project code.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>Restaurant ID</th>\n",
       "      <th>Restaurant Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>City</th>\n",
       "      <th>Address</th>\n",
       "      <th>Locality</th>\n",
       "      <th>Locality Verbose</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Cuisines</th>\n",
       "      <th>...</th>\n",
       "      <th>Currency</th>\n",
       "      <th>Has Table booking</th>\n",
       "      <th>Has Online delivery</th>\n",
       "      <th>Is delivering now</th>\n",
       "      <th>Switch to order menu</th>\n",
       "      <th>Price range</th>\n",
       "      <th>Aggregate rating</th>\n",
       "      <th>Rating color</th>\n",
       "      <th>Rating text</th>\n",
       "      <th>Votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6317637</td>\n",
       "      <td>Le Petit Souffle</td>\n",
       "      <td>162</td>\n",
       "      <td>Makati City</td>\n",
       "      <td>Third Floor, Century City Mall, Kalayaan Avenu...</td>\n",
       "      <td>Century City Mall, Poblacion, Makati City</td>\n",
       "      <td>Century City Mall, Poblacion, Makati City, Mak...</td>\n",
       "      <td>121.027535</td>\n",
       "      <td>14.565443</td>\n",
       "      <td>French, Japanese, Desserts</td>\n",
       "      <td>...</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>Dark Green</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6304287</td>\n",
       "      <td>Izakaya Kikufuji</td>\n",
       "      <td>162</td>\n",
       "      <td>Makati City</td>\n",
       "      <td>Little Tokyo, 2277 Chino Roces Avenue, Legaspi...</td>\n",
       "      <td>Little Tokyo, Legaspi Village, Makati City</td>\n",
       "      <td>Little Tokyo, Legaspi Village, Makati City, Ma...</td>\n",
       "      <td>121.014101</td>\n",
       "      <td>14.553708</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>...</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Dark Green</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6300002</td>\n",
       "      <td>Heat - Edsa Shangri-La</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Edsa Shangri-La, 1 Garden Way, Ortigas, Mandal...</td>\n",
       "      <td>Edsa Shangri-La, Ortigas, Mandaluyong City</td>\n",
       "      <td>Edsa Shangri-La, Ortigas, Mandaluyong City, Ma...</td>\n",
       "      <td>121.056831</td>\n",
       "      <td>14.581404</td>\n",
       "      <td>Seafood, Asian, Filipino, Indian</td>\n",
       "      <td>...</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Green</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6318506</td>\n",
       "      <td>Ooma</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Third Floor, Mega Fashion Hall, SM Megamall, O...</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City, Mandal...</td>\n",
       "      <td>121.056475</td>\n",
       "      <td>14.585318</td>\n",
       "      <td>Japanese, Sushi</td>\n",
       "      <td>...</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>Dark Green</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6314302</td>\n",
       "      <td>Sambo Kojin</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Third Floor, Mega Atrium, SM Megamall, Ortigas...</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City, Mandal...</td>\n",
       "      <td>121.057508</td>\n",
       "      <td>14.584450</td>\n",
       "      <td>Japanese, Korean</td>\n",
       "      <td>...</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.8</td>\n",
       "      <td>Dark Green</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>229</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Restaurant ID         Restaurant Name  Country Code              City  \\\n",
       "0        6317637        Le Petit Souffle           162       Makati City   \n",
       "1        6304287        Izakaya Kikufuji           162       Makati City   \n",
       "2        6300002  Heat - Edsa Shangri-La           162  Mandaluyong City   \n",
       "3        6318506                    Ooma           162  Mandaluyong City   \n",
       "4        6314302             Sambo Kojin           162  Mandaluyong City   \n",
       "\n",
       "                                             Address  \\\n",
       "0  Third Floor, Century City Mall, Kalayaan Avenu...   \n",
       "1  Little Tokyo, 2277 Chino Roces Avenue, Legaspi...   \n",
       "2  Edsa Shangri-La, 1 Garden Way, Ortigas, Mandal...   \n",
       "3  Third Floor, Mega Fashion Hall, SM Megamall, O...   \n",
       "4  Third Floor, Mega Atrium, SM Megamall, Ortigas...   \n",
       "\n",
       "                                     Locality  \\\n",
       "0   Century City Mall, Poblacion, Makati City   \n",
       "1  Little Tokyo, Legaspi Village, Makati City   \n",
       "2  Edsa Shangri-La, Ortigas, Mandaluyong City   \n",
       "3      SM Megamall, Ortigas, Mandaluyong City   \n",
       "4      SM Megamall, Ortigas, Mandaluyong City   \n",
       "\n",
       "                                    Locality Verbose   Longitude   Latitude  \\\n",
       "0  Century City Mall, Poblacion, Makati City, Mak...  121.027535  14.565443   \n",
       "1  Little Tokyo, Legaspi Village, Makati City, Ma...  121.014101  14.553708   \n",
       "2  Edsa Shangri-La, Ortigas, Mandaluyong City, Ma...  121.056831  14.581404   \n",
       "3  SM Megamall, Ortigas, Mandaluyong City, Mandal...  121.056475  14.585318   \n",
       "4  SM Megamall, Ortigas, Mandaluyong City, Mandal...  121.057508  14.584450   \n",
       "\n",
       "                           Cuisines  ...          Currency Has Table booking  \\\n",
       "0        French, Japanese, Desserts  ...  Botswana Pula(P)               Yes   \n",
       "1                          Japanese  ...  Botswana Pula(P)               Yes   \n",
       "2  Seafood, Asian, Filipino, Indian  ...  Botswana Pula(P)               Yes   \n",
       "3                   Japanese, Sushi  ...  Botswana Pula(P)                No   \n",
       "4                  Japanese, Korean  ...  Botswana Pula(P)               Yes   \n",
       "\n",
       "  Has Online delivery Is delivering now Switch to order menu Price range  \\\n",
       "0                  No                No                   No           3   \n",
       "1                  No                No                   No           3   \n",
       "2                  No                No                   No           4   \n",
       "3                  No                No                   No           4   \n",
       "4                  No                No                   No           4   \n",
       "\n",
       "   Aggregate rating  Rating color Rating text Votes  \n",
       "0               4.8    Dark Green   Excellent   314  \n",
       "1               4.5    Dark Green   Excellent   591  \n",
       "2               4.4         Green   Very Good   270  \n",
       "3               4.9    Dark Green   Excellent   365  \n",
       "4               4.8    Dark Green   Excellent   229  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "data=pd.read_csv(\"zomato1.csv\",encoding=\"Latin-1\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Restaurant ID           0\n",
       "Restaurant Name         0\n",
       "Country Code            0\n",
       "City                    0\n",
       "Address                 0\n",
       "Locality                0\n",
       "Locality Verbose        0\n",
       "Longitude               0\n",
       "Latitude                0\n",
       "Cuisines                0\n",
       "Average Cost for two    0\n",
       "Currency                0\n",
       "Has Table booking       0\n",
       "Has Online delivery     0\n",
       "Is delivering now       0\n",
       "Switch to order menu    0\n",
       "Price range             0\n",
       "Aggregate rating        0\n",
       "Rating color            0\n",
       "Rating text             0\n",
       "Votes                   0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data.dropna(inplace=True)\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "del data[\"Latitude\"]\n",
    "del data[\"Longitude\"]\n",
    "del data[\"Rating color\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>Restaurant ID</th>\n",
       "      <th>Restaurant Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>City</th>\n",
       "      <th>Address</th>\n",
       "      <th>Locality</th>\n",
       "      <th>Locality Verbose</th>\n",
       "      <th>Cuisines</th>\n",
       "      <th>Average Cost for two</th>\n",
       "      <th>Currency</th>\n",
       "      <th>...</th>\n",
       "      <th>Has Online delivery</th>\n",
       "      <th>Is delivering now</th>\n",
       "      <th>Switch to order menu</th>\n",
       "      <th>Price range</th>\n",
       "      <th>Aggregate rating</th>\n",
       "      <th>Rating text</th>\n",
       "      <th>Votes</th>\n",
       "      <th>Country_x</th>\n",
       "      <th>Country_y</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6317637</td>\n",
       "      <td>Le Petit Souffle</td>\n",
       "      <td>162</td>\n",
       "      <td>Makati City</td>\n",
       "      <td>Third Floor, Century City Mall, Kalayaan Avenu...</td>\n",
       "      <td>Century City Mall, Poblacion, Makati City</td>\n",
       "      <td>Century City Mall, Poblacion, Makati City, Mak...</td>\n",
       "      <td>French, Japanese, Desserts</td>\n",
       "      <td>1100</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3</td>\n",
       "      <td>4.8</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>314</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6304287</td>\n",
       "      <td>Izakaya Kikufuji</td>\n",
       "      <td>162</td>\n",
       "      <td>Makati City</td>\n",
       "      <td>Little Tokyo, 2277 Chino Roces Avenue, Legaspi...</td>\n",
       "      <td>Little Tokyo, Legaspi Village, Makati City</td>\n",
       "      <td>Little Tokyo, Legaspi Village, Makati City, Ma...</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>1200</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>3</td>\n",
       "      <td>4.5</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>591</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6300002</td>\n",
       "      <td>Heat - Edsa Shangri-La</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Edsa Shangri-La, 1 Garden Way, Ortigas, Mandal...</td>\n",
       "      <td>Edsa Shangri-La, Ortigas, Mandaluyong City</td>\n",
       "      <td>Edsa Shangri-La, Ortigas, Mandaluyong City, Ma...</td>\n",
       "      <td>Seafood, Asian, Filipino, Indian</td>\n",
       "      <td>4000</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.4</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>270</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6318506</td>\n",
       "      <td>Ooma</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Third Floor, Mega Fashion Hall, SM Megamall, O...</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City, Mandal...</td>\n",
       "      <td>Japanese, Sushi</td>\n",
       "      <td>1500</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.9</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>365</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6314302</td>\n",
       "      <td>Sambo Kojin</td>\n",
       "      <td>162</td>\n",
       "      <td>Mandaluyong City</td>\n",
       "      <td>Third Floor, Mega Atrium, SM Megamall, Ortigas...</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City</td>\n",
       "      <td>SM Megamall, Ortigas, Mandaluyong City, Mandal...</td>\n",
       "      <td>Japanese, Korean</td>\n",
       "      <td>1500</td>\n",
       "      <td>Botswana Pula(P)</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>4.8</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>229</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "      <td>Phillipines</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Restaurant ID         Restaurant Name  Country Code              City  \\\n",
       "0        6317637        Le Petit Souffle           162       Makati City   \n",
       "1        6304287        Izakaya Kikufuji           162       Makati City   \n",
       "2        6300002  Heat - Edsa Shangri-La           162  Mandaluyong City   \n",
       "3        6318506                    Ooma           162  Mandaluyong City   \n",
       "4        6314302             Sambo Kojin           162  Mandaluyong City   \n",
       "\n",
       "                                             Address  \\\n",
       "0  Third Floor, Century City Mall, Kalayaan Avenu...   \n",
       "1  Little Tokyo, 2277 Chino Roces Avenue, Legaspi...   \n",
       "2  Edsa Shangri-La, 1 Garden Way, Ortigas, Mandal...   \n",
       "3  Third Floor, Mega Fashion Hall, SM Megamall, O...   \n",
       "4  Third Floor, Mega Atrium, SM Megamall, Ortigas...   \n",
       "\n",
       "                                     Locality  \\\n",
       "0   Century City Mall, Poblacion, Makati City   \n",
       "1  Little Tokyo, Legaspi Village, Makati City   \n",
       "2  Edsa Shangri-La, Ortigas, Mandaluyong City   \n",
       "3      SM Megamall, Ortigas, Mandaluyong City   \n",
       "4      SM Megamall, Ortigas, Mandaluyong City   \n",
       "\n",
       "                                    Locality Verbose  \\\n",
       "0  Century City Mall, Poblacion, Makati City, Mak...   \n",
       "1  Little Tokyo, Legaspi Village, Makati City, Ma...   \n",
       "2  Edsa Shangri-La, Ortigas, Mandaluyong City, Ma...   \n",
       "3  SM Megamall, Ortigas, Mandaluyong City, Mandal...   \n",
       "4  SM Megamall, Ortigas, Mandaluyong City, Mandal...   \n",
       "\n",
       "                           Cuisines  Average Cost for two          Currency  \\\n",
       "0        French, Japanese, Desserts                  1100  Botswana Pula(P)   \n",
       "1                          Japanese                  1200  Botswana Pula(P)   \n",
       "2  Seafood, Asian, Filipino, Indian                  4000  Botswana Pula(P)   \n",
       "3                   Japanese, Sushi                  1500  Botswana Pula(P)   \n",
       "4                  Japanese, Korean                  1500  Botswana Pula(P)   \n",
       "\n",
       "   ... Has Online delivery Is delivering now Switch to order menu Price range  \\\n",
       "0  ...                  No                No                   No           3   \n",
       "1  ...                  No                No                   No           3   \n",
       "2  ...                  No                No                   No           4   \n",
       "3  ...                  No                No                   No           4   \n",
       "4  ...                  No                No                   No           4   \n",
       "\n",
       "   Aggregate rating  Rating text Votes    Country_x    Country_y      Country  \n",
       "0               4.8    Excellent   314  Phillipines  Phillipines  Phillipines  \n",
       "1               4.5    Excellent   591  Phillipines  Phillipines  Phillipines  \n",
       "2               4.4    Very Good   270  Phillipines  Phillipines  Phillipines  \n",
       "3               4.9    Excellent   365  Phillipines  Phillipines  Phillipines  \n",
       "4               4.8    Excellent   229  Phillipines  Phillipines  Phillipines  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country = pd.read_excel('Country-Code.xlsx')\n",
    "data = pd.merge(data, country, on='Country Code')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Country Code</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>14</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30</td>\n",
       "      <td>Brazil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>Canada</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>94</td>\n",
       "      <td>Indonesia</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Country Code    Country\n",
       "0             1      India\n",
       "1            14  Australia\n",
       "2            30     Brazil\n",
       "3            37     Canada\n",
       "4            94  Indonesia"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14],\n",
       " <a list of 15 Text xticklabel objects>)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_country = data.groupby(['Country'], as_index=False).count()[['Country', 'Restaurant Name']]\n",
    "data_country.head()\n",
    "data_country.columns = ['Country', 'No of Restaurant']\n",
    "# No of restaurant that are on zomato in each country\n",
    "plt.bar(data_country['Country'], data_country['No of Restaurant'])\n",
    "plt.xlabel('Country', fontsize=20)\n",
    "plt.rcParams['figure.figsize']=(30,20) \n",
    "plt.ylabel('No of Restaurant', fontsize=20)\n",
    "plt.title('No of Restaurant', fontsize=30)\n",
    "plt.xticks(rotation = 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "City            No_of_Restaurnats\n",
      "New Delhi       5473\n",
      "Gurgaon         1118\n",
      "Noida           1080\n",
      "Faridabad        251\n",
      "Ghaziabad         25\n",
      "Amritsar          21\n",
      "Lucknow           21\n",
      "Ahmedabad         21\n",
      "Bhubaneshwar      21\n",
      "Guwahati          21\n",
      "Nashik            20\n",
      "Jaipur            20\n",
      "Agra              20\n",
      "Surat             20\n",
      "Ranchi            20\n",
