What are the cheapest and the most expensive neighbourhoods ?.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "158035e5",
   "metadata": {},
   "source": [
    "# Question 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a123f43",
   "metadata": {},
   "source": [
    "## What are the cheapest and the most expensive neighbourhoods in Paris ?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80012bc9",
   "metadata": {},
   "source": [
    "### Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ac6d9ff",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "This notebook contains the analysis performed to solve our second question about the **Cheapest vs most expensive neighbourhoods** in **Paris** in **June** 2022.\n",
    "The data was collected from [**Inside Airbnb** website](http://insideairbnb.com/get-the-data/).\n",
    "Check this section to get the [**listings**](http://data.insideairbnb.com/france/ile-de-france/paris/2022-06-06/data/listings.csv.gz) data, the [**calendar**](http://data.insideairbnb.com/france/ile-de-france/paris/2022-06-06/data/calendar.csv.gz) and also the [**reviews**](http://data.insideairbnb.com/france/ile-de-france/paris/2022-06-06/data/reviews.csv.gz) data provided in **Paris, Île-de-France, France** section.\n",
    "This data will be used to answer the questions and complete this analysis about **Paris-Airbnb-data**.\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "4d578898",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from typing import List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1942773d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading the data files\n",
    "listings = pd.read_csv('data/paris-airbnb/listings.csv')\n",
    "calendar = pd.read_csv('data/paris-airbnb/calendar.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7fe3bbfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(\n",
    "    data: pd.DataFrame, columns_of_interest: List[str] = [\"host_neighbourhood\"]\n",
    "):\n",
    "    \"\"\"This utility function is used to preprocess the dataframes\n",
    "        and remove the missing values from the columns of interest.\n",
    "\n",
    "    Arguments:\n",
    "        data: The input dataframe.\n",
    "        columns_of_interest: A list containing the used columns to preprocess.\n",
    "\n",
    "    Returns:\n",
    "        data: Preprocessed dataframe.\n",
    "    \"\"\"\n",
    "    data = data.drop_duplicates()\n",
    "    data = data.dropna(axis=1, how=\"all\")\n",
    "    data = data.dropna(subset=columns_of_interest)\n",
    "    data.rename(\n",
    "        columns={\n",
    "            \"id\": \"listing_id\",\n",
    "            \"calendar_last_scraped\": \"date\",\n",
    "            \"has_availability\": \"available\",\n",
    "        },\n",
    "        inplace=True,\n",
    "    )\n",
    "\n",
    "    return data\n",
    "    \n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd95947a",
   "metadata": {},
   "source": [
    "\n",
    "We are going to preprocess the dataframes to get rid of the columns with fully missing values, rename columns and then merge it with the calendar dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "c4e61a64",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "    .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>listing_id</th>\n",
       "      <th>listing_url</th>\n",
       "      <th>scrape_id</th>\n",
       "      <th>last_scraped</th>\n",
       "      <th>name</th>\n",
       "      <th>description</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>picture_url</th>\n",
       "      <th>host_id</th>\n",
       "      <th>host_url</th>\n",
       "      <th>...</th>\n",
       "      <th>review_scores_communication</th>\n",
       "      <th>review_scores_location</th>\n",
       "      <th>review_scores_value</th>\n",
       "      <th>license</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>calculated_host_listings_count_entire_homes</th>\n",
       "      <th>calculated_host_listings_count_private_rooms</th>\n",
       "      <th>calculated_host_listings_count_shared_rooms</th>\n",
       "      <th>reviews_per_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>26767859</td>\n",
       "      <td>https://www.airbnb.com/rooms/26767859</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-07</td>\n",
       "      <td>Private room in a beautiful duplex next to Paris</td>\n",
       "      <td>Private room in a nice duplex (with two rooms)...</td>\n",
       "      <td>10 minutes walk from the Parc de la Villette (...</td>\n",
       "      <td>https://a0.muscache.com/pictures/1de4e19a-a452...</td>\n",
       "      <td>7786899</td>\n",
       "      <td>https://www.airbnb.com/users/show/7786899</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.00</td>\n",
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       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>595468760998844211</td>\n",
       "      <td>https://www.airbnb.com/rooms/595468760998844211</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>★Duplex for 4p in St Cloud with a large terrace★</td>\n",
       "      <td>I will be delighted to welcome you to my charm...</td>\n",
       "      <td>ST CLOUD RACECOURSE &lt;br /&gt;Situated on a platea...</td>\n",
       "      <td>https://a0.muscache.com/pictures/miso/Hosting-...</td>\n",
       "      <td>50502817</td>\n",
       "      <td>https://www.airbnb.com/users/show/50502817</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t</td>\n",
       "      <td>134</td>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>553246603210104857</td>\n",
       "      <td>https://www.airbnb.com/rooms/553246603210104857</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>Charmant appt spacieux et paisible - vue sur parc</td>\n",
       "      <td>Location Appartement Meublé à Saint Cloud (92)...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://a0.muscache.com/pictures/0be3d219-7495...</td>\n",
       "      <td>434895890</td>\n",
       "      <td>https://www.airbnb.com/users/show/434895890</td>\n",
       "      <td>...</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.50</td>\n",
       "      <td>4.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>35412696</td>\n",
       "      <td>https://www.airbnb.com/rooms/35412696</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>Appartement plein de charme au coeur des Puces</td>\n",
       "      <td>-In the heart of the Saint Ouen Paris flea mar...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://a0.muscache.com/pictures/d3781ee0-8c91...</td>\n",
       "      <td>433304227</td>\n",
       "      <td>https://www.airbnb.com/users/show/433304227</td>\n",
       "      <td>...</td>\n",
       "      <td>4.89</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>36504421</td>\n",
       "      <td>https://www.airbnb.com/rooms/36504421</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>GuestReady - Charming studio in Issy-les-Mouli...</td>\n",
       "      <td>Located in a quiet residential area, this apar...</td>\n",
       "      <td>The parks are numerous in the city, conducive ...</td>\n",
       "      <td>https://a0.muscache.com/pictures/0af527b0-1226...</td>\n",
       "      <td>402191311</td>\n",
       "      <td>https://www.airbnb.com/users/show/402191311</td>\n",
       "      <td>...</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.29</td>\n",
       "      <td>9204000014635</td>\n",
       "      <td>t</td>\n",
       "      <td>204</td>\n",
       "      <td>203</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.36</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 71 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            listing_id                                      listing_url  \\\n",
       "6             26767859            https://www.airbnb.com/rooms/26767859   \n",
       "11  595468760998844211  https://www.airbnb.com/rooms/595468760998844211   \n",
       "16  553246603210104857  https://www.airbnb.com/rooms/553246603210104857   \n",
       "33            35412696            https://www.airbnb.com/rooms/35412696   \n",
       "40            36504421            https://www.airbnb.com/rooms/36504421   \n",
       "\n",
       "         scrape_id last_scraped  \\\n",
       "6   20220606014139   2022-06-07   \n",
       "11  20220606014139   2022-06-06   \n",
       "16  20220606014139   2022-06-06   \n",
       "33  20220606014139   2022-06-06   \n",
       "40  20220606014139   2022-06-06   \n",
       "\n",
       "                                                 name  \\\n",
       "6    Private room in a beautiful duplex next to Paris   \n",
       "11   ★Duplex for 4p in St Cloud with a large terrace★   \n",
       "16  Charmant appt spacieux et paisible - vue sur parc   \n",
       "33     Appartement plein de charme au coeur des Puces   \n",
       "40  GuestReady - Charming studio in Issy-les-Mouli...   \n",
       "\n",
       "                                          description  \\\n",
       "6   Private room in a nice duplex (with two rooms)...   \n",
       "11  I will be delighted to welcome you to my charm...   \n",
       "16  Location Appartement Meublé à Saint Cloud (92)...   \n",
       "33  -In the heart of the Saint Ouen Paris flea mar...   \n",
       "40  Located in a quiet residential area, this apar...   \n",
       "\n",
       "                                neighborhood_overview  \\\n",
       "6   10 minutes walk from the Parc de la Villette (...   \n",
       "11  ST CLOUD RACECOURSE <br />Situated on a platea...   \n",
       "16                                                NaN   \n",
       "33                                                NaN   \n",
       "40  The parks are numerous in the city, conducive ...   \n",
       "\n",
       "                                          picture_url    host_id  \\\n",
       "6   https://a0.muscache.com/pictures/1de4e19a-a452...    7786899   \n",
       "11  https://a0.muscache.com/pictures/miso/Hosting-...   50502817   \n",
       "16  https://a0.muscache.com/pictures/0be3d219-7495...  434895890   \n",
       "33  https://a0.muscache.com/pictures/d3781ee0-8c91...  433304227   \n",
       "40  https://a0.muscache.com/pictures/0af527b0-1226...  402191311   \n",
       "\n",
       "                                       host_url  ...  \\\n",
       "6     https://www.airbnb.com/users/show/7786899  ...   \n",
       "11   https://www.airbnb.com/users/show/50502817  ...   \n",
       "16  https://www.airbnb.com/users/show/434895890  ...   \n",
       "33  https://www.airbnb.com/users/show/433304227  ...   \n",
       "40  https://www.airbnb.com/users/show/402191311  ...   \n",
       "\n",
       "   review_scores_communication review_scores_location review_scores_value  \\\n",
       "6                         5.00                   4.00                4.00   \n",
       "11                         NaN                    NaN                 NaN   \n",
       "16                        4.50                   4.50                4.00   \n",
       "33                        4.89                   4.67                4.56   \n",
       "40                        4.77                   4.75                4.29   \n",
       "\n",
       "          license instant_bookable calculated_host_listings_count  \\\n",
       "6             NaN                f                              3   \n",
       "11            NaN                t                            134   \n",
       "16            NaN                f                             59   \n",
       "33            NaN                f                             17   \n",
       "40  9204000014635                t                            204   \n",
       "\n",
       "   calculated_host_listings_count_entire_homes  \\\n",
       "6                                            1   \n",
       "11                                         133   \n",
       "16                                          59   \n",
       "33                                          17   \n",
       "40                                         203   \n",
       "\n",
       "   calculated_host_listings_count_private_rooms  \\\n",
       "6                                             2   \n",
       "11                                            1   \n",
       "16                                            0   \n",
       "33                                            0   \n",
       "40                                            0   \n",
       "\n",
       "   calculated_host_listings_count_shared_rooms reviews_per_month  \n",
       "6                                            0              0.03  \n",
       "11                                           0               NaN  \n",
       "16                                           0              0.54  \n",
       "33                                           0              0.25  \n",
       "40                                           0              1.36  \n",
       "\n",
       "[5 rows x 71 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessed_listings = preprocess(listings,columns_of_interest=['host_neighbourhood','price','has_availability','minimum_nights','maximum_nights'])\n",
    "preprocessed_listings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "ac508cf4",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>listing_id</th>\n",
       "      <th>date</th>\n",
       "      <th>available</th>\n",
       "      <th>price</th>\n",
       "      <th>adjusted_price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>maximum_nights</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>26660141</td>\n",
       "      <td>2022-06-07</td>\n",
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       "      <td>$90.00</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26660141</td>\n",
       "      <td>2022-06-08</td>\n",
       "      <td>f</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26660141</td>\n",
       "      <td>2022-06-09</td>\n",
       "      <td>f</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>26660141</td>\n",
       "      <td>2022-06-10</td>\n",
       "      <td>f</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26660141</td>\n",
       "      <td>2022-06-11</td>\n",
       "      <td>f</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>$90.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   listing_id        date available   price adjusted_price  minimum_nights  \\\n",
       "0    26660141  2022-06-07         f  $90.00         $90.00             5.0   \n",
       "1    26660141  2022-06-08         f  $90.00         $90.00             5.0   \n",
       "2    26660141  2022-06-09         f  $90.00         $90.00             5.0   \n",
       "3    26660141  2022-06-10         f  $90.00         $90.00             5.0   \n",
       "4    26660141  2022-06-11         f  $90.00         $90.00             5.0   \n",
       "\n",
       "   maximum_nights  \n",
       "0             8.0  \n",
       "1             8.0  \n",
       "2             8.0  \n",
       "3             8.0  \n",
       "4             8.0  "
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessed_calendar = preprocess(calendar,['price','adjusted_price','available','minimum_nights','maximum_nights'])\n",
    "preprocessed_calendar.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "42b43e78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['listing_id', 'listing_url', 'scrape_id', 'last_scraped', 'name',\n",
       "       'description', 'neighborhood_overview', 'picture_url', 'host_id',\n",
       "       'host_url', 'host_name', 'host_since', 'host_location', 'host_about',\n",
       "       'host_response_time', 'host_response_rate', 'host_acceptance_rate',\n",
       "       'host_is_superhost', 'host_thumbnail_url', 'host_picture_url',\n",
       "       'host_neighbourhood', 'host_listings_count',\n",
       "       'host_total_listings_count', 'host_verifications',\n",
       "       'host_has_profile_pic', 'host_identity_verified', 'neighbourhood',\n",
       "       'neighbourhood_cleansed', 'latitude', 'longitude', 'property_type',\n",
       "       'room_type', 'accommodates', 'bathrooms_text', 'bedrooms', 'beds',\n",
       "       'amenities', 'price', 'minimum_nights', 'maximum_nights',\n",
       "       'minimum_minimum_nights', 'maximum_minimum_nights',\n",
       "       'minimum_maximum_nights', 'maximum_maximum_nights',\n",
       "       'minimum_nights_avg_ntm', 'maximum_nights_avg_ntm', 'available',\n",
       "       'availability_30', 'availability_60', 'availability_90',\n",
       "       'availability_365', 'date', 'number_of_reviews',\n",
       "       'number_of_reviews_ltm', 'number_of_reviews_l30d', 'first_review',\n",
       "       'last_review', 'review_scores_rating', 'review_scores_accuracy',\n",
       "       'review_scores_cleanliness', 'review_scores_checkin',\n",
       "       'review_scores_communication', 'review_scores_location',\n",
       "       'review_scores_value', 'license', 'instant_bookable',\n",
       "       'calculated_host_listings_count',\n",
       "       'calculated_host_listings_count_entire_homes',\n",
       "       'calculated_host_listings_count_private_rooms',\n",
       "       'calculated_host_listings_count_shared_rooms', 'reviews_per_month'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessed_listings.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1dfd0c71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['listing_id', 'date', 'available', 'price', 'adjusted_price',\n",
       "       'minimum_nights', 'maximum_nights'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preprocessed_calendar.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "57a8fe22",
