{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "___\n",
    "\n",
    "<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
    "___\n",
    "<center><em>Copyright by Pierian Data Inc.</em></center>\n",
    "<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Capstone Project - Solution\n",
    "\n",
    "## Overview\n",
    "\n",
    "If you are planning on going out to see a movie, how well can you trust online reviews and ratings? *Especially* if the same company showing the rating *also* makes money by selling movie tickets. Do they have a bias towards rating movies higher than they should be rated?\n",
    "\n",
    "### Goal:\n",
    "\n",
    "**Your goal is to complete the tasks below based off the 538 article and see if you reach a similar conclusion. You will need to use your pandas and visualization skills to determine if Fandango's ratings in 2015 had a bias towards rating movies better to sell more tickets.**\n",
    "\n",
    "---\n",
    "---\n",
    "\n",
    "**Complete the tasks written in bold.**\n",
    "\n",
    "---\n",
    "----\n",
    "\n",
    "## Part One: Understanding the Background and Data\n",
    "\n",
    "\n",
    "**TASK: Read this article: [Be Suspicious Of Online Movie Ratings, Especially Fandango’s](http://fivethirtyeight.com/features/fandango-movies-ratings/)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "\n",
    "**TASK: After reading the article, read these two tables giving an overview of the two .csv files we will be working with:**\n",
    "\n",
    "### The Data\n",
    "\n",
    "This is the data behind the story [Be Suspicious Of Online Movie Ratings, Especially Fandango’s](http://fivethirtyeight.com/features/fandango-movies-ratings/) openly available on 538's github: https://github.com/fivethirtyeight/data. There are two csv files, one with Fandango Stars and Displayed Ratings, and the other with aggregate data for movie ratings from other sites, like Metacritic,IMDB, and Rotten Tomatoes.\n",
    "\n",
    "#### other_review_scores.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----\n",
    "\n",
    "`other_review_scores.csv` contains every film that has a Rotten Tomatoes rating, a RT User rating, a Metacritic score, a Metacritic User score, and IMDb score, and at least 30 fan reviews on Fandango. The data from Fandango was pulled on Aug. 24, 2015."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Column | Definition\n",
    "--- | -----------\n",
    "FILM | The film in question\n",
    "RottenTomatoes | The Rotten Tomatoes Tomatometer score  for the film\n",
    "RottenTomatoes_User | The Rotten Tomatoes user score for the film\n",
    "Metacritic | The Metacritic critic score for the film\n",
    "Metacritic_User | The Metacritic user score for the film\n",
    "IMDB | The IMDb user score for the film\n",
    "Metacritic_user_vote_count | The number of user votes the film had on Metacritic\n",
    "IMDB_user_vote_count | The number of user votes the film had on IMDb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "----\n",
    "\n",
    "#### fandango_scape.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`fandango_scrape.csv` contains every film 538 pulled from Fandango.\n",
    "\n",
    "Column | Definiton\n",
    "--- | ---------\n",
    "FILM | The movie\n",
    "STARS | Number of stars presented on Fandango.com\n",
    "RATING |  The Fandango ratingValue for the film, as pulled from the HTML of each page. This is the actual average score the movie obtained.\n",
    "VOTES | number of people who had reviewed the film at the time we pulled it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "\n",
    "**TASK: Import any libraries you think you will use:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMPORT HERE!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part Two: Exploring Fandango Displayed Scores versus True User Ratings\n",
    "\n",
    "Let's first explore the Fandango ratings to see if our analysis agrees with the article's conclusion.\n",
    "\n",
    "**TASK: Run the cell below to read in the fandango_scrape.csv file**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "fandango = pd.read_csv(\"fandango_scrape.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Explore the DataFrame Properties and Head.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "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>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fifty Shades of Grey (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>34846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Sniper (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>34085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Furious 7 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15749</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          FILM  STARS  RATING  VOTES\n",
       "0  Fifty Shades of Grey (2015)    4.0     3.9  34846\n",
       "1        Jurassic World (2015)    4.5     4.5  34390\n",
       "2       American Sniper (2015)    5.0     4.8  34085\n",
       "3             Furious 7 (2015)    5.0     4.8  33538\n",
       "4            Inside Out (2015)    4.5     4.5  15749"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fandango.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 504 entries, 0 to 503\n",
      "Data columns (total 4 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   FILM    504 non-null    object \n",
      " 1   STARS   504 non-null    float64\n",
      " 2   RATING  504 non-null    float64\n",
      " 3   VOTES   504 non-null    int64  \n",
      "dtypes: float64(2), int64(1), object(1)\n",
      "memory usage: 15.9+ KB\n"
     ]
    }
   ],
   "source": [
    "fandango.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "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>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>504.000000</td>\n",
       "      <td>504.000000</td>\n",
       "      <td>504.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.558532</td>\n",
