaxiUDYMRy+GOTJ7fnZ3krNvakq0uhSCn6fzUwCg5TU/SWKTsxuicLRTYEh3p9Q6y7TrLFPCxyixP1JaY9j3CbRKJNCHYazsccjIcdNKMWTYl3SDVmXR1IbrEk7DDMm7HEY0oohIEnHNbPN2ocqLVwNvmNSthwB/PT2MLySN5SY+xsdToWkx7HlHHfTwXeBxS6WuO5ZX4qz4+Ew2XrKEzlrFphclioR5GBHHcqRN97XFSSvFEbYlv1peZ9f0debPGLZsjqQy3pLLsth3KnfFZWSCDSBjqKqIdxdSjkEoYcNlzebnZ4KnGciJiswHmAp/PLC10VcZ2CgXMztb4/BdPsnt3mbvuGkdKwYULFf7s4y8xPJRnoD/HwkKT51+Y4KVXJnnw/t2Yls7cXJ3z5xeo1dr8yA/eg5SClGNw37276O3NcubsPE8+dfaqa/p+xKnTszzz3CXuPDZCOmMRRTFhGFPIO91F1MTlJV586TKvn5rloQd2Y9smly8v8dzzF6nV2rzrHYex7Rufu9ciUIonqkt8fmmBGd/DFJL7cgUe6ex8u3F3pXixWefJ6hJzQSK2UtYNbs/keDifVBtceffaUcSzjSpP1ZZZCkMkgqymMWrZvL1Uplc3EULwxaUKLzRqTHSIiP99dpLPLs6jCcGQZXF3Js+jhdK6uzctajwhT5HGoibaLIsWZ+QcdeViY3Bb/ObsvLe0XBeaLYJ4VUln1vO6ZIqNcNTOsNe6tpjD9TIy1yJQMQGKomHwSHF1cBtxSF2tutTuyuVpxIlhVSSydSNZk1HdxhQST0W0VURBJpNRq5OmcS125EpayqeW5lkMg2vQshIYQrDXTvGBcj/vLPaS1bQNq11tBl1Iykayo9pnp6iHIR+tzHLJa18zTShW0I4j8prOQSe94/Se7aR3bYQgjrnsu3ysMseE5247f33QsLgtneFYOseRdIb9dooBc3uxI6UUnoq55LmM2jbP1h2OtxpM+R7NeOvd0autBl+uVshoGo/mS1umCupCEClFEMe0djiu/18YH6USZq8uk6Xe5YZL1NHb3OrJj5WiGUV8YnFn42NLye3pLHdl8tyeznIkldn2+LTjiLnAZ5+Tps80eKFRZ8p3aV3xfsXAGbe1rTavhXrDZWS4wJ13jOI4Jif7Z/hXv/J55ucbFAoppqarPPP8RUqlNI88vI9UyuTChQpPPX2eF1+6zNseO8DwUAHLMjhyeJDengyaJjY03GEYMTlVZW6uxpEjg4yNlVBK0Wz4hOHqvT99Zo7zFxYoFBwefmgf2YzF66fm+NgnXuLEyRnuuH2EsdHSVe3fCM61kzCgBtSikGYUMVPx6DcTT2FG0wk7qb+frMxRDUPCjvZ/I4qY8j3KhsEBJ40pBG4ccclz+fjCHIpEmyIRMQq7EtMrUCT1ykMV48ZxV4FPsrFQXAYbkyYV0cQloIZLXjkERCyKJim19YL2ZmHLmfm1aoN2HCEQ+HHMpZbLewZ6Nz1+zExc6aZIcr7VmtxISFLB8hvEygIV43WYumbHaK4o/OgiUaAJVYwuEsGLWhyyGPvs1hOXkaeSnL+Z2OVM2CAtkhxDjeQzCYxpKRoq5HF/gX7NRkOwHAfMxi55YeATcyls0SNNMlJHATayKxS/YmwjpZgOPL5RW97S9SiBsm7yveV+PtgzsCODfVVbQpCSkr/WP0w9CvnM0gLn3damu5EIxZTv8fHKHH97cJSS2LlLd6dQStGIIr64vMhT9eVtBRAkiZzwbF0AAQAASURBVBfmsUKJn+gbYsSysXdIYBQiqcBzwElzwEnzllyJTyzO8ZXlRV5vN2lsYZxi4GvVJUwp2eek2W1vTAxSKknTGbQslsMAFceUdGPb9/XNGB9FTCib6HGm6yF5s8ZnBcNpi1PVBjMtjyhWvFipYevJnLDVWAVKccZt8dmlhW279k0hOJzK8FMDo9yWzu7Yq+dIjXHLYcy0eSRX4HfnpvhydZGz7da2FjY7xeFDAxw80M/gQB6lFHfdlRD5KotNhhoes3M1zp+v8DM//Rb6+7IIIbjl6CCLSy1eenmS147PMDRY2JZWuRACw5AYuka12qZWc8llbXp7MxgdOV6lFKfPzjM33+TB+3fj+yGVxZCenjS2bVCttblwcXGd4V5hY6srhEVWGPMS0fWuhJ1j1u6MAV5r1flup4+35EudbKAm/+ziWb7mLJLVdPY5Om4c8a36Ml9cqvAzw+McTWXQhOB0u8WvT16kqM/xtwbHMKWkFkacaDX47OICv77/MHvtFIGKmfE9FoNgXd3rx/IlHswVONtu8cWlCj/UO8jD+UIS3u16Z1YxqorrqoJdic219q7Gio5624/I2jvPctrySveVC6Q1DUtLSsNNtNrXXDH/ydIMPbrJUSfDPitFDPyPyhQfWZxCCslbsyV+vDzMXnv9rnwmcnkhWMYlYo+WMHTnYg+JoE9aeCpiIm4zpqWwhcb5sMlrYY3vc0bQFLwYLlOSJq6KORc1qXoBe7UMg5rFpbCFIzT26Bl6pNV92BsqZCpqMxG1uVXPcyZs8mfuJHcaRQalTZuI+4wS3wgqPGyWSXWGqxFH/Pni/KbutLUo6Qb3ZvP8tf7hbTqZrw0hBBrwUwMj1KOwk3e7OWlHAX84P80He/rJafqOyUE7haeStKb/NH1pW0ZJkLi8fmpgjJ/oH7qhhc1aDFs2f2tglPuyBf5gfpo/q8xu2Z9mHPFMvcrvaZP8wujeTV3frzQbOFLyaL6043DLmzE+oWwynfkco7UPsNn+9o0cH4CSbfK24R72ZFOcrjWRAn7mll1YWxR6UEqxHAb897nJbb1fkHi09tgpfmPPYXoN84b0GYQQ5HWDnxka55Z0hj9bmOPTS/M3Pbujvy9HylnNXRYITFPD80OWO8YVYGSk2D1HSkkmY1EqpZmc2n72gW0bPHDfbr75zfP8P//hq4yMFLnrjlHuv3cXu3f1IEQSe68ut3nu+Us8/8KlqxYEe3b3UKutJ0+GKJqdClg5qRN3sntqnZzurNRpxxFFaTATe+SETlbq66Q9j6YyfEehzP25AgC77RRPVJd4srbMsUyWfU6KWhjykblpvqvcy2OFEsXOO1cyDN7V7uFjC7P8aP8wBZVU3vI6xX7ymk6vYWJJyR47ddXzakiJVKLriTSlxJbapqp4I6rEsCpelbm09u8VyV2x5nPWfZ/AC2Lmai5PnV3gQ/eO7dg2bDnrlE2DSdfjzFKLi802PZbRTQnbCF+sVXhrtsQdqRy+UhxvN/iNuUv8HwO7aMYRF32X/zI/wf81enDdeS0V0VYxH3SG+W+tC2gIHrF6iZTiSb9Cj2Zyl1FkWHOSYgFCEhKzT0vzalijKE1mokRLt0eYfNBO2tmvj6KLZMV3JXIiKaEWdHRwD+oZDupZ9usZ0kLj9bDO80Gih6vWxAeaUcRntvky35LO8jcGRm5A62hjpKTGu4o9NKKI/1mZveaxbRXzxeUKdkmy235jdd9fbTX4b7OXqW6TQHdbOsuP9g7x/nLfTSepCOCOdLYj8KDzO7OTW96zSd/jc0sLPJIr8lj+aregAk61mpxsNek1TPK6Tk7T+UBv/7b69GaMTyx86taZLY97I8ZnLQqmzu09OY71JPLDVT/E3MJw16OIk60mn17c3vtlCsF+J81/2nuE/m3E3neCx3IlenSTvKbzkYXpm9q2ZWrIa41F52ZfVanwiuI224EQ4Dgm/+gfvIsLFxd55tlLPPv8RT7z2df4nvfexge/9w7iOHm2bz82zA98310cPLD+eRby6iI6r/p1piMXUExHSXx6THO68qjVjrqaLSS1OORBu0RerveEjNrOOoa+AA6kMnyzVqXZIQD6SvF6u8kLjRr/7/TldecnO/5EvEgB/YbJY4USrzTrfPjkKxxMpXgoV+ThfJE7M7kb0pgHmFl2eW2yihdGjPekkUKwUPcQAnqzFl4YM73UZrDoUG0FLLV8gjCmlDHZ15flxHSVQspktJSimDavO8FuS8MthGDO9UhpkncN9PDMYnVVrWaDay6HIRlNp6wb1KOQP12a4a3ZEm/P9WAIwWeqC3y6On/VeSGKhdjjC94cOZEQyc6EDRSKQudmOyIRc5EicZtX4oBLUZvXgiqm0JLymCiWVNBtZyZyOR+1iFEMBIkb/1zQ5KzRoCRMLoQtzoZNzoRN9ulp6nHITOSyX8+wW0vzH5tn+QeZQ91C6K0oYtr3uOBunbozaFgccdLst1M33UUthOBoKsPZdIvPLS1s6er8WnWROzK5TQ33fNNjquZybDDf/ez8UiLpt2ubVXUqQcArzTpPVJe2dfyxdJb3lfp4Z7F803baa7Ey5kXd4G8NjHKy1eT5Rm3LmOlSGPJbM5d5OF9C5wqBB+B95T6OpJv06iZ53di2StPNGp+J3CdYtl/d9LxY+LSNKbZSAXgjxmej9gWJa/CTF2Z5/+5+cubmbuyLXpvPL1e25I2s4JZUlh/vH6a/E8u+me+ZEIIDTpof7hvk5VadV1uNm9b2tZDN2hRyDlIKJi4v0d+XlECO45hG02dxqcXDD+W3aGUV3fsgBKMjRXp7M9x26xDPPneRT376VT7w/tsxDEkh79Coe8zN1zl22/CW7ZY1g4XY43SQyKXmpUFRMzgVNGmqiAHNpChNlmIfTSQV1a66PZtUKVu7m42Uwosifqx/mLdskq41bHWEYYSgbBj8vZFx3t/Tx1O1ZZ5v1PlGbZndtsMvju2hcB1ZICtoBxEtP+StR/r5yvE5lFIcHc4TozgxWSPrGOwfzDGQtzkxWWWpCaYuaQcR7SAiYxks1D10Kdk/cP1Ev+0pp+k6c67HyVpSa/tav9mSglglqSgLoc9TjWX+Tv8Y5U7MyRKS9gZGRkeQlwaH9GwSCxFXi6nkpZHcfATDmsOjVg8laXCPWULrxFMS4w0WEtlp80FRRqHolckK5wPOMKMyhSUkh40c/ZpNb0dM/2GrTFYYWEJSVyGDmk1OrgrJ16OQi157W/rju2yb3TepaMNGSEmNwU6pxpe3mFTOe20qQdDlCVyJxZbPifn6OsN9tpLc7+0a7pebdZ5v1Gluw8WZ0zQey5d4JF9cp+v7RkAKQVk3+HDfEBOey7TvXtMw+CrurvBvS2evIlMuBD6O1MjqOrkduMpv1vjEwsWIsuS9wxueG8omc3L7RuZmjU+sFG4U8Qdnpkk2Z+tTkp6cWeJdo73kNtkYB3HMZc/lW/XlbfV7wDC5PZ3l3mz+DStHa0rJsGnzg72D/J8XT78pina6JhkYyLF/Xy9f+dopRkcKpFMW5y9UeP31GSxD45Yjg9uuxe37IZcmlrAsnWIhhSYlCHC9sJs2JoTg4IF+6g2Pbz1zkb17ehkazOP7IfMLDXRdMjxU6MbEgUQi1cgxrNmAwBKSsmaS6/CFHKFhInnSS8pa+irGVwprTccXQn8dwVYBU75LTte7BEhDCAbMJFy610lR2oC/YHbS/CDhRJV0AyelUdANbklneLK2zDP1Ks/Ua7y9WF4neiM7+94VV/9W0KQkbekEYYxlSBYaCWFb1wRRrMjYOpYhkTIpkCVFQna7VGkiEASRoumFLNQ95msus1WX3qyFvoN64duadRxNI1CKyy2XspW8dZs9NOOWw4Tf5vPVBRpxSAzcmcpjS8lyp8ynuYHhyEqdvXqacb0Ti+DaQuwFaXQNeU4aXULEynld/VpEd8e+grvM1bhRDoMRbZVos0/PJIzFOEIouN8oJ0UkOj+40dEk3w6GTZth641T1JFCUNQN9jipLQ13NQyphD71KKK4RnC/HUTMNjyOz9V5fb7Oq7NJ7CyK4XSlSTm1vVWhH8e80qpzfJu7kltTWe7M5BgyLKpewJIXkDMN/Cgm39Egrvkhti5ZcgOyZhIZC+KEyZ02NEwpWfICTC0hPcVK0QhCNCFJG7KThqRIGzp5U+eBbIHb0hnacXRNMQ8FVKOQryxX2O+k1hluBZxz27TjiGaUMPYNKdm1BVnresdnfAOdATMqY8Q5yq17Nr6WtkTVfo3tZsiuHHUzxsePFBfrbcYzDmvLkKtt9KUSBlz02tvOaT+cynBHJkffTXaRr4UAUprkkVyRIdNi2ve27Q24kYsODua5+65xvvbEab72xBlsU2d2vk6zFXD77SMM9Cfhh7PnFlhYaDAzW+PsuQV8P+IrXz2FYWgMDxfo78uiaZLJqWWmp2ukUiZSii5J7d67d3Xntv37eqnXXZ59/hLf+OZZSsUUUaRot32GhwoMDqzf5adkIv86gLVOq2PtfKuUYkx38FVMboNa05c8l7PtFoOmRVrTqAQBrzYb7LadRB+BhDh4X67AyVaT824bzUkUzmKlqEdJEHTItJBC0IyS/PxQxRR0gwHTJCUl5902rc53Vww1ukjqD1z02lTDgFipLjntykV7zjEYKyc2arwnjW2uPOSKnG2AgLSpJ4vhjLVuo+uHMaYuKUYmKVPD0CS7etPbXoCtxbYMd6wUmhCdIiCJMV2pwHIlHkoXebyxyLeayxhC8lC2wEiHab4UJZWyhjZQVCtLi4xYL6J/Lf//lfJ7V5/X6ecVa6itYgor7egiMfh7jPW7zWacuMq3g0SVzOr2wyciIkYiunmsPhEGGhFxd7Gxou4eEndWhBJQRMToaBhr6lHldJ3xbdSCVsCc7zMf+OsYt00/5OR8ndfm6kzWXJ64UEn6FSnaQcRIbnuCG4uhz6l2k0vbUP/SheBdxR722A5hpJhqepxcbDCSsWmFEXvyqcRALrfImhrnqy2GMjaaFPiRwo9iRrI2ppQcX6yTMXTSRkKOmW662JpGyTaouD5KwXDG5rbeHDld5+2FMlO+x2IYXHN1rYAvVit8f+8AOW29TnQrijjZbjDv++R1g6ymbWm4r3d8NvKOZPxxQGDGm7tLnWBrV+daCCFuyvhIAff3FXjLUIm0sTq9xB2eiHONKk0X3DZn3e15swwhuDOT41g6m6T9EOMRYnTEMOJO2Ewn4cLEHTVAjcRlG3TeO2Mbtd30jlzyPZk8n1+u3BDLXACDAznSmfU7LCFgaDBPOmWhaZJSMcV99+yiWmvz5JPncL2A3t4stx8b4eEH96J3xvH4iWleemWS2dkanhdRLmf4s4+/hGXrPPLQPqy7xiiX0wghePnVSarV5PnL5Wz27Orhu95ztDuPDw8V0KRE0yRff/IslUoTxzEYHMjT05PZUJFtKxlUIQR3WYVNv29EIS836wgSF/fpdpMLbpvvLvUy2Al/ZDSN95b6+McXT/OFpQozvkePYRLEMbOBR1bTKRfLGEiWw4AXGzVmfZ9ddpJ9UQl8zrvtpDiQ5awPfXWM84FUmmfq1UTfQ9NJaxq9hsnwFQvnnqxFTzbp1917Eo7HRpwDIQTjPWnGe9bbj5VjVxZLo+Xr4xxty3DPex4pTeMd/T18bX6RWMEmGvZ8qDzIXjvFBa+NKQRvz/d03cy+UoyaNuMbqC9ZQmJdI3e6a4A3o/RtgBDVKWa+KiK/NjpyrTiHIzZmF7biiIVtqjj1GSa9a8qUnhPzLIgGOWxyKnEvnRFzjFFmiQYuITY6BVJoSC6zhIlGQaUIiaiIJsOqyAG1ShzJyP8/e/8dZtl1nneiv7V2PjlU7uoKnYFu5EgSIJjFJJKSKclUtORnrkZhxvJI9rXmemZsj+dxvDP2aCzLY1myJVvZkhhFiRQJEiAJEgRBAI3QOVdOJ+681/1jnzpV1ZVOdRdIinNfPRCrz9lnh7X3Xt9a33q/99U40KOa1WIUplrP62JMX9bisfEqGUPjmauCxydS9SBDCvqzFgW7t1Twl+orXPe9nlKJw6bF44UyQ53ZdhDHlCydV5eaDDgmU810xtUOI04v1JksZrjWcLE0jcGMyZFqjqGMxcuLDfKmzlw7YLrlkTN0TCnImzrPz9UoWgaWJrnWcLm7P52hvKvcxzONGq+5rV1LjS56LmfaLYqaQaVrESv4QN8Ad7pZqkZKXOplwHyr7bMV8sGRHX9vJkUOL/9ED0fajNtpHykEBdPgveMDwFontfqKvvNgH5ltDEaUUpx1W5xzWz2d54TlcMLJcsCyiYiZFXVOi2kmVBWJoIVPA59hilxliZYIyGBQVhmyWFwWi4ypCodVH2YP3aAA3lvp50uNldsK3Jom+Zf/7Pu3/Pxf/39/YMNnhYLNh7/vPj78ffdtu7/vfd9dfO/77gLoejakd011U8BCCN782BHe/NiRbjp4tT+9WQhnaKjAe999kve+++QtX2Ov0IXgp4ZGueJ5/PHCDGfdFrbU+MH+Id5T7e860zmaxhuLJf7R+BH+y9w0n1tZpBFHWFIybjmdip21gWOgEj62OMv1jrBRWTM4mc3xYwMHeEOxtOk8KobBL45O8k+uXuR/unwOQ0juy+X5/r7BTYF7K6zGEaUUUaLQpdiRQLgfPIyeeuUBy+JCq83HpuaomDuTcQTwQKbA/ZlC99+ruNPOcofd23rpVohQrOBjIjE7j1xIwhI+CoVLhIPOABlcFfIss5yiiiV0FpXHAi4Pi0FqBFSw9mRcvgq/Yy/YC+yOShmkndeSaDKuqvSpHBExM6JOCYezzBARc78aRyJ4RUzhYGKgkcHkilwiIqaoHC6JRY6qwe6ZG1KS61E32U3iLQVbsqbGPcNFDpYcJkq3NgL8fG2JGz2kOCXwocoABT0NeEteyCtLTbJ6Wjv54FCJT1ycRQrB9x4aQAhBK4o5Ws7RCCI0KbG11IP3pYUGGUMjThRmxyt+quVxpJzjUClLM4jIGhrjhbWRii0kD+QKXPFcvtqDocdnaqn1YOUmn3gvUXxxZRlNwFEny/HMzs/1rbbPtxr71T4AQaKYc32uNT0yusZd1fy21RUJcMZtcc7tTdzkLes8sj1CviGu8d7kFBLBC+I6ILhXjfJ5eRYLDZtUl2FK1HAJGKTAJbHAmCr3HLgfK5Sp6AZLUdiz0t23Ei0V82Rzkf+wcp3zQYufqYzzofwgI8Za8Plie4lPNuZ41q0hBPzq8ClOmLfeJ98qNOCjpx7YMP9abdGtZFAF8OZiyg6HjfO39WS2IcPiQ9VBPlgd3DTH2+59soTkwVyBP7zz3k373QvaQcxTFxe4f7SEbWi0g1RbJGdpLLQCBvMWxh7WsXdCT4FbCsFkNsPdxTzX2l5nFLf1tqvMvq2+Ftt83guUgq+pWSRpCllXkgImQyLLJVUjS7reHaFoUuPLyTRZYfCCWOROyqnZexLyMXWJWdXmr2mH6cNB37Yr2Rpxx81pN1hCYoiNKu0KMNHQkKyINlfFUncAYgodTUlWH0kbnTkaDKgCg0pRFx4KmFDVDfs0hOjZbc1LErwtZgtCCBp+xLUVl8l1RLSXZmsIBKc662lbQanU2vKc26LWw4BGAG8tVlMXHiEYyzsMZFaXE1Jf9u8/MgSdpZk3j1bSwNwJ1oJ0sCKA9x9ayzxcrrd5ebHBvf0FvjG7wlsP9uHoGlLQlb9dvdY7MzlezbR6CkzPNxu8pxTCTX3bVc8lVAkRcNFrc8TJbBKX2I/22QkJMYG2yNXinwIJQ823kgsOEWg1mtYFqu2Hd00Dbzr+PrVPM4z4s6tzTLV8BjMWXpzwxelFfvzYKCVrc5C/5nssRGHPKmkP5IrdtW0NSR85viDPMaYqxCg8Al4RMxSx8Ym6S2AZTLKkRKdJqt3Uei8wOm2zGIXMh3vXTn+9kREab81Vud8p8rPTL2MIuSkh+bBT4qSV58+b8/xhfXrbhGWiFB/3pjmgORzWs5Tl1jwCT8XMxh5fDZb5sHNgx+qQr+U/SiQC7mm+g2xS3pPC9+q7sNtvbiXG9Lrv3RArxVIr4BvXV3horMx802ex5ZMoaPkR775z6DaPsIaeAvdSECCEoN8yuOF63FXMo7E3m7+94qPXZwmV4nAuw33lAgLIonNZ1bspoCU8ilhMqxZ3iz4ahCwrn4A4TTsrjTo+dVJt22U8TDSGRAaLzeYnq5gPfepJTJAk1OOIB7PFlGQA61JRO6M7ElxXEnNMDZJXNjqSonK4gyG0zhqcUFBW6druUQY5L2YZUSXmRYNBVeBAkhb+526yj1s/Ut0NiVKdlfTNWPFCLiy1ePPkmtD+9ZqHFOwYuCGdKTXjeFfSjiQ1PZmw7a4QjKFJdLlxra+wrmPPiHU1njc9b3lT70oTHsw7GFKgScl9A0VKltH1gL75d6OmzbhlYwm5a6CYDXxmQp9aFG0QWxkwTc67bbw46RLntsPttM9OiGWLmfzncKIBlu3TRLKNQIJIWMh8tUNe2/s7uh/tc7XhktU1TlZyTBYyhLHiTy/PECRJl/yzHpc8l1q0ldrCZhQ0jYOW1R2wmugcTQZwRUBe2ZRJl5YUIFQqc9xVkOv8FZGQx+554L76DB1xMrzUanxHBm4pBFmhk5U6Vkdh8mZkpEZGapQ1Y9uMY6QSZhKPV8I6A5rFchIwl/isJCED0sIUkhuxS07oVKSJLbQNMtPbwZUNIumTiP2h96XchpALznNMevdiqq15JjExdX2OFX2GSW/7ZYfbPx+IFay0QxpexELTZ7kd4Jg6Ybz5mb8d9BS4NSFoRKk7WK8ShNdaLi+sNNCE4J1D1dT9qnPirSjmmYVlBh2Lo7nslmpKL9YahHGCLSX3ldPAMSyyeETopCPJiARbaIyQpU84mErD6AizWKKKg45CkcckQXFA5ChiYaGRwdi2S3NVwnIU4iZxV3Z1FRLoJYm5WlO+6lsuEAyotQCYxdqgbbt+nDiiSizRokqWZeVSVhkqZFFsNriPOxrUvUB0aim3ghfGLLT8NY1eAXU/3Hb7VSjgNbdF0BOhKF2Tymn6hod4p+d5t8Hh6tcFU8fRs9T8kKpjbjn7XUWuQzzpMwxu7EI09FTCdOAzHwYbAtNBy+6aeAwa5rYv5X60z3aIRUDdeo3J5R9hxX4ZJZI0cCto91DHvR32o32ijmKRpWmUTIMgUUQ7PKbXfJdGj6I0I6adqgB2BnwakipZ1KrRCztXpNxcdbIXjFn2vlt6NpOIJ1tLvDvXR6zgea9GoBLusHJUNZPPtRa53ylgCsliFHIpbNNOYgQwYWYY1e09W672AiWgLA0WkoDZxMNTCXWVsq7rKsIRGgo4oDm3Mj68bSTENLVlpqyzHPRPbhu4fdliWZ9mzrz8ugZuU5Mc7suCUliGpJI1U3GYKDXACpNkV+XAXtHT3T7g2Fxuu5xvtju2nrt3qC+sNPjHL1/AkIIHKgWqltlNRawEIb9y9gqPD5Q5cMje8mKqpkGsFPkOM1UIwSAZ+sUaK3A1kD0hUkeWfpHeuJvtMVdf0COUenppLSGxpCRBUdXSILBKo9+qRGArhEqlndUOHsTbHh+de9RBFmlyJ6Uu83WrrSOlaPdIljGF2PZcpBRIIZhpeJi6JEwSgighY+78iCjgnNsi6GHwYErBiUz2dXnHpRBYmuim3XfbtqgbTNjOroEJYKozqzzirK3/D5pWV/RjJ7y+7aNIREQ2mEQqY/UTEhEh1K13EPvRPkMZm9dWWsy5AboUuFGCqYlUZnKLZ/BG4HeVsnaCAA47mQ3LH+nnNxvNbt+KuzGhd8IB0yK7z0FyKQ755wsXeCxTxk0Sfqc2RS2O+JvlUd6QKfN/LF7inw2eQAh40W3wdHuZ5ThACLjXLvLuXD8nZBZjB3LvXqALyYh0GNFsRqTDlWiJ2dinIk0W4nT2PazZtFVMTYUMKCut0SbBUnLH2JCQEAiPhraAQqErEzNx0DA2DLh80SISAYlIsyW6MrGTVVtRRSQCWrLGtHWellyhoS0SiQBNaRjKxlA2CoUnGywY11kwrtOSK9S1BQBMZWMkNlpncgcKT6bHVCik0tCViaXSZ1ogiAiJRUgsInRl4MkWCoWhTAxl4xgWb5iodOPLcMFhpu5xZq6BIUVaDqbtNhXq8R71slHZNCibBveVdk6Z3oxEKWphxOdmF3nfyAA5o3fCzc8eHd/y841lX9t/t91nvby0mhA4UhIrxYWgzbi55kFuCtnziLuVRLSTmOIeBVgEAgONIXZXR/KTpGdb0ZymkduG1TuQtRgvZ/iHn3uV8XKWqbrLycECdw/tfA4K0hKeZPfZnSkkx53XV3K1VxR1nUN2hi/VV3bddjb0memxBPBmvJ7tI5BoiU0kW6zaPQRajZZ5FU053M406HbbZ8AxefNwhbMrTU4vNcjpGv/tnWPkjK27nOkeXcoEcMhyXnfN/e0wato9k0F7hYnkqJnlYtBmPg4oa2kQe81v8aBTpJ0kFDSd3+8E9J+rjHPMylCLY356+iXyUqcgdcbN3ctC94LVvnNQs2iriATFSaNAPm7TVBEj0qYkDK7Eba5EbS5GTY7oecwdnru2VuOi8w0u2y8QCp/h4Cgn2m9kIJhE64SjSPi8nPsCU+Y52nIFHYtR7wT3N9+LrkwiEXLdOsPL2SdZ0WaJhM/nyr+BQFKKhpj07uNY+xEC4fK1wseYN67gyQYJCfPmFQCOuA9z2L2fcjQMKELh83zu00yb5wmlTy4uM+qf4FTrrWidQfGyMc2MeZ5lfYaBcIKXsn+JL9uM+Mc57D7AuH/XpjX2oYLNUI8ltXvB6ypZZWuSu0p5/suVaR4fqGz70n6noawZ1KKQs15rk5tRQdcZsxxgd9nK677P9cCnuA/+49thOQp5ze1N1KNqmFT1rUkmBwo2H7pzmLce6mem4dGXtShaOtYOdbcpFOfcFmEvM0ohOWy/PjPuvaKgaYz1WEZ3I/B7rt3fjNevffQkz1jtr/HKwL/ANWZwzSmk0tGSDIeXfpLbCdz70T5ly2CikCp1ZXRtx4H7dd+j2WOq/JCd+bYF7rJukNO01P9gn5jllpTcbeV5NWhyOXA5YeZYSUKe9+o87Je4w86yHIdcCFyeai3xudZi97cJMB/5LMQB4+xf4BbAjzqp+cU9epG79CKK1OnrlF7o1sWv9g73GaWe2AKeaBEIjw8s/BKxCPly8fe5aH+DUPiM+adQKL6W/xiBdLmv+T30B+M0tWWeKfwxL2U/x52tN2OpDBPe3Qz7Rzif+TrXzZd5rPYRMh1dg9XQaakMT6z8CDess0yZZ/Bkk8dqH+le3+r/92ST53J/Rihd3rH8N7GSLFPWWc5lvooC7m2+s7utK+vMmRfIxgU+uPBL6ZKt8NHUtza2va5HczSNx/vL/PrF6zy/XMeUkn5re5WjGdfnl184w4yXdgLHCzneOVjlfQcGttw+UQo/Tvi9a9N8bXGFeS8gUoqMpnEw4/A/nJigz1pzCwo7tqS/efE6ZxstokQxYJvcXy7wQ2PDFIzUXi1RqbVoUdM566e2mav7KGo6h5zeXpCrvss13+VkJrf7xreI5SjkbHv3EhpBqi40vE16txXGXFlu8/HXZhjMWXzfnSNcWEolT+/oaCXfjFXf5Hoc9UTY04VgpEd/5NcbWan17NW8HIabFJe+Ul9GKcjpqePaC80GH+4b3MDleL3bRyqDfHCY4ws/j6vPoESMnmQw4zJWVO15P1vhdttnK1b5U1uwypVSRKRezL3wAASpPsLtOIDthNUqgHYSU9D0TbrYQgjymk5eaiz3ONDYDaYQ3Gnn+Kq7wjm/zUNOkbzS+FJ7mTNBkzvNHIZIg+Rbc1X+Tt+hDUEyK1LC2X7i5pnjak3HasZSANNJ6hQ5LDM9M7ILcR8T3t2YykIpizHvbqasMyzr0xz0T5IQc8V5gTfUPkw1PICpbHJxiUnvHs47X+dY+1FslZYwrJ0NnUHEVkMHgVBrV3LzNgqFL1yuOi/ytuWfJBuX0NApR8MM+Ye5ap/mnuY71y3PKvTE5s7WExjKAkTnf9e+n9Hm+Yr1DdrCxRUeTdnCSRweCu7mZHAMX/hc1K9x2jxDS7SxMHnIv5fxaIS86i1W9BS4a2H6UmY1naUwoN80e2KUSyHIGToPVAp8fbHGWMbeMXDnDZ0fnhhhyQ/5w2vTNMKIRrR1+kwpxUoQ8rtXp3lqfplDWYfDuSymFARxmj7Oamu8ST9OuNp2+bfnrtKOYx6qFNGEYMEP+NpijVApfuZI6okbKIWrEkKlNglsFHWdI3ampxH3ObfNWbfN24vJpjW5/UAtCrnqe1z0dg/cQ4ZFn25268pvxo26y9euL3P/SInnbiyTKMX1mosQbBu4YxTLcbSJwLcdNJHanMbAF5YWWQrTeti8rvGeav+OhLL9hiW1nj2bvY68aZAkXd35ehQTdkiMsYJB02QuDBkw16qCb7V9eoVAgDKwowGMOJ+S05SOpqx1c6Fbw+22z15Y5c0o6kktbRUVY3tG9M1QSjEbpoqBgrQPq3bU7paikNkwoKIblHUDQwjaScxT9WWCJGHItBizbEYse8PRMh3rx/0L3JIjZpY/rM0QqgRLSHJSpygNvtau8c5cH/2aSZ9ushgH3Ag93pgpAzAbpa5c+7W+vQqlFC/GKwTE5IWBI1KJ0QUVMCxtchhMJS4mkj5hM6tc5hKfEenQVhG20KgKiwtxkzu0wpqOuDLJJEVWabKZuEBCjC/dVF1StgmEyznna1yzXkGikRDT0lZwtQZK7K9afExEIF180eaVzFMYjo1AEAqftlbDvUnzX6JjqQx2J8CuHzxAGri/br5IMckzGR8kECHX9Cnm5CKj0TACwcvGOea1JSajgxSTPJ7wedk4gwQORWPYavdM166B241jzjfbuHFMn2ky4/u8ua8C20ieboW3DlT5w6vTXG15HM5tX+yf0TXeMVjFixO+tLBMuAODvR0nXGq5fGpqnomsw5sHKoxlHCxN4kYxU56Ho6/JGS4GAc8v1Xl2aYWfOnSQh6pFDCE432jz5NwSn55e4K+NDlG1DJbjkPkoSPXKbzqu05mJjJo2l3eRr5wLfc65ba743gbizn7hkufymtvqqQM5lsnQZxjbmjE0vIi5ps/7Twzx9OUFFFD3ox3FdhIFK+HuZSCQsvEtKbGl5Lrvcdl10YTAkrLLZF+tWDCkRHXq5S0pu516K07vR07XuwRBN45pdj7PrzMmaETpmlykFLFS9BnpyttqB2IK0TNXISZlT7eTuBuYMlKyEid4SUKkFDk