feedback_analysis_eda.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f8a22014",
   "metadata": {},
   "source": [
    "<center><h1>Airline Feedback Exploratory Data Analysis</center></h1>\n",
    "<center><img src=\"./asset/picture.jpeg\"\n",
    "align=\"center\"></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21989191",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "Record consists of 14k+ twitter feedbacks to 6 major US airlines. Motive behind performing exploratory analysis on tweets is to help airline companies improve their service based on the issues faced by the customers in the past."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1065c5b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: kaggle in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (1.5.12)\r\n",
      "Requirement already satisfied: python-slugify in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (5.0.2)\r\n",
      "Requirement already satisfied: certifi in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (2021.10.8)\r\n",
      "Requirement already satisfied: requests in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (2.26.0)\r\n",
      "Requirement already satisfied: six>=1.10 in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (1.16.0)\r\n",
      "Requirement already satisfied: tqdm in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (4.62.3)\r\n",
      "Requirement already satisfied: python-dateutil in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (2.8.2)\r\n",
      "Requirement already satisfied: urllib3 in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from kaggle) (1.26.7)\r\n",
      "Requirement already satisfied: text-unidecode>=1.3 in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from python-slugify->kaggle) (1.3)\r\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from requests->kaggle) (2.0.4)\r\n",
      "Requirement already satisfied: idna<4,>=2.5 in /home/priya/anaconda3/envs/gpu/lib/python3.9/site-packages (from requests->kaggle) (3.2)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "38eb3c80",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import random\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b3d4126b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "464d04eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set color palette for plots\n",
    "color = lambda: random.randint(0, 255)\n",
    "colors = ['#%02X%02X%02X' %(color(), color(), color()) for i in range(6)]\n",
    "sns.set_palette(sns.color_palette(colors))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d546556",
   "metadata": {},
   "source": [
    "## Download Dataset\n",
    "\n",
    "Here, we use US airline twitter dataset from [kaggle](https://www.kaggle.com/crowdflower/twitter-airline-sentiment). Set your credentials as env below to authenticate the API's to download dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6b48d0fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['KAGGLE_USERNAME'] = 'xxxxxxxxxxxxxxxxxxxxxxxxxxx'\n",
    "os.environ['KAGGLE_KEY'] = 'xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "500637e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from kaggle.api.kaggle_api_extended import KaggleApi\n",
    "from zipfile import ZipFile\n",
    "\n",
    "os.makedirs('data', exist_ok=True)\n",
    "\n",
    "api = KaggleApi()\n",
    "api.authenticate()\n",
    "api.dataset_download_file('crowdflower/twitter-airline-sentiment', 'Tweets.csv')\n",
    "zip_file = ZipFile('Tweets.csv.zip')\n",
    "zip_file.extractall('data')\n",
    "zip_file.close()\n",
    "os.remove('Tweets.csv.zip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0df6ac3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/Tweets.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e70b133d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>tweet_id</th>\n",
       "      <th>airline_sentiment</th>\n",
       "      <th>airline_sentiment_confidence</th>\n",
       "      <th>negativereason</th>\n",
       "      <th>negativereason_confidence</th>\n",
       "      <th>airline</th>\n",
       "      <th>airline_sentiment_gold</th>\n",
       "      <th>name</th>\n",
       "      <th>negativereason_gold</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>text</th>\n",
       "      <th>tweet_coord</th>\n",
       "      <th>tweet_created</th>\n",
       "      <th>tweet_location</th>\n",
       "      <th>user_timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>570306133677760513</td>\n",
       "      <td>neutral</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cairdin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica What @dhepburn said.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:35:52 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Eastern Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>570301130888122368</td>\n",
       "      <td>positive</td>\n",
       "      <td>0.3486</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica plus you've added commercials t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:59 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>570301083672813571</td>\n",
       "      <td>neutral</td>\n",
       "      <td>0.6837</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yvonnalynn</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica I didn't today... Must mean I n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:48 -0800</td>\n",
       "      <td>Lets Play</td>\n",
       "      <td>Central Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>570301031407624196</td>\n",
       "      <td>negative</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Bad Flight</td>\n",
       "      <td>0.7033</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica it's really aggressive to blast...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:15:36 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>570300817074462722</td>\n",
       "      <td>negative</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Can't Tell</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Virgin America</td>\n",
       "      <td>NaN</td>\n",
       "      <td>jnardino</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>@VirginAmerica and it's a really big bad thing...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-24 11:14:45 -0800</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pacific Time (US &amp; Canada)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tweet_id airline_sentiment  airline_sentiment_confidence  \\\n",
       "0  570306133677760513           neutral                        1.0000   \n",
       "1  570301130888122368          positive                        0.3486   \n",
       "2  570301083672813571           neutral                        0.6837   \n",
       "3  570301031407624196          negative                        1.0000   \n",
       "4  570300817074462722          negative                        1.0000   \n",
       "\n",
       "  negativereason  negativereason_confidence         airline  \\\n",
       "0            NaN                        NaN  Virgin America   \n",
       "1            NaN                     0.0000  Virgin America   \n",
       "2            NaN                        NaN  Virgin America   \n",
       "3     Bad Flight                     0.7033  Virgin America   \n",
       "4     Can't Tell                     1.0000  Virgin America   \n",
       "\n",
       "  airline_sentiment_gold        name negativereason_gold  retweet_count  \\\n",
       "0                    NaN     cairdin                 NaN              0   \n",
       "1                    NaN    jnardino                 NaN              0   \n",
       "2                    NaN  yvonnalynn                 NaN              0   \n",
       "3                    NaN    jnardino                 NaN              0   \n",
       "4                    NaN    jnardino                 NaN              0   \n",
       "\n",
       "                                                text tweet_coord  \\\n",
       "0                @VirginAmerica What @dhepburn said.         NaN   \n",
       "1  @VirginAmerica plus you've added commercials t...         NaN   \n",
       "2  @VirginAmerica I didn't today... Must mean I n...         NaN   \n",
       "3  @VirginAmerica it's really aggressive to blast...         NaN   \n",
       "4  @VirginAmerica and it's a really big bad thing...         NaN   \n",
       "\n",
       "               tweet_created tweet_location               user_timezone  \n",
       "0  2015-02-24 11:35:52 -0800            NaN  Eastern Time (US & Canada)  \n",
       "1  2015-02-24 11:15:59 -0800            NaN  Pacific Time (US & Canada)  \n",
       "2  2015-02-24 11:15:48 -0800      Lets Play  Central Time (US & Canada)  \n",
       "3  2015-02-24 11:15:36 -0800            NaN  Pacific Time (US & Canada)  \n",
       "4  2015-02-24 11:14:45 -0800            NaN  Pacific Time (US & Canada)  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "770531f7",
   "metadata": {},
   "source": [
    "## Data Exploration"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "391165e9",
   "metadata": {},
   "source": [
    "Let's plot some graphs to infer any useful information from the feedbacks that could help identify areas of improvement for these airline companies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3685a3f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 404
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.countplot(df[\"airline\"], order=df['airline'].value_counts().index)\n",
    "ax.bar_label(ax.containers[0])\n",
    "plt.title('Tweets distribution per Airline')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a48df686",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 395
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ay = sns.countplot(df['airline_sentiment'], order=df['airline_sentiment'].value_counts().index)\n",
    "ay.bar_label(ay.containers[0])\n",
    "plt.title('Sentiment Proportion')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "04b2f543",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 603,
       "width": 1455
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,10))\n",
    "ax = sns.countplot(df['negativereason'], order=df['negativereason'].value_counts().index)\n",
    "ax.bar_label(ax.containers[0])\n",
    "ax.set_title('Distribution of Negative Reason')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1308cdbf",
   "metadata": {},
   "source": [
    "As it is seen that, customer service issue accounts for the main reason for negative sentiment followed by delayed flights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c7591ee5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sU9bfyZ+7xPUo+W5SyBfOJsKVqfP48be1/H1Fl7rNi93tsT2vPB48xHvSfM0r0vmCz1+6XKwD+F+X7Y6nR4E/dFqQUrqa3DU9wDZd6l/cZX4feeiKRB56o9P655G7QR9q/ed2mU/Lelvrjtd2u72u8dDc5mUppbu7lDmf3A18a/l2Hb9PLMZ+ExHLRcTbIuK0iLg5Ih6OiBQRzZ4UIA890G3df+8yf0zfs4iYxuDF13MWqTHo7PI42vcKOr9fTyQnokDuEWQRKaUHGNyPRqO5jy4YYt3/JQ/js6Q1f9Ne2O03rfyuNX/jO/3WPwh0TJBoWf9mw6y/WW5U/0tYAr+ZEfG0iPhORFweEfdExIKW78j7SrEnjGHVf2lPshtHV5ZEok66vWdj/f92dZmmARdHxPvLe9YpeVKSJEmSJpXlqg5AkiRJUncppduAH5aJiFgX2B34JPmi0uvIF76bSQvrt1RfZwSbWLHL/HuHqPNQeVx+BOsfi5s7zUwpPdZy7aVjGQYvNrfH1nxfZo4whk7vS5XvCcAdXe5Sb/of+XWu3WX57V3mN8vPSyndN8T6m3fRd1v//7rMb13WWne8ttvtdY2H5ja7vraU0kMRcQewLl1iTCl123fGtN9ExMrku7qf1zL7QfJ70UwQWrc8rgTc0WE1w32HSCmN5nu2BoM3Ugy1Lwz3eY72e7ZWy9/d4gW4aYhl3bTuo0P1BPE/ul/knyjN37QV6f473qpTmTu7JJS1rn8FBvel0a5/3Pf9kYqINwA/a1n/AvLQMw+X5yuTvxsrjWH1E/mbM5b/M2P6/1b+p76R3KvGE8m9R30NuCsizib3qHTyEMl9kiRJklQZe3KQJEmSekhK6daU0k/Id0E376bubynS2sZfPaUUw0yzllTsFWu+L68awXsSKaU5VQY7QToNB9FqhSUSxfhvd7jXNR6mL4FtjMYh5ASHO8hd1a+bUloxpbROSmk9YIOWslXclT3Z3q+lUfM37Zsj/E07osM6hvruNNf/mxGu/7DxfHGLIyLWBn5MTgY4FtgWmJ5SWj2ltF75jny9WXwMm1gSvzmjMeb/bymlvwCbAW8iJ4X8l5yw9FrgN8DvhhjyRpIkSZIqY5KDJEmS1INSSneQL0AAPKVl0a0tf2+85CKa9JrvSy+/J2uVIQG6aXa7Ptq7jJvlZ5SLg900h0Hptv6hun3vFNt4bXciNbfZdb+JiOkMdv++pGJ8XXl8T0rpZ6XHl1YjufN+vN3FYC8SQ33PxvvzbO2lYv2upYZe1k0zxtUiYqjeEsYy5MHimujftF7+zdyN3FPDlcAbU0p/LUMttariOzJRFuuzSik9mFI6OqW0T0rpSeReHQ4nDyW0G3nILEmSJEmaVExykCRJknpXs/v0x4cwSCldy+AFj92WcDzNC5yTcTzvi8tjL78nywPP7bQgIp7M4IXWv41yvQ3yxSyAnbusfzXgWcOsf6chttFc1lp3vLY7nMX5DJrb3CwiNuhSZkcGh4Ica4yj1UwUaHRZvssSiuNxZSiVK8rTjp9n8cLyOF7v1X+Be8rfO3QqEBEzGNyPRqO5j04ZYt2bUk0iQPM3bXZ5fRO1/mcMse9PlMX93Wx+Py7vNBxH5HGPXtg+v4eN6/+3lNK1KaWPk3vBgKF/2yVJkiSpEiY5SJIkSZNMRGwaEU8apsyKwB7l6aVti48ojx8a6uJUZDPHFmVHzQuN47nO8XJEeXxJRLx0qIIRsfo4brf5nqw2Tuv7WLlAt8j88nh1SunS0awwpXQXcE55+pGI6HSc+BHyEAT3Aad0WdWeEfHE9pkRsSPw/PL0VxOw3eEszn55Rqm/PHBQ+8LSjfsh5ekFKaVbxhLgGMwrj1t1iGll4BNLKI52vy6P+0bEIj0nRMSuDCbqHDceGywXsZu92rwvIpbvUOxd5Dv7R7vuu4Czy9MPd/nufXS06x0nvyInuq0OfHKogmP8TTsLuAGYCnx5AtY/lMX9X9L8fmzZ5TPbDxjyf2yPOaI8jur/2zA9AwE8WB6rGspIkiRJkroyyUGSJEmafLYA/hURJ0TE61svFkbEShGxO3ABsGmZ/c22+l8g3928FnBRWceMlnVsHBH7k++k3mMc4/5HedwhIjYbx/UutpTSacAJ5DuDT4yIg1qHSIiINSJij4j4LfC1cdz01cCj5O7uX7OY63oAeBHwfxGxDkBEzIyILwL9pcxhY1z3IeS7p7cBfhkRG5b1rxwRH2fwQu4XUkr3dFnHI8CpEfG8UndK2VebF75/n1L6wwRsdzjN/XKvMrTEiKWU7gc+X56+NyI+UZIIKAlEvyDf4b8AOHiM8Y3F78vj1yJip+aF3IjYjnxxes2uNSfWd4CbgRnAaRGxbYlratn/f1nKnZlSOrvLOsbicPL+txVwfERsUrY7PSLeTf5NnDvGdR9G7s3hRcAREbFuWfdqEfF5YH8GL6ovMSmlOxlMbvpoRPw4Ih4fuigiZkTECyLi+8BFY1j/o8AB5Ne+V0ScFBHPbFn/8hGxbUR8Cbh2cV5LB2P+zhZnkuPeEvhWM5kvIlaNiIOA7wJ3jkegk8Fi/H97WURcHBH7Nb8zpfyKEbEfsHeZdfoSeBmSJEmSNComOUiSJEmTz6Pku2dfRe4u+qaIeCAi5pLvaP8t+aLwY8AnUkontFZOKc0FXgL8k9yN+rHAvRFxR0Q8AFwH/BB4JoPDBYyHc4FrgDXISRq3RcScMm04dNUl4i3ASeSeAb4E3BoRd0fEPeQLXicCu4/nBstF8l+Up7+OiLkt78lrR7m628m9CbwVuCUi7iLH/eGy/LsppWPGGOdF5LvdFwCvA64v658LfI588exo8sXibj5Evqv8DxFxL4P76trAf4B9Jmi7w/m/8vg6YF5E3FDe/18OVanFV4CflVg+C8wtMd5Q1rkAeE9K6fzFiHG0DgbuADYif+8eiIj7gEvIF/rfuARjeVxK6W5y4tTdwDOAP5fv133kZJfVgcsZvHg6Xtv9J/BO8u/Z7sCc8hndQ068OJG8LwI8PMp1X0juUQTyb8jNLd+9j5EvGl+6mC9hTFJK3yYnCiXg7eTf3ftKfPcB55Pfl7EkCpBS+i3wNnICySuBRvlfdCf5Lv8/k3+TxqunmqbF+s6mlP4FfKM8PQC4OyLuJu+XXyInAv1gfEOu3Fj/vz0H+BH5O/NAy77zI2AauQedH018+JIkSZI0OiY5SJIkSZNMSul04Knki8YnkS8QQ+5ufS65B4ZvAFunlD6/6BogpfQfoI98Afkc8sWd1YD55IuMPwJeDhw1jnE/Sr7b+efA/8gXNDcp03LjtZ2xSindn1J6FVAj3/V6E7AieSiC/5C7z38r8J5x3vQ7yXeaX0Xu9rv5noyl+/xvAK8AziMfzz0E/BF4U0rpgMUJMqX0Q2A74Bjy3fgrk+9Q/z3wupTSm1JKjw2xiv8A2wL1Um8qMAf4KrBtSunmCdrucK/rbHLC0HnkC7MbkN//9UZY/7GU0j7Aa8nDV8wtMd5MTmB5dkrpe2ONbyxSSv8Fnk3+/t5Gfq/nkhNCtkspnbEk42mL7RLg6cDXgX+Tv1/zgb+QL4hvn1K6bQK2+1NgR+A08v6zAnAl8F7gDQxeiJ87hnV/GdiN/Ft6H/n37C/AW1JKH1zc2BdHSumzwNbk3/Sryb8LK5H3z9PJSVAvWIz1/5T8/+gb5B4WHgNWJV84Pxc4tCwfN4v7nS3r+AC5l40GObFlavn7QPL/vvnjGXPVxvj/7WzgzcCRwN/JvQWtQv5sf09OnNg9pbRUvVeSJEmSlg6R0njeuCVJkiRJGk8RMZt8cfW6lNKsSoPpICLmkC9A7pxSOrfaaKRFleE8riP3fOF+KkmSJElSj7MnB0mSJEmStDR7AznB4R7gTxXHIkmSJEmSFlPlXcZKkiRJkiQtjoj4OHAveYif/6WUFkTE6uQu9w8vxb6XUnqwohAlSZIkSdI4MclBkiRJkiT1uqcDewPfAh6JiPuBmUCU5WcCn6omNEmSJEmSNJ5McpAkSZIkSb3ue+ThKHYA1icnONwFXA4cBfwspTS/sugkSZIkSdK4iZRS1TFIkiRJkiRJkiRJkiQNa0rVAUiSJEmSJEmSJEmSJI2ESQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIEmSJEmSJEmSJEmSeoJJDpIkSZIkSZIkSZIkqSeY5CBJkiRJkiRJkiRJknqCSQ6SJEmSJEmSJEmSJKknmOQgSZIkSZIkSZIkSZJ6gkkOkiRJkiRJkiRJkiSpJ5jkIBURcVhEpIg4oupYJEmSJE1OHjdIkiRJahURs8oxQqo6FklaVpjkoK4iYo/mP+aI+H3V8WjiRbZjRHw5Ii6OiLsi4tGIuC0ifh8R+0ZEx9+N1obcCKdN2urPHmG9tYaIf+OI+FZE/DsiHoyIuyPiDxHxjm5xj+A9mVVOZB84lvq9pHznD4uI2VXHIkmS1ElEHNGhffhoRNwZEf+JiJMi4uMRsWlF8R1Y2lOzqtj+cCLiWRHx6Yg4t7TxHy1t/gsi4r0RMX2IuhuX13dyRFwfEQ9HxL0RcVlEfCEi1h+i7qoR8eaI+HlEXBURD5T2+jUR8dOI6Bui7nIRsVtEfDsi/hIR8yLikYi4OSJ+GxF7LMb78czyee071nX0inIsd1hEPLPqWCRJ0rKttO/2jYjTSpvukXIe958R8buI+GhEPLvqOJvKeevDFqfduTQr781hETFzArfxtHKcd0ZE3FT2mXkRcUlEfGK0246IqeXYonlMeViXctMj4jUR8ZOIuDwi7ivHQddHxLEjPY8eEbuU46jbIuKhchz0zYhYdzRxt6xvZvN9H0v9XuL3T0OJlEwsU2cRcSKwR3m6ANg4pfS/6iKaWBFxAHAAcGJK6WNVx1OFiPgE8NmWWY8B9wGrtcy7AKillO5pq7sR8OdhNrE6MA24FdgwpTS/pf5s4Bzyvnb7EOt4ekrprg6x7wIcD6xaZs0DpgMrlOdnlbgfGibG9vU247oupTRrNHV7TeS7EfcBPpVSOqzaaCRJkhbV0l55FGi2CYPcBmy9QJ+AXwPvSindMc4xHAYcChyZUtq3bdkcYBNg55TSueO53cUVEXsDR7XMWgDcA8xsmXclsGv7cV9p619Hfq+b7gFWAqaW53cDr0kpndNh21cDT26Z9UBZ14zy/DHgIymlr3ao+2Pg7S2zHgUeAlZpmfdr4I0ppUfb6w+lJDf8FDgvpTR7NHV7TUScC+wEvDWldES10UiSpGVVRKwNnAJs2zL7IeBhcpu+2d6cl1KauWSj62yo9n9LmVnAtQAppehUZmkVg71XbJpSmjMB638+cGHLrEQ+978qgzdy3wjsllK6YoTrPBD4esusjufDI9/8u0vLrIeB+eTjoKZvppQOHGJbrddcFpCvtzSvYdwOvHCkcbescxbLyP42ku+fll325KCOIt8t/3LgfuAY8r7y5kqDmmAppe+klJ62rCY4FMuTTxZ/HXguML00JtcEPkU++fgC4CftFVNKN6SU1us2ARuRT4QCHN2a4NBmyPV0SXDYiHxic1XgYmCrEvfKwOvIjZ4XAd8c29siSZKkSeailvbhuimlGeSE2t2AY8knvl4HXBoRG1YZ6CSyPDm54MfAC4EVU0qrk9vQ7yEf+z0dOD4i2k+UNRMZfkd+X9dIKa0GrAi8jHyCbXXgpIhYr8u2G8C7gVkppZXIbfWtyQnFU4GvRMTLutS9Cfg00AeskFJaFdgA+G4p81rgcyN/KyRJklSRo8gJDvcCHwbWTynNKOdyVwNeDHwPmFtVgJp0licnOv+SfM1q1XIcszKwNzlRYENgICJmdF1LUY4PP0NO4r51BNu+mryvbp5Smp5SWpmcwP2rUuZ9EfGuLtt6GYMJDl8FZpbjqC2BS4G1gd9ExAqd6ksamkkO6mYv8g/4b4Eflnn7VBeOlpATyRmXH0gp/bGZiJBSuqtkMn6mlHtdtA03MQIvB5pDTRw5LtEO+gC5EXwP8Ipm5mNKaX5K6dfAe0u5t0fE08Z525IkSZoEUkpzU0qnpZTeQG57PkS+EP7raiObNC4CnphS2j+ldE5K6WGAlNK9KaXvkBMQALYHdmyrezfQl1KqpZR+nVK6u9R9JKV0KjnR4SFywsQ7Omz7zSmlbVJK30spXVfqLkgpXU7+rP5Zyh3Uoe73StyHppQuTaU7ypTSTSmlA4AjSrl3j+SkpiRJkqpRzsvuWp72p5S+nFK6pbm8tEvPTCm9G/AcrpquBp6WUtorpXRKSuk+gJTSgymlY4DXl3KbtPw9lG+TEyTeSz6GGcrHyckNX04pXdWcmVK6BtgTOLvM+lCX+p8vjyemlD6UUrq31P8HsDu5V4cnAvuPIG5JbUxyUDfNhIajycMTXA88baixsMq4OCnyOLkREe+OiEYZp+jmiDiy9S6qiNiszLuxjEN0RUTsN1RQETEl8liuv4+I28vYSzeV8Y+2H0FcUyLigDJW09wy/5nt5YbY/nMi4mcRMafEfEdE/C0iDo+Ip7aVXSXy2GLHldc2N/K4s/+JiB9FxGZDbKc5FtSsyGPf/ri8Tw9HxLUR8ZWIWLVb/bFKKV3WPgxFmyNa/n7WKFff3Kca5WTmeNqtPB7dpTvio8gZnVPI2Z0jUrobbna3u0ksOv7zvqXcNeX5yzus49st5RfZRyPiF9Fl3K+x7O8tdVeOPE7ZnyOPT/ZQRFwdEd8qPV+0lp1duhVrfkaHtr/WtvKbRsT3I+LfZZ9+ICKuizy288ci9wQjSZJUmZTSaQyeaNo+InbvVC4ippXjgwsi4q7S3r4uIuoRsflIt9c8liCfWAM4p609dW5L2akRsVtE/DAi/hoRt7a0806MiBeO8WUPKaX075TSUHcqHQM8Uv5eqK2fUpqXUrpsiHVfBfyxU92y/IIh6j5I7n2jW91LmgkZXRxRHlcERvOZJfJQFQA7dWjrzy77xwPl+RYd1nFyS/lFxtONiItbjxvalo1534uItcsx6N8jH2/fX445PxcRa7SV3be81p3KrJ+2vc45beW3jsFj3ocj4t6I+G/kMbMPjIgVh4pNkiRpCFu1/D0wVMGhhhyOiCeVtvR/yznPuyPi/Ih4e0RM7VJnTrONN8R6Hz8nX57PKu2oQ0uRfTq0GWd1WdeWEfHLiLilxHhVRBwSEdPayk269mZEvDIiTinHKY+Wuv+KfB57z5ZyR8TC542vbXtvjui2jdFIKf0vpfTfIZafC8wpT4e8ZhERryAP0T6QUvrtCLZ9UUrpsS7LEvCz8nTTDu3wLcg91wF8uUP9G4FflKejuWZxLmWoivK8fZ88rMw/qzx/d4d1fLCl/J4dlh8+1GcYEbtHxG/K/v1IRNxW9tWXDBP7iPfJ0X7/ImKdiPhyOS66v3zvboiIiyLi0zH6m3bVA0xy0CLKj++zgDuBM8qPdfPHdqS9OfwC+A65u1OA9YC3AOdHPiHzHOCSMm9lYBqwBfCjiOh09w4RsQpwOvkfxy7kIRQeBNYnZ+hdFBEHDPXSgBPImXrbkLuwHZHIvkgeCuHN5JOXD5e4+4CPAu3DXOxDPmn2OnLm6WPk79yTgP2ARkTswtC2Jnfr+nYGx5iaBXwQOCsilu8Q6+yWH/nZI32NI3Rny98dG4ydxODwJzD+vTjA4Mnkf3VamFJaAPy7PH3xKNZ7O/muNcjjZd3aNj1Ylp1XHtvveIPBk4nDLT+vdebi7O+lQXAFucvebcknfOeTu9F6D3BZ5LHMmh4pr6d58HB/h9faXPc2wGXAO4HNyPvBw8DG5bV8noXH1JMkSarKj4Hbyt9vbF8YEeuTj0m+DexA7hms2a55K/C3iHj1CLd1H7nNtKA8v5uF21KtQ65tTh6HeH/yccl0cntsffIJt7MiouMQes0TPd1OZC6OlNKj5G6DYRRt/RbNY4Wq6o62/q0MDqf3KIu2fx9JKT3CYPLGQm35iJhC3m/osnwlBtvF7W39Me97EbEDcBX5GHRLcg+MU8jH0x8nD9HSmoD/YHk9j5bn97S9zttb1v0y4M8MHvMm8j69KfAS8rCGG3eKS5IkaZQ2GEuliKiRz3vuT26jPASsRB5i+cfAaaUdNh4eI7eX7i/PH2LRNuMiF8AjYldyW29Pclt/eeCp5OHXjmstO9namxHxOeAk8k2F65DbkjOApwBvYOHhoOex8HAPd7DwezOvbd0LXYQfZ8MeT5T36zvk1/Secd5up23vXB7nAX/qUv/08vjsiFh5hNu8i/xeN7Xvk/eV+RNxzWL5iDiK3AP8K4B1ye/n2kCN/P37Yqegx7BPjvj7VxIYLiXf6LAFsAJ5qMYNyMOyH8LgjbJaipjkoE6aiQzHlRNdkHt0AHhDtGUbdrAH+YL2m4BVyrQjcAu54fEZ8vhJFwJPKuNtzQR+UOp/OiLW7LDe5sXev5FPsKxYxi9aAziY/IP2zbaLt61eDbwUeBeD4zatC3TNAmzxIfK4S5C7S52VUlqtjAX7BPIF36vb6txBvsj87BLrmuRGzebk93Ml4JhhGl1HkH+ctyrbWhl4G/nHf1tyssSS1PrP74pR1GsOf/Io+Q6xoawduXeM+8v078g9X2w1RJ1mwspQJzWXK49PH6LMwitNaTvyfgNwQ8u4z82pecfZ+eWx9f2h7MdbMniyuH35ZuST2a2N2aYx7e8RsRr5pPkm5HHBtgaaY4U9ifz+r04ea3lmeZ0XpZTWY/AOuq+0v9aWTXyF/J3+E7BNSmla+S6tBGwHfIO2BqwkSVIVygnDs8rTF7QuK8nCvyG3lc4CnkduMzXb998gt91/HhFPGsG2vlLaTDeUWa9ua0+1nqx5BKiT23irleOKlcnHJoeQ23mfi2F67hpvJdm9eRw2mrY+EbEc0GyXjqpu0WwnL07dRxlMbB5W+bzeV55e1KGtf1FZ1rGtT953ZtKlrU/ep5YjH0e03mk15n2vnLw7mXxM8H1y0vEMclt8K+AMYCPghCh3MaaUji2vtfl63tf2Ordr2cR3yMdtA8BTUx5zeDXyCcgdyRcOhuvSV5IkqZu/tvz93YhYezSVS9vol+S20nnkIQxmks9VvoN8znwXFr4QP2YppRtKO+orZdaxHdqMN3Soeiy5zbZpiW9V8g2SCXhlSSxtNSnam+Wu+I+Wp4cDa6eUVk0pzSAnPLwW+F3L+/O+tvPG27W9N+9jCYjcg8KW5elQxxOfIbeVP59SmjNOm29+JreycOIBDF6H+Ge5CbOTK8tjMMIhWsqx5XYtz9v3yeb+2tyvOiXPvICcPLCARa9ZrEiX5BngS+ReJ/5DvhFz5XK8sCr5utu9wIcjYq+2dY56nxzl9+9Q8nWW/5TXOy2ltAb5WGkr4LPk65Na2qSUnJwen8gXiW8i/8PdoW3Z5WX+a7rUPawsT8A+HZa/uWX5v4Dl2pZPIScKJOAtbct2KfOvIp8I7LT9j5YyA0PEtf8Qr71Z7oi2+WuRf/AT+R/geLzPAfx+iPeqGe8VwAodln+7LD+7w7LZLfVnj+O+MQX4S1nvxaOs+9dS76QhyrTGncgZiQ+3PJ8PfKhL3X+WMj/psnw5clZlc10rjyL2ZlxzhiizaSnzaOu6yQk/iXwC8k5gLjClZfnby/ILxnF//2yZf8wQ8Z5aynyobf4RZf5hQ9R9oJTZfrz2LScnJycnJyenkU4t7ZVzR1i+eTIxAcu3zG+2w85vnd9W9welzHfa5h9Gh+OGsmzO4rbDyYkOCfhph2WzWl7PvuP83p5Y1nsd+aTQaOq+r9R9DHj6KOtuU9r6CXjnKOuuTE4sScAvx/Ca9x1ufyLfgZWAm9vmH1jmH15e99/bljfb5T9vm784+95RzW12qTeN3OtaAl7btuzcofYb8onr5r617njuW05OTk5OTk5OzYncy2+zzfEwcGZpN72SfFF9qLr/V+r9h3xDWPvy/RnsierJbcuGbae3xDWrbX7X9n9LmdZ2+hlAdChzclleb5s/Kdqb5IvWiXxRfjSfacf3bYhyh43zPvX1st57uu1D5N6455OvS01rmT9nrDGRewm4t9T/QoflzeOr44dYx2ot78vuo9j24/vbEGWmkxOUEzmBuTn/mWXeKeRexBcAa7Usb16buKFtfZuVsrcBG3XZ5htK3SvGY58s80fy/buylNlzPPctp8k/2ZOD2r2YnPF0HfCHtmXN3hz2GWYdNwI/7zD/zJa/v5JSmt+6MOVstnPK0y1ZWHObP04pdbtLvBnfztF57K07yXdMjdZryd39303O9ltsKaXEYNZjt54nAL6WOo8/e1J5bH+fSCmdm1KKMp27WIEu7DPkYUzmM3jH07AiYkvyiUsYeqiKueSxqbYFZqScabciOZPwInICzpcjYpGuhskNR4A3RkSnrs72I9/t1LTKSOMfiZQzZW8kJ1M8r2XRTuXxHHLPJauRGxHty9szIhdnf2/W/eoQITd70xjN0B1NzS591x9DXUmSpCXt7pa/W9uDzTbTN9Ng73Xtmu2tsbSZFsfJ5XGR44SU0pyWtv4R47XBiNiPnKAL8P6Ue8EYad1nkE+8Qj4hdeVQ5dvqrkJ+n6eSezD7yUjrFj8ANiS3UT86TNmx+iO59431IuIpLfObbfkTycnpW7T1SDhcW39U+165o+p15BOLX+tUqXxuv26vO0L3MTjcim19SZI0UfYjt2UeISdovgj4BPl8920RcUlE7B0R0VqpPH9Nefr1lNIDHdb9E+B/5BsMXzsx4Y/IF8r5/3Ynlcf2c/qTor3J4Hnf1Urbc1y1HMccNl7rjIiXAO8tTw9NKd3eocwU4IfkY44DRnOsM8R2lyO/hysD1zN4PNSq2YP3gx2WNbXuxyMdrmJEUkoPkYeig4V7a2j+fS456SBYuLeHbvvVW0rZY1PnHkwgH4s8TN5XW48pJvr422sWyyiTHNRu3/L4iw7/iH9BzobabZiupK5Mnbvfua3l727dBjXHcFq9bX7zwvHBEXFLp4nBH+wVGexmtdVf2hMrRug55fGclNJQ/5AWEREbRsQXI+KvETE3Ih5rjj1FzjCE3B1PN3/uMv9/5bH9fZoQpXuh5rjAH0spXTKK6s1/YHfS0p1Vu5TSpSmlD6eU/lr+AZNSeiyldD45m7WZdPPF0jBp9XXySbkZ5HGfXhgR0yNizYh4F/mCf+s/z27dQy2O5j/9Tg2G80awvNWY9veI2Ih8khfglCHqNrts22gMr/OU8viziPhCRDyndDclSZLUE8oJqWeXpz8cos10QikzljbTcDHMiIj3R8S5EXFbRDzacpzQKMWGOk4Yz1h2IvcUB/DdlNIJQ5Vvq7s++WTtDHLvbR8ZRd3lyMm3TyMnPL9hNMdrEfFRclepCdgvjV+Xswspx4ALnRwsJ9lfQL5z62/k9vzjJwcjYgaD+9jjbf3F3PeeRb4QEMDfh6j7oQ51R/I6H2iJ9fSIODgintnlBgJJkqQxSSk9klL6ILmt8k7yNYdm786Qu+E/Cji27RzwE8k3kMHgjZLt615AvnALgzfdVWFU5/QnUXvzT+TeldcHLo6I/SNi05G/7CUrIp5OPp6YQh5u7Rtdir6bvF8dl1L6/Tht/tvkz+oR4I1D3KhYtYm4ZrHPEPvVjeTh76DsW0vo+Lt5zeKLEfHdiNi5fEe0lDPJQY+LiNXI3ULB4J3ej0spXQ9cQL5bvdPd9E03d5qZUnpsuDLkbpdg8IewqZmBNZM8Vm23qalTpuEiWXwj1Fzv9aOpVE4W/hP4MLlRtRq5UXJrmZrZZSt1XEF2b5f5zXFQlxtNTGMRES8n98AQwLfS4JhOI6k7lXziEfLwCWPKkiz1DilPNyR3L9W6fA6wJ3lYkS3J4zo9SB4H67vk97s17rljiWMYCzUIyvdpa+CqlNKtHZZvSv6HPZ/B8XGbxrq/t2YqrjNEvdXb6o3GQSXeVcgnsS8G7omIsyPi/9l4kCRJk0zrCcS7yuMa5IvFkJNFu7WZ1iplxrV9UxIDLiXfwbYTsDb5bpfbWXgs16GOE8Yrlm2B3wIrkO8QG02PbWuQe1TblHxi+uXNZOUR1J1CHnqkRr57afeU0tWj2PY7GLxb6oMppeNGWneM2k/+bUned/5QEjPalz+HvI/d3Pa6Fmffa7b1Y4h665LHw4WxtfXfTj6GXYfck18DmBsRv4uIN5UTlJIkSYstpXRbSumHKaU3ppSeQm7r7EceigxyD1bvaanSetPl/+juxg7ll6iU0nDn9DvdMFZ5ezOldDd5yPG7gWeQez/4b0TcHBFHlusdk0I5t34G+fVeTE6YXqT3jIh4AnlYj3uB94/Ttj9PTtB5DNg7pdTeI3rT/eVxqOPJ1jb7feMQXrv2axLNRJn7yEnq55MTjJrLpzOYkHB+27qaxyOrMPTxSPO6c/O1LYnj7y+Sj2unAe8CziZfs7goIg6KiJljWKd6gEkOarUneZwegMubdxK1Tgx2WzPckBXjrbmvvqqlW6Ohpjkd1vFYh3kTotzZfhS5i6Ezye/bjJTSzJTSeiml9YAPNIsvqbhGKyJeRO5iaHngp+RxwEZjVwb/+Q01VMVI/Knl7ye2L0wpnQJsQT5Z/Ddyg7gBfI6cFNFMsLihyxAgi6v5T3+7cqH/BeT9ttmQuJSc2PKC0phoNgr/mlK6n4WNdX9v/U1ffQT1Zo32RaaU7gR2IHcb9S3yezyN3NvG94ArImLD7muQJElaorYqjze2dIvZ2mbqG0l7a5xj+gbwFOC/5C5310gprZxSWqccJzxnqMrjJfIwE6eTL4qfQT4xOKJjppLQezr55Ov1wC4lsXckdQP4PjkZ+hFym/fCUcT9ZnK7E/LYuV8fqvw4abb1d2p7PG+Y5e0nBhdn32vWnTfCY4TZo32RKaX/kk9ovwr4ETnhYWXgZeQhKf8UEePaja4kSRJASunWlNJPyDcLNtuV/V2KT+8yv5dNhvZm8xz7psD+wHHATcB65KEKzo2IH431BY6Xcu75LGAD8jn3l3U4v950OPl450vki94rt04MXpuZ1jJvqG1/gtzjdbM3uV8PUfym8jhUD32ty7rdGLw4LiLfZLlBRDyJfP3k8eSZlNIdwJXAVhGxOvlYdAXg1pTSv9rW1dy33j/C45Fz2+rBBB1/p5QeTim9Engu+bP+I/kzaj7/d0RsPdr1avIzyUGtRpO40BcRWw1fbNw0GzYbL8Fttm97k1HUeS65x4G7gFemlC5Ii97VtO6i1SaPiNiBnP02ndyg2a9TNuQw9i2PV6SU/jqO4XWUUroupfTBlNKzUkobp5S2SSkdnFKay2AXZRdP0Lb/Rd5XppE//9axrZo9mVxIzlzciu7dPsHY9/fWE8sT9l1J2ZkppfellLYhZ1m+g7y/P5HBoVgkSZIqExHNMX4h90jXdCeDCdBL9PiixNTsPW/vlNIJKd8x1WrCjxMi4mnA78lt0wvIiQYj6nUtIlYidwe6LXALOcFhNL3efYN80nQ+ObHijFHE/Tpy8vUU4KsppU+NYruL4w/keDeMiCeyaFv/dvLJwWeUu4S6tfUXZ99rtvVXLUkmE6Kc7DwppfSOlNLTyUnrB5HvPNwGOHSiti1JklQuuv6mPH1Ky6LWXpqHakc1b75q79W5OSxaxwSJiWxfjdBkaG9StjUvpfTjlNKeKaUNyBfGf1wW71d6fq5ERKxHTnDYFLgK2LWc+++meU3nM+TeHNqn5nv0sZZ53bb9fnKvEADvSyn9dJhwryyPm8eiw283Pb08JnKC8bgqyR/N6zI70bZfFeeRj69ewMRcs1hix98ppT+mlD6SUnouuVfHvchJ+WsDP5nIbasaJjkIgIjYjMExdZ5J/gHoNp1cyi3J3hyaF6Z3W4LbbPpjeZw9iq74m42pf6c8tmknuyxeWBMnIp4N/I7cpdDJwJtGeldXyzpmAq8oTxe3FweA7Vv+vnaUsaxJ7nkAOgzFMowFzdWMoGxrRm2nBsFwy5vGtL+nlK5lsLExlu/KaF5r63bvTin9CPh4mTVpui6TJEnLtP3I3e4DHN2cWXp0+Et5Ot7HF8O1p9Yi3xkDuUesTib0OKHcwXMW+b35M3mYiW7HLO11Z5CPD55HPlm1SxrdMBNfAN5Lfp/2SSmdOIq6u5M/x6nAD1JKHxpp3SGMqP2bUrqPwc9rNrmnvvsZ3I8gt/WnkD+/Zm8cC7X1F3Pf+wv5xHcALx1lXRh7W/+WlIcs/EaZZVtfkiRNtOZd+a1JuP9lcAjinTtVKheSZ5enf2tb3KzbrQfa7YaIZ0ztqNGYJO3NbrFdmVLan8HrJO3tweaNkRPaY3VErEXuNbvZK96LSvLHhIuI/0fuQRrgoymlb4+g2jnlcTW671+7lsc/DdEbRSfNfbLZU95QxvuaxaiORcZhnxzrccz9KaVfkhPsAZ5VEva1FDHJQU1vKY+XpZQuSynN7TYBvypl946IqUsoviPK40siYsgf0dKtznj6NfAgOcHjkyOsM688blbGMVpIROxKl8ZY1Uq3PaeRu3H6PfC6NNi172g0hz95jJaTykNst+s/qTL8x6fL05tZtJE63Hq/VWL5OzAw0rrFPeVxJNm8zX/+NfJdTv9OKd3cYfmbydmmzd4d2h1RHseyvzfrfigiNhiiXnQYi6r5WtvnN+tMGWYc3gfL4wpDlJEkSZpwEfES4Mvl6cUppd+1FTmiPO47XLeVozy+GLI9Rb4zqHkScJGe8SJifRYee3hcRcRG5ASHJwCXAS9J3ccMbq87DTiBfBwzl3zX1D9Gse1DgI+QX//+KaURJx9HxIvJx6HLkxOo3zXSusMY7vNq1WzLv5OcINIcH7l9+YfJxx63p5SuZFFHlMdR7Xvlczq+PP10RKwyRL3lOnS1O1xbf/lhTpDa1pckSYslIjYtCbdDlVkR2KM8vbQ5v/QwfEJ5+r5Srt3byUMYJAavYTT9vTy+sm1+8/zxR4YIazRtxsVRaXuztPeH0q09OOHvT8tweVuQh6l+YUrppqFrQUpp9jDDIlxXin6q21AJEbEP8N3y9NMppS+OJOby2VxWnh7UYb1PIPc0ACO4ftLmnpa/Zw5TtrnfzGYweebPHZbvSpfkmeJn5O/W5hHxjqE2OMQ1i7Ecfw+7fw2z7zb32yD3wq2liEkOav4Tf3N5esJQZYuTgUfJYzG9ZKLiapVSOo0cWwAnRsRBEbF2c3lErBERe0TEbxnMqBuvbd8BNLtB/WhEfCciHu9WJyLWj4gPRERrAsQfgAfI4xv9rJysJCJmREQ/+eTUneMZZ0s8syMilWn2KOs+lTwe7+rkf2SvTCk9PMZQmj19nNF2ob+bKyLiPRGxWfPkWkRMLcNmnAXsUMp9LKW0oL1yRHw+Il4SEau2zOsDTgLeSP483jraHimAq8n7+2oR8ZphyjazHrch32HW3hj4C7kR0czcvDSldE9bmcXd379AzmRdC7goIl7f2gNJRGwcEfuTE0X2aKvbPEn90uY+22ZV4D8R8YmI2KqZ5FSSH14EfK6UO71DXUmSpAkVEauV9uAvyMMpzCCfAHtth+L/R74TaTpwdkTs19aOXC8i9o6I84D3jSKMZntqr07JzuVCdfMOqHpEPLNsr9meOo8h7lCJiFktbf19RxEXEbEO+c