       "      <td>3.375794</td>\n",
       "      <td>1147.863095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.563133</td>\n",
       "      <td>1.491223</td>\n",
       "      <td>3830.583136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>3.800000</td>\n",
       "      <td>18.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.500000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>189.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>34846.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            STARS      RATING         VOTES\n",
       "count  504.000000  504.000000    504.000000\n",
       "mean     3.558532    3.375794   1147.863095\n",
       "std      1.563133    1.491223   3830.583136\n",
       "min      0.000000    0.000000      0.000000\n",
       "25%      3.500000    3.100000      3.000000\n",
       "50%      4.000000    3.800000     18.500000\n",
       "75%      4.500000    4.300000    189.750000\n",
       "max      5.000000    5.000000  34846.000000"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fandango.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Let's explore the relationship between popularity of a film and its rating. Create a scatterplot showing the relationship between rating and votes. Feel free to edit visual styling to your preference.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=150)\n",
    "sns.scatterplot(data=fandango,x='RATING',y='VOTES');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Calculate the correlation between the columns:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "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>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>STARS</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.994696</td>\n",
       "      <td>0.164218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RATING</th>\n",
       "      <td>0.994696</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.163764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VOTES</th>\n",
       "      <td>0.164218</td>\n",
       "      <td>0.163764</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           STARS    RATING     VOTES\n",
       "STARS   1.000000  0.994696  0.164218\n",
       "RATING  0.994696  1.000000  0.163764\n",
       "VOTES   0.164218  0.163764  1.000000"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fandango.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Assuming that every row in the FILM title column has the same format:**\n",
    "\n",
    "    Film Title Name (Year)\n",
    "    \n",
    "**Create a new column that is able to strip the year from the title strings and set this new column as YEAR**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "fandango['YEAR'] = fandango['FILM'].apply(lambda title:title.split('(')[-1][:4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: How many movies are in the Fandango DataFrame per year?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2015    478\n",
       "2014     23\n",
       "2016      1\n",
       "1964      1\n",
       "2012      1\n",
       "Name: YEAR, dtype: int64"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fandango['YEAR'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Visualize the count of movies per year with a plot:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='YEAR', ylabel='count'>"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAASdUlEQVR4nO3de/BdZX3v8fdH4q3eAPk1xSQa28Y6nKMizVA8OF5gasG2wvGI1VNLamnT9mCro62l7enFXqb2Yq2XM5zDiBraHpVqKdFhtJyIMna8JYpcbYkOHpIJJiLghaMW/Z4/9pMnm/AL2SR77f1L8n7N7NnPep5nL797ufP7sNZea+1UFZIkATxo3gVIkpYOQ0GS1BkKkqTOUJAkdYaCJKkzFCRJ3aChkOSWJNcluSbJ5tZ3bJIrk9zcno9p/Uny5iRbk1yb5KQha5Mk3dcs9hSeW1UnVtXatnwBsKmq1gCb2jLAmcCa9lgPXDiD2iRJY+Zx+OgsYENrbwDOHuu/pEY+ARyd5Pg51CdJR6xlA6+/gH9OUsD/qqqLgOVVtaON3wYsb+0VwK1jr93W+nawD8cdd1ytXr166kVL0uFsy5YtX6mqhcXGhg6FZ1bV9iTfD1yZ5PPjg1VVLTAmlmQ9o8NLPP7xj2fz5s3Tq1aSjgBJvrSvsUEPH1XV9va8E7gMOBn48u7DQu15Z5u+HVg19vKVrW/vdV5UVWurau3CwqJBJ0k6QIOFQpJHJHnU7jbwPOB6YCOwrk1bB1ze2huBc9tZSKcAd40dZpIkzcCQh4+WA5cl2f2/87+r6oNJPg1cmuQ84EvAi9v8K4DnA1uBu4GXD1ibJGkRg4VCVX0ReNoi/bcDpy/SX8D5Q9UjSdo/r2iWJHWGgiSpMxQkSZ2hIEnqDAVJUjf0Fc1z86O/ecm8S5i6LX957rxLkHSYc09BktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSd3goZDkqCSfTfKBtvzEJJ9MsjXJe5I8pPU/tC1vbeOrh65NknRvs9hTeCVw09jynwNvrKofBu4Azmv95wF3tP43tnmSpBkaNBSSrAR+EnhbWw5wGvDeNmUDcHZrn9WWaeOnt/mSpBkZek/hb4DXAt9ry48F7qyqe9ryNmBFa68AbgVo43e1+ZKkGRksFJL8FLCzqrZMeb3rk2xOsnnXrl3TXLUkHfGG3FM4FXhBkluAdzM6bPQm4Ogky9qclcD21t4OrAJo448Bbt97pVV1UVWtraq1CwsLA5YvSUeewUKhqn67qlZW1WrgJcCHq+pngauAF7Vp64DLW3tjW6aNf7iqaqj6JEn3NY/rFH4LeHWSrYy+M7i49V8MPLb1vxq4YA61SdIRbdn+pxy8qvoI8JHW/iJw8iJzvgWcM4t6JEmL84pmSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJK6wUIhycOSfCrJ55LckOR1rf+JST6ZZGuS9yR5SOt/aFve2sZXD1WbJGlxQ+4pfBs4raqeBpwInJHkFODPgTdW1Q8DdwDntfnnAXe0/je2eZKkGRosFGrkG23xwe1RwGnAe1v/BuDs1j6rLdPGT0+SoeqTJN3XoN8pJDkqyTXATuBK4AvAnVV1T5uyDVjR2iuAWwHa+F3AY4esT5J0b4OGQlV9t6pOBFYCJwNPPth1JlmfZHOSzbt27TrY1UmSxszk7KOquhO4CngGcHSSZW1oJbC9tbcDqwDa+GOA2xdZ10VVtbaq1i4sLAxduiQdUYY8+2ghydGt/XDgx4GbGIXDi9q0dcDlrb2xLdPGP1xVNVR9kqT7Wrb/KQfseGBDkqMYhc+lVfWBJDcC707yJ8BngYvb/IuBv02yFfgq8JIBa5MkLWKwUKiqa4GnL9L/RUbfL+zd/y3gnKHqkSTtn1c0S5I6Q0GS1BkKkqTOUJAkdROFQpJNk/RJkg5t93v2UZKHAd8HHJfkGGD3vYgezZ7bU0iSDhP7OyX1l4FXAY8DtrAnFL4GvHW4siRJ83C/oVBVbwLelOTXquotM6pJkjQnE128VlVvSfKfgNXjr6mqSwaqS5I0BxOFQpK/BX4IuAb4busuwFCQpMPIpLe5WAuc4A3qJOnwNul1CtcDPzBkIZKk+Zt0T+E44MYkn2L028sAVNULBqlKkjQXk4bCHw5ZhCRpaZj07KOPDl2IJGn+Jj376OuMzjYCeAjwYOCbVfXooQqTJM3epHsKj9rdThLgLOCUoYqSJM3HA75Lao38E/AT0y9HkjRPkx4+euHY4oMYXbfwrUEqkiTNzaRnH/30WPse4BZGh5AkSYeRSb9TePnQhUiS5m/SH9lZmeSyJDvb431JVg5dnCRptib9ovkdwEZGv6vwOOD9rU+SdBiZNBQWquodVXVPe7wTWBiwLknSHEwaCrcneVmSo9rjZcDtQxYmSZq9SUPhF4AXA7cBO4AXAT8/UE2SpDmZ9JTUPwLWVdUdAEmOBf6KUVhIkg4Tk+4pPHV3IABU1VeBpw9TkiRpXiYNhQclOWb3QttTmHQvQ5J0iJj0D/sbgI8n+Ye2fA7wp8OUJEmal0mvaL4kyWbgtNb1wqq6cbiyJEnzMPEhoBYCBoEkHcYe8K2zJUmHL0NBktQNFgpJViW5KsmNSW5I8srWf2ySK5Pc3J6Paf1J8uYkW5Ncm+SkoWqTJC1uyD2Fe4DXVNUJjH668/