zomato EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Breakdown of this notebook:\n",
    "1. **Loading the dataset:** Load the data and import the libraries. <br>\n",
    "2. **Data Cleaning:** <br>\n",
    " - Deleting redundant columns.\n",
    " - Renaming the columns.\n",
    " - Dropping duplicates.\n",
    " - Cleaning individual columns.\n",
    " - Remove the NaN values from the dataset\n",
    " - #Some Transformations\n",
    "3. **Regression Analysis**\n",
    " - Linear Regression\n",
    " - Decision Tree Regression\n",
    " - Random Forest Regression\n",
    "4. **Data Visualization:** Using plots to find relations between the features.\n",
    " - Restaurants delivering Online or not\n",
    " - Restaurants allowing table booking or not\n",
    " - Table booking Rate vs Rate\n",
    " - Best Location\n",
    " - Relation between Location and Rating\n",
    " - Restaurant Type\n",
    " - Gaussian Rest type and Rating\n",
    " - Types of Services\n",
    " - Relation between Type and Rating\n",
    " - Cost of Restuarant\n",
    " - No. of restaurants in a Location\n",
    " - Restaurant type\n",
    " - Most famous restaurant chains in Bengaluru "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The basic idea is analyzing the <font color=blue>Buisness Problem of Zomato </font> to get a fair idea about the factors affecting the establishment of different types of restaurant at different places in Bengaluru, aggregate rating of each restaurant and many more. I have provided the link to download the dataset at the end of this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Importing Libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sb\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "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>url</th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>phone</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>dish_liked</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>080 42297555\\r\\n+91 9743772233</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>080 41714161</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>+91 9663487993</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>+91 9620009302</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>Masala Dosa</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zomato.com/bangalore/grand-village...</td>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>+91 8026612447\\r\\n+91 9901210005</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Panipuri, Gol Gappe</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  \\\n",
       "0  https://www.zomato.com/bangalore/jalsa-banasha...   \n",
       "1  https://www.zomato.com/bangalore/spice-elephan...   \n",
       "2  https://www.zomato.com/SanchurroBangalore?cont...   \n",
       "3  https://www.zomato.com/bangalore/addhuri-udupi...   \n",
       "4  https://www.zomato.com/bangalore/grand-village...   \n",
       "\n",
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes                             phone  \\\n",
       "0          Yes        Yes  4.1/5    775    080 42297555\\r\\n+91 9743772233   \n",
       "1          Yes         No  4.1/5    787                      080 41714161   \n",
       "2          Yes         No  3.8/5    918                    +91 9663487993   \n",
       "3           No         No  3.7/5     88                    +91 9620009302   \n",
       "4           No         No  3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n",
       "\n",
       "       location            rest_type  \\\n",
       "0  Banashankari        Casual Dining   \n",
       "1  Banashankari        Casual Dining   \n",
       "2  Banashankari  Cafe, Casual Dining   \n",
       "3  Banashankari          Quick Bites   \n",
       "4  Basavanagudi        Casual Dining   \n",
       "\n",
       "                                          dish_liked  \\\n",
       "0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n",
       "1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n",
       "2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n",
       "3                                        Masala Dosa   \n",
       "4                                Panipuri, Gol Gappe   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#reading the dataset\n",
    "zomato_real=pd.read_csv(\"zomato.csv\")\n",
    "zomato_real.head() # prints the first 5 rows of a DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 51717 entries, 0 to 51716\n",
      "Data columns (total 17 columns):\n",
      "url                            51717 non-null object\n",
      "address                        51717 non-null object\n",
      "name                           51717 non-null object\n",
      "online_order                   51717 non-null object\n",
      "book_table                     51717 non-null object\n",
      "rate                           43942 non-null object\n",
      "votes                          51717 non-null int64\n",
      "phone                          50509 non-null object\n",
      "location                       51696 non-null object\n",
      "rest_type                      51490 non-null object\n",
      "dish_liked                     23639 non-null object\n",
      "cuisines                       51672 non-null object\n",
      "approx_cost(for two people)    51371 non-null object\n",
      "reviews_list                   51717 non-null object\n",
      "menu_item                      51717 non-null object\n",
      "listed_in(type)                51717 non-null object\n",
      "listed_in(city)                51717 non-null object\n",
      "dtypes: int64(1), object(16)\n",
      "memory usage: 6.7+ MB\n"
     ]
    }
   ],
   "source": [
    "zomato_real.info() # Looking at the information about the dataset, datatypes of the coresponding columns and missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Deleting Unnnecessary Columns\n",
    "zomato=zomato_real.drop(['url','dish_liked','phone'],axis=1) #Dropping the column \"dish_liked\", \"phone\", \"url\" and saving the new dataset as \"zomato\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>phone</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>dish_liked</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>080 42297555\\r\\n+91 9743772233</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>080 41714161</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>+91 9663487993</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>+91 9620009302</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>Masala Dosa</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zomato.com/bangalore/grand-village...</td>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>+91 8026612447\\r\\n+91 9901210005</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Panipuri, Gol Gappe</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  \\\n",
       "0  https://www.zomato.com/bangalore/jalsa-banasha...   \n",
       "1  https://www.zomato.com/bangalore/spice-elephan...   \n",
       "2  https://www.zomato.com/SanchurroBangalore?cont...   \n",
       "3  https://www.zomato.com/bangalore/addhuri-udupi...   \n",
       "4  https://www.zomato.com/bangalore/grand-village...   \n",
       "\n",
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes                             phone  \\\n",
       "0          Yes        Yes  4.1/5    775    080 42297555\\r\\n+91 9743772233   \n",
       "1          Yes         No  4.1/5    787                      080 41714161   \n",
       "2          Yes         No  3.8/5    918                    +91 9663487993   \n",
       "3           No         No  3.7/5     88                    +91 9620009302   \n",
       "4           No         No  3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n",
       "\n",
       "       location            rest_type  \\\n",
       "0  Banashankari        Casual Dining   \n",
       "1  Banashankari        Casual Dining   \n",
       "2  Banashankari  Cafe, Casual Dining   \n",
       "3  Banashankari          Quick Bites   \n",
       "4  Basavanagudi        Casual Dining   \n",
       "\n",
       "                                          dish_liked  \\\n",
       "0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n",
       "1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n",
       "2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n",
       "3                                        Masala Dosa   \n",
       "4                                Panipuri, Gol Gappe   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_real.head() # looking at the dataset after transformation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>url</th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>phone</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>dish_liked</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>080 42297555\\r\\n+91 9743772233</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>080 41714161</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>+91 9663487993</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>+91 9620009302</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>Masala Dosa</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zomato.com/bangalore/grand-village...</td>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>+91 8026612447\\r\\n+91 9901210005</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Panipuri, Gol Gappe</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  \\\n",
       "0  https://www.zomato.com/bangalore/jalsa-banasha...   \n",
       "1  https://www.zomato.com/bangalore/spice-elephan...   \n",
       "2  https://www.zomato.com/SanchurroBangalore?cont...   \n",
       "3  https://www.zomato.com/bangalore/addhuri-udupi...   \n",
       "4  https://www.zomato.com/bangalore/grand-village...   \n",
       "\n",
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes                             phone  \\\n",
       "0          Yes        Yes  4.1/5    775    080 42297555\\r\\n+91 9743772233   \n",
       "1          Yes         No  4.1/5    787                      080 41714161   \n",
       "2          Yes         No  3.8/5    918                    +91 9663487993   \n",
       "3           No         No  3.7/5     88                    +91 9620009302   \n",
       "4           No         No  3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n",
       "\n",
       "       location            rest_type  \\\n",
       "0  Banashankari        Casual Dining   \n",
       "1  Banashankari        Casual Dining   \n",
       "2  Banashankari  Cafe, Casual Dining   \n",
       "3  Banashankari          Quick Bites   \n",
       "4  Basavanagudi        Casual Dining   \n",
       "\n",
       "                                          dish_liked  \\\n",
       "0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n",
       "1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n",
       "2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n",
       "3                                        Masala Dosa   \n",
       "4                                Panipuri, Gol Gappe   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Removing the Duplicates\n",
    "zomato.duplicated().sum()\n",
    "zomato.drop_duplicates(inplace=True)\n",
    "zomato_real.head() # looking at the dataset after transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 43499 entries, 0 to 51716\n",
      "Data columns (total 14 columns):\n",
      "address                        43499 non-null object\n",
      "name                           43499 non-null object\n",
      "online_order                   43499 non-null object\n",
      "book_table                     43499 non-null object\n",
      "rate                           43499 non-null object\n",
      "votes                          43499 non-null int64\n",
      "location                       43499 non-null object\n",
      "rest_type                      43499 non-null object\n",
      "cuisines                       43499 non-null object\n",
      "approx_cost(for two people)    43499 non-null object\n",
      "reviews_list                   43499 non-null object\n",
      "menu_item                      43499 non-null object\n",
      "listed_in(type)                43499 non-null object\n",
      "listed_in(city)                43499 non-null object\n",
      "dtypes: int64(1), object(13)\n",
      "memory usage: 5.0+ MB\n"
     ]
    }
   ],
   "source": [
    "#Remove the NaN values from the dataset\n",
    "zomato.isnull().sum()\n",
    "zomato.dropna(how='any',inplace=True)\n",
    "zomato.info() #.info() function is used to get a concise summary of the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n",
       "       'location', 'rest_type', 'cuisines', 'approx_cost(for two people)',\n",
       "       'reviews_list', 'menu_item', 'listed_in(type)', 'listed_in(city)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reading Column Names\n",
    "zomato.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n",
       "       'location', 'rest_type', 'cuisines', 'cost', 'reviews_list',\n",
       "       'menu_item', 'type', 'city'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Changing the column names\n",
    "zomato = zomato.rename(columns={'approx_cost(for two people)':'cost','listed_in(type)':'type',\n",
    "                                  'listed_in(city)':'city'})\n",
    "zomato.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 43499 entries, 0 to 51716\n",
      "Data columns (total 14 columns):\n",
      "address         43499 non-null object\n",
      "name            43499 non-null object\n",
      "online_order    43499 non-null object\n",
      "book_table      43499 non-null object\n",
      "rate            43499 non-null object\n",
      "votes           43499 non-null int64\n",
      "location        43499 non-null object\n",
      "rest_type       43499 non-null object\n",
      "cuisines        43499 non-null object\n",
      "cost            43499 non-null float64\n",
      "reviews_list    43499 non-null object\n",
      "menu_item       43499 non-null object\n",
      "type            43499 non-null object\n",
      "city            43499 non-null object\n",
      "dtypes: float64(1), int64(1), object(12)\n",
      "memory usage: 5.0+ MB\n"
     ]
    }
   ],
   "source": [
    "#Some Transformations\n",
    "zomato['cost'] = zomato['cost'].astype(str) #Changing the cost to string\n",
    "zomato['cost'] = zomato['cost'].apply(lambda x: x.replace(',','.')) #Using lambda function to replace ',' from cost\n",
    "zomato['cost'] = zomato['cost'].astype(float) # Changing the cost to Float\n",
    "zomato.info() # looking at the dataset information after transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['4.1/5', '3.8/5', '3.7/5', '3.6/5', '4.6/5', '4.0/5', '4.2/5',\n",
       "       '3.9/5', '3.1/5', '3.0/5', '3.2/5', '3.3/5', '2.8/5', '4.4/5',\n",
       "       '4.3/5', 'NEW', '2.9/5', '3.5/5', '2.6/5', '3.8 /5', '3.4/5',\n",
       "       '4.5/5', '2.5/5', '2.7/5', '4.7/5', '2.4/5', '2.2/5', '2.3/5',\n",
       "       '3.4 /5', '-', '3.6 /5', '4.8/5', '3.9 /5', '4.2 /5', '4.0 /5',\n",
       "       '4.1 /5', '3.7 /5', '3.1 /5', '2.9 /5', '3.3 /5', '2.8 /5',\n",
       "       '3.5 /5', '2.7 /5', '2.5 /5', '3.2 /5', '2.6 /5', '4.5 /5',\n",
       "       '4.3 /5', '4.4 /5', '4.9/5', '2.1/5', '2.0/5', '1.8/5', '4.6 /5',\n",
       "       '4.9 /5', '3.0 /5', '4.8 /5', '2.3 /5', '4.7 /5', '2.4 /5',\n",
       "       '2.1 /5', '2.2 /5', '2.0 /5', '1.8 /5'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Reading uninque values from the Rate column\n",
    "zomato['rate'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4.1\n",
       "1    4.1\n",
       "2    3.8\n",
       "3    3.7\n",
       "4    3.8\n",
       "Name: rate, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Removing '/5' from Rates\n",
    "zomato = zomato.loc[zomato.rate !='NEW']\n",
    "zomato = zomato.loc[zomato.rate !='-'].reset_index(drop=True)\n",
    "remove_slash = lambda x: x.replace('/5', '') if type(x) == np.str else x\n",
    "zomato.rate = zomato.rate.apply(remove_slash).str.strip().astype('float')\n",
    "zomato['rate'].head() # looking at the dataset after transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>url</th>\n",
       "      <th>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>phone</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>dish_liked</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>approx_cost(for two people)</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>listed_in(type)</th>\n",
       "      <th>listed_in(city)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://www.zomato.com/bangalore/jalsa-banasha...</td>\n",
       "      <td>942, 21st Main Road, 2nd Stage, Banashankari, ...</td>\n",
       "      <td>Jalsa</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>775</td>\n",
       "      <td>080 42297555\\r\\n+91 9743772233</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Pasta, Lunch Buffet, Masala Papad, Paneer Laja...</td>\n",
       "      <td>North Indian, Mughlai, Chinese</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  A beautiful place to ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>https://www.zomato.com/bangalore/spice-elephan...</td>\n",
       "      <td>2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...</td>\n",
       "      <td>Spice Elephant</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4.1/5</td>\n",
       "      <td>787</td>\n",
       "      <td>080 41714161</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Momos, Lunch Buffet, Chocolate Nirvana, Thai G...</td>\n",
       "      <td>Chinese, North Indian, Thai</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Had been here for din...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>https://www.zomato.com/SanchurroBangalore?cont...</td>\n",
       "      <td>1112, Next to KIMS Medical College, 17th Cross...</td>\n",
       "      <td>San Churro Cafe</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>918</td>\n",
       "      <td>+91 9663487993</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Cafe, Casual Dining</td>\n",
       "      <td>Churros, Cannelloni, Minestrone Soup, Hot Choc...</td>\n",
       "      <td>Cafe, Mexican, Italian</td>\n",
       "      <td>800</td>\n",
       "      <td>[('Rated 3.0', \"RATED\\n  Ambience is not that ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>https://www.zomato.com/bangalore/addhuri-udupi...</td>\n",
       "      <td>1st Floor, Annakuteera, 3rd Stage, Banashankar...</td>\n",
       "      <td>Addhuri Udupi Bhojana</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.7/5</td>\n",
       "      <td>88</td>\n",
       "      <td>+91 9620009302</td>\n",
       "      <td>Banashankari</td>\n",
       "      <td>Quick Bites</td>\n",
       "      <td>Masala Dosa</td>\n",
       "      <td>South Indian, North Indian</td>\n",
       "      <td>300</td>\n",
       "      <td>[('Rated 4.0', \"RATED\\n  Great food and proper...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>https://www.zomato.com/bangalore/grand-village...</td>\n",
       "      <td>10, 3rd Floor, Lakshmi Associates, Gandhi Baza...</td>\n",
       "      <td>Grand Village</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3.8/5</td>\n",
       "      <td>166</td>\n",
       "      <td>+91 8026612447\\r\\n+91 9901210005</td>\n",
       "      <td>Basavanagudi</td>\n",
       "      <td>Casual Dining</td>\n",
       "      <td>Panipuri, Gol Gappe</td>\n",
       "      <td>North Indian, Rajasthani</td>\n",
       "      <td>600</td>\n",
       "      <td>[('Rated 4.0', 'RATED\\n  Very good restaurant ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Buffet</td>\n",
       "      <td>Banashankari</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url  \\\n",
       "0  https://www.zomato.com/bangalore/jalsa-banasha...   \n",
       "1  https://www.zomato.com/bangalore/spice-elephan...   \n",
       "2  https://www.zomato.com/SanchurroBangalore?cont...   \n",
       "3  https://www.zomato.com/bangalore/addhuri-udupi...   \n",
       "4  https://www.zomato.com/bangalore/grand-village...   \n",
       "\n",
       "                                             address                   name  \\\n",
       "0  942, 21st Main Road, 2nd Stage, Banashankari, ...                  Jalsa   \n",
       "1  2nd Floor, 80 Feet Road, Near Big Bazaar, 6th ...         Spice Elephant   \n",
       "2  1112, Next to KIMS Medical College, 17th Cross...        San Churro Cafe   \n",
       "3  1st Floor, Annakuteera, 3rd Stage, Banashankar...  Addhuri Udupi Bhojana   \n",
       "4  10, 3rd Floor, Lakshmi Associates, Gandhi Baza...          Grand Village   \n",
       "\n",
       "  online_order book_table   rate  votes                             phone  \\\n",
       "0          Yes        Yes  4.1/5    775    080 42297555\\r\\n+91 9743772233   \n",
       "1          Yes         No  4.1/5    787                      080 41714161   \n",
       "2          Yes         No  3.8/5    918                    +91 9663487993   \n",
       "3           No         No  3.7/5     88                    +91 9620009302   \n",
       "4           No         No  3.8/5    166  +91 8026612447\\r\\n+91 9901210005   \n",
       "\n",
       "       location            rest_type  \\\n",
       "0  Banashankari        Casual Dining   \n",
       "1  Banashankari        Casual Dining   \n",