6nTchdp764w1AZ3epOJfeI9lJyosZuKaXRJB4fyGDS8ntSSv83irrPJ7fpVwB+CfSPYRi9bpqf19MjYvshSw629Ztt+fa2/nlty9vHR25anH3vo+Qh4p5Cbuu/tCSEN5OYN4uID5C77t22rW7ztb46OnfHvAX5mOzAiHhKyzHZ8uU46AOlnG19SZI0VlsA/4qIE8o5y8fPP0bESpF77rqAfHMYwDfb6n+efG71CcDvyrlsImKFiNiPfKMbwP+llK5pq3tceXx5RHwkyh3dETEL+AXwrCHibrajdojcI/ZEqbq9+f8i4vSIeGPbZzMzIj7OYC8Z7e3B5vvzlhjiptiW45jDupXpUm8lcq/T25BvgHxhSum6oWuNj9IO/j/yMdqXU0qjHbqt2fPxayLiS1ESlSPi6eTrbKuQz+X/uEv9jsrNyM0kj7cOU/xCcm8IG5OHRryoNXkmpXQL8G9gS/Ix9B0MDrXRus0rGRym+nsRcXhEPN4zSkSsEhG7RsRRLJpktDjHQCP5/l1Rrg9tFyXhoRwfPRto9rrx55Ee/6qHpJSclvGJfCdOKtMWI6xzWil/bMu8w8q8I4ao19zOrC7Lu64DWAk4sWUdC4C7yZlcqWX66UjXOYptB/kHvHU7c8k9NqRO9cjdsLaXf7T83SDfoZWAc8fwPs1qlumwbHZL/dmj3BfqLXXvIo+x22360BDreUrLel4/wm23vlcPkcdNe7hl3qPAR4aoP6el7Lyyjubz24CdF+M7cmTb5zinTK/tsJ/c0VL2jR3WdUbL8q8Osc0x7e+l7pPJDZFmmfklrgfa6u7TVm8tcvJNIvcycXPztZblM9vqP1LKz2+Zdw2w4VjfaycnJycnJyenoSbyHSDNdkizXXprh3bOAuBYYK0h1rUO+YRPs85jpW1zX9u6Dm2rdxjdjxte2FLvYXKSxRzgly1ltm+L976W53eS7y7r1taf1VJv31G+d59sqTuPodv632yru2NL3QeHqfvnDtte0PIeD1X3FmCjtrpnt2z79mHq7jmGfeq8lvXfyWBb/zlt5WaW+Jtln9dhXf9uWf6e8d73St3tgP+1lHmE3NZ/uK3uTm31ntZS5tGyjjnAhWX5M9vqP8Tg+LnNeX8GVq36d8DJycnJycmpNyfyDZOpbXqAfL61dd584ONd1rF7aY82y95d2kPN52cCK3Wpe3xb++vulhh2bVk2q63e8sB/GDzOuK2lzbhhKTOrWX+I1z+7lJnTZXml7U3gwLZl97W8R83phx229daW5Q+Se0eYA3ylrVyzzGGj3G/e0hbTUMcDJ4xy3XOGiomcgNDc9nDHMYt8XmUdB7esYz4LX1O6HdhyjN+nT7W9L8198sAOZf/WUnaR7xbwo5blxw+xzanA99r2iXnk7/CClnnnjMc+OYrv39y29/hOFv5duB14xljeZ6fJPQ3V7biWHfuUx3+nkXc3ejy5UfKKiJiZcubYhEp5TKJXRcTLgX7yycG1yT9s/yH/UJ9KHl5ivLedgPdHxAnAu8m9CqxN/gH/Gznp44i2Ot+KiBuADwJ9wHLkO2p+Re46d8/xjnMctPbuMly3vO3dn7ZqDn8yF/jtCLf9DuD55KzZdcr2HwT+RT7x+P3Uufutps+QG7lbk3sZeYic5fdb4NsppbtGGEcn7ySfBHwVucG6SZm/0HuQUkoRcQGDPSR06tbpPODF5e9u2baLtb+nlP5TerHoB15H7gp5Jvn9vJycNfkb2rJuU0p3RMTOwKHkz2JtcsOl6R7yUBy7kMdh3rCUuZ/8OZ1Efq9H1OWxJEnSYliefBcK5JMj95ATNK8A/gQck1KaM9QKUkq3RcRO5Hb53uR26BrkkyFXAZeQhzobaXuWlNLZEfEq8gnCZ5K7yw3yCZhmmT9FxHPJyRI7kZNbbyYfU3yOhdtf46m1rb9qmbpZbYi608vUzUMd5jV7p5jC4OfWTfvrb932WsPUnTHM8k5eTe5lYjfy57VGmb/Qa0wpzY2Iy8mf6wMs3MVr03lA8+6iodr6Y973Ukp/joinAf+PnBCzObmtfy+5rX8R+cTk+W31roo87MfHyIkS67Hwe/tPcq8nu5CPPZ5A7plwHvm46ljgRyml1rGxJUmSRiyldHrpfWF38vn1Lcntr5XJ55H/S25D/aTbdYqU0skRsRV5yIYXk9ssD5CHo/gZUE/de/LdC/gQ+dz1puTEz+PJQxBcHl1G7kopPVp6XfsM+YbR9cjnRIHxu8Y2Cdqbx5AvOO8CPANYn/zZ3Fxi+UlK6eQO2/pp6cFhP+DpwEbk9v9wbfeRam2zrlSmbtYYYtnibnu445iOQyGklD4bEX8kHyNuz2DvDQPA51NKt44xtk+Tz8vvTb7psXnNYmaHsueRr1E1/+60fL/y91D71WPAuyLiaPI1kxeQvw8A15OH5ziD3ANfe90xHQON8Pv3SvL1yh0Z7LHiEfIxzinA11NKt3V7Xepdka/dSpIkSZIkSZIkSZIkTW5Thi8iSZIkSZIkSZIkSZJUPZMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZIk9QSTHCRJkiRJkiRJkiRJUk8wyUGSJEmSJEmSJEmSJPUEkxwkSZIkSZIkSZIkSVJPMMlBkiRJkiRJkiRJkiT1BJMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZIk9QSTHCRJkiRJkiRJkiRJUk8wyUGSJEmSJEmSJEmSJPUEkxwkSZIkSZIkSZIkSVJPMMlBkiRJkiRJkiRJkiT1BJMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZIk9QSTHCRJkiRJkiRJkiRJUk8wyUGSJEmSJEmSJEmSJPUEkxwkSZIkSZIkSZIkSVJPMMlBkiRJkiRJkiRJkiT1BJMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZIk9QSTHCRJkiRJkiRJkiRJUk8wyUGSJEmSJEmSJEmSJPUEkxwkSZIkSZIkSZIkSVJPMMlBkiRJkiRJkiRJkiT1BJMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZIk9QSTHCRJkiRJkiRJkiRJUk8wyUGSJEmSJEmSJEmSJPUEkxwkSZIkSZIkSZIkSVJPMMlBkiRJkiRJkiRJkiT1BJMcJEmSJEmSJEmSJElSTzDJQZIkSZIkSZIkSZJ6QESkiDi36jikKpnkIEmSJEmSJEmSJEmTQETMiYg5VcchTWbLVR2AJEmSJEmSJEmSJGlENgceqDoIqUomOUiSJEmSJEmSJElSD0gpXVV1DFLVHK5CkiRJkiRJkiRJUk+LiFkRkSLiiPL3LyPijoh4KCL+EhG1LvX2iohzImJuKfvPiDg4IlboUn7viPhbRDwYEbdFxM8j4gkRcW5EpLay0yLigIg4JSKui4iHI+KuiDgzInZrKzu71N8E2KS8luZ0REu5FBHntjz/QZn3yi7xbl+W/7pt/ooR8bGIuDQi7o+I+yLi4ojYa+h3WqqeSQ6SJEmSJElaSPuJU0mSJKmHbAJcAswCfg4cC2wJ/CYidm4tGBF14BjgycDxwHeBu4DPAKdFxHJt5T8MHFXWfSTwU2AL4A/AzA6xrAF8E1gF+D3wNeC3QB9wSkS8vaXsHOBTwLwyfaplOmmI13tkeXxLl+X7lMcjWl7HTOBC4PPAY0C9rGdt4JiI+OwQ25MqFyml4UtJkiRJkiRpqRERcwBSSrO6LE/AeSml2UsuKkmSJGnsImIWcG15elhK6VMty14CnAacmlJ6WZm3LzlJ4URg75TSgy3lDwMOBQ5MKX2zzHsi8C9gLrBNSumGMj/IiRJvAEgpRct6VgDWTind2BbrauTEiCcAG7Rte05Zz6wur3ORtnpE/IuceLF+Sumutu3fDDxatjO/zD+CnPzwkZTSl1rKTycnVOxaXuOlnWKQqmZPDpIkSZIkSWq3Od3vBJMkSZIms+uAhXoiSCmdDlwPPLtl9vuA+UB/a5JB8RngTmDvlnlvBJYDvt1McCjrTsBHyT0iLCSl9HB7gkOZP4/ce8LqwHYjfmXdHQlMA9qHmti9bOPolgSHNYE3AX9pTXAocT0EfAQI8uuVJqXlhi8iSZIkSZKkZUlK6aqqY5AkSZLG6NKU0iIJB8ANwHMBImJFYGvgDuDA3BnDIh4mJ/829ZXHC9sLppSui4gbyL0pLCQitgAOAnYE1gemtxXZYIjXMlI/Iydm7EMecqNpkaEqyEkVU4FUeqxot3x53LzDMmlSMMlBkiRJkiRphFq6wD0SOAz4ArALsDJwBblb3IEO9fYC9iefGJ1e1nE08OWU0sMdyu8NfJB8YvFe4HTyHVXHADu1dYE7raz7ZeTxgNcD7gf+Bnw1pXRqS9nZwDktz1vHMT0ypbRvy/zHu8CNiB8A7wD2SCn9pkO82wN/BI5PKb22Zf6K5Dvk9gQ2AxLwd+BbKaVftK9HkiRJGgdzu8yfz2Av96uTeytYmzwsxUisVh5v7bL8VtqSHCLiOcDZ5GuyZwG/Be4BFgDPBF4JrDDC7XeVUroxIs4CXhwRm6eU/hkR6wAvJSd9XN5SfM3yuB1D9yKx8uLGJU0Uh6uQJEmSJEkavU2AS8gnMX8OHAtsCfwmInZuLRgRdXJywpOB48l3Vt1FvtPqtIhYrq38h4GjyrqPJI8TvAV5zN6ZHWJZA/gmsArwe+Br5JOnfcApEfH2lrJzgE8B88r0qZbppCFe75HlsdsQFovcIRYRM8l3uX2e3HVvvaxnbeCYiPgskiRJUjXmlcdGSimGmlrq3FMe1+2yzk7zDwZmALumlHZLKR2YUvpkSukw4E/j8koGNdvszbb53uTkiiPbyjVf+9eHee07I01SkYeJkSRJkiRJ0nBaenKA3GvDp1qWvQQ4DTg1pfSyMm9fcpLCicDerWP9lq5hDwUOTCl9s8x7IvAv8t1n2zTH+o3cf+4xwBsA2npyWAFYu32s34hYjZwY8QRgg7ZtzynrmdXldS7Uk0OZ9y9y4sX6KaW72rZ/M/Bo2U5zrN8jyCdYP9I61m9ETCcnVOxaXuOlnWKQJEmSRqO117VmD2Vty8+lpVe0iLiC3NvYQu3bIdZ/CPBp4NCU0qfblm0CXANMbWurX0Vuq69Jm4g4DXgJ8NaU0hEt868BpqWUNuoSxyJt9TJ/BnALuSe4jck9u21BbqPf1lJuHXL7/W8ppaF6cpAmLXtykCRJkiRJGr3rgIV6IkgpnQ5cDzy7Zfb7yN3i9rcmGRSfAe4k32HV9Eby3VbfbiY4lHUn4KPkHhEWklJ6uD3BocyfR+49YXWG7oZ2pI4EpgF7tc3fvWzj6JYEhzWBNwF/aU1wKHE9RB56I8ivV5IkSarC18jt23rphWwhEbF6RGzTMusYctv+PRGxUUu5AA4HpnbYxhxgjYh4Rtu630ZOcOjkTmDtkrQwYuV44zhgA+D9wNbAKa0JDqXcbeSh87aNiEMiYpG4I+JJEbHpaLYvLUnLDV9EkiRJkiRJbS5NKS2ScADcADwXICJWJJ9YvAM4MJ/7XMTDwOYtz/vK44XtBVNK10XEDbSN81u2tQVwELAjsD4wva3IBkO8lpH6GTkxYx/ykBtNiwxVQU6qmAqk0mNFu+XL4+YdlkmSJEkTLqVUj4hnAe8CromIZtLyGsCm5Lb1T4F3lvLXRMQnycOxXRYRx5KHfnhxqXMZ8Iy2zXyDnMxwYUQcV8pvC+wA/Bp4bYfQziK3p0+LiPPJxwyXpZROHsHLOhJ4Oznpovm8kwPIvVh8GnhzRFwI3EruBW7zsv29GOzFTppUTHKQJEmSJEkavbld5s9nsOfM1cm9FaxNHpZiJFYrj7d2WX4rbUkOEfEc4GzyeZ6zgN+SxwteADwTeCWwwgi331VK6caIOAt4cURsnlL6Z+nq9qXkpI/LW4o3u+PdjqF7kVh5ceOSJEmSxiql9O6IOJWcyLALMBO4i5zs8GXgqLbyh0fEjcAHgLeSh4Y4HfgwcAa5Hd5a/rSI2B04GNiT3DPbJcDOwBPpnOTw2RLH7sDzycnDRwLDJjmklC6MiP8ATy6vY6BLuXsiYidgf3Lvaq8hJ0rfClxN7gni98NtT6qKSQ6SJEmSJEkTY155bKSUthmy5KDmSdF1gX90WL5uh3kHAzOAnVNK57YuiIiPkZMcxsuR5DvV9iEPn7E3+fxS+x1izdf+9ZTSB8Zx+5IkSVJHKaU55CTjbstnd5k/QJdkgC7lfw78vHVeRKwKPAm4dBTrP5+Fe0Nrlr8f+H9l6rT9rq+xLN9sqOUt5R4BvlMmqadMGb6IJEmSJEmSRiuldB85UWGLiFhjhNUa5XGH9gURsQmwUft8yl1a7QkOxU5dtvMYnccMHs4J5ESMN0XEFHKyw3zy+MStLiH3JPGCMWxDkiRJmpQiYu2IWL5t3nLAV8k9IZxYSWDSMsYkB0mSJEmSpInzNWAaUI+Ime0LI2L1iGjt5eEYctLAeyJio5ZyQR5Xt1NiwhxgjYhYaPzfiHgbefzfTu4E1o6IGSN/KZBSehA4DtiA3IXt1sApKaXb2srdBhwNbBsRh0TEInFHxJMiYtPRbF+SJEmq2GuA/0XEMRHxxYj4MTmx+e3kXhy+XWVw0rLC4SokSZIkSZImSEqpHhHPAt4FXBMRp5PH910D2BTYEfgpeQxgUkrXRMQngc8Dl0XEseShH15c6lwGPKNtM98gJzNcGBHHlfLbknuD+DWdx/k9C9gOOC0izgceBi5LKQ07zi95aIq3k5Mums87OQDYDPg08OaIuJA8xu8TgM3L9vcCrh3BNiVJkqTJ4E/AheR2/Jpl3rXA54AvlqRgSRPMJAdJkiRJkqQJlFJ6d0ScSk5k2AWYCdxFTnb4MnBUW/nDI+JG4APAW4F7gdOBDwNnkIeLaC1/WkTsDhwM7EkeiuISYGfgiXROcvhsiWN34PnkHiKOBIZNckgpXRgR/6EMk0GX8YtTSvdExE7A/sAbyXe9TScnOlxN7gni98NtT5IkSZosUkoN4NVVxyEt6yKlVHUMkiRJkiRJGkZErEpOELg0pfTcquORJEmSJKkKU6oOQJIkSZIkSYMiYu2IWL5t3nLAV8k9IZxYSWCSJEmSJE0C9uQgSZIkSZI0iUTEO4FPA2cCNwBrkMf8fQpwKfA8x/qVJEmSJC2rlqs6AEmSJEmSJC3kT8CF5MSGNcu8a4HPAV80wUGSJEmStCyzJwdJkiRJkiRJkiRJktQTplQdgCRJkiRJkiRJkiRJ0kiY5CBJkiRJkiRJkiRJknrCclUHIGnyadTqU4EZZZre8jgdeAx4AHiw9bFvoP+xaqKVJEmSNNk0avXlWPR4ovn4GHBvy3Rf30C/Y2lKkiRJy6hy/DCdfN1yOWD5tsfm3wHMBx5pmR4CHuwb6H9wyUcuqSqRkucRpKVRo1afCWwArAes2+FxJt1POo4lAepR2hIfWh7vB24B/gfcWB6bf9/hCU1JkiRpcmnU6lOAJwAbt0ybAOsDKzGYBN3tmGLqKDaXyMcM97ZN93SYdy8wD7geuAa4wYRrSZIkafJo1OpBvgaxUZnWB9YAVm+ZZrY9X3kcNr2AnPBwP/mY4XbgjiEebwVu7Bvonz8O25a0hJnkIPWoRq2+ErAl8DQGTzpu1PI4Ho2CJeER4CYWTX74H3At8I++gf4HqgtPkiRJWvo0avWVyUkL7UkMzb83oDd6f3wUmENOeLgG+G/r3x5LSJIkSeOvUatvBGwObMrgNYnm9YkNgBWqi25UHiNfj7i2y3SzN2lKk5NJDtIkV7ppeio5oWGrlmkWuWumpd0C8onKvwOXtzxe0zfQv6DKwCRJkqTJrlGrrwo8C9iuPDaTpGdWGNaSdDODSQ+t01V9A/3zqgxMkiRJmsxKjwyzgKe3TZsDq1QX2RL1EHA1+ZpEc/p730D//yqNSpJJDtJk0qjVN2YwiaGZ1PA0YFqVcU1SDwD/YOHEh8v7BvrvrDQqSZIkqSKlt7dtgG1bps1YNpKjRysB/wEuAf5cHht9A/0PVRqVJEmSVIEyXN3mwLOB7cnHEpsDK1YZ1yR2J/m6RPPaRAO4zKEvpCXHJAepIqXRsDWwEzAbeAF5XCotnpuAi4Fzy/QPu5OSJEnS0qZRq08Hnkk++bhdeXwaMKXCsHrdo8AV5ISHPwEX9g30X11tSJIkSdL4a9TqTyAnMzSTGp4FrFppUL3vAfKxxEXAH4CL+wb67642JGnpZZKDtIQ0avWp5JOQs8mJDS9g2ekitkq3A+dRkh76Bvr/UW04kiRJ0uiVk5AvBZ5HTmjYAliu0qCWDbcAF7RMlztsniRJknpNo1bfCNilTDsCG1Yb0TIhAVeREx4uwiRqaVyZ5CBNkJLU8CwGe2rYATMhJ4PbgPMx6UGSJEmTWOn57dnAy8vUV21EKuaRT1KeD5zcN9B/ZcXxSJIkSYto1OqrAy8EXkRObNis2ohUzAFOB04Dzuob6L+32nCk3mWSgzSOGrX6esCrgN3JSQ2rVBuRRqCZ9HAacFLfQP+dFccjSZKkZVSjVp8JvISc1LAbsFalAWkk/g2cCJwE/Mmh8iRJklSFkiS9A/AycmLDNjiU3WT3KHno7dPIiQ8NjyekkTPJQVpMjVp9Y+A1ZXouNhx62Xzy0BbHAyf0DfTfWnE8kiRJWso1avUtGOyt4Xk4BEUvuwn4DTnp4dy+gf5HK45HkiRJS7FGrb4C8GJgD+AVwNqVBqTFdStwBnACcFrfQP9DFccjTWomOUhj0KjVN2MwsWHbisPRxFhA7ob21+SEhxsrjkeSJElLgUatPp3cbWwzsWGTaiPSBJkL/I6c8HBa30D//dWGI0mSpKVBo1ZflXwc8Spy728rVxuRJsi9wADwK+BUEx6kRZnkII1Qo1bfisHEhi0rDkdLVgL+RO7h4fi+gf5rK45HkiRJPaRRq08ln4h8K3k4ihnVRqQl7EHg9+QhLX7rEHmSJEkajUatvjLwWmBPcsL0tGoj0hJ2HzmB+lfAKX0D/Q9WHI80KZjkIA2hUas/DdiHnNiwWcXhaPL4Gznh4RcmPEiSJKmb0gNcP/mYYv2Kw9Hk8BhwAfl44qi+gf651YYjSZKkyahRq08BXkQ+lngVsGK1EWmSuJ/cw8ORwOl9A/0LKo5HqoxJDlKbMo7Va4B3ADtWHI4mt0S+I+sHwMl9A/3zK45HkiRJFWvU6iuS77J6Gx5PaGgPAr8Evt830P/nqoORJElS9Rq1+ubkxIY3ARtUHI4mtxuBI4C6N2NqWWSSg1Q0avWnAvuTGxBrVhyOes9NwP8BP+4b6L+h6mAkSZK0ZDVq9W2BtwN7AatWHI56z1+A75N7i7P7WUmSpGVIo1afSU5q2AfYttpo1IMScA75+sQJfQP9D1Ucj7REmOSgZVqjVp8GvJrca8PsaqPRUuIx4FRy7w6n2l2UJEnS0qtRq69BPhn5NuAZFYejpcNcctez3+8b6P9XxbFIkiRpAjVq9a2AA8jHFA5HofEwFziGfDPmpdWGIk0skxy0TCpj4+4P7AusVW00WopdB/wY+L++gf5bqg5GkiRJi69RqwewCzmxYQ9ghUoD0tLsHOB7wEkOjSdJkrR0aNTqU8nHEe8Bdqo2Gi3lzge+DvzWmzG1NDLJQcuMRq0+hdxrw/8Ddgai2oi0DJkP/Ibcu8NZfQP9/vBKkiT1mEatvjK5B7gDgFnVRqNlzM3AT4Af9Q3031h1MJIkSRq9Rq2+FrAf+frERhWHo2XLNcC3gHrfQP99VQcjjReTHHpIRCTgvJTS7Kpj6SWNWn05cndPHwOeUnE40hXAF4Bf9g30P1Z1MJIkSRpaORn5XuDdwBoVh6Nl22PAAPB94AyTpyVJkia/Rq3+NODDwF7A9IrD0bJtHjl5+tt9A/3XVR2MtLhMcphEImIOQEppVpflJjmMQqNWXwF4K/ARvNNKk89/gS8BR/QN9D9cdTCSJElaWKNW3wj4EPB2HB9Xk8+lwCf7BvpPrjoQSZIkLapRqz8T+AS5d+kp1UYjLeQx4ATgS30D/X+pOhhprExymERGkOTwNOCBlNL1SzCsntOo1WeQu5H9ELBBxeFIw7kZ+BrwA7uKkiRJql650+ojwN7A8hWHIw3nT+RkhzOqDkSSJEnQqNWfCxwMvKzqWKQR+B1wmMkO6kUmOUwiwyU5aGiNWn0Vchey7wfWqTgcabTuBL4CfMdkB0mSpCWvUas/FTgU2BPvtFLvuQA4pG+g/7yqA5EkSVoWNWr1F5KTG3auOhZpDEx2UM9ZKpIcImIWcC1wJHAYebz7XYCVgSuAw1JKAx3q7QXsD/SRx0K6Fjga+HJKaZHu4yNib+CDwObAvcDp5Dt8jgF2SilFS9lpZd0vA7YA1gPuB/4GfDWldGpL2dnAOV1e3pEppX1LuYWGq4iIH5B7LNgjpfSbDvFuD/wROD6l9NqW+SsC7yOfvNsMSMDfgW+llH7RJY5Jq1GrzyS/nvfiGLnqfXcAXwa+2zfQf3/VwUiSJC3tGrX6k8nJDXsBUysOR1pcZwEH9w30/7HqQCRJkpYFjVr9xcCngOdWHYs0Dkx2UM9Y2pIcziUnFPwXuJh8wXtPcheju6SUzmmpUwfeCtwInAHMBZ4DPK+s58Uppfkt5T8MfBG4GzgOmAe8GFi9/L11W5LDesD/gIuAfwG3A+sDu5e49ksp/aQl/n2BA0v1b7S8vEtTSieVcu1JDs8t6z8hpfSaDu/L94D/B+zeTPKIiJnA2eTEjr+V+lOAlwBPAj6XUjp4kTd5EmrU6qsDB5F7b1i14nCk8XY7g8kOD1QdjCRJ0tKmUatvCnwSeDMmN2jpcwq5Z4e/VR2IJEnS0qhRq/cBXyLfcCstbX4HHNo30P/XqgORulnakhwg99rwqZZlLwFOA05NKb2szNsX+ClwIrB3SunBlvKHke/iOTCl9M0y74nkRIW5wDYppRvK/CD34vAGgLYkhxWAtVNKN7bFuhrwB+AJwAZt255T1jOry+tcKMmhzPsXMAtYP6V0V9v2bwYeLduZX+YfAewDfCSl9KWW8tOBk4Bdy2u8tFMMk0GjVp8KvJOcHblmxeFIE+1m4GPAz/oG+nv/B1uSJKlijVp9A3IPgPsCy1UajDTxTgQ+2TfQf0XVgUiSJC0NSrL0Z8k9wcUwxaVeloBfAh/tG+i/vupgpHZLW5LDdcCTUkqPtS2/DlgppbRWed4AtiQnIcxtKzsVuBX4b0rp2WXewcBngENTSp9uK78JcA0wtTXJYZh4PwB8lTzExfkt8+fAqJMcPg58DjggpfTdlvmvBX4FfD2l9IEyb83y2hoppe06rH9r4FLycB0fHslrWdJK109fJ/fYIS1LLgHe2zfQ/6eqA5EkSepFjVp9eeADwCHAShWHIy1JC8g9Uh7WN9D/r6qDkSRJ6kWNWn1N4GDgXcC0isORlqSHyNflDu8b6L+36mCkpqUtyeE3KaU9Oiy/EHhuSmlqRKwI3Ece9/57XVa5H7BqSmmVUv944NXAi1JKZ3dY/7XArPYkh4jYgjycwo7koSqmt1V9Y0rpFy3l58Cokxw2JCd3/LWZlFHmnwzUyMNoXF7mvRQ4FfgzuevKdssDHwcGUkq7d4qhKo1afTPga+TXJC2rEnA08JG+gf6bqg5GkiSpVzRq9V2AbwNPqzoWqUKPAT8HPtY30H9L1cFIkiT1gkatPoM81PhHgNWqjUaq1K3knvB/0jfQ/9hwhaWJtrQlORyZUtq3w/Jzyb0mRERsANzYXqaTZtJCRJwJvAjYMqX0jw7r/yOwfdtwFc8BziZ3f3oWebiLe8h3UDwTeCXw1pTSES115pTtzuryOhdJcijzzwBeDDw9pfTPiFgH+B9wRUqpr6Xc3sBRI3jp56aUdh5BuQnXqNVXI4+T+x5yEoaknKh1OPDVvoH+h6sORpIkabJq1OobkZOlX1t1LNIkMo88JN4PHBJPkiSpu0at/mrgG8BGFYciTSZXAB/sG+g/o+pAtGybUnUAFZhXHhsppRhqaqlzT3lct8s6O80/GJgB7JpS2i2ldGBK6ZMppcOA8e5u/sjyuE953JucXHFkW7nma//6MK+98gSHRq0+pVGrvwO4mtylrAkO0qCVycPU/LNRq7+q6mAkSZImm0atPq1Rq38M+CcmOEjtViP3bHlRo1Z/RtXBSJIkTTaNWv3JjVr9VOB4THCQ2m0JnN6o1U8tvbBLlVjmkhxSSvcB/wC2iIg1RlitUR53aF8QEZvQ+Z/ck4G7Ukrndli2U5ftPAZMHWFMrU4gJ2K8KSKmkJMd5gPHtJW7hNyTxAvGsI0lplGr70x+z38ArF1xONJktilwQqNWP7NRq29ZdTCSJEmTQaNW3xX4O/B5YKWKw5Ems+cAf23U6l9q1OorVh2MJElS1Rq1+vRGrf4p8p3qL606HmmSeylweaNWP7hRq0+rOhgte5a5JIfia8A0oB4RM9sXRsTqEbFNy6xjyEkD74mIjVrKBbnL+E6JCXOANSJiobsiIuJtwEu6xHUnsHZEzBj5S4GU0oPAccAGwPuBrYFTUkq3tZW7DTga2DYiDomIReKOiCdFxKaj2f54adTqGzRq9ePJw3x4N4k0ci8CLm3U6t9t1OojTd6SJElaqjRq9Y3L8cTpwFOqjkfqEcsBBwH/aNTqu1UdjCRJUlUatfrLyTfIfhJYoeJwpF4xHfgM0GjU6ovcKC5NpEip94dfjIhZwLXAkSmlfTssPxfYqXUIioj4LvAu4C7ySbDrgTXId0bvCPw0pfTOlvIfI98JdDdwLHnohxeXOvOAZ6SUprSUfylwKnAvOQFhHrAtuTeIE8hdpr41pXRES53DgY8C55fpYeCylNLJZXkCzkspze7wGncALgAeJQ/t8JqU0gkdyq1aXu9zyENBXAjcCjwB2BzYDtgrpfTL9roTqVGrvxX4OrnbTEljdxvwzr6B/hOrDkSSJGlJaNTqKwAfAj4OeDe6tHh+Bbyvb6D/5qoDkSRJWhIatfrGwDeBPSoORep1CagDB/UN9N9ddTBa+i2zSQ5lfg14J/BsYCY54eF64AzgqJTSVW3l3wx8gJwMcC85WeDDpfyGKaWZHdZ/MLAFeSiKS4DPAk8EfsqiSQ4rAV8BdgfWI/cQ8fhrGirJoSy/mjJMBrB+SumRLuWmAfsDbyyxTScnOlwNnAz8PKV0Z6e6461Rqz8B+BHw8iWxPWkZcjTwHhsTkiRpadao1V8KfAtwHFBp/MwDPgF8v2+gf0HVwUiSJE2ERq0e5OtDX8Zh7qTxdBvwgb6B/qOrDkRLt6UiyaFKpWeEW4FLU0rPrTqeXtKo1d9MzpBcvepYpKXUTcB+fQP9p1QdiCRJ0ngqQ3T9AHhd1bFIS7E/Ae/oG+i/rOpAJEmSxlPpveH/gF2qjkVaip1Bvj5xfdWBaOlkksMIRcTawNyU0qMt85YDvg+8HfhISulLVcXXSxq1+nrAD4FXVB2LtIyoA+/vG+i/p+pAJEmSFlejVt8JOArYsOpYpGXAfOAbwKF9A/0PVByLJEnSYmvU6m8DvgasWnUs0jJgHvDevoH+n1UdiJY+JjmMUES8E/g0cCZwA7AGsCPwFOBS4HkppQcrC7BHNGr1NwLfJr9/kpac64G39Q30n1l1IJIkSWPRqNWXAz4FfBSYUnE40rJmDvCmvoH+P1QdiCRJ0lg0avUNgB8Du1Udi7QM+jXwzr6B/jurDkRLD5McRigi+oBDgGcDa5bZ1wInAF9MKd1bVWy9oFGrr0PuTvZVVcciLcMS+Xt4UN9A//1VByNJkjRSjVp9U+AY4DlVxyItw+aTz4t8sW+g35NJkiSpZ5Shs78FzKw4FGlZdjPQ3zfQf1rVgWjpYJKDJlyjVt8T+A6wVtWxSALgv8Bb+wb6z686EEmSpOE0avW9ge9hd7LSZHEq8Ja+gf47qg5EkiRpKI1afXXgJ8Crq45F0uO+D3zI4fC0uExy0IRp1OorAz8C9qo6FkmLWAB8E/ho30D/I1UHI0mS1K5Rq69CTm54U9WxSFrE/4C9+gb6L6g6EEmSpE4atfr2wLHAJlXHImkR/wbe3DfQf0nVgah3meSgCdGo1bcCfgU8tepYJA3pEuA1fQP9N1YdiCRJUlM5IXkM8MSqY5HU1WPAJ4HDHb5CkiRNJo1a/YPA4cDyVcciqav5wIf7Bvq/XnUg6k0mOWjcNWr1twLfBWZUHYukEbkdeEPfQP/ZVQciSZKWbY1afQrwUeBTwHIVhyNpZE4n34V1e9WBSJKkZVujVl8DOALYveJQJI3cr4H+voH+e6sORL3FJAeNm0atPoPcney+FYciafQeAz7eN9D/paoDkSRJy6ZGrb4h8HNgdsWhSBq9m4A39g30n1d1IJIkadnUqNWfC/wS2LjqWCSN2r/JPU5fUXUg6h0mOWhcNGr1JwMnAFtVHYukxXI88FazJiVJ0pLUqNVfBfwEWKPqWCSN2WPkXlg+1zfQv6DqYCRJ0rKhUasHcBDwOewNTuplDwDv7Bvo/3nVgag3mOSgxdao1V8GHA3MrDgUSePjKuDVfQP9/6w6EEmStHQrJyQ/B3ys6lgkjZvfA2/qG+i/repAJEnS0q1Rq68E/Ax4ddWxSBo3PwTe1zfQ/3DVgWhyM8lBY1ZOSH6CfKfGlIrDkTS+7iP36PDrqgORJElLp0atPh04Enh91bFIGnc3A3v3DfSfU3UgkiRp6dSo1TcGfgtsXXUsksbdX8nDV1xXdSCavExy0Jg0avVVyBmSe1QciqSJ9RXgo30D/Y9VHYgkSVp6NGr1dYDfAM+pOhZJE2YBcFDfQP/Xqg5EkiQtXRq1+vPJw2evU3UskibMbcAr+wb6/1h1IJqcTHLQqDVq9c3IJyQ3rzoWSUvEOcAb7G5WkiSNh0atvjnwO2DTqmORtER8A/hA30C/J6AkSdJia9Tq/cD3gWlVxyJpwj0E7Ns30H9s1YFo8jHJQaPSqNWfAwwAa1Ydi6Ql6gbgpX0D/VdWHYgkSepdjVr9RcDxwGpVxyJpifoV8GbH1ZUkSWPVqNWnAl8G3l91LJKWqAQc2jfQ/5mqA9HkYpKDRqxRq9eAY4EVq45FUiXuBmp9A/0XVR2IJEnqPY1a/W3kO66WrzoWSZU4n9zd7NyqA5EkSb2lUauvBvwSeGnVsUiqzFHA202cVpNJDhqRckLyh8DUqmORVKkHyUNX/LbqQCRJUm9o1OoBHA58pOpYJFXuH8BufQP9N1QdiCRJ6g2NWn1j4DQcPlsSXAi8qm+g/46qA1H1plQdgCa/Rq3+SeAnmOAgCWYAJzRq9bdXHYgkSZr8GrX6DOA4THCQlG0BXNyo1Z9RdSCSJGnyK22GizHBQVK2A/CnRq3ub4LsyUHdlTGuvgu8o+pYJE1Kn3QcLEmS1E2jVl8X+A2wfdWxSJp07iHfgXV21YFIkqTJqVGrzwZOAlarNhJJk9Bd5B7iLqk6EFXHJAd11KjVpwO/APaoOBRJk9v3gQP6BvoXVB2IJEmaPBq1+tOB3wGzKg5F0uT1CLBv30D/L6oORJIkTS6NWv01wNHAClXHImnSug94Rd9A/zlVB6JqOFyFFtGo1VcHzsQEB0nD+3/Arxq1ugcckiQJgEatvgtwESY4SBraNODoRq1+UNWBSJKkyaMMk3scJjhIGtrKwCmNWv0VVQeiatiTgxbSqNU3Ak4Dnl51LJJ6yvnkrMl5VQciSZKq06jVX0ruUtYTkpJG41vA++0hTpKkZVujVv8I8IWq45DUU+YDb+0b6D+q6kC0ZJnkoMc1avUtyQkOG1Qdi6SedDl5HKybqg5EkiQteY1afVfgN8D0qmOR1JOOB97UN9D/UNWBSJKkJa9Rq38B+EjVcUjqSQl4T99A/3erDkRLjkkOAqBRqz8DOAdYo+pYJPW064DZfQP9c6oORJIkLTmNWv1FwMnAjKpjkdTTzgNe1jfQ/0DVgUiSpCWnUat/GfhQ1XFI6nkH9w30f67qILRkmOQgGrX65uQTCWtXHYukpcK1wI59A/03Vh2IJEmaeI1afWfgd5jgIGl8nAHs3jfQ/0jVgUiSpInXqNW/BBxUdRySlhpf6hvot1eYZcCUqgNQtRq1+mbAWZjgIGn8bAqc1ajV16s6EEmSNLEatfqOwAAmOEgaP7sCxzZq9eWqDkSSJE2sRq3+RUxwkDS+PlyGv9FSziSHZVijVt8UOBtYv+pYJC11ngKc2ajV16o6EEmSNDEatfoO5B4cVqw6FklLnT2AIxq1uuetJElaSpWLkB+uOg5JS6WPNGr1z1YdhCaWB4vLqEatvhE5wWHDqmORtNTaAjijUavPrDoQSZI0vhq1+vOAU4CVq45F0lJrb+D7VQchSZLGX0lwsDt5SRPpE41a/bCqg9DEMclhGdSo1dcnJzjMqjgUSUu/PuC0Rq2+StWBSJKk8dGo1bcHTgX8/y5pou3fqNW/WnUQkiRp/DRq9cMxwUHSknFoo1b392YpZZLDMqZRq68DnAU8uepYJC0ztgd+16jV7cpakqQe16jVtwNOB1atOhZJy4wPeAeWJElLh0at/ingo1XHIWmZ8oVGrX5A1UFo/EVKqeoYtIQ0avU1gXOAraqORdIy6Uxg976B/oeqDkSSJI1eo1bfhpwwPbPiUCQtmw7qG+j/StVBSJKksSkXGb9ddRySlkkJeFvfQP9Pqw5E48ckh2VEo1ZfjTxExTZVxyJpmfY74FV9A/2PVh2IJEkauUat/kxygsMaFYciadn2//oG+n9QdRCSJGl0GrX664BfYu/ikqqzAHh930D/8VUHovFhksMyoFGrrwKcATyn6lgkCTgB2LNvoH9+1YFIkqThNWr1LYFzgTUrDkWSEvCWvoH+o6oORJIkjUyjVt8ZOBVYoepYJC3zHgJ26Rvo/0PVgWjxmTW3lGvU6lOBYzHBQdLk8Wrgx1UHIUmShteo1dcBBjDBQdLkEMARjVr91VUHIkmShld6hDsJExwkTQ7Tgd82avWnVh2IFp9JDku/rwO7VR2EJLXZt1Grf6TqICRJUneNWn0auQemTaqORZJaTAV+0ajVX1p1IJIkqbtGrb4puQeHVauORZJarAGc2qjV1606EC0ekxyWYo1a/V3Ae6qOQ5K6OLxRq+9RdRCSJKmrHwHPrzoISepgGnBCo1Z/XtWBSJKkRTVq9bWB04H1qo5FkjrYFBho1OorVR2Ixi5SSlXHoAnQqNVfDJwCLFd1LJI0hPuBHfoG+i+tOhBJkjSoUat/GPhi1XFI0jBuBbbrG+i/oepAJElS1qjVZwDnAdtVHYskDeN3wCv7BvofqzoQjZ49OSyFGrX65sCvMMFB0uS3EnkMLLO6JUmaJBq1+u7A4VXHIUkjsC75eGLFqgORJEmP+ykmOEjqDS8Hvld1EBobkxyWMo1afS1gAFit6lgkaYQ2Ak5q1OrTqw5EkqRlXaNW3wo4Bo8VJfWOZwJHNmr1qDoQSZKWdY1a/RPAnlXHIUmjsH+jVv9o1UFo9ByuYinSqNWnAWcCL6g6Fkkag1/2DfTvVXUQkiQtqxq1+jrAJcAmVcciSWNwWN9A/6eqDkKSpGVVo1Z/BXASYOKh+N2NF3PIZT8B4JCt9uFVG++40PI7H57HT64e4ILbLuf2h+ey0nLT6Vt9M96+2e5svtroD0lPvvEPHDfnHP57301MjSk8ddWNefMTX8KO6269SNnr77+Vr/zjF1w+9xpmTF2Bndbt4z1PezUrLTdjkbKfaPyYy+7+D8ft+ClWXM579JZiC4Dd+wb6T6k6EI2cd+csXX6ECQ6SetcbGrX6oVUHIUnSsqgkTJ+ACQ6SetehjVr91VUHIUnSsqhRq28JHIUJDgJuefAuvviPo1lx6godl9/0wB3sdcGnOPa6s1ljhVXYc5MX8vy1t+KPd1zJPn/4HBfdfsWotvf1K4/l0Mvq3PHwXF618Y7stsFz+M+9N3LgX77FL+ectVDZB+c/zDv/+BX+Pve/vHyD57HlzCdy3HVn86nLfrrIei+49TJOvemPHPKMfUxwWPpNAY5u1OpPrjoQjZxJDkuJRq3+MWCfquOQpMV0aKNWf33VQUiStAz6EfD8qoOQpMUQwM8atfozqw5EkqRlSaNWXxP4DbBK1bGoeiklDruszsxpK/OaTWZ3LPPlK3/BHQ/PY69ZL+LI532CDzx9Tz7zzLdzzA6fZIWpy3PYZXUenP/wiLZ32V3/4efXnsGGK67DsTt+ig89/Q18bMs3cfQOn2S15VfiG/88jpseuOPx8uffdhm3PHQXX3nWuzloi7348rPexe4bPp8zb/krdz18z+Pl7n30AT53xc/ZY6MXsP1aT1+s90Q9YyZ5WO2Vqw5EI2OSw1Kg3KnwuarjkKRxEMARjVp9u6oDkSRpWdGo1T+MCdNaQn5348Vs87u3sc3v3saJ15+/0LKr77mRT19+BHtdcBgv/P372P7Ud7DbWR/inX/8Cmfd/FfGMtzm+bdexn4Xf4kdTz+A55/2Lt7yh89y8o1/6Fj2jofm8fHGj3jR7w9kl9+/n080frzQic5W3/3XCex4+gHc9tDdo45JE2ol4MRGrb5G1YFIkrQsaNTqywHHAU+sOhZNDr+YcyZ/vvMqDn3GW5nRoSeHhx97lD/c9nemELzrqa8iYrDzj01WXo9XbLgDdzw8j7Nu+euItvfr688F4G1PfjmrLr/S4/OfsOJavH6TF/LIgvn85sYLH59/84N3ArDlzMFddsuZmy60DODr/zwOgPdv7v14y5gtgEW79dCkZJJDj2vU6lsBP8duoCQtPWYAv2nU6htUHYgkSUu7Rq2+O3B41XFo2TBct7X/nDeHc29psPb01Xnx+tvxpk13Zfu1ns6/772Bg/72PT552f+Nanu/nHMWB/7lW1xz7//YbYPn8KqNd+T2h+Zy6GV1vn7lsQuVXZAWcOBfvsW5tzTYZb1n8fx1tuSMmy/hwL98mwVpwUJl/zXveo685jTev/nrWWf66qN7E7QkzAKOatTqnvOSJGnifR14YdVBaHL477038e2rjmevTXfhWWs+tWOZex69j/npMWZOW4WVlpuxyPINV1wbgEvu+OeItvnnO68C4Hlrb7nIsuetk+f9+Y6rHp+3/oycC/vPeXMen3fl3Dll2ZoA/OmOKznphgv4+JZvZpXlVxxRHFqqvLZRq3+06iA0vOWqDkBj16jVVwSOBfyVlbS0WR/4RaNW37lvoP+xqoORJGlpVBKmj8Hkdy0Brd3W7rzeNvz8v6cvUualT9ieV2y0wyLz73v0Qfa56HP87n8Xs+esFy5011U3Nz1wB9/453GstvxKHLXDITxhxbUA2H+z3XnThZ/l59eewQvXfxZbr56HXP3H3DlcOW8On976bdQ2fB4AT5ixFj+8+rdcOW/O49ucv+AxDru8zrPWfCqv2njHMb8fmnC7AYcAn6o6EEmSllaNWn0v4ICq49DkMH/BYxxy2U9Yb8YaHPDUV3ctt8ryKzE1pjD3kXt5YP5DrLjc9IWW3/jA7QDMuf+WYbf54PyHue2hu1lx6gqsPX3mIss3XmldAK6//9bH571gna1Zd/rqfOCv3+FlGzyX2x68izNv+SsvXG8b1lhhVR6Y/xCfufxIdnvCc9hx3a1H8tK1dPpco1b/W99A/xlVB6LuPJnV274JbF51EJI0QV4AHFx1EJIkLY0atfpM4LeAY01qiRiu21qAaVOX7zh/5eVn8NxyZ9b19982ou395oYLeWTBfF4/64WPJzgArLr8SvQ/+WUAHH/deY/Pb3ZNu0XpqhYGu7Bt7bb2iGtO4Yb7b+OQrRzhpQd8slGrv7TqICRJWho1avUnAz+sOg5NHj+++mT+Ne96Dtu6n+lTp3UtN33qNLZd82ksIPH9f5+00LLr77+V35ahJe599P5ht3nf/AcAWLlLbwsrl54i7i3lAFZcbjrf3/5DPH21WZx8wx+47O5reO3GsznsGf0AfOuq43l4wSMctMVe3Pz/2bvv8Diq8+3j9+yuerMs9957k7FNkRuEImDpvYY4CSGE9JBEv4SEkJCiJJCQ+pKwoQQChNBiWmi2QW6yWffee1eXVqvdnfcPycJF3ZLOlu/nunxZnjmauSWEdmfmOc+pOqqvFz6mc9+6R9PfvlcPrPi7ymuqms2FqOBQ7STMwc2OhDF0cohQXrfnRklfMJ0DADrYA1635/3suXM+bn4oAABohT+rtqU70OFObVt7vKVsS1UFq1VY1652WFrLVjQrPFo7vqG2tTndx580RpJ61bet3anBqb0lSevqWtgeb1u7rWyf/rZlrr45+saTCicQthySnvW6PWdlz52zw3QYAACihdftSZD0oqQ001kQHlYXbZNn6xu6fcgl9Z3SmvKdMTfrcwt/oWe3v6tVRVs1KXOYivzlev/Acg1I6aGNpbtldeAc7UGpvfTHad88bfsnxzbp3zs/1K8m36OMuBTdu+S3OuYv08PZd6sy4FP+2udUHfQr/6x7OywbwkpXSS953Z5zs+fO8ZsOg9NR5BCBvG7PIEmPm84BAJ3Aqdobk5Oy584pMh0GAIBoUNdW9hbTORAbWtq29kS7Kg7qzb2LFbJDOlpdqo8PrdLh6mJ9buhlGpHev0XHON7edmBKr9P2dU/soiRngg76ilQVrFaSM0FjuwzWqPSBenj101pZtEW+oF9v7V2ssRmDNSZjkIJ2SA+u+ofGdRmsmway7HQE6SrpP163Jyd77hyf6TAAAESJ30jKNh0C4SEQCupHK/+uASk9de+Iq1v0OUPT+urZ6T/S3zb/V4uPrNX6kp3qnthFtw2+SOd2H6fPL/qluiY0X0OT6qrt4FBeU9ng/vJAbdeFNFfzK777gn49tOpJXdBrsi7sPUWLD6/VhtJd+unEL+iCXpMl1XZ4+8umV7W74pD6p/Ro0deKiDdZ0sOS7jcdBKejyCHCeN0el6R/ScownQUAOskASX+TdL3pIAAARDqv29NftV0cgE5xvG3tE+d9v8m2tSfaXXFIj29+vf7fcQ6XvjHqBt0x5JIWn/d4G9njLWpPlepKUlWwWuU1VUpyJshpOfT7qV/Vb9a9oHf3F8qSpc/0PkvfHn2zHJZDT299W1tK9+j5mQ+qLFCpX615TvMPehWwgzqn21j93/g71CMxs8X50KkmS3pM0t2mgwAAEOm8bs+1ku4znQPhoypYrZ0VByVJ57x9T4Njfrr6Kf109VO6ZdCFun9sbb19/5QeemjS508b++rujyRJYzMGNXvuJFeCeiRm6pCvSId9xeqe2OWk/bvqcg1I6dnssf6y8RWV+Mv1/XG3SZK2l++XJI3OGFg/5vjH28r3UeQQW77tdXv+lz13zrumg+BkFDlEnp9KOsd0CADoZNd53Z4vZc+dw1p/AAC0kdftsSQ9KamL2SSIFa1tW3tcTo/x+uTyJ1QTCuhA1TG9tW+x/rjxZS0/tkm/OetexTk65lZG98RM/Wry6Tdmd1Uc1F83vaZ7RlylASk99a1lf9Cyoxv1/XG3K8WVqF+tfU7fWf4nPXXeD2RZVodkwxn7otfteTV77pw3TQcBACBS1XWYfsJ0DoSXOIdLV/ef0eC+DSU7taF0lyZlDteg1F6akDm02eO9uWeRJCm3b8seg03NGqU39i7SwsNrdFX/6SftW3hoTe2YbqOaPMaa4m16bsd7enDCHGUlnDy/2B+qqf+4Olhz6qciNliSnva6PROy5845bDoMPkWRQwTxuj0XSvqe6RwAYMijXrfno+y5c9aZDgIAQIT6liT67KNTtKVt7aniHC71T+mhu4dfqTjLpT9s/I/+tf093Tk0t9nPTY1LUrG/XOWBKnWJTz1t//HWtalxDXd6OM62bf1k1T80LL2vbhtysXZVHNS8gyt074ir5e53niSpIuDTj1Y+ocKjGzSt2+g2fKXoJH/zuj1js+fOKTYdBACASON1e+IkPS8KpnGKRGe8fjThrgb3/XXTa9pQuktX9DtP1wyYWb/dX1csEO+Mq99m27ae2PKGlh3bqIt7Tz2pg4IkHfYVqzxQpW4JGUqL+3T5iesHzNYbexfpiS1v6Pxe2UqPS5Ek7as8ohd3fqB4h0tX9Tu5+OFENaGAHlz5D53bfZwu73du/fYhaX0kSQsOrdSouiwLDq2s3Zfap9nvC6JOL0keSVeYDoJPUeQQIbxuTw9Jz6i2YggAYlGSpOe9bs801tMFAKB1vG7PBNWuIwl0ira2rW1MTo/x+sPG/2jZsY0tKnIYlNJLK/xbtLPigLrEn9xF4rCvWFXBavVMzFSSM6HJ47yw8wOtKd6uf03/sZyWo75t7agTbrqOqWulu61sH0UO4a2PpN9L+qzpIAAARKCfSTrbdAhEh12VB/X5hb/SOd3HqHdSNwXsoJYeWa8tZXs0KXO4fjj+9Ldrf9z4H/13z0I9OOFzuvKEjg0Tuw7T7YMv1j+3/083LfixPtN7impCAb27r1AlNRX67thb1Se5W6NZHt/8ug75ivTns7910vZpWaM1OmOg/rb5v9pfeVSVwWq9u79QF/WewlIVscvtdXu+mj13zh9MB0EtihwiQF1b2adUWykEALFsvKTfiLX/AABoMa/bkyDpn5KafpoLtKP2blt7yFckSXJZjhadf2rWaK0o2qKFh9ectlRGweHV9WOasq/yiP644T/64jB3/Uyu4/yhQP3H1SHa1kaQO71uz7+z586ZazoIAACRwuv2nCvpO6ZzIHpkxWdoeo/xWlW0VQsOrpTL4dTg1D763tjbdN2AWXI5nK063rfG3KRhaX314s4P9fKu+XLI0qiMgbpzSK5m9pzY6OdtLNmlp7a+rbxxt6tHYuZJ+yzL0iNn3adfrX1W/9tfKKfl0BX9ztP9Y25t09eMqPFrr9szL3vunNWmg0CybNs2nQHN8Lo931btQz0AQK2rsufOed10CAAAIoHX7fmNpG+bzgEc99dNr+nxza/rgfGfPalt7briHRrTZdBp44uqy/SlJb/RlrI9+uH4O3XtgFmf7vOXqdhfri7xqcqMT6vfvrfysK6b/0MlORP07PQf1c/eKq2p0O0f/0x7Kg/pH+flnVYAcaIvL/mtiv1leibngfobrbsqDurqef+nK/vl6MGJcyRJ/2/Ta/p/m1/XX8/+Dp0cIsN+SWOz584pMh0EAIBw53V7kiStkDTCcBQACBfrJE3JnjunynSQWEcnhzDndXsmSfqF6RwAEGY8XrdnYvbcOXtNBwEAIJx53Z7zJX2r2YFAGHho9ZMq8ZdrbJfB6pWUJacs7as6qoJDq+UL+XV+z2xddUp3iBd2fKDHN7+uu4dfqXtGXFW/vW9yd31j1I3KX/ecbv/4p7qoz1TFOVx6f/8yHfQV6Y7BFzdZ4PDKrgVafnSjns75wUkzyQak9NT5PSfr9T0FqgpWK8WVpP/uKdC4LoM1NWtU+39T0BF6S3pM0h2mgwAAEAEeFgUOAHCiMZJ+Ium7poPEOoocwpjX7XFK+rukONNZACDMZKn29+OlpoMAABCuvG5PF9Uue2cZjgK0yB2DL9G8g15tKNmpRYfXqiYUUJf4VE3pNkqX9z1XF/eeKstq+Y/zzYM/o97JWXpm2zt6Y89ChWRrSGof3TvyGl3RL6fRzzvkK9Kj61/UZ4fmalTGwNP2Pzjxc0pZm6h5B70K2EHN6DFB3x93e6uywbjb65atoDscAACN8Lo90yV93XQOAAhD3/K6PS9kz52z3HSQWMZyFWHM6/Z8Q9KjpnMAQBi7PXvunGdNhwAAIBx53Z7nJN1iOgcAhKkDql224pjpIAAAhBuv25MsaaWkxltfAUBsW6XaZStqTAeJVQ7TAdAwr9vTX9JPTecAgDD3O6/b0810CAAAwo3X7blFFDgAQFN6SfqD6RAAAISpX4oCBwBoygRJ3zcdIpZR5BC+/igp1XQIAAhz3ST9znQIAADCSV3B9J9N5wCACHCr1+25xnQIAADCidftmSXpPtM5ACAC/NDr9owxHSJWUeQQhrxuz7WSrjSdAwAixG1etyfXdAgAAMLInyR1MR0CACLEX7xuT5bpEAAAhAOv25Mo6QlJluksABAB4iU94XV7eN5uAN/0MON1e9JFu0QAaK2/et2eFNMhAAAwzev2XCLpCtM5ACCC9FRtN00AACDlSRpqOgQARJBzJH3NdIhYRJFD+Pm5pD6mQwBAhBko6cemQwAAYJLX7XFJetR0DgCIQDd73Z7rTIcAAMAkr9szVNJ3TecAgAj0sNftGWw6RKyhyCGMeN2ecyR92XQOAIhQ3/C6PWNNhwAAwKD7JI02HQIAItSfvW5PF9MhAAAw6DFJiaZDAEAEShaTTjodRQ5hom7W1ePivwkAtFWcatcgBwAg5njdnu6iqxEAnIkekn5oOgQAACZ43Z6rJV1mOgcARLCrvG7PRaZDxBLLtm3TGSDJ6/Z8T9IvTecIB6/v/lgPrvpHk2McsrTs8r9LkmpCAf1754faWLpbG0t3aVvZPgXsoB4Y/1ldM2BmmzKsPLZFf98yV6uLt6o6WKP+KT11Vf/punnQZ+S0Tq5DKa+p0h82vKT5h1aqOujXhMxh+s6Ym9U/pcdpx31l1wL9Ys0/9XTODzQqY2CbsgFo1p3Zc+c8YzoEAACdyev2/D9Jd5vOAQARrlrS6Oy5c7abDgIAQGfxuj1JktardjlYAEDbrZc0IXvunIDpILHAZToAJK/bM0TMuqo3Mn2A7h5+ZYP7vMc2qfDoBp3XY3z9Nl/Qr9+se16SlJWQrm4JGTrgO9bm88874NX9n/xZ8Y44Xdx7qtLjU/TRwZX67brntfLYZuWfde9J43+80qMFh1bosr7nKNERr//uWah7lvxGL836qZKcCfXjDvmK9Oj6F/XZobkUOAAd69det+e/2XPnFJsOAgBAZ/C6PdmSvmA6BwBEgQRJP5d0i+kgAAB0oh+IAgcAaA+jVbuU6O8M54gJFDmEh0ckJZkOES5GZgzQyIwBDe77bMHDkqTrBsyq35bojNcfpn5DI9L7q3tiF/1102t6fPPrbTp3eU2Vfrr6KTksh/52znc1pssgSdK9I67Rlxb/Wu8dWK539i3RJX3OliQdrS7Rhwc/0T0jrqovzBiXOUQ/XunRRwdX6eI+U+uP/fDqZ9QjMbPRAg4A7aanpJ+p9s0EAACx4Pdi2TsAaC83ed2eR7PnzllqOggAAB3N6/YMl3S/6RwAEEUe9Lo9z2bPnXPYdJBox40ww7xuz3mSrjKdIxJsLt2j1cXb1CMxU9N7TKjfHudwKafHeHVP7HLG53jvwDIV+ct0Se9p9QUOkpTgjNO9I6+RJP1757z67furjkqSxmYMrt92/OPj+yTpjT2LVHBolX484XOKc1BbBHSCL9VdpAEAENW8bs9NkmaYzgEAUcSS9BvTIQAA6CS/lxRvOgQARJEM1XaHQwejyMG8X5oOECle3jVfknRV/+lyWh3zo1t4ZIMk6bzu407bN7nrCCU647WqaKv8wRpJUq/ELEnS+pKd9ePWleyQJPVOqt13tLpEv133vG4bfJHGZw7pkNwATuNSbTcHAACiltftSZb0a9M5ACAKzfC6PdeYDgEAQEfyuj0XSLrUdA4AiEJzvG7PZNMhoh1FDgZ53R63mHXVIr6gX2/uXSyn5dA1/Wd22Hl2VhyQJA1I7XnaPpfDqb5J3RSwg9pTWdtlpltihmb3nKTHN7+uB1d69IvVz+jna55Rr6SumlHXbeKXa55VenyKvjyS+yNAJ7uBNxIAgCj3PUn9TYcAgCj1K6/bE2c6BAAAHcHr9liSfmU6BwBEKYekP5gOEe0ocjDE6/Y4JP3CdI5I8e7+QpUFKnVu93HqldS1w85THqiSJKW6khrcnxqXLEkqC1TWb/vJxM/ryv7TtfDwGr2zf6mmdB2pv579HSW5EvTe/mX64MAn+tGEu+SQpV+teVaz//dVTXvzbn1xUb62le3rsK8FgCzxexYAEKW8bs8AsXYuAHSk4ZK+ZDoEAAAd5EZJU0yHAIAodp7X7bnWdIhoRpGDObdLOn1NBDTo5V0LJEnXDZhlOMnp0uKS9cPxd+p/Fz6ieRf/QY9N+4YGpPRUib9cv1r7rG4YeL4mdx2h3294SS/vXqAvDb9Kj075qkpqynXf0kdVXbf0BYAOcbHX7TnfdAgAADrAbyQ1XJkLAGgvP/a6PemmQwAA0J7qOhWxzCsAdLyf1k16RwfgG2uA1+1JkPSQ6RyRYmvZXq0s2qKeiZmaXrcEREc53sHheEeHU5XX1HZwSHMlN3us/LX/UoIjXl8bdZ2qAtV6adc8Xd73XN0y+ELl9Biv74+7XQd8x/TWvsXt9wUAaAjdHAAAUcXr9sySdIPpHAAQA7pJ+j/TIQAAaGd3SxpmOgQAxIAxkm4zHSJaUeRgxpclDTQdIlK8vGu+JOmq/jPktDr2R3ZgSi9J0q7yg6ftC4SC2lt1RC7LqX7J3Zs8zkcHV+qtfYv1wITPKtmVqN2Vh1QTCmhU+oD6MaMzan8EWLIC6HBne92eq02HAACgPdStnfs70zkAIIZ8vW6JIAAAIp7X7UmV9CPTOQAghjxY10EH7Ywih05W1+bwB6ZzRIrqYI3e2LtITsuhq/vP6PDzTe02SpK08PCa0/Z9cmyTfEG/JmQOVbyz8d9HZTWVenjNM7q6/wyd3W3MSfv8ocCnH7NMBdCZHqYtFAAgSlwtaZLhDAAQSxIl/dx0CAAA2sl3JPUwHQIAYsgQSZ83HSIa8cCn892v2naHaIF39xeqtKZS53Ufr15JXdvtuGU1ldpevl+HfcUnbb+w1xR1iU/VO/uXal3xjvrt1cEa/XnjK5KkGwbObvLYj65/UZL0zdE31m/rn9xDcQ6XPjq0sn7bgrqPh6T1OYOvBEALjZF0p+kQAAC0gwdMBwCAGHSr1+05y3QIAADOhNft6SHp26ZzAEAM+qHX7Uk0HSLauEwHiCVet6eXpG+azhFJXt61QJJ07YCZTY77x5Y3taNivyRpY+luSdLrewq0omizJGlS5nBdc8IxPjzwiR5c9Q9d0e88/WTipwVUqXFJemD8Z/XdT/6iLy7O1yV9pik9LkULDq7QjooDurDXWbq497RGcyw5sk6v7v5Iv5vyNaXFJddvT3Il6MaB5+vZ7e/qK0sfVf/kHnp9z8fqldhVl/Y5p5XfFQBt9KDX7flX9tw51aaDAADQFl63xy0p23QOAIhBlqRfS7rAdBAAAM7AtyWlmg4BADGor6SvSPqt6SDRhCKHzvWApBTTISLFtrJ9WlG0WT0TMzW9x4Qmxy48vEbLj208advKoi1aWbSl/t/XNFMocdz5vSbrb+d8V09seUPv718uf6hG/VN66Fujb9Itgy+UZVkNfl5lwKefrnpKl/Y5RzN7Tjxt/1dHXqeQbeutfYu1/OgGTcgcpu+PvU0JTSx9AaBdDZT0ZbGOOQAgctHFAQDMOd/r9pyfPXfOh6aDAADQWl63J1O198UAAGZ83+v2PJ49d06Z6SDRwrJt23SGmOB1e/pL2iqJJ9oAYM5hSUN5IwEAiDRet+diSe+YzgEAMe6N7Llz3KZDAADQWl6350eSfmI6BwDEuB9kz53zc9MhooXDdIAY8nVR4AAApnWX9CXTIQAAaIMfmQ4AANBlXrdnlOkQAAC0htftSVXt8wkAgFlf97o9iaZDRAuKHDqB1+1Jl/RF0zkAAJKkr3rdHqfpEAAAtJTX7TlfUo7pHAAAWZK+aToEAACtdI+krqZDAADUQ9JdpkNEC4ocOscXJKWbDgEAkCQNkHS96RAAALTUN4pvuvvflWctqLGdPtNZAAC60+v2dDcdAgCAlvC6PQmSvmU6BwCg3re9bg/P59sB38QO5nV7XKIVFACEGy7uAAARYWpOILvSTrj53eqxM+8rvrXsHxXnzauy40pN5wKAGJYo6V7TIQAAaKE5knqbDgEAqDdM0rWmQ0QDihw63vWqnTUMAAgf07xuz3mmQwAA0AL3H//AltV9kX/Y7K8X32z/sfz8eSWhxMMmgwFADPsKa+kCAMJd3QTM75rOAQA4zf3ND0FzKHLoeMwWBoDwxO9nAEBYm5oTGCTphtP3WBmravrPvr/khtRfleYuOBxM3dPZ2QAgxnWXdIfpEAAANOMmSYNMhwAAnGaa1+2ZbTpEpKPIoQN53Z4ZkqaazgEAaNDVXrdnsOkQAAA04ZuSXI3vtpK2BnvM/EHpNb0eLLmiYGeg65ZOSwYA+KbX7bFMhwAAoAlfNR0AANCo75kOEOkocuhY3zYdAADQKKekr5kOAQBAQ6bmBLpK+nzLRluufaHMnIfLLh/6/ZJrl66v6bWmQ8MBACRptKRLTYcAAKAhXrdniqSzTecAADQq1+v2TDAdIpJR5NBBvG7PcElXmM4BAGjS571uT7rpEAAANOAuSSmt+xTLOhZKnfZo+cXjvlV844pC/6DlHREMAFCPyS0AgHB1n+kAAIBm8bv6DFDk0HG+Kb6/ABDu0iR90XQIAAAacEavT+V24qS/Vcw866tFt6z/wDdqUchWqL2CAQDqXeB1eyaZDgEAwIm8bk83STeZzgEAaNYtTMJsOx7CdwCv25Ol2plXAIDw91Wv2+M0HQIAgOOm5gRmSBrVHseqVtzo56umnXtf8W07X6ua+FHAdvjb47gAgHp0cwAAhJsvSEo0HQIA0KxUSbebDhGpKHLoGPdISjIdAgDQIgMlXWc6BAAAJ2j3LkMBOQe/4Zs4477iW48+W3n2/GrbVdHe5wCAGHWT1+3pazoEAACSVDeR5x7TOQAALfYl0wEiFUUO7czr9jjEDyQARJqvmw4AAIAkTc0JdJF0fUcdPyRH7/nVI2d9tfiW6v9XPnN+eSihqKPOBQAxIk7SV02HAACgzhWqndADAIgME7xuz7mmQ0Qiihza32ck9TcdAgDQKud53Z4RpkMAACDpDnVKVzir6/KaQbO+VXJj/CNlF80/Gkre3/HnBICodbfX7Yk3HQIAAEn3mQ4AAGg1OvC0AUUO7W+O6QAAgDa5w3QAAADUAUtVNM1K2RDoPSuv5Lqsn5Ve/tG+YMaOzj0/AESFTEm5pkMAAGKb1+0ZIukC0zkAAK12o9ftyTQdItJQ5NCOvG5PF0lXG44BAGib271uj2U6BAAgdk3NCZwjabyZs1vxu4JZMx4svXLAD0uuXrQl0H2DmRwAELFuNR0AABDz7pDEvS0AiDyJkj5rOkSkocihfd2i2h9EAEDkGSRpuukQAICY1sldHBpiOQ6F0s/NL7t01P3F1y9b4e+30nQiAIgQV3jdnlTTIQAAMY0upQAQub5kOkCkocihfbFUBQBENi4GAQBGTM0JpEm6yXSOE5XYyVP+XHHBxK8X37zm4+phS21btulMABDGkkV3TwCAIV63J0fSUNM5AABtNsrr9kwxHSKSUOTQTrxuz1hJ/PABQGS7wev2JJgOAQCISbdJSjEdoiFVdvy4pyvPm3Zf8a1b3vKNKwjaVsB0JgAIUyxZAQAw5U7TAQAAZ4zriVagyKH93GY6AADgjHWRdIXpEACAmPR50wGaUyPX8FeqJud8pfi2A/+uPGtBje30mc4EAGHmIq/b0810CABAbKmbsHOj6RwAgDN2k9ft4dl9C/GNagdet8eSdIvpHACAdsGSFQCATjU1JzBEEdQVLiRHv3erx868r/jWsn9UnDevyo4rNZ0JAMKES9INpkMAAGLOlaqduAMAiGx9JM0yHSJSUOTQPs6TNMh0CABAu7iU2VcAgE52nekAbWHL6r7IP2z214tvtv9QfsG8klDiYdOZACAM0GIWANDZWKoCAKIH1xMtRJFD+2CpCgCIHnGSbjIdAgAQUyKyyOFTVsbqmn6z7y+5Ie1XpbkLDgXT9phOBAAG5XjdngGmQwAAYoPX7ekuKdd0DgBAu7nO6/bEmw4RCShyOENet4dWhAAQfViyAgDQKabmBPpKmmY6R/uwErcGe8z8YenVvR4subJgZ6DrFtOJAMAAljQFAHSma1W7XBIAIDpkiuK1FqHI4cxdLIm25gAQXc72uj0jTIcAAMSEa1X7QCyKWK59oS45D5ddPvR7xdctXVfTe7XpRADQyShyAAB0lqtNBwAAtDuWrGgBihzO3LWmAwAAOgRvJAAAnSHCl6poimUV2SnTfld+0fhvFt+4Yql/0DLTiQCgk0z0uj1jTIcAAEQ3r9uTJukC0zkAAO3uCq/bk2I6RLijyOHMXWo6AACgQ1xuOgAAILpNzQn0kDTDdI7OUGEnTvp7xcwpXy26Zf0HvlGLQrZCpjMBQAejaBoA0NEuk8S67QAQfZIlXWg6RLijyOEMeN2eSZL6mM4BAOgQZ3ndnh6mQwAAotrVirFrsmrFjX6+atq59xXftvO1qkkfB2yH33QmAOggLFkBAOhoV5sOAADoMFeYDhDuYuqGWge4zHQAAECHsSTlmg4BAIhqUbxURdMCcg5+wzdh+leKbz36z4qz51fbrgrTmQCgnQ3xuj1nmw4BAIhOXrcnXjyfAIBodpnX7bFMhwhnFDmcGd5EAEB0Y0kiAECHmJoTyJR0vukcptly9F7gHznrq8W3+P9f+cx55aGEItOZAKAduU0HAABErQskpZsOAQDoML0lnWU6RDijyKGNvG5PV0nnmM4BAOhQF3vdHqfpEACAqHSlpDjTIcKHlbm8ZtDsb5XcGP9I2UXzj4aS95tOBADt4DOmAwAAotbVpgMAADocRdNNoMih7S6RxIMvAIhuXSXRYhYA0BGuMR0gPFkpGwK9Z+WVXJf1s9LLP9ob7LLddCIAOANTvW5PqukQAIDoUte+/ErTOQAAHY4ihyZQ5NB2LFUBALGBJSsAAO1qak7AKZaqaIYVvyuYNeMnpVcM/EHJ1Yu2BLqvN50IANrAJWmm6RAAgKgzUbVtzAEA0W2y1+3pYzpEuKLIoQ28bo9DtZ0cAADRjyIHAEB7O0usn9tCluNwKP3c/LJLR3+n+IblK/z9V5hOBACtxJIVAID2xmsLAMQGS9LlpkOEK4oc2maqpO6mQwAAOsVkr9vT03QIAEBUoYtDG5TaSWf9ueL8SV8vvnnNx9XDltq2bNOZAKAFLjAdAAAQdShyAIDYQZFDIyhyaBuWqgCA2GFJyjUdAgAQVShyOANVdvy4pyvPm3Zf8a1b36waVxC0rYDpTADQhIletyfLdAgAQHTwuj1xYikkAIgls+tWGMAp+Ka0DUUOABBbWLICANAupuYE4iRNN50jGtTINexV3+ScrxTfduDFyikLamynz3QmAGiAJYrbAADt52xJKaZDAAA6TYakiaZDhCOKHFqprmX5WaZzAAA61cVet8dpOgQAICpMEzcl21VIjn7vVY+ZeV/xrWWeipx5laG4EtOZAOAULFkBAGgvLFUBALFnlukA4Ygih9a7QLVV+ACA2JGp2kp5AADOFLN5O4gtq/ti/9DZ3yi52Xqs7IJ5xaGkw6YzAUAdHkgBANoLrykAEHsocmgARQ6tx0MuAIhNOaYDAACiAkUOHc5KXxPoN/u7Jden/bI0d8HBYNpu04kAxLwRXrenr+kQAIDI5nV7UiSdYzoHAKDTzfC6PUzAPwVFDq1HkQMAxKZppgMAACLb1JxAgqTzTOeIHVbitmCPmQ+UXt37xyVXFuwMdN1sOhGAmMaSFQCAMzVDUpzpEACATpclaZzpEOGGIodW8Lo98ZKyTecAABhBkQMA4EydIynRdIjYY7n2h7rkPFx2+bDvFV+3dF1N79WmEwGISbQXBwCcqRmmAwAAjJltOkC4ocihdSZKSjAdAgBgxACv29PLdAgAQERjFq9RllVkp0z7XflF479ZfOOKpf5By0wnAhBTeA0AAJwpukwDQOyaZTpAuKHIoXVY7woAYhvdHAAAZ2K26QCoVWEnTvp7xcwp9xXdsuF936hFIVsh05kARL3+XrdnuOkQAIDIVLcW+xTTOQAAxsw0HSDcUOTQOlRKAkBs43UAANAmU3MCDnFTMuz4FTfqhapp536l+LZdr1ZN+ihgO/ymMwGIanRzAAC01UhJGaZDAACM6e51e4aYDhFOKHJoHR5uAUBso5MDAKCtRkhKNh0CDQvKOehN34QZXym+9eg/K86e77Nd5aYzAYhK3FcCALQV96QAAJNNBwgnFDm0kNftyZI0zHQOAIBRU+vaAwIA0FqTTAdA82w5ei/wj5z1teJbav5aPmt+WSjhmOlMAKLKONMBAAARiyIHAABFDiegyKHleBMBAMhQbXtAAABaa5LpAGgNK/OTmoGzvl1yY8Jvyy6afzSYst90IgBRYQxF0wCANuL5BACAIocTUOTQcrQUBABIXFQCANpmkukAaAsrZWOg96y80muzflp6+Ud7g122m04EIKKlSBpkOgQAILJ43Z54SRNN5wAAGEeRwwkocmg5ihwAABKvBwCAtplkOgDOhBW/O5g14yelVwz8QcnVi7YEuq83nQhAxGLJCgBAa02UFG86BADAuO5et6e/6RDhgiKHlmPmLgBA4vUAANBKU3MCvST1NJ0D7cFyHA6ln5tfduno7xTfsNzr7+81nQhAxKHIAQDQWmeZDgAACBt0c6hDkUMLeN2eYZK6ms4BAAgLE71uT4LpEACAiDLJdAC0v1I76ay/VJyf/bWim9d+VD18iW3LNp0JQEQYazoAACDi8NoBADiOIoc6FDm0zGjTAQAAYSNO0hjTIQAAESXbdAB0HJ/ixz5Tee7Z9xXfuvXNqnEFQdsKmM4EIKzRyQEA0Fo8nwAAHEeRQx2KHFpmmOkAAICwMtx0AABARJlkOgA6Xo1cw171Tc75SvFtB16snLLAbzurTGcCEJZGed0ep+kQAICIQpEDAOC4CaYDhAuKHFqGh1kAgBNR/AYAaI1JpgOg84Tk6Pde9ZiZXy2+tfyJipx5laG4EtOZAISVBHGfCQDQQl63J0NSH9M5AABho7/X7Uk0HSIcUOTQMlx8AgBORJEDAKBFpuYEUsTrRkyyZXVf4h86+xslN1uPlV0wrziUdNh0JgBhgyUrAAAtRRcHAMCJLHGfSRJFDi3FDwsA4ES8LgAAWmqUuO6KcVb6mkC/2d8tuT7tl6W5Cw4G03abTgTAuLGmAwAAIgZFDgCAUzE5X5LLdIBw53V7EiQNMJ0DABBWKHIAALTUINMBEC6sxG3BHjMfKL062NtRUjAn5eMeA13HuDEBxCY6OQAAWooiBwDAqUaYDhAOmFHUvCHi+wQAOFlvr9uTbDoEACAiDDIdAOHGcu4Pdcl5uOzyYd8rvm7p2preq00nAtDpKHIAALQURQ4AgFMxYUI8vG8JZusCABrC6wMAoCUGmg6AcGVZRXbKtN+XXzT+m8U3rVxSPXiZ6UQAOs2wus6hAAA0hyIHAMCp6OQgihxagmoYAEBDKHIAALQERQ5oVoWdMPGJyhlT7iu6ZcP7vlGLQrZCpjMB6FAuSaNMhwAAhDev2+MQ1xMAgNPx7FoUObQEPygAgIZQ5AAAaIlBpgMgcvgVN+qFqmnnfqX4tt2vVE36KGA7/KYzAegwI00HAACEvV6qLYwDAOBEvbxuT5rpEKZR5NA8HmIBABrC6wMAoCWYeYVWC8o58C3fhBlfKb712DMV58z32a5y05kAtLtepgMAAMJef9MBAABhK+afT1Dk0Dw6OQAAGhLzbyIAAE2bmhPIkJRhOgcily1Hr4/8I2Z9rfiWmr+Wz5pXFko4ZjoTgHbTw3QAAEDY62c6AAAgbPU1HcA0Wh01wev2JIhqSQBAwyhyAAA0Z5DpAIgWVuYnNQNnf1IyoGKk68D8u5IXjshyVvQ2nQrAGaHIAQDQHJ5NAAAaE/P3BOjk0LT+4nsEAGhYP6/bk2g6BAAgrLFUBdqZlbIx0HtWXum13X5a6v54T7DLdtOJALRZd9MBAABhj04OAIDGxHyRA50cmtbNdAAAQNiyVHtjcrfpIACAsEWRAzqIFbc72HX6Q6VXhLo7yhfflVyQMTzu0GjTqQC0Cp0cAADNoZMDAKAxFDmYDhDmupoOAAAIa11FkQMAoHGDTAdAtLMch0Np5/y6PFfpVtXy25IXO7Ljd2ebTgWgRShyAAA0h04OAIDGUORgOkCYyzIdAAAQ1iiGAwA0ZYDpAIgdpXbSWX+pOF+JFf61NyQvL58ev3maZckynQtAoyhyAAA0h04OAIDG9DIdwDSH6QBhjiIHAEBTKHIAADSF5e/Q6XyKH/tM5blnf6X41m1vVo3/OGhbAdOZADQo3ev2JJgOAQAIT163xxKzdAEAjYv51wiKHJpGkQMAoCkUOQAAmpJuOgBiV0Cuoa/6sqd/pfi2Ay9UTpnvt51VpjMBOE130wEAAGErQ3TiBgA0jk4OpgOEOR5eAQCawusEAKApGaYDACE5+r1fPWbWV4tvLX+iImdeZSiuxHQmAPVYsgIA0BjuOQEAmhLvdXtierI+RQ5Ni+kfDgBAs7jgBAA0hSIHhA1bVvcl/qGzv1Fys/VY2QXzi0NJh0xnAkCRAwCgUdxzAgA0J6aXSaXIoWkUOQAAmsIFJwCgKRQ5IAxZ6WsC/WZ9t+T69F+UXrrgYDBtt+lEQAyjyAEA0BjuOQEAmpNmOoBJrOnUNIocAABN4YITANCgqTmBJElxpnMAjbMStwe7z3yg9Opgb0dJwedSCnoMch0dbjoVEGO6mw4AAAhP/1dyTUqFHb86QQFfklVTk2z5A6mOajvN8inNUeVIt3yudIcvId2qSkx1+JJTrerUFKs6w2XZXIMAQOxINR3AJIocmsbDKwBAU3idAAA0hi4OiBCWc3+oS87Pyy6zM63KwjtSFiWMi9s3wXQqIEbQyQEA0KAjobQsSeOrlKBiu25jsCWfaVdZskudssvjrGBVggK+RMvvP7FIIt3hc6RbVRRJAEDko5MDGkUnBwBAUyhyAAA0hiIHRBjLKrJTpj5WfqGSreqVNyctrTknYfsU06mAKEeRAwCgMelt+zQryZaVFJB6BmynqhQv2cm1uzq8SMKf7rJC8W3LDQBoAzo54HRetydeMf7DAQBoFkUOAIDGUOSAiFVpJ0z0VM7QPyvP3Xh1kvfoBQnrz3FYcpjOBUQhihwAAI0xNDu3I4okavzJlj+Y4qgOpVk+pVtVjnSHz5XuqIpPt3yJaQ5fcopVnZZqVVMkAQCtQycHNIgHVwCA5mSaDgAACFsUOSDi+eUa+WLVVP2navLOixPX7roicdXZ3HgG2lUbZ+kCAGJAhL5GNFQkUberZUUSPksqdSpUHmcFK+MV8CVRJAEAjYnpyfoUOTQu2XQAAEDYS/G6PXHZc+fUmA4CAAg7FDkgagTlHPiWb8LAt33jDkyP37LxhuRlZyVagZi+mQK0E+7LAQAak2I6gBlWoi0lBuTscbxIoqSTiiRSrOq0OCuU0IFfHAC0Nzo5AACANouTRJEDAOBUFDkg6thy9PrIP6LXR/7hxdlxu+bdlrx4fLqjOst0LiCCOU0HAACErTjTASLTGRdJVB8vknApWJlg1S+3EUi1qkOpDp/SLZ8j3VHlSnf44tOtqsQ0y5ec6qhOTbGq0ymSANDJYnryAUUOjbNMBwAARARuTAIAGhKjM68QG6wu3pqBs70lAypHuA7Ovyu5YHg3Z0Uf06mACMR9OQBAYxymA8QmK8GWugfk7B6QUz77hCKJFqFIAkCnosgBDaLIAQDQEhQ5AAAa0qpbYUBkspI3BXrN+r/Sa2v6O4s+/lzKx337OYsHm04FRBDuywEAGkORQ0Tq8CIJO83yOdMdPme6VRWf7vCdVCQRbwUTO+orAxCWYrrrDxdTjaPIAQDQEhQ5AAAaQpEDYogVtzvYdfpDpVeEujvKF9+VXJAxPO7QaNOpgAjAtQQAoDEUOcSkdimSKHMqVOZSsDLeCvgSrYA/2aoOpFrVoTRHtdKsKgdFEkDUiOnXCoocGkeRAwCgJbgxCQBoSMh0AKDzWY7DobRzfl2eqzSr6pPbkpdYk+N3ZZtOBYQx7ssBABoT0w+u0FZWgi0lBOTsdrxIopQiCSCaxfRrBRdTAACcGYocAAANoZMDYlqZnTT5rxWzlVjhX3t98vLyGfGbp1kWkwmAU3BfDgDQmJh+cAVT2rVIoireCvoSrZrqZMsfSLGqQ2kOn9Isn5XuqHKlW774dEdVYprlSzpeJJFgBZM66isDolRMv1ZwMdU4br4Ap1iV2H1hycBAjekcQDhJ8wUspicCABpAJwdAkk/xY/9Zea6er5y29YaJ7211JfkTTGcCwoXTto9xLQEAaERMP7hCpDq1SEIqtVtTt2D7LanUoVB5nIKVJxZJpFpVwclTVsjm2R1QLyEQ2h/L1xMUOTSOX5TAKf7f/ou6jeyzdl/33odnm84CAAAQ5ujkAJwgIOfQ3T0TKuLinRNMZwHCyHbTAQAAYYvOoYhBVrwtdQvK2S3YQJFEt6yNpZaldIMBgXCzy3QAk6gGbBxFDsAJSkMJR2vkHL5m+cTZ+3f3nmc6DxBGmKkLAGgIrw/AKWzbETCdAQgzvFYAABrDsxvgFLZtHTWdAQgzMX09wQtl4yhyAE6w3D9os2RZkrRh5djZe7b3n2/bzFAEFONvJAAAjeJ9EnCKUMiiyAE4GdcSAIDG8OwGOEUw4Cw1nQEIMzF9PcELJYAWWeof7D/x35vXjpy1c8ugj207tn+JAorxNxIAgEbx+gCcIhR0BE1nAMIMrxUAgMbwvgk4RU1NXJXpDECYienrCYocGkcnB+AEO4Nd+566bfvGYTO2bRi2yLZ5042YVmM6AAAgLNHJAThFKOSI6RswQAO4lgAANKbCdAAg3Ph9CdWmMwBhxt/8kOhFkQOAZhWHkg4H5Bra0L5dWwflbF4zstC2uTmDmFVuOgAAICzxMBc4RSjo5P8L4GRcSwAAGsNrBHCKal8CkwmAk8X0awVFDo2L6R8M4ETL/IM2N7V/787+52xYOWaFbcvXWZmAMOHLz8ulkwkAoCE8zAVOEQw5uCkJnIx7TwCAxtDJAThFVWWS03QGIMzE9PUERQ6NKzIdAAgXhf5BgebGHNjTZ+ra5ePX2bYqOyMTECbKTAcAAIQtij+BU4SCToocgJNxPQEAaExMP7gCGlJVmZxgOgMQZmL6tYIih8aVSWJ2LiBpd7Br/5aMO3yg5+RVSydtsW2VdnQmIEzE9JsIAECTSkwHAMJNMECRA3AKricAAI3hNQI4ha8yMcV0BiDMxPRrBUUOjcieO8eWVGw6B2DasVDygYCcg1s8/nC3CSsWnbXHtvn/BzEhpt9EAACaRJEDcIpg0GmZzgCEGa4nAACNYbkK4BS+qsQupjMAYSamrycocmgaS1Yg5i31D97a2s8pPpY55pOCqQdtW0c6IhMQRmgvCwBoDEUOwCkocgBOw/UEAKAxMf3gCmhItS+xm+kMQJiJ6dcKihyaRpEDYt4y/6BQWz6vtDhjZOGCs0ttWwfaOxMQRmL6TQQAoEkUOQCnCAacpiMA4YbrCQBAY3iNAE5hhxwJts21NnCCmH6toMihaRQ5IObtDWYObOvnVpSlDVk679zqUMja056ZgDAS028iAABNKjYdAAg3wYCLKgfgZHRyAAA0huUqgAbYIeuY6QxAGInp5xMUOTSNIgfEtMPB1L1BOQacyTEqK1IGLvnwPCsUsna2Vy4gjHBTEgDQoMICl0+Sz3QOIJwEg07uQQAni+mbkgCAJnHPCWhAMOgsNZ0BCCMx3dmEGwxNo8gBMW2pf/D29jiOryqp76IPchKDQcfW9jgeEEYOmQ4AAAhrR00HAMJJMOCkkwNwssOmAwAAwtYR0wGAcFRTE1dpOgMQRg6aDmASRQ5No8gBMW15TZtXqjiN35fYc9H707sEA46N7XZQwLwDpgMAAMIaD6+AEwQDTpfpDECY2W86AAAgbO0zHQAIR35fQo3pDECY8OXn5RabDmESRQ5No8gBMW1fsMvg9jxejT8+a+H7M3oFapxr2/O4gEHclAQANIUiB+AEwSBFDsApuJ4AADSosMBVKYm2/MApfFWJIdMZgDAR010cJIocmkORA2LWgWD6rpAcfdv7uIGauIyF788YUON3rWzvYwMGcFMSANAUihyAEwQDLoocgE/Z4sYkAKBpdHMATuGrSmIJPKBWzHeZpsihaRQ5IGYt8Q/e2VHHDgZcaQvfnzG82he/vKPOAXSSmH8jAQBoEuvoAicIBp1xpjMAYeRYfl6u33QIAEBYY3INcIqqiqRE0xmAMBHzBdMUOTSNm5KIWZ/4B3bo74dQ0Jm86IPp43xVCUs78jxAB+NiEwDQlEOmAwDhJBh0xJvOAIQRriUAAM2hkwNwCl9lUorpDECYiPkJmBQ5NG276QCAKQdC6UM7+hx2yJGw+IOc7Mry5EUdfS6gA1Tl5+WWmA4BAAhrO0wHAMJJMOikyAH4FEUOAIDm8FoBnMJXlZhhOgMQJihyMB0gzO2RROtAxJy9wS7bbTl6dca5bNsRt2TeudPKS1M/7ozzAe0o5t9EAACatc10ACCchILOBNMZgDDCgysAQHPo5ACcoro6oZvpDECYiPnnExQ5NCF77pyQ6OaAGLSkevDuzj2j5SxccHZOSVH6gs49L3BGYv5NBACgWVtNBwDCSSjooMgB+BRFDgCA5vBaAZzCDjkSbFt01wUohKPIoQW4MYmY80nNwLjOP6tlfVIwbWbRkcz5nX9uoE12mQ4AAAhvhQWuQ5LKTecAwkUw6Ew0nQEII3tNBwAAhL2Yf4AFNMQOWcdMZwDCQMw/v6bIoXkx/0OC2HM4lDbM1LlXLD5r1pED3Sh0QCTYbDoAACAisGQFUM9y2rYCplMAYYLrCQBAc/aYDgCEo2DQVWo6A2CYLZ5fU+TQAjH/Q4LYsjPQdYstq7vJDKuXTZp1YE8vCh0Q7rgpCQBoCYocgJP5TAcAwgTXEwCA5uyUVG06BBBuavxxlaYzAIbty8/LrTIdwjSKHJpHkQNiymL/kLBombl+xbhZe3b0o9AB4YybkgCAluB6AjgZRQ6AVCNph+kQAIDwVljgCkraYjoHEG781fF+0xkAw3htEEUOLcFNScSUlTX9E0xnOG7zmlGzdm4ZuMC2ZZvOAjSAIgcAQEvQyQE4kW1xQxKQtuXn5QZNhwAARISNpgMA4cZXlWg6AmAaz65FkUNLbJd4wIrYYNuyj4RSR5jOcaJtG4bP3L5xaIFtixtACCfF+Xm5R0yHAABEBC48gRPYEkUOgLTJdAAAQMTYYDoAEG58lUk820Sso5ODKHJoVvbcOT5JYdG+H+ho24PdNklWV9M5TrVzy+Dpm9eOWGrbqjGdBahDFwcAQEvRyQE4gU0nB0DiegIA0HJ0cgBOUVWZFDbdqAFDKHIQRQ4txewrxITF/iEHTGdozN4dA87dsGqM17ZVbToLIG5KAgBabodERyrgODtkUbgM0MkBANBydHIATuGrTEo1nQEwjCIHUeTQUhQ5ICasqumXZDpDUw7s7jNt7Sfj19i2Kk1nQcyjyAEA0CKFBa4aSXtM5wDChW07AqYzAGGA6wkAQEvRyQE4ha8qsYvpDIBBtriekESRQ0tREYOoF7IVOhZKGWk6R3MO7+951urCiZttW2WmsyCmcYEJAGiN9aYDAOEiFLIocgDo5AAAaKHCAleJpLDtvguYUF2dkGU6A2DQtvy83HLTIcIBRQ4tw01JRL2tgR4bJSvDdI6WOHqo+8QViyfvsm0Vm86CmOU1HQAAEFGWmw4AhAs7RCcHxLxj+Xm5dPgBALQGk22AE9ghR4Jtq8R0DsCQFaYDhAuKHFqGh1mIeov8Qw6ZztAaxUe7jv2kYMpB29ZR01kQcyrEzCsAQOtQ5ADUCYUcIdMZAMO4xwQAaC0mYQKnsEMWzwUQq1aYDhAuKHJogey5c3ZKPEhFdFtT0zfZdIbWKi3uMnLZR2cX27YOms6CmLIyPy+Xm/MAgNZYZjoAEC4ocgD0iekAAICIs9J0ACDcBIOuUtMZAENWmA4QLlymA0SQTyRdZDoE0BGCthUotpNHmc7RFuWlaUOXzj9359SZi/c6HHZf03mas3H1R9q9fbUO7d+mwwe2yV9dpdGTzpf7xu+eNrboyF5tWlugHZs/UdHRvaooL1ZiYqr6DBils867WgOGTmzxedtyrPKyY5r3xt+0c6tXkqWBw7N1/mV3KyW1y2ljP/rfU/Iu/q8+9/W/Ki2jW2u+JZGImVcAgFYpLHDtnpoTOCypu+ksgGnBoCNoOgNgGEUOAIDWWmo6ABBuavxxVXHxNaZjACasMB0gXFDk0HLLRZEDotTmQM+NkjXWdI62qixPGbhk3rl7zp69aKfDYQ80nacpi+Y9r8P7tykuPklpGd107PDuRsd+/O7T2rB6gbJ6DNDgEVOVlJymY4f3aMuGxdqyfrEucN+js867qkXnbe2x7FBIrzz9oI4c2qVxky9UTU211q34QMVH9+m2Lz0iy/FpI6CD+7Zq6YJ/66Kr7ouFAgeJm5IAgLZZLinXdAjAtFDQaZvOABjG9QQAoLVWSfJJSjQdBAgX1dXx/uTUStMxgM52JD8vd4/pEOGCIoeW4yIUUWuRf8hh0xnOlK8yud/iD3IOnHP+wq0OZ2io6TyNueCyu5WW0U1dsvpo9/bVeuHv32t07OARUzRt1g3q2WfYSdt3b1ulF//xA81/6+8aOW6GUtO7Nnve1h5r/95NOrB3sy69/tsaN/lCSVJGZi8tfP+fOrB3s3r3HylJCgWDevs/j6j/kAmaMDVmntvQyQEA0BbLRJEDoGDQaToCYFKZpM2mQwAAIkthgSswNSewQtI5prMA4aK6KpHiacSiFaYDhBNH80NQZ7npAEBHWVvTN810hvZQ7UvstfD9nIxgwLHRdJbGDBg6UZnd+sqyrGbHjjvrotOKEiSp/5AJ6j94vILBgPbuWtei87b2WKVFhyRJvfuNrN/Wu9+I2n3Fh+q3LZn/ooqO7tcl13y9RTmigF/SGtMhAAARiesJQFKQTg6Ibd78vFz+HwAAtAVLVgAnqKpMYhI3YtEK0wHCCUUOLZQ9d842SUdN5wDaW8C2akrtxFGmc7SXGn9Ct4Xvz+gZCDhb9vQ/Qjmdte/hHI4znwnX0LHSu9QuGX5w36eTjA7s3Vy3r4ck6cjBnVr04XOaecldysjsecY5IsTa/LxcFnsDALTFMtMBgHAQDDibr/YFohddQgEAbUWRA3ACX2VSgukMgAFcT5yASqfWWSzpctMhgPa0IdB7vWRNMJ2jPQVq4rosfG+G49wLPl4VFx+Iqq9NkkqKDmrn1hWKi0tQ/8HjOuRYvfqNUM8+w/S/V/+gvTvXK1BTrXUrPlCvfiPUq+9whUJBvf3yo+rdf5Syz7niTL+kSMKbCABAmxQWuPZMzQkcktTDdBbApGCQIgfENK4nAABtRZEDcIKqyqQU0xkAAwpMBwgndHJonUWmAwDtbXH1kGOmM3SEYMCVvvD9GcP81XFRdRMpEPDrjRfzFQzU6LzP3K7EpLavNNLUsRwOp66980ENGTlNG1cv0LaNSzVi3HRdc8ePZTkcWlbwig4f2KHca7+hal+55r6Yr989eK0e+dGVevnpB1VWcqQdvtqwxJsIAMCZYMkKxDw6OSDGLTYdAAAQmQoLXJslFZnOAYSL6qrETNMZgE62Oz8vd5fpEOGETg6tw8Uoos66QJ8M0xk6SijoTF70/vQxZ5+/sDAxqXqq6TxnKhQK6s0Xf6O9O9dp1PiZmjrjug49Vmp6lq68Je+07UVH9qrgvX8q58Lbldmtr1555iHt3r5KF155rxISk/Xe63/Wa8/+TLd9+VFZVtTdw55vOgAAIKItk3Sp6RCAScGAk8kWiFX78/NyNzc/DACARi2TdJHpEEA4qPYlZJnOAHSyj0wHCDfcXGidpZJCpkMA7aXGdlSX2wmjTefoSKGQM3HxBzmTKiuSIroTSygU1Bsv/lob13ykkeNn6vIbv9vmAoIzOZZt23r75d+pe89BmpJzjYqO7NWW9Ys0dfp1Gjf5Qg0fc55mXvI57d+zUbu2rWxTvjC2Jz8vd5vpEACAiFZoOgBgWjDodJrOABiywHQAAEDEY8kKoI5tO+JtW8WmcwCd6GPTAcINRQ6tkD13TpmktaZzAO1lXU2f9ZKVaDpHR7NtR9ySD8+bVl6WEpFLDQSDAc19/lfasGq+Rk+cLfdN35WjjfeGz/RY3sX/1f7dG5R73TflcDh19PBuSVLPvkPrx/TsM0ySdPTgzjZlDGNUSgIAztQCSUHTIQCTggEX9yEQq+gKBwA4UwtNBwDCiR1yROVS3EAjKHI4BTcXWo83Eogai/1Dik1n6DyWs3D+OeeWFqdH1IPqYKBGrz/3c21c85HGZn9Gl99wvxyONhY4nOGxSooOasE7T+rc829Vt54DT9oXCNScdJ4oxU1JAMAZKSxwlYjZV4hxwaAzznQGwBCuJwAAZ2qBpKi98Qa0ViDoLDWdAegkRZLWmA4RbihyaL33TAcA2suGQO+upjN0Lsux/OOp04uOdomIm0uBgF+vPvtTbVm/SOOnXKJLr/uWLEfTv7arfRU6emi3yktPLmJty7FO9c4rv1dmVm+dPevG+m1ZPQZIkrZuWFK/bUvdx1mnFEJEAdrLAgDaA9cTiGnBgNNlOgNgwOH8vNx1pkMAACJbYYGrXNKSZgcCMSLgj6s0nQHoJAvz83Jt0yHCDTcXWu9dSQHxvUOE89vOqgo7fpTpHJ3PslYsmjJr/NQV87r1PDK7s8++ed1CbV63SJJUUVYkSdq3a73efOm3kqSk5HSdf9kXJUnvvvpHbdtYqKTkdKWmZ2nhB8+ddrz+QyZowJAJnx5/7UK99Z9HNHbyhbrs+m/Xb2/LsU60qvBt7d62Srff+7uTlrfIzOqj4WPO05rl76qm2qf4xGSt+eRd9e43UgOGTGzttyecHcrPy11vOgQAICq8K+kB0yEAU4JBihwQkyiYBgC0l3clTTcdAggH1dXxgeRU6hwQEyKqQ3ln4eZCK2XPnVPidXsWizcSiHCravqtl6zJpnOYsrpw0uwx2avn9+x7cFZnnvfQvm1a+8nJEzhLjh1QybEDkqT0Lj3qixxKimq3VVWWalEDRQmSdJ7UaGHCSec4g2OVlRzRvLf+rmkzb1DPPsNO25973TcVn5CkLesXKxQMaOjIs3XhlffKsqxmc0UQ3kQAANrLYknlklJNBwFMCAac8aYzAAZERDdBAEBEeE/ST0yHAMJBdWVSSFnFpmMAnYHriQZQ5NA2b4kiB0S4Jf4hMb9e1Trv+FmBgGt+34F7O63QIefC25Vz4e0tGnvzF/NbffxxZ12kcWdd1C7HOi4to5u+9qOXGt2fmJSqy274TpuPHyGYeQUAaBeFBa6aqTmB+ZIuN50FMCEUdMaZzgAYwE1JAEB7WSqpVFK66SCAaVVVic7mRwER76hqf/fjFK1bkB3HvW06AHCmNgV6ZpnOEA42rR49a9fWgQtsW6xnhKa8YzoAACCqvGs6AGBKMEgnB8Scw5JWmw4BAIgOhQWugCieAyRJvsqkRNMZgE7wv/y83JDpEOGIIoe28Uo6aDoE0FY+21VeZceNNp0jXGxdP3zm9k1DCmxbQdNZEJa25OflbjQdAgAQVd5rfggQnYJBBzciEWvezM/LpageANCeKJoGJFVVJrEMJGLBW6YDhCuKHNoge+4cW8zqRQRb6e+/QbJYruYEOzcPmb5l3Ygltq2A6SwIO2+YDgAAiC6FBa61kvaZzgGYEAo5E0xnADrZXNMBAABRh6JpQJKvKrGL6QxAB+N5dBMocmg7KmcQsZb4h5SbzhCO9mwfcN7GVaOX27aqTWdBWOGmJACgI7xvOgBgQohODogtNeKmJACgnRUWuNZL2ms6B2Ca35eQxTLUiHLL8/NyD5kOEa4ocmi7/0liDRREpC2BHj1MZwhX+3f3PXudd9xq21aV6SwIC2WSFpgOAQCISrSYRYyyLNuW33QKoJMsyM/LLTMdAgAQlbieQMyzbUe8pGLTOYAOxIT7JlDk0EbZc+cck7TUdA6gtarsuFKfXCNN5whnh/b1mrJ62cSNti06XuDd/LxcbsIDADrCexIzThCzfKYDAJ3kv6YDAACi1iumAwDhwA45jpnOAHQgihya4DIdIMK9Lekc0yGA1vD6B2yQrGmmc4S7owe7T1q5JHvNxLO9/S1LGabzwJg3TAcAAESnwgLX/qk5gcWSzjWdpTPt2ZGniorl8lVtViBwRA5HkuITBiiz61Xq0eteueKy6sf6qjar6OirKi3+n3y+LQrUHJTTlanU1LPVo8/XlJ4xu8Xnrfbt0OpPhje6PzPrRg0d+exJ22r8B7R7x/0qLX5fsiylZ3xG/Qf9RnHxpzdF27vrRzq0/88aO2ml4hP6tjhXDGN5OMQKihwAAB3lf5LKJaWaDgKYFAg4y+KdNF1HVDoqaYnpEOGMIocz85akB02HAFpjiX8wyzC0UNGRrHHehVPWZ5+3LGhZ6mo6DzqdLYocAAAd60XFWJHDwf2/V3JKttK7fEZxcT0UClaovGyJ9u1+SIcP/l2jx3+s+IT+kqS9ux5U0dEXlZg0RhmZuXK5uspXtUnFx/6r4qL/qv/gR9Sz91dbdf6k5Anq0vWqBraPPenfth3S5vVXy1e1Tlnd71QoVKmjh59TtW+rRo3/SJb1aVPEyooVOrD31xow5I8UOLSQbVt+y6KRCaLehvy83G2mQwAAolNhgcs3NSfwhqSbTGcBTKqpiauMT6gxHQPoCG/k5+VSwdMEihzOzDJJRyR1Mx0EaKmtge49TWeIJCVFXUYv+2jalikzlgYsS6dP20M0W5afl3vQdAgAQFT7t6RHJFmmg3SW7LOPyeFIPG37np0P6MDeX2r/nl9p4NA/SpIyMi9W777fUXJq9kljy0oWaNO6XO3Z8X1lZl2v+PjeLT5/cspE9R3wo2bHVZQXqrJiuQYN86hbjzskSQmJg7Vv90OqKF+m1LTaxmi2HdD2LV9Qavosde/5+RbniHm2WA4MsWCu6QAAgKj3kihyQIzz+xJqUlIrTccAOsK/TQcId47mh6Ax2XPnhCS9ajoH0FIVofhiv1wjTOeINOWl6cOWzj+n0g5Z+0xnQaf6j+kAAIDoVljg2iupwHSOztRQgYMkde12vSTJ59tSv61bj8+eVuAgSWkZM5WWPku27VdF2aIOyemv3iVJSkmdWr/t+MfH90nS/j35qq7aqkFD/9ohOaKVbVsUOSAWvGY6AAAg6r0lia69iGm+qoavMYEIV6zaZYnQBIocztw/TQcAWmp5zcCNksX/921QWZ46aMm8c0OhkLWr+dGIArak502HAADEhBdNBwgHxcdqV4hKTh7fovGWFVf3QeuaE9b49+vwgce1f88vdfjA46qsWNXguONLZlRWfFK/raJ8ed2+AZKkqsp12r/nYfUb+DMlJA5qVY5YZ9sO+ski2u1SjBWxAQA6X2GBq0LS26ZzACb5KpOcpjMAHeC1/LxcJgc0g+UqztwC1V68DjAdBGjOUv9gn+kMkayqMrnf4g9y9p9zfsF2h9MebDoPOtSi/LzcnaZDAABiwkuSfqcYK0A/sPcRBYPlCgZLVFm+XOVlBUpKHq9e/b7b7OdW+3aqtOQDORzJSkuf0arzlpa8p9KS907alpY+S4OGe5SQ8OklXUrqVCWnZGvn1ntVXrZIoWCljh15TsmpU5SSOkW2HdSOLV9USto0de91b6syQAqFrIDpDEAHez4/L9c2HQIAEBNeknSN6RCAKVWVSQmmMwAdgAkxLRBTN9I6QvbcObak50znAFpie6BbH9MZIl21L7H3og+mpwaDjs2ms6BD/ct0AABAbCgscO2X9JHpHJ3twL5HtH/PT3Vo/2MqLytQepdLNGLMW4qL697k54VC1dq++U7ZdrX69P+RXK7MFp3P4UhW734/0OgJSzRp2mFNmnZYI8d+oLT02Sorna9Nay9RMFhRP96ynBo2+lVlZF6moiMvqaToLWVmXafho16RZTl0cN/vVVW5WoOGPq5gsFjbNt2pTxZnavmiVG1ef4381XvP6PsT7WzbQZEDoh3XEwCAzjJXErN9EbN8VYlppjMA7axI0rumQ0QCihzaxzOmAwDNKQ0lHK2Rc5jpHNHAX53QfeF707sFAs71prOgQwQl/dt0CABATHnBdIDONmnqHk05r0YTp+zR0JH/VrVvu9atnKqK8k8a/RzbDmr75rtUXrZQmVk3qmefb7X4fHHxPdR3wINKSZ0sl6uLXK4uSsuYoRFj31JK6jRV+7boyMEnTvqc+Pg+GjryOU2atl+Tpu3TkBH/VFx8L/mqNmvf7gfVp/+DSkwarh1bvqCSojc1YMhjGjLiWVVWeLV14w2ybSZxNyYUsoKmMwAdaF1+Xu4K0yEAALGhsMBVKh6GIYb5KpMyTGcA2tmr+Xm5LPHYAhQ5tIPsuXPWSfKazgE0ZZl/0CbJskzniBaBmvjMRe9N71NT41ptOgva3Qf5ebkHTYcAAMSU/6i2yC7mxMX3VGbW1Rox5k0FAke1ffOcBsfVFjh8VkVHX1Jm1g0aMuIpWe3w1tayXOrWs/acZaUfNzvetm3t2Hq3kpLHqWefr8tXtVnFx15Xzz7fUrcedygz6yr1G/AzVZQXqqx03hnni1ahoCMmf94RM+jiAADobEzWQczyV8d3s21RYY5owlIVLUSRQ/v5p+kAQFMK/YOp/GpngUBcxsL3pg/xV8dR5BRduCkJAOhUhQWuQ5Lmm85hUkLiQCUmj5avaq1qao6ctC8UqtG2Tbfr2JEX1LXbzRoy4hlZlqvdzu2qWyIjFKpoZqR0+MCfVVG2VIOG/V2W5ZSvaoMkKTk1u35McupkSVJV5dp2yxhtQiEnRQ6IZlxPAAA628uSKk2HAEywbUecpGLTOYB2clTSe6ZDRAqKHNrPvxSjs68QGXYGs/qazhCNQkFXyqL3p4+u9iUsM50F7aJatReGAAB0tphbsuJUNf79kiTLctZvC4X82rbpZhUdfUlZ3W/X4OFPnbS/PVSULZEkJSQMbnJctW+H9uz8oXr3+4GSksectM8OVZ+Q2deu+aJRMOhgphWi1dL8vNytpkMAAGJLYYGrTNzPQgwLhRzHTGcA2smz+Xm5AdMhIgVFDu0ke+6c/ZLeN50DaEhxKOlQQM6hpnNEq1DImbjo/ZwJVRVJi01nwRl7Mz8vt8R0CABATHpZUlR33vJVbVIgcPrLrG2HtGfnAwrUHFJK2rlyuTIlSaFQtbZuuF7Fx15Xtx6f06BhT8iymr6EDQRKVFW5Qf66gonjKso/kW2HThtfWvyBDu77vSQpq/utTR57x9Z7lJA0VL37fbd+W2LSaElScdHc+m0lRW9IkpKSxzZ5vFgWCjopckC0es50AABAzPqH6QCAKcGAs9R0BqCdPGE6QCRpvx6fkGqXrLjYdAjgVIX+QVsk9TCdI5rZtiN+ybxzp0yduaQgJa0ix3QetNmTpgMAAGJTYYHryNScwCuSbjSdpaOUFL2lPbt+qNS0HCUkDpLLlaWamoMqL/lI1dXbFBfXS4OG/rV+/M6t96qk+C25XN0UF99X+3b/7LRjpmXMUnrGrPp/Fx97VTu2fEFZ3e/Q4OGe+u27d9yvat8Wpaadq7j42gZnVZWrVVbyoSSpT/+fKDX9vEazHz74hMpL52v0+IUnLZWRmDRMXbperaOHnlIoWCGnM01HDj2tlNSpSkuf3ebvVbQLUuSA6FQj6XnTIQAAMetDSTslDTQdBOhsNTVxVfEJUT1nALFhWX5e7irTISIJRQ7t62VJf5GUYjoIcKJC/2CWUukEtu1wLZ1/zrlTpi/9KK1L2QzTedBq+yS9YToEACCm/UVRXOSQnvEZdeuxVeWlBaqqWKFAoFhOZ4oSEoerd/cH1LP3fXLFda0fX129Q5IUCBzR/j2nFzh8etxZje47Lqv7bSo+9poqypcpUPO2bLtGcXE9lZl1g3r0vldp6dMb/Vx/9V7t2fE99ep7v5JTs0/bP2jY37R7e6qKj/1Xtl2jLl0v14DBj8myrGZzxapg0Mk3B9Ho1fy83IOmQwAAYlNhgcuemhN4StKPTGcBOpvfl1CTklppOgZwpv5uOkCksWybCRTtyev2PCup6T6nQCf7ctFtO4NyUsXbaWw7+9zlC7pkFTd/xx3h5Of5ebk/MB0CABDbpuYE1kkabToH0JFGjl8/v8/AvbxXRrS5MD8vl2VMAQDGTM0JDJS0TSxTjhgzauLaeb37759tOgdwBiol9c7Py2XplVagk0P7e0YUOSCMHA2m7KfAobNZlnfRlFkTpnnnZfU4Ott0GrSIrShe78qyrHmSZtm23eJZk5Zl3aXa9Rw/Z9v2kx2TDADQgL9K+r3pEEBHopMDotBmSR+YDgEAiG2FBa6dU3MC70q6xHQWoDP5KpOi5llnVWWpNq9dqK0bl+rIgR0qLz0qh9Ol7r0GadxZF2v85ItkOT6tYyotPqwl81/Qwb1bVFJ8SNVVZUpMTleXrr01fsrFGjPpAjmdrfv2hEJBrVn+rtZ639fhAzsUDPiVktZVvfqN0PSL7lDXbv3qx5aXHdO8N/6mnVu9kiwNHJ6t8y+7WympXU477kf/e0rexf/V577+V6VldGvrtyhavUSBQ+tR0df+/idpu+kQwHFL/IO3mc4Qq1YtzZ59aF+PeaZzoEXez8/Ljan/VyzLmm1Zlm1Z1oOmswAATvKUaiv4gagVCDi5F4Fo83h+Xi6tUgEA4eBx0wGAzlZVmZRoOkN72bj6I73zyu+1f/dG9e4/UmflXK0R43J05OBOvfPy7/T6v36uEzv0Fx/br3UrPlR8YrKGjzlXU6Zfp6GjzlZp8SG9/Z9H9dI/fqhQsOWrmfurq/Rvzw/0ziu/l7+6UuMmf0aTz7tKfQeO0f7dG1R0ZG/9WDsU0itPP6jN6xdpxLjpGjxyijasmq9XnnlQdih00nEP7tuqpQv+rdmXfoECh4axVEUbRE11U7jInjsn5HV7HpP0qOksgCQtrxnEjRaD1n4yYXYgsG5enwH7ZpvOgib9xXSADnanpORWfs4rkhZL2t/+cQAAjSkscJVMzQn8S9LnTWcBOkowGH1FDq2dcdWQt1/+nVYve0eS9IVvP6HMrD4tOveubav0wt+/1+j+aTNv0KzcOSdtKzqyVx+88f+0b9d6xcUnatjoczXzkrsUn3D6W8a5L+Zr3851uutrf1F8QlKLMsWYatV2QAMAIBz8V9IBSb1MBwE6i68yKcV0hvaS2a2vrrnjxxo6ctpJ1w8zLr5L//zzN7RpbYE2rS3QyHHTJUl9B4zW1x7492nXGsFgQP/2/EC7tq3UprUFGjVhZovO/79XH9OubSt10VVf1aSzLzttfzAYqP94/95NOrB3sy69/tsaN/lCSVJGZi8tfP+fOrB3s3r3HylJCgWDevs/j6j/kAmaMDW3dd+Q2LApPy/3I9MhIhFFDh3jCUk/kZRuOgiwN9hlkOkMsW7jqjGzgwHXgn6Dd82wLNGaN/zslfSa6RAdybbtXW34nBJJJR0QBwDQvL+IIgdEsWDAFXVFDhtXf6R3X/ujUtK6asCQCUrv0kMV5UXavHah3nn5d9q+sVBX3voDWVbDlwNb1i/W6mXvKC4+STX+qjZl6D94vPoPnnDa9r6Dxp70b7/fpxeeyFON36ex2Z9RWckReRf/VxXlRbrq1h+cNHbrhqVav+JD3TDn5xQ4NO6l/Lzco6ZDAAAgSYUFrpqpOYF/SMoznQXoLL6qxEzTGdrLwKGTGtyemtZVk86+TB/97ynt3raqvsjB6YprcLzT6dLwMedq9/ZVKjq6t8Expzq4d4vWr5ynUeNnNljgcPy4x5UWHZIk9e43sn5b734javcVH6ovclgy/0UVHd2vq2//UYtyxCA68LRR1N1YCAfZc+eUKYrXdkfkOBRM2xOSo1/zI9HRtqwbMXPH5sEf27ZCzY9GJ/tbfl5uy3t2tZBlWYPqloN40rKsUZZlvWpZ1jHLsiosy/rYsqyLG/icBMuyvm9Z1mrLsiotyyq1LOsjy7JubOQcV1qW9b5lWfsty6q2LGufZVnzLcu695Rx8yzLsk/495OSPqz754/rch7/M7tuzF11/76r7t+JlmUVW5Z1yLKsBoskLcv6S93nuE/ZPqru+7Dbsiy/ZVkHLct6zrKskQ0dBwBiXWGBa7mkQtM5gI4SDLRyUdgIcHzG1Ze/94zcN31PMy/5nC697lua883HlZbRvX7GVUMqy4v1ziuPadT4merVd1ibM/QfPEE5F95+2p9Bw7JPGrdtwxKVlRzW1bc/oAvc9+iq236ocZMv0qY1H6uivLh+XLWvQv979TGNn3LJacfASf6f6QAAAJziT5JqTIcAOou/Or6bbSvqO1o7HLWXUQ6ns9mxoVBQ2zbV3lbo3mtwi46/bmXt7eJRE2er2lehtd4PtHjeC1q59E0VHd132vj0Lt0lSQf3ba7fdmDv5rp9PSRJRw7u1KIPn9PMS+5SRmbPFuWIMeViqYo2i7obC2HkMUlfk9T8bxuggyzxD94hiSKHMLFj09AZwYBr4dDRm6dZFr9/w0SNpL918DkGS1okabVqb4D2lnSTpLcsy7rVtu0XJMmyrHhJ70iaJWmDai9IkyVdL+kFy7Im2bb9f8cPalnW3XXHO6DaVoRHJPWQNEHS5yT9uYlMr9b9/VlJ8yXNO2HfjoY+wbZtn2VZL0i6W9KldeesZ1lWQt3XdVDS2ydsz5X0sqS4us/ZotrfS9dKutyyrPNt2/6kiawAEKv+Immq6RBARwgGo6/IobUzrk70zquPSZIuvOoreu3Zn3VkTElSSfHpM6569RuhNZ+8q9Lig0pJ7SJJ+vDN2rfJ51/2xQ7PFMHW0VoWABBuCgtce6fmBF6QdLvpLOEkUHNURcdeVUnRW6qqXCO/f68cVrySkscpq8dn1a3HXbKsT+cFb988R0cPP9PkMdMyztfIsf9rU54dW+7WkUO1K16Ny16vxKSTi119VZu1e/u3VV6+WA5Hirp0vUL9Bj4spzPttGNt23SnyssWaewkr5zO1DbliWS27XBJOiapq+ksHSUUDGqt931J0uDhU07bX1lRIu+i/8qWraqKEu3Y4lXx0X0aPXG2ho0+p0XnOLBnk6TaLgx/+80cVVWWfrrTsjRp2uX6zBX3yOGofezZq98I9ewzTP979Q/au3O9AjXVWrfiA/XqN0K9+g5XKBTU2y8/qt79Ryn7nCvO8DsQtTz5ebl0U26jqLuxEC6y587Z4XV7XpV0neksiF3L/QNZGiHM7N428LxgwLl4xPgNky1L8abzQM/n5+WeXobavmZK+o1t2/cf32BZ1h9VW/jwV8uy3rJtu1TSt1Vb4PCWpCtt2w7Ujf2JpKWS8izLmmvb9sK6w3xJkl/SRNu2D514QsuyujUVyLbtVy3LKlZtkcM827YfbOHX8qRqixw+q1OKHCRdKSlT0iMnZM+U9C9JlZJm2ra97oSM4yQtVm2l6uQWnh8AYsnzkn6r2t+tQFQJBlow9SiKNDXjas3yd7Vl3SJdffuPlJR8ZiteFh3bp08WvS5/daVSUjPVb9A4ZXbre9q49IzaGVcH9m1Wv4G1S1kcrJ9xVTu7ascWr1Yve0fX3vmgEhKjZonjjvCY6QAAADTit6LI4STHjr6kXdvuU1xcb6VlzFJmwnWqqTmo4qOvaufWL6m06B0NGfl8/fJiXbpepfiEQQ0f6/Czqq7epowuuW3KUnxsro4c+occjlSFQuWn7Q8GK7Rp7SUKhiqU1f121VTv1eEDf1Gg5pCGjnz+lGO9qWNH/qURY96OyQKH40IhR5HTGYraIof573h05OAODRk5VYNHnHXa/qqKUi384NlPN1iWps64TjMuvqvF56isqH3W/uGbj2v46HM1/aLPKi2jm/bv3qD/vfZHrVgyV8kpGcq5sPZXi8Ph1LV3PqgP3nhcG1cvkGVZGjFuus6//G5ZDocKP3pJhw/s0F1f/ZOqfeV6779/0ZZ1ixUKBTRo2GRddNV9Ssto8jZ2tAtJ+r3pEJGMIoeO9agocoBBB0IZQ0xnwOn27ep3TjDoXDZ60tqxliUWtjXr151wjhJJD524wbbtZZZlPavaYoFrJD0laY4kW9K3jhcJ1I09ZFnWT1VbDPAFSQtPOFRADbQftG37SHt/EXXHXWRZ1iZJV1iW1dW27WMn7P5s3d9PnbDtTkldJN13YoFD3bHWWJb1N0nfsCxrzKn7ASDWFRa4qqbmBJ6S9A3TWYD2Fgw6Y6bYt6kZVyVFB/X+3L9qzKQLNHzMuWd8rvUrPtT6FR+etG3E2Bxdcu3XlZj06Yy/oaPOVlpGN736zEMak32BykqOaNOajzV8bI5SUrvIX12l/73ye42edL6Gjjr7jHNFsYM6+b0vAABho7DAtWJqTuADSReYzhIuEpNGaNioV5SRedlJHRtqBvxM61edp6JjL6v42CvKzLpWkpSZdZUys6467TiBQLEO7vuNLCteWT3ubHWOmprD2rH1HmVm3aiamgMqL11w2piSojfk9+/WyLEfKC1jhiRp++bP6+jhp1XjP6S4+B51WUq0c9u96tbjc0rv8plWZ4kmwYCz1OmMzpWily98Tcs+flldu/fXZTfc3+CYrB79df/P31IoFFR56VFtXrtQH7/3jPbsWKvrPvuQkpJP7wByKtuu/f5ldeuvK27Jq+/YMHBYtq669Qd6+o9f1bKCl3XO7JvkdMVJklLTs3TlLXmnHavoyF4VvPdP5Vx4uzK79dUrzzyk3dtX6cIr71VCYrLee/3Peu3Zn+m2Lz9aX1gUg17Lz8vdZjpEJHM0PwRtlT13ToFYSxeG7A9m7AzJ0dt0DjTs4N7eU9Ysm7DBtlVhOksMezs/L3d1J5znE9u2yxrYPq/u72zLstIkDZO0z7btDQ2M/eD42BO2Pava5SzWWZb1qGVZV1uW1b29QjfhKUnxkm4+vsGyrJ6SLpHktW171Qljj9+tn2hZ1oOn/pE0om7/6E7IDQCR6E+SgqZDAO0tFHTGmc7QWRqbcWWHQnrrpd8qPiFJn7ninjM6R3JKhmZe8jnd9bW/6Os/fllf+cHzuv6un6pHn6HatLZALz/9oOzQpzd84xOSdOOcX9QuUbH8Pe3btV4Tp12mS6/7piRpwTv/UE2NX59x36PS4kN6+ekf69EfXaXfPXit3vj3b1Tt4xKmzmP5ebk+0yEAAGjCb00HCCfpGeerS1f3SQUOkhQX30vde90tSSormd/scY4e/qdCoSplZl2juLjWz0LfufXLkqSBQxpvCFVdvUuSlJL26QqGxz/2V++s37ZnR+0D736DOmMeV3ir8cdVmc7QET5Z9Lo+mPtXZfUYoJu+8MtmixUcDqfSu/TQWTlX6+Krv6r9uzeo4L2ml105LjGxthPI0NFn1xc4HNej9xBlZPaUv7pKRw/vbvI4tm3r7Zd/p+49B2lKzjUqOrJXW9Yv0tTp12nc5As1fMx5mnnJ57R/z0bt2rayRdmi1KOmA0Q6Ojl0vEclPWc6BGLPYv/gXZIGms6Bxh052CN75ZLs1RPP9g6wLGWYzhOD8jvpPAcb2X6g7u+Muj+StL+Rsce3dzm+wbbtRyzLOiLpXklfU+1MX9uyrPmS7rdte9kZZG7K05J+qtrODX+u23abat9TnDqTLavu7+YWco7dXnoA0ITCAteWqTmBFyXdYjoL0J5ipZNDUzOulhW8ot3bV+u6z/7kpC4LbdGt50B16/nppV98QpIGj5iiPgNG66k/3Ke9O9dpy4YlJ3WL6Nq9n66/66enHWvP9jXyLpmrK2/OU2JSml70/J8qy4t1+U3fVY3fp/f/+xcFaqp11a0/OKPMUaBcn74XBgAgXL0lab2YXNIsy6qrwbWaf2R25OATkqRuPb/Q6vMcOfSUio+9pqGj/iNXXFaj4xIS+kuSKsqXKy09R5JUWb5ckhSfUPu+r7T4fR059A8NG/WqXC5uLfurE2pS0ipNx2hXywpe0YdvPK5uPQfpxs//QimpXVr1+UNG1hbG7N62qpmRtTK799P+PRsbXa4uMan2Fm6gprrJ43gX/1f7d2/Qnff9UQ6Hs74oomffofVjevYZJkk6enCnBg6d1KJ8UWZ5fl7uR6ZDRDo6OXS8f0vaYzoEYo/XPzCm1rmNVEVHssZ7F521z7ZVZDpLjFmWn5f7YfPD2kXPRrb3qvu7pO7PidtO1fuEsfVs237atu1zVFtMcLmkJyTNlPROR3V1sG17j2o7S0yzLGtU3ebPqnbZjFOL+o7nnWjbttXEH9r8AkDjHlbtckZA1AgGor/IoakZV8eO7NFH7z6lcWddpCEjp3VYhoTEFI2eOFuStGfHmmbH19RU6+2Xf6cRY87TyPEztHOLV4f2bdXMS+ZoxNgcjc3+jKZMv1ab1nysoqP7Oix3hPhbfl5usekQAAA0pbDAZUt6xHSOcGfbAR09XDvTPaPLJU2OLS9bpKrKNUpIHKH0jNmtOk+1b6d2b/+Wuna/VZldr2xybEbm5YqL76etG67Xru3f1taNN+vIoSfVpes1iovvoWCwXDu23qOu3W5Rl66XtypHtPJVJUbVdfOS+S/qwzceV4/eQ3TTF37Z6gIHSSorqV3R2HK27FHR8WKDIwd3nrYvEPDXXwOkZzZ2u7t2Sb4F7zypc8+/9aRC7NpjfLrqcjBw2grMsYYuDu2AIocOlj13TkDSH03nQOw5GEofZjoDWqbkWObo5R9PPWLbOmw6SwzpzB5uk+uWozjV7Lq/vXXLWWyV1NeyrOENjD2/7u9PGjqBbdvFtm2/adv2FyU9KamraosdmnK8/XlbCqKerPv7s5ZlTZI0QdJbtm2f+jO8uO7vGW04BwBAUmGBa62kl03nANpTKORINJ2hIy0reEXv//cv6tZzkG76wq+Umtb1pP1HD+1SMFCjNcvf1a//79KT/uzeXrua2t9/+3n9+v8u1eZ1C88oS3JK7ay+Gn/zqyp8/O7Tqqos1YVXfqU25/EZV30+nXHVq++w+q8hhtWIm5IAgMjxjBrvMgpJe3b+n6oq1yqjy6XKyLy4ybGHD/xdktS95+dbdQ7bDmn7ljlyOFM1YPDvmh3vdKZq5Ni3lZx6lo4eelrlZYvUvefdGjzs7/WZQ6EqDRj8qKqrd2nz+qu1fHGaPlmcqe2b71IwUNqqfNGgqjIpajrXL/zgOS145x/q2Xe4bvz8L+vf0zfk4N4tCoVOX+XSX12lD974f5KkoSOnnrSv2leho4d2q7z02EnbR4ybrtT0LG1YvUD7d288ad+iD/6lal+FBgyZeNr1zYneeeX3yszqrbNn3Vi/LavHAEnS1g1L6rdtqfs4q2dMNiPfI+lF0yGiQdT8Tx/mHpf0gKSGe7wA7WxPoMs2W9YQ0znQcmUlGcMLF5yzferMxQHLqp+1j46xTdJ/OvF8GZJ+JKm+R7FlWVNUu8RDiaRX6jZ7VDtb99eWZV1n23awbmw31b6GHB9z/BjnS5pn2/apVco96v5urj/b0bq/B7Tqq6n1sqRSSbdLSqrb9mQD4/4h6QeSfmxZVqFt20tP3GnVLoI407bteW3IAACx5GeSrjMdAmgvoaAjwXSGjrJk/ota8M4/1KP3EN0w5+cN3pBM79JT46c0PEtw28alqigr0shxMxSfmKz0Lo3PkmqJfbs3SJIyujbWMKzW/t0btXzhq7r0um8rJS3zpH3B4KezrAI1MT/jSpKez8/LbXohYgAAwkRhgat6ak7gT5IeMp0lHB3c/wcd3PeoEpNGafDwJ5scGwiUqOjoS7KseGX1uLN159n3e5WXLtCw0a/L5cps/hMkJSaN1Igxc0/bXlb6sQ4f+KuGjPiXnK6u2rQqVzU1hzVk+DMKBcu1a/s3FAr5NHTk863KGOl8lUlRUUi95pN3VfDeM7IcDvUbNFafLHzttDEZmT017qyLJNUWROzduVZ9B45RWkZ3xcUnqKz4iLZtWqZqX7n6DBijs2fddNLnb167UG/95xGNnXyhLrv+2/Xb4+MTdel139LLT/9Y/3r8Oxo+Nkep6Vnav3uj9u5cq+SULrr46q82mn1V4dvavW2Vbr/3d3Kc0D0iM6uPho85T2uWv6uaap/iE5O15pN31bvfSA0YMvFMv2WR6Jf5eblcWLUDihw6QfbcOUVet8cjqfH/+4F2tNg/dI8kihwiTEVZ6uAl887bPW3Woj0Oh93PdJ4o9kh+Xu7p5a0dZ4GkL1iWdbakAtUuPXGTarspfcm27eOl1b+RdKmkqySttCzrTUnJkm5QbeFCvm3bH59w3FcklVuWtVjSDkmWajsmTJW0XNJ7zeTaKGmvpJsty6qRtFO17dCfsW379J5kJ7Btu8qyrH9L+ryke1VbMPFGA+OOWpZ1fV3WxZZlvS9pbd15+ks6V7VLbUTFRQgAdJTCAteKqTmBuZLcprMA7SEUcibYtmzLkmU6S3ta+MFzKnjvGfXsO1w3fO7hk5aoOFHPPkOVe+03Gtz3/N++q4qyIs245C5lZvU5aV9lRYmqKkqVlJJ+UvHEgT2b1KvfiNOOtdb7gTasXiCn06VR4xtv8hUM1Oit/zyiwcOnaGz2BfXb62dcrV9Sv2bu8dlXx/fFqHzTAQAAaKU/S/qupFTTQcLJof1/0u7t31Ji0hiNHPuOXHGNz06XpGOHn1UoVKmu3W5SXFy3Fp/HV7VJe3c9oKwen1WXzEvPKHMoWKUdW+5WZtdr1LXbdSopfk+VFSs0ePiTysy6WpJUXb1T+3Y/KJ9vqxIThzZ9wChSVZkUFT/fJcdqG6/YoZCWF7za4Jj+g8fXFzlMmJqruIREHdi9Sbu2rVKgplqJSanq2XeYRo2fofFnXXJSwUFzBg2frNvv/b0WffCcdm7xqrq6UimpmZo47TKdd8GtSk3PavDzykqOaN5bf9e0mTfUXzucKPe6byo+IUlb1i9WKBjQ0JFn68Ir75VlRdUlYUvslfR30yGiBUUOnecXqn0YlGw6CKLfipr+caYzoG2qKpL7L/7wvP3nnL9wu8NhDzadJwod0AndEDrJdkn3SPpl3d8Jql124iHbtt85Psi2bb9lWRdJ+pakW1VbGBeQtFLSN2zb/tcpx/2+pEskTZZ0mSSfagsVvifpL7ZtN1kNatt20LKsa+py3SApTbWFEh/XHac5T6r2dS1O0r9s2/Y3cp73LcuaIOk7dXlnSPJL2ifpA3VuVw0AiGQ/E0UOiC7ViqJCx9bOuGoL76L/auEHz+q8C25TzoW3129/7bmH5XA41avvcKVmdFMwUKMDezZp/56NcjicuvjqrymjiXVzF37wnMpLj+qGzz180vaBQyepZ9/hWvjhcyotPiS/36eNqxdo5LgZpxVgxJA38vNy15gOAQBAaxQWuI5OzQk8Jun/TGcJFwf3/V67d3xHScljNWLM/xQX36PZzzl88AlJUreeX2zVuaoq18u2q3X00FM6euipBses8Y6WJA0d+ZIys65q9Fh7d/9YgcBRDRjymCTJV7VekpSckl0/Jjl1cu2+yvUxVeRQXZXYxXSG9pBz4e0nvddvztBR0zR01LRWnWPcWRc1eV3So/cQXXXbD1t1zLSMbvraj15qdH9iUqouu+E7rTpmlPplfl5utekQ0YIih06SPXfOfq/b8wfVPnwCOoxtyz4cShtuOgfarroqqfei96cfPueCgs1OZ4j/lu3r5/l5uVWdfVLbttertkNDc+N8kn5e96e5sX+V9NcWnn92I9sLJX2mkX1PquElKI7v/1hq2exL27Z3SLqvJWMBAA0rLHAtmZoTeFdS25+QAuElqoocWjvjqj1NOvty7dy6Qnt3rVNVRals2UpNz9K4yRfprJyr1aN3403+Du7bqqUL/q2LrrpPaRknz0i0LEvX3P6A3nv9L9qweoEcDqfGTr5Qn3Hf0+5fQ4SwVbsMHQAAkejXqu3G2cVwDuP27/m19u76PyWlTNSIMW+3qCtDedkSVVWuUkLiCKVnzGrV+RISB6pbj881uK+k6C3V1BxQZtb1cjrTlJA4sIkMS3Vw32MaPPwJxcWfXMBqh6pP+NjXqnzRwl8d3y0au8UhquyT9DfTIaKJdfpS3ugoXrcnU7VrwXcxHAVRbGeg6+aHy9w8GI8CcfH+Y+dcUHDQ5QqONp0lSuySNDw/L7fBjgPtzbKsQart4vCUbdt3dcY5AQDRbWpOYIZql0ECIt7sy987aFlqvL0AEH7+k5+Xe73pEAAAtNXUnMADkh4yncOkfbsf1r7dDyo5ZbJGjHmr2SUqjtux5Ys6cuhJ9RuYr159v9nouECgRDX+/XK6MhQf37vZ425Y8xmVly7QuOz1Skw6vcX/caGQX+tWTlVC4iANH/1px7DS4ve1aV2u+vT/sfr0r515v33z53X08NMaN3lDTHVykKTZl7931LLU8HoKgHlfy8/L/YPpENHEYTpALMmeO6dItRWTQIdZ5B+6z3QGtI8af3zXRe9N7xOoca02nSVK/LSzChwAAOgIhQWuj0SRA6KEbVu8L0MkCUl6wHQIAADO0O8kHTEdwpQjh57Wvt0PSnIqNX26Du7/o/bueuikP0caWE4iGCjVsSP/lmUlKKvHHU2eo/jYq1q7Yrz27vxBu2bfv+dnqvHv1cAhfz5pe1rGBUpOmax9u3+mHVu+qK0bb9XRw08rM+v6mCtwkKRQyFFkOgPQCLo4dACWq+h8v5f0NYkZK+gYK2v6JZjOgPYTCMRlLHxv+uBzPlOwIj6+ZpLpPBFsi5pYegEAgAjyU0nvmg4BnKnaIgc6SyJi/DM/L3e96RAAAJyJwgJX2dScwK8UoxMxq3076j4K6tD+xxock5o+U916fPakbUePPKdQqEJdu93UoqUt2ltlxQod2PtrDRjyR8Un9D1pn2VZGjbqP9q1/et1hRguZXW/QwMG/67Tc4aDYMBZ5nSGTMcAGvKr/Lzc2FxLpgOxXIUBXrfnPkm0JEG7C9my7ym+o1iyMk1nQftyOIJV51xQsDYh0T/FdJYIdVt+Xu5zpkMAANAepuYEFko613QO4EzMyP1wPcuyIULUSBqZn5e73XQQAADO1NScQJKkrZKaX0sBiDDTZi0qSEmryDGdAzjFPklDKXJofyxXYcbjknaYDoHosz3YbRMFDtEpFHImLXp/+gRfZeIS01ki0BpJz5sOAQBAO/qO6QDAmbJtK2A6A9BCT1DgAACIFoUFripJPzedA+gI1dXxXGMgHD1AgUPHoMjBgOy5c/ySfmw6B6LPYv/QA6YzoOPYtiN+8YfnnVVRnrzQdJYI86P8vFz6lAEAokZhgWuhpBdM5wDOhB2iyAERwafaZYIAAIgmj0vaZToE0N6qqxJNRwBOtUoso91hKHIw55+S1poOgeiyyt8vyXQGdCzbdriWzjv3nLKS1I9NZ4kQy/Lzcl8xHQIAgA7wXdU+fAMiUijkoMgBkeBP+Xm5+0yHAACgPRUWuPySHjKdA2hvVRVJTtMZgFN8hwmYHYciB0Oy584JSfqh6RyIHiHbChbZySNN50BnsBzLPjo7p+RYxgLTSSLAN0wHAACgIxQWuHZJesR0DqCt7JAjaDoD0Iyjop03ACB6PSlppekQQHuqqkyilQPCydv5ebnvmg4RzShyMCh77pxXJS0xnQPRYXOgx0bJyjCdA53Fsj5ZOHXmscNd55tOEsb+lZ+XW2A6BAAAHegXkvabDgG0RSjkYDYLwt0D+Xm5x0yHAACgIxQWuIKSvmY6B9CefFVJaaYzAHWCkr5jOkS0o8jBvDzTARAdFvuHHDKdAZ1v5ZLJsw7v706hw+kqVdvGGwCAqFVY4CoX3eEQoYJBOjkgrK1S7XrlAABErcIC1wJJL5jOAbQXX1ViF9MZgDqe/LzctaZDRDuKHAzLnjvnQ0kvms6ByLempm+q6QwwY83yibP27+49z3SOMPOL/LzcPaZDAADQCZ6U9InpEEBrhYJO23QGoAlfy8/LpRAHABALvqPayUJAxKupjs+ybXGdAdPKJT1gOkQsoMghPHxDUonpEIhcQdsKlNhJo0zngDkbVo6dvWd7//m8iZMkbZf0G9MhAADoDIUFrpCkb5rOAbRWMOjgfSvC1Yv5ebl0ywMAxITCAtce1S6DB0Q823a4JLHcGEz7ZX5e7kHTIWIBRQ5hIHvunP2izSzOwMZAr/WSRSeHGLd57chZO7cM/ti2FevrG9+fn5frMx0CAIDOUtdm9mXTOYDWoJMDwlSVpPtNhwAAoJP9WtI20yGA9hAKOShygEmbxATMTkORQ/j4s6RC0yEQmRb5hxw1nQHhYfvGoTO2bRi2yLYVq61VP8zPy/2P6RAAABhwv6Rq0yGAlgoGnZbpDEADfpWfl7vLdAgAADpTYYGrWtK3TOcA2kMw4CwznQEx7cv5ebncm+kkFDmEiey5c0KSviTF7INJnIF1NX3STWdA+Ni1dVDO5jUjC21bNaazdLKgpK+bDgEAgAmFBa5tkn5nOgfQUsGA03QE4FQ7JeWbDgEAgAmFBa7XJL1jOgdwpmr88XT4hSn/zM/L/cB0iFhCkUMYyZ47xyvpj6ZzILIEbIe/zE4cbToHwsvenf3P2bByzArbViy9qfttfl7uatMhAAAw6CHRZhYRIhh00ckB4eZr+Xm5VaZDAABg0DekmJs0hShT7UvgZxgmFEn6tukQsYYih/DzgKS9pkMgcqwP9F4vWUmmcyD8HNjTZ+ra5ePX2bYqTGfpBJslPWg6BAAAJhUWuCpV2x0OCHvBgJP7EQgnL+bn5b5uOgQAACYVFrg2iK5GiHC+qkTbdAbEpLz8vNxDpkPEGm4qhJnsuXPKJH3NdA5EjkXVQ4pMZ0D4Onyg5+RVSydttW2Vms7SgWxJX2TWFQAAUmGB6z1JT5nOATQnGKTIAWHjqKSvmg4BAECYeEjSWtMhgLbyVSbFmc6AmLNI0uOmQ8QibiqEoey5c16WNNd0DkSGDYHeXUyc99iR/2jXtq9rw+rZ+mRJVy1bGKdtm+5s8nNsO6jDB5/QhjXny7uku5YvTtOq5SO0deOt8lVtavG5Q6FqHdr/Z61bda5WLO2lTxZ30RrveO3a9g1V+3aeNr7Gf0DbNt2hFUv7aEVhX23bdKdq/A0X1e3d9SN5l3STvzp6GqocO9xtwopFZ+2xbRWbztJB/paflzvfdAgAAMLItyQxgwBhLRBwOk1nAOp8g1lXAADUKixw+SV9TlLQdBagLaoqkxJMZ0BMCUi6Jz8vlw4iBlDkEL7uk1RpOgTCW43t9JXbCaNNnHv/np/r0IE/q7JipeLj+zY7Phgs16Z1l2rn1nsUDJYpq8cd6tn7q0pNP1cV5Uvlq9rcovPadkCb1l6sXdu/rlCwXF273aTuve6WK667Dh34k9atPEtVletOGB/S5vVXq/jYa8rMulYZXS7RsSMvasuGa2TboZOOXVmxQgf2/lr9Bv1K8QnNf02RpPhY5pjlBVMP2baOmM7SzvZKut90CAAAwklhgeuY6A6HMBcMuFymMwCS3szPy/2n6RAAAISTwgJXoaTfmM4BtIWvMjHNdAbElN/m5+WuMh0iVnFTIUxlz52z0+v2/ETSr0xnQfhaU9NnvWRlmzh3/8G/VXx8XyUkDlNZ6QJtWnthk+N3bv2yyko+1MAhf1L3Xneftj8UqmnReYuOvqrysoVKy7hAI8a8Jcv6tFZr766faP+en+nAvkc0eNjfJUkV5YWqrFiuQcM86tbjDklSQuJg7dv9kCrKlyk1bZqk2uKJ7Vu+oNT0Were8/MtyhJpyoozRhQuOHvb1JlLApalXqbztJMv5+flRvNSHAAAtElhgeuFqTmBmyRdYzoL0JBQ0Mn9CJhWJuke0yEAAAhTP5Z0laRRpoMAreHzJWaazoCYsUa1vythCJ0cwtsjkrymQyB8LfYPKTF17vSM2UpMGi7LspodW1H+iY4deV6ZWTc2WOAgSQ5Hy5bKqvZtlyRlZF56UoGDJHXpeoUkKVDzabMCf/UuSVJK6tT6bcc/Pr5PkvbvyVd11VYNGvrXFuWIVBVlaUOWzju3OhSy9pjO0g5eyM/L/a/pEAAAhLF7pKjr4oQoEQhQ5ADjvpefl7vbdAgAAMJRYYGrWrXLVoSaGwuEE78vIcu2+blFh6uRdEd+Xm616SCxjCKHMJY9d05A0i1i2Qo0YmOgV1fTGVri2JHnJUldu9+kQKBERw8/q/17fqXDB/4mX9WWVh0rKXmMJKm06J3TlpsoKXpTkpSecUH9tviE/pKkyopP6rdVlC+v2zdAklRVuU779zysfgN/poTEQa3KE4kqK1IGLvnwPEcoZO00neUMHBVtuAEAUcSyrCcty7ItyxrUXscsLHAdUu0yeEDYCQWdLatyBjrGAknRXeEOAMAZKixwLZb0qOkcQOtYTknHTKdA1HsoPy93hekQsY6ZE2Eue+6cjV635+uS/mY6C8JLte2srLTjI6JdWEX5MkmSv3qn1nwyUoHA0RP2Wure60saMPh3sixns8fKyLxMXbpeo+Jjr2jtimyld7lAlhWvyvJPVF5WoB69vqIeve+tH5+SOlXJKdnaufVelZctUihYqWNHnlNy6hSlpE6RbQe1Y8sXlZI2Td173dvEmaOLryqpz6IPcg6ec/7CrU5naKjpPG3whfy83EOmQwAAopNlWbMlfSjpJ7ZtP2g0zBmqW7biOkk3mM4CnChIkQPMKZM0Jz8v1zYdBACACPCApCslDTcdBGipUMhR5HSGupnOgai1VNIvTIcAnRwiQvbcOX+X9JLpHAgvq2v6rZeseNM5WiJQc1iStHv7/UpLn6Wxk1Yr++wijRjzjhISh+rwgb9q3+6HW3Qsy7I0dOQL6t3vAfmqNurQ/j/q4L5HVFY6T6npM9S1+82yLNcJ450aNvpVZWRepqIjL6mk6C1lZl2n4aNekWU5dHDf71VVuVqDhj6uYLBY2zbdqU8WZ2r5olRtXn+N/NV7O+R7Eg78vsSei96f3iUYcGw0naWV/l9+Xu6rpkMAABBB7pVEcSDCSjDgjIhrGUSl+/LzcreaDgEAQCQoLHBVSZojlq1ABAkGXGWmMyBqVUm6Mz8vN2g6CChyiCR3S2KtSNRb7B8SMS/Ux5eVSEwapSEjn1NS8ig5nalK73KBho58XpJDB/f/TqGQv9ljhUI+bdt0qw7ue1QDhzymiVN2K3vaUQ0f/V/5q3dp45oLVHTs9ZM+Jz6+j4aOfE6Tpu3XpGn7NGTEPxUX30u+qs3at/tB9en/oBKThmvHli+opOhNDRjymIaMeFaVFV5t3XiDbDt6J/jU+OOzFr4/o1egxrnWdJYWWi/pW6ZDAAAQSQoLXEckfdF0DuBEoZAjwXQGxKTn8vNynzYdAgCASFJY4PpY0i9N5wBaqsYfV2U6A6LW9/PzciNt0mjUosghQmTPnVMk6XZRMYk6mwM9I6bdksuVIUnq0vXy05akSE6ZqITEwQoFy+SrWt/ssfbvyVfR0ZfUd+BD6t7rbsXF95LTla6MzFwNHfm8bLtGu7c3/wzctm3t2Hq3kpLHqWefr8tXtVnFx15Xzz7fUrcedygz6yr1G/AzVZQXqqx0Xpu+7kgRqInLWPj+jAE1ftdK01ma4Zd0a35ebqXpIACA9mNZ1iDLsmzLsp6s+/h5y7KOWJblsyxrmWVZ7kY+7xbLsj60LKu4bux6y7J+aFlWQmPHb+Q48yzLsk/495OqXapCkn5c97nH/8yuG3NX3b/vsiwrt+4YJacc52rLsv5pWdYmy7Iq6v4styzra5Zldfp1WGGB63VJj3T2eYHGBINOihzQ2bZL+rLpEAAARKgfSfrYdAigJap9CQHTGRCVPpD0B9Mh8CmKHCJI9tw5CyT93HQOmOezXeVVdtwo0zlaKjFphCTJ6ezS4P7j20Oh5gssS4rekCSlpc8+bV9yykQ5XZnyV+9UoOZok8c5fODPqihbqkHD/i7LcspXtaH2GKnZnx4vdbIkqaoyUpoctF0w4Epb+P6M4dW++OWmszQhLz8vd4XpEACADjNQtesaDpL0jKQXJI2T9JplWeefONCyLI+k5yQNk/QfSX+SdEzSTyW9bZ24dlXrvSrpqbqP50v6yQl/dpwy9npJc1W7vvtf6zIf90tJkyUtUe1F8NOSUiX9/oTjd7bvS1ps6NzASUJBR6LpDIgpAdUWTJeaDgIAQCQqLHAFJd0iqembrkAY8FUlRm9rZphyWLXLVPCzFUYocog8P5G0yHQImLXC33+DdEY37ztVWsZnJElVVWtO2xcKVavat0WSlJAwqNlj2Xa1JCkQONLgsULB2lU8LEfjS/xW+3Zoz84fqne/HygpeczJxw9Vn3A8X7N5okko6Exe9MH0cb6qhKWmszTgHUmPmg4BAOhQsyX9ybbtc2zb/qZt25+VdJVqr1nuPz7Isqy7JH1O0iuSRti2/Xnbtr9t23aOat8rz5b0lbaGsG37VUlP1v1znm3bD57wZ8cpwy+T5LZt+wrbtr9n2/bNJ+y73LbtMbZt32Hb9vdt2/6ypNGqLXa43bKss9uasa0KC1w1km5SbUEIYJRtO+JsW6xjis7yUH5eLkVeAACcgcIC1x5Jd5nOATTHV5kUMc9OEBFCkm7Pz8vdazoITkaRQ4TJnjsnIOk2Scw+iGFL/EPKTWdojcysaxUX30dFR/6t8rKTn5/v3/OwgsESpaXPVlx8r/rtgUCJqio3yO/ff9L41LTpdZ/3S4VOKEiQpH27H5JtB5ScOkVOZ1qjeXZsvUcJSUPVu99367clJo2WJBUXza3fdrxrRFLy2NZ8uRHNDjkSFn+Qk11ZnhxOxVSHJd1FlST+P3v3HV5ZVS5+/PvOnBlm6L2IwlDsIgYJCKEMChI19i4qmGvv5WfJvRbsGr22q16vJYLdq1dRYxcYhCAQJKAoXQYQpDPUacms3x9rH3I4c1Inyc5Jvp/n2c/J2Xutvd9zcnKy1t7vXkvSnHcN8JHaFSml3wLXAgfVrH4L+Y7czpRS/TBQHybfWXTcNMZZ62cppd802pBSuqrBug3kkRwAjp3OwEbS31e5Fjge8P+qZoO1YxeRNtkfgY+WHYQkSXNBf1+lF29E0iy3+r6lS8uOQXPKx7q72n9XdhDamNlMTailt/PqgY6e15KH6NU8dOXgzjuXHcMdt/2MVbf/DID1628C4N67z+XqKzoBqCzakYcs6wZg4cItWLbvN7jykmdy2cVHsd0Oz2bR4gdx793ncc/dfVQW7cye+3z5AftfdfsprLzyleyw08vY66E996/f7cFdrLrjl9x952lcPPAYttn2ySxYsJR77j6be+/pZ8GCpeyx18jTTd9y0ze4564zeOR+Z1M7kvWSpfuy7fbP4XxBjwABAABJREFU4rabT2bD0L0sXLgVt978LbbYsrXh1BhzWUoLFp274pCDWo8496wtt77nsLLDISc43FhyHJKk6XdhSqnRXd3XAYcARMTmwP7ArcBbI6LRftaSR0yYCSOOfhQRO5BHoHgqsDewRV2R3acxrlH191V6W9sG/xP4f2XFIBXWAJuXHYTmtDvId11tKDsQSZLmkHcDhwGtZQciNbLmvqVblh2D5ozTgRPLDkKNmeTQpFp6O78/0NHzFOBlZceimXXfhkV3rqXy8NLjuPcibrvl2w9Yt3btP1h7yz8AWLzZnvcnOQBss+3RPPKxZ/Ov6z7GXatOZWjoThYt2pWddnk1uz3kP1i8+EHjOu7izXbnUfufx43Xf4o77/g1t958MrCBRYt2Y4edXs6uu7+TpZs/omHddWuv558r382uu7+Tzbds2Wj7sn2/xnVXb8mq239BSuvZdvunscdeX2CECyhzXCzs/+PBbQe09f9xm+3uOqLEQD7U3dX+qxKPL0maOatGWD/I8Ah02wEB7AR8YAZiGkvDJLyI2BboB/YiJ0J8izxFxCCwLXk0is1mJMKRdQFtFAkkUikS65iPTW3NlA3Acd1d7deVHYgkSXNJf19lfWvb4AuBAWCbsuOR6q1ZvWS7smPQnHAT8JLurnanWZylTHJobm8ADgYeVnYgmjkXrN/zMoiDxi45vXbf4/3svsf7J1Rn8y32Z59H/HBcZXfc+Xh23Pn4htsWLdqJhyzrfkASxXgs3mx3Wg6+dcTtlcq27PXQb05on3NbxAV9Bx2x/xP+fMb2O95xZAkB9JLnVpckqerO4nEgpXTAOOtU794dqe+z7SbEM9KUD68kJzh8MKV0Yu2GiDiEnORQqv6+ymDNickdyo5H81Mi1oUzp2j6vL+7q/3XZQchSdJc1N9Xubq1bfBVwP+WHYtUb93axTukxIaI+2+YkCZqAznBwRGmZzH/wJtYS2/n3cAzGPmuN81B567bq37uaWlaXXTO44+85cadVszwYa8kDyvrWW9J0v1SSvcAfwMeHRHbj7PaHcXjQ+o3RMTWNE4YrmbpL5xwkNm+xeP/NdhWRuJgQ/19leuAlzNysoY0rVKKtWXHoDnrp8DHyg5CkqS5rL+v8iPgi2XHIW0sFgK3lR2FmtoHu7vaTys7CI3OJIcm19LbeRnwAvLQt5oHrh7cadeyY9D8c/H5+y+/8Z+7rpihw90LPKu7q/3OMUtKkuajzwCLgZ5iWogHiIjtIuL+UR5SSncDlwJtEfGomnILi30tbXCM6smQPSYZ48ricXldbC3kaSJmjf6+yq+AT5Udh+anlGJ92TFoTroEON6EaUmSZsTbAC8EatbZsGHBqrJjUNP6FfCRsoPQ2ExymANaejt/T25MaI67e8Nmt69jodOTqBSXXPiY5f9c+eAzZuBQr+juav/bDBxHktSEUko9wJeBZwJXRcT3IuITEfHViPg9cCPw6rpqnyKPytBXlPsCcCFwGHBRg8NcBlwPvCgivh4R74uI90bEnuMM81vA7cDnIuInEfHJiPgJcC4wG4dO/w/g9LKD0PyTNoTJ+ppqd5ETpu8uOxBJkuaD/r7KIPB88qis0qwxNFixPajJ+Dvw4u6u9g1jllTpTHKYI1p6O78IfKXsODS9/rx+z8shouw4NH9dcfEjjrzmyj3/mNK0DWv96e6u9h9N074lSXNESukNwNOBPwFHA28nT+O2DTmh4XN15XuAVwI3AMeTR0I7G2ijwdRvKaUh4NnAWeQTdh8EPgzsNc74bgAOB35JTqR4I7An8HrgPeN/pTOjODH5XHJyhzRjUlrgSA6aSok85d3lZQciSdJ80t9XuZ3cP3NUVs0a69ctWlN2DGo6twFP7+5qv6vsQDQ+kZKj980VAx09FeC3wBPLjkXTo/vuY8+4cnCXWTOPs+avPfa9um/vh1/1hIhJz1XeyGnAk7u72ofGLClJkqZca9vg3uTRJnYsOxbND4c86azzlixdc1DZcWjO+FB3V/sHyg5CkqT5qrVtsB3ohSk9XyhNyv4HX3DG9jvd7rUUjdd64JjurvaZGMlaU8SRHOaQlt5Oh4aa464Z3GH3smOQAK69cq+2K/728PNSYqruvrsUeJ4JDpIklae/r/IP8jQg3vGiGbFhKGz7aar8FDix7CAkSZrP+vsqvwHeVXYcEsCa1Uu8w1sT8QYTHJqPSQ5zTEtvp0NDzVF3blhyy3oq+5Ydh1R1/cqHHHLpRY8aSIm1m7irm4CndHe13zEVcUmSpMnr76ucDZwA0zY1lXS/DRsWOM+ppsKfgOO6u9r93pIkqWT9fZXPAD1lxyGtuW/porJjUNP4fHdX+9fKDkITZ5LDHNTS23kp8ELAu2LmkPPXLXOEDs06N/7zQQf97YL9/pYS901yF/cCHd1d7SunMCxJkrQJ+vsqPwTeV3Ycmvs2DC00yUGb6grgGd1d7avLDkSSJN3vdcBZZQeh+W31fUuXlB2DmsJvgXeUHYQmxySHOaqlt/O3wNvLjkNT57x1e03VtADSlLrlX7sc8Jf+x12REndPsOoQ8OLurvbzpyMuSZI0ef19lY8C3yw7Ds1tQxsWeOe9NsUt5BHhbi07EEmSNKy/r7IOeA5wddmxaP5ac9/SLcuOQbPexcALnUK7eZnkMIe19HZ+Afhq2XFoalw3tP1Dyo5BGsntN++4/4XnHHBtSqyaQLW3dHe1/2K6YpIkSZvsNcBpZQehuWvD0EKTHDRZ9wFP7+5qv6rsQCRJ0sb6+yq3AE8mT1Mrzbg1q5dsX3YMmtWuA9q7u9rvLDsQTZ5JDnPfG4Fflx2ENs0dGza/aZCFe5UdhzSaVbdt/+gL+g68KSXGcyfVf3Z3tX9p2oOSJEmT1t9XWQ88F7i07Fg0Nw0NmuSgSdkAvKS7q/3csgORJEkj6++rXAm0A15E1Ixbt3bx9inh9Hhq5Hbg2O6u9uvLDkSbxiSHOa6lt7N6YvLMsmPR5J23btmVZccgjcddq7Z9+PlnHnxnSqNmaf8YeOdMxSRJkiavv6+yCngqcHPJoWgOGhpaGGXHoKb0lu6u9p+VHYQkSRpbf1/lQuDpwOqSQ9G8EwuB28qOQrPOavKIcJeUHYg2nUkO80BLb+dqoAO4oOxYNDnnr1tmxqGaxj13bbXPeWccsmbDhmiUCXkq8NLurnbv2pMkqUn091WuJt+BdUfZsWhuMclBk9Dd3dX+xbKDkCRJ49ffVzkTeAEwWHYsml82bFiwquwYNKusB57X3dV+dtmBaGqY5DBPtPR23kU+MelQs03on0Pb7VF2DNJE3HfPFnuee/qhbNgQ19Ss/hPwzO6u9rVlxSVJkianv68yQJ5T16FmNWWGBheWHYKay393d7W/u+wgJEnSxPX3VXqBTsAbnzRjhgYrd5Udg2aNBJzQ3dX+q7ID0dQxyWEeaentvAU4BrhmrLKaPW4d2uKGIRbuWXYc0kStWb1093NOa9tsw9CCq4ALgad2d7XfW3JYkiRpkvr7KucDTwHuLjsWzQ1DgxWzHDRe3wLeUHYQkiRp8vr7Kt8G3lZ2HJo/1q1btKbsGDRrvKm7q/17ZQehqWWSwzzT0tv5T+Bo4IayY9H4nLdu73+UHYM0WWvXLNn1T6cfehPw5O6u9lVlxyNJkjZNf1/lT8DTABMXtcmGhhZ6TkLj8X9Ap1PeSZLU/Pr7Kp8HPlJ2HJof1q3ZzClSBPCe7q72L5UdhKaeJxTmoZbeziuBJwI3lh2Lxnb+egdxUFO7bN2aJc/t7mq/pexAJEnS1Cjm1H0GsLrsWNTchgYXOpKDxvJz4MXdXe1DZQciSZKmRn9f5X3AF8uOQ3PfmvuWlB2Cyvee7q72T5YdhKaHSQ7zVEtv52XAk4Cby45Fo7thaNtlZccgTdKVwBP7+yomVEmSNMf091VOA54FrC05FDWxocGFlbJj0Kz2S+D53V3t68sORJIkTa3+vsqbgP8qOw7NbatXL7W/Mb+9e64nOETEioiY0Ih3EXFCRKSIOGGawpoxJjnMYy29nX8nT11xW9mxqLGbhra6bgMLHlx2HNIk/AM4qr+v4tQ4kiTNUf19ld8BzwXWlR2LmtPQkEkOGtFvged2d7X7/SJJ0hzV31d5M/C5suPQ3LXm3qVLy45BpXl3d1d7d9lBlCEilhdJDCeWHct0M8lhnmvp7fwrOdHhjrJj0cbOXbf3yrJjkCbhGvIIDv8sOxBJkjS9+vsqvwReAHintSZsaLBikoMa+S3wrO6udkeKkSRpjuvvq7wN+EzZcWhuWr166ZZlx6BSvGseJTi8HHjkBOv8tKjz06kPZ2aZ5CBaejsvBJ4I3FRyKKpzwbo9/RtVs7kMOLK/r3JN2YFIkqSZ0d9X+RnwEmCo7FjUXIaGFi4qOwbNOj8GntHd1b6m7EAkSdLM6O+rvAOY00PKqxxrVy/ZruwYNOPe1d3V/qmyg5gpKaVrU0qXTrDOnSmlS1NKd05XXDPFC6gC7k90aAOuKjkU1fjXhq33LjsGaQL6gcNMcJAkaf7p76v8mDx1xeqyY1HzGBpasLjsGDSr9AAvmstTVMz3OXMlSRpJf1/lPcD7yo5Dc8u6tYt3SIkNZcehGfPOmUhwiIhlRfv8pIh4REScEhG3R8S9EXFWRDy5QZ3NIuI9EfHXiLgvIu6KiDMj4gUjHOMZEXFqRPwrItZGxA0RcUZEvL6u3AP6FxFxEnB68fQDRZzVZXlR5gH9i4hYEhGrIuLmiGg42mJE/HdRp6Nu/SOK9+G6iFgXETdFxPci4uHjfT83hUkOul9Lb+dV5ESHgbJjEdwwtM3KxILdyo5DGqffk6eouLXsQCRJUjmKER2OwanwNE5DQwtNclDVZ4BXdne1z7sRYebTnLmSJI2mv6/yEeDtZcehuSQWALeVHYWm3RDwb91d7Z+e4ePuBfwJ2B74H+BHwOOBX0fEC6uFImIxeUq+jwMV4EvAt4GHAT+MiI/V7jQiXg38DHgU8AvgP4FfAUuBV4wR0ynAycXPZwAfrFlWNqqQUloD/BDYCXhK/faI2Ax4IXk2gN/UrG8HLgCOI98A+zngVOA5wHkRccAYsW4y57/UA7T0dt400NFzJPkP4YklhzOvnbN27+uAZWXHIY3DD4Dj+/sqc/aOK0mSND79fZW+1rbBw8kd3weXHY9mtw1DCzcrOwbNCu/v7mr/cNlBzJCXA5tPsM5PgXOAf019OJIkzS79fZXPtrYN3gN8BW/S1RTYsGHBHQsXbtip7Dg0bVYDL+zuav9FCcc+Avh0Sumd1RUR8UVy4sNXIuLXKaW7gHcARwK/Bp6RUhosyn4QOA/oiojelNLZxW5eA6wD9k8p3Vx7wIjYcbSAUkqnRMQq4HhgRUrpxHG+lpOAVxf16t/LZwDbAZ+piX074PvAfcARKaW/18T4GHL/5evAtCY6+E9CG2np7bybnK3zo7Jjmc8G1u+xsOwYpHH4L+AlJjhIkqSq/r7K34BDgb+PVVbz24ahBSY5zG8JePM8SnCY93PmSpI0Hv19la8Bz8ep8DQFBtdX7ik7Bk2bO4Anl5TgAHAn8KHaFSml84HvAtsCzy5Wd5L7Pm+vJgkUZW8Gqn2hV9btexBYX3/AlNK0jKSdUvoTcDnw9IjYvm7z8cXjyTXrXk5+jR+oTXAo9nUx8DWgJSIeNR3xVpnkoIZaejvXAS8iD5uiEty8YeuHlh2DNIb39/dV3tzfV5nQnLKSJGnu6++rXAccBpw9VlnNX0NDC5eUHYNKMwSc0N3V/l/TfSDnzH3A+lLnzJUkabz6+yo/IY80fUvZsai5rV+3yGSZuel64IjurvazSozhgpTS3Q3WrygeWyJiK2Bf4IYRkp1Pq5atWfdd8uhvf4+Iz0bEsyJiJkYjORlYTL42DEBE7AIcCwyklP5SU/aQ4nH/iDixfiFPxQHwyOkM2CQHjailt3NDS2/nG4H3lx3LfHPt4HZXJWbkS0uajA3Aa/v7KvPmjitJkjRx/X2VO4Cj2XioQ6kQC1NicOxymmPuAjq6u9q/NcPHdc7ckufMlSTNPUXyXIqIZVO97/6+yjnkC2lXTPW+NX+sW7uZ/Y2551Lg0O6u9otLjuOmEdbfWDxuUyww8tRz1fXbVleklD5DHj3hGuDN5OnrboqI0yPiwE0JeAzfIl/7Ob5m3XHkPtHJdWV3KB5fBXygwfLUYvuW0xUsmOSgcWjp7fwweS6WobJjmS/OWbfP9WXHII1gLfD8/r7K/5QdiCRJmv36+yqryUM0fqPsWDRrrSk7AM2oa4C27q7234xZcuodAXw9pXRESqkrpXQCcDj5RN5XImLrolztnLn7pZTemVJ6A7AfOf6uiDi0Zr+1c+a+OqX07ymlV6aUDqJBEkKtlNIp5PlvoZgzt2ZZOUrVap3jG2yrzpn73RHmzN0/pfSclNK7UkovAQ4EFpLnzJUkNbGIWF4kHJxYdixTpb+vchU50cER4jQpa+5bWnYImlrnAod1d7VfW3YgwC4jrN+1eLyzWGrX1dutpuz9UkrfSik9gZxM8DTyOZUjgN9O16gOKaV/kkeWOCgiHlGsPp48bcb36opX490/pRSjLPXJEVPKJAeNS0tv59eA5+EJqBlx0fqHLC47BqmBu4D2Yrg4SZKkcenvqwz191VeCXy07Fg0K9nHnD/OBQ4u8Y4r58wtec5cSZImo7+vchvwJODHZcei5rP6vqUNp/dSU/oBcFR3V/ttZQdSOKCYjqLe8uJxoJjO4ipg94hoNEX9UcXjBY0OkFJalVL6VUrpVeRE5+3JyQ6jqd6wvnCMco2cVDweHxGPAx4L/DqlVD910DnF4+GTOMaUMclB49bS23kK8GScB2tapUS6ZcOWDxu7pDSjLgMO7u+rrCg7EEmS1Jz6+yrvBV5LgwuBmsdSrCs7BM2I/wWWd3e1jzSk60xwztyS58yVJGmy+vsqa4AXAJ8uOxY1l9X3LV1SdgzaZAl4X3dX+4u7u9pXlx1MjW2A99euKKaTOI6cYP3TYnUPEMCnImJhTdkdgffVlKmuPyoiosHxdi4e7xsjrmoSyB7jeA31fkK+2fWlwAnFupMalPsmsAr4QEQcVL8xIhZExPJJHH9CTHLQhLT0dp5JnrOyv+xY5qqVQztcARvdiSGV6efAQf19lUYn+SRJksatmPLqKIbnqNQ8l/Iw/5rbPga8qLurvexRO5wzt+Q5cyVpLomIZcXUECcVP/8gIm6NiDURcX5EdIxQ78XF/4hVRdlLIuK9EbHZSPsfYT8rIiLVPD8JOL14+oGibnVZXpQ5oXh+QkS0F/u4s24/z4qI70TE5RFxb7H8OSLeHBGlXk/q76uk/r7KO4E34NTaGqc1q5dsPXYpzWL3As/t7mr/SNmBNPBH4JUR8ceI+HjxPXwm+dr7a1JKdxXlPg2cBTwTuCgiuiPii8DfgGVAd0rprJr9/hS4LiJ+HBGfjoj/jIjzgA7gz8AfxojrMuB64EUR8fWIeF/xf2bPsV5QSmk18CPgwcDryQkTv2xQ7jby6P9LgHMi4vcR8bki6fvHwHXAtE9RaJKDJqylt/M68hAkztc4Dc5Zt89IJ1OkmZaAE4Fn9fdV7hqjrCRJ0rj091X6yInTfyo7FpUvOZLDXLYOOKG7q/0/urva05ilp59z5pY8Z64kzVF7AueRL1R9G/gh8BjgZxFxVG3BiOghf0fvC/wf8CXgdvJ0SL+JiE0ZVv8UhpPczgA+WLOsrCv7PKAXuBv4ShFz1SeAA8jTTP0XOaluS+DzbJxEV4r+vsqXgXZgWqaF0tyydvWSbcuOQZN2LdDW3dX+0zFLluNq4FDgDvKolS8gTzvx1JTS/d+rKaV1wDHAfxSr3kRut18BvCSl9O66/b6HfKP5AeREg1cAi4B3A0ellEYdHTOlNESeiu8s4Pnk/wMfBvYa5+s6qXhcBHy/iL/RcU4lT2fxZfL/wNcC/0b+H3gaNSPOTRfnotGktPR2rgVeNdDRcy7wRWCzMaponC5a/2CHT9JscBfw0v6+yi/KDkSSJM09/X2VG1rbBpcDnwNeV240KlPaEOsnNVOoZrsbgBd0d7X3lR1IjQMiYqsGU1YsLx4HUkp3R8RVwN4R8dCU0hV1ZcecMxf4FfCr4m7XTnKyw/+NEtemzpl7NHnO3B+STzL+fIQ5c59LvmHlL0iSptJy4MSU0gerKyLie+Q7WN9JMbpCRJxAvlD1U+C44m7ZavkTySPrvIGcTDBhKaVTImIV+cLZipTSiaMUfyr5Ilyju2yfllK6qnZF8T/tm8DLI+KLKaVzJxPjVOrvq/yhtW3wAPL/2Nay49HstW7t4h1SYijCXkeTORt4dndX+81lBzKalNIl5BEaxiq3hjzC3cfGUfYr5AS08Rx/+Qjr+4EnjbDtJBpPQVHdfhZ5eo3xHH8l8MbxlJ0OjuSgTdLS2/l1cif5urJjmQs2JDbcvmGLR4xdUppWl5CnpzDBQZIkTZv+vsq6/r7K68kXAdeWHY/KkdKCwbJj0JQ7DWiZZQkO4Jy5qyh5zlxJmqOuAR4wjHpK6bfkO5Brv3PfAgwCnbUJDoUPk/8fHDeNcdb62QgJDtQnOBTrNjCcfHHsdAY2Ef19leqI0/9TdiyazWIBecQUNY9vAkfN9gQHlc+RHLTJWno7+wc6eh4P/AB4YtnxNLN/DO10GcQjy45D89opwMv7+yr1dzdJkiRNi/6+yjdb2wb/Sr5Y95Cy49HM2rAhRh1qU00lkYe4fl93V/tsnCe7OmfuwUAfeeqJF9J4ztynMDxn7q+AzclDve5M4zlz74mIc8jDgQf5gksrE58zdz35YlkCvp1Suma0iiml1RHxI/KwsKPOmRsRzytiPSciTiXPAZzI37uHkKfacGRJSZq4C4uhwetdR/5+JSI2B/YnT6/w1sa5cawFZuq88HkjbYiIHcgjUDwV2BvYoq7I7tMY14T191XWAq9tbRs8B/hv/F+mBjYMLbh9YWXDtEwhpim1GnhDd1f7N8sORM3BJAdNiZbezlsGOnqeTD6h8f/KjqdZ/WntPjczc41ZqdYG4ETgI/19ldkwX64kSZpH+vsq57e2DT6ePB/wUWOV19yxYcOCDWXHoCmxCnhZd1d7b9mBjOJq8jyxnygeNyNPO/Gh4o5bIM+ZGxHHAG8HXkKeM3cQuAh4a0rp+3X7fQ/5rtYDyBeE1pATFd4N/Pd45syNiGcXcT0f2IqcKHFWsZ+xnEROchhzztyIeCz5nM2x5ESMdeSpRU5j9Ck1JEkjWzXC+kGGR9LejvzdvhN5Woqy3dhoZURsS54Hfi9yIsS3yHfADwLbkkejmJXTVvf3VU5qbRu8iPz/bLzzzmueGBys3LOw0rCJpNnjEvJ0dxeXHYiah0kOmjItvZ1DwDsHOnrOIw/duGXJITWdv67fffOyY9C8dCdwXH9fZaM7fiRJkmZKf1/llta2wWOATwFvKzsezYy0YcFsvONfE3MB8Lzurvaryw5kLM6ZW+6cuZI0j91ZPA6klA4YZ51qIuhI13C23YR4RrrB6ZXkBIEPppROrN0QEYeQkxxmrf6+ykBr2+CBwHfIozJJAKxft2jNZktMcpjFvgO8trur/d6yAxmPok09rva3pteCsYtIE9PS2/kj4GDg8rJjaSYbUgytSps/vOw4NO+cCTzOBAdJkjQb9PdVhvr7Km8n383svKnzwNCQSQ5N7utAWzMkOEiSVJaU0j3kaYIeHRHbj7PaHcXjRtO5RcTWwMMa1Km2qxZOOMhs3+Kx0eg+R05ynzOqv69yO9ABvJ88AoXE2jVLnCJvdloNvLK7q/1lzZLgoNnFJAdNi5bezr8Djwe+WnYszeLywZ0vhdi67Dg0b6wjD5+6vL+vsrLkWCRJkh6gv6/yY2A/4LdjlVVz27BhoVOlNafbycPJvqq7q31N2cFIktQEPgMsBnqKaSEeICK2i4j7R3lIKd0NXAq0RcSjasotLPa1tMExbise95hkjCuLx+V1sbUAXZPc54zr76ts6O+rfBg4DLii7HhUvjWrl3jX/exzGXBwd1f7N8oORM3LJAdNm5bezntaejtfQx4a6vqy45ntzlm3zy1lx6B542LgoP6+Snd/X8U5kCVJ0qzU31e5ob+v0g68Abiv7Hg0PTYMLbA92nx+B+zX3dX+o7IDkSSpWaSUeoAvk6dNuioivhcRn4iIr0bE74EbgVfXVfsUeVSGvqLcF4ALyRfvL2pwmMvI5+FfFBFfj4j3RcR7I2LPcYb5LXIi4+ci4icR8cmI+AlwLvDrib3i8vX3Vc4FWoD/KTsWlWvNfUsXlR2DHuCrwIHdXe1/LTsQNTeTHDTtWno7fwM8hjyvjkbwt/UP2rLsGDTnJXKm94H9fZVGHSFJkqRZp7+v8mXyycnzyo5FU29oyJEcmshq4E1Ae3dX+w1lBzNeKaWVKaVIKZ1QdiySpPktpfQG4OnAn4CjgbcDzwC2ISc0fK6ufA/wSuAG4HjgBcDZQBuwqsH+h4BnA2eRp3/7IPBhYK9xxncDcDjwS3IixRuBPYHXA+8Z/yudPfr7Kvf291VeS37fbyo7HpVj9X1Ll5Qdg4D8XfaU7q7213R3td9TdjBqfpGS5xM0cwY6ep4DfAXYqexYZpPBFOtfv+ql6yC2KDsWzVnXAif091VOLzsQSZKkyWhtG6wA/wG8F6iUHI6myKNa/nrGLrvf1BRzPM9z5wMv7e5qv6zsQCRJkiajtW1wJ+Br5NE0NI9stc2dVxx4eP9Dy45jnvse8MburvY7yg5Ec4cjOWhGtfR2/gR4NPDTsmOZTS4b3PVSExw0jb4DPNYEB0mS1Mz6+yqD/X2VDwKHkofi1RwwNLSw7BA0uiHgI8ChJjhIkqRm1t9XuaW/r/Is8ugY3kU+j6xds2S7smOYx24Fnt/d1X6cCQ6aaiY5aMa19Hbe0tLb+RzgZTQYVms+OmfdPreVHYPmpNuBF/T3VV7W31e5s+xgJEmSpkJ/X6WfPH3Fl8jTcamJDQ2a5DCL/Q04rLur/X3dXe3ryw5GkiRpKvT3Vb4B7A/8sexYNDPWrV28fUoMlR3HPPRz4DHdXe0/LjsQzU0mOag0Lb2d3wEeA/ym7FjK9vf1u21ddgyac04B9uvvq/yo7EAkSZKmWn9fZXV/X+WNwLHAP8qOR5M3NLTQ8xKzzxry1DAt3V3t55QdjCRJ0lTr76v8A1gO/BvgDYhzXizA3/NMugV4eXdX+zO7u9pvKjsYzV2Rkje+qHwDHT2vBj4FzLuL/YNpwbrXrzpuCGJp2bFoTrgSeHN/X+XXZQciSZI0E1rbBpcA7wHeDSwpORxN0B77XN23zyOvais7Dt3vD8Bru7varyo7EEmSpJnQ2ja4I/naxAklh6JpdET7aZcvrGx4WNlxzHEJ+Drwnu6u9tvLDkZzn0kOmjUGOnp2AT4GvAKIksOZMX9Zt/tFX7z3SfuXHYea3mrg40B3f19lbdnBSJIkzbTWtsG9gS8ATys7Fo3f7suu+9PDHnPZIWXHIW4B3t7d1f6dsgORJEkqQ2vb4JHAV4BHlB2Lpt6hR//x/M2WrDuw7DjmsL8Ar+vuaj+77EA0fzgspGaNlt7Om1p6O/8NOAj4U9nxzJQ/rdtnVdkxqOn9HHhUf1/lwyY4SJKk+aq/r/KP/r5KB/AsYGW50Wi8hgYXVsqOQXwTeKQJDpIkaT7r76ucAewPvI88fZfmkPXrFvs7nR73Au8EHm+Cg2aaIzloVhro6AngOOCTwINKDmdavW3VCy+6N23mSA6ajH+Qp6b4ZdmBSJIkzSatbYNLgf8gn2xZXHI4GsVOu9008JjH/7Wl7DjmqYuAt3R3tZ9RdiCSJEmzSWvb4L7Al4Fjyo5FU+OxBw2cscPOtx1ZdhxzzM+AN3V3tV9XdiCan0xy0Kw20NGzJfnk5NuAzUoOZ8qtSwtXv3HVSxZCeOJVE7GGnAD0if6+ihmokiRJI2htG3wo8EXgyWXHosa23+nWv+x/8IWPLTuOeeZf5DsUv9nd1b6h7GAkSZJmq9a2wecCnwD2LTsWbZqH7XfJGbvveb1JDlPjYuCd3V3tvyk7EM1vJjmoKQx09OwDfAZ4RtmxTKU/r9vjgv+5d/kBZcehpvJL8ugN/yg7EEmSpGZRnJz8LPCQsmPRA22z/R2XHnDon533eGasBv4T+GR3V/s9ZQcjSZLUDFrbBhcBrwXeD+xYcjiapD32Wdm3zyOvbCs7jib3L/LfwTe7u9qHyg5GMslBTWWgo+fJwOeBOXES7Ev3LF9x0fo9lpcdh5rC+cB7+/sqvy07EEmSpGZUTGHxZuDdwHYlh6PCllvfdVXrEeftU3Ycc1wCvgt0dXe1/7PsYCRJkppRa9vg1sB7gLcCS8uNRhPlNHmb5F7g08Cnurva7y07GKnKJAc1nYGOngrwRvI0Fk2dOfmWVS/66+q0eL+y49Cs9lfg/f19lVPKDkSSJGkuaG0b3I6c6PBmPDlZuqVb3HvtE4760x5lxzGHnQm8vbur/fyyA5EkSZoLWtsGHwx8GHg5sKDkcDROW21z1xUHHn7eQ8uOo8lsAE4C3tfd1X5DybFIGzHJQU1roKNnS+D1wDuAnUsOZ8LWpsq9b1r14sUQi8qORbPSZcCJwA/7+yp+UUuSJE2x1rbBB5GH2vw3oFJyOPPWZkvW3HTo0WftUnYcc1A/8MHurvZflh2IJEnSXNTaNvhYoBs4tuxYNLZFi9feetiTz2zqm2Zn2C+A/+juav9r2YFIIzHJQU1voKNnc/KcWO8Cmubk2Hnrlp3/9XuPOLDsODTrXA18CPh2f1/Fea0kSZKmWWvb4D7Ae4GXAQtLDmfeqSxat+rwY/+4bdlxzCHnAyea3CBJkjQzWtsGnwS8Dziy7Fg0mrRh+dNO3RBhgvsYfgZ8qLur/YKyA5HGYpKD5oyBjp6lwKvJQ8/uVnI4Y/rC3U9ccfHgg5eXHYdmjeuBjwDf6O+rrC87GEmSpPmmtW3woeSTky/BZIcZs2Dh0Oojn3K604Zsuj+Tkxt6yw5EkiRpPmptG2wjT7H9lLJjUWPLn/aHmyKa50bZGZSAU8jJDReWG4o0fiY5aM4Z6OhZArySnOzw4JLDGdGb73jR39aw+NFlx6HS3Qx8HPhKf19lTdnBSJIkzXetbYMPJyc7vAiTHWZASkd1nBplR9HELiAnN/yi7EAkSZIErW2DB5CTHZ4N2M6dRY5oP+2yhZUNDy87jlkkAT8BPtzd1X5R2cFIE2WSg+asgY6exUAn0AXsUXI4D7A6LbrrLatetAWEJ03nr0uBLwAn9/dV7is7GEmSJD1Qa9vgnsCbyAnU25Qczpy2/Gl/WBfB4rLjaDKnA59x5AZJkqTZqbVt8FHkaxMvxuTpWeHQo//4582WrHt82XHMAoPAj4CPd3e1/7XsYKTJMslBc95AR88i4ATgXcC+5UaTnb127/6T7justew4NOMS8Fvgc8Dv+vsqfgFLkiTNcq1tg1sCrwDeAuxTcjhz0vKn/eGuCLYuO44msA74AfBZh5GVJElqDq1tg3uTR50+Htis5HDmtdYjzjlry63vOazsOEp0B/BV4IvdXe3/LDsYaVOZ5KB5Y6CjJ4BjgNcCz6DE7MnP3n30GZcMPujIso6vGXcvcDLwhf6+ymVlByNJkqSJa20bXAB0AG8Dlpcbzdyy/Gl/uCWCncqOYxa7DfgK8KXurvZ/lR2MJEmSJq61bXAn8ihxrwH2LDmceemxBw2s2GHn25aXHUcJLgc+D5zc3dV+b9nBSFPFJAfNSwMdPbsDryqWB8308d90x4svWcuiR870cTXjrgG+CHy9v6+yquRYJEmSNEVa2wYfB7yVPPSs0yxsoiOfeur1Cxak3cuOYxa6lDwK3Le6u9pXlxyLJEmSpkBN8vTrgScDUW5E88fDHnPJGbsvu34+3Xx6KvBZ4FfdXe1eDNacY5KD5rWBjp4K8HTgdcDRzECD4t4