Exploratory Analysis Problem 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Project Website: https://mohamedirfansh.github.io/Airbnb-Data-Science-Project/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sub-Problem 2: Are there particular locations in Seattle where AirBnb listings fetch higher prices?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "sb.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>listing_url</th>\n",
       "      <th>scrape_id</th>\n",
       "      <th>last_scraped</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>experiences_offered</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>...</th>\n",
       "      <th>review_scores_value</th>\n",
       "      <th>requires_license</th>\n",
       "      <th>license</th>\n",
       "      <th>jurisdiction_names</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>require_guest_profile_picture</th>\n",
       "      <th>require_guest_phone_verification</th>\n",
       "      <th>calculated_host_listings_count</th>\n",
       "      <th>reviews_per_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>https://www.airbnb.com/rooms/241032</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>moderate</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>2</td>\n",
       "      <td>4.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>https://www.airbnb.com/rooms/953595</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>none</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>t</td>\n",
       "      <td>t</td>\n",
       "      <td>6</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>https://www.airbnb.com/rooms/3308979</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>none</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>2</td>\n",
       "      <td>1.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>7421966</td>\n",
       "      <td>https://www.airbnb.com/rooms/7421966</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Queen Anne Chateau</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>none</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>flexible</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>https://www.airbnb.com/rooms/278830</td>\n",
       "      <td>20160104002432</td>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>none</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>f</td>\n",
       "      <td>strict</td>\n",
       "      <td>f</td>\n",
       "      <td>f</td>\n",
       "      <td>1</td>\n",
       "      <td>0.89</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 92 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                           listing_url       scrape_id last_scraped  \\\n",
       "0   241032   https://www.airbnb.com/rooms/241032  20160104002432   2016-01-04   \n",
       "1   953595   https://www.airbnb.com/rooms/953595  20160104002432   2016-01-04   \n",
       "2  3308979  https://www.airbnb.com/rooms/3308979  20160104002432   2016-01-04   \n",
       "3  7421966  https://www.airbnb.com/rooms/7421966  20160104002432   2016-01-04   \n",
       "4   278830   https://www.airbnb.com/rooms/278830  20160104002432   2016-01-04   \n",
       "\n",
       "                                  name  \\\n",
       "0         Stylish Queen Anne Apartment   \n",
       "1   Bright & Airy Queen Anne Apartment   \n",
       "2  New Modern House-Amazing water view   \n",
       "3                   Queen Anne Chateau   \n",
       "4       Charming craftsman 3 bdm house   \n",
       "\n",
       "                                             summary  \\\n",
       "0                                                NaN   \n",
       "1  Chemically sensitive? We've removed the irrita...   \n",
       "2  New modern house built in 2013.  Spectacular s...   \n",
       "3  A charming apartment that sits atop Queen Anne...   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "3                                                NaN   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                         description experiences_offered  \\\n",
       "0  Make your self at home in this charming one-be...                none   \n",
       "1  Chemically sensitive? We've removed the irrita...                none   \n",
       "2  New modern house built in 2013.  Spectacular s...                none   \n",
       "3  A charming apartment that sits atop Queen Anne...                none   \n",
       "4  Cozy family craftman house in beautiful neighb...                none   \n",
       "\n",
       "                               neighborhood_overview  ... review_scores_value  \\\n",
       "0                                                NaN  ...                10.0   \n",
       "1  Queen Anne is a wonderful, truly functional vi...  ...                10.0   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...  ...                10.0   \n",
       "3                                                NaN  ...                 NaN   \n",
       "4  We are in the beautiful neighborhood of Queen ...  ...                 9.0   \n",
       "\n",
       "  requires_license license jurisdiction_names instant_bookable  \\\n",
       "0                f     NaN         WASHINGTON                f   \n",
       "1                f     NaN         WASHINGTON                f   \n",
       "2                f     NaN         WASHINGTON                f   \n",
       "3                f     NaN         WASHINGTON                f   \n",
       "4                f     NaN         WASHINGTON                f   \n",
       "\n",
       "  cancellation_policy  require_guest_profile_picture  \\\n",
       "0            moderate                              f   \n",
       "1              strict                              t   \n",
       "2              strict                              f   \n",
       "3            flexible                              f   \n",
       "4              strict                              f   \n",
       "\n",
       "  require_guest_phone_verification calculated_host_listings_count  \\\n",
       "0                                f                              2   \n",
       "1                                t                              6   \n",
       "2                                f                              2   \n",
       "3                                f                              1   \n",
       "4                                f                              1   \n",
       "\n",
       "  reviews_per_month  \n",
       "0              4.07  \n",
       "1              1.48  \n",
       "2              1.15  \n",
       "3               NaN  \n",
       "4              0.89  \n",
       "\n",
       "[5 rows x 92 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Importing the listing dataset\n",
    "listingsDF = pd.read_csv('datasets/listings.csv')\n",
    "listingsDF.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th>summary</th>\n",
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       "      <th>number_of_reviews</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-122.371025</td>\n",
       "      <td>47.636289</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>f</td>\n",
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       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
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       "      <td>207</td>\n",
       "      <td>$85.00</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>-122.365666</td>\n",
       "      <td>47.639123</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>f</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
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       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>{TV,Internet,\"Wireless Internet\",Kitchen,\"Free...</td>\n",
       "      <td>strict</td>\n",
       "      <td>43</td>\n",
       "      <td>$150.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>-122.369483</td>\n",
       "      <td>47.629724</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>f</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>11</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>strict</td>\n",
       "      <td>20</td>\n",
       "      <td>$975.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>7421966</td>\n",
       "      <td>Queen Anne Chateau</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>-122.369279</td>\n",
       "      <td>47.638473</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A charming apartment that sits atop Queen Anne...</td>\n",
       "      <td>f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{Internet,\"Wireless Internet\",Kitchen,\"Indoor ...</td>\n",
       "      <td>flexible</td>\n",
       "      <td>0</td>\n",
       "      <td>$100.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>-122.372471</td>\n",
       "      <td>47.632918</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>f</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...</td>\n",
       "      <td>strict</td>\n",
       "      <td>38</td>\n",
       "      <td>$450.00</td>\n",
       "    </tr>\n",
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       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                 name  \\\n",
       "0   241032         Stylish Queen Anne Apartment   \n",
       "1   953595   Bright & Airy Queen Anne Apartment   \n",
       "2  3308979  New Modern House-Amazing water view   \n",
       "3  7421966                   Queen Anne Chateau   \n",
       "4   278830       Charming craftsman 3 bdm house   \n",
       "\n",
       "                                             summary   longitude   latitude  \\\n",
       "0                                                NaN -122.371025  47.636289   \n",
       "1  Chemically sensitive? We've removed the irrita... -122.365666  47.639123   \n",
       "2  New modern house built in 2013.  Spectacular s... -122.369483  47.629724   \n",
       "3  A charming apartment that sits atop Queen Anne... -122.369279  47.638473   \n",
       "4  Cozy family craftman house in beautiful neighb... -122.372471  47.632918   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "3                                                NaN   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "\n",
       "                                         description instant_bookable  \\\n",
       "0  Make your self at home in this charming one-be...                f   \n",
       "1  Chemically sensitive? We've removed the irrita...                f   \n",
       "2  New modern house built in 2013.  Spectacular s...                f   \n",
       "3  A charming apartment that sits atop Queen Anne...                f   \n",
       "4  Cozy family craftman house in beautiful neighb...                f   \n",
       "\n",
       "                               neighborhood_overview neighbourhood_cleansed  \\\n",
       "0                                                NaN        West Queen Anne   \n",
       "1  Queen Anne is a wonderful, truly functional vi...        West Queen Anne   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...        West Queen Anne   \n",
       "3                                                NaN        West Queen Anne   \n",
       "4  We are in the beautiful neighborhood of Queen ...        West Queen Anne   \n",
       "\n",
       "   ...        room_type accommodates bathrooms bedrooms beds  \\\n",
       "0  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "1  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "2  ...  Entire home/apt           11       4.5      5.0  7.0   \n",
       "3  ...  Entire home/apt            3       1.0      0.0  2.0   \n",
       "4  ...  Entire home/apt            6       2.0      3.0  3.0   \n",
       "\n",
       "  reviews_per_month                                          amenities  \\\n",
       "0              4.07  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "1              1.48  {TV,Internet,\"Wireless Internet\",Kitchen,\"Free...   \n",
       "2              1.15  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "3               NaN  {Internet,\"Wireless Internet\",Kitchen,\"Indoor ...   \n",
       "4              0.89  {TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...   \n",
       "\n",
       "  cancellation_policy number_of_reviews    price  \n",
       "0            moderate               207   $85.00  \n",
       "1              strict                43  $150.00  \n",
       "2              strict                20  $975.00  \n",
       "3            flexible                 0  $100.00  \n",
       "4              strict                38  $450.00  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Since this sub-problem focuses on the location of the listings, we will only extract\n",
    "# varaiables that are related to its location.\n",
    "listingDF = listingsDF[['id','name','summary','longitude','latitude','space','description','instant_bookable','neighborhood_overview','neighbourhood_cleansed','host_id','host_name','host_since',\n",
    "                 'host_response_time','street', 'zipcode','review_scores_rating','property_type','room_type','accommodates','bathrooms','bedrooms','beds','reviews_per_month','amenities','cancellation_policy','number_of_reviews','price']]\n",
    "listingDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramFiles\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4244: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  **kwargs\n",
      "D:\\ProgramFiles\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    },
    {
     "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>id</th>\n",
       "      <th>name</th>\n",
       "      <th>summary</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>space</th>\n",
       "      <th>description</th>\n",
       "      <th>instant_bookable</th>\n",
       "      <th>neighborhood_overview</th>\n",
       "      <th>neighbourhood_cleansed</th>\n",
       "      <th>...</th>\n",
       "      <th>room_type</th>\n",
       "      <th>accommodates</th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>beds</th>\n",
       "      <th>reviews_per_month</th>\n",
       "      <th>amenities</th>\n",
       "      <th>cancellation_policy</th>\n",
       "      <th>number_of_reviews</th>\n",
       "      <th>price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>241032</td>\n",
       "      <td>Stylish Queen Anne Apartment</td>\n",
       "      <td>0</td>\n",
       "      <td>-122.371025</td>\n",
       "      <td>47.636289</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>Make your self at home in this charming one-be...</td>\n",
       "      <td>f</td>\n",
       "      <td>0</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.07</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>moderate</td>\n",
       "      <td>207</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>953595</td>\n",
       "      <td>Bright &amp; Airy Queen Anne Apartment</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>-122.365666</td>\n",
       "      <td>47.639123</td>\n",
       "      <td>Beautiful, hypoallergenic apartment in an extr...</td>\n",
       "      <td>Chemically sensitive? We've removed the irrita...</td>\n",
       "      <td>f</td>\n",
       "      <td>Queen Anne is a wonderful, truly functional vi...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>{TV,Internet,\"Wireless Internet\",Kitchen,\"Free...</td>\n",
       "      <td>strict</td>\n",
       "      <td>43</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3308979</td>\n",
       "      <td>New Modern House-Amazing water view</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>-122.369483</td>\n",
       "      <td>47.629724</td>\n",
       "      <td>Our house is modern, light and fresh with a wa...</td>\n",