      "Mysore            20\n",
      "Chennai           20\n",
      "Puducherry        20\n",
      "Dehradun          20\n",
      "Goa               20\n",
      "Bhopal            20\n",
      "Kolkata           20\n",
      "Bangalore         20\n",
      "Vizag             20\n",
      "Pune              20\n",
      "Aurangabad        20\n",
      "Ludhiana          20\n",
      "Coimbatore        20\n",
      "Kochi             20\n",
      "Varanasi          20\n",
      "Allahabad         20\n",
      "Mangalore         20\n",
      "Patna             20\n",
      "Indore            20\n",
      "Nagpur            20\n",
      "Mumbai            20\n",
      "Kanpur            20\n",
      "Vadodara          20\n",
      "Chandigarh        18\n",
      "Hyderabad         18\n",
      "Secunderabad       2\n",
      "Mohali             1\n",
      "Panchkula          1\n",
      "Name: City, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "data_City = data[data['Country'] =='India']\n",
    "Total_city =data_City['City'].value_counts()\n",
    "Total_city.plot.bar(figsize=(14, 7),fontsize=14)\n",
    "plt.title('Restaurants by City', fontsize=30)                                             \n",
    "plt.xlabel('City', fontsize=20)\n",
    "plt.ylabel('No of Restaurants', fontsize=20)\n",
    "print(\"{:<15}\".format(\"City\"),\"No_of_Restaurnats\")\n",
    "print(data_City.City.value_counts())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#No of Cuisines on Zomato\n",
    "Cuisine_data =data.groupby(['Cuisines'], as_index=False)['Restaurant Name'].count()\n",
    "Cuisine_data.columns = ['Cuisines', 'Number of Resturants']\n",
    "Top15= (Cuisine_data.sort_values(['Number of Resturants'],ascending=False)).head(15)\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.barplot(Top15['Cuisines'], Top15['Number of Resturants'])\n",
    "plt.xlabel('Cuisines', fontsize=20)\n",
    "plt.ylabel('Number of Resturants', fontsize=20)\n",
    "plt.title('Top 15 Cuisines on Zomato', fontsize=30)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.savefig('graph.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top Rated Cuisines on Zomato\n",
    "Cuisine_data_rating=(data.groupby(['Cuisines'], as_index=False)['Aggregate rating'].mean())\n",
    "Cuisine_data_rating.columns = ['Cuisines', 'Rating']\n",
    "Top30_ratings= (Cuisine_data_rating.sort_values(['Rating'],ascending=False)).head(30)\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.barplot(Top30_ratings['Cuisines'], Top30_ratings['Rating'])\n",
    "plt.title('Top Rated Cuisines on Zomato', fontsize=30)\n",
    "plt.xlabel('Cuisines', fontsize=20)\n",
    "plt.ylabel('Rating', fontsize=20)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Average      3734\n",
       "Not rated    2148\n",
       "Good         2096\n",
       "Very Good    1078\n",
       "Excellent     300\n",
       "Poor          186\n",
       "Name: Rating text, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# No of Rating text on Zomato\n",
    "data['Rating text'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>City</th>\n",
       "      <th>No of Restaurant</th>\n",
       "      <th>Rating text</th>\n",
       "      <th>Restaurant ID</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Agra</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Agra</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Agra</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Agra</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>21</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>3</td>\n",
       "      <td>14.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>21</td>\n",
       "      <td>Good</td>\n",
       "      <td>5</td>\n",
       "      <td>23.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>21</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>13</td>\n",
       "      <td>61.904762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Allahabad</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>15</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Allahabad</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>5</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Amritsar</td>\n",
       "      <td>21</td>\n",
       "      <td>Average</td>\n",
       "      <td>5</td>\n",
       "      <td>23.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Amritsar</td>\n",
       "      <td>21</td>\n",
       "      <td>Good</td>\n",
       "      <td>12</td>\n",
       "      <td>57.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Amritsar</td>\n",
       "      <td>21</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>4</td>\n",
       "      <td>19.047619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Aurangabad</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>16</td>\n",
       "      <td>80.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Aurangabad</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>4</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bangalore</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bangalore</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Bangalore</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bhopal</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bhopal</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bhopal</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>8</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bhopal</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bhubaneshwar</td>\n",
       "      <td>21</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>2</td>\n",
       "      <td>9.523810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bhubaneshwar</td>\n",
       "      <td>21</td>\n",
       "      <td>Good</td>\n",
       "      <td>10</td>\n",
       "      <td>47.619048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bhubaneshwar</td>\n",
       "      <td>21</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>9</td>\n",
       "      <td>42.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18</td>\n",
       "      <td>Average</td>\n",
       "      <td>2</td>\n",
       "      <td>11.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>2</td>\n",
       "      <td>11.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18</td>\n",
       "      <td>Good</td>\n",
       "      <td>2</td>\n",
       "      <td>11.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>18</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>12</td>\n",
       "      <td>66.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Chennai</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>6</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Chennai</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Noida</td>\n",
       "      <td>1080</td>\n",
       "      <td>Good</td>\n",
       "      <td>173</td>\n",
       "      <td>16.018519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Noida</td>\n",
       "      <td>1080</td>\n",
       "      <td>Not rated</td>\n",
       "      <td>384</td>\n",
       "      <td>35.555556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Noida</td>\n",
       "      <td>1080</td>\n",
       "      <td>Poor</td>\n",
       "      <td>45</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Noida</td>\n",
       "      <td>1080</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>27</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Panchkula</td>\n",
       "      <td>1</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>1</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Patna</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Patna</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>11</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>15</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Puducherry</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>3</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Pune</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>4</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Pune</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Pune</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>14</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Ranchi</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>11</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Ranchi</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>8</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Ranchi</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Secunderabad</td>\n",
       "      <td>2</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>1</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Secunderabad</td>\n",
       "      <td>2</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>1</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Surat</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Surat</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Surat</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>10</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Vadodara</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Vadodara</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Vadodara</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>9</td>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Varanasi</td>\n",
       "      <td>20</td>\n",
       "      <td>Average</td>\n",
       "      <td>8</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Varanasi</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>11</td>\n",
       "      <td>55.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Varanasi</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>1</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Vizag</td>\n",
       "      <td>20</td>\n",
       "      <td>Excellent</td>\n",
       "      <td>2</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Vizag</td>\n",
       "      <td>20</td>\n",
       "      <td>Good</td>\n",
       "      <td>10</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Vizag</td>\n",
       "      <td>20</td>\n",
       "      <td>Very Good</td>\n",
       "      <td>8</td>\n",
       "      <td>40.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>139 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             City  No of Restaurant Rating text  Restaurant ID  Percentage\n",
       "0            Agra                20     Average              1    5.000000\n",
       "1            Agra                20   Excellent              1    5.000000\n",
       "2            Agra                20        Good              9   45.000000\n",
       "3            Agra                20   Very Good              9   45.000000\n",
       "4       Ahmedabad                21   Excellent              3   14.285714\n",
       "5       Ahmedabad                21        Good              5   23.809524\n",
       "6       Ahmedabad                21   Very Good             13   61.904762\n",
       "7       Allahabad                20     Average             15   75.000000\n",
       "8       Allahabad                20        Good              5   25.000000\n",
       "9        Amritsar                21     Average              5   23.809524\n",
       "10       Amritsar                21        Good             12   57.142857\n",
       "11       Amritsar                21   Very Good              4   19.047619\n",
       "12     Aurangabad                20     Average             16   80.000000\n",
       "13     Aurangabad                20        Good              4   20.000000\n",
       "14      Bangalore                20   Excellent              9   45.000000\n",
       "15      Bangalore                20        Good              2   10.000000\n",
       "16      Bangalore                20   Very Good              9   45.000000\n",
       "17         Bhopal                20     Average              2   10.000000\n",
       "18         Bhopal                20   Excellent              1    5.000000\n",
       "19         Bhopal                20        Good              8   40.000000\n",
       "20         Bhopal                20   Very Good              9   45.000000\n",
       "21   Bhubaneshwar                21   Excellent              2    9.523810\n",
       "22   Bhubaneshwar                21        Good             10   47.619048\n",
       "23   Bhubaneshwar                21   Very Good              9   42.857143\n",
       "24     Chandigarh                18     Average              2   11.111111\n",
       "25     Chandigarh                18   Excellent              2   11.111111\n",
       "26     Chandigarh                18        Good              2   11.111111\n",
       "27     Chandigarh                18   Very Good             12   66.666667\n",
       "28        Chennai                20   Excellent              6   30.000000\n",
       "29        Chennai                20        Good              2   10.000000\n",
       "..            ...               ...         ...            ...         ...\n",
       "109         Noida              1080        Good            173   16.018519\n",
       "110         Noida              1080   Not rated            384   35.555556\n",
       "111         Noida              1080        Poor             45    4.166667\n",
       "112         Noida              1080   Very Good             27    2.500000\n",
       "113     Panchkula                 1   Very Good              1  100.000000\n",
       "114         Patna                20     Average              9   45.000000\n",
       "115         Patna                20        Good             11   55.000000\n",
       "116    Puducherry                20     Average              2   10.000000\n",
       "117    Puducherry                20        Good             15   75.000000\n",
       "118    Puducherry                20   Very Good              3   15.000000\n",
       "119          Pune                20   Excellent              4   20.000000\n",
       "120          Pune                20        Good              2   10.000000\n",
       "121          Pune                20   Very Good             14   70.000000\n",
       "122        Ranchi                20     Average             11   55.000000\n",
       "123        Ranchi                20        Good              8   40.000000\n",
       "124        Ranchi                20   Very Good              1    5.000000\n",
       "125  Secunderabad                 2   Excellent              1   50.000000\n",
       "126  Secunderabad                 2   Very Good              1   50.000000\n",
       "127         Surat                20     Average              1    5.000000\n",
       "128         Surat                20        Good              9   45.000000\n",
       "129         Surat                20   Very Good             10   50.000000\n",
       "130      Vadodara                20   Excellent              2   10.000000\n",
       "131      Vadodara                20        Good              9   45.000000\n",
       "132      Vadodara                20   Very Good              9   45.000000\n",
       "133      Varanasi                20     Average              8   40.000000\n",
       "134      Varanasi                20        Good             11   55.000000\n",
       "135      Varanasi                20   Very Good              1    5.000000\n",
       "136         Vizag                20   Excellent              2   10.000000\n",
       "137         Vizag                20        Good             10   50.000000\n",
       "138         Vizag                20   Very Good              8   40.000000\n",
       "\n",
       "[139 rows x 5 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# No of Rating text on Indian Restaurants\n",
    "# because india has more number of restaurants, lets see\n",
    "\n",
    "Text_Rating_India = data_City.groupby(['City'], as_index=False).count()[['City', 'Restaurant Name']]\n",
    "Text_Rating_India.head()\n",
    "Text_Rating_India.columns = ['City', 'No of Restaurant']\n",
    "Restaurant_text_rating=data_City.groupby(['City', 'Rating text'], as_index=False)['Restaurant ID'].count()\n",
    "Total_Restaurant_text_rating_india = pd.merge(Text_Rating_India, Restaurant_text_rating, on='City')             \n",
    "Total_Restaurant_text_rating_india['Percentage'] = (Total_Restaurant_text_rating_india['Restaurant ID']/Total_Restaurant_text_rating_india['No of Restaurant'])*100\n",
    "Total_Restaurant_text_rating_india"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'No of Ratings')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize':(20,11)})\n",
    "sns.barplot('City', 'Percentage', data=Total_Restaurant_text_rating_india, hue='Rating text')\n",
    "plt.xticks(rotation = 90)\n",
    "plt.xlabel('City', fontsize=20)\n",
    "plt.title('No of Rating text', fontsize=30)\n",
    "plt.ylabel('No of Ratings', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Restaurants available for online orders\n",
    "data_Online = data[(data['Has Online delivery'] =='Yes') & (data[\"Country\"]==\"India\")]\n",
    "data_Online['City'].value_counts().plot.bar(figsize=(14, 7), \n",
    "                                             fontsize=14)\n",
    "plt.xlabel('Country', fontsize=20)\n",
    "plt.ylabel('No of Restaurants', fontsize=20)\n",
    "plt.title('Restaurants available for online orders', fontsize=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Restaurants which book table\n",
    "data_Online = data[(data['Has Table booking'] =='Yes') & (data[\"Country\"]==\"India\")]\n",
    "data_Online['City'].value_counts().plot.bar(figsize=(14, 7), \n",
    "                                             fontsize=14)\n",
    "plt.xlabel('Country', fontsize=20)\n",
    "plt.ylabel('No of Restaurants', fontsize=20)\n",
    "plt.title('Restaurants available for online table booking', fontsize=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0    2148\n",
       "3.2     522\n",
       "3.1     519\n",
       "3.4     495\n",
       "3.3     483\n",
       "3.5     480\n",
       "3.0     468\n",
       "3.6     458\n",
       "3.7     427\n",
       "3.8     399\n",
       "2.9     381\n",
       "3.9     332\n",
       "2.8     315\n",
       "4.1     274\n",
       "4.0     266\n",
       "2.7     250\n",
       "4.2     221\n",
       "2.6     191\n",
       "4.3     174\n",
       "4.4     143\n",
       "2.5     110\n",
       "4.5      95\n",
       "2.4      87\n",
       "4.6      78\n",
       "4.9      61\n",
       "2.3      47\n",
       "4.7      41\n",
       "2.2      27\n",
       "4.8      25\n",
       "2.1      15\n",
       "2.0       7\n",
       "1.9       2\n",
       "1.8       1\n",
       "Name: Aggregate rating, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the number of restaurants for each rating\n",
    "sns.set_context(\"paper\", font_scale = 2, rc = {\"font.size\": 20,\"axes.titlesize\": 25,\"axes.labelsize\": 20})   \n",
    "plt.bar(data[\"Aggregate rating\"].value_counts().index,data[\"Aggregate rating\"].value_counts().values)\n",
    "plt.title('Number of restaurants for each rating')\n",
    "b.set_xticklabels(rotation = 90)\n",
    "# plt.show()\n",
    "data[\"Aggregate rating\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ4AAAMQCAYAAABmDq/MAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd0VVXax/FfCiGEhBQgCZ0YuKGGTkB6kWaoFpAmiBQRKepQFNRRLEgZRFAQpLeJSO9NuoIIgoBIS6ghQEhII/2+f+S9Z7imEDAXRub7WYu1JufsvZ/nnHvurLnP7L2PndlsNgsAAAAAAADIY/aPOwEAAAAAAAA8mSg8AQAAAAAAwCYoPAEAAAAAAMAmKDwBAAAAAADAJig8AQAAAAAAwCYoPAEAAAAAAMAmKDwBAJ54V65cUUBAQJb/KlSooKCgIHXq1ElTpkzR7du3H3e6f9mXX36pgIAAvfTSS3k67tmzZ/N0vJzs3r1bXbt2VY0aNVSjRg0FBwfLbDY/svh4MpnNZp0/f/5xp2FTo0ePVkBAgN5+++0szz/K7zEAAJLk+LgTAADgUTKZTHJ1dTX+TktL0507d3T27Fn9/vvvCgkJ0YIFCxQQEPAYs/zvEhoaqvHjxyshIUHLli2zebzjx49r0KBBSk9Pl4eHh0qWLCkfHx/Z2dnZPDaeXMePH9dHH32kMmXKaNKkSY87nUfuUX+PAQCwoPAEAPifMnbsWAUFBWU6HhUVpdGjR2vXrl0aOnSoNm3aJHt7JgZL0vr167Vv3z7VrFnzkcTbsmWL0tPTVbJkSW3YsEHOzs6PJC6ebEuXLtXx48dVpkyZx52KTb355pvq37+/3NzcrI4/6u8xAAAW/C9qAAAkeXp66rPPPpOTk5PCwsK0b9++x53S/6yoqChJUrVq1Sg6AQ/I29tb/v7+8vb2ftypAAAgicITAAAGT09PlS9fXhL7oDxO6enpkiQnJ6fHnAkAAAD+KpbaAQBwj9TUVElSwYIFszy3fv16bd68WSdPnlR0dLQcHR3l7e2toKAg9e3bV35+flZ9evXqpUOHDumbb77RiRMntGTJEsXHx6tUqVL64osv5O/vn20uK1eu1JgxY9SiRQtNmDBBU6dO1bZt2xQdHS1fX181b95c/fr1U9GiRR/oGrds2aLvvvtOJ06cUFxcnDw8PFSjRg11795d9evXN9pduXJFLVq0MP4+cuSIAgICVKJECe3cuTNXsdLS0rRy5UqtXbtWp0+f1t27d1WkSBHVqVNHffr0UeXKlY22X375paZPn278vWrVKq1atUqStGPHDpUsWfK+8S5evKjFixfr4MGDunbtmu7evStXV1cFBAQoODhYzz33nBwcHCT95/56enpq7969ypcvX6bxwsPD1bx5c6Wnp2vr1q1Wy7R+/vlnLVq0SEeOHFF0dLQKFSqk6tWrq1evXlb30aJ58+a6evWq1qxZoxUrVmjNmjVKTU2Vn5+f5s6dKw8PD5nNZu3cuVNr1qzRb7/9psjISElSkSJFVKtWLfXu3VtVq1bN8to3b96sJUuW6OzZs0pMTFRAQIB69eql6tWrq0WLFtl+btu3b1dISIh+++03xcbGytPTU3Xr1tUrr7xi9fnkltls1tq1a7V69WqdOXNGd+7cUdGiRVWvXj0NHDhQZcuWzdQnNDRU8+fP14EDBxQeHq78+fPL399f7dq1U7du3bKc+Xbs2DHNnz9fp06dMvr4+fmpZcuW6t69u7GX28GDB9W7d2+j37p167Ru3TrVrVtXixYtyvY6LP0cHR21d+9eeXl5ZWqTmJioBg0aKC4uTvPnzzc+99zmllvJyclasWKF1q1bpwsXLig+Pl7FixdX48aNNXDgQKv/Dhg9erRWrVql9u3ba9KkSTl+j1evXq2GDRsqKSlJX375pVq1apVl/D59+ujHH3/UW2+9pQEDBjxQ7gAAMOMJAID/d+nSJZ09e1b29vZq1KiR1bnExES98sorGjVqlH744Qfly5dPJpNJ7u7uCgsL07///W916dJFp06dynLsmTNnatq0aSpYsKB8fX0VFxeX5Q/wrMTFxal79+5avHixHBwc5O/vr2vXrmnevHnq0qWL/vjjj1yNk5KSoiFDhmjo0KHau3evHB0dVaFCBaWmpmrr1q3q06ePPvnkE6N9/vz5VbNmTRUrVkyS5Orqqpo1a6pKlSq5zrtHjx4aO3asDh06JDc3NwUEBCg2NlZr167V888/r3nz5hntixUrppo1a6pw4cKSpMKFC6tmzZqqWbOm8ufPf99427dvV3BwsBYuXKjLly+rePHieuqpp5ScnKyDBw9q3LhxGjlypNG+TZs2cnFxUVRUVLZLK9etW6f09HTVrl3bqug0adIk9ezZU1u2bFFycrJMJpPs7e21Y8cO9enTRxMnTsw2z3/+859atGiRvL295enpKScnJ6Po9Pbbb2vw4MHasmWL0tLSVL58eRUtWlTh4eFau3atunXrpt27d1uNl56ernHjxmnYsGE6dOiQnJ2d9dRTT+n333/XW2+9pQkTJmSZR2pqqt5++229/vrr2r17t+zs7BQQEKDk5GStX79eL7zwghYvXnzf+36v+Ph4vfrqqxo5cqQOHDggJycnmUwmRUdHa+XKlercubNOnjxp1Wft2rXq0KGDli9frhs3bshkMqlIkSI6duyYPv30U73wwgu6fv26VZ+tW7eqe/fu2rhxo+7cuaNy5crJy8tLx48f1+TJk9WtWzfFxcVJktzc3KyeKy8vL9WsWVMmkynHa6lbt65KlSql1NRUbdy4Mcs2O3bsUFxcnEqUKKF69eo9cG65cePGDb300kv65z//qSNHjsjd3V3+/v4KDw/XokWL1LlzZ129ejXb/jl9jwsVKqRnnnlGkrRmzZos+1+/fl0HDx6Ug4ODOnbsmOu8AQAwmAEAeMJdvnzZbDKZzCaTyfzTTz9ZnUtNTTXfvn3bvGPHDnOrVq3MJpPJPGXKlExjTJs2zWwymcxBQUHmY8eOWZ07duyYuUGDBmaTyWR+4403rM717NnTiP3NN98YxyMjI++b9/fff2/0rVKlinndunXGuevXr5u7du1qNplM5meffdackpKSKddu3bpZjffhhx+aTSaTuXr16uZNmzZZ3YPFixebK1WqZDaZTOZ58+Zlee1/Hu9+Bg4caDaZTOYGDRpY3fekpCTz1KlTjWvbsmWLVb9Ro0aZTSaTedSoUbmOFR0dba5Tp47ZZDKZ33//fXNCQoJxLj4+3vzRRx8Z8c6cOWOcGzNmjNlkMpmHDx+e5bjt2rUzm0wm83fffWccW7ZsmdlkMplr165tXrNmjXE8PT3dvGHDBnP16tXNJpPJHBISYjVWs2bNjBw2bNhgHLc8C5bPOzAw0Lxr1y6rvufOnTM/++yzZpPJZO7SpYvVueXLlxv97h03Ojra/MYbbxgxmzVrZtVv0qRJZpPJZG7cuLF5z549xvHU1FTzwoULzZUqVTIHBASY9+3bl+W9ycq4ceOM78n+/fuN4zExMebBgwebTSaTuUmTJubU1FSz2Ww2//rrr8ZzN3bsWHNsbKzR59SpU8Z3snPnzsYznpaWZnzfZs+ebYxlNpvNJ06cMNerV89sMpnMs2bNssrN8ly99dZbub6e6dOnm00mk/mFF17I8nz//v3NJpPJPHXq1L+UW0769etnNplM5pYtW5pPnDhhHI+IiDD+O6Br1673vc7svscHDhwwm0wmc+XKlc1RUVGZ4s+cOdNsMpnM/fv3z3XOAADcixlPAID/Kb1791ZAQIDxr1KlSqpXr55ee+01hYWFqX///ho+fHimfgcOHJC9vb2GDBmiwMBAq3OBgYF66aWXJElnzpzJMm6JEiX06quvGn9ntWwnJ6NGjVJwcLDxt4+Pj7766iu5ubnp7Nmz2rJlS479r1+/ruXLl0uSPvroI7Vp08Y45+DgoB49emjYsGGSpOnTpys+Pv6B8vuzX3/9VT/88IMkadq0aVZvEnRyctKwYcPUtWtXScqTV9sfPnxYKSkpKlq0qMaOHasCBQoY51xcXDR69GhjKd29n1GXLl0kSTt37sw0C+XkyZM6d+6cXFxc1LZtW0kZS56+/PJLSdInn3yiDh06GO3t7OzUrl07/eMf/5CUsXTQsnTzXrVr11a7du2Mvy3Pwv79++Xo6Kju3burSZMmVn38/f2N5+fe/NPT0418Ro4caTWuu7u7Jk+erICAgEw5REZGav78+ZKkr776ymqGn4ODg3r16qU+ffrIbDZr6tSpmfpn5caNGwoJCZEkTZgwQU8//bRxzs3NTRMnTlShQoUUHh6uAwcOSMp4NlJTU9WwYUN99NFHVkvQKlasqDlz5sjZ2VknT57Uhg0bJEm3b9/WzZs3JUkvvviisXRSkipXrqwRI0aoZcuW8vDwyFXeOencubPs7e117NgxXbx40epcZGSk9u/fLzs7O+M5yuvcjh07pr1798re3l5fffWV1dJHb29vTZkyRQ4ODjp69KguXLjwUNdYr149lShRQikpKVnO7Fq9erWk/3xXAAB4UBSeAAD/U0wmk7F8q2bNmqpevbrKly9vbGQ9f/58jR8/XmlpaVb9li1bpuPHj6tbt25ZjmspdCQmJmZ5vkaNGrKzs3uonF1cXPTCCy9kOu7l5WUsk9mxY0eOY+zZs0epqakqWrSoVXHiXj179lS+fPkUGxurQ4cOPVSuFpaiU2BgYLavb3/llVckZezLlF3BLrdatGiho0ePavv27XJ0zLyFZVJSkvFj/+7du8bx2rVrq2zZskpMTNS2bdus+lh+cLdu3drY8+vo0aO6deuWChYsaLVvzr06dOgge3t7RUREZLn0slatWln2mzx5so4fP64RI0Zked7yjCUnJxsbsP/666+6efOmnJyc9Nxzz2Xqky9fPvXo0SPT8d27dys5OVnlypXLdh8ny7Kq48ePG3tN5WT37t0ym80qXrx4psKZlPEcL1++XPv27VOjRo2UkJCggwcPSpLVHkz3KlWqlFq2bCnpP8+4p6en3N3dJUlvv/22jh49atwPKaPgM2PGDL344ov3zfl+ihcvbiyhW7dundW5devWKTU1VXXq1FGpUqVskptlT66aNWsaLz74c34rV67Ujz/+qKeeeurBL1CyKpz9ebndsWPHdOHCBXl4eKh58+YPNT4AAGwuDgD4nzJ27Fir2TcWycnJWrVqlT766CMtXrxYaWlp+uCDD6zaWIoyR44cUVhYmC5fvqywsDD9/vvvunXrliRZ/ci814NuAH6vgICAbPc4ssxmCQsLy3EMy2yIihUryt4+6//fycXFRX5+fjpz5oxCQ0PVrFmzh87ZEi+nzanLli0rV1dXxcXFKTQ09L577uSGs7OzTp8+rdOnT+vy5cu6dOmSzp07p7NnzyolJUVSxubX9+rSpYumTJmitWvXqnPnzpIy9j+yzLCxHJP+87bDlJSULAs6Fg4ODkpPT9eFCxcyzZDL6VlwcHBQcnKyfvzxR124cMF4xk6fPq3w8HCjXXp6uuzt7Y18ypYtm+UG3JKy3JPL0u/69evGbL0/u/c+XbhwwdgjKTuWGUFZzbCyuHcz/cuXLxufSU77hlWpUkXr169XaGiopIx79Pbbb2vcuHHavXu3du/eLXd3dwUFBalBgwZq2rSpfH19c8z1QTz33HM6cOCA1q1bpyFDhhjH165dK8n6+cjr3C5duiRJqlChQrZtcjqXW126dNGMGTP066+/KiwszNh/zlJ8bd++PW+ZBAA8NApPAAAoY/lX165ddfPmTX355ZcKCQnRwIEDjQ154+LiNGXKFK1atUoJCQlGv3z58qly5cqqWLGi9u7dm+34udkcOzs5LcuxzMSJiYnJcYx7N1rOiWWp019dapfbeAULFlRcXNxfjidlzLiZOnVqpllG3t7eatOmjfbs2aM7d+5k6tepUydNnTpVP/30k27cuCFvb2/t379fkZGRKlmypOrWrWu0jY2NlZRRqDxy5Mh9c8rqc8muQJSSkqIZM2Zo2bJlio6ONo47ODjIZDIpMDAw05LKqKgoSRlFw+xk9QY1y3XExcU99HX8mSXnnHK5171LG3N6TrJ6Jl988UWVKVNG8+bN04EDB3Tnzh1t3bpVW7dulZ2dnZo2baoPPvggTwpQzzzzjAoVKqSwsDAdP35cgYGBOnfunE6ePCkXFxe1bt3aqn1e5vag9/RhWWZ2HThwQGvXrtXQoUOVnJxsLL1jmR0A4K+g8AQAwD1atGihL7/8UmlpaTp16pRReBo8eLAOHjwoZ2dn9e3bV9WqVVP58uVVpkwZ5cuXTyEhITkWnv6Kewtdf2YpINxvNoqlQGVpnx1LgcHS/mHlNp7l/F+N99NPP2nQoEFKT09X9erV1b59e5lMJvn7+xv35s9vKrTw8fFRgwYNtHfvXm3cuFF9+vQxlhx17tzZaomkZblb5cqVtXLlyr+U85+99957WrlypRwcHNS1a1fVqVNH5cuXN2Yz7d+/P1PhyZJPTm9Jy6qoZ+nXunVrTZs2LU/yt4yZ2yLivZ95bGxsts+wpVj452ckKChIQUFBSkxM1OHDh/Xzzz9r7969OnnypH744QeFh4dr9erVD73E1SJ//vxq166dli9frrVr1yowMNB4Ptq0aZPls5tXuT3oPf0r7p3ZNXToUO3evVvR0dGqUKGCKlWqZPP4AIAnF3s8AQBwj3t/CFqWGv3666/GXjSzZs3S6NGj1bZtW5UrV87YsPrPr3vPS+fPn8+0PMzi999/lySVK1cuxzEs+7/8/vvv2S4HjIuLM5bslSlT5iGztY538uTJbNucP3/eKKr91XizZ89Wenq66tWrp6VLl6pnz56qW7euUcxITk42ZgdlxTKjY/PmzUpISNDOnTtlZ2enTp06WbXz8/OTlLG0MauNw6WM5+ann35SWFiYkpOTc5V/RESEVq1aJSlj8/cPP/xQ7du3V4UKFYwZUlk9Y5bliRcvXsx2f7HTp09nOma5DsuSu6zcvXtXhw4d0uXLlzPteZYVy/KsnMacNm2a+vXrp1WrVql06dLG9+fEiRPZ9rGcszwjycnJOn/+vI4dOyYpYwZZw4YNNWLECK1cuVJTpkyRlHHdf/zxx33zzg3L/llbt25Venq6sQzzzzOB8jq33NzTcePGaeDAgdq9e/cDX9e9nnnmGbm7u+vSpUs6ffq0secZs50AAH8VhScAAO5h+fFmZ2dn7E905coV43xWe9HcvXvX+CGamx/oD+rWrVvGZt33unHjhrZv3y5JVm+py0rjxo3l6OiomzdvZvnmKklavHixUlNTVaBAAavlZZZiXHbFr6xY9oc6fvx4tku5LG9V8/X1zXFfoNywfEYVKlSwepOYxerVq439hLIqGFneNPbrr78qJCREd+/eVVBQkEqWLGnVrk6dOnJzc1N8fHy2M57WrVunl19+WW3bts11QfLatWvG/c1qX6z09HSreJbnrFatWvLy8lJKSkqmjaGljM/M8qa5ezVp0kQODg66cOGC9u/fn2VO8+fPV69evdSxY0erDdmz07hxY9nb2+vq1av68ccfM51PTEzUihUrtG/fPpnNZrm4uBj7rS1cuDDLMS9fvmxssN24cWNJGRvlt2vXTgMGDMiysHfv2/Tu/T4+zHNsERgYqPLlyysiIkJLlizR1atXVbp0adWuXduq3cPmlh3LJu2//PKLscfVvSIjI7VmzRrt2rUr2yWcFve7/vz58xtvzty8ebN2796tfPnyqX379vfNEwCAnFB4AgBAGT/Gtm7dqpkzZ0rKWIJkWWZ379uiZsyYYVW4OHfunPr372/MFMrND/SH8e677+rw4cPG31euXNFrr72mhIQE1a1bVw0bNsyxf7FixYw3aY0bN06bN282zqWnp2vp0qX68ssvJWUsK7x3zx3LUqIbN25kO8vnz2rUqGH8aB46dKgxY0zKmBUybdo0oyAycuTIv7wcyvIZbdiwQefPnzeOJyUlafHixRo/frxxLKuZQU5OTgoODpbZbDaWnt27abSFi4uLBgwYIEn6+OOP9f3331vNINu+fbvef/99SVLbtm1VunTpXOVfpkwZo2A2e/Zsq+fo2rVrGjZsmNXnbznv5OSkQYMGSZI+++wzq7cbJiQk6L333tPRo0czxStRooTxpsQ333zTKO5IGc/Dd999p+nTp0uSevTokeU+UX9WqlQpo0gxcuRIq7h37tzRyJEjFRERoRIlShhvVhwyZIgcHR21b98+jRs3zmrJ4OnTp9W/f38lJSWpQoUKxuyzxo0by9PTU9HR0Ro1apTVfljx8fGaMGGCpIxn/t43wVme42vXrt33WrJimfnzr3/9S1LG3mB/fm4fNrfsBAUFqU6dOkpLS9OQIUOsnu2IiAgNGzZMSUlJCgwMzPKlCffKzffYMrNrwYIFio6OVrNmzeTl5XXfPAEAyAl7PAEA/qeMHz8+04/o1NRUXb161XhlfOXKla3eaFepUiW1bdtWmzZt0ty5c7Vq1SqVKFFC0dHRxkybBg0aaP/+/YqPj1dcXFyufqjnlpubm/Lnz68ePXrIz89Pzs7OOnPmjNLS0lShQgVNnDgxV4WbMWPGKCIiQjt27NCwYcPk7e0tX19fXb582ViG1rNnT/Xv39+qX8WKFSVJV69eVatWreTt7a1ly5bdN+bnn3+uQYMG6ejRo+rdu7dKlCghLy8vhYaGKi4uTg4ODho+fLieffbZh7wz//H666/rwIEDunnzptq3b6+yZcvKyclJFy9eVEJCgry8vOTn56fTp09nOwupS5cuWrx4seLj41WwYMFMm0Zb9O/fX5cvX1ZISIjeeecdTZw4USVLllRERIRu3LghSapZs6ZVset+vLy81LdvX82ZM0fr16/X7t27Vbp0acXHx+vixYsym80KCgrSL7/8otTUVF2/ft3YdL5Xr146duyYNmzYoMGDB6t48eIqXLiwsZQxMDBQx48fzzQT7J133lFERIR++OEHvfbaa/L29paPj4+uXr2q27dvS8oowA4fPjzX1/Hee+8pPDxchw4dUrdu3VSmTBm5uLgoNDRUiYmJ8vDw0LRp04zZOTVq1NDHH3+ssWPHKiQkRGvXrpW/v78SEhKMGT4mk0nTp0833qrm5OSkL774Qv369dPGjRu1Y8cOlS5dWvb29rp8+bISEhJUoEABffbZZ1ZvYrM8x0eOHFGbNm1Urlw5o7iWGx07dtTkyZMVHx8vOzu7LAuTD5tbTiZPnqxXX31VZ86c0bPPPit/f3/Z29srNDRUKSkpKlGihLGELye5+R5XrlxZFSpUMJZnsswOAJAXHD7487uiAQB4wsTExBhLeSIjIxUeHm71Lzo6Wq6urqpTp44GDhyosWPHZtow+JlnnpGvr69u3bql6OhoXb9+XU5OTqpbt67GjBmjYcOGadWqVYqNjVX58uWNpWOrVq3S1atXVbt2bdWvX/+B8v7999+1Y8cOeXp6asWKFYqNjdXp06d18+ZN+fn56ZVXXtE///lPeXp6WvU7dOiQDh06pGLFiun55583jjs4OKhdu3by9/dXfHy8wsPDde3aNbm7u6tx48YaN26cunfvnqmgVLJkSbm4uCgsLEw3btxQcnKyOnTocN8NwZ2dndWxY0cVK1ZMcXFxunbtmiIiIlSkSBG1atVK48ePz3KJ4Pbt23X69GlVrFhRLVu2zNW98vb2Vtu2bRUTE6P4+HhdvXpVcXFxKl26tJ5//nlNmDBB7u7u2rFjh6Kjo9WzZ89M1+nt7a3t27fr1q1b6tixY7aFJzs7OzVv3lw1atTQ3bt3dePGDV2+fFnp6emqXLmyXn31VY0dOzbT0qcFCxYoNjZWzZs3z3I5XYMGDVS+fHndvHlTMTExunbtmuzs7FS9enUNHTpUo0aN0o8//qhr167J19dXderUMfJp1aqVihcvrtu3b+vatWuKjIxUhQoV9O6776pq1araunWrfHx81L17dyOeo6OjUchISEjQ9evXdfXqVTk6Ohoxhw0bluXSxew4OTmpQ4cOKlasmGJiYnTlyhXjTYEdO3bUpEmTrGYQShnLI1u3bq2UlBRFRkYae0pVqlRJ/fv31wcffJBp1k3JkiXVrFkz3b17V3fu3NHVq1cVGxsrX19ftW/fXpMmTTIKLRYBAQFKSkrS5cuXdePGDd29e1e9evXK9Ww7FxcXnThxQqGhoapfv7569eqVZbuHyS0nrq6u6ty5swoVKqQ7d+7o0qVLun37tkqVKqWuXbtq4sSJKlq0qNHe8v0JCAhQq1atrPLKzfc4KSlJ+/btU9GiRfX+++/L3p4FEgCAv8bO/DAL3QEAgM2tXLlSY8aMkY+Pj/bs2fO408Hf1JIlS/Thhx+qQYMGmjt37uNOB//lPvvsM82bN0/9+vXTyJEjH3c6AIAnAP8XBgAAwN9UUlKSGjZsqO7duysiIiLLNpYN8ytVqvQoU8PfUFJSktauXSs7OztjDzAAAP4qCk8AAAB/U/nz51fRokX1yy+/6LPPPlNMTIxxLikpSdOnT9fu3bvl7OxsbBwN3CsqKkrnz5/X+fPnNWLECEVGRqpp06by8/N73KkBAJ4QbC4OAADwN/buu++qf//+2rhxo3bu3Gm1mXV8fLzy58+vjz/+mEICshQWFqZu3boZfxcoUECjR49+jBkBAJ40FJ4AAAD+xmrXrq1NmzZpwYIF2r9/v8LDw5Wammps6N2jRw+VK1fucaeJ/1KlSpVS2bJldf36dQUEBGjMmDEqW7bs404LAPAEYXNxAAAAAAAA2MQTP+Pp5s3YB2rv4eGi6OgEG2XzZMZ5kq6FOMQhDnGIQxzi/H3iPEnXQhziEIc4xCHO3ylO0aJuuW7L5uIAAAAAAACwCQpPAAAAAAAAsAkKTwAAAAAAALAJCk8AAAAAAACwCQpPAAAAAAAAsAkKTwAAAAAAALAJCk8AAAAAAACwCcfHnQAAAAAAAMnJiYqLu6P09PQH7hsdba/U1AfvRxziEEeKirJXerpZTk7OcnFxk4ODQ56OT+EJAAAAAPBYpaWlKiYmSh4eReTomO+B+zs42CstzfY/0IlDnCc1TkpW8lPxAAAgAElEQVRKqpKSEhQVdUOent55WnxiqR0AAAAA4LGKi7sjV1f3hyo6Afjr7O3tVaCAqwoWdFNCQmzejp2nowEAAAAA8IBSUpKVP3+Bx50G8D8vf34XJScn5umYFJ4AAAAAAI+dnZ3d404B+J9nb28vs9mct2Pm6WgAAAAAAADA/6PwBAAAAAAAAJvgrXYAAAAAgP9aDk6OSkvPeelPmiQ55u0r4LNi52AnPYK3jOHRMpvN/1VLPf/b8vmrKDwBAAAAAP5rpaWb9cr4bY87DUnS3LHP5NlY69at1oQJ4+XvX04LFizPs3H/rtLT07Vly0Zt3bpJ58+fU1xcnLy9fVS7dl299FJPlShR0iZx9+/fqzVrvtfnn0/Nsd3Ro79o8uQJunr1snx8fLV8+ao8zyUsLFRTpkzQ+++PV+HCRfJ8/MeFwhMAAAAAAI/YmjUrVb68SWfPntGRI4dVs2btx53SYxMfH6fRo9/Sb78dU+vW7RQc3EmFCrkpNDRUISFLtX37Zk2c+IWqVq2W57GXLVuk27cj79vuyy//pejoKH300QR5eXnmeR6StGPHVh05ctgmYz9O7PEEAAAAAMAj9Mcfp3X69CkNGDBYPj6+WrHi3487pcdqwoSPdfz4r/r886kaM+Y9tWjxjOrUqacXX3xJs2bNk4tLQX3wwbtKSUl5bDnGxsbIZApQw4aNbVIAe5Ix4wkAAAAAgEdo9ervVbBgQdWqVVft2rXXwoVzdf16uHx9i0mSXnrpORUoUECzZy+06hcSslTTpk3R0qUrVLp0WUVFRWn27K+0f/9excTcUYkSpfTCC93UsWMXo8/HH3+gs2fPqGnT5lqxYrnMZrO++GKm/P3LaeXK77R+/RqFhYUqNTVV3t4+atmytfr27S9Hx/+UC9avX6OQkKW6cuWKvL291b17b+3YsU1paamaPv0bq+tateo7Xb58SQULuqphwyYaNOh1eXl5ZXsvLl4M086d2xQc3FF169bLdL5w4SJ6440ROnPmD8XGxsjLq7DRb/bsr3XixHHFxMSoTJky6tq1u9q0CTb63rgRoWnTJuu3344pJiZGPj6+at78GfXt21/58uXT88+31/Xr4ZKkhg1r65133le7du2t4h85clhDhw6SJIWHX1PDhrU1duwHatMmWDExd7Rgwbfav3+vbtyIUOHCRdWyZSv16fOq8ufPL0n69ttZ+u67ZRoyZLjmzJmlxMS7ev/9j1W/fgOrOB9//IE2bVovSerYsY3atg3WhQvnZGdnrzlz/vMcTJkyQStXfqdJk6apXr2nJUmRkbfUqVNbvfXWaHXq9JxSU1O1Zs1KrVu3WleuXJKzcwEFBdU3Cp2PGoUnAAAAAAAekYSEeG3fvkWtW7eTk5OTnn22oxYs+FYrV4Zo8OBhkqTg4I6aPn2qLl0KU+nSZY2+mzdvUNWq1VS6dFnFxsbqtddeUVxcnPr2fVXFipXQgQN7NXHiJ4qMvKVXXhlg9AsLu6CdO9P07rsf6ObNm/L3L6e5c7/RggXfqmfPPurff7CSk5O0efNGLVjwrby8vPTcc10lSSEhyzRt2mS1atVWAwcO0dWrV/TVV9OUkpKsihUrGzGmT5+qf/97iTp06KxBg4bo2rVrmjt3lk6cOKZvv10kJ6f8Wd6Pfft2S5IaN26W7T1r1qylmjVrafx94sRvGjZskIoXL6FBg4bI1dVV27dv1fjxH+jixYsaOPB1paen66233pDZbNaQISPk4eGpX389ooUL5yo1NUWDBw/T+PETNGHCeMXExOi998ardOnSmWKbTBU0Y8YcvffeKPn4FNPrrw9X2bJlFRNzR/37v6yYmBj16dNPZcr46fjxX7V06UL99tsxTZ36lVG8u3v3rubNm6MRI0YqNvaOqlWrkSlO796vyM7OThs3rtNnn01WmTJ+2rlzm+bMmamoqCh5emYs7zt06KAk6ZdffjYKTwcO7JMkNWrURJL03ntjtH//Hj3/fDcNHPi6wsOvaf78Ofr554OaPXvBIy8+UXgCAAAAAOAR2bJlk+7eTVDHjp0lSb6+vgoKqq9169bolVcGytnZWW3bBmvmzOnavHmjBgwYLEk6f/6czpz5Q6NHj5OUMfvp6tUrmjlznipXriJJevrphnJ0zKeFC+eqQ4fOKlKkqCQpNTVVb745StWr1zTyuHz5knr06G2ML0n16zdUu3bNdfjwIT33XFclJSVqzpyZatSoid577yOjnb9/OQ0b9prx99WrVxQSslSdOj2vt94aZRyvUiVQr77aS99/H6KXXuqV5f2IiLguSQ+0efiMGVNVoEABff31XLm6ukqSGjZsIjs7aenSherQobPy58+v0NAL6t//NT3zTBtJUp06QXJzc5OzcwFJUoUKlVSwoKuSkpJUrVr1LGO5urqqWrXqypfPSa6ubqpWrbocHOz19dfT/78IN0eBgRl969V7Wt7ePpo06VNt375Fbdo8K0lKS0vTq68OUpMm2RfXSpUqbRSEKlasrMKFi6hx46aaPftr/fzzT2rVqq3Cw6/pypVLqlixkn755ZDRd//+PapSpaoKFy6in38+qD17ftCAAYPVu/crRpvq1Wuqb9/umjv3G40Z816u73VeYI8nAAAAAAAekTVrVspkClCJEqWUkJCghIQEtWrVVrGxMdqyZaMkycvLS/XrN9TWrZtkNpslSZs2rVeBAi5q3jzjzXo//3xQPj6+CgiooNTUVONf8+YtlZqaqp9/PmgV19+/vNXfH3zwsQYPHqqEhASdPfuHdu3aoW+/naW0tDQlJ2fspXTixG9KSIhXy5ZtrPrWqlVH3t4+xt+HDx9Senq6mjRpZpWLv385lSxZSj/9tD/b+2Fv7yBJSktLzdX9S0xM1MmTv6lRo2ZG0cmiQ4fOSktL05Ejh+Xp6SWTqYLmzv1GY8eO1Nq1q3Tt2lV169ZTnTo9l6tYOTl8+JBKlixtFJ0snn22gxwcHHT48CGr4+XKWd//3ChXrryKFy+hgwd/lCQdPPijPDw81KXLizp79oxiYu4oKSlJhw8fUqNGzYy8JGVaMvjUU/6qUiUwU16PQq5nPG3dulVz587VuXPn5OTkpEqVKmnYsGGqWrWq0Wb16tX69ttvdfHiRXl5ealTp04aPHiwnJycjDbJycmaMWOG1q5dq1u3bqls2bJ69dVX1bFjR6t4ERER+vzzz3XgwAHdvXtXgYGBevvttxUYGJgHlw0AAAAAwKN18uQJnTt3RpLUqlXjTOe///7fxv5MwcEdNWrUCB07dlRVq1bTtm2b1Lx5S7m4uEiSoqOjdP16uJo2zbwvkiTdvHnD+M9OTk5yc3OzOn/hwnlNn/4vHT58SHZ2dipZspQqV64qR8d8RrErMjLjbW9Z7dFkmU1lyUWShg8fnKnd/RQvXlySdO3aVT31VLks2yQmJiouLk5FihRRbGyM0tPTVaRIkSxyyjgWFxcrOzs7TZ06Q4sXL9CePT9o166dkjIKcIMHD1VQUP0HzvVeMTF3rO6BRb58+VSokLvi4mKtjlv2pnpQjRo10bZtW2Q2m3Xo0E+qWbOOateuK7PZrCNHDsvJKb8SExON2VQxMXdkZ2eXZbzChYsYz9+jlKvC08qVKzVmzBgFBwdrwIABSkxM1Ny5c/XSSy9p/vz5ql27tkJCQjRu3Di9+OKLeuutt3Ts2DHNmjVLN2/e1Mcff2yMNWbMGG3dulVvvPGGypcvr3Xr1mnkyJGSZBSfEhIS1Lt3byUlJWnkyJFydnbW7Nmz9fLLL2vFihXy9/e3wa0AAAAAAMB21qz5Xk5O+TVp0hdycLD+Ob5t22atXr1Cv/zys+rWDVK9ek+rcOEi2rp1kxITExUZGalnn+1gtHdzc5Of31N6990PsoyVVVHEIiEhXsOGvaaiRb31zTfz5e9fXvny5ZMkHTiw12hXqFAhSRmbV//Z7duRxmbobm4Z7T788DOjkHQvy0bbWalfv6GmTZuiPXt2qWHDJlm22bRpvSZP/kz//OenatCgkezt7XXrVuacbty4KUlyd/f4//zdNXjwUA0ePFQ3bkTo0KEftXDhPI0Z87ZWrdpgtHsYhQq5Z5lDSkqK7tyJ/ktj36thwyb697+X6vTpUzpy5Ge9/vpwFS3qrbJl/YzZS/7+5YylioUKuctsNuv27chMz8DNmzfyLK8Hkauldl988YXq16+vyZMnq3nz5mrXrp3mz5+vggULavbs2UpKStKUKVPUunVrffTRR2ratKmGDRumN998U99//73Onz8vSTpx4oTWr1+vUaNGacCAAWrWrJmmTJmipk2batKkSUpPT5ckLV++XGFhYfrmm2/UuXNntW3bVgsXLlTBggU1ffp0290NAAAAAABsIDY2Vjt3blPDho1Vs2ZtVatW3epfz54vy97eXitWLJckOTg4qG3bYO3du1vbtm1S6dJlrJZ11a4dpPDwa/L09FKFCpWMfxER1/X119OzLIpYXLwYpqio2+rYsYsqVKhkFJ1OnDiu6Ohomc0Zv80DA6upQAEXbd++xar/iRPHjbfBSRlL7+zs7BQRcd0ql5IlS+vrr6fnuNSuVKnSatq0hbZs2ZjlMrBbt25q4cK5Kly4iBo1aiJnZ2dVrlxFe/fuUlxcnFXb9etXy87OTtWr19KZM6fVqVNb/fDDdkmSt7ePgoM76bnnXlRycpJRTHNwcMg2t5zUqlVHV65c0vHjv1od37BhrdLT01WzZu0HHjOrXAIDq8vDw0NLlixQXFyc6tQJkpTx+R869JMOHNhntTF77dp1JEkbN66zGic09IJOnTrxUHn9Vfed8RQfH6/mzZurfn3raWiurq4qVqyYrl+/ruPHjysqKkrt2rWzatO+fXtNnDhRO3bskL+/v3bt2iVJmdoFBwdr165d+u2331StWjXt2rVL5cuXl8lksorXrFkzrV+/Xunp6bK3Z3sqAAAAAMDfw5YtG5SYmGhsOP1nvr7FVKtWHe3fv1fXrl2Vj08xPftsBy1ePF/bt29V//6vWbXv2rWHtm3brDfeGKgePV5W8eIldObMac2fP0clS5bKcU+hMmXKys2tkJYtW6SCBQvK3d1Dp06d0LJli2RnZ6fExLuSJBeXgnrllQGaMWOqxo9/X82bP6MbN65r7tzZsre3N36XlylTVp07P69vvpmh27cjVatWHcXFxWrp0kUKC7ug/v0H5nhv3nprtK5du6K33x6qdu3aKyjoaeXPn19nz/6h775bruTkJH3xxUxjG5/Bg4dp6NBBGjy4n7p37y1XVzft3LlN27Zt0Usv9ZKvr6+KFCmiQoUKafLkCYqKilLp0mUUHn5NS5cukskUoLJln5KUMXPs1KkT2r9/r0ymABUt6p2rz7Nbt4z7P3r0W+rTp59Kly6rEyeOa8mSBapaNVAtWrTK1Tj3siyH3L59i+rUqafy5cvLwcFB9es31KZN61WyZGljllmdOkFGkbJx46bGGHXq1FODBo307bezFBMTo1q16uj69XDNnz9Hbm5u6tPn1QfO66+6b+GpYMGCev/99zMdDw0N1dmzZ9W+fXudO3dOkjItgfPx8ZGLi4tx/vz58/L09My0PtTPz0+SdPbsWVWrVk3nz59XrVq1MsX08/NTQkKCrl69qlKlSuXyEgEAAAAAf1cO9naaO/aZx52GJMnRwU6pudsDO5M1a1bKw8NTdetmvSeTJAUHd9LPPx/UihUhev31YSpVqrSqV6+p3347pjZtgq3aenh4aNaseZo9+2vNnZtRZChcuIiCgzupb9/+cnTM/ue+i0tBTZw4VV9/PU2ff/6J7O3tVaJESQ0cOERhYRe0YcNaxcfHqWBBV730Uk85Ozvru++Wafv2LfL1LabXXntDs2bNUIECBYwxR4wYqTJlymrNmpVasWK5XFxcVKFCZY0Y8Q9Vq1ZDaWnp2ebj6empr776VqtWrdDOnVu1Z88Punv3rnx9i6l585bq3r231WbmVatW09dff6tvv52lf/3rc6WmpsrPz1/vvvu+2rbN2FTb0dFRU6ZM1+zZX2vx4vmKirqtQoXc9fTTjTRgwGCjaPb88930xx9/aOzYkerXb6B69uyT4+do4e7+n/u/ZMkCxcTEyMfHV92791bv3n1zvP/Zadq0hbZt26KZM6frl19+1uTJ0yRJjRo11aZN61W7dl2jbY0ateTo6KgiRYqqfPkAq3HGj/9cixfP15YtG7VixXK5u7srKOhp9es30Hhz3qNkZ7bsGvYA4uLi1Lt3b124cEErV67U9u3bNXnyZO3evVu+vtYX0ahRI1WpUkVff/21+vXrp0uXLmnbtm1WbcLCwtS6dWuNGTNGffr0UdWqVdWhQwervaEkGftIrVq1SpUqVcpVrikpaZmO3U1KVUoOD31W8jnYq0D+B39wsuPgYJ/jF+/vFOdJuhbiEIc4xCEOcYjz94nzJF0LcYjzvx4nLCxUhQsXs3k+eDApKSnatGm9qlWroTJlyhrHo6OjFBzcWt26ddeQIcMfX4KwicjIcJUt65djm3z5cr9E8YErKRERERo0aJDOnj2rL774Qk899ZSxN5OdnV2WfSyVRLPZnG2be/vfr92DLLOLjk7IfNDRQa+M35b5eA7mjn1GSXeTH6hPTjw8XLLOLY89ijhP0rUQhzjEIQ5xiEOcv0+cJ+laiEOc//U4qanpf6kQ9t9WSHtS4tjbO2jZssWaP/9b9e3bX76+xXTr1i39+99L5OycXx06dMlVnv8t10Oc3MVJTU2/7/e2aFG3HM/f64EKT0eOHNHQoUOVkJCgr776So0bZ7z+0bLTfWxsrHx8fKz6xMXFGesUCxUqpNhY61cKWtpIynU7V1fXB0kbAAAAAAA8hEmTpmnevNmaM2emoqJuy9XVTTVq1NL7739kvEkNyEmuC0/r16/XmDFjVKRIES1dulQVKlQwzln2dgoLC1O5cuWM4xEREUpISDCO+fv7a9OmTbpz547c3d2NdqGhoZJk1S4sLCxTDqGhoSpYsKCKFWMKJgAAAAAAtubrW0xjxrz3uNPA31iu1qxt2bJF//jHP1ShQgWtWLHCqugkSTVq1JC7u7vWr19vdXzdunWys7MzZkY1adJEkrRhw4ZM7YoWLWrs29SkSRP98ccfOnv2rNEmLi5OO3fuVMOGDR/6dYcAAAAAAAB4dO474yk6OlrvvvuuChQooMGDBys0NNSYoSRJBQoUUOXKlfX666/rk08+kbOzs9q0aaPjx49r5syZ6tKli0wmkyQpMDBQzzzzjD755BNFR0erYsWKWrdunXbv3q0JEyYYu75369ZNS5YsUd++fTV8+HC5urrqm2++UUJCgoYOHWqjWwEAAAAAAIC8dN/C0969e439lgYNGpTpvJ+fnzZv3qyXX35Z+fLl08KFC7V+/Xp5e3tr0KBBGjx4sFX7SZMmacqUKVq6dKliYmJUtmxZTZ48WcHB/3k1pKurqxYtWqTPP/9cn376qcxmswIDA7VgwQKrpXwAAAAAAAD473XfwlP79u3Vvn37XA3WvXt3de/ePcc2zs7Oeuedd/TOO+/k2K5kyZKaNm1aruICAAAAAP6+7OzslJaWKgeHB37xOoA8lJqaInv7XO3KlGt5OxoAAAAAAA/Izc1DUVE3lZaW+rhTAf4nmc1mJSYmKDr6llxd3e/f4QFQTgYAAAAAPFZOTs4qVMhT0dGRMpvTH7i/o6O9UlMfvB9xiEMcycHBXmlp6cqXz0ment55/kI3Ck8AAAAAgMfOyclZhQs7P1RfDw8XRUcn5HFGxCEOcfICS+0AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgExSeAAAAAAAAYBMUngAAAAAAAGATFJ4AAAAAAABgE44P2iE1NVU9e/aUyWTShx9+KEk6ePCgevfunW2fEiVKaOfOnZKkkydPqkuXLlm227p1q8qUKSNJio2N1eTJk7Vjxw7FxMTIZDLpjTfeUOPGjR80ZQAAAAAAADwGD1R4SkhI0D/+8Q8dPXpUJpPJOF6pUiUtWbIkU/sdO3Zo7ty56tGjh3Hs1KlTkqRZs2bJ1dXVqr2vr68kyWw2a+DAgTp79qyGDx8uHx8fLV26VIMGDdK8efMUFBT0IGkDAAAAAADgMch14Wn37t369NNPFRUVlemcm5ubateubXXs0qVLCgkJUXBwsPr162ccP3HihIoWLaqmTZtmG2vr1q365ZdfNHPmTDVr1kyS1LRpUz333HOaPHmyQkJCcps2AAAAAAAAHpNc7fEUExOjgQMHKiAgQGvXrs3VwB988IHy58+vcePGWR0/deqUKleunGPfXbt2ydXV1WpZnaOjo9q2batjx47p1q1bucoBAAAAAAAAj0+uZjw5Oztrw4YN8vf3z9Wg27Zt0/79+/XZZ5/Jw8PDOJ6amqo//vhD1apVU48ePXTixAnly5dPTZo00ciRI+Xj4yNJOn/+vMqWLSsHBwercf38/CRJZ8+eVZEiRXKVCwAAAAAAAB6PXBWenJyccl10kqSvv/5afn5+6tChg9Xxc+fOKSkpSRcuXNCbb76pESNG6NSpU5oxY4aOHj2qlStXysPDQzExMcZ+T/ey7AkVFxeX61w8PFwyHYtJSM51fwt7ezsVymKsh+XgYJ9lbnntUcR5kq6FOMQhDnGIQxzi/H3iPEnXQhziEIc4xCHOkxrngd9qdz8HDx7UyZMn9emnn2aasVSyZEnNmTNHTz31lEqUKCFJql27tgICAtS7d28tXrxYQ4YMkdlslp2dXbYxcjr3Z9HRCZkPOjpkPnYf6enmrMd6SB4eLnk63uOM8yRdC3GIQxziEIc4xPn7xHmSroU4xCEOcYhDnL9TnKJF3XLdNs8LTxs2bJCLi4vatGmT6Zyrq6saNWqU6XhQUJDc3Nz0+++/S5IKFSqk2NjYTO0sM53c3HJ/gQAAAAAAAHg8crW5+IPYvn27WrRoIReXzNO0Tp06pUWLFmVaKpeenq7k5GR5eXlJkvz9/XXp0iWZzWardqGhoZKkcuXK5XXaAAAAAAAAyGN5WngKCwtTZGSk6tSpk+358ePHa+PGjVbHN27cqKSkJNWvX1+S1KRJE925c0d79uwx2qSmpmrjxo2qUqWKChcunJdpAwAAAAAAwAbydKmdZamcyWTK8nzLli0VGBioTz/9VNHR0apYsaKOHTum2bNn6+mnn1a7du0kSa1atVKVKlU0YsQIDR8+XMWLF9fSpUt1/vx5zZkzJy9TBgAAAAAAgI3kaeHp1q1bkjL2aMqKk5OT5syZo6+++kohISG6fv26vL299fLLL+u1114z2jk4OGjOnDn6/PPPNWPGDCUlJSkgIECzZs0yZkUBAAAAAADgv9tDFZ7++OOPLI/36tVLvXr1yrGvu7u7xowZozFjxuTYztPTU59++unDpAcAAAAAAID/Anm+uTgAAAAAAAAgUXgCAAAAAACAjVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAIAAAAAAIBNUHgCAAAAAACATVB4AgAAAAAAgE1QeAKA/2Pv/sO9Lgv78T/PeR8OP+SXGlrMFQjJNEUziumGSAmlwVqaq4zMOa8kSYXKmkatNSazQHNNwkIwm7TZbJsoWzA30a551ZUzFXEGBJfuamrO4IBHOZ5z3t8//HI+Hs8Bz8H3DUd8PK7L68L7dd/3837748h5+nq9DgAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEX0unhqbW3NRz7ykW40VeYAACAASURBVHz5y1/uNF6tVjNhwoSMGzeuyx8/+MEPOs1btmxZpk2bluOOOy7Tpk3LjTfemGq12mm/7du35ytf+UomTZqU448/PmeffXbuvvvuvfyYAAAAAOxrDb2Z3NzcnMsuuyz3339/jjrqqE7XHnvssWzfvj2XXnpp3vWud3W6NmrUqI5ff+Mb38i3v/3t/Mmf/EkmTJiQe+65JwsWLEhzc3MuuuiiJC+WUxdeeGE2bNiQOXPm5PDDD8+KFSsya9asLF++PBMnTtzLjwsAAADAvtLj4mnt2rVZsGBBfvOb33R7/eGHH06SvO9978uRRx7Z7Zwnn3wyN9xwQ84777x87nOfS5KceuqpaW9vz5IlSzJz5swMHTo0q1evzn333ZclS5ZkypQpHfPOOuusLFq0KLfcckuvPiQAAAAA+16PHrVramrKhRdemHHjxuW2227rds7DDz+cgw46KKNHj97tPvfee29eeOGFnHHGGZ3GZ8yYkZ07d+bHP/5xkuSuu+7K4MGDc8opp3TMaWhoyOmnn54HHnggTz/9dE+ODQAAAMB+1KM7ngYMGJA77rgjY8aM2e2chx9+OMOHD8+cOXNy7733prm5OW9/+9vz2c9+NieccEKSZOPGjUnSZZ9dZdWGDRuSJJs2bcqoUaNSqVR2O+8Nb3hDT44OAAAAwH7So+KpsbFxj6VTkjzyyCPZsWNHzjzzzHz84x/PE088keuvvz4zZ87M9773vbz97W9PU1NTKpVKBg0a1Gnt4MGDk7z4QvHkxTus3vjGN3bJ2DVvx44dPTl2kmT48EFdxpqaW3q8fpf6+roM7WavvVWp1Hd7tlrbFzkH0meRI0eOHDly5Lx2cg6kzyJHjhw5cuQcqDm9ern47rS3t+eb3/xmBg4cmOOOO65j/OSTT87pp5+ea665JjfddFOq1Wrq6uq6rN81Vl//4pN/u5v38vk9sXVrc9fBhkrXsVfQ3l7tfq+9NHz4oJrutz9zDqTPIkeOHDly5Mh57eQcSJ9Fjhw5cuTIeS3ljBgxpMdza1I81dfXd/lJdklyyCGH5MQTT8zPfvazJMnQoUPT2tqa5557LgMHDuyYt+tOpyFDhnTM2zX2UrvudNo1DwAAAIC+q0cvF38lTz31VL7//e93vKPppZ5//vkccsghSf7fu522bNnSac7mzZuTJGPHju2Y99hjj6Vare5xHgAAAAB9V02Kp7q6uvz5n/95lixZ0mn88ccfz3/913/lpJNOSpJMmjQplUolt99+e6d5K1euzIABAzJx4sQkyeTJk7Nt27bcfffdHXNaW1uzatWqHHvssTn00ENrcWwAAAAACqrJo3YjRozIxz/+8dx0000ZMmRI3v3ud+d///d/s3jx4gwZMiQXX3xxx7yZM2fmhhtuSFtbW373d38399xzT1asWJFLLrmk486oadOm5dhjj83cuXMzZ86cjBw5MitWrMimTZuydOnSWhwZAAAAgMJqUjwlyZ/+6Z/mLW95S/7+7/8+//RP/5QBAwZk0qRJmTt3bqc7lL7whS9k2LBhufXWW3PzzTdn5MiR+eIXv5hzzz23Y06lUsnSpUvzta99Ldddd1127tyZcePG5frrr++4ewoAAACAvm2viqdHH320y1ilUsnMmTMzc+bMPa6tVCqZPXt2Zs+evcd5Bx98cBYsWLA3xwMAAACgD6jJO54AAAAA4OUUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARDfv7AAeySmND2tqr3V5ram5JGipd19TXpa2ltfTRAAAAAIpTPBXU1l7N+fPX9GrNsnlTC50GAAAAYN/yqB0AAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEU07O8D8OpVGhvS1l7t9lpTc0vSUOm6pr4ubS2tNcnZXcbe5gAAAAAHBsXTAaCtvZrz56/p1Zpl86b22RwAAADgwOBROwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAACiiobcLWltbM3PmzBx11FH56le/2jHe3t6eW2+9NStWrMiWLVsyZMiQnHDCCfnMZz6TUaNGdcx7+OGHc+aZZ3a79+rVq/OWt7wlSbJ9+/YsWrQod955Z5qamnLUUUfl4osvzimnnNLbIwMAAACwH/SqeGpubs5ll12W+++/P0cddVSna3/zN3+TxYsX55xzzsmcOXPyzDPPZMmSJTnrrLNy6623dpRP69evT5Jcf/31GTx4cKc93vjGNyZJqtVqLrzwwmzYsCFz5szJ4YcfnhUrVmTWrFlZvnx5Jk6cuLefFwAAAIB9pMfF09q1a7NgwYL85je/6XLtueeey7e//e2cddZZ+fKXv9wxPnHixLznPe/JTTfd1DG+bt26jBgxIqeeeupus1avXp377rsvS5YsyZQpU5Ikp556as4666wsWrQot9xyS0+PDQAAAMB+0qN3PDU1NeXCCy/MuHHjctttt3W5vnXr1px55pn5wz/8w07jI0eOzODBg/PEE090jK1fvz5ve9vb9ph31113ZfDgwZ0eq2toaMjpp5+eBx54IE8//XRPjg0AAADAftSjO54GDBiQO+64I2PGjOn2+pve9KZO73va5d57701TU1OOPvroJC++H+rRRx/N8ccfn4997GNZt25d+vXrl8mTJ+fzn/98Dj/88CTJpk2bMmrUqFQqlU77jR49OkmyYcOGvOENb+j5pwQAAABgn+tR8dTY2Ljb0ml3nnzyyXzxi1/MG97whsycOTNJsnHjxuzcuTO//OUv85nPfCZz587N+vXrc9111+X+++/PD3/4wwwfPjxNTU0d73t6qV3vhNqxY0ePzzF8+KAuY03NLb36LElSX1+Xod3stSdy9i7nuZ2teaGtvdv8+sbu/5HtV6nPwP69fld+tyqV+m7/uak1OXLkyJEjR07fz5AjR44cOXLkvDq1+U79ZTZu3JhPfvKT2bZtW5YtW5aDDz44SXLEEUdk6dKlOfLII/Nbv/VbSZIJEyZk3LhxOffcc/O3f/u3+fSnP51qtZq6urrd7r+nay+3dWtz18GGStexV9DeXu1+rz2Rs9c5589f06sly+ZNzc7nel+MdWf48EG9P7McOXLkyJEjZ5/nHEifRY4cOXLkyHkt5YwYMaTHc3v0jqfe+Ld/+7f80R/9UVpaWvLd7343xx9/fMe1wYMHZ9KkSR2l0y4TJ07MkCFD8sgjjyRJhg4dmu3bt3fZe9edTkOG9PwDAgAAALB/1LR4WrZsWT796U/niCOOyC233JJjjz220/X169fne9/7XpdH5drb29PS0pJDDjkkSTJmzJg89thjqVarneZt3rw5STJ27NhaHhsAAACAAmpWPN1444256qqrcuqpp+bv/u7vMnLkyC5ztmzZkvnz52fVqlWdxletWpWdO3fmpJNOSpJMnjw527Zty913390xp7W1NatWrcqxxx6bQw89tFbHBgAAAKCQmrzj6Ze//GW+/vWv541vfGPOO++8rF+/vtP1YcOG5a1vfWtOO+20jB8/PgsWLMjWrVtz9NFH54EHHsh3vvOdnHzyyTnjjDOSJNOmTcuxxx6buXPnZs6cORk5cmRWrFiRTZs2ZenSpbU4MgAAAACF1aR4Wr16dVpbW/PEE0/kE5/4RJfrv//7v58bbrghjY2NWbp0aRYvXpxbbrklTzzxRA477LB84hOfyKc+9amO+ZVKJUuXLs3Xvva1XHfdddm5c2fGjRuX66+/vuOuKAAAAAD6tr0qnh599NFOfz5r1qzMmjWrR2uHDRuWyy+/PJdffvke5x188MFZsGDB3hwPAAAAgD6g5j/VDgAAAAASxRMAAAAAhSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIa9vcBYH+pNDakrb3aZbypuSVpqHS/pr4ubS2tfTIHAAAA+hrFE69bbe3VnD9/Ta/WLJs3tc/mAAAAQF/jUTsAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFBEw/4+AFAblcaGtLVXu4w3NbckDZXu19TXpa2ltfTRAAAAeJ1SPMEBoq29mvPnr+nVmmXzphY6DQAAAHjUDgAAAIBCFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAootfFU2traz7ykY/ky1/+cpdra9euzdlnn50TTjghv/d7v5e/+Iu/yI4dOzrNqVarWbZsWaZNm5bjjjsu06ZNy4033phqtdpp3vbt2/OVr3wlkyZNyvHHH5+zzz47d999d2+PCwAAAMB+0qviqbm5OZdeemnuv//+LtfuvvvufOpTn8rhhx+eq6++On/yJ3+SW2+9NZ/+9Kc7zfvGN76Rr3/965k2bVq++c1vZtKkSVmwYEG+9a1vdcypVqu58MILc8cdd2TWrFlZtGhRhgwZklmzZuUnP/nJXn5UAAAAAPalhp5OXLt2bRYsWJDf/OY33V7/+te/nmOOOSbf/OY3U1dXlyR505velDlz5uTuu+/OKaeckieffDI33HBDzjvvvHzuc59Lkpx66qlpb2/PkiVLMnPmzAwdOjSrV6/OfffdlyVLlmTKlCkd884666wsWrQot9xyy6v93AAAAAAU1qM7npqamnLhhRdm3Lhxue2227pc/9WvfpVf/OIXOf300ztKpyQ57bTTMmjQoNx5551JknvvvTcvvPBCzjjjjE7rZ8yYkZ07d+bHP/5xkuSuu+7K4MGDc8opp3TMaWhoyOmnn54HHnggTz/9dO8/KQAAAAD7VI/ueBowYEDuuOOOjBkzptvrGzduTJIu1/v165cjjjii4/ru5o0ePTpJsmHDhiTJpk2bMmrUqFQqld3Oe8Mb3tCTowMAAACwn/TojqfGxsbdlk7Jiy8CT5LBgwd3uXbQQQd1XG9qakqlUsmgQYM6zdm17qXzhgwZ0mWvXfNe/sJyAAAAAPqeHr/jaU/a29uTpNNjdi9VX/9iv1WtVruds2vslea9fH5PDB8+qMtYU3NLj9fvUl9fl6Hd7LUncuQciDnP7WzNC23t3ebXN3b/JaVfpT4D+/fuy82+ytmdSqW+268ftSZHjhw5cvp2hhw5cuTIkSPn1anJd2hDhw5N0v2dSM8++2yGDx/eMa+1tTXPPfdcBg4c2DFn151Ou+5yGjp0aMfYS+3av7u7oXZn69bmroMNla5jr6C9vdr9XnsiR84BmnP+/DW9WrJs3tTsfK6Xxdi+ytmN4cMH9f6vjRw5cuTI2ac5B9JnkSNHjhw5cl5LOSNG9LyX6dGjdq9k12N4mzdv7jT+wgsv5PHHH8/YsWM7zduyZUunebvWvXTeY489lmq1usd5AAAAAPRdNSmejjjiiIwdOzb/8i//0vHYXZL827/9W5577rlMnjw5STJp0qRUKpXcfvvtndavXLkyAwYMyMSJE5MkkydPzrZt23L33Xd3zGltbc2qVaty7LHH5tBDD63FsQEAAAAoqDYvQ0kyd+7czJ49OxdddFHOPvvsPPbYY7n22mtz0kkn5dRTT02SjBgxIjNnzswNN9yQtra2/O7v/m7uueeerFixIpdcckkOOeSQJMm0adNy7LHHZu7cuZkzZ05GjhyZFStWZNOmTVm6dGmtjgwAAABAQTUrnk477bT89V//dRYvXpw5c+Zk+PDhOeusszJ37txO877whS9k2LBhufXWW3PzzTdn5MiR+eIXv5hzzz23Y06lUsnSpUvzta99Ldddd1127tyZcePG5frrr89JJ51UqyMDAAAAUNBeFU+PPvpot+Pvfe978973vnePayuVSmbPnp3Zs2fvcd7BBx+cBQsW7M3xAAAAAOgDavKOJwAAAAB4OcUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiGvb3AQD2p0pjQ9raq13Gm5pbkoZK92vq69LW0lr6aAAAAK95iifgda2tvZrz56/p1Zpl86YWOg0AAMCBxaN2AAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBF+qh3APlBpbEhbe7XLeFNzS9JQ6X5NfV3aWlpLHw0AAKAYxRPAPtDWXs3589f0as2yeVMLnQYAAGDf8KgdAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUISfagdwAKk0NqStvdplvKm5JWmodL+mvi5tLa2ljwYAALwOKZ4ADiBt7dWcP39Nr9Ysmze10GkAAIDXO4/aAQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAU0bC/DwDAa0+lsSFt7dUu403NLUlDpev8+rq0tbTWJEMOAAC8diieAOi1tvZqzp+/psfzl82bWjxDDgAA9D0etQMAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACK8FPtAOAAUmlsSFt7tdtrTc0tSUOl65r6urS1tL6ucwAAKEPxBAAHkLb2as6fv6ZXa5bNm/q6zwEAoAyP2gEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAimio1Ub/8z//k/e85z17nPPoo49m69atmThxYrfXly9fnpNPPjlJ0tLSkuuuuy633XZbnn766YwaNSoXXHBBPvCBD9TqyAAAAAAUVLPi6bDDDsvNN9/cZfyhhx7KX/3VX+VjH/tYkmT9+vVJkvnz52f06NGd5o4bN67j15dffnlWr16diy++OG9961uzcuXKfP7zn08S5RMAAADAa0DNiqfGxsZMmDCh09jWrVvzuc99LhMmTMgVV1yRJFm3bl0qlUqmT5+egQMHdrvXunXrcvvtt+dLX/pSZs6cmSSZMmVKnn322SxcuDAzZsxIfb2nBAEAAAD6sqLtzcKFC/PMM8/kL//yL9PQ8GLHtX79+hx55JG7LZ2S5K677kqSnHHGGZ3Gp0+fnqeeeioPPfRQsTMDAAAAUBvFiqd169blH/7hH/LJT34yo0aN6hh/+OGH069fv1xwwQU58cQTc8IJJ2TWrFnZtGlTx5xNmzbl4IMPziGHHNJpz12P5m3YsKHUsQEAAACokZo9avdyS5YsybBhw3Leeed1jG3fvj2PP/54Bg4cmA9+8IOZNWtWNm/enMWLF+cjH/lIbr311rz5zW9OU1NThgwZ0mXPwYMHJ0l27NjR43MMHz6oy1hTc0uvP099fV2GdrPXnsiRI0eOnH2XIUfOq8nZk0qlvtvfT9SanL6ZIUeOHDly5Mh5dYoUT48//njuvPPOXHTRRR1lUfLie6CWL1+eESNGZOzYsUmSCRMmZMKECZkxY0a+9a1vZcGCBalWq6mrq9vt/nu69nJbtzZ3HWyo9PzD/P/a26vd77UncuTIkSNnn2XIkfOqcvZg+PBBNd1PzmsrQ44cOXLkyJHT1YgRXW8W2p0ixdOqVatSrVbzwQ9+sNN4//79c9JJJ3WZP3r06Bx55JF55JFHkiRDhw7N9u3bu8zbdadTd3dDAQAAANC3FHnH05o1a/L2t789RxxxRKfxLVu25Oabb84TTzzRZc3zzz/f8U6nMWPG5Jlnnsm2bds6zdm8eXOSdNwtBQAAAEDfVfPi6fnnn88jjzySd77znV2ubdu2LV/96lfz/e9/v9P4fffdl8cee6zjbqjJkycnSe64445O81auXJkRI0bkmGOOqfWxAQAAAKixmj9q94tf/CKtra056qijulwbP358TjvttCxdujRJ8s53vjMbN27M4sWLM3bs2Jx77rkd86ZOnZorr7wyW7duzdFHH52VK1dm7dq1ueqqq9LQUOyd6AAAAADUSM0bnKeffjrJi+9perm6urosWrQoN9xwQ1auXJlly5Zl2LBhef/7359LLrkk/fv375i7cOHCXH311VmxYkWampoyatSoLFq0KNOnT6/1kQEAAAAooObF07vf/e48+uiju70+YMCAzJ49O7Nnz97jPgMGDMgVV1yRK664otZHBAAAAGAfKPJycQAAAABQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFNOzvAwAA7G+Vxoa0tVe7vdbU3JI0VLquqa9LW0vr6zoHAOCVKJ4AgNe9tvZqzp+/pldrls2b+rrPAQB4JR61AwAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIrwU+0AANgrlcaGtLVXu73W1NySNFS6rqmvS1tLa+mjAQB9hOIJAIC90tZezfnz1/RqzbJ5UwudBgDoizxqBwAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABThp9oBANCnVRob0tZe7TLe1NySNFS6X1Nfl7aW1j6ZAwCvJ4onAAD6tLb2as6fv6ZXa5bNm9pncwDg9cSjdgAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoomF/HwAAAF5PKo0NaWuvdhlvam5JGirdr6mvS1tL6+s6B4DXJsUTAADsQ23t1Zw/f02v1iybN/V1nwPAa5NH7QAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFNGwvw8AAADwSiqNDWlrr3YZb2puSRoq3a+pr0tbS2ufzAF4vVA8AQAAfV5bezXnz1/TqzXL5k3tszkArxcetQMAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACK8FPtAAAA9rFKY0Pa2qtdxpuaW5KGSvdr6uvS1tJa+mgANaV4AgAA2Mfa2qs5f/6aXq1ZNm9qodMAlONROwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAACii5sXTjBkzMm7cuC5/XHPNNR1z/umf/ikzZszI+PHjc+qpp+Yb3/hGWlpaOu3T0tKSa665JlOmTMlxxx2XGTNm5J//+Z9rfVwAAAAACmmo5WY7d+7ML3/5y3zsYx/LGWec0enayJEjkyS33HJLvvSlL+WP/uiP8tnPfjYPPPBArr/++vz617/OX/7lX3bMv/zyy7N69epcfPHFeetb35qVK1fm85//fJLkAx/4QC2PDQAAAEABNS2e/vu//zutra2ZMmVKJkyY0OX6zp07c/XVV+e9731v/uIv/iJJcuqpp+aggw7KwoULc/7552fMmDFZt25dbr/99nzpS1/KzJkzkyRTpkzJs88+m4ULF2bGjBmpr/eUIAAAAEBfVtP25uGHH06SvO1tb+v2+oMPPpjf/OY3Xe6GmjFjRqrVau68884kyV133ZUkXeZNnz49Tz31VB566KFaHhsAAACAAmpePA0ePDiLFi3KySefnLe97W0566yzsnbt2iTJxo0bkyRjxozptO7www/PoEGDOq5v2rQpBx98cA455JBO80aPHp0k2bBhQy2PDQAAAEABNX3Ubv369dmxY0cGDRqUa6+9Nlu3bs3y5ctz4YUX5hvf+Ea2b9+eJBkyZEiXtYMHD+643tTUtNs5SbJjx44en2n48EFdxpqaW7qZuWf19XUZ2s1eeyJHjhw5cvZdhhw5cuTIkSOnq+d2tuaFtvZu8+sbu/92sF+lPgP79+5bxQMpZ3cZe8qp5WeRs/cqlfpuO4Bak9M7NS2evvKVr+SFF17o9H6nyZMnZ8aMGVm4cGE+9KEPJUnq6uq6Xb/rvU3VanW3c/a0vjtbtzZ3HWyo9Hj9Lu3t1e732hM5cuTIkbPPMuTIkSNHjhw53eecP39Nr5Ysmzc1O5/rZTF2IOUcSJ/lQMzZg+HDB/X+3xE5e5UzYkTXm4V2p6aP2h1//PFdXire2NiYSZMm5fHHH8/AgQOTpOPOppfasWNHx11OQ4cO3e2cpPs7pgAAAADoW2pWPO3YsSO33HJL7r///i7Xnn/++fTv3z9HHXVUkmTLli2drj/55JNpbm7O2LFjk7z4DqhnnVAU7QAAIABJREFUnnkm27Zt6zRv8+bNSdIxDwAAAIC+q2bFU//+/XPVVVfl61//eqrVasf4tm3b8h//8R+ZOHFi3vGOd2TYsGG5/fbbO61duXJl6urqcsoppyR58fG8JLnjjju6zBsxYkSOOeaYWh0bAAAAgEJq9o6nfv365eKLL86CBQty6aWX5swzz8y2bdvy7W9/O88991y+8IUvpLGxMbNnz86VV16ZAQMG5H3ve18efPDBLFmyJGeeeWbHHVHjx4/P1KlTc+WVV2br1q05+uijs3LlyqxduzZXXXVVGhpq+moqAAAAAAqoaYNz3nnn5dBDD82NN96YuXPnplKp5F3veleuueaajsfjPvGJT6Rfv3656aabcvvtt+ewww7LrFmzctFFF3Xaa+HChbn66quzYsWKNDU1ZdSoUVm0aFGmT59eyyMDAAAAUEjNbx2aMWNGZsyYscc555xzTs4555w9zhkwYECuuOKKXHHFFbU8HgAAAPAaVWlsSFt7tdtrTc0t3f7EyEp9XdpaWksfjd3wzBoAAADwmtDWXs3589f0as2yeVMLnYaeqNnLxQEAAADgpRRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAowk+1AwAAAHiJSmND2tqr3V5ram5JGipd19TXpa2ltfTRXnMUTwAAAAAv0dZezfnz1/RqzbJ5Uwud5rXNo3YAAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKKJhfx8AAAAA4PWo0tiQtvZqt9eamluShkrXNfV1aWtp7ZM53VE8AQAAAOwHbe3VnD9/Ta/WLJs3tc/mdMejdgAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAooqHWG65evTrLli3Lxo0b09jYmGOOOSaXXnppjjvuuCTJ1q1bM3HixG7XLl++PCeffHKSpKWlJdddd11uu+22PP300xk1alQuuOCCfOADH6j1kQEAAAAooKbF0w9/+MNcfvnlmT59ej75yU/m+eefz7Jly/LRj340N954YyZMmJD169cnSebPn5/Ro0d3Wj9u3LiOX19++eVZvXp1Lr744rz1rW/NypUr8/nPfz5JlE8AAAAArwE1LZ6uvfbanHTSSVm0aFHH2CmnnJL3vOc9+c53vpMJEyZk3bp1qVQqmT59egYOHNjtPuvWrcvtt9+eL33pS5k5c2aSZMqUKXn22WezcOHCzJgxI/X1nhIEAAAA6Mtq1t48++yzefe7351zzjmn0/jgwYPzpje9KU888USSZP369TnyyCN3WzolyV133ZUkOeOMMzqNT58+PU899VQeeuihWh0bAAAAgEJqVjwddNBB+bM/+7NMmzat0/jmzZuzYcOGHH300UmShx9+OP369csFF1yQE088MSeccEJmzZqVTZs2dazZtGlTDj744BxyyCGd9tr1aN6GDRtqdWwAAAAACqn5y8VfaseOHfnsZz+bfv365ZOf/GS2b9+exx9/PAMHDswHP/jBzJo1K5s3b87ixYvzkY98JLfeemve/OY3p6mpKUOGDOmy3+DBgzv27anhwwd1GWtqbun1Z6mvr8vQbvbaEzly5MiRs+8y5MiRI0eOHDlyapFzIH0WOXL2dU53ihVPTz75ZGbNmpUNGzbk2muvzZFHHpmdO3dm+fLlGTFiRMaOHZskmTBhQiZMmJAZM2bkW9/6VhYsWJBqtZq6urrd7r2nay+3dWtz18GGSq8/T3t7tfu99kSOHDly5OyzDDly5MiRI0eOnJrkHEifRY6cQjkjRnS9WWi30b1O7oH/+q//yiWXXJLm5uYsXrw4p5xySpKkf//+Oemkk7rMHz16dI488sg88sgjSZKhQ4dm+/btXebtutOpu7uhAAAAAOhbav6j4W6//fZ84hOfSL9+/bJixYqO0ilJtmzZkptvvrnjReMv9fzzz3e802nMmDF55plnsm3btk5zNm/enCQdd0sBAAAA0HfVtHj60Y9+lMsuuyy/8zu/k3/4h3/I7/zO73S6vm3btnz1q1/N97///U7j9913Xx577LGOu6EmT56cJLnjjjs6zVu5cmVGjBiRY445ppbHBgAAAKCAmj1qt3Xr1nzxi1/MwIEDc9FFF2Xz5s0ddyglycCBAzN+/PicdtppWbp0aZLkne98ZzZu3JjFixdn7NixOffcc5Mk48ePz9SpU3PllVdm69atOfroo7Ny5cqsXbs2V111VRoair4THQAAAIAaqFmDc88993S8l2nWrFldro8ePTr/+q//mkWLFuWGG27IypUrs2zZsgwbNizvf//7c8kll6R///4d8xcuXJirr746K1asSFNTU0aNGpVFixZl+vTptToyAAAAAAXVrHiaMWNGZsyY8YrzBgwYkNmzZ2f27NmvOO+KK67IFVdcUasjAgAAALAP1fzl4gAAAACQKJ4AAAAAKETxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAoQvEEAAAAQBGKJwAAAACKUDwBAAAAUITiCQAAAIAiFE8AAAAAFKF4AgAAAKAIxRMAAAAARSieAAAAAChC8QQAAABAEYonAAAAAIpQPAEAAABQhOIJAAAAgCIUTwAAAAAUoXgCAAAAoAjFEwAAAABFKJ4AAAAAKELxBAAAAEARiicAAAAAilA8AQAAAFCE4gkAAACAIhRPAAAAABSheAIAAACgCMUTAAAAAEUongAAAAAook8XT/fff38+/vGP58QTT8zEiRNz2WWX5de//vX+PhYAAAAAPdBni6dHHnkkf/zHf5wkueqqqzJ37tzcc889Oe+889LS0rKfTwcAAADAK2nY3wfYnWuvvTbDhg3L0qVL079//yTJMccck7PPPju33nprPvrRj+7nEwIAAACwJ33yjqeWlpb853/+Z97znvd0lE5JMn78+IwaNSp33nnnfjwdAAAAAD3RJ4unxx9/PDt37syYMWO6XBs9enQ2bty4H04FAAAAQG/UVavV6v4+xMv9/Oc/z4c//OF87Wtfywc+8IFO1z772c/mrrvuyn333befTgcAAABAT/TJO57a29uTJHV1dd1er6/vk8cGAAAA4CX6ZIMzbNiwJMn27du7XHv22WczZMiQfX0kAAAAAHqpTxZPv/3bv51+/fply5YtXa5t3rw5Y8eO3feHAgAAAKBX+mTx1NjYmJNPPjl33nlnnn/++Y7xBx98MFu2bMnkyZP34+kAAAAA6Ik++XLxJHnooYfy0Y9+NMcee2z++I//ONu2bcvVV1+dQw89ND/84Q/Tv3///X1EAAAAAPagzxZPSfKTn/wk11xzTdavX5+DDjookyZNymWXXZYRI0bs76MBAAAA8Ar6dPEEAAAAwGtXn3zHEwAAAACvfYonAAAAAIpQPNEntbW17e8jAAAAFPXNb34zv/jFL/b3MaCohv19AOjOH/zBH+TSSy/NtGnT9vdRgNeRHTt2pKWlJbtef9je3p7nnnsuP/3pT/OhD31oP5+ub7r88svzqU99Km9+85u7XNu4cWMWLlyYJUuW7IeTAQeqtra2VCqV/X0MqImlS5fm6KOPzlFHHVXzvb/zne/0eG5dXV0uuOCCmp8BEsUTr9ITTzyRJ554IkcddVTq6+szYMCAmuz7q1/9KoMHD67JXq9XvoF+ZatWrcrJJ5+c4cOHZ9WqVa84/4wzzqhJbmtra5qamtLdz3Y49NBD92rP3p6tJ5+3Jy6//PJ86EMfyjve8Y6a7NcTbW1teeaZZ3LwwQenoaE2/xnbsmVLLrvssqxbt263c17NvzcPPvhgr+aPHz9+r7NeasGCBfnwhz+cI488sib77fJ///d/SZJqtZp//Md/zHvf+94cdNBBXeb9+Mc/zn/+53/WJHPXXi0tLR1ju76u/exnP8uaNWv2eu8HH3wwY8eOzaBBg3r096pWf3/Yey0tLXnwwQfz5JNP5vd///fz/PPP5/DDD9/fx+qztm/fniFDhuz2+g9+8IOcffbZryrjV7/61W6v1dfXZ9CgQRk6dOirytjF/6DsmV1fq3tqb38P8nL33HNPJkyYkIEDB9Zkv31p/Pjxqaur6/H8Bx544FVnvvnNb87TTz/9qvfpzqJFizr9+a7P9vLfg+4ar2Xx9OSTT+Y//uM/8uyzz6a9vb1L3t5kLV++PO9///tz2GGHZfny5XucW1dXl/POO6/XGQei448/Pt/97ndzwgknvOI/43V1dfn5z39e8zMonnajra0tP/3pT3PSSSft76P02o9+9KPcfffdefLJJzNv3rz8/Oc/z9vf/va85S1vqVnGvffemyuvvDIbN25MXV1dfvCDH+S6667LyJEjM2/evFe9/5QpU3LLLbdkwoQJaWxsrMGJ92zt2rUd39C8vKi577778u///u81yypdCJX+BnqXyZMn57TTTstpp52Wd73rXTX9P4/7qhD6zGc+kxUrVuTEE0/MZz7zmdTV1XVbBiUvfhF+tcXTU089lT/90z/NT37yky7/Ad7lkUce2au9X/6bxZ///OepVqs54YQTcthhh+WZZ57p+M3RaaedtlcZ3Vm1alXe97731Wy/Pdl198y9996bF154IT/4wQ9y00035eijj37Vv7FYtGhRNm7cmHP+P/a+PJyqNXz73kppOFFIRbtJpUwpMpYmdDQ7jTQjoZAoTppOhhSJDBUqxOmIo0FOA+pERKrTPNJpUoZEmcte3x+uvT7D3or17nW+36/vvq6uS2vt63322mut933e+3me+zE3x+3bt9G9e3eoqakhIyMD+fn5OHToEKPxFy5c2C5HtqPPQUskJiYiOjoaY8eOxaJFizB9+nQic6qzszNyc3MBNL4btra2Qj87ZswYxvZiYmLg7e0t8P0UExPDxIkTGY2/cOFCei5o615RFAUOh0Ps/gDsrNm1tbWIi4uj7QQFBeHq1avQ0NDA2LFjOzyutbU13NzcMGzYMFhbW7f5WQ6Hg8OHD3fYVlOcOnUKvr6++PjxIzgcDhISEhAQEABxcXEEBgay4je8fv0aAwcOJDZeXV0dqqqqiAYkmsLKygrHjh1rRQSUlJTAw8MDV69eZUw8TZky5ZvzXJ8+fWBtbc14zhZlgHLHjh2wtLTEwIEDsWPHjjY/y+FwsH379g7ZMTU1hb+/P0aNGvVN/4LD4eDcuXPttqGvr/+frD0bN27E5s2b8csvvxAZrym+dU+aoiP3x9TUtBk5c+7cOXTv3h2TJk2i/amMjAx8/vwZ5ubm7RpbGJYtWwYfHx/cv38fI0aMgIyMjMDv1RGkpaXRfxcUFMDBwQGWlpaYM2cO5OTkUFZWhgsXLiA0NBRBQUEdvoaWuHz5MhwcHPDlyxeB5ztKPPn6+kJdXR19+/aFr69vm59lk3hiyh20NyDc3ufB1NQUffr0of9uz7xACj808VRaWopdu3YhOzu7FRHw9etXAB2fgP8Ltryurg5r165FdnY2unXrhtraWlRVVSExMRE+Pj6Ii4vDsGHDGNvJy8uDtbU1RowYAUdHRwQGBgIAhg8fjkOHDoHL5WL58uWMbPTs2RNJSUnQ0dHBoEGDWk3AJB3YqKgo7N69W+iGZvLkyUTssEUIiXoDzcekSZOQlpaG2NhYSEpKYtKkSTAyMoKBgQHjzDe2CKHo6Gg6rTk6OrrD3/d74e3tjdzcXEyfPh2DBg2CmBg5mb2YmBj67/j4eBQWFuLYsWPNNkbFxcVYvXo10Q3tqFGj8OjRIxgaGhIbUxCePn2KxYsXo2fPnpgzZw5OnjwJAOjcuTN8fX3Rp08fzJ49u8Pj37hxA/b29rCyskJMTAwyMjKwadMmODk5wcLCAmlpaZgwYUKHx/fx8aH/rqysxJ49ezB27FjMnj2bdmQvXryIrKwsbNu2rcN2WuLatWtISUnByZMnsWnTJnh5eWHu3LlYuHAho/Vg27Zt+Ouvv0BRFEJCQmBmZoYBAwY0+4yYmBgkJSVhYmLC9DLwxx9/YPz48fD390dERARqa2vh4uKC1NRUbN26FWZmZozG9/HxweDBgwE0vqdsOGRsrdnl5eVYtmwZnj9/jkGDBuHly5eor69HRkYGgoKCEB0dDXV19Q6NnZ+fj9raWvrvtkDqN01NTYWbmxumTp0KExMTbNq0CUBjwMrb2xuHDx/GunXrGNuprq5GcHCwQB+xpqYGxcXFRDbpxcXF8PDwQGZmptB1joSdFy9eYM2aNYiIiEDXrl0BAMnJydi1axeqqqpgb2/P2IaHhwf8/PzQt29fzJw5E3379kVJSQn++usvvHz5EkuWLEFhYSF8fX0hIyODmTNndtiWKAOUJ06cwOzZszFw4ECcOHGizc8yIZ6kpaXprF1SmUYtYW9vT797X758wZEjRzBgwAA6Y6SsrAypqal48eIFHBwciNmVkJCApKQksfGa4lv3pCk6cn92795N/x0aGgpFRUVER0c3yxisra3F6tWrUVdX166xhYG/7ickJAg8z8TXlZeXp/92dXXF8uXLm82R/fr1w4oVK1BVVQVfX1/8+eefHbLTEkFBQRg8eDC2bNkCeXl5Yj7vxYsX0a9fP/pvNiFK7qDlfkdQZlrTdbS9z0NTP7TpM84mOJSwVe4HwObNm3H27FlMnDgRBQUF6N69OwYNGoS8vDx8/PgR3t7emDt3bofGdnNzaxdb7urqyvh69uzZg7i4OPj5+WHixIlQU1NDYmIiJCUlsXr1aigrKyMgIICxnWXLlqFz586IjIwEj8eDiooKEhMToaysjB07duDWrVs4c+YMIxtTpkxp8zyHw2nG4DMBf/Hdt28fwsPDUVNTg02bNiEtLQ2//vorfH198fPPPzO2s379emRmZsLMzEwoIcRkY8uHjo4OrKysmm2gDx8+jPr6elhYWND3iRQePnyI9PR0XLlyBQ8ePICEhAT09fUxbdq0Dr8/ubm5GD16NHr27ElnVbSF8ePHd8gO29DS0oKNjY3I6+enTJkCBwcHgb9/cnIydu/ejczMTCK2jhw5goCAAGhqagqM0pHSC7CxsUFJSQliY2MhLi7ebN5xdHREYWEhTUZ1BCoqKggPD4euri6uXbsGNzc3ZGRkAGjMrggNDSXm4Li4uKChoUHgfLxlyxZ8+PBBJJpI+fn5iI+Px7lz5/DhwwdiWVBtaTyRgpqaGvz8/GBsbIyUlBSEh4cjKSkJQOPad+fOHcTGxhKxVVhYCFlZWYiLi7c6V1tbi0ePHkFDQ4OxHbbW7G3btuHixYs4evQohg8fTr87gwYNwvLlyyEjI0MskMMGfvnlF3C5XAQEBKChoQHKysr0XBAQEIALFy7g/PnzjO3s2rULsbGxGD58OMrKyiAhIYHevXvjyZMnaGhowIYNG76Z5fU9cHJyQlpaGkxNTYVuzkgQaQ8fPsSqVaugqqoKLy8veHl54eLFi1BRUYG3tzcRbZlff/0Vr169wtGjR5u9PzweD9bW1hgwYAB27dqF7du348mTJ+0iEFpi27ZtSEpKgri4uMgDlP9b4Onpifz8fERERLTKUrezs0OPHj2wd+9eIrYSEhIQGhoKJycnjBgxArKysq0+IyqyjSQMDAywZcsWgfuAixcvYuvWrcjJyWFshy1fV11dHcHBwQL3G1evXsX69euJJEMAgKqqKgICAohm2X8v6uvrRZL5KkruoOkzUFxcjF9//RUzZszAnDlzmgUoExMTsWfPHkydOpXx9YhC+qNNUD8w9PX1qf3791MURVERERGUvb09RVEUVVFRQU2fPp3y8/MjYickJISaO3cu9enTp2bHa2pqqCVLllC7du0iYsfQ0JAKDw+nKIqivn79So0cOZK6f/8+RVEUlZiYSOnr6xOxo66uTl28eFGgnYyMDGrMmDFE7LAFVVVV+nrOnTtHzZkzhz63d+9easmSJUTsaGtr0/cnOjqasra2piiKourq6qj58+dT27dvJ2JHWVmZysrKoiiKojIzMykDAwP6XFJSEmVkZETEjiA8fPiQWrp0KTVy5EhKSUlJZHZEhQ8fPlCpqalUSkoKde7cOercuXNUcnIyFR8fT7m6ujIef8yYMfS9ESXGjBlDXbp0SeC5v/76i9LQ0CBma+TIkW3+I/UcaGhoUMnJyRRFtZ53rly5Qo0dO5bR+Hp6evRv9urVK0pJSYmes7Oysih1dXVG4zfFmDFjqMuXLws8d+XKFZHPoU+fPqVWrlxJ3yNdXV0qPDycamhoEIm9V69eMR5DXV2dys7OpiiKou7evUupqalRPB6PoqjGdUdXV5exDT6UlJSoW7duCTyXlZVF7P6wtWbr6elRsbGxAu0kJydTOjo6ROywBVVVVSo9PZ2iqNbXc+3aNUpNTY2InUmTJlE7d+6kKIqiQkNDKWdnZ4qiKOr169fUhAkTqIMHDxKxM27cOOro0aNExvoWHjx4QI0fP55SVlam1NXVib/3WlpatD/VEpcuXaK0tLQoiiIzZ0+ePLnNf1OmTGE0/v9GjB8/XqhvkJ6ezvieNIWmpiY1evRoSklJSei//wnQ0NCg/vrrL4HnTp8+TWlqarL8jZhhypQp1L59+wSe27VrF2VsbEzM1sSJE4U+byQRHx9PXbhwgaKoxjlu4sSJ1KhRoygHBweqtraWqC22uIM1a9ZQO3bsEHhu9+7dlIWFBaPxi4qKqFWrVrX5jooCP3SpXXl5OTQ1NQEAioqKdLS0V69eWLlyJaKiorBx40bGduLi4rBly5ZWoo4SEhJYuXIltm7dSkQX6cOHDxg5cqTAc3JycqioqGBsAwDExcWF1ut+/vyZmNgvWxATE6N1ArhcLgoKCmgdDx0dHSQmJhKxU1lZCWVlZQDA0KFD6Uhcly5dYGFhgdDQUCJ2JCUlUVVVBeD/ihXyRUXl5ORQXFxMxA7QeE03btxAdnY2rl+/jmfPnoHD4UBZWRn6+vrE7JSVleH27dvN0lopikJ1dTVu3LiBPXv2MLaRkZEBBwcHumyEb4OfuUgiZVxbWxs5OTki145TUlJCTEwMJk2a1Ox9rKmpQUREBFFhZFKZh98CRVF0eUhLfPnyRWiJyvdi7NixiI2NhYGBAeTl5dGzZ09cvnwZs2fPxp07d9oU5W0vJCQk8O7dO4HnCgoKBIp0M8Xnz59x5swZJCYm4tGjR5CSkoKlpSWmTZuGtLQ07N+/H69evcJvv/3W7rHZKEnicrl48uQJXX5dV1eHFy9eYOjQoaitrUVNTQ2j8f38/FBZWQmg8VmLjIwUqLFx9+5dYk002FqzP3/+DAUFBYHnevXqRa8XTPHlyxdERkYiIyMDFRUVAoVkO6JR0xLdu3dHeXm5wHPFxcXo3r07YxtAo/bRpEmTAAAjR47EqVOnAAAKCgqwtLREYmIibGxsGNvh8Xgi6WQlCKNHj8axY8ewcuVKqKmpwdLSkmhZKUVRQkuPqqur6VIUQdmE7QVJ7c1v4ezZs20+1x3NrGpPqQyJ94eiKHqea4ni4mKi/vvy5ctZ05ARpU7rmDFjEBYWBm1tbfTu3Zs+XlRUhJCQEGhpaTH+/nyw4evOmzcPBw8eBI/Hg7GxMWRkZFBSUoLTp0/j999/p0uXSWDu3LmIi4vDlClTiEpLNEV0dDR8fHxgY2MDY2NjeHl5ob6+HosXL0ZSUhJCQkLg7OxMzB5b3EFOTo5QvS1dXV3ExcUxGl+U0h9t4X8WQ0AYPXr0oBdBLpeLd+/eobq6mk6bE7YxaC+qq6uFTr61tbVCRYbbiwEDBiAvL09g+uSdO3da6W90FOPGjUNERAQmTZpEbwQ5HA54PB5OnDhBpLvV92hEkdLkGTRoEJ48eQJdXV0MGjQI9fX1KCgowLBhw1BbW9uMiGACtgghtjbQixcvxv3799HQ0AAFBQXo6OjA1tYWurq6kJKSImIDYIcQAoCwsDDIyspi48aNOHv2LMTFxTF37lykpaUhISGhXe1om6Jph6zp06djx44d4HA4GD9+vECCgQQptG7dOqxZswZGRkaYPHkypKWlUVJSgtTUVHz+/LmZHhRTNNUOECVUVVURGxsrMLX4zJkzUFFRYTT+mjVrYGFhAUtLS8TGxmL+/Pnw8PBAXFwc7t27R1Qg1dDQEIGBgVBQUGg2X1+4cAHBwcEdTtMWhOzsbCQkJCAtLQ21tbUYN24c9uzZAxMTEzoNXUNDA1VVVTh16lSHiCd/f3+6JKm8vLxVSRIJp8/ExAT79+9Hly5dsGTJEqipqcHX1xcrV65EeHg4hgwZwmj8Xr16ISIiAkDjepaamtrqM2JiYujVqxeRsieAvTV78ODBuHz5skAB9uzsbFrbiikwHQFTAAAgAElEQVQCAwMREREBOTk5DBw4UGSbTj09PYSGhkJXV5cu3+FwOKiqqkJUVBQxYr9bt260Mz5w4EC8efOGLt8YMWJEmx3c2gMtLS3k5ORAT0+PyHhNIawUUEpKCpmZmZg/fz4tNkuiNG3s2LEIDg6GtrZ2s9KqkpIShIWF0SWqubm5Ii3NJYnw8HD4+/ujc+fOkJWVbfVcM3nO2S4109bWRlBQEFRVVZvpx927dw8HDhwgqtW4fv16YmO1BVHrtDo7O2Pp0qWYOnUqtLS0aH/qxo0b6Nq1KzGihi1f19bWFm/fvkV4eDi95gGNz/GKFSuICnH36tULDx48wPTp06GhodGqsQETfTQ++N04nZycUFpailu3bsHd3R3Lly8Hl8vF8ePHiRJPbHEHP/30E54+fSpw3b5z5w7juePatWtwcnISufRHS/zQxJOqqipOnToFQ0NDDBw4EF27dkVubi4mTZqE/Px8Yi1A2WLL582bh5CQEEhJSdH1tPX19bh06RKOHDmC1atXE7Hj6OiIJUuWwMTEBAYGBuBwOIiJicGTJ0+Qn5/PmIUFGiMvLRfzyspKlJSUQFpammabSWD69OkIDAyEuLg4LCwsoK6uDh8fH6xcuRKHDh0i1oacLUKIrQ00v82mmpoa5syZA11dXeIt2wHREUIt8fjxY3h4eMDExARVVVVISEiAoaEhDA0NUVlZiYMHDyIkJKTd47bskEVRFMLCwlpp+FAEu2Xp6+sjIiICgYGBOHHiBHg8HsTExDB+/Hi4uLgwJmmaIjg4+JufIbFRt7Ozg6WlJczMzOjOSRcuXEBISAiuXLmCyMhIRuOrqqoiKSmJFv/fuHEjampqkJeXBzMzM2zevJnxNfCxadMm3LlzB2vWrIGEhASkpaVRWlqKuro6qKmpEXWSVq1ahZ9++gm//PILlixZAkVFRYGfGzBgQId1i9LT02Fubo5t27YhLCwMz58/h7+/P968eQNzc3MiwZU1a9agoKAAqampWLJkCVxdXWFtbY2rV6+iU6dOOHDgAOPx16xZA6AxY5Df3ECUYGvNNjc3x86dO9GpUydMmzYNHA4Hb9++xY0bN3D8+HFiz/aZM2fwyy+/wNPTU6SZDhs2bMCCBQvw888/Q0VFBRwOB/7+/sjPz0dNTQ3d8IQplJSUkJ6eDgMDAwwaNAgcDgd3796FpqYm3r17R6yTq729Pezs7CAuLg5NTU2BGVsdDUi0Jfjev39/fPz4ER8/fgRARvzd1dUVixcvhrGxMcaPH09v0vPy8iAuLo79+/fj6tWrOHToEOPnjq0A5YkTJzB58mT4+/sTy6bjg2QQ6Hvg6uqKRYsWYdasWRg6dCh9f168eAF5eXmi2S58iLqTc3x8PHR0dITqtDIRsAdAa+KFhoYiNzcXHz9+hLS0NGbMmIF169ahf//+jK8BYM/X7dSpE50hlJOTg/LycvTp0wf6+vrEgh188PXCKioq8OrVq1bnSRBPL1++hLu7OwAgKysLAJplqpKs8gDY4w6mT5+O4OBg9OzZE8bGxujTpw8+fPiA06dP4/Dhw4wJo69fv9JVOGzihxYXz8rKgpWVFSZMmIBDhw7B3d2ddjLS09MxadIkIsKe9+/fx9KlSyEmJiaQLf/jjz+IRBz5YpcXL16kVfH5joShoSGCg4OJpdHevXsXe/fuxa1bt9DQ0AAOhwN1dXVs2rRJpM56QUEB1q5dC0dHR8yYMYPImF+/fqUFfSMiIuiufbW1tejcuTOCg4OJRIHu3bsHCwsLOnPD19cXsbGxGD16NE0IdSTbQBDy8/Nx//59zJkzB1+/foWnpyfy8vKgoaEBNzc3IqU8ZWVlyMrKQmZmJq5du4bS0lLIyclBT08P+vr60NXVpSOpTDB27Fh4eHjAzMwMf/75JxISEmhy09nZGXV1dR0ihFpCRUUFkZGR0NbWRl5eHmxtbXHjxg0AjV2Udu3ahb///rvd4/IFkL8X8+bNa7eNtlBfX4/y8nJISUmJRGhRSUlJ6LmuXbuie/fuyM7OJmIrLS0NXl5ezTIN5OTk4ObmxrgBwIEDB2BiYsJayUt9fT1OnTrVzPEzMDDAzJkziW1ogcaNzfz584k5Q4KgoqKC0NBQTJw4Eenp6fD19cWFCxcANEajExMTGTecqKiogKSkZDPB0FevXuHevXtQUVEh2qnx7du36Nu3L5FyoLbA5prt6+uLqKgoUBTVzI65uTm2bt1KxIaamhoOHjwoksydlnj79i0OHDiAa9eu4ePHj+jVqxd0dXXh4OBA7FlISUmBs7Mz5s2bBx8fHzg4OODhw4cwNTXFn3/+idGjRxMRr246h7Ykf0gGJNhCYWEhQkNDce3aNZSUlEBKSgoGBgawt7fHwIEDkZGRgcePH8PKyooR2TV9+vRvBihJkJCqqqoIDQ0l0vyFCV6/ft2sS21HUVZWhqioKOTk5NAkioGBAZYvX07LTpDA93RyJvFcq6mpwd/fH0ZGRkhJScHhw4fpslg/Pz/cunWLSEBc1GDL1/3fBl1dXXh6emLq1Klwd3dHdnY2rly5AqCxMYy/vz/dKIYE2OIOampqYGNjg9zcXHA4HIiJiYHH44GiKBgbGyMgIICRr7h27VooKSnBycmJ8XdtD37ojCc9PT1ERkbi4cOHABq7CZWWliI9PR0aGhr49ddfidhhiy3v1KkTgoKCkJOTg6ysLJSVlaFXr140EUASampqiImJQV1dHcrLy/HTTz8RjwQJwtChQ2FnZ4ewsDBixBO/HTtft0pTUxNnz57F/fv3oaysTGShB76dUUEy0jRs2DA6jbpz585Eu9jx0adPH8ycOZOOJj158oQmolxcXCAmJoYHDx4wtlNfX0+Xc3G5XDx79ow+Z2pqil27djG2ATQSGPwUWS6Xi8+fP6OoqAhycnLo1q2bUE2Rb6EpkcQ2uQE0aoj17duX/n9DQwNyc3OJlaMI6o5XWVmJ69evIzQ0lFh3tqdPn2Lq1KmYOnUq/v33X5SVlUFSUhJDhw4lEqmPiIjAqFGjWLs3Xbp0wcKFC7Fw4UKR2gkNDYWEhAQWLFggMhtslCTNnj0bGzduxOzZs+ljXC5XJOU68vLyrGhtsLVmNzQ0YPPmzTA3N0d2djZtR0dHh2iW6vDhw/H69Wti4wnDyZMnMWHCBJG3gzY1NUVNTQ2eP38OoNFHtLS0xOHDhzFo0CC4ubkRsePt7c2aFg4bGDBgADw9PYWenzBhAhESR1jnQn6A0tjYmLENoHGeKSsrIzJWW6iqqkJISIhItfKARt9tw4YNjMf5Fvz9/fH8+XOYm5sL7eRMAmzqtIoyc4stXxcQrSaWMLx9+xafP39G7969IScnR2zc0aNH4+jRo6ivr8f58+dpqYLHjx8jLCyMeDIEW9xBt27dEB0djWvXrrUKUHa06ue/kP5oiR+aeAIamVL+Bqxnz57EUhlbYtiwYfD39xfJ2HysXLkSlpaWmDBhArS1tUVqCwDq6upQVVWFzp07o6amppm4qyjr1qWlpQWmbHYUglqBKygoQEFBAc+fP8fatWuJbZ7ZIISARgcmOjoaWVlZ9ESvo6MDCwsLohEtPt68eYNbt24hLy8P//zzDyiKwvDhw4mMLSpCqCUmTJiAkJAQDBkyBOrq6pCXl0dMTAwcHBxw6tQpIgslW+RGaWkpdu3aJdCB5demk4qgCxJglpGRweDBg1FZWQkfHx8i5QQrVqyAs7MzFixYgMGDBxPTpeGDr7vGFtggNvgg6eQJAhslSVVVVQKfNVGALa0Nttbs2bNnw9HREcbGxsQCKYLg6OiILVu2gMvlYvz48UQz95rC29sbXl5e7RJm7iialqbLyckhOTkZZWVlRLJ5+TAzMyM2VkuYmprC398fo0aN+ubvRUr8HRD9Jr0tkA5QrlmzBqGhodDQ0BCpLtW+fftErpUHNGb5P3/+HPX19fSxpvfH0dGRiJ0bN27A3t4eVlZWiImJQUZGBjZt2gQnJydYWFggLS2NCAEpap3W78ncIvFMs+XriloTqyWuXr0KT0/PZkEJLpcLd3d3uiSOCTZt2oRVq1Zhw4YNkJWVpUvmV61ahU6dOhF7npuCLe4AaJTOIBWI+i+kP1rihyOePnz40K7PkyRQRL0Q//PPP6yo0hcXF8PDwwOZmZlCO0mJKi28tLQUR48eZZwlxn8OKIpCUlISTExMBLK9mZmZdM0wCdTV1SE3NxdVVVUCdU9IONIVFRUwNzdHfn4++vfvD1lZWRQUFCA7OxtJSUmIj49Hr169GNv5+++/kZGRgYyMDLx69QqdOnXC2LFj4ejoiKlTpxITnWaDEAIadTays7Ph6+uLuLg4rF27Flu3bqW1g1xcXBjbYIvc2Lt3Ly5duoSJEyeioKCAFj3My8vDx48f4e3tLfLvAADKysrfpQH1vRAlgbJs2TL4+Pjg/v37GDFihECSg9RGly1iA2jUQfHz80OPHj0wcuRIkRDPS5YsgbOzM2pqauDj44MpU6bAzc2NLklSV1dnbGPmzJkIDw8Xem9Igi2tDbbW7MLCQpHcd6AxItrUka2vr6e1qVqW9nI4HFobkAlkZWUZd7FsD/hBtqY2+T4ECR+RX9LdFjqqBSotLU2Xa7IhZM3WJv1bYBqgbDnXv3nzBiYmJpCTk2uV3U+KsGNDK+/u3btYv369UN0bMTExYht1tjo5i1qnla3MLbZ8XVFrYjXFrVu3YGdnh379+sHW1haysrJ4//49zp49C3t7exw/frzD2pJ8jBw5EhcvXsTTp0+hpKREv5+enp4YO3ZsM23ljuK/4g6ePXvWKoDcNEDJ76j3vfh/Ibv2hyOe9PX12/WjkyBQ2FqINTU1cfnyZeJldS3h7e2N7OxszJo1C/Ly8iJxnFs6s0BjuUBDQwMoimIsRufs7Izc3FwAjU6Dra2t0M+OGTOGkS0+bt++DTs7O5SXlwt0mjkcDpGNbVBQEN6/f4+IiAgYGBjQxzMzM+Hk5ITg4GAiqaA2Njbo1q0bJkyYAFtbW0yePJnohpkPNgghoHEzc/bsWRQUFAAAFixYgB49etDaWLNmzWJsgy1y49q1a7CxsYGjoyMiIyNx+/ZtBAYG4tOnT1i0aFGbgrMkkZ6eTmzDK2oCZdu2bQCAhIQEgedJvZ8Ae8QG0Ngpr6CgAEuXLgUgGjKAjZKkDx8+4MaNG5gwYQKkpKRavTscDoexjhQfomo00BJsrdmTJ09GfHw8xo0bR3eiJQVTU1PWHdn169dj165dePXqFUaMGNGsexofJEoE2AqyLVu27Ju/YUftNM02ZUPImq1NelsgEaBsuXFkg7QrKSlpJorM1ylSUFCApaUlEhMTYWNjw8hGYGAgvn79CldXV1y5cgUSEhIwNDREeno6srOz8fvvvzO9DBpsdXK2trbGv//+i8uXL8PCwoJuPHHt2jVap5UJ2MrcYsvXff36NZycnNC7d2+oqKjg8OHD6NatG2bOnInHjx8jJiaGsWYmHyEhIRg1ahRiY2Ob+R729vawsLBAWFgYEZ28nj17tiqp43dArqmpYaxx+V9wB2fOnIGbmxt4PB6tAckHh8PByJEj2z2mKLNrvxc/HPFkb2/PupPE1kKsrKyMI0eOICMjA8OHDxfomDMlbIBGAmPjxo1EW262hDBntmfPnpg2bRrjsoRt27bhr7/+AkVRCAkJgZmZWatuDmJiYpCUlISJiQkjW3zs3bsXXbt2haenp8gIO6BRCNvOzq4Z6QQABgYGsLW1RWxsLBHiKSwsDPr6+iIRrG4KNgghPrp06dJM6NXU1JRoOQdb5EZ5eTldA66oqEhHRXr16oWVK1ciKioKGzduZGwHENyum8fjobCwEP/++y+WLVtGxI6oCRQS3Y++F2wRGwAwatQojBo1ishYwpCRkQFTU1PauRNFSdKHDx9EojcgCGxpbbC1Zvfs2RNJSUl0KYogOx11/r+ls9Q0k48UXF1dATRuokUpxs1GkA1oLLFqCb5OXm5urshlGkiCrU06INoAJdvd5gB2tPLu3r1L34vu3bvj/PnzsLCwoDshR0dHw8/Pj7EdgL1OzqLWaWUrc4stX5ctTSygMat3165drfy1Ll26YOXKldi5cydjGzweDydPnmylWcXPDHrw4AFu3brFyEZT7uDLly84cuQIBgwYgBkzZqBv374oKytDamoqXrx4AQcHB8bXBADHjh2DkpISfvvtN8TFxYGiKFhaWiItLQ1BQUEd6graVOPpe/D/NZ4IYP369azbZGsh5hNYL1++xMuXL1udJ+XE8ng8kWvUiFo0dNiwYXSL98LCQqxdu1aktfsA8ODBA3h7exMTRReG8vJyoUz4iBEjUFJSQsTO5MmTUVVVhcjISJFrSYmaEOLj7t27uHTpksBSSBLvD1vkRo8ePWgtJy6Xi3fv3qG6upouuePrCJCAoOwpDoeDnj17ws7OjnGElg9REyjjx48X2dgtwaaIqKmpKTQ1NUXa1W7jxo3YvHlzMz0cAER1cNjsSsSW1gZba3ZmZiadFVRRUYGKiopWdkjh7NmzyMjIoDXKbt68CQ8PDzg5OWH69OlEbPj4+BAZ51tgI8gGCM9yXbhwIXbu3InExEQiGmCVlZXw9fVFRkYGKioqBK5xTLMf2dqkA6IPUDbFjRs3kJGRQess3b17F4GBgVi3bh3jUiE+2NDKq6mpoXVGhwwZgidPntDn5s+fj7179zK2wceaNWtoQis2Nhbz58+Hh4cH4uLi6E7OJEFRFPLy8lBeXg4ZGRkYGRkR+c3YytwCBPu6kydPJrp+i1oTqyk6d+4sNMu2a9euzXTGOoqQkBCEhISgW7duoCgKnTt3hpiYGD59+gQxMTEsWrSIsY2m3IGnpyc0NTURERHR7Pmys7ODnZ0dLTrOFAUFBfDy8oKKigp0dHQQExMDRUVFKCoqorCwEOHh4e1uEtRS40kY/r/Gk4jwPdGDllkwHQFbC/Hjx4+JjPMtaGlpIScnh5WWyXl5ecjJyUFFRQVkZGQwceLENtu3dwTfcmJJtbDt0aOHyHQ2mkJBQQH3799vlfEEAPfu3RNYltARsKUlBTTeg9DQUNphlpaWhp6eHuzs7KCgoEDERmJiIjw8PISWVJDYBLJFbqiqquLUqVMwNDTEwIED0bVrV+Tm5mLSpEnIz88n6sSIovuJIIh6s9lWOr6YmBi6d++OoUOHQl9fn7EzyxaxAQgnhUhCQkJCJGW27cHbt2//x+nKsbVms/WOnj17Fq6urs0CaVJSUpCTk8OGDRvQtWtXIsK1TTuFihJsBNm+BSMjI2KaO76+vjh58iTGjBkDbW1tkWRwsblJF3WAko+MjAzY2tpixIgRNPEkJiaGN2/eYPny5YiKiiLSOYsNrTxpaWm6Qx+Xy0V5eTmdmSolJdVuLZu28K1Ozh3J2BCGiIgIhIaGoqamht40S0pKws3Nje5y1lGwlbkFAL///jt69+6N6dOn4/79+1i7di0+fPiAqVOnws/PDxISEoxtiFoTqylGjBiBU6dO0WVvTZGUlERkfk1OToaxsTH279+PwMBAlJaWwsvLC3l5eVi7di3xgOXZs2fh5eUl0A9csGABsZJIHo9Hl/hyuVxaygAApkyZgi1btrR7TLaCNm3hhyaepkyZIrK6+qZgcyHmQ1RtK4HGlEM7OzuIi4tDU1OzldAiwDw9r66uDuvXr0dGRkYzIiAgIADz5s0jKo5cXV2N4OBgkbewNTY2xunTp2FoaMh4rLZgamqKQ4cOgcvlNouknjt3DuHh4Vi8eDERO2xpSd25cwcrVqwAh8OBpqYmZGRkUFJSgnPnziEtLQ2///47kYUyIiIC48aNg4+PDxQUFERWkstGN7PVq1fDysoKNjY2OHToEH7++Wds3rwZBgYGSE9PJ9JJpCXq6+tx9+5dlJeXQ1ZWFioqKiLpanXz5k1kZ2fj06dP6NOnD7S1tYlEnMPCwkBRlEABV359PYfDgbKyMo4dO8aIRGaL2ADYIYUcHBzg7e2N6upqoZo7TDVSampqEBYWJjSd/v3798QijWxpbTSFKNdsPmpra3H37l363VFRUSFaKn3kyBGYmZk1W58VFRURFRWFLVu24ODBg8Q6JrHRuZXNIJswvHjxgoioNNBYhm9tbU2szFoQ2Nyk8yHqAGVISAgmTJiAAwcO0MdUVFSQkpKC9evXIzAwEFFRUYztsKGVp62tjYiICGhoaKB///6QlpbG2bNnsWLFCly5coVoluq///7LSifnP/74A35+ftDX18esWbMgLS2NkpISnDlzBu7u7ujVqxemTJnS4fHZytw6duwYfH19YWtri+nTp8PLyws8Hg9Lly7Fn3/+ieDgYCJrj6g1sVraWrNmDaysrDBv3jz07dsXxcXF+PPPP5GVlUWkjLiwsBCbN2+GmJgYlJWVERQUBKCx5HL16tWIj4/HwoULGdvhg6IoVFZWCjxXXFxMN3NgCnl5ebx8+RI6Ojrgcrmoqalplggh7Du0BbaCNm2BQ7HZGuT/MQjSNKiqqkJOTg5ev36NLVu2ECnnWb9+PSorKxEWFoYuXbpAW1sbW7duxezZs3Hw4EHExsYiIyODsR1A9G0rATRb0EWlr+Dr60tvxGbOnAkZGRkUFxfjzJkzCA0NxYYNG2BpacnIBh+7du2iW9iWlZW1amG7YcMGgTo27cWpU6fg4+ODESNGQEtLq1XWCYfDgZWVFWM7tbW1WLZsGe7du4euXbtCRkYGpaWlqKurg7KyMmJiYgSShe2FoaEhli9fLvA+REZGIjY2lkikfcWKFSgrK8PRo0ebaZMUFRVhxYoVGDx4cKtWoB2BqqoqgoODRUoMfk83s+vXrxOxlZ2djYcPH8LS0hKVlZXYsGEDrRXg6+tLLPMNEG20kQ8ej4fNmzcjOTm5lcji9OnTsW/fPkZk4c2bN2FlZYVVq1Zh3rx5kJOTQ0lJCZKTkxEaGopdu3ahe/fu2L59O2bPns0oWltSUoKlS5dCWloacXFxOHnyJLZu3Up/fxcXF2LzW0JCAkJDQ+Hk5CQyUkhLSwvV1dVtbpCZrgmenp44fvw4hgwZgoqKCppQe/bsGXg8HhwdHYmVdQKgyw/4611KSopIdOXYWLMB4OTJk9izZw8qKyvpd7R79+5wcXHBkiVLiNjQ0NBAcHCwQLF0/tx3+/ZtxnYEZdsWFRWhqKgIgwcPJpZte/fuXdjZ2WHx4sUiC7IBENhMgK+Td/r06VakR0ehrq6OgwcPtrs8oz24d+8eLCwsoKqqitjYWPj6+iI2NhajR4+mN+m//fYbEVvCApQcDodogHLs2LEIDAwUKInx999/w8XF5bs6E3YUJLXyXr58iYULF2LIkCE4ceIEDh06hICAAMjIyODDhw+wtLQkRqwrKSlBUVERRkZGmDZtGl35QRozZszAqFGjBGpTOTk5obCwEPHx8Yxs5Ofn4/79+5gzZw6+fv0KT09Pej1wc3MT2BW7vZg1axY0NTWxfft2lJSUYMKECfDw8MDSpUsRFRWF6OhopKWlMbbDx5cvXyAuLg6gsWsjKU2sloiKisL+/ftRU1NDB/G6desGBwcHrFq1ivH4GhoaCA0Nha6uLh4/foz58+fjzp076NSpE7Kzs+Hk5IScnBwCV9KI9evX48GDBwgPD6dJVaBx7rO1tYWenh6RAPKePXuQlJSEnTt3wtjYGLNmzYKysjJsbGzg5eWF9+/fIzk5mbGdCxcu4OrVqygqKoKHhwf++ecfaGhoYNCgQYzHFoQfOuNpzZo1Qs85OTnh5s2bRIgntthyNtpWAuy0Y0