hotel_booking_data_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d5f07e6d",
   "metadata": {},
   "source": [
    "#### About Dataset\n",
    "###### Context\n",
    "This dataset contains 119390 observations for a City Hotel and a Resort Hotel. Each observation represents a hotel booking between the 1st of July 2015 and 31st of August 2017, including booking that effectively arrived and booking that were canceled.\n",
    "\n",
    "###### Content\n",
    "Since this is hotel real data, all data elements pertaining hotel or costumer identification were deleted.\n",
    "Four Columns, 'name', 'email', 'phone number' and 'credit_card' have been artificially created and added to the dataset.\n",
    "\n",
    "###### Acknowledgements\n",
    "The data is originally from the article Hotel Booking Demand Datasets, written by Nuno Antonio, Ana Almeida, and Luis Nunes for Data in Brief, Volume 22, February 2019."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75d1131e",
   "metadata": {},
   "source": [
    "# Importing Libraries "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4e72309d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For data manipulation and analysis\n",
    "import pandas as pd\n",
    "# For creating plots and visualizations\n",
    "import matplotlib.pyplot as plt\n",
    "# For statistical data visualization\n",
    "import seaborn as sns \n",
    "# Import warnings module to suppress warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2434ed2",
   "metadata": {},
   "source": [
    "# Loading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fc0bde66",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"hotel_booking.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b9a2a7b",
   "metadata": {},
   "source": [
    "# Data Cleaning and Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bb1d128c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hotel</th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_month</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>...</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status</th>\n",
       "      <th>reservation_status_date</th>\n",
       "      <th>name</th>\n",
       "      <th>email</th>\n",
       "      <th>phone-number</th>\n",
       "      <th>credit_card</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>342</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>Ernest Barnes</td>\n",
       "      <td>Ernest.Barnes31@outlook.com</td>\n",
       "      <td>669-792-1661</td>\n",
       "      <td>************4322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>737</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-01</td>\n",
       "      <td>Andrea Baker</td>\n",
       "      <td>Andrea_Baker94@aol.com</td>\n",
       "      <td>858-637-6955</td>\n",
       "      <td>************9157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "      <td>Rebecca Parker</td>\n",
       "      <td>Rebecca_Parker@comcast.net</td>\n",
       "      <td>652-885-2745</td>\n",
       "      <td>************3734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-02</td>\n",
       "      <td>Laura Murray</td>\n",
       "      <td>Laura_M@gmail.com</td>\n",
       "      <td>364-656-8427</td>\n",
       "      <td>************5677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Resort Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2015</td>\n",
       "      <td>July</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2015-07-03</td>\n",
       "      <td>Linda Hines</td>\n",
       "      <td>LHines@verizon.com</td>\n",
       "      <td>713-226-5883</td>\n",
       "      <td>************5498</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
       "0  Resort Hotel            0        342               2015               July   \n",
       "1  Resort Hotel            0        737               2015               July   \n",
       "2  Resort Hotel            0          7               2015               July   \n",
       "3  Resort Hotel            0         13               2015               July   \n",
       "4  Resort Hotel            0         14               2015               July   \n",
       "\n",
       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
       "0                        27                          1   \n",
       "1                        27                          1   \n",
       "2                        27                          1   \n",
       "3                        27                          1   \n",
       "4                        27                          1   \n",
       "\n",
       "   stays_in_weekend_nights  stays_in_week_nights  adults  ...  customer_type  \\\n",
       "0                        0                     0       2  ...      Transient   \n",
       "1                        0                     0       2  ...      Transient   \n",
       "2                        0                     1       1  ...      Transient   \n",
       "3                        0                     1       1  ...      Transient   \n",
       "4                        0                     2       2  ...      Transient   \n",
       "\n",
       "    adr required_car_parking_spaces total_of_special_requests  \\\n",
       "0   0.0                           0                         0   \n",
       "1   0.0                           0                         0   \n",
       "2  75.0                           0                         0   \n",
       "3  75.0                           0                         0   \n",
       "4  98.0                           0                         1   \n",
       "\n",
       "  reservation_status reservation_status_date            name  \\\n",
       "0          Check-Out              2015-07-01   Ernest Barnes   \n",
       "1          Check-Out              2015-07-01    Andrea Baker   \n",
       "2          Check-Out              2015-07-02  Rebecca Parker   \n",
       "3          Check-Out              2015-07-02    Laura Murray   \n",
       "4          Check-Out              2015-07-03     Linda Hines   \n",
       "\n",
       "                         email  phone-number       credit_card  \n",
       "0  Ernest.Barnes31@outlook.com  669-792-1661  ************4322  \n",
       "1       Andrea_Baker94@aol.com  858-637-6955  ************9157  \n",
       "2   Rebecca_Parker@comcast.net  652-885-2745  ************3734  \n",
       "3            Laura_M@gmail.com  364-656-8427  ************5677  \n",
       "4           LHines@verizon.com  713-226-5883  ************5498  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "76e0064f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>hotel</th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_month</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>...</th>\n",
       "      <th>customer_type</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status</th>\n",
       "      <th>reservation_status_date</th>\n",
       "      <th>name</th>\n",
       "      <th>email</th>\n",
       "      <th>phone-number</th>\n",
       "      <th>credit_card</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>119385</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>96.14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-06</td>\n",
       "      <td>Claudia Johnson</td>\n",
       "      <td>Claudia.J@yahoo.com</td>\n",
       "      <td>403-092-5582</td>\n",
       "      <td>************8647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119386</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>225.43</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>Wesley Aguilar</td>\n",
       "      <td>WAguilar@xfinity.com</td>\n",
       "      <td>238-763-0612</td>\n",
       "      <td>************4333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119387</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>157.71</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>Mary Morales</td>\n",
       "      <td>Mary_Morales@hotmail.com</td>\n",
       "      <td>395-518-4100</td>\n",
       "      <td>************1821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119388</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>104.40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>Caroline Conley MD</td>\n",
       "      <td>MD_Caroline@comcast.net</td>\n",
       "      <td>531-528-1017</td>\n",
       "      <td>************7860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119389</th>\n",
       "      <td>City Hotel</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>2017</td>\n",
       "      <td>August</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Transient</td>\n",
       "      <td>151.20</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>Ariana Michael</td>\n",
       "      <td>Ariana_M@xfinity.com</td>\n",
       "      <td>422-804-6403</td>\n",
       "      <td>************4482</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             hotel  is_canceled  lead_time  arrival_date_year  \\\n",
       "119385  City Hotel            0         23               2017   \n",
       "119386  City Hotel            0        102               2017   \n",
       "119387  City Hotel            0         34               2017   \n",
       "119388  City Hotel            0        109               2017   \n",
       "119389  City Hotel            0        205               2017   \n",
       "\n",
       "       arrival_date_month  arrival_date_week_number  \\\n",
       "119385             August                        35   \n",
       "119386             August                        35   \n",
       "119387             August                        35   \n",
       "119388             August                        35   \n",
       "119389             August                        35   \n",
       "\n",
       "        arrival_date_day_of_month  stays_in_weekend_nights  \\\n",
       "119385                         30                        2   \n",
       "119386                         31                        2   \n",
       "119387                         31                        2   \n",
       "119388                         31                        2   \n",
       "119389                         29                        2   \n",
       "\n",
       "        stays_in_week_nights  adults  ...  customer_type     adr  \\\n",
       "119385                     5       2  ...      Transient   96.14   \n",
       "119386                     5       3  ...      Transient  225.43   \n",
       "119387                     5       2  ...      Transient  157.71   \n",
       "119388                     5       2  ...      Transient  104.40   \n",
       "119389                     7       2  ...      Transient  151.20   \n",
       "\n",
       "       required_car_parking_spaces total_of_special_requests  \\\n",
       "119385                           0                         0   \n",
       "119386                           0                         2   \n",
       "119387                           0                         4   \n",
       "119388                           0                         0   \n",
       "119389                           0                         2   \n",
       "\n",
       "       reservation_status reservation_status_date                name  \\\n",
       "119385          Check-Out              2017-09-06     Claudia Johnson   \n",
       "119386          Check-Out              2017-09-07      Wesley Aguilar   \n",
       "119387          Check-Out              2017-09-07        Mary Morales   \n",
       "119388          Check-Out              2017-09-07  Caroline Conley MD   \n",
       "119389          Check-Out              2017-09-07      Ariana Michael   \n",
       "\n",
       "                           email  phone-number       credit_card  \n",
       "119385       Claudia.J@yahoo.com  403-092-5582  ************8647  \n",
       "119386      WAguilar@xfinity.com  238-763-0612  ************4333  \n",
       "119387  Mary_Morales@hotmail.com  395-518-4100  ************1821  \n",
       "119388   MD_Caroline@comcast.net  531-528-1017  ************7860  \n",
       "119389      Ariana_M@xfinity.com  422-804-6403  ************4482  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cb0cb1c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(119390, 36)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a3e73bb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',\n",
       "       'arrival_date_month', 'arrival_date_week_number',\n",
       "       'arrival_date_day_of_month', 'stays_in_weekend_nights',\n",
       "       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',\n",
       "       'country', 'market_segment', 'distribution_channel',\n",
       "       'is_repeated_guest', 'previous_cancellations',\n",
       "       'previous_bookings_not_canceled', 'reserved_room_type',\n",
       "       'assigned_room_type', 'booking_changes', 'deposit_type', 'agent',\n",
       "       'company', 'days_in_waiting_list', 'customer_type', 'adr',\n",
       "       'required_car_parking_spaces', 'total_of_special_requests',\n",
       "       'reservation_status', 'reservation_status_date', 'name', 'email',\n",
       "       'phone-number', 'credit_card'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "401774c9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119390 entries, 0 to 119389\n",
      "Data columns (total 36 columns):\n",
      " #   Column                          Non-Null Count   Dtype  \n",
      "---  ------                          --------------   -----  \n",
      " 0   hotel                           119390 non-null  object \n",
      " 1   is_canceled                     119390 non-null  int64  \n",
      " 2   lead_time                       119390 non-null  int64  \n",
      " 3   arrival_date_year               119390 non-null  int64  \n",
      " 4   arrival_date_month              119390 non-null  object \n",
      " 5   arrival_date_week_number        119390 non-null  int64  \n",
      " 6   arrival_date_day_of_month       119390 non-null  int64  \n",
      " 7   stays_in_weekend_nights         119390 non-null  int64  \n",
      " 8   stays_in_week_nights            119390 non-null  int64  \n",
      " 9   adults                          119390 non-null  int64  \n",
      " 10  children                        119386 non-null  float64\n",
      " 11  babies                          119390 non-null  int64  \n",
      " 12  meal                            119390 non-null  object \n",
      " 13  country                         118902 non-null  object \n",
      " 14  market_segment                  119390 non-null  object \n",
      " 15  distribution_channel            119390 non-null  object \n",
      " 16  is_repeated_guest               119390 non-null  int64  \n",
      " 17  previous_cancellations          119390 non-null  int64  \n",
      " 18  previous_bookings_not_canceled  119390 non-null  int64  \n",
      " 19  reserved_room_type              119390 non-null  object \n",
      " 20  assigned_room_type              119390 non-null  object \n",
      " 21  booking_changes                 119390 non-null  int64  \n",
      " 22  deposit_type                    119390 non-null  object \n",
      " 23  agent                           103050 non-null  float64\n",
      " 24  company                         6797 non-null    float64\n",
      " 25  days_in_waiting_list            119390 non-null  int64  \n",
      " 26  customer_type                   119390 non-null  object \n",
      " 27  adr                             119390 non-null  float64\n",
      " 28  required_car_parking_spaces     119390 non-null  int64  \n",
      " 29  total_of_special_requests       119390 non-null  int64  \n",
      " 30  reservation_status              119390 non-null  object \n",
      " 31  reservation_status_date         119390 non-null  object \n",
      " 32  name                            119390 non-null  object \n",
      " 33  email                           119390 non-null  object \n",
      " 34  phone-number                    119390 non-null  object \n",
      " 35  credit_card                     119390 non-null  object \n",
      "dtypes: float64(4), int64(16), object(16)\n",
      "memory usage: 32.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c90bfb50",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Changing data_type 'object' of reservation_status_date to 'datetime'\n",
    "df['reservation_status_date']= pd.to_datetime(df['reservation_status_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c1bdd9fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 119390 entries, 0 to 119389\n",
      "Data columns (total 36 columns):\n",
      " #   Column                          Non-Null Count   Dtype         \n",
      "---  ------                          --------------   -----         \n",
      " 0   hotel                           119390 non-null  object        \n",
      " 1   is_canceled                     119390 non-null  int64         \n",
      " 2   lead_time                       119390 non-null  int64         \n",
      " 3   arrival_date_year               119390 non-null  int64         \n",
      " 4   arrival_date_month              119390 non-null  object        \n",
      " 5   arrival_date_week_number        119390 non-null  int64         \n",
      " 6   arrival_date_day_of_month       119390 non-null  int64         \n",
      " 7   stays_in_weekend_nights         119390 non-null  int64         \n",
      " 8   stays_in_week_nights            119390 non-null  int64         \n",
      " 9   adults                          119390 non-null  int64         \n",
      " 10  children                        119386 non-null  float64       \n",
      " 11  babies                          119390 non-null  int64         \n",
      " 12  meal                            119390 non-null  object        \n",
      " 13  country                         118902 non-null  object        \n",
      " 14  market_segment                  119390 non-null  object        \n",
      " 15  distribution_channel            119390 non-null  object        \n",
      " 16  is_repeated_guest               119390 non-null  int64         \n",
      " 17  previous_cancellations          119390 non-null  int64         \n",
      " 18  previous_bookings_not_canceled  119390 non-null  int64         \n",
      " 19  reserved_room_type              119390 non-null  object        \n",
      " 20  assigned_room_type              119390 non-null  object        \n",
      " 21  booking_changes                 119390 non-null  int64         \n",
      " 22  deposit_type                    119390 non-null  object        \n",
      " 23  agent                           103050 non-null  float64       \n",
      " 24  company                         6797 non-null    float64       \n",
      " 25  days_in_waiting_list            119390 non-null  int64         \n",
      " 26  customer_type                   119390 non-null  object        \n",
      " 27  adr                             119390 non-null  float64       \n",
      " 28  required_car_parking_spaces     119390 non-null  int64         \n",
      " 29  total_of_special_requests       119390 non-null  int64         \n",
      " 30  reservation_status              119390 non-null  object        \n",
      " 31  reservation_status_date         119390 non-null  datetime64[ns]\n",
      " 32  name                            119390 non-null  object        \n",
      " 33  email                           119390 non-null  object        \n",
      " 34  phone-number                    119390 non-null  object        \n",
      " 35  credit_card                     119390 non-null  object        \n",
      "dtypes: datetime64[ns](1), float64(4), int64(16), object(15)\n",
      "memory usage: 32.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d0787e7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>hotel</th>\n",
       "      <td>119390</td>\n",
       "      <td>2</td>\n",
       "      <td>City Hotel</td>\n",
       "      <td>79330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>arrival_date_month</th>\n",
       "      <td>119390</td>\n",
       "      <td>12</td>\n",
       "      <td>August</td>\n",
       "      <td>13877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>meal</th>\n",
       "      <td>119390</td>\n",
       "      <td>5</td>\n",
       "      <td>BB</td>\n",
       "      <td>92310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>118902</td>\n",
       "      <td>177</td>\n",
       "      <td>PRT</td>\n",
       "      <td>48590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>market_segment</th>\n",
       "      <td>119390</td>\n",
       "      <td>8</td>\n",
       "      <td>Online TA</td>\n",
       "      <td>56477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>distribution_channel</th>\n",
       "      <td>119390</td>\n",
       "      <td>5</td>\n",
       "      <td>TA/TO</td>\n",
       "      <td>97870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reserved_room_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>85994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>assigned_room_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>12</td>\n",
       "      <td>A</td>\n",
       "      <td>74053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deposit_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>3</td>\n",
       "      <td>No Deposit</td>\n",
       "      <td>104641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>customer_type</th>\n",
       "      <td>119390</td>\n",
       "      <td>4</td>\n",
       "      <td>Transient</td>\n",
       "      <td>89613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reservation_status</th>\n",
       "      <td>119390</td>\n",
       "      <td>3</td>\n",
       "      <td>Check-Out</td>\n",
       "      <td>75166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>119390</td>\n",
       "      <td>81503</td>\n",
       "      <td>Michael Johnson</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>email</th>\n",
       "      <td>119390</td>\n",
       "      <td>115889</td>\n",
       "      <td>Michael.C@gmail.com</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phone-number</th>\n",
       "      <td>119390</td>\n",
       "      <td>119390</td>\n",
       "      <td>669-792-1661</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>credit_card</th>\n",
       "      <td>119390</td>\n",
       "      <td>9000</td>\n",
       "      <td>************4923</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       count  unique                  top    freq\n",
       "hotel                 119390       2           City Hotel   79330\n",
       "arrival_date_month    119390      12               August   13877\n",
       "meal                  119390       5                   BB   92310\n",
       "country               118902     177                  PRT   48590\n",
       "market_segment        119390       8            Online TA   56477\n",
       "distribution_channel  119390       5                TA/TO   97870\n",
       "reserved_room_type    119390      10                    A   85994\n",
       "assigned_room_type    119390      12                    A   74053\n",
       "deposit_type          119390       3           No Deposit  104641\n",
       "customer_type         119390       4            Transient   89613\n",
       "reservation_status    119390       3            Check-Out   75166\n",
       "name                  119390   81503      Michael Johnson      48\n",
       "email                 119390  115889  Michael.C@gmail.com       6\n",
       "phone-number          119390  119390         669-792-1661       1\n",
       "credit_card           119390    9000     ************4923      28"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='object').T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5586c52b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hotel\n",
      "['Resort Hotel' 'City Hotel']\n",
      "__________________________________________________\n",
      "arrival_date_month\n",
      "['July' 'August' 'September' 'October' 'November' 'December' 'January'\n",
      " 'February' 'March' 'April' 'May' 'June']\n",
      "__________________________________________________\n",
      "meal\n",
      "['BB' 'FB' 'HB' 'SC' 'Undefined']\n",
      "__________________________________________________\n",
      "country\n",
      "['PRT' 'GBR' 'USA' 'ESP' 'IRL' 'FRA' nan 'ROU' 'NOR' 'OMN' 'ARG' 'POL'\n",
      " 'DEU' 'BEL' 'CHE' 'CN' 'GRC' 'ITA' 'NLD' 'DNK' 'RUS' 'SWE' 'AUS' 'EST'\n",
      " 'CZE' 'BRA' 'FIN' 'MOZ' 'BWA' 'LUX' 'SVN' 'ALB' 'IND' 'CHN' 'MEX' 'MAR'\n",
      " 'UKR' 'SMR' 'LVA' 'PRI' 'SRB' 'CHL' 'AUT' 'BLR' 'LTU' 'TUR' 'ZAF' 'AGO'\n",
      " 'ISR' 'CYM' 'ZMB' 'CPV' 'ZWE' 'DZA' 'KOR' 'CRI' 'HUN' 'ARE' 'TUN' 'JAM'\n",
      " 'HRV' 'HKG' 'IRN' 'GEO' 'AND' 'GIB' 'URY' 'JEY' 'CAF' 'CYP' 'COL' 'GGY'\n",
      " 'KWT' 'NGA' 'MDV' 'VEN' 'SVK' 'FJI' 'KAZ' 'PAK' 'IDN' 'LBN' 'PHL' 'SEN'\n",
      " 'SYC' 'AZE' 'BHR' 'NZL' 'THA' 'DOM' 'MKD' 'MYS' 'ARM' 'JPN' 'LKA' 'CUB'\n",
      " 'CMR' 'BIH' 'MUS' 'COM' 'SUR' 'UGA' 'BGR' 'CIV' 'JOR' 'SYR' 'SGP' 'BDI'\n",
      " 'SAU' 'VNM' 'PLW' 'QAT' 'EGY' 'PER' 'MLT' 'MWI' 'ECU' 'MDG' 'ISL' 'UZB'\n",
      " 'NPL' 'BHS' 'MAC' 'TGO' 'TWN' 'DJI' 'STP' 'KNA' 'ETH' 'IRQ' 'HND' 'RWA'\n",
      " 'KHM' 'MCO' 'BGD' 'IMN' 'TJK' 'NIC' 'BEN' 'VGB' 'TZA' 'GAB' 'GHA' 'TMP'\n",
      " 'GLP' 'KEN' 'LIE' 'GNB' 'MNE' 'UMI' 'MYT' 'FRO' 'MMR' 'PAN' 'BFA' 'LBY'\n",
      " 'MLI' 'NAM' 'BOL' 'PRY' 'BRB' 'ABW' 'AIA' 'SLV' 'DMA' 'PYF' 'GUY' 'LCA'\n",
      " 'ATA' 'GTM' 'ASM' 'MRT' 'NCL' 'KIR' 'SDN' 'ATF' 'SLE' 'LAO']\n",
      "__________________________________________________\n",
      "market_segment\n",
      "['Direct' 'Corporate' 'Online TA' 'Offline TA/TO' 'Complementary' 'Groups'\n",
      " 'Undefined' 'Aviation']\n",
      "__________________________________________________\n",
      "distribution_channel\n",
      "['Direct' 'Corporate' 'TA/TO' 'Undefined' 'GDS']\n",
      "__________________________________________________\n",
      "reserved_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'H' 'L' 'P' 'B']\n",
      "__________________________________________________\n",
      "assigned_room_type\n",
      "['C' 'A' 'D' 'E' 'G' 'F' 'I' 'B' 'H' 'P' 'L' 'K']\n",
      "__________________________________________________\n",
      "deposit_type\n",
      "['No Deposit' 'Refundable' 'Non Refund']\n",
      "__________________________________________________\n",
      "customer_type\n",
      "['Transient' 'Contract' 'Transient-Party' 'Group']\n",
      "__________________________________________________\n",
      "reservation_status\n",
      "['Check-Out' 'Canceled' 'No-Show']\n",
      "__________________________________________________\n",
      "name\n",
      "['Ernest Barnes' 'Andrea Baker' 'Rebecca Parker' ... 'Wesley Aguilar'\n",
      " 'Caroline Conley MD' 'Ariana Michael']\n",
      "__________________________________________________\n",
      "email\n",
      "['Ernest.Barnes31@outlook.com' 'Andrea_Baker94@aol.com'\n",
      " 'Rebecca_Parker@comcast.net' ... 'Mary_Morales@hotmail.com'\n",
      " 'MD_Caroline@comcast.net' 'Ariana_M@xfinity.com']\n",
      "__________________________________________________\n",
      "phone-number\n",
      "['669-792-1661' '858-637-6955' '652-885-2745' ... '395-518-4100'\n",
      " '531-528-1017' '422-804-6403']\n",
      "__________________________________________________\n",
      "credit_card\n",
      "['************4322' '************9157' '************3734' ...\n",
      " '************9170' '************6349' '************7959']\n",
      "__________________________________________________\n"
     ]
    }
   ],
   "source": [
    "for col in df.describe(include='object').columns:\n",
    "    print(col)\n",
    "    print(df[col].unique())\n",
    "    print(\"_\"*50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "34c6756c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                                  0\n",
       "is_canceled                            0\n",
       "lead_time                              0\n",
       "arrival_date_year                      0\n",
       "arrival_date_month                     0\n",
       "arrival_date_week_number               0\n",
       "arrival_date_day_of_month              0\n",
       "stays_in_weekend_nights                0\n",
       "stays_in_week_nights                   0\n",
       "adults                                 0\n",
       "children                               4\n",
       "babies                                 0\n",
       "meal                                   0\n",
       "country                              488\n",
       "market_segment                         0\n",
       "distribution_channel                   0\n",
       "is_repeated_guest                      0\n",
       "previous_cancellations                 0\n",
       "previous_bookings_not_canceled         0\n",
       "reserved_room_type                     0\n",
       "assigned_room_type                     0\n",
       "booking_changes                        0\n",
       "deposit_type                           0\n",
       "agent                              16340\n",
       "company                           112593\n",
       "days_in_waiting_list                   0\n",
       "customer_type                          0\n",
       "adr                                    0\n",
       "required_car_parking_spaces            0\n",
       "total_of_special_requests              0\n",
       "reservation_status                     0\n",
       "reservation_status_date                0\n",
       "name                                   0\n",
       "email                                  0\n",
       "phone-number                           0\n",
       "credit_card                            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#The number of missing values in each column\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b545e8a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Droping the columns with too many null values as it is diffult to handle them.\n",
    "df.drop(['agent','company'],axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d819683a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now removing the rows with NULL values \n",
    "df.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "485b6f08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hotel                             0\n",
       "is_canceled                       0\n",
       "lead_time                         0\n",
       "arrival_date_year                 0\n",
       "arrival_date_month                0\n",
       "arrival_date_week_number          0\n",
       "arrival_date_day_of_month         0\n",
       "stays_in_weekend_nights           0\n",
       "stays_in_week_nights              0\n",
       "adults                            0\n",
       "children                          0\n",
       "babies                            0\n",
       "meal                              0\n",
       "country                           0\n",
       "market_segment                    0\n",
       "distribution_channel              0\n",
       "is_repeated_guest                 0\n",
       "previous_cancellations            0\n",
       "previous_bookings_not_canceled    0\n",
       "reserved_room_type                0\n",
       "assigned_room_type                0\n",
       "booking_changes                   0\n",
       "deposit_type                      0\n",
       "days_in_waiting_list              0\n",
       "customer_type                     0\n",
       "adr                               0\n",
       "required_car_parking_spaces       0\n",
       "total_of_special_requests         0\n",
       "reservation_status                0\n",
       "reservation_status_date           0\n",
       "name                              0\n",
       "email                             0\n",
       "phone-number                      0\n",
       "credit_card                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "66f574b5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "934940d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_canceled</th>\n",
       "      <th>lead_time</th>\n",
       "      <th>arrival_date_year</th>\n",
       "      <th>arrival_date_week_number</th>\n",
       "      <th>arrival_date_day_of_month</th>\n",
       "      <th>stays_in_weekend_nights</th>\n",
       "      <th>stays_in_week_nights</th>\n",
       "      <th>adults</th>\n",
       "      <th>children</th>\n",
       "      <th>babies</th>\n",
       "      <th>is_repeated_guest</th>\n",
       "      <th>previous_cancellations</th>\n",
       "      <th>previous_bookings_not_canceled</th>\n",
       "      <th>booking_changes</th>\n",
       "      <th>days_in_waiting_list</th>\n",
       "      <th>adr</th>\n",
       "      <th>required_car_parking_spaces</th>\n",
       "      <th>total_of_special_requests</th>\n",
       "      <th>reservation_status_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898.000000</td>\n",
       "      <td>118898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.371352</td>\n",
       "      <td>104.311435</td>\n",
       "      <td>2016.157656</td>\n",
       "      <td>27.166555</td>\n",
       "      <td>15.800880</td>\n",
       "      <td>0.928897</td>\n",
       "      <td>2.502145</td>\n",
       "      <td>1.858391</td>\n",
       "      <td>0.104207</td>\n",
       "      <td>0.007948</td>\n",
       "      <td>0.032011</td>\n",
       "      <td>0.087142</td>\n",
       "      <td>0.131634</td>\n",
       "      <td>0.221181</td>\n",
       "      <td>2.330754</td>\n",
       "      <td>102.003243</td>\n",
       "      <td>0.061885</td>\n",
       "      <td>0.571683</td>\n",
       "      <td>2016-07-30 07:37:53.336809984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.380000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2014-10-17 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-02-02 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016-08-08 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>161.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2017-02-09 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>737.000000</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>26.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>391.000000</td>\n",
       "      <td>5400.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2017-09-14 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.483168</td>\n",
       "      <td>106.903309</td>\n",
       "      <td>0.707459</td>\n",
       "      <td>13.589971</td>\n",
       "      <td>8.780324</td>\n",
       "      <td>0.996216</td>\n",
       "      <td>1.900168</td>\n",
       "      <td>0.578576</td>\n",
       "      <td>0.399172</td>\n",
       "      <td>0.097380</td>\n",
       "      <td>0.176029</td>\n",
       "      <td>0.845869</td>\n",
       "      <td>1.484672</td>\n",
       "      <td>0.652785</td>\n",
       "      <td>17.630452</td>\n",
       "      <td>50.485862</td>\n",
       "      <td>0.244172</td>\n",
       "      <td>0.792678</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         is_canceled      lead_time  arrival_date_year  \\\n",
       "count  118898.000000  118898.000000      118898.000000   \n",
       "mean        0.371352     104.311435        2016.157656   \n",
       "min         0.000000       0.000000        2015.000000   \n",
       "25%         0.000000      18.000000        2016.000000   \n",
       "50%         0.000000      69.000000        2016.000000   \n",
       "75%         1.000000     161.000000        2017.000000   \n",
       "max         1.000000     737.000000        2017.000000   \n",
       "std         0.483168     106.903309           0.707459   \n",
       "\n",
       "       arrival_date_week_number  arrival_date_day_of_month  \\\n",
       "count             118898.000000              118898.000000   \n",
       "mean                  27.166555                  15.800880   \n",
       "min                    1.000000                   1.000000   \n",
       "25%                   16.000000                   8.000000   \n",
       "50%                   28.000000                  16.000000   \n",
       "75%                   38.000000                  23.000000   \n",
       "max                   53.000000                  31.000000   \n",
       "std                   13.589971                   8.780324   \n",
       "\n",
       "       stays_in_weekend_nights  stays_in_week_nights         adults  \\\n",
       "count            118898.000000         118898.000000  118898.000000   \n",
       "mean                  0.928897              2.502145       1.858391   \n",
       "min                   0.000000              0.000000       0.000000   \n",
       "25%                   0.000000              1.000000       2.000000   \n",
       "50%                   1.000000              2.000000       2.000000   \n",
       "75%                   2.000000              3.000000       2.000000   \n",
       "max                  16.000000             41.000000      55.000000   \n",
       "std                   0.996216              1.900168       0.578576   \n",
       "\n",
       "            children         babies  is_repeated_guest  \\\n",
       "count  118898.000000  118898.000000      118898.000000   \n",
       "mean        0.104207       0.007948           0.032011   \n",
       "min         0.000000       0.000000           0.000000   \n",
       "25%         0.000000       0.000000           0.000000   \n",
       "50%         0.000000       0.000000           0.000000   \n",
       "75%         0.000000       0.000000           0.000000   \n",
       "max        10.000000      10.000000           1.000000   \n",
       "std         0.399172       0.097380           0.176029   \n",
       "\n",