0bpbXvaX22cP6qSIhFh4N6wKgyIQHMZMMsfAJtRXsaOiWaVi32z57YZXX42hT222P1Ge5F9Z90iFufqW+QlbTmAsCKobBg7kisVI826ihCcGU7zFkWhx1srTjmDPtJlpHg2GrgZTdeY73CxqCAT0lfg3pFo7Q0oyHbvFUe4mfroxR0Azuswu85DV4ur3EUhyiSP2w77cLTJoZgiThm16dZhKxFAec8Zvkpc6oYXPSylGQOt/0GqwkIS96dVaSiGfay8yEHiftPGXN6PpIKOBcUueAyDCvPMJOmjwrdM7HDU5qJdoqIhIpibeWhFyKGxSEwYoK0JVACZhWbU5Q2PAU9nKv08AuEUqiISlE/ZSjkQ2z2+6J9oQeJprdYwpM5WAlDn1s9MqWSqIrY8f36qo+xRv9+zkUjRGLGIWiYTbpTyo0RItpfQ6F4kR4mGpSpiXavGycZV4u0Scq+xO4W1HMxVabBT9kwDJpRBGPVbeXPN2ItBzqsf4K//nyDS612pxws9salQsAIXB0DUMKYrX9QZaCgJdWGlxve/xPp45wbym/odM7xcZZ4lTb50sLy5QMg4+MD2PJlP04YFuYmuTT0/O8Um/ycLVILY5YjELaSYynNlY+a51U2UO5Ild8d8fnxleKi16bL9aWOGjZmOvSqLeLdhzzbLPGN1uNXbcVwIO5IgPbSGgCaFJg62lnFSWKZTcgThSGsX0HFSvVk6gIpExVp2MycLHdRgAPFYoczqSC/RKYCXwkgqppECQJM77PiGWzHIW044SVTjp2wDQ57GSIleKq53VnU4NW6pQmgNfare45RkpRKZob0nl6pzpA0ltdftAhAa7KMPYZJu0kIRIKW0pmAp835ksbjnEr7bOXcJCIiJZ5ldns5wm1JqP192PEdxBqdZacbzDSeA+3us59u+2zF1Z5I47ogbsHpJOF9Zm0nRArxWIY8pmVRX6gb4hLnstSFPJwvsR5r80zjRpvLVX4ZrPBVd9j2LQ6tbiKnCYp6DrOFhUvppBbGiXdKqQQ2GhUdYNTdp6KbpARGsetLF92lzlo2JgI3pKtUtR0Pt1Y4Lfc68QoRnSbMcNhQqU+Cn/eXGAq9NCF4GLYZikOOWDYDOkmBanzdHuJC0G7M1MXPNlapKQZlLT0mOv90ldUyDuNIqejFW4kLfLC4D69wp8GV7lbK6dCNyom7DwhAQmxSjCQNFTIsqpv0qdcncmWoyEU0NJWkGhYiYNAYCYZTJXhWPthBsJDXSa5IiEh6RLYoJMeVxpJJziuHxCsD6yrs/uEmGRdTT+Aho6ZOFgqyx2tx6mGo2gY3SOu1SD1DltZeMKnIZskJEQiwumUqtVkg5iYQpKnL0m1znMqS39SwRcBNdlgIOnbafdAD4G7zzJ5Q7UMCoZsCylWhUV6uwgFVCyDN/aXudb2+PpSjcf6K739eAcsBxHnGm1yus5D5SLaLqbIS0HApVabU6XUNjRWCjrr4aOZNBV2odnmwUqRo1YGjTRtVhCbO9OcpvG91X7+eHFmV1GNs26L35mf5qF8MV3rVrcnXLOqR/ylxjKfWVnsyW0qIzXe3HE32g6OoWHqGv/p+WtMNT3+8zev0Z81uau4Patc0Xsp2qrCmwAOZTJ8bGEeS5NkNMmY7aCAbzYa6EJwX77AchTy1Moyby9XeLnV4tl6jbtyOfwk4U/n5/iHh46wFAb83uw0RzMZgkTxyYV5/t7EJHlN599ev8aE7XA8k6HP3MxzFUJ0gqXsyWbz5rK7CIWbJKnwiKbzwwMj+9I+e0EkG1wt/hFDzbcznfsMiQiR6AglmM09xUjj3el53GRs0Atut336baPDKm/x8lKDnKHx03eOdcs716OdJNsKA90MDYEttZ7FLCKlyGkafYZBUdfJazqagK82Vnh/pZ9T2RwSmA0DLnhtHswVGbUcqobBHZnclpwQS8puZud2sXpvJIL/e/juDf3qDxaH+cHicPffZc3gbdk+3pbdumPvkyb/YODojsf776oTPZ9bpiNSJQAbDVNIvhjN0idt5pXPtaRFAgwmDomAojS5pJqc0kq04pCnwjn+XubUhn029AWu2C/SH4wRi4ir9ktk4iLlThpZojHh3sNF53kEGkPBYaSStLQanmxRDUfRSQeHAomjcjS1JTytiaWyaErrkOjWnjMzSdPfLW0ZX7awkgxKKKRKZ9iWyjDu3s3L2S9wX/Pd5OIKCRGubBIIl/5o6wqnrSAQPOE+wiezf8lz5mksZeEoi7e6b9giqa7W/WttD72gpzVuS0q8OGHK83il1uRdQ317Hsd/6MAg/8eZy3x9qc6JQm7XQLsbgiShHcdUO1Zqu2+vmPECLjbn+OTU3IbvlEobbsEPiJXC69QkClL7woSNcni2kDySL/JQvsTzzfqOAigJqXXdz114hf998gSnsnns2wncwKeXF/gX1y8x1YP2tQB+dGCEA9bOalzH+3KMlzKcXWhyrJplpOAwWc5QdrZf51TQs/hLKj2a/n3QsvkfJw7xpZUVfmt6ihjFL48f2vH3jxaL3JcvUI9igkRxptXidKvJQhjQbsT4SUoEe63V5qFCgZKu85ZymcdK5W473AxBWrPf6mFOGXfq8ldxxXO5J5tjfAdXsFttn16hSIikS7X9MHPZp9Z9I1L1jA6STnDYK6HrdtonAfptk/5hk8eG03vgxZv3o0hNIXoJ2wL2NNPVhUjvj4Jn6iu8qVDikJ1K02Y1nWYcoRTd5Y5V/ocUO2dgNSF6XmPvBds5LX47IYC/bk4ggDfo/d32SFgzLzlq5rvbApyQBTQEC8pHF5L79coGmSsdg3I0TDU8yCerv4InmwwHRznk3c9AMNnZl+Dhxgd4OfMUp7NP8uXiHxKLCCfOcXfrHVSiYeiUZ+nKZNS7kyvWi/xl+ddJREJfMMZR92EmvHu6x61EBwh8lxV9lj/u/yfoyuDO1hOMe3dRiPuxkxwPNz7AN7Of4cnSb+PKOhJJPqpyov3YngK3Aua1JQ6HE9wVnGA0Hu6Q+TqldXE/pjJZ0la4ol9nPBplSaxwSb/G/cFJBuPeSKU9Be5p1+dK2+0qvyRKbVgv7AUHMzZ3FHKcb7T47MxiV47yVqELgSkltSCkl2yGIQV9lslE2eHDY0NbbC44kLHI6qkakI4gUAmO1DbNuIUQSAU/PTTKL18+x0y4c6lQjGIm8Pnbl17jg5UB3laqctTJ7EntqBXHXPFdPrY0x58uzrEchuyWhNUQDJsWP9o/Ql7Tt7xfH39tmlODBWxd4+pKm3uHixypZtFkmtbc6R4r6Kk+GdIZhb7O7L5sGLy9UmHQMnm2VuOy56EJ0alGVgRJQmNdmtmLE2KlSJQiUOlz6EjJo8Uyd+XSmVFCSiaEVIVME2LHmZkQHR3zHibFMWkqcBW2lHytUeOZRo2KbvA9lc2zoFtpn71BoCUWcYfYAxDKBi3zGlrHfa7W8Hnx7ByaJrn7aD+NdkA5b+OFMZapgYIwiinkNs8sb6d9zq20WPACypbByUqeWCl+/dWr/FiHVb4hfdojMU0A+h67jVgpznotQlKS2r3ZPG8pVnhnqcq/nb7KN1sNmnHMMSfLUSctxTvuZPm9+Wm+2azzaKHEE8WNGUKNXpcKd0YUJ8zXPKZXXA4N5kgUFGyDlp9KvzqmRsuPcQyJHyX4YYwXxigFEwOvX6UKbGaVC+iWg6X/3vi9QnUVJXUlGZc57tCKG7a6v/FeFEkn4J5AiQRNmZiJjVw3NdKUyYn2GzniPthNg0slMVUGXW0kN2voPNz4IFEz7PxWx7hpjVggGAgmKEWDRCLspOSdDevlurK4q/U27mg/1iXASaVhrttXJRwmH1VJxM49r0JxVr/Eef0Kpko9NIpJnu9134GjHB4O7uGCfoXP28/g46OjcW9wJ0fDSXKqN8OXniJHRteomAYJqQrYrWiuGlJydynHkh/wlYXl255x5w2d0YxFcybmfKvNZNbpEmO2QsHQOZixaccx95QKW3QAAlMT6B1mqSkEk2aGA6bdGTHdvDXclc3z9lKFz9eWmNqlzjcmFZn4s+UFTrebjFsOk7bDqGUzalo4UsOWshO8FF6c0Epipjo1sld9lwtum4u+25NOsgT6DIOfGjxAv7G9lcKVZZfxUgYvSji/2OKRgxX2VLC1x9uolOLlVotz7RYxiqUwNZboMwxC2+aTiwsshSFeErOyLnCfd9u0kzR4u0nCASvVTP7U4jzfqNfJa+l65Lsq1e5p7fckZn14OZnN04pjGnG0c3B+HWdSeuLQ136E64WP4RkzzGWfYsV5kVj4DLTeBIAfxmnaW5OEccKN2SYXr9XQdIlKFK4fkSjF4w8cwNR3NzbZCetboRFGuHFCcV1QrvkRQZx0ZYC7v1N7oKbt4fzaSczT9WW+rzLIkUyGa34q23kj8JmwHT5UHewMylMvaEtKUIoJ2+GD1UF0IbYsiVuVML5dXF9sc32xRb0VUmsF1FohB6oZilmTMEpYqHssNwMqeRNDl9imhi7lvjlM7RW7qdGtIis06KTW18NJ1nhH28mTrq/BXlUt2+2YTrKzMJhAoGOiJ1tXNK3ux1ZZ2CFwahipGMs2D2tEzKJc5op+gzf6D+AoG4nAFwHnjEtc0q9xLDxENS5jKJ3+uEooQjQ0BuIqhSS3TUnbZvQUuE0psDSJHyfkOnaDt/KCH81nOd9o89nZdMZ98/WvvsBhkjKBU2JRQpAk6EJsOG7Z0DlRyJHRNT49Nc/bBqv0Wya6SGfKK0HEZM7B6pBhBmyLe0t5Pn5jntfqTcazDnYne9COExb9gFPF3AZKgxDbj6yFEJR1g+8p97EYhbTimNou7G4FXPZdrvguL2kNDlg2o6bNAdPC0TqBmzTN6CVp4J7uBO5VPeheU4qDhskbC2XeWaqmbbed7KqAswtN2mHMq/MNnrq8uOH7wZzFsb6tR/eCzX6+O1//qn50xxxFQUk3GDEtyh3G+5htowtJVtMo6gaFjv612SFKFXSdIdNMa2xtjXHbwU+STUmXBwoFBsztSw/pHL9Xu4PVa1VKsRxFHZe11H+3vs19v9X26RVSWZS9u5nLPk0uOIRUOooEK6pSdu8BBFJALmOiSYHrRUwvtIjjhFzWxPNjXC/E7My8N53PLbTPKvKGzvWWx+Uoxta0tAyMrccxcg9hcC9tFCtYDiPKhoEjtW4fIkW6/PdQvkiUJMj1kxEhKOkGD+eLpJLKW1/rfqS2a+2AxYaPFyS0g4i2H6PXPBKlCGPFXM3DDWLiRFHIGJi6Rowi7JHw+O2CJfa3pvyvChISVmSdFVnnWDhJWaWiNTXZ4JxxiaZso0SCrWz6kyr9ya1rLfQUuIMkYSkIqQUhjpY6WN0KyWrQtjicyzBom7xc20iqCpKEZhizFAS0ophaGKXMYjfgTL2Fo2sMWCa5jm9zyTQ4Vcxzb7nAp6bnCRPFeNbG0TRaUczVtstPTB7A7NSNjzgWb+ov89mZRX7v6jSPVksUDT21YgtCLjRbHMpOopsSXUgClXAlcJkJfUZLabpkq6t9NF9iOvBpxBHPNes9mbAoYCWOWGk3ebkHctleIEjVnR7Ol/hI/zAjuxjBj5ccXplrcHm5zaIb8skzMxu+f/BAadvADfSsYLVamiWE4GQux7FMhoS0Y1ytcS8bBh8ZGukuxWgdMRwJ3JXNcbKTEl91EzOE4IP9A4SdwK3LtfHqDwz2ZqEX9WiaI9dd61wQcMFr4ScJK1FEoBLeUd76Jdxr++wFEh07GuJg7UP4+jyJiNASBzMuITsEHsfWKeYtok6qNU4SBvuy5DMmnh8RJ4p81sA0tu5sb6V9AMbzDt9crHO+6VEPItw4pmjpmNpmVrneY/ZtlfHdKywpOZHJ8mRtiZnAJ1KKw3aGg+veCX2bLN2ufIB9EE2zDY2MpSOJKedNMqaOF8bpEoUmOFDNYBsaXhiTtw1KWRMvjFlufec5k/3/AWmNtMJEpyGboFaDeYO28CknRaTan0FNT4F73g+oBSGGlJxrtrmrmN+2HngVqx3vze/keNbhe4b7OVNvda0yIXUT++TUPL9+8fqG7V9aafJbl2+gCfgf7zzMe4b7yRlpHeegbfK/3X2MXzt/lafml/iv1wISFAVD51g+u+EcHU3jjkKOf3nfCf7t+av85qXrNMIIQ0oGLJP7ygWsTpmJl8T4KiFWMB8HxIC+DYNEE4IPVQdTw4mZa3y5vrIf7/QtI6/pfKR/mPdX+jnm7L5e8v4Tw7z/xDCnZ+t89doSf/PBiZ6PJRA7Lk+sR6zYQF7aTpBGwqaO3ZQSQ6YiE1t1tLcibrOa3enFWx3S+2x21uhPZLP0GQZZTSNUipV461rt22mfXrCWwdCwo8GbvosBSdYxmTywlnmYPLCxSmA7xvmtts8qHF3j+yeHmPd8bjQ9LE3jrmp+03EEacDvJXSn2bi189tq4pCsC+ymENyTzXN3do1Etfrt6nXfnKlRN223+rv1x9rJHncvOH6gyLGRzWne1UtYf3mrx1d7HNz9VcHqs7za/vuxFLHTcXgdjmFgcDgc51X9Ah/NfoaIGKkElrK4IzzC8fDQvh2zp8A95jg0w4gzzRaHstme2KnvGenn3SP9m9YaD2Zs/sbkAX584kC3tAzgUC7Dzx8b39ZcBNiwPZ395nWNXzoxyS+emNz0wN/cZepCMJF1+Cf3HAc6bM7Ojtafpy3TMohWHBGh+LPaPG/PV7Z1BdKAN+VLnHCy/PbcDf7dzPV90zHeC+7O5Pjlg4e4I5Mjt8fSovFShqK9N011TbDBynEnhCrpWYt6PQTw7mpf9+/9guqck9sj69vopO9XUTXStvLjaFuhoNe7fRQRbWOaG4VPEWq1TrBeC+Yn5/4ut9pqt9s+kBJCRzI2I5mdsz6O7H1BIewoGm7XB30hmGcpCcgInSEtrX9+IapxSEv7rWYS0VARB7VU/fBq1GZYs8kKnXoSciVuc1zPMxW7NFVERmiMaRlOGmsDnkCpnuRZbxXfaQzzbwVCIlZkjTP6RR4LHnpdj3VNTjOcDGC8DorfGhofcN8BN2lz7fcgYdczv9Ryea3RZCkI6TMtFvw0TbNbmnw7AtsqW/Hmmfh2n++E1XPo/mSX365u3+1ettneBE7YWSZMO03BCrGtVOj6/VZ0g58cHOWuTJ4/XJzlm806i1Fvylm3CltIDlgWH6wM8sHqAH2G0Z0Z7gU1L+TScouDxd6NCjQEfduYltyM1TrfuJP63sv5LeHzbDzPSVlmTOzMplVKcU7VmRA5zB3W2gKV0OjBRnIVlpSUdJ1EKf5ofpbVAFnraGz/3BbZjde7fUKtzqXyf6Hs3YXdvhex6XVO9xGzygHYXMa03XFutX162ffNKGp6z6VqCmhEIaZhbkm4XEwCTujpDPvZcBlXxQxJm8tRG0tIqtLklF5gRHO4ELdoqQgQtFTMjdjjXdYgH/OmcFXMI2YVHcGFuLkxcCcp72Y/sNf3dKvt/+BrV7mx1ObOA0WODOb53a9c5upiCwWMlDM8fKjK++5Z0xlYaPq8fL3G0+fmuTTfJI4VB6sZ3nikj7vHSoyUNpLCetleKcXZ2Qb/8alL3DNWIkkUT52dp5wx+YXvOc6nXpzi9PUamhTcN1bmBx8Z25DJMNDJqEx3Prwgl5mXSyihKCY5pNJY1JYZ6JRLtYWLJ3wG4ipltcZeXxF1buizRERUkxISSUO0EB1mt6NsZvUFBoIqLdFmRdbxhN8hikXMaQtklEMlKVFJttew2PLerGPcv97YNXBfdz1Khk5O11jwQ+JvayJ4DbHw8fVZ5vKfJRYemrLoaz5BLjiy7W+UUhtSbEII4jghSRTGujU+KQSWEHsSWVhdGihpOg92iC2JUjzbrNHcQwfYCyQwYTkcdTKcyOS4w8lyxMkyYlqbyjh6Rd0PubLchok9nIcQVHSjp+OlMzjFchRS1Q2WE58p1SZBURFpKdec8ugTdip+Q0RbRfQLm4qwaK9TaFqPpcRnRrWJO/vJCYPLSZMDWpZa4rKofHxiKsJiVGS7995PVFeJbTcYIrV5tVcFZByHvJYK89TiaNv7ezvt0wvSOu4GFfde9DjL1lQq8FXMMj4NFXJYFPGJ8IgJiLHQqYrNM+JbbZ9bQVHXt7Tk3RqKlTiirBtbBvu2irkau1gddTMTSUhCn7QIiFPlQ2FgkRJTLTSWk7U147NRE7PDcXE6qf+bnd28JOmJy/KtQt0NubLYwgtjXry2Qjlr0pe38MIYx9zo8LfY9PmLl6Z58VqNKEm4a7SEJgXTKy6ff3WOGysu7zw5xFg1u6ftD1YyBFHClYUWQsBYJcPhgRxfvbDIbz19CSFgoGCx0Aj48vkFHj3Sx3h1bYCQiq+s3c9r2jSBCNGQhDKkmpRpiBb9VEiNQQJawuVmTX5fBDRFm0PRKNe0GRSKvqSMQjEvlzgaTRCQysUm6/YzIASX9Ovp8USIoXQqPdgqf7uwa+D24hhbk4SJorVHM4DXH2mCO9Dn8Y1ZCt6dsEPgThLF8nIbzw8ZGiyg6xorKy6zc3XuOJEqFAmRSjB6SUKMwk1ixk1nTwGxHkXMhwHuDqpZa5KSAi+JiZTqhiVByrQ1OoMHW0ocqZHTNIq6zqBhcsjOcMzJdsk2t+uWlCjwo4RWEJExeisLSoUsNLKaRiPefUgXK8VCmAamK6qJr2KywiAk4UrSJCcMriZNEhS6kJhoXEwajGiZbTv2OiHzyqNNRJOQO0SZZeWToFhWAQvK69RHb/y9l8Qs9RiYMp2210XKKj/qZEhUqrFtqe1VtG6nfXqBQKInOfQ4i5EUENsU/QkEnoqZpoWuBKteZQEJJWFRZXPgvtX2uRVkpYYpxaa15e2wHIWMWTZbtdIqQ70gdUoyj4bozrpdFWMKidPJxJSEwYSe6bLdq9IkRnFUz9FOYorCQAHj2sZsipvEO77b3w7U3RAvjDkxUuChQ1XKmZTIFitF3lrr5l++UeO5y0t4YcLjx/u5a7SELgXnZhs8+epcGvgzZjdw97r9wUoahIM4Fa4arWSoZC1evlHjKxcW+OFHxxkuObx4bYXPvzrL9aX2hsAdEeMKn7b0urNpAJ3Ub0KR2oh6wkfrPOdKKNrSpRSvlZklHSWIalLhNf0SGrIrXeqLgFjEtKRLW7rEnfdACUVbuPjCx1E2Qu2lzuHbg10Dd8nQmfECmlGUsoK/FWfVAzRlkQkPMr70Eyxmn2a6+NFdfxOGMVevLbG42KZSzqLrGtOzNZ599gonjg911pYEi1HAXBTgJgn1OGTMdHq67lils5S/WFngN2dvMB8GW8wRU4OKAcNitKNmthyFuEncHRRJBKYQZDSNkqZTNgwGDJMR02bSdrgrm8cWm9m5twNdCjQpOLvQZCi/xqJ3DG3btW8h0lAxZFq4nrvroC5SitnA57iT4UrS5IgsMC5zeMRMqzbv08b4bHSDNhHj5DgoM/xlMkVAPwExgUqIVLJBqKSpQqRIndqmE5f7ZR+eiglUTJMQDcGEyDMkNy4BuEnCQg/18AAlXaeoGd1rLuoGp1sNrnoe7SSmpBuc6vTtGzgYt9E+OyGUdWLhEWoNjCTHin2abDiJVCZi3SGsuD8lyCE7+gQRL7CAicaQyHTXsbd6uG+1ffYKIdIBak5L7VF3WztWwHyYOrJthT5pckLPM6ang710ZpUOom7ujA/qGUZwut+tilDeTI4a1NYGNkopWklC+ztoxg3gBjGJgh98eIzhorPtwPtLZ+dZboU8OFnh+x882NUmPz5coOlFfPHMPF88M88H7juAJkXP23/vfQe6xzjUn+PesTKOqXF0IM9XLy7y6JE+RkoOLT/mi2fmWGj6G4iBERGucElIaIo2laSILwJMZVLs6JUXVI629MgkNpayiFVCXTYZiddsnw0Msir1P3CUjYOFKz0UqSZ4W3hExDSFi6mM7n4assVgUsUnpJDkKCSvr8DN7WLXwP1QpdTTjtbYels90DfPSNS6/wRrr4pYt5/V7zfv51ZHQ0opXC/EsvQ0lZ2o7iGiKOkaathSw5YaiYJ7MgU2z9e23vdKFPKbczf4telr284cdODxQpkPVgd5e6fGupfzhrSTW8+G3Y5Zeyto+BEvzdb57Pk5LH1tjfxN41V+6oHtCYMCOGJnuO57uwamUCku+i6PU2ZYOpxNalxVTYZFhrKweCqewRYaDjpNIr6RLFIVFtdVi2tJi6IwKSuTIbEW2C4ljQ0p9BtJiyuqySXVwFUxttCwt1Aka8QR13qQjAUYNKxNNeFXfY87sqnS1jm3vYmdfLvts9NdvV74JIvOc6TlJwkLmWfQ4yKashGdchOB5P7pfwJoLOMzpVrM0aYibNoqpIrNLG0abB2cb7d91rOfe3lGhw2Lq5pL0EON8nXfI1I3CxGneMSskBFaN0Mjts1DpFi/5t+LrEoM1OOQxj5Zeu4XspbOcMnZtD69itX7cW62ScHRGa9mNhiKQBpwz840eGWqxlzDZ7ho9759fe1Zydk6WVsHlf7dl09LOIUQaJrA1DWCcGOcsLEYjYcZjdPM52DS12Xurw7ABpM+xLo4oWK1SbCkLynTl5QBeDBMddLXqi/Su/te74m1drlpPwlq08DtOxH7SqtrWK8yU/gkLesisWwhEgM7Gubo/C9ixAVA0DIvMJ97kuXMs8SyTdY/wkDjnRS9UxhdMkDCdOHjLGeewzNuAJDzjzG29BNYUf8WJJzeYFkGd508wD/5Z5/m6rUlhIBm00fXtQ0uWI7QUuepwCVBcdDY3WbtjNvmTxZn+Q+z13cM2n//4GHeWqqm69E9nveLjQYCwd2FNCU0GwQ8ubjEg8UCR7K9SeTthgcPlLh/pLTp8936XAGcyOT4cn2F9i6a1n6S8HKrgQIekv08INe/mGs6yKtYTY8J4H8wT3WPtx7v0w9ueDEF8PfNe3dt25Uo4py7u485wIhpbTJombBsXmw2aCUxQ8b29/JW22fH86m/m8HmE+s+2W7YkD7TVWyqYohHRFrbnohUunL8JrvF9bjd9onVmlBJL8/5qGXzcltneRchXwWcdZvbDoJK4tZm/r1iJvBp9rDs8a2GaUiKmZ2vPUoUXhjTnzdxzM3DmYylkbHSCUutHdKXM3vevu6u3TdNCjSRGjkJAaYub4kpf/NPbg6m+xVcNzqJ/dXAvgTuhIhAX+Ri369SdO/m4PKPYEV9KGI8fQY9zgOSmvM8y85z+MYsk4s/jZ7kWM48y2L2aXxjlpHaBwHBTOGTrGS+Scm9j+zKDwAJy5lnuVT9NQ4v/hxm1LeJlNALhIBs1uTnf+4tzMzUSRJFsWAzOFjYMCtYXW9biSMyUbhtt7iKy57LZ1cW+MOF6W1faAn84ugk7yr3UTUMZv2AV5tNvDhh3LFJgOUwTftWjJTQdNl1GXMcLrU9GlHEjO8xajscy2a6s4h6FHHNdbnQbnPIyTDj+zTiGE2k9pePlss9tU0rjLmy3OaTZ2Y5ULD5wB1DXKu5CAR3DOR3/O292Xy6zrvLsp+vEl7oCM4IsXYHV1c31+sgrwXtmyoHboIUawp8u227ilgpFqOg58A02lG4W49VadpY7W78dyvtsxPMpIBK8kSyxWzuSTLhKJlwBCMuItVmFvv66ov1etPbvUH70T6nl+rUg4h+x+KO8u5pxzHbJq9rbJMA6EIBr7mtTaxupRRumODHMaaWerwHcULe0mn4EW4U44bpDTA1iRvGHCxlMOSqIiNoPZBRL3su9T0ql51ZaVI3Q46Xtm+HRCmenlnmof4ijr59jsCNYtpRTNW++T6vZi63hy4FtiEJYoUXbh5EukGMG8RIAXlbR9dkz9vnbJ2V9urNez0C6q0H7V6lWrf6t1KK040m/+naDb5/eJA3VHbOhn2rsD+BW/osZ76OVCbl9sNkwnG0JAMkWNFAJ1mV0LDOEOrLFN37yPvHEcpAKpPpwsdxjeu0zMtkwjEWs1+m4J2k4J3ECQ6CUGjK5nzfv6ZpXqCQWOtm571DCIGUMDRYIJMxQYGUYgOjHNK1xmYcsxKFjHVKwrbrnGOl+HJ9mS/Ulqltwy42heCOTI53lfqoGAa6kLTjmJUw4r5inudrDbKaRsHQqBomWV3juZU6dxfyvNpsUgtDKqbBmOPwaqPFiVy2ezILQcBLjQaGkFxst3E7TkcaUJe9E2hu1F2+dn2Ze4eLPHdjmTBWXFtxEYIdA7cAjjlZ8prOQhjsGJvizhruVOCnCmji9l/MVZW1vQzp58KAqcCn1UO6MyMlI6ZFv7Gxo5wLA8Yth0ilkqerBKfNs4T9aZ+N+0xDr1QGRpLH0+doG9dScwQl0JSNFVWoug9v8dvd22k/2sfSNNwooBn2FuQmLIdCj6Y7132f5SikzzC7AjcK+PqN5e5szzE0LF3y4myN+ZbPZHlNf0IKQawSXp1vYOuSwaxF0d5ez389LvvuntPki35I3Y1oRTFVy8SNYw7lMyx4qUqkJgTzns+VZpuhjEUYJ/hJgiklFcvgasul37awNMGMG3C16fKmwTIDttnzUtnqdmPVLFMrLtMrLmGcbNA9v7HistD0KWdMKrnUCrfn7bPmusD93QUvSZgPgu+oSoL9CdwioGmewwkPkAnHMeO1WZ4Wp6SgSHr4+hyKhLx3Ar2z+J8JxjHjCp4xhWtexYr7aBvXGK5/L3Y4hK7SGsFscBhNObjGDTLh2C0FbqC7zlLurAUtLbWYml7pssqhQ2TpvA+7pcRmAp/nWw3Oeq1tt8lIjbcUK4xZdpdQtl5woxWnMofDmkm/ZaIJQbvzWTuOu6RABTTjmEYUUQ8jVsIIXQracUJRT8lqSqWzQcHe5CEbXsRc0+f9J4Z4+vICCqj7UU919VXd4IBpMxf61HcofVOkjNyX202quoGubd1VxokijBPiRGHpkihRGJogitPZrRSCIIpxTI2Fho9t6FhGmmS3tpHuXI8rvstlz+1Jh3vEtOk3TJybzrUr9tPDPva7fVYhlU4umKBtXKdlLOHpi8SijUBgxhWq7kM9nuFG7Ef7OLpkwQu43vLw46QbNO/tK2w5oxy3HIqa3n3Od0IribnqewybFhW5NmC4stLG1CWmJhnIWmRNi+mGRytIr8TvMJ5tQ6PpR2hCstDyyZs6Jae3evsLXntXT4KbESQJJIIwSThXbxHECQezNnNewEzbx9IkWUPDjROmWh5+khAlCkuTzLgetSCiFcaMZG3cKGbBC2551nffeJnFZsD5uSZfv7TEWDWDJgVzdZ9XbtQIo4RTo0Uypr7H7b979cn7TIPHqxWGrd6XN19v7EvgVsSE2jK54ChCbb3LWLZIpI9UxobAvlrSIpROoC0TyQZKRBhRCdmxXRMIUBIjLhPJBonY2Ylr0/kpRRjGXWJao+51I/PlywucPTfXDdyrJA5HSMq6QT2Od0xCvdBqcMlr71irndN03lna6GGeqDQon2u1GewE64ymYYrUEGTItjjXalM2DEDgJQnXXI8hy2Q5jAgSRSOKqJomE45DO445ms1wxfW6gf5mJaudoEmBrafBL0oUy25AnKgNa/9bYbVM7u5sjqu+Sz12d9xeAU/XlnkwV8DZxjY0jBMabkjDDcnaOmGUkLN1vDBBCIGlSxYaPpWcybmpOuWcRdZOZXBHK5l0XXWbmUiiFGfbLc662w+01uNkJkd1i1rsfsPkqu/iJgkV3dg27fx6tM8aJFriYEX9gEBPcgRajUg2UbtYD26H/WofQwpqYcS5lRYXG+2uje+xUnbLwD1kWlQNE0fKnhjbL7YbHHYyVNbN9IVINb5zlk5/1mSk4DBS93AMyXDeZqbpI4CKY7LQ9hkqmiwvpCVvu+mlK5VqyZ91Wxtc63qBFIKyZTKWc/jzGwuYQtAMY5aDkFnPJ6frPNBX5PRyg5UgXS6zNYkhBa8sNzmQdVgJQg4VMgw6JvOeSdm6tbX8Nxzp48pCi5eu1/ivX7/Gw4cqGJrkpes1ri60GO/L8sSJgVve/tuJxSAgUoq8rpNZ1/ctBAGxUhR0vas1UI9C2nFMkKSTAU2kHu1FQ+96JARJwlwQIBC8s69K1dzc5lOel+o7dCZZYaI6iokGjpZKNa/KBy+FYdeeOM3ippyenK5RMrbWJdgO+0hO6312p9aRdFS3COMmiDVW+Uam+a3h0uVFnv36Ze46NcLv/v7X0bW0U2y2fAxD50c+km6XAK95LW6EPlXd4OouzNqvNVaY3aFsxhCCkq5zIrORRGZKwbBl8Y6+vu4a23o8Uamsce5FOsNLZ5vp9z8zMdbdVqm1kpfjuVsrY3AMDVPX+E/PX2Oq6fGfv3mN/qzJXcXeMhuPF8t8o1Xnkr97YPrsygI/NXQgFdHYYhshoOVFnJ1usNjwKTgGGUvD0CT9BYuBos3luSZnplLjjGuLbZpehBCCH35sYksizSraScxL7SZnegxMjxVKDG9p7QgP50upcEwYbKv5vYr9bJ9V+PoC3xz6X8gGo1Tc+8gFh3CiQcyows5c6u2xX+1zIOvwsyfXqhF209jWhWDSchi3HF7t4dhfqa/waL7EUTvTbfPhvM0jBytkDb37Pr15oq/7Hg3n0+yfAEbyNt+YWuFYNUe5x9n2Nd/jqu/R2mMNd6IU11sejTCibKYd9NfmV1gOQgTpoOHJ6UXCOMHWNGpBiCYEo1mLyXxCI4w4UshQNg2m2h4rfsiNlsd4Lr0eKdLA04te1EDB5offMME3rizxmdMz/PaXLhMnivG+LO88NczDh6pM9mf3vL1aNQaSojNw7uhRCLHBwll2ttnPUtZV/Orla0z5Hj80Msxbqmse6r9y6QqzfsCPHxzhDaUSsYI/mJrhC4tLXHJd/DihbBq8t7+PnxwbpWQYeEnCa40Wv/jKqyyHEboQ/MPjR3nfYP+GY/7tl1/jvkKBrK7xhcUlLrRdBkyDHx8d4YlqhQN2utTqxjG/cukKz63UWQpXBw0JOV3jg0OD/Mz4GJUtBgbbYV8Ct1Q6djRC27iEEluLNphRFT3OE2rLeMYUVtzX+SYh1JZIhI8THsCM+tESG0+fwgqHuql2JWJc4wYl977O+vnecOzoAAcPlnnl1Rn+xo+9gYmJKqapce78PC+dnupup4BJK8NhK4MjNa4F7o7pkXNee0eFKUtIylvoVY/aNhXD3HHfW62Xbofbdeg93pdjvJTh7EKTY9UsIwWHyXKGstPbw3RftsAxO8vLrSYru6QS56OQTy7N8/5KP5P25nvZ9CJmax7zdY+hokMlZ5JzDC7NNri+GCOl4Npim6GSjRvE5GydgaJNKWti75Ih+JOFWV5tN3vSmh42TB7IF+kzNnfsr7ZbGNlUfevlVpNjTnbHe7Cf7bMKIy5yZOknaZgXWHFeZcU5jRHnccJhcsEkZe++Xa/xZuxX+2yFRT/sBK6tvz+ZzfGa2+opcL/UbnK61eSonWWkk8J866H+Ld8RcdP/QhrsHjxQ6um8IR3Q/+nSLK1bUEF8YrjKoJFyarpLcJ3RxOo5JSo9pz+4OM1QJr2eV1cafN/EUOqQ18ncFMwcx4q5DW34Nx4/xE881vuiSDVn8o6TQ7z9zo0OettVAPS6/ckDRX7nv33jhs9/5m1HN0w4njgxwOPHB3quNthvKODP5ub5i/kFvm9okDdXK5hScN3zceO4K6bkSMl9xTx/8ehDPLW0zD8/f2nbfX50do77i3n+9qEJjmUz/OnMHP/+6nV0KXnfQD+RUvzB1AwvN5r861MnGLZsvrpS43enphi1bf7fhyf3LKC1L4FbUxn6mk9wduCfMp/7HEX3XqxoACUiXOMGOf8wUtkUvFPUnG8yl/8LjLiMERdZzH4J17iBEx6g4J1EKp3+5ttZzH4F0Ch4p4CEheyXkCr9txntzcd0dURuWwan7hzuEtKEEIyMlMhm12YMArgWeMyGqfrW1cDjkJXZ9iGrRdGOrk6+SqhF8SZy26rj1Xb36+bPd7qv+1HL3Q5jrqy4/MW5WWYaPgM5i8cmqtw5kO9pRiKE4JF8kRuBx1+sLO66/R8vzjJhOQwZ1qb10VLG5J7xMneMFtGlQHZG6KOVdBBn6JLhUgZNSyVrV7+XO6TIlVIshiEfX57j8i6zXkjv1YeqgxQ0fct93pXNc95t04wjBgxz14HTfrbPKjRlUXHvJROM0jZv4GsLeMYsK87LLGS/Snn6Hraqdd4K+90+m/YPfPLKHN83OUhhm5nFMSfLCSeLjiDqIbv2pcYyg6bJh62hbZUNtz+13t+ZRClacczHF+dvSb5YkJY8IjZzZ1azaauB+F0H+miEKVP73mparrfaqQshoLPt+uuSe4yC3bbq8Te9bN/1gdil3xJCbDtw+1bBjVPNNFNKcrpGXtcpGkYqgdsJ3Ot9LXbLDpzM53iiWuH+YgFTSn5geJj/Oj3LrOezEIRkNMmZZpO78nmKRppCH7RMjmWzvNZspe377QjcQulkwoMMNt6Fa1yjbVwjVZ7VkMokE4wjFeS9E4BixfkmU8U/BhRKJOT9Y+S9OzszaUFf883M50Pq9mnq9unudsP17+3Wcbv6FDXnBTzjBm3jGr62yGz+M9Ts0xhxkWrrTdjRyMaSAiGwblobyjgbvYgVUO6oOAlBV596O6QCe9t3MlHH9vHFZp17svnuk/x6pIpuB1drLl+6ssipoQIPj+p4cczFpZRI89ZD/bv+XgCnsjku+S5fbqzs2sHNBD5P1pco6TqPFysbvtOkQDM17JuCjqGtdWBmZ5305hTsVi+AIq3E+r2FGS573q7sUEFqj/quch+Zbe7/sGlhSUmUJGR7CF772T6riGST64VPIJWJlthoyibvHyHvH0Mqg17zMPvVPkqlQe4z1xc4VHA4V2sz6/od0qTiyzPLvPtgP4VtxoF5TWfMdrgjk+WlHsrizrRbfN2q8UCusGNm4nbRSmL+fHmB2TC4Za+GnQbi6/8uWga2nraprW3mOHyHdRu7IlGKpxaXWQgCHigVmcj0bmK0Fb66vMKsHzBkWTxcvoXKIuDeYoGnlpf53OIiZ1st7sjleKhU4IBt39IkaMA0GbZsHE1DKSgaOqaUBErhJTE5XaPQKQEOk1SUtR3HLIXhluvmvWB/AjcSLclSbT1OzXmBQFsgkQFC6ZhxBdkhrBlRlax3PB3BmhdIZIATDVDwT+IEowgkCkUmHKPk3k/LvESoLQFgRYOU24+gJQ6i+38SkNjREFY0gETvfLZ148dxwtJSC02XlIoOmiZptnyWl9qMjZW7I8u8puOphIUooKTp6+qEN8OWsis2sBUUqZjFJ5bm6TNMhkxzg2TndwqafsRcK2WVlx2TmhfwyTOzzDV7JwIOGBZ3ZLLclcnzlcbKjtsGSvFcs05ZNxgxbQ7vIvMJWwflXl40P0l4pd3kz5bnqce7z+UsKbknm+eok8HcZv+rGuR7wevTPgItsbHiCkZcwoyLGEkRYw+SjfvdPlLAohey7Ad4UUzO1OlFLFkXglHT5uF8qafAvRJHnG41ebK2lA6kbsEVbze4ccxVz+WTy/P4PVqc3g40IcjsUMe931Adi9LPLyzS7g4m0140o2mMOjajtk3BuPVQcb7V5rLrMpnJ3HbgvtJ2Oddq4+eSngN3otjgnz6RcXhrtcKL9SZzfkAzqjHleby9r8qhbKZbYtgrsrpGtnPPVh+/lOCWChHZUnJ/scDv3JjmswuLlA2DKc8nShIeLd9aXfi+kdMEgkw4hhMcJEk2ilIImbL0klhBUCXTeANF/U0EUULWNpBSdAhWiiRJ13NyjXvIi3uANPhpUqQSpR1Tbjsaxm4Mb3c6m5AkCtcLOHN2Fts2OHZ0ANPUuXp1idMvTzE6ej+altaAakIwFXp8qbHMQ9kiyslv27hV3cCRGsEO65aNOOIPF2cYtx3ekC9R0nUsKTGEQBeia4zANum+bwUMTZAzNQxN4IVxl2UOsOKlJJqCtfPMUhOCQ1aGd5f7eL5V33Xmds33eKq2TFHT+VFjhJKm72sbKKXwVcI13+P35qc547Z2DUqS1J71g5WBLQOBUgovSbCk7IqA2D0G8P1uHyMpMLnykZ6OvRX2u32ESK/xXQf7eXmpwf19Raq2yWDGIumwKx19505x2LR4Y6HE785P9cQuv+i1+eOFWR7MFbkjk0PbRxngMEm4EXg8XV/hS/XlfdnntwurzOZun7yujdpxzL88f4l6FJPVNIxOLXxB17mrkON9gwOczOf2HNBWUTR0qrGBpd3+hCWv61RMIxXruQlrmZ+1pzhKEkKValtAJ1snBN8/PMQbKz6vNJo8vbTMH03P0ohifnr8IKa5t/PUdkn/O5rGm8ol/tO1G/zJzCyO1OgzTU7ksryrv/rtDdyrCKOEVjskihOklq7JZB2DthehEsVSzWN+qc2xiTIvnVvgkXuGydgGiYIgiKk3fbKOQa3pY5lpyiiMEspFh3rDp1yy0eTe13U9P2RursGly4sYhsTzQ3Rd4+rVJaamahu2daSkqptUdZNmktZ+otSWeaojdobzu9R2rtZf/4Or5znuZHgwV+RUJs+k7TBsWhR0HUtI5B7ScGKbv24m4vTaTomChXbArz5zicGcxVzTp+aHZE2dRpDWc/+N+8d3fcgOWDZvL1X5zMoiX6ov73pF5702/3H2BrFS/OzwWPeBvN3Od7V853Srye8uTPOni3M9/a6o69ydyfGB6sC21/pSvcGpQp7XGk0kgntLhZ7P6/8J7QNwspLvHmeVcfw9Y/1ktiBq3rz/O5wsbyqU+ezK4q7t4yvFOa/N37t8lv9w9BR9hoGmbr19uvUrSnHV9/j40jy/MXtjF7HavxrwogSzMznZCh8eGeQ9A/0MWSZunPDM8gr/56UrGFLiaJLjHXnlhFUdg3QoIMTaosyqn4Ii7VNA8aGhAUBs0IRYDa4b98VGRcUt9vXO/mr3mDfDlDJ1g0uS7v7ngoBmFKcDRzYOYAZNk8FqhYdLRe4pFviHZ87xw6PDlLf0nbt1pMJKAQtBwK+cupPD2bVM1epzulffiX0P3N98dZYwTAijhHrTZ2HZ5YmHD/LU16/zhntHKOQtluuCSslZnTwDML/Y4uzlJUxD4+7jA1ydrjPcn8P3Y06fmycIY+aWWvzge+6gv5xB1/f2Yhq6xHEMhIB63WNpsYVuaIyMFHnk4Qm0daPBWhzhSMmjuRJzUUCi1LYP+9tKVU63m1z1ezNkOOO2Oeu2EUx3P7uVLsaSkozU0v+01FZxwnY4bmc55GSYsBxGLIudeetrGMnbvH0dK/dEX27DEsFebE37dIP/5eBhfvC1b1KLo107vZU44t9MX+WbrQa/MDLOUSe75zT0zbgWePzu/AyfXV7YtQRrFRqCh3MlfuHAxI6rw+OOw29cuc6JXJa7ijvLwW6F7/b2uRmr19dnb88oX4+ybvC3Rsb5Qm2pJ3Z7qBRn3BZ//bUX+P8cPMQDucKG+u69QgF/vDjHHyxM82Kr8R1mZXxrUMBvP3+FR8eqTJYzFLaoA89oGmXDoK9jGDPqDPHJ2XlaUcSCHzDpZHil2eTfXr7G2WYTN07I6xonC3l+ZmKM49l0Oeey6/Lncwv8wdQM7SimncQMWxZ/98gh3t6/Rix+qdHkt65N8XKjwXIYoiM4nMvwd48c4mgnuC2GIV9fqfEvzl/q7CuhbOh8cGiQv314YsP5jzo2l9pt/mx2nnsLBRSKX7t8jVeaTcYdp9sOX1hcIqNpDNsWOU1nOQx5qVbngO3csjXtThCAJTW8OOEj33gBpRSalBR1nQdLRf7X40fIaDtzqW7Gvgfu/kqG81dW8IOIYt5CKTh3eQmlFPVWQMuLmJprMr3QYmquSRAm2JbCsQ1KBZszF5c4OFxgZr5Fre6TcQwqJZsgiBnqz5LPmmi3QEvUdY2+ao63v+0EvhdRrWbQNImUAl3f6D9dlDq1KOSS3+6wlbc/3l3ZHPfnClz3vV1rvlexVqF+63CTBC9JWCadDUsEr7Zb/KVcxBASR0r6DZPHCmXeXe5nwrIxdkh19WVNHrG3JkFtex3r6sfXp3B1IRi1bP7HscP882sXme/B1zkBnm3U+O8vvsr9uQKP5Es8lCtw2ElH+bvdcUUqTXim3eTTywt8sb7MTODTSnqnE31Pucr3VQeZsLYmqbSjmK8ur7AYhOR0nTk/4ErbZdDaXMe8E75b22c9lv2AP700yzcX6kRKUTINvDjml+87Qt8uVQqGEEzaDj/SP8IfLc7Q6IHJrYCpwOd/vnKe+/MF3lQo8YZ8mUm7tzXVIElYjAK+2qjxx4uznHfbrETRlkHb7rxH+yGB2Q5j5ls+12sugzmL8VIGo6OlvtD2map73NGfJ2fptMMYP0rQhaBg60w1PIq2QZSoNCUcKa7V2hwoOgzmUkeuVhAx3wqYb/lEyW719Gv3NFCK52s1FoKQN1XKTGRSYaOCrvNEpcxPHTyArUkutl2eWlzmX124zL+5+0400lLXjxwY5v2DA8RK8anZeT67sLiJxJvXNB4tF3nvQB9l06AVxfzJzCz/6sJl/rc7jjJgWZQNg8crFU7dl0eh+Nz8Ek8vLW9JCH5LtYIhBB+fneO/eeE0jiZ5vFLmZC5Hft0afS2K+J0b08z7qWCLKSUDlskvH5nsCF7Ba40mn5ib52srKywEIfN+wL+8cInfuHadIcvkJ0YP8FBp9zX2WCmueR6//OpZfnZyjHvyeRxNI1SKKc/jP1y9zkdn5vjA0AD5XbJR67HvgXugksEytFSu0kzt25JEcWS8QrGQ1idWizbFnMXDd4/g2OkpZGydseECuYxJKW9z352DaFKgd6Q8k0ShaQLb6u2UlVK8en6B02dmefCuEQ6NVzAMjb6+HEmcYJo6cge1pEAp6kmMI1dJB1tva0uNtxYrtOKIP1qc7amT2Q+sl6eJO2kkX0Gr05cIUs3ppSjkhVaDe7J5Hi+UOepkyG6hCS1FquMeqlQj2YuTrtpVlChMTRJ20p5hkrBqBHKh1WYymyGnrQ1+hBAYwJvyJd5f6eezK0s9WUR6KmEq8PHrK1z0XD6/ssiQaTNh21R1g5yWcgP0TllMoBIaHU35hTBgOgiYDn2u+C4zgb+nmdJDuQLvLFW5O5vfdoBjSMGRXBat1cZzvU6KcO+DyO/W9lmPa02PgqlzqJDBjRPePFzhz66m6fhtVp26EEJgIfn+6iAvtBq85rZo9yB6EqOYiwK+1qhx1Xf5Ym2Zg5bNpOV0VdkMIZEinaW7SUItClkIQ+bCgNnQZzrwueC1aW3jAFbWdd5V6sNNYj62NL/rOe2EME64uNTi61MrHKtmWWgHjBYc2mHIhaUW5xabjBYc/vTVad53fIjFdsCKG5Axde608zx3Y4W7Bgs0g4jrdY+Fts+RSpaPvTrNh08ewNQlF5ZavDxX51A5y/mlFg8fLG97Pp+ZX+BMs4mjaV3lsLf2VXioXKRqGuhCMGiZPF4tUzYNDCHI6+mM9T9evdHtkwwpKUrZLbGqbFO732+ZPFoukdU0bE3SjhNmfJ9/deEyflfRTGwgf1VNA3ObfrvPNHhjudRVlzSlYCLj8KYoRheCEdtGAPcUChR1nXacdLOpJdPgVC7XLQcbsCze1lflZD5HmKyJhEkhyGoaYx2S3c9NjFExDEbsjSY7f2tynD7LIK/pXG67THs+b6lWGDRNdCmJlSKnpYppcx1lt71g3wN3NmOS6Yh2pGsUa9+tvqx9nWcnN1bqfmcYGkVdUsyns5eJzMbRzF79fZWCmbkmz5+eZmK0xKHxSkpQawd4fkg+Z3P9xgqNpkchZ3P06JpsX0J6gzJS6ykleMzJ8tZSlaUo4ov1JZb3KIn4ekCRzsovei4XPZdLnstCGPBovsSpbI6D1saZSJAkLAYhl9pt+k0LQ6ZM+dVgbWkSR2oshyHx6tKBgkttlxHb2pS6FUIwaFq8p9JPO0l4ur7MjWB3hroCFqKQhSjkFcCRGuOWTcUwyEkduxOYFOm5NaKYlThkMQyYC8NbYv5OWg7vq/RzX25nMRFDSg7YFlfbLmOOTTtODSJ2C0Rb4buxfdbDixNKloEuJUGcMOCkHdZq+WQvCy8nMlneVa7iq4SzbqvngcZSFLIUhbzWblHUDCY6YkeZDiFUIIiUwk1ianHEQhiyGAXUop0Z9RrwxkKZ95T7uOy7/PnyAv5tptEbfsTl5RZDOYvBnIUQMNP0mG54KAWDOYunrywy1/JZdgNqXkjY0Y24UXeZLGeoeSFL7YCmHzGQs7jR8Kj5IZGrmG16hLFiIGuxW54vUYowUegiIVEQJqn7nZ8khInCkmm2aCUMOd9uEyYJ9ShmzvepheFaH93jy6ALSSOKuNRu48ZpBnHO91mJojSQ7fHFMqXkgGMzYJnccD0GLKvj/iZIhbmhGcX0myYGUOjMrhtRRMU0sDvPpx8nZDWNu/M5yKdLYbFKiFVaZeAlCRXDoBnF3FsodPvDKEm6boVPVNMqpeUgJFQJQZIgEV0/CS9OWAwDGlFMxTD2PAHY98ANGwPrXjq0nQLyfjBFoyjh+o0V6nWX/v4cX3v2MlevLTEyXOTw4f6uxrWvUlOEQcNcVyKxPTKaxv25AmXdoJnEfKm2jK+SXV6Tby0u+y43Fjxeajf5QGWA7630U9GNbru24phLbZcnF5Y4kstyZz7HlOexEkQYMmW/53Wdq66HKQWmSEeN3i6p1gdyxdStTAg+tTS/q2rYeihSCc5X3Rb0tgy7J0hSMtT7KwN8b2WAkt4bKWUxCHi4XOJK2+2e560+nd+N7QNQtQ2CJM22OZrka3M12lFM0uPAYZVT8eG+IZajiEYccd339kQSS4DlOGS5tftSxK7nQ2pf+pG+YU5lcjTimJJu7Ch3vBt0TVJ0DAayFrNNj7FiWuo62/SJE8W9w0UOVbKMlzIstAP8aF1f1KmZX0XJMRgt2kyWsxzId8xIWqnfwMmBfHc/xg5ZxieqFd4z2MeQZREkCS/Vm/xfl64gSMsfj+WyXGi5/MnMHFOdev+w45kQw54JfJfabT45O89V16URxYQqwe2YKiU3seD3Ai9OeG6lzn3FAjldQ5cSDYhQzPsBfabJa40WB5x0lnzD9bi3VMA2JfUwotlpZ0dLB8GaECwGAaaU1MKIKc8jr5eY8jyESpdMLE1SNU0sKbGk6DLwbU3Sb6WOj88sr3Ayn0MKwXwQ8FK9wWIQcHd+babfK3oO3FutjWwXTOMk6cj7iQ0sPtH1vhXd/aUDq42z6dXdbrVdd19CdAPt6vmt32araBLHCXPzDUpFm688c4kjR/o5NNnHtevLBEGE1UnDX/LbTIU+cuvdbGoXBZhCcsjO8Mujh/g74Wu83KNs5LcSoVIdUxSXqcDn745OdBm4K2HEhVYbp0N2O5xxcOPUCKEdK3K6xiuNJiNOOrtLOkpbbpTs+nI9ki/Rp5v0Gya/On31O4LsI4CSbvCR/mH+u5GxngVxBDCeyfC5hUUsITmSy/TkoLYTvpvaZxWHClnGck53dvHk1CI/eHiYkmXsaV9l3eDHBkYo6wb/bubqtyWbJUgd/v7h2BHuzeVxpEZB1xmznNsK3CjFib4ch8oZrq60+d+/dJ5/9PY7sTSJlOn6d6IU7TDG0gRKSaJYEXVmwjU/6gZvKUBf3/krurNNN0pTwn6UsNOjZWsaRd2g2iGnDds2X6/VuOZ5fLNWp2oa/OOz5ykaBr9waIKJTGpu9MzyCn/3lbN7uOx09vuPz14gq2l8eGSIR8olLCl4qd7gJ55/6VZas4tYKRb9kGeXVrA1jYKh02+ZFA2d8802x4ZSi9dXG63Uv31duz2zuMJSGKKRlp6VTYOSafDnM/O8baBKxTQQKo1j55ttioaOjmAxCDnbaJHTdd5QKXXjlKNpHMlk+aVDk/z7q9e54aVLbEVd53A2w985PME9xcKe36+eA3erHVJreIwM5rk+3WBoIIexDbP7V37jq8wttnjDAwf50z97jVrTZ/JgiQ+86zj3nRwi15EY9YOYP/zEyzx/epr5pTa2pfPIvQf4sQ/f01UzSxLFwlKbP/zEKzz7wnXiBI4frvLYQ2M89vAYRmfto9bw+bPPn+OZb1xnbqFFXznD/XcNE0Vr40DD0Dg02cev/4enyeYs7rv3IEIIzp2bQ19XX+qrhJU4JFC7y0Z4KuFrjRpP1Zb4SmOFc267JzvEbyfqccR/nL1Bn27wQ/3DFHWdQxmHiYyzoZzs4VKRB0tFVKd8fl0ZPUC3TKMXruAh2+FvDo5yTzbP37l0huUo/LaV2JgiZUf/+OAIby1W9jyq74oriJ008/aG76b2WYUu0ofFkBrvH9+5fGwnDBkmP9g3yDEnwy9fPnt7wXKP0IXgoGXz9w8e5k2FNbGMoqYzaTs826zt+PudsOJFnJ6t8dVry9iGxmjBQZeCu4eKPD+9wsdfm+apyws0w5gP3jGMFPDVa8t89NVpXpypMd3wiHaQWz7Wl+fV+QafOjvDSzM1rtd33n4rrKblFdCIYl5qNPnVu+5kIuNgS8mcHzDl7tGtEfDjmBfqDf7R8aPcU8xT0DWaccxVtzeCby+oxzGalFxsuayEEUdyGS61XC612lxsuVgyTVCv15/XhMCPY9LytZiLKy4V00ABS0HIShhxue0ynnW41HJ552CVmc71T2QyPL9S4y39G9+ZjCb5noE+3jXQt0nMa30J717QU+ButHzOXFjkxVdnOThUYHHF5b1vP4qe3drIPU4UN6YbnL24yN/7+ccwDY3f/8Rpnn95GgE89vA4SsHvffQ084stPvCuE4yPllipufzRJ1/hk395lne9+Qi5rMnFq8s8+ZXLtNyAf/CLb0Mliiefuczzp6eJ4oR3Pn4YgI9++jVmF1u88cGDPHLvKC034Nd+++usnzPrumRkuMj/6795DMexyOcsfD8klzM3lIPd7eS5w85tauRVpGpDCX+wMMOnlha4EXjU4wgvSb7jg/YqYhS/PnudOzM57s7myev6lppzcl2+ajVAi3WRe9Nn20AIgSMlD+eL/ObRU/zm3A2+XN/ZWe31wF3ZPB+qDPDGQolR097zSFcBF1tt3tFf5UrbTVWZFLc96/5uaZ9VCNjwUNxO8wghyGs6D+YK/NqRk/yz6xd5vtl43ZXMqrrB44Uyf71/mFPZXDfTB6m64rhl77yDXVCwdO4fKXGiP0+iVErqstOS1fuGSxzvyxGr1D2s2Cnfenyiyn0jJbSOaFXe0rtSs6tGJD98z0FsXaJLycOjZe4cyHezl3lLx9xGCMWLY2pRiBOk4kIv1pt8eWmFR8pFTuSy2FJS0HVeajQ4WcizHEZ8ZXmFT8ztjaQnSNejS4bOuXaLE/ksppC82mzxe1PTtz1gzRs6P3RwiESlA6+400+ZUnLQscnqGh8eXfPWVgpynYniY31lLrTSpYIhO/UJSPeR6pgLAfeVCjia5MfGRsjoGgcdh8UgYMbzua9U2PCcwN5KaXtFT4HbMnUGqlmOTlY5OFxgMk52ZXeXCjZ3HOln/EAJTRMcGa9w4coyC0vtVPwhTvjKN67y/rcf59ihKgPVLMW8xfHDfXzj9DRPPDpBxjGYmW/y6vl5PvjOE4wOFwDF0ckKL7wyw8tn5njHY4dQCk6fnePYoSp3nRhkdKRA4Mccnihz9cbaiFiIlKU+NFRESolAIYRBf39+Q0PbUmO7V7IVR1z2XD62PM+Xastc8V28jv7sbhBATtM6qmky9d7u4XfQYZGrdB0pUAm+SvDihOA21tKXopBPLs9R1HXu0reuR96Z/bu340khsJEccbL82MAI92QLfKNZ5/lmvSdW9a1iVUrz7aUKD+dLnHCy9BvmnteVVlExDM41W7TjhEGr10r53fHd0j6vB1bJosecDD83PM6TtUW+0ljhkpd6ou8ndCF4Y77EGwslHsgVOO5ku9Ulq8hpGgfM2wvcmhRkDA3H0Lrs5tV+yDE0bF2uZbk6n2cMnYyhbVgyvBlFe42L4Mh0Pzttv4onF5c422p1rzVGcU8hz5urZY5kMwgEP3RgiOdqdS63XRwtNeh4rFLmcrt3koUQqensDx0Y5uVGk//7yjWyWrpE986+Pl5rtG7rnUpV3zbzMYSgq95W7DzbN/PpMrrGeMYhUQpH1zBX5anXZRqdzqNQ6iisGQKkZeJ0+vZvBXoK3KahUSzYHEwUB0eKNFs+mrazo0mhYHForIzZ8Ubuq2S4eGUZz4/TdS8/Ymq2wdxii2++PNMpHYupNTymZhpEUUIYxdQaPtOd7b74zGUApmYbLC67eH663uUHMYsrLuWizfBADl2TSFswebDM9Gyje05JovD9kBdfukEYxmidUjPT1Lnv3oO7tkMtCnm13eJztUU+tjTP/C6zIVtIyrrBoGlS1g3KukGhU7JjCoEhtncHuxkdxUgSFKFK8JOUFeslqShBM45YCkNmwoBGvHX96aZ9kvoaP5IvMWk75LYoE9tvCCGwhOCebIFhw+54MNucbje54rtMBz5+jwOhnWAIQVU36DdMDpg2JzM53lqqcNjeuxbxhvMHxjMONzyPDOka1j7wJtf2/1e8fV5PpG2j8YZCiYKmMWRavNRqcslrc8339kTsuxkaKcn0oGVzzMnyRLHCA9kCQ6a1pfhSVqbHl+ydlLUeq7OxrTIbWzlppZvtbQZ384xvvuWnctOmRtE2aPsR7+zvYyWMuscQQNk0uL9Y4K58nopp4sUxT5Qr6fp6GJHTdY5mM0xmMjSjaFsfulTrQWxgTgvg3f19GEIwFwRoCEZsiyeqFa57Hjld3/Iat9rX1tfca9ts/myvuuxCpP3Adi5+rwd6PsMkSQOplHD1Rp1jhypIc/vgbRoauezaqEdK0VkTTcuLXC8kSeDLX7+WSpuu20+p6CA1QRDGBGFMqx3y2acvoq9L8WiaYGQwlZoMwlRO1TC0DU5f9k3a2kmSsLDQ4hOfOk2t7lIppyIslmVw7z2jwPYj0tSIocXHl+b4k8XZHYlnkpRUc9CyuTOT48FckWNOlkO2k86y96mnV53zWo5CpnyPV9wmzzbqnHNbzIQ+jW1qUdfjWuBzxm1xMpPjqPP6B+71GDBNBkyTh/JFLnhtPrO8wDONGvNhQDuJCVRCkCiiTilG0qmmXL2mNLWfdm6r7E9TSCwpqegGJzM57ssWuDeX52hHqOR2ECtFM4ooGBoFI8uU5+/I0r1d/FVrn28FVlv7VDbPcSfL9aLH1xo1Pl9b4rV2Cy+JCTpljLFKiNa1y+rvJemszBBpeZglJXlNZ9S0eEupyvsq/RQ1fUePZFtKBg2To062q1m/FQqa/rqocd0qwjjhzHyDmh9xqJwhZ+rMNXx+YXIcKQRRkjK6dZmuvkZJgi4FQZwQxQo7Evz8xHhKfFt3XfcU1yRuwyTp1mBHiaIWhilDe927IoTgaC7L0dzm5+4fnTja3VfckebVRep30YhSwan9nNkqEpTwSLQmiAgZ5xGJg3h9iq72BT2fWaMZcG2qzqGxMuevLDI+WuzOprfFNg+slIJiwUbXBT//kw9z/FAVx96c2kiUIpsxGOjL8j//whOMDG6dzs1lLHRd4noRbTfs1pE3mkFqTNJBEMRcvLTA+997istXlnjwgTGiMOaFl25sqxW7ymp/pd3k389c4+n68o7r2ALoM0z+1sg4by6UGbnNdbCdIEg7kGHTYti0eCBf5McGDvBCs85Hl+b4g4WZntKIp1tNjjs5juzBGnGnttprGYchBHc4We5wsvy8guuBx3mvzWvtFpf8Nlc9j/nQp5WkSwRhotAQOJoko2ndmeOwaXHYdrgvV+Cwne2ST/YLzSjiv07Ndvc54/kczWU5lH39LCUh7aTuzOS4M5Pj55Xiht9pH7fFRe87p322wuozEZOe0+0PWtfeZ0NKJu0Mk3aGH+wb4kbg81yzxlm3zdVOdmI2DGjG6SBHAoaQZKSkopscchwO2xlOZvIcczIcsOye20MIwZjt8KmTD9zm9XxrcaPucmm5ncpw9uVYcgMuLrU5Wsmx0Pa4XnNphTEHCg6aEFyvp4puOVNnqR3wF+fn+KG7DjBWynRtdtcjBm54PqFKKOg69TDiL+cXOZHL7qmcENLZ9VIYMucHDJgGjSjmi4tLZDWNA87e1Ap3ghI+XvYbtEofJTKvkFv+ME7jLejRwO4//jah58BdLTv4QZE/+fSrjAzlMYzbG/EYuuRtbzrEp588TxQlnDo+iK5LFpfbrNQ8Do2VMQzJ6FCBO4/189t//AI/86MPk8uaNFo+9YZPFCVMjpWQEu46McCla8t87QWTt7/pEPWmz+e/fIn1AzNNk/T1Zbl6bZly2eHV12aYmalTq7WJY7Wt/nk9ifmn1y/ycru5Y9A2hGDScvjNY3elZgeve7e4Ne7O5ukzTCZth39w9cKu21/w2lxwWyj6aQcxbhhj6ZJ2EIOArKnhhQlFW6fhR2RNHdvYPGir+xEzDY9FN+B4X56KY3B1xaVg6+QtHYFgxQsJ44S+rEkriDdtv+KF2IlgNDKxQ3hfucpoMdORUNgMscXfr1erZzWN9wz2dSVOZ/3gW36HJXDQshm1bN5SrGxok293+2yFCMXZuM6PNr7Ms6V3s3UCdH9wwLQY6SuBqqCUxuqV3twuN7fJd858+PXHeCnDTNVHCJisZFGkZbKK9P3VpeTuwRyDeYtziy2aQcwQgr6MSdkxOLKUZbKS3bbNvDjmP1+/wafnFmhGqRf1G8slfmp8lAP23iYxQZLwpcVl/tXFyyx3ZIYfKBX4/uFB7u9BbrRXCGXjNN+E03wDiwf+PkLt36Dg9ULPgTuKE1wvRCmYX2wTJ7dun7fqAPPDH7yLv/jiBf7sc+f5L3/yElEUk8tYvPutR9IZvdA4PFbhQ99zB5/54gX+8f/5BVwvxDQ0Jg+WefT+UQ6NlwH4vnffwee/fIkvPnOFT3/+POWizZsfHee5F6e6xzUMjSOHBzgwUkbXJWfPzeHYBuXywQ3lYOuhgP88d4NLnrujNrEhBBO2wz8dP0afYaKxP6Ixt4JUlcvkTYUy92bzfLPV2HH7hTBI5VG9gKfPL+DoGg+OlZlv+UzXXNwowdYkzSBmoenzxskqxwdymOus9RbbAV+8vEAriDlQsPl3z17iv3/0MFdrLvGKYiRvM5iz+Oir07zlUB8L7YCvXF3atP2r83VemmlgaoLJSobf+PoV/u7jx8iY2o6py+3gyRqL5nku5p4k0JrYcZGjje+h3z+xx5XCNPXXb1ldkk+/detGFreKrqzst/zIO6OuQqaTNguxzxuN/g3PviIN4PsBhUKVP4GovQ2xznO8q+dQeArCfqR/EBHvTXu/Fzw/XeNPXpvm5fn6vuzvoZEyP3r3KKOFVMnwFTGNz97W6sdVhQq9LXWsvy9RophpelxaaXNpuUXTjzA0iaWnmZgkUeRMjbmWj6kJBnMWK37IVN1jKG9tuQSQ0TR+dmKMnzg42s1iOlKm9c57fH8tKXlHf5UHS0XiDmvelpKcvr8ksLV+YG2w952OngO360Ysr7iUSw5BkD5Y26WX3/2WI8SxolJck9U8NlmlXHTIrEuJV0oOb3pojBOH+2i7IYlSmIbGxGipW59tWRojg3ne9qZJTh0fIIySVHGoYDHUv/biDvblePzhcU4c7sP1I2xL58BQnqMTFcYOlID0oTVNLdU/l4LJiSpDg3k0fbPvMqSp+nYS85nlRRrxzl3PsGnxlkKFY05234P2vFxGKEGfKvX8G11ISprOg7kiL7QaO557DLSSmMUwpO5FeFpCw4tYaPrMN1N3NFeTmLqkL2eRtbRNOu/nl5pcXXFphxFuGHG97jLVcDlQtHl+qkYQJ5Rsg2u1NlXH5NX5xpbbt4OYgqXTnzMZL2VwDI0VP8Q25C2VJjX0GW4436AYjlJuTQCCbNS/5/1Apyph3b+364jUqvKTYgMv47sZS4nPS1HtthSvVqGIQauDMQ9xAaISQtkoEYI5BVEFlHbT9jXQO//FBRAJkKC0ZrqfsB8RZ7hdsUgviplr+Vyv7w/Lf7LkE8ZrE4Kn5HmWRQvo8BOUpCUCFKpLyhIIQmIEgj6VI5uYVFTvHIXD1XTGrElB2TZ5z7FBDhQc4kQhBeTMtI2GCzaFjpdE1tBwDJ03T/RRsrcX0ZFCUDFN9mPIJIUgp+vktjHfUCIgNC/jZ54nW3svMkmXUhPZwss+g0gyWO17ifVFQus8oXUJRIRQGlb7XvTgEFpc2vEcFAolAhqV/4LdehTLu7PzeUKj8vvY7fvRg1GEMoj1BdzsV0i0GiAwggkM7zBGOLYPrbERPT/FUqZBL2eazC40d3wxTx7bvDYw0JdjoG/jCFnTBBOjJSZGS9vuS4jUWOToZJWjk9VttzNNjcmxMpNj5Q2fjw6vpVRWGZmr7mLlcgaFYn6uweDAZk/lUCkuey7nvfaOZDQBjFkOTxQrG5iFPgGe8PFFiKMsAkJikWAqAw0NhcITARllERGTUTYKhSt8dDTawkcqwaxMfYlVorCVSU5lepotmlJyZya7bZp5PfwkoRFHOLrGSMnGMiSVjIkfJbhhzGDeJmfpmJqgmjE3zX5rboilS7KmxVDOQtckhiYZzFkoFHNNn7mWT85M0+Z1b+vthYCyYzCUs6k6JiXbwIviHRWftoNC4Wkr1IzrHKx/P0Pe3cQiRCptz7PtvcAPY1aaAQ035OiB/Uvp7QWJUvx5OM1jej+W0LiWtDgXN7hPLzMgbJ6JFjkgHSrSpKkizsR12irGQDAqMwxLh6I0UUpxPmkQKYVHTEtFNFSEAN5iDKJQXI5bfCNa4rloCVtolMK0RO6kXqRPpGlHAZyPG8woD0/FZITOsHQ4qt3MW0lAtlHZlyCxETKAxIbYBhKUbIDWSAOzAkUEeh3lnIYkh9KXEMEAiBilNVDOmTTI6wvgTyDCPtiW//ztR5UsZmdQEpEwJxosiCYHVZmcsjA6/UZbhFwWC+Sx2GtBaH92LRWcs3TuHtr6GS3ZBgVT7ypUKpWKuqQZp1u+xA2IooRXLi4ipeDUkb5b2IPCy30Zu/UoIrABjUS2cHNP4zSeSDcRAUoGnWdGkkgXL/dVnHpu18DdOUu83FcwggnoBG5Q+JnnMIJRtLCfRFvBd15AyRbp054QWGdRIkCLy91BxX6h58CdcQyGBnI0mgFhkHT03/9qpBWSROH5Ia2mv+mJu3x5gbPn5jh+fGjT7/wk4blmfVf7PltKDlo29+c2Bv+abDInl2iKNpWkSE020dCwlYmh0lrMtvTIJxna0mM0GkQJxQ1tnkxisSBXMJRBQ6Yj8ISEjLI4Evc2gjNEel69IFKKEMVoyeHh8TJSCIYLDsMFj+srHveOFrsDgK3qQfO2wWjBoZIxONGXR5EGYAEULIOldovTs3XuGirsuP3l5TZxkmwcGOyhX1rlD3uyRixC2toyoeYi0Wlp8+jKwlAZQEOREIuAQLZYlc6RaGjKxOykYQUCT9ZIRIye2ISyhRIJUhkYSQZdmYibrGhaXsSlmQZX55ocGSkQxQop6RoQxLEijBOsTuZHdBizN3++KqyhVLpUZa7bfjckKP6V+xqHszlK0uRL4Ty/41/ml5w7eJsxxG95F3mPOcIJvcCrcZ0/D6ZoqggTyT16mUf0Pu4TZTQEXwrnmU08IhQ1FTCduCjgUb2PiIRvREt8IZzjfNzAERrzykcAWXGIqm5115GfDud5MV5hSQVkhcZdWokJ+yj6BtJaAloDlX8GsfI2EGFn9pzeHZHkSHLPIZqPQJIF6aLMKVT2NLL2VpS+BNJDCQ/MxXQ/jTegCl+BuoAoj1CvL5nwdvDh+P7u33U8PqW9xJAq8K7kDgZUAQudhIQGPh/TXsRCx2FvpK+9QG5ggu9/IjkIYz71xYuYhrbnwC2UgeEfSt9jYwoZlZDKJtFWiMxrWO5dCGUi4yKmdwLTO4FIHGJjhlr/v8F07wT/KLd9VSImNC/h5p8it/x96MFBlPRolj5K4LyM4R/G9L9NgTuMYlZqHheuLJHPWZ2O5dbXub+VCMKYb3zjGh/7xItYNzHhmy0fw9D5kY9s/p2XJLywy/owwKhpM27Zm9ZdprQ5FkWNvMoyoy3iEfBYcC9X9WluaPM4yuLB8CRfNJ9DIOgXZRSwLOp40kJHw8bEVR5FledQfICvGy/3HLhTk4jeXuoYhaYLHr4pqzGQtxnIrwX/7e72A8MlPvraNJ+7uMJXri4RJYpfeONhTE1yoj/HdMPjqSsL/LPvOYXYYXtBR4Wsc6BVNai94sXS71E3buDLJqFs8/XybyCUZNC7i0OtN1MOJ4hFyLx1hjP5T9HWFlBC4cQV+v0T3Fn/IFKlr8fLxT+mrS0x4t3Lhexf4mstCuEIh5pvY8C/EyvZPk2pFFyfb1LMWeRsnShRLNQ8rsw2OTFWpJyz0CR4Qbzp87Yf4fppSeS1+RZHRvJUCjaa3H3QLBAc0fLMJh4ziYunYo5qeV6OazxmDOARoyF4Jarx2/4lfsm5g0f1PqaVy//lnuWjwXWGpcMBmS53fSGc4wesMX7KPMyAsKkTUiQ1qfkRe5ITWoGPBdeZ1HL8uHWom0oNOwJBMenA8H/N3I1A8IngBr/vX+F95gEm5Pr20yBxIM6Dcxbqj0GcBlqhDJR/EJS+NpjT62BOIxsPgXsC4b6a/lZfRtlXQLqQOZ3O0o0FMFYguL3AfXMAe72U5dsEPCnO8Y/i76Wqsqx6FUokBWzeF5/iX+if4SBlxtk+G/ndCwFoOM034dunkVEVlWQJ7Ncw/n/s/Xe0Zdd13on+1s775HBzqpwLKGQCBAGSAJNIkUqULNGyZKllddvP7dStdr9uebT9xns9bMu2XlvBtuTWs2xJVrACKYqkmAmSAAiCAAqpCpWrbs735B3Xen/sc07dWzffKoBgu78xqu69e++zz1o7rLnWnN/8pn8ELS4CgthYxk+9ROC+RCeQExkLSehl14Gd1ccnd15qdWJzjsB5g0rvv1tztOkfQuqLwOHb7Ota7EqrvFb3+aEPneDL37y6TUH2txeUlPT2ZvjA+07wxHuPrtl38dI8r7w6teHnAiV5rVnf9sUcsZ0NVZQKMkegRSgUY/Eg1/Wp7i03MTEweNE4T1alUSjG9Vl8ERCIkILKMieW6JEFfBFg7MG9J0RCmtsJdBJxi73C1AU/cmqIWCZFEExd64pHjOZc/to9o/zkmdGuNOhmx7/7QM+aV+NvPLh/T4b7oaWfRwE3Uk9zPvdp3rnwd8hE/W0XeXJGTemkoz7urvwY2XCIWERMuS9wLf0UE84wY62HgbZOsznNoszy+Pw/RFcWZwu/z4zzMlJE7Gs+smEb/EDy0uVFnntjjh9/zyFafsQr15Z58dICj54a4Ff+7DV+/sMncG2dczdW1m1fqHi8fmOZ+ZUWj54a4Jf/+FX++x86RX/R3ZaoJ4DTRoFx2WRB+aTQeb85yJ8E41yIa4zoKepEVFRIWbN52EhWO4PC5S69wDVZ58V4iWFtGIC7jAKn9QIDInnOC7tc5QkEf8XeR0aYaMCA5tCnOcwpj/23EqviAtrMz6PsSWTPHyFWnkQ079n4xEoDaYDW1svWOit0HRHlofoIovboqtDI7S00RvMu7z/Yx6FimnoQUQ0iql5I1Y+oBxHNMMaL7kxlQIXCFxE1PIqk1o0AFVq0REDcDhv81wmBW3uS5YH/HdM/ilAOQeplUpXvAwRKa9Ao/DkQkZ//W+hhP1KvsjDyC7v6jo2gtBY3K3ULjGCI3vFfhjUeuDcnb2HHhlvXBVEs+cunLrG00uLrz13n6MEeBvsyG+Zgv51g2yYH9pcZHSmi3bIqHhzM47obtz9WiuVo+5KAqXZFrVsxHPfRH5dRKEwM+uMiNhYHoxH2IREkdZM79WJV+/+W8DhrXuRgPMyUPs9oNECfLGGg82Bwasf9jhVUdlhNyRBJ3u9e0VFnElpCeukMlB37Irr/rfrMJsdvlMK0GZ6bW2FfxqU/1Yml3hygV/OvhbpJ7bl5bp1M1Nsm/hgYSpGJ+shGg7SMJVbPrjNRPyPNB7FlFhD0+EeYt9/A1yobtqvhhVyerjCz3ORvfPg42ZTFa9eWuDxVZanq850LC1QaAePzdaJYcmW6tm57HCtKWZuhcopT+4u8dHmRhYpPxjXJpbZntJ/QcrwUL3M1rnNCz3HCyOH5ERfiCmMiTV6YVFTQvu5rXaK0n80OXJGwgm/Hw5YRbT18cXP6dOv8XwkfzDlU9hnAAJlCKAeEjzIWUZnvoMwZZOGLaI17E9KZvx9Z+iTCXEBZE4igDxHuh6iILH0arNmElFR/EOEdYLMYdywly42A5y4s8O5TA6Sd9cPjQMbmA4d6CeMeFAkJMVYdQmIS2oikoh4khvwLVxb49uQys43dFeIAcDA5o4b5Lf1pHpWHGCSHqywiJPOixpe1NxhRxV0R03YKKRVfeOYaiyseN6araJpgZCCLH8S8enGeH/vgcQ6O5Hnl4gJffPY6//vffaz72T/70iWqdZ933jvEodECfhDzuW9e49yVRZZWEn3/tGvwCz/zEJpIvGrT8w3+9EsX+farM7S8kAdOD/LYfcOMDa7nHt0KPSphBPuIrPHEmAofu5WMk0rzgQiUiRbnAUEr83WUtnNyoVA2QjrExgKRMYselwjsS0TGHIgYXWbRo16EcmnmvkSq+gEEGrG+BEKiRQXudAXtXZ1NIYgjRdq1OLSvRLnodtnfdwKBklwPW/xpZYafK41R1M2bTgmlmI8Dfndlirk4GWyGDZu/Xd6/5hwtGXMjbPF7lSmaUpLSNH44N8AZJ4dl0dVJX1pM4saWbdDXu3H8QQJ1uX3ZkKQ+9foBLVlTJ9dHIDDbl9tqz8hWD4xi1UBpKoMj0Sg6OvuiQQoyh9Ve4bibqqivR6QUEzvUuLa1hIW+WyiluFZrsRJEpA0dt62LPNX0GHQdUobGnBcQK0XJtpBKMdfy6XVs6lFEPYyIpCJjGoQy0V93dI2saeAaevc8tTDClxJL07qShLMtnyvVJmXHpJ/d514qYhr6AjPuK4RaM5k06Us09AXS4VrmuSEdUnG5G882VCLWIcXGEyNNE5iGjmVoLFQ9Mq6JVJBNmZzcV+SuAyXOHCqxrz/L9dnahtsn5us0vBBNCGxT39XkXQCH9AxfDGdoqAhdaGSFyaCW4vloiUeNXvZpaSoqpKEiLkRVjuhZVlTIjbhJS8Xs1zJrzrfVl+tCw0BjWW4+0e0Y7S2hDIiKyQpbJW8F4WCyPc4jmqfRwn5EVIKwByFTqNBEVJ5ESAe8QwkBLSokLa68O2m10iDsWdeHSzNVmn6MqWsU0ib5lEXdT8pp1lshi3WfSiOknLNxTZ3xxSYZxyBtG8RSMVtp0ZtzGCy6GLrWliZWhDLhK7w+X+fVDTQPdoIUFh+IT/JV7QKvaJO8xDiy3QMNQb/K8Yg8wJBKyGV+HHNhpcHpUnbL6zxea4GA0Yy76TEAjVbI7EKDI/uK1JsBZ8/P8dj9oxweK3LpxjL5jE2jFTK32FzzuVojYKXmE4QJF+orz41zY7rK0X1Feu4ZQpCEhmxLJwwlUiWy1VIqvv/dh6jUfZ56foKh3jSlvENmi0mqaLvL7dZd+KkXkVoD0zvazcXW4jSmf5DQvky19Dto0kGoFFqcQajkvFKr08p+lVivEBsz+KnniY059HAAp/4IelzGrT9KZE5TL/0RIs6iyRRmMIpQBigN0z9AqvZuQucCVWu8vSDTsbzDOI1H7rhHZMcjdRwrgiDG0LWkylZ/lvQOZv27QawU81HAlxqLfKIwTFFfvxLWBCzHIROhx2Wtsc5wQ3IzNQQTocd42OIdboEzTi7RKg8izr48QRgmBtkydfJ5l+MbkNMgke/bDlJtfl+2itDeuq/zt4HOkOylLpqkVaob29otAiV5o9nY9pkxSAo4ZPdiuIHJhocEHF1QCSRTTY9aGNGKYpy2lnfaSAzz9VqLjGlwvd6iEoQ0o5hYJYY7iCV+LHEMLanKo4nueZb9iJJtYusaC16SopY1Dbw4kfvcfbsVgdZkPPUtAr2JKd22UV670uygQ1rr4FZC2q0wdY1S1ubEWIHXri2TS1lkUyblrMNC1UMpRco2yKdN+osuLT9et312WaPpxyzXA94YX6HhRWQcY03+/Fbo1RyqKsQSGjlhYqNzUM/w+WCaH7JGGdRcqirksJbl69E8l2WduorwiRnTU4xqO48F54TJiJ7i5WiFvwynsdA4uYpVvlMIDJAZaB0BEScGuzNtkGnwDyD8A2s/oyxE8zQgu/ewu691HETUTh9bP/OZXGxiGTqGLmj6Ef35m6VtW0Fy7eeqPjUv7IoOCZFkUcwst6h7IS0/pieXZEYkHiOBrQtsXcMxtB2Vvd0IFjpHVT8tGXBZLFAVLQJiNAQZHI7Jfk6oQZz2pD6IFRdWGmRMg6xpYOqCMFY0o5iMaQCKehhzudIgYxnbGm5ItC+O7S8xt9TguVdmODSaJ5syefnCPE1ve2+kQvHM2SkOjRU4c6yPA8M5EIJGK8A0tHbZZYXrGOwfznPfiT4arYgvPH2NpYpHoxVuabi718o7jtTqKM1PSGddT5uD1TqNUHayQkbH9A+AeBw9HFzVUAFKMLNyCgubnLBIKZgMmhRVllzjQZr2y8TGAhlhoEdl3NoT6OEAQtmEQQovPoONJDYWEEKiSRchXW595vy2TbmdXPRdCbB4Xohl6Xsu9bcdBOBqGmOmi3kLKUkIQZ9h83fLB3i+VeEvanO85q8njrmazlE7zT/qPcynanP826Xr3X1SSpaWGnzpy+c5fKgXTRNUKh5SKY4d7e9+z2pobcbvVmjJmGZ85wp6CgQ6Onm1dyaiVIp6HPOdRnVbw53WdQqGsWeR/GoYcTSfZjBlM97wuF5rMZCyWfRCvNjn3nKOfVkXL5ZMN32+f1+eL0ws4MUSQwgsTRC2DbDVXrUs+SGtKO6epxJG3FXKogl4enYZpQQ/uL/A1VprTxEkhcTXq1zKfoF7l3+KAe9udGUw55zjWvobG35mpzQ5XRNkXJP9/Rkev2uA3/rcG6zUfQZKKVp+xPnxFZ6/ME8YSYbKKQbLKWqtcN12FHhBxNRiEykVlqFRzjk420kN006jRKcoLPLCZFRLYQuNk3qeLzHDgOaSFSYnjDyGEPxn7zpfU7O46Dxm9vGw2UNJs5FKkRMmZWHjbDFZ6dcc7jNKPB8t8Z/966AUP+Mc4h1mGRNBSdh4SpJCJJW+hEG/5uDc4raWSiFRGEIDpeEriQE7EN9JVl4bblebh/KqrYgjg4kBuzJTJ4xl91/Tj4hihakLJhab6ELw2Mk+cimT6/MNxhcb9OUclhsBd7hAWbvlSRWte9UoJ9UQYZtQ6GCS1DZcaxJipVj0Qt5YqZM3TfK2STOKmGr4DKaSe1kNI2abPiNsb7QBCjmblGMktSdSJn2lFI1WRBRL4lVy0qurbKl2JkSyA65OrPDR9xyiv5zqlk/OpddO6MoFh1OHygghyKRMClm7vdDa2bhqhMNkKsMb7rP8Y1j+MaRSbR17iVW/jxiFD5gqDSsfwkbwenWGkm5yyEph6SZfq8xyj9vilLaPam0ADcGg5RKSFHmKRaIBUolCZrw8d8cfJVAKX8nEdgB1pVBE3WqQM1HiMR4ybUyxN+O9Y8NtGhquaxCGckfuuuQFvPkqJZWt2m6edl5R5+9OmpEhBHfZWf7N0Kk3RS40DGOuX1/ig+8/xamTg9i2wRsXZnnxpXHCMMYwdOAmU15DkNF1VraJEy9HIStR9LZh2SsSQZVrXpNnqyvbHr8ZuW6nEJCsLDRBxjQYTjs0o5gTxQxLXsgblQbX6y2GUg5F2+Sp6SUcXUMTtEUfkmumo7oDdM4yKNlm9zznVurdGsSGlmhwf216kVoY7pEoqZBExCLGjYsIoGkssmJeZ8W8QS4Y2vP1KGRs7j1sc2+bSPo3PnKiuy+fLnFyX5EwkpjtCntCCE7vX799crFJX8Hl8HCeew6VMbapyAc3tcE75IJ/kr57zf4nrQGetG56l3KY3G+UuT+zMStZE4IftrfOYlBK4ZKkd/1q+gEA/rQ1TRgLpoXPgJ7iZ40jvBpUOWPlsdF40CjzkJF8p0pOAkBTxVRVyKCWPI+XwzoDukNRM7uGavVP2Dg9cafww5hzExVSloFr6UwtNZlcanJjocFSLaDuhViGhqELBgopnrkwz0DBxTY0BgsurSDmyGAOcxPlxdtBx/NTxeN1McOCqNOvcjygkvsREEGbP9NRJrB1jfeP9PKnV2bwpSRj6ri6xuvLdaSCHz7Yz0sLtR3Xj9e1teJURsd9oDrXvf2nUm2jDUEUE0ZrDW6nL5u9q4au3VIqWrSP31k7d4JQKd7w61wKmpyyM6zIiKxmsN9yebqxzLDpcMFvcq+TJVCKS36Di0GDR1MFVuKI60GLlKYzajncCDyebi5zws7Qa5gsxSE3Ao+7nSwX/Qav+XXKuokpNJbiEF/FHLRSOELjm80VdATvz5Y5YO0tw2HHhjuTthgeyHH+8gLlgrvti/LntTl+Y+kGvzp0iv2my28uj/O52jx3OVn+cf8RFPDXJ1/mY9k+TjoZXmpV+ddL16nGIbbQ+NTYA4xZO5sV7hSmqXPgQJn/8B+fZX6hhiYEM7NVZmarPPft6xiGxj1nRnDaZDtDCIYth5WovuV5X282OO7W+SH63zb1ZF6sV/mV6Rs7Kjl4zE1zdI/VoQTwwdHe7jRrOGUzlOrt1heGJJQAyYTtbrLdGsM7Qec8JwqZ7nccyKa659XEjuaRG7RbJx33cLL6UZ4r/QaQENAycT/7mu9E3XbhzK2+G6wNBvpbtxu6wDS1pEztLqqQ3a5y2W4xFXtciZpMxx6HzDSu0Hk1qHKPlcdH8npY47Wwxv1WkStxk+tRE4liRHfJC4Nv+IucMLM4QudyVOe1oMbH08PkNJPzUR1H6HjEXIuaPGyV+JI3T59uMxl7SBQH9BSnrO1JTBsh65gcG84x1pPqjmn/w0dPrjJIkFipxDDKttSzEO3FiFTob1KFuBDJDbHILxlfIEbiEfGIPMh98SgCwTfFFd7QZniPPMpJNYgCvFjy6etzGJpgtukzS+LF0oQgb+k8Nb3Eshcymrn94keWqePaJkKDc1cXOXmwzIVry1ybrNB9AoXg3hP9fO3b49imzqlDPQgBKzWfbNq6o4Z5JxBAVUZYmqAShoRSMmLaTIQeT2TKnLTTnHAyHLZSVGTESb/BcSeDBlwSTeK2muaX6gv8XGm064MK2lXMJPDZ+jxjpstM7NOUEldo/ERhiN9ZnuRjuX6O2yE6gv3m3u3brtLBqjWfD777MM+fnWy7QzZfYWY1nX7T5nrYYr/pcjVoktF1CrrBTOjTZ1hcDZoMmQ7DhsNo1uVBt8C3WxX+2cL2hTH2BoGuaZw+NdQdCHt7M5RKKVpegGXqa2aElqZxxE3x+jYpYU0Zc9Fr8FRliScK3918SgV8fnmBTy7N8doOctBNITiVynA8tTvD/eKLN/jSF8/xwQ+d5vTpobXPwSqjnejSq+7vKLoxv215SqvOszo802Ej7+Q8w6376PWP4d6ikCQQmDLFgfq7GWk+lHwHOkLpaCrxvHQGn9OVHwEU1qp87X7vJGX/UDfXezfY7J25dfuhwRz7+7O0pOQrs4vcU8zhGjqGSNyifpx4v0yhUQ0TcmAtjJlotjiaS9NoK855MiH89doWpqYhUUko6g55h86FNW7ELXLC5EJY54dSgxwy0hxu/6vIMPnbTPNHjUkESXnR1+IqEsXHUoPY4iZhs6li9huppNZ123UeK6jLiHNhjRDJs/4SaWFgCY0rqrlnw33vwSIZx+x6PuDW5yl5DrpeuPZILdrLy47RfjM8bXU8/kx/mcfkER6Vh/hj/QU6fgYBHKWXr4g3qJEQULOWwY8fHky0D8Ta1aoimeSqtqfzjpSjFXB4rMB7Hhjl3/3hWVzbZN9QFtcx6SkkRkkT8OMfPs5nnrrCH3/hIv/pU68D4Lomv/DXH3jTwq4bQZE8SznN4ILfxJOSFjFfayxRl/GqfJSbmQ+dv6cjnytBMuEsGiYjpsMfV2Y4ZqfJ6gbXghYXgwaX/AYHrBSBkgwYDpFKFCk1knugi3ZoVUmmI58hc28TqB2POpapY1sGb1xeWPOQb4aMbjBgJDMZCdRkRFm3yGgG46FHRtNpypge3SSj6RhCQxeCa+HeYpY7gaYJcjmH++8bYyM6maZpmKuKqFtC43QqyycX57Y8rwIutZp8cnGOk6kM/ab1lrvMlVK0pOQzy/N8fmWRs40q/g6ms6dTGfbb7q6JaZ4XsrhYx9uAoHJr39enGu0MW13DnZ7HVC5mvPHMVqBhqTRWvPWkxZQZIiRNJCYRGgKpDKTSUCS60T4RNgYeETqJcQyJyWLjEWKiE5PoTRto1PHJYOMTYaFjbhCf7dSWD4KQqaaPIWqkdJ2UoRMpxbKfxP7vLeWYaXnEClpx3CbsKW40Wji6jlKwgmK25ZM2dA5mU6g9CttsBFfTsWUyNA1qNjYaltjgHxo5zaSpYmyhUdJMqiripaDCiO7Sr9toCFpKdtnpU7FHT2xx0EgzoDv8RWuGj6eGaaqYUClsodGn750kW0jbSTriDidTa5/lN/cdD4m5Jhb4/vguhlUe55ZYfVY5tAgI23ncuhDkrJvHrDbeaz0I278/QsADpwaIpaK36JJ2Tf7Kh0xcx+TAcI6Uc4DB3jS2pfPY/SPsG8ohhEhi00rh2gY9xcQz1ldM8Z4Hx1iuevjtOhemoePYBkIIvv/dh9Z5lH7wicPksjblwp0ri2wKjTHLpaAnlRs76bcxcMRKpKEfShW6pGhX03ksnYTRcrrBo+lEIKtXNynpJjUZUdLN5Nl2MvQbFn2mzTs0nQBFWiTqmIGSCOCxdBFX07nLzRIpRX4PZOAOdhXjTqdMGu1619tJL2Y0g37DZiryktmMEPQbNq6mcyNs0WuYZHWDdNtovxXQNIHjmAyt0i/fCo6mcSadwda0bWVPl6KQb9cr/PnSHB8p9dJnblw9504jIVxIxn2PF+s1Prk0x7lmnUq8ff62juDxfIkxx3lL2vq9inmaLNAgIGaQbPs31c3BVyiq+PSQwkQng0VAzCJN5mmwgkcGq220dey2kZ6nSQWPUfL0sHn2gGhzpRtRTC2IuiNyIBXzfkA9jJhq+kRKEbe9YKFUTDY8DmZT+FISxElQcrblcyi7eVnGvWBEd7Hbk5VBPRlo9xspsloyvJhoHDGSUMcRM0NNhommuZYMfosy6HJdcprJPiPVbd9+I0VeM0kLg7Ru0KNbjBguHrJ7nj5t72UYNwpZvF2gUPhEFDfJLGkStAuP3MStr/F2f28GIcSaHOpMyqKvnBjicsGlXLg5GR4bNLfMtzYMweGxwqb7Tx9ZL3V697G9FQLaCroQFDWTvGZ2UxM7AiqdyvT7VoVnLaFx2E4m9RlhcHRVDF6hGKAj5yvI68kqHKCom0hUd18HnXN1jrudqfOODbdUCsPQuP+uQV49P992V27tKh8wLJ5urjAVeeQ1gxHTwRYaV4MW/YbFAcvdM6vurYAlBCdSGYYsmxu+R7TFClYCc2HAr02Pk9F0Hs4VKBsWrqZh3sESdB1Xvq8knpQ045jZMODLlUX+89w0lTjacXR2wLJ4b77E0DbENKWSVMCVlQZSgmlqNJvBmnvfbAY0m0E7zS4xaNmcg+taRFGM54WEYUy5fDM3uNHwE1KgrpHJ3rmZ9Z3GdVa4wAJx20tzjRUiJFbbALeIugb4MCVcDBoE3KBCBZ9lWhRwSGNhomOiMUKWs8yygoeDQRF3U208QxMMt4l9y37Ikh9iaIIB1yZlJqTASCkcPUmFitqiIKFUlG2LeT8AFBlTZ6EVYK6adEuiRId9mxrEkfDRlIG2QSv3GSnGDLdNRk3O+6Bd7O5PaTrvcpIQ0kkz2y2KobUnPZJ2jnc7LXHYcLoD6cdSg6u/ip/N7N/wPDuFUoowkswtNRnuy7wtyKSbQUejqFJMimUcZRC3RZt8Iloozmkz5Enhqre+vOx3C7I9ZU4ms3tRkxRrPiX2aD63+9xWz+Sd8HXt2HDX6gHjU1UOjhW5dH0xqZe9RVpKTjMYNlxuhNNc8BuMGA5HrTRzkc/loMmQaXPYSu9YkvO7ASEENho/Uu7nN2cntmWXK6AWR/zijUs8lMnz/aVeHskWGHPc7oqCVT9v/a6NGJfqlt8Vif7zK406L9QrPFer8EKjSm2X6Wg6gp/rH2G/7eJsMbHoGO3z52f4d//2q7RaASOjJUxTW9OR55+/xte++gZXri4QRRLL1PnRH3uAxx8/wvR0hee+dZVLl+b5xX/0ke5nvvnNS1y5Ms/QYIGP/cA9u2r/W4kMFmPksTBoEuFiUCUgIMbBoJ80+yngETJKHo+IRVos06KPNGPk8Ym6xSCahCzSoozLCDn6SGNukWqVMnTeO3iTO7Ga7NfB8XwyIVLqZjzzrx5K0mP2ZVLMez7XGy3uLefWPH9NfZmqOc2gd5rNKW2KWfsN8uEg6Xjt6uimPp3Y8TC6elC79XO7GUh3Y7A7CCPJlYkK/+O/+Bqf/Nc/0K0U+HaEi8W75GF+T/8275PHWRQNTHRe06aYECt8TnuNj8R3MaD2Ft//XkRTqxMJH0NZpGSu+/Ql/7997+Wdxo4Nd7no4gd5/vRz5xgayCYD9xbIagbDps1CHHApaHDSzjBmOlRlyGLsMxF6HLfSXRWxtysE8FN9wzxVWeGVZo3mDpTUAJ6rV/h2vUJK0xkwLR7M5jmRyjBq2/SbNgXDxNWSVI2OPpwiUTvzpaQuY5ajkMUwZD4MmA19JnyPS16T15sNfCmRG0qFbI+0pvP+YplP9A3taLBdXKjzy//q8/zUT7+Thx46wPJyky9+8XW++IXXu8ccO9bPiRNDpFImhqExMbHC//wP/wtnzoxw4EAvU1MVvvPCdS5fnuPQoT6iSHL+3DRhGPPOR++sAP+dxkl6UfRC1zUOzzHJGHkGSLM6SUkALgYPMMT9dFLKbu7r/LVa6na3A852R9+6XwB9jkWfs35lFmkeFXMCT6uQD4cAQctYQSiBGxeRxFTMKXy9SqjViUKPdNTLnH2eIe/Mrtr9f2N3SGPxEXmaNBZf0S4wKVZoEXJBn6VXZflE/BDvkPvf1OpgbzfoSmfcusqcdZ1IhAwFhzjoncFSNm9tLsV3Fzs23K5jsm8kz0BfGkPXsC1jW/KQKTTymsn5oM77Mz3k24F8R9O5HDT5vkzv29pV3oGjafyd4TH+7fQ4T9dWiHeYw6BIGOfXA4/ZpYDPryxiCIEukriURsL+1KHr3lZ0mJ+J9nFMEreM2+kGoZIEam8GG6DftHg0V+B/GD6AzvYEG88LWVisUa22eOihA6RSFo5jsH9fmXL5Jqlrfq7O889fY2q6AkoRRZJazWsrI8HwcIF7793Hl750noMH+3j9tUk0TWN4JEex+PYtswh0DWxnPSiAexjAWKN9vn7Wn3xKbbBPbfm5bduzxaEb7Uu2bUK+UgJLphlp3c/11LMIodHjH0IhWbAvgxLsa76DG6lvAwJfqxGZwZuaLvd/I0GH2/CIPMg9coSAmLh93W1MMljYmP9VrTRtleKQf4Z9wUk80WTcOcdnir9BX7iPff5JesMR7Ldx2dY7hR0bbk0TWJreZbpuB4HAFIJR0+F62CKrGdhCI60lBJOzXo1hMyFFfadV4cVWlcthkxthi6aM+aXFKxR1k0NmikfTRQ6aKf6oOsMFv86N0ONa2GQ5jvh/zp7HETofy/ZzyEqxEAd8vbHExaDBxaDJdOTzu5Upnm4uU9YtPpbt56C1fR56tx9t9u1JN8MPlPvQheCpytKOh63OKrquYtjhav3NwlE3xeO5Eh8q9tBn7iwuptpGWEqJ2yYlapqOaeltwZokvv3Zz75C/0COR995CDdl0Wz4fPObl7os1t7eLCdODPLbv/1NPC/g7NkJsjmHgwd7u2pKdxL1IGK+4TPX8FlsBSy1Iqp+SCOIiWTCupZKoWsaliYwdI2UoZO2dLKWQc426M84DGZsMpaBeUsbnR2+OhsNqrsZaINIUvFDblRbTFRaLHshtSCiFcaEUhFLhaEJLF0j0253yTUZzrocLKZwza2VDpVQxCKgYk100+FaegWQ6MpAoaiYk8TCJxf1I4mZty8w2nxgx334bvRrOwhN8K1XZrg8voLnR/SWUpw+XObQaIEgjPmPf/467zwzxKl2jWgpFb/3mXM8cGoAy9SZXWwyv9zkY+851D3na5cWmFtukc9Y3Heif0/tui6WCNl4nFCrPGweERVaAPSpLKqlMVPxUAoO92W2ZMrvBYpEPXOm7nG90mKm7rPihTTCiFYoiWSiOW7qAlvXSZs6OcegP20zlk8xknOwde2226RQNLQKK8YcVX2RSAQc9R4gFeeo6AvEROwLTt6ZTq/CcitkotZipuaz0PRZaiV9D+JEj13XBKam4ZoaRcei5Jr0pm360hY9KZvUHvXqN8ObqheSEjpPpstcDJrkdRNdCAYMi8fSRfK6QV43usrCmkjIYCOGw2CuH0toaAi8WHKt0eJ62OJTi7OUMiZ5w+BeJ9dlA3ZUiC/WG0yHPg0VowvBfstlrD050ITYsejHRsgZBg9n8wmLW8Z8p17DV98bqw5X0ziZyvBYrsi7ckXOpLM7HvR0XcN1TEzTYGamSn9/ljCMqdW8biqY54WcPz/DkSN93HvfGLZtcO7c9JrVXzptMziYx7YMrlyZ58KFWR56xwHGxkp3pI9SKfxIMl33mKx6zNQ9Zuo+802fxWbAstc23GHbcMvEo2G0XzhDF6TMZMDJdA23zUDaoeRaFByDgmvRl7Iopyw6uZ53Gh2ew1zDZ6buM133mK75jFdbTFRbrHQMXJTIct5q4LJtAzeUdTlUTDGacxnOOZRdi7S1/nW3ZJpM1A9KkA+HEOhd82DJdDvzVZCN+nHiPC19hViEpOLd3be3ul/bNwim5uvJ+xxJbkxXqTUDhvuzSKl4+qUpDgznu4ZbKcXzr84wOpClv5xmfrnJC6/P8Z4HRsmmTZSCc1eXmFtsct/JvRltgBe0G928bEjGN5+bhM+Oxydu605msHlY7qdADqkUy42Q71xfpjdr05d1SNv6bT2nkZTMNQJm2/fseqXJjbbhrqwx3MmTYmoatq6RMnXyjkFf2mY053KgkGIw6zCQselP29h7LE4VCI+GXsHTGujKIBuWGAwOIhBct18n1NZWYZtr+FxaarDYCtad62RvlpFsooK3Wd8XmwGXlppcqzQZb/d7sRmw1ApoRjFBFLc5JQJT13CNxHAXXZPetEVfyqYvYzOQcdiXdxnI2Bh3gKz8phrurG7w8fxaVuiI6TJiuvxI7ub2+9w897kbp2jNej7fWany2Zl5zi00+FdnTnBvIUveXB/X+cPFaRpRzEf7+hlNrWUpx+1ye1sxw7fDoOXwRKFM2TSpT93gcqtJU8Z7dlu/2TCEIKsbHHZcfrpvmAeyeXp3uNLuwLIMCsU0g4MFvvOda9x91wieHzIzXekabiklqZRJFEuWl5vEseTllyfQ20UXIPHYZDI2Dz54gG98/RLLyw3KpTR9fXvXY4d2/nokqfoh03WfZ8aX+PqNRcYrLUK5/Z0JpSKUMURQ9TcmH2Ysg6Gsw9Fymnv68zwwVKA3bd3xFDqpFEGcDBbPTS7zrcllzi3UmalvXRKy04dGGK8qH7mCLuBUb5ZHRkucGcizP5+i4JiJ2ly77am4hBvfZICvrlK3+ncAX6sSaA1Kwb5dMXq/G/3atk1SUso7fPixA/hBzNeeH+eLz97gvQ+OUshuzbDvLbpUaj5KKa5MVjhztIemFzI9n1QcPH6guOXnt8JVscCiSM6jUAQqZkE0SGNhY2C0OUEeIXV8xlSZkwwwbBUZzLs0g5ivnZ/nUF+Ge8cEjuXu+jntSNDWg5i5hs/z0ys8P7nCK3NVlrcpLBLEkiCW1IKI2YbPhXYVxpSpcbIny4PDRR4cKjCSc8m106t2M7EIhIemdHrDEUrR4JrnsBwNrfNmXV5q8B/PjvPiTGXduf72gwf48JF+bGPtmNhZBMw3A56fWubPzs9wZbmx5XgSq+RZbYYxi60Qlm/uszTBwVKaHz4+yPsO9mJYb3PDfSfQ79h8eKCXD/T18OFvfnvLVfOPjQxuuq8WRlxvtZj1At7XV95zVKhomDyWK3HSzfBPJ6/y5ZVF6vHby3gLkrj8oOXww+V+fqpvCFfT9uRaFEJQKqX5Gz//OL/+61/mT//0RfaNlUinbU6cGEQIQU9PlsceO8Kzz1zh059+mWIhxSOPHGJgMI+xysWcSlm8573H+Ft/83d493uO0T+QX1cffaforOC8SPLM+BJfvDLP0xNLeNGd94LUg4gLi3UuLNb5iwuzvHt/D7/wzsP03KHqeKv78spslV9+9jLj1RbRDiYeWyFW8PJcjZfnavSnbd4xUuTn7t1Hb9qCVamcm1WpSxq3arvSyYYDWDus//zd7tdWEELw0OkBHNsg5ZgM92XpKaS4Ml7hvpN9q/qwcS70cF+Ge0/08dXnxrn7SA+vXVpE1wSDvWkKt5Ha+A+i93V/r+PzJf0819QiH5N3M6jyOJjESKrC4/e15xkiT4kUi42Ai7N1dA3+zvuPMFfxQUDDj8m7O3/HOvcslIrPX57jd1+ZYLbh3/Y9a4aS56crvDBT4b+8bvFDxwf5xF0jyWp3FzUeMjJPVuYBDe0WYnNPtHGRkc1QCyJqQUR51XuslKIVxnxnusJ/eX2Kb00ub3GGnSGQijcW6kzcgWe/g7e94b5TmPZ8nl5YJrXHCliroQG9psUv7T/G6806n1ma52vVZS60ti+h+WbjVCrNI9kij+aK3J/J4Wp7SZpZC8vSOX16iF/91b8KrB3IOi/cx3/0QX7k4w+s2f4jH79/jSKSEALbNgmCiEcfPczQ0M6EcDbD6/M1/o9vXeHSUoNm+NZMnoSAJw70kNomq2I3UMD5hRqfPD/Dn1+Y2VOZ0u0w2/D59IUZnrq+yC8+fpQHBgu4O4y7NWKJo2mJ5OsuHqa3e7+6+ZWi86fasn9NP+6m4g32prn3eB+f/PIlas2Qb7w4xehAhtOH14uJ7BV1fD4nXucfxx+hrDLdHHkNQUG5/Ji8n3+pf5E+spy2MuwrpxguukwstRgsOBh7iA1GUjFRa/H/feYKz00tc4fsTBdSwXwz4N+/eJ3nJpf5B48cZl/Bxdmh63zavIqvN8jEBfrD/bfVlqofrfOyzTcD/sNL43z12sKG7vW9Qgh4eLSEc4cEf27LcE+2PJ5dXOHzswsEUnJPIUcljLg7n+VUPoMC/v7Zc3zqnfd3NaefXVzh09Nz/MjwAPcUsnx9cZmvzS1xudEkQmFpGj8xMsij5SKpHdxMpRTPLVf41NQsVxotjmXT/NWxIY5kklXBUhDwmZl5nlpY5mq9ialpfH0xmUX9zL4RDmdSvFyp8dmZeX7p7uPddp6r1vnq/CI50+AnRofWamW3f9dJCnSMDDp8vGeA8cDjG5VlnqtXuOw1t1Vbu12kNZ1By+aQm+K0m+H+bI4hyyGj6ziahi32tsq+Fd3+bpHzujFz+ebfSkG97vP5z7/KyZNDDA0VcDZIT9oJGkHEN8eX+DfPX2OhGRDG8i0x2pqAvG3y0HBxxwPNdoik4jMXZ/nilXlenau+KcatA6mg6of8s29c5CfvHuGxsTLDuc0LHcRSsRSE/N6VKe4uZTmVz9LjWDviiryd+wXJuPHMy9M8eu8QfhAzMVdjcaXFwZE8rm3i2Abzyy1mFxuU8g6Xbiwzu9ggjpN3WtMEuYzFQ3cP8pVvXefK5Ar3nujbUkFst1AofBHSJKCEoqOR1glh1JVHSwSseAHnpqq8eGOF0XKKxbrPx+4ZItfWYN8p6kHEsxNL/MGrk7yx2LjjRns1pILXF2r8s29e5CdOD/PwSJGsvX1aW0pm8bUGkbh9o1oLQuptCValFPPNgH/+zYu8Olej4m9fa3ynEEDOMjlWzq4jue4VezbcUim+vrDEG7UG9xZyHMqkaMUx/+H6JCXL5Eg2hQJuNBOmY2cMb8Uxc77fLSZetkze2VPgvmIOTQiWgoA/nJjh7nx2R4YbYF/K5fsH+/jDiRlasSRY9cSldJ0Hi3kimdSI7bMt3ttXQgAH0i5Zw6DXtrjWbDHZ8hhybIQQTLU8Xlyp8d8cGNlykWFpGpamkdUNek2LAdPisXyR+TBgLgyYDwMWwoClKGQpDGnImJaM8WUiVSpVopWbEPSSV1MXAksIHE1Pcr01jYyuk9UN8oZBr2HRb9kUjITglzcMyoZJn2nj7NEl/mZicnKZ8+dnePWVSVYqTT784bvI5ZxdVbzqYK7h8+J0hT94bZLpurfr6kKChPlq6RqmriEV+FGMH21v/G1d496BPFnLuG0vhmqn9H3m4ixfuDLPufkajXD7rIO8bZCzTTKWjmPo2LpGK0riwCteSM2PkuIjm6Cz4vnzC7PECh4dLbG/sHH6jBBJnxWKShASSLltv78X+qVrgnLBZbnq8Qefe4NGK0RKxSNnhugpuGgavOveYabn6/z+Z8+TTVuk3UTWs1O+UwhByjF45Mwgv/Ppcwz2pOkpOlh30BNjoXNQ9fAZ7VXuV/soqzQ2BhLFCk2e0a5QVhl6zRQ9OYdjA1nGyimiOLNzr0MbzTDmK1cX+NLVeS4uNba81pBcw5JjkndM0mZyz6RSeFFMI4hZ8UOWvXDL9zOIFZeXG3z64ix+LHn/wd5tSWsaGsvGLA29wqw5jq6S63289Y5dp4E1gphGEHXb/Ttnx3ltPjHaW01atPZ74Zo6sUzi+mEsN+VPWbrG0XIa19DWhaX2ij0b7mYcc67WoBnH/ERfiSOZNOMtj/jaxK4IYJZIDJ8iUfOyNI0XVqp4Uu6ovrUQggHHZsCxeXZpheVgrevD0XWOZTPUo5irjRYH0i5P9Ja7xk0Bg47NqOvw0kqVcl+ZViyZDwKkUhzL7iyeZwhBzjDIGRmOA4GULEYhC23DvRyFLEURjTiiJSW+kknaSztPWxOJC0wTyXUwhYaja7giEWlJazcNd49p0W9apHX9eyIPvlOUxrYNjhzp48yZUWx794/eihfy2lyNv7w8x2vz21c+M4QgbekUHZOim6RoOIaOpWvYhoapicRwxzHNIKYZJeSSRhCz7IUsNoMk3aN9PtfUecdIcVckqK1wfqHOF6/Mc26hlmiQbwAB2IbGaM5lMOswnHUoOCZp08A1NSxdoxUmBq7ihSy2AuYaATN1jxuV1qaTkUtLDb52bQFTE+Rtg6K7ufejaJl4sSTcYRbF27lfmibIZ2ze9/A+xgazXLpRwbUVvaUUpw6VuzWh33H3IK9dXGB+uYVhaJQLLu97xxiDvZluSqxhaIwNZLk+VeXhDx6jZwfljncDF4tH5EGe1a7yIjdwhYVOMpFqEbIoGtwjRxnW8uRzNmnboJS2qPvRujram6ET035ppsLXri/yylyV1iY8EU1AybU4WEzRk7LoS9sUbJPUasMd33x/5ho+s3V/y1BWh//gGBr9GZsHh7Ym9lnKIdfOaLjJsd8bGu3ny4skz0+t8JVrC6x46412bzuTpOCYZCwD19CwDR3X1JEyIV567UlmPYhYbCbPaz2IiKTCNjRO9WYRYndFlrbCng13LYyphRFZ0+BoNpFbHEu59FoW9gaEo86iW5GIjSgSksnFepOzlSqLQYhGws7z4hipVktXvHkQQNrQeV9fD19bWOThUoGrjRaLQcjhbIrCBuz1ncDSNAYtm0Fra4aqUorlVkDesd60ur7fbQwNFRgaKvDEE8f3fI5ISs4v1PnqtQW+Ob605bGaSJjgZddiLO9yrJzhaDnDid4MedvC0MS6F8iPEjboXMNnquZxYbHO6/M15psBzTAmlJKCY/LgUOG2n8nODP+T52d4da666YrU1AQZy2Ak5/C+g328c7TEYMbe1N2mgKoXcn2lxXNTy3z20iwL7cnHRiuIl2eraEIwkHF4dLS0ZkKi2qI/S36Io2s0opgw3vqd/F7ol6Fr9JVT/NTHklzfh+8eWn8C4PBogcOjhU162paWVeAFMbquceJgmVLuzurtu5g8Lo8gkbykTXCdJXwRoSmNAi4Pyn28Ux7EiS1iwDE1Gn7E5bkaJ4fy6NrOVt0rXsgnz0/zylyFerDxPXMMjZ6UxZn+PB87NsDhUprUFrn0kVTU/IizsxX+5Pw0lxbrVPxoQ3JWI4x5ebaKpWuc6MmSNjdPYUvJHEe8B0h0IyX6bUR7G0FExQuZrfv8wauTzDVvut91IXAMjbxt8MBwkVO9WQ6X0gxlHQobhIv8OMlsmax6vDZf47W5KuPVFsutkIxlcLovd0dt2W3FuDvXVip1s1G3lsEjUQHTVUdnW9Fqu2GqUcivXb7Oj4wM8HMHRihZSUGEv5xduJ1m7RopXee9fWV+5fJ1FoOQF1eqVIKI9/btvLb2ap3x1YPbrRrktw58UsHvvzjBJ+4bo+Caa8612SB56/l326attm3V/s7ZtjrPm1W0YaER8OkLM3zt+tbPhiCJQ3/s2ABPHOjhYDGNtUVcqdM3U9cYyNgMZmzuGcjz4SNJLu6FxTovzlS4utzENsSmsVO1aqK53T3xI8nZmSqfujC9pUtuLO/yxP4efuD4IL3p7StgCSDvmNw9YHJXf5b37u/h156/yqtzVSre+pWvAl6bq/JbL17ndF+WomOu2deMYs4uV6lHCSlLiC3UzL9H+nUnoFSiAVCtB3zhmRucPlRmsDfdXa3fKQgEJjrvlyd5nzzZzqlPsJpyOlXzGF9qMlPxCGPJlfk6B3oyONu4yzv9+JNz07wwU9k0HdIxNB4YKvDjp0d4cKiwo7YbmqDomrx7X5nHxsr8x7Pj/OXlOa6tNDdceS+1wmTVe3Wejxwd2JRprlBEBDT1Gp7WoC8cIxIhhjJXyQjvDLUg4o3FOpFUPD99M11MAL1piweHCnz81DBHS+k177VqpxZrbXEuhMDSBCXXouhYnO7LwqlhFloBFxbq3Kg0OdOuSNlZkHbGHSFuVnfbzdi55yetz7EoWxYzns83F5Z5V0+Rc7UG1xtNjmfTmG0XuKtrnF2pclc+y1TL57VKjelWIjDQiJLZXc7QyRgGtTDiv0zMvClEI6N9cada63NHBeDqGh8Z7OUr80t8e2mFY9k0DxZ3TjTxIknNT2Jll+YbHOxJU0pbOIZOKBXjK4nK0XzNY18pTV/GJoglL09VeGRfCXdVbEyRzAZfmqiQsnT2FVOUUhYSxULd5425Okf7MpRS1pYxoc2+N5SSi/N15ms+R/uy9KStpEBKu/0X5xsM5R0Gsg5p20jOs9zkxnITS9fozzr0Zm3Slr6r9twOfvPF67w4U0nKU24CUxMcKqX5p0+epCdl7ZhVe6ne5FytQcky2Z9yGVmlAXCklOZwaftwiQL+cmaBx3tLpLe4BgqYawb8y2cub2nc7u7L8dfvGeXB4SLmHj0xB4sp/sm7j/HbZ8f5wpX5DfOmA6m4UWnxq89d5RcfP7pGiDVrGnxgsIezyzVeWa4lPBE2n+x9L/TrTuCNq0s89cIk33hhkp6iy//0Mw+Sy7z5FbpWX9bVjIzBvEMpbXG0P6LgWowvNck42w/tkVRM1Tz+08sTeNHGK23X0PjZe8d4/8E+BjJ7K5+qCfjpe0YZzjn8xcVZnp3YOMWq4oX85gs3eOJAH665cTaMJ5qcSz3DlHUZW7o8WflJns5+kgfrH8SVu9OEmG8EfO3aIk9dX+xuE8B7D/Tw4cP9jPam+OlXXuEXDuznveUy6XZG0g3P48dfOsv/68hhHi0WcXSd1+p1/nR2li8tLFKJIoqmyf35HB8o9/CJsZs8qT+eneUv5xc432gQK8XRdJr/8cB+jqbT2G+F4daAjw728Y2FZX7z6gS/dW2CE7kMvbZFzkhOW7QM/ruDY/zShau4us6ImwjBn8knBnHAsXl/fw9fmFvkU9Pz5E2Du/JZBl27y+4+u1Llz6ZmmfUCFvyQX7t0nR7b4p58jg8N9DDkOvwfF68x3vI4V6sTSMXVZpMB2+Zn949wKJPC0jRGUw7vLBf5d1fH+alvv0zG0PmZ/SO8o1RIZj1K8bHBPn7xtYuUTJNTuWy3DTvBcivgpYkK5+dqvHN/md99fpwnjvZyZijPSjPgXz91kSeO9OEYGlIqhEge6JSp8wcvjTNWTGEbOrFUzNU8fvPZqzx2sIeFRkx/1saLYqaqHp9+bZp3HijzBy9O8K6DPdw1mNvUWG70vQqFF8ZMrLTIOgb/v29d4yOnBhjIObwwscLZyRXef7SfPzo7wRNH+jjel2W25vPHZyd539FePnt+lvce7qWUtri21NxRe5QIAQlKgIhRmocSPkrzEcpGi4oozUPEuXUzZqUUr8xVeWmmwtIW6RkFx+RMf47/x4MH6E3b6DuMQyvghZUq9xVz9Nk2jSjmpZUqd+ezfHu5ghdLvFji6hq9toUpBOdqdUZTLroQNKOYRhzTb1uMtzy+NLvAgGsz7DoMu+tdp9M1j2/cWGSq5q1vTBvDWYe/9eABjpbTa0pw7gadz6Qtg4+fHKLgmPz22fENV1XNMOZr1xf5iaUG+wspzLY0pWrLwi4HIWXbJGXomxrA75V+3QkcHC0w2JvhY+85hK4LijnnTQlzhcRMU+GPjBeYEVUConVlhQx0PhE9yH3GGJZuIURikHey+qkFEX/w2iT+FjoUP3n3KO8aK9Obtm/rfgngnaMlglgyUWkxscFzEitYbAV86cocTx7s3VARb8mcphgNYCqblpbwXHSlryn3uVMoEjnq1Z3/ibuGefJAL4eKaeajoLtCXt/Wm2r9r9fqfGVxiSvNFv/8+DEyusFcmyM15NhoQiCV4gsLC3xufoGH8nl+bmQETcA3Vlb4Xy9c5F8cP8Z+18Xaoa7Fng23EIIDaRdX1ziWTSOVose2uNxodi9dStd5X1+ZYddJKPGm0S7jKRhNJVKkHxns5f5iHi+OsTWNQdfmYNqlbCU1s4Zdhw8N9NKKY75voBdHT1byPZZJwUyKIb63r0wtivhg1IMEbE1gaxr9zs0JQNYwOJ3P8t8eHCWUClMI9qXWuj1Lpkk9jHigkON4Nr2rBzWWSUywP2tzqCfN2amVdgwlSghQoeSuwTy2rlFIJX0zNI3hQqJ21FmlNIKI2ZpPMWVxvD+LlFBImVS8iAtzdWZrHhfm6owvt5iutBgtuPRnNzbcG32v1iaKSaWYqXpMVT0aQZxIgErFYM7lYDnN8+MmQSSp+xFBHBPEkmLKIo4TKcpWEO+4PdKYRekNUDrKWASlI6QLAiQVpDkNCAzvKEo6iFXCClLBF69sTBrpwNI1TvZk+KHjgwznnB0bbUgGlDOFHAt+QDWMaMWSRhRBPstEy8OPJUcyaTQBr1frhFJiaRo3mi0sTSOt6/TaFv2OjQAOZ9PM+QEznr/OcCtgsm3gNitUI4APH+lnfyHR4+6651BcYIGAmDQWTpdd3KKHNAExDZKJTR6HIZLJsSYEPSmLu/pzPDpa4rOX5tZ9Z8fD88Wr83zi9Aj5toGTCupRTI9tsSLCtgLX+jX37fRrMygUUqvj21ewgmH0OE+sV/Gta6Ra991Wv24XlpnUbMhvo7B2u2gS8FX9AhLJvXKEc2IGgJNykIpo8aI2zn1yjJU5+FZ1scshujLfoC9ndxnwG8GPJLN1n2cmNs/VPlpO8/BIkcFMkhPe0UpPRvBbn4HN93WQNnWOljM8tq/Mf351csNjYql46sYi7xwrbWi4XZmhai5Q1ReIRMSseY1Q8xHcPmP77v4c79nXw4H2M8rWVZy7aMQRlSgiUpJR16XHNBl2bCKluoZYAX8xP8+RVIr78zmOpxP3e9Yw+MPpGc7V6xQMgz57Z8/UbQVlMobB4YzB4cxNV6K16oU0NY3RlMtoavOcyiOZdDfnevW2Dnpsix57azfUvYXtXdqmlqyY3tu7Pm7d0WG42myRMXQOplMMurt/KXUB5ZRFOW2RcwykSlIFdJEwkvcVU2tm5rpIYnert4WxpBXFFFyL/qzTJX8s1APqfkRv2qYnbXHPcIG+7NYiC9oG31v3I+ZqHrFU9GUcLD1xSSmVEHeG8y6ltEW+HW+XSuGaOromqHoRx/oz9GZsIql23B6l15DmLIgYqa8gpI0e7EeJEKXXUFrbqHPwlvi/oh5EPDe5vKUi2oFiigeHi9wzkN+TDnBG17noh8Sr4tQ3mi1WgpBIKkIp0TWRELRUYrg1BKFU6Iagz7YoWcn1EiREFWsDw1TzQ25UWlxsy0DeCl1AT8rm8X1l0tZa4o8CrrFMHxmWaBIh0RG4mFxnhRjJokgmzSMq3zXckEwQR3Muj46V+eb40oarUwU8Pb7Eh4/0k7aMhMBHQtLpGuNNHrXd9Mt1WsSmT6wEmrKJ9SpKRAhpoSkHkEjNQ5NphNIJzWn0qIge51EiIrBukGrdC4g99SsIIhqtkN5NKtIppag2AjKptWRRpRSzi016im5XDVBKhR/EOLepB74ZfCJe1iZ5Mj6WGGvdQ0PwuDxCVbTQ0MgrFxUnq+wOl2Mnr0DFD7m41GB6Ew9JZ4U8mnMRpqKKT4ikRUgPKXQEUXvNaaARo1ikRQ8uZtuIrlPkE4KBjM39gwX+9Pz0hu+0Al6fr7PUCsnb5jovSTrO4ehpLOUAHlVjkd5wFENZt2W4LV3jg4f6OFRK71r7vmia9FkWFxuCLy0scjSdYr/rUjBNbE3rEj1fqtawCzovVWtcbyUhTKmSDKRxz+OuOKZvm+/q4L8a5bTNEEpJM5YsByFfnFvgSDbNvrRLxtj9pYlVwn5daYU0g7hbJCFWCuMW8RLZJjjUvYgwVtT8kKxtoAmBY+o0goilZoAgSWkydUEpbWHpggfbhTnSlr6pQD4AQqz73kor5MJ8nYoX8q6DPXz5wtwaY7v6dwVYho5t6HhRzGuzFc4MFejJ2DT8aOftUW3SndYABCgLERXBWEIpDRGnQYsQau01D2PFeLXF9Upz01WBoQkeHi7y8Ehx17mrHcx4HpamIVFJ0RohuFhv4mgalThiyvPJGwaDro0pNOpxxIGUSy2KcXQNpz1Spg2da40WhibIm+ufn8mqx9WVxqYpUpauc7ovx6FiekPXaxWfd7KPCywwK+qklcUJ+vkil9CFoKo8BIIK6wfjomtxV1+Wg4U0L81W1u0HuLjYYKrqUXKs9rOYhLuqYYguNHSxsXt7N/2K7Bv4xjRgYEZlPOciUjTQ4xy6LKBERKxVMMMBXO8uUB3RERNNprh19rDbftVqPlcmKknhnLaWftQmyxp6ooFwY7rG0X1FlCaI2gVPAF69vMg9x3pJt6vkRZFkar7BvsEspnH7la9uRYxkmQbvUAfI45IiKW4zQI4hlScd2/y28SyPl7KcyRewDI0gkuRdc1uuyVzD54XplU1d5Lah8cT+XlxTZ4UWK3g0CJmhzmn6yGNTIyBGYqMTILnIEjo95LGx0NkosJK1TA4W0/Snba5XWht+92IrYKLaStLNbjHcprLpD/eTklmq+iKGMjnk33Nb7HK97b350OG+HVfxWn3dDrguK7ksV1pNfmdqilOZDI8Vi9yVzTDkOLiaRqQUS0HA08vLvFCtsnpY7rHMDa/VVrjjhrtThevN4Rbfecz6AV+dX+LfXx1n0LH5xeOHOJjZWz1XP4p5aWqF+XbJuwfGipTTFvN1f1283I8k0xWPL1yYZabq8enXZnjsYA9HejOMFlJ87twMv/WtaygF7z/Wz4n+LCf7c/zGM1e4utQkjCUfPN7PqcHcpkUEOium1XBNnaxt8JWL89S9iGUv6BrFJG2m83visFZK4UWSG8uJ6tx0xePJo/0c79t5ewz/MPiHUKJFmH4Rs/5IMjsON0rFufnZVhTz9PjSliIOozmHu/tzHCzuLN9+3bcJwQOlApFSSY10IeiEvQTwqalZTuezHEin0ESbiUvC8bh1oP7E2FDCvmbjfM0LS/VNV6WQFGJ49/7SprmeDkZ3HWMrAwud5xmniMOcqrOfZAK1wvoBUZDwKR7fV+LsbGXDAVsBz02t0Ju2ydpGl/H6/sGeVWe5/X4pLUBIgVAmEKEpF6WFeOZlhNIx4iKBNY7rnabjD7sZaexkOKjutdhNv4QfcWO2Tq0VMtKfwTZ1ZhYaxFIlIip5h+vTVQ6O5FmsBEzO11mueJiGxsxik2dfmaG36JJLW3hBxFefH+cH33OYkf4spnFnRz2BQEfrrmwtdAJiqrQokGKAPEuigeYo4rri9akqb8zW0AWMFF1MfeOJllKKmbrPt6dWNvxeUxOM5V0Ol5IJZJOQGgEhMct4nGWWhxlmUTW5QZW6CMhgoSN4kVnupo8hMhv3SSRpa/cM5LfMx39trsa+dvGY1WhqdSLhkY7z9IZj3Iyg7x0pU+d9B3o3TW9b3cYO78OPb5L5TE3joUKBM7kcFxsN/mBmhn925QoPFwt8rK+P95RKSdaJEPy9/ft5pFig11rrRdZhV8JZd9xw/6szJ9pxju8NDDs2nxgd5CdGkwIltxMFS1sGHzzWzyP7y5i61s3160lb/H8+cnpN7p9jaBwop/gbjxzg5x4+sCbVJm3p/MMnjhFIiaFp3YnQYM7mH33gBH4cY2paUnN3i/Zs9L3FlMm7Dvbw0FgJQ0+Gvs7+kUIS0hDAX7k3YUJeWqjznYkV/ucnj3G0N8sX3phluRkwVW1xqJzeVXtQLmb9nTu+nl4U863J5S15Nk8e7GV0G3nLneDWeXanH4/3lnD1tfPhrZ6Rrfp/ZanJ1ZXmhvs0ATnb5NHRjQvgCOAjHEcA9zK06pokBmx15Hmz65Uydd6zv4df+/bVTSVIX5yu8I7hwhomfUerfDPF2931SyKkjRIenn0ZVo0WZthDR+nBDo4QmhP41g2EckAopNbAt67j21ex/THA3HW/+tDJpUw+8I4x/vzrV6jUAoo5G8vUmZitc3SsSNQWf1qqelTqPpalkW6HtB6/b5gL15dptEIOjxW4NlVl32DujglrrIaJxj5Z5jUxxTvUAYZlgde0KX5X/zaPy8OcE7NYysBRBrVWyNRKi5GCS20buc7OinahuTHZ0zF0HhoqdvtUwKFBwDwN+khRxKVOwBR1WoT0kyaHzVJ7whgjiZCYm1SQszSNY+WNDXsHl5YbG8qO6kpn3LrGnHWdSIQMBQc56J/Bkg57tToZS+djx/rXfVogSOk6rbauCEBTSmb8gHCD1YQlBKcyGf7J4cO8p1Tidyan+NrSEu8tlbB1nVHHYdxrcSbObhhK2w3uuOHeDRP77QAhbpfSkKBTj9UydCxDW5P3J4RYN+itZltu3ACF3XETrWqjhsJZxe7dyj236fcqtcalvaYtnW3tnwXXYjDr8JWL87wwscJKK+SR/SWGck57RbbT9uzuOsdS0QjiLVdymoCHhov07zFNZU3rVrV7dRdyZrtmvFh/3Mbn2Xj7QjNgvulT2yRXNmcnLsTNXHW3RgwFsDo5a3XyzGYtTFyCNqP51KaViq6uNFhshYSxbEsQb61Vvtt+WcEIRtgPQiGUhmrXlb7Z7jbjpB2zLC3/GJqyEMpACUlPONx2md8cunbTrx43IZYl7wEMlBNirWsb9BZdphcbjM/UuD5TIwhjlIJaI2S0L4tt1bp970y0q42AmcUGfaXUurDU7SKNzYflKUqkMdG5Sw0RKcmXtfP8G+MpbGXwQXmSMVXCTVkc7c8SRDGzWzD7AcYrSQ30zWAbGqdWCYZksThMif0Ukok+Ah1BL+lEo6O9rZOiZqJ1y49uBFMXjORd2kPRhpioehuKwdgqxSH/DPuCk/iixYx1lc8VfosnV36SjCxs2e8N+6pr9KRsBjeo6GZpgqPpNH85v8BdmSxly+T1ep0/nZ1bY+cuNRoshyFpw2DYtpHA5WaSr54zzG7W0l8dGuJPZmZwNR1ZhkHbph5HvFSt8kihQN7cbKqzHm+7GHeSYC/R20PRndJ2fbNRdE1ODeS6q84wjImiGE3TcPYgALGZgbh1oiFRREriE2OiEyIx2y9N5/eAGBMNTyVa045IYlIpdKoqxEHHFhvHpHKOwYn+LD1pG0NPiEoDWadbZONOTXxuRSuKmW8EW2om96VsSo61ocDKS80qr7fqzIQBGV3n53tH99SOOzURnal71ILN027Sps5Axt6Vu2y3V14IgaElaVkzdW9DA+dFkqVmQMWPKLnmtlrlu++XiaYMUJu1f63MjyHzN9uvQIvXT9J20y+zlOH04TJCwH0n+jDbKZiGnmiPa5rgyYfGGOhJc/HGCihFb9Hl+kyN+0/0Y1sGB4ZyIMC1Dd559yC5Xd63ncJC55DqxUBHRyOLw2k5RF65VEULR5kcVD0USFGPY2peyGIjoBXE7XKkG7dpoRlsutqGhDcytIoxr5OQMRNn+M1zmmJvnBJNCLLbEMBWvAA/ijfMYWhqNSr6HBVjAU9rMOafwFR7y6PPWAajOWdDUmvWMPiBvj7+0+QkvzE+jq1ppHSdXsti1HG67apFMWdrdS40GigUmtDwZcx9uRwPFZLnVwDvKZWY9X2utlpcGh9HCDCERlrXuC+X25V+ydvOcANcEQv0qSwZ7E3dLW83pCyD1KqHcfzGEkEQkcs59A8UMO5QObdbUVMhM7JF1J7vdghWAZKmisgJC1CMijSLyqeuoq7iT0YYLEqfES1Nj9DYaK1mGzp9WZ2+XdQYlkrhhzEzyy1Gyukt01I2QzOMmWuuF9ZYjeGcg21sXFRFAKGSXPObVOJoz4b7TmG24dPaothGytTpS7/5Ih4AQ1mHl2Y2NzRLXlJxquiaSKU4kE21JzCd/Iubn91Lv7aecOzdAO6kX6FQ7OttSzQPJMz71SpWACcPJpknpZyNZWhkUiZC+IwNZBEiKVDS+VxHFvXNYJVrbWOtgEUaNAmIREyRFAMyxwC5Ln/b1xUZx0hIUI0g4YBuoj625CUFQDZDx4OxGndyet7hJWyFVijx28TA1YTZQHg09BVaej1h1Ue99If7MdTevG5pS99wtQ1gaxoP5HOMex4TXuLFGHZsDriJtPeQnaQbF0yDfttiMQxoRDG6EBx0XR7I5zmcTvhSQghGXYf395R5uVZj3PNotfUhxhwXW9d3FabdseGWqHbsIkZHw0TvUkYUihCJ1V4ni7bbRCJ3tT1GEhLzvLjBfYwyqorfM4b7Vpw/P0UcSUZGSxRLGQzjzRmUF6XPi/ESFhor+KQwCJDUVURTRZQ1m4Kw6NNdFpTPDVmnRUxOmOho1FSY7Of2dJajWBK00zs0IWh4Ec9fWKDnAafL3E1WNomhDSKJpiUDQtwWhklCDQk7txXGzG9huAWwr5DaVH3rTCrHsOVgCI3PV9bLpMZK4UlJJQ67piirG6Q0Hb0tPtKUkmoc0jFLOlAyLKw2u9qXkqaMacjkCAWUDRO7zcBejflGQGsTdSpISIN9O5D/TL6nbWj2MJgKAYMZe8s0wpVWyIoXJtcgitmfTrHoB4koC2tN653s1+1gN/1a/9mNP3NgOE/TC2l5EQdHCjv+3J2Cao+J89R5VZtigTqeCNHRKKs0Z+QIPWSwMEhZOqOlFIOxYqURbFl6daWVZL5s/r1JmdTGJlkCt4u4XZ9hu2P8KKm6ZazSXA9EYkBL0SDlcBANA4VE7Mrs3YRjaJQ2KbCTGGWTnxkZXrfvveWbacUHUikGHZtHywVK+tbj/JlcjjO52y/9uiPDnVSjCZgXdSZYYYAcY6qET4gnQgJiJqlwkDJFlUIDfEKWRJNxVjiieingbrm92T7/gqgTC7l58ONNQGfGHask53R1THmvKBXTCE2QyToEQUQqtXPDvbo9HddhEq9e3ypNCAwETSIioElMDpM+zcVCwyOipDk0VMisbOGpmAHNIa/ZLEofQ4hkBb6ZluUGbUuEmW66NHUB81WfS1NVpFTs68sw1pvuGpaFqsf4fIOFis9ob5pc2uT8eIV82sLQBSv1AD+SjPakOTqcwzZ1/FhuOMh2IATsL6S6ObW7gVKK5TjkxUaV31qYoCVjUprOj5YGeFemRK+ZSMB+s77E7yxOsRJFxEDZMPifBg9yyklWbBe8Bl+uLfLl6iJSQYTkHw4e5Iybo2isDY8seyH+FrnoKVOnN7XewG2k25QMVB0juvsndXCb/P9aEFELkpVDr2Px7PwKupaI9tzq3dhrv94M7LRfO4Wha+TSNrm3YOKxEWIks6LKv9C/iE9EkRSuMolEzDPiCp/VXue/jd/FQdVLvSE5P11lruaTdQy6jIFbVt1KKapBtGnqHiTa5z/xx995s7u3LUIpCaXEXbV4y8kyueCm0VQoWlodV2YQe1jkmZq28xSwDWpIdBQGzwcNnmkt8zeL+9Yd20HCZ7oZ2L/1PLvBjgx3QMzrYoZntKu8Vx5lkQYjFJgQK5wTMyxQ5yG1n3+jfYOfjx/FxuANMcsrYoqH1D7+vf40fy1+CBeTC2Ju3XYTjfNilpfFFI+o/bwiprib9bOcNwt+LHllsca/fP4Kv/yekwykb7/Kz8PvPLznz0ZScaPW4u9+9TUqfohj6Hz4QB9//76D647dJ9KMmWliFF+MpnjU6CON2SUvrSY1HdBuavkq4LNyAgF4KqYlYlI7eBwmGx7/5yvjfH1yET+WlByTP/nog7x4aYETowX29ydGbfW8642JKjPLTYoZm0tTVY6P5smlTOYrHvVWSMo2+MhDo3zqWzc40E7R8SLJ8harAkiKiewlBh2heL5R4U+XZ/n1fafI6QZfqy3xVG2J5SjiZ3tHkMC/n5/kb/aNcncqS0ZL3JCr2aBfqS1RjSP+6cgxjjppWjIRXtkoPa/ihWtSSG6FIcQavfoOJBGh1sLXKqTjPiLhUzMnAMiFw9irYsA7Rco0thwoakFMzY+IlGK80cLRNcYbHo3c+vbvtV9vBnbar+8VVPD4j9pz3K1G+Fh8N/n2IkcBETF/oH2Hz2iv8WF5irIs4YUxQRQzuRzy2VemOD2cZ6yUJr2q+IlU0Awimjuokf7dRiTVhnyFtVC8nnqauxqP46jdp4Samtix4Z6PA8Yjj7nIZ8R0OW0lY90bQYO6jHjELXaP9ZTkYtBgIU48CwJ4dyrJrFiREZORx3wUcNrJ0qPtngO1I8NtouO2HdtviFkeVYcw2rObAin6VZZjqp9XmWZR1KkTcE0ssSyavMwkVTymxAoRkutiecPtEZIH1Bgn1CBH6FvnIldKUQsjfuGpc/S4Fk+M9vDkWE93/6+8eJWUoXOmL8cD/YVdX4gdLjh3jNtxoxmaYCzr8hvvu5tnppf50o2FNZW+1n+PwlCCx40BXPSbDOhbuMirW6SU4r3GQCIRuw0LdDUGUjZ/+579fORgH8/NrPCZq7MA9OQdLk1XmV5uMVB0MQyN8cUG4/MNbFMjl7JQCg4OZrk4VcM2ta7r3DbbtLhVXYyl2rQucAdpa+NCBNthPgq45rd4qVnjH9w4jyYELZmsMEesJH6pAR8t9PLbi5Mcqad5OFPg3lSOlHbzlbkvleNrtSX++cxV3pst8aF8L45hbtgmP47ZgmeHrglsff0AIhAoEVOxxqkyjlAGoZ6QYCLNp691Cg1zxytvQVI4Yqujw1h2WeUly+KhHpOD2YCBDdQE99ovgEhJFuKQft1a8740ZMy3Wsu8J1XeMelrN/36XkFIxGVtjk9ED5LDaVPDEulRC4Mn1XF+Wf8SVeVRkBJDE3z0zDBfvzjPA/uLFFLWOuUxL4oJ5cb6229XJIE0ydnU1+iP9jFjXmHFmEdTyTRm3pzgePPhPRlurS2StR0aMuYz9TmWZcj9Tp7Z0OeUlUnIvprGuO9xzq9zj5O4wYWgO4lfiEI+35jnsVSZ5Sjg84156jJizHT5pYXL/GLPETLa5iVSN8KODLdAMKIKvFceoU7AV8QFPqpOt/clJAobI3G3tuPVGSyOqX5OqH5OqkFGVZEJsbzp9pYIMZSGjY6mNh6GpILphsd0w2M44/DwYIF0W6FqyQvxTblplZutYGoaB3Mp/taZfRTsjQfetxJCCExdMJRxKG/Cml5zPEluSnoXXEMhBGn2MNPTNMquRTOKyVs3P39oMEfTi9A1QdpNFODef+8QA0WXvrxDEEmkUmRdM3GRawlDXSm6Clb3Hyljt2e/sVJEcutB1jX0LWN5myGWiSdi0LT5yZ6bIjCmSLZBe4acLdFjWsyGAS81q7zQqPKjpQH2WYlH5oSbJq3pXPabzEcB/3r2Oj9WGuCg7ZLR196LKFbdXNCNoAuBtQGJT6Cht0sWxiJAaR5SBCgUgbZ5qtxWcIytB4lIqq4gTbp9P1xDx9rgYu+1Xw0ZMR55PN1a5kPpXgwEs7FPrBJS0EzsU5URS3GILqAlJSsypN+w2W+4G06Md9qv7y3cVOHujIod4y0U3X+2oZOyDV6drKAJQcY2EznjW65HKLe+X29XCDRGgqMEmkc2LpONy7gyAyhiEaPvkQu108wlSwgksByHTIY+9zg30+V6dYu8ZtCUN705JhqDhsOKjJiKPD6c6UMDzgV1roRN6jKmLmOuRy3GoxZHrHRbF29n2NFIHxKRRPkSo3xNLBG21XxahKyIFpeYp0lAWlk4wkAqyZJIctlcTLLY9KoMrXaMe/X2skpTJ2BSVMjh0BD+lg+XqWk0wpjLK03u7l0f6O/EYd9YrjPd8PFjiakJyq7FsWKGVJsAFcSSybrHheU6Ybu+6q3f2/nzcqXBTMOnHkTEKtEFHsk6HMrfrPccxJLr1RbXqk1CqXANjb6UzWjWJbdL/dudouqHTNY9JuoegVRkTZ2xnEufa2PpGktewLdnV3hsqETGMroDm1KKl+arSAX7cy5l17qt9hczFoV08uhp7QH+9L5i97s64XpNE+TT1jomL8BY701RBoXqSk1uhuS6795yO5pOWtNJ6zp3u1l6DBOEIFJrJwq9psW7zRJX/BZP15b5TrPKRb/JmJWkgmQ1g2Numn22y9lmja/XlrngNegxzHWGe7t1nhAbp55JYiLhoSuDVFxGEaFEkkGgK6sb15teahJFEtc2KGQsolhhGoIoTrwaazTyt5ntKFQ3Nmq227SZt3uv/VIklZmmo4SAWJERs1FAQ8WYCHwlecmvMqDbLEYBCzLAU5KajNlnuBve9Z32azNIpfCJmabBKJlt052kUnhEuGztot8rDHSGVJ6XxQSCEfLKxUBHomjgc1aboKjSpLBI2waDeZeZSovhgpuIK23Qprg9Nn4voWNYe6MRVvR5MnEeS7q4KoNC0dRrGHtMB9spDKFxwsrgCA0EvBHUOWYlhULSmpGsmFc9lboQNGRMU8ZkNYPHUiUEsBQH2EIjoxsMmw6W0LDF7j2HO45xT4sqr4sZLHT2q1I3V9gjZIYqUiRKOUVSpJRFQMxFMc9LYoIQyYDK0U+OugrWbe8jywotzosZYiQGOiZrL0QHSsGRYpq0qfP09DKne7LrjpIKFr2AT12e5Y3lBo0owtF19udcfvDwAPf05kAp/FjyxlKd339jikUvpBpE3N2T7a7i299IPYz5wvV5zi3WWfQCQqlImTrvGi4xnE4KdYRSMt8K+Pz1eb49u4IXSTKWwfFimsdGyjzQl29Lit65F9yLYq5UmnxpfJGX56t47Zjzw4NFHhoosC/nMln3+GfPXWbfky5HimlsXW+L3sPvnZ8kZ5n84OF+crZxW+2PpOq6V22htfNIk/vlx0n+r20kuu1SKnQtkRZFJSVOV6d9dMQxto9ubY6FMGAuCqjEEb6STIc+jtDI6QYF3aDXtDCE4IVmlZNuOy6PIq3plNsZAFf8FhlNp6AbHHFSLEYhS+FNNuxcFNBsE9sOOS7H3TRNGeNvYBy2u+0KNpysxiIg0OpYKk2Pf2z9edtP//kbK9RbEX0Fh8PDOcJIYhkafiTJpUxcy+hOqLZbcW1UIGLTY/fYr5TQGdRt+nWLsm4xF9XQSAhJszLEQPAdr8KPZ4e4FDaYjQJKuslCvHmmwe32S6FoEPItNUOvOICmBCGSCNUd7yIkRnsVHCAZVzUOijymuvNa5Q4G98lRntauEEvJoMgn5DQks6LGN7TL3CNH6VEZ0rZB2jbY37ONu3gHRtvYRdz3zYStr7cAhbh33XFD/mEMtXvv4W4QK8lJO8OAYXMxbPAfVib4aKafSElaUlKTyTizFAfkNBOJ4jtehdnI56iV7mZgFTSTfaZLr25zt51FoSjru1lrJ9iR4c5gc0oNckL1E6PWJOL3kuGA6uG0GsRYVVrtOP0clX2EbfGPzkuz2fa71TB3xUPEbSWerV6wk6UMlq7xl9fm+cTxIbK3FHSoBhG/d36KF+cr/L37DjCadZmoeXzpxgL/729d5He/714cXSNrGXzoQB+Pj5R5bmaFf/zMhXXfpYCnJpf45tQyP3Con8eGS1i6xmTdpxXF3dX2VN3jKxOLfH1yif/tkSP0uTZn56t8eXyRX3nxKr/y3lMU7Dv7cL26WOOrE4tcXmnyv77jMH2uxRdvLPC56wvcqLb4O/fu51Q5R84yeHWxRtGxGM4kL2QgJc/PVvj79x2gP2XfdvvrQcTl5QampnGknKYZxGRsg0YQc22lialrHCmliaRksRlQci3iNkvZ1DUWGj4DGftmhSMhNk316qAVyg1Z1wC/NneDy36TmdBnKQ75XyYucG8qx0+VhygYJg+l8ziaxq/P3aAZx0jgsWyRJ3NlyoaFBH5l7jqTgYcCUprOQcvlA/nR7pP5+eoCX6oushyFGEKj1zD5idIgQ+b6WLClbZxv3kEs1YbVkiyVxgrTsDVPDz9MZBnnqx4rzYB9vRnemKhgmzqHh3MMlVOk2iSlVhhvaeQMbX1xms2w134l5WUTos542OJc0OgSKg3R5hik+zgbVJFAj24igVP2+ol6B7fbL11olNRNYY1lfG6oGlM02E8WHcEkdfpJkxEmS8rjC+o6P8pRxkT2jqeuprH5iLwLn4jP6a9TwUO2MwpcTD4cn+b98gRZds56N3SxZXjJ0gX9aZsnDqw3kG81jpQzWxdRaiNxk7+5Ac75dmz6athKSkKbCRdmKQ75enOJrzWXuBg0+A8rk3wiN0RVRnyrtcJE5LEkQ57zKvzN4hgPpwr8fmWKz7Tm+GpzkVBJ/reeI9hidwTOHftvBYmCzupHU0fDQMfYhNwkSNR/dro9Oef2N8DWNfblUtzVk+PPLs3wkydGuvukgmU/5I8vTvOPHznCmZ48rqExlHboT9t8fXKJL91Y4L2j5VtW1pvDi2JU2z2eMg2ypk7xFiN2udLkqYlFfvrkCMeKCWnhPaNlvFjy+mKNZ6aX+dD+vjv6eD09tcxCK+DHjw1xpJDMtH/4yCAXlhtMNTxenKvw2EiZJ/f18PJ8jSOFDMMZh1Yk+fbsCroQnOnN0eNafHVi8bbaX3RMXEPneqXF5eVGUlEsjLsvngIWmj7vGC5ycanBbGMJS9facclEcOWHjw92z6fvgDTSCKNN3X7/aOhQ16R3iIedfwAF3eDxTJF3ZW4yQVfv14BfGzu57ryrW/TXy8P8dHl40/2r4RralqlKkVT4e+BndJBLWewfyKKU4vpcnaMjea5M12h6YdfDAcm1aIabK51BEoLYCWEHbq9fRc3k7xX3oyM4aKbW5acL4LCV7rZbtSf1G+FO9wsST6MAUhi8wiL30UuDCAGUcSgIh0NUOCDyb5rZMND4UXk/PyTvoYqH1+YClUhj7LqmVDJ2bhVS0IVGX9rhv3tg/221+05gZ31TvJr6Jnc1HtsTOW2nGDBs/mp+mFApJApHJIIpvbrFD2UH+MHsQLfNAujH4p/0Hu1uW/3zp/IjRCSKl5bQ9nAXd2W41598vyoxqorddfNOPrOX7bdCAWNZFzmYsMl/7NjNogteJFloBgSx5EA+dbNCjlK47bj0jU30jDduE7x7pMTZ+Sp/+MY0n706zz29OZ4c6+FwIYUQiYBIPYh4Y6nOL79whX/78vVuTxpRIj84t4XE4F4QScWSF/DNySVenKvyy6sGpCU/ZCzrsuiFaMC7h8v8029fYqbhEcZZvDjmmellHh0qkTENlOK22z/b8BmvtlhuBbimTj0IsdpcBMfQuqvnpVbIRLVFybXIOyZCQKOdM6ytGlCstkdkK9SDaNOY5WarwBszNYpZm2xbzWuzNZIQ22eF7oYFmnesLVcP0Q5Y9Fvh3iPlLoO4lLMRAt59ZgApFbapr1Gva26zMk1bepeUth1uq1/i5kRdQ6wxugmjZu2ka7NxpoPb7VeoJNPUua6qXKPKEh4Vgq4HMEKRxmSOFqbS6RcpVpTPlGgwQArjDpvv1ROYThgyed5F97rdEEsszkqWFiSVVoCpawSx5EOnBshsILXcmSybWlJPft01iCX1IHpTJFw7iKRkyQ/pdaxNwwvfml9hX8ZlwLVRSALh883cn7SZ5Ks/02GVv+NNNdxCCHSVxK4Va9/9za7UpmMLYCowxNoMoN3gthhT1ndLMVVBytAZyTiUXYuX5qqEUiJEQtyIVRJRMLSbMZJEU1tgiCQevRt+RsE2+fiRQS6tNBiveUzUW/ybl6/xA4cGeGiggNlmSNu6zocP9LM/t5Y8Y+kaBwupO/paq3Y978G0w+MjZUYza3PP87bBWC6R2ztUSJE2DeaaAVMND10IXpqv8tdODOMYiRb17bY/axmc7ssRRBJDF0RSYWrJT0NLxGM0IcjaBu8aK+OaekKeawVcCRoIkXg23HbBEksX5OzNny+lYKbubzkBW6n5rNR9PD+ir5TC1DWm5upYpoZpalRqAfMrLVxbJ+2YrNR9lIJizmagfHMQWKy0WKn6eGFMsa3hvFz1SLsmtqUTRYrlmkdvMcVy1aPlJwNfLmNxqK24VXCMm0VjNoAXxSxtoya1FdxVk5yOKE3aMTckAS40A+QW1y1t7txw77VfUikiFHUVESqJpyRZYWAIgackphBcjRqM6imWVYCFxn5j64H5dvulIyji8H3iAEMiQxmXkBgNQYyigE2x7ZZOYZLC4DExTAF7Qz7OnYRYZaxX46vaBY5mh+nxsjSDiNPDec6OJ3W2N5I81YQgbeqkTJ3KBjntiWJZTNAm9HY+34xi5r2A6ZbHgOsQxDE5ywSlWAkj/DiRKO1xLCxN0IwllSCkz7GTOvX1FlnTIGPoNOOYb82v8L7BMhJY8AOUgkI7S2Wm5XOl1qTHNsG1E54EMak4x0B44BYi2u2xyneDjYox3c65buc8b0ut8p3A0AR52+DBgTxfn1wiiCUaAkNLBB90oVH1Iwbaqk0JISvJBc9YO81abhcwEIK7e3OMZl3Gay1eXazx1OQin702x6lylqJtYmoaedvgeCnNk6M960g7d3oGKwQ4uk5fyuauniyPDhXXHaO1pTnztsnBfIplP+TCcoNe12LFCzldziYpI4jbbn/aMki3jcfqetbdFdOqjx9dVdLP1BJ2fxirNQ+yresU3a05AZtVgurACyIWV1pU6gGFjI3latSaAWGYrACjWDIxW+PQSJ5r01XqzTCZQATRGsNdqQUsVjwMQ0MB49M1XMdgYcUjahPvUo7J9ekqlbqPH8RJbrjvdA13OWXhbLEybUUxC9tos+8Ftw7cSsFMw9syLSprm2R3yMfYa78aKmJO+nhKEqPwlUxcuAqWVMCY7jIpPYZ0l2UZYgmN/Vu04070SxOCLBZ3i5v6EB1SUccw59pJO52UrKOi2P37u4GLYo6jqX76cw41L0KpRGZ2q9c1axlkLWNDw62AQCqWvYC+VYp3K0HI+UqdWhjRjGJ6HZs3KnUEkLdMLteajKYcrtdbifGXiSGvRTGuriVpa+1zRVIx00qeiUu1Bst+hCZg0U9kdrOWkeiUt29lEqY1GAmOMxDsw8Ba1V5FU6++6azytxveGkmjNwkpU+fxkTLPz65Qb7vJbE2j5Fj0uCYXlus0wphISlqRZNELWPIC9uVSG1aD2QhKKZphjBfFZCydU+UsHznQxwf39fHs9DJeFKNriXHsS9lcXG4QyE6pwmTFuVWFq73C0DT6UhaWLrhaaRLEN2fXQazWucHu6cvRCCNeXqhyrdqix7UYybjdOtp3sv1C0Gag3/y5GUquxZn+PA8MFUiZN9PVtpPKVMCNlVbiPdkyxQfCSCIV2LZOEMX4bdUoy9QII8lQb5qp+QYtPyKOFdX62hWiF0ToumC0P8tgOc3scpPh3gxRLJmab1BtBBwYzjG10CAIkudB0wTRqus2kLFJbcGpaIYxs/U7G07ZDFO1jStodVB0TAo7rGi3135VVcTFqM61qElTxbRUTIikpkKmYg9X6ERKdlNlpOqY0LemXx10ylh2sNpd39l3J432AnVmqe74X1MExELimDopW+dbVxe7UribuaGLrkVxE31uSFzZNyprS4NWgohr9RaWprHoh5Rsk0u1JpdrLUq2ybIfciyfYdEPuVxrMu8F6EKw6AVcqjYZy7iMpB16XYsB16bXsSjaFtfrHs0oJpKKed9nsulzPJ9JPG9dN7KGpRxGgiMYWImHkJiozdgc8o+86azytxu+Z1fckORzj2VcRjIury7W6GnHTPOWwQ8cGuD335iiN2WxL+syUff48o1FXF3n0aEijq4lg4Hq5DYmL3xH+EOQsC8V8O3ZFRxDoz9lkzYNKn7IheU6g+mb2sgHci6PDZf57dfGOdWT5UQpIQpNNzzmmgHvGS3j7JAYs1oPvDNgSUVbkORmje13DBZZCSL+4uoc+/Mp7urJ0gxjLq00cA2de3pz3fKbD/UXeHZ6mXNLdWIFjw+X1hjUnbZfttvWuWadfFwl20aazVPGVhvY7VJnMpbBSM7d8phrK028SG6qeqdUwqK1TI1L48vEMs/UXIO0Y1JvhswtNwlDydxSi/5SinorxHUMRvsza08kEvezZSY5nMWMzcuX5gFBMWcjEDz36gzFjI0Xxl0Pw+o+juZccrbR9ULcikYQM1X3NnRt3ymo9rN0fWVzT4UmoDdl0bPFwL4ae+1XWhj0aDbPBcvcZeZ4KargSp2GihiPE1GKG7HX/tkiKwwkG8cN34x+3Xr+Djra1BvhTtyzf218hXnqO54KLNNEkqRUGpqGJkDXOqmYG1cH609bW1aiC2LJ+YUa9w/eJN1lTYORlEMzijlRzPD6Sp2DmSQU98JilWYc8+WZRUxNMJJykvEBOFHIsOAFfG12iWHX4WA2RdrQqYQRk80WQ65NNYxIGzr7XZcbdY+vzixSDcMN+QpJ2eeApl7D0xr0hWPYKoUgCfl9r5SBvl18TxtuSF7InzwxzP/yjfPdVWbOMvipkyN4seRffecKS15IzjI405vjX777ZNeA/uW1eb5wY55XFmrUg4hAKv7aZ1/CNTXu68vz8SOD3NuXp+JH/Nar00zWPYJY4po6R4pp/vEjRyk5yQswnHH42ME+TE3w62evMdvwMTWN/rTNvX15nlglz7odlryQXz17jacnl6mFEaGU6GKFv7g2R840+MV3HOGunix392TJWQY9jsmvvHiV6YZH2jTZn3N5cqzMfX357jn7Uhb7sinOL9V5fmaFf/qu42se8Z22/9fPXuPZ6RUm6x6ttnziB/7kWdKGwcePDPLEaJn9+dSmfZPszM1j6YKSazKcdZiseRse48WS5yeTSdVAZr2+/EA5RX8phVQ3WdX/zQ+e7k5YOqIwQsD+oVwSHxXrwwIn9pfW/P3YfcNdklA75Zxu4voqrP4r256I9KVtZhvrXccrXsjFpTrVIHrTxHpipZip+dyoNLtuyFtxsJCiJ2Vh7jAdbK/9yguD+8wC95h5dATDutNduz5u9SCA/944iABOm20ZybewX+u+YxUzvzPh70Ag2KEDb1vUhc/9cpQjqn9Hx/9n/dsIBDUvYqkZ8KMPjPHlc7NbkvT2FVKMbfGOepHkxekKnzg90r3owymboVRv8i4Jwcl8pns/qmHEpyfm+MhIH6svr+oUpcnTTf3s7P5bx/ahC9ifSXWvpSbgTDGHVDcXAevaJpqcSz3DlHUZW7o8WflJns5+kgfrH8SV2Q0+8X9NfE8Z7qxl8O/edzdZy1gjEHCynOX//MAZLF3rkk9MTfCTJ4b5kcMD3YfG1rUu4UkIweMjJR7ozxNI2V7hJkZFtI/NtDW0nxgr89BAgVhJbvgeT1WX+bOVOYZWVSMSQpCxDD58oI/HR0pEMonZGm2t5o3kIjdDwTb522f283Onx9a8gILEqJScm3KGI1mHjx8Z5PsO9BG11d8MTZBqM0e7nxWCv3JskI8e6gOgx7mlRvIO2/+TJ0b4+JFBItkp6XrzmmVMnZSxOUmkGUueXlzm3kKOtK4TtVMrBFAJI0Zc5yYBRAgcQ+eegTxTNW9TJ+k3xhc5WEptaLg7Ou66EKvOu2p/978EncH31lXKViupTsYCq9q92XEHCikOFFIbGjhFsjp9bnKFJw/0vCnrhlYoeWZieUvlrJO9OUru5mzfW7HXfnXvzSpWOcBqx/OtP9/KfnXgBxHzi02e+c4Nvv99x9A1DT+IWFxusbjS4sBongtXlrjn5ACOc/vDaUqZHFX9PCj37ej4z+qvoiNI2wY52+AvX53G2qRGfQf9GZvRvEvWMjasEuZHkrOzFWYbPn3ppFRq5znvqOCtPn/K0Hm8v4zRfqFWr/Y717szKiQeC7oGPvFqrvLGrNq3UReWzGmK0QCmsmlpteTcSidhSrx1K27V9ihESmGIjSs3vpl4WxjundQX7qTnDN0yQCdGVqzbDokB3Eo0JG0aO8rlzpgGmfZxMwTMioCya3LFb3HcTWOvepg7xI/bgd6WZ90JTE3DtDVyOyAT5W2T/HbknG3aX7BN2KOQTKQk056PWakxlna53mhhaxpHs2muN1uMuGvvoW1o3DeY5zMXZzc95/mFOleXmxwspjeMX+5moN7rsTv93KFSioPFFM9OLm+4vxXGPDuxxJMHdu6d2SmUSpjB35pc3jJSfFd/jp5dlKCFvffrTgyyb2a/AOJYEYQxpmlw8eoS6ZRJOmUSxZIwjEk5Jn4Q3TH97/fLkxySvbjsrK1jqkRGOW0XuUa1FVJuZz5s9lwabU/aid4Mz02urNvfyYl/enyJDx3uI2PdXOxseD4h6GsvBLpx6S0mv7eeZqt9t8KVGarmAlV9gUhEzJrXCDWfm4rubx0WooAXmlVOORnG7K3DencabwvDPUcVgaCP2y8w/mYiUorFKGQy8Lk3neOlRpUDjouNxkoUMhF4BEqxEAaM2S7VOKIlY7K6wX3ppG8XvQazQSKVqQmBJQQPZfIJCUcI5sOAS14TTyYEqqaU9BgmI7bDsOWglGI2DLjgNfClxNQ0CrrBSTeDKQRNKbnsNanEEZYQ1GQiHnN3OktRN7HulE9vT0herXoUM9H0uNJokjdNRlyHiZafuNFXxeVsXeNkb7a7MthoaFz2Qs7OVhnOOTw0XHxT809vFwMZh32FFEXHZHmDWuN+LHlltsp0zaM/Y++YQLkTNMKIGytNzi/UNj2m6JgcKqXJbpGGtxH+r9ovSAyJaWgU8w5ziw3EEowO5ogiSbMVEsaKRjsNbbOY8m5wjxzB2UXxn/vkKH0qQxgrgjhmf0+aaptdvll7BNCXtrh3IL+h4YZkQvTU9QXuG8xvK1zTWTy9FUjHORw9jaUcwKNqLNIbjmIo67YMt1KKmoyJlMQUCZfHV5IeI8kiWIkjWlJiCEFO17GFRl3GXPQajJgOgUxSGm2hYbVTGmtxhECQ0w3sOzzuvmWGOyImRiJRSdpWW4s8JOaqtoCBRp/MtckHco1SeSfrWiMpchIh2ykCGvpbSIyvxxFLUUisFI9li3xqeY7vK/aQ1XQmA5/PryxSlRGXWg3uSeepxCELUUheNziTyqIBZxs1nm9UWQiDbn/GLJdh28ZEMBX4fKGyyEIYECnFOa/OI5kC31foZci0iVB8s7bMU7VlWjLGFBpDlk3BMNlnOaxEIZ9cnuWK12LMdpgNA1bikJ9lhPvSOXq0O5c2oVRSCKQVxKRtY42AykYwhWDYdSiaJtOej90u9OFJSdSuWrTa8Jq6xr58igPFFOcWagSbBDCfm1wma+kcKqbpSXVWG3esm3cMGctgNOdyvCfDMxPrV6eRVIxXWzwzscwHDvWStTZnBu8GUimmax7PTCwzv4mQjgBO9+XoT1tdQuNO8b3Qr3xaJ9RjlJI4wiBWimU8SjjoW8hNGrpGJmVRKrhU6z5Lyy18P1FoC8KYWt0nDOWW+eO7QZ7drdwelgcBmIyatMKYe0eLfOvK4rYM/J6Uzb0DeTKWTj1Yr2yngOenVjg7WyFl6vSl7e/apLjTF0mEoUz6w324MsOKMYeudPZ792Opncu+boZLXqOrS+8riSdj7knlyOoG14IWi2GILgSDpsUx52a6aKAki1HAfBQwZrlous6NwGMu9BHAgGlz0E5tSdzdLd50w9256HNUmddq+EQ4ymRYFSmR5oqYJ4NNaZXqzZRYplflsDGIiLvVwspkqNBkRqsgEAzKQvdBfyvcJBe8JotRyJl0hnvSOf7XGxeoxzE97av4/2/vzaMsue77vs+t/e1L73vPvmCwY4ABCBAbQYKbKJJaKFlSZMuKZFt2ZCU58bF1FMdxjuKjRPGmJLYchVIsyWRExZJNkQI3kACxDraZwex778vr12+v9d78Ua/fdM/0zPQsAEG7vzhz0K9e1a1Xt6ru73d/9/v7/jQRS2n+2sA4/2jqDP9l7wi6EHypNEtdRmQ1nSezRT6e78HWNMphwO/NT/KtSokf7+rHNDTuTmW4Kxmzmi/6Lv9w8jQHMnnuTWWIgFIY8M9nL/AvxveyM5FkwnP5dnWJfz03wf84sgOAKd9DCPjxYj97k2n+XWmG56tLFA2TbvNKw92p3sWl9cT1Pl/OHJZSsVT3ef7dOT5+7yDp9hrfapb36gc1aeg81dsFwD2Xtb8zs764hhDwI7v6mai2WGqtL9hddgNemSqTMA1+6f5xDG1l2fn2PxNrSEk30fx4IcnHt/fxyuT6oV2p4A8PTXBXXxYnr2Nqt3YdK+mMRxZqfPUaSw6aEHxuz0AnLHqj+KBf14S5zGuqRi8pDohBFmnxz9VBfk08SPc1jKVp6hTyCQr5ROe8EP/2u/bEBLLPfGz3TV/H7YBSiqRtkHVMvn5khmLK6mg4XA1JU2c0l+TDY9187dTcuvcsUvDFtydwDJ3Hx7raKVrvzTi70q+XdB/WnkchKZtz7b8VOgbd4RCgqBqLFIP+W5rESeBLS7Pck8zyWmOZlpTcl8yyHIV8LNfNlO8igLNui/+3XO/IISsE57wWZ9ulfX+pJ8O07/JHpWl2Oil8KfkPywv8g4GtZPTbZ27flxn3InX+wjzEFtmDT8gZfZ6fDx4DIInFC9pJsirBYFSIBS7EElNimR2qlyoub2sXeSjaxiJ1vmYcYkgVCIn4vnmKnw4eJnETdaVvBkeaNeYCjwfTOYqGyYDlcLhZJ6W1CXFCo8+y6TYtRqy4JrNUipSmUY9CsprO6/UK36uVmQk8dAQzgceT2SKrVZYV4ErJf3fxJL/YO8w9qQwpTacpJYcbNfYmM/RbFrbQGLEdDqTz/OHiTOf4nG6Q0Q3uaDsAO50UL9UquFepb31susrUUhMlYaiYjNOnZqrkUxbZhEkoFVPlJtt6M8xVXZpeSMLUGSwk2daX7hiwuarLxGKTharLWHeKvcO5dc93IxDAs9t7ee7MAkfmqzSC9XWvJ6suXzk2zUzd5dcf23lNUZBbxdXSzzaComNy70COD40UeXFiad19pusev/niKf7avaMcGCrcNBMaoBVK/uDQBM+dmWd5nTA2xEsSd/ZmeXCowM2e6oN+XYfE3IYqY/0wYnq5BcDW7hSHJpeZWnYJr0avX4WcY/AL947yvQuLNPz1dd5n6x7/+2vnOL5Q56/cNUxv6tZntuvBjxSLTZ+DM2U+vbP/ivcrEgFn7UNIJEvmDKDIhb1EBNSMJZ6ofIGUvLXxJlSSJzNFQhS1KOS+VJZ3mjVMoWEIjQnf5bzfohFFRG1H45zX5J1mlUczBX65ZxSz9Tp7AABOmUlEQVSA52tLLAQ+jSjCU5KGjDjmNngwdevj4QreF8MdIrGUQUY5+IRYGCTb5IsBlSejnFWsUrhTjvAfjbcpRilCEVETLr1keFk7TUU0CUREQEQDj2lRZpvqfc+vwZURp90m36uWebtR498uzDAX+LxSW2aLneiwCo323P/ydAalYNL3+HdLszyb7+ZvpEdxZcRXluavONdyFPK785M8nStydzJDXjc7Enlr5B+EABV/Xp1barbXztfmnF49eFZvhaRtg219GV44Pk/LjyimLZbqHgtVj4Sl8+HdvXzz8CxBpLh7LA8Kzs7X2LYq5/nMbJ2ZcpN0wuTsfJ09w1cvvnAjQ7YuBD9z1zBffPsib85UrnodrSDi+xeX+G++8S6f3tHPvQM5etP2LcViFDBXdzlTbnJkvsqhuSr/3Ye2xxkFN1jRB+KZRN4x+cX7x3hnrhrrra+z36lSnd9/+yLny00+tr33hgdMpeLw9B+8M8kbM8vMX0XcRQDdSYv/8v44PedmZ1Qf+Ou68Utav90P4BrMfC1m83elbQ5s7eLd6SqsYnZfDbqIK4H9/N2j/D+HJtZVUgNYbPn85Zl5Ti81+PSufp4c7+pktdwslFJUvZCTpTqH52scXahybrmJJgSf2tF/xQ0zlMVdjceZM8/TFQ6SlFmKQT9KSN5KfZsVJbtbjbzqbRL0iiK6RPFcdZGlMOBAKseQafNcdbGzf1Y3SGo6kVK806xxdzKDrWk8nC5wdzLDgGkjUeRu42wb3ifDnSOBhsaSaFBUKR6KtnUMdVx3ey0jME0sajGrVbCUQb/KdgrIj8guhlSBjHKIkPSo9yd375TbJELxYDrHR/MxO3Ym8HhueZGF0KdvnRD0aihi8oMrJXndpN+ymPd9LngttjmXQnXzgc+hZpXlMODHi33kDOOSUyAEo7bDtO+yHAbkdYNS6HPKbbLDuZSXuV7d4Wv5334YsdzwsdqVnjJOHCnIOCaCOD3k3HwdU9eouz7TSy0sI75nizWP+arLfMUFFJahg4LenHNbBsuVwWFXd5pHRoo0g4hji/V191XEEptHF2q0goiDM+U4ZzWbYCSXYDDjxDV+1xlwpIxDrzU/ZNkLKDV9JiotpuoupabPUitgqeWz1PIJorV5vDcKQxOM5pJ8fs8Af3p8huo6A2YgFWfKTZrBPOcrTR4eLnJHb4aepH3NalzNIGK+7nFsscbzFxZ5d77Gsht0ZgiXYySX4Okt3Wwv3nqBhg/ydRnoRG1+TKQUJVq3fL2XQxHnewdS4ocSN5JUvWDdYh4rcEPJQtMnbRk4ho6lCwxdu6H0or6sw3zV5fVzJdxQknWMDR0vhMDQ4Inxbo4u1nh7trLucpRUUPECji3WaIURh+er7O5KM5R16EvbdCcs7KvwIlaWNMpuQMUNWHZDSi2fyWqLqapL2fVZbPqU3YC6H5Kx1skMaU9ZHJUiLfPMGOfwNRdTWUSEtLT6ddf0bwSCtX6DIzROuQ1cGRPOVmcQZHSd3U4aQwhebyzTb1rcm8zy1coCBxsVsrpBQtP4WO72Zoq8L4bbwaSFz4xYRgAjqosQSUjEvKiyJOoIBBNiiT6VxUSnX+WYFRXS2OyQffEiv8rREvGDpSGwsMhwZRrYe4HDzTppzWBXKsWz+W6UUiyGAV8vL1AKfJLa9Qk9aU2nyzA55zX5blVQj0LkZSHyC16Lv1wu0YgiznktLngt8oZJv2nTZ1oMmDbb7CQHG9UOe3zK93g613XThnIl39LUNbb2peNc1TAilzDRNUHDi8tnjvemaUwsIwRkHINCyorFS3rSmIZGfz5BNmGhlKI3d3vvS8422T9UoBFELLsBM/Wr63o3g4h3F2pcqDTpTdmMZBMMZ2PDHVcqix0UTcTFYSKp8CNJIwipeSEVLx5cJiotZupuu+pU3PbtIM9qQpAwND6yrYcz5QaH56ssu1cauWYQcbbcYLbustQMOL/cZDibIGPp2O08fUPXCCKJH0la7QFystri+GKdN2eWrypIArGS2L39OR4f6+7ozP+nel0F5SBRTFLjCAvMq+aGrkmquJ74heUmoVTtf7Lz3IQylhcOpex89tvPk9d2ImtXmclCXFXv+fOLHE3Z2LqGter51LVYk8FoazOsfNZF/L2hCcbzSYopi6jteKZ1jWLKwtzgjFgIwUguwUe29OCFksPz1XUdLqmg0XmvWpxdajCYjUsldyUtEoaOqWsYIp75RlJ1+qjutw23F1BxQ5bahvtyQuFGXq2EzOLIFE2txrK+gBKSrnAQQ5m3NNsWwP5UDkfT2GIncWVEl2Gy00kxYjlM+klsTSOl6THTXAgyms49ySy7nTS+lHhSIoRgzEowbiXw1MrofvujNO+L4a7RwhchUuksiBoN4TMkC0gkp7V56sJDKMFpbY5clMBEZ4fsY0ZfJhCSMRV7K9tUL8eZ4ay2gIYgqSxGouINldNTSrG4WCcIIvL5JMkN5naWAp9xO8HuNptQCEGPabE7kQYELRmR1w3Smo4hNHpNi4SmIVH0mjZme9sdiTSn3SZHm3UyusH+VBZNxJV/FLAUBhxvNRi2HP6sHUbf7iR5KJ1jwLJJ6zp/pWeAL5XmqIQBjqYzbif4VKEnFkwRgm7TJKVdurWO0Ohr/571+kGXkpGuJHeO5jsvu1SqQxJZHYZfrLps60szVEx29v3kfUNr2lXc/qIqALu60nGIzQ34+pn5ddmwq1H3I+p+k7PlS4O0oQkcQ2vPbjT8KMINJa1AXnX29l5ACMGOYppP7ugnkIpDc1Wa66zfK+IB86XJJV6aXKKYMOlO2hQck5QVV3mq+7HDsdCIIwL1q/AAViNl6jwwmOfxsW729Fw9aqWUouVFOJbeyRpQShGEEtOIjUPU9mr0tlDHB/G6+kWKtDI5RZmDyieLTQ/J69ZCjmS89vr/HZ+hGUS0QokbRnhhhBfGNRCaQUgrkHhRdE2HYj1crLS4WFk7+xe0hY8MjYSpkzDif46hYRsatt7eZmr8/D2jsXNaTDJSvLoa2vXwxHh3RzP80FzlmiVm637Im7MV3pytdLaZmiBtGzi6TqRih8uLFH54431yLSRlhiF/B1W9RFVfxJA2e919t8wq14TgC12DABxIZ1mJUY7bCUAyYve0w+caGhog6TVNnjELrMzRt62Kev5ooa9ThdLQtNue+yTUtSo0fPfgNQ9eOXQlFWKlpZUxW9MESsCf6W+xW/UzJAtURYsTYoZuleUuNXxTXlLYpnIZN5F0H0WSv//3/5Rz5xb5m3/zSZ54YtcNn/8/Bazuh5//hcd44oldJDeQ51pt+jiWHofEfwBQQLnl88V3JviTd6ffV2ML8Yz7//ns/YzmEp3617eKlyeX+ItTc3zz7MI11b9uFzQBn9zRx+f3DF7TaEPswH33nRke3N3TeT78UHJupsaukZhsU2nEM6dcaq0y2Qf5ujaKVhBxfLHGL3/10G1p73bj937kHnZ0pa+ZZ71RSKl4Z67Cl96d5rsXFt+Xe7YaAsjaJl/7Kwc68rK3ipcnlvj9dyZ4a5WTsRr3D+T42btGeXik0NmmtAZoPigNpA16C0QLtBYoB4Ii6C5IB0QLIZOgbG77zPrxB6761S3NuFutgJMn53jhhZO8/fYEi4s1EgmLnp4MO3f28eCDW3jwoS3slv28pV/kTe0CAoGDyYfCnTd93vczd/s/ByRtg4S1MUOcuU6pzfcDBcfk7zy4ld1dKX73zQvM1f333YDfThwYKjCaTXBnT5bfOXgO9xqznVuFpQl+5aEtfHx738YU/hRMlRp8+62AvkKC7pyDqWucnq6wcyTHxfk6rx2fRxOCh/f0MdRzaa38A31dm7gCQsA9/Tm2FlLcN5Djd15/b+/ZBxbOebDPgd6AsBgb7ygLSgetBMljIC0QAfhD4A21Dff7h5t+whcWavz7f/8Wr756llrNY3S0yB13DNJoeExOLnP69DyFQooHH9rCNtXLcFhss/5isoF9Cz7Dfy4VYN5P3Ig29e1Go+Hx/e+fplhMsW/fEM41Si+K+Eego3h8rJst+RTPn1/k5ckyJ0v19zTjRwCWrmEb4rYKvAgh6EvbfHR7L9u7UvybNy9wZL52W8vB5myDPT0ZfmrfEHf0ZElZG8/JtQydh/b0cm6mylLNY8dQrlOydKCYZLg7haYJ+opr86E/6Ne1ibVY6beMbfDx7X3sKKb4yrEZ3pqtsHgVgZvbhbSlM55L8uHxrh+8eFLkQJQDZQICtAZ4o2CU479R8f9lKjbcMsV7sY59Ldyw9VQqlvb7y788whtvXMAwdD760b3ce+8o6bSD74dUKi2iSFIoJBEILAysD4a66iY+gGi1Ar7//dM88MA4e/YMbOgYIQQpy2BrIYlj9LGnJ8OZcoNDc9UOIeh2GHFdtKuUZRNsL6bY052mmLBu+xq+oWlkbcHu7jR/7d4xDs1VOTxf5cxSg/mGd1PXIoDRXILd3Rn29KTZ1ZVmZ1ealHljxi2MJBfn6zS8iJQtKNc95souc+UW3VkHqcDzIuqtgHx67czjg3xdm1gfmhCkLZ1d3Rl+cp/G/qE8p0oNji/WOL3UpBVen2twPQigL2UzmkswXkgylksykk0wkLk92Si3hKAXogyI9nWKCMJCe1s/cUlBGRv2KMHG6h3eXtyUNZ2bq/L66+dx3YB77hnhqad2s2VLT+f7KJKEoUReRfDjgwTPj6g3fRpNn1zGIZ2ybtv6yiaujzCMqNVcTp6c4447hrgW5WI92IbOlkKSwYzDrq40I9kEWwspZmouFTeg5oc0gohWEOG2y5CuLsuoiUtsXUvXsHUNx9BImjo5x6SYsOhNWgy3291eTGHpt0ey83JoQpA0DR4YzDOQcRjNJTi1VOdipRWnzLQCGkGIG0qCSLZrosfOxQqZyTF0UqZOzjHoTTpsKybZ051hSyF5c+IZArb0ZzB1jZ6cQ9I2YinavnSbvAjdOQf/GsSxD+R1rYNIKuqtgGwy1k3wgwgpFVnb5P7uLP2FxIaMilQKL5A41vWobzcGV3gsaxXqWoNtwRYEkHdM3ovhSghB0tS5szfLeC7JzmKabYUUp5caTNVaVLyQuh+23yuJF0midpVFIdrvVfvdsvT4fVoh1KVMg7wTl4MdzSUYz8fV/dYrEnSr6EnZPDxSZCizfpbLWD55RW1yITPQKRG6ajyS65H/fjC24iZm3PDuu9PMzlbZsaOXe+8dXWO0AXRdQ1+HLKGUIggimk0f1w0IQ4mmCUxTx3FMEgkT4zLSk1KKKFI0Gh6tlk/UDrMZho5tG6TTNvplqQ8rUYFKxcV1A2Sbpm9ZOsmkjVglNNFo+py7uMz0Qp0tw3l2bimgbcBzV0pRrbq0Wj6ZjIOuazQaHp4XopTCMHRSKQvHufKamk2fVisuTNDdnabR8Gk2PcJQopRC1zUSCYts9lKZy/e6HyB2uOp1j1rNpasrjW3raJeJ45dKdXw/wnFMCoW1D3IUSTwvpNXy8f2QKIoFIHT90j1OtQfZet3DdQNqNZczZ+YplxtUKk2mppZJtV8kTdNIpew1/XA12IbGQMahP+PwzLZeJistLlaaTNVcZmouC02fUsunFUT4UTzAIGI2rK3r2IZGzjYoOCaFhEVPymJbIc2WfIKEqb/vOs1DGYehjMNjY12UWz5HF+ocX6wxU3cptwLqfoQXxYbF1GP2cd4x6UpY9KVtthWS3NWXI2MZt+SIakLw8N6+NVKfAEPd8Vq2QrGrrZC3EWdmMGMzmLF5bKxIuRVs+LoKjklvymZHMRVrjzux1JEQlzTzdU2sMRzXgmob10jKjvMWSsXF+Tr7xgsEoWSx6iIQdDsmnx3t4cCe3naaVWycV35jJBW2pRNGEikhkpLpUpOxvvSG07I2ggVtkaNmnfNGhZ9rxKTa9+OpzLSXI3Z3p4mk4uRSg7PlJlO1FgsNr52jHbYdY4neTi219NjhyloGvSmL7pRNd9KiP2WztZgkbRrveYRkezF1ixoFH8xJ3E2Fyt966yKeF7BzZx87dmys4PuK0T59ep7vfe8kr79+nvn5Go5jMD7ezf7943z4wzvo67s0CMTGSlIqNfja1w7z4ounWFioYxgavb0Z9u0b4jOfuYehoUJHJWjFWNVqHn/4h69w8OB5qlUXxzHZurWHz3zm7jWGtNEMmFtskEoYXJyuMD6cwzKvT9RSSvGVr7zBCy+c4gtf2E9XV4rnnjvK229fxPNCRke7eOqp3ezfP87QUGHNA/rqq2d54YVT1Gouv/mbn+c73znGt751nOnpZYIgolhM8dhjO/m5n3v40sD0HvcDxMb0K195ky9/+TX+0T/6UfbuHSR9WejzX/2r73LixCwPPriFv/W3nlrTH0tLDY4cmeLFF09z4sQslUoLyzLI5RJs3drNQw9t5ZlnYo3f+Bk4x5kzCywu1lEKvvKVN/jTP32z02Ym4/CpT93Nz/zMgSvWva43Mx/OOozk3t9Se+8FbF2jP+3Qn3Z46jaX+7wh0QpxtWMkSlMIJQB9A21KlFBYerz+3Ze2eXJL12WnWXuzw3Yud8uPSNg6rh/hBZKwbXQtQ6NU9+lKWdS8kJRt4BjXN5hHL5SZW26RSZj05BMkbZ0Ls3XuGC8wVWrw6rF5dE1wx3iB2aUWLx6eZaAriWloNNyQWtNnqDtFueZxz/YuphYa1NoCJt95e5rPPjrOcHca07htum1oaBjXTWK7Nla/O5drg1/uoK05uxAYumBvT4a9t4m1/58bVNvhA9ad3G4UNxUqP3dukSiS9PVl6e3d2A2MIsWf/MkbfPvbxyiVGtx33xjPPLOXWs3l0KFJvvzlgzz//En+3t97lpGRIhCnJxw8eIE/+qNXOXVqjgMHtvHEE7sIgojz50t85zsn+N73TvFP/snnGRoqYLYN7uJind/6ra9z+PA099wzzIc+tB3LMpidrfCbv/k1MhmHsM2WzGVtRgezHDw8w/hIDv0GFTaq1RZ/9Eev0d2dJpdL8LnPPUCt1uK73z3J7//+y7z77jQ/+7MPMzbWteY43w+ZmCjzR3/0Cs8/f4J77x1j//5xPC9keblJKnUpbPR+9MOt4uTJOf74j1/lzTcv4jgmDz64hdHRIp4XcvFiCcPQCVetjW3f3kuxmGJpqcH584v8+Z+/zRNP7Obee0dx2sVKDENnaCh/VbJKTUUsRT4FPRZfqEUh3bpJWYZ065usiutBCR8pfBQRukoSiTqaSiCFBwh0ZRNqNXSZRYoWAgPa9fvi/VxA0rKm0JRN2lvJFFH4RgldOqA0lAja+zcB1d7fJOlvIRINNJUk0proMom+Djv35Hyd+aqHQjFXcUnaBtt70hydqVB1Q4aLSbYUk3z7xBzzNY8ndvZyx2D2qmpe8S+EmXKTs9M1unMO2aTFYDFJ0F7eG+5OMd+fRdNgqCvF2/oSH31gmG+9OUWtFTDWl2b/zh6+fnASQ9e4M1IsN3yUgh1DOc711xnrzdxWolW3LPKo9xDKe/CW2ln2QwRxtOnFmTLPjHR3HIFlP2Sh5bMzf+tKepu4Es1WwL/435/Htgz+7t956voHXAU3NbY1Gh6WZWBZRsdriCLJb/3W1zl7dpGgvd7V3Z3m137tGfr7c7zyyhneeusilmXw4z/+AM8+uw/T1JFS8fTTe3jhhVN89auH+P3ff5l/8A8+gRCCY8dmePXVs8zPV/nc5+7js5+9D9s2UEpRr3ucODHLP/2n3+SLX3yJv/23n6arKzYE77wzwYkTczzyyDZ+5mcO0NUVF8JoNn3uvXeEf/7Pv92ZbQohyGUdPvfsbkrl5k2FtrJZhwMHtvL003s613TvvaN8+csHOXNmnm984yh//a8/tuYYKRXNpseRI1P89//9j5DNJjAMrRMSNwyt89K/H/1ws1jxIL/85YOcODHHXXcN8/nP38/4eHf7euJ1bCHAWpWmMz7exehokXK52XaWBCMjRe67b3TVLF9gXKNYiAacC1q869VJazpZzeCbzUWmQ5efyw7TZ1hX1ROfXW7x7sUyF+cbzJRbzFdaPHnnALap89LxeaoNn1/51B7GetJomuDcXI0X3p3jzTMlWn7Ilr4sT93Vzx2jebJJi0hKfu3/ep1PPzjChfk6J6eqLNU9Cmmbzz08yj1bunDaKXd1N+D5w7N869AMTTekmLG5a7zAY3f0MVRMcnKqwu8+d4pP7R/hkd09ayJAf/y9s1QbAbuGczxxZ/8t3buGfRLPmEMoHam18IxFEsEQVtiLUDqR1gQEoV5FSBOptUAo9CiFEwxTTr1ET/UTaMpEdCZxinLyFZywF9c8H7ehdJQWIKRJ2t+FQOCZ0zTtU/j6Mkl/FCvsxwkG102rySdMlho+F0rNeP3bCzg9X6PhRZi6QCjFQs2jkLTozTj0ZjZQ81tBpe5z7/Yulmo+i1UX29K5OF/nwmyd4Z4Urh/i+hGLGQ/b1OPoF3H6ZK0VcOjsEoW0hVTw1ukSpapLXyGBEFBt+MyWW/TmHYyrTAaWtQoXjElOGKdY0MtIIoqywJ3+HsbDEbIqE0sliwb/MfmXLGllpFAUowI/0/ixNW21cJkx5njeeYnPNJ/l+/arzBhzhIR0yyKfan6UpEpysebyylwZXQj2FtJMNFyem1hkMGVTtC0qfsB002N7LsmLM2XcKKJgm6TNuBTqdMPF1jUe7M2T+AFpOfwwYHp6maVyk3TaZnzNpE2hpLrlMrA3tcYdRQpNE2jaJZKOENDXlyUIJLOzFRYWah2SGsTr4gsLNcbHu3nkke0UV607JBImO3b0MjiY5+jRaSqVFtlsgvPnFzl3bhHbNnniid10daU650smbaJIsmNHL0ePTrO0VCeTsVlebnH69AJBEPHww9vo78911NFSKZt77hklkbCIIknTDZicqXLy3BJD/RkWlpr0dafaRnPjxntkpNiZQa5g9+5+RkeLzM5WOHVqrrO+vLpd2za4++4RhobyV6xPr8Z73Q+3ipmZChculMjnk9xxxxA7d/Z11rKvhhUj7jgGphn/bZo6iYRJIrExNbuqDJkOXSCeB0YoNGDIcHC0a4vzRJGkXPd55cQCP/LgCK+dinjt1AK9uQR7hnMcm1jm1ZML9OUTTCw2eONMiXPzdR67ow/b1Dk3V+Pl4wtUmwEfuWcApWC23OTrb0yxtT/D/h3dscGfrfGnL19kuCtFfyFBtRlwdGKZV08s8MjuHhzTYLHqMr3U5M9euchf/cgOevMJvDDi4kKd8d40433pzjruoXNlRntSFNK3XlddCjc2yspEUwZ22I0CdJlGkw5S+LjmFAI9FqFAQ1M2Ah3XmkBq8fGBvoymLBTxs6Q0n0CvEmnNtvFXgAZ6i0i0CLUqkdZArJxThJhhAU06rLemWEha7OwVFJImZxfr7OnPYugaYaTQBDimjiYgUil0AbnE9QlbQsCBPb3kUhYtL0LTBEnb4CP3DdGVtdE1wc7hHJFUZJImD+yMZ6V3bil0lAEvLUsBSjHSm+poInzojj6yKfOaa+1CCWxp0S27GItGEEpwwZjgtHkWKST3+PsAcJTF/d7dzOkLXDAmqWjVK9pSQuHjM6PP8pZ1mG7ZRZ/fQ0QUy0Or+HnJ20bMexCCnG2iUOwupDi13CBjGhiawIviiddko8V9PTlKLZ8LbhNT0/Ajialp/6kWWrttOHN2kVrdZWgw/560f8OGW4g4hNlsekipOg+vEIIHHhhn1y6Pd96Z4NChCRqNS7l/k5NlfD9evx0ezq9p07IMCoUUAwN5TpyYpVRqkE47LCzUWV5uksk4jI+vDTUbhkY67TA+3s2RI1OUSg36+3M0mz5zc/GDvX17bydsDPGaQldXHNJeXm7GVbW4tK6TbrNJbxQ9PWm6u9NrtqXTDl1dKSzLYGmpgeeFV+QnW5bB3r2D1zTawHveD7eK2dkKjYbHjh29DA8Xrmu0bxdMBIOGjSU0kkJHQ5C1DBxNJ6Xp1x28pVTU3ID7t3dTaQa8enKBQkrywI5uwkhyarqGF0QcnVjm7GyNgUKCx/f1k7IN3jlv89xb07x7cZm7xgv0tLXZ627ASHeKB7Z3kbAMjhUS/OMvv8N8xaWQtpmrtHjrbImErfPY3j4yCYvJUoPvvTvL66cWmV5qsq0/w5a+DKWax4WFOuPtCmwLFZdyw+OBHd0Mdd16KFNgYEY5jKiALhOx8RUhZlhEUzagkMJHV0mUCBDKQpM2GgaBViHl7URTFkaURVNWp1U7GEAoHV0mUCJAiQihzDhkLh2MKI+mHHSZRFMmUgSYMo92lfK8CUvHMTWybYO8tSfdyecXXJLZXXmfL1+zfd1bJiF0RowEeT0+hxCCrQPZK86VX+UQ9RUSnX2zbad3sN3vl68Fr/6slGL7UHbN9+vBVrHRTgcpirKArjSUkBwzTzGrz6HY106ntdgVbiejMjS0FlWttm57Sig84ROKkPFghJzMopB4wsds923GNEgaekfS2NQEo+kE75SqtKKYuFn2Apa9EF9KBpM2S24sN5swwJOSAct4T5js7yVqdZeFhTquG7C01KRQjFOVW66P70fs2tFLoZCk3vCZmlqmXG60ZX11tm/r7kzK5uaqXLhYZmAgy9R0hTCIyBeS9Pdl6OnO4Hkhx07McvDNi/h+yMJinVrdQxOCAw9tAeJnotH0OH1mgdm5KmEo6evLMDSYJ3sV9vvluKlQeTpts7RUx/NCwlBitlnYd945DIDr+ly8WFpjuKtVN/Zqk9a64VnbNsi1B79yucHwcIFmM+7UdNpaY3hWoOuiw2yuVlv4fkgQhNTrHkJALpfo6CuvRjbrUK22SDgmowNZsmmLgd4MUXRJf/lG4DjmuqIhiYSF4xgdBvXl+8QG9PoD8HvdDzeCyzlhSsHychMpFZmMQybz/hhtIQQ9hs2TRnw+1Z7vaawavDuzt8vnB/F2XRN0pW16cg6jPSnOzFQppm2GikkGi0neOruEF0ScmYkN+KN7e+nLx4P5gV29vHOuzMxSk5PT1Y7h3jOSZ/dwjoFiEqUUD2yPHa3FqsdYT8j8ssuRi8s8c/cgfihZqnskbYN8ysb1Y2dha3+Gu7cUefn4POfn63woirMvjk4uk7QNBosJum5DPxtRHjPKk/DH1++fcAAnvDyvPjaPiVWf7XAtQTXt7WrfjfVjHna0UoZ39X259jsnhMAxdfYMXFnTeKXk7XqtSODf1aYZMGw+merrGO6N4FrjwOXfrf68YWEbLLJSxxYWnvBQQpGTOSIkTRFX27sRVrMCJJLd/nZ6oq6OsU6v6mZNxEVLmpGkGUZ0O7FDkjYNAqmohxFepFjyfLpsC12ItlZ6XM/RiySmdmX1weuh7oc0wwgvivW7dRE72alVGRuhlMw3fbKWgRfFKWahakdVdJ2CY8Z64e39pVI0w4iqF8b7EQskJQydtHlpKRSgVGrw6uvnmZurMTtXpauYJJGwqFZdlitNPveZe9j/wBinTy/w+sHzXJhYwvcjbNvg0Ye38cjDWzFMjSNHZ/jK//c2zzy9i3cOTVGv+/T0ptl//xgffnQ7jabHCy+e5si700RSMTG5zMmT82i6xoP7x9u/Kf49r7x6jmPHZ6k3fMbHinz0mT3s3tm3IdLaTRnuoaE8ExNLlMtNlpeb9GyAYbjyLK+wnW/kpZDy6mzHS9uvPNfVzrFifJRSpJImyUQcMrowVWFsaGOs8o1AqdWGbv3fciNrzO9VP9wIokheldF9+VLA+wmB6HCaL5nr1b9Tcrk5F0J0pF4NXeBYOrYZvzS6phGGkqWaR8MNcUyd/lXpb7omKKRtSjWPueVLzs9AIdHR9F7pD8vQ8cN4NtNwQ87O1vjXsyf43edOrrmGbNKk3K569sC2Ll45Mc/EYoNSzaM76/D6yRJ3jhXoyzu3hfSU9LdcZ4+rneT6JxcbEqX4IZu23WZ4+EwaUxy2TjCpT+MLH4mkqbXI+dmbqi8tEHTLLnSuPq480h+TfzUB23PxxOHpoUsZC4+2v1/57t7uHClD5/WFCvd1Z3l1fpnxTAJ7AwZmJRryzYlFvj25yIlyg0YQ0Ze0+cmdAzw71kumPfGbb/r86vfe5Qs7Bzm6VOfQYpWFlk/SNLivJ8t/fd8WspbZibI0gojvTpX4t8cnmWl4JE2DnfkUHx4q8pmtfVeUNlVK0Wz6/MNf/wR/97/5CvsfGOOeu4ZZWm7yymvn2bdvkN//t69w/32j/OIvPMrwYI6Z2Sp/79f/jP7+LKMjBVwvpLzcREaK/+E3PkW16vK7v/d93nxrgn13DDLQn+W/+pUn+b/+75fQDY079g6w//6xzm/w/DjSF0WKQiHJP/4fPk253OLv/8afMzZaZKAvu2bJ9Wq4iVC54P77x3j77YucPDnL2FhxQ4a7vz/L/HyVarVFEERriEoAjcal0O7AQA7D0CgWUySTFuVyA9+PsC7T0w5DyfR0BYCengzJpNXJL1YK5uYqpFLWFR7M4mK8/j670ODg4RnmFhuEoeTsxDJ/9cfuxsrdmOGuVl1qNfeKfqhWm9Trbicn+2bxXvfDCoQAs224giBaV0CnVKrTWlWzVwjo78+h6xqlUp1Saf1a2VfH7ZQPVaC5IFyQiUvKR0TI5FGEuxsRZmHVoLZ2psSVtkSs+n2X+yttJ3Q1TEPjauOZUrEz0ZWx+dUfuYO7xguXXXucbiOIjfjuoRzn5uq8fHyBZ+8b5PVTC/zGF+5Z40Bs4ocXrzpvcMY4T0Hm+LnGj5OVGab1Wb6Z+N4ttRuni11jYnQTbW7NphhIOsy7Pn9lxxDGBl9aBfzpmRn+4NgUHxoo8uPbB+lKWJws1/mnb5+j4oU8M9rNeDZ+pqVS/G9vneNTW/v4lbvHKdgmZytN/sU75/niUYuf3ztM3jZZaPm8OrvMb791ll+7bys78ylqfshLM2X+6MQ0NT/k5/YMr7lWw9AZGcljWQbZnMPQUJ7h4ULMd2p6nDmzgGFobNvazVi76MjgQI577hri9JkFUulLHKFPfHxfO5rp0NubYXk5nsQO9F+5/LIeRobzPPHhOAujUEjQ35/t6GhsxHDfcCKZELB//zi9vVmOH5/lpZfOcPHi0nWPu/feUYrFNBMTS7z44qk139VqLufPL3L8+Cxbt/bQ05NB1zW2b+9h69ZuqlWXb3zj3TUzRNcNmJmpcPDgecbHu+nry2HbJvl8kh07YsGI558/scbIeF7I8eMzLC01iSJFT1eSXVu6uH/fAB/50BY+/vg2UjdRROPkyTlOnpxb8/smJpY4f75EFEm2betZN1S9UbzX/bACXdfaa/WCc+cWqVbdzncr+fulUqOTNbCCrVt76O5Oc+7cIm+/PcHCwvprcOvBNPX2mriiVKqv+T03CqW1iDLfJ0oeQVkzROlXCbPfJkq9gzKuJPRsBMW0Tdox8IKImVXlQSOpKNd9glB2wufXg64J0o5JLmkxXWpimzrOmn9xnWWIHYo9w3mKGZtXTy1wdKLCSHeKvnyiw06/XahGAX9QnuKnL77D260qDRldc/vNIFSKH51+nWN+HU9JXmwt8Uvzh/jN8imkUhz2qvzL5XN8qTZFpBRLkc8/XjrJT86+wednDvKrC0f4cm2acJWzdMyv8+9qU/zP5dP8h8YcPzH7Bh+fepXfKJ3ghVZp3d8hlWIu9Pj10nH+YekE86GH/AEUqImIKGlL6GjsC/aQlZk4pVHU8XlvdcFj4aUbO0YXccnU0bSzYaMNcR3vL52c4UB/gY+NdfNAX47tuSRPj3Tz6S29PD9Z4vyq5TohBFtyST6/rZ/9fXl2FtI80Jfn0cECx8t1/PZE41y1yfOTJZ4d6+GJoS62ZJPs68rw6GCRe3qyfP3CwhURxRV+VvtTLBTWKVUbb7tU4XJ19LBd2niV2uIK0Ve0HfuVKMBGYRgxEXflPJ2I9EaP3/CZViGbTfDMM3v5xjeOcvjwFL4fsnfvIIVCEtcNeOedCWZmKmuOueuuEU6fnufIkSn+4i8OU6t5DAzkaLV8zpxZ4NixaSzL4JOfvBPDiEMn27b1Mj9f4+LFJb72tSMEgaS/P0sYSubmKhw9OkMYSj75ybvIZh00LV7r3bt3gMHBAq++eo5UymZkpIhl6ZTLTQ4ePE8ul8DzAgxdQypFabnJ1FyNcsWNQ+XXCDOth1KpzsGD52k0PIaGCnhewOuvn+fs2UX6+3McOLDtlkLI73U/rMCyjDYj3OLll88QhhFbt/ZgWTpLS01efvk0miauiJY4jsmTT+7mW986ypEjU/zBH7zEnXcOUygkCcOISsXF9yNyOYfHH19bRtW2DYrFFPl8krfeusjQUIG+vkxHsa2vL8PISHGD/SdBq4FwkZZAGRUgAunFJfluAqYu2DmU4/CFMi+8O0dfPkHKMXj77BIzy03yKYudgxvzsgXQn0+wbyzPi8fm2DdWYKCYiNXtmgG1ZsCOwWwnfWi4O0nvnMPLx+Z57eQC92ztImnffhU3R+g8kMjyjfoi0SrDeLXtNwsJzIQuXZpJVQZMhi7LMkABF8IWLRWhC42qDPiD6iR1GfGjqX5MIZgKXV73lslqBh9NxrXnfSWZDF1ec5fJCJ2fzgwRSEleN+nXL49wxYPyqaDBt5qL1GTIT2YGSWvGDyRgHy/t6ERENEQThaIiqpwwT7OsVSnKwg/gV10dKzyCG3n2pFI0wpDphsdntyXoSdidFDJDE+wupPnWRIklN1ijfz6eTVJwzM6+SUOn6FicXG50nKyqH3J8uc5EXeefvHGmcw+rfshkvcV8K64YqKnLompXv0L6+jIopZibq7GwUKdYTLK83OLCxSUe2j+2RozqehMx09JptYI1E6bLsX4bG3vHbipUrusxg7xe93j77YucPj3PwkKNTMYhiiSVSgvHMenvz3UIWX19Wfbv34KUipMn53jppdPk80l8P6RcbmIYGgcObGX//i0d7yM2PoOUSnVeffUcL798hmzW6eQvNxoeDz+8lQcf3IJtx+dxHJPh4SJPPrmL7343Vmg7fXqeRMJEqXhWuXVrD6dOzQHxLMi2DDwvolr3iOT11+AvR09PBtPUOXx4ilOn5mk2PaamlunpSfPAA+Ps3buxwhlXw/vRDxBvGxjI8/DD2zh+fIZDhya5eLGEZRkEQYRpGoyMFNY4ZSve4v794zSbHocOTXLy5BzlcpNUyo6lJb2QRMJix47eK65tZUnkkUe288Yb53n11TOkUg6mGcu+Pvjglo4gz/UhQDmIoA+UgZA2oCFkAhU1EdLiRgOFQgj2juRo+SHHJip85/AMtqlzfr5OPmlxx2ie3pyzYU+5N+9w//ZuJhebfP/YHPm0FZN+AomhC7b2ZzqGO5Mw6c05ZJImRy4u89c/uhN7Ff+iKSPebFUp6AZNGZHSDHoMi6xmcNJv0JARkVIMmQ69Rnyew24tLgqiJGOWQ59hk9B0dtlpCvra9CVL067YXokC5kMfS2iMmvF1H/MaaMAeZ21mxZp+BLaYCRYin+nIxVOSnGZQjgJ8JZkKXZLCoKiZLEYBf9Gc5xeyI3w02YstNN7xKixE83ytOc8zyUsSyy0VUZUBW8wkTye7QQk8Jbk8dVpHcCZoUJEh58MmDzsFHrTz6OLGiVa3AxoafVEvrvA4b1wkIsIXAQKxJtStUEzqM1S0Kot6iXl9gZZo8ZZ1BF1pDEb9ZOUHU8VMKWiFEi+KSJs61mU3JWebhFIRSNkpyyuALsdcsz4tRMx+D6VqZwHFJLmaH5KzDPxIdu6go2tsz6XYmU/f0F0VAgr5BHt297O83OSV186RydjUGz59vRmGhwudWfZGMDyU59jxOBIriA35Q21y2u3ATYtLDQ7meeaZvQwM5nn5pTNMTJRoNn0cx6S7O8PQUJ5du/pJpmyUAikld901QrGYpqfnHK+9do6z5xYwDZ3BwTx33jXMQw9uId2mwysVF4MYHMzzsWfvJJtL8vprZ5maKgNQKKS4//5xnnxqNz29mTWEo0zG4XOfuw+AI0emWFio4TgmY2NdfOxjd3D8+CyeF7Rzhk2G+zME3SnKVfem0hzuvXeUsbEu3nlnkqNHpwnDqJ2vvo19+4bo6lo7oCWTFt3daaJIXlVgZA3fVgjGxrooFu+lUEjxyitxP6ykdd155zAf+cgeenszSGJP90b7AWIPMJEw+cIXHuQvvnaY8+cXmZuvEQnF4FCeH/vs/Rw5MYV1eJp8PmZNhygCIvqHcnzs2X2Mb+3m1YPnuHi2xNxcFdM2yOYSDPek2Lq1h1BJfCIs4vQtTQiyWYcf+7H7AcWFCyWWlmJRlt7ezI0R6JSB8PvQmveylmd8JXvZ0