wkJwAXAJuqag2wqS0DnAmsaY/1wIUD1iZJWsRgoVBVO6rqM639deAmYAWjH+fZ0KZtAM5u7bOAS9rPfX4CODrJ8UPVJ0m6r5l8p5BkNaMroD8JLK+qHW3oNmB5a68Abh172bbWJ0makcFDIckjgfcBr6qqr42PVVUB9QDXtz7J5iSbd+3aNcVKJUmDhkKSBzMKhL+vqn9s3V/efVioPe9s/duBVWMvX9n67qWqLqqqtVW1dmHBn3SQpGka8uyjABcDN1XVX48NbQTWtfY64PKx/nPbWUinAHeNHWaSJM3AkDe1OxX4OeC6JNe0vt8BXg9cmuQ84EuMfqcB4Arg+cBW4G7g5QPWJklaxGChUFUfA7KP4dMXmV/A+UPVI0naP69oliR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpGywUkrw9yc4k14/1HZvkyiQ3t+djWn+SvDnJ1iTXJjlpqLokSfs25J7CO4Ez9uq7ANhUVWuATW0Z4ExgTXusBy4csC5J0j4MFgpVdTXw1b26zwI2tPYG4Oyx/ktq5BPA0UmOH6o2SdLiZv2dwvKq2tHatwHLW3sFcOvYvG2tT5I0Q3P7ormqCqgH+rok65NsTrJ5165dA1QmSUeuWYfCl3cfFmrPO1v/dmDV2LyVre8+quqiqlpbVWsXFhYGLVaSjjSzDoWNwLrWXgdcPtZ/bjsL6RTgrrHDTJKkGVk21IqTvAt4DnBckm3AHwCvBy5Nch7wJeDFbfoVwPOBrcDdwMuHqkuStG+DhUJVvXQfQ6cvMreA84eqRZI0Ga9oliR1hoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHWGgiSpMxQkSZ2hIEnqDAVJUmcoSJI6Q0GS1BkKkqTOUJAkdYaCJKkzFCRJnaEgSeoMBUlSZyhIkjpDQZLUGQqSpM5QkCR1hoIkqTMUJEmdoSBJ6gwFSVK3bN4FaHj/94+eMu8Spu7xv3/dvEuQDkvuKUiSOkNBktQZCpKkzlCQJHWGgiSpW1KhkOSMJP+aZGuSC+ZdjyQdaZZMKCQ5CvgfwJnACcBLk5ww36ok6ciyZEIBOBnYWlVfrKrvAO8GzppzTZJ0RFlKF6+tAG4dW94G/NicatFh6tS3nDrvEqbuX37tXw7odR991rOnXMn8Pfvqjx7Q6976mvdPuZL5e8UbfvqAXpeqmnIpBybJi4AzquoX2/LPAT9WVa/Ya956YH1b/BHgX2da6OKOA74y7yKWCLfFiNthD7fFHktlWzyhqhYWG1hKewrbgVVjyytb371U1UXARbMqahJJNlfV2nnXsRS4LUbcDnu4LfY4FLbFUvpO4dPAmiRPTPIQ4CXAxjnXJElHlCWzp1BV9yR5BfAh4Cjg7VV1w5zLkqQjypIJBYCqugK4Yt51HIAldThrztwWI26HPdwWeyz5bbFkvmiWJM3fUvpOQZI0Z4bCIpKsSnJVkhuT3JDkla3/2CRXJrm5PR/T+p+c5ONJvp3kN/Za1y1JrktyTZLN83g/B2Oa26KNH5Xks0k+MOv3crCm/Lk4Osl7k3w+yU1JnjGP93Sgkrw9yc4k14/1Pa293+uSvD/Jo8fGntrGbmjjD9trfRvH13WomNZnYl/rmQdDYXH3AK+pqhOAU4Dz2y03LgA2VdUaYFNbBvgq8OvAX+1jfc+tqhOX+qlo+zDtbfFK4KZhSx7MNLfFm4APVtWTgadx6G2TdwJn7NX3NuCCqnoKcBnwmwBJlgF/B/xKVf0H4DnAv+9+UZIXAt8YvuRBTOszsa/1zJyhsIiq2lFVn2ntrzP6B7uC0W03NrRpG4Cz25ydVfVpxj7oh4tpboskK4GfZPTH45AzrW2R5DHAs4CL27zvVNWdM3gLU1NVVzP6AzfuScDVrX0l8F9a+3nAtVX1ufba26vquwBJHgm8GviTwYsewLQ+E/eznpkzFPYjyWrg6cAngeVVtaMN3QYsn2AVBfxzki3tauxD1hS2xd8ArwW+N0R9s3SQ2+KJwC7gHe1Q2tuSPGKwYmfnBvbcr+wc9lyM+iSgknwoyWeSvHbsNX8MvAG4e3ZlDmMK/z4WW8/MGQr3o/1XzPuAV1XV18bHanTa1iSnbj2zqk5idPfX85M8a/qVDu9gt0WSnwJ2VtWW4aqcjSl8LpYBJwEXVtXTgW+y5/DCoewXgP+WZAvwKOA7rX8Z8EzgZ9vzf05yepITgR+qqsvmUew0Telvxf2uZ1YMhX1I8mBG/+f8fVX9Y+v+cpLj2/jxwM79raeqtrfnnYyOs548TMXDmdK2OBV4QZJbGN0B97QkfzdQyYOZ0rbYBmyrqt3/JfheRiFxSKuqz1fV86rqR4F3AV9oQ9uAq6vqK1V1N6NrkU4CngGsbZ+JjwFPSvKR2Vd+cKb1t2If65k5Q2ERScLoeO9NVfXXY0MbgXWtvQ64fD/reUSSR+1uMzq2ekidYTGtbVFVv11VK6tqNaNbmHy4ql42QMmDmeK2uA24NcmPtK7TgRunXO7MJfn+9vwg4L8D/7MNfQh4SpLva186Pxu4saourKrHtc/EM4F/q6rnzL7yAzfFvxX7Ws/sVZWPvR6MPqAFXAtc0x7PBx7L6EyCm4H/Axzb5v8Ao/8a+hpwZ2s/GvhB4HPtcQPwu/N+b/PaFnut8znAB+b93ua5LYATgc1tXf8EHDPv9/cAt8W7gB2MvjDdBpzH6Myyf2uP19Mujm3zX9b+DVwP/MUi61sNXD/v9zWvz8S+1jOP9+QVzZKkzsNHkqTOUJAkdYaCJKkzFCRJnaEgSeoMBWk/MvKxJGeO9Z2T5INJvpvRHXB3Py4Ym3Nckn9P8it7rW/3nXOvTfLRJE+Y5fuR7o+npEoTSPIfgX9gdE+aZcBnGd0l9HNV9ch9vOZXgf8KfK+qnj3Wfwuwtqq+kuR1wOOq6pcGfgvSRNxTkCZQVdcD7wd+C/h94JKq+sL9v4qXAq8BVrQ7xC7m48zpbpjSYpbUbzRLS9zrgM8wutHb7t/GeHiSa8bm/FlVvSfJKuD4qvpUkkuBn2F0N9C9ncHoimZpSTAUpAlV1TeTvAf4RlV9u3X/v6o6cZHpPwNc2trvBt7OvUPhqiTHMvpxmd8bqGTpAfPwkfTAfI/Jfg/ipcDPt+8PNgJPTbJmbPy5wBMY3ePmdVOuUTpghoI0ZUmeBDyyqlZU1eoa3QX0zxgFRVdV9wCvAs5tew3S3BkK0sF5+F6npL6e0R//vX845n3sFQow+hlGRnccPX/4UqX985RUSVLnnoIkqTMUJEmdoSBJ6gwFSVJnKEiSOkNBktQZCpKkzlCQJHX/H2owKBsaa6uBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=fandango,x='YEAR')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: What are the 10 movies with the highest number of votes?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "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>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "      <th>YEAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fifty Shades of Grey (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>34846</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34390</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Sniper (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>34085</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Furious 7 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33538</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15749</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>The Hobbit: The Battle of the Five Armies (2014)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.3</td>\n",
       "      <td>15337</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kingsman: The Secret Service (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>15205</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Minions (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14998</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Avengers: Age of Ultron (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>14846</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Into the Woods (2014)</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.4</td>\n",
       "      <td>13055</td>\n",
       "      <td>2014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               FILM  STARS  RATING  VOTES  \\\n",
       "0                       Fifty Shades of Grey (2015)    4.0     3.9  34846   \n",
       "1                             Jurassic World (2015)    4.5     4.5  34390   \n",
       "2                            American Sniper (2015)    5.0     4.8  34085   \n",
       "3                                  Furious 7 (2015)    5.0     4.8  33538   \n",
       "4                                 Inside Out (2015)    4.5     4.5  15749   \n",
       "5  The Hobbit: The Battle of the Five Armies (2014)    4.5     4.3  15337   \n",
       "6               Kingsman: The Secret Service (2015)    4.5     4.2  15205   \n",
       "7                                    Minions (2015)    4.0     4.0  14998   \n",
       "8                    Avengers: Age of Ultron (2015)    5.0     4.5  14846   \n",
       "9                             Into the Woods (2014)    3.5     3.4  13055   \n",
       "\n",
       "   YEAR  \n",