Ni1e97c4Xbg2xYLqPpdKcSc6MPKW/rzJUdjCSJEmaHq1tg7uQT06+Fti55HCa1pFPOfXqBQvTXmXHMUusBX4CfAM4zZORkiRJc1dr2+C+5GsTrwC2KzmcOe8he6/s2/dRV7aVHcc0uw34DvD17q72i8sORppOJjlIhYGOnoeSh4p6BbD9dB3nzLUPPffb9x1y8HTtX6W5mTw/7kn9fZWBsoORJEnSzGltG1wEPAV4OfmuLOfanYAj2k+7bGFlw8PLjqNkF5ITG77b3dV+R8mxSJIkaQa1tg0uJY8S9wbggJLDmbN22vWmCx5z4F/n4vu7AfgDuT/xs+6u9rUlxyPNCJMcpDoDHT1LgBeQ78Y6ZKr3/+m7n3zG5YO7zqchkeay+4BTyJmRv+/vqwyWG44kSZLK1to2uB25P/Fy4NCSw2kKhx+74uLKosHHlB1HCVYB3wO+0d3VfkHJsUiSJGkWKKbGezk56WHXcqOZW7ba5q4rDzz8vH3LjmMKXQN8E/hmd1f7tWUHI800kxykUQx09OwLPA94PlOUQfmGO15y+XoqD5uKfakUQ+SsyO+Qp6O4p+R4JEmSNEu1tg3uA7ysWPYuOZxZq+2YMy5cvNn6x5UdxwxZT+5PfA/4v+6u9tUlxyNJkqRZqLVtcCFwDLkv8Sxg81IDmgMWLV5322FP/uMOZcexie4Efg58Gzi1u6t9Q8nxSKUxyUEap4GOnr0ZTng4cDL7uGvDZrf9vztfsD1ETGlwmgl/Jic2fL+/r3JT2cFIkiSpubS2DbaR78h6AbBtudHMLocefeb5my1ZO6k+VpOoJjb8CDjF6SgkSZI0Ea1tg1sATwdeRJ4mb3G5ETWrlJY/7dShCCplRzJBd5ETG/4X+J3TUUiZSQ7SJAx09CwjJzw8Dzh4vPVOX/Pwc76/+uAnTFdcmnKXAv8HfKe/r3Jp2cFIkiSp+bW2DW4GtAMdwNOA3cqNqHxPeOJZ5y7dfM24+1VNwsQGSZIkTbnWtsFtgWcDzwGeBCwtNaAms/xpf7gpgl3KjmMc7mY4seG3JjZIGzPJQdpEAx09ezCc8PAEYMRRGj55V/sfrxra+YiZik0Tth74I9AL/KK/r3JVyfFIkiRpDmttGwygheGEh1ZG6U/MVQcdefbZW2x136FlxzEF7gROBX4B/MzEBkmSJE2n1rbBJcBRDPcn9iw3otnviPbTL11YGXpE2XGM4DrgN+TrEyY2SGMwyUGaQgMdPQ8mNyiOBp4IbFe7/fV3vOSqQSr7lBGbRnQ98Hvgl8Dv+vsqd5UcjyRJkuap1rbBnYGnkk9QPhnYutyIZsaBh5975lbb3H142XFMQgIuIJ+I/C3wp+6u9sFyQ5IkSdJ81do2+GiGEx4OBRaWG9Hsc+jRfzx/syXrZstUeeuAM8n9iV93d7X/reR4pKZikoM0TQY6ehYAjycnPBy9asPSh73rzuc/uOSwBKvJozX8lpzUYMNBkiRJs05r2+Ai4HDyScp24BHM0VEeWg7t/+O229/ZLCPe3QL8jnwi8nfdXe03lxyPJEmStJHWtsHtgGPJfYnDgb3LjWh2aD3inL4tt76nrcQQ/kG+NvEb4LTurvZ7SoxFamomOUgz5DXLr1pywfo9DwGOKJYnAJuXG9W8cAtwbrGcDfT191Uc5kmSJElNpbVtcHvgEPIdWYcCBzFH+hP7H3zBGdvvdPuRZccxgn8AfTXL37q72j2RIkmSpKbS2jb4IOAwcsLDYcBjgQWlBlWCx7YOrNhhl9uWz9DhNgB/Ac6qLt1d7dfP0LGlOc8kB6kkxZ1ZBzKc8LA/sFepQTW/tcAAcA5FYkN/X+XqckOSJEmSpl5r22CF3Ic4tGbZo9SgJukxB160Yqddb1ledhzAevL0E9WEhrO7u9pvLDckSZIkaeq1tg1uQ+5DVBMfWoElpQY1Ax72mEvP2H3ZP6crwfo+4DyGkxr+1N3V7vTY0jQxyUGaRVrbBrcmn6isLo8DHsM8aFxM0hUMj9JwLnBRf19lXbkhSZIkSeVobRvcnXyi8hBgP+CRwO6lBjUOj2y5+Ixdd79xpkdyuAv4K/nOquoy0N3VvnqG45AkSZJK19o2uJjcf3hs3bJrmXFNtYfsfc3Z+z7qikOnYFc3ARcWy0XF4+XdXe1DU7BvSeNgkoM0y7W2DS4EHsZw0kM1AWK3EsOaSXcBl5MTGi6vWa7o76vcWWZgkiRJ0mxXJFI/gnzCsro8ijyK3MISQ7vfw/e75IwH7Xn9dCU5rCVPOXExNQkN3V3tK6fpeJIkSdKc0do2uDMbJz48AlhaZlyTteOuNw/sd+BfWiZQ5TbgymL5K0ViQ3dX+03TEJ6kCTDJQWpSrW2DW5GHox1p2R1YVFqAE3MPcA11SQzA5f19FRsLkiRJ0hRrbRvcjJxMXU182JucSL0b+W6tHYCYiVj2fdTlf3zI3tceMcnqG4AbgKvJyQxX1/18Q3dXuyc+JEmSpCnU2ja4C7CsWPaq+XkZsCezdHTqLbe+68rWI87bt2bVIHAjuf9wJXBV7WN3V7s3WkqzlEkO0hzV2ja4gHyCsjbxYQdgq7pl67rnWwILJnnYRG4U3AncAtxa99hwXX9fZc0kjydJkiRpGrS2DS4CdmE46aH+cVdgC/IdXEvqlspEjrXsYVedtdfDrj6M3Je4lzyX7T007k/UP/9Xd1f72k14qZIkSZKmUGvbYJD7EnsCO5GvS2xft9Sv25pNS7JeC6wm9yWqj/eRR2K4vy+xeLO1/2o75sxbgX8Vyy3dXe0bNuG4kkpikoOkBygaIJsznPSwkHyysboM1T2/f31/X8XGgCRJkjTPFVPuLWHjBIgKsL5Y1hXL+u13unXN/gdfuKa7q319SSFLkiRJKllr22CF3GdYVDzW/ly7bogHJjOs9tqENP+Y5CBJkiRJkiRJkiRJkprCZIeklyRJkiRJkiRJkiRJmlEmOUiSxiUiToqIFBHLyo5FkiRJkiRJkiRJ85NJDpLUhCJieZFwcGLZsUiSJEmSJEmSJEkzxSQHSZIkSZIkSZIkSZLUFExykCRJkiRJkiRJkiRJTcEkB0kaQ0QsK6aGOKn4+QcRcWtErImI8yOiY4R6L46I0yNiVVH2koh4b0RsNtL+R9jPiohINc9PAk4vnn6gqFtdlhdlTiienxAR7cU+7qzbz7Mi4jsRcXlE3Fssf46IN0eE/x8kSZIkSZIkSZI061TKDkCSmsiewHnAP4BvA9sDLwR+FhFHp5SqiQdERA/wCuCfwP8Bq4AnAB8GnhQRx6SUBicZxynF4/HAGcCKmm0r68o+D2gHfg18pXgNVZ8ANgDnAtcD2wBPBD4PtAIvm2R8kiRJkiRJkiRJ0rQwyUGSxm85cGJK6YPVFRHxPeA3wDspRleIiBPICQ4/BY5LKa2uKX8i8AHgDeRkgglLKZ0SEavISQ4rUkonjlL8qcBTU0q/abDtaSmlq2pXFCM4fBN4eUR8MaV07mRilCRJkiRJkiRJkqaDw5FL0vhdA3ykdkVK6bfAtcBBNavfAgwCnbUJDoUPA7cBx01jnLV+NkKCA/UJDsW6DQwnXxw7nYFJkiRJkiRJkiRJE+VIDpI0fhemlIYarL8OOAQgIjYH9gduBd4aEY32sxZ45HQFWee8kTZExA7kESieCuwNbFFXZPdpjEuSJEmSJEmSJEmaMJMcJGn8Vo2wfpDhkXG2AwLYiTwtRdlubLQyIrYF+oG9yIkQ3wJuJ7+WbcmjUWw2IxFKkiRJkiRJkiRJ42SSgyRNrTuLx4GU0gHjrLOheBzpO3nbTYgnjbD+leQEhw+mlE6s3RARh5CTHCRJkiRJkiRJkqRZZcHYRSRJ45VSugf4G/DoiNh+nNXuKB4fUr8hIrYGHtagTnXajIUTDjLbt3j8vwbbjpzkPiVJkiRJkiRJkqRpZZKDJE29zwCLgZ5iWogHiIjtIuL+UR5SSncDlwJtEfGomnILi30tbXCM24rHPSYZ48ricXldbC1A1yT3KUmSJEmSJEmSJE0rp6uQpCmWUuqJiMcDrweuiojfAtcC25OniDgC+Cbw2ppqnwK+AfRFxI+ANcBRwCLgImD/usNcBlwPvCgi1gPXkKem+HZK6ZpxhPkt4J3A5yLiKOAK4KFAB/AT4IUTfd2SJEmSJEmSJEnSdDPJQZKmQUrpDRHxa3Iiw9HAtsDt5GSHTwHfqSvfExEBvB04njyFxc+Af6fBlBIppaGIeDbwCeD5wFZAAGeREx7Giu+GiDi8qH8YcCx5NInXA3/AJAdJkiRJkiRJkiTNQpFSKjsGSZIkSZIkSZIkSZKkMS0oOwBJkiRJkiRJkiRJkqTxMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQZIkSZIkSZIkSZIkNQWTHCRJkiRJkiRJkiRJUlMwyUGSJEmSJEmSJEmSJDUFkxwkSZIkSZIkSZIkSVJTMMlBkiRJkiRJkiRJkiQ1BZMcJEmSJEmSJEmSJElSUzDJQXNCRKyIiBQRJ5QdiyRJkqTmVfQrUkQsKzuWehFxQhHbirJjkSRJkiYiIlYWbdnlJRz7xOLYJ830seezMn/nkuY+kxzmgZp/JCduatmIeHBEfDwi/hwRd0bEuoi4ISIuiIiTipNuu01BzKfUnFw8blP3p6kXEVtHxMsi4tsRcWlE3BcRqyPiqoj4ZkS0jGMfe0TEFyLi8qLuHRHRFxGviYgRv58iYseIeH5EfDIiTis+i9XPy5Ixjrl7RLwzIn4UEX+PiFsjYn3xeEZEvCkiNpvke/KsosG8fDL1m0nxOk+MiG3LjkWSJM0dU9l3mWoR8bii/XPCTBxvJkXE4oh4bUT0FH27G4q+3l3F84+P1c+LiG0i4n0R0V/UWx8RN0fE7yLi5SO174s+wVsj4hcRcW1ErI2IuyPiooj4xGjHnYo+ySj7tm0vSZIEFOf9U0T8fQJ13lDUWWMbY5jXPZpTRCyv+b2Ntuw4xn6eX1zPuK3ou1wSER+JiK0mGM+Diz5T9bjLJ/m65kU/YC735ee7StkBqHlExNOB7wK1X7irgG2B3YAW4Hjg88BbN+E4OwJPrVn18uK4o7kWuAy4c7LH1YT9Gdi35vl9xePexfKyiHh3Suk/G1WOiKOB/wO2LlbdCSwFDi2W50dER0ppTYPqLwU+O8m4Dwe6a56vLWLfATiiWF4XEceklK6f4L6fRf4bAFgxyfiaxQeKx5PI3wOSJElzxWXF4/q69Y8jt4HOILeB5pLtgf+ueT4E3EXu67UUy+si4tkppdPrK0fEvsBpwEOKVRuAu4GdgGOK5aUR8Yza9n1EPARYCUTN7u4CtgAeWyyvjojnNjoum9gnGcOzsG0vSZIEcDK5XfTIiDgwpXT+OOq8vHj8WUppVfHzVcAahttsM+lWcjv/XyUcG5j0dY9mV+bvfDpsAG4ZY3tDEfFV4FXF00Hy+/II4D+AF0fE4SmlG8YZxxeBLcdZdjTzpR/wOOZuX35ecyQHjUtE7A38LznB4c9AB7B5Smm7lNLmwDKgE/g9o3yRj9NLgEXAD8knuI6OiN1Hq5BSenlK6REppZ9u4rE1fouAAeANwLKU0hbkf6z7A6cDC4FPR8RT6ysWJzN/TE5w+BOwX0pp26L+88kJD08iJ8w0koB/Aj8lNwL+fQJxXwt8EHgisENKaUlKaRtgG+DVwD3AI4FvTWCfkiRJmiOKfsUjJpHw2szWAJ8DngPsDixOKW0PLCGfiL2U3F7+0Qh3+XybnOBwG7k9v7Ro32/H8ImzY4B31dVbWDz+sqi3fdE237w47tXFPk6JiF0bHHfSfRJJkiSN2wrgmuLnl49SDoCIeDhwUPH05Or6lNKTinb2eVMe4RhSSl8sjt0108euMeHrHs2uzN/5NLkupbTrKMvtjSpFxOvICQ4bgHcCW6aUtgLayH9b1etvY4qIZwLPBM6dihckNTOTHDReryaf4LoRWJ5S+mVKaXV1Y0rpmpTSN1NKT2ZiF5wbqd4t00O+038B+c59zS4vSykdkFL6ckrpGoCU0oaU0l+ApwGXFOXe2aDu28knSe8CnpFSurioP5hS+jHw5qLcKyPiEQ3qfzGl9JCU0nNSSh8jJ0qMS0rp7JTSiSml02sbHSmlu1JKX2N4FJInFskYkiRJ0pyWUlqVUnpbSumnKaUbUkobivXrUkq/Jie5Qx797Om1dSNiL+AJxdO3pZR+nFJaV7PfDzF8cvs5dYe+A2hJKXUU9e6oO+5TyQkYWwOvaRD6pvRJJEmSNA4ppUROagV4UUSMNUJ4NRHiRuC30xZY8/G6xzwUeWrsE4unn08pfTqltBbytQrg2eSbOtuK0dRH29eWwH+Rb9R8x7QFLTUJkxw0XvsVj2eklO4ZreAI0wuMS0Q8BjgAuAk4leHhmo4fsVKut6KYe+iEuvXVuZJWFs+fEhG/LuaG3VDM/fqyokx/g/3uWJRLEfHrBtsfXjO32JKa9VtFxAkR8b8RcXFErCrmhr0yIr4aEQ9tsK8jin2tjYgdRnmte9fE9PCa9QuKY55ezOm0PiJuiYi/RZ5bt32093CiUkpnjrJtNTkjFeDxDYo8pXj8bkrp1gbbv0Me9mkBsNHcZCmloYlFOyG1n4MHjadC9XPG8Of0A/XzcRXlDi+e39xgHwuKz0mKiEsabN+y+J2miFjWYPtOkedK/mtE3BMR9xafvY9GxPZjxP+Y4jNydfFZXhURfZHnZV5UV/ak6uspXF33Wk+qK//MiPhVRNxUxH97RFwWEd+PiBeOFpckSdJkNOgDtEVEb0TcWrTJL4qIN0ZEjFC/2q5ZVrsO+Gbx9Mj6tl40mAM1Ig6LiB9ExD+LNv5tEfGHiHjxSMcu6j2o6DNcX7TN/hERn4kS50lNKV1FTkiAjdvIu9T8PDDCLv5cPG5Rt987U0oXjXLcS4Fziqcb9Ss2sU/SkG172/aSJKmh6qi3OzF8bncjRTu3euH+u7XncSNiZaO2c+Rz2ikiVhTPj4uIM4r2c4qIZ9WUXRj5nP5firb9LUVbv63YvlFbvlh/YqP2TX2diNgjIr5W04a/OiI+HRFb19ebiJj8dY/737OI2C0ivhIR1xWv/ZKIeFtELKgp//yIOLNoA94VEb8sjj3aMSbc9qyLa/eI+HLRb1kbERc2KjfCfhZFxKsj4tTid7k2Iq6JiN8V67eoK/+wiHh/RJxW1949JyLeERFLR3utJTka2JmcyLDRNHoppQHgD8XTja6F1PkweQS9E4FJjzw43n5ARHyjeP6pBvt4bk35dzfY/prav+sG2yfbX14Q+Zre74vPzLqIuCEifhgRBzcoP+6+fOTreu+LiD9HxN01+z4/Ij411t+SZp5JDpqo6R4+qfpP/YdFA+h04AbyfF+tm7LjiHgH8CvgWPKwUNVpNc4oHlsiYqu6akcwPD/soRGxsG77kcXjuXXJHceTvzifT55XaYj897YPeViigYg4unZHKaU/ApcDi8lDV43kFUVMfSmly2rWf7s45nLynLr3ku94elRR58T6HVX/mUVxAniK3VY81r9nAHsWj5c12EZx59jlxdNjpjiusRxa8/PKcdZZR26gVj8D9xbPaxeA84oyO0XEI+v28Tjy6BYAj4iInRvEVQGuTSk9IK6IOIw8hPB7gMeQP98LgEeTR1a5MGoSYurqvhG4iPwZWUaee3rL4nj/DfwuIjavqXJnzeuBPJ9d7eu8s2bfHwVOIXd8dgZWA0uBhwEvYuTpSCRJkqZE5CToM8gjAlTIo9M9lnz3y2cnsKubyKOQQW4v1bf11tUd95PAmcALyX2oNeRpF54EfA/4Xu3JyJp6jwQuJPcZHkSeq3VX4G3kZNwRL3DH8MnhhhfON0Xk0dW2K55eXbd5Zc3PLSPsoppkcMEkDj9av2I66tq2t20vSZLqpJSuAM4uno42ZcVyYI/i55NHKddQRHyBfAPcYeRz4Btqti0CfkFux+9Hbk9VyCN4rYiI5070eHX2JyftvpJ8Xn0BuU31DuDUqEsYnaBNve6xF7kt/ZoitkXk6w6foWiHRcQnyFMeHFLEvhW5H3RmNLjpsqgz6bZn4WHk/svryMnP68fxWqrH3p3cpv4f8tTS25NHKNiVfE3gf4D69+Z75KmojyrKVa+BHAx8Gvhjg2s81eNVb5RdMd4Yp8hRxePFo0yJWB3x5Ikj7SQiWoA3ARez6W3v8fYDqtfOjmiwjyNrfh5t+xn1Gzahv7wV+b36Fjl5ZAdyv2Q34AXA2UWfqNa4+vIRsQ05wf5D5ISkzcmfx13I/dn/hyOvzDomOWi8zi8eD4uINzS42L/Jin1WM9W+C/df7P5BsW7UrMYx7AJ8EvgysFtKaTvyyZ4fp5SuJc97tJA8B1Kt6hfx3eR/lvUn7Ub6or4V+Ch57rHNU0o7kE+oPpL82rYgf1FvUVfvG8XjKxq9iOKLvXZYq+r6I8iJEUPkE6BbF3PgLiGfHD0BOKvRPqdR9b25uMG2apbgaJ+j6rBnj5qyiEYQEYsjYq+IeDvD2ZQ/SindNFq9qmIKjF0ZvlPs0/XzcRXl1jI8V9aRdbup/azBxg2Dhp+1iNiT3Ljfnnzi8qHkk41bkBv7vyNnd/6k/u82chb0f5Ebg+8CdirmAtscaAeuIHdM7r8AkFJ6S/X1FFrrXutbin0vIzeOAT5e7HvrlNJS8knR55HnXpYkSZouO5FPjP03uQ+wLfnEyX8V298cEY8ez46K9s9biqdnN5h7tXrCl4h4C7ltdRN52r9tU0rbkNtnLyIP2/si4AF3uxQnTX9cxP0P4MiU0pbkfsszyBfN3z+xt2Dyijtkdot8h35vsfpactvzfimlG2u2fzYinhcRi4t9bBsR7yP3Ye6iQeL1GDFUGO6jNepXjGW0PklDtu1t20uSpBFVkxaeHiOPMlZNgBhIKf11gvt/PPBG4APADiml7cnt92pb+73khMsh8pTDWxfn+ZcBvwG+PsHj1TuJfMF+v5TS1uR2+L8Ba4EDyYnIEzZF1z0+S0423r/oW2wNvK/Y9oaI+HfyFNFvBbYp4t+PfJPhtuRrFfVxTbrtWeM/gX8BbSmlLYr+y/PGejGRp3D4BTk5+Fbye7B1cR1lc/Jn4XPkC9i1ziUnoSxLKS0tyi8l95cuJ/+ePjHW8TfBThFxQeTRLu6NiMsjj8K33yh1qtc3/jZKmb/X7H/H+o3FdaGvkq/pvj6lNDip6Avj7QcAfyweD4g8VUat2j7PYaPcIFzf55lUf7lQTW64gHwz8+ZF3e3J3w9DwOejGNmleK3j7cu/hfy7uoU8XeNmxXfQEnIyz3uAqxrEpDKllFzm+EK+syYBJ062LDlJ4KZiWyJ/0XyP/E/zUPIf/KbG+ZRi31fUrT+gWH8bsHiEuiuKMifUrV9eE/P3Rjn2yUWZj9etv7BY/7Hi8R112/9ZrH/SBF5nAL8v6h1ft21ncuZYIjdY6us+udh2N7Blzfp3Fet/PcH3/KSi3sop/swdQL7rLAGvbbD9kmLb10eoXyl+39Xf3ZZjHK/297xkAnFeWVOvumwgZ7yOeswx3s8R/9bImaYJ+H7d+lOK9R8tHv+rbvtZxfp/q1v/nUaf3Zrti8l3cyXgeTXrFzL8937sCHX3IZ8kXU++MFC7rfp+LRuh7guK7ZdM5WfLxcXFxcXFZW4vTE3fpbZt+LUR6v6l2P7+BtsatnPIicMJWDFKTNsWbfXVjdrzRZlDijbn7dT0b4CXFftfCzy8Qb3Da2LbKIaa+EZso43zd/D1Bm3kRL6r7aEj1NmJfAKsWnYIWFX8vB74KfDIScTylpr9PWqCdUftk4yj/kljfRaxbe/i4uLi4uIyj5airbu6aBe8usH2zcmJrQl4S4Pt1fbK8rr1te3Yj41w7K3Id1Un4N8bbF/E8Ln8Rm35E4v1JzWoW61zMQ2uc5ATSRNw2iTft0257lF9z24nXwyu335qTfyN+jbVPsSa+mNMtu1ZF9cdwC6jvPaRfuevr4nrsVP0+dyraOveS774Xb99BWP050bZ9/Ka97n6+1hb83wQ+H8j1B0oyvznKPvfv2Zf+zXY/ub6zy85uadaZ/lEX1PdZ3/ZKGWuoa6fQU4q2EBOzvhpsf3xNdv3Zbhvu7Rm/bZMvr98dLHPS8mJPI3qvqco01u3/oSxfvfkUeAT8O6p+Dy6zMziSA4al5TvaD+S4azJXYAXkzMI+4A7IuJ7EbEpd90fXzx+r+7YF5C/uLYnZ1BN1kbzBtWoZqQdWV0REduRMxYvAX7UYPs+5KF01gN/Gm8QKX9jVu9yaavbdjPDd0Z1NqheHeHhRymle2rWV4fb2bnRMD6jxHJCSilSSsvGW2csxZBB3yWfaLuAxhm0vyseX1IMS1XvVTxwKN6GQ0xNgVvIyTu17+X/khvK9zSusskafdaC3OC8mzzUVKrbvpThobnOqFm/OXlKlA3kock2klJaR74jEB449cdy8rQhF6eUfltfr6h7FXmIpkpRfiKqn8lt6obElSRJmkkfH2H9z4rHqZ5T87nkO77+kFK6qFGBlNKfyHdhbcfwNA4wfMfTT9IDp6Wr1juT4bZko/2eVLTtI9VNgTBB1aFL76hZdyHwppSHKW507OrdLt8pVi1geLqGheT3ZIeJBBERj2X49/fFlNLfRytfV3c8fZKpYNtekiTNGymlVQy3oxtNWfFs8nncQerO8Y/TECO0g8g3/21Bvij+hQaxrR+l7nh9JuXRuuqdUjxOtu8wFdc9vlK8//X+UDyuo/Hr7yO/Z5uRLzwDm9z2rPWtNM7RkOtUPz/fTCn9ZRL1N5JSupo8WsLm5BEi6rcvL/pKyyex+1Xk60sHki/ab18cp3rNbCHwqYhoNA15dTTv+lEpat1X8/MDRkworp98hNw/e+ckYt9UG/V5yP2dICeONNpe/bk/pVT7ujelv1z9O/paSunOjSpm3y0ej5rEaPTVPs9uE6ynEpnkoHFLKV2aUmojn5D5IHk0guocp0vJSQ8XRMSYwxHVK4a3embxtFEDqPrldHyDbeOxmpx1OJLqyaUDa07aHE7+GzmjqHsncHhNEkHtF3XtPyEAIuLBEfHJiPhzRKyKiKHqHLkMDxH6oAaxVE/AHVcd5rXY33bAs4qn36ircyq5IXMAef6xl0ZEo31Pq2I42e+R5wNbBbwoNR466bPkxIKlwG8i4okRsSQidoiI15OHuaqdv2tDg31sspTSISkPSbQVeQ6v/yA3KP8aEc+fjmOSE2LWA7vVzIW2H7kx21ckulwMPCYiqieCDyFnzt6QUrqyZl+PL9ZHEfONjRbyfFGQhxerOrR4fOhI9Yq6hzaoOx7nkrMtdwP+FBGvjoi9JrgPSZKkTXF7SukfI2yrzoW63RQfs9p2euIYbaxq26q2jXVA8bjRnKU1Rts2JVJK7yjayNuTExVeTH6fzoyITzeqExFPIE+H8FygizzU7ZbkO5KqQ4qeGhFPH08MEbEb+WTyUuDPNB6qdKS64+2TTAXb9pIkab45qXhsi4i967ZVL1z/ukiCnagrU0q3jrCtOo30haPcnHbmJI5Zq3+E9ZPuO0zhdY+Rpv64uXhc2eh9SXlajOp7Whv/prQ9a4375s+qyNP0VS9e/2oS9Y+JiO9HxFURcV/1mktx3WX/otiUXhtJKV2YUnpXSunPKaU1xbqhlNIfgaPIySQAn5zITajj9AVy8tB/TPLvalNV+6CNkhjOGMf2WpvSX67Wfe8o9ap/w5szwSR7hj+Lb46Ib0fEU4rkec1iJjlowlJK56eUTkwpPTmltCP5ZNznyRmamwEnFyelJuKF5LltLmh01xLDDYCnRIM5icbhtuIfekPFyaUbyMNaVb8sq1/EK4q6Z5KH03ls3faN7qaKiCPJI0C8i/z+bEO+k+emYqlmhW1RXxf4LXAd+Uu49iTgS8jv0WUppb7aCsUdVa8jJ3McDnwbuD4iro6I/46IFqZZ8c/7JHKSwH3A00e502sl+Xd+LzkD9tQi9luBL5Hfo9oTqKumKezamG5KKX2MfBJ3CXDSCKNMbOpx7mP4n+2RdY8risczyA3Mw+u213/Wqn9nQR5dZaRl66Lc5g3qbjZG3SUN6o4ppXQHecjlO8h/M/8D/CMi/hURJxd/I5IkSdPp7lG2rSkeF03xMattrM0ZvY21qKZc1U7F4w2j7P/6UbZNuZTSXSmlH5BHoLsLeEdEPLu2TERsTR6NbmfysMWfSCldmVK6N6X0l5TSCUAP+STqFyPPvzuiiNiePPLbXuTEiadVTySOZSJ9kqlg2962vSRJ89DvgX8VP7+surK4HvCk4unJk9z3aBdwq9cE/jVKmdHa0eMxUv+h2hatTGKfU3XdY6TXPTTG9toytX2fTWl71prMRfftGX4vr51IxYj4Armv8CJg72I/tzN83aV642Sj6y7Tohjx4n3F0wcznJBTdW/xuHSU3dS+v/cnq0REB/Ac4HxyG7wM1USF1pobhGuTGC5k5BuER+rzTKa/XK277Rh1aVB3TCmlbwFfJf9NvJSc9LAqIgYi4kOTuOapGWCSw/xQ/Sc82pdoVfUPf7Shcx4gpTSQUnorw1MpbE7+JzMR1UzFA2oz72oy8K4qti8iX+yfqKGxi2w0rE59tll9RlrDbLQiE/E7FMPuAEeQhzDatrgjalfg7dXi9UEUCRU9xdNX1Gyq/vzNRsGnlHrIJwLfSh427DbyvEyvBf4cEf/eqN5UiIgA/hs4jjyixLNTSmeNViel9Cvg0eThsC4gJ3YMkOetbSn2A3DdCMOETYuU0i/I80xN5nM8XlPyWWP4O/zOmqGJR1uWN6j7s3HWPXGiL7L4He8FvJo8DcgN5BEzXk4eceSrE92nJEma86a17zIDqm2sz4+zjXVSmcGOV0rpevJcq7DxtHovJZ90vjWl9B0aq45ktwcbn/S7X0RsQ076fgz5hOfR4x3+djJ9kili2962vSRJ80ZKaYjhKcpeVrPppeQh+29neDrmiRrPOfxmM93XPSZrU9qetWbsdxYRTwHeVBzzRPL0G5ullHaoue5ybrX4TMVVOLfm5/oRTqrJN6ONLlG7rTZh5Uvk6e/eBWweEVtWFx54EX9psX48/egJKZLG/0X+jB5S9NkeR74Z98bietZZ5JFC9ouIZeR+3yDDI1xUbUp/uVr32eOsu3ISr/U15L7oh8hJ62uL1/o+4IqIGGnaFpXEJIf5oTqlxKiZRsUdNdvX1ZmI7zF8gvFh460UEQ8jD9k5XpOdsmIs9598Ku5GehzFF3WD7XuS5zwdYuMv6kPIGXu3A89MKZ3Z4M6jXRhdD3mKhvaI2C3yfLSPL473rZEqFaMRfD6l9CzynWAHkU9GBvDhYj/T4XPkk12D5OFgfzeeSimla1IeDvfxKaU9UkoHpJTem/L8YtXheic85NUUqN4ht8807b/+ROcR5AzN84vn958oLf4uD66rV1U94bt10biYiGrdPSZYb0JSSnemlL6WUnphSml3cmLL14rNr4qIp03n8SVJUtOZqb7LdNmUNlb1LqjxnvyaaSO1kR9ZPF49St3aaUOWNSoQEVuQ75Y5ELiRnOAwkTu7Psck+iRTwLZ9ZttekqT5ozpSwz4RUR0VuZrw8IOU72yfatUpF0brJ8yqO61n0XWPRjal7bmpbie32SFfYxmv6vTSX08pfTCldFVKKdWVGeu6Sxn+Xjw+epQyjyoeb0kPnLJlD/K1ndPII43ULn+rKferYt2vpyLgBmoTuw8jX1teUbO9tk9U7RddkDaeQmVT+i0z1ef5W0rpAymlo8ijRjydPF3MFuRR7Kd6NEhtApMc5oeB4nGsf6gHkbMta+uMW5GxVU1ymEhDpjpXVx8522ukZS/yRf4DIuIxE41vHKpf1AcBx5Dfi9oTTxeQT1YdASyvrksp1Q9j9eDi8fKUhy9t5OjRAilO5v2+iOHlDI/i8OuU0mhDT9XuI6WU+sn//P9J/ns/bDx1JyIiPgG8mZyUcXxK6adjVBnPPncg/w6g8Vxl021Z8TjS/G4jqU6JMlamaB/5s/yQYsipnYCzUzFXcMpz915KnkPsWPKQZjenlC6p28/55AZhAO0TjLWaPPLYSU7LUW1ATigrNqX095TSq4FzilUObStJkmrNSN9lksbT1qu2sZZP4i6aC4rHI0YpU2bbaa/isb6NXH1fRjvZVHvycqNhgIv36hfkqQNvIyc4jHuaienok2DbfuxKtu0lSZqXUkp/A/5cPH15MVXyfsXzyU5VMZZqm/9xxV3sjRw+wvqyzJbrHo1sSttzk6SU1jP8+XnqBKpWr7s07P8VN6buuwmhbYqDa36uT/4+vXh89ChTHjy5eDx1SqMa23j7AbVJDo1Gphtre9Wm9JerdZ8ywXow/r7dA6SU1qWUehlOsNkNeOgkjq9pYpLD/PB/xeO+EfHMUcpVp1C4mrp/FBFxWEQs2bjKA8q0M3w31YXjCawYUrSa5fnjlNKqUZaVDH8xTnlWY0rp7+S7pzYD3l2sXlGzvTpqww7AG4rVjb6o7yweH9roPYuIJwNHjSOk6h0xneQhVwG+0ahgRCweaSdF3NW5qEad/3aiIuJ95Pcqkeff3eSEhOIz8QXyyb+/Ar2bus+6/Y86d1pEHMfwHXJnTnD3dxWP245WqEiMqf6Nvb94XFFX7Azyd/R7i+f181dV91P9+/5QRGw10jEjolLXATiVPEXIQuBTo8UbEds1WD3qax3tM1moJkRN6WdSkiQ1vU3uu0yj8bT1fkSec3U7htt5DTVoY/2oeHxORGx04qS4S260BIhJG0cb+aHAs4qn9W3ki4rHXSLi6SPs4lXFYwL66/a9GPgJuY+0CnhyceJ8XKajT1KwbT9cx7a9JEmqV01meAHDbb1LU0rnTdPxfkduZy9h+Nz8/Yr27Num6dgTNpuuezSyiW3PqVAdrfqECYw+Xb3ust8I2z/GNE1TUfw+R9q2iDy9AeRpHS6oK3IqcDO5P/COBvX3Z/im2O/WbhttOgaGk9ABjkqjTysyknH1eRj+fB5MTtyGB/Z5/szGNwg3una2Kf3lk4rHY4trkROpO+brHKPPUztFpn2eWcQkh3kgpXQ6eVQAgO9ExGtqhyCKiIdHxHcYPmn13mJUhlpvBVZGxKeLhIelNfV3i4j3kOflhDzH0I/HGd5RDN/x85NxlK+WOS4iFo5acnKqJ+xai8f6L+IzxtgOORHiPnIyxLeq2XkRsTQiOsmNh/EMqftz8j+/h5HvBrqZkS/4fywifhwRz4qIaqIJEbFLRHyB/A8vMfw5qG4/qZj/a+U44nmAiHgrw/+835RSapiAMUr9j0XEscXUINV1LcAp5PnH7gNeUSRp1NddEBE7VhegdkitHeq21ftjRLwnIh5V+xmKiD0i4gPkqUIg/2P+5UReE8NDRLWPkpV5fxzF46Z81gDeQx7i62HA2RHRXh0yKbKHRsTbyXePHVitVGTMvpH8uXhxRJwSEY+rbo+IRRFxYER003jo4eprffkIf4uvi4jfRsRLat+LiNg2Iv6d4cbOb0d4XZIkaR6aor7LdKm2fx4VEQc3KpBSug3oKp6+JyK+FnmYWuD+PsHhEfHfwNl11X9IHsp0M+BXEXFYUWdB5GkAfsLwyZmNRMQJMTy/77IJvrYvRMQXIuLQ2kTtou12ArktupQ8CsNn6+r+mOHhg08q4tiyqL9zRHwceEux/QfFyAbV/S8kj9zWXuz7KSml+pOCI9rUPskYbNsPs20vSZLqfZ98Y912wGuKddM1ikP1ony1HfqRiHhT9RpFROxBbpPuNVL9Esy26x6NTKrtOUW+Qb5RdjPg1Ih4WURsXhx7YdF2/Vpdv6vaT3xNRHRWL0oX5/VPBl4M3DHSASNiRdFXWjGJeC8uPnMPjcgJD0Wch5GTGKojaHfV909TSmuBE4unb4uId0Sexo6IOIQ83fgCoK8YNWAmjdUPqPo7uc+3GfBY4IraEceLUezOBnYk/x1uAM6q38mm9JdTSr8h/50E8NOIeGdE7FRTd/vI18d+DnxmhNc5Yl8e+EPRJz4iHnj989EMJ1j8i3xjrmaLlJLLPFjIXy595JMeifwlczs5u6p23X+MUP/7NeWqZe8A1tSt/yfQMoG4Ti7q9Y+z/IOKYyfyCbDq+hXFuhPqyi8v1q8c5/7fXPNaLm+w/dCa7UPAtuPYTyLfkbS++HkAeFPx84ox4vlUzT4+PUq5z9Ud707yCdDadf/eoN5JE3l/6upWfw9D5DlzR1se0qD+yrp4az9LN5OzD0c69rK61zbiMsZx15H/Od9TV+88YNdJ/p3dVvO+/Ks43kbvL/CMmuPdCyxq8FmvjWm/UY7bSp4juf51ra3bx5EN6r6irtx9xWsYHON9fEXN9tXANcVr/XSx/a11x76H/J1Ru+5/Jvoeu7i4uLi4uMz9hU3vuyxnjDYucAIjtMdrjrGswbYzarbfVm3rAU+oK/dehtvL1bbQ7UUbsbru6gb7fxS5LVwtc3fRPkvAFeQRLEaK+wRGiX2M9/ykmrpDRaz1bbd/AYeNUP9Icp+ntnx9f+RcYJu6ekfUtSlH61Ns1GdkE/sk4/gc2rZPtu1dXFxcXFxcGi/ki7O1bcgHj1F+ZVF2ed36ExjfufLF5KTK6jHX17RJ1gHPrtm2W13dE4v1JzXY76htaGrORU/gvZmq6x4N37OJvHej7WOybc+x4hrnsR9CvmBcPcZgg2Mvrym/mDxlQW352jbp+xjhOlFRv7pt1M/ZCK+j9r1YQx4RvDbO9cC7x9jHV+ve57trnl8FPGiCMS2jwfs0wX2M2g+oK/uTmrJfbbD932u2/3mM4062v7wFD/zeqV6nrO97frNB3VH78uSkm9rvs9uL96S2n/ekybzPLtO3OJLDPJFSupV84ull5LvTbwKqQwxdRp4a4YCU0kdH2MXLyPMCfZo82sHN5C8UyCd7fk++O+cRKaWB8cRU3N3z3OLpeLIZSSndwPDcO8ePp84EnTHCz1X95BNFAH9JKa1qtJOU0heA5zA8qkOFnPH4AXKixEbz0I6g9n3pGbFUzmJ9M/Az4HJyNttm5CFLfwgckVL62DiPOV7VIZoWALuMsTTKAvxwEe9KcgNlDXkopxPJn6PTpzjeqhOAT5I/R9W/gwVFHD8hZ3weklK6caI7Lv7Ojir2cwt5BI49eeAcxFVnMjwX1Nkp331Vu68bgCuLp7cDF49y3H7gEeRhes8mNwq2JX/2zidP/3FkSmmjz3RK6ZvAw8mJMn8j/wPfmvyPfgX5M/vwEeq9ipwQMkhulO5JPhkM+Y68V5E/f5eQG3pbkr8vfg48I6X0GiRJkupMQd9lOj0H+DL5bvgtGW7rPWCaupTSR4D9ySeyriC3N7cgt4V+C7yLBnMGpzyF3uOArxdlF5Ev0H+WfALy9ql/SQB8gnwn1+8Ybp9vTn7vTyUnVzwipbTR3ThF3GcAjya3sy8k93eWktuUpwOvJSdI3FlXtfacxBJG71PsxMY2tU8yItv2tu0lSdKYakduOC2l9M/pPFhKaR3wNPKQ/xeT2zqDwC/IybO155NXTWcso5ml1z1GOu6k255TcOzryCNEvJl81//dDLcxfwu8ktw+rZZfR57W4RPAP8jt70Hytamnp5Q+PNUx1ngNeYqNv5EvqG9LTnL4K/BFYP+U0idH20FK6dXAC8mf03sYvmb0UeBxxWdgRo2jH1BrrGtntes2mp6v7riT7S/fm1J6NtBB/tu6gdxvXUTub/0vOXHjTQ0OO1Zf/pXk/tLpwLXk/izk39EXgceklE4d7XVp5kXKGSqSZqGI+A/gI8C5KaUnlB2PJEmSJEmSJEmzTUQ8CfgDcE1KaVnJ4UiSppkjOUizVDEH0iuLp18tMxZJkiRJkiRJkmaxdxaPvy81CknSjDDJQZqFImIB8H7yvEo3Ad8vNSBJkiRJkiRJkkoSEQsj4scR0R4R29Ssf3RE/Bg4ljyt1hdKC1KSNGOcrkKaRSLiCcAPgO3Ic6cC/FtKqae8qCRJkiRJkiRJKk9EVMhJDFV3ARVg8+L5BuB1KSVHRZakecCRHKTZZQmwJ7AUuBR4tQkOkiRJkiRJkqR5bgh4PfAz4B/k61sLgWuAbwOtJjhI0vzhSA6SJEmSJEmSJEmSJKkpOJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJElqCiY5SJIkSZIkSZIkSZKkpmCSgyRJkiRJkiRJkiRJagomOUiSJEmSJEmSJEmSpKZgkoMkSZIkSZIkSZIkSWoKJjlIkiRJkiRJkiRJkqSmYJKDJEmSJEmSJEmSJGneiogUESvKjkPjY5KDJEmSJEmSJEmSJGnOioiVEbGy7Dg0NSplByBJkiRJkiRJkiRJUokeCdxXdhAaH5McJEmSJEmSJEmSJEnzVkrp0rJj0Pg5XYUkSZIkSZIkSZIkaSMRsSwiUkScVPz8g4i4NSLWRMT5EdExQr0XR8TpEbGqKHtJRLw3IjYbofxxEXFBRKyOiJsj4tsR8aCIWBERqa7s4oh4Y0T8KiKuiYi1EXF7RPwhIp5SV3Z5UX9PYM/itVSXk2rKpYhYUfP8K8W6Z44Q78HF9h/Xrd88Iroi4sKIuDci7omIP0XEi0d/pzURkVIau5QkSZIkSZIkSZIkaV6JiGXA1cAK4NHAP4A/AdsDLwQWAUenlE6vqdMDvAL4J/A7YBXwBODQYj/HpJQGa8q/C/gkcAfwv8CdwDHAdsXP+6eUoqb8rsD1wNnAZcAtwG7A04u4XpVS+npN/CcAby2qf67m5V2YUjqlKJeAM1JKy4vnhxT7/0lK6bkN3pcvA68Dnp5S6i3WbQucBrQAFxT1FwDHAvsAH00pvXejN1kTZpKDpIYGOnoWAEuBJXXLZsAGYA2wunhcA6xu6e1cV060kiRJkso20NETwObFsgW5P5GAwbGWlt7OwUb7lCRJkjR/FNcltiqWLYGFwPrRlpbezqFyop0/apIcAE5MKX2wZtuxwG+AX6eUnlqsOwH4JvBT4LiU0uqa8icCHwDemlL6fLFub3KiwirggJTSdcX6AL4HvAigLslhM2CnlNI/62LdBugDHgTsXnfslcV+lo3wOh+Q5FCsuwxYBuyWUrq97vj/In8Od68mbBQjQxwPvDul1F1TfglwCvDk4jVe2CgGjZ9JDtIcNtDRsy3wYGD34rH68+7ANjROYKj+XJnEITeQEx/uImfWNVpuBK4plpUtvZ03T+rFSZIkSZo2Ax09mwF7UAznSb4jZrti2bZu2Yqc1LAEiPp9TcAQ+QTRPcDN5Dtxbhnj59taejs3bMIxJUmSJE2hIvl5Fx54TWInhpMXRls2n8QhEw9MfFhHvlh+U7HcWPPzA9a19HaumcTx5p2aJIdrgH1SSkN1268Btkgp7Vg8HwAeQ05CWFVXdiH5d/CPlNJBxbr3Ah8GPpBS+lBd+T2Bq4CFtUkOY8T7duA/gSNTSn+sWb8SJpzk8O/AR4E3ppS+VLP+ecCPgM+mlN5erNuheG0DKaXWBvvfH7gQ+FRK6V3jeS0a2WQuYkqaBQY6erYjD21TTWBolMiwxQyHtaA45hbkk6BjGujoWQ1cC6xkOPnhmprnN3jSUpIkSZpaAx09WzOcwNBo2YVNS1iYjIXFsgTYcZx1Ngx09NxOHqb0cvLdP5dVf27p7bxzOgKVJEmS5qsiiWE38vWJvWse9wQeUmxbPIMhRXG82mPuDDxsrIoDHT138cDEhyuAvwOXAJe09HbeN+XRNrcL6xMcCtcBhwBExObA/sCtwFvzYAwbWQs8suZ5S/F4Vn3BlNI1EXEdeTSFB4iIRwPvBI4gf+6W1BXZfZTXMl7fIidgHA98qWb98cXjSTXrWsl92lSMWFFvUfH4yAbbNEEmOUizXNFg2Ad4HPkfQ/XxIeVFNaWWAg8vlkbWD3T0XEdOePgb8GfgfHIDw2GoJEmSpFEMdPRsDjyWfNKohdyfeCh5BIa5YAE5IWJHcj/pAQY6em5iOPGhdrnaKTIkSZKk0Q109OwEHFCzPArYi3xefy7Yulge2mBbGujouZbhpIf7H1t6O1fNWISzy6oR1g+S+2aQR/8L8ugdHxjnfrcpHm8aYftN1CU5RMQTgNPI17pPBX5OHmV8A7nf+0zy6OWbJKX0z4g4FTgmIh6ZUrokInYG2slJH3+pKb5D8dhaLCPZclPjkkkO0qxSnIDcj+FEhv3JJyTn8xfeInIW6N7AUTXr7xvo6LmInPBQTXy41MQHSZIkzVcDHT078sBkhhby3UsLRqk21+1SLEfUrV8/0NFzBXAu8CfgHOBvjiInSZKk+Wqgo+fBDCcztBSPDy41qHIFwyPdPaV2w0BHz40MJz38FTgbuLiltzPNdJCzUHU0vYGU0gHjrHNX8bgL+WbXers0WPdecrLNUSmlFbUbIqKLnOQwVU4GjiGP3vAe4DjyNfaT68pVX/v9U1ho+kRK/r1JZRjo6FlCHr7nCQwnNTyU+X0CclPdR57PqD7xwROVkiRJmlOK6SaOAA5iOKlhPp+AnAp3AecxnPRwTktv5+3lhiRJkiRNvYGOnmXAgTwwqWHnMmOaA+4gJzucVSz9Lb2da8sNaWpExDLgauDklNIJDbavAI5MKUXx/GLy9a7dUkpj9qki4n3Ah4APpJQ+VLdtT+AqYGF1/8X6S4GdUko7UCcifgMcC7wipXRSzfqrgMUppYYjpUdEAs5IKS2vW7+UPJ3J3cAewAXAo4HdU0o315TbGfgXcEFKabSRHDQFTHKQZshAR89m5ISGo4Dlxc+bPFSOxnQv+R/OacBvgPNMepAkSVKzKfoTbcCTiuVA8lyfmj4JuJyc8PCnYrnY/oQkSZKazUBHzw7kfsQxxbJnuRHNC2vJN2KeSU566GvWaS4mkeTQCXwD+BlwQkppVV357YC9UkoXFM/3AS4lT4dxQErpumJ9AN8FXgxQl+RQTWTYv3bKiIj4N+DrxdP6JIfzyKOnb5dSWt3gdTRMcii2fQ14JfD/gE8DP08pbTRaRER8C3gZ8H7gYymlobrt+wAbUkpX19fVxJjkIE2TgY6eBcDjyV+yTySP2rCk1KAEcBvwB3LCw29aejtvLDkeSZIkaSMDHT0Lyf2JalJDG/YnZoM7gd8BvwR+1dLbeUvJ8UiSJEkbKZKkDwOOJic1tOAo0mVL5KkYziInPvyhpbfz5tGrzA4TTXIo1n0JeD1wO/Bb4Fpge2Av8qiE30wpvbamfBfwMfKIGD8k972OKercCTw2pbSgpnw78Gvy6Ar/W5Q5kPy5/wnwPDZOcvg4ebqJPxbLWuCilNIviu2jJTkcRv69rSdPs/7clNJPGpTbuni9TwCuIP++bwIeBDwSaAVenFL6QX1dTYxJDtIUGujo2ZWc1HAs+ct3x3Ij0hgS8BeKhAdyJuX6ckOSJEnSfDXQ0fNockLDE8mjv21TakAaywagn5zw8EtgwDl4JUmSVIaBjp4g36FeHanhcGBpqUFpLBvIo8X9DDilpbfzipLjGdFkkhyK9R3Aa8nTLG5LTni4lpw4/p2U0qV15V8GvJ2cDHA3OVngXUX5B6eUtm2w//eSp44YIk8/+BFgb+CbbJzksAV5FIanA7uSR0e8/zWNluRQbL8C2Ld4HbullNaNUG4x8GrgJUVsS8iJDlcAvwC+nVK6rVFdjZ9JDtImGujoeRzwAuCp5EZEjFpBs9ndDE9r8euW3s5rSo5HkiRJc9xAR8/BwPPJd5k4ZGxzuwH4FTnh4Q8tvZ33lByPJEmS5rCBjp7NgWeQL9geDexcbkTaRJcAp5CTHs4zgTorRka4CbgwpXRI2fFo9jDJQZqEgY6efclzAL2YnFGmueky4OfA91t6OwfKDkaSJGkmjXUHgyZvoKPnIIYTG5aVG42myTrgDHLCwykmUEuSJGkqDHT0LAbaydcmng5sUW5Emib/Il+b+BlwaktvZ8MRA+aSiNgJWJVSWl+zrgL8N/BK4N0ppe6y4tPsY5KDNE4DHT0PAl5Ibjy0lhyOZt4lwPeB77X0dl5VdjCSJEmbKiJWAqSUlo2w3SSHKTTQ0dNKTmx4PiY2zDeJPHfrt4AftfR23lVyPJIkSWoiAx09C8lT2r0IeA552H/NH3eTR58+Beidq/2JiHgt8CHgD8B1wPbAEcDDgAuBQ1NKq0sLULOOSQ7SKAY6erYj3131YuBIYEG5EWmWOA/4HvCDlt7Om8oORpIkaTLGkeTwCOC+lNK1MxjWnDLQ0XMgw4kNe5UcjmaH1eSTkyeTp7QYKjccSZIkzUYDHT0BHEq+NvE8YJdyI9IssRr4MfD1lt7OP5YdzFSKiBbgfcBBwA7F6quBnwCfTCndXVZsmp1McpDqFPNYPZPceDgWWFxuRJrFBoFfAz3AL1t6O9ePUV6SJGnWGCvJQZMz0NGzC3kozVcA+5Qcjma3G8jJ0ye39HZeXHYwkiRJKt9AR08L+drEC4E9Sg5Hs9vlwDfI/QlvxtS8Y5KDVBjo6DkceC05wcF5rDRRtwDfAXo8QSlJ0twWEcvIdxOcDJwIfAI4GtgSuBg4MaXU26Dei4FXAy3AkmIf3wU+lVJa26D8ccA7gEeSh6f8LfBu8kXRI1NKUVN2cbHvpwKPBnYF7gUuAP4zpfTrmrLLgdNHeHknp5ROKMo9YLqKiPgK8BrgWSmlnzWI92DgHOD/UkrPq1m/OfAW8km6h5KH7v8r8IWU0vdHiKPpDHT0HAm8jjx87KKSw1HzGSBPZ/G9lt7Om8sORpIkSTOnuPHypcAbgf1KDkfNZxDoBb4O/MbR4jRfmOSgeW2go2cx+WTrW4DHlxyO5o7zga8B32rp7VxTdjCSJGlq1SQ5rCAnFPwD+BN5vsgXki9wH51SOr2mTg/5zv5/Ar8DVgFPIA8/ugI4JqU0WFP+XcAngTuA/wXuBI4Btit+3r8uyWFX4HrgbOAycgLmbsDTi7helVL6ek38JwBvLap/rublXZhSOqUoV5/kcEix/5+klJ7b4H35Mvki/9OrSR4RsS1wGjmx44Ki/gLyiGn7AB9NKb13oze5SQx09GwNvJycLP3oksPR3FAdLe6LLb2dvys7GEmSJE2fgY6eZcAbgH8j9/WkTfVP4CTyzZhXlxyLNK1MctC8NNDRsxP5ROTryCd/pelwC/Al4EstvZ23lh2MJEmaGjVJDpBHbfhgzbZjgd8Av04pPbVYdwLwTeCnwHEppdU15U8EPgC8NaX0+WLd3uREhVXAASml64r1QR7F4UUAdUkOmwE7pZT+WRfrNkAf8CBg97pjryz2s2yE1/mAJIdi3WXAMmC3lNLtdcf/F7C+OM5gsf4k4Hjg3Sml7pryS4BTgCcXr/HCRjHMVgMdPY8DXg+8BEeB0/S5GPgM8N2W3s51ZQcjSZKkqTHQ0fMk4M1ABzkJXJpqiXzDwdeBn7b0dm40eqTU7Exy0Lwy0NHzWPIday8mDxEszYTV5OzJz7T0dl5ZciySJGkT1SQ5XAPsk1Iaqtt+DbBFSmnH4vkA8BhyEsKqurILgZuAf6SUDirWvRf4MPCBlNKH6srvCVwFLKxNchgj3rcD/0me4uKPNetXwoSTHP4d+CjwxpTSl2rWPw/4EfDZlNLbi3U7FK9tIKXU2mD/+wMXkqfreNd4XkuZBjp6lgAvICdKP6HkcDS/3Ah8GfhyS2/nbWUHI0mSpIkb6OjZAngZeUoKR4HTTLoR+C9yf2JVybFIU8YkB815Ax09C8gZkW8Fjio3Gs1zG8h3LH6qpbfznJJjkSRJk1ST5PCzlNKzGmw/CzgkpbQwIjYH7gFuJV+kbORVwNYppa2K+v8HPAd4UkrptAb7vxpYVp/kEBGPBt4JHEEeraw+qfclKaXv15RfCRNOcngwObnjz9WkjGL9L8ht7v1TSn8p1rWTh93vB37V4BCLgH8HelNKT28Uw2ww0NGzPfA2cnLDDiWHo/ltNfAt4LMtvZ2XlR2MJEmSxjbQ0bMPeUqKVwDblhuN5rl7yNNsf7alt/O6soORNpVJDpqzBjp6tgQ6gTcB+5YcjlSvD/g08POW3s4NZQcjSZLGrybJ4eSU0gkNtq8gj5oQEbE7eU7MMVWTFiLiD8CTgMeklP7WYP/nAAfXTVfxBPJQlBXgVPJ0F3eRkywfBzwTeEVK6aSaOiuL4y4b4XVulORQrP8dcAzwqJTSJRGxM3A9cHFKqaWm3HHAd8bx0leklGZdMvJAR8+OwP8jT0uxVcnhSLUS8EvgP1t6O1eUHIskSZIaGOjoaQPeAzwVp6TQ7LIe+CHQ3dLb+deyg5Emq1J2ANJUG+jo2Ql4F/mOuG1KDkcaSVuxXD7Q0fMZ4OSW3s41JcckSZKm3p3F40BK6YBx1rmreNwF2CjJoVhf773AUuColNKK2g0R0UVOcpgqJ5OTHI4nn7Q7jty3PLmuXPW13z+FRTMY6OjZmTwixuuALUoOR2okyCOndAx09FwAfBb4QUtv52C5YUmSJGmgo6eVPP3gsWXHIo1gEfBS4LiBjp5fAB9u6e08v+SYpAlzJAfNGQMdPVsB7wDejndaqfncAnwR+K+W3s47yg5GkiSNbCIjORTPLwYeCuyWUrp9HPt/H/Ah4AMppQ/VbdsTuApYWDeSw6XATimljaZTiIjfkE+w1Y/kcBWwOKX0kBHiGGkkh6XkOT3vBvYALiDPKbt7SunmmnI7A/8CLkgptY71uss20NGzGzlZ+jXkhBGpmVwJfBD4niPFSZIkzbyBjp79yckNs3YqPmkUvyEnO5xddiDSeDlEjpreQEfPZgMdPW8D/gF8ABMc1Jx2Ip+UvGqgo+cdAx09m5UdkCRJmjKfARYDPRGxbf3GiNguImpHefgeMAi8KSIeUlMugI8DCxscYyWwfUQ8tm7f/8bIdxDdBuxUJC2MW0ppNfC/wO7A24D9gV/VJjgU5W4GvgscGBHvi4iN4o6IfSJir4kcf6oNdPTsPtDR81/k/sRbMcFBzWlf4Nvw/9m77/A4qruL4+dKq2K5yXLvvTfWtmxsuVEChgyQEEJICCEoCSGQ3v0m9DQc0gskJAtphJJQRQfjgjHGZWzj3nsv6nWlef9YWbGtXu+W7+d5/FianZ05UoilnT3zu1rvOoGPuU7A1PcEAAAANJ/rBMa4TuBpSa4oOCByzZO0zHUCb7lOYK7tMEBDMMkBEct1AvGSPiPpHoXuIAOiyR5J/6fQ2Fn+oQYAIIw0dpJD5bY/SLpd0ilJr0naJylN0mBJsyU96nnebWftP1/STySdVmitzByFlohIq/x4gud5cWftP0/SKwpNV3iqcp8pkmZKekbSdao+yeGnCi03saTyT4mkdZ7nvVj5eI2THCofmylpqUJreSZI+pjnec/UsF+nyq/3QknbJb0j6aikPpJGS0qX9EnP8544/7mtzXUC/SXNl5QpiYIpos0aSXf6szJfth0EAAAgGrlOYLhCN11+UtxQjOjzmqRv+bMya1pCEwgLlBwQkVwn8FFJP5I0xnYWoJWtlPQdf1bmYttBAABASFNKDpXbHUm3SZoqKVWhwsM+Sa9L+qfneVvO2/8mhZZiG61QeeE1hZZTeF1SP8/zUms4/g8VWjqiXNL7Cv3OPETSo6pecmgv6UGF7jbqpdCEiKqvqa6SQ+Xj2xW6e/yUQktxlNayX6KkWyV9qjJbskJFh+2SXpT0D8/zTtb03NbgOoEuChWlb1NowgYQzZYo9HrifdtBAAAAooHrBAZJukuhGzBrmrIHRItySY9IusuflXncdhjgfJQcEFEqx+T8TNI0y1GAtvaipO/5szI32w4CAADsqZyMcFTSWs/zptvOE0kqJ8HdKuk+Sd0sxwHa2tOS5vuzMnfaDgIAABCJXCfQV6FS+ecUmmYHxIpchSZN/tqflVliOwxwBiUHRATXCUxSaP3hy2xnASwql/RXSXf7szKP2A4DAABajzGmu6Rsz/PKztrmk/SQpM9L+p7neQts5Ys0lWXpX0uaaDcJYFWZpIcl3efPyjxhOwwAAEAkcJ1AgkIT9u6U1N5yHMCm3QrdiPm07SCARMkBYc51AgMlPSDpekmmnt2BWJGv0GjpB/1ZmQW2wwAAgJZnjLlNoYkDb0raLylN0mxJIyStlTTD87wiawEjROUo2QclfcxyFCCc5Cp0kf73/qzMCtthAAAAwpXrBC6S9AeFlhAEELJM0jf8WZkrbQdBbKPkgLB0VjvyLkkpluMA4eqwpLslBfxZmeW2wwAAgJZjjPEr9CbkVEldKzfvlvSMpAc8z8uzlS0SuE4gRdJ8Sd+WlGw5DhCuVkv6oj8rc7XtIAAAAOHEdQK9Jf1C0idtZwHClCfpcYWWxNtvOwxiEyUHhB3XCcxUaAzvONtZgAjhSsr0Z2WutR0EAADANtcJfEqhaXD9bGcBIkC5pN9LutOflUl5CgAAxDTXCcRL+oqkeyV1shwHiARFkn4p6adMnUZbo+SAsOE6ga6SFki6RSxNATRWUKGL+ff5szJLbYcBAABoa64TmCzpN5IybGcBItBBSV/1Z2U+YzsIAACADa4TyJD0R0kTbGcBItAuSZ/3Z2W+bTsIYgclB4QF1wncrNBaud1sZwEi3CaFpjqssB0EAACgLbhOoJ2kH0n6uqQ4u2mAiJcl6cv+rMy9toMAAAC0BdcJdFfo5subxc2XQHN4kv4k6btMiUNboOQAq1wnMFChf/Qut50FiCIVkn4t6Yf+rMwiy1kAAABajesEZkv6q6RhtrMAUaRA0j2Sfu3PygxazgIAANAqXCcQJ+mLkn4sqYvlOEA02SvpC/6szDdsB0F0o+QAK1wnYCTdIemnkjpYjgNEq50KjYhaZDsIAABAS3KdQAdJP5N0u7jbCmgt6yV90Z+V+Z7tIAAAAC3JdQJDJP1D0gzbWYAo9hdJ3/JnZebaDoLoRMkBbc51AiMUuttqpu0sQAxgRBQAAIgqrhO4SFJA0iDLUYBYUCHpd5K+58/KLLEdBgAAoLkql87+naSOtrMAMeCApFv9WZmv2A6C6EPJAW2mcvzTtyXdKynZchwg1uxX6JeJV20HAQAAaArXCSQrNL3hq2J6A9DW1ku6wZ+Vudl2EAAAgKZwnUCapIclfdx2FiAG/U3S1/1Zmdm2gyB6UHJAm3CdQA9J/5J0qe0sQIz7u0K/TJy2HQQAAKChXCcwWaFxsqNtZwFiWJGkb/qzMh+2HQQAAKAxXCdwiUJvsva1nQWIYYcVWg7vRdtBEB0oOaDVVY6TfVxSL9tZAEiSjkj6jD8r8w3bQQAAAOriOoF4Sf8n6U5JCZbjAAh5VtLn/VmZp2wHAQAAqIvrBJIk/UTSN8Q0OCBc/FPS7Syvjeai5IBWU7k8xV0KXZCMsxwHwLkqFPoF/x5/Vma57TAAAADnc53AIElPSJpmOQqA6g5Kusmflfm27SAAAAA1cZ3AWIVuvpxgOwuAarZKus6flbnBdhBELkoOaBWuE+it0PIUF9nOAqBOiyV90p+Vedh2EAAAgDNcJzBPodcTabazAKhVhaQHJN3lz8oM2g4DAAAgSa4TMJK+otDvKcmW4wCoXaFCy1f803YQRCZKDmhxrhP4kELjZnrYzgKgQY4pdBfW67aDAACA2FZ5QfKuyj9MgwMiw/sKFad32Q4CAABim+sEekl6VNI821kANNifJX3Vn5VZYjsIIgslB7SYyvVy75U0X1yQBCKNp9DyFXezfAUAALDBdQJdFJrecIXtLAAaLU/SHf6szH/YDgIAAGKT6wTmSnpKUnfLUQA03hqFlq/YbTsIIgclB7QI1wn0VWh9q9m2swBoljcVugvrhO0gAAAgdrhOwC/pv5IG284CoFn+LOnL/qzMMttBAABA7HCdwDckLZDks50FQJOdlnSzPyvzRdtBEBkoOaDZKtfL/YekbrazAGgReyV9zJ+Vudp2EAAAEP1cJ5Ap6Q9ivVwgWixW6PXESdtBAABAdHOdQDtJj0i60XYWAC3Ck/SApB8ycRr1oeSAJnOdQJykH0v6niRjOQ6AllUs6Uv+rMzHbAcBAADRyXUCSZJ+L+nztrMAaHG7JV3lz8rcaDsIAACITq4TGCjpWUl+21kAtLhFkm7wZ2UetR0E4YuSA5qksiH5L0kftZ0FQKt6WNLX/FmZpbaDAACA6FF5QfI/kqbYzgKg1eRJ+pQ/KzPLdhAAABBdLpuZM/tHnZ/9d4Kp6GM7C4BWc1ihosMS20EQnuJsB0DkcZ1Ad0lvi4IDEAtuk7So8v/3AAAAzeY6gUslrRYFByDadZT0vOsEvms7CAAAiB7pGcFbT3vt33wg74qdtrMAaFW9Jb3lOoGbbQdBeGKSAxrFdQIjJL0saajtLADa1A5Jl/uzMnfZDgIAACJX5cWJv0jy2c4CoE39XdKt/qzMEttBAABAZErPCMZL+oWkr53ZdnHS5iU3pKycbS8VgDZypz8r80e2QyC8UHJAg7lOIEPS85K62s4CwIqjkq70Z2WusR0EAABEHtcJ/J+kH9vOAcCa5ZI+yrq6AACgsdIzgp0kPSHpinMf8YJfbL94/eTEfZNs5ALQpv4s6XZ/Vma57SAID5Qc0CCuE7he0t8kJdvOAsCqPEnX+rMy37QdBAAARAbXCcRJ+q2kO2xnAWDdfklX+7My19oOAgAAIkN6RnCQpCxJY2vewzt9X6fnc3vF5w5sw1gA7MiS9Al/Vmah7SCwL852gEhhjPGMMYts57DBdQLfUaglScEBQEdJL7tO4FO2gwAAgPDnOoFkSU+LggOAkP6S3nGdwDW2gwAAgPCXnhEcK2mZai04SJLpcn+uU1bkJeS1VS4A1jiS3nadQHfbQWAfkxwqGWP2SJLneYNqedyTtNjzvLltl8ou1wnEK3TH1e22swAIO56k7/izMn9hOwgAAAhPrhPoIukFSTNtZwEQdsol3eLPyvyH7SAAACA8pWcE0yW9ogYun50Wl//+Tzs9k26MTOsmAxAGdki6wp+VucN2ENhDyaFSA0oOoyQVep63rw1jWeM6gfYKTW9wbGcBENZ+Kenb/qxMfpgAAIAqrhPoL+lVSWNsZwEQtjxJd/izMh+yHQQAAISX9IzgXIUK0x0b87yJCfsX39Hh7TmtEgpAuDkuyfFnZb5vOwjsYLmKBvI8b0sMFRx6SlosCg4A6vdNSf90nUCC7SAAACA8uE5gvKTlouAAoG5G0h8rl8gEAACQJKVnBK9SaIJDowoOkrSurP+cN4tHv9vyqQCEoe4KLV1xle0gsKPZJQdjzCBjjGeMeazy4yeMMSeMMcXGmFXGmBrfKDfGfNIY87YxJrty383GmB8aY5Jq2f9GY8waY0yRMeaYMeYfxpg+xphFlUtJnL1vojHmy8aYl40xe40xJcaYU8aYN40xV5y379zK5w+UNLDyaznz57Gz9vOMMYvO+vzhym01riNpjJlW+fh/ztueYoyZb4xZa4wpMMbkG2OWG2M+Wfd3um24TmC4pPckTbadBUDE+JSkl1wn0OgXHgAAILq4TmCupKWS+lqOAiByLHCdwH22QwAAAPvSM4I3SnpGUnJTj/FU0ZQLdgS7b265VADCWIqkZ10n8EXbQdD2WnKSw0BJ70saJOkfkp6UNE7S88aYi87e0RgTkPS4pGGS/ivpD5JOSbpf0qvGGN95+39X0j8rj/03SY9KGitpmaTUGrKkSfqNQk2/NxQap/6CJL+kl40xnz9r3z2S7pWUU/nn3rP+PFfH1/u3yr8/U8vjN1f+/dhZX0eqpHck/USh9ScDlcfpLulxY8yP6jhfq3OdwFBJbyv0fQaAxviQpEWVk2AAAEAMcp3AtQotUdHZdhYAEedO1wn8ynYIAABgT3pG8EsKvbfkq2/fupmUB/Mu75xd0e54S+QCEPbiJT3sOoHv2w6CtmU8r3nLqBtjBknaXfnpPZ7n3XvWY5crdJHrFc/zrqzc9lmFSgrPSrrR87yis/a/R9Ldkr7ued5vKrcNkbRVUrakSZ7n7a/cbhQqStwgSZ7nmbOOkySpu+d5B87L2lmhYkQfSX3PO/eeyuMMquXr9CQt9jxv7lnbtipUCOjted6p885/WFJZ5XmCldsfU6j88D3P8xactX+yQoWKyyq/xrU1ZWhNrhMYrNASFf3b+twAosouSZf4szL32A4CAADajusEPiLpaTX7giSAGPcXSV/0Z2VW2A4CAADaTnpG8P8k/bglj5liStY/2PnpUT5TkdiSxwUQ1r7tz8r8he0QaBstOclhr6RzJhF4nveapH2Spp61+WuSgpIyzy4ZVLpf0klJN5617VMKXSj73ZmCQ+WxPUnfV2giwjk8zys5v+BQuT1HoekJXSSlN/grq93fJCVKOn+piasqz/GvswoOXSV9WtKqswsOlbmKJX1PofUoP9UCuRrFdQIDFZrgQMEBQHMNkfSW6wQYUQ0AQIxwnYCj0CQ/Cg4Amuvzkv7lOgH+PQEAIEakZwQfUAsXHCSp0Eua8LO8K1a09HEBhLUHXSfwNdsh0DZa8kXjWs/zqhUOJO2XNF2SjDEpkiZKOiHp66FhDNWUSBp91uf+yr/fOX9Hz/P2GmP2q4blFYwxYyV9R9JsSb1VfQ2nlngD7u8KFTNuVmjJjTOqLVWhUKkiXpJXObHifAmVf4+u4bFW4zqB/pIWKrTcCAC0hCGS3nSdwBx/VuYx22EAAEDrcZ3APEn/Uaj8DQAt4QZJKa4TuN6flVliOwwAAGgd6RlBI+khSV9srXPsK+8664nC9MU3pKyc01rnABB2fu06gTJ/VuYfbQdB62rJkkN2LduD+t/EiC4KTSvortCyFA1xZj3Xo7U8flTnlRyMMRcq9Ma9T9Jbkl6QlCupQtIFkq6RlNTA89fK87wDxpi3JH3IGDPa87zNxpgekuYpVPpYf9buXSv/TlfdUyQ6NDdXQ1Xeab1QoTckAaAljZL0husE5vqzMk/bDgMAAFqe6wQuVWgZwma/tgKA81wt6SXXCVztz8ostB0GAAC0it+pFQsOZywsGZUx3Hd0zeTEfZNa+1wAwsbvXScQ9Gdl/tl2ELSellyuoiFyKv92Pc8zdf056zm5lX/3rOWYNW3/oaR2ki7zPO8Kz/O+7nneXZ7n3SOppccT/a3y7zPTG25UqFzxt/P2O/O1/6qer/2iFs5XI9cJ9Fao4DCsLc4HICZNkPSq6wQ62g4CAABalusE5ipUJj9/Yh4AtJRLJP3HdQIJ9e4JAAAiSnpG8H5Jd7TN2YzvTwVzBh8p77S3bc4HIAwYSQ+7TiDTdhC0njYtOXiely9po6Sxxpi0Bj7Nrfx75vkPGGMGSupfw3OGSTrled6iGh6rbSxRuULLSTTWMwoVMT5tjIlTqOwQlPT4efu9r9AkiVlNOEeLcp1AT4UKDiNsZwEQ9aZKynKdQIrtIAAAoGW4TmCmpCyFiuUA0JqukPSY6wRqXO8UAABEnvSM4LcUulG1DZku9+c6ZUVeQl7bnheARUbSI64T+IztIGgdbT3JQZJ+qdB6rQFjTOr5Dxpjuhhjzh4b9LhCpYGvGGP6n7WfkfRT1VxM2CMpzRgz4bxjf07S5bXkOimpuzGmURfqPM8rkvSUpL6SviFpoqSXPc87dt5+xyT9S9IUY8ydxphquY0xQ40xgxtz/sZynUB3hQoOo1rzPABwltmSnnWdAKOsAQCIcK4TuFDSy5La284CIGZ8StJvbIcAAADNl54R/JykB22cu0y+YffmXrXZ8+TZOD8AK+IkPeo6gU/aDoKW1+YlB8/zApL+KOkaSTuNMY8bY35mjPmzMeYNSUck3XrW/jsl3SWpm6R1xpiHjDE/k7RK0nRJ66RqP5R+Xfn3O8aYvxhjfmGMWSzpz5L+U0u0txRaS/ZVY8z9xpgfGmOuauCXdWZpip+e9/n5vizpPUn3SdpsjAkYY35qjPmbMeZ9STskTWvgORvNdQLdFPo6x7TWOQCgFpdJesp1Aj7bQQAAQNO4TmCKpFclsRQVgLb2FdcJ3G07BAAAaLr0jOB1Cr1HY82pig5T/1hw0RKbGQC0uThJ/3CdwPW2g6Bl2ZjkIM/z7pB0laTlki6V9E1JV0vqLOnn+l9J4cz+P5X0GUl7Jd0i6XOSNkvKkORTaLmIs/d/tfL4myR9onL/EkkXSXqpllg/kvSwpKGS5ku6X9LHGvj1vKNQQSFB0imFRrfWtF+uQstlfEXSicrjf7MyV55CkyDeaMg5G8t1AmmS3pQ0vjWODwANcLVCv0xY+dkDAACaznUCF0h6XaHXbABgwz2uE2ijtbsBAEBLSs8IXq7QpGvr1wXXlfWf82bx6Hdt5wDQpuIl/ct1AtfaDoKWYzwvcifzGGM6SToqaa3nedNt5wlXrhNoL2mRpCmWowCAJAUkfd6flRm5P4AAAIghrhMYotBEuu62swCIeRWSbvRnZT5hOwgAAGiY9IxghkKF6RTbWf7HK/xux1f3DfMdZ1lvILaUSbrMn5W5yHYQNJ/11lxDGGO6G2MSztvmk/QLScmSnrUSLAK4TiBe0hOi4AAgfGRK+q3tEAAAoH6uE0hVaBoeBQcA4SBO0t9dJ3C57SAAAKB+6RnBiQpNvg6jgoMkmZQH8y7vlFORfNx2EgBtKkHSM64TGGE7CJovIkoOCi3rcNAY87gx5gFjzCOSNkr6vKS1kn5nM1yY+40kx3YIADjPl10ncL/tEAAAoHauE0iQ9F9J3N0EIJycuTB5oe0gAACgdukZweEKTXBItRylRhWK63N37jWHg15cqe0sANpUF0kvuU6gq+0gaJ5IKTmskPSOpNmSvirp05LKJf1Y0mzP84osZgtbrhP4piTWqwQQrn7oOoEbbIcAAAC1ekjSxbZDAEANUhS6MDnWdhAAAFBdekawp6Q3JPWwnaUuhV7ShJ/lXbHCdg4AbW6YpGddJ5BoOwiazngeS6JHI9cJXCvpaUVOkQVAbCqSNMuflbnadhAAAPA/rhP4nqSf2c4BAPU4JOlCf1bmfttBAABASHpGMFHS25Jm2M7SUBcnbV58Q8rKObZzAGhz//BnZX7Gdgg0DW+ARyHXCUyV9E/xvy+A8NdO0nOuE+hlOwgAAAhxncB1kn5qOwcANEAfhe7ASrYdBAAAVPmjIqjgIEkLS0ZlrC4dsMZ2DgBt7ibXCdxpOwSahjfBo4zrBPpLekGhNw4BIBL0U2hN3STbQQAAiHWVhem/SzK2swBAA02W9GfbIQAAgJSeEfyqpM/ZztF4xvengjmDj5R32ms7CYA2dy/LakcmSg5RxHUCKZKel9TTdhYAaKTpCq37DQAALHGdwEBRmAYQmW5yncDXbYcAACCWpWcEL5H0C9s5ms50uT/XKSvyEvJsJwHQpoykR10nMN12EDQOJYfo8qgkv+0QANBEt7hO4Bu2QwAAEItcJ9BJ0kuiMA0gcv3cdQIX2Q4BAEAsSs8IDpX0lCSf7SzNUSbfsHtzr9rsefJsZwHQppIVWlZ7sO0gaDhKDlGics2Y623nAIBm+rnrBC6zHQIAgFjiOgGfpKcljbWdBQCawSfpqcqpNAAAoI2kZwQ7KjRhOs12lpZwqqLD1D8WzF1sOweANtdDUpbrBDrbDoKGoeQQBVwn8FFJ99rOAQAtIF7Sk64TGG47CAAAMeTnkigZAogG3RS6AyvFdhAAAGJBekbQSPqnoqwwva5swNy3ikctt50DQJsbI+lp1wnE2w6C+lFyiHCuExgv6R8KrRkDANEgVdILlWOzAQBAK3KdwDWSvm47BwC0oAsk/cV2CAAAYsT9kq62HaI1PFmUPnFHsPsW2zkAtLkPSbrLdgjUz3geSwtFKtcJtJe0WtJI21kAoBW8LOkqf1Zmhe0gAABEo8qR7q6kLrazAEAr+I4/K/NB2yEAAIhW6RnB6yU9aTtHa4pTxaEHOv8noXNccXfbWQC0qQpJl/izMhfZDoLaMckhsv1GFBwARK8rJf3MdggAAKKR6wR8kp4QBQcA0etnrhO41HYIAACiUXpGcIKkR23naG0Viutzd+41h4NeXKntLADaVJykf7lOgIJTGKPkEKFcJ/BxSZ+znQMAWtl3XCfwUdshAACIQj+RdKHtEADQiuIlPek6gcG2gwAAEE3SM4LtJP1bUortLG2h0Eua8EDevBW2cwBoc30kPeY6AWM7CGpGySECuU5ggKQ/284BAG3kL64T6Gs7BAAA0cJ1AldK+rbtHADQBtIUKjr4bAcBACCK/FzSGNsh2tLe8m6zniycssR2DgBt7kpJ37QdAjWj5BBhXCcQL+lfklItRwGAtpIm6R+uE+BnFgAAzVRZHPybJO5EABAr0iXdaTsEAADRID0j+GFJd9jOYcNbJaNnrCkd4NrOAaDN/dR1AlNth0B1vGEUeX4gaabtEADQxi6S9D3bIQAAiGSVhel/S+pmOwsAtLEfuE5gmu0QAABEsvSMYE9JAds57DG+hwvmDDpS3mmf7SQA2lSCpCdcJ9DZdhCci5JDBHGdQIaku2znAABL7qMxCQBAs9wraZbtEABgQbykf7pOoL3tIAAARLBHJfWwHcIu0+X+XKe0yEvIs50EQJsaLOnPtkPgXMbzPNsZ0ACVDaF1kgbazgIAFu2UdIE/KzPfdhAAACKJ6wQulfSaKLoDiG1/9mdlftF2CAAAIk16RvArkn5rO0e4SIvLf/+nnZ5JN4ZlAKPBbzY/rU05e7Sv4KiyS/OVFJ+g3u26am5Pvz4x6BKlJnao2vdQ4Qk5b9c+cPiy3un62aTbGnzugmCRHt3xihYeWa1DRSeUFJeosamDdfPQeZrWbUy1/fcVHNWDG/+t9dk71S4+SXN6+vWVUdeqva9dtX1/4D6idad36KnZ9yrFl9zgTKjTF/1ZmZQdwgQlhwjhOoEnJH3Cdg4ACAMBf1bm52yHAAAgUrhOoJektZJ6Wo4CAOHgKn9WZpbtEAAARIr0jOBYSask8S7pWSYm7Ft0R4dFc23nQPNNfflWjeo8UEM69FZaUicVBUv0QfYubcrZo+5Jqfpbxg/Uq12apP+VHEZ06q+5Pf3VjjWsY19d2ntKg86bW1agzHd/pl35hzS0Qx9N7TZGReUlWnTUVXZpvu4a/1l9ZMD/hjEWBUv0scU/VFF5ia7sO13Hik/rrSOrdWmvyVow+fZzjr306Dp9bdVv9dC0b9VYlkCTFUma6s/K3GA7CCg5RATXCdyimF7rCgCq4cIkAAAN5DqB5yVdbTsHAISJo5LG+7Myj9sOAgBAuEvPCCZJel/SBNtZwtEn2r2//JLkLdNt50DzlJSXKSk+odr23295RoGdL+njA+Zq/vibJP2v5HBVvxm6d2Lz7sP7+cbH9e89b+niXpP0M/9t8sXFS5JOleTq0+/cr+zSfD0798fqWVmweO3Q+5rv/kmPXPhdTe46UpJ097qAXjywTG9e+iulJXWSJOWVFerjS+7SjO7jdNeEzzYrI2q0SVK6Pyuz0HaQWMeo0jDnOoHhYgwUAJzvEdcJpNkOAQBAuHOdwPWi4AAAZ+sp6RHbIQAAiBA/EwWHWj1ZlD5xR7D7Fts50Dw1FRwk6bI+6ZKkfYXHWuW8bx9xJUlfGvGRqoKDJKUlddKNQy5TcUWpnj/wTtX2w0UnJUnjUodUbRuXOvicxyTpV5ufkiR9Y/T1rZIbGiPpx7ZDgJJDWHOdQKKkf0vqUN++ABBjekn6o+0QAACEs8pCIIVpAKjuGtcJsAQeAAB1SM8IXi7pa7ZzhDeT8mDe5Z1yKpKZEBWFlhxdK0ka3rFftceOF2frP3sX6a87XtJ/9i7Sttz9jT7+iZIcSVLflO7VHutXue39E5urtvWunOiwOWdP1bZN2XsqH+sqSVpxYpOe279U/zfuJnVMSGl0JjTYV10ncKHtELHOZzsA6vR9SZNthwCAMPUJ1wk848/KfMp2EAAAwtQvFLpjGQBQ3a9dJ/C2Pytzl+0gAACEm/SMYGdJj0oytrOEuwrF9bk795r1D3Z+urPPVCTazoOm+/vOV1VYXqL8YJE2Ze/R2tPbNbxjP90y9Mpq+753YpPeO7HpnG1T0kbq3gs+V1U4qE9qYgedKMnRocITGtKxzzmPHSgM9Wb2Fhyp2jarx0T1TO6ib67+va7sO13Hik7pzSOrdXGvSUpL6qTCYLHuX/83XdHnQs3uObGxXz4aJ07SX10n4PdnZZbaDhOrjOd5tjOgBq4TGCppg6Rk21kAIIydlDTWn5V51HYQAADCiesELpX0hu0cABDm3pU025+VWW47CAAA4SQ9I/h7SXfYzhFJBsafWPqDTi/Psp0DTfehN7+hkyW5VZ/P6D5O907MVNekzlXbTpXk6sk9CzW3l79q2sK23P360/YXtOrkFvVP6aEnZt2jdr6kes93//rH9Oz+pbq012T9dNJtijeh4funS/J047L7dKTolBLifFpxxZ+qnrMn/4ge3PRvfXB6l5LjEzWn5wX66qjr1CGhnX624V9668gqPT37fhWVl+hnG/6l909sUryJ00W9Jul7Y29Uh4R2LfXtQsj9/qzMu2yHiFWUHMKU6wRekTTPdg4AiADP+bMyP2o7BAAA4cJ1AikKFaYH284CABHgG/6szF/bDgEAQLhIzwhOkbRCLHfeaJckbVryiZRVs23nQPOcLMnRutM79bst/1FBsFi/Sf+aRnceWOdzghXlylz+M23I3qVvj7lBnxr8oXrPc7w4Wzcv+7GOFJ/SsI59ld51tIrLS7To6Fr1SE7V1tz9SopL0PIrHq73WGtObdMXli/QA5Nu0yW9JuvGd+7TqdI8fXfsp1QYLNaCjY/rwm5jtGDy7Q3+PqBByiRN9mdlfmA7SCzih1QYcp3AdaLgAAAN9RHXCVxhOwQAAGHkflFwAICGus91An1thwAAIBykZwTjJD0s3jtqkrdKRs9YUzrAtZ0DzdM1qbMu7jVJf5j6TeWUFeiutX+p9zm+uHh9tH9okMeaU9sadJ7uyan6x8wf6vqBF6sgWKyn976tpcfW67Le6Xpg0pckSV2SOtZ7nOLyUt23/jFd3GuSLu09RStObNKW3H36ysiP6eJek+T0m6GbhlyuN4+s1v6CYw3KhgZLkBRwnUC87SCxyGc7AM7lOoEOkn5lOwcARJjfuE7gLda/AgDEOtcJpEv6mu0ckWDFiU16as9Crc/eqdyyQnVOaK9hHfvpU4Mv1cweE6r2Ky0v07P7lyrrwLs6WHhcJRVl6pmcpgu7j9GnB1+mPindGnzOgmCRHt3xihYeWa1DRSeUFJeosamDdfPQeZrWbUy1/fcVHNWDG/+t9dk71S4+SXN6+vWVUdeqva/6iNEfuI9o3ekdemr2vUrxseoh0AgdJf1G0nW2gwAAEAbukDTZdojIZXwPF8wZdF/88/t6xecOsJ0GzdMnpZuGdOitrbn7dbo0T10S6y4cnHm8qLzhl6i7JnXW98fdqO/rxnO2v39isyRpbOf67194aOuzyinN1/fHhY6xO/+wJJ0zfeLMx7vyD6l/+x4NzocGmSLpywq9pkAboo0Xfu6V1M92CACIMMMlfdN2CAAAbHKdQIKkv0jiDoJ6/Hrz0/rSil9oU84eze5xgT49+DLN6jFB2aV5WnVya9V+wYpy3bbiQT2w8V8qCBbr8j5Tdd2AOUpL6qgn9rylG5beo115hxp0ztyyAt287CcK7HxJ8SZOHxswV5f0nqwtuXv1pRW/0HP7lp6zf1GwRLe996A+yN6lD/edoXGpQ/TU3oW6d92j1Y699Og6vXLoPd054WYKDkDTfIzpcACAWJeeEewt6Ue2c0Q+0+X+XKe0yEvIs50EzXe8OEeSFG/qfzv1g+xdkqR+7RpehK/NSwfflSTN6zOtzv02ZO/S43ve1LfHfFJdkzqf81hpRVnVxyXlZec/FS3rftcJ9LEdItYwySGMuE5gvKSv2s4BABHqh64T+Ic/K/Og7SAAAFjyXUkT6t0rxj2zb7H+vutVXdVvhn44/mYlxJ37srisIlj18dtH12jt6R2a2nW0/jjtm4o768LWQ9ue0yPbX9Tfd72qeyZm1nveP217XrvyD+niXpP0M/9t8sWFuihfLrlWn37nfi3Y+Limdx+rnu3SJElLjq3TkeJTeuTC72py15GSpLvXBfTigWU6VZKrtKROkqS8skL9eMM/9JH+s2qcBgGgwX7vOoFx/qzMIttBAACw5FeSOtkOEQ3K5Bt2b+5V7/+00zPpxsjYzoPa7c0/orSkTuqYkHLO9gqvQn/c+pxOleZqYpdh6pTQXpK0OWevRnbqf85rQyk0KfBfu1+XJF3Zd/o5j+WVFepESY46+Nqpe3LqOecoLi+tVlTPOvCusg4s18Quw3RRL3+t2csqgrpn3aOa3n2cPtzvf+cc0jH0XvuSY+s0qnKCw5Jj60KPdeB9+FbSUdKvJV1vOUdMoeQQJlwnYCQ9JP43AYCmai/pQUmftB0EAIC25jqBkZLutJ0j3JWWl+kPW59Vr3ZpNRYcJJ2z7WDhcUnSzB4Tql3EmtvTr0e2v6jTpfkNOvfbR0JL835pxEeqCg6SlJbUSTcOuUy/2PSEnj/wjm4dfrUk6XDRSUnSuNQhVfuOSx2sFw8s0+Gik1Ulh19tfkqS9I3RXEsBmmmIpB9I+qHtIAAAtLX0jOBlkj5hO0c0OVXRYepDBXMX395h0RzbWVC7d45/oN9v+a8uSBuuPu26KTWxg06W5GjNqW06UHhc3ZI6687xN1ft/8tNT2pfwVFN7DJUPSoL6ttz92vlyS2SpNtHfEQT04adc463j6zRPesf1VX9ZujeiZ+r2l5cXqpL3/yGLuw2Rv1SesgYo3Wndmh99k4N7tBbCybdVu116Nn+vP0FHSs+rT9OO3fA8dSuozW680A9sv1FHS48qcLyEr1xeKU+1HsKS1W0ro+7TmCePyvzVdtBYgXLVYSPWyRl2A4BABHuBtcJ8MIBABCL/iApyXaIcPfeiU06XZqni3tNlpHR0qPr9NjOl/X47je07vSOavsP6dBXkvTu8Q9U4VWc89jSyjthpnUb3aBznygJjTntm9K92mP9KredWXdVknpXXjDbnLOnatum7D2Vj3WVFLpb6Ln9S/V/426qducRgCb5tusEhtoOAQBAW0rPCCYr9HoCLWxt2YA5bxWPWm47B2o3rdtoXdN/lk6X5untI2v0912vauGRNeqU0F63Dr9aT8++r2oygiR9uO90jew8QBtz9ujZfUv09N63tb/gmD7UO11/mf49fX74VQ0+d0KcT5f3nqrd+Yf1n32L9PTet1VcUao7Rl6rf868U92Tu9T63K05+/S3na/qG6OvV4/z9jPG6JeTv6xZPSbo9cMrtfz4Bl3Vb4buHP/ZRn9/0Gh/cJ0Aa0i2EeN5nu0MMc91AmmStkpq/kI9AIAPJPn9WZnltoMAANAWXCfwYUlZtnNEgjNLTNwy9EotPbZOO/LOXeVqUtoI/XzS7eqS1FGS5HmevrPmj1p4ZI2GdOijad1Gyxfn0+acvVp7aruuGzhX3xz9iXMmM9Tmsje/qRMlOfrP7PvPuUgmSf/a/YZ+sekJdU3qpDcu/ZUkqTBYrI8t/qFKKsp0Zd/pOlZ0Sm8eWa2Le03Sg5PvUGGwWNcvuVsTuwzTj/1faKHvEABJL/qzMq+2HQIAgLaSnhG8T0yFa0Ve4Xc7vrpvmO/4KNtJALSJH/mzMvk3tQ0wySE8PCAKDgDQUsZLut12CAAA2oLrBOIlLbCdI1KcLsmTJP1916uSjP46/ft65/I/6MlZ9+rCbmO15tQ2fXfNQ1X7G2P080m369bhV2tvwRH9e89b+seu17Tq5BZNShuheX2mNajgIEmzekyQJD287TmVnzUV4nRJXtXarbllhVXbU3zJemjatzWm8yC9uH+Z1p3eqesGzNU9EzIlSb/d8l+VVJTqO2M/qcNFJ/W1lb/V9Fdu08xXb9eda/+i/LKiZn2vgBh2lesE5tkOAQBAW0jPCI6Q9D3bOaKbSXkw7/JOORXJx20nAdAmvu06gX62Q8QCJjlY5jqBCyW9K8nYzgIAUSRb0gh/ViYvHgAAUc11Al+Q9GfbOSLFjz74u57Zt1iJcT49M+fH6pPyv655UXmJrl30Ax0tPq1HZ8zXxC7DVFJeprvW/UXLjn2gr4++XnN7+pUcn6h1p3dowcbHdbjopBZM+pLm9vLXe+7jxdm6edmPdaT4lIZ17Kv0rqNVXF6iRUfXqkdyqrbm7ldSXIKWX/Fwvcdac2qbvrB8gR6YdJsu6TVZN75zn06V5um7Yz+lwmCxFmx8XBd2G6MFk+l9Ak20VdJ4f1Zmme0gAAC0pvSM4GuSLrOdIxakmJL1D3Z+epTPVCTazgKg1QX8WZmfsx0i2jHJwaLKu64eEgUHAGhpqZJ+ajsEAACtyXUC7SXdZztHJOnoaydJGtlpwDkFB0lqF5+k6d3HSZI2Zu+WJD2682W9cXiV7hh5ra4bOFfdkjurQ0I7ZfQYr59Pvl1Br1w/3/TvBp27e3Kq/jHzh7p+4MUqCBbr6b1va+mx9bqsd7oemPQlSapaJqMuxeWlum/9Y7q41yRd2nuKVpzYpC25+/SVkR/Txb0myek3QzcNuVxvHlmt/QXHGvy9AXCOkZK+ZjsEAACtKT0jeIkoOLSZQi9pwgN581bYzgGgTdzsOoHRtkNEO0oOdn1G0gW2QwBAlMp0nUC67RAAALSi70jqZTtEJBnYIfTt6piQUuPjZ7aXlIdu3l56bJ0kaUrX6svnjujUX50SUnS46KSyS/MbdP6uSZ31/XE36qWLF+j9K/+s1y/9pb437kYdKTolSRrbeXC9x3ho67PKKc3X98fdKEnanX9YkjS688Cqfc58vCv/UINyAajRXa4T6GE7BAAAregntgPEmr3l3WY9WThlse0cAFpdvLgJs9VRcrDEdQIJku60nQMAopiR9HvXCTAtBwAQdVwn0FvSt23niDRTu46WkdGu/EOq8CqqPb4z76AkVU15KKsISpJOl+ZV27e0vEyFwRJJUkJcfLNyvXTwXUnSvD7T6txvQ/YuPb7nTX17zCfVNanzuXkq/jdV/0xJA0CzdBRrlAMAolR6RvCjkqbazhGL3ioZnbGmdIBrOweAVneN6wRm2A4RzSg52HOLpPpv0wEANMdUSTfZDgEAQCu4V1J72yEiTZ+Ubprdc6KOFJ3S47vfPOex5cc3aPnxjeroS9GMymUr/F2GS5ICO15S6XnFgT9tf0FBr1xjOw9W+8plMCQpr6xQu/MP63hx9jn7V3gVKgwWV8uUdeBdZR1YroldhumiXv5as5dVBHXPukc1vfs4fbjf9KrtQzr2kSQtqZw6cfbHQzr0qfV4ABrkS5WlMgAAokZ6RjBO0o9s54hdxvdwwZxBR8o77bOdBECre8B2gGhmPM+znSHmuE4gSdJ2Sf1tZwGAGLBD0ih/Vma57SAAALQE1wmMlbROofGHaKSjRad0y7s/1ZHiU5radbRGdh6gQ4UntOioKyOjn/pv1SW9p0iSjhWf1s3LfqyjxafVp103zeg+TknxCVp3eoc2ZO9WclyiHrrwW5rYZVjV8V/Y/47uWf+oruo3Q/dO/FzV9sJgsS598xu6sNsY9UvpIWOM1p3aofXZOzW4Q289PO1b6p7cpdbcf9j6jJ7cs1D/mXO/epy1n+d5+vSy+7Utd7+cvjNUWF6iNw6v1Id6T9EDk77UCt9BIOb83p+V+RXbIQAAaCnpGcGbJT1mO0esS1Bwx4OpT/dsZ8o62s4CoFVd7c/KfNF2iGjEJAc7viAKDgDQVoZJ+pTtEAAAtKAFouDQZD3bpelfM+/SJwZerH2FR/Xv3W9q9cmtmt1jogIzvl9VcJCkHsld9PjMu3XT4MuUGJegFw68oyf3LNSJkhxd1S9D/5p11zkFh7okxPl0ee+p2p1/WP/Zt0hP731bxRWlumPktfrnzDvrLDhszdmnv+18Vd8Yff05BQdJMsbol5O/rFk9Juj1wyu1/PgGXdVvhu4c/9kmfX8AVPMF1wlwDQcAEBXSM4KJCk2Fg2Vl8g27N/eqzZ4n7kQGottPXSfA+/GtgEkObcx1AsmSdkpibigAtJ1tkkb7szKrL74NAEAEcZ3AxZLesp0DAGLMn/1ZmV+0HQIAgOZKzwh+VdJvbOfA/1yQsG/R7R0WzbWdA0CrusWflfmY7RDRhuZI2/uSKDgAQFsbIekG2yEAAGgO1wkYST+3nQMAYtAtrhMYbDsEAADNkZ4R7CDpB7Zz4FxrywbMfat41HLbOQC0qvsqb4JHC6Lk0IZcJ9Be0vdt5wCAGPUDxkIBACLcRyVNsh0CAGJQgqS7bIcAAKCZvi6ph+0QqO7JovSJO4Ldt9jOAaDV9Jf0Zdshog1v9rStL4tfIgDAljGSrrMdAgCAZuCuKwCw5ybXCYywHQIAgKZIzwimSfq27RyojUl5MO/yjjkVycdtJwHQaua7TqCz7RDRhJJDG3GdQEdJ37GdAwBi3A8rR30DABBRXCcwT0xxAACb4iXdbTsEAABN9H1JvLkWxioU1/fu3GsOB724UttZALSKNElftR0imlByaDtfk9TVdggAiHHjFRr1DQBApGGKAwDYd4PrBMbaDgEAQGOkZwS7SrrDdg7Ur9BLmvBA3rwVtnMAaDV3uE4gyXaIaEHJoQ24TiBV0rds5wAASJLutB0AAIDGcJ3AbEkzbecAAChO0j22QwAA0Ei3SUqxHQINs7e826wnC6cstp0DQKvoKekm2yGiBSWHtvFNSam2QwAAJEkXuE7gatshAABoBKY4AED4+JjrBMbZDgEAQEOkZwQTxRSHiPNWyeiMNaUDXNs5ALSKb7Kkdsvw2Q4Q7Vwn0EmhpSpiwgv739E96x+tc584Ga368F8kSXev+6tePPBunfundx2lP134nXrP3ZRjnSjO0S83P6kVJzbJyGhatzH61phPKC2pU7Xn/mHrM3pyz0L9Z8796pHcpd48AMLanZJesB0CAID6uE7AL+ky2zkAAFWMQtd5vmA7CAAADfBJSb1th0BjGd/DBXMG3hf//L5e8bkDbKcB0KJGS7pC0su2g0Q6Sg6tL1NS9XfMo9TITgN06/Cab5B2T23TypNbNKPH+Kptc3v61btdtxr3f/ngch0oPK6M7uNrfPx8jT1WhVehr6/6rXblHdJV/WaouKJULx98T/sLj+mxGfMVZ/436GRrzj79beermj/u0xQcgOgwxXUCV/qzMvlFAgAQ7lj2DgDCz42uE/iePyvzlO0gAADU4xu2A6CpTNr9uc7JX6Q+lZ9sgh1spwHQor4lSg7NRsmhFblOIE7SV2znaEsjOw/QyM41FwtvXvZjSdLHBsyp2nZRr0m6qNekavvmlRXq7ztfVUKcT1f1z2jQuRt7rI3Ze7QpZ4/um/g5Of1mSJL6tOumP21/QZty9mhc6hBJUrCiXPesD2hy15H66IDZDcoCICLcJX6RAACEMdcJ9JP0Cds5AADVtFNoksMDtoMAAFCb9IzgJZIm2s6BpiuTb/g9uVev+GmnZ6YaI8bbA9HjYtcJXODPylxrO0gki6t/FzSDI2mI7RDhYHvuAX2QvUs9krtoZo8J9e7/0oHlKq4o1cW9JqlLYsdmnbu2Yx0uOilJGps6uGrbmWLDmcck6bGdL2t/wTHdOf7mZuUAEHamuU5guu0QAADU4euimA4A4ep21wnE2w4BAEAdmAoXBU5VdJj2UMHcxbZzAGhx37YdINJRcmhdX7MdIFw8sy/0M/ia/jMVb+r/z+6Z/UskSdf2n1PPng04dy3H6tUuTZK0OWdv1bZNOXskSb3bdZUk7co7pEd2ZOnLoz6mPik1L4UBIKJ90XYAAABq4jqBTmK9dwAIZwMkXWM7BAAANUnPCI6WNM92DrSMtWUD5r5VPGq57RwAWtQnKid4ookoObQS1wmMk3Sx7RzhoLi8VC8ffE/xJk4f7V//cg/rTu/QjrwDGti+p9K7jWrWues61tjUwRrVaaB+/MHf9dMN/9Td6wJ6ZPuLGtt5sMZ0HqRyr0L3rH9U41IH6xMD+Z8SiFLXu04g1XYIAABq8AVJnWyHAADU6au2AwAAUItvSCxvEE2eLEqfuCPYfYvtHABajE+8nmgWSg6th/8wK71xeKXygoWa3n1c1fSEujyzLzR5oSGFiOYcK97E6TfpX9HMHhP0xuGVeufYel3Se7J+NeUrijNx+teu17Uj94DunnCL8oKF+oH7iGa+ersufOWL+vrK3+pY8elm5wNgXTtJN9kOAQDA2VwnYCTdYTsHAKBec1wnUP+anAAAtKH0jGA3cb0rCpmUB/Mu75hTkXzcdhIALeZW1wl0tB0iUrG+aytwnUAXSZ+2nSNcnCkafGxA/UtP5JUV6o3DK5UQ59NV/TOadd6GHKt7chc9MOm2atv3FRzVw9ue120jrtGA9j31zVW/06qTW/X9cZ9We1+yHtj4uL69+g/624wfyBgKsUCE+6Kk39kOAQDAWS6WNNh2CABAg3xV0udthwAA4Cy3S0q2HQItr0Jxfe/OvWb9g52fSvUZL8F2HgDN1lnS5yT92nKOiMQkh9bxGYXuDo55O/MOat3pHeqZ3EUze9R/c8PLB99TcXmpLu41SV0Sm1deauqxPM/Tvesf1bBOfXXjkMu0r+CoFh1dq88MuVxOvxm6qNckfXnktdqQvVsrTzIdCogCY10n0LxWFQAALetztgMAABrsU64T6Go7BAAAkpSeEUxSqOSAKFXoJU14IO+K92znANBivu46gXjbISIRJYfW8UXbAcLFM/sWS5Ku6T9L8ab+/9ye3d/wqQ+tdawn9y7UhuzdumdCpuJNnHbnH5Ykjeo8sGqfMZ0HSZJ25R1qdk4AYYF/twEAYaFyKtxHbecAADRYO0lfsB0CAIBK10nqaTsEWtfe8m6zniqcssR2DgAtYqCkD9kOEYkoObQw1wnMkjTado5wUFJeppcOLle8idNH+s+qd/8PTu/Sttz9Gti+p6Z0HdWsczf1WIcKT+j3W/6rLwxzNKRjn3MeK60IVn1cUlHWrHwAws7HK99UAgDAtk+J0bIAEGlu5+4rAECYyLQdAG3jzZLRM9aUDnBt5wDQIj5jO0AkouTQ8m6zHSBcvHF4pXLLCjWj+3j1apdW7/5npj5cW8/khbyyQu3OP6zjxdnNPtb57v/gb+rfvoc+O/TKqm2DO/SWJC05urZq25mPzy9CAIhYyeIXCQBAeGCpCgCIPP0lfcR2CABAbEvPCA6SdJHtHGgrxvdwwZyBR8o77bOdBECzfcR1Ah1th4g0lBxakOsEukn6mO0c4eKZfaFpSdcOmF3vvvllRXr98Eolxvnk9JtR575vH1mjjy3+oX6/9b/NPtbZnt23RKtPbtXdE26RL+5/N2AMaN9TF/WcpBcOLNP31jyk+9Y/pr/syNK41MFKb+bECQBh5VbbAQAAsc11An5Jfts5AABNcrPtAACAmHezJGM7BNqSSbs/1ykp9nz5tpMAaJZ2kj5uO0SkoeTQsm6WlGQ7RDjYlXdIa09vV8/kLprZY0K9+79y6D0VlZfool6T1CWxeWWlphzrWPFp/WrzU7p56DyN6jyw2uP3TLxFTt8ZWn58o149tEKzekzQg5PvkDH8zghEkTGuE5hpOwQAIKYxxQEAItc81wnUP8YSAIBWkJ4RNJI+azsH2l6ZfMPvzb16o+fJs50FQLMwabqRjOfx715LcZ3ARkljbOcAADTZP/1ZmTfZDgEAiD2uE0iWdFhSquUoAICmu9WflfmI7RAAgNiTnhG8WNJbtnPAngsS9i2+vcOixq3fDSCceJKG+LMy99gOEimY5NBCXCcwVhQcACDSXcfdVwAAS64VBQcAiHSfsh0AABCzWDYpxq0tGzBnYfGo5bZzAGgyI4kbMBuBkkPLYa0UAIh8yWIsFADAjkzbAQAAzTbbdQJ9bYcAAMSW9IxgikKlacS4J4rSJ+4MdttqOweAJqPk0AiUHFrOdbYDAABaBL9IAADalOsEBku62HYOAECzxUm6wXYIAEDMuVpSB9shEA5Mys/z5nXIqUg+bjsJgCYZ7jqB6bZDRApKDi3AdQKjJY21nQMA0CImuU5giO0QAICYcrNCYwkBAJGPJSsAAG2Nnz2oUqG4vnfnXnM46Jky21kANAmTphuIkkPLYKkKAIguTOcBALQlfu4AQPSY5DqBkbZDAABiQ3pGsKukebZzILwUekkTHsi74j3bOQA0ySdcJ5BoO0QkoOTQMig5AEB04c0mAECbcJ3AUDEVDgCiDXfUAgDaysclJdgOgfCzt7zbrKcKpyyxnQNAo3WRdJXtEJGAkkMzVbbzx9nOAQBoUemuExhgOwQAICZcYzsAAKDFfdJ2AABAzOBnDmr1ZsnoGW5pf9d2DgCNxpIVDUDJofmY4gAA0YlpDgCAtvAR2wEAAC1uuOsE0m2HAABEt/SMYJqkDNs5EM6M76GCuQOPlnfcbzsJgEa5zHUCKbZDhDtKDs1HyQEAohMlBwBAq3KdQDdJM2znAAC0CpasAAC0tnmS4m2HQLgzafflXlVc7PnybScB0GDJki6xHSLcUXJoBtcJDJc0wXYOAECruNB1Ar1thwAARLWrxEVJAIhW3BQDAGhtH7YdAJGhTL7h9+ZevdHz5NnOAqDBrrQdINxRcmgeXrACQPQy4sUiAKB1XWM7AACg1fR1ncA42yEAANEpPSMYr9AkB6BBTlZ0mPZQwdwltnMAaLArbAcId5QcmoeSAwBEt6tsBwAARCfXCbST9CHbOQAArepy2wEAAFHrQklptkMgsqwtGzBnYfGo5bZzAGiQga4TGGs7RDij5NBErhMYKukC2zkAAK3qUtcJJNsOAQCISpdJSrEdAgDQqig5AABaC9NH0SRPFKVP3BnsttV2DgANwpIVdaDk0HQfsx0AANDqUiRdYjsEACAqsVQFAES/WZWTewAAaGmUHNBEJuXnefM65FQkH7edBEC9KDnUgZJD011qOwAAoE2wZAUAoEW5TiBe/HwBgFiQLGmO7RAAgOiSnhHsL2mC7RyIXBWK63t37jWHg54ps50FQJ1muk6gk+0Q4YqSQxO4TsAnaYbtHACANuHYDgAAiDozJHWzHQIA0CZYsgIA0NK4sxfNVuglTXgg74r3bOcAUCefQsudogaUHJomXVJ72yEAAG2ir+sEJtoOAQCIKoyWBYDYQckBANDSuCEHLWJvebdZTxVOWWI7B4A6UWyrBSWHpplrOwAAoE3Nsh0AABBVZtsOAABoM6NdJ9DfdggAQHRIzwgmS7rYdg5EjzdLRs9wS/u7tnMAqNU81wkY2yHCESWHpmE9RQCILTNtBwAARAfXCbSTNMV2DgBAm2KaAwCgpVwkKcV2CEQT43uoYO7Ao+Ud99tOAqBGvSX5bYcIR5QcGsl1Aj5JGbZzAADaFP/uAwBayjRJCbZDAADaFCUHAEBL+ZDtAIhGJu2+3KuKiz1fvu0kAGrEkhU1oOTQeJMldbAdAgDQpvq5TmCg7RAAgKjAEkgAEHsudZ1AvO0QAICoMMN2AESnMvmG35t79UbPk2c7C4BqLrUdIBxRcmi8ubYDAACsYJoDAKAlUHIAgNiTKmmq7RAAgMiWnhFMEiPL0YpOVnSY9nDBnMW2cwCoZgql6eooOTTeXNsBAABWzLQdAAAQ2SpfkF5oOwcAwIq5tgMAACLeZEmJtkMgurllA+YsLB613HYOAOdoL2ms7RDhhpJDI1RelOROXgCITZQcAADNdYGkjrZDAACsSLcdAAAQ8ShMow0Y80RR+sSdwW5bbScBcI5ptgOEG0oOjTNZXJQEgFg11nUCnW2HAABENJaqAIDYNcV2AABAxJtuOwBihUn5ed68DjkVycdtJwFQhZLDeSg5NM4c2wEAANbESZphOwQAIKJRcgCA2NXfdQI9bYcAAEQ0Sg5oMxWK63t37jWHg54ps50FgCRKDtVQcmicubYDAACsYskKAEBz8HMEAGIbS1YAAJokPSPYX1Jf2zkQWwq9pAkP5F3xnu0cACRJY1wnwGoDZ6Hk0ECuE4gXFyUBINZl2A4AAIhMrhMYIamH7RwAAKtYsgIA0FRMcYAVe8u7zXqqcMoS2zkAKE6Ups9ByaHhxkjqZDsEAMCqqa4TSLAdAgAQkViqAgDARUkAQFNRcoA1b5aMnuGW9ndt5wDAkhVno+TQcONsBwAAWNdO0iTbIQAAEYmLkgAAJjkAAJqK1xOwyPgeKpg78Gh5x/22kwAxjpLDWSg5NNxY2wEAAGGBpYsAAE1BaRoA0MN1AgNshwAARJb0jGCSJL/tHIh1Ju2+3KuKiz1fvu0kQAyj5HAWSg4Nx0VJAIDEJAcAQNOMsR0AABAWWLICANBYkyUl2g4BlMk3/N7cqzd6njzbWYAY1YvS9P9Qcmg4JjkAACRplO0AAIDIUvkCtKPtHACAsEDJAQDQWExxQNg4WdFh2sMFcxbbzgHEMKY5VKLk0ACuE2gnaYjtHACAsDDCdgAAQMRhigMA4IwptgMAACLOSNsBgLO5ZQPmLCwetdx2DiBGUXKoRMmhYUaJ7xUAIKSD6wT62g4BAIgoTIUDAJwxxXUCxnYIAEBEoeSAMGPME0XpE3cGu221nQSIQdxIU4k37huGi5IAgLOxZAUAoDF4PQEAOKOzpIG2QwAAIgrXoRCGTMrP8+Z1yK1IPmE7CRBjhtkOEC4oOTTMONsBAABhhQY9AKAxKDkAAM421HYAAEBkSM8IpkjqbzsHUJMKxfW9K/eag0HPlNnOAsSQQa4TiLcdIhxQcmgYLkoCAM5GyQEA0BiMEgQAnI2SAwCgoYZLYpkjhK1CL2nigrwr3rOdA4ghCZIG2Q4RDig5NAwlBwDA2RgTCABoENcJDJDUwXYOAEBYoeQAAGgobrRB2NtT3m3WU4WTl9jOAcQQlqwQJYd6uU6gvWjEAADOxQtMAEBDUZgGAJyPkgMAoKG40QYR4c2SMTPc0v6u7RxAjBhuO0A4oORQv9FiHBQA4FwDXCfQznYIAEBEoOQAADgfJQcAQENxow0ihPE9VDB34NHyjvttJwFiAJMcRMmhIcbZDgAACDtG0gjbIQAAEYGSAwDgfJQcAAANRckBEcSk3Zd7VXGx58u3nQSIcpQcRMmhIbgoCQCoCS8yAQANwXhZAMD5OrpOoLvtEACAiMBNNogoZfINvzf36o2eJ892FiCKsVyFKDk0BO16AEBNeNMKANAQ/WwHAACEJa43AQDqlJ4R7COpo+0cQGOdrOgw7eGCOUts5wCi2GDXCcTbDmEbJYf69bUdAAAQlpjkAACok+sEjKSetnMAAMISJQcAQH24wQYRyy0bMHth8cjltnMAUSpB0kDbIWyj5FA/Sg4AgJpQcgAA1KebQi88AQA4HyUHAEB9BtgOADSdMU8UTZ24M9htq+0kQJQaZjuAbZQc6uA6gThJvWznAACEpf62AwAAwl5v2wEAAGGLkgMAoD5MhUOEMyk/z5vXIbci+YTtJEAUouRgO0CY6ykp5tc0AQDUKM12AABA2OtjOwAAIGxRcgAA1KeH7QBAc1Uoru9dudccDHqmzHYWIMrE/OsJSg51Y6kKAEBtfK4TSLUdAgAQ1pjkAACozSDbAQAAYY+SA6JCoZc0cUHeFe/ZzgFEme62A9hGyaFulBwAAHXpajsAACCsUXIAANSG1xIAgPpQckDU2FPebdbThZOX2M4BRJGYfz1ByaFuXJQEANSlm+0AAICwxusJAEBtkl0nkGw7BAAgrFFyQFR5o2TMDLe0v2s7BxAlYn45bUoOdeOXCABAXSg5AADq0sd2AABAWIv5C5MAgDrx/gSijPE9VDB34NHyjvttJwGiQMy/lqDkUDfevAIA1CXmR0IBAOrEJAcAQF262A4AAAhrMb/eOqKRSbsv96riYs+XbzsJEOEoOdgOEOYoOQAA6sLPCQBAXSg5AADqQskBAFCj9IxgF0kJtnMAraFMvuH35l690fPk2c4CRLAurhMwtkPYRMmhbrx5BQCoCz8nAAB1oeQAAKhLzN99BQCoFUtVIKqdrOgw7eGCOUts5wAiWLykTrZD2ETJoW68eQUAqAvLVQAAauQ6gS6SkmznAACENSY5AABqQ8kBUc8tGzB7YfHI5bZzABEspkvTlBzqRskBAFAXfk4AAGrT0XYAAEDYo+QAAKgNJQfEAGOeKJo6YVew21bbSYAIFdM3YVJyqBtvXgEA6hLTv0QAAOqUbDsAACDsxfSdVwCAOlFyQIww7RfkzWufW5F8wnYSIALF9OsJSg61cJ1AnKR2tnMAAMIaZTgAQG0oOQAA6sMkBwBAbTrbDgC0lQrF9bsr95qDQc+U2c4CRBhKDqhRgu0AAICwR8kBAFAbSg4AgPpQcgAA1CbRdgCgLRV6SRMX5F3xnu0cQISh5IAaxdsOAAAIeyxXAQCoDSUHAEB9YvqiJACgTtyEiZizp7zbrKcLJy+xnQOIIDH9eoKSQ+18tgMAAMKez3UCNOsBADWh5AAAqA+THAAAtaHkgJj0RsmYGW5pf9d2DiBCpNoOYBMlh9pRcgAANASTfwAANUmyHQAAEPb4WQEAqA0lB8Qo43uoYO7Ao+Ud99tOAkSAmP5ZQcmhdrxpBQBoCH5eAABqwiQHAEB9eC0BAKhNTL9xhVhn0u7Lvaq42PPl204ChLmYfj1ByaF2THIAADRETP8iAQCoFSUHAEB9eC0BAKgNJQfEtDL5ht+be9UGz5NnOwsQxmL69QQlh9pRcgAANAQ/LwAANaHkAACoT0xflAQA1InrTYh5Jys6XvingjmLbecAwlhM/6yg5FC7mP4PAwDQYFyYBADUhJIDAKA+vJYAANSGSQ6ApDVlA+YsLB653HYOIEzF9OsJSg61i+n/MAAADcbPCwBATSg5AADqw2sJAEBtKDkAkiRjniiaOmFXsNtW20mAMBTTryeYVlA7vjfAebbGp605McTLkaEgBZzRqajM+G2HAACEI0oOwHmWpfV6Q91KEm3nAMJFnOed4rUEAKAWlByAKqb9L4suNp+c/AZLVwBnSQpWHInl1xO8kV87vjfAebbkDyhctrNfjwlT1ybFx1cMs50HCA/tPNsJAAAAwt2OYPfN/9x78bQZw5ce8PnKx9jOA4SJ3bYDAADCFiUH4Cy9Bx0+vq97uzm2cwBhZp/tADZxN3btYnrEB1CTEb4jqdkn08YufXXugOOHuy/2PAVtZwLCQLntAACAsFRkOwAQTp4qTD9RHvR1Wv5WRu/y8rjttvMAYaLCdgAAQNii5ACcpc/AA0yEA6qL6fcmKDnUjkkOwHkG+U4OlCTPi0vcsHrinDXLpuwsD8ZvsZ0LsCymf5EAANSKkgNQqchLyNtT3tUvScGyxC7vLcxIrSg33MEOUHIAAAColy+hLCcpuWSi7RxAGIrp1xOUHGpHyQE4TztT1jFOFQfPfJ6bnTpy6Wtzhh050GuR56nEZjbAIkoOAICaFNoOAISLl4vGu5LpcObz0pKk7u8tmpFcUWEO2MwFhIGYvigJAKgTryeASn0H7d9gjJjkAFQX0+9NUHKoHWP4gRp0MsWHz/7c8+J8m9eOm7tq6bQDwTLfBlu5AIti+hcJAECtmOQAVHq7ZFTP87eVFLXr/f7iCys8T0dsZALCBNeeAAC1ybMdAAgXfQceTLKdAQhTMf3eBCWH2uXYDgCEo77xpwtq2p6f23Ho0tfmjDm4p+9iz+OiPmJKTP8iAQCoFXdeAZK2lPXaWCrfyJoeKypoP2DV0mkFnqcTbZ0LCBP5tgMAAMIWPyMASb6EsuzEJJaqAGpRZjuATZQcakfJAajBcN+x+NofNXHbNoye8/6i6cdKSxPWtlkowC7uvgIA1ITSJyDp6aIpp+t6PD+349A1y6ac9Dxlt1EkIJxwly4AoDaUHABJ/Qbv22CMEmznAMJUru0ANlFyqF227QBAOBruO9qtvn0KC9oPXPb67In7dg5c6nlctEFUK14wf16p7RAAgLDEJAfEvIKKxJz95V0m1bdfbnbqyLXvTTroeVzMR8zh9TIAoDb8XgRI6jPgYDvbGYAwFtM37FNyqIU/K7NMXJgEqhnoOzlQ8irq39OYnZuHz3pvYUZuSXHiqtZPBlhx0nYAAEDYYpIDYt6LxRPXSialIftmn0wb+8GqiTtY+g4xhpIDAKA2lBwQ83wJpacTk0pZqgKoHSUH1CrbdgAg3CSa8nbxqtjf0P2Li9r1fffN2VN2bx3yjufF9j+4iEqnbAcAAIQtCtOIeUtLhvdtzP4nj3a/YPPasRs9T0zKQqyg5AAAqA0lB8S8/oP3bzRGPts5gDAW0++5UXKoW0z/xwHUJjWu6Ghjn7Nn+5CZ7741s7i4MHlFa2QCLGGSAwCgNtyNjpi2oazPB2XyDWvs844e7D1l24ZRazxP5a2RCwgzlBwAALWh5ICY13vAwQZNhQNiWLbtADZRcqhbtu0AQDjqF3+qSXcmlhYn91y+cOa07RuHL/c83hxGVGCSAwCgNkxyQEz7T+GU3KY+99Defhfu2jLsPc9TA5bJAyIaJQcAQG0oOSCmJSSWnkxMKp1gOwcQ5mL6Zn1KDnXLth0ACEfDfccSm/P8A7sHTl/2xiyvMD9leUtlAiyhrAMAqA2THBCz8iqSTh2q6Dy5OcfYt3NQxr4dg5a1VCYgTFFyAADUhpIDYlr/wfs2sVQFUK+YLjnwD0Tdsm0HAMLRCN/R7s09RllpUrcVi2Z06z3gwIqR47cMMkY9WyIb0MYoOQAAalMoqUIUyxGDni+64APJzGnucXZtHTbLlxBc3HfQgWYfCwhTlBwAALWJqpLDgT3zVVCwWsVF2xUMnlBcXDslJg1Ql7Rr1KPX7fIldK3at7Rkvw4feECFBWtUUrJP5cHT8vm6Kil5iLr1+KzSut+ouLiEBp+7vDxPhw8sUPapZ1VSvEdxce3UvmO6evX5tjqlXlxt/+Ki7dq/+1vKz39