       "      <td>New modern house built in 2013.  Spectacular s...</td>\n",
       "      <td>f</td>\n",
       "      <td>Upper Queen Anne is a charming neighborhood fu...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>11</td>\n",
       "      <td>4.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...</td>\n",
       "      <td>strict</td>\n",
       "      <td>20</td>\n",
       "      <td>975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>278830</td>\n",
       "      <td>Charming craftsman 3 bdm house</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>-122.372471</td>\n",
       "      <td>47.632918</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>Cozy family craftman house in beautiful neighb...</td>\n",
       "      <td>f</td>\n",
       "      <td>We are in the beautiful neighborhood of Queen ...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Entire home/apt</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>{TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...</td>\n",
       "      <td>strict</td>\n",
       "      <td>38</td>\n",
       "      <td>450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>5956968</td>\n",
       "      <td>Private unit in a 1920s mansion</td>\n",
       "      <td>We're renting out a small private unit of one ...</td>\n",
       "      <td>-122.366174</td>\n",
       "      <td>47.630525</td>\n",
       "      <td>If you include a bit of your background in you...</td>\n",
       "      <td>We're renting out a small private unit of one ...</td>\n",
       "      <td>f</td>\n",
       "      <td>This part of Queen Anne has wonderful views an...</td>\n",
       "      <td>West Queen Anne</td>\n",
       "      <td>...</td>\n",
       "      <td>Private room</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.45</td>\n",
       "      <td>{\"Wireless Internet\",\"Free Parking on Premises...</td>\n",
       "      <td>strict</td>\n",
       "      <td>17</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                 name  \\\n",
       "0   241032         Stylish Queen Anne Apartment   \n",
       "1   953595   Bright & Airy Queen Anne Apartment   \n",
       "2  3308979  New Modern House-Amazing water view   \n",
       "4   278830       Charming craftsman 3 bdm house   \n",
       "5  5956968      Private unit in a 1920s mansion   \n",
       "\n",
       "                                             summary   longitude   latitude  \\\n",
       "0                                                  0 -122.371025  47.636289   \n",
       "1  Chemically sensitive? We've removed the irrita... -122.365666  47.639123   \n",
       "2  New modern house built in 2013.  Spectacular s... -122.369483  47.629724   \n",
       "4  Cozy family craftman house in beautiful neighb... -122.372471  47.632918   \n",
       "5  We're renting out a small private unit of one ... -122.366174  47.630525   \n",
       "\n",
       "                                               space  \\\n",
       "0  Make your self at home in this charming one-be...   \n",
       "1  Beautiful, hypoallergenic apartment in an extr...   \n",
       "2  Our house is modern, light and fresh with a wa...   \n",
       "4  Cozy family craftman house in beautiful neighb...   \n",
       "5  If you include a bit of your background in you...   \n",
       "\n",
       "                                         description instant_bookable  \\\n",
       "0  Make your self at home in this charming one-be...                f   \n",
       "1  Chemically sensitive? We've removed the irrita...                f   \n",
       "2  New modern house built in 2013.  Spectacular s...                f   \n",
       "4  Cozy family craftman house in beautiful neighb...                f   \n",
       "5  We're renting out a small private unit of one ...                f   \n",
       "\n",
       "                               neighborhood_overview neighbourhood_cleansed  \\\n",
       "0                                                  0        West Queen Anne   \n",
       "1  Queen Anne is a wonderful, truly functional vi...        West Queen Anne   \n",
       "2  Upper Queen Anne is a charming neighborhood fu...        West Queen Anne   \n",
       "4  We are in the beautiful neighborhood of Queen ...        West Queen Anne   \n",
       "5  This part of Queen Anne has wonderful views an...        West Queen Anne   \n",
       "\n",
       "   ...        room_type accommodates bathrooms bedrooms beds  \\\n",
       "0  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "1  ...  Entire home/apt            4       1.0      1.0  1.0   \n",
       "2  ...  Entire home/apt           11       4.5      5.0  7.0   \n",
       "4  ...  Entire home/apt            6       2.0      3.0  3.0   \n",
       "5  ...     Private room            2       1.0      1.0  1.0   \n",
       "\n",
       "  reviews_per_month                                          amenities  \\\n",
       "0              4.07  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "1              1.48  {TV,Internet,\"Wireless Internet\",Kitchen,\"Free...   \n",
       "2              1.15  {TV,\"Cable TV\",Internet,\"Wireless Internet\",\"A...   \n",
       "4              0.89  {TV,\"Cable TV\",Internet,\"Wireless Internet\",Ki...   \n",
       "5              2.45  {\"Wireless Internet\",\"Free Parking on Premises...   \n",
       "\n",
       "  cancellation_policy number_of_reviews  price  \n",
       "0            moderate               207   85.0  \n",
       "1              strict                43  150.0  \n",
       "2              strict                20  975.0  \n",
       "4              strict                38  450.0  \n",
       "5              strict                17  120.0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace NaN values with 0\n",
    "listingDF.fillna(0, inplace=True)\n",
    "\n",
    "# Extract prices from listingDF into priceDF\n",
    "priceDF = listingDF['price']\n",
    "# Create an empty prices list\n",
    "prices=[]\n",
    "\n",
    "# Convert prices from listingDF into float values and append it in prices list\n",
    "for p in priceDF:\n",
    "    p = float(p[1:].replace(',',''))\n",
    "    prices.append(p)\n",
    "    \n",
    "# Replace the price column in the original listingDF with the new prices\n",
    "listingDF['price'] = prices\n",
    "\n",
    "# Remove listings with 0 for price\n",
    "listingDF = listingDF[listingDF.price > 0]\n",
    "\n",
    "listingDF = listingDF[listingDF.bedrooms > 0]\n",
    "listingDF = listingDF[listingDF.bathrooms > 0]\n",
    "listingDF = listingDF[listingDF.accommodates > 0]\n",
    "listingDF = listingDF[listingDF.beds > 0]\n",
    "listingDF = listingDF[listingDF.review_scores_rating > 0]\n",
    "listingDF = listingDF[listingDF.reviews_per_month > 0]\n",
    "\n",
    "listingDF.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing neighbourhood with price of listing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29848f35b88>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "# Plotting a heatmap of the neighbourhoods vs property type with the median price\n",
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "sb.heatmap(listingDF.groupby([\n",
    "        'neighbourhood_cleansed', 'property_type']).price.median().unstack(),annot=True, fmt=\".0f\", cmap = sb.cm.rocket_r, cbar_kws={'label': 'median_price'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A heatmap was plotted to give a short and quick intuition of whether location plays a part in price of the listing. From the heatmap above, we can infer 2 things. First is that the **majority of listing types (Apartments & Houses) are listed in almost all neighbourhoods**. The second thing we can infer is that there are **some neighbourhood rows which tend to be darker than other neighbourhood rows** in the heatmap above. This could possibly mean location might have some influence in the price. So, we will analyze this further."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysing number of listings of each room type in the neighbourhoods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Geographical Clusters to find out which area in Boston has maximum listings on Airbnb\n",
    "\n",
    "# seggregating each type of property\n",
    "\n",
    "home = listingDF[(listingDF.room_type == 'Entire home/apt')]\n",
    "private = listingDF[(listingDF.room_type == 'Private room')]\n",
    "shared = listingDF[(listingDF.room_type == 'Shared room')]\n",
    "\n",
    "location_home = home[['latitude', 'longitude']]\n",
    "location_private = private[['latitude', 'longitude']]\n",
    "location_shared = shared[['latitude', 'longitude']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "BokehUserWarning: ColumnDataSource's columns must be of the same length. Current lengths: ('lat_home', 1805), ('lat_private', 947), ('lat_shared', 91), ('lon_home', 1805), ('lon_private', 947), ('lon_shared', 91)\n"
     ]
    }
   ],
   "source": [
    "from bokeh.io import push_notebook, show, output_notebook\n",
    "import os\n",
    "from bokeh.plotting import gmap\n",
    "from bokeh.models import GMapOptions, ColumnDataSource, Circle, BoxSelectTool\n",
    "\n",
    "output_notebook()\n",
    "map_options = GMapOptions(lat=47.605775, lng=-122.333163, map_type=\"roadmap\", zoom=11)\n",
    "\n",
    "'''\n",
    "plot = GMapPlot(\n",
    "    x_range=DataRange1d(), y_range=DataRange1d(), map_options=map_options,width=1200, height=750\n",
    ")\n",
    "'''\n",
    "plot = gmap(\"\", map_options, title=\"Seattle\")\n",
    "\n",
    "source = ColumnDataSource(\n",
    "    data=dict(\n",
    "        lat_home=location_home['latitude'],\n",
    "        lon_home=location_home['longitude'],\n",
    "        lat_private=location_private['latitude'],\n",
    "        lon_private=location_private['longitude'],\n",
    "        lat_shared=location_shared['latitude'],\n",
    "        lon_shared=location_shared['longitude']\n",
    "    )\n",
    ")\n",
    "\n",
    "\n",
    "circle_home = Circle(x=\"lon_home\", y=\"lat_home\", size=4, fill_color=\"yellow\", fill_alpha=0.9, line_color=None)\n",
    "circle_private =  Circle(x=\"lon_private\", y=\"lat_private\", size=4, fill_color=\"red\", fill_alpha=0.9, line_color=None)\n",
    "circle_shared =  Circle(x=\"lon_shared\", y=\"lat_shared\", size=4, fill_color=\"blue\", fill_alpha=0.9, line_color=None)\n",
    "\n",
    "plot.add_glyph(source, circle_home)\n",
    "plot.add_glyph(source, circle_private)\n",
    "plot.add_glyph(source, circle_shared)\n",
    "\n",
    "plot.add_tools(BoxSelectTool())\n",
    "\n",
    "#from bokeh.plotting import figure, output_file, save\n",
    "#output_file(\"map.html\")\n",
    "#save(plot)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0751154a-5f9d-45d4-a0cb-13a386dbc75b\" data-root-id=\"1003\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[1805]},\"lon_private\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[947]},\"lon_shared\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[91]}},\"selected\":{\"id\":\"1045\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1046\",\"type\":\"UnionRenderers\"}},\"id\":\"1029\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1016\",\"type\":\"MercatorTicker\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"1015\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1015\",\"type\":\"MercatorTickFormatter\"},\"ticker\":{\"id\":\"1016\",\"type\":\"MercatorTicker\"}},\"id\":\"1017\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1030\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"1034\",\"type\":\"CDSView\"}},\"id\":\"1033\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.9},\"fill_color\":{\"value\":\"blue\"},\"line_color\":{\"value\":null},\"x\":{\"field\":\"lon_shared\"},\"y\":{\"field\":\"lat_shared\"}},\"id\":\"1032\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null},\"id\":\"1006\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1031\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"1036\",\"type\":\"CDSView\"}},\"id\":\"1035\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"1005\",\"type\":\"Range1d\"},{\"attributes\":{\"lat\":47.605775,\"lng\":-122.333163,\"zoom\":11},\"id\":\"1002\",\"type\":\"GMapOptions\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"}},\"id\":\"1036\",\"type\":\"CDSView\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"1010\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"}},\"id\":\"1034\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1029\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1032\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"1038\",\"type\":\"CDSView\"}},\"id\":\"1037\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"Seattle\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1020\",\"type\":\"PanTool\"},{\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"id\":\"1022\",\"type\":\"ResetTool\"},{\"id\":\"1023\",\"type\":\"HelpTool\"},{\"id\":\"1039\",\"type\":\"BoxSelectTool\"}]},\"id\":\"1024\",\"type\":\"Toolbar\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"fb2ee1e3-9ec4-4154-b687-78fb1c6acace\",\"roots\":{\"1003\":\"0751154a-5f9d-45d4-a0cb-13a386dbc75b\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1003"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Note: If the bokeh map plot does not appear, it is due to the new version of bokeh where it only appears when the kernel is run for the first time. You can view the map plot in the project website: https://mohamedirfan-cz1015-fsp2t08.imfast.io/ or in the attached map.html file ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yellow cirles represents entire house/apartments, red circles represent private rooms and blue circles represent shared rooms. From the points on the map above, we can see that most of the yellow cirles are concentrated in central Seattle. That is, most of the listings that list the entire house/apartment are concentrated in central Seattle and in particular neighbourhoods like 'Broadway', 'Belltown', 'Fremont', 'Pikepine Market', 'Queen Anne'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding the number of listings for each neighbourhood and median price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>neighbourhood_cleansed</th>\n",
       "      <th>Number_Of_Listings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>Broadway</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Belltown</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>Wallingford</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>Central Business District</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       neighbourhood_cleansed  Number_Of_Listings\n",
       "9                    Broadway                 166\n",
       "4                    Belltown                 143\n",
       "79                Wallingford                  85\n",
       "21                    Fremont                  83\n",
       "12  Central Business District                  72"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping neighbourhood by number of listings and then cleaning them\n",
    "\n",
    "neighbourhood_DF=home.groupby('neighbourhood_cleansed').id.count()\n",
    "neighbourhood_DF=neighbourhood_DF.reset_index()\n",
    "neighbourhood_DF=neighbourhood_DF.rename(columns={'id':'Number_Of_Listings'})\n",
    "neighbourhood_DF=neighbourhood_DF.sort_values('Number_Of_Listings',ascending=[0])\n",
    "neighbourhood_DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>neighbourhood_cleansed</th>\n",
       "      <th>Median_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>Sunset Hill</td>\n",
       "      <td>350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>Industrial District</td>\n",