   "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>listing_id</th>\n",
       "      <th>date</th>\n",
       "      <th>available</th>\n",
       "      <th>price</th>\n",
       "      <th>adjusted_price</th>\n",
       "      <th>minimum_nights</th>\n",
       "      <th>maximum_nights</th>\n",
       "      <th>listing_url</th>\n",
       "      <th>scrape_id</th>\n",
       "      <th>last_scraped</th>\n",
       "      <th>...</th>\n",
       "      <th>review_scores_communication</th>\n",
       "      <th>review_scores_location</th>\n",
       "      <th>review_scores_value</th>\n",
       "      <th>license</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>calculated_host_listings_count_entire_homes</th>\n",
       "      <th>calculated_host_listings_count_private_rooms</th>\n",
       "      <th>calculated_host_listings_count_shared_rooms</th>\n",
       "      <th>reviews_per_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>612233730970499583</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$100.00</td>\n",
       "      <td>$100.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/612233730970499583</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24126948</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$130.00</td>\n",
       "      <td>$130.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/24126948</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.91</td>\n",
       "      <td>4.64</td>\n",
       "      <td>4.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6049757</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$100.00</td>\n",
       "      <td>$100.00</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/6049757</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.63</td>\n",
       "      <td>4.68</td>\n",
       "      <td>4.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37442393</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$46.00</td>\n",
       "      <td>$46.00</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/37442393</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>630384445461667292</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$136.00</td>\n",
       "      <td>$136.00</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/630384445461667292</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>633157591553187158</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$226.00</td>\n",
       "      <td>$226.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/633157591553187158</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Available with a mobility lease only (\"bail mo...</td>\n",
       "      <td>t</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>635098096777821609</td>\n",
       "      <td>2022-06-07</td>\n",
       "      <td>t</td>\n",
       "      <td>$190.00</td>\n",
       "      <td>$190.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/635098096777821609</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-07</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7510106615260</td>\n",
       "      <td>f</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>639749165398809864</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$392.00</td>\n",
       "      <td>$392.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/639749165398809864</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Available with a mobility lease only (\"bail mo...</td>\n",
       "      <td>t</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>638963835790515156</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$700.00</td>\n",
       "      <td>$700.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/638963835790515156</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7500812873456</td>\n",
       "      <td>f</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>639486713159320908</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>t</td>\n",
       "      <td>$800.00</td>\n",
       "      <td>$800.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>https://www.airbnb.com/rooms/639486713159320908</td>\n",
       "      <td>20220606014139</td>\n",
       "      <td>2022-06-06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7501612976789</td>\n",
       "      <td>f</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>998 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             listing_id        date available    price adjusted_price  \\\n",
       "0    612233730970499583  2022-06-06         t  $100.00        $100.00   \n",
       "1              24126948  2022-06-06         t  $130.00        $130.00   \n",
       "2               6049757  2022-06-06         t  $100.00        $100.00   \n",
       "3              37442393  2022-06-06         t   $46.00         $46.00   \n",
       "4    630384445461667292  2022-06-06         t  $136.00        $136.00   \n",
       "..                  ...         ...       ...      ...            ...   \n",
       "993  633157591553187158  2022-06-06         t  $226.00        $226.00   \n",
       "994  635098096777821609  2022-06-07         t  $190.00        $190.00   \n",
       "995  639749165398809864  2022-06-06         t  $392.00        $392.00   \n",
       "996  638963835790515156  2022-06-06         t  $700.00        $700.00   \n",
       "997  639486713159320908  2022-06-06         t  $800.00        $800.00   \n",
       "\n",
       "     minimum_nights  maximum_nights  \\\n",
       "0               2.0          1125.0   \n",
       "1               4.0          1125.0   \n",
       "2              15.0          1125.0   \n",
       "3              30.0          1125.0   \n",
       "4              30.0          1125.0   \n",
       "..              ...             ...   \n",
       "993            90.0          1125.0   \n",
       "994             3.0          1125.0   \n",
       "995            90.0          1125.0   \n",
       "996             2.0           365.0   \n",
       "997             2.0           365.0   \n",
       "\n",
       "                                         listing_url       scrape_id  \\\n",
       "0    https://www.airbnb.com/rooms/612233730970499583  20220606014139   \n",
       "1              https://www.airbnb.com/rooms/24126948  20220606014139   \n",
       "2               https://www.airbnb.com/rooms/6049757  20220606014139   \n",
       "3              https://www.airbnb.com/rooms/37442393  20220606014139   \n",
       "4    https://www.airbnb.com/rooms/630384445461667292  20220606014139   \n",
       "..                                               ...             ...   \n",
       "993  https://www.airbnb.com/rooms/633157591553187158  20220606014139   \n",
       "994  https://www.airbnb.com/rooms/635098096777821609  20220606014139   \n",
       "995  https://www.airbnb.com/rooms/639749165398809864  20220606014139   \n",
       "996  https://www.airbnb.com/rooms/638963835790515156  20220606014139   \n",
       "997  https://www.airbnb.com/rooms/639486713159320908  20220606014139   \n",
       "\n",
       "    last_scraped  ... review_scores_communication review_scores_location  \\\n",
       "0     2022-06-06  ...                        5.00                   5.00   \n",
       "1     2022-06-06  ...                        4.91                   4.64   \n",
       "2     2022-06-06  ...                        4.63                   4.68   \n",
       "3     2022-06-06  ...                        5.00                   4.50   \n",
       "4     2022-06-06  ...                         NaN                    NaN   \n",
       "..           ...  ...                         ...                    ...   \n",
       "993   2022-06-06  ...                         NaN                    NaN   \n",
       "994   2022-06-07  ...                         NaN                    NaN   \n",
       "995   2022-06-06  ...                         NaN                    NaN   \n",
       "996   2022-06-06  ...                         NaN                    NaN   \n",
       "997   2022-06-06  ...                         NaN                    NaN   \n",
       "\n",
       "    review_scores_value                                            license  \\\n",
       "0                  5.00                                                NaN   \n",
       "1                  4.70                                                NaN   \n",
       "2                  4.23                                                NaN   \n",
       "3                  5.00                                                NaN   \n",
       "4                   NaN                                                NaN   \n",
       "..                  ...                                                ...   \n",
       "993                 NaN  Available with a mobility lease only (\"bail mo...   \n",
       "994                 NaN                                      7510106615260   \n",
       "995                 NaN  Available with a mobility lease only (\"bail mo...   \n",
       "996                 NaN                                      7500812873456   \n",
       "997                 NaN                                      7501612976789   \n",
       "\n",
       "     instant_bookable calculated_host_listings_count  \\\n",
       "0                   t                             59   \n",
       "1                   f                              9   \n",
       "2                   f                              4   \n",
       "3                   f                              9   \n",
       "4                   t                            130   \n",
       "..                ...                            ...   \n",
       "993                 t                            199   \n",
       "994                 f                              2   \n",
       "995                 t                            130   \n",
       "996                 f                             10   \n",
       "997                 f                             10   \n",
       "\n",
       "    calculated_host_listings_count_entire_homes  \\\n",
       "0                                            59   \n",
       "1                                             9   \n",
       "2                                             4   \n",
       "3                                             0   \n",
       "4                                           130   \n",
       "..                                          ...   \n",
       "993                                         199   \n",
       "994                                           2   \n",
       "995                                         130   \n",
       "996                                          10   \n",
       "997                                          10   \n",
       "\n",
       "    calculated_host_listings_count_private_rooms  \\\n",
       "0                                              0   \n",
       "1                                              0   \n",
       "2                                              0   \n",
       "3                                              2   \n",
       "4                                              0   \n",
       "..                                           ...   \n",
       "993                                            0   \n",
       "994                                            0   \n",
       "995                                            0   \n",
       "996                                            0   \n",
       "997                                            0   \n",
       "\n",
       "    calculated_host_listings_count_shared_rooms reviews_per_month  \n",
       "0                                             0              1.00  \n",
       "1                                             0              0.65  \n",
       "2                                             0              0.36  \n",
       "3                                             7              0.06  \n",
       "4                                             0               NaN  \n",
       "..                                          ...               ...  \n",
       "993                                           0               NaN  \n",
       "994                                           0               NaN  \n",
       "995                                           0               NaN  \n",
       "996                                           0               NaN  \n",
       "997                                           0               NaN  \n",
       "\n",
       "[998 rows x 72 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge booked listings and calendar dataframes\n",
    "merged_df = pd.merge(preprocessed_calendar,preprocessed_listings,on=['listing_id','date','minimum_nights','price','available','maximum_nights'],how='inner')\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "1f0003bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "t    930\n",
       "f     68\n",
       "Name: available, dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.available.value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "b848e694",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "$100.00      51\n",
       "$80.00       44\n",
       "$120.00      41\n",
       "$70.00       33\n",
       "$90.00       32\n",
       "             ..\n",
       "$1,167.00     1\n",
       "$235.00       1\n",
       "$147.00       1\n",
       "$25.00        1\n",
       "$700.00       1\n",
       "Name: price, Length: 216, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.price.value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "b01d62c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.price.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "e87db10a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('O')"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.adjusted_price.dtype"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f442b22",
   "metadata": {},
   "source": [
    "\n",
    "We can notice that the data types of **price** and **adjusted_price** columns are both objects. We need to work on them to make them usable.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f3b94093",
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_prices(data: pd.DataFrame, columns: List[str] = [\"price\", \"adjusted_price\"]):\n",
    "    \"\"\"This utility function is used to format the prices and make them numeric.\n",
    "\n",
    "    Arguments:\n",
    "        data: The input dataframe.\n",
    "        columns: A list of price columns to format.\n",
    "\n",
    "    Returns:\n",
    "        data: The output dataframe with formatted price columns.\"\"\"\n",
    "    for col in columns:\n",
    "\n",
    "        data[col] = data[col].str.replace(\"$\", \"\", regex=True)\n",
    "        data[col] = data[col].str.replace(\",\", \"\", regex=True)\n",
    "        data[col] = pd.to_numeric(data[col])\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "ca83161c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_availability(data: pd.DataFrame, column: str = \"available\") -> pd.DataFrame:\n",
    "    \"\"\"This utility function is used to format the availability column\n",
    "        and make it boolean.\n",
    "\n",
    "    Arguments:\n",
    "        data: The input dataframe.\n",
    "        column: The availability column name.\n",
    "\n",
    "    Returns:\n",
    "        data: The output dataframe with formatted availability column.\"\"\"\n",
    "    data.loc[(data[column] == \"t\"), column] = True\n",
    "    data.loc[(data[column] == \"f\"), column] = False\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "15b8233a",
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_df = format_prices(merged_df)\n",
    "merged_df = format_availability(merged_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "b4dcd1f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     930\n",
       "False     68\n",
       "Name: available, dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df.available.value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce477c8",
   "metadata": {},
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "58d21485",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_neighbourhoods(\n",
    "    data: pd.DataFrame,\n",
    "    address_column: str = \"neighbourhood_cleansed\",\n",
    "    price_column: str = \"adjusted_price\",\n",
    "    number_of_samples: int = 10,\n",
    "    most_expensive: bool = True,\n",
    "    is_available: bool = True,\n",
    ") -> None:\n",
    "    \"\"\"This utility function is used to plot the most expensive and cheapest neighbourhoods according to certain conditions.\n",
    "\n",
    "    Arguments:\n",
    "        data: The input dataframe.\n",
    "        address_column: The column containing the host's neighbourhood address.\n",
    "        price_column: The column indicating the final prices for the listing.\n",
    "        number_of_samples: The number of samples to plot.\n",
    "        most_expensive: A boolean indicating whether to plot the most expensive or the cheapest listings.\n",
    "        is_available: A boolean indiating the availability of the listings.\n",
    "    \"\"\"\n",
    "    availability = {True: \"available\", False: \"booked\"}\n",
    "    if most_expensive:\n",
    "\n",
    "        title = f\"Top {number_of_samples} most expensive {availability[is_available]} listings in Paris\"\n",
    "    else:\n",
    "        title = f\"Top {number_of_samples} cheapest {availability[is_available]} listings in Paris\"\n",
    "\n",
    "    data = data.loc[data.available == is_available]\n",
    "    neighbourhoods = (\n",
    "        data.groupby(address_column)\n",
    "        .mean()[price_column]\n",
    "        .sort_values(ascending=not (most_expensive))\n",
    "    )\n",
    "    neighbourhoods_names = neighbourhoods[:number_of_samples].keys()\n",
    "    prices = neighbourhoods[:number_of_samples].values\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 20))\n",
    "    palette_color = sns.color_palette(\"bright\")\n",
    "    fig.suptitle(title, fontweight=\"bold\", fontsize=30, y=0.95)\n",
    "\n",
    "    ax1.bar(neighbourhoods_names, prices, color=palette_color)\n",
    "    ax1.set_ylabel(\"Price($)\", fontsize=16)\n",
    "    ax1.set_xlabel(\"Neighbourhoods\", fontsize=16)\n",
    "    ax1.tick_params(axis=\"y\", labelsize=15)\n",
    "\n",
    "    # Rotation of the bars names\n",
    "    ax1.tick_params(axis=\"x\", labelrotation=90, labelsize=15)\n",
    "\n",
    "    # plotting data on chart\n",
    "    ax2.pie(\n",
    "        prices,\n",
    "        labels=neighbourhoods_names,\n",
    "        colors=palette_color,\n",
    "        autopct=\"%.0f%%\",\n",
    "        textprops={\"fontsize\": 15},\n",
    "    )\n",
    "    ax2.legend(bbox_to_anchor=(0.5, 1.5), prop={\"size\": 15})\n",
    "    # displaying chart\n",
    "    plt.savefig(\"blog/\" + title + '.jpg',bbox='tight')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3071ed41",
   "metadata": {},
   "source": [
    "\n",
    "These are the most **expensive** and the **cheapest** neighbourhoods in Paris both **booked** and **available** ones. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "4af62b0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_93002/1545376899.py:56: MatplotlibDeprecationWarning: savefig() got unexpected keyword argument \"bbox\" which is no longer supported as of 3.3 and will become an error in 3.6\n",
      "  plt.savefig(\"blog/\" + title + '.jpg',bbox='tight')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_neighbourhoods(merged_df,most_expensive=True,number_of_samples=10,is_available=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "b82b9540",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_93002/1545376899.py:56: MatplotlibDeprecationWarning: savefig() got unexpected keyword argument \"bbox\" which is no longer supported as of 3.3 and will become an error in 3.6\n",
      "  plt.savefig(\"blog/\" + title + '.jpg',bbox='tight')\n"
     ]
    },
    {
     "data": {
      "image/png": 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PKfWiiDyplEoTo7XZeDGSfK/XfJgAAAAAAAD4L6vx5JlSKkBE4kXkSTtFXhQjWTZJRPxFZLOIdNNaM1U2AAAAAAAAalSNJ8+01idFxLmC9VpEni95AAAAAAAAALWmtrptAgAAADXrJxVbK/u9Sm+p6ibjx48PmzlzZqjluaura3GDBg3yR48effzhhx8+Wdl68vLy1OOPPx46cODAtE6dOuValu/atcsUHR3d5qOPPvpn8ODBp6sa34Uwe/Zs/wceeCAyPT39/7y9vYtrMibLvkRENmzYsLN79+7Z1usnTpwYOn369LCwsLCCpKSkv6ozFgBA3UfyDAAAAKiDPDw8ij799NM9IiJZWVkOq1ev9pk4cWJDDw+P4nvuuSe1MnXk5+ermTNnhkZGRuZbJ88iIiLMGzdu3BkTE5NXXfFfDNzd3YsXL17sXzZ59umnn/q5u7sX11ZcAIC6heQZAAAAUAc5OTnp+Pj4M0mdm266KXPTpk0en332mU9lk2f2uLm5lar7v6pLly7pn3/+uW9hYeEhJyfjq9Hvv//utm/fPtcbbrghdevWrR61HCIAoA5wqO0AAAAAAFSOh4dHkdlsViIiGRkZDiNGjIiIjIxs7ebm1j48PLzN8OHDI1JTU898xvfx8WkvIvLAAw9EKqVilVKxu3btMu3atcuklIpdsmSJt6Vsbm6uGjp0aISnp2c7Hx+fdnfffXf9Z599Nkipf7u7rl271lMpFbt27VrPXr16NXZ3d29fv379Ni+++GJg2VjnzZvnGxUV1dJkMnUICQlpe//994ebzeYqH/OMGTMCmjZt2spkMnUICwtr88QTTwRbr9+8ebPrNddc08zb27udm5tb+8aNG7d64YUXysVjS9++fdOzs7Md1q5d62lZtmjRIr8OHTpkhYaGlgt2586dpq5duzbx8PBoX69evfZdunRpum3bNhfrMkqp2KlTpwaNHTs23NfXN8bPzy9m+PDhEbm5ucq63O7du019+vRp5OvrG+Pm5tY+Kiqq5dtvv+1nWZ+Tk6Puueee+iEhIW1NJlOH5s2bt1y2bJm3dR1vvPGGf2xsbHNvb+92Xl5e7S6//PKo77//3t26TFxcXPOePXs2tl5meR03bdrkWpnzBAD/dSTPAAAAgDrKbDaL2WyW1NRUhzfffNNv06ZNnjfddFO6iNGVs6ioSJ5++umkFStW7Jk8eXLSTz/95Nm3b98mlu0/++yz3SIi48aNS9m4cePOjRs37oyIiLCZwbrvvvvqr1y5MuDhhx9Onjdv3r4jR46Y3nzzzRBbZceMGdOwTZs2uR9++OHeK6+8MnPSpEkR33777ZmkzapVq7zuuuuuxq1bt8756KOP/hk1atSxd955J/j222+PqMrxP/nkk8GPPPJIRK9evdKXLVv2z8iRI0+8/PLL4dOmTTuTHOvXr19TR0dHPXfu3P1Lly79Z/To0cczMzMdK1O/h4dHcZcuXU5/9NFHZ5JWn376qe8tt9xSrmVfbm6u6tq1a/N//vnHbebMmQfmzJmz//Dhwy5dunRpfuzYsVL7e/PNN4NTUlKc582bt3/MmDFHlyxZEvj8888HWdYnJSU5XX311dGJiYn1pkyZcmTp0qX/DB8+/OThw4dNljI33nhjk48//tj/oYceSlm6dOk/7dq1yx46dGjTn3/+2c1S5sCBA6bBgwefWrhw4d558+btCw0NNffo0aP533//bRIAwAVDt00ANk1vfbi2Q7Dp4W0NajsEAABqRHp6upPJZCo1ycHIkSOPjx079pSISFhYWOGHH354yLLObDZL06ZN83v06BG9Z88eU7NmzQo6d+6cLSLSpEmT/Iq6aR49etRxyZIlgRMnTkx6+umnj4uI9O/fPyMqKqrVsWPHnMuW79evX+rLL7+cIiJyww03ZG7cuNF7+fLlvtdff32OiMiUKVPC4uLiMletWnVARGTgwIEZIiIvvPBC/alTp6Y0adLkrE3QUlNTHV599dWwBx54IOXVV19NKdlvRk5OjsOMGTPCHnnkkRMnTpxwOnLkiMvKlSv3xsXF5YoY3VvPVre12267LfX++++PzMvLO/TLL7+4paSkmIYPH5729NNPl0ocvv766wFHjx41/fnnn3+1bNmyQETkmmuuyY6Ojm4za9aswBdeeOGopWx4eHjBypUrD4iIDBgwIOOXX37xWLNmje9zzz13TERk2rRpwZmZmY6bNm3a0bBhQ3PZuFevXu353Xffea9du3bXjTfemCVivB4dO3Z0nTp1auj69ev3iYhMnz49xbJNUVGR9OvXLyMqKqrV+++/72+9DgBwfmh5BgAAANRBHh4eRQkJCTsSEhJ2bNiwYefUqVMPr1ixwn/ChAlnZuGcM2eOX4sWLVq6u7u3N5lMsT169IgWEdm+fbuL/ZrL27x5s3t+fr4aOHBgumWZg4ODdO/ePd1W+V69emVY/u/i4qIjIyPzk5KSTCIihYWF8vfff7v369cvzXqbESNGpBUXF0tCQkKlxhH79ttvPXJzcx2GDBmSZmmBZzabpWvXrpmnTp1y2rdvnykoKKgwJCSk4J577mn47rvv+iYlJZVqHFBcXCzW2xYVFZXbzy233HK6uLhYVq1a5fXhhx/6XXnllZmhoaGFZctt2rSpXosWLXIsiTMRkSZNmpg7dOiQ9csvv5Q6pi5dumRYP4+Ojs47evTomdZgP/zwg2fnzp0zLImzsr788kuvgIAAc/fu3bOs47/22msz/vzzz3qWclu3bnXt1q1bE39//xgnJ6dYk8kUe+DAAdc9e/bQHRMALiBangEAAAB1kJOTk+7cuXOO5Xn37t2zzWazeuGFF8IfeeSR4xs2bPAcO3Zso6FDh56YMmXKkYCAgKKkpCTnESNGNMnNza3Sj+TJyclOIiIhISGlkkaBgYHlkkgiIn5+fqWWOzs76/z8fCUikpKS4lRYWKhCQkJKJYbq169vFhE5depUpbpUHj9+3ElEpGPHjq1srd+/f78pKiqq4PPPP9/z2GOPhY8bNy7y7rvvdmjfvn3W7NmzD1111VW5b7zxhv8DDzwQadmmf//+pywtwizc3Nx0t27d0pcsWeL3+++/e06ePDnJ1v6OHTvmHBgYWC7ZFRgYWHjkyJFS3SR9fHxKnR+TyaQLCgrOjHmWnp7u1K5duxyx49SpU04nT550LtvyUETE0dE4fWlpaQ433HBDVEBAgPm555473Lhx4wI3N7fi0aNHR1peCwDAhUHyDAAAALhItGrVKtdsNqudO3e6LF++3Ldt27bZixcvPtN1c926dec0O2RYWFihiMjRo0edgoODzzTPOnHiRJW/L4SGhhY6OTnpst09jxw54iwi4u/vX775lw3+/v6FIiJLliz5JywsrFzSqk2bNnkiIu3bt8/bsGHD3vz8fLVhwwaPxx9/vH6/fv2apaSk/Hnrrbemt2vXbodlm+DgYJvJwEGDBqUOHjy4mZOTkx46dGi6rTLBwcHmXbt2lWvRdeLECaeyybKz8fHxKbTVHdbC19e3MCgoyLx8+fJ/7JX59ttvPY4dO+a8fv363e3bt8+zLC873puLi0txQUFBqWRqZROYAAADyTMAAADgIvHXX3+5iYg0atSoIC8vz8FkMmnr9YsXL/a3fu7i4qJFRPLy8ipsidaxY8ccFxcXvXz5cp+YmJhjIkaXxy+//NKnqjE6OTlJq1atcj755BPfRx999IRl+aJFi3wdHBzk2muvzapMPV26dMl2dXUtTkpKch40aNDps5V3cXHRffv2zUxJSTl2zz33NDp58qRjSEhIUUhIiN0WXhb9+vXL6NGjR1pUVFSeveReXFxc1ieffOK/c+dOU3R0dIGIyP79+53/7//+z2PChAnJlTkmi86dO2e+//77QYcPH3Zq0KBBucRbt27dMt99990QT0/PYuvEmLWcnBwHERE3N7diy7KvvvqqXnJysqlNmzZnxrcLCwsr+O233zytt/3yyy+9qhIvAPzXkTwDAAAA6qDCwkL19ddf1xMRKSgoUL///rv7rFmzQuPj49MjIiIK4+PjMyZNmhTx6KOPhlx55ZXZa9eu9f7xxx9LJUlcXV11eHh4wapVq3xjYmJy3dzcii0D61sLCQkpGjRo0Inp06eHOzs761atWuXNnz8/ICsry1GpqvcAfOqpp5IHDBjQbODAgZGDBw9OTUxMdHv55ZfDb7vtthOVmSxARCQgIKBowoQJyU888USDgwcPmq677rqs4uJi2blzp2tCQoLnV199tfe3335zGz9+fP2BAwemNW3aND81NdVx5syZIc2bN8+1bkF3Ns7OzvL555/vq6jM2LFjT7322muhvXr1ajZ58uRkJycnPW3atDAfH5/CBx988ERF25b1+OOPH1u+fLn/NddcEz1hwoSUhg0bFmzfvt01Ozvb4bnnnjt28803Z1x99dWne/XqFTVu3LiUNm3a5J0+fdrx//7v/9zy8vIc5syZk3Tttddmubu7F995552RDz/88NFDhw45v/TSS2FBQUGlzm+/fv3SP/7444D//e9/Dfr06ZP+9ddfeyUkJHhXJV4A+K8jeQYAAID/hqv0ltoOoSqysrIcu3btGi1ijH8WFhZWMGzYsBPTpk1LERF5+OGHT+zbt8/l3XffDZ4zZ47DVVddlfHBBx/sj4+Pj7auZ/bs2Qcfe+yx+n379o0qKChQO3fu/MvW/t58880jZrNZTZ8+PUwpJf379z81ZMiQk++++25QVWPv379/xty5c/e98soroatXr/bz8/MrHD169LEZM2bYHE/Mnueee+5YWFiYec6cOcFz584NMZlMxZGRkXn9+/dPEzHGUQsMDCx89dVXQ0+cOOHs6elZdOWVV2ZUdT+V4ebmpr/88std48aNa/DAAw9Eaq3l8ssvz1y5cuXeqiTqRIxusj/88MPOhx56qP7kyZMbmM1mFRERkT9hwoQUEWOyhvXr1+99/PHHQ99+++3glJQUk7e3d1GLFi1yxowZc1xEpEGDBoUffPDB3kmTJjUYMmRI04iIiLxZs2YdevXVV0vNEjpo0KDTiYmJSfPnzw9aunRpQNeuXdNfeumlQ8OGDWt64c4OAFzalNb67KUuIh07dtSbN2+u7TCAi9701odrOwSbHt7WoFLlFvSqe+PkjlxfufttRp/vqzmSqvNa07lS5RYvXlzNkVTdsGHDKlfwp7p3zchVlbtm1M5qjuMc6OizlzlXSqktWuuO1bcHXOwSExMPxMTEnKztOC4FnTp1ijKbzWrTpk27ajsW1LzExMSAmJiYyNqOAwBqGy3PAAAAAMiaNWs8f/nll3odO3bMKSgoUMuWLfP95ZdfPN9///0KuzMCAHCpI3kGAAAAQLy8vIrWrVvn8/rrr4fk5+c7NGzYMH/27NkH7rjjjrTajg0AgNpE8gwAAACAXHvttTmJiYl1sCM4AAC1q8IpqwEAAAAAAID/MpJnAAAAAAAAgB0kzwAAAAAAAAA7SJ4BAAAAAAAAdpA8AwAAAAAAAOwgeQYAAAAAAADYQfIMAAAAqKMWLVrkc9VVVzXz8fFp5+zs3CEoKKht7969G3/55Zf1qlJPXFxc8549eza+EDGFh4e3GT16dH3L8wEDBkS2bt26xYWoGwCAusiptgMAAAAAaoLaKbG1sV8dLVvOZbv//e9/DRYsWBDUr1+/U3ffffeBwMDAwn379pmWL1/u16NHj+ht27Zta9WqVf6Fjreqnn322ZScnBxV23EAAFBdSJ4BAAAAdczixYt93n///aDXXnvtwLhx405ZrxszZkzqRx995F2vXr3i2orPWl1I4AEAUJ3otgkAAADUMa+//npQ69atc8omziyGDBlyOjIy0iwikpmZ6TBy5MgGAQEBMS4uLh1at27dYtWqVV62tps+fXpAeHh4G1dX1w7XXXdd0/379ztbr8/JyVH33HNP/ZCQkLYmk6lD8+bNWy5btsy7oljLdtucPXu2v1Iq9vfff3fr1KlTMzc3t/aNGjVq9cEHH/hYb7dhwwaP2NjY5h4eHu09PDzaR0dHt/x/9u48PM6qfOP495nJ3qRJm+7pXrpAAy2lLXShLTvIpoCogIKICAiIoghqFURBsD8RFAUUqIAKAioCInuh+0ZL6b636ZZuaZqk2ef8/ngnkKZJmzQz806S+3NdcyXzzpnz3pOmM5lnzvLUU091aOSPSEREJGZUPBMRERERiSOVlZUsXrw4/bTTTitsTPsrr7yyz4svvtjpu9/97vZnn312bY8ePSouv/zyY95888302u0++uij9CeeeKLLfffdl/fb3/5248qVK9MuvPDCY2q3Of/88wf84x//yP7ud7+7/fnnn187fPjwkiuvvPKYWbNmpTb1cVx11VX9zj///MK//vWv6/r161d+3XXX9V+3bl0iwN69ewOXXXbZMX369Cl/9tln1z3zzDPrvvSlL+0pKCgINvU8IiIi0aZpmyIiIiIicWTHjh0JFRUV1qtXr4rax0OhENXV1Z9eDwaDLF68OOW1117r+PDDD2+85ZZb9gBceuml+4cMGTL03nvv7X7OOeesqWm/d+/ehBkzZqwcNGhQBUD//v3LzznnnCEvvfRS+8suu2z/K6+8kjFt2rTM1157bdX5559fDHDJJZfsHzlyZMq9997b/Y033ljflMdx00035d922217AMaOHVvSs2fP4S+//HLWHXfcsWvp0qUpxcXFwSeffHJzhw4dQjXnOsofmYiISFRp5JmIiIiISBxxzgFgdvAa/HfffXfXpKSkk2ouv/rVrzrPmjWrnXOOa665pqCmXTAY5KKLLtq7cOHCg0aeHXfccQdqCmcAZ599dknHjh2r5syZ0w7grbfeat+pU6fKs88+u7iyspKay8SJE/cvWbKkSbt7Alx44YWfFsO6detW3bFjx8otW7YkAhx77LHlaWlpoUsvvbT/c889l7V7926NOBMRkbilkWciIiIiInGke/fuVUlJSW7Lli1JtY9/85vf3HPmmWcWAUycOPFYgO3btyempaWFMjIyDto8oGvXrlVlZWWB0tJSS01NdQCdOnWqqnuu7Ozsyu3btycC7NmzJ2H37t2JSUlJh+xKGgw2vbbVqVOn6trXExMTXVlZWQCgc+fO1a+88srqe+65p8e1117bPxQKMX78+P1/+MMfNh933HEV9fcoIiLiDxXPRERERETiSGJiIsOHDy9+//332wPbao736tWrqlevXgcVwLp371554MCBQFFRUaB2AS0/Pz8hJSUlVFM4A9i9e/chf/vv2bMnsXv37pUAHTp0qOrSpUvliy++uDYqD6yOM888s+TMM89cU1xcbP/5z3/a33XXXb2+8pWv9P/4449XxuL8IiIijaVpmyIiIiIiceaWW27ZuWTJknaPPvpox8O1Gzt2bImZ8Ze//OXTXSpDoRCvvvpqh5NOOqm4dtvly5enrVmz5tPRbG+99Va7vXv3JpxyyiklAGeddVbRnj17EjMyMkITJkw4UPcS6cdYIz093V1xxRWFV1xxxe5169Y1eWMCERGRaNPIMxERERGROHPVVVfte//993feeuut/aZNm9b+wgsv3NelS5eqXbt2Jbz11lvtAdLT00MjRowou+CCC/beeeedvffv3x8YNGhQ+Z/+9KfO69evT/nd7363uXafHTt2rDr//POP+fGPf7yttLQ0cPfdd/c87rjjDlx22WX7AT7/+c/vHz9+fOF555036NZbb91+/PHHlxUWFgYXLVqUWlZWFnj00Ue3RurxPf/885lPP/10p4suuqigb9++FXl5eUnPPPNM51NOOUWbBoiISNxR8UxERERE2gQ3hIV+Z2iKJ598Mm/ixIlFjz32WOdbbrmlb0lJSaBjx45VJ554YskLL7yw5vLLL98P8Ne//nXTzTffXPV///d/PYqKioKDBg0qfeGFF9aec845B408GzFiRPHpp59edOedd/YqKChIHD16dNFTTz21seb2QCDAG2+8se5HP/pR98cee6zr9u3bkzIzM6uPPfbYA9/+9rd3RvKxHXvssWVm5u69996ee/fuTejQoUPVGWecse+hhx6KWIFOREQkUqxmN5/WYuTIkW7BggV+xxBp8abk5vkdoV7fX9qrUe2mnmdHbhRj17zRuOfb/Rd+GOUkTdf+1QmNavfcc89FOUnTXXXVVY1rODP+fmcY17jfGYvD1YHckOj1bWYLnXMjo3cGaek+/vjjjcOGDdvtdw6Rlu7jjz/uNGzYsL5+5xAR8ZvWPBMREREREREREWmAimciIiIiIiIiIiINUPFMRERERERERESkASqeiYiIiIiIiIiINEDFMxERERFpbUKhUCgOdwERaTnC/4dCfucQEYkHKp6JiIiISKtiZjtKS0tT/M4h0pKVlpammNkOv3OIiMQDFc9EREREpFWpqqq6Z+PGjUklJSWpGoEm0jShUMhKSkpSN27cmFRVVXWP33lEROJBgt8BREREREQiacSIEW9+9NFHN69bt+5nzrlu6ANjkaYImdmOqqqqe0aMGPGm32FEROKBimciIiIi0uqE3/Trjb+IiIg0mz6FExERERERERERaYCKZyIiIiIiIiIiIg1Q8UxERERERERERKQBKp6JiIiIiIiIiIg0QMUzERERERERERGRBqh4JiIiIiIiIiIi0gAVz0RERERERERERBqg4pmIiIiIiIiIiEgDVDwTERERERERERFpgIpnIiIiIiIiIiIiDUjwO4DIkeTMG+N3hHptHT37iG3yLT0GSZquqyv2O4KIiIiIiIhIi6CRZyIiIiIiIiIiIg1Q8UxERERERERERKQBKp6JiIiIiIiIiIg0QMUzERERERERERGRBqh4JiIiIiIiIiIi0gAVz0RERERERERERBqg4pmIiIiIiIiIiEgDVDwTERERERERERFpgIpnIiIiIiIiIiIiDVDxTEREREREREREpAEqnomIiIiIiIiIiDRAxTMREREREREREZEGqHgmIiIiIiIiIiLSABXPREREREREREREGqDimYiIiIiIiIiISANUPBMREREREREREWmAimciIiIiIiIiIiINUPFMRERERERERESkASqeiYiIiIiIiIiINEDFMxERERERERERkQaoeCYiIiIiIiIiItIAFc9EREREREREREQaoOKZiIiIiIiIiIhIA1Q8ExERERERERERaYCKZyIiIiIiIiIiIg1Q8UxERERERERERKQBKp6JiIiIiIiIiIg0QMUzERERERERERGRBqh4JiIiIiIiIiIi0gAVz0RERERERERERBqg4pmIiIiIiIiIiEgDVDwTERERERERERFpgIpnIiIiIiIiIiIiDVDxTEREREREREREpAEqnomIiIiISL3M7G4zc7Uu28zsZTMbEOHzTAr3nxvJfmPBzLqEf059/c4iIiLRoeKZiIiIiIgcTiEwJnz5PjAceNfM2kXwHB+F+18XwT5jpQvwM6CvzzlERCRKEvwOICIiIiIica3KOTcn/P0cM9sMTAc+B7wYiRM45/YDc47YMM6YWYrfGUREJPo08kxERERERJpiYfhrXzPrZGZ/MbM9ZnbAzKaZ2cjajc1so5lNMbPJZrbDzIrN7K9mllmrzSHTNsPXv2Nm95nZLjPbaWaPmllynf77mNnfzWx3OMMSM7ui1u2NyejM7OY6x+42s921rl8Tbjc63Ecp8APgk3CT92umtx7dj1VEROKVimciIiIiItIUfcNfdwD/Bs7Bm875Jbz3F++b2TF17vMV4Ezgm8D3gPOBPzfiXLcDPYCrgF8D3wK+U3OjmXUBZgOjwhkuBJ4EetXqo7EZG+vvwGt4I+/eAq4MH/82n01vlTasnrUCd5jZa2Z2QhTO1Td8jgtqHdtoZlNqXZ9qZgsifW6RtkTTNkVERERE5LDMrOZ9Q3/gD0ARUAWMAyY55z4It3sP2Ig3IutbtbpIBc53zhWH25UAz5rZsc65FYc59Ubn3DXh7980s3HAJcCD4WPfBTKBk5xz28PH3q2V+9wmZGysR5xzD9c6R0n42+W1preKFALnhr/vC/wceDv8O783gufZjlewXRnBPkWkDo08ExERERGRw8kGKsOXVXgFtC8BA4FdNUUpAOdcCd6orPF1+ni7pnAW9k/A8EaMHc5bda4vB3rWun468L9ahbO6RjchY2O9fpT3k7alyjk3J3x5Hvga3uYS5x7hfk3inCsPn2NfJPsVkYOpeCYiIiIiIodTiFfkGolXuOrrnHsD6A7k19M+H+hY59jO2lecc6VAcbiPw9lX53oFUHuR/my8kTcNaUrGxqqvP5Ej+Tj89dMpxWZ2nZktM7NyM9tkZnfUvkN4bb2X6hw7aH3A+qZtHo6ZdTSzMjO7us5xM7MNZvabo3p0Iq2cimciIiIiInI4Vc65Bc65hc65rc65mgXxt+ONpKmrK1B3WtpB7cwsFUjn8IWvxtjD4Qtwjc1YDiTVadNQcU0bAsjR6B3+ugHAzH4A/BFvTb4Lwt/fW3fjikgLTxn9F/D1OjdNwpte+nQ0zy/SUql4JiIiIiIiR2Mu0MXMJtQcMLM0vM0AZtRpe5aZpde6fgleEaq5i5i/C5xjZl2bmXELcGytNgG8KaGNURH+mnLYVtLmmFlC+DIA+D2wGHjFzNoDPwN+4Zz7sXPubefcr4AHgJ+YWTDK0Z4EJphZ/1rHvg4sdM590sB9RNo0Fc9ERERERKTJnHNvAjOBF8zs6vC0sf/ibQ7w6zrNS4HXzewCM/sm8CjwL+fc8mbGeAhvauf0cIbTzezbNdPfmpDxX8CVZnZTeJOBfwDtG5lhc/jxXW1mY8xsZDMfk7QOtdcKXAucCFzinCvHW+C/HfBirQJbAvAe3qjIng30GSnvApuAqwHMLAOvoK1RZyINUPFMRERERESO1heAt4HfAi/ibQJwunNubZ12zwPv4414+S3wBvCN5p7cObcLbzfNReF+XwOuxytoNSXjPeHbfgFMxRsh9FQjM5QB3wROAj4A5h/do5FWpmatwFPwdnVNAv4WHtXYKdxmGZ8V2Crx/o9ArXXRoiE89fppvIKvAZcDCcDfonlekZYs4chNRERERESkLXLO3Q3cfZjbd+HtItiIrhruyzk3Da+oVfuY1dPukD6cc5vwdv886ozhnUCvruemu2u1mYpXWKvv/n8F/nq4c0ibU+Wcq5mWPNfMSoFngC/y2Xp7F1D/BhSrwl/LaPxafE31NN7U0dOAa4B/O+cKItS3SKuj4pmIiIiIiIhIdD0H/DB8OR1vqm8P59zrh7nPFmBCnWNnRSKMcy7PzN7CG3U5Hjg3Ev2KtFYqnomIiIiIiIhEkXPOmdl9eCMUT8Ib1fiwmfUBPsRbUmkQcJpz7gvhu/0L+IaZPQS8jjdK7JwIxnoSb7ryFrypzSLSABXPREREREQkapxzff3OIBInXsArmt3hnDvHzLYB3wVux5uiuTrcBgDn3Otm9iPgJuA64BXgtvDXSHgNqAL+4pwLRahPkVZJxTMRERERERGRCGlofT/nXDXe6LKa68/hTec8XF/3A/fXOWy1bt/IoesF9q1z/ZoGuj8dCNLAWn4i8hkVz0RERERERETaCDPrAQwEfgX8t57dcUWkjoDfAUREREREREQkZq4H3sWbKnqLz1lEWgSNPBMREREREZFD5Ft6AEgD2tW5JALVQCXemlk1l8pHb+ha/uTXu5QBB4ADW0fPdn5kl4Y1NK1URBqm4pmIiIiIiEgrlm/pqUAvoHf4ay+gJ5DFoYWxmksakNrUc6UXV08HTg1fdTnzxpQBJXjFtGJgJ7AtfNle6/ttwLato2cfOJrHKCISTSqeiYiIiIiItFD5lp4A5HBwYaxuoSw7VnlKUwO1F683vAJc7SLccYe7f868Mfs5uKBWU2BbBywDNmg0m4jEWsyLZ2aWAHwf+AbeE/ou4EXn3HdrtTHgLuBGoBMwH7jVObc41nlFRERERETiQb6ldwaG17kMxtsxMS6UpgSau652+/BlSAO3F+fMG7McWAp8Ev66dOvo2TuaeV4RkQb5MfLsaeAM4B5gJd4nIXU/fbgTmAz8INzme8A7ZpbrnNOTooiIiIiItFr5lm54uyEOr3Pp7lemxipNbXbx7EjSgdHhy6dy5o3ZTbiQRq3C2tbRs/dHOY+ItAExLZ6Z2bnAl4FhzrnlDbRJwSue3e+c+3342GxgI3Az8JPYpBUREREREYmucKFsKDAGOBGvSHY8XpGoxSlLCfg1Cq4TMCl8+VTOvDHrgQ+BacC0raNnb4p1MBFp+WI98uxa4L2GCmdhY/GG6f6j5oBzrsTMXgXOQ8UzERERERFpocLFslw+K/RMwCv8tAqlKYF4W1e7f/hyDUDOvDGbgA/wimkfbB09e71vyUSkxYj1E9vJwH/M7PfA18Ln/x9ws3NuW7jNELxtj9fUue8K4EuxCioiIiIiIhIJ+ZbeHzgHb/maibSiYlldZam+jTxrrD5470W/BpAzb0weBxfT1voXTUTiVayLZ93wKv4f403fzAAeBP5lZqc45xzQASh2zlXXuW8BkGZmSc65ito3mNn1wPUAvXv3ju4jEBEREREROYx8S88ATscrmJ0NDPA3UeyUpVi8jTw7kl7AVeELOfPGbMUrpr0LvLZ19OydPmYTkTgR6yc2C18uds7tATCz7XhPTqfjPUEB1Lf1sDV0m3PuCeAJgJEjR2rbYhERERERial8S+8JfBH4At76ZS2tiBQRpSmBRL8zNFMOcEX4EsqZN2Y28G/g3xqVJtJ2xfoJvQBYX1M4C5sBVODtuPluuE2GmQXrjD7LAg445ypjFVZERERERKQh+ZbeDbgMb1bNWD77wL/NKk+OuzXPmiMAjAtffp0zb8wy4BXg5a2jZ3/kazIRialYP7GtAJLrOW5AKPz9SiAIHAOsqtVmSPg2ERERERERX+RbeifgUrz1mCfiFVgkrCzZkvzOEEVDw5cf5cwbsw5vk7t/bB09e7GvqUQk6mL9RP8acIKZ1V4gcwKQiLcOGsAsYD/ekGcAzCwNuBB4I0Y5RUREREREAMi39A75ln5tvqW/CWwHHgNOQ4WzQ5SnBFpz8ay2AcBdwKKceWNW5swb8/OceWNy/Q4lItER65FnTwC3Aq+a2X14GwY8ALzjnJsB4JwrM7NfAZPNrABvtNn38F6YfhfjvCIiIiIi0gblW3p74GK8EWZn433gL0dQnhSob6ZRazcYmAxMzpk3ZhHwOPDXraNnF/sbS0QiJabFM+fcfjM7HXgEeB5vrbNXgO/WaforvGLZXUA2sAA4yzmXH8O4IiIiIiLSxuRb+nDgZrwF41P9TdPylLfuaZuNcSLeyMRf58wb81fgsa2jZ398hPuISJyL+WKOzrm1wOeO0MYBvwxfREREREREoibf0hPx1jG7GW9xeDlKFUnWFkee1ScDuAG4IWfemLl4BbUXto6eXepvLBE5GpqjLyIiIiIibVK+pXfPt/S7gU3A31HhrFkcVGDW5nccrcfJwNPA1px5Y36bM2/MEL8DiUjTtKZthEVERERERI4o39LH440yuwStZRZJ5UBbn7Z5OB2A7wDfyZk35gO80Wj/3Dp6doW/sUTkSFQ8ExERERGRVi/f0tOAK4FvA8N8jtMqOUNFoMabGL7szJk35s/Ab7eOnr3L50wi0gBN2xQRERERkVYr39Jz8i19CrAFeAIVzqJGxbOj0gX4EbAxZ96Y/8uZN6ab34FE5FAqnomIiIiISKuTb+nd8i39YWAtcDvelDmJolDAKv3O0IKlAd8DNuTMG/NIzrwxOX4HEpHPqHgmIiIiIiKtRr6ld8m39P8D1gO3Aik+R2ozQgGNPIuAFOAWYF3OvDF/yJk3ppffgURExTMREREREWkF8i09O9/SH8Armn0PSPU5UptTHdTIswhKBm4E1ubMG/NEzrwxfX3OI9KmqXgmIiIiIiItVr6ld8i39F8CG4A7gHY+R2qzqoNU+52hFUoCvgmsyZk35qmceWMG+B1IpC1S8UxERERERFqcfEvPzLf0u/GKZj8CMvxNJFUJGnkWRQnA14FVOfPGPJszb8wgvwOJtCUqnomIiIiISIuRb+kZ+Zb+E7yi2c+ATJ8jSVhlgmnkWfQFgauAZTnzxvw2Z94Y/f6LxICKZyIiIiIiEvfyLT2Yb+k34RXN7kW7Z8adykQVz2IoAfgO3nTOb+bMG6P39iJRpP9gIiIiIiIS1/ItfSLwEfAokO1zHGmAime+6Aw8AczPmTdmnN9hRForFc9ERERERCQu5Vt6r3xLfwGYBpzgcxw5goqkgPM7Qxs2ApiRM2/MX3PmjcnxO4xIa6PimYiIiIiIxJUpuXnJ+Zb+Y2AlcLnfeaRxKpIs5HcG4Qq8TQV+nDNvTLLfYURaCxXPREREREQkbkzJzTsT+GRpp+s+B6T5nUcarzxZI8/iRDvgF8DynHljPu9zFpFWQcUzERERERHx3ZTcvK5TcvP+BrwNDFzU5bZjKgLp+/3OJY1XnqyRZ3GmP/CvnHlj3sqZN+Y4v8OItGQqnomIiIiIiG+m5OYFpuTm3Yg3RfMrn95gwS7Tev9+sV+5pOnKkvX2Mk6dBXycM2/ML3PmjUnyO4xIS6RnNxERERER8cWU3LxhwCzgD0BW3dvz00aP2516/OpY55KjU5Zi5ncGaVAC8CPgo5x5Y0b6HUakpVHxTEREREREYio82uwuYD5wcoMNzYLv9vlTWcyCSbOUpejtZQswFJidM2/MfRqFJtJ4enYTEREREZGYmZKb1wt4D7gPSDxS+4pg5gmfdLp+ZtSDSbOVpQQ08qxlSADuQqPQRBpNxTMREREREYmJKbl5XwKWABObcr/FXb4zqCKQURidVBIppakqnrUwQ9Mrq55isv2cyZbgdxiReKbimYiIiIiIRNWU3LyMKbl5zwDPU8/aZkdkgc7v937040jnksgq1cizlsW5sn/OWp4GTAZmM9kG+x1JJF6peCYiIiIiIlEzJTdvDLAY+Gpz+tmZNnLcrtQTVkUklERFWUog6HcGabyvbcqfO3T/gQHhqyOBj5hsN/mZSSReqXgmIiIiIiIRNyU3LzglN+9uYDrQv9kdepsHVDhwze5LoqI0NaD3ly1Eh4rKxfd9snFCncNpwKNMtjeYbF39yCUSr/TkJiIiIiIiETUlN68/XtHsZ0DERiNVBtsfv6TzTdo8IE6Vpga0blZL4FzRq9OXdjJoaJrtucAiJtv4WMYSiWcqnomIiIiISMRMyc27Gm+a5pho9L+k87eHlAfaa/OAOFSqaZstwnfWbF3c70B5zyM06w68z2S7LQaRROKeimciIiIiItJsU3LzMqfk5j0PTAUyonYiC3R6v88ftXlAHCpLMRXP4ly30or5d6