PcXHtlZp2lfoN/LHi4ztW23fXts8oP2+5xl7gKj6+Q9O+OahR7wEH+YYC9YvpkgMX3OoW0/9xALXpF396oOQFW+JYh/f1m/bO63OS83I6vNMSxwPaGMtVAABq5M/KrBBlOMSod0uHDWipY23bMGrO0YM9F7fU8YAw0+RlXQAAUS+qSg5HD/9GFeUF6pR6iXr2/oq6dvukjHw6tP8+bVw3SaUl+6v2LS7epVMn/q34+M7qkna1evb5hjqnfVilJfu0Z+cXtH3TlfIaeGk6GDytzetn6sjBn0nyqXuvW9Wl60dVmO9q26bLdfxo4Jz9y8sLtG3j5crPX6Gu3T+tDh2m6viRh7RnxxeqHTv71Ms6deLfGjT0YQoOLSwhseREQmIZS1UA9cu2HcAmJjnULdt2ACAc+UxFok8VO4OKH9oSxwuWJXRetfTCmT36HFk1+oKNvePivL4tcVygDfDmFQCgLkclNXsCFhBJ3NL+a4OKv6Alj7nJHT/H5wsu6trz5NyWPC4QBo7YDgAACFvZtgO0JP+0U4qLS662/cDeO3Xk4M90+MADGjj095KkDh2n64Kpx2XMuffoVlSUafumK5SXu0inTz6rtG4fr/e8h/bfp+KiTUpN+6iGjnxcxoTeEisrPabN6y/U/t1fV+fUy5SY1E+SlHP6JZWW7tfIsQvVsfMsSdLu7Z/TyeN/V1npMSUk9pAkBYM52rvrdnXrcYs6pV7S9G8MatR/yL7NxmiW7RxAmAsumD+v0HYIm5jkULds2wGAcJUWV3CspY957FCvKe+8PqdTzunOSz1PXksfH2gFTHIAANSFN68Qc54pmtQqF1nWr/TPzT7VeUlrHBuw6JDtAACAsHVCUontEC2lpoKDJKV1u06SVFy846x9E6sVHELbE5SadnW1/euSffJ5SVLfAXdXFRwkKSGxh3r2+ZoqKop04thjVdtLSvZJktp3TK/adubj0pK9VdsO7PmOJKnfoJ83KAcap3f/Q9XXBgFwvphfjYCSQ92ybQcAwtWA+JOt8kt2edDXcc2y9FkbVk1cV1Fh9tb/DMAqJjkAAOpCyQExJaci+fjRik5TWuv47rtTZrHMHaIMJQcAQI1WLvN5kg7YztHask+9JElKSRlf776eV66c7FcbvL8klZWFXpIlJQ2p9lhScmhbbs7C/21L6i9JKshfXbWtsPLjxKSBof2z39KJY49q4JA/yOfr3KAcaLjEpJLjCYllDfsfGIhtx20HsI3lKuqWbTsAEK5G+I4lryob3GrHP3G0+wVLX5tbOH7K2sVdup2eZQylLIQlSg4AgLpQckBMebZo0kbJzG29Mxizaum0GdPmLn83pUPhjNY7D9AmTi6YP6/UdggAQFjbL6lFlgsOF0cO/lLl5fkqL89RYf5q5ectU7uU8erV77vV9i0rO6Fjh/8oyVOw7Lhyc95SSfEOpXW7QalpToPO5/N1U1nZYZWU7Fa7lDHnPFZSvEuSVFy0rWpb5y4fVkJiP+3ccp3Sun9KZaUHdfrkf5Wa9lElJPZQeXm+9uy8TWndPqnUtA83/RuBWvUfsnezMZptOwcQAWL+JmFKDnVr8XH8QLQYlnC0p4pa9xwV5fEp61ZMntOl28kNE9LXtYuLr4iqX+oRFViuAgBQF0oOiBmeJ29F6eDWa0FXMXHvL74w/cKLl72f3K5kauufD2g1THEAANRnn+0ALe3IoV8qWHa06vNOqZdr8LC/KiGhe7V9g2UndPjA/WdtMerZ55vqO+BHDT5f5y5X6MSxgA7tv09DRvxLxsRLksrKjuvood9KksqDp6v2j4/voJFjX9W+3d/SyWN/V1x8irr3vFX9Bv5UknRg7/+poqJIAwb/SiUl+7Rv11eVm/OWjHzq0vUaDRj8W8X7OjXmW4Lz9O5/mPEYQMNE3c+IxqLkULedtgMA4apPXM4AySuRTFJrn+v0ia7jlrw2t2TcpPWLu/Y8kWEM/3YhbFByAADU5aDtAEBbWVU2yC1X/KS2OJfnxSW893bGxBmXLF2TmFTWJucEWgElBwBAffbbDtDSLkgPrcBRVnpU+XnLdWDvD7RpXbqGjX5O7Tuc+2tdu5RRmjKjTJ5XrtLSg8o++ZwO7b9X+bnLNHz0C/IlpNV7vj4D7lFu9hs6ffK/2rRuizp2vlgV5QXKPvWiEpL6SKX7JHPuAOHkdiM1YkxWtWPl5b6j40ce1pAR/1a8L03b1s9TWdlxDRn+D1WU52vf7q+roqJYQ0c+0YzvUGxLTCo55ktgqQqggWJ+kgPj3+t2QFKJ7RBAOIozXnyiytvsH1GvIi7pg1UXzFnz7pQd5cG4rW11XqAOxxgvCwCoR9RdlARq82yRv01/L/Iq4pKWL8wYWVbqW9+W5wVaECUHAEB9ovb1REJiT3Xp+hGNGPOygsGT2r09s9Z9jYlXUtIA9ezzVQ0c+kcV5K/Qwf33NOg8iYm9NXrCcnXv9SWVl+fr+JGHlXP6FaV1+7iGjgiVERJ8Peo9TkV5kfbsuFVd0j6qtG4fU27OWyosWKt+A3+sLl0/oq49Pq2efb6h0yf/q+Ji7p1tqgFD925h2WqgwSg52A4QzvxZmRWSdtvOAYSrrnH5x9v6nLmnU0ctfW3ukKMHey72PPEGM2zabjsAACDsxfzoQMSG0xUpR09UdJjS1uetKPe1X75w5qBgMH5zW58baAGUHAAA9YnaksMZSckDlZwyWsVFG1VWdqLe/TulzpMk5eUsafA5EhJ7auCQ32rC5B2aPL1QE9P3acCQ36i0NPTtbd+AX2MP7r9bweBJDRgSWuKiuCj062dKe3/VPimVkyiKC/nVtKl69TuUajsDEEFi/poTJYf67bAdAAhXg3wngzbO63lxCZvc8XNWLZ26L1gWv9FGBkDSNtsBAABh75CkctshgNb238JJmyVjZUm58qCv03sLM3qWl8dRQEWkoeQAAKhPTLyBVVZ6WFJoYkP9+x5s8L71OXnsH5KktO431Llfft77Onrotxow+JdKSOx5zmNeRclZHxc3O1MsS0ouPuJLCI6znQOIIExysB0gAjBbCKjFCN+RdjbPn5/badjS1+aOOrS372LPU5HNLIhJXEgHANTJn5VZLt7EQpSr8FSxqmzQcJsZykoT095bmNG5osLssZkDaKQDtgMAAMJeVExyKC7apmAwp9p2z6vQgb13Klh2TO07TpfP10WSVJC/Rp5XvSteXp6vfbu/KUnq3OXKcx4LBnNUVLhFpZWFibPPUV6eX+1YJ4/9UyeP/1PtO05Xato1tWavqCjVnh1fUOcul6tr9xurtrdrN0aSlH36papt2aeyJEnJKaNrPR5q13/o3m0sVQE0WLmkg7ZD2GblTosIwyQHoBZDfcd7284gmfitH4yes393/z2TZqzKSUgMTrSdCDGDSQ4AgIbYJ6m/7RBAa1lROmR1heLSbecoLUnqseLtGYemXfTugbg4r5/tPEAD8HoCAFCnlct8OekZwVxJnWxnaY6c06/owL4fqkPHDCUlD5LP11VlZUeVn7NUJSW7lJDQS4OGPly1/+EDP1Z+7rvq0HG6EpP6Ky4uRaWlB5Rz+lWVl2erfcfp6t3ve+ecI/vUc9qz4/Pq2v0mDR4eqNpeUVGodSv7qlPqpUpKGiKZOOXnvauCvPeU3G60ho58QsbU/r764QM/UlnpQY0Y8/I52zt2vlgp7Sfp0P4fqbRkr8rLC3T65NPq0vU6JScPbaHvXGzp1fdwF9sZgAhyaMH8eVYmrYcTSg71Y5IDUIuecbn9JK9AMu1tZynM7zDondfneMPGbF/Sb/C+Scaog+1MzeF5ntavelUfrHxNJ47tlTxPaT0GaMKUyzUx/QqZuPpLrXk5J7R94zLt2rZKJ4/tU0HeKSUktlPPvsN0wdQPa8S4jGrPKSku0JLXHtWOze8pWFaqvgNH66IPf1Fduvaptu/6la/qjed/r0/f/mv17DOsRb7uCMMkBwBAQ+yVVP2HLhAlnivye7YznFFc1K7PysUX7p06d/lRY9Sz/mcA1gTF9SYAQMPslzTWdojm6NT5EnXrsVP5uctUVLBWwWC24uPbKyl5uHp3v1M9e39ZvoS0qv279fic4uLaqyB/lfJyF6uiolDx8V2U0mGS0rpep249b5Fp4EppxiQprdv1yst9V7nZb0qSkpKHqe+A+9Wj91cVH59S63MLC9bqyMGfa8CQ3ysxqe95xzUaNuq/2rf7azp14mkZ41PX7jdpwOBfN/4bBCUlFx9mqQqgUWJiOaP6UHKoH5McgFoYI5Os4N5iJYyxnSXEmB2bRsw+uKffgUkZq7YlJpVOsp2oqV56aoE2r1uklPapGj1hrnwJSdq7Y43eeP73Orhvsz788W/Xe4w1y1/Q+0ueVucuvTRgyES179hFuaePadumZdq7w9XkjI/q4g/fes5zXvnPL7Vjy3sac8HFSkhI0oY1b+qpv85X5tf/pITE5Kr98nJOaNErf9HU2R+P1YKDJ34+AAAahjt1EbVOlLc/dNpLmWw7x9kKC9oPXLV02s4ps1b4jFFX23mAWuxeMH9eme0QAICIEPElh3btx2ngkN82eP/UtCuVmnZl/TuepVuPm9Wtx83VtsfFJWjQsEcadawzUtpfoMnTa18hOTGpn4aN+m+Tjo1zDRi2Z7sxCoOp0UDE2Gs7QDig5FC/PQqtbRJvOQcQlrrF5506UJ5W/45tqKgwpd+yN2b3GzRi5zuDhu8eb4w6287UGNs2LtPmdYvUuUsvffr2XyulfSh+ebBMzz/+I21y39Lw0dNrnMRwtt79RuqGzz+g/kMmnLP95LF9+udD39DqZc9qzAUXqVff0BLKBXmntX3Tu8q45NOacUlojbne/Ufqlf/8Uju3vK9RE2ZXHeON53+nDp26asbFn2rJLz2SHFwwf16h7RAAgIjwge0AQGv5T9GUbZKpPvLLsvzcjkPXvDtly6QZq3yR9loAMWOr7QAAgIjBG1mIej37HgmvNxiA8MfPBkn1zzuPcf6szDIx9gOo1ZD4E+W2M9Rmz7ahM5e/NbOwuCjpfdtZGmP7puWSpCkzr60qOEhSvC9BGZd+RpLkvvdivccZMS6jWsFBkrr2GFBVWNi/a33V9tzsY5JCxYYzevcbec5jkrTRXahdW1dp3se+oXhfQoO/rijDUhUAgIai5ICoVOGZcrfsrF8cw0zu6dRR61b493me8m1nAWqwxXYAAEDE2Gw7ANCaktsVHfL5ghE9rQSwYJPtAOGAkkPDMJIcqMWIhCPtbWeoS0lxcu/lb82aumPTsGWep1O28zREQV4oZmpar2qPndl2YM8GlQebPt00Ls5X+ff/htR0TO0uSTpy8H/v35/5uFNqj8psp/X2S3/S5IyPqE//UU0+fxRg9DgAoKF2Sqp9xikQod4pHbbaU1xYj5Q9faLr+A2rJmz3PBXbzgKch0kOABBljDGPGWM8Y8ygFj70hhY+HhBWBgzds90YGds5gAizvv5doh8lh4bZaTsAEK6Gxh/vZztDQ+zfNSjj3TdnlRfmt1tuO0t9UlJC0xtyTh+t9lj2qSOSpIqK8qqPG6ukuEDbNi6TjNGg4ZOqtnfomKZho6fr3YWP65X//lJvPP97vfHc79QptYeGjJoqSXrzhT8ouV1HzfzQZ5p07ijCJAcAQIP4szIrRMMeUejFookRcT3hxNEe/s1rx37geWp6QxhoeZQcAKAVGWPmVhYO7rGdpQVQckBU69n3SDfbGYAIUyam/Eii5NBQTHIAatE1vqCX5OXYztEQpSVJ3Vcsypi+9YNR73mejtX/DDuGjEqXJK165xkVFeZVbS8vD+rdt/5Z9XlxceMn73qep9ee+Y0K80/rgqkfVtceA855/MqPf0vjJn1Iu7et1pb1i9V/yARdn/kTJSYma+sHS7Vt07uad+3XZYzRmy/8Ub+7/+P6xZ1X6YlHvqsTR2NqGShKDgCAxmDJCkSVo+Ud9+d47SbVv2d4OHqwd/r2jSNXeZ7Cdqk9xBxKDgCABlm5zHdU0nHbOYDWkJxSeMCXUM5SFUDjbFkwfx4lfkk+2wEiBJMcgDq0M6X7iryk8bZzNNShvf0uPHaox2n/9NXLOnQqyLCd53yjJszRRneh9mxfrcCvv6hhoy+Uz5eovTtdFeSdUqfUHsrNPiZjGj/F6+2XH9HWDUvVb9A4XfThL1R7PCm5vS7/6FerbS8qzNObLz4k/zRH/QaP08Ksh7V+5Suac8Xnldatrxa98lf957E79flv/kW+hMQmfd0RhuUqAACNQckBUeXpoik7JdPfdo7GOLin//R4X3DZkJE7ZzAOF5ZlL5g/L2xL9wCAsLRR0lzbIYCWNnDo3p2SImJSNBBGWKqiEpMcGmaj7QBAOOsZl5ttO0NjBcsSu6xcMj1jkzt2lVdhDtnOc7a4uHhd+5l7NPvyW5TSvrM2um9qo/umunTtq0998ZdKTGwnSUppn9qo4y565a9avexZ9Rs0Th+7+T75fA0vI7yV9ZASEhI1+/JbVFparLUrXtIY/yWaPOMaDR4xRR+6+g7l5RzX5nVvNypThCqXtMt2CABARGHELKJG0DNlH5T1i8i7rfbtGJyxb+fApbZzIOaxhBGAqGKMGVS5NMRjlR8/YYw5YYwpNsasMsY4tTzvk8aYt40x2ZX7bjbG/NAYk1Tb8Ws5ziJjjHfW549JOnOB6u7K5575M7dyn89Wfv5ZY8y8ymPknHecjxhj/mmM2WaMKaj8s9oY81VjTFu/r8LrCUSlHn2OdLedAYhAlBwqMcmhYXZIypHU2XYQIBwN8Z2o2FMemb+PHD3Ye8qJo91zL5i2ZmnH1NyZ4XJXV3y8T9PmXK9pc64/Z3uwrFSnTx5Uu5ROSk3r1eDjLXzpT1q97DkNGDJR137mHiUkJjf4uTu3vK/Na9/WxzN/osSkdjp2eLfKy4Pq2WdY1T49+4Y+PnFsX4OPG8G2L5g/r9R2CABARGGSA6LGkpKRqz2ZC23naKpdW4bP9iUEF/cdeHCO7SyIWatsBwCAVjJQ0vsK3RjyD0lpkj4h6XljzKWe51XdGWOMCUi6RdIBSf+VlC3pQkn3S7rEGPMhz/OCTczxXOXfN0taLGnRWY/tOW/f6yTNk/SKpIcrv4YzfiapQtIKSQcVem/gYkm/kZQu6aYm5muKdW14LqBNtAstVTHGdg4gAlFyqMQkhwbwZ2V6ktbYzgGEqxG+IxFdACoP+jqtXjZ11obVE9ZWVJiwfpd+y/rFKi8PavTEuQ3a3/M8vfH8H7R62XMaOMyva2++t1EFh5LiAr3+3G81fsrlGjTMf85j5cH/LfsUDMbUElDLbQcAAEQWf1bmYUknbecAWsJLxeMjfm2ybR+MnnP0UM/FtnMgZq20HQAAWslcSX/wPO9Cz/O+4XnezZKuUeg9iO+c2ckY81mFCg7PShrhed7nPM/7lud5GZLurTzOHU0N4Xnec5Ieq/x0ked595z1Z895u18pyfE87yrP877ned4NZz32Yc/zxnied5Pned/3PO9LkkZL+rukTxtjpjU1YxO4bXguoE0MGLaHZeKBpqHkUImSQ8PRtAdqMdR3PCrWzTpxpId/6Wtzup4+mbrE81RhM0tJcUG1bUcP7dSiV/6i5HYdzpnwUFZarJPH9is3+9xlXT3P0+vP/lZrV2Rp8Igpuvame5SQkHT+Yev09suPSJIuuvILVdtSu/ZWfLxPO7esqNq2c8t7kqRuPQY06vgR6j3bAQAAEYkRs4h4h8o778nzkv317xn+Nq0ZP+fksa6LbOdATOL6EoBotVfSj87e4Hnea5L2SZp61uavSQpKyvQ8r+i8Y9yvUDn4xlbMebbnPc97taYHPM+r9gas53kVCk1ykKTLWzPYeT6QFFN3GCH69ehztIftDEAEOrFg/rywWn7dJparaDhehAK16BxX3M3IO+HJdLOdpbkqyn3t1y6fMrtLt5MfTEhf2yEu3htsI8fTgR/Il5Cobj0HKTGpnU4e269dW9+XLyFR1950jzp06lq17+ED2/TkX76n/oPH64YvLKja/u7Cx7V+1avyJSSpR++hWrH4qWrn6dFniIaPmVFjhj07XH2w6jVd+5l7lJTcvmp7YmKyLrjwKq1e9qyefvSH6tK1jzasfl0dO3fX6IkXteB3IWwxyQEA0BQfSGI8PiLaU4XpeyUzyHaOlrL+ff/cSTNWLumcljPbdhbEjFxJW22HAIBWstbzvPIatu+XNF2SjDEpkiZKOiHp68bUuGpsiUITE9rC+7U9YIzpqtAEiislDZHU/rxd+rZirnOsXOYrTc8IblLoewdEvHbtC/b5fOVt9f9zIJqwHOpZKDk0HOMEgTq0NyUH8r3kiC85nHH6RNfxS1+bWzx28vrFXXucnGmM4tvy/CPGzdSW9Yu1ae1CBctK1KFTN01Iv0IXzr1eHTt3b9Axck4fkSQFy0q0YvGTNe4zdtKlNZYcSkuK9Pqzv9HoCy7S0FHVp+/NvvyzklehTWvf1v7d69V3wBhdctWX5EuI+OnF9cmVtNF2CABAROKFKCJamRdXsjnYe5ztHC1tzbtTZqXPXvFOh075M21nqc/WD5Zq/+4PdOzwLh0/skulJUUafcFFcq7/brV9T584qG0bl2nP9jU6ffKgCvKzlZzcQX0GjNLkGR/RgKGNe4+ktKRQKxY/pW0blikn+6h8viT17j9CU2ddp4HDqg/3OH3ioBa+9Ccd2rdZCYnJGjZ6umZf/lklJqVU2zfrqQU6tHeTPvvVh5SY1K5RuSLQmgXz53m2QwBAK8muZXtQ/5so3UWSkdRd0t1tkKk+R2raaIxJVej9gMEKFSH+LumUQl9LqkLTKBo3LrX51oiSA6LEwGF7dkuKiZHAQAtjqYqzUHJoIH9W5m7XCZyU1LXenYEY1Cs+J2dHMNl2jBZVURGf/MFK/5zOaac3TZzmJsTHVwxvq3NPnX2dps6+rkH7DhgyQd/5ySvVtl953bd05XXfatL5E5Pa6dbvPFbr4z5foi52btPFzm1NOn4EW7lg/jyrS5kAACIWpWlEtIUlo1Z7MjWPAItoxqxcMm36tIveXZ7Svmi67TR1Wb7oCR0/vEsJie3UsXM3nTq+v9Z933nj79rywRJ17TFAg0ekq11KR506fkA7trynHZvf08XObZo845oGnbe4KE+P/+nbOnlsn7r1GKgLpl6p0tJi7di0XE8F/k+XX/t1TZjyv4ndpaXFevKv81VWWqyx/kuUl3NC7nsvqiD/tK751A/OOfbOLe9r89q39fHMn8RCwUHiZwEA5FT+7XqeN6mBzzlzHaa29zJSm5GntuLZ5xUqONzred49Zz9gjJmuUMmhra2RdIuF8wItrkfvYz1tZwAiFKsOnIWSQ+OsUtuutQVEjKHxx+N2BKPzd5OcU13GLH11btlo/8bFPXofnWGMEmxngjUsVQEAaKp1Cl3U7Ww7CNAUrxaPP39EcxQx8e8vmj7lwouXrUxuV5JuO01tLr7yVnXs3E2pXfto/+4P9ORfvlfrvoNHTNHUOR9Xzz7Dztm+f9d6PfXoD7T4lb9o5LhZ6tAprd7zLnvzXzp5bJ+Gj83Q1TfMV1x8aMhdwWWf1T/+8FW99eJDGjx8UtXEuV1bVigv57hu+MIC9R88XpL0yn9+qQ1r3lBBfrbad0iVJJUUF+j1536r8VMu16AapkFEKS5KAohpnuflG2M2ShprjEnzPO9UA552uvLv/uc/YIzpJGlEDc85s2xGUyeznvkB+t8aHrO1BB0/QxAVUjoU7I33lY+ynQOIUEttBwgncfXvgrO8azsAEK5GJhxJtZ2hNXleXMKmNePnrH4nfU8wGL/Jdh5Y857tAACAyOTPyqyQ9I7tHEBT7A922VngJUX1eGTPi0tY8faM8aUlCa7tLLUZMHSiunTrq1rWLz/HuMkfqlZwkKT+Qyao/+DxKi8P6uC+hr2s2b4pdClk5qU3VRUcJKl9h1RNmflRBctK9MGq16u252QfkyT17jeyaluvfqH3n3Kzj1Zte/vlRyRJF135hQbliBK8QQUA0i8lJUoKVC4LcQ5jTBdjTNWUB8/z8iRtkZRhjBlz1n7xlceqaRTQycq/mzoOf0/l33PPy+aXNL+Jx2yu1ZIKLJ0baDEDh+3eYzsDEKH2LZg/b6/tEOGEkkPjLLMdAAhXg+NPxMQaWnk5nYcvfXXuyEP7+izyPBXbzoM2R8kBANAci20HAJriyaL0A7YztIWKivjk5QszRpSV+T6wnaU1xceHhnrGxTXs5taC/NANtJ3TelV7LDWttyRp7861Vds6VU50OHJoe9W2owdDH3dKDU3/27PD1QerXtNlH/mKkpKjeEjIuU4umD9vl+0QAGCb53kBSX+UdI2kncaYx40xPzPG/NkY84akI5JuPe9pP1doKsOyyv1+K2mtpJkKTUw731ZJByXdYIz5izHmTmPMD40xAxsY8++STkn6tTHmGWPMA8aYZyStkFR9zdg2sHKZr0y8P4Eo0L3Xsd62MwARiikO56Hk0DjvSQraDgGEo/ZxpZ2NKo7YztE2TPzW9WPmrlx84eGyUt9622nQZrYtmD/vZP27AQBQqyW2AwCNVebFF28L9ozqKQ5nqyj3tX/vrYwBwWD8ZttZWkPO6aPau3OtEhKS1H/wuAY9p11Kp9BzT1V/uZd96rAk6dSJg1Xbho6apo6du+m5f9ynhS/9Sc8//mN9sPp1DR+bofYdUlVaUqTXn/2NRl9wkYaOmtYCX1XEYOk7AKjked4dkq5S6N/GSyV9U9LVCi3t9nNJvz5v/4Ckz0s6JOlmSdcrNHU5Q1J2Dccvl/RRhSapfVzSvZLulzS4gfkOSZol6SWFihRfljRQ0u2Svt/wr7TFLbJ4bqDZ2nfI3x3vq6hpiRkA9eOa0nl8tgNEEn9WZoHrBNZJmmw7CxCOOprig7leSvXbe6JUQX6Hwe+8Pqdi2NhtS/oN2j/ZGMXMLUgxiikOAIDmWi0pX1IH20GAhnq9eMxqyWTYztGWgsGEzu8tzCiffsk7O+LjK6qv+RChgsFSvfTUApUHyzRz3ueU3K5jg543dORUrV/1qpa99U9ddcP3qyZAFOZna/Wy5yRJJUV5VfsnJrXT9Zk/1cKX/qQNq99UQmKSJk69UnPmZUqSlrz2qMrKSnWJc5tys4/pzRf+oL071srExWv42Bm69KovRet0h4W2AwBAa/A8b4+kWtdS8jxvbi3bsyRlNeI8f5X01xoequ34KyVdUstjj0l6rJ7zbVKoeFGTal+v53mflfTZuo7ZAt5u5eMDrWrA8D371MCyEYBqKDmch5JD4y0TJQegRn3js/Nzgym2Y7QxE7dj48jZB/f03z9pxsptiUllftuJ0Gq48woA0Cz+rMyg6wTelXSZ7SxAQ71eMraT7Qw2lJUmpr23MCM4/ZJ39sbFeQ0dbR22KirK9fJTD+rg3k0aNX620md9rMHPzbj0Ju3evlrbNryjv/3uyxo4dKLKSku0Y/NydejUVbnZx2TMuYNC07r303Wfvb/asQ7s3iB3RZauvmG+ktt11FOB/1NhfrY+/Invqqy0WG+9+JCCZSW65lM/aPbXHIYoOQAAmmuVKE0jgnXvdayP7QxAhDq+YP68LbZDhBuWq2g81r0CajHUd7xhi7pGoaKClP7L3pjj37N90FLPU67tPGgVTHIAALSExbYDAA21O9h1W5GXON52DltKS5J6rHh7hq+iwhysf+/wVVFRrpee+rm2bliqkeNn68PXf1fG1HrDbTUdOqXpptt/I/+FV6m0pFDuipe0c+v7Gjl+tq6uLCOkdEit9zhlZSV69Zlfa8SYGRo5fpb27nB17NBOzb48UyPGZmis/xJNmXmttm14R6dPHmrqlxuuTkhiqUMAQLOsXOYLKrQEBxBx2nfM2xUfXzHcdg4gQi21HSAcMcmh8Sg5ALUY4TvSRYqZ5XprtHvrsFmH9vU9PHnGqq1J7UrSbedBi8mX9IHtEACAqMB4QUSMpwrTj0iK6TVzi4va9V255MK9U+csP2aMetjO01jl5UG99OQCbd2wVKMnztWVH/921XITjdG+YxddevXtuvTq28/ZvnfnWklSr771X69+542/q6gwV5defYck6eTx/ZKknn2GVu3Tq29odZCTx/apS9eoutHv7QXz53m2QwAAosLbkubZDgE01sBhe/ZLGmI7BxChuJZUAyY5NJI/K/OgpE22cwDhaJDv5EDJi/kLNyVF7Xq/+9as9J2bhy7zPJ22nQct4t0F8+eV2w4BAIgK70sqsh0CqE+J5yvYWd79Ats5wkFhfvuBq5ZOzfU8nbKdpTHKg2V64fGfaOuGpRrrv0Qf/vh3mlRwqMtG9y1J0uiJF9W53+H9W7X63ed0sXOb2nfscm7O8rKqj4NlZec/NVqwVAUAoKW8bTsA0BTdeh3vazsDEMEoOdSAkkPTZNkOAISjZBPsECcvoke5tqR9OwdnvPvmrGBRQTuWOYh8r9gOAACIDv6szFKxBBIiwKvF41zJdLKdI1zk53Ya5r475ajnKcd2loYIBkv13L/u147NyzV+yuW64mPflImr+xJQSXGBTh7br/zcc7scXkWFSkuqd7M2um9po/uW+gwYo+Fjptd63PJgmV757y81ePgUjfVfXLW9a48BkqSdm1dUbdu5ZcU5j0URSg4AgJayRmKpXESWDp3ydsbHVwyznQOIULmS1tkOEY5YrqJpXpT0XdshgHDU2RQdOu2172c7R7goLUnq/t7bGd37Dtq/fPjYrcOMUXfbmdAklBwAAC1psaS6b3sGLHuzeHSa7QzhJud06uh1K/wfTJzmDjFG7dv6/Ns3vavtm5ZLkgryQgPjDu3brJf/8wtJUruUTrroyi9Ikt547vfatXWl2qV0UodOXfXuwserHa//kAkaMGTC/46/8V298t9fauykS3Xldd+q2l5WVqI//uSTGjhsklK79pYxRgf3btKhfZvVtXt/XfOp/6uzQPHuwseVn3tSH7/lx+dsHzj0AvXsO1zvvv24crOPqbS0WFs/WKKR42ZF21IVBxbMn7fNdggAQHRYucxXnp4RXCrpw7azAA01cNjuA5KG1rsjgJosXTB/XoXtEOGIkkPTLJd0UlJX20GAcNMv/nTR6WCbX+8Lewf39J9+7FDPU/7pq99t37Fghu08aJTdC+bP22o7BAAgqjBmEGFte1mPzSVKGGM7Rzg6faLr+A2rJ7jjJq8fbYyS2/Lcxw7t0sY1b56zLefUEeWcOiJJ6pTao6rkkHM6tK2oMFfLayg4SNIM6ZySQ23ifQkaNWGODuzdqL071kiSUrv11azLbtbkGR9RQmLt34ajh3bq/SVP60PXfFkdO3c75zFjjD766Tv15gsPacsHSxQXF6+xky7VJc5t9WaKMIwVBwC0tLdFyQERpGvPE9wUCTTdS7YDhCvjeZ7tDBHJdQL/kPRp2zmAcPNK8bhlzxZNyrCdI5z16nfo/VETN/U3Rr1tZ0GD/HHB/Hl32A7RWowxiyTN8TzPNOI5n5X0qKRbPM97rHWSAUD0cp1AkqTjkjrazgLU5Me5Vy7dW95tlu0c4axXv0MrR03cdIExSrCdBWHvswvmz/ub7RAAgOiRnhGcJGm17RxAQ3TsnLtjyqz3WaoCaLp+C+bPY5n4GtS9ICPq8qLtAEA4GuE72q3+vWLbkQN9pr7z2pyU3OyOS21nQYPE3FIVxpi5xhjPGHOP7SwAEI38WZklkl62nQOoSZGXkLe3vKvfdo5wd+RAn/TtG0es8jyV286CsFYh/r0HALS8tQqVpoGwN3DYbt6cBZpuDQWH2lFyaLrXJJXZDgGEmwHxpwZKHhf66hEMJnRe/c60WRtWj19TUWEO2M6DWpVIWmg7RCv7jKTRjXzOs5XPebbl4wBAzODfUISll4rGr5VMB9s5IsHBPQOm7946ZLnniRGZqM27C+bP400oAECLWrnMVyHpeds5gIbo2uNEf9sZgAj2gu0A4YySQxP5szJzJHEXNnCeBFOe7FPFPts5IsXxwz0nLX1tTpfsk6lLuDgalt5eMH9eoe0QrcnzvH2e521p5HNyPM/b4nleTmvlAoAY8LJCZTogrCwqGdXDdoZIsnfHkJn7dw3g2gBq85ztAACAqPVf2wGA+nRMzdkeF+8NsZ0DiGAU2upAyaF5smwHAMJRalzhMdsZIklFua+9u3zK7PXvX/BBRYXZYzsPzvFcaxzUGDOocjmIx4wxo4wxzxljThljCowx7xhjLqvhOUnGmO8bYz4wxhQaY3KNMUuNMdfXco6rjTFvGWMOG2NKjDGHjDGLjTG3n7ffImOMd9bnj0l6u/LTuytznvkzt3Kfz1Z+/tnKz5ONMdnGmGPGGF8teR6qfI5z3vZRld+H/caYUmPMUWPM48aYkQ39fgJAJPJnZeZJetN2DuBsm8t6bSyVj5/BjbRz84jZh/b1WWQ7B8LSc7YDAACi1luSsm2HAOoycNieQ7YzABFs34L589baDhHOKDk0z4u2AwDhqH/8qWLbGSLRqePdJix9dW6vk8e6LmZt37DgqfWbkoMlLZeUJulPkp6WNFnSK8aYT5zZyRiTqNAyST+V5JP0B0n/kDRC0pPGmJ+cfVBjzK2V2cco9LPqFwrdMdxO0i31ZHpO0t8qP14s6d6z/uyp6Qme5xVLelJSd0lXnP+4MSZJ0ickHZX06lnb50laI+lGSSsl/VqhF+nXSnrfGDOpnqwAEOmesR0AONvTRVNO284QqbauHzP32OEei23nQFjZsGD+vJ22QwAAotPKZb4y8f4EwlzXHicG2M4ARDD+ja8HJYdm8Gdl7pDUqBHfQCwY4TuaaDtDpKqoiE9e/75/ztrlk7eWl8dtt50nxq1YMH/ekVY+x2xJf/E8b7bnefM9z/uspFmSKiQ9bIzpVLnftyTNkfSKpPGe533H87w7JI2XtFfSfGPMjLOO+0VJpZImep53q+d5/+d53uc9z5uqGkoIZ/M87zlJj1V+usjzvHvO+rOnjqeeec7NNTx2taQukv7leV5QkowxXST9W1JhZc5rPc/7rud5n5I0RVK8pL/UlRUAosALEsVGhIeCisScA+VdJtvOEck2rp4w59TxNIoOOOM52wEAAFGPJSsQtjqlZm+Li/MG284BRLAXbAcId5Qcmo8lK4DzDPMdYx3fZso+1WXM0lfnDjx+uPtiz1OZ7Twxqi3Wu8qRdN/ZGzzPWyXpX5JSJX20cnOmQpMlvnmmJFC57zFJ91d++vnzjh2Uqv+343neiZYIXsNxl0vaJukqY0zaeQ+fKT787axtn1Hoa7zb87xN5x1rg6RHJPmNMWNaIy8AhAN/VuYJSUtt5wAk6cXiiesk0852jki3bsWkOTmnOy2xnQNh4TnbAQAAUe81Sfm2QwA1GTh8z2HbGYAIlitpke0Q4Y6SQ/MxLgQ4T9/40wMkjzfmm8nz4hI3rJ44Z82y9F3BYPxm23li0HNtcI41nufl1bB9UeXffmNMR0nDJB3yPK+m6UELz+x71rZ/SUqRtMkY8ytjzEeMMd1bKnQd/iYpUdINZzYYY3pKulyS63ne+rP2nV7590RjzD3n/1FoKQ5JGt0GuQHApmdtBwAkaUnJ8L62M0SLNcvSZ+Xntl9mOwes2r9g/rzVtkMAAKLbymW+Ykkv2c4B1CSt+8lBtjMAEey1BfPnldoOEe4oOTTfMkmsWwqcxWe8hASV77WdI1rkZnce+c5rc4Yf3t97seepxHaeGLF1wfx5bbEc0dFatp9ZJqNz5R9Jqq39fGZ76pkNnuf9UqHpCXslfVWhN9COGmPeNsZMaU7gevxdoaU2zl6y4kZJPp07xUGSulb+/QXp/9u77zC5yvL/4+9n9+ym9957ILRkUoAkQAK2EWNBRVFUcERRbF/1BzpWVBQdla/ta4UQQEEEpThUISSESZskS4AU0ntPdjfJ9tl5fn+cSdgkm2Sz2Z1nyud1XXOd3TPPnPPZXJDszLnPffODRh5Xp57v2FphRUQyhIocxLnX6wa8lsAb4TpH7jAm/vKll1ZVtFvoOok4k46ucCIiIqCRFZKBunQrW11QYIe4ziGSxfR+oglU5HCWAtFQPZqLInKC7gUVe11nyCXWFnirl58/Lf7yJdsTdd7rrvPkgb+n6Tx9TrK/b2pbnno03He8fg3WHmWtvd9aeyl+McF7gHuAK4DnWqurg7V2G35niYuNMeemdt+APzbjweOWH8k71lprTvE4vjhCRCSnBKKhrcAS1zkkvz1aOaGxzlJyVkzhojmTJ9RUtYm7TiJOPOo6gIiI5I2ngSrXIUQaGjxy48lu7BKR06tARQ5NoiKHlnGv6wAimWZI4X51HGgFFYc6DZ/33LTzt28aONdaKl3nyVFJTuw60FrGp8ZRHG96aluSGmexHhhgjBnVyNorU9tljZ3AWltmrX3aWvtZYBbQHb/Y4VTqU9vC06xrzKzU9gZjzDjgIuAZa+3xhU9H7my8vBnnEBHJNermIM4cSrY5sDPZpTU7PeUtawuKFr405cLamqIS11kkrTYBL7sOISIi+SEe8yqA51znEGmoe68Dw1xnEMli/4qEg4ddh8gGKnJoAYFoaC6wznUOkUwyqmh3O9cZcpcpWPPGudMWz5m8Vx+YtorZkXBwS5rO1QX4fsMdqXES1+N3Ojhy0WsmYIBfGGMKG6ztCXyvwZoj+680xphGztc7tT1dgcz+1HZwE36G4/0bOAh8ArgxtW9WI+vuBcqAHxhjLj7+SWNMgTFmejPOLyKSjdRiVpx5oirwOpg2rnPkqmSysO3C2VNHqRtbXnkgEg5a1yFERCSv6P2EZIwu3UtXFRTY5nymKCK++10HyBae6wA5ZBZwh+sQIplilLfnZK31pYVUVnQYEvvvFYOHn7tu3uARm8cZQ2MdAeTMpbM7z8vATcaYS4AY/uiJj+IXId5srT2YWvdL4N3A+4HlxpingfbAtfiFCxFr7SsNjvsYcNgYsxD/TjKD3zFhErAUeOE0ud4EtgPXGWPqgM2ABR6w1m4+1QuttVXGmEeAzwC34BdMPNXIuv3GmA+nsi40xrwIrEidZxAwGX/URtvTZBURyXqBaOjNkhkzFwGXuM4i+Wd+7Qh9ANnK6uu9jgtmTx085W2vrC706s89/Ssky+lDSRERSbcngVqg2HUQkSEjN+0BxrjOIZKltgIvuQ6RLdTJoeXM4q323iJ5r29B+SCwmgfX6ozZsHrU5QtnTz1UU12sed5nr2H3hHTYCEwBSoHPAx/BHztxtbX24SOLrLW1wDuA76R2fRm4AVgLfNxa+83jjvstIA6Mxy80+DRQBHwTuNJaW3eqUNbaeuAa4BX8QoofAj8GmtpqblZqWwQ8lMrf2HlexB9n8QdgKP6fwWeAC4DZwHVNPJ+ISC74q+sAkn+W1Q56NUGhWsmmQaKuqMuC2VN71dcXrHedRVrV/Eg4qE6fIiKSVvGYdxB43HUOEYBuPQ+McJ1BJIs9EAkHk65DZAtjrTrotZSSGTOfxr/TVkSAL5V+bHUtRbpTKY2GjNwYG3bO+vONoavrLFnqz5Fw8POtfRJjzFD8Aof7rLU3tvb5REQk85XMmNkB2AnqzCTp893yDyzYk+w82XWOfNKmbfWuS6+K1RQU2CGus0ir+HwkHPyz6xAiIpJ/Jk1NXAW86DqH5LeuPQ6sDExedp7rHCJZ7JxIOLjGdYhsoU4OLWvm6ZeI5I+eBYf3u86QbzavGzZ1/guX11ZVtl3kOkuWSueoChERkaMC0VAF8JDrHJI/ypNt9+5JdproOke+qalu23fRnMmFNml2uM4iLRDKlEoAAGNGSURBVK4aePi0q0RERFrHS/gdP0WcGTJy017XGUSy2EIVOJwZFTm0rCeBfa5DiGSKod7+hOsM+ai2pk3vhbMvu2TtitELrNXfSWdgZSQcVHGIiIi4pJEVkjb/rhq/EkyR6xz5qLqy/cDFL19Say17XGeRFvWfSDhY5jqEiIjkp3jMs+j9hDjWtUfpSNcZRLLYfa4DZBsVObSgQDRUC/zNdQ6RTHGOt6u96wz5bNvGwZNj/73CVBxqP991liyhLg4iIuJUIBpaArzqOofkPmuxi2uHD3OdI59VHu44dOkrF5dbS6nrLNJi9KGkiIi4NguodR1C8lO3ngdWFBTYAa5ziGSpGtQV7oypyKHl3eM6gEimGOnt6ec6Q76rqy3usXjulCmrl49ZbC27XOfJYAnggXSdzFq7yVprrLU3puucIiKSNe52HUByX7xu6LJ6Cga7zpHvDpV3HlWyYMJOaznoOouctd3Ac65DiIhIfovHvL3AY65zSH4aPGKjOgqLNN+TkXBQBfBnSEUOLSwQDb0BxF3nEMkEPQsODwB7yHUOgZ1bB1z8yvPT2h0q7/SK6ywZ6plIOLjbdQgRERHg70CV6xCS2x6rCtS5ziC+8gPdzntt8bhN1lLpOouclbsj4aDGNYqISCb4i+sAko+s7dajbJTrFCJZTF3hmkFFDq1jpusAIpnAGExb6ra4ziG+RF1RlyXzLrlsxbILliaTZrvrPBlGoypERCQjBKKhMuAR1zkkd5Um2+/en+w40XUOecuBvT0vWrHswtXWUuM6izRLPfAn1yFERERSXgLWug4h+aVbzwMrTIHt7zqHSJZaDzzjOkQ2UpFD63gI3X0lAkDvwkNqsZNh9uzoO+GV56d1Lj/Q5WVrsa7zZIC9QNR1CBERkQb+6jqA5K5HKyesBuO5ziHH2ruzz/jVr5233FrUZSP7PBEJB7e5DiEiIgIQj3kWvZ+QNBsyctMB1xlEsthvI+Fg0nWIbKQih1YQiIbKgX+7ziGSCYZ5++pdZ5AT1Se8TsvmT7ri9fjY15JJs9l1HsfujYSD+jBZREQyRiAaegVY5TqH5J6kJbm0bshI1zmkcbu29r943YrRS6xFH3Bll/9zHUBEROQ4s4Ba1yEkX1jbtUepRlWINE85mg7QbCpyaD1qVSgCnOPt6ug6g5zc/j29xs57dnrvA3u7z83TD1Nrgd+4DiEiItKIu10HkNyzsHbE0iQFA1znkJPbtmnw5E1rhs9Xx7WssSoSDs52HaK1GGPmGGPO6L9FY8yNxhhrjLmxlWKJiMhpxGPeXuAx1zkkP3Tvtf8NY+jnOodIlronEg4edh0iW6nIoZWk7r6a7zqHiGvDvb0DXWeQU0smC9stXzR+2qsLx6+qry9Y7zpPmj0QCQd3uA4hIiLSiFmA3uhKi3qiapwunGeBTWuHX7Zt46CXXeeQJsm7gmljzPRUEcPtrrOIiMgp/dl1AMkPQ0Zu0rhqkeapB37rOkQ2U5FD67rTdQAR17oXVPYBq190skDZ/u7nz3t2+qC9u3rNtZaE6zxpkAR+4TqEiIhIYwLR0AHgL65zSO7YV99hR6ltP8F1DmmadSvPmbZza785rnPIKe0H7ncdopV9Chhzhq95LPUa3UEsIuJQPOa9BCx3nUNynU126V422nUKkSz1eCQczPdR4mdFRQ6tKBANRYHXXOcQca29qd3iOoM0jbUFxW8sGTtt2fyJ6+sTBW+6ztPKnoiEg7n+M4qISHb7FZqlKy3kkaqJa8EUus4hTbd6+fnT9+7sNdd1Djmpv0TCwSrXIVqTtXaLtXb1Gb6m3Fq72lpb3lq5RESkyXQTprSqHr33vWEMfV3nEMlS/+s6QLZTkUPr+5nrACKu9S04eNB1BjkzB0u7njPvuekjdm3vO9fanL248nPXAURERE4lEA3tAO5znUOyX701iVfrBp3jOoecuTeWjp12YF83FTpknjrg/1rjwMaYoalxELOMMecaYx43xhwwxlQYY14xxryzkde0McZ8yxjzujGm0hhz0BgzzxjzkZOc433GmBeNMTuNMTXGmB3GmLnGmFuOWzfHGGMbfD8LeCn17Q9SOY88pqfW3Jj6/sbU922NMWXGmD3GGO8kef6Yes2M4/afm/pz2GqMqTXG7DbGPGiM0d9nIiJN8wiwxnUIyV2DR24uc51BJEvFI+FgzHWIbKcih9b3TyDfZtyLHGO4t1ezf7OQtQXeqpILpi2Zd8nWRF3hCtd5WtjcSDi4yHUIERGRJvg5/pxGkWZ7pXbkUkuB7rDKUssXTph2sKzzPNc55BgPRMLB7a18jmHAAqA7/lz1R4AJwDPGmI8eWWSMKQaew79b18MvvngAGA08bIz5acODGmM+BzwBnAf8B79r0NNAO+DTp8n0OG8V380FftjgsamxF1hrq4GHgV7Au49/3hjTBvgosBt4tsH+ILAMuB6IA78GXgQ+CCw2xow/TVYRkbwXj3lJdBOmtBqb7NKt7FzXKUSy1K9dB8gFKnJoZYFoqB6IuM4h4tJob1cX1xmk+Q4f7DRi3nPTx2zfPGCuteRKO1Z1cRARkawQiIbW41/YEmm2aNVYjanIcktfmTS14lAH3emTGeqBn5521dm7ArjbWnuFtTZsrb0RuBxIAn8yxnROrfsGMA14BrjQWnurtfaLwIXAZiBsjJnS4Lg3449CGmut/Zy19tvW2pustRfTSBFCQ9bax4FZqW/nWGtvb/DYdIqXHnnNDY089z6gG/B3a20CwBjTDXgIqEzl/KC19jZr7ceBiUAhcPepsoqIyFF/AzRKWFpczz77XjeG3q5ziGSh7ehznhahIof0mAXscB1CxJXh3t6BrjPI2TIFa14fM23x3Ml76mq95a7TnKXXIuHgM65DiIiInAHN0pVm213faWu5bTfBdQ45W6Zg8dxLL62qaLfQdRLhoUg4mI6OneXAjxrusNYuAf4OdAWuSe0OARb4+pEigdTaPcCPU9/edNyxE/gjN45hrd3XEsEbOe4C/Hbp7zXGdD/u6SOFDw3HM30K/2f8gbV25XHHegP4KxAwxpzXGnlFRHJJPObVoZswpRUMHrGp3HUGkSz120g4eMLv4nLmVOSQBoFoqBa4y3UOEVc6F9T0MNi9rnPI2as83GHIK89Pu2jL+sEvW8th13maSW/sREQkqwSiodeAp1znkOz0z6pJG8AY1zmkJZjCRXMmj6+pLl7iOkkeSwI/SdO5lllrDzWyf05qGzDGdAJGAjustasbWTv7yNoG+/4OtAdWGmP+1xjzAWNMr5YKfQr3AcXAdUd2GGP6AO8CSqy1rzVYOzm1HWuMuf34B/4oDoAxacgtIpIL7sEfCyTSQmx9527l+ndY5MztA/7gOkSuUJFD+vwZOOA6hIgrHU3NNtcZpKUYs37V6CsWvjSlrKa6eKnrNGdoM/48WBERkWyTjtbokmMS1tS9UTdAdzrnEGsLihfOnnp+XW3Rq66z5KlHIuFgY8UEreFkF6N2pbZdUg+AnSdZe2R/1yM7rLV34XdP2Ax8BXgM2G2MeckYM/FsAp/G/fhFIg1HVlwPeBzbxQGgR2r7WeAHjTyuTj3fsbXCiojkknjMq0Y3YUoL6tl37+vGkI4iSZFc86tIOJitN49mHBU5pEkgGjoM/M51DhFX+hWWNXYHimSx6sr2A+e/cMWEjWuGvWIt2dKe7FeRcDBx+mUiIiKZJRANzQdedp1DssvcmnOWWNJyh7akUTJZ2G7Bi1NHJuq8N1xnyTMWuCON5+tzkv19U9vy1KPhvuP1a7D2KGvt/dbaS/GLCd6Df4fvFcBzrdXVwVq7Db+zxMXGmHNTu2/AH5vx4HHLj+Qda601p3gcXxwhIiIn90eg1HUIyQ2DR2zSZ/0iZ24f8HvXIXKJ5zpAnvkt8A1UaS55aIS3x6xJnOxzF8lmm9aMuGznlgG7xk9Z8mbb9tUXu85zCvvwP7wTERHJVnfiX4QSaZKnqi9q6zqDtI76eq/jgtlTB01527w3C73kOa7z5InHI+FgOgtLxhtjOjUysmJ6altirT1kjFkPDDfGjLLWrj1u7ZWp7bLGTmCtLQOeBp42xhQAIfx/Z/51ilz1qW1h036MY8wC3g7cYIx5GLgIeNLaE8ZbLgQ+BFwOvIaIiJy1eMw7NGlq4rf4HXFEzoKt79z1oEZVNGLus/ewa9taSvdvp6riIF5RMZ279mbkeVMYP/m9tGvf+YTXbN+8kgUvPcTOratJ1NXStWd/LpzwTsZPfh8FBU37detQ+T7WroixYc0S9u/ZQsWhAxQVt6PPgJGMu/g9jL5g6gmvqamu4OXn7mXdqoUk6moZMGQMV77nZrr16H/C2tfiz/LfJ37PJ275NX36jzzzPxg5Ql0cWpg6OaRRIBo6APzFdQ4RF0Z7u7u5ziCtp6a6bd8Fsy+7eN3KUfOtZb/rPCdxVyQcrHQdQkREpLkC0dCzQInrHJIddtR32XTYthnnOoe0nkRdUZcFs6f2SNabDa6z5Ikfp/l8XYDvN9yRGidxPX6ng8dSu2cCBviFMaawwdqewPcarDmy/0pjjGnkfL1T29O9Zzryfm9wE36G4/0bOAh8ArgxtW9WI+vuBcqAHxhjTiikN8YUGGOmN+P8IiL57reALrDJWenVb89yY+jpOkcmWhJ7nLq6aoaMDDB+yvsZM/ZKCgoKmf/i35j121s4WHZsXefalQt46K+3sm3TG4w6bwqBye8lmUjw0lN/4T//+FmTz7tswZO8GP0TB/ZuY/DwsUy87IMMGzWBbZve4IkH72D2Uydelnzm0btYHn+GISMDnHvRFWxev5x/3hOmrrb6mHWHyvcx55m7ufiKa1XgcHbUxaEVqJND+v0K+BJQ7DqISDoNK9w3yHUGaX1bNwyZsmtb333jpyxd0L5j5WTXeRrYCvzadQgREZEWcDvwhOsQkvn+WTlpM5ihrnNI66qrbdNz4UtTE5deFdtSUGCbc9FZmiYaCQfTXWT2MnCTMeYSIIY/euKj+Dcs3WytPZha90vg3cD7geXGmKeB9sC1+IULEWvtKw2O+xhw2BizENiEXyBxOTAJWAq8cJpcbwLbgeuMMXXAZvxRHg9Yazef6oXW2ipjzCPAZ4Bb8Asmnmpk3X5jzIdTWRcaY14EVqTOMwiYjD9qQ91qRETOQDzmHZg0NfFH4FbXWSR7DR6xqcJ1hkz11e//C6/oxEt/856fxcI5D7No7sO84/1fAvxOCs8/9hsKTAHX3fRz+g4cDcBlb/8UD9/zLda88Qqrls9hzNjppz1vv4HncN1NP2fQ8IuO2b9/zxb+9sevsTT2GOeNu5K+A0YBUHGolLUr5zP1bZ9gytuu948x6ByeefQu1q9ezLkXvdVA8r9P/I6OnXsw5aqPN+vPRI66U10cWp46OaRZIBraAfzBdQ6RdGtfUNelgOTOljzmgX3/YsuGr7L69eksW9SdJfOL2LDmU42ura3Zyub1X2LVa1N4NT6QpQs6sDw+mNWvT2ff7lkkk3VNPm8yWcfuHb9l49rPsOLVCSxd0J4l84vYu/vkkxDqanexYc0neXVxf16ND2DDmk9RV7un0bXbt3yfkkU9qa3Z3uRMmaSutk3PRXOmTF792rmLrKXxHzL9vhsJB6tchxARETlbgWjoSWCO6xyS2epsQc3KRL8LXeeQ9Kipbtt38ZzJBTZJi77fkqOSwHccnHcjMAV/fvrngY/gj5242lr78JFF1tpa4B0NMn4ZuAFYC3zcWvvN4477LSAOjMcvNPg0UAR8E7jSWnvKN8fW2nrgGuAV/EKKH+J3uRjWxJ9rVmpbBDyUyt/YeV7EH2fxB2Ao/p/BZ4ALgNnAdU08n4iIHOvn+N1yRM6YMclEpy6HznedI1M1VuAAcM6FftFA6f4dR/eteeMVKivKOfeiaUcLHI4c47J3+Nc4Xl10Qi1oo0ZfMPWEAgeAHr0HHy1Y2LrhrQlgB8v8j+z7DXpr6l2/gecc8xzAipLZbHhzCcEPfY1Cr6hJWaRR29B14VahTg5u/Bi/LV9XtzFE0quTqd5ebtv3a6nj7dz2U6oqX6OgoCPFbQZSXbX6pGurqzdwYN9DdOh4Md26v49CrzuJxH4Olj7HpvWfZf/evzP6/Gcw5vR/LSaTFWzd9A0AvKI+FBX1pbZ260nXW5tk7aoPUF21kh69PkUyWcn+vQ9SU72ecy+chz/61FdZ8Sq7tv+CwcN/T3GbAWfwp5F5dm4ZeMnenX3KApOXxjp2Pnzi4K/0WQY84PD8IiIiLe0bwBL8u29FTvBizZilYKa4ziHpU1XZfmD85Us3Tpq2cK8x9HKdJ8fcFwkHXzv9spZnrV2F36HhdOuqgZ+mHqdb+yfgT008//ST7I8DbzvJc7NofATFkedfoYn/fllrN+F3QxURkRYSj3n7J01N/Bi/47TIGUmNqpjgOke2Wb9qEQC9+r5VE7p5w3IAho2eeML6QUMvpKioDTu2rCKRqMXzmt8YvqDAS22PTjWjU1f/7cKu7WuPnn/X9rUAdO7qTzCrOFTKS0/9mQlTP0D/Qec2+/wCwI8i4WD16ZfJmVKRgwOBaOhAyYyZPwF+4TqLSDoNKCyrKE+0b7HjDRr2K4qLB9Cm7UgOHXyZNSveftK1HTtNZtzFe48pKAC/K8Pale/m0ME5lO5/jO49rz3teQsK2jNqzH9o12EsxcX92L7lR+zcdvLxrBWH41RWLGXoyJn07P1JANq0HcaOrT+i4vASOnbyR4xam2Djupvo2Hkavfp8pil/BBkvUVfUNf7ypVN799+55LxxK/ubAtvfQYz/FwkHrYPzioiItIpANLSsZMbMB4DGW1hJ3nu2+oIOrjNI+lUc7jhs6SuT1k64LO4ZQzfXeXJEJfBd1yFERERa2O+BLwAjXQeR7DJ4xGZ1ym2CxfMepa6mmpqaCnZtW8v2zSvo1XcYl1zx1rWH0r3bAOjW88QbHQsKC+nSrS/79mym/MAuevRu3lS6muoK1qyIgTEMHTX+6P6Onbozcsxk5s9+kLIDO/G8YlYse4HOXXsz/Fz/WsULT/4fbdt1OtpVQpptLXCv6xC5SkUO7vwOvy1gU9v5iWS9kd4eb2Wi5a5xd+4yvclrCwoar3YsKCiia/f3cejgXKqr1zX5WF26BZt87tqaLQB06Djp6L4jX9fWbIFUkcPObRFqqtYzctyjTT52ttizo9/E/Xt6HRp7ybJ5nbsevMyYtN15+p9IOPhSms4lIiKSTt8BPow/d13kqC2JbusrbZuxrnOIG4fKu4x6dcGEleMmLy00hs6u8+SAuyLh4I7TLxMREcke8ZhXO2lq4jbg366zSPYwJlnXsbNGVTRFfN6/qTxcevT7YaMn8u4PfZ32Hbse3VdTXQlAm7aN16cXp/ZXV1c0K4O1luf+/RsqD5cy7pIZJxRKXH3tN5jzzD2sX72I+kQtg4ZfxFXvuZni4ra8+fo81qycz8duimCM4YUn/8Cq5S9RW1vNgMFjePv7vkjPPkOalSsPfT8SDiZch8hVBadfIq0hEA3VAN92nUMknUZ7u7q7znA8a+spL3sWgPbtW2dscXGbQQBUViw7uq/i8NLUc/4vF1WVK9m57ScMHHIHbdoObZUcrtUnvE7LYhdf/saSscuTSbM5DadMALel4TwiIiJpF4iGtqEWs9KIf1ZN2u46g7hVdqDbea/Fx220lkrXWbLcbvy55SIiIjknHvMeA+a6ziHZo3f/3cvVLaxpvvjtB7n1p89wS/hB3n/9dyk7sJP7fv8ldm9v2k2WLeGlp//Km2/MY+DQC7jyPZ894fk2bTvwrmu+wi3hv/Pl7z3Ch274Ed16DqCq8hAv/OePBC6ZwcBhF/DyszN5Lf4MU972CT74yR9QVXmIR2d9j0Rdbdp+liy2AHjYdYhcpiIHhwLR0D+ARa5ziKTLEG//ELBOxwbU1e1j+5YfsX3LD9m8/ku8UXIBB8v+S/ee19G1+4xWOWeHjpNo3yHA5vW3sHnDl9m49jPs3HYH7TtOpEPHiVhbz6Z1n6VDp4vp1feWVsmQSfbt7jVu3nPTe5Xu6zbXWpKteKq/RsLB1a14fBEREdciwC7XISRz1NrCqjWJPuriIBzY03PsypILVllLjessWewHkXDwcLpPaq3dZK011tob031uERHJO1+HVv1sTnLIoOGbq11nyDYdOnVj9PlTufbTP6G68iBPP/LLo8+1aes3Zaw5SaeG2tT+tifp9HAqc565h6Wxxxg49AI+dMOP8LzGu1w35sXoHykqKuaKd32a2tpqXl30FOcF3saEKe9n2OiJvON9X+RQ+V5WLVfz5NNIAl/SGO3WpSIH977hOoBIurQx9e0LsVtdZkjU7WPnth+zc9sd7N39Z2qq19On/9cZOnJmq53TmEJGjnmcLt2upnTfo5SXPkO3Hh9i1LmPYUwBu3f8hqrK1xk64i/U15exYc2nWLawG0sXdGTtqmuorcm9m/GS9YXtX104YdryRYEVyXqzoRVOcRD4QSscV0REJGMEoqHDwPdc55DM8Xz1+cvAdHGdQzLDnh19J7z52pjl1qL2qGduFXC36xAiIiKtKR7zlgEPuM4hmc8fVXG4ddog54Eu3frQo/dg9u3ZTGVFOQDdeg0EoHTfiZ/