       "      <td>235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>Southeast Magnolia</td>\n",
       "      <td>226.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>Holly Park</td>\n",
       "      <td>215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>Lawton Park</td>\n",
       "      <td>212.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   neighbourhood_cleansed  Median_Price\n",
       "75            Sunset Hill         350.0\n",
       "32    Industrial District         235.0\n",
       "73     Southeast Magnolia         226.5\n",
       "31             Holly Park         215.0\n",
       "36            Lawton Park         212.5"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping neighbourhood by average price of listings and cleaning them\n",
    "\n",
    "neighbourhoodPrice_DF=home.groupby('neighbourhood_cleansed').price.median()\n",
    "neighbourhoodPrice_DF=neighbourhoodPrice_DF.reset_index()\n",
    "neighbourhoodPrice_DF=neighbourhoodPrice_DF.rename(columns={'price':'Median_Price'})\n",
    "neighbourhoodPrice_DF=neighbourhoodPrice_DF.sort_values('Median_Price',ascending=[0])\n",
    "neighbourhoodPrice_DF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>neighbourhood_cleansed</th>\n",
       "      <th>Number_Of_Listings</th>\n",
       "      <th>Median_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Broadway</td>\n",
       "      <td>166</td>\n",
       "      <td>142.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Belltown</td>\n",
       "      <td>143</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Wallingford</td>\n",
       "      <td>85</td>\n",
       "      <td>135.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Fremont</td>\n",
       "      <td>83</td>\n",
       "      <td>138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Central Business District</td>\n",
       "      <td>72</td>\n",
       "      <td>149.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      neighbourhood_cleansed  Number_Of_Listings  Median_Price\n",
       "0                   Broadway                 166         142.0\n",
       "1                   Belltown                 143         150.0\n",
       "2                Wallingford                  85         135.0\n",
       "3                    Fremont                  83         138.0\n",
       "4  Central Business District                  72         149.5"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merging the two dataframes\n",
    "\n",
    "mergeDF=pd.merge(neighbourhood_DF,neighbourhoodPrice_DF,on='neighbourhood_cleansed')\n",
    "mergeDF.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number_Of_Listings')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizing the number of listings for each neighbourhood\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "objects = neighbourhood_DF['neighbourhood_cleansed']\n",
    "y_pos = neighbourhood_DF['Number_Of_Listings']\n",
    "\n",
    "neighbourhood_DF.plot(kind='bar', \n",
    "           x='neighbourhood_cleansed',\n",
    "           y='Number_Of_Listings',\n",
    "           color = '#66c2ff', \n",
    "           figsize =(18,8), \n",
    "           title = 'Seattle Neighborhood Frequency', \n",
    "           legend = False)\n",
    "\n",
    "plt.ylabel('Number_Of_Listings')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that most of the listings appear in 'Broadway', 'Belltown', 'Fremont', 'East/North/West Queen Anne' etc. This gives us a good insight into the potential neighbourhoods where there are high number of listings. Our next step would be to analyze it with the price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2984a066708>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,25))\n",
    "sb.boxplot(y = \"neighbourhood_cleansed\", x = \"price\", data = listingDF, palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Median Price')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GG25Qly5ddM8992j27NnVjs92+eWXa8mSJXr99dd19913q3nz5rrtttv0zDPP1Onruu222/Txxx+7vBJg5syZmjFjhh5//HHZbDZ1795db7/9ti699NJqn//d736noqIiPffcc6qoqNB9992nNm3aeLzcUZJ69+6t0NBQDRs2TM2bN9cLL7yg/v37S5KuvfZazZs3T2+++aYWLFigyy+/XBMnTqz2zF1dDBo0SC+99JL+/Oc/67XXXlP79u2VmprqfHbQ3fkhQ4bo2LFjmjdvnoqLi3XnnXcqISHB4/q33HKL3nvvvRqf5XT3c1SX+klJSZo+fboeeughhYWFKTY2VlOnTtVbb71V7T8k1MXtt9+usWPHyuFwaOjQoR4vU27atKnz+3r33XfrV7/6lSZMmOB8xUR6erpeffVVPfzwwwoJCVF8fLxmzZp13uW6AGAUJocv3swLAICXbNiwQV26dHHuMFpRUaGEhASlp6frN7/5jZ+7g7dlZ2fr4Ycf1rZt23TJJZf4ux0AMATu9AEAAtoHH3yg48ePa9q0aQoLC9PSpUt16aWXqnv37v5uDQCAoMAzfQCAgJacnKxmzZrpoYce0m9/+1sVFBQoIyPDZUt+AABQM5Z3AgAAAICBcacPAAAAAAyM0AcAAAAABmaYjVwsFovLcUxMTLWx8/FkXqBeyx81g71/f9QM9v79UTPY+/dHTfpveDWDvX9/1Az2/v1Rk/4bXs1g798fNQOl/5iYmBrnc6cPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYWKgvL75y5Upt3bpVJpNJgwYN0h133KEFCxYoNzdXYWFhkqThw4crLi5OOTk5yszMlM1mU+/evTVy5EhftgYAAAAADYLPQt/OnTv17bff6vXXX1dlZaUmT56snj17as+ePUpJSVFUVJRzrs1mU3p6ulJSUhQdHa20tDRt375dsbGxvmoPAAAAABoEny3v7NKli1566SWZzWaVlJTIbrercePGOnLkiNLT0/XMM88oKytLdrtdeXl5at26tVq1aiWz2ax+/fppy5YtvmoNAAAAABoMk8PhcPiyQFZWltatW6eEhATde++9evfddzVu3DhFREQoLS1Nffr0UZMmTbRt2zYlJSVJknJycrR27Vq98MILdap14OhpFZe5fjktwky6IqqJ174eAAAAAAgmPn2mT5JGjBihu+++WzNnztS3336rZ5991nluyJAh2rBhgxISEmQymVw+d+6xOxaLRYfKI5RREOkyPradVebS4ho/FxMTI4vFUuu1PZnjj2v5o2aw9++PmsHevz9qBnv//qhJ/w2vZrD374+awd6/P2rSf8OrGez9+6NmoPQfExNT43yfLe88ePCg8vPzJUlhYWGKi4vTF198oa1btzrnOBwOmc1mRUdHy2q1OsetVqvLM38AAAAAgAvjs9B3+PBhLVq0SOXl5aqoqNDXX3+tLl26aOnSpTpx4oQqKir06aefKi4uTh07dpTFYlFhYaHsdrs2b97MJi4AAAAA4AU+W97Zs2dP5eXlacqUKQoJCVF8fLyGDRumZs2aKTk5WZWVlYqPj1ffvn0lSRMnTtTs2bNls9kUGxurhIQEX7UGAAAAAA2GT5/pGzFihEaMGOEylpiYqMTExGpzu3XrplmzZvmyHQAAAABocHy2vBMAAAAA4H+EPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwsFBfXnzlypXaunWrTCaTBg0apDvuuEM5OTnKzMyUzWZT7969NXLkSElSfn6+Fi5cqNLSUl177bV69NFHZTabfdkeAAAAABiez+707dy5U99++61ef/11paWl6e9//7vy8/OVnp6uKVOmaM6cOdqzZ4+2b98uSZo3b57GjBmjN998Uw6HQ+vXr/dVawAAAADQYPgs9HXp0kUvvfSSzGazSkpKZLfbderUKbVu3VqtWrWS2WxWv379tGXLFhUVFclms6lTp06SpAEDBmjLli2+ag0AAAAAGgyTw+Fw+LJAVlaW1q1bp4SEBHXv3l3btm1TUlKSJCknJ0dr167ViBEj9O677+qPf/yjJKmwsFAzZszQm2++WadaOwpLtWB3uMvYxGtK1f3y8Bo+AQAAAADG5tNn+iRpxIgRuvvuuzVz5kwdOnRIJpPJ5bzJZJLdbncZdzgc1ea5Y7FYVFYeIck14JWVlcliOVrj52JiYmSxWGq9tidz/HEtf9QM9v79UTPY+/dHzWDv3x816b/h1Qz2/v1RM9j790dN+m94NYO9f3/UDJT+Y2Jiapzvs+WdBw8eVH5+viQpLCxMcXFx2rlzp6xWq3OO1WpVVFSUoqOjdfTo0WrjAAAAAICL47PQd/jwYS1atEjl5eWqqKjQ119/rZtvvlkWi0WFhYWy2+3avHmzYmNj1bJlSzVu3Fi5ubmSpI0bNyo2NtZXrQEAAABAg+Gz5Z09e/ZUXl6epkyZopCQEMXHx6tPnz669NJLNXv2bNlsNsXGxiohIUGSNGnSJC1atEilpaW68sorNWTIEF+1BgAAAAANhk+f6RsxYoRGjBjhMtatWzfNmjWr2twOHTpoxowZvmwHAAAAABocny3vBAAAAAD4H6EPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAws1JcXX7VqlbZs2SJJ6tmzpx566CEtWLBAubm5CgsLkyQNHz5ccXFxysnJUWZmpmw2m3r37q2RI0f6sjUAAAAAaBB8FvpycnKUk5OjP/3pT5Kk1157TV9++aX27NmjlJQURUVFOefabDalp6crJSVF0dHRSktL0/bt2xUbG+ur9gAAAACgQfBZ6IuKitKoUaMUGnqmRJs2bXTkyBEdOXJE6enpKi4uVlxcnIYNG6a8vDy1bt1arVq1kiT169dPW7ZsIfQBAAAAwEUyORwOh6+LHDp0SMnJyXrllVe0bNkyjRs3ThEREUpLS1OfPn3UpEkTbdu2TUlJSZLO3CVcu3atXnjhhTrV2VFYqgW7w13GJl5Tqu6Xh9fwCQAAAAAwNp8+0ydJBw4cUFpamh566CHFxMTo2WefdZ4bMmSINmzYoISEBJlMJpfPnXvsjsViUVl5hCTXgFdWViaL5WiNn4uJiZHFYqn12p7M8ce1/FEz2Pv3R81g798fNYO9f3/UpP+GVzPY+/dHzWDv3x816b/h1Qz2/v1RM1D6j4mJqXG+T3fvzM3N1SuvvKIHHnhAAwYMUEFBgbZu3eo873A4ZDabFR0dLavV6hy3Wq0uz/wBAAAAAC6Mz0LfkSNHNGvWLD355JPq06ePpDMhb+nSpTpx4oQqKir06aefKi4uTh07dpTFYlFhYaHsdrs2b97M83wAAAAA4AU+W965bt06lZeXa+nSpc6xW265Rffcc4+Sk5NVWVmp+Ph49e3bV5I0ceJEzZ49WzabTbGxsUpISPBVawAAAADQYPgs9D3yyCN65JFHznsuMTGx2li3bt00a9YsX7UDAAAAAA2ST5/pAwAAAAD4F6EPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADC/V3A/5w3BGmkgqzJKmosFRl5RFqHlqpZqYyP3cGAAAAAN7VIENfSYVZGQWRZ42Ea2w7q5o18ltLAAAAAOATLO8EAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAG1iBfzu6p444wlVSYVVRYqrLyCElS89BKNTOV+bkzAAAAAPAMoa8WJRVmZRRE/ucoXJI0tp1VzRr5rycAAAAAqAuWdwIAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwsFB/NxDsjjvCVFJhliQVFZaqrDxCzUMr1cxU5ufOAAAAAIDQd9FKKszKKIg8ayRcY9tZ1ayR31oCAAAAACeWdwIAAACAgXGnr55ULQOtWgIqiWWgAAAAAHzOo9D3888/a//+/erRo4eKi4v1q1/9ytd9GY7rMtBwSWIZKAAAAACfc7u8c9u2bXrhhReUkZGhkpISTZ48WV999VV99AYAAAAAuEhuQ98HH3yg1157TZdccomioqL0xz/+UVlZWfXRGwAAAADgIrkNfXa7XVFRUc7jDh06+LIfAAAAAIAXuQ19YWFhOnLkiEwmkyTp+++/V+PGjX3eGAAAAADg4rndyOWBBx5Qamqqjh49queff16FhYV6+umn66M3AAAAAMBFchv6OnfurFdffVW7du2S3W5Xp06d1KxZs/roDQAAAABwkdwu79y/f7/mzp2r2NhYtWzZUq+88oosFkt99AYAAAAAuEhuQ9+SJUt00003SZLatWun4cOHa/HixT5vDAAAAABw8dyGvtOnTysuLs55HBcXp9LSUp82BQAAAADwDrfP9JlMJu3fv1/t27eXJP34448KCXGbFSVJq1at0pYtWyRJPXv21EMPPaScnBxlZmbKZrOpd+/eGjlypCQpPz9fCxcuVGlpqa699lo9+uijMpvNF/p1AQAAAADkQei777779PLLL6tdu3aSpIMHDyopKcnthXNycpSTk6M//elPkqTXXntNmzdv1rJly5SSkqLo6GilpaVp+/btio2N1bx58/TYY4+pU6dOSk9P1/r16zV48OCL/PIAAAAAoGFzG/p69eqlN954Qz/88INCQkJ0zTXXqHnz5m4vHBUVpVGjRik09EyJNm3a6NChQ2rdurVatWolSerXr5+2bNmitm3bymazqVOnTpKkAQMGKCsri9AHAAAAABepxnWa3377rSQpOztbubm5cjgcqqysVG5urrKzs91e+IorrnCGuEOHDmnLli0ymUyKjIx0zomMjFRxcbGOHj3qMh4VFaXi4uIL/qIAAAAAAGeYHEenbhUAACAASURBVA6H43wnFi5cqAkTJiglJeW8H3zppZc8KnDgwAGlpaVp+PDhMpvN+ve//61JkyZJOrMEdN26dbr33nu1fPlyvfLKK5LOhMSZM2fqjTfeqNMXs6OwVAt2h7uMTbymVN0vD/fZPG/XPHD0tIrLfvklaRFm0hVRTWqdU9M8AAAAAKhxeeeECRMkSfHx8br11lsv6OK5ubmaPXu2Ro8erT59+mjnzp2yWq3O81arVVFRUYqOjtbRo0erjdeFxWJRWXmEJNcQVVZWJovlqOuYF+d5u+ah8ghlFPxy13NsO6vMpcW1zqlpXpWYmBiP3q3oyTxvXquh1Az2/v1RM9j790dN+m94NYO9f3/UDPb+/VGT/htezWDv3x81A6X/mJiYGue73Ybzn//8p9vGzufIkSOaNWuWnnzySfXp00eS1LFjR1ksFhUWFsput2vz5s3Ol743btxYubm5kqSNGzcqNjb2guoCAAAAAH7hdiOX1q1ba+HChbr22mvVpMkvywfj4+Nr/dy6detUXl6upUuXOsduueUWTZw4UbNnz5bNZlNsbKwSEhIkSZMmTdKiRYtUWlqqK6+8UkOGDLnQrwkAAAAA8B9uQ9/Jkyd18uRJHT582GXcXeh75JFH9Mgjj5z33KxZs6qNdejQQTNmzHDXDgAAAACgDtyGPk83bAEAAAAABJ4aQ9+hQ4c0d+5cWSwW/frXv9Zjjz3m0fv5EDiOO8JUUmFWUWHpfzaSkZqHVqqZqczPnQEAAACoLzWGvoyMDN14443q2rWrPvvsM7377rt64okn6rM3XKSSCvNZu3ye2Tl0bDurmjXyX08AAAAA6leNu3eWlJTo1ltvVdu2bfXQQw9p37599dkXAAAAAMALagx9ISEhLv9sNpvrpSEAAAAAgPe4fU9fFZPJ5Ms+AAAAAAA+UOMzfT///LPefvvtGo/HjBnj284AAAAAABetxtCXmJhY6zEAAAAAIPDVGPqGDx9en30AAAAAAHzA42f6AAAAAADBh9AHAAAAAAZG6AMAAAAAA6vxmb4qZWVl2rJli06cOOEyfscdd/isKQAAAACAd7gNffPmzVNRUZHatWvHu/oAAAAAIMi4DX0FBQWaM2eOzGZzffQDAAAAAPAit6EvOjq6PvqAnxx3hKmk4kygLyosVVl5hJqHVqqZqczPnQEAAADwBrehr127dkpJSVGPHj3UuHFj5zjP9BlDSYVZGQWRZ42Ea2w7q5o18ltLAAAAALzIbegrLS3V5ZdfrsLCwvroBwAAAADgRW5D38SJE+ujDwS4qmWgVUtAJbEMFAAAAAgCbkPfrl279NFHH+n06dNyOByy2+366aeflJ6eXh/9IUC4LgMNlySWgQIAAABBwO3L2RcuXKhOnTqptLRU/fr1U3h4uOLj4+ujNwAAAADARXIb+kwmk+655x516dJFMTExeuqpp5STk1MfvQEAAAAALpLb0NekSRNJ0mWXXaYDBw6ocePGCglx+zEAAAAAQABwm946duyoOXPmqGvXrlq3bp0yMzN5UTsAAAAABAm3oW/06NG6/fbbFRMTo9GjR8tut+vJJ5+sj94AAAAAABepxtB38OBBSdK+ffsUGhqqvXv3KjIyUv3799fp06frrUEAAAAAwIWr8ZUNmZmZmjZtmmbPnl3tnMlk0ltvveXTxgAAAAAAF6/G0Ddt2jRJ0vz58+utGQAAAACAd9UY+j744INaPzhs2DCvNwMAAAAA8K4aQ9+xY8cknXm2z2KxKC4uTmazWV999ZXat29fbw0iuBx3hKmkwqyiwlKVlUeoeWilmpnK/N0WAAAA0GDVGPrGjBkjSUpJSdHMmTN16aWXSpKGDh2qWbNm1U93CDolFWZlFET+5yhcY9tZ1ayRX1sCAAAAGrQaQ18Vq9XqDHySdMkll6ikpMSnTcHYqu4GSuKOIAAAAOBjbkNfu3bttGDBAvXv31+S9Nlnn6ljx44+bwzG5Xo3UOKOIAAAAOA7bkPfhAkTtHLlSv3lL3+RJPXo0UMjRozwdV8AAAAAAC9wG/rCw8P1wAMP6NChQ7riiitUXl6uxo0b10dvaODO3RRGEstAAQAAgDoKcTdh165dmjRpktLS0nT06FH9/ve/1w8//FAfvaGBq1oGumB3uDIKIpVREOl8FhAAAACAZ9yGvvfee0/Jyclq1qyZoqOj9cQTTziXegKB4LgjTD+WR2hHYal+LI/QcUeYv1sCAAAAAobb0FdWVqa2bds6j3v27KnKykqfNgXUxbl3BLkbCAAAAPzCbegLDQ3ViRMnZDKZJEkWi8XnTQEAAAAAvMPtRi5Dhw7Vyy+/LKvVqjfeeEM5OTkaP358ffQGAAAAALhIbkNfr1691KZNG+Xk5Mhut2vYsGEuyz0BAAAAAIGrxtB34sQJ5z83bdpUvXv3djnXtGlT33YGAAAAALhoNYa+sWPH1vrBlStXer0ZwFeq3vknyfnev/O98493AwIAAMBoagx9/fv3165du3T99ddr4MCBLOlEUKva4fMX4RrbzqpmjWqbFy5J1eZ5O0CeO4+QCQAAAG+qMfQ9/vjjKisrU3Z2tt555x2dPn1a/fv3V9++fXXJJZfUZ49AQPFmgDzfvPPNAQAAAC5UrRu5hIWFqX///urfv79+/vlnbdy4USkpKWrdurUmT55cXz0CAAAAAC6Q2/f0VTl27JiOHTum48eP69SpU77sCQAAAADgJbXe6Tty5Ig2bdqkjRs3KiQkRP3799err76qFi1a1Fd/AAAAAICLUGPoS0lJkcVi0Q033KCkpCRdeeWV9dkXAAAAAMALagx9O3fuVKNGjfTZZ5/p888/d447HA6ZTCYtXbq0XhoEAAAAAFy4GkPfW2+9VZ99AAAAAAB8oMbQ17JlS68UOHXqlJKTkzV16lS1atVKCxYsUG5ursLCwiRJw4cPV1xcnHJycpSZmSmbzabevXtr5MiRXqkPAAAAAA1ZrRu5XKzdu3dr0aJFslgszrE9e/YoJSVFUVFRzjGbzab09HSlpKQoOjpaaWlp2r59u2JjY33ZHgAAAAAYnsevbLgQ69ev19ixY527fZaVlenIkSNKT0/XM888o6ysLNntduXl5al169Zq1aqVzGaz+vXrpy1btviyNQAAAABoEHx6p2/ChAkux1arVV27dtW4ceMUERGhtLQ0ffbZZ2rSpIkiIyOd8yIjI1VcXFynWjExMSoqLK02HhYWppjLI13GvDnP1zXpP/Bq+qP/A0dPq7jM8cv8kCi1CDPpiqgm551XNUeSR/Nqm+ONmt7u/2wxMTE1nqvrPG9eyx816b/h1Qz2/v1RM9j790dN+m94NYO9f3/UDOT+JR+HvnNddtllevbZZ53HQ4YM0YYNG5SQkCCTyeQy99xjdywWi8rKIySFu4yXlZXJYjnqOubFeb6uSf+BV9Mf/R8qj1BGgWsQHNvOKnNpsVfmefNa55vn7f6rxMTEuCwfr4kn87x5LX/UpP+GVzPY+/dHzWDv3x816b/h1Qz2/v1RM1D6ry0E+nR557kKCgq0detW57HD4ZDZbFZ0dLSsVqtz3Gq1ujzzBwAAAAC4MPUa+hwOh5YuXaoTJ06ooqJCn376qeLi4tSxY0dZLBYVFhbKbrdr8+bNbOICoEbHHWH6sTxCOwpL9WN5hI47wmqc424eAACA0dXr8s727dvrnnvuUXJysiorKxUfH6++fftKkiZOnKjZs2fLZrMpNjZWCQkJ9dkagCBSUmE+axlouMa2s6pZo9rm1DwPAADA6Ool9M2fP9/5z4mJiUpMTKw2p1u3bpo1a1Z9tAMAAAAADUa93ukDgEBz3BGmkgqzigpL/7OpjtQ8tFLNTGXV5khyzjt3DgAAQKAi9AFo0M5dKiqp2jJQT5eKEg4BAEAgIvQBgJfwHCEAAAhEhD4AqGcsKQUAAPWJ0AcA9cybS0oBAADcqdf39AEAAAAA6hehDwAAAAAMjOWdABDEPHk+8HzzeD4QAICGg9AHAEHMk+cDzzePV04AANBwEPoAAJLYPAYAAKPimT4AAAAAMDBCHwAAAAAYGMs7AQB14s2Xy3tzIxqeSQQA4PwIfQCAOvHmy+W9uRENzyQCAHB+LO8EAAAAAAMj9AEAAACAgRH6AAAAAMDAeKYPANCgeLp5DAAARkHoAwA0KJ5uHsOOoQAAoyD0AQBwHuwYCgAwCkIfAAA+5s13GwIAUFeEPgAAfMyb7zYEAKCuCH0AAAQRNqIBANQVoQ8AgCDij41oPA2a/qgJAHCP0AcAgAF5cyMaT4OmP2oCANzj5ewAAAAAYGDc6QMAAEGJHU8BwDOEPgAAEJTY8RQAPMPyTgAAAAAwMO70AQAAQ2MnUAANHaEPAAAYmjdfcwEAwYjQBwAAIM9eOQEAwYjQBwAA4CFeLg8gGBH6AAAAPOTNl8vzygkA9YXQBwAA4Ae8cgJAfeGVDQAAAABgYNzpAwAACGAsAwVwsQh9AAAAAYxloAAuFqEPAADAADzZMZTdR4GGidAHAABgAJ7sGOrN3UcBBA82cgEAAAAAA+NOHwAAAC7IuctAa1sqKrERDeAvhD4AAABckHOXgbpfKlrzPJ4jBHyH0AcAAAC/4zlCwHd4pg8AAAAADIzQBwAAAAAGRugDAAAAAAPjmT4AAAAEBW+/XN6bu4+yEQ0CGaEPAAAAQcHbL5f35u6jntb0JGgC3kboAwAAAOqJJ0ET8Dafhr5Tp04pOTlZU6dOVatWrZSTk6PMzEzZbDb17t1bI0eOlCTl5+dr4cKFKi0t1bXXXqtHH31UZrPZl60BAAAAQIPgs41cdu/erRdffFEWi0WSZLPZlJ6erilTpmjOnDnas2ePtm/fLkmaN2+exowZozfffFMOh0Pr16/3VVsAAABAQDvuCNOP5RH6sTxCOwpL9WN5hI47wvzdFoKYz0Lf+vXrNXbsWLVo0UKSlJeXp9atW6tVq1Yym83q16+ftmzZoqKiItlsNnXq1EmSNGDAAG3ZssVXbQEAAAABrWoJaEZBpBbsDldGQaRzMxngQvhseeeECRNcjouLixUZ+ctDsJGRkSouLtbRo0ddxqOiolRcXFznejExMSoqLK02HhYWppjLI13GvDnP1zXpP/BqBnv//qhJ/4FXk/4Dr2aw9++PmvQfeDXpv35rHjh6WsVljjPzQ6IkSS3CTLoiqkm1Oc7rhkRVm3OumJiYGs/5al6w1wzk/qV63MjF4XDIZDK5jJlMJtntdpfx883zhMVi+c/2uOEu42VlZbJYjrqOeXGer2vSf+DVDPb+/VGT/gOvJv0HXs1g798fNek/8GrSf/3WPFQecc7Oomd2DDWXFtdpjvTLrqJhYWEqKzuzm2htr6aomufuNReezHNXs0pMTIzz0bHaeDIvUK91MTVrC4H1Fvqio6NltVqdx1arVVFRUYqOjtbRo0erjQMAAACoH4H8mgtcPJ8903eujh07ymKxqLCwUHa7XZs3b1ZsbKxatmypxo0bKzc3V5K0ceNGxcbG1ldbAAAAAAJY1cY2bGpz4ertTl/jxo01ceJEzZ49WzabTbGxsUpISJAkTZo0SYsWLVJpaamuvPJKDRkypL7aAgAAABDAPLm7ePaS0tpefF81r2qOVPuSUqPweeibP3++85+7deumWbNmVZvToUMHzZgxw9etAAAAADAglpTWrt7u9AEAAABAoPP0rmEwIfQBAAAAwH94etcwmNTbRi4AAAAAgPpH6AMAAAAAAyP0AQAAAICBEfoAAAAAwMDYyAUAAAAA6sjTd/6dO88fO4ES+gAAAACgjjx9558nL5f3NZZ3AgAAAICBEfoAAAAAwMAIfQAAAABgYIQ+AAAAADAwNnIBAAAAAD+q2uFTkk92+ST0AQAAAIAfue7wKXl7l0+WdwIAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYu3cCAAAAQBCoerVD1WsdJHn0agdCHwAAAAAEAddXO4RLkkevdmB5JwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIER+gAAAADAwAh9AAAAAGBghD4AAAAAMDBCHwAAAAAYGKEPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIGF+qNoSkqKSkpKZDabJUnjx4/X4cOH9eGHH6qyslK33Xabbr31Vn+0BgAAAACGUu+hz+FwyGKxaMGCBc7QV1xcrDfeeEMzZ85UaGiokpOT1bVrV7Vt27a+2wMAAAAAQ6n30GexWCRJqampOnHihG666SY1adJEXbt2VdOmTSVJ8fHx2rp1q4YNG1bf7QEAAACAodR76Dt58qS6deumMWPGqKKiQikpKbrhhhsUFRXlnBMVFaW8vLw6XTcmJkZFhaXVxsPCwhRzeaTLmDfn+bom/QdezWDv3x816T/watJ/4NUM9v79UZP+A68m/QdezWDv3x81g73/86n30NepUyd16tTJeTxw4EBlZmZq6NChzjGHwyGTyVSn61osFpWVR0gKdxkvKyuTxXLUdcyL83xdk/4Dr2aw9++PmvQfeDXpP/BqBnv//qhJ/4FXk/4Dr2aw9++PmsHaf0xMjGpS77t35ubm6ptvvnEZa9mypaxWq/PYarWqRYsW9d0aAAAAABhOvYe+kydP6r333pPNZlNpaak2bNigSZMm6ZtvvtGxY8dUVlam7Oxs9ejRo75bAwAAAADDqfflnb169dLu3bs1depU2e12JSYm6r/+6790//33KyUlRRUVFRo0aJA6duxY360BAAAAgOH45T19I0eO1MiRI13G+vbtq759+/qjHQAAAAAwrHpf3gkAAAAAqD+EPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwMEIfAAAAABgYoQ8AAAAADIzQBwAAAAAGRugDAAAAAAMj9AEAAACAgRH6AAAAAMDACH0AAAAAYGCEPgAAAAAwsFB/N3C2zZs368MPP1RlZaVuu+023Xrrrf5