       "0  2015  \n",
       "1  2015  \n",
       "2  2015  \n",
       "3  2015  \n",
       "4  2015  \n",
       "5  2014  \n",
       "6  2015  \n",
       "7  2015  \n",
       "8  2015  \n",
       "9  2014  "
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fandango.nlargest(10,'VOTES')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: How many movies have zero votes?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "69"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no_votes = fandango['VOTES']==0 \n",
    "no_votes.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Create DataFrame of only reviewed films by removing any films that have zero votes.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "fan_reviewed = fandango[fandango['VOTES']>0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "\n",
    "**As noted in the article, due to HTML and star rating displays, the true user rating may be slightly different than the rating shown to a user. Let's visualize this difference in distributions.**\n",
    "\n",
    "**TASK: Create a KDE plot (or multiple kdeplots) that displays the distribution of ratings that are displayed (STARS) versus what the true rating was from votes (RATING). Clip the KDEs to 0-5.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1aa0110cdc8>"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ruTT5hRNUsYGE1W8dVltHZkZz3fFZGOCdOVt4YNIKFR5ERESkTanoICIiIiIiIj7Dsiz+8vFSflhdhL/dxu0n9iAlKugX5xhXIwlr3wOgJHWsN2IeEpdfcPNoDCB1yX9x1JUcVnvDs2K5+riuALz20yb+O3XdYWcUEREROVgqOoiIiIiIiIjPeGHGBj5ekI/NwM1jupOdEParc6K3TMG/tohG/0gq44/0QspDV5pyPLWh6TgaKkhd/MRht3dcdjzjjs4A4Inv1vDBvLzDblNERETkYKjoICIiIiIiIj7huxXbeezrVQBcNiyDQWlR+zwvYc3bAJSmjMSyOfZ5TrtjbGzrcSkACWvfJah09WE3eUKfRM4cmAzAXROX8v3qHYfdpoiIiMiBqOggIiIiIiIi7d7qbZXc/N5CLAtG94xnbO+EfZ4XVLqaiO1zsIyN0i6j2jjl4amJ7kV5/BCM5SJj/oPghrUYfj84lWOyYnG6LK6fsIAl+WWHH1RERETkN6joICIiIiIiIu1aSXUDf3pzHtUNTnonhXP58AyMMfs8N7FllENlXA5NgTFtGdMttnf/Ay7jIHLbT0TlTz3s9owxXHVsV/qmRFDT4OSPr89jy84aNyQVERER2TcVHURERERERKTdanS6uG5CLnkltcSHBXDzmO44bPv+KmtvqCRuw6cAlKSe0IYp3acxOIGd6acAkJ77EMZZf9htOuw2/jymO+kxwRRXNXDZa3MpqW447HZFRERE9kVFBxEREREREWm37vt8OT9vKCHQz8ZtJ/QgPNBvv+fGbpyIvama+pBkqqN6t2FK9yrOPJNG/0iCKjeTuOpNt7QZ7O/gjhN7Ehvqz8biaq5+az71TU63tC0iIiKyJxUdREREREREpF16f94WJszZggFuHNmd1Ojg/Z9sWSSungBASZexsJ/pl3yByxHEjqzzAeiy9CkcdTvd0m50iD9/OakXwf525m0q5a8Tl2G5Yd0IERERkT2p6CAiIiIiIiLtzrKCcu79bDkAvxucyqD0qN88P3z7HILL1+K0B1CWdExbRPSosuRjqQ3LwNFYReri/7it3ZSoIG4c1R1j4MPcfF75caPb2hYREREBFR1ERERERESknSmraeCat3NpaHIxKC2SMwcmH/CahJYFpMsTR+Dy+40REb7C2NiWfTEACWvfJahsrduaHpgaySVHpQPw8OSVfL9qh9vaFhEREVHRQURERERERNoNl8ti/AeLyS9tXjj62uOzsB1gqiS/mu1Eb5kCQEnq2LaI2SZqontTETcYYzlJz33YrW2f1CeRUT3jcVlw47sLWbO90q3ti4iISOelooOIiIiIiIi0G89NX8+0VTvwsxtuGZNNaIDjgNfEbfwUm9VETUQ29WFpbZCy7Wzv/gdcxk5U4XQiCme4rV1jDOOOzqBXUhhV9U1c8cY8Sqob3Na+iIiIdF4qOoiIiIiIiEi78OPaYv49ZTUA447OJDM25KCui93wKQBlyb6/lsPeGkKSKEk9AYCM+Q+Dq8ltbTvsNm4Zk018WAB5JbVc+3YujU6X29oXERGRzklFBxEREREREfG6reW13PTeQlwWHJ8dx8ie8Qd1XXDpSkLKVuMyDsoThno4pXcUdT2bJr9QgsvXEL/uA7e2HR7ox+0n9iDIz86cjSU8MnmVW9sXERGRzkdFBxEREREREfGqJqeLm95dSEl1A+kxwYwbnnnQ18Zu/AyAqrgjcPmFeiqiV7n8Qinqei4AaYuewN7g3vUXukQFc+3x3QB49aeNfLaowK3ti4iISOeiooOIiIiIiIh41X+mrmXeplKC/OzcMjobf8dBflW1XMRu/AKAssThHkzofSVdRlMfnIRf/U5Slj3r9vaPzIjmrIEpANz58RKWF5a7vQ8RERHpHFR0EBEREREREa/5aV0xT3+/DoA/HZNJYkTgQV8bvn0uATVbcTqCqYod6KGE7YTNwbbsiwBIWvkqAZVb3N7F73K6MKBLBHWNLq55O5eyGi0sLSIiIodORQcRERERERHxiqLKem55fxGWBSN7xHN0t9hDun7X1EoV8UOw7P6eiNiuVMUeQVV0P2yuRjLm/8Pt7dtshhtGdt+9sPRN7y3C6bLc3o+IiIh0bCo6iIiIiIiISJtzuSzGf7CIosp6ukQFcdnR6Yd0vXHWE7N5MgBlSSM8EbH9MYatPS/FMnai86cSmT/N7V2EBjoYPzYbf7uNGWuKePzb1W7vQ0RERDo2FR1ERERERESkzb0wYwMz1xbjb7dx06juBDjsh3R9VMH3OBoraQyIpiaqp4dStj8NISnsTDsZgMx5D2Cc9W7vIz0mhKuO7QrAM9+v59sV293eh4iIiHRcKjqIiIiIiIhIm8rdXMq/pjQ/QX/Z0RmkRgcfchuxGz4FoDxpOJjO9dW2qOvZNAZEEVi1heTlL3qkj+FZsZzUNxGAWz9YRF5JjUf6ERERkY6nc30yExEREREREa+qqGvk5vcW4nRZDOsWw8gecYfchr2+nKiCHwAoSxzu5oTtn8sRtHtR6S7LniWgKt8j/Vw0JI3u8aFU1DVx7YRc6hqdHulHREREOhYVHURERERERKRNWJbFXycuI7+0lviwAP40IhNjzCG3E7PlK2yuBupCU6kPS/NA0vavImEY1VG9sTnrSZ//oEf6cNht3Dy6O6EBDpYVVPCPSSs80o+IiIh0LCo6iIiIiIiISJuYuLCAzxcXYjNww8gsgv0drWonduNnAJR3wlEOuxnD1p6XYRkbMXlTiCic4ZFuYkIDuGFkFgaYMGcLny4s8Eg/IiIi0nGo6CAiIiIiIiIet3lnNfd+ugyA83JS6Z4Q1qp2/KsLiNg+B4CypE5cdADqQ1PZmXoiAJlz7/PIotIAA1IjOfuIFADu+mQpa7dXeqQfERER6RhUdBARERERERGPanS6uOm9RVQ3OOmZGMaZA5Jb3Vbsxi8AqI7qRVNgjLsi+qyibufS6B9BUOUmUpY977F+zh3Uhb7J4dQ2Orl2wgKq65s81tchczmhYiuUboLitbBtGRQsaH41NXg7nYiISKfTurGsIiIiIiIiIgfpye/WsDivjBB/O9ePzMJmO/R1HHaJ2TwZgPLEo90Vz6e5HMFs63EJqUufJmXpM5R2GU11TF+392OzGW4Y1Z27PlnCuh1V/PXTZTx+/oBWrcnhFs5G2DgdVnwOq76EmuJ9nxcQDt3HQs9TIWssBIa3bU4REZFOSCMdRERERERExGNmr9/Jsz+sB+DKY7oSGxrQ6rYCKvMILVmGhaEi/kh3RfR5FQnDKI8fgs1qIuun2zw2zVJEkB83jeqOzTSvz/FRbr5H+tkvy4J138HEa+H/usHb58KCN1oKDgbsAeAfAoGREBLXXHCor4BlH8NHf4R/doW3zoFVk9s2t4iISCejkQ4iIiIiIiLiEWU1DYz/YBGWBSN7xDG06+FNhxSd9w3QPLWS019PrO9mDFt7/ZGQslUEl68hdfETbBn0F4901TMpnPNyUvlgfh5/+2w5A1MjW70+xyEpyIUp98Lmn/63LzAS0o6C9OGQ2A9se93isFxQvAa2/Nz8qsiH9VObX33OgVP+D0JiPZ9dRESkk1HRQURERERERNzOsizumbiMreV1JIYHcumwjMNuM2bL1wBUJgw57LY6Gqd/OIW9riRt8b9JXv4SpV3GUBk/2CN9nTkgmRVbK1hWUM4N7yzk0+uHE+Rv90hflG2BqQ/A0g+bf7f7N0+TlHEMxPcC22/0a2wQ17P5lXM5lOfB2m9hxaew/BPYOANO/Rf0Odsz2UVERDopTa8kIiIiIiIibvfxggK+XLoVu81ww6gsAv0O76a0f/VWwooWAFARp6mV9qUyPofSpGMxWGTNuh1bY41H+rHZDNcf342IID9Wb6/kgUnL3d9JfRV8dx88Nfh/BYduo+DsF+CoayGx728XHPYlIhUG/xFOfRyiMpqnZfrwcnj/Eqja4eY3ICIi0nmp6CAiIiIiIiJutXlnNX//bBkA5w3qQre40MNuMzpvCgA1Edk0BUYddnsd1bYel9IQGENg5WbSFzzqsX4ig/25fmQWBnh3bh6fLSpwX+N58+D5EfDjE+Csb5466bQnYcT45rUaDldMFpz6BAz4Axg7rPwcnh0GW5ccftsiIiKiooOIiIiIiIi4T5PTxS3vL6K6wUnPxDDOGJDslnajW6ZWqkjQKIff4vILprD3VQAkrnmbiMKZHuurX0oEZx2RAsDdnyxlY3H14TXobITvH4FXT4TSjc0FhlH3wgkPNxcK3MnuBwMvgtOe+N+ohzfPgMJF7u1HRESkE1LRQURERERERNzmqWnrWLiljGB/O9cdn4XNZg67TUdtMeE75gFQEa/1HA6kOqYfO1PHApD103gCqvI91te5g7rQMzGM6gYnN767gPomZ+sa2rm+udgw/VGwnJB5HJzxFKQOBXP4/w7tV3RXOOkxiO0BtaXw5plQuNBz/YmIiHQCKjqIiIiIiIiIW+RuLuGpaWsB+OPwTOLCAtzSbnTetxjLRW1YJo1BbphepxPY3v0P1Ial41+3k57TrsDeUOGRfuw2ww0jswgNcLCsoIJ/fbP60BqwLFjwZvN0SgW54B8Cx97e/PI//Gm5Dop/CIz9R/OC03VlzYWHgty26VtERKQDUtFBREREREREDltlXSO3vL8IlwXDs2IZnhXrtrZjdk+tpFEOB8uyB7Jl4G00BkQRXL6W7Bk3YFyNHukrJjSAq4/tCsBLMzfyw+qDXJS5rgI+/hN8fiM01kBifzjj6eZRDm3NPxjGPgDxvaGuHN48C/JVeBAREWkNFR1ERERERETksN33+QrySmqJDfXnj8Mz3Nauo76M8G2zAU2tdKiaAmPYMvA2XLYAIrf+SMbc+5pHFnjA4IxoTuidAMBtHy6mqLL+ty8oXAQvHgfLPgJjg0GXwwkPumeh6NbyC4Yx9zUXHuor4K2ztMaDiIhIK/h00cEYE2SMecAYs8YYU2eMKTTGvGqMSTnEdjYZY6zfePX01HsQERERERHxdZOWFPLxgnyMgeuPzyLY3+G2tqPyv8NmNVEXmkpDSJLb2u0s6sIzye93PRaGxLXvkrTyFY/1ddHQdFKjgymuauDWDxfjcu2jwGFZMOdFeGUslGxoLjKc9Bj0O6+5+OBtfsEw5n5I6NtceHj/Yqje6e1UIiIiPqUd/I3eOsaYQGAacC8QCnwG5AHjgIXGmK6taPaN/bzK3ZFZRERERESkoyksq+XuT5YCcOaAFHomhbu1/ejNLVMraZRDq1XGD2Z79oUApOc+QlTetx7px99h46ZRWfjbbcxYU8QrP2785QnVxc038b+6HZwNkHoUnP5fiO/lkTyt5hcEo/4KYUlQngcf/xFcrVwgW0REpBPy2aID8FfgKGA2kG1Z1u8tyxoK3ArEAa8eaoOWZV2+n9dW90YXERERERHxfS6Xxa0fLKairolucSGcm3NIg84PyN5QSeTWHwGt53C4dqadQknKaAwW2TNvImbTJI/00yUqmEuHpQPwz29WsTS/5Rm+lZPgmaGwahLYHDDkKhh5DwSEeSTHYfMPbc7nCIANP8C0B72dSERExGf4ZNHBGOMP3NDy6/WWZVXtOmZZ1uPAEuA4Y0yON/KJiIiIiIh0Bi/N3MDsDTsJcNi4fmQWDpt7v2JGFnyPzdVAfXAS9SFd3Np2p2MMW3teRkXsIGzOerJn3kTqwn+D5XJ7V6N6xjMkI5pGp8Vd78yg8aMr4f2LoKYYItPhlH9DrzPAGLf37VZRGTDspuaff3wcVn7h1TgiIiK+wieLDsBwIAJYb1nWwn0c/6hle3rbRRIREREREek8lhWU868pqwG4dFgGSRFBbu8jZsuuqZWObP83qH2BzUHewPEUp58KQJdlz9Djh2uxNVYd4MJDY4zhymO6clrwCl6qvgm/ZR80r9fQ9zw47UmI6ebW/jyq63HQ68zmnydeC0VrvJtHRETEB/hq0WFAy3bBfo7v2t//UBo1xtxujHneGPMfY8xVxpi4VicUERERERHpoGobnNz83kIanRaD06MY2cP9X51sTXVEFkwHNLWSWxkb27MvIr/PtbhsfkTnf0u/r84joHKL27oILllOzqxreNr1IEmmhEIrmmUD7oGcy8Hu57Z+2szgcc0LSzdUNq9JUV/p7UQiIiLtmsPbAVoprWWbv5/ju/anH2K7/9zr9yeMMTdalnXQ60MYY5bv55APPcohIiIiIiKyfw9PXsn6omoig/248tiuGA+MQojY+hN2Zy0NgTHUhWW6vf3Orjz5GBpCkkhd9DjB5WvoN/ksCvpdx46s83H6t24x8ODSlXRZ/B9i8qYAYGFYFHoMT5QMw2+Rnce61RMbGuDOt9E2bA447k744mYoXg1f3ALnveLtVCIiIu2Wr450CG3Z1uzneHXL9mBXpPocOIfmIkUw0Bd4HAgAXjbGnNnKnCIiIiIiIh3Kdyu289bPmwG49rhuhAd65sn1qPxvAaiMG6SplTykNiKLDUMfpCa8K34NZWTkPkzOx8PJmPfAQY98sDXVErH1R7rPuJEBk04lJm8KFoayxOGsO/pf2I+6ipjwMKobmnj2h3U4LcvD78pDgqLg+Luap4la9hEsn+jtRCIiIu2Wr450cCvLsm7aa9dy4FZjzCrgReAx4LODbKvPvva3jIDofTg5RUREREREvGlHZR13fLwEgFP6JtK/S6RnOnI5icqfCkBl3GDP9CEANAVGs+nIvxOx9UdiNk8msLqApFWvk7j6TUpSx1IRfyRNAVE0BUTS5N+89a8uJGL7HMK3zya0eDE2V+Pu9soTjqKo6znUhzYv/G0Hzh6UwkszN7BiayWTFm/lzIHJXnq3hym+F/T9HSx9H768FdJHQKhmZRYREdmbrxYddq1yFbyf4yEt28OdaPEV4EGghzEmw7KsTYfZnoiIiIiIiE9yuSxu+3AJJdUNpEcHc8GQtANf1EqhxYvwr9uJ0xFETVQvj/UjzSybH2UpIylLPp6QnUuI2fIVYTuXELPlG2K2fHPA6xsDoqmK6cvOtFOoD/v1vxcxIQGc2DuRSUu38sH8PPqlRNA1LmQfLfmAARdA/hwo3QSTboHfv62ROCIiInvx1aLDrnGeXfZzfNf+zYfTiWVZLmPMeiAeSAI2HU57IiIiIiIivuq1WZuYsaYIP7vhhlFZ+Nk9N1tvdMvUSlUxA7Fsvvq11QcZQ3XsAKpjBxBQlU9k4XT86nZib6za41WJyxFCdVRPqqP6UB3dm8ag+APeeB+YGsm6oipWbavkqWlreeTcfgQ67G30xtzI7gcjxsOkP8OqSbD0I+j/O2+nEhERaVd89dPb4pbtoP0c37V/iRv6imrZVv/mWSIiIiIiIh3Uyq0VPPbVKgAuOSqdLlH7G3TuHtF53wFQEZ/j0X5k/+pDu7A9+yK3tWeM4bR+yRSUrWdrRR1v/byZK0d0dVv7bSq6a/OIh0UTYPJtkHkMhCV6O5WIiEi74asLSf8ElAPdjDED93H8vJbtF4fTiTGmD9CD5gWrVx1OWyIiIiIiIr6ortHJTe8upMHpYlBaFGN6JXi0v8DyDQRVbMBl7FTFDPRoX9K2gvztnDkgBYCpK3eQu7nUy4kOQ7/fQUwW1JXBFzeDry6QLSIi4gE+WXSwLKsBeLrl12eMMbsngzTGjAf6A9Mty8rdY/8NxphVxphH9mzLGHOKMWbU3n0YY/oDHwIGeLmlTxERERERkU7l4ckrWbujisggP64+tivGw/PXR+c3j3KoieqNy8+zIyqk7WXGhjA0MwaAF2asp6y28QBXtFM2Bwz/c/N2zdew+F1vJxIREWk3fLLo0OJBYA5wNLDWGPO+MeZn4N9AEfDHvc6PpXnUQtJe+4cAU40xm4wxnxlj3jXGzAFygV7AD8BfPPc2RERERERE2qfvVmznzdnNS+Vdc1w3woP8PN5nVF7zeg6VmlqpwxrZI464sAAq6pp4cfp6LHx0lEBUOgy8uPnnr+6Eiq3ezSMiItJO+GzRwbKsOmAk8A+apz86C0gHXgcGWZa14SCb+gZ4FagAhtM8NVMW8CNwJTDGsqxad2YXERERERFp77aV13H7R83L6Z3SL4kBqZEe79NRW0xY0QIAKuJUdOio/Ow2zj4iBbsxLMgr47uVO7wdqfX6nA0x3aG+Ar65y9tpRERE2gWfLToAWJZVa1nW3yzLyrIsK8CyrCTLssZZlpW/j3PvsyzLWJZ1+V77Z1uWdYVlWf0ty4q1LMvPsqwYy7JGWpb1smVZzjZ7QyIiIiIiIu2A02Xx5/cXUVrTSGZsCBccmdom/UYVTMNgURuWQVNgTJv0Kd6REBbIqJ7xALw1ezOF5T76rJ/NDkffCMYGyyfC2u+8nUhERMTrfLroICIiIiIiIu73/PT1zN6wkwCHjRtHZuFnb5uvjtF5zTdsK+MGt0l/4l1DMqPJiAmmwenimWnraHL56DRL0V2h1xnNP385HhpqvJtHRETEy1R0EBERERERkd1yN5fy+LdrABg3PJOkyKA26dfWVEvE1h8BqNB6Dp2CzRjOHJBCoMPG+uJqPlnwq0kLfMfAiyAkDso2w4x/ejuNiIiIV6noICIiIiIiIgCU1zZy07sLcboshneL4djusW3Wd8TWH7E762gIjKU+NK3N+hXvCg/y45R+yQB8uqiQtTsqvZyolfyCYMjVzT/Pegq2r/BuHhERES9S0UFERERERESwLIt7Ji6loKyW+LAA/jgiE2NMm/UfnfctAJVxOdCG/Yr39UkOp29yOC7L4pnv11PX5KNLK6YdBalHgasJJv0ZXC5vJxIREfEKFR1ERERERESED+bnMWnJVuw2w42jsgj2d7Rd5y4nUfnfA1AZr/UcOqOT+iYRFuhgW0UdE37e7O04rTf0anAEQd7PsPBNb6cRERHxChUdREREREREOrnV2yr5++fLATg/pwtZ8WFt2n9Y8UL86nfidARTHdmjTfuW9iHIz84ZA1IA+HblDhbllXk3UGuFxDWv7wDw7d+gaod384iIiHiBig4iIiIiIiKdWE1DEze8s4C6Rhf9u0Rw2oDkNs8Qlf8dAJWxA8HWhiMspF3pGhvCkIxoAJ6fvp7KuiYvJ2qlXqdDdDeoK4cp93o7jYiISJtT0UFERERERKQTu+/z5azdUUVksB/XHZ+FzQvrKUTlTQWgMk5TK3V2o3rGExPiT1ltI6/8uBELy9uRDp3NDkddBxhY8h5snOntRCIiIm1KRQcREREREZFOauLCfD6Yn48xcOPILCKC/No8Q2DFBoIr1uMydqpi+rd5/9K++NltnDUwBZsx/LxxJz+t2+ntSK0T1wOyT2r++ctboanBu3lERETakIoOIiIiIiIindCGoirumbgMgHOO6ELv5Aiv5IjKnwZATVRvXH7BXskg7UtyZBDHdI8F4JWfNlJcVe/lRK006DIIjITi1TD7aW+nERERaTMqOoiIiIiIiHQydY1Orn9nITUNTnonhXPOESleyxKd17KeQ9wgr2WQ9mdEVizJEYHUNjh5YcYG35xmKSAUBv+x+efp/4TSzd7NIyIi0kZUdBAREREREelk/jFpBSu3VhAe6OD6kVnYbG2/jgOAo76UsKL5gIoO8ks2YzhzYAp2m2FpQTnfrtju7Uit03UkJPaDplr46k5vpxEREWkTKjqIiIiIiIh0Ip8tKmDCnC0Y4Nrjs4gO8fdalsiCHzCWi9rQdBqD4ryWQ9qn2NAAxvSMB+Dtn7ewtbzOy4lawRgYeh0YO6z5ClZ96e1EIiIiHqeig4iIiIiISCexbkcld32yFICzjkhhYGqkV/NoaiU5kMEZ0aRHB9PgdPHsD+twWj44zVJkKvQ5u/nnr+6Ehmrv5hEREfEwFR1EREREREQ6gZqGJq59ewE1DU76JIdz3qAuXs1jnPVEFs4AoDIux6tZpP2yGcMZA1Lwt9tYu6OKLxYXejtS6wy4AELioTwPfnjU22lEREQ8SkUHERERERGRDs6yLO6ZuIy1O6qIDPbjBi+u47BL+PY52JuqaQyIoi48w6tZpH2LDPbjpL4JAHyYm8/mkhovJ2oFRyAMvab559nPwNbF3s0jIiLiQSo6iIiIiIiIdHDvzctj4sICbAZuGtWdyGDvreOwy+6plWIHgdFXU/lt/VMiyU4Iw+myeGbaOhqcLm9HOnSpQyDjGLCc8PmN4GzydiIRERGP0Cc7ERERERGRDmxZQTl//3w5AL8fnEqvpHAvJwIsi6j8qYDWc5CDY4zh1H6JBPnb2VJawycL8r0dqXWGXAX+oc0jHX5+1ttpREREPEJFBxERERERkQ6qvKaR6yYsoKHJxaC0SE4bkOztSAAEl64goGYrLlsA1dF9vB1HfERogB+n9k0C4LNFhazdUenlRK0QFAWDr2j++fuHoWSDd/OIiIh4gIoOIiIiIiIiHZDLZXHL+wvZUlJDfFgA1x6Xhc14dx2HXXZNrVQV2x/L7v2pnsR39EoKp29yOBbw7A/rfXOapawxkNgfmmrhi1vAsrydSERExK1UdBAREREREemAnpq2ju9XF+FnN9wyJpvQQIe3I+2mqZXkcJzUJ4nQAAdby+t4b26et+McOmNg2A1g94eN02HRO95OJCIi4lYqOoiIiIiIiHQw36/ewZNT1wBwxYiuZMaGeDnR//hXbyW0ZBkWhsrYI7wdR3