       "       previous_cancellations  previous_bookings_not_canceled  \\\n",
       "count           118898.000000                   118898.000000   \n",
       "mean                 0.087142                        0.131634   \n",
       "min                  0.000000                        0.000000   \n",
       "25%                  0.000000                        0.000000   \n",
       "50%                  0.000000                        0.000000   \n",
       "75%                  0.000000                        0.000000   \n",
       "max                 26.000000                       72.000000   \n",
       "std                  0.845869                        1.484672   \n",
       "\n",
       "       booking_changes  days_in_waiting_list            adr  \\\n",
       "count    118898.000000         118898.000000  118898.000000   \n",
       "mean          0.221181              2.330754     102.003243   \n",
       "min           0.000000              0.000000      -6.380000   \n",
       "25%           0.000000              0.000000      70.000000   \n",
       "50%           0.000000              0.000000      95.000000   \n",
       "75%           0.000000              0.000000     126.000000   \n",
       "max          21.000000            391.000000    5400.000000   \n",
       "std           0.652785             17.630452      50.485862   \n",
       "\n",
       "       required_car_parking_spaces  total_of_special_requests  \\\n",
       "count                118898.000000              118898.000000   \n",
       "mean                      0.061885                   0.571683   \n",
       "min                       0.000000                   0.000000   \n",
       "25%                       0.000000                   0.000000   \n",
       "50%                       0.000000                   0.000000   \n",
       "75%                       0.000000                   1.000000   \n",
       "max                       8.000000                   5.000000   \n",
       "std                       0.244172                   0.792678   \n",
       "\n",
       "             reservation_status_date  \n",
       "count                         118898  \n",
       "mean   2016-07-30 07:37:53.336809984  \n",
       "min              2014-10-17 00:00:00  \n",
       "25%              2016-02-02 00:00:00  \n",
       "50%              2016-08-08 00:00:00  \n",
       "75%              2017-02-09 00:00:00  \n",
       "max              2017-09-14 00:00:00  \n",
       "std                              NaN  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8bc6742a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#As we can see adr(Average Daily Rate) max is 5400 which is not normal\n",
    "#box plot will show us if there an outlier\n",
    "df['adr'].plot(kind='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c7365042",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['adr']<5000]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d10a157",
   "metadata": {},
   "source": [
    "#### Now the data doesn't contain any null or duplicated values\n",
    "\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "672a3854",
   "metadata": {},
   "source": [
    "# Data Analysis and Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "876cabdf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is_canceled\n",
      "0    62.865337\n",
      "1    37.134663\n",
      "Name: proportion, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "booking_cancelled = df['is_canceled'].value_counts(normalize=True)\n",
    "cancelled_percentage = booking_cancelled*100\n",
    "print(cancelled_percentage)\n",
    "\n",
    "plt.figure(figsize=(6,4))\n",
    "plt.title('Reservation Status Count')\n",
    "plt.bar(['Not Canceled','Canceled'], df['is_canceled'].value_counts(), edgecolor='k', width=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "18b66f18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,4))\n",
    "ax1=sns.countplot(x='hotel', hue = 'is_canceled', data =df , palette = 'Blues')\n",
    "legend_labels,_ = ax1.get_legend_handles_labels()\n",
    "ax1.legend(bbox_to_anchor=(1,1))\n",
    "plt.title('Reservation status in different hotels', size =20)\n",
    "plt.xlabel('Hotel')\n",
    "plt.ylabel('Number of Reservations')\n",
    "plt.legend(['Not Canceled', 'Canceled'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b4e6504b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resort Hotel\n",
      "is_canceled\n",
      "0    72.024952\n",
      "1    27.975048\n",
      "Name: proportion, dtype: float64\n",
      "City Hotel\n",
      "is_canceled\n",
      "0    58.291825\n",
      "1    41.708175\n",
      "Name: proportion, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Canceled and Not Canceled percentage of each hotel.\n",
    "\n",
    "resort_hotel = df[df['hotel']== 'Resort Hotel']\n",
    "print('Resort Hotel')\n",
    "cancelled_percentage = resort_hotel['is_canceled'].value_counts(normalize= True)\n",
    "cancelled_percentage = cancelled_percentage*100\n",
    "print(cancelled_percentage)\n",
    "\n",
    "\n",
    "city_hotel= df[df['hotel']== 'City Hotel']\n",
    "print('City Hotel')\n",
    "cancelled_per = city_hotel['is_canceled'].value_counts(normalize= True)\n",
    "cancelled_per = cancelled_per*100\n",
    "print(cancelled_per)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "779a4da6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grouping of booking status date using groupby\n",
    "\n",
    "resort_hotel = resort_hotel.groupby('reservation_status_date')[['adr']].mean()\n",
    "city_hotel = city_hotel.groupby('reservation_status_date')[['adr']].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6cc5a594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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79dVXawA0n8+nrV+/3nb9iqJoQ4cO1QBoxx57rOXxc845R59lvXTpUtt1fPrpp/qs9+uvv97yuDybfujQodqKFSsc36+qqtqiRYscH9c0Tbvppps0AJrH49G++eYby+Mvv/yy/npnnHGG7Sz3v//974aZp3Yzmq+//noNgNavXz9t9uzZttuyfPlyPTvinHPOSbvdTnqTMaJpmnbjjTfqz3vssccMj3V2dmpr1651fK6qqtoFF1ygAdDq6+u11tZWyzK9zRjRNE1bvHixntH0l7/8xXE7Tj31VA2ANmjQIEvWSzaymZXe3t6u7+M+n0/PTjKz25dk7777rp7N9NBDD9kuM3LkSH0GeDqbNm3SmpubNQDaRRdd5JgRIvZBr9erff3112nXaSeXjJFAIGD7e968ebO2zTbbaAC0ffbZJ+dt0DRN22mnnfT3EQ6He7UOWabZ4HJ2RTrvvfeevp4nn3zScTmRMbfvvvv2anuXLVuWdv9etWqVNmzYMA1IZHHZkY+jI0eO1LMHZR9++KH+d/erX/3K8vgXX3yh78MHHHCAbdbdo48+ajg29mXGSDZ/m/kehx9++OG0GSFCd3e31t3dbfiZ/Hnttdde2tatWy3Pe/PNN/VlDjnkEMvj5oyJG2+80XEbNC2V9SQym/Ilv/aJJ56oRSIRyzJ//vOf9WXsspbuvfde/fGf/exnmqqqlmXE7wmA9vvf/97yuLw/OB2DzevK59zLjBEiIqLyxYwRIiIiyorIBqmtrcWZZ55peOyss85CMBg0LCc799xzASRmezr1epg8ebLe10EsLyxfvhzPPvssAODee+/FqFGjbNex//7769kbmXp13H777RgxYoTj4x6PBzvttFPaddx0000YOHAgNE3Dq6++ann8wQcfBJD4zB588EF4vdZLr6uvvhoHHHCA42t0dnbqs4T/9Kc/WXocCCNHjsQf/vAHAMDzzz+Prq6utNteSAMGDNC/Ntdar6+vx5AhQxyf6/F48I9//AM+nw9dXV0Fb3q844476r0QnPaJDRs24I033gCQ6JkTCAQKug1r167Fa6+9htGjR+v7+FVXXeWYMbLzzjunXd8xxxyDU089FUCi7n0+HnjgAbS1tWHYsGG4//774ff7bZe79dZbMWzYMKiqavs3Xki//OUvbfugtLS06P0B5s2blzYrzMnmzZsBAM3NzQiFQnltZyEdffTR2HHHHQHAktEjfPrpp3omQG+zmrbffvu0+/d2222Ha665BkCiR4+WzJxzcs899+jZg7LDDz8chx56KADgww8/tDz+4IMP6v2Z/vOf/+iZerKf/exnOOGEE9K+fr6y/dssxHF4/fr1AID+/ftjr732ctwm0YNJ9sADD+if10MPPaRn5MiOP/54fb/45JNPMGvWLMfX2GWXXXDLLbc4Pt6XampqMH78eP2aQfarX/1K/7ndfiN+B4MGDcK9995r2+vk1ltvxW677QYA+O9//5u2X0s6lXDuJSIiovwwMEJEREQZxeNxvczVKaecgqamJsPjLS0termdJ5980tKQ/IADDtAHKsR6zMTPa2tr8cMf/tDw2Ouvvw5FUVBXV5dxoOzII48EkBjwcmoiHAwG8eMf/zjtesxUVcXatWuxcOFCzJ8/H/Pnz8dXX32F7bbbDgAspUvi8bhetuf444/HoEGDbNfr8XgwduxYx9edOnWqPgD8ox/9KO02ivcei8UwZ86c7N5YAciDmh0dHWmXjcViWL16Nb766iv9c1y7dq0eXMlUAqY3LrnkEgDAokWLMG3aNMvjTzzxhN7QuxBltC688EJDM99hw4bh1FNPxYIFC9C/f3/89a9/xR133JH1+jZt2oRFixbpn9f8+fP1/Snfz0sE9E4++eS0gQK/36+Xj5sxY0Zer5mJOTAqE4OTmqZh2bJlOa9b7J/19fW927g+4vF49H3v/ffftz12iYBJMBhM+xnlor29HcuWLcOCBQv0fauurs7wmJN+/fqlLUcmfldLly61PCYCoHvvvbfjgDNQ+LJ2vf3bLMRxWASIt27dildeeSWn7Raf15577qkHnOxceumllufY+clPfgKfz5fTNhTKD37wAwwePNj2scbGRj0wbN5v1q5dq5c7O+uss9DY2Gi7Dr/frwdQt27dainvmK1KOPcSERFRfuynhBERERFJ3n77bWzYsAFAYka9nfPOOw8vv/wyVq9ejcmTJ+P73/++4fFzzz0Xf/jDH/DJJ59g8eLFhmyMSCSCF198EQBw6qmnWgY8Zs+eDSDRw8JpRrud9evX22aF7Lzzzqipqcn4fE3T8OSTT+Lhhx/Gxx9/nLb2/7fffmv4fsmSJfry6Qb+AOh9COyI9w4gbeaFmZidXAxyMMQcNAMSg0X/+c9/8Pjjj+Ozzz6zrR0vmD/HQjjjjDPQv39/bN26FePHj8fhhx9ueFwMOB988MFpZ3IXwhFHHIHLL78843LTp0/Xe7Js2bLFcbl8Pi9FUTB37lwAwL///W/8+9//zup5fb1viSCqHbn/QqYgnJ3GxkZs3bq1LGd1X3DBBbjpppugKAoeffRRfRY6kDhGiuDxaaedZsjSytWKFSvw97//Ha+99lrGngjffvstdthhB9vHdt55Z9ssOEH8rsy/p0gkgkWLFgGAoZ+DnUMOOSTt44WU7m+zEMfhU089Ff369UNrayt++MMf4qijjsIpp5yCI488Evvtt59joEL+vNIFRYBE1mQgEEAsFsP8+fMdl9tnn32yfg+Flu7vG3Deb+T3k+lzkB+fP3++HtTNRSWce4mIiCg/zBghIiKijETpnAEDBuD444+3Xebkk0/Wy3vYldo555xz9K/NTdhff/11tLa2ArCfLS6aYuequ7vb9uf9+/fP+NxwOIyTTjoJY8eOxZQpU9IGRQBYHpdLSjlli2TzeKHfe1+QB+fNjYO3bNmC0aNH48orr8THH3+cNigCWD/HQqipqdEDes8995xhUPyTTz7Rm0MXanb6n//8Z72R7+zZs/HCCy/oTYFfffVVHHvssZam6bJbbrkFhx9+OJ577rm0QREgv89ry5YteqZMLvp63xIZC3bkgXhFUXJetwgotLW19brETl8ZOnSonnk3YcIEQxmrV155Rd8X8tlP33zzTeyxxx649957s2oUnW7/Svd7AlK/K3MG4datW/X35pQ5IGyzzTYZtzEXvf3bLMRxeMCAAXj11VcxbNgwaJqGyZMn4+qrr8ZBBx2ElpYWnHHGGZg4caJlHfK5JNPnFQgE9H083bEjm3NgX8l2vzH/fcvvJ9PnsO2229o+LxeVcO4lIiKi/DBjhIiIiNJqa2vTy+1s3rzZti642Ysvvoj777/fUK5mhx12wOjRozFjxgw89dRTuPnmm/XHxExop8CLGCAZOHAgJk+enPW2O/UiyaaEyF/+8he8+eabAIAxY8Zg3LhxOOCAA7DtttuitrZWH7w58sgj8eGHH2asxd9b8uDQp59+mnX/C1Hiqxg+++wz/etdd93V8Nivf/1rvbTI6aefjosuugj77LMPBg8ejJqaGr1G/IgRI7Bq1ao++xwvueQS3HPPPejs7MT//vc/nH/++QBS2SK1tbX46U9/WpDXGjZsmCHz5MADD8QZZ5yBW2+9FbfccgvmzJmDa6+9Fv/6178sz33vvfdw6623Akj8zfzud7/D4YcfjhEjRqC+vl7PmLrpppvwpz/9Ka/tlPetSy65BL/+9a+zel42x4Byte+++2Lx4sVQVRVz587NOPO82C655BK89tprWLp0KT744AOMGTMGQGo/3W677XDsscf2at3ffvstzjnnHHR3d6OhoQG/+93vcNxxx2HHHXdEc3Oz/nt9//339Yy/vvp7FOx6RPSl3v5tFuo4fMQRR2Dx4sV44YUX8MYbb+CDDz7A6tWr0d7ejpdeegkvvfQSjjvuOLz44ou2AYRCfV6lKqNVKMXYbyrh3EtERET5YWCEiIiI0nruuefSzm6309nZiRdffNHSO+Pcc8/FjBkz8M0332D27Nk46KCD0N7ejtdffx0A8OMf/9h28EHMgO3o6MDuu+/e54M6mqbhoYceApAYyHr//fcdS8Y4zUaVZ+Ru2rQp7eule1wumTNo0KCyG3Tp7u7GRx99BCDRa2S//fbTH2tvb8ezzz4LIPG7f+KJJxzXY27aXmj77LMPDj74YMyaNQvjx4/H+eefj3A4jGeeeQZAotxWc3Nzn27DH/7wB7z++uuYNWsW7r//fowbNw677LKLYZn//ve/ABL7z8yZMx2ziXo7C1omZ/domtbnZcTKwZgxY/DCCy8ASGSqlVtg5KSTTsKQIUOwbt06jB8/HmPGjMGaNWvwzjvvAADOP//8tOWr0vnf//6nZ+a99NJLOOaYY2yXK8S+lY7cOFyUaHSS6fFCyfS3WcjjcE1NDc4991w9O3LZsmV4/fXXcc899+Cbb77B22+/jRtuuAF33XUXAOO5JNPnEY/HsXnzZgDW7L1KJ7+fTJ+DXM6qt59DuZ97iYiIKH8spUVERERpibJYQ4YMwdNPP53xnxg8sCunddZZZ+kz3kWWyAsvvKAHXpwaCu+///4AErXW5brffWXLli36wMqPf/xjx4HIzs5OLFy40PaxHXfcUe9jkqkZa7r3JN47kOg7UW7Gjx+vN6g9+eSTDT1gFi1ahFgsBiDR7NfJ119/jc7Ozr7dUKSasH/wwQdYunQpXnzxRX2guNBNnu14vV7cdtttABIDmDfddJNlGVHW6+ijj05bYi3T30E2M6qDwSD23HNPAOW5b/WFs88+G7W1tQCAhx56qM97jeQ6s93n8+GCCy4AkAhkdHZ24tFHH4WqqvB4PHpT6d4Q+1ZLS4tjUATIvG/lq6amRm+wPWvWrLTLZnq8UDL9bfblcXjUqFG48sorMWvWLP38+dxzz+mPh0Ih/fP6+OOP067rs88+04+5+QY6i53Nk4n8fjJ9Dp988ont84Ds31e5n3uJiIgofwyMEBERkaNly5bpAwJnnnkmzj777Iz/zjzzTACJcixr1qwxrG/QoEF6GZhnnnkGqqrqAZKRI0fisMMOs92OU045RR/M+Oc//9kXb9VA7ruQbuD0oYcecuzR4Pf7ceSRRwIA3nrrLcesEE3T8Pjjjzu+xjHHHKOXVLn77rv7vLRNLhYtWoTrrrtO//7//u//DI9n+zk++OCDhd84Gz/96U9RX18PTdMwYcIEvTzRqFGjcPTRRxdlG77//e/rjYCff/55S2BNfGbpPq/PPvss48CgCMpl6qNx6qmnAkgEp95+++30G18FBg0ahEsvvRQAsG7dOvzmN7/J+rlffvllxiCnWba/B9nFF18Mj8eDrq4uPPvss5gwYQKARNm+HXfcMafXl4l9KxwOW/p+CN3d3WmPR4UiAjPz5s0zlOIze+SRR/p8W4R0f5vFOA43NTXpzejlvk3i9YFEcEse9DcTmY7yc3qrN/tuXxo6dCh23313AInAkVMwXVEU/W+mf//+OOCAAwyPi/cFpH9v5XzuJSIiosJgYISIiIgcPfbYY/pgwI9+9KOsniOWU1XVtnSSyApZt24dnnrqKb1nyDnnnOM4k3PXXXfFj3/8YwCJgMqdd96ZdhuWLVuGp59+OqvttTNo0CC93MvTTz9tO3gya9Ys/OEPf0i7nssvvxxAooHxFVdcYTsYeeedd+LTTz91XEe/fv1w5ZVXAgA++ugjXHXVVY6DmkCixIg8ONZXJk6ciO9+97vo6OgAAFx33XXYd999DcvstNNO+u/00UcftR1Yeu2113Dvvff2+fYCQGNjI8466ywAwL///W+8//77AIALLrigqLOjb7jhBgCJv5G//vWvhsfEzPBp06Zh8eLFludu2rTJUqLOzpAhQwAAS5YsSbvcr3/9azQ0NAAALrzwQj2rwMnrr7+OL774IuPrl7O//vWv+gDrQw89hEsvvTRtxlIsFsO9996LQw89FKtWrcrptcTvYenSpVkPrO6444446qijAAA33ngjFi1aBCD/rCaxb3V3dxsyEgRFUXDJJZdg7dq1eb1ONi6//HL9b+6yyy6zDQQ++eSTeOONN/p8W2ROf5uFOA6//fbbWLduneNz2tra9KCHuT/Wz3/+cz1z8bLLLkN7e7vl+e+88w4efvhhAMAhhxyiB1l6S+y7Gzdu1I/zpTZu3DgAiePgr371K9tlbr31Vnz55ZcAgEsvvRShUMjwuHhfQPrjY7mee4mIiKiANCIiIiIHO+64owZAGzx4sKYoSlbPURRFGzJkiAZA23PPPS2Pd3Z2avX19RoArV+/fhoADYA2f/78tOvdvHmztsMOO+jLH3nkkdpDDz2kzZgxQ/v000+1d999V/v73/+uHXPMMZrX69XOPPNMyzrGjBmjAdDGjBmT8X2MGzdOf62DDjpIe+qpp7RZs2ZpkyZN0q6++mqtpqZGGzhwoLbLLrukXeexxx6rr+ewww7Tnn32WW3OnDnaW2+9pZ133nkaAO2QQw7Rl5kwYYJlHeFwWDv00EP1Zfbdd1/t3nvv1aZNm6Z99tln2vvvv6/dc8892mmnnaYFg0HtwAMPzPj+7Nx88836azzyyCPavHnztHnz5mlffPGFNm3aNO2ll17SbrjhBm2fffbRlwOgXXbZZZqqqrbrPOmkk/TljjnmGO2FF17QZs+erb3xxhvaxRdfrPl8Pm3nnXfWBg0apAHQzj//fMs6Jk+erK9j8uTJabc7k+nTpxu23ev1aitWrMj1o7IYP368vs7x48dnXH6//fbTAGh+v19bunSp/vPnn39eX8/QoUO1u+++W5s+fbo2ffp07Y477tCGDBmieTwebfTo0Wnf8w033KA/ftttt2lz587VFi1apC1atEhbvXq1YdkXXnhB83g8GgCtpqZGu+KKK7RXXnlFmzNnjjZz5kztf//7n/b73/9e//t77bXXcv58li1blvbzyfZ3mGlfyNaSJUv0v11xjLvqqqu0l19+Wfv444+1mTNnai+99JJ21VVXaSNGjNCXe+mll3La7v/+97/647/5zW+02bNn67+H5cuXO27fk08+adhPm5qatK6url6/X03TtFWrVmmhUEj/PV977bXapEmTtFmzZmkTJkzQDjzwQP04le4zzvY4mumzufLKK/XHd9ttN238+PHa7Nmztffee0+74oorNK/Xqx100EH6MjfffHOv3neh/jbzPQ6ff/75WiAQ0E488UTtn//8pzZp0iTt008/1aZOnardd9992u67766v+6677rJs1zXXXKM/vuOOO2r/+c9/tFmzZmlTpkzRfvvb32qBQEADoAWDQe2zzz6zPD/Xv513331XX/6cc87RZsyYoe+7ixYtyvh8s2x/j+n2r3g8bjj2fe9739P+97//aXPmzNEmTpyonXHGGYbPqKOjw7KO9vZ2raamRgOgHXDAAdo777yjLVy4UH9f3d3d+rKFOPfmcn4iIiKi4uLZmYiIiGxNmzZNv5m//PLLc3ruL37xC/25s2fPtjx+7rnnGgb99t1336zWu27dOu2II44wPNfp34UXXmh5fi6BkdbWVn2AzO5fS0uLNnXq1Izr3Lp1qyHwYf63//77a7Nnz9a/f+aZZ2zX097ebhj0Sffv6KOPzurzNJMHcLL5t8cee2gvvPBC2nWuXLnSMLBs/jdixAhtwYIF2siRIzWg7wMjmqZpe+yxh778D37wg6yek0mug6/PPfecvvxll11meOzCCy90/Lx8Pp/2z3/+M+N7Xr16tdbS0mK7Drt99dVXX3VcXv7n9Xq1999/P+fPp9wCI5qWCLaOHTtW83q9Gd93IBDQfvWrX2mtra05bXdHR4choCv/GzlypOO29fT0aP3799eXvfTSS/N6r8IjjzyS9v3+5Cc/0SZNmpT2My5UYCQajaY9po0aNUpbsmSJ/n2xAiPp/jbzOQ6ff/75WT3viiuusJ2IoCiK4dxq96+5uVl7++23bd9Xrn87iqJo3/nOdxxfK1fZ/h4z7V+bN282BO/s/u2+++5pA4+///3vHZ9r/mzyPfcyMEJERFS+WEqLiIiIbMnN00XfkGzJy9s1YTc3WXdqum627bbb4oMPPsDEiRNx7rnnYocddkBdXR0CgQAGDRqE7373u/jtb3+LqVOn5l2bvrm5GdOnT8ef/vQn7L333qipqUFDQwN23313/O53v8Pnn3+u9xBJp1+/fpg2bRruuusuHHjggWhoaEBjYyP2228/3Hbbbfjoo4/g8/kMr2unsbERL7zwAj788ENccskl2HXXXdHY2Ai/34+WlhYcfPDBGDduHN544w28++67eb13s0AggAEDBmCHHXbACSecgD/84Q/48MMPsWDBApxxxhlpnzt8+HB8+umnuOaaa7DLLrsgFAqhubkZ++67L26++WbMnTsXe+yxR0G3N5PzzjtP/7oYTdftnHnmmdhtt90AABMmTMDq1av1xx555BE8/vjjOOKII9DY2IhQKISRI0di7Nix+Oijj/DrX/864/qHDRuGTz75BBdffDF22mknQ119O6eccgqWLVuGv//97/je976HbbbZBoFAALW1tRg1ahROPvlk3HnnnVi+fHnR+rH0tZaWFjz22GOYP38+br75Zhx++OEYNmwYQqEQ6urqMGLECJxyyim46667sHr1avzrX/9y/Pt00tDQoP/Odt99d71nQSY1NTV6+UCgcPvphRdeiA8//BCnn346Bg0ahEAggCFDhuD444/Hs88+i2eeecZwPOpLgUAAL7zwgr6vNzc3o66uDrvvvjuuv/56zJkzBzvssENRtkWW7m8zn+PwXXfdhSeeeAIXXXQRDjroIAwbNgzBYBC1tbXYZZddcP755+PDDz/EAw88oJfNknm9Xtx333344IMPcO6552LEiBEIhUJoamrCfvvth+uvvx6LFi3S+3jly+v14p133sGNN96IfffdFw0NDWXRkL2lpQUffPABHnvsMRx//PH6sWrAgAE46qijcO+992Lu3LkYOXKk4zpuv/12/Pe//8URRxyBlpaWtPt8Kc+9RERE1Lc8msYuYkRERESl9MQTT+h9IxYvXpxXg2XK7Nxzz8VTTz2F/v37Y926dZYa9ETl4LDDDsNHH32EPfbYI2PvFyIiIiIiyg0zRoiIiIhKTDSKHzRoUElmSLtJa2srXnrpJQCJAAmDIlSOFi5ciI8++ghA6bKaiIiIiIiqGQMjRERERH1ozZo16OnpcXz8oYcewhtvvAEA+NnPflYWpUqq2d13363/Pq644ooSbw2Rvf/3//4fgERJrQsuuKC0G0NEREREVIX8pd4AIiIiomr27rvv4ve//z3OPvtsHHXUURg5ciRUVcWSJUvw7LPP4uWXXwYAbLPNNrjuuutKu7FVKB6PY/ny5YhEIpg8eTL++te/AgBOPfVU7LnnniXeOqKEnp4erFmzBt3d3Xj55ZcxYcIEAMBll12GAQMGlHbjiIiIiIiqEHuMEBEREfWhCRMm4MILL0y7zJAhQ/D6669j//33L9JWucfy5csxatQow8+am5sxZ84c9nKhsjFlyhRLU/vhw4fj888/R//+/Uu0VURERERE1YultIiIiIj60Mknn4wHHngAp59+OnbZZRf0798ffr8fAwcOxBFHHIG//e1vWLhwIYMiRTB48GCcdtppmD59OoMiVJY8Hg+GDh2K8847D9OmTWNQhIiIiIiojzBjhIiIiIiIiIiIiIiIXKMie4yoqoq1a9eisbGRDUqJiIiIiIiIiIiIiFxO0zR0dHRg6NCh8HrTF8uqyMDI2rVrMXz48FJvBhERERERERERERERlZFVq1Zhu+22S7tMRQZGGhsbASTeYFNTU4m3hoiIiIiIiIiIiIiISqm9vR3Dhw/X4wfpVGRgRJTPampqYmCEiIiIiIiIiIiIiIgAIKv2G+kLbREREREREREREREREVURBkaIiIiIiIiIiIiIiMg1GBghIiIiIiIiIiIiIiLXYGCEiIiIiIiIiIiIiIhcg4ERIiIiIiIiIiIiIiJyDQZGiIiIiIiIiIiIiIjINRgYISIiIiIiIiIiIiIi18gpMHLbbbfh4IMPRmNjIwYPHozTTz8dCxcuNCxz1FFHwePxGP5dccUVhmVWrlyJk046CXV1dRg8eDCuueYaxOPx/N8NERERERERERERERFRGv5cFp46dSrGjRuHgw8+GPF4HNdffz2OPfZYfPnll6ivr9eXu/TSS/HHP/5R/76urk7/WlEUnHTSSdh2223x0UcfYd26dfjZz36GQCCAv/71rwV4S0RERERERERERERERPY8mqZpvX3ypk2bMHjwYEydOhVHHnkkgETGyH777Yd//vOfts958803cfLJJ2Pt2rXYZpttAAAPPvggrr32WmzatAnBYDDj67a3t6O5uRltbW1oamrq7eYTEREREREREREREVEVyCVukFePkba2NgBAS0uL4edPPvkkBg4ciL322gvXXXcduru79cdmzJiBvffeWw+KAMBxxx2H9vZ2LFiwIJ/NISIiIiIiIiIiIiIiSiunUloyVVXxm9/8Bocddhj22msv/efnnHMORo4ciaFDh+KLL77Atddei4ULF+LFF18EAKxfv94QFAGgf79+/Xrb14pEIohEIvr37e3tvd1sIiIiIiIiIiIiIiJysV4HRsaNG4f58+dj2rRphp9fdtll+td77703hgwZgu9///tYsmQJdtxxx1691m233YZbb721t5tKREREREREREREREQEoJeltK688kpMnDgRkydPxnbbbZd22UMPPRQAsHjxYgDAtttuiw0bNhiWEd9vu+22tuu47rrr0NbWpv9btWpVbzabiIiIiIiIiIiIiIhcLqfAiKZpuPLKK/HSSy/h/fffx6hRozI+Z+7cuQCAIUOGAABGjx6NefPmYePGjfoy7777LpqamrDHHnvYriMUCqGpqcnwj4iIiIiIiIiIiIiIKFc5ldIaN24cnnrqKbzyyitobGzUe4I0NzejtrYWS5YswVNPPYUTTzwRAwYMwBdffIGrrroKRx55JPbZZx8AwLHHHos99tgDY8eOxd/+9jesX78eN954I8aNG4dQKFT4d0hERERERERERERERJTk0TRNy3phj8f25+PHj8cFF1yAVatW4bzzzsP8+fPR1dWF4cOH44c//CFuvPFGQ5bHihUr8POf/xxTpkxBfX09zj//fNx+++3w+7OL07S3t6O5uRltbW3MHiEiIiIiIiIiIiIicrlc4gY5BUbKBQMjREREREREREREREQk5BI36FXzdSIiIiIiIiIiIiIiokrEwAgREREREREREREREbkGAyNEREREREREREREROQaDIwQEREREREREREREZFrMDBCRERERERERERERESuwcAIERERERERERERERG5BgMjRC7yyLRluPW1BdA0rdSbQkRERERERERERFQSDIwQucg/3lmI8dOXY21buNSbQkRERERERERERFQSDIwQuYSmaeiOKQAARWHGCBEREREREREREbkTAyNELhFXNYgKWhoYGCEiIiIiIiIiIiJ3YmCEyCWicVX/mi1GiIiIiIiIiIiIyK0YGCFyCTkwQkRERERERERERORWDIwQuURUkTJGSrgdRERERERERERERKXEwAiRSxhLaTE0QkRERERERERERO7EwAiRSzBjhIiIiIiIiIiIiIiBESLXYPN1IiIiIiIiIiIiIgZGiFzD2HydkREiIiIiIiIiIiJyJwZGiFxCLqVFRERERERERERE5FYMjBC5BEtpERERERERERERETEwQuQahsBICbeDiIiIiIiIiIiIqJQYGCFyiQgzRoiIiIiIiIiIiIgYGCFyC7nHiMacESIiIiIiIiIiInIpBkaIXII9RoiIiIiIiIiIiIgYGCFyDTkwQkRERERERERERORWDIwQuUQ0ruhfM2OEiIiIiIiIiIiI3IqBESKXYI8RIiIiIiIiIiIiIgZGiFyDPUaIiIiIiIiIiIiIGBghcg32GCEiIiIiIiIiIiJiYITINSIKM0aIiIiIiIiIiIiIGBghcglmjBARERERERERERExMELkGoYeI2y+TkRERERERERERC7FwAiRS7D5OhEREREREREREREDI0SuEZV7jJRwO4iIiIiIiIiIiIhKiYERIpcwZowwNEJERERERERERETuxMAIkUsYe4wQERERERERERERuRMDI0QuIZfSIiIiIiIiIiIiInIrBkaIXCLC5utEREREREREREREDIwQuYVcSovFtIiIiIiIiIiIiMitGBghcokoM0aIiIiIiIiIiIiIGBghcgu5xwjjIkRERERERERERORWDIwQuYSxlBYRERERERERERGROzEwQuQSLKVFRERERERERERExMAIkWvE5FJajIwQERERERERERGRSzEwQuQShoyREm4HERERERERERERUSkxMELkEhGFpbSIiIiIiIiIiIiIGBghcgFN00wZI4yMEBERERERERERkTsxMELkAjGFgRAiIiIiIiIiIiIigIERIleISmW0ALDJCBEREREREREREbkWAyNELiCX0QIYFyEiIiIiIiIiIiL3YmCEyAUsgRFGRoiIiIiIiIiIiMilGBghcgFrxggjI0RERERERERERL0VV1S0h2Ol3gzqJQZGiFwgqiiG75kxQkRERERERERE1HsXPzobo//6HrZ2RUu9KdQLDIwQuUDElDFCREREREREREREvTd/TRu6ogpWbuku9aZQLzAwQuQCbL5ORERERERERESU8OnKrVi8sSOvdYRjiQotMYUTkisRAyNELmBtvs7QCBERERERERERVbeN7WFc9exczFmxVf9ZW3cMP/n3DPzs4U/yWnc4Od4WUzjOVon8pd4AIup7UYUZI0RERERERERE5C5vL1iPlz5bg7iq4YAR/dAVVfBtVwQxRcO69jA0TYPH48l5vTFFhaJq+tdUeZgxQuQC5owRRkaIiIiIiIiIiKjadUcT5a7CMQU3vbIAB/zxXcxf0wYA0DTrZOJsiTJaABBXGRipRAyMELmAtccIIyNERERERERERFTdRDZHTFHxxZo2RBUVn61s1R8Px3obGEk9LxrnOFslYmCEyAV6G/0mIiIiIiIiIiKqVFElVe5KTBze2h3VH49ImR+5YMZI5WNghMgFIpbm6yXaECIiIiIiIiIioiIRwZBYXNOzR7Z0pQIjvc0YicRTgRH2GKlMDIwQuYCllBYDI0REREREREREVOVE0CKqqLaBkZ5eZ4ykxtpiLKVVkRgYIXIBa48RIiIiIiIiIiKi6qZnjCgqYqKUliFjJP9SWjGW0qpIDIwQuYC5x4jGlBEiIiIiIiIiIqpycvN10W9kS3f+gRE50yQWZ2CkEjEwQuQCzBghIiIiIiIiIiK3ieqBkVSPEbkMVriXQQ15HXHVONLGniOVgYERIhcwB0aIiIiIiIiIiIiqnRgTi8ZV2/GxQpTSkiu1PD5jOXb/w1uY/PXGXq2XioeBESIXsJbSKtGGEBERERERERERFYlcSssuk8MpMDJ3VStWbel2XK/8vHiyRFd3NI4/vLIAcVXDEzNX5LPZVAQMjBC5gDUizsgIERERERERERFVNzEmFomrlpJXABCJWYMlG9vDOOP+6bj40VmO65VLcImAyzOfrNJ/NrRfba+3mYqDgREiF4iYe4wwLkJERERERERERFUulszm6InaZ4aE49afb2iPQNWA9W1hx/VG5Obrydd48uNUlkjEZr1UXhgYIXIBNl8nIiIiIiIiIiK30XuMODREtyul1ZP8mQh4ZHqeyBjZ3BXVf9blEIih8sHACJELsMcIERERERERERG5jVNARAjblNIK64ER5+fKz4snl4tLgZTuSDyn7aTiY2CEyAVilh4jRERERERERERE1S1dcANIZYfY/SyuatAcZhfLGSPRZEAkrqZeq5sZI2WPgREiF7BkjLCYFhERERERERERVTlzeXkzu1JaYZv+IZZlpB4iImNEkZq7MzBS/hgYIXIBS48RxkWIiIiIiIpG0zSsa+sp9WYQERG5TqaMkXSltABjFojT82KKCk3TDEGUrihLaZU7BkaIXIDN14mIiIiISuffHyzF6Nvexxvz1pV6U4iIiFwlU8ZIxDZjRAp6xDOX0oqpGlTTYj3MGCl7DIwQuUDE0nydoREiIiIiomJZtKHT8D8REREVR9ShFJYgl8TSf2YIemSRMRJXLZkpXVLzdVXV8OyslVi0oSOrbabi8Jd6A4io72WKjhMRERERUd8RZTicynEQERFR34jaBD5kdqW0egw9RuzP3RG5x4iqGfqLAIkeI5qmwePx4OW5a3DtC/MAAMtvPynrbae+xYwRIhcQJ4GAz1PiLSEiIiIich8xqOLUwJWIiIj6RqZzr33z9VQwJO7UfN0UPDEvF1c1RJPn/1nLt2S9vVQ8zBghcgFxIA76vIgpCpuvExEREREVkRiUydQAloiIiHKzprUH4578FBcetj1O22+Y5fHMzdcTAY627hgen7kca1rDkLvzRh2eb26+bpcV2hNVEPL7ELHJSqHSY2CEyAVEKa1QwIeuqAKN7deJiIiIiIpGDMrEGRghIiIqqA++2YS5q1rxwqdrLIERVdUQN3dFNwnHVHRF4jjmrqnY1BEBAGzXv1Z/3JwJsnRTJ+6bvARfrmvXfxZTUq/j83rg83oQjavoiiroV2ffx4RKj6W0iFxAD4z4E3/yzBghIiIiIioeERjJ1ACWiIiIciOanIej1uCDU7aHLBxXsLa1Rw+KAMDG9tTX5oyTRz9ajhc+XW3oKZLIGEkFRuqDPgBAd3LbmDFSnhgYIXIBBkaIiIiIiEpHlNJixggREVFhdScDIj02vUKyCYxEYqrlufLzzIGRxZs6LeuIKZp+jg94PagL+g3bFonz/F+OGBghcgFxQA/5ExFrxkWIiIiIiIpHL6WVoZwHERER5aYrmswYsQmMxLIISPTEFPTYZJvo6zBley7Z2GWzjDFjpC6ZMSK2LcJSWmWJgRGiKqeqmn4QDwX4J09EREREVGyiPnk2M1eJiIjcTNM0zFy6GZs7I5kXBtAdcc4YMQc17IRjiu1zBTnbszMSx/r2sO0yorRWwOdFXchv2LYwS2mVJY6SElU5+eYr6BOltDhTjYiIiIioWNh8nYiIKDvvf70RZ/9nJo65c2pWy6cyRqzn2GiajJFgstx8OKbYZpvo65DO3cs2WbNFgEQARpzrDT1GYqKUFjNGyhEDI0RVTj6Ai4wRhkWIiIiIiIpHDJakm7nanRzYISIicrMpCzcBALZ2x7JaPpWVkVuPkf51AQCAqgHtYedzsHzuXvqttb9IYhlTxoi5+Tp7jJQlBkaIqpwcHQ8kM0YYGaG+9smyLXhk2jJmJxEREREhNahibuAq3PPeIux9yzv4aMm3xdwsIiKislMX8uW0vMgYsW2+niYg0b8uqH/d2h11XE7O9lyy0TkwIs71Pqn5epdovi5ls3CcpHwwMEJU5cRJIOjzwuvxAAA0Rkaoj/3h5fn448Qv8fX6jlJvChEREVHJpUpp2V+H/+Pdb6CoGv488atibhYREVHZqQv4c1q+Oxl8UFTNMgHBaUICADTVBpAcJkubnSJnnSz51r6UVlzR9IwRv8+D+mRwp0eU+ZJKaWXT94SKg4ERoiqnB0b8XnhKvC3kHp3JdFGWhCAiIiLKnDEiNNcGirE5REREZateyhjJpjdHVyQ17mDOGklXSqs24EMo2WdEZIw01ViDMvKkhqXJHiMDG4KGZaKKqmeW+L0e1AacM0biKstqlQsGRoiqnDgJBP1ePRLOrD3qa2KmhMp9jYiIiCjVY8Tm4kgu0dFiGmghIiJym1AgFRhp78k82VIOhpj7jMTSlNKqDfhQm3yt1mTGyKDGkGU5eVLDxvYwAGC/4f0My8RVDXGRMeL16sGdVI8RZoyUIwZGiKqcXEoLEKW0iPqWkoy+qYyMEBEREenBD7sBmnVtYf3r+mBuddWJiIiqjTyO0NaTuQF7V0QKjESN51m7jJHGZFZI//oAapKBka3JjBHbwEhyezRNQ2tye356yAjDMoqq6eNvfp+xx0g0rhomjWbKHqXiya1oGxFVnIhUSktgxgj1NZUZI0REREQ6MTvUrnzGqi3d+tc9MQ6WEBGRu8mBg/Zw5sCIXMLbUkrLZkLCjw8cjsFNIZy09xDMXLoFgJwxUmPdnuQ62sNxvTrGYTsNxMRfHo76kB9H/30KgFQfkUTzddFjRDGU+gKc+41R8TEwQlTlDD1GRCkt5oxQHxMppNzXiIiIyO00TdNnrNoNhqzamgqMdEfYn42IiNxNySFjRFU1vfk6YFNKy+a821IfwBVjdgQAvcfIlq5kxkiDNWNETGoQfUhqAz7UBHzYa1iz4fV6ktsR8Hr1wEhXNK73YE1tEydBlAuW0iKqcnqPEV+q+TozRqivqXqqaYk3hIiIiKjE5AEeu5Ieq7b06F+bB0+IiIjcJi6dN9szBEbMGSLW5uvW5u0BX2o4vD6UyBkQgZGBjdZeXyK4sjWZVdK/LmC7LhEk8Xk9+nq7I4rl3B5naY2ywcAIUZWzyxgh6mt6jxFGRoiIiMjl5NmqGTNGotYBHCIiIjcxlNLKEBjpihqDDtbm69bzrhzMaEr2GxHBigH1QcvYmdge0YekX10qeOLzevTlRVDG7/OgVsoYsZbSYsZIuWBghKjKGQIjbL5ORaIwY4SIiIgIABCT+orYlc+Qe4yYB3iIiIjcRp5EkKmUVnfEGAgxB0YiNudduQdvY03A8Fht0I+GkLHzhDh3i1Ja/euNzxGBlp5k43e/14Om5HrbemLoMAVG7LJHqTQYGCGqciJtMCRnjHC0mvqYyowRIiIiIgCppq2AQ2Bka6qUlnlWKRERkdvIEwraw+nPi9aMEeN5NmbTfD0oZ4zUGoMgtQEfGk2BERGo2dqVCNLIGSMAEPAmBttSGSNeDKgPJp8TZfP1MsbACFGV0zNGpAM/D8HU15gxQkRERJRgKKVlU1d8c2dE/9o885WIiMhtDBkj3RkyRqLpe4zYTUgI+FO1sprMGSMBHxpqjIGRqDljpM6UMZLMQBHZKn6vB/2TgZGuqKL3LxHiKjNGygUDI0RVTgRGAr5UxggHq6kvaZoGcc/PjBEiIiJyO3lQxjxAo6qp6yYgMfNV4/UTERG5mNyDoz2coceIKRujxxQoidpkjBh6jNQagxw1Aa9jKa1U83VjxojfK0pppTJGmmr88CczSVZu7jYsH2PGSNlgYISoykXseozwZov6kHxzz12NiIiI3M4YGNEM1+LmDBJVs5YBISIicpOYmkOPEVMgJBxXsKkjgl8+/RlmLNmsn4O9UkN1OTDSaMoOqQn40GDKItFLadk0XweAoM9USsvrgceTyhpZucUYGGEprfLhz7wIEVUyEYkO+r2WlEKivqBIFzHMGCEiIiK3Mwc/4qqGQHIQRbEprdUVjaM26CvKthEREZUbOWMk58BIVMHbC9bjtc/XIhJTMGpQPQCgPujXm6AbeoxYmq9be4ykSmmJjBHjc/yi+XpyzM2XjMK01AWxqSNiCYzYlfei0mDGCFGVixoyRhI4VE19SQ6G2NzrExEREbmKuYyHPFNUbjArSm6wATsREbmZfJ7MVEqr29x8Pa7qwZSuaByxeGJddaHUhIOg37mUVm3AZymlZc4YMZfSEpMdRI8R8X3/+sS6VzEwUrYYGCGqclElcWAO+rzweEQprVJuEVU748xH7mxERETkbuaMETkYokiDP2JwposN2ImIyMUMpbQyNF83nzN7ogo6kxMMuqOKHoSol4Idhh4jplJads3X9R4jXaKUlqn5us/YY0RkjAyoDyW20ZTVYr4uoNJhYISoyokZaiEpIs5DMPWluMqMESIiIiLBPDM0JmWQyNdNos65efYrERGRmyjSBIKOSBxqmoEF8zmzJ6agM5z4WU9U0cfE6oNyYCTVcKSxxtx83YeBDaHkcxJZJjE9Y8S++XrAVEpLNGMXGSOC6HPCjJHywR4jRFXOtpQWU0aoD6nsMUJERESki5lLaUnXSvHk4E/A59EHbTpZSouIiFwsJmVTaloiONJsKnkliIyR2oAPPTEF4ZiiV7HoickZI6lSWoaMkVrj0HjI78XZBw+HqmlQVQ3/ePcbxBQV4ZiiBz7MgRG/TfN1INFjRLbDoAYs3tjJ5utlJKeMkdtuuw0HH3wwGhsbMXjwYJx++ulYuHChYZlwOIxx48ZhwIABaGhowJlnnokNGzYYllm5ciVOOukk1NXVYfDgwbjmmmsQj/Pij6gviCZRiVJaJd4YcgVFM17EEBEREblZzDTTVe45IgZHfF6PPmgzfvpyPPTh0uJtIBERURmJmzIq0k0YEBkjAxoSQYhwTEFHOFVKK6JYM0YMPUakjJGagBderwf964MYd/ROGDGgLrE9qqo3Xvd6Uhmeggi0hJMls0Qz9pb6oLSMB8P71+rro/KQU2Bk6tSpGDduHGbOnIl3330XsVgMxx57LLq6uvRlrrrqKrz22mt4/vnnMXXqVKxduxZnnHGG/riiKDjppJMQjUbx0Ucf4dFHH8WECRNw0003Fe5dEZEuYpMxQtSXmDFCRERElJIuY0TMag14vXr986nfbMKfX/8KW5K1zImIiNzE3INDNDW3I/p3DKgXgREVHcmG7T1RRT8H1zn0GKkJ+PRASW0glVUCpEpixeKa3ni9X10QXq9xdC3gkDHSXwqMDO9fh5A/sf4oM0bKRk6ltN566y3D9xMmTMDgwYMxZ84cHHnkkWhra8PDDz+Mp556Ct/73vcAAOPHj8fuu++OmTNn4jvf+Q7eeecdfPnll5g0aRK22WYb7LfffvjTn/6Ea6+9FrfccguCwaDdSxNRLxlKabH5OhUBM0aIiIiIUswzQ+WZsOIxn1RKS0g3EERERFStzD04eqLO58PuZDaJyM4Q5bTE16KKSoOhlJYxsNFUE8C3nRFLYEQsF1NVKTBiLell6TGSfJ6cMTK8pU7/uTkjhkonr+brbW1tAICWlhYAwJw5cxCLxXDMMcfoy+y2224YMWIEZsyYAQCYMWMG9t57b2yzzTb6Mscddxza29uxYMEC29eJRCJob283/COi7Nj2GGH7depDCjNGiIiIiHTmmaFRxdp83e/1oC5oHJCJxjlwQkRE7mPuwZFuooCoktIv2c+jJ6ropbcUVUNX8us6h1JaANCULI1VYw6MJJeLKalSWub+IkAqsyQcU5PfWwMjI1rq9ABKd1TB/DVtaZvKU3H0OjCiqip+85vf4LDDDsNee+0FAFi/fj2CwSD69etnWHabbbbB+vXr9WXkoIh4XDxm57bbbkNzc7P+b/jw4b3dbCLXkXuMCByrpr4kT4rkvkZERERuZymlJQ34iK/9UiktIcLACBERuZC5N1dP2sBI4jHRnD0cV9AZTvUkEWUp5b4g8vgYADQmn2sJjCQDHnElVUqrv03GSNBvzECx6zEyckCdHjD5xzsLcfI90/D6vHWO74uKo9eBkXHjxmH+/Pl45plnCrk9tq677jq0tbXp/1atWtXnr0lULeSMEZEy0tux6o8Wf4sZSzYXZsOoasmltJgxQkRERG5nLqUVs8kYkZuvC2Kwh6iavPb5Wox9+GP20CEiR+ZSU+lKaaUyRpKBkaiCDqlZ+8b2CIBUDxLA2GMESGWM1AbtS2lFM2SMmNen9xipM5fSSiwn4j4rt3Q7vi8qjl4FRq688kpMnDgRkydPxnbbbaf/fNttt0U0GkVra6th+Q0bNmDbbbfVl9mwYYPlcfGYnVAohKamJsM/IsqOCIyE/F540PseI+GYggsnzMJFE2ZZ6j1WkwenLsGDU5eUejMqmlxKi3ERIiIicjtzKa2YIjdfT1xXB3weQ5kPgBkjVJ2e+nglPlzECXdE5MxcSittxkiyfFW/ZNZHezhuKEXZofcgCek/swRGks+1NF/3SRkjyWCu3FBdX85rXJ8vGRipCfj0TJVRA+sRNPU2SRfwoeLIKTCiaRquvPJKvPTSS3j//fcxatQow+MHHnggAoEA3nvvPf1nCxcuxMqVKzF69GgAwOjRozFv3jxs3LhRX+bdd99FU1MT9thjj3zeCxHZ0Etp+b3weDIsnEZ3VEEkrqInplTtTdqWrihuf/Nr/L+3vuYMvTzIWSLsZ0NERERuZ575KmeQiCCJz+uB13SxLgZ7iKqJyC5XOIOKiBzEVNEwPRFUSN9jJFlKK5kx0illi8j616dKYFmbr4seI8ZhclFyK6ao2JrMGLFrvu5USgsAbj11T/zq+ztj58ENhp8D6d8XFYc/8yIp48aNw1NPPYVXXnkFjY2Nek+Q5uZm1NbWorm5GRdffDGuvvpqtLS0oKmpCb/85S8xevRofOc73wEAHHvssdhjjz0wduxY/O1vf8P69etx4403Yty4cQiFQulenoh6QS+l5fPl1XxdzhJRlOq8iF2xuQtAIstBYROsXjM2Xy/hhhARERGVAXO2teG6Wk31GFnf1mNYLqpwwISqj5YMiGgMjBCRA5Ex0ljjR2cknjazIqxnjFgzOWQ7DWrA3sOaMbgxBI/HHBix7zHiTwZQEs3XRY+RzBkjopQWAJxxQKrSkt8UkAlzQm7J5RQYeeCBBwAARx11lOHn48ePxwUXXAAAuOuuu+D1enHmmWciEonguOOOw/33368v6/P5MHHiRPz85z/H6NGjUV9fj/PPPx9//OMf83snRGRL7jEijv29uQaVUxFjanXOXlu1NXUzyuv03jMGRvhBEhERkbvF0pTSEj1G/D4PvrvTQDw6Y4X+GDNGqBqJ2wPeJxCREzGmoGeMpKlaIjJG7DI5ZM11Abx65WGWoAgADGhIBDtESS0hoGeMZGq+7hwYMazPFEDpifI8X2o5BUayiejX1NTgvvvuw3333ee4zMiRI/HGG2/k8tJE1EsRufl6AdYDVG82xSqp8VW+73D+mjZc/9I8XHv8bjhsp4F5rq2yMGOEiIiIKCVdxogos+X3evCD3bfBoxcdgtve+Apfr++o2vK15G7i9qBK59oRUQGI86Toz5FN8/UB9SE01wbQ1hOzLBP0exHy+yw/F844YDts7oziJwcPNz5PKqXVqpfSsmaM1AXtM03MmDFSfvIbKSWisqf3GPHJzddzH62WM0biVTravXprKjCS7wym97/eiC9Wt+H1eevy3ayKY6gXzJlgRERE5HLmwEjcJmPE5/XA6/VgzC6DMKxfLQCw5x1VJXEvyowRInIizo2NyRJX6XuMJM6xoYAXIwfU2S4jeog4GdgQwnUn7o4dBjUYfi4CGXFDxog1MFJrDox47YfbzU3fI+wxUnIMjBBVuYKV0rKZ2VZtVsoZI3lep4usCTfWzlWZMUJEREQu8ueJX+Kkuz90HLiJW0ppqZbH5IasoWTzV2aMUDUSfw0uvE0ioixZMkYcz6+qPvYS8nsxosU+MCICLLkSgYyoouqZKHaltOrMvUmcSmmZMkac3hcVDwMjRFVOBEZCUmAkn/UA1ZsxsmqL3GMkv/fo5gt+9hghIiIiN3n187VYsLYdC9d32D4etZTSkjNGUqW0BFHugz1GqBqxxwgRZZJqvp4IQjiV0pInEIT8PseMkcYMGSNO5ECGGOawL6VlXL/fZz/cbs4kCfM8X3IMjBBVOb2Ult8LiFJavViPPLOtGnuMKKqGta2Fa74uAituvN6XS2m58f0TERGRu4hJQ3GHpgnmjBF5OUW1yRjxp2aoElWbVCmtEm8IEZUtcZ7MlDEiB0aCfi9GDqi3XU40cc+VufRVfdBn27/XWkoru4yRdCXCqDgYGCGqYoqq6TdbQV+epbSkE465TnI1WNfWY8iEyXcGk3i6lncb98ojjwlwJhgRERFVO3FtHFPsr3vM186GTGxRSksaRBGDLqw9TtVIb77O+wQisqFpmn4+bUwGNJwCCKIXV8Dngc/rwUjHUlq9C4yYm6XbZYsA1ubrPofAiDmThKW0So+BEaIqFjVFz4XeDNbLkfhqzBiR+4sAvcuqMT7fvTOhmDFCREREbiKCG06Th8yZH/JkHLn5uiAyRthjhKqRPoGMNwpEZEMeb7LLGHnmk5UYfdt7+Hp9u15yUpSgdMoY6XWPEVPpq/719uuxZIz4nDJGzM3XeZ4vNQZGiKqYOTAiDs15N1+vwtH+1VJ/ESD/GUyqfsGf12oqksoeI0REROQiouSHuWSW/ri5lJbhujrxtVxeQ+8x0svAyML1HVi5uTvzgkQl4OYJZESUWdwQGEkEIuReHP/34jysawvj6mc/18+TNYHE8PbgxpDtOnubMeL1egwZnf0dM0ZMPUa89sPtLKVVfhgYIapiESV1kPV7PalSWr1Yl13KfzVZtdV085h3jxGxmur7rDKRZ3i4790TERGR24hBHKeeICKTRFyLR+Xm64rIGLH2GBElQnLRFYnjtPum4UcPfpTzc4mKgc3XiSgdOfuyQWSM2DRf39QZ0c+TYkKB16GEVW8zRgBj9ke2pbScMkbMAROW0io9BkaIqpgIZgT9Xng8Hnhgf3DOZV2Ac2PJSrbKVEor3xlMWioy4jpyKS3e8BAREVE1U1RNH+h1mjwkaqXXBnzJ5Wyar8ultAK9L6W1tTuKcEzFxo6I4XWIykUqMFLa7SCi8iSfS0Wmh11mRUc4pp8nQ1Lp+JP2GQIAOPOA7fSfNfUyYwQwlr8aUG8fGBHnd8Gp+bo5YBKOKSwrWGIMjBBVMRHMCCUP5J48amnFbG7gqom1x0iezdeT/7sxMCCX0nLh2yciIiIXka+RnXqMiJ+LGaWG5yQnHBmar/t6HxiRJzOF2aOEypC4PeBgIBHZkUtpNYSsPUaEcEzVe3TIPXXvPnt/zLzu+zhyl4GW9fSGHBg5ePsW22UsGSNZltJStdTkCSoNBkaIqphI55dPEgBLadlZtdXcYyS/9YkL/er7pDKLGwIjbvwEiIiIyC3k655MgZFaPTCSeo6S/FqeRRpKzjztTVNWOZjC2uVUjsT9gRsnkBFRZnLvLRFwcCo5Jc5zISljw+f1YNvmGkMWRz6ltLZ0RfWv5WCLrN4UeMm2+TrAclqlxsAIURWTS2kBYPN1Bz1RBZs6Ioaf5Tug7+rm64ZSWiXcECIiIqI+Fs/iGllMKqoL+JPLWZ/jL1CPkSgDI1TmWEqLiNIR50y/14uaZHDDrscIANtSWoLcEL23zddlzbUBxwBLyO9NVWhBmlJaNpkkEZ6rS4qBEaIqFjNljHiSR+relImSZ58pVdZjZHWy8XpjyI+aZE3nfAMaLm4xYii1xplgREREVM3k7A+njJGoOWMkLjVfT15X++QeI8kmsr0ppSU/pzfPJ+pr4l6U9wlEZEecS/1ej571EYmresluOejQHY0DsA+M1AZTPytEYOTYPbZxfMzj8aBOylDJtpQWkCgJRqXDwAhRFRM3Q0FTul6vMkakG6tqq4G4KhkYGd5SB68IHuX5FlUXp4gr7DFCRERELiFnfzhdI4tl9B4jthkjcmAkce0edQhsrG3twdrWHtvHmDFC5U5zcWY9EWWmnxd9Hn1CAQCEk1mUcj+P9W1hAKkJBbLagJwx0vtSWr/63k7YfUgTrj9x97TL1UoZKk6ltPwspVV2GBghqmKWUlr2x+asVHPz9VVbEjeWw1tq9XJjBQtoVNdHlRX5s2OPESIiIqpm8SwyRkSGSJ1NjxG9ZIg0WBIKODdfD8cUnHLPNHz39vfR2h21PB5VFGlZzkKl8iP2frXK7imJqDD0jBGfFzVSwEOc0+SylWuSkwTEeVMmB1Ca8sgYufrYXfHmr49A//pg2uXk13MupWWXMcLASCkxMEJUxaw9RkQprd6vC6i+HiOrtiQzRvpLGSN5rjPVfL26PqtsyGMCVbarEBERERnI18XxjM3X/ZblFJuMEZHtbddjZG1rDzYnG8E+N3uV5XG5YfvSTZ34xZNzMGfFluzeDFERpJqvl3hDiKgsiQkDAa8HXq9HH8+6+NFZePfLDYZJA6u3JgMjtqW0UoGKhgKU0sqk1tQA3k7QZjuZMVJaDIwQVTFRz7jQpbScbvoq1cotqVJaImWEzdd7TzE0X3fhB0BERESuIV8XRx1KaYnSWaL+uCFjRBUzY6VSWqKmuk3Gx7pk2RAAeGzGCksmd1Tanmv+9wXemLceZz4wI7s3Q1QEqebrvE8gIqvUeTExjiUCDp+tbMWlj802nPf0jBGbUloDG0LYfUgTDt6+vyFo0VfkoIddySyAGSPlqO9DZkRUMk6ltHqTxSDfZFVdxkhylsEIqcdIvm/RzU0F5bR49717IiIichNjWaz0pbT05uvydbVizRgRM1/tSmnJvUVWb+3B9MXf4shdBuk/swumEJUT8RfDkrtEZCeml5hMnBdrAz609cRsl12TJmPE5/Xg9V8eDo8n0Ry9rxkCIw4ZIwGbgAnLXpYWM0aIqpgIjIT0UlpJeWaMVFOPEU3TsFrPGKmV+rAwY6S35P3DjYEhIiIicg9j83X7wQ1z8/W4TfN1n1fqMaI3X7fOIpUzRoBU41khUmWZ3VR9WEqLiNJJldJKZowEnbM9xATeGoeMEK/XU5SgCAAEpMxP5+brzhkj1TTOVkkYGCGqYnoprQI0X5dnrDnd9FWitp4YOiJxAMB2/QuYMSICI/mtpiIZm6+XcEOIiIiI+ljM0Hzd/sJHTDASgZHOcBzt4cTsV5FlErArpWWTMbKurcfwvbkPSdTmOUTlRG++zhsFIrIRM5WYtMsGMctmmb4W9MvN151KadlljCj47wdLsftNb2Huqta+2jxyUPo9h4j6jF5KyycCI71vLB6zaRJZDUR/kUGNIdQEfHpWTf7X6VqB1lN55P2DKfJERERUzeTyWU6Th8LJa/LGmgAA4PPVbRjzt8nojsaljBG75uuq5VpqbaspQ8QUCLFr2E5UTlI9Rkq7HURUnhS9lFbiXNjabV9GSxYKlH54OyhNcHBqvh6wyRjpCMfxlze+QjSu4plPVvbZ9pG90u85RNRnIuYeI8mf92aw2tB8vYquYldtSfUXAVLBo3xnMIkKCW4MDBibr5dwQ4iIiIj6mHxdHLfJGFFUTb+OHtAQ1H++tTuGje0RfUKJoceINMATNQVbRMbIsH61AKxNW5kxQuVO0yeQ8UaBiKxEuclA8ry4vj2cbnEA9s3Xiy2YRdaK3GNEZLlM/GKt/rPtB9YXfsMoLQZGiKqYufm60Jtr0KhNk8hqsGprsr9I/8TNpd6gvkDN16vnk8qeosiBETd+AkREROQWcmDELmNEDlwcsfMgjDt6R8PyMdPMWMBYEsScEbIumTEyKjl4Yn6cgREqd6mMEd4nEJGVOC86ZV3YKYdSWnaN1c3kHiNyFimVTun3HCLqM3qPEV8yei4G/XuzLkPz9eq54VqlN15PZIyIc2/eGSN683X3XfAr7DFCRERELmEopWWTKtsdTQVGmmr8uOa43bBNUwhA4lpdXFfbldICjNfg7eFUb7ztByauXa2ltKrnOp2qE0tpEVE6esZI8lwoqnvIBjWGDN+XQ2AkmEVgJCD1GGmq8Vser6ay9ZWi9HsOEfUZc8aIJxkZ6VXGSJWW0lppCox4kEeHeomrm6+zxwgRERG5hKH5uk1QQmSM1AZ8eslWMdgTjav6dbVcd9zj8eiDPHKgQ2SLNNcG0L8uqK//1898hhtemqevk6icifsDZowQkZ1UJmXivDjhwoPx6+/vbFhmYEMINVLZyVCgMkppeb1yxog1MKJW0VhbpWBghKiKWQIjeYz5G0ppVdHBevXWRJ3m4f1Fj5HEz/O9UNfc3HydPUaIiIjIJeKqavu10CMCI8HUoI2YVRpTNL1Erc9rvDUX1+8RqRTX6mQJ2CHNNahJDgJ9vb4Dr8xdiyc/XomYoto2X89msIaoWMTtgRvvk4goM3Fe9CfPizsMasBVP9jFEEioCXgxuLFG/74sMkZy3IaBDSHLz6pprK1SlH7PIaI+IwIjIXPz9V7kMRgyRqqkx4iialgjAiMtiR4jXk/vs2pkbq6dK5fXduP7JyIiIveQr4ujNtfIPdFUxoggBk9iimrbfB1INZIVGSOLNnTg+mRWyC7bNOrX923dMf05cqN347p420/lw833SUSUWaqUlvG8WCdNMAj5vXpZSvF9qWVTSgsAfnPMzjhj/2EYveMAy2M8LhZf6fccIuozqR4jxoyRvJuvV0mPkQ3tYUQVFX6vB0Oaaw2P5Z0x4uITmvzZufdTICIiIjeQG67HbZqvi4wRueSHXEorlryutgZGjKW0/vXeImxoj2DnwQ249oTd9LIhHeFUYCSuaoZrdqGmDEqMEAlikh4HAInIbGNHGEs2dgIA/KZAQ11QzhjxYXCTnDFS+vNcthkjvzlmF9z5k/0M5+Zh/RLjUewxUnzWgmZEVDXMpbQKsS6getL7ROP1Yf1r9YaXoopBvu8w1Xw9zxVVIIU9RoiIiMgl5OviWJrAiFxKS8yCjcoZI6aZsaFAKngCABs7IgCAXx+zM4b1q9UDJ6IZOwAoioZIzC4wwvmQVD7YfJ2I7GiahjMf+AirtiSqegRMEwbkzMuQ34tt5FJaZXCeqw/lNsTulWrd7zu8GWtaewxlyak4Sr/nEFGfiTg2X8+vlJZSJaW0Vpn6iwD5fUYyvXauC3Mm5MBIlSQXEREREdkyBkas133hDKW0zLXUhVQprcTzu6OJAIgYeBGBkU4pMBJXVduMkXKYSUskpCaQue8+iYicrW8P60ERwDphwFhKy1d2pbTOPXQEdt2mEVcevVNWy69tTb3X7ZJjUmy+XnzMGCGqYo6ltPJYFwA95b/SiYwR0V8EALx5lBuTiQv9KvmocqIamq/zxE5ERETVK56h3GyqlJacMZLKBok7lNJKNV9PPN4dSaynPllKRKxPvtRSVPuMkWzrnhMVh3vvk4jI6r2vNuD2N7/GyfsMNfzcXEpLzrysCXixjVRKqxxKRjbWBPD2VUdmvfzp+w/Fg1OX4Lg9t9UrmNjMbaA+xsAIURWLJmeYBUzN13OlqJohC6Ba6h6KwMh2csZIMnqU71sUN6luzxhx37snIiIiN5Gbr8fiNs3Xk4EReaarCFTEFFXPOPFl6DEiMkPqQz7D44ZtUTVEOKpCZY7N14lIduVTn6EnpuCuSd8Yfm6eMGDOGBlcZhkjudppcCNm33gMmmoCuPPdxHtXGDEuOgZGiKqY3mNERNo9okxUbusx10uumh4jWxOBkREtcmAk8X/+pbS05HryWk1FYsYIERERuYWcSW2XVd2TppRWVNGkHiPmUloiMCJKadlnjMjiimYofyvweozKidgbq+SWkojyZFcCErCWmJSbr4f8XgxuLK/m673Rry4IAPCKjBGer4uu8kJqRJQ1cYIJmTJGcs1iiJhusOJVMhNN1K8cLgdGkv/ne6Eu7ovdeFqTZ07yvE5ERETVzJAxYnONHLZtvp7MGInLPUbMGSOix4gKTdPQlewxUpc2Y0TVAymyasn2puogJqCxxwgRAcCu2zTa/jxg6jEin0dDAS8GNaYyRoIVmDEi83lYSqtUmDFCVMWipubrQq7XoOaZZ9VwcxWOKdjQEQYADO8v9xhJZtXkGdJIZYxU/meVK3mWgxvfPxEREbmHoceITfN1kelh22NESfUYcSqlFY2r6Ikp+vV7g9583To7VlHtM0Y4A5XKSSpjhPslETmPL5nPi3XSebTG70NzbQA3nrQ7ooqK5tpAn25jXxNJo2y+XnwMjBBVMXNgpLfN182pjdVQSmtNaw80LVGnsqU+qP/ck0qryYv4iNx4vS+fzKtgVyEiIiJyFFPTZ4yIHiPGUlqJC045YyRgKqUVlAIjXcnG6x5PYjAISDSeNYurmiXTG3Dn9SiVr1SPkdJuBxGVh/ZwTP+6MeRHR7Kn1ubOqGG5OlPGCABccsQORdjCvudLlg3jRIbiq+xcIyJKy9xjxIPe9Rgxzzyzmw1XaUTj9REtdXrDdSCVMVK45uvuI+8enAlGRERE1UwxBEas1z1hu8BIFs3Xg1JWSVdykKgu4NPrkIdy6DFSDdneVD3E/QHvE4gIANp7UoGRMbsO0r9e3dptWK7W0GOkMnuKOBFzI3i+Lj5mjBBVMZHpYc4YyXk95sCITWPJSrNqa6K/yHb962wfz7eUFlxcSkvOGHHfuyciIiI3kbNEbDNGos49RiKKqg+CmGupB/Xm66reX6Q+lLp9r3HoMcLACJU9F2fWE5FRXFHRlTxPvv2bIzFyQB0mfrEOABCOGc9ncsaIXdZkJfPqPUZ4YCy26tqTiMggYi6lpT+S28HWfJNXDQfr1cmMkeEttYafFypjRHVxiri8f7gxMERERETuIWdS22VVi1Jahh4jftF8XdOvsy0ZIzaltOTAiF3GiKJqts3XOTOfygl7jBCR0BGO61/vOKgeNQEf/nX2fhjWrxY3nbyHYVlD8/WqyxhJBkZ4XCw6ZowQVTFLKS3RYyTHY625VrFdmYBKs1IERkwZI6nPKM/m68nnV/4nlTv5ZF4FyUVEREREjuRM6qiiQtM0Q5nWnuSMV6dSWmJCid+bpseInjEiDwpZ5zhG4qrtpJxqmNRE1UNjKS0iShL9ReqDPviT58bT9huG0/YbZlnW0GPE5hxYyURghM3Xi6+69iQiMhAz0MwnjXx7jFTDzdWqrakeIzKRMZLvdbr+Ebnwgt/YfN1975+IiIjcwzxhyHydHLYppSUHPUSPEb+5lJbeY0RBdzJjpE6qrx7weS1ZJqIXiRmvx6icpDJGSroZRFQG2nsS562m2kDGZe2ar1cLPWOEB8aiq649iYh0cSU1YyzVYyQ56J9jHkNUMfcYqfyD9aotiR4jw1scMkbyzPXQTP+7iZwx4sb3T0RERO4RV9JnVvfYNF8X/UTEYwDgT1tKK5kxEjSWDjFPfpLXJy/LgRYqJ+JWgSV3iUhkjDTVZA6M1AbkPltVVkpLL+nO42KxMTBCVKXkYEawwBkj5hvAStPWE0NbT+IEvF1/Y48RETzKtwSUm1PE2WOEiIiI3CJmCjrETBeRemAkaC2lJQcyzNkfIdtSWsZK2DWmPiOiF4nP60GdtCwDI1ROVP0+qcQbQkQl154cl2mqzdzpoZozRrzJa4BqmIRcaaprTyIinRzMMPcY6e26xPMr/eZqVbK/yID6oOUGU3xE+b7D1EyoPFdUgeRgUIXvKkRURda3hXH/lMXY0hUt9aYQURWxZIyYJhT1RG0yRpJBD/EYkCiNJdMzRhQ5Y8R43WrOGOlOBlCCPi9qpEEjXo9ROWHzdSIScskYqavm5useltIqFQZGiKqUCGZ4PdCbWHkgSmnlRvQqqUve0FV6FHt1sr+IuYwWkAr+5HuhLkpxufF6nxkjRFSOHpm+DH97ayGen72q1JtCRFXEPIhhvk4O22SMiCCICGQA1owRvcdIXEVXMoBintBjDYwklgsFvIZBIw5AU1lJ7o4VfktJRAXQpmeMZFFKyw3N13m+Lrrq2pOISBdJBkbkMlp6/4xeltKqTc5Sq/RSWk79RYACNl9PfkRuPK0pKjNGiKj8dIQTA5BOzYmJiHrD3FPEXIK22yZjJFVKK7WsU4+RSFxFt8gYCRlnyJpLaYnXMmeMcAYqlZPUBDLul0Rupzdfr8mmlJbUYyRQZRkjbL5eMgyMEFUp0WMk6LP+mefaWDySXJe4Gav0jJGVyVJaw039RQCplFbBMkYq+7PqDWNgxH3vn4jKk8aa5kTUB+KmniJxU+as6CMiD+IE9VJaiQEhn9ej97kzLxONq+hM9g6py7aUlt+LEdIEIF6PUTnR9IwR7pdEbqeX0soiY6TODRkjlT0HuSJV155ERLqonjGSOnnot1u9zRhJ3tBVehR7VZpSWnrGSJ6v4eYeI/LESTe+fyIqT+LcxYEYIspHTFENE1/MGSMxKbM6ImWP2JfSSjVLN9NLaSmqHvBoMGWMhByar4f8XvztR/ti/AUHA6j8a3eqLnqPEQ4AErme3nw9ix4jIb8Xu23biGH9atG/PtjXm1ZUYhzKPNmC+l7mXCUiqkgimBGyK6XVy3WJCH2s4ktpJQIjI2wCIyhUjxERGHFhMS1VninpwvdPROVJYcYIEeVpxpLNGPfUp/jODi24/9wDAdg0X5e+l5ur10jX5AGfx/B4wC4wYsgYSQRGss8Y8aEh5Mfe2zUDSBz3NE2zZKUQlUIqg5MnZCK3a0+Wum2qzTw87fF48OqVh0PVNH2CQbXQS2nxsFh0DIwQVSm9lJYcGEHvboZSgZHEIaOSZ52pqobVW5M9RvrbZYwk/s/3Op3N1xM44YGIyoUI2rqxxCER5W/e6jb89L8zAQBvzFuv/9xcYlbOIBFltII+L/zSII5eSiuWJmNECox0OzZft+8xIgImPikQomqAj3ERKgPiT4anYyISGSPNWZTSAozjW9VEXCKoFTzWVqmqc48iolQpLZ9d8/XcDrZi5psoAVDJPUY2dUYQiavweoAh/Wosj4vgUb4zmMRH5MaZUPJ7duP7J6Ly5ObjMhHl7+0FqWCI3EjdXEpLziBJ9Rcx3naL63NxTW0381UEN6KKii7H5uvOPUYAwCsFXCp5YhNVJ56PidxhxeYu3PraAqxp7bE8pvcYyaKUVjUTpbR4ri4+BkaIqlSqx4hd8/Uc16UYS2lVcmBElNEa0lxrexPqLdBRUQSfKveT6j3FUEqLiKg8sJQWEeUjJqXBygkeimoupSVljCQzOOT+IoA1EGLfYyTxnGhcRVfUqZSWc48R83o5CE3lQOMEKiLXefLjlRg/fTmenbXK8lh7jyil5e7AiD85EMXjYvGxlBZRlYqkC4z0svm6XEqrUusUi8brtv1FkMoYyb+UlvkL91CkD48la4ioXKhsvk5EeVCkgEdMirDG0zRfDyczRmpNTdLN1+f+DKW0knERNJhKaZkzRkSGin0pLR77qPTk3ZATFYjcQfTJEmWzZG3JnzXWuHt4WkzQZcZI8bl7zyOqYnqPEUMpreSgf47ripiarwOJA7a/AgsVr9qS7C/SUmv7uKdAzdf12rl5raUyyXUxeV4nonKh6D1GSrwhRFSR5IkfcrmsmCljJK7aldJKnzHit8liNgRGFOu1OGCXMWIspeUxZLbw4EelJ++FnEBF5A6x5HiSmCwghGOKfp7sVxcs+naVEx9LaZUMAyNEVcqulJa4N8r1IlSsS57tFlc1mO7FKsLKZCktu8brgBQ8yvd8pLl3ZrLCFHkiKkPsMUJE+VBMEz9Wb+3GEzNX6pNugn5vMrsjtZxTadugOTCSJmOkJ6boZWwtzdcdMkbE+g2ltIzxG6KSMJbSKuGGEFHRiEzKHlNgRGSQeD1AY8jdw9PifK3wPqXo3L3nEVUxcSMWsGm+nitxIqsLGQMjlUj0GBnuUErLW+iMkSxX0xGOYeo3m/C93QZb6kdXGvnGm+d1IioXqosD1kSUP/Mszssem4Mv17Xr39cFfYjGVUPGSMwmgxuwBkrse4wYG7QDNs3XTbOURE+ToE0pLQ62UDmQ/4x4PiZyB9F7qztqDIyIMlrNtQF4bc6DbiLePzNGio/N14mqVDRurDEMSBkjOa8rGRiRMkYUpTIP2Ku3ilJaTj1GEvJOGIFm+D+T3zwzF1c+9RmufWFenq9cevKAAFPkiahcKHqPkRJvCBFVJPNghRwUAVKZ1XKPEaeefwFTOdp0pbT0ZbweS4DFnDEigihiYpQ80MTBFioH8r0Rd0kidxDlIM2ltFqTgRG3l9ECUpmjKg+MRcfACFGV0nuM+K09RnId9U/VNU5lMpjrKVcCTdOwri0RGBnWz77HiFcvpZXfCUnLMWPkva83AgBe+3xtXq9bDqTxAN7wEFHZEDNTGbAlot7IFFhIBUYyl9IKZNF8PWRapj7kT13LJ9X47W/n5dcT2SicnU/lQN4NeT4mcge9lJYpY6S1O5Ux4nZiHIrZncXHwAhRldJvxGxmoGWbxWBZl9+r37hV4qyzuKrpA/W1AfsGKXrsKM+3l2sprWoi33jnuq8REfUVvZRW5cX1iagMZLr2rbHJGBGTi8zN1i09RnzOpbSE+qD12nXEAPsMaENghA1dqUwxWEfkDmI8ydxjpLU7CgDoV8fAiK+Cx9kqHQMjRFXKtvl6Lwf95XWJA7Z801cp5JOMz+YGFEhl1eR7PtJcPDPZ0Jy08nYTIqpSqVJa7jsuE1H+zLM4a0xlrGqTgYu4lDEScyylZfy+n81sWa/XY8gkqbNpTHv0roMx8ZeH4/IjdzD8XA6qeJNfcrCFyoH8Z8RdksgdnDJG5B4jbsfASOkwMEJUpSJ2pbSS/+c6JhSRZrtVesaIYFeyAJB7jBSolFZea6lMcl1MDkCWj7+99TUen7G81JtBVDIiUFuBpy8iKgNx08HDnH1cF3TOGAmZAiE+r8fQcL2lPmT7mvJ1fL1NYMTj8WCvYc2GcreAMTDi87CUFpUPY48R7pNEbhBNThiwZowke4wwMJIqpcUblaKzXl0RUVWwrWnssQ8GZCLPdks0h1QsN4eVQG4Y7xgYSf4474wR0Xy98j6mvLEuZvmZv6YN909ZAgAYO3r70m4MUYmwxwgR5UO+jgQSgZGtiOnf1+TQYwRINGAXAyAt9faDQkG/F93JGbZ2pbQEcykuuYeJt0DZ0ESFYOwxUrrtIKLiiTmV0upJlNJqZvP1VPN1HheLjhkjRFXKrsdIb7Mh9EbuUsZIXKm8I3ZcquvkcwiMeAvUZEQ83Y0zoRRmjJSdrcn6rURuJoK2PC4RUW+YJ36YG6HbZozE7XuMAMZrdMeMEV/6jBHBPOHHWEqLs1CpfMjnYJ6PidxBnBe7HZqvM2OEpbRKiYERoirV1z1G4hXYPEKcZHxej+VmVihUxog+Mzm/1VQk4w1PCTeEdPIgDS+2yK1UvcdIiTeEiCqS+fzZHY0bvhelteKGUlqJ59hljMg/G1BvP1vWUEorTcaIecKPnDHi87KUFpUPeS/kPknkDuJeNBpXDedS0WOEzdelSQw8LhYdAyNEVUqvaWxzI5broVYERkJ+rz7jrRIHV+NSYMSJCJjkW2pFPNuN5zVmjJQfuayHHCQhchNmjBBRPszXvl2mma+ilFY061JacsZI5sCIXfN1wZwxIvc0Yd1yKieG5uu8JCVyBfleNCyV09IzRhgY0fuB8VxdfAyMEFUp24wRiEH/HNclNV8XQYVYBZbSEicZp/4iQKrcWN49RvTnV97nlA9N04yfnbveftmSgyH59gdq647hf3NWoyMcy7wwURkRAzCMixBRLh76cCne+2qDZbBCXGsLAZ81MyOqJAaAgnaltKRr9JYGh8CI9LyGNIERn2n9AX/qWlc8xMEWKguGHiPcJ4ncICKdL+VyWnqPkVr2GPHyXF0ybL5OVKVse4z0rve6Icjir+Dah2JwOF3GiJhVl++70/SZyXmuqMKY3y9nZpcHQ2Akz4yRh6cvw93vLcKmjt3w86N2zHfTiIpGZcYIEeXoo8Xf4s+vfwUAGL3DgLTL+rzWrOpsM0acSmnJmd916ZqvW3qMpJb1eVhKi8qH3OvSbfdJRNVoXVsPVmzuxnfSnCPle1FmjNjze1Pne1XV9NJa1PeYMUJUpfSG6YaMEaGXzdf9Xvh9ld9jJG3GiN6HJb8rdXGh77aZUOaAWTnd8Kze2o1X5q6pyKBevsIxud55fn+7mzoiAIBvOyN5rYeo2BSVgREiys3nq9v0rzNdP9hNHhIZ1nYZI/JEhWxKaaXLGLEERvxsvk7lyVBKi+djoor3q6c/w9n/mYlFGzocl5EDIz3JwIiiaugIJ3p1sfl6ahIDwD4jxcbACFGVihSo+bqmaYbsEzEbLl6BpbRSPUacD316xki+pbTgzubr5pturYw+gZteWYBfPzMX0xd/W+pNKTo5ZTnfv91I8mJWnu1DVAlUl2byEVHvrW3t0b/ONFAhMpLlyUPpMkY6I6nm7U5BD0OPkWCawIjP1HzdJ5fSYsYIlQ95P+T5mKjyrdmaOE+ukc6XZnJgRNyXtvekyjI3MzACeYiKExmKi4ERoiolTj6GUlrIvUyU3Euk0ktp5dJjJN8BfXHN77Z7UPOgQTklFn2TnMXS2uO+3hg90dTgS76BETHLJxIvo18uURbcmslHRM4yHQ/WtaUGejL16PLZXCPbTVQS2sOpc7PHod6tfB1fH3IupWWe9CO/Xqqhq+PTiYrG0IqQ52OiitedvDfsidpPmtM0zTCmJJYT9+SNIT/8NlmVbiOXe+dEhuLi3kdUpdLNUMvlIlQuuxMylNKqvIO12GbzrDqZR6/DnN9riY/YbSc1S8ZImbx/RdWwvi0MoHy2qZjkjJFYntGqMDNGqEKlSmmVeEOIqCzMXdWKQ/76Hl78dLXjMmtbw/rXai8CI+I6OmAz6GNu3m5Hvo6vT5cxYukxYs0Yd9s1KZUnltIiqi7iPrPbITASM03KE/eQrd2JxutNzBYBkKpcAlTmWFslY2CEqErZBkZEKa1erAdI3NSJG698GziXgpIcEM6ux0h+r6UPvrvsnGYeNCiXc/qG9rB+gVGJ2U75MgRG8vzbFf1KmDFClYY9RohI9vHSzdjUEcEH32xyXCaXjBH9Gjm5nKZpiKWZqJSNoD+VJVKXJmMkXY8RvZSWC69/qPyw+TpR9VDUVNn1bodJc+b+lqL6gCgn2VjjHPR3E0PGCA+ORcU9kKhKiRNQyLb5eg7rSZ7ofF4PfF4P/KLHSAUerEUJIV+awIi3QLPq1CziIoqq4bY3vsJ+I/rl9VrlxFxKq1x6jMg1Tytw181bTwF7jITjzBihyqSxxwgRSfQJEw7HBFXVsLU7VX4zmjz/1QS8+iQBANhjSBN+eshwfcKAomr47XOf47OVW1ETSAQz7JqvZ8NQSiunHiNS83VRSotBYSoHzBghqhrdUrnm7kgct735FfYa2oxT9h2q/zxmmkwnJuxFYtbxKjczNF/nzUpRMTBCVKVSDdNTs8s8vWgsbu5VkiqlVXmzxVM9RpxPvp5ehY+s9ObraT7spz9ZiYemLSvI65WLcs0YEU3hAHfOwJBn8OSbMSKCLMwYoUojBgXdWE6PiKzERAGn64JNnRHD9+K8VxPwGQIj/x57IIa31GH89MQ1XVzV8MpcY3mudAM/6TKZDaW0HBq0Axl6jFRwf0CqPsYeIyXbDCIqAHny3acrt+LtBRswpLnGGBhxyBgRE3l7m1FZbbxeDzyexHGRExmKi3sgUZWyK6WVaiyePXPTyNTNVd6bWHQxNYuMkeTHle/gearHiPMyk7/emNdrlCNLxkiZnNSNGSPlsU3FZGi+nue+LY4JEWaMUIUR5y03HgOIyEpM8nE6Jqzc0m34Xg+M+I0lrcQ1sj9NySq7HiPCToMbHB8L+bNrvp6ux4heSovHPioD7DFCVD26pMDIumQ/z7aemGEZcymtcPI56XriupXIGqnAOcgVjXsgUZWyDYzo/TNyaL5uWo9fD4xU3tFa7zGSpvm6CB/le5meKqXlvKbPV7emXrUwiSolZ22+XqINMVktZYy4cQaGocdInpkeooQWM0ao0ogBmAo8fRFRH8jUe2yVOTCSPP+FAsZbaHFt7EtTbtZu4OepSw7FYTsNwAPnHei4jdlmjKTrMaKX0uKxj8qAHAxhYISossmltDZ1RJI/UwznVXPz9W5zYKSXpSarkddbudVZKhlLaRFVqUiBUhOjplJa4uaKPUYyESVb7B9VVQ3fdkal1/VUxYC9+RxeLjc8bu8xIs/miUkfwNsL1mPKwk245dQ9EPI7z0SVifRn9hihSqMHRsrkuEREpRVX0meMyGU4gdQ1sTljJGCZPJRdYOS7Ow3Ed3camHYb5QGjukCajBFf5owRltKiciDvhdwliSqbXEpLBEYAoCsaR1NNAIBzKa1CjVdVE2aMlAb3QKIqpGmabQQ+lTGS/bosGSO+yr25SvUYcQ6M9OYzspOp+frSbzv1r/vXBZBmkyqKObhTLrvJmq2pWZ9u7DFiKKUlXZze/d4iPP3JSsxZsRUAsKUrii/XtqddFzNGqFKJcwDjIkQEpGaxOl0WbO6KGr5P9Rgx9fPwGcvN2maM9Lb5evL6O+T3wp9mHeYeIwG5x4iHpbSofMiVC8ql5C4R9Y5clUA+93WGU/eeUdM9o7iXTI0zZTc5zw30CRY8NhYVAyNEVUhOVzT2GMl99N0cYBE3XpUYGInrgRHnQ59Xb1Cfb4+R9E1+P13Rqn/t8XjgqZJaWub9ohxuwjVNc32PEUMpLen4IAc5NE3DD+6cihPv/hBLNnVa1gEkPkvRcJYZI1RpRFDUjccAIrJSMpTS2tptDIyIQ0fIlLkRMAVG7MrNBv29u84T1/ENacpoAel7jOj983jsozJg7DFSuu0govzJ95iyrogUGDFljIjyWyylZeVlhmdJcA8kqkLyySdk12Mkhw4aMcWpx0jlHaz1jJE0PUZ606Dejni+0z3oEiljRNW0XoSsypNlvyiD3WRzV1QfzAfceRPWYwiMpD4LfVBI0fDZqlZ9duxnK1tt1yNnicifKVElEH/7HBwkIiBz8/Wt3THbn4cM/TtSARHxf8Tm/Bj09W5GrBgwqkvTeB2wXtsGpO9TPUZ47KPywvMxUWXricVtf94pBUbM/S17kudINl+3EtcRPDYWF/dAoiokpysGbCLwuRxnI6YTVroyAeVObHO6HiOeApUbEDOTndYi/45UVdNvWitdOWaMmGuEu62UlqZppjRnVfpa0/9/fvZq/eedYfvBIDlLJBJXWAKBKopIS3fZIYCIHIjec44ZI6ZSWkKNlDEiX2eLyUN2pSZ7O/AjnlcfzD5jJOjzGjKROdBC5UTeDTWN5bSIKplTxoghMGJqvi4m7EWVxP8hBkZ0YkzowSlLcOc7C0u8Ne7B5utEVUgMuvu8HkMQwKOXicphXabm65WdMZJ4L8XoMZLKGLFfUVy6QFA1VE2PEfNNdznsJnIZLcBdAwN3vrMQj81coTe5A4wXp2I/7IrEMfHztfrPN0rN82TmzJuYovW6PAhRsekBaxcdA4jIWTxDeT1zKS1BDozYNTmPxK0DRXkHRjKU0pJ7jARM2SOpjJFebQJRQZn/3jQtdf9FRJWlO5K5lJa1+bqplBYDIzpxSfHiZ2sAABcdPgr96oIl3CJ3YGCEqAplqteYSyktsS7RxFHUPYwrlTewlFXGCMSsuvxeS1zzO61HnrWvapreGLPSmQNmuexrfcWcMeKmZmZ3v7/Y8jP5b1f8TSz7tgsd0gWsU2Ckx9RXJBJXeDFLFYMZI0QkE4M1Ni1BAKTJGJHOe4Ym58nrS3OjWcAarMjW8P51AICRLXVplzNkjJjOy3rGCA9+VAbMe6GqafBWTVFhIndxyhjpCDv3GNEzRthjxMLcC9cuA5UKj4ERoiok0hLNN0Z6/4xcMkbiDhkjFTi4LAaE0zdfT/yf74B+phnJMUPGiJY2i6WSiP3C5/VAUbWyGIA0Z4xU4K5bUMYeI/aN1J0zRhTT9yoaawq8gUR9QNM0KWDt8oMAEQGQ+mzZHBOicRVdycGb+qBP/xowl9KylqwqZCmt7+zQglfGHYYdBzekXU7uMWIuo6tnjPDYR2XAfI9UDvcKRNQ73Q49RtJnjCR7jCjMGDEzD1OZPzvqG9wDiaqQuS+I0JukhGjcWPvRp5fSqryDdHY9RhL/F6qUVmJd1pXJmRWqmsrEqXRiNqII9JRDyZrVyYwR8RFXYhm4QpIvsESwMGwq+7GxPWz7XHNgxK5cCFE5kv/sXX4IIKIkMUnFLljamiyj5fXAUsaiJiCXrZJ7jCS+Np8rgd7PiPV4PNh3eD80ZCyllS5jJPG/269/qDzYZYwQUWFM/WYT3pq/vmiv15NFjxEx0VacO8U50mnMys3kKiK7elbCv2Ia0L42zTOoELgHElUhp7REUSYql8tPcdMoTlj+Cm6+nk2PEa+nMAP68kW+3arkwWlVq77m62KgoBzudUTGyJDmWgC8AZP/dsXXkZgx0Lkpy1Ja4VjlBUjJneQBwXII2BJR6YnrQrsSU1uSgZH+dUHLoE3In6nHiPHcaG6G3hfkbGjHUlo89lEZMO+G3C2JCkNVNZz/yCe44ok5jvdyhebcfF3ub5k4J4oAvxirYiktK3my7G/8L2Dbl38MLHyzhFvkDtwDiaqQOMmEnDJG8mi+Lpo7KlXaY0TUGytUj5HEuqwri5tKaVVHWMRYSgsoj5vwNVu7AQDDW0RgpJRbU3pxQyktkTGS+Fn/ugAAYHNX1DZ11xxAYcYIVQr5WFQOxyUiKr14mlJaW7tiAIB+dQHLdaNjxojPvsdIb/uL5MKQMeJUSsvtF0BUJsyltLhfEhWCfC7b2m3fI6vQnDNGYvrX0eS4R10wERgR95hsvm4lZ4z4kLyW8PDz6Wv8hImqkFO9xlRcJPsLUHOKo7jXqsiMEdFjJM2shFTGSH6vJT/fblXG5uu9K3NWjsTbEoMApd5NOsIxtCebv4kGpm5pPuo0Kz4qBeViyV9YJJkJMrAhpGdU2c00susxQlQJjIGREm4IEZUNMThjV8JbDCq11ActmcaGHiP+1GPiGtJ8jVyMQZ90zdfFdvHYR+XAvB8yMEJUGHLwu1iB8O6oU48RKWMkOZ5UF0ycO/XACHuMWMiTHDxiFMnrc1iaCoV7IFEVyhR9703z9YApY6QSL2Ljpv4XdnoTPLIjP9++lJb5h6ltquQyL2KmilzSoZTvR5TR6lcXQGNNIhuiEvfd3og6NGsTGSOqmmpGHZb+zgc1hgDYN2A3l9KK2NRRJypHxr5O7jgGEFF64rhgd50iAiP96oKGxuYAEDI0X5d7jNhfXxYlMJKm+bqexctjH5UB858bd0uiwihNYMT+XrAjbG2+Xh8SGSOJbXOqcuJmcmDEK8aTmDHS5/gJE1Uhxx4jorF4b9ZVFT1GMpfS6puMEZtSWpbm9cW/kOkLevN1nxzoKdXWAKu3JAIjw/rVppqvuyQwEo46BEaSvyP5b1hkgvh9HgwWgRGbBuzmDBFzHfWKsXkJ8OJlwMavSr0lVCTyIdctwVEiSk8Mzthdd23tEj1GAvqkIKFGGsQJSI85XV8WJ2NE6jHiVEqLxz4qA+b7okqeEEZUTuJlFBjpijgHRqLmUlrsMaIzBkZYSqtY+AkTVSHntMTc6zVFFcWwLnGwruQeI2kzRkTwqM+br5tvClJfV2LQSVBsPuNSDkKKrIchzTX6vuuW+y9zdocgLk7l4JwIcPi9HgxuqgFgnzFiLaVlfY1wTMEH32wq75mpT58NfPEs8NAPSr0lVCQKS2kRkYm4ZrHtMdKdqI/eP4dSWubMEn2ZIgz6yJsYsDRfT/xfyRNvqHowY4Sob8j3XsUaT3AqpdUpBUZEGeeGUKqUlqZp5V1Ka/Ek4J0bAcX+/fUVr4cZI6XAT5ioCpn7ggi9GfSPxRPLhqogY0SUEPKlaYLpKVAdZvnpdh933KHMEVDZN65iv5AHAUr5dqLJ5uChgE//3Vby55uLzIGR1OcgSmL5vd5UxkhHBK3dUXyzocNxnXYZI7e98RV+9sgneGzG8ry2v099+03i/2hH+uWoarD5OhGZxaTSkmailFb/uqAlE0Qu+yFf7/gcGsYVYzasx+PRr9HNr8dSWlROrIER7pdEhSDf26Uba+iKxPH5qtaCZGs5NV+XM0aieo+RRMaIpiXux1OltMqwh8akW4GP7gFWzijqyzJjpDT4CRNVIcdSWsn/cyqlpRjXpWeMWEpBlb+i9hjJWErLlDGS5rFKIm5u5Ab3+X6W+dADNV6PPmPSLTdg8oXqD/bYBmN2GQQAiIvSIVLWkghw+LwetNQHAQCt3VFc9tgcHPfPD7B6a3diuQwZI3FFxaufrwUAvLVgfSHfDlFe5AFBlxwCiCgDcY1gd9klSmm11BkzRnxejyEYYgiMOFxfFqt+ushYCfqN28FSWlROzPcFbrkuJ+pr8t+SU69JALj51QU47b7pmLFkc96v2Z28F2ys8Rt+3mFXSivok36mZeyLW1LhtsT/kfbUz6JdwPwXgXC7/XMKwMeMkZLgJ0xUhZxOMp4s+2eoqoZJX27Apo6I1Hw98VxfBWeMpHqMOB/6vAXIGDHPvsiulJa1JqimaXjy4xWYv6at9xtTZHaltEp5vyMuCgM+b+p3W4H7bm+I7I4RLXX4788OwugdBwBI7XsxuZSW1GNEDOBE4ypWbumGpgHr2hL9RsKmDBFzxsjHy7bo5UfmrNhqSKMmKiWFGSNEZKKX0rLNGEmcy/rVBQyTPXweY2AkaGi+bn99WaxBH/H6zBihcmY+BfOUTFQY8vhMNE0fyFVbEhPe1rT25P2aosfIwIZExQFxH2nXY6QulAqeRBXVscpJWYj1GP8HgNd/C/zvQuDVK/vsZdl8vTT4CRNVoUz1GjNdf364+Ftc8ths3PraAumElYjwiwHvShxYyq3HSO9fJ5sUcXN6q3yvKm7QP1/dhhtemo8bX57f+40pslTGSHn0GBHZEX6ft2Bl0iqFyOaoCZjL4CX2PXkgKCz1GAlKgRFxLBEXtJl6jLw5f53+dUzRCjITqU94yjBlm/qU/HdfiecvIio8vZSWzTFB1E2vD/ktGSPyNU5A+tqpVGsxeowAqQEV8/U/M0aonLCUFlHfULMMjIjxnXwnusrlsAYkKw5s25zoVdkdVfR7TT0wEpAzRlRLZZKyogdGulM/+/zpxP9fvgJ88Tww8WpAtS8l1luGwIiHpbSKhZ8wURVK1Wu0L6WVadR/Y3tidvjGjoglyCKyLeIV2HxdlP9yao4JpJpX5lNz03yBb7cm8+xE+XvxdXtPYrZiW/L/SqDopavKo8dITL/g8uipqW65AROltGqTF6Hib1jvMSKX0koGOHxer35xGlFU/VgiljXXkTVnjLz/1UYAwA6D6gEAH3yzqUDvpsC8DIy4jXyz6JbgKBGlp+iltKwHBTkD1mcppSUHRrLoMVK0jBGPZZsAuQxuUTaDKC1rKa0SbQhRlTFkjKQ54EcLFBiRG68PaEgERrZpqtF/1pV8PJrsWRv0p+4zY9J9ZtlljGgaEOtKfB1zyKp5/0/A7IeBNXMK+tJe9hgpCX7CRFXIsceIczzAQJTaicZVxEwnLL9+c1V5V7HZZYxkV24sHfNTbUtpmXq0xKSLF/OMfnNfh3KmDyRIgwaFaOzWWzEpY0T82t0SGAnHRcaIyPYSF6LW0iERqWSeyA6LxqXASHKfFJkl4lgye8VWvDkvkSWiaRo2dUYAAOccMgIA8MXq1sK/sULw+jMvQ1VF3t9LeUwiovKROh9aH5OvZ9L2GJEGdJx6jBRrNmyqx4g5YyTxP499VA4sGSMVeE9JVI7s7u3sRJL3iOkatHeEY7hv8mKs3NztuIwoo+X1AP3rEoGRAfVBffJAZzgRGIlJpa3FY7G45jiZt+SUKKAlP5uYw/sPtyb+79la0JeW5+/qpbQ4oa/PldkeSESFEHMopaWXicrwfDEIKpfSMTdfr9YeI0I+g+eW59qsypxxY5cxIv5PN+Mj621SNWxIZgLlqrU7askUcHwdTXzGcikt4zJy75q+Jv4W/D6PPgNDdcmMST1jJNnoTgyYiIvguCoH41K/N3FxGo4p+r4n9ldROqu5NgAgkRHy8yc/xaINHYjEVX2QaWi/WgBAtFwzy1hKy3WMPUZKuCFEVDbEedC25GnyQOH1eIw9RrweQy8RY4+RUmeM2PcY8aaZ1NQejuG/HyzVs8WJ+lo2E8iIKHfyMT6rUlpp7tOue3Ee7nh7IS5/wjkjQgRG6oJ+/X6zPuRHfbKXiOhloves9Xv1yQRRRclY/r1k5GCIXcaIxwdEOhJfiybtBeLzejAIW+GFyh4jRcRPmKgKOTWy8iC7bAhx8pJTHEN+Y2CkWjNGRB3mfN5dNrVzzc3X5UCT+FoM5EVi+Y/k/+WNr3DoX9/Dx0tz6/nQE1Uw5o4p+OH907NaXsRw5NmU8gzFdW09+O7t7+GKNBdZhRSXAntuq7EtghiilJY+Qye579kFN+UeI3LTPLGsWGe/ZGBE2NIVNTRab6pJPK6UaxQqi+AoVRfNEBhxxzGAiNJTbDIo9cf0a0avTcZIbj1GipUx4tRjxJfm+ueKx+fgL298hVteW9D3G0gEa+YSz8lEhZFrYMRcwUI28YtERYCv1rU7LiNKadUGfRjUmGi+PrgxhJZk9shP/jMTr8xdYyhtLcYIwjFV396y6zESlQMjya/l45THk8ooKXBgZGRsCT4OXYk/+x+GJ00prbbuWEWVWy93rCVBVIVSWR6mWdF6xkj6C1C9lJai6oPJAV/lB0bEDbBTqQMglVWTz0V6Fgkjhtn6ZnrNa1FKqwAZI1+vT1zULFjbjkN3GJD18zZ1RNDWE8s6Y0TcdMuDCPLnsWJzN2KKlvYiq5Bi0sCGuOZyyw1YjyUw4txjRPD7vPqAihzoMDdfb64LAlJqtd/n0dOlG0J+PTulbI8TzBhxHfkwyrIdRASkBoXS9RjxmXuMeEyltMoqYyR9jxG7Y99HSxITZqYuLNOeYFR1zHuhW67LifqaITCSTY+RPDP7e/SMER/OPXQkmmoCOHHvIRi94wDc9sbX+HJdOyZ9tVHfloAv1WNEvs8sv4yRHuvXonQWAKipbS90YGRofDW8Hg07etfB5xAYicZV/OCuqfB7Pfjw2u+lHdui7JTZHkhEhZCpkVWm608xCGoopVUVPUaSZZXSZowkv8irx4ip+bpdiYY0FyLisxWz9KNxNe+60CLVNdeZBWLQINssC3HTLfcYkW94xHvrCMdRDDE9ddejB/ncMijaE02895qgscdI3LR/yeSMkU7pd5QqpZVYpzljJBJX9QvchpA/NQhTrh81a7W6jrHHSAk3hIjKhnkiit1jdj1G/A7N172lbr7u2GPEPmNk2bdd+tejd8x+0gxRPqwZIyXaEKIqIx/j01WcyNRjZEtXVP965IA6x/WI8YXagA/NtQGc952RaKkP4oidB+Ga43YFACxc327bY6SrrAMjNqW0OjfaLxsp7GRPH5Tk/3IpLeO1xcot3djYEcHatrA+aZHyU2Z7IBEVglNgRB/zzyUwYlpXqsdImZbISUPuo+BElBvr64yRWJpZHPqNurSifPuMdEd6FxiJS2UmsgnO2PVxkW94xO+gMxIvSoBCvF7A64XHU+aD9b20cH0HvvPX9/DUxysNP7dmjBh7jNiVufJ5PQglB3nk4JX4exfr7FeXJjBS4y//4wQzRlxHZSktIpJompZqvp6xx4hz83X5WtsxY6RopbQSr+OUMWK+lHzvqw361yE/z4tUHJb7JJ6TiQpCvreLKvYD5pqmSaW07P/25q1JZUGky0XoljJGzHbZthEAsHRTl75c0O/Vz0/ivtHjST9ptSRiNqW0OjfYL1vgjBG/J/G7MfYYMX6+KzanJjWkG1Oi7DEwQlSFHAMjDjPZLM+3yxhJnsTKvkROGopNNoNZtg3q0zEPutld76drXq/3GMmyTmg2umOJi4/W7miGJY3kk202v3I9MOJJZd8YavtLK+mM9n3WSCp11wPxa6+2HiM3vDQP69vDuP6leYafm3uMiOaxoiG6XdZSQCql1WEopZVYVqRMmzNGonFVzzCpD/n1eublGhdhxoj7GAMjJdwQIioL8jWW3TEh1WPE2Gzd7zWX0jIGTewEilxKy9JjxKGU1vtfp2bARvK8ziTKlrWUVkk2g6jqyGPkTmMHMUXTxyacxnPmS4ERueSVWU9yfKEuaO3QMLS5Bo0hP+Kqhq/XJxqVB32pwEhXctJm0OfNeoyqaHLJGAkXNmMkgFRgxOPQfH2FVM4638mzlMDACFEVEgfIkM8hYyTD8+NSjxFrxoixHE8lies9RpwPfYXIKjA/1TwTStO0tIElMdtD/ozzvWEVGSOtuWaMSNuQTTBMBB18UoaG/Cx5fcUopyWyI/w+L7zJgYFqm5nm9Lcoghi1QfuMEbvn+aRSWobXUFRs7AhjTWvi4nDHwQ2Gx6NSxkhjiBkjVH6Mg6DVdQwgotzJ50C7DFZx/jL3GPGmKaXl8XhsgyOiEW1fE69tvv53KqW1vj2sf81Zp1Qs5lMwz8lEhSHfdzkFRuSBdKfj/rzVqcBIuvv1dBkjHo9HzxoR2xLwefWJAqKUVtmV0QJMPUZExohTYKSwGSOilJYXGrwOPUbkjJF8J89SQs574QcffIBTTjkFQ4cOhcfjwcsvv2x4/IILLoDH4zH8O/744w3LbNmyBeeeey6amprQr18/XHzxxejs7MzrjRBRSlTqqyDz2Mzgt6OX0pIDI6L5uqfyM0YCWfQYyWfwXDOdn8xrimVodCYCOGohM0Z62WMkbsgYyaWUVuqzNPYYSa2v03Sh9enKrbjk0dmGmtf5Ep910OeVeowUbPVFk+7375R+LMpe1Ziar2fqMWJXTiOuapiSbMy6z3bN2LapxrJ9HTY9Rsp2nIUZI64jH4c4BkNEhokfNgcFca1g7jHi93oQkDNIzGWrpJmvo3cYgD+dtid+csjwQm12WnrzddP1v9hE83WcXIOegytULNYeIzwpU5Xq3gLEwpmXKxD5HtcpkyAi9aSIKxpau6PoCBvHB9a2pQIDkbjqGEAREy/tAiMAsGsyMCIEfFLJ5uR9Y6gcAyNROWMk+ftzKqVV4B4jopSWD6pj8/XlUsZIpnElyk7Oe2FXVxf23Xdf3HfffY7LHH/88Vi3bp3+7+mnnzY8fu6552LBggV49913MXHiRHzwwQe47LLLct96IrKVCmYYT1KetFUiU8TJT9NSg6vmHiOVGBiRZ/85KUDvdZvm6/bbAdhfDIjP1tBALY8bVlXV9N9jW3eOzdelk202WUKqHhjx2GbfyNdV5ouwM+7/CJO+2oCrn5ub0zamE9MzRjyOMybL3Vfr2rH3LW/jH+8stH3caX829xgRAyaxND1G/D77jJGYomFysuTG0bsOxqbOiOHxiFRKS+4xUrY3uwyMuI58HCrb/ZKIikZRjMFS82CtY8aIx2MonxX0mYMQqe+3aQph7Ojt0VRjLD/ZVwY0JDJTBjaEDD9PTQwxvke5aSszRqhYrJn1JdkMor7VtRn42yjg3oOK9pLyGIPT2IH88+6ogmPunIoT7/7QcA7sMpXPMn8vPx8Aam1KaQHArtuYAiN+rx641zNGitSDKyd2pbS6NtkvW+geI1LGiF5Ky3TfunKLHBjhubsQ7PfgNE444QSccMIJaZcJhULYdtttbR/76quv8NZbb2HWrFk46KDEQeKee+7BiSeeiL///e8YOnRorptERCYR0RfEIQKf6QI0GrcuINZV7T1GClFuydp83Xyznfo+6PdaLlwK3WOkR7rxzbWUltLLUlpeTyoMJ3+W8gVbh8NF1oY248yacExByN+7+qMxvceIVwr4Vda+e+PL8xGJq7jn/cX47bG7Wh53CozoPUaCxmas4nOwm2Hi83ptjxs9MQUfLvoWAPC93QajscZ4+RCNK/oFbkPIrw/CxMv1Yk0upaUqDJS4AEtpEZEsZpocoGrQe5GpqqYHU30ejyErxO8zBkrMjc7l7JJ0pVv7wi2n7onT9huG7+440PDz1MQQ4/IMjFApsJQWucLKGYn/21YV7SXlvyWnsQN53OHbzgi+7Uz0H40qql41QPT/EDrCcfSzKQnZrfcYsb+P2mNok+H7/nVBqcdIpZXScmq+XtiMEZEl4oEmNV9PfUZxRcUqKTDCbM/C6JO9cMqUKRg8eDB23XVX/PznP8fmzZv1x2bMmIF+/frpQREAOOaYY+D1evHxxx/bri8SiaC9vd3wj4icOTdfT/xvHqg3s7s5MmeMVGSPET2bIU2PkeT/+Vyjmy/wzR+V3PTaNmNEswZGInHFsly2uqQm5209sZwCA/LAgV0NbjM5Y0TciMsvJ78np5qlDdKg+/Jvu7DfH9/Bra99mfU2y8RnHfClMlgqLai3sSN9CrZjxkjUmDGil9JSrPuX4Pd6bGfufLm2DZ2ROPrVBbD3sGbsMKgBk393FH6wxzYAEhfTeo+RGr8+MFS2H7UcCIlHnJejqqEaAiMl3BAiKgtxU5RAcSit5fd6DcEOb7JUtMgaMQdGfNLkG6dSl31lSHMtTtx7iOW6wK75uqZpCMczzy4mKjRrKa0SbQhRXwrWpb6WB9r7kHxec+wxIv1c3Cuafy6PHQDODdh70vQYAYCDRvbHNcftigu+uz3u+sm+GDWwXj9ndpZ1YEQq6603X3cKjPRNxogPqm2PkbWtYcM4HCc1FEbOGSOZHH/88TjjjDMwatQoLFmyBNdffz1OOOEEzJgxAz6fD+vXr8fgwYONG+H3o6WlBevXr7dd52233YZbb7210JtKVLWiyUF08wBntrdntoGR5Lr8lVxKK3mxkO5GNVX+KY+MEfP35vIMSqo8g9cmC0KxGbjOK2NEuuhRVA2dkTgasyzrIF9gZVOCSs4Yse8xkvra3GNEaAilTk3z1rQhHFMxd1VrVtvbHY2jTkrnjYksIa/UY6TCdt1NHekH7rPtMSIypWJpmq87ldJq70n8rlrqg3pW1aiB9RhQn5g9FI2reqCr3tBjpEw/bDljRIkAqHNclKqD+filaVqvstCIKL1Zy7dg26YaDG8p7+Nq3JIxYn+t4jNliOh9PHxexBQlfcZImgzlYvLanJNjimb6noMrVBzmK0NmjFBV8kkZFj2tQKC2z1/SkDHi1GNEmmzZY8gaTDxX0zRDU/XuqOIYGEmV0rIPjHg8How7eifDz4KVmjES6Uj87/UDqvR5xHuAeBTwWzNqekNkjHihwusRGSOpa4kVW4y9WJkxUhgF3wvPPvtsnHrqqdh7771x+umnY+LEiZg1axamTJnS63Ved911aGtr0/+tWlW8dDSiShR1KqWlNxZP/3y7EjtiZpy3QmfdA1n2GMnyM0rHfIFvXldqsN4+MGJXSiufmXzmdNjWHPqMyKWQsiqllVw8u4wR++1okII24kIsm1/HnyZ+iT1uehuzl2/RfxZLfm4Bv9ex+Wi5C8fS/+6dMqDMPUZEs9jU/mXTY8Trsc1iEqnS5mCrOMZE4io6I4nfZ0PIbzsIU7bi0VJvARWBeVeshF2TqNKsbe3BWf+egcsen1PqTcnInDHiFBjxe43N18X5TfwsaGp0Ll/XFTtjxInPpsda2JSJ7DSIRlRolpLDFXZdTpQVOSM93Fqcl8xiUqWxx0hqgF8sH4mr+jlwcGOiX5XTZEY9YySQfUliMaYkxifKs8dIj/Vr0YS9frB1+QI2YPd7RI8ROWMk9fnKjdcBNl8vlD7fC3fYYQcMHDgQixcvBgBsu+222Lhxo2GZeDyOLVu2OPYlCYVCaGpqMvwjImfixGYe4BRdHzIdPs2zxoK+VH8HMeu8EktpKVJAwklBsgoyPFcEG/ymhp6CXfP1/HqMGC9m2nLoMxJT7QcKnIiBBZ/Xowfi5MEGeb+RZ5/I65b7V4gLsWxumh6etgwA8Le3U03KRTAsIAVqKi0wkonT9WTYNIvHnDHi2GPEZoXdkTgu8b2OA9V5hp+LZaNx+1JaZdvoXpMGhBSW0nIDcynAajsOEJWDTR0RaBqwvq04ZUPyYb6Ola9D5Me85h4jUsaI/L/58cTX5THgo08Mkd6X3F8EAGI2/QWJ+oK5pHMF3lISZaZIE696thbnJbMJjEgT7uTJd2L5bqnSxODGGgDOfUFFYKXOofm6nYoopRWVsjKUSKIfZTx5XVM/0Lp8Actp+bRU83W7HiMrvjVmjDDbszD6fC9cvXo1Nm/ejCFDhgAARo8ejdbWVsyZk5pJ9P7770NVVRx66KF9vTlErpCxx0iGASFLYMRvvSG0m21e7lI9RtJkjOhfFa6UlnkATgxI+31e2FVyEYP5ah9ljOQSGMk9Y0QupWUNMsmfhdxjRM4eaZAursSFWC5jmAGpdIX4rAN+qZRWFh9lVJotU0pyunNTjf1Fp9PAiyVjRG++rkHTNNv3F/B54PV6DJ8hAAyNLMONgSdxRdcDhp8bMkbC1ubriqqV50xAQwo0M0bcwLy/MzBCVHji+rES+lVYSmlJ36bLGBHXkP5seoyUSyktm4yRiCkblRkjVCyW5utlcL1NVHByxkhPa1FeMptSWlEldW9pyBhJ/lyUuKoJeNFUGzD8zKxLZIyEcsgYSd47ij4mQX/2zy0ac0+YWE/q91k/yLp8IQMjoseIR7UNjJgzRnjuLoycAyOdnZ2YO3cu5s6dCwBYtmwZ5s6di5UrV6KzsxPXXHMNZs6cieXLl+O9997Daaedhp122gnHHXccAGD33XfH8ccfj0svvRSffPIJpk+fjiuvvBJnn302hg4dWtA3R+RWemDEYSp5zhkjUmDEZyrHU0nEja75JlZWiIyRTKW09CwGn0OPkeSLxw2Bkd43X5dnfgC5ltKSGxZnHxjxeaH3GJEHxuX1yYGRrdI2yR+JuBDLZRBTDhTEpOwcu4EBOx3hGA7687s4/5FPsn7NvrKuNdV4Xe69IpMDfXIgy9xjRA52KKpm+zcs1mU+dniTTehqNWMj+FDyYjaqqHoQq0HqMQKUyUzANXOAew4Cvnw18b0cGGHGiCtYe4yUaEOIqpiYjFARgRFz83WbUloeT6J0ls8mMCLOrebsbPkaJN1EnGKy6/tlzRgp/98ZVQfrBLKSbAZR3ypBxkg2zdfloLg8RiDO2yJg0RDy61UcMpbScugxYkfcY4p1FqWU1js3AlNuz375WLf1+7gopZVnYETTgLlPA5u+sX3Ynyyf5YEGj9R8/ZdPf4bLH5+N5ZsT9+RivIQ9Rgoj571w9uzZ2H///bH//vsDAK6++mrsv//+uOmmm+Dz+fDFF1/g1FNPxS677IKLL74YBx54ID788EOEQiF9HU8++SR22203fP/738eJJ56Iww8/HP/5z38K966IXM6px0i2t2dR081i0KaEQDnMps9VNhkjsBnMz5Wldq55O/Qm8N60pbTULNJhsyHPBgGA1p7sZ8jHpCmU2QTD9FJaHo9efk1+llOPka3dqW0ylNsKi8BI1ptsyhgRQahUjxFN07C5M4J2hx4nkxduQns4jmmLv83+RfvI2tbUjJWYw4cgz2QVf/uqqunp0alSWqm/47iqGYIo5nWZjx3ReOKz8nrsg6aRmKoHsRpqjIGRsjhWzHoE2LwIeG5s4uJVlQaE4gyMuIH5mM6MEaLCExM/FIdzTDkxX9PY9RgR50RDxkjy2mbcUTvhjP2HYa9hzYb1yJd15dJjxK7nm7l/WaTMf19UPawTyMrwfPz168BnT5Z6K6iSxaXJZEUKjBgyRrLoMSJ/LZYXlSbqgn59Ul6mUlq1gVxKaSXOR6KUll1vy4Lq3gJ8dE8iMKLYvw8Lc2BE/v3JpbS8yb6oufQYWfUx8PIVwOtX2z7sFRkjUPVG7BFFw2ufr8XbCzZg8cZOAMDIlrrEpvLcXRDZ78FJRx11VNqT19tvv51xHS0tLXjqqadyfWkiyoKqavqMPWspLTHqn34d5lljxowR9hjJJNMFv57F4PPYltKy6zGSz+zLfDJG5EHtbFLdU8Enrz44YBhscCil1SZtkzyYojdfz+GmyZhBkcoSEvt/RziOA/88CQCw/PaTLM/f1FE+A+Wr5cCIw4WP/H43d0axMtqNkS31+s9EKS1zAMUuYCFmupqPHZqiAn7Ap9kfG6JKqpRWYyhgyhgpg2NFgzS7Z9pdxsCIwlJabmD+86nAUxhR2ZPPU5G4agjIlxtz4Ea+xhEBHnFNaJcxctbBw3HWwcMt6y3HjBGvXcZIMhO5MeRHRySOmKJC07TUvQJRXzGX0irH8/GLlwPRTmDXE4C6llJvDVWiEjdfdxo7GLHoMYz1rcfjyrGGn4vxo1TfEB8a+iBjRFTuiDiUfi84PcihJfqE+BqzeI6plFb3ltTXcsZI8zBg6/LcMka6vrWuU+KHtceIYspn8Hk9GDmgHss3dzMwUiDle7VKRL0i1xl07DGSYR3musvyDHxxk1eJ9WDFTXA2PUbyeXeW2rmWUlqpwXq7Ulricfk8V8iMkfZcmq8r9kENJ6oeGEkF4pzqdsvN1+WMETkzojc9RuRBiaieMZIqpbVqS2oWiF2Jsm87yycwImeMmMt+CPL+de0LX+D4f36IZ2et1H9WY+oxItZlF9wU9dDNxw6RKeKFfWAkHFP0OrP1IZ8+oxYolyCq9Hf2+TOmHiPl8/umvmM+fpVFwI6oysjXDOZSTeXG0nw9TcaIfP7M1DdEvsZMV7q1mHw2pUTFgJYolaJp5XK+pmpnbb5ehvtdtAOAZp05TrRlGfDF85lvTktQSstQbcJuwDzahf2//H+4xf8oQjBODDNnjNSHUhkjnRH7sYPuWO8DI0Kfl9KS7/NiYeflZE4ZIx4fUNsv9fOm7RL/h3PIGBGZRA4T87zJ5usepHqMqKa6L9v1r9U/c3OlF+qd8rhaI6KCMQRGTCcafdA/Y/N1UyktqSmWnDFSlqnPaaRudJ0Pfdk2qM+NQ8aI12MYQBb0jBHVOPOyt/LrMSKV0srixKs3X/d6Uj1GpPdv7DEil9JKfa1Iy3Qml8mpx4g0aCFnjIg/B3nQ324GzLdllDEiB0acmqvJ+8lHSzYDAG557UsAwLB+tfrfrE/6ncQV1bbMiVg2ZGqEJwIi5sCISH/e2pW6uCvLUlqa9DcQ7Tb1GGHGiBuYj+kaJ1gRFZx8ji92n5E3563DWQ/OMJw30zFf08inKnPpVfmcZjehRea3mUxUauL6Rx40E4Er0VwXYEkOKg7rBLIyuE6UyTO61CxL75B7PHAY8OIlwGePp1+uBM3X5eC27aTKWBgeaPB5NNTCeL8rmq8bMkb0wIhTKa3Ec2pz6TFimnzX5xkjckmzePL6oHNT+mBG1BwYSWZ3+GuAkJRx0iwCIzlkjIj7TtVhPEZNldLyiIwR1XgtMXJAvR5gYn+wwmBghKjKyCdBS2Aky4wR84lUPmH5DSVyereNpSIyEXxpZvvZ1WHOVcbm66LHiM9rW0qr8BkjyYuWZOZALj1G5AusrJqvyz1GYP0s5dmK8kVWq6HHSOq9ilkr5ldeuqkTX6+3v6Cxa74ul9KKO2StCOWUMSKX9RJlLszSzfA8Zd+hhu9FWZOYQ/N1vZSW6djhyxAY2ZIMjAR9XoT8PmMprXI4UJhLZzFjxHXMAbqyG4ghqgLmUlrF9PMnP8Uny7fgplfmZ7V8zJQdLZ+rxNfinClf+2bqGyIHTsqtx4h8DRZO/n5ExggAxOI8LlLfs/RiLLfdTr5GVMs7841KIJZofo0vX0m/nCEwUoSMkXCb4VrXduxAGoyvccoYSY4bNBgyRqx/B3FF1Z9TF8y+Q4P5HrPvAyOmjJE1nwJ37QH85yjn5ziV0grUAEERGPEkSmkBuf1+9YwRp8BI4vjjhabffyumjJGRLXWGctaUPwZGiKqMOEEFfB69prBZpgtQ84yxkHQCM/RvUCvrQJxNjxFxP5vPoFmm5utiO+TyTsbHVcs22JV8ypaY+TGkXw2A3DJG5H0hm5n/qjTL0rbHiLTPtIflwIjUY8QmcGFuivq9f0zF8f/80DawIUq/aVpq8N/vS2XnyO+pwyZjZFMZBUbkz0jT7H8H6TJ5zjhgmOH7QPKXEos79RhxKKWV3IstpbSSxwYRTBK1aOU/sbIozSGnByhRU6CkfH7f1HcYGCHqe8bASGkGFDdmmfWpmM6d8jEibcZIhmCHoVF7mQRG7MrgioyR+pBfv/aNKBwEpr5nPvuW3flYzjJmeik56dqU/nGliIGRD/8B3D4S2347U/+R7YC5NBhf4zEGRiJ6KS2RMeKXeoxYxw66pXKZuZXSMp4XixoY6VgLPHpq4l5wyxLn4IQopVXTnPhf/P78tUCoIfF1qCnVb6T72xy2J/m5O1Us0ERgRNXvu1XTsP3IAXXMGCkwBkaIqowIjNjXa8zuBs0cGDFmjKS+LosSOVnSNE3f3rQ9RvogY8T8vVxKy66ql7ghlwNPhcgYGdavFgDQlkOPEXnQPbuMkcT/Xo8n1WPEpjwFkHhPYuBE7jFiW25LWse6ttQsjm6bwIhc7k0IeFP9XGKG9duV0kptS6nLxZn7wZjL3AHOgYc9hzZhl22MDeYCyb/luKrarsvn1GNEZIxoxkETsZwI4IiZRR6PJzUQUw43vHIgRFOM6ctxltJyA+txuUQbQlTFDI1fY6W5Wc/2esk8uceux4iYUGHoMZIh2OHLIbukWPTm6/KEm+SgVo3fp98z2F0XFETXt4nZuZ/8t2/WTxXFfG1ddudj+ZqRGSPkpDNDYES+v7Brvh7rAR45AZjy//LfltWzAWgY2J7KmFRUzTpWY8gYMd5jinOnuLeuD/nQmKaUluhT5fWkKghkI2BaNpfn9oocoPr82WT/oKRol/1zRGCktiXxvwiMBGpS5bP6DQfqBia+7solMJI+Y8Sjppqv66W0pDG8/Uf0w8n7DEXQZ53wSb2Xfc4TEVUEMTvALvqeKqWVa4+R1LrkgfxKCozI25o2YyT5f14ZI+bvzaW0pBINdp+hmNFnKKWVx0mvO5n+OqQ5kTGSS2BELjWRTY8ROWPErl+LeYZmZziOUIPPlDGi6s+zyxhZKTVPt9sifQaF9JkF/KkglFMDeEEupaVpsC13Viztphk6UUVFLYyzchSbzK1DR7Xg98fvavm5CGzGFM32eYHk4+aLVJHK64HzsQFIBUaAxICSApuL8lIwBXQM9WaZMeIK5t2w1EFPompUylJadtuQjnlSgXxMSJcxkikLxNhjpDzmIOrN16WPJpwMXNUGE4GRSFzNaxJOWlP/H7D2s8S/Qy7tm9egimEZqy2387F8zcgeI+Ska6P9z79+A1g8ybjv2GWMrPsCWPkRsGUpcNS1+W1LJDHYH4oaXycaV439P5Q0pbQUYyktY8aI9e+gW1rOk8PNsrn5emNNwGHJPES7AHiAYJ01Y0QW6zY2UwcSN/8iMFI3ANi6zNhjpN8I4II3gKahiccAoHtz9tsmMkUcAyOJz9onNV9XNNED1IuXfnEYgNTnyObrhcHACFGV0TNG7AIjyf9zLaUlpzxWasaIfAPst82mSdB7jOTxWplq58oZI1GbCwmxrWqBZl6KVNchzYmMkdyar0tBjWwyRgzN160ZI+Z1dEbiGNAQMvQ9Ea8Zjqn6c+V1rJICI+nKQckBPr+UMWJ8feNnEVdUS18Vb5aZVn2hvcd4IWo34GOXMfLvsQeiX13Q8nPxtxxX7HuMiAEfc8aZXkrLVFLA3KTdEBjxegClTI4T6Wb8MWPEFayltEq0IURVLGZovl6amdbZZj2YJ3vIp1e99GrynJlLeSw5GOJP09OumNKV0qoJeBP3DJE+nHmarsktuZBzULIsmLOMiew4Bc2e+an1Z+E2QFWNM0zF4LtdNkmuop0AgFDUuK60gRFP1PCnKEoyiRLc9VLz9baeGBRVM5z/xHK5NF4HrPeYTTUFHpJWYsDtIwF/CPi/lel7vdhljMiT5+qTGSHdUmAEALZPBCdEQMoxY2TRJODt64HT7we2O8i4fqfm61oqY0RMTFQ1a78zkXnDjJHCKI9pLERUMJF0gZEsy0RZS2mlTnhl1zsgS1lnjNhkOeTK/Fxzho7cfN1uU8S2GspO5ZUxkrhwGZrsMdITU7IesJA/t2xaysjN1702n6V5cFKUstraZe0x0iEFLeTPcKVNYERer88mtdSpn4t5Bsy3ncZB8lLu4tG4ip6Y8fdkl7Vj9zOnJnhikCaqqLbP82cqpQX7UlpCQ40pMIIyCYyku7FlxogrZCpxSET5i0vn3XCJSmllO0hgXk5RNcxZsQWH/nUSXp27BoBDxkiGmbFyLKRcSmnZ9c8T1xchvy8187SvMkY4uEwS8+m3HC4TDVhKi7Ll1KPCTFOBiClALAbI42Frs+9cJQfoa2Jtxh+b+0alab6+Yks3Ln98NiZ9lciEqQ/5MbRfLZprA+iKKnj18zWG5Xv0jJHcAiPmjJHm2gJnjLSvTbzPaGci+CQHRrpNgZFNXwPPngesTPVmQTQ1zpAqpdWa+D9Qa3y+HjjZbD9Q8vVrwLcLgW/eSv1MbI8StR2U88g9RjzJMaHkJE25x1mwr8/bLsPACFGVSddjJJvbM0XVLBeo8ro8Ho9+o1cWA55ZkoMM6Wb7pQbze/9amUtpJX5HAa/Hdlv0jJGCNV9PPHdwU41+c5xtOS1D8/UsPpRUKS377BtzME2UiuoIW0tpyUEL+Vpj5ZbUxaP4jOTtFPunHoDyepI9L6zb22EqpbWhPWz4vpSDp/JnEkozK8T8dxjweRwb2YmLUXNmjCA+O6dSWgAMvwzzcUbOGBG7dlkEUNNF9eIMjLgBm68T9b1yaL6ebWDE7phw/iOzsKE9gkdnrACQCoLkUh5Lfrxsmq+LUlrScU8ErmoCPgT8qUkTfYKDyyQxn33L7nysMTBSUbauSPTpELP6+5pfGhxvN5VmSne/Yc5WkIMh+TZnjyQyRmpirYYfWwbNldR9b8gUGBk/fTneXrABe3R9ggM836A+5ENNwIfLx+wAALjr3UWG9YnxhdpAroER43mxqdCBEfm+TokZM0DMJa9evAz46jXgkeNSPxOZPP6aVKN1uZSWTPQY0RT7zB+xLXKwRd4+m6wj0WMk4Ekde1RYJ2kEmTFSUAyMEFWZVI8R55NUumwIu4OreZDVrrl1uTNkFKSd7Zd/KS3zBb61lFaqRINdTU67LIj8mq+nGmOLWRmfLNuC+yYv1kspODGU0soiZUTcdHs9Hj0SpxqyTqw9RgDjviRe067/B2CfMRI1BEaMFwoiGGD3WZubr2/sMA6Sl/JmTTQ0bwz5UZO86LQbtDA3kHXKFgFSPUTiqn2PEfHZWTNGpM9BumFMlzEiStaVxQ1v2owRltJyA2uPkdJsB1E1M5TSKvPm6zGbwIj5ukNc7/oNwY7065WzRPzl0mPErpRWXCqlxYwRKqKKyhjhvlv+Hj0FmPJX4OVfFOf15PuGdmMWRdqyWObH5AH7HtNjuUpmjNTGjeuxHNPTZIwAQBO68FDg73gkeAfqkveeF3x3ewyoD2Lllm7MWp4KPnX3NmPE38cZIzGpPJYSM1YGiJlKZ8W6YSHKawX+P3vvHSbLVV2LrwrdPXnm5qCrHFFEQiBylgkWyQYMRjiAwQnbOAD283uYx8/GNgYTTBAYGxMeGZFzDkIBlHO4SjfHyT0dKvz+OLXr7HPqVOgw987tqfV983VPd3V1pa46tddeaw1LhUhspVVTp3WrQG1SPDfZaREJwr/H14gbDaQY4aCMEV7DqjjL3NCwylBmjJQoMWBoZ1pp5X/edHLVu8dd20ITySL3SgbZO9iWKkPUQW/1FL6uF+ASVlpRxkiKlRYRA5wYIYu0Bw8uYvPkUFwoLwI+cJkarmCm3sbrPnUjAEFg/PFTT039LA9fL3Ld9WPFiDljRCfTiJjgBAxNoyhG2EblGSOxYsTjxIhqpUWdniZCTLfSSipGEh85YpiLVD0Tw5W487aIYmQ0Y4AaW2l5ZsVInDGSYqUFQNwwOmIQq58bxhXFyApSlmVmjJSKkdUA/Xq1Igi7EiUGDJyoP1rh60WbdnyDlZaOePygZIzkKEYUdcnKUIzQuFdVjBAxIq20lq3ztOy6L8Gg3xetuIyRUjFybGFGKPxwz7eW/7sCXz0+Zneq72epVoj8uPkzwEO/ADafx97rQTESBHHBf9hTrbQSdR0lYyRZlF9rzaFi+ZjCIsYrMlz95PWjOLTYUhoKl9pe/H4nUJxIEPRfMRKpZwAIEqvT+zzKDalNAJUR8dyL1D26lRYAjK4DmrNA/SCAM9T3iETj6iBF0dICMKJ8xDaQsUSM8BqWvG6vsPPnMYqV0cZSokSJvoEugDWjlVa+GqJtuJFNFEmPQcUILWte917RHJYs5IWv07KkWWlRwU4nRu7dN4+nvuPHeP1nbupoeSQx4mJSC+S+/8CC6SNyWRXFSP5GUYkR8VpWxgh1Z/JiChFHvHOTtsl8o43Di7LDhcZ7JkKPBgo0ADOHr6vEiG4xdjSLp7Qs40OuHPx4yeXRB0QjtfQB6qYJIQHeObNkzBih7pOqo5IrCjHCBmw6MaKGr4vHFUGMlIqRVQ/dCnAlHJYlSgwaVkb4erHivj6GNV3viQRRrbSy58ubMFZKxggtExeKkqJnyLXja/nyKUZWeUfr4iHgzq8XzyMYcOjX3xXXqFAqRkqkHZN6kf3K1wDf+Xv5fz0lhBuQGSM//Cfgho8JcoTQCzHSkvfyQ/4CXMh726SVVrZiZBRy/cYs+ZxqQfy6vtiMrLS6zBh5vn0Vbq39Adbu+XlHn89Fq0tihPZ5MyKXhiaAoUl1Gt1KC5B2WpmKkcXka4DxmjBm4IkCo2KErtvlOaofKImREiUGDK0CipGs8aeJ7NC9IGXGyLFzo8ML9lkwFfM7RV7Ib1sJXzdljIjtygt5LS/AQ4eEUoJbSeUhDMPYSmu06iTkqpsnDRd4w7IAxW5c+HY2EXHJ8PU2Ai3XJlaMMNKCvnrHYTWcjubHCYMgBPbONrBrRmwnKmiYODHdSivhOX4Uq6eUvzI5XJGDnx4VI6dvEl6p9+6bNxIWaYoRx9IUIxH06UYZMUIk5IogRkrFyKpHGb5eosTyQ80YUa9X++ca+OCPt+PQwvKec4t2T+rTmS5VbmylVVwxolhpOSuEGDFkA5JiZLhaKkaWHR97HvDZVwBXvedoL8mKgH6PteJuJ5XwdbOtb4kBxi/eB7zzTODgfcn3fMP16+r3yed6hgUHKRFomsUD8r0sC6480HwjrIEkBjq10hqBdE4Yt+W6mshzCl/Puu80gepKj7dvx5jVwNDua3I+UQB+G2hHy863h98ufp9HxFUjeqwZiBGjYoQC2A3ECB0vaYqRIEmMbBpLNjh6UdnenDFS3s/0AyUxUqLEgIEuWDqZwaFLmE2f59C7xx2WU3CsQCpGsm9SY/Koj9+tz8vz5T4qmjHS9IL4hrWTQnPTC+Kb/eHISotj40Q2MdI2WFxlgYqNjmXF2zIwKEZIxTHf9BLzNWWM0CQ7p1VSiObd0gJfH/vPP8Cr/udXAGRHhVkxog5Ikh2kxtU8IphbEus/MVyJf89ejxkjp28cBwDcu28h8TmgvxkjVDvSO/WPCjIVIyUxshqgk5wrzrqjRIkBgJeRMfKxqx/Ev377Lnz6uoeP9GIZoTf36NaaAAtf5xkjOb60zgrMGLEN4etLzEqLruWt5SqwrPau+/23i8ebP3N0l2OFYsU1KihWWiuNtSnRN4Qh8KU/Br7warVr9K5vAAv7gAd+nPxMmuqLyDQTMULF9cZcVMCP1APcdqtPihEAWGNJYqBjxYglC/gjkM+lYsQQvt6hlRbdlw9Z4vutbpX7t34B+MDjgf13Ae97NPCBx4r9QAQHEClGGsnPjm5Ivja/TzxyK62EYkTLGAGAkXXicdGw771o3VppGSPJdTdbaYlHhRhZ7oaGVYaVMVorUaJE39D0e1OMFAlfJ3LBZMWzUkE3wHnde1aci9E/xUialZZrF88YaXl+HBTaSaGZBi2AKJhPjajESCWHKOKF+CLqCVpmOzVjRMxvMlqO+YaXKNDT9uFqDipiNrQBXqwYYcu5qNljZRMjumJEnf/RDV+PMkaGKpk+ojpRlhWCdwYpRvbPG3+/9PvQLbLUjBH5vKp5ivCMEWdFZYxkDBq90kprNUC/tK2Ew7JEiUEDvxY3NHsHuqbPN1dGB7Z+Pd09u5SYhooQTgcqEHcFZowYw9cjYqTmOsySo1SMLCtMBbpViDzL4aOO0kprdWB+L3Dzp4DbvqASE1RYn9+b/Ax1+zs14G93JF83ESNUhG/OqSHrfNpeiJFUxUgY14VicMWIlW2lNcrUIzVX3FvyawRZPncank51pWEiZrq1GPziqwXpfMUTgekHxN/SdFIxYiJejMTIHvFI+99opdWhYoTO+Tx8XbHSMoyHDCq1OHzdkDGybNftVYaSGClRYsAgrbTSi6NZ409T4TVhq2P3Th4caVCxPc8CgS43/cwY0be4x0gaU+chFZL59m16QZz/0kmhmUiCmmvDsa3E4CVvVlxBUShjhDoaLCtWDKgZI+KRlCsLDYNiJEhmjNAUOjlDJFHWoMCNCxvJ9/QO0SKe40cKMnzdZXLZ9CwVQlbGyGkbBTFycKGFAwY7E9pWOjHipGSMCDs4+RZXjJisO44aSsXIqkcyY2QFHJclSgwY2hmKkVgNuwxNNd0owPRr056ZZNGaSA5OdpiaLDg6IVGOFGj8w897DcoYqdiZY4y+oCwuC7SLW+EOMnTnghV3PQ5LK60VizBMNjvZXYZ3U2g7oJKWjShjwkSMUJHdram2SvT5TGJkXrXMUoiRGXQNnRix5nG58z38svbHqB28XZ2WFeKNVlqW3A5DoXxuUozM1MXn9abLPMSKkZgY6fE+jNtRtZc0YiRNMbI++dqCrhgZN1hpdZgxUih8XYOhkSCKc1HuuclNolSM9AclMVKixIAhJkYywtezUEQxQjd9x5SVFuV65GaMJFUOnSLpZW9elopjG620aLuqipHurLTIKoFUBDoxkqc+UcLXC9y4BDEBxTJG2MdIkbEmCoGfb7QTygUqmiwawtcTxIVBMaIvJw3ATNtazxjRl+VoKOgXmx7e/JXb8O3bxYB8YqgSH7e9ZoyMVF1sWyMG8nftmU+8n5YxoipG1AFbjZGwavh6skP1qCEzY6RUjKwGrHhP8xIlBgBcAaqHr9N1fDnsFfXrYJEOyrZ2EiisGMkZR/KGl5WiGLEMCk5S9AxVnPieYfkUI+UJF4BaHFvF0E8BK2GYqEDJGClJvRWFz/8e8J4L1OJ3daS7eR2+Xz7nv80sYiRWjFQA2wUsW33dZKdExEhjViVAeEG/j1Zaa615/GPlo9hgzeHMG/5RnZZ9Z80Yvs5UIoEkcmuG8PWZqIFvTYfECN1jxoqVft6HtetAUw9fL6oYifZ3VsaIUTESzYtnxhDi8PU0xYiJGEmSsUSMKIqR2AKzvL72AyUxUqLEgKHX8HXTybWaGr6+0kay6Sgavi63Uffrpn9Sn1WbkTSmxaFl5SRAtxkjRC5Q7sRUREjIZcshRtjNbCHFiGKlJV7jRBGtU5aVFhUrFhQrrWheumIk+p8ft/ohTB0VJnWObumRCF8/Al1si00Pr//MjfhORIR89pc78PGrH8L9B4QH7cRwJTMYVSeLsjJGAOCMTSJnxPRbd6Pv0YlVNWNE/Rw/14zzjBFrBRGopWJk1eNo/LZLlFhtyApfN+Wn9e971XkutfKLmXojhEkxYsoYsfOIETZtHolypEDrMdfw8OO79yMMw1jRwzNGSsXIMqNUjAAwESMr7HpcWmmtTIQhcPc3gdmHgb23ytcrI+o0RWEiRoJAki5GxQiz0rIswI0UBJmKkUhR0JxLJ0D6aKU1Bfl/4nLLCvFDVtLCihMjDjtfVQ3h69ORYmRyWK0t5IHuy2u9KkZGNyZfa9cN4esFM0ZixQgRIwbFiCljZDTKGDHt+1gxkpIxEnjimLv2Q8D+O+VrGij/iytWa1Qb8FbY+fMYRUmMlCgxYGj55BmcToxkmWmZcgdSFSPHUMZInOuRlzFiUDl0iqR3boqVlm0ZiZrYSktTjLQM2SN5oOIAKUb08PW8bn5ebCjyvWr4enJb0vuxlVbTSypGKGOkgGKEOk/V5VRv7LMyRlpeoHS/6CTNkbhZ+8X2Q/jyTbvxgR9vByBVPoSJoWwrLX19R2vpihEAOD2y0zLBTVGMpFlp6dOO1eTxRb+1FRG+XipGVj3043AlHJYlSgwaFCutBDFCj8tAjGjXwcVWvv2NvhxZihE+dswjO9RpV8atNh9r/t5Hf4kbHp6OM0aGK05cqNL3Wd9Qdt2XYEhmMa6wC3JYKkZWJOqHZKF5dqd8nRMjmnoiE5wYoeJ5cw5xnWTBRIxEZIIbkQExMVIgY6Qxp1ppcaS9bsCvHjwcN9OJZU4qRgierRXymZXWMJKExCiz0uLbktwB+DVitt6lYsTRMka8LokRk81deykZvm4iXkxWWkSE8YyR6jjAHVcqGYqRhf3J92jdePg6J2r8FnDPt4BvvVGEx4dhYr380Iq3u0kxUlpp9QcrY7RWokSJviFTMVKg6G+00nLUQuuKyg4oCAoRz1OM0Nu6/20n0Af4+pxixYhjG4v1sZWWkjHix+vQSaF5kYiRyOJocqTTjBEWvl7ge6ViRBJximIkWvcpphjRj6O2HyIMQ6NiJBGOHv3LO1j0Q5iKFGn1icWmvOnRl+VI3KvVowLObNR5o1thqYqR5ALpxFKeYmTzpMEfNUKalZbFj2LtJpGrSzgpQx2qK8JKK8wYNJaKkVUB/ThccR2qJUoMADyuGNFIfvrNLcdvr60V9OsFFCP6eDczY4SNHfMVIysvY2T9WE2xUt0314yJkaGKnalK7QvKrvsShDDEY3/1l3hv5T9Ad0grYZiooLTSWlnYdT3wiRcB935PvsaJEZvdN5ENVhEoipGocM2L6osHksHgPHwdKKgYYRkjaVkiBRUjQRDixVdcjT/8xPXYQ2Q+X2aIjBFCWyNGQq4YMWWMwEyMZClGdDeKPCQzRrpoUAvDxHqLBdQVIy0z8VLUSsu2BUFCcA330ONbxePigWSzHd1jekuyaMGn8dtA/bD8f/8diXNOADtWePKxSBy+XhIjfUFJjJQoMWDIzBiJi/4Zny+QMUI3enp3/UoGFbxzbQ3iYn7336V/VC8CUOHAdSyYMjyp+M+L9EEolQSdEFJUdB+ppChGOsgYKaIQ8plixJTXQss+xTJGzCqIUA1fJ2/yVMVIOoGTpRgBVMuuNPXKcoJUPXPRcixpgbUTQ5XMgDVdRZOnGBkfSu/sqaRYaamKEXUZahVGjDBShopHK8JKK1MxUhIjqwH6YbgilEwlSgwYshUjkfJzGdTG+nWmiJVWIpfEcH0lW6xjPWNkuOrgp298Gh514hoAwsJzKSZGHGPRq69QrInKc++qRv0Qjt/7PTzfuRoXWfcCWIGNCpzIK0m9o48bPg5s/yHwk3+Rr3FihJMXRYmRMAQOcWKkYf68rgKgQnesGImIh1gxchgJcCutNGVIQWJkx7RUHsSNfURgVIVV8lbIZWjbaiHf9+S2Gs6x0kJrMX6qZ4wEQYjZLjNGYmLE6kEx4jVSFCMFrbRGTOHrpBih8PWIEOF2WiZiZGQd4FQBhEmVESdBaDkUxUhbneftX06sVwA7zgSzFWIkyh9druv2KkNJjJQoMWCgGzuTYoSQJVnWu+5M86IbxRU3kM0A3TQ7ObYGdmz/1P26JTrktX9pWSq2bbxpNoWvAzIvpDNiRFxIqViuK0byVjOLcDCBZ7nE6hv2OSpGkmJkoenF68uL8V4QauHr8nUOY/i6Nk0eMTLflAPDo5FDQF2bc0tthGGIJc0CZJIrRgy/T32Z8xQjPAdEB+2zWkVTiWWEr9N+G6u5yoCNikcrQzGSlTFSWmmtBiTVYCvguCxRYsDAr8UNTTFC1//lICX1wkARKy2TAlMHXce4JZYpr4yjExLlSGJyuIKN46KIN9fw4nHVkCvD14+IYiRLwVli8MGKfi9wrhIvrbTLcakYWVmY3SUepx+Ur83tks+7IUaWpoEmm5YUIw1NhaDnjFCh29GttBpiOZqG76csjMZcumKkMVfoWLtnn1RxxONYstJadwoA4Cz74XiaAOo1yGeF+hHbQIxY2cQIXWvn2TVEry3kgQr6PSlGOPlx0e/K/dFeUu3UTOHr7jBQM9hKz+5SrbhqgmhSiJGKgRixbWB8s3g+t0d9j7sS0DHG19dvAQHbD7d/KaFSCmDFihE+/lj26/YqQ0mMlCgxYGhmWmnlg24UeZE60T0ezehYyhiholglN2NEoKeMkZz/20wxYirWpwWULjRll0ZREDEyHBXL143WcMr6UfldueHrPLujEystljFieH8qCmoLQkEIAKrywAtCJWMkjOX2ZkWHaqWlEyPZVlqKYiRBjJg/0080omX3ghBLbT9hATI+5GZbaWnKrZFqtmJkIkUx4rJ9Rr95GggrVloayUDTjNVUwoWO7RXRmV8qRlY99HPHiivElCgxAODXUF0xEqSMbfoBvTBQKHy9gOqZrmOOLRW+eSoQToasFMUIYTgaH0wvysJMrWIfAcUIb67IJ60GDhYbl62EMdHRBNv/lznXwIW38hoV+DG6Go/XlYa53cnXuGKEF5bTiAcd3EYLkF38CcWIRoz4upUWKUYaZhstoJhiBGEhUueefcwmi+4JiSTY8AgAwBpLEgO2ZhfcakriI1cxwsgHqRgR5/KZJXENGak6cf5IUdC95lAvGSNc1fH89wKnXSr+TyhGWknFSGUYqDJiZOpEYOoEYXd1y+fk58lCa2hKTusaMkYAaac1z45V31MbAYgY4csTtFWi5NC9wJKqOgpgxUod3oAo80dX2PnzGEVJjJQoMWDo1UqLbhRHmB1P1VVv7Khz7pjKGGFKhizQBaeXNUuGr2vLwjJGTI2HeYqRTqyJ6tFnKLfCsS186/VPwosuPA5AZ1ZaRQrcVPhwbSsmmUwZI2NDbrwvpqPwtiGmUvB9NWMkTTFCy8QtMPRih5unGGHfczQVIwAwt+Shzv5fO1rFxomalMv6yUKTfjjkESNpihHuhU6DreGqA8vKUYwQMaLNd0VlERGZ49SS75WKkVWBxG97JRyXJUoMGDhBoRMjaWObfkAfG5BiZL7Rxtu/fRfu2pv0Ii8ylnIN6o+8caSzAsPXCTQ+OBx5w1uWKHhJr/JlOi8qYdarsNDMA3vb9fTpVgNYN/Q6ax6X2HeuPAcCXswsrbSOPrg6hKBYabFxfFHFyN5b1P9NGSMAMK8rANLC1xtmGy1AWC3RdyweTF+mAnZa9yrECAVtRkTIhjMT07v+kvJ/syVJCGPGSKpiRFw7qM5E9+66RXdR2AhQs6JrQVeKEU3VUR0RjyYrLX3+1VGgMiL/H54CHvNa8fzaD7GMkYKKEQCYiIgRrhjRMyxb9SRZ4reTOTYaAtgyfJ3VMsqMkf5iZY3WSpQo0TOywtdRIHydPs+zAtLC11dEdkBBPHRIXNzzbA1MxfxOoXc+JTJGosJ9xTYrRuKuSu1zlLnRSQc+FdmHWbG85jpx50ferDjJ4HeQMWKnZIzQtnBtK1YYUHjbEFOMND0/9r8WyxkpRtKstDLC14kkTLO/4MexTqocGWJEfudcox13uv75M07HD//6Kai5Tmowquk3OFrLttJKV4zI7U/kyVjNhWtbcKz0m8RqimJkRREjROaYBrSrsUizCqEfhivhsCxRYtCgZoxoAaLLSIzoSgdSXn7r1r34wI+34z3fvzfxGa9AMYGTHE5RYoSNNVZK+DqBxvaHF8S4q+basCyLdZ4egYyR1WhNZLPxkW7Vs9qg7f91mF9512PleC2LjkccjVngpk+Jx9aiWWXRmJEWUt1Yad3+ZfX/tIyRhJVWmmKkKT/L8yucqlpYn92RvkypahIJbqUV37MSSTC5DUuWqmhwPJUYabeYWhBJpcaYnjES/RaqumKky+B1+d2anVSn4AHpgCSfmwualVYzRTEi3TNQmwAuvFyQJftvF8oRPu+8jBGAESOMxNOVMO16cln8du59aAhLEiOG8PW2H6w81d0xiJIYKVFiwJCVMRIrRrIyRqKb2lFFMWIOX18RBc8cLDY9/N2Vt+Ifv3EnAODEdaOZ08f2T8topUXFbNexjcV6el8nARa6yRiJFSNq0ZrWM69rulPFCN1TO7YVW1fx440rd6j4ToOrim3HxBUFuhFoFmmKEV6M0ckMmmeaYkTJQEkQL8aP9BWqYkQSIxvGa/GAkwY/RcLhc620hs3ECR9snb5xDH996Rl4y/POgWvbsDIUI9RFtKKJEerO4QNa8qMtiZFVAf1cV95ElCjRf3CyodlWL6BxxsgRUIzQ2OfgoihMHFxIFoCKLIeqGLETr5mQmTEyuwu46r3F7V76DGqSORBtDxobxp2ny2WltdoVI3zcpHekrzZo+9+FtwIVI2X4+lHFtR8CvvzHwPsereaK6KAidKfEyPw+4MGfiecnPUk8Fs0Y0cPXqSDvNSSxMbFFTu8OAU5FWjDNyPwPOU30Xo5ixA9C3HdAFv2llVb0Wm0ch+wN6qz9LGIkSUiMWuxaee93gX8+HvjVfycyRmZIMdJhvgjh+HF2bezJSitSdZACZPGAOp3fSs4/QYyMA8NrgFOeqk5nUoykESPj0T7nCiOd8GnXk8vit3KJIR82mlGtgI8vqPEzDI+tZuWVipIYKVFiwEAXrFpGxkjWqZO6xXjXeTJ8fQUVPDNw/UPTeO57f4ZPXycGIa9+4sn4xxeem/kZaTfW/brpA3y9AEfF7YpjGXMvaLvqFzmylvKDsHBRT2aMqMVyuq7m7UIlfL3A/qZ1d2wLlkGhROvm2hbGI+UCyXEd20rYa+nz1Y+5OGMkI3w9ttJKueLxyXWfziNupdVoS5VPJUlOJhUjySKGToLp0AkMsuni+TuWZeHPnnE6nnn2JriOpVppacGpPHydg0i/FXGeoKIEH9DS89VYpFmF0IndlXBYligxaMiy0qJrwXJcV/VrI11H55bE+X2mnrSqKOLLbRvUH3YOMZKZMXLVe4Dv/R/RDX0UQI0T++dF1yo1qJSKkWUGz0BY9YoRdczlWMHKi10JVjmRd7Sx+0bxuLAP+PzvJ9+nxqbZneIms4iVVhgCD14lyIc7vizuZY67GNgocjlkxsiMeKRcCb3QnghfT1GMkEqMpqO8Cq5mIFBwdxZh3m5g7x1XocWUmHGzHM2zOoYDjkaMBKpCod2WhflaKLfbBdZ9+Gv3c1hjMRsqhEB7Efj6XzLFiPh+ampc06Vi5CuvvUj+00v4ekyMROTSwj51Or9tIEZGk8QIII8FQBAtTkT6kHKEf48OIsO4lVZCMbKUtNfyWwWstKy4zqEoRpjVfRnA3juyqyclSpQ45pCVMRIjYwBKJ9axLGJkJRU8DWh5Ad7zg3vwwR9vRxACWyeH8I6XXIDHn7Y+97Ox/VMP15dExoj2fhy+btuxcoMjTTFSb6mZG0UcGqg4MJogRsjmKkcxwsPXCylGpJWWFZMvSasq27YwXlMVI64jfK6bXhC/RqDFSMsAyQpfr1IxI0UxEmQpRo5CxshStJ+58iMtY0RXkABqPpAJrmNjpOrEpFnNddD2vVR7kIpjw/a4H1qHGSMr4Y43NBEjNaCJ0iZhlSAZvr4CjssSJQYMipVWW71W0G9uOTob2xoJQ8rLuYYoOMwsJQsPRcLXTRkjuYoRNv5OZIxQOK8WrnqkMBw1TuyfE8UZum7TOGnZFCO88LUaO/B54atZ0OpnUKERDRX4Ky/zSwlfX4XH69EG3+YH706+v+UCYOcvBTES+FDutNPsqB76BfA/zxUFbypun/cSqTppR8oKIjemjgf2ziSJzET4OssYoeUenhLF9+asJE5qE8miPWFiKzD9QLZi5Kr34Lgfvw1/7b4Q7/ReCiBE9dCdQOsgcPCe6DvGccBWax2urxIjXluei6toQWw7C/+r8ilcYt+V+vXkDtDUM0a6VIwowe9FFSOH7xcWaI/+AwMxEhEdC/vVz6QpRtwhiJbhkBEjZ8tp6DVA5pcAGVZaIrtVCV8vYqUVeLnkawArtt3mtQxe62t7IdAdR1UiQqkYKVFiwJBtpZVfSafP867zilaBX8kZI/ftn8eLPnAV3v8jQYq86MLj8K3XP7kQKQJIVU0vSFhpJTJGyErLMlpp+dHNejJjxGfTFFSMNKnIrhatbQNpYQIvvBfZ33Rz49gpGSPkaMSstKYX2/FrdGxRd+c4I+jCMDQoRsRju4fwdRNxI98zfqSv0DNGTCqfjjJGchQjgBrATtkuaSGxrm3BVhQjx2LGSDTorJSKkdWKRD5RSYyUKNF38GtommJkOa4JbT18vUmKETGWmK23U9W7WTBljPSkGKHiW1u1NzlSoCYZ2jd03abreFaI6xev34lbd6YU9fNIJk6MrLZrbhCo46ZVrxhRx5DCSusoLUsayvD1o4u6IaDcjgrw7jCw+Xzx/MDdqhoLSFeMHL5fPLbrgqDefD7wqN+VFkx0To7zOk6Q/1/9AeC9FwIzO6RixNUVIw1VbULFdFKM8EK7jiKKkR+/DQDwZ+6XAYT4Q+freMy3LwM+/3tymto4DlhqvaOiKUZ8RozYCFGFOB+fYu1GFqqalRZZXndLjCjXQLo+LE0Dt10p3pvdBRzUssF+8m/AD/4vcPuVyfD1VMVIK6nSqI4Ii5DqmDoPrhjh+4tIMCDfSmtuj+yQNYWve5o6poCVVgg7VurwvmfHlk2oZQB77yiJkRIlBgxZ4etFrLS8OGOEF07VDnSZMbLyTsK/99Ff4vbdc5gaqeD9v30R3vVbj8TkcPGLdlElRRaSVlrq+16sGLFgur/2tOIB3VgvNOXgr+jyUZFdVxFYBdezzfZxkY4uInMcS65baCAeHNuKOxWnY8WIFZNwM0viNV7AD0NTBoj4X7X8UpepkmOlZbL6iud1JBQjHleMyIyRkYqBGPHU5eHLOz7kYsN4TbHgSgMPYKcuoLSQ2Ipjq1Za2k0tKVsmtN+ZvaKIEYNipMwYWVXQa6AlL1KiRP/BFSMtP1DGDXRtXhZiRFeMtMV5fS6yIG35AZY0BUvbYE2ho6uMEW6/pU9Loa7deKr3AXoGGVma5mWM3LNvHn/9+Zvxhi/cnHzz1i8A/3oisP2H6V/srWZipGDh9lhEuwH86G3AzuuLfyaRMRKsvEaF1W79drSxGBEjUyfI1054rHzt5CeL5/d8O1lUTvt9NZlF1Nhm4Lc+IYrpFab44J+fOl7+f9sXBbHy0C/k9yUUI8xKa2hSFuqJOCErLQN+dTiaR5Zi5ITHxU8faW3HOfaD4p/xrXI5xjZir6VaaSWIEa0wP4QWRrGEDVY2YVvTwtene7TSUogRuh7+7J3AF34fuPGTwH9dCrzvYuDQdjndYqQGqR+S+5PyP2JiRFOMeM3kMUJkGJFXZJW17nQ5TZNZnrlsHV1GknAQMeI3gXqkCNVJEGP4er6VlsgYSY5XLMtKbZws0TlKK60SJQYMWVZaxcLXqYvMwV8843S0/UApogKAE90crkTFyL45ccH57GsfhzM3Z3RnpEBuox4WIqcAR4UD1zFbacWNBtH2Hak4mG96irKg6LaPiRHtZpgurFmzEVkm/P/874uttGxzkD0ne6hTkbpOjIqRoQowK/ZpiGLh67rSptKBlZY+/yMR0MyttOYbXly8GTGottIyRoYqNr7xZ0+C61i53ayASjjVIsVIWnHIdSzY/KDWMkZe9ugTMLvUxm9edJz6uZVEjJjC1+l52Q24KlAqRkqUWH7o16iWH2DIFuOP5Q1fV79XV4wAwvqDX1dpnLFmpGoMZwdUkoOukSalr/IZUpZYBnUJFYO8o6MYGdYUpaTKzSuu0PY5vGjobL3/R6J794GfAqc+3fzFvHN2tRWa9aLXIIWv3/8j4Cf/KmyNXvmlYp8xhK8fibF2RwhLYuSogiwHz/1N4Ofvks9Peyaw7dHAlvNFc9Ph7cC+O9TPppEL9Lu78HLgOf8mi+KxYkQLX5/cJv+nRqr2YjJ8nStGSPFBVlr8fZ5TYbvx76AZuvjBQz4uriDdBgwA97R4ifOTWOmBJ/81cMrTxH1ObRz7NcWIGzTEjTg1RHrq+aiGFtbnkCKoTbCMETV8vZPmUwX8Gug3xTLORaqVQ/dJi7NbPgc87e/EcyJDWvWkYoQyQ9qL6ve0tP8Buc/pkebBCZCFvfI5v3dMu/67VZEtUz8oAthH1yUVI+16kqTxi1lp0XbXaxlVx0bLC5bPBnMVoVSMlCgxYGhmKkaiQnXG50mKV3Fs/OWlZ+CNzz4rMc3RKHiGYYhPXvMQbtoxkzkNFcjXj3XXwWDKxegUCcWI9j7dwFcYEcCh203owen8vTzUW91baSVtpQpYabHwddN38PB1UiosRsvo2nbckUnepRPDcrmDMEwsA82vmZExQkgrZmQpRo5EA0a6lZb8DVPR4toHDuPvv3QrZqPtQwov17ZxwroRbJ1KCYXTMG5QjFS6tNI6e+sE3vOyC3HiulHl9RWVRWQMX49uVsKgzBlZBUhmjBylBSlRYoCh21M128lr83KQki3te2nsQxkjABLZZQeiYv+miZQOUMhGIACxGrOWo8ok9aXRnpKKb+1G8r1OsXBAdlYXhN4kMzZUzEqLGjiM71Oxindkc+jhyKut0JxQjAwQMUJFR1PxMQ0JYsRfeddjfoyWzTNHFu2GDBM/9zfl60MTwBNfD5z0BFHIPulJ4vU7vqJ+nrr1ddD5aXitOTOirSlGJiPFSHNOZkK1Fg3h6+zzsZXWJLPSMihGjr9ELhaqmEF0/5SlGGHn1wvs7aiiLee/7lRgvVA77ME65WM2QkWlEGiF+SGrhRMszX7K1nrnq2NMMdKf8PXENdBvy/MIV4k88FP5PCZGFtPD13VwIlonRGIrrXQ1DwBgdEP2+4ThNep3msLXjYqRPCsti1lpqbWMtMbJEp2jJEZKlBgwZGWMELLuScmqp5Lx+aORHXDHnjn87y/fhv/95VtTp+Gqgazlz0IR8igP+vbViwAeU4yYmvRpetq8vREjZsWIbVBz6NALHEWCSmNFiGVJxYgyDyJObFRc8T5ZR7mOFRcUZmMrLVnAD8IwoegIYsVIOjFCpElak4eiGPHN8+8FjXb2TVUyfJ2IEa4YEcfzrpkl/L9rH8Z37hCdLB5T4HQCU8ZIqmLE1q20ig2+YiutldAJSDe2FQMxwt8vMbA4GjZ5JUqsNug3501mFZkbvn7n14B3nw/s/FXn36t1S5ISlStGqKEAENfd+chma/OE6hnOx8/cYvJvnnUmfv8JJ+GCbZOZyxIrS0zX1Fgx0iMx4reBDz4O+OATOiIaEsQIZYyk2HUSllpi+xq7UslyJI0Y0RUTq81Ka5AVI7RunZBdx4SVVhm+ftRA+SK2C2w6V2Z9MCspAMCZzxGPd31DfX3psPnmNra50orgumKEfp9kpYVQEhYtphgxha/H3zGVtNLihOhz3h4TKw1UMRNGBfpMYkR+voY2KqQY0ayd9mEd/DBFqQgg1BQjQ2jjRJ0Y0fNQvKVExgjZVOo2yoWhqyb9lryWHGbEyI5rZAMAXWPaJmKEkV0c/LpEBAiRVrSPuWXbI54nHrdeKF879RnAha8USqMs0LLQd+qER9uQMRK0c620glAqRvRxRZF8sBLFUFpplSgxYKALVs0Yvi4ew4yyf5spRtJAneBH0kprIboA042sCfyiYLISKwJq8OtF1q1/MmGlFRWWXcdSJJGObSn2VUREmDIjOidG1NN9nDGSMR+dJMi75oZhGJM5tm3Fol+TYsSxrHgf0TK6thWrkSiQfULPGEksU5IY0Y9LIh6sKPdEX+XlzBj53C934I1fvAUffMVFeM55wn/U8wO89wf3Yuf0Es7eOqEQI4cXW/FxzDNG9OOZij1cgdMJeEA7nSvSMkaSVlrFbhJpmYpk0yw7sjJG6H2ny8F9iWMCyeynFXBcligxQAgNzQsmNWfqNeHubwMzDwHbfwRsu7jQ903X21g7Wo3HS6NVB4stH4cWWwjDEHNLcsw4w0gSsoaqOjYmtfDYkaoTj6V5EeLSszfh0rM35S4XjZGN12Xqku2VGGnMAYsHxPPmvLBuKQB9LEjNJ3nFFbL4NBIj1N2dpoTQ7URWWyOCXvQaJMUIEQidkF06MWJ5aK20y7FipbXKiLyjDSqCj6wThYs//Ik4x01sVafbdI54nN0hHi1bKMC9hihAV1UVu7Re0ojttIyRsU3iPoEXt1sLhvB1ljFistKie42zXwDc+VXgyW8ENp8rCvl+C42wghkQMTKTvl1aMvOiijaqVnRcavcu9bCCt3i/i4s3u3j2wf9BzfIEoTOyFgAQ+jox0sIJlpbLoRM0rXrsLtD0gujamnR26AhtAzFC6zj9kHw9DIB7vgNc+Aq5D4soRtxhQb4Q2eIOyX1N0z7vPcCj/0Dm1wDA898HbL0IOO8l8jXbBl7wvvx1qkX7kZZNV4y0TBkj7QJWWixjROvylDaYK+0keuyhVIyUKDFgkBkj+QHMJlCBuZpSJAUAJw5fP3InYfqqrEI17xjMInayECtGeli15DKaFSMVW80YkbkfVDwQr+sdfkA3Vlq6YiSaT9b21K20cr6TL5MIlk/mmMTEiCOJEbrhdmw73m9UwOCKkTBMLq+JGNGXkxMPppwRNWNEXedea6dv/OItAIA//n83xK9d9+BhvPeH9+HKG3fhH79xJx48VI/fo4wcQFUKkbqGQP7pHiPZOgGfdxy+npoxYqtWWgW750gxsiKyiOgml3dWcZKkvPEdeCRJz6O0ICVKDCj4uZ7GM/z6S7/B1GsCWQ7p1kMp+Ndv342L/r/v4cd374+ttDZNivP64cUWml6gFPpnmGLkwLwoWKwfqyqFBttSG4s6bToAmGLEdF3ul5UW77btwMYozUqLxl4PHFzEbbuS4cU0TvOCMDkWzLPSWu2KEf14HiTFSEyMdK8YqcBfeY0K/F4gLDuxe8bO64F3n5e0vTKBFCMjUVbGyFpgzYnJ6eIxPNkrrAHs6J7RZKelF9Lj+URF8nZdnJeJCKlNJC2WWouG8HWWMcLD10mVQO+f92LgDduBp/+9+D9SODRQxVzYmZVW1fJQ41ZaDEEAfML/Nfxow+VYQvQeIyGsIEmMnGhrxIgOv4mqLX8HbT+MG1XHh7psKtOJEa8pr2U6eX7wHnFDnpUxoitGiEijzzg1ecwQaTW2ETjtGaqlxPAU8KS/YoqhDkDHCy2bSTGiNwoUsNLyYadaaVEtpcwY6R0lMVKixIAhy0qrSLA4DwZPg9ungudsva3YLGQh1MgCE2jdnZTsjiIokr2RB/2j6eHrFvhmdjVihEgAo5VWgeVreUH8XaOJjJFsAuiWnTN49