uCQAAAACCWsCEvuLiYq1YsUIzZ85UaGiokpOT1bVrV7Vt29bfrQEAAABA0AqY5Z05OTnq2rWrmjZtqiZNmig+Pl5bt271d1sAAAAAENRMDofD4e8mJGnNmjUqKyvTyJEjJUnr169XXl6eHnvsMT93BgAAAADBK2Du9J2bPR0Oh0wmk5+6AQAAAABjCJjQ16JFC1mtVuex1WpVixYt/NgRAAAAAAS/gAl91113nb755hsdO3ZMZWVlys7OVo8ePfzdFgAAAAAEtYB5pk8688qGNWvWqKKiQoMGDdLdd9/t75YAAAAAIKgFVOgDAAAAAHhXwCzvBAAAAAB4H6EPAAAAAAyM0AcAAAAABkboAwAAAAADI/QBAAAAgIE1uNCXk5NTbSw7O9tr1y8rK/PKnFOnTnmjnaD1008/adu2bbLb7frpp58u6lpr166V1Wp1O+/06dPav3+/HA6HTp8+XS+9Af7gyZ9BNfH090kgqfr9f+TIkfP+L1i8//77PrnuiRMnvHKdyspK5//X9LNxvg3Di4uLXY5tNlu1Ofn5+Rfc19GjRyVJ33//vT755JPzXr+Kt74XqN3F/BlUV/Xx96njx49XG/v666+9WqOioqLaWG0/23PnzpUkffbZZ26vnZeX53Jss9mUmZl5wb2uWbOm2tjy5csv6Fqe/JnhTk1/9nvy74BTp07pwIEDdap3Lm/9e/Nf//pXtbFPPvnE48+HXnDlAPH444/LZDJVG3c4HDKZTHrrrbckSV988YXKy8uVlZWlESNGOOdVVlZqzZo1io+Pd47t2rVLH330kU6fPi2HwyG73a4jR45o/vz5LjWWLVumBx980Hn8//7f/9Pbb7/tMs+TOVXj33//vYYNG6Zp06bp2LFjGjVqlAYMGCBJ2rlzp7p06VLr92LDhg21nr/xxhtdjouKivTJJ5/oxIkTLr+pJk6cWOt1Lsbhw4f1z3/+U8ePH6+x5hdffKEPP/xQNptNqampev755zVq1Cj179+/2vVsNpsaN27sMpafn68OHTo4j8vKyvTyyy/rsssu04ABA/Sb3/xGoaGuP/rffPONFi9eLLvdrldffVVPP/20kpKS1L17d5d5denNH3Jzc1VQUKBBgwZp165d5/2ZWbBggUe/xqdOnar2L8tf/epX55174sQJNW3a9MKalvT2229rzJgxLmNvvfWWnnjiCUnSfffdV+vnV65cecG1N2/erAMHDmjo0KHaunVrtd8nhYWF2r17t/r27avFixcrPz9f48aN09VXX+0y78SJE3rvvfd0+PBhPf3008rMzNTDDz/s8n0pKirSwoULVVRUpJSUFM2dO1e///3v1apVqwvqPScnR9ddd53LWHZ2tsufZ57+GeQJT3+fXIzz/Z6WzvyFJzQ0VIWFhbJYLOrRo4dCQn7575br1v1/8r4zLIqzbftk6URpKiggKqKogNIsRMEeFVMMMcYkaIwNG2rsxigiFlARFBURFXtvKVYkKoJBAUWaoHSQpqFJl939fuwx88zszM7cm/f9juPL851/EuB2dnbmvq96Xtf1O1xdXWFhYcH5t4cOHcK6devg7+8PDQ0Nluxh6ol/gqqqKpSWlsLJyQnv3r37x+8yNzcXv//+O0c2+vv70/+fkpKCb775hlfn/RMUFhYiLCwMra2t2LZtG/z9/fHTTz/BxsZG7WtRsjEkJARv377F5s2bMWfOHAwePJi1Ljw8HEuWLKHf3e3bt3HlyhVERUXRa3bs2IH169dDR0cHbW1tOH/+PBISEhAZGan2fUVFRaG9vR2fffYZ9u3bh4EDB+LQoUNYunSpWs+C1NZQB+3t7fjtt99QVlaG2bNn4+bNm5gyZQqtnw4ePCj47xctWkSs98UMW1Wy/X8DJDJox44dKvWzuhCzp9RFYmIinJycoKenp3JNYGAgfvnlFxgaGqK2thZHjx5FaWkp3NzcAJC9SyY2bNiAbdu20T/LZDKsXbsWISEh9O/E9nZWVhZiY2Nx9epVaGpqcj6TqevCw8OxePFi9O3bF8+ePcPRo0fh4OAgeM98OHPmDOrq6pCSkoLy8nL691KpFLm5ufjuu+/UviaJzKCgSp8z5agy+M5vbGwssrOzMWPGDKxZswb6+vrw8PCAt7c3vYZE5wP/O3rzxo0baG5uRkxMDOsst7e3IyEhARMnTiS6zr/e6du8eTPRuubmZuTk5KC5uRmZmZn07yUSCb799lvW2oiICHz++ed48OABJk2ahKdPn6JXr16ca1ZWVuLkyZP4/PPPcezYMZSWlmLx4sVqrwGAy5cvw9fXFwkJCejduzfmzp0Lf39/WkhFRUUhNDQU69evx44dO3i/I/N78UHZmA0NDUW/fv3Qv39/wX8HkDkTK1aswKhRo+Dp6QljY2Pe64SEhMDR0VHwM3/99Vds3boV/v7+MDIyws6dOxEYGMjrWJEYB19//TW+/vprZGdnIz4+HhcvXoSDgwPGjh1LO4fnzp1DYGAgtm/fDmNjYwQEBGDv3r2cQyl2b6SCPSgoCOvWreMYEqoMiN27d2PVqlWs323ZsgWbNm2if7558yaSkpJQXV0Nd3d3REVFYfTo0fj8889Z/66kpAQtLS2CCuzq1av49ddfWcKL775IjUZVCv3QoUOorKxEfn4+K5ImlUpZDqe6Tp2YMUXhzJkz+Pvvv1FQUIAvvvgCDx48QFFREWbOnEmviYiIwNixY5GcnIzy8nLMnDkT0dHR2Lp1K+takZGRGDRoEPLy8qCnpwcTExOEh4dj/fr19JrDhw/j888/x9mzZ2FsbIzhw4fjwIEDCAgIYF1L7CypE8QilUEke0zsnGRlZXFfBgPKciM5ORnnz59Ha2srHWBrbW3F0aNHWesuX76M0tJS+Pj4wN/fH1ZWVnjx4gV+/PFH1nc/fPgw6urqMGjQILi6umLAgAHQ1NTEunXrACiMB6ajCKiOGIsFIgD1gkBiMvTAgQOYMGECunfvrtKp69ChA5YvX45evXqxHGNVQRyxgEZ0dDRWrVqFffv2wdTUFPPmzUNUVBStYy5fvsx7XQpTp06l///q1avYuHEjAKBr164IDg7G1q1bOU6foaEh9u7diylTpuDIkSPQ09PDli1bWGsGDx6M7du3w8vLC6dOnYK9vT3L2GUiNTUV58+fR2NjI+RyOUeG5ubmIigoCJcuXcLo0aMxbdo01pkkfRaktgYFkv1z5MgRGBoaoqCgAJqamqioqMDBgwdpo10s0Av8R+9XVlaioqICzs7OkEgkePHiBaysrFhGr4aGBj58+IDa2lqYm5tDIpGgoqIC5ubm2Lt3L+u6JPIAAD58+IDnz5+zguRVVVWsQB2JDPriiy/w8OFDnD59Gs7Ozhg1ahRsbW15v3NQGpy0+AAAIABJREFUUBBcXV3h4uKCTp06cf4uZk8B6gXJ09LScO7cOXTu3Jn+3K5du7LWe3t7Y+vWrfD09MRvv/2GTz75BMuWLaP/TvIuASAgIICWo8xnKJFIaAeSgtje9vX1RWJiIsfu5fuOlENpbm6OyspKLFmyRNBOe/r0KTIyMqCpqQlnZ2c6+Dh06FCUlpYiIyOD9Z01NTVZ8oJCY2MjHj16xMmwM9eSyAxAWJ+rG+S8e/cu1q1bh/j4eLi5ueHHH3/Ehg0bWE4fic4HyO1LoWfRrVs35OXl0TKOgo6OjlqJmn+90ydmZFCbeuzYsRg7dizS09NhbW0NIyMjtLa2oqamhnN4tbW1MXr0aLx9+xYdOnTAkiVLsHLlSs61ly9fjsjISCxZsgTe3t5YunQpx6gkWUOhZ8+euHTpEjw8PKCnp0dTZQBFFG7BggWor69nKQ2mghN68Xx0FqlUyjJuVYHUmVi/fj0ePnyIgIAAmJmZYfTo0XBzc2N9X7lcjhkzZgh+nkQigb6+Pv2ziYmJSiOI1DhoaWlBVVUVKisrIZFI0KFDB0RHR8POzg7fffcd5HI5y7i2srL6R/dGCblnz56hubkZHh4e0NTUxOPHj2FgYECv8/X1BSBuSOzevRuFhYWoqalhvXepVMqJzD548ADbt2/Hzz//jI4dO9IOsfJ70tDQwMKFC2FhYcEyHJmRsPv37yM8PByGhoaC9ydmKFFQpdC9vb3x9u1bHD9+HF9//TW9XiKRsN6BOsYnIG5MUXjx4gWCg4Oxdu1aGBgY4JdffsGqVatY56KtrQ2enp44dOgQRowYgf79++PDhw+ce6iqqsK4ceNw9+5daGlp4dtvv8Xq1atZa96/f49BgwbhzJkz0NDQwLhx43Dnzh3OtcTOkjpBLDEZpM4eEzsnly5dor9nRUUF7OzsIJFI8OrVK1hbWyMwMJC1/sSJE/D19cUff/wBb29vPH36lJf2lZSUhMDAQNy8eRMeHh7w8fGhHTkKU6ZMwZQpU9DU1IT4+HgcOHAAzc3NOHHiBL1m//798PPzo88sX8SYNBABkAeoSGSojo6OaLRW2WkTAklAo7W1lfUOBw4ciFOnTtE/89GqVKG9vZ21N4yMjHjXzZo1C5cuXcL69evh6+uL0aNHc9Z4eXnBwMAAYWFhWLVqFVxcXFR+bnR0NGbOnKnSWZbJZJDL5UhOTsa8efPQ2trKS68SexaktoY6+6egoADBwcFITU2Frq4uFi9ezHK0SDItlN4PCAjArl27aJnd0NCAXbt20esoozcsLAwTJkygDfrc3Fz89ttv9Dp15AEA7N27F42NjaioqEC/fv2QmZmJfv36sdaQ2EEDBgzAgAED0NbWhsTERISEhMDAwABjxozBJ598Am1tbXqtt7c3UlNTERISAqlUCmdnZ7i5ubGcRCF7CiB3lgFg/vz5AIDS0lI8e/YMAQEB0NPTQ2hoKL1m2LBhMDAwQEhICNasWQN7e3vW55FmzSg9HB0dzQpq8UFsbzs7O8PZ2Rl2dnYYM2YM7zWorJGOjg7mzZuH0NBQ/Pjjj+jSpQvevXvH+85PnjyJ169f4+OPP4ZcLseFCxeQm5sLb29v2NrawtbWFkOGDGHZPKqwZ88eGBgYCAa7SGQGIKzP1c20Agr77vnz55g0aRI0NTU5djSJzgfE9SYFoWfh4uICFxcXuLu748OHD+jVqxeampqQn59PlLih8K93+tTNbpWUlOD06dMIDg5GfX09goODMXnyZIwbN45eo62tjYaGBlhYWODVq1dwcHCATCaj/840QDt16gR9fX3k5+fj+vXrABQGKMkaJoyMjHDs2DHk5+fDz88PJ0+eZB22kSNHol+/fti+fTtvlJKJ5ORkXLhwgRV5a2trw5EjR1jr7OzskJycDCcnJ0E6Bakz0aVLF0ydOhVTp07F06dPER0djcOHD8PT0xNfffUVOnbsCDs7Ozx9+hRubm6ciDsFKysr3L59G1KpFIWFhbhz5w6LrskEiXGwb98+pKenw8XFBV999RWtkD58+ID58+fju+++g6mpKVJSUqChoYHGxkbcuXOHN4Iodm9UJPHu3bvYunUr/R3d3d2xYcMGep2JiQn93/T0dA6li9q3ixYtQkNDA44fP85SAJqamhyjSiKRsN6jtrY27zP28fHhfZZMdO7cmYiuKWYoURBT6Fu2bMHDhw8xceJEVFdXIyYmhpVdV8f4BMSNKQqUYKX+++HDB84zk0gkSExMpKl1SUlJvM9VU1MTTU1N9LXKy8s5gltHRwd///03/fvs7GyWMUNB7Cwxg1iOjo70v2tqaqIVLakMUmePiZ0TymDZsWMHVq1aRQfU3r59i8OHD3O+50cffQQHBwfk5OSgqakJPj4++Omnnzjr5HI5dHR0kJKSgunTp9MZQSb++usvZGVlITs7GxKJBO7u7hxDy9DQEGFhYYIRY9JABPU7kgCVkAyljK6ePXvijz/+wODBg1lULKYeGDVqFE0nHTRoEP7++2+VdFKSgEaHDh1QWFhI3/OjR49Y5575/cXQr18/hIWFwcPDAxoaGnj8+DH69OlD/13Z6OrYsSPu3buHly9fAlDsQ+WMt76+PqKjo/H7778D4KdodezYEa6urirva+TIkZg/fz7s7OzQp08f/PTTTxg/fjxnndizILU11Nk/gMJZpj5TuS6Mj45MQZl5UV1dzbpfPT093lr2N2/esIxEW1tbvHnzhv5ZHXkAAEVFRdi3bx+io6MxZswYTJ8+HWFhYQDIZRCFzMxMxMXFIS0tDU5OThg+fDjS0tKwc+dOlv7s27cv+vbti4kTJyIxMZFmppw7dw6AuD1FfU9A3FkGFI5xVlYWsrKyUFpait69e9OyhY+ts2vXLvpdUO9InXcJKBIVYWFhWL58OUpLSxEVFQVfX18WfZ10b/fr1w/R0dEsm5AqMaDui7p3LS0tWoeroi2npKRgz549tJwaN24c1q5dy8qCPX36FKdOneJkrZRZO7W1tTRDQBkkMoMJIX1Ommml0L17dwQFBaGqqgoDBw5EaGgop6SDROcD4nqTgtCzoPDw4UMUFBTgl19+QWtrKy5fvoysrCwW40cI/3qnT936s9jYWJon3aVLFwQFBeHnn39mOX2ffvopQkNDsWrVKvz888+Ij49n0dWU60E++eQTzu9J1jCxbNkyPH36FF5eXtDT04OZmRnrJV64cAFhYWHQ1tZGly5dBL8jafT8yZMnvFkG5UNJ6ky0tLQgMTERcXFxqK6uxvjx4zF8+HCkpqZizpw59GGIiYkR/Mw5c+bg6tWr0NHRQUREBBwcHDgZSXWMAwcHB8yfP59DZ9TW1qYjdfPnz0d0dDTevXsHPz8/ODg40Nk4JpTvzd7enjdb2tTUhIaGBlqR1NXV8UaX9+zZg9raWlhaWrKEBWVAGBgYwMDAAGvWrOHQw0xNTVnXGjBgAE6ePInW1lY8ffoUsbGxLIeAue758+dIT0+HTCaDvb09h4LVtWtXbNy4Efb29qxsoLKSFjOUmBBS6FpaWrC2tgagMFbkcjnCw8NpR00d45OCkDFFwd3dHaGhoWhoaMCNGzcQFxeH4cOHs9ZQZ2nOnDkwMTFBQkICFixYwLnWtGnTsHnzZrx79w47d+7E69evsXDhQtaamTNnIigoCJWVlVi9ejUaGhqwYsUKzrWEztK2bdsQFBQEQOF0nz59mrd2hVQGMfdYSUkJq8a3oqKCpSyZ52TJkiVwdHTkPSdv375lMSg6d+7MW1Oko6ODsrIyWFpaIjMzEw4ODrzNChwcHLBy5Uro6Oigf//+2Lx5M8fQP3HiBKRSKSZPnowhQ4bw1vaRRIzNzMxgZmaGXbt2cepaW1paWPubNEAlJEOZxmBGRgZu3bpFr1M2utShk5IENObOnYsDBw6gpKQEs2bNQrdu3eDn50f/XZ1a2jlz5uDWrVuIiYmBlpYW+vfvjwkTJtB/Vza6+Iww6pxT9Zsk6NevH06cOAEnJydWAIW6/qBBg+Dl5UV/94CAAFRUVHCuI/YsSG0NiUQCc3NzrF27lvM35f0zefJkBAYGora2FsePH8fTp09ZMlYdSpqLiwu2bt2KIUOGAFAEQdzd3TnrTE1NceHCBTpLExcXh27dutF/p+TBTz/9hLKyMvTo0QPx8fF0xliZ/WFkZAQNDQ1YWlqiqKgII0eOpM+wOnbQokWL6Lr7OXPm0HpnwIABnED3kSNHkJOTA4lEgv79+2Pu3Lms/SRmTzFB4ixv2rQJHTp0gJeXF5YtW8YK9FBsnbq6OpXZbUC9dwkoqIPUXrCyssJXX32FiIgIFluCdG/v27cPLi4uyM7OxsiRI5GUlITu3buz7islJUUweMKEsbExGhsb6b0glUrRsWNH1porV67A39+f1uuq0KtXLxQVFaFHjx6cv5HIDCaE9LmTkxOMjY2JG3ctXLgQOTk5sLa2hpaWFjw8PDhJBRKdD/Dbl3w2hNCzoPDs2TM6KGFiYoKNGzdizZo1xE6fhlzdEPr/Y1BVG0VBOUqxbNkyVoRCKpVi7dq12L17N2sdRZtsaWlBeXk5evbsybk+SUMM0qYZYvz5gwcPCnLQmcp33bp1CAoKwpUrV9C7d284OTnhp59+YlER1AHVwSklJQXff/89YmNj0bVrVw71YM6cOXB1dcWoUaNYh1Mul2P37t2ctDf1jJUhk8nw7NkzuLm5ob6+HsnJyRg9ejRrrTq1Q3V1dXj06BHtdFE1B0zqyvnz5zF9+nSxR0GMuLg4nDlzBnZ2dpDJZHj9+jVmz57NqrUCFLQXKioqBCY9bOvWrdi0aROHHiaTyRAbG0s7cw4ODhg/fjyngPvXX3/FkydPMGLECAAKR23w4MGsKB1F01OGsvNVUVGBAwcOIC8vDzo6OrShpGxwMxW6u7s7rdBlMhnWr18PmUzGia6uXr2a/t3atWsRHBys0ghVDlTExcUhNjYWFRUVcHd3p40pPopLamoq65nxKb7m5mY0NjayfsdHe6mvr0dubi5kMhlsbW059XhyuRxSqRTl5eWQyWSwtLREfX09x4EnPUuU85KXl4eXL1/StSvBwcH0vyGVQUePHkVycjLMzc1ZZ02oAF4VwsPDoaGhQRuWjx49gr6+PsdBzMrKwu3bt+Hn54dNmzahoqICo0eP5g2kvHv3DqamppBIJJxmTRTKysqQkZGBzMxMlJeXw8rKCkuXLuVEjJ8/fw4zMzNYWloC4Dfor127huvXrwvWtba0tODq1ausAMq0adM4ASY+GdqtWzfMmjWLtY5ydtrb29He3s65ztq1a7F582b4+/tj586dqKmpQWBgIPbs2cO5/+vXryM/Px95eXnw8vJCXFwchg4dyjrnzO8hk8mI6FjKqK2tFTSmlM/Jtm3bWFkbPlDnnQTKAUAK33zzDWQyGSIjI7FgwQLa0ZDJZIiKiuLUsFENhJjPgrnPSG0N5t+VzSu+zAlV/0TtH6bBR9XsqqKmKe/bxMREWjcOHDiQUwMGKDJZFy9eRGZmJiQSCRwdHfH111+zHBlAEZA0MzPD0KFDER4eDk9PT+Tm5nJo1ZGRkdDW1sYnn3yCffv24eOPP0Z8fDzLpiKRQcXFxRwH4dWrV+jbty9n7d69e1FSUgIrKys4ODhgwIABLJ1DWo8IKIJFRUVFLGe5f//+LHugtbUVL1++REZGBu1s9uvXj0WlF7Ox1H2XK1eu5JSqrFmzBjt37kR2drZae3vVqlXYvXs3zp49CxcXF9jY2GDdunUsubFixQpeOcKHPXv2ICcnB25ubtDU1ERqaioMDQ3pd7Bo0SJs2rSJt+5OGWvXrkVhYSGMjY2hra3N29eARGZQUKXPlc+vqmZe6paSiOl8QBF0VnaKk5OTOeeT5FksX74cQUFBtG5obW3Fhg0bOD6MKvzrM32ktVEUBg8ejC1bttARsCdPntAPXt1DSdIQQ2wNKX9+0aJFWLRoEXbu3Ik1a9YIfkfS6HlraysuXbqEjIwMSKVSODg44JtvvuHcq4+PD2JjY9GjRw/ExcXB2dmZjtgxsX//fmhra6OsrAyFhYXo3r07NDU1oaGhQRupmZmZOH/+PAIDA1FeXo7t27fDz88PdnZ29HUOHToEmUxGv5fMzEzk5ubSvHqA7dSJZa3CwsLQqVMnvH79GoMHD8azZ884aXrSrngPHjwgoix4enrC0dGRVhDz5s3jjQKam5ur5M0rf64YxVYikWD48OFwdnamf1dTU8O59qNHj7B9+3ba8Ro7dizWrVvHMgZ1dXXh5ubGmy1homvXrggMDBQ1Gjdt2sSpnaXuOTg4GKtXr2Yp/Tdv3rAi/ZQBSNrQxcnJCTY2NrQxtXbtWpXRs06dOsHNzY1WAsqdck+ePInY2Fh07NiRXsNnvCkri8LCQujo6MDKyoqOEIaHh8PPz4+OsqrqQrZ//36OEUYZpcrBE7HaFRI5BSjogHv37uXtnElh6dKlLKq7hoYGdHR0YGlpiRkzZtAshIULF+LWrVu4e/cuNDQ04OjoyMr6UKBov4CCEqqqCyxpp2GZTIb29na0tbWxuoCqGzEGFG3Oxepa6+rqWN3o5HI5bt++jUmTJrHW8clQZRrWX3/9hcuXLyMkJATv3r1DQEAAZs+ezZJn6tQ7T5kyBampqXRtzrRp0zgBDWWHifk+v/zySyQmJmLcuHEqDaGpU6dyOqMynwXfOWlraxOVecbGxnj58iVsbW156c9MqApKXLx4ES9fvkRNTQ0uXrxI/14ikbCYPRQomaqnp0e3q2c2BSO1NdTJ6EilUlRVVcHAwAByuRyFhYUoLCykmR4Uw4iUmmZpaQkjIyOVsgxQsDOmTp2KgQMHQiaToW/fvhxZAyjO3IoVK3D69GmMGTMGU6ZM4S0tmTdvHnJycmBlZYVp06YhPT2dUzstJINUOTBSqRRHjhzhODAA6AYplMMcHByMlpYW9OnTR616RAD44YcfaGdZQ0MDn332GccY19XVhZ2dHS1bXrx4wRlxQJ1tW1tblgylPlfdd2lkZIS7d+/SWfyEhATahkhLS1Nrb+vq6uLDhw+wsLBAfn4+p+YSUNgiBw8eRJ8+fVj3z1dHTNWXUeDr9mtjY4OQkBAMGjSIdYaVr8dXdqEMEpkBKPa7jo4OLec0NDSQl5eHrl270sEKsfOpTh6MROcD4p1dKZA8C4pK6+rqCg0NDTx//py4cyfwX+D0lZeXs9rCKkOZCunj40MfcE1NTUyaNImO8Kh7KEkaYoitIeXP5+fnw8bGBp9++ilvlot5z9OnT8f58+fh5+eHX3/9Fffu3eOlMR09ehS6urpYuHAh5HI5YmNjERUVxaK0UJ89fvx42kihKGXK0fjy8nKEhISgQ4cOkMvlqKurw6pVq1h1HSdPnqS7dllYWGD9+vXYv38/q/FHXl4eHeEyNDSEn5+fysOgnLW6evUq3a2OQk1NDfz9/XHy5EkMHToUX3zxBScCRdoVj5Sy0Nraihs3brAiTkyHmjK26uvrsXLlSvTs2ZNFvVI2ZEgotsyOm1Qki8/oouqjhK4lk8lUdkJkgjmCYMuWLdi1axfvCIL6+nqcPHlS5RiUGTNmIDAwkOa5KzcsUnccib+/P0JDQ1UWTFM4cuQIUlJSOA4p8/knJycjMjJS1GmqqKhAeXk5TSd58uQJ9PX1kZ2djaysLPj4+BDVlAGKQIdyXS5fV0uS2hUSOQUolL6YwnNycoK5uTktT+Lj45Gbmws3NzccOnSIrkcIDg7Ghg0b8Nlnnwler6CgANeuXeM4c8r3RtJpeMGCBejcuTOcnZ3x9ddfswyRf9J6nKSulaqx7tq1K4qLi3Ho0CHo6+tznD6SgMyVK1dY3S+DgoI43S/VqXemIslOTk705ylnQCwtLaGlpcV6n3///TdMTExw6NAhuruc0L6gjKng4GDO8+KbY1pfX4/FixfDyMgIOjo6vHIqNzeX17niC/qI7aG4uDiikTpiTcHUtTX42rn/8MMP+Oijj+g1e/fuxbt371TS+ymjkGTUAIksAxSZkIiICPTp0wdyuRxRUVFYsGABJyAglUpRX1+PpKQkrFy5ErW1tbwN4ajGaC9fvoSBgQGGDh3KCYoKySB1HRhAkdFPT09Heno6ioqK0Lt3b7i4uMDNzU2tekQKurq60NLSohujKGPDhg2oqanBwIED4ezsjG+//ZbjKL9+/RqvX7/mfG9qX6vzLgGF7XHkyBGcPn0ampqaGDBgAE0JpKh8pHvbw8MDwcHBWLp0KTZs2IDU1FQOu4TKRCl/Bz6nb9SoUWhoaOCwp5hytqmpCfr6+nj16pXg9ZidWO3s7HiDWCQyA1DI0Ly8PPo+MjMzYWZmhqamJvTs2VOQNkll8NQpJSHR+YB4Z1cKnTt3RkxMDNLT0+lEjLJD9+mnn6J///60D+Pn58c7XUAV/vVOH5OGRjlGTFACj/pbVlYWDA0NMWzYMHoNFQ3r2bMn3r17R2wgkDTEEFvDrKcpLS1lNfRg1tPcvXsXCxYsUEm7Ywr2N2/e0HVCQtHzgoICFqVuzpw5vE0UmPNbnj9/jiNHjvA+o+joaCxfvpx28l69eoVjx46xHLq2tjaWw2RpacnJQsrlctTU1NDNTurq6lRGs0myVpSStbCwQFFREcsJpUDaFc/ExETU4QP+41AvWrSI16FWt0aNr15P+R2Qdtx0cHDA7t27aeXz8OFDzrVIOiEC/xlBcObMGRgZGakcQSA2BmXgwIGIiIhAcXExNDU1YWFhwYoOMpso8NUeKL8/sagrhbS0NNHslrW1NT58+CDq9JWVlSEgIIC+708++QT+/v7Ytm0bVq9eDR8fH+IuZKR1uXPnzkVmZiardkV5b5HIKUBxTlasWIG+ffuynj0z8JGTk8NqQ//JJ5/gzz//xKJFi3DlyhX6962trUSR2f3792P8+PGCndsAsk7DO3fuhI6ODiorK2Ftbc3KLKiazwcoat345r+R1LUuWrQIwcHBGDhwIJ48eYLvvvuO1wgjCciQdL/kqyn+4YcfeJ/HuXPnIJPJMGTIENy5cweXL1/mZFtfv37NolH26NED69evx9KlSxEXF0cH+oTkFUXrpDJlFKRSKXbs2MGhr//8888qr0VBObghBLE9ZGdnh9OnTwvOhgXEm4KR2hoU+Nq579u3j/WMiouLERoaqnLvq1NTSSLLANBMGyowV1lZid27d3Nk6ueff44NGzbA1dUV1tbWWLZsGe/9UM6mEC1cSAap68AACnqhi4sLJk+eTHcIpkBiTzFBEjieM2cObGxsBOfRimWQ1J0127lzZw6VVhmke3vixIkYOXIk9PX1sXnzZuTl5XHmu/LRb/mcfECRRb9x4wZdy1ddXY3evXtj+/btgtfjw8aNG5Gamopbt27RmUZXV1d8/PHH9BoSmQH8p/yB0jvV1dWIiIiAv78/li9fTttu9+7dUxlQUOc9keh8QLyzK4XTp0+jvLwcY8aMgVwux/3791FVVYVZs2bRdg8VAKfsvOLiYhQXFxPbsP96p48pWNasWaOS6hETEwNfX19Bp0nd7koDBgxAQUEBZz4NU7CQrAEUxvPz589VCk4qwkNSX3P79m0WdUiVkJLJZGhsbKSdosbGRt4BnqTzWyh6BYW+fftyWttbWlri9OnT8PT0hIaGBhISElhF5IAiKrJmzRqagpCbm6vSsCHJWjk4OGDPnj2YMWMGtm7divz8fI5iVBW5UgYpZUHMoabef3V1NW7evAkfHx9UVVXh4sWLvAqShGJL2nFz1qxZuHv3LuLi4li1f0yQdEIEyEcQqBqDQkqpZiqQNWvWiCoUsagrBZLslqenJ5YuXQpra2vBbGxjYyOkUim9L9rb2+n99PbtW9Z3FOtCRtrVctu2baw6Ej6aB6kMcnJyorNCqiCRSJCamkqvS01NhZaWFmpra1nBm/fv3xNFZnV1dYmoKSSdhouLixEZGck7AFfZIGtvb8fTp08RExPDoWlRMDU1paPhqvaInZ0dli9fju3bt2Pp0qUqlTlJQEas+yVATicFFJRqqrbb0NAQgYGBnCyQVCpFSUkJTTcuKSmhuz0z32dsbCzOnTvHaYh04cIFuj6MYlRQ0NTU5O2mbGxsLDrXrb6+HnFxcYJ12BTE9pDYbFjSpmCktgYFknbulpaWqK2tpQOcymAamFQ9lyqQyDJA8c6ZTAxV/660tBTh4eH0z6GhobwN3EicTSEZROmAjIwMZGRkcP4tn6zfvXs33disT58+yM7OZskzMXuKCZLAsUQiwfLlywXn0ZaXl+P27du8HTIB8nepTp8KkrnHgELe3bp1i55bW1xczDmbpF3fAUWgOCIiAsePH4e3tzfKyspova9unw1jY2OMHDkS3bt3R3p6Om7fvo20tDSW00ciMwAue8LU1BQ1NTUwMDCAsbExHbxKSkpSGchSZyawkM6XyWSc+l5VnV0ppKWlITg4mD5nLi4uNDMjLy8Prq6uKrsI/3/j9DEhFCmm+Pju7u689WiA+t2VDh06hKysLDQ0NMDS0hKFhYXo168fq1kEyRoASE9PR3h4uEqDRlWxOgWmMOvUqRMCAgI43GzlAtRPP/0U69evp+uZUlJSMGXKFPrv6s5v6dChA5KSkmg60tOnTznFqwsWLMD58+exd+9eusObchejESNGYMCAAXj16hW0tLQwe/ZslUqRJGv17bffoqKiAl26dMGyZcuQlZXFeRYkkSuAnLJA6lCHh4fTws3ExAT9+vXD/v378csvv7DWkVBsSTtuamhowMPDgxXZVRaWJJ0QAfIRBKrGoKhLqabuXwykZ5kku3X+/HnMmjVLtGvuhAkTsH79eri4uEAmkyE1NRUTJ07EjRs3YGlpyQkGCYG0Lpcko0kqg0aNGoXi4mJkZWVBKpXC3t6eQx1cuHAhDh48iPDwcMjlcnTt2hWLFy/GvXv3WFQYm/muAAAgAElEQVRO0sjsoEGDcOvWLQwaNEgwI0vSafjs2bOiA3Crqqpw79493L9/H42NjfD29uZ1pgFudksul9OBIL5oMJOmyxe1FwvIiHW/BMjopEz6/1dffYXDhw9j5MiRqK6uRnV1NWvv/fjjj/TzomTWkiVLcPHiRVbW5erVq/D396edQyaos3L9+nWW/lAFkrluoaGhonXYFMT2kNhs2H/SGZhEBpG0c29ra8Py5cvRvXt3lvzhc07EPpNElgEK++DGjRv0+Y+NjeXNyCvXuasasUTibArJoH+iA8TmXorZU0yQBI5J5tHu3btXZYdMZZDYqj/99JMgJZW6d7G5xwDZ3FpSdgmgsFWoeXJFRUUYOnQozp49y7p/0j4bO3bswJs3b9CjRw/Y29tj/fr1HBomicwAFImGvXv3wsPDAzKZDI8fP0bfvn3x7NkzFlNH6PlTWUChOmYKQjq/R48enJm5YpBKpZBKpfT+Y/4/lRE3NTX9HzUd/K9y+khw584dlU4fhfr6ehw9epTV4GTu3Lmcrjzp6enYu3cvjh07Bi8vL7S2ttJd2tRZAygUVFtbm0ohpY5iYkaHhYTx6NGj0bt3b2RlZUEul2PVqlUs6qJy5lNsfsv8+fMRHh6OQ4cOAVC0PleuD+zQoQPmzp3Luj+qkJ1CfX09Hj9+TEdM8vPzVUZ5Z82ahZiYGMTFxUEul8Pe3p53Tk3Xrl3x6tUrvHr1Cr169eLw2YUiV0yQUhbEHGoKDQ0N9P1qa2tj3LhxvCMtSCi2JJkJgIxqdujQIboT4oULF1idEJn44YcfiEYQ8I1B6d27N13nkJCQQNydiwQk9TQAWXbLwMCAKIrm5eUFBwcHpKWlQSKRYMWKFejevTvKy8sxYcIE+myTZJRJ63JJMpqkMiguLg6XLl3C4MGDIZPJsHv3bnh7e7OcQ2trawQFBaGhoQESiYQ+t8qBBZLaBOozAeCPP/5Qef8AeOmXyhAagEtl9fLz8zFkyBD4+fmxWqLz4d69ezh16hRr1IqZmRnCw8PVigYDZAEZbW1tjBkzhg4CyWQyZGdns845CZ1Umc1iaWmJpKQkJCUlAWA7FPb29ti/fz+Ki4shkUjoGj/l2hojIyOVBiyFcePG0c12mFB+xkJz3SiQ1GFTENtDYrNhmc4GSUacFCTt3L/88kvi65HU24rJMkARuDl27BiuXr0KQLEH+MaukNa5kzibQjLIzc0NMpkM7u7u0NXVBaDIMnbt2lWlPSTW2EzMnmKCJHBMMo+2vb0d06ZNQ3t7O2xsbDBu3DiV9Eyhd0kFuA8cOCDacZ1k7jFANreWlF0CKHRiXFwcbGxscOvWLZiYmNAOInX/pDqgR48eaGlpQUNDA2pra1FbW4tu3bqx9hyJzAAUNmhMTAzu3btHd6YdN24cXrx4wWs/8oF6NyRZc1Kd/+HDB6JM5YgRIxAQEEDXCCYkJHBGSJE2HVSFf73Tx2wT3d7ezmkbrRzBIsmCHT58GH379oWvry/kcjnu3btHdyhjwtTUFFpaWrCyskJRURGGDx/OmulEsoaifEmlUqxevRr9+/dnHV5KcKpDBxRzEJW5wVRBckFBAQoKCmgDV93MZ0ZGBrZv305vbL6OYDExMTh9+jSvIUVBnSivhoYG+vXrB6lUCplMhn79+tEZtczMTISFhcHY2BiTJ0+mRyjcunUL48aNYylcocgVE6mpqbhw4QKnaYCykcp0qAFwHGoKOjo6eP78Od3gIS0tjVZ8TJBQbEkDA6S1f6o6ITLRu3dv7NixgzWCgE/Ruru7Y9iwYdDQ0KDXM6N5Yt25mNmLlpYWvHz5kvX8lQ0zknoaQJHdUp7FpoxevXph9+7dcHZ2Zn036pwoN5mhstv5+fnIz89nOYykGWU9PT2iulySM0oipwDg999/x/bt2+n79/b2RkBAAMaMGaMW0wAQrk1Q9/4BhWz/7bffaHrSzZs3MWXKFNb7EBqAGxISAnd3d2zbto2mOIopzWvXrmHXrl30OJfnz58jJyeHtYaUhkgSkCHZGyR0UpISAFV0agqU3qH2dufOnbFz5066RTsF5t4ODQ2lZajQsxWa60aBpA6bgqo9xDSoxGbDAuIZcXVtjYEDB8LGxoZu5z5//nxO4HjAgAGc2ZiqILZfSUsUjIyM4Ofnh7KyMkilUlhbW/OyUEjpYiTOppAMqqqqwtatW/H999/TI43++OMPvHz5Er/88gsvw0JVYzNSe4oJksAxyTxakg6ZFEgMdiEWh7p7GxCfW0vKLgEUjK2EhAR4enoiJSUFUVFRnOwTqQ6g6OrUbNqjR4/i3bt3LPtLTGYwz6KbmxurK2ZNTQ1cXFzw8OFDupzi/fv3HL1N7XeSOmZ1dD5Anqn09vZGr169kJGRAblcDm9vbw4NlzQYowr/eqdPORul3DlT2Rjny4IpH8DKykpWFOSLL76go4lMmJiY4Nq1a3B0dMSZM2cAgFPDJraGMlZJo4lCdEDSWWbqcoPFuOoUqFpCoYYX169fFzWk1I3yqspOHD9+HBs2bEBTUxMCAwMREhICCwsLNDY2YtOmTSynTyhyxUR0dDRmzpwpatjI5XJkZ2fTIwNkMhmsrKw40bh58+YhPDyc3qedOnViGYzqUGxJx0mQUM2EOiEykZubi+zsbEycOBFBQUEoKCiAn58fxwhoamrC5cuXkZmZCS0tLTg6OsLCwoJ2cOvq6gRrwJjZC1NTU1aXN4Br6JLU0wDsWWyqsp6tra0wMDDg7FPqnFDnqLKyEhUVFXB2doZEIsGLFy9gZWXFOk+kGeVz586hoqIC9vb2cHV15RTdUyAZL0MipwCFkcikYxsaGtJ7nFKA9+7dg46ODkaNGgWJRIKEhATeYn+h2gQmSFkVyvSk8vJyDj1JaHD8rl278ODBA2zcuBFmZmYYPnw4Z7SFMoyMjGBmZgZra2sUFxdjwoQJuHv3LmsNaYCKJCAjtDfUpZMCikZa169f5+2YS+mbZ8+eobm5GR4eHtDU1MTjx49ZrAtqb1MyPTs7m/UZzL1dW1tLdx8VQvfu3XHs2DF6rltNTQ3H4SGpw6agSj+pm40Vy4ira2ssXLgQQ4cOhYeHh0qnVWw2JrMmqLq6mtYNfHKKNKCUl5eHPXv2CHbZBsg73pIEzoRkUHR0NKZNm8aaYbtgwQLcv38f0dHRvCOq+BqbOTo60nR0dcsFVAWOKcydOxcHDhxASUkJZs2aRc+jZUKsQ6Y67xIQZnGou7cnT56MwMBA1NbW4vjx4/TcWiZI2SWAQgdTdH5VDbZIdUBqaioyMjLoTufDhg3jODpiMoM6mx8+fEBtbS3Mzc0hkUhQUVEBc3Nz7N27l2XvOjg4cOxfSpapqkWksH//frV0PkCeqTx27Bhmz57N6vK8f/9+lk3IF4xRJ+v3r3f61M1GdenShdMy9/bt26yfNTQ0WAb1u3fveLMXCxcuxLNnz2Bra4shQ4YgISGBRV0kWUPdC99gWz4lJ0QHJJ1lRnGDSSMDpFx1kiwqiSGlTpRXKDsBgFYCXbt2pevSPvroI877JIlcAYqIDt/wbmXwRbkqKys5A+179uyJkJAQvH//nlY0TKOLOftKLpcLUmxJx0mQUM127twJuVyO3NxcvHv3Dp06deKtL4iOjsbXX3+NxMRE6OjoIDg4GCEhIRynLyIiAubm5li8eDFkMhkePHiAyMhI2mgXo3aqOyCcpJ4GIJvFJtbVjPp7QEAAdu3aRV+roaGBM3CeNKO8YcMGtLW1ITMzE8+fP8eJEydgaWnJyVQyjRupVIrk5GR64DgFEjkFKCLLx48fp8/On3/+SWdjqc85deoUq46lb9++vBQmodoEJkhZFcr0pCVLlnAMCCMjIyxfvpzzGYCCljpz5kx8//33SElJwYMHD1BXV4cdO3ZgwoQJvA1HdHV1kZGRAWtrayQlJcHW1pbj4IoFqEgDcYDw3lDXyAOEO+ZSeufu3bvYunUr/W7c3d1ZZ5Ha28xuyhSUG+D06tULRUVFgm3RAbK5biR12BTE9BNfbQ7fLC2xjLi6tkZISAiePHmCc+fOobq6GsOHD4eHhwermY7YbEzSuiiAPKB0/Phx0S7bANvJlUqlqK2tRa9evTjrSAJnQjLo77//pjtnMjF69GjcuHGD97uqmntJ6VBSewogo7WTzKMV65CpzrsEyEagkO5tT09P0bm1JDNT1elsSaoD7ty5A1dXV3h5eXHKbiiIyQzqbIaFhWHChAk0Cyo3Nxe//fYbAHJ7l3pPcrkcQUFBvLMp1dH5gHim8tChQ6isrER+fj5KSkro31N11kzU1NRwaOF8NoQq/OudPlLcuHEDzc3NiImJYQkEqVSK+Ph4Ftf4m2++wS+//AJbW1sAioiLMue9rKwMpaWl9FDxSZMmcTqokayhsGvXLtZw6pKSEhgbG0NTUxPz58+Ho6MjADI6YH19PRISEjibRVlpklIVSbnqJLWEJIaUOlFeoewEU8CItbEmiVwBig57J06cgJOTE6t+QTmySBrlSklJwcuXLzF16lSsX78e9fX1mDFjBm2UUcKMb0yBMkjHSZBQzQoKCuj2yUKznGQyGZycnLBv3z4MGzYMnTt35s2gVFRUYOXKlfTPs2bNYj2PEydOcJ7Pli1bsGnTJtHvwweSehqALOtJ2tWsurqadS09PT3U1tay1pBmlOvr65GVlYXMzExkZ2ejQ4cOHGcO4M58GjNmDCvboo4MWrBgAS5evIiIiAi6q6uyc9jW1oaysjI6gFJcXMz7vklqEwByVgWgmp6kTrc4TU1NDBkyBEOGDEF9fT0ePnyIc+fO8Tp9s2fPRmxsLGbOnIk///wTy5cv52TsxAJUpIE4gGxvqNPVUlXHXCaamprQ0NBAGy11dXUs6j2Fn3/+GTNnzoS7uzva29tx/vx5/PXXXyxHqKSkBGvWrIGxsTG0tbV5jf+0tDQUFxejb9++ALhULJlMhj///BMlJSWws7ND165dYWNjo5JpAIjrJ9JZWqQZcVJ06NABY8eOxdixY5GXl4fDhw/jypUrOH/+PL1GrAmKWPMoJkgDSiRdtgGuk5ubm8sJkAPigTMxGSSUcVd+NrW1tTA2NkZ1dTWcnZ1Vzr0ktacA4cBxZGQkfH19VdLb/f390dLSgmvXrqGkpAR9+/bFp59+ik6dOtHUcgqk71KdESikextQ1Dgz6xKp65eUlCAyMpI+c/Pnz1epF9UJPpHqgNWrVyMmJgbR0dGs2j/KdhKTGUy8efOGVfZia2uLN2/eEN8zwH5P2tragu+NROcD4plKb29vvH37FsePH2fpGIlEQr+zM2fOoK6uDikpKax5oTKZDK9fv2Z1dRbC/zdOX7du3ZCXl0e3TaWgra3NiQC4urqiT58+NBd/3rx5rCzH7du3cfbsWVhaWqKiogK+vr6suX+ka5gwNTWFr68vrdyKi4tx8eJFzJo1CyEhIXR0jY8OqEwz2LFjB7p37y4qZEipiqRc9a+//hotLS2orKxE9+7d0dbWxqF6KhtSy5YtozOPFCZPnoympiaiKK9QdqKmpgaXL1+m5/5RUTG5XM45mHwRLFNTU0RERLB+l5eXBwAoLCxk/V45E0Ua5bp8+TJ8fX2RkJCA3r17Y+7cufD39+cY82fOnBF1+kjHSZBQzc6dO0c0y0lXVxe///470tPT6VorvlpOCwsL5OTk0Iq/sLAQXbt2xe7du1FYWIiamhqW4SqVSkVnvAnByclJtJ4GIMt6knY1c3FxwdatWzFkyBAAirEX7u7urDV8GWW+Dl+UzPHy8oK/vz/RKA5AofRqamoAqC+DdHR0RGf6zZw5EwEBATA1NYVMJkN9fT0r4krNPCWpTQDIWRVeXl4q6UnqdoujYGhoiM8++0zlAPnS0lL4+PhAIpHwBmwA8gAVibNGwjZQp95ZVcdcJry9vbF69WrY2dnRxoMyGwFQyLeIiAgkJibizZs3GDBgAHbv3s1ao+oZUTh//jxdo0SdJeWmakeOHEFRURH69euHa9euoaysTLDZDiCun0hnafFlo+bNmyf42UKor6/HX3/9hcePH6OhoQHDhw/nUMxJO26SgDSgRNJlmw+2trYoKCjg/F4ocEYig3r27Ik///yT0034/v37MDc3Z/2OYgEws5B82UVSewoQDhyT1HdRFPuBAwciJSUFNTU1vGeIFOqMQCHd23ygqNpRUVEYMWIE7O3tkZCQgBMnTnCCQ8pobGzEo0ePBJs2eXt7w8bGBunp6YI64MyZMypr/0hkBhOmpqa4cOECPv74Y8jlcsTFxXFGgv1vgkTnA/yZSuZwdjMzM5iZmWHXrl10UxsKLS0t6NChA4YOHYrS0lJkZGSwkgyampr46quviO/5v9rpa29vpw0IFxcXuLi4wN3dnfacm5qa8Pfff3Ooio2NjbSgBv5j4FMb+u7duwgPD4eRkREKCwsRFRXFEWQka5ioqqpiRTOtra1RWVmJzp07sxT169evWXRAPpoBQKY0SKmKYlx1ChkZGSrnZFHo3r07Zs2ahYaGBpVGgr+/P921SizKq5ydcHR0pLMT48ePpx185v8D4AzmZEaw2tvbkZSUxBnLQN2bMl68eMH5HWmUC1AovUuXLsHDwwN6enq8kU9zc3M688Y0KpkOndg4CXWoZqSznJYuXYo///wTq1evRocOHVBdXc1yAqjsS1tbGxITE2FpaQlNTU26O9u2bdvQ0NCA48ePsxSlpqYmL52Uj3Ly9u1bToBDOdutfIYp8GU9lQMgpF3NfvjhByQmJtJNZz777DNORJIvoxwfH8+5VmhoKDIyMpCZmYmAgABYWVnB3t6es2+V36WhoSHtRKorg27cuIHLly9zanOY+4KaeVdcXAxAEXRh1r9ERUUhNDQU69evx44dO1iReD6QsCoAxR7u3bs3Lz2Joh3u3LkTI0eOxPDhw1WOeFEHz58/x+nTp+Hs7IxRo0bR98gEHw2Rz0AkcdZMTU0xfvx4FBUVwcfHhzdopk69M1/HXGVZ6unpCUdHR+Tk5EBDQ4MT4KTQuXNn2NvbIzY2FhKJBA4ODpzgjtgsrSdPniA0NBS6urp4+/Ytdu/ezTHgXr58iT179kBDQwPv37/Hli1bRJ0+Pv3EzLKIzdKioK+vT8toKht1/fp1lbMXxbB69Wq4u7tj5syZKh1zviYo/7QrH2mJAtVlOyIiAhoaGrxdtgE2dVAul6OkpIR3bwgFzkhk0IwZM+Dv74+HDx+iV69e0NbWRl5eHt6+fcupEaUyuDt27BCk5JPaU4Bw4Ji6xh9//AFPT0+4ublxglIlJSW0vTJq1Kj/cRdqdUagkO5tITQ3N9NMt+nTp/N231bGnj17BJs2MbNzYiMlhFhRJDKDCT8/P1y8eBFhYWHQ0NCAo6MjFi9eLPp9/ilIdD6gyNhRGUgqU3nkyBEOk+by5cv49ddfWXubCmbY2trSASkdHR1oaWmhoqICZWVlnOCIEP5rnL4NGzZg27Zt9M+UYRASEsJa9+rVK/z666+YMWMG1qxZA319fXh4eLAGcYptaC0tLVr49ezZkzeaRrKGCXNzc5w5cwaenp6Qy+WIj4+nxwwwM0RUsxShyNzgwYMRGxsLBwcHlkGmnDkhpSrycdWZjhwFkjlZhYWFCAsLExxySjJ7jMKRI0dUOrj/ZP4SoHh37u7udEtrPtTX1+P+/fu4d+8ePnz4QI+poEAa5TIyMsKxY8eQn58PPz8/nDx5kvd7Uu9bubCb6fQpP4eWlhaWQzFp0iQ8fPiQl+aoDNJZTqampnBwcEBhYSFsbGzg4uLCMrio7EtdXR2vwWBgYAADAwP89NNPKCsrQ48ePRAfH4+CggJ88cUXtPBTh/JCrSPJdivvEWqOGxNiXc3y8/NhY2ODrKwsGBoasowaKvMlBCrSyoSFhQUsLCxgZ2eHtLQ0xMTEIC8vTzBYoQx1ZdDNmzexa9cu3vdMDVAWaxzTuXNnLFiwAPX19awslqpmBVRXSFWsCgqrV6+Gp6cnRowYodKhW7p0KRISErB582Z07twZHh4eGDZsmGBjKSEsWrQIra2tePLkCS5duoTa2loMHz4cI0eORGpqKmst1eSnY8eOSEtL42TXSZy19PR0HD58WDBopk69M1/HXKrGWdUsKqqeRNnRWrlyJezs7BAaGora2locPHgQcXFxrMCdWIc6bW1tuhShS5cuvEaptrY2rXPFsk/M7tOurq54/vw5Ro0aBV1dXZY+E5ulJYRr165xDG+SLAegqKlsa2tDZWUl5HI5WltbOXtRmdGRlZWFmJgY3mYNfF0+mbKFtEShublZtMs2wKZWamhowN7enjdwKVQuQCKDjI2NsXPnTiQkJKCwsBBtbW0YNWoUhg0bprIsgwr6UI6Y8jpSewogo7WPHTuWzoINGjQInp6e9LNnfraenh5vJ1RliL1LABg2bBgePXqEESNGICoqCgUFBZg3bx7LVvqf7G0Kys+DZMyFUNMmdbNzQqwoEpnBRIcOHTB79mzBNQUFBbh27Rrn+VMBfSaVt7y8nEPt9ff3/x/rfEDRAVZ5n92/fx8HDx4UlH03b96kWSj+/v6wsrLCixcviLPL/3qnLyAggPaymVFviUTC63HfuXMH69atQ3x8PNzc3PDjjz9iw4YNLKdPrAuZsiPId8hJ1jCxZMkSXL58Gfv27aPniyxatAjJycksiglJs5SWlhZcv36dtXH4DC4xqqKq4ZSAgi6hrOSE5mRRIBlySjJ7jEJJSQlaWlr+sWFHgdmCVy6Xo7S0lFf4ZWZmIiYmhp55NW/ePN4i9KCgILo4WZnbz8SyZcvw9OlTeHl5QU9PD2ZmZrzOqlgzESYKCwtx7949PHr0CBYWFrSjEBERAUNDQzg6OvJ+N6YBwjfLacGCBZx/IzYkl3K6tm/fLjhzKDw8HGZmZmhra6MHQx88eJCO7KpDeaFASpGSyWRISUnBvXv3kJ6ezpEbYl3N7t69iwULFnDmo1EQa0LDl0ENCwtDTk4OLCws4OzsjHXr1tF1dEw0NDTg8ePHqK+vZ/1+6tSpassgS0tLlcOASQcor1+/HtXV1QgODubtuqeMsLAwhIaGqnyHFEgcuu7du2P69OmYPn06Xr58iePHj+Po0aOceVrqQFdXF126dEGnTp1QXl6O4uJibNmyBXp6erw1lhSUjXYSZ42iVAsFzUjopCTjGIRmUfEFOmfMmEGfCwMDA2zZsoU1Fw8Q71CnfF0+ujvJGgoHDx4UlGcUxGZpCYHv+YgFhSlkZWWJMl8AhRP58OFDxMTEoLa2lkNzBBTBzZSUFN4un+o01wD4OwPzjQkiDZoKlXWQyiBdXV3e760KBw4cQEZGBhISEnDmzBnY29vD09OT7jhKak8BCptwzJgxglRIV1dXuLq6oq2tDc+ePcOJEyfw/v173rMmlqkVepdMREREYOzYsUhOTkZZWRlmzpyJY8eOYevWrfQasb2tqs6ZCkLwgSTTLNS0Sd3snBArilQeqMNi2r9/P8aPH6/y/JLs+5iYGPj6+v5jnQ/wyxZTU1OV7D0KSUlJCAwMxM2bN+Hh4QEfHx+V8yD58K93+qiHGx0dTezpmpiY4Pnz55g0aRI0NTU5xrNYFzLlGR/KP48cOZJoDRMGBga80TkPDw/WzyTNUlJSUnDkyBHR5iX/xBilwHdYhOZkUSAZcjp79mwi2il1HwsXLoSFhQXr+6rb7VG5fa+hoSGrE+Aff/yB2NhYOgv4zTffYOvWrZxILQVvb2+kpqYiJCQEUqmUphcrG3v6+vqQSCS4f/8+vL29oa+vzxt5FWsm0tbWhsePHyMmJgZFRUWQSCRYt24dy0gPDg7G48ePkZaWhh49euDjjz+Go6MjryAtKiriUBifPHnCaqsNiA/JpSCWvX379i1WrFiB06dPY8yYMZgyZQoro6cO5QUgy3ZXV1fj3r17uH//PgBFsCQsLIxFawXEu5pRzjDfnuObk6UMvrPk7u4OX19flVF4Crt27YKRkRGsrKw411FXBnl5edGt25VnW7m5uaGlpQUjRoxgGdgfPnxgGf8SiQSdO3fGmjVrOPfDJ48sLS1x+fJlzr5Qdi5JHDoq0v348WNkZWVh0KBBnJlQ6uD8+fOIj4+HmZkZRo8ejVmzZkFHRwdNTU1YsmQJtm3bhrS0NM44jSdPnnCuReKskQTNSLpaCjnmJLVKfHRjV1dX3L17lzVo+dNPP2WtEetQx6yr5vt56tSpePv2LcuQVv6ZGcgRk2fK82jFZmnxge9sko6mEGO+vHr1Cnfv3sWTJ0/Qs2dP1NfX4+DBg7xnPi0tTWWXT3U7u5J2Bo6NjcW5c+c4M92UP0+orENdGUQKiUSCgQMHYuDAgcjMzMTJkyexa9cunDhxAgC5PQUoMkuHDx9GXV0dBg0aBFdXVwwYMIDjoJaWliIhIQGJiYno1KkTJk+eDICbDVL+WVkvCL1LJtra2uDp6YlDhw5hxIgR6N+/P91wh3Rvk9Q5FxYWcpwl5s98+0uoaZO62Tmh+m8SmQH8p2FWcHAwzWZQBV1dXd4h8RRIsnRUCYK7u7ugQysEpmyhvpOBgQF++eUXODk5sfYfU8bL5XLo6OggJSUF06dPh0wmE2XxMPGvd/oo/Pjjj4iPj0dpaSm+/PJLJCYm8gqU7t27IygoCFVVVRg4cCBCQ0M5fHuxLmTKMz6Ufx45ciTRGkC9CAXAVdJyuZxjWHbp0gUNDQ0q298qR6ckEgk++ugjDBw4kBWFpD7rwYMHomMuAOE5WRRIhpySNC2hINZ4ggIVibS2tual2Yhlhc6dO4fBgwfjk08+Qf/+/aGhoSEYEevbty/69u2LiRMnIjExEVevXsX169dx7tw51rozZ87g77//pumMDx48QFFREUdhCTUTiY6Oxl9//QVbW1tMnDgRbm5uWLVqFUd49ezZEz179sR33/l/HdAAACAASURBVH2HvLw8PH78GOfOnYONjQ2GDx8Oe3t7PH78GB8+fKDpfBSkUimuXbvGcfpUDclVhlj2ViqVor6+HklJSVi5ciVqa2t5M5kklBdAPNu9c+dOFBUVwc3NDcuWLYOdnR2WLFnCcvhIB5KXlZXh4sWL6NixI77//nvo6emhubkZV65cwe3bt3H69GmVWXO5XM4yjJmfyXfGlA2IhoYGlfdJKoMonDlzBh4eHrz0zpiYGBw7dgx6enrYuHEjbGxskJiYiJMnT0JfX5/TQnr37t1E3fMaGxuRmZnJCboof08Sh27BggXo06cPPDw8sGDBAiKakhAaGhqwadMmThDAwMAAn376KR4+fEh8Tkhq/0iCZgBomtqrV6/Qq1cvjpynZPW1a9dUtvZOTk5GZGQkOnbsiDVr1qBr1654/fo1oqOj8fbtWw57gWTQsliHOuW6auWfAS4tUcgAE5NnpPNohTKjfF0tSUdTCDnxq1evhp6eHoYOHYpvv/0WnTp1wuLFi1UGeYS6fAoxcgAu7ZS0M/DVq1fh7+/PO56JCSHnVl0ZRIqCggLEx8fj6dOnsLCwwGeffYYhQ4aobU8BwJQpUzBlyhQ0NTUhPj4eBw4cQHNzM+1AAoomRRKJBCNGjMCmTZtYFHN1siyAeMdWChKJBImJiUhJScE333yDpKQkWreS7m2SjqH/ZByMUNMmdbL1gPBsOhKZwcTevXsFGUWAoi791q1bGDRokGj5kBju3Lkj6PQJ2RBM+4b6Tsy6cVXf08HBAStXroSOjg769++PzZs3E9vLwH+R08c0nqnZRHzG88KFC5GTkwNra2toaWnBw8ODQy0S60JGQhsjpZap09IbUNRinDp1itVW28zMDOHh4fTP7e3tdJqfafhQhhSfIq2rq8PZs2dRVlZGt1NWZ8wFIDwniwLJkFOSpiUUBgwYgKKiImRlZUFTUxMODg4cGhxJrYwQDUJDQwORkZF49OgRTpw4gdraWri7uwu28z5y5AhycnLoAt65c+fyPvcXL14gODgYa9eupaM8q1at4uxboWYiiYmJsLW1xdChQ+Hq6gp9fX1Rikbv3r3Ru3dvvHz5EmfPnkVQUBBOnTqF5uZm5OTkoLm5maVQJBIJb5dJVUNylSE24+rzzz/Hhg0b4OrqCmtrayxbtoxXcZNQXgDxbHd1dTVMTU3RsWNHulub8jMjHUh+8OBB2Nraora2FpcvX4aTkxNNV6UyAkKKipm5VHcIurW1NV1foAx1OwBqa2urbJrx22+/YceOHaiqqsL169fx0UcfITk5GdOmTcPYsWM560m755Fm5EkcOmrgNBNtbW2iEXVVyMzM5J1nCChkXWZmpug5YWY1AOHaP6GgWWZmJsLCwmBsbIzJkyfjzJkzsLOzw61btzBu3DiWc0fS2vvUqVOYP38+3r59iytXrqBbt264du0aJk2axJtJJxlBIzZLi4Q2pYo5IQZV8gz4zzngawIFCDuWfH8jGU0BCDvx5ubmKCoqQnFxMaysrGBiYiIos4W6fFKyJTc3F9XV1Rg2bBg0NTXx9OlTXqOftDOwkZGRqMMHCDu36sqghoYGTodbviHxhw4dwsiRIxEYGMj6bHXtKUDRcTErKwvZ2dmQSCRwd3fnfObSpUtVjkNSZxA8QN6xlQryzpkzByYmJkhISKBZJcqzllXt7f9boEqqlDFy5Eji7BzJbDp1+zKQMEeokUBMhoqq8iExiJVbqUORJsXMmTPx7t07mJqaQiKRYPbs2aLZTSb+a5w+MeOZKly/du0aAPamLSwsZBk7yhtaQ0MDOjo6aG5uJpqD9k/Q3t6O3377DWVlZXTr+ylTpnCMm2vXrmHXrl04f/48pk+fjufPn9OGBAVmfSIfVCnW8ePHY+PGjbTTRzrmQpXDRIF5mEiGnJI0LaFw8+ZNerinTCbDjRs38OWXX7K+I0mtzIgRI6CtrY2xY8dCU1MT8fHxyM3NpQ24Dh060B3dCgsL8eDBA0ilUqxYsQITJkzg1IY0NjZCLpejW7dusLKygoWFBe93pZ4b9d8PHz7wRsaEmolERETg2bNnePDgAY4dOwYHBwe0trayutdSkMvlePnyJf766y+kpqaiR48emDhxIh0pouZKpaen8zpvylA1JFcZDQ0NOH36NCorK7Fy5UqcPHkSP/zwA13rNGLECFZ2ITQ0lPc5CFFemBDLdgcFBaG4uBj379+Hv78/TExM0NTURM+BAsgHkr9//x6zZs2igy1//fUXZs6cyWp6QCrUST+TOnOtra14/PgxTE1NoampqdIAJUG/fv1w8uRJODk5sfbNgAEDoKurS2dWIiMj4ejoiL1796qsPxDrnkeaRaVAOXQNDQ0qM3jZ2dkcCnRrayuOHj1K+ghYEKIkk54TVZF4CkyZJhQ0O378ODZs2ICmpiYEBgYiJCQEFhYWaGxsxKZNm1hOH0lrby0tLbpl//z581FVVYWQkBBOVpOCULMFZX2ZlZUFAwMDDB06lNPs5H8bYvIMEG8epq6jKRYUpsB04v38/ODg4EA78atWrcL79+/x6NEjnD17FuHh4Whvb0deXh5vp0++Lp8UKNmyceNGbN26labWeXl58Z4zsc7AVKCCarLk5ubGopop62HSDLUYLl68iBs3bkAqlaJjx46orq5G7969sX37ds7ajh07wsvLS+W1SO0pQMGikUqlmDx5MoYMGcIKGqsrp0gg9C6B/8wiNDAwoJ27d+/e8bKaSBrj/d8AU661t7cjOzsb/fv3x8iRI4mzcySz6dQFCXNELABNoaWlBQ8ePMDEiRNRXV2NmJgYTJkyhVX/KlZupW5AYOHChaiurqbtosbGRnz00UcwNzdHr169MH/+fNFmamL4r3H6xIxnocJ1ZSQlJaGwsJBWis+ePYOpqSlaWlowfPhwTi3D/waOHDkCQ0NDFBQUQFNTE+Xl5Th48CArUgooDAMzMzNYW1ujuLgYEyZMwN27dwGojr6QwsDAgCXcScdckM7HSk1NhaGhIaytrXHq1Cnk5OTAxsYG33//PauBhDrRq9jYWAQFBdG0mKlTp3Lm3JHUyrx48QJBQUH0z15eXli7di1vpLRnz56YNWsWfHx8kJycjAcPHnCcPmoGC2V8BQcHo6WlBZGRkax17u7uCA0NRUNDA27cuIG4uDjeDmlCzUSopkVubm6or6/Ho0ePUFVVBV9fX4wePZpWFlFRUUhNTUWvXr3g7u4OHx8fTgE/U8nxdS9VVnISiQTDhw9XOSSXQmRkJAYNGoS8vDzo6enBxMQE+/btg4aGBvFgberzVFFemBDLdgMKR+SHH36Aj48PUlJS8ODBAyxZsgQuLi7/h7zvjovi3L8+sEgTkSpEEBUVRaqiKKKAJYklMdEkxNijSawxejU2NNiiEkvEhojY0dhr1ACiomABFKUXpSlFCAIuqLjsvn/wztyZndmZZ5D8Pvd6zz+JOC67O888z7ec7zks2Wp1Q/KCggKWrQb1Hero6ODt27dYvnw5r+iKFIiZoEv1pCMB5cGl7sUVGBjI+o4po28h+qSYep7UjmZFRQWWLVsmGNyQ+imSgqIkq69L5po0MjLC5s2bNSrBkRzECoUCMTExMDExgbOzMy3iQx3y1BqgqrnW1tb0z1q2bMm5DyTS3sx9Xk9PD0uWLBEUwxISW9AkZqD+XTQ3SPYzgEw8TAosLCwQFRXFmm/kmxFiJvHUucmkBVKJy/Dhw5Gfn4+YmBisXbsWbdq04bw3is7n7Oys8bmrqalhrdWGhgbepFtMGZgKmKn1QPm5UVBP+oSSWym4ceMGQkJCsH//fowePRrFxcX466+/eK99+/Yty99THaTxFNDYcSouLkZqaiqOHTuGkpIS2NraYs6cOZL3KRL4+fmhsLAQ6enpaGhogJOTE6tTw+dFSEG9oCdlbd+6dQtFRUUYPXo07/hTTU2NoA0GE+r7mlwup2mVpAVOpjfd8+fP8fTpU7i7u6OioqLJXUuSvaampgbh4eFITU2ln9/vvvuO4+MbHBxMN3n09fWhUqmwbds2VtGnqQrxmuDo6Ii+ffvSvn8PHjzA7du3MWzYMGzduhWA9ERSHe9N0icWPDMH12tqaqCrq6vxkKuurkZQUBCdbX/11VcICgrCmjVrsHjxYjrpy83N5fVuagry8vIQFBSE5ORk6OnpYfbs2bwVRT09PaSmpsLOzg4JCQno3LkzvflQh+/Lly9RVlYGBwcHaGtrIzs7G3Z2dli9erXge6ipqeFNisVsLqjEaOPGjZz3vGrVKvzyyy84evQoUlJSoFAo0Lp1a+jp6WHMmDH0EDhT6U9K9UpdIllfX59D5yKpRKpUKpYoQ1JSkqiKko6ODvr27cvrfVZcXIyUlBSkpKSgoKAAnTp14lUo/Pzzz5GcnAxLS0tUVFTA398fDx484FwnJiZCwdjYGCNGjMCIESPw5MkTXL9+nf676OhoGBkZIS8vD3l5eZz5wu3bt0vexE6fPo1z587ByMiI1ySXwvPnzzFkyBBERkZCR0cH33zzDX7++WcsXboUAHkSI0R5YWLkyJHEM10ymQyenp7w9PREVVUVbt68yfp7piG5SqVCdXU1y1iVGWi1atXqnRM+9d/JZ4LOLEaIHeakEDowmZ9RX19f9LsVU8+jnmWxjiYFkuCG1E+RBM+ePcOaNWtgamqKs2fPIjMzE/b29vjss89Y14kpwakndL///js9izdt2jR88MEHCA8Px8uXL1FfX4+TJ0+ie/fuGDduHFJSUhAWFsZJuknpqkLS3sz3amhoKJjwFRcXw8/Pj2VB8/HHHyMjIwPAv9cNc4aTAp/XKQk0zZEzkyuS/QwgEw+TApL5RqCxIJmZmSloD0WhQ4cOmDJlCiZOnIjExETO33fr1g1xcXEIDw+HnZ0dPDw80LNnT1agOnjwYCxevBg9evSASqVCUlISLTbChJgysFRKZnZ2Nn788UciqwIhmJqa0qqoBQUF6NOnDz2Dqo7q6mrMmjULrVu3hq6uLufcIY2nKCiVSigUCtTX17Mo4aTMCwrqxtoAd1YsNjYWJ06cQO/evaFUKrFx40aMHj2aVi+lXpekI0W6tkm0A5j+yFKhr6+P8vLyJv3b+Ph4nDp1CvX19VizZg0CAgIwYcIE+Pj4cK7VFPdI6cju3r0bDg4OmDZtGlQqFaKjo+lEm4mKigosWrQIQOMeOWbMGPz8888AuP646lCnFyuVStHZRqCROs4853v06IE//vgDHTt2pNekp6cnSkpKoKurCysrK8njC+9N0qcePH/99desIFulUuH48eOIioqi1ajMzc0xdOhQjtJgTU0Na6BaV1cXcrmcs6lFRESgpqYGvr6+8PHx4VQKAHFPECYUCgV9GKsrZlH49ttvERMTg4kTJyImJgY//fQTHahTr7lu3TosWLAA1tbWABoV0Hbv3k2/Bt/gd21tLe7fv88Z/AfEbS42btyI/Px8vHjxguXN1dDQQG94CQkJ2LhxI968eYMZM2YgPDwcMpkMvXr1oh8kCiQBHvUZjIyMsHz5cnh7e0NbWxt3796lPzcFEoGZadOmYfv27aiuroZKpYKNjc07mXpu3rwZPXv2xIgRI9C1a1fBB16d7rF161Z6lohEfl0T1I3tm0L5E8O1a9ewbds20QqhTCZDXV0dvb5LSkqgpaUFU1NTNDQ0oLCwEM+ePYOuri5sbW155ziAxsOXaX6riQ4XERFBz3dIgYmJCe11RYEyJM/Pz8ejR4/w4MED/Prrr/ThSinSqVQqyOVyzhxXU5IwMRN0CkKHuVRqUnl5OXbt2oXy8nKsWrUKwcHBmDFjBtq0acNSpNPkXcQEqXqeWEeTAklwI+anSIpLly7hwoULkMlk6N69O0pKSuDl5YX09HSEhYWx9jgxJTi+hG78+PH0nHFgYCCys7OxadMmKBQKTJs2jU4e2rdvTxcgqLkYlUrFmpFRqVSoqqri/d1C0t5MVUx1hUzg3/vK8ePHceHCBQCN4iPjx4/HhQsXsGfPHjg4OABo7AQplUqEhoZi+vTp9DmnVCoRFhaG4OBg1msnJyfjjz/+oCnwzIBd0xy5QqFAXFwc67sm3c9IxMMA4NdffyUy1iaZbwQarVzE7KHUQRUS1eHt7Q1vb280NDQgJiYGx48fR2hoKCu4HDlyJC2UoqWlhXnz5vHO+ogpA0sZ1wAak5jw8HB4eHhgwIABLG9GKXuQoaEhYmNjYW9vj8uXL8PU1FRjp57kPpHEU0DjvLCFhQXc3d3x1Vdf8RaXSfapEydO4Pz587zG2kxcuHABa9eupcdYRo8ejZUrV7IsK549e4arV6+iuLiYPhMHDRrESSBJ1zaJdoAUf2TmfaXEBMVsdzTh3LlzWLNmDQIDA9G6dWv89ttvWL16NSvpE2sESClWl5WVsZ7Xzz77jJ7zUwezkPXs2TO62ClV/GbJkiVE8UjLli0RFRWFAQMGQKVS0ffz2bNnUCgU2L59O+Lj4+mG1KtXr+Dn54fJkycTF7nfm6RPoVDA1NQUEyZMwM2bN5GWlobOnTvTD+CpU6eQnZ2NxYsX0zexoKAAx48fR319PWumr0+fPli5ciW8vLygUqlw9+5d9O7dGzdu3GDRMwIDA1FeXo