zacmojmycADzHZnmeypUczl0i8U/FMRERERESaZUpu3jHAHOBLsTjfrtQTx+9MG7EiFueSxitLCST6nUEaZs4VvDZjae+juOuXgLlMtiGRziTSUqh4JiIiIiIiR21Kbt7pwFwgdm+szQLv9X6sWpsHxBcVz+LbT5dvWtm9rOJoNwI4DpjHZLs0kplEWgoVz0RERERE5KhMyc27EXgT6Bjrc1cGM3I/7nyzNg+II2XJKp7Fq37FpbOvX7+juesQZgAvMdmmMNm0OYS0KSqeiYiIiIhIk0zJzUuYkpv3KPAHvHWRfPFJ5xuPLQ9m7vPr/HKw8hRT8SwOBZzb+crMZYMj2OXtwLtMtqMdxSbS4qh4JiIiIiIijTYlN68D8AZwk99ZsED2e70f+8TvGOIpTw4k+Z1BDvWbxes2ZVdURXp06ARgEZNtVIT7FYlLKp6JiIiISLOZ2RQzW2xmqX5nkeiZkps3GG99szP9zlJjd+qwcflpJ2nzgDhQnmTJfmeQgx2/r3j6F7fsjlaBqzswjcl2QZT6F4kbKp6JiIiICGZ2t5k5M1vTwO1rw7ffXc9t44GrgUucc6VHce5pZvZSnSy7m9pPtJnZ9Wb2+Sj2nxR+7MOjdY7mmJKbdzbejpoD/c5yELPA+70fC2nzAP9VJAVUPIsjCaHQlhdnLx8e5dOkAf9msn0ryudpslqvazWXA2b2iZldfxR91fv8b2Z3mNmkCMRtbI5J4ccSMrNe9dz+ZPj2aVE6/9lmdls0+j4ascyj4pmIiIiI1CgD+pnZyNoHzWwU0Cd8O3Vuawc8BVzlnFt/lOe9CbjrKO8bS9cDn49i/0nAz4DhUTzHUZmSm3cr8F8gy+co9aoMpg9d3OU7M/zO0ZY5CFUlas2zuOGce2LBmt0ZVaGMGJwtCDzGZLsvBudqqkJgTPhyIfAu8LiZXdHEfhp6/r8DmNSMfEerBPhS7QNmlgR8ASiO4nnPBm6LYv9NFbM8Kp6JiIiISI0S4D3gy3WOfzl8vKTuHZxzJc65Qc65N4/2pM655c65eke8ib+m5OYlTsnNexx4GO8Nctxa2un6oWXBrAK/c7Rh5X4HkM+M3bP/w3PyC4bH+LR3MdmeYXJcFVGrnHNzwpd3nXO3AfOJ7gchsfAqh75Wn4P3PD0t5mlizMwSzazRr0lmFgwXF4+aimciIiIiUtvzwOVmZgDhr5eHjx/EzMab2QfhqTB7zOxPZpZR6/ZrwtNHjjezt82sxMxWmtkldfo5aNpmPeepmaZyhpm9Eu5nTXi6RtDMfm1mu81sq5l9r577Xx6eqlNuZnlm9kszS6h1+xFzhqfAnARcXWsK0DXh275mZjPMbK+ZFZjZ+/WM3ptqZgvM7CwzWxI+xwwzG1qrWVH469O1ztG3oZ9LtE3JzcsE3sQbcRH/LNDxvd6PL/U7RhtW4XcA8SRVh9Y/O3flyT6d/qvAf5ls7X06f2MUAYlw0PN/eu0GZrbRzKaEv59GPc//ZrYRyAZ+Vuv4pPB9AmZ2Z3jJg3IzW21mV9c5x3gzm25m+8OXxWb2xUY+hueBk8ys9jT6LwP/pp5CtpkNN7N3w6/XBWb2V7PPdks1s77h/Jeb2eNmVmhmW8zsHjMLhNvcjbfTap9aj3dq+Laa17jzzWx5+Dyvm1lHMzsm/LpYEm5zQp1st5vZ/PA5883sVTM7pk6baWb2knnTZ9fhjYR/ohF5Pm9my8LtTw7fdnH4tjIz22FmD5odueCr4pmIiIiI1PZPoCswPnz9VKAz8K/ajcxsHN70lx3AZXjTJj4HPF1Pn38D/oM3nWQN8LyZ9TyKbI8DM8L9bAJeAn4PZABXhK//n5mdUivn2cALwEfAxcDvgO+H79eUnDcBK/GmLtZMAXo9fFtf4Bngi+EcW4APzax/nf57A78Gfgl8BegC/MPMK1QCp4e//qLWObY35gcTaVNy8zri/fue5sf5j9ae1OPH7UgbtdzvHG1RKKCRZ3HBuaq/zV1RlhJyKT6mOBOYzmTL8THDp8wsIXxpb2ZXAROp85p2BA09/38Bb1rok7WOfxS+z++An+AVeM4Pn+8pM29zBTNrD7wGrAcuxXsdfZbGT41fD8wjPPrMvM16LgL+XrehmXXGG42WhvcadQvez+BtO3Q01oN40z4vA54Dfhr+HuDPeK+TO2o93ntr3bc38PPw474eGBt+/M+HL5cBCXivrVbrfj3xXpMvBr6JN3puppll1sk2DrgR+CHeFNx7jpCnb/jx3I/398kGM7sc7++ceeGf1z3hrPfX/bnVlXCkBiIiIiLSdjjn9pnZ//D+IJ8e/vq/8PHaTX8FzHLOfbrmipltBd41s1znXO0RQA85554Kt1kI5AMXAI81Md6zzrlfh/vZAiwDBjvnTg8fewdvDZgv4C1sD94f8tOcczWf+P8v/DjuN7NfOOe2NCanc265mZUAu5xzc2rdB+fcz2v9DALA28Ao4Krw+Wt0BMbVTFENt/0XMBjvjdn8cLt1dc8RS1Ny87rgPYYTjtQ27pgF3u/9B768cnTIcBooEEPONPIsHpy3o2DGmD1Fk/zOgff8MYfJdh73Oj9HhGYDlXWOPeKce6axHRzm+X+XmVUBW2ofD4+auhH4unPuL+HD75hZd7x1LV8DBgGZwM3OuZpRx2815YHhFaSuwysYXYg3uuqd8LHabg9/Pcc5tz+ccTXezsmXcnDB7UPnXE37t83sXOAS4B/OuS1mth0ob+A1qiMwxjm3LnyOE4AfAFfX/LzDRbPXgSHACgDn3HdrOjBvKubbwE68Ylrtf6cs4ETn3I5a7Q+XJxs40zm3uNa5fw0845y7qVYf5cCjZna/c25PPf0AKp61HZPtyG38cK82RRIREYlDzwO/NW8K5GXArbVvNLM0vE94b7Fa0x/xRoVV4k1vqf1m6dM3BM65PWa2E++T5qZ6t9b3a8Nf36vVd8jM1gM54ZxBYASHLib8AvBA+DG82NycZnYscB/ep+xdat00qE7TjXXWdqsZIdUTr3jmuym5ed3xfs7H+p3laFUF049b1OW26SN2PnSq31naklDA6hYoJMbSqqpX/HHhmnF+56ilJzCDyXYx97oPfMpQiDcSDiAZ7/Xp52a21zl3T5TOeQYQAv5V5zXyXeAr4demdXgjvP5mZn8GPnDO7atpGP5wpfYHACHnXKjOef4BTDGz4/E+6HrZOVdV54MugNHAWzWFMwDn3Dzzpp2O5+DiWd0C3nK8EWWNsbGmcBZ2yOt0rWM5hItn4dHi9+K9Xnes1bbua+jC2oWzRthaUzir1V9vvBHftf9d3gNSgFygwd9TfRojIiIiInX9B0jHm17YDm9h4to64E2r+ANesazmUo63jkyvOu331blegfeHalN92o9zrqLusXr67hTOk1+nTc31jnWOH66vepm3xttbeI/5e3jTXEcBH9dz3/r650jniJUpuXm9gA9pwYWzGss6XZdbFuyw1+8cbUl14JDRPRJLzpX/c9ayxETn4mmxfvBGV/2XyXb6EVtGR5VzbkH4MtM59wheoeZHZlb3NSBSOuG9RhZy8GvkVLwBTN2dcwV4O0Um4hXBdoXXCKuZ7v/TOvf9ad2TOOe24n1odT1wHvWsTRrWnUNfBwkfa/br4BHuW/f4Qa97ZtYb7zXUgG/hTc0chTfyrO5563sMh1O3fafw1/9y8M92Q/h43b9dDqKRZyIiIiJyEOdciZm9BnwXeNE5V3eXzX2AA+7G+yO0rm1RDdh4u/H+MO5S53jNIsmRKK6MwRtdcZZz7tPRY/Ws1RLXpuTm9ccbFdHX5yiRYYEO7/V5Yvrn1n9Ro89iJBS0Kr8ztGVf2bxr9vGFByb5naMBacBrTLYLuNe9d8TW0bccSAIG4E11JHy9tg7N6H8vUIVXCKo7Wgy8whDOudnAueH1ys4EfoO3htcpeGuFvVbrPg29rj6Pt15YPt6HH/XZzqGvg+C9Fi483AOJgXPxfj8urvlbIzwqrL7CZlOnrdVtX/Oafz2wqJ72G+o59ikVz0RERESkPn/Em+JyyLpk4eLaHLz1xn5+yD3jhHOuOrx22RfxHk+Ny/He0MxuYpf1fQKfGv766WLpZjYWrwjV1DclvoxEm5KbNwivcHY0U2nj1p6UoeO3tzt5WfeSuUOP3FqaqypB0zb9kllRteTBJesn+J3jCFKJnwJabvhrHt7rHHgjbmcCmNnJQN3dQhsagVXf8ffwRp5lOufePlIY51wp8KqZ5QJ3hY9to3EfRL0EnAO8U8+0zhpzgRvNLKNmfTUzG4X3OjWjEeeo7WhHjjckFe/1uHbx/XIaX6tqSp5VwFagr3PuT41OGKbimYiIiIgcwjk3DW93robcgbc5QAjvj/civLVEzgd+7JxbHe2MjfQz4E0zexrvE/rj8abs/KnOZgGNsRI4x8zOAfbgfUo9B2/dmj+Z2YN4Bai78f5AbxLnXIWZbQAuN7OleCMiltSaohpxU3LzhuItMN0tWufwjZlN6/Vo4MsrR2nzgBioClq13xnaJOdK/jNjaWagZSzJVFNAu5B73btHbB0ZCbV2YE7CW/PsJ8ArzrkdZrYX7/n6ETObjDfi6Q5gf51+Dnn+Dy8uvxI4P7zRTjGwyjm3yswew9tV8kFgAV6BZygwyDl3nZmdD1wL/BvYjLcG2Lc4eH2wI3LO7QI+f4Rmv8HbwOBNM3sAb1mGXwGfAC835Xx4j7ermV2Dt7bpbufcxib2UVtNofFpM3sS72f0fQ6dAtrsPOF1UW8Hng3vdvoGXvGtP97P8DLn3IGGTtQS/oOJiIiISJxxzs0AJgCdgWfx1kW7A++T/KauSxI1zrm38BZSHomX8Tbg/4Cbj6K7X+AtcPwPvJ0xL3TO5eONbOsGvBLu/wY+WxS5qW7AW5flnfA5ehxlP0c0JTdvOF6BtPUVzsKqgu2O/ajr7TP9ztEWVCWqeOaHG9ZtX3hMSVkfv3M0QSrwKpPtzCO2jIxMvFHGs/GeV2/CG1H9Vfh0/cwv4I1+eglvZ8obgYI6/Rzy/B8+/gOgBG8Hyfl4xTmAb+N9UPM1vOUNpuJ9uFQztXIt3rTC+/DW/HoQ+B9eQS2iwgW20/A+kPk78CjebtpnHcWHM//AeywP4j3eu5uZ7RPg68DJeNNUr8B7TS2MRh7n3At4u3gOx9sw6J94vxMfweF3DDbnWtduhyNHjnQLFizwO0b8acG7bebMGxODIE23dfSRZ3rkW3oMkjRdV1d8xDZTcvNikKTpvr/0sOs4fmrqefH3O3/NG417vt1/YUPLFfin/auNmwnw3HPPRTlJ01111VWNazgz/n5nGNe43xmLiz36DuaGRK9vM1vonBsZvTOItH5TcvNG471Ra866Pi2DC+374qpTq1Oq92b7HaU1y8tJmnPxPwefcuSWEimdyyoWLn77o5OO3DIulQIXca97x+8gIo2hkWciIiIiIm3IlNy8ccDbtIXCGYAFst7t88QKv2O0dpWJ1tB6SxIF5lzh6zOWRm1kagykAv9hsp3ldxCRxlDxTERERESkjZiSm3cK8CaHLobdqu1NOW7c9nanLPU7R2tWnqxpm7F058q8pTmlFd39ztFMqcArKqBJS6DimYiIiIhIGzAlN+9YvHV52vmdJebMbFrvRxMcGh0VLRVJgda1HlAc611SNufmtdvG+Z0jQmpGoJ3udxCRw1HxTERERESklZuSm9cLb8RZR7+z+KUqkDZkYdcfzPA7R2tVnmQqnsWAObfr1RlLB/qdI8JSgH8z2Ub4HUSkISqeiYiIiIi0YlNy87LxCmeN23WnFVuRfc2w0mD2br9ztEblKRp5FgsPLNmwvlNFVWvc/CIDeIPJNsDvICL1UfFMRERERKSVmpKblwa8Bhzrd5a4YJb5bp8/xeEexS1fWUogDretbl2OLSyZceXmnSf7nSOKugBvMtm6+h1EpC4Vz0REREREWqEpuXkJwEvAKX5niScFKUPGbWs37hO/c7Q2pSmathlNwZDb9vKs5cf7nSMGBuCNQMvwO4hIbSqeiYiIiIi0To8D5/kdIu6Y2bTejySFCGh3yAgqT9bIs6hxzv3xozU7MquqM/2OEiMnAv9ksiX6HUSkhopnIiIiIiKtzJTcvJ8A1/qdI15VB9IGL+z2w5l+52hNSlNVPIuW0XuLPjx/+962tpj+mcBjfocQqaHimYiIiIhIKzIlN+9K4F6/c8S7lR2/Oqw0odMuv3O0FqVa8ywqEkOhjX+du3KU3zl8ci2T7Sd+hxABFc9ERERERFqNKbl5E4Cn/M7RIphlvtPnz6v9jtFalKYGgn5naHWcq35m7qqitOpQmt9RfHQvk+1Kv0OIqHgmIiIiItIKTMnNGwz8C0jyO0tLsS950Nit6acu8TtHa1CaGtB7ywg7Y+e+6RN2F7aFTQKO5Ckm20S/Q0jbpic4EREREZEWbkpuXifgv0BHv7O0KGb2Qa+HU7R5QPOVpah4Fkkp1dWr/zx/9Vi/c8SJJOAlJlsvv4NI26UnOBERERGRFmxKbl4A+BvQ3+8sLVF1IHXQgm53afOAZipLsQS/M7QazlW8OGuFS3JOo0g/0wl4mcmW7HcQaZv0BNcEwTgdKFr9gd8JRERERMRHk4Gz/A7Rkq3qeOWw3N1/2plWtbOL31laKq15FjmXbt09a8S+4kl+54hDo4BHgG/5HUTaHo08ExERERFpoabk5p0F/NTvHC2et3nAGr9jtGRlKYFEvzO0BhmVVUsfWrTuVL9zxLHrmWxf9zuEtD0qnomIiIiItEBTcvNygL+iv+kjojBl4Lgt6RM+9jtHS1WaEtCspuZy7sC/Zy5rFwSN4ju8PzDZTvQ7hLQteqEVEREREWlhpuTmJQAvAJ39ztKafNjr4bQQwSq/cwC8QRWncYDelDCKAzxG5SFtHqCC4yhhNAd4i0NjX0Ypj9dzv2goT9bIs+b6xoYd84cUlfbzO0cLkIK3/pk2SJGYUfFMRERERKTluR8Y53eI1qY6kDJwfvcf+b55wDyquZZyTiTIMyTzFRL4BRU8UasQ9h5VPEkl95PMVSRwE+XsxX16+3+pYjuOa2O0zHVZsmlx+2bILq9cdM+yTRP8ztGC9AP+ymRTTUNiQr9oIiIiIiItyJTcvIuA7/udo7Va3eErJx5I6JrvZ4bfUMnJBPgNyUwige+RxDdI4DdUUBEukH1INZeQwMUkcCtJdMdYSDUA5TjuoYK7SSIRi0nm8iiveVb6wV52XrmEbePnkv/5RRT/bfshbfY/nseOcxaQ/4VFlE0vOOT23d9eTvHfD72f75zb/+qMpV2MGP1jtR7nAj/zO4S0DSqeiYiIiIi0EFNy8/oBf/E7R6tm1v6dPn9e52eEpVRzap1lryYSZB+wgBAAlXhz12qkYp+OS3uCSvoT4KwYjToDKE+y5Kj1/XERBT9cTdJx7eg4ZTBpF3Zm/+83H1QIK5u9j5J/7CDzB/1Iu7gLBT9dS6jws5F6pdP2Ur2zgnZf7BqtmEft+6u2LOlzoDzH7xwt1GQm2/l+h5DWT8UzEREREZEWYEpuXjLwIpDlc5RWrzDlmLF5Gact9uv85UDdOZBJ4UFJa8LFsxMI8F+q2USI6VSzkhBDCbCTEI9SyT2H9BDlzMmBqJ2w+MktJA3LIOvHA0g5JYuMb/Sk3eVdKXpqC67S+3mUzysk9ZxOpJ6ZTcY1OQS7JFLxSTEAriLE/kc2kfmdPlhCfL0FzjlQPu+7a7aO9ztHC2bAs0w2rRUnURVfzxwiIiIiItKQh4CT/A7RVkzv+Zt0vzYP6EeAxeEiWY1F4SmZ+8LTNi8hgQEEOJlSLqeM75FIHwL8kkouI4FBMX6rVxHFkWeVqw+QPCrzoGPJJ2fh9ld/WiCjymHJnz1mSw7iqryfVfHft5PQK4WU8R2iFfGomHN7Xp2xVEWf5usAPKP1zySa9MslIiIiIhLnpuTmfQW40e8cbUl1IOWYed0n+7J5wNdI4H9U8xyV7MPxPlWf7rZZ8wYuEePvpDCPVJaSxm0k8THVvEMV3yeJbYT4MmUMoYQvUcqOOsW4SHJQ5QLRK1y4ihAkHrwcmIWvV20sBSBxSDvKpu2lalsZ5fMLqVx/gMRBaVTvqaD4uW20v61vtOIdtV8s3bima3mldsyNjPFoLUiJIhXPRERERETi2JTcvCHAE37naIvWdLh8RElCtx2xPu9XSOBrJPBDKhjCAa6lnO+Fp2F2rrOmfG8CZIePTaaC75NEFsZPqGAAxkek0Z8AP6YimpHLotl5Qs8UKpeXHHSsYrk34iy03xscmHpONgm9U9j5hcXsuWUFGd/oSUKPFPY/mkfauZ1J7JcazYhNNrDowKxrNuaf4neOVubnTLbj/Q4hrZOKZyIiIiIicWpKbl4QeA5I9ztLm2SW8U7fJ9fH+rRBjPtJZhlpvB8eWXZS+K3bSXU2EqjxL6rYj+Nr4U0CZlLNVSSShvE1EpkVnvYZDc6iW5lLu6QLZdP3UvLvfEL7qyibs4+Smt02w+9oLSFA9sPH0uVfw+n6v5PI+HoOFSuKKZ9VQMY3e1KdX86eW1ew/az57LllBdW7ohr5sALO7fjXzGXH+Rag9UrGm74Z1Z1fpW1S8UxEREREJH7djtY589X+5P5jN2ecsciPc2dhHEuAdhhTqWIUAQbW8xauFMcvqODnJBOsNTKtNLw+Wiku/F10OKM8it2TdmEX0r7QlcIHN7DjrAUU/HA1Gd/oCUCw48F1koQeKQSzvGP7f7OJjOt6EmifQOFvNpLQJ5Wur44g2DuFwv/bGM3Ih/XworVbOlRWZ/kWoHUbDtztcwZphVQ8ExERERGJQ1Ny8waiN4FxYXrP/2sfIqEyVudbSDV/oJIPqeZ1qriOMl6jigeof03+R6nkeAJMqDUqbQxBHqSSD6jmV1QwtoERa5EQChDVn40Fjawf9KPb/0bS+a8n0PWNk0jM9QZjJuZm1HufA2/uJlRSRdoXugJQvnA/aZ/vQiAlSLtLulK+cH80IzfoxIKiDy/ZumekLydvO37IZNOUWIkoFc9EREREROLMlNw8A/4ExNdCTW1UKJA8YG6Pn86K1fkSgFeo4hrK+A7llAKvkspx9bx920aIP1HJz8JrotX4BUlU4LiWMqrD16MlFLCYFBYD7RNIPCaNQFqQkpfySTwhncS+h/4XcWUhih7dTOZtfbGgHXQcwJVWQ1TH4tUvIRTa/PzsFSNifuK2J4g3fTPN7yDSeiT4HUBERERERA5xPTDR7xDymbVZl510wq4/bm9Xub17tM81jCBvNrJu2oMAq2h3yPGeBPhnjGqv1VEeeVbxSREVHxeROKgdoZJqSt/aTfmcQjo9Uf+yYcXPbSNxcDuSR2d+eiz5xPYUPZ5Huyu7U/zcdpJHtI9m5EM5F3p6/up96dWh3rE9cZs1EHgQuNnvINI6aOSZiIiIiEgcmZKbl4P3pk/iiVn6232e3Oh3jHhUnWBVUT1BglH6zh723rGKfT9fhysL0elPQ0kceGjRsDq/nOLnt9P+1j4HHW9/e19cpaPgztVQ7cj8Xt+oRq5r4q7C6afv3HdCTE8qNzHZzvI7hLQOGnkmIiIiIhJfHgNiPCxGGqMoud+YTRlnfdSn6G1NvaulKhjd4lnSsel0nnp8o9oGuybT/Z1RhxxP6JZMpz/6s8FlcnVo7dPzV2kNrtgz4Ckm2/Hc6/b5HUZaNo08ExERERGJE1Ny874CXOB3DmnYjJ6/zorl5gEtQVWCVfudIW45V/n87BWVySFX/24PEm09gQf8DiEtn4pnIiIiIiJxYEpuXifgYb9zyOGFAsn95/S4J2abB7QElYlRnrbZgl20bc/M0QVFx/qdo427jsmmHU6lWVQ8ExERERGJDw8Dnf0OIUe2LusLI4sTe2z3O0e8qEy0kN8Z4lG7qurlv1u0drzfOYQA8Acmm+ofctT0yyMiIiIi4rMpuXmfA67wO4c0klm7d/o8tcnvGPGiIknFs0M4V/avmcuSE5zWGY8To4Bv+B1CWi4Vz0REREREfDQlNy8Db5MAaUGKkvucsrH9uQv9zhEPKpICKp7V8bVN+XOH7j8wwO8ccpD7mWwd/Q4hLZOKZyIiIiIi/voV0MvvENJ0M3Me6FhtiRV+5/BbebI5vzPEkw4VlYvv+2TjBL9zyCGygfv8DiEtk4pnIiIiIiI+mZKbdzxwg9855OiEAkn95vT4+Wy/c/itPDmg4lkN54pfnb60k4H5HUXq9U1tHiBHQ8UzERERERH/PIj+Jm/R1mdePKoosec2v3P4qUwjzz51y9pti/odKO/pdw5pUAB4lMmm4qY0iV6oRURERER8MCU373TgXL9zSDOZpb3T96nNfsfwU3lKQIUIoFtpxfw7V+ad6ncOOaLRwHV+h5CWRcUzEREREZEYm5KbZ3ijzqQVKE7qdcqG9p9b4HcOv5SmaNqmOVfw2oylvf3OIY2mzQOkSVQ8ExERERGJva8AJ/kdQiJnVs79ndrq5gFlKYE2/77yp8s3reheVtHV7xzSaNnAL/0OIS1Hm3+SExERERGJpSm5eUnoTVurEwok9Z3d4xdtcvOA0tS2PW2zX3Hp7OvX7xjrdw5psm8y2Yb4HUJaBhXPRERERERi69tAX79DSORtyLxwVFFiry1+54i1sja85lnAuZ2vzFw22O8cclSC6IMMaSQVz0REREREYmRKbl4W8BO/c0iUmKW93feprX7HiLXSlEDQ7wx++c3idZuyK6q0dlbLdQmTbZTfIST+qXgmIiIiIhI7dwJ6o92KlST1PHl95oVtavOA0tS2uebZ8fuKp39xy24VXlq+X/kdQOJfm3ySExERERGJtSm5eb2A7/idQ6Jvds4vO1dbUrnfOWKlNNXa3MizhFBoy4uzlw/3O4dExOlMtrP8DiHxTcUzEREREZHYuBdI8TuERF/IEvvMyrmvzWwe0OambTrnnliwZndGVSjD7yjSfFUuuO3HG355td85JL6peCYiIiIiEmVTcvNOAL7qdw6JnY3tP3fy/qQ+eX7niIWylECC3xliaeye/R+ek18w3O8c0jzVLrDrd1tv+aD9jOLsX+X96MrgRC70O5PELxXPRERERESi7wH0t3fbYpb6dp+ntvsdIxbKUgKJfmeIlaTq0Ppn56482e8ccvRCzvb9ZcfV0zrMLEy7bd0jE8tdSnL4pnuCE2mzO8fK4ekFXEREREQkiqbk5k0AzvU7h8TegaQeo9dmfX6e3zmirc2MPHOu6m9zV5SlhJymX7dAzlH08q5Lp3WatdeuXT11UkkovV2dJicCF/uRTeKfimciIiIiItF1l98BxD9zevy8W5UllfmdI5rKki3J7wyxcO6Ogplj9hQd53cOaRrnKH1r79kfdJ+TX3H5ipcmFVZnZR6m+d0afSb1UfFMRERERCRKpuTmDUOjzto0Z4m9Z+U8MNfvHNFU3gambaZVVa98bOGasX7nkMZzjooZheM+7DM3b/95S9+cuKuyS3Yj7jYMuCTa2aTlUfFMRERERCR67vA7QEu0u3wjL227k9+sPYc7lvXljxsuP6SNc453d/2eX6w6mbuWD+QPGy5ja+myg9rsLF/LI+svYvKKoTyX923Kq0sOun19yVzuXTXqkOORtqn9OScXJvXdHNWT+Kg82Vp38cy58pdmLQ8mOhfxx/n8MhjxZ0h/AHIehq+9AtuKDm7z02nQ+TfQ//fw6upD+zjjOXioVZdnm8Y5qhcVD58xaP7anRM/njFha0XPrk3sQs/bcggVz0REREREomBKbl5f4Et+52iJdpSvZmXR+3RO7kfnpP71tnl/96O8s+thTut0I1/v/RTJgXY8sekK9lfu/LTNC1tvp1NSX67q9Qfyy9fw3u7ff3pbyIX4z457OK/rD0kO1l36KMLMUt7p+3R+dE/in/KkQPKRW7VcX87bNXtYYcnASPf7n9XwlX/B2J7wyuXwwOnw4Wa44AUIOa/N/9bBI/Ph0XPhmyfClf+GPQc+6+NfK2HLfrh5ZKTTtTzO4VYeGDxr2MJPNo/8aNH49WUDeh5lV6ODExkX0XDS4ql4JiIiIiISHd8Hgn6HaImOyziTnwyey1d7PUbXlENrFpWhMt7f/UdO7/RtxmVfw6D0U/lqrz9iGLP2/gWA8uoSNpcu4qJuP2Nw+kTO6Hwzq4unf9rH/ILnCVgCJ2VeGpPHdCCx26i1WZe2ys0DypOt1RbPMiuqlvz64/UTotH335bCiG7w+3PhjH5w1fHwyDmwaAes2uO1eWcDXJkLlx8Hd42DnAyYs9W7rbwKvv8O/OYsSGzjzzSbynrPG7N47pqhC1aOXXYgt18EuvxeBPqQVkTFMxERERGRCJuSm9cZuNbvHC1VwA7/NmXTgYWUhYoYlnnBp8eSAmkcl3EmK4vfB6DaVQKQaCnh21M/PVZWXcT/dv0fF3e7G7PYrQ0+p8fdPaosuTRmJ4wBB64qMdA6NwxwruQ/M5ZmBqL0vrkyBJl1yo5ZyTWn9r5WVENqrcmiaYneMfCmag7sCOdHfExcy7GjouvCMz5+b1n/eZtGzy8aPSiCXX8+OJFIFOGklVDxTEREREQkwjK7XPDV5LR/LztySzkaOyvWESBIp6SD39t2ST6GneXrAEhLyKJjYi9m7n2aA1X7mLP3b/RMPQGAd3Y9wsB24+mTNiKmuZ0l9JzZ88HWNvqs3O8A0XLDuu0Ljykp6xOt/q8dBtPz4JklsL8cVu+Bn0yD0/rAcZ29Nid1g3+uhA0F8O4GWLoLhneFHcXw4Gx46OxopYtvBZVZSy5e+srinDk7TppWeNrQKJwiAHwnCv1KC6XimYiIiIhIBE09z1ISk5fcmZF968jsnIFrUts/NAMqKvzO1ZqUVheSFGhHwA6eq5YazKTSlVIV8n7cX+j+C97d/Xt+tuoEdlWs56zOt7G7fCPz9j3P57re6Ud0NmecdUphUr9Nvpw8Olpl8axzWcXCySs2R2W6Zo3zB8LUC+H61yHz1zD4j1Dt4J9f/KzNFbkwqCP0fxTO+iv89FTo1wHueg++ejwc2ymaCeNPUXX6iqtWPLeg0+yCE17be9HwKJ/u2uBEMqN8DmkhEvwOICIiIiLSylwJdAawQPnAdpkPDUxr/3B++YHPryjZ99NhLtSxg8/5WoV6J1uG57rVTMUcknEaPxu8iMLK7WQn9SFgQZ7efC2ndryOrMTuzNzzF6bt+SMAp3W6ibEdvxaD4Jb8dt+nd162elLURjTFkjMq/c4QaeZc4eszlvaI9nne3wg3vAHfGQ3nDYD8Erj7Q/jCi/DOlRAMeGuZ/e8K2LgP0pOgUxos3A6vr4VVN3qbBXzjNZi/DUZ2h6kXQY+MaCePvdLqlLW3r//N7se333BKA//7oyED+CYwJVYnlPilkWciIiIiIpF1W90DZqGuKe3+Oaljj+FJmV0u/TCYsG6zD7lajdRgJuWhEkKu+qDjpaH9JFoqQftskaikQCqdk/sTsCCri6ezrWwFkzp9i21ly3lz1xS+2ec5vtnnOf6X/yDbylbEJH9pYtdRqzt8sVVM3wwFWt/IsztX5i3NKa3oHu3z3P4OXDQQHjgDJvWFLw2Ff18O0zbBK6sPbts3yyucAXznTbh7AnRIhVvfhMHZsOU7MCjbu96aVIQSN925/oGZGTOL+z++/cZYFs5q3BKcqEFHouKZiIiIiEjETD3PzgByG7rdjHaJyfMnZHU7rWeH7uPnJCZ/+EkM47UaXZIGEKKa3RUbDzq+s3wdXZIH1HufalfFf3bcw/ld7yIxkMK6ktkc024sXZKPoUvyMRyTPo71JXNikN4zr/tPW8XmAaGAtaqRZ71LyubcvHbbuFica+VuGN7t4GODsyE1AdYV1H+fvy+FwnL4Vni5vvc3wfUnehsJ3DDCu94aVLngtvs2/2h6xoySnF9vuWOcI+hX7aI3cJlP55Y4ouKZiIiIiEjkfKsxjcwIBBM2n5LZ5arjO+YM/SQl/Zk5EApFO1xr0SftJFICGSzZ//qnxypCpSwveoch6afVe585e58jLZjJ8MyLPj1WGSo76P7gopa5LmcJPWf0nNLiR5+FAq1n2qY5t+vVGUtjtndln0z4aPvBx1bshtIq6FvPSlullfDD9+ChsziolHQg/C9QUvnZLp0tVbUL7Prd1ls+aD+jOHvyxl+eWkViPIz6+p7fAcR/MS2emdk1ZubqudxQq42Z2Y/MLM/MSs3sQzMbHsucIiIiIiJNNfU86wJ8vqn3CwSKjk/v8JNTsnsek9cu654PsQMHIp+uZakIlbKk8HWWFL5OYWU+JdV7Pr1eESolMZDCaZ1u5L1dv2fmnr+wpngGz+bdiCPEuOxrDunvQPU+3t71Wy7qdvenx/qnncyakpnMK3iBeQUvsLZkFv3bnRK7BwnkZZxxyr7kARtjetIIqw62npFnDyzZsL5TRVV2rM53w0nwwnK4/W14Zz389RP4/D+8wtnnjjm0/YOzYUQ3OLP/Z8cm9obJH8Db672dOlvqSnohZ/v+suPqaR1mFqbdtu6RieUuJdnvTLWMCk4kJqMRJX75VcU9Hag9RHl9re/vBCYDPwBW4lV53zGzXOfcjthFFBERERFpkq8DiUds1QCzqj6pGU/2SUl/qqCi7Mz5JXt/eWwo1K1LBPO1GMVVu3l2y40HHau5ftfAmXRM6sVpnb6Nw/H+7kcpqS6gV+oJXN/nr2QkdD6kv7d2/objMs6iZ+rxnx7LSc3l/K538b+dDwJwQdcf0yPluCg+qnqYJb/T56ndl62e2De2J46cqqBV+Z0hEo4tLJlx5ead42N5zltHQVIQ/rgQHvsIslJgfC+4/zRol3Rw2y374bfzYP61Bx9/5By4+j9wyUswqrt3vSVxjqJ/7r504TdX//nEwuqsSX7nOYzrgZl+hxD/+FU8m++cK6570MxS8Ipn9zvnfh8+NhvYCNwM/CSWIUVEREREGmPqeWZ4u7I1m5nrkJz69sSkHm+XV1cOnVG098Fu1ZXH1zMOpfXqmNSLXw89/J4KZsYZnW/hjM63HLG/z3f/eb3HT83+Bqdmf+OoMkZKaWKXkas6fHnu4ILnT/Y1yFGqTqDFF8+CIbft5VnLjz9yy8gygxtP8i5H0rM9FHz/0OO9M+H9r0Y+W7Q5R+nbBWfP+9qqZ3N3VXaZ5HeeRrg0OJFvV3/AIXUMaRvibc2zsUB74B81B5xzJcCrwHl+hRIREREROYIzgPpXqj9KZiQnJC0b36Hb+cd06DFyQVLq64si2b/Ej/ndf9yzylJa5HTdygSrPnKrOOac+8NHa3ZkVlXXs8qYRJpzVMwoHPdhn7l5+89b+ubEXZVdYjZNtpnaAV/0O4T4x6/i2TozqzKzVWZWe1HVIUA1sKZO+xXh20RERERE4tH10ew8GNw5sn2nG0/Mzhm8KjXj9zOhstWsMyXgLCFnes//m+93jqNRmdiyi2ejCoqmX7B97wi/c7R2zlG9qHj4jEHz1+6c+PGMCVsrenb1O9NRuMbvAOKfWBfPtuOtZ/ZV4EJgLvCYmX03fHsHoNg5V/cJuABIM7M6M789Zna9mS0wswW7du2KUnQRERERkUMd7UYBR8MCpYPbZT04LrvnwN3pHb4/zaywMBbnlejbknHamH3Jx2zwO0dTVSYFWuwusYmh0Ma/zVk50u8crZlzuJUHBs8atvCTzSM/WjR+fdmAnn5naoZTgxPpf+Rm0hrFtHjmnHvTOfcL59xbzrk3nHNfw5ui+RMzq8lS3+a6dpjbcM494Zwb6Zwb2bnzoQuEioiIiIhE0dU0Y6OAo2EW6p6S/o9JHXOOD7Tv/OUPAsFNW2J5fokCs6S3+zy11+8YTVWeZC2zeOZc9TNzVxWlVYfS/I7SWm0q6z1vzOK5a4YuWDl22YHcfn7niQDDe76XNige1jx7CegI9MUbYZZhZsE6bbKAA845DU8XERERkXhzpV8nNiMjKWXWxA7dT+2e1W3SrITk2cv9yiLNV5bY+aSVHa+Y43eOpqhoocWzM3bumz5hd2HMNwloC3ZUdF14xsfvLes/b9Po+UWjB/mdJ8K+Fpz46eAeaUPioXhWwwErgSBQdzehIeHbRERERETixtTz7DhgmN85zAgmJK4fm9XlS8d17HHCkuR2z88DV++sDYlvC7rd1bvSUkv8ztFY5cnx9JaycVKqq1f/ef7qsX7naG0KKrOWXLz0lcU5c3acNK3wtKF+54mSvsAknzOID+Lhme5SYDewCZgF7KfWLhZmloa3PtobvqQTEREREWnYV/wOUFcguO+EjI53jM7uOXBjWub9H2KlpX5nksZzltBjeq+HFvido7HKk1vYmmfOVbw4a4VLcq7e9bSl6Yqq01dcteK5BZ1mF5zw2t6LhvudJwau8TuAxF5Mi2dm9rKZ/dDMzjOzC8zsWeBLwM+dcyHnXBnwK+BHZvZtMzsDeDGc83exzCoiIiIi0ghxVzyrYVbRL639Hydk5ww5kJF9wwcW2LXb70zSOFvTJ4wtSB603u8cjVGWbC1qCtulW3fPGrGveLDfOVqD0uqUtTet+cOcrJn7j/37rivb0sYLlwYnku53CImtWI88WwVcC7yMVxQ7Dviac652YexXwC+Bu4DXgPbAWc65/BhnFRERERFp0NTzbDQwwO8cR2LmspPT/juxY4+T0jO7XDg9mLiyxe3o2OaYJb7T98l9fsdojLLUQIuZHpxRWbX0oUXrTvU7R0tXEUrcdOf6B2ZmzCzu//j2G0+h7S0B1o5as+WkbYj1bps/cs4Nds6lOedSnXMnOeeerdPGOed+6ZzrGW5zqnNuUSxzioiIiIg0whV+B2gKM1ISkz8+Navr2X07dD95XlLKWx/7nUkaVpbQacSKjlfN9jvHkZQlB1pG5cS5A/+euaxd0FtjW45ClQtuu2/zj6ZnzCjJ+fWWO8Y5gvGwDJRf4nbUsURHW/5lFxERERE5KlPPswBwud85joYZFkzYPrp95+uGZecMWZGS8cQsqKryO5ccamG3O/tWBtKK/c5xOKUpLaN49o0NO+YPKSrt53eOlqjaBXb9bustH7SfUZw9eeMvT60iMcHvTHFgUnAimX6HkNhR8UxEREREpOkmAd39DtFcFjhwbHrWL8Zm9xyY367Djz4wKyryO5N8xlmw+4c9f7vQ7xyHU5oa/8Wz7PLKRfcs2zTB7xwtTcjZvr/suHpah5mFabete2RiuUtJ9jtTHEkEzvM7hMSOimciIiIiIk13id8BIsmsOic1/bmJHXOGhtp3uuqDQHDLdr8ziWdb+vixe5MHr/M7R0PKUi2+p0E6t//VGUu7WBtcmOtoOUfRy7sundZp1l67dvXUSSWh9HZ+Z4pTF/sdQGJHxTMRERERkaa70O8A0WBGZlLqhxM7dB/bKavbGTMTkhas9DtTm+dtHrDf7xgNifeRZ7ev3rKkz4HyHL9ztATOUfrW3rM/6D4nv+LyFS9NKqzO0rTEwzsvOJFEv0NIbKh4JiIiIiLSBFPPs2FAb79zRJMZiQmJa8Zldb1kSMcewxclp708H1yL2VWxtSlPyD5xefbVcbl5QGlKIG5HnvUoLZ/3vdVbx/udI945R8WMwnEf9pmbt/+8pW9O3FXZJdvvTC1EJt4UfmkDVDwTEREREWmaVjnqrCGB4N4TM7K/Oyq756D1ae3/bzqUl/udqS36qOsP+sXj5gFlKYG4XDzenNvz2vSl2iDgMJyjelHx8BmD5q/dOfHjGRO2VvTs6nemFqjFT900sxwzKzCzFrWDdKypeCYiIiIi0jQX+R3AD2blA9IyHz41u+fg/ekdb5lmgT17/c7UljgLdvug1yNxt3lAaWp8jjy7d+nG1V3LKzv7nSMeOYdbeWDwrGELP9k88qNF49eXDejpd6YWLGavB2Z2jZnNNbMSM9tvZh+YWSTO/xQw1Tn3twj01WqpeCYiIiIi0khTz7PuwEi/c/jJLNQ5pd0rkzr2ODEls8sXPgwmrNnkd6a2Ynu7seP2pBy31u8ctcXjyLOBRQdmfn1j/hi/c8SjTWW9541ZPHfN0AUrxy47kKuRec3XKziREdE+iZn9EfgzMBf4PPAlYCPwipn9sBn93ggkAz9ofsrWTcUzEREREZHGOx/t2geAGWmJyQsnZHU7o1eH7mPnJqZMW+J3plbPLOHdPn+Oq6mbpXFWPAs4t+NfM5cN9TtHvNlR0XXhGR+/t6z/vE2j5xeNHuR3nlYmqlM3zezzwA3Azc65W51zbzvn3nDOXQ08CNxnZkdVwHPO/dE5N8k5V9WIHKlHc47WQsUzEREREZHGa5NTNg/HjEAwYcvJmZ2/dkLHnKFLU9Knzobqar9ztVblCR2GL8v++iy/c9QoT7a42m3w4UVrt3SorM7yO0e8KKjMWnLx0lcW58zZcdK0wtNUVIyOaK979h1gLfCnem67DygCbgYws2lm9pKZXW9mG82s1MxeN7ODdpw1sxQze9DM8sys3Mw+NrPP1Wmz0cz+z8wmm9kWYH/4+Bgz+4+ZbQtPIV1sZldG44HHExXPREREREQaYep5lgSc4XeOeBYIFOWmd/jpmOyeA7e1y/rZh1hJid+ZWqNFXW8fUBloV+R3DoCy5ECS3xlqnFhQ9OElW/e06WnVNYqq01dcteK5BZ1mF5zw2t6Lhvudp5UbFpxIn2h0bGYJwBjgVefcIR9KOOcKgfeBCbUOjwFuAb4HfAM4Afh3nbu+BFyDV3y7EJgP/MfMhtdpdwUwEbgJb6ooQB9gJnBd+L4vA0+b2VeO4iG2GHE1xFZEREREJI6dDKT5HaIlMKvqlZrxdK+U9Kn7KstOm1ZccN+QUHWPbn7nai2cBbtO6/W7D87adO1Ev7OUpwTiYuRZQii0+fnZK6K+9lS8K61OWXv7+t/sfnz7DadohnlMnQk8GYV+O+GtSXa4tSU3AefWut4FGOuc2wRgZpuAGWZ2rnPuf2Z2Bt4SBJOccx+E7/OWmQ0Cfgx8sU7/FzjnymquOOeer/nezAz4EOgJfBP4+1E8xhZBI89ERERERBrndL8DtDRmLisp9b1JHbqf0jGr6zkzEhI/XuN3ptZiR7tTxu1JGer7z7M8yZL9zoBzoafnr96XXh1K9zuKXypCiZvuXP/AzIyZxf0f336jCmexd5rfAWr5qKZwBuCcmwnsBEaHD50J7ABmmllCzQV4l0M3xHm3duEMwMw6mNkj4aJcZfhyPdCq19LTyDMRERERkcaJpzdHLYoZSQlJK8ZndbuQUHXnhcUFP7OK0ova/CihZjFLeKfPnw98aZW/m0qWx8G0zYm7CqefvnOf76Pw/FDlgtsezPvhuns23j2misSoTB2URonW68NuoBwOOy20D7C11vWd9bTZCXQPf98J6IZX9Kqr7tTQ/HraTAVOAe4FluOthXYj0V/7zVcaeSYiIiIicgRTz7NUvDcL0kyB4K6T2ne6eUR2zqDVqe0fmQmV9b2Bk0aoSMgatrTTdb5uHlDh88iz5OrQ2qfnr2pz/zerXWDX77be8kH7GcXZkzf+8tQqEjUwxl89ghMjP/IqvAvmbOB8MzukfmNm7YFJeFMna3Spp6suwPbw93vxim2j6rnU/b/k6pwvBW/K58+cc793zr3nnFtAG6gttfoHKCIiIiISAWPx1p2RCLFA2aB2mVPGZfccuCe94/emme0r9DtTS7Soy23HVATS9/txbgfVoaAF/Ti3F8BVPj97RWVyyLWZ/5shZ/v+suPqaR1mFqbdtu6RieUupc089hYgWlP7H8abEnldPbfdCbQHfl/r2Agz611zxczG4RXP5oUPvYs38qzYObeg7uUIWZKBIN5ouJr+M2gDO1GreCYiIiIicmRa7yxKzELdUtq9NKljzgnBzM5f/CCQsCHP70wtigW7TOv9+8U+nb3syE2i56Jte2aOLig61s8MseIcRS/vunRap1l77drVUyeVhNLb+Z1JDhGVqZvOuX8DjwGPmtlvzexMMzvXzJ4G7gJ+7Jz7qNZddgKvmdklZnYF8DzeOmj/C9/+NvAm8LaZ3Wxmp5nZxWb2MzO7/whZCvF25vypmV1qZl8A3gFa/YcfGtopIiIiInJkWu8sysxIT0yZO7FDt4nVoaq+c4oL7s+oLB831O9cLUF+2uhxu1OPX92p9JOYLtjtjArAlyJOu6rq5b9btHa8H+eOJecofbvg7HlfW/Vs7q7KLpP8ziOHFc3fx5uAuXhri30TCAEfARc75/5Tp+1svILWb4HOwDS8Bf0BcM45M7sE+BFwG9AbbyrnYuB3jchyBfAE8AywB2/UWxpw81E8rhZDxTMRERERkcOYep61w1sLRmLAjGAwceMpmV2+QiiU+UnJvjsPlJd8ZRQENGumIWbBd/v8qexLK2O79Jezz6ZuxfbEruxfM5clJ7jW+37WOSpm7h8354oVzw/eWtGzTW6G0AL1CE6kX/UHbIh0x845h7dQ/9RGtn8Mb7RaQ7eXAz8LXxpq07eB42upfzT23Y3J1lLpBUhERERE5PBGoQ+dfREIFB6f0fGuk7N7DtyclvnLD7HSUr8zxauKYOYJn3S6fmYsz+ms3t36ou6rm3bOHbr/wAA/zh1tzlG9qHj4jEHz1+6c+PGMCVsrenb1O5M0SasfDdlWqXgmIiIiInJ4o/0O0NaZVfZNa//4hOycIQcysq+fZoGdu/zOFI8Wd/nOoIpARszWHqoOWMyLZ1kVlR/f98mGU2N93mhzDrfywOBZwxZ+snnkR4vGry8b0NPvTHJUxvkdQKJDxTMRERERkcNT8SxOmLns5LT/TerYY2T7zK7nzwgmLl/nd6a4YoHO7/d+9ONYnS4UjPHIM+eKX52xrGOglb2P3VTWe96YxXPXDF2wcuyyA7n9/M4jzeLryDPn3CTn3GV+ZmitWtWTjoiIiIhIFGi9szhjRnJi0ifjs7qe279D99Hzk1LfWOx3pnixM23kuF2pJ6yKxbmqg1YVi/PUuGXttkX9S8p6xfKc0bSjouvCMz5+b1n/eZtGzy8aHdPNHiRqjgtOJMvvEBJ5Kp6JiIiIiDRg6nnWFW8nMolDZlgwYceo9p2+NTw7Z8jK1Iw/zoKqmBZ04o5Z8L0+T5Q7cNE+VVVC7KZtdiutmH/nyrxWMV2zoDJrycVLX1mcM2fHSdMKT9OOsq2LAcP8DiGRp+KZiIiIiEjDNGWzhbDAgSHtsu4fm91z4M70Dj/8wGz/fr8z+aUimHnCJ51vnBXt81QlWHW0zwFgzhW8NmNpiy9iF1Wnr7hqxXMLOs0uOOG1vRcN9zuPRM0JfgeQyFPxTERERESkYSqetTBm1T1S0v8+sWNOLu07X/FBILh5q9+Z/PBx55sHlQfaR3XzgMrE2BTPfrp804ruZRUtdtfJ0uqUtTet+cOcrJn7j/37ritH+p1Hok4jz1ohFc9ERERERBqm9c5aKDPaJ6XMmNih+/iuWd1Om5WQNG+F35liygKd3+/9h6huHlAZg5Fn/YpLZ1+/fsfYaJ8nGipCiZvuXP/AzIyZxf0f337jKd6MPmkDNPKsFVLxTERERESkYSf5HUCax4yEhMR1Y7O6XnZsxx7DFien/WMeuKivBxYPdqWNGLczdfjKaPVfkWShaPUNEHBu5yszlw2O5jmiocoFt923+UfTM2aU5Px6yx3jHEG9725bhgYnqtbS2ugfVERERESkHlPPsy5AJ79zSOQEggXDM7K/Pzq758ANaZkPToeyMr8zRZVZ8L0+j1dGa/OAiqRAVItnv1m8blN2RVXHaJ4jkqpdYNfvtt7yQfsZxdmTN/7y1CoSE/zOJL5IAwb6HUIiS8UzEREREZH6Hed3AIkOs4r+ae1/f2p2z8FFGdnfnmaB3Xv8zhQtlcH2xy/p/O2Z0ei7PNmiNoLv+H3F07+4ZXeLmDYdcrbvLzuuntZhZmHabesemVjuUpL9zlQft/N5Qh+NIDQjndCcHEIrv4Yr33ZQm9DGnxKa3ZnQvP64Pa8e0kdoyRm4LQ/FKnJLpqmbrYyKZyIiIiIi9RvqdwCJLjPXOTnt1Ukde4xIy+xy8fRgwqoNfmeKhiWdbxpSHszcF+l+y5MDUSmeJYRCW16cvXx4NPqOJOcoennXpdM6zdpr166eOqkklN7O70wNcXv+g1v5FWg/Fhv6CtbvASj8ELfsApzzBhC6vf+DrY9gxzyKdfsmbuWVuMrP6spu97+gfAv0uNmvh9GSaNOAVkbFMxERERGR+mnkWRthRmpi8qJTs7qd1bdD9zHzElPejepC+zFngU7v9/7jkkh3WxaNkWfOuScWrNmdURXKiHjfEeIcpW/tPfuD7nPyKy5f8dKkwuqsTL8zHYnb+TdIH0HgmN9jHc7Aul6FHfMIFC+C0lVem33vQJcrsc6XY73vgqQc2D/Huy1Ujlv/faz/b7BAop8PpaXQyLNWRsUzEREREZH6qXjWxphhwYStozM7f31Yx5zjlqWkPzkbqqO+o2Qs7EodPn5n2oiI7jhanhKI+PaRY/bs//Cc/ILhke43EpyjYkbhuA/7zM3bf97SNyfuquyS7XemRnOVEKxT4wtmhW8L10BDFRBMrXV7GrgK7/stD0HqQCz7/KhHbSVUPGtlVDwTEREREamfimdtWCBQPDS9wz1jsnsO3N4u6ycfYsXFfmdqFrPAe70fC0Vy84DSlMhO20yqDm14du6q0ZHsMxKco3pR8fAZg+av3Tnx4xkTtlb07Op3pqayrtfC/um4/GdwVftxB1bjNv4EMk/D2nlPdZZ+Euz+J650A67gXShZCu2G4yp24LY8iA3QWmdN0Cc4kbgfkSiNp+KZiIiIiEgdU8+zbKCL3znEf2ZVPVMznpmQnTO0un2nqz8IBLdu9zvT0aoMZgz9uMutEds8oCwlELn3k85VPzd35YHUUCj1yI1jwzncygODZw1b+MnmkR8tGr++bEBPvzMdLcs+Hxs0Fbf6etysTNyCwUA1NvSfnzXqcgWkDsLN74/75Cysz0+x1H64DXdBl69iacf6lr+FyvU7gESOimciIiIiIofSqDM5iJnLTEp9f2KH7mM6ZXU9a2ZC0qJVfmc6Gp90+taxZcGsgkj0VZoaubeT5+4omD5uz/642aRjU1nveWMWz10zdMHKscsO5PbzO09zuX3v49beADnfwU54HxvyPFTuxS37As55M5MtkEjg+P9hozdgY3ZivX+MK1oIe1/H+tyNK99C6JNzCM3qSGjJ2Yfs1CmHaPG/N/IZFc9ERERERA410O8AEp/MSExIWjUuq+vFgzv2GPFRctq/F/qdqUkskP1+78eWRqKrshSLyPvJtKrqlY8tXDMuEn01146KrgvP+Pi9Zf3nbRo9v2j0IL/zRIpbfzt0vIhA/wewrElYly9hQ/8NhdNgzysHtbWUvlhiJ+9+676D9bkbS+yAW3srpA7GTt4CaYNw626N/QNpWXr7HUAiR8UzEREREZFD9fE7gMS/QHD3iIzsW0/Kzhm4JrX9QzOgosLvTI2xO/WEcflpI5c3t5/SSEzbdK78pVnLg4nO+bqFY0Fl1pKLl76yOGfOjpOmFZ4WNyPgIubASix9+EGHLG0wBFKhdF29d3E7/w5VhdD9W96Bwvex7tdjwTSs+w2w7/0oh27x9DrSiqh4JiIiIiJyKI0YkEazQPnAdpkPjc/uOaggveNt0yywNyLTIqPGLPBe7z/isFBzuilNbX7x7Mt5u2YPKyzxbaRnUXX6iqtWPLeg0+yCE17be9Fwv3JEXXIfXPFHBx1yB1ZAqBRS+h7S3FWX4jb8EBvwEGbBz26oPhD+WkIE955orVQ8a0USmtLYzJKBMcApQA8gFdgNrAI+dM6tj3hCEREREZHY05seaTKzUNeUdv/smpz2z5KqilEfFO99sF911YC4LMRWBdOPW9zlO9NP3PnbU4+2j9KUQJPeT9aVWVG15Ncfr5/QnD6OVml1ytrb1/9m9+PbbzgFzI8IMWU9bsCt+y6hpB5Yx/OgIh+3+eeQ3Bc6fu7QO2x5ENJHYB3O/OxY5kTcpsnQ8/u4vAchc1Ks4rdUeh1pRRr1ZGdmxwC3AVcCmUAIKARKgY5ACuDMbCHwB+AZ51yzPsUQEREREfGR3vTIUTOjXWLy/IlZ3U4Lhap7zynee1+7yvIJx/udq66lnb459Ng9f9mbUl3Q8WjuX5oaCB65VQOcK/nPjKWZgRjPhqoIJW766cZfbJmy5fYxjuAxsTy3r3rcilkSbvsfcdsfg4QsyByP9b0fC7Y7qKkr34Lb+lvsxPkHHbcBj+BWXY1bfgmkj8KOeSSGD6BFisvCuRydIz5RmdnvgWXAKODn4a8pzrls51xP51wa0B24BFgM/AZYZmYnRy21iIiItHlmdreZuVqXA2b2iZldfxR9XW9mn6/n+B1mNikCcZuaZ7iZvWBmO8yswsy2mdlUMzuuVpuNZjYl1tn8ZGZJ4X/34dE8z9TzLAD0iuY5pG0wIxBM2HxKZperju+Yk7s0pd2zcyAUP4MMLNDxvT6PLzvau5elHH3x7IZ12xceU1IWsyJ1lQtuu2/zj6ZnzCjJ+fWWO8Y5gm1qCSMzw3rcSOCkJQTGlxA4ZSuBY1/AUvsf2ja5J4GxBVjqwbVFS+lNYNj7BMYVERj2HpbcM1bxW6q04EQ6+R1CIqMxTxg9gZOdcyc75x5yzi10zlXVbuCcy3fOveKcux6vkPZHYFgU8oqIiIjUVoi3pMQY4ELgXeBxM7uiif1cD3y+nuN3AJOaka/JzOwSYB6QDXwXOBP4PtAJmBnLLHEoCfgZMDzK5+kO+Lp4ubQ+gcD+3PSOPz4lu+cxee2yfv4hduCA35kA9qTkjt/e7uSjKqCVpQSO6v9J57KKhZNXbI7JdM1qF9j1u623fNB+RnH25I2/PLWKxGZNNRVpIo1ibiWO+MThnPt8Uzp0zpUDGr8pIiIisVDlnJtT6/q7ZjYWrxD2N38iHT0z6wH8Bfg7cI1zrvZqzH8zswv8Sdbm6M2ORI1ZVZ/UjD/3SUl/sqCi7Mz5JXt/eWwo1K2Lj4FsWq9HA19eOSpkuCaNxipLsSYXosy5wtdnLO3R1Ps1VcjZvmfzv7b4lrW/H1USSp8Y7fOJNKAPsNDvENJ8bWqoqoiIiLQJRYRHDZnZNeEpnem1G9Se8mhm04CTgKtrTQG9xsw24o3++lmt45PC9wmY2Z1mttbMys1stZldXecc481supntD18Wm9kXj5D9OrzRVbfXKZwB4Jx7re4xM/uumW0xswIze97Msmrd1s7Mfm9mq8LTWjeY2aNm1r5Wm77hx3ZBnX6nmtmCWtfvNrPdZnaymS0ws1Izm2Fm/cysi5n928yKzWyFmZ1ep69g+P6bwz+vZXVHB9acz8zOMrMlZlYS7n9orWZF4a9P1/o36XuEn+nR0Do1EnVmrkNy6tsTO/QYnZnV9bwZwcRP1vqVpSrY7tiPut7e5JGtZcmBpKbe586VeUtzSiu6N/V+jeUcRS/vunRap1l77drVUyeVhNLbHfleIlGjD2NaiWYXz8J/QF1gZtmRCCQiIiLSFGaWEL60N7OrgInAv5rQxU3ASuC/fDYF9HXgC3jTQp+sdfyj8H1+B/wEeAI4P3y+p2oKUOHi1GvAeuBS4DLgWSDrCFkmAgucc7sbmf1y4Ay8aac/BC4A7qt1exoQBH4MnAdMBk4HXmxk/3Wl4T3mh4Cv4BWZnsUbKTcDbw3crcCLZpZW634/D2d4ArgIb/rpX83sK3X67w38GvhluP8uwD/MrGYrvJqi3C/47N9k+1E+lsOJ2ht7kbrMSE5IWjY+q+v5Azr0GLUgKfW/Hx35XpG3PPvrx5cFO+5pyn3Kmzhts3dJ2Zyb124b17RkjeMcpW/tPfuD7nPyKy5f8dKkwuqszGicR6SJVDxrJRo9zNbMrgW6OOd+VevYH4Bv4e3tu8fMznHO+fJkLyIiIm1SNlBZ59gjzrlnGtuBc265mZUAu+pMAd1lZlXAltrHw7uQ3wh83Tn3l/Dhd8ysO956XK8Bg/B2KL/ZOVczWuqtRsTJARY1NjveY/98zXq04Q0FvoxXEMQ5tyuctSZ7ArABmGFmvZ1zm5twLoBU4Fbn3Afh/noAjwI/c87VjOTbgrfZ1ETgDTPriLdr+y+cc78I9/OmmfUE7sYrvNXoCIxzzq0J9xXAK0wOxitw1mz9tq7Ov1Wk+TeFTtosMywYzB/ZvtMNuFDqqgP7b91dWnT9aEiMzfp7Fsh6t88TM85ff9n4xt6lPNkanc2c2/WfGUsjvrulc1TM3D9uzhUrnh+8taKnpmdKvNHmM61EU0aefbf2FTMbAdyA9ynnaLxPVu+r534iIiIi0VKItxP4KGA88B286Zc/i+I5zwBCwL9qjXpLwNusYLiZBYF1QDHeOmUX155KCZ9O+0yodan9N9kh0zUP4/06GzktB7qY2adTqczsq2a2yMyK8YptM8I3DWrCeWpUANNrXa+ZZvZePcdywl9z8Uas1R3t9gIwyMxqF6o21hTOwpaHv8Z6S7fOMT6fyEEsUDq4XdYD47J7Dtyd3uEHH5gVFsbivHtTjhu3vd0pSxvbvjwpkNzYtr9asmF954qqiO086BzVi4qHzxg0f+3OiR/PmLC1omfXSPUtEkEd/A4gkdGU4lk/YHGt658DPnHOTXHOLQDuxFsvRERERCRWqpxzC8KXmc65R4B7gR+FRzxFQye8qZCFeMWomstUvFH93Z1zBcDZeGuv/QNvFNvrZtY/3MdP69z3p+HjW2naelv76lyvwJsRkARgZl8AngFmA18ETsGbjgqQ0oTz1ChyzoXqnO+gHM65mmM1/ddMgcyv01fN9dpvLPbVaVO3r1jRyDOJC2ah7inpL0zsmHN8oH3nL38QCG7aEuUT2rTejyY4LHTkxlCebI0qng3Zf2DGVZt3nty8cB7ncCsPDJ41bOEnm0d+tGj8+rIBsS6uizRFlt8BJDKOOG3TzN4Pf5sG/NzM7sD7oywXKDezmk8aU4COta5PbcqUCREREZEIWY5XPBoAlIWP1V3UujmfBO8FqoBxeCPQ6toJ4JybDZxrZqnAmcBv8HYAPQVv7a/ai/9vC3+dBvzYzDo65/Y2I2ONLwJznXM31Rwws7rTmhr6GUWq+FizJlkXoPZ6SjWjRCLxOCNNa/kC+SXwxgZYXwhbimBQB7izTvnjvc3w8S5Ytw9KKuGHo2BInZ/e9mL48yewvQSO7wRfz4WUWu9CVu2Fxz6G+089+Lh8xoyMpJRZEzt0P7W6uqr/rOKC+7OqysccF41zVQXShizs+oMPR+Y/OOFIbSsTj1w8C4bctn/OXHZ8JLJtKus970srXsyaXzR6bCT6E4kBrb3XShxx5Jlz7jTn3GlAAfCgc+504KzwzT9wzp0ePnYDsK/mugpnIiIi4pPc8Nc8oGaUxrE1N5rZyUD7OvepoP7RTfUdfw9v5FlmrVFvtS8VtRs750qdc68CTwHHhY9tq3OfmuLZk3gj0abU98DM7PyGH3a9UoHyOseurHN9Z/ictX9G6XiL8UfCUuAAXiGvtsuB1eF12RorViPRVDwDthbDkt3QNQ26NbBf4cytUFIBuYeZjPfnT6BLGtw4DLYVw2vrP7st5OBvK+GyQSqcNYYZwYTE9WOzunzpuI49TliS3O75eXDozrzNtSL7mmGlwezDblzioJxP9/JoqJFzf/hozY7MqupmFRB2VHRdeMbH7y3rP2/T6PlFo49myrmIX1Q8ayWa8hL1IfB/ZtYNb02RZA5e+HYo3rpnIiIiIrGSYGanhL9PwltC4ifAK865HWa2F28q5CNmNhlvNNUdwP46/awEzjGzc/BGR21wzu0JHz/fzP6Ht4bZKufcKjN7DHjezB4EFuAVc4YCg5xz14WLXNcC/wY2463/9S0OXhvsEM65bWZ2DfD38IL6T4Xz5wBfwluEvykjwt4GHjWzHwNz8ZbdOKPOOUNm9grwXTPbhDd18nagtAnnaZBzbq+Z/Rb4SXgDhgV4u3J+Dm9Hzab0VWFmG4DLzWwp3qi5JXULlhEQrSm/LcrwLjAiPD7w0UVQVM9P+cenQMC8kWlz69n3tKzKG7n2nZOgfRIcqIL/bfCKZQDTt0CCwdge0XscrVUguO+EjI53kN7hJxtKi76Rd6Dwu6MhJTKFZbPMd/v8acYF6y853OYB5XjvCRs0qqBo+gXb9x5xBFtDCiqzllyz6i+h1/ZepOWBpKVS8ayVaOqGAXuAR/C2ZL8p/EdljZs4ePqBiIiISLRl4q3nNRt4B+/vkceAr8Kn6299AW965Ut4RaEb8UbU1/YLYAXe+mTzgQvDx38AlACvh4/XvIH7Nt7aal8D/ou33tn5eB82grdovsPbTOkt4EHgf3gFtcNyzr0MnIxXxHoYr+D2m3COM490/zoeB/4PbyOFfwJ9gCvqaXczMBP4A97umX/nCIW+JvopcD/ez/41YAJwlXPu+aPo6wa8defewfs3iUbZRQs84xXFmtumKjyxOSn8riM5CNXhcVKlVfDPNXDFsRxxAJM0zKyiX1r7P07I7jm4OCP7hmkW2HXYEWONVZAyZNy2duM+aeh2Zxy2aJ0YCm3825yVI4/m3EXV6SuuWvHcgk6zC054be9Fw4+mD5E4kRCcSANjd6UlafTIM+fcRmBEeLeo/XUWiwW4ivAaHyIiIiLR5py7G7i7Ee3m4+3GWVvfOm3WU09hyjm3EG+NsrrHHfDb8KW+c64CLjtStoY45xbhTWs8XJu+9RybilfIq7leDXw/fKntoFKFcy4fuLhOmyfqtLmbOj9v59y0un2Fj9ftvxr4WfhSL+fcNfUc21hP1reAExrqp7mmnmfpNG12hhxGehJ0ToV3NsGkXjAtD/qGJ03/Zy0clw0DsnyN2GqYuU7Jaf+dlJT637KqimHTiwt+3bO6cki/ZnRo03o/kvTlFaOqA4SCdW8OHa545lz1M3NXFaVVh/o25ZSl1Slrb1//m92Pb7/hlHqeWkRaqky8D8CkBWvKyDMAnHP76imc4Zzb5JyLyPB+ERERERGfaIRAhF11nLfO2S3vwY4SuPgYbzOC6Vvhi4P9Ttf6mJGSmPzxqVldz+7bofvJ85NS3l58tH1VB9IGL+z2w5n13eYCVtnQ/c7YuW/6hN2Fjd4koCKUuOnO9Q/MzJhZ3P/x7TeqcCatTZbfAaT5GrPbZopzruxI7SJ1PxERERERH0V7M4I254TO8PDpUFDmbRwQMHh4IZzdBzqmwLub4L8bvLbn94fTe/ubt7Uww4IJ20e17/wNXChtRcn+7xWUFV07GhKaNLJyZcevDsvd/addqVW7O9c+Xh2sf+RZSnX16j/PX92o3TCrXHDbg3k/XHfPxrvHVJHYpym5RFoQrXvWCjRm5NlGM/tueLrmEZnZWDP7D94aISIiIiIiLUmq3wFao+Sgt2NnwGDZbsgrgnP7web98K+18P2R3uXl1d5tElkWOHBsetYvxmb3HJjfrsOPPjAravxP2SzznT5/Xl33cChgVYe0da7ixVkrXJJzSYfrstoFdv1u6y0ftJ9RnD154y9PrSJRU6WlNVPxrBVoTPHs23i7Q203s3+Z2ffM7AwzO8HMBpvZKWZ2hZn91szWAtOA7dRZJ0NEREREpAXQyLMoqg7B31d60zWTgrByLxzbEbqne5fjsmHVXr9Ttl5m1Tmp6c9N7JgzNNS+01UfBIJb6tkj9VD7kgeN3Zp+6pLax6qCHFI8u3Tr7lkj9hU3OBk35GzfX3ZcPa3DzMK029Y9MrHcpRx2t06RViLL7wDSfEes8DvnXjazfwOfB76BtxtVCt4OUjUM2AS8ADwRXnRXRERERKSl0cizKHo/D9IS4eTunx0rrz74e+cOvZ9ElhmZSakfTuyQMrayumrgrOK9D2ZXVZzU8Ap0ZvZBr4dTvrxi5KebB1QlHDzyLKOyaulDi9adWt/dnaPon7svXfjN1X8+sbA6a1IkH4tIC9De7wDSfI0aHhveIell4GUzSwKG420LngLsAVY65/KiFVJEREREJEY08iysvBqW7PK+LyiD0mqYv8O7fkJnbyrmhkLYXQp7wysdryyAokrolAr96kxUKqmEV9bC7SM/Oza4I7y4Cj7c4l1fsQcuGxTdxyWfMSMxIXHN2KyuXyBU3XFRyb7J1eUHLjkJ7JAV+6sDqYMWdLvrw9E7fjkBoCrRPit7Olf675nL2gXhoF05naP07YKz531t1bO5uyq7TIr24xGJU4l+B5Dma/LccudcBTAvCllERERERPymkWdhReXwh8UHH6u5/usJkJzmLfY/c9tnt7+y1vs6rgdcd8LB9/33GjixC/StVVTr096bwvnPNd71Lw2B3hqj4YtAcO+JGdnfJb3jnetK99+w7cD+m0dD8kHTKld1vHJY7u4/7Uyr2tmlMvGzkWfXbtgxb0hR6cSa685RMXP/uDlXrHh+8NaKnhMRaduCR24i8e6oFmY0s07AKUA28Kpzbq+ZpQAVzrlQJAOKiIiIiMSQRp6FdUqDp889fJvrTji0SNaQK4+r//jZfb2LxAez8gFpmQ8PSG3/u13lBy5cVrLv7hNcKLtj+MbMd/r8eeZF6y7qUpEYCAFkl1cu+vmyTRMAnKN6ccnw2Zcvf6nv+rIBE3x8GCLxpDFrzUuca9I/onl+DWwB/gM8BfQN3/wK8OOIphMRERERia3D7hIo0laYhTqntHtlUsceJ6ZkdvnCh8GENZsAClMGjtuSPuHjiiQL4dz+V2cs7YKDlQcGzxq28JPNIz9aNH592YCefucXiSMaedYKNLUCehdwM/Bz4GS8jQJqvApcEKFcIiIiIiJ+0CwKkVrMSEtMXjghq9sZvTp0Hzs3MWXaJx/2ejitNDmp+nurt3zM3q5bxyyeu2bogpVjlx3I7ed3XpE4pJFnrUBTp21eB/zcOXe/mdWtnq4FBkQmloiIiIiIL1Q8E6mHGYFgwpaTMzt/jUB1t49WDvhq3vP5X8z+QcKoFI6nEJjvd0aRuFTOAb8jSPM1tXiWA8xp4LYKoF3z4oiIiIiI+Kr6yE1E2p4sBq/pF7hwW3cbl0Fa++5bz/lTwav9CxNcEqP8ziYS5172O4A0X1OLZ1uBXOD9em4bBmxodiIREREREf9o5JkIkETWnt52zqo+gbND7ek30Cw4EBgI8O4Z22a1r+7V5Z2is46/rt2fpj2Z/I2JmNkRuhRpq/S60go0tXj2IvBTM/uIz0agOTMbBNwOPBHJcCIiIiIiMaaRZ9ImGcHKrjZ6eV+7YF9nG9E5gdQhZja2brv1A4tml7SvGktl9+0Afy755qS+oY0zJqfeewpmTX1/KdIWqHjWCjT1ye1uYCzwIbApfOxFoBcwC/hVxJKJiIiIiMSe3uRIm5FOr819A+dvzLHTktPoepyZDTtc+7KU6l1LTywYBHCgKruLc1SbEfxJ6S/H9wrlzb+m3dShmKXFJr1Ii6HXlVagScUz51ypmU0CrgDOwdskYA9wL/BX51xVpAOKiIiIiMSQRp5Jq5VAanGOnba8b+BzZR0Y0idgiX2A3o29//Qzd6zHOBnAEQg6AtuMUA+Aq8ufGdUjtO2TczLe7Oks0CFKD0GkJVKdpBVo8rBa51w18Gz4IiIiIiLSmmiEgLQmLpvjV/YLXLizq52SmUT7oWY2+mg6WjOkcGZpu+pxtY9VhlL2JAcP9Ki5flblO8d/VDhi3cjMBaXVltDj0F5E2qQSvwNI8zWpeGZmpwC9nXP/qOe2LwKbnXNzIxVORERERCTGyvwOINIcKWTv7GPnre4VOMsy6D3YLHAscGxz+ixNrdqx4oTC3LrHy6ozi5KDBw46Nrz64wFr9g3cflzW8nVlljqgOecVaSWK/Q4gzdfUkWf34613Vp9jgRuB05uVSERERETEP0V+BxBpigCJ5d1szLK+dsH+TjasR4KlDAK6RPIc08/M34Ixsu7x4qrOlZlJ2w9p3y+0sXteQa+CY7LWflIYyDo+kllEWiAVz1qBphbPhgEPNnDbPODW5sUREREREfGVimcS99rTf32/wAVbetiE1BQ6DTWzEdE618rcfdPL0qpPre+2wsoelsOSeu/Xye3psLUgJ3lw1qr5W4M9R0Urn0gLoGmbrUBTi2cpQKCB24JAu+bFERERERHx1X6/A4jUlUh6YS87c0WfwHmVmRzTP2AJ/YH+0T5vSbuqrauP29/gDpyFFT1TDnf/dhxI27Cv34knZS6c8UnC0sLArgAAq/BJREFUCeMjn1CkRdDIs1agqcWzFcBFwOv13HYRsKrZiURERERE/KPimcSBQHVnO3FFP7tgdxcbnZ1Iu+PC60/HjMO56WfuyMfIaahNYWWPrCP1k0hVwuLC4eM+l/HfaW8mnTspkhlFWggVz1qBphbPHgMeN7P9wJ+ALUAOcD3wDeCmyMYTEREREYmda95w5VPPswogye8s0rak0W1b38D563ra6YntyBliZocs0B9Ly4ftm16REppwuDb7K7s1am21AM7+V3TepG+1e+yDJ5Kvn4CZRSalSIug4lkr0KTimXPuT2Y2GPgu8L3aNwEPOeeeiGQ4EREREREfFAHZfoeQ1i1AcmmOTVjWxz5Xkm25PYOWNADo4XcugKKMyk3rBheddKR2FaGMLOcoNiO9Mf0+XnLDxH7VG2belXb/aMwSm59UpEVQ8awVaOrIM5xz3zezPwJn4v1RsRt4xzm3PtLhRERERER8sB8VzyQKshi8pl/gwm3dbVxGMh2GmtkhO1j6zeFCM87I34fRpzHtQy4hP2hVjSqeAdxZ9sC4XqG8BVelP3csZlozW9oCFc9agSYXzwCcc+uAdRHOIiIiIiISD7TumUREEll7etvZq3oHzgll0u8Ys+BAYKDfuQ7nk5MKplcmhyY2tn1FqN2+1EBhk85xZcXfRnbbv2PZWe3f7u4s0LHJIUVajgI3hGq/Q0jzHbF4Zma9ge3Oucrw94flnNsckWQiIiIiIv7Y7XcAaZmMYFUXG7Wsn11Q0NlO6pJA6hAzG+t3rsban1mxYeOA4pObcp8D1R0PpCY0rXgGcEbVe0MXFZ64fmTmgtIqS2xwUwKRFi7f7wASGY0ZebYBGAPMAzbirW92OMFmZhIRERER8dN2vwNIy5FOr819A+dvzLHTktPoepyZDfM709Fw5qpnnJF/ACOlKfcrquxanZ284ajOOax6Sf91+wZsH5y1am2ZpR5zVJ2IxLcdfgeQyGhM8exaPpuieS1HLp6JiIiIiLRkKp5JgxJILc6x05b3DXyurAND+gQssQ9wxBk68W7xqL3TqxLdpKber7Ayp1kL//cO5XXfUtBz3zFZa5fsC3Q4oTl9icQhFc9aiSMWz5xzf6l19V9AmXOuPHqRRERERER8peKZ1OayyV3ZN3Bhfjcbk5VE+6FmNtrvUJG0r0P5mry+JUc1vXRfRc9mL/qf7fZmbS3ISR6ctWrelmCvVvWzlTZP0zZbiUZvGGBmCcAe4AvAq1FLJCIiIiLiLxXP2rgUsnf2sfNW9wqcZRn0HmwWOBY41u9c0RAyVzXztJ1VGElHc//Cyu4RWfA/jdLU9fv6jxidOW/G4oQTx0eiT5E4oJFnrUSji2fOuSozywftFCEiIiIirZre7LQxARLLu9mYZX3tgqJONqxbkORBZtbF71yx8NEpe2ZUH8V0zRrFlV26Ooczw5qbJZGqhEWFI8ZfkPHqtNeTLjjqTCJxRK8nrUSji2dhzwHXAf+NQhYRERERkXigkWdtQHv6begbuHBzjk1IS6HTUDMb4XemWNubXb5yW68D45rTR4jEZLDd4DpFKtdrRRdO+na733/wh+SbJmDW7KKciI80bbOVaGrxbCNwpZnNB17B+8PioA0EnHNPRSaaiIiIiIgvVDxrhRJJL+xlZ67oEzivMpNj+gUsoR/Qz+9cfgkFXMWsSTuDGM1a8B+gyiXvTLSyiBXPAB4tuXli3+qNM+9Ie3A0Zs3OKOITjTxrJZpaPHs0/LUHcFI9tztAxTMRERERabGuecPtn3qelQDNXghd/GShzjZieT+7YE8XG9UxkfTjzOwUv1PFi/ljd88KJRz9dM3ayqoz9icGyiLR1UF+UDZlXK9Q3sKvpP99MGbpET+BSPTl+R1AIqOpxbOTgSKgNApZRERERETixQYg1+8Q0jSpdN3eN3D+2l52RkI7co41M/0b1mNXl7Jl+T1KT41UfyVVnSoyEndFqruDfLnihZO67d+x/PT273V1FsiOyklEoqPQDWG33yEkMo5YPDOzIDAZuA3IwNsw4FXgG865fdEMJyIiIiLik7WoeBb3AiSX5tipy/rY+SXZltszaEkDgO5+54pn1QFXNnfCzlSMYKT63F/Z3XVLXRGp7g4xqeqD45YUnrDhxMxFpVWW2DNqJxKJrHV+B5DIaczIsxuAnwLTgPlAf+ALwH7g61FLJiIiIiLin7V+B5D6ZTF4Tb/Ahdu627j0ZDoMNbORfmdqSeaeunNuKMjESPa5r6JnUiT7q09u9bJ+6/f13zE4a9WaUksbGO3ziUSAXkdakcYUz74J/Mk5962aA2b2LeD3ZvYt51xF1NKJiIiIiPhDb3riRBKZe3vb2St7B84NZdLvGLPgQEDFk6OQ3610ye6u5RGbrlmjsLJH+0j3WZ9eoS3dthbkpA7IWrekINDxhFicU6QZ9DrSijSmeNYf+H6dYy8AfwT6AGsiHUpERERExGd60+MTI1jVxUYt62cXFHS2k7okkDrEzMb6naulqwqGSuaduisTIxDpvvdXdu8c6T4b0sHty9xakDPo2KwVczcF+54cq/OKHAVN22xFGlM8S8ebollbUfhrRmTjiIiIiIjEBRXPYiidXpv7Bs7fmGOTUtLoNsTMhvmdqbWZM3HXQhdgQjT6Lq3u0Nk5KsyI+vRNgFTKUtbuO2bkyZlzp3+UcFLER9L9P3v3HV5nXf9//PnubimhUEqhLdAyyxRkEwjTwXIz1Kjo7+seOHGiOBBFxIE4cKFWRAFRAqKAssreu+wCZbSFtkl31uf3x30CIeRukzY59znJ83Fd50rOfd/n3K+ksZhXP0PqI/53ZADp6W6bkyNii07Ph3Y6vqjzhSmlx/simCRJklSgp4GVwMiigwxEwxi9ZHIc+MDmQw5fsQHbbT4khm8ObFZ0roHqucnL7lywYd9P13xZRGLo80Fb2f4Mh9E29PbG3fd/87r/uObiEW/u0zXcpD5ieTaA9LQ8uyDn+D+6OdZnu7ZIkiRJRTj+stR+zmHxBDC96CwDRBrPjrOmDjlq7saxz/ojqNk+IvYsOtRg0DKsffFt+74wgSD68z7N7aMXjhq6pOwF6D8Xv+WAE8b8+JqfjvpUHRH9+jVKvbAMeK7oEOo7PSnP3FFTkiRJg9FDWJ6tsVGMn7d5HPbIpkMOZV023yZiyHbAdkXnGmxuOGjeXWkI/T61cXnbuCWjhi7p79t06yfLPn3A1PbZN3x2zBm7E1GWqaPSajySppOKDqG+s9ryLKX0h3IEkSRJkirM3cCbiw5RLYJhzZvEPvdPjSMbN4xdNhnKyG0iYqOicw1mT2++9LbGDZrLsibYkpaNWtYfMacct+rWZ1b8eN8p7XPuOGbs37YhYmxhQaTM3UUHUN/q6bRNSZIkabDxl5/VqGHaE1OHHPXU5KgbM4oNd4iIXYvOpEzz8PbGO/d8cXK57tfYMmnoptxRrtt16+jmC157bVPdgwfUXDMhxZANCw2jwe6uogOob1meSZIkSd27q+gAlWY4Yxs3jUMf3GzIG1