       "2  Banashankari  Cafe, Casual Dining   \n",
       "3  Banashankari          Quick Bites   \n",
       "4  Basavanagudi        Casual Dining   \n",
       "\n",
       "                                          dish_liked  \\\n",
       "0  Pasta, Lunch Buffet, Masala Papad, Paneer Laja...   \n",
       "1  Momos, Lunch Buffet, Chocolate Nirvana, Thai G...   \n",
       "2  Churros, Cannelloni, Minestrone Soup, Hot Choc...   \n",
       "3                                        Masala Dosa   \n",
       "4                                Panipuri, Gol Gappe   \n",
       "\n",
       "                         cuisines approx_cost(for two people)  \\\n",
       "0  North Indian, Mughlai, Chinese                         800   \n",
       "1     Chinese, North Indian, Thai                         800   \n",
       "2          Cafe, Mexican, Italian                         800   \n",
       "3      South Indian, North Indian                         300   \n",
       "4        North Indian, Rajasthani                         600   \n",
       "\n",
       "                                        reviews_list menu_item  \\\n",
       "0  [('Rated 4.0', 'RATED\\n  A beautiful place to ...        []   \n",
       "1  [('Rated 4.0', 'RATED\\n  Had been here for din...        []   \n",
       "2  [('Rated 3.0', \"RATED\\n  Ambience is not that ...        []   \n",
       "3  [('Rated 4.0', \"RATED\\n  Great food and proper...        []   \n",
       "4  [('Rated 4.0', 'RATED\\n  Very good restaurant ...        []   \n",
       "\n",
       "  listed_in(type) listed_in(city)  \n",
       "0          Buffet    Banashankari  \n",
       "1          Buffet    Banashankari  \n",
       "2          Buffet    Banashankari  \n",
       "3          Buffet    Banashankari  \n",
       "4          Buffet    Banashankari  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Adjust the column names\n",
    "zomato.name = zomato.name.apply(lambda x:x.title())\n",
    "zomato.online_order.replace(('Yes','No'),(True, False),inplace=True)\n",
    "zomato.book_table.replace(('Yes','No'),(True, False),inplace=True)\n",
    "zomato_real.head() # looking at the dataset after transformation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([800.  , 300.  , 600.  , 700.  , 550.  , 500.  , 450.  , 650.  ,\n",
       "       400.  , 900.  , 200.  , 750.  , 150.  , 850.  , 100.  ,   1.2 ,\n",
       "       350.  , 250.  , 950.  ,   1.  ,   1.5 ,   1.3 , 199.  ,   1.1 ,\n",
       "         1.6 , 230.  , 130.  ,   1.7 ,   1.35,   2.2 ,   1.4 ,   2.  ,\n",
       "         1.8 ,   1.9 , 180.  , 330.  ,   2.5 ,   2.1 ,   3.  ,   2.8 ,\n",
       "         3.4 ,  50.  ,  40.  ,   1.25,   3.5 ,   4.  ,   2.4 ,   2.6 ,\n",
       "         1.45,  70.  ,   3.2 , 240.  ,   6.  ,   1.05,   2.3 ,   4.1 ,\n",
       "       120.  ,   5.  ,   3.7 ,   1.65,   2.7 ,   4.5 ,  80.  ])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato.cost.unique() # cheking the unique costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>address</th>\n",
       "      <th>name</th>\n",
       "      <th>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>rate</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>reviews_list</th>\n",
       "      <th>menu_item</th>\n",
       "      <th>type</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.1</td>\n",
       "      <td>787</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>800.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>918</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>800.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   address  name  online_order  book_table  rate  votes  location  rest_type  \\\n",
       "0        0     0             0           0   4.1    775         0          0   \n",
       "1        1     1             0           1   4.1    787         0          0   \n",
       "2        2     2             0           1   3.8    918         0          1   \n",
       "3        3     3             1           1   3.7     88         0          2   \n",
       "4        4     4             1           1   3.8    166         1          0   \n",
       "\n",
       "   cuisines   cost  reviews_list  menu_item  type  city  \n",
       "0         0  800.0             0          0     0     0  \n",
       "1         1  800.0             1          0     0     0  \n",
       "2         2  800.0             2          0     0     0  \n",
       "3         3  300.0             3          0     0     0  \n",
       "4         4  600.0             4          0     0     0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Encode the input Variables\n",
    "def Encode(zomato):\n",
    "    for column in zomato.columns[~zomato.columns.isin(['rate', 'cost', 'votes'])]:\n",
    "        zomato[column] = zomato[column].factorize()[0]\n",
    "    return zomato\n",
    "\n",
    "zomato_en = Encode(zomato.copy())\n",
    "zomato_en.head() # looking at the dataset after transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['address', 'name', 'online_order', 'book_table', 'rate', 'votes',\n",
       "       'location', 'rest_type', 'cuisines', 'cost', 'reviews_list',\n",
       "       'menu_item', 'type', 'city'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oG6MZv3EhPcc9ULpBX0dlX0/SLxfknvQYA5V9bzH3WKkeWB+9owMpF+JLJS4Pq/YDSIkx4F7ovVe4ja+mZVHZ083mdYDkGAMeNbxueMzVU1cw6rOXmL3zfdo+cBd/Ll9XJKYOj4RwrJj3+e3SV6uG6UpBe5muXEFXzba/OzRshM6nOjm7ii5P1/v64fnBx3gsfhfHlgGlFtfN3E7uTLpB7jxaTJsG9e1A1JFz5OXklWLk4ObrSZrVZ21ajAG3Qv3dzdeTNMt7QjOayE7LxMXTdvVE034dOLrO/DepZPnsumvSQ4z4ZT4Dlo3DtZr9L85W8vUix2pZak6MAadCnwHWqj/eg+StEQCkh58k5Z/DtN3/MW33f0xy2AGyTkVfd9//CZrJPl8VTLkPrIAnNU1rA7QFnldK1QLmYh5Q9QKaWZV9F1iuaVo7ILbQcdoDMzRNa6aUago8CnTRNC0QMAKDgUCglqZpLTRNawl8Ztl3KhCkaVoAUOy8uFJqlFJqn1Jq38eryu4E+z9DFfNaoaur6PTovHy5+uk8sr9fglP/UeDsWnCIKh5UGjiG7J+WF93XzlRxFbjFEJoP78nFLfvJsPqwsDt1C/EWW+b6ldLp9XjU9Ob8vpO8e990LkSc4t7pg0sW543cQnyqmDKFq3DPmAcwGY3sWfuXzev1AhuSk5XD5ZOXShxqsYoNX7ulMk7OTtw3diBrF68usv3C4bNM7vIss/tO4o+VGxm34qVSCvg2WddJKTwnPEvS2+V8n+ct9It/2/8BvnphKW/d8xLLHp6Lf7smtHnwrhIEeWtupY/fjGt1D3q88yxbJq4ovdx5Czm9+CbWrvv6jY7ZbWQoK554jbmdxrDn+zAGvDzUplibAV2pE1CfLSs2FHOQ23WTPKoUVZ4dQ/oHy4oUMxkSSRj0CEnPPEX68vepOn0mytW1SDl7KL7P3Dx3Fv6MuGfMAxiLyZ1+jWozYOpgvp7+UYljLer2Prusq+cX2IDcrBwSLEvudHodVWt6E73vJCvvfZnoiNN0nzGoFGO+jn+RY6oNvJsqrRoQbVkR4lzPF9dGtdnXehT7gkbh3qUFVTs2K3bf/xkmk32+Kpj/wj1Wzyulrl06rAMMBcI0TbsCoJRaDdxp2d4FGGj5/gvgNavj7NE07drdnT2ANsBeS/JxAeKBDUB9pdR7wC/AJkv5g8BXSqm1wNrigtQ0bQWwAiA34ex/Y11PGdJSDSj3gis1qqoXWlpSoTKJmC6dBpMRLfkKWmIMOi9fTJfPQiUXKg15iZw/V2OKOl3W4ZMRY6CKX8HVvMq+XmTEJt1gjwI12jTEt31jmg/riUNlZ/SODuRmZLNnYdGT5tKSEmvAvWZBe7v7eZMan1SoTCLuNb1JiTWg0+twdnMlM/n6yyMyk9LIybzKkd/NN/we3LiLdo+GlGrc3Yb2ocvjPQC4cOAMnjWrAScA8+xOcpxtHZJiEvHwK6inh583KfEFA9iOA7vRskcb3hk0r8jvatuvS6nPVnUfeg93W+I/d+AMXlZ/Ay9fL5LjbAfXSTGJeFrF7+XnRXK8AZ+6vlSrXZ25v5rvmfT09Wb2z6/zyoBppF4pWA5yKCwS/Xw9VTzdSLfjssxrjPEJ6Gv45P/sUN0H45WCq97K1RXHBv7U+NB8k77e24tqi18hYcLMMn2ARUqsAY+atv2iuP7vYdX/XW7S/wFSLf0vO+Mqkev/4Y5WDQj/8a8b7lNS6TEGqtQsyD1V/LzIjLu13APmh+bcu3ISe974nrjIM6UWV3KhNnb388pfJla4TEGOcSEzOb3Ivh5W+xZ3zMpebtRsWpeL+825P/LnnYz+vOB+xTu7tKDX2AdY+uhcjKU4g2JMuILOp3r+zzofH0yJBTMQytUVB39/PBe/Y97u5YX7KwtImTmdvJMn0HJzAcg7dRLj5Wj0teuQd/JEqcVn7e6b5M6Um+ROTz9vkq1yZ4eB3WjRow3vFsqdHr5ejPpwEp9PeJ+Ei6W/ciQt1oCb1Wetm58XaYViT4sx4FbTi7RYA0qvo5KbK1et3rvN+nXkmNUywKykdHIyr3Lit30AHP9lNwGPdiv12AvLjknEqVbBDKeTnxc5cUUvsLrfFUDtFwZy5IGZaJb+69W3A2kRJzFlXgUgaUskVVo3InVX+dy3KspOuc5YKaWCgZ5AJ03TWgGRwHFuPJdwvW0Z1ocGPtc0LdDy1VjTtDmapiUBrYAwYAzwsaX8vcD7mAdj4Uqp/8KA8z/FFH0GnZcvysMH9Hr0LTuTdzzcpozx2D50/pYrMq5uKG8/TEnxoNfj/PhE8g5sx3ik9J5o9W/EHziLu78vbnV80Dnqadi/Ixc2R9zSvlvGLefrDi/ydafx7Hrla06u+cuugyqAqANnqFbPF8/aPugd9bTq14mjm23b++jmcNoOvBuAlqEdOL3j5jfFHv0zgvqWq2YNu7Qg/lTUTfb4d7Z98TsLQqewIHQKBzbtoeOD5vj8gxqRlZZpM6gASL2SzNX0LPyDGgHQ8cG7ObDJ/OHZrFsrej/Tn+VPvZZ/D8Y1Silah3Zk34bSHVht+eI35oROZk7oZCI37aHzg8EA1A9qRGZaJimF4k+xxF/fEn/nB4OJ3LSX6BMXebHtSKZ0fY4pXZ8jKTaRufdNIfVKss29Ev6tGqKUKpNBFUDO0eM41qmFvqYvODjg2juErO078rdrGRlE93yQy/cP5vL9g8k+fLTMB1UAlyz938vS/wP7deJIof5/xKr/B9xC/9fpdflLBXUOepp1b03sydLt/8WJP3AW93pWuef+jpy7xdyjc9TT96MXObHmL878UrpP77x04Aw+Vm0c1K9zkTY+vDmc9pY2bmXVxkc2hxPUrzN6Jwe8avvgU8+Xi/tPX/eYWSkZOLu54OPvB0DjrgH5D8mo1bweDy94mo+feqPUn9CYd/w4DrVqo/M19/dKId3J3lGQM7SMDBIe7E/i4MdIHPwYuUeP5g+qlLs76MynSDo/P/S1a2OMuXy9X1Vi27/4nYWhU1gYOoWDm/bQwZI7690gd2anZ1HPkns6PHg3Bwvlzg8K5U6Xqq4899lU1r3+DWfD7TNAjDlwFi9/X9wt/b1Zv46cLtTfT/8RQcuB5tniJqHtubDDarChFI3v7WBzf5V5n0jqdmoKQL0uzUksg2V16ftP4+LvR6U61VGODlTr3xXD7/tsylRu4U+D10dzfPgicq36b3b0Fap2bA56HcpBT9VOzf7nlwJqmskuXxVNeQ8g3IEkTdMylVJNgI6YZ5eClVLeQCrwMHDAUv4f4DHgS8xL+67nT2CdUuptTdPilVJegBvmwVeOpmlrlFJngJVKKR1QR9O0rUqpv4FBQBWgTO8ynDx7EXsjD5KcnEqPAUN4buRQBvbrU5Yh3JjJRM4vn+E8bDrodORFbEW7EoVj94cxRZ/FeCIc4+kD6BsG4DL2TdBM5Pz+JWSlow/oiq5uExxcquAQaL7KlPPTckyxpf8kt+vRjCb+nvk5oV9NQel0nFi9jaST0bSdNJArB85xYXMEPq3q0/vjF6nk7krdXkG0nTCQ73tMLbMYrZmMJtbNWslTq6ah0+vY+10Ycaei6D3+IaIOnePoH+Hs/S6MxxY/x5Swt8lMTufrce/l7z/17yU4V3FB7+hA895t+XjoQuJPR7Nx0Tc8tvg57p81jHRDKt9Ptt+Sr8NbI2kR0pp525aQk5XDqskFy22mb3ydBaFTAPjm5Y8Z/uZz5kcGh+3niOWJeo/OHYmDkwPPfzkTMD8A45sZ5qUrDTs0JTk2kYRLpXO/SXEObo0gIKQ1i7YtJScrm0+t4p+z8Q3mhE4G4IuXP+LJN8fg5OzEobDI/CcCXk/bvh0JGdIHk9FIztUcPhj3jt3qUITRhOGN96j+3mug15Gx/ldyz17AffQIco6dIGt72f8bhOKYjCZ+mrWSp1dNQ1n1/z7jH+KSpf/v+S6Mxxc/x1RL///Sqv9PL9T/Pxq6kKToBEatmorOwQGdXsepfw6x65s/7V4XzWjir5mf0+/LKeZ/9WDJPe0mDuTKwXOc3xxB9Vb1uecjc+6p1zOI9hMG8m3PqTS8ryN+HRrj7FmFJg+bT7T/nPAhiZYnpZWEyWhizazPGL1quvmR9t9tJfZUFPeMf5hLh85y5I9wdn+3lcGLxzA97B3zI+3HLQEg9lQU+3/eydTNb2HKM/LDrM/QTBoaWrHHBPhu2keMWD4eTdPISsngW0vuuX/aYCq5VmLEMvNTBZOiE/jk6VJ6Oq7JSNp77+Dx2psonY6sXzdivHCeyiOeJPfEcXJ27rjurk4Brag84kk0oxFMJtLeWYyWVjYXQA5vjaR5SGvmWnLnF1a5Z9rG11lolTuHFZM7H5k7EkcnB8ZZcud5S+7sNuwefOr60vf5gfR93rz4572h80t1QKsZTWya9TmPrjL394PfbSPhVDR3TRhIzMFznP4jggOrt9Hv7WcYve0tspLTWTd2af7+d3RoQlqMgZRLtk9SDVv0Lf3efpYes4aQaUhj46QVpRbzdRlNnJ3+Mc2+mYnS64j7dgtZJy9RZ/JjpB84TdKmfdSdOQxdZWcar5gIQHZ0AsdHLCLx5124d21J4Na3QdNI3rqfpM37bvILxf8CVeSegbL85UpVwrz0rhbmOW8fYA7gD0wDYoD9gF7TtLFKKX/ga8wDwjXAy5qmVbHMfE3SNO0+q2M/ajmGDsjFPEOVhfm+qmszddOAP4CtmAd5CvhS07RFN4q7Ii8FzFkyvbxDKJEvPy3vawElc8ah4j6ONI2KGztANhXvype1OdVuffnYf9GShOo3L/QfVt9YIR84m++UvnQfUlCWpjWIKe8QSmTOmRrlHUKJ3KE5lXcIJXJ3TlZ5h1AinWPWFHf34n9O9qkddjk3rtSoc4Wo/zXlepaqaVo20LeYTWEUPFjCuvw5oJPVS4ssr4dZ9rEuuxoobr1W62JeK/r8VSGEEEIIIcTNVcBle/bwX3gqoBBCCCGEEEJUaBV7XZUQQgghhBCifJkq9u0CpUVmrIQQQgghhBCihGTGSgghhBBCCHH75B4rQGashBBCCCGEEKLEZMZKCCGEEEIIcftMMmMFMrASQgghhBBClIQsBQRkKaAQQgghhBBClJjMWAkhhBBCCCFunywFBGRgdVtylkwv7xBum9PzC8o7hBLx/mhmeYdQInsdcss7hP+30rSK3fbxsW7lHUKJmBy08g6hRHzyKnb8O3Q55R3CbTt7zLu8QyiRJMeK2/YA9TWn8g6hRC7jXN4hiP9HZGAlhBBCCCGEuG2aJv8gGGRgJYQQQgghhCgJeXgFIA+vEEIIIYQQQogSkxkrIYQQQgghxO2Th1cAMmMlhBBCCCGEECUmM1ZCCCGEEEKI2yf3WAEysBJCCCGEEEKUhEmeCgiyFFAIIYQQQgghSkxmrIQQQgghhBC3T5YCAjJjJYQQQgghhBAlJjNWQgghhBBCiNsnj1sHZGBVpvQNW+EUOhyUjryILeT+tb5omeYdcQp5CNAwxV4k+4f30PnWxanfSFQlFzCZyNm+FuPhnWVfgRt4ecFitv+zBy9PD9Z++UF5h1OsGiEBBM4bitLrOPd1GCeWbrDZXq1jE1rNG4J70zvY/cxSon/Zk7+t5YzH8O0ZCMCxt9cStX5XWYae7/HZT9IyJIicrBw+nbSUi0fOFSlTt0V9nnhzDE7OThzaGsk3cz+12d776ft5ZMYwXgx6gvSktLIKvULHDvDEnKdpHdKG7Kxs3p/0LucOny1Spn6LBox563mcnCsRsTWcz+Z8BEDdpvUYteBZnF2diY+KZ8kLi8lKzyrT+K+pGhzEHXOfAr2OhG82E/v+jzbbfYb0wWdEKBhNGDOyuPDSMq6eiiqT2Jp0a8WAWcPR6XXsWr2FLcttc6TeyYFBi8dQp4U/GcnprBr7LklRVwDo8Vx/OjwSgslo4qe5Kzmx/SA+9f0YtvSF/P2961Tnt7e/Z/unvwLQdXgfug7rg8lo5OiWSH5e9LVd6lUjJIAgS+45+3XxuSfQknt2FZN7/Cy552gZ5p6hc0YSGNKa7KxsVkxayvli+nu9FvUZ/dY4nJyd2L81gi/mfJK/rdeIUHoP64vRaGT/lnCImswiAAAgAElEQVS+XfgFegc9T732HPVa1EfnoOfvNWFsWPZjkeOWJvfgIOq98iRKpyP+mz+4vPQnm+2+o/pRfVBPtDwjeYmpnJnwPjnR5j51x4yhePRoA0D0O9+TuP4fu8ZqbficpwgMaUNOVjbLJy0ptv39WzTgmbeet7R/OJ/P+RiA55dOwq9+LQAqV61MRmoG00LHo3d04KkFz1I/oCGaycTncz/h2K7Ddq1HvW4BdJ9j7vuHvg1jzzLbvq93cqDv289Qo6U/V5PS2DBmKalRCegc9fReOJIaAf5oJhNb53zJpV3H7BrrzdzsHKLR6L74DwrBlGckJzGVfRM+IjMqoXyCFeVGlgKWFaVwuu9Jrn6xiKylE9G37ILyqWVbxMsXx7v7k/XxbLKWTib7188B0HJzyF6zjKylk7n6xSKc+g4DZ9fyqMV1DQjtxQeL55d3GNenUwQtGMHfg1/n925TqDOgE2532rZ/ZlQC+174kEs/7bB53bdHIB4t6/FHz+lsCZ3Nnc/di0MVl7KMHoCWwUFU9/djevA4Vk3/gCGvjiq23JD5T7Nq+odMDx5HdX8/WgQH5W/z9POm2V0BJFpORstKRY4dICikDX7+fozr9gwfTnufp+c/W2y5p199hg+nLWNct2fw8/cjMLg1AM+8NpavFq1iYp8X2PP7Lu4f/UBZhl9Ap+OO+aM5OXQeR0LG4dX/Lpwb1bYpkrh2O0d7vsDRPuOJXf4TdWY/WSahKZ3iwXlPsmLEIl7rNZHW93ehRkPb92iHR0LISklnQfCLbPvkF+6bOgiAGg1rEdSvM6/1nsSK4QsZ+MpIlE5x5WwMb4VO5a3QqSy+bxo5V3M49PteABp2akaLXm15o+8UXu89mbCPfrZPxXSK1gtG8Nfg1/mt2xTuuE7u2fvCh1wsJvd4tqzH5p7T+TN0No3LKPe0CmmNr78fE7uN4ZNpHzBifvHv1ydeHc0n05YzsdsYfP39CLC8X5t2akGbXu2Yds94pvZ6kY0rzAPk9vd2xsHJkWl9xjPz3kl0H9SbarV97FcRnQ7/BU9zfPB8DgS/gHf/u3Ap1N8zD5/jcN/JHOo5AcMvO6k7cxgAHj3a4NqyPgd7TeDwvS/h92x/9GWU9wND2uDr78f4bs/y0bRljJz/TLHlnnx1NB9PW8b4bs/i6+9HK0u+WTL2TaaFjmda6Hj2/LaTvb+ZL8R2f7wXAC/1eYEFQ+Yw5OUnUErZrR5Kp+g5fzhrhr/OZz2m0OT+jng3qmlTpuWjwVxNyeCTuyey7+PfuHvaYwAEPB4CwOe9p/HD4NfoNnMQ2DHWm7qFc4jkQxf4856X+aPHNKJ+3kPLlx8vp2DLiWayz1cFIwOrMqKr3RCTIRYtKR6MRoyHduDQpK1NGYe23cnbvQmuZphfyEgFQEuMQTPEmr9PS0LLSEW5Vi3T+G+mbWBL3Ku6lXcY1+UV1ID083FkXLyClmvk0rpd1OzTxqZMZlQCKccuoZk0m9er3lmLK7uOoxlNGLOySTlyEd+QgLIMH4DA3u3Y+WMYAGcjT+Hq5oq7j4dNGXcfD5zdXDkbcRKAnT+GEdS7Xf72R2eO4IeFX6BhW0d7q8ixA7Tr1Z5ta7YCcCryJJWrVsajuqdNGY/qnrhUceVkxAkAtq3ZSvveHQCoWb8WR3cfAeDgXwfo2LdzGUZfoHJgI7LPx5BzMQ4tNw/Dur/xsMR4jclqJk3v6gxa2bT3HYENSbgQi+FSPMZcI5EbdtCit22ObNG7LXvXbAfg4MbdNOrcPP/1yA07MObkYYi6QsKFWO4IbGizb6MuLUm8EEdStPkKcufBvfhz+TqMOXkApCem2qVexeWeWtfJPfxHck+bXu35e00YAGdu2N9dOG15v/69Joy2lr7Uc0gfNiz7iTxL26Ympph30jQquVZCp9fh5OxEXm4eWWn2m7mtEtSQq+djyLb098R1f+PZp71NmdQdhzFl5QCQFnESJz9vAFzurE3aziNgNGHKyibz6HncQ4KK/A57aNOrPX9Z2v905Elcb5BvTlnyzV9W7W+t471d2LH+LwBqN6rDkR0HAfPfJDM1g/oBDYvsU1p8AxuQdD6OlItXMOUaOb5hFw162/b9Br1bc+QHc3wnN+7hji7m97R3o1pc+MecMzMTU8lOzcQ3wN9usd7MrZxDXNlxFKOlLxkiTuPi51UeoZYfk8k+XxVMhRlYKaXqKaWOKaU+UkodUUptUkq5KKWeVkrtVUodUEqtUUq5WsqvVEotV0ptVUqdVUp1U0p9ajnGSqvj9lZK7VRKRSilvldKVbFL/G5eaCmJ+T9rqQZUVds3nc7bD1XND+en5uL89CvoG7YqchxdrQYovQNaUpw9wvyf5eLrRVZ0QftnxRhw8fW8wR4FUo5exDekFXoXJ5y8quDTpRkuNb3tFep1edTwxnC5oA5JsQY8fG3j8PD1JinGqkyMAY8a5jKterYlOc5A1LELZROwdVwVOHYAL19vEi8XLOlIjE3Aq4Zt/F41vEmMLYg/MSYRL0sdL528SNte5hO6Tvd2xtuvWhlEXZSTnxc5MQX1yIlNxKmYD3+f4X1p8fcH1J4xnIuzPi6T2NxreJFs1UeSYwy41/C6bhmT0cTVtCwqe7oV2TelmH2D+nUicn3BjJBPfT/qt2/CC2vnM2b1LOoE1LdHtXDx9SLTKvdkljD3uJZB7vH09bLp74bYRDwLtadnDS8MVv3dEJOIp6+5jK9/TRq3b8qctYuYsfqV/JP3PRt3kp2ZzdK9n/DOzhVsXLGOjJR0u9XDydebHKt+kRNTfH+/pvrjPUjeEgFA5tHzeHRvjc7FCQcvN6p2bkGlmmXzvvUqpv29CrW/V6H2N+cb2zJN2jcjJSGZ2PMxAFw4ep42vdqj0+vwqVMd/xYN8LZjndx8PUm7bMj/OT3GgFsNz+uW0YwmctIycfGswpVjF2nYuzVKr8O9jg81WtTDrRw+d6/5t+cQ9R4PJnbrgbIITfzHVJiBlUUj4H1N05oDycBA4EdN09ppmtYKOAaMtCrvCXQHxgMbgLeB5kBLpVSgUqoa8DLQU9O01sA+YEJxv1gpNUoptU8pte/TiDP/PvLiZrALXwnW6dF5+XL103lkf78Ep/6jbJb8qSoeVBo4huyflpfZVeT/GbfS/tcRt+0QsVv2E7J+Dh2WjcUQfgrNWPb/CK/YVRCF6nC9Mk7OTtw7diDrFq+2S2w3U5FjB4pfLnML8WuWMssmL+GeYaG89vNbOFd2IS831x5h3oKiQRb3Nrjy+a8c7voMUQtW4ff8w2UQ143b76ZlbtK/9I56mvdsw/6NBfcn6fR6XKtW5t0BL7NhwVcMe//F2w39hm6lXtcTt+0QMVv20339HDouG0ti+ClMZZB7iuvvRf8W1y+jc9BT2b0KcwZM5ZsFnzN22UQA6gc2wmQyMa79U0zo+iyhT9+PT50adqjBtSCLee06TV/twbupHNCQy8vXApCy7QBJf4bTfP1CGi6bQHr4SbS8ssn7xbdtkUI3LdP5/rvyZ6sAwr77A0NMIq9ueIths0ZyMuI4RnvWqQT1OLR6G2kxBob+/Aohs4dwOfwUpjJq/2L9i3OIOwZ2wbNVfU4us9Py4v8qmbECKt7DK85pmrbf8n04UA9ooZSaD3gAVYDfrcpv0DRNU0odAuI0TTsEoJQ6Ytm3NtAM+MeSyJyAYp8KoWnaCmAFQMasx/71qEZLNaDcC662qKpeaGlJhcokYrp0GkxGtOQraIkx6Lx8MV0+C5VcqDTkJXL+XI0p6vS//fX/72XFGHCpVdD+Ln5eZMUl3/L+x99dx/F31wHQ/v0xpJ+NLfUYixMy9B7uerwHAOcPnMHL6oqdp68XyXEGm/JJMYl4+lmV8fMiOd6AT11fqtWuzuxf37Ts683Mn1/n1QHTSL1y6+3w/yV2gD7DQun5mPmehNMHT9tc2fX2rYYh3jb+xNhEvK1m4bz9vEmy1PHymWjmD50DgJ9/Tdp0t13iVlbMV+wL6uHk601urOG65Q3r/uKOBaPLIjSSYw14WPURDz8vUuOTii2TEmtAp9fh7OZCZnI6KYX2dffzIsVq3ybBgUQfPk96Qkr+aymxiRy03G918cAZNJNGZS83Mgyl+1CUzBgDrla5x9XPi6u3mXs62DH39Bx2DyGW/n62UH/38vUmudDfwhBbMCML4OXnTXKcuUxSTCL7fjMPYs8eOI1m0nDzqkrn/ndxMCwSY56R1MQUToYfp35AA65css8KjJyYRJys+oWTnzc5xfT3qncFUOuFhzjy4Ew0y/JFgMtL1nB5yRoAGr7/IlfPxdglToBew/rS/bHeAJw9eKpI+ycVyjeF29863wDo9Dra39OJ6fdNzH/NZDTxxSsFDwSa++MiYs9fLvW6XJMWY8CtZsEsWhU/L9IL9aNrZdJjDSi9Dic3V64mm2cxw+Z9lV/u8R9nkXy+bD53i3Or5xDV72pOkxf6s+2B+Zis+pL4/6OizVhlW31vxDwwXAmM1TStJTAXcC6mvKnQvibLvgrYrGlaoOWrmaZp1jNepcYUfQadly/Kwwf0evQtO5N3PNymjPHYPnT+zcw/uLqhvP0wJcWDXo/z4xPJO7Ad45Hd9gjvf17S/rNU8ffFtY4PylFPnf4difk9/OY7AugUTp7mFaLuTevg3qwOcdsO2THaAlu/+I15oZOZFzqZyE176PRgMAD1gxqRlZZJSqGBRcqVZK6mZ1E/qBEAnR4MZv+mvUSfuMiEtiOZ2vU5pnZ9jqTYRF65b4pdByYVOXaA31dtZHLoeCaHjmfvpl10G2i+mbpR0J1kpmUUOdFMjk8iKyOLRkF3AtBtYAh7N5uf7lbV2x0wX4keOO4RNn31m11jv56MA6dw9vfDqU51lKMDXv27krx5j02ZSv5++d+792hLth1PJq1dOnAGn3q+eNX2Qe+oJ6hfZw5vtn2PHtkcTruBdwMQENqB0zvM92Ac3hxOUL/O6J0c8Krtg089Xy7uL7gA1fr+LkRssH2i26FN+2jUyXw/h4+/H3pHh1IfVEHxuefyfzD3/LHqN2aETmRG6ETCN+2h68BgABoE3UlmWmax/f1qxlUaWPp714HBhFv60r5Nu2nWuSUAvv5+ODg6kGZIJTE6geaW1yu5VKJh0J1cPhNtl/oApO8/jbO/H5Us/d27f1eSNu21KePawp/6rz3DiRELyUssGHij0+FgaXvXpnVxbVqP5G37sZfNq37Nf+DEvk27ucvS/g1vkG+uZmTR0NL+d1m1P0DLrq24fCbKZrmgk7MTlVwq5W835hmJtuMTP2MPnMXT3xf3Oj7oHPU06deRM5sjbMqc2RxB84fuAuDO0PZc2nEUAAdnJxwtsda9qwUmo4nEU/YbBN7MrZxDeLSoS+vXR7Jj+Ftk2+mezf8yTTPa5auiqWgzVsVxA2KUUo7AYODfZOldwPtKqYaapp223J9VW9O0k6UepclEzi+f4TxsOuh05EVsRbsShWP3hzFFn8V4Ihzj6QPoGwbgMvZN0Ezk/P4lZKWjD+iKrm4THFyq4BDYDYCcn5Zjii2f+02KM3n2IvZGHiQ5OZUeA4bw3MihDOzXp7zDyqcZTeyfvpK7vnkJpddx/tttpJ6MptnkgSQdOEfMpgg8W9Wn06fjcfJwxa9XEM0mD2Rz8EvoHB0IXjsLgNy0LPaMXY5mLPvp6UNbI2gZ0poF25aSk5XNZ5OX5W+btfEN5oVOBuDLlz/iyTfH4OjsxOGwSA6FRZZ5rIVV5NgBIraEExTSlve2f0BOVjbvT3ovf9sbG99mcuh4AD6a8YHlcetO7A+LIHKr+YO36/130WdYKAB7ftvF1u/+LPtKABhNXJz5EXd+NRt0ehJX/8HVk5eoOelxMg6cJmXzXqqPCKVq11bmx0+npHNu/LtlEprJaOLHWZ8xatV0dHode77bStypKO4Z/zCXDp3lyB/h7P5uK4MWj2F62DtkJqezatwSAOJORbH/5528tPktTHlG1sz6LP8hNI7OTtzZtSXfT//I5vft+W4rj73+DJN/fwNjbh7fTFxWJKbSoBlNRE5fyd2W3HPOknuaTx6IwSr3dLbKPc0nD2STJfeEWOWe3WWUe/ZvCadVSGve2r6MHMvj1q95deNbzAg1z4J8NuNDRlket34gLIIDW80nzdu+28KoN8awcNM7GHPz+HCi+e+0edWvjHpzLIs2v4NSiu3fb+HScTt+jhlNnJ/xMU2+noXS64j/9k+yTl6i9uTHyDhwhqRNe6k7cxi6ys40WjEJgOzoBE6OWIhy1NPsp1fNh0nL4vS4d6CM8n7klnACQ9rwzvYPyM7K5sNJS/K3Ldz4NtMs+ebTGR9YHrdeif1h4ezfWnCi36mf7TJAgKrVPJi2ajaaZsIQa2DZ+HfsWg/NaOLPmZ8z8Isp6PQ6Dq3eRuLJaLpMGEjsoXOc2RzBodXbCH3nGUZuf4uryen8PNbc11yrVeWhL15CM5lIj0vi1xeX2zXWW6nLzc4hWs4chENlZzquMP+Lh8zoBHaMWFyucZepCrhszx7Ura71Lm9KqXrAz5qmtbD8PAnz0r84YApwATgEuGmaNsLygIqfNU37oZh9rbd1B14DKll+1cuaphX9B1NWbmcp4H+F0/MLyjuEElnXcmZ5h1Aiv1XKvnkhYRcpWnnd11Q6XjKW46OGS8HXDs43L/Qf1ilbX94hlMg6p/L5v2mlYWzFfuvyrmPFPuFso9nlmV5lpl5uhT1lA+ChmK8qRPLPCvvULg3tEvxkhaj/NRVmxkrTtPNAC6uf37TaXORShqZpI26wr/W2LUA7hBBCCCGEEP9eBfyfU/ZQ0e6xEkIIIYQQQoj/nAozYyWEEEIIIYT4D5J7rAAZWAkhhBBCCCFKQpYCArIUUAghhBBCCCFKTGashBBCCCGEELdPlgICMmMlhBBCCCGEECUmM1ZCCCGEEEKI2yf3WAEysBJCCCGEEEKUhCwFBGQpoBBCCCGEEEKUmMxY3YYvP624zeb90czyDqFE+h96pbxDKJFf2k4u7xBuW66mlXcIJZKh5ZZ3CCWyUe9Z3iGUSF2TKu8QSmRvJWN5h1AiscaM8g7htv3s5F3eIZTI95e3lXcIJTLc867yDqFEdrjoyzuEEnmovAO4VTJjBciMlRBCCCGEEEKUWMWdehFCCCGEEEKUP3l4BSAzVkIIIYQQQghRYjJjJYQQQgghhLh9co8VIAMrIYQQQgghREnIUkBAlgIKIYQQQgghRInJjJUQQgghhBDi9slSQEBmrIQQQgghhBCixGTGSgghhBBCCHH75B4rQAZWQgghhBBCiJKQpYCALAUUQgghhBBCiBKTGasyVCc4gM5zh6L0Oo5/E8b+9zfYbPfr0JhOc4bi3bQOf4xZyrlf9tpsd6ziwqNhr3Hut3388/KqsgwdgBohAQTOM8d/7uswTiy1jb9axya0mjcE96Z3sPuZpUT/sid/W8sZj+HbMxCAY2+vJWr9rrIM/aZeXrCY7f/swcvTg7VfflDe4eQbNPtJAkJak5OVwyeT3uPCkXNFytRtUZ+n3hyLo7MTB7dG8PXcTwHo/+IjdHusJ2mGVADWvP41B8Mi8K7tw4I/3iX27GUAzkSeZNWMFXaJf+ickQSGtCY7K5sVk5Zy/vDZImXqtajP6LfG4eTsxP6tEXwx55P8bb1GhNJ7WF+MRiP7t4Tz7cIvAKjTpC5PLnwGlyouaCaNWfdPITc71y51uGb03NG0C2lHdlY2iycu5szhM0XKDJs8jB4De1DFvQoDmw7Mfz10SCj3DbsPo9HI1cyrLJm6hEunLtk13gbdAugzeyg6vY7Ib8P4Z7nt+1Xv5MCAxc/i17IeWUnp/DD2PVKiEnCvXY3n/nyDxDMxAERFnmbjDHOf0jnq6TtvBPU6NkUzaWx58zuO/7q3yO8ubXW7BdBtjjn3HPk2jH3LbOtSs31jus0eSrWmdfh17FJObyyIqf+qKfgFNeDyvpOsf+Itu8cKcGe3VvSfNQyl17Fn9VbClq+32a53cuCxxc9Rq4U/mcnpfDX2XZKiEnD1qMLQ5S9SO6AB+37YxrrZK/P3aXVfR7qPecD8+bElko2Lvi6TugCMmfss7bu3JzvrKq9PeIvTh08XKfPElBH0GtgTN/cq9GsyIP/13g/3YtSMp0iITQRg3cr1/Prtb3aNt1G3AEJnDUOn1xG+eivbi+n7Dy1+lpqW9l89dgnJUQn5291revP85jfY8s4a/vnoFxwqOfLU6lnoKzmg0+s58ututry9xq51uJ63F8+j7z3dyczKYuTI8UTuP3zdsj/9+Bn+/ncQGNSjDCO0VS2kFU3nDwe9jqivtnDuPdv3Qr3RodQe3B3NaCQnMY1DL37A1agEnGtXI+jTCSi9DuWg5+Inv3Np1R9lEnPDbgGEzjLnm4jVYfxVTP95cPGz1GxRj6zkdL4b+16R/jN28+uEvbOGfz7aiHd9Px5ZOi5/u2ed6mx9+wd2fmrf90GZkxkrQAZWZUbpFF3mD+eXQYvIiDHw4C/zOL8pnORTl/PLpEUnEjbhQ1qNDi32GO0mP8TlXcfLKmRbOkXQghH89ehCMmMM9Pj1FS5viiDtZHR+kcyoBPa98CF3Pnuvza6+PQLxaFmPP3pOR+fkSLefXiZ2ywHy0rPKuhbXNSC0F4MG3s/0V94s71DyBQS3poa/H1ODx1I/qBFDXx3F/AHTipQbNn8UK6d/wJmIk4xfOYOWwUEcCosEYNMnP/PbR+uL7BN/IY7ZoZPsGn+rkNb4+vsxsdsYGgTdyYj5o5gzYGqRck+8OppPpi3ndMRJJn/+MgHBQRwMi6Rppxa06dWOafeMJy8nj6re7gDo9DqefecFPhi/hIvHzlPFowp5uUa71qVtSFtq1avFU3c/ReOgxox9dSzj+48vUm73H7vZ8PkGPt72sc3rW9duZeOXGwHo0KsDT898mlnDZtktXqVT9H1lBF8OXkhqrIGn1r/CiT8iSDhV8H4NejSYrJQMlnabSPN+Hek59XHWjH0PgKQLcawInV7kuHeNHUBmYirvh0wCpXDxqGy3OljXJXj+cH4avIj0GAOPbZjH2c3hGKxz5+VENk/8kNbF5M6ID3/BwcWJloO72z3Wa/E+MO8JPhqygJTYRMatf5Wjm8OJP13Q9u0fCSErJYPXg8fTql8nQqcO4quxS8jNzuX3t77Ht3EdatxZO7+8q0cVQqcNZkm/6WQY0njkrWdp2Lk5p3ccsXt92oe0o5Z/LYbf9QRNg5rwwoJxjLv/hSLldm3exbqV6/l8+6dFtoVt2M7Sme/bPVYwt3+/eU/w2ZCFpMYm8sz6+RzbHMEVq/Zv84i5778dPIGW/TrRZ+rjrLb0fYDQmUM5FXYg/+e87Fw+HTSfnMxsdA56nv5hNifDDhAVWXSAaU997+lOo4b+NGnWlQ7tW/P+0oV07tqv2LIDBvQlPT2jTOMrQqdotuhJ9j7yKlcvJ9Lp9wXE/x5OhtV5Q+rh8+zoMx1TVg51hvei8azBHBj1LtlxSey6bxZaTh5610p03fYm8b+Hkx2XZNeQlU5x37wRfD7EnDtHr3+F44X6T+tHgrmaksG7wRNp0a8jvaY+zvdW/eeemUNs+k/i2RiWW/Kp0ikm7V7K0d/32bUe/58ope4B3gX0wMeapi0qtP1tIMTyoytQXdM0D8s2I3DIsu2ipmn3lzSeUl8KqJRaqZR6yPL9x0qpZqX9O24jpjClVNvyjKF6YANSz8eRdvEKplwjp9ftol7vNjZl0qMSMBy7hGbSiuxfrWU9XKpVJWrboSLbyoJXUAPSz8eRcfEKWq6RS+t2UbOPbfyZUQmkFBN/1TtrcWXXcTSjCWNWNilHLuIbElCW4d9U28CWuFd1K+8wbAT1bseOH7cBcDbyFK5ulXH38bAp4+7jgYubK2ciTgKw48dttO7dvsxjLU6bXu35e00YYJ4Vq1y1Mh7VPW3KeFT3xKWKC6ct8f+9Joy2vTsA0HNIHzYs+4m8nDwAUhNTAGh5dyCXjl/g4rHzAKQnp6PZ+UpZx94d+XPNnwCciDxB5aqV8SxUl2vbkuKLfvBnWV1EcHZxhqJv8VJVK7ABSefjSL5kzjdHNuyicS/b92vjXm04uGY7AEc37sG/S/ObHjfwkW78/b5loK5pZCWll3rshdUIbEDK+ThSLbnz5IZd1C+UO9OiEkg4XnzuvPTPEXLSr9o9zmvqBDYk4UIshkvxGHONHNiwk+a9bT9+mvVuwz5L2x/auJuGnVsAkJuVzfl9J8jNzrEp73VHdRLOxZBhSAPg9N+HaNG3QxnUBjr37sTmNeaZgmORx6lStTJe1b2KlDsWeRxDvKFMYrqR2oENSbwQR5Kl/Q9t2EnTQv2lae+2RK75C4AjG3dT39L+17YZLsYTfyrKZp+czGwA9A569A560Oz8Ji5Gv359+OKrHwDYvScCdw93fH2rFylXubIr418YxYKF75Z1iDY8Wjck81wsWRfi0XKNxK7dQY17bN8Lhn+OYsoy9/fk8FM4+5n7lpZrRLPkfl0lR9CpMom5dmADDBfiSLp0xdJ/dtGkSP9pw36r3Fm/c0HubNK7DUkX47lSqP9cU79LC5IuxJMSnVDs9gpN0+zzdQNKKT3wPtAXaAY8XnjcoWnaeE3TAjVNCwTeA3602px1bVtpDKrAzvdYaZr2lKZpR+35OwpTSpV4Fs7yhypVrn6epMcUfOhkxBqo7Ff0xOw6AdFp1mB2zf+mtMO6ZS6+XmRFJ+b/nBVjwMX31uJPOXoR35BW6F2ccPKqgk+XZrjU9LZXqP8zPGp4YbhckHyTYhPx9LVtN09fbwwxBX8XQ0wiHjUKTnp6DO/LvF8X8+Trz+FatWB2wadOdeb88gYvrZ5Ho3ZN7RK/p68XiVbxG2IT8axhe0LmWcMLQ6xt/J6+5jK+/8feeZdBaMAAACAASURBVIdFdXx/+J1dmkjHsiAascYuNtQYBQsqiYkJafYYo7HGbuw1liS2mGKLiSEmlsT8Yq9RjDFWQOy9oiDSq4Ds/f2xKyzLokRY0HznfR4e2HvPvfuZ2blnp5w5eLpTs1ktpv8xj0nrZ1GlfrXs44qiMC5wCp9um88rH3XF3JTRlOF+xP3s19GR0ZTRlPlX93i196usOriKDyZ+wLJp5g03tde4kGDQLhIjYrE3el7tNc4k3NX5JCVLy4OkVEo52wHgVLEs/bfPps/6yVRqWhMAawdbAHzHvEX/bZ/y1rcfU7qMg1nLAWCncSbpbo7vTI6Ixa58AX1nCeBY3pmEuzl1nxARg4ORXsfyLtk2Wn3d2zrnP7ETc+MeZau64+xRBpVaRR2/Jji55R3cmIMymjLcv5vT9u9HRFNG8+/898udX2LF7qVMXTaZsm5li1piLhyM6j8xIhYHI79jaKPN0pKur3/LUta8PLAL+7/MG+YnVIIh2+cwPngZV/4+TfjJvKHA5qaCu4bw2zkrtXfCI6jgrsljN3P6OBYuXk5qaslGhVhrXEgz+Cwe3I3FWpN/u/Xo7sv9fSezX9u4u/LS/s/wCfmG619vNvtqFYC9wbMJj9qPke8sn+M7c9qPXXb7Cfryd/KjXpfmnNr8j3nElzRarXl+Hk8z4IqiKNcURckA1gGvP8a+G2DWznSBBlZCiFFCiDP6nxFCiMpCiPNCiJVCiLNCiN1CiFImrsteKRJCJAshZgshwoQQR4QQ5fXHywohNgohjut/XnqMDhchxB9CiFP6e9TXH58uhFghhNgNBAohSgkh1unt1gOlDO7hJ4Q4LIQIEUL8KoSw0x+/IYSYKoT4G3jbxHsPEEKcEEKcOJhyuSDVlvt6TMy2FHDCq06f9tzad5KUiBKcDTQ1WVTAGbt7B04Tue8kvpun4/3tUGKDL6NkmTd067+AEHkrXTGqcxMm2e1q/5pdjGs9hGn+o4mPiue9yX0ASIiKY3TLj5j+yljWzVrNwC9HYGOX5/EtNAXTn7+NykJNaUc7pncdz9o5PzL029GAbsa4RtNafDt8MTMDJtKkkzd1XqpX5PqfhHFZnsTWwK30e7kfP8z9gfc+fs9Mqh6DsV5TjUeB5Kh4vmwxnJX+k9g9aw1vLBmClV0pVGoVju6u3DpxiZWvTCY85DIdJvUwv26TbcT8b/vU5FOvT7bJv1BpiSn83+Tv6fH1cAb9Oo248Gi0WcWzn8G01IJ/AEf2HKFnyz4M8BtEyN+hjFtk3hBk0+3lyW1fURTajQzgn1Xbs1encp3XKnzjP5EvWgzFo0FVyhmEahYXBfGpDRrUoWq1ymza9Azs3zG5yGS67bgFtMKxYRWuG+w9f3A3hkO+n/BX8xG4v9saq7KO5tFpQEHau+nPAdqODOCfVTtMth8AtaWamu0bc3b70SLR+r+CYf9b/zPA4HQFwHDDcrj+mKn7vAB4AvsMDtvo73lECFEks7RPXN0RQjQG+gLe6B6To8ABoDrQTVGU/kKIDUAAsOYxtyoNHFEUZZIQ4nOgP/ApurjIRYqi/C2EqATsAvKbQp8BhCqK0lUI0RYIBBrqzzUGWimKkiaEGAWkKopSXz/4CtGXpQwwGWivKEqKEOITYBQwU3+PB4qitDL1xoqirABWACz36Pmvv9ZTImKxM5hhLK1xISWyYLMv5RtXQ9OsJnV6t8eitA1qSwsyU9I5Nnf9v5Xx1KRFxFKqQs4sZSk3F9LuxRf4+gtfbuLCl5sAaPbNEJKvRRa5xv8CbXt1ok239gBcD7uCi3vOqoizxpX4e7kH17ERMbi45XwuLm6uxOvDcRKjE7KPH1i3hxGrdDHeDzMe8jBDF8J188w1om5FovF058bpws/Atu/dCd/3OgBw7dQVXA30u2hciTcKk4uNjMFFY6RfPysZFxHDiZ26JCfXwq6gaBXsXRyIjYjmwpGzJMfpwqLC9odQuW4Vzh4q2jDZV3u/SsduHQG4fOpyrpn2MpoyxNyLye/Sx3Jg8wGGzB5SJBrzIykyFkeDduHg5kKS0fOaFBGLo7sLSZGxCLUKG3tb0uJ17SJN3z4iztwg7uY9XD01RJy+TkbqAy7s1O0NOLftKA3f9TFrOUC3QmXvnuM77dxcSDERbvmskBAZi6PBiryjmyuJRnoTImNwdHclITIWlb7uU+MfH1Z5/s8Qzv8ZAoB3t7ZmHVi91qcL/t06A3Ap7BJl3XPaflm3MsTcK/gkX2J8Uvbf23/ZQf8J/YpOqKn3M6p/BzcXkozq/5FNor7+rfVt36NhNer4e9NxQndsHGxRtAoP0zM5Grg7+9oHialcP3Ke6m0aEHXJdLhXUTJoYB/69dNNYJw4cRKPiu7Z5yp4uHE34l4u++bejWnkVY8rl45gYWFBuXKu/LnnV9p1yDNfbHbSI2JzRafYuLuQbqLf49q6LlVHvMGxN2Zkh//lus+9OJIvhOPs/SL3tpp3UGK6/cSbsHEx0X6qUtu/GX4TumW3n8z0TI4F7gGguk9DIs7cICU60axlKDHMFJJv2P82wWOml/PwHvCboiiGM/uVFEW5K4SoAuwTQpxWFKVQnaGCrFi1Av5PUZQURVGS0cUmvgxcVxTl0ZptMFD5CffJALaasG8PfC2EOAlsBhyEEPnFRLQCfgJQFGUf4CqEeDSFsVlRlEfr3q3RD/IURTkFnNIfb44uBvOQ/v36AC8Y3N9sI5WosGs4emqwr1gWlaWaaq835+aekAJdu2/YUn7xHsEvLUZyZNYvXNp4sFgHVQBxJ69h56nBtmJZhKWaiq83J2JXcMEuVgms9CFGjrUq4li7IvdKaK/Ys86+n3YyzX8M0/zHELL7GC3fbANAFa/qpCWlknA/t4NPuB/Pg+Q0qnhVB6Dlm20I3a3LiGa4H6txR2/uXLoFgL2LA0Kle/TLVixP+cpu3L+V+8v5adkbuJNJ/qOZ5D+a4N3HaBXgA0BVrxqkJqXmGVjFR8XxIOUBVb1qANAqwIfgPbpskid2H6V2S91KlMbTDQtLC5JiEzl14CSValXGysYKlVrFi961uZNPPHth2Bq4lWGdhzGs8zAO7zpMuwBdZq2aXjVJSUoxuZcqP9wr53SGmrZryt0bdx9jXXjuhF3DxVODk97f1OnSnEt7cj+vF/eGUD+gNQC1/ZtxXZ8IwdbFHqHfz+BUsSwunhribkUBcGlvKJVb6Oa9PF+qmysZhrm4F3YNJ08NDvqy1OjSnGsF9J0lQXjYVcpU1uDsURa1pZoGXVpwzqjuz+0Jpom+7uv5excoCUVpV13YZSmH0rTo1YFj6/c94YqnZ/OPWxjYaTADOw3m0K5/6BCgm+yp5fUiKUmp/2ovleF+rBZ+zbl15VaR6zXkTthVXA3qv16XFlwwqv8Le4LxCngZgDr+3lzT1/9378xkQavhLGg1nMPf7+TAN5s4GrgbWxd7bPShsBbWllR9qS7RV837DD9i6bIfadLUjyZN/di8eRe9erwFgHezRiQmJBIZGZXLfvmKQCpVbky1Gs1p49uVS5evlcigCiAh9Cq2VTSUqqTrN2i6tiTKqN9gX7cydb7oT0jvL8gwGHBYu7mgsrEEwMKxNM7NapJSDHV+J+waLpU1OGW3n+Ym2k8IDU34zlXvzGJRqxEsajWCI9/v5OA3m7IHVQD1XmvB6S3/0TDAkiMcqGjw2gPIr6G8h1EYoKIod/W/rwFBgFdhBRVkP1J+OwYN1zqzMAi3y4dMJWc9NcvgvVVAC4NB0b/V8uiexulvTI1YBbBHUZRu+dzfbCl0lCwtf0/5Ef+fxyFUKi6uP0DcpTs0GRPA/bDr3NwTQtkGVfD7bgTWjra80MGLJqMC+LVd3ixqJYGSpeXkxNW8vPYThFrFjXUHSLx0h9pjA4gLu07E7hCcG1ShxfcjsXKyxa2DF7XHBrDH5xNUlhb4/KHLgJaZlMaxoUtRiimMpaCMnTaP46GniI9PpF3Xngzu14uALh1LVNOp/SHU923EZwe+ISMtnVVjc7Jqzdg+PzurX+DkFfSbPxQrGytOB4VyKkjX6XxnQm8q1a6MokB0eBQ/TtTt66nRrDZvjHqPrKwslCwtP05aQUpC0SchOLkvmAa+jVjw17dk6NOtP2L29gVM8teF9v0waTkD9OnWw4JCCNuv039gwz4GfDGEubsXk5X5kOWjlwCQmpjCju82M3PL5ygKhO0P5uS+Ag7yn5Lj+47T1Lcpqw6uIj0tnUVjFmWf+2rHVwzrrEul+8HED/B53QfrUtYEHg1k17pd/LzoZ7q834WGrRryMPMhyQnJLBhl3rTfSpaWHVNX0yNQ97ye3HCA+5fv4DMqgLunrnNpbwih64N4Y9Eghh5YQFp8SnZGwEreL+Iz6i20D7NQtFq2T/yeBwk61/jnvHV0XTSIjlN7kRqbyKYx5knTb1yWoCk/0vWncQi1inPrDxB76Q7NRwVw7/R1ru8JoXz9KryycgQ2jrZ4tvei+agA1rTX+c63fpuCc1U3rErb8MHRJewdu5Jbf5lvYkebpWXT1NV8GDgBlVrF8Q1B3Lscjt/Itwg/fZ1ze4M5viGI9xYOZlzQIlLjk/llWE5GsfF/L8HGrhRqSwvq+DXhu15zibpyh9en9cGtViUA9i75nejrxbPqf3TfMZq1bUrg3z+QnpbOF6Nz2u6ynd8ysNNgAPpP7Efbrr5Yl7Jm7bE17Fi7k8BFa3ij7+u06NCCrKwskuKT+NzMbV+bpWXr1NX0CRyvS7e+IYioy3doN/It7py+xoW9IQRvCOKthYMZGbSQtPgU1hvUvynsyzkRsGAQKpUKoRKc2XaEi/tCzVoOU2zf8SedOrXl4vlDpKal8eGHo7LPnTi+myZN/Ypd0+NQsrScm/ADTdZNRKhVhK/dT/LFcKqNe5uEsGvc3xVMzWk9UJe2puF3IwB4cCeakN7zsategRdn9ERRdOF515duJfm8ef9FBejaz7apq+kd+AkqtYoQve9sOzKAO6evc3FvCCEbgnhz4SCGB+l8569PaD8AljZWVG1Vl80TVz3R9rlFKZF+3XGguhDCE7iDbvDU3dhICFETcAYOGxxzRhfdlq6PaHsJ+LywgsSTYqWFEI2A1ehWex6FAvYCflIUpa7eZgxgpyjKdCHEamCroii/CSGCgDGKopwQQiQrivJoP9NbwKuKorwvhPgFXXjfF/pzDQ1Wwoy1LAHuK4oySwjhgy6E0EsIMR1IVhRlvt5uFFBbUZQPhRB1gZN6/TfRrZa1VRTlihDCFvBQFOWSEOIG0ERRlCemanmaUMBnBdes51Y6AK+fnlXSEgrFgCZjS1rCU5P5TG9seTKxSvFlhjMHzcWzm7ChIDgqxZPVy1zcUT3f+0JDsko+Y9/T0lz9fCc7mnf3QElLKBRbnV8uaQmF4p9SRZ6PrFiZeePn58J5pq2ZZJZOQqmesx9bfiGEP7AYXbr17xVFmS2EmAmcUBRls95mOmCjKMp4g+taAssBLbpFnsWKohR65PvEFStFUUL0g6VH/+31O6AoA9w/Br4RQpzS6/kLGJiP7XTgB71tKrpQPlMsNbA7iV67oij3hRDvA2uFENZ628nApSIoh0QikUgkEolE8r9HCf2DYEVRtgPbjY5NNXo93cR1/wBFnvmqQKnJFUVZCCw0OlzX4Px8g7/fN/jbx+BvO4O/fwN+0/8dDbxbQB2xmEijaFxh+rBCk2m39Huzmpo4XrkgGiQSiUQikUgkEokBz3lUS1Fh1v9jJZFIJBKJRCKRSCT/CxT6n+maAyFEX2C40eFDiqKYN0exRCKRSCQSiUQi+XeUUCjgs8YzObBSFOUH4IeS1iGRSCQSiUQikUgkBeGZHFhJJBKJRCKRSCSS5wS5YgXIgZVEIpFIJBKJRCIpDCXzf6yeOWTyColEIpFIJBKJRCIpJHLFSiKRSCQSiUQikTw1ilamWwe5YiWRSCQSiUQikUgkhUauWD0FVy2ySlrCU3PcIrOkJRSKbU3GlrSEQrHixBclLeGpsffwKWkJhULh+Z5NK69pVtISCocoaQGF43xGTElLKBRTstxKWsJTs8I6saQlFIrx7m1KWkKhWK5NKmkJhUJDqZKW8L+BTF4ByIGVRCKRSCQSiUQiKQwyeQUgQwElEolEIpFIJBKJpNDIFSuJRCKRSCQSiUTy9MjkFYBcsZJIJBKJRCKRSCSSQiNXrCQSiUQikUgkEsnTI5NXAHLFSiKRSCQSiUQikUgKjVyxkkgkEolEIpFIJE+PXLEC5MBKIpFIJBKJRCKRFAZFJq8AGQookUgkEolEIpFIJIVGrlhJJBKJRCKRSCSSp0eGAgJyxUoikUgkEolEIpFICo1csTIzNdo04PWpvRFqFcfW7ydo6eZc59VWFry3cDAV6nqSGp/Mz0O/JC48GlsnO3otHYFH/aqc+O0Am6atzrnGUk3XGX2p0rw2iqJl5xcbOLPzWLGUp9u0D6jn60VGWgbfj/maW2ev57F5oW4V+s4fgpWNFaf3h7J2xve5zvv1f413JvVmhFdfkuOSzK65+7QPqO/biIy0DFaN+Yqb+Wj+cP5QLG2sOLU/hF/0ml8f8Q5t3mtPUmwiABs//4VTQSG4epRlzt4vibx2F4CroZcInLTC7GXJj8lzFvLXoWO4ODvxx5plJabjcSxYMINOnXxJTU2jf//RnDx5Jo/N5s2BaDTlsLCw4NChYwwfPhmtVkv9+rX56qs52NhY8/BhFsOHT+LEibBi1b9wwQw6dWpLamoaH/YfZVL/ls0/6fWrOXToGB8b6P/6q7nZ+j8ePokTJ06aXbM52r5ng2q8P3eg7mIh2LR4PSG7zON/zKH/ES7uZZi9ZzGbFm9g58rNee5b1IyaNYwWbZuTnvaAWSPncfH05Tw2Az/pR+e3O2LvaE/b6p2zj2sqlGfSwnE4uzqRGJ/EtGGzuR9x3+yaAcr6NqD2p7rvsNs/7+fqV7nryvMjfyr28EXJ0pIRk8ipEctJC4/Goc4L1P38AyzsbFG0Wq4s/j8iNh0pFs3G9J8xgMa+TUhPS+fL0Yu5duZqHpueY3vhG9CW0o52vFfr7ezjtZvV4cNp/alcy5P5Qz/nn+2HzK63epv6+E/tjUqtInj9fv5auiXXebWVBW8tHIS7vt+wfugS4sOjs887urvy8Z4v2Ld4I4dWbsPC2pIP109FbW2BSq3m7I6j7Fu00ezlMEW/GQNo7NuY9LR0vhr9pcnPosfYXvgE+FLa0Y7utd4pAZXwzrS+1PH1IiMtncAx33LbhO+pVNeT3vOHYGljxdn9oWyY8QMAb07oSb32jXmY8ZDoW/cIHPstaYmpuHiUZdreRdzT9xuuh15m7aSVxVousyL/QTAgV6zMilAJ3pjZl1Xvf8aCDmNo+FpLylWrkMum2Tu+pCWk8LnPSA6u2o7/+O4AZKZnsmvBr2yb83Oe+7Yd+gbJMYl80XYUC9qP5drR88VSnno+XpTzdGOizzACJy6j5+wBJu16ftqfwInLmegzjHKebtT18co+5+zmSu2X6xMTXjydgvo+jSjv6cZ4n6GsnriUXvlo7v3pAFZPXMZ4n6GU93SjnoHm3au2Ms1/DNP8x+TqmEXdvJd9vCQHVQBd/TuwbOGnJarhcXTs6Eu1apWpU6c1Q4aMZ8mS2SbtevQYTLNmnWjUqD1lyrgQEPAKAHPmTGT27MV4e3dm5swFzJkzsTjl06mjL9WqeVK7zssMHvIJXy2ZY9Kue49BNG3WEa9G7SlTxpWAgFcBmDtnErNnL6KZdydmzpxfLPrN1fbvXLzFjC7jmOY/hoW9Z9Fn9kBU6qL/KjHnswvQbUpfTgeFFrluU7Ro601FTw/efqkHc8ctYNzckSbtDu45zAf+A/McHzZ1EDt+203P9v1YtehHBk/ob27JOlSCOvP6cqz7Zxx4eQzub7TErkbu77DEMzf4u+MkDvp+QsSWo7w4VfcdlpWWzsmhS/mrzViOvTeP2rN6Y+FgWzy6DWjs2wS3yu4MbD2Ab8Z/zaDZg03aHdt7jDGvjcpzPPrufb4cvZi/Nh0wt1RA12/oMrMvge9/zpIOY6n3WkvKGvUbGr/jQ1pCCot8RvHPqh10HN8t13n/Kb24HJQz8fQwPZPvu3/KN50n8I3/BKq3aYCHV7ViKY8hjXwb417ZncGtP2Lp+G/4aPYgk3bH9x5j3Guji1ldDnV8vCjnqWGaz8f8MnEF3WZ/aNKu26f9+Xnicqb5fEw5Tw11fBoCcP7vU8zyG83szmO5dz2CjoPfyL4m+mYkc/zHMcd/3H9rUAWgaM3z85xR6G9DIURlIUTeqdt/f58bQogyBbBzEkKY9owF1CWECBJCNHkanf+Gig2rEX0zktjbUWRlZhG25TB1/HK/bW2/xpzY+BcAp7cfpVrLugBkpqVz48RFMtMz8ty36ds+7Pt2EwCKopBaDKs+AA39mnL49yAAroVextbeFseyTrlsHMs6YWNvy7WQSwAc/j0IL7+m2effnfI+v839CYXimdnw8mvKP78fMNBc2qTmUva2XNVr/uf3AzTya1Ys+oqKJg3r4ehgX9Iy8qVLFz9+/lk3Q3rsWChOTg5oNOXy2CUlJQNgYWGBlZVVdpIhRVFw0JfP0dGeiIh7xSNcT5cufqz51/otUfQFUBQFe71+B0eHYtFvrraf8SADbZbuy87S2iq7jEWNOZ9dL79m3L91jzuXbxe9cBO07vgS23/bBcDZkHPYOdrhWs4lj93ZkHPERMXmOe5Z4wWO/60bGAYfCqV1x5fMK1iPU6NqpF6PJO1mFEpmFnf/OEz5Trm/w2IOnUObpvueig++go2brlwp1yJJvR4JQPq9ODKiE7FydSgW3YY08/Nm/8Z9AFwKvUhph9I4l3POY3cp9CJxUXF5jkeFR3Hzwg20xbR/xKNhNWJu3iNO3284veUwtfwa57Kp5deE0I0HATi7/ShV9P2GR+dib0URdTk81zUZqekAqC3UqC3UJZLBrZlf80J9FsVFA78mHPld1y+7rvc9Dka+x6GsEzb2pbgeolt5PvL7XzTQ93XOHzyV7SOvh17CWZP3WZf8d3keV6ycgCcOrJ4FHMs7k3A3Jvt1QkQMDuWdjWxcsm20WVoeJKVi65x/B9lGP+PXcfTbDN86h57fDMeujKMZ1OfFqbwrsQbliYuMxUnjmttG40pchIFNRCxO5XU2Ddo3If5eLOHnbxaLXgCn8i7E3s0JkYiLjMHZSLOzxpVYA82xETE4lc9xhO36dGbmjoV88PlgbB1KZx8vW7Ec07d9wSfrZ1K9aS0zluL5x91dQ3h4RPbrO3cicXfXmLTdsuUnbt8OJTk5md9/3wbAmDEzmDt3IleuHGHu3MlMmfJZseh+hE7/3ezXd+5E5Kt/65Y1hN8OJSk5xUD/dObOncSVK0eZN3cyU6bMM7tmc7b9Kg2r8+nuxczatZDAycuzOxHPg36rUtb4D+zKpi83FLnm/CirKUvU3ZxV+qi79ymrKVvg6y+fu4qvf2sAfDq/TGn70jg4m3+QYqNxJs3A5z+4G4ONJm9H+BEVu/twf1/eEF1Hr6qoLC1IvVG8EyIArhpXoiNy2lF0ZAyuRu3oWcLBqN+QGBGLQ3mXfG20WVrS9f0Gy1LWvDywC/u/zBvmJ1SCIdvnMD54GVf+Pk34ybwheObGVeNKjMFnERMZg8sz+Fk4lXchzsj3OBkNjpw0LsQb+J54I9/ziJZvt+VsUE7Yt2vFckzc9hkj10+nWtMXzaC+BNEq5vl5ziiqgZWFEOJHIcQpIcRvQghbIUQ7IUSoEOK0EOJ7IYQ1QH7HHyGEKCWE2CmEyC/WYR5QVQhxUgjxhRDCTgjxpxAiRH/P1x+ny/hmQgg/IcRh/fW/CiHsTL2pEGKAEOKEEOJEWNKVgtWKEHmPGbcRkzb5NySVWo2Tuys3Tlziy1cncjPkMq9M7FEwPYXElFRjrfnZWNlY8crQADYtXG8WbfkhTAgynmE3rVn3a/+aXYxrPYRp/qOJj4rnvcl9AEiIimN0y4+Y/spY1s1azcAvR2BjV6qo5f9nMN3MTbfzLl16UblyE6ysrPD11c3MDxjQi7FjZ1KtWnPGjZvJsmVfmFNuHgrSjh7xapeevFC5CdZ59M+gWjVvxo6bwfJi0G+utg9w7eRlJvuNYOZrn/DKoDexsLYsSul6bebR/8bId9m9aivpqQ+KWnK+/Jv2b4qvZi6lUYsG/Lh7JV4tGhB19z5ZD7OKUGE+mKxg01QIaIVjwypc+yb3fiDrck40/HowYSOWlcgqiaDgz+4zQUF8TT427UYG8M+q7dmrU7nOaxW+8Z/IFy2G4tGgKuVqeBSZ5MLwTH4WBeiXmfZPuV93GvIG2qwsjv2hW11MjIpjUsvBzHnlEzbO+pG+X34s+w3/QYoqeUVNoJ+iKIeEEN8Do4CPgHaKolwSQgQCg4QQy4DVxseBxfr72AHrgEBFUQLzea/xQF1FURoCCCEsgDcURUnUhxIeEUI82l1rrGswMP/RjfT2k4H2iqKkCCE+0WufafymiqKsAFYAjKvcrUCeICEyFkf3nNkYRzdXEo2WtxMiY3B0dyUhMhaVWoWNvS2p8cn53jM1LomM1Aec3XUcgFPbj9D0Xd+CyHkqfHt14uVu7QC4EXYVF4PyOGtciL+XO2wlLiIGZzcDGzcX4qNiKfuChjIe5Zi2Y77+WlembP2c2V0nkHg/vkg1t+3ViTbd2gNwPewKLu45EabOGtc8mmMjYnAx0Ozi5kq8PhwnMToh+/iBdXsYsUq3N+ZhxkMeZug+p5tnrhF1KxKNpzs3Thf/LOCzykcf9eaDD3Sx/8HBp/DwcMs+V6GC5rHhcOnp6WzbtpdXX+3An38epGfPAEaPngbAxo1bWbrU/CtWAz/qk63/RHAYHh7u2ecqVHB7ov6t2/bQ5VU/vf63GGWgTJrX1AAAIABJREFUf9nSz82iuTjaviERV++QnpaOR41KRdL2i0N/lYbVaeLfgncm9MLWoTRarZbM9Ez+DNxRaP2GBLzfldd76PbYnT95gXLuOStU5dzLEn0vOr9L8xB9L4bxH04FoJRtKXz925CSlFKkek3xICKWUgY+38bdlQeReUO0XFvXpdqIrhx+YybajIfZxy3sStH053FcnLeB+OACTkgWAf69X6FDt44AXDl1mTJuOe2ojMaV2Ht5wy2fFRKN+g0Obi4kGfUbHtkk6vsN1va2pMUn49GwGnX8vek4oTs2DrYoWoWH6ZkcDdydfe2DxFSuHzlP9TYNiLqUO1zQHHTu7Z/rs3A1+CxcNa7EPSOfRZteHXlJ39e5GXYVZ/cywEXgke/J/RnERcTgZOB7nNxcSTAI420e0IZ67RqzuHtOd9Kw33DrzHWib92jnKcbt05fM1exihVFplsHim7F6raiKI9S5awB2gHXFUW5pD/2I9Aa3UDH1PFHbAJ+eMygyhQCmCOEOAXsBSoA5fPR1cro2uZAbeCQEOIk0Ad44V+892MJD7tKmcoanD3KorZU06BLC87tCc5lc25PME0CdFVQz9+bK/+cfeJ9z/0ZQpXmtQGo9lLdPLHURcn+n3Yy038sM/3HErr7GC3e9AGgild10pJSSTAaFCXcj+dBchpVvKoD0OJNH07uPs6di7cY1aQf41sNZnyrwcRFxjDr1XFFPqgC2PfTzuwN6yG7j9HyzTb/SnPLN9sQuls3cDXc09G4ozd3Lt0CwN7FAaHSPT5lK5anfGU37t8q/jCXZ5nlywPx9u6Mt3dnNm/eRY8eAQA0a+ZFQkISkZFRuexLl7bN3rekVqvp2NGXixd1nfWIiHu0bt0cAF/fl7hy5YbZ9S9b/iPNvDvRzLsTWzbvoue/1N+pY1suXrySj/68GaaKguJo+2U8ymUnq3CtUBZNFXeiw3PXxbOsf+47UxjbahBjWw1i9/db2fbN70U+qALYuPoPenf4kN4dPuTAzr/xf0vXuazTqDbJiSkm91Llh6OLY/YMeZ9h3dmyfnuR6zVFQuhVSlfRUKpSWYSlGveuLbi3K/d3mEPdytT74kOO955PRnRi9nFhqabx6lGE/3qQyC1Hi0XvI7YHbmNk548Z2fljjuw6jG9AWwBqeNUkJSm1RPfvPIk7YVdxNeg31OvSggtG/YYLe4LxCngZgDr+3lzT9xu+e2cmC1oNZ0Gr4Rz+ficHvtnE0cDd2LrYZ28jsLC2pOpLdYm+epfiYEfgdkZ1Hs6ozsM5uutIrs8i9Rn6LA78tCs7qUTY7mM0f1PXL/PU+x7jvkqi3vd46n1P8zdbE7b7BAC12zTAb+DrLP3wMzIf5OyTt3OxR6h0z3GZiuUoV9mN6P9Sv0GGAgJFt2JV0JI/Ka7gENBZCPGLUvD14R5AWaCxoiiZQogbgE0+uvIE4gF7FEXphhnQZmnZNHU1HwZOQKVWcXxDEPcuh+M38i3CT1/n3N5gjm8I4r2FgxkXtIjU+GR+GfZV9vXj/16CjV0p1JYW1PFrwne95hJ15Q7b563lvYWDeW1qb5JjE/l1bPGk1z69P4R6vo2Yc+BrMtLS+WHst9nnpm7/gpn+YwFYM3klH+hTkJ4JCi22zFumOLU/hPq+jfjswDdkpKWzauw32edmbJ/PNP8xAAROXkG/+UN1KeKDQrMziL0zoTeValdGUSA6PIofJ+rqukaz2rwx6j2ysrJQsrT8OGkFKQn5rzSam7HT5nE89BTx8Ym069qTwf16EdClY4npMWbnzn106uTLuXMHSU1NY8CAMdnnjh7dgbd3Z0qXtuW331ZhbW2FWq0mKOgQK1euAWDw4PHMnz8dCws1Dx6kM2TI+GLVv2PnPjp1asv5c3/r0sUPyMlYdezoTpp5d6J0aVs2/va9Xr+KoKB/WKHXP2jwJyyYPx0LCwsePEhncDHoN1fbr960Fq8MeoOshw9RtAo/TVlpln+bYC79JcE/fx6hZTtvfvvnZx6kpfPpyJwV18A939G7gy7r2NDJH+HXtT02pazZfOJXNq/dxncLVtOoRUMGT+iPoiicPHqKLyYuzu+tihQlS8uZCatptm4CQq0ifG0QyRfDqTHuLeLDrhO1K5ha07pjUdqGRt8NB+DBnRhO9J6P+2stcGn+IpbOdni8q+uknvp4GYlni2+PLUDwvhM08W3CsoMrdSm+x+TU3aIdSxjZ+WMA+kzsS+vX22BdyppVR1ezZ91u1i36hWr1qzNh5STsHO1o2r4Z3UZ1Z1j7IWbTq83SsnXqavoEjtelW98QRNTlO7Qb+RZ3Tl/jwt4QgjcE8dbCwYwMWkhafArrDfoNprAv50TAgkGoVCqESnBm2xEu7iv+7+XgfSdo7NuEpQdX6D+LL7PPLdzxJaM669pQ74nv87L+s1h59Af2rtvN+kVri03nmf2h1PVtxMwDS8hIyyDQoK8zcfvnzPEfB8Dayd/RZ/5gXbr1oJOc1fd13p3RDwsrCz5eMwXISatevVltXh31DtqsLLRZWn6ZtJLUBPOvPEuKF1HY+FYhRGXgOtBSUZTDQoiVwA10oYBtFUW5IoRYDYQCy4FLxscVRflSPyBqAkwBrBRFMZmHUwjhCoQoivKC/vVwoJqiKMOEEL7APsBTb26s64KiKAuEEEHAGOAmEGygxxbwMFhRM0lBQwGfRWLJLGkJhSKrmLIJmosVJ4p3b1BRYu/hU9ISCkVxZaI0F901z1emyv8a5zNinmz0DDMly+3JRs8oK6yLJ/OtuainKv5siEXJWe3zXf8a1fO9j2npjQ0F3+xYgqR82tMsX7KlJ695Lsr/iKIKBTwP9NGH47kAi4C+wK9CiNOAFlimKMoDU8eN7jUCsBFCmNyEoChKDLrQvTNCiC+An4EmQogT6FavLjxG11Kje90H3gfW6m2OAP+xNC0SiUQikUgkEonE3BQ6FFBRlBvo9ikZ8yfgZXxQUZT8jlc2eNn3Ce/Z3ehQi3xMTelCURQfg7/3AU1N2UkkEolEIpFIJJIn8BzuhzIHz+P/sZJIJBKJRCKRSCSSZ4qiSl5R5Oj3Uv1p4lQ7fTigRCKRSCQSiUQiKWlkunXgGR5Y6QdPDUtah0QikUgkEolEInkMMhQQkKGAEolEIpFIJBKJRFJontkVK4lEIpFIJBKJRPIcoMhQQJArVhKJRCKRSCQSiURSaOSKlUQikUgkEolEInl65B4rQA6sJBKJRCKRSCQSSSFQZFZAQA6snookskpawv8smcrzPSNi7+FT0hKemqTwoJKWUChSxw4oaQmFYsF+m5KWUCjsFFHSEgpFa+FR0hIKxTqb1JKW8NR01DqVtIRCEfWcf2/VUNmVtIRC8XzXvuR5Qw6sJBKJRCKRSCQSydMjQwEBmbxCIpFIJBKJRCKRSAqNXLGSSCQSiUQikUgkT49csQLkwEoikUgkEolEIpEUBvl/rAAZCiiRSCQSiUQikUgkhUauWEkkEolEIpFIJJKnR4YCAnLFSiKRSCQSiUQikUgKjVyxkkgkEolEIpFIJE+NIlesALliJZFIJBKJRCKRSCSFRq5YSSQSiUQikUgkkqdHrlgBcmAlkUgkEolEIpFICoNWplsHObAqFt6Z1pc6vl5kpKUTOOZbbp+9nsemUl1Pes8fgqWNFWf3h7Jhxg8AvDmhJ/XaN+ZhxkOib90jcOy3pCWm0vT1VnT46LXs6yu8WIm5r35C+LmbZi1Lt2kfUM/Xi4y0DL4f8zW3TJTlhbpV6Dt/CFY2VpzeH8raGd/nOu/X/zXemdSbEV59SY5LMqtegF7T+9HQtxHpaemsGPM1N85cy2NTuW4VPlowDCsbK07uD+Gn6auyz3V43x+/3p3Jysri5L5g1s39CYCKL77AB3MHUsquFIpWYepr48hMzzRrWRYsmEGnTr6kpqbRv/9oTp48k8dm8+ZANJpyWFhYcOjQMYYPn4xWq6V+/dp89dUcbGysefgwi+HDJ3HiRJhZ9RaUyXMW8tehY7g4O/HHmmUlLScPFnWbYtN9MKhUZP61g/Tt63Kdt3zJD5t3B6DERQOQ/ucmMv/agXAtR+mh00GlArUFGXv/ICNoa7FortamPv5TeyHUKkLWB3Fw6ZZc59VWFry5cBDudSuTFp/MhqFfER8enX3e0d2VoXs+J2jxRg6t3J59XKgEA7d8SmJkHD/3m282/Z5t6tNumk7/qXVBHDWh/5WFAylfz5O0uCQ2D/2axPBoVBZqOn32IeXrVkZloeLMxr85+u0W1NaWdN8wGbWVBSoLNRe3H+PQot/Npt+QCj718Z7ZC6FScWltEKe/yV2W8t418Z7RC+daFQka/DU3tx3PPtfnViBxF24DkHInhj/7LiwWzb2m96OBgd+8mY/fHKD3m2Em/GYHvd8M0/tNOyc7hi0bS5X61Tj4234Cp35n9nJU9KlPq+m9UKlVnFsbROi3uevezbsmrab1wrVWRXYP+Zpr23V1b1fBlU4rRqBSq1BZqDm9ejdn1+wzu17QPbudpuk0h6wL4m8Tbf+NhYNwr1eZ1LhkftM/u04eZRjy5xfEXI0AIDz0ClsnfY+ljRVvL/0Yl0rl0Wq1XNobwt7P1ptNf402DXhtam+EWsXx9fsJWro5j/53Fw6mQl1PUuOT+WXol8SFR1O9VT06ffIeaksLsjIfsn3OL1w9fDbXtX1WjsGlUjkWdRxnVv2v6/Ufy0f/ewb6f9brt3Wyo9fSEXjUr8qJ3w6wadrq7GsavNqctkPeQKhVXNgXyvZ5v5hNv6Rk+Z8bWAkhRgArFEVJLY73q+PjRTlPDdN8PsbTqzrdZn/I510n5bHr9ml/fp64nOshlxm6egJ1fBpyNugk5/8+xR+f/4I2S0vX8T3oOPgN/pj3M8c3/c3xTX8D4F6zIoNWjjP7oKqejxflPN2Y6DOMKl7V6Tl7AHO6Tshj1/PT/gROXM61kEsMXz2Juj5enAkKBcDZzZXaL9cnJvy+WbU+ooFvIzSeboxuM4SqXjV4/9MBTO86Po9d39kfsWrCUq6EXGLsj5Op7+PFqaBQarWoS+MOTZnQaSQPMx7i4OoIgEqtYtDi4SwbuYRb529g52THw8wss5alY0dfqlWrTJ06rWnWzIslS2bTuvXreex69BhMUlIyAGvXLiMg4BV+/XULc+ZMZPbsxezeHUTHjr7MmTMRP793zaq5oHT170D3gNeYOMt8HfWnRqiw6TWMlPmfoMTex27qN2Se/Aft3Vu5zDKPBfFgzde5jinxsSTPHg4PM8HaBvtPvyPz5GGU+BgzSxa8OvN9fuw5l8TIWD7aPIsLe0K4f+VOtk2jd3x4kJDClz6jqdulOR3Gd+PXoV9ln+80pSeXg/IOvFv07cT9K3extitlVv3tZ/VhQ495JEXG0nvzTK7sDSbm8t1sm3rv6vSvbDOaF7s0x2f8e2we+jU1X2mG2sqCHzpOwMLGin57P+P85sMkhkezrtscMlPTUVmo6f7bFK4FhRERetVs5XhUluaz+7Cr2zxSI2Lpsn0mt3YHk2BQlpQ7MRwcuZy6A/3zXJ/1IIPNfnm/M8xJA99GlPd0Y4zeb/bNx2++P/sjvtf7zTFGfrNRh6ZMNPKbmemZbJy/Fo+alfCoWcns5RAqQetP+7Cl+zySI2J5a+tMbuwJJs6g7pPvxLBv1HIafpS77lOj4vn9jRloMx5iYWvNe3vncX1PCKn34s2u2X/W+/zUQ/fs9t88i4t7Q7h/2eDZ1bf9JW10z2778d34Tf/sxt28xzL/iXnu+8+K7dw4fA61pZrev0ykmk8Drph4votCf9eZffmu5xwSImMYunk25/YEE2Xge5q+40taQgpf+IykQZcWdB7fnV+GLiElLonV/eaTFBVH+Roe9AucwJzmQ7Kvq9OxKempD4pcs7H+N2b2ZaVe/zAT+pvp9X+u1+8/vjs/D11CZnomuxb8iqZmRcrX8Mi2t3Wyw39CD5Z0mUhKbBLvLBhEtZZ1uPLPWVMSnl9kKCDwH01eIXTkV7YRgG1xaWng14Qjv/8FwPXQy9jal8ahrFMuG4eyTtjYl+J6yGUAjvz+Fw38mgJw/uAptFla/fWXcNa45HmPpq+14vjmQ+YsBgAN/Zpy+PcgAK6FXsbW3hZHo7I4lnXCxt6WayGXADj8exBe+rIAvDvlfX6b+xMKxfMANu7QjL836jRfDb1EaYfSOJVzzmXjVM6ZUnaluKLX/PfGIJr4eQPQvmdHtnz7fzzMeAhAYkwCAPVaN+T2hZvcOn8DgOT4ZBQzL4N36eLHzz9vBODYsVCcnBzQaMrlsXs0qLKwsMDKygpFX9WKouDgYA+Ao6M9ERH3zKr339CkYT0c9dqeNdRVaqKNuotyPwKyHpJ5LAhLr5cKdnHWQ92gChAWVpCvWypaPBpWJfbmPeJu3ycrM4vTW47wol/jXDa1/BpzcqPON53bfowqLetkn3vRrzFxt6K4fzk81zUOGhdqtG1I8Lr9ZtXv1rAq8TfukXD7PtrMLM5vOUK1Drn1V+/QiDMbDwJwcfsxKr2k16+Apa01Qq3CwsaKrMyHZCSlAZCZmg6AykKN2tKC4nBDZbyqknTjHsm3dGW5tukIlTrmLktyeDRx528/M1m1Ghn5TVuH0jga+U1HE36zsd5vtuvZka0m/GZ6WjqXTlww+8r+I8o1rErCjXsk6uv+yuYjeBo9B0nh0cRcuI2i5K57bWYWWr1+tZUlQiWKRXOFhlWJvZHz7J7ZcoSaRm2/ZgejZ/elOqZulU3mgwxuHD4HQFZmFhFnbuBgoi9RFFRsWI2Ym5HE3o4iKzOLsC2Hqe3XJJdNHb/GBOv1n95+lGot6wJw9+wNkqLiALh3KRwLa0vUVrr5fytba17+0J99X/2fWXQb6o820l/HSH9tv8acMKE/My2dGycukpmekcvepVI5oq9HkBKri9C58vdp6nb2Nms5JCXHf2ZgJYSoLIQ4L4T4FggBVgkhTgghzgohZuhtPgbcgf1CiP36Y35CiMNCiBAhxK9CCLui1OVU3oW4uznhNXGRMTgZOTQnjQvxETkz2PERMTiVz+v0Wr7dlrNBJ/Mcb/xqC04Uw8DKqbwrsXdzdMZFxuKkcc1to3ElzqAscRGxOJXX2TRo34T4e7GEnzfvypohzhoXYgzqPzYyBmejunUu70JsZI7m2IiY7AGsxtOdms1qMf2PeUxaP4sq9atlH1cUhXGBU/h023xe+air2cvi7q4hPDwi+/WdO5G4u2tM2m7Z8hO3b4eSnJzM779vA2DMmBnMnTuRK1eOMHfuZKZM+czsmv8LCOcyKLFR2a+1sfcRzq557Cwbv4zdzBXYDp6KcCmbc71LWexmrsB+wS+kb19n9tUqAPvyLiQYPKuJEbE4lHc2snEm4W4sANosLelJqdg622FZypqXB3Yh6Mu8YXKdp/Zi19y1eTqhRY2dxpmkiNjs10kRsdhrnPPYJOr1K3r9pZztuLj9GJmp6Qw5/jUDDy/m+IrtPEhIAXSz0X22z2ZoyLfcOHiaiJPmXa0CsNU4k3I3pyypEbGUNirL41BbW9Jl+0xe2TI9z4DMXDhrXIg18psuRn7T5V/4TU+93yxuSmucSTao++R/Wfd2bi68u3sOvY99SejSrWZfrQLd5EVihNGza6TZwaDta7O0PNA/uwBOFcvy0fbZvL9+MpWa1sxzfxsHW2q2b8T1Q3nDyIsCx/LOxBv4noSIGByNfI+DgX/K0Z97Yq1e52bcPXuDLP3g1m/0Oxz8bhuZD9LNottQf4KRfmPf6VgA/YbE3LhH2aruOHuUQaVWUcevCU5u5hnYlihaxTw/zxn/mYGVnppAoKIoXsBoRVGaAPWBNkKI+oqiLAHuAr6KovgKIcoAk4H2iqI0Ak4Ao0zdWAgxQD9QO3EuKW+seb4IE7NcRp0SYcLGuN/SacgbaLOyOPbHwVzHKzesRkZaBncv3S64pqfEVFHylsW0jZWNFa8MDWDTQvPFdZvCdN0WpP51NioLNaUd7ZjedTxr5/zI0G9HA6C2UFOjaS2+Hb6YmQETadLJmzov1TNDCQx15j2WXwe3S5deVK7cBCsrK3x9dasrAwb0YuzYmVSr1pxx42aybNkX5pT7H8JUxed++fDkEZLG9iR56gAengvB9sOc+H8l9j7JUweQNL4Pli/5IRycMDcFaSv5+Z22IwP4Z9UOMlJzd2BqtPUiJSaBiDM3ilKqSYSJOjdu6vnpd2tYBUWr5dtmw1jRahRN+/vjWFE30FW0Cj/6T2Jp849xa1iVMgbhOuaiIP79cWxoNpwt/lM5MOQbms3oif0LeVepi5qC+M3HfbepjfzmML3fLG4KW/fJEbGs95vIzy+PpuZbL1OqjEMRqis4Bal7RYGkqHgWtRjOcv9J7Jq1hoAlQ3KF7KrUKgK+GsrRH3YRd9tM4fgFqHNTn4uhUfnqHnQe353fJ+r24LnVfgHXF8pzdteJIpVqEpPaCmKTf8NKS0zh/yZ/T4+vhzPo12nEhUdnRyL9l1AUxSw/zxv/tT1WNxVFOaL/+x0hxAB0ZXQDagOnjOyb648f0j/oVsBhUzdWFGUFsAJgUOV3HvtJt+nVkZe6tdMJCruKs3sZ4CIAzhpX4u/F5bKPi4jByS1nBtzJzZWEqJxZtuYBbajXrjGLu8/M815Nurxk1tUq316deFlflhthV3Fxz9HprHEh/l5sLvu4iBicDcri7OZCfFQsZV/QUMajHNN2zNdf68qUrZ8zu+sEEu8X7Sxg+96d8H2vAwDXTl3B1b1M9jkXjSvxUbnrPzYyBheDlTcXt5zPKC4ihhM7dU3qWtgVFK2CvYsDsRHRXDhyNjv5Rtj+ECrXrcLZQ6eLtCwffdSbDz7oBkBw8Ck8PNyyz1WooHlsOF96ejrbtu3l1Vc78OefB+nZM4DRo6cBsHHjVpYulStWBUGJu49wyenMqlzK5ll1UlISs//OOLAdm7f7571PfAzaOzdQ16jHwxMH85wvShIjY3E0eFYd3FxIioo3YeNCYmQsKrUKa3tb0uKT8WhYldr+zfCb0A0bB1sUrUJmeiYOGhdqtm9Mdd+GWFhbYm1XioBFg9g4cmmR60+KjMXeYEbX3s2FZCO/mRQRi4O7C8mRsQi9/gfxydR6vSXXgk6hfZhFakwi4cGX0NSvQoJBRzI9MZVbh8/j6VOf6Eu5wx2LmpSIWEq755TF1s2FVKOyPI40/SpJ8q37RB4+j0vdF0i6GfWEq/497Xt3wsfAb7oY+c24AvjNOH25YiNiOG7gN7V6v5kUm0hxkhwRi51B3dv9y7p/ROq9eGIv3cGtWc3s5BbmIjEyFgc3o2fXaKUsUd/2Hz27NvpnFyAtQ/c74swN4m7ew9VTw93TuiRTXeb1I/Z6JEe+32k2/QmRsTgZ+B5HN1cSjdpOQmQMju6uJBjoT9Xrd9S40Gv5KNaP+pbYW7p2/kKj6njUq8Infy9BrVZR2tWRAeumsOK9WWbR71gI/flx/s8Qzv8ZAoB3t7b/yYGVRMd/bcUqBUAI4QmMAdopilIf2AbYmLAXwB5FURrqf2oritKvsCIO/LSLOf7jmOM/jrDdx2j+ZmsAPL2qk5aUmmcgkXg/ngfJaXh6VQeg+ZutCdutm5mp3aYBfgNfZ+mHn5H5IHfcrhCCRv7NObHFfAOr/T/tZKb/WGb6jyV09zFavOkDQBV9WRKMypKgL0sVfVlavOnDyd3HuXPxFqOa9GN8q8GMbzWYuMgYZr06rsgHVQB7A3cyyX80k/xHE7z7GK0CdJqretUgNSk1z8AqPiqOBykPqOpVA4BWAT4E7zkGwIndR6ndUrcSpfF0w8LSgqTYRE4dOEmlWpWxsrFCpVbxondt7lwu+g7a8uWBeHt3xtu7M5s376JHjwAAmjXzIiEhicjI3B2s0qVts/ddqdVqOnb05eJFXbhTRMQ9WrduDoCv70tcuXKjyPX+F8m6fhF1uQqIMhpQW2DZzIfM0H9y2QjHnM6bhVcLsiJ0iS2EcxmwtNKdsLVDXb0u2kjzduQB7oRdw6WyBiePsqgt1dTr0pwLe4Jz2VzYE0LDAJ1vqu3fjOv6jdSr3pnFolYjWNRqBEe+38nBbzZxLHAPez9fz4IWw1jUagS/Dvua6/+cM8ugCiAi7BrOnhocK5ZFZammVpfmXNkTksvmyt4Q6ga8DEBN/2bc+ke3hyTxTgwv6PeLWZayxt2rGrFX71LKxR5rB932WgtrS15oVZfYK3cxN9Enr+HgqcFOX5Yqrzfn9u6QJ18IWDnaotLvMbF2tqN80xrEX7rzhKuejr2BO5nsP5rJ+fjNBOPOpQm/GaL3m8H5+M3iJirsGo6VNdjr677aa825vqdgdV9a44LaxhIAa0db3JpUJ/5axBOuKjx3w67h6qnBqaLu2a3bpTkXjZ7di3tNP7u2LvbZe8GcK5bFxVNDnH5w0nbM21jb27Jzxk9m1R8edhXXyhqc9b6nQZcWnDfSf25PMI31+uv5e3NVr9/GwZb3fxjHzs/XcTP4Urb9kTV7me09mM9afczSt6cTfT3CLIOqR/rLGOk/Z0J/EwP9BUlCUdpVt9pZyqE0LXp14Nj64skwWazIUEDgv7di9QgHdIOsBCFEeaAzEKQ/lwTYA9HAEeAbIUQ1RVGuCCFsAQ9FUS6ZuOdTcWZ/KHV9GzHzwBIy0jIIHPtt9rmJ2z9njr8uZGjt5O/oM3+wLt160EnO6rPovTujHxZWFny8ZgqgS4CxdtJKAKp51yI+Mobo20U/e2mK0/tDqOfbiDkHviYjLZ0fDMoydfsXzPQfC8CaySv5QJ86/kxQKKf1ZSkJTu4LpoFvIxb89S0Z+rTBj5i9fQGT/HUhKj9MWp6TNjgohLD9ui/fAxv2MeCLIczdvZiszIcsH70EgNTEFHZ8t5mZWz5HUSBsfzAn9wXnFVDhCtV7AAAgAElEQVSE7Ny5j06dfDl37iCpqWkMGDAm+9zRozvw9u5M6dK2/PbbKqytrVCr1QQFHWLlyjUADB48nvnzp2NhoebBg3SGDMmb5aukGDttHsdDTxEfn0i7rj0Z3K8XAV06lrQsHVotaT9/RenR83Tp1g/uRHv3JtZd+5B14xIPTx7GqsMbWDZsAVlZKClJpH33OQBqt0rYvDdQFyYiBOk7f0UbnvdfFBS55Cwt26aupnfgJ7qUzRsOcP/yHdqODODO6etc3BtCyIYg3lw4iOFBC0iLT+HXYV89+cbFhJKlZe/UH3k7cBxCreL0hgPEXL5Dq1EBRJ66zpW9IZxaf4BXFg2k/4EFPIhPZvNQ3bMdGriHzvMH8MGeeSAEZ379i/sXblP2xYr4L/wIoVIhVIKLW49ydV/ePavmKMuRyT/i98s4hErF5fUHiL90B68xAUSHXef2nhDKNKhC21UjsHK0pWIHL7xGB/BH2/E4Va/w/+zdeXxM1//H8dedyU7IIiT2XVWQEGu1EipIBa1+tXaq2iJa1FbUVlvRaK0tXVBVtLqgsZbQ1i72fSdk3/dl5v7+mBHZtJpkEunv83w88qiZe+70fU/OPTP3njMntJ3/BqqqR1E0nF22LcdqgqZyZt9J3LyascjYb67O1m/ODviEqcZ+c42x3zS3suBsrn5zmLHfzMzIZJWx3wTw//NzrG2tMTM3o7l3Kz4eMJMHJrgpBYa6/+PDtfiuN7Sjy5sOEHP1Pi3e70XE2Vvc3hNExaa16bJ6NJblbaj5ojstx/Zi44uTsK9Xmec+7IuqqiiKwukvAoi+bPqbInqdnoBpaxiwbiKKVsMp47nrNbYXD84azt1TmwJ5efFw3j1gOHcfrghYo9UzeI19FX2mDlWvZ/vkr0mJS6KcswMvjOpJxPX7vP3bHACOrdtN0MZAk+T/ddoahq77AI1Ww/HNgYRdC6bTmFcJPneLS3tPcnxzIK/5j2B84GJSYhPZYOx72g7sTIUalej47st0fPdlAL4cMI+kqOK7KH+Y/81c+b2N+S8a87/uP4IJgYsNy8Vn6zsn/bkEq7LWaM3NaOTtwZcD5hF+/T49pg/CpaFhJcy9S34i8lZosR2TKF5KaZy/mB9FUWoC21VVdTU+XgO0Am4CacBWVVXXKIoyChgJhBi/Z9UB+BiwNL7UVFVVt/I3/mkq4NMsg9I9/Jyqlu78P4YVwxxxE0kIDizpCIWSPP6tko5QKJ/sr1TSEQqlrFo8q6qZilNmSSconH1mxfIXRkyijb7YFvI1iXBNqf3IAECKUrrfd0t37cOC29+Xis4zfmgnk1R1ua/2lIrjf+g/M2KlquptwDXb48GPKbcUWJrt8T6gRX5lhRBCCCGEEH/vaflzESXtv/YdKyGEEEIIIYQodv+ZESshhBBCCCFECZARK0BGrIQQQgghhBCi0GTESgghhBBCCFFwpXuNkyIjI1ZCCCGEEEIIUUgyYiWEEEIIIYQoMFkV0EAurIQQQgghhBAFJxdWgEwFFEIIIYQQQpRCiqJ0URTliqIo1xVFmZTP9sGKokQoinLa+PNmtm2DFEW5ZvwZVBR5ZMRKCCGEEEIIUXAlsHiFoihaYDnQCQgGjiuKslVV1Yu5im5SVdUv174OwHTAA1CBk8Z9YwqTSS6sCiCtFC99kqBmlHSEQkkq5flVSu9QefL4t0o6QqHYLFxV0hEKRecxtaQjFMo1Jb2kIxSKE5YlHaFQqitWJR2hwCxLb7cJgHlJByikNJSSjlAopfkzm/hHLYHrqqreBFAUZSPQA8h9YZWfzsAeVVWjjfvuAboA3xcmkEwFFEIIIYQQQhSYqldN8qMoyluKopzI9pP9Lm8V4F62x8HG53LrpSjKWUVRflQUpdq/3PdfkRErIYQQQgghRMGZaGBQVdVVwOOmnOQ3nJp7jHsb8L2qqmmKorwDrAU6POG+/5qMWAkhhBBCCCFKm2CgWrbHVYEH2Quoqhqlqmqa8eFqoPmT7lsQcmElhBBCCCGEKDBTTQX8B8eBeoqi1FIUxQJ4HdiavYCiKC7ZHnYHLhn/vQvwVhTFXlEUe8Db+FyhyFRAIYQQQgghRKmiqmqmoih+GC6ItMDXqqpeUBRlFnBCVdWtwLuKonQHMoFoYLBx32hFUT7CcHEGMOvhQhaFIRdWQgghhBBCiIIrocUXVVUNAAJyPTct278/AD54zL5fA18XZR65sBJCCCGEEEIUmCqr2gPyHSshhBBCCCGEKDQZsRJCCCGEEEIUnIxYATJiJYQQQgghhBCFJiNWQgghhBBCiAKT71gZyIVVMeg7/Q0ae7mTnpLOV+OWcffCrTxlarjWZuiikZhbWXBu/yk2zMy5SEnnYd15bcpA3nUfQmJMAg1aN2LUqglEBocDcHLnUbYt+dHkxzJkxjCaeTUnLSWN5eM+49b5m3nK1Hatw8hP3sXCypKg/Sf5ZsZqwzE2rMlbc4djZWNFeHA4S97zJyUxxeSZs3t75tu08GpBWkoa/u/7c+P8jTxlBo4fSMdeHSlbviy9GvbKet6nvw/dBnZDp9ORmpzKkklLuHftXnHGx/+TmXTp0oHk5BTeHDaW06fP5ymzbeu3ODtXxMxMy19/HePd96ai1+tp0uRZli2dh5WVJZmZOt59bwonTpwultxmri2w6jsCNBoyDu4gLWBjju3mz3lj9dpbqDGRAKT9/isZB3egOFakjN8M0GhAa0b63l9ID9xeLJn/jalz/Tn41zEc7O34Zf3nJR0HgHrtm/DStIFotBpObNrPwZXbcmzXWpjxqv9wqrjWIjk2kY1+S4gNjqRq0zr0nDfUUEhR2PfpFi7uOgHAuD8/Iy0xBVWvR5+pZ0X3qSY9htenD6GxVzPSU9L4ZtzyfPvO6q61GbJoJBZWFpzbH8TGmd8A0GPsa7h1aoGqqsRHxvHNuOXEhcdk7VezSR0++HkuX/gtJmjHEZMeRxXPJrSaNQBFo+Hq94GcW57zd1GpVQNazRyAfcNqBI5Yxp3fjmdtG3R3HTGXDf1M0v0ofh/ib9KsYJq2A6BoFEZsm0N8aDTfDl1k8uMAQ923njkAjVbDle8DOZur7p1bNaDVjAE4NKzG/pHLuJ2t7ofceVT3ifej2PuG6eseoHb7JnhPH4Ci1XB6YyCH86n/7v7DcW5ck5SYRH72W0pcsKHvrPhMNbrOG4plWWtUvcrX3T9Ea6Zl4A9Zi6Rh6+LA+Z//ZM+s9SY/lvrtm9DN2JaOb9rPgXyOpXe2trQhW1t62diWFEVhb662ZErPtG9Kz2mD0Gg1HNm0j30rc/xZJLQWZvT1H0k111okxSayzu8zYoIjAOg4ogetenuh1+n5eeYarhw8C8ALQ31o/ZoXqgohV+6ycfznZKZlFMvxiOL1n72wUhSlJtBWVdUNJZmjsac7lWq58IHnKGq712PgnLeY3TPvqo8DZg9j7eQvuBF0lTFrptDY051zgacAsHdxpNHzTYg0nrgPXTt+mc+GziuW4wBw92qOSy0XRrV/h3ru9Rk2eziTe47PU27YnHf44oMVXA26wuS103DzbMbpwCDe+diPb+d8w8WjF/Dq3ZHub7/Mpk+K79fj4eVBlZpVePOFN2ng3gC/OX6M6TEmT7mje4+ybe02vjzwZY7n9/+yn4D1hhU9W3VqxbAPhzFt4LQ8+5tKl85e1K1bi2cbPU/Llu4sXTKX51/onqdc337DSUhIBGDj91/Qq1c3fvhhK/PmTmHOnMXs2h1Il85ezJ07GW/v3qYPrmiwGjCKpEUTUaMjKDttORmnD6F/cDdHsYxjgaSuX5bjOTU2msQ570FmBlhaYTv7SzJOH0aNjTJ97n+hp08n+vbqzuSPiufD4j9RNAq+s4bwTf95xIdGMXzrbC7tCSLi+v2sMh69PUmNS8LfcyyNfdvQeVIfNvktJezKPVb4TkWv02PrZIffjnlc3huEXme4HflVnzkkxySY/BhcPd2pWMuFKca+s9+cYczrOTlPuf6zh/Ht5C+4GXSVd9dMxtXTjfOBp9m1aiu/+m8CoMPgrvi+9yrrp6w21o+GXpP6c+Gg6W8sKBqF1nMGsavPfJJDovENmMXd3SeJu/Ygq0zS/Sj+GPMFru/45Nlfl5rOVu8pJs+ZPa+p2k7bIV2JuH4fy7LWxXYsbWcPYmff+SSFRNP9N0Pdx2ar+8T7URwc+wWN386/7n/pXHx1D4bMXT4azIZ+84gPjeaNrR9xbW8Qkdce1b/ba4b6X9n+fZ71bU2HSX342W8pilZD909HsHXMSsIv3cXariz6jEx0aRl86fPo3Hlj+2wu7zT9RYqiUeg+awhfGdvSSGNbCs/Wllr09iQlLolFnmNp4tuGrpP68L2xLS3P1pbezdWWTJn5lVlv8Hn/OcSFRjFm61wu7DlJWLbMrXp7kRKXyFzP0bj5tqHbpL586/cZlepWwd23LR97j6N8RXve+W4q87xGU87JjucHd2HBi++TkZbBwGXv4e7bluM/HjDpsRQ7GbEC/tvfsaoJ9C3pEO7eLTj0UyAAN09dw8bWhvJOdjnKlHeyw9rWhhtBVwE49FMg7t4tsrb3+XAwP8z7FvjHv0BtUi06teTAlv0AXDt1lTLlymBX0T5HGbuK9liXteFq0BUADmzZT0vvVgBUrl2Fi0cvAHD2jzO07tq2GNNDa+/W/L7ldwCunLpCmXJlsM+V/+G2mGx3th/KPrpmZW1V7L8OX19v1n+3BYBjx05hZ1cOZ+eKeco9vKgyMzPDwsIcVTUEVVUV23K2AJQrX46QkLBiya2t3QB9+APUiBDQZZJxLBBz9+eebGddpuGiClDMLEB5OrssD7fGlDfW7dOgqltdou+EEXMvHF2GjrPbDtPQu3mOMg29PQja8gcAFwKOUqetKwAZqelZH17MLM1LrNtx827BkZ8MHzwMfWeZfPtOK1trbhr7ziM/HcDNuyUAqdnOV0sbS9Rsx9FhcBdO7jhCQlS8iY8CKrjXIeF2GIl3I9Bn6Lj56xGqd875u0gMjiTm0j1Ufcn28WC6tlPO2YEGHdw4sXF/8RwI4ORWh/jbYSRkr3vvp7fuASq71SH6dhix9wyZL247Qv1OOTPX69Scs1sOAnAp4Bg1n2sEQO0XGhN++S7hlww3rVJiE/Mcl33NSpRxLMe9Y5dNfizV3OoSla0tnfmHtnT+b9qSWky/nupudYm8E0q0MfOpbYdw9fbIUcbV24Pjxvo/G3CUem0bZT1/atshdOmZRAdHEHknlOpudQHQaLWYW1mg0Wowt7YkLizvZ4zSTtWb5qe0KVUjVoqifAzcUVV1hfHxDCABcAa6YujGZ6uqugmYDzRUFOU0sBZYYnzOE7AElquq+oWiKC7AJqAchvoYrqrqH0WV2b6SI9EPHt1djw6Nxt7ZkbiI2EdlnB2JCclWJiQa+0qOALi96EFMWDT3Lt3J89p1mtVn5o5FxIbFsGnOWh5cCy6q2PlycHYk6kFk1uOo0EgcKjkSm+0ixKGSI1Ghj44lKiQKB2fDsdy7ehePTi05secYbV5qi6NLBZPmza2CcwUiQh6N+kWGRlLBuUK+F1GP021gN14e9jJm5mZ88Hq+f2/OZCpXdiY4+NGd1vv3Q6hc2ZnQ0PA8ZbdvW4+HR1N27Q7kp59+A2DcuBls276e+fOnolE0eHr1LJbcin0F1OhHGfXREWjrPJOnnHnz5zGr3wR9aDApG1eiRht+V4qDE2VGz0FTsTKpm1c9daNVT6NyleyJy9bvxIdEU834Bp9fGb1OT2pCMjb2tiTHJFDVrQ6vLHgbuyoV+HHsiqwPOKqqMuTbSagqHN/wO8e/32eyY7Cv5JCj74wJjcLO2SFH32nn7JCj74wJicK+kkPW457j+tDmlRdISUhmUZ+Zhn0qOeDeuRWf9JlJraY568QUbJztSXoQnfU4OSQaJ/c6T7y/1tIc34BZ6HV6zi3bxt1dJ00RM4up2s5L0wawc973WJa1Mmn+7Gxc7EkKyVb3of++7rv/NgtVp+fs8m3cMXHdA9g6O5AQkrP+q+TKbOtsT7yxTak6PWkJyVjbl8Whlguo8Pq6iZRxtOXC1iMc+SLn1OlG3dtycbtpp74+9KRtKfYxbamaWx16GdvS5mxtyZTKV3LIygMQGxJNjVyZs5cxZE6hjL0t5Ss5cOfUtaxycSHRhueCrhG4ejsfHlpORmo6V/44y9U/zpr8WETJeDpv/z7eRuC1bI97A5GAG9AUeBFYaLxYmgT8oaqqm6qqi4GhQJyqqi2AFsAwRVFqYRjV2qWq6sPXyHduiKIobymKckJRlBNXEvJ+r+ixlLxPqblvvTymjIWVBd38evGLcTpLdnfO32T8c8OZ3nUce9cEMGrVxCfPVECKkm/QXGXyK2Ios2L8EroM9OHj7Z9gVcaazIySn1+c53fxD7av287Q54fyzbxveP3d102UKn/51f/j8nfz7U+Nmh5YWljg5WUYHXrrrQGMHz+TunVbMX7CTL74fKFJ8z6SX6PI+TDz9BESxvcncdpbZF4MwubNCY+KRkeQOO0tEiYNwvw5b5Rydoi/90Rt5W/KBJ++wRLvCazsPpX2w3sYRh+AVb1msLzbFNYO/phWAztRs2XeC+Qik2++3EX+/jh/WfQ9E9sO5+ivf9BhUBcAXps2mJ/mr0fVF8+t0PwzPvn+m1u+xzafaRwYuZyWM/tjWyPvKHVRMkXbadDBnaSoeB6cz/sdOdMqXN1vavUeW1+aRqDfclrNMH3dP07u+s//vRg0ZhqqtajPr+8tZ22vWTTo4pE1mvXQs93bcOHXQ6aMmz1o3phPdCyGMvdO3+BT7wks7z4Vz2z9kCn93WeYfyyTz/OoKtblyuDaqTmznx/FjFbDsbCxpHnPdkUT+CkiI1YGperCSlXVU0BFRVEqK4rSFIjBcFH1vaqqOlVVw4ADGC6ccvMGBhpHsI4CjkA94DgwxDj61VhV1Xy/PKCq6ipVVT1UVfVoYFv7b3N2GNCFGQELmRGwkNiwGBwqO2Ztc3B2IDYsOkf5mJAo7F2ylXFxIDY8GqcazlSoWpGZOxax4M8V2Ds7Mn37Aso52ZGamEJacioA5wJPoTXXUta+6KcidR7ow8KAxSwMWEx0WDSOlR+NMjk6VyA6POexRIVG4ej86FgcXRyJMR7vgxv3mT1gBhO7vc9fW/8g7E5okefNrdvAbizdsZSlO5YSHR6Nk4tT1rYKzhWICivY6MeBrQdo492mqGI+1jtvD+LY0Z0cO7qTByFhVK1aOWtblSoufzudLy0tje2/7cG3mzcA/fu/yi+/7ABgy5bteHi4mTa8kRoTgeLw6AOJxsEpz6iTmhSfNeUv/UAA2hr1875ObBT6+7fR1m9s2sD/AXGh0ZTP1u+Uc3EgPtfIbHy2MhqtBitbG1JiE3OUibjxgPSUVCrVrwpAQrhhtCgpKp6Lu05QtemT3/1/Ep4DOjMtYCHTAhYSGxado++0d3Yk7h/6TnuXnCPoDx399U+adTFMSa7ZpA7Dlo5m3p/Lada1Nf0+ehM37/zeMopGUkg0ZSo/GkWzcXEg+V9MA0oJM9R54t0IQg9fwsG1RpFnzM4UbaeGR32eebEZ4/78jNeWjqJ220b8b/EIkx4HGEYHy7hkq3tnB5JDn7zuk411n3A3gpDDl3A0cd0DJIRGY+uSs/4Tw2JzlIkPiaacsU0pWg2WxvpPCInmzpHLpMQkkpmazo39p3F2rZm1X8WG1dFoNYSev23y44Cc7QTyb0txodHY5WpLyf/QD5lSbLY8AHb5ZI7Nk9ma5NjEHMcCUN7FgbjwGOq3cyX6XgRJ0QnoM3Wc23mMms3zvseJ/4ZSdWFl9CPwKoaRq43kf48gPwowyjiC5aaqai1VVXerqnoQeAG4D3yrKMrAwgbc9+1OZviMZ4bPeE7tPkbbVzwBqO1ej+SE5BxTWQDiImJJTUyhtns9ANq+4smp3ce5f+Uuoz2GMqHdCCa0G0FMaBQzu00gPiKWctm+a1CraV0URSHRBF8o37UugPE+YxjvM4bju4/QvpcXAPXc65OckJTnQ0xseAwpSSnUczd0Gu17eXF8zzEAyjmWBwx3qHqN6s3u73YWed7ctq/bzqiuoxjVdRSHdx2mY6+OADRwb0BSQtK/mgZYueaji5oWHVvw4PaDvyldND7/Yi0tW3WhZasubNu6i/79DKsUtmzpTlxcQp5pgGXK2GR970qr1dKlcweuXLkOQEhIGC+80BoAL6/nuH69eO4e625dQVuxCkoFZ9CaYd7Sk4xTOe+YKuUfffgxc2+DLsTwHQHFvgKYWxg22JRFW88Vfahpp7z+F9w/cwPHms7YV3VCa66liW8bLu/JOY3p0p6TNOv1PACNfFpx85Dh+4/2VZ3QaA1vDXZVKlChdmVigiMxt7bEooxhGpe5tSV1n29M2NWiXRUz8NtdzPIZzyyf8ZzefZzWr7QHDH1nymP6zrRsfWfrV9pzerdhVbeKNZ2zyrm96EHoDcP5+sHzI/mgneEnaMcRvvvwy6x9TCHy9E3K1XKmbDUnNOZaavdozb3dQU+0r0V5GzQWhhn7lvZlqdSiPrFX7//DXoVjiraze8EmFrQZxaJ277Fp1FJuHrrAD2NWmPQ4ACLO5K37u3ue3roHeHDmJg61nClvzPysb2uu5qr/a3uDaNLrBQAa+rTktrH+bx44S6WG1TCzskDRaqjeqmGORS8adW/Dxa2HTX4MDwWfuUGFbG2pqW8bLv1NW3L1acWNx7QlJ2NbMrV7Z27gVNMZB2Nmd9+2nM+V+cKek7Qw1n8Tn1ZcN2Y+v+ck7r5t0VqY4VDVCaeaztw9fZ2YB1HUcK+LuZXhvazec645FsP4r5ARK4NS9R0ro43AaqAC0B5oA7ytKMpawAHDRdJ4oAqQfQhnFzBcUZR9qqpmKIpSH8PFVAXgvqqqqxVFKQM0A9YVVdiz+4No4tWM+QeWkZ6SxtfjH72ZzAhYyAwfw6p6305dzRsPlwwOPJW1IuDjeHRtjVf/zuh1OtJT0/l81KdFFfmxgvadxN3Lg6UHPyc9JY3l45ZmbVsYsJjxPoYV9lZP+dy43LoFpwODOLXf0Cm16/48nQcaVl46tvMI+zf/bvLM2R3fd5wWXi346o+vSEtJY/G4xVnblu5YyqiuowB4Y/IbePbwxNLaknVH17Fr4y6+W/wdvoN9cWvnRmZGJolxiXwy9pNizb9j5z66dOnApYt/kpycwrC33s/aduzoTlq26kKZMjZs+fFrLC0t0Go1BAYeYtVqw5K6w0dM5JNFMzAzMyM1NY0RIycVT3C9npTvllLm/fmG5db/2In+wR0sew5Cd/sqmacPY9HpZczd2oBOh5qUQMqXCwDQulTH6vV3DFNDFIW0nT+gDy7u6UT/bPz0+Rw/dZbY2Hg69uzPiKED6OXbucTy6HV6tk1bw+B1k1C0GoI2BxJ+7T4dx7zK/XM3ubw3iJObA3nVfwRjA/1JiU1i4yjD+VyjRQNeGN4dfWYmql5l64ffkByTgH21ivRbZTjHNVotZ3/9i2sHTPc9gXP7g2js5c6cA0tJT0lnzfjlWdumBSxklrHvXD91NUOMf6rifOBpzhv7zlcm9sO5dmVUvUrU/YisFQGLm6rTc2TqWrw3TEDRaLi26QCxV+/jPq4XkWducW9PEBWa1qbDV6OxKG9DtU7uuL/fi186TMKuXhXazn8DVdWjKBrOLtuWYzVBUzBF2ykpqk7P4Q/X0uU7Q91fNdZ9M2Pd3zXW/YtfGuq+eid3mo3txU8dJ2FXtwrPffwGql6PotFwdvm2HKsJmjLzrmlr6LNuIhqthjObDxB57T4vjO1FyNlbXNsbxOlNgfRYPJzhBz4hNTaJn/0M9Z8an8zRL3fwxraPUFWVG/vPcH3fo283NOzWmk2DF5j8GB7S6/RsnbaGN4xt6YSxLb1obEuX9gZxYnMgvf1HMC7Qn+TYJL43tqWaLRrQfnh3dMa29GsxtSW9Ts9P077hrXWT0Wg1HNu8n7BrwXQZ8z/unbvJhb0nObp5P339RzI58FOSYxNZN2oJAGHXgjm9/TAT93yCPlPHlmnfoOpV7p6+zpkdRxn72zz0mXruX7jN4e+L9/NPsVCfdJzjv035t98xeRooinIOiFRV1UsxTNBdQK7FKxRFMQd2YrhwWgN8BswGfDGMXkUAPY0/44EMIBEYqKrq335ye6Pmq6Wv0owS1JL/XlNhJJXy/L+HnyvpCAUW3qdBSUcoFJuFq0o6QqHM8DDt34wytXBK97nbNsOypCMUynXzUnjr16h2ZmmcXPNIqLbUfmQAIFEp3fnTSvk64P63N5aKK5YwT0+TNJRKgYGl4vgfKo0jVqiq2jjbv1UMF0bjc5XJADrm2nWy8Se7tcYfIYQQQgghxL9UGqftmULpvg0khBBCCCGEEE+BUjliJYQQQgghhHg6qPpSNWPPZOTCSgghhBBCCFFgMhXQQKYCCiGEEEIIIUQhyYiVEEIIIYQQosBUWW4dkBErIYQQQgghhCg0GbESQgghhBBCFJh8x8pARqyEEEIIIYQQopBkxEoIIYQQQghRYLLcuoFcWBXAjAoxJR2hwMJDbUs6QqEEaO1LOkKhVHJuWdIRCuyT/VYlHaFQdB5TSzpCocw4MbukIxTKjFJe/9Hakk5QONFklnSEAnuZ9JKOUCiXFOuSjlAoVpTuD8zdU3QlHeH/BVUt6QRPB5kKKIQQQgghhBCFJCNWQgghhBBCiAKTqYAGMmIlhBBCCCGEEIUkI1ZCCCGEEEKIApMRKwO5sBJCCCGEEEIUmCxeYSBTAYUQQgghhBCikGTESgghhBBCCFFgMhXQQEashBBCCCGEEKKQZMRKCCGEEEIIUWCqKiNWIBdWQgghhBBCiEJQ9SWd4OkgUwGFEEIIIYQQopBkxKqEWLVpgf24kaDRkPRLAFCTjyAAACAASURBVPFrN+ZbzrrjCzh9PJ3QAcNJv3S1mFM+XjlPd6rPfBO0GiK/30Po8p9ybHfq3xmnwT6g06NLSuHOxBWkXgsu9px12jeh8/QBaLQaTm0M5K+V23Js11qY0dN/OC6Na5ISk8iPfkuJC46kfNUKjPh9IVE3QgAIPnWdgClfA6Ax19J11mBqtm6IqlfZt2gzl3ccN0n+vtPfoIlXM9JT0vlq3FLuXLiVp0wN19q8ucgPcysLzu4PYsNMQ84eo3vT/vUXSYiOB2DLgg2cDQyiVtO6DJ73jmFnReHXTzcRtOtYkWev274JPtMGoGg1BG0K5I986v4V/+FUdq1JSmwim/2WEhscmbW9fGVH/PYsIPDTLfy1OiDreUWj8M622cSHxvDd0EVFnvuheu2b8NK0gWi0Gk5s2s/BfPK/6j+cKq61SI5NZKPfEmKDI6natA495w01hlXY9+kWLu46AcC4Pz8jLTEFVa9Hn6lnRfepJsv/pKbO9efgX8dwsLfjl/Wfl3ScLEVd/xVqu/D6slFZ+9tXq8jvi3/k0Nc7izx7zfZN8JphaPvnNwZybEXe7F0Xv0PFxrVIjUlg+8hlxAdHojHX0mneUCo1qYWq17N/xnqCj1wCDP1Ox48GUbV1Q9Cr/LnwB66ZqN8B6D19CI283ElPSWPduBXcy6fvqe5ai4GLRmJuZcGF/afYPPMbAF75oD+NX2xOZnomkXfDWDd+BSnxyThUdWL63sWE3XwAwK1T1/h+ymqTHUN+SsN7V4P2TelhbPtHN+1n/8qtObZrLczo4z+Cqsa2/63fZ8QER2JjV5aBK0dTrUkdTvx4gJ+nr8nz2kNWj8OxekUWdZ5gsvz12jfBx5j/5N+cu5WN+TcZz92Hyld25N09C9n36Rb+Wv0bAC8veIsGHdxJiopnaeeJJsuem4OXG3VnD0HRagj57nfuLv0lx/aqb3fDpV9HVJ2OjKh4Lo9eQZrxWCyrVKCB/ztYVnYEFc71m0vqvYhiy17c9DIVECjhCytFURJVVS1bhK/XE7iqqupF4+NZwEFVVfcW1f+jSGg02E98l/CRE9CFReC8bgXJBw+TeetOjmKKjTW2r71M2rmLJRT0MTQaqs9+m6t9p5MREkXD3xYSu/tYjjefqF8OErF+FwDlO7Wg2vQ3uNZ/VrHGVDQKXT8azPp+84gPjebNrR9xZW8QkdfuZ5Vxf82TlLgklrV/n0a+rXlxUh+2+C0FIOZOGKt8Jud53ef9epIcFc9yr3GgKFjblTFJ/iaezahUy4VJnn7Udq/HgDlvMbvnB3nKDZz9Fmsmf86NoKuMWTOFxp7unAs8BcDur7azc3XON+X7V+4y03cCep2e8k52zNrhz+m9J9Drim4cX9EodJs1mLX9DXX/9taPuLwniIjrj+q+WW9PUuOS+MzzfVx9W9NpUh9+MNY9QJcP+3Mt8Eye124zpAsR1x9gWda6yPLml9931hC+6T+P+NAohm+dzaVc+T2M+f09x9LYtw2dJ/Vhk99Swq7cY4XvVPQ6PbZOdvjtmMflvUFZ9ftVnzkkxySYLPu/1dOnE317dWfyR6a7SP23TFH/kTdDWGY8nxWNwsSjy7MueIs6e8fZg/ix33wSQqLpt20W1/ecJPrag6wyrq8Zsn/9wvs08G3NCx+8zvaRy2jSxwuAdd4fYO1Yjl7rxrO+2zRQVVqP6kFyZDzfeI43ab8D0MjTnYq1nJnu+S613OvRZ86bLOg5JU+5PrOH8d3kL7gVdA2/NR/QyNONC4GnufTnWX5ZsAG9Tk/PSf3oPOJlfpn/HQCRd0KZ62O6D/V/qxS8dykahZdnDWFV/7nEhUbx3tY5XNxzkrBsbb9Vby9S4pKY7zkGN982vDSpL+v9lpCZlsHOT37ApUE1nOtXzfParp1bkJacavL82c/dd/I5d5v3NrzvLs517j7k8+GAPH3/qR8PcmTtbl71H27S/DloNNSbP5QzvT8i7UE0zXfNI3LXCZKvPmoviedvcbLzRPQp6VQe5E2daQO4+NZiABou9ePOpz8Rc/AsWhsrVJkr9//Cf20qYE/g2YcPVFWd9tRdVAEWjZ4h8959dPdDIDOT5N37sWnfNk+58u8MIX7dJtT09BJI+Xhl3OqRdjuE9LthqBmZRP/6J3berXKU0SemZP1ba2NVIn85ropbHWJuhxF7LwJ9ho4L247QoFPzHGUadGrO2S0HAbgYcIxazzX6x9d1692eP5cbL1ZUlZSYxCLPDuDu3YJDPx0A4Oapa9jYlqG8k12OMuWd7LC2teFGkGE089BPB2jm3fJvXzc9NT3rQ765pQWqCX43Vd3qEH0njJh7EegydJzbdoRnvHPWfUPv5pzOVve12z6q+2e8mxNzN5yIXHeKyzk7UL+DGyc37i/yzDnz1zXmD0eXoePstsM0zJPfg6AtfwBwIeAoddq6ApCRrX7NLM3hKf+jiR5ujSlfzrakY+Rg6vqv85wr0XfCiL0fmXdjITm71SH2dhhxdw39zpVtR6ibK3td72Zc+NGQ/WrAMaob+x3HelW4+9cFAFKi4kmNT8a5SS0AXHu35+hy451/E/Y7AE29PTjyk+HcvGXse8rl6nvKOdlhZWvNraBrABz56SBNvVsAcOmPs1m/g1unrmLv7GCyrP9GaXjvqu5Wl6g7oUQb2/7pbYdp5O2Ro0wj7+acMPadZwOOUs/Y9tNT0rh94goZaXk/M1jYWNL+TR9+X/qzSfNXdatLVLZz99xjzt1T2c7d2sb8D7dF3w0nPFfff/vYZVLiTNfm81OuWV1SboWSeiccNSOT8F/+okKXnL+L2L8uoE8x1Hf8yatYuhjauk39qihmWmIOngVAl5yaVe6/SlUVk/yUNk/FhZVisFBRlPOKopxTFOW1bNsmGJ87oyjKfONzwxRFOW58bouiKDaKorQFugMLFUU5rShKHUVR1iiK8qpxn46KopwyvtbXiqJYGp+/rSjKTEVRgozbnjH18WorVkAX9mg4ODM8Am3FCjnKmDeoi5mzE6l/HjF1nH/NwsWB9JBHH0jSQ6OwcMn7xuk0qCuuf35O1SmDuDvty+KMCICtswNxIVFZj+NDorF1ts9Vxp64B9EAqDo9qQnJWNsbBlHtqjkxLGAOgzZNpXqLBgBYlrMBwGvcqwz7bTavrniXMhXKmSS/XSUHoh88queY0CjsnR1zlLF3diQ62zFGh0RhV+nR76LjoK7M2uHPGwtGYFPu0R3u2m71mL37Uz7a5c+6qV8U6WgVgG0lB+Ie5Kz7cpVy1X2lR3Wv1+lJS0jGxr4s5taWPP+OL4Gf5ZyiA9B12gB2zfveJBeD2ZWrZJ8nf/lKDo8toze2HRt7wwVKVbc6vLt7AaN2fcyvU7/Kql9VVRny7SRGbJtDiz4dTHoMpZmp6v+hJr5tOLv1sEmyl3W2J8HYrgESQqIpm6vtZy+jGtu+tX1Zwi/dpY53MxSthnLVnKjkWhPbyo5Z/c5z416l/2+z6bZyFDYm6nfA0PfE5Op77HJdHNk5OxCbre+JzdX3PNT2fx24EHg667FjtYpM/u1jxmyaQd0WJn+7zaE0vHeVr2RP7IOc9Vo+V/spX8khq4xepyclW9t/nC7v9+bAl7+RnppW9KGzye/cLfcP526aMf/Dvn//Z1tMmvFJWTo7kJbtWNIeRGOZ6z04O5e+HYneZ5gtYlPHhcz4JBp9PY7mexdQe9oA0DwVH7lNRtUrJvkpbZ6W3/IrgBvQFHgRw8WRi6IoXTGMQrVSVbUpsMBY/idVVVsYn7sEDFVV9RCwFRivqqqbqqo3Hr64oihWwBrgNVVVG2OYApl9PDlSVdVmwEpgXH4BFUV5S1GUE4qinNgQcT+/IoWT/YOiomA/djgxi5+e7zvklLeh5/c5N2LtDs63e4fguetwefd/xZDrCeQOquRz0qqQGB7LZ23eY7XPFHZ/tJ6Xl4zEoqw1Gq2G8pUduXviKqtfmkpw0DU6TelnkqhKPtlyX1DkF//hHfr963cx4YWRTPd5n9jwWF6fOiiryM3T15jqPZpZ3Sfy0vBXDHf2i1C+1Zone/7tqMOYXhz6agfpyTk/ANTv4E5SVBwh528XZdR8PUnd53eQD8sEn77BEu8JrOw+lfbDe2TV76peM1jebQprB39Mq4GdqNmyeD9Ylhamqn8ArbmWZ15szrkA09y0yi97nlGzx7T985sOkBgSTf/tH+E1vT8PTl5Dn6lDo9VgW9mRByeusv6lqYScvE77qX1Nkv9x+XL3nY87f7PrMvJl9Dodx34xjE7Eh8cwpe0I5r40kS0frWXIZ+9iZcIpvXmVgveuJ6jXJ/n9ZFf52RpUqFGJ8yaY+ppHIc7djmN6ceirgDx9f4nJ91TOv54r9XoeW7fa3DXOZlG0Wsq3asiNmesI6jwJ6xoVcX7d04RhxdPiaVm8oh3wvaqqOiBMUZQDQAugPfCNqqrJAKqqPrwN6KooymzADigL7PqH128A3FJV9eHqD2uBkcCnxscPb42fxHCRl4eqqquAVQB3PToW6na5LjwSbSWnrMdmFZ3QRTy6K6LY2GBepxaVvvAHQOvoQAX/j4gc++FTsYBFekgUFi6PRtgsnB3JCI1+bPnoX/+g+ty3iyNaDgmh0ZR3eXR3qZyLAwlhsTnLhERTvrIDCaHRKFoNVrY2pMQaphukpBv+G3L+NjF3wnCs5UzIuVukJ6dyeafhDerib0dxe82zyDJ3GNCF9n1eBODWmes4VH5Uz/bOjsSG5azn6JAoHLIdo4OLI7HhhjLxkXFZzx/YuIfRX+X9vljIjfukpaRRtX51bp+7kWd7QcWHRlO+cq66D4/Np4wD8aHRaLQaLI11X9WtDs/6tMT7gz5YlbNB1atkpGVQztmBBi82p56XG2aW5liWtabX4uFsGbOyyHI/FJdP/vjwmHyP8WH+7G3noYgbD0hPSaVS/arcP3crqw6SouK5uOsEVZvW4faxy0Wev7QzVf0D1Pd048H5WyRFxpske0JINLaVH92ht3VxIDFX9kRjmURjv2Npa0OqMXvgrO+yyvX5aRoxt0NJiUkkIzmVa8Z+5+pvR3F9vX2R5m4/oDPP9ekIwJ0zN7CvXAG4Ajzse3IeQ0xIFHbZ+h47F0fiwh/1T617tadxx+Z82vfR95My0zPJNPard8/fIvJuGBVruXD33M0iPZbHKQ3vXXGh0dhVzlmvudt+XGgUdpUdiTO2fWtbG5JjHz9NrkazelRpXJvJfy5Bo9VQ1rE8wzd+yMrXPyry/Pn3/X9/7j7q++vSyKcVnT/om9X3Z6ZlcHTd7iLP+STSQqINC08YWVZ2ID2f9mL/QmOqj36F0y9PR03PNO4bReK5W6TeCQcgcsdxyjWvR2jxRC8RJfCNj6fS0zJi9bixPoX8v6GwBvAzjj7NBKwK+PoPPbw9oqMYLjbTL17GvFoVtJWdwcwMG28vUg4eytquJiVx/8VXeNC9Hw+69yPt/MWn5qIKIOnMNaxquWBRrSKKuRkOPdoRuyfnqnKWtVyy/l2+owdpt0KKOyb3z9zEoZYzdtWc0JhraeTbmqt7TuYoc2VvEE16vQDAsz4tuXXI8P0GGwdbFI2h2dhVc8KhljMxdw0d5NW9p6jZpiEAtZ5zzbEYRmHt+3Yn033GMd1nHEG7j9H2FcOHp9ru9UhJSCYuIufFSVxELKmJKdR2rwdA21fac2q3YaWw7N/Hat65Ffev3gWgQtWKaLSGU9+xihPOtSsTGRxeZMcAxrqv6YxdVSe05loa+7bmcq66v7wnCLd86v6r3h+xuN1oFrcbzZGvd/LH8l85tm4Pexds4pM2o1jcbjQ/jFrGrUMXTXJRZch/A8eaztgb8zfxbZMn/6U9J2nW63kAGvm04qYxv31Vp6z6tatSgQq1KxMTHIm5tSUWZQxdlbm1JXWfb0zY1XsmyV/amaL+H2rSvS1nt5lmGiBA6Jmb2NVyppyx32ng25obe4JylLmxJ4hGrxqy1/dpyd1DhgWKzKwsMLO2BKDG867odfqsRS9u7D1FNWO/U/25RkQVYb8DcODbXcz1mcBcnwmc2X2M1q8Yzs1axr4nPlffE2/se2oZ+57Wr7zAmd2GC79n2zfF+50erHzzYzJSH32vpGy2frVCtYpUrOlC5N2wIj2Ov1Ma3rvunblBhZrOOBjbvptvGy7kavsX9pzEw9h3NvFpxXVj23+cw+v38lGrEcxt9y7L/zeDyFshJrmogrznbuN8zt3Le07ins+5+2XvWXzS7j0+afceh7/eyYHlv5bYRRVAwqnrWNd2waq6ob1U7PkckblG/cq61qT+wrc4P/BjMrLdrIk/dQMzuzKYOxqm7Nq1cyXpavGvjCyK39MyYnUQeFtRlLWAA/ACMB5IB6YpirJBVdVkRVEcjKNWtkCIoijmQD/g4TtMgnFbbpeBmoqi1FVV9TowADhg2kP6Gzo90QuXUnHpx6DVkLR1Bxk371D+7cGkX7pCykHTvekXCZ2eux+upv5300GjJWrTXlKv3qPyuD4knblO3J7jVBzsQ7l2TVEzdWTGJXJrzGfFHlPV6dkxbQ391k1E0Wo4vfkAEdfu4zm2Fw/O3uLq3iBObQrk5cXD8TvwCSmxSVkrAlZv9QyeY19Fn6lD1esJmPw1qXFJAPw+fyM9Fw+n87QBJEfH8+u4VSbJf3Z/EE28mvHxgeWkp6Tx1fjlWdtmBixiuo9h1uq6qasYusgPCysLzgWe4myg4UNc7w8GUv3ZmqgqRAaHs3ayYWppvRYNeWn4y+gyM1H1Kt9+uJrEIl6lTq/T89u0NQxcNxGNVkOQse47jOnF/XO3uLI3iKDNgbziP5z3Ag11/8Oopf/8wsVEr9OzbdoaBq+bZFgufnMg4dfu03HMq9w/d5PLe4M4uTmQV/1HMDbQn5TYJDYa89do0YAXhndHb6zfrR9+Q3JMAvbVKtJv1RgANFotZ3/9i2sHzpbkYQIwfvp8jp86S2xsPB179mfE0AH08u1coplMUf8A5lYW1G3nyi+TTfe9GVWnZ9+Ha+n17QQ0Wg3nNx0g6up92o7tRdi5W9zYE8S5TQfo+uk7vHHwE1JjE/nNbxkANhXK0evbiah6PYlhMQSMfnTj4OC8jfh8OhzL6f1Jjk5g1/um6XcAzu8/hatXM2YdWEJ6Sjrrxq/I2jY5YEHWqn7fT/2SQYtGGJZbDzzNBeNqpK/NHIqZhRnvrv8QeLSser2Wz9JtbG/0Oh16nZ4NU1aTbOxXi0UpeO/S6/T8PG0Nw9Z9gKLVcHxzIGHXguk85lXunbvFxb0nObY5kD7+I5gUuJjk2ETWZ+s7J/+5BKuy1mjNzWjk7cHqAfNyrChYHPm3T1vDoHWTDMut/825O8Z47m56gr6/9xI/arVuiI29LeMPL2Xf4i2c3Bxo0mNRdXquffAVTTZOMSy3/v1+kq8EU3PCayScuUHUrhPUmT4AbRkrGn35PgCp9yM5P/Bj0Ou5MeNbmv44DRSFxDM3CVn/u0nzlrTS+H0oU1BM/SXwv/2fG5dbVwyTtRcAXTGMUM1WVXWTscwkYCCGi6wAVVUnK4oyHJgA3AHOAbaqqg5WFOU5YDWGEahXgQ+B7aqq/qgoSkdgEYaLyePAcFVV0xRFuQ14qKoaqSiKB7BIVVXPv8td2KmAJSk89Ola/evfCtCabonh4nBLMe1St6ZU7R8Hhp9uuqd9eb5/MOPE7JKOUCgzPEr+b3YVhoP+aZngUTDXNaV3RbKhmaU3O8BGs+L8HlnRs/rHST9PtxdTMko6QqF4hv1QKn4BF+u8ZJI32Wdv/FYqjv+hEh2xevg3rFTD1d1440/uMvOB+bmeW4lhoYncZf8i23LrwOBs234H3PPZp2a2f58APP/VQQghhBBCCPH/mPyBYIOnZSqgEEIIIYQQohQqjX9zyhRK99wGIYQQQgghhHgKyIiVEEIIIYQQosBkuXUDGbESQgghhBBCiEKSESshhBBCCCFEgcniFQZyYSWEEEIIIYQoMFm8wkCmAgohhBBCCCFEIcmIlRBCCCGEEKLAZPEKAxmxEkIIIYQQQohCkhGrAlgSWbGkIxSY3qx031KooS/lc3hLcfx7pNJQtS7pGAV2TUkv6QiFMsNjaklHKJQZJ2aXdIRCmeoxpaQjFMqh1OCSjlBgh4AuVjVKOkaBpaMv6QiFYo62pCMUyg7r0v1R17OkAzwhWbzCoHS3NiFEsSnNF1VCiNKrNF9UCfH/hSxeYSBTAYUQQgghhBCikGTESgghhBBCCFFgMhXQQEashBBCCCGEEKKQZMRKCCGEEEIIUWCle2m0oiMjVkIIIYQQQghRSDJiJYQQQgghhCgw+Y6VgVxYCSGEEEIIIQpMlls3kKmAQgghhBBCCFFIMmIlhBBCCCGEKDB9SQd4SsiIlRBCCCGEEEIUkoxYmViD9k3pMW0gGq2Go5v2s3/l1hzbtRZm9PEfQVXXWiTHJvKt32fEBEdiY1eWgStHU61JHU78eICfp6/J2mf4xg+xdbIjIy0dgNUD5pEYFV9kmZ9p35Se0wah0Wo4smkf+/LJ3Nd/JNVca5EUm8g6v8+ICY4AoOOIHrTq7YVep+fnmWu4cvAsTrVdGLjsvaz9HatVZOfiHzj49Q4A2g3qTLuBndHrdFzcd4rt8zcU2bFkV6N9E9rPGICi1XBhYyAnVmzLsb1yywa0nz6ACg2rscNvGdcDjmdt67FuAi7udXhw4ipbh3xiknz56Tv9DZp4NSM9JZ2vxi3lzoVbecrUcK3Nm4v8MLey4Oz+IDbM/NqQeXRv2r/+IgnRhraxZcEGzgYGZe3nULkCc/Z8yq+fbmbn6q15XrewarVvQsfphvo+uzGQoytz1rfWwoyX/N+hUuNapMQksNVvGfHBkWjMtHT5+E0qudZEY6bh/JY/ObpiG1pLc/punorWwgyNmZYrAcf4a/FPRZ47u9enD6GxVzPSU9L4Ztxy7uZT/9VdazNk0UgsrCw4tz+IjTO/AaDH2Ndw69QCVVWJj4zjm3HLiQuPydqvZpM6fPDzXL7wW0zQjiNFnr1e+ya8ZOx7Tmzaz8F86v9V/+FUMfY9G/2WEBscSdWmdeg5b6ihkKKw79MtXNx1ggq1XXh92ais/e2rVeT3xT9y6OudRZ7935g615+Dfx3Dwd6OX9Z/XqJZHqrfvindpw1E0Wo4vmk/gfn0oa/5j8iq+w3Gfr9eu8Z0mfg6WnMzdBmZBMzdwI3DFwz7mGvpMXMItVs/i6rq2bVwM+d3Hiu2Y5o4ewztOrYhNSWVD9+bzeVzV3Nst7K2ZOHqOVSrUQW9XseB3X/x2ZyVAPxvYE9eG9ILnU5HSlIKs8Z/zM2rt02WtbTWf6/pg3nWy530lDS+G7eS4Hz6m2qutei3aATmVhZc3H+KLTPXAGBTvgyDl43GoaoT0cERfDPyU1Lik7CytWbg4lHYV6mARqth3+rtHP0hEAD7yo70mf82dpUrgKry+ZD5RBvfywujfvsmdDP2Pcc37edAPn1P72x9zwZj31O3nStdJvZBa65Fl6EjYO533Dx8EYCm3dvgOaIHqgoJ4TFsGr2C5JiEQmfNP3/Rth9zKwv6rRiNY42KqDqVi7+fZOfHG02SvSSpyHes4Cm/sFIUpSdwVVXVi39TZjCwW1XVB8UW7AkpGoWXZw1hVf+5xIVG8d7WOVzcc5Kw6/ezyrTq7UVKXBLzPcfg5tuGlyb1Zb3fEjLTMtj5yQ+4NKiGc/2qeV57w+jlBJ+7aZLMr8x6g8/7zyEuNIoxW+dyId/Micz1HI2bbxu6TerLt36fUaluFdx92/Kx9zjKV7Tnne+mMs9rNBE3Q/jEZ1LW608/upJzuwwXLXXbPItrJw8Wdp2ALj2Tso7livyYHv5/PWcP4ud+80kMieb1bbO4ueck0dceNZuEB1Hsef8Lmr3tk2f/oC9+w8zagsb9OpgkX36aeDajUi0XJnn6Udu9HgPmvMXsnh/kKTdw9lusmfw5N4KuMmbNFBp7unMu8BQAu7/a/tiLpj4fDskqV9QUjcKLHw1ic7/5JIRGM3DrLK7vPUlUtvpu/JonqXFJrG7/Ps/4tsZz0uts9VtGg5daorUw45vOH2BmZcHQvR9zaeth4oMj2dhnLhnJaWjMtPT98UNuBp4h5NQNkxyDq6c7FWu5MMVzFLXd69FvzjDm9Zycp1z/2cP4dvIX3Ay6yrtrJuPq6cb5wNPsWrWVX/03AdBhcFd833uV9VNWG+tHQ69J/blw8LRJsisaBd9ZQ/im/zziQ6MYvnU2l/YEEZHtPPbobah/f8+xNPZtQ+dJfdjkt5SwK/dY4TsVvU6PrZMdfjvmcXlvEJE3Q1jmMznr9SceXc7FXSdMkv/f6OnTib69ujP5o0UlHQUw1E3PWUP40tjv+xn7/fBsdd/C2O8v9BxDU982dJ3Ulw1+S0iKSWDN0EUkhMdQqX5Vhq77gLmtRwLQwe9lEqPiWdRhLIqiYG1XttiOqV3HNlSvXRXfNr1p3KwRUz8eT3+fYXnKrVu5geN/BWFmbsbqH5bwXIfW/LXvCAE/7eaHdb8A0N67HeNmvMuIvmNNkrW01v+znm441XLmI8/3qOlej95zhuLfc2qecr1nv8nGyau4HXSNd9ZMoqGnG5cCT/Pi8J5cPXSevSt/5cXhPeg0ogdb52/g+QGdCb0ezKo3F1DWwZYp+z7lxC9/oMvQ0d9/JLuX/cyVP89hYWOJqi/8XyJSNArdZw3hK2PfM9LY9+Ssf09S4pJY5DmWJr5t6DqpD9/7LSUpJoG1QxeSEB5LpfpVGbJuEvNb+6HRaug2bSCLO00gOSaBLpP60GaQN79/uqXQefPLb4r2c3D1dm4evojWXMuw76bSwLMpVwLPFHn+klQEzadAFEXpAnwGaIEvVVWdn2v7WOBNIBOIAN5QVfWOcZsOOGcseldVzAQOhgAAIABJREFU1e6FzVOsUwEVg3/z/+wJPPsPZQYDlQscyoSqu9Ul6k4o0ffC0WXoOL3tMI28PXKUaeTdnBNbDgJwNuAo9dq6ApCeksbtE1eyRqWKM3Nktsynth3CNVdmV28PjufI3Cjr+VPbDqFLzyQ6OILIO6FUd6ubY996zzUm6k4YMfcjAWjbrxO/r/wVXXomQJGOvGVXya0OcbfDiL8bgT5Dx9VtR6jt3TxHmYTgSCIv38v3zeXeXxdIT0w1SbbHcfduwaGfDgBw89Q1bGzLUN7JLkeZ8k52WNvacCPIcPf40E8HaObd8gleuyURd8O4f+1e0QcHXNzqEHs7jLh7hvq+tO0IdTvlrO96nZpxfssfAFwJOEb15wztCBXMbSxRtBrMrCzQZWSSnpACQEZyGgAaMy1aczOT/kVCN+8WHHmC+reyteamsf6P/HQAN2P9pyamZJWztLFEzZa1w+AunNxxhAQTtfeqbnWJvhNGjPE8PrvtMA1ztfeG3h4EGev/QsBR6hj7nozUdPQ6w2x5M0vzfOu4znOuRN8JI9Z4HpckD7fGlC9nW9IxslTL1e+f2XaYZ/Pp908a+9BzAUepa6z7Bxduk2Ac1Qy7GoyZpTlaC8P9T4//ebJ/xa8AqKpqsrv1+fHq/DzbNhtGJs8FXcC2XFkqVHTMUSY1JY3jfxlGxDMzMrl07iqVXCoCkJSYnFXO2sYa1YQnbmmt//9j77zDoyq+P/zObkJISA+pFJNQFAiQUEMREoQAwQBSpSmIjab0Ligd5YuFKioqgoIoUhRpCigdEnonlBBI3/Re7u+PXZJNAdKWgL95nydPsnfPvfuZ2TMz99wzM2no15wTW7Sabp++jqlFFSwL9DeWuv7mdtB1AE5s+YdGfs2153dqxolftP3ViV8O0rBT89zzTKqYAlDJrDIpcUnkZOXgVLsaKrWaq4e095QZKelkppX9fkNb/3l9z9nH9D0X9PqesIt3SIyMA7T1b/yg/oUAIahkZgJAZQtTEiJiMQSG8J/MtIzczFt2Zjb3Lt7Cyil/+5GUDiGEGlgBdEUbLwwQQhSMG04DzRRFaQT8Anys916qoiieup8yB1XwBAIrIYSrEOKyEGIlEAQMEUIcFUIECSE2CyHMdXaLhBCXhBDnhBBLhBCtge7AJ0KIM0KIWkVcuw/QDNigs+kmhPhN7/1OQogtur+ThBD/033uX0IIe93xWkKIXUKIQCHEv0KIF8qr7FaONsTdj8l9HRcWg5WjTQEb21ybnOwcUhNTMLN5/E1C/0/eYdzOhXQc80p5yS2kR6tZg5Wj7SM1pyWmUsXGotC58UWc6xXQitPbj+S+tnd3xr3FC7y/dR6jNs2iRiP3ci3PA8ydbEi8r8l9nRSmwbzAd/G0Ye1oi+Z+3o1rbHgMNgU6YxsnOzRheXWuCYvBWq/OX3q9K3P+XMobH4/EzLIKAJVMTfB/tyfbPv/ZYNrNnWxIDMur78QwDRZONoVsEnTfiZKdQ3piCqY25lzdeYLMlHRGnVzOu0c/4+SanaTFJwPap4mv75zP6KCV3P73PGFnDJOtArBxtEWj58+x4TFYO+X3Z2snW2L16j82LAYbvfrvOXEAi4+somWPF3OzV9aOtnh1bsnBDXsNpt3S0YZ4Pe0JRbRFfRttO87re6p71uK9PR8zZvdits38JjfQekCjgFac237UYPqfZQr2+/FF9PuWjrYPrfsHNOzagvsXb5OdkUVlSzMAOk/oy3u/L2DQivcxr2pl4JLk4eBsT8T9iNzXEWFRODjbP9TewtKc9n5tOP5vXkaz/7Be/H5sM+M+GMniGZ8aTOuzWv+F7hfCY7Aq0N9YOdkSp9evasdnbdks7K1IiNIGJQlRcVhU1c7++Of7XTjVrsbcE6uZtnsJv370HYqiYO/uTGpCMsNXT2DyH4voMW0QQlX2qVzF7XviHlP/Hl1bcP/iHbIzssjJymbbzLW8v2sR006swKF2NU5t2l9mrUVhCP/Rp7KlGfVeasKNwxcMor8iyUEY5OcxtABuKIpyU1GUDGAj0EPfQFGU/YqiPHi6cwwoPA2sHHlSGavngXVAJ2A40FFRlCbAKWC8EMIWeAVooIso5ymKcgTYDkzSRZKF7qAURflFd41BiqJ4AjuBeg+CJmAY8K3u7ypAkO5zDwKzdcfXAGMURWkKTARWllupRWGHUAo+qCvCprBRfja8v5z/dZnCyr4f4db8BZr2erEMIosjRymeTVH+r3eu2lhNg45NObMzbz2JSq3GzLIKn/ecyY4FG3htxdjSSn80xfkunjJEkZof/108eBi8f/1uJrcbxWz/CcRFxvHqzNcBeGVcf/Z88zvpKYbLwIkinKFgfRddPnD2dEfJyWFlizGsaTue5m/5Y1VD26SVHIXv/Wewyvs9nD1rUbWIabLlRjF85nHf0dYlPzGl9QiOb/uXDq93AaD/rKFsWbQeJcdweygVx3eKLp/WJvRMMF/4TWZV95m0H9FDm7nSoTZW80LHppzfWf7rwv4TlNJv9I0c61Sn69SBbJn+NaDtJ61d7Lh96hpfvDydkKDrdJs+qFxlP5Li+JMOtVrNotUf8ePXm7kXkjf1d9O3W3jZuy+fzVvJW+OGGkrpM1v/j9P0cJtHX7deu8aEXrrNBy3eZbH/ZPrOeYPK5qao1WpqNa/H1vk/sKT7dOxqOtKyj0/pC5AnsrDEYpUjz8ahTjW6TB3Abw/q30hNy8EdWdZtOgtbjCL8yl18RvYofI3ywAD+8wCVWsXAL8Zw5LvdaO5GlotcCdUA/ak3obpjD2M48Kfe68pCiFNCiGO65Udl5kmtsbqjKMoxIcTLaFN1h3WOWQk4CiQAacDXQog/gN9L8yGKoihCiB+AwUKIb4FWwGu6t3OATbq/1wNbdNmy1sBmvYZiUtS1hRBvA28DdLJtRiOL2kWZ5SM+XIO1S16GwdrZjoTI2AI2MVi72BEfrkGlVmFqYUZKXNIjr/sgBZ6enMbp7Yep2bgWgVv+faye4hBXSLNtIc0PbB5ormxhSkpcUqHyWjnb5lus/4KPJ/cu3CYpOj73WHx4DOd0661Czgaj5ChUsbUgWVO+0yySwjRYuOQ9NTN3tiU50jBTCcpChyFdaD+gIwC3zt7A1qVq7ns2TnbERWjy2WvCYrB1zqtzW2c74iK1Ngl69Xxw417GfqNdH+PuWYdm/q3oN20IZpZVyMnJITM9k7/W/Ul5kRiuwcI5r74tnG1JKjB1IzFMg6WLLUnhGoRahYmFGWlxSdTr0ZqbB86Rk5VNSkwCoYHXcGrkTvzdvEXV6QkphBy9jJtPI6KvhZabbp8hnWmXr/7z6tbGyY74AvUfGxaDjV792zjbEVeEXx3fdoj31k5j+6c/49qoFm8t0z5AMLexxMPHi5zsbM7sOVnovNISH67BSk+7ZRHtOEFnk5Dbjs1ILdD3RAXfJyM1Dce61bl3XruQvq6PJ/cv3CI52jDTGJ91CveDRff7Vvn60Lx+38rJliFfjmfT+JVoQrQ3XymxiWSkpHFR11ee23mM5v19DVqO/sN60WuQdmbMxTNXcHRxzH3P0dmeqPCip4HOWjKFkJuhbPiq6Iz4rq37mLF4UvkL1vEs1f+LQ/xoNeAlQDv+5Rt7neyIL9BnxoXFYK3Xr1rrjbGJUfFY2luTEBWHpb01ibr22bKvD3tXaacwRt+JIOZuJA61XIgL1xB66RYxuhv883tO4upVh2M/ly0TlFCMvufBd5RQRP1b6up/8/hVufXvUv85gNzX5/44hs+Icpm1VQhD+M8Dei18i+hb4RxaW35j7dOEoTav0L//1rFGUZQ1D94uUkrR1xmMdpZbe73DNRVFuS+EcAf+FkKcLyqRUxKeVMYqWfdbAHv15jPWVxRluKIoWWjTeb+iXVdVlm2mvgUGAwOAzbprF4WCtvxxeno8FUWpV6SxoqxRFKWZoijNihNUAdw9G0xVVydsq9ujNlbjGdCKi3sD89lc3BtIs97tAGjk35IbRy4+8poqtSo35awyUlO/QxPCy/HG8u7ZYOz1NHsFtOZCEZqbF6H5wt5AvAJao65khG11e+xdnQg5cyP3vCbd2xC043C+a53fc4o6rbRra+zdnFEbG5V7UAUQcfYm1m5OWNawR2Wspm6ANzf3Bj3+xCfM3z/sYrb/RGb7TyRozwla99K2f3evOqQmphCvm+rxgPioONKSUnH3qgNA617tOa27QddfD9S0c0vuXQsBYGG/D5jUdgST2o5gz9rf+WPFlnINqgDCzt7Exs0JK1191wvw5kaB+r6xLwiP3tps6/P+LQg5op2DnnAvhud06/aMTU1w8aqNJvg+prYWmOim5BiZGPNcWw80N8p3z5oDP+xmjv8k5vhP4syek3gXo/7T9erfu1f73ADJwdUp186zYzPCg7Vap704imlttT9Bfx5jwwdfl2tQBXDvbDB2rk7Y6Npxo4BWXCnQji/vDaSJrv4b+Lfkpq4d21S3R6XWDg3W1apS1d2F2NC8m+hG3VtzboecBvgwQgvUfeOAVlwuUPeX9gbSVNeHNvRvSbCu7itbmjH028ns+ngjdwLz77p3+a8g3L21Swdqt/Eg4nr59ftFsenbLfTvOJT+HYeyf9c/BPTTZlwbNmlAUmIy0ZExhc4ZNeVtzC2q8PEHn+U7XtMtL7PcrmNrQm4ZZm0nPFv1/+8Pe/jYfwof+0/h3J6TtOil1eTqVYe0xJTcqX0PSIiKIy0pDVddf9OiVzvO6/qOC/tO0aKPtr9q0ac95/dqp2HG3o/m+TbaNUAWVa1wcHchJiSSO2dvYGZljrmt9n6iTmsPwsuhTKG6+55H1b9+3+NRqP4nFar/+HANDnWqUeWB1rYN820mUZ4Yyn/8JvSjsoUpO+asM4jup4EcA/3o33/rftbofWwoUEPvdXWg0I2BEKIjMAPorihK+oPjDza+UxTlJnAA8CpTJQDiYen88kII4Qr8riiKh26KXiDQQVGUG0IIM/IqwUxRlEjdtMAbiqLYCiGWoZ2+9+0jrr8DWKooyv4Cx5oAnR7sKCiEUIABiqJsFELMBBwVRRkjhDgCfKooymahTVs1UhTlkVu1THQdUOxKe8HHkx4Ptu38+QB/rdhK53F9uHv+Fpf2BWJkYsyApSOp1sCVlLgk1o9Zlpsinn7oC23K3tiI1IRkvhqykNh70Yz8eRYqIyNUahXXD59n+9wfir2bT04xFg3X8/Gkh2679RM/72ffiq10GdeXu+dvclGneeDSUVTXaV435otczR1H9aRFP19ysrLZOncdVw5odz0zrlyJWUdXML/de6Ql5i3qVxurefXjd3Gp70p2Zhbb56/nxtGHB5fP5ZQ+yerq25h2swcj1CoubTrIyeXb8R7fm4jzt7i1NwjHRu50+2osla3MyErPJCUqnvUdtbsZ9vnlA2xqOVOpSmVSY5PYN+krQv45/5hPLMwZVerjjfQYPOdNGrbXbr/7zaQV3D6vfZDy0c4lzPafqC1Xw1oMXzJau933gdOsn62dfvDW0veoWd8VRYHo0Ei+n766UGDQY2w/0pPTirXdej3FtETa3X0b02GWtr7P/3yQY8u303Z8b8LP3eLGviDUJsZ0+/RdHBu4khaXxPbRy4m/G4WxmQldl7xN1TrVQAgubP6HE1/+gf0LNfBf+g5CpUKoBFd/P86RL7YWW891kf54owIMnDOcBu09yUjN4LtJK7ij24lz1s5PmOOvfer+XEPtduvGlStx4cAZfpr9DQDvrpqAk7sLSo5CzL0o1s/4qlDGcdiSUZz9K7BY2607YPxYG33q+njSbZZ2u/ugnw9wYMU2XhrXh3vnb3JlXxBGJsb0WToSlwbPkRqXzMYxy4i9G4nnK21pN6I7OVlZKDkKf3/xG5f3aG/SjCtXYvLRZSxpN5b0xJL58oen5pXIvrhMmr2Ik6fPEReXgJ2tNSOHD6F3QOdy/5yZzWYU2/Z5H08CHmw3/fMB9q/YSqdxfQg9f4vLuj60/9KRuDRwJTUuiR91/X6H0a/gO7I70bfDc6/19ZCFJMckYF2tKv2XjsTUsgrJmgQ2T1qdby3I49iVdqdE5S3ItIUTaOPrTVpqGrPGzufS2SsAbNr3Hf07DsXB2Z69p7dx89ptMjK0myBsXPsrv/24g8lzx+LdrhmZmVkkxieycPpSgq8W3kr8YXSp/FyJtD5t9Z9azH+d2nfOG9Rr35iM1Aw2TFrFXV1/M3nnYj72nwJAjYbuDFoykkqVjbl04Ay/zNbeHplZmzNsxVhsXKoSez+ab0d+Skp8MpYONgxeMgJLBxsQgn2rtnJq6yFtPbVtSM8ZQxBCcPfCTTZOW0N2ZnYhXVVQF0v/A5738eRlXd9zStf3dNT1PZd1fU8/Xd+TEpfMT7q+x3d0T3wK1P/aIYtIjkmgxaCXaDOsC9mZ2cTdi+aXiasfO7vnAcW57ymovzz9x8jYiOnHVhB54x5ZGZkAHPl+DyeLuU5s8e2fnol9zPc69jdIQNEpYtNDyy+EMAKuAS8B94CTwEBFUS7q2Xih3bSii6Io1/WO2wApiqKkCyGqop1B1+NRO5EXhycaWOledwAWkzflbibaitgGVEab1VqiKMr3Qog2wFdAOtCnqPScEKI3sABIBVopipIqhHgVGKsoireeXRLwKeAPxAP9FUWJEkK4AasAZ8AY2KgoypxHlakkgdXTRkk7mKeNsgRWTwMlDayeJkoaWD1tlCawepooaWD1tGGowOpJUZLA6mmkrIFVRVLSwOppo7iB1dNKSQOrp41n/b7nWQms9ji+apCK9ovY+MjyCyH8gc/Qbre+VlGU+UKIOcApRVG2CyH2AQ2BMN0pIYqidNdtkvcl2sSYCvhMUZRvyqrX4HepiqLcBjz0Xv8NNC/CtNAe0YqiHOYx260rivIr2imE+rRFG5AVtP0A+KDAsVtAl0d9hkQikUgkEolEInm6UBRlJ9rN6/SPzdL7u+NDzjuCNuAqV57tx/9FIIQIRLuma0JFa5FIJBKJRCKRSP7rPNt52fLjmQmshBArgDYFDn9ecP2Vbtv0QiiK8uT+Tb1EIpFIJBKJRCL5f8UzE1gpijKqojVIJBKJRCKRSCSS/MiMlZZnJrCSSCQSiUQikUgkTx+G+j9WzxpP6v9YSSQSiUQikUgkEsl/FpmxkkgkEolEIpFIJKUmRyasAJmxkkgkEolEIpFIJJIyIzNWEolEIpFIJBKJpNTkyDVWgAysJBKJRCKRSCQSSRlQKlrAU4KcCiiRSCQSiUQikUgkZURmrEqBe7a6oiWUGvusZ/uZwkmT7IqWUCYuZ8RUtIRS005Ur2gJZcIek4qWUCY0z263A8DMZjMqWkKZmHdqfkVLKBNxzaZUtIRSU/0ZHnMBbqmf7XHXRHm2p3gZyylqTwT5f6y0yIyVRCKRSCQSiUQikZQRmbGSSCQSiUQikUgkpSZHyMwgyMBKIpFIJBKJRCKRlIFne8Jr+SGnAkokEolEIpFIJBJJGZEZK4lEIpFIJBKJRFJq5OYVWmTGSiKRSCQSiUQikUjKiMxYSSQSiUQikUgkklKTI/euAGTGSiKRSCQSiUQikUjKjMxYSSQSiUQikUgkklKTI/8RMyADK4lEIpFIJBKJRFIG5HbrWmRg9QSp4dOIth8OQaVWcemnA5xeuSPf+84tn6ft7CHY1avBnlHLubnzJAB29WvSfsEwKpmbouTkELhsGzd2HH/i+h19G+E1ZwhCreLmjwe4ujy//qreL+A5ZzBW9Wpy7N3l3PvjRO57DWe8inNHTwAufbqV0O3Hnojmuu0b02PWawi1ihOb9nNg1fZ876srGfHq0pFU83AjJS6JDaM/JzY0GjNrc4asGkv1RrU49ctBts3+Lvecxi9702HUKwi1iit/n2bnoh+fSFkAxs8dQ6sO3qSnpjF33CKunr9eyObdKcPp2rczFlYWdKjTNfe4UzVHZiydjI2dNQlxicweM5+osKgnoruaTyNazhmCUKm49tMBzq/I7zuOLZ+n5UdDsKlXgwMjl3Pnj5O5770eso7YK3cBSL4Xw1/Dlj4Rzfo8i/pd2zfC90Nte72w8QAnCvQ36kpGdP30XRwaupEWm8jvo5aTEBqNylhNp4XDcWzkhpKTw/4P1xN67DIAKmM1L819nere9SBH4dAnm7n+58miPr7M1G3fmO66tnvyIW23v17b/VHXduu0bUiXKa+iNjYiOzOLnQt+JPjoRe05xmp6fDQMd+/6KEoOuz/5mQu7ThT18U+MmQuW8s/hE9jaWLN1/eoK1aJP/9nD8PBtQkZqOt9NXMHdi7cK2dT0cGfoklEYV67Ehf1BbProWwC6j+9P407NURSFxOh4vpu4gvjIWBxruTD0k1HUaODGtiU/sferHYWuWd7U9GlEO107uPTTAQILtAOXls/z4uwhVK1Xg12jlhO8M8+fu/8wGSevWtw/eY3fh/3PoDpfaN+YnrNeR6VWcWzT3/xdhL8PXDqKGh5uJMclsW7058SGavvvl0b2oGU/X3Kyc/jto++4+s85AGYeWkZ6Uio5OTnkZGXzafcZ2jLXq0mf+W9iYlYZTWgU68cuJz0ptdzKUrt9I7rM1t7rBG08wKFVhfueV5aOwKWhKymxSfwyehlxodFYV6/KqL8+ISY4DIDQ0zf4fcZaAAZ/PxlzB2tURmpCTlzljw++RckxzK28e/tG+M3W+syZjQc4WoT+7ktH4NTQldTYJH4bvYz40GgAHF6oQdeFwzExN0XJUVjb/QOy0zMZvHEG5g7WZKVlAvDjkEWkxCQYRL+kYnnqAyshhAvwhaIofR5hc0RRlNZPUFaJESpBu3mvs2PgIpLCNPT5fQ639wYSe/1+rk3SvRj+Hv8lnu/45zs3KzWDv8auJv52BGaO1vT9Yx4hB8+TkZDy5AqgEjRZMJR/+i8kJUxDxz/ncn9PEInX7uWapIRGc/L9L6k7olu+U51e8sSmoSt7O05HVckYn99mEv73WbLKsSMvCqESvDJnGF8NXkB8eAxjts/n0t5AIm/kaW7Rz5fU+GQ+9hlH44BW+E8dyIbRX5CZnsnu/23G6fkaONatnmtvZm2O/7RBfBEwnWRNIv3+N4LarRtw48hFg5YFoFWHltRwq07fNoNo0KQ+kxeOY/jLIwvZ/bv3KJu//Y3NhzfkOz5m1gj+/GUPOzfvpmkbL0ZOe4uP3ltgcN1CJfCe/zq7BywiJUxDwM45hOwJJF7P95PvxfDvuC/xeNe/0PnZaRls95thcJ0P41nUL1SCl+a9zi+DFpEYpmHQjjnc2BuIRk+zR38f0uKTWdtuAs8HeNNu2qv8Pmo5jQb4ArDObxqmdpb0XjeJ9S/PAkXBe0wPUqIT+NZnEgiBqXUVg+nvOWcYX+va7ugi2m5zXdv9RNd2u04dyI+jvyA5NpHvhi8hMTIWx7rVGb5uGgu8RwHQYfQrJMUksKTDeIQQmFqbG0R/Sejp34mBvbszfe6SipaSi4ePFw5uznzgMwY3rzoMmv8Wi3pOL2Q3cN5brJ/+JTeDrjHmu+k08PHk4oEz7Fmzne1LNwHgO7Qr3d7vw48zviIlLomNH67F06/FEymHUAl85r3OVt242//3OdwsMO4m3oth3/gvafJO4bYbtPoPjEwr4TGog8F19przBqsHzyc+PIZx2xdwcW8gEXr+3rKfL6nxSSzwGYtnQCtenjqQH0Z/jmPtangFtGax30SsHGx4d8NMFvqOzQ06Vg6YS3JsYr7P67foHXYsWE/w8cu06OuD79sB7Fr6c7mVxX/uUH4YtJCEcA1vbZ/L1X1BRF3PK0sTXd/zRfsJeAR403HqAH4ZvQyA2DsRrPYv7GubRy3LDf76rX6fBt1acmFH+T+gFSpBl7lD+VGn/43tc7m+L4hoPf2eOv2r2k+gfoA3HaYO4LfRyxBqFd0/G8n2cauIvByCqbU5OZlZuedte38lYecLP6D4ryA3r9Dy1G9eoSjK/UcFVTqbpzqoAnDwrEX87QgSQqLIyczmxvZjuPk1zWeTGBpNzJW7KEr+pzDxt8KJvx0BQEpEHKkx8ZjaWjwx7QC2XrVIuh1BckgUSmY2d7cdo1rn/PpTQqOJv3wXCjxFsqxbjahjV1Cyc8hOTSf+YghOvo0MrrmGZ22i74SjuRtJdmY2Z3ccpYFfs3w29f2acurXfwA4v/M4tVt7AJCZms7tU1fJTM/IZ29b04HoW2Eka7QD1Y1D5/Ho2tLgZQFo17kNO3/ZDcDFoEuYW5lj52BbyO5i0CViIjWFjrvVfY6Th4IACDx8mnad2xhWsI6qXrVIvB1Bks73b247Rs0CvpMUGk3s5bsGewJZFp5F/U6etYi7HUG8TvPVHceoXaC/qe3XhIu//AvAtZ0nqNmmAQB2daoRclj7oCA1JoG0hBScGrkB4NGvPccfZOsUhdTYJIPor+FZm5gCbbd+gbbbwK8pgUW03fsXb5MYGQtAxLVQjEyMUVfSPkNs1teH/Su36eQrpBS44awImnk2xMryyfbnj6OxX3OObTkIwK3T1zG1qIKlvXU+G0t7a0wtTLkZdA2AY1sO5gZMaXoPzUzMTHLnCCXGJHDnXDDZWVk8CRx17eDBuHtt+zHciznuAoQevkhmUprBddYsMFad3nEEjwL+7uHXjJM6fz+38zh1WjfIPX56xxGyM7LQhEYRfSecmp61H/l5Du7OBB/XZqGvHTpPo67lF+hW86yF5nYEsXejyM7M5sKOYzzfKX+dP9+pKWd0Zbm08wTuur7nUTwIqlRGatTGRhTxdZULLjr9cXe1PnNpxzHqFtBfp1NTzun0X955Aledfvd2DYm8EkLk5RAAUuOSnpoxQfLkqLDASgjxmhDinBDirBDiByHEd0KIPnrvJ+l+uwohLuj+biCEOCGEOKM7t04BWx8hxAEhxC9CiCtCiA1CCKHNQsvsAAAgAElEQVR7r6kQ4qAQIlAIsVsI4aw7/p4Q4pLuehsNVd4qTjYk3c+72U0K01DFyabE13HwdEdtbET8ncjylPdYTJ1sSbkXk/s6JUyDaTH1x18Kwcm3MWrTSlSyNce+TX3MXOwMJTUXK0cb4u/naY4Pi8HS0aaAjW2uTU52DmmJKZjZPPwmJ+Z2BPa1XLCpXhWVWkUDv2ZYOxcObgyBvZM9kffzpu5F3o/C3sm+2OdfvxSMr387AHy6vkgViypY2liWu86CmDnZkKzn+ykl9H21iTEBO+fQbceHhQKaJ8GzqN/cyYZEPc2JYRrMC/i+vo2SnUN6YgqmNuZEXg6hll8ThFqFZQ17HD1csXCxw8TSDIA2E/sw+I95vLxqDGZVDeM/Vo42xBVou1YF9FsWo+027NqC+xdvk52RRWWd/s4T+vLe7wsYtOJ9zKtaGUT/s461oy0avfqPC4/Bxil/P2fjZEtsWJ5NbFgM1o55Nj0mDmDhkVW06PFibvbqSVPUuGteinHX0Fg52ubz97gwDVaOtg+10fp7KlVsLAqdG693rqIovPPDdMbtWID3gJdybcKuhdJAFyw09m+JtXP5jceWTrYk6PlFQpgGywJ1bulkQ4Lue8lru9rssXUNe97ZOZ+hm2ZSs/nz+c4bvG4Kk4JWkZGcxqWdhlkOYeFkS2IB/RYF9Fvo6dfvO23dnEGBV9dNYfgf8/B+5+V857285B3e3LmAtu/1NIj2iibHQD/PGhUyFVAI0QCYAbRRFCVaCGELFGfhwbvA54qibBBCVALURdh4AQ2A+8BhoI0Q4jiwDOihKEqUEKI/MB94A5gKuCmKki6EsC7ieuWCLr7LR0mfuJg5WPPSZyP4e9zqkp9cRoqQX+QTvqKIOHgeG093Omz/kPSYBGICr5OTnV3OCougSNHFsXl4uVITkvlt5loGLX8fJSeHO4HXsa3pUDadxaQs3wHAsjmrmDj/fbr178KZY2eJvB9Fdpbhv4ey+v7PLd4nNSIO85r2dPl5OrFX7pL4BB8sPIv6i9JcHN9XFLiw6SB2tV0Y/PtcEu5Fcz/wOjlZ2ajUKixc7Lh/6hoH526g6ZtdaT9zIH+ONcC6oGLUedFlzDNyrFOdrlMH8vUQ7XRXlVqNtYsdt09d4/d563lxuD/dpg9i0/iV5Sr9v0CxfP4x9b9tyU9sW/ITXUb2xPf1Luz4tHymmpWE8hh3nwTF6dsfalPU9Cvduct6zyYhMhZzO0veXT+DyOB73DxxhU2TV/PK7KH4vdebi/sCyc40bAax0Dj1kO8lMTKOT1u9T2pcEs4errz61XhWdpqSm61a/9pijEyM6fX5SNxaN+DmoQsG1Z2nreB3UXT/qjJSUaN5XdYGfEBmagaDfppO+IVb3D58kW3vryQxIpZKVSrTe/VYGvZqy/kth56I/ifFU9i0KoSKWmPVAfhFUZRoAEVRNEU6amGOAjOEENWBLYqiFF65DycURQkFEEKcAVyBOMAD2Kv7HDUQprM/B2wQQmwFtj7sg4UQbwNvAwywbkFb8zrF0ZtLUpgGc5e8J1DmzrakRMQW+3xjc1O6fTeRE59sJuJ0cIk+uzxICdNgVi3vqZaZsy1pEXHFPv/K59u48rl2Ck7LFaNIuhle7hoLEh+uwUovM2blbEdCZGwBmxisXOyID9egUquobGFGStyjpzdd/iuIy39pp9S1HNCBnGzDPVPpPbQnPQZpn3pdPnMFB5e8DJWDiz3REdHFvlZ0RAxT35wFgKmZKb7+7UlOTC5fwUWQHKahip7vm5XQ91N1fpYUEkX40cvYejz3RAOrZ1F/YpgGCz3NFs62JBXw/SSdTVK4BqFWYWJhRprO9w/MyVufN2DLLGJvh5Mam0RmShrXd50C4Nofx/F4tb1B9MeHa7AuQ9u1crJlyJfj2TR+JZoQbV2nxCaSkZLGxd3azQnO7TxG8/6+BtH/LOIzpDNtB3QE4PbZG9i62PFgpLF2siMuIv/04tiwGGz0Mh02znbERRZuFye2HWL02mkVElgVNe4ml6DtPiniCvi7tbNtIX9/YJPn76akxCUV0VZsided++AaSTEJnN99kpqNa3PzxBUig+/z5WvaBw72bs7U9/Uqt7IkhGuw1PMLS2dbEgvcKySEabB0sSVBr+2m6tpuaob2d9iF28TeicDOzYn7euuSstIzubo3iBf8mhoksEoM12BRQH/SQ/Qn6vWdqXFJJIZpuHPsSu4U6eD9Z3DycOX24Ysk6vwuIzmNi9uO4OJZ6z8XWEm0VNRUQEHh4DYLnR7d9L1KBU9SFOVHoDuQCuwWQhS1ojRd7+9stMGjAC4qiuKp+2moKIqfzqYbsAJoCgQKIYoMNhVFWaMoSjNFUZqVNKgCiDx7EytXJyxq2KMyVlO7uze39gYV61yVsZquX43l6q//EvxHxexgFXvmJuZuTpjVsEcYq6nRw5v7uwOLd7JKUEmX5reqVwOr+jWIOHjegGq1hJ4NpqqrEzbV7VEbq2kc0IpLe/NrvrQ3kGa9tdPjGvq3LNYmFFXstNOfTC2r0GpIJ05s+rv8xev49butvNbpTV7r9CYHdx3Cv09nABo0qU9SQnKRa6kehpWtVe6TttfHDGTHpp0G0VyQ6DM3sXRzwlzn++49vLm7p3i+X8nKDJVufYyJjTmOzesSp7dhypPgWdQffvYm1m5OWOo0Px/gTXCB/iZ4bxAN+rwIQF3/FoQcuQSAUeVKGJmaAPDcix7kZOfkbnoRvO80NVrVA6BmmwbEXDdMWULPBmNXoO1eLqLtNtVru8G6tlvZ0oyh305m18cbuRN4Ld85l/8Kwt27PgC123gQcT3UIPqfRQ78sJt5/pOY5z+JM3tO4t1LGzS7edUhNTGFhKgCN5dRcaQlpeLmpR0PvXu15+webdDq4OqUa9e4YzPCg+9TEUScvYm1a147qFuCcfdJcvdsMPauTtjq/N0roDUXCvj7xb2BNNf5eyO9serC3kC8AlqjrmSEbXV77F2dCDlzg0qmJphUqQxAJVMT6r7YiPBr2t1JzXVjmBCCjqNf4ciGfeVWlvtnb2Ln5oR1DW1ZPAK8uVqgLFf3BeGpK0t9/xbc0pXFzNYCodKOUTY17LF1cyI2JJJKZiaYO2gnFKnUKur4ehJtIJ+6f/Ymtm5OWOl8pn6AN9cK6L++L4hGOv31/FtwW6f/5sFzONargVHlSgi1ipot6xF9/R5CrcJUdw+kMlJT+yUvoq7+9/qeHGGYn2cNUZKpROX2odqpgL8BrRRFidFNBRwJWCiKMkUI0RP4TVEUIYRwBX5XFMVDCOEO3FK0b3wG3FYU5TMhRJKiKOZCCB9goqIoL+s+ZzlwCvgRuAQMURTlqBDCGKgLXAZqKopyW3csFHheUZRHpmJW1hhcqkqr6duYth8O1m7Tvekggcu203xCb6LO3eL23iAcGrvT5auxmFiZkZ2eSUpkPBs7TqXuK23w/d9bxOrdkP01/ktiLoWUWIN9Vum/b6cOjfHUbbd+a+NBrny+jQaTeqM5e4uwPUHYNHan9dpxVLI2Izstk7SoePb4TEFlYkynPfMByExMJXDKWuIv3imVhpMmJcsOveDjScCs11CpVZz8+QB/r9iK37g+hJ6/xaV9gRiZGPPq0pG4NHDVbtk8Zhmau9on3FMPfUFlc1PUxkakJiTz9ZCFRN64x8AvxuBcryYA+77YwtkdR4ut55+MsMcbPYKJC97H26cFaanpzBu3mCvnrgKwbu/XvNbpTQBGz3wHv54dqepkR3R4DNt/+oOv//cdvt3aM3LaWyiKwpnj5/hk+mdkZmQW+7PfEdUfb/QQqndoTIuPBiNUKq5vOsi5L7bjNbE30WdvcXdvEFUbu9Phm7FU0vl+amQ8WztMxaFZHVovegNFyUEIFRe/3sX1jQdLreNZ1q8pauLzI3DzbYzP7MGo1CoubDrI8eXbaT2+NxHnbxG8Nwi1iTFdP3sXhwaupMUl8cfo5cSHRGFZvSq9f5iCkpNDUkQsuyd9RaJufaVFNTv8PxuBiaUZKZpEdk9YQ6Le+o5HEakq2bTT5wu03f0rttJJ13Yv69puf13bTdVrux1Gv4LvyO5E387Lin89ZCHJMQlYV6tK/6UjMbWsQrImgc2TVudbn/Io5p2aXyL9xWXS7EWcPH2OuLgE7GytGTl8CL0DOpf754xuNqVE9gPmDKdBe08yUjP4ftIK7py/CcDMnZ8wz38SAM81dOf1JaOoVLkSFw6cYePsbwB4Z9UEHN1dUHIUNPei2DDjK+IiNFjaWzN9+yIqm5uiKArpyWl82Glcvs0uisIj26QUJdbynG9jXvxQ2w4ubTrIqWXbaTmhN5HnbnFLN+520427Wbpx98eOUwHo/esH2NRyxrhKZdJik/hr0leElOKh4C3146fa1fPxpIduu/UTP+9n34qtdBnXl7vnb3JR5+8Dl46ium6sWjfmi9yxquOonrTo50tOVjZb567jyoEz2NZw4I01EwBtMBK07TD7Vmgn5bw4rCtthmifLZ/ffYI/Fv/0SG2WSsk6nzq+jekyS3uvcPrng/y7fBu+43tz/9wtru4LwsjEmFc+HYFzg+dIjUvml9HLiL0bRb2uzfEd34ecrGztv3pY+ivX/jpNlaqWDFw7EaNKxtr7jyMX2T1nfbFnixiXSD3U8m1Mp1na7eLP/nyQw8u30W58b8LO3eL6Pm3f2ePTETg2eI60uGR+G72MuLva9c8er7Sh9cjuKIpC8P6z/L3wJ4xNTRiy+QNURmpUahW3Dl1g39z1xd7YYsadDc9EePFN9dLdGz+O4aHrn4nyP6BCAisAIcTrwCS0WaXTwBRgG9qs1V/AGF2w5EpeYDUNGAxkAuHAQN00wkcGVoqifCeE8AS+AKzQZrE+A74D9uuOCWC9oiiLHqe9tIHV00BZAqungZIGVk8bZQ2sKpKyBFaSslPSwOppo6SB1dOGoQKrJ0VJA6unibIEVk8DxQmsnmZKGlg9bZQ0sHraeFYCq68MFFi99YwFVhX2f6wURfke+L7AYW+9v6fp7G6jXR+FoigLgYVFXMtc9/sAcEDv+Gi9v88A7YqQ0rYU8iUSiUQikUgkEgnP5g5+huCp/z9WEolEIpFIJBKJRPK0U2EZK4lEIpFIJBKJRPLsozxTE/YMh8xYSSQSiUQikUgkEkkZkRkriUQikUgkEolEUmrkGistMmMlkUgkEolEIpFIJGVEZqwkEolEIpFIJBJJqZEZKy0ysJJIJBKJRCKRSCSl5tn+L6nlh5wKKJFIJBKJRCKRSCRlRGasJBKJRCKRSCQSSanJkdutAzJjJZFIJBKJRCKRSCRlRmasSsF1dVZFSyg1R1QZFS2hTIRnJ1e0hDLxQbZzRUsoNRsrp1S0hDJRU1SuaAllQsOz2+8AHEkLrWgJZSKu2ZSKllAmlp9aXNESSs3kZtMrWkKZqKqoK1pCmTiqxFW0hDJRU1WloiX8v0BuXqFFBlYSiUQikUgkEomk1MjASoucCiiRSCQSiUQikUgkZURmrCQSiUQikUgkEkmpkduta5EZK4lEIpFIJBKJRCIpIzJjJZFIJBKJRCKRSEqN3G5diwysJBKJRCKRSCQSSamRm1dokVMBJRKJRCKRSCQSiaSMyIyVRCKRSCQSiUQiKTVy8wotMmMlkUgkEolEIpFIJGVEZqwkEolEIpFIJBJJqcmROStABlblxgvtG/PKrNcRahXHN/3NX6u253tfXcmIQUtHUd3DjZS4JL4f/TmxoVEAvDSyBy37+aJk57Dlo++4+s+5R16zTmsPuk8fhFAJ0pPT+GniKqLvRNB+uD/er3YgJyubJE0iGyevJvZedJnLNuTD4Xj6NiE9NZ01E5dz+8LNQjauHu68878xVKpciTP7g/jhw29y3+s01B+/17qSnZ3Nmb8D2bjwB9RGat5cPBJXD3dURmoO/XqAHSu3lFnr4xj10QhadGhBemoaH4//Hzcu3ChkM2zyUDr17oiFlTkBL/TMPe7XtxNvz3iT6PAYALZ9t50/N+4yuGYAe9/G1J/3GkKt4u6G/QQvy+9fbu/4U2OQ1ocyYhI4N/ZLUkOjsWzwHB4fv4GRuRlKTg43PvuNsG3Hnohm0PpOYz3fufMQ33lb5ztni/CdTjrfOavzHXNrc8asnoR7o9r8+8t+1s362iDa67RvRLdZr6FSqzi1aT//rNqR7311JSP6LB1BNV2b3jj6C+JCo6neuBY9Fw7XGgnB35/9yqXdp3LPEyrByB3zSQjX8MPwJQbR/oB+s4fRwNeLjNR01k1cyd2LtwrZ1PRw47UlozCuXImL+0/z80ffAtBr2mAadmxKVkYW0SERrJu0ktSEFGyr2zN736dE3LwPwK3T1/lpxlcGLQfAlHnjaPtSK9JS0/jg/XlcOX8t3/uVTU345Kv51HiuGjk52Rzcc5jP568CoO9rPek/rDfZ2dmkJqcyZ9Jibl67bXDN/WcPw8O3CRmp6Xw3ccVD6t+dobr6v7A/iE26+u8+vj+NOzVHURQSo+P5buIK4iNjcazlwtBPRlGjgRvblvzE3q92FLrmk2TmgqX8c/gEtjbWbF2/usJ0lPcYbGRizOhNszEyMUatVnH2z+Ps+vQXAPovfocajdwRQNStcH6cuJKMlPRyK4t7+0b4zR6CUKs4s/EAR4voe7ovHYFTQ1dSY5P4bfQy4kO1Y73DCzXounA4JuamKDkKa7t/QHZ6JipjNV3mDKWmdz2UHIUDS37m6p8ny03zo3j7o3do5tuM9NR0PpvwKcEXggvZDJn0Gh16d8Dcypy+9frkHu/5Zk/8BnQmOyubBE08n038jKh7UQbX3FfXd2Y+ou+sUaDv3Kxru17+3nQb2xen2tX4uMd0Qs5rx73mPdrS8Z3uuedXe6Emi16eQuilOwYvj+TJIacCAkIITyGEf6nPVwl6z3mDNUMXsbjTBLy6t8GxdrV8Nt79fEmNT2KBz1gOfvMHAVMHAuBYuxpeAa1Z7DeRL19fSJ+5wxEq8chr9pk3nB/eX8YS/6kEbTtMpzG9ALh36TZLA6bzSdcpnP3zOAHTBpW2SLk09m2Ck5szE9qP4ptpqxk67+0i7YbNf4dvpq1iQvtROLk508jHC4B6rTxo2qk507qMY2qnsexcox3sWnRrjVElY6Z1HscH3SbSYaAfVavbl1nvo2jh25xqbtV4/cVhfDrlc95fMKZIu2N7jzE64L0i3zuw4x/e7TKSd7uMfGJBFSpBg0XDODFwMQdfnIjLK60xr5vfvxIu3OZQ5xn86zuFsB3HeWGW1r+yU9M5M3oV/7SfxIlXF1F/7msYWZo9EdmNfZvg6ObMxPajWDttNcMe4jtD57/D2mmrmNh+FI4FfKdJp+ZM7zKOaXq+k5meya9LfuKn+d8bTLtQCQLmDOP7oR/zeadJNOreGvsCbbpZPx/S4pNZ6jOew9/8SeepAwCIuHqXlQEzWe4/ne9fW0yP+cNRqfO62tbDuhJ1457BtD+ggY8XDm5OzPZ5jx+nr2HA/DeLtBsw7y02TP+S2T7v4eDmRAMfTwAuHzrHXL8JzO86iYhbYXQe+UruOdF3wlngP5kF/pOfSFDV9qVW1HSvTkCrfsyZuJiZiycVabdu1Y/0fHEA/ToOxbN5Q9p08AZg55Y99PEdQv+OQ/l2xQYmflh0+y5PPHy8cHBz5gOfMayf/iWD5r9VpN3AeW+xfvqXfOAzBgc359z637NmO3O7TmSe/yTO/R1It/e1N5spcUls/HBthQdUD+jp34nVS+dVqAZDjMFZ6ZmsHDiXJV2n8In/VF5o78lzXrUB2Dp3nfZ41ynE3o/mxdc7l2tZuswdysbXP+bLjpNp0L0VVevkL4tnf23fs6r9BE588ycddH2PUKvo/tlI/py+ljWdprC+/zxyMrMAaDu6J8kxCaz2nciXHScTcuxyuWl+FM18m+Hi6sLb7d5i+dRljJw/qki7E/uOM777uELHgy/eZFy3sYzpPJpDfxxm2PQ3DC05t+/80Oc9Nkxfw6uP6Dt/nP4lH+r6zvq6tht29S5r3l3CjRP56/jktkMs9J/MQv/JfD9uGZrQqP9UUJVjoJ9nDRlYafEESh1Y1fSsTfSdcGLuRpKdmc3pHUfw8GuWz8bDrxknfv0HgLM7j1OndYPc46d3HCE7IwtNaBTRd8Kp6Vn70ddUFCpbaG+OK1uaER8RC8CNo5fITMsA4M7p61g72Za2SLk07dSCQ78eACD49DWqWFbB2sEmn421gw2m5qbcCNI+QT706wGa+bUEoOPgzuxY+RtZGdrOPSEmPrcMJmYmqNQqKlWuRFZmFqmJqWXW+yha+7Vi76/7ALh8+grmllWwdShcR5dPX0ETqTGolpJg3aQ2KbfCSb0TiZKZzf2tR3Hskt+/Yg5fIidV+93HBd6gsrO2XMk3w0m5FQ5AekQsGdEJVLKzfCK6mxTwHTPLKlgV8B2rInynqc53Xhrcmd+L8J301HSunbpCZnqmwbRX96yN5k4Esbr2d27HUer5Nc1nU8+vGUG//gvAxZ3HqdXaA4DMtAxysrXDgZGJcb4VvZZOtjzfwZNTG/cbTPsDGvs149gWbZ9z6/R1zCyqYGlvnc/G0t6ayham3Aq6DsCxLf/Q2K85AJf/PZdbjlunr2FTDv1JafHt/CI7ftY+yDgfdBELS3OqOtjls0lLTefk4SAAsjKzuHz+Go7ODgAkJ6Xk2pmamaI8gSkrjf2ac2zLQUBb/6YPqX9TC1Nu6vz/2JaDePq10JYnKa8/NDEzyfWjxJgE7pwLJjsry+BlKA7NPBtiZWlRoRoMMQYDuVkotZEatZEaRfcdpOt9N8aVK+UeLw9cPGuhuR1B3N0ocjKzubTjGHU75e976nRqyjldWS7vPIFrG21Z3Ns1JPJKCJGXQwBIjUtCydGKa9yvPUdW6LJ4ikJqbFL5iX4ELf28+fvXvwG4evoqVSyrYFNgHHjwXmxkbKHj54+eIz0tXWdzharOVQ0rGGjk14zjur7zdjH7zuN6fWd48D0ib4Y98jOadW/Lqe2HDaC+4lAM9POs8Z+ZCiiEeA2YiPZ7OAfMBNYC9kAUMExRlBAhRF9gNpANxAMdgTmAqRCiLbBQUZRNJflsa0db4u7H5L6OD9PkdswPsNKzycnOIS0xlSo2Flg52nLn9PVcu7gwDdaO2huYh11z09Q1vP3tFDLTMkhLSuWzVz4opKllP18uHzhTkmIUiY2TLTH386YTasJjsHG0JU6vA7RxtEUTnqdVExaTexPm5ObC8y3q0XfSQDLTM/lp/vfcPHeDEzuP0qRTC5af/IZKpiZsmPMtyfGG7eirOlUl6n7eFIKosGiqOtmVKIh6sWsbGrX0IPTmPVZ99CVRYYafklDZyYZUPV9Iux+DdZPaD7WvMdCHqL/PFjpu5VULlbERKbcjDKKzIDZOtmgK+I6toy3xer5jWwLf+XH+99w6V3jqpiGwdLQhXq/OE8I01CjQpvVttG06BTMbC1JiE6nuWYteH7+DdbWq/DJ+ZW6A0