7Y2FisWbMGFhYW8PPzQ69evegbIFYJpjBixAisXr0aVVVV2L9/P+7du8crqmBnZ0cHBZoqV+Xl5azEx8LCgnWAqnfztLS0YGVlhQULFmgc3BayuZg5cybkcjn279/Pss2QyWQ0bVMmk0FbWxsGBgawtLRkBbDqCRFJgKeudkQdDury6QCZwIy9vT02b94s2gUmxcaNG5GZmYnCwkJ06dIFmZmZxG155v1JSkqCtrY2+vbti86dOxPRkzWBRMlLKlXLwsKCiIrh7++PFStWoKKiAr/99htycnIwY8YMlJaW4tdff6UPNi0tLfz111/Q1tbGkiVLOAfOmzdvBGk9FExMTJCRkYHOnTuzhuWbAsqw/dq1a6itrcXo0aNZhQqmIp26Oh3ATvquX7+OQ4cOcarB6odISUkJrly5wppPKy8v5wRRQoe5VGrS7t27MXLkSERERKB169bw9vbGjh07sHLlSskKdaSfU6yjSYEkuBHzUyRFdHQ0fv/9d7x58wazZ89GWFgY9PX1MXToUI73oJgSHElCR+2FOjo6GmehmHMx6jMyFC1PHULS3sxgT2hfio2NpZU4jx07hosXL6KyshLz5s2jC1WPHj1CRkYGXrx4gePHj9P/ViaT8RY89u3bh4kTJ/KeiZrmyHV1dTkFLpL9DCATDwPI9xah+UZ1iNlDkeL8+fNIT09HUVEROnToQCd4TKhUKuTm5iIrK4vuLNjZ2XHe25UrV1jKwJRmgY2NDUaNGiWZOj5//ny8evUKCQkJOHv2LMrKytC3b198/fXXkvag6dOnIy4uDj4+PkhKSkJYWBjGjBnD+zstLS0FGQ6k8RTQqOQsVrQk2aeuX78uaqwNNBZDmNdQQmIUUlJSsGXLFnh5edGJVGFhIZYsWYJ58+axnlfStU2iHSDFH9nT0xOmpqbQ1dWFgYEBWrVq1eQ5PCoupMAnaiTWCGB+J1TcNWjQIGRnZ3P2Ny0tLdZzXlFRwZswTZgwAatXr6b35JqaGlbBDyCfHSWNR+bMmYN9+/bh8OHDtC3J7NmzcefOHXzwwQcAGhsBVIOpqqoKhw8fxuHDh4ntid6bpG/r1q1o06YN3r59i5MnT2LAgAEsc+e4uDgEBQWxDuYuXbpg3rx5CAwMZG0IY8eORVJSEm14OXLkSPTs2RPZ2dmcB93S0hK+vr6QyWSIiorC5cuXcfToUYwbNw6enp6ilWAKPj4+sLe3R2pqKpRKJRYtWsSShF6/fj3x7JO9vT22b9+Ofv360dUCZvVNKoWPz+aCSWs1NDSEoaEhFi5ciKKiIlZXs7S0FN27d2dtMGJtbpIAj/oM58+fR69evQQpdXPmzGF5xTAPuXHjxuHBgwfo3r077OzscOvWLVy9ehUdO3bElClTOBRP0mBWzLRcCMz7GxYWhpSUFMTHx+PSpUtwc3NDv379NKo11dXVoa6ujvUzKVLEUudvrK2tsXz5cjg5OfGqV1Fwd3eHvb09cnNzoVQq8cMPP8DIyAjBwcEYOXIkR/wlMjIS+/fv5xQ2ampqBGk9FHJzc3mDF02eQ+qd+O7du+PevXuIiorCkydP4OnpiR9//BGhoaGczyaFDnXq1CkEBgaKCkIFBwejZ8+eyMzMhK+vLxISEngLMkKHuVRq0suXL+Hm5oaIiAhoaWlhyJAh9EyN1DkC0s9J2tEkCW5IKdBikMlk0NfXh76+PqytrekCkLa2Nue9iSnBkSR0zOddU2GwKbMjQtLepOIlBgYGMDU1hampKXJzc+Hr64vFixez9nBKbCI2NhY+Pj5QKBT0s3PmzBlOZ6tVq1YaJcb55sjfFSTiYUDj+ifZW4TmG5kQOzeBxoTx4cOHnP1HPVlOSEhARUUF+vfvD2dnZ3Tr1o0zv8hHOy0rK+P4F9vY2EBHR4cuiNy6dYueN9y1axdrzyWljhsYGKBr166oqKjA33//TdN6pexBZmZmNMuCjyXAhBhdUSyeYuL+/fuiZzrJPkVirE392/3799OdPUoIjcLx48cREBDA6Tj6+fnh4MGDWLVqFf0z0rVNoh1AQietrq7G5s2bUVhYSMdcxcXFcHBwwE8//cT6/ffv38eJEyfota3pebK1tcWVK1fQ0NCA/Px8/PXXX5z4hpTGShJ3ff3111i2bBn9LObk5PDOoLq6uiIkJASFhYWQyWRo27YtJ2EjnR0ljUfMzMwwf/58znXDhg1DZGQkNm3axNp7TUxMMG3aNI7HphDem6SPae48cOBAjrmzjo4OL/fV0NCQNwkxMzND37596Sp7TEwMq/0OND6ssbGxqKqqgq+vL1atWgVzc3NUVlZi0aJF8PT0FK0Eq4uvUEFSbW0t0tPT6U2TWpTz5s1jiZ7wYfr06bh8+TIiIyOhpaUFFxcXosRTE/hsLpjCHRTCw8ORmJgIKysrVvASGBiIoqIiukpSWVlJ/z+TnkTNcZBWr4DGqpmYsaq7uzusrKxYh1xubi569eqFlStXokOHDnSAfezYMcyfPx95eXnYu3cvp7JDGsyKmZaT+rdoa2vDzc0Nbm5uUCgUePToES5evIji4mK4u7uzPMKY83UUmqrkKET1Y8LMzIxWyBTqQgYEBODXX3+lK5dKpRI///wzVCoV7yb30UcfISoqivd1SECq2Lhnzx4kJSXxrtlNmzbBy8sLv/76K905F7PCEIOpqSmRArBCoYC/vz8UCgXs7e0xZMgQ3kSN5DAnpVDq6uri77//pj9jZmZmk7ukpJ+TtKP59u1bTnCjPi9GumbFIKVAJRYokSR06ubIYvMipHhXaW+A/Z6NjY0Fg/Fu3brhyJEjrI4430xlt27dcODAAbi7u7PWF7OwUFFRgR07dnCSISl7mVRqPDVfLIbRo0ez5huZZtJMkJybwcHBqKiogI2NDeu7Vk+uqLWfkZGBlJQU7N+/Hy1btmRZ1ZDSTnNyclhUs/bt22PJkiWYM2cOi+ZG6iF78eJFxMXF4e3btxgwYAAWL17MKXAI7UFN8dbTxHDo1asX6zpN8RQTJGe60D4lxVgbaIzPjh8/jpCQEKhUKlpIhEJdXR0vxbRz5850p17q2ubTDlAvvJDsxUeOHEHXrl2xfPlyupulUChw/Phx7Nu3jzUSs2/fPnz77bc0g0cTpk6ditOnT0NXVxchISFwcnLirDFSGqtY3AUAHh4e6NKlC6sAzez0Ut6rJCqZpLOjYvEISVNHR0eH9zzS5I2sCe9N0idm7izlS9m1axfS09Mhl8thY2OD/Px8dOvWjZP0ZWRkwN/fH05OTqyfm5mZYerUqQDEK8FMOh2f3xbVeaFopTt27BAdttXR0cGnn35KV83S09Oxbds2lviEFKhUKmRmZiImJgZTpkxBfn4+r+Tww4cPERwczJtcq8918OHy5cvw8/Mjrl4BZMaqWVlZmDJlCv3njz76CDExMZg5cyaCg4Mxf/58yGQyXLp0CX379oWrqytcXV15AxbSYFbMtLwplXsdHR1YW1vjgw8+QH5+PodGSDpfRwIhqh8TX331FW18365dO9TX17OosStXrqQLG8xDnVIcLSsr0/gemJtfUlISPDw8BP2BmCClXTx69Ejjmt2wYQOuX7+O5cuXo02bNvRMzbvA3t4emzZtgpubGyvgVX//enp6ePv2Ldq2bYsnT56wOvVMkBzmkyZN4lCT+PaCSZMmYf369SgrK8PPP/8MuVzOUjH9Jz6nWEdTyrwY6ZoVg9D8YmlpKetaMSU4koSuKebIJCBNqIXAfAY1CQZQXb28vDz07t1bY0ecwuPHjwE0fjdMMFkGQhRQUjAD/BMnTojuuWKUQQqVlZVITU3FhAkT8Pz5cxw/fhz29vacmX6FQoH79+/j4MGDtEqjs7MzKyEoLCzEli1bRD/L69evkZ6ejpSUFKSlpaFly5acBJKUdtrQ0ICioiL6OSsqKoJSqUR9fT1rBpbUQ7ayshLTpk0TLCgI0SOb4q2nieFAGk8xQXKmC+1TQsbafGtXR0cH3bp1w/jx41FTU4PExETWmUkym0W6tpnnpa6uLutsUE+CSdgl2dnZnPiTEmZTp74bGhoSzfnp6+tj7NixgteQNgLE4i4AtErr6tWrUVxcjKVLl+LHH39E165dAYBeM6TsFpLZUbF4hKSpI5TDSNkj35ukT8zcmW9YnQJz3g1o5FQHBwdj7969GD58ON68eYODBw/Sf089SFQSqB6Idu/enR7GFqsEMzehhQsXitLrSIdta2trcePGDURFRaGqqoqTsDIhRoNSb2GXlpbytrCtrKw0dntI5y+YIJmrIzFW1dbWRnJyMp2oJicnQ0dHINuNzQAAIABJREFUh+4wUodwWloaS8iGSQmlQBrM8pmWM9+XFLpcUVERbt++jXv37qFly5bo27cvAgICWPOlAPl8HQmEqH5MUOqrmozvqfVMVf3UQalj8YG5kVGS5Zp8z9S/f1LahdCatbOzw8SJEzFu3Dja0qG6uhrr1q3Dxx9/3KTB9bq6OhgYGHC6VOrvf8CAAQgKCsKcOXMQEBCA5ORkjZ6D5ubm6NWrF/051A9zhUJBRKGkPltJSQmUSiVNA2Niz5498PPzE1UtJv2cYh1NoXkx9Vk20jUrBinzi2JKcM2d0JGoWlIgCeIuXLgADw8PjfR4IYYGVbykOuJr1qwh6ohTe8KrV6+gVCppUQImhCigpGB+T5cuXRKltJJ2trZt24Z+/foBaEwYunXrhu3bt2PZsmWs68LDw6Gnp4cZM2ZApVLh6tWrCAsLYwWrNjY2ePHiBWcvVwdlhdCjRw+MGjWKt7BHSjv99ttvac9aygh79uzZOH78OEs8g9RDdsyYMUhOTkZhYSFdXHj+/Dkr/iKhRyoUCkRFRSEtLQ06OjpwdXXFwIEDedeSJoYDk0pMEk8BZGe60D5FJVyank117Nq1C0qlku5KpqWlITc3Fz/88AOAxuciIyOD91yijOtJ17aUGX0Sdokm5oeWlhZ9n6h4uF27dti7dy88PT1Z60Y99hHypqOKCaSNAL64S91H9dChQ3RHsm3btliyZAm2b99O04+p++Ln54f8/HykpqbSjCsbGxvWa5HOjorFIyRNHT4BNQrqxUghvDdJn5i5sxAtRX0RmpmZQUdHB7a2tigoKIC3tzdrTkrKg0TqCQKQZeti3lHZ2dmIjIzE3bt30aFDB9TU1GDnzp28Sl2k1gjqLexZs2bxtrBbtmyJf/3rX3BwcGBtDqQzT8wAgwkhw2khY1UKM2bMwM6dO7Ft2zaoVCpYW1tj1qxZiI6OhpmZGSoqKvDq1Ss8e/aMFoIpKCjg3VhIg1k+0/KPPvqI6HtgYt68eXjz5g369OmDH374gQ78GxoaOKIDpPN1JCCl+h05ckTU+B5oHIq+f/8+h66l3gnRBCrAJ11LpLQLkjXLtHSoqanBjRs3cPToUU7Sx6QXrly5Elu3buXQC0k9KIcOHQpfX18YGBhgxYoVePz4Ma9IEUVPVVesZe5Bhw8fxubNm0UNe6nrNIk5AY3V7CNHjqC6ulpQtZj0Pol1NP39/ZGYmIj8/Hx8+eWXuHfvHmJiYtCxY0cMGzaMdW1z0VOlFGSkKMFRoKg8UiBF1ZL5d2JBXENDgyA9noShIbUjXlZWhi1btqCsrAwqlQqWlpaYN28eLVQAkFFApYDkbCXtbMnlcnoGuUWLFhgyZAgvFT0vLw8bNmyg/zx16lQOe6S+vh5z585Fu3btWJ9TPVkJDQ3F06dPkZ6ejps3b3K83QBy2qmTkxO2b9+OwsJCaGtr08Wdrl27sr4nUg/ZrVu3ora2FqWlpejWrRvS0tI4z3F5eTmuXLnC2f+Z+0R4eDitRqhSqXDjxg0UFBTwFgtJGA6k3Q+SM11on9L0bDY0NODWrVucZ/Px48fYtGkTgEbK9I8//sjaQ8zNzVkFLib4Cn8kBRYKcrkc2travLENCbtE6HdRf8eMj//++28UFRUJvichb7rw8HCsXr2ak+yoiw9RZylf3KWuF1BfX8/q7NrY2PCqPF+4cAFRUVHo1asXlEolgoKCMGrUKJY4GOnsKGk8ItTUkXpmaMJ7k/QlJyfj2LFjGmcASAfXgcas+8yZM3BxcUFERASAxioXBSliF6SeICQQ8476+eefoa+vjz59+uCbb76Bubk5Zs2apVGaWYqxJ0kLW916gA9CBqDW1taSBlIBYWNVCnZ2dli/fj1nw/vyyy/h6OiIgIAAvHr1Cl999RWMjIwQGRmJEydO8Fo2kAbt586dw6hRo1gbzpEjR0RpDOqor6+HlpYW7t27h4SEBABs6ggzESadryMBKdWPxPgeaAwM+GZXSDshQUFBNA3owoULHFsFPjTXmmXC2NiYRZ1mgqIXHjlyBCYmJrz0QtJCy5s3b3Dq1Cm6WOTk5MSb9AnRUylYWVlh586d6NKlC+s69UIFyXV+fn7w8/NDRUUF4uLisGzZMlpO3NPTU5LgFMDf0WTOA124cAHx8fGYNWsWCgoKsG3bNkyePBn5+fkcxbLmpKeSglQJjokXL15I/j1SVC0pkARxYvR4EoaG1I747t278dlnn9FsmPj4eISGhrKEDkgooM0N0s6Wrq4uHjx4QNMrHz16xGsKT3XRmB0M9e4Wn0USH27dusXydtuwYQO++OILDoOHWh9KpZKTeEudAxs5ciQePXokmFgBjQXSrVu3Yt++fRg0aBDGjBnDoaz+/vvv6NatGxwdHTX+/pycHGzcuJH+s4eHB8fOicKGDRswYMAAfPPNN8RS9ZpAcqYLMS80PZstWrTgfTYp2xWqu1NdXc2ZJ29u5OfnY8eOHaisrIRSqYStrS1mzZrFKhaSsEuECvMUc0rq+xfypqNGtEjFh16/fg17e3t069ZNo4edjY0NDh8+DB8fH2hpaSEuLo5VcKIQHR2N9evXs+LF5cuX0++hoaEBycnJtNWUnZ2dRrEggCweEWrqvKspO4X3JulrjhkACjNmzMD9+/fRuXNneHp6Ii4ujjVoK8V7RqwSrF61VaeaUsEEiXeUlZUVCgoKUFhYCFtbW17pWybEFJGoYIZqYb948UKwha3JW039u9HUvtbR0WkSDVSTsSqF7OxsnD17ljXbQgkFODk5YceOHXjz5g19OHfs2BGrVq3i3QjEgvaIiAhUV1cjKSkJJSUlrPeYk5MjOekjUdSiIDZfR4pnz57BzMwM69atw7lz55CamoqePXvybmgkxvcA+eyKJjAP01u3bokmfaS0Cz8/Pzx//hxPnz6Fm5sb/v77b8nCHxRI6IWkhRYSahggTE+lQMmDq8txU8lcZWUlzMzMRK+j8Pz5c8TGxiIuLg7W1tbw9PSk6cfUbIKY7DvlZWhgYAAPDw88ePAAfn5+0NPTY3U8KDscPT09REREwMPDA4MHD4ZKpWIldElJSbC1tcW6detw9uxZpKWloWfPnujYsaPg+3hXjBkzhkgJjglN96u0tBQ5OTno378/du/ejfz8fHz33Xfo1KlTk1QtxRJqgIweTwrSjvjLly9ZXnT9+vXD6dOnWdc0R+DL9KNlehtSUN8PSDtb33//PbZt20YXMMzNzXkD4U8++QRLliyhqddJSUn4/PPPWdd0795dVGIeIPN2O3fuHO7evUsznk6fPk3PJ1K/C2hUVXz16hUGDBgAmUyG+Ph43s4P5S0mVhRr3bo1tLS0YGNjg4KCAvj6+rKK5EBjgCymyGlmZoaysjJYWVkBgCDtddCgQYiLi8OBAwfg5uYGHx8fdO/enTieYoKkECfEvKCezX79+nHof3wYPXo0Fi5cSBdhcnNzMWnSJNF/x4TUtR0SEoIxY8bQSfu9e/ewc+dOlhIo32dUZ+yQdP4pkHbnhLzpqBEbMfGh169fY8+ePYiLi6NfV5OH3fTp0/HHH38gODgYOjo6cHR0xPTp0znv38jIiPXv9PX16QaKVKup4cOHi8YjYk2d5sJ7k/Q1xwwABQMDA3qzHzZsGIdGJEWEQ6wSHBgYCC0tLToQYB52zE4OiXfUggUL8PLlS9y8eRNHjhzBtm3boFAo8PjxY3Tq1Inz3sQUkQICAqCvr0+rR1K+hZpa2MzP0tDQgKqqKnTs2JEV0Aq1r6lBWimgjFV79Oih0Vg1JCQEI0eOxPXr1zFs2DDcu3ePFQzq6Oiw7kmXLl00/j6xoL1Pnz54+vQpUlNTWYe3TCbDF198Ifnz8UETPUxsvo4EQsWF0NBQTtLBNL6n5k74gl7S2RVNYBYvSLqYpLSL+Ph4nDp1CvX19VizZg0CAgIwYcIE1mwLKUjohaTS0yTUMICMnspXbWaKXFFd1JkzZ4p2UZcvX06rFQcEBND7mq+vL6ZPn86Zn1AHlUDu3LkTxsbGcHFxEa3UU12UtLQ0miLNXA/nz5/H7du3MWvWLDx79gznzp3T2A1sLlBJK9B4oFMS/126dOGt4ubm5tKJoSY2Q0hICAYPHozExESUlJRg4sSJ2LdvH0uhkUTVMjIyEh999BGGDh0KR0dHGBsb00Hc/fv3Wb+ThB7fFAh1xFu0aMES2Xjy5AmnU6apsColGWR+P+rehnwgoQwCQIcOHbBp0ya8fPkSMplM43zRwIED0alTJ3rGacGCBRzBEFJrHzFvN6Dx/F67di19rg4ePBiLFy+mkz6K7RQZGYk1a9bQXUwvLy9eVWRSbzFqduujjz6iPR3V31vXrl2RmJgId3d3zvNO3euamhr8/PPPcHR0hLa2NjIzMzUKrHh4eMDDwwP19fW4f/8+Dhw4gJcvX9KzZWLxFBMkhTgS5sXatWuJ2A39+/dH9+7dkZ2dDR0dHUyZMkXyuSh1bQNgrWVPT086UVRPGJkoLCxkJSdSivKk3TmmN51MJoOLiwvtTTdu3DgA4uJDFB02JCRE1MPOyMiI1cShzOXVn2MbGxsEBATA29sbMpkM9+7dg4GBAU6ePIn4+HhJVlO+vr7o1KmTxniEpKnTXHhvkr7mmAEQmy2iqGjM13zw4AFSUlKgVCrh5OSE3r17c15TqBJM2skh9Y5q1aoVhg8fjuHDhyM/Px8xMTFYu3Yt2rRpw+kmiCkihYaGorS0FJmZmUhPT0dOTg6MjY1RW1uL+vp6TnKk/llyc3M5g8xCBqCU4qkU/Pbbb7QpbUVFBczNzTnqRy1atMDAgQNRXl4OIyMjzJ49m9cmgARiQXvnzp3pDjFzE6E2luaAJnoY6XydEKQYU0dGRsLExARz587FkiVLUFNTg/z8fFpWmgnS2RUSCHWvmcE4ALoyl5+fj/z8fE7X6ty5c1izZg0CAwPRunVr/Pbbb1i9enWTkr6JEydy6IXqiRqp9DQJNQwgo6cmJibi2LFjrE53fX099uzZA0BaF/Xrr7/m7QTJZDKEhYWJUsio7z8oKAjx8fF49OgR2rdvj379+sHFxYVDp5PJZKitrcXr16+Rl5dHr+Xy8nL62ps3bxJ1A5sTQknrs2fPOOssIiICNTU19BwkH+rr6+Hj44Ndu3ahf//+cHR05HRMSBgtV69epZPjnTt3IigoCObm5jA3N8epU6dY15LQ45sbkyZNwqZNm+h1L5fLMXfuXNY1zMKqQqFAYmIir+CLEEiLs1IUDgFh5ggTlOo1FehRtDrmGieRmAe43m4xMTGcIpZKpWIVUjVJudfV1UEul9NjFtXV1bRACBMk3mLFxcX46quvUFZWBltbW/j7++P+/fscg/K7d+/yiiodO3ZM430SY3M8ffoUcXFxuHPnDszNzTFixIgm7dskhTgS5gXzu2poaMC9e/c4zy/QmNzGx8fT3/mTJ0/w/PlzTmBfVVXFOy8NSFf/dnFxwalTpzB48GDIZDLExcXBxsYGFRUVqK2thaGhIXJzc1FZWYm+ffvSSU5TmFcUSK1BIiMjNXrTURATH7px4waxh11UVBQOHz7MWvNt2rTBtm3bWNdZWlrC0tISb9++xdu3b+kkX6VSoaamhpPwAZqtpjZu3IgFCxaw1tmqVavwyy+/ACCLu9S71uog9WN+b5I+sRkAkoRu2LBhyMjIQJcuXdCvXz84OjoKBphidAqgsbrSuXNnPH78GEqlEt9//73kwwuQ5h1FoUOHDpgyZQomTpyIxMREzt+bmZlxFJHUvz9ra2tYW1vDz88PtbW1SEhIwMWLF3H69GkcOXJE8Pd37twZeXl5rJ9JoSuSIC8vj55DUqlUCAsLw/Tp01kHd4sWLSCXy9G2bVtkZ2fD2dmZo8wpNGvIBGnQHh8fj0OHDoluLE2Bpqoe6XydEEiLC2fOnEFqaiqdqCsUCqxYsQJJSUk4c+YMZsyYwXpdsdkVuVyOJ0+ewNXVFWfOnEFeXh7Gjh1LzxyQqAgCoNU9y8rKUFpaih49ekBbWxsPHz6Era0tJxjX1tZmzbyKUaKF0LlzZ1H1S1Lp6U8++QRLly6l13FiYiKLGkYFBCRUvAMHDmDatGm4ePEiRo8ejXv37rEScyld1A4dOmDXrl0oKyvD/PnzcfDgQUycOJF+BkgFXDp06IAOHTpg7NixePz4MeLj43H06FHY29vD29ubtsH5/PPPsXDhQjQ0NGDw4MEwNTWlr2UGPmLdwOYGadJKITAwEOXl5TRd1cLCAn5+fujVqxe9RrS1tXHnzh0kJSXh66+/RkJCAuf1SBgtzHuofj/57q8YPb654eDggODgYJSUlEClUqFt27ac50Q90XJ1dcXSpUubzcOQCSnCbIA4c4QCiVk6icQ8wPZ2UyqVcHFxYXUrgEaBlo0bN9IdvRs3bvDuD6NHj8bPP/+Mrl270mMHTEsjCmLeYsePH8eFCxcAgJ69Ky4uRlxcHBwcHFjXhoaGanwd5r0uLCzkmKTzYcGCBdDW1kb//v3xyy+/NJlBApCd6STMC/UEaeTIkVi8eDGH4fP777/D3NwcOTk56N27N+7fv8/LxAoMDKRjr969e7/T7OLt27cBNBYL1H8HdX4uX76cLp4BjQwGqXY3TJBag1D7ndB+LSY+FBcXR+xhd/bsWWzYsAF//PEHxowZgwcPHiArK4vzb4USa0pfgQ/Mz7Fx40bk5+ezYhag8bthJmkkcZc6K1D9d5J6mL43SZ9Yx4BEMIJqAWdkZCA+Ph4HDhyAo6MjvL29eSl/YnQKQLMpNaXeRAop3lHq0NHRYc1QUKCqivr6+qivr8fBgwcRFxdHb9ANDQ3IzMxEcnIyHj58iPr6eri4uMDf35/3MGHSBFQqFYqKijhdN7lcjsOHD7OCxkmTJrES4YKCAsGBWCaOHj2K1atX03NYZWVl2LhxIysw+uSTT/D7779jwYIFWLp0KW7dusXZZIVmDZkgDdrPnDlDtLE0BZroYaTzdUIgLS7ExsZi3bp19OakpaUFS0tLfPjhh5yqPSDecQ8ODqapgXfu3MGIESMQGhpKP9ekswRU0rFy5Ups2LCBTuTlcjnr0KZga2uLK1euoKGhAfn5+fjrr78kG1hTIDFzJZWe9vDwoKlhKpWKQw2jxKCYBwHzv8wDoGXLlnB2dkZWVhbq6uowfvx4XqooIJ4ohYaGws3NDY8fP4a+vj5MTU2xbds2ek1qEnChwHcwderUCZ06dUJGRgaOHDmC9evX05X2vn37wsHBAS9fvqT3BH19fUyfPp1ODEm6gc0N0qSVCUtLS/j6+kImkyEqKgqXL1/G0aNHMW7cOHh6etKJ+dSpU2Fqaoq4uDjOrIlURov6vVD/Mwk9vrmRm5uLzMxMDB06FOvXr0deXh5+/PFHVseaWdWmzhJN4gfvCqlsA1LmCIlZOonEPNCo0itWUPn2228RFRWF2NhYKJVKODs783YjfHx84OLigqysLGhpaeH777/n9QbTRPuj6H6xsbE0nfPYsWO4ePEi/v77b8ybN4/DPqipqaFnrwDQtg7MQHjLli3Iy8vjiIfw3Z85c+YQ+eWSgORMJ2FeqFt3FRUVsWj0FF68eIHAwEAcPHgQffr0wWeffcaaraMQHByMjIwM3LhxAxEREejRowf8/Px4E0QxkBTba2pqWPtDQ0MDUQKuCaTWIEZGRpg7dy46duzIKjgx17t63Lh7925WsVGKh13r1q3Rpk0b2NnZobCwEB9//DEiIyM5/+7SpUs4ceIES7kfaMwlSFRMqc8gl8uxf/9+VrFHJpOxnjmSuKu5GibvTdJHOgNAsvk4OjrC0dERSqUS6enpOHjwICorK3npG5roFGKm1OoQS3SaS66Vid69e2Pt2rUYPnw4Dh06BCcnJ1Yy+u2336Jr167o06cPFixYICpwwaxAaGlpwcnJiTMIzxc0bt26lZXIbNmyhSgBAxo3Jub74hO2cHFxQd++faGlpUV3YtS7raT+h6RBO+nGQgqmHcCqVauwcuVKjh0A6XydEEiLC9ra2iyRGKrQQVWsKJBSpuVyOUaOHIm9e/fSFLhLly7R10mlmVRWVrKqtfr6+rS6GBNTp07F6dOnoauri5CQEDg5OYkKDmgCM/BuaGhAYmIiZ7Bf/T5u2LCBcx+BfxchNAU2P/zwA4KDg2FgYAAHBweMGzdOI4NAV1cXxcXFsLGxQVpaGpydnVmVVtIuKtAo4jJkyBBERkbSprxMhT0xARcmVCoVMjIycPv2bSQnJ6N9+/YYOnQop5PFVKUFwBEGIe0G/lMQSlopxMTE4MaNG/Q85KpVq2Bubo7KykosWrQInp6eiI6ORr9+/eiCGl/xhETVUkqH87fffoOuri7KyspgZ2eH169fN0n8SQr27duHr776Cnfu3IGuri6CgoKwadMmVqKg/nlatWrF240iAVV40wQpwmwAGXMEIDNLJ5GYBxqfUU33ZtasWXBzc4Orqyu8vb1FrYEUCgWuXbum0SiaAvMcpZQKmf6cBgYGMDU1hampKXJzc+Hr64vFixfzBq0k3a2CggKO1ZY6QkNDMW3aNOzbt4/zd1paWjRdTgpIznQx5gXA7Ri3atWKVwGc2qfbtm2LgoICQQ0BR0dHdOrUCbdv38Yff/yBxMREGBsbY+rUqXBwcMDt27eJuoAlJSW4cuUKi5JMWQtRoJoWPXr0oIWHRowYIfi6QiC1BlFn3/BBrNgoxcNOT08PqampsLOzQ0JCAjp37sybnP/555/YsGGDRvEfEtaBoaEhDA0NYWFhwYlhtm/fTp+1Upo6JPdSCO9N0kc6A0DaWn/y5Anu3LmDhIQEWFhY8IpwODs7a6RTiJlSq0Ms0ZEym6hQKJCSkoKXL1+yNm71h2v48OEwNDTEli1bsGDBAk4wNWTIEKSmpuLatWuorKyEq6srHBwcNG7K6gEWNcfGDL7FgkagcYD25MmTnASM7zswNzfHn3/+Sc86XL16lSWaA/y7o0nB0NAQa9euZalJCs0aMkEatJNuLKRg2gG0bt2a1w6gdevWmDt3rqidhBBIiwtKpRKvXr2iqZFUJ7muro61PkgtGVQqFZ48eYKEhASsWLEC+fn5gl5fYujZsyfWrFlDe//cvn0bXl5enOv09fUxevRoeHt7v5PiKcC1hRk0aBCWL1/O+hl1HyMiIjTeR0C8CBESEoJ27dphwIABuHPnDg4cOKCxEzBmzBj88ccf+PHHH3Hu3DlER0ezvIakKLLJZDLU1dXRh3ZJSQnrAKcOtrdv3+LBgwesg4lp2BwWFobk5GR07NgRXl5eGD9+PK/sPQlIuoH/BEiTVqCxC+Dv7895P2ZmZjRFumvXroiLi0N4eDjs7Ozg4eGBnj17sijbJF0poSRevfBRWFj4zuJPUqFUKuHu7o6tW7eib9++sLCw4DzrzTkGIEYfk1oYIGGOAGRm6ZTps7m5Oa0ezDe7q6WlhRkzZqBt27as/SAwMBABAQHIzMxEUlISjhw5glatWsHFxQVubm5wcHDgvJ66UXRpaSnLKFrT9/LFF1+wRIWY36exsbFgsYyku9W5c2eUlpYKigl9+OGHKC4uxuDBg1mFoKqqKhw7dkxQlATg96wlOdPFmBfAv5/NV69eQalUaizCOTs7Y/PmzZgwYQLWrFmDJ0+e8FKqU1JScOPGDaSkpKBHjx6YO3cuunbtisLCQqxduxa7du3CgwcPcPjwYboLyEzKmQgODkbPnj2RmZkJX19fJCQkcPxYR44cCWdnZ6SlpUFLSwvz5s1rEuvl+PHj8Pf3J2K+AI3nZmFhIdLT02mRHPXfKxY3SmmKTJkyBVevXsXEiRMRExODn376Cf7+/pzrbGxseDvgAHlcQ41CPHnyhOVX2NDQwOogSnn/JPdSCO9N0kc6AyC0+eTk5ODOnTtITExEmzZt4OXlhdWrV2sMoCdPnozIyEhBOkVqaiqOHDmCnj17ciocTEhJdMSwefNmVFVVcTzRqKRPPcA0MDDAvn37aH4+tXlRm/iLFy/w8OFDXLlyBTt27ICdnR3c3Nw4FcXo6GjROTaxoBFopE6kpaXR81kU+AKeGTNmYO/evTh9+jRUKhWru3X8+HGkpaXR95yCjo4O7bFEgTTIIA3ap0yZgpiYGEycOBHXrl3D3Llz36nrQGIHQOoBJwTS9TZgwABs374ds2bNoiujr1+/xs6dOzFgwADyD/b/MW7cOBw6dAiffvoprKysEBAQIFnGmolJkybhzp07dLf9008/5e2wp6SkYPfu3f9I0Pvs2TOO6A7JfQSE/XqAxmCeUtxzdXXliOwwoa+vTwuarFu3jlMUkNJF9ff3x4oVK1BRUYHffvsNOTk5nPlNoPFgEjJsjo6OhpGREfLy8pCXl4ejR4/yfk5SiHUDmxtSk9bZs2ejqKgIGRkZrEJc9+7d6YKJt7c3bWweExOD48ePIzQ0lBVgkDBapCTxzSH+JBV6enq4cOECUlJS6E6TupdsTU0NwsPDabVEZ2dnfPfddxqFLYQgRh9j7nl5eXmcQoX6nujl5cVhjqizdIqLi+Hn58cyS//444+RkZHBuo5UPXj8+PEaP1/btm3Rtm1buvBZWVmJ5ORkhIeHo7y8nPZcZH5GplH0rFmzeI2i1fH69WsW7Za5N4nNgZJ0t1xcXPCvf/0LpqamkMlkvEyDxMRE1hyhq6srzp8/j1OnTsHBwaFJ/rQkZ7oY8wJoHC3ZsmULysrKoFKpYGlpiblz53KS2G+++QalpaWwtLTETz/9hPT0dN5k9OTJkxg4cCC+//571t5iZ2dHi9zMnDkT9fX1uHPnDk6cOIGqqip4e3vD19eXlbAoFAr4+/tDoVDA3t4eQ4YM4U00iouLIZfLMWrUKNy9e7dJSR8Vb5DGErGxsSwPyo0bN2L06NEsOxKxuFFKnNyuXTtMnjwZcrlccN0PHz4cCxaGhghzAAAgAElEQVQsQJcuXViFbNK5daCRAVVeXo79+/ez4j9tbW2W5oLUpg7JvdSE9ybpI50BENp8li1bBnNzc/Tq1QutWrVCZWUlS31S/cHU0tLCxx9/jI8//ljj+1q+fDmSk5Nx+fJlWnDEw8MD/fr1Y10nJdERQ3FxsaAnmtTkw9TUFP3794e1tTWysrIQGxuL3NxcTtJHMsdGEjRK+cytW7fWOJ9EPZxnz57lUDHUQTJrCJAF7ZSq5aRJk7B06VJUV1fD2Nj4nSxFSOwASD3gmgOff/45wsLCMG3aNNqn5unTp/Dx8cEnn3wi+fVcXFzQrVs3tGjRAqWlpfjiiy/e2YyUqtRRgQCfEh81E9ocQa96gcnY2BjffPMN62ck95HEr4dJ51G3HFHH0aNHUVpaCicnJ3h4ePCavJPC3d0d9vb2yM3NhVKpxA8//MAbiIsZNktN6v7TIDVpDQ8PR2JiIqysrDQaMZ8/fx7p6ekoKipChw4d6Mo7EySMFilJfHOIP0nFnDlzEBMTgwULFsDIyAiVlZX46aefWNfs3r0bDg4OmDZtGlQqFaKjo+k5VqkgoY8BjVX59PR0yOVy2NjYID8/H926deMYoKufFZcvX2bNF6kLnIwfPx4XLlzAnj17OAInJOrBcrkctra29Hxyeno6689Ao/Jreno6Hj58iPT0dLoIrelZJzGKZs7nqlQqmoJPQQotnKS7debMGfzyyy+C61fKHCETQurZJGc6yfjH7t278dlnn9FFnPj4eOzevZuX8p6bm4tr165h9OjRKCoq4swxAo17rTp75MiRIxg7diyLdqmrqwtLS0uYm5ujpKQEhYWFWLVqFT788EMMHToUQGOh5e3bt2jbti2ePHnCKsBRiIiIwN9//428vDx89tlnuH79OgoKCiSPO1DFVfX3rgkkHpSkxUYSkBbHIyIiMGDAAGJVTD7o6urCyckJixYt4vzd69evm8TIIrmXQnhvkj51QQNjY2PeGQChzeeLL74gUrIjnVMCGmVjfX190a5dO6SkpODKlSt49OgRJ+kjpQaQwMrKiuUNqA7SymZiYiIyMzORlZWFsrIydOnSBc7OzrT0vjpI5thIgkZ1ukVwcDCHbiFFMOLGjRuiSR/JrCEgHrSrq1rW19cLqlqSgs8OQF2OntQDrjmgra2NadOm4auvvkJubi6AxgpfUzfIkydP4unTpxg/fjwCAwNha2uLhw8fElGj+bBnzx4kJSXR6p8U1AsKzRn0klA+Jk2aJHgfm+rXI/QsBAQEoL6+HmlpaXjw4AEOHDgAGxsbjYJAQqitrUV8fDw94E/NlqkXxPgMm5lzhO8iBf6fAKlJ68OHDxEcHCzYEUlISEBFRQX69+8PZ2dndOvWjdM9bG5Vy+YQfyIF5c1XWlqK7t27o6GhAenp6ejZsydKS0tZgW9ZWRmrCv/ZZ5+xZN6lwM/PD8+fP8fTp09pCiXffHpKSgqCg4Oxd+9eDB8+HG/evMHBgwc514nNF/ElJpWVlbyJiZh6cF5eHtatW4eZM2fS/5ZaS0uXLkX79u3x66+/ori4GF27doWrqys+/fRT3iSCiglGjBiB1atX48WLFxqNogH2fK6WlhY9n0RBSkeZr7ulXnxu1aqVqGI66RwhCeuIAkkhTox5ATQmj0zBvH79+uH06dOc3yeWXEVERKC6uhpJSUkoKSmh/11DQwNyc3MxduxY+md//PEHbt26hTZt2mDgwIGYPHkydHV1UVdXh9mzZ9NJ34ABAxAUFIQ5c+YgICAAycnJnDXy8OFDBAUFYdGiRTA0NMSyZcuwYMECyUmflPgYIPOgJC02koC0ON6iRQve50IK+ATXKEhR3GSC5F4K4b1J+kjpeUKbDx+vlw/MRbtw4UL89ttvGq9dt24dnj17hvbt28PJyQlLlizhFWzhowbMmzcPH3zwAdF7Atgmp/Pnz0eHDh1Ym6F6wCtW2bxy5QqcnZ0xadIk2NvbiyrhCc2xRUdHY8iQIRzOPV/QSEK3WLFiBVQqFU6ePAkrKyv4+flBJpPh5s2bnIoeCXWWZNYQEPdiU1e11NbWFlS1JEWnTp04dgA1NTWsa0jtJJoTZmZm9NzcuyAhIQGrV6/GpUuXMGDAAIwfP/6dxIsePXokGmQDzRP0Spkjqa6uFrR1IPVJZFbZgX9X2vmq7DU1NUhPT0daWhoyMzNhZGTEEZghxebNm2FoaKjRJ44KLPkMm5tCvfpPhdSklU9gSh2UmERGRgZSUlKwf/9+tGzZkmPOTqE5VC2Z4k+zZ8+Gi4uLZPEnUkRGRmL69OkaLRLUxVuYhcuKioomS9aTUijNzMygo6MDW1tbFBQUwNvbm6PcB4ifFVIETsTUgw8dOoSffvqJNQv6zTffwNHREQcPHsTy5cvx8uVLGBsbw9zcHBYWFhqthwICAqCvrw83Nze4ubnBy8sLKpWKYxRNwcTERHAul+QZUPdNpZg/rVq1wqNHj1hd2A8++AABAQFwdXVl3Wvm/kk6RyhFPVusEEfCvAAakwSqsAE0Fjn4KN9iyVWfPn3w9OlTpKamsmIUmUzGSULkcjl++eUXThHD0NAQS5cupf88dOhQ+Pr6wsDAACtWrMDjx485XWDqu6X++/bt2yapH0uJjwFhD0pNZ6umYiPQ2EFTVx1lFqNJi+PdunXDwYMH4e7uzlqPzHsipp9BxTDNOaPMdy+lMJPei6QvKSkJtra2sLKywr179xATEwN7e3uMHj2avllJSUnw8PCgNyGhzUcKxJTS2rdvTy/CqqoqVFVV4YMPPuAEo3zUgNDQUElqeFJpm2KVzWXLlhG9TmVlJczMzOg5tgkTJiAmJoY1x0Y9ECSBHwndgjpwCgsLWRzrTz/9lNNKJ6HOkswaAuJebKSqllKxbds2/Pjjj3SH9cqVKzh16hTCwsLoa0jtJP4TQSnhJiUlYcyYMVAqlbwm76QgCbKB5gl6pSQzhw8fxubNmzUOXpP6JEqpslOS7MOHD0dgYOA7FQKqqqo44jRMMAPL1q1bw8LCAv7+/khJSflHDb//09GyZUv861//goODA6uLwNy7Xr9+jfT0dKSkpCAtLQ0tW7bkzB43p6ol8G/xp/8LUPYTJPT9r7/+GsuWLaOFKXJycpqcjJJQKIHGLtuZM2fg4uKCiIgIAOA11xY7K6QInIipB9fW1vKKEbm7u9Pvcf369Xj58iUePnyIGzduIDQ0FG3btqUVPakANzQ0FKWlpcjMzER6ejpycnJgbGyM2tpa1NfXc+bsxOZySaB+5qqDGXdZWFjQwbmmPZV0jlCKerZQIU4K82LSpEnYtGkTvb/K5XLeZ0ssuercuTM6d+4MT09PjergFNLS0jh+jczXUU+6mbh79y7r+/fy8sLvv/8OuVyOP//8E7GxsRzhIakgURJW96Ck5ncBaWcr0Kigev78eVbhQ70ISlocpzym1b2mmfuXmH4G0Fg0aNmyJUxMTHD27FlkZWXRRYOmeKLW1tbi5s2brMS2sLCQuCv5X5/0nT9/Hrdv38asWbNQUFCAbdu2YfLkycjPz8fhw4dp773Hjx/Dw8ND4ybU1KRPbFFSrfjXr1/jzp07CA8PR0VFBcfYnJQaIASqArF3715OILB9+3YONYi0simGoKAgBAUFoV27djAzM4O2tjZnQJYSuCFJTEnoFhRUKhVSU1Pp2ZcHDx5w1MpIqLOknHExRSpSVUupMDY2xpYtW/D5559jz5490NfX56ifkdpJ/CfC2dkZ8+fPh66uLhwdHbFixYp3moEkCbKB5gl6+da0JgVVKysreraXueFT+w+pT6KUTtPvv/+O1NRUpKWlYeXKlbC1tYWTkxOGDBlC/BoUOnbsKGgvox5YLlmyBMbGxnBxcWFRrf7X4O7uLjhzBIC2WenRowdGjRrF27Fprorx+vXrsXjxYo00+X9i5lKKNYKHhwe6dOlC07k0ecmRQIxCSWHGjBm4f/8+HXDHxcXxBtRiZ4UUgRN9fX0WXU8dCoUCSqWSsxcolUoWXbpVq1bo378/+vfvD4VCgdjYWPz55584cOAAq/NibW1NG37X1tYiISEBFy9exOnTpzkxidhcLgmkiF6QxAakc4RS1LOFCnGkzAsAcHBwQHBwMEpKSqBSqdC2bVve7rRYcrVo0SIEBQVpHG1g3k+xWcOdO3fS+y/fe2HGvZ9//jmSk5NhaWmJiooK+Pv7v9MZDJAlbbq6uvjyyy/Rv39/2NnZsRS0pTYyrl+/jp07d7LoouogLY6PGzdOoxoqBTH9DKGiQWhoaJOK8mJsGzH81yd9N2/exJo1a6Cnp4eIiAh4eHhg8ODBUKlUrBY9Rd00MzMT9OwBGqlh6q3vu3fvok+fPpxrxb705ORkpKamIiUlBUqlEn379uVVliOlBghBkzwsZYypDtLKphiYD/atW7doZSk+XL9+HYcOHeK035kbmRiFkonp06djx44dNH3M0tKS8yCRUGdJOeNiXmzNrWpJYfLkyThx4gSWLFmCadOmsST3KZB6Vf4nYuLEiaioqKCLBlOmTGmySTpAFmQDmmdDpQS9dXV1OHPmDFq3bg0vLy+sWbMGxcXFsLCwwNy5c1kVdOowUrcHoQ5fKX49pKDU/bp27YpHjx4hKioKjx8/blLSV1RUhIULF8LExAQtWrTgpZNKCSz/V+Dn54e6ujrBolpoaCgqKirw9OlTGBkZ4fnz5xzaVnOpWn7//fcApPkqviuoAC46Ohq6urrw8/ODtrY24uLiOAF5TU0N4uLi6HNLiM4lBjEKJQUDAwM6+B42bBiGDRvG+3piZ4UUgRO++SdTU1Ps2rULQON5c/LkSc7oyenTp2mbiNraWmRnZyMrKwtZWVkoLS1Fp06d8OGHH7KM3hsaGpCZmYnk5GQ8fPgQ9fX1cHFxgb+/P0cwCOCfy21KfAAA9+/fx8mTJzk0OLHvwszMDCEhIfSfSRkO6rL8QurZQoU4UuYFk21WUlLCyzajIJZcBQUFASCbERezmgoKCkJ8fDwePXqE9u3bo1+/fnBxceEUEeRyOW2l4u7ujrS0NEk2AJpAkpQIKWhLnQ80MzMTLXaTFscjIiJQU1ND+wbz7bFi+hlSigakEGPbiOG/PukDQCdHaWlptKKkpsUm5NkTHx+Pt2/f0j4jFBoaGnDmzBk66WMGimKb+l9//QUPDw8MGzZMcFaIlBogBFJ5WAp8lU0qGJACEvEbCqdOnUJgYKCg9LEYhZKJjh07YuPGjXj58iW0tLR4uysk1FmFQoHo6GhRw1oxL7bmVrVU7yy2atUK0dHRtPQ3s5JK6lX5nwi5XI6TJ0/SiniXLl1iKeKRoqqqCiYmJrxBDB+Ya6ChoQH37t2THNiEhITA3NwcT58+xfLlyzF8+HAMGjSInsv69ddf6WvFKt/vMseoCVu2bEFWVhbatm2LHj16YPHixYJeWEIQk3aXGlj+r+DMmTM4e/YsjIyMWIJjzLPizp07orNnzaVquXDhQjg7O2PgwIFwc3NrUsVYKqiC2aFDh1iiCQ4ODpz3v27dOrRr165ZBH/EKJRSAstXr16hRYsWMDY2xuvXr5GZmQm5XM46F6RQr5mvrVAokJCQgOzsbPpnY8eOxbp163Djxg20b98eurq6yMvLg7GxMT3GMHPmTHTt2hXOzs6YMGECOnbsyHs/v/32W3Tt2hV9+vTBggULeMVsmOCby23qOqH8iqkzkQ9i3wVAznCgRMH4WEfqECrEkTAvSNlmTLi7u8PGxgZPnjzROF9dWlqKnJwc9O/fH2FhYcjLy8P333/PUpkU6/x36NABHTp0wNixY/H48WPEx8fj6NGjsLe3h7e3N5ycnHjFgh49eoStW7fSYkFSICU+BoQVtEn98KjZP2pG0t3dnZWUU8Wi5ORkGBsbw87ODocOHaKpluPGjeMwCQIDA1FeXo7Y2FisWbMGFhYW8PPzQ69evegzXUw/g7RoIAVibBsx/NcnfTKZDLW1tXj9+jXy8vLogcby8nLeh1TIs+fVq1fIysrCq1evWDRQbW1tlvS6lOrovHnzkJycjLS0NN5haAqk1AAhtGnTBm3atIGJiQmR3D1fZfPs2bPvZGgsdiiYmppqTPg0UScp8AXM2dnZOHv2LGvYvKKigrUZklBnSQ1r1aHuxdbcqpbq91Hovja3st//JcQU8UghVS1LPYgYOXIkFi9ejC+++IL4dxYXF2P+/PlQKpWYMWMGndz36dOHtc4oKw9PT08sXboUNTU10NbWxtKlS2mV0Xe1qeCDl5cXpk+f/k4zpRTMzMzw8OFDyOVy3sF1qYHl/wpiYmKwbds2jSIbANnsWXOpWu7cuRN3797Fn3/+ibCwMPj4+GDgwIH/J/ervr4excXFdOGhsLCQY84OSKMGCkGMQkkqPEEVCw0MDDBo0CDExcWhZ8+eiIyMRH5+Ph3cNzVR1dHRgZeXF2vPMDAwwMqVK5GWloa8vDzaJsrR0ZG+Jjw8nChWGDJkCFJTU3Ht2jVUVlbC1dUVDg4OGpOZ77//HllZWbC1taXncoXWrxAMDQ0leWfyfRdSQGpaHhkZiV69esHT0xNLlixBTU0NZDIZLYJCwrwgZZsVFhZi165dMDExwdChQ7Fp0yZYW1vj+fPnmDhxIoe9ExISgsGDByMxMRHFxcWYOHEi9u7dyxJ2ktL579SpEzp16oSMjAwcOXIE69evx6FDh4jEgqRAKnuAREH7zZs3OHHiBOtzfv311/SZRp1FzPtM/YyKSY8ePYqUlBQoFAq0bt0aenp6GDNmDFJTUxEaGsrbebO0tKQ7vlFRUbh8+TKOHj0KHx8f1jOoCaTjGlJAwrYRwn990vf5559j4cKFaGhowODBg2FqakpXM/ja+Xyze9SiGDx4MAYPHoyUlBQWLaKuro7VApayqW/dupVoGLqurg4nT55EWloadHR04OLiglGjRkmmeAKNh6pQy1kIZ86cEbU3UIcUOou9vT02bdoENzc31qyVr69vkwLekJAQjBw5EtevX8ewYcNw7949dOzYkXUNCXWW1LCWxIsNaD5VS3d3d5iYmLBU+zShuZX9/i9Bqp4qhry8PPz000/o2bMn3Nzc4OzsLJjsUObtFIqKijTOfmgCVbHT1tbWSLPjs/IIDAx8ZysPEnTs2BEbNmwQtEAhRXBwMCoqKjQOrksNLP9XYGFhIdq1Jpk9ay5VSz09Pfj4+MDHxwcvXrzAzZs3sWHDBrRq1QqDBg1C//79Jb8mKSZOnIiVK1fCzMwMSqUSNTU1nOJa7969cfXqVTg7O7Mq4lLONGo2SlPRi6+LIFS0PHXqFIKDg/Hq1SssWLAAO3bsgImJCd6+fdvkDj1TaEOlUuHp06ec+6mlpQVnZ2eNnXLS+091N1+8eIGHDx/iypUr2LFjB+zs7ODm5sbx3dXW1qYD2169eqFXr16YNGkS8WcD/r2/Ul1DT09P1l7APPNJvgtSzJw5E2/evMHdu3c1mpar78kKhYJjr0R6X0nYZqGhoRg1ahRqa2sRFBSEwMBAODg4oLy8HOvXr+ckffX19fDx8cGuXbvQv39/ODo6clgoJJ1/lUqFjIwM3L59G8nJyWjfvj2GDh1KU0pJxIKkQGrRg0RBOzw8HHp6epgxYwZUKhWuXr2KsLAwepSHivWvX7/OYWNRXtsJCQnYuHEj3rx5gxkzZiA8PBwymQy9evXijTWuXr2K2NhYVFVVwdfXF6tWrYK5uTkqKyuxaNEifPHFF6L6Gf/EuIZY51oM//VJX9++feHg4ICXL1/S7U59fX1Mnz6ddyG/ePECo0aNYv1Mfc7kzZs3OHz4ML788ku6+jNhwgRis0kmSIehQ0JCYGVlhVmzZkGpVOL69esIDQ1tkuJddXU1Zs2ahdatW0NXV1dSJaApsupS6Cx1dXUwMDDg0DZ8fX1Z3++LFy9gamqKjIwMFBQUcAxyKbRo0QIDBw5EeXk5jIyMMHv2bMyfP591DSl1lsSwlpRu0Fzg61xpooepK/tp8qr8TwSpeqoYmEIi9+7dQ0REBIyNjeHq6gpXV1eOQp26fHyrVq0wa9YsSb+zoaEBFRUVUKlUUCgUrOSbElvQZOXx0UcfcYypmxthYWGiFiikKCwsFBxclxpY/q/A2toay5cvh5OTE4thwpxRI5k9a05VSwqmpqYYOXIkvL29cfr0aezcufMfTfrc3NywY8cOFBYWAmgUo1CnOr1+/Rpnz55lCTJI9bUSmo3SROEWOv+ooo6JiQmsra3pAk+LFi2anJyoC8sZGxv/42qqpqam6N+/P6ytrZGVlYXY2Fjk5uYSPZtNUVOk8Pfff7O0BgD2mdXc34Wenp6gabn6nqylpcWxVyIpRJOyzerr69G7d28AjQmng4MDgMYkiU+oTltbG3fu3KFHkhISEjjFM7HOf1hYGJKTk9GxY0d4eXlh/PjxnII3qVjQPwWmgjYlZqW+p+Xl5WHDhg30n6dOncrSefjzzz/x6tUrREVFsc7fhoYG3Lp1C0OHDoVMJqMLa5aWlqw9h68omZGRAX9/f04eYWZmhnbt2mHlypWi+hn/xLiGhYUFoqKikJKSQnc9KT9GEvzXJ31A401gmhPy0Qg0GV4qlUrk5OSw6B+nTp3CtGnTEBcXh06dOuG7775DYGBgk5I+MZNiCqWlpaxkZfLkyU3O6AMCApr07wCywVt1SKnskFB2wsLCoFAo8Omnn2Lr1q1wdXXFrl27eBPgFi1aQC6Xo23btsjOzoazszOUSiXrGhLqLGVYW1VVpdGwVi6XIyoqCjk5OVCpVOjUqRM++ugj3L9/HxYWFv/IzNIPP/yA4OBgGBgYwMHBAePGjdM4p9ecXjD/1yBVTyWBJiGRU6dOcQo8fCI3Ug+6169fs15HPfkGNFt5qP/8nwCJBQopbGxs6IKMEN4lsHwfwTyjNAXOYrNnQPOqWgKNVf7bt2/j1q1bqK6uho+Pzz+i3MlESUkJrly5wqLkl5eXs4oQSUlJ2LNnT5MkzdUREBDAmqtVKpVYvHgxNm3axLlW6PxjBoZNTfLUMXPmTNTW1kKlUtFFybq6Orx9+1ajYrUmaOpyUAFhYmIiMjMzkZWVhbKyMnTp0gXOzs6YO3cusWiH1PhAiohYc9F5AbZpuZ+fH69peXPZK5GyzZjrR/31+faEadOm4eLFi5g6dSpMTU0RFxdH255QEOv8R0dHw8jICHl5ecjLy8PRo0dZ/57qSomJBf1ToEYe5s6dSzdY8vPzOXZNVDJFxT61tbWspO2DDz7A48ePoVKpWN9lixYt6HVFSrWkutNUo0GdDdS9e3dMnz6dSD/jnxjXOHz4MEpKSjBo0CCoVCpcu3YNz58/550d5cN7kfSRQMjwkm9+p0OHDjhx4gQGDBgAfX193pkDEpCaFP+/9u47rKmz/QP4N0RALTKsgAouUFREUNC3alVcbX2xtb7QuuqkrhapC3GgxY04waoVrVYRd6ut2krFKsU9UKaCyBIrKDJUQISM3x9eOb8cEuCEnJAA9+e6elUSkjwJcM65n+d+7rt169ZITk5G586dAbyrVibb56Oq6mYCqto7V9PqXNVRpUT4o0ePsH79epw4cQKDBw/G6NGjK93b9emnn2Lr1q3w8fHB0qVLceXKFeZAlZ+fj4MHD+LJkyews7PD+PHjKw2YBg4cCBsbGyQkJEAikSg0rM3NzcX3338POzs7ODk5oaysDCkpKVi4cCGz+VgTfvzxR7Rp0wYDBgzAjRs3cODAAaUnx5ycHJw+fZoJSG1sbDBy5EhER0ejXbt2nCpZahPX6qnVUaWQSFJSEn799VfWZ+bh4YGYmBjY29tz3oMybdo0hRWcijTVyoMLVVqgVKesrIy5SJR/DtnFHR8XlvXRl19+idLSUjx79gxt2rRhlSWXqWrvWWX9tmJiYgCo3nLo2rVruHz5Mh4+fIhevXphzJgxnPao8CE4OBjOzs5ISkqCq6srbt++rfC7YW5ujqKiItZkrqpWrlzJXLDJp3jq6emhV69ezNdcC0/k5uYy5075fwPglH5f0dWrV3HixAlmElrW0zIpKQl9+/ZVqCBemcpWOUQiEa5evcqc+8PDw+Hg4IDJkyfDxsam0uNOVecyVVPfK3tOgUAAAwMDWFlZ4fr161UeA2syCSEQCKptWs7XMZlrttnr16/xzz//QCqVMv8G3v2eVaxmDrwreCQ/ga9s1bO6lX8unx2XYkGawCW9VubTTz/F0qVL4eLiAqlUiujoaNY2JGdnZzg7O6Nfv36VFsapahtSYWEh830Vs38q8vf3V7l+Bp/i4uIQGBjI/I46OzurtEDUYII++YaXBgYGaNSoEXJycvD06VNYWlqyvtfExAT79u1DWloavL29ERoaWuNCHMo2Q8unc8lOOGVlZbhx4wasrKwgFArx5MmTGgd91c0EqFIMhC+yAxGXTb4SiQRSqRR37tzB9OnT8fbt20p7fPXt2xd9+vSBQCBgKn7KDrxcAybgXbDw/PlzNG3aFFKpFBkZGcjIyGAupg4ePIjx48crtF1Yu3YtDAwMNLZak5+fzxz4HR0dlW42zsjIwNq1a+Hq6opx48YxAans4DRixAiNjI1PxcXFuHbtGnPyq2mJdq6FRBITE/HDDz/A3d0dkydPRllZGR4+fIjg4GC0atUKEyZM4PyaaWlpOHv2LPT19eHk5ISePXsq/O1qqpUHF5MnT1ZogSJfYEAVFVPjK+J6YdnQyIoFKCtLLnPhwgUcPXpUIbX82LFjKvXb4iI8PByDBw/GnDlzNL7SXJFIJMLo0aMhEolgY2ODYcOGKaRBiUQizJ8/H23atGG9X1VWjmTfK6scWRmuhSfkV11VKbClzI0bN/DLL79g8uTJsLe3Z44/+/fvh6WlJeeAD6h8lcPAwIB1vlu2bBmn51O1NxoXsgrcsn1rV65cQV5eHszMzGBlZYUZM2bw+gIbAVoAACAASURBVHpffvklLly4oDDxraenxwRIfB6TuWSbOTg4MCms8v8GoHQr0tu3b6utzeDi4oKOHTsiNTWVWfmXn9jmkoXFpViQJnBJr5UZPHgwbG1tcf/+fUilUvj4+CgtCLhu3bpKFxW4bkNS5RijTv2MmhKLxRCLxcy5Vf7fXDSYoE/mzz//ZMr5+vv7w9raGrGxsayTwpw5c3Dr1i24ubmhcePGsLCwUFj65krZZuiffvqJafoqO+G8fPlSrTQdedXNBNQkTVVdsnQwU1NT3Lt3j5XaU7GaqaurK2bMmIHOnTujU6dOmDdvHtPcvaKioiKEhYUxpf7PnTvHlPrnEjDJVFeg4unTpwonglevXsHQ0BD//vtvzT4UDuQveBo1aqT0gu/w4cPw9vZmXSj06dMHGRkZ0NPT4y0VSZPUbTgqw7WQyIkTJ7B48WLWnikbGxtcvXpV5df38PCAh4cHioqKEBcXh19//RU5OTno0KEDevToAWdnZ95beajC1taWcwuUysgXQqoK1wvLhubw4cOVliWXOXXqFPz9/ZWuiHLtt8XVqlWravxe1GVoaIjy8nK0bt0aaWlpSgubjRw5krfjVl5ensJtq1atwvfffw+A+/YEPs+bZ86cwZIlS5hJKUNDQ/Ts2RPHjh1T2lO3KrJVjr59+zKpZSUlJcjLy6vR6romJn5TUlKYPZbAu32cS5YswXfffYeoqCiYm5tDKpWqtVdJ3qFDh6pNgavtY7KyCeeqjquvX7+utjaDLHVZFmRKJBIsXLhQaepyVaorFqQJXNNr//33XxgaGqJt27Zo27Ytrl27Vulxr6oWTKpsQ7p//z5+/fVXpKamQiAQwMbGBl988YVCIKxO/Yya6t+/P1auXMlU3r969Srzby50/2qQZ7dv38bq1avx559/YsCAAZgwYYLCLGOjRo2YYiPJyckwNDTE77//zlvp+8uXLzNBn+wXcd26ddi6dSsvz6/uTIAmBQcHV1vN9NNPP4Wbmxsz5pUrV1ZaKrqqUv9cAiaZx48fY+vWrZVe8CtL7zU2NoaPj4/GC3HIUza+goIChZnhV69eoU2bNoiPj6+toalF3YajMlwLiZSUlCgUyXj16hV69+5daSpddYyMjNCvXz/069cPwLsTekxMDJydnXlv5cGVKk2DqxIREYGZM2dWmvqiyuxoQ8SlLLmJiUmlF+lc+m3VFQMGDEBgYCC+++47+Pn5ISYmRiGN89ChQ6wgoSY2bdqE9PR0FBYWMqlcwLtjeW3OzCtTVlamkIVQUlKCkSNH4tSpUzV6zocPH+L333/HxIkT4evriyZNmmDAgAHMxbQ2icViZGVlMb/fWVlZkEgkKCsrY/ZQq7tXSR6XFDhtHZPlhYSEVPp7LktDVYZr6rIu45JeGx8fj+3bt2POnDnMz6WwsBAHDhzAd999p3Dc46MFU0JCAn744Qd4eHhgypQpEIlESE5ORlBQkMJrqlM/o6bc3d1hY2OD+Ph4SKVSuLu7q9YORYNj00lSqRQGBgaIjo7G2LFjIZFIFDaNcglM1B1DRe3atUNUVBQ6duzI2htUkwOQujMBmsSlmmlubi527drFbO7ftm1bpSXmVSn1X9UKjpWVFQoLCystUGFtbY1r164xF/QyV69e1eheJfk8dOD/c9HlZ5SU7bMwNjbGlClTajUgVYe6DUcrqq6QSFlZmULFMmNjY4wYMQJ///13jV7z2bNniIiIwOvXryst1sFXKw8uatI0uDKy9GwK7mqmqrLkskmGFi1aYMOGDejVqxerSEHF1M3K+m3VFcOHD4erqyuaNGmCFStWIDU1VWHSytTUFA8ePEDHjh1rvP/022+/RVFREfbv38/K5BEKhbxl1dSUSCRCWVkZ61xvZGSE3r17M42mVfXXX39h8eLFuHLlCnr16oWpU6fCz89PJ4K+qVOnMqvcsqIcs2fPxvHjx5k+lOruVZKnysR3bR6TK6qqGqq5uTmuXLmCrKwsuLu748aNG8yxgGvqsi7jkl577Ngx+Pn5sVI53dzc0LVrV+zbtw+rV69mPScfLZhOnDiBJUuWsCaFO3ToADs7Oxw4cIC1P1XdSpqqkK0K379/HwYGBkzLDeDd++a6Qt/ggj4HBwcsWLAABgYG6Nq1K1asWMH68ADubRZqSlnwkZKSgpSUFNb95eXlCAkJUfn5VZkJKC0tVdhErMmZLi7VTHfv3s2UmDc1Na2yxHxVpf65BEwy1RWomDhxIr7//nvcuXOH2RMgWwnWVBEXgFs7jC5duuD06dMYOXIk6/bTp08zZaF1nboNR2W4FhJxdnbGgQMHMHnyZOZiQCKR4ODBg+jZs2eN3sPmzZvRvXv3WiuIUR2uTYNV8ejRI5w5c0YhsKVgsGryZclnz56N7t27M4G0bG+PLKUpKSmJ9VjZhV51/bZ0XVUr6Ddv3mQFt48ePVK6106Vljk5OTmwsbHBp59+itzcXIX71EljVPe8+eGHH2L79u2YNWsWc8FbXFyMkJAQtdplmJmZ4d69e/jvf/8LoVBY48IrfOvWrRu2b9+Ox48fQ09Pj0kx79y5M3O+5jNDSZcnvuVVlTJ/6NAh5OXlIT09HZ9//jkiIyORmZnJ2ls6dOhQBAUFYe7cuXjy5AmTrtq6devaGL5auKTXlpeXK92716FDB4XFGoBbCyaRSIT4+HiFc5js+PPmzRuFLCDg3c+q4t88n6vT1Tl//jxmzZqldrZNgwv6Jk2ahBcvXqB58+bQ09ODp6enwg+Ya5uFqqhaAUtWbl8kEuHWrVuIiIhgUg64kq/cZW1tzUohUrbZ9MSJEzh9+jQrdVLT+chcqpmqUmK+qlL/qvQPrK5AhYWFBTZu3IiIiAgkJCRAKpWiY8eO+Prrr1m9pPjGJQ99woQJWLFiBW7fvg1bW1sIBAKkpKTg7du3deZiXN2GozJcC4mMGTMGGzduhLe3N9q3bw+BQIC0tDRYWVnVqCk88O6ifOLEieoMn3dcmgarYseOHfjkk0/U3nvZ0JiYmFTac0y21ycuLk5hxevmzZsAuPXb0nWqFKPZu3ev2q/H10VSRXycN93d3bF792588803sLS0hEAgQE5ODj788MMar8y1adMG69evx/Pnz+Ho6IitW7cyE5Tacvz4cYwePbrSiuHy+9z4DNTUTYHTBGUVXr/44gvm9orXZ7GxsQgMDMSiRYvQtGlTLFu2DD4+PqygLyQkhCl2Zm1tDQ8PD/z4448KK2C6iEt6rVgshkgkUjhelJeXK600L/ubfvPmDSQSidJq7Vu2bEFhYWGl9RtKS0shFosVeofKJiXk8bk6XR1Zu46pU6cqBMIV+15XpcEFfVwOPlzbLFRF1QpYz58/x4ULF3Dp0iUUFxfD3d2d1XySC/kG3jICgQAFBQUQiUQKs6SRkZHYuXOnRoOWiqqrZgpwKzEvP2vcv39/GBgYQCKRMKWTAdU27trb2+PevXuIj4+HRCJBt27dmEaqMs2aNdOJVJmKmjVrhsDAQFy/fp1pefDxxx+jX79+Ol/EJTo6Gi4uLgppGTKqViXkWkjE0NAQy5YtQ1JSEnPC+fTTT9VK4+7cuTNu3bqFXr166cQeWq5Ng1VhYGCgsfSV+urSpUsIDw/H06dPYWBgAGtrawwfPhx9+/YF8K59Qnl5OXOBLCMWi3Hq1Cl88MEHnPpt6TouxWguXLiAYcOGVZriqEo1X9lFEt8TX3ycN/X09DBr1ix8+eWXTOVNW1tbtbJsvvnmGyQnJ6Nt27Zo1KgRBgwYUOOsBb7IVrK4rKryHaj16NGD1apIvoCeNsiuz8rLy1FYWAhLS0vo6ekhJycHlpaWCpPUsusf+cyvisft0tJS1s/Y0dERYWFhGn4n/KoqvVZW+NDT05NJhS4vL8e+ffvQvXt3he9/9uwZgoKC8OzZM0ilUpibm2Pu3Lmslc+nT59WmbknW3CQD64lEgkOHDig8PtYm/UzkpKSIJFIEBISglmzZjHX+RKJBHv27OG8yKHbV4QaIH/wEYvFuHPnjkJfD2WBibLG4FxfpyqyVb20tDT85z//gbe3N2v2RhUVm3OXlpYiNDQUsbGxrN4tMs2bN2dSS2rD06dP0bhxY1Y1044dO+L48eOYMWMGSktL0bhxY0yaNKnaEvNVzRo/ffpU5WDh999/x82bN5nUmpMnTzK59HWB7CSv6fL/fEtNTYWLiwurfLU8VX+OqurSpYva+3XlN9JHREQo3K9KShqfuDYN5kI2G92+fXucPXsWvXv3Zs2Earswhq4KDw/HhQsX4OHhwayOZmZm4uTJkygqKsJHH32EN2/eIDk5GW/evGH9Hejp6WHcuHEA6kZQVx0uxWhkFzKqTrJWhe+UZD7Pm++//z6zt1NdUqkUSUlJuHjxIjw9PZGRkaH1/qyyoiLVVT4tKiqCRCJhArXExETe98rLF9DTBtn1WVBQEKslwqNHj3D69GmF7+/bty+2bt2KoqIi/PHHH4iKilJY+TQxMcH58+eZfZFXr17V+n5VPn3xxRfYsWMHPD090apVKxgYGODJkydwdnZWupdx9+7d+Pzzz5miMNeuXcPu3btZqeKWlpZVtln46quvEBgYCG9vb9ja2kIsFiMtLQ3W1tYKq3i1mUYcFxeHBw8eoKCgAMePH2du19PTw7Bhwzg/j0DK59G1DpJKpVi+fDnWrFnDuj0pKQmPHz/GkCFD8PDhQ431rxszZgz69u2LsWPHMr29Zs+erfZJPj4+HiEhIXB0dMTEiROZCkkAmFnUlJQUvHr1Cj169GBdwNUk4KzO8ePHcebMGQDAwoUL4ejoiNOnT+PXX3+FnZ0d/Pz84O3tjW+//RZdu3aFSCSqssR8RkYGryXMfXx8sG7dOmY26e3bt1i8eDFvFVUJd+qUG9cVsj2J2pafn89qGnz37l0YGhqqXO2x4r4IeZpOCa/LfHx84O/vr7AqVFBQgPXr17Mq94WHhyusoj58+LDO7MutCVkxmoyMjCqL0UilUjx//lyhpy4X8+bNU5qSrOo5XRvnTVXs2rULxsbGiI6Oxrp167Bnzx5IJBKVJ6z5VF3F82PHjiE9PR0BAQH49ttvmSD1yJEjiIyMxNKlS3kr7jVp0iSEhoby8lzqWLhwITZu3Mi6bcGCBUrbLMTExDDZRw4ODgr7d1+8eIGffvoJ9+/fh1AohL29PTw9PXmbSNAVOTk5TAuqqiqs+vr6YsOGDazbfHx8sGnTJmbL1atXr/DixQu0b9+edb1YcRLo/v37ePToEQQCATp16lTp5LDsZySVSuHg4KDxNOKoqCgmyK+JBrfSV9G///6LgoIC1m1//vknbt++jfz8fPTt2xd79uzB4MGDFQpl8GHjxo2IjIzE8uXLYWFhgQ8//FBpewCuKq7uKWvyKovz5fP9Zbdp6kI1KiqKSZU9duwYzp49i7y8PMybN4850E+bNg07d+5E7969MW7cuCov+vkuYS6r6iqjr6+vNICMjIxUmLVUdrFGVHPx4kU8ePCg1suNV6zgqY7ExEQcPXoUq1evRnZ2NtatWwdvb2907tyZl+evCS5Ng7momEVAuBEIBErTAOWrBMvSds6dO4d27drVOG2nLuBajObChQs4ePAgSktLmdssLCzwww8/qPyafKUka+O8qYr09HQEBgYiJiYGhoaG8PLy0tj+Iq7ksxyUXZADwMGDBzFnzhzWOXvcuHHo2