xQkL+dU/s3T7M0edlWVmyt8HKiVghPhoEXNv/8zd1QtcO7eURERNxIRQcREREREZEOZMvOGm5+dyGWBWN6JXBcdpy3I/3CrlEONZHdcfq3g0WtxSdlx4cxsEskAM9NX09to9O7gVqj99kQ3Q3qyuCrO7ydRkRExG1UdBAREREREekgahucXP12LhV1TWTFh3LpsHRvR/qV6Pxd6zloaiU5PGP7JBAR6KCosp535mz2dpxDZ7PD0TeCscHyibDkQ28nEhERcQsVHURERERERDoAy7K459OlrNxaQXiQH7eM7o6fvX195bM3VBC+bTYAFfFHejmN+LpAh53TB6QA8O3KHSzOL/NuoNaIyYL+v2/++cvxULrJq3FERETcoX19AhUREREREZFWeWPWJj5ZUIDNwM2jsogJDfB2pF+JLJiOzdVIfUgyDSFJ3o4jHUBmbAiD06MAeHHGBqobmrycqBX6XwBxvaC+Aj65Cpw++B5ERET2oKKDiIiIiIiIj5u1vph/fLkSgAuHpNM7OcLLifYtOu9bACriBns5iXQko3smEBXsx87qBt6a7aPTLB1zK/gFQ94cmPkvbycSERE5LCo6iIiIiIiI+LC8khqun7AAp8tiRFYsp/RL9HakfTLOeiILfwCgMl5FB3Eff4eNM/onA/DDmiIWbinzbqDWCEuEo65r/nn6Y7BljnfziIiIHAYVHURERERERHxUbYOTq97KpbSmkczYEK48pivGGG/H2qfw7XNwNFbR6B9JbXhXb8eRDiYtJoShGdEAvDhzPVX1PjhFUdfjoetIsFzwyZ+grtzbiURERFpFRQcREREREREfZFkWt3+0ePfC0beOzcbf0X6/4kXnTQGgMj4HTPvNKb5rZM94YkL8Ka1p5I1Zm7wdp3WGXguhCVC2Bb68zdtpREREWkWf9ERERERERHzQ89M3MGnJVuw2w59Hd2+XC0fvZrmIzvsOgEqt5yAe4me3ccaA5mmWZq4rZt6mEi8nagX/YDjmtubC3NIPYN7L3k4kIiJyyFR0EBERERER8THfr97BP79ZBcBlwzLomRTu5US/LbR4Cf61O3Dag6iO7u3tONKBdYkK5uhuMQC8PHMDFXU+OM1SfC844pLmnyffDmu/9W4eERGRQ6Sig4iIiIiIiA9Zu72Sm95ZiGXBqJ7xjOkV7+1IB7RraqWq2AFYNj8vp5GO7rjsOOJCAyiva+K1nzZ6O07r9D0Puo1pXt/hw8th21JvJxIRETloKjqIiIiIiIj4iNLqBv705nwq65vomRjGuKMz2u3C0XuKym+eWqkiXlMriec5bM3TLBlg9oad/Lxxp7cjHTpjYNj1kNgfGqpgwvlQUejtVCIiIgfF4e0AIiIiIiIicmANTS6unZDL5p01xIcF8Oex2Tjs7f85ssDyDQSXr8Nl7FTFDPR2HOkkkiODGJEVy8x1xbzy40Z6JYYTEeRjo2zsfjDy7uYplsrz4J3zYdxXEBDm7WSHzrJg53rYtqR59MbeUgZBdNe2zyUiIh6hooOIiIiIiEg7Z1kWf/98OT9vKCHIz85tJ/QgPNA3bqBG5zfPR18T3RuXX7CX00hnckz3WFZvr2RHZT2v/LiRP4/tjqH9jwz6Bf9QGP13mHxb8xRLH/0RLngX7D5wO6eiEDbOgA3TYeN0qCj47fOTB0G/86DP2RCe3DYZRUTEI3zgbykREREREZHO7Y1Zm3h37hYMcMOoLFKjfefmfXRec9GhIk5TK0nbsttsnDEghVd/2sjcTSXMXl+ye5FpnxKWCKPuhW/ugrVT4NNr4MxnweHv7WS/1lgLSz+CeS/D1kW/PGZzQEw3sAf8b58x0FQPxWugcEHz65t7IH045FzeXITwgSnkRETkl1R0EBERERERacdmrCnigUkrALhwaBqD0qK8nOjg+dXsILRoIQCVcTleTiOdUVJEICOyYpmxtohXf9pIr+QwooLa4c36A4nrAcfcBtMfhaUfQuU2+P1bENRO/n9QshHmvwIL34ba0uZ9xgbR3SBpQPMrvhc4Avd9fW0ZbP6xeWTEjhXNP2/+EdZ+A6c9CQGhbfVORETEDVR0EBERERERaafWbK/k+gkLcFlwXHYcp/ZL8nakQxKVPxWDRU14N5oCo70dRzqpEd1jWL29gu0V9bwycyO3npDte9MsAaQf3TzV0vRHYdNMeOVEuOhDiEr3XqbNs+Gn/8CarwGreV9oAvQ4BbLGQGDEwbUTFAk9T2t+Ve2Add/CkvebCyxbF8Pv3oCE3p56FyIi4mbtf9UxERERERGRTqiosp5xr82jsr6JnolhXDEiE+Nj04xE500BoDJeUyuJ99iNjTMHpGAzhvmbS/lp3U5vR2q9lBw46TEIjoHi1fDyGChY0LYZLAvWTIFXT4LXToI1XwFW85oMo+6Fs1+EvucefMFhb6HxMPAiOOnRlve5Bl4aBYvedevbEBERz1HRQUREREREpJ2pa3Ry5ZvzKSirJTE8kPFjs/Gz+9bXN3tDBRHbZgGaWkm8LyE8kGO6xwLw2k+bKK1p8HKiwxDdFU75N0RlQPUOeP1UWPFZczHAk5xNsOxjeP4YeOd3sGV28zoN3U+Es56HsQ9A6lCw2d3TX3xvOP2/kHQENNU2r2Xx2Q3gcrmnfRER8Rjf+tQqIiIiIiLSwblcFuM/WMSivDJCAxzccVIPwgL9vB3rkEXlT8XmaqQuJIX60C7ejiPC8KwYEsMDqW5o4uWZG7Dw8E16TwqJhZP+CclHQGMNfHApvHUWbF3i/r6qi2Hmv+E/A+CjP8L2pc1rM/Q+G859BY6+ESI89N94YASMua955AMGFr4F677zTF8iIuI2KjqIiIiIiIi0I/83ZTWTl27DbjOMH5tNUkSQtyO1SszmyQBUJAz1chKRZnZj48yBydiNIXdLGTPWFHs70uHxD25e46Hvec0jDjb8AC8cC59eB+UFh99+QS5MvAYe7wVTH4CKfAgIby4AnPcaHHlF8/RHnmazw4A/QPLA5t9rfHh6LBGRTkILSYuIiIiIiLQTH8zL47kf1gNw1TFd6ZUU7uVErWNvqCSycCagooO0L/FhgRyXHce01Tt4ffYm+qVEEB3i7+1YrWdzQM7lkH0SLHgTNs2ARRNg2Scw5E/NUx91GQx+B1G8bKiBzbNg/TRYPxWKVv3vWEx36HUaZBwDdi/9eRk9Nysi4itUdBAREREREWkHZqwp4u6JSwE454gUjs2O83Ki1mueWqmB+uAk6kM0tZK0L8O6xbBqWwWF5XW8OHMDd57UA4NvLdL+K2GJcNwd0PtMmP8q7FgOs55qftn8mqdhSh8GKYObRw40VENDVfO2rhzy58Hm2eCs/1+bNkdzkaHnaRDXw3vvTUREfI6KDiIiIiIiIl62orCC6yYsoMllMbxbDOfl+PaN+pgtXwMtoxyMj9/MlQ7HZgxnDEjmpR83siivjB9WFzGyR7y3Y7lHXA846VHImwsbf4Dty6G2BPLnNr8OJCSuuUCRPAiSBkJAqKcTi4hIB6Sig4iIiIiIiBcVltUy7vW5VNU30TspnKuP64bx4Rv1tsYqIgt+AKBcUytJOxUXFsjx2XFMXbWDN2dvpm9KBHGhAd6O5R7GQNrQ5pdlQdX25pEP25dDyYbmEQyOIPALbF4Q2hEIkanNhYbwFBUKRUTksKnoICIiIiIi4iXltY2Me20e2yvq6RIVxPix2fjZfXve8qj871umVkqkPjTN23FE9uuorjGs2lZJQVktL87YwN2n9PT9aZb2Zkzz1EthidBttLfTiIhIJ+Hbn2ZFRERERER8VEOTi2veymX19koig/2486SehAT4/nNhMVsmA1ARP0RPTEu7tmuaJbvNsLSgnKkri7wdSUREpENQ0UFERERERKSNWZbFnR8vYfaGnQT62bjzpJ7EdoCpXWyN1US1TK1UoamVxAfEhgYwqmU9h7d/3sSOyvoDXCEiIiIHoqKDiIiIiIhIG/vnN6uZuLAAm4FbRmeTERPi7UhuEVXwAzZnPQ1B8dSFZXg7jshBGZIZTVpUMHVNLp6fvg6XZXk7koiIiE9T0UFERERERKQNvfbTRp77YT0AVx7TlQGpkd4N5EbRW74CWkY5aGol8RE2YzhjYDJ+dsOKrZVMWb7N25FERER8mooOIiIiIiIibeSLxYU8MGkFAL8fnMrxLdO6dAS2plqi8r8HoDxeUyuJb4kK9md0rwQA3pm7ha3ldV5OJCIi4rtUdBAREREREWkDs9YVM/6DRVgWnNA7gTMHJns7kltFFvyA3VlLQ2AcdeGZ3o4jcshy0qLIjAmmwWnx3PT1ODXNkoiISKuo6CAiIiIiIuJhywrKueqtXBqdFkMzo7lsWAamg00/FLN519RKQzS1kvgkmzGc1j8Ff7uNNdsrmbx0q7cjiYiI+CQVHURERERERDwor6SGy1+bR1V9E72Twrnu+Cxsto51U97WVEdUwTSgZT0HER8VGezH2N7N0yy9Pz+P/NIaLycSERHxPT5ddDDGBBljHjDGrDHG1BljCo0xrxpjUg6z3e7GmFpjjGWM+c5deUVEREREpHPZUVnHxa/MobiqnvToYG49IRt/h09/DdunyIJp2JtqaAiMpTa8m7fjiByWI1IjyYoLpclp8ewP62lyaZolERGRQ+Gzn3aNMYHANOBeIBT4DMgDxgELjTFdD6P5F4GAww4pIiIiIiKdVnltI5e9Oo/NO2uIDwvgzpN7Euzv8HYsj4jb8CkA5YlHa2ol8XnGGE7tn0Sgw8aG4mo+XVjg7UgiIiI+xZc/8f4VOAqYDZxgWVYVgDFmPPBv4FXg+ENt1BhzRct1LwJXuSmriIiIiIh0IrUNTv70xjxWbq0gIsiPu0/pRVSwv7djeYSjroTIgh8AKE8a4d0wIm4SHujHyX2TmLiogIkLCxiUFkXXuBBvxxLpEHJzc+1Ax/xLUcS3NeTk5Djd0ZBPFh2MMf7ADS2/Xr+r4ABgWdbjxpjLgOOMMTmWZeUeQrsJwP8B3wLvoqKDiIiIiIgcokani+vfWcC8TaUE+9u56+SeJIQHejuWx8Rs/hKb1URtWAb1oV28HUfEbfokh7NqWwUrt1XyzA/reOScfvjbfXbCCBGvys3NDQMuAcYAaV6OIyL7kZubuwX4DngrJyensrXt+GTRARgORADrLctauI/jHwH9gdOBgy46AP8BgoDrAH1aFhERERGRQ+JyWdz+4WKmrdqBv93G7Sf2ID2mYz8dHbfxMwDKk4Z7OYmIexljOLlfEltKaikoq+WD+XlcPDTd27FEfE5LweEZu90+1G63R9tstiBAc/GJtD+Wy+VKdzqdfZxO51G5ubnXt7bw4KtFhwEt2wX7Ob5rf/+DbdAYcwrwe+BvlmWtM8ao6CAiIiIiIgfNsiwemLSCTxcVYrcZbhnTnZ6J4d6O5VEBlZsJK1qAhWlez0Gkgwnxd3Ba/yTen5/HpCVbyUmPpldimLdjifiaS+x2+9DAwMCk+Pj4bWFhYfk2m83l7VAi8ksul8tWWVkZsmPHjqS6urqhTqfzEuDZ1rTlq0WHXcOw8vdzfNf+g3oEwRgTQvMf4GrgscMJZoxZvp9D3Q6nXRERERERad+e+HYNr8/aBMA1x3XjiLQo7wZqA7tGOVTH9KUpoOO/X+mcshPCGNAlksX5ZTz3wzoeO7c/QX52b8cS8SVj7HZ7dHx8/Lbo6OgKb4cRkX2z2+3OXf+NFhQURDudzjG0sujgq5MRhrZsa/ZzvLple7CPHzxIc4HiGsuyGg4nmIiIiIiIdD4vTF/Pf6etA2Dc0RmMyIr1cqI2YFnEbvgUgLJELSAtHdsJfRKICHSwo7Ket+ds9nYcEZ+Rm5vrANJsNltQWFhY9QEvEBGvCwsLq26ZBi2tZeH3Q+arRQe3McYMBm4C3rQs64fDbc+yrD77egHrD7dtERERERFpfybM2cwjX60C4IIjUzmhT6KXE7WN0OLFBFVuwmULoDL+SG/HEfGoQIedMwamADB15Q4W5pV5N5CI7/Br2RpNqSTiG2w2m8X/1