DUyCYOeXFyNyLF0Cmm7nXIkSNo6vXkHTYNt/Vl0TcMPJN8/Oo8bRIz3pnnizn7uGC2gt/WqB4pJMo6Bvkr8QwgY7Ipn6ZomyKcs7tlSxPVDvvH2DKWai6FrFNM2u4Zya54/IWIC3Nb+DC8dm2fXUBZr1fNSiUL+9dJFHksWKcuAAcPmDifNgGHz1eo8vlI0ZMh9iRz3J3IUdINv1UsESjEbejyRKnIglWdU27g07FIU8EarSoTip3IDtGTEd+olbKFd03ADbDVTLEQ+egC+lGwzk7yrapRlwMWgxXYrRVYzmI88zgVNPp7sJa0ZaEKw1Uxxv53jfyqfRnGpSAwK0sLgY6neDuPYXmcFsKUivtlaJFSKXVaan8gMXkZVfG+xQpRcfb4dQUwOPGqe4KIzTVdU4IB3P0ooUu2CFgrFGfM8Z4zztLQWISE6Bt+3X8VSFo94+7GVhaEMLGXSLYs/EEdkPazcIl0IfKm4fBXMiyRa2yibaxzGa1+Bav9LGBofHiry+W0D6060jFU6I4ahk0k7HU5PT3fMGzJMnUTColhMYpoGn/z4Hbzw4hneeGuCZtMn4Zj8yKfvZHAwhxCCdMqivy+z5n6u8JdWRyL33THI7GyVo8dmOXV6gXTG5sEHxtCEoFhMXZEd1FVMkU7bmBskKwt1rfjXdw9evfOUYqncYnahRrncoq83zfYtXZSXW0RS4dgGjm0wM1+ju5BkqdKi1YrD07ZtMDFd4d47B1lYbNBs+VdsNwyNas1jfqHOcqXFtvEuiu28yoXFBvWGTyQlpXKT++8ewrhJMf+FUoOT55ZYWGqSTlo8fN8QycSlXM+rQUrJF7/4El/96iF+8if385GP7N0QqeDyPlyNywuEhMSe1UYKngD4SlGXEUlNwxZaRyRio+2sRjOK0IXAJWSRFk0V0isSnKPGqEjTSwKFYkY1OaOq7BYFisLGI6KEywBJbHTKeARKYgudFCbzqslJVWGHyNEtHGxxbSLN+wXZXsNafUc0AUEkUVyqIHaziNozC0Fc7epquPyZODlV5fnDM3ih5Fc+uWdNeG3Cb/ELk4f5P4f2MWI5mEJjMfQ54tZ4vrHEP+jdxnTg8e+rc2Q1g58vDLFCN3yxUeZc0GTYdPhIuptIKf7uzDH+amGYHVaStB4PQpdvt4TGxcDltxfP8S8G9/JGq8I5v0W/YfN4+uqREakUz7UW+H5rCVto9Oo2KU3nXb/GM4ke/s/KBX48PcC9do5jQZ2/XzrOmyOPxXNPIajIgINuhV+aP8Th0cdxhMYhv8ZzjQWOBTV+r++e9ftdKf7bxaO85VWoyJAdVorPpvr5ifTgmnzv9xqq/Z92CyUgV2dJrLwzASEAWjv0/kGCIk7x+vSfv85Hx7r55HgfO/IpBBAp+N0jF/j2ZIlfvnOMp0e6ma67/Or33uXJ4S5+etcQuXb0cNkL+OMTU3xnssQ/e/wOBlIO350q8X+/O8Fg2uEfHdi5Zoa+0kvv1f1VKhZ7Wnk23zM8/sBVv7rpGXerFfDN752m3vC4764hFkoNtm/p4tipeXw/YrA/S39vhm+/cIbHH9nCN54/TbGQpFb3OHZqnvvuGqLR8Dl+aoHenvQV23ds7eK1tyZx3YCxkQL/8vde5td++VFSSYuvfvMEkzMV7tk3QDp5a7WRI6lw/Qg/iJier/Pci+fYu72bkYFsx4BfD3Ha142v/0mgFoXUZES/aWGuMmAS+O3Zc/xizwhF49q/QwEtKfnF80e4K5nh4XSePU6KXtO+oXZW4w9L04zZCSLb4119nj2iyG9H7/Cg6GVWNOgVSWyh8x+j83xMG+Vfh+/yUX2EPpHguFrmNBWe1ob5D9F5togsYyLDjGrypeg0n9DG+DfhMZ7Rh7lf78H5AKiKf+/cIu/OVZmreQRSkTJ1Pr6rj8WmjwCGcwn29m1sLXs9zNZcXp8sk7ENnt5+5ZLBaoSRIogkM+UWLx2f542zJX79J+6+glAkhCCh6Yxaic6QXZMhp/0mr7cq/NrMcQAKusmYleB80OJfLl4gqxsshgFF3aRPv7F8cFMIsrpBph3mfqlZ5n4nx92Ja/eNAPaZGf59fZaGjMjYJh9yigglOOTXWJI+SU1nwHBYiHwaMqIuI7LtNeiWjChLny7dwryKjO218EiiyONOFxNhiy/WJmNHw+m6/oG3CdP6DOfN83zIfeSm2wgI8IVPhCSn4v4+bZ4mFCFFWWAoHLpdP/e2QReCn9szzB+fmCKU8OhgkW7H4sRynS+dmua/2DPCjpvQRd+ZT/GJLb38L2+eZTyT4JHBIo6uUfND5lo+CsXHRnvekylBWfn8gX+Gv2Pv+YFNOW56xLRtk1TSZGGxzvmLZQ48MAqspLyszZWGuMLPltFCrFZV97hzdx+nzi7iBeG62989Ps/MXI1mK6Ba86jWXC5OLbNjSxeObbBltMBTj8akr1thbIeRRNcFzz6+jZffnOS+O/rJZeyb0vAOlGTG9znlNeg3LYYth6xu4knJKa/BYhCw00nSZcTh2PnA57nKIiGKXXaSPYkMPaaFKyMON2s8lM7jrAq7rtd+QugshQFvNCs4msY2O8GY5ZDXTVpXaSdUisXQ54TbYKeToqib2JpGICWTgcdM4NKQUVvURGGi86jez8tylru0Lqoq4IKqoSvBR7UR7ta6mKJOk5AAyS6R54+jUzyhDTGnWuwVRZRSHJIlasrnNTnHAi2mVIMxmWFYu3aI9Vp4qV5mi51kwLw1QZIHR4rcM5Dnjallvn++xN98eCtJS+elC0s0/ZCpqosbSvozNgMZB4Rgtuoy3/DwI8nWQopi0mTZDYikouaFlFvBpf259F4EkWS25pJzTNKWccXze2xymS9+6zQNN2S4O8WPPTLOQHH9FLCVDLYVzz+l6YyaDjutJH+vJ34/dKAUBRx2awyaDv9FYYhv1BeZD2+cvSyEIK3pPJvp5nuNMrUoIqXppLXrvy/9ho2rJIsyNj7jZgJfSf60fIoe3SKjGThCY8hweMDO8W+qF/nZzDBJTeewX+NbzUU+kexdI8KxUWQ1gwHDZoeVwhSC31w6zXBPgjEzcVOOwOVQwLK2TE2rERLQG/WSUikEgkVtEU94VxjWmqjjCQ+JpKHXGQlG2wtIV16bi8cF8wJL+hIaOr1RD2PBGEooQhFS1pbxjYC8zJGX+Q5Dfb32WyJWX3NFi76wHwebslYmqZJESOpand6oh5JWoiALNz2TX7mKT2/pQyA4OL/MP3v7LF6kyFoGP7VziGfHeujeoMTxavQkLJ4a7kYXgm9MLPD1iwsAJAydwZTNs2NrneOaCigpFwXMS5d9ep6EMPCUpCQ9Lso6u40cOSyWlIdEUdBsTCVYJiBQkowwaaqAc7LOA0bXmrvUUtEV7ZSUCwhywuS0rLJXyzMlm+Q1i7S4tdrjN224NU1wz52DDA/mqFRdnvvOSX72J+6LByF1aY266QYdI25bBgqFZek4ttEmgq2/PZKSvp402bTN6HCeB+4dZqAvThMzDIEpDFI3QBa4GmzLIOmYHDu9iNA0kkmzowR3I4hQLAYBf1Ke5Z5khsUwoNuwyGgKV0VMeC6GEHxpaYZnst1sd5K0ZMR86JPS9DjNpbNuEuOFWpm7EmmS7e/Xa9/WNXwlaUmJJTTSmoEtdHQhOgzM1e14UjIbeDxXXWS7neI/lOd5OJ1nzE4wH3h8dXmRu5JpTntNBi2bVPv3pDCxhY6DTo2grQsuMIWGgx6XdRRgoZMSBgo4rEr0igQ5YbVJN4K9oshDeh8PqF76RIK8sHFlxDGvgSsjegyLUCkymkG3YXHaa+JognIUkNIMMno8AzvrtRizHM4HLSoyZC6wyRsGCU3njNekz7AxhaAlJS0VMWja+FIxFbikNZ1e06bHuPT8JE2dpKmTsmKp1OJKugcwWWnhGDqmJnh9sszP3TeKoQlKTZ+lpk8oFV+emOSXDmzhQrnJmVIDgK6k1dl/5R2o+yGnS3WOztf4xK7+dblyg8Ukn314jChS5FMWQ11JzHWSw9d7QrOawTYrRY9R5Wu1eDAbMh0KuklOMznjN/lGrcRs5BMqRagUc4HHi80yF32Xb9VLzDoe26wkOc24YvsuO8WYmeAOJ83vlC4yZsZO4vWiXkLE9z+rGbRkRELTcUTsZEyFLo8kCmTa69lF3eSv5Ub4VnORf1o510m1GTIcPpPqv6lZjkY8+xvQbQ44BU4GDf5V9QJ/OzfOgOHcsvGWRDREnbqoE4mIV6xXear5ZNsIC2panYpeYTy8JMZx2jpNRavQHXUjuDZJLhQhTa1FU7RwlLMmbL6kLWFioqFx1jzLY61HMTHXbb+m1bloTOAJl6RM8obzJg+5+zlrnqc36qElWlw0J3iq+SSnzTPc7d9NQl1puJfMCZJRDk0Z+FqTVNRFQy+RjApol+kkZCyDDw8V2Z5PsuwFhFLhGDrj2QTdCQuzPanI2yZ/6+5x+pP2mgImSUPnqZFutnfruJmzNBkkSZ68bfKhwSL9SZtaEKJUnAWSMQ1GM4k1vXkmqvGNcJo79UL7fkFThZyJahyJlhnTUvyJf4HPmiPMK5dlFVBQHru1HM8Hs+zVcySFDghcIl4JF3lE70UADRVwep123o0qREhGtTRf8i/wG06Og1GJuyiQvgEFv/Vw04bb8wJkm23gBxFnLy4BilzWobS0xPmJcme23IFYmR1c1tg62/t6Myws1i8V00iY5DJOp7DJeoZ1tWbx1dXC2sSW9jlTCZO+nhTziw0Ge9O3VCPVV5ITboNxy6HftDtVc6WCugzRELzWqHBXMstOUlhCwxEaBd2k34zZvRAPML2mzUm3gb8qBL9e+xoCR9MpGiZpXafPtEhqsTzheu1Uo5BTboO3mlVyusHBZoU+08IUgsn2THvAtNHF5ZSutcNKGpO8sDknqziaTll59IkEWWFhoDEmMjwfTXGv1kNB2GgIBkWKGgEKRULoZIVFUhjUZcRJr8Go6XDWa+K1mdBZ3eCU1yBrGKDi9KRKFLIUBp3f0pQRGc2gKkPKXsCAaTMTeFSjkIJu4inJUuRT1A2Oug0qUUhS01GwxnBfC0IIkpZOPmEyWWlR80JyjokXSRp+RMMPeX2yzC+qccqtgFLTp5Aw1+wvlcINIkpNn0gqso6JpV85uxJC0J11eGzv9QV7kprOU+m1nr+j6fSbNvcnssyHfud9SOs6PYbFXjuNJmDUdLCFxmBbMlYDHkzk6NZNrFXvjgYcSOboNuLtor2toJtMBx4fSXdRuIElmHusHCXNZ1RPxs46Oo8lurjfzpHX4uiUQPCwU2A68LgYtvCVpEe3udPOsNVIUosiAiVx0NhjpclpBqFS+EpiCUGk4mu22u/BfidPXjPJayaOFmuWfyrVx3eai7dY2XotAhHiaR6u8DhrnuNJnoyfdeUAipK2Nre8rC3T0OqMBqOYaxbKroSBjqkMbCxSKkVWZlfRLwWWsknJJEtWGVe4GMpYt/1FfZGmaGApm6RKckY7S1WrsqQvoaPjC5+aVqOiVahp9U7hmMtRNWaJhI+mDDytgS0zVI05HJlBqohAaxFoLrZMgRJkcnX2Zi0slcFUl57tQLg0tAYKhak5PDRi4WuxhHJcNDYk0kPGuxKMqy4uOhfw/QK2TBEaLolsg/vSScAgEnHqlSktbLX2/Skrn9NRjUeNXhIYmAhmZIuTsspRuUxCGLweljigx7P4ugqYlk12alneiZbYp+cxiHlUGUxOyWpnfFyQ3rrtTMsmbrvIy4JymVEtFpSLy83rIVx6Hm4SzVbAybOLzM3XMQyNrWNFQDDYl+Xk6QUmpyssLbewTR3T1MhnHey2cEQu62CaOpm0RTGfWHf7ji1dVCotzk+UmV+sE0nJji1daJpOJmUj1gmPR+21QSkVifbMHdbKgUoJCEUQKCxLw7ENhvsyjA3GGsj1VoAgTs1BiE75NSkVhiFWMYYFuVyCwcE8mYyDpevous64nWAm8BiyHHQhCFG4KpbbbMiIoB2JMIWgYJj0mBb9hsUWJ0mybbhNoTFixUIHK1epC0F6nfYtTSOPwYjlkNMNxu0EufZAqiGuaKcSBZz1WugIZnyPpKbjK8lM4DEf+NyXzLDTSbHNTpLRDCwgL+w4TQMHB4OUMOjCYVCkeFsuUIsCAiTdIkFROPgq4gGth98JD/N5sY08dswM1rK8Es7xajRHgORxfZC8sJAolsKAZzPdfLW6QEtGpHWdmgxZCH0kin1OhkHTZjrwmA5cns12YwsNS2jssJNoQvBac5lEu8DIVOBhCQ1NxKS9CDjuNRgwbBoyonYDYiLDuQQjuQSj+QSDGYeaF2C1NQAipWgGUZyq0n6Th9bZXxeCuhdyvtykFUh+5ZGtaOLGhTBWo6Cb/O2ueAYXKtlxAmyh8XS6u/0MrCXr/I2uUQR0dN1p//2ZbB9PpyIcTcMQojOD/mxubenQQEmqMmQ5CrGEYLuVIqdtfBh53O6iaoTYmsZC6LMchvzNzFiccysF89InRJLSdA5YBZ5N9KJQ6CKO7kwHHqFSNGREl2HysFNAQ7AUBnhtw92QEbbQGDDj5+6nMmtD1AlN54BT4IBT2HhnXwcBIRJJhMTHJyLqCPCmVIq0Sl1BTDOVQSEqsDXcct32HeWQUkkiGZGVWbqjS+vzRVmkGBXpiooUojwtzSUZJddtf1FbJC3T9EW9JFWSLtnFklZGU4K6qGFi0hf2ccG8QE5mr0qmC0STquEj0JFIAuFSN0p0+1vx9SZ1YxFfa5AN+/FFg5oxjyVTZMM+cqv075v6EnVjEYFGIsrjiQa+3sCWaVAQiYBIBNgyTY+/rfOM+1qLZXOKur5AJuwFETsBmjJJR13Y4dp1cxNBl7B52LgUQp9VLnMyDp/PqRZZYVJTITu0LBUR8GZUokaAqyQFYeGIeHzu1xLoq/plRrXWbUeiaBExp1o8oHfxRlQiK0wSt4HTc9MtFAtJnnx0K1EU5z3bbSp8IZ/gRz9xR7tyGJ10p5/+/D2dY3dsjQeV0cuqhF2+/ekPbyeKZFz8Y5Vo/Mee2rnub3L9kJnFBovlFvt2dFOuuCgFrh8P0pap0XRD+opJTlxYYmwgSz5j4wcRhTal/+3jC/QUHHqLSTRNUKl5KAUNN2CwJ02+XdxB0wSf//z9fP7z9wOXnIP/tn8LZ9wGvz13np8uDjJmO7zaqNCSkp/pGuDtZhV7VVguNu4x63Y1wS1qRw+kolPJp6ibV7T/eHZ9Ju9KW5e3YwhB0TR50uziR/I9CGJV6fO+y2IY0FISCXgyNkp7tAIfMeIX7W+Y+644z3+l3UWAxFy1NmcLnb2iyO9Yj6/Zt08k+VXzLjwkZjtaIBBIFdGQEd+olbCEhq1rlMOAF4MyLRWhCYtE26CkdZ2sbvCV5VnuT+YwRFw0QQGBUhxz62R1ox2sU5jEDPt33TrbrCR1GYfNh82NS9AaQnQUluJW4fXJJWpuyFAuwUMjBd6eXu4Y7vX2B0iYBt0pm3zC4I3JMo+Md8ENagash1Ap5gOfhBYvkbgy6jhqtqbjyzjtxtZ0mlFISjeoRSGJthPqSklKN3ihWuauVJoe89IgdTlmAo8Xmkt8o1biJ3P9ZHXjhsihy1FAS0ZMBAFnq03mAp+9TpqZwMPRNFKagSU0lqOA6cBlhx07kUXDpC4jvl5Z4CPZOMpwvBWv0TuaxkzgcUciw8HGMtOBx3Y7yY/k+0jp7w/T+qx5lrpWpyiLbI+2csG8wMqdv7QIFhcBWXlPtDgh8gbOIjptXN7OWgOrrtq+pSwiEeeMO0ri42Fjk1U5ylqZrDQZDod4yXmZh70D6OuEyQEM5RAID0SIrmwSMoNsOysVcxoQjLTuiZfMMv+RdNSNq9cwlL3GcC/YZ+n2tpALB/FFk7nkSXY2nuBs8iUC4ZIPB+n1tnMm+Qo9/tbO9TX1MgvWWTJRNxVzBkslyIS9pMIeEuvktcfFVdb2hY3GiJ5kD1meaI9xWrubp5WBhsZ3gjnuN4rYQu9EdGU7IU0SC7xcrR0VwdvhEjOqxWfMUf6Zd4zPWaNkb3F9G27BcEPcGZqx/kt7K4Sxy9vRNkB8gTjsnU5aLC27aEJwdqpCOmGhtxP/G624vWLewZjUeOPoPEsVFwT85Md2kbB1KnWP0nKLZitkbDDLmckKubTdnq1fnTnelJKzXpMvLc2Q1g0Kehy6TmkGed3kq8vTzAYes4FP2H6xbKGx10nzv86e42Cjwo8W+thiJ5jwXf58eZ4zXpPfXZzgo9luxqwEi6F/RftXQ0vJddvZ5aR4MJnjt+bOcahZxZOSzxb62JfMcHcyw2/OnOW4W+eU22TU2phxM28wxeXyPFtdQJdh8plc75rQ5eoiCytbBwyb/oxNhMJAcKdzKYd/m9XWO26vv6/MLKVSnXQR2W7zVulIvSmH4/OLvDNbIe9YuOH165qnLJ37hvLcPZDjX71ylv6Mw1ghiXm5WsgNQAF/VppneyLJtOdRiUJMEYuQTLguecMgpcdr+gXD4GtLi+xIptiRSHLBbXHObdGUEbuTKVqRJLqODPqI6fBTuUG+kFvJg74xDJgOx906rpSMWslO7rchBDUZ4qpYNGbAtNnpJHGlZIudwFOS1xoVnDaL/u1mFV9JGlJSjULGLIc7E7ED0G/ajNqJjmPyfiCnckzok1w0J0jJJEE7bFsXdc6YZzltnWFBX+D5xPd4wLuftLxxJnU+ylPSlnjVeY0LxkWeaD1+/YMuw25/F28773DWOoulbAIChtwhNDTqVg0djbRMM2vM0d/ow7iGiciHQ/hanQXrDFVjnmVzirI5iSZNXL3K6eT3KQYj5MIBAuGRCotkwp41baSCbhat8yyb06SiIo7McCFxEB0LQ9p4WoNp5yhJmaNizlIxpzGURSLKkwl7CIVHV7CFhl5CVya62rhJ26fncaOIPw8meC0q4amIX7Z30SMcRkSKe/Qi/8w7yh8mHyOJQVUFHJMVng9nOSdr/B/+CT5lDrNDz6zbzoCWYFpzOCNrjGopjkcVhkWS3G0w3Dedx/1BxHLV5exUhQszNR7c189335hk/x39lNua2935BGcnl9m7tYtXjsyia4KEbZBNW+y/ow9NCP7ixfM0mgF9XUmG+tK8dmSWx+4b4uxEhR1jeQZ71mdAS6UIlGI5CoiUwhQaGV3HFBqujFiKAhKaQaAkOd0g0fb+fKVYaCtRZXUdS2idUGBDRiQ0jaQWtxOt076jxZ5goBR1GZLTzQ4xbb12LKEhUZTDuBSeLgRZXcdun7ccxepNEkVK09sz3fd2AAzaofoR02lzD8S6ghUrWC+f9WrfXVE3+RrtArhBRDOIOuS0ZhChlMLQYh3xuheStOJ6xnU/JJKx0EMoFT0pi1Yo190fwAvbM19Dp+IGpG0jLpF4CzNuqRR/XponpevUo4hGFM96uk2Led+nKSMEArstcjHhuexKpnkiV+REq8F0mzTpS8lc4POJYg+Dto2zQWf5RhEqhadipax4dhM7UZFSHGnVUMBeJx3rYQsBSmFrWqzC1T4uo+u47QI4sn2sJQQpTacp4/mQIQR2e437/UBISEtzkUh0pSGFJCNjoY5ABAQERCLCVCaOchAIXBGzjhNqYw5yrK7m4+GhY5BWKYI2Z0RHR0PDFS6WstDR121fofCERyDi4zSlxyH4dtsaGqYyqWo1cjJ7VdJcHJbWUUISiQBDOgRaE0O2MyhEhEKiKwvZ/ltDR1PGGvJaiI8UISDQldHed21VtJXPmjIItBa6MhHt2uWSCKN9Dk3paG3mz+VoqZCmiujS7DXtuiqirkLC9kSgIKz2+AkeEcvKp08k0IifNZ+IlopwiUi2lw11BB5XtqMAl5iPURAW06pFj3Aw2eA7f4087v+kDLfnh9QaAfVWQE8hwWypQW8xievFIgUJ26RSc8lnHBaWW+iawDQ0TFOj2A6VT803CMIIxzZIOQYLyy0GutNUai65tH3N3O7VoZTVyflKXaoVjVj7GqwcA9cXDLha+zcD1V73XUmtEau2X4/gd7sROz0xK/4HVRb0ZrDC2hfczgpnNwalFJOeixCxqEXYvn9JTcOTkrcbNfosm24zJid5UpLVDQZsm0oY0pISDTpO3ojtkGyH3N+z37zONgGU2ulpxctIg2LVMZ3ndJ3jL2///b4lKyHxOBLx3pxdcSnwfj0m+kbauRVBmOu1D5f6YSOO+GqH/fLPN+rA39BvVaoTpVuZOPwg2+ngPxfDfTWsd4mrjerqzzeybROb+KBghQdBe71/ZTg+2qjTZ1kUTGvd0PaKfKRY9f/NJ3wTm/gA4L1QTvthwrWM7XrfbXTbJjbxQcFqgtjqJ3Vv6triNqsN9eYTvolN/HDg/WNvbGITm9jEJjaxiVvGtUPlm9jEJjaxiU1s4gOFzRn3JjaxiU1sYhM/RNg03JvYxCY2sYlN/BBh03BvYhOb2MQmNvFDhE3DvYlNbGITm9jEDxE2DfcmNrGJTWxiEz9E2DTcm9jEJjaxiU38EOH/B4En8q++XdnpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2160x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# filter the reviews by rating\n",
    "negative_reviews = df[df['rating'] <= 2]['body'].str.cat(sep=' ')\n",
    "neutral_reviews = df[df['rating'] == 3]['body'].str.cat(sep=' ')\n",
    "positive_reviews = df[df['rating'] >= 4]['body'].str.cat(sep=' ')\n",
    "\n",
    "# create word clouds for each rating category\n",
    "negative_cloud = WordCloud(background_color='white').generate(negative_reviews)\n",
    "neutral_cloud = WordCloud(background_color='black').generate(neutral_reviews)\n",
    "positive_cloud = WordCloud(background_color='pink').generate(positive_reviews)\n",
    "\n",
    "# plot the word clouds\n",
    "fig, ax = plt.subplots(3, 1, figsize=(30, 15))\n",
    "\n",
    "ax[0].imshow(negative_cloud)\n",
    "ax[0].set_title('Negative Reviews')\n",
    "ax[0].axis('off')\n",
    "\n",
    "ax[1].imshow(neutral_cloud)\n",
    "ax[1].set_title('Neutral Reviews')\n",
    "ax[1].axis('off')\n",
    "\n",
    "ax[2].imshow(positive_cloud)\n",
    "ax[2].set_title('Positive Reviews')\n",
    "ax[2].axis('off')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65b6a7a0",
   "metadata": {},
   "source": [
    "## Function for finding n nost common words in a series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9e9b7951",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-03-29T19:04:54.577675Z",
     "start_time": "2023-03-29T19:04:54.514880Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Most Common Words for Rating 1 sorted by sentiment: \n",
      "[('is', 764), ('the', 653), ('not', 643), ('and', 480), ('to', 451), ('of', 430), ('product', 385), ('this', 373), ('a', 365), ('I', 350), ('for', 348), ('it', 330), ('in', 270), ('cooler', 261), ('working', 194), ('buy', 193), ('The', 170), ('from', 165), ('with', 165), ('water', 155), ('was', 147), ('fan', 143), ('no', 138), ('after', 138), ('very', 264)]\n",
      "\n",
      "\n",
      "Most Common Words for Rating 2 sorted by sentiment: \n",
      "[('small', 62), ('is', 354), ('the', 282), ('not', 233), ('to', 217), ('for', 182), ('and', 176), ('it', 157), ('a', 154), ('of', 145), ('cooler', 122), ('in', 115), ('this', 112), ('I', 105), ('water', 82), ('The', 73), ('product', 72), ('but', 70), ('Not', 63), ('as', 61), ('be', 59), ('cooling', 58), ('you', 56), ('very', 92), ('good', 76)]\n",
      "\n",
      "\n",
      "Most Common Words for Rating 3 sorted by sentiment: \n",
      "[('small', 102), ('is', 503), ('the', 353), ('for', 250), ('not', 245), ('to', 243), ('and', 219), ('it', 174), ('a', 169), ('of', 155), ('but', 137), ('in', 124), ('water', 113), ('product', 106), ('I', 105), ('cooler', 100), ('this', 100), ('The', 98), ('as', 77), ('be', 73), ('with', 71), ('cooling', 71), ('are', 70), ('very', 121), ('good', 133)]\n",
      "\n",
      "\n",
      "Most Common Words for Rating 4 sorted by sentiment: \n",
      "[('small', 155), ('is', 771), ('for', 460), ('the', 456), ('to', 377), ('and', 369), ('a', 283), ('it', 274), ('in', 257), ('product', 240), ('not', 231), ('of', 217), ('cooler', 201), ('this', 183), ('but', 174), ('water', 169), ('I', 133), ('with', 130), ('be', 124), ('cooling', 124), ('room', 118), ('air', 113), ('very', 141), ('good', 309), ('Good', 268)]\n",
      "\n",
      "\n",
      "Most Common Words for Rating 5 sorted by sentiment: \n",
      "[('small', 138), ('is', 633), ('for', 556), ('and', 402), ('the', 402), ('to', 337), ('product', 333), ('a', 312), ('it', 300), ('in', 263), ('cooler', 258), ('this', 212), ('of', 207), ('I', 198), ('not', 179), ('room', 162), ('water', 161), ('but', 149), ('be', 133), ('with', 132), ('very', 223), ('Very', 136), ('Nice', 143), ('good', 311), ('Good', 297)]\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "num_most_common = 25\n",
    "find_n_most_common = lambda body, n: Counter(' '.join(body).split()).most_common(n)\n",
    "most_common = data.groupby(\"rating\")[\"body\"].apply(lambda x: find_n_most_common(x, num_most_common))\n",
    "\n",
    "for rating in range(1,6):\n",
    "    idx = rating - 1\n",
    "    print(f\"Most Common Words for Rating {rating} sorted by sentiment: \")   \n",
    "    # Display the most common words in each rating sorted by sentiment \n",
    "    print(list(sorted(most_common.iloc[idx], key=lambda x: TextBlob(x[0]).sentiment.polarity)))\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63dc7f7a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}