vGsfW0ITFsGjCt6Fx6tesPnnsfQ6gt1/0WNU8ZXa57rcr+rTO3u7dxp9m7rHfXitYYPqXoPBq07io6gPqW5ZkkSZLUvSeAxcC6RQcpTrRPiF0fnBpHzp8Ye44fztjtI2LvolNp1Z7cYsnNi8e1lK04A2hqmTyunPdblR3aHpj6xKJpc7cZ9/DDy2PMNkXn0aDkyOUBZkjRASRJkqRKdPxlKQH3FJ2j3EYz8bnthnzgutcP/fONbx16VdP+Q3+0w6ZDDjlwRKy7U0QMLTqfVm3liLYFd+++YIty37epZeLEct9zVaa0PzPx2YWTJm7Q/uLALzGefBS+8WF4y2tgh6Hw3gNfeX7ec/CDL2TndxsLB20KX3ofzHv2ldc9PguO3Qv2WA8+exws7bIBxK3XwgGTX31cXT2dprOg6BDqW5ZnkiRJUr67ig7Q34YwcvmUOPT2/Yaccc2bh17+2GHD/rbJdkPet//YmLJPRIwrOp96Z+ahcx8imFDu+7am0eumRFO577sq41LjenMWTtl2WtvjNxWdpV89ej9c+y+Yuk326Or+2+HKi+CId8LPG+DzP4B7boZ37vvKIuzLx8NmW8GP/gaPPQBnf/flc+3tcOqn4TOnwjrux7AadxUdQH3PaZuSJElSvgE5amUc2zwybchRz24S+40dyfo7RMRuRWfS2nt866Ybl67buk9R929LI+YOi+aaou7fndGsGPXwom322LfmhutuHb5nWXYeLbuDjoJDShsDn/AOWPjCK8/vth9cOguGdfr1f/vXwuHbwhUXwlvel5Vo99wMv2iADSZA0yL4/enwmVKBdsFvYfhwePN7yvIlVbm7ig6gvmd5JkmSJOW7q+gAfWEE6y3YLF4/a7Mhb2xfj2lbRQzdGti66FzqOytGtc2/b9dF2xaZYWX7OouGDWkuMkK3htE29JamvfZ/+9gLrvn7yLcfUHSePjdkNRPKasa9+ti0bWD0GHhxXva8pfTnNrK078PoMS8fW9IEZ54EZ/4DIvoi8UA3IP/RZbCzPJMkSZLy3QOsBEYWHaQ3gqGtG8Ue90+LIxdNiNdOGMaY6RGxb9G51H+uO/T5xwn2KjLDstbxK9YZtrDICKt04ZJ3HPDZ9h9e+6NRn9mPiMG9hNFD98DyZbDl9tnzcRvAlGnw5zPhmA/D386GHXbPzv3i27DPobCLe4X00B1FB1DfszyTJEmSchx/WVp5zmFxG1DWnQvXxDpMeXrakCOemBwHjRzDxttFxGuKzqTyeGS7xuuXr9NW+M9oU8vG7RNGPVp0jFU6Y9nn6qa2z77xhDE/2Y2IEUXnKUR7O3z3BNh8a6h9/cvHTzoLPnM0/Ogr2bmTzso2I7jwt/CPQbd3ypp6Lk3niaJDqO9ZnkmSJEmrdj0VWJ4NY/SSyXHgA5sPOXzFBmy3+ZAYvjmwadG5VF7LxrQ+9+BOjTsWnQOgsWVyVfx++akVZ+4zpX3OnW8fe+FWRKxbdJ6yO+PLcNeN8MdrsnXMOtQdBjPnwfNzYLMtYehQ+Nib4L2fgY2nwJ/Pgt9+P7v2/74E7/pYMfkr2/VFB1D/qIq/3CRJkqQCVcovQ2k8O86aOuSoeRvH3uuNYL3tI2LPokOpWNcdOvcZgt2LzgHQ2Dy5aoqotzVftOt1Tfs/eEDNNRu2x9Cy705amHN/Dr/7AZz+F3hNN7N8R4/J1kMDuOFKmHU3nPHX7OOZJ8G5N2Tn3rlPthHBtjuXL3t1mFl0APWPQsuziJgMPASsA6ybUlpSOh7Al4GPAhsCtwKfSindVVBUSZIkDV43FHXjUWwwf7M47OHNhryOddl8m4gh2wHbFZVHleXBHRddt3J0W8XsINnYMml80Rl6Y7/W67e7r3HHJ1+z3t1PtcSIzYrO0+8uvxBO+SR8/jQ4/NhVX9vaCqd+Ort21Gi45WrY62DYYnp2fu9D4NZrLM9ezfJsgCp65NkPgCVk5VlnXwJOAr4AzAI+C1wZETumlJ4vb0RJkiQNZsdfll4457B4COj3nQyDYc2bxD73T40jGzeM10wayqitI2LwjIpRjy1dp2XOI9s37VJ0js6Wtm44MSXaI6iaxfi3a5u1+RMLp83bZv2HH1oW6xS6W2m/uuVq+MK74d2fgA98fvXX//WXsN76ryzZli/r9PlSSKnPY1a5JQyQHZr1aoWVZxGxP/BG4LtkJVrH8VFk5dmpKaWflY7dCMwGPgF8rexhJUmSNNhdTz+VZzVMe2LqkCOfnhR1o0czYfuI2LU/7qOBI5HSdYfOnU8wpegsnSWGDksMeT5o37joLL0xOT270bMLJ43actxjd704ZMNdis7Ta8uXwbX/yj6f+wwsaYL/XJA9rzscnn0SPvGWbNTYYcfCXTe9/NoNJmTrm3XWuBDO+ib8+j8vH9u9Dk4/ES78Xfb8pv/BZ7/Xb19SlbopTaet6BDqH4WUZxExFDgT+BawqMvpfYEa4G8dB1JKSyOiATgMyzNJkiSV3/XAB/rijYYztnFKHPLg5kMOaxnH1tOGxLBpwLS+eG8NDvfvsuja5lHtBxSdozutaeQLI2J5VZVnAOulppo5C6dst8O4+296fOiWexedp1cWzINPH/3KYx3Pr3wC7rkZFjdm65a9q8veJ295H5x6ziuP/ewbcNCbYIfXvnxs+12zKZw//mr2/MTTYbob+nbhlM0BrKiRZx8BRgFnAe/ucm460AY80uX4g8BqJmZLkiRJ/WItfimK9gmx64NT48j5E2PP8cMZu11EVNcv56oYi9dtefLxbRbvUXSOPCva1ls8YsjyomOskVGsHPnwom323K9m5rU3Dd+nrug8PTZ5Kjy4iimUbz0+e/TUV3/a/fH3npA9lMfybAAre3kWEeOBbwP1KaWWbG+AV1gfWJJS6jrccSEwJiJGpJSau7znh4APAWy22cBf51GSJEnldfxl6eFzDos50LNpcqOZ+NzUIYc/NiUOGTqWydMjhuzQzxE1CCRS+8xDn28k2LzoLHmWtExorhlevctUD6V9yI1N+9YdM/avV58/8pgDi86jqtEC3LTaq1S1ihh5dgpwc0rpX6u4prvaPPLOpZTOBs4G2H333V21UJIkSf3hCuD93Z0Ywsjlk2K/+6fGEUvHx45ThsbILYFNyhtPA909uy+8rmVEqsjpmh2aWjaJSdxbdIy19rclxx74xfYnrj1t1In7EVE1GyCoMDPTdJYWHUL9p6zlWUTsQLZWRF1EjCsdHlP6uF5EtJGNMFs3IoZ2GX02DliWUmopV15JkiSpk1eUZ+PY5pFpQ456dpPYb+xI1t8hInYvMJsGuMZxzY89ucWSvYrOsTqLWqaMKjpDX/n+si/Vbdb21E2fWOdnuxIxsug8qmj/LjqA+le5R55tDQwHbuzm3Bzgt8C5wFBgK+ChTuenA7P6O6AkSZKU48ot4x03bD7kje01bLHlkBi6Ndn/v5X6VYrUdv3Bc1cQVHwx1dg8ed2iM/Slj6/8+d5T2ufc9ZZ1/7EFETVF51HFuqzoAOpf5S7PZgIHdTn2RuCLwOHA48CTQBNwNPAdgIgYAxxFaWqmJEmSVG7HX5bmNx117Sjgtau9WOpDd+754nWtw9OBRefoicUtEzcqOkNfe3PLxbvc0LTvQ/vVzFzRHkMH3NentfZMmj4A5iprlcpanqWUXgCu7nwsIqaWPr0upbSkdOx7wEkRsZBstNlngSHAmWULK0mSJL3aZVieqYwWbrDy4TmbL9u36Bw9taJ9vfEpsTyC0UVn6Uv7tN607QOLtn9qp3H3PtkSIyp2wwYVwimbg0ClLnz4PbKNBb4MXALUAK9LKc0tNJUkSZIGO39JUtm0R2q54aB5iWBE0Vl6o51h1bvd5ips2/7wZk8t3GzMOmnJg0VnUUVxyuYgUHh5llI6J6UUHaPOSsdSSumUlNKUlNLolNL+KaU7i8wpSZIkka3du6joEBocbt/nhevbhqVti87RW83tYxYWnaG/bJzmTnh24aQpG7XPvaPoLKoIrcCVRYdQ/yu8PJMkSZKqRU1DXRuOMlAZvLjhigefm7J8v6JzrInlresvKzpDf6pJi9d9auFmO27V9kh3G+FpcLkxTaex6BDqf5ZnkiRJUu9cWHQADWxtQ9LKGw+cP5wo+wZvfWJx68S2ojP0t5E0j5i1aPpetS0zry06iwr1r6IDqDwszyRJkqTeuQwY0CNrVKxba+ff2D40bVV0jjXV2Dx5UPyeOZT2ITOb9q9758pzryk6iwrjP6YMEoPiLzVJkiSpr9Q01C3DqZvqJ/Mnrrhv3iYr9i86x9pY1DJ5naIzlNO5S959wFeWnXIdKQ34EXd6hbvSdB4pOoTKw/JMkiRJ6j1HG6jPtQ1tX37z/vPWIRhadJa10dQ8af2iM5TbKcu/tv8vln70VlJaUXQWlc35RQdQ+VieSZIkSb13CbCy6BAaWG7ef/4t7UOZVnSOtbW4deLGRWcowkdW/mrvfy5+8yxScgH5weFvRQdQ+VieSZIkSb1U01C3GLii6BzV6rGlczjhntOpveYDrH/JQRxxwwmvuubXsy/i6Fu+yNT/HMV6lxzAdS/c+aprHl7yJAfP/Aib/vtw3n/HN1nS+sql6K5/8W6mX/H2Vx2vRM9vsvzuFzZaWVd0jr7QlkaMTikWFJ2jCG9qadjl5qa95g5JbXOLzqJ+dVeazqNFh1D5WJ5JkiRJa+aCogNUq1mLZ3PFvJvYcuwUtho7pdtrzptzOQubmzhkwh657/PRu77HFmMm8/vXnsxDi2fzw0dnvHSuPbXzpfvP5BvbfZCxw8b09ZfQp1qHti+9db/56xNE0Vn6SmsaMa/oDEXZs/XWbR5ctF3ziLRydtFZ1G8cdTbIVOXWx5IkSVIFuBhoBkYUHaTaHDZxX47YeD8A3nPb11nQ/OpZblfUnsWQGMIDTY9zwbP/fdX5Ja3LuG3RA/x1j1PZcOQ4GluXcOZj5/GN6R8C4I9PXcrwIcM4bvIb+veL6QM3Hjjv9jSEATHqrMPKtnWbhg8ZvDObt2l/ZNOnFm72wlbrP/rAklh3+6LzqM+53tkg48gzSZIkaQ3UNNQtBC4tOkc1GhKr/zVkddc0t7cCMGpo1l2OGTqSltKxppalnPLw7/j+Dp8korIHcz07ZdkdC8c3V/Xumt1Z2jp+edEZijYxzdvw2QWTNtuofe4dRWdRn7rTKZuDj+WZJEmStOb+UHSAwWqDETVsPmYTfjX77yxobuKcJxvYZdy2AJz2yB85cMPd2GP9HQpOuWotw9ubbt/nhY0H0nTNDk2tg3LPgFdZlyVjn1q42Y7bts26oegs6jN/LTqAys/yTJIkSVpzlwKDdm2nov1wx0/zw0dmMO3yo3hk6dN8aZvjeWzpHP709KWcXJq+WcluOGju3WkIk4rO0R8am6c4nblkJM0jHli0/T4HtFx9TdFZtNbagD8VHULlZ3kmSZIkraGahrpW4NyicwxWr9tobx59/T+4/cAZ3HrgH9l09ES++sBZfHza0UwevRG/nn0RO1x5NDtceTS/nn1R0XFf4empS25tXL9lwE3X7LCoefLYojNUkiGkuLrpoAPes/KPFmjV7fI0nWeLDqHyszyTJEmS1s7viw4wmI0ZOoqtxm7K0BjKVfNv476mx/jklsdxb9OjfOeh33LR3qdz0d6n8+2HfsN9TY8VHReA5hFti+7cc8FmRefoT4tbNplQdIZK9Mcl7zvgpGXfuo6U2orOojVyTtEBVAzLM0mSJGkt1DTU3QPcVXSOwa61vZUvP/AzvrndRxg9dCQzX7iLuvGvZZuxm7PN2M05YPxuXP/iXUXHBGDmwXPvJ5hYdI7+tLRtg41SorXoHJXoW8u/sf/ZSz90GymtKDqLemUh8M+iQ6gYlmeSJEnS2nPjgIL97smLGTd8LG+fdPBLx5a3vdxNLGtbTiIVEe0VZm+5+KYl67XWFp2j/w0ZkhjyfNEpKtUHV/5mr0sWH/lQpPbGorOox/6UprOy6BAqhuWZJEmStPb+DLQUHaJaLGtbwT+evZp/PHs1z62YzwvNi156vqxUeN2xaBb/ePZqrnrhNgCuX3A3/3j2au5YNOtV77eweTHfe+QcvrfDp146tu/4nbnmxTv401OX8qenLuXaF++kdvwuZfn68qwc2fbiPbst3LLQEGXU0j56QdEZKtkRLf96zc2Ne80bmlotGavDr/vzzSPiLRFxeUS8GBHNEfFMRJwXEb0q2yPi6oi4oI8yzY6I0zs9PycibuuL9642w4oOIEmSJFW7moa6+U1HXXsRcEzRWarB/JULed8d33jFsY7n9xx8HpuP2YRfz76Ic+f8+6Xzpz6cLS33rilv5Be7fPkVrz314d9x2MRadllvm5eOvWa9bfjW9I/w7Yd+A8B3tvsoO9Vs1S9fT09dd8jchwn2KTREGS1vW2/JyKFLi45R0fZou23rhxZtO2f7cQ880RwjpxWdR7luStO5r7/ePCJ+BHwK+CPwC+BFYHPgOGBmRGyVUqqERRu/DYwuOkQRLM8kSZKkvnEmlmc9svmYTWg8ctWbDv5ily+/qiTLc9qOJ3R7/KNbvIOPbvGOXufrD49t03TDsnVb9y06Rzktad2oZdwINyZcnS3bH5/y9MJNX9xq/UcfWBw12xedR93qt1FnEfFm4NPA+1NK53Q5/aeIOApY3l/3740KKfAK4bRNSZIkqQ/UNNTNxI0D1I3lo1rn3b/Lou2KzlFujc2TougM1WKjNH/8swsmbb5x+3ODckpchVsInNeP7/9p4NZuijMAUkoNKaVnASJiTET8NCKej4gVEXFrRLy+u9dFxIdK0y6XR8SlETG5y/lREXFaRDwdESsj4u6IOHxVQbtO24yI4yMiRcROEXFFRCyNiFkR8bYur9svIq6LiKbS466IOLpH350KYXkmSZIk9Z2fFR1AlWfmoXNnE6xfdI5ya2yZPCind62psSxd58mFm79mu9YHri86i17h7DSdZf3xxhExDNgHuLyHL/k18H7gFOCtwNPApRGxX5fr9gE+CXwW+H/AzsA/ulxzAXA88F3gKOBW4OKI2KWXXwbAucDFpUyPAOdFxBSAiKgBLgEeB94OvAP4EzBuDe5TGKdtSpIkSX3nXOA0YIOig6gyPLx948zl67R1/cV2UGhsnjyu6AzVZgQtw+9r3HHfQ2uuvOaq4QcfUHQe0Ur//qPIeGAkWQn2kogIYGinQ23AdOCdZNM7/1C67j/APcBJwBs6Xb8RsG9K6cnSdU+SrZ32xpTSvyPiEOAI4MCUUscc+ssjYhvgq0BvR4X9KKX0u9K9bgfmAkcCvwS2AdYDPpFSWtxxr16+f+EceSZJkiT1kZqGuuXAb4rOocqwbEzrc7N2bNyp6BxFWdy68UZFZ6hGQ0jxv6ZDDjh+xe+vLjqLuCBNZ04/vn/H1ObU5fjnyHZw7nh8HNijdP35HRellNpLz7sW9Hd0FGel664H5gF7lg4dCjwPXB8RwzoewH+B3dfg63ipDEspvVi615TSoceAJcC5EfHmiBi3Bu9fOMszSZIkqW/9nGyUgAa56w59/hmC9YrOUZTm9nXWS4nFq79S3fn90g8cePKyb8wkJf8+Kc6P+vn9XwBW8nLR1OFPZGXZHp2ObQIsSSl1nUI6FxgTESM7HZvXzb3mld4DYENgY15Z0LUAJwOb9vqrgEVdnjcDowBSSguB1wPDgb8B80trsG2xBvcpjOWZJEmS1IdqGuqeBBqKzqFiPbDToutWjm5fkxEcA0pbGt7dL/HqoW8s/9Z+v136/24npYrYbXGQuTFN55b+vEFKqRW4kaxc6nx8bkrptpRS5w0kngPGRsSYLm8zEViWUlrZ6Vh3oz43Kr0HwALgGV4u6Do/9l7DLydXSunGlNIbydY5exvZVM5z+/o+/cnyTJIkSep7/T1aQRVs6diWOY9u17Rr0TkqQXP7OguLzlDtPrDy93tetviwRyK1Lyo6yyBTrr/HfwzsFRHvWc11t5JN73xHx4HS2mjvAGZ2ufa1EbFZp+tqycqzjjLwv2Qjz5Z0lHSdH2v11axCSml5SqkB+B2wfX/dpz+4YYAkSZLUx2oa6q5tOura64HaorOovBIpXXfo3BeIV03DGpSWtW2wfMywRUXHqHpvbPnPzrc17v7onuvdsrwthm2y+ldoLT0J/L0cN0op/TMifgycExEHkY1cfoFsM4HXlS5bklJ6MCL+AvystIPlo8AHyTYS+GiXt50HXBIRJ5NNn/w+2Tpo/y6dvwL4D3BFRHwfuB+oAXYBRqWUvtxXX19EHAF8gGy3z6eAycCHgf/11T3KwfJMkiRJ6h/fBS4tOoTK675dF13bPLLdXRJLFrdMbN9w5ONFxxgQXtt251YPL9rmme3HPfD4yhhVVetFVaEz0/TyrV2ZUvpMRFwLfAz4LbAuMJ9sSufhKaXLSpd+kKwIO4lsCuS9wJEppa4jz24EriQb1TYBuBr4UKf7pYh4G/AV4NPAZmRTOe8CzuzjL+9RshFz3yUb/TYfuKR076pheSZJkiT1g5qGun81HXXtnYDT9waJxTUts5/YevEeq79y8GhsnuLvnH1oi/YnJj+9cNMFW4179P6mIevtUHSeAeoF4FflvmlK6SLgotVcswz4ZOmRd82BnZ7+chXXrQS+UXrkXTO1y/Pjuzw/BzhnVa9LKT1Ep6mm1co1zyRJkqT+892iA6g8Eqn9ukOeX0zQdTHvQW1Ry+R1is4w0ExIL2zw7MJJ0ya1P9Nva1MNcj9M01lSdAhVFsszSZIkqf/8HZhVdAj1v7t3X3Bd64i0U9E5Kk1TyyYbFJ1hIFqHZWNmL5y6y46t915fdJYB5kXgZ0WHUOWxPJMkSZL6SU1DXTvwvaJzqH81jmt+7Kktlu5VdI5KtKRlo41TIhWdYyAaTuuwuxtfs+/rmi+/pugsA8gZjjpTdyzPJEmSpP71Z7Kd2zQApUht1x88dyXBqKKzVKJ2ho2AmF90joFqCCkuX/yGA/7fit9cQ0qWlGtnAX2/WL4GCMszSZIkqR/VNNS1AqcWnUP94449X7yudXjavugclaw1jXyh6AwD3W+WfvCAby8/6XpSai06SxX7UZrO4qJDqDJZnkmSJEn977fAI0WHUN9auMHKh5/ZfNm+ReeodCvaapqKzjAYfG35Kfuds/T4O8l2ZFTvLAR+WnQIVS7LM0mSJKmflUaffa3oHOo77ZFabjhoXiIYUXSWSrekdcOVRWcYLN638o97XL749Y9Fal9YdJYq86M0HUte5bI8kyRJksrjfOD2okOob9y+7wvXtw1L2xadoxo0tUwqOsKg8rqWK3e6o/G1C4am1meLzlIl5gM/KTqEKpvlmSRJklQGNQ11Cfhy0Tm09l6csOKB5yYv36/oHNWisXnyyKIzDDa7tN295SOLto5RafljRWepAic76kyrY3kmSZIklUlNQ90VwH+LzqE11zYkrbzxgHkjCYYVnaVaLGqZXFN0hsFoWvvsTZ5euOkG67UvurfoLBVsFnB20SFU+SzPJEmSpPL6UtEBtOZu2W/+je1D2bLoHNVkccvGE4rOMFhtmF5c/5mFk7ec0vb0rUVnqVBfTNNxh1KtluWZJEmSVEY1DXW3ARcUnUO9N2/i8nvnb7yirugc1WZ527gNU8JNAwqyDsvGPL5oi113br17ZtFZKszVaToXFx1C1cHyTJIkSSq/LwPNRYdQz7UObV928/7z1yX8Har3ItoZOrfoFIPZcFqH3d24y35vbL7smqKzVIgEfL7oEKoe/sUvSZIklVlNQ92jwBlF51DP3Vw3/9Y0lKlF56hWLe1jXiw6g+CyxYcf8KEVv7qGlFLRWQp2bpru7sfqOcszSZIkqRjfAeYUHUKr99ykZXe9OGGl0zXXwvK2ccvKfc9H58CHT4PXvA+G1sGBn3j1NT//OxzxBRh/OMR+cPUdr75m1pOw1wdhvTfAcd+AJV2+kmvvgslvefXxSvWrpR854NRlX76BlFqKzlKQFcBXig6h6mJ5JkmSJBWgpqFuKfCFonNo1VqHtS+5rfaF8QRRdJZqtrhlo7Ivyn7/E/Cvm2CbTbNHd/74b1jQBG/YM/99jj8FtpoCf/sWPDAbvvunl8+1t8OnfwqnfhjGjunT+P3qSyu+XztjSf3dpLS06CwFOD1N56miQ6i6WJ5JkiRJBalpqDsPuLroHMp3w4Hz7khDyKle1FONLZPL/rvnUbXw9N/h/O/ADtO6v+aGX8KNv4KvvLf780uWwc0PwI8/BW/YC776Xrii076Vv70Ehg+F97yx7/P3t3c3n7v7lU2Hzo7UvqDoLGX0GHBK0SFUfSzPJEmSpGJ9Eij7qByt3jObLr190fhmp2v2gcbmKaPLfc8hPfhtd3XXNJf+lzl6ZPZxzEhoLk12bFoKJ/0GfnICRJWOSzyk9X873Nm466JhqeWZorOUycfTdFYUHULVx/JMkiRJKlBNQ919wM+LzqFXahne3njH3i9OKjrHQNHYMmn9ojOsiQ1qYNomcOaF2fTOsy+G3adn5759Dhy6O+y9Y6ER19pr2u7Z4rFFWw4ZlZY/WnSWfnZ+ms5/ig6h6mR5JkmSJBXv68C8okPoZdcfNPfeNIRNis4xUCxu2Whi0RnW1FmfhVP+mG0q8NBT8I33Z5sR/PYS+N5Hik7XNzZrf3qTOQunbDiufeE9RWfpJ03Ap4sOoepleSZJkiQVrKahrhE4oegcyjw1bcktTeu37Fd0joGkNY0emxKLis6xJg7bB+Y1wEPnwoN/hs02hs+eCZ85FqZsBGddCJu9LXv8/O9Fp11z49OCcc8snLz1pm1P3VJ0ln5wUprOs0WHUPWyPJMkSZIqQGnzgIuLzjHYNY9oW3jXHgumFp1jIGpLI6p2dOWYUbDNZjB0KFx5K9z9KHz+nXD3I9m6Z5f/KHt89Wy4p4onP45h+ejHF22x2y6td84sOksfuh04q+gQqm6WZ5IkSVLl+ChU5+icgWLmIXMfJNio6BwD0cr2sY1FZ1hbra3w6Z/CaR/LNhG4+k44eDeYvnn2OGR3uOauolOunWG0Db2z8bX7HdF8ydVFZ+kD7cBH0nTaig6i6mZ5JkmSJFWImoa6Z4HPFZ1jsHpiq8U3Lalp3bfoHAPV0tbxy4vOsLZ++U9Yf1049pCXjy3rtHfj0uWQUvlz9YdLFh914MdWnHUNqaq/op+m6dxWdAhVv2FFB5AkSZL0spqGut81HXXtccDris4ymKwc2fbCva9duFWRGebOncull17Ko48+ypw5c9h222356le/+oprrrzySu666y4ee+wxlixZwle+8hW22267V1zz7LPP8qtf/YrnnnuOnXfemf/7v/9j1KhRL52fNWsWP//5zznttNNecby/LW7ZuH2jUY+U7X7LVsC/bsw+f2Y+NC2FC67Knh++TzYV87ZZMPs5eLo0ofSau+CFRpi6ycu7anZY2ATf/D3854cvH6vbBU78Bfzukuz5/+4YOJsIAJy19BMHTG2bff2JY07bk4jhRefppVnAl4sOoYHB8kySJEmqPB8C7gPWKTrIYHHdoc8/SrB3kRnmzJnD3XffzZZbbklbW/ezzGbOnElEsNNOO3HjjTd2e83ZZ5/NxIkTefvb3855553HxRdfzDHHHANAe3s7M2bM4JhjjilrcQawqGXyiHLeb95COPqkVx7reP7E+VlB9rML4Q+XvXz+5N9lH993GJzzyt6Sb/wO3lQLr9325WO7bgOnfRS++uvs+ekfh9ds3bdfR9G+sOL02k3bn779nWP/si0RY4vO00NtwHvTdFas9kqpByzPJEmSpApT01A3u+moa78M/LToLIPBo9s2Xb9sbFtt0Tl23XVXdtttNwB++tOfsnjx4ldd8/Wvf50hQ4bw9NNPd1uerVixgscee4zPfvaz1NTUsGzZMv71r3+9VJ5dc801DB06lNra8n+5jc1T1i3n/aZuAmk1y96f89VXl2R5fvrp7o+fcEz2GMiOa/7rbhs3Pf/AwTX/m5hiyPii8/TAqWk6txYdQgOHa55JkiRJlelnwLVFhxjolo9unfvAaxbtUHQOgCFDVv/r2equaW1tBWDEiBEvfew4tnz5ci688ELe8573EBFrmbb3mlo22aDsN1WfObD1mu3vady5aVhqmVN0ltW4E/hW0SE0sFieSZIkSRWopqEuAe8Bqn6Hwkp23aFznyIYV3SOvjJ27FgmTJjA5ZdfzpIlS7jqqquYNm0aAP/4xz/YYYcd2GqrYpZ2W9o6fmJK7npYzXZsu3/a44u2GDY6LSvf4nW9s5JsumZL0UE0sFieSZIkSRWqpqHuKeBjRecYqB7aoXHmijFtexSdo6+9733v4+KLL+ajH/0ozz//PG9961uZO3cu11xzDccee2xhuRJDhyWGzCssgPrEpu1zNn5m4eSNNmh/8e6is3Tj62k69xUdQgOPa55JkiRJFaymoe7cpqOuPQJ4V9FZBpJlY1qffWiHxp2LztEfXvOa13DWWWexYMECJk6cyJAhQzjjjDN44xvfyAYbbMAVV1zBpZdeCsCRRx7JoYceWrZsre2jXhgxdNkmZbuh+sX6adF6cxZO2Xa7cQ/e/OTQqXsVnafkBuD0okNoYHLkmSRJklT5PgY8UXSIgeS6Q59/jqCm6Bz9ZeTIkWyyySYMGTKE++67j6eeeorDDz+cJ598kgsvvJATTzyRE088kfPPP5+nnnqqbLmWt9UsKdvN1K9Gs2LUo4u22v21rbdfV3QWYCHw7jSd9qKDaGCyPJMkSZIqXE1DXSPZyLPWorMMBA/svPDalaPbdys6Rzm0tbUxY8YMjjvuOEaMGMGsWbPYfvvtmTRpEpMmTWKHHXZg1qxZZcuzpHWj5rLdTP1uGG1Db2/cff83Nf/zmoKjvD9NZ3bBGTSAWZ5JkiRJVaCmoe4m4KSic1S7JWNbnn50+uLXFp2jXP73v/+xzjrrsPfee790bOXKla/4PKVUtjxNLZPKv82n+t0/F7/lgE8t/8k1Zf1hetmP0nT+WcB9NYi45pkkSZJUPb4PHAy8rugg1SiR0nWHzn2RYNOis3Rn5cqV3H13tgb7woULWb58ObfccguQrWM2cuRIHn/8cV544QVefPFFAB588EEWL17MhhtuyBZbbPGK91u6dCkXXXQRJ5544kvHtt12W8477zyuuSYbKPTAAw9wzDHHlOPLA2BR8+RRZbuZyuonyz59wNT22Td8dswZuxMxoky3vRn4YpnupUHM8kySJEmqEjUNdanpqGvfDdwOlVkAVbL7Xrvw2paR7QcUnSNPU1MTZ5555iuOdTw/44wzmDBhAldccQUzZ8586fxFF10EwH777ceHP/zhV7z2wgsvZNddd2Xq1KkvHZs6dSrHHXcc559/PgDvfOc72Xzzzfvjy+lWY8vk9cp2M5XdZ1b8eN8p7XPuOGbs37YhYmw/324hcEyaTks/30eyPJMkSaomEXEy8I1Oh54DbgROTCk91sP3SMAnU0o/6+V9P5FS2rDnaV/1HgcCV3U61Ao8DVwAfDOltHRN33sN8/T6+1AJahrq5jcdde3bgeuAkUXnqRZNNc1PPLHVkj2LzrEqEyZM4E9/+tMqr/nwhz/8qpIsz3vf+95uj7/hDW/gDW94Q6/z9YXFLRtvVMiNVTZHN1/w2mub6h48oOaaCSmGrPF/M1YjAe9L0ynfbhca1FzzTJIkqfo0AvuUHp8HdgH+GxHr9OM9fwP01W/b7ybLfjDwE7KdJH/UR+89KNQ01N0KfLzoHNUiRWqfecjcJQSji84y2K1sX3f9lFhWdA71r/1bZ253b+NOS4allqf76RY/TNNp6Kf3ll7F8kySJKn6tKaUbio9zgXeB2wOHN5fN0wpzUkp3d5Hb3dPKft1KaWfAD8H3tJH771aETEgCpSahrrfAr8uOkc1uHv3Bde2jkg7FZ1DmXaGzS06g/rfDm0PTH1i0bQRY9LSh/r4rWcCX+7j95RWyfJMkiSp+nWUWttHxM8i4qGIWBYRT0TEWRFRs6oXR8QREXFFRMyLiKaIuCkiXt/lmpMj4oVOz4dHxOkR8VRErIyIZyPiolizRaIXA8O73G9MRPw0Ip6PiBURcWs3mWZHxOldjh0fESlKa+1ExIGl52+IiIsjYgnQeZrmiIj4SUQsiIhFEXFm168hInaJiP+WvqcLI+LPETGx0/mppXscExG/iojGiJgTEd+MiP7+/9ufIFswWzkWrd/86FPTlu5TdA69rLltnYVFZ1B5TGl/ZuIzCydvPL79hbv66C2fBN6WptPaR+8n9YjlmSRJUvWbWvr4ODAU+CpwGHAS2dTI81fz+mlAA/Ae4O3ADcBlEVG7itd8mWz65UlkOz9+mmw66dAe5B0aEcMiYnTpHh8GLupyza+B9wOnAG8lWxvt0ojYrwfv353fAncDbyp93uFzwJTS1/Id4EOlewIQEROAq4ExwLuATwIHAFd0UxSeBiwB3gHMAL5e+rzf1DTUNZfuMa8/71Ot2iO1Xn/Q3BbCteEqybK29cu6vqGKNS41rjdn4ZTtprU9ftNavtUS4E1pOvP7IpfUG24YIEmSVIUiouP/x21BNu1xMXBlSulPXa55ApgZEZullLpdWLnzgvmlkVJXATsA/w+4PifCnsC5KaU/dDr2tx7Gv6vL85nACZ0ybAe8E3h/x/tHxH+Ae8jKujVZe+38lNJJ3RxfDBydUmonKwxHAl+NiFNTSgvIyjWAN6SUmkpZHiYb7fV24C+d3uvalFLH9VdExBuBt9Hz78saqWmom9N01LXHAlfg/79/hTv3enFm2/B0YNE59EqLWya2jx85u+gYKqNRrBz58KJt9ti35obrbh2+5/5r8BYJqE/Tuaevs0k94cgzSZKk6jMeaCk9HiIr0I5NKT0XEe+JiDtL0xNbyIopgG3y3iwipkTEHyLiGbIdMFuA16/qNWQF2PERcWJE7BwR0eU9h3V+dHntccAewF5kJdmGwD86TXHcAwg6jZgrlVvnA2s68uzSnOP/LL13h78Do4EdS8/3BC7vKM5KWW4BZneT5fIuzx8gG9XW72oa6q4m23hBJQvGr3zomc2WrWr0pArS2DK5JyNUNcAMo23oLU177f+2lRdeswYv/1qazj/7PJTUQ5ZnkiRJ1aeRrGDanaycmZpSuiwi3gr8EbgROBrYm2zKI8Co7t6oVFhdDOxLNs3woNJ7X5b3mpLvAGeRFTZ3A09HxAmdzrd0eXR2f0rptpTSLSml84B6sumlHRsebAIsSSl13ZFvLjCmNDqst/IWKO863bHj+SadPnb32rnABl2OLeryvJlVfw/7VE1D3a/Jpo4Oeu1DUvONB84L4pVr6akyLGqe0p87A6vCXbjkHQd8ZvkZ1/LKf7hYlb+k6Xy3X0NJq+GwbkmSpOrTmlK6rZvjRwM3p5ReGoEUEQes5r22AnYFDksp/bvT61a5I2VKaQVZ2fb1iNga+Ajw44h4qPQ+e/TsSwGyEVoA2wGXAM8BYyNiTJcCbSKwLKW0svR8BdB13bGuhdZLkXOOb5Tz/LlOH7te05Glr3Yf7UtfIlvD7uiigxTptn1euKFtmNM1K1VTy6T1i86gYp2x7HN1U9tn33jCmJ/sxqo3mrkV+EC5ckl5HHkmSZI0cIwGVnY59u4evIbOr4uIzYEeT3dLKT0CfL70HtuXjt3W+bGat+iYIvl06eOtZGXXS4vtl6aFvoOXp6ECzCEr3Dp7XU9zl7y5y46YbwOWA/eVnt8MvCEi1u2UZQ+yTRo6Z6kINQ11CXgv2ejDQemFCSseeH7y8jVZU0llsrh1wsZFZ1DxPrXizH0uXPL2+0lpcc4lzwBvSdNZUc5cUncszyRJkgaOK4C6iPhqRBwaEWcAh6zmNbPISqgfRsQREXEc2dpdz6zqRRFxUUR8rfSag8mmcA4Dru1Bzp0jYu+I2Dci6sl2pnyKbKooKaUHyRbi/1lEfKK08P4FwHTg253e5yLgkIj4SkS8LiJ+QbbRQW+sC5wfEW+MiM+Rjab7RWmzAIAzSh//ExFvjoh3k62Ldi9wYS/vVRY1DXUrgDeT7b46qLQNSStuOmDeSKJHu76qIO1pxKiU4oWic6h4b2u+aNfrm2qfGZLauu6guQh4Y5rOswXEkl7F8kySJGng+BXwQ7KdK/8ObA68a1UvKE2BfBvZRgEXkJVTpwKrW9D5BuAtwLnAP4HdgLf3YJQZwJ/JRkbNBL4H3AEcnFJq7HTNB4E/kO2u+c/S13JkSqnzaK+zgR8DnyLb0bKZbC223vgh2dTMv5AVZ78BvtJxMqU0n2wduBWla84CrgNel1Jq7uW9yqamoW4+cASwsOgs5XTLfvNvbh/KlkXn0Oq1phFdyxINUvu23jj9/kU7LBuemjt2hF5JNuLsvlW9Tion1zyTJEmqIimlk4GTc861kU2f/HyXU9Hluq7PbyXbVbKzc1Z135TSD4Af9DB2x2uu7pplFdcuAz5ZeuRd0wJ8tvTo7Oye3LPL9+ETq7jPnWQbGuSdn93dPVJKx+e9phxqGupmNR117VuB/wBrsslCVZm38fJ75m+8wumaVWJl27pNw4d0nWWuwWp6+0Obz144df426z/8wNIY+400fbX/gCOVlSPPJEmSpAGqpqHuGuAYspGFA1br0PZlN+83fz3C32+qxdLWDW3O9AqT0nMTXliw4ZlpOhcUnUXqyv+4SJIkSQNYTUPdxcD7gPais/SXm+rm35qGsnnROdRzjS2b5O2Aq8HrG6NqV/yy6BBSdyzPJEmSpAGupqHuXOBjRefoD89NXnbnggkr64rOod5pbJkyougMqihnUpu+VXQIKY/lmSRJkjQI1DTU/Qo4segcfallWPvi2/Z9YQLRs7X0VDkamyfVFJ1BFeNPZBvdSBXL8kySJEkaJGoa6n4AnFJ0jr5y44Hz7kpDmFJ0DvVeU8smGxadQRXhz8Dx1Can8aqiWZ5JkiRJg0hNQ93XgDOLzrG25my29LZF45vdXbNKLWtbf0JKtBSdQ4X6C/A+atOAXY9RA4flmSRJkjT4nAD8ougQa6pleHvjnXu9OLnoHFobQ4Ykhs4tOoUKcx7wHmpTW9FBpJ6wPJMkSZIGmZqGulTTUPcx4MdFZ1kT1x889940hE2KzqG109I++sWiM6gQfwPqLc5UTSzPJEmSpEGqpqHuM8D3i87RG09NW3JL07iW/YrOobW3vG29JUVnUNmdD7zb4kzVxvJMkiRJGsRqGuq+BHy76Bw90TyibeFdeyyYWnQO9Y0lrRu1Fp1BZXUB8C5qk3/uqjqWZ5IkSdIgV9NQ93Xga0XnWJ3rDpk7i2CjonOobzQ2T/L30cHjHOA4izNVK/+ykiRJkkRNQ90pwOeLzpHn8a0X37i0pnWfonOo7yxqmTK66Awqi9OBDzhVU9XM8kySJEkSADUNdT8EPga0F52lsxWj2ubft+vCbYrOob7V2Dx5vaIzqN99idr0BWpTKjqItDYszyRJkiS9pKah7hfAO4AVRWfpcN2hzz9OML7oHOpbi1s3mlh0BvWbNuD/qE1VtSGJlMfyTJIkSdIr1DTUXQQcAiwoOssj0xuvX75O215F51Dfa2lfpyYlmorOoT63Ejia2vTbooNIfcXyTJIkSdKr1DTU3QDUAk8WlWH56NbnH9y5ccei7q/+15aGzy06g/rUYuAwatNFRQeR+pLlmSRJkqRu1TTUzQL2Ae4q4v7XHTp3DoHrYg1gze1jG4vOoD7zNLA/temqooNIfc3yTJIkSVKumoa654A64Mpy3nfWjouuWzGmbfdy3lPlt7R1g+VFZ1CfuAXYk9p0d9FBpP5geSZJkiRplWoa6hYDhwNlWcNo6Tqtzzy8fdNrynEvFWtx68ZtRWfQWvsrcAC16fmig0j9xfJMkiRJ0mrVNNS11DTU/R/wSaC1v+6TSOm6Q5+fS1DTX/dQ5WhsnjS86AxaKydTm46jNlXM7rxSf7A8kyRJktRjNQ11PwNeD7zQH+//wGsWXdc8qv21/fHeqjyLmqeMLTqD1sgK4J3Upm8WHUQqB8szSZIkSb1S01B3FbAHcE9fvu/idVuefGzbxbv15XuqsjW1TBpfdAb12vPAgdSm84oOIpWL5ZkkSZKkXqtpqJsN7Atc2Bfvl0jtMw+Zu4hgnb54P1WHJa0bTkyJ9qJzqMdmArtRm24uOohUTpZnkiRJktZITUPdUuBo4OtAWpv3une3hde1jGx3k4BBJjFseCLmF51DPfJD4CBq07NFB5HKzfJMkiRJ0hqraahLNQ113wYOA+atyXs0rdf8xOwtl+zVt8lULVrTqH5ZP099phF4G7Xp89SmftssRKpklmeSJEmS1lpNQ91/gF2Aq3rzuhSpbeYhc5cRjOqXYKp4K9pqmorOoFx3A7tTmy4qOohUJMszSZIkSX2ipqHuOeBQ4GTo2TpWd+2x4LrW4WmH/sylyra0dcPmojOoW78H9qE2PVp0EKlolmeSJEmS+kxNQ117TUPdN4FDgFWujbRo/ZWPPD116b7lSaZK1dg8KYrOoFdYAnyA2vQBatPyosNIlcDyTJIkSVKfq2mou5psGue/uzvfHqn1+oPmtRKMKGcuVZ7Glikji86gl9wI7EJt+n3RQaRKYnkmSZIkqV/UNNTNBw4HPges7Hzujr1fnNk2PG1XSDBVlEXNk2uKziBagZOA/alNjxUdRqo0lmeSJEmS+k1pN84zgNcCdwAsGL9y1rObLqstNpkqxeLWiROKzjDIzSJb2+w71Ka2osNIlcjyTJIkSVK/q2moewDYG/jWjQfOSwTDi86kyrCibdyGKbGi6ByDUALOAl5Lbbqt6DBSJStreRYR74iIGyLixYhYEREPRcTXImJEp2siIr4SEU9HxPKIuDYidilnTkmSJEl9r6ahrqWmoe4bbcPSe4D7is6jytHOsOeLzjDIPAMcRm36hJsCSKtX7pFn44GrgP8DDgN+B3wVOKPTNV8im2v9feAosp0+royIjcsbVZIkSVJ/qK+vvx3YDTiFbK0lDXIt7aMXFp1hkGgnG222HbXpP0WHkarFsHLeLKX0qy6HroqIGuDjEfFJYCRZeXZqSulnABFxIzAb+ATwtTLGlSRJktRP6uvrm4GvzZgx4+/Ar4DdC46kAi1rXX/pqKGLi44x0N0LfIjadFPRQaRqUwlrnr0IL21PvS9QA/yt42RKaSnQQDZSTZIkSdIAUl9ffwewF/BxoLHgOCrI4taJjkDsPyvIZnztZnEmrZlCyrOIGBoRYyJiP+BTwC9SSgmYDrQBj3R5yYOlc5IkSZIGmPr6+vb6+vqfA9sCfy46j8qvqXlSWWdFDSL/A3aiNn2X2tRSdBipWhU18mxp6XEdcA3whdLx9YElKb1qe9yFwJjOGwtIkiRJGljq6+vn1tfX1wOHAA8VnUfls6hlypiiMwwwc4H3U5sOoTY9WnQYqdoVVZ7tC+wPfA54M/CzTudSN9fHKs4RER+KiNsi4rb58+f3aVBJkiRJ5VVfX/8/YGeyNY/dCXAQaGyetH7RGQaIlcBpwDbUpnMKziINGIWUZymlO1JKM1NKZ5BN2/xoRGxJNsJs3YgY2uUl44BlKXU/zDSldHZKafeU0u4TJkzo1+ySJEmS+l99fX1zfX39KWTLt8wg5x/SNTAsbp04segMA8BFwPbUpi9Sm5qKDiMNJJWwYcAdpY/TgFnAUGCrLtdML52TJEmSNIjU19c/VV9f/x5gD+DqguOon7SlkWNSYmHROarUXcBB1Ka3UZseLzqMNBBVQnlWW/r4BHAD0AQc3XEyIsYARwGXlT+aJEmSpEpQX19/e319/UHAm8g2FNMA05ZGzis6Q5WZB3yIbBfNqwvOIg1oZS3PIuLfEfH5iDgsIl4fEd8Efgj8NaX0WEppBfA94CsR8fGIOAQ4v5TzzHJmlSRJklR56uvrG4CdgI+SlQcaIFa0j20sOkOVWAx8E9iK2vRralN70YGkga7c2wHfChwPTAVagceBLwO/7HTN98jKsi8D44HbgNellOaWM6gkSZKkylRfX98G/HLGjBl/Bj4LfJpsnWRVsWWt41eMHfZi0TEq2QrgLOBUapPfKKmMylqepZROAk5azTUJOKX0kCRJkqRu1dfXLwa+OWPGjB8DJ5CVaO7aWKWaWjZJG416uOgYlWgl8Buy0uyZosNIg1ElrHkmSZIkSWusvr6+sb6+/ltkM1xOAheer0aLmicPLzpDhWkGfkE2PfMTFmdScSzPJEmSJA0I9fX1TfX19d8hK9G+BiwoNpF6o7Fl8rpFZ6gQS4GfAFtTmz5GbZpTdCBpsLM8kyRJkjSglEq0U8hKtC8Clg9VoKllkw2LzlCwuWSl76bUpk9Tm54qOpCkjOWZJEmSpAGpvr5+cX19/WnANOBdZBuYqUItax2/UUq0Fp2jAA8DHwI2pzadQm1y2rFUYcq926YkSZIklVV9fX0r8BfgLzNmzNgP+AzwFhxMUFESQ4YmhjwTtE8uOkuZ3AD8ALiY2tRedBhJ+SzPJEmSJA0a9fX1M4GZM2bM2AL4FPABwLW2KkRL+6gFI4cuG8jl2TLgPOCX1CZHQkpVwn9pkSRJkjTo1NfXP15fX/9pYDLwYZzSWRFWtI1bXHSGfnIf8ElgErXp/1mcSdXFkWeSJEmSBq36+vrFwNnA2TNmzNgZ+D+gHli/0GCD1JLWCc3rjXi26Bh9ZQVwAdkos+uLDiNpzTnyTJIkSZKA+vr6e+rr6z8FTALeDVwFpGJTDS6NLZsMhN9R7yBbV28ytek9FmdS9XPkmSRJkiR1Ul9fvwI4Fzh3xowZW5IVaccB2xUabBBobJ4yuugMa+hRSj8z1KaHig4jqW9ZnkmSJElSjvr6+seAbwHfmjFjxk7AsaXHVoUGG6AWtUxer+gMvTAX+CvwZ2rTLUWHkdR/BsKQWEmSJEnqd/X19ffW19d/rb6+fmtgN+AHwJMFxxpQFrdsvFHRGVbjeeA3wBvIpmWeUInFWUScHBGp02NZRNwbER/q5fuMKL3XLl2OTy2975F9GrwXIuL4Uoax5c7U6V4pImq7OX9S6dzs/s6i8nDkmSRJkiT1Un19/R1ka1udOGPGjD2BI4HDgdcCUWS2atbcPnZcSiyJYGzRWTq5F2gALgZuoTZVyzp4jcAbS5+vAxwF/CoilqSUzu3he4wAvgHMBu7qdPw5YB9gVp8krV5LgHcCXde1O7Z0TgOE5ZkkSZIkrYX6+vpbgFuAr8+YMWMT4DDgCOB1wLpFZqtG7Wn43KHRUmR51gJcS1aWXUxtml1glrXRmlK6qdPz/0bEvsBbyNZnW2MppZXATau9cOBrAN4RESeklNoAImInsvUR/0ZWMGoAcNqmJEmSJPWR+vr65+rr639XX1//dmA8cAhwBnAf7tzZIyvbxyws8y0TcA/wE7JiaQK16VBq00+ruDjLsxgYDhAR60TEzyLiodK0zici4qyIqOlyPcDvO01TnNrdFMmIGBkRv4iIRRHxYkT8ICI+HRGp0zUHll53YEScHxFLIuLxiPhY16ARcUxpqunKiHg6Ik6JiF4PAIqI/4uI+0vv82REnNjl/A4R8e+IWBARSyPiwYj4eA/f/p9kBflBnY4dB8wEnukmy7SI+EdENEXE4ohoiIitulyTIuKEiPhuRMyPiHmlP5eRXa7bPCL+EhEvlP787omId3U6PyoiTit971ZGxN0RcXiX93hvRMwsfe0LI+KqiNi9yzVXR8QFXY51/Dnu2MPvU9Vz5JkkSZIk9YP6+voW4H+lBzNmzJgAHAAcWHpsj1M8X2V52wbLxwxr7O/bzAKuIvuzuZra9EJ/37AIncqmMcCbyH7+PtDp2FDgq8B8YNPS5+eTrekGcDDZ9+g7wKWlY88Bm3Rzu9OA44GvAA8C7ycrkrrza+APwNlk0x7PiojbUsrWj4uI15NtxvBH4AvAzsC3yQrpj/TwyycivgB8t5TtarK1Cr8dEctSSj8rXXYx2c9DPbAS2BaoefW7dWspcEnpa7iydOw4svUQu5ZiI4H/ko1s/CDQCnwTuCYidkopLeh0+efIvu/1ZF/7qWTrK55Weq+NgBuBZcDngaeBHcn+DDtcAOxJNu32MeAY4OKI2D2ldFfpmqlk3+PHyKbovgu4NiJ2TCk93sPvwaBgeSZJkiRJZVBfXz+f7BfaCwBmzJgxHqgF9gP2B3YFRua+wSDR1DKxffzIJ/ryLVcAd5JNrb2ZrCx7ri9vUKHGkxU1nf00pfRHgJTSfOCjHSdKRdsTwMyI2Cyl9BRwa+n0Y52ngEa8svONiPHAh4Cvp5R+VDr2H7IRl935S0rpO6XrriZbj+1tZH9GkO1we3VK6X2l5/8u3fPUiPhOSmnO6r740gi6bwDfSSl9s3T4iogYA3wtIn4BrA9sAbwlpXRv6Zr/ru69uzgP+G1EfBTYBdiM7H/jX+py3ftL57bpKKYi4mbgceDDZAVZh9kppeNLn/+ntCnB2yiVZ8BngPWA3VJ66Wf5pdwRcQjZ1PEDU0rXlA5fHhHbkBWkRwOklL7V6TVDgCuAPchKu5fOyfJMkiRJkgpRX1//Ih3ragEzZswYBuxANjpmN7LNB14DjC4qYxEaWyYPXYuXtwH3k5U+t5Q+3kttau2LbFWmETi09PlIsp+pb0XEgo4yKSLeA3wW2JpsU4EO2wBP9eJeOwGjKP0sA6SUUkQ0kI2w7OryTte1RMQjwJRSpqFkP/uf7vKavwLfJ1tH7PweZNqH7Gs6v8t0z/8BJ5Xu93Tp8cuI+ClwVUppXseFkTV2nX8e21NK7V3u86/SNW8gm77535TSC10LRrJRYHd0HtGVUpoTEdeTFeidXd7l+QNA5+mUBwP/7lScdXUo2c6w13f52v9LNjqw4+vbjmxk3r5A551ut8l530HL8kySJEmSKkB9fX0rcHfp8TuAGTNmDCVbfLyjTNuObFrZpgzQKZ+NzVN6sllAIis9Huz0uB+4k9q0rB/jVZPWlNJtnZ5fHxHDge9GxJlkUzj/CPyCbKrlArLpmBeRFWG9sXHp4/wux7s+77Coy/PmTvfckGxdtrldrul4vkEPM21Y+nh/zvlNU0pPlqaInkL2v7nRpTLrUymlO4H3Ab/v9Jo/0Kl8gmzzhIj4B9mUx/2Br+XcbxNe/TVROrZ5l2OLujzv/P2BbFThreTbkOzPpOvIQ8gKZiJiXbKSbi5Zgfok2SjN39D7P/8Bz/JMkiRJkipUfX19G9nUt/vIfnEHYMaMGWPIRgttQ1amdTy2BsaVPWgfamzZpHM50gjMJptOOIusJHsAmEVtWlL+dFXvAbK1rbYkm7p3c0rppcX6I+KANXzf50sfJ5CVcHR63lsvkJU+G3U5PrH0cQE903HdkXRfWj0EkFKaBby9VCzuTza67dKImEK2m+YeXbJ15zyytc9ayMrH7jxHNrK0q4n0/Gvq8CLdrzvXYQHZhgVvWcU1+5CNvntd6XsAQESs1+W6FWQ/M531tMAcMCzPJEmSJKnK1NfXL+PlUWqvMGPGjHWByaXHlC4fJwOTyH75LXJ9tSVkv+AvICskngXmAHOWtW7wFNkv/rOpTYsKSzgwdeyO+DTZdOCVXc6/u8vz5tLH1Y1EupesZHkzLy9qH2RrmfVKSqktIm4nK/d+0enUMUA72UL5PXEjsByYlFK6dHUXp5RagP9FxBnAucC4lNKLZEXV6lwBXAjMSinl7XZxM/DeiJiWUnoCICImk02ZPLkH9+jsv8CnImJiSqm7YvC/ZJsOLOlcjHXRMR38pZ+BiNiXbBOB2ztdNweo6/La1/Uyb9WzPJMkSZKkAaS+vn4x2SitvF+aAZgxY8YoslFq65U+dn7UkI02GUY2hW54p887Pg4lK1dWdnl0PrYCWEhWQHSUZQvq6+s7SpkcH+zhV6tVGBYRe5c+H0E29fdrwD9TSs9HxBVku1x+lazYORw4pPMbpJSaI+IJ4JiIuI/sz/OerjdKKb0YEb8GvhkRLby822YN2RTb3voG2UL5vycb1bUT2W6bv+7JZgGlTIsi4mTgJxGxOXAtMIRstOZBKaW3RsTOwOlk66k9TraBwBeBu7vsfrm6e7WSlXurck7pvS+LiK+TTZ88maw8/lVP71XyI+C9wHURcQpZGbodsE5K6TSyMu8/ZBskfJ9s6moN2YYGo1JKXwZuIiuxfx0Rp5EV7CeTFdedXQT8v4j4EdmOqwfx8m6sg4blmSRJkiQNQvX19SvIpts9v7prVZXW4+VRWi1ka1r9EvhO6divyHaaPIFsZNkVZOt23fTKt+EjZAXTlWSjFafl3O9EslL1ZLIRYn8CfsurF/5frZTS5RFxHFnZ925gHvBDslKtN+9zWkQ8S7Y75efIyr+HycoyyH7255LtQDmJbK2xq8hKrj5VWhvtUOAMsu9LAFcDb+tNUVd6r/mlHThPA35M9ufyCKUdO0ubNbyNbC27T5Pt8rkAuAs4s3TN3Ig4muzP9p+l13+E7M+x870ujYivAB8D/q907adLHweNSGlNSuDKtfvuu6fbbrtt9ReugaFrOvu7n7Vds/prOKlC1xL99up//ibfsk8ZgvTeM3uufrTw3OjJWqflN7EHy0OcvuPTZUjSe5+/b9MeXXfOYZX3M3/8ZT37+7bpqGv7OUnv1TR0HandvRkzZvRzkt6rr6/v2YXXV97PDLU9+5mJVY4rKEaa3n/vHRG3p5R2X/2VkiSpSBFxJTA8pVShv01LPePIM0mSJEmStFYi4iBgL+AOshFox5JNAz26yFxSX7A8kyRJkiRJa2sJ2e6OXyabBvoIcHxK6YIiQ0l9wfJMkiRJkiStlZTSrcDeq71QqkJDig4gSZIkSZIkVSrLM0mSJEmSJCmH5ZkkSZKktRIRl0TEvas4/7OIWBgRI8uYaWpEpIg4slz37HL/FyLi5CLuLUnqW5ZnkiRJktbWX4AdI2KHriciYijwDuDvKaWVZcz0HLAPMLOM95QkDUCWZ5IkSZLW1j+BZcBx3Zw7CJhIVrCVTUppZUrpppTSorxrImL02twjIkatzeslSdXB8kySJEnSWkkpLQEuAY7t5vRxwFzguYg4LyKejohlEXF/RHw6Il76nSQiji9NtRzb+Q0iYnZEnN7peUTEtyNiXkQ0RcTvIuK40munlq551bTN0vv8MCJOiog5QFPp+D4RcXFEPBsRSyPiroh4d5cMHdn2jIirI2I58IXSubqIuDsiVkTE7RGx79p9RyVJlWRY0QEkSZIkDQh/AY6JiN1SSrcDRMRw4K3An4GNgYdKny8GdgG+CYwGTu3lvT4NfAU4hWxa5puB03r42ncB9wMf4+XfhzYHrgd+CawAaoHfR0R7SqnriLm/AL8oZV8UEZOAy4BbyKanTip9jWN6+TVJkiqU5ZkkSZKkvnAZsIhspNntpWNvADYA/pJSuhH4L2Qjx8hKrzHAB+lFeVZaQ+1E4Jcppa+XDl8eEdOATXv4NkemlFZ0PEkpndfp/QO4FphSyta1PPtpSuknna4/jaxwOyKltKx0bCkwo6dfkySpsjltU5IkSdJaK20GcBHZ6LMoHT4WeBK4KSJGRcQ3I+JRYCXQQjZybFpE9OYf9TclG8V2cZfjXZ/n+W/n4gwgItaPiJ9GxJOlXC3Ah4Btunn9pV2e7wlc0VGclfy9h1kkSVXA8kySJElSX/kLsBmwT2kx/TeTjTpLwPeBzwNnA4cDewDfKb2uNwvvb1z6OL/L8a7P88zt5tg5ZEXfD4DXl7L9LidX19dvDMzrfCCltBxY0sM8kqQK57RNSZIkSX3lf2Tl0nHAJsC6vDzt8WjgzJTSS2uTRcQRXV7fMSJsRJfj63f6/PnSxwldrun6PE/q/KRU8h0BfCKl9MtOx/MGGqQuz58HNurynqOBsUiSBgRHnkmSJEnqEymlNuB8sqLsXcCDKaV7SqdHk03XBF5au+y4Lm8xp/Rxu07X7QXUdLrmabLC6s1dXvumNYw9EhjaJdu6vXi/W4HXRUTnDQLetoZZJEkVyJFnkiRJkvrSX4BPkO2y+fVOx68APl5a82wB8HGy4qqzW4BngJ9GxElkmw2cCDR1XJBSaouIHwA/iIj5ZLtkvgnYqXRJe2/CppQaI+JW4OsR0VR6/ZeARl5Z2uX5celruSQiziDbbfPLwPLe5JAkVS5HnkmSJEnqSzcCs4EAzut0/JPAdcBZZOuJ3UeXXTZTSs1kpVs7cAHwOeCjwMIu9/gR8F3gY8CFZNM6v1s610TvvQt4Avgj8JPSe/6xJy9MKT1DtobbhqXXfQyoB5at6nWSpOrhyDNJkiRJfaa0OcC0bo7PJSvGuvp1l+tuJVuwv7Op3dzjpNIDgIj4DfBUSmlR6ZrZZAVe59e94n06HX8UOLibUyd3uuYcso0Funv91cDOXQ5v2N21kqTqY3kmSZIkqapExI5ku2PeQDZK7TDg/cAXi8wlSRqYLM8kSZIkVZulwH5ka6utAzxJVpz9sMhQkqSByfJMkiRJUlVJKT0BHFR0DknS4OCGAZIkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJClHWcuziDg6Ii6OiGciYklE3B4R7+xyTUTEVyLi6YhYHhHXRsQu5cwpSZIkSZIkQflHnn0WWAJ8BngTcBVwbkR8stM1XwJOAr4PHFW6/sqI2LjMWSVJkiRJkjTIDSvz/Y5KKb3Q6fn/ImISWal2ZkSMIivPTk0p/QwgIm4EZgOfAL5W5rySJEmSJEkaxMo68qxLcdbhTmCj0uf7AjXA3zq9ZinQABzW7wElSZIkSZKkTiphw4B9gQdKn08H2oBHulzzYOmcJEmSJEmSVDaFlmcRcQjwZuCs0qH1gSUppbYuly4ExkTEiJz3+VBE3BYRt82fP7//AkuSJEmSJGlQKaw8i4ipwLnAP1NK53Q6lbq7fBXnSCmdnVLaPaW0+4QJE/o0pyRJkiRJkgavQsqziNgAuAx4CqjvdGohsG5EDO3yknHAspRSS3kSSpIkSZIkSQWUZxExBrgEGAEcUdoQoMMsYCiwVZeXTS+dkyRJkiRJksqmrOVZRAwDzge2Bg5LKc3rcskNQBNwdKfXjAGOIhupJkmSJEmSJJXNsDLf7+fA4cAJwAYRsXenc3emlFZExPeAkyJiIdlos8+SlXxnljmrJEmSJEmSBrlyl2evL338STfnpgGzge+RlWVfBsYDtwGvSynNLUdASZIkSZIkqUNZy7OU0tQeXJOAU0oPSZIkSZIkqTCF7LYpSZIkSZIkVQPLM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmScpS9PIuIrSLiVxFxd0S0RcTV3VwTEfGViHg6IpZHxLURsUu5s0qSJEmSJGlwK2Lk2Q7A4cDDpUd3vgScBHwfOApYAlwZERuXJaEkSZIkSZJEMeVZQ0pp05TS0cD9XU9GxCiy8uzUlNLPUkpXAkcDCfhEeaNKkiRJkiRpMCt7eZZSal/NJfsCNcDfOr1mKdAAHNaP0SRJkiRJkqRXqMQNA6YDbcAjXY4/WDonSZIkSZIklUUllmfrA0tSSm1dji8ExkTEiK4viIgPRcRtEXHb/PnzyxJSkiRJkiRJA18llmeQrW/WVeSdSymdnVLaPaW0+4QJE/o3mSRJkiRJkgaNSizPFgLrRsTQLsfHActSSi3ljyRJkiRJkqTBqBLLs1nAUGCrLsenl85JkiRJkiRJZVGJ5dkNQBNwdMeBiBgDHAVcVlQoSZIkSZIkDT7Dyn3DUhF2eOnpZKAmIt5Rev6vlNKyiPgecFJELCQbbfZZsqLvzHLnlSRJkiRJ0uBV9vIM2Ag4v8uxjufTgNnA98jKsi8D44HbgNellOaWKaMkSZIkSZJU/vIspTSbl3fOzLsmAaeUHpIkSZIkSVIhKnHNM0mSJEmSJKkiWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpTD8kySJEmSJEnKYXkmSZIkSZIk5bA8kyRJkiRJknJYnkmSJEmSJEk5LM8kSZIkSZKkHJZnkiRJkiRJUg7LM0mSJEmSJCmH5ZkkSZIkSZKUw/JMkiRJkiRJymF5JkmSJEmSJOWwPJMkSZIkSZJyWJ5JkiRJkiRJOSzPJEmSJEmSpByWZ5IkSZIkSVIOyzNJkiRJkiQph+WZJEmSJEmSlMPyTJIkSZIkScpheSZJkiRJkiTlsDyTJEmSJEmSclieSZIkSZIkSTkszyRJkiRJkqQclmeSJEmSJElSDsszSZIkSZIkKYflmSRJkiRJkpSjYsuziNg+Iv4bEcsi4tmI+FZEDC06lyRJkiRJkgaPYUUH6E5ErA9cCTwAvBnYEvghWdn3tQKjSZIkSZIkaRCpyPIM+AgwGnhbSqkJuCIiaoCTI+K00jFJkiRJkiSpX1XqtM3DgP90KcnOIyvUDigmkiRJkiRJkgabSi3PpgOzOh9IKT0FLCudkyRJkiRJkvpdpJSKzvAqEdECfCGl9OMux+cAf0wpfaXL8Q8BHyo93RZ4qBw519KGwAtFh1hDZi+G2Yth9mJUc3ao7vzVkH3zlNKEokNIkiRpcKjUNc8Aumv1orvjKaWzgbP7PVEfiojbUkq7F51jTZi9GGYvhtmLUc3ZobrzV3N2SZIkqT9U6rTNhcC4bo6vBywqaxJJkiRJkiQNWpVans2iy9pmEbEpsA5d1kKTJEmSJEmS+kullmeXAW+IiHU7HTsWWA5cU0ykPldV00y7MHsxzF4MsxejmrNDdeev5uySJElSn6vUDQPWBx4A7gO+D2wBnAH8OKX0tSKzSZIkSZIkafCoyPIMICK2B34G7EO2ztlvgJNTSm1F5pIkSZIkSdLgUbHlmSRJkiRJklS0Sl3zTJIkSZIkSSqc5ZkkSZIkSZKUw/JMkiRJkiRJyjGs6ACDSUQcC3wQ2AYY1fV8SmmjsofqhdIuqDsCmwKXpZQWRsQooDml1F5suu5FxOnA71JKDxSdZTCJiM2A51JKLd2cGwZMSik9Vf5kq1fN2atJRHy9N9enlL7VX1kGs4h4OzAupfTb0vNpwJ+B7YH/Av8vpbSouISSJElS8dwwoEwi4l3A74BzgA+VPh8CvIlsN9E/VuovhxExFDgV+DgwGkjAHimlOyLiUuC2lNI3isyYJyKeADYDbif7nv8lpdRYbKqeiYg2YJ+U0i3dnNsNuCWlNLT8yVbP7MWJiHcAbwOm0H1Jv2fZQ3UjIuZ3OTQaGFP6fAkwtvT5MmBZFfzjwvaru6YSS/yIuJPsvz8/Kj2/hOwfeH4HfBj4V0rp4wVGlCRJkgrntM3y+QLwbbICCuDnKaUPANOAF8h+QaxU3yUbMfcJYAsgOp37J3BUEaF6IqU0DTgUmAX8AHguIs6NiEOLTdYjsYpzw4HWcgVZA6vKPgpYWa4ga6Bqs0fEycDfgO2Ap4H7u3lUhJTShI4H2T8izAPqgTEppRqyIu09peNvLi5pj90H3LuaRyXaglK2iFgPeD3wmZTS94CvUsF/v0uSJEnl4rTN8tkauD6l1FYa2VIDkFJaHBHfB34EnF5kwFV4L/CllNLvS6PQOnuM7JevipVSugq4KiLGAscC7wP+ExFzyEYC/iGl9HiBEV9SmjI4tdOhXUtTYzsbRfY1PFGuXD0RETsDu3Q6dHhETO9y2SjgGODhcuXqiWrO3sX/A76XUvpK0UF66afAd1NK53YcSCmtAP4cEesAZwGvLSpcDx3UzbENyMqo1wMnlDdOr3QMQT8AaAOuLD2fA0woJJEkSZJUQSzPyqcRGFn6/BmykSFXl54HML6ATD01jqwk684IoGKnsHWWUloC/DYiHge+CewHfBn4amn66adSSk8WmRF4P/ANsl9mE/CLnOuWA/9XrlA99Fay7JBlz1vT6gmy6WCVpJqzd7Yu2TpV1WZH4Nmccx1/X1a0lNI1OacuiojvkBWvl5QxUk/dDbw7Im4i+zvlqpRSx+jKzchG/kmSJEmDmmuelUlE/BOYmVL6QUT8FDia7Bf05tLHJ1JKFTmVMCJuBW5KKX2yNPKsBdi9tObZT4HXpJQOKDblqkXEVLLRWu8j2/DgCuC3ZL/MHkK2ptuylNI+RWUEiIgJwEZkheo9wLt49XSvZuCpTr/gVoSIGE5WpgbQBBwM3NrlsubuFuIvWjVn7ywifgksTil9oegsvRERdwPzgSM6/1yXRl1eCoxPKe1SULy1FhGHAH9PKa1XdJauImI/oIFsNPQS4PUppZtL5y4A2lNKxxQYUZIkSSqcI8/K51Rg89LnXy99/nOyUVu3km0iUKm+A1wYEaOB88lG5uwSEW8lG4XzpiLDrUpEvIdsNFcd8BTwe+D3KaU5nS77V0Qs5eWpSoVJKc0H5kfESLKfk8dSShWzTtWqlIqljnKpqtZTrObsXfwX+H5EbEhWEC/qekFK6V/lDtUDnwT+BcyJiCvIRjttBLyObO2zwwrM1heOoJs/i0qQUppZmi6+DdnfN4s6nf4d8GghwSRJkqQK4sizApUKkpEppaais6xORBwDnEY2jafDM8DnUkp/KybV6kXEcuAi4LcppdzpbBGxCfChlNI3yxZuNUqF3uGrmA5W8SJiG/J3fazEEucl1Zg9ItpXc0mq1J1CS/8b/AywB7Ax8DzZPyz8OKWUN6WzYkREd38PjgCmk615+ZWU0vfLm0qSJElSX7A8K4PS1KNG4NiU0j8KjtMrpelse5JNK322VChsCCwAHkoV/gMUEeunlBYWnWNNRMTVwMUppTOKztJbEbE98Fdge7rfvbKSS5xqzr756q6pgHX9XqH0jwifBy5JKd1ddJ41FRFXdXN4Bdmi+xdVauEKEBGTgCPpvixOKaUvlj+VJEmSVDksz8okIp4GPppSqsQFo3NFxBCyxekPX9XILfW9iNgDOBf4CdmUtrm8vCseACmlZQVEW62IuI5s2t2JwANk67S9QqWVOB2qOXu1iohlwGHVPMqyWpWm3/+FbAmBebz65z2llCp6R2VJkiSpv1melUlEfI1s3a0jKn3R8a4i4j7guymlc4vO0hOlDQ56/IOdUtqzH+OssS5T8Lr9eip4BNQS4LhqK4uhurMDRMQw4O1ku8luQDZK9DqyBetbi8yWpzRqq6EaR1lWu4h4EHgEOD6ltKDoPJIkSVIlcsOA8hkH7AjMjoj/8upRRJU8NearZIuQ35tS6rrzYyW6n16UZxXsA1Tv1/EY3awVViWqNntEbARcDuwMzCb7e2Yf4OPA3RHx+tKmFJXmRODciGimykZZdlba1beebPH97tbKq8RdKzcFPmlxJkmSJOVz5FmZRMQTq7mkYqfGlEZyTSUbxfIM3f9iW5Gjt1SMiDiUbIOJd6SUHi86T29UefYZwAHA21JKt3Y6vgdwIXBNSuk9ReXLU82jLDtExG7ANcDTZOXZPcB6ZH93zgEeTSkdXFjAHBFxOfDPlNJZRWeRJEmSKpXlmVYrIs5hNSOgUkrvL08aVYNS4boZsD7ZCKhFXa+p1MK1yrMvAD7R3RTriHg3cGZKaYPyJ1u1iDie1f8d84fypFkzEfE/suLsA0ALsHtK6Y6I2JdsTbEPp5T+XWTG7kTEjsCfgTOAK+j+573iR/1JkiRJ/clpm1qtlNLxRWfojYg4rTfXp5RO7K8sayMi5rP6QmGjMsXprftKj2pUzdlHAotzzi0GRpQxS4+llM4pOkMf2AX4PtAxim4UQErphoj4JvA9oOLKM7IRcgC/J//vm4oe9SdJkiT1N8uzMoqIncnWD9sdmALsUxqZcAowM6V0WaEBc0TE74Bvp5ReNfU0IjYHvpFS+kD5k+U6uhfXJrL1lirRWbz6l9kNgIOBGuC3ZU/UQ9U8ErGaswM3AV+MiP+llJZ2HIyIdYAvls6rfySgOaWUImIesDlwQ+nc08DWhSVbtWpeW1GSJEkqC6dt9pOIOC6ldF6n54cBF5P9MvU/4Bu8PK3n68DeKaXDi0m7aqX1iPZOKd3SzbndgFsqfT2igSQiAvgbcGdK6btF5xnIImJDsumbC1JKLxadZ3UiYhfgKrIy5HKy9Qk3At4ABHBgSunuwgKuQkQcC3yQ/MX2K3WUJQARcR3wh5TSbyLiImAy8G6gGfgNMDGltHORGSVJkiStmSFFBxjAfh4Rp0dEx/f4VOCclNIBwCldrr2LbMpPJctrWXcEKnH3vgErZY33b4BPFJ1lVSJiakR8LSL+GBF/6/ooOt+qRMSxEfEgWfk0C5gXEQ9GRG9GNZZdSukushFOZwMTgNeRlWe/BLau4OLsXcAfgEfJRuVeDFxC9t+oJuBnxaXrsbOBjUuffwXYhOxn53FgL+DzBeWSJEmStJacttl/diKbVncFcAgwnZd/eepaRDWRTcerGBFxAnBC6WkC/hERK7tcNgqYCJxTxmirFRGHk02DbSp9vkoppX+VIVZf24IKXb8KerbzYGHhViMi3km2gPplZKX3XLKf82OB8yJiaOdRpZUmpfQC8KWic/TSF4Bvk60L9iHg56VRueuS/R1a8QvWp5T+1OnzByNiO2AfYDRwU0ppXmHhuoiIW4DjU0oPlDbIWN3aihW5QYYkSZJULpZn/SSl9Azwxoj4SOnQPLLCozs7AE+VJVjPPQBcWPr8c2RTwZ7rck0z2ciKShtFdAmwN3BL6fNENmWtO4kKXQw7Ij7WzeERwHZk08HOL2+iXvkB2c9Px86D/6/LzoO92tShzL4KnJ1S+kiX43+MiF8CXwMqtjwDiIhxZKNCNwGeBe5PKS0qMtNqbA1cn1Jqi4g2sjX9SCktjojvAz8CTi8yYG+llJaQFX+V6H5geafPXb9BkiRJWgXLs36WUvpl6dPzgG9FxAPAjR2nI2IbsoW8K2rx95TSFcAVpWmn6wMnp5TmFByrp6bxctE3rcgga6m7qWoryUZu/Rz4Znnj9MouVOfOgwBbAZ/JOXchcHz5ovRORAwjmxb+cWBMp1PLIuLnwFdTSi2FhFu1RrKdQgGeISuIry49D2B8AZl6rVo2hem8KUa17aYsSZIkFcHyrHxOArYnm8r2fOnYP8nWyLkcqNSF34cA7wMuICttKl5K6cnuPq82KaVqXpOwWncehGya5u50P2po99L5SnUG2bTHbwF/JxvxuhHwdrK/g0YBnyosXb7bgJ2B/5Ctd/b1iGglG936deDmArP1SJdNYf5ItilMh5XAJ8mmAkuSJEmqMpZnZZJSWgkcGRGHkK2BtiGwAPhvaZRXRUoptUbEk7xyFEvViIjtV3dNSumBcmQZZB4AtiSb7nsj8JmIuI2sDDkReKzAbKvze+DkiBhKVhp37Fh5NNmUzVMLzLY67wG+klI6o9OxBcApEbGCLH8llmenkhWskJVlm5ONrhwK3EpWCFa6jk1hPlgaAdi5PLsL6DoNuDAR0atp0ymlE/sriyRJklQNItu4T8oXER8k+8XvjSmlqtpZMyLaWf1i2BW55hlARGxBtpj6fmSbSiwArgNOTyk9XmS2VYmI9wCbp5S+U1o4/XJgUun0UuAdKaXLCwu4CqWpyt8m2zBjdKdTy4EfAyelCv2LMyJeBN6VUvpPN+feAPwlpVRRm5PkiYiRwMiUUlPRWXqiVE4emVK6slS8tgC7l6ZtHgj8O6U0qsiMHSLiiV5cnlJKeet1SpIkSYOCI8/KLCJeD+xJtpD3c8DNlTzyrOT1ZHlnR8TtZCNxOpcHKaV0bCHJVu+gbo5tQPY1vZ6XdxStOKUdK68CVpBtfNCx6+PbgXdHxEEppTsKjJirmnYe7Cql1A58NSJO5+VF958D7kspLSw03Or9Cfg/sumPXX0QmFHeOKsXEaPI1jw7NqX0j47jpdG6XXf4rWRVsylMSqma14KUJEmSys6RZ2USEZOAi4A9yH7J6liLaCOy9X7eWtqhs+JExFWruyal1F1JVdEi4jvAZiml9xadpTul7/sQ4LCU0rJOx8cA/wLaU0oHF5VvVSLivcClKaUXuzm3AdkInT+WP9nA02VX1hHA58nKqIt5+e+ZNwPrko1Y/EnZQ65GRDwNfDSldEnRWdZUaSrke4F3kE1VbgF2IxtpeSXw25RSJW/yIUmSJCmH5VmZRMQlZAtiH5dSuqHT8VrgL8A9KaUji8o3GJXWn/t7Smm9orN0JyKWAseklC7t5tyRwF9TSuuUP9nqRUQb2U6Dt3RzbjfglgqfLjsKOACYTGmn0E5SSukX5U/VvdLU5J5Klfh9j4ivAXXAERW6G+hqlaaZXggcRrYpzCZkm6x0bArz1kr92qpll1BJkiSpKE7bLJ+DgQ90Ls4AUkrXR8SXgF8XE2tQOwJYVHSIVVgOjM85twHZdM5KFas4Nx6o2HWsIuIg4G/kf+8TUDHlWZXvytphHNkU2dkR8V+6nxr+xSKC9VS1bgrjLqGSJEnS6lmelc9csjKkO8uBF8qYpdciYl2yqV/b8OqROBW7G1tE/K2bwyOA6cDWwFfKm6hXLgW+FxGPp5RmdhyMiP3IdvZrKCxZNyLizWQ/Ix1OioiuG0yMAvYn20GxUp1Ftjvip4BHK3W0UFel0XJnkk0PvKnoPL30dl5e32z/bs4noKLLsw4ppf8C/y06Ry9UzS6hkiRJUlEsz8rnu8C3IuL2lNKcjoMRMYXsl5VTCku2GhGxJXA9MAZYB5hPNvJpGLCQbH2liizPgAndHFtBtmPlZ1NK//r/7d13mKRlmf3x7wGUJBIdEAkCu6D+dEVBgrIIooigkiS4si6LsrIYEARUWIlGUGAFURBFDDAiIFkyyqLoILOiCK6KSBIZZBzJQ5jz++N52ylqqrqrU71v9ZzPdfXV9YapOV3UNFff/Tz33ec8o3EAcAHwo6oIdT/z++T9BPhIjdk6mQa8ouV4HcqWtVZPUrawfbJfocZgdeBDtm+rO8ho2H5C0u7Ad+rOMlpToYF99dqvbvvYDtcOBO6y3amYX7eXUPrkwYKTiR+ifK+PiIiIiFiopXjWP1tTtoHdLmkm8xt5v7p6/EZJb6zubdr0yuMpQw12oTS/3ha4GdiNsmqhSVmfZRAHGQypmu1vJmkbyqCJ1gmtV9QargPbX6XaflwNO/hP27+pN9WYXEXpT3hV3UHG4BrKhNkf1pxjYfQx4Gtdrj0GfJyyHbhpBmZKaEREREREXVI8658XAL+rPgCeT1kB9ZOW6021EfBe5m+req7tZ4AzJa0E/Dfw2rrC9UKSKI2wVwdutv1ozZF6Zvsy4LK6c4zGIBctgf8AzpK0JHAtHfri2b6136F69CXgNElLUyaytvcOa0x2SdtSmtE/VD0eVsNXiULZBn5Ll2u3VdebaDplVfStlCmhAJa0LmWrbLeCYERERETEQiPFsz6xvUXdGcZhCeAh2/MkzQZWbbl2C/DKemL1RtK+wH9RthCasoprpqTzgOtsn1BjvK4GeBsYAJJWBd5KKVp2mljZ1B5WSwGLA0ez4DY2VecaN7GyMlRkPaD6aM3ftOwXA5sAM6rHpvugiSbl7uYxynu9k9WZ/8uHpvkE8DLgR5QpoVC2iw9NCf10TbkiIiIiIhojxbM+kLQ+8AFgc+BF1el7KT+snGT75pqi9eq3wJrV4/8F9pF0KfAM8B7gT3UFG4mkgyhFkM9RVhFd03L5h8A7gRP6Hqw3g7oNDEk7AmdRCh6zKL3OWjW5Afy3KcWO9wO/Z8HsTTZIK/7WomxDHno86K6iDMm43PasoZOSXgAcSilENc6gTgmNiIiIiOgn2e0LK2IiVcWbzwAPU4o3d1aX1gS2AJYBDum0uqgpJB0AvMj2RyRtAlwOLAnMoxRg97T97TozdiPpj8DJto+RtCjwFLCh7ZmS3gycaXvFWkN2IelR4K22r+1wbUvgItvP63+ykUm6jbJFeU/bs+vOMxqSHgN2t31h3VlicEhaA/gp5Xv6ZZTC4AuBN1O2/r7O9t21BYyIiIiIiDHLyrNJJOltlBVPxwCftv1Q2/VlKKuHPivpVtuX1BBzRLaPa3n8U0kvB95C2Yp3je1ufX6aYBXgpi7X5rHgdsImGdRtYFDyfXDQCmeVX1Omyg4cSUuNdI/tx/qRZTSqwlM38yjbxh8a5p7a2b5L0isp22W3BNYHHgROBI63/Zca441I0taU/patg0my8iwiIiIigqw8m1SSfgjcYfvfR7jvdODFA95kvZEk3QKcZ/uwDivPjga2sf2aelN2JuksYANgsw7bwK4HZtp+Z135hiPpCuAC21+qO8toSdoIOIVS/Lu+7jyjIWkeC/Zpexbbjesd1ktuytTHL9o+vg+RFhpVb8LvU3pBzmL+JOhplCnLO9q+t76EERERERH1y8qzyfUqypbNkUynob2rWklaj9KzbYHVWg2ehHcCcLKkJ4FzqnPTJL2HskJk77qC9eCjlG1gt0vqtA3s4PqijegA4DuSHgGupPPEysatgKpcQhka8KPqffNw+w22p/U9VW/2YsEi1ArA1pSm8Ef3PVFv/oWySvcW4ELgAcoE4u2Bl1Oa1m8IHCOJFNAm1KmU7yub2R6a/oyk11H6Fp5CGfwREREREbHQysqzSVQVDra3ffUI920FnG97mf4kGx1Jr6D8EPVSOk/DcxNXswyp+s4dRimIDOV/HDiiyb3m4O+rzIa2ga1I2QZ2NQ3fBlatJBrS8ZtMU98zko5g5NVbR/YnzcSRdDIw1/b+dWdpJ+k04HHbH+xw7URgWdvvlnQC8Bbb6/U740gkPQfYD9iJzhNmG1l0rXr87WV7eodr/wJ81fZAbmOOiIiIiJgoWXk2uW6h/MZ+2OJZdU+T+4Z9nbLd8a0M3vRBbB8r6SvApsyfJHcDsIGkH9h+S60Bh2H7AUpfvEHTaQXUQLB9RN0ZJsl5wHeBxhXPgF2Anbtcu5D5q0Z/AOzTl0SjdzzwPuBiynCYQfk+eT/llwmdPA40tkgfEREREdEvKZ5Nrq8Ap0q6FTjNHZb5SXovsC/N3j74UmBn25fXHaRXkpYDtqE0rv8DcKHtK6pru1AKmq+iTISMCWb7G3VniAW8huYOmXgCeB1wVYdrr6uuQ1k5+mi/Qo3SLsDHbH+h7iCj9GngKEk32b5n6KSk1YDDgU/VliwiIiIioiFSPJtEtr8haWNKz5gDJV0E3FldXhPYDlgXOMX2N2uK2YsZwHDT8Bql2mZ6BbByy+mZknYGzgQ2AW4F9qCsxGmkQd0G1qpqRr4ppe/WbOAG23+qN9XwJN3IyNs2N+pTnFGRdEyH08+lFMC3ovQAbKJTgU9IWhG4iGf3PNuH+QWc1wI315JwZAJ+WXeIXkhq77G5IqW34kzmDwx4dfX4jZT/PhERERERC630POsDSTtQiiCbAItXp+dStg7+t+0LaorWE0n/QOl5dgJlO9Kc9nua1Py9KlKuC7yb8oP2msCJwPqU1//9tr9dW8AeSTqJ+dvAbqXDNrCm9t6qJpueSFlR2drb7BnKD+IftD2v05+tm6Rv0Lnp/qaUbWxX296r37l6IemODqefAO6hTFQ81fbT/U3VG0n7AwcBq1BefwF/Bo4dGhAg6f8Bj9r+Y105u5H0KeCFTX1vtJJ07Shut+03TFqYiIiIiIgBkOJZH1UFhZWqw7/YfqbOPL2qtkB+lbICqqMmNX+XdB+wn+2zW86tQ9mi+R+2T6st3ChIuh84ZgC3gSHpk8CBwCcoq/vup6wE3A04ilIQOay+hKMn6XmU/ltnDsp7aNBIWoSy1XoVSuHs7qYWWdtJ+hBluMcddJ4wa9tf7neuiIiIiIgYvxTPYkSSLqasujmNLgMDbJ/R71zdVJMeN7E9o+XcopShBxvbvrG2cKMgaRbwLttX1p1ltCTdBXzR9uc7XDsQ+JDtgdkKPETSdsBJtteqO0svJD3H9lN151gYtE2Y7aTRU4mH5D0TEREREbGg9DyLXmwJ7G37zLqDjEK3qnAjt6x18VXgnZRVLINmGt37P/2yuj6IlgOWrzvEcCS9lrLibzNgKUmPAf8DHG37hlrDddGlV9uz2D64H1nGyvYidWcYq0F8z0RERERE9FOKZ9GLPwKN6WnWo8sldSqUXd1+vsFN9+8H3lX1Jxq0bWC/BXanDG5otzvwf/2N0ztJ23Y4PdR0f39K379GkvQm4BLK63ss87fLvgP4oaTtbHeaaFm3XTqcWx54PvA34K9Ao4tng2qA3zMREREREX2TbZsxoqqYcCSwSxMbdbeTdPho7m9w0/2B3QYmaVdgOnANcA7lB/JplCLJlsDutr9XX8Luqtd9qGF9q6eAC4AP2J7V92A9kDQDuIvyb9Vt184FVm/qpNBOqmnFpwL7DMIKqKo/5PsoK7iGJsz+D2VQw5z6knU31d4zERERERGTIcWzGJGkG4E1KCtB/kjnaZv54SqeRdLWlKLrq4HnUIpPNwGHN7mPm6Q1O5x+ApjVXlxoGkmPAzvYvrzDtTcD59tesv/Jxk7SHsD+tjeoO8twqqEkP6QUiX/M/BVcrwVmAVvavr22gF1MxfdMRERERMREy7bN6MWvgVvqDhGDxfYVwBXVBMWVKBNmGz850faddWcYhznAOl2u/QMdCt8D4EFgvbpD9OB4yuu7ie17h05KehHwA+A4YPt6og1rDlPvPRMRERERMaFSPIsR2d6z7gwLC0kvA263Pbd6PCzbt/Yh1rhUBbNGbnMcjqTVgHWBJdqv2b60/4l68j3gM5IeAs6x/YSkJSj9qz4FNGYqbitJS3U4PdRn7ihKAb/ptgD+rbVwBmD7XklHAqfXkmpkA/meiYiIiIjopxTPYkSSvk6ZunZHh2trUrbh7dX/ZFPSLcAmwIzqcbdtgqquNbLnGYCkjYAdgRexYAHKtnfrf6qRSVoGOBvYeuhU9bn1v0VTX/ePAitSCh5nSHoEeF517azqehM9Quf3uoB7gR36mmZshvv3uAjd/y3XbVDfMxERERERfZOeZzGiqoH6JrZndLi2ATCjqY3rB42k1wM32X6kejws2z/qQ6xRk7Q/8AVK36c/AE+232N7y37n6oWkkyhDDfYGrqcUAP8K7AG8AXin7RvrSzgySS8BXgO8ELgPuNH2b+pN1Z2kPVmwuPQEcA/l+8tTfQ81SpLOp2wv3aZ162/1C4bLgNts71RTvBEN2nsmIiIiIqKfUjyLEVXFs407FQwk/RvwOdur9D9ZNJWkeyjbwQ5oepP9dpL+APwX8F3KkIO/v/clfYEyfXDXGiNGA0l6MWW67GrATOZPmN0AuBvYqknTiiWtBTxu+88t5/Ztu+1h29/qb7KIiIiIiObJts3oSNJ+wH7VoYHzJc1tu20JyjS5b/Qx2kJH0no8e0XIzwdgRcjiwCWDVjirrAzcbfsZSY8CK7RcuxQ4t55YoydpW0rfsLuBH9h+uOZII6oGTHTqM/dYDXF6ZvuP1eqtvZj/7/VWSq+zb9heYPVlXSS9Fvgf4O3AJdW5RYGT2m61pPur4R8REREREQutFM+im1spRQIBBwDXUgo3rZ4EfkPpDxUTTNLzga8CO1N6Jg31Ipon6TzgvbYfqjHicL4B7ARcVXOOsbibMh0U4HfAW4HLq+ONKdsJG6Nqtn8cpS/Yc4DzgA8DF1C2mQ75o6StOvUurJskAQdTtsqu1eW2xm8NrwpkX6k+muyDlGLqJR2ubWh7JoCkL1H+m6R4FhERERELtRTPoiPbVwJXAkh6GDitfYpcTLqTKU3r3w2c1zIFb2fKCpGTKX24muijwEmSrqJsZZvTdt22v9z3VL25Engj8H3geEoT9Q2AucDmlF5uTXI48C7K++ER4D8oK+ReAGxIKYS/AvgWcDTNfM98CPgYcAxlwuMngWeA3SlTNz9dX7Qp6Z/pbRDAFcCXJjlLRERERETjpedZRENVRcv9bZ/W4drewHG2l+l/spFJeiNl5WK3fG7qkIlqJddStv9SHe8IvANYklJYO8X2vBojPouk24ETbJ9YHb+OsiVvd9tnt9y3B/Bp22vUk7Q7SbcAp1IKNU9RrX6qtnBeBPzK9sfqzNhJ1R+vZ7bXnqwso1Ftwd/K9vVt5z8CfNP2A9XxZsDVthevIWZERERERGNk5Vn0RNI7KNvwVqNzP6KN+h5q6nuEBbfKDvkT8Ggfs4zWycDPKH3zfj8I0xKHVL21Hms5/j5lFVpTrU5pUD/kpupze2HndmDVviQavbWAX1R95p4ClgOwPU/SycBplJVpTfNi4GHgYsq/yUHxMLBi+0nb7asqV6rujYiIiIhYqKV4FiOSdARwGHAzZQtYYxpfT3FfAg6UdI3tx4dOViujDqQUqJpqVWBf27fVHWQ8JC1G2Tb4LA1rXr8YZbXWkKHH7avj5lF6GDbRg5R+fgB3Aa+ibPcFWJ6y6q+JDgd2BXajrPY7CzjH9uxaU43sJuBtlL54w3kb84uxERERERELrRTPohfvAT5r+5C6gyxklgX+Ebhb0pXALGAa8CbgceDnko6p7rXtXnoY9ctVwCsZwIEB1aCGT1NWWk6jc8GpaVtO15L0SPV4KNvaklqHGzRiy+AQSc9pWZH4Y8qEykuBM4EjJK1AKdS/H7i6npTDs300cLSkl1P6sx0MnCjpakoh7fyGTjj9MnCOpB/Z/lanG6ptvu+mbFmOiIiIiFiopedZjEjSHGBn2438AXaqkjSaqYhuSj8lAElvoEwc/CadBwZg+9Y+x+qJpLMoEzZPo8tKS9tn9DtXN5LmAe3fyIcKfm4715hec5IepPTFm07ZnryK7WslLU4ZHNDaZ+6DtmfVFnYUJG1EWYm2K2Vr5OdsH1lvqgVJOp6yrXoGZTDA3ZT3y2qUQSUbA/9t+4DaQkZERERENESKZzEiSV8BHrZ9UN1ZYjBUBZ0hnQo7jSnitJM0Gzi406CGJpL0+tHcb/tHk5VlNCSdRJkcOw24HzgbONP2jFqDjVO11ffNlAmou1K2ce5eb6rOJG1PKaBtCgwNBZgL3EAZQnFhXdkiIiIiIpokxbMYkaRdgM8BP6KsApnTfo/tS/scKxqsl4JOU4o47STdDext+7K6s0x11TTNN1C2PO5A6W92J2Xr5lm2f11fut5JErAl8E5gR8rW2Qsoq+qutP1MjfFGJGlRyio5AX9pet6IiIiIiH5L8SxG1LaKqJPGriIadJLWBg4CNgNWAGZTGpN/3nb7NMWYAJI+TCno7GB7pPd+Y1UFkSeB19ieOdL9datWbG1D2fL4dsoAgdsohbTpTXy/S9qUUjB7B7AMcAmlYHap7QxWiYiIiIiYIlI8ixFJWnOke2zf2Y8sCxNJGwDXAk8AF1O2tq0MbAcsAWw5CEWRQdAyeGHIbpTC07UsuNKyacMZOqqKZ08BGw7a+6Tqe7Yd8C+UFWnYbtyAm+oXCw8DF1FWmj063P1ZoRsRERERMZhSPItoKEnXAosAb7H9WMv5pShTCefZfkNd+dpJeoAF+5t1ZXvaJMYZlUEeztDNoK08ayVpE8pWzl2BVYA/NvE179Dbr9Nk1r9fzwrdiIiIiIjB1Ljf5EczVVuqdmbB7YPn2X66zmxT2EbArq2FMwDbj0n6PPDdemJ19SVGUTxrEttr1Z1hkgxXzGkUSa9ifsFsDWAW8D1K77Mb6sw2jKn6vomIiIiIiBYpnsWIJE0DrgD+CfgjZfvgpsD7gZslbW37gfoSTlmPU5p4d7ICZTtnY9g+ou4MMV/V9H2RunMMR9JLKQWz3YB/BP4GfB84C7im6T3nsl09IiIiImLh0OgfrKIxjqMUcTa2vbbtTastVBtX54+rNd3UdQnwWUmbtZ6sjj9D6bMUE0DSSyU9KGnbYe7ZVtJfJK3fx2ijImmxql9Y67mtJX1Y0qvrytWJpF8CtwAfAX4B7ASsYvs9tq9qeuFsOCq+LmmNurNERERERMT4pedZjEjSbOADts/scO1dwIm2V+h/sqlN0oqUJuSvpWxhux+YVn38hDIN8sH6Ej6bpLOBj9u+vXo8LNu79iFWTySdDqxk+20j3Pd94GHb7+5PstGRdC7wN9t7VccfAk4A5gKLAjvZvri+hPNJuoiywuwC28M22h80g9xvLiIiIiIiFpRtm9GLxSkT5Tp5GHhuH7NMeZKWBLYFXgx8GTiJsqXthcB9wM9sX1FbwO5eADynejyNwep/tjVlBdRIpgNfmOQs47EJsF/L8UHAF2wfJOlk4FDK5NbajVSonAIGpt9cREREREQML8Wz6MVPgY9KuqZ1hYikpYGPVtdjAkhaG7iKUjgb8hCwm+3LawnVI9tbtjzeosYoY7EScE8P991LKRI21YrAnwEkvQJYFfhKde17wLtqyhURERERETGwUjyLXnwEuBa4W9IVzN8++GbK6oot6os25RwDzAP+GbiJMs3vZMoKtLVrzDXVzQZe1MN9L6rubar7KYXX64FtgDtt315dW5Ly3opJZvsZSf8O3FF3loiIiIiIGL/0PIueSFoJOBB4DS3bB4HjbP+lzmxTiaR7gY/Ynt5ybl3gNmA12/fVFm6UJK0KvBVYDVii/brtg/seqgtJ04EVbG89wn2XA3+1vXt/ko2OpM8D7wTOBP4dOGloCqqkQ4HtbW9UX8KFj6TlbM+pO0dERERERIxdimcRDSJpHrCJ7Rkt5xYFngI2sP2/tYUbBUk7UprBL0oZdvBk2y2uJrY2QjVB82fAd4ADbc9uu74c8HlgD8rU2Zv7nbEXkhYDDqEUuX8BHG37yeraecCPbTe5Z9vAkvSfwDK2j6mO16f0l3sh5b/F9rZ72RocERERERENk+JZRINUxbONbd/Ycm4Qi2e3Ab8D9mwvRDWVpJ2Ab1CGHvwcuIsy9GANYEPgacrXc15dGaO5JN0KfNH2V6rj6ygrLo+j9Ib8te09aowYERERERFjlOJZdCTpmtHcb/sNk5VlYVIVz+ZQCjWtVup03va0vgQbJUmPADvYvqruLKMh6YXA3sDmzO+Bdi/wQ+Brg7RtNvqres+/zfa1kl5AGdywle0fVoXZk2yvWm/KiIiIiIgYiwwMiG62AB6mFA3at9zF5Dmy7gAT5CfAepTJoQOjKo4dVXeO0ZA0C3iz7f+V9ABltVxXTS24TgFzgedWj7cEHgP+pzqeDSxXQ6aIiIiIiJgAKZ5FN6cDO1BW4JxP6V91le1M65tEtqdK8ewA4DvVapwrKavmnsX2Y/0ONVqSBHwCONX2n+vO08WXKFM2hx5nOXE9ZgDvl3QP8CHgMtvPVNfWBv5UW7KIiIiIiBiXbNuMriQ9B3gzsDvwduBx4FzgLNv/M9yfjYVbtf10SMdvMrYX7VOcMav6zT0JvMb2zLrzRHNJehlwIaVQdjfwJtu/ra5dDvzZ9r/VGDEiIiIiIsYoxbPoiaQlKAW03YC3ULYhfcr2l2sNFo0kaU9G3j54Rn/SjF3LsIYNUzyLXkhaEZjtlv+5SnoFpXj2QH3JIiIiIiJirFI8i1GR9P+A9wH7Ahfa3qnmSBGTZhCLZ5I2Bd4DrEuZ9vgstjfqe6iFSLXVdzVgdeBm24/WHCkiIiIiIsZpkboDRPNJWkfSoZJ+BfwCeAXwAeA/ag0WjSfpZZL+VdIhklapzv2DpGXqztajeZQhDgPRr0rSm4DrKMWbzYAHgEeAVwIrArfUl27qk7QvZTrrnZRhAetV58+T9OEao0VERERExDhk5Vl0JOlFlC2auwMbADcC04GzbQ9EISH6R9Litue2HD8P+DrwDsrKrcWo+oZJOhu4y/aB9aSduiTdAPwY+CgtK+YkrQlcDnza9jfrzDhVSToIOBr4HHAtcA3zX/8PAe+0vWmdGSMiIiIiYmyy8iy6uRM4HPgtsD2wF3AFsFy1muhZH3UGjUa4oSrQDDkOeC2wFbAMoJZrlwLb9DHbqEjaWdJ7Wo5fLOknkuZIOlfScjXGG8nLgB9QVswZWBrA9p3AEcChtSWb+t4PHGb7cMqqs1b/R9lGGxERERERAyjFs+hmEUrR41+AC4Bfdfm4pfocC7drgBmS3lgd7wR81Pa1wDNt994JrElz/Rfw/Jbjk4CVgM8CrwY+VUeoHj0BLFI1q78PWKfl2kOU7ZwxOVYBbupybR4d+s9FRERERMRgWKzuANFYW9YdIAaH7QMlnQ+cBrwEWBJ4sMvty7BgQa1J1qYqCEtaFtga2NH2JZLuohTR3l9jvuHcTOmzdSVwNfBxSfcCTwJHkUL3ZPo98HrK695uc+DW/saJiIiIiIiJkuJZdGT7R3VniMFi+3pJr64ObwTeDVzW4dZ3AD/pW7CxGWoG+XpKoe+q6vge4AW1JOrNCcBa1eNDgIsovc6gZN+xhkwLixOAkyU9CZxTnZtWbQE+ANi7rmARERERETE+GRgQoyJJwCeAU23/ue480UySNqMUnK4HvgecTOmhtx6leLa57RvrS9idpOsoq4g+CJwFLGZ72+raHsCnbDd52+nfVf9e/4GyEvA3tp+sOdKUVg0NOAxYivl9/h4DjrR9bG3BIiIiIiJiXFI8i1GRtChlC9hrbM+sO080l6TXUbY4bgIsSlnN9VPgYNs/rjPbcKrC30WUvmePAFvb/ll17Rxgnu1da4wYDSZpGWBTSp+82cANtv9Wb6qIiIiIiBiPFM9iVKri2VPAhimeRS8kLQksD8yx/VjdeXpRFUDWBW63Pafl/LbA723/tq5s7STtO4rbbfvLkxYmIiIiIiJiCkrxLEYlxbPoRtJho7jdto+etDATpNr2+EJglu2n687TiaR5o7jdthedtDALmaqY2jPbl05WloiIiIiImDwpnsWoVMWEw4BT0vMsWlVFnMeBR5nf76kb2542+anGpiqKHA6sT9lyupHtmZJOBa6z/e0680UzVO95M/L7HVK4jIiIiIgYWJm2GaPiUm09su4c0Uh/ANYAbgKmA9+3/VC9kUZP0ruBrwPfoQw6OL3l8u+A9wApngXMn2waERERERFTWFaexYgk7QwsZ/tr1fGLgTOBlwFXA+9p7QsVCy9JGwK7A7tSGqZfRplYebHtx+vM1itJ/wecZ/vj7duUqxVpp9teud6Uw5O0GqVn2xLt17J1MCIiIiIiYnRSPIsRSfpf4Ju2j6+OL6b8YP514H3ApbbfX2PEaCBJm1MKaTsDSwEXUrb7XldrsBFIegLY1vY1HYpnbwAusb1kvSk7qwYdnA1sPXSq+vz3b/TZOjhxJC01mvsHZWBGREREREQ82yJ1B4iBsDbwKwBJy1J+MN/f9meBQ4G31ZgtGsr2dbb3BVYHvgLsBny41lC9uRt4VZdrGwK/72OW0foMZevsP1MKZzsCWwBfA+4ANqkt2dT0CPDwKD4iIiIiImIApedZ9Gpo5crrgWeAq6rje4AX1JIoGk3S6ygrz94BLAOcA3y51lC9+RpwuKT7gfOrc5K0FXAwcFRdwXqwLfBfwM+q4z/ZvhG4TtIXgIMoW2pjYuxFy6q+iIiIiIiYmlI8i17cDLxL0k+B9wLX2p5bXVsDmFVbsmgUSa+mFMx2A1am9DzbH7hwgLasfY6yWu4MSqEY4CeUqZun2P5iXcF6sDJwt+1nJD0KrNBy7VLg3HpiTU22v1F3hoiIiIiImHwpnkUvDgEuAv6Nsk1p65ZrOzB/lUssxKpG+2sB1wCHU5ruD9y0zWqi7PslHQdsRRl8MBu4xvZvaw03srspeaFMBn0rcHl1vDHwRB2hFiaSVgU2pRQuZwM32P5TvakiIiIiImI8MjAgelI1Il8XuL11smY1ffD3A1BUiEkmaR6lOPMoPWxlsz1t0kONQTXoYKbtRzpcWxrYoKlDDySdCCxi+/2S/pWyeu6nwFxgc+ALtg+uM+NUVQ2XOBHYm7JKccgzwKnAB23PqyNbRERERESMT1aeRU9sPwzcpGJVYJbtp21fWne2aIwj6w4wQa6lrBya0eHaS6rrjZpYKWlJSr+zWcAfJK1s+1uSHqH0nFsS+ABwSo0xp7ojKT3QDgG+C9xP2Ua7G6VP3oPAYbWli4iIiIiIMcvKs+hJtcLscGB9SuFgI9szJZ0KXGf723Xmi5go1Qq6TWwvUDyT9HrgYtvL9D9ZZ5LWpgzweHHL6YeAXW1fUUuohZCku4Av2v58h2sHAh+yvUb/k0VERERExHhl5VmMSNK7ga8D3wFOBk5vufw74D1AimcxsKqtmlu0nHqvpG3ablsC2A74Vb9y9egYYB7wz8BNlL5zJ1NWma1VY66FzTTgl12u/bK6HhERERERAygrz2JEVSP482x/vOrr8xSwYbXybFvgdNsr15syYuwkHQQM9QJbEfgb8HTbbU8CvwEOsj2zj/GGJele4CO2p7ecWxe4DVjN9n21hVuISPol8HPbe3W49nVKr7xX9j9ZRERERESMV1aeRS/WBK7scu0J4Pl9zBIx4WwfCxwLIOkOYAfbN9ebqmcvBP7Qdu52QMAqQIpn/fFJYLqkNYBzKD3PpgG7AFsCu9eYLSIiIiIixmGRugPEQLgbeFWXaxsCv+9jlojJdjhwT6cLklaotjE3TZYQ18z22cA2wNLAfwPnAl8ElgK2sf29GuNFRERERMQ4ZNtmjEjSxygT5PYFzqc0I38NsBxlqtxRtr9YV76IiSTpGWDTLgMDNgBm2G7MtM1qwMEcFtxmulKn87bTe2uSSVqE8vr/xfa8uvNERERERMT4ZNtm9OJzwOrAGcAz1bmfUKZunpLCWUwxGubaipTicZMcWXeAeLaqYDar7hwRERERETExsvIseiZpHWAryoqK2cA1tn9bb6qI8ZO0PbB9dbgncAnwQNttS1AmWt5me+v+pYtBIWlDYCdgNcr7pZVt79b/VBERERERMV5ZeRYjkrQ5MNP27ZRG5K3XlqZMkbuulnARE2Ma8IqW43UozfZbPQlcQWkMH/Eskv4TOAl4EPgd5f0SERERERFTQFaexYgGrQdUxHhIuhbY1/ZtdWeJwSHpduBaYB/b7f3nIiIiIiJigGXlWfRiuB5QzwMe61eQiMlme8u6M8RAmgaclcJZRERERMTUk+JZdFRt1dyi5dR7JW3TdtsSwHbAr/qVK2KySTpmpHtsH9yPLDFQfgBsDFxdd5CIiIiIiJhY2bYZHUk6CBgqEKwI/A1oX1HxJPAb4CDbM/sYL2LSSLqjw+nlgedT/h381fba/U0VTSfp9cCpwJnAlcCc9nts39rnWBERERERMQFSPIsRVcWEHWzfXHeWiLpI2phSHNnH9g1154lmkTSv5bD9f6yiTNtMb8iIiIiIiAGUbZvRi8OBezpdkLQC8Fbb3+xvpIj+sv0zScdSJipuUHeeaJz0youIiIiImKKy8ixGlGmbEYWktwDfs/28urNEREREREREf2TlWfRiuGmbKwIP9StIxGSTtFSH088FXgocBfy6v4kiIiIiIiKiTimeRUeStge2bzn1CUkPtN22BPDPwI19CxYx+R5hwZ5VUIrI9wI79DVNDISq51m3pdym/JLhZuCLtr/ft2ARERERETFuKZ5FN9OAV7QcrwOs0nbPk8AVwCf7FSqiD/ZiwSLIE5S+fzNsP9X/SDEADqg+HgIuAh6gfB99G7AM8DXKLxvOkfRvtr9dV9CIiIiIiBid9DyLEUm6FtjX9m11Z4noN0nLUYrHd9ueVXOcaChJxwCr235nh2vTgT/b/rCkbwLr2/6nvoeMiIiIiIgxWaTuANF8trdM4SymOkm7S5ou6VxJ76rOfQK4D5gB3FddW7rWoNFU/w6c3uXa6cC/Vo+/C/xjXxJFRERERMSEyLbNGFG1omJYtg/uR5aIySBpb+AUSv++h4HTJW0I7AkcCtxK2cZ8aPVxSD1Jo8EWA15C2cre7qXM/2XVk5RtwBERERERMSBSPIte7NLh3PLA84G/AX8FUjyLQfZB4ATbBwBI2gM4A9jP9knVPZdJehrYhxTPYkHTgc9IWoz5Pc9eQBm8chTzV6W9GvhNLQkjIiIiImJMUjyLEdleq9N5SRsDp1KKCRGDbB1gv5bjCyjTNW9qu+/nwJr9ChUDZT/KqrJPAse2nJ8LfBU4qDr+GXB1f6NFRERERMR4ZGBAjEu1Qmd/2xvUnSVirCTNAzaxPaM6XhR4CtjQ9syW+zYGfmJ70XqSRtNJWoGyxXcV4M/Ar2zPrjdVRERERESMR1aexXg9CKxXd4iICdDpNwn57UKMSlUo+1HdOSIiIiIiYuJk5VmMSNJSHU4/l9IE+4vAPNsb9zdVxMSpVp7NAZ5uOb1Sh3OLActm5VkASNoWuN72Q9XjYdm+tA+xIiIiIiJigmXlWfTiETqvwBFwL7BDX9NETLwj6w4QA+liYBNgRvXYlO+LnRhI0TUiIiIiYgBl5VmMSNKeLFg8ewK4B5hh+6m+h4qIqJmkNYH7bD9ZPR6W7Tv7ECsiIiIiIiZYimcxapKWo0wnvNv2rJrjRETUTtIalELaAr9MkLQYsKrtu/qfLCIiIiIixmuRugNEc0naXdJ0SedKeld17hPAfZRtSvdV15auNWhERP3uAF7V5dorq+sRERERETGAUjyLjiTtDZwJrAUsC5wu6XjgAOBQYDvgY8BW1XFExMKsW68zgCWAuf0KEhEREREREysDA6KbDwIn2D4AQNIewBnAfrZPqu65TNLTwD7AIfXEjIioh6R/AtZvObWtpJe03bYEsCvw237lioiIiIiIiZXiWXSzDrBfy/EFlJUVN7Xd93NgxEbZERFT0I7A4dVjA4d1ue8O4H19SRQRERERERMu2zajmyWBR1uOH6s+t289ehJ4Tl8SRUQ0y6eBZYDnU3658IbquPVjcdvr2L6qtpQRERERETEuWXkWw+k0ijXjWSMigGqy5tB0zfwyKiIiIiJiipKdWkgsSNI8YA7wdMvplTqcWwxY1vaifQsXEdFQklYD1qX0OnsW25f2P1FERERERIxXVp5FN0fWHSAiYlBIWgY4G9h66FT1ufU3VPklQ0RERETEAMrKs4iIiHGSdBKwJbA3cD1lmMBfgT0ovdDeafvG+hJGRERERMRYpXgWERExTpL+APwX8F1KH7SNh4plkr4ArG571xojRkRERETEGKXBcURExPitDNxt+xnKpOIVWq5dyvztnBERERERMWBSPIuIiBi/uylDVQB+B7y15drGwBN9TxQRERERERMiAwMiIiLG70rgjcD3geOBMyRtAMwFNge+UGO2iIiIiIgYh/Q8i4iIGCdJSwFL2f5Ldbwj8A5gSUph7RTb82qMGBERERERY5TiWURExASTtBywDqUP2qya40RERERExDik51lERMQYSdpd0nRJ50p6V3XuMOA+YAZwX3Vt6VqDRkRERETEmKV4FhERMQaS9gbOBNYClgVOl3Q8sD9wKLAd8DFgq+o4IiIiIiIGULZtRkREjIGkXwJX2T6gOt4DOAPYz/ZJLfftD+xje716kkZERERExHhk5VlERMTYrANc1HJ8ASDgprb7fg6s2a9QERERERExsVI8i4iIGJslgUdbjh+rPs9tu+9J4Dl9SRQRERERERMuxbOIiIix69T7IP0QIiIiIiKmkPQ8i4iIGANJ84A5wNMtp1fqcG4xYFnbi/YtXERERERETJjF6g4QERExoI6sO0BEREREREy+rDyLiIiIiIiIiIjoIj3PIiIiIiIiIiIiukjxLCIiIiIiIiIioosUzyIGnKQ9JVnSHEnLt11brLp2xCif8whJY9rTLemHkq7v9e+Q1Jjei71m7wdJW1SvzxZ1Z4mIiIiIiFiYpXgWMXUsC3x0gp7rNGDTCXquiIiIiIiIiIGV4lnE1HEF8EFJq4z3iWzfY/unE5BpIEhavO4MERERERER0UwpnkVMHZ+sPh863E2S1pL0HUkPSJor6ReSdmy7Z4Ftm5JeIOksSQ9J+quk0yW9vdvWQklvlDRT0mOSbpG0Q5dIL5V0bXXffZKOkrRI23OtJ+n71dbUxyX9VNI2bfd8Q9IfO+T4oaQfthwPbYfcSdJXJT0A3D/a7JK2kXRDledvks6XtF7bPZK0v6T/k/Rk9fWdJOn5HV7bM6vXdo6kbwLLdfg73yzpJ9Xf90j1vId1eV0jIiIiIiJiAqR4FjF13AecBPyHpDU73SBpdeBnwCuB/YG3AzOBcyW9fYTnPw94C/BxYHfgKeDELveuA/w3cBywU5XtHEn/0OHe84GrgB2AM4FPAH8vCElaFbi+yvwBYFdgDnCJpLeMkHk4JwIC/hXYczTZq8LdJcAjwG7AfwIvB66X9KKW5/pU9TxXAm8Djqn+rkvaCoTnAW8FDqme72naXltJawMXAndU97y9eu6lx/blR0RERERERC8a06g7IibE54D3AYcDe3W4fgSlYPR62w9W5y6vimpHUYozC5C0NbAZsJvts1v+3IXAGh3+yErA5rZ/V/35mZQi1K7Ap9vu/artz1aPr6hWZX1E0gm25wAHAMsDm9r+ffV8lwK3UopTP+jyWoxkhu33jjH7J4E/AG+x/XR13w3Ab4GPAAdIWqHKfobtD1R/7vJqpdu3KMWyCyW9ifLavtP29Jb7fgCs1pLr1cBzgf+0/VB17poxfu0RERERERHRo6w8i5hCbM8GvgC8u30LYWUb4FLgb9UkzsWqaZeXA69s307YYhPgGeD7befP6XL/74aKT1WuWcAsOhfazm47ng48j7KSC2Bz4KdDhbPq+Z4BzgLWHybzSNq/lp6yS1qaUsj67lDhrLrvDuDHwOurU5sAiwPfbnv+6ZSVZUP3bUp5bc/tcF+rX1BW+02X9A5J00b4+iIiIiIiImICpHgWMfUcD8ymrCRrNw14N6UI0/pxbHV9xS7P+ULgr7afajt/f6ebq7+/3VxgiQ7n259j6Hho++MKlJVf7f5MWUW3fJcMI+n0nDBy9uWrv7dbphWqx0Ofn3VfVXB7sOV6T69tVTx8M+X79reAP0v6maTXExEREREREZMmxbOIKcb2I8BngF2A9dsuP0hZLfaaLh9/6vK09wHLS3pO2/mVJyBy+3MMHd9bfZ4NdJogugpg5he7nqBsa2zXrSDoLudH8tfqz3bLNLQddnbLub+rVvqt2HJfz6+t7Wttb0MZJvBGSuHzEkkrjf7LiIiIiIiIiF6keBYxNZ1MKT59su38ZcA/Ab+2/fMOH3O7PN9PgUWBHdvO7zIBWXdtO96d0oj/lur4R8Amkl48dIOkRSlN8//X9sPV6TuBlVsLSZLWATptXx0z248CNwG7VDmG/q41gddWeaG8ZnOrr6fVbpR+k0P33UB5bXduu6/9z7VmmGv7GsoAgqWBtcb0xURERERERMSIMjAgYgqyPVfSUcCpbZcOA2YA10k6CfgjZRviy4G1bXcaMoDtKyRdD5xaFad+D7yDMgETYN444u5dTZ68kbIt8b3AEdWwACjbUPcErpR0OPAQsC+wLrBdy/N8Dzga+I6k4yiN/z8O/GUc2br5BGXa5sWSTqb0aDsS+Bul5xy2Z1c5Pi7pUUqvuZdSCprXV38e21dWr+0p1Wv7O0qB7eWtf6GkfSj93y4F7m75+v7E/EJjRERERERETLCsPIuYuk6nFGL+zvZdwIbAzZTJkVcCX6Y0rx9pcuNOlJVrn6M0+V+CUkSCUjQaq+2BN1Emfe5BKS4d3ZL5T5RplL+usp5D6Re2ne3LWu4bKui9CDgfOJgy7fK348jWUfX3bkfZPnk28BXgNmCzKu+QQ6sMbwEuBj4GfLPK3lpw3IlSFPsM8F3KLzY+wLPdTFll9hngCuAk4A7gDbYfn8AvLyIiIiIiIlrIHmvbn4hY2En6EmVV2ArDbPmMiIiIiIiIGFjZthkRPZG0J7AsZQXYc4FtgH2AY1M4i4iIiIiIiKkqxbOI6NWjwIeBdYDFKVsGDwGOrTFTRERERERExKTKts2IiIiIiIiIiIguMjAgIiIiIiIiIiKiixTPIiIiIiIiIiIiukjxLCIiIiIiIiIioosUzyIiIiIiIiIiIrpI8SwiIiIiIiIiIqKL/w+DPs/coRe0RwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_neighbourhoods(merged_df,most_expensive=False,number_of_samples=10,is_available=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2d5b3013",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_93002/1545376899.py:56: MatplotlibDeprecationWarning: savefig() got unexpected keyword argument \"bbox\" which is no longer supported as of 3.3 and will become an error in 3.6\n",
      "  plt.savefig(\"blog/\" + title + '.jpg',bbox='tight')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_neighbourhoods(merged_df,most_expensive=True,number_of_samples=10,is_available=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "347c40ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_93002/1545376899.py:56: MatplotlibDeprecationWarning: savefig() got unexpected keyword argument \"bbox\" which is no longer supported as of 3.3 and will become an error in 3.6\n",
      "  plt.savefig(\"blog/\" + title + '.jpg',bbox='tight')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_neighbourhoods(merged_df,most_expensive=False,number_of_samples=10,is_available=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72cef85a",
   "metadata": {},
   "source": [
    "### Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d53a70d",
   "metadata": {},
   "source": [
    "\n",
    "In this part we tried to visualize the merged listings with the related calendar to get some insights about the most expensive and cheapest neighbourhoods in Paris.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "540f9282",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b9ff40a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}