/fv6eg7+fu2bRnVN1zhQHZn9HbFkftttk5WWkwxgjBR3KTP8gGBvpy8Y9VMjLB1SGSM9P9mLUv1RMRIsjij/h4pl4VnjHQCXhwhK620eVTsQVCMUPg66yjiIXurrVCzCqEfhivOuqNEiWMcvEFhtCq7Swnx2CbtmkAF9JwiAeGKnwi7jbd89XZ40XeTLdZMvZ0ICp9Zkv8fXBDPN4zXlPGi69hKY41pzJAHmTGyjFZavBO1XU+fToM+nhzXrLQA4LL/+Dnu26+SHI2WvO4nVCWxlVZKwV/vml1t1kS+Nr5gnd/HPPqgGHFWopVWGb7eX9z3fWDm4aTtlQmLUfD66Lrs6fRCuFMVKhNA2mnd8RVgJlKUkFIrYaVFxEhDPZdWx5LTNhcM4etMMRJnjEzJ5eMNWaMsGL0qiZEZToyYfgteU7kuVtGW4euumvFBDXM115HEyAM/AR6+VjzXiRGrlbTSMqAWyGvWfKONlh9gFEtYe9en5D7rBAnlRDOd5J/dKd4jkrK9KPcnKYDSiBE637qcGCmWx9kxYiut6DsTGSP15Gt+vpVWyMPXExkjpBgpiZFeURIjJUoMEPxAFo7NxEh+fkYhK60+FDxnl9p4/L/8AK/8yHWFpqevyipUS7VM96c2aTfWPfTOJ32RfQpfN1hp0fRhKPflcCUpUy2y7ZfYjax+M5xHAP3jN+7EJ695WFvu7O/kpJWSMcI+RmSabVmJY8yxrZiQm4klujxjxEBcRDPnwauZihHDoaEqRvprpWVC1uBlkfJFKo6iJtK31UIzIka6zBgZMShGUjNGHAuO1YVihMLXV8INb55ipOwIHHiU4eslSiwvuJUDZVfw5he6fpvGEntmlzBfj0iDnCKBjrmGF19XN4zX4nHcQ4dUwoBnjJCV1obxmlJoqGrESKdqTEAGtieaDcJQFt6KECPfehPwpT8ydwTxbtsOCu0jmjUr7actk0NKM8beWbV4s9TOIEZapBgpaKW12grNOtGnEyXHMojk6MQeLaEY8Vbe9Zgfo2XjTO+I8zsKnKt0xUgaeGYgICylIrso1A8BN34S+NzvAJ94YfTdVEjXiREKT1+Sy+lUxQ3jkGa7lRW+3lqQ5+LhNbJQryk65PcyYoSstPymWI75fcD+O+W02narwpMZI9r86fRcdW3Uw+i9b/4N8PEXIFiag60dz6NoYCsOmpeRoRbKaw41FrzS/R6Gv/1XwM/emft5AOIaeOBuYNcNUl1D8FrJaxk1s83uVBWJRay0dMWIO8RC1zWbtX4hkTFiCl83ECO0Tyyz20vAiJGElVbkKFFmjPSOkhgpUWKAwLvmjcQIPclUjORbafVDMbJndgmLLR937S0mKadclEwrLV8SDt2jd9InaaRlttJyNSstuhkPglC5STBZaRXZ9vW2F83XShwPtqZO0bF/LnnTnkeM8AK4Y8gY4dvUtZPLVHHs+Nii3BGuGAnCpGIkttJix76+bU5ePxY/N3V/ciKL9g3VSZajpl9E7jqsKXyqCSstsW+7zRgZ4vklORkjFd1Kq+ANsNMnZVlfQDe5fODsVBGfFcsb34FHUm22Ao7LEiUGCB67MR82KkbEox+GuGffPH56z4H4vcs/ci2u2x51rbLz8VwjnySZW2rHpEzNtTEVNVQ8dEjtPjVbadXAL58Vx1LGkN2oj+l6nPis30I8QtRtRHS0l4BrrwBu/jSw95bk+5xYaRVXjLiOrYy9aIy1ZrSKn73xaTh+rbhGtnz1Oq8QI3wMw+1N0qy0EmGzq+x6q1tpFbSKOybQlWJEPbZc+CtbMbLaMnGWA3S+a6WcIzgoY2Q0hxhxtUI4V4zUDwPXfEA8P3SfeEyz0qJiubckLQ5p3gkrLaYY0a20FpgdVW2CWWmpio4YUXG+EVaxiCFZFG/MAJ94EXDFE4G5PdGyq7WSGtqoxlZa6vzpt1RzbTTA3vOWUN93L1yox/OJ1j64VoA2XLy5/bvixXN/E3jE85XprPZS3HhKjQWPdKMskEP3mtdRxy8/Arz/McB/Pg34yb+q7/nNJDGy+TzxOLcrnxjRyY6YGIm2nVsFLn4VcPKTgVOeWmx5O0VVzxgxha/rjQJtZt82BhNExki2lVa7tNLqGSUxUqLEAIGzxVnkQK/h61RU97N8rXJABeiiDHeRjJEsG7GiiAviXc+hgJUWy4XgzD+30uJFvG4zRiiHwhTebsr/4JiuJ2/ccq202MxsK5kxoviPO1aCfHNY+DphQs8Y0RUdhowRPs1rnnQy/uzpp8nvyLHSomWMSaojrBgh6Ptc/z0uxoqR7jJGRmuSeKlk2X5Er6sZI8V+syvKSsukGLEd8QesvkLNKkRSMbICjssSJQYIsU2obcVKRK4i4eHrv/aun+J3/vs63LlHFC12Ti/BofN0pBj59+/dg/Pf8l38+O5s/3MvCJWx65pRUQx6QCdGFCstqRhRxmGOrSg9uskYobFP4rrMbVr04oiOOrMmOXhP8n1FMZJiP7Kw3+hZz8cXY6z5ZOPEUGxFRkGvBK5AVogRrymvn405czeJrphYbddbXSFS0CrumACpu3qy0vKXpQmpJ/BlXG0Kp+VAOzpHFclDKqwY0YgRuyKUGoA47+2/Q30/zUrLZYoRym4iFYk+LVeM6FZaCxGxXx0HHBc44fHivRMen7L8gjhpImrSomWf2w3sv10cg3TujwgDPyrdVi0PNautLkcEj9VCYiutCM392yUxMjQFADjTFlZj09YafMK/FF97zCeAF3wAePFHgb+6CxjbHC8DqQrp+nmatVu8N7vLvI469tyU/l5jNqnej4mR3eq1rH5IEsy0jxKKkePU/90h4PyXAL/7tXzSrVukKUaIYGulZYxE61LVSLsIAWypGEm10lppJ9FjDyUxUqLEAEFRjBiIjSIZI2RJlEWM9EMxIkOzi80j15saQNuLbMR6stLqf/i6PiuPbWN+fXOZlRZfT2PGSAdWWrwITpCKiOR8PD/A7FKSGMkrcPP3HdtKfAdfZscyKUasRCGBW2mFYRgfc7StpJVWkhg5ad0I/v7Xz1bW32QXzvcXkX10DPWaMWI6Flspxzw/FvKIkdhKyycrre4zRuKg2JR5uI4NpwvFiCRQO1q05QHd2PIOM9sVf/z9EgMLnc/rgdcvUaKEAZycoOu7kv9lCF+/ffccwjBE0wvgkjVIVPB47w9EF+pbv6YVuHK+e11EjDx4sKBiRLfSYmOTbjJGtkQB8EQyyIVkZIaXoxhZZNYme25Ovs8VI21DsbExB7zjdOBfT0q8xe20xmtqcG6837QLdyNNMcI7fIO2mfBJWGmtMmJEV4gMlJWWrz4W+kwyfH058vx6QtD5mLdEBujcV8RKq3DGiK4YYVZaBzUFQ+DL8yRlUsTzGZHLGCtGhozTeo359PB1UiaQ/dbpzwT+bifwyJdnLn8D0TmYiJFdN8hp5kkxIgrtc5YkakbRUJeDVjX6KdVcR1pp0fIf3C4tuKJw8XOtBwAAM84ahLBR3/BIQQw5LjCxRSoxWvX4+nBgvgkHPk4II0Jkdqd5HXUszaS/Vz+cfG3jI8R9WuirqpTFSG1qOVKloSuIxreo/zspyp1+gogRUkbR9XB4SjxyxQgphHjGSIrFVwAr1TpbXrPL81SvKImREiUGCLFiwlEtmgjS3CgdJMWrZKguqIDay0CWTvA8FyULcfh6JqmTv+x5yCIMiiJhpcXmxYv7jm0pN+SOwxQj7DNdK0aigG4TsULHh6k4aCJFgHwiTAlft5Ikk261ZcwY0YrzqpUWz2eRtmOAOXzdVNAw2WKYFCM00Oj1Xo2CzTlMVlqubeH4tTI4Tt9nScWIGAB1a6U1yqy6aJunqcwqjq4YKWilRRkjK6ECbVSMcGJkgAoVJYzQFW+lYqREif4iblxg9p0tQ/g6b6JotP24E7JikWJEPR9vGE/xaGega2LFsbA2JkaEQoNyNPjYJk0xUtHUrN1kjJy0fhRffd0T8IFXXKS+wYmRdk7GCFeMmKy0FMWIwUqLq0y07TnCmkX4GAuQzRxJxYiH17tfwNPsG1XSRM8VOXw/cGi7+ppuJ7LaMr0SiplBtNLqnhhxrRVupVU2zvSO2EqrjxkjTkWO4QHVSuvOr6nT8jyLhJUWEdihnI5IF00x0lqaT4av6wQNFcFpGdPArLTE54gY+ZWcZi5SZETEyIwliZpxK9qmrkZ+UIOfbqUFwDp8vyRGJk8AAJwaqT7mHPH9I5qVc2wJ1l6MFSOHFls4wdovA+Cbs+lWihxZxMiSgRgZWSctsXjmCmFoUnY86s19+n52tUaF5QApQ5oaMUKqm/ph+RrZZvlteU1ItdKS4xC9thErRrwVdg49BlESIyVKDBDi8PEUYqBIsDhdUCsZhdZ+KkaAYtZCNGbOUi3Q+mepXfJA5FEvBXGdVDGFjwNAxbaVCxwVqHXLKJMVVpGbiFgxog9ykB2MPV03y/yLKkaIFKFVi9U+TCnhGogR17YNVlpy2cMwBM2CjnFafn4MxctpOITzMkZou9Oy9ZpDMGTYd6bjfaji4KR1slNE3+c6abHYY/j6k8/YgHO2TuA3LjqOKUbM83BsGzY/a3SYMXLUw9c5MVPRFCPUsVPe+A48khkjR2lBSpQYUHDVRs3QxWhSjDS9ICZGYosPv6X8XjfpyguIazO/ZO2cXoq/e+2oKBSRlRY1HRRRjOhWWh2pMQ/fDzzwUwDA+dumsG5MI3QUxUgHxMieW5InLCVjxKAY4coN7bt4s42uKCYLtKY2TtmwcBde716JN7sfV5s79A7wDz4O+I+LVL/9VW+lpStGBshKq28ZI31cpn4gKImRvoLOUXS+mNsNfPMNwA0fT4Zw07mviN0RVwk4VWA4UozM71anm4uUDe5QMvOjIpvS4uI8FdG18HXHqxvC17XzfGRRlQsWvg5AEio7GTEyv1c8EjECQ+FczxiJTs8110Zds9JyZx+ESw0Ik9vExy3x49u09SRcevYmPOl0bbtXkoqRg/NNnGZp9llF7LQM1o4xTIqRkbXApFC2JKzRAJWE0qErRPT9tBwgYkO30pqMbL0WD8jrMdlmKVZa+cSIXuKi+kAZvt47SmKkRIkBQi4xEj1mFXuLWGlRwbOX7ACPFSubBQKjeGhnGtpMMdMtJHnUg2JE+yifl8fJAcdSbuzjQrKmojEV14uQUlmKEVsjLThM+SJAgYyRUC3SEwlBn+L73DGEr7t20kprjNk8mBQjNA7gAwIvJmgMqikjMSKf64qRXov6pn1nUowMVWycvF4SI0WttOT26IwYqbo2vvHnT8K/v/SRMRmVpjqp2JZmpVVs8CWP544Wrf/gRA4fGFt2mTGyihDGSjLx/4rrUC1R4hiHJEZk44NRMRJyYsSPQ0VjYiRoY9+cLOaTAoSj6QVKMXXntFBNuMxKi777hChQ/OBCE//yrbvQaPs4uCCKWxvGa8pYocKstF7tfBNP+snLk4W7NHz2d4CPPQ+Yfsj8PidGQj9ZMOfgxEhjBph5OH1eJistToZoxAg1XtRcOzEOMyl9AKDaFEWrSWtRHbOndYBT4DFQEiPx+kbH2UBZafWeMeLC77kJqe8ow9f7C64YCUPgytcC130Y+OqfAR99rnojRudbjZQwosJIc8eVVlo6qGivh6kDQtVBTVJUnKcmKm1612MZEbGVlkbcF1luIFY0LEJ8PqQi/2GmuJtXFSOzwQhaoXZfqREAXDGypFlp1eYfQoWus5GVFuH4E07Cf/7OxZga0a63sZXWYkycH1xo4nSdGJkrYKdFxMjUiYb3DMTI8FqZFWJUjEyZv8epHiViJCI7lmaA7/w9cPtXxP+0DkFb2mTStIFXgBhhzRpaHaMa57kd7ZvtYx8lMVKixAAhJkbSiIECipEiVlpHQzFiuqHW0e6DlZZUOXQ9iwSpwhe5zcgBQYzkh693mzFSjxUjyc9T0dq0OQ8vmrvZ8r7T1wgJvQDps8KkZVmJ41Tv1ASEzYPNyCr6jlpsdRUpRpiE1A/UAigH/0pd0cI/W4ltzbLWOB/cSksPiueqkJrrKMTIsKbySQtfb8cZI53bfRDos27KecN1LFj8mC5qpRUTI8nf9+HFFl75X9fiKzcVDOzrBXx50zJGyhvfgQedf+g4X3EdqiVKHOPw4vB1O76+twzh6zxbrtGWipG4YON7ePhwPfE5jnpLPWfviKavMistwmkbxzA5XIEXhLjiJ9vxndv3xs0F68eqyrig6lixYvplzo+w5vBNwI7rim0AKgxRl6+OtmZ5xX33v/Aq1f6FZ4wAyZyRPMUItzVpq3km1Hih22gBcmzV9LSu/rYgQEbQ1BQjKfYpvAtbzx1ZbR34RAzRNhkoK61oX3Zij2YgRlZco4ISvj5ARNbRAp37Ql+oRB78mSAUnCqw7zbgwF1yWlKV6FZIJlQ0xQhZaemgc3PaPOm3SYX7WDGiEiNO0JLWhW6KYiRLxcBx0e/gqpFn4vP+UwAA4bBBITOnZYwEQ1FYOwNTwIRhyDJGklZao419GEN0PZhUiRGMbTQvJ7PSihUjCy2cauuKkQ6IkS3nJ9+rG9QkI2tjZUuct8KRtq2ro0kbs5T8jr6Cjq9D9wJXvw+YjRoahiYl6TG7I5qWrLRa8pqQmjHCcs8S4evi/5IY6R0lMVKixACBLAvSFCOErPEn7/hLA1c2dAtOqpg66HVIK630aSQx1H2R2C7iN5aDRMgvVySwgkDFtpUwcFJLhKEs1ju2FXdocBQiRqIb/4RfKFjGiOFgmEmx0ipKjNDxQbZkccZIIIsmQLLYrytGHNvCSNWRyhNmMRYrOjSygb9mUozonaGA3D8hI6SoA6OfVlqk4CF1y/rxKpvOxklcMaIpTXQSqd72ETBlkU4odYI8xUgyfL13xchbv3Y7fnbvQfzFZ27qaFm7QppixHZLxcgqAh2HFTv93FeiRInuwcePWeHr/LWm58fB3jx8fQcjRkxjxHpLPWcvRkSJ69gJYmTDWA3f/csn47zjRCcvzdu1LYzVXLVBxbHjscGwFRX0TcSDCVQw0wkQgkZQxITBz94J3PZF4LOXy/e4YgQAdlyrfZYTI4bv49kfupVWZJ81PpT0v0/sN68JLOxHxROFuSGrjVabFfbTiBGuElntihHqBqYi7mq30oq2RxBGY8/SSmvwwc+JP32HeHzy3wCnPFU8v+sb4tH3AC86T5rUHTrSrLQAEb695mTxnIr2QynzJOUJqRZSFCPKNGmKESrk52H96Xj/mjdgeyjUBP5pv5achkj2SJk3EwyhBe2enoWv8/v0qsFKCwCGrej8M6UTI5vNy8mstOKMkYUmTouySTAaESp5VlrtJblvt1yQfN+oGFmTvT3T1DmV0aRipKjFWS9IO2Y5abfvdvFI2SncSqtAxoh+r141qHNLdIeSGClRYoDQzLXSKhC+XsCOyumHYoQRBMUyRlTVgQlx+HwfFCM9WWnp/7Nl9qJltC3B+vNOf/KyDnhAu5W0nAIKEiNRscEU3i7VHMnPHV5MsdIqSoyQYiRabFJKEClEryestBw1fH2s5iaySmi7EHEXF1o4MZJxjCjEiFYgVQaUjvre/rlGrNLoBHz/UocqDV7WM//xoYqDk1nGiB7aXnHV324YAkttv+uMEY5ta0Q30HFTw8b3E1ZaHYavmwrQv9h+KPHasoEvr54xUoavrxoE2m9lxVl3lChxjKPNrFjN4evikasRWsaMkTZ2TEsSweSdrStGCBVGjPya/Ut8tPKv2OTOY9PEELZOiQIWZY0MVxxYlqU1TFix6ngYEXGRRnRwBL60WEnLD/F0YiT6nwelE4gYOf6x4jHKLonBw9tNdlbc/ksnRqLGi7GaSTESZYzQfvv0y4B/PxtbWtLKy28yoiiNGOEqkQQxssoKzTS+oM7rQbLS8rux0hL7n7rZV6RiJOy8GahEBjgpTF30p/8acOZzxPO7vyUeW+x8kmIrpEBRjFRUK61tF0siJMtKC5AECyka4vB1Q+GdjnVqtNIVI1Mn5C93BKWp78QnJgPnF/aKbsvoPLuIIbSgEdrs+/n9b8114EHe/+8KNTXN6AZ4NiMPxjaZF5JZaXHFyFYrUjWe+HjxOJdDjFDwuuUAm86VrxOBoWeMODWh5DHZbhHSyA6TYqSokqcXpB2zbg0Y3SCeN2bEI5F2fr6VVsjD1xOKkaQ6t0R3KImREiUGCHlWWoYG+gTaBTJG3AyLnKLoVDFCk2cNnvsRvm7HxdyuZ5FYRv5fmzr8o2VMs9LiRbxat8RIM4sY6VwxknfjEqtcIlLB0jJGkooR9YB0bUvphCCbB4spRgJNMULfaepKNSpG2Kak4gcVSPkxyTNM9s428Ji3/QDPerdWmCgAvp/+15W34pX/dW3cHcuJkeGKExdtAGB2SSWnTMf0YtPrOmOE48WP2oavvu4J+KOnnmp833Vs1UqroO2UnUGg7p9vJl7rG278JPCJFwGNqGO2kGKkvPEddNC5QleKlSix6vClPwa+8rq+z5a8zd0UYoSuh/y312gH8TUxttIKvFzFSFqjQoVZaX24+i48zbkZT9/zEQCy6B/O7YSFALWIIOCNBRXHjpsmRtCBYoSTJ7oypH4YeN9jgO++WftMRFiYiA0iRs55oXjce6taOOIki4m44cRI2xy+biJGEvtt3x1A0MZZnrS6CXngelrGiM/D37Xrfb+sK8MQ+N6bgZ+/uz/zWy7EipGowLjaFSPRtI2owOsiyHQyOCooFSP9hUnVNrwWOCMiRnb9CvjRP0vrKKeWDEk3QWl20oiRLRdIIoSK9qmKkWg+dI4loiRtekAW3nXFSFYhXwO3lQxgAWc8W75p2eK3snggVgDOh8NohS77DMtKhHrPWXNtTEBu99uCk9UvtytYqm2Q/xew0orrEX4TG6zoHuv4x4jHPCstIgSGp1TyiMgNXSU5slYUrjadnT7PNLJjZG2SsDoiipEUqzanCoxqpNeak8SjYqWVohgJ0zNG6J6mtNLqHSUxUqLEAKFo+DqQ3i1LJ1Y9BJvDjWV7PShGODHSQcZIGGYte1Q07yV8PXrsqZs4IRmRT0kxQjfepvD1gFlGmULKAeD23bP4X1+6FQcyCszUUTliuPmNFSOG6mBaxkieQoh2o5OTMULrqRM+rmMrxx3ZPNArqmKkgJWW4TBwMqy0TMRIEIb44V37AQA7p7ViRwFw67Qf3X0AP7v3IK65Xwy8149xKy1HyfjYN6fu14phZRaaXl8yRmzbwvnbplIJxc0TQ10pRmKiTztueKjusuArfwps/yFw9fsRLQBbKH4T5cjAxVIxMvCQGSOllVaJVYz6YeDmTwE3fiKZY9EjFCutuItRXi9MDR1Nz5eKEYsUIy2FGGkarbTSFSPrxtSCWq0tCjhDFRtPtW/C/7nnJfgb93OxMjNBjDg2LATScqSIYqSVQYzs/BVw8G7ZKU0gJUczgxjZeDaw/kwAIfDQVew7cjJGqDEASChVKMPMlDFS1TNGonlvCvfH0wSKYiSFGPGOgJXW7huBq94DfP8fVnZzQ5wxEo0/BjVjpOg1Ndr/lJXgWt7Kux5z8q4cH/YO0zl0ZB0wsQU4+Sni/5/8C/DD/088L5IvAiQzRmpM4bHxbKn4oKJ9mmIkttKaVv9n0zdCTYGQZqW1pjgx4gXavesz3wJsPg944l9Ji6r5PfF5dgHDaFtyOfjzeB4Raq6NSUueq2dCrejuVNAc4sRIimKEWWnR9WGjNSO+z64Cm6O8EJ0Yufr9wKd+S16raNsOr1HzTYjYISstskMj66nxLapFGodOdjzn34Ql2GXvTlppHQnFSGVY3ldyuLUMYqSda6Xlswqefr9P+6RdWmn1jJIYKVFigJBnJWWxonDaGLSIldbUsLgQpykLioAPBgpljLDnafX5/oSv918xwv/3dMUIu8BxtQRtH9tKEggA8JGfP4BPXfsw/v17d6cuB3lw63kVQHbGyHTdfNNmIlE4JCGhZozQx6RiRLxuzBgxKEaMGSOMuPCD0Li/cjNGdCstRmJUmZrk8GL36oYsZc+6UdnNoktj9cKOiahcbPp9yRjJwysfdyLO2cIC4TpWjKi/7xsemlb+95ary6Ud3RBkKkZKK63VgkD7rZSKkRKrErx7n6wt+gSTlRbviDXZXC61DBkjflsJXy9qpTWOOrZO/wobRis4fi0rmEWFnaGKg7OthwAA51kPxBlgfKhQcUTW2RDY+NbU7ayDF/50yyzqlNXhGRQjdL0k0mpkHXDyk8VzbqfFv8NIjKQrRmhsZcoYqXHFSBjGy7YBch3CIlZafpaVVp+ut9yCrF1A1XO0EFtpReOoMBgcFQIneYquEylGokJzZUVmjLBjtF8Kp0HEgbuBQ9uzp/HbSTLQHZZKhJd/Brjod8Xz/XeKx6LEiKtZadk2cPGrgVOfLqy6aD5zOVZacfg6KUYismNkHQALLbjYE2rFeVK06Pea41uLLTvU5rkgBDC2AfijnwPP/AdBGgERMRJZaYXD8BgZ4iGdGKm6NnaFshg/Cy3Y23YxuVEoN/zqhCSDdMSKkXqsutwMQdy3RjbJrAzKQyH87J3APd8GHvy5+J+IkaEpVYlDhAGpdc58LnD2C4An/qX437KAzcx6i0O3OrvktcBf3wVsPCtppXUkFCOWZT52nZpqk1Ydl+qmgBEjaYoRHr6uHW9k/V2kybhENkpipESJAQIRDKZCOqApRlLmUcRKa/24KC4eXOhPwbhdwBeRKzjSis15VmJFwK833apGMgQj8SCIrI/00E8CqXFcxzbuz/mGuIh+9abdqZYS2YqRdAJoOi18vaiVlqYYIRZOZoxkECPstYmYGJGzMYWvp8lHTRoKpQDiqgVSXsCvOHL7HFyQ26PTY0InBQBRCAKgBMS2ou7Mz772sXjOuZvxv577COUzPMSdCj4LTa8vGSN5GKo4mOKdpR1mjOi753qNGFnoIrulEOxoUEzLa9nqQJkTI+WN78CDfudEMpYZIyVWJXhBvd5fxQhd413bMgaCmsZuC00vVoSQlVYYtBXlastLnp+p8WPThCS7/7f7STzl6t+He/8P8L3XP1lOXJXEyETUQbvOmsMwWWkZwtdjGy2gWNFdsdLSVJGcpFA+E+0LTmy0FgQ5QgW60fXASU8Uzx+62vwdeVZaGlHz6+dtwdPP2oiXP0YL34W8f2h6QbR8yX0W8O1BmQC2VoTiihHdSqtfpMDhB+TzNOXKSoAevs5fO9bBCYSihFdspSXGwA783MarIw6TldbD1wDbf3R0lmclor0EvP8xwH9cpCrUEtOZ1CKMZKiOiDwQgCk7kgXihaaHF77/Krzvh/fKF3kxn8b3l/078Movif+JCKFjM80ai4iQOilGot/q8BTwgvfhLfafJYkFR7Nqil9P3nOngRezE78BIljmdscE9QJUYiRLMVJ1bVzhPQ8f9Z6FFzffjIajFeydKiqTgnxxJlKC1wGWMbIQXx+2WOL65I1ukdkZ7UV5TWvMSdXjwaiBkytGAODyK4HnvB04/pLoi6JlH9sAvPTjwHkvlsuw6Tz5nCsyTCoQup4fDcUIYCZGe9Jy8gABAABJREFU3KrcTgAweZxcPsVKazT5WagZI/r9fmml1T+UxEiJEgOEToiBtKJQq4DqgrIReMG4U3SeMRIan3O0Cqhd8mAXUNXkQf8c/z+2KrMpY0S+Z1aMWHGHBkejLd5fbPn4+i27jcsRK0YMGSO0iUzHQSoxkrObfK1Ir6tvaL/ReurKJsexNcVIRZtPGJMz1dhKK30/WQbFiGNQ6NA2kNkkcjo/CHGIFWhMlh5ZMNmPEanFyQ6a7yWnrMMHL38UtmpB6I5t4eZ/+DXc/OZfw9oRMZjiGSNZ1nd9AScOCgZRupoih7BrRi3SzDeWiRihQSctu+WoA2XblX5rpWJk4KEr1lacdUeJEkcCvKC+bFZaNrNkEq+lFT7rimIkIkb8du4YcTHKUDth7Uj82on2PvFk5mEM+axQHnW8Drk2JiGJEZOVVtWxUXEsaaMFFFSMLJmfAxmKkYgwoIIRIApgjRl5nR1eKwtH+2+XBECeYqTJrbRUYuKk9aP47997NC4+KWlPoihG0izE+PfR8oxvUadRFCMaCWAiRrqxwtp/B1umFUyMUNGrMpJ87VhHV8SI2P/NOGPkGAhfDwLg/70E+NRLVzYJdyTBFYf3fDt9Ov18CKjECCCL5fS7MCg7PvaLB3HTjhm847tMKaZbaenQiZA0JQoVpJsRocztsS68HN/E41EPNUWFnmEBSPunglAaB/TfAOVwPHRVrBhZwJCwr4rQTlGM2JaoMyxiGP/X+138KjwLi3bSSgvjESGSZqMFGK20NkfESDixVWxT2vY0pphmpPWBKJ9KJ0ZOewZwyR8mCSaTamLTOfI5z0LJUoHox8ORUIwASuZLDEez0prYyogRFr6ecnwGWeHr8TV7hZ1Dj0GUxEiJEgOEfCut7M+HYah4RKeBbH4Wml58Q9spVMVIAWKERxzk5KNU3O6LxEVUNXlIhq8nrbToRpwTMfzmXGZHpO9Pwqev22F8PVaMGIiRLMuw6ZSMET/nxpUGdVRrplWj7aGvu64YqdiWljFC4evi/xBJxUgQhqnHg0lEYRszRtTlc22b2XeFOMSUUR0TIwY11GK0X/h+LUIOTg5XMDlSwWikAFpsyYwRdxkVIwDUm8SC3Z5p4eu6BcpcY5kKBI6mGLEdtavVdpiVVqkYGXSU4eslSkBTjEQdnTd8Arj1Cz3Pmo8fK5piJE1xumhSjHjqNcFspSWKsFsmh+MxxRiidWvXk0GuAGoVJ/ZcX4c5DLnUoMLHBWLZhxXFSJGMEUYWJKy0UhQj3pIoePGifnNeLnttUnSaTmwBJraJ6/DuG6NlyssY4VZaOfloQQDsuRnwPTV8PY1s4EQRWWnphU5Oxvi6YkQroF/zQeBfT5LrVhRku8OXYyWCrMR4N/DAKEZ400xnVlqUMVKBn5theMShKEY8UbBvzol9uZJJuCMJ/ru+7Yvp06Xli3DoRWtDgXj3jOE8pltp6dDnM5Fic6VbMlXU5jTfD7EIrk6pmQvgWQSDAfzeL3Ev+8iXi8fbvxSTwAvhMAJOjFiqOiXO0rPtRMNcghix3Yh0t4ATHpu+kCYrLUuQHPbkNnGTTmqIxQPikav5DkRElk6MEFyNwDARI9xKi29jfb9x2Jpy50gpRkzEqVtVrbQmjpPL5zdzFSM+K9nr9/ulYqR/KImREiUGCPnh60wNYXjfD8K4+z5LdTFec+Pv6NZOiw+CixSb+fLmWWll2YDlgd8gd9vBpH+KL66nEU+KlZZCjEhlSZ4C5qYdM7hrb1LGLImRLCstdWn9IMTskvmGLSsvA5AdodJKS88YEetERQx9vRzbgsOyMmJihOYfhsyKTFpppRVccjNGtAJp3FHuWHFRPwihBNw3DZYeWcjaZpx8LEKMEIgYWWh6TKWzzJfzLm5+affqncJLGpnaV8UIPxaMihH2WyiJkVUF/vsGSsVIiVUKXlCvHxQ2HV99HfDFV4vOxR7AM9RkxkhEjKRcCxeaHppaxkioFY2zFCOjNRdrIhVlTIy06tKvHIiL9EMVJ1aMVCwfa21RsFOUu5GVlkKMmIgHANhzC3DL58VzRTFS1EqrAczvU19rLrB8EUY2kNXMzuuideogY8RrJN/nuOmTwIeeDPz8XXHhq+kFqetttTXrLyDZeeVnWWlpx9m3/1Z0an/3/2QvJ0e7ARxm2QYruVhNvyu3hnhEOyjECF+PjjNGpJVW3v3FEYcSvu6r66ln5qxW8G1y3w9U5RuHSXGnh2nrxXIDMWJ0M8hTjOjKk3WnmZdRL7BrgepeEKLOiZGtjzTPp0NihNc/Er2HWy4ATrtUaUybw6hKjEC9v5eW1UnLpbrNtqntinP2SU8A3vQg8LS/T19IZqUlFSOCvK9MRUQTEV1E6uuKkTBMJ0YSihEDObDhLPl84jj5PIvs0K9JR0ox0kzWYxKKkclt8njl1+eUjJGQlewdbb30sVaJ7lESIyVKDBCaeVZaSn5G8m1OVrgZxXjLsrChRzstn53ACylGuJVWyuTtHMVMIeRsoyJI2FOx/+MO/zh8XU7Gtzmti20DtUr6+pBH9mcMqpEsKy0aL+k3I7NL7ZgoeOYjNirv5d236OHrcTYIyKpK/O+kWGlVHDsORAeklZbNLK/oOIgzRsIw1dnJpJBSt7daIOWKFk4c7ZmVg5Zmu3crLQL/nXYSmjZGihGWMZKl8OoL9JvEAiCyRj/GdJVZX4kRfqNGg046YdgmK60yfH21gA5DOi5LXqTEqgQv4C8eUgNTewyw5ooRRXmAdCJysemh4QWwEMCxxDRFiJF6W5yzR6sO1kV5XWNWimIkWuehih0rRgBgvS0KGK4V4LPVt+Lf3CtiK60Rq4Bi5MrXAlf+gVA68G2nT5+qGGmIYF1lZZlihHdVH/8Y8XjzZ0UHcSvl+4JAkELc8z9PMbL3NvF48G5NMZJGjHDFSERITJ2oTqQoRrT7hLTmClMHtvK5EPjMK4Av/bEIXueDv5Vsb0TdwE6VKVkHhBjpQ8ZIxVqJihEtfJ3vr0EhtXoF/40HbeDBq8zTGa20NMWIXiw3FIgPm9wMODGi5xwBSSuttaeal1EnUHTFSBBiMWQFfDof65g8zvx6CniznbHJ7ylvEvcp7hDuPflyPBBuVqy0WpqVVsAVIxox0nA5McI+NzyVbSnCrLT0jJHq2m3iPVKM7LkJ+OqfA9t/yL54RihJyHotVzFiIEbcGvDbnwNe9CFg7cny9U7IjjQbtX7DRJxatsFKq4DCKUKWlVYcvt6ho0WJJIqnA5UoUWLFI1cxwov+Bs0IL87mFVrXjVWxa2YJB+e7U4xwh6EiJ3NONqRmjPQ5fL1rxYjOi7DnlB3iGqy0OClAXR+OZWWuzwsv3IpPX7cDV96wE3/7nLOU3IosKy1pFaW+fs8+YUewdXII73jJBfjPn92Pk9aN4g1fuCW3o4sGdQnFSEDEg7rugoDgBUs1fH08Dl+XyyqJADued5pixJgxYlCM0A7y2fLRrpipt5Vw8E4IDD5PEzq10iKM1sT+XGj6CRXOskHxW+40fN1spVVxLLT9MM5c6Qt4wYYGnbFixNastFwZ4lcSIwOP2ErLVs9LJUqsKujh602tgJ5lTZGDNlN01shKK0cxstj00WwHsY2WmLgAMRIpRkZqLtZGxMh4mpUWKUZcqRgBgHUQhMV4Yzcuse/CxdbduNsSyz+kKEYMxEgQSMXC3tvUwaOu0MgkRvaqrzXnJanBu2G3PVo8Hrwb+PzvqZ9p18Xy2Dbwzb8BfvVfye/JwkKkWlmajsebTc8HWmZCxfai7eG3ZUj8Y14jlvfOr4vjiheH9EJRkLKvDbkCieW86+viOSloCCtaMRKto+2KMYjfGhzVgUKMFFWMiOmIGHHh51r1HnHoVlp+SYwkoFvkpRHIJsI9jxgxKUYWDdu9kmelxc4p41uMoe4AkgSKphhpBwHqDnvteM166slvBG78ZLbyQkMYhnFeKJAyJj3+0cCf3QAMTeCam2aBO29HyBQWrVBTjBiyMgl1h62jSV2TBmalRVbqlDFiTRAxEhX9f/iP5nkcuJspRqbU93TFSBqBccazxCO36epkvJLnJ7+caM4nrbRMx2uKlVaghK+r71W0sVaJ7lEqRkqUGCDkZoyw56ZacpvdfFZyrHlkAHuXxAgbBBdRjPDlTSuEtzSbpW5gsl/qFLpihP+rW0GlZYy0YsWIhVolvYvuqWduxHFTw5hrePjWbWrnYZaVlp7/Qbh1p7iBP3/bFKZGqnjDs87CGZvEICXfSktdjzVRsWLvXFP5PF9nfqxWHMscvk7zD+XAkbpW/KCzjBFOllRjKy1dMSIzRnZOq4WBjhUjhowRQsWx8axzhOz61U88OXU6HWSlVW968fyXPWOE37QWDF+nn6H+e12KjsuN4+Imo6+KEV4Aou5TJWPEQXxE2a6cpuA6lTh2kbTSOppLU6LEUYIevs4D2NMsowrC4xagumIk5RTb8gPMN9qogBdYRQGMLtemG/7FFlOMjFVRRRs1KyqctZc0YkSs8xDLGAGANRExUg3E+44VYthpw3VsjCgZI4btUj8ki9sH71bJk0T4uk6MWHK6BZ0YWZBkFS/qbbkg26aFipI6KQJ0QIzMxArlLCstu10XRa4PPA6Y2yVeHN8CPO89wHkvjr4zw4qMF9Nnd8rnecU6niOy64b091YaqJDuVGQxrEfbuhWDrhQjYns0Q7EtHPiZY+WjAiVXLyittEzwtO2QRhgVCV+vDKsFcgNJesikGHE7sNJKs9ECMjNGgshm3OXk/fGXqNM//e+Bv7ojPcPEAP26ltqMueZEYHiNzGd0uGJEvb8P4nGuDVer4zQcRjh0cstI6p3WIn7z3DX47PnXY2tEjMTrS4oRHWSZdvDujIyRAlZayvsRUVObyFcZHg1c9Dvi8eJXARe8XBx3Jz0RqAxJQnDNSebjNcVKi2eM6HWqMmOkfyiJkRIlBgh5ipE88CBnXaqnY33UNWAcqBQAl00XYbl5ESut07cfVlp8rbtVjOiLx+cTZ4eYMkaYSocXvLMUIzXXxksvPh5A0k4ry0qLyAt9HW/ZJW7gz9s2mZg2jxghRQit05kRoXLP3nnl83w9OYnlaGFxMnw9UowgTFhHZYevmzJG5HO9QMq3OX1214zaAdVpxkimlZZr4z0vuxBX/snj8aonFCdGxqoyfJ2TOcsKxUqrKDGSbaW1cUIMhvurGGE3YESI8IwRy5KFCSVjZECKFCVSEd8w2iohWqLEqoKuGOHESJ7lUg66CV8HhEUKLzpZUeF0bZQdYsqhixUjkZVWnC8CiEK8QTFSs0NMWPKaPhXMAACqvnxtBE1UHQvDYGNbk2KECAEAOHiv2i2dR4xQx6zXBGY0G1SuGOFdzG4NeM2PgDOfm1wWIDsgXs880WFQjAgrLfM8Hb8uiIlD94pCznPfAaw9JXozKvZQ8TjwgQd+Kp6TjQ3vxp95WD5PU9YQuLpp363qe70oRnZeD9zw8eXzVyQbJpsRI6WVlrTSWokZI3quHt9fg7LvAOCn7+gs24dDV4ykbZci4euWpRbMC2eM8ED0HCutLGIkw0qL7rPOtBiJO2YgAjpsrNSva3m/gTifkVlPtUJ1nT3WgKgrRpoVto4p53YjaFu06xi983O45J53yvfGIsttfX8STr9UPB68T6oLdfsrfb/lESOVEfN8MnEE1SLPeTvwii8Cz/pn4EVXAK/7lSRzXvhBcb1cd2rS+s1yEkolQqgoRtKIkRV2Dj0GURIjJUoMEOgGtJZSSDdZC3HIm9r8U8O6SDFyoFsrLXYCL2IjpGSMpJz7+x2+3nXGiP4/V4xQYd8mxYj5u+OMEctCxbFSx1tVx8ZLLt4G2wKufeAw7j8gbg79QEp0s6y09G15684ZAMD5jBihabMKG2JeKvFxxmYxsN1+YAEtLzAGhXPSx9UUIxOxlVY0/0AWN6tcMZJy+JiIET6gqKQqRqSVVkIx0qGHZ3b4uo2hioOLTliTS0RyyPB1eTO5/BkjXVhpkWIkxUpr03IrRmiZuWIEkIUbrhgpiZGBh35+SmRBlSixGqAoRg4J7+/4vQ6KJaZZM0VsrBiJxjJDP/lHfLb6VowgWaQ/tNhSrLSs6Hw8NSIKB+aMEamIXTdWk/kiQKpiZAzq+k0GqmIEAEbCJRG+npcxMrdbPj9wtzqNpxEj5K1OoALg9R8FfvkR8dyKLpiteaYY0YqDk8clLaQIWcSAvjw6FvZHyzkdK5SFYsQ8T9dbkoTatouFjRaNt6j7lxQjO64VxMvQJHDq08Vr/Ho785B83pjJXk6uCtl/l/ZeD8TIR54OfPXPgPu+3/08shArRqqyGDYoqoOurLRUYsTFCswYSYSvs/UcFCutww8AP/z/gF+8F5jbkz+9Dn07pG0XUxFeV4wAGjGids4HQajcS8TPqUgO5FtprUvJFwEMVlqcGBHXn//2ny1eOPfF6fPpALoDQV6zDqntucKiqSlG4gZE20o4Cbgum7YTco+IkcBTGwIuvFzeQ6UpRo6LrlczD0vbyPHN6jS6ldaw4djgIFXFcAc2WnlkSz9RGQZOf6Yk7Xgt4oxniesloDoYAJGi0JxyEbCSvb5fa2X4et9QEiMlSgwQcjNG2HPT9bfFuv3y0KuVVqeKEV7ESivQx4qRHorE/ckY0ay02POEYoRd4BzbSlhHiNfSVSOuY2Pr1DAed6ro1vj5feJmdYkFXFMhnSMORmfLOltv48FDYgB73nFJxUieJz/tRiIktk4OYbzmwgtCPHBwURIPbBsrVlq2rWWMRFZazPaL5lF1xGDMD9P3k4lMMllp0cfjjBFHKkb2a8Rfp8SIl5Ux0iWBR0qaPTNL8fyXPWMk8M3PMxATauy4CcMwPjZJMTLXT2JEUYxE8+WKEUCqRJTw9c6UQCWOPdB1QypGjubSlFjV2HsbcNsXj8538wJ+/SCwuN/8Xhegc/tQJWmlNXLde3CJfRd+z/l24nNCMSKvA0SMrIkUIy0/SIyr6lH212jNwdrRqswXofUwECOjgWq3NO4La49qINd7GI3ISosROCaCgBeIZh4Sgefx93OCPjQoRqIC4PwecX06/2XCdgPQrLQMhR/uU86R1QGcpRhpLsj1a8ygSvyMn26l5fpL8rjRC2JU5KJu8tu/LB7P/HW1wEbgihGdQEosK9t/NP81J0UL3IeMkV3X9z4PE2h9HXfwrLR4Mbxg0wyNt5pRcLS7IhUjmhImKzPnWMUdX5bPdfVHEXi6YiTlmKZxObcOMhW/MxQjujtFXATmHfZGKy02n8lt5uUDDFZacr503/m94GK87eSPia7/PkB3IMj7CVBTmcWJkdBMjDi2BUerhejWWoXBySe6zj3+z4EXvF++Pqpdl45/LPDEvwSmhKMFdl0vfjeWI/I1lAVj+23DI+Rn0kDn/CwFkA6eRbNSwB0MgEwrSSV8PcVKqwxf7x0lMVKixAAhN2OEnUtN4et6/kUWyEqr+4yRzhQjfGmX1UpL2UbdIRG+zkkd5v8JqBc427LiwGo9O6KWsk5EsKwbFQMl6tikooFlmT9rGYrWt+0WN+8nrB3B1Ii8QFPRPa+jiw/I6DtINXL3vvmElQ2gW2mp0l89fJ1/R8WVZE06MWJQjBisy2LFiC+XnxZRPzab7eIFdLFs6e93e5w+7tR1sCzgVw9N4/4DonCx7BkjXShGTJZFnFjaNEGKkWW20iJyinZqqRhZlaDDoKL97kuUOOK44gnAF14F7PzVkf9urqrzGsA069jvxF7DgINRI8G6sZq0ZNIaXx5r35n43OHFFlxLXldsBLARxDllYZgcfyyyDLX1Y5qVVgoxMqwTI54gRlxfbpPhcAmVQlZaTDESBsC+29j3a7Ze+jWTFwCrY6LQRoXCNCstgm5ZQkREazG92J6lGCEbrWg9hkOxrs22n0OMREqj0Y3am2SlFV3X7/6meDz7BeZML378kQd9Gkw5ImTP1Y+MEdru/QYV0gfSSksLKS/0mUgxEvLw9RV2Pc6y0hoUxchtV8rn3ayTTqakZoxE509+rjBZL2UQI/vmVHI3JkYUxUhOZsPUieblA5JWWkwxwh0udldOUAv5PaBTKy26V3IqGcRINK617eR9YaXb2ohTRdxaS3ZYfLsDKkG+5iTg1d8BnvkWYDIiOShLa+K4pCqCK0bOeVH+8pzwWOAPfiAyrYpCX96VAk7Y2Ga1CKCHr+vEiPi/DF/vHSUxUqLEACFWjKRZabETqzF8vQMrLVKMHFroPWOkiPyPkyFpBa1mH6y0lG3U5TVGJ52M4es2ZYyw77YkCRDndUQTVF1zwBjta7pQEglDnSWjVddIEJistO7dJ24sH7FFHZAWVYzQfuHkAwW33713TrGqIlQc9TkfGCbD18N40EfrnW2lZXiNHRp64Z5LkE02XEBnihF+jP/gr5+C1z1N7W7p1v5q25oRPPE00Z3zi+2i+HNkM0YKKkaiReLbIQ4PBLBhnDJG+mmlxQpAtMy6YoRnjNBrpWJk4BGfn+zkua9EiSMGbvnDVQd58D3g8P29f7+ef3GAWRJ1oxgJQ+Bn7wTu/BoORI0y68dqqmKEFcwutO+D3nZycKGpWGkBQAUe1oxUYCHAZfbVaB98QHmfZ6itHa1hjGWHoKUTI2K5hn21eD7SFoX4SiC3yZDJSitoJ4t+nBgBgN03se9j25jUIhYbw1nser3pXHGxJOuYVkr4OkHvzKX/24vChssEvbObY2G/8m+tLb5bKEbMKoyKvwQsEDGiLQ8Vueg7iXjZdI4500vJGJnJ9rA1kR9kj9MPxUgzJ+OkW/Dw9YG20uo0YyRSjFgB/JVW1EuErw+Yldah7cDeW+T/3ayTHr6elzHCzxV5xEhVvQ/dP68SI3QvrWSMmArLtg1c+lbgca8Dtl5oXj4gUzHSZjeZ/STwGlqjXd6890bk0PCwLPKnKUZc204U0Lt207AsSSyQYkRXYPD9uYZlZuoqHZMahI9JznlhseXZdnFyn2XhSFppdQKuCjVZwUUIQha+nkJ4lVZavaMkRkqUGCA0YystcxE9Tw0RW2m5y2+l5bOBRrGMEf7ZbMVIbxkj8jkRHA8fquNzv9pReECkTxYixKGFJt7/o/uwc0YMAEzh67bFrLSibUIkQ55ihD5Hy7gYFQ2GDfki4ruiZWM3odN1MailfUugZcjLGKHv5jX6MzeJm/279y4kFCWAeqw6tiU9VAGMRstuMRKH5hFnjHQcvs6/Wy2Q8iDzfhAj/HjZPDGEsSF1ANuLsulljz5B+X/ZM0Y4+1Q0Y4T2G9sOZLVSdW1MDotBYH8VI+zmKVaM6BkjRIwwK62iFhAljlnQ+asSW+iVzEiJo4ADd8vnndysX/0+4L0XAj9/d2/f72m2SlwxkEaMXHOF2l3MsfsG4AdvBT57eawYWT9WVUO8WUF73FrCSdZeZRZNL1DC1wHRRb5mpIrn2dfgfdX/wMgHLxIZEB9/AbD/rphkH6m6WKuHr6coRmptsRztUFwLhtuiyFNh4etDYUMQI9DGtrp6gkitSrQPORnSNhAjvOi3/gz5fPO54pE6m5vzcnsZFSMaEUFe/a3FdNWEToZxLKj7YsgTxEjTCxCmKEaqAVOMjKUpRlqC5CACwK3lEyOBl6pSEQtlUHTEipE+ECPLpRiJrbSYYmRQrLSUUPLOiJEmZOd9uNIUNLoSRlGMDACptf8O9f9u1kn/TJ5ihLIl3GEZRs0xPCWfa4qR/XPq+VhaabECfZoV0RP+AnjWP2WHo2cpRpRGzv6NG/X7ybwh6b5oG4yOyHFDI4UYsa2kdVbFsVPDvXNBRFEaMcIVI2tPkc+HJlWSa0q9dwUAbDlfPNousOHM7pYvDytVMcKv8ZlWWsxdw9IJr4gY8cp7ml6RrtkpUaLEMYdOMkJMRaF2B4oL6vaerrex1PJTC/Bp8DocaKjh62nEiFo07wZcXUFf85av3Y4f3rUf4zUXzzlvS+48klZawKevexjv+O49cRA6DVg4828rihGVREgjRiqaJRdt1qVYMZJGjCS7pmeXxKCWCtbxtIbOfxP0jmxAKkbuP5BCjCiKEVvJRqF9Qd/PyTQaCGRaaRle44QH7YPQqBgxr6PuCZsFni/iOlZiH3abMQIAl569CeM1F/ORZdqyZ4zo3XMFQKQdJ9TouByuOLFV2rKFrwcpipHhNcD0g2LAbirUlBg4hGEYn5fdWDFS3kSUOAo4wKyksjr5dfz8XeLx+/8gLIeWpoWVhNLxEgqiYt3p5qI6kF0kN703uxP49psQVMdgn/sbyfdZfoa7sBPAJDaM1+Lra9sPEgX7J9q34UFfHUtVoJ6DXfiYGK7geIcpWr7/FmDvrcAHLkEz+BQAkTEyWnMxzsPXm/NqXkW0nWtR0f/hcCNOtfZgqCnIE9eXn635dfiOhRGdGGnX1cIdESPHPxq4/8fatAZiZGgSeNW3RWj5wXvk+5vPi754Qi47Fej18HUgGVpMRInyuUlRCPQawDf/JkmGcWiKkWqkGAlDIGwtKuOoBqoYQkuE1cdWWikZI15Tva7ablKhGfgiZ4VjaVqoZ8IwWcjUiZ/KiCy29kUxcgSttAahuA5oipGCjUPR/m8wYsRaaWMw3iwT+ur+WmkkTjcoSmr0Yx50Ptx8nhh/c2KYI9NKSyNG4vD1AsRIEbhVQYYQwc0zRliNwi96jBeAHr6e1XwYhiH2zorz+NioqhgJwzBhj+3aduI+1nVs0YyRdT1IQ2UEwCFmpaURI9VRQbp4DWAtU4xYllCJEBFnIkY2nAm85ofApOG9foFfu1cSOCHXpZVWrM4tFSM9o1SMlCgxQGh5shu7G8TEQoGC7ZqRSqwsuGtv5zcTvAOj00DrtPp8npVYEfDrDRXOdk6LbpcbHs7xP9Y+RwghSQfqcpSKEf7dsiBPJJUTW2mlECNEsFjqd5P/9nDVfKG1DcVBWsapEZUYiS2nCmaMcPJhIiJZ6i1fIR4IfL10xQiB7M04gVZEMWK2EJPPKzG5Iv4n4sd1rIRUldBJuBk/xl3bRk1TcvWibKq6Nh5/mpQuL3/GiG9+noGY5GP7bSnu8nUwMUSKkX6Gr7OO55AVXwCpGHnee4Hnvw/YfH6ZMbJKoPwW6Xdf8iIljgb2c2KkgwLF8ZfI51e9G7jhY8C0ai+Fh68G/vPpwNf+PH0+WcSIoVt//qCwjLJbCwhNId6sWL1paTsAYINupaUVrbdZBxOz0RUjFfgYqTpoW0zByqxbfiv4BgChil03WsWFm9j1dekwFF10tM5U9L8zPAHt0EHFWwAO368QI9JKSyv68ZyRMJRWWsddnFgXZb9yYmT96cCJj1O7dmNihCtGMqy0hqbU/8cjgml+j9wXo+uAi14pQ2ozFSP7lH+rrZn4eaCpMA5aYsxRC3nGiKZgoWBgv6kWSp0qu976bLmi/URdxY0Z4Kf/BvzzNvW3AiSJkbFNbLt1SYzw8eOyZYwwKy0q3g5CcR3oS8aIeG2FbQ+F8PHVY3kQrLSK2mBlzkMPX0+ZB507q6PAi64AnvRX5ukyFCPTdS18ne7FuJVWhhVRIXBrJqYY4U2BeQ2CnUBvtMtypZhreHHj4MSYzE1poaLcG0vnBguWZSn3hhXHkgrHTkHXLFJi6goMy5IkOVeMAKqdFmWO6DjuUcDYBvN7veBZbxPXyOe8vf/z7gf4cZ5x/IaZGSOkGCmJkV5REiMlSgwQqGibpi7Is9LqxIrKsiyce5y4abttd+c3Ex1njBgCzHX0w0pLUYxEj4cXxWDvlp3d+Q+HYbKgHitG2PdZlizItwsqRnRLLlI/LEVWWumKEfHYiWKEullu3jGDP//0jXj5h6+JPwMkw9f58rX9IN7ntjJQ40HsFiaGk0QOTc4L7BVFMWJcRaPqw5RvIjNGxD7KyxgJwxBv++ad+MpN2f7wfLBqW8BQRVOM9KBsAoAnnS4HkcueMaLc/Ba00jKQbzSwVxUjy2ylpStGtpwvikaWlSzUlBhI8HNEqRgpcVSxv0vFiCn0TC/k7rtdPB68V309COQ5jjpiyYKIw2CldeigLJzPzRxKvB9bawA4HTthWcDa0Wp8fWsaFCNVJM/5SSstD6NVF22bESOscPDr9jWouTbWjdZgWRZ+8+wUhQwQb2e3JcZw+8K1uCE8Xby3/UeoMBusarBkttJqM9JoaVqSH8ddlPy+dl0W3DkxQmjMyOcbzxaPVCBpLWSHr+vX+omIGJljxAjNi4pZWQTcvEqMuG15TIVNsc4LrujknnEFCaIqRjQrLSr8ey21o9ypJBWa/Hgj5cfMw8AP/1Fsh5s/o87bRIwQoZKWr5IHfu1fLsUIrS+37xyE4jrQU8ZIE+xeY6WNwRLh6zxjZADUPgm1R+fr5OlEeZo9HP3O84rySsbImPKW3kBpDl/vlRiJzre2qwSE+8uUMZK00kqfN4XPTw5XUKlJ0qYFR3En0BsQVYcGu/usDVKI0O9AV4wAwCN/G9h0HnDiE9TXORliUowsJx73p8Bf3SmzqFYaClpp+dxKqwxfXzaUxEiJEgMEOimmFVyLhq+7BfMKzt0qbvRu39U5YeCzonG/MkZixUiPBWcrJg1CBEEYd6rctms2VzUBJAc3QRgmLlgVY8aI/J/2Ra5ihKy0tEDhxSYpRrKttPiyzkTrOTmsXpydeFrgwHwTv/HBX+CrN+/G1fcfwk07ZpT15NPz5Wv7gUI86O+LdbXxyseehOdfsBXv++0L49ctbZvwz/lhmHo8mMgNy7Bs9GluX5ZqpdUO8N079uHDP70ff/GZm8wTReADVMuy+qoYAYCnnCGJET3Er+/gRbmiGSO2Ku0GJDEyVHEwHilGFls+PNq3vteb97YpfJ1uGkzkUVyoWWE35SX6Ck6C0PWt5EVKHBXwsPNOFCOmrn/dPohUDEtM3RoEwH8+DbjiSeI8R8Wss19Q6DssNq+9+w8kP8PeP8PegTUjVbiOLW/WvQChVtDWbbPEaxoxYvkYrbnwODHCbJc2WdM4dcOYLBKY8jUo6Drazk4Urj0bjuJnfqTUuP9HcJhipOLX4ZqstLhihHIxRjcAUycmvxcQZMx93wd+8i/if06MDDM7LCowUSGwMStJGB7MmgZFMaIpTWjemVZaETESXQvtxnQ8Rguj4+sXa1+EH/gX4icTzwcArAsPy0JqlmJEsdKqyEYEujbHBdMRWRS95oPyM7qVWIIY2di7YoR3uS+7YqTKrLQGhBjh61E0qy36TAuV2CLGWmmKkVBrBho0xUgfrLQWFjWFYV74uqmYzkHngOpYYryuqyvixjOuvuvFSguQ501XXU5FMdLHjJFOwtfJRmvzxJCynq2womRL+FoDoqs3Kurn66LQ950pq+Rp/wv4458nbau4YuRIEyNAdrbM0UYXVlp6baPK6iwlekNJjJQoMUCQVlL54esmyQgNNIoWbKVipHNipBfFCC9o3bV3DlfdJ2wZOslYyUL86RCYa7RZoLmP+w9mBEPGy5p8Te8MybPSokKxDF8379OKNh9a1nqbMkbMF1o9rB1IV4zw7oR79s2rNmhsYOfH9WetQwXi2DKHr8tjzbUtDFcdvPflF+Ky87cmlpUfJxSc7gfpnd+msZCJtJGKEe7NmqYY8fFAgWMAkBkjtL66YqTX4/T4tbJTiit3lgX6TWIBGImRSMk0UpWKEQBYaHrih33FE4D/uLB7ckRRjHjqsluG35BVWmmtBvBjUP/dlyhxxLA0I7MpgM4UI0T6vvwzwnYCSBaK56MgbabiQP0QsOcmYP/toghORXIK/eYwWGn5i3JeBw/tT7wfe44DONPaifVjomhTY+NQf0ktOFfhYRx1bIFUoLiWl5hmpOYgtNl4hAWqb8AMTt/AijUmYoTUFEFbXLcipcYsRvHzICJGHvgpKp78bNWvo+rYGLYyFCNEbq0/A5jYCiPadeDzrwIO3y/+58TIOS8EnvK3wO9/S75GJAC3tjJljABqUYq+f253khih6fTO7pkdwGdeAey8XmTIAFJBtDQtx2XR8XBv7Ry8uv0G7J64AABgc/urqGA2vRgVWk2KEcsRhU5dMdIyECMP/kwuJ63PfT8AvvBq9bcDRIqRiBjpNmOEF4Q7UYzsuA749MuBQ9sLfAdtm9JKi3/Ggw3fEsfEissY4VkSgZYxMpDESOeKESfU9llexkgeMTIWqcZG1iXe0hsol0cxEp2jK2rRn5MhXj8zRrR1ysoY2RspRjZNDknyGUALLtpsmbwMxUjFsUUu2ZqTgcve3dnC6vuukzBzUoxYNjBxXGffO+hQFCPpx2+QqRiR9sD9VDStRpTh6yVKDBDywsdVXiR58qSBRtGMjnMixcjde+fR8oKOlBpcmlpEMcLHC3zw8JqP/wq7ppfw0zc+rS9WWoAgKIJQWDQdXlQHi7fumsFpG8dSPplcVvF/mG6llRK+TvvSzlGMkF++rgCpN2UB2gQZvt4ZMbLjsGq10WDrRfs0TTGiB8oD6rGWplTSA+n5fIMgTO38NpEbvAlJ7xynbe7YyYwR2xKDjqYXFCYhaIBCy8rJrapjGzNQOsW7f+uR+PR1D+Plj1nmLhy+kU2WLgbQwNw3WWlVHVSiruK2H2Kp7WPKacmC09xO6Y/eCbhihAe8ArJblYMKNUU7HUsck+DHYGmlVeKoQc8E6UYxUhmWxWC9S34+Uox4S2L6yjCwsFe+v3hQzscdBjY8Qg2DNyhGAqYImT6UzAZBXb5/qrULm0bFeZaPWfzGvHLDWbE8fLT6dlxs34NnNf8Fd4cnJBUj8DFadTFsm8/NrhXg/DVtuZ4mYmR8i1R3eI04kH02HMUt4Snwa5NwGrOY2n9d/JGqvwTXsVDJUozsu008bjxbFPSdmlBIcMw8BDRTmoacCvC0v1Nf00kQd0gEAptQGZHHjiljhOaVphj59t8Cd31d/BFOfRpw8G5gaQY110a95cOKiJGFQBTiqsPa2DfyhP/E1Q/i/3zldrz/ty/Cr08aMkaIDNAzveJjesQcjtuYFWOPT/6GeTuMbZLr6jVEQ4XTYWmDF3O9hvi/SIH1vy6Vy/j738yelkgQm9mJDUJxHUhmcXTwGR8OAjgA2iuvOUXP1Rt4K63Oj0dLP+elZoxEpHJeMX3jI4Bn/wuw4azkLNKIEaciCu5hECsEDy40sdTyleaxQqAidSVdMbK8Vlrp0+6LFSM1cb2J0EJFC4dXnRtcdo9ddWxhKfUXN3W+sPq+yyO5OChzZPL49GvaaoWSMZK+bZSMEV0xwsZaLS9IdQopkY9SMVKixAChEysp0wW4U8XFtjXDmBwWwV/37OvM35cPNIr4InLLJz4w2TfbRBACt+2ay81YKQq65oQIE8RIkZyRRPh6mBwAmay0LMuKi+W0TaiIl7ZO+nxo01DI+0gtz0qLljFMDV/nRMbDGjGiKkbSM0a8IDQSI/xYc1NyMmgKGgjblppfkTZQNfEOfHtXE4oRnjGifo6UN03PL0yMcKIFUBUjvapFCC+88Dh89g8fh82TBllzP6H4LRcjRmhb+36IeqQUWWqJzw5VxHE5FJFFjXag3oh2rRjhVlrRcmYpRsrw9VUBfsjSjWKpOi9xxMEtroDOFCOc0KCbab3DfZ6RIPRdPEOizoiRyhDw8k8D2x4NnPyU6DsMaki2zLOzhzPfr1keHlE9ANz6BVT33xy/nlSMtHGxfQ8A4K/dz4vVMoSvj9YcDFnJc/O0NQUAuOzhfwP++Xjg4WvM3f5jm+RzrxkTB/MYRgAb7Y3ni+9uyc+6fl3NGCH1Bc/D2HeHeNx0thhoUD4Gx55b1P9PfXpyGg6dGDEFrxO4/z4pRhb2yX1BBT7qLNYJLyKLCFseKYLhAWBpGmfbD+PjlX9GZX4HAGA+EAWbBDEShe3eHuUM3rFnVhbtvJYaOg7Ia/Bd3wT+61nAvlvF/5XhZKg8IEiHPTclXyeMbVS3RVbOyNIMcPUH1N8IkCzm1g3HeBaYvVsqaDzjuINnpcW3X4cZI15oI4gUI7auPjja0LNT+P4aBLWPHr7exfEYRvNYCqOCbtq4nc5LPEPEBMsCHvvHgqTVoNcJYisty5JF+6iw/NIrrsaT3v6jRCNfLlKstHyDIiMPDx+q47u3783MDWl2YqVFipEJlTAX4ety+ehei+79bUOjYlfQrbM6IUaOuwi49K3A89/b/fcPKgpaafGMEb1UwvdrmTPSG0pipESJAUIzttJKC1/PLsZ2qrjgAey3d2inxQcAnWaM0EDD84P4InDPvvmOrcDSYDGSIaEYKUCM6EObIDSEr8dKD/maY1ugRScrrTzFSEULcacifzw4SrHSou+h6Zfafrz9EuHrVjoxoihGQrke8fKxfdFsJzNGdCstE2LFiC+trqhjwg/D1M5vo2KEvSbJFfG/mjGifpYGmc12gLkOFSOS3GKKkR7JuyOOHqy05psezn7zd/DTew6w4zIiRqpEjOgezl125LU7VYx0Eb7+o7cBn728zCU5hsAVIxXyzy8VIyWONCLFQoxuiJEKJ0a0QvAcK9JSgZcXbhcPSVWdOwysPRn4g+8DF7xM/Q4GqyGJj/rcdOJ9bqUFAI8MbgO++Go4X3qNvMY29PB1WUD7Ned6VOClhq8P2+r1NqxNYGcgrFY27fmBKFL++J/NxMjoBlls8Brx9loIo0LaSNJv3fXrOGndKCbd6HvJk53bjO0nYiSyI+MEDLVy7ImIodOfBbzpQWGflQVX9Y43Bq8TeIDu6AZBOISBtHWKw9cpMLetXq90Bcnpl8qi5dIM3hh8BE92bo3fnosUI2MjI2iH7DoaESM0Dm+2A1b4b8oCMr3GFZo7rgFu+2K0PiNq0XTbo8VjYw64/UvJ9T/9WWLdjr9EFAlpu2XljNzwceA7fwf8/N3q63pBmFuZFYHB9ieBgClnBs5Kq0fFyEq1M9WbgUorrSSi69cioqJ52jG9GCkNRzeY3y8Aun8kKBbcj341cNqlwLpTEYZhbHn9mV9qBHAeUqy02txKq2DGyBu+cDNe+4nrcduudHu+Tqy09nFihClG2nCUbbEQuUWM1cS5NpEx0i16UYxYFvCEvwBOeWr33z+o4BabdJ38jY8Iu7MznhO/xTNG9CZS3mhZ5oz0hmOsMlOiRIksUIE47eKXEzESX/ArHRRtyU4r6+JvQqcZI4qVlpajAQhiJFa89KoYib9TKkZOiCS5t++ek0HRRRYWQnmiEyNUnEsLX6d9QQQAFZK5coRbPsUZIzEx4iufS6yjpjCZqYsBrWtbic9kWWnxjpcgxyqLbJTSiJPU41bLGLFtRmoEoTHThX+Og75akFAqmRQTGY6VIBGPcxcwhGZHVlpZGSO9kndHHD2ErxP+/su3xmGDw6QYibbJkk6MmIKGi4AXfOKMkWjZrazw9Q5uyq/5IHDn14BD93W3jCWOODgR7zillVaJo4ReFCOegRjhuQqtRdW6ib6LW2nVD8q8CV78oaJHK9lh6zZn4ufNxZnE+3qH/TY/yoFYOBDfsAdRqPWhUCx3VQtff6Z9fSKQ3YWPkZqDmqYY8WuT2B1oncdDU2YrreE1stOVEyMQRR17LEmMOO1FOLaFSTf6XirmtevA3d8Cvvynkmza+Aj5Pfw7AUmMbDgjv1MaEAOWdafL/9PyRQAZOA4Icp8UKwfuVj/L9zFtH78tc08Ip10qFRuNGUxCJRhmfVHMHx9yUYcsysXESDS+bXi+VKl4TZatQVZaWqPOQpRZUxmBcldy3kviZTESI5f9O/C3DwEbI8udIjkjpBSZeUh9XS8If+hJwJWvTZ8PoOZPGMi1BOg77Eps9zMQdkxBoI4NO84YcaRiZKURI/o4VyFGBmDf6evQDVEXWWnVQ7LPM8yj3ZBKrtECJGIK9E54Jevj0rcCl38BsB2FbPjJPQc6+5JYaacrRswZI/vnG/i7K2/BbbuSDZMHFsS2IULDBF0xktWsQ4qRzZpipBlWlHrKfEP8jsaHxHkm7X67Y1R0xUiHNmUlzOCKEbpOnv8SYXe2+bz4rVDJGFFnYVlWPNYqiZHecIxVZkqUKJEFKvSkNN4rhWLTBThWjKTNwIBztnYXwO53aKXFi1hU/F9qacRIjmKmKLjN1OG6GDxefNIajFYdLLV9bD+QHb6tF+rDMLmOejYIIC5u9D9NT4OaV1xyIp5/wVa88JEyuIx3gti2XGYgnxjRFSbcRksnBbif5Y5pUZzZtkYMHJuKYoSOP3OHSsNAjKiKkWylU5uHo7P8io4UIyyQLrZMixVIROzYyjpPYAGfqr8Wn6r+E1qeqhjJGsiuWMXI9EPA538P2HV98c8oAZvdESNTw9WYHEtaafnqjZnJ0qUIFCutDjJGOlF/UDGzk3yAEkcV/Nqo2w6WKJGKw/d3b+tnQhT+HYPOIQ/8DLjuP7NNxvMUI7pFECk5uJXW4gFGsLDCBj1vm4gRObbz67NxA4T8HkHAzNhrAQBrguh724uoUo5XtJzTETGiB5s/z7k6aaVl+RiruRiy1GLbkjOOfaFGNIyslduCF98VYqQZF84Xog5nZ3xjcn29ejRoi65BVPhu1YGv/Clw0yfF/1MnyP3Auz5HxHbA3shKa/0Zie9IxeZz5fMsK63L3i2Cz5/xD+J/yhk5SMSIocD3rycC134IOPyALGDbrvjscY+S5E39MPY6aqD8rC8Kn+NDFezn237DmQDkvYNQjJCtDrPSIjJAvwZzYoQTQRvPFo+H70/afgFiWhZAHBNFpBhpzAJ7b1U/04iO44SVluH3fctnk69xLLKCqykbhTD9EPCuc+U6OK7MQOnneeVoQd92HStGpJWWteKstLT7Uj62XC7FyNweeZwuN/qQMUKfqceKEcM+rEdqEds12+UVhN5c2PLM18oGIxtu2zWHQwsdNB/UzIqRtIyRr928B5++bgc+etWDqcvb8NJ/E7pixPNDbD+wYLyv3Dcn1mPzpKoY0a20SDEyPhQpRtg9eE+1EV0holtrlegO/LqnNw6w6yVXjJhqG3Gea8rvokQxlMRIiRIDBLphTbPM4q+bTp2tLsLLzz1ODCTu3FNAScGgKEYKnMj5QEEv/gNQyIpeiRFZMAcOL4jB44axGs6J1vVWQ3eIsqza1g1hstKKlB5sUW1LFus9LZ/i3OMm8d6XX4gT1sliBt9P9Dk6Bog0Gk6x0rK16UkxMqHZaIlllMtFCppTNogbUXPGCFtPVhxvRgNEToAUC18Xjx7PGKHiZoBkoSZCVsaIa0tVCN3/cCKD1/S3WIcxhCZOtvYmMkbaGbJqL1agiHXkipFej9GecPuXxN/1/1P8M3oQZQHoAXFTI5UEYTecZqXVrWLEZKWVlTHSqY1DGMobSt2jucSKBREjDvttl4qREpm47UrgvRcCV76mf/NMs9L62GXAN/8GeOgX5s8FvjzvuCnh63rWgUkxssgUI7ywUU0nRqptOd4ZCRdxkBeawjAmYPZYQj0w0Y6KxoGHUSf6jUWkxWGIIsAY1PP7U+2bMW6p312Fh+GKgxrUgl3dmcBenRhpLUpihNtacWKkVZfESDgsVKMGxYjtLUaEVbTsZKXVXgTqh9i818rnnBghmyvaX+vPTHxHKjadw+aZQYxsPlcoJp70V+L/CZXIiIkR21btub71RuCgyHbBlkcKG7Xf/6Yo1hOhszSNEaik/4InrpMTwxW8vv0n+Kf2b6P10k8DjxHKChoHNb1AU4zoVlraNZjIu8ow8Og/AB7zh8Crvye3p66wIvBcEUCQRIDsTP/ia4ArngjsvlFOQwSfbpWV1v2fdX2Y2ymfZ40dbv40MLtD/m9XBstKK0GMdJYx0oaLIDomnNBPHcsfFejjXK7uWw5iZGkG+I+LgI8+t//zNqGPVlqxisy0XYhEHN1gvikriNTwdQ1LmgrjB3ftL/4lWy4Qj5vOVV7mtQ1eu6AmucVm8rin5eMNnMlp1OP9v696AM9450/wmV/uSEw7G92jrxmtKqRwC65i70WKEbLSMmV+dgVNRdORlVaJdPDrvKPVX7jLAXuuNx0Cstmy5ZcWz72gJEZKlBgg0Di+yKXPNOYngqITK6qT141itOqg0Q5iX88i4GFmxRQj/LNqjgZ/Dei9G5+2XxCGsWJkzWgV5xMxsnOm8LICgtRpal0jRBikWWnRoEovLqcFlztaFzR9vppKNqjTx4oRAzFiWo6TI4KGZ4yYrLQsy4pJABogpoXBpWWM6GSR69jxd/hBmOrLauqqoPVwrGSB1OPECFsWB9G+gJ+w0tLD8m54eBov/dDVuG3XLMtEWWGKkVjxUPBGSN++eiddCvTB25qRatJKi4ev85uqVpeKEa7iIIuHQhkjnVhAUChNqRg5VkC/U5up8kpepEQmfvoO8Xj7lf2bJylGqKjuNdQDMS3ImRO+imKEWZjOaZ+NM0a4YuSgasnF5wkYrbSGPPkd46hjxzSbprUQnzvv94RNykhTFqImXXGNsSJC4nAoigCcGNlvrceI1cQzbFbEBjBWEeOHmmaxVbfHsC9cq7wmlDDR+XiMqUCG18giEnUuQ1hpDbm20QbJbtfV7U3EyIJWYHvU78nnnBjRC0jrT0dh8IJcbTJ9OkC9niWIEdaFqnf2kqpkw5nA1guBtaeI/+NjcgnrSPUTgcZ540Mubg9Pxn/6l6FxyqXxMlDRsun5sps59OWxpmeM6KiMiGPwuW8Hjn+Muj2BpOpGv5aT2mVhv/g97bhG/P/wtWwlGDHCxzBpRW4DSRhjdpd8njUOGNMUSU51wKy0tHFTwaYZrhgJI8WIC79wsPURgb5uHleMLMO+m9sljjkiLpcbfQhfp+2wGGZkjFC+SBHLuQzQPTQ1VXkp9yE6EXHH7g5svk+4BHjDduDX/lF5mR+XnIQgEka/vweYYqSd/pvQ14EaPB/UailNz4/rJONDrkKMtOEWzhjpzUqLXdecmvl+qkTnMFlpEXgzMyNGshQjaUqqEsVQEiMlSgwQ6HRoOmkmp0230uqkm922LZxNdlo5SgoOPrgoEr7Ol9dkpcVR6aUrAsxKC1IhsXa0ivO2iZu1W/IUIyYrLV0xooWm03Maw7S08HX5Od79kbxQUpGf206ZYGmkAHW+6MHr8fzZ924Yr8XKEkUxYrDSEssp/m9Q+DqX9kYEgWMncz30dWsHQfw/veaHYWqB0zQ32hyOYyXIISLrRMYIn0+0LRGg0dYUI9rA9ovX78R1DxzGF2/YmcgYqa2UjJE4e6PoTaw2XZcZI2NDLlMyRZk50TZJWmmJosSDBxfx0KEOSBJFMaKtp0kxEofBFlS7KT7THUj0SxxV0M+Un2dKxUiJTPRAfP7kngN42zfvTHa1kmKEMiG8hmqdktaFyc9r7pA5YyShGCFihClG5lhBlxfMK5HKgYrB7YYolIUhhjkxYtUxvcjO0xH5Ejo17PPFONBdlETMhEPESKQYCUWn/5gl1ieAg2uHnwIAeIpzi7L4o240HtWstOatMeyFphih0HHLkbZSgKoYiQp0Hlw0URF2jqMmYmRBEvNODRiL9tXe28RjZQT42x3Axb8vPzR1vHzObVhG1kslRhEwT/GOCk98nQG1C1UfVx28VzzqhE1tPC7ab/RVuymyfKFiG6COaePwdS9Q/O/ldswhRkixZFp+QP5e0rApst7ae6s43uk3deBOOU2Uc4PAk78N+t8EXd3FwX9H7Q7OEwNvpdV9xohr+YlGo1R4LeA/nwF88w1Fl7Rz6ONevp+XQ+1DvxW/dWTUyH2w0rIoY4SstEzHdBy83hsxQueb0egclOY0oStGth/IyB0yYXR94pypZozI59Sc2Wgn7x8kMZJ+b6ErRmi8oDeLkgoEAEarrmqlFVaU+Sw0xH4kKy0nxaGhYyjWm6WNVt+QpQxl96xWnmKErLTKjJGeUBIjJUoMEIKUwjRHFmcSZ4x0SCx0E8DeecaIfE62WnUDMWJZ5otGR2CkQUyMjFQV27AsJK20DOHrDmVdsK+1JAGhqw0IfN9WFWJELrP4fJKEMM0nDl9fEuuZRozw5dg6NRyHwDdzFCOAJAHIa9WkGMnaZ/QODYRdHpwedJgxYlCMhJpixLEtnHT4KpxriYBSrhiZqbdV9ZI2sD0wLwP3fG171FxOjPR4jPYCunktbB+l/c4K+kjrpJ7nB/FvlogRUo6I8HV2o9aqo+UFeMH7r8IL339VcZs+JXy9SMZIh4oRvoydBCeXOKrg10Z5rjyKC1Ri5aNoV3BrMVFUesd37saHf3o/rn9IswIixQjZPXlNWTgCmP1fqM6TupXdIcHuGzNGImKEbqCXpsV8uJXWLLMA4iQMt9JqLwlLl488A2gtwmWKjXEsqV2uUYG5WZmMczssVjQct4kYEUW/ac1Ky7OruG/iMTBhNBqKVEN1286Fo8mMEcpwGFknrawAQUpQd21k6dJ0RgBYghgxdDFbrUWpxKmNSTXG/jvE49jGZDHjgt8GHvE84DlvVwtIx19iXLdUcIUBL77nQbN+URQjnHizbGB/RBboKgzLEtsPQCWyL7v9lD8AXvXduAFmuOrEYxeFGOHd0axoFxd7SSVhak4AkkG+er7K6EZkauHJAmfPzcCBu+Tr+9lzvh04WUi/83WnA6+/TR4Teh4Qx1xBxYhe4C6ttJTp/NBGaHPFSMFx3sF7gF2/Am75XNEl7RwJKy22n+nc7Hv9s9XiKuluM/Y6QT+stEgxEhMjhnlwK60eQHWC0ejeIa1uoDdMbt/fITFigJoxIr93qcWUchpo+XSiRpmvtg50HtWL2wsRMTJadcT9JCOfW3DhBQH+/NM34qVXXI2ZJZUYURQjbg/3nZwMKYPX+wd+rdMtpLmVlp1NjJTh6/1BSYyUKDFAoOJPFvkRv2Wy0oqKvJ12sxNh0EkAu5Ix0mn4ejS5iRipOnaq8qAolPB1IkbGqrHNVKMdZIZuGxUjKeHrVkIxEhEjmtqAkOYXqndBezn7kuZD6yHD16vm6dlybpsajsOzuUyY7BZqmk0ULUO9Kabl9l50Ma9kESOGbUKr5YdhapeZSSwTEyOsc5w+TfOZ9GfwnFv+AldU3y2mjYmRALtn1YGLrhg5EPmv75ltsIwRK14PUsgcVSutmBgpqBjR1RQFFSM6qdf0gvgmIbbSqnArLXZT3V7EQtPD7FIb0/W20jGVCVP4Oi1/Zvh6UWKEFytLYuRYgVSzJdV1JUoYUeT33aoD7zwL+ODjlZebrRYmsJC00TApRpjFU3z++sxvi9BmIj7amv1VnDHCiJG53eJx3WnisT4tyBFerOJBuNzPmgodXgN4+BpR+N1zcyKoetxaQos3A0QZEAv2BBbDpNplLFKMOG1SjIiCfc2KCqN2FfaoWVERK0agFtumw5GklVacB7JBLdoMr5HbjIgRWxAnQxXb2MVsIZREy+hGYPK46Ct8+ZoOtwr81ieBS/5QVeI84jLjuhVCVvi6jlOeohYeOTHCEQbAvkj5svbU5PsRMUK4ddvLgRMuiRtghipO3JDDiZE2V4zw44qOTyIDsqy0OGxH5oYAgkjU7bU4Np8vHvfeohIjB+6UA3JuO8fJwjgHpSqUPxSmnqUYUay0Ms4TuqrUdgfbSqsosRGRQh4chRgprBihbbec21BfFyVjpCXe//BTgQ8+ofhYOgucGDFYGvYdtO3oWtLFtrSi347RSstvA/d8BzgsGsx6VYw0NcVIWrMU3WNsmRTLtHu2YcwA6QRpGSNLbbNiJAzDuJ6SSYxox3tMjGhqmNgeKyI79PD1ZjvAV2/ejesePBw3bo7VxHlGqRmkOEgUgqIYKfNF+gZ+X6oTIzZXjMjnZmIkeV0u0TlKYqREiQECXWP1Tm0OvRjM0Y5VBp0SI+IG7o7dc4XD8xTFSBErLUPGCA1KuHKiH6HWMnxdVYzwQUWWF65OmgShqqwAsjJGxHMqPuiqB3WQYyVejzNGUogV/l1iepUYMYWvA+oxtXVqyKgYSbPjIvKDBne1irzA15iVVhrorTYLpI+ttAJppaUX4k0EGX2Pa1uJAint09FgHhZCrIW4qbcjYsS1gkShS7+Ro2DavbMNpvqRx81QtL5H10pLU1IUnT7t/xTox27Lk9uPfIKHuJUWvzFrLynbeqHojY0pfJ0es6y0im6LUjFyTIKr2XSlWIljBGEIXPth4IGfHZnv47/1O78OfOYVyTDofbeJguvBe5Tu8L9d+nfcUPsj1Ga2q9NTsVVRjByQ77cXxWt3f1MUbykjgc5rlF8RK0ZYNyyFPFOReGlaBk3r575EkCorehApAADTDyiTjaOONh/LRFZah8NRLCBZLBm3xDnSjjqgp0O1YB/YFWzZaO4kHomC2yta+PpBfxTzGMbujU8BxrVsjVFNMTI0xRQjghRquUSMOOJ9vjxhdHI4HK336Hpg4jj1O/TcCB083PuMZ2dPa8LlVwKnPgN45j8U/4xTAc75Dfl/FqlCxey1Jyff02y/5q2xKCNPNr3IkFcDMdIOItl2tM0TVlppihFDoY0TIWMbsomRDWcJYqMxC9z7Xfl6Y1aQe2GoKUbYPtID4umY6LdipDIqiDr6ntVqpRWGLGNEEiMVeJ0TI93YHYZhMi/IOF2OYqQ1D+y7VWT28GOrW/BMm24z9jpBTIxE58uUfXfDw9O47oHDxveklRaFr7N5/PIjwKdeClz/UfF/v620fPOxQoqRzZNDWD8mCNmO7bQ0pGWMUHOmrhjh58asjBG9KZS+R2+4o8aw8aHo3OGoihHKQhXfF9kemhQjvdx3uqViZNnhZShGuJWWobZhui6X6BwlMVKixAAhZF2xabDiaZPv5QV2p+G0DWOouTYWmh4eOlys06VTxQgvYulWWpRxAnQWHJ8GKugutf34O9aOVeGw7ZI1gE+EryNMECOxhRQnRlixnooPuhWWkzLISdhCxYoR8760GLEAADP1nPB19r3HTQ3H5AYf9KWRK7Sci60kkUXvZQ3YaFlj4i7FSkvfVqbfAW1u205a6lBXUMWiTBGxvDajEUk9QvC0wfnBeTFA3T/fjAfLfGBK201X1RxRdJox0qViRCe7mp600iKlyDA/jni3WWtRObYKK0Y8AzFCy2sqytBgsxsrrTJj5JgBKUaUjJHy/uHYwq7rgW+9AfjYZcA1Vyz/9/Hf+mdfAdz1deD7b1Gn4ecUpvx4uvczuFaAE+7QlpOKrVwxsqgpRg4xMoUsM3TFiMlKayYiRshWaOmwtNdadyoUKyLdI5wXPUhRAMTdvkQYjFt1eO2m8Pf/8p/GRNHe1ggWQm2eAMZscY5021H4OlRixLereOElZyU+BwAjTnQ91qy0DnjDACzc9pQPA39ytfqh0Q2qqsatsowRQUC1OTGiddDGBT7qch7bKKyVbDamySNGOLHUSb4I4bRnAK+8ElhzUmefO/+35HOuGDnu4uS0Y5tUAonAlrce1tAIHGXsWnNt1FxxzHPFthK+DkgyqigxYloWblc2uhG45I/E8xOfmJzWrQIbHyGeb/+h+t6BO8Xvh1/jOXkVaMRIrBjRSFAOUmcBOcRI9N65Lwb+/Abxu3MGSDGi20gVIkZY9z1sBBFp6yDoIGOkKefVKcF07YeAd5wO3PqF7On0ZpkEMcLuddt9UHjwvKhW7/ZPudCJEcPx2PYD/M5/XYeXfuhqfOa6hxPvW9Fn6ibFyG1XqhP3YKXFyVnKOdLJAwJXpZ+6QahheiVGfMVKK0mM6IoR3uyZGb6eQu7opM98lBsSZzzZdnxNasGNGzg5ZMYIs9/uyUqLkSFu8lpfog9IWGmx6yUPX89QjKQRhiWKoSRGSpQYIMSKkQIZI6bw9VacMdLZqcF1bJy1RdzEFA1g5z6dbT/MVZoouQ5a+PpJ60ZilUJfFCPR46FosFFxLIzXXKXAna0Y0V8whK/H9krsey0rYRuVpRjh+0knOiSJYN4e3C4MkKRGWsaIoyhGzBkjc41sxQjJmbmNVLUDxQgRF5xA4lZaeheFZfCkps9xxYieMeJaEUFo+QBCOJZcRxfqIJcfB4tNLx6U+0GIvbONxLqRQmJFhK93mzFSsNNe3x+tTCstX7PSqis3G0Sq5YIHZNJy91UxUlppHYugy41lJZViJY4RTD8on3/n71Q7m+WA6fe97w71f34jy5UfEWp1Foge+NLOhytGuJVWqy7UJwRShHgpxEhrXpyP20vAYtQFTcRI/TCwEC3T+Ba1SK8rRmxbFj723ipfjwiCfVHY+TiWMDF9u/D3v+mTMQmwqzWERYNiZNRuoQIPTiDGUknFSBXVEbO6YcQ1EyP7W6IoMzlciZQR7Dozsl6ux3CUQ6JljHgxMZK8BschwnSsjW4U22aCKVNo36XhOW8X6oZX5BRe+41tjwJe8AHgJf+j2lm94vPA730TOP1Z8rU1BrUIoFhpzWIUTS/QiBEHJ60X2/fuvdKaioox8TWbOpqpwJtrpZWnGNkkbMou/yLwsv9nngcppQhTJ4rH/XclO/oXDIoRW1OMpFlphaFqMZdFjFDzxMQWSYbS9wxExoiuJtbGaQv7gVs+r47t2DQ+HISW2B4V+Jn3VQr4OKzTBhU6v+25SX293VDHtvq68HO931LJkHYXyhUd/SZa8uDlEyNzS+1Yrf23V96K2zW7bCuRMcL2y0aN8DbkORUFL/bmha83ODGyURAj9/WYM6JaafGMEVKMqPf3fHn1zBNlvinkTlubH+0DIjsAACc/GfucLdgTrjMTI9F24g2DvVlpccVIaaW1LNDPI4wMsXIyRsrw9f6gJEZKlBggFMkYIZgVI91ljADAuZFqo2jOiN4ZlNb9QVAzRlTFyHDVxRmbxACop3CxCEQyHFoQg401I1VYlqVcjPTQ7bRlBZKDJkAOUDjzb1syjN2LbaPUz/FiM1eD6GHqtI3Sw9fVZc0lRtj3HrfGnDESK0aGzIqR2EpLCSHvQDFC66QoRuQ664MFE9dC04jOcfEabYN4m1mqQsRmKhE7oRiR/5ONFmHXjLiR4vuAui1XBjFS1EpLO367DF9vej4aLbLSEoP2Wkb4eoPJ0xeKKEbCsHPFCBVqiqpnSiutYxL0G3fK8PVjF7wYGQZSDdEPXP8x4D2PBA7czb7DcE5Y0ixFuOUJESPMPmeozjrLeXGWiqS+Fr7e1ogRKiynKUbCQHyGQtWrY8DaU6JlnZbLO7JOLUzpihE+bwMxsjMUnx2xmvBYkXPPNSL8eHuwVXrVM4yiiVHIc7KuGAmcmiAyrOT1cNiOrsehWvTZQ8TISEWQFoqygGWMUOd/rBgR29lzxXIOucnrwWIYkShkITYWdTlzO628zuezngv87cPA6ZdmT7ccuPAVwDkvUl8bWQuc9AR5zAFmGy1AJUbCUbT8IA5ety0x5rxg2xQA4Oad8nhuxoqRaKwQK0ai45eus0UzRgDVDmxsg7h+n/ZMuV91nMSVJBbwiOeJpwfvVvNFAC18XVeMRIRampVWY1YlNbLGAXQu4IH0sWJkEIgRbVzGz5leSygzrvwD4J5vGT/jwUYQZ4x0YqXFtnmn47BWpLLjxNf0Q8DbTwG+/pfytYSVFvueoK2qOnQLnG5w1Ky0onOyQXmz0PRgsXugW3aq9/dWRHjHhDL/Xejn9B4UI9weiMLX0wrAREQMVR2ctqFPxAg7LoNQWrNSo1dTU4WoipH02kZad38ifN1EjFz+RfzdcR9FC5W4VsExFitGkvfbXYGTIaWV1vIgYaVlsafZVlpU+yqJkd5QEiMlSgwQqB5v6pQnZL1HXQrd2FFRAPvtu+ZyphTQB8B5OSOca6Dn9bjI6uCMTWJw14+CM11zDkWF7rWjottNVYwUv/iYiBEiNXjtmIev00DQ0To81PD1pJWWnpeRtj10IkWGrxe00jJmjIjBW5qVFg0QqwZiJEsxQu/EihFGUvlhGCs+9GwcU8YIvcRzSmhXegZixIWv2Ge5OjHCjmOdGNk5vRR9F8sYqayE8HWNMMhDl1ZaOlpegDp1c1XF+g/z8HV+U9XWrLSKZIzonZsJxYhhm3ccvl4SI8ci6HpzNu7HE6//C5xi7S4zRo416ERIP+1Gvvbnohj+sednT1fXiRG2DIuHxCOz4Ble2isLTvR6dUySCF4OMTK3G/ivZwE//TfxPxX5OZnQXJD2TZPHS2VI0JaEyfCU6vFu6visjCbWKTx4LwBgRyjto2pLUhmzJRAF5jvDEzA8viYxyxGriTFLnJc9ewiNsKa8H9hVcVGujic+OxxZabmB1nDQEPOYGo5UCFxZMLoOqOqKkWibRcoca0h8lylPre1E22D6oWh+0Xp3ohhZqVCIkVPM0wxLVdEsRnHjw9PxuK3mOrAsC+dHxMitrEgqw9ejay0pRJqaYsSk2gTMhTZdMZKH838LeOknRK7LU/8O2HCmeH1uN9DQ7ksKWWnNmL+H/16BYooRd1CJEd1Ki40Nf/4u+Zyf0xRixEVIVlpWUFwx4vVCjESkA7dK23OTyHd64CfRMhru73jRMmGl1Q/FCLfSOgoZIwbFyPxSC1+uvhlfr/49bASJwHMZvm7IGGlq1+ceMkZ4fWA010pLvD5ccbBtjbjO7Z3rbayu1yvoOE1TjPDlzQ5fN6+DnhNBVsKxlRYAWBbs6FxyeFFdP9uS91a8btE3Ky1TY0WJ3qHfa/NmPvbcJPyhWoqp3lSiOEpipESJAQEv8mRljFCV2TT8pIt0pxkjAHDuVnETc9vu2UIFJ30AnOeLGBoUI0uRvc5I1cGZm8XNbj+stGj7kZUWESNcNdJJ+LreTQLIIr6SMWLJYn6sGMm00rISr9NX8zwOE6ibv6hihC7Eo1UHk8OVTMXI5LDaFajnnHBSgAiWNGULIEmcOMzcUcPXeX6A6XMctD0d204qRkgxZcuBRQWeljGiWWmx4/bAvDo43RHl7VR4xsixqBjRiZCin9PQ9ALZzRVbafHwdW6ltSSCXCMsFiFGdH/WOEslmo9RMeKo0+ahFwuHEkcNdI64zP8+tu37IZ7v/KK00jrWwIuZwPIUjxb2ZofPFFGMsGmcoA0cEuRC3IE+NCWL9V5DC1/XiJH7vg/suAbYfaP4n4oTnExozktiZOoEMQ3Nn7IyhtdIiy3ATBJXDcXpyFJqd7gOLUsUv4Ya+xKT3RmciNHxycTrI2hiLFKMeO4ImlDHBiEVzGtJtclQRIw4kZXWPSMXwjv92XgoEAW2eKzCA9RHNwCnPE3YKj3yFeI12hZR4e/4zZvwJ089FX/y1FPF66zgc9oZZ4snVPClLudJphjJyxhZqeDESAErrXmM4pcPTuMHd4n9XYuu1edvE/v5rr1zMREiiRFdMdKP8HWrmA2PZQFnPx/47c8CT32TsI8DBKGqW2kZFSNEtE2JxzTFCFnfkSVWVlE8VozIsOTBstJKCV/3PeCqd8vXecGPjR892Cx83ZcWy4EPfPaVwHf+3vy9pnHYwoFiBAUdk/yYoOdkPcjHvETm8Xn7LUGkxCvSB8VI62gpRtKJkcb0Xlxg34+z7YewEdOJ+3Q7UowsUTYTP6Z5/hXQEzFC55mKY8X3j2lWWtyulxTpeY2XedDXW7pWiOO95av5OJzYyCJGiipGJDFitqnWrbTGam5cS0iz3+4YZfj68uGFHxTX3hd9SH1dsdKS106TJVpppdUflMRIiRIDAl6nz8wYiR5N5EWLCs9d+FCesXkMrm1hpt6OLYSy0KlixJQxIq20HDzm5LWwLODEdb1fsElVc1BTjAAoRIzobxkVI9F8LEUqKW1e2rFiRP1c0YwRL8cWTYa1C1lwHjFCx8Rxa4ZhWVZCMRIEYRwQp3di6kqOGrOwGI5k0SZbC7lu4pGstBxbszUjdYxGjJh+BuaMEfGeSTGiW2npihHetXRAkzPvihUjyYyRFRG+XthKS88YKU6MvPhR2+LnjbYfHy9kpaVmjGhWWuyGopCVlt65yW+ygZSMEUedNg+KYqQPXYIljgjoejdkiXPUCJqlldaxBl7MBPpbPFp3mny++4biHcAmYkRXley5RTxSh/LwlCwce02gfkidX6TSACAVHwTeqUlkQnMOmI2C16eOFxc+KnDTvIbXAE9+g/zsvtuT62IoTltRU8D+cApNR3zfcEPNUtkfTuEwJjAxOZX4/DCamIDYRi13HG2NGAnsaGxlsOGq2api5KPr/hp7n/tRhLBRdW2ZEcKtlUbWA2tOBP7oZ8AFLxOvuapKpTY6iTc++yycHqmMuTLB3nCGuhAmK61jlhjZIp8XsNJav0GoNN75XUHU0Rht25phrBmpoO2HuGuPKH7S+L3lBcJmJpExQsRIipVWVvj6yFrASflcFogImt8LNKPC91j0Gld90DWdli1XMRId/5PR2MZvpueu0RhhYBUjKRkj7Xq6NVQ0TQALIWwElrTSiu+rDtwN3PlV4JoPmMepipVWS+zjd5wGfPBx+ctMSga+f4kYac2LBhv+nXQsJ8LX2TrpTTndgM8v7dp2aLuqdDFhxy/zg+UBRoxE515Dc5A3syN+vsGaTSgc7KyMEV3RaTjHFwWdX6qOzUKm06y0ZMMkFYtbXnfNXARfW2/aDnWWH9Jk31E8fJ3UeOr9oE6YLDSj8PUhvelQfO6QRoyMMztr3hzZW8YIV4yUGSN9xSN/G3jDduD4x6ivs3tWbqVl6netxIRhSYz0gpIYKVFiQBAoipEMYoQVxHX0YqVVc6Wd1W0F7LSSipHiGSNU5CJbnpGKg7M2T+DHf/NUvOdlF3a03CbEipEFVTECyEFGVsaIHmxvGhhRsTzPSkvPaXBSBjlJK62oqJCaMSIVI/NNLz4eTPYSfP5bp8SAaIhbIAFYaHlxoVHPGNFVPFwx8qgT1+B3H3ci/vJSrSBhWFY6Ph3LUpQ0NIjUt5Vp8EDTiAB38ZrMGInmz8iPimalRYqR+JhozAI3/j9gaQYHI8UILRrZP5kzRnqQNPeKjsPX9YyR4gOvd7zkAnz5T58AQCqKACnzzrLS4oRiISstXbpPBE6RjJGurLSSHXZozhcOpy9x5ECXlyrEMTaEVqkYOdZAxAh1dOsdqd2gtRh1B7Df/51fTWYS6J+Jn3MrrajYqqtK9hIxMiMesxQjB+9VC4pzWsA8L07EAewLABWwJo8Xj1GBO4yyMnYsVUWB+aUfFx3rj3tdcr2YjZKOOWcdmpHN1Ehzv/LencEJAIDxyXWJzw1jCesssS2XamvRgjo2yFKMDNtRtkV0XVgKHKWBI24qUay0DD72rmb7QduN8JL/AWqTwPPeC6zXxiEmK63RY5QY4XZUqYoReQycsFWsc5wNFxFR3E7rlp0zCIJQGc+3/CCZMRKHr3ehGOnWuoyIoMUD0uZuzUnRcs3LIi799omwyFOM6MQIkG7nROOFQSVG9HUgQkHfHnxsFhMj4lgIY2IkkArsmcjKLgzMRAAfh/lN4IGfiuekkMsCHZN8/3L1yOIB9XrgEjHC1ilhpdUhMdKqC6uxWXZ+5wqUtoEYmXkY+I+LgH8/J3veX3wV8MVXA4cfyJ6uQPh6TLgD2GhpipEggB2p+eohZYxwK63o+nzh5cDvfq1Y+GkKYmLEteMGuDQbKlJoDFWc+F5Tt6bqFHq9wg9C+EGo3KNwhTv/vkxiJJpvkhjRMkaixrAJjRih5oD9mlsBzyLhNYPerLTYddQtiZG+w/T7MISvc2cRDqkYKe9rekFJjJQoMSDgRR6TS0L8XlbGiN+9lRYAnHuc6PC6vUAAu64YyfNF5FPTmGFJC3I+cd1oXLDvBXH4+mKWYiR9eYsoRlxDtoZjS6un2DZKJ0ZywtellVa2+odm44ch5qJiw1DFTt1+tJzHRcSIVIyIfUDzqLnJeSSstBhRUnFs/N8XnItLz06/+aVlpW3u2JbisZlmG2YiCGkS17bi/ZzIZbG4QsTTiBHxfF10TKy74+PAV/4EuO4/Y4XRyevV7kdTxsiKsNIqnDHSvWIEkPubEyN0/KhWWrzbTFWMFLLS0ouZdJOepRih17qx0tIVIwfuBv55G3Dla4rNq8QRA11vqhD7eQitkr861kDEyLrIAqlXxcjeW4F/ORH4/j+o89p1Q9J6h2OOBarzgl+aYiSyo4oLccNTstgWBqpF2IG71M/qxSpeQKYO3Oa8qhgBYmLEis5rX74rKtyd/QLgjduBZ7w5uV6XvhU46zLx2U3nKm/NV9ahFYWWjzZVxcid4YkAgPVrphKDz6GwGRMjjcpa+HDgh/K6HFLBWCcrAFQtYa9oR9ebxcDFbD3KQuMNHIqVVpKcSfih6991wmOBNz0IPOp3DcSIphipjpstx44FrD1FFLSmTlAIEAXs9eq4Og0v3p2+URwLO6eXEkXHZjuQYeP0+4jso8KOMkamxGO3Cp3htdK2iuzspk6Q79NvnH5jRN7EipGUznwiWYiEBNLVo1RM5+HrA22lFY21dJtRk2IkOhaM4euU8QMkM10AtSnFa6rHT951oWVQjPDnCwfUMS7tOyVjRLfS6lA9fPX7ge+/Bfjg49ly5ShGdlwnHtuL6c03YQjMRVlcpu3GUcBKy5mX17oN1qxiHcynz1SMPPJy4OQnZy9LDpqcGCGyI81KqxVljFSd+JzVq5WWpxWb236YsMhqMMVIu0MrrZp2z6wXt40ZIwDWj4ljU18/Ph2/L+4tfL1UjBxxKLki2XmsVGfplQRc7SiJkRIlBgR8nJSlGDFNT6CLebcXTwpgv21XPjGih7jlh6+zjJHYSksMFsiOqV+4zP8+vl19EyrzwsZiHSNGaNvoxI66rOr/TYOMly5inPm3LStBAuj7Ms1KS88M8eJ9ma0YCUNgJi42VI3T8ul1xQh1yVDR26Q4SVhpVTo7vmgb0WBRt9LyfEmYmD5nWg+HqXNoV/qxVZfcga7lK1ZajuVjw3hNEluN6Oa5fjAmRs7ZqnqtmzJGVkT4eteKkc6IEdrftJ2HK058vNINwZJOjLS7sNJKECMaAZSlGClK9iiditqN5DUfEI+3fr7YvEocMdD1o0LEiFUqRo4pNBdElzcgba/iEN2ZpOVUEey6XhQnH75WLUTN70mGNXNwFYdipbUf2HNzTOAcDCMrICryUfFteCqpYiCYunY5eKcmFfh5+PqUICm4JRIAHPJZUWNo0tyduPlc4GX/D3jj/cDj/0x5a6m2Hi1XfN9YS1eMiALxpsmhhF3KEBpYb4nxYL0iCu2KnRYVo9nnlkLxWs32lQJr3XfNlp+kLLBdlSQh5ClGABmitv50Nt2kJFW2XCDCvZ/6puRnjxUMTwF/9HPgVd9N795mx01tTCVGeMMLWbostrxEd3PT8yXxp2WM+OiAGDnj2cCZzwUe+ycpK5QD25Z2WkQ4jqwV+xWQxAeNO2gsQMdQnpXW+GZJBKYVxo3h69G2yfutHwtIyxjRFSN07mbT+AnFiB/f28VkMiDOq4cfUJXKipVWUz2eF9TzUwJ0THLVkKIY2W+20uL2ikGPVlrbfxh97wyw8/poeXIyRvi5NU3R6DUk4WZSnXAkiJEkUVdZkNe6DZhRGwLZ8VsnYkTJGImIEYMasFNQsbfqSiuttObEBssYqfaLGDEoRpZa6j2Dohjh4eut9O/24mbUbMUIKeZ1K62N46pNJGFMUYzIeev34h3BqchGspIYOTLgjSbR9Smtvldx+nOsr3aUxEiJEgMC1UorfboszqSVk0uRh3PiAPZ8Ky2dWGj7AX754OE4sFoHHwNRkUsqRvpLjDzD/znOsnfgoqVrAABrDIqRbLliqEzbaCcvVC6TRRIsVqznJACHYqWlKEbEI21XyuNIGwjxi+t0XQxw0/JF+HdtW6MqRlq+8JSeWzJLfQGDlVaHxxetm6IYMVhp6eoY07FO289hVlqhphhxmT6pAl8JX3cRYNua4bgLJ4w75Fpx+PrJWs4N32dbJsUNxOaJlMLYkUBspVVwAKVP16VihMCJzGGeMRJoxAgb4C0UUYzoxUxazlgxYjjuOg5fz8gYKeXlKxZUcCmttI5RkKqiOiatdagj9d3nA+86J5lBkgcqjDZmNPuqPTKTwITZFGJk943Ah54M/PhtAIBbg8iuiEgLIm/GNqkd5J2AFyR4xgitO9kHaUG3czBkOGRheI3y71JtPdoV8X3jbdmJfG1wFn4UCPvSTRNJYmQ4bGIdIiutyhQAKHZaoZNUjCxBjLeqVqAUWBd9BzMmYoQ6/EfWmy/6en5F1UCMEIYmzNvQdoDf+HCCMDrmsP40YGJL+vvVsbgQXBldq6hE+PPRSKVdb/qJsXCjHaRmjHhhytjPVGgb3wS8/NPAGc/KWqNs0L48cLd4rE0kFSG6lRa935gxd5BR+ProBtUSzwRT+DrlpfgFxxz9QHO+44aWQkjLn0sQI+w86auKkTBWjLAAa7LSAoDrPgy895HAz97B5qGFr3NSYfGAICr++9nAj/8lubz8XE+ECCdGFvarzUB0XCQyRth8iipG5vcKxRFXI/3iPeKR2zLmqV4WDphf5+uRNw89Y8RAjAzV5TV1ozWj/tY5MRJG5/EwkPcLtD49ZIsQiHSouU7c7JeaMcKJkYxi8QMHF/HBH2+PGyyzYMoY0YmRRkrGSLOIlVYlmxihxrBxzaZ6Y8p9ZFrGSM8WzkRgl8TIkQG30rKyFSNEApbh672hJEZKlBgQcJ4hyy6L3tFzMACuMuju1PCILeOwLeDAfBP757IHijQgoIHLQ4freMkVV+O1n7jeOD0vYtHgmYev9xMUsH18KGTExoyRrPD16LpE1y+TxygNUPhFzrYA3fkqYaXF/UK5YkRTP8T7MuUiyl8uQow88xGbcNzUMB53iugo5NLflh9khrfrg7FOg8fp02mKkXaKYsS06lQ3cR0Wvh69FytPmJWWY8gYOW5qOCaKJDHSxsEok+aEdWohhhNYr3v6afjEqx+D32Sh5EccvVppdakYIQyzY0fJqsmw0iqWMRIRI1SEoB8i3eQaFSNEjBRVjHArrQybmxLdYZnICjpfV5iVVhm+fgxhPrIHGdskCy1U+CES4+GrO5snFae4lRUgOm05+aGDW2npAbMMt4Uny+VbmpGB5xvPFhd6J12haeygB1RbqCojRugcTecgTTEyjQ6LU4wYmQtHUBkahRcpRmqB6I5+r/dC/FbrzTHpsnliKKHGqIWN2EqrXhHzbCmKkZq6LgCWIF6rWH5cYPVCG3VPKlMnRwxWWqZ8EQDYepH6v0kxwkGqkWM1ZL0XWJY8doanlPEcqV0BYKQmni+2vETRsen5BmJE/N9KI0ZM4ev9AClG6Dc+NCmP7VgxoltpRe8Hnrm4TIoRhRhJyRgxhq9H33PgTuBn7+zdEjAP9cPAv58NfOql/Z+3bgdGY0vdSsuQMRIrRogYsTxpWcSttO79nnjcc7N8jW9vT7O1WjwA7L5JXA9u+Li6HPq2JlVQImOExoOWVBJBIwWUTBBzQ5+C+mHgA48F/vOp0toNAO75bnIepmOCW3ktpqhieHNQK2eZClhpjTYkMSKstNhvPTq2W6GjqgCDtiC/aH3yzrcF0GLKCtkZn2alFWWMVLMzRt71vXvwr9++C9+8Nb+hQid//SBEva3ek6RljGRbaUnCR3ldO6fOU/h6raBihE3nOOaaQVeg8Ud5r3NkwAPXc6y0ZMZISYz0gpIYKVFiQMCtprJUIRazUNLRzrFfysNI1cWpG8QN7m05OSO+FjpGRMqeWbMkWc0YUYkRyhjpF8g66RRLFGM6zRgh0okK71kZI7ZmpaXLJDPD1w2KkTAMEQRhXPRLVYyw+UwvRsTISDox8vpnnoGr/vbpcYfKECM3Gm0fc40OrLTczogs2iYeyxLhWSux0kM7bk2SU/octy3TM0ZcLXzd1jJGzto8Lgkr6vrz2zHBdPwaddDI99lI1cWTTt+wMjJGurXS6lAxUnPU/c2JzNSMEb+JZquNv3I/h9e7XyiWMUI3hVTYSChGssLXu7DS0rsE+c1CBwH1JSL85O3AO8+SQdJ9RBBbaUVZSFZbuWaWWOHgiggq5LQWVXIyKgQtNL1YvZcJKorF3buW6CgHklkfHGlWWhr2hOti+yhMPwjsv1M83xSF53KLJ50ImUwhzvl0VGDlRUd6TSNGZntQjOwPpzBadeBpnb9x4C7EmHHNSDVhm8KJkUUTMUKWS+xzjchKSxAj4hzbRAVNL4htP5UGDMr/4PkRHBvPVkmTXGIkyhlJI1oGHVsuENfFjY/QiJGkYmSx6RustAKVCADiXI22qWnLdmVXfr8xrqljhiYMxIhmpVUZkTkgpgB2ym4YXZevGDGFr9tsXX/wVpE3sZw4fL8gT3ff2P95F7bSSs8YodyZCnxxbxeGqmKEti23yFKstBoqCbCwXxJyOmGhn69p//L9zMPXbdfcUONrpFm7gGLkrm+IY27m4Wj+JIVfEttLCXM3kBrcrksn8wncYksn7YMA+OVHRLaW78lxfYaV1kRLfs9Ga1paSv38XUKlCWGN2OYWeX5L/e4OiJFG28eLP/gL/PO37lReV8LXDVZabT+I7xGWDFZabT9MjPdojHBoIX+skHS4COP6A192fXnFcoapxWoiAnVr5ZYf4ss37sK/fOsuhGHIFCM6MZKmGFmGjBFA3uOkNW6U6C8M4evpGSNl+Ho/UBIjJUoMCPh1OytjRCpGkmj3aKUF8JyRdDutMAwTxexAs8fSwRUj9JQGQP220iLrpJMtUYzpWDESvSWJkeQ60Xz4rrItQ6ZIRsYIt46SipEQbTZgTLuIqlZa6WqPNLiOHc+76QVx+LpZMaJZaXWqGCFiJM4AsRRiJ00xkpUx4jI7LtpcccaIEr6uKkYuOWkSr37iKfG2D6Pie+A144A8ymGJ56HLgI42YmKkIBmgT9dh0V/f31wxkmqlBcCtH8Cfu1/G690r0Voq0FXZ1IiRTjJGurHS0jvseKEzo5O8RAp+9E/Awl7gR2/r+6zpkC0VI8coYmJkkyyitxbUrt2oUPWbH/gFnvaOH+fb7+nhytUxYGKreE7WO1nLwr7ThOlwDLO1qDD74M+Fp71dkRkpvFi65mT1wzzYmYOfY+jzrWxipBFWUA8y1CkmaMTISM2FX1ELXHHgLkSBxrathG1KNVjCeogmmbor5tkOOTESzYMVz+qkGAm9uMDaRAXNtlSmKnlop18KvOD9wLNTzhu2rYb/5nnen/p08Xj8JdnTDSpe+gngL+8Apk5QxnM8Y4TG3IstLxm+7vlJq7iI+Gj7ckwWUgmiskxqEUAqRgg1Rozc+13giicB9/8oWsbomLKs7AD2mBjZIH+DaYVxU/i6ozVy7b8jdzV6AhELRYr3nSItfL1QxkiUPRcRRQ4CUeyuHzaPnzgZoDTR6IqRg4wY0da5iGJkYb86ZrQNjXd+S7PSKpAxcufX1P/5+aW5kB++rhAjaVZaM2x6jVy586vAN/4auOKJ6tiVztm6+sdrYtI/HP+7AbOywH/XN+WioqIqRvy23P52JUmSZuBXD07jVw9N40M/uV8hF1RiJGml9Yr/vBZP+NcfYqHpGTNGgKRqhFQYRWx6C2WMGJaXYHKNEPMlxUjSSuufvnknrvjJdmw/sBAvY4IYmVC3La2vohhJaabsCqWV1pEFu2e1oud6TYhAdRZTI26J4lhh1ZoSJUp0i7BgxggxI6Zu2VaPVloAcM5W0XGZFcDOxxgyzFz83/REZoUOvriJ8PVKf4kRB2IQc5x1EDW0RCdkBDfuVskPX+fEgY6KQTEiMka0ZUnYQzFZrJskRvxQdqGI7ylupTXVATECSNVIo+3HxMjEUHIeVW0ZjMTINVeIQbuh6E6rTINNnhMCyAGybjtmWnObfZaTSUBaxogHmxElb73sTAxXnYSVVrstbzQ2Tw4phJe+XEcdnRIjukKk04yRDGJkiIWvh1rHmtOURYlWs8BNva4YCQooRui1wsQIt9LSlokTL2nhmCXyUdSvuwPQNaMSlhkjxyTISmt8C7PS0opJURHzgYOLxVQjCWJkVHaYH8wgRuqH5PMMYmQGY5ghYuSeb4vHDWfJ7nhOcqw5Sf3wVAoxYlSMsKIjzZsRI7MYzRyvGMFCzPdDKEYCLZuDLK8Acc0DIAmOqBBc8ZdixciCK9QzPGPEIsUImzfN17Vk+HoLFTQ8rkzldlwV4MLLk9uQ48THy+d5Hcxn/TrwpoeAx78ue7pBhVsVBCRUBTAv3lHhrd70DUXAAKhqHcXRsdpmVlrNWnSdXs4im64YGdsoxwe3fRHYe4vooAdU1cpwpPSqH1Y/HwSdZYzEihGeMaKRlKR4Wi4QObAM19VETopOjBAhpFhpiWn8KHSdwtcr8ERz0syD5u9a2C9vrhQrLT1jZL/8Pm9JvafgBA3AcqZSrLQsx5xNl7DSytm2jTlJwBG2nC9JweacRvIbiKEiihHFSku7Nu2/0/weEcV6ow+3jASwwZqBR7919v0tuDHJBUCMpbsMXudq8nv2yX1FzYU1phhpMyutW3fNYqbexq7pJcVim1tH6ecpUmFQQ1sWPI1UMWaMcMWINn2anRY1o5qIEVLAzNTb8XS6ldZQxVHIktMix451Y8lmTgCo9NqkRyrKkfXZ05XoDxQrLSd6TCFG3CRhWKJzlMRIiRIDgqKKEYJZMUJdGd0XckkxcntGADuXwNIghxepGgaFhZ4xEgRhHGref8WImK9thTh76JBCFNEgw8uQK0orLfG/qVuECutOjpWWToy4imKEfTZaRK7GEdPkh68fJiutDokRyhlpenkZI7qVlmGZfvw2IfPelcyYkeHrpBiJJKWWui+ySCR9Xmr4ungkxYitKUZ4+DrdMMXbPiqoe21xozY+5KLi2BhhxX+n1y6dfqPjjBHdSquzgZdjW8qxqlhpRbZqQQgEWmaH05LnkELESKwYiYoatH5x919G+HrRdVKstLTCKydN9CD4EsVh8LruFUS2l4qRYxRUiBnfrFpp8QJPNA0pJvViRgK6TU51VCpGKDDdBCqMAskCFusMnw7HMVMlxcjPxOOms+W0imLkJHU+qVZajEzRiRGnJrsIWHD4TDiWvy10OG5sK7Y/XIORqgu/OqFMssistDZR5yqRDlFhvdKex5Ql9tE8KUZYd7EVK0aSVloumGIkFIqRBhW9Om2GOfmp8nlW+DqBFAOrHIqVFssKG4kKdIstz2Cl5SetViLSgWeMNCpHghhhipEtjxRd+kwNpYBbXNHvh37rYSgsHndcK8cKI+vk7zE1Y8SgGLG1MfLQZO5q9ARSM4S+0S6pJ6RZaZHVFRG0dJ6e2wPc9gUxSZwxEnVCIxBjfJ4vwuEtyXNdInxdyxjh/3NCyGSl5bVUdQUPX7cds9I49FWyJ08xsv0HYlyz9hRJOm86R54v64fVbWnKB+HESGrGCCN4Etcmdtztu00+p9+ffmzM7gQA7ArFPhyy2nC8OfFbYLZmrbACwEIrdOR84uD1zvJFuBPDzTtn5Hd4UllB9xJ0nQ/DMCZOGm3fGL7O50EgQqSITa/uECEyRtIVI/o5sdFKs9JKV4xQ3eDQohwPjxpsw3nOyP/+9UfgL55xOp53wdb4NbpfdjWnha7w3HcAz3svcMLjeptPiWJgzXy2o9Y9dJQZI/1Bf435S5QocdQQFM0YyZgHBX71ohg5O1KM7JpZwuHFlmJDReCDDFI08Nca7QAj2sd4c28YhkoHRr8zRhxWCD+npkqWC2WMkJVWNG2jnZyWOjd0Ky3d/kkv9vP/K8bw9VApgqQpRvjXxL7dGRkjJiiKkWiQqXRyRtAzRoyKERr077kJOP7R6rJCzRihVbJtAL7sztFJINMY8PxtUxiq2Hj0SWvjH4OuGKnwTBErUKy06OaFBptElHgtcSM4FW3DkZqLxZZGoqwUdGylRTeJrvhsh+HrgBj4e4ai1lBV7jPfa3GnYrgteZPXbDURhqHRHi0G3RTGipFAfczMGOlGMZJBjJSKke7R7+INmGIkyhgZslplxsixBLKvGtOJEVb8WdwPPwjj62+u1zLZqBCqI8kOc47apAhSVxQj0fdf/kXRPX7fD4Cf/zsA4HA4jumKZuWzkRMjGYqRNCstXnDWrbR4JzpTjMxgrHPFCCDIgeYcDoSTGK46CAO1yFVnVloXbJsST0jNM7YJmHkYlabouPdho26PAzhgzhgxhK/bgSRGWqig6bGiV6fNMOtPA170YVEc1K2MSqQiLXx9lKy0mobw9XaQDFMnYiSQ1/t6ZQ2mgOULXgfU3JnL3iWK3GnECC8c0+9nMfqtf/Zy4K6vJ6fPU4zQGMHNsNJqF7Bh6gVczdBe6m+eS17GyOg6YH63IC/8NvCxy4BD94lJKWMkIopcUoxQMPnENmBupzr/hf0iJ8bXFCNcbbFwQFWGtJekgslkpcXJBEBTjNhmKy1As61i+9D3xDxHWc7T4QfE4wmPA7ZeCNz6eeCsy4Bf/AewAGEhypEXvp5mpaVkjGjkyiIj9ClvxqnK64Y+7pp+EABwf7AFaypNjAQLGGkeEuQUWxY6n3twUUVkiUvL0aFihN+73rpzFojcxuLwdddGxVULwB7L1Fxq+5I8rzqwo6YsLwiTVlrRPWs3VlptP8RSS/1cWsYIYG72BIB2nLWqha+zsQs1Lo7VXCOxsXF8CNsPiOPlguOn8PjTVDUH3X/2bKMFABvPEn8ljgy4YiQ6X6aGr7slMdIPlIqREiUGBFTctQzFdY7M8HUqDPdAjEwMVXDSOjEIvT0lgF1RNMRWWvI1k+xUVYzI4HXLkgHO/YIN+f1nuqpkuUjGCBXc0ph9QA5SLBYCbndopcVJD9qvQaBmcaQdC0dSMVJVltNAFASB7BLfc1NyWaPd246VIQUVI4YBxKNOXINb3/IsvOqJJyestPyogO4o4eueEr5ON0wVzUrL98T6k+3aKCvcOCsuY4QspjoMX6cbqA6ttACVDONFreo3/gJXVN4FIITfUomGSlve3NphW9zwfO53gK/8qflLYsXIlHgslDHSqZUWzxjRiRH2XqkY6R7LoRiJTtduyBUjJTFyzCC20tKIEd61u3BAuSmMmxfCMGn5ApgzRvRMAg5ScTRmZRGJCljrTgNOeqJUnEAQEoeqGtGy+Tz5nBdLp46H0raSqhhh3fW6YoTb9ZBqDsBcOJqpcE1FVEDeH05hpOIgpGD6CIthDevHqvj5m56G1z75FOUzuj3Q4XAcXhhZizIrLdvVlCYAliDWw2LESBMVBKEsYumFpEK44LeAc3+j88+tYkwwmxazYsQ3ZIwEScUIha8H8hhfcKfEk+VUjKw7Ffi1fwJ+87+A4y4SrxUhRrhiJAhEHgnH+jPEIx2/qVZaJmJE6/paDosrZf6soN7v79JzKXQrLXYeQmshJkUArhghKy1f3LvsuEZMcOazk99HysFMKy1NMcLVINx2EBDkRkyMRMfm0mG5nWzX3FADqMQ6J5++92bgHacBD/yUTRtZsg2vAR7zGuDV3xXHGJ336PpGWA4rLa4y2X2DeHRqjBjRxl3Rvdid4YlYrAiSZ7R9SFGLADIrxqO2Jp9ZaVU7I0baimJE1g/ijBHHjjvj6ZrGlRq6YgSQ9x4tbTo6by00PYRhMpydQ2+E9INk+DpfDt0+Oy07NU0xwkH353q+CIFyRhzbMrpn0H1xz8HrJY48WO3AIvv1lN1I+7fllfc1vaD8lZQoMSCIVQo5NlrybfXkGYahzGrosbPgnJwAdl/JwEhaaZkGEXrGyBLrPs/sIu8C3DrpZEsdsErFSIHw9QylAC/iU4HfsvLD1/m+4UoMhxX50zI30uY7U++SGCmYMcIHZFXHTu4vXmDefXPi8zJ8nTJGxOu2pt5JZIykrL6e7xLbFhPBkrDSMilGyIcrCl+PrLRoG3IV04pVjBS20oqmo8JBGJiZ1QwYiRGvCevGT+DZzi+xAbMxuRR/pi1vjKrwsDi9G7jjK8CNnzR7OusZI7TcWRkjXDHit4HP/z7w0ecC3/sH8zpmWmmx90rFSPdYBsVIbKUVZ4y0TXFGJVYq5rmVVkrGyMI+pWEh7rr8n18H3v8YYZlC4HYfBG6lReC2NxNbZAdf/bA4r1DRjZaJKUJaqGBP9ST5mQtfCZzyNDk/rhgZ26R2zo+sV98ncEseKrZSEUoPeI4sW2bC0UyFayoufCUerp2BnwfniXO2RowsYQhVx8a2NSPymn7hK4CLfhd4/J8p0x4MJ+IiUDuU52GLrIh4+HoYrYffZhkj4jxN6taOFSMlusJEjmKk5SW99puen5oxwq20Hhq7UFjtnPzkfi+2ise/DjjvxfL/VGKEK64iYmTxoCBH/BYAC/iTa4Hzfwt4ypvE+1mKkTAsZqW13IoRPk7p93fp6mEac9GYvjbOCFz1fEsFdcoYcawAge8BO34pJjjrsuT3ESGQCF9PyRgB1HXOUoxMbJVjRPqeNCstQFWMcPLpmveLMfLnfke+Vo9I+BFGFAGMGNGIDj04XX9tMS18nTUjtrV15YTG7pvEo1ORY2Bt3BVG09wWnIxGTfweNjYeTJAy6y3xnW0iRgJ2bc3JcwrDEP/7y7fik9cI+zSuGLlzzxx+57+vw33752OiocqstIjY4ITHQtOL782ziBGuEplveHjFR67FS6642phvKpZLfd0LggQxwhUjete+sdmTKV2MLgoRpiNiZLSWQoxEVlrjQ66xFkLbq1oSI8ceDBkjafbol569CV993RPw5svONr5fohhKPXGJEgMCquHllWDpfb3mxy0oer2Anrt1Et+4ZQ9uy1GMWJYscqtWWgZihJEVYRii3hYDm37niwBQCuHHBbuU90wKFx30TlY9PGmDFcK2rFzVg6oY4fMQj8JKK1/5w8dPh7slRqKB53zDw8OHxaDdZMfFCRxjZwy/qTxwpyh6My91WtSEYoQGyJ5ZMWLl/Br4NgNYxoiiGPE1Ky1SjKhWWkFUFI8VIzV5XPZFwtxPdGylRYoLtm/DIL2TzgBeVImttNjNaxXteBvGn2GKkQo8LM7NIBaJtxZVv31AkhF080nLnakYIWIkAHbdANx+pfj/oauA814CbD5Xnb6olZaeX1CiOJZBMUK/bTey0qpZ7VjtVWKFo7kgrVHGN8vij54xsnhAKWB4fiCscB66Srxw6F7h6w4kbbQANXwdANaeKhQed3xZ/F8ZEUXV+iFRLOXFXyI1Tnw8Fh73Rvyfn4jlnXY3AK/5oSgArz9N/T7eoT62SXTOU0FpeI0oKnkN0XVNHcf8WkkFx9hKS7v2jqwDGjPdW2k95jV4650X4tDsPkH0O5piBLVkQWfNScDz35sosh0KJ2LrkrZlUIywzuIGhboHXry+zSh3hJo4hjIKSSX6Bz4m5Mps3vhBZBWh0Q6AMa1TPLKP4lb7O6unAG968Mhbm6VmjLDl4IqRKGsB45uFjcxvfFhOFxMj2ljgjq9EhWiSKvLwde13utyKkfZyKkZyrLScqvhtLx1OkBLSSkts9yraqM3cLc71tQmhwLNsNf+Nivu6lRaf99K0ZnPFCAWdDOfTDq8RY9rZh4HD94vX0sLXgXTFCJ+374njm9SJ+rFHZDNZaVXHxDL6LUHk8+OGfwcF0dON3N3fBr7+l1pOSQYxMrtDPLopihHfi3NIbg1PxoGNFo6fux7Pn/4fYJ+qZlxriW0qFSPtwuHr2w8s4JPXPIz1Y1Vc/tgTE/aXP73nAD55zWhM0NZc5/9n77vDJLmq609VdZo8O5tXG7SSVnGVcwIJCRAZkbPJP2PABINtDMbYxoCxwWSTjMjG2AgMGCQEAuUcUA672qDNu7M7eaZDVf3+eHXfu+/Vq+rqmZ7ZoDrfN19Pp+rq6grv3XPPOTErrSqzqdrH8jjIppfqGVzFwQPXtw5NYveo2J+GJutN7b/pvlmn4MuPWWlZahp11qyQphghEifJGWNRjzgH2ZoSAZVxmStGDkKwc49D4esJ5YQF3WUs6C7bn8yRGflRkiPHIQIq7jZXjERd8sbjdYuKY7pYe5gY7D241U6MyCKVq8LG/TCdGOENj1zGOhudg7wwvqime9zK4LcUH8ckK62eqONDEEK6vRQgfjvz54spRrSMEYuVVsgUFCkFeW7hRRko/WawSxNQceIrf1iHXaNVLOop45QV/bHX8fUs2Sww+KQyaAA7H9Sepn3EVMJ4hpLE/L7NhBp8mwFqv8yiGFHh69QhJ4oDlDHCu3sOWMVI1sKwtNJiA+8Wi8q8gCbJTOYDXXbqCOp6Qbziq+cL8PFnV9ygnuQe0oTpKEZo4Bk04mSGrWsvq2KkHVZa1VHg+n8BBtfPfFkHE2bFSiu65oSqiFcI2/Q5jRpw7w9VAe1gRhjigJPSUIdqqVuQBVRE92u6HVZtDPUpdV5oBCGw51H1PLdRMW20aPlcMfL0v9KtQIqdeic5FZ4cVxVIHQcjZ78fPw0uFOvgh8JT3iRFAL1g2bVQtx/q6FefzYLUtSwSsxO7YEyKo/cNT9dKC8Aka0BxK/Hw9cROV6+odeAPog8jU+LY8zkxUiQrLZ4xwgp10TmWyBTKMqu0Gr6eY1pIyhgpFZSlzdCkTozYw9fFb8rnGVu85fsn74WsNk0kZYyMRM1Rhj0cALtiJAyBn/4p8KsPsGVzNddcK0am7P+3A0SAmlltMluloiv8+FujQnq91A8AGMAoBgYji6flZ4rtRL+DqeRoGOMwc6wW5WOID7AoRijwnltpVfqB+ZEl4J7Hou/lJWeM8Fk0/3y+79/xTbEPSSstQzFC24YUI10L2TINYoN/hl/V1SH/+UqR5cLtssyMEZv9Fj9PB3XVMbn7ETiNKYyGHXjSWYJNx74ZDwWr0BOMAL/+y/hyANSp1zqoq/F5k/D1yYgpJdVZw0IWbB+eVFZaBYuVFsvw3BeRtK6jCBGpGPE5MaLOWUSKAMCEkRtCMBsLGr7FSistY8RS0+DX5HLK9Ww0IkaSGlbJSivJaqutGSM55hZszuq56RkjOdqDnBjJkeMQAc8YmQ5qWmD3zE4NJywTg86NgxNyMsyhLJFUT3/QSsYIs9LqLLZ/YsUVAl2NfVoRhS5K6Rkj4tZUe9DApWhIIWmZrs1KyxjMJIevi1thpUXEU/rvaH7WdBUjZJn21885VuskJPDiSVPFCBDLGaHVNLNEpMWWoSQhNCMJTcVI3ZIx4pmKkajYLgeZ0f0wKub2R9uwi22Hgz9jxLDS4o9lBP/dKxbFSBl1BEaXcdlXE8MSGuhCiiUCwDJGImIkphix/A58Qm+GcNoK9FkzRtphpXXVXwPXfhz41rNnvqyDCbNhpRWGcBCgwPKjCkGbikS3fhn42TuAL5/TnuXtL4Qh8O3nA1+70J7Jsb9A/uvdi8Utt5wyij3hqCoM1f1AFbgAPXzWSox0ic848eXA8S8W9jucbChWVKFuYlCdg0rd2sCLjw3Sxgna+aZQUgW1Qof4XCILKn3Au+4E3nQVMG8Vew+Fr0dFKDO7INpeg+idnpUWoDWgOB192nOTKKePFdn5cHfYZ1WMOJIYUQU01XmsiJGGYT+UW2nNDXQrLf237oxUsaTiIYjw9QQrrUaAs6a+jKdV/w2DQWv5A21DJistOs73AMNEjCyLv4eOwbpBPpiFen4eMS3y5lIxYlM2zAQ0hqTvJBuFon2iUFLnMYMY6QjENqp2CDJgkTOE+XsjYmTlueKWiAKyKKTCvzkOM0kACjsH7IqR3kj1wBUjlT6hEgSA3RGh7rjJVlocjSlB1jQMW6+r/gr4+kXq2hNTjETnPVKMdPSrMan5nUwCzcj6iIFv70ZNfU+ugPFKOjlJv2c0B3swPBxd5RK8YgX/3HhV6sc1yCKRZ4w0UYzUfLG/0JyV5nIXHLUAX3z1qQCAHcNTGjFCcy+lGFHXNsrj4BbbNistrhjhSMwCMa6fjSYZI1mstDgxkubSMU7ESEITwvlHLcDxS3vxstPtuWQ0/8yttA5CcCstjxQjOTEym8iPkhw5DhFkzhgxXk+oa8TIzE68A10lHNYvAhUf2hYvECrFiMqb4OMI2+CE1xfCEHOmGAEADD4h/6XuizRrCrL9Mpl9mmTGlQ2q0B8LXzd+T062cCUCfVYQgllpZSMGCEkdJ0ngdhaHz+/Ei0+xdNRBJ2jsxIhRYDaIEddQhtB3pXFeLSFTpdn4wcwYoewbz7DSKjjst5aKEd1Ky5GKETG55hZvB6xiJCu5YbPSmoFiRFppsYlbCXVJLhHcunq+iAY6HTapN4mR+pSaLJvECE1q0jJGQj8jMcKK9kFD3w6alVYbiJFHfy1uk/ykD1XMipWWINc4CkGbPmf9teLWpmI6mODXgE03CguN8SZFl9lEYGQYjUZFI7K58oqqA9skRtj9hh8CuxkxMjGo/rdZ3ZW6xEXjpd8EXvEdURDjwdCFDqCLEyP2gFnexJFqYWWeb6iYTOcv6rat9AML1gCrztVfT4VcqegziJGnfQA/73gx/s8/e/qKEWpAKXkolDpQDdUYYQIpihED/+k/QzbJBIwY8cgOkW3DiTB6bGy3IkYcXQ1TmU74eo6W0ZdCjFDzxz6TGGkEQLFLe4yus3U/wC7Mw+ZwsbVYSNg9WsWv79+uZQ60DVH2TgxWK61BYCRSAvZZCo90fuDkhlnQdgt6cd0rAq/5MbD2peL+nCpGZiljhIgfGb4efWahoohsI/h8vi+uMVOVRQAEMdI3GoWzLxNFcZz1dpFBc3JUlE+y0jLVFROMBOfblwr2RDBPDDLFSB8wPyJG9jwubtPC1zl2PwJ8agXw6w/GnxverBQsiRkjzEqLtte/HQ88/Av1WpNAe+wq9b+p0AJiNpMAxPeZv0Y9zsPXATX22nwrAOCB4HB0lwsoug7uCSyqRwAjofjsBs8Yod+6Sfg62SDX/CCWc7qkT1wHdoxMSQKl5LksZNpipRWdizpYYxoRAnW/OTFikh0E8/r50f99AP95+2YAyuKKq0Jqxnlrqh4/j3ErrbTrqCJG7Pvhgu4yfvWeC/Gm81dbn6f5Z26ldRCCXTecXDEyJ8iPkhw5DhEoK63011GxODTMtHgxvR1h5icsE7YLD1jstKhY4LnKzkkLX7dOmPQuTJK8zk7GiPgsGQI6uE4+R90XaZ2gNN4xSSoiHpIK+B6zFlOfl2alZeaUCOVNPYOVlvhc3c6r1YETl/+evmogMWxet9LKoBihYEC2bgDPGNGttPzATkQ1248VMRJ1K1kyRgqOnRiRqpWIXHCix21WWgfcQKZlK63o+/MJVIuKEd6tJI9ZQzESGuHrlUBNaItOA91g+4kxyVYKDUfZJNA6pmaM0GTOohhp2IgR4zFO6rVbMWLLQXgqYDaIkTCMESPFoJrw6hZhhukerOCFFCMod07xk7cA/7pGBJwDjBhZrF5DxSOza3ZMkYiNINCttHixzKYYMYu5gKEY6VBWWppiRH9fI7NixDhHUHGLrH64YsQGkwgxrbSWnoyvdbwVI1HGSGh2w2TABCNGip6DUYh19L0KArjpXahP/ytg2al4S9eXsD48DCOR5ZLPjheXiBF2bt4RRsTQ2A5Z8PSNY4z843PMLjRixLB7oet4PGPEjx0TykpLja2SipAA8NJ/vxnv+MHdsvjYVhQr9kKyZqVFx/leZZFotdKKjjk+hjWL9J5xXALA0c8WqjTzvbOBOVWMJGSMADESuzMkxYggRnqdCfRMRNkX/SvF7RlvAv7kF4IY5svgYzO/psgobkVFaFgaavoZMULXAq4YIQWHzUqr0AErGlPA/f+j1uNv9yiVYxAdI6aVllSMRN+r2KmPQ+/4pvqflCgUSn/T59X3MZfLX//wL4Dff0KtF99GhuUh/Dqw7rfAPd8HANwYrEVPpYCC52IEXdjqMdXUZZ/CTYe9FS+pfUx8HM8YyRi+zgmEmh9obgdLesU+tXu0Ks8VpYIrHRfoOsuVGmSl1VGKN+PpihG7Knk8wUrLvI5vH1b71EDUDMfXo2pYadmaPRvyu8azRTmIxJmu4oOWnVtpHYRgipHcSmtukI8sc+Q4REDX7eYyO71LnqDyG9pzWlh7mJjMP5iqGGEZI03C1/m4xA9CrZOx3aDC+Pow6lBlxAgV+dM62Yh0Mq9fFI5mEhC0DVwnbr8VC2NPCF/nBJMkuZpaaan/m73WBt5BePKKhOINdDLEToxEkxyaQO56WCs4myHq0nrMyHuJqWsykoSxjBF2cBTRMIgRCl/XM0bcaOIzz6IYmakCq+2QFloZ8wSklRaX3LdopcWKKh2WjJGS05CKi3GICVG3oyb0Z67oQVeaYoSKjOUeVaiWipGUjBE+6TWLpc2stAB90h20WTHSIvl0yGAWrLTCMEQJ+nILNmJk823Aj14L7NuUfeGmZ/zBCm69sb/UL4PrgQevFB2um24G/uv1wG8+LJ7jwegJxTaudKn7oW6lRUQLkGylZYLb3hQ7WPbAHkUeGe/jtqCpFlZmAZWKtdTRTt8xKRPBJEIs+yEv0KSSNAmQytxiASXPxWgoioJ1T6xrqmLk4r8B3v4HDHYK337KBwkYyVEosu175luxvrIWvwrOQcMpCCVM1Gntu4ZiJM8YmRNwYsQk1jqj5g+TGKk2bFZaYjm8OGkb5xM27xVF3d88ZMlFaAdsdlo2K63QB3Y+JP7vS8sYYdcSc2xSMAhMAqlNZl0xwtUV7VaMRL+9VIxEY0tppcUsAROsn4JiN2qRIkxek011TrcgT2QWh5b1xqzLiFDhsFlpkWIkaABDEflW6VWKEYLjxS1YbdcJc/md88U+b5JpSVZactnGcUP7IaD2k9PfJLKmJvZIAsM6BqmNAw9cCfzX64B7o9d1LVSqR0D8PnwM3KgCP/szACE2H/5y/CE4JSJGxBzmMY+pTQaOwPXL34p1ofitlGKkoRqXmllpafZTobxeFj0H87vL8FwHQQhs3Se+e7ngolgwrLSYGoNs/TrY9aEdVlr1lGsnOUHw85kZIm9r9uTqmLS6DZE1aQHtacgVIwcx2JzVjX6/nBiZXeRHSY4chwiyZoxIxYhxnafOjXYVcSmA3aoYYZ3/9Gl6+Hq8mMAVJWHIw9fbnzGiiJGoO0ZTjGSw0kogqRZH0mDTsopnZsSstFIUI7wDRCpGQkXaNOsQ4UTCdLpJNGJkeX/i65pbaUXF5XmHi6JQUNcC2M1tIsPXTWIkwaIsCWqbpShG4KPgxsPXSTlEihEvCnXusypGDrBLLSc1shTfyaqFd+2GGQgVBt7tZM8YqSGMJtnjkZVKF1OIvOjEhdp9068a1eg8U+7VVSBANsUIMD1iRPO65sRI/LyXiOqoPTPlqYpZsdIKUTQVI6GFGLnzP4BHfgk8/PPsC08MZz2IEIYHhmLkvv9S/2+4Xv8depao/xMUI+7oNvl/WBsHhp5UT2oZI0PRP+waYSVGjGwAabGzJ9FKi49lUsmIIy4St8tOE7dUKKXiGYWdJ1n/mIoRS2c6txlJtfVKwCRT5hY8VypGGp5Y1yzFmq4oi0IqRhy13m6JESPP+wy+tPrLqKOA0VJUCI1sTAPju3bkxMicgDd4mF3Q3dHvGrfS8uPqq6hwywuGSVZanIBp1d41M5afET9e+Hm8UALKUbMPqc56jWI9wBQjPP/MsNKyKUYAO6kyG2jMoWKExlrSSqucTGJHcBwXIwVWrO9cYCEIovMuhZhrxEi1CTHCf5vonN0xIMaKgCK+uhYKJQnP4HC9eEONuW420PryXJpCJf7eGDHSDTz9r9V9Plan71HuAU5+jfh/+33i1mYNWR0Bfvqn+mPdi3WyxSuJogCN7Ye3iN/J8XDHcX8NwEFnqSAb5x51mZ1W9yK9CYDC1/2asq1sEr7OFWS1BlOMeC4818HiHnHsPBkRpeWCstKq+0IFya9xg2MpxMgMrLT8lAYHIo/5+bEWrRPNUau2jJFANTCm1brHq0YzXougdcgzRg5CsBqGF2WMmA2gOdqLlo+S66+/Hi94wQuwbNkyOI6Dn/3sZ9rzYRjiox/9KJYuXYqOjg5ceumlePzxx7XX7N27F6997WvR29uL/v5+vOUtb8HY2H6U7efIcQgglMRIE/sker1hpUUDlKye0c2wNgpgX797TNpeEbj1EbeAItjD19n7w1C+pnMWJshUGH88iCZCjBihonyqlRY5DxmjnWOX9OCfLl+Lf37pSfrnOerWLObH7rNl8oEOfVYYhrK7pVlBni97OjkYu0fVhO7YpckD4OZWWtFyihVg2Sni/+1/tK4nv08DBKWQaU0xImNCTMWIwwKa4aPIjxVDMaKIkchKKxokHxQZI+b/ia8nYqEAeQZpWTFisdLSMkYaCCPl0HhkYccVIhXXTw9fJ4VGpZcVOELgJ29TGRA2xQh/jHeUA60rRqZjpeU3gM+fAnzm2AMr8Hp/YhYUI34QClUSg9VKizodW7E3OdgVI3d/D/jMMcCmm9RjMyHqxgeBDTfEuy+aIQyBP/5I3R9+Un++mxEjsgs5sjyZdzgAoDCi3lMZ2QBuwalljBAJqqlQWlCMpFlpseJvKhlx+deBZ/wt8Oof6cshhcjJrwFWP11lEZiIESPxznTeJdsqMRKGISZonEVWWpGffD0iRrJ0oVIWBX2+rhjRi8Z0rRwvRxY0eyNihClGPNfJu1/nCHw+YRb3OkstKEZcIkaaW2nx5XXOQuMTAOBl3wY+uE63RTKPH95ZDyQoRihjhCtGjHpGM8VIu1UcJrRg+LnKGGEqcEmMMBJ7wdH4Yt8HAIja32hxgXrOluVCdoJ+Tc+TA3TL0aaKkeicXe5W5/LBqEbVu0z8VnwZjhvPydCuCQkkCWWJ8OuLTaVkEiN9K4CLPwS84AviPv+eRIwUO4D+FeL/kS1C9Z3UiOMbY5xyjyJtADV2oX0/Ot+idxkmAnHsCVJcnAcedpiipnuxlg0qrbR+/AZg8y3RaxbFVmnLvgmp7KgZgeUNo0GTmgm3RdZV3EoLENcUTkjsGRPft5sRqnSt4K8bq9rHmKQYuXPjXty9WTVK0TXdbAR49Vkr8fyTBfmlZYxEn9UbrYc9fF01MKapAMbISmuatRl6X7tqOznmEIykpYyRJMvyHO1By0fJ+Pg4Tj75ZHz5y1+2Pv/pT38aX/jCF/DVr34Vt912G7q6uvDsZz8bU1Pqwvza174WDz74IK655hr88pe/xPXXX4+3v/3t0/8WOXLkYCqF6b2/3qCMkfZcPBf1VrCwp4wgBB7erttyaCHa0fpyosEmZw21LkxIsmVWwtejbvhNLhEj6+UG9gx/UzvISkv/MUqei9eevQpnH6FPuBxppRXPdzGL6l6CYsRh29EcXCaBf9R0fvdHd6rftZwShlrkVlq2z6EipFcGlp4i/mcB7CbXR9vEtNKKDRiakoRmxki0HKaGKMCHl5IxQh1y1I1OVlpdbEJ/wElfNWIki2KEKS5IYdGiYqTMfvcOq2KkDj+aTE+QlRYjQkqOjy4npfhARES5V+/4u//H6n8bUahZaWUhRowJlel1TchqpTW+W3SfV0dUyCugkyRNuu4OOcyCYiSwWGlZFSNUOGmFpDrYFSOP/FJ0iT76a/WYeXy1gq+cDXzn+cCjv2rtfbsfAYaYhZlpZ9bNvNGJRKDz0OK1AIDiiHpPZWyr/v6dDwJfvwi48wpFjFCBCbAHxcYyRshKa5AFzBpWWlkVIz2Lgad9QGWnUKGUFCIrzwb+5OfA4uPt7zcLrpYCrGal1WIAe7URyHFlR8kTVlqRYqTminXNUmzpLuvHR+Cq9XQMO7BnHr8Yh8/vROfCw8UDkQIoZEXrSl7gmVPQb3zWan3c2iUzRsT5moY5U3U/XjC2ZIxMJRAjW/ap636a3daM4LqiiYIfuybBzTvrHU/lRXBYM0YMxQgvpNseb7eKwwQnQ5LUKbsejjeGPH6NOFemgcZDsYwRS/g6ZUUNHAG86w5c33EJADEFHCuybc3PyYRSN+RkcWpY/x583NZnea8tfL3UpdR/dA0hReIAK/4DuurDLeoKIE4ycNC+w99rywExiREiZaz7FSNGyKJreKu4VqeNx9e+TP0/MWgoRqLPoX1/73px27dCFvM7ip6cSz6C1eq9XQs1JUU9jM7zQUOMwZ/5D0oVGWF4oo5LPnMdXvE1QZzUNJVFoKkoAMicEUKJWWkB4nzCFSN0vePXnJIR1g6kKUYamKg18LKv3oKXfOVmef6h9eLEyCXHLsInX3KiJD/os4MglMqX/mg+uG8iTsRwdUyau0Fthk2rFxy1ABcfsxCvO2fVtN6fYz+CORrIjJFcMTKraPkoe85znoOPf/zjuPzyy2PPhWGIz33uc/jIRz6CF73oRTjppJPw3e9+F9u2bZPKkocffhhXXXUVvvnNb+Lss8/GBRdcgC9+8Yv40Y9+hG3btsWWmSNHjmzImjHS3EqrfZPOtVEA+4Pb9G4WKhyIjBF6TD1vmwzx9eVWWrOZMTJUXi4mRPVxOaifiWIkaWBDSgfPbdFKixV6uS0UDeKaKRXcBJIlK15xhpiEXHJsvCuIo6hZaVl+Ly67J8UIC2A3ySJabxog1H37922qGJH7nni/L6201G8riJG4lRYdJ040ISlA7I/kN9tZzqAYeeAnwM1fSl/JdiMM0xUjUyPAnseN90Tf33GVwqLV8HW270srLZZjUHZU+PoYRNGNW2eVTcWIafWjKUYSzgnNMkaoMEAdzTblQqpihL0+q2KEF6C57Q8Pis5i3XCwg5/gZ4UYQTx8PbR8jiRGWlgHS6f+QQWymKLCFaCK/tNaXhSA/tjVrb2PKzoAnSSZfxRw2OnqvkliRMRIaXQzgBAefLh18jmPuo1HtwHb7gF++V51fEVKE/HmJooRzUprENgR2ZgYvvR8bNBohYxY8yygZxlw9LOyvd606LFZaTFb0nqWPCkG3qDSWSqgyDJGqkSMZFGMmMQIP16MovGzTliCP3zwYgwsXa09HrLvNhvNMDmSceuHLsGv33MhjlmiF3EpY2Q82k+oGFltBOIarKkxoowRRowkWWlt2aeIheHJ9qsHNfBj3jWJEVb07l1mH1dkyRhpaqU1TWJkxwPA7d9onhNXtxTXOQbXA185R2RRcPzgZeJc+cR1ycuWVlpJGSOleMZItM3pku84wFiJK0Ysqg8isgBBjGiKkYjkLnaq8zOHTTFS6o4HtfdEJMaxz1WPlXt1csMr6Vl7nRYVCKDWQyNGLK81r2MxYsSSD1PsUKqaka12Gy1+Xp23SihQvDLwtA/q20gqRqLbwYgY6V+ByZrYryolT841R4My8J77xJ9X1GwjZcYIIJQy578n1py2bXgS1UaAdbvGEAShJXxdt4FebBAj5YKnzXvrfqhd4wj8mtNKxsh4zZfWVQCzf4yu6Tzbiiy06LGpuo9b1g/ipL//DW5cJ8YXZx4ufvPrH9utuWIAqhGv2CR8XX4Pb3rXvfndZVzxprNw2dolzV+c48ACa/Lr6RDjpv7Og1yhfoCjrW03GzZswI4dO3DppZfKx/r6+nD22WfjllsEO3zLLbegv78fZ5xxhnzNpZdeCtd1cdttt7VzdXLkeEohyGylZX8+q8qgFVAAu5kzomeM6DkPQFL4ut6FORfh6x2dXapwEtlp0YCtnha+Hq2rqWBIUlW8+YLVuOyEJTh2SU9q2Lp5v8Q6Z+jxMFTbt9CkaKFbabV+OXjbhUfgijediS++5tTU12W20ipUgKUni/93PSS78ZspRpQCyR5qnwRHkknRakhiRO1/RcdH0RK+TutAVloFJ0B/xZW/H1eMJP4Ov3yfCBYemcOmALOzzLz/49cDXzpTTZAAFl7uqoFaq1Za7HeXxywjN0qoS2JhIrLSKjJLszIa6eHrmmIk4ZzQLGOECrM0YW45Y4RbaY1mC7bnyhIKAQX0IvUsWEsdcGg196ZF+EEYI0ZKaYqRoIVtzsm1Vu2jDgQQkTG6XT02E8UIwQwHbwZTZUXrcOZbgXffpXfXmiTG4hMAAMWpQfys9FH8vvR+FKsR0TnPUmijEN8FLEzWRkCatil0bhjfDTzxB/H/ynO1t3BipKXA86OfDfzFw7Eu20RkCF/nhadWw9fJRqtUENe1YkEpRqacinyuGUxiRCtAJ+0jhm1Rg2VWpKlTc7QfA10lHLe0N/Z4lzH27qlEXvtUqOTHE2WMNNQ+mGSlxRUjpk1X25GmGOHrf+Zb7O+n/VfLscgavk6KkWnaW/36r4BffQDYfHP66zjxYiNhiIB+8nY11uCNJxtvSF62mTEirbSia6tmpRWNaaL7ak9wMF5iKgablRag7LTSiBGuhiDYMkZK3RZFUNTgdeZbgXfcAlz4AeCSj+oB6l5Bb4Qo9djHm7RsbqVlI1HKxnFFxIhnECN+Q33nYqciXOoTwL6N8eXy/bpvBXD6nwAf2QmsvjCeMcJvyUrLUIzIeW8QCqIlCq+3WmkB9t8B6pgPQmCs1ogrRsgWOZozLe0zFCOeq80nhWIkPs7usREjbGVHppKttPjcfqwq9m+aY3JihJrgaG5TbQT4wH//Ub4HAC46ZhF6ygXsGq3inieHtM/SFSPW1dGQW2E9BcHOLaesGsC/vOwk/M1zj9uPK3Too61H2Y4d4qK3eLEuN128eLF8bseOHVi0SO8uLhQKGBgYkK8xUa1WMTIyov3lyJFDBxEHzS6wSYqRujEgaQdOWEbEiH7M+lLR4Ep3G81Kq4lixJ+j8PXezpLoVAUUMZJBMULPmL9F0sDmrRcega++/nSrpNZUciQrRsStUIxkI7n4+k2HECsVXFx8zKKmPtCalVZa+HqhDMxbLSZAfk2QI4hvR08qbMT9uiTa9Ne1ohgJglDZ0Wnh6w3dSosyRYicYUXcgYr6wEwZIxTSOZfB22aR3SQ4dj8GIBTWCgQZvs6ttKavGOmwZIyUUZfF6HHErScKaBjh60ZHO02OO+a1phhxHEX20DLIW9xmOxGz0krIGEEIXPEcEWaZBgqNB/QOee7HPd2O0oMJWbJuZrJ4S/h6yZYxIhUj0yRGDsbfihQjXLHRjnNSq8RIkkolizd77zL5ulPc9Vjp7sbAyCPiuX6LhQSFtM/nxIjNSosTIxVR6Jp/lDj/jW4X55QVZ2lv0RQjLao0WoJZyDW2d8MPtHVJa+awgYLXyfqw6DkYjdR8k2iBGDEK6JpiJEltZQRdr+s5W/6fK0YODJiEV4+0lInGBjyAPfqda75ue2N2UQO6YmRosv3qQQ1pxMgxzxWql4s/Apz/Xvv7ZU7IdBQj0XuDesuNJgCU6o3O30mw2TFx0Dg0qKs8RR6UvvXu5GXHFCMGMVIoq3M1vVYqRtScdaLE1Bs2Ky1AESOT++yq51Kn3drKSox06cqJ7sX6uHHx8cAlfyvsDGNWWuyctWStfSwsrbQYqdLMSsvx1GeZihFuh1ao6LaOOx8UtwuOBi77FPDmq/Vjj7YnzS05aUGfI620npDvmdKstCILaeMaYg1fB+zKHUDLGx2eqGtkRd0PpKqR5kxLTGKk4MJxHDlfbfh6+DqBZ4yULYoRIi/Mee9EzbcqS2wZIzbFiHk97CoX8IzjRM3z6gf1GifPGMmSG5ETI09BMMVIwSvg5WeswIqBp4CDwH7EQXGUffKTn0RfX5/8W7Ei4aKZI8dTGCpjpJliJHp9Qvh6W620DhPdMI/tHNUGL9SZzxUjXJI7aZHGcsVIGGJOrLR6OioxYiRLxkiSrVnqwKZRBTbeCC/UC3Jp4eucNKHHg5BbS7WgGJnFMFPdSquJYsRxlGokCmA3t4EkRqSVViDv8/FlkjqKoKls2O+pEyM+CpaMEWWlpfbrDk+9jxcNEmXSpu3AXMAsQMestIbE7TgrzNustFos+PEuX1vGSAl1ue+Phx0w4QQN9LopihGyweocSM58SCJMeFg7wBQjWay0WEHEfP2TtwL3/4/9Mwk8NJMrRnhhojF1cCoRWoG5H7ZZJROEQMnRl1mC5birT4MY4QW16Xb/7i/UxtV35jCt6rKCnxeSvPWTkGQ/R5kbHNwCCxCFLuOxCilGepfFSVEiQTXFiM1KixU1Cx3i+nTiy9VjS0+KkTTTVoy0iiZWWmYnbcuKEWOMVXRd3BOsgR86WF8WXYvTsdKCy620khQjjBhZvBYjXYfLu5XiQTF1PeTRVbITI1M0fue/bXSNrRvWclOWouacKkZ4FopJ0p34MuBDW4CnfzA5r46OfU4qm+fTZooRYHrXDXpPs/fy523EPX+eiuxcsbr5Vj1LjSOmGKExLSNGTPVAdJ6l05HjOJgoM2LElhMCKEtEUjiaKHbZC/Lb7gWufDuw6xE1fit16SQK5YvYwImRMNDHgPxawCGJkRbC1zsH1BjVtFnjdmj0HJEuOx9Qyz/nHcDKc3S1k2lNxrcRjX1JxUd5LX0rpCtDR8mTRIVpDZlopZWQvcJVYsOTddQTFCM0H7VljABqblv3g+ZWWikZI6ZV12S9oV03SVnSsFhpkaURV4z0VvRzYslzcdkJYt+64qYNeP9/3StrITxPJUtuhHXunOPQBp+zOvnvPxdo61ZeskQc/Dt37tQe37lzp3xuyZIl2LVrl/Z8o9HA3r175WtMfOhDH8Lw8LD8e/LJJ62vy5HjqYzsihFVDOaozYKV1mH9HejvLKIRhHh0h+oGlYoRz5HzDd55Yg9fV//7QYjJuhjYzAYxQrkRfV1l5R8eWQsRGZGqGKGgdkv4eiJu+TLw7efhzD0/0x62FdXpMb48KvK3Er6uW2m173c3wcPyrOSQz4gRIBbAbq5ZzErLVzZy3Equ2VhTz2VRg2GuAikggMeIEjN83WFWVB2unRixbtsggCzEz6VVklmA5t1ujZryYx5jk09ppeWpAPO2KEbUOaHTa8icFqdsKVD6NXQ7KV2ZNKHrGEi20koKHjWJlFastDRiJHruFd8DFglrn6aKkSQrrTFWmAiDQ99Oy9yf2kww+KHNSqtNGSMcBxsxktRtbCqyktCoqo5j830tW2lFJCEVwAgd/fHXLjxWv28hRjqr0Vyj3GM/X7lFI2OkmWIkImx5MWzV+bG38GKRWQhuK5pYadUMYqTVdZlghTFAXG9vxKlYW/0PXN31QgDTC18PCxkUI9xK6+jLtIJUR7H9Y74crYPnqAHMSovIDosyyNwnbXZanBgZnWrEutTbCn7M2xoqvIQmCwIpzvZtVGOBmJVWUvg6awCZjtJQFs0nsr0OsF+fOJETqbS1xoz6OLAtQTVC4xeyhKLzLFeBdxkZhIaVlgNgKgsxUmlCjJQ67eTDrgeB+/4L+AE7b5e6dYKAkx8m+DIn9wJPMtt3nnvFQcRIqUutd6dFMVJk+wD/HDq309yIfuNChxqDE3lMZBZvIODjRdOajBNVtD+Y5+H+ldK5ocIUI2ZOlaZI5MSImd8SgStGhgzFSM0PYnPXU1fOwzGLFXlE1xt6vtaClRZXTI5GhIdp1TVe9bUmTiJQ6HumK0YCaa+lPtvBxccuwkXHLETdD3HlPVtxz+YhbX0KntO0oRXI1oSQ4xAD3y9yYmRO0NatvHr1aixZsgS/+93v5GMjIyO47bbbcO65woP33HPPxdDQEO666y75mmuvvRZBEODss8+OLRMAyuUyent7tb8cOXLo4N0308FsKEYcx8HKSPa3e1QVEDXFiBMnGmzSWC1jJAxlQNpsTJKVlZZNMWLvnOGQ6h1jU6YWEfZtAAD01XVi2dZJQutQ0IgR+uxQ+MAii2JE/d/O390EX3Z6xkg0GTAC2JuHr4vfyzUUI80zRsQtD6wHACdmpcWJET/6TnFipOKp/Zbbh1gVI5ygmFNixDi2+Hpw9cLwZuDbzwd+94+6lZZUjEyPGHEdNsBnXenzywGKETHS3dMXez/8Orp5xojZ0a4pRhL25aTcBJNIoYmjbyFS6LciqwLfohjpW648yUe22j+TwLvk9yVYaQH7z6JpJiHcrcDcn9pMMARZMkb8htrOrRyT/LUHm5XWRAIxkkUx4teBL54B/Pt5ihyZyf5C7zWtVGyKkQVH6/dL3TFipLu2Sz1nQ/diUbh62l8KqxwbAcPJBypizT8SWHGO+P/IZ8TeMneKEaOYVWivYsSW41b0XEyiIsdf01KMROtdRTG5e6HSr7qY175UK0hVcmLkgECSYkTud5xUoIwRg+Qwm6DCMNSstABgJCEouS2w5KC0hJ4lghQIfZXLVjOIiiTyz3XVc82udw/+FFh/rf4YqQiaKkaaZIxoihELMQLoZAAH5VtQAxmNJ0lh4pWBbqNITso8mYsJjHYsx1DYhcHSYXYCAWhOjBQ7xW9ou14AYkwLiG1eKOnECM8CMWGeo+jas/ppyecvTj5QqLuNtOHvtxEj0kor+t24yogUIzsixUiFjZupUQiIZ2fx6wRdc819v2+5NWMkphjhVlohJ0bSM0YAoRgxM0bMuWup4OJbbzoTJU/kXB3W3yEfp/fY6gW28PWqRTGytE9Xp5tWWhS+TuctW/i6Uoz46K0YxIjnoVL08O03nYXTVvYDAPaNi2ODq2NyK60cVnAyJCdG5gQtm/OPjY1h3bp18v6GDRtw7733YmBgACtXrsR73/tefPzjH8eaNWuwevVq/O3f/i2WLVuGF7/4xQCA4447Dpdddhne9ra34atf/Srq9Tre9a534VWvehWWLUth7HPkyJGKkA0yM73euE8X6XZffKkorBcLlI8orS4nPqyKEf5/yMPXZy9jpK+rAsyPlGz7NgB+HUUj8NsGsikzC+KpUtioEFU0rLQ8i+pj1UAntg5NYmGPGuAq9YPuXZoGTjg0e+1MoFlp2QopvLsMUIqRnQ8Cfr1p+Lq00nLpO0XqqSa7Mr0/DAGfDfhdRnYU4aPAC+dSMRIV+lkncpkpRjrZwNy32SBpxMj+tNJixxrZaAHAPd8XtxtvAF7wefG/4047Y4T2/Y6ip/Y7RlT0FUMUo26yefPmAUPGAvwaumDxiiZwxQggyA6+jkdfBhz3QvvKcblyqVsVQNOstMo9opPSphjxSqrrcbiJwpUrRka3iYJCoRQvTCSpXWYTN30BuOZvgZddAax9yex+lrlfNmZDMaL/nmXTSot3zrYSvs7X/ZBRjGQgRsZ2qWLTPd8Dzv5/+v6cZL+SBCIJ+1YoexDAXlAyu4pLXbGJY9mPfk8zj4RA9inP+HDyOvFub/7/K74jrk9HXRJ7y9xljBgF16aKkdbWRVppFZn60XOAuvJozxa+bhAZkWKkjiISNUWOA7zjJlG4W3w8ysXH5FM5MXJgwFRrx4kRtn+6dmJkysgTnKoHGI/2O8cRY7OhiRoGuhLIhZkizUorCxxHFMq33gnseVRkU8QUIynKuUKHGDekEeqjO4D/fqP4/28HFeFE18hm15xm4es1i2KEW2kBdjIiCFQuGjWQ2ay0YoqRKGMkuus4AIodeEb1M3jh2lX4WCJZ2kwxEhEuXQv0sWzsdRFRntVKy8TLrgAe+B/gwr/QHy90iO/vODrpsvwMYPfDwJIT05fLM0iklZahGOH7K6nqaKzCiX2yimwGSYywfb9rIVDskMdmpehKoqIRhAjDUDU0cnVkFiutqjrehyZrRsZIaJ27HtbfgTs+fCn2jFel9RWpGCdqvlUx0q1ZaYnX0mftGp2S17bl83RixLTSakUxUq0Hseshv9/fKbbx8CTZc0XNqK4Ty8e0ISdGnoLgtYecGJkTtLyV77zzTpx66qk49dRTAQDvf//7ceqpp+KjH/0oAOAv//Iv8e53vxtvf/vbceaZZ2JsbAxXXXUVKhU1ofjBD36AY489Fpdccgme+9zn4oILLsDXv/71Nn2lHDmemkjKtTChwtf1Ym1tFhQjgD2snCtGiDtoFr6uKUaCEBORlVbbgzjDEG40ZF+7vF90EhU7xYB3aHO2jBFqsHdaIEaiQpQX6gVCm2LkJ392Hn7/gYu0wZ9mCxUV+Zv9lpw4KDZjEWYAbqVVthU1TMXIvNWiC8+vArsejuesOLpihH4Lx9FTRZodC0plo/+ejmal5aOgWWkZihGo13a6LG+EfU/bwF0Pj9yPVlqcGJkcSngPWWm5ym6ixbBsGtR3cCKTdaX3lwJppbVovqXbzK+jQwtfNxUj0USwMyqicluMo54JvOa/gHJC5zh/baVPefWnWWnRshKJkWjS2tRKi6l0wkApTMyCdZuJgky45m/F7U//dPY/y9yf2q0YsVhpVVDTw395gagVspIfQ3NJjOzdoBMR00FSkSlL+DpXO930eUGE8MdsiqvU5SUoRmxKDtfV7Tq8EnBCAnlX6rYXpbIUwzTFCCtK9SyxkiLAXCpGjC7fWMaIPo7i17j/u287fn3/9tTFk+0JH2ORQoSey0aM6M0rC/uE6j9wmxSiFx4jiopArhg5AGFapHWXIystGr9rxAjZ2ejHg2mlxcm8xT2ibjA0OYvjI0sOSssgW7/dEXkXy2xKGYeSAiDtusHHZSPReCLw1TUqzUorCPTzcL2JYmRokzgPU2MGWWRNWArtYzsF0eJ4QP8qtV6APqYvVnR7xCKFr4u7Dhx4noO96MU4LDaqhKzECKk1ignLImIkq5UWoF9rlqwFLv1YnHDvXQa84rvij1tkveDzwPsfAZad2uQz2PrQsSOJkeg34svtNSyykpQyaahG409+LYmaDvTwdbUP8+tI6+Hr6YoRNXfVj5m+ziKOXKjG76RWmzQUHoRui2KEXver+8R175QV/VjWH1eM6FZayRkjpmKk5gcxopd/D3o95ZbILNDcSitHEjgZkpSRmaOtaPkou+iiixCGYezv29/+NgBRmPqHf/gH7NixA1NTU/jtb3+Lo4/WJe8DAwP44Q9/iNHRUQwPD+Nb3/oWursTChY5cuTIBCI6mmeMRK83Hpd+l23OmpCKkTBeLCi4Lus8Ue+xEyPqfz+w2zy0BazIdezSeWJCN0A5I+tUxkialRYpFloJX4+KxAXD997GV/RWirHQOHpdEIbSB7bZb8nXLzEgvA3QrLRSFSPRd3JdLYDdXDX6DTxDMSKstLJ/D04mqX3S0eyxCo4P1xK+Tp/N1SVlR+07fHvawgH3n5VWSsZIUpcdD1+n4mCWwikDha93lNjvz8iNilNHMdp+Sxda/In9GjpCrhhJyRgB9EFks6wD/tpyr5okWomR6LeiSbEtfN0rKl/nyX3p28oMnKYOTE6YmJ8z15gLRVOMGGnim97q4oMQRUf/jDJqOsHNLVD8Fog/TmzOFYE1vAX44unAf75qZstJKjKZlljVMeCav5P2hrHXjGwVVi8zUYzQe01P9KSCD1mJAGJgs2Qtfv30X+Dn/rn668rdwKt/BDz3X4Fz36Ue717cfJ14IapYSX4dA2/iSGugmDEcRydDmlppifujU3W884d34x0/uFvzfDdB4zDTSguAstLKQIws6NbXq79HFCx7ujttL7dCI0byztkDAot69d9Vhq9LxUjcmqpmKEZe9OWb8O2bNsj7VV+NR+Z3Rx3WsxnAruWgTMNKCwAWRjWO3Y+IW/N6n6YGMUO2beDn2b3RtuLjgTRSxVyu1UrLuNbuekQRI4uOE7c2BUJk/4u+5ercYxIjdH7idlpSMSKZEdnkZFVXEyoRSTOWcM2isSmpFUwLL+PzdcVIipUWEFe92NC/Ajj2ucAxz9Efdz09hN3Eee8Wqsin/5V6jO8XYah+Y55LY14neQMBbfdm622z0lpxFgB1/q+UPM22OYn4zxS+XlfXG5MYqftxK60kEFk/XmvYFSOVZGLk53/cBgB44cnLZLg7haZP1nxtvkY2frbczr5OXTECKIWJ+dmAIkZiihHPzUaM5Ne9px7y8PU5R76Vc+Q4RJBZMQJlH8RRjwYNxTmw0qKuEK4Y4Z0nU9bw9VD7f2K2iBFW6JYXovmKGJEZI0bB46FtI3j+F2/A7x7eKbetSTakDmyi0NqCoRhpNkAk6FZayrs0y3vEa+eIGMmSMQIwYuTeeMaIY1pp0f6kW8k1PxYEePh6wXM0cqwA3xq+Tr+LyxQjZc9uVXKY0ZUklsP28f1JjGhWWkYx3nyP6ylCIEsGAUOJWWkBECcgRowUGmpy3tltyRGrjUlFibjPig/1STW5J39qLkFuZpERU4xQt16aYiTaDr5NMVIUy6Fuy+GUnBGz458sLMzH92t2xQyLu2EIfP+lwA9fGb/wEGY5Y8QPELPSqjh1rYitqZBaUoxwK605+p0G1wlSk6xPpousVloP/S9w0+eAP3xSPWaSeuO7ZqgYSSBGbFZattcB2Nu5CttCQ3FW6hKvPetteg5JFsVIqVuMA7yyXpRKQWOuFCNAamHXLBjRdZI/Pl6Nj7UIZvg6oNSf4xGhkkVhvMRo4qDrvJMUSm2BFr7e7jFfjmlh1fwurVBIxEitEYjxuhsnGuqWIubHfqHOYVS8LBVczIusZ4YmZ5GY58fMdKy0AKUY2RMpRsyMkbSmBiJe067vfFxGmR5aoHpKE4G5XNt11SRydj0EjEbECH03nllhrsu8w+NKYnNMzwv0JV0x4jqOdZ4Yg6kYMbOjaExG+RYJAeBS7VusqEaa/pXJnwskkywAcPnXgMVrged/Ln0ZSXjWx4EPPqErJeVcKBTb1KYYWXaq3jTA/3/Dz9BYcS7e5X0EX/69sr+XODoib858W/QAmytFlrPUfNhR9LQmO26HR79XyXON8PXmVlrDE3VtWUIxEicgbOCKEVvGSJJi5Mm9E7h78xAcB3jeSUtx0TEL8a8vPxkfv1woSsdrDY28HZmqIwhCWV+ps/3TVIzQ6zn4fLfXIEakYsR1MjUm5sTIUxB5xsicI9/KOXIcIqACT7PGA/W8PgCli3S75ZrSesqPFwvEYCs+IJ6yTJ54/aoRhCoYru3ECBtkEVvPAtiVNZi+jr9/dBce2DqCb9+8kQ349UWnbtsqWWkZGSMZFRCSYAqZT2tTxYj6f3bD15mVlpUYMRQjgJKdb7vXkjEilmGOnU3FSHNbOUUmcRUTDCuttPB1rhipGB3pP3nHufi3V56ME5f3IYb9ljGSEr6e5EtME2fHU5PKFkOWO6PClpyw1Cc0EvJIvolsYcnmutXGlGcdBa+7BUVGcEKxFcVIpVcVSMzfJQjU9qLPoUJ4GOpWWoDqaE/LGTGLy1TkMEmqdhfc7/k+8Iv3xveH2UB1BFj3W+Cxq5LVMzFipL3fN8lKSyvE8HVrxd6OE5ttVrokgoizyaHW1C0mEhUjBjEyFGWJjDCSzyTvqqP6ftuqyonOKR3z1PHllfRiEAeR5wx+EGI0NJQIJWZ5wsmQLIqRSi/woq8AL/maHiadAptt6KyhwImRdCstWi+NC0zJHbE1nyjFiNjnUu1BI3SUPPR3qgL02MBaYOV5wGl/0vS9hNxK68BD0XOxeoGyK+phXdrVRqCRDtc/Js4zafsboIiRsufKjuyhuVKMTNdKi8K4dz4AfP9lSjlCSFMR0tgk7XpX5cRIpNLgBEdaE4H5XFr4Om2LXQ8BY1GDRqpiZKO4tREjvkGMWBQjdGp0oOYqqedLSYzsEremlRX9DouOF7eL19qXU2IWWy/6MnDZP6vmtySc9+fi9qhL48+d/CqRhzSwOn0ZaTAb4PiYtTFlJ0aKFWDtS9V9rhhZdR5uuvB7+OWuBfjpPZbGnJdfAbz5N8A57xD3n7xdPbfyHAAi7wcgKy21ftpcPlTWV1oDWafRnBAhZqXFiRE/YPZSLShGLIp8PWPEkcu/e7PYj09d0Y/FvRUUPBcvO3051iwScw5TMTI61dBUTPw5UsEXPFfuvyOG7R+f8yvFCKlQ1HfNYtiQEyNPQeQZI3OOfCvnyHGIIJBWWtPr/K9l7NRoFQWLlZY1Y6RJ+LoZzk532x6+zgt0UjESJ0bqxgCeBjl3b9onraxastKqkZWWPrDKGv0hFSNBqOTITX5LTTEyV1ZarSpGdj6gBZwDSoljdtk4jmMoRtLXiz9fZyomMNKrCB8FTiJG6yKttLhixNHX8/RVA7j81HhXM4CDy0pLEiOuKljWWiNGzjtqPl562nK88+LoWDIKr1qwui0LJPLZDkL+o0VFaGmjNU8xv7zI0awTdOkp7LN7VbHR/F14sZy2AxUa+HalghB1tI+kKUaiogdN+utTYv8jwoS65aerGAkC4BfvAe7+rv747z8B3HUFsOO+6S23FfDtmEQCzraVFiNGwui8XkFNt+7QMkZaCV9nx9BcKXskoRamB802Q6JixCCwRrfFX2+So1MjOtHXKjFCREu5Vx0Plf7kbo9z3yW6W1/0FflQ3Q8xBoNI4eeTbkaMZA3cPeXVwAmXZ3st5jBjBNDJEOM8F1eMiPs8EN70ROeYjFQhfIxFhZ5WG2k01UipC3jzr4EL3pvpvYCeTZYTIwcO1ixWxemesiJCTGLkDd+6HXdt2hcLXwf0fYPmIaWCi/6OOSZGpjl3Qv8qlaGx7hpgwjinppEepEKzkScPXCmIFiIgALtihN47tgvYere+jCyKEbrWLjlJ3G7/IzAxKP4nxQg1n3DQugysZs0loSDq6XourbQYCR01voSsmc+LziNpFsXymkANNaUuaEoHIkLOfBvw9j8kn194482xzwXOyZChdtQlwLvvBl71n81f2w7w83qjqn5js0nglNeq/4t6QwDNo20ZHCh2ACvPVr8bjctK3fIx3nzouWpuVWfXD7q+FQsuevgYnn4rA9y6cWjCkjGS0Qa6KyJGJpPC1xOstHaPijHJ8nn6turUwtzVNXFksq4RQUnXSyLuR1KstMiuK26llc0CupxnjDz1wPeLnBiZE+RbOUeOQwRclpwGetZ0NMka2N0qaH30YoGyLaLV5VZak3U/Fg7P6wujVTX46Gj3JJkXih1TMbI+cQBP32m85uOxHaJgFA9fT1nXqMjkGZ3K07PSUt6lWd6T5bUzAR/kphMjrHgycKTo9G1MYdHkBu3lkpQwtq/n6DGXzcaa/P1axg4r0hbQsGaM0PbieSRlN70bUsOBGL6eZKVFE2fNSqtFxUipgM+84mRcclw0QTatejhRUrR4z0cT833oRkBDF1oGTdrJFgHQO22aKUYu/Zj6f3w3U4wYhV1e1JcZI1Px5+j9RIykBbDTNqfCQWMy+l7RPkcWFNMtuO96ELjr28DvP6k/Ttsu6TdvJ6ZFjLTXSsttTKLs6PkwsfD1+nSJEa4YmaOMEa7WsBWtsiJJMVIf1whijGxTr6fHYzkko/p6TddKixMjtuB1QqkTeOX3gFNVcajhBxgLjeIRL4T1sAJdFsXINKDbhrZwTZgOuGKkoBMjZkGM1itLoQdgVlrFuGKEkLWLdWmfura702jCqGiKkXzqeqCAOq0BUVykn7Za9xG4+v74L1c/Yi3S8nEat9IildHwbIavT9c+i8N1gVf9wD5uAdKv3TJ8nVtjRf/f/nVBtDxwpXqOMkZsipH/fhPwjYuFOjPps21kNY3vlp8hbjffIm7dgpr7TO6LTxo1xQgbb/HraIqVFsGB05pihOCVoTkfkLrFKwjFeclQlMjPn2am7fwjY+fYWYPrKiu6RtWuGAGAw04ThFaxK6aQoXO7lRgx8dJvCBLsLdfIhyaN83/R4v5ADYslz0Wvw373hMlXXDGillXzg8x1iM5IETJejVtpuY5+zSp54v9aI8DuMbH/U34RgRQok3VfKmUAoRjhjQQ22y5AkfXZFCOmlZabW2nlsCO30ppz5Fs5R45DBDRmbW6lFWWMGI/XMxbTW4VtwKsUIy54ADaH2QXCiRJu49D20HBeKJZWWpHMemQryoEYoJoDeK4gGa/pqgJCohrHb8gJjGml1bJiJAzlujXruuH7ymxmjDiOI7+7lRySVlqsgO26wFLRwbZk4jHt5fS9zHV2XUcrupjZJCZsxIjnOnErLUvGiFStpChGUqFljMyllVYKMRKpMmLgVlo0qWyRGInBfD8V6t2inciIVCHjYQU1N5ocbr9P5ICQYqSTESOthK/PPxK4+MPi/xNflmylxYvlFASaSoyQlVYKMULFYCrS1qfUY15JFQOmS4zQhNpUYFCBZKa/YxbwbZOkIjBUYW0NMR/diQ89+AK8pxAVmKJtWnFSrLSmnTEyR8QIV2ZQdy8gFB17N8Rfn4QkxQigk5cj28Vt0FAKlRgxMqI/1opiJAzVe8s9jBhJyBdJQCNophhZrEjT3mUtLTsr+FgmSTHy03u24ENX3j9z4kTLGEkPX6dCDB+7pCtGbFZaLahgGZaynK2s9qAcXDHS9maYHNPG0UwxUiq4cnxXbQTYM6n2v5Ln4tYn9uKOjcLK5vyjlNXOJNsH65piJMoYmZjNjJE2FbpXXwg877P259LOg6Zi5MnbgU8uB67/F0Uy731CvX7fRnGu1DJGJsVjm24U96/7NHvOJEZsGSPR2GDZqdBai7oXK0ukoK5fD8JQXWe4lRYA/JQpMFKstPicVWWMpJwPSaVLMDKVYkrjJAtGg5g5YMED2Gn8ZpJvjgO8+Srg/Q/GclDouLKptGI44XLgnbcBi4UNWRgqu2oq+tN8y2aLXfRc9KK5ypcrRkT4Ojv2G4FqUGsyHyVr3ol6PHy9q1zQ5n50jar6AQbHxLlkQbd+raTMkjDUidiRqbpu822x7QKUYsSsC/AaABEjo6QYYd81i2JkNpsXcxygyMPX5xz5Vs6R4xCByhiZnmKkPktWWl60PN8S2FZg8lxTQW1O2Pn6jlXJ4mEWJsj8g6iA0jkgu9H7pkRegDmAtxVAXEMpkfjbMFsi00orUxHhgSvR/eD3AFDGSDafVt1Ka3YvBzSoS1WMGIUdsjhaMv6w9jBtV3OdXcfRFCNN1VPs7dRVJRQjnBgJDGLEyBhhz5WNjJFU7DcrLaMQlsVKiyZljjPt8PUYYoqR6BjwivZiReRxPY4OVIkY+eHLgT98orlixNyvbHj6XwJ/8Rhw6uvVhNv8XahY7nhqgkqFB/5aKhL0NlGMhKEqfnDFCLcUoo7SVm2JzHXm7+eFlbkgRrLk6cymYuT+H0tCGwAcIkZQT7bSMtcnDfy17SR00sCVGUQMBgHw9YuBr5zLFB57gMH19mWEoVKM8GOHwI9RstIC1HuInCl2qfvTtdKqjatzUaVXBcnyQNkMaPghRpCSMVIoA8/7jAi87V6E2YCtCcTE+/7rj/jP2zfb/d9bgWalZYSvG2MopRhR16zJWmsZI+aYImuxZimzS5qObWclzxg5IMEVIwXPRTlS81QbPiZ99Zs950Tdtu5tFx6B6z54EQDdOpeKnCXPjXVYzwrM4vpMYAZ4n/QqcXvZJ5LfYypGNt0kSIhNt6hzKW9qqI6IsZCmGJnQyfHtf1TnXroekfrAZutFy+9coAeALz1ZkAt0juHKxC13iqwPryTU3Xy89eivxK3jqrGQphiJrLSi9ryWM0YIvOFlwJIRwhXoHAcNMRJ9P64YsX2nUpe1gSDVSqsJONlAagplI20JXy8YipEExBQj3ErLZ8RIk/koKUYmqn4sY6SH5YvQugGCeNkTKUYWGsQIJ9v3MSJ2dEoRL66TnGmadE3ic/4+QwFH+3rRdTOpKHPFyFMQuWJkzpFv5Rw5DhGojJEmL4yeN62qarOsGOHEB88YkQHYxoB40pjU8y7Msam493XboIWvs20RScr7J0QIrTmAb1i8cflvkeoPyorMrkmMNPtBR3cCP3kLBq79SyzEkLDSIu/SZuHrbJXaTYiZkMSIbTvYwtcBYNkpAIDF43qYpVSMGN8vHr6evk78tbT/e56hGHEaCYoR8T04MVJ0W1GMHCAZI1r4+pC4NYkEKhi7LYavb7oFGMsY7kxFWC9BMRLtI+OooO6wYsaN/8YUI2xy2IpihNCzOGpfjF4fU4ywcHXezQeo39ArKSkWdVumWZTRvkZ5B/VJVRCp9KqO0ukSBZIYmVKkL+82nSnB1co6AMnF8lj4ehszRswuy+h36caE5halEQGtKEb8/aEYYfsUFcW23A4MbxbFMLJD+fJZwBdPs5Nzk/uUDRhZpmifEW2P+qQevjsWhd/SfkrKqJiVVgvbkM4nRDpmsdKyoBEYVlqFSjw0/Yw3Aee9u6XltoJAsw1NzxjZONi8mJQKzUpLP8+ZQdc0LqizsYo5zuKYkB7z8YwReT9jsWbJDK20csXIgYnDWfj6RLWBSqQYmaoHGHcVIbmoR983S54rA5KrjUAeM9xKi9vbzBrIfqkdMImRyz4J/PVme2A3wVSMjEah51PDOsnMsXdDXDHCVSWNKWDd76LnotfJrLJJS1ccqRE6gC6mOrjsU2IsQ0pcfg24/Wvidu3LxDjFFlzvldVYiJPQhmIEmmIk5XwZU4ywc9+CNfHXJxXXzdD2AxV0PverwM4Hxf9kz5oBdNxUp6FK5GQlkdI0h7MrRhz80j9XPEhZNRZwYmSs2tDu1/xAkQXNFCMJmSCAUIxw0DWr5itiZEGP3nzluo60aBxiROzoVJ01CBTwTy9eizWLuvGFV5+qf0aG6yAnesMw1NQxWRogc2LkKYg8fH3OkW/lHDkOEbScMWI8PltWWnTB9y1dJgVXdfibA2IzgJ0TIzThT+remBGoQGdehKLCUe/EJgBxIsQmAfcscl4rWEGuwPzqXae5AggPXinDCAecERG+Ph3FyKwTI5GVls0f3Ba+DkjFyMLxxzTLKlrvmJWWsb2aZ4yo/7nfKy/SFuEbGSN+9DoHQIgCI0Yo3DkTsnTRzwayZIyYk0xupZU1fH3d74ArLgO+cIr9eVKnULc5rZdbTFV4jIcVLKhvVw8sOgGYiCbsvOudEyNeCXds3IvzP3UtfvPgjvT1BlQXaSPBSssrMSWHYaXFJ+vN8lhoezueKlzUp3TFiOwanKaVlvwOoVp/XrxPKr4A9mLHdLC/M0ZMYiRS5/Q744ZihJExB7qVli1j5IGfqMcG1wsFCZEm638fX8ZodBx1DABdC9TjRErQdWlkm/6+cSJGov26lxEj01WMyHyRHnHiJkKkRSutWPj6dP3kZwDfUIyYTSj8/uhUC9cMGzTFiGGlZXTSNqSVVqvh6ylWWlkVI33MSms6xEieMXJAoui5eN05K7H2sF6ctmqephi5c/mf4J7gKPxk0bvRW9GVGcWCq3VZU1e2RowUVcDyrGHVecCLvgK8+TczX1bPUv1+qTsxhFrCVIzQOXlqOHncMLLVIEYm4vaJT0TneyJc6DwaBvFGHLpmlTqBC/8C6FsJvPpHwLxV+nupAWV0B/DgT8X/Z79d3NrGCpy05efxyOJKNfM58pyQqhjxCnH1HyGaK2TCwaYYqU0AG28Q/69+eua384wR8xrUDESqlDxXziNpvlX3A1z94A688YrbZWZH0XPxH/5z8L3Vnwb+5OeJy+VWWgAwOK7GWbVGkHnu2iWJkbiVFg9eB/Tw9T2jdistQDVacuu+IAQGo+9YKXpYs7gH17z/6XjhyboNp6kY+cjzjsMv3nWB9hgRI40gxETN1/JUshg2ZL3W5jiEwOtQbt4QMhfIj7IcOQ4RZFaMJKDeUJLYdsI24KXJj+c6iRkjskts7xPApltiRA4wW1ZaRIwYy45yRnrGNgKIEzm2Ab1ppZWIBMVIpgLC/f8t/+3DeGSllc0WbS6ttBb2iAmgKWEGkKwYmX8kUOxCMajiSEcV52iA7plWWsyaDWgtY6ShZYyogXZSxkjBc+Aae+X0M0YOlPD1IXF77juB418ESaNKKy03e8YIdSyallkEKgDQ5JvgFVPtLcZQwUOlE9UDjUl7xogRvn7VAzuwdWgSVz+4M329gZSMESI/inElhyRN2Lo3JUaYMoSK941JRZhUepVP9nSJEU2tES2DF6zTfsd2+a/vb2LEDAGPiJFeZwJBg62bljHSCsnJljHd34lj54PAFc8DNt2c/BozY8RvqGIVAOx6SLfGG7MQgnQM9izVu2jJ9iSRGIlySUxiZGpEJ2xaIkaiZVF2z9qXASvOAU58efZlQJzHR0NGhO2HIpg5FjCHBryQY4a1tgx+vjGttIyCEREifP3SuvF3jUbdteyabTbOlKejGJlGxggvPJVzxcgBhY+/+ET88t0XolL05P5QrQfYG3Ti8to/4K6lr0Rvh0GMeDoxQvshNT2VPFeO72dVMQIAp74WWHn2zJfjFXSCIEtQd5JiZGynNg7VUB01wtoNxQi9BlDnYE5MmHaPdN0rdgLHPg943/3AMc9Rz1PDCSlGnrxdXK8XnxjlkkCoM17878BxL2TfjY3n6RoByOYaJhiR6m/TOSAGuj4AYnxy2aeAIy5uTQG4H8jyaYG235bbxZiw3CvszTKCE4p1i6NB6ntlvog6v9McsRGE+P6tm/CHR3fjyb1iXyp6Lhoo4JHe81KbGSaq+rG8e1SNEep+kHnuSipGoRgR7yGypNtQjMhzUsPH4Hj8miaXGZ2P9o3r12S6DnaUkq915nXw2ScswYnLdVK0o+jJ7zU8WZeWZAU3W8ZI1mttjkMIecbInCPfyjlyHCKg8WTTjBEKXzfV1EG2AUmroCI2H/BS14gISROPmUTDVD0QK/n9lwJXPAerGxtjy54VSwWajJjsfNRF3z0WKUYSMkY4mcEVI6mDGtZ97wWqcNiUGBlcD2y9S97tc8YRhCoIvpmXN396tq20vvq60/CfbzsHKwY6408mKUZcTwawr3VURxxtF3OdhZWWfj8N/GnlbWtmjPiaXZYkRlxXJ0wg1CWZwQvBwVwSIykZI5NRQf6wM4BXfBdYfqa4r1lpZcwYMe1rTFABYN7hxvsSrLQiTIQVfKHr3cC574rWeZ/qmCfrKlpXucwStuwT5M7wZAYlgLQwSLPSYv7P5nOEZsSI7JLv1TtHySapHYoR/h2krRYrjCQRV4D+XVohCkxoxEFWK602EiM1w66I2XoEZB8HTN9Kq92KkR+8QgTpfvfFya8xM0Z2/FFlfwDArkd06xPqKA58RVTRMdizRO2rhQ5VfKJjnAgUAllp0TpwKy1u8WUSUmmYYvs8ACw/HXjL1cDyM1LfZoaXN4IQo1wxsh9sU8wmD3OsQBlpADAyU8UIP1eaVloxYoQyRpqHrwdBiO1D4pyzrF8VOIvGOGY6Vlpm9kkW8PFTbqV14IKHr49H+3lPuYAes4vbc+G5jtx/Jll3OyD2q8pcESPtROeC5q/hiClGonOyTclJeUu1Mf0aXp8E9kXnd8o1o2YWuh5V+iAbXa58O7DrYf39QFxZSSD1Ho2z6FzdayhkTnmNyG+yoVgBPrge+OATamzI5qweK7qngo/xvBJwzjuAN/wsHrxOePfdwOt/pitKDhbFCI2/Hr9G3B5+QeK4+rcP7cR5n/wdbl63Rz42xSymTFvFZpiSNopxtWDDD2LXDVIzmNc+jjAMpT2jTf1Qa3ArrRYUI9EySZFhEiN0jtkzVpME0UBXnLTsKkfEyIQ+9ts1Io7NtOuOqRixXRcdx5HKueHJupYFmqUJMrfSegrCcUV+UteiuJVgjllBfpTlyHGIIKtiRFlp6QOYup9tQNIqqDjNB7zjUSdLV6kgn/dDkxjxxeB97xMAQpzXuDW27FlRjEgrLVMxIqy0uhIUI7T9TmJdIlzQkFUx4rEiW1PfUW6dAqAXYjJUpyDxlqy0ZvdysGp+F849cr79ySTFCCAnNCe6jBhxSDFisdJi8eutZYzQINXIGIkRIyp83TWJkWmHr8+llZZBwtB6BIGajNNEmEv5ATFIM4v9v/0Y8O3nx1UvzWyYpGLkcON9CeHrEcbQgfX+EuC8PxcPTA4BE9FkULPS4p2bZWzZJyb/QxMZSKjE8HWmCikanZ5pxEhj0q4K4ooR3jkqH+9jWSYzDF8H1HHGu03TFCO80FqfQRaCjZwxMZsZIzVjWcVOVTzn5IEWvt4CWcnXvR3EyEiUB5JGLGiKkb0qH4isWwYfV0U2QBXCvvsi4PMni+8qiRGmGCl1qY7aRMUIha9brLQ0xUgrGSOMJMyInSNTOP3jv8VHfna/+sggQBVF1MPo+j3L3cE2YqFZ/tg4I0Z2jsxQYcTPN8Z50/Rel1ZaWvi6vei8Z7yKmh/AdYDFLDjdLGhlHS/yYtV0yCBeeMrD1w9cVJiVFhGAXeVCzEqrVBBjL9Muq8bC19VzrWck7Dd0Joxxk8Cv+2Gon7NNUL5ETDEyoRQji4+PHouuQ3TNL1bUWOKxq4DvXQ4Mb42I8ug6k0SMyIyRoejzU87VPKNkzFDndi0AutT2kYoRh2VRNiNGTrhc/Z+iLJaYfyRw5MU6QX6wKUY23SRuU2y03vrdO7FteAp//4uH5GP8uGk1gF0SI+xcS3PEuh/G1IjFQvPfr9oI5POcKCfU/VBvUEtBh5YxIt5DqrSkjBH67J5KwXoN6ZBWWvrYbycpRlKuO2bjY1IjJJE3I5N1TR2TRTGSEyNPQTgO8Kc3AO++M5sCMceMkR9lOXIcIgiZX2saHMWMaMhaTG8VtgHvuJwwebKMHQtfr/nA+t/J+2f5d8eWPTvh6wmKkYEjAADF2hD6MRqTJlPGyNmr1cCf/xZZM0a8UBWTUkNKwxC478fi/2hC0+eIwl5tGlZazYLaZxVULLUpBaIA9rWcGJGKEX2bCms2dZ+TJDbwZ+vS3s21KEbYbx2RJp7rxBQjpekqRg4EK63qMORJgYqrVPwnRRMPX6d99sZ/E/7HZoaB22TSOpJAjHjFKADdPgicQFmEIcpQ5hDYs078G1kkAdBlx14ZW4dEocDsBrNCWmkZhWlb+DoVKGxWWnwCbiMgdkYF3XKf2tb1Kb3wID9nhuHrgCJXeLdpqiUaO0JM1UVL6zANK612koUmqVMoYwSiUOJwYoSTMdo614Fb/13vsuXgr22HlVYaJoeA3Y8ZGSOD6nPnrxE+7EFDWHAQdj8qjvWNNwiP+nW/tStGSp1x8pOIEepYTiJGaqOqmxjQj5/djwJXPBfYeKO4dpkKJFpWCwqPb97wBIYn6/j+rZvlY6L47yjiK6mTuA24ed0erP27q/GtG3V/f3MsYxIlXDGyfXiG+wu/ZsaIkQTFCFufqbq9YLYtUoss7q1o19lYxkgLxZr/9/QjcPKKflx0zMLmLzaQK0YODpRZ+Drl53SXC1YrLUD9llOmlRbLGEnLwTngwO08s4CO3/qUIOnTyPDeKNfAVIyEgTi/AsDiE6LXGIqRQof+ntHtwM/frV/zSkmKESNjhDd0mGjBJo/mrA7slstWnPkW9f/GGzN/lkbizOI1oa0w50NkW2aAz637O9Vxxo+bVokRIlU4gVCQv1EQW15Rkg9py1Trs6gnPterNQItdyMNRH6MTjXkPkPfPUkxQrDaOQPoJCLWON9Q80IaIZ9FMQIo8kZYaalcyyzT7zxj5CmKUlfzrKocbUN+lOXIcYiABBfNxqVULE4KXy+12VKJJNJ2YqQgrb1Mxchk3RfFmwgnBI+hH3oRb3bD143tUOwA+lYAAI5wtidmjCzpLePIhUKqzQdoqYManjHCOpVT5bXb/yi6ggsV4NjnAwB6iRghkqtJbgj/irOtGElEGGZSjJzgbJIKDdou5vZxHEezkmtFMaJ1KnHFiGPPGCl6LgoGEVKYtmJkPxIj9F2pG7DQoSZk9HtQ8bjUrSaY1RG9WG527zVVjKRYaQGJAezjYYew4iuUVXB7ZN+zfrJTdUkzYnMyLMgusOEsnv5JGSNPXCduOweYkiMlfL3ACBSTgLj5i0JtAwCHncaIkQm7YmRkm8icaDFEU+vabzVjhKsm2kWMJFppzSIxYipGvBJGEBVHeA6HljHC1nn974Gr/hq4+sP25WtWWjNUunDCgPZvjq9fBHz5TBWADgjFiLRD6QAWHSv+33gTW69xkTtCGN3JMkaWqOO61B3ft+l1ka2htNIiAo8KdgC0kQUnib5yruh8vfLtwP/9BfAvRwBDT6rn04ptCbBZ7FDDwljYob7PLOHeLUNoBCHu2rxPe9wsDpljhXHms753vDazwq92vmlipeVTxghTjLDPHq828MDWYYRhiK2Rwu6w/g5tGWbBqhVi5EPPOQ7/+87zp6X4yMPXDw5wP38a53dXCujt0McDkhgx7LK08HX2XKvh0fsNPUtaez3PEEtTiwDqPGsqRgB1Ll4UESN0HZJja8t4asf97Nro2MffQDxjpJm6L+M5164YaVLAr/QBa18q/j/9jZk+B4ChGDlIrLTM3yxBjfTwdtUksWax2vb83F5v0UpLZYxwK63I7swPE4mRNCut8chCu1RwNQKHUPMDeW0qNMsYoTwQ1uhEagzTts+8ZtnyRQBlpWVi14gYs6Y5VJgKkaT5Pq3jP1/1CK55SCiqCp6jzWXpXz4/d539OEfPkeMphPwoy5HjEEH2jBFxa45flMqgzYoRL64YGdOIEfGYOR6uTY0Bm24Rdzrnw0WIp7n3a6+Z0/B1QAawr3Z2JGeMeC4++4pT8HcvOB6nruyXz6crRlRx0mUZI6lyYgpdP+Y5UmLfB1HYqzayDS51K639pBgJGkqlY5OKLliDultBp1PFEVEAO20XU+XiOmgpfN2WMeK5jrYzFtGwZox4btxKq4RWiBEevj6DIvC+jcDd381OrpiWRXSfusJZ/kJsolzu0cPXx1hx1lR4cMWVuW5hqIqt/Ub4OilNEmTD46gIxQgQC3l87rcew5evjdQj7Pjdw2oIQxP15kUWSYyw9R7ZDtz8BfH/OX+mvMFjxIgx4aMJuZnlQQqbk18DXPxhvRhdZUVimhw/eCVwxXM0sjgTrFZaGRUjfpuIkWA6ipEZZi9wmIoRr4QRR+zHmmKE/0ZBXV0kJwajW+XfrUEjRqahABjdAfzyfSJ0fWiTerxoKVSRlzzHxKDuE78wIkaevE1/3WZmR7lvg6EYIWKki/neR8skb3kquo3vFucN2l5dC+0KLyLlGjV1XQ0D4M7/EMqSq/9GPFabUPt1C1ZaNosdKqyNIep+nsXuYFJbmJkZZnHPHCtwKy0A2DET1YhmpWWGrxtWWtEYpZ6QMfLhn96P53/xRty1aR+2RQq7Zc2IkTkq1hQ8F/M6iyi4Dvo7c0uJAxVlaaUVyHF+t8VKi/YjKihSN3mVW2lF43s/CFvOSNhvuOSjImfkaR/M9nqyr6qOxrOcTFB+SNVQjBA65qnxG527ScFX6gaOeqYYF7382+oz6dpY7EzuqqNxlswYaUJik+VXE4RszppZMQIAL/kG8NqfqJy5LDgorbSMAr5USeu49YlB+T/ffFyhYaoHm2HSaqUlfqO6H8SWR/PbNCstWp/OkoeeioUYaQTy2tSsqY8rRgjHLBH74xELdeLLnHsv6LFfP2zrBAB7xih8PZtixHOdRBKDiJH1u8dl8LwZvk7bvJs5YuQ2WjlyzA3yIy1HjkMEWTNGklCfJWLEmjESdUx2lz25vuaAqn/n7UJW3rscOPV1AICne/dqr5kVxUiSlRYgc0aOcLclKkYKroOTV/TjTeev1gY7ZDFgBc8YCRugXqpEW7TAV/kiJ75cyixbVYzwLpVik9fOGnhXsa1jzfUw2HMMAGCts1E8JBUjhpWWow8wm+btOI6cC8qMEVMxkpQxYglfL4TTVIzMJHz9mo8KSwQKaGzlcwFFjOx5TNwuOFo9ZxZmyz1qghkGehHXtIDgihHTBmpir/rO/Sv155opRlBBtREIuxpGjIyEnaiihC8QMcI+f/eEOlYbQahZ2VhBxcZGVdg1DG8Bbvuq6MJccTZw/IuUNzh9N2mlZUy6kgLYab8/+lliOxfZ8ngQdVEvTOLRX6evuwmrlVbGjJF2ESO2dTARmoRdG1VU5roXyhiNiJHC+HZgww2CiDFfR8cKFaGS7Mz4MWUrWCVhcp8gBa58G3Dnt0TYOnnFA2I/yNIpPTWkSIpiRamwzADfJ7m11iN6xsiKs0RH6ppnMd/7qloPAFggrn8Y362TSPy8AKjCE50TNlynnltyor4+V38Y+LfjgSd+L0jRE1/e/PtGsCktyJ5CWmmVZi98nQiRqXqA254YxL9c/QjqfhBTv5pjBfP8MyM7Lc1Kq5liJIytDy+ebRgU3eNP7puQ1oNxYsSw0prDLtZvv+ksfPtNZ8niUo4DDxUKX68HGJPj/LiVVilBMVK3WGkBwNTBkjPSvxL44DrgGR/J9no6V+9dn64Y8UrKpqs2Zifge5YpooUUI2SxteAo4JXfB97/sMqq4HlmSTZagPpcUilW2fjEBlJ0NLF/CZiVlq2BLhGuB6y5tDXS+2AkRswxMFlZGrhtw175v5YfNQMrramaJXw9mm81gnjGiMzxSBmvTLBsUVPVAYhjv5HRBtpsiiy4Dv78GUfhqvdeiBefcpj2nKnmmN9ln1uY69QTkS9EYKQpHflnJOWLAPGmCECQ/hoxEn23SsmTTYC5jVaOHHODWTDoz5Ejx/5AkDFjhGCGr2f19mwVqRkjpYK09jIHVIt2Rf6xR10iijU3fR5Pd++DgwBhxOl2FmfhFJYUvg5IYkQoRuzFD10S23rGCCCUBzUUk620Nt0sussqfcBRl0rPdwpfr2VUjOhWWvtJMcILpQnF8D09x2HJ8B9xorsBPwsukPuUuc6c6KD7zeA6DvxQScOFYkRNKIrwUbMpRrx4xohprZWKdllpURdfUjd72ufy+3seF7ecGCkYRflSd2RD4AAI9SKuGbTMicX6pN5dSJ2RXQvFhNzxVGGciIUExQhZ5NT8ABXWQbc7FJPw84+aH/v8nYa70dBEPbE7TFuH0Ae+/Tzx/5GXiNtTXhN5P0T7apqVFtCcGCEykCtGeEemSTi1YDWkrRcwDWKEvXdGxAjf1zOGr8+qlVYRo474XZbe8c/AHf8MXPr38df5NUHUURHKfF6+jh2/WbNgauPAZ08Q+8dYVBAb3wUMrlOvCRri96Hf3CSVChXxW4aBKqoVO+NkI4HIT0DkpYxH54yeJaLL94Prxb79m6io1zC6jqPrH+oT6vO8kiBjyj1KWbPgaGDb3WK9/Abw0P+qz+XfYWwHcMuXxP/dS4CXXwGsOte+7hZYg8+jwsqotNKaPduUKUmM+Hjl14UaZ15nKWallRa+DgDbh6eZHwSkWmlR8cp1RCcxKVm4rcoUU5VMRlYntUYgFSOH9evkuJk3kpqD1macvKJ/zj4rx/RAipGpuo+xqjgvdlcK6DIKmTQejmWMMCutouei4DpoBCEm6z76cJAQYi3kbGChaPrB0JP6eMpEpY/ZmI7aCfieJXqDBaBysRYeFzVgVPTrFal+ix342nXrcd/WYXzhVafqc4/Fa8Xt9j+K13OrTxsueJ9oWjnyGcnfB7pihM4q5rmybTgorbTYubfUA3j2+e5D21QDRCNBDdiq4qqZYqRmqBFpTmbma3GQlVZHybMSI7VGoHI3mtQhTGKkXHBR8FwcuyQ+PjZJhSQrLVPVNtBdwmi1gb2RXVdathUnTdLm+qcfPg+/e2SX9ljRsNKiZVWKLkoFF42aj1JaY2WOHDnahpyCzJHjEAENMpuHrzva6wmqU6vdGSMWYqSmrLSo6d8cUB02eLP456hLgBVnYwydWOCM4ERHWYnMqpVWimJktbM9NoDXMioi8J8ilRip6sRIEcquyYr7o9D1418kiiFRJ9FMwtf3m38pFWm9EpCgWhnsPQ6ACmCn7WJajbkOsilGmLUJvSYpY8SDD8eiGClYwteLLVlpZSgWZ1qO39oykjJGpGJkjXrOlPKXe8VOTZPMwfXqOTN0WsuVMCbxPNvA/Bya2CeQZBMQj1cbgaYY2Y1+AOz3Z+HrO8b0SVzTnBEbKUMFhvlr9PVsTEVh0klWWiyThaNuECOJ4esGOVVM6ey0wUaM1DMQI2GoqzhMK7DprsNsWGnVp4BvXirUU9bnTWKkjDHXUBLc8c34d6R9WCpGEsih6VhpDa4TyyNShD/OQYG3QPy36hhQ+9fIVnFbqMSJEQpH54W30e1KldO9WNzSsVNg+yKgiJHew9RxuW+juKVzAe8eJisvQBwfm27W75vH9nnvBt73ILDqPLSCiZqNGBHX5WHKkEmwH2kHyEqLkwv3bRmOWWm1ohgJwxBfv349bmddwKkgYsRxY2MWKm5R1hkVnfjYhStGaHvWGgG2DTe30mp3E02Ogx+kjK42Aoyx8HWzSYXGpmnECH/elid0SKBrQZThEaaHiZd7lUKiNmZXXprEyNQIMLJF3F/EzsleUZ3jx0TOAYpd+MYNT+D/7tuOdbuM6+DAauCw0wXR/eDPmmeMeEXgrLdJ6+FmcKDU7ZkUI9PBQUmMsOukYRvLwQmQOlcDziR83ZIxUuAZIwbRUiwkZ4zcvH4PHtg6LK81XSUP3eU4yakpRpoQ7p0lnVgpp5AWrutgWZ8imU5aYSf0TLJmXmTZSF8pjRjJqhh53Tmr8E+Xr9VUjwXXBb+UHr24B5WiixMP64tZDubIkWN2kR9pOXIcIpCy5Gb2QdGtOXypZfT2bBU271iy0hI+oXHFyGHYjYHJTaKTfPXTAa+I2xwR/Hqxe6983eyEr0cDPseyHVjGiO+L73DtIztx16Z96KgP472F/0Hv1Fb5cv5blNOKCDW94FWCKFglEiNkp7P2ZeKWrLRMxUjSb3nfj4H7/wed4QTe4/0ERzlbmg5EZw00wUsKfgQw2Cu87U9wNsJBoIgRY5t6bgbFyJa7gE8fDtz+De01KmPE1brXC/DhhpwYEZP9guvAc0zFSAvKDy1jZAaKEWn3M01iRCpGbFZaRlGeJpdkRbCX5R2YBe8gpYteEiNLxS2fAJK1hC2zAEoxUvcNYiRSjMgJICsSbhvXz3Y8sNEK22ePRhksRBzR/hoG4vdr2UqLhWXzW25vwTNGCK0SFLaMEU5UNSbtJIS5T7YrY2Q2wtd3PQRsuQO49z/tz5vr7hYw5hjESM+S+OtoGzRTjPBjOauVVphQqOBkI6AUYYAiKAiVXlX4H4mOqWIn0LdCfx0pPUxyDojyQYwihczPmRTfjaxTKv0qAJaOfSsxcoz6vzqq56LUJ/Xf2isD570nsRs2DbZiKY0zvtV4Dv4Hl7RkzdUqiBDh5MLoVD2uGEkJXweAuzapnJv7tgzjE796BB/93wdin7du1yg+9vMHsWuE209G5wcLkUxEB6njqOjkJxTPJljOw7Yh8RkmMcILZZetbTFoOschDz18XSfmKkU1XqMxXIWstIiUi/ZRGi+bzx+SoDHXk7cmv6bSq+e72ZSJPUt0K63dj0SPL40X1um8TcR8sUPmO1iL6DTXuP+/1fik3BN/XQsI2ZxVNtBlsY6cDmhdi532prcDERoxkmxLxkkKzUqrNgNiRFppMSJczuUtGSNkpWV8zJ0b9+I137gNL/n3mzHO7LlsipGpeiAzUpo16nmuk5mMAID/+n/n4htvOAN/+MBFuPiYRdbXmCryBd36WD6tETOrYqS3UsRrz16FY5aoY6fgOdpcdWlfBXd8+FJ86dWnSWIkzxjJkWNukB9pOXIcIqABRXPFiLg1A4hnK2NEKUYC+blKMWLPGHmad5/4Z/mZsvBzE04FAFzk/VG+bnbD1y3boW8lQreIilPHgmA3do1O4a3fuRP/73t34cLxq/DewpVYs+4K+XIH6rdoTTEi1sGz/ZZhqCxQqDM32kakGEkNX69PAj97B/DTP8U5E7/H+4o/wQcLP97/ihGzAMww0nU4JsMSup0pHOFsT1GM8C2eoBh54veiwPj4b7TX1BIUI8WEjBFb+Lpn5iSkoV1WWlR0Ni2XEl9vZjkEYp8Y2izua1ZapmIkmpjTJHNvmmKEd9GbxAgLfQb0ot7AEdFn24mRuhtZaZmKkbAfAAuZZFZ4W0b07zw00WR7uwmWHeU+UUgGdCKvMTkNKy0iBKPvTh2cfk1kRtDnmYThlKW4nYZGE8UIECNm5Xpor5mJlVaW8HXDSq2VjBFaZhLpYipGauNxxUjn/PhnyuWSXVo1fvyY65rVSqtqIbi8MjD8pP6YphgxfnuvpIplkZ0iih3iuOL7MD+mTfRYitsFi3oJEAR8V0SMmIoRbvE2/0h1/O18QCeBqqO6EunU1wLdC5PXLwVWK61onPFgeDg+Grzd/v2miYYf4PeP7pKKsyopRurq+41ONZoqRmj884xjRYHm+sd2Yygia4eiZfNQWcIVN23Et2/eiCvvUc0XYXS8BCa5BbV9qAglw9fZ+k1pxIj4zJHJOvaOi/UxiZHnn7QULzh5GT7/qlPwmZefHPvMHE9tUIFydKohx1Td0f7HO66pEKgUIeK1VMCleUinzCBpQUF4sGGhcX4e4EqLaIBa6VPjr+pYfLwFCDtCarAIfWF9BegKPoIkRiJbn1KXPE9ZbZdOuFysy5bb1bivVVtPA3RWdOC0ljEyHcimnoNELQJkVoxwa8R6UsaI3xqxOJVipTVVD2KOE6UExcgXo8y/WiPASHRtS8oYmWDHeBZrZz7/b0aMrBjoxDOPX4zDFyT//uY6DXTpY/lKSr2hXOQkTfO6xFKmYCl6jjbXL7gOeipFuK6DkpdnjOTIMZfIj7QcOQ4RhBnD1yUxYjw+W1ZaKmNE3J+o+XJQJST20fqwFXq6GxEjR10iH7sRYhJ+srMe8yCKNbNDjKSEr3sF1PtWAQCWh9uwaXACQSg60Bc0hCS9VFdFxsxWWmbGiJOiGKlPQv56NMiPFCN9oPD1KCDcNpiijt2gjgUNMSk60tnW1HZr1pBBMeJ4RTwcCnuYE5yNchBpDp5d1wxft3wnsg6ICon0mnojyojxHMNqK4THQ9UjQsNxHJRjipH9EL4+U8VI6Edd6qHoCO9aoJ4zbZxkd7jNSssoSmdSjCyLPocrRlaL2wQrrVpB7PNJxIhSjKhJzqZh8Z0Pny+6KYeaWWm5rh4eT1hwFLMbKkMWLRpVVUQ338e7PDlom9A25kH3dD6o9OqPA/au/zRYFSNGUcVmp2Xuk0k2UpnWIQsxEu2XVNhphSxM+l4Ek9TpXohxkxjhhAeRCrQN+HJtBFFgkIBZul6tRFMIjEUER3dU0J8cUk+bv9PkkLoGUMZQsSKuXX0sgNQkRgoVQar0rwLOfXd8NXh+DqlUip2CrCTFCKlAylEnK+8enrdaLWP7veKWCK9JpY7Aa34MXPbP8c/PCJtipM5sotrtV/+165/Am664A2/+9h0AlGKkyqy0Rqcasa7nhkGUkJXWScv7cNzSXjSCEFc9IMjiyVp8mXzZAKRFEQA8vEvsm/uq8WsdKUB6pWIkbqVFpE4QhPL/nSPiXF70nFjQ+YqBTnzx1afiRacclinDK8dTC2RpMziuzvNdpTgxQjCtshKttCzh6w9vH8GFn74WP71nS7tWf/9gAVPYdS0Cjr5M3SdbxI4BkTMBROHrCYoRXvjfere4XXR8/LV0vmbZVHSeatiIkd6lIodKW8YMiRGZMcKcBVrMwsiMiuU6daCDz4kSgtcB/ZpXT8oYaaIYufLuLTj/U9fiwW3iem/PGBHHJBH7HEULsbVtaBLXPbZb3t8VhZgnKUYmmJKymMG5gttppQWjZ0Wvca0bMELaUzNGGBmShcRYwogRYaWlrqUe++50HswVIzlyzA3yIy1HjkMEPMhuOqgbnVrtgqkYoeBR1xEDDRm+TqFraOA8N7KROFIRI7uc+XgoWAXXCfG0iDjpKLVuv9EUaeHrABr9optrRbBNeoP7QYh+XwTPeoEqEPPfIrWjxSh4ldOstHj3M8nmo0Fzp1NFEQ1d/RD7Amr9egIxCF7h7IbnzFKnVjOYnfMWOA5wfyAK5ie6G6RFmDl4dh0YVlqWhdFEcEwnRmhSWDQUIwDgBayYy54refo20wiUZmibYoQyRrIqRixWWtxGi280sygviZGo2B+kFLzTMkaou51ImEIrihGxTqaV1h6Iia8sKDJic8+k+E4nLu8HAAyNZyCRbMQM5YsAUQB7tH3u+A/g9/8UvS9JMWIoBKjYTtvYJKGAKGPEJEZSwtJtsOV7ZCFG5txKK/rdCtMhRqLv5VftpES07h+qvwX3nfEpYOnJccXIeNQ565WAUqe+DrwIZapPwlA/pkI/27rbLNH8mrKtoi5izUrLIMUmBhkxEr2OrgncTmvBUfr7zns38JFdwHvvA05+ZXw9uE89ETNUWOqMjlnKK7EVmuatYsRI1OSw9JToO5AdmAOseVbicZ4F3CqEGkN4Ya0etLfI9sPbhKqOrK+o8DTRxEorljHCshdecLKwE/zFfcKqj85f1Xp83XnYO+GBnWLfnArjY6FJaaWlK0YaFistTjKNRqHZlTzwNUeLoHHunjFxnu8seco2y1JYrLCwdgCo+joxUknJGLn2kV14cu8krn5gZzu/wtyDWw+ecDnQydQBp78ROOPNwPl/rqtPk4gRr6iaM7beJW4XpSlGKGOkQ56n6kmEcu8y/X4TxchkzZcqNBu4/bNqoJulecjyM4ETXgJc8P7ZWf5sgI8lExQjQRBq24zmMXU/0H7HWpMmgV/dvwNbhyZxw+OiwYKuHVwlQVZa41UbMRJXjPzmQT0/jSwghWIkrnDk19EsipGuslq3Y5dYxiEtIq4Y0dcxNWOEK0aKGYiRXl0xwqdd/LvTdt1vjYs5cjzFkBMjOXIcIgiyKkaoy9kMX48GV7NFjNBkfFwGsIlARmmlFa3/Kc469DqTonC17BS5nCAI8YdAqEbITmvOrbQABFHhdmW4HTuG1eRkniRGVCGS/xTTsdKyKh6ooFboUGHlVLQC0ItxaSdk/S1ZobQnEIW2slNHV3VP8vrNJmT4ehox4uCBUBEjXjRINIkj18mgGCFiZHw3EIZyQJqUMQIAhZAVOlkRtGxs3qbEyLZ7gceuji1nZuHrjdaWESNGfKX84MHrQLwoTx2LtmKoWWw3u+g5ZIZGv7jlhfl5QpGVtD/UI8WIGb7eOSAm7dIGgk3QqihiQXcZy/rF92mqGAHiuQtAvMBMxd/rPqU64ROJEVbUDkNmIRdtY9fV31vsFKSJSZi0aqVlU4yYv4fN1qmdxEhLipFoe7RkpcXIFhvxEpEZNwQnYecRLwEATHjGPkxKjWKnUoz4GRQjNmutpByYwFckTtr2dAtKOZVmpVUfV4okuqDT/tS/Sr1uvnFcV/rTw8hoGVwxIomRSDFCIfFkVTUxqN5f7lHH746IGJHX8mg9ix3NA9ES8PD2Efz+kV0aQUDFIV4kCsP2FtpMixlSWPCCzojFSiueMUJWogWcd6Qgmp7YLfaHSZbzIZbdwOv/4zZ875aN8jEe9j4ZRMHqNmLEtNLy4x3h9Hnad5gU65elwJMjB4dUjIyJ8xzliwB2YkQpQpooRizEyO6oA91q/XQwgSv61r5UqfAAEXz+/H8Dlp2qGlIQqusCEeGAOhfTY4OPi9v5xrgFUGoPGg8zK61EQpky4cxlWBAEIZ7z+evxzM9en6gC4VZatizKtqJQBl5+BXDa62dn+bMBPv6mLDED5m9FZIhpM9lMMUI2V5S/l6oYqcaPxaLMGFG/35hBoGwdEuPO3g67lRY/xq1NfQZ4Y+RJUdPTTNBrrNN8UzGSZqXVomJkaapiJE6M5IqRHDnmBvmRliPHIQIajzRTjCgrrbnJGKEBDhE3vCgg1id6PvoCFxXuBwDcXzld6/oOQ+APviBGnubeBxdBagfHtEGFroSAvmCeUIwcjm0yoBQA5gU2xYh6X8lLWdeE8HVr1wwFAJfYhMj15CSlzxmXNWHr+1mRsjtQYb69k0/GXzsXyKAYcR3g/kAQUic4G+FF+27MSsvRQ+yshwKFTfpVoDoqyataZKVlZowAhmKEFfyLrmGlFTYp5v749cAPXykmo+0KX5fF26zEiJkx0lDWVmZHIJ+YFTpUQHLJRoykKEbMTAsq8FLHIX0+wDI3IpKAZyW4Bfl8zVCMzFskOuRlpzX7nWooYNX8TvR3iGU2zRgB7AHsZoHZDKcH4oQKFQ84+ePXlWWfuY0JnRY1DdAmKy2DPLAqRsyMkRZD37VltUCMTEsxwr6PqZwKfPm9J8Iy6PI24RlhpqRiKnWr357WNU0xYiNwbNuqUQW+cArwzWeI/9O2Z+cCRUCkKUbOfRcjRiJQUaw/UowUKkDvYTrRXzG+uwmuGJHESH+0btF60f5L9iqcGAHU8UtZJMtONZ5Ptk5shj/9/l1407fvwAizlGokdDvX21g0rRrFJlvGyVi1EbPwomJRGIZYt2tMWmJ1lQuyuUOSHmQp5AcIwxB3btyHGx7fg+/csokpRtR3mvDF+2tIVoyQRYhvUYwo1YvalqNTYp/O4pWeIwcHKUYoo4YTI7bCogxXN620jIyRKUv4OhEjNtu5gwr9K4GTXgWc9EpgxVm6EoM3oRQ71Xmcrle8/ap7cfQ6yhmJzhMdA/HPNDJGwkKHnEPWk4rovcyesdSdGmJebQTYODiBrUOTsQI5gVtpkQp81oiRgxF87JdgpWVe74iEMonEZsTI0KQ4XoejsXHVICgBpVqwqYBKFmLEDGjfRsRIpWhVjBAKrpPJ+aKTzf9PXtFkTJMBvcY6DRjh62l2XbpipPl1c0mfGusXLBkjhKK00sqvxTlyzAVyYiRHjkME2RUjAqbjiLLSaq9kk/wyqVhAg+TOSAZL4wFSjFwU2WTdXThNW04I4O5wDUbCTsx3RnGS88QsK0bsyw6j7qvDnR1yoOcgwPxQdIzzIjpXLCR2fISh6tiOioJFkN1YipWWGSIYDZx7oQp3BZtPKyscdvuKGOme2F/EiNE5b4EDB4+Hh2EqLKLHmYQ3JPztze/nOjDC143tF4bAKLNdGN8NNzpgpGLEc2LkgU6MMCstVz+I3GaKkbHdAEJR7DxQrLTCQNkp0MSawAv/fIJu615rTAnbHepg0zJGjGIyFXjT/J6p47zYoY7FUheK0QTBzBhZulx0yFP36MSU2h41FLFyoBP9nWLiQ0HHqX7WNqJuyYnGayz7bJbwdW4txrcx/79zwP4Z7QhfN63NbGSLuZ/MSDHC1yGBGKHzLilGpkuMmKQP2/fGUZHnhEnPIBRofy11KXJL5vdwxYhJjLDtVLL81oThLcDQZmDH/cC9P0zfnl0L1e/PMznodzr51cCf/AK45KPx6wBtP7LS6hgQaiReHEvoPpVIU4xQ+DqBPuf0N4pbsr80FV9kpSXXsxOt4PYNe/GiL92Iuzbtw5N7J2LPK5uodLXGTGB2ppuFHwJ5qct1iMY+3791Ey797HW4faMgu7rLniwkT0lLK7XMaiOQRajJmo8pgzwBgAlfvL9uECNBEMYUI6QKblh86HU7sFwxkmN6oOIhjfO7WRd2WsYI7Yd100rLIE44do2K83Kzou8BD8cBXvI14CVfF/9zJQZXjziOIsLpvMyvrQU2ZuKwne9pXBKNBQL2nsRzZi9TjDTJF+FKhmRFj7LSot/bN6yhntLIEL5uklj0200ZmTy1JuQhNQuRYoR+A25XTPOtcQtJSXUDXleIEyPieO3tKGqEqVmzyGKjBQAjU2qMePzSmRMjJlkz0KmP5dPqDa1mjHDFiNnQxxUjZVKM5OHrOXLMCfIjLUeOQwQqfL0ZMxIfwACq86T9VlrAKmcH3r/1fcDGG6VihAZGZO0VhsA8jOB4R3iX3+6doi0nCEM0UMANwVoAwEXevVr4WttAGyYh/M2JiJEVzi7s2CsKVfMxigLEINBlBepMVlqNKVUUjLpxS47YRtaMEeo0LhoFsY4ogN1RBTcrycUmUl2+Koh2jW+2r99sI6NixIeHR6IA9sJOYaVmDV9nmzl2KEwN6QTC+B4Vvs5zWUJ9QM9VQLwQWjJyWbxm9j/02X6t/VZa0w1fDxqyaxDdi/Tn+G9SZoXktS+NL3fveuBfjwaufKu477PPiWVaEDFiTK55MZU+2yuqQnWpR04Q6n6AakUUe6thAUesEvsGKUY27VHFaR8eVg50Yh4RI5N1/O7hnVj7savxv/dujX8X+lzCJX8HvPq/gPlH6q+ZLjEiFTSOYZ/Flked+abn4UwyRqSVVpaMEVMxEi9GZ4a2rzfJGKGCedIxMboD+M1HlP2buUy+r/l1qWQI4KCKojzegyTrPk6MSMUIW6YZQs+/GxUvbNuTh6jf+Fn9PqCfz7sWKCLDZqXVOR9Y/TRxjMSIkWj7LT5B3A6sVu8hpAS5imVwxUi0nqaVFoEUI6e+AXjz1cArvyfu82Oj1K3WQ35Ga4qRN3zrNvxxyzBe+u83w1Y3UzZR9g7adsAswNoUIwCwbVgnHoms+cdfPqw93l0uykKyqRihx8i2pNrwpWKFK0aGfLEdx1HR1DG8KEUFH7L44uTRZN1HGIaGHViuGMkxPZhZel1NApJNYoSOsbJhpTWRqhg5yIkRE0mKESCuELSNOU3S2Xa+N5YbVFThPVFlxxXFTfJFfHYeNs/JBKkYgaORZknn1accslhp+SYBkqAYaXIdHI6stIggkfMhNsei/60ZI0RscQtbYx1onXo7ChoxYl7PswSvA8Dju5TqNs3mKisqRiPAQJc+lm9nxsiCbjX+3DdR0+b6umJE/J+aUZojR462IT/ScuQ4RECDi2bEiFSMsMfCMJQDp/YTIy5e4/0Ox1bvA275suwkowkTr/1f6D4AFyEeDlZiq9+vLYcUMX8ITgEAXOT+sS2DoRiahK+7vUswFlZEWPnQRgDAYkcVr1xeRGffLXFgw/39o8JaKVKMeLbf0malBTDFiCrcFawZI2oi1cUUIx1jW+zrN9vIohiJNsOmUCganEjhYPrQNs0Y4WoRQChGYhkjccWIw48W9lwxphixTFLX/Q74ynnAk7crwiVo6AXVVvIUTMiMkemGr/sqeNpUjBQSFCPLzxCFWY5tfxTrQIGfWRQj5uSa2+0QYeCV1P+lLnkc1RoBdof9+Pv66/ER/+1YMV8si85jHvTfcNX8TvRJK60a3vKdOzFVD/CeH90LKzhhcfgFwDGXxV9jK+7GrLRsihG2z2upi2x7UzD9vNXAwuOAhVGAanVEqXKywKbWMIkqaxB4OzNGLKoVE9JKq6LfB4QdE33nn78buPmLwBXPtS+T/vfrwHdeAHxe2C9OoQIwL3PXcfCp+qsw3Hecvh6lLmalRTZ1rNDNCaLHrwEe/qW6H5HTdmKEKT+GNgOP/p/4/7w/B/78HrGPEboXKZLFZqXFrbBiVlrRPrTsFOD1PxVdyIBBjDTprrQpRqgwQxZvhL7IXsV1gZXnKKKGh6r3LI2f383snCaYsoSRc9iCxYGUIOFpwCzgJBVktw/pxxet05I+fRt0McWIH4So+4FBjPiYYGQIfR63DrotPAH/0XgO/q3xMkww73dud0JFKNoWfJsEoThnTho5KUBejMnROsx9hitGzMIjoAqak8xCDsiWMULKrGqTc8NBh3IKMZKmsiVwxUihwz5OMZbjdyvSIzl8nVlpNVGM8PNwIjES3TqOvt/YfuunJDIoRkzCg7Z7K1ZaU3VfXluIGKHfjM8hqTYwkTFjJOn62Fsp2pv+ImRVjBQz5JC0AtO+y7TWSrPS4oqRcoYaCv/+vZWibqVl2eZ5xkiOHHOD/EjLkeMQASlGppNnygex7ZZsFlwHxzqRTdPOB2UHpMoYUa99midstK4LTtIm6oAqSlwX5Yyc5DyBzvo+tB1NwtcLnosNoQg5XFQTZMJiR62HpylGMlhpUb5IsUsOhCljxDp4TLTSso1Tul0AAQAASURBVChGbO9nRUQPauBaGTtwFSM0YK1FAbNOVGg1iZ+4lZaxIJ5lAQDju+WyaRBvyxjRwAq2HQWTGLG87/svAXY9CPzg5eoxvza9jJGfvRP4yVt1uRcREJnD1y0ZI0mKET6hNifCL/8OcMzzgN6oY5wKv9LiISFjpFFVJA4t89U/Aladr4q4ACNGmGKk3C2Po1ojwFi1gSv85+Da8jO0AmPDD1B09EkZt9IabjV8PamQbCvuRvvztqFJfOfmjZjyIgLTRoyYBQubYsQrAO+4GXj7H6InwtbyPqwZIwYZabPnillptStjJGHby/B1I2PkwZ8KcuPGz4j7m28Tt5QVBBjESPTdbv0KsPkW+fCUI84vRJZ6roOv+i/EHWd+Vl+PUpfIsuHrwJdP599GDfiv1wE/f5e47xaU7YmNGCHlBWHfJnHbtQAYOEIvfGhWWhbFCD8WzesA3yePfIZSdHALrGZWWtaMEZtixAF6jFwiAlfk9CyJjOTZ/m3L50lBsyI9FXJMhYhprdVOJHU2m0Up6p5e0qsf793lglZsqTYMYqQeYCJqJJmsc8WIes3uKQf/2Hg9bglOwDgjQ2gdygU35v9uhsNP1QKNSDG79nPkyApTZdTDOsPPWh3Puqgkha9HmXxEnJjH2li1IVUkB33GiAk+3ogRIwYRfviF4paTFlwxknSuN5bb6FY2WYmKER6+3oSgaWSw0uL2z67rSOLMnPs9ZcGvoa1mjNSyEyM8c4+yRuhaUbAoGcZTMkaCMAMx0pGcLwIkNPRZ8KXXnoYjFnbhJ+84N9PrW0VXWT+XpYavt6gYAYAr3ngm/vySNXj60Qs1pwNNMZJbaeXIMaeYBR+aHDly7A+0HL4e2jt6SLrZLriug2PciBgZ2oT6hCi0dEeDDtXVH+JpUb7I9cFJ8clOtIq7MA8PBqtwgrsJ7obfAye/sq3r2yx8veA6eCJchhOxEasdUWjnxIjDiBFemG+qGCl3S3KAMkbsVloR8WFaaVkUI9b3JxTQy6Ob7Os326DtlaIYoX2kBt3ixqYY0cPXje9PWRqE8T1wHeGRrxQjbrwozMGIhU7jCuoGKeQEL4xOx0prcgi49/vi/2d9HNj9iPDtp/XJaqVlFqanhlWxt8u00jLscDg6B4BX/xC45cvA1X+jCL6pEUHcJClGeBGeJtfHPEf8aZ/NFCNuTa5DsRYRI36AsSnlY86Jx5ofIPT133Dl/E5mSxOgVHDTvcndLMSIhcwbXAcAeOGXbsSesRpGTnPxbkBtH0CFeZvEiha+zgrQrgs4FbFOQV0UyJtYWUjY1BpEVHUuAEa2xO2hzPfx904HGjGSUTFCn7/7sej2UXFb7gaqw/p7ze+47V7g95/UXiIUI+qcSLc1z/gNuGKE9mEevk7n39qYrrxxC3Z1EGHSJPFD9XmAXsDqWqBIytEd4hh3PXs2T8xKK4FwmK5ihCy/ZMYIU4z0LNGVIdoyDMUIrVsSKdgE/Z1F7BxJ3gepEFcPzELR7PjVh2GY2fIlKf+kq1zQCh5TdV8jVUTGiLjvByFGI5KE1DN1P8A+VtTiFidUGOssebIDl65xZjFtsu5brYqyhMjmyMFhqkK6GDHy2rNXwQ9CnHPEfPZ6UoSIfVMSI6ZixNg/d7Mcn4M+Y8RE10Ixvi9W4uMu8/4LPi+aB056hXqMXwOSbBONRhehGHkcQEZiJG2MDP28m0ROqymoOD91FD1M1YNcMULIkjFi/FZ0bjevTdUUKy3eKLRvoo4wDGVGjEaMRNcqq5WWVTEi1sFx9F4uU4lhIisJcPExi3DxMYuav7AF8HlBwXNRKbryeptmpcUbHDKv/7GLcPGxYv3dhIyRkgxfz4mRHDnmAvmRliPHIYKWw9fZY7yjp91WWh2NYSxhxEF5nyh0ddKEKVqh45zNWOQMoepUcGdwjEUxotb495GdFh7/TVvXFUDT8HXPdaRixEaMaBkjPHw9abtSJ3apW3apk5WWm0aMmFZaUWGt12Hh602stDgK1aG47/1cQHavJxTYoPbZGnH5UZHWJEY819EUSLGtN7pDvz++m2WMsA4pU1XBoSlG9KfcrJZYvmGllUUxwq2M1l8LfPdFwNUfnrmVFqloSt3xbkROjCR1CJqZGqEv1pV/J15Apq73Uk8i+SiWSxkj3EpLV4yMsrwiTjxW6wFC43su7C7LzJ26HzSfvPBie1JxwVaEjt63Z0zc3rA5+u7VUTU7TFJJWTNGIjiOIkNayRlp2BQjUaGfJttm5ggQ3yez7l828OMiicCTGSO0TUPxGH2uPO91x96q7V+7Hga+d3ksYH4SpBhBdBsRI65xHrVljPDlE8lnKmjcgjp+MhEj9HnRcWUqRvpXic7fxhSw9wl9uWke9M2IEcdVn5kEWkZjKp4xwteT1Cg28HNHz5LoMcPipQX0NekyTVKMJBb5Zoi6H1qzTmygYpGpVOsuF+C6jjynCcUIzwnRiRIKRaei195x/Vjiobj0vo6iJwstfgJBM5VEjOTFmBwtwlSMcCstz3XwpvNX47il6vxlZoxQlzldq02rLcKuEXVOPuQyRkqdwFt/KzKbzLwF83zfswR42geA/pXqMX4NSFKMGI0VtU5lo5popcXH6E0UpH4WKy3D5SCJBHvqgm23hN/RJAXp3G4SI/VG8sVqaEJdR2rRNahhyRwtSsVI/PcpFSzESHQtm9+lj3N7zYkT9LpFViut2UDMCpARu6kZI+x902koSMoYKeVWWjlyzCnyIy1HjkMEMjO8qWIkHr7OiwdmsXmm6Bt9XLvfMyKIERpw0PqSWuTRjlNQQ1GGghI4MfKHyE4L63+XXsSeDigHIqFo6zgONkLYhxzhikL7ItgVI/ynSBzYcMVIVAwuRuHr1t+CurtjVlr9AIA+phixh6+nFDj3bUh+brYgi8QpipFo01VNxYjx/RwH6RkjpBihopxGjLCMkTBlos3ssszxvZPaRcfWJaYYyUCMEKEAKBue0W3M7mea4esjUfi4aaMFZCNGbL/b1LBhpcUUI/Q9mikebOHr5W45UdAUI+UCCp4rJ1c1P9C+5w/fejYcx1HvbQT2Y4ODr3NSdzv/7r3LRRbIs/9Je0nVi47TMAC+cTEwvEUV7c0iti1jhIN+A5v1VRJsihG67YyK3AaJIN5n7JMzUoywdWgavs62gV9Tn1uznPdkZgpb5h3fFPZTS04Cnv0J+fCEI34r11SMOAaxV+TEiE0xQsSIobJJUoxsuxe47tNxtRpBKkYMYsT1gEVR/snOB6LlZrDSYtuPXz9lNki5N15sM8H3a1pvIge9ovo/jRjxbIoRbqXVomKkI5k4B1RByMwYMe9PF76xnKkW7Hto3YYn9XMvFVPo1lSM1BqBtTuXCsF7xvRjib+WiI6OkieLW1TsMr+LUIzEPycnRnK0CtNGpll3uFkMz5oxspvt+4ccMQIAi48HFqyJP242BtgIZm6llagYYeO5zgXwXVW8zkQmN8kc4+Rr0vJkxkh0W0kgwZ6y4OOOhEwXc9vSOT4evq7uf+63j+EvfvxHBNF1YMgg7PdN1PT5UISCzBixKUbE62xWWgu69Wu37ZzACZh21yBagUnscsVbmpXWdBQjHLpihGeMiMdzYiRHjrlBfqTlyHGIIMiYMaKeVgMYGgQVPaepFVer6Bt+VLs/LyJKKHydPu3p7h8BAOt6zgKgQkEJfC5/T7gGo+gSXbhb727r+sqQ34SMEQDYDFHoOUIqRobkc06jKlknviWbZoyUemRHVjnKGLGSXFSYi1lpiY7eXpYxUrAVwCxF+GoYDVT3bbSv42xCKkaSM0aUlZapGNG/n+c6WudRPHw9UkdQwXF8tzxearxTMYti5LGrcYS/UXvKSVOM8P3JzBjJojThxVYix/x6XDFy7w+Bb14aD5qXnxV9LhUuR6JtYgavA0bGiKVTH7D/blPDhpXWlGJipyzFXRsSwtfNjBEA6Im6UmlSU2sEGkl13lGiKFyUPsgJNnMcNhWFCV5APu31wDtvBZacqL0kLHSIAHUA2HYP8NhVatkmqcRJAVMxAqhtVp0uMRJ9Lk24qWhStxAj9PtRkSULMRKGwPgeyzpwK60kxYhhpUXvM4kRXnCnoj1fJj12zHOBpSfLh6WVVnTA07mhEXqGZVyXslGTpCNXjJCVVgoxwrtpr/ko8Pt/Au77sbjft0J/HxEbvIBFpNjiteJ2R0SMTFlIxQRiZO94DRd++vf41K8fEY/T/tQsX4QtA4A6j3D7LVpWqmLEyBgB9CJe0VDqNEEzLkfaVRndye1SjBAJS8hqowUIIiIMQwxP6vs+jbWoqFKtm+HrgbV7ml5DqjSCZqVVV8QIneuk3ZjFSsv2OWaRKEeOZjDJtKMXJ4wbInSUolwJCl838m2SVAS7Rjgx8hQqpPNxWKFiPzG2mjHSuwy+Zq0883MmJ6QTFSiG/XMSCfaUBR+TJ8zLTeKf5sxp4euf++3j+MndW3DLE4MA4krGoYm6yhhhDURUpLcpRtKstBZ0q7GA5zrotBAMfH7cbteKVmCev2SdwklvFNAUI9MgMTTFDLvT3ynGu/1NFLM5cuRoD3JiJEeOQwQ0HmmuGIk/RjLb2RiQ9IwIImSXuxAAsHBCePB3sYyRTkzhDFcQKBvnqSA1spXQOl8B+PBwT+k0cafddlpNwtcBYKsrFCOLnCF0Y0LPGEEoC3WcZEosMmiKETEIUhkjltc3sdJqrhiJFyYfD6Pgxr0HpmKEUCMCJyIBzOK26zha4H1sX6ciHxWvx/eoAml0AHmuK/cBmWnCEQbAlruAH74Clw+KsPAgjIqtaVkhXIEUmFZaGdQeXCVA5FijCjm7pGX87B3AljuAq/7avhyzAD0RFbKtihFWyExUjFiIkeqIsAsjPPA/wKePEMHZLStGSiKAHBBWWtFBUTcUIwCYJY2vKXsIxVYmLFwxkgROHCV4QBc8F/h/1yuri0Y1Hn5uW56NGKHiNAViZ4Gm1jCsoVKttFSuS2w5Sbj2H4F/ORJ44jpjWVmstIzwdXofEX42CyuyxuPExUQUVl7qAgaOlA/XII4/lTESfUQY6oUknjHi1wTZY1WMGFYiXpEpRtixOrxFf2zgCP199B5TMQIoYmTng/oyMoSvP7B1GFv2TeK3D0fnvHmrxG1vCpnBvwtZSVLIvZUYMUgebT04MWJRjGQ433M06wqXVlpR8Z8uDe3KGBmZ0otHlFeUBY0gxGTd1wqExyxW51OpGGn4MWLEFnQriZFRnazUwtcpY6RYkOMARR6Z4eu+tdiVNUQ2Rw5CxbCROfGw9DyjimGlZYavSxWBSYywfb/uh7L7/ZAHV4wc81z7azJljHBi5DD47NxUSztnvvBLYpkv+ELqamoZIxkVI9JWLbfSEjjsNOC5/wq87srEl9Qbev6FVIwkhK9zgmTDHjFXHJ4wiZGavFZkVXLQc3yqTtfs+Uwx0lspWJsvucrigLLSipquOopeatNo0XPl2HI66g4+l+X/v/WC1fjI847Dq85caXtbjhw52ox81JsjxyGCrBkjBD6AqUnFSPtPCd2RYuQPxacDAJZWnwAQymKm4wDnuA+h5PjYHCzEaOdKOTCgyVJoGaffXzlT/LPumvaucJPwdQCYdLuwOxQTvsOdHRoxAkAW6jJZaWkZI6KYRBkjVsVHopWWWJ++SDEi8jYsO4Ol8/vRMCpw7RcrrekoRkRx1dxfXUff5rGvT0U+SYzslscLdRbzjJEaEuxbttyu3Z2I8gtixWNtx02x0gqD5pZwPHCaisTcAsksOA/qFnYS9LlmNohNMcJ/kySFh5dBMQIIe6P/e/80FCPF5hkjUjEinhuerMO12KHpRGELVlpJ4MRRGjFS6QUOf5p4oDGVHEDNA987bVZabVaMdA5E9y3flcgMOs80LOSJiW33iNutd+mP830hyUqLiCyvBPnbBHW1X9N5kiunSAHG931afqlTKRUA9Idim9E5ga4xQRDq59JStyLignq0/bjvZIpihLI7+DqO7dJfN/9I/b7NSot++8UniNv1vwNu/Xe1DTRihHdkO/KYrZqFkBVnAy/7FvDC9IKWhGnzxomRIy8W+/6q85Pf7zVTjLSWMdIsYLnuByI0NioMyUJRQvBvqxg1FCMjRpctkJyD4gchhqLiU9FzcONfXYyf/Nl58nldMcIyRhKyP6YSrbRYxkj0vkrJk9YcijyK24JNWgiYSq4YydEieGGxr6OIRb3pBCgdp9VGgCAI5TiMrvOdSVZaBilYm6UsoQMO/Dr8zL+3vyaTYoRdQ3qWaOfJVMXIaa8H/mojsPLs1NXkyoHRagNfu2491u3SmwliGSP7wUrrU79+BG+84vaYveABg7PeBhx1SeLTtN/TtkvKGJFKEnY92T4sxoFDhpJxaLKeaqVlA5EZXHlkyxjpTbhG8vmxdd47RzDn6VSnSMsXIZjWmK3AcVQ+JieGFvVW8NYLj0BfZ64YyZFjLpATIzlyHCIIJTHSRDESFZ34MJAGU20nRoIAXUOiQPuH4vmA46I7GMUiDMnwdcdxZL7I9cFJcF03Jp8PLMzIIz3RwHzbPfHi00xABdWE8HVADBCfCEUX7NHOFsyHUaiMyAfNSitp22qKETH4KaaGrydZafUDAHohnk/s7rFYaT0aRF3EB6hiRNpdIYNiJNVKK+qepk7siUF4iOxFGjxjJAoCNfMHCEa3OAU7O2ZWA39dzErLKEQ1yxnRrLSifYB3+psF56RjwmZZBNgVI46jXmcLvQb0QE6CmTFC8ErZFSM0oa/0KWKkrBMjSjEi9gt6btdIFQXHohhpZcKVRSHBiaOEzkx53NNrGzVFTJj+4FyZYCtopIWv3/FN4DsvBO77b2EH6DeEekJTaxgZI1SMt5EetJ+UmWLExlBzEOk1vlt/PJNihAjpAlNsMMUInfdsxIiNbCl2aczo/FCQ10oxwqwfNMVIp/755rbJlDEypl5TM34rUzFCxEhPREx2zFNqwMXHR+tR0xVgSVZaxQ75nWMdoo4DrH1pnJhJgnl+4MTIxX8DfOhJYMna5Pfz7UbEiJYx0l5ixA/0MHQqFCXauLSIUUMxYtqPAMD8Lv1cqCysQvn6vo4ils/r1EJduWJkMoOVVi0qIg+a4es8Y6ROihFPhubKHBZjm/zmwZ1aB75cr1wxkqNFcGX0mkXpNlqA7ts/UfclaSczRkq6ooSwa1Q/L1frTxFi5MRXiLHGcz6tB65ztKoYqfRqc6ym9oMZ7JY50fL53z6OT/76EVz6WV1JaroczKaVlh+E+IdfPISrH9yhPf7V69bjD4/uxm0bBtvyOY/sGMGjOyzjs1mC2QhQ94Vto7RSLCp7WQCYqKtrxKZBMZYxr2X7JmqSKCpa8i5soN/QZqWlK0ZUgf9N5x8OAHjuiUv0kPcDSDFCGSOmEs4Gek1pmg0FtA2b2vzmyJFj1pCPenPkOERA49qmGSGO/npAWWmV2j0gGd4MrzGOaljAY1gFzD8KAHCcuxndkZWWA5Uvcl1wMhwAlaLuO2wrbdQrC5WH/LrftW+dqXM5RTHiuQ42BKLYc07hUbhOiHrooRqSokFM2nhhvnnGSLcsnpYcMVC1/hzNrLQixUgiyWUp+D4aRhOs/ZoxkhK+LhUj0aBaKkbixEhi+Hp1VHV7Lz4eYs8L0Qex/ck+oOBCkmOeuY0JRlF0PIzW3VTjcMsjM2zdVIg0K8TbrLTqKYqRpLBnSYxkUIwA6ndpNXzdFkTftYApRhKWRzjmucClfw9c/GEVhl3qlvt11Q8wVhXHSY+hGNk1WkUB8cm16zpWwrBZ0TURxeaKEbmPEjHiVxkZaKhtOJFmO/8kha83qsA1HwM2XAdc+Vbg5s8D//0nwGeO0dUljSjrhQg8aaVlC18nK62e+GNJoM8ySblWMkbcAgs/rzHFCCk1uJUWKUYsxIhx7C5ARIzQ5JNEKaGpGOnSiRHTZsxm6UXrbYav28jJAYOYIMKxfyXw/M8BL/mGeq5jHtBnKX7x/YYTlmx/pKLEtDM2+L7tePECm2fvYHxi9xi2DU0qSzO+LH6usIUGp8C00nrz+au1+3U/1L5rxbAWmSliipGpODEyzyBGiBT1/UAqRmwds2kZIzaLK3pu0MwYYa8lO5pOnjFi2I3R4z+640n8+gG9YAjk4es5Wgcfk61Z3OQaD6FKov1w14g619J4uZJRMfKUyRlZfrpQbJz9/5Jfk0UxoqmBe7JlgrQAft59aLtd4RoaM7uOBNu0duCezfvwrZs24F+uVpmXfNznNFMQZ8DmwQlc9rkbcPlXbmpbtlUz0OeQNTUgyInJmnicVIx0/eSqQlLwDMWstOpyH+Dqhc5SAUnQFLgRbOHrXFX51885Ft9581n415efrDUK7E/FyNOOFjamdO2mOoUtF8XETBQjgBqb7s/w+Rw5nurIR705chwiCCQxkv46epoPSklmmyaVnRYib/R14WFohC6wSHTAHuNslqFm/dWtWO3uRD30cEtwPFzXiU2GbIqRzpIHHPVMcaeddlpUsE7JGCm4DjZEipHzvYcBALvQjymyXiLFCPstEgdLUjHSIwtypaio61mttKLCXIKVVi8m4CBI9mm1dFc/EkRWWsNbkju6Zwv0ealWWuJWWmmlKEZ0YoQ9SXkEpR6xrSIboYFI7aOstNS+1t+X4I9d1YuiE1Gws+NXRbc+QSNGeHG4HreaaqoYYZNLm5VWkkWRCdq/TUKjy6IY4a9LIjKSrLRs36dzvj0nwYZiB3DBe4GFxwCLTxTH45K1smBSb4QyfF1ljIjzxu7RKjwLMSJeQ8eU+p0nLDYymcC3ISNGeCaSJCip2N6oqd/N7JpvZt+VZKW14QZdmbDrEWD7H+MkRKMqfhdSxaUSI9Hvx8Nem9lpScWISYxYck5MSGLEU0X3oKH268akIAT5+2XGSIJiBADOfw8A4N/wegCqcYDUeL7NSsul80xNP8YARoykKUZSiJGYlRbbvme8CVjzTP35538WOP+9wLHPjy8L0NedkQ02T/GWwPftzvnN088BDI5V8YzPXIfzPnUtMLkv/gK+v5s2ck1gfo+/vOwY/PHvnoVjl4ht3ggCrbhHY4h6m6y0TCLEphiZ16kTI6S44IoRW4gqNYJUYxkjdosrQHTQTzX0rmBNMcKstGhcR9uHil4ff/FavO/So63LB/Lw9RytgzdmNQteB8R5+MiF4hx2/1Y1XqLCZFL4epwYeYooRoDmk7wsihGOjnkakdGOon4Wa6rQmLN2GHkz7QQV/8cYwc1VgNPJhTDx79etByDOvTYLxNlAXVppKWKBMq0AoLdDPC4VI+x6smHPOHx2bSICQ2SMMGvhCEk2WABTjIRxYkS30uJKSQ9PP3ohOksFrJqvyLz9mTHyzouPwt+94Hhc/T5hfSuttDIQI0oxMr19iYZY1nl/jhw55gT50ZcjxyGCrBkjNAjVFCMyY6TNA5KdDwEAHglXiEl55Jl+jPuklKgevu9WAMDd4RqMoRMO4gNkm4NLR8kD1jxL3Fn3Oz3seSaQVlrpfqobQqEYOSwUxbmd4TxUJTESZYywLqREYkTLGCFiJFKMpIWvJ1hpuU6Ibkwld90YBetqWMBOzENY7AIQAkOb7e9LwkyJFCq22grsEpFihMLXo0JoLGPENTNG2B0qopKtSxRwPIAhsexoEF902M6WZPdiKkbA1p0TFEkh2TYrLZMoMaEpRqLP5wVt+l1TLODE5yRkjFDehIneKDi5LyG0OclKy/Z93ILaJs2stDie/U/AB9cDh50uCyY135dd3DR5UYqRKWmRZkIqTlghxdqVvTLKADjiouT14l3zjBjhHZfFmJXWlFIhmORUrQkxQnZGE3uBW78K/MezgfFB4JFfisfpnFUdiatKAD34na+zWfwH1P7Eu0+bHetSMWJYafF9wUZiALpixOWKEfZ6k3CRVlqW9SLFyCV/B7zzDnw3FEG10kqLT+STwteDRlwxkmSl5dmIEYtqq/cw9f3cov344VjzTOEl/5KvAye/WoSxap9bVOdOTTEi9u/qtBUjbN+kMPgmuHvzkPw/nNwbfwE/n7Ycvq6O0e5yAZWih76OoiyiNIJQ88Y3w2hnClMxYiNGBrr0wpFUjAShzCSx5ZAQAWFmjNRSFCNTDV/aBw1EShVe9JpkVloFqRgJ5PoAYhs976Sl1uWL9cqniDlaB5GVzz0xed/iOG6pGAvcw84fNBehguSu0Sre9t078eTeCdT9QNrI0XznKUWMNEMWxQgAnPEWYMHRwEmvbM1KKwPqWYiR6JbG6UnqoHaAmmj4dYSf023Nd61g92gVV969Rd6fDXLHBpq3dDKrp5qvlId0vaHflBM21UaArfsm5bXs8PliTrlvog5fKkbUNaC30lwxwncdWocFPYwYqdjJlcMXqPnsbGSdZkWl6OFN56/G6mh9WrHSmqlixM0VIzly7Hfko94cOQ4RtJoxwlGfrfD1XUIx8miwQkzGI8XIsc6Tspi5auhmAMB1/kli/Rwn5iucqBhZfoboop4aAvY8GnvNtJAhfL3gqowRws5wHqpG4T5T+DoV0cqKGKGMEavXaJKVVrEirab6nPFkkssoIgqViwPMWyUeaCWA/bHfAJ88DLjrO9nfYyLJVohBTn7BOrkRH0CKjBH1mHYoUJHSIEbmhbpixNOIkSQrLSNjJGTrzsmKySH7+4O6JWOkWdGZZ4xMxj+LtiO3xDKLugCz0jK2N88Q4HjZFcDrfwosWGN/3lbgrI7YicrGFFOMJHyeDY4jiRstYyQhfH3XaBWDoX35dI7jE0TeaS3xiu8Az/6E+P5J4CQD2368u9VupZVAjBwXqQLMHAoC/QY7HwRu/Czw5K3Ag1cCj/5KPH7ya8Tt1LA9oN0kRmidbYoRIjMKZWYtlaJK8utKTWESApqVVtXOdPPzrrTSquvEyKix3JEUKy06dl0PWHg0qD7uGT7OIny9U3+fx87jJgGSxUqrlkCMuEVBvBAJaar+0lDqAi7/qghjtT0HaMQDV4yE0yn68H2za36mt2zZp4g9/6RXi38Ov5AtkytGEs6tCeCKkaV9at0KLFhcV4zQ4+0KX2+uGBno0s+pXDFCAbf9nXEijNY1a8YIAEzVA1nkI2JkTAtfF+e0jpKnkUcAU0d6DlYMdCQ20+QZIzmmg5+84zzc8eFLsbhJ8Drh+IgY+eOWIQDiGk/jOG5hc81DO/EX//1HmYdTcB3M7xbH3FPGSisLMlh8AhBqxHfdEbPSageZ7GdR6pFiJLqrrLTaT3KNRmM8TjxzFWB9hsTa9Y/t1si52bADs4GacPhx0vBD+flEjNQkMaKPddfvHpNqmlURMTI0UZdKy6yKETmesipGWMZIwjJWz1djoQOJGGglfH3N4h44DnDEwuZKORukldZ+VMzkyPFURz7qzZHjEIEZZNcMfOhLE+V2yIk1RIqRR8OVIhx1kVCMHOVsRVcRQKOG5UN3AhD5IoCogcrOoWiAbFeMFETRayDyGt+3qT3rnCF83XMdbA4XI2Akk1CMUEEtUoxkIkaYYqRAipEofN32W1JhzlSMABh1xICsF+MpVlp6AV4Gh1MxtpUA9p+/WyzvF3+e/T0mMmSM0CS5zomRa/4O3dd8EHxPdh2d9nNtihEiDroWAAAGwn04x30IxUAUh4sOmyAlFe8MJUgVRTToctrIohixZYxMw0qLH8VUcOZKjNFt8eW0SowMrAaOfEbyepnKEyBZMVKfVEqGVhQjDFIxwsLXe6SVlgpff0f9PVjfcSLwhv813s8slCJYiZHuRcC570xW0gA68eSpbjprxyN19Tdqap837YTO/lPgFd8D3vwb++ctPUXc7n5YFd1v+6r4v9QDHPs88djINliTmRpTLPi9ovZvG4FG5wmXKRKS1B6ArlCZNELfzX3blj+jha9brLQAYMzIQRiJ9m+bxZdBOtDvTUI6l3c48nNpqVt9/o2fBb5p7Psy68S00irqipEwjFtpdcwTF4UOIkamN4GOgZZjyRgBoBW9MqPQumLkyb2KYKud9WfA664EXvVD9QItfL1VxYg4L7/xvMPxjy9Woe9FeTwHsqBXcB1JmNTaRowYGSOT8X3YDF/nipHhDIqRsWpDOy9N1X2Mp1hpEVlE2SYTsvinCJaOkqfIoyDUbguug3LBw7J+uzIyt9LKMR10lQtY2JOmANZBipF7nxwCoI4bIG5hc/uGvfjCbx8HACzoLjMbulwxItGqlRb08VA7zplZyBWyczattGZFMRKdv6cavmwU4OfwmX5n02qRf4dtQ5P49f3bM9mLtQqau1eKntyODT9gVloRMWLJGAGAJ/aMY2hCjPVWDojx4MhUXV1L2TwySe0BxMPXG34g/++pFGTTUpLq5EBRjJggsmjFQPNMtM++4mTc+qFLcNSi6Y3raEyah6/nyLH/cOCcfXLkyDEjUKdG04wRaaUVD9tr64CkPgUMrgMgMiz8IMRk12EYD8soOw10j20AttyOkj+BPWEvHgqFYsF14pLqRMUIAPRHSoehdhEjWRQjDmooYm9xiXxsl40YYWX6UtK2pe5iljFSdBryc+KvJ8VInBgZi4iRPmccxSQrLcMOZzKMijnzDhe3rShG0orGG24Qdj/NupVbUIzI8PXaBHDT51D+43ewKLLCAkTRk28yPWMk6i43FCOXV/8XPyp9HL8ufQhLMIhCFistHiwMwIfHbNRY930qMWIqRppZabFlmUVZbbls4jNiI0YSMkaaZX4kISl83fZ9NMXINIkRyhjxQ4tiRNlurAuX4zvHfjVmhVW0EJTT9oO2WVBB78qTlhJcMSLJCWP/8orA8S8EuhMK0T1L4lkw0TkWa54pyT6MbLW/X/vsitq/6XuMDwJ3fVuQHKT48YrMBiyFGKka+/r4Hva5xr5gW06ilRbPFInIoN7DxG1tVKiybGorg9Sk0xBN4KWVVhDoipFSl/p8DrIpI1KymqIYCRpiXzcVI9S9S+fNcruIkWTFiPl/ZvBzX+eCTG95kilG6qEHHHWJToDy/b2F8PUgUGqQP79kDc45QilYqIjAw9cLnqNUEm2y0hqZTvh6gey8moWvi33LDMEdmWwkXj6n6r4sBg90imWOVRt4fOcoTv773+DHdwpbl44iU4xE20cRI+JzVy+IjyWA3Eorx9yAiBHa13kTUW+liDeedzhedeYKfOBZIg/nv+96EgCwqLes2dDliJDVSovBb7NiJImM5wo+s5lvNjNGxqri3BqGigThKsBpZ3FFMMeQnBi56F//gHf84G5c9cAO820zBrfBpjlfnWWM9BnEiKlkGRyrSjXN4t6yfK15jQAEwZEEmmvRXJ0TleWCJ9+bpBg5fIHaZ2dqa9ZOXHLsIlz5Z+fhb557XNPXFj03s0rOBtqG+zN8PkeOpzryoy9HjkMEWRUjtqdpIJpYvJ8O9jwKhD78cj92Yh4aQYjxWoDHQhH0Xdn7qMgGAXBDcCLC6HTkwEEHWUtIYiS+/pIYkRZQbSJGMoSvUzFmpHOVfGxnOA81xx6+7jopwfZcMRJ1ZlPGiGsjRmT4elzNMO6IAkcvxpO7TmJWWlHRUxIjG+3vs6GH2YnxwezoTuCHrwSu+itg293py8igGKF9uhZGA3NGEvQ7Y9rrXM1Ki20DKlJKxYgoPi8KRB7C4e5OfL30WZTcFMUIqSMmBrWHfTioQf/tzfXU32DJGGlqpcUVI/aCvFCNsPW3EiMWxYhbTCaBmsGaMTKSoBiZUpZg01WMFFSH6FhCxsieMfEb2LqzbeSvVTGSBUtOsj7MJ8WyEOCx/UPu89m7agGIE8qyU+zPHfs8VZhP25doPypU1DEXNAR5ceNngV+8B7jrCrUMToykWWmZmSY8D8TcF2zrR/ul4zHrrrpdMdK9SASCA8DwFjvRYipGovOTZ3Tl+aEZvt5lV0GRymN8N3Dfj4V9I4dX0JUn1VGlGCGihYpURJC0YqWVBloOIxuqMyVGpqUYUcSI1cJKU4xkP9/wbl6zWF+UweJ6MYc/3g6YVloj1vB1/XxD69osfJ2Ku9S5SzDvc1QbgfyNpWKk5uOWJwa1376zxDJGWDcvoLqBefCtbf1z5JhNLOwpawoTcx7ysReegE+99CRcsEach2g+sLC7LPfRdinDDgnQ3KDQkXmMwYmRdmSMJBEjE2xsRM15NEqvSCut2VOMAMpOS7PSmiEZZK7zVHTfD0J5/b1/q5gP3LVpHz7zm0dnTMYAelNjkRHgZsaIVIwYCsQn903KqduCyJaOE1PckrlS9BKvCZo1KfTxR6ngyjF6kupkYbfaT7cPWxTA+wmu6+C0lfPQWUomhdoFc2yaI0eOuUc+6s2R4xAByZKbhq9Hw1Ctjk2WNCkdIS0jstGqzz8OgIMgEB3ejwSCGHF2PQSs+y0A4Dr/ZPk217GFr6uVpUm+9PycLcVIipUWkRzVvtXysZ2Yh3qClVaqRRl51ZeVhQtZaXkmixX4zIYnWTHS60wkEzFG9/YkFfTJkqwVK60epZjROsSv+xRQj1QNzcLcMyhGaOYkFSOsKNkHpZ7wHMcIX2fLkOHrEZnTFe+CPsndgGLIto9p9yKJkT3awwFcRYrVp6kYaRa+zjNGEpQK8Otq/wUSiJHoc3jYfaWvudQsCZ7ld5saTsgYYVZa01WMyPB0H2M1e8YIITMxkmBX0xQnvAR4weeBd9yiPcwnybL7kgrNnBiZDhm19OT4Y25RKEaStikvctNxUO7Rib/6pFKfDG1W+4lb1EmdJJj7Og9gN4kQ23K4Uo9syfy6XTFS6gb6lov/h5/MRoyQlVa0nyvrBxhWWl2aLZoEV8dd+TbgccPuzC0IyVqJ2WkRGbsksn4yFSPtIkZIeWIJXwemWTTk+2aGjJEwDLGZEyO2wpiWMZJ93+fd4Oa1lIoIDT+UvvYFz5EFnZkWvAhxK62oeYGdNjtLBan+4Ova1EorQTGyL4UYEYqRKGMkyi0Zrzawcc+E9rpK0ZNjAUWM6N3Ah8+374dZAmdz5GgHKGcESB4vH7FQ30+FYiQaD8xR2PVBgf5V4jqU1ERhAT9fZwlOB4AHtg7jticGrc8lZYzwJhT5KXNgpTXKPpf2Fd1Ka2afaY4hp6Jz84Y9qnGLCOh//vUj+OK163DD47sxU0jFSMGV5/l6asaI/j3pmt1V8mSzId/+ZpE+SfEhx1NSMSKWUfQceK4jSZckiz3exLZlX8L85hBHHr6eI8f+R06M5MhxiMC0CkmCtNJiHvSKGEn2EG0ZUfB6fYGQoDaCEONVH4+EK8XzG64DdtwHQChG+Ap2GJ1DnMShybzs4CClQ7MCfFbQgD5Fzkpe4qXFR8vHbIoR+i1SlThaxggpRiJixMwJ4RZKlqLauBtZaSEtfF0vIsrg8HmU1bKxuf2VDaQ02f2YHsY+2kQ+3opihDJGWKaAqRjhA2zXphjp0RUjJjpqkU2W48bXSXay6wUrHy7qTguKkWAaGSNmR74NjarafwE7MTIc2SxxUispXyQLbIRWUsZIo6oUC9NUjJAV1vBkXe6mPeWIUMxAjJQsx4Xpu5wZrguc/kZg8fHaw3xiqay02L5Tb77PJ4JyRgDgqGeK29UXit8waZsWOyGrD4PCnx39K6Lfjoypp9S+Mb7HsNJipE4SzLB3rhgxSTKrYoRnjETbKkhQjJR7gT5BsGN4S1zJ4hZVTgh0Yl115UUfEbLw9UIlImYsipHOJuSAG52beM4IKUZOfg1Q7gOOulTcn5OMkTYqRjJYae0arWpFFysxwonmFvb9alS0cp140YDnZ9RZwV+SAW3qJB8yFCI2oqOj5GkhrVbFSGeKYmTSJEaSrwlT9SCWMTJea2DjoG6z2FkqKMWItNLSFSPkLR9fr3yKmGNucPYRinhOIkZ6K0Vp9wMAC3sqmoI0R4SOfuB99wNv+HnmtwScGMm4LZ//xRvxyq/fip0j8Q7/JDsujRiR4et6s5uNGGn4AV7/H7fh4798KNO6mWiqGGm0VzFC+Zh/fFLNAag5Y8+4GK8MjjdRiWeAJEZc3gwQxKy06Pggm1fK5dscXS/6O0tybM2v42YjkW1MDXDFiLhPzQx0bfu7F5yAjzzvOM0GMwmk+H6qgcij+d2W8WeOHDnmBPmoN0eOQwRyYDuNZgOyiZgNxYi/UBAjfhBivNbAo5GVFrbcAQDY03MsBqEKs66jBlO2jBGa5McyRvZtml5B30SG8PWPv3gtvvq603DEMap7e2fYz+yUxERh1fxOHLukB887aaltMWIUScqKcq/KGElSjJCNluNaC9ITLilGxpO7Toyi5ARZafWvFMttTDYnMwi8UErZJL/7e121QNkeSaD1SVGM0DeRGS4MnBhxXBjh6+wOdZt36xkjJirVqAPOsRRIPfukwIfHfnuuGBmyvn7GVlpJ8Kv6tjfDqif3qYL1IuaZO02SAoAoJLvGeSMpY6Q2pvbhGSpGBsfE9vJcR3ZpZ1GM2IouE9NVjCRAKxBLKy2W00H7yHSIkeVniGV1LQJe9CXgtDcAz/6EeK7UbbcALJTVZ+2JVCF9KwRLTo/XJ1Q2ycSgYaWVRTFi7J88eNzct9OstLJkjJS7FTEytDmWm2TaDHKbEDonqPD1UClniGy2ZYx0DKQTGfQeSYyMKDL2mOcAf7UROOtt4j7Z+ZGCZKZoljEyY8VIcyutDXv0gryVkJihYqRUcHV7RECzD2lIWxEHxej33THSniLLYFSsIWJDER3qGtGZQIw0U4zQ+Wu4BcVItaEyRqhRY7zqx4iRjqKy0gpC4PxPXYv1u8VraNst6VPnoS4Wdl3OFSM55ghPW6POMWlTGB5svKiHZYzkxIiOjnl2m9MEcCI7i/0gJ1Ke2B3PvEuy0hqzNKHI8PWSbqHMcdP6Qdzw+B5888YWFO3a5zJiJFIzcBVgdYYE+nhCxgjZZwGKxKDPNVWI00FNZoy4qknAD+U2JOsqM3x9ab845+9j2VdEgkyx72LOI5PC0zVrUqjjka6BJy7vw1svPCLVJuq5J4q52fOT5suHOP79dafhh287G8vn2RsVcuTIMfuYfdO8HDlyzAmyZowQbFZaSYOeaWGXIEaChccBGEEjCDDOrLQIWwbOA5ii2IFSjFBnDx9jU0GrQxIj0fJqo6LwmxYIngUZwteX9XdgWX8HMBIigIvhsBMj6ELdKQp9eFRALBc8XPXepyV/Vk0V9YWVVqREccRgNTaIJMVIsctqfTTGFCNZrbSmqKDvFYU9zdBmQXL0Zhic8k7tvRuATbcAj/xSkAqnvBq45/stKEbSwtcNxQiDaaXl2hQjtQkVDm1RjIyFFewIB3CUuw2VamST5Xp64drxEskyP3RjaiEA7Qtfr081J04AUSDmShTz86ko3rNMV4nMRDECiO3E92W+X7zuJ8C2e4BrPy7CvQnTtBGiiRYVDbvLBVksNUkPW+eVPWOkvdYNU1rGiBG+3qiqc4tp1ZYFPUuAN/9aFOl7lgAv/KJ6znFEYd783b2S+PzGpK4YAUSBujEJTOwFJiO11PgeYH5dvZdInZSMkavuegyX8QfG2UndVA81C18nAtJvaOowpRjpUes/vEV/DRCzGfTZxY6uHwVOjNC+SLc2ArTYAbzuSuC2rwIPXhl/nn5TsrXafl/0vR2RicIViCe9EhjdBpzyuvhypgMbMcIKPTPPGGmuGNlkFOStFlbF6REj9F1syktppRWEqEcFPc91cM4R8/Gze7fhGzc8gQuOWoAL1mQLkE8CEbFL+zowNFG3K0aKnhqXQJ2Paix83WqlJRUj+jl+X0pH8VTdl5YwpBgZqzZQ3aufyzpKnhbmunVIEfde9PjxS3txyop+9FQKWLdrTBb5csVIjrkCt9J6fNdY4uuOXNiNm9aJccTCHpYxkhMjMwK3vqplsB+ss9fbGkuSiBFSjHAVp8wYiYhY3lhSawQYHK9qio/pQCNGpJUWV4xMb//516sfFQoNYxsQMXLfliH1GdF1jD7XzK2aDkjpIqy0IsVIECgrrYjIr0srLbGeS/o68NhOdZz1dxQlUT4xEystmTHS+jXkX152Mi49bjEuOW5x5vccSlg1vwurEmwtc+TIMTfIR705chwiIFVF04wRx5YxIgZo3e0iRib2SqVAuOj4aP3E4HQIPdjnKvJi64LztLfyjJFJI2PEddT3k4qRYofqwG0lODwJGcLXJXqX4cdHfQpvrf0FAIfZKWUMj6NishMV4aPiqVSMJBEjCUXlSSJGnBQrLaMoKa20AN1OKwt4p/beJ4Br/lb8f9obgNVPF/+nKUaCgClG0qy0xG0ttClGxtnrHLsDGhVUCx1KqcCKfRvDJRiEeLxMxIjj6R13NmVEBB8upsIZZoykESM8XyQNfk1XjJhd/HseE7cL1ujfZabECClrHA+xfs/lZwHHvkD8X4u+h1tMJcLSQMQGTZ4p1BFQBUbC/K74Z7Q1fD0B3FZBFhB4gDntI4XsxWENh50OLDzG/lzZ8lsSMQIAe4gYiZR2VKDe+4R6/cQetT+6BZ3UsaDuB3howxb9QVKMhKHa1+kYT1WMeIwYqelkDJEtJUMxYhIvhmKEN8CSCo9ug5ApRohQsVlpFSvAyrOBk18dfw5Q60w2WTd9Ttwe+Yz4vt41H3jWx4FFx9qX1SpWnieOqeVnyYe45/60iob8+peBGOF+7UBC1zEnQ1rY96Uth0XBIEPW/VAWZYqei1eeuQKXn3oY/CDEl37/eObPsmGi1pBjkcOiTluq+3FrrIpBjPR1iP1oeLIubVv6LFZalYSMkZGUYuBUPZCE0UCX2l9NQqqj6MmCmQkiBwuei5/+2Xn47pvP0sjlnBjJMVdwXSc9iy9CTDFSJMVInjEyE3DBRBaSgJ9nTLUEAPgJCgxFjKjHaE5K9sh8/PS+H9+L8z51LR7arsbS4TScAZpZaU1HVTkyVceXfr8OX7v+CWwbEnM+mrNN1Xw0/AAPblNj8Lofakq/dihG6kwxUmLXQtNKKwiFqpLGzcv69PlWf2dRvp+uowXXiSk0k8LT+Vw1CEKlGGlBddhVLuAlpy1PtOvKkSNHjtlGPurNkeNgh18HNlwPJ6Aw0CYZI9EtH1q2PWNkp8gXQf9KFJhND3XKbC0fIR4odWNPvx4m7NjC16PnXMfBmsU96Cx5ui82FfkevBJ4IPpbf208xyELMoSvc2yY/zTcFYoiZcONChQj24CtdzV/M+WLlLvFF4+Ka+VmVlolu9RWWmlhQusSFZ81Cmy+NU6MgBUBswaw735UfEdOAN33I2GPVuwCLvqQyrBIU4zwomem8PU4MTGPW2k5yq8YYMcCWfD0LFFKG2ZdtiFcgr2hsMApk5WW6+nB4o6XqCIK4CqbL75NEomRFq20sthoAZGVFpvgxRQjRIwcre/f07S1kqDfrtQdX5ZXiisjZhA6bRZPuP2f+dwCS9CjPXy9vUWVCVv4umal1VwlNW3YbNG8kipKk70bEQv0OAWvA4LYpvMEJ1USiJGJmo/eiKD0u6LjnizbOOFHv7uVGKFsJ0/ZUtH5zkS5R4Wv8/UmFA1ihCtGKHydK0aWnSL229UXihfZFCNUyO9J6GYkovG014tbInHIPqvNCMMQ3791E+7atBc46eXA32wFjn+hfJ4XeuopRZ9Ng+N4eLvl/MK3faW/6fqY9idWj3lOfreglkpTjBS4YiR6HRV0Xnqa2Ef2jc+sM5fUIuWCi3mdOmnWn5IxsjBSrG3ZOyELgWmKkVbsgET4eiDXIakhprPkJRac+bnQifK5+DbOrbRyzCU+8CyR2XfGqmSLwSMXMmKkt6LC13PFyIzAiewsVlqcPLE1liQqRiLFgn5NFrfmvA8AHtk+gjAEHtiqrlF+wrLTYFWMMGJiOoqR3aNqPLQjylkhW8PJuo+tQ5OxrC9OhrRFMSKvjY4kwCdqDUnc8+tNjREjS/v0xoQ+ZqVFsBHqvR0JVlpsruqHIcsYycuMOXLkOHiQW2nlyHEwIwyB/3kz8PDPccGSt+AKXBLr8DAhw9fZwHS0SsRIm04Jj10lbhedoHXw00B0V8eRwOSdwOqnITT83B3HQcUIX6dBtOMA33vLWZis+Zq3NwZWA1tuB27+orYsXP414ORXtbbuMgQ4W1GgyL6gVIzc/nXx95ZrgBVnJbwTqoO+FPnSR4WjLoiOctesdhCRUrQXlsddsRyrYuSqvxbWVgYm0aJiZNMtwLefJ1QHNo/8894tiodUzE8jRjiJkCl8PV0x4rmO5jAmNx8pRnjguOMIO62RrdgQLsECiPUtTUYFTTPHxXETM0YacDEZGsRIGOp2Qhy+JXzdFlZOSCJYYitiWGmZhAqpBRYcre/fM7bSImKkU2ynKltfrxjvDqcchmnALPLpihG925n75av3x8+P7c4Y4eGhskDAw9eJ6m3BTigzbCSX4wCLTtCPa7KiKliIkdBX+65XbGqlNVnz0ROds2p9q9ExvkPZpnESpNQl8kuyWmnVEixVyj0iEwmw5/gYxJtupRV9La4Y6VsO/OUT6nOrls+l47onwWKQiJHjXggccRHwxB+AvpXAmmfZXz9DPLpzFB/52QM4alE3fvv+p8dINipMAOmKkVd+7Vbsm6jhrr99pnYsadsggz3nlNGxbSVjpqkYqcnuUwsxYskYIRvJznJkzVJPP773jdcQQldecFBI7vyuUmwd+DikUnClHQwAzI/CVDcOCpKpo+jFVG2AUoy0grFqQ5It5YKHC9YsxPWPiWN27WG9spBYKrgoei6+++az8A+/fAjrmE2Rze89V4zk2F9424VHYPm8zlRiZM1iQYwUXAcLuksqfL2eEyMzAScbrDaIBvj5nVtSEZpljPBn08LXidDggdx1P4TlNJoKTowQWcHXezqKEU6M7I2uEQNdJewarWKq7mPrvknt9XVfJ0ZMleV0YMsY4Z+hESONQI51lxqKkb7OogxfJ8Sa65CsGOEC0yAMp2WllSNHjhz7G/kZK0eOgxm3fRV4+OcAgDMGfw4XQXMrreh21hQjm28Fbv2K+P+0N2iDK/LlvmPxK4ETXwFc8tFY8d9xRIEB4OHr9JyDcsHTSREAOOcdwFHPBA6/UPz1HiYe3zMNCw0Zvp7t9Mi7bBqOsV5P/CH9zWR1RF3eC49FCAcr3d1YjL3xAPXhzeK2d5l1cZM8Y8Qc1O58yL4KXDFCyzVDuwm1CeB/3ykKp3s3qAJn30qx3U96FXD+n4vHiISojtgLjYB6v+Mm2lQBap+1ESN9UMt2HQcefLzV+z+sdHYyxUj0fbqNbu8oZ2RjoKy0ilMsY4Rb6rgeENnCmQjgqu1Yn1KfWZ+wZ5MEzEpLFp3TrLTarRhZYxAj/dmWnwT6DsUOoyjtiM9pp2LE6GrrTlCMLOguW0niucgYmbSFrxPx15hS+8h0wtebwUY6NaaAw89X992CKvDTb2MqL8gCT7PSsquaxmsN9Dii+FvtjdR7RKxwwo/Cy5uFr0tiJB7qCkB8x875ycV1UzHCijSeTTEC6KTn6Lb4Miei/JXOBFspOn85DvCCzwNHXwY8718zE+ytgmyXhhICunmhJylYNghC7BiZQrURxPMskkipBEwZhUlrYYz2d7cIeNmbMKjIYleMiMfqQSgJlFJElnRF1iwTKce3H4Q46xO/xWn/eI019BdQwevzu8sxYmNBpArpLHkoeK6y+ITKOEoLXgfiFoDmdd/WsDLMinrloov3XbpG3l810IVzjhjA8Ut7sbhXbPOnHb0QLzhJHzfY7DZNcjlHjrmC4zh47olLsag3+bq4qKeCT1x+Ij79spNQLngqY8TPrbRmAp0YaU4S8OvLvon42DVJ1WGz0qIBfqWk5n3UuEdzU1LtmZ+dBX4QaipeOs9zAmGmxAiBzvmTdR9bDGKk1gg0Mma02rpiJAxDfOJXD+PVX78Vo1N1SWIVPVeez8kirOA6qBQ9WRN4+3fvwqM7RuV68vN/f0cpdj2wK0YSrLTYWDsIePh6rjrMkSPHwYN81Jsjx8GKJ+8AfvMR8b/joa++Gxe69ze30rI8T5LeGStGqmPAT/9UFGdPfg1w7HO1rkQaFPo9y4CXfgNYdJyZSADX4eHr8YwRK5adCrzuf4A3/lL8nfYn4vGJwYQ3pIAKyxkLWnzw2HANa5xmnfhUuKbXdQ6gseQUAMAF7gPxjk6yuCLLKwOTniiK9joT8UHt2E77e3jGSPei6LW77Ov7+38C9q4X//tVRWy84HNiu7/ka6roXe5RhdCEz1aWQpXUrmQqYtYR/036tIwR4IzRa/GR4g/w1eLn4BD9N2pRjADAee/GPZWz8dvgdOyLrLSKkzxjxFCMHHmxdf18uJgMC/p3ou3Uv1JtB/kGRoxQF7VfBx67Grj3P8Vx9PM/F3ZwQPaMEVMx4tdUEd6vA/ui/ce00mqXYqTYpZMeVGw2C9jm9mgBpuKDk7l8EmYLXgfmKGPEphghkq1R0/f7dsNmpVWfAlaxLKeeZSwAnhQj6/X30DGjWWnZs5OEYkQQI1M9ETEyMSiqH5mttKLfwGGEZBIxUoqsB/sOS3jeUIxwYiQ6l/DQ7hgOOz3+GF1LrCFG0IndeYcDr/kv4Ohn21/bBlDhYTLBBo577icpRlLtttKUjhaYpIK1uEZZJREhnRW1FL9yus75QSBDY2n8QCTFeIoijBeXNg7a9zcqys3vLsXIglXzu/CBZx2Nv3/hCeKzuWLEyDjqt+SLAHHFiPm6+UzJQsvnxEjJc3Hqynk4bWU/AOBZJyzGf77tHPzy3RdoY4iuskHAWM6FumIkL2rlOPDwmrNX4iWRTZ60ocsVIzNCq8QIV5UMT8av50nLkMQIa82joT+d28JQXN84oTE4rkiIRoskxpgxvlNWWkwxMkMrLcJAdM6fqvvYsk+3AjUVI/T/L+/bhnf98O5MyuVv3bQRX7/+CdzyxCB+df92uS1E+LquGKHtST/t7Rv3ShKrs1TQiPq+jmKs8aAVxQi/zvhcMTINNWSOHDly7C/kZ6wcOQ5GTOwF/vuNoph0/Iulj/nLvT/EiIZEaOHrYiDVO1Ni5DcfEcXXvhXAcz4FQO9+pIEodXICcaLGgSVjJFrXZqSPRGcUgDsdYqSV8HXoXZcxxUizwqdJjACoH34RAOBC77749yUrnHlJxIhSjGgF4CBIJka4YqQrhRjZfCtwy5f1x0jJkJSVIHNGEgLYiVhpkrWgdiEHdUcfmPdBFbMcx8HS2iYAwPHuJjgbbxBP0Hc3FSMnvgyfXfiPGEEXBiNipDARfXebYuQIOzHSgIeJgArfRIxEYdYDR+gh7oCeMULd7VPDwA9fAfzsT0WI/d3fAb53uXiulpC1YMIMXwfUbzS8RXxmoUMog7Tw9TZljBQ7dNKDbPK8on48zUgxYgasq21rKkZssBEj7bbS4t2JskDAw9dpH2khZyEzbFZa9QlgyUnqPrc6I9LKVCXRfa+ojoOEHJyJmi8VI+NdkcVVUBf7tAxxZ5ZcVistsjAsqH0ziRCk82WSrZWxf3Hug6430krLRowc8zzgld8H3nu/eowHkJP1IUeCzd5sgcLVeXctBy/0JBWpqtprjGWc+Tbguf8KvCtDVhbiHv/WjJGeJWK7vuK7mZZpLrucljHih5iKjjsK8e2UDRZBYgczL1RtH7ITf8pKK64Y6S4X8K5nrMHLzxDWdDx8fYFBziZ125rLNF83j53jiDShJpOS58rGgR+89Rx8581n4QUnLYPjODE1bmdJH98VrVZaYl1cx64oyZHjQEKeMdIe8AYB67nbAL+m2DKckhUj+pwOUIpwbkM4Vfc1QoNfn7JYfXHEiJFGgCAIjeVPgxgZsyhGKGOk5mPLkFCM0HWo5ocaGUPXnnf98B788r7t+MGtm1M/b9fIFD7xq4fl/V8/sEPPGInO59ToSI0Ey+fFlbVdZU+7zvR3WjJGLNeHpIwRPlf1gzxjJEeOHAcn8jNWjhwHG4IAuPLtwMgWYOBI4IVfBE59HQDgWe6d6PSHUt+urLTE4DIM1QBxRlZaj18D3HWF+P/FX5HFKz45py5H3rlo1v55+Lqy0gq1dW+KzvnidlqKkdbC1zUrLdcogCeEFUtYiBE/IkYucB+A5xgTAOr4n3e4dXETkWKk7NRRAStiTu6Nh31HxU4tY4SIg8m9eqd3fRL42Z8BCIGTXsmWOyRukwggKlwm5YzIgOdmIdRs0G0QI/2ObvmyoLZF3bnlS/rnWwqpNKDfB7HtvOpQ9JGe/r0cD5i3yrp2gU0xQh34A0fEtw/PGKHi+JO3qedNW6O0YHbtddV4dgntY2QF1LVAHGTtzBih36/UaShGmL0Q3wZtzBjhxAifhM1PyAuwTdTaHb7Ou+dj4etBQ/2eLeQsZIaN5GpM6b93nVk8mDkn5jp5RWYDZj+fjdca6I0UIxOl+YocmxhU39Urqs+yKUHovMsJySQ7pyUniltSuJlICF/nXY3SSstWY3Fd4LgXCLXXG34ubLEu+6R63rr/zm0RmQqBQWgvFJmhrzakkieFkmi4WHBUpvWJha8nBfge9wJgxZmZlmmupz1jJLLS8kNJcBI50cUyU7iKa3SqLq3DODHyJOvw/f6tm3DpZ6/D5sEJZqVVip1/Fvbo1y5OcszrKmnjmyQrLVMxYr6On8voOcpr4+vTUfLw9KMXxrPJIpiKEWvGSLQ9ywWvaV5djhz7GzJjpNHea/hTDZzIyGIrxa8dQxbFSGL4ukWdS+cZbgc1WfcTw8lbJTHGpvTPrNZ9jLKMJgCoN1oPdLdaabHwdbLSWr1AjInrvmGlZXy/iSbj0PW7x7Xf6aZ1e7AnUjMWPVceC1IxElmTff31Z+Dlpy/XlmUqRvqzhq9nUIwEQZhbaeXIkeOgRE6M5MhxsOHGzwLrrhHFqld8VxTClpyILZWjUXJ8HL3rqtS3q/B1cTtR8+Vga9pWWhN7gf99l/j/nD8DVj9Ne5o6T4gY4SGvpirCdRzZ6WJmjGRXjMyAGGkxfJ3bUfimlVY9wQqGYCFGgsPOxHhYxgJnBAvGWUZKGAJ7N4r/E6y0am4n/FBsox6mpLASE6vORx0FPBQcrh7rmKcIIR4cfu3HhTVUz1LgOf+slAAUHu/Zi9DtV4wADYMY6cU4XKiJ0sI6ywd4/DfA7keVYqTHUIywZQ+GRkHZdXWlBykeFh4XW4aw0jIyRkgxMv/I+PbhVlpURN5wnXreJIrSgtk5GjVmBRdtJ8qxoWOB1FSzEb5eNIgRl/1WnBiZiWLEJEaYMoQ/Nz9RMRI/h7TbSosrUGSB2LaPz1X4OhEhL/+OuH3J15PXYfEJ+n23qI4DIv3CEPjZO4H/fDUQ+MJKK1KMTLpd6vy7/V5FlntFoDciJkcsGR62jBFbNtGCo9U+3M2s8fi+VtKJEbq+cR9s2g227JvAv/9hPYYtPukAgCOeLmyxKOwdsBMjWY/RNoEXpiYt2Ri1LMQIKzBNx2Odw8wYsZE1DT/Aq79+Kz728wdbWnZ6xkjcSqszGj+UC64c70xIb/sQL/ryTTj3U7/D8ERd6xrePKiIke/dsgnrdo3h2kd26uHrxvlnUa9JjKjni64bKz7ZYBaPTGJkxUBn7DkaS7XSkdtlKEZsVlq0vNwCJcfBAJkxkitGZgR/BoqRoRYyRsaisVHAWAk+vifVyGTNjyk9CHStGp6oZyLExowsj6m6HwuMb1/GiLgeTNYDGb5+OCNGtPD1qYbWUDCvK70xkfLETl817/+zd95hcpPn2r8lTZ/t3Wt73XsBbOMCmE4g9BYOvRwCCSl8QBISSIGUk0bqSUISThJIIECAEEpI6IRibKopxmDj3r3eXW/f6fr+kF7p1Stp2s7s7qyf33XttVM0kmZGo/I8733fmN5YhnhSxTvbOwGw8HWmGLFaac1ursBlh020zCvkU6xWWiGv7dzYSV3Nv4Y/3+a/Q7LSIgiiVKE9FkGUEptf1nIeAM3mommu8dTrVScDAGbtflRIthPRzmDYFOwkSpEliz92TjzxJS2wu24GcNy3bE+z0STdA9qy+JGcTq0O00pLO1llViFZD2AclGKEha9nqRjhvVVFxUgmCySHxojk9WFlSgv5Htu+0py2v11vREhAlbNyQZJl9EAropSpXFHRqTFy4v/g000P4gN1ovmYLHM5I3ozYdtrpoXWab/Umie2UeaZrLTcFCPZZS1YZNqiXRlg5BtAVVGrK0bWqZq1CVbdbjZm+EKqMG+WMWIgKdYGBWskXPIwsPTzmoWdTgoyoqp+wbBtJfCXM4EPH9Pu10y2fz68ldaUY7X/fFA630hJRIFkloX7ZNQceR+s1ufbqf1nv4Vgjfn+GE7F9Fxwa4zw9kL8NjOIjBHx4q3GRTEi2tiYr7ef9ogXyYNlgCsSGwVicRuQlOI0Rhxt0fR1mHMm8K0OYM5Z5lPib2/sAut9xWf+Dpj6o/VD4J17gHX/AvatQ38siQpoRYABOWzaTj38GWDFL835VOijFrs5VReDb4wwKy0nZck4LvuCV4zwzT2vc8YIb5nNjkmrt3XiR09+hIfedlgnN5waI8mhbYzwihCn0HCLYsSl6GNRjAyysCgWqJyKa1va+7FyUzseeHN7TvM2QtUdmgB8+DrLW2GKEUmSzAB2/bneaAKb9vUhEk/hmQ/3WkbtbuvQm3uxJD5u1Zr+Wzv60caHr3utxSAxR4TfvyiKZGmGZKsYaRLCp+c0m9u2oRjJozESEhQj6cLXyQKFKAXYICqy0hocOYevJ9I3RjJmjFistMz9EO8W0BNxPu9NJFV09cdx+I+ex8V/eM1xGh5xPpF4yvZYIRojsmTun/uiCezp1q5vJuuNkVgiZcs12d5hXiPy+1ynHBWWD1IV9OKo6dacLq8icRkj2nT89TzfXAe0JrmYMSJJkuWY4KQo5FWHIc42UpIkozmSslhpkWKEIIjSgc58CaJU6NkLPPTfZrC5bp/FeLviOERVr6Yy2P2u62xExQgfvJ6XdcL7DwEfPKwVs87+vWOxz2iMsIwR7uTKSTFihK/HBMWIa/q6gNEY6dCsx3LBsHTJNmOEV4wIxdh47o0RWZLwSkqzihnTxjVGWPB6RbNrNoEiS+hStZPwsMoVFXsdGhOKH7ecsxjTGsrw8/86yHycBeP27tNGmj+qW2gddKEZJiwWU10VI8xKa3CKEX4TScj24pJhp9W3D4HUAFKqhB+kLtUee/d+YGC/vj72xgibdweEYqcshq/r22xFM3DS94H6meY6qTIiLKtlz3vAphfM19U4KEZSnGJkzpk26x8LfW3ZW2nxVkdsVD3LihjQrbTYb6OgVlr6+3PLGAGKphjhGyBWxUjmxogZzpws6IjTAV4xwi5wZQ8sbWB/eQ6d3hzwZ/guRSUcv+0Fa+xNV8VjtdJKpYAP/mE+37UD0YE++CVt394vlwEhvTHCqyhkL1A5zniNDaMxwltpOWSM8KHgfGYQ3xASFCNOGVXisaQrl+ZYw0z7Y0PeGDEbEU4B7FkpRtJljOSIU/j6u9s7LevJpsm1iGnacjhZaemKkaQZ1MvnfIgB7Pz3/MrH+ywFMtYY+XBPt3HOsbW9Hx1MMVLms6hW6sr8tuIRvw9SJAlVIXs+iIhYPJo71vobnj3G3LZFxYhTs8gNUTHiaKVlNEaooEWMfChjpDBYMkZSqmNuFQ9/vHCy0nJTjPSzjBHuMf40yLj2iydtFljmslPY3N6H3mgCa3d1O07DIypPBuJJPPruTstjeYWvCxkjYZ/HsK/a3KbZXvkUGWMqg8Z6iw2ZDa3mADa2Dt945H0s/N6z2NttzbzarytGqkI+W4Yeb0PGBiDymS1iUz4oKEbYcYo/P3bKGOHnGRCOEex4cveqrfjHau3zpQY7QRClBO2xCKIUSCWBv18J9LUCDbOBU35qK6r1KRV4KrVIu7P6HtdZiac6zKs6Lxut7l3AEzdot4+8EWg+xHEyUzFiD18XV8gpY0TNOWNELwqrSWvQcDawRkqW4eu8D2tKERoGmRojrGjNjdhXJAkv642Ruv1vm6qTDMHrgDZqpwta0TmjYsTjw+T6Mjxzw1E46xDOf5YVG3v3Aq/foeVdlDVpzQCG2JgZSsWI2HwCUAX9ver2VbtQi1WYq22PbBmKz1RRcLBmYAR+9KtCI8QSvi5sD9x7TkJGFC4y+KoWB8UIlzESqARmnmp9ng/C7tuXvU0Pv70ZihHRSqvWXAfGoK209O/PF3bOGAGsDdPBZIwIig/eMosv5rmFr/OFxBouAyCnwngGeGujOCsQSJJ1OxjEZ5AWR8VIGvjfctV4a8g4YLXSevvPwA9bgJd+bD7fuRXJfq3xmFQl9CNonwegqYcqx2q3HRsjrIGkmEojJ8UI3xjhrfH4hpzQaEyyjBFuPyJe9OdUGDnhu1pWxgV/49Z/+BQjGa20slCMRBNJvLh+n6GOGMz6AMAj7+zEGb9ZgZ8/Y9pBssZIMqU6jojNNG9nxYj2PcZTKaMxEvKa+x2mTmXP8aObn/+o1Sg2AcD2jn6oqoo1O81zhq3tfWjXfdzrwn5jhDoANFbYj1uWxogsoTqUu2Jk/jhzf+xVJEyuN/eprLmSj4e7mDHidRj84SPFCFFC+CljZND0ROIWaysgc6OcV4RE4imHjCkXKy3O0tAJ49ovZlVX8MSSKWNAX388mbGJIzZY/vjKZvz+Re1aYXpjme39ZEMypRrZU8a6+xSjccCa6WOrg6bdW1K1qZM/5hojbJ/+4vp96BqIW45DgGmlVR3y2o4lmpWWthz2ufEDBAD7ICI2D48sIaxPyzdGnNTVzZVBLJ5Yg2WTa23rwK6lfvX8Bmxq087dyEqLIIhSgvZYBFEKvPB9YMvLWvHnU3+2jYgFNM/WB5JHa3fef9DMOnCBha+zE8wyf47B66oKPPp5TfXQvABYfoPrpKx4wc6VwxkyRtjJcSKlIp5M5Z4x4vEDPr3wyEKnsyXH8HW+UJsUlQF8yLETTlZaErBRbcZOtRZKKgZse1V7IkPwOqBJubtVbdsIp7jGCLPF4nFTeRhWWnuAN/6o3T7269amgk0x4tYYyaQYYY2RTOHrJmL4OgBUSXoBVVfVbE01QpZkYNkXzInKmhxH6PP1UYtqxKYYcW+MpCBjbos9vwRlTVpR2ZYxErNaBy26wjp/vjHS35a9lRb/mzcaI0L4Omsa8sHWg7C2AmAWzr3BomeMiKo2Nyst0eKGwVsFBLyKESbZ5TDqMV/4EE1LAbhAjZFIPOleWNabrAlVxrNJvVE94Qj3mfENq6oWe1ODt9IC7CqOzq1IDXQCALoRRiwFs/lmmY8XqNTt7bp22u0enTJGWGOkvNmcrm6GeZtXjHhD5u9M2L5MKy1OMSJsRzkVRkI1wH/dA8w4iVtI4bafbIjG+cKUtSiVSqnW/BCXpg9fTHz54zZc9qfX8c1H1uS1Pmwd2LF7i14Y2cEFmvMNnFxGeMfSNAGYfUgiqRpKLd7ig60P+03yhanuSAIvrDOztPpiSezvtxaktncMGCODa8qsGSMN5fZ9DH8+oDVGzP1TRZYZI1Pqzf1xc5VWWGObLq9AAXIrPIV8/HmXswLXCF+nghZRAhiNkXhuhW2RN7d04K4Vm237SlH5kEyp+N/nPsaqTXnY9I5AHnhzO+bd+rQxwp+R6XgoNttFOy238xOm3MukGOmJxF0zRuKJlKGKUFV7vpWI23yuPGISPn/MVAC5K0ba+6IQez9hv8dmRz22Kmg0m+OJlDEQkbHBoTHCGvFsvX/69Dqc+POXsFXPwKoO+xwbI17DSsuaMcIQz4nZPJiNFpsPw0lRKMsS/vaZpbj3qiUICI0XxeH6ipSHBEGUEnTmSxAjnY+fAV7+iXb7tF8C9dMdJ0upwKupOegNjNFyBdY94Tid3UorT8XIm38ENj6vFTzP+r01T0BAPMEqS5MxIknWi/KBeNJo4uRk9RXOM2fECK/OPXw9JYavO4145nGx0gIkvJLUVCPYqNsyMSutmomus5M5xUgolUExkqkx8t4DQOdWbd3mnmudRmyMeFzmxRQj3budc28MK63BKUYqWdC8rhjZqjZqr5l9BlChj1J3CF4X593B54yIihGxUcYVuT916ASctXiK9flZp2nFU2Fa7U1wVlqyF5hwGPD5N4BGPTOIzxvhrbQcbMQsOClGWJNFVIzUTjWnzdI2zpWm+fr/edYmSxEyRkQquP2W12Jzk9lKy6vIxghsJ5/sfIlwjZGUqhWqAVgbDHk2RiLxJI788Qs47/crnSfQv9/9KMcN8WtwT80XgfP+7D5DD98YmQCMXWTd7hVv+sZl5zZIulVdlxrWCgxOihHZq9nQAUC8z7S3Y1gyRoTw9eqJwGX/BD63yrqt8plBkmzuR7yilZauGOGOQ+IxadBWatk2LwuExUpLaIyIRatsrLRYA0O078gWVpwqC1gVGuLIYkYujZF0ihHW6EymVONz4EfKMpUEC18XlWGvb7aeH2zr6Mf7O83GdCyZMoqjYvi6GLwurqMsaaG2DLGpweDnObYqaLErGVsVhMQNFhH3a06B9G7wSl2XAd1kpUWUFGw7zScjgufGh97DrY+vxVm3rzAK0o+s3onZ33oSz6w1BxY99cEe/OyZ9Tj/jlWDWt5I4V09vJsv0AOZA9jFxgmvvAPcFSOZMkYm1WrXL+v39rpmjMSTqiUbqi+W/tjr1hiZNabC2H/mqhhxCl4PehWbSmNMZcA454wn7SoY0UqrP5aw5GEBmgJj3d4ePK1vh1UOihGfx8wHccoYAez2sqxRzx+jfNzAIacMKkC7DpckCT8+Zz4aK/z4/lnatapTI4WUhwRBlBK0xyKIkUzXDuDhq7Tbh34amHeu66QpVUUKMjY0n6Y94GKnJbmEr1fk0hhp3wg8/U3t9gnfcW3WMMQTJotiRNgLSZIEv0c2GjiReNJ0WcnFkj/fAHZmcZSlYsRqpSUUSvLKGNH+MzstozFiKEbcrbRkWUK3njESSnIjux0bIy5F9rDeGGlbr/0/6EK7QskWvu7S2GCFy8SAtdjPyFIxwm8jKafGCMsY4RojEqC9x6XXaM/VOW+j1sYIZ0Mky9b3JTbKuOemNFbBFxA+oyO/Aow/VLstbheiYgQA6qaaao6IWZhDX5tp05MuiwSwKpQyKUYqmoHPvAxc9376eWbD4quAr2wE5p4jKEa4fUqBFCMifLOULxZXhzM3RnxcOHIhGyP9Yt4C24Hx23mezaE9XRG09kTx3g4Xi8C6afhw1rX4RvwKdKMM/wyc4tyoYPBWWpXjgWAVMO0T5mNOjZELHwT+66/a7c5tkHS7wi7ojZGQw/Ki3dp+gz3XbR2halWM6N9dXG94enzApOVAwyzra3gVW6TLXE9RMaJXYfjjR8EbI3lYaX20p9sSvpoL6cLXxaaDW9Enyj3OzgPcClqZYOtQLlhX8QW2iEUxkr31TSxNxgj7HuNJzkrLkjGirU+f/pzYGBFHG29o7cXHe3ss7wUA5o6tQMCrWBof9eXprbQkyaoYcbPS4pUbE2pDlm1zbJV2rL1o6QQsn1aHg8ZXWV6bk2LEn/mchqy0iFKiEIqRVEo1rH8+2NWNv6zcAgC47m/vIJpI4bv/XGtMyxfE3ayeSgmnfCogc6NJPKaI509uGSNGk4JvjHCH4tnN2jn42t1d7hkjKWuDgeWWvLu9E7s67Sp9Nh9x/1sT9hrng7ke/50aI2G/YmtGjKkMwOcxj1HpMkaiiZShFuHXW6Q65LOpD72KbFyL9uifsajoqBXsZZv17JMxleZxzMvt9z0ZBkzNaCrHqpuOw4VLWgA4X5/TcYQgiFKC9lgEMVJJxIAHL9dG1o45GDjx+2knZ6NiN409Q3tg4wtA53bbdMZJqD59b5SFr2dppZVMAP/4jFb0n3QUcOhVGV8inmBZFSPWsykJsIyQjMRShv9tTlnFrDHS15bDi8BZaWW3e+RHbNpODPOw0mKF+hWpOVAhAa0faI0NljFSk6YxwilGAkneSss5fN0RphhhLPpv+zSWRohkLYDz+ELme3NqzjAlRKbwdW4bSfKqCT0o3sgY0QPG96mV5ray9POacuP4W53n7WalJQlWWqK2if/8ZMXeHOLthMT3l+BGZfMNFzYPMWOE5YE4WOhZ5+vUGBHC14M15jRj5mv2SYWAFd8tGSO8YoT7fIqUrzFrTAWmN5bhuJkNjv7IgLVw6VVkVOqFy848MkZUVcUjq3di4z7raEux2GAUh3klRp6fASt6J1Kqc/FBkvD2xE/jqZSWxdHvUvgw4JttbFuYf575GN+oYFQ0A9V6SHvnNiisMaKGtYKKk5UWa4Q4BbCnUjAqJZJib9q67av440qky1UxYlhp8eHrg7HScuCtza148E3zeKuqKj7/17fx1Yfec5y+ayCO03+9Ahf8X34jj63h6yn0RhM46Rcv4ZuPrLE1HbJRjLBRt/k2iNh2yRQjbH7xlEtjJIdCJns/jooRfRtIpFTjd8cXp1iTZMAhfN2JF9fvQyKloszvwYIJZuPt5HmaLSSvpGh0UIyIhSA+Y6TKpTHCM6HWuu2OrdaKVzefPAt3X7kEVUHBSisHZYfbPtFpfgEvKUaIkY+vABkjotphV+eA5XjgZJkHAB9mEfw90nE7P0ikMjRGEtZzD9GK1E1xEomnkEimLPPnj8SsMfLBrm6LKsS6bGuDoS+WwO6uAZzxmxU47IfP27aFiH6f3xcDQE3Yb2w/sQwKGRFma9VSY+6vgz6Pbb/ZyClGoomUYeXI1kW0vGzv4xoj0YRjfkpVyGsonRl8xgh7idikOfsQTT3frDdCDptSix+ePQ/fPn2uZT4Mj4tihIcfmOSoGKHjCEEQJQQ1RghipPLsrcCONwB/pWaFkqF4zM4z+8LjgUlHAlCBd++zTWdYaen3c7bSWvELc73OvD0rGx7F4u1uDRsVmx2sYCUGsPPPZcVgFSNZ2gvxIb6KInyG6ay0kgkz5yFQZTzMRo/uRwV6qudoD677t5nTkU4xIsFQjASZYkRVgR6njBGXIg3fGJm43FkNxCtGPP70Hat0OSNZh6+bty2KEX3elSxjRM/YiMBnjsKVZc3WSmz4GPN2sdKSBSstVbiAFPNHxPfANyDE326KGwnGN5XY8vjn+9vM+4NSjAhWWsWCV0JYMkZ4K63CKEb4Ed2AdlH31HVH4o+XH+q+eqKVlqEYyT0j4q2t+3Hd397BzQ+bqhtVVW0j9o1R+J7BN4f44rJbEZuNoATcbSQM+HVijZFpJ5qPhWrt23a4zpy2vx3hiNb07EZYe+/pFCpOjRH+tyUr9karm1UfT6RTs86rm641/DjYsTGdlVZ0kI2ReCyKr3BNkH29UTzx/m787c3tjkW79t4oYokUdnUOZAyPdYJvLAzEk3h/Rxc+2tODu1dtxZ9e2WKZNpvw9b6o3foqF9h2yeya2FuKuyhbCpUxwr7HREo1inxBB8VIZ38cH+zqwn59ZHNIGE3LClwvrmsFAEyqC1tG5Z48lzVG+IwRB8WI0HyoykIxwsPniwDWIHbAfp6Wi5VWNrBCYaHnSxDFgO0TctmfiOwR7AP7o0m8z+UMseYkYIZqA1rxvtQR1a0MsfEhIh5T9osZI2kaK33RpKF4HVsVtNgRzx6jNUZ27B/Azk5nW8e4EGLeH0tiFzftY+/sskzPVIE2xUjIxylGcmusvb1NswI9Ypp5rhPmwtcZTRXOVlr8NsWIJpLo6DOVKD2RhM0mE9AUI84ZI9ZzGrExcszMBtx31VI8+gUtc06WJZy/uAVTG8os82F4crJocGmM0HGEIIgSgvZYBDESWfsYsOo32u2zfps2cJuR4u1CDrlEe3D1PWZVyIWcGiO73wX+8wPt9sk/NotcGeBPmMI+j2WUiZgbwu4GuMaI+d6GoDHCMkayttIyd6O7QjOBJdcAs8/UHkinGOFVAYEKy1Ps49rfpIcmv/kn7b+/0mofIyBLErqhFXgCCX3+kU4gaZd9uzYz+EBjJ7UIYC2Uuo3mZrCcESfFiJExkkEx4tYY0fNDjPB1XTERgS/rbYU/l+8E9z2IipGUUGAWbbb4+56gVd3hlucCuNtNMfiMkYyNEYfw9Wi3VqUUrbSKhSVjhHtvvGKkQBkjTmHGmXKILBkjHjNjJNNIcieYnQJvq+BUhDaCSD2FU4wA7o0R3nObb5I4onLzqNLD0b0B4JpXgcse136/4u8zWKMpwfSGbvOAZrtnZIyka745KkaERqH4e8m0jwG0JvOJ/wN84Q3bZ+t0/BD3D3lbaU0+GgBwT+J4y8O8DUYkZp83K9ak1Pzsq/jtYCCetDQ0fvfiRtdpefj3zBpo+awL3wwsE84j+AKZNWMkByutpHvGCBvVmkimjCISHzLOMkZ++sx6nPK/r+ABXdUjNiDm6Q0IFo47qS5sjKwFgIl1uhLTyzdG7NtlSGjW8iN73cLXAS0IeE5zBc5frDUcf3XBIbj2uGk4Zoa1oR/yKZbzqUKHpB8+tRbja4I4ca5zJhdBjCTY9j8YK8TWbuv5cW80gdc2dRj3eQUoP4BizS4XO8sSYsAlnyOeSTEinOf0CQMwRDWrJJmF+q6BOF7QG9BHz6i3TFcV8hn2gWL+E79sXjHSH0tYlvd/L2+yDDZgxyZx/1tT5jOD0TMoRrojcVx+5+t49B1N+coaI0dPN9c/6LNbaTUJihF2nGU2VjzRRAptvVbFiFPOSnXIhzK/x3Ic8Cmy5VqUrY/Isim1qHdRQGnzMecpzi8TTtdc+3odrj0JgiBGKDmmLRMEUXTaNwKPfl67fdgXgZmnZPUydl4oS5I2Qt5fqYVnb31FV5BoGBkj+vRsBEtGK614BHj4M1oRa9bpwPz/yvotWRojQuFAHGQiG40R7aQsEk/mZ+vACsD9HemnE8kxfN1nkR7LwCd/COx8C1j7SPqMkUin9t8btqk3ZElCSlXR2Xw4Jnz4O2CPPhK5ZmJadYYsSejSFSN+ZqXF1CKBSuecD5GqCUB5s9asmXmq8zQWxUiG0dwFUIzwxW5rY0QLc65kVlqcYiTbFhp/Mt+FNIoRMVyZLxbLHmvhXywMp2v8ZNMY0S3DMlppse1Nks1mW6QbiPaYGQjBYjdGeCst7vOzKEYK0xjJWuXGwY+qc8oYee7DvXhyzR6E/R5869TZFv9/ETEkE3Au0CQKHL7OiCaTAOz7bb5IkSmY1GI1yFn6oXGOedtiAVZh/uarWoA9nWiJbQDAZYyEuWKHuN8xGiOczaOtMSK8pwz7h0wYGSPcdb44ujFvK60LH8Rv//Es/vmWaszHq8iWbWIgnkSl8D1FElb1RDY2Rzz8dhYVGiMibkUfvonHGjnxPAqMfONFVHHFXDNGcrDSiqcLX9ettJIq+vVtnVeDiMUhNuJ7akOZZVT4QeMq8cR75jFqYl0YVx4xCe19MVyweLzxOG8L2lhh3y4Pn1KL5dPqML1R+32zjJHygMdxRC3jm6fOttw/7aBmx+kkSUKZ32M0cgvt4T6zqQIv33hsQedJEMXCyBgR9idvbe3Aqxva8bljpqb93QEOipFYEq9xRXnebopXRqwdDYoRFyutTMdD8XnxGCM22L2KjMqgFwPxJLoG4nj+I60xIjZ+AWBOcwV2dg4YTWqnZfMZI33RpMVud/3eXqzZ2W00u6P6cYdXWfg8MsI+xbh+y9RYe3T1Tvxn3T78Z90+LJxQje0dA5AkrdHgVSTEkyrCPo9NtdFUEcDuLm376uyPG9fdToqRmEPGiFNjpCrkhSRJqAh4jO3R65Fs5xD5XDdbBg5lYaXF4/Q7SzcYgCAIYqRBihGCGEnEI8CDl2mjvMcvBY67JYcXc4oRbxCYd472sBjCzqy09DO0rBUjL3wP2PehFs596s9zCvzwWBoj1pM1e8aIbqXlc1CM5LLHGobwdePEkI3sT2el5ZAvwmDF+t76hVaVQBobLe11mp0NAPiZYoQ1JFiDIhPeAHDt28BVz7s3PYZYMcI3L1J8kbZCe09VLHydKUZUX0blAIOfrsdTxT0hC1IVQVFgsdISFCOiKiNrxYjDdH37OCst+8WUNg/94oMplCTFtGeLdJm/AW8oc3NlsFjC13krLb4pUJjGSJk/j8ZImoyRj/Z048o/v4kH39qBu17dgnd2dKadF7Oh4IsL/AW2j7NQADCEihFzffpcfKoNZp2m/W85zH0at21bt9NqSmq/bS1jJKl9vyd8FzjuW8Clj2r7iGO+rr9GzyZhmUmA0BhxyBhJ13w9+CLt/5yzXSdJ6UUaxeKHbZ0m7xHHHh8iVVONu3v0IgivGHGyw8jGEi0d1oyRZNp5uNmExATVCWDNBMkW/r3YFCNcAc3SDMohY4Q1cNKFrydSKUcrrbDPeR8xuc5q5ze3udL2fGXQi5986iAsnGBu8/z+o7bMvl16FBl3X7nEaHTMGlOBU+aPwTVHT3F/gzlSETTfk1OziCAOFJiVViSetBznvvzge/jpM+vx7IcONrICbJ9dp/+e+2IJS9ODH1zA55F83Npr2feVIm7h65mstMRGiHj8ETNG/HpjBNCaVjv2D8DnkXHYVLu6lOWMpFt2t6AYERs1W9rNay92zsQ3RmpC2jWCqRhJfzzibRx/8O+PAAAzGstRHvAagwpDPsV23VETNu262GAJryKhrsx+zRNNJNHOKSz6YglbzkrQa9p18e/Hq8jwCo0JUb2SDXxjRMnpgtuuGLlq+SR8amF2rhIEQRAjATqjJoiRxJNfBfa8rxX1z/2Tew6EA6yeYZyYHXyx9n/to5YRu0b2uv6/JxvFyJYVwKu/1m6f/qv0HvIO8CdMYjFTHGTCJjXD15PGKJuhsdLKLXydH1XjERsj6ay0WCi2Q2OEvU3ZGwAmHmE+kSZ4HbAqRnxxPWOkV78wLGvMutkDbzB9DkShFCPtuuWLP/2FEP+tq3yxvZwpRqwZI1H4bNuVG/x0MR9nUyYqhmxWWmnC17NWjEjWbp/TyPj+djN83evynbBmB68YYZ9ptMs5eL1YWDJGuM/QW/iMkXxGo4kZIywEs7M/hre27rdMu9vF45rBbCj6YmbzgRVxPbJ50W0UCfjvN0/VTDYFdV4xklIzjM6vHAvcuFmzzXKD/43z27Zg8WgoRgDg8GuB5V8Cmg8BbtoBHHWj9njNZO0/++0DZjMa0PZRsvC9pmu+nvwT4Ly7gdP/13USVsSxZl0VyEoLVuXFjv3aPr+HV4w4FJ+iedpKma+xNjXcckSA7MLXGfkoZ9i6KLJkG6XKzy9fKy02rVNjhB1/EynV+G2ELBkjzse8yYKVVn2539E6S2RsVRA3njQDPzx7XlYqH0WW8JsLF+BzR0/NOG22lPvN30cu4esAZYcQowtmVZdIqYbqc3tHPza3aeeEH3CqMACOgd6tPdpxfnKdtk/ojyYtigTejpJvjCRTKrZ1pFGFlwCuipEMVlrisUM8bogZI16P2Rh5TleLLJ5YY7E9ZBzSYrULFvfh8WTKkjHSF0vaznG27ze/F3b84M8Xa8LaOQ07fqQ7fgLWz4MpCxdM0NazQh8M4PReJEmyKS9CPg+WT6vD2KogLlrSgm+cMktbByF8vcdBMcIHyPPuC17ZyUor9329ZeBQjhkj/KXMYVNq8fVTZufn9kAQBDFM0BkyQYwU3v0b8NZdACTg7P/TClY5YPNRH7sAqJ+l2RWt+bsxHWucsGZDRsVIpBt45LMAVGDBpcCMk3JaL8CqqhBPHsVeB1s/PmNEHcqMESN8PbsTOq9opQWYjZHEgHvGi6EYsTcFWAFPkSVg8jHmE5kUI7JWnAQAX5wpRnSlRnnToC1pDCx5Ghnm6aYY6dkDbHhWu+1m2aXDf++qYrfSsmeMeLPeViS3xojYREqXMSIqRsQcGLfCri1k2mG6WK+ZR+OmGGE2VayBIitm8zLSBez9QLtd7HwRwNr0SHJFCP7zcWvwZMkXj52KsE/BzSfPyvm1XqExwmeMrNlptcbY3ZWmsQlgQM+OUFVzxD0rGPg8spl/YKR/F1gx4nIx3yfkioj+3zZCNdY8GBF+++UbIyyAXcfIGBHhGyusMRLpNG0OjcaI3igUFVbpmq++EDD7dMBfjh37+7Fyo31/PxBnFkvmeyyYlRaszaqdnXpjJAfFSC7qCeM1towR9xG+ruHrDo/nY6XF3kvAI9sCW/mRwwODDl93yBiRTctN9hnwI2WdilUA0FTptwzSKAt4MKne3C9NqnXfR33u6KlGFshwwJ+r5WqlRQoTYjQR8CrG6Ptd+vH61Y2mPeSHe3qM24+9uwvzbn0ad6/aapkHU4xM1n//XQNxSxPXohjpszZWOvpi2N7RX7LKkX63jJEM+2fxeCkeS8SMEZ8iG0q3Da2awnt8jfP57IKWKsuApeYq63RixsiAg2KEDVAAXBQjemOE7Q8zDYxwOkYvn6qdY7OGi9jAYQ0RsYEe9CqYP64KK752LP7nrHlG5oeWMWIqRnqjCYslJ6BlsDD45WlWWoNXjFgzRnK00uIupug4QxBEKUJ7LoIYCbR+BPzzOu32UTcCU4/LeRaGYoQ9IEnAIbpqhLPTsitGtBOvCrfGyFM3A53btCLYid/Peb2A9BkjovTYzBhhEvmU/b1lQ0gvDOcdvp7d7pEfpWMUhXi7ooRLcTULKy1FBjCF8/sWRmiLSJKEblVbtjfRqxUcecVIBsuqrOEL9OlsogBD1WFrjLxzr6bOGb8EqJ+edhbu4et8xohqZoyovqyd3vgGSoJXVNgUI8KFL/++ZUUIFxeKanxhlx8Nb2uMuDSZWAHZzQaLfa9J/aJKUrRid8sy7f6q32r/h6Ixwm8byaj9cW84R088O1/6xAy8e8snMLUhd9WFJWPEI6EyqH03+/tj+EAPU2Xhn3u70ytG+uPmRSu7gLU0RmQh2NNiJ5ZeJeUGP9I+G8WIdn+QRRt+vUOcWpDZYul0IZxx5CV8IXOfwFQjzKaOKSTFJk0W4etrdnbhiB+9gAv+bxU27eu1POdksSQ2RnIp1Ivwr92pF2R6uRHHfNFs7a5u/OHlTRa7s3yWzW8HkXh6Ky03WxSn5eZnpaU3LryKbdRqzKIY4d9zLoqRNOHr+vfIF8osVlp+5+JQZdBrWOcAmmJ2kq4SqQn7UBkaud7ovLo3Z8UIFayIUcbYKu28aZeu8Hxlg3nO/+Fuc7DDtfetBgB885E1ltfv1cPXWWNEDIy2ZoxoI/pZM+b1zR1Y/uMXcN397wz6fQwHbooRMSNExNYYsSlIhIwRj2Q0EFjmRm3Y+bheHvBa7LTGVFrPizUrLWvGiLh8S2NEPz5VOTVGRLtTgT+/ugU/fXqdcQwK+RRce+xU3HfVUpw0t0lfX+18RcyzYueW4j5XbKD4ueaMPWPE2oirDpvvIcg1/b2KfVDCYDNGcrbSEsLgCYIgSg3acxHEcBPrAx64VLPBmXQUcNRX85qN6pTDMf+/tOLrzreAvWsdX8dOvMr8DoWAdf8GVt8NQALO/F3eo5wVi5WWmDFiRbTS4jNGchGMGCObI5324Ox05Bi+zsuNjWIbHzQdc5Hap2mMGFZakgTUzwAa5wH+SqBpXtp1USTJUIwYy7AoRgrUGLEoRrLNGNltypRU1WzWHXJJxsXx37vKL0+36fJLCYQQNQrxEfhyUIxwapRAldkQExUjScGCgf8MRCst0SaJPSfJ1saB2BhxazKxrBo3pQWbf0K/qGI7gYMu0P636r/9sD3osuDwn3vCvMgz1rFA+SJiATZbfELGCFOMtPXE8NFubXTp8bO0z4ldwLvBWyQxuw2jiKvIps0PKxJYwtfztdLi7YicL+bFUaAZA9gzYWmM2DNGGK6KEZFaPW/h+e8Af/qklqMDmE1D0Uorwz6mP5bA5Xe+btzniyLa83aLJUW00iqQYmSHbuHR62KldfL/vozvPfEh/rJyi/FYXlZacb7hkEqreIm6KUZcrLTSZtI4wCtGRPsNXjFisQ/LJWPEUIzYj8lsP8CsVRRZshRl3BQjFUGvUdyUJCDkVTBJt9KZWFvkHKZBwg9iybXRUeiwdoIYbsZUaudUuzoHEE+m8OoGUzGyY/+ApYjuBBsAway0RLUDG2gQTSSNYwlrorzysbastVwDplSIJVKuDZCM1lJC40M8/jgpRioF61PWnHDioHFVxu3mSqtiJJpIWo6vfMZIWD/G7+CstFi2Fb98ZknFGgEp1ZqHxZZzy2Mf4FfPbzBULmcvGIsbPjEDy6bUGtcOJ80dg7FVQSydbLXQrdQVMjbFiK0xoujLS6GDs9LqjdqttHjFSJibj0eWLDZYwOAzRnIOXyfFCEEQJQ7tuQhiOFFV4J/XA23rgLIm4Jw/ZF2QF7FZaQFAWT0wXbe+euevAMy6paqqUFXV3Uqrrw147Iva7cO+AEw8PK/1AnJTjBjh64ZiJM+MkWAVjLYLy1jIhhzD171OihFZNpsjcZcA9iwUIx5ZDwC//J/AF9/MOOJfloAEPOhT9UJipNPaGMmk7siWXBQjZY3a/1TcVD5sfRXo2Kg1EOaclXFxlu+dLU/xA/5yxKFtT42SmQ8RQS6KEW5VA37TBitjxgg/ik2y5gGJyg5+nfnpxGW4KUZi+gh4VystB8UIAMw50zrdks84v75YOClGCpQvki9ixggbRchyGsoDHiyaqP3OMipGuIK3oRhJ2q20DH9qi2IkXyutLBQjwihQN7uMrOEbOrxNnNgYQTg79QOz09r8ErDtVeCtP2v3WaPQZqWVvjGyobUXbb1Wb24ep+yJQlpp8UV+w0qLL9w42Ky8t8P0vs8vfJ2z0ooljfV3ytTIJWNEVe1FrUwYjREHxQjvNR8ZpJWWo2JE/42xbT7ktQbghl0yRiqDXiM8vczvgSxLOGluEw5pqcJlh03Met2GA94rn6y0iAMdZrW0ua0PV//lTbT3xVAR8KBBtyhax9lpAdZ9JJ/rMLneem7CfivRRAqJZMrIMFFkCRNqtHO8dXu1ebcLKpNSwC14HbCHp4uw8xx2nWYLXxeOIV5FRoWQY1lb5n7tMGsMpxipsp4Xd/bHwffu+2JmxhbLjtqxfwApfR3Y8ZlvjLDrUH5/KDZ7+AEW7BzKqTl/ydIJWPG1Y20KZra8TIoRcztLor3PaqXFZ6kAQC3XTOIbLJIkwSunb8Bkg/V6NrdjBX9ORccZgiBKEdpzEcRw8tZdwHt/0wqZn7oTKMt/RDerP4iNBmNE/rv3A4mYRaERiZsjhiyNEVXVrL369gENs4FjvpH3egFWr9Ksw9f1k7qBWJ4ZI7JiFvFysdPKMXydf28W6bEvQwB72saI/p/NLliV1bbBvvtuphqJdAG9emOkrFgZIxkUIx6fab/DAthX3639n3NWViPnLYoRZqXlDQKShF5JKzA3SWbzKxfFiCwJ2yZbV/H7T4mKEe59i00Tm5WWPq3Hl8FKy+WzZI0RNyst1nQwFCP6BVGgEjjiBq05deljwLhFzq8vFk6KkTxDxwuFmDEijmKc21yJZv1CfE+GxgifmcCaJE5WWglHK638GiO8YiRbK63eQlpp8evtL0MqaI6S7M5VMSLOk223OVppiUV2cYSwYaXlNecrCweewYSv882qVze24+G3d6B7wPwOImkKUNrrB2elNRA3w2d5P3bWFIi5KFJiyfxsVOzrwllppflcB/K00mINFSd7DnF5YjHIrTjk95jZBOX6OcnYqiD+8bnDccbBueW7DTWWjBEvKUaIAxt2vL7r1S14Yd0+BLwyfnnBIZg7Vju3/nB3t6UJwDIdADN43afIGFdtPb9qrDCn++Mrm/FF3YqrKuhFrb7v6NIL132xZNpGw3DjpALkrUBFMg0UYBkkzKrQFr4u3Pd77OdablZaAPCJOdqAqvE1QXxy7hgc0lKFGY3aeQKvqgC0a0R2nGmpDUGWtOMOy+tgxye+ocyaE/z5oHgOsK3DVJ2w7zmbgv9xM7Vrtc8eNUVfhniMsp7fsH1yW2/M1pxhNm8nzWnC6Qc148Il5mCUsDAfMROkPJC7HaTPk3/GCH8tRccZgiBKEdpzEcRwsftd4N+6bdZx3wImHDao2algzQPhianHa4XR/jbg46cs4evMRkuShJOs9/4GfPi4VsQ96/fW/IQ84BsG2Yavswt+zUrLedqM5BPAPqjwdW4FWQB7HlZa1fqoIF42nQ3sxLRL1QvzA51Aj54xUt6UPsQ4FyyKkSzsuXTLK/TsASLdwAePaPcXXJrV4qzh6/ry9M+3T9YK7U3QGiNJSUESSp6KEY+5zWT6/i2NEeGCWLS8Yuus+IRskmwbI5mstJhiRL9g5Js6x98CfGkdMPko59cWE14x0nywZgc3+eihXw8O3m7Ap0i2Ee4LJlShsULb3+3tiqa1FeILIX1ixgjn+WwUCXgVmm/wihG3gjpbFza6sD9T+Hom+O1SaGwlyscBAFKqhB4Es7OkYooRBmssGhkjOYSvw17QEH25s7LSGkRjJCLYQt3wwLt44r1dxn3WEOC3F37xeVlp2cLX7Y2RMr2A7hbM7qokcfgOUykV7+3odAwZNhUjsq2YwjdZ8gmcT6ZUw/O/rty+fxRHtYqjcUWFKo/RGMmjgDSc8I2RXL3cc80kIYiRzlghnPu646fjmBkNmDVGO8Z+uLsHW9pN5TZ/zr6vR9u31Jf74fPIlt9TTdhvFLV/8O+P8Ppm7RyzKuS1jNxn8KP9RxJ90QSO/emL+Nrf37M87pYvAmTRGGHWVfr+NVP4utMglHSKkYbyAFbedCwe+/wRmNFUjn987nAcq1ucio2RvmjCWH7IqxjWatt1xQc7vvLHAnYdyjctxPew3aExkk3B//aLF+DZG47ECbO15o6o5Ah5nRUj7H2FfeYAg11d2nuYN64S/3vBIZjZZCppxGMdfy5b5vegpSZ3S0hHB4QsUShjhCCIEof2XAQxHES6gAcu0wqH008CDrt20LNk56G2kfKKx8waWH0PF76uGnYfzEoCANC1A/jXV7TbR38NGDN/0OvG10rEMFS38HXeSsvMGMmxM5JPY8RQjAzCSgswGyPx3Bsjv7lwAf542SLbBV8m2Kp0Q192907TyqussUiKkSyaLXzOyO53tUD6yhZg3KFZLc7ytXs4xQiAXlm7+GVWWglZW7d8MkbK/B4grG8zmb5/vqkhKkZE2zmPm5VWhvB1ViBmDQ9XK62AdTpx3XPuKBaIBFcoqJ4I3LgJ+MR3h2dddPgLYfbbnayHLk+sDeHq5VPQUB6AJGkXyuJFOA9vUcVyPMw8BNm4UDUCrXnVUZ4ZI3xB2amAraqqYSvERsaK1lo5wzcqhPWOlmmNkW6EoELOrsFQIyhGmKqO/R7EjJGMihHr+xOttAb07yadldbgGiP2z7ebWwfWGGnj7Fb4flsueRtOr+HD15u5oFq2D3R7b26Ntbjw+Npd3fjEL17C6b9egVse/cA2fUSfPuCxW2nxBbZs8nFEdncNIJ5U4VNkNFXYj19iI0YMnHWyFmOw8HWbjegIxxK+nqOPfNUIDpUniHwYI5wnL5mkWWFO1xUGG1t7sbnNbIz0cvtmFnbNivQh7vqkIuBxzCiqCfuMwUs8fHD2SGLt7m5sbuvDUx/ssTyeTuHi1kwXn2efTyxhnV5UHfocFSPprx3GVAYtnzM7X2sTbMv6OcWIzyNjbLW2PbCckSh3TsZgzgWSZGZSnfPbV3H3qq3GNNvanRojmfe3fo+CqQ3lxrWFLEuWa0O3jBFGRdBrDGrYo+fcOR2jxPnw+V5zx1bYznGywTrQL8fwdW5xZKVFEEQpQnsughhqVBV49PPA/s1acfjM3wqJ6fnO1kUxAgCHXKz9//hp1KS0UU+xRMooIBner6kU8Mg1QLRbK1offt2g1wuwKkZEKy1b+LqQMTIQT4KdYud8npdXY4SFr2f3nSiyZNSdLSeivvwbI7PGVOC4WY1ZLZ/HphjZ95G+LmVaQXPRf2v3xy/Jed4WeAVRNs0WozGyx/wuKsdmXbCXuK3EVIywxohWqDUbI2agbjbYrbSyVIzwC2AF7+vWAFc+AzTNs07L1tnjy5AxIhSA/RXW+16XEWDsdWpuaqeikxQKBaJF0jBgyRjRL96+d+ZcfOXEGXjyuiNRGfLC55ENm4d0AewDXKG3zyFjxAxf16fjP49MFnQuZMoYiSZSxmhNozEyWMUIv62z34fOQFhrjLB9TnZWWlOB2mnm/YT+GRsZI2L4evoCithYEH25DSstrpAgNk4zFYLSwcJd77z8UFx95GTb86wA1e7SZMsn+D2WtDZGWAOCLz6xhozb/N2+K7Go9ZOn1xnhs3yBkV8+oKk8xfD1eFI1zk0iFrWTvSjn1IRkdibjqoOOhR5xVKvYCOELmwsnaNaabD6HtFRDkSUcPL7KNt+RjMVKK8cC1HfPmIvJdWH86Jx5mScmiBKgmcug8CoS5jRr59RT9LyJDfuExgh3PGQqD1ak55Xz5QGPY0ZRVciHmrC9wThcihFVVfHzZ9bj4bd3OD7P9qu90YRFATsYxUhMCDvPFL7uVWSLlRUAx+ZSOtixxaYY4cLXvYqMcUZjZACqqloGqzDmjzevu1gRf1tHP/7y6hbjcYuVVn/2ihHHdefOO8WGhthEKPN7jOvk3WkaI2JmC9/IOCjPY9pgFCO8PSk1RgiCKEWGv0pBEAcaq35r2lR96q6MgdrZYp6HOpzM1E0Dxi8Ftq/Ckp6n8QcsRySeMixHjJOu1+/QAnG9Ic1Cq0CFTP4ES7S2EAtUhmLEZ1eM5JQxApifbU5WWsz2JvsTO68sI5ZMOStGYvZCEgCt+QQ4NkbyxZYxsm+d9p81Jg66AKibDtTPHNyCPLyVVjaKEWaltdtUZPAhzhmwnJ8LipE+WWsesIyRpN4YyT5jxLxdFvAAcZYxkkNzIakXYqvGa38irEnmDVmLzKJiRBwZ7y/XLPDE+Yh4BCVJDttuUUmMPGsJMWMEAA6bWofDptZZpmuq9KOtN4q1u7oxvbHc8UJvgFeMRO0ZI6w4YBSaE4MfURrNkDHCN0FMxUj+jZFUSsUDb27H8Qv+H+piO4EWq+Vjb7AZDdCC14Esi/weH/CFN4AHLgU+fMyuGBFzaDI0X8Vl2hUjmcPXY8kUVFXNXZUI8zvxe2XUl9kbXqxx4BbQm6tiJJFMWQpPmpWWdp/fvtlycwlfd3p8C1dUjDp8v1FmpeWgGAG07d+rSJasFVEx8tBbO/DlB9/FzSfPxNVHmooiNmq3pdZ53+cVlieO8Oa/8y8cMxXb9/fjsCnab33u2Eq8860TbIM1Rjp8QSzXAtTEujCe//LRBV4jghg+6risiuaqoPGbYGHqHX0xrN6235imN5pAKqVCliWjWc0yQ3hFe5nfg5DDvqEvmkC1g81t2zApRrZ19OOXz32M8oAHZy8YZ3u+s19br3hSRTSRMlR1/WnOC8SMEBGblZawPxcbJaJipDLote27M+EVLKcUWUIypVoyRvweU1m4rydqOc74vQqeveFI7O6KWCypeBUx33ThGyPMXSHXTCeGzyMbAxVEKy2x2RL2e4zzE9bEK/fbG3HnHToe976+DUdOq7e9j4PHVeW3ntw8cs0Y4e1JfcoIGZxFEASRAyOkekIQBwjbXwee+aZ2+8TvA+MWFmzWqXSKEcBQjSzo+BcAFZF40igglQc8wL71wLO3aNN+4rv2gNxBwBehbIoRl/B1dvLOh6/nXLMK68XO/o700/HkaKUFmCekCn+ib1hpZQhf9xeuMcI+5m5VXzZTjJTpjRFJ0gK487TxMbAoRrLJGOEUIwP6BWow+4YgX6zsq5qpNWPGar+dfpYxIihGsh3sJIvb5qQjte9uwrKs18+WMSIyfilw8EXA8i/lljESyFYxIlykD7dihGWhNB88rKvhBH8x7ktz4ccurm/8+3v4zN1vOk7TnyljRBHC10UFTR5ELIoR+3bH1inglY0Cav8gwtcfeWcnvvbw+1j06hLg3D/alHSt1QsRUxW8nZqur1OWRX5JMq3hRMVIeSNw0g/N+5UOzUYOm2LELXydK5o71WScmjqJZAob9/WmzZph30nAq6Chwr4/HDAaI87ff64ZI2JTYSCWMh7jC+XMuop/Xx/v7cFbWztsj/PwipFUSsWO/eYxbMChmMaWHfDKtqBZwNz+I9x6i9/Zlx98FwDw/X99ZHmcFafc/NLFBpfdpsT8PFpqQ7h02URMbTCPf+UBb17NsOFkMIoRghht8OdwzZXmIJGQz2PY0T77YavlNf3CPpkpRkIWxYjXUTHSE0k4BocPl5UWs3nqiSRclHjm8ZA/NjpZabH9aSyDgpId593C10XFiE/IGEmXL+IGO3djx6cGbuAHPzCAWQ12R+KW44zfI2NqQzmW640EY924fWhHfwyt3RE88OZ2rN/bY1uHfDOa+PNOUdUoNrfLAx7bdbKTYqTM78GzNxyFb502G4BZAwCA+QVQjIjZKJkgxQhBEKUO7bkIYqjoawcevFzLI5hzFrD4qoLO3jVjhDHnTMAbQm1kKxZIHyOSSBqKkSq/BPzjaq1ANeU4YNGVBV03JQfFCCtSBIyMkZThxz4kGSM5hq8DpoTZYiPCin55WGnlC/uc2ehtdG7T/pfnbsuVlsEoRliTKliV9eL4jzVaPV3LqjjphwCAPkXzkW5gjRFddSE5Kacc4DepsoBHCyn/2vasg+EBaPkZ6fD4gDNvB+aebc1PyJQxIgZ0uzZGhNcNt2Lk6v8AS64Bzvzd8K6HA04ZI07w+T4vrt/nOI0lfF2/HXWy0mIqtOTgFTSZMkaYOiTs8xhFC7af37G/H99+/ANLqGgm3ty6P+3zbeEpODj6f/iFVztmZNsYeXH9PrT26UV21jzmLbSWXgN8ZQPw+dcz5lyJKoZuQTHS7zBS0+k46WSn9ZOn1+O4n75oK6zxsAaE3yMbKh0etp20uVitZJu34TY9b6XltE3HEimjsXPCz1/COb9diR37+90zRrjPs7UnatnOnOxXzPB1xRaGDgBxffu3hK8LBbygS1bG1gyNEXFUq1h0kiQJ/3vBIfjOGXMMa51Sx5IxQmHqBIFzdKXEl0+cYXmcqUZEWM4IU/GxQj2vGCl3yBhpKPfjltNmo9rJSstFEZiOnkgc//fSJmzc15vzaxm8NViXYCMJAPv7zYYNn6/itC8PeNhgjiwVIyxjRJg+U8ZIpnwRJ8SBLI364JX+aNIyMIA1EfhGkSJLrud7/OOqCtzy2Ae48aH3kHLoDeXbiObXPShsU+I8y/weI2PEeCyLHCz+K+CzxnLBy61LrhklFsUINUYIgihBaM9FEENBKgX84zNaGHbNFOC0/y14ILKRMeL2q/aXaw0ZAOcp/9GttLST5LP77gd2rQYCVcAZvy74uvEWU7bChTAtu89njJhNnxwXPATh64B5Ym3NGNEvyJwaI6lkca20VOFikClGCgWvbMhZMdKp3c7BQo5viMmypG3L+mPMSqsB2nyTevh6tpsw30ApZ027bC3krvi31qCZdkJ20wPZZ4wofvtnmyl8nZGLDVgxqJ8OfPKHhW/IFQA+bDNdY+Sywybi5HnadptSnQO2B7jHbIoRj1kkNgruBfheomlG3QPWPA02qrVNt4f49J/fxJ0rtuDSP72e9fIyFUii8RT6EUC5XvTIpjHSF03g039+Ay9u6NQXwhQjwucTrAbqrYUu53XQ3nONXmxxC1/n1QROBXyndd+kF6y2OGRriMsPeBVjFCuPODrZ9vqcGyPWbXHA0hiRMKdZ2yceO7PBmCaeVC3f5Zqd3VlZaW3fbz1+OTdGmGJEcbTfiOuNGWtjxLpsccCEsfwMjRFxVKtT2PrpBzXj0mUTHV9filRwRTJfjnY0BDEa+Z+z5mLlTccaOUIMXh02s6ncKM73RrUGArPSqtGPlXwjpMzvsTRKTpk/Bq9//XgsmliDMr/Hpo5zy5ByoycSxzE/eRH/868P8eMnP8r8Ahf6OEVoZ7+9McLbQ/HHxn6Hcxo2IO0H//4ID7653XWZTFHiZqUlnjd4FcmiKHRS3GRCtGlsrOAVI06Nkbhj8LqIuA/995o9LlMOImOEe10mxUjYb1eMiHkiThw9ox6XLJ2AX194SN4qSKvVbI6NEVKMEARR4tCeiyCGgld+Bmx4RitgnvcXu0VOAchKVaHbaZ2qrEIq2ovuSALzpE34RNvd2vOn/BSoaC74utnsijjE9WUjeYOGYsTMGMn5VI81Rvra0k/HY4Sv526lZSkKGRkjDo0R1hQBCrotsI+5S2yMFLpAzRfoxVwMJ5hipHevmZmRk5WWeVsMBOxXtM/PK2kXeYlBZIy4FedcmXCYNrI9l4sQXmEj2tVZGk4Be2PE43curouNkeG20hrhsN+rN83F2+T6MvzmwgXGhfDebmsIu6qq1sZIzG6lZQtfP/4WoGKcZqOYJ3xx2UkxEuHyNJit075ubSTrR3s0awinAG03MoWSs3VgHthOGRQinQNxxJMqBpL65y9mjOQIW4c6fdRvVuHrTlZaXHGHDTRghZV0dleRhNkYqC+3j9Rk30mbW8ZIro0RoSGWTKlGcczvkXHXFYtx62mz8YOzzYDtWDJlKYp1R+JZha+zxsT4Gm2f7+RLb4Sve1ystFIqYsmUZQSu+J7L/M77LMNKyyVjRBGWF3BRnowmeMWIoUYjiAOYgFfBmEr7wBFeJfbJuWOM64/eqGClpR87+OuTioDX0ijhVQ6SJNlyRtz2727c9tQ64zVvb+vM6bU8fK6YU2Nkv0tjxMkWcQwXZH/HS5tclxnX998hl/B1dgxh59c+jwxJkozGVM0grLQYDfqxNhJPGccgr2JaiPKKkbSNkRyK+P48jy+W8HVhHmJjpszvsVlnOVlpOS3ju2fOxanz87+Gt2aM5G+l5aeGPUEQJUhpJQ4S6Vl5O7Dil1pxQVa0/4qXu89ue7QR0bLLn+U5r8u8PNz8FO45cV7c6wf1mhI+yG5+CXjhf7TbJ/8EaJpblMVkFVDesgw9oRaU92/D3M4XsLv8ZPzcezsUJIE5ZwPzzi3KuqULX3fLGAn6tO98IG5mjOQevs4UIzlkjOQRvs4aIgq/nRpWWg5FSGaj5Qlmp7jIEvb5GFZaDNaYKBR8IV7Mt3AiXK99nmrSDITPKXzd/N4VYRsoq6wFOEFQUm/UZLvL4Oc9JCG8vGJk/FLrc5bGiM9uUyZ7tdeLRdqRphgZ4Xg9MhBLps0YAbTiR1NlAFvb+7GnK4IJtebvirf4A5wUI7KpGGEV4ZrJwA0fGK9RVRUvfdyGeWMrDbVDJviCslNh22gCeBUjCHxfHhYfDLHgYVsfvSDBrB6YbVO6Bj0ryCTZ2BxDMZJ5VKTzOrDGiB/r9/Ya1mHm8uxWWk42Eey97uocwJm/WYELFrdkDDBPpVRL8GtFwAOfR7ZMX6yMkfKAxyh0Me94r6LZeV1++CSLz3s8YW2M7O2KuGaM8N/59g6taTWjsRzbOwYQiaeM4GIGy1jxu1hpxRIpQ1Vivgfre+YLkNFEEn6Pgq6BuFHoG1+dv2JktBHgAoBzPiciiAOISXXmMfukuU3495rdAExLKaamMDNGrFZavGJEVDnUhH1o7YnCI0tIpNScM0bW7TEzLAJ5hnoD5qAMwAxa5+ngrbSi5rHRSf332aOm4I3NHfjzyq2WhouILXzdJWMk4FXQH0sajYGKoBdtvTHU5WGlJTbdedtKZiHm88ioCJpWWqbNpftxwU05/H+XLsIT7+3CI+/sMh7LWzHCN0Yc7B75c4bygAfeuPW95jxoK0/49czdSsu8TYoRgiBKEWqMjCYiXUCvuwS0tJFyaPSke05ouliaMFk0bbJuHOm3UwngoSs1FcLBFwELLinaJ5SV3ZQkYduEszHnw1/gsO5/o3XrFkyVd6HPV4fwKT8t2rqlC18XL+zZfXYiG4knjQJk7o0RXZWQl5VW9id2XqeMEcNKyyF8vQj5IgDs4euMsiIqRsSivBOKBwg3aPun/Zu1x3Kx0uJnJWzgZx8xD+AGthlWWlnqi5JcdTubUVmDhh8V37LE+pyl4eSgGFE8WrMkEdH2MSn9IlecrpQbyUMA+706FXFFGiv0xoigGBFHzrMiQyxpjlD0iIoRndc3dyCRTOH9nV34wb8/wukHNeN/Lzgkq3VPZ0cEmEX4oE8xCgf7eorXGGEFEd7eJ55U4fO4//7YZxVnp6Bi+HqOmIoR7f32RBOW4n2/oaLhwtcdjiXs81y9rROtPVE8/1GrMQ/23ENv7cCvnv8Yf7h0EaY1llsKQgGvAkmS0FDutwaWxzMoRhws0dLBmgrlfg/6ogmkVFMlIxY2FFlCUlds8MG7OzsHXJs9ce5xptiY3lhu5KwMxJOWQk3UsNKSHa20EinVaKCJr2Hw6q223hhkCbj+b+8A0ApgboUh8XiQjeVIqSNJEq49bhq2tfdh/rjCnkMQxGji4PFVGFsVxMS6EKY3lhn7kd5oHKqqor2PZYxoxw5+P1MuKEZElQMbzDClvgzr9vYY88oWPgurs8+u9MiWXBQj3RbFiL0xUh3y4eKlE/DnlVsdrbYYZsaIrhhJmOfRqqoaihHWGGGFcrZ/znYgCI+orKgt80GWtGtf9r59imQo6ixWWmkaT7LLRfPyaXV4bZP12jHvjJE0VlpsvmagvcfWPEln+1pIBmOlxV+fU2OEIIhShBojo4lDrwRmnqIV48W/JH8/rmUcGM/x9+P6/6T+eMK8n4q7zE9clsv8snrO7eRQ1afP/+RxOEnUzoTn5J8UdRnZqipaJ5+FmWt/iZmxNZjZsQYAsGrud3BcDoXqXGGKEVmyj4yyra6hGNEzRmJmxkjOgyOZYiTepzUo3DIaePIIX2ejVi1FmnRWWsVqjIjh64zyQmeMcAX8bMLXAaB6grVxm69iRLiICVfWW+4bipEstxX+4tCx+NZ8iJa/Iwah50vHZvN2o6Ae423JPH77Z6v4zOKxNwREmfKIFCO5YGSMZHHx1qQHfIpWWgNC0eDNLfvxzUfWGGoFLXydBZlyI/eTKVz8x9csRenH3t2VdWPEohhxaFoM8IoRvTHSG02gP5YwiuS5kMhgpcUK3HzDO5ZMpb0wZo0KQzES1z/bbLN9XNaBNUZUVRtFywok/Q4ZI07FEPadsOkj8aSxv2Gf+5cffNf4/+gXjrA0qlhwra0xor9fNw96N+WGG2axR0HQq6AvljQaI+Ln7lNkDKSSiCVyaIzwVlp6xsi0RtOSpj9mbYwYVmIexbGAE0+mEBFGwIpNPd7WpbU7gqfX7sWqTR3we2R89aSZjusJ2Is3h04q3nnMSOKGE6YP9yoQxIgn7Pfgla8eA1XVGorsOLV6Wye6dEtHwFkxUhbwGIV/fhpGtX5/RlO51hjpjWVUS/LwysaeaAKxRPrjphu9fMbIgINixC1jxKExIkuScZx0ep4RFzNGuGMYf47BbKPYOdfUhjK8s70T05tyP58WrZ3K/B6EfR70RBNGwLwtfJ2zeXRDVJgCQFXIi4BXsVkzplOepMMavu7UGFHQA+27KfN7cOr8MfhgVzeeeG835o0duuY3f06czcAhHv6cirKvCIIoRagxMpooa9D+Sp1UKs8mTLrGTgEaRcZzYqPIuYmUTMaxs70X3WoQrYf8DMf6nK0gCvaxZZvDUdGMF1MH4VjlHQDAPYnjUDb+6GKumnHCFPZ5HDJFhGltGSMp873l2hjxV5jKnf4OoHJs5tewjJEcisvsYsZSFGKNEafw9aIpRtzC1wusGJEkrRifiGRvBVY9Edj+mnk/z4wRm7w7UGW5m1RY+Hp2Gws/2s5xVNZ/3QO8+GNg6eeyml9GWk0rJYutFpA5fJ1ZaQFak481RrxiY4QuStJhZIxkMSKuqVL7bPd0WUeDiqMtB+JJ3L1qq3Hfp8jGthrncgB6IgnHgnRfNJGVXYIlYySNYiTk0wI8g14FA/Ek9vVE4VWsjZGX1u/DrY99gB+eMx+LXQrKmYr27PkyTjESS6SANLuFAUMxou9jB60Y0RUUAQ98imzkabDGiPmZcFZaDvsHNgqWFYQG4kmjqS8W8vfquS3MqkORJaNwUy8EsEfiSaRSqqVAxZOzYsSwB5ER9GmNkS4HxQigHZsG4klEE0l0D5j7up37B9yttLj3uoMLPw/5tNG/b23twNrdPbjmqCkI+hRjmwx4FVsGFKB9rqrQXxOttPgA4daeqKFyuva4aTh34TjXz0Lczx80rsp1WoIgDjwkSTLOIdlx6vdcfkbYZxbAyyyKEQ9C3H1R5bB0Ug2eXLMHJ89rwmPv7kIipaJ7IIHKUHaqNTELq3MgZuRm5EI6xUg8mbKoRPgmgFPjw6NIhkomlkghmVIdLZVigpUWf8zgM6rYQDhWKP/emXPx34dPwqwxuTdGxPO1sE9TVvREE+jqN49/7LifSKno1D/jdA0NJ5UNGxAjDuRLpzxJv+68YsR+nsM3bsoDHlSFfPjNhQtw88kDQ6Nk17FkjORspUWKEYIgShtqjBAjD1kGZD/SVlZKgLtXbMatj68FAPyybGLRl2eqKtKfzAS9Cv6QPA7HKu9glzwG309chF8V+cSLnWA5F/4kx3usMRJLpoyA0ZyttCRJU4307tXstLJqjOSuGLlgcQvC7+7EggmcCsKXrjGih68XyUrLohjxBAq+HGO+iUh24esAUDXBej8XKy1L+Lpwwi28N9YYyfacPp1dAACgchxw+v9mN7NsGL8U2L4KmHSk/TmLlZbf/tkyKy3A3L7E1wE5bbsHIsfMbMC/39+DWU0VGadtdFGMpBtNCTDFCLPSMgsFvVyRgufj1l4cNK4S7+3owrTGMseLZyD7jBFm61Rf7se2jn69MSJbsh7++d4ubGrrw3Mf7XVtjGTMGNHXIehVTNumDGHihmJE1bfTQYavG40CrzZatL0vhu5IHM0IIp5MGaNbQ5kUI0JjJBJPGvsb8T2xYhQr8Ae4QgArbnkVSQuZj2uNCze1Tq4ZI7xdGyvo9enrLFqYBb1aVkckbleMuBU+2HceT6YMC7nx1WZj5NuPr8XurgimNZThtIOahfB1J8WIikTS+h57Iwm88FErFk+qQdjvsVjTtfZEDa/8XCxXDmmpytkXnSCIA4cyh+Mqs9ECrEXr8gyKkUuWTcS5C8cj6FOMvKfWnkhWjZFUSkWPkOGxvy9uaYys2tSOf7+/G1/75CxHlQGD33fuF4r8YtGfP/8YiNvPRRRZshwn+znlJQ87RrBpXRUj+vNMiRDwKpjdnPm8ywlRhRD2e7Rryp6o8Vn6FBlhn2JYbDH7ynSKkf0OuSxsQIxdMVKIxoizlRYjzG2DY6uycDkoIPx65hq+zh97qTFCEEQpQnsugigCqqrinte2GfdztS/JBzN8Pf10Aa+CZ1MLcYP3m/hC4AfoR8DxxLeQsFByPsiQ4aoYsZycJy3P5USoTp9JljkjzEorh1H3Fy5pwf1XL0NlkPscmW3XUFpp6Z9PP/xQWZGxvCkPqU0WsPeXTfg6oClGGJ5AdrZmOvz3blN3Kx7Ab36OzEorW8VIf5qAyaJw9h3A0TcBn/qz/TnFYyqVPAH7Z8uyiwDAyze/hAYKWWml5ZbT5mDlTccaVhjpYCMH7Rkj2n7CbTPjw9cTyRQ+3tuDnz+zHnt7zPncfPJMLNKbqev39uCxd3fhjN+swFV/edN1ffgienrFiLYN8DkjYmFhd5e2Lrw/uEica+o4HcfM4HHFmL9bY+Qfq3fg6r+8iZ2d2j7RUIwwi8xBZoz4FBkVQeYvrv2u+QYWf0xxHAVrs9JKGcHiYvOCFWIiRr6GOW/2mdfrBbeBWBK9afYzTlkx6YhygbJBoXDjU6z32YjXSDxpsVGJJlJGM0WEWWl1D8SNARc1YZ/x+bHtpl0vOrXq6pmKoNfxc00kUxalEwDs6orgirvewG9e2AAAlnXZ1x0xCnzVWY6+BoDDp9RlPS1BEAceZQ6DwPjmK3+NUhHwWgq8Tk1atk9kBeydnQ6Zgg70xhKGio69VizQn3/HKvx55Vb84rn16efFqe26BCstcZ6ZrLQUSYLfIxvXZW4DQJhCpIyz0tq4rxcf7em2DAQRrbQGg2h9GvYrtiaDzyNbLNPadOWh2ODgEdWMADBGb4z4C2SlZQlfd1gXfjtz2kaHCmtjJMeMEWqMEARR4tCeiyCKwGubO7Chtde4PxSNESOgPENnhBVKXlIPwraY5htebKkuO9cSg9cBewGb3eVH0AxkKEKmJdcA9jystBxhheu0Vlr5jZxygzUQFFmGxJouZQXOF2EwlUK2ihG+MZKDjRZg1RQ5+t4Gq4ybLHw924HDbsXBolE9ATj6a+6KGdbk8PgcFCM+00qLFCODItvGmWmlZW2MsEKvOIqU4VPMIOp4SsUvnv0Yv3zuY/ztje0AgEl1YVx95BTM08OT1+/pwf2va8+t2OC8r1JV1aL4cFIasKwGVjBo0Iv0rbpihIe9p1jS/TfAB8c7qUfYOvg8snEx7DS/B97Yjuv/9i6eXrsXT7y3GwCQhLCdDloxohjHMmZTwo4diixZijNOVlqiYmQgnjS+Z7dmT8TBw3y6nscxrbHcmE9fzPQPt61/ro0RLlBWLAyJdiOsIDQQT9qsW9xgRS9mz1Xm98CjyAh5reveG02gsz+G9a09ALSgYyd7unhSNXJIxALZ+r09SCRTls93X2/UKOhVhTI3L5kH+4VLWrJ6fwRBHJg47X+ZqgAwFSMeWWsQ8PvmdPuiZr25sbW9Hz97Zj2e/2hv2vXoNiyeZOMcY7+L1eLbW/ennVc6Ky3RvrEnmt5KS5ElSJJpp+XaGDFUmNp0qgoc/7MXcdIvXsbWjj5jOnb8ySbPLROiwjGsZ4zwsOMLG+y3LwvFiBNMKRwQXpevlRa/7s4ZI1xjJAtL1WJhaYzkbKVl3qaMEYIgShGy0iKIInAP5zUPmGqOYqJmqxjxmNkdrBBU/MYIU4zYlyOuL6tXSZKEgFezfmH+49kWMy2wAPZcFSM5Bs/ZSGulVSzFiPbfI0ta9kZ/O1Be4HwRRrAK2I/smzt8YyTHhpA1fN1lXTq131zKk6NiJDbEipFMePzaNuOkGFG8mmoEsCpubOHrdFFSKFjRorUnglRKRV8sgbDPYxQM6sr8aOu1FzT8Xj58PWWMJN3arhUN2MjU6XrxfN3eHls2hYiYCeGUEcFbaQFWxYhXsFkyGiNpCvMxITheHHlpFOm5xohY6I/Ek7jlMTNbh6lvEgVqjLDPwa/IqAiIihG9UaRbixmLcviJmIoR3eorpRqDGtyaF+xx/nM5YXYT7rlyCVpqQjjythcQT6rG+lSHvejjRgtry82tOcuaUSxjhEccqRngsrp6XGzcRFgDjHnTV+jnB+KyeiIJvLllP1QVmFwfRn2531Kk4+fHGkgVQa+lELmzM2KzM2ztjhoFvuosGiP3Xb0UA7Fkxt8PQRAHNk5FZ36wATsulwe0PERe6ZbOpq+5SjtPuHvVVmNQ3BWHT8Qtp81xnJ7lPVUEvcY+bldXBB/v7TEa6gzRHkuEVyParbTcFSNiThpgqgSCPgW90YTj+bGqqma2GPd5smPag2/uAKB9XuzasqIA15jiwI4yv8f1+MeWu69He/+5NjTGFNhKK8kd8J2stHwjpDHCW3EOJnxdzGYhCIIoBWjPRRAFZl9PFE99sAcAML5GK14OgWAk+4wRH/MkN0OAi22lxUaeOPnmS7aMEW5kjX5S2q974eZlH55rY6RgipFhaIzILFRaNlUUxVKMnPgD4NhvAOOXZDd9+RjzttNnkgZr+LqTYsTMdslVMZIpK2LIYU0OMWNEUrQPwghfD9tfwyDFSMFoKPdDkrQRku/v7MKi7z2L6/72jlEwqCtzLsb6FNnY7yVSqhEmvatTawqwi1/WGPl4by9qy8wisFjQAKwFHCBLK60yrjHC/XZ6InHDDipdYyRuUYzYD2SsMeDzyK5WWt2RuLFeAIxGkq0xoliPQ7s6B/DM2vQjb7V10BsFesYIYIbMst+3WEBxVIwIVlpOz/FoCh62bKtN1xHT6tBQYW4b7fp7Dnk9CLk0l3iSKRXX3b8av39xo+25KGdfJh5TxeJRkFeMRLJUjHBWWgAMezKxoNMdSeD1LR0AgCV6Ro2T/UYknsSO/VpjsDJoXd9dnQPoj1r3wXt7Isb2n42VVpnfQ00RgiAywtsUzR9XiaaKAG47d77xGLO1aqnRzt8P0+35wmkyPgBTMcI7Bdy5Ygt2dzlba7F9cUXAg5qwto/77j/X4oSfv4RXPm6zTCueC8STKVzyx9dw08PvA7Aer7qEaTv6tOWwpk5PJGHMz+k4x46LbF/v1Dzhw9VDDvbIT7y/21jmdcdPx5dOmI4TZg9+gJbY9NcyRkTFpDYNGyBhZoy4f38PfXYZjppej79fs8x4zFCM2Kwq82yM8IH0DuvCH7dHipWWk/ozHZbwdYWuQQiCKD1IMUIQBeaBN7cjnlRx8PgqNFUEsL1jYIgzRjJYaeknZfyI1WKPUGEn5WUOJ9Hi6vL3g14F+xE3Cif5ZYzk2hjJPXzdEdYYGcKMEdYU8yiSOe9iKUYmLNP+soVvaLD3nyV8s8+poGlpjOjh62LDzY0lk2qxaV+fqyXSkMPC1RW/NTvEeNxJMSJmjNCYh0LhVWTUhv1o643i6bV7EE2k8M72Thw6Udvm3NR2Po9shFcmkqph6cBC3Nk+d2q9Zru0pztiKRBvbe+3WXeI1lmOjRGhEVBvWGlFLBe9W9rM/ZJTw4PBj5h1stLiM0bYaEpxvcTiCjse2hUj5n1VVXHYD58HADz8ucOwoKUabsQ4mybDSksfGSs2ihjpM0bsxSD22bNAdUAbqetkpcXwe2RIknasbe/Tvv+QX0HQ57FY+EXj9s91/d4ePPLOLrywbh8+c9QU67rETZWOuJsTi0dsO4jETCutmrDPZrHCI1ppmY0Ru5XW2t3dAIDFemPEKXz9+r+9Y7xfSw6XvozWHqtN3cbWPmOgRzZWWgRBENnAX+tcuLgF5y+22u9NqA3j79csMxodc8dW4p9fPMJQELjhFpK9tzuKMZX259i+uDzgtani7ntjG46YZuYltffFcMMD72Bjay/mjq3E8ml1eFlvnnz/rLmGoh4AOgW7RGZJOLYqiG0d/XhneycO/s4z+PE5843X8cc0dlw0BqU5HAv58wCnvAx2bPHIEqY3lhuDPwaLeGwJee0DA0TFSDbh64sm1uDP/70YqZRqhLab4evm6/x6fkk+8J+Zk901n8syUqy00imknOCvzyljhCCIUoT2XARRQJIpFffqoesXL51gnFgMjZWW9j/TqYwoKS7ze3I+AcqVxZNqUB3y4ugZDbbnxPNM/uQqIJycD4liJI/wdUdY4XoIFSOsaeCRZWD8Uu09jF9a0GUUhEh3zi9h373iNIqJa4yoemMkWxX4zSfPxDdOmYVHv3B4zutUFCyKEe6CmTVE5CwyRih8vaA0VWrNhfd2aL/b7kjcVCJ4Fdx27nwsnGAt3Ps9Mrz6RtvRFzOK7my0JbMVrAh6jH0gXyDe2mHfb4gFdCelAWsEsIIFUy3s641a9vOb2syRrekyLvjCiFMjxqIYMTJGrNP1Re3FFcCpMWIWzVduNPfXm/dp9mM/e2Y9jvnJf2xe7HzmBhsp2m1TjFiLDU4FjngyjWJEf45vuLb1xjgrLfsOR5Ik43voYIoRnz0w1ikrhjUleqMJwyZTnN7vlR3C10UrLT18PWGGr88fZx53nHzEEylmpcVGNTsrRvb1RPDBTu03cejEGtf58U0gp4IJG2XNildsGw77FCqwEARRMPii88S6sOM0CyfUWJoZc8dWotZFGcpwa4wwpaiIYVMY9KJaGJTTUO637PNVFXj47Z14d0cX/vraNtzx0ibjuWgiZbHS6o8lLccTdhwZV21dvxv//p7RNODX3SPYHjsdC+MJc934475IrhkVmeDnF/YpkGXJpuTxKtbGCPv8s7HAkmUJFy+dgCOn1xsDVnjFSL42WoC18eEEf840mOUMFqtiJLf14E+p6LhNEEQpQnsugigg/1nXip2dA6gMenHq/DHGicJIUoywUayMoRidcujEGrz9zRNw5iFjbc+J68vfNRsj7OR8CBUjgy0u+7jwdbExVuSMEa8iAUd/FfjaNmDiCCn4A0CD7rc89bicX1oT9sOrSM4j9ANVxs2krp7IVl1UHvDi08snY1x1KPPEQ4ERvh6wKkFY/oKjlZZw0U5WWgWlSbdVMBojA3Gj2Bv0KfjUovH42idnWl7DK0ac7DTYfleSJCNAtJUromxr77O9xqYYSZMxwpQCtWFt22jvjVka9Bv3mfN3mo85P7Mw4qwYMRUTPhfFiFuOT0J1zxi55zUzp4vZM/3zvV3Y3NaHd3d0Wl5mKigUo6DDsi7EMPp0iOHr4jKSKdXyWbX3Rg3FiGi5wWCNi3a9mRP0emzr4vT59+qFs2RKtTWuopxCxha+7pIxMhAzrbTmj6synvd7ZFsBi40eZj74lS5WWhv39SGRUhH0Ksb+05OhmDLgoI75WG+MjKsOWho9pBYhCKKQ8EXnSS6NkXxoFhojM5s0lURbbxTxZAop4RrQsCkMeGx2gbFEymI9KfL2tk7jdm80Yct16uJyRpilpLh+gDZIQ5EljOWaJmzgEdvXOx0L+eOVR5Zc7aUyHQtyhS+2s+O8OODBbyhGtM/UHDSR3Tnxd86Yi7/892Jj3Xnbq2zn4QQbbOAGf26VryqlEPDfpZMtZjr4Ogc1RgiCKEVoz0UQBYSFrn9q4TgEvIoxQncoGyOZzqkkSbJcHBQ7eJ1frvPj1vt8jSboK4RiRBvJiv6OzNPyJ6+FstICgLhQGDUaI1WDW4aAzFtpAYC/MBL2gnHRg8CRNwJn/Cbnl/7lvxfjr59eaoxetsApRlLMSmsYLy4GhdEYcVGMkJXWkMP8ptnoy5SqFcUBs4AgFo19imJ4NO/usloFAdaGNPPJ5keXbm23K0ayyRiJCNZRhpVSPGm5+N64z1SMuIV/J1OqZZkJh+NYNhkjfS45PgnxFFRvjHQNxPHUB2a2CFtGn0smCivU+Dyy8VkyWzJ27EjXGGG7CsNKy0HhEkumbI2ptt4YIlz4vBMBoTES9iu2vBMnK62eqFncEgtfbIRwwGefl+gL7hS+fhCnGEmqqq2IEbNZaTmHr7PttYYb8ZzJl/wLx0y1PfbxXm1bLPN7LEW6qizyRQiCILKFL9Y3FDCXqKHcb7GhOkhvPq/a1I4533oK33viQwDaMfWJ93YbzWA+fJ3R3htzVFk2O9h59UQStusj3k6L7fOdXsvWmy/+M9V5NlZaPkWzlnIrghfaiYBXMLDjeSbFCCOQZ6E+6LNaaeWL07kTj9Ogk+HAawlfH0RjpMBNMYIgiKGA9lwEUSC2d/TjP+v3AQAuWjoBgHmSORRWWuycJJuR8vyozKFqjLhhz4JwCF+PsfD1IitGVO7ktFBWWkCaxkihM0b0RWfrIzXUVI4Fjv06UJ57IPzs5grDx96GU2MkrxUcAfBWWk4ZI2MXaZZDYxdYn+O3V1KMFBSmGOHZ260Vhdk+SlTe+biR+E6NkTA3PXsts7YAXKy0ssgYMS2+tHnyzQo+S2QTpxhxyxgRR606LS/GNQaYTaOogBhwU4yIMXeK+TnwF9lmYyRpuW88z+V8sM+VNQ/YfycvdAZT7BiKkbh9faPxlK0x1dYbNZbtqhjRCzcdfWYjzW6l5dAYiZjrIBbJdndq29OYigBCXmHErBB66hS+zoKFAa1hIlpmiFZabooRRnXYbGB40hx7Xr7xGMcQ3g2tPfr8PRbLF7FgSBAEMRgWTajGpcsm4PtnzSvo4BmPIhvnCVMbygwLy0ff2YVYMoU/rdiMZErFI6t34vP3vo37XtcslysCdiutjr6Yo8ry4mUTbI/xgynYAA4+P4odR5occk60xwOWxgZrZqQLX2dFfNYEd2uGewveGDHnx8LUQw7nXYCpGDGmz1PtwYe2F9VKK42d6VDCnwukO5Y7wTd/cg1uJwiCGAmM0OoZQZQe976+DaoKHDG1zpBoy0bGSPGXz3ov2ZzLBCyNkeEdlSmeO/P3mT+6MSIqnz1WWA8x7G+3W1qJqNxFwGAbI7JiFrnjnC1OKgVE9YyNQmeM6B9esTNjRhxcY2Ta2DrUlflx9Iz6YVyhQcBbaSkOVlrH3AR8bSswfgn3nGKxIaKMkcLS6DDacmen1uws0xvLYafGSJpRc2UOjRH+OLE9TcYI+307ZowIVlp87keCa1hsbuMVI84X5f2CUsFpVKOTYkRcL1bYF0cRuilGxGJMNJ6Eqqro04tF4vwtihEf80ZP4rr7V+Nbj34AIL1ihCke2OfgVAyKJVOWIHpAG9lrZIx4XBojTDHSa1ppsaYVey6aSKInEsdxP/0PPv3nNwBYGyO9wvfAtr2x1SEHKy1RMaJnjMTNjBHxmC82RlijzFCMBJzD1xk1YXM/la4gIipOGFt0dVTYr1j87kkxQhBEIZFlCd85Yy4uXNKSeeIcaa7SzhOmNZSh3kGNsmZnF1Zusg7Qqgh6bA3gtr6oo2Lk3AXjbMV5lksmS8CEWq3hvavTHIjFjh01Yed96ZjKgOV6gQ3mCHLHURGjMaKvC99Y4Y/xjnmAg4A/TrFliooRMXydkW9Tw5oxkv95dSZFiNvglKHGWyArrZJV7BMEcUBDjRGCKADRRBIPvLEdAHDxUvOEmylGhsJKS80yYwQQGyPDrBiRxPvu4et2dUkWBHWVQTIGxHrTT5viLgIKMeqeqUZiXJEz1gNA3x78FYNfBodppXWA7dqDVcbN8Q21eOPrx+GKwycN3/oMBotixMFKC9Dya/j7sldojBxg33+RcVKMbGnTmp2sKBwWisY+xZ7dwGO10rLvg3d3RfD4u7ssj7EifIW+z3ZqaAwIVlqsUBBPWvMxePWDa2NEKIo4XbybihHFKByIjQs2+rWx0lossoevOxdjookU+mNJo68tNiicMkZ6owk88o75+Yle5ABw7bFT8YnZjThGb6LGBGWKdRlJe2Okz8wY8TuErwNm84OpgcJ+UzHClBixRAovrW/Dxn19ePbDVmzv6LcqRoTRw6zwNbYq6GClZV0PPuOEnYdUBD2WBoRPKICwz4H54GdSjNRwDQxJklwb85lyXoI+jyXriRQjBEGUChNqtQFxM8eUo84hrP2VDW22c4mKgNeWMdLe66wYaagIYNYY6zUDU66G/R5jQN4Wzoaz16UZzmiqCFr212wwX9iwMbavR0wPX2dNEP6YM7nezG3JVXGQCafGiKgYYY35wjVGOCstl2N8NmSqAaTLeRtKfINSjIyM90AQBJEvVD0hiALw5Jo9aO+LobHCj+NnmVYR7LxCDN4rBmb4euZprRkjwzsqUxxZYskYEay08hqE4guZeR99bemntShGCtEY4QLYGcxGS/EDXmff33wxrLQONBkzpxiBJ1Dao5VYJk6wRlCMCL9TbxjwlQP+Sq2ZwjdGyEqroDQ5KEZYA6JWVxsEvLJl35VJMRJO0xhZPk1Tud340HsW5QgrwrN9ttPFtKEY8VobI4Dz6E+3+QD2gryzYsRuYyVmYrDlNpZbP0eblZa+jYvFmFgiZZmnzUrLIWNEXId9PXY7sxs+MQN3XLrIaMCzkFyn4NtowsVKiylGXKw6KvSmghG+7lOMdWTZHSkVeO4jM1PlpY/3GaG54nsZiCWNeY2tsoaVS5LdF5ytV2u39v4VWULQqxijmwF7YLtppZWwvAfXxkjYWgR0awiKqhox/DjsUywZI2LBkCAIYqTy/46bhq+cOAPnL25xVIy8urHNljVREfSiJuzDeYvG4aQ5msVs10DcUOsxjpiqnRPMG2tVmbP9epnfYzRmtrabCnV2HCnze7BssmYrzBf7x1QGjAF8gLnvdgpf39k5gI37ejkrLV0x4tIYEY/Bg4Vv4LBlhoTjLntczCLMV+1hVYzkXzI7bIr22bsNRBwxGSPctWOuipFMdmEEQRAjHWqMEEQB+OsqzS/2/ENbLMUwNoI/OYQZI9kUhflRphXDrRix3ecyRtjJeZSFC+ZZ8DZyRjIEsBdaMeLTGzJOjZEC22gBnGLkALbSsmS7lCJHfRX45G3A3LPdFSOA9twV/wKueELLZuC3V7LSKihOjREGs2GSJMmiGvF75LQNyjJuv1suNEa+depszB5TgYF4Eq9t7oCqqlBV1SjCs4vrZEq1jETki/qGlZaSRWPERTEiWko5NVD4jBG2Xr0Ra0GEha83VoiNEdFKy9nXPJpIWQLc+awVVVUt68C+g3bOZx2AZcCCiGE3lkg5NkUAzT97QMge2d0VMZpVbuGuTG3BTgFCXsWw0mLPAcAza7nGyPp9rhkjhoWb34OKoMfSrPDqYbg8rLDDvOgrAh5IkmQUydjreOL6iOBuw0qLha+7WWmlt+YCtEKbLByXzlkwVpjGmjFSRYoRgiBKhPE1IXz+mKmoCHhR76AYeWPLfrRzOWKAuT/+8bkH4faLFhiDK9iAiAUtVfjLfy/G7RdrmXKnzB9jGSC2V2+MhP0eTNSttHjFSI/enCgLeHDnFYdi1U3H4fApdcbzTZUBy35ZcbHSSqZUnPe7lTjtV69gj75Mn4OVFq/y2ye810JiKkb4459kHP8qgkJjJE+1h1eRjc9kMFZaN540E984ZRb+de1yx+cvXTYRAHDszIa8l1EIPIqME2Y3YvHEGtTkePyND4VnOEEQRBEZ3oooQYwC1u3pwetbOqDIEi5YbPWtZSdUQ6kYyaYkzo/cHG4rLbHZwd9lo2H7BqMYAbRR+F3bMwewW8LXC2ilxYevF7ExwgptB5wFSbBaU0yoKcBXNtxrMzgqxwFLrtZu84oRsTECAGPmm7ctihEa81BIyv1aAdqpsVDDBaeG/R6jEOHzyLZRizxl3AW9qBgpD3gxvbEMa3d3o7UngjN+swL1ZX4juJqfbyyRMpogEa5hYChGsrDVc1eMCFZaDg0UPmOkTAg+Z7CsEhZIy0ioYvg6U4yIjZGkVTHC24Bx6+7jVCssgFaSgKevOxKT6933C0ZAfTLl2jwCgO4B6/va0taHaQ3afN3CXcWcjJDfbGbw3yPfCHl1QzsObqky7vPvnTVGmqs0ZRw/yMHpu2bbQaveGGFqo88dMxXdkQROmN2I/3niQ8tr2OhVw0pLfw/i6FyGTTHi0BDkGzh/v2YZXt+8H585cjLuenUL2vT8lbBfwTjO4qvaxRefIAhiJFPHKUZY3yGWSGFTW59lOr6AL8sSasI+tPXGsH3/gPH8kdPNvLylk2ux8X9OxnV/ewePvbvL2K+HfYpNMaKqqnEsLg94EPAqaKpUMIZTC4qKEVv4uj4Y4MPd3cax5/0d2jWMGb5uHnf4c5lijgc0M0bM5fHHvxlN5fDIkqHQGYzaI+CR0RdLDmoeYb8Hn14+2fX5Lx47FUsm1eAQ7rg/XPzfpYvyel2SrLQIgihxqHpCEIPkr69tBQAcP6vBNrJ4KBUjRvh6VhkjI8lKy/0+KzalcnhvjhiKkVwaIwXYPTIrrRh3MVTExshhU2rx43Pm45unzi74vEc03iBw+q+AU38O+Eu8McLjSWOlJULh60VDkiTHnBEAqC0zGyP8ftWnyDh8ap3FWoInnZVW0KcYxeaX1u/Dezu68NxHrUajglkwAVa1B6+0YAVxWZZclSusCOKuGBGttNJnjDAVTHfEagPC1rs65LOMLnULX+8XM0QSKUuzhbfS4m/7OSstRrnfg2mN5a65F4BpJRVLqI6e6gxmb8K+0/39ccPj3a1oUiWMXA35FKOZEfAplmLOEVPrUB3yoieawMqN5rGKf+98vog2P64w5LAOTDHC5sG2nYBXwa2nz8HhU+tsVlrxlKZQYt+jGb7u1hixvkcnxSLfwFk4oQbXHD0FsixZPPNDPg/qyvzGZ0KKEYIgSpGwTzGOwWMqg4a11jbOGhOwWz6xgRZsOjG7DNCO6eycgVeMsPD1zv44Ovtj6ONyucr95nLGVJrNZ5tiRGKKEauV1mubTbX9+r09AJyttIIuzfNCYzRGeMUIdxwr83uwaKKpJB+M2oMdQ90GPxQCr36+GHJRZZYCZKVFEESpQ40RghgEfdEEHn57JwDg4qUTbM8bipEhOF9IlWj4uri+/H3xJDt/xUiWjRGLlVYhGiNMMTI0VloeRcZ5h47HxDrnYuyo5uALgYWXD/daFBYljZWWCGWMFBXRBgrQ9k9uhWmfR4bPI+Pbp88xHuMDWfnw9TKhmB/yKUbDZRtni8FsOMr8XmNfGE2a+yxWxPB7ZEuxw8naCDCL626NETGEXPTBTqZUY0SmRTEiWGmxBkvIp1isG93C18WGTDQuZoyY68Wvu0+RHdU3mWCFnb+/vQNfeuBd1+lYo6Am5DMaZR/t6QbgnjFiU4z4FMwfVwlZAg4aV2nZZo6YVocZTeUAYPGityhG9JHELIvDaqXl1JCwfveVQfvnwcLXWXMnrluKsUaYEb7udz5XEBWKTqGtIa/za2fq7xfQilxas0R7bGLtAXgcIwii5JEkCXXl2n5xQm3I2EcyS0OGeP1Vqw+IYFZabs1ods7QyoWvh3weNOgNmC3t/cZx2CNLtlwRbR2BhvIA+NMD2SVj5LVN5rXTR3usjRG+IRH2KxYVbbFgx6qgi2IEgEVpM5jgdKMxMgjFyIFApoB5giCIkQ7t5QliEDz6zi70RhOYWBuy+LYyhtJKSzUyRjJPa22MjCy7CquVlnUXVXzFiF5wK9SI+yHOGCFGGZ4MVlo8lowROrQXmiaumMAQCwB8QZgVvJdPq8d3z5iDb54626IeKXNRjPgUGV5FNua9u9sMDWfqhDK/qTTgGwMs70IspjgpCQAYI0zdgj9tIejCdDFBrWFkjESdM0ZCPo/leOPWGBEbMtFEMqNixOfR8jVEu6dsGv/85/Pm1v2u03X1a42RgFfBxDrts2PfiVsxqFJoGoR8HiyfVo93b/kErj5yimXZh06sdlQm9cXsGSPNelOLP5Y7NcDEhk1V0L6e7HVsm0ykUoZtmCJLxvbEb1f8oAVeNQWYVlp8ISnkdz6miooRAPj9JYvw8OcOs4WzEwRBlAosZ6SlJmRrkAPawIRa4bhRo+9LWWNEbPQz2ONGhoh+fyJnp2UEr+s5Jgx27Kgr88PnkR2vq8JGxkgCqZSK17eYihGmZmGZJj6uIR/0eVBXNnSNkTBvJSmc5xzFNUbyvnaE2VShxkh6EtQYIQiixKG9PEHkiaqquGeVZqN10ZIJtmBRwCyiDcVICkMxkkXwNl8sKXM58R4qxPW1KEaEAl/ep7YhvWmVrZVWoUbcG1Za1Bgh8oBXjJCV1rBy6vwxmFAbwmnzm43HxIIwP3KStxO6ZNlEXHnEJIttRtiiGDFvswIyK7TzLoytPVqTpCzgMYoAfJOgn2tA8LjljIyv0QobiZTq2LwX8zbEBgqv3PClaYywBkvYr1gaFa6KEb3Bwz6XaCJlaZZYMkaYlZf+Hj2KLFhFZtEYySKHBTAVIwGvjEl1Vsu+xZNqHF8jKjRYc4E1iDq4kPi5YyvRWOnQGHHIGDGttNwLQ9q6Wj/jSocCHWuMsG0yllQN27AKrqjGN0P4kHRRMSLOT1xPHmtjRJumqTKABS3VjtMTBEGUAg3l2r68pTZka0g/8JlleOaGI+ERjj11+nGfNcNFa0iGeN3GjjOsYb+lrd/WNGEsnFCNMw5uxvXHTwcAR5tJ3kprfWsPOvvjtmkO0ffR/HEn7FMwf1yV4zoXEnbMDqVRjMzmji2DadYEDcUInVengxQjBEGUOqVrZkgQw8zq7Z1Yu7sbPo+McxeOc5xGGZaMkczT5lo4Kibi6vL3xaJO/ooRvWiVrZVWoQrLjuHrmvUKNUaIjFgUIxl+p2SlVVSOm9WI42Y14pHVO/HYu7sA2FUCXm7nKznsq1i+g98jW0b3Wxoj+j5PHEkKWG0z/B4ZPRAyRvSGQkBQ2rkqRvTGCKCpQQLCdpMpfJ0tW5a0RlCZ7mMuWmmxBkvQq1jeq60xYoSva6+vCnnRG03ojRGrlVZ7bxRhv8dozvBWGWGfB5G41nDIykory5GgrFng9yqYzKkZZjaVW2zSeJwyRpxQZAl+j4IxTooR/b2nUio27esFAIyrDtnmly58neFkpeU1ikzatPFEymgC8dPzyxpXHcTHrb2QJHsWCGsKhv0KOvrYejjvv6bUmw2m/f0xx2kIgiBKjcsOm4iUquLMg8caChBGfbnfMU+CZYsx3DInRCUJs/ps0Y/p2zpMKy3xGOhVZPzy/EOM+4rDuYoRvh5LYu0u7ZplXHUQO/ab1zIsKJw/lwn5FHzzlNmIxJOu18WFgOV9+DwyvIqEeFK1HcclScKT1y3HtvZ+TG0od5pNVpgZIzSWOB2kGCEIotShvTxB5AlTi5w6fwyqXWw0htJKK9+METH8b6gR15cvKNoaI/nusXK20irQrtGnF8/iQxO+TowyFL4xkmHEm0UxQof2YsEHn9saIxmUB2xfK47gtIys1287WTPtZYoRv8fRSmvATTGSwUoLAH785DpccefrFlVIpvB10caqTLD3YPRH2ehXT1aKkX4urB0AovEk+rh1ae2O4ogfvYAL/m+V8f75pgD/eWbT+M/0vTGYvZTfI1tynA5zsNFk2DNGnNdn/jjteNDkoBjZ0t6HH/zrQzz3USvaemMIehXMHauNhg1aMkaysdKyH++ZRYjVSktXjHDTVwa9aKoIYGxV0GjMVAW9thHHbBQ0Hxzs1hDyeWRD/bJ0cq3jNARBEKXGsim1uOPSRWiuCtqax27HJVGFGnbZb9obI9q5YpMerL63O4Ie1hjJ4Arg5DLAZ4xs1Jvxy6fVG8dZv0c21H4+S2PEg8qQF7++cAGOntGQdrn58OkjJqGuzIdPL59kPMaa/07Hv5lNFfjEnKZBLTNAVlpZkXCxZCUIgigVSDFCEHmwvy+Gf763G4Bz6DpDHkLFCGuMZJUxwkmCh10xIrnft4evFzljJFVoKy1dMWKx0urU/gcqbJMThAVZ1orFqUQWVlqK822ioPCNZFHV4XEIv7a+VtvXikUN/j4rhNSG7QoEZmcR9plWWnzuB1OMiPtNN6soVtwGgD+t2AwAePqDvThl/hgAdsWImDHCGiPMYsKw0oqIGSNm+Do/ejVpa4yYo1QBs6kgKkY27OvFQDyJDXt7zXXg3jNfhM/m+NbWG804DcBbaSmW/IvDp7oX9EULFbFBMLOpHB/t6cFVyycDMEf+8ry9rRNvb+vE71/aBAA4bEqt8Zn7FBmKLCGZso+YBezbgpPX/SfmNGLNri4cPaMeb27dj1hSxS7dsotv0HkUGU/fcCQkAHfo6+I0KISFwFu2axdLGAD493XLsa8nalGPEARBjBaqhf2u23GJH6wAmAMlRMqE/Smz7WIZVXu6I+iNmhkj6XAaTMdCzQdiSWxo1Roj0xvL0FIbwobWXswfV+kYvu7WAC8U3zh1Nm4+eZalmRP2e9AdSWSt/MwVdr1MVlrpaakJ4WN9WyEIgihFCn4UufXWWyFJkuVv5syZxvORSASf//znUVtbi7KyMpxzzjnYu3dvoVeDIIrKQ2/tQCyRwuwxFThkfJXrdIZiZAgUpmwZUhZJHEEfZ+My0hoj3O3CZYwMk2LEy8LXeSstphipKswyiNENU41kstLi7d8oY6Ro8CPoRduLTFkV7LWiYoQvkrB9XkXQY8kp4Qn7ucaIQ8aIuN90G+nYXBW0rXMHZ2fUJfiKJ2yKEW15PkFxMBBPWpQn/TG7YqQi4EFcFRsjXsv0TDESS6TQy2WMdOrrGEkkHRUjZRbFSGZF5OFTNcUH/3E7+a4bjRGPgpaaEOrL/agKeV3zRbTle6zNfuG7+cuVi/HXTy/ByfO0ZpSTYkTkqBlmqKwkSdyIWfs6i7ZqTlZaZxw8Fi9+5RjM073h44kUVm3SwnbFrI+KgBflAa/xPTpZvrFl1HP2Ym5WWmye1BQhCGK0witGfB7Ztcg+WdgPht2stHxuihHt+LG3i1OMZLjGczptYZaesWQK6/b0ANBsD9mAgEO444KoGCk2osKFNWOcjn+FgDX4i930KXX+56x5OHX+GDz42WXDvSoEQRB5UZQj2Jw5c/Dss8+aC/GYi7n++uvxxBNP4MEHH0RlZSW+8IUv4Oyzz8aKFSuKsSoEUXBSKRV/fU2z0bp46YS0KgZ2/lZsKy2VU6RklzGineAFvUrWNiLFQmzkWMLXC5YxojdGBvZrOSJuI+oLHb5OVlrEYPH4tO0np/B1kvwXC4tiRAxfL4CVFit4SJKE6rAP+3rsaoYyv8fYhw9wqg5XxYhDY8TnkVEd8sLnka2qE86yap+upKgr86OtN2oLXzeCz1ljhCvA9EUTRjGIZYYEvYph61ET9qE3Yl3PlKRAhpNiJGlRjLDDaTypGo/z/t+hHK20pjaU4bWbj0MypeKwHz6vvRe/x8gUYbD7Aa8Mn0fGPz53GFQ1ffNFliVUBLzoGojDI0u2RlRDecAY7QtYmwluHDW93nI/6FPQG01kZaVVGXS35GMZObFkCis3aYMIDpvirIYZo1u2jK8O2Z775qmzsWpTOxRZwpMf7AFARSWCIA5ceAvDijTHpDEVAQS8MiJx7djqprQTVacNulKENUZ6ogns6TKtN9PhmDHCLXdLu6Z4n9JQhquWT0YskcKly0ynBEv4ehplYLFgn4WvSIqOyw6bCEWW8Mm5g7PkGu00VQbw6wsXDPdqEARB5E1RGiMejwdNTfYDSFdXF/74xz/i3nvvxbHHHgsAuPPOOzFr1iysWrUKS5cuLcbqEERBWbGxDVva+1Hm9+CMg5vTTstGtiSL3BjhZ59VxohgfTKciI0cfvXF0a7ZNH0cYeHrakprTIRcRvgOSfg6NUaIHDAUIzlkjJCVVtHgM0ZytdI6dFIN6sr8OG6W1Xu7zGdXjLD5OzVGwn7FKKC3cs8PcJZVPE6NkemNZZAkSXuOW0Q/12hp1xsjYyoDjo0RPmME0BpDrKjTE9EaI8mUyhV5PEYToTrsw/5263p2RlOoAdAfZ+HrPmM5fUJuCaNbHxVrVYzwVlrZZWg1VgQsAwz6Y/blsYwR1mwY59AUcKIqpDVGgj4lox2kJ0Nzbd7YSkyoDVseY9+3kzLI75EhSQB7a06KEQazRGHWKUGvgvm6ikTkxDlN+OX5B2OZQy7I9MZyTG8sx9/f2mE8JiplCIIgDhR4y8FMjfRJdWX4cLcWeC42QBh8s8PvkY1mS5nfg3K/Bz3RBDbo2SAZrbQcLqx4i0ZAOxaM0fOlFk9abJmWV7YOx36eHf8yKXbzZeGEaiycUJ15QoIgCKKkKcpR5OOPP0ZzczMmT56Miy66CNu2bQMAvPXWW4jH4zj++OONaWfOnImWlhasXLmyGKtCEAWHha6fvWCs60krQxmijBGrYiRz94CNrh0JjRGxUCSnCV/PO2NE8QJ+vRGRzk6rWFZaMVKMEHni0S+olRwyRshKq2gEvYpRCBAD0jNdmE+qC+ONrx+Hzxw1xfI4P8qSt8hwCmAHtOJHY6XpJc5ghfuQMGqTX6/mygAe/Owy/P6SRY7r3MnZZ7X3aZZVbBSqmDESEzJGtHXTttNevZHBNxhCPgXja7R94uS6MiSFU9DdPUn9NcxKy8wY6XVpjDAVh0Uxwn2GmYJnefjjixg0zy9LbNhngo0WHqxq4snrluOeK5fYHk8XPitJkiVTzCljhCFaty2aWO3q2+7zyDjj4LHGSGXH+XGNQlKMEARxoMJnjKRTjADA5Hqz8e223+SvPevL/ZZjFzs3YA3uigyDA5wUI5IkWZrok+vDjg0UwDowz836q5iw473PUxwrLYIgCOLAoOCNkSVLluCuu+7Ck08+id/+9rfYvHkzli9fjp6eHuzZswc+nw9VVVWW1zQ2NmLPnj2u84xGo+ju7rb8EcRwsKcrgmc/bAWQPnSdYWSMDKFiJJuaPiu41Zdntu0oNulUIPbw9UEsiKlE0jVGmGKkYOHrLGNED19PpYCovv+ixgiRDUwxIme44LQoRshKq1hIkoSpDWXwe2RMFEbuf2KOppR1a2iw14t4dKUFYG1quM0n7PeYIatdphptc5vWgJ1QY10vvmDuUWQcOrEGY6s0NZtY+GZB5PFkymiSjNELLW5WWvw8jAB2vZHBbLFkSRvZesLsRvzlvxfjW6fNRlwQLe/sjltewzJGovGkEeAu0q03K9wzRvIr1EzkQnDFr0xs2GeiUn8fgykaVYW8mNlUgUqHxobpse78u09xAyfSNUbE1y9zsdHKFv47GY6CGUEQxEiAzxjJpGKcUmcev932m+lytNi5wY79A7ZpnVg00VlBf/GSFuN2unMa/rxAvGYbCoqtGCEIgiAODAp+pfLJT37SuD1//nwsWbIEEyZMwAMPPIBgMJjXPH/wgx/g29/+dqFWkSDy5r7XtyGZUrF4Yg2mN5ZnnF42FCPFXa9UjoqRZZNr8Y1TZg268FEIbBkjaWTZeWeMAEC4Dti/OYNiRD/BL9SIe58Qvh7rNZdBjREiGzx5WGmRYqSo/O3qZeiJxi32GABw4pxG3PvpJZjelPnYIFLm9yASj1lGiDoFWwN6Y8RQjJg+WB+3aiGpUxutAa5840IMKBXvs8ZIh64WUWTJsO2KJ8TwdWvGCHsfANCrW1z1seB1nweSJEGRgCP1jAxRMbKzm6lMxIyRFPq58HUeQzHCqSL4zzBbKy3GP794BO5euRVnHNyMC//wmjYPv8ew7AJgUWBkAxt5OxibkcZyd2UGm6+buoN9T0D6wpX4+jnNgztG8bZgZKVFEMSBCq++yNSsn8QrRlwyO3jVYljYt7JzA0amxsiyKbW48/JDLUoVAPjCsdPwuxc3IZZMpb1WTHCNETdVSTFhzaPhzsskCIIgSpuiH0Wqqqowffp0bNiwAU1NTYjFYujs7LRMs3fvXsdMEsZNN92Erq4u42/79u1FXmuCsBNPpnD/G5ot3EVLWzJMrWEoRopupWXezua81KPI+PTyyYMufBQCUeHCr75YgBrUOTcLYM+mMVKoEffesLnMj/4FfPiYdl/xAR73QhdBGCjZWmlRxshQURnyOuZLSJKEw6bWoS6LAG0RZo0RslhpOc8n7FOMUaF79YDVRDJlKEam1qdrjMjCc9Ztpb1Xa4iwBklN2GfYVNkUI0mtWeHUGOnRFSMsG8SpwJOA9bEdXdoybYqRRMqYn0h3xG6lFR6EYmTu2Er86Nz5aOEUIxVCLoe/yFZaN31yJgDgyiMmmfNIo/QIerMvDKWzoxSttKY2lLlMmR1estIiCIKAV5ENW8dMx6QxleYgUremBr8fFy2dmwR7w2yOgcfMbLBlV/k8Ml668RjcfPJMXJLGISFeZEeETLBzC7eBAQRBEASRDUU/ivT29mLjxo0YM2YMFi5cCK/Xi+eee854ft26ddi2bRuWLVvmOg+/34+KigrLH0EMNc992Iq93VHUhn04aa57I4+H1RmKb6Vlzl9UYIx0xLXlVSGyLFlOdvPOGAHMxkhfm/s0qQJnjPj1wlLvXuD+C4BHP6/dD1QN0heMOGDwZGulxWeM0AViqcFGPfIF5Bm68oQvjgS9CjyKzClGtMbI1o5+xJMqgl7FsMli+NM2RpyttNr0Bklt2Ge8RswYicYdFCN6EaZHb1j0c4oROxLiqvl+d3TGkUimjOVUc/Yjnf0xh9c7W2mFLYqR/ITRvLJCDCzP1UqLNTVCWdpJXbV8Mp6+/kjcfPIs47F0Viamlcjgjin8tsHCdgs2P2qMEARxAFMV1o4DmVSMs5vNGkc26sSwMOigUVCMiI39XGiqDODqI6ekXeeEcF4w1DToasp0x0iCIAiCyETBrbS+/OUv47TTTsOECROwa9cu3HLLLVAUBRdccAEqKytx5ZVX4oYbbkBNTQ0qKirwxS9+EcuWLcPSpUsLvSoEUVD++poWun7eoeMtth3pYLLi5FA2Rkqs3i7aY4nrH/Qqhpd90TNGjPD1AhVx6mYACy4DWtdyD0rAwRcUZv7E6CcfxQhZaZUcrKHANxBOnNOIf37xCHy0pwdffvBd7Xm9ScIaI10DcQzEkkbQ6pQGe0iqz5IxYn3OLzRK9vfHEU+m0K43SOrK/EaB264YccgYEay0WPi6W2E8CRleaPvdHT0JS8g6KyRpy3Y+hrLAeXfFSH5FIX59xfBaf44jU5m/fCZLE4YsSzarTtG2jSeUwUorW/hGhtN2NJj5UcYIQRAHMtUhH7Z3DGQMQ68IePHyjcdAkaWs9sHivpVvaLfUhHDw+Kq81jdbEsX2is7ARUtbUBXy4qQ52Q1YJAiCIAgnCn6lsmPHDlxwwQVob29HfX09jjjiCKxatQr19Zqn9M9//nPIsoxzzjkH0WgUJ554Im6//fZCrwZBFJTNbX14+eM2SBJw4eLsbLQAQJGGxkorZbHSKq3OiLi64v0yv8fwkR/UezOstDrcpyl0+LosA6f/b2HmRRyY5JMxQlZaJcdR0+vx0e5uHNJSZTwmSRLmjq1Ea0/EeKxMHx1a7vcg5FPQH0tiT3fEaIxMa7Dnm6Sz0vJ67PvUjr6YYalVW+YzGitic8JUjNgVGqzBkV4xAsThQQDa/j2WkrGtox+AprYsz6KRsF9XkvAja/nGSLbNCBF+foNVjJw8rwmvb27HJcvc7UgyMbku7PpcbZm2b+ADfvOBt76aUj84Gy3A2oQjKy2CIA5k2P45GxXj+Bq7VafIgpYqvL2tE+cL16TNnGL0R+fMz/l4lSvD2xbRGkkX5HBdThAEQRBOFLwxcv/996d9PhAI4De/+Q1+85vfFHrRBFE07tXVIkdPr8/qhJUxVIoR5JgxMpKwKUYEc60vnzgd1/9NGy3tFkacFVlljBRYMUIQgyVQpf33Z7CQtChGyEqr1Pj8MVNxzVFTHEeI8hZMrOgvSRKaKgLY1NaHPV1mY8QpFyJd+LrPIZdi9bZObO3Q8krqyvxG88RVMaI4WWlpjRFmdeUWIssHsCchGzkpIT2s3eeRDcWgE+16SDzfDGG3y/weI+crV2RZwuT6MNp7Y5ZCE5B7Y2RMZRC/v2RRXuvxo3Pm4cX1+3BxGo/3yw+bhJqwH2cfMjavZTC83HYyIYfzHDd8ZKVFEAQBADh+VgPe39GJxZNqCjK/e69ait1dEUwSmuazxpTjs0dNwYTaUNrQ9EJx/fHT8dL6fbjssIlFXxZBEARBFAvSthNEBiLxJB58awcApC1OOGEqRgq+WhZ4RUqpKUZExDrWWYeMw3GzGrF6WycOG8xJ/nCErxPEYDn6a0DjHGDWaemnI8VIyeNmm1HmUPQHNDutTW192Nsdwfq9PQCcR/r7FHN7yJQxAgCfvect43ZtGZcxkhAzRvTwdc7GqsyvqSuYYmRLu6YAaXEptMe5APY4FGzcpzVGWCHdzzVGKgIe9EYTluMpU4zwPuvs86rIM1+E8dgXjkAskcLdK7daHg/kGL4+GP7r0Bb816HpR8PWl/stQe1uZDo18HLHvZZad4VKtvDLyzZfhSAIYjRy6bKJuGTphMFlJXIEvIqtKQJogya+9smZBVlGNrTUhvDmN44v2PsiCIIgiOGArlQIIgNPvLcbnf1xjK0K4ugZDTm9ltUZim+lVboZI3YrLfsbqAh4cdT0+sEtKJvGSEov/NGIe2KkUDsFOOK6zNNR+Pqoxc0aqkn3Et/W0W80RuY025VFfPPDI4uNkfRNtLqwe8ZINI1ihGWMbNqnKVmcrKAe/txhCNzth+6khaSqcIoR1hhR0ANtXrVlfsSTKgb0hgwAsEMf/xnNH1eJMw9uxuJJgxstW+b3AH5r4wfILhB3JDKj0W6zxsOriSbWDl4xwnvPk5UWQRAHOqO1eTBa3xdBEARx4ECNEYLIwD26jdaFS1pytuVg6o3ih69r/yWp9E5QRYVL0azAQnXa/3QZI2SlRZQqFL4+agn7nPMzGvUA9v+sa0U8qaIy6MW46qDt9emstMT7IrVlPqN57ZoxwjUOmEqD5UJt3MdC4e1KlgUt1UAoCHTp84eCzW3a9EGvqRhh1JX5sL8/ZmmMMPgME68i4xfnH5L2feWCaDdWbM/2QvP3aw7Db/+zAd84ZXba6TyKjBNmN6J7IF6QwN5Eymyk5RpYTxAEQRAEQRAEMRRQY4Qg0vDBri6s3tYJjyzhvEXjc369MkQZI6o+bLYUbbTENRYzRgpGSPf1jXYByTigeO3TFDp8nSCGCrLSGrVYFSPmdzuzSVMAvL2tE4CmlHBqjKcLX+cL1tMby7C9YwDnLByLe1ZtAwBUh33o022x3DNGzHWqDfsBAO19USSSKSNMfbJbmDe3rSahYNM+QTHCNV1qw35s8/Q7ziacZ8h6NvDrEPIpqAo5HDtGMAsnVOMPlx2a1bT/d2l+WShOzBtbhcn1YbTUhEpuwAZBEARBEARBEAcG1BghiDSw4tCJc5tQX+7P+fVmxsgQKUaKupTiYAtfL9bA0kCVNnM1pdlplTfZpyHFCFGqWKy0aPsdTQQ5hQKvjDhqej0UWTIa73PHVjq+3sepQjxpwtcvWNyCS5dNhARg7a5ubOvox/TGcqzZqUk6bFZaDooRdpzc1xPF9v0DiCdVBLwyxui2Xza4BnUCMvpj2j6YZVL4Oduq2jKf5T5P2CXcvRDwn9FFS1pKTjEyXPg8Mp69/qiSs/ckCIIgCIIgCOLAgRojBOFCTySOR9/ZCQC4eEluoesMeYgUI6lSVoyIGSPFWpAsA8EaoL8tTWOEha9T4YsoMfhtlrbfUYUsSwj7FPTFkhZlRFXIh0MnVmPVJs0ecL5bY4RThYi2UPxzYZ/HUDned/VSSJDg88hcxoj1OBZh4euC3RUA7O+PY92ebgDA5Loy12B5XumU4E5JQz4nKy2/qyVTuIjh3lEudP7TyycXbTmjEdfvnSAIgiAIgiAIYgRApr8E4cI/Vu9EfyyJqQ1lWDq5Jq95mIqRQq6ZHTb7EuyL2Cw2imq5kSmAnVlpUXg1UWpYMkZo+x1thPSGSJlgGXXCbLPBO2+cm2LEbJSJihHeWivEqS78HsVomrBmyraOfpzz21exoVULet/THQEANHJqkOqQz2iuvL55PwBgcr09eN2A226T3Ckpe58+oekiBqEzimml9Yk5jZhSH8ZNn5xpea8EQRAEQRAEQRBEaUPVE4JwQFVV3LNKC12/aElL3sV6Wf+FFd1KK1W6ihHA2tAp6gDTTI0RphihwjJRalBjZFTDGgVlAWsD4MQ5jfB7ZEysDWFslT14HUifMcI/F/I5K428HnOn/NbW/XjsnV0AgJ37BwAAzdxyZVkyVCOvbdb2s675IoCgGDGXf9SMegBWxUhtmX9YrLQaygN47ktH4zNHTSnaMgiCIAiCIAiCIIihh6y0CMKBN7bsx/q9vQh6FZy9YFze82GNiuKHr7PlFXUxRUOWJCT1N1G08HXADGDPpBghKyKi1KDw9VENa1qIyohx1SE8ce1yhP2KawM/+8aI8ymh+JqtHf2IJVLY26MpRsSGTH25H3u7o1i7W7PSmpJOMcJljPCKkRPnaEoYvhGS1kqriIoRgiAIgiAIgiAIYnRCw0oJwgGmFjn9oGZUBr0ZpnZHoYyRrODXuqhvwVCMdDg/byhGqLBMlBgUvj6qWTihGj6PjDnNFbbnpjaUYUyls1oEsOaKeNOEr7spRsRcki3t/djTFYGqao0VphBh1JVpAeysYT8lG8WI7AE7EiyZVGMEnPPWWVr4uvNpa4gC0QmCIAiCIAiCIIgcocYIQQi09Ubx7zW7AQAXL80vdJ1hZowMTWOkRPsilobO0DRG3Ky0SDFClCikGBnVfPv0OVj9zRPSNxlc4FUhHrkAipH2Puzo7AegqUVEpUq93hhhTKrLImNE9uI7Z8zBQeOr8IvzD3actC7sbKUV8MrwKHQ6SxAEQRAEQRAEQeQGeQ8QhMADb25HPKnioHGVrmG22SIPmWLEurySw5IxUsT3EK7T/lP4OjHasGSMUGNktCFJUt52UbzKwicoLng1iFtOh6gy6eyP48PdWgC7U65JfbnZGBlTGUi/3pxi5NJlE3HpsomWp3sjCeN2RdDjGL4uBtITBEEQBEEQBEEQRDZQ9Y8gOJIpFfe+tg0AcNEg1SKAWeQvsmAEqpHPUZrw/ZyivodsFSPUGCFKDYtihLZfwsSqGJFcnwt5XRQjDvZVKze2AcjcGJmcLl8EMDNGXFROvVGzMSJJkqOVlpvShSAIgiAIgiAIgiDSQdUTguB4af0+7Ng/gIqAB6fNbx70/Nhg3GTRrbS0/6WbMWKud1HfA2uM9LU5P5/SM0bIiogoNSyKETq0EybWjBF3K61glhkjALBig9ZcHlttb4zUcVZak+syWH+x7VZxzvLqicQt95mVFq9ioeB1giAIgiAIgiAIIh+oekIQHCx0/dyF412LRLnAivzFttJSwTJGSrMxYlGMFDVjpEb7T+HrxGiDwtcJF3jFh2iLxRolPkW22WwxRJUJAAzENXVdcwbFyJRMihFL+Lod3koLMG3BasJm4Hu4AMdqgiAIgiAIgiAI4sCDGiMEobNjfz+eX9cKALhoaUtB5qnoBaVUsTNGmNChNPsiloZOUZs7ZKVFjFYofJ1wgVd8iCHlrBmSbiCAwh1YGsqtweqZrbQyKEYMKy1nxcj8cVUAgJC+fixjpCZsLoMUIwRBEARBEARBEEQ+UPWPIHTue30bVBU4bEotpmQq5mSJoRgpupWWalleqcFWu+irzxojiQEg1m9/noWvU2GZKDUofJ1wwedxt9Ly6/fTqS74ZvXRM+otz42vGWTGiKEYcV7+986ai88cORmPf/EIAMCYSm15UxvMYzSFrxMEQRAEQRAEQRD5QFeTBAEglkjhb29sBwBcXIDQdQYbaZtMFWyWjqhGxkhxl1Ms2GoXvbHjKwMUH5CMaaoRX8j6vKEYocIyUWKQYoRwwZ/GSmt8jbYPnFiXvoFx1fJJ2Nrej1tOmwNZktDWG8XB46swrjpkm7Yi4MVFS1oQT6YcFSUWMlhp1ZX5cdPJs4z75y0aj5aaEMZWB/H4u7sAmGoSgiAIgiAIgiAIgsgFaowQBICnPtiDtt4YGsr9OGF2Y8Hmywr96hApRko2Y0Tv6BR97SVJU4307NYaI1Xjrc8bihES0xElhiVjhLZfwiRd+Pr4mhCe+9JRFpWHE18/ZbZx+4fnzM+4zP85a152K5chfF3E55Fx5PR6dPTFjMfISosgCIIgCIIgCILIB6qeEATM0PXzDx1vKxwNBjarobLSKtG+yNApRoD0OSPseyLFCFFqSNQYIZyRZckIUHcKUp9SX4aKQHaNiYJjZIzkts8NeM1tPOyn/TVBEARBEARBEASRO1Q9IQ54Pt7bg9c2d0CWgPMXFyZ0nWFkjBQ7fN2w0irNzoix3kOx+kZjpMP+HIWvE6UKWWkRaWA5I17PCNu3ZbDSciPgMbdxUowQBEEQBEEQBEEQ+TDCrpAJYuj562vbAADHzWpEcyY/9BxhGSOpIjdGABa+XuTFFAnWFxmS9U+nGKHwdaJUofB1Ig1GY2Sk2QQajZHcFCuyLBkWYRS+ThAEQRAEQRAEQeTDCLtCJoihpT+WwN/f2gGgsKHrDEMxUmQrLRbuXqqKEZaNIg2FZMRojLTZn6PwdaJUIcUIkQbWRBDD14edPBUjAODX7bRCPmqMEARBEARBEARBELlDjRHigOaxd3ahJ5rAhNoQlk+tK/j8ZUMxUvBZWxiIawX9gLc0C6KsVDckfR1SjBCjEUv4Om2/hJWQT9smRtwxgmWMKLk3N9h7KaOMEYIgCIIgCIIgCCIPaJgdccCiqirueU0LXb9wcYvRxCgkil7pTxVZMdIfTQAo3RBa00pruMPX9Q4WZYwQpYZFMULbL2Hlhk/MwBubOzB3bOVwr4qVQShGgnpjhBQjBEEQBEEQBEEQRD7Q1SRxwPLuji6s2dkNn0fGpxaNL8oyWH2y2FZafTFN6VCqBSLZsNIaAkI12n/H8HVqjBAliiVjhLZfwsrpBzXj9IOah3s17AyiMbJoQjX298Uwc0x5gVeKIAiCIAiCIAiCOBAozSoqQRSAe1ZpapFT5o1BTdhXlGUwxYiqagoVqUiKiIFYiStG2H+y0iKI/KDwdaIUyTN8HQB+et5BiCZSI88ejCAIgiAIgiAIgigJaFgpcUDS2R/D4+/uAgBcvLSlaMtROHuuZKp4qpFSV4wY4evDbqVF4etEicI386ixR5QKLGMkj21WkiRqihAEQRAEQRAEQRB5Q40R4oDkobd2IJpIYWZTORa0VBdtOXxuSTHttFjGCAvYLTXMjJEhWFi4Tvvf365JeXhIMUKUKqQYIUqR8UuAQBUw+ejhXhOCIAiCIAiCIAjiAKM0h5cTxCBQVRX3vrYNAHDx0glFVSnwYeKpVNEWU/KKEXkoFSNBPWMklQCi3UCACyM2MkaosEyUGJbwddp+iRJh7ALgq1uGyEeRIAiCIAiCGCmoqop4PI5UMQslBEGUHIqiwOPxDE19ENQYIQ5AXt3Yjk1tfQj7FJx5yNiiLkvhGyPFVIywjBFSjGTGGwB8ZUCsF+hrExojzEqLxHREiUHh60SpQk0RgiAIgiCIA4b+/n50dXWhp6cHyWRyuFeHIIgRiN/vR1VVFaqrq4veIKHGCHHAwULXz1owFmX+4v4EZK4+WUwrrb6orhgp8vspFqayZogKZKEarTHS3wHUTjEfZ6NVZCosEyUGrxKhxghBEARBEARBECOMnp4e7NixA16vF1VVVQiHw5BlechGhhMEMbJRVRWJRAJdXV3Yu3cvYrEYmpqairrM0qyiEkSe7O2O4Om1ewFoNlrFxqIYKWL4eskrRvT/Q6IYAbQA9s5t9gB2Cl8nShWy0iIIgiAIgiAIYoTS39+PHTt2oKKiAs3NzdQMIQjClfLycuzfvx979uxBMBhEZWVl5hflCQ0rJQ4o7n99O5IpFYsmVGNmU0XRl6fw4etFbIyUumKEnRMN2blRqFb7b2uMMMUIFZaJEoPC1wmCIAiCIAiCGKF0dXXB6/VSU4QgiKyorq5GKBRCd3d3UZdDjRHigCGRTOG+183Q9aGAP+AX00qr5BUj+uckD9UJkltjJEUZI0SJQooRgiAIgiAIgiBGIKqqoqenBxUVFdQUIQgia8rKytDf348Us70vAlT9Iw4YnvuoFXu6I6gJ+/DJecX1qONhqpEi/o7RH9MVI77SVIwwYc2QnSK5KkbISosoUSwZI7T9EgRBEARBEAQxMojH40gmkwiHw8O9KgRBlBCBQACpVAqJRKJoyyjNKipB5AELXf/UonHwe4aucKhIEpJQkSqqYkQr6If9pVkQlfSWyJCNHgnVaP/dFCM04p4oNYI1QPMhgL+ctl+CIAiCIAiCIEYMbLS3LNPYbIIgsoftM4qpGKHGCHFAsKWtDy9/3AZJAi5aPDQ2WgxZBpAscsaIbqUVKlkrLev/ohOq0/73d1gfZxkjZKVFlBqyDFz1gnab5OkEQRAEQRAEQYwwyEaLIIhcGIp9BjVGiAOCe/VskSOn1aOlNjSky1b0H3JRFSPR0rbSGjEZIxS+TpQydKFBEARBEARBEARBEASRFTQsmhj1ROJJPPjmdgBDF7rOI+sBGsVSjMQSKcSSWkE/XKKNEXnIFSOsMdJmfZzC1wmCIAiCIAiCIAiCIAhi1EPVP2LU86/3d2N/fxzNlQEcO7NhyJcvF1kxMqDniwBAsMSttIZfMULh6wRBEARBEARBEARBEAQx2qHGCDHqYaHrFyxugSIPvdWMYihGijN/li/iU2T4PKX5k2YNkSH7dlhjZKATSCbMxyl8nSAIgiAIgiAIgiAIgiAGxZYtWyBJEiRJwl133TXcq+NIaVZRCSJL1u7qxtvbOuGRJfzX4vHDsg7FVoz0s+B1f+kW8yXbjSITrNZvqECk03ycFCMEQRAEQRAEQRAEQZQo//nPf4xitPgXCoUwfvx4nHrqqfjTn/6EaDQ63Ks7arn88suNz33Lli1ZvYZNf/TRRxd13QgTaowQo5p7XtPUIifOaUJDeWBY1kHRf2XFyhjp04PXSzVfBBiG8HXFAwSqtNu8nRZrXsm0ayQIgiAIgiAIgiAIYvQwMDCAHTt24IknnsCVV16JhQsXZl20H+3ceuutRmNiNMPe46233jrcqzIioOofMWrpicTxyOqdAICLlrYM23ooRVaMMCutUInmiwBmxsiQHn6cckYofJ0gCIIgCIIgCIIgiFHANddcg/fff9/4e+655/DLX/4S48aNAwB88MEHOP3005FMJjPMiSBGJ1T9I0Ytj6zeif5YElPqw1g2uXbY1oN1m4ulGGHh6yF/6SpG5KFWjADOjRGy0iIIgiAIgiAIgiAIYhTQ0NCAuXPnGn/HHnssrr32WqxduxYTJ04EALz//vv4xz/+MbwrShDDBDVGiFGJqqq4Z9U2AMBFSyYMqxSOha8XTzGiN0a8pVvMZ9/OkH5N4Trtv5NihMLXCYIgCIIgCIIgCIIYhZSXl+Mb3/iGcf/ZZ58dxrUhiOGDGiPEqOTNrfuxbm8PAl4Z5ywcN6zrwhojyVRx5t8f1ay0wiUcvs6UIkPawArVaP/72szHSDFCEARBEARBEARBEMQoZ968ecbt7du3p532hRdewGWXXYbJkycjFAqhoqIC8+bNw1e+8hXs2rUr7Wt37dqFr33ta1iwYAEqKyvh9XrR2NiIefPm4YILLsBdd92F7u5u19e///77uPrqqzFt2jSEQiGUl5djzpw5uP7669Pmo2zZssXI07jrrrsAAA8//DBOPvlkNDc3w+Px4Oijj8Zdd90FSZLw7W9/23itU3D9SMpiyeczmThxoqXm9u1vf9v2Hi+//HLH127YsAHXX3895s2bh8rKSgSDQUyePBmXX3453nzzzSK8w6GjdL13CCIN96zSQtdPP6gZlUHvsK6L3hcpvmKkhMPXMawZIx3mY6revSLFCEEQBEEQBEEQBEEQoxSfz2fc9nqd62aRSARXXHEF7r//fttza9aswZo1a/Db3/4W9913H0477TTbNC+//DJOPfVUW+OjtbUVra2tWLNmDe6//37U1dXh1FNPtb3+Bz/4Ab7xjW8glbKONF67di3Wrl2L3/72t7jjjjtw6aWXpn2vqqri0ksvxd133512ulKgUJ9JtvzkJz/BzTffjHg8bnl88+bN2Lx5M/7yl7/gG9/4Br7zne8UZHlDTQlXUgnCmfbeKP79/h4AwMVLJwzz2nBWWkXKGBkNihHWEJGHUsPmGL6uH1iG0XqNIAiCIAiCIAiCIAiimHz44YfGbZY3wqOqKs4991w88cQTAIDTTjsN5513HiZPngxZlvH666/jpz/9KbZt24Zzzz0XK1aswKJFi4zXR6NRnH/++eju7kZ5eTmuueYaHHPMMWhoaEAsFsPmzZvx6quvuuab3H777bj55psBAPX19fjqV7+Kww8/HMlkEs8++yxuu+029PX14fLLL0ddXR1OPvlk1/f6i1/8Au+99x6WL1+Oa665BtOnT0dnZye2bNmCM888E4sWLcLtt9+O3/72twA0RYbI2LFjM3+oRWYwn8nTTz+NWCxmKIWuueYafO5zn7PMv7q62nL/tttuw4033ggAmD9/Pq655hpMmzYNVVVVWLduHX79619j5cqV+O53v4u6ujpce+21xXz7RYEaI8So44E3dyCWTGH+uErMH1c13Ktj2EQlSTHiimGlNZSaEQpfJwiCIAiCIAiCIAjiACOZTOK2224z7p977rm2af7whz/giSeegNfrxWOPPYaTTjrJ8vzSpUtxySWXYPny5fjggw9w3XXX4ZVXXjGeX7FihWGzde+999oUIUuXLsUFF1yAn//85+jv77c8t2/fPnzlK18BADQ3N2PVqlUYP3688fzhhx+O008/HcuXL0dfXx+uvvpqbN682VX58t577+HSSy81bLNEqqqq0NDQYNyfO3eu43zyZf369ejt7R3UPAb7mUyfPt0yv4aGhrTvc+3atfj6178OALjllltwyy23WD67hQsX4vzzz8dll12Ge+65B1//+tdxySWX2JorIx3KGCFGFamUintf12y0Ll4y/GoRgGuMFEsxEtMVI77SLeazfas8lEINR8UIha8TBEEQBEEQBEEQBDH62LdvH55//nkcddRRWL16NQCtKXLEEUdYplNVFT/60Y8AANdee62tKcKorq42GiwrVqzAxx9/bDy3Z88e4/aRRx7puk4ejwcVFRWWx+68806jWfKzn/3M0gBgHHLIIbjpppsAADt37sQjjzziuoyqqir8+te/HtpcW44TTzwR8+bNy/iXjkJ/Jpn46U9/ing8jkWLFtmaIgxZlvGrX/0Kfr8fvb29eOihh/Je3nBBjRFiVPHix/uwvWMAFQEPTjuoebhXBwBnpVUsxUhUV4z4S18xMqQWVqQYIQiCIAiCIAiCIIgRgaqq6I8lDog/tUj1IRExYLuhoQHHHXccVqxYgVAohBtuuAH33nuv7XVr167Fxo0bATirSXj4psfKlSuN22PGjDFu33nnnTmt97PPPgtAa2icffbZrtN9+tOftr3GidNOOw3l5eU5rcNIo9CfSSYef/xxAMA555yTtqFUVVVlNHX4779UKN1KKkE48Fc9dP2cheMQHCEKCllmipHizJ8UI3mSLnxdop4xQRAEQRAEQRAEQQwVA/EkZn/rqeFejSFh7XdOHHY79IMPPhjXXnuto/3Um2++adxetmxZ1vPkVSJHHHEEJk+ejE2bNuG6667DX//6V5x11lk48sgjceihh1rC30XWrFkDAFiwYIGrPRYANDY2YuLEidiyZYvxGifmz5+f9XsoBps3b3bMcRFJ14Ao9GeSjq1bt2Lfvn0AgJtuuslQoWSC//5LBar+EaOGnZ0DeP6jVgDARSPERgsAFH2/VizFSP8oyBiRjIyRIYQ1RmI9QCKq3SYrLYIgCIIgCIIgCIIgRgHXXHMN3n//fbz//vtYvXo1Hn/8cVx22WWQZRmvvvoqjj76aKMAztPa2prX8visEK/Xi8cffxyzZs0CALzxxhu4+eabccQRR6CqqgonnXQS7r33XiSTSdt8Ojq0Aax87ocbTU1Nltc4UWq5F04U+jNJRyG+/1KhdCupBCFw32vbkFKBZZNrMbWhbLhXx8Cw0ipyxkiolBUj+n95KK20ApWaZZaa1FQjFWM4xUjpfpYEQRAEQRAEQRAEUWoEvQrWfufE4V6NISHoHZqagxiwffDBB+PUU0/FMcccg8svvxxbtmzBpz/9aTz66KOW1/HNiscffzwrtQNbHs/s2bPx/vvv4/HHH8fjjz+Ol156CRs2bMDAwACeeuopPPXUU/jZz36Gf/3rX44F/0JlgijK6KnxDEVOCv/9f+tb38KnPvWprF4XDoeLtUpFgxojxKgglkjh/je2AwAuXjpy1CKAudNKUsaIK/IwRIxAkjTVSF8r0N+mNUYMxQiJ6QiCIAiCIAiCIAhiqJAkqaSdMEqJyy67DI8//jj+/ve/47HHHsPzzz+PY4891ni+trbWuF1VVWVpruSKoig488wzceaZZwIAdu/ejSeffBK/+c1v8NZbb+Gtt97CZz7zGfzjH/8wXlNTU4Pdu3dj7969GefP7JtqamryXsdSYCg/E/7793q9g/r+RzpU/SNGBU+v3YO23ijqy/34xJzG4V4dCwprjBRZMVLaGSOS5f+QIQawk2KEIAiCIAiCIAiCIIhRzve//31DSXHzzTdbnjvkkEOM2ytWrCjocseMGYMrrrgCK1euxIIFCwAA//znPzEwMGBMwwrxb7/9NhKJhOu8WltbsXXrVstr8mXI61E5MpSfyeTJk1FZWQmg8N//SIMaI8So4B49dP38Q8fDq4yszdqw0iqWYmQUZIwYipGhXrCtMaIrRih8nSAIgiAIgiAIgiCIUcr06dNx3nnnAQBee+01PPPMM8ZzCxYswLhx4wAAd9xxByKRSMGX7/V6cdRRRwEAEokEOjs7jeeOP/54AEBnZycefvhh13n88Y9/hKrX2thr8iUQCBi3o9HooOZVDAr1mbD3me49KoqCk08+GQDw9NNP48MPP8x7vUc6VP0jSp4NrT1YtakDsgRcsLhluFfHhiwzxUhx5t8f1RUj/lJWOTDFyBAvNqTLCvv1QCoKXycIgiAIgiAIgiAI4gDg5ptvNpQS3/ve94zHZVk2VCSbNm3CpZdemraQ3t3djV//+teWx15++WVs2LDB9TWxWAwvvvgiAKCsrAz19fXGc1dccQVCoRAA4Etf+hJ27txpe/27776L73//+wCAsWPHGlZd+TJmzBjj9saNGwc1r2JQqM+Evc9M7/Gmm26CoihIpVI499xzsWPHDtdpk8kk/vrXv6adZqRCjRGi5Lln1TYAwLEzG9FcFRzmtbGj6MX+YihGUikV/fHRoxgZ0vB1II1ihBojBEEQBEEQBEEQBEGMXubOnYvTTz8dAPDSSy/hlVdeMZ777Gc/i7POOgsA8OCDD2LOnDm47bbb8OKLL+Kdd97BSy+9hDvuuAMXXnghmpubceutt1rm/dxzz2HGjBk4+uijcdttt+Gpp57C22+/jRUrVuDOO+/E8uXL8fbbbwMArrzySng8Zk2rvr4et912GwBgx44dWLhwIX7xi1/g9ddfx6uvvorvfOc7OOKII9Db2wtJknDHHXfA6/UO6rM47LDDjNvXX389XnrpJXz88cfYsGEDNmzYkNa+aigo1GfC3udjjz2G3//+91izZo3xHltbW43p5s2bh5/85CcAgLVr12Lu3Lm48cYb8eSTT2L16tVYuXIl7rvvPlx77bUYP348Lr74Yovqp1Qo3UoqQUDL1/j721pH8uKlI08tAnBWWkXIGIkkkmD9llJWjEjDEb4O2BsjKV3WQ4oRgiAIgiAIgiAIgiBGOV//+tfx6KOPAgC++93v4qmnngKgZW787W9/w//7f/8Pv/vd77Bx40bceOONrvNpaGiwPZZKpfDiiy8ayhAnzjjjDPzgBz+wPf65z30OnZ2d+OY3v4m9e/fi+uuvt03j9/txxx13GLZPg2Hq1Kk477zz8MADD+Dpp5/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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization of average daily rate\n",
    "\n",
    "plt.figure(figsize= (20,8))\n",
    "plt.title('Average Daily Rate in City and Resort hotel', fontsize= 20)\n",
    "plt.plot(resort_hotel.index, resort_hotel['adr'], label= 'Resort Hotel')\n",
    "plt.plot(city_hotel.index, city_hotel['adr'], label= 'City Hotel')\n",
    "plt.legend(fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ea239883",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Maximum and Minimum nunber of cancellations in months\n",
    "\n",
    "df['month'] = df['reservation_status_date'].dt.month\n",
    "plt.figure(figsize =(16,8))\n",
    "ax1= sns.countplot(x = 'month', hue = 'is_canceled', data = df,palette = 'bright')\n",
    "legend_labels,_ = ax1.get_legend_handles_labels()\n",
    "ax1.legend(bbox_to_anchor=(1,1))\n",
    "plt.title('Reservation status per month', size = 20)\n",
    "plt.xlabel('month')\n",
    "plt.ylabel('number of reservations')\n",
    "plt.legend(['not canceled','canceled'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fab98000",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Rservation Cancellations on weekend_night\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.countplot(x=\"stays_in_weekend_nights\",data=df,hue=\"is_canceled\")\n",
    "plt.title(\"Count of Rservation Cancellations on weekend_night\", fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "61784f05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ffLLWf/8TJkxIkhx11FEV7qzh+PGPf5xrr702V199dZ577rn8+Mc/ziWXXJKf/vSnlW6tQTnxxBMzYcKE/OpXv8r06dPTr1+/9O3bN//85z8r3dpH0vp+H7vkkkty1VVXZfTo0Xn88cfTokWL9O/fP0uWLNnMnX50re8aLF68OJ/5zGfy4x//eDN31nCs6xq8/fbbeeqpp/KDH/wgTz31VH77299mxowZOfzwwyvQ6aZTVfLPVWyAqqqq3HnnnTniiCMq3UqD9uqrr2a77bbLpEmTsv/++1e6nQarbdu2+a//+q+ccMIJlW6lwXjrrbeyzz775JprrslFF12Unj175oorrqh0Ww3GiBEjctddd/lX5Qo5++yz86c//SkPP/xwpVvh/zds2LDcc889eeGFF1JVVVXpdhqEL37xi2nfvn1uuOGG8r6BAwemefPmufnmmyvYWcPxzjvvpGXLlrn77rszYMCA8v5evXrl0EMPzUUXXVTB7j763v/7WKlUSseOHfMf//Ef+e53v5skWbBgQdq3b58xY8bkmGOOqWC3H03r+p34H//4R7p165apU6emZ8+em723hqIuucSTTz6Z/fbbL//7v/+bHXfccfM1twmZgQcfQgsWLEjyXoDE5rdixYr8+te/zuLFi1NTU1PpdhqUIUOGZMCAAenbt2+lW2mwXnjhhXTs2DE77bRTjj322Lz88suVbqnB+N3vfpfevXvnqKOOynbbbZdPfOITuf766yvdVoO1bNmy3HzzzTn++OOFd5vRpz71qUycODF/+9vfkiR/+ctf8sgjj+TQQw+tcGcNx7vvvpsVK1akWbNmtfY3b97crOwKmDlzZubMmVPr70atW7dOnz59Mnny5Ap2BpW1YMGCVFVVpU2bNpVupd40qXQDwIZZuXJlhg0blk9/+tPZY489Kt1OgzJ9+vTU1NRkyZIl2WqrrXLnnXemR48elW6rwfj1r3+dp556yjN2KqhPnz4ZM2ZMdtlll7zyyiv54Q9/mM9+9rN55pln0rJly0q395H30ksv5dprr83w4cPzve99L08++WS+853vpLq6OoMGDap0ew3OXXfdlfnz5+eb3/xmpVtpUM4+++wsXLgwu+66axo3bpwVK1bkP//zP3PsscdWurUGo2XLlqmpqcmFF16Y3XbbLe3bt89///d/Z/LkyenevXul22tw5syZkyRp3759rf3t27cvH4OGZsmSJTnrrLPy1a9+Na1atap0O/VGgAcfMkOGDMkzzzzjXzgrYJdddsm0adOyYMGC/M///E8GDRqUSZMmCfE2g1mzZuW0007LhAkT1vgXfzaf1We47LXXXunTp0+6dOmS22+/3a3km8HKlSvTu3fv/OhHP0qSfOITn8gzzzyT0aNHC/Aq4IYbbsihhx6ajh07VrqVBuX222/PLbfckltvvTW77757pk2blmHDhqVjx47+HGxGv/rVr3L88cdnhx12SOPGjbPPPvvkq1/9aqZMmVLp1oAGbvny5fm3f/u3lEqlXHvttZVup165hRY+RIYOHZp77rknDzzwQDp16lTpdhqc6urqdO/ePb169crIkSOz995758orr6x0Ww3ClClTMm/evOyzzz5p0qRJmjRpkkmTJuWqq65KkyZNsmLFikq32CC1adMmH//4x/Piiy9WupUGYfvtt1/jHwx22203tzFXwP/+7//mvvvuy4knnljpVhqcM844I2effXaOOeaY7LnnnjnuuONy+umnZ+TIkZVurUHZeeedM2nSpLz11luZNWtWnnjiiSxfvjw77bRTpVtrcDp06JAkmTt3bq39c+fOLR+DhmJVePe///u/mTBhwkdq9l0iwIMPhVKplKFDh+bOO+/M/fffn27dulW6JfLebJilS5dWuo0G4eCDD8706dMzbdq08qt379459thjM23atDRu3LjSLTZIb731Vv7+979n++23r3QrDcKnP/3pzJgxo9a+v/3tb+nSpUuFOmq4brzxxmy33Xa1HuDP5vH222+nUaPav8I0btw4K1eurFBHDVuLFi2y/fbb580338z48ePzpS99qdItNTjdunVLhw4dMnHixPK+hQsX5vHHH/esZhqUVeHdCy+8kPvuuy/t2rWrdEv1zi20rNdbb71Va3bFzJkzM23atLRt2/Yjs5pL0Q0ZMiS33npr7r777rRs2bL8PIvWrVunefPmFe6uYTjnnHNy6KGHZscdd8yiRYty66235sEHH8z48eMr3VqD0LJlyzWe+diiRYu0a9fOsyA3o+9+97s57LDD0qVLl8yePTvnn39+GjdunK9+9auVbq1BOP300/OpT30qP/rRj/Jv//ZveeKJJ3Ldddfluuuuq3RrDcrKlStz4403ZtCgQWnSxF+lN7fDDjss//mf/5kdd9wxu+++e6ZOnZrLLrssxx9/fKVba1DGjx+fUqmUXXbZJS+++GLOOOOM7Lrrrhk8eHClW/tIWt/vY8OGDctFF12Uj33sY+nWrVt+8IMfpGPHjutcoZMNs75r8MYbb+Tll1/O7Nmzk6T8D24dOnQwE7KerOsabL/99vnKV76Sp556Kvfcc09WrFhR/p25bdu2qa6urlTb9asE6/HAAw+UkqzxGjRoUKVbazDW9v0nKd14442Vbq3BOP7440tdunQpVVdXl7bddtvSwQcfXPrjH/9Y6bYatAMOOKB02mmnVbqNBuXoo48ubb/99qXq6urSDjvsUDr66KNLL774YqXbalB+//vfl/bYY49S06ZNS7vuumvpuuuuq3RLDc748eNLSUozZsyodCsN0sKFC0unnXZaaccddyw1a9astNNOO5W+//3vl5YuXVrp1hqU2267rbTTTjuVqqurSx06dCgNGTKkNH/+/Eq39ZG1vt/HVq5cWfrBD35Qat++falp06algw8+2P9G1bP1XYMbb7xxrcfPP//8ivb9UbKuazBz5swP/J35gQceqHTr9aaqVCqVNmVACAAAAABsPM/AAwAAAIACE+ABAAAAQIEJ8AAAAACgwAR4AAAAAFBgAjwAAAAAKDABHgAAAAAUmAAPAAAAAApMgAcAAAAABSbAAwDgQ2PEiBHp2bNnpdsAANisBHgAABRSVVVV7rrrrkq3AQBQcQI8AAAAACgwAR4AAOt04IEH5tRTT82wYcOy9dZbp3379rn++uuzePHiDB48OC1btkz37t3zhz/8ofyZSZMmZb/99kvTpk2z/fbb5+yzz867775ba8zvfOc7OfPMM9O2bdt06NAhI0aMKB/v2rVrkuTLX/5yqqqqytur/OpXv0rXrl3TunXrHHPMMVm0aNGm/AoAACpKgAcAwHrddNNN2WabbfLEE0/k1FNPzSmnnJKjjjoqn/rUp/LUU0+lX79+Oe644/L222/nn//8Z77whS9k3333zV/+8pdce+21ueGGG3LRRRetMWaLFi3y+OOP55JLLskFF1yQCRMmJEmefPLJJMmNN96YV155pbydJH//+99z11135Z577sk999yTSZMm5eKLL958XwYAwGZWVSqVSpVuAgCA4jrwwAOzYsWKPPzww0mSFStWpHXr1jnyyCPzy1/+MkkyZ86cbL/99pk8eXJ+//vf5ze/+U2ee+65VFVVJUmuueaanHXWWVmwYEEaNWq0xphJst9+++Wggw4qh3FVVVW58847c8QRR5RrRowYkf/6r//KnDlz0rJlyyTJmWeemYceeiiPPfbY5vg6AAA2OzPwAABYr7322qv8vnHjxmnXrl323HPP8r727dsnSebNm5fnnnsuNTU15fAuST796U/nrbfeyv/93/+tdcwk2X777TNv3rz19tK1a9dyeLchnwMA+LAS4AEAsF5bbLFFre2qqqpa+1aFdStXrvyXxqzL5zf2cwAAH1YCPAAA6tVuu+2WyZMnZ/UntfzpT39Ky5Yt06lTpzqPs8UWW2TFihWbokUAgA8VAR4AAPXq29/+dmbNmpVTTz01zz//fO6+++6cf/75GT58eBo1qvtfP7t27ZqJEydmzpw5efPNNzdhxwAAxSbAAwCgXu2www65995788QTT2TvvffOySefnBNOOCHnnnvuBo1z6aWXZsKECencuXM+8YlPbKJuAQCKzyq0AAAAAFBgZuABAAAAQIEJ8AAAAACgwAR4AAAAAFBgAjwAAAAAKDABHgAAAAAUmAAPAAAAAApMgAcAAAAABSbAAwAAAIACE+ABAAAAQIEJ8AAAAACgwAR4AAAAAFBg/x9p46AqF+tUOQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Average daily rate (adr) for each month\n",
    "\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.title('ADR per month', fontsize=25)\n",
    "sns.barplot(x='month', y='adr', data=df[df['is_canceled'] == 1].groupby('month')[['adr']].sum().reset_index(), palette='viridis')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "afa051d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 10 countries with reservation canceled\n",
    "cancelled_data = df[df['is_canceled'] == 1]\n",
    "top_10_country = cancelled_data['country'].value_counts()[:10]\n",
    "plt.figure(figsize = (7,7))\n",
    "plt.title('Top 10 countries with reservation canceled')\n",
    "plt.pie(top_10_country, autopct = '%.2f' , labels = top_10_country.index)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e0848ba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market_segment\n",
       "Online TA        56402\n",
       "Offline TA/TO    24159\n",
       "Groups           19806\n",
       "Direct           12448\n",
       "Corporate         5111\n",
       "Complementary      734\n",
       "Aviation           237\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['market_segment'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d34786c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market_segment\n",
       "Online TA        0.474377\n",
       "Offline TA/TO    0.203193\n",
       "Groups           0.166581\n",
       "Direct           0.104696\n",
       "Corporate        0.042987\n",
       "Complementary    0.006173\n",
       "Aviation         0.001993\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['market_segment'].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ce4b38dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "market_segment\n",
       "Online TA        0.469696\n",
       "Groups           0.273985\n",
       "Offline TA/TO    0.187466\n",
       "Direct           0.043486\n",
       "Corporate        0.022151\n",
       "Complementary    0.002038\n",
       "Aviation         0.001178\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cancelled_data['market_segment'].value_counts(normalize = True)"
   ]
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}