m3WEHYt/AkT88oGL4O1oy2xevUfGx6DtZMtCVFxeTZOtsSF5ZUzLiwmt//Rp3XfDgT+fiT3tV0NB6b/sZjUpFR2LNnIjZNXDFQKLQ7O9kTcz/PbiLAoHJztiY6MKdLewtKc9n5t2PDVz7nH+g/rxZB3BmBsbMRbfYrOVpcn1o62aPR8KC5c69v69W/jZEusXv3HFqj/HhMH4N2rHamJKSwd8JHBNT+rGGIMvoM2ezTh94VUfc6JQz/sIeRMXv/z6ifvUt/Hk/Ab99g274dyK4uFky2JYfn7nmpetQrY2JBwXztuKdk5pCemYGpjjq2bMyjw6ropVLGz4OL2Yxz78ndMdLMU2k/sw3Pe9Yi9E8nuWd+RHJ1Qbrofhp2THdF642RMeDR2TnZFBlGPw6+/H4H7Tz3esIyUpu8s2HYfR9OXW7H6rU/KR7DkqeI/kbESQjQAZgAdFEVpDLwPLAfWKYrSCNgAfKEznwV01tl1VxQlQ3dsk6IoniUNqrQCijhW4BGWKMJGUZSHHn/UNdsP92fNsMV81GoUJzYfoOfMIfnMmvZsS41G7vy9puxTRUQRApVCZXu4jcpITRUrcz7sOZWfFnzP6JUTAHD3rENOTg5jWrzJ+LYj8H+rO/Y1HMus91E8tK6LybG9xxjc+nXe9htB0KHTTP50YjmqewRFCX8I1Xq3xcrTnZsr8n/3Jg7WeC4fydmxqwv5pqEoju885EsBtE+J9X1njM53ngSl1f7AJvRMMF/4TWZV95m0H9EDIxNjnu/gRXJMAvcvFJ6rbxAeUbd5JkWVIf/rLqNeISc7mxNbtdm5hMhYZrQeyYJuU/h17vcM+/w9KpublpvsIinO96FDrVazaPVH/Pj1Zu6F3M89vunbLbzs3ZfP5q3krXFDDaU0l+LU7eO+o21LfmJa6xGc2PYvvq93KWeF/yEMMQYDSo7CEv+pfNhqJDUb18KpbvVcm42TVjO75QgibtzDK6BVWdQ/luKMuSigMlJRo3ldtr2/gu97z+H5Ls1wbdMAlVqFpYsdd09d45tuMwkNus5LM8q+VKA4iCK+nNIMQT6v+FK7UR1+/fLXclD1aEp731Pc9IqrZ20yUjMIu3a3NPKeWuRUQC3/lYxVB+AXRVGiARRF0QghWgG9dO//AHys+/sw8J0Q4meg2LslCCHeBt4GeMm2GQ0t8p4gxYVrsHbJm5Zi5Zz/qby+TXy4BpVaRWULU1Likgqda613blHXrGJrgUu953KfnJ3+/SjvfD8t165uGw86jX6F5f0/IjujdFNFOr7WBd9XOwFw89wN7FzyUu+2Tnb5slWgy0Q45Wm1dbYjTjc9MTYshlO7tJsl3Dx7AyVHwcLWktY9XuTcgdPaBakx8VwLvIJ7o1pE3S3fbEr31wPwH9AVgCfHpWMAACAASURBVGtnr2HvkreOy965KjERxc9WJcQl5v6988c/eWva8PIT+gjSwjSY6vlCZRc70sILP+2za+dB7bE9OfrKHHL0vnsjc1Oab5jM1UU/Exdo2IxPx9e64KPnO7YFfKfgU8qifCdW5zuasBhO6vlOjs53EjWGf8oaH67BSq/OLZ1tSSigPUFnk5Dbps1IjcufdY0Kvk9GahqOdavzXLO6vNCxCXV9PTEyMcbE3JS+n45k87iV5aa7/ZDOtBnwEgB3zgZj41IVuAqAjVNeu3xAbFgM1s76/Y8d8XoZXO/e7Wn4UlM+Gzgn91hWRhZZGdpyhly4RXRIBA5uzrkLtMuL/sN60WuQdqH3xTNXcHTJe/Di6GxPVHjRG/PMWjKFkJuh+bJV+uzauo8ZD1mjVVZ8hnSm7YCOANw+ewNbFzseLNO3drIjrkB/ExsWg41e/ds4F+5fAU5sO8TotdPY8WnRZfr/jqHG4AekJaQQfOwSL7T3JPxaaO5xJUfhzO9H8X07gBObD5ZLWRLDNVg45+97kiLi8tkkhGmwdLElMVyDUKsw0fU9iWEa7hy7kjvNL3j/GZw8XLl9+CIZKWlc3aXN9lz+4zie/X3KRW9RdHutG50HaB8EXD93jarOeeOunVNVNBFFZ5ofRuO2nvQf3Z+p/abkTg0vb9o9pu+Mf0zfqW27xbufaBrQ5j83DVCSx38iY4X2edXjnhUoAIqivIt2mmAN4IwQwu6RZz04WVHWKIrSTFGUZvpBFcDds8HYuzphW90etbEar4DWXNwbmM/mwt5AWvRuB0Bj/5bcOHIRgIt7A/EKaI26khG21e2xd3Ui5MyNh14zNT6Zyham2Ls5A/B820ZE6BbCV2vgSt8Fb/H1m5+QFFP6m89963Yxw38CM/wnELjnBG17+wBQy6suKYkphQb+uMhY0pLTqOVVF4C2vX0I3HsCgFN7jlO/dUMAnNycMTI2IlGTQMy9aBrojpuYmlDbqy73g8t/Qf/273fkbjZxePcROvXW3vTU83qB5MSUEk0D1F+P1crPm5AbIeWutyjiTwdTxd0J05r2CGM1Lj1bEbE7v39ZerjS8JM3OfnaEjL0pncIYzVNvxtP6OZ/Cd9x3OBa963bxUz/Ccx8iO8UvGGJL8J3gnS+E/gQ33kS3DsbjJ2rEza69tcooBVXCrTpy3sDadL7RQAa+Lfkpq5N21S3z92swrpaVaq6uxAbGs2ejzfxcasxLGn7PpvGLOPmkYvlGlQBHPxhd+6mEmf3nMC7l7bPcfOqQ2piSr6pLAAJUXGkJaXi5lUHAO9e7Ti7R3vzVb99Y/ze7cGqNxfnrt0EMLe1QKi0T2ur1nDAwdWZ6JDyn1666dst9O84lP4dh7J/1z8E9NPeqDVs0oCkxOQipwGOmvI25hZV+PiDz/Idr+mWl2lo17E1If/H3n3HR1H8fxx/zV0aIaRSEmpCNXSkBBAp0qMBNIiIUhQLTZSiAiIoXUVQUMDyVURUio2qFCFY6Am9JZQAgYRAeiMhd/v7447kUhBSLiH+Pk8fPLzczl7eu5ndu9mZnbtgnSvFQd9uYZb/68zyf53DWw/Q9olOQEH2fyeObDXN1FbZ2zOrXLNurYg6dxWRP2u8B5d3r4CDeQidrb0t9R9qQrT5b1CxVnYjv1HXllnPF4erR87j7uOJS41K6Gz1NAxoS2iubQnbHkJT87b4+rch3Lwt53cdpYpvDWwc7FB6HTX9fLkRdsW8ziFqtfMFwOehxlnPW8OmFZsY2/sVxvZ+hT1b9vJI4CMANGjRgNSklAINA6zdqDZj5o5h5vAZJNy+R9sK/vx2S9bEEke37sfPfO70/pdjNz05DW/zsev3REeObr37MEWlFA/6t+Xghv9ew8qorPOvrFEFGQp1vzIPBfwFaKdpWoxSyh1YDqzVNO1bpdQwoK+maY8rpepomnbOvN4h4DmgDqZhgUPv5feN8x6YZ6f5dm5Ov2lD0el17Fuzk+2f/kqvcU9y+dh5TmwPxsbelmcWjKZaI29S45P59pVFxFyOBqDb6H74DeiCMdPALzNXcNp8b1R+rwnQpGdreo17Ek3TSEtIYdXry4i5HM3IlW/h1aBG1gkg7soN/vdizumcr2sZFNTQmS/StJNpyubPJ37ChWOma7CzN3/IW/6m4Vk+TepkT5kdFJI1Bbbe1oaXPhhNzYY+GG5l8v3s5ZzcfRx7Rwdemj+GavWqo5Tiz7U72PTZurtmiTKmFDi/pVdmjaZ1Z9O0rx9M+JDQo6ax9ct+X8KIXqMAeHHKcB7p1wWPKh7EXIvhtx9+Z8XClQx/8znadW+HwWAgKT6Jj6cs5vK5gn1AG5dRuAkAKnVtTsOZpunWI34I4uxHv1L/jf7EH7lA9JZg/NZOoYJvTW6ar6rdvBLDwSHzqRbYgaYfv0zSmeyrrEfHLiPxRMFnIlrlUPDphIfOfJEm5rrzhUXdmbX5Q6bmqju2DnYczVV3XvxgNLUa+pB5K5MfZpvqDsCCv5dRrkI5bGxtSE1M5b3B73I1LCLfDLfVVAW7r6l+5+Y8Os005XHImiCCPl1H13H9uXLsPKe3h2Bjb0v/BaOo2qgWafEprHplMXGXo2n+eAc6juyDMTMTzaixY9EvnMr1huvT1pcOLz5aoOnWYyn4ldqBM4bTsFMzMtIyWPH6kqxepSmb32eO/xsA1GxSm6HzR5mmDA46zOrpXwHwbtAibOxsSDH3wt2eVr1FLz8eGz8Ao8GA0WBk48K1HPsjOP8AFnbf/Pe/z91MnjuBh7q05WbaTaa9NpuTR0z3da3evpynug2jslclth1ax/nQcDIyTOe5VV/9xC/fb+CNma/RtmMrbt3KJCkhiblTFnDuTMGGZLZ1qHb3Qrk8PWM4jTo1JyMtg29e/5SL5v0/dfMHzPI39ZrValKbofNHY+dgx/Ggw6yabvq6gZeXTqBK7apoRo3YK9f57q0viL8Wi3MlV6asn4eDUzk0TSM95SbvdB+XY7KL/Hxy8L0C578Xr0+fx4FDR4mPT8TD3ZVRwwcTGFB8s+QBvNFqyl3LFPd7sNcDNRn04Uh0Oh1Kp+Pwpj1sXfQzSileWfsO9k7lUEpx9dRF1k79X44JLXKrqOkLtL11ujSj+7TB6PQ6jqzZxT+frKPj+EAij14gbHsIentb+i4cSZVGtbgZn8IvYxYTf9l0H1Pjxx+i/ag+aJrGuZ1H2DH3BwCcq1Wk78KR2Ds7khqbyMaJn5N49d56jvZo8Xcv9C9GzBxJy84tTdOtT1zIWfO9sot+W8zY3qb7HZ+b8hyd+nY23Xd7LZatq7bw/cLvmfX9bGo1qJXVGLt+9Tozh8+44+/KT01d+QJnfsri3Pmtxblz8ub3mWtx7hxice5cYz53NuvZmgHvPI+TuzNpiSlEnArnkyFzAKjXtiH93hzEB49PvecsS8LXlInmxVTvQVZpUMwK/75MbP9t/4mGFYBSaijwOqZJKQ4B72CavKIiOSev+Bmoh6mX6w/gNcAN2ALYcg+TV+TXsCorCtOwup8UtWFV2grbsLofFKZhdT8paMPqflOYhtX9pKgNq9JWmIbV/cRaDauScC8Nq/tZQRtW95uiNqxKW2EaVvcTaViVrYbVf+UeKzRN+wbI/cU2j+RT7onczwGxQGtr5BJCCCGEEOK/rMz2OBSz/8o9VkIIIYQQQghRav4zPVZCCCGEEEKIklcWp0a3BmlYCSGEEEIIIQrNKIMBARkKKIQQQgghhBBFJj1WQgghhBBCiEKT/ioT6bESQgghhBBCiCKSHishhBBCCCFEocnkFSbSYyWEEEIIIYQoc5RSvZRSZ5RSZ5VSk/JZbq+UWm1evk8p5W2xbLL5+TNKqZ7FkUd6rIQQQgghhBCFVhqzAiql9MCnQHcgAjiglFqvadpJi2LDgThN0+oqpQYC7wFPKaUaAgOBRkBVYLtSqr6maYaiZJIeKyGEEEIIIUShaVb6dxdtgLOapp3XNC0DWAX0zVWmL/CN+fGPQFellDI/v0rTtHRN0y4AZ82vVyTSY1UIk+tElnaEQjt/yqO0IxTJRruynf9z+8TSjlBoPY2upR2hSOzL+JRFj5NR2hGKxNmhVmlHKJLqBn1pRyiSN1pNKe0Ihfb+wTmlHaFI5recVtoRiqSNKtvn/gmDb5V2BFEESqmXgJcsnvpc07TPzY+rAZctlkUAfrleIquMpmmZSqkEwMP8/N5c61Yral5pWAkhhBBCCCEKzVqTV5gbUZ/fYbHKb5V7LHMv6xaYDAUUQgghhBBClDURQA2Ln6sDV+9URillA7gAsfe4boFJw0oIIYQQQghRaJqV/ruLA0A9pZSPUsoO02QU63OVWQ8MNT/uD+zQNE0zPz/QPGugD1AP2F/U/SBDAYUQQgghhBCFVhrfY2W+Z2oMsAXQA19pmnZCKTUDOKhp2nrgf8C3SqmzmHqqBprXPaGUWgOcBDKB0UWdERCkYSWEEEIIIYQogzRN2wxszvXcNIvHN4En77DubGB2ceaRhpUQQgghhBCi0Erje6zuR3KPlRBCCCGEEEIUkfRYCSGEEEIIIQpN+qtMpGElhBBCCCGEKDQZCmgiQwGFEEIIIYQQooikx6oE2bVug9PoV0Cn4+bmTaSu+j7fcvYdO+EyfQaxI18iM/QMuiqeeHy9gszLlwDIPHWSpI8WlGR0AFw6t8B75vMonY7oH7Zz9ZNfciz3fCmAyoO6oWUayIxJ5Nz4T8m4ch2Amm8NxrVrSwCufLSWmPX/lEjmep2a4j9tCDq9juDVO/lz6YYcy/V2NvRfMJKqjX1IjU9m9ZhFxEfcyFruUtWDsds+YMdHP/HPF5uwsbflhdXT0NvboNPrOfHbPnYs/KlEtgXgxXdfomWXVqSnpfPxhI84f/xcnjLPvj6YLoGPUN7FiYG+2RPhNGzTiBemv4i3rw/zx7zP7s0l8zcAqNG5KR3eGYxOr+PkD0EcWpLz7+Dl14AO0wfj4VuDraM/4fzmAwA4VfOg1+evodPr0NnoObZ8KydW7iix3LdV69yUtu+a8p/5IYijn+bM7+nXAL93BuPuW4Odoz8hfNOBrGXPXVxB3OnLACRfiWH78yV/7Fpy7tyCmu++AHodN37YRtSnP+dYXunZnlQa5g8GI4aUNC6+uYSbYRElnrN+p2b0mTYEpddxYPVOgpbm/GoSvZ0NTy0YRTXzsfv9mI+Ji7hBvQ5N6PXmQPS2NhhuZbJ5zvec23PCtI6tnr7vPkfttg3RNCNbPljD8d+L/LUld1Wzc1M6vjMYZa7/wbnqf1W/Bjw8fTAVfWvw++hPOLc5u/70+fYNPFvU4eqBUDY+96HVMj7QqRmPTxuK0uvYt3oHf+Szv59ZMJrq5v39zZiPiYswnd+7juqL34AuaAYjP7+7nDN/HsXG3pYxq6djY2+LXq/jyG/7+H3hjwA89d7L1GhaGwVcvxDF9xOXkJGabrVt+zdT5yzgz3/24+7myq8rl5VKhtxqd2pKt+mm883hVUHszed967EFI/Bq4kNaXBK/jvmEhIgbNOrXHr+XHs0qV9m3Bl89OpXok5cYtOotnCq7knkzA4BVg98jNSbR6ttSp1NTepq35dCqIP7JZ1v6LRiJVxNv0uKS+XHMYhLM78GVH6jBY3OHY+dUDs2o8WWftzGk37J65hz56jbD7tHnQOnIDP6DW3+ty1umcTvsujwJaBijLpK+dhEA9kOmoK9eD8Ol06SvfK9Ec5eG0phu/X4kDauSotNRYexrxL0xAeP167gt+Yz0Pf9guHgxRzFVrhzlHg/k1skTOZ43XL1C3MsvlGTinHQ6fOa8yKmB75IRGUPjze8Tt+UAaRYfuFKPX+B479cxpmVQZUhPar09hLARH+LatSWOTWpztPt4dHa2NPx5JvE7QjAkp1k1stIpAmY8x9fPziUxKoYR62dxalsI189eySrTckBn0hJSWNh5PE0C2tFz0tOsHrM4a7n/24MJCzqS9XNm+i2+GjSLjNR0dDZ6XvxxOqFBR4g4dNaq2wLQsksrvLyrMqLjS9Rv0YCRs0fxet8Jecrt376fTd9sZOmuz3M8f+PqdT6e8BGPv/yE1bNaUjpFx1lD2TBoHsmRsfTfOIPwbcHEhWV/wXnylRh2jP+M5i/751g3NTqenx9/F2NGJjaO9gzcPo8L20JIvRZfovnbzxrK74PmkRIZS59NM7i0NZj4XPn/HP8ZTXLlBzDczODXnm+VWN5/pdNRc9bLhA6azq3IGHw3fUD81v05Gk4xv/7J9ZVbAHDp3poa058n7NkZJRpT6RT9ZjzHl8/OISEqhjHrZ3NyWzDRFsdu6wFdSEtI4YPO42gW0I7ekwbx/ZhFpMQlsXz4fJKi46hSvzrDV0xmTtvRADwy5nGSYxKZ/8h4lFKUc3UqkW3pPGsov5rr/1MbZ3A+V/1PuhLD9vGf8WA+9Sdk2SZsytnR+JlHrJoxcMbzLHt2NvFRMYxbP4fj24K5ZrG/2w7oQlpCMnM6v0aLgHYETBrEijEfU6VuNVoEtOe9HhNxqezGyO+mMqfLa2Sm32LJoJlZ58qxP77LqaDDXDx0ll9nriDdfP7vO3UwDw/tmachV1L6+XdnUGAfpsycXyq/PzelU/SYOZRVz8wjMSqWYetnELY9mBiL+tLsqc7cTEhhWacJ+Aa0pfOkgawb8wknft3NiV93A1CpQXUCvxxP9MlLWeutf3UJUcculOi29J45jJXPzCUxKpYX1s/kzPYQboRl16sWT5negz/pNIFGAW3pNulpfhqzGKXX8fhHo/h13FKunbpEOVcnjLcySyy7aQMUdgHDubl8FlpiDA4j5pJ5+iDa9ez8yt0T2479SPvibbiZAuWds5bd+ns9mbb22LTuVrK5Rakq8aGASqnNSinXEvpd7yilJpofz1BK3bF2K6X6KaUaWiuLzQO+ZF65gjEyEjIzSd+5A/v2HfKUK//ccFJX/4CWkWGtKIXi1KIuN8MjSb90De1WJjHr/satZ5scZRJ3H8eYZsqdFBKKnZcHAOXqVydpzwkwGDGmpZN6MhyXLi2snrl687rEXLxG3OVoDLcMHNuwB98eLXOU8e3RikM//QXAic37qN2+cY5lsZeiic51tf72lVW9jR69jR60khlX3KaHHzt/MvXWhB46Q3nn8rhVdstTLvTQGeKi4/I8Hx0RzcXT4RiNJXtdqXLzOiSEXyPx0nWMtwycXb8Xn1x/h6SIG8ScvoyWa18abxkwZpjeTPV2tiidKrHct1VqXofE8GskmfOfX7eXmrnyJ0fcIO7UZTTj/T3GvHzzeqSHR5JhPo5j1/2Naw+/HGWMFhc89I4OJVa/LdVoXpeYi1HEmo/dIxv20LBHqxxlGvVoSfBPfwJwbPM+6pqP3asnwkky1/9roRGmHhM70zXEVk92ZucS0xVnTdNIjUuy+rZUaV6HeIv6H7p+L7Xvsf4DRPxzglvJN62asWbzuty4GEWMeX8f2rCbxrn2d+Merdhv3t9HNu+jXvtGWc8f2rAbQ0YmsRHXuXExiprN6wJ5z5W3Ny/doo7ZOtiVRhXL0qp5E1ycK5RegFyqNq9DXPg14i+b6supDXup3z1nfanX/UGOm9+3Tm/ej/dDjfK8TsM+7Tm5fk+JZL6Tarm25cSGvTTItS0NurfkqLlendy8Hx/zttTp2IRrpy9x7ZSpYZgWn1zi51dd9boYY6LQ4qLBYMBwbDc2vq1zlLFp1ZXMfVtMjSqAlOxeQOP542jp1r2AfD/RrPRfWVOkhpUyKdBraJrmr2layV1uzv690zRN2/4vRfoBVmtY6StWxHg9Outn4/Xr6CpWzFHGpm49dJUqk7E378lQ7+mF27IvcV3wMbZNmlor5h3ZeXqQcTUm6+eMyBjsvNzvWL7y012J3xECQOrJcFwfeRBdOTts3Cvg3L4x9lUr3nHd4uJcxY0Ei8yJkbE4V3G/YxmjwUh6UiqObhWwLWfPwyMC2Plx3mF+SqcYvXkOk4KXcfbvY0Qczjsczxo8PD24EZk9TPFGVAwenh4l8ruLorynG8lXY7N+To6Mpbxn3gbhnTh5ufPU1jkM2f8xh5ZuLNHeKgBHLzdSIrPzp0bFUt7r3vPr7W3ps2kGAevfoVbPlndfwYrsvNzJsKhDGVH5H8eVhvam8d/LqP7WUC5N+7IkIwLgUsWNeItjNyEyBpcqOfe5cxX3HMfuTfOxa6lJ7zZcPRGOISMTB2dHAHpOeJKxG+fwzKev4lTRxcpbkn/9dypA/S8JrlXcc+3vWFxynStdLMqY9nca5d0q5HgeID4yFlfzukqnmLh5HjODP+fM38e4dDi7Z3/gByOYcWAZletU5a/lv1tz88oUJ083Ei3ON0mRsVTIVV8qeLqRaK5Tmvl9q5xbzt5X3wA/Tq7L+Vni0fkv8fzm2Tw0tp+V0udUwdOdhMic78H5bUuCxbbcNG+Lh48XaPDMijd5cdMs2r/8WIlktqSc3dESsvNrCTGoCjmPC13FqigPLxxemIHDS7PQ121W0jHFfabADSullLdS6pRSagkQAgxWSu1RSoUopdYqpZyUUr2VUmss1umslNpgfhyulKpofvysUmq/UuqwUuozpZReKTVAKbXAvPxVpdR58+M6Sqm/zY/nKaVOKqWOKqXuqf9eKbVcKdU/v/WVUu2BPsAH5ix1Crpf7iFB3qcsG+JK4TRyNMnLluQpZoyN4cagAcSNeIHkpZ/iPOVtlKNj8Uf8N/l1FNzhQkLFJzpSvmldri79FYCEXUeI+yOYRuvnUnfJeJKDQ9EyDdbLepvKGzrPFeE7lOk6LpDd/9uc77h/zajxqf8UPmg3hurN6lC5fvVii/xvVD5/hPyucN9vVL77+N7XT46MZXWPKXz38AQa9H+YchWd775SsSpa/tV+r7L+0WkEjfkUv3eepUKtysWYraDubVuuf/MbxzuMIGLOCrzG5vuF9dZ1D3Umv3plWahKver0njSIn6eYGoY6vR7Xqh6EHwxl0WNTuBQSxqNTninW2Pkpav0vEfme33OGzH93a3d8Hkznyvn+k3in3ShqNquDp8W5ctXry5juN5JrZ6/QIqBdUdL/p+R/ns9d6N8/T1RtXodbaRncCM0ebbH+1SX8r+dkVj45kxqtG9D4ibwjZkrEPbwHo4HORkeN1vX5+dVP+TpwBg/0apXVm1Vy7uGDj06HzsOLm1+9S/qaj7HrNwIcSvjz2X3CaKV/ZU1he6waACuA7sBwoJumaQ8CB4HxwDagrVKqvLn8U8BqyxdQSvman39I07TmgAF4BvgTeNhc7GEgRilVDegA/KWUcgceBxppmtYUmFWQ4Pmtr2nabmA98Lqmac01TcvTBaGUekkpdVApdXDFlciC/EoADDeuo6uU/YFKV6kSxpjsK8fK0REbHx/cFnyEx3ersG3YEJeZc7Cp3wBu3UJLNHUvZ4aFYrh6BX31GgXOUBQZkTHYVc3uHbHz8iAjKjZPOeeHm1Lt1f6cGTYXLSN7PPTVRT9xrPsETg98FxTcvFDwfVhQiVGxuFhkdvZyzxoilF8ZnV6HfQVH0uKTqd68Lj0nD2LC3x/T7vledBrdF78hPXKsezMxlQt7T1Gvk/WuUPkPeZSFvy1i4W+LiI2OpaJXdk9fRU8PYq/l/Rvcb5IjY3Gqmn2Vz8nLndRreYcq3k3qtXhiQ6/g1aZBcca7+++NjKW8Ra+Oo6c7qVH3nv92D1vSpetE7jmFR+NaxZ7xXpl6mrPrkJ2nB7fyOY5vi133F649/e643FoSomJxtTh2Xbw8SMx17CZExeQ4dh0qOJIan2wq7+nO4M/Gs3r8EmIvmUYKpMYlkZF6kxNbTBNDHN28l2qNfay+LfnV/5RC1H9ris+zv91JyLW/LcuY9nc5UuOT86zrms+6NxNTObf3JA90ap7jec2ocXjjHpr2Kvk6dr9KiorF2eJ8U8HLneRc9SUpMhZnc51SFu9bt/kGtM0zDPD2a2Sk3OTEut1UbV7bWpuQnTMqFhevXO/BuUYcJEXG4mKxLQ7mbUmMjOXi3tOkxSWTeTODsJ2H8WzsbfXMlrTEGJRLdn7l4oGWlPNvoSXEYjh9AIwGtPjraDeuovPwKtGc9wsZCmhS2IbVRU3T9gJtMQ2f+0cpdRgYCtTSNC0T+B0IUErZAI8CuadS6Qq0BA6Y1+0K1NY0LQpwUkpVAGoA3wMdMTWy/gISgZvAl0qpJ4DUAmYv1Pqapn2uaVorTdNaDalW8IMm8/RpbKpVR+fpCTY22Hd5hPTd2bOyaSkp3HiiLzHPDCTmmYHcOnmShLenkBl6BuXiAjrTn0rn5YW+enUMkVfv9KusIvnwWRx8vLCvURlla4NH3w7EbT2Qo4xjYx9qvzeCM8PmkhmTkL1Ap8PGPEzB0bcWjr7exO86bPXMV46cw8PbE7fqldDb6mkS0I7T24JzlDm9LZgWgaZ2fCN/P87vNk0a8uWAGXzY4VU+7PAqe776nV2frmPfiq04ulfIGlJkY29LnYcac+Oc9f4Wm1dsYlzvsYzrPZa9W/bQJdB0A3v9Fg1ISUrN916q+030kfO4eHtSoUYldLZ66vZpy4VtIfe0bnlPd/QOtgDYuzji1aoe8eet3yi3dP3IeZx9PHEy56/dty2X7jG/nYsjOvP9PfZuTlRpXZ/40Ct3Wct6Uo6E4eDjhZ35OHbv24H4bTlnxbP3yT6/uXRtRXoJXATJLSLXsdssoB2nch27J7cF0zKwIwBN/P04Zz52HZwdGfb1G/z+/iouBofmWOfUHyHUbmsa8V33ocZcK4HZDq8dOY+rtyfO5vpTvwD1v6RcPnKOSt6euJv3d4uA9pzItb+PbwumjXl/N/P346x5f5/YFkyLgPbo7Wxwr16JSt6eXDp8lvIW50pbe1vqP9SEaPO5smKtKlmv26hry6znBVw9ch43H09czPXFKEQXdQAAIABJREFUN6AtYbnqS9j2EBqb37ce8G/Dxd0nsxcqxQOP+nHKomGl9LqsoYI6Gz11u7bg+hnr1/0rR87j7uOJq3lbGgW0JTRXvTqzPYSm5nrV0L8NF8z16tyuo1TxrYGNgx1Kr6OWn2+OSS9KgvHKOXQeXijXSqDXo2/SnszTB3OUMZzaj87HfG+2YwVURS+MsddKNKe4vxR2VkDzXXooYJumaU/nU2Y1MBqIBQ5ompb7LmEFfKNp2uR81t0DPAecwdSYeh5oB0zQNC1TKdUGU0NsIDAGuOfpkoq6fqEZDSQt/gjX9+ajdDrSftuM4WI45Yc9z60zp8nYs/uOq9o1bUb5Yc+jGQxgNJL00QK0JOvfdJ2DwUj4W1/ywPfTUHod0av+IC30MtVfH0jKkXPEbT1ArbeHoCvvQL3PJwKQfuUGocPmomz1NPxltullktI4+8pHYLB+B6/RYGTjtOUMXTHJNN36miCiw67QdVx/rhw7z+ntIQSvCaL/glGMC1pAWnwKq19Z/K+vWaGyK4EfjkSn06F0iuOb9nJmxyGrbwtA8I6DtOrSimV/fUF6WjqLJ36UtWzhb4sY13ssAEOnPEfHvp2wL2fP//YtZ9uqraxa+D11m9Zj8hdv4eTiROtubXh6/CBe6Tba6rk1g5G/3v6GgJVvoPQ6Tq/eRVzoFVpPCOT60QuEbwuhcrPa9PriNexdHPHu1oI24wNZ1W0SbvWq8tDbg8xDjhSHP9tM7OmSnfpbMxjZ8/Y39PruDZROR+jqXcSHXuHBiYHcOHKBS9tCqNisNt2+fA07F0dqdm/Bg+MD+bnrJFzrVuOh955HMxpROh1HP92QYzbBEmcwcuntL6j/3XTQ6YlZvZ2boZepOvFpUo6cJWHbASoP88e5QzPT1yYkJHNh3MclHtNoMLJu2nKGr5iMTq/jwJogroVF0H1cfyKOXeDU9mAOrAniqQWjeD1oIWnxyXxvPnbbD+lJxVpV6Dr2cbqOfRyALwfPJSUmkc3zfuCpBaMImDaElNhE1r5u/em1NYORXW9/Q5+Vb5i+bmD1LmJDr+A3IZDooxe4YK7/j1rUf7/xgXzfbRIAgT+9jVsdL2zLO/Dc/kX88foXXNp1rFgzGg1Gfpr2NS+vmIJOr2Pfmp1EhUXQa9yTXD52nhPbg9m3ZifPLBjNlKCPSI1P5ttXTFNKR4VFcHjjHiZt+xBjpoEfp32NZtRwruzGoKxzpY7Dm/ZwckcISikGfTgKe6dyKKW4euoia6f+r1i3pyBenz6PA4eOEh+fSNd+zzJq+GACA3qWWh7NYGTbtG8YuMJ0vjy6Zhc3wq7w8PhAIo9e4Oz2EI6s3kXAwhGM2PUhafHJrBvzSdb6Nf0eICkylvjL17Oes7Gz5alv30Rvo0fpdYT/fYLDP+wskW35bdpynlnxJkqv4/CaXVwPu0Ln8YFcPXqB0O0hHFodxOMLRzJm14ekxafwk3lW3puJqez98jde2DATNI2zO48QtsP6F2RzMBrJ2PgVDkPfAp2OzJCdaNER2D4yAOPVcxhOB2M4ewR93WaUe2UBaEYytqyENFPvocPwd9FVqgZ2DpSbuJSMX5dhOHvkLr+07CqLw/asQRX0Hg2llDewUdO0xkqpSkAw8IimaWeVUo5AdU3TQpVSeuAccABYq2naGvP64UAroDKmXqyHNE2LNg/Rq6Bp2kWl1DBghvnf18BxIE3TtAeVUk6Ao8U6ZzVNy3cWBaXUO0CypmnzlVLLgY2YetLyrK+UWgyEaJr29d32QXTXTmWvb9Ls/Kn7f7KDf7PRzqG0IxTJMaP1vzfEWnpqJTKZp9XYl9mj1qQZyXcvdB9ba1OutCMUSXWDvrQjFMl5fQlPVV2M3j84p7QjFMn8ltNKO0KR3CqDw7EsTRhSst99VdzKz1xT8tPhFsJQ70CrVJRvwn8qE9t/W5G+x0rTtOvmRtAPSil789NTgVBN0wxKqY3AMExDBHOve1IpNRXYap5Z8BamHq6LmHqpagB/ml/nMnDavGoFYJ1SygFTr9e4Asa+0/qrgC+UUmOB/vndZyWEEEIIIYTIyXjfzcpTOgrcsNI0LRxobPHzDqD1HcqOwTTUzvI5b4vHq8k1qYX5+XNYTMeiaVoPi8eRQJvc69zh979j8XiYxaI862ua9g9WnG5dCCGEEEKI/yJpVpmU+BcECyGEEEIIIcR/TZGGAt4vlFJvAbm/bGWtpmmzSyOPEEIIIYQQ/18Ypc8K+I80rMwNKGlECSGEEEIIIUrFf6JhJYQQQgghhCgdZfHLfK1BGlZCCCGEEEKIQpPvsTKRySuEEEIIIYQQooikx0oIIYQQQghRaDJ5hYn0WAkhhBBCCCFEEUmPlRBCCCGEEKLQZPIKE6VpsiMKapT3gDK70+K0jNKOUCRrIw+UdoQimVS1U2lHKDQbTZV2hCKxLe0ARRSnyvatwRll/NZmG8p2/ffQ9KUdodB0ZXzfTwyeUdoRiqT/g2NLO0KRdNdcSztCkYy5vLJMHABP1Opjlc/GP19cXya2/zYZCiiEEEIIIYQQRSRDAYUQQgghhBCFJiPgTKTHSgghhBBCCCGKSHqshBBCCCGEEIUm062bSI+VEEIIIYQQQhSR9FgJIYQQQgghCq1sz/tafKRhJYQQQgghhCg0+R4rExkKKIQQQgghhBBFJD1WQgghhBBCiEKTyStMpMdKCCGEEEIIIYpIeqxKwJPTn6NRlxbcSktnxcQlXD5xIU+ZGo19GDJ/NLYOdpzYeYi1734NwOOTn6VJt5YYMjK5fuka376+hLTEVB7o0IR+bz6D3tYGw61Mfp7zLaF7Tlgl/9B3XqB5l5ZkpKWzdOIiwo+fz1PGp3EdRnw4FjsHOw7vDOabd74EYOwnE/GqXQ2A8s7lSUlMYbL/OPS2NrwwZyS1m9ZFMxr55t3/cWrvcavkv5OFC2bQu9cjpKalMXz4OA4dvvPv/+Xnr/HxqUnzFl1LLF+9Tk3xnzYEnV5H8Oqd/Ll0Q47lejsb+i8YSdXGPqTGJ7N6zCLiI25kLXep6sHYbR+w46Of+OeLTdjY2/LC6mno7W3Q6fWc+G0fOxb+ZLX8dTs1pdf0wej0OkJWBfF3PvkfXzCSqk28SY1L5scxi4mPuIFr9YqM/uMDYs5FAhBx6Cwb3/oKWwc7nlw6FveaVTAajYRuD2H7e6utlr92p6b0mD4YpddxeFUQe/LJ32fBSDybeJMWl8wvYxaTYN7/lR+oQe+5w7F3Kodm1Piqz9vobfQMWTsta/0KXu4c/+Vvts1YaZX8DTo1o6+5/uxbvZOdS9fnyf/0glFUN9efb8d8TFzEDRxdnRiy9DVqNK3DwR938cv05Xle+7kvJuJRszLze75R7LkDpw+jYZcWZKSl893EpUTc4Xz5zPxR2DrYcXLnIX5615TR0aU8wz55DffqlYiNuM7Xoz8iLTEFhwrlGLLwFdyqVUSn17Hji43sWxsEgFtVD56e9zKuVSuCprHsuXnERlwvcO4HOjWj37Sh6PQ69q7ewY589vegBaOp0diHlPhkVoz5mDjz7+k6qi9+A7pgNBj55d3lnPnzKABT/15MenIaRqMRY6aBhX3eAqCqb036z34Be0cHYiOus/K1T0hPTitw5jsp7rpvSL+FzlZPrxnDqNnWF82oETR/DWd+O1BsmXPn72Y+9xxeFcTefPI/tmAEXk18SItL4tcxn5AQcYNG/drj99KjWeUq+9bgq0enEn3yEoNWvYVTZVcyb2YAsGrwe6TGJFolf0FMnbOAP//Zj7ubK7+uXFbacfL14rsv0bJLK9LT0vl4wkecP34uT5lnXx9Ml8BHKO/ixEDfJ7Oeb9imES9MfxFvXx/mj3mf3Zv/Kcno1OzclIffMR0LJ38IImRJzrpU1a8BHaYPpqJvDbaM/oRzm011umLDmnSe8xy2TuXQjEYOLl7H2Q37SjR7SZMvCDaRhpWVNercgso+nrzTeSzeLeoxcPYLfNDvrTzlnp71It9P+YwLIWGMXj6Zhp2bczLoMKf/Psq697/HaDDSb9Iz9Bz1OL/O+47kuCSWDn+PhOg4vOrX4JUVbzGl7Yhiz9+8S0s8fbwY12kkdVvUZ/isEbzdL++Hqednv8yXk5cQFnKGN795m2adH+RIUAiLxszPKvPs1OdITUwB4JGnuwPwZs9XcfZw4c1vpjE1YGKJHZi9ez1Cvbo+PNCwA35tHuTTT+bSvkNAvmX79etNcnJKieS6TekUATOe4+tn55IYFcOI9bM4tS2E62evZJVpOaAzaQkpLOw8niYB7eg56WlWj1mctdz/7cGEBR3J+jkz/RZfDZpFRmo6Ohs9L/44ndCgI0QcOmuV/P4zh/HtM3NJjIrlxfUzObM9hOth2fkffKozNxNSWNRpAo0D2tJt0tP8aM4fd/Eay/yn5Hnd3Z9vJnzPSfS2eoZ8P4W6nZtx1mIbizN/r5nD+N6c//n1MwnbHsINi/zNzfmXdppAw4C2PDLpaX4Zsxil19Hno1GsH7eU6FOXKOfqhPFWJob0W3xpsU3Pb5zF6d8PFnv22/kfn/Ecnz87h4SoGF5dP5uT24K5ZlF//AZ0IS0hhXmdx9E8oB2PThrEyjGLyEy/xe8frsWrQQ0861fP89qNe7YmPfWmVXI37NycSj6ezOz8Kt4t6jFg9nAW9Juap9yAWS+wasrnhIeEMWL5JHw7N+dU0GG6jexH6O7jbF+6jm4j+9J9VF/Wz/uehwf3JOpsBJ+/8D5O7hV4a8dHHPz1Lwy3DDy7YDRbP/mFM38fw87RHs1Y8HOQ0imemPE8y56dTUJUDOPWz+FEvvs7mTmdX6N5QDsemzSIb8d8TJW61WgR0J73ekzEpbIbI76bytwur2XlWPL0TFLiknJu/7yX2TBnJef2naLNk53p8lIAvy9YU+Dcd9qW4q77AB3G9CMlJpFlXSaCUpRzLV8sefPL32PmUFY9M4/EqFiGrZ9B2PZgYsKuZpVpZs6/rNMEfAPa0nnSQNaN+YQTv+7mxK+7AajUoDqBX44n+uSlrPXWv7qEqGN5G/qlqZ9/dwYF9mHKzPl3L1wKWnZphZd3VUZ0fIn6LRowcvYoXu87IU+5/dv3s+mbjSzd9XmO529cvc7HEz7i8ZefKKnIWZRO0WnWUNYNmkdyZCwDNs7gwrZg4izqUtKVGP4Y/xktXvbPsW5mWgbbXltGQvg1yldxZcCmWVzadYyMxNSS3owSI7MCmpTpoYBKqRFKqSHmx8OUUlVLO1NuTXu0Yt/PfwIQfigMxwrlca7kmqOMcyVXHCqU40JIGAD7fv6TZj1aA3Dqr6MYDabqeuFQKK6e7gBEnAgnIToOgMjQy9jY22JjV/zt5Jbd2/DXT0EAnD0UiqNzeVwru+Uo41rZjXJOjoSFnAHgr5+CaNXDL89rtX30IXav/wuA6vVqcGK36apsYkwCqYkp1G5at9jz30lAQE++/e5HAPbtD8HF1QVPz8p5ypUv78i4V19iztyPSywbQPXmdYm5eI24y9EYbhk4tmEPvj1a5ijj26MVh34y7c8Tm/dRu33jHMtiL0UTHRaRY52M1HQA9DZ69DZ6sFJDtlrzOsSGXyPu8nUMtwwc37CXBt1z5m/QvSWHfzIdGyc376f2Q43+9TVv3cwgfM9JAAy3DEQeD8fZfDwUt6rm/PGXr2O8ZeDkhr3Uz5W/XveWHDXnP7V5P97m/LU7NiH69CWiT5k+kKXFJ+f5sO7mXYXyHs5c3n/aKvlrNq9LzMUoYs315/CGPTTq0SpHmUY9WnLQnP/o5n3UM9efjLR0wg+e4VZ6Rp7XtXO0p9ML/vyx+Ber5G7SozX7Lc6X5f7lfBluPl/u//lPmprPl026t2L/j7tMz/+4iybdW2etZ1++nHkbHEiNT8aYacSzbjV0ej1n/j4GmI6PWzfzbvfd1GxelxsW+/vQht00zrW/G/doxYEc+7tR1vOHNuzGkJFJbMR1blyMombzfz8XVq7txbl9pwAI/fsYTXu3KXDmO7FW3W82oBO7PzX34mkaaXHJxZY5d/44i/yn8s3/IMfN587TFvktNezTnpPr91glY3Fq1bwJLs4VSjvGHbXp4cfOn3YAEHroDOWdy+OW6zPE7WVx5s80lqIjorl4OhyjseQ/tldpXoeE8GskXjLVpbD1e6md6304KeIGMacv57koHH8hioTwawCkXIsnLSaBcu73799JFJ8y3bDSNG2ZpmkrzD8OA+67hpVrFXfirmYPz4qLislqHGWV8XQnPjImu0xkDK5V8n5gbP/kI5wMOpzn+Ra9/Yg4cYHMjMxiTG7i7ulOjEX+2KgY3HNlc6/iTmxUdv6YyBjcc23jA20aknAjnqhw0/CuiyfDadm9DTq9jko1KuPTuA4eVSsWe/47qVbVk4jL2VedrkREUq2qZ55yM955gwUffUZqavENs7kXzlXcSLiavU8TI2NxzrXfLcsYDUbSk1JxdKuAbTl7Hh4RwM6P8w7zUzrF6M1zmBS8jLN/HyPicN4hGcWS39OdxMhc+T3dcpVxI/FqbFb+m0mpOLo5AeBaoxIvb57NsNVTqdm6QZ7Xd3B2pEG3B7nwj3WGj1bwdCcpV/4KufJXsMivmfd/OTcn3H28QIOBK95k+KZZtH35sTyv36hPe05u3GuV7AAuVdyIt6g/8ZExuFRxy1XGPauM0WAkzVx//k2vCQPY9eUmMm6mF39o8skdFYNLrnOJi6c78ZGx2WUiY7O2rUIlFxKvxwOQeD2eChWdAfjzm9/xrFuNmfuXMXnLfH56dzmaplGpthdpiSkMXzaBNzbNo+/kZ1A6VYjc7rn2dywuuY7X3Pv7ZlIa5d0q5Fk3wWJdTdN4+dspjNswh7ZPZw9DjgyNoJG5sdDM3w9XL48CZ74Ta9R9e2dHADpN7M/wTbN4YslYypv/NsXNydONRIv6kVSA/JZ8A/w4uS5nw+rR+S/x/ObZPDS2n1Wy/xd5eHpwIzL7M8SNqBg8PIuvvlpTeU83kq5m16XkyFjKe+ZtFN5N5ea10dnakHAxujjj3Xc0K/1X1hS6YaWU8lZKnVZKfamUOq6U+k4p1U0p9Y9SKkwp1UYpVV4p9ZVS6oBS6pBSqq953WFKqZ+VUr+by75v8brJFo/7K6WW/0uGd5RSE5VS/YFWwHdKqcNKqXJKqZZKqV1KqWCl1BallJd5nSCl1EKl1J9KqVNKqdbmLGFKqVmF3R//kjHPc7mvbORXJndd6jX6cQwGA/t//SvH8171qtNv0jN8P+WLImfNT/758xS6a5n2fR7O6q0CCFqzndjIGGZv+JAh04YTGnIaQ6ahOCLfk3v5uzRr1og6db1Zt+73koqV7R7y3alM13GB7P7f5qzeqRzLjRqf+k/hg3ZjqN6sDpXzGeplLfeWH5Ki41nY7lU+83+LLTNXErhoNPZO5bLK6PQ6AhePYd/XW4i7XPB7YQrrXo9bnY2OGq3rs+7VT/kmcAYNerXKc0W8YZ92nFi323phC3nc/lsPZtWGtahYqwrHt1hn+KIp0t0z3cv5Mjffjs2IOBnO221G8J7/Gzw543kcnMqh1+up09qXX2d/y/w+U/CoWQW//p0LkTu/2Llz36FMfu0487qLA6ez4LHJfDFsHh2G9KB2mwcAWP3GMjoM7sm4DXOwdyqH4VbxX1TLk9NCQeu+Tq/DuaoHlw+G8r9HpxIREkbXt56xSlaVzw69t7qf/bBq8zrcSsvgRmh2j//6V5fwv56TWfnkTGq0bkDjJzoUU+L/tvz/HmXkw3IhzjW5OVZ2pftHI/ljwudWGyEi7i9FHTtWF3gSeAk4AAwCOgB9gCnASWCHpmnPK6Vcgf1Kqe3mdZsDLYB04IxSarGmaZcLE0LTtB+VUmOAiZqmHVRK2QKLgb6apl1XSj0FzAaeN6+SoWlaR6XUq8A6oCUQC5xTSi3UNC0m9+9QSr1k3k46ubekYYXad8zTcXBPHjJfXbx45BxuVSsCpmFybp4eJFzL2d0dFxmT44qjm5cH8dHZV0n8AjvRuGtLPh40I8d6rp7uvPTZRL4Z/yk3Ll276366V92H9OaRgT0AOH80LEdPkrunB3EW2cDci2VxBcrDy4O4a9lldHodbXq1Y8pj2eOqjQYj3878Kuvnd3+eR1R4dg+SNYwcMZThw01v5gcPHqZ6jewOzmrVvbgamXMftvVryYMtmnA2dC82NjZUruzBH9vW0rX7k1hbYlQsLlWz96mzlztJuYZJ3C6TGBWLTq/DvoIjafHJVG9el0b+fvScPAgHZ0c0o0Zm+i32rdiate7NxFQu7D1FvU7NiA7NOVywuPI7e+XKfy0+Z5nIWJyrumfldzDnB0jLMP0/8ng4cRev4eHjyVXzvQ0B84YTeyGKvV9Zr8GbFBVLhVz5k++QPykqFmWx/5MiY7m493TWUKdzOw/j2dib8H9Mk8tU9q2JTq8j6ni41fInRMXialF/XL08SMxVfxKiYnCt6kGCef+Xq+BIavydh2fVerAe1ZrUZsrfi9DpdTh5uDBy1dssHTizSFkfHtyDdubz5aUj53Lmzud8GR8Zg6tXdm+Qq5d71rDopOsJOFdyJfF6PM6VXEm6YZpcwO/Jzmxbug6AGxevEXM5msp1qhIfFUvEyQvEXDZdST629QDeLeqxd83OAm1DfJ797Z5nf98uk5BV38uRGp+c52/lYrE9t18jOSaRY1sOULNZXc7vP030uat8NmQOAJV8vGjYpUWB8v4ba9X9jNSbnDHfU3hq0z6aP9W52DLnzu9sUT8qeLmTnKsOJd0h/22+AW3zDAO8/RoZKTc5sW43VZvX5vjPf1tlG8o6/yGP0v3pngCcPRpGRa/szxAVPT2IvRZ7p1XvKymRsVSoml2XnLzcSbmWd7jindg6leOx5RPZ+8Farh2yzuiQ+4lMt25S1KGAFzRNO6ZpmhE4AfyhmS5FHAO8gR7AJKXUYSAIcABqmtf9Q9O0BE3TbmJqgNUqYhZLDYDGwDbz754KWF6avz1d0zHghKZpkZqmpQPngRr5vaCmaZ9rmtZK07RW/9aoAvjz2y3M9X+Duf5vcHTrfvye6AiAd4t6pCWlZg1VuS3xejzpyWl4t6gHgN8THTm61fQG1LBTM3qM6MuyF97LMfa/nLMjo76exLr3f+B88Jl72in3atuK35jsP47J/uM4uHUfDwd2BqBui/qkJqUQn/sDQ3QcN1PSqNuiPgAPB3YmeNv+rOVNOjTj6rmIHMMF7RzssC9nn7XckGngSljxf8C3tHTZN7Rq3YNWrXuwfv0WBj/THwC/Ng+SmJBIVFTObvrPPl9BTe+W1K3flk5d+hEadr5EGlUAV46cw8PbE7fqldDb6mkS0I7T24JzlDm9LZgWgQ8D0Mjfj/O7TR/cvxwwgw87vMqHHV5lz1e/s+vTdexbsRVH9wo4mIfk2NjbUuehxtw4Z53G7NUj5/Hw8cS1hil/44C2nMmV/8z2EJoHmo6Nhv5tuGDO7+heIWs4lluNSrj7eBJ3yfS3eWTik9hXcOT3d7+1Sm7L/O4+nrjUqITOVk/DgLaE5softj2Epub8vv5tCDfnP7/rKFV8a2DjYIfS66jp55vjxv9GfdpZ/d6Ny0fOUdHbE3dz/Wke0I4TufKf2BZMK3P+pv5+nN3977OK7lm5nZl+o5jTYSyfPvkONy5EFrlRBfDXt1t53/9N3vd/k6NbD9DG4nx58w7ny5vJN7POl22e6MixraaZuI5vP0ib/p1Mz/fvxLFtpvNo3NUbNHjIdA9ZhYouVK5dlZhL0Vw8chZHFyeczPc+1GvfmKhCnIcuHzlHJYv93SKgPcfz2d+t89nfx7cF0yKgPXo7G9yrV6KStyeXDp/Frpw99uUdALArZ0/9h5sSFWq69ujkYRpGp5Si25jH2f3ddoqLtep+2PZD1GrnC4DPQ41zHBPF6eqR87hZ5PcNaEvYtpA8+Rubz50P+Lfh4u6T2QuV4oFH/ThlcYwqvS5rqKDORk/dri24fsa671dl2eYVmxjXeyzjeo9l75Y9dAl8BID6LRqQkpSa771U96NrR87j4u1JBXNdqtenLRdy1aU70dnq8f/iNc789BfnNu2/+wr/AZqmWeVfWVPUHivLsUZGi5+N5tc2AIGapuX45K+U8su1rsEii+VedChkLoWpwdTuLrktM1vmLjbHdx6iUZcHeXfXIjLSMvj29SVZyyZvfp+5/qYZ9n6Y+iVDzNMHnwg6zImgQwAMeHc4tnY2vLLybcB0Q/cPb31BpyG9qFTLk95jA+k9NhCAxYNnkVzM078e2hFM8y4t+ejPZaSnpfPZxEVZy+ZuXshk/3EAfPXWMvN06/YcDgrm8M7sN+J2ATmHAQI4V3Rl8orpaJqR2KhYloz7qFhz383m3/6gV69HOHPqH1LT0njhhfFZyw4e2Eqr1j1KNE9uRoORjdOWM3TFJNN062uCiA67Qtdx/bly7Dynt4cQvCaI/gtGMS5oAWnxKax+ZfG/vmaFyq4EfjgSnU6H0imOb9rLmR2HrJZ/87TlDF7xJkqv49CaXVwPu0KX8YFcPXqBM9tDOLQ6iMcXjmTsrg9Ji0/JmhGwlt8DdBnfH2OmAc1oZOOUr0hLSMHZ052Or/Tj+tkrvLxpNgD7V2wlZFVQsefXDEa2TFvO0yveRKfXcWTNLm6EXaHj+EAij14gbHsIh1cH0XfhSEbu+pCb8Sn8Ys5/MzGVfV/+xvMbZqJpGud2HuHsjux7I30fa8vqYe/f6VcXC6PByC/TlvPiiskovY4Da4K4FhZBz3H9uXzsAie3B7N/TRBPLxjFpKCFpMYns9Ki/kz5e5FpqJytDY16tOKLwXNzzHBnLSd3HqJRlxZM2/UxGWkZfPf60qxlb2x+j/f93wRgzdQveWb+KOwcbDkZdDjr3tNtS9fx3Kev0XZAF+Ku3uDrUQv+lEwxAAAgAElEQVQB+H3Rzzw7fySTfv8AlGL9vO+yZtr7dfa3jP7ubZRSXD5+nt2r/ihwbqPByM/TvualFVPQ6XXsX7OTa2ER9Br3JJePnefE9mD2rdnJoAWjmRL0Eanxyax4xXQuvRYWweGNe3hz24cYMw38NO1rNKOGU0UXnv/c1Muv0+sIWfcPp3eZZsBs0echHhpsOkcd27Kf/eap44uDter+jnmr6LtwJPbTBpMam8jGiZ//W4wi5d827RsGrngDpddx1Jz/YXP+s9tDOLJ6FwELRzBi14ekxSezbswnWevX9HuApMhY4i2GGdvY2fLUt2+it9Gj9DrC/z7B4R8K1qtpLa9Pn8eBQ0eJj0+ka79nGTV8MIEBPUs7VpbgHQdp1aUVy/76gvS0dBZPzH6vX/jbIsb1HgvA0CnP0bFvJ+zL2fO/fcvZtmorqxZ+T92m9Zj8xVs4uTjRulsbnh4/iFe6jS6R7JrByJ9vf0Pflaa6dHL1LmJDr9BmQiDRRy8Qvi2Eys1q4//Fa9i7OOLTrQVtxgfyQ7dJ1H2sLVX9GuDg5sQDT5ouQvwx/jNuWMwyKf6bVGFbg0opb2CjpmmNzT8vN//84+1lmHqGnIFXNE3TlFItNE07pJQaBrTSNG2Med2NwHxN04KUUmeBAExj59YCSZqmDbtDhneAZE3T5iulNgALNE3bqZSyw9QLNljTtD3moYH1NU07oZQKInvIYGfz48fMr5e17N+2fZT3gLLXhDaL0wo+49X9ZG2kdb73pKRMqtqptCMUmo1W8Jv67ye2pR2giOJU2Z7MNqOMT8Zrk+/NUGWHh6Yv7QiFpivj+35i8Iy7F7qP9X9wbGlHKJLumuvdC93HxlxeWSYOgC7Vu1vls/HOiG1lYvtvs/asgDMxfZ45qpQ6bv75biZhapTtACIL8LuWA8vMQ//0QH/gPaXUEeAw0L4AryWEEEIIIYQQ96zQw940TQvHdB/T7Z+H3WHZy/msuxxTQ+j2z49ZPP4R+PEeM7xj8fgnwHJ+6cNAx3zW6WzxOAjTvV95lgkhhBBCCCHurixOjW4NZfp7rIQQQgghhBDiflCsEzVYi1LqLUzTultaq2na7NLII4QQQgghhDAxlsEZ/KyhTDSszA0oaUQJIYQQQghxn5FmlYkMBRRCCCGEEEKIIioTPVZCCCGEEEKI+5NR+qwA6bESQgghhBBCiCKTHishhBBCCCFEoUmPlYk0rIQQQgghhBCFpsmsgIAMBRRCCCGEEEKIIpMeq0KoqdmVdoRCq12GswMMdXu4tCMUyWfGpNKOUGj1dU6lHaFI0lGlHaFIHMp4flv0pR2hSOy1sr3/92jxpR2h0Noo19KOUCT9Hxxb2hGK5MeQRaUdoUimtZpa2hH+X5ChgCbSYyWEEEIIIYQQRSQ9VkIIIYQQQohC06THCpCGlRBCCCGEEKIIZPIKExkKKIQQQgghhBBFJD1WQgghhBBCiEKTyStMpMdKCCGEEEIIIYpIeqyEEEIIIYQQhSb3WJlIj5UQQgghhBBCFJH0WAkhhBBCCCEKTe6xMpGGlRBCCCGEEKLQ5HusTKRhZWU+nZrSbfpgdHodR1YFsXfphhzL9XY2PLZgBJ5NfEiLS2LdmE9IiLhBw37t8Xvp0axylX1r8PWjU4k+eQmdrZ4eM4ZSs60vmlHjz/lrOfPbAatvi3enpjzyzmCUXsexVUHsX5J3W3ovHEGVJj7cjEtiw+hPSIy4Yco7dzhVmvqgGY3sfGcll/eesnre3Cp2aYbvrKGg1xHx3Q4uLF6fY7n3y/5Uf+YRNIOBjJgkjr22jJsRN3CoXpEWX41H6XUom/9j78zjqiraOP59LiCKCgIu4L7mrpjmkqa4K7lklmbu+bZoVu6a7bZbaWlmZWVZWVZWZlmmpZaambu57yuK7IiICPP+cQ54QVAucDn32nz78Mlz7hz4zdw5zznPzDPPeHD8w+WcWLCy0PVnZcRzD9C0fVOSk5KZPf4tDv976KoyAycOJrRve4r7leDeuv0KVd9N7RrT6+khiIeNfxatYvXczO3tUcST/jNGUaFBNS7Enmfh6LeIORlJrTYN6Tb5Hjy8PElNucyylxZy6K9dma4dOm8CAZXLMrPrpEKqSyN6PD0Em1mXNdncx/1mjLSryyxiT0ZSsXEN+rw8AgARYeWbi9m9fFOhaK7VrhFhpubNi1bxRzaa75oxkvKm5kWm5nT8ygfy6IrX+P3Nxayb9xMAfaY/QO0OTUiMimd218lO1Z/XNq/ZpgHdJg/Aw8uD1JRUlr30OYf/2g1A416tCB3VG6UgISKGRWPe4UJMglP012zXiG6m7d/y5WrWZqO/z4yRlG9YlQsx5/lm9GxiT0ZSqmJpHv7tNaIOhQNwcutBfnziIwAGfTKJEmVLYfP04PjGffz01HxUmvNfZh547kGatW9GclIyb46fyaFsbM3giUPo0LcDJfxKcHfduzLO3/G/O+gyoCupl1OJj47jzQlvcu7UOadrTqdGu0Z0Nb+HrV+uZl0238MdM0YS3LAqSeb3EGfeB2XrVKLHyyMoUqIYKk3xQa+nSE1OKTTt6dz/3AM0Ndv/rfFvZmvrB00cTPu+HSjuV4J76t6dcb5e8/r875n7qVq3Gq+Pns76ZesKU/o1efKlGfyxbiMB/qX4/rN3rZaTgbvbHo21uP0aKxEpJSKjrNaRHWITujw/lK+GTmdep0nU69WSwFrlM5Vp1D+Ui3GJvNduPP98+AuhU+4BYPf365kf9gTzw57gx7FziTsZScTu4wDcOro3iVHxvN9+IvM6TeZ4ITgpYhM6vTCUxUOnM7/jJOpkU5eGZl0+bDueTR/8QtvHjbo0GtAegE+6PM43A1+l3VP3gojTNWfCJtR75T423fsKa28bT3Cf1hS/qUKmIvH/HmV916msaz+ZM0v/pvbTAwFIPhvDhh5Ps77jFDZ0f5Lqj/TGu5x/4erPws3tm1K+anlGtX2QuVPm8OCLI7Mt98/KjUzqNb6Q1Rn95Y5pw/lo2KvM6DyBxr1upWzNzO19S7/2JMUl8lroWNZ+uIzuU+4FIDEmgY9HvM6b3Sbz1fi59J+Z+fau3/UWki9cLNS69Jo2nPnDpjOz88Qc6hJKUlwir4eOY+2HP9N9ygAAzu47wZyeTzI7bCrzh7xKnxdHYPNwvtkVm9Bz2nAWDJvOrM4TadjrVspk0dzU1DwzdBzrP/yZrqbmdMKeGsyB1dszndv6zR98MvTVQtGf1zZPjEngkxGv8Va3KXw9fi79zP5j87DR4+khzBvwIrO6TyF8z3FaDe3iNP1hzw/j86HTmdNpEg16taJMrcz6bzbt5ax249nw4c90smv/mGNneTdsKu+GTc1wqgC+fng273afyjudJ+MTWJL6t7dwin57mrVvRvmq5Xmg7f28PWU2o158ONtyG1f+zbheY686f2jXYcbePoZHuo5m7U/rGD71PmdLzkBsQvfnh7Fw6HTe6TSJ+r1aUTrL99Ckv9GP3s7yPYiHjT5vjuKnqR/xbufJLOj/AmkplwtNezpN2zcjuGp5Hmr7AHOmvM3IF7N/3dm4ciMTeo276nzk6XO8Nf5N/liyxtlSHeaOsM68O+MFq2Vkwt1tj5WkKeWUH3fD7R0roBTgko5VcEgNYo6eJe7EOdJSUtm9dAO1OjfNVKZW55vZufhPAPYu20iV1vWv+j11e93K7h/+yjhu1K8dG+aYIyhKkRRz3nmVMAlKr8txoy57l26gRpfMdanR5WZ2fWPUZf+yjVQ26xJYqwLH1hkzDhei4kmOv0BQo2pO12xPqZtrcuHIGZKORaBSUjnz/XrKdWuWqUz0ut2kJV0CIHbzAYoGBwCgUlJRl4wHqs3bC2yF7BRmQ/MuLVm1+HcA9m/dR3Hf4viXvdrZ2791HzERMYUtj0ohNYk6doboExGkpqSyfelf1OuSub3rd2nK5sV/ALBz2d/UvLUBAKd3HSXB1Hx2/0k8vb3wKGJMrhfx8ea2/4Xx++zvCrkuZ4mxq0vdLH2/bpdmbDHv43+X/U0Nsy4pFy+RlpoGgKe3F4X1jKiYRfPOHDRvNTXvWvY31U3N6Z9FH48g4sDJTNcc3biXpDjn25v8tHn4rmMkRMQCRv/xSu8/IiBCER9vAIqWLEb8WefcGxVCahB99CwxJ86RmpLKv0s3UDuL7a/duSnbzP6/e9lGqmdj+7OSfD4JAJunBx5enoXSn1p0acnvpq3Zdw1bsy8HW7Pzrx0kX0w2y+yldHBp5wq2o4L53Io1n8G7cvgedth9D9XM76FG24ac3Xucs3uMAc2k2POFMjuYleZdWuTL1kecjODY3qOkpaU5XaujNAtpiJ9vSatlZMLdbY8mMyISICIrROSA+f+rbh4RCRGRv0Rkl4jsEJH+dp99LCJHRGSb+RNyvb95IzhWrwA1zAp/LSK90z8Qkc9FpJeIDBORJSLyi4jsE5Fn7MoMEpGN5vXviYhHQQkrGeRPQnh0xnFCeDQlg/yvLnPaKKNS00hOuEAx/xKZytTt2YLdSwzHytvXB4DbJtzFsJ9e4I53HsGntG9BSc4Re50A58OjKVnu2nW5ZNbl3J7j1OxyM+Jhw69SGco1qErJ8oFO12yPd1AASaejMo4vno7GOyggx/IV723Pud+3ZRwXLR9I61WvErplDkfe/oFki41iYFAgUeFXwraizkQREFS4bXot/Mr5E2vX3nHhUfhl6S++5QKIM8ukpaZxMeECPv6ZH7INuzfn9K6jpJqObZfx/fjzg59IMV/UCgPfcv4ZOgHiw6PxKxdwVZnYHOpSKaQGY36dzmPLX+X7Jz/McLQKW7NvNprt2z/Z1OxVzJvbHurJqrcWO11nTuS3zdNp0L05p3cdI/XSZdIup7LkyY947JdXeHzjHMrWrMCmRaucoz8ogPjwLO2fxfb7BvkTb9rLK/oN21+qUhkeXPYiwxY9SeVbame6btCCyUzcMpdLiRfZvexvp+i3JzAokMjwK6F7UWciCcyjrenSvwubVxVOKCxAyaAA4rJ8D9k9g+PsnlsXzedWYLVgUDBwwWTu/+kFbn2wR6Hptsdo/yu2PvJMVJ7bX3N93N32WIly0n/5ZArwm1KqFvCbeZyVC8AQpVR9oBvwpoiUsvt8olIqxPzZls31mbgRHKspwCGlVAjwNjAcQET8gFuBZWa55sBAIAS4W0SaiUhdoD/Q2rw+1SxTQGQzs5G1j2QTEmc/ChkcUoOUpEtE7jdGjm0eNnzLB3Jq034+vv1JTm05SIcn7i04yTlxHZ3XKrNz0RoSwqMZ/OPztH9mEKc3HyDtcqqThOZAtpNM2d+wwX3b4BdSnSNzrsRVXzwdxbr2k/mj5RjK929LkTJ+ztGZD1xqD4lc9BfJLhzUrlC5WhXpPuVevp36AQDB9aoQWKUcuwppjVIG2dZFZSmSc11ObDvEm10mMafXk4SO7I2nt5dTZGYRlI2cq76AbMt0HNuX9R8u49KFwnNeryKfbQ5QtlYFuk0ZwHdm/7F5etBiUCdm3z6Vl5s/zJm9Jwgd1fvq3+Ekctf+kBARy8xWj/Fe2BMsf/4z+s56GO8SxTLKfDbkVd645WE8inhS7dbrz3LlF8nGeObF1IT2aU/NRrVY/J51DjuQnSHKpgzYPG1UuuUmvn1sDvP7TqNOt2YZs1mFSfbt70K2/kbjBrQ9hYWLhgL2Bj4x//0JcEfWAkqp/UqpA+a/TwMRQJm8/sEbKnmFUmqNiMwRkbLAncBipdRl8yZYoZSKAhCRb4E2wGWgKfCPWaYYRoNehYg8ADwA0CegOc1L1LqunoQz0ZQMvjLSUTI4gIQsMx0J4dGULB9AwploxMOGd0kfLsZeCbWp17Mle+zCAJNiznPpwkX2/WK8XO796W8a9W93XS35JV1nOiWCAzgfkX1dzpt1KWJXl9XTPs8oN+Dbp4k9esbpmu1JDo+mmN0sWdHyASSfuXrWKbBtA2qM6cPGPs9lhP9l+j1nYzi/9yT+Lepw9kfnjxbb031IGJ0HdAXg4I4DBNqF1AQGBRJzNjqnSwuduDPRlLJrb7/gQOKz9Je4M1H4lQ8k7kw0Ng8bRUv6cMHsL35BAQx+bxyLxr1D9HHjlqxycy0qNqzO5LWz8PCwUTzQjwe+fIr373neqXWJPxONn11dfIMDsqmLUd/4bOqSzrlDp7mUdJFyN1Xk1M4jha45IYvm9DLpmr1L+pAUe56KITWpH9aCro/fS1FfH1Sa4nJyCn8v+NWpmq+n35E29zX7z9fj5mb0n/L1qgBkHO/4aQOhI3s5Tb9vcJb2PxubuUx4NL7lAzLpTzL1J10y/h/+71Fijp0lsFoQp+36zOXkFPat2EKdLk05vPbfAtd/+5Db6TqgGwAHduyndPCVd4zAoNJEn43K6dJsadwmhP6j+zOl32QuZ2NXnUXCmWj8rvM9JIRH42f3DE7/HuLDozm2YW9GqP2BVdsIalCVI+syJ9JxBmFDbs9k6+3DJ0sHBRLtQrb+RsPdbc+NiP37t8n7Sqn3c3l5OaVUOIBSKtz0D671t5oDRQD7DDEvisjTmDNeSqlrjjreCDNWWfkUY9ZpODDf7nxWt1dhzGN8YjfFV1sp9Wx2v1Qp9b5SqplSqllunCqA8O2HCagWhF+lMti8PKjXsyUHV2zJVObgyi007HsbAHXCmnNs/e4rH4pQ+/YWmdZXGddspUqrugBUbV2fqAOncqUnP5zZfhh/u7rU6dmSQ1nqcmjFFurfZdTlprDmnDDr4lm0CF7FjNjiKrc1IC01jagDp52u2Z64rYfwqR5EscplEC8Pgu64lYjlmzOVKdmgKvVfu58tQ17jUmR8xnnv4ABsRY1ZBk+/4vg3r03iocLVD/DzgmWM6/4Y47o/xt/LN9C+bwcAbmpSmwsJFyxZS5UTJ7cfIrBqEP4Vy+Dh5UHjnq3YsyJze+9esZmmfdsC0DCsBYfWGy8sRX19GDZ/Er9M/5Jjm/dnlN/w2UpebDGKV9s8yty7nyXySLjTnar0upS+Tl32rNjMzeZ93MCuLv4Vy2QkqyhVoTRlqpcnxi7znrM4laX9G/Zsxd4smveu2EwTU3P9sBYcNjV/0G8ab7R5jDfaPMZfH/3CmjlLCtWpgvy1udF/Jl7Vf+LORFO2VgWKBxghO7XaNCTioHNs5+nthwmsFkSpSob+Bj1bsi+L/n0rtxBi9v96Yc05Yur3CSiJmOs4/SuVIaBaEDHHIyji402JskZ0is3DRq32IUQ6yQ79tOAnHu3+CI92f4S/lm+gg2lrajepzYWERIdsTfX61Rn98mieHzGNuKg4p+jNiVPmM7iU+dyq37Ml+7P5Hhpl8z0cWrODcnUr4Vm0COJho0qLukQWwrMWYNmCnxjb/VHGdn+UDcv/ymTrE13M1t9ouLvtsRJnhQLav3+bP5mcKhFZKSL/ZvPj0LSgiARj+BDDlVLpMfuPA3WAW4AA4LrpcMXdp5RFJBDYopSqYh6XAzYCZ5RSLcxzw4CXgAZAEvA3cB9GXOUSjFDACBEJAEoqpY5d62++UmVQrhutevvGdHp6EOJhY8dXa/jr7R+4bVxfwncc4eDKLXh4e9Fz5kOUq1+VpNjzRrr1E0Y8e+WWdWk3uT+f9nk20+/0rRBIz5kj8fb14UJ0AssmvE/86dyNIHrm4+uu1r4x7Z8ZhM3Dxs5Fa/j77R9oPa4vZ3Ye4dAKoy5hbz5E2fpVuRh7nh9Hv03c8XP4VizNXZ9ORqWlcf5sDMsnziP+lGMjnuk0SM77aGfpjiHUfX4o4mHj5BerOPzm99ScdDdx2w9zbvlmmn39BCXrViLZHNG8eCqSLUNeJ7BtQ+o8NwiljCiBYx/9yslPf8uThve8E/OsPysPPP8QTUJvNtKtT3iLQzsOAjDj57cY1/0xAIZMHcZtvdsRUC6A6LPRrPzyVxbN/CJPf+8mW4nrF7KjdmgIPdNT1n61mlVzvqfz2Ls4ufMIe1ZuxtPbi/4zRlHe7PsLH5lN9IkIOozuQ/tRvYi0m9X8YPDLJEZdcXb9K5Zm2IeTHEq3bss+HjTXdenxtLHVwKavVrN6zhI6jb2LUzsPs2flFjy9veg3YxTl61fhQmwiXzwym5gTETTp04Z2I3uRevkyKk3x+6zv2P1r3kIZHV38eVNoCGFPG2mmN3+1mjVzltDR1LzX1HzXjFEE169CUmwii0zN9nQY05fkxIsZ6db7zRpNtZZ18fEvyfnIOH6fuZjNX63OlR5Hg3/z2ubtR99BaJb+89HgV0iMiqf5wI60Ht6N1JRUYk9F8s2Ed6+aWcwJb+VY/6nVvjHdTP1bv1rDn28vof24vpzecYR9pv4+M0dmtP83o2cTc+IcdbvfQvtxd5F2OdXYnmLGYvb/tpXipX2596MJeBbxQjxsHFm/i+XTPsv1mr1NKvb6hXLgoedH0jTU2NrhzQkzOWjamlk/z+bR7o8AMHzqcNr1Ds2wNb9+uZyFMxfywsIXqVK7SoYzcO70OZ4fMc2hv98803IHx6jZvjFdze9h21drWPv2EkLN72G/+QzuM3MkQeb3sHj0bGLNZ3DDPq1pPaoXKMXBVdtZ+XLebOdmlT+H8sHnH6KJ2f6zJ7yZ0f4zf57F2O6PAjB06nDa2tn6FV/+ypczF1KzUS0en/cEJfxKcCn5ErHnYnikU/aZHXPimy2z8qU/JyY+8wr/bN1BbGw8gQGlGDViMH17di3wv/N0sycdKu9qtuflowutz5iVC+qUvcUpDsXeiH/yXH8R2QeEmrNVwcBqpVTtbMr5AquBl5VSX+fwu0KBCUqpay64dHvHCkBEFgKNgJ+VUhNF5Bfge6XUu+bnw4AwoDhQE1iolHrO/Kw/hkdqA1KAh5VSG6719xxxrFyN/DhWrkB+HCtXoCAdq8LGUcfK1ciPY+UKFFhWHYso5FWVBY6jjpWrkR/Hymry41i5Avl1rKzGWY5VYeGoY+VquItjdVOZZk55w9x/blN+HKvXgCil1CsiMgUIUEpNylKmCPAzsFQp9WaWz4JNp0yAmcBFpVR2CTAyuCHWWCmlMrI3iIgPUAvIOrQUoZQanc21i4BFzlWo0Wg0Go1Go9HcmBRABj9n8ArwlYiMAI4DdwOISDPgIaXU/4B+QFsg0JyIARhmZgD8XETKYCwd2gY8dL0/eEM4VumISCfgI2CGUm4+RKTRaDQajUaj0WjyhJm0rmM25zcB/zP//RnwWQ7Xd3D0b95QjpVSaiVQOZvzHwMfF7YejUaj0Wg0Go3mRqcAUqPfENyIWQE1Go1Go9FoNBqNplC5oWasNBqNRqPRaDQaTeHiomusCh09Y6XRaDQajUaj0Wg0+UTPWGk0Go1Go9FoNJo8c2VP3f822rHSaDQajUaj0Wg0eSZNhwICOhRQo9FoNBqNRqPRaPKNnrHSaDQajUaj0Wg0eUbpdOuAnrHSaDQajUaj0Wg0mnyjZ6zyQNtLSVZLyDOnKWq1hHyxvpiH1RLyRRDFrJaQZ9x9LCoZ915Y2ysp1WoJ+eLnYu79uPFCrJaQLyrbilstIc+MH5xitYR8Mf/jUlZLyBdPN3vSagn5YtqmF6yW8J9Ar7EycO8nnUaj0Wg0Go1Go7EUHQpooEMBNRqNRqPRaDQajSaf6BkrjUaj0Wg0Go1Gk2fS9IwVoGesNBqNRqPRaDQajSbf6BkrjUaj0Wg0Go1Gk2eUTl4BaMdKo9FoNBqNRqPR5AOdvMJAhwJqNBqNRqPRaDQaTT7RM1YajUaj0Wg0Go0mz+h9rAz0jJVGo9FoNBqNRqPR5BM9Y6XRaDQajUaj0WjyjF5jZaBnrDQajUaj0Wg0Go0mn+gZq0KkVPsQqk27DzxsRCz8jVNvf5fp8+AHe1Lu3o6oy2mkRMVxaNw7JJ88B0CVJwfj36kp2IS4Nds58tRHVlQhg3LtGxEybTDiYePIwtXse3tpps9rPdidave2J+1yKpei4tk0bh4XTkYWus6a7RoR9rShc8ui1fw5N7NOjyKe3DljJOUbVCUp9jxfjZ5NrJ1Ov/KBjF4xndVvLmbdvGUEVg+m39uPZHzuX6ksq2Z+w18f/eIU/f2eGU799k24lJTMggnvcGLXkavKVG5QjSGvP4xX0SLsWrWVr56bD8Cdjw+iYaemXL50mcjjZ1kw8R2S4i8QULEMz6ycydnDpwE4svUAXzwxr8C139SuMb2fHoJ42Ni4aBWr5/6Q6XOPIp7cM2MUFRpU40LseT4f/RYxJyPxKVWCwXPHULFRDTZ9s4Ylz3yccU3jHi3p8HAfxMPG3t+3suyVhQWuO5067Rpzx9NDsXnY2LDod37PRv+9Mx6mUoNqJMaeZ8Hot4gx79eOo3rTol970lLT+O65j9n3xw4A2o4Io2X/9igF4fuO8+XEd7mcnOK0OqQT0D6Emi8MRzxshH/+G8dnf5/p84oP9iB4YEdUaiopUfHsHfMOyeZ94F2hNLVnPIR3+UBQsHPgS1w8cc7pmm9q15heZv/5J4f+09+u/yw0+0+tNg3pNvkePLw8SU25zLKXFnLor114FS3CwHfGEFilLCpVsfu3zfzy6pdO0V69XSO6PGPYnW1fruavbOxOrxkjCWpYlaSY83w3ejZxZnuXrVOJ7i+PwLtEMVSa4qNeT5GanMKgL5+gRNlSXL5o9JeFg1/hQlS8U/QD3G3anpRr2J5KWWzP16btaRLWktvH3E1QzQpM7z2V4zsPA3BL7zZ0erBXxvUV6lTmlR6TObn7mNPq4VGzMUVuHw5i4/Lm30j5c8nVZRq0okj7uwFF2pljJH89CwDvIVPxqFiL1ON7Sf7sVadpvBaVQxtx27NGX9r9xWq2vJO5L5VvUZs2zwymdN1KLH/4bQ4t+weA0vUqE/rScLxKFEOlpbFp9hIOLv27UDTf1K4RPZ4egs28d9dk0//7zRhpd+/OIvZkJDXbNKDb5EZ09uoAACAASURBVAF4eHmQmpLKspc+5/BfuwFo3KsVoaN6oxQkRMSwaMw7XIhJKJT65MSTL83gj3UbCfAvxfefvWupFldAbxBs8J+YsRKRh0RkiPnvYSJSvtBF2GxUf+l+dg98kW3txlD6jjYUu6lipiKJO4+wo9sktnccR9SPG6jy5GAASjarTclb6rCtwzi2hY6lREhNfFvVL/QqZGATmrw0jLUDp7O83SQq3dGKkjdVyFQkducxfuv2JCs7Ps7JHzfS8MkBhS5TbEKPacP4dNh03u48iYa9WlGmZmadN/cL5WJcIm+Fjmf9hz/TeUpmnd2eGsSB1dszjqMOhzM3bCpzw6bybo8nSLmYzO7lm5yiv35oE8pWC+KZ0EdZOPV9Brz4v2zLDXjhfj6f+h7PhD5K2WpB1A8NAWDP2h0832U8L3afyNkj4XQd1SfjmshjZ3gpbBIvhU1yilMlNqHPtOF8OOxV3ug8gZBet1I2S9s379eepLhEpoeO5c8PlxE25V4AUpJTWP7G1/z00ueZyvuUKkHY4wN5f+ALzOgykRJl/Kh5q3PuA7EJd067j/eHvcKrncdzc6/WlMuiv0W/9iTFneel0DGs+fAnepj6y9WsQJOet/Jqlwm8P/Rl+j4/ArEJfuX8uW1YN2b2nMprXSdis9lo0vNWp+jPhM1GrVdGsOPeF9l421jK9mmNTxbbc/7fI2zuOplN7SdwbukGajw9OOOzurNHc2LOD/xz21i2dHucS5FxTpcsNuGOacP5aNirzOg8gcbZ9J9bzP7zWuhY1n64jO5m+yfGJPDxiNd5s9tkvho/l/4zR2Vc88e8H3mj4wTeun0KVZvWpnZoY6do7/b8ML4cOp33Ok2ifq9WlK6VWXtIf8PuzG03no0f/kwH0+6Ih41eb47i56kf8X7nyXzW/wXSUi5nXLfksXf4IGwqH4RNdapTlW57ng19lM+nvs8917A9C6e+x7Om7aln2p7wfSd4/6HXObhxT6by/yxZy8thk3g5bBKfjJ1N9MlzTnWqEKFIzxFcXPASSbPH4tGoNVIm83chAUF4tb2DpHlPkTR7PMnLPs74LGXtDyQvftt5+q6D2IR2Lwxl6ZDpLOwwiZt6t8S/VubXl4RTUfw27j32f78+0/nLSZdYMeZdvug0haWDp3PbM4Mp4utTKJp7TRvO/GHTmdl5Yg73bihJcYm8HjqOtR/+THez/yfGJPDJiNd4q9sUvh4/l37mvWvzsNHj6SHMG/Ais7pPIXzPcVoN7eL0ulyPO8I68+6MF6yW4TIopZzy4278JxwrpdS7SqkF5uEwoNAdqxJNapJ09AzJx8+iUi4TuWQtAV1vyVQmfv2/pCVdAuD8lv0UCQ4EjM5qK+qFrYgnNm9PxMuDlMjYwq5CBgFNanD+6FkSj59DpaRyYskGyndtmqnMufW7STXrEr3lIMWCAwpdZ8WQGkQfO0vMiXOkpqSyc+kG6nTJrLNul6ZsW/wHALuXbaS63Yt6nS5NiTkewbkDJ7P9/dVbNyDmWARxp5wzE9e4SzM2fGtoO7L1AD4li+NbplSmMr5lSlG0ZDGObDkAwIZv/6BxF6Nf7flzB2mpaeb1+/EPKrzvoFJITSKPnSH6RASpKalsX/oX9bs0y1SmXpembDLbfueyv6l5awMAUpKSObppHynJlzKVD6hclsgj4SRGG6OUB9fupEH3Fk7RXzmL/q1L19Mgi/4GXZrxj6l/x7K/qWX2nQZdmrF16XpSL10m+uQ5Io+doXJITQBsHh54FS2CzcOGVzFv4s7GOEW/Pb431yTpyBkuHotApVwm4vt1lO6WuS6x63Zl2J74zfvxNu9Xn5sqIp4exJgzbqkXLmaUcyaVQmoSlaX/1MvS/vW7NGVzNv3n9K6jJEQY7Xp2/0k8vb3wKOJJysVLGaPfqSmpnNp1BL+gwALXXj6kBtFHzxJ74hxpKansXrqBmzpntju1Ojdlh6l9z7KNVG1t9J3qbRsSsfc4EXuOA5AUex6VVvgvFo26NONv0/YczaXt+dvO9pw5dIqIw+HX/BvNerVh0w/rnKD+CraKNUmLOoOKiYDUVFJ3rsezbubnrmezjlz+ezlcTDROJF5xWNMO/4tKTnKqxmtRLqQGcUfPEn/c6EsHfthA9SzPsISTkUTtPXHVC2jskTPEHT0LQOLZWJKi4igWUNLpmo179ywxdvdu3aueu83YsvhPAP5d9jc1zHs3fNcxEiKMd5uz+0/iZd67iBhOso83AEVLFiO+EGzn9WgW0hA/X+e3qca9uCEdKxEZIiI7RGS7iHwqIs+KyAQRuQtoBnwuIttE5HYR+c7uus4i8q0zNHkHBXDJ7gX8Ung0Ra7xUC87oCOxq7YAcH7zfuLW/UuzbR/QbNsHxK7eTtKBU86QmSuKBQWQdCoq4zgpPJpiQf45lq86IJQzq7bn+LmzKFkugLjTV3TGh0fjW84/Sxl/4k5HA5CWmkZywgV8/EvgVcyb2x7qyeq3cu4ODXu2ZMcP63P8PL+UKhdAzOkrfSbmTBSlsjhHpYICiA2/UsfY8ChKlbvagbr17g7sWr0t4ziwUlmm/vQqYxc9S81b6hS4dr9y/pnaPi486qq297P7ftJS07iYcAEf/5wfUlFHz1KmRnn8K5bG5mGjfpdmlHKSw+5XLoDY0/btGo1flna1L2PoT6K4f8mrro0zr407G8PqeT/y1Po5PLvxXS4mXGD/nzucot8e76AAku30JJ+Oxvsatif43o5E/74VAJ8awVyOT6T+RxNounI61Z8eDDbnPzb8yvlnacMo/LL0H99c9J+G3ZtzetdRUi9dznS+qK8PdTvezMF1/xa49pJBASSEZ7Y7JbPYx5JB/sSbdkeZdqeYfwkCqgWDgnsWTGbETy/Q8sEema7r8fqD/G/ZS7R59I4C121PXmxPTA62Jyea9mjFP052rMQ3ABV3RaOKi0JKZtZoK10eCQym6P+mUfSBF/CoWfCzmHmleJA/CWY/ATgfHk3xazxrc6JsSHVsXp7EHYsoSHnZ4pvF9sdnYzt97e7vnO7dBt2bc3rXMVIvXSbtcipLnvyIx355hcc3zqFszQpsWrTK6XXROEYayik/7sYN51iJSH3gCaCDUqox8Fj6Z0qpb4BNwEClVAiwDKgrImXMIsOB+Tn83gdEZJOIbFpy4epY81wIu/pcDlOcpfu2pUTjGpx6x4gFL1o1CJ9aFdl08wNsavIAfq0b4NuynuMaCopsqpJTXSr3bY1/4+rsf+dH52rKhuybXGUpc3UhpaDD2L6s//BnLl1IzvZ3e3h5ULtTU3Ytc2LMei76TE767en2cB/SUlPZ+L0xQhgfEcMTt47ipdsns/j5Txj+1qMULVGswGSbwq4+l7WLOHBPACTFJ/Ldkx8x8O3HGPn1M8ScjMyYkStoctd3ciiTw/1RzLc4DTo35YXbHuHZFiMp4uNN0zvaFIzga5HtV5F9O5frexslQ6pzfI6xnkk8PPBrUZdDzy1gS9cpFKtSlqB7Qp0o1iQX/Tq7vm9fqFytinSfci/fTv0gUxGbh417Zz3C+o+XE33C+S+ahqzr37cosHnaqHTLTSx5bA6f9J1G7W7NMmazljz2DvO6TmHB3dOodEsdGt7pvL6TvV3JXR1yQ9WQmlxKukT4/hN5kecA2d6MmQ9tNmyBwVz86DmSv3qLInc8BEWdHzKXK/LRxun4lC1F5zdH8tv4969pXwuMPPedK2XK1qpAtykD+M68d22eHrQY1InZt0/l5eYPc2bvCUJH9S5Y3RpNAXEjJq/oAHyjlIoEUEpFZ3sTG58pEfkUGCQi84FWwJAcyr4PvA+wPrivw9YpOTyKIhVKZxwXCQ7g0tnoq8r53daIio/1ZVefp1DmKGtA9xYkbNlP2oWLAMT8vpUSN9cifsNuR2UUCEnh0RSrcGXEu1hwAElnrw5NLHtbfeo81ps1fV4gLcuIcWEQfyYav/JXdPoGB2SEGWQuE0D8mWhsHja8S/qQFHueiiE1qBfWnC6PD6Corw8qTZGSnMLGBSsAqBUaQvi/R0mMLNh1Du0Gd6X1gI4AHNt+CP/ypYF9APgHBRKbJfwhJjyKUsFX6lgqOJC4iCv9qmXfdjTs2JQ3752Wce7ypctcvnQegOP/HiHy+FnKVgvOWGBeEMRlaXu/4EDiI2KylInCr3wgcWbbFy3pw4XY89f8vXt+28Ke34yZ3BYDOjjNsYo9E02p8vbtGnCV/vQyV/QX40LseeKyXOsXHEBcRAw3tWlA9IlzGaGMO3/ZSNWmN7H5+7VOqUM6yeHRRuIJE+/yAVw6c7Xt8W/bkMpj7mRbn2cybE9yeBTndx7hojnSHfnzP/g2rcUZpyommzZ0rP/4BQUw+L1xLBr3DtHHMztPd758P5FHzrD2o5+doj3hTDQlgzPbnfNZ7GN8eDS+5QNIOBON2NmdhPBojm3YS1KMUY9Dq7YR1KAqR9ftIsG89y8lXmTXkvWUD6nBzm8Lru+0vY7tyRq2mtX2+AcHEhtxdb/KjqY9Wzs9DBBAxUchflc0il8gKiFzPVRcNGkn90NaKir2HCryNLbAYNJOHXK6vuuRGB5NyfJXZntKBAeQ6EAInFeJYvT4eAIbXvuas1sLpz7ZPXevvneN+zs+m3vX17x3vx43N+PeLV+vCkDG8Y6fNhA6shca18Id10M5gxtuxgpjiMqRb3c+MAgYAHytlHKKB3B+20GKVQvGu1JZxMuT0r3bEJ0l6UHxBtWoMf1B9g59hRS7hcnJp87h27I+eNgQTw98W9WzNBQwZtthSlQLwqdSGcTLg0q9WxK+fHOmMqUaVOHm6SNYP/QNkp24yPpanNp+mICqQZSqWAYPLw8a9mzJ3hWZde5dsYWQvm0BqBfWnCPrdwHwYb/nmdlmDDPbjGHDR7/w55wlGU4VQMNerdi5tODDANd8ujwjqcT2XzfS8k5DW7UmtUhKuED8uSwvaOdiuXg+iWpNagHQ8s62bP/V6Ff12jWmy0O9mfu/V0m5eGVdTImAkojNGGwoXaksZasGE3n8bIHW4+T2Q5SuGoS/2faNe7Zid5a2371iM83Mtm8Y1oKDZttfi+KBvgAU8y1Oq8Gd2bjo9wLVnc6J7YcoUzWIAFN/k5638m8W/btWbOYWU38jO/3/rthMk5634lHEk4CKZShTNYjj2w4SczqKKk1q4lW0CAC1Wjfg7EHn38cJWw9SrHowRSsbtqfsHa2JzGJ7SjSoyk2vPcC/Q14lxW6wIH7rITxLFcfLbPdSbRqQuD/7NYcFycnthwjM0n/2ZNN/mtr1n0Nm+xf19WHY/En8Mv1Ljm3en+maLuP7UbRkMZZOW4CzOL39MAHVgvCrVAablwf1erZkfxbtB1ZuoZGpvW5Yc46a2g+v2UG5upXwLFoE8bBRuUVdIg+cQjxsFPMvARij9zU7NuHcvoL9Hv74dHlGYokdv26khWl7ql7D9iSfT6KqaXta3NmWHb9eP5GPiHBzWEs2LXW+Y5V26hC2wGCkVBnw8MCj4a1c3ptZY+qejdiqGWt88CmJlA4mLbpg7WFeObv9MH5Vgyhp9qVavVpyZMWWXF1r8/IgbN4Y9i3+k0M/bXSy0itkZ/uz3rt7Vmzm5r63AdDgqnt34lX3btyZaMrWqkBxc41YrTYNiSgE26lxjDSlnPLjbsiN5mGaoYDfAa2UUlEiEgA8CpxXSr0uIkuBGUqpVXbXLAVuBjorpa47DZSXGSuAUh1upto0I+Xx2S9/59Rbi6k08R7Obz9IzK+bqLfoGXzqVibFHJFKPhXJ3mGvGBkFX7nfCP9TithV2zj67Md5kcBpiubpuqwEdWhMYzPd+tEv17D3rSXUm9iXmO1HCP91C7ctehy/upW4aI7UXjgVyfphM/L9d3d4O1a+Vmhjuj89GJuHjS1freGPOUvoMLYvp3YeYd/KLXh6e3HnjJEE169CUmwiXz8ym5gsqaTbj7mTS4kXWTdvGQBeRYsw/q9ZzGw7luQExxY2n8Ox1Nr3TBtBvXaNuZR0iQUT38mYVZq6bDovhU0CoHLD6gx9fZSR8nj1NhY9Y6Tif271LDyLeJJojgSmp1Vv0q0FPcb1Iy01lbTUNH6c+TU7f9ucvQA7SuLhkPY6oSH0TE+5+9Vqfp/zPV3G3sXJnUfYvXIznt5e3DNjFOXrVzVS7j4yOyM0a8raWRQtUQwPL0+S4hP5YPDLRBw8xb2zHiG4bmUAVs76lu1L/8q1nssOxtDUDQ2ht5lufeNXq1g553u6jb2bEzsPs8vUf++Mh6lo6l/wyKwM/Z0evoPm/YztBr5/fgF7zfVtXcfeRUiPVqRdTuPUrqMsmvLeVet/cqJXUqpD+u0J6NiEms8PM9Ktf7GK429+S9VJ/UnYfoio5Zto/PVTFK9bmUvm/XrxVCT/DjHSS/u3bUSN54aACOe3H2bfhPdQKY6PP/1czLEAidpZ+s+qOd/T2ew/e8z272/2nyS7/tNhdB/aj+pF5NEr82ofDH4ZTy9Ppm6YQ8TBU1y+ZNyH6z/5lX9yuVbDV+V+HLJG+8Z0Nu3O9q/WsO7tJbQd15fwHUc4sHILHt5e9J45knL1q3AxNpHvRs8m1rQ7Dfq05tZRvVBKcWjVdn5/+Qu8inkz+OunsHl6YPOwcWTtv6x8/jOHElucEsdsT3872/Opne15fNl0XrazPUPsbM9Xpu1p3PUW+j17HyUCfEmKT+TknqO8PeQlAGq1rMcdk+/ltT5P5lrLa4OvXyYnPGo1oUjYULDZuLxlFSlrvsOrQz/STh8ida9h94p0G4JHrRBQaVxa8y2pO41Bs6IjnsNWpgIUKYq6kMCl798l9aDj64Xnf1wkz/qrtG/Mbc8OMtKtL1rD5tk/0Hx8XyJ2HOHoii2UbVydsHlj8PbzITU5hcSIOL7oNIWb+rSm4xv3E73/igPy27j3iNx93GENpzwciwyoHRpCD3Obk01frWb1nCV0GnsXp3YeZo/53O03YxTl61fhQmwiXzwym5gTEbQffQehWe7djwa/QmJUPM0HdqT18G6kpqQSeyqSbya8e90Ih3SmbXJO5r6Jz7zCP1t3EBsbT2BAKUaNGEzfnl0L/O94la6efdiVi1HCp5pTHIrzF464Rf3TueEcKwARGQpMBFKBrcBRrjhWfYGXgCQM5ytJRO4BxiilWubm9+fVsXIFCsqxsgpHHStXw1HHypVw1LFyNRx1rFyN/DhWroCjjpWr4Yhj5Yo46li5EvlxrFyB/DhWroCjjpWr4SzHqrBwF8equE9VpzxkEy8cdYv6p+PeT7ocUEp9AnySw2eLgcVZTrcBCn4zH41Go9FoNBqNRvOf4IZ0rBxBRDYDicB4q7VoNBqNRqPRaDTuhjuuh3IG/3nHSinV9PqlNBqNRqPRaDQaTXbciEuL8oJ7B41rNBqNRqPRaDQajQvwn5+x0mg0Go1Go9FoNHknp43n/2voGSuNRqPRaDQajUajySd6xkqj0Wg0Go1Go9HkGb3GykDPWGk0Go1Go9FoNBpNPtEzVhqNRqPRaDQajSbP6BkrA+1YaTQajUaj0Wg0mjyj3SoD0R6mayEiDyil3rdaR17R+q1F67cWd9bvztpB67card9a3Fm/O2sH99evKVj0GivX4wGrBeQTrd9atH5rcWf97qwdtH6r0fqtxZ31u7N2cH/9mgJEO1YajUaj0Wg0Go1Gk0+0Y6XRaDQajUaj0Wg0+UQ7Vq6Hu8fpav3WovVbizvrd2ftoPVbjdZvLe6s3521g/vr1xQgOnmFRqPRaDQajUaj0eQTPWOl0Wg0Go1Go9FoNPlEO1YajUaj0Wg0Go1Gk0+0Y6XRaDQajUaj0Wg0+UQ7Vpr/NCJiE5F+VuvQaDQaTeEiItVyc06j0Whyi3asXAzzRd/Xah2OICI+IvKUiMwzj2uJSA+rdeUGpVQaMNpqHfnBndsf3Fu/iLQWkeLmvweJyAwRqWK1Lo374W62X0Tuzs05F2dxNue+KXQV+UBE/EWkkYjcnP5jtabcIAaDRORp87iyiDS3WlduEZHFInK7iOj3aE0mdIdwAURkoYj4mi9ou4F9IjLRal0OMB9IBlqZxyeBF6yT4zArRGSCiFQSkYD0H6tFOYC7t787658LXBCRxsAk4BiwwFpJuUdEbhKReSLyq4j8nv5jta7cYGr/TUT+NY8biciTVutyBDe3/Y/n8pzLISJ1RKQv4Ccid9r9DAOKWiwv14jI88AOYBbwhvnzuqWics87GDZ/gHmcAMyxTo7DzAXuBQ6IyCsiUsdqQRrXwNNqARoA6iml4kVkILAMmAxsBl6zVlauqaGU6i8iAwCUUkkiIlaLcoD7zP8/bHdOAdUt0JIX3L393Vn/ZaWUEpHewFtKqQ9FZKjVohzga+BdYB6QarEWR5kHTATeA1BK7RCRhbiPUw5uaPtFpDsQBlQQkVl2H/kCl61R5TC1gR5AKaCn3fkE4H5LFOWNfhj285LVQvJAC6XUzSKyFUApFSMiRawWlVuUUiuBlSLih+EcrhCRExh26TOlVIqlAjWWoR0r18BLRLyAO4C3lVIpIuJOG4xdEpFiGM4IIlIDYwbCLVBKuXtMvVu3P+6tP0FEHgcGA7eJiAfgZbEmR7islJprtYg84qOU2pjFB3eXF/t03NH2nwY2Ab0wnMB0EoCxlihyEKXUEmCJiLRSSv1ltZ588C+GcxhhtZA8kGLay3S7XwZIs1aSY4hIIDAIw/5vBT4H2gBDgVDrlGmsRDtWrsF7wFFgO/CHuUYj3lJFjvEM8AtQSUQ+B1oDwyxV5AAi4gOMAyorpR4QkVpAbaXUjxZLyy1u3f7As1ytf7ilinJPf4xwkPuUUmdEpDIuPNuQDUtFZBTwHXbOrFIq2jpJuSbSdMLTX8zuAsKtleQwbmf7lVLbge0isjB9VF5E/IFKSqkYa9U5TB8R2QUkYdigxsAYpdRn1srKNS8DW81wWPv7t5d1knLNLAy7U05EXgTuAtwmlFdEvgXqAJ8CPZVS6bZnkYhssk6ZxmpEKVcfHPtvIiKeSim3GX01R25aAgJsUEpFWiwp14jIIoyR1yFKqQbm7MlfSqkQi6XlGnduf3Bv/ebLcC2l1ErTSfdQSiVYrSs3iMiRbE4rpZTLh8GKSHXgfeBWIAY4AgxUSh2zVFg+cRfbLyKrMWatPIFtwDlgjVJqnJW6HEFEtimlQkSkD8as4VhglVKqscXScoXpFL4H7MRutkcptcYyUQ5grkvqaB7+rpTaY6UeRxCRMKXUsiznvJVS7hJtoXESesbKBRCRxzAW8CcAHwBNgCnAr1bqcpAKgAdGn2orIiilvrVYU25xyzU+2WR/Sh8xqywilZVSWwpbU14Qkd+UUh2Bn7I559KIyP3AA0AAUAPjPniXKy8LLo07h8EqpQ4DnczEDzZ3cWbtEZFywEtAeaVUdxGph7Gg/0NrleUKP3N92P+A+UqpZ0Rkh9WiHCQ9bDcM+EIpFe0Gpt+eSKXUrOsXc1l8MN4bFFDMYi2O8gLGukh7/gLcIiujxnlox8o1uE8p9ZaIdAXKYIRBzcdNHCsR+QhoBOziyqiZAtzFsXLXNT5vXOMzBXQoLCF5QUSKYjxYS5uhROlvNL5AecuEOcbDQHPgbwCl1AERKWutpNxjru8ZCbQ1T60G3nOHhdfmLOczGGsalIisBaYppaKsVeYQH2PY+ifM4/3AItzDsfIUkWCMBApPXK+wi7JURPZihAKOMtf5XLRYkyNsFpGXgR/IHAro8oNqYqRZvxsj5b0A80Xka6WUSyefEZEgjAG0YiLShMzPLR/LhGlcBu1YuQbpN2YYxsjfdneYMbGjpVKqntUi8oFbrlFSSrW3WkM+eRAYg+FEbebKfRCP+6TdTVZKXUq/XUXEE9NBdxPmYozav2MeDzbP/c8yRbnnS+APoK95PBDDKelkmSLHKa2U+spMgIJS6rKIuEt2xmnAcmCdUuofMzTzgMWaHEIpNUVEXgXilVKpIpII9LZalwM0Mf/f0u6cyw+qmQwAmiilLgKIyCvAFlw/q2dXjPeDisAMu/MJwFQrBGlcC73GygUQkfkYIyDVMBbPegCrlVJNLRWWS0TkQ+ANpdRuq7XkFTdf41MUGIU5cg/8Cbyb/sBydUTkEaXUbKt15AURmQ7EAkOARzC+h91KKbcYwReR7VnXk2R3zhURkc1ZbaSIbFJKNbNKk6OY65T6AivM1NMtgVeVUu2sVXZjIyIdlFK/i8id2X3uRmHsbouI/AwMUErFmselMNKUu8vm8H2VUtltMK35j6MdKxdAjJ27Q4DDSqlY8yW/glLKLeLVRaQtsBQ4gxGOIBgL4BtZKuw6ZLNGKRPuEE4BICJfYYyWpWeyGgD4K6Xutk6VY4hIA6AedptzKqVcfqNd894dAXTB6PfLlVLzrFWVe0RkC3C3UuqQeVwd+EYp5fLrBETkdYy031+Zp+4C6iulnrFOlWOYNmg20AAjdXYZ4C53sP0iUhFDe2uMAZ21wGNKqZOWCssFIvKcuSZsfjYfK6XUfdmcdzlyWqOnlHL5UFIR+R64BViB0X86Y/ShCACl1KPWqcsZERmklPpMRMaTTXSCUmpGNpdp/kNox8oFMMP+BgLVlVLTzJTNQUqpjRZLyxUichAjXXnWzEQunZ1LRFaZ/ywKNMNIeSwY68X+Vkq1sUqbI7jzrAOAiDyDsedHPYzFwN2BtUqpu6zUlRtE5DGl1FvXO+eqiEhHjDU+hzH6fhVguFJq1TUvdAFEJAEozpWNjT2ARPPfSinla4kwBzHDR2tjtP8+d1jfBiAiK4CFGOmmwdjPZ6BSqrN1qv5bmLM+84EnlFKNzb60VSnV0GJp10Wus5G6UuqTwtLiCCLyoFLqPfO5lRWllJpW6KI0LoV2rFwAEZmL4ZB0UErVNRfy/6qUusViablCRH5XSrlDTHe2DejuVwAAE0ZJREFUiMiXwItKqZ3mcQNgglJqmKXCcomIfIwR+rfBPG4BDFVKjbJUWC4RkZ0YIbBbzZeDcsAHSqmeFku7LiKyJevsjohsVUo1yekaV0NEvLnyYr9XpwsuXETkVqAqdmue3WS2dlvWLSmyO+eKiMg1U8K7y6yDiPyjlLrF3ua40XfQA1imlHKrTYHTEZFPMGZo00MZ/TGWRLjFbKfGeejkFa5BCzO+fiuAUipGRIpYLcoB9orIQoxwQPvMRO4Sp14n3akCUEr9KyLu8GDaiRGK4AUMEZHj5nEVwJ3Wu11USqWJyGUR8cUIBXHpfZTM1Pz3AtVE5Ae7j3wBl89Kd401JjXETbZKEJFvgI+AX9z45exTjDT927gy86YAl3esMDZoHgR8YR4PwA36vklJqwUUEInm0oH0jLYtgThrJeWae4C3RGQxRtIut9nDyqRRulMFGe9tbjOgpnEe2rFyDVJEJH0vB8yUr+70olAMw6HqYnfOndKt7xWRDzDWKCmMkBZ3MPJuscj3WphhsDvMhcvzMLIDngdcPQx2Pca+YaXJnPY+AXD59TFAO+B3ILtZQXe5d9/F2Jpitoh8DXyslNprsSZHaQbUU+4ZOnIf8DYwE6PPrMf4PlwepdRzuSknIo8rpV52tp58MA4j1XoNEVmHsUbPLdbWKqUGmQNpAzBSrSuMsMYv3GRPOpuI+CulYgBEJAD9Tq1BhwK6BCIyEOiPsbHcJxiLsJ9USn1tqbD/CGZWPfu9fP4A5rpLVr10xNg/yT75w3EL5eQa++xuIlIV8HWHxfvpmKGL6WG7G5VSEVbqcQQRqaaUOnK9c66MiPhhvJw9AZzAcNA/c4e1SqZD+KhSKvy6hV0MMxRqTJYXy9dvpFCo7EJ9XQkzjDcVuzV6GJtlu004r4iUxhjMHIMxoFkTmOXqmWJFZAjwOPANxsBCP4wlBZ9e80LNDY92rFwEEakDdMQwjr+507S46ZiMAOqT+cXe5R+w5kzhJ0qpQVZrySsi0gtj1qQ8RhhdFWCPUqq+pcJyiYjMwZht+MdqLY4iIncDr2NsrCvAbcBEpdQ3VurKLTmsEbsqjbmrYoZBDcLYf+s08DnGtgMNlVKhFkrLFWYCnRCMGVr7MOpelonKJdmtJXS39YXXw9Xrk8P969LOYDrmc2s4RijspxjP4QgR8cF4flWxVGAuMLMwduDKe5s7heBrnISetrQYM13zDqVUA8DdwljS+RRDe1eMTSMH4h6hdChjU8gyIlJEKXXJaj155HmMPbhWKqWaiEh7jBF8d6E98KCIHMPI6uYW6fpNngRuSZ+lMsN4V2KMYros5kBOfcAvyzorX+wGR1wZEfkWqINhf3razfosEpFN1ilziGetFpAP/guhUC458iwiQRh7XxYz1/Wkb67uC/hYJswxBgIzlVJ/pJ8QkVeVUpNFxOUHZQFMR0o7U5pM3GhG0O0wF+1vF5HK7hK6lQ01lVJ3i0hvpdQnZiKL5VaLcoCjwDozCUF6uma3yQwFpCilokTEJiI2pdQqEXnValEO0N1qAfnAliX0LwqwWSXGAWpjrNErReZ1VgnA/ZYocpwPlFLL7E+IiLdSKlm5ySbBSqk1VmvIB28A680kIhmhUNZKKnDk+kUsoSswDKgI2D+nEoCpVgjKA7XsnSqT7sBkpdRvVgjSaAoC7Vi5BsHALhHZSOYXe5cPBzFJX8sQa6YqP4ORPthdOG3+2HDPbFGxIlICY23Y5yISAVy2WFOucfX9zq7DzyKynCuZ0fpj7MXl0iillgBLRKSVUuovq/XkkRe4uq3/wlir6tKIyFqlVBsx9uKynxVJn611+T24lFILzJnB9FCoO2/AUCiXXOds7vH0iYj0VUottlqPI4jISGAUUF1E7NfSlgTWWaNKoyk49BorF0BE2mV33l1GM0Xkf8BioCHwMVACeEop9Z6VuhxFREpivNSct1qLI4hIcSAJwzEcCPhhLN6PtlTYfwBzP5xzGOtkBPhTKfWdtapyjzuuj7QLg/oMI+W9fRjUu0qpOlZp07gXIjIdw0FPAn7B2E9vjFLqM0uFXQcRGaSU+kxExpNNuKIrR1uYyWb8gZeBKXYfJehnluZGQM9YuQDu4kBdg0+BvhizVOm7pZezTI2DmLNsnwIB5nEkMEQptctSYbnnaaXUZIwU/Z+AEasOTLZU1X+DkhiOSTTwJUbKaXfCHddH2odBvcEVxyoe9wmDAkBEagAnlVLJIhIKNAIW2O+Po3EqXZRSk0SkD3ASI1X5Kgyn3ZUpbv6/hKUq8oBSKg5jry13Wges0eQaPWNlIdmEgWTCHcJBAETkFwxDuZkrm1yilHojx4tcCBFZDzyhlFplHocCLymlbrVUWC7JITPUDjdJ/nBDICKNMMIA+2K8KHeyWFKuSM96lt5fRMQLWK6U6mC1tutxvTAoERlqhky5LCKyDWMvq6oY61J/AGorpcKs1PVfQUR2KaXqi8g8YLFS6hcR2a6Uamy1toLADfbh0mhuOPSMlYUopUoCiMg0jHVJn2KMvg7Evdb6VFRKdbNaRD4onu5UASilVpvhdS6NjlV3KSIw7uEooKzFWhzBbddH5mJtyWNcmUF3VdKUUpfNGZM3lVKzRWSr1aL+QywVkb0YoYCjzKyebrV/4XW4GyPkTqPRFBLasXINuiqlWtgdzxWRv4HpVglykPUi0lAptdNqIXnksIg8heHYgrEvjjtskLoQ+JnrxKrbp0TWFCymc9sfKIORYv1+N1vA/76I+GOkjf8BI7ToaWslFRiumtHNnhQRGQAM5Up2Ri8L9fynUEpNMcOm482tNy4Ava3WVYC4wz2g0dxQaMfKNUgVkYEYazQURuxx6rUvcSnaAMNE5AjGJpfutA8RwH3Ac8C35vEfGBsXujQOxKr/hhtkSnNTqmAsdt9mtZC8oJT6wPznH0B1K7U4AXeIcx8OPAS8qJQ6IiLVcP31PTcMIvInRt//U0TWKaUSsMvMewPgDveARnNDoddYuQAiUhV4C2iNYQjXYbysHbVOVe4RkWx3SHfzNNoZiMjs/7d3rzF2VWUYx/9PSbmLQqJRwHJpuIgIFUFAQAJEAghayi3VQLiJiAGCQMRIjIIYvKARIipKEJFrQCiCAQopF7WVUAsWC3wARAgoQRBMucPjh7VPOx3bzkynzNp7zvNLJnP2PvPhaTpn9l57rfW+tk+snWNF9fbR1M4R7SPpO8D3esUSmtmrU22fWTfZ6OX3PoYiaVPKg8HdKE3WX6NU9jylarCVJJ+BiLGXGasWaAZQnV1+MF4GUMuxS+0Ao5SnJ7Es+9peVEnP9guS9qMsDWw1SZvYfnw551q7z1DSNbYPlTSfpZfL7spsf6fZfkzSK8DrzdcewIfqplqpWtmHK2I8y4xVRZIuYPlVAU8awzixDEurutclXc8f75ym6MkOtl9rjtcA7rP94brJhraMaphzbX+sVqbhkvQB28+M99n+tpP0KPAcZb/qPcD9tt+um2r4JF3C0gfmre1DFzHeZcaqrvua77sAWwFXN8eHUEqXR6wM2cAcy/Ib4I4BN2hH0/JKepK2pDQ0frekaQPeWocBTY7bzPYzzfcMoOo6n7IUcDrwUeAuSXfbfrRurGG7acDr1YEDgacrZYkIMmPVCpJmURoVvtEcTwRus71H3WQB7V+nLukY2xcPOneu7TOa1+ulo30si6R9gF7frZm2b62ZZyiSPgtMBT5DqWTY81/gKtudadI8qJfhqpSKgAu70sNwvJC0NqWQyGmU9iGrVI60QiRNAG7vQh+6iPEqM1btsD6l91Dv5nft5lyMIUlr2V5aRagfj3mYkTlY0qu2LweQdCGwWu/NDKpiCPMoN/RuXrea7RnADEk7255dO89o9HoZ9kiaCny8Upy+I+k8yozV2sBsSquBe6qGGp3NgEm1Q0T0swys2uFcYF4zcwWwO/DNenH6i6RPAL+kXFwnSdoW+KLtEwBs/6pivOGYBtwo6W1gX+D5XvaI5ZF0KPB94E7KktELJJ1u+9qqwYbnQEl/ozR3vQXYllJNtbPlym3fIOmMoX8yVpI5lKqY/6odZEUMmPFU8/2fwFerhoroc1kK2BKS1gcOBx4C1gSetn133VT9oWnGfDBwY2/Jn6QHbW9dN9nySVpvwOG7gBsoldC+AZmpiqFJegD4lO1nm+P3UpYSbVs32dAk3W97iqQDKUsDTwFmdSF7z6A9YhOA7YHdbe9cKVJfaZbOfQ7YxPbZkiYB77d9b+VoEdFRmbFqAUnHAicDGwL3U/ppzAayTnqM2H5SWqLGQxcaNM9lyaeVAj7dfJnx1/A1Vr4JvUFV49+UG/wumNh83w+40vbzgz7DXXDAgNdvAn+n7B2LsfET4G3KtfZsyj6964AdaoYaCUkbUBqVL7qfy0PZiHoysGqHkyl/yOfY3qOpevWtypn6yZPNckBLWhU4iTJz2Gq2N6mdITrvFkm3Alc2x4cBv6+YZyR+J+lhylLAE5rZtlcrZxqpCcDJgxo0n0epzhjvvB1tbydpHizq47Zq7VDDJem7lM/sAhY/DDSQgVVEJRlYtcOrtl+VhKTVbD8saYvaofrI8ZQCFRsATwG3AV+ummgEmiqSXwI+2Zy6E/h5r8pkxLLYPl3SQZSWDwIusn195VjDYvuM5sbyJdtvSXqZ7jVa36Y3qIJFN/atrUA6Dr0haRWayozN4LwzfawoS2C36PWhi4j6MrBqh6ckvYeyR2ampBdIL4oxY/s54PO1c4zCTynLoi5sjg9vzh1bLVF0hu3rKMufOkXSmpQHIJOA4yiVVLdgyd4+bTdB0rq2X4BF+yZzXR475wPXA++TdA5lr+2ZdSONyGOUv/0ZWEW0RIpXtIyk3YF3A7fYfr12nn7QPKX8ArAxS65T78RyHEkPDN6wv7RzET2D+ict8RbgLvRRknQ1ZZ/hEba3lrQGMNv2lMrRhk3SEcDXgGsp/x+HAufYvqxqsD7SLL3fi/K7f4ft1i8D75F0HaUa5h0MGFzZPqlaqIg+lydjLWP7rtoZ+tAMSu+S2+lG0YrB3pI02fajAJI2pZv/jhgjg/snddRk24dJmg5g+xV1rHqF7V9Luo9SPEHANNsLKsca9yStY/ulZobwWRbvMexaQ/UbWbJJdkRUloFVBKxpu8u9P04HZkl6jHJzthFwVN1IEe+415tZqt7+mMl0cElUM5DKYGpsXQHsz+LKqj29CqudqKhq+9LmMzDJ9iO180RElgJGIOnbwJ9sd6Ua2v+RtBplf4mAh7OZOcazZmbqcOAYYCtKwZldgCNt31kxWsSYkXQA8ANgVdubSJoCnGU7JfsjKsnAKvpes99kLcrT7jfo0D4TSFXA6E+S5gJ7U/r+idKu4rm6qaJLJM0ArgJm2H65dp6Raj4DewJ3DmhuP9/2R+omi+hfWQoYfW8c7DdJVcDoR3OATW3fXDtIdNYPKX2gzpV0L3A1cJPtrvRDe9P2i4O2FuZpeURFmbGKviVpy6Zn2HZLe9/2X8Y604pIVcDoR5IWAJsDTwALWTzTvE3VYNE5TS+rPSnVYffp0GqFiykVAc8ADqI0t59o+/iqwSL6WGasop+dSrmQnreU90y50HZBqgJGP9q3doDovqb4wwGUmavtgEvrJhqRE4GvU5axXwHcCpxdNVFEn8uMVUTHSdoLuITSLBJKP66jbM+qFioiouWaXmg7ArcA11D2Kr1dN9XwSdqeMrDamMUPyjNrG1FRBlbRtyRNW977tn87VllGQ9LqlNm3vZpTM4EfdWifQETEmJO0DzDTdidn+CU9ApwGPAgsGhDafqJaqIg+l4FV9C1Jlyznbds+eszCjIKka4CXgMubU9OBdW0fUi9VRES7SVoT+AqlD9RxkjYDtrB9U+VowyLpD7Z3rZ0jIhbLwCqi41K8IiJi5JqlgHOBI2xv3ey3mm17SuVow9IsA59OKWCxqHdhV1ZbRIxHKV4Rfa9prnsQS65Tx/ZZtTKN0DxJO9meAyBpR+CPlTNFRLTdZNuHSZoOYPsVDapd3nJHAVtS2m30lgIayMAqopIMrCJgBvAi5cnla0P8bGtImk+5iE4EjpD0j+Z4I2BBzWwRER3wejNLZQBJk+nQNQDYNs2AI9olA6sI2ND2PrVDrID9aweIiOiiZmbqZ5SKgB+UdDmwC3BkzVwjNEfSVrbzIC2iJbLHKvqepIuAC2zPr50lIiLGhqS5wN7ATpQG03NsP1c31fBJegiYDDxOmWlLk+yIyjJjFQG7AkdJeoxcnCIi+sUcYFPbN9cOsoK6uNIiYlzLjFX0PUkbAesCuzWn7gb+k14gERHjl6QFwObAE8BC8lAtIkYpM1YRMBU4llJJScBlwC+AC2qGioiId9S+tQNExPiSGavoe5L+Cuxse2FzvBall0meWkZERETEsEyoHSCiBQS8NeD4reZcRERERMSwZClgBFwC/FnS9c3xVODiinkiIiIiomOyFDACkLQdpTqggLttz6scKSIiIiI6JAOriIiIiIiIUcoeq4iIiIiIiFHKwCoiIiIiImKUMrCKiIiIiIgYpQysIiIiIiIiRikDq4iIiIiIiFH6H8ADDynvdmbwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Get Correlation between different variables\n",
    "corr = zomato_en.corr(method='kendall')\n",
    "plt.figure(figsize=(15,8))\n",
    "sns.heatmap(corr, annot=True)\n",
    "zomato_en.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The highest correlation is between name and address which is 0.62 which is not of very much concern "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Regression Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Splitting the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>menu_item</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16950</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>250.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>131</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>278</td>\n",
       "      <td>400.0</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6750</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>137</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>1295</td>\n",
       "      <td>250.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9471</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>537</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25162</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>61</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>1860</td>\n",
       "      <td>350.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       online_order  book_table  votes  location  rest_type  cuisines   cost  \\\n",
       "16950             0           1      0         8          2         5  250.0   \n",
       "767               0           1    131         8          4       278  400.0   \n",
       "6750              0           1    137        45          2      1295  250.0   \n",
       "9471              0           1     74        16          0       537    1.0   \n",
       "25162             0           1     61        12          2      1860  350.0   \n",
       "\n",
       "       menu_item  \n",
       "16950          0  \n",
       "767          190  \n",
       "6750           0  \n",
       "9471           0  \n",
       "25162          0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Defining the independent variables and dependent variables\n",
    "x = zomato_en.iloc[:,[2,3,5,6,7,8,9,11]]\n",
    "y = zomato_en['rate']\n",
    "#Getting Test and Training Set\n",
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=.1,random_state=353)\n",
    "x_train.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16950    3.9\n",
       "767      3.7\n",
       "6750     4.0\n",
       "9471     3.8\n",
       "25162    3.7\n",
       "Name: rate, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    1,    2, ..., 8240, 8241, 8242], dtype=int64)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_en['menu_item'].unique() # seeing the unique values in 'menu_item'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
       "       51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
       "       68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
       "       85, 86, 87, 88, 89, 90, 91], dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_en['location'].unique() # seeing the unique values in 'location'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   0,    1,    2, ..., 2364, 2365, 2366], dtype=int64)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_en['cuisines'].unique() # seeing the unique values in 'cusines'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
       "       51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
       "       68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
       "       85, 86], dtype=int64)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zomato_en['rest_type'].unique() # seeing the unique values in 'rest_type'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>online_order</th>\n",
       "      <th>book_table</th>\n",
       "      <th>votes</th>\n",
       "      <th>location</th>\n",
       "      <th>rest_type</th>\n",
       "      <th>cuisines</th>\n",
       "      <th>cost</th>\n",
       "      <th>menu_item</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>775</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>787</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>918</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>800.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   online_order  book_table  votes  location  rest_type  cuisines   cost  \\\n",
       "0             0           0    775         0          0         0  800.0   \n",
       "1             0           1    787         0          0         1  800.0   \n",
       "2             0           1    918         0          1         2  800.0   \n",
       "3             1           1     88         0          2         3  300.0   \n",
       "4             1           1    166         1          0         4  600.0   \n",
       "\n",
       "   menu_item  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4.1\n",
       "1    4.1\n",
       "2    3.8\n",
       "3    3.7\n",
       "4    3.8\n",
       "Name: rate, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Restaurants delivering Online or not"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Restaurants delivering online or Not')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Restaurants delivering Online or not\n",
    "sns.countplot(zomato['online_order'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(10,10)\n",
    "plt.title('Restaurants delivering online or Not')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Restaurants allowing table booking or not"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Restaurants allowing table booking or not')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(zomato['book_table'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(10,10)\n",
    "plt.title('Restaurants allowing table booking or not')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Table booking Rate vs Normal Rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = (13, 9)\n",
    "Y = pd.crosstab(zomato['rate'], zomato['book_table'])\n",
    "Y.div(Y.sum(1).astype(float), axis = 0).plot(kind = 'bar', stacked = True,color=['red','yellow'])\n",
    "plt.title('table booking vs Normal rate', fontweight = 30, fontsize = 20)\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Location wise count for restaurants')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(zomato['city'])\n",
    "sns.countplot(zomato['city']).set_xticklabels(sns.countplot(zomato['city']).get_xticklabels(), rotation=90, ha=\"right\")\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(13,13)\n",
    "plt.title('Location wise count for restaurants')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Location and Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_plt=pd.crosstab(zomato['rate'],zomato['city'])\n",
    "loc_plt.plot(kind='bar',stacked=True);\n",
    "plt.title('Locationwise Rating',fontsize=15,fontweight='bold')\n",
    "plt.ylabel('Location',fontsize=10,fontweight='bold')\n",
    "plt.xlabel('Rating',fontsize=10,fontweight='bold')\n",
    "plt.xticks(fontsize=10,fontweight='bold')\n",
    "plt.yticks(fontsize=10,fontweight='bold');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Restaurant Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Restuarant Type')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(zomato['rest_type'])\n",
    "sns.countplot(zomato['rest_type']).set_xticklabels(sns.countplot(zomato['rest_type']).get_xticklabels(), rotation=90, ha=\"right\")\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(15,15)\n",
    "plt.title('Restuarant Type')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Gaussian Rest type and Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_plt=pd.crosstab(zomato['rate'],zomato['rest_type'])\n",
    "loc_plt.plot(kind='bar',stacked=True);\n",
    "plt.title('Rest type - Rating',fontsize=15,fontweight='bold')\n",
    "plt.ylabel('Rest type',fontsize=10,fontweight='bold')\n",
    "plt.xlabel('Rating',fontsize=10,fontweight='bold')\n",
    "plt.xticks(fontsize=10,fontweight='bold')\n",
    "plt.yticks(fontsize=10,fontweight='bold');\n",
    "plt.legend().remove();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Types of Services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Type of Service')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(zomato['type'])\n",
    "sns.countplot(zomato['type']).set_xticklabels(sns.countplot(zomato['type']).get_xticklabels(), rotation=90, ha=\"right\")\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(15,15)\n",
    "plt.title('Type of Service')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Type and Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "type_plt=pd.crosstab(zomato['rate'],zomato['type'])\n",
    "type_plt.plot(kind='bar',stacked=True);\n",
    "plt.title('Type - Rating',fontsize=15,fontweight='bold')\n",
    "plt.ylabel('Type',fontsize=10,fontweight='bold')\n",
    "plt.xlabel('Rating',fontsize=10,fontweight='bold')\n",
    "plt.xticks(fontsize=10,fontweight='bold')\n",
    "plt.yticks(fontsize=10,fontweight='bold');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cost of Restuarant"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cost of Restuarant')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(zomato['cost'])\n",
    "sns.countplot(zomato['cost']).set_xticklabels(sns.countplot(zomato['cost']).get_xticklabels(), rotation=90, ha=\"right\")\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(15,15)\n",
    "plt.title('Cost of Restuarant')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### No. of Restaurants in a Location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'NO. of restaurants in a Location')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,7))\n",
    "loc = sns.countplot(x=\"location\",data=zomato_real, palette = \"Set1\")\n",
    "loc.set_xticklabels(loc.get_xticklabels(), rotation=90, ha=\"right\")\n",
    "plt.ylabel(\"Frequency\",size=15)\n",
    "plt.xlabel(\"Location\",size=18)\n",
    "loc\n",
    "plt.title('NO. of restaurants in a Location',size = 20,pad=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Restaurant type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Restaurant types')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(17,5))\n",
    "rest = sns.countplot(x=\"rest_type\",data=zomato_real, palette = \"Set1\")\n",
    "rest.set_xticklabels(rest.get_xticklabels(), rotation=90, ha=\"right\")\n",
    "plt.ylabel(\"Frequency\",size=15)\n",
    "plt.xlabel(\"Restaurant type\",size=15)\n",
    "rest \n",
    "plt.title('Restaurant types',fontsize = 20 ,pad=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Most famous Restaurant chains in Bengaluru"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of outlets')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,7))\n",
    "chains=zomato_real['name'].value_counts()[:20]\n",
    "sns.barplot(x=chains,y=chains.index,palette='Set1')\n",
    "plt.title(\"Most famous restaurant chains in Bangaluru\",size=20,pad=20)\n",
    "plt.xlabel(\"Number of outlets\",size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.27351655171030775"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Prepare a Linear Regression Model\n",
    "reg=LinearRegression()\n",
    "reg.fit(x_train,y_train)\n",
    "y_pred=reg.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree Regression "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8534852172188889"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Prepairng a Decision Tree Regression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "x_train,x_test,y_train,y_test=train_test_split(x,y,test_size=.1,random_state=105)\n",
    "DTree=DecisionTreeRegressor(min_samples_leaf=.0001)\n",
    "DTree.fit(x_train,y_train)\n",
    "y_predict=DTree.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Forest Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8773808619238765"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Preparing Random Forest REgression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "RForest=RandomForestRegressor(n_estimators=500,random_state=329,min_samples_leaf=.0001)\n",
    "RForest.fit(x_train,y_train)\n",
    "y_predict=RForest.predict(x_test)\n",
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extra Tree Regressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9399168889035364"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Preparing Extra Tree Regression\n",
    "from sklearn.ensemble import  ExtraTreesRegressor\n",
    "ETree=ExtraTreesRegressor(n_estimators = 100)\n",
    "ETree.fit(x_train,y_train)\n",
    "y_predict=ETree.predict(x_test)\n",
    "\n",
    "\n",
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "# Saving model to disk\n",
    "pickle.dump(ETree, open('model.pkl','wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It can be observed that we have got the best accuracy for Extra tree regressor"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}