rUrQkNDeWnlA+jGzwh4d0w+duwY+vXrB6lUiqioKLRq1Urh+zZu3IgBAwZg3LhxlW7TaNGihULLsfqoZcuWzKJIVfT19Vm9D9PS0pi9z6pmt9jb21c6MaRq/Qw+derUCT///DOr17Ws0j0XDS7oqzjzZGxszKTQyERGRmLdunVYunQpmjVrhoCAACxZskQjQV/btm0xadIkfPXVV4iOjkZkZCRevnyJgIAAfPLJJypdpMmv7m3evJnV4FKe7Je/sgBGE5o0aQIzMzOYmZnh0aNHcHV1xeLFi1kX3E5OTti0aROOHTuGpUuXwtPTk7Uvr7I/JD5KmDs4OGDTpk3M5/HPP/+wGpX+8ccfePPmDSIiIlh/8CKRCFevXtWJoO/UqVMKBWkOHz6M8ePHa2lE3Gmr3PiSJUvU7gcmExoayqyItW7dGkuWLMH27dsREBDAy/NrU35+PsLCwpCVlQU7OzuMHz9e6SZ5wsZlQoGvtB1dp0oxmlOnTmHjxo04evQoxo4di3v37iE5OVml1+M7JVkT583qKgnW5PlkwY1sb7uuqCzoKi4uVjpJ26NHDxw6dEil11C1gJ42eHt74/jx4wgKCoJAIED37t2VZlIMGTIEV69exYEDB+Dk5ISBAwcyQcj69euxePFieHl5Kf1cG2rmxeTJk7F582YYGRkBeJc2LCugJfvs9u3bB09PT9bjtm/frtLKv6r1M/gUHBwMZ2dnJCUlwdXVFbdv31YpK6rBBX1cfhh6enqsmZXKVn34JBQK8Z///Af/+c9/8OrVK/zzzz84cuSISkHfmjVrIBQKERsby5rhq1j+vrIARiwW48qVKxoJYOQPTMbGxqxNsvIMDQ0xZswY5OXlYcOGDXjvvfcqLd/PZwnzKVOmICIiAlFRUUwqxUcffcTc36pVK2bDvfwfuoGBAasIkDYcOnQIL1++RHR0NLKzs5nbxWIxHj16VCeCPkA75cb56AcmU1ZWxqqqZWVlpXLVX131448/ok2bNujfvz9u3LiBAwcOaP33vi4oKChQWpREKpWisLAQAJjiLeqm7eg6VYrRmJiYwMLCAm3btsXjx4/xySef4Pz58yq9nny6VkJCAs6dO8d8XZOUZE2cN6urJKgKNzc3rF69GoWFhdi/fz9u3bql9ZRTeZXtJBKJREozLiQSicrHT1VXc7TByMhIIehQxsXFBS4uLigrK8Pdu3dx4MABvH79Gjt37sT06dMBQGlbk4bMzs4OwcHByM7OhlQqRevWrZlr+V27duHZs2dIS0tDVlYW8xhZ30hVqFo/g08ikQijR4+GSCSCjY0Nhg0bptJqb4MJ+qpreCp/cLS3t0doaCjevn2LW7du4e+//1ZaKUhTjI2N8dlnn+Gzzz5T6XFcT2KVBTD6+voau5CTP6HJp1FWFB0djX379sHJyQk7d+5k7UWUx1cJ88LCQpiamiIvLw/Ozs6sILugoICZDZbd17dvX2YpX1f2nn3wwQd48uQJEhISWLNVQqFQp076VVFWbtzW1lbjr8tHPzAZKysrhIWFYeDAgRAIBLh69arStJ26KD8/H35+fgDeVYjz9fXV8ojqho8++qjSi92Kq3jqpu3oOlWCLENDQyQkJKBt27a4ffs2OnbsqPIk0IoVK1Sq4FwdTZw3q6skyIUsnczV1RW2trZISEiARCLBokWLeNsPx4fKVvrs7e3xyy+/sCrXAu+Kqal6DtBU7QU+LFq0CIGBgZXuc1R2znny5AmuXr2KGzdu4P3338eIESMAvEuVdXBwwODBg+Hk5KQzqauawmVFPDo6GtbW1rC0tER2djYuXrwIGxsbuLu7o1GjRnB3d0dubi7279/PmhzQ09NjpWeqSj7DbtOmTZVes/LF0NAQ5eXlaN26NdLS0lQuRNdgCrnIevU8evQI+fn56NOnD4RCIW7dugVzc3NWewSJRIK///6btYH2o48+UujbUdf9+++/CpVLNWX8+PHM3qL8/Hzm3/KreFu2bEF6ejpmzJhRbZA9ZswYGBkZMSmsFQ96XC8wKkuTqGx1UVt7z7goKSmBgYEBGjVqhJycHDx9+hQ9evTQifYB1RGLxUy5cSMjI9y5cwfOzs51YuwyRUVFOHr0KB48eIBGjRqha9euGD16dK1WyNUU2QWLTGX7cwhbWFgYnJ2d0blz52rPH4sXL4azszOio6OZtB0rKyutVhzUlqysLPz999+YNGkStmzZgoSEBHz55ZfMRS8XM2fOROPGjeHk5ARHR0c4ODhUuuVBFXyeNwMCAjB9+nS19gBp6n3yQf68Wtl5/82bNwgICEBeXh7atWsHAwMDpKenw9jYGIsWLWJS9RoaHx8f6OnpoX///hgwYABrH/Dbt29x8+ZNXL58GU+fPsXAgQMxePBgWFhYaHHEmrNhwwalK+KyyZbTp0/j+vXr8PLyglgsxrJlyzBlyhRkZGRAKBSymqWvXbuWmcBUB5f6GZoQHh6OO3fu4LvvvoOfnx9atWoFiUTCuV1Vgwn6ZJYvX45ly5Yxq0JlZWVYuXIl1q5dy/q+0tJSFBUVsW6rb2XJazMfPDc3t8r7zc3NsW/fPowfP57TCYvL82nCokWLsHjxYly/fh1Pnz5l9p6tX79eI6+nil9++QVPnjzBhAkT4Ofnx2wwVlbaWNfw0ZerJkQiEU6fPo2nT5/C09MTf/75J0aNGsVLf0N1Kg7qmopBX8WviXJJSUm4d+8ekpKSYGxszJSkV1ZdT1Zl7vDhw3B2doaNjQ0WL16MLVu2aGHk2iEfGPAhJycHSUlJuH//PlJSUpg2P46OjjWuisrHeVPVSoLV0cT75APX87RUKkViYiLS09MhEAhga2vLtDSoL+R7CytTMaX38ePHCk24lSkoKMDly5dx+fJlNGvWDEOGDGFaT9UXc+fOrXJFfOHChVizZg0MDQ1x6NAh5ObmYu7cuZBKpZg/fz6rCru/vz+8vb3Vup6XX92bNGlSrU+yvHnzBk2aNEFeXh5SU1Ph5OTEOdOtwaR3yrx69Yp1wBaLxQrB3YkTJ3D69GkYGxszmzXrY1ly+bQ2sViMW7duoby8XCOvxSUI45LnrsrzcZGfn4+DBw/iyZMnnAtUaGPvGRe3b9/G6tWr8eeff2LAgAGYMGFCnansJT/3JBaLERMTw6qSpyk//fQTjI2NkZ6eDqFQiOzsbOzcubNGZc4jIiIQFhbGS8VBXZOVlYXZs2czX+fn52P27Nn19tjIF/k+kIWFhYiJiUFoaCgKCwvRqVMnTJgwgfleddN26oPAwEBmMuHMmTMqb3GoSFb1b9CgQSguLsbt27dx9uxZnDx5EocPH67Rc/Jx3uR775km3icfuJ6nBQIBHBwcWMXT6puqegsD/x/0hYSEYObMmfj555+VPk/FCQEzMzOMHDkSH374IU6ePImdO3fWu6Cvut56AJigJzExER9//DEA5SnFL1++hJeXF0xMTGBgYFCjcxjX+hmaUFxcjMuXL7PilsePH3OeIG9wQd/QoUOxePFi9OzZE1KpFNHR0XBzc2N9T2RkJHbu3Km01HZ9UvGAPHLkSCxevBgeHh5aGlHtkxWoGDBgAKcCFcr2ntVGcMKFrO1EdHQ0xo4dC4lEgrdv32p7WJxUvAjy8PBQ6J2pCRXLnM+ePbvGZc5/++03tSsO6qr61DZAW0xNTTFo0CAMGjQIEokEKSkprPsHDBiAwMBAJm0nJiaG11WvukB+8ufKlStqBX1isRhJSUmIiYlBbGwsysrK0L17d4wePVqt4IKP8yaflQQ19T4JvwIDAzn1FpYVkOMyMVBcXIzr16/jypUrePnyJQYOHFivJuDkV8QXLFhQ6Yq4UChEcXExSktLkZ6eDicnJwDvVporfr58pHZq8zPesmULmjZtqtB3lKsGF/SNHDkSDg4OSExMhEAgwLx589C+fXvW9zRv3rxe7MOpzv3791lfZ2Vl6cyqVW1RtUDFN998w+w9a9SoEQYMGICePXvWxlCr5eDggAULFsDAwABdu3bFihUralTJVBeUlpayKuRpEl9lzvmoOKirNJUu3VDExMTg6NGjKC4uZgU28hcPw4cPh6urK5o0aYIVK1YgNTW11vaJ6IqK+6rVMXXqVHTu3BkffPABfHx8eNvvxMd5k89Kgpp6n4RfXHsLy3rM2dvbIysrC0VFRQp/C9euXcPly5fx8OFD9OrVC2PGjKl36bAA9xXxUaNGwdfXF2KxGEOHDoWZmRnz+VZ8jhYtWiAiIgLx8fEQi8VwcHBQufKuNs+HhYWFavWubHBBn1gsRmFhIUxMTCCVSpGZmYnMzEy4uroy+4qaNm2KZcuWoUePHqzN93WlEiJXsuI2Ms2aNVPaL6Y+k0+zaNSoUbV7uaRSKZKSknDx4kV4enoiIyODaS6vbZMmTcKLFy/QvHlz6OnpwdPTU2FCQ1fJ75ORSqUoKirC559/rvHX5bPMOR8VB0n99PPPP2PSpElKZ2er2utz8+bNGvdsq+vUrUg4bNgwJCQk4NKlS8jPz2f2t6lbHIqP8yaflQQ19T6J5nDpLbx3717cuXMHlpaWrL8Ff39/hIeHY/DgwZgzZ47OFO3RBK4r4n369IGdnR1ev37NVKxt3LgxZs2apdADMiwsDNnZ2RgyZAikUikuXbqE58+fs4q96LIOHTogMzOzxpV5G1zQFxwcjBcvXijtiyObTZFP15PdVh9L4sqWxt+8eQOJRELNllH9z7niHrCcnJwa7wHjW3Z2NsLDw+tkyXf5fTICgQBNmzatldV2Psuce3p6MhUHL168iDlz5iiUIScNU7NmzSpddee616chkN87Kts3CtRsr4ysF2xBQQFiY2MRHh6OHTt2oG3btnBycmL2/aiKj/OmhYUFLCwsYGpqqnabAU29T8I/VXoLx8bGIjg4WGmLq1WrVtXGcLVOlRXx5s2bs9LhK+txHRcXh8DAQGZSxNnZucZbOrQhKysLvr6+MDU1hb6+vsrHxgYX9D1+/Bhbt25VenEvm3GLjIzEoEGDWPeFh4fXxvBq1bNnzxAUFIRnz55BKpXC3Nwcc+fORevWrbU9tFqjaoGKinvAvLy8dOaAERwcDGdnZyQlJTEl37XdQ5ArWbrEw4cP8fDhQ9jY2NRKz6UFCxbAxcWFKauvzuROmzZtMGXKFBQVFenM7wTRDV26dMGBAwfQo0cP6OvrM7fb29tz3uvTEGhi76iZmRn69++Pli1bIjk5GVFRUXj06FGNXBTRAgAAGtNJREFUgyE+z5tlZWXVFqjgiu/3Sfilam9hS0tLtVOc6zpN9NYTi8UQi8XM8VX+33XB9OnTYWJiUuPHN7igz8rKCoWFhayeJzJ//PEH3rx5g4iICNZ+IrFYjCtXrqic96vrdu/ejc8//xx9+vQB8C5PfPfu3UqbVddXNbnI4GsPGN9EIhFGjx4NkUgEGxsbDBs2TOerdyYmJiIoKAimpqYYMWIEDh06hM6dO+PcuXMYNmwY/ve//2n09ZcvX46YmBicO3cOO3fuRKdOneDi4oJ+/fqp/FwZGRkICgrC27dvsXbtWvj7+2PevHnMHg3ScKWmpgJ49zsiz9/fn/Nen4aAz70yd+7cQVJSEpKTk/Hs2TN06tQJDg4OmDt3rlqTYXyeN/moJKip90n4deHCBRgZGSE9PR3p6ek4cuQI6/6KP/P33nsP8+fPh52dHWuiqKpCc/UNnyviMv3798fKlSvx4YcfAgCuXr3K/Lsu2LFjB6sFhaoaXNBXVlbGHAzl/5D8/f3RqlUrpKamQiqVsmZY9PX16+Uf2uvXr5kTFwD069cPJ0+e1OKIap+qFxl87gHjW10s+b5//374+fmhpKQEq1evxubNm9G6dWsUFxfj+++/13jQZ2pqCldXV7Rp0wbx8fEIDw9HXFxcjYK+n3/+GT4+Pti2bRuaN2+O6dOnY8+ePQgICNDAyEldwjUlkMteH8JNeHg4HBwcMHnyZNjY2PA2m8/neZOPSoKaep+EX6pWfJT19CT8roi7u7vDxsYG8fHxkEqlcHd3rzQVVBe1a9cOUVFR6NixIyv1l+tn0+CCvqouIp2dneHs7Ix+/frBysqqFkelHfr6+khLS2NWItLS0jg3eGxoZAccPveA8a2ulnyXFZtp2bIlkyL13nvv8dIgvToBAQH4999/0a5dO3Tr1g1Lliyp8c/z7du3rJQTR0dHumAnAJSnBM6bNw+tWrUCoNpeH8LNsmXLNPK8fJ43+agkqKn3Sfil6gRzxS1GDRkfK+Ly2XvW1tasczVfAWVtSElJUWj3Q3v6qsBliXjdunVK9/bUp/4nADB58mRs3rwZRkZGAICioiLMnTtXy6PSTX5+fmjcuDGcnJzg6OiIQYMG6VzVLGUl32X9anSV/Ky0sg3rmtauXTuUlpaiqKgIhYWFKCwsRKtWrWo0FiMjI2RkZDDHjsuXLzN/W6RhU5YSGBISghUrVqi814doF5/nzbpeSZDwb8yYMayvBQIB3nvvPXTv3h3Tpk1rkOcUPlbE/f39IRAIWFl8AoEABQUFEIlEOHbsmNqvURt27Nih1uMF0gayU7TiH1JF8j/w3Nxc5t9isRi3bt1CeXl5vWxaLhKJkJ2dDalUitatW9fK6kpdlZOTg6SkJNy/fx8pKSlMxT1ZiWxtOX/+PLNZPysri7WPY//+/Tp9ATFjxgx8/PHHkEqliIiIYN6HVCrFhQsXEBISUivjKC0txY0bN3Dy5Em8ePEChw8fVvk5cnJysGPHDqSmpsLAwACtWrWCt7d3gyqMRJTz9fXFhg0bWLf5+Phg06ZNGDNmDIyMjJhJpIoTjvVtsrE+4Ou8uXDhQlYlQbFYDB8fH7X27JD6p7CwEH///TeysrIa5MS87Pqg4oq4OqnMpaWlCA0NRWxsLGbOnFlneqIWFRUhLCwMz549w4IFCxAaGorJkydzriLcYK7wVYniKy7Djxw5EosXL65XQV90dDSsra1haWmJ7OxsXLx4ETY2NnB3d6fArxItW7ZEy5YtMWjQIBQXF+P27ds4e/YsTp48WaMggS9///03Eyxt374dgYGBzH0PHjzQ1rA4+eijj5iZN/l/A+/6T2laTEwMEhISEB8fD4lEgj59+tQ4v79ly5ZYvXo1SktLIZFIaqXlBKkbqkoJpKCu7uD7vFnXKwmS2mFqagoPDw/Mnz9f20PRCr5XxOPj4xESEgJHR0ds2rQJTZo04XfAGhQSEgInJyekpqaicePGMDMzw7Zt27BkyRJOj6ereyXu37/P+jorK6teNVk+ffo0rl+/Di8vL2RmZuKHH37AlClTkJGRgbCwMJ1eGdIWsViMpKQkxMTEIDY2FmVlZejevTtGjx4NBwcHrY5NPlCqawv38mWYteGvv/6Ci4sL3Nzc1Nr/GBMTA2NjY7Rt2xYHDx5EcnIybGxs8NVXX6lVXpnUD1WlBPJZsZJojibOm3W9kiCpXQ11Qp6v3np1dXVP3vPnzzFs2DCcP38ejRo1wrhx47Bw4ULOj2+Yv0HVOHHiBOvrZs2awcvLS0uj4d/ly5exZs0aGBoa4tChQ3BxccHQoUMhlUob7ExSdaZOnYrOnTvjgw8+gI+PDywsLLQ9JKXU6TPXEC1cuBARERH4+eefa5w2cuTIEcTHx0MkEsHExASGhoYYO3YsEhISEBISAl9fXw2+A1IX2NnZITg4mFLp6zBNnDfreiVBUntu3ryJZs2aaXsYWsHHirj86t7mzZt1riYDV0KhECUlJcy1XnZ2tkrXfXTWUYJree26TJZalJiYyKQGUsBQuWHDhiEhIQGXLl1Cfn4+s49PF1Jx6OdWc4cOHVI7beT27dvYtGkT3r59i2+++QZ79+6FUChEr169VJqBI/XXo0ePkJSUhOHDh2P9+vVIT0+Ht7c3lWSvY/g6b9aXSoKEf15eXgq/UyUlJcwe8YaIjxXxNWvWQCgUIjY2lrVKWJNKoNo0evRorFixAi9evMCGDRuQkpKCb775hvPjKehTQll57blz59abggxCoRDFxcUoLS1Feno6U+ExNzdXJ4IYXTRp0iQAQEFBAWJjYxEeHo4dO3agbdu2cHJyYi4AtCErKwuzZ88GAOTn5zP/lkqlKCws1Nq46gI+0kaEQiH09PTQpEkTmJubQygUMvfR3xMB3vVw/PLLL3Hjxg0YGBggMDAQmzdvpqCvDuHzvFlfKgkS/q1YsYL1tUAgYBV6aoj4WBGvK0FddXr06AEbGxs8evQIEokEM2bMUKmiKwV9Sigrr717926FP8a6atSoUfD19YVYLMbQoUNhZmaGa9eu4ciRI1rfY6XrzMzM0L9/f7Rs2RLJycmIiorCo0ePtBr0BQcHa+211aVKVV1N4CNtRP77KcgjykgkEvTo0QPbtm1Dnz590KJFC4jFYm0Pi6iAz/NmxbLrFfcakYaL9vj+Pz5XxOvL5+rn54e1a9cyQa9EIsHChQuxefNmTo+noE+J169fMwEfAPTr1w8nT57U4oj41adPH9jZ2eH169dMI+rGjRtj1qxZ6Natm5ZHp5vu3LmDpKQkJCcn49mzZ+jUqRMcHBwwd+5cVosEbajLBzNtz2jzkTZCK62kOoaGhjhz5gzi4+Ph6emJP//8s05VjCOaO2/W5UqChGgSrYj/v5UrVzJFJuUny/X09NCrVy/Oz9Ng+vSpws/PD19//TWrvPbevXuxdu1aLY+MaMuaNWvg4OAABwcH2NjY0IoOz169eoWoqCiUlpYCeDd79fz5cyaA0qSYmBgmbcTBwUHltBH5vp7K1OWgnPAjPz8fFy9eRPfu3dG5c2eEhYWpXTGW1G31oZIgIbWJ/mbebRWYOnVqjR9PQZ8SDx8+RHBwsEJ57U6dOml5ZITUTytXrsT777+PlJQU9O7dG3fv3oWtra1Wqub+9NNPmDZtWq2/Lql/ZL35KrYBkrG3t6/lERFdIL+6N2nSpAa9X4sQLuT/ZiZOnNhgV8RFIhHi4uJQVFTEWgF1dXXl9HgK+iohEomovDYhtWTu3LkICgpCaGgo+vbti5YtW2LVqlXYuHFjrY9l8uTJOHDgQK2/Lql/QkJCMHPmTKxcuVLp/bJK0aRhGTNmDIRCIczMzFiVGutaJUFCNI1W99i2bNmCFy9ewMrKinXs+Pbbbzk9niKZCqKjo2FtbQ1LS0tkZ2fj4sWLsLGxgbu7OwV+hGiIrC1K69atkZmZqdVVdZoHI3yRFeXo27evVos9Ed1CQR0h1asvvfX49PjxYwQFBdX48RTFyDl9+jSuX78OLy8vZGZm4ocffsCUKVOQkZGBsLAwlXp3EUK4c3BwwJYtWzBx4kSsWbMGaWlpMDAw0MpYatr3UCQSIT4+Hq9fv65R2gWpv/766y8K+giD9vkSUr360luPT1ZWVigoKICZmVmNHk9Bn5zLly9jzZo1MDQ0xKFDh+Di4oKhQ4dCKpVi/vz52h4eIfXWiBEjUFJSAnNzc8yZMwf379/HF198obHXqyzdDgDKyspq9JxbtmxBYWGhQtoFBX3k/fffx8qVK9GpUyfWZIYmf8cJIaQua4hBXXXKysqYqvH6+vrM7Vy3ClDQV4GhoSEAIDExkZmZrenMPyGEG39/f2zduhUAYGNjw1TO1RRN9KN8+vSpWmkXpP6ST1em9GFCCKkerYgr+t///qfW4ynokyMUClFcXIzS0lKkp6fDyckJwLuS7FSinxDNadeuHaKiotCxY0fWSogqzVdVoYmqiZaWlio3jCUNQ25uLueN9oQQQogy6l67UNAnZ9SoUfD19YVYLMbQoUNhZmaGa9eu4ciRIxpZGSCEvJOSkoKUlBTWbXUlZ1+WKvrq1SssWLAA7du3Z00SUYVGkpWVhdLSUipEQAghRGXyDdmV4dqonlo2VJCfn4/Xr1+jXbt2AIC7d+/C0NAQ3bp10/LICKm/ioqKmL6YMs+fP4eFhYWWRsRdZT3YZKgXG1m6dCmys7PRunVr1ko2TQgQQgipLRT0EUK05sWLFwCAgIAALFmyhLldLBYjICCgTu2R27dvHzw9PVm3bd++HbNnz9bSiIiuoObshBBCtI3SOwkhWnP8+HEkJiaioKCAteohFArh7OysxZFxt2vXLjx79gxpaWnIyspibpdIJCguLtbiyIiusLe3R3p6OkpLSyGVSiGRSPD8+XMK+gghhNQaWukjhGjdb7/9hlGjRml7GDXy/Plz5ObmYv/+/Zg6dSpzu56eHqytrRXSVknDs2vXLty/fx9FRUWwsrJCRkYGunTpAj8/P20PjRBCSANBK32EEK0bNmwYwsPDUVRUxLq9LvQxs7CwgIWFBUxNTWnlhigVHx+P4OBg7Nu3D25ubnj79i1CQ0O1PSxCCCENCPUhIIRo3datW5GYmAiJRAKpVMr8V5eUlZUxexQJkde8eXM0atQI1tbWyMzMhK2tLUpKSrQ9LEIIIQ0IrfQRQrSusLAQy5cv1/Yw1PLy5Ut4eXnBxMQEBgYGkEqldabtBNEsMzMznDp1Ct27d0dYWBgAoLy8XMujIoQQ0pDQnj5CiNZt374dn332GdMqpS7Kzc1Veru5uXktj4TomtLSUty9exf9+vVDeHg44uLiMGLECGoFRAghpNZQ0EcI0bpFixYhIyMDpqam0NfXr5OrZFKpFBEREYiPj4dYLIaDgwOGDx/OatROGha+GuoSQggh6qKgjxCidfVhlezgwYPIzs7GkCFDIJVKcenSJVhYWGDKlCnaHhrRAb6+vtiwYYO2h0EIIaSBoiloQojWmZubIzk5GRcuXICxsTHu379fpwI+AIiLi4OPjw969eqF3r17Y8GCBYiNjdX2sIiOEAgE2h4CIYSQBoyCPkKI1h06dAh3797FrVu3IBaLERkZWedK2ovFYojFYtbXlNpJZCiphhBCiDbRFQkhROtiY2Ph7e0NfX19NG3aFMuWLcO9e/e0PSyV9O/fHytXrsS5c+dw7tw5rFq1Ch9++KG2h0V0BK30EUII0SZq2UAI0TrZBbHs/+Xl5XVulczd3R02NjaIj4+HVCqFu7s7nJ2dtT0sokVeXl7M73R+fj5mz54NAHWyUBEhhJC6jQq5EEK07rfffkNaWhpSU1Ph5uaGqKgofPDBB3B3d9f20KpVXUP2Fi1a1NJIiK6prECRTF3bt0oIIaTuoqCPEKITYmJiEB8fD4lEAgcHB7i4uGh7SJzIVnPkD6UCgQAFBQUQiURUlp8QQgghWkdBHyFEq4qKiiCRSGBsbAwASExMRJs2bZiv65rS0lKEhoYiNjYWM2fOhKOjo7aHRAghhJAGrm5tmiGE1Cvp6emYP38+0tLSmNvi4uKwcOFCZGZmanFkNRMfHw8fHx8AwKZNmyjgI4QQQohOoJU+QojWrFq1Ch4eHujWrRvr9piYGJw5cwbLly/X0shUQ6t7hBBCCNFltNJHCNGa4uJihYAPAHr06IFXr15pYUSqk1/d27x5MwV8hBBCCNE51LKBEKI1IpEIEolEoT2DRCKBSCTS0qhUs2bNGgiFQsTGxjLBH0Bl+QkhhBCiOyjoI4Rojb29PX755ReMHj2adfvJkydha2urpVGphoI6QgghhOg62tNHCNGaN2/eICAgAHl5eWjXrh0MDAyQnp4OY2NjLFq0CEZGRtoeIiGEEEJInUdBHyFEq6RSKRITE5Geng6BQABbW1t07dpV28MihBBCCKk3KOgjhBBCCCGEkHqMqncSQgghhBBCSD1GQR8hhBBCCCGE1GMU9BFCCKlVAQEBePLkSZXfs2PHDpw+fVrpfaNHj9ZoH0dNPn9qaiq8vLxq/HgvLy+kpqbyOCL+7N27F8ePH9f2MAghhChBLRsIIYTUqiVLlmh7CIQQQkiDQkEfIYSQGktMTMTRo0dhYWGBrKwsiMViTJ8+HR07dkRYWBgePHgAiUSC9u3bY+rUqWjatCm8vLwwf/582Nra4rfffsPFixfRpEkTdO3aFbdv38aOHTsAAA8fPsSyZcvw8uVLtGnTBt999x0aN24MADh69ChSU1MhkUgwduxYuLi4AAB++eUXXL16FUKhEK1atcLXX38NU1NTrFixAsOHD0efPn0AgPX1+PHj0atXL2RmZuK7774DABw/fhwpKSkoKirCZ599huHDh1f5/Hl5edizZw9yc3MBAK6urhg5ciQA4Pz58/jjjz/QtGlTtGnThtPn+vTpU+zZswcvX76EQCCAh4cH+vXrx/qeO3fu4OTJkxCJRDA0NMTEiRNhZ2eHwsJC7N69Gy9fvkRhYSHMzc0xb948mJiYwMvLC66urkhISMCLFy8wcOBAjB07FqWlpdi5cyeys7Ohp6eHDh06YMaMGdDT06v0dUpKSrBr1y5kZmbCzMwMQqEQnTt3VufXiRBCiIZQ0EcIIUQtKSkp+Prrr9G+fXucOXMGR44cQffu3SEUCrF+/XoIBAIcPnwYhw8fxrRp05jHxcTEIDIyEgEBAWjatCl27drFet78/Hz4+/tDX18fS5Yswa1btzBw4EAAgIWFBWbMmIHHjx9jxYoVCAoKQnR0NGJiYhAQEIDGjRvj+PHj2LFjB/z8/Kocv0gkQq9evTB//nzmNktLS0ybNg3p6elYtmwZhg0bhsuXL1f6/Nu2bUPv3r3x6aefoqSkBP7+/nj//fdhZWWFEydOYOPGjTA1NcXu3bs5fabBwcEYMmQIPvnkE7x48QIrV65Ejx49mPuzs7Nx5MgRrFixAs2aNUNWVhZWr16Nbdu24dq1a7Czs8OoUaMglUqxfv16REVF4bPPPgMAlJaWYtWqVcjPz4e3tzeGDBmCpKQkvHnzBhs3boREIsHu3bvx/PlzSKXSSl/n+PHjMDAwQFBQEF6/fo1FixZR0EcIITqKgj5CCCFqMTc3R/v27QEAHTp0QGRkJKKjo1FSUoK4uDgA7wIrExMT1uPu3buHPn364L333gMAfPLJJ0hISGDu7927NwwNDQEAbdq0wcuXL5n7Pv74YwBA27ZtYW1tjYcPH+LevXsYNGgQsxro5uaG6dOnQyQSVfseunTpwvq6f//+AID27dujvLwcb968qfT5S0pKkJycjGXLlgEAmjZtCldXV9y7dw/5+flwdHSEqakpAGDYsGGIjY2tcixFRUXIyMjA0KFDAQAtWrTADz/8wPqeuLg4FBYWYtWqVcxtAoEAOTk5cHNzw4MHD3D27FlkZ2fj8ePH6NixI+tzBYDmzZvDxMQERUVF6NKlCxPcOTo6YsSIEWjZsiX++uuvSl8nPj4eU6ZMgUAggLGxMfO8hBBCdA8FfYQQQtRiYGDA/FsgEAAAJBIJpkyZgp49ewJ4t7pUVlbGepxQKGR9raenV+n9AoEA8m1l5b9XKpVCKBRCIpEwry+7XSwWQyqVKjy+YiAoC+Qqvrbs+aRSaaXPL/u3vMruq/ielan4OQDv0j1btGjBfC2RSODg4IB58+Yxt7148QLNmzdHWFgYUlNTMXjwYHTr1o35DGQq/rykUiksLCywbds2JCYmIiEhAatXr8aMGTOqfJ2avDdCCCHaQdU7CSGE8M7JyQnh4eEQiUSQSCTYtWsXDh8+zPoeZ2dn3Lx5EyUlJQCAixcvcn7+yMhIAEBaWhpycnLQqVMn9OjRA5cuXUJpaSkA4Ny5c+jatSv09fXRrFkzpurlkydPkJmZqfJ7quz5mzZtCjs7O/z1118AgJKSEkRFRcHR0RFOTk6Ii4tDXl4ea9xVadq0KWxsbPDPP/8AeBdkLV++nPmcAKB79+6Ii4vDv//+CwC4e/cuFi5ciLKyMsTGxsLNzQ0DBw6EiYkJ4uLiIJFIqnzN8+fPY+fOnXBycsKECRPg5OSE9PT0Kl+nZ8+euHjxIiQSCYqKinDnzh3VPlBCCCG1hlb6CCGE8O6LL75AaGgofH19mUIukyZNYn2Pg4MDhg4dCj8/PxgaGsLa2ppJ56zOs2fP4OvrC4FAgDlz5sDIyAhDhgxBXl4eli5dCqlUCktLS6Ywi4eHB3bs2IEFCxagdevWsLe3V/k9VfX83t7e2Lt3Ly5dugSRSIT+/ftj0KBBEAgEmDBhAlatWoUmTZqw0iyrMmfOHPz0008IDw8HAMycOZNJEQUAa2trzJgxA0FBQQDerQ76+vqicePG+OKLL3Dw4EEcO3YMQqEQXbp0QU5OTpWvN3DgQCQmJmL+/PkwMDBAixYt8N///hdGRkaVvs6XX36JPXv2YN68eTA2NuZcpIYQQkjtE0gr5qQQQgghtSA1NRXJyclwc3MDAJw9exYpKSmsVEJCCCGEqI+CPkIIIVohK/kvSx1s0aIFZs6cyewXq88uX75cafP5AQMGMO0eCCGEED5Q0EcIIYQQQggh9RgVciGEEEIIIYSQeoyCPkIIIYQQQgipxyjoI4QQQgghhJB6jII+QgghhBBCCKnHKOgjhBBCCCGEkHrs/wDe5CbG6k7v/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "objects = neighbourhoodPrice_DF['neighbourhood_cleansed']\n",
    "y_pos = neighbourhoodPrice_DF['Median_Price']\n",
    "\n",
    "neighbourhoodPrice_DF.plot(kind='bar', \n",
    "           x='neighbourhood_cleansed',\n",
    "           y='Median_Price',\n",
    "           color = '#66c2ff', \n",
    "           figsize =(15,8), \n",
    "           title = 'Seattle Neighborhood Median price', \n",
    "           legend = False)\n",
    "\n",
    "plt.ylabel('Median Price')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By analyzing the number of listings and prices for each neighborhood, we can get a clearer understanding of which neighbourhoods have a lot of expensive listings. Looking at the analysis done so far, we can see that certain neighbourhoods are indeed more 'expensive' than others. However, some of those neighbourhoods do not have as many listings as other expensive neighbourhoods. Since our problem was to identify factors that make a listing more expensive, we can infer that these neighbourhoods tend to have more expensive listings. However, a more thorough inference would be to identify neighbourhoods that have both a higher number of listings and higher price as lower number of listings would mean fewer available listing for a customer to choose.\n",
    "\n",
    "As such, neighbourhoods such as 'Belltown', 'West Queen Anne' are neighbourhoods that have a lot of expensive listings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}