xJSYGNjU2ze6SgoAA7OzvU1dUhPj6e2MaMjRa2AOho1Y0bNwQ6KaSIJwkJCcTFxeHUqVPIzs5GeXk51NXVoaurizlz5hCLcLOlJXXnzh3s3r27lSCunJwc7O3tacFupujXrx+dmSgqsNnNTFdXl95g9OzZk+jYTSHqaCMfx44dQ3JyMqytrbFgwQL07dsXRUVFOHnyJCIjIxEVFcVIi2Xv3r0wNzdvJgwpLy8PGxsb1NTUIC4uDidOnEBRURGOHj3KiHhiUzDf19cX1dXVbX5fpqTQ8uXLRb4mpKWlYfHixdixYwdCQ0ORn58Pf39/vHr1Cubm5sTLhtjQlWNrzb58+TK2bt0KDQ0NzJ8/nyZqEhMT8dtvv6F///5ESK4ePXo0I9Ca4v3790TKRAD2sm35UfLg4GCRipi3FfXX0tIici1AI0n26NEjkRJP3yqv2rRpEzFb+/fvR1ZWFjZs2CAwQDls2DAifmKXLl2ElqB9+vSJ8fgt8fXrV3z69KkZmca3zzRIMGjQIJw/f55+bm1sbCAmJkavPSR8UD727duHy5cvIy4uDgcPHkT//v0xdepUGBkZQVNTk9ic/ebNG6HP1dy5c+Hk5MTYBhuZWy9fvqTf9aysLHA4HDoQOmLECOLVMeLi4igoKMCnT58gLS1NTIOvJVasWIFffvkFt27dQkVFBaSkpKChoUEsM3XYsGG4efMmdHV1weVy0dDQgGfPnkFJSQkfP36k9U5JwdXVFYsWLcKsWbMwdOhQ2ud98eIF5OXlic1x9vb2uHfvHmJiYmBsbAxHR0c4Ojri9OnTAJiXzdXV1WHt2rXIzs5Gt27dUFtbi6qqKiQmJsLHxwdxcXHNiDVS+KGJp7ZgZmYGNzc3bN26lfFYbNU5s9W2ko12jOXl5UIjiePGjcOxY8eI2WKjhS0AopEKYfjy5QvKysogJyeH+fPno6ioiD5XVFSEBw8eEBPCZEtL6qeffkJDQ4PAc926dSOmV7RkyRJERkbC0NCQSPRKENjsZgYAubm5tC6WjIwM9PT06G53pBAdHY2ZM2e2ijaamZnByckJBw8eJEI8JSQkwMLCgtbYABozQ/jzaWJiIiPi6eHDh7C3txd4bty4cThy5AiARieHhAPIlmA+G8j0VWYAACAASURBVKQQG007SkpK6DKtkSNH0s4Xl8uFlZUVkpKSiGSm8nHz5k1kZmYKFWEmIfrN1pp9+PBhGBgYICIiotnxBQsWwMrKCpGRkUSIJwMDA4SEhGDMmDHNnu1nz54hNDRU4FrREbDVuZWNIBsg2DfgN2hgmrnVlDBZuXIlHQzQ1tYWmMHFlNgAhG/S6+vrUVpaSmzDyVaAcvz48Th48CAMDAyaBcDKyspw+PBhaGlpMbYBNJbpuLm5IScnR2jAkwTR2bt372blo9bW1kTnTj74axqPx8PNmzeRnp6Ov//+G8ePH4eUlBQmT55MJCtt4MCBePbsmcBs9bdv3xIpXebxeDh9+nQrndGZM2cSK63q0aMHHfzMyspCv3796Oyjd+/eoXfv3kTsAI3SGwEBAXj79i19TEFBAZs3b8a0adOI2eGjZ8+emDhxYqvjVVVVjP3tuXPnwsfHBw0NDXB0dIS2tjY8PDywePFiREZGEtcF5nK5OHfuHKKiopCTk4P3799DWloa69evx/Lly4nNbz169EBMTAxKS0sBANOmTUNMTAxu376NMWPGYNy4cYzGDwwMxO3btxEcHIyJEyfSe24fHx+sXr0awcHBCAgIYHwdLfH/iSchKCsrQ01NDbHx2GDL2WhbCeC7UoqZLsRqampIT08XuJDk5eVBRUWF0fhNwUYLWwDEhG+FISMjA+7u7tDS0kJAQAB4PB4dqeVHzk6fPo2UlBQ6vZYJ2NKSMjc3x4EDB6ClpYW+ffvSxysrK3H48GFitdvv37/HmzdvMHHiRIwaNUpgKSTTTSBb3cwqKyvh6OiIrKwsUBQFMTEx8Hg8hIWFYerUqQgICCDyDADsRBv5dgQ5LkCjZtLJkycZjS8tLY07d+4ILKe4c+cOpKSkAIDW52MKNgTzAXZIITYadUhISNCaYVwut9k8PXLkyGYONFOw0WgAYG/NfvTokdAW6YsXLyYW/NqwYQMyMzNhZmaGIUOG0OU7L168QJ8+fZqRxkzAVratjo4OZGVlBc6VtbW1xDr+iNI30NfXb0aeURTVZkCV6TVNnToV5ubmAgmfe/fuYenSpcR+N7YClI6Ojpg/fz6MjIygpaVFP9c3btwAh8PBvn37iNjx9vZGbm4upk+fjkGDBolE/B1o9A+OHTvWau1Zvny5SDS4xMTEoKWlBUVFRaiqquLEiRPIzc1FUlISEeLJxcUFLi4u6N+/f7Ou0dnZ2QgJCWFso6ioCJaWlnj+/DkkJCTQp08f5OXl4cyZM4iLi8ORI0eIkA3Kyso4cuQIamtrceHCBTrI/+DBAxw8eJAx0cDHqVOn4ObmhtGjR2PRokW0bmpycjIcHBwQFhZGTHKioaEBJ06cEKqh++jRI8bl10uXLkVJSQndGdbd3R0rVqyAh4cHfvrpJ6KawHz06dMHGzZsID6uIMjIyKC2thafP3+GiooKkUYGQCNxv27dOkybNq1ZcF9BQQFr164lNq+1xA9NPKWkpLQ6xq+rP3r0KLHMEP64ombL2WhbCQDLli0TuSj7hg0bYGdnB4qisHDhQvTv3x9lZWVISUnBsWPH8Ntvv+Hu3bv055noLLDRwpaPZ8+etZqAmwpLx8bGdmjc/Px8rFu3DoqKiq2ImIiICIwcORIPHjyAjY0Nzp8/T6SUx9LSEleuXIGzszPc3d1pLan6+nqMHj2a0Ya3afSNoii8efMGxsbGGD9+PGRlZVFRUYGcnBx8/foVw4cPZ3wtQGMUnR95EbSRJhH5Zqub2b59+5CXl4dff/0Vpqam6NOnDz58+IAzZ84gICAAwcHBxBZNNqKNQOPi2zSDrymKi4sZZ77NmDEDhw8fhqSkJGbMmEH/ZsnJyQgPD8eSJUvw6dMnHD9+HKqqqoxssSWY3xT379+n6/htbGyQn58PNTU1IsLjbDTqUFJSwpUrV2BgYAAulwsOh4N79+5h3LhxeP/+PdFNWmRkJNTV1bF79256TRAF2Fqzu3fvji9fvgg89+XLF2Ll5HJycjhz5gyOHTuG3NxcvH//Hr169cLKlSuxevVqItk0AHvZtlOnTkVcXJxAX/D27duws7Pr8KapPaXPTMrw7e3tWcna4uPt27fw8/PDq1evsH37dpGRJwB7Acphw4YhMTERISEhyM3NxcePH9GrVy9MnDgR69evJ1aOcu3aNTg5OREtd2uJgoICLFu2DGVlZRgyZAhkZWVRWlqKAwcOICkpCXFxcc0CfEzA92uvX7+O7OxsPH36FAAwfPhwrFq1SqAWXEfg7+8PiqLg4uKCrVu3ol+/figrK0NFRQUoimrWFZLD4eCff/5p1/h+fn4oKSlBaGhos+ztCxcuYMuWLfDz8yOSTLBp0yasXr0aLi4ukJOToystrK2t0alTJ2LdLSMjI2FkZNRKN87a2ho2NjYIDAwkRjwFBwcjLCwMPXv2RENDA8TFxdGpUyd8/PgRYmJiMDc3J2KnqT87cuRIpKam4vnz51BUVCRCCqakpEBPTw9SUlICuYOWIJW9fvPmTezfvx+3bt0Cj8dDp06dMG7cOGzcuJGxvuCHDx+EBnDk5ORQUVHBaHxh+KGJJ2dn52bZIE2hoKBApIMEwB5bzkbbSgACWdDKykpcv34dubm5RLoU8Cej+Pj4ZpkM/Hvl7u5O/5+pzgIbLWwB4MyZM3BzcwOPx6MdQf71cDgcoRPA9+Do0aNQUFBAXFxcq42MlJQUZGRkYGhoCH19fWLEkyi1pPLz85v9n+8IPX/+nO74wo/MkRLjZqPlOFvdzC5cuAB7e3ssW7aMPiYjI4PVq1ejuroa8fHxxIgnUUcb+dDR0UFYWBj09PSaZQi8efOGPs4EDg4OePHiBby8vODt7U1niVEUhUmTJmHDhg04f/48bt++jaNHjzKytW/fPgwcOFCoYP6ePXuICOYDjUEPDw8PJCUl0fPlwoULcfjwYRQWFiIuLo7xcycok6Vlow6mWLx4MVxcXFBbWwtPT09MmjQJ7u7umDFjBhISEojN00BjNtqBAwcwePBgYmMKAltrtrKyMuLi4mBiYtKMCODxeIiNjWVMpDYFycwmYRBltq2fnx/dLYiiKERGRrbSFwQahceZaFa19JNa+gQtj3eUjGAj47ElFi1ahISEBBQWFmL//v0iK11nM0A5dOhQIr5tW/j69avIBLj58PPzg7i4OJKSkpqVIPGFkX19fYld5/jx49HQ0AAulwstLS1YWlpCT0+PGAHNh4qKCtEqiJb4+++/4eTk1EoywMTEBO/evcOhQ4eIEE8jRozAhQsXkJ+fjxEjRtDzi7e3N8aOHUukYQLQ2G1QUGdLDoeDJUuWECO4gMY5md/8JSgoCMXFxfD29sbt27exZs0aKCoqErPVFD179sSYMWOIjefs7Iy4uDiMHTu2Te4AaPwdSRBPf//9N2xtbSEjI4MFCxbQGnbp6elYunQpjh8/zmhOGzBgAPLy8oRm+TPNUheGH5p4io6ObnWMX1evpKRELErEFlvORttKQDiTu3DhQuzcuROJiYnQ1tZmZIMtbQWAnRa2QKM4spKSEn777TfExcWBoihYWloiLS0NQUFBjModrl+/jlWrVgmNnvNhYmJCVENIXFwcCxYswIIFC4iNCbBDAv0XYKtNe1VVlVAic+zYsa20XphA1NFGPhwdHZGeng5TU1NoamrS81teXh4kJCQYl/R16dIFISEhtLbPhw8fICkpSbcFDwwMhIWFBc6fP894QWZLMB9ozHg8ffo03NzcYGJiQmv5ODs7w97eHgcOHICnpycjG2w06pg5cyaqq6vpedrDwwOrVq1CWFgY0UAR0NhooGnnSVGBrTV73bp1WLJkCebMmYNZs2bRds6cOYOCggJ6/iGBqqoqREdHIysrC58/f0bv3r2ho6MDCwsLYtoXosy27dWrFz0/cjgcpKamtvqMmJgYevXqhXXr1nXYTlNdp4KCAjg4OMDS0hJz5syBnJwcysrKcOHCBYSGhtLtwUmgrKwMlZWV4HK5qKurw4EDB/D69WvMnj1bIAHaEcyePRtGRkZwcHCAhYUFDh06RCyo0hRsBiiBxvtUVVUlcMNJoruhtrY2cnJyRCr+fv36dWzbtq2V7o2qqiocHR2JdOPiY/DgwXj+/Dk+fvyIT58+oaqqCtXV1cSJJ6Yiy99CQ0MD+vXrJ/Dc8OHDia0V7u7usLW1bfUsTZo0Cc+fP8emTZuIBKQGDhyIV69eCTxXVlaG/v37M7bBx7t37+Du7g4xMTGMHj0aly5dAtDYiW716tVISEhgLMtRXV2Nffv24dKlS6iqqhKoyXjz5k1GNqKjo+lAkCDuQBQIDg7GuHHjEBkZ2SyQ7+bmhpUrV2Lv3r2IiYnp8Pjz5s1DSEgIpKSkaF2v+vp6XLp0CUeOHMHq1asZX4Mg/NDEk4aGRps6J9nZ2UQWALbY8okTJ8Ld3R379+9HZmZms7aVmzZtEolwbUsYGRkRYcvZEDBviqadBeXk5JCcnEy3sK2rqyNio6CgAF5eXlBRUYGOjg5iYmKgqKgIRUVFFBYWIjw8vMPPW3Fxcat0bw6HA3V19WYCogMHDkRZWRmj62iKoqIiXL58WehkL8qUcdJoaGjA0aNH21y8zp07x8gGW93M9PT0cO7cOYHp0n///TcxrQBA9NFGPuTk5HDy5EkEBgbi+vXryMnJgZSUFL3B4XK5ROyMGzeO/n1ycnIQExODy5cvg8fjEetWwpZgPtAoym5lZYUVK1Y0s6mhoYF169YREa9uCyQbdTQtI+7Xrx9SUlJQWlpKrLSKD3Nzc4SHh8PAwIAYWSIIbK3Z6urqCAwMhKenZ7OM5X79+mHfvn3ENroVFRUwNzdHfn4++vfvD1lZWRQUFCA7OxtJSUmIj48nErUXZbbtmjVraCJVSUmJjnKTRtOsTVdXVyxfvrwZkdWvXz+sWLECVVVV8PX1xZ9//snY5p07d7B69WosWrQImzZtgpeXF+Lj4/HTTz/h4sWLCAoKgpGREWM7QKO21PHjx2FtbY1Fixbh4MGDxHQF+WArQJmfnw9HR8dWmdgAc1KraUbW9OnTsWPHDnA4HIwfP15gphhTgktcXFzonNa3b1+iv2dycjKKi4uRmZmJa9euITAwEDt27ICCggL09PSgr68PExMTYvZu3ryJ7OxsfPr0CX369IG2tjYRyRQjIyOcOHFCYJOUU6dOMWrMwBf/pygKSUlJMDExEXjfMzMzkZWV1WE7TbFx40a4u7tjwIABzYTEc3NzGQfBW6JpOTmXy8XLly/x9etXdO7cGWPGjCGiw7Z7927Ex8djzJgxkJeXF0l57/jx4wX+LUo8efIEAQEBrdaz7t27w8rKCq6urozGt7a2xsOHD+Hr60sTznwy39DQsM2AIhP80MSTg4MDgoODW2n41NbWYvfu3fjjjz+IiCCyxZYDom9b+S28ePGiw3oR/1UN7ZkzZzB79uxWx/v06YM7d+5g8+bNOH/+PGM7PB6PjvRwuVw6cg80aqQwKUfp1q1bK4JMTEwMf/zxR7Nj1dXVxMQjL1++DAcHB6HaIaSIp8rKSgQGBuLmzZsCa46FRaXbC39/fxw5cgQDBgzAgAEDRObQiqqbWdN3RktLC/7+/qisrMSsWbNoXazU1FRcuHCBmGgxIPpoY1MMHDhQqEgyKdTV1eHMmTOIiYnBs2fPwOFwoKuri/nz5xOzwZZgPtAYcRTWyXDIkCFC24STAulGHU3B4XCIkU4tdeUeP34MQ0NDKCkpter+RaLRAB9srdlGRkYwMjJCQUEBysvLISUlRVxHLCgoCO/fv0dEREQz/aXMzEw4OTkhODiYSLe5GzduYNSoUQKzbcvLy5GamkpkTk1LSyOmd9MWHjx4AFtbW4HnVFRUcOjQISJ2Dhw4AAUFBSxYsAD19fU4e/YsFi1ahJ07d8LV1RURERHEiCcAGDVqFP744w9YWVnBwsKCUYaYILAVoNy9ezeKiopga2tLfGO7cOHCVuLvYWFhrTJbSGVtzZkzhybVm5aKNjQ0ICYmhniAum/fvjAzM4OZmRkoisK9e/cQERFBZ6mR2GPxeDxs3rwZycnJzbLROBwOXebVXn+uqQYbPxg9b948zJgxo5k/de/ePUalxc7OzsjNzaW/r7B5AACj0jE1NbVmv0F9fT3Wr18PCQkJyMjI4NOnT/j06RO6dOmCwMBAYs+BoqIi8vLyoKenBy6XCx6Ph6dPn2L06NH4+PGj0ABce3Dp0iXY2NiwJvYNNAbdDxw40Cqz19bWlljGmKysLD5+/Cjw3NevX+mGNx1Fp06dEBQUhJycHFy7do3WruOTwqLCD008Xbt2Da6urvD396dfyJs3b8Ld3R2vXr3CvHnziNgRJVsuCMLaVpKCIFFMvij76dOnBdaLfg/+ixpaoDG9VUJCAsbGxvSxL1++ICgoCJGRkYxfbj7k5eXx8uVL6OjogMvloqamBq9fv6bbpfJ1JTqCAQMG4P79+98UBLx16xaxzJCgoCAMHjwYW7ZsEVmUAQC2b9+Oc+fOYfTo0Rg8eLDICKGzZ89i4cKF+O2330QyPvB/U/8FQUxMDN27d8ewYcMwY8aMdhOEgt6Z9PR0pKentzq+adMmYtlVfNTV1QktQ+hoan17SREmKfzv3r1DbGwsTp48iYqKCnA4HCxevBjW1tZEat3/C8F8oNF5efz4scB5+cmTJ0SIG1E16tDQ0GjX+37r1q0O2QFa68rxS4P4zQBECVGv2Xx8+fKFJpuuXr2K69evY8qUKUIDY+1Famoq7OzsWol+GxgYwNbWFrGxsUSIp+XLlwsV/X748CHc3d2J+Afy8vIoKyvD7du3hTYEIVGaJCMjI1Rr4+rVq8Tuz507d+Dl5YUhQ4YgOzsbtbW19Dowa9YsotoufMjLy+PEiROwsbGBr68v0fX71KlTQs9xOBz06NEDQ4YMYSz+zW/UQVpSAGAncNO0ouLLly948OABjIyMMG3aNHrtuXLlCoqLi4mUDLYEP+spIyMDWVlZqKiogLy8PLHSzmPHjiE5ORnW1tZYsGAB+vbti6KiIpw8eRKRkZGIiorCypUr2zWmoDLnR48eCSTKvL29m+lptgfbtm3DX3/9BYqiEBISAjMzs1b+hpiYGCQlJRllh5mamrLaZICPefPmwdPTEw0NDdiwYQN0dHTg4eGBRYsW4ciRI61KPjuCmpoa6OjoEPi234f3799j/vz5KC8vx5gxYyArK4uioiIkJiYiLS0Nf/75J5HS4rVr12L//v0YNWpUM+23169fIygoiFhFiba2NmN5nPbghyaeQkJCYG9vj19//RU7duzA/v37ER0dDTk5uVYRu/aCLba86WbmWyAVpW1Ld0JLS6vDjuV/UUMLNOoRbNy4EcHBwTA0NMSjR4+wefNmPH36FDNmzCAijAsAkydPxv79+9G7d28YGxtj+PDhCAkJgY2NDWJiYhi1UJ88eTJOnDjRZjvcsrIyJCYmtuuZaQvPnz9HQECAyCf8zMxMVqIZFRUV+Pnnn0Vq4+bNmygqKkJdXR06deqE3r1701GfpuTQ4cOH8ccff7SLFGDznWmK4uJieHh4IDMzUyhR3NGoZstW4N9CR+zcuHEDMTExSE9PB4/Hw4QJEzBr1iy4urpi1qxZxAQW/wvBfKCxpDssLAyDBg2iiWkOh4OHDx8iIiKCCAEpqkYdU6dObSa6fOHCBUhISGDixIno27cvPn78iMzMTFRVVTHWiWBLV+6/WLOLi4uxbt066Ovrw9HREceOHYOvry8oisK+fftw/PhxIhuA8vJyodpyI0aMQElJSYfHdnd3R2lpKYDGZ8HX11fgWvf8+XMinRoBICMjAw4ODs2y0vmZJwCI2Zk3bx4OHjwIHo8HY2Njusvl6dOn8fvvvxMr8f3y5Qv9m2VnZ0NCQoLOouDxeEQ6LM+bN6+Vdp2kpCSioqLg7OzcTNuKKdzc3ASKsjc9xuFwMHnyZAQGBna41E9cXJwY+dcSpALcbeHEiROtjpWUlOD3339vdTwsLAwODg5E7O7duxcZGRl49uwZKIrC6NGjsWzZMkybNo3IfMNHQkICLCwsmu2luFwuNm7ciJqaGiQmJrabeCL5nLaFYcOG0ZmAhYWFWLt2LbHgcFPs3r2b+JjfA3Nzc5SWluLly5cAGufxFStWYPv27ZCUlCRC3CsrK+PBgwci1UZrioCAAACNxHdTcfTnz59j1apVCAoKgpeXV4fGbhkwKS8vx4IFC+gOlBUVFXj69Cm6dOmCy5cvd5jwLCkpQUJCAnJzc1FSUgIOh4N+/fpBV1cXc+fORZ8+fTo07veAQwnbKfwgyMjIgL29Pbp164bPnz9j0aJFcHFxYdyFoz2TKpP0WUFZVG2BhHP99u3bVsf4ouykui6wDXd3d6SkpGDu3LlITExE7969sWPHDmIRGaBRdHXt2rUAgJiYGKSmpsLR0ZEuTfTx8cHcuXM7NHZxcTFmzZqFfv36wdvbu1VnlPz8fLi6uqK0tBTnzp0jUm5naGiIrVu3NqsRFwW0tbWxd+9ekWcE/PLLL/jll1+ItXcVhLS0NLi4uMDDwwNz5sxB586d0dDQgL/++gs7d+7E7t27MWDAADg5OUFbW1uk2Vek4OTkhLS0NJiamgrNfOtoicWBAwfoTcSXL1/oUsgZM2agb9++KCsrQ2pqKl68eAEHBwesWrWqXePPmTMHT58+Rf/+/TFv3jzMnz8f/fv3R3V1NcaOHSsyfRc2UVNTg1WrVuHOnTvo1KkTvn79CklJSXz69AmjR49GTExMq1Ky9oJfKtAUpBt1HDp0CCkpKYiOjm624a+ursbq1auhpqZGJJvme1BVVdVhH+G/WLP/D3tnHldz9v/x1y1LhSxJY6ksMVLKUmTaULJEGFQiIU3aUygUBhVD0o6KSVOTdhnGWLJEUVnGNrbC6IsWLdr33x897ud3q1t0P+fzsc3zr3Hvnc+5t7qfc87rvN+vl6urKy5evIjdu3dj2rRp0NTUxIgRI+Di4oJt27ahf//+CAoKoj2Ovr4+5s2bR81zvAQFBSEuLk7gz5OQkICAgAAAzVVoEhISbbwvhIWFIS4uDgsLC8yaNUugcXjhbpqcnZ1x8uRJdO3aFQsWLMCFCxcQFxeH48ePE0kEbGhooJIneb8rHA4HZmZmxDxXDAwMoK2tDXt7e8ydOxdDhw6l2vgcHBzw5s0bxMTEEBmLDa5evQpbW1vMnDmTMucvLCzEH3/8gYSEBGzatAl1dXXw9fWFhYUFrK2tBRrH2dkZvXv3Jhr60B5smPOzhaKiIlRUVKCrqwsdHR2iptW8KCkpISAggO8a8fLly7C3t8fff//NyNhfGw0NDcjIyGBUxKmoqEBOTg6GDx9OJPHyzp07sLe3x/r166GqqsrXI5NU5wrQ7KFqZ2eHpUuXtnkuKioKwcHBSE1NFejanRWSBDEXP3XqFNzc3FBVVQUOh4O+ffsCaD58b2hoQK9eveDp6Um07ZqXb154AponL2tra2hpaVELG7rwE2c6gtdo8nMlOTkZISEhePnyJQYNGgQzMzO+XzxSsFHizsumTZuQmJiIH374Ab6+vsS8kFpTWFhInQjeunULt2/fxrhx42gbPl+9ehXr1q1DeXk55OTkqJaKV69e4Z9//kHPnj0RFBQEVVVV2p8BaFb9uf36TLXZAc2tdnV1dfD09GRsDKC5pWHr1q345ZdfoKKiwshnMjAwwJw5c/huzMLCwpCcnIwTJ04gLi4O/v7+uHz5ssBjsfX9UVFRga2tbadPFDvLrl27kJ2djdDQ0Da+fNbW1ujRowf27t3bqWuOHj0aY8aMgaOjI6ZMmUKdiH9q4YmOsMGP+vp6JCcnt+njX7BgAS0jZqBZ1BYREaHmsLKyMoSEhODJkycYPXo0Vq1aRaQyRENDA5s3b+bbQnX27Fls3bqVWKVYQ0MDoqOjkZ6e3uL709jYiKqqKvzzzz+4ffs2kbHYQENDA/b29jA0NMTDhw/x448/IjAwEDo6Ojhz5gy2bduGGzdu0B4nMDAQoaGh8PDwaPF74i50jY2NiYgoTJp+8zJhwgS4ubnhxx9/REJCAuLi4hAVFQWgucqvpqaGaErsixcvcOPGDZSUlKBfv35QV1cnGml9/PhxbNu2DT169EBlZSUOHjwIbW1tLFmyBPfv38e+ffugr6/f6euGhITAwMAAUlJSfK0YeCEZOrJ69WoMGjSIbyrnzp078eLFC4SFheHw4cNITEzEn3/+KdA4V65cwcaNGzFt2jSoqKjw3diSaO3kZ86fl5eHvLw8DB06lJg5P1u8f/+elfc7ffp0WFlZ8W2FjI2Nhbe3N+254enTp23mA971VGRkpEDXVVZWRnh4OMaNG9fGh6k1dFKBeSksLMTOnTv5zm/19fUABK9S/xSoqamhoqKCeu/8IPl5xo8fDz8/v3Zbo21sbHDv3j1i45Hkzp07MDExwciRI+Ho6AhNTU2q0rW6uhrp6enw9/fH06dPERsbS7Qykcs312rXXnrc8OHDceHCBdja2lKiAIfDwbZt2wQa53MUkuhsZv78809s3LiROsF+9eoVduzYgerq6k5XGXwMTJe48yaJcDE2NkZ2djb+/vtvZGRktGhzItn3zluGPmHCBGKLZw0NDZw4cQKHDx/GX3/9hadPnwJo9g9ZuHAh8RJecXFxPHjwALNmzcL48ePbLMbofH94cXFxgZGREUxMTNodx8bGhvY4+/fvR1lZGczMzMDhcNqU5ZOY9F+8eIExY8bwfW7kyJF4/vw5APrpg2y1iADNixVuiyyTnDx5Eh4eHm1EJ6A5HXD9+vWdvubOnTtx/PhxWFpaomfPnjAwMIChoSHlu8YUbAsbXbp0oQxeSdHU1IStW7ciLi4OTk5OsLCwQH19PVasWIFHjx5BQkICaWlpOHv2LGJiYmif1ldWVvL93QPN/DjlswAAIABJREFU/mIkTEq5BAQEIDg4GD179kRDQwO6du0KYWFhFBcXQ0hIiNGqSF5ICZClpaWQlZUFAKSlpUFYWJjydBAXF0dtbS3tMQDA3Nwcly5dgpOTEzZt2oT+/fujsLAQtbW1GDNmDOzs7IiM8+jRIyLX+RC1tbXUWk5GRoaaU4FmoWHnzp1Exxs6dCiGDh1K9Jq8GBkZoVevXsjIyICmpibVeisnJ4dVq1YJLJ54e3tj4sSJkJKS6tCKASArPN26dQtmZmZ8n9PW1kZ8fDwAYOzYsbQEQm66U2JiIhITE9s8T8pzlC1z/suXLyMtLY3v3HPz5k1ibcfi4uK4efMmrl69itLSUr5JwSTWiGpqaggODsYPP/zQYu+Vm5tLPU6H5ORkuLq6orGxsU1rJ4fDabe9+GOYM2cO1dbElg/T3r17ce7cOWhpaSEnJwdiYmKQlZVFVlYWiouLiR7ydlTxzOFwICYmhuHDh8PCwkLgChsjIyNW/atkZWWRnp7OV3hKT08neljQEbwewR/LkSNHMGLECMTExFBpg1xEREQwbdo0qKurY8mSJThy5AjxAg/gGxSe+PU688KbjkXqpggwp5bzwuRm5rfffsP48eMREhKCnj17ora2FuvXr0dYWBgjwlNwcDAkJSXbLXH/0Knah2idJMKF+zPjtgbRTRKxsLCAq6srRowY8UFvDxJ+HoMGDcL27duxfft2lJWVobGxkajIwAu3uqS0tBT//vtvm+dJfX/i4uKoBT8/82BSwpO8vDzk5eVpX6cjBg4ciGvXrvEtCb927Rrl+/Pu3TtapcFMf394UVVVxY0bN2gv7j5EU1NTuwb8+fn5AvmTcFOxHjx4gOjoaCQmJiIqKgry8vLgcDhExQxe2BY2cnNzcf369XYX/4JsBJOSkhAbG4vly5dTpqfclCJTU1Ns2bIFeXl5MDY2RmhoKBwdHWl9BmVlZRw8eBBTpkxpcYqen5+PwMDAdpP7BOHUqVNUGpKfnx/y8/Ph6emJ27dv46effmrh60AHtgRIKSkp5OTkYPLkyUhJSYGioiIlBGZkZNDyrykvL6euJSIigqioKCQlJSE9PR0lJSVQVlbGlClTMH/+fDx8+JBWMhMvbKyppKSkKHN5GRkZlJWVIS8vD1JSUhAVFUVJSQntMbiwJQbwS1Gla3Dt4eFBHT6w5Y0DNB+qvXjxgm+oSk5ODnVIVVNTw7dK6WNhyz+RDXP+8PBw7N69m68fn5CQEKZNm0br+rzEx8fDzc2tw5AgEmtEBwcHpKSkYM6cOVBRUcGAAQOQn5+PrKwsiIiI0J57fv31V4wePRo7duxAVFQUmpqaYG5ujgsXLsDPz49WFSfvd09fX7/dijqSXLt2DZaWlnBwcEBYWBhu374NX19fvH//HkZGRm38KOmwdu1a/Prrr+jWrRumTZuGAQMGoKCgAJcuXUJZWRnU1dXx8uVL2NvbU2mLnYXNNDuged3o5eWFPn36YOHChZCUlERBQQESExMREREhcEtvayoqKhAYGNju+iA/P7/Te9Nbt27BwcGhjejES7du3WBoaIiwsDBa7789vjnhia2TMl6YVMt5YXIz8/TpU3h4eFALzG7dusHa2hoLFy7E27dviRsvPnr0CG5ubpg5cyYqKioQFxcHbW1taGtro7y8HAcPHqR1guXp6cmKQp6dnU1VnXzoZk76/TDVKsiFre/SkSNH8MMPP2D9+vWMRluzkS6zePFiKtpXX1+fMpH9448/EBkZCVtbW+Tl5SEkJASTJk0SeBymvz+82NjYwNraGl27doWKigpfvyASFYOTJ0+Gn58fxo4d2yKl6N69e/D39/9gomNHKCgoYOfOnXB1dcWJEycQExODpqYmWFhYQEdHB/Pnz4eGhgax9ku2hA0AuHjxIuzt7VFXV8f3eUGFp8TERCxevBhubm7UY+fOnUOXLl0o4V5KSgqmpqZISEigvfhft24dTE1NMX36dEyaNAn9+/dHfn4+bty4gW7duhHxKOLy5s0bbNq0CUJCQhgzZgzOnTsHoLnEfvXq1YiLi6NtZg6wJ0BOnz4d3t7eOH/+PG7dugV3d3cAzYLB77//3mGE94ewsrJCWFgY1bLZtWtXStDl5dixY9i7dy+RFgS21lSampoIDAzEsGHDoKysjMGDByMiIgL29vZISkoiklwEsCsGMNGCvWXLFvzyyy9YuHAhjI2NGa3a4mX69Onw9/eHtLR0C++08+fPIzAwEHp6eqitrUVCQgKtvwk6c3FnYNKcn0tMTAzU1NSwf/9+hISEoKqqChs3bsSFCxewefNmzJ07l/YYXMLCwqCsrIzdu3dDVlaWsTW3lJQUYmNj4evri+vXr+PGjRvo06cPZsyYAXt7e9qV/jk5OfDw8ICioiLU1NQQEREBOTk5yMnJ4fXr1wgJCSHiieTs7AwXFxcsWrSI9rU6oqSkhDqokZOTo0R6cXFxrFy5EuHh4XB2diYyVnV1NaSlpREREdHiMLW8vBxmZmaQlpaGr68vHBwcBBaeuFRVVfEVaDIzMwX2z+WHsbEx0tPTsX//fvj4+FDBKk1NTZg2bRpVIUmX/fv3IzIyEiNHjkRJSQlERETQt29fPH78GA0NDQIFk3ETJT/E8OHDidxv+PHNCU+fAibVcl6Y3MxUVFRQBmRcZGVl0dTUhJKSEuLCE9Ml7iRbTjqC95SSrdQktuhIcKyvr0dAQADtzSYAFBcXY/Xq1e22qJGmoKAAaWlpyMvLw8KFC1FQUIDvv/++3TafzmBhYYGCggIcO3YM4eHhLZ5btmwZLC0tceLECbx584ZWiSubLSKGhoYAmjfRrReWdCsGedmwYQOMjIwwb948DB8+HBISEigoKMDz588xePBgIslPPXr0gImJCUxMTHD37l38/vvvOHPmDE6fPg0JCQlcvXqV9hgAe8IG0GzQPmTIELi5uUFGRoaYePb48WOsWLGC+ndDQwNu374NRUXFFlWW8vLyyM3NpT2ekpISYmNjERQUhIyMDMoHZ+bMmbCzsyPa3t6lSxfqRFBGRgYvX75EfX09unTpgnHjxuHXX38lMg5bAuSGDRtQW1uLjIyMFt6M169fx+LFi/l6zn0sWVlZWLduHfz9/fn+bVVVVcHNzQ2nTp0iJtSwtaaysbFBeno69uzZg6ioKKxduxbu7u7USbAg7b38YEsMYKoFOzAwELGxsfjtt98QHh4ONTU1LF26FDo6OkTmzfbYsGEDHjx4ABsbG4iIiEBCQgKFhYWoqamBvLw8NmzYgLNnz+LcuXO0hWk2PBOHDBmC+/fv891837t3r1Mpt+3x6tUrODo6om/fvlBUVMThw4chKiqKuXPn4tGjR4iIiCCW7vvq1Sv4+/uzIkRKS0tj3759jFy7sbEREhISAJrnA24KLdAsfpJKvhYREWGsQ4GXHj16UH5IMjIyePPmDSorK6mWO26VJwlOnjyJzZs3t6ng79mzJ8zNzeHh4YH169fDwMAAmzZtEmiMf//9Fxs3buzQQJ6k8CQsLIyAgACkp6cjLS0NJSUl6NOnD6ZMmUK08j8lJQUmJibYunUrgoOD8ezZM3h7eyM3NxcmJiZtqtc/hrq6OoiIiHzwdd26devQM4sO37zwdPLkSaSmprbbgkAiypgttZzJzUxDQ0ObRSX3hJOJdhSmS9z5eTx1BEmPp68FMzMzREVFURMyl8ePH8PFxQWPHz8mIjzJy8vj1atXtK/zMQQGBuLgwYOoq6sDh8OBuro69u3bh9LSUoSHhxOpItu8eTNWrVqFa9eu4d27d+jduzfU1dWpXu2pU6di1qxZtMqt2WwRYat6UEZGBqdOnUJ4eDhu3LiBt2/fQkJCAnZ2dlixYgXxxB8lJSUqKS0pKYlo2hNbwgbQHPG7d+9eqKurE7sm0Oy5xOs/9OjRI1RVVbVpeauvryf29zFq1CgcOHCAyLU6Qk5ODllZWfjhhx8gIyODxsZGPHnyBGPGjEFxcTGxOY8tAbKsrIyvv2ViYqJALaq8uLq6wsvLC25ubm28QbKzs2Fvb4/s7GxoaWkRi/Rma00lKSmJkydPIicnB0Bzi0WPHj2QlZWF8ePHY968ebTHANgTA5hqwdbR0YGOjg4KCgqQkJCAhIQE2NvbQ1JSEoaGhliyZAnxw0mguao7JiYGp06dwrVr11BYWAglJSVoaGjAwMAAXbp0wciRIxEdHQ1lZWWBx2HLM3HOnDk4dOgQZGRk2pjzh4SEELkXCAkJUXOljIwMcnJyqM+ipqZG+WKR4LvvvmvxM2OaV69eoaSkhG/lIJ01/ODBg/Hy5UuoqalBRkYGVVVVLfx12rMA6Cz29vbw9PREZWUlRo0axVdobL3eFoSxY8ciKSkJ2trakJaWRvfu3ZGRkYGpU6ciOzubaKtfVVVVuwEmwsLCqKioAACIiYm1W5X9Ifbt24fHjx/D0NAQd+/ehaioKMaOHYvU1FS8ePECwcHBAr9/LpmZmW0e69KlSxvbDO7rSIQ4FRQUYOrUqQCA77//HklJSQCaBWpzc3PEx8fD0tKS9jhs800LTyEhIfD29kaXLl0gKSnZZnFMarHMllrO5maGaZgucW/P46k1JCs26urqEBYW1qHQeerUKdrjsEVdXR1WrlyJY8eOoW/fvmhqasLhw4cRGBgIUVFRYgaF69evh5OTE7p3746JEyeiR48ebX53JCbjmJgY+Pv7w9TUFLNmzcKyZcsAAEuXLoWLiwsCAwPh6upKexyg2etp8eLFfJ9rXVkoCGy1iADsVQ8CQL9+/Vjv5+/VqxdMTU07HXPbEWwJG0Dz31Nro3wSSEpK4vXr19S/09LSwOFw2iy4Hj58SKxFtqmpCX/++SfS0tLw/v179OvXD5MnT8bMmTOJplAuXLgQu3btQkNDA9atWwc1NTW4ubnByMgIR44cIZb0wtacraWlBT09PRgaGkJNTa3F+HQxMzNDZWUlfH190adPH6ry8PTp03Bzc0NtbS02btyI1atX0x6LC9NrKn4JvtzfOT+PJLqwJQYw3YItKSkJS0tLWFpa4saNG4iLi0NYWBgOHToEbW1tmJiYEBfAhYWFYWBgAAMDA77Pk2i7ZMszsT1z/pqaGigoKBAx55eVlcXjx48xZcoUyMrKora2Fjk5ORgxYgSqq6uJCkUmJiZU+xTpgyFecnJyYGVlxddrlMQaftq0aThw4AD69u0LPT09jBw5EoGBgbC0tERERASGDBlC5+1T7NmzB5WVlR1WbJLYi6xevRpr1qyBpaUlDh06hNmzZ8PFxQUaGhpISUmhxA4SKCgoICwsDNra2i0EqJqaGhw9epTqZHj48CEGDhwo0BgZGRmwtraGhYUFjh07hmvXrmHTpk1wdnbG0qVLcenSJVpWDABgamr60ZoAh8PBw4cPaY0HAKKiotS6RlpaGrm5uaitrUW3bt0watSoFuuvzvD+/Xu8e/euw9eUlpYKdO2P4ZsWnqKjozFt2jR4e3vz9SUhBVtqOdObmY6SCUjDdIk7G34+rfH19UVoaCikpKQgLS3NagoDE0RERMDU1BTm5ubYtm0bPDw8cPfuXcyYMQPbtm1rkd5HB1tbW1RUVHS4mSAxGR87dgxLly7Fli1bWnxX9PT08PLlS0RHRwskPLFtMA+w1yLCpb6+Hs+ePWuRjsXtr8/IyICDgwORcWpqapCRkYGKigq+ZcakN4RMwZawATSXmP/222/Q1tYm2vaipqaGyMhI6Ovro6GhAXFxcRATE2shbBQXFyMyMpL2og9obh/96aefcP36dXA4HIiLi+P9+/c4fvw4VFRUWvgM0cXExASFhYV4+fIlAGDTpk0wMzPDtm3b0Lt3b2JJL2wJkDY2NkhISMDp06chKysLQ0NDLFy4kEpToouVlRUqKysRGhqK3r17o7CwkNqQ7d+/n3jFMJNrKrYTfAH2xAA2W7AnT56MyZMno6ysDMnJyTh58iTWrFkDaWlpnD17ltg4bLTAseWZ+CFzfhL3t1mzZsHX1xddu3bFsmXLoKysDC8vL6xcuRKHDh3C8OHDaV2fd43T1NSER48eQVtbG6NHj26zzyK13vH09ERhYSF++uknou3kXGxsbHDv3j1ERERAT08PDg4OcHBwwIkTJwCQ20+sWLGClX3BDz/8gLCwMEoc2bJlCwoLC5GSkoLx48cTSU7k4uDggFWrVkFXVxe6urqURUJKSgqKi4tx5MgRZGVlwc/P74Pr4/YoLy+HoqIiAGDEiBEIDQ0F0NyVY2pqSqTiaf/+/R0+X1hYiICAALx//x5jx46lPR7QnAiYkpICDQ0NyiPt7t27UFFRwZs3bwRez9HxdCTBNy085efnY/v27YyKTgB7ajnTmxluzHxrjI2NWzxOInaeX4l7z549kZmZSaTEfeHChbT+f0FITk7GokWLsGvXri9edAJAVdGYmprC2NgYEhIS8PHxIeYPwGXZsmWs/LxevnyJDRs28H1OUVFRYKO9T2Ewz1aLCNDctmpnZ4f8/Hy+zwsJCRERnm7fvg1ra+t2S+lJRVqzAdPCBm9bVX19PTIyMjBz5kxMmDCB7+JfkGShtWvXYtGiRVBXV4eQkBDKysqwceNGqoLn8OHDiI6Oxvv374lUuwQHByMrKwvu7u5YsmQJunXrhpqaGsTFxWH37t04fPgwZWpOAnt7e+q/R44ciXPnziEnJwfDhw9v0WJIB7YESCsrK1hZWSEtLQ0xMTE4cOAADhw4AB0dHRgZGREzxq2srKTMVmfOnNkikIQkTK6p2E7wBZgXA7iw2YLNpVevXpg9ezY4HA7ev3+P58+fE7s2Wy1wTAp2/Fp4hg4d2sYXietfQ7eFx8LCAi9evMDFixexbNkybNiwARYWFrh27Rq6dOmCgIAAWtdvvcbhVlfz8w0itd65efMmNm7cSHnXkaZHjx6IiIhAYWEhAEBXVxcRERG4ffs2xo0bh4kTJxIZh0RF28cyZcoU6r7fs2dPoknHvKioqCAyMhI+Pj6IiYlBfX09hISEMHHiRPj5+WHcuHE4e/YsFi5cKLApt7i4ONWyJyMjg4KCAiptVUpKCnl5ebQ/R0drywsXLuDQoUOorKyEra0tMWFn6dKlcHJyQlVVFby8vDB9+nS4urpizpw5SEhIEKh9mOQaSVA4Te3lXH4D6Ovr46effsL8+fMZHaeiooIy74yIiMD58+fh4OBAndh7eXkRMz7z8/PDy5cv4e3tjadPn8LMzAxFRUXo3bs3Dh8+LHCfe2dN3wQ5AeD2r7ZH9+7dMXDgQCgpKRE/0aioqMCxY8eQlpaGsrIy9O3bF2pqali2bBmxhbOSkhIOHjzIeOw827x+/RrLly/Hd999hyNHjnyUcd3niKamJqysrGBiYoKGhgYoKCggPj4eCgoKVBteamrqp36bnx3m5uZ49OgR1SYgIiICbW1tpKSkID09HdHR0UQqHkxMTPD69WvKSJrfPYCt9CG6PHnyhIof51JRUUFM2OiMYEGnDSE7OxthYWEoKiqCrq5ui/ZRdXV1iIqKYufOnUSEjRkzZmDOnDl8Wy19fHxw5swZ/PXXX7THAZoPU/T09DBjxgyqioYpmJqzO6K4uBhnzpzBiRMn8Pfff0NaWhomJiaUQE2HTZs2ISkpCf7+/tDV1SX0jlvC5Jpq0qRJ8PDwwIwZM6jHHj16hIULF+LixYuMeBXV19djy5YtePfuHUJDQ5GVlQULCwtUV1dTYgCJqsHt27fj2rVr2LdvH5SVlaGjo4PZs2fD3t4eW7Zswd9//02sGqmhoQEXL15EQkICrly5AiEhIejo6GDp0qXE7tNcAb+9Frjjx48TqT7Q0dGBnZ0dFixYgPz8fGhpaeHy5cuQkpLCtWvXYG1t3aGxcUeMHj26hQDDK5zxQtL2AWi2SuC2YOfm5uL+/ftQUFBg/H7HBKqqqvD19f0q1ta1tbV4/vw53r9/z/d5Et5BXJjyxOIlNTUVKioqEBUVRV1dHYqLiyEuLk50n2Bra4uqqioEBwejS5cumDRpErZv3465c+fi8OHDiIiIYGTtXlVVBQ8PD8THx0NGRgZ79+4lXt0bHx+PZ8+ewcXFBXl5eTA3N8ezZ88gKyuL4OBgYocSbPJNC08nTpxAUFAQQkJCaMdtdkRDQwOEhYVRWFhItR/dvn0bt27dIqqW84PkZoZpuBNwR3+SHA4HQ4cORVhYGAYNGkRk3NLSUpiYmCA7OxsDBw6EpKQk8vLykJeXh6FDhyImJgbi4uK0x1m0aBEMDQ1hZGRE4F1/GtpT/bk9w5KSkpRQR8qz6mP6mEn8LWzduhUXLlzAwYMHMWbMGCgoKCAhIQESEhJYvnw51NTUiLYikKazJ1aCljW3RlVVFY6Ojli2bBmio6Nx5swZypvG3Nwcffv2JZI2o6ysDE9PT+jr69O+1qdmypQpcHJyahM5/zWRl5eHAQMGEDvVVlJSQlBQEN/Ep9TUVNjY2HQ6NKI91qxZg4yMDNTV1UFOTg56enrQ1dWFvLw8ket3BNNzdmNjIy5fvozk5GRcunQJjY2NUFFRwa1btyAmJoaAgACMHz9e4Os3NTXByckJKSkpCAkJYVQM5l1T3bp1i0gFgoKCAsLDw1uY5FdVVWH8+PFISkoi2gbLpbi4GH379mVcDCgoKMDy5cshISGBqKgoxMbGwt3dnfqOrl+/Hubm5rTGePToERISEvDHH3+guLgYgwcPhqGhIRYvXkystZPLhAkT4Obmhh9//BEJCQmIi4tDVFQUAMDJyQk1NTVEWuCYFOy4f0+KioqYO3fuB/3wvpSq3vbIzs5Gbm4uJk2aRMzE2tnZGeLi4gJV7n4MvOmtrRESEoKYmBhGjBgBIyMjWtWWWVlZcHR05Ou/Q1J4ZNoTi5dJkybBxcUFixYtInI9fty9exfLli3DuHHjEBERAU9PT8TExEBBQQF///03FixYgF27dhEd886dO9i4cSP+/fdfGBsbw9XVlbVD96KiIuL3Ujb55lrtWt+0c3NzMXPmTEhJSfFtQSCxcTYwMICDgwP09PSox8aPH09rcfex9OjRg1i/KdMcO3asw+cbGhrw+vVrBAYGYs+ePfD19SUyrp+fH96+fYvQ0NAWm5qrV6/C0dERAQEBRHqeHRwcsGXLFsjIyGDSpEmMxgwzRXsm3hISEhg2bBgjY06fPv2Dm1cSk6SjoyOuX78OIyMjDBw4EBwOBy4uLsjNzUW/fv0ETujrrMAjaMmzt7d3i39zf2athVzu46SEp6qqKowYMQIAMGzYMDx+/Jh6bvHixdi7dy+RcXr06MGoQSnbkDR4/xDFxcW4efMmVYHy77//4syZMzA0NGwTc0wK0p9v4MCBePHiBV/h6fnz50QOB7iEhoaiqqoKV69eRUpKCqKjoxEYGIhBgwZhxowZ0NXVJXryzAtTc/aLFy8QHx+PpKQkFBQUYOjQobC3t8ePP/6I3r17o6SkBKtWrcLmzZvx559/fvR1+W2EGxoaUFNTA0tLyxaGsaQDNPr374/q6mqUlZVBUVEREyZMoH1NthN8AWD+/PlwdnZuUX0/ZMgQYjYMXJhqwS4uLsbJkyeRmJiIR48eQUhICNra2jA2NoampiZjrfJseVYx6Zn4559/IikpCX/88Qf27t0LNTU1zJ8/H3p6esQ2snPmzIG3tzfk5eU/KFyR/I6Wl5fD3d0d8vLy+Omnn5CcnEwZZ3/33Xe02mJPnz5N/ffYsWOxb98+VFRUYNKkSXztU+gIdsLCwrh9+zaqq6sxcOBADBgwAAUFBXj9+jWEhYUhISGBK1euIDo6GrGxsW3aJD8WbkLwli1b0LdvX8a+N0x7YvEiIiJCrOW1PZSUlJCYmIj79+8DADZs2ICqqipkZmZi3rx5xEKBgOY5wN/fH6GhoejTpw8VnMAmX7LoBHyDwlPrjTOJNKwP8fr1a1Y2TK1LdnnhcDgQExPD8OHDYWFh0aKM/HPhY09GRUREsGPHDmLjnj9/HtbW1m02NBoaGrCyskJkZKTAwpOSklKL30ltbS3ld9LaKJKENxbTREREsD6mk5NTm8cqKipw48YNvHr1ilgqZL9+/RAfH49ff/2V8jsQERHBihUrsHLlSoHT5lp7HuTn56O+vp5awBQVFSE3NxciIiJUwocgXLhwgfrvnJwc2Nvbw9zcHPPnz4eUlBSKiorw119/ISgoCH5+fgKP0xoJCQkUFRUBaF78l5SUUCcyffr0+WB6xseip6eHEydOsD7JM8GKFSuwb98+9OjRA99//z2j88Pz58+xYsUKdOnShRKeXr16hQMHDuD48eOIiIggVj3KJFpaWggMDISSklKLcva7d+8iODgY06dPJzqeqKgoZsyYgRkzZqCpqQm3bt3CgQMHEB4ejmPHjhERu9mas5ctW4Zbt25BWFgYOjo6MDY2btP+2KdPH+jo6ODo0aOdunZ7ayhSSYbtcfPmTRw4cAC3bt1CY2MjhIWFMXHiRDg7OxNvd2CaqqoqYmEcreHnIcT7uKSkJOXLmJmZKZCgqqmpiYaGBgwYMADW1tYwNDRkRVhny7PqQ4IdnY6JYcOGYd26dVi3bh0yMzORnJyMXbt2Yfv27dDT08P8+fNptypLSEhQCZZs7Hm4+Pj44MKFC9Sc7e/vD3l5eVhbW8Pb2xsHDhwQuBraycmpTYdEcnIykpOT27yWrv/jnDlz8ODBAxw8eLBFeMbt27dhZ2cHJycnaGlpwcLCAv7+/m0OAT+WnJwceHp6Ml7VxrQnFi/29vbw9PREZWUlRo0aBUlJyTavofs3GRQUBD09Paq9umvXrox0Jzx//hzr16/HgwcPMGPGDOzYsYNICjUvrfeMH0LQFt9PyTcnPH2KjfO0adMQExODiRMnUsarTLB27Vr8+uuv6NatG6ZNm0ap8pcuXUJZWRnU1dXx8uVL2NvbUxGnXyKioqJ8E60EpaSkpN1eg6n4AAAgAElEQVTI3VGjRglsKg00T1hfg5F4e2RmZiI1NZUSh+7evQtfX1/Y2toSq+jryHDQ0dERN2/eJDZR9+rVC3Z2dkRNHlNSUqj/Pn/+PLZu3QpfX98WC/x//vkHVlZWtEy/uSe/QPOJz4oVK1oYCX733XcwMzNDRUUF9uzZg4SEBIHH4mXy5MkIDQ3F+PHjMXDgQEhISODkyZMwMzPDpUuXiJ3OjBs3Dl5eXjA1NYWqqmqbMn0Oh4M1a9YQGYtp/vrrL+Tk5GD58uUAmBWhvb290atXrxYtJ+rq6jh37hzWrl0LHx8fYlVpTGJjY4OUlBQYGxtj+PDhGDBgAPLz85GTkwMpKSmBKxI74smTJ0hPT8f169eRmZmJ8vJy9OvXj4hnFcDenP3mzRvY29tjyZIlHQoc6urqGDduXKeu/SnWVJcvX4aVlRX69+9Pfab8/HykpKRg+fLl+O2332iJT2wm+ALNVfGHDh2CnJwcccGGjRjwyZMnY+nSpZg+fTqj1ROt0dTURGBgIIYNGwZlZWUq8MTe3h5JSUm0f5alpaU4c+YMgGZDad42yzlz5kBLSwve3t5wcXEhEp+uqqoKVVVVuLu748KFC0hOToaFhQUkJCQwb948GBgYtPEG/Bh4v6Nsfl9TUlLg5OSEBQsWIDs7G69evcL+/fuhq6uLyspK7N69W+Brf6hDgiShoaGws7NrIToBzZ0rNjY2CA4OxoIFC7By5Urs2bNH4HG4lfZM06VLF8jKyjI+DgDs2bMHlZWVVKUbP+ge4hw6dAijRo2CnJwcret0RGRkJPbt2wdhYWF4eXkxFlDFu2dsamrCqVOnICYmhqlTp1IH1ampqSgrK4OJiQkj74FpvjnhqTVsbJx79uyJxMREKiq39cKPVKRodXU1pKWlERER0aJ9ory8HGZmZpCWloavry8cHBy+SOGptLQUT58+RWBgIFGfhSFDhuD+/ft8fx737t3jq9B/LHQm1s+d1NRUWFlZYdSoUdT3R0hICLm5uVixYgXCw8OJtD50xI8//ghXV1e4u7sTuV5lZSX+/vtvlJaW8hU36Qpc3t7esLOza3OqLC8vD1tbWwQFBcHY2JjWGADw4MGDdpM1FBUVcejQIdpjcLGxsYGhoSHWrVuH6OhomJqawsvLCyEhIXj37h1tzxAu3HLpzMxMvqf4X5LwJC8vz4pfENB8urlt27Y2rbCDBw/G2rVriUVBM02fPn0QFxeHsLAwpKen4+XLl+jTpw9Wr16N1atXEy0/d3Z2xvXr11FUVIRu3bph4sSJWLt2LdTV1Yn+3pics3m/I15eXhASEsLz58/bTRVTVVVlpf2fBAEBAZg4cSLCwsJaiLaurq5YuXIl9u7dS2uDzWaCL9BcFX/r1i1MnToVvXr14rtGFLT9iY0YcG7LGdsw2QKXnZ0NU1NTFBcXo6mpCX5+foiKiqI27OfPn8eOHTuQn59PfBPfrVs3zJ49G7Nnz0ZJSQkiIyNx8OBBHDlyhLbAFRAQAH19fb7WCE+ePMGuXbuIiTqFhYXUWj0tLQ0cDocS7SUlJakkMkHgdkhUVVUBAHUQVVBQgLCwMMonb8WKFbQret++fdtuVdugQYMoH9IBAwa0awr+MaxduxaBgYEYM2YMo8KQlpYWzp07x4oZ+4oVKxgX02RkZKiqe6bgVlAJCwtj+/btLZKDW0NnXuDdMwYFBUFOTg7Hjh1Dr169qMerq6uxevVq1NTUCDTGp+abFp7Y2jhfvXqVEi9KS0tRWlra4nlSX8qTJ09i8+bNbTw7evbsCXNzc3h4eGD9+vUwMDDodErd58DBgwdx9OhRiIuLIzQ0lNh158yZg0OHDkFGRqaFsHDq1CmEhIQQEQK+RgIDA6GpqQl/f3/qMUVFRZw+fRp2dnbw9fVFeHg4o++hqKiIWnjQ5c6dO7C0tMT79+/5GtzTLdcGmjcYvJ4nvPTt2xfFxcW0rs+lf//+yMrKgqamZpvnrly5QjuZiRtVCwCysrI4c+YMdWplaWkJISEhqg2B16SXDrythF86bIo9NTU1VJtFa0RERFBeXs7ae6FL3759aW0mPxbuJl9JSQlr1qyBhoYGX98QujA5Z39spQtpM1k2ePz4MXx8fNpUCoqJiWHNmjXYsGGDwNdm6iS7I8rLyxkT/T5FDDhbMOVZBTR7f9bU1MDd3R3i4uLYv38/9u/fD19fX/z888+Ijo6GsLAwLC0tYWNjQ+ojUZSXl+Ps2bM4deoUrl+/Dg6HQ6TNPCAgABEREQgICGhzAFZWVtZua6Yg9O/fH2/fvgXQvO4YNWoU1Zr04MEDWu249fX12LVrF+Li4gA0i8K2trYwMjKihKArV64gMTERv//+O630LxkZGZw+fZrvz//PP/+kzP9fv35Nq21s6tSpCA0NxaxZs9C3b1++Vd3nz58X6NpsemLxQrJ7oD1WrFgBT09PPHjwoN12Pl6PZUFYsGAB690rUVFR2LJlSwvRCWhet61cuRLu7u5wc3MT+Pra2trQ1dWFrq4uq77D37TwxNbGmbfVhkmqqqraLMS4CAsLU6cLYmJiqKurY+U9kWT27Nn4/vvvoaWlRfR0mxsD7+TkhE2bNqF///4oLCxEbW0txowZQ+vG+TX36z558gS+vr5tNrXCwsIwMjIitkHknTC5NDY24vXr1zh69CixBfsvv/yCbt264eeff2bMcHH48OFITEzE1KlT2zz3+++/C1RGz4+FCxfi4MGDaGxshJ6eHvr374+CggKcOHECv//+OzZu3Ejr+lZWVi2qDfr27dvi9MzCwgIWFhY4duwYVq1ahXv37gk0TmdTynjbDb8ECgoKkJaWhry8PCxcuBAFBQX4/vvviS4AxowZg5iYGL7R9vHx8e22GX8OPHjwoFOvV1BQIDJuXFwcrl27hqtXr1KHUsrKyvjhhx+grq4OJSUlIvcHpufspqamj07L+pKQlJRsV6Svr6+nZZj/KSoA2W5XbB0DHhwc/MX4YrHhWQU0+/esWbOGamfp2bMnNmzYgF9++QW///47xo0bh127dhFt76mtrcWlS5fwxx9/4PLly6itrcWECRPg7u6O2bNnEzNp5laKenh4wMDAgMg1+aGmpgYfHx/cunULqampVDv0r7/+isDAQFqHuocPH0ZsbCwWLlxIVcPeunULdXV1+O2336CgoICbN2/C1dUVwcHBtNrJzczM4ObmhsrKSujr61OtvadOnUJKSgq2bduG58+fIyAgAOrq6gKPs3XrVjx9+hSjRo0ifr9m0xOLFzZSqbkdD8ePH+f7PImDlU/RvVJZWdnu/rG6upq25czUqVNx4cIFREZGonfv3pg6dSpmzJgBDQ0NRhP6vmnhia2NMy9v377F27dvMWrUKAgJCRH95SooKCAsLAza2totFrM1NTU4evQoZVz88OHDdqsuPmdam8rSgbdiQ0REBFFRUUhKSkJ6ejpKSkqgrKyMKVOmYP78+Xj48GGnfS+4fM39ut26dWvXOJpOuXFr+E2YXIYMGUIsseLhw4f4+eefWyQLkWbNmjVwdnaGkZER9PT0ICEhgYKCAvzxxx949uwZgoODiYxjZWWF//3vfwgJCWlRHcjhcGBmZoaVK1fSun5WVhbWrVsHf39/vhvwqqoquLm54fTp07QWUIaGhl9t1UZgYCAOHjyIuro6cDgcqKurY9++fSgtLUV4eHibUy5BMTc3h5WVFRYtWoTZs2ejf//+ePfuHf766y/cu3ePSNw4UyxatKhTwj2p37+ioiIUFRVhaWlJBRmkpaXhzJkzCAgIQK9evZCRkUF7HCbnbDbSsj4Va9euxYEDByAvL99CbHz16hX8/Py+mJbbT8GnjAEnARueVUCz96eioiL17/Hjx6OsrAzh4eGwsbGBjY0NEfG5qakJ6enpOHnyJM6fP4+ysjLIycnB2toac+fOZeQwZdeuXUhISICLiwtevXrFSMUWAGzZsgXr1q3DiRMnoKuri1WrVgFo9mdSUVGhNe6pU6ewdu1a6mBYVVUVlpaW2Lp1K1VlraGhgbVr19LukFi8eDEqKirg5+eHc+fOUetRMTExbNy4EcbGxoiNjYWIiAitz8S1fenI11RQ2PTE4oWNVOrOBmJ8KYwbNw7BwcGYPHlyCxPzvLw8BAYG0k7W/fnnnwE0ry9SUlJw6dIlJCcnQ0REBOrq6tDV1aUM20nyTQtPbG2cASA9PR2enp549uwZOBwOYmNjqXhmOqVyvDg4OGDVqlVU6Rx3U5uSkoLi4mIcOXIEWVlZ8PPzIxal/qXSumKja9euWLJkCZYsWdLidceOHcPevXsFrtj4mvt1J02ahIMHD0JDQ6OFJ0VRUREOHz5MLG6c34TJ4XDQs2fPDlOhOouYmBjjMaX6+vqoqamBn59fixM4GRkZ+Pv7Q0tLi8g4XANES0tL3LhxAyUlJejXrx/U1dWJJJi5urrCy8sLbm5u8PT0bPFcdnY27O3tkZ2dDS0tLVonRV+K/1BniYmJgb+/P0xNTTFr1iwsW7YMALB06VK4uLggMDCQmKA6bdo07N69Gz4+Pi0ShPr37w8vLy/iaXAk4U2mqaiogLe3N5SVlWFgYEAJ92fPnsWNGzeIzaOt6dKlC7p06QIhISHU19ejqamJWDUkk3M2G2lZbNL6BL6kpARLlizBsGHDICkpidLSUjx58gTdunXDxYsXYWpq+oneaecpLy/Hnj17kJqaytdfkISX1OcQA04CNjyrgObqox49elD/5h5ULlu2jGj7kKamJt69ewcpKSkYGhpi3rx5RD1M+cFdHwwYMAD+/v7Izc3Fzp07iVd59+zZEyEhIW0ej42NpZ1k9r///a/FgfDEiRMBoE3V+OjRo4kk65qZmcHY2Bi3bt3Cu3fv0Lt3b0yYMIH6G1mwYEGb/UNn6dq1awuxkyQfmxpOGjZSqb+keawzODk5Yfny5dDR0YGqqiq1PsjMzET37t1pdy5wGTNmDMaMGQNbW1v8888/8PT0xPnz53HhwgVGhCdOE78ygm8Ee3t7PHnyBL/99lubjTPX2DMoKIj2OFlZWVi5ciVGjRoFPT09+Pr6Ii4uDmfPnsWhQ4ewefNmrFixgvY4QHNrio+PDzIzM1FfXw8hISEqYnjcuHE4e/Ys0tLSsHnz5nZL/L8F5OXlMX369A9WbJw6dQpSUlK4fPky7TE1NDSwZcsWqgycl7Nnz8Ld3R03btygPQ5bZGdnY/HixQCaT5u4lRSZmZngcDiIjo7GyJEjBbp2Z30GSIhc27dvR2lpKXx8fGhf62N48eIFiouLISEhQSuO+UM0NDSgqKgIffv2bdfrRxCCg4Ph6+uL1atXUxPg6dOn4ebmhtraWjg5OWH16tXExvuamDt3LlRVVbFt2zY0NDRAQUEB8fHxUFBQQEhICKKjoxnxtOL+zYmLi2P48OFfVOKmi4sLqqqq4Ofn1+a5TZs2oaSkhFjFYHZ2NlJTU5GamoqsrCzU1tZi8ODB0NHRgY6ODlRUVIht0tics2tra6m0rNTUVNppWWzSWSHpU6TtCYq7uztiY2Mxbtw4yMrK8v3boiPCsxED/jlw4cIFbN26FaWlpVi7di2srKwEblsePXo0oqKiKJ9X7n06Ojpa4Ar49sYRFhaGtLT0B+8pdEzmecfj/VzHjx/Hjh07oKqqChsbG6xYsYJ45TATLeWjR49GZGQkJTi1nke53Lx5E8uXL/8iqqG5IoyHhwfjYxUVFeH27duora2lugmamppQWVmJzMxM/PLLL4y/B0dHR0hISBAJByotLcWdO3dafJ7GxkZUVVUhIyPjiz3EzM7ORlBQEDIyMqj9goaGBmxtbYl0LpWXlyMzM5NK73369Ck4HA7k5eWhrq7OVzikyzdd8eTg4IDFixdjxowZfDfOHzpZ+Vi40elhYWFobGzEgQMHAADr1q1DaWkp4uLiiAlPSkpKOHr0KOrq6qgNBm8ZtZ6eHm2Tta8Btio2eGG6X5dtRowYgfj4eAQGBlI3RXFxcWhpacHOzg4jRowQ+NpsGePynsb17t0bcXFxWLZsGV/DRdKpaUOHDsXQoUOJXa81z549w759+5Ceno66ujrExsbi2LFjkJeXp91qBzRXDVZWViI0NBS9e/dGYWEhIiIiMGTIEOzfv/+L8Qz5FLx8+bJdA2RFRUUUFBQwMi7Tf3NMcu7cuXbn5FmzZlH+ISTQ19cH0HwS+NNPP0FXV5cxLyw252wm07KY5ksSkjrL+fPnYWFhAWdnZ+LXZisG/FPCpmdV165diV6PVGW4oBgZGUFSUhLOzs6MbDKZbCln6+CkoaEBR48exblz51BRUcG3IpGuIAg0VyV5eHjg33//paqpWn9GEt0qqampsLe3R3V1NfUYdy0NgJiX2IcglUp97do12NnZtQga4v08pGwLPgUjRoyAt7c3I9c2NjbG/fv30dDQgCFDhkBNTQ1WVlaYMmUKLZ/ED/FNC09Mbpx5uXfvHvbu3QshIaE2PjW6uro4ceIEkXG41NTUoKKigjIn5Y0spVve+rVgZmaGyspK+Pr6ok+fPnwrNjZu3Ei0YoPpft1PwfDhwxm7KbJhjMvvvd+8eRM3b95s8zgJ4amiogL79u3rcAFDIp77yZMnMDY2Rs+ePTF//nzExsYCaG4b2rNnD/r160fEVNTZ2RmVlZXw8fEBh8PBzJkz4eHhQbUl/Ad/+vTpg//97398n3v16hXRhZ+Ojs4HX/MlJAZ2794deXl5fJ97/vx5i7YYuri5uUFXV5d2+uPHwuaczVRa1n8ITmVlJWPR5mzFgH8qmPSs4idskBY7PgdBdfr06Th69CjWrl1L9LpMt5Sz8fsBmteJR44cwaBBgzBo0CDGBC8XFxcAzRX//Kr+ORwOEeEpODiYEhtPnjyJrl27YsGCBbhw4QLi4uL4tkcyAalU6qCgIPTr1w9OTk74448/0LVrVxgYGODChQtISkpCWFgYgXfLDnfv3oWcnBzExMQ+KlyHjsDOvdcrKSlRrfd00h8/lm9aeAKY3Thz6dq1a7uJNGVlZcTaX/Lz8+Hm5oarV6/yNWIGyJmvfg2wXbHBVr8uWzCZVsGWMS7bG24vLy/ExcVBRUUFgwcPZiQ5D2heKA0dOhSRkZHo2rUrYmJiADSXcJeXlyMiIoJYmo27uzsqKyuRlJSEefPm/Sc6fQTTpk1DYGAgxo4dSxlIczgc5OXlISQkhG/qoaAMHTq0zUK5vLwcjx8/Ro8ePRhNNSKJlpYWDhw4ABkZmRaeDufPn0dAQACt6PTWTJ8+nUrObA8SXmlszdlspWWxRV5eHn7++WfcvHmTrx8nHVPpT4GSkhL++ecfRrxKPkUMOBuw4VllZmbW5mdnbGzc5rEvSbB79OgR38fHjRuH2NhYZGVlERvr2LFjWLp0KbZs2YKGhgbqcT09Pbx8+RLR0dG0hCdnZ+c260E7Ozt0796d+jdvVY+gnDx5EoaGhtixYwfta3VER+vRpqYmWsl8vDx69Ahubm6YOXMmKioqEBcXB21tbWhra6O8vBwHDx4kFjrCRir1P//8gy1btmDOnDmoqqpCQkIC1RZfWVmJQ4cOISAggPY4bGBoaEi1wnYUrkMiUCctLQ1paWm4evUqDh48iF27dkFKSopK750yZQojvrffvPAEADk5OaioqOC78CMhPkycOBGhoaGYOnUqdUPkcDhobGxEdHQ01aNMF09PT6Snp2PevHmMbmq/Jtis2FBUVER8fHybfl19fX1i/bpswmRaBVvGuIMHD0ZjYyNldskbOV9fX4+FCxfC2NiYOqmjy/nz52FlZQUHBwci12uPzMxM7Ny5E6Kioi0WfEBzeTPpknpPT09UV1fD2dkZISEhn8zI8kvB0dER169fh5GREQYOHAgOhwMXFxfk5uaiX79+RNvG2jvtKykpwerVq1mr6qHLxo0bcefOHaxevRo9evSghPuqqiooKCgQbVNiI4kHYHbO/hRpWWyxdetWXL16FTo6OujTp88XKazwGh6vXLkSmzZtgri4OCZPntymzRsQvPLtU8SAMw0bnlVfY0vihxg0aBDR+YDJlnJ+HQLtfUfo3utKS0v5erOSht/7vHHjBiIiInDx4kVidhxcz0KgOdjm6dOn1HNz5sxpEepBFzZSqWtrazFkyBAAgKysbIvPM3fuXOzatYv2GGzh5eVF2SEw7UvVr18/zJ07F3PnzgUAPH78mBKi1q9fDyEhITx48ID4uN+08JSdnQ0HBwdkZ2e3eY5kPLeDgwOWLl2KmTNnQkNDAxwOBxEREXj8+DGys7MRFRVFewwAuHr1KpydnYn4t3xLsFmxwWS/LtuwkVYBNC8wVFVV4e7uThnjWlhYEDHGbWpqwoYNG3D69GkYGxu3EJ4KCgpQUlKCXbt24f79+0QmgerqalZEmaamphanfrzU1dW1W13xsbROmAKaT6BrampgaWnZQkQl5X/wNdGvXz/Ex8fj119/xbVr19ClSxeIiIhgxYoVWLlyJSvGv3369IGFhQX2799PzGOQSSQkJJCcnIz4+HhKuFdQUICGhgYMDAyIGuezdW9jcs7+FGlZbJGVlYUNGzZ80WsddXX1FoJZU1NTh14n/1WrN8OWZ9WXakb8IQoLC7Fz506kp6e3MWKur68HQO5vjcmWcjZbFEeOHInnz5+zlp5WU1OD5ORkREREUGbPU6ZMocJ86CIlJYU3b94AaBaeysrKkJeXBykpKYiKiqKkpITIOAA7qdQDBgzA27dvAfz/58nPz8eAAQMgKiqK4uJi2mOwBe/9LDc3FzNnzmQl+CM3Nxe3bt1CVlYW7ty5g6amJoHDoT7ENy087d69G3l5ebCysmK0QkheXh7Hjh3D3r17kZycjKamJiQlJUFZWRlHjx5tkcBAh8bGxs8+meZzhY2KDSZb0z4FP/30U7vPOTo64ubNm3wFCkFhwhj35MmTOHXqFBwdHWFubt7iuYEDB+Ly5csICgpCYGAgpk+fjhkzZtD6DIqKirh//z7jC5ixY8ciMjKSr79PcnIy7cje9k4WmfLi+hrp1asX7OzsiEZzd5aOfJM+R7p37w4TExOYmJgwOg5b9zYm5+zCwkIICwtDREQEFy9exMWLF9t97ZcmDouKimLYsGGf+m3QwsbG5ous1PrUfO2eVUyzd+9enDt3DlpaWsjJyYGYmBhkZWWRlZWF4uLiNmE7dGCzpZxJHBwcsHXrVsjJyRFNNG3NmzdvEBkZidjYWJSWloLD4cDY2BgWFhZE9waampoIDAzEsGHDoKysjMGDByMiIgL29vZISkqClJQUkXHq6uogKysLKSkpNDU1tWnfq66uJtJqp6GhgaCgIAwfPhxjx47FwIEDERkZCVtbW5w8efKLXZeGhoZCXl6esTXC5cuXqfTef//9F8LCwpgwYQIcHBygo6PDWFU0p4nu0fcXzPjx47F582YsWbKEtTFrampQUlKCXr168S2npoOlpSVGjx6NdevWEb3u10h7FRsvX76EqKgoIxUbH6Pufy2nmleuXIGrqyvS0tKIXpefMa6mpqbAMerLly/H4MGDsWfPng5fZ21tjYqKCoSHhws0Dpe7d+/C1tYW69atg4qKCtGWCl6uX78Oc3NzjBo1CtOnT0dQUBAsLCzw7NkzXLp0CWFhYayd3v1HMx9jFMkLKY853pYeLg0NDXjz5g127NiBuro6JCcnExmLaT6HyGSS9zYm52xTU9NOvf5zMDn+WHx8fPDkyRP4+/sTrXT7j88fV1fXTgl2X2vlkqBoaGhgyZIlcHBwQFhYGG7fvo2AgAC8f/8eRkZG0NXVJda2XFRUBGNjY+Tm5mLgwIF4/fo15OTkqJbymJiYLyLwaMGCBXj16hWVTN062ZCuwJmZmYmIiAikpKSgsbERmpqamDdvHjZs2IDIyEhMmDCB7kdoQUFBAZYvXw4JCQlERUUhNjYW7u7u1Pdq/fr1bQ5iO0tqaio2bdoEVVVV+Pj4oKGhoU2RhbS0NE6fPk07KTI/Px/Lli2DpKQkoqKicPz4cWzbtg3CwsJobGzEunXrOjxM+lyZN28eli1bBmNjY0auP3r0aIiKikJTUxPTp0/HtGnTWPF7/KZn7K5du7Lub9G9e3dianJrbGxsYG1tja5du7a7qf0v4ryZT1GxwVb7xucAqbQKgFlj3JycHJiZmX3wdfr6+kQWsObm5qiqqsLmzZvbfQ0J8VFNTQ1+fn7w8PCgTpkOHz4MKSkpeHt7/yc6fQI6MorkBykRunVLDy8cDgcHDhwgMg7TfC6RySTvbUzO2V+SkNRZbGxssGjRIsycORNjx46FqKhoi+c5HA7Ryg22uH//Pq5cuYK8vDxYWloiOzsbSkpKX5z5O5N8jZ5VbFJSUgIVFRUAgJycHCIjIwEA4uLiWLlyJcLDw4kJT59DSzkJ5OXlIS8vz8i158+fjydPnmDgwIGwtLTE4sWLMXDgQFRWVtK2RGgPSUlJnDx5Ejk5OQCAJUuWoEePHsjKysL48eNpB3VkZ2fD1tYWcnJyMDQ0bPFcWFgYvv/+ezx48ACWlpY4c+aMQOMlJCRAX18f3bt3x4ABA3Dq1CnKNsfIyAhiYmLIzMzEhAkTsGDBAlqf51NhamoKLy8v3L9/H6NGjUL//v3bvIZO5XVwcDDU1dXRrVs3Om+z03zTFU/Ozs7o3bs3tm7dSvzaSkpKndpk/P3337TH5PVvaD02Sc+q/yCPo6MjJCQkOvR4+Nz4UFqFvLw8jhw5ItC12zPGnTdvHlFj3PHjxyMgIADq6uodvi49PR3W1ta4ffs2rfH8/f0/eF+wtbWlNUZrXrx4gaKiIvTu3RvDhw//r73jE5GYmEj9d3l5OX755RdMmDABBgYGGDBgAIqKinD27FmkpaVh69atxLxL2vub69mzJ3R0dCAtLU1kHKZZtmwZ8vLy2o1MPn78OMaOHUtkLEt7/ZwAACAASURBVCbvbbz8N2cLho+PDw4dOgQAfBfNHA6HyJqKLRobG+Hm5obExETq9x4XF4fdu3fj9evXiIqKYuzA8j++LSZPnoxffvkF2traeP78OebMmYObN29CTEwM169fh5WVFe11zn98PKNHj8aYMWPg6OiIKVOmUNU/lZWVmDBhApVw9iXh5uaG27dvIyEhgfIa5VY8xcfHU5VP5ubmEBEREShBb/To0ejduzcWLlwIIyOjL771mh8f8mQktT7466+/cOXKFbx9+xbu7u64c+cOxo8fD1lZWdrX5sc3XfE0f/58bNy4EVVVVVBRUWlzagYIribOmTOHWkg2NTXh1KlTEBMTw9SpU6lNRmpqKsrKyoj5VXh6ev63qfxC+fHHH+Hq6vpFCU9MplWwZYz73XffIScn54PCU05ODt/Ths7yKfx8hg4dSqVk/Meng1dIWr9+PXR1deHj49PiNfPnz8eWLVvw119/EROePqWHFEnYjExmI4kH+G/OFpS4uDjo6+tj27ZtEBcX/9RvhzahoaE4ceIEXF1dMXPmTMr7xsnJCTY2NvD39/+ikpn+4/Nl7NixSEpKgra2NqSlpdG9e3dkZGRg6tSpyM7O5rsPokNNTQ0yMjJQUVHBN5WNpA/op6ChoQEZGRkCV5Hv3LkTx48fh6WlJXr27AkDAwMYGhoSPxAKCQn56NdyOBysWbNG4LGuX7+OVatWtRtww2XmzJkCiU4AEBgYiNjYWPz2228IDw/H5MmTYWJiAh0dHQgLCwt0zc8NfsbsJKmpqcHatWuRnp4OUVFRVFdXo6KiAvHx8fDy8kJUVBRGjBhBfNxvWnji9nwmJia2OI3mwuFwBL4p8pYDBwUFQU5ODseOHWvRDlBdXY3Vq1ejpqZGoDFa8+OPPxK5zn+wD8n2DbboKK1ixIgRaGhoEPjabBnjampqIjo6GkZGRu2Wm9bW1iI6OproqVN5eXm7PjUkkkvy8vLw888/4+bNm3j//n2b5zkcjsCG7P9BnwsXLrQRnbjo6enB0dGR1vX5+Tp1xJfgs8FmZDIbSTzAf3O2oFRUVGDRokVfhegENAtpa9asgZmZWYt5c/z48bC1tcXhw4c/4bv7j6+J1atXY82aNbC0tMShQ4cwe/ZsuLi4QENDAykpKUQNv2/fvg1ra2uUlJTwFfHp7LHYhMkkwCVLlmDJkiV48OABoqOjkZiYiKioKMjLy4PD4dBaR/PSmTRtusJTfn5+G8GCw+FAWVm5RTu5tLQ0ioqKBBqDe+hUUFCAhIQEJCQkwN7eHpKSkjA