9J+vrKS/dRUFBIV269z2jc81+6s/E5z3K4OFj+fCNP6a4Tbsmv3b96sWsevUl3nnNVylu046y/Tupr0/Qp//Io2v6DPC/3rdnyxnlykN3R8LBZadfJmdDRQ6OBaKhGPCg6xwi6dKloNLp3Ybt2p/LxCl1TJhczYUT1jNo6C/Zt/tu3nzjShJ1B1rtvMXF/RlxzoOMu3gn4y7ewfDRf6OouC/VVWvZsfV2+g+6nbbtRrFp3U2Ulz7N4OG/Zfjov1NZUcL6N6/Fum2A0WpK9/W48OXnrhywb3fPuS384evPIuHg3hY8noiISKaaCbzmOoRkhv/WnKcCBznGzq0DLl63ctTiVu6glotui4SD9a5DiIiIpMG3gcZvJRdJ6TNg16vGoPcaZ+HwQf/aQ0GBf1l2yHC/Ad/GNUtOWLt10+vU1dXQf/CYJndhsNby3yf+j6WxxxkyMsAHb/ghRcVtm5yvprqC5x//LRdOfBdDRwaOea4+UXf060SDr+WkSoHvuA6RD1TkkBluBdLeAlHEhYGFpVWuM4DfXaFNm8H06f8Vhoz4AxWHF7F96+1pzWCtZdP6z9Gu/QX06f9VqqvWUnbgSfr0/zo9e3+Sbj3ez8DBd1BxOM6hg3PSmi2dbLKgzevxcdNK5k9cW58oeLMFDrkF+N8WOI6IiEjGC0RDSeD/uc4h7m1M9FhTZYsvcJ1DMs+2jUOmbFo7LGYtuVk53fJmR8LBqOsQIiIi6RCPeTuAX7jOIZlt0PAtta4zZLoD+7Y1OnrCJpPMe34WlRVl9B98Hm3bdQJg9AWX0a59Z1a/Npdd29YcXZ+oq+WV/94PwLhL3nPMsepqq9m/ZysHy/Ycew5ref6x3/LqoijDRk/kg5+8naKiNmeU/6Wn/wrAlVd/9ui+rj36UVjosX71oqP71q9eCEDP3oPP6Ph55nuRcHCf6xD5wHMdQCAQDe0omTHzJ8CdrrOItLZR3u6i1+oGuY5xjM5dgwAcKn85refdu+sPVBxazHlj4xhTSHXVagDad3yrUrJ9x/EAVFWuoHOXK9OaL93KS7uOmffc9Lox41bM7d1/92RjaPqwsGN9JxIOakaciIjkjUA09N+SGTOfAd7tOou483DlpF3AaNc5JDNtWjPi8qKixNyBw7ZOc50lw9UCt7gOISIikma/AD4LDHAdRDKPMcnaDp0Oq5j6NDa8GWfec7MYMPR8unTrQ7v2nak4XMrWja9TfmAXHTp1413XfOXo+jZtO/CuD36VJx78Cf+4+5uce9E02rbrxPpVCzmwbxujL7iMcy869lf3ndvW8PDd32TQsAu57rORo/vnz36Q15Y8i1fUht79RrBo7j9PyNe7/3BGnTel0eyb1pXw+pLn+OCnbqdN2w5H9xcXt2Xcpe9laewxHrn3u3Tr0Z83lj5Ppy69GDM2t69VnIXXgD+5DpEvVOSQOe4CPgOMPN1CkWw22tvd03WG49XV+nOvjClM2zlrqjexbfN36TfwO7Rrf94xz9lkzdGvk8n8ulZvbUHRypILp23dMGTtuMlL6zyv/rzTv+oYS4C/t0Y2ERGRDPf/gHcC6fuFRjJGjfUqNtT3Guc6h2S2tSvOmeZ5iTl9B+2c7jpLBvtZJBxsie5yIiIiWSMe8yonTU18G7jPdRbJPH0G7FpuDJNc58h0Q0YEKJu4k22bV7Bnx3qqqw9TVNSW7j0HcP5Vb2P8lPfTrn2nY14z6rwpXPfZCAtf+gdr3ohRn6ila4/+XHn15xg/5X0YY5p07vJSf0J4oq6GRXMfbnTN+ePf3miRQ21NFc8/9hvGjLuSEedecsLzV7zrRrBJVr76Els3vsaAwefxtvd+Aa+oufcn5rwva+xd+phcnfOejUpmzHwPoJaIktPqbEHNF8uuLwTTokVWB8vnsmbF2+ne82MMH33/Cc9XHF5G+w5jTyhkqK8/zLrVH+ZQ+Yv0HfAtBg758dHnEoly6mp3Uuh1obi430nPvX3Lj9i57ccMGfEnevX5TJPyvrkiSCKxj/MuWohJ/VFUV63jjZIx9Oh9A8NG3g3Ajq0/ZsfWHzH6/OdzvpPDiWz9ORetmtdv0I5LjaEpA8TqgUsj4eCJg8xERETyQMmMmT8Dvuk6h6Tf41Xj5j1dfdHlrnNIdrhw4qtze/bdp44OJ1oLXBgJB2tOu1JERCTHTJqaMEAMmOw6i2SWSVcsiHXsXDHVdQ6RLPBQJBz8uOsQ+USdHDJIIBp6qmTGzKeBq11nEWktRSbZxiO5IUHh8LM9Vun+Jyg78AQAdXW7Aag4tIiNa0MAeEU9GTTUb9u0c9tPOHxwPh07Taa4zSAKCtpTW7uN8tJnqa8vo0OnyfQbeOw1gbIDj7Np3U306PVJho2aecxzO7dFjo6XqKxYDsC+Pfdx+GAMgI6dp5604GHv7ns4fHAuYy6cf7TAAaBtu5F07f4B9u+5j2R9BYWFndi35346dJxEp87Tz+aPKkuZwjdfO2/6tg2DNwamLDlUVJy46DQv+I0KHEREJM/dDlyDRhbknRerx2RctzTJXK8vGTdt3KVL53brWapCh2N9QQUOIiKSr+Ixz06amvgMUAK0cZ1HMoMpSNZ06FRxoescIlmgArjVdYh8oyKHzPMl/JktHV0HEWkt3Qoq9+xNdjrrIofKiuXs3/vAMftqajZQs3cDAMVthhwtcujZ+zMUFHSg4vASDh2cSzJZSWFhN9p3HE/3Hh+mZ59PH1NwcDrlZc9x+ODLx+yrOLSAikMLjn7fWJFDbc12tm36Jn0H3Er7joETnh868q9s3diRsgP/wdo6unZ/D4OH/bbJralyUcXhjsNeeX6aHXnempcHDts6wRg6NLJsI/C9dGcTERHJJIFoqLpkxszPAC8D+fvLQ55ZW9d7VQ1FY1znkOzy6sLxV0y4bPG8zl0PqQOI7++RcPBF1yFERERcise8VZOmJn4E/MR1FskMfQfsXG4MF7vOIZIF7oiEg9tdh8g3GleRgUpmzPw88EfXOURay58PXzF3ad1Q3TUkZ6xd+8pt46fG9xS3qRt/3FPvioSDzzsJJSIikmFKZsz8PfBF1zkkPX5y8Op5m+t76kK1NINNXjxt4YIOnfK+/XApcG4kHNzjOoiIiIhrk6YmPGAxcOLdWZJ3Lp62YH6HThVTXOcQyXDLgUmRcLDOdZB8U+A6gJwoEA39CdDFOslZo7zdxa4zSHaqqmw/MPbfaeM3rR02z1rKU7v/pgIHERGRY3wL2Ow6hLS+Klt0cHN9j+OLP0WayBTEX77kkqrKtotcJ3HsmypwEBER8cVjXgL4NKCLdXmuoKC+un1HjaoQOY064AYVOLihIofM9Rk4egFPJKeM8vb0cZ1BstvGN0dcvuDFyyqrKtq9CHzNdR4REZFMEoiGDgOfc51DWl+06qJXwTQ2ykukSawt8Ba9NCVQU128xHUWR2LA3a5DiIiIZJJ4zFsO/Nx1DnGr78Cdy42hk+scIhnujkg4uNx1iHylcRUZrGTGzBuAWa5ziLS0emsSXyj7RD2YNq6zSNa7Lh7zHnYdQkREJBOVzJh5L3Cj6xzSer5Y+vE1dXijXedo6MC+f3H44MtUViynsvI1kvWH6N7zYwwffX+j65PJGvbtvod9ex+gtnojyWQ1xW0G0bnL2+jT/2u0aTukSeetrlpL6f7HOVj2PNXV60jU7abQ60bHjpfQu/9X6Nxl+gmvqavdxdZNt3Kw7EUwhs5d3sagob+kqLj3CWu3b/k+e3b+gfPHLae4zYAz+jPJBgUF9VVT3j5vTVFxYqzrLGlUBYyPhIOrXQcRERHJNJOmJoqBZcD5rrOIGxdPnz+/Q8dKjaoQObmlwKWRcDDhOki+UieHDBaIhu4DnnSdQ6SlFRrrFVGvFspytv6lAgcREZFT+jqwy3UIaR2r6vq+kWkFDgA7t/2UPbv+QGXFcoqLT10MYG2CNSveyZaNXyVZf5juPT9Kr76fwyvqxZ5d/8fK5ROoqlzZpPNu33I727d8m7q6PXTpFqRP/6/RsdMUykqfZs2Kd7B75++OO3eStas+QNmBJ+jW44N06fouDuz7J+tWX4O1yWPWVla8yq7tv2Dg0J/nZIEDQDJZ2G7B7MuGJ+oKV7jOkkbfUoGDiIhI4+IxrxYIAfWus0j6FRTUV7XvUHmR6xwiGawWf0yFChwcUpFD5vscsN91CJGW1qPg8D7XGSSr7QNucR1CREQkkwWioVL072XOeqRqYkaONxw07FdcEFhJ4JIDDB7++1OuLd3/OIcPzadTl6s4f9xyBg//DYOGRjj3gtn0G/hd6uvL2bXjriadt0u3d3LeRYu5ILCcoSP+yMAhP2HkuY9wzvnPY0wR2zZ9i9ranUfXVxyOU1mxlMHD/48hI37PsFEz6T/oO1QcXkzF4bcmN1ibYOO6m+jYeRq9+nymeX8oWaI+4XVaMPuyAfX1BWtcZ0mD/wK/O+0qERGRPBaPeYuBX7vOIenXd9CO5cbQ0XUOkQx2eyQczKcC8YykIocMF4iGdqMPJiUHDfH217rOIFnti/GYt8d1CBERkUwXiIYeAx5xnUNaVkWyuHxbfbfxrnM0pnOX6bRtNwpjzGnX1lRvBKBLt3djzLEfT3Tt/l4AEnVNq43u2fsG2ncMnLC/U5cr6NR5GtbWUnFowdH9tTVbAOjQcdLRfUe+PvIcwM5tEWqq1jN0xJ+alCPbJeqKui6cPbVbst5sdJ2lFZUCn46Eg5rfKiIicnrfA9a6DiHpNWjYVv2eJHJyi4GI6xCiIoesEIiG/gn803UOkZY02tvd3nUGyVoPxmOe/k4UERFpui+h7nA55cnqccvBtHOd42y1a38eAAdLnzthRER56dMAdO5y1Vmfx5ii1Bfe0X3FbQYBUFmx7Oi+isNLU88NBqCqciU7t/2EgUPuoE3boWedI1vU1rTptfClqW2TSbPVdZZW8sVIOLjddQgREZFsEI95VcBNgC5654mCwvrKdhpVIXIy1cCNkXBQo3wygIocssctwG7XIURayihvT1/XGSQrrQc+7zqEiIhINglEQ3uAm13nkJYzr2bUANcZWkKXblfTtfs1HCx/gRWvBtiy8Wts3fRN3nzjHezc9lN69/0ivfudXWPDmurNHCyfTUFBezp1vvzo/g4dJ9G+Q4DN629h84Yvs3HtZ9i57Q7ad5xIh44TsbaeTes+S4dOF9Orb/41V6ypbttv8dzJWMvO06/OKv+IhIMPuQ4hIiKSTeIx72XgN65zSHr0G7T9NWPo4DqHSIb6XiQcXOU6hPhU5JAlAtHQfuCzrnOItJQ+BQcHga10nUOySh1wXTzmHXIdREREJNsEoqF/AfnRbz/HvV43YHmCwhGuc7QEYwwjznmYfgO/R3XVm+zZ+Xt277iLQwfn0LHz5XTvdR2mQfeFM5VM1rBx7aewtob+g76P53VrcO5CRo55nC7drqZ036OUlz5Dtx4fYtS5j2FMAbt3/IaqytcZOuIv1NeXsWHNp1i2sBtLF3Rk7aprqK3J/UYAVRXtB8VfvrTaWva6ztJCtqNxoCIiIs11G36LdslxA4flajMvkbMWA+5yHULeoiKHLBKIhv4D3Oc6h0hLMAbThsRm1zkkq4TjMW+J6xAiIiJZ7GvAa65DyNl5tHJChesMLSWZrGbDmo+ze8f/MmT4bxk7cSuBi/czasx/qK3ZwptvXEXpgSebdWxr69m49kYOH5pPtx4foU//r5+wpri4PyPOeZBxF+9k3MU7GD76bxQV96W6ai07tt5O/0G307bdKDatu4ny0qcZPPy3DB/9dyorSlj/5rVYm/tdmysOdRy2LDbpgLWUuc5ylix+W9lS10FERESyUTzm1QEfAfRvaQ4rKExUtGtfpVEVIifaD3wsEg4mT7tS0kZFDtnnq4AuDEtO6FV46IDrDJI1nkVVkiIiImclEA1VAx8F1E0rSx1KtjmwM9llguscLWXntgil+x9lwJAf0avv5ygq7kuh15ku3YKMOOcfWFvH1o0nFiecjl/gcAOl+x+lW49rGT76PowxTXytZdP6z9Gu/QX06f9VqqvWUnbgSfr0/zo9e3+Sbj3ez8DBd1BxOM6hg3POOFs2OljW5ZxXF47fbi3Z3FHtfyPh4AuuQ4iIiGSzeMzbDNyAXzwoOaj/4B2vGUN71zlEMkwSuD4SDqrNSYZRkUOWCURD5cAHgWrXWUTO1tDCfQnXGSQr7AJuiMc8vYESERE5S4FoaDXwJdc5pHkerwq8DqaN6xwtpbz0KQA6dZ5+wnPtO4yl0OtGbc1mEnX7m3zMZLKODWs+wYF9D9O953UMH/3AGY282LvrD1QcWszQkXdjTCHVVav9PB0Db2XrOB6AqsoVTT5utivb3/381+NjN1hLlesszfAK8E3XIURERHJBPOb9B/iV6xzSOgYO3dq0ymCR/PKTSDj4nOsQciIVOWShQDS0DLjZdQ6RszXa293BdQbJeEngE/GYt8d1EBERkVwRiIbuBf7mOoecGWux82tHDHGdoyVZWwNAIrHvhOeSyRqS9X7jAFNQ3KTjJZO1bFhzHaX7H6VHr08wbNR9GFPY5Dw11ZvYtvm79Bv4Hdq1P+/YrMmaBufJz3sO9u/pNXZlyQUrrKXWdZYzsBv4aCQcVIG9iIhIywnjz6aXHFJYmDjctn3VWNc5RDLMi8DtrkNI41TkkKUC0dD9wO9d5xA5GyO9Pf1dZ5CM9/N4zHvRdQgREZEcdDOQP7eh54CSusGv1lM41HWOltSx02UA7Nz2M5INiggAdmz9EdYmaN9xIoWFnY7uTyTKqapcTW3tzmPWJ5M1rF/9YcoOPEnP3p9m6Mh7MObMPvLYtP7ztGk3gn4Dbzu6r227MQCUlUaP7jvSgaJd+/PP6Pi5YM+OvhPffP3cEmvJhqKBeuC6SDi4w3UQERGRXBKPeQngOuDESlXJWv2HbH/NGNq5ziGSQXYAH4+Eg0nXQaRxTe/ZKJnoa8BY4HLXQUSao2dhRX+wB8F0dp1FMtI84PuuQ4iIiOSiQDRUWTJj5oeAONDpdOvFvX9Xjc+K9gGl+5+g7MATANTV7Qag4tAiNq4NAeAV9WTQ0AgA/QaGKSt9ikPls3mj5AK6dH0nBQXtOHxoPhWH4xQUtGPwsLuOOX7ZgcfZtO4mevT6JMNGzTy6f/P6WygvewbP60lR8QB2bL3jhGydukyjc5dpjebeu/seDh+cy5gL5x8z3qJtu5F07f4B9u+5j2R9BYWFndi35346dJzU6JiNfLBzy8BLPC8RGzFm3WRjMvrmme9GwsE5rkOIiIjkonjM2zZpauKTwNOARhzkgAFDtza9BZpI7kvgF0yrw3QGU5FDFgtEQ4mSGTOvBZYCA1znEWmOdqZuS5UtvsB1Dsk4W4APpSrDRUREpBUEoqE3S2bMDAGPuM4ip1aWbLd3T7LTRNc5mqKyYjn79z5wzL6amg3U7N0AQHGbIUeLHIrbDOC8sYvZtf0XlJc+w7499wFJior60aPXp+g74FbatT+3SeetqdkE+KMvdm47scDhiMaKHGprtrNt0zfpO+BW2ncMnPD80JF/ZevGjpQd+A/W1tG1+3sYPOy3GJO/n+dv3TB0qldUP2/IyI2XGZORFzaeBH7uOoSIiEgui8e8ZydNTdwJfNt1Fjk7hV7iUNt21RpVIfKWb0fCwXmuQ8ipGWut6wxylkpmzLwEeBlo2qBSkQzyk4NXz9tc31PdSKShSuCyeMwrcR1EREQkH5TMmPm/wP+4ziEnd2/F1LkLakc03oJAxKFR56+eO3DYtkz7b3MDMCESDpa5DiIiIpLrJk1NFOLPrM+03wfkDAwasWn+yDHrprjOIZIhngQ+EAkHdQE9w2VyW0FpokA0tAj4ouscIs0x3NunfyjkeJ9WgYOIiEha3Qq84jqENM5a7KLaYcNd5xBpzNoV507bta3vHNc5GqgGPqQCBxERkfSIx7x64GPAbtdZpPkGDtmmru8ivo3ADSpwyA4qcsgRgWjobuAvrnOInKlzvF2aAS0N3RmPef90HUJERCSfBKKhBPBB/LufJcPE64YuTVIwyHUOkZNZ9eoF0/ft7jnHdY6Uz0bCwVddhxAREckn8Zi3E//9RI3rLHLmCr3EwTYaVSECcBB4vwqms4eKHHLLl4GFrkOInInh3t6BrjNIxogC33UdQkREJB8FoqG9wNXAAddZ5FiPVQXqXWcQOZ3X4+Oml+3vOtdxjB9GwsG/Oc4gIiKSl+Ixbz4Qcp1DztyAIVtfN4Y2rnOIOJYAro2Eg6+7DiJNpyKHHBKIhmqBDwG7XGcRaaquBVW9DHa/6xzi3Crg+njMS7oOIiIikq8C0dCbwDVAress4juQbL9rf7LjBNc5RJqiZMGEKw6Vd5rn6PR/j4SDtzs6t4iIiADxmPcg8EPXOeTMDBi6rdh1BpEMcEskHHzedQg5MypyyDGBaGgH8GGgznUWkaZqb2q2us4gTpUB74/HvIOug4iIiOS7QDT0MvBpQPMnM8CjlRPeBKP5uJIljFky7+KpFYfbz0/ziV8BPpPmc4qIiEgj4jHvduAh1zmkaTyvrrxN2xqNqpB894tIOPhX1yHkzKnIIQcFoqEYcIvrHCJN1bfgoC5u569a4MPxmLfWdRARERHxBaKhB4Hvu86R75LW1C+rGzLKdQ6RM2MK4nMvvbi6su3iNJ1wHfCBSDioGeAiIiKZIwQscB1CTm/A0G1vGIM6OUg++xfwTdchpHlU5JCjAtHQ3cC3XecQaYoR3h7jOoM4YYFPxWPei66DiIiIyLEC0dAdwEzXOfLZwtrhS5MU9HedQ+RMWVvgLZwzZWxtTfHSVj7VAeA9kXBQ4w9FREQySDzmVQPvxy9GlAzWf4hGVUheWwR8MhIOqpNlllKRQw4LREN3Ar90nUPkdM4p2t3ZdQZx4mvxmPew6xAiIiJyUjcD/3UdIl89UTVOhcCStWyyoM2C2VPH1NV6y1vpFLXAByPh4JpWOr6IiIichXjM2wsEgb2us0jjvKK68jZta8a5ziHiyEbgfZFwsMp1EGk+FTnkuEA0dCtwj+scIqcyrHDfYNcZJO1+Ho95v3EdQkRERE4uEA0lgA8Db7jOkm/21nfcXmrbT3CdQ+RsJOsL2y+YfdmwRKJwZSsc/nORcHBuKxxXREREWkg85q0HZgCVrrPIiQYO3fq6MRS5ziHiQBl+R7g9roPI2VGRQ364Gfi36xAiJ9OxoKabIbnbdQ5Jm/viMe9brkOIiIjI6QWioYPA1cBO11nyySNVE9eB0ft1yXr1Ca/zghen9quvL1jbgof9RiQcvK8FjyciIiKtJB7zFgMfBepdZ5Fj9R+yra3rDCIO1AEfioSDq1wHkbOnD03yQCAaqgc+DrzgOovIyXQ0NdtdZ5C0eBq4yXUIERERabpANLQV/w6sCtdZ8kG9NYnldQPPdZ1DpKUk6oq7LZw9tWsyaTa2wOF+GAkH72qB44iIiEiaxGNeFLjFdQ55i1dUW1rcpnas6xwiaZYArouEg7NdB5GWoSKHPBGIhmqAa4DFrrOINKZ/Ydkh1xmk1S0Cro3HvITrICIiInJmAtHQMuC9qNVsq3uldtQSS0Ef1zlEWlJtTZteC1+a0jaZNNvO4jB3RcLB21sqk4iIiKRPPOb9BfiG6xziGzhs6wqNqpA8kwQ+GQkH1fU+h6jIIY8EoqHDwLuBFa6ziBxvpLdHfx/lttXAe+IxTxdGREREslQgGnoJv9ChynWWXPafqov0YaPkpJqqdv0Wz700aS27mvHyv0bCQV0YERERyWLxmHcXcKvrHAL9B29v5zqDSBpZIBQJB//hOoi0LF1UzDOBaOgA8E5gk+MoIscY7e3u7jqDtJo3gSvjMW+/6yAiIiJydgLR0GxU6NBqdtV33nLQthvvOodIa6mq6DB4ybxLKqxl3xm87CHg862VSURERNInHvN+CXzLdY58VlRce0CjKiSPWODmSDh4n+sg0vJU5JCHAtHQDuAdwG7XWUSOGOrtHwzWus4hLe5NYHo85jXnbi0RERHJQIFo6EXg/UC16yy55pHKiRvBGNc5RFrT4YOdRiyLTdxvLeVNWP4k8KlIOJhs7VwiIiKSHvGY93Pg265z5KuBw7asMAbPdQ6RNPlqJBz8q+sQ0jpU5JCnAtHQOuBd0KQPFURaXTtT16kAu911DmlRKnAQERHJUYFo6L+o0KFFJaypeyMx4DzXOUTS4WBZ13OWLwpstZbDp1j2IvCRSDiYSFcuERERSY94zLsT+J7rHPmo/+AdHVxnEEmTWyPh4O9ch5DWoyKHPBaIhpYDVwMHXWcRAehsqna6ziAtZjUqcBAREclpgWjoeeAaoMZ1llwwt+acJRbTy3UOkXQp3dfjgteXjF1nbaPjb14E3hcJB/X3i4iISI6Kx7w7gNtd58gnRcW1+4uKNapC8sL3I+HgL12HkNalIoc8F4iG5gNvAw64ziIysLCswnUGaRGrgStV4CAiIpL7AtHQs6jQoUU8VX1RO9cZRNJt/+5e41a9ev4Ka6ltsPsZYEYkHKx0lUtERETSIx7zfgj8yHWOfDFo+OaVxlDoOodIK/tJJBz8sesQ0vpU5CAEoqElwDRAFyTFqZHe7iLXGeSsqcBBREQkzwSioWeAD8ExFynlDGyv77rxsG07znUOERd2b+83cc0b5y6zlnrgSeADkXBQo3BERETyRDzm/QC4w3WOfNBv0I6OrjOItLI7IuHgd12HkPRQkYMAEIiG3gAuB7a4ziL5a3TR7h6uM8hZUYGDiIhIngpEQ08BH0aFDs3yz8qJeh8meW3H5oGXrls5+rfAhyPhoP4eERERyTPxmPc94Keuc+Sy4jY1e4uK6y5ynUOklVjgq5Fw8Huug0j6qMhBjgpEQ+uAy4C1rrNIfhpceGAI2KTrHNIsi4HLVeAgIiKSvwLR0H/wOzpUuc6STepsQc2qRL8LXecQceyv2zYO/n+RcLDOdRARERFxIx7zvgN833WOXDVo+JbVGlUhOaoO+EQkHPyt6yCSXipykGMEoqGt+B0dXnOdRfJPsalvV0hyq+sccsaeAa6Kx7x9roOIiIiIW4FoKApcBej3giZ6sWbMEjDdXecQcSgSj3mfi8c8FbyLiIjkuXjM+zEQAhKus+SavgN3dHKdQaQVVALvi4SDD7oOIumnIgc5QSAa2g1cAcx1nUXyT9eCSnUCyC73A++Lx7wK10FEREQkMwSioYXAZGC96yzZ4NnqC/Rho+Szb8Vj3jddhxAREZHMEY959wIzgMOus+QKjaqQHFUKvD0SDj7rOoi4oSIHaVQgGioH3gX8y3UWyS+DCkvV3jh7RIAb4zFPldUiIiJyjNQovMnAItdZMtmWRLf1lbaNPmyUfJQEPh+PeT93HUREREQyTzzmPYd/I6ZuiGsBg4ZvXmWMrgdKTtkOXB4JBxe4DiLu6C81OalANFQDfAT4g+sskj9GebvbuM4gp2WBr8Vj3jfjMc+6DiMiIiKZKRAN7cUfXfGk6yyZ6uGqi7e7ziDiQBVwXTzm/dl1EBEREclc8ZhXgl84vdp1lmzXb9DOLq4ziLSgNcDUSDi4wnUQcUtFDnJKgWgoGYiGvgh8z3UWyQ+jvd09XWeQU6oFPh6Peb92HUREREQyXyAaqgSuQYXTJ6i1hVVrE73Hus4hkmbbgcvjMe8R10FEREQk88Vj3iZgKvCK4yhZq7ht9W6vqO5C1zlEWshS4LJIOLjZdRBxT0UO0iSBaOgO4CagznUWyW0DCkuHgtV/Z5npIPCeeMz7h+sgIiIikj0aFE5/E78jlADPV5+/FIzuqJJ8sgiYGI95S10HERERkewRj3kHgHeg0drNMnj45jc1qkJyxBPAlZFwcK/rIJIZ9BebNFkgGroHv92s5mBJq/GMLSqifovrHHKCNcAl8Zj3gusgIiIikp0C0VAEuB6/M1Tee776vG6uM4ik0QPAtHjM0+cJIiIicsbiMa8af7T2b1xnyTZ9B+7s6jqDyFmywI+BayLh4CHXYSRzqMhBzkggGnoFmAAscJ1Fcle3gso9rjPIMZ4BLo7HPM2/ExERkbMSiIYeAt4FlDmO4tSGRM83qyk+33UOkTRIAt+Mx7xPxWNejeswIiIikr3iMS8Zj3n/A3wDdYhrkjZtq3d5RQmNqpBsVgFcGwkHvx8JB/X/vRxDRQ5yxgLR0A5gOvAnx1EkRw0u3K+7+zJHBJgRj3nlroOIiIhIbghEQ3OAKUDeFlD+s3KSinolHxwC3h+PeRHXQURERCR3xGPeXcAM4IDrLJlu8IhNa4zBuM4h0kwbgSmRcFCjaqRRKnKQZglEQ7WBaOgLwGcA3Y0hLWp00e42rjMIVcDH4zHvm/GYl3QdRkRERHJLIBpaBUwC/uE6S7pVW+/whvqe41znEGllG4DJ8ZgXdR1EREREck885j0NjAeWuM6SyfoM3KUReZKtXgImRcLB11wHkcylIgc5K4FoaCZwObDVdRbJHaO8PX1cZ8hzW4HL4jHvIddBREREJHcFoqHDgWjoY8CXgLzp5PVM9QUlYDq5ziHSiubgj7tb4TqIiIiI5K54zNsMXAb8xXWWTNSmXdVOz0tc4DqHSDP8HnhnJBzc7zqIZDYVOchZC0RDcWAC/gcZImetX0H5YLDVrnPkqVeAifGYt8x1EBEREckPgWjo//ALp7e4zpIOs6vH9HSdQaQV/Ql4Zzzm6QNJERERaXXxmFcTj3k3Azfgd6aVlCEjNmtUhWSbWuCmSDj45Ug4mHAdRjKfihykRQSiob3A24G7XGeR7FdgbGEx9Ztd58gzFvglcFU85mlGtIiIiKRVIBpajN9u9lnXWVrTmrreK2soGuM6h0grqAJujse8L8RjXp3rMCIiIpJf4jHvfuASYK3rLJmiz4BdPVxnEDkD24ErI+HgPa6DSPZQkYO0mEA0VB+Ihr4BfByodJ1HsluPgsO68yd99gBXx2PerfpAUkRERFwJREP7gauB7wNJx3FaxT+rJh1wnUGkFbwKTIjHPLWKFhEREWfiMe91YCLwmOssrrVtV7W90Euc7zqHSBP9BxgbCQfnuw4i2UVFDtLiAtHQQ8BkYIPrLJK9hnr7dLE9PV4AxsZjXk7fNSkiIiLZIRAN2UA09GPgXcBe13laUpUtOrilvnvAdQ6RFmSBXwGXxGPeKtdhREREROIx72A85n0QuBXI23b3g0duWqdRFZIFaoH/iYSD74uEg7rpVc6YihykVQSiodfw283e6zqLZKdzvN3tXGfIcQngW/jzcne5DiMiIiLSUCAaegH//UTO3MkRrbroVTAdXOcQaSE78N9L/L94zKt1HUZERESkoXjM+yVwFbDTdRYX+vTf1dN1BpHTWAtMjoSDv3EdRLKXihyk1QSiofJANBQC3kue/jIhzTfC29PfdYYcthG4LB7zfh6PedZ1GBEREZHGBKKhbcB04GdAvds0Z29OzTl9XWcQaSGPAxfFY94LroOIiIiInEw85s0DLgIecZ0lndq2r9zmFdVrVIVksnuA8ZFwcJnrIJLdjLW6viWtr2TGzO7A74CPu84i2cFa7M1ln6zU3W4t7mHg5njMK3cdRERERKSpSmbMnATMAs5zHKVZVtb1e/3Xh99xoescImepAvhaPOb91XUQERERkTMxaWriWuAPQM53ODjnopVz+w/eMc11DpFG7AM+GwkHH3cdRHKDOjlIWgSioQOBaOh64EPk2GxdaR3GYNpSt9l1jhxSCnwyHvOuU4GDiIiIZJtANBTHH19xJ1nY1eGRqokHXWcQOUtLgPEqcBAREZFsFI95jwDnA/92naW19e6/u5frDCKNeA64SAUO0pJU5CBpFYiG/o3/y8S/XGeRzNer8NAB1xlyxH+A8+Mx72+ug4iIiIg0VyAaqglEQ98GLgVWuM7TVBXJ4rLt9V0nuM4h0kxJ/JExU+Ixb43rMCIiIiLNFY95e+Ix70PAx4D9rvO0hnYdKrd6Xn1Wdr+TnHUI+CLw7kg4qLH20qI0rkKcKZkx82PA74HurrNIZvpbxSVzX649R621mq8U+Go85j3gOoiIiIhISyqZMbMY+AFwG+A5jnNKD1VePPelmnP1O61ko41AKB7z5rgOIiIiItKSJk1N9AH+BHzAcZQWde7YFXP7Ddqp9x6SKZ4AvhQJB7e5DiK5SUUO4lTJjJn9gL8AM1xnkcyzuHbo0rsrrtBdb83zKPDleMzb5TqIiIiISGspmTFzAjALuMBxlJO6pfT69QkKR7jOIXIGaoBfAD+Nx7wq12FEREREWsukqYnrgd+SIzdiXh58abXn1Z/rOofkvR3AlyPhYM6PhxG3NK5CnApEQzsD0dB7gU8D5a7zSGYZ6e0Z4DpDFtoBXBOPedeqwEFERERyXSAaWgpMAH4CJBzHOcFrtQOWq8BBssx/gQvjMe97KnAQERGRXBePeX/HL5j+j+ssZ6t9h4rNKnAQxyzwR2CMChwkHdTJQTJGyYyZA4HfkWMtouTsfK70k+VgurjOkQWS+F1RvhWPeSoYEhERkbxTMmPmeGAmMNZ1liO+X/6++buSXae4ziHSBDuAr8Vj3j9dBxERERFxYdLUxMfwu1ll5Y13GlUhjq0APhcJB+e7DiL5Q50cJGMEoqFtgWjoGuAqYLnrPJIZ2pvaLa4zZIFXgInxmPcFFTiIiIhIvgpEQ8vwuzp8HtjrOA4Hk23270p2meg6h8hpJID/Bc5VgYOIiIjks3jMewg4B7gDqHYc54z17re7r+sMkpeqge8CgXwrcDDGzDHGnFEnAWPMjcYYa4y5sZVi5RUVOUjGCURDLwHjgc8Bux3HEcf6FBwsdZ0hg20DPh6PeZfHY16J6zAiIiIirgWiofpANPRnYBTwS6DWVZbHqwJvgCl2dX6RJogBE+Ix7+vxmHfIdRgRERER1+IxryIe874HjAEedZ2nqdp3PLyp0Eue4zqH5J0XgIsi4eBPIuFgneswmcAYMz1VxHC76yz5QEUOkpEC0VAyEA39Ff/DyZ8DNY4jiSPDPec34WWiGvy50+emKoxFREREpIFANFQeiIZuBc4Hnkj3+a3FLqgdMSTd5xVpon1ACLg8HvNecx1GREREJNPEY96meMy7FphOFnSdHjJy02bXGSSvrACujoSD74iEg2tdh3HoU/gFUWfisdRrHmv5OPlHRQ6S0QLR0KFANPQt/P/p/+U6j6TfaG93Z9cZMszjwJh4zPtuPOZVuA4jIiIikskC0dC6QDT0AeBtwOvpOu+yusEl9RQOTdf5RJooCfwFOCce8+6Nx7wzaq0qIiIikm/iMW8uftfpz+MXimakXn339HOdQfLCTuCzwNhIOPiM6zCuWWu3WGtXn+Fryq21q621GjveAlTkIFkhEA1tDERDHwamActc55H0GeHtHeg6Q4ZYAbwjHvOuice8ja7DiIiIiGSTQDQ0GwjgfzjZ6q3C/l013tmYDJGTeAwYG495N8dj3gHXYURERESyRTzmJeMx78hIvF8DGdWWv0OnwxsLveRo1zkkp1UAtwOjIuHg3ZFwsN5VEGPM0NQ4iFnGmHONMY8bYw4YYyqMMa8YY97ZyGvaGGO+ZYx53RhTaYw5aIyZZ4z5yEnO8T5jzIvGmJ3GmBpjzA5jzFxjzC3HrZtjjLENvp8FvJT69gepnEce01Nrbkx9f2Pq+7bGmDJjzB5jjHeSPH9MvWbGcfvPTf05bDXG1BpjdhtjHjTG5M3oGhU5SFYJREMvA5PwW2vudBxH0qBzQXVPg83YKtk0WAd8ArgoHvNecB0mX6R+ObDGmKGus4iIiEjLCERD9YFo6MiHk78EWqUQoSzZbu/eZKcJrXFskWZ4BpgYj3kfjMe8N1yHEREREclW8ZhXFo95XwMuwv8dKyMMGblxi+sMkrPqgb8CIyPh4A8j4WAmdZYeBiwAugN/Bh4BJgDPGGM+emSRMaYYeA64E/CA/wMeAEYDDxtjftrwoMaYz+GPvDwP+A/wK+BpoB3w6dNkehy4L/X1XOCHDR6bGnuBtbYaeBjoBbz7+OeNMW2AjwK7gWcb7A/i3xB+PRDHL8B6EfggsNgYM/40WXOCsVbdCSU7lcyY2RH4FvANoK3jONKKvl72kVcP27bjXOdIsy3Aj4FZ8ZiXcB3GpVSV40vAD621t6fpnLOAG4Bh1tpN6TiniIiIpFfJjJkjgR8AHwMKW+q4MyumzllYO2J6Sx1PpJleAr4bj3nzXQcRERERyUWTpiamAt8HTrhzPJ2uePfstYWFyVEuM0hOegq4LRIOrnQdpKHUTYlHOl3/0lp7a4PnJuIXPhwGhlhrDxpjwsBP8QuT3metTaTW9gYWA0OAqdba+an9S4ELgEHW2j3HnbuntW/dkGuMmQNMs9aaBvumc4prGakODvcCn7bWzkrtmwzMB/5lrf3wceuvBf4J3GWt/UZqXzdgA34RyhXW2pUN1l8ALATWWGtzvtBBnRwkawWiocOBaOi7wHDgLqDScSRpJf0Ky/NpPtFO4MvAqHjMuzvfCxxEREREWksgGloXiIY+CZwD3EMLtJ1NWpKLa4eNOOtwIs03H7gqHvOuUoGDiIiISOuJx7xYPOa9C7gU/07vtOvY+dB6FThIC3sJuDISDs7ItAKH45QDP2q4w1q7BPg70BW4JrU7BFjg60cKHFJr9+DfZApw03HHTtDI5wMNCxxakrV2AbAGeK8xpvtxT9+Q2t7XYN+n8H/GHzQscEgd6w387hsBY8x5rZE3k6jIQbJeIBraGYiGvgEMBX4GHHKbSFraiMI9+fB31X7gNmBEPOb9Ph7zNMdZREREJA0C0dD6QDR0EzASv3VldXOPFa8dtixJwaAWCyfSdEuBq+Mxb2o85r102tUiIiIi0iLiMW9RPOa9B5gIPJnOcw8euWlbOs8nOcvij2aYHAkHr4qEg3Mc52mKZdbaxq4FzkltA8aYTvjv83dYa1c3snb2kbUN9v0daA+sNMb8rzHmA8aYXi0V+hTuA4qB647sMMb0Ad4FlFhrX2uwdnJqO9YYc/vxD/xRHABj0pDbqXy4cCh5IhAN7Q1EQ2H8YocfAWVOA0mLGV20u4vrDK1oF/AdYFg85v0iHvOqXIYxxgw1xlhjzKzU1/8wxuwzxlQbY5YYY2ac5HUfM8a8ZIwpS61dZYz5bmpmVKPHP8lx5hhjbIPvZ+FXjwL8IPXaI4/pqTU3pr6/0RgTTB2j/LjjfMAY8zdjzBpjTEXqsdQY8xVjjP4tFBEREQLR0JZANPQl3uoUd8bzRh+vDiRbPJjIqb0OfDAe8ybGY17GzIYWERERyTfxmLc0HvPej3/B9DH8C8etqmefvQNb+xyS0+qBfwDjIuHg+yLh4ELXgc7A7pPs35Xadkk9wO+e3Zgj+7se2WGtvQu/e8Jm4Cv4/y/vTl37mHg2gU/jfiDJW50bAK4HPI7t4gDQI7X9LP4IzuMfV6ee79haYTOF5zqASEsLREMHgB+UzJj5K+ALwFeBfm5TydkYVrhviOsMrWAV8Cvgb/GYV+M6TCOG4M+k2gA8AHQHPgo8YYx5u7X26N1hxpiZwKeBbcC/8AuMLsVv9/Q2Y8w7GraCOkOPp7Y3AHN5qxITYNNxaz8MBPHna/0p9TMc8TP8XxIWAdvxf8G5CvgNMAn4ZDPziYiISI4JREM7gW+UzJh5J/A14EtA59O9bn+y/c79yQ4TWjufSMoi/GKcR+Ixr9U/QBcRERGRponHvFeBD06amrgQ+B7wIVrhhuOOnQ+uLyxMalSeNEct/mf+P4uEg+tch2mmPifZ3ze1LU89Gu47Xr8Ga4+y1t4P3G+M6QpMwR99EQKeM8aca63d29zQJ2Ot3WaMmQ28PXWO1fjXROqAB49bfiTv2OM6POQdFTlIzgpEQweBn5fMmPm/+BVP/w/I+Rk0uahDQW2XApK7khSc7B+jbDIX+CXwVIZ/GDkduN1a+8MjO4wxDwLPAreS6q5gjLkRv8DhMeB6a21Vg/W341cOfhG/mOCMWWsfN8aU4f+DPsdae/spll8NXG2tfbaR595jrV3fcEeqg8O9wKeMMb+31i5qTkYRERHJTYFoaB/wnZIZM3+BfwfHV/ELPxv1r8oJb4JRcbW0plrgn8Bv4zEv7jqMiIiIiJxcPOa9Dnxk0tTEecC3gY8ARS11/CGjNm0DVOQgZ6IS+Cvwy0g4mO2jTsYbYzo1MrJiempbYq09ZIxZDww3xoyy1q49bu2Vqe2yxk5grS0DngaeTl1LCAFX4N/oeTL1qW1h036MY8wC3g7cYIx5GLgIeLKRooqF+MVTlwN5XeSgFt2S8wLRUG0gGroXuAB4D8feCS5ZopOpzuZ/dOuBh4FJ8Zg3PR7zohle4AB+O6Y7Gu6w1j4HbAEubrD7q0ACCDUscEj5MbAfv8goHZ44SYEDxxc4pPYleav44l2tGUxERESyVyAaKgtEQz/C7xL1ZeCEWZ5Ja+qX1Q0ZfcKLRVrGTvzi4cHxmPdJFTiIiIiIZI94zFsZj3mfAAYB38X/fPWs9ey9T6MqpKm24b+fGBoJB/8nBwocwO/U/P2GO1LjJK7H73TwWGr3TMAAvzDGFDZY2xO/08qRNUf2X2mMMY2cr3dqW3maXPtT28FN+BmO92/gIPAJ4MbUvlmNrLsXv5v2D4wxFx//pDGm4Mio71ynTg6SNwLRkCVVdVUyY+Yk/FEW15IHc2lyQf/CsoryRHvXMc5UKf68pN/EY94mx1nO1KvW2vpG9m8FJgMYY9oDY4F9wP80/m8/NcCY1gp5nMUne8IY0wO/A8XV+HO2Oxy3ZEAr5hIREZEcEIiGDgO/B35fMmPmVfjdqt4PFC6oHb40ScEJHy6InKUFwO+AR+Mxr851GBERERFpvnjM2w38ZNLUxM/wb8b8Av6NV41+qHoqnbocXFtQmBzVwhEltySB54E/Ak9FwsHGPuvPZi8DNxljLgFi+KMnPop/c//N1tqDqXW/BN6N/959uTHmaaA9/rXB3kDEWvtKg+M+Bhw2xizEH5dt8DsmTAKWAi+cJteb+OOyrzPG1OHfTGqBB6y1m0/1QmttlTHmEeAzwC34BRNPNbJuvzHmw6msC40xLwIrUucZhH/9pgfQ9jRZs56KHCQvBaKhOBAvmTHzK/h/mYWAy9ymklMZ6e0pXJXo7zpGU1j8kRR/Bf4dj3nVjvM0V9lJ9id4qwtQN/x/5HvhV4K6tquxnanZWXFgGH4hxP3AAfyfpSt+N4o2aUkoIiIiOSEQDc0GZpfMmDkQuDlaPfZS15kkZ9Tgd4H7XTzmLXEdRkRERERaVjzm1QNPAk9OmpoYAdyMf32iR1OPMWTkxh2AihykMXvwOxP8JRIObnQdphVtBD4P/Cy1bYM/duJHqY7UAFhra40x7wC+DnwcvztjAlgO/I+19qHjjvst/OKj8fg3TFbjFyp8E/ijtfaUxefW2npjzDWpXNcCnfCvobySOs7pzMIvcigCHrLW1p7kPC8aYy4C/l8q7+X44w13ALM59UiNnKEiB8lrqbux7gXuLZkxcxT+LxOfArLiano+Ge3tPun84wyxC79rw93xmLfOdZg0KU9tS6y145v4mmRqe7J/f7qeRZ6TjQC5Cb/A4YfW2tsbPmGMmYxf5CAiIiJyxgLR0Dbge/unJjxgBv6HEe+mefM3Jb/twL/L6i/xmLfHdRgRERERaX3xmLceuG3S1MT3gI/gd3eYfLrX9ei9rzmt8CW3zcV/P/FYJBxs9MJ4rrHWrsLv0HC6ddXAT1OP0639E/CnJp5/+kn2x4G3neS5WTQ+guLI86/QxO4u1tpNwJeasjZXqchBJCUQDa0FwiUzZn4XCAKfBt4LFDsNJgAM9fYPAWuh8ZkIjiSBZ4G7gf/EY17CcZ60stYeNsasAM43xnS31h5owstKU9tBxz9hjOkMNDbL+kgrreZeLBiZ2jZWvTitmccUEREROSr1e+DjwOOTpib647+XCOGPyRI5mTL8uasPAS+l7uoTERERkTwTj3k1wAPAA5OmJsbhFzt8hEZuCOvctXxNQaFt7DNUyT/7gL8Df4qEg6tdhxFJNxU5iBwnEA3V48+5eapkxsyewCfwP6C80GmwPNfGJDoUYLcmMSdcHHdgGfBP4O/xmLfNdRjH7gLuAWYaY2601pY1fNIY0w0YZq1dBmCtPWSMWQ1MNcacZ61dmVpXmDpWu0bOsT+1bW6F8qbUdjrweoNsASDczGOKiIiINCoe83bgz9r9KXAlcB3wAfwRXyIV+O2J/wE8G495eXGXlYiIiIg0TTzmvQrcPGlq4iv4XeI+hn8zZjuAISM37qTxG8UkP5TiF0o/DLwUCQfz6sZLkYZU5CByCoFoaB/wa+DXJTNmTsQvdvgw+oDSiS6malep7eCqyKEEv7DhkVQbMQGstTONMROAW4D1xpjngC1Ad/wREVfgj4T5fIOX/QK/MCJmjHkEf67VlfhzppYDY487zZvAduA6Y0wd/uwqCzxgrW3KHKv7gVuBXxtjrgTW4s+sm4H/C+FHz/TnFhERETmdeMyz+LMwZ0+amvgC/ozMD6YeA1xmk7Srwe8A9xB+B7hKx3lEREREJMOlujs8jt8triN+W/6Pde+1/xynwcSFg/j/LTwM/DcSDta5jSOSGVTkINJEgWhoCbCkZMbMLwEX418gncGJF2SllQz0SitL6zqk85SvAo8A/4zHvHXpPHE2sdZ+0RjzDH4hw9vx26gdwC92+AXwt+PWzzTGGODrwA341adPAN+mkZES1tp6Y8w1wM+Aa4FO+HOpXsEveDhdvh3GmMtTr78MeBewGr8w4wVU5CAiIiKtLDWGYA4wZ9LUxFfx3098CL/gYYTDaNJ66oEX8Ts2/Dse88od5xERERGRLBWPeYfxxxL8/bY7bVfgffjvJ94JtHUYTVrPYeA/+IUNz0bCwRrHeTKCtXYT/rUBEYy11nUGkaxWMmPmQN4qeLiKxtvtSwt4tvr82L+rJkxtxVPUAwuBp/E7NqxtxXOJiIiIiDBpamIsfrHDh4DzHceRs1MJzMMfR/FoPObtcZxHRERERHLYbXc+2xF4D/57ibcD3dwmkrO0G/gv/g2BT0XCwSrHeUQymoocRFpQyYyZ7YC34Rc8vAcY6DZRblmf6Lnm54eubul5Y1uA51KPF3SHlYiIiIi4Mmlq4hz8gof3ARNR98VMlwSW4HcHewGYn2orLCIiIiKSVrfd+Wwh/nuIdwLvAC7FHw8smasGiOFfm3geWB4JB3XRVqSJVOQg0opKZswcB7wXv+hhEmqjc1bqbEHNF8uu98AUnsVhqoC5+L84PBuPeatbJp2IiIiISMuZNDXRAZgCTEs9LgaKnYYSgHX4BQ3/BV6Kx7xSx3lERERERE5w253PdgKm4xc8vBM4x2kgOWIVfkHD88CcSDhY6TiPSNZSkYNImpTMmNkduOS4h9pHnaFbSq/fmKBw2Bm8pAx/BMUCYD7wSjzmVbdGNhERERGR1jJpaqIt/t1Y04ArgMloVF467ANeJFXYEI95mx3nERERERE5Y7fd+ewg3urycBkwwG2ivLEBWIT/nuL5SDi41XEekZyhIgcRR0pmzDTAKN4qeLgUuAi1kDqlb5dfs3BfstOlJ3na4ldCLmjwWBWPefqLTkRERERyyqSpiWL8bnFX4Bc+TAU6Og2V/RLACvwRFEvwi6WX6/2EiIiIiOSa2+58tj/++4lJ+F3jJqKbMs/WPmBxw0ckHNzvNpJI7lKRg0gGKZkxsy0wnreKHi4BhjgNlWH+dHjanGV1Q6bjFzSsB14HluNXQy6Mx7wyd+lERERERNyYNDXhAWOAC4DzG2yHAwUOo2WqGvwC6eXAUiAOvKqubyIiIiKSr26789mR+AUPR4ofxqPucSdTBZTgX5c4UtCwwW0kkfyiIgeRDFcyY2YfIACMxp+bdWQ7EDAOo6VLEtgErAZWLagZvuzeysvWA2/EY16F02QiIiIiIhlu0tREO+A83ip8OFL8MNhlrjRKAtvwi6NfB15LPd6Mx7yEy2AiIiIiIpnstjuf9YBzeeu6xKjUdjTQy2G0dKogdW2iwWMlsD4SDur9hIhDKnIQyVIlM2a2561fKobhd3wYmnoMATq4ynaG6oDdwK7UYzewBf8Xh9XAmkA0pLupRERERERa0KSpic74xQ8X4L+f6Af0T237AT3JjqLqw/jvH0722BaPeXXu4omIiIiI5J7b7ny2K8cWPRz5ehD+e4ls6SZXB+zBvzaxAVjX8BEJB3c4zCYip6AiB5EcVTJjZk/8god+QBega2rb8Ovjt104u/ZTCfxfChL4FY5HihcaFjEc/31pIBrSX0QiIiIiIhlk0tREEdCHt4oeGnt0BdqkHsUNvm7OB5o1+AULh/HfSxxu5PtSYCsNihjiMe9Ac34+ERERERFpHbfd+WwBfqFDb/z3FI1tjzza8db7iOa+lwCoB6qPe5TiX4to+Nh13PelkXBQ1ydEspCKHETkGCUzZhbzVuFDW44tXDj+cXR/IBqqd5FXREREREQyy6SpiUIaL3448jUcV8wQj3l6PyEiIiIikuduu/PZIo4temiDf52iDVCIX7xQw3EFDRodIZJ/VOQgIiIiIiIiIiIiIiIiIiIiWSFbZuKIiIiIiIiIiIiIiIiIiIhInlORg4iIiIiIiIiIiIiIiIiIiGQFFTmIiIiIiIiIiIiIiIiIiIhIVlCRg4iIiIiIiIiIiIiIiIiIiGQFFTmIiIiIiIiIiIiIiIiIiIhIVlCRg4iIiIiIiIiIiIiIiIiIiGQFFTmIiIiIiIiIiMgJjDGzjDHWGDPUdRYRERERERGRI1TkICIiIiIiIiKS4Ywx01MFB7e7ziIiIiIiIiLikoocREREREREREREREREREREJCuoyEFERERERERERERERERERESygoocREREREREREQaMMYMTY2GmJX6+h/GmH3GmGpjzBJjzIyTvO5jxpiXjDFlqbWrjDHfNca0OdnxT3KcOcYY2+D7WcBLqW9/kHrtkcf01JobU9/faIwJpo5RftxxPmCM+ZsxZo0xpiL1WGqM+YoxRp8RiYiIiIiISFbwXAcQEREREREREclQQ4DFwAbgAaA78FHgCWPM2621RwoPMMbMBD4NbAP+BZQBlwI/Bt5mjHmHtTbRzByPp7Y3AHOBOQ2e23Tc2g8DQeAZ4E+pn+GInwFJYBGwHegCXAX8BpgEfLKZ+URERERERETSRkUOIiIiIiIiIiKNmw7cbq394ZEdxpgHgWeBW0l1VzDG3Ihf4PAYcL21tqrB+tuBHwBfxC8mOGPW2seNMWX4RQ5zrLW3n2L51cDV1tpnG3nuPdba9Q13pDo43At8yhjze2vtouZkFBEREREREUkXtSIUEREREREREWncZuCOhjustc8BW4CLG+z+KpAAQg0LHFJ+DOwHrm/FnA09cZICB44vcEjtS/JW8cW7WjOYiIiIiIiISEtQJwcRERERERERkca9aq2tb2T/VmAygDGmPTAW2Af8jzGmsePUAGNaK+RxFp/sCWNMD/wOFFcDw4EOxy0Z0Iq5RERERERERFqEihxERERERERERBpXdpL9Cd7qjtkNMEAv/LEUru1qbKcxpisQB4bhF0LcDxzA/1m64nejaJOWhCIiIiIiIiJnQUUOIiIiIiIiIiLNV57allhrxzfxNcnU9mSfy3Q9izz2JPtvwi9w+KG19vaGTxhjJuMXOYiIiIiIiIhkvILTLxERERERERERkcZYaw8DK4DzjTHdm/iy0tR20PFPGGM6A6Mbec2RsRmFZxzSNzK1/Vcjz01r5jFFRERERERE0k5FDiIiIiIiIiIiZ+cuoBiYmRoLcQxjTDdjzNEuD9baQ8BqYKox5rwG6wpTx2rXyDn2p7aDm5lxU2o7/bhsASDczGOKiIiIiIiIpJ3GVYiIiIiIiIiInAVr7UxjzATgFmC9MeY5YAvQHX9ExBXAvcDnG7zsF8A9QMwY8whQDVwJFAHLgbHHneZNYDtwnTGmDtiMP5riAWvt5ibEvB+4Ffi1MeZKYC0wCpgB/Bv46Jn+3CIiIiIiIiIuqMhBREREREREROQsWWu/aIx5Br+Q4e1AV+AAfrHDL4C/Hbd+pjHGAF8HbsAfYfEE8G0aGSlhra03xlwD/Ay4FugEGOAV/IKH0+XbYYy5PPX6y4B34XeTuAV4ARU5iIiIiIiISJYw1lrXGUREREREREREREREREREREROq8B1ABEREREREREREREREREREZGmUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZAUVOYiIiIiIiIiIiIiIiIiIiEhWUJGDiIiIiIiIiIiIiIiIiIiIZIX/Dwg+8FP/7kNqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 629,
       "width": 1052
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = df.groupby(['airline', 'airline_sentiment'])['airline_sentiment'].count().unstack()\n",
    "fig, axes = plt.subplots(2,3, figsize=(20,10))\n",
    "axes = axes.flatten()\n",
    "for i, ax in zip(df['airline'].unique(), axes):\n",
    "    ax.pie(data.iloc[i], labels=data.iloc[i].index, autopct = '%1.1f%%')\n",
    "    ax.set_title(f\"{data.index[i]}: {data.values[i].sum()} tweets\")\n",
    "plt.suptitle('Sentiment proportion among different airlines')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1b72694",
   "metadata": {},
   "source": [
    "Whilst more than 50% of the feedbacks were negative for most of the airline companies, it is interesting to note that customer feedbacks are almost equally distributed for Virgin America. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "7222305c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x2880 with 6 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 2903,
       "width": 1801
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(6,1, figsize=(25,40))\n",
    "fig.tight_layout(h_pad=10)\n",
    "axes = axes.flatten()\n",
    "for i, ax in zip(df.airline.unique(), axes):\n",
    "    sns.countplot(df[df.airline==i]['negativereason'], order=df[df.airline==i]['negativereason'].value_counts().index, ax=ax)\n",
    "    ax.bar_label(ax.containers[0])\n",
    "    ax.set_title(f\"{i}: {format(len(df[df.airline==i]),',')}\", fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d5cc712",
   "metadata": {},
   "source": [
    "Though, poor customer service is the major issue for American, US Airways, Virgin America and United, but for Delta the most pressing issue is rather delayed flights than customer service. Cancelled flight, late flight and unknown reasons are some of the main reasons for negative sentiment when it comes to Southwest. Customers have also experienced flight booking issues in Virgin America."
   ]
  }
 ],
 "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}