0NMSSJUtYt9IhDdMJ2L6+vpTHm5aWFtXW7+XlhdWrVyMgIKDddSodvmnhiWk1kUtUVBS2bNnSxoNCREQEK1euhLu7O9zc3IiMVV9fj2fPnqG2tpZ6jHdT6+DgQGSc/+g8H2rfIJHuwCYd3RTDw8Oxe/dugSdjVVVVQd9Wp1i+fDliY2NhbW2NXbt2tZmoXr9+jW3btuH58+fw8PCgPd6LFy+wYcMG3L9/v93XkBCetm7diqtXr0JHRwd9+vT5r6riM0NERISKM25NTk4OevToQev6Hfk6/V97dx4XVfn+DfwzoLgwIYqIgkAuJaYZYLgTKaQJIZIIJKKpIKhAmkKuuaF+K3NfUsCeGkAERBZFrdDKhRT3fQNLy41VUEC2ef7wxfxEQIE5M8Pyef+TnDOd+xqXM2eu+76vqyoNYTuXslomK6sTTzl+Zteeubk5Ll26hEGDBqk6FEHcv39fVnfnZV26dKl1IpmoOoMGDUJISIhs4mnBggXIyMjAoUOHZA2XhPLdd9+hRYsWCAwMVGjncEVTRifAXr16Yfny5Zg7dy7i4uIQGRkJqVQKT09PWFtbw8HBAUOGDKnz72FSUpLcMdZUq1atKi2oUFNTw65duyocy8/Pl7s2o66uLry8vODl5YUTJ04gOjoaISEh2LZtG6ysrDBu3LjX7mioz7KysnD27NkKCU+pVIr8/HykpKTg22+/rfO1ExMT4ePjAxsbmwoJzs6dO8Pb2xtr1qyRO/6qNOnEk6KzieXKOyFUpbCwsMrlp3Vx4cIF+Pr64tGjR1WeV1NT40OsCilr+0ZjoKzCuEZGRggMDMS8efNgY2ODnj17wsjICCUlJbh79y6uXbsGNTU1LFy4UJDC/N9//z1u3bqFcePG4ezZs2jdujX69OmDI0eOIDU1VVa3RF6nTp2Cv78/Pv/8c0GuR8KysrLC+vXr0blzZ1haWsqOHzx4EJs2bZK7GOaLrdqLi4uxY8cO6Ovrw87OTrbV+7fffsPt27fh5+cn11jKooyWyS934ikrK6u0fS8uLk6QTjwAP7Pr6osvvsCMGTPw7Nkz9O3bF5qampWesRpSIxVdXV1cu3atwr2g3PXr16Grq6uCqKixGjhwoGxrmFgsrtU2rNq4fPkyVq5cCTs7O4VcX1mOHTsGLy+vCp0A169fL+sEWF7UWgiampoYN24cxo0bhwsXLmDnzp04cOAAEhMToaOjg6NHj9bpukLVRa0JfX19XLp0CVZWVq983ZkzZ2BkZCTYuP3790f//v2Rl5eH+Ph4JCQkwMPDA4aGhvjll18EG0dZjhw5Aj8/PxQWFsqOvdhQRd6mE5mZmejRo0eV5/T09PD48WO5rl+dJp14AhSbTSxnamqKrVu3on///hW6ODx8+BCbN28WbHXH+vXrUVJSAn9/f/z+++9o2bIlrKyscOjQISQnJ2Pnzp2CjEN1o8itaVR3dnZ26Nq1K7Zt24Y//vgDFy9eBPC8S5atrS08PDwEqy+VkpKCGTNmwMPDAxKJBEeOHEFAQABmzpwJNzc3JCUlVfnlo7ZatWrVKIstNhYBAQE4f/48pk6dipYtW0JHRwcZGRl49uwZ+vTpU2UHzNp4sa5TYGAg3n//fQQHB1eofTB9+nRMnz69wWy59PHxQXJysqz2gJeXFxYvXozg4GBZy2R5KKMTz8v4mV03Li4uAJ7X+WgMRdlHjBiBrVu3wtjYWPZlrXw7dHBwsCB/14hedPfu3Wq3wAmVtNXU1IRYLBbkWqqkzE6AL+rTpw/69OmD+fPnIzY2FpGRkXW+Vm2Ti56ennUea+jQoYiIiMCECROqXdGUlZWF3bt3yzVOdd544w2MHDkSIpEIubm5uH37tuBjKMPWrVuhq6uL2bNnIyEhAc2bN8fo0aORlJSE6OhouRPG+vr6OHXqVJXfOc6fPw99fX25rl+dJp14UnQ2sdyXX36J8ePHw9raGhYWFtDR0UF6ejpSUlLQokULBAQECDLOhQsXZF9gW7dujQMHDsDNzQ1ubm6YMmUKfv75Z6xevVqQsaj2FLk1jeTTs2dPWVv57OxsqKurK6R+yJMnT2QdPbp27Sqr3aGhoQE3Nzds2bJFkHHGjBmDiIgIDB48GM2aNenbfL3Url07xMXFITY2FidOnEBOTg7MzMwwZMgQfPLJJ4IWx0xISMCKFSuqvObYsWMxZ84cwcYSmjJbJv/444/o3LkzwsPDKxVF1dbWRvv27WFlZYXBgwcLlnjiZ3bdNLai7H5+fjh79iz8/Pxk9+tJkyYhNzcX77zzTqNpEECql5aWhmnTpuHOnTuVzgmdtB0+fDji4uJeu/KlvtPU1JTVcjIyMsL9+/eRn58v23JX3bZ5obzxxhtwd3eHu7t7na9R2xpP8iSEXF1dERYWhvHjx2PlypWyZ95yqamp8Pf3h4aGRqVJHnmUlpbi8OHDiImJwZ9//gk1NTVYW1tjyZIlgo2hTNeuXcPChQsxYsQIPH36FNHR0bCysoKVlRWePHmCH374oc7F2YHnDW82b94MbW1t2NjYAHheS/PXX3/Fjh07MHnyZKHeSgVN+huJorOJ5Xr37o3du3djy5YtOHnyJLKzs6GjowM7Ozv4+PigU6dOgoxTUFAgK+jWpUsXXL9+XXbOyckJ3333nSDjEDVmL65KFFqbNm3w9OlTAM8fYDIyMpCXl4c33ngDenp61W65qa0ZM2ZgzJgxGDFiBN59991KnWpEIpEgdQmo7sofuoR88KqKVCrFkydPqjz36NGjep2YnD9/Pr755psKLZN79uwpO29vby/YahBldOJ5GT+z66axFWVv1aoVQkNDkZCQgKNHjyI7OxtaWloYNGgQRo8eXW3jC6LaWrlyJTIyMjB16lQYGRkptO6SqakpVq1aBXd3d1hYWFT5HCJPEWtlUXYnQEWoaY0nqVQq9+dOhw4d8P3332PWrFlwcnJC9+7d0bVrVwDPV9pdvXoVYrEYW7ZskbvGE/A8QRMTE4O9e/ciOzsbBgYG8PPzg5OTE9q1ayf39VWlqKhItkXSyMioQkMVW1tbLF++XK7re3p64sqVK/jmm29ku7vGjRsH4Hk5iPIGbEKrv0+cSqDobGK5rKwsdOvWrVYZ57rQ0dGRdQgwMjJCTk4OsrKy0K5dO2hra7NAJZGKmZubIywsDEOGDIGBgQHEYjEOHz6MUaNG4fz584J8CAPPt6CUf0ilp6dXOs/Ek+o9fPgQhw8frrLNtJAP5P3798eGDRvw7rvvVug0c/HiRWzcuLFez0Yrs2WyMjrxvIyf2TWXmJiIQYMGQVtbu8pGHS9rCN2ygOctrQ8ePIiTJ08iPT0dIpEIhoaGGDhwIKytrQWpJUZU7vTp0wgICMBnn32m8LHK65ampKQgJSWl0vmGknhSZidARXldjacTJ05AIpHg8OHDgtQdHjJkCOLi4rB9+3YcPHhQ9jwqFovh6OgIb29vueo7ZWdnIyEhAXv27JHVYrWysoKrqyssLS0bxYpYPT092Wq68oYqDx8+hJ6eHlq1aoWcnBy5rq+uro4NGzbgxIkTOH78OLKysmQTHoosyN6kE0+KziaW++CDDzB8+HA4OztjwIABglyzKv3790dwcDDMzMzQqVMn6OjoICEhARMnTsTvv//eoDO/VD/U9GE+NzdXwZE0TFOnTpVtowkLC4OTkxMWLlyI8PBwXLx4EWPGjBFknOjoaNjZ2WHx4sWNpuV4Y3L48GH4+fmhuLi4yvNCPpD7+/vDxcUF9vb26Nq1q2yr9+3bt2FgYCDYVm9FUGbLZGV24inHz+ya+/LLLxEeHg5zc/NXNuoAGk6b9pMnT2LOnDlIT0+v9F4iIyNhYGCA1atXw9TUVEURUmPTrFkzGBsbK2UsZXZSUyRldgJUpmfPniE+Ph4SiQQ3b96ESCTCwIEDBemsDDyvIbRkyRIsWbIEeXl5KCsrE6yEjaWlJUpLS9GhQwdMnz4dzs7O0NPTE+Ta9YWlpSU2b96MLl264L333oOBgQEkEgn8/PwQGxsr2PstL8quLE068aTobGK5GTNmICYmBomJiTA2NoazszMcHR0Ff6icMWMGnJ2dMWvWLERERMDd3R2rVq1CUFAQMjMzMWXKFEHHo6ZHR0enxq9jcevK3n33XezZsweXLl0CAMyePRsFBQU4deoUPv30U8GSAE+fPsWYMWOYdKqnNmzYgDfffBMLFixQeJtpIyMj7Nu3Dz/99BNOnDiBBw8eQEdHB76+vpgwYUKDKP6qjJbJqujEw8/smvv555/x9ttvy37d0KWmpsLT0xPa2tpYsGABrKysZN3rHjx4gKNHjyIkJARTpkxBbGwsDA0NVRwxNQYffPABfv31VwwaNEjhYymzk5oiRUVFwdLSUimdAJXh/v37CAsLQ1RUFB4/fgyRSARXV1d4enoqrKC0UJM15fr374/PPvsMw4YNU+jzkyrNmDEDycnJ+OabbxAeHg5vb28sWrQIISEhAFCn+pxVrTx8FaGan71IJK1uyqgJWLJkCY4dO4bVq1fjvffeg7W1NUaOHAk/Pz8sWLAA58+fF7QF4/HjxxEZGSmbBbC2toaLi4vsZiaE7OxsXL16VfahEhwcjJSUFJiZmcHDw6Ne1/NoylhcnIQ0efJkDBgwQGF7tEk+7777LtauXSsr6Ei192LL5PPnz8vdMnnDhg2IiopCYmLiKzvx2NrawtPTU7Ck0Muf2UFBQTh16hTMzMzg6ekp+JZCqh+++uornDhxAjExMdVOQubk5MDJyQmDBw/G0qVLlRwhNRYvbk199OgRVq9eDVtbW/Tr16/CNuJyQq4WvHnzJpKTk6vtHF7eIa4+MzMzw4oVKxrEKspXSUlJgUQiwaFDh1BWVgZLS0vY29vD398fYWFhMDc3V3WI9JKioiKkpaXJOmsnJibKng/qUt/SxMSkxtsQyzurCq1JJ57S09Mxfvx46OjoIDw8HFFRUVi0aJHsD2XOnDkKmXHMzs7GgQMHEBcXJ3tgHjduHMaOHQtNTc06XbOgoAAAZEXu0tPTERISgrS0NHTp0gUTJ05UWCabqlebrWmZmZlMPDUB+fn5OH/+PB4/flzlXnohHm7Onz+PGTNmwMXFBX379oWmpmalDxuhWiZT7VlZWWHRokVKSTzVZIZLEbNaypCVlYUDBw4gNDQUt2/fluv++ejRI9jb26Njx46v7MSTkZGBffv21XkGtz7MODYGDx8+xMaNG3H8+HHk5eWhbdu2GDBgAKZNmyZYwxZFGjp0KCZPnvzaTlU//vgjdu7cKegkKDUt5V82a/J1T8iudvHx8Zg7dy7Kyspkzx/lMYhEIvTo0QOxsbGCjKVIw4cPxxdffAE7OztVh1JnDg4OuHHjBjp16gRHR0c4OTmhU6dOyM/Ph7m5uWwbM6nWwIEDsW3bNoU9n7+uPmJGRgY2bdqE3Nxc9OnTB5GRkYLH0KSXv+jq6iIhIQFpaWkAIEv8yJNNfJ2ysjKcO3cOJ0+exPXr16GhoQFDQ0OsX78eQUFB2LRpE8zMzGp8vZKSEgQGBiI6OhrA8zaWPj4+cHFxwb179wAAf/75J2JjY7Fz505ZZwFSDm5NoxedO3cOXl5eyM3NrfIhUKjaJC4uLgCeF2d+OeEkdMtkqr3Ro0cjPDxcKcvE3d3dXzvD1ZD+LiiqZbKyOvG8/OdR/u/xZfx3Wr0HDx7AyckJOTk5MDU1ha6uLh4+fIjdu3cjKSkJMTEx9b7eR2ZmZo2ex9566y08fPhQCRFRY6Wqran/7//9P5iYmGDZsmUIDw+HVCrFlClTkJSUhA0bNuCrr75SSVy15evri+XLl+POnTt4++23ZVtiX1TfJ/KuX7+Od955BzNnzsTAgQPZtKCeys7ORklJiezn0tJS9O7dG9HR0ZUmw+riVd8vkpKSsG3bNuTn58PHxwfTpk2Te7yqNMnEU3x8PIKCgvDPP/9AX18fEydOlC1js7W1Vchyyr///hu7d+9GbGws0tPT8eabb8LPzw+ffvop2rRpg5ycHEyaNAnz58/H/v37a3zd7du3IyoqCo6OjtDW1kZ0dDTOnDmD4uJihIaGolevXjh9+jTmzp2LrVu3sj2zkkkkElWHQPXIt99+Cw0NDSxdulShrYxXrlzZKLp6NFZaWlq4fPkyPv74Y5iZmVXZZnrx4sWCjLVmzZpKx548eYK//voLJ0+eVHi3VaEoo2WyojvxlJNKpejduzc++eQTdOjQQe7rNTVr164FAMTGxqJ79+6y47du3cKkSZOwYcMGrFixQlXh1UhRUVGN2rC3atUKRUVFSoiIGqt+/foBAIqLi5GVlQU9PT1IpdJKXbsHDx5cq4nv10lLS8OKFSvQu3dvDBgwABKJBN27d0f37t1x7949BAUFCVpqRFH8/f0BAOvXr2+wE3nLly/Hrl274OXlBbFYjFGjRsHZ2Zm14xoARW9MKygowIoVK7B7924YGRlh69atCk2kNrnE0/79+xEQEACxWAwTExPcvXsXy5YtQ2FhISZNmqSQMd3c3HDmzBmoq6vD2toarq6ulW622trasLa2xo8//lira+/btw/e3t7w9fUF8HxZvpeXF77++mu8//77AJ4/THt7eyM4OFiYN0REdXLlyhUsXboUDg4OCh3n008/Vej1ST7lEwCPHz/GnTt3Kp0XMvFU3USKs7Mzli5dit27dyu1o0ltqKJlsiI78QDPn0FiY2Oxd+9efPfddxgwYAAcHBwwfPhwtGzZUrBxGrMjR47A19e3QtIJALp3745p06Zh69atKoqMqH46cuQI5s2bBwsLC6xduxZlZWXYtGlThdfExcUhMTFRsNUwZWVlslX/RkZGuHXrluzcsGHDsGDBAkHGUbTGMJE3duxYjB07FpcvX0ZERAT27NmD8PBw9OzZEyKRCKWlpaoOkVTg3LlzCAgIwJ07d+Dq6oq5c+cq/DmkySWeQkNDYWZmhqCgIIjFYhQVFWHOnDkICQlRWOLp/v378PPzw9ixY9G+fftqXzd48OBat83977//Kvw/ffv2BQBZ95dyJiYmyMzMrNW1iUhYrVu3VlqLdGXUkqK6uXbtmqpDAAB89NFH+OKLL1QdRrVU3TJZ6E48ANClSxfMmjULs2bNQkpKCuLj4xEYGIglS5Zg+PDhcHBwaBCrAFSpoKAAnTt3rvJc586dBetIrGgN/cssNQypqanw8fFB9+7d4ezsXOFcSEgIevTogcuXL8PLywsHDhwQrMyIgYEB/vnnHwwYMABGRkYoKCjA3bt3Zatsnjx5Isg4itaYJvJ69eqF5cuXY+7cuYiLi0NkZCSkUik8PT1hbW0NBwcHDBkypNF2iqPnSktLsXHjRgQHB0NbW1vWIVgZmlzi6ebNm1ixYoWshbSGhgamT58OR0dHPHjwAB07dhRknBcLiK5atQpqamq4ffs2bt++XeXrLSws6rTEtbCwsEJXivKl21Vt3Xhx3ygRKd/w4cMRExMDS0tLhY6jrFpS1LDdvn27yqRkfdHYWyZbWFjAwsICixYtQlJSEuLj4+Hp6QkdHR3Y29tj1KhRlSaRCDA2NkZycnKV99Hk5OQG00hl4sSJr00+NeH+PySQH3/8EZ07d0Z4eDhatGhR4Zy2tjbat28PKysrDB48WNDE09ChQ7Fu3Tq0bdsWw4cPx1tvvYXNmzfDy8sLEomk2uRxfdMYG3Roampi3LhxGDduHC5cuICdO3fiwIEDSExMhI6ODo4eParqEElBbt++jTlz5uDy5cv46KOPsGzZMrRt21Zp4ze5xNPTp08r/QYbGxtDKpUiJydHsMRTTQq6AsLsD+asGVH9FRQUJPt1mzZtEB0dDTc3typbGYtEInh4eMg9prJqSVHdzJs377WvWbVqlSBjvfj3r1xZWRnu3buHuLg4hSdB5RESEqLqEJRCQ0MDI0eOxMiRI5GTk4OwsDD88MMP2LFjh0LaGTd0Y8eOxapVq6CtrQ1HR0fo6uoiPT0de/bsgUQiwfTp01Ud4ms5OjqqOgRqIv766y9MmjSpUtLpZSNGjKhU90keM2bMwMWLFyGRSGSd4b744gvExcUBEO4zTtEaW4OOl/Xp0wd9+vTB/PnzERsbq5BOZlRz5V3OAcgWjDx+/LjKXUs1bWBVLiwsDKtXr4a6ujpWrVqlks+hJpd4Ki0trfQlTENDQ3ZOKC/fUEtLS7Fw4UL4+PjAwMBAsHGAqhNPTEYR1Q9VFW8+ffo0Tp8+Xem4UIknZdWSorrZu3dvpXt0eQHhNm3aCFrw81XFwy0sLDB//nzBxqK6e/LkCX755Rfs27cPf/31F0QikdKWvjc0rq6uSE5Oxpo1a7B27VpZq3ipVIqhQ4di6tSpqg7xtRrKl25q+B49eoRu3bpVOCYSifDee+9VmPwyNDREVlaWYONqampCIpEgIyMDAGBjYwOJRIKzZ8/C1NRUVhqkvmssDTpe54033oC7uzvc3d1VHUqTVlU3uSlTplT52tomPJcvXw4AUFdXl9WyrI5IJMK5c+dqdf2aaHKJJ2V5OYtYnngaOnSoIC0RXzR79uxKxcB8fX0rzG4UFhYKOiYR1UxSUpLSx1RmLSmqvYsXL1Y6VlxcjL/++gsLFy7E7NmzBRurqr9/IpEIYrEYWlpago1DtVdUVITff/8de/fuxR9//IGioiKYm5tj0aJFGDlypKBFzRsTdXV1bNq0CcePH0dycjJycnKgra2NgQMHYtCgQaoOj6headWqFZ49e1bhmJqaGnbt2lXhWH5+vkLq2rVv3x6FhYXIy8tD7969YW5uLvgYitSQG3RQw+Lj46PQ648ePVrlC1OaZOKput90Vf9h1EVV+4qrW3on9EorIno9AwMDlJWVISoqCjo6OrCxsZGdKykpgaOjI1xdXeHm5ibYmMqqJUXCad68OSwtLeHt7Y3vv/8e0dHRcl0vPj4eQUFB+Oeff6Cvr4+JEyfis88+EyhaqiupVIrk5GQkJCTgt99+Q15eHrp3747p06fjk08+4ef0K7x8Hx00aBAGDRoku4927NiRiSeil+jr6+PSpUuvXUF55swZGBkZCTr26dOnsW7dOpw5cwZlZWVQV1dH3759MXv2bIW2bFeW+t6ggxoWRSee/ve//yn0+jXRJBNP1RV0dHV1rXBcUcvMhCSRSFQdAhG9glQqhb+/PxITE+Hq6loh8ZSeno6cnBwEBgbi0qVLcm2/qE0tKQDw9PSs81ikOMbGxrhx44Zc19i/fz8CAgIgFothYmKCu3fvYtmyZSgsLFRY91aqGUtLS2RmZkJPTw/Ozs6wt7eHiYmJqsOq95R1HyVqbIYOHYqIiAhMmDCh2hVNWVlZ2L17t6DPBX/88QemTZuG9u3by7p6P3r0CIcOHcL48eMRGhra4JNP9b1BB1F9I5I2sZYZNSnq+iKhHmBKS0vRq1cv7N69W/CtdkRUf8XHxyMgIAAzZ87ElClT0Lx58wrny8rKsGXLFmzevBkbNmzARx99VKdxavPlVd6GBqQYJSUl+Oqrr3DmzBkcPny4ztdxc3NDWVkZgoKCIBaLUVRUhDlz5uDMmTPsVqNiJiYmUFdXh6Gh4WuL/otEIuzbt09JkdVvyrqPEjU2jx49gr29PTp27IiVK1dW+g6SmpoKf39/ZGRkYN++fYJtlL/JFAAAES9JREFUtxs7dixatmyJkJAQWS1d4PmWvs8//xwtWrRoEJPnNWnQsXHjRhVERtTwNLkVT5wJIyJlioyMhIODA7y9vas8r6amBh8fH1y5cgWhoaF1/sJU01pSUqkU3333XZ3GIGFUVTOitLQUGRkZyM/Pl3u59c2bN7FixQqIxWIAzxtoTJ8+HY6Ojnjw4IFg3Vup9hpa2+36Qln3UaLGpkOHDvj+++8xa9YsODk5oXv37ujatSsA4O7du7h69SrEYjG2bNkiaI2n69evY+3atRWSTsDzGpQeHh7w9/cXbCxFYoMOIuE0ucSTqjXEOlJEVHdpaWmYOHHia19nZ2cnV2L8dbVhTpw4AYlEgsOHD3NpuIpVVYdPJBKhW7dusLGxkbvF7dOnT9G2bdsKx4yNjSGVSpGTk8PEkwo1hBn++khZ91GixmjIkCGIi4vD9u3bcfDgQdy8eRMAIBaL4ejoCG9vb8HrO+nq6iI7O7vKcyUlJdDW1hZ0PEV5VYOO3NxcSCQSBAQEqCAyooaHiScFMTExqTLJNGbMmErHRCIRrly5ooywiEjJCgoKqqyx9LJ27drh6dOngo797NkzxMfHQyKR4ObNmxCJRBg4cCCcnJwEHYdqR9HJh9LS0krbuMpnnUtLSxU6NpEiqPI+StQY6Ovry1qo5+XloaysTKGdM729vbFu3Tr07Nmzwva+u3fvYsOGDfDw8FDY2EKqalLv5Yk8Jp6IaoaJJwWpDy0LiUj1OnbsiLS0NAwePPiVr0tLS0P79u0FGfP+/fsICwtDVFQUHj9+DJFIBFdXV3h6ekJfX1+QMUg+KSkpOHLkCL788ksAwIULF7B+/Xr4+PjAzMxMxdER1S+quI8SNVZCbql70cvbyHNycjB27Fh06dIFurq6ePz4MW7cuAENDQ0cPnwY7u7uColDETiRRyQ/Jp4UpD60LCQi1bO0tERERARcXFwq1TooV1RUhIiICJibm8s1VkpKCiQSCQ4dOoSysjJYWlrC3t4e/v7+sLe3Z9Kpnjhy5AimTZuGt99+W5Z4UlNTw7///osJEybgp59+kvvvQnUTH5wQoYZImfdRIqqbl7eRv/hzaWkpxGKx7N9ncXGxUmOrK07kEQmnyXW1IyJSpjt37sDBwQF9+/ZFYGBgpfo69+7dw+LFi5GcnIzw8PA6txd2cHDAjRs30KlTJzg6OsLJyQmdOnVCfn4+zM3NER4ezi9k9YSrqyvatm2LjRs3olmz/5v/KS0tha+vL54+fYqffvqpztc3MTGBhoZGpSTTs2fPKh0XiUQ4d+5cncciUgZl3UeJiIBXT+SFhYXxeYqoDrjiiYhIgYyMjBAYGIh58+bBxsYGPXv2hJGREUpKSnD37l1cu3YNampqWLhwoVxflq5fv4533nkHM2fOxMCBAyu1G6f648aNG1i/fn2FpBMAqKurw8XFBXPmzJHr+vIWJyeqb5R1HyUienEiz8vLq8JEHtdrENUdE09ERApmZ2eHrl27Ytu2bfjjjz9w8eJFAM/rLNja2sLDwwMmJiZyjbF8+XLs2rULXl5eEIvFGDVqFJydnWFoaCjEWyABaWhoIDMzs8pzubm5cl+fXb2oMVLGfZSIhDFs2LDXbu2uqmNcfcCJPCLF4FY7IiIly87Ohrq6OrS0tAS/9uXLlxEREYF9+/ahoKAAPXv2xNWrV/Hzzz/DwsJC8PGo9vz8/HDjxg2EhoZWKISclZWFiRMnwtDQEFu2bFFhhET1nyLvo0QknylTplRKPD158gTXr1+HpqYmRo0aVW+7wUVFRWHXrl24fPlypYk8li4gqjsmnoiIGqGnT58iLi4OkZGRuHbtGlq2bAlra2s4ODhgyJAhUFNTU3WITVZqaqqsE46FhQXat2+PzMxMpKSkQCQSISIiAm+99ZaKoyQiIhJWTk4OJk+ejNGjR2PChAmqDueVOJFHJCwmnoiIGrkLFy5g586dOHDgAAoLC6Gjo4OjR4+qOqwmLS0tDZs3b8bJkyeRnZ0NLS0t9OvXD76+vujWrZuqwyMiIlKI/fv3Y82aNfj1119VHUqNcCKPSBhMPBERNRF5eXmIjY1FZGQkEhISVB0OERERNTGHDh3CzJkzceHCBVWHUmucyCOqOyaeiIiIVODSpUv4888/8fDhQ3h5eSE1NRV9+vRBmzZtVB0aERFRnVXVQKO0tBT379/HsmXLUFxcjPj4eBVEJgxO5BHVHhNPRERESlRWVoaFCxdiz549kEqlEIlEiI6Oxv/+9z/cu3cP4eHh0NPTU3WYREREdWJiYlJtVzuRSIR169Zh+PDhSo6KiFSJiSciIiIl2r59O9avX4+AgACMGDECH374IXbv3o2ioiLMmDEDw4YNQ2BgoKrDJCIiqpONGzdWmXgSi8WwtraGoaGhCqIiIlVqpuoAiIiImpLo6Gh4eHhg4sSJKC0tlR03MzODj48Ptm/frsLoiIiI5OPr66vqEIionmHiiYiISInu37+P999/v8pzXbp0qbI2BhERUUNz9+5d5OTkoKoNNn369FFBRESkKkw8ERERKZGuri6uXbsGS0vLSueuX78OXV1dFURFREQkjLS0NEybNg137typdK68tuHVq1dVEBkRqQoTT0REREo0YsQIbN26FcbGxrCysgLwvNjqlStXEBwcDHt7exVHSEREVHcrV65ERkYGpk6dCiMjI6ipqak6JCJSMRYXJyIiUqKCggJMmjQJ58+fh7q6OkpKStCmTRvk5ubinXfegUQiQevWrVUdJhERUZ2YmZkhICAAn332mapDIaJ6giueiIiIlKhVq1YIDQ1FfHw8jh07huzsbGhpaWHQoEEYPXo0NDQ0VB0iERFRnTVr1gzGxsaqDoOI6hGueyQiIlKS1NRU/Pfff2jWrBk+/fRTLF68GL169UJhYSH+++8/FBQUqDpEIiIiuXzwwQf49ddfVR0GEdUj3GpHRESkYFKpFF9//TWio6Px5ZdfwtPTEyUlJXB2dsbVq1eho6OD3NxcdO7cGZGRkRCLxaoOmYiIqMYSExNlv3706BFWr14NW1tb9OvXr8rt47a2tsoMj4hUjIknIiIiBduzZw/mzZuH8ePHY+LEiTA0NMTOnTuxdOlSuLu7Y8GCBXj48CFcXV3h4OCAmTNnqjpkIiKiGjMxMYFIJEJNvlqyqx1R08PEExERkYJNmDABRkZGCAwMlB2bPHkyTp48iWPHjqFNmzYAgB07diAmJgZ79+5VVahERES1dvLkyVq9vl+/fgqKhIjqIxYXJyIiUrDr169jwoQJsp9LS0tx9uxZ9O7dW5Z0AoCePXvi33//VUWIREREdVaeSCqvVdiqVSsAQHp6OkJCQpCWloauXbtiwoQJ0NfXV1mcRKQaTDwREREpWH5+PjQ1NWU/X7t2DQUFBXj//fcrvK6kpAQikUjZ4REREcmlpKQEgYGBiI6OBgC4urrCx8cHLi4uuHfvHgDgzz//xJ49e7Bz50507dpVleESkZKxqx0REZGC6erqyh68AeD48eMQiUSwsLCo8LorV66gQ4cOyg6PiIhILtu3b0dUVBRGjx6Nzz//HHv37sXkyZNRXFyM0NBQnD17FsHBwWjevDm2bt2q6nCJSMm44omIiEjBBgwYgLCwMNjZ2aG0tBTR0dFo3bo1BgwYIHtNdnY2wsLCYGVlpcJIiYiIam/fvn3w9vaGr68vAMDCwgJeXl74+uuvZat7hwwZAm9vbwQHB6syVCJSASaeiIiIFMzb2xtjxozB4MGDoaamhry8PAQEBKBFixYAns8UR0REIDc3F5MnT1ZxtERERLXz33//wdTUVPZz3759AQBvv/12hdeZmJggMzNTqbERkeox8URERKRgRkZGiIiIQEhICLKysmBjYwMnJyfZ+Z9++gmtWrXC1q1b0aVLFxVGSkREVHuFhYVo3bq17Ofy4uLl/y0nEolQUlKi1NiISPWYeCIiIlKCbt26YeXKlVWei4mJQYcOHVhYnIiIGix+hhFRdZh4IiIiUjE9PT1Vh0BERCSXqhJPTEYREQCIpFKpVNVBEBERERERUcNkYmICfX19tGzZUnYsLS0NBgYGsnqGwPMteffv38fVq1dVESYRqQhXPBEREREREVGdWVhYVDqmo6NT5WsNDAwUHQ4R1TNc8URERERERERERAqhpuoAiIiIiIiIiIiocWLiiYiIiIiIiIiIFIKJJyIiIiIBXb58GV9//TU+/vhjvPfeezA3N4erqyvCwsJQUlJS4bX//vsvevTogenTp1c4fuHCBRw9elSZYRMREREpBBNPRERERAIoKyvD+vXrMWbMGOzZswfdunXDuHHjYGtriwcPHmDZsmWYNGkSCgsLZf+PlpYWfHx8YGdnJzv2+++/w8XFBbdu3VLF2yAiIiISFLvaEREREQnghx9+wJYtW2BqaooNGzZAT09Pdq6oqAjz589HQkIC5s6di3Xr1gF4nnjy9fWtcJ2srCyUlZUpNXYiIiIiReGKJyIiIiI53b59G1u2bEG7du0QFBRUIekEABoaGli1ahUMDAxw4MABpKamqihSIiIiIuVi4omIiIhITrGxsSguLoabmxu0tLSqfE3z5s2xaNEirFy5Em3btgVQucbT3LlzMW/ePADAqlWr0KNHD9y6dQvm5ub48MMPIZVKK1133rx56NGjB/7++2/FvDkiIiIiOXCrHREREZGcjhw5AgCwtLR85euGDh36yvM2NjbIzc1FUlIShgwZAlNTU3To0AEjRoxATEwMTp06BQsLC9nrnz17hl9++QWmpqZ488035X4fRERERELjiiciIiIiOT148AAA5E7+2NjYwMbGBsDzJJavry+0tLTg4OAAANi7d2+F1x86dAhPnjzBqFGj5BqXiIiISFGYeCIiIiKSU25uLgBAU1NTIdfv37+/rD5UcXGx7Hh8fDyaN28OW1tbhYxLREREJC8mnoiIiIjkpK2tDeD/ElBCE4lEsLe3R05ODo4dOwYAyMnJwZEjR/DBBx/IakYRERER1TdMPBERERHJydDQEADwzz//vPJ1eXl5ePToUZ3GGD16NID/2263f/9+FBcXy7bhEREREdVHTDwRERERyam8qHj5aqTq7Nq1C5aWlli3bl2tx+jSpQtMTU2RlJSEoqIi7N+/H23atHltwXIiIiIiVWLiiYiIiEhO9vb2aN68OUJDQ5GXl1flawoKChAVFQUAGDx4cLXXEolE1Z5zcHBAfn4+fvvtN5w5cwYff/wxNDQ05AueiIiISIGYeCIiIiKSk6GhIT7//HNkZ2fDw8Oj0na6vLw8zJkzB3///TeGDh0KCwuLaq/VrFkzAKhQRLycnZ0dmjdvjtWrV3ObHRERETUIzVQdABEREVFjMGvWLGRmZiImJgbW1tb48MMPYWRkhIcPH+LYsWPIysqCubk5vv3221deR09PDwCwc+dOPH78GO7u7rJjbdq0wbBhw3Dw4EEYGhqib9++Cn9fRERERPLgiiciIiIiAairq2PVqlUICQmBlZUVrl27BolEgkOHDuHNN9/E0qVLERoaCi0trVdex8LCAm5ubnj8+DHCwsKQmppa4fzHH38MABg1apTC3gsRERGRUERSqVSq6iCIiIiIqGbWrFmDbdu24ZdffoGxsbGqwyEiIiJ6Ja54IiIiImogHjx4gOjoaPTv359JJyIiImoQWOOJiIiIqJ6Lj4/Hjh078Pfff6OwsBC+vr6qDomIiIioRph4IiIiIqrnOnbsiPv370MsFmP+/Pmv7IpHREREVJ+wxhMRERERERERESkEazwREREREREREZFCMPFEREREREREREQKwcQTEREREREREREpBBNPRERERERERESkEEw8ERERERERERGRQvx/QHBRHBR417oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting barplot for city vs average cost\n",
    "data1=data[data[\"Country\"]==\"India\"]\n",
    "data1[['Average Cost for two', 'City']].groupby(['City']).median().sort_values(\"Average Cost for two\", ascending = False).plot.bar()\n",
    "plt.title('Bar plot of average cost vs city')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting barplot for city vs rate\n",
    "# to find out which city is high rated or least rated\n",
    "data1[['Aggregate rating', 'City']].groupby(['City']).median().sort_values(\"Aggregate rating\", ascending = False).plot.bar()\n",
    "plt.title('Bar plot of rate vs city')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sed=data1[(data1.Votes>=200) & (data1.Votes <=2000)]   # FILTERED VOTES TO HAVE A CLEAR PICTURE\n",
    "plt.scatter(sed.Votes,sed[\"Aggregate rating\"])         # PLOT VOTES VS RATINGS TO HAVE A FAIR IDEA\n",
    "plt.xlabel(\"VOTES GIVEN TO RESTAURANT\")\n",
    "plt.ylabel(\"USER RATING GIVEN TO RESTAURANT\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TOP 5 CUISINES ARE:\n",
      "American\n",
      "Seafood\n",
      "Sandwich\n",
      "Burger\n",
      "Pizza\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x792 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the pie graph of top 10 cuisines present in restaurants in the USA.\n",
    "\n",
    "cities=['New Delhi','Ghaziabad','Noida','Faridabad','Gurgaon'] #LIST OF CITIES INCLUDED IN DELHI NCR\n",
    "\n",
    "data6=data[data[\"Country Code\"] == 216]\n",
    "\n",
    "USLIST=[]\n",
    "for i in data6.Cuisines:                 # LIST ALL CUISINES IN DELHI NCR\n",
    "    for j in str(i).split(\",\"):\n",
    "        USLIST.append(j.strip())\n",
    "uscuis=pd.Index(USLIST)\n",
    "print(\"TOP 5 CUISINES ARE:\")\n",
    "for i in uscuis.value_counts()[0:5].index:\n",
    "    print(i)\n",
    "plt.pie(uscuis.value_counts()[0:5].values,labels=(uscuis.value_counts()[0:5].index),autopct=\"%.3f\")\n",
    "plt.show()"
   ]
  }
 ],
 "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
}