l3xb1Ub7ovTpqpatsH7Ob5rpbbfXOjCGOMAXgLKgNvckkxERERERDqNTxcW8NdPlwFw5sBkzmy5KdkZxG78FICK+BxcjkDvhhFpAxkxIQzJiAbg+enrqahr8nIiERERj7AOtwFfXdNhS8t2f4s979p/oDGPXYCBwDbgQ2PMnsciW7Y5xpgfACzLOv7QYoqIiIiISEc1Zfk2bv1wMZYFJ/RO4PeDU70dqc0YVyOxmyYBUJ50jJfTiLSdUT3j2VBUTXF1PS/NXM/4sdkYzIEvFBER6UR8teiwuGU7aD/Hd+1fcpDtJba89iUSOO4g2xERERERkU5gxpoibnhnIU6XxTHdY7ns6Az2eoipQ4sonIlffQlN/uFURff1dhyRNuNnt3HWESm8+tNG5m0qZcaaYo7LjvN2LBGf5bIsauqbfGomluAAh8vWif7OF2kNXy06/ASUA92MMQMty1q01/HzWrZf/FYjlmVtgn0/kmCMOR74HphqWdaYw8gqIiIiIiIdyOz1O7nqrfk0OF0MyYjm6mO70dluPsS1LCBdnng02Fq1vqCIz0qKCOS47Di+X72D12dtoldSOPFhAd6OJeKTauqbbH3vm3KEt3McimX3nbAwNNBP61OI/AafqiTuYllWA/B0y6/PGGN2reGAMWY80B+YbllW7h77bzDGrDLGPNK2aUVEREREpKPI3VzCFW/Mo67RxRGpkdw4Kgu7rXMVHOwNlUTnfwtAWdIIL6cR8Y6ju8WQGhVMbaOTZ79fh9M67OmvRaQTMMbkHMorJSWln7czH8jemW02W05YWNjAAQMG9HzggQfi6+vr2+SD0qRJk8KMMTnnnntuRlv0J7/NV0c6ADwIjAGOBtYaY2YC6cBQoAj4417nxwI9gKS2DCkiIiIiIh3DkvwyLn91HjUNTvqlRHDLmGwcdp98juuwRG/5GpuznvqQZOrCMr0dR8QrbMZw5sBkXpyxnlXbK/lyyVbOGJDs7VgiPu3fv+u/PtDP3i5HENQ1Om23frik2+G2c8455+zce9+8efNC8/LyAnr06FHbp0+fmj2PxcTE+MyK9bvem9PpNHl5ef6LFi0KXbJkScjXX38dOX369DV+fn6H1f748eOTn3jiiaT//Oc/m2666aZf/TlK++KzRQfLsuqMMSOBu4ALgbOAEuB14F7LsvK9l05ERERERDqSFYUVXPLKXCrrm+iZGMatJ2Tj7+h8BQeAhHXvA1CWdAx0smmlRPYUFezPCX0SmbRkK+/Pz6NflwgyY0IOfKGI7FOgn90V6Gdvr8OG3FIM+fjjjzftve/cc8/NyMvLCzjllFPKHn/88UJ39OMNe7+3adOmhZxyyik9Zs+eHfbSSy9FX3fddSWe7P+4446rXrBgwfLo6GinJ/uRg+PTn5Ity6q1LOtvlmVlWZYVYFlWkmVZ4/ZVcLAs6z7LsoxlWZcfZNs/tJyv9RxERERERDqxtdsrufiVOZTXNtI9PpQ7TuxJgKNzrmMQXLKSsKIFWMZOafLx3o4j4nUDu0TSIyEMp8vi6WnrqG9qlw9pi4i0uVGjRlWfe+65xQBTpkyJ8HR/YWFhriOOOKIuPT290dN9yYH5dNFBRERERETEk9Zur+QPL/1MSXUDmbEh/OXkngT5d86CA0DC2ncAqIgfjDPA4/cPRNo9Ywyn9k8i1N9BQVktb/+82duRRKSD+O9//xtjjMkZP3588pIlSwJOO+20rjExMQNsNlvOW2+9FQmQkpLSzxiTs6/rf2uNA5fLxQsvvBB91FFHZYeHhw8MCAgY1LVr1z7jx49PrqysdNv94j59+tQCFBcX/2K2nV39n3baaV0zMjL6BgUFHRESEnJEv379ej366KNxTucvByukpKT0e+KJJ5IAbr755ow915CYNGlS2G+93/HjxycbY3L++9//xsydOzdo1KhRWeHh4QODgoKOOPLII3t8++23+xyiVl9fb+65557EjIyMvgEBAYOSkpL6/elPf+pSXl5uGzJkSA9jTM7q1av93fVn1dH47PRKIiIiIiIinrRuRxV/eGkOxVUNpMcEc/fJvQj277xfoWyNVcRt+BSA0i4aEC6yS4i/gzMGJvPO3C18u3I7A1MjyUmP8nYsEekg1q5dGzB8+PBeERERzmHDhlWWlZXZ/fz8Wj0NldPp5KyzzsqcNGlSdHBwsKtv377VERERzqVLlwY/8cQTSd999134rFmzVoeGhh72VFeVlZV2gNjY2F+sTVFXV2euueaazMjIyKZu3brV9e3bt6akpMS+cOHC0Lvuuitt3rx5IXtO13TqqaeWzpgxI3z16tVBgwYNqsrIyKjfdSwlJeWgRjbMnz8/5M4770xLTU2tP/bYYyvWrVsXOH/+/NDTTz+9x8yZM1cceeSRdbvOdblcnH766V2//fbbyKCgINfw4cMr/Pz8rA8++CB2zpw5YQ6Ho71OA9ZudN5PzCIiIiIiIvuxvqiKP7z0M8VV9aRHB3PPKb0IDezcX59iN36Bvama+uAkqqN6ezuOSLvSLS6UoZkxzNm4k+dnrOef5/UnKkgPwIrI4Zs0aVL0pZdeuuOVV17JczgO/7PIfffdlzBp0qToIUOGVH744Ycb0tLSmqC5EHDZZZelffDBB7F33HFH8rPPPltwuH199913EQAnnnhi+Z77/fz8rDfffHP9+eefXx4QELD7Bn5hYaHjhBNO6P7JJ5/EfPXVV8Unn3xyFcCLL76YP378+OTVq1cHXXbZZcWtWUj6rbfeivvHP/6R99e//nXHrn1XXHFF6quvvhr/8MMPJ06cOHHTrv3PP/989LfffhuZkpLSMH369FXdunVrBNi2bZt95MiRPZYtWxZ8yH8YnYymVxIREREREdnDhqIq/vDizxRV1pMaHczdp/YiLNDP27G8y7J2T61U2mWUFpAW2YdRPeNICAugsq6J537YgMvSg7AicviioqKann766QJ3FBwaGxt5+umnE4OCglwfffTR7oIDQGBgoPXKK69siY2NbZwwYcKvpjg6WE6nk+XLlwdcdNFFafPnzw8dPXp02Z/+9KdfLCLt5+fHJZdcUrZnwQEgOTm56cEHH8wH+OSTTyJbFWA/Bg0aVLVnwQHgoYceKgSYO3du2J77X3nllTiAu+++u2BXwQEgMTHR+cgjj+S5M1dH1bkf1REREREREdnDxuJq/vDSz+yorCc1Koi/ntKL8M5ecABCdy4htGQ5LpsfZUnHejuOSLvksNk4+4gUXvpxI0vyy/hq2TZO7Zfk7Vgi4uOGDx9eERYW5pZV6n/88cfgsrIyx9FHH12RmpratPfx0NBQq2/fvjU//PBDxLJlywIGDBhQv6929mVfa0tccMEFxRMmTNhss+37ufdZs2YFTZ48OXzz5s0BtbW1NsuyqKqqsgOsX78+8BDe2gGNHDmyYu99iYmJzoiICGdRUdHuD3v19fVm6dKlIcYYLr/88tK9rznrrLMqIyIinOXl5Z13ka+DoKKDiIiIiIgILSMcXvqZ7RX1pEQGcc+pvQkPUsEBIGHNBAAqEobi9A87wNkinVdcWCBjeyfw9bJtvDt3C32SI8iI0SwcItJ6qampDe5qa/369QEAs2bNCt/fAtS7bN++3QEcdNHhnHPO2QlQX19vW7FiRdDGjRsD33vvvdhhw4ZV7T0dUl1dnfnd736XMWnSpOj9tVddXe3WGXq6dOmyzz/HkJCQXxQQtm/fbm9sbDRRUVFNwcHB+xyylpSU1FBeXh7kznwdjYoOIiIiIiLS6TUvGt08pVJKZBB/PbUXESo4AGCvLydm0yQASrSAtMgBDU6LYv2OatbuqOSpaWt56Oy+BDr0QKyItE5gYGCr5mpzuX49OGLXvrS0tPrBgwdX/db1cXFxhzS/0p4LPwPce++9CQ8++GCXO++8M+2kk06qzM7O3n3T/4EHHkiYNGlSdPfu3Wsffvjh/GHDhtXExsY6AwICrCVLlgQMGDCgr2VZbp3LcX+jLcQzVHQQEREREZFObc32Si58aQ7FVc1rONxzigoOe4rbMBG7s4660FRqI7p7O45Iu2eM4fT+Sbw4s5aCslpe/2kT1xzXzduxRKQD8vPzswDKy8ttERERv6gybN68+Ver2aenpzcCdOvWrW7vIoG7/eMf/9j+/fffh//000/h99xzT/KHH364u79JkyZFArzzzjsbBg8eXLfndWvWrAnwZK4DSUhIcDocDqusrMxRU1Nj9jXaYdu2bfqgeAAq8YiIiIiISKe1cmsFf3jxZ4qr6kmPDtYIh71ZFglr3wVaRjloAWmRgxIS4ODsI1IA+GFNET+uK/ZyIhHpiOLi4hoBli5d+qv1D7777rvwvfcde+yx1aGhoc65c+eGbd++3eNDsB577LF8gIkTJ0avWbNmdxGkoqLCAZCZmdm49zXvv//+Pqdc8vf3dwE0NTV59MNIQECA1b9//2rLsnjzzTej9j7++eefh5WVlelB/gNQ0UFERERERDql5YXlXPjSz+ysbiAzNoS/ntpbi0bvJWzHPILL1+KyBVCeONzbcUR8SkZMCMd0jwXg5Zkb2FZed4ArRDq3ukanra7Radrpq13eQx0+fHglwEMPPZTY1PS/daFfeOGF6H2tlxAUFGRdf/3126qrq22nn3561ooVK341GmLjxo1+zzzzzH7XWjjEfLVjxowpczqd5h//+Efirv2ZmZl1AI8//njcnue/9tprURMnTozZV1vJycmNAKtXr3brAtP7csUVVxQBPPzww8kbN27c/eFw+/bt9rvuuquLp/vvCFSVERERERGRTmdxXhmXvjqX8tpGusWF8JeTexEaoK9He0tsWUC6POloXH5aDFfkUB3bPY7NxTVsKa3hP9PWcP8ZffG3t8t7lyJed+uHSzQP2SG69dZbd7z55ptxX3/9dVRWVlbfXr161WzcuDFw3bp1QePGjdv+yiuvJOx9zUMPPbRt9erVgZ9++mnMwIED+/bq1asmLS2tvqGhwbZhw4bA9evXB2ZnZ9def/31Je7I+MADDxROnTo18sMPP4x96KGHCtPS0pruuOOObTNnzox4+OGHUz777LOozMzMuo0bNwYuX748+Kqrrtr+4osv/ir3GWecUXHHHXdYr7zySsLKlSuDEhMTG4wx3H333dsGDBhw0AteH4xrrrmm5NNPP4369ttvI/v27dt32LBhFXa7nZ9//jksNTW1fsCAAdWLFy8OCQgIaNV6G52B/qYTEREREZFOZd6mEi56eQ7ltY10jw/l7lNUcNiXgKp8YjZPBrSAtEhr2Yzh7CNSCPKzs7G4hnfn5nk7koh0IKmpqU1Tp05dPXLkyPLi4mK/6dOnR4SFhTknTpy45qyzzirf1zV2u52JEyduevvtt9cNHz68Ij8/P+Drr7+Omj9/fmhAQIDr6quv3vbyyy9vclfGYcOG1Y4dO7asvr7ePPzww4kAJ598ctU333yz6qijjqrMy8sL+P777yP9/f2t119/ff348eN37KudjIyMxnfeeWfdgAEDqnJzc0M//PDD2A8++CA2Ly/vV6M1DpfNZuOLL77YcNdddxXExcU1zpgxI2LRokUhZ5999s6ZM2euLi0tdRhjiI2NbTpwa52TsSwVZNqCMWZ57969ey9fvtzbUUREREREOq0f1xbzpzfnUdfoondSOLed0IMgf49PaeyTMuf+ncTVb1EV3ZfNOXd7O46IT1uzvZL35zcXHG4/oQc56b+aJlwO5Lu/Q0EunPU8DPyDt9O4RZ8+fVixYsUKy7L6eDuLp+Tm5gYBMwMDA3v17Nlzld1u/8WNSJdlUVPf5FMPRQcHOFw2rXHUaa1fv96vR48e/dLS0uo3bNjQIW/0Op1Os2rVqp51dXUrgWNycnJqD7UNPc4jIiIiIiKdwncrtnPdOwtoaHIxoEsEfx6bTYBDBYd9cdQWE7/uAwCKM8/0choR35edEMaQjGjmbirhuR/W88i5/YgLDfB2LBGvsxlDaKCfy9s5RPY2Z86coIEDB9btOYVSXl6e45JLLsl0Op3md7/73U5v5mvvVHQQEREREZEOb9KSQm55bxFNLosjM6K4cVR3/DSv+n4lrXodm7OemvBuVEf19nYckQ5hdK948kpq2FpRx5PfreW+0/vgZ9fT0iIi7dFtt93WZcmSJSG9evWqiYuLa9y+fbv/8uXLg2tqamx9+/at+fvf/77d2xnbM33KFhERERGRDu2D+Xnc9O5CmlwWw7vFcNNoFRx+i72hksTVbwFQnHkGaAoJEbdw2Gycl9OFQD8b64uqmDBns7cjiYjIflxyySXF/fr1q96wYUPglClTopYuXRqclpZWf8cddxTMmjVrdXBwsNYs+A0a6SAiIiIiIh3WyzM38OCXKwEY2SOeP43IxGbTTfTfkrD2HRyNldSHJFMZl+PtOCIdSmSwP2cOSOH9+Xl8vXwb2QlhHN0txtuxRERkL1dddVXpVVddVertHL5Kj/eIiIiIiEiHY1kW//pm9e6Cw2n9k7jyGBUcDsQ460la+SoAxRmng9FXRhF327PQ8OKM9RSUH/L6nCIiIu2a2z9BGmMuM8YEurtdERERERGRg+F0Wfz102U8/f06AC44MpULh6RhNE3QAcWt/xj/2iIaAmMoTxzu7TgiHdbIHvGkRQdT1+TiyW/XUt+kdXRFRKTj8MRjK68BhcaYp4wxAzzQvoiIiIiIyD41NLm45f1FTJizBQNcMSKTMwemqOBwMFxNpCx/EYCd6adi2TQbr4in2IzhnEEphPg7yCut4eUfN2Ch6cFFRKRj8ETR4WWa14q4HlhgjPnZGHOFMSbEA32JiIiIiIgAUF3fxJVvzueLxYXYbYYbR2UxpleCt2P5jJjNXxFYtYUmv1BKU473dhyRDi8swI9zBqUAMHNtMd+u2OHlRCIiIu7h9qKDZVlXAUnAVcA8YAjwIs2jH543xgx2d58iIiIiItK57ayq58KXfmb6miL87TZuOyGbYd1ivR3Ld1gWKcufB6Ak7SQsu2bMFWkLGTEhjOoRD8AbszexenullxOJiIgcPo+sCmZZVrVlWS9blnUU0B94BmiiuRAxxxiz0BhzjTEm3BP9i4iIiIhI57FlZw3nPjeLxfnlhAY4uPe0XgxMjfJ2LJ8Ss/lLQkpX4rQHUpJ6grfjiHQqR3eLoVdiGE6XxePfrqGkpsHbkURERA6LR4oOe7Isa5llWTcBycDFwAxgAM2FiEJjzCvGmBxP5xARERERkY5nWUE55zw3i007a4gN9ef+M/qQFR/m7Vg+xTjrSVvwTwB2ZpyG0y/Uy4lEOhdjDGcMSCEuNIDy2kae+HYNjU6t7yAiIr7L40WHPfgBYS0vANOybxww1xjzkTEmsg3ziIiIiIiID/tpXTEXvPgzxVX1pEcHc/8ZfUmODPJ2LJ+TtOp1AqvzaQyIpjj9VG/HEemU/B02zh+cSoDDxtodVbwxe6O3I4mIiLSaw9MdGGOOAq4EzgeCASfwCfA8MBM4B7gTOBuoAS71dCYREREREfFtnyzI586Pl9DotOidFM6tJ2QT7O/xrzcdjqO2mJSlzwCwPet8LHuAlxOJdF7RIf6cdUQK78/L47uVO+gaF7p7vQeRDstyQUN1Wz4Uffj8Q1wY34os0tY88qncGBMFXEJzsaE3zaMa8oDHgJcty9q2x+nvGmM+BBYCp3gij4iIiIiIdAyWZfHUtHU8/u0aAI7qGs11x2fhZ9eX/9ZIXfIfHI1V1IZlUJ40wttxRDq97PgwjsuOY/qaIl79cSOpUUF015Rx0pE1VNt4pMsR3o5xSO7KX0hAmOtwm/niiy/Cnn766fiFCxeGlJaWOoKCglzR0dFNvXr1qjnmmGMqr7766pKYmBinOyJ725AhQ3rMmzdv9/yNNpuNkJAQZ2RkZFOvXr1qjz/++Iqrrrpqv+931/WrVq1a2qNHjzZb+MZb/XrCf//735ibb745489//vPWxx9/vNDT/bm96GCMeZvm0QsBgAV8RfOohsmWZe3zP0jLspqMMfOAy9ydR0REREREOoZGp4u7P1nKh7n5AJzeP4kLhqRhM8bLyXxTUNlaEta+B8C27EvQU5si7cOIrFi2ldexensl/5qyhofP7ktMiEYhiXQkt912W9K///3vZICuXbvWDRw4sNrPz89av3594JQpU6K+/vrrqKFDh9aMHj26etc1KSkp/QoLC/0ty8r1XvLDM2LEiIr4+PhGgKqqKnthYaH/tGnTIqZMmRL50EMPdXn44Ye33HTTTTu9nVMOnydGOlwIbANeBV60LGvLQV43EdjsgTwiIiIiIuLjKuoaue7tBfy4rhhjYNzRmYztneDtWD4tfcEjGMtJRfyR1ET38nYcEWlhM4YzB6bw2k8bKaqq519T1nDf6X0IcKgwKB3c2c+vxxF42CMIPKKpzsbEa7q5o6mZM2cGP/7448kOh8N69dVXN1xyySVlex7fsmWL4+WXX46Jjo7uEKMc9nTnnXduO+200yr33Ldz5077Qw89lPDf//436eabb85obGw0t956a/Ge50yYMGFjVVWVLSMjo7FtE0treaLo8DvgM8uymg7lIsuyvgC+8EAeERERERHxYfmlNfzpjfms2lZJgMPGzaO7c0RalLdj+bSIwplEFfyAZexsz7rA23FEZC8BDhu/PzKVV37ayMbiap77YT03j8nCoJFd0oE5Al34BVnejrEfbiuGfPDBB1GWZXHKKaeU7l1wAEhLS2t64IEHtrurv/YuJibG+fjjjxdmZWXVXX/99Zn33HNP2vnnn1+Wmpq6+95y9+7dfXpqo87IE2XyEGDIgU4yxhxljNGi0SIiIiIisl8LtpRy1jM/sWpbJZFBfvz99D4qOBwul5P03IcBKEk9gYaQJC8HEpF9iQr253eDumAzhp837uTj3AJvRxIRNyguLnYAxMbGHtQD25MmTQozxuQUFhb6Axhjcna9UlJS+u06b9myZQHjx49PHjhwYM/Y2NgBfn5+gxISEvqfffbZGUuWLNnnHG272qirqzO33XZbUmZmZh9/f/9BY8aM2T2q4/333484+uiju8fHx/f39/cfFB8f3z8nJ6fHrbfe6tYPENddd13JoEGDqurr681TTz0Vt+exIUOG9DDG5Kxevdp/z/1r1qzxv+iii9IyMjL6BgUFHRERETEwKyurz4UXXpi+ePHi3e959erV/saYnCFDhvQoKSmxjRs3LjUxMbF/QEDAoK5du/a5//77453Ogx9Y8vXXX4deeumladnZ2b3Dw8MHBgYGDsrMzOxz3XXXpRQXF9v3PPe1116LMsbknH766Zn7a+8Pf/hDujEm5z//+U/MnvsrKyttd911V2KvXr16BwcHHxEcHHzEgAEDej711FMx+2trypQpIUcffXR2SEjIEWFhYQNHjBjRfdq0aSEH/ebcxBNFh9eBPx3EeVcAr3mgfxERERER6QA+W1TABS/+THFVA+nRwfzjrL5kxrb5d6YOJ3HN24SUrabJEUJR17O9HUdEfkN6TAin9E0E4KMF+czeoKnORXxdly5dGgAmT54cWVBQcMBZaFJSUhrPOeecnUFBQS6Ac845Z+eu16mnnlq667xnn3029sknn0yqqamx9e/fv3r06NFloaGhzk8//TRm+PDhvebMmRO0r/ZdLhcnnnhit2effTYxPT29fsyYMWUJCQmNAI888kjcBRdckDV37tzw9PT0+hNPPLG0e/futQUFBQGPP/54snv+RP7nvPPOKwGYOXNm2IHOXbdund+QIUN6v/POO3EAxx13XPmQIUMq/f39Xe+9917s9OnTQ/e+pqGhwRx77LE9Pv7445gBAwZUDx8+vGLr1q3+9913X+r555+fcbA577zzzi4ffPBBbGBgoOvoo4+uGDZsWEV1dbX9ueeeSxw2bFjP8vLy3ffcL7zwwrLY2NjGKVOmRG3bts2+d1vl5eW2zz//PDo0NNT5xz/+cfc/z4KCAsfgwYN7PvrooynFxcWOIUOGVB555JGVGzZsCLzpppsyLrvsstS923r33XcjTjnllB6zZ88O69atW+3xxx9fvnXrVv+TTjqpx88///yrPw9P8sT0SgfLRvNC0yIiIiIiIrtZlsUT363lv1PXApCTHsUNI7MI9PvV9zQ5RIEVG0hb8BgAO7LOx+nXpt8/RaQVjkiLYkdlPXM3lfDcD+tIDA9UAVbEh40bN27n008/nbht2zb/Hj169DvxxBNLhw8fXjV06NDqoUOH1jocv7xde8QRR9R9/PHHm1JSUsJqa2v9P/744037avfcc88tu+mmm4p69uz5i6mI/vOf/8TccsstGTfffHPqzz//vGbv67Zt2+bv7+9vLV++fFlmZuYv1kx46qmnEo0xTJs2beWxxx5bs2u/y+Vi8uTJBywMHKqcnJwagPXr1wce6Nxnnnkmrry83H7ppZfueOONN/L2PLZ27Vr/hoaGX81Ht3jx4pDs7Oza1atXL0tKSmoCWL58ecDIkSN7fPLJJzFvvfVW2b6mvNrbPffcUzh69OjqmJiY3cMjamtrzRVXXJH27rvvxv7jH/9I+Ne//rUVICAgwLrgggt2Pv3004kvvvhizN/+9rcde7b1yiuvRNfU1NguuuiiorCwsN3TeF100UUZa9asCRo3btyOZ555Jj8oqHnqsby8PMfJJ5/c/c0334w//fTTy88777wKgNLSUtv111+f4XQ6zZNPPrnp5ptv3gnN/6xuuOGGlOeeey7xQO/Lnby5ClFXoMKL/YuIiIiISDtT1+jkxncX7i44nNY/ifFjslVwcAdXE1k/3Y7dWUdVdF9Ku4z2diIROUhjeyfQLTaEBqfFP79Zxc7qem9HEpFW6t27d8N77723LjExsaG6utr2ySefxNx6663pI0aM6B0dHT3w4osvTtu8ebPfobY7evTo6r0LDgA333zzzkGDBlXNnTs3bOfOnfv8QHXfffcV7F1wACgtLXWEhYU59yw4ANhsNvZeENodEhISmgAqKioO+KB8UVGRA2Ds2LG/ytG9e/eGPn367PN/lI8++mj+roIDQJ8+fepvu+22rQDPPfdc/MHkPP/88yv2LDgABAUFWS+++OIWu91uffXVV5F7HrvxxhuLbDYbb7755i+mjQJ44403YgGuvfbaol37Zs2aFTR9+vSIvn371rz00kt5uwoOAKmpqU0vvPDCppa8u9t78803o0pLSx2DBw+u2lVwgOZ/Vk888UThrtErbcUtIx2MMX/ba9fAfezbs88ewLHAt+7oX0REREREfN/W8lquejOXpQXl2G2GK0ZkMrLHQX33k4OQvPxFwooX4nQEU9DnajDefAZNRA6FzRjOyenCaz9uori6nse+Xs39Z/QhSAVZEZ905plnVp544onLPvjgg4hvvvkmfNGiRSGrV68OqqystE+YMCHuq6++ipo2bdqqAQMGHFKFsby83Pbee+9FLlq0KKi0tNTR2NhoAHbs2OFnWRYrV64MGDFixC8KCMYYLrjggrJ9tde7d++aBQsWhJ5//vnpd9xxx/bBgwfXtfpNHwSXy2VaMh1wdpycnJyaCRMmcN9996XY7XbrzDPPrAgODv7N6yIiIpxnn332rx6Cv+KKK0ruvPPOtIULF4Y4nU7s9gP/v3Xjxo1+H374YeSqVasCKysr7S5X8yAFPz8/a/Pmzb8YqZGdnd1wzDHHlE+fPj3i22+/DRk7dmw1wNy5c4OWLFkS0qdPn5rhw4fX7jp/8uTJ4QCnnnpq6b6yDB8+vDY4ONi1ZMmS3cPefvzxxzD43xRVewoICLBOPfXU0ldffbXNPli7a3ql+2ieKsm0bAe2vH7LDuBuN/UvIiIiIiI+LHdzCVe/tYDiqnpCAxz8eUx3eidHeDtWhxFcspLUJf8BYGuPS2kK3O/6gyLSTgU67PxhSCqv/rSJLSU1PPndWu44sQd2269mEBERHxAYGGhdeumlZZdeemkZQHFxsf3VV1+Nfuihh1JKSkoc1157bdqsWbPWHmx7n3/+edjll1/etbS0dL/3e/dca2CX6Ojopj2fpN/Ts88+u+Xcc8/N+vDDD2M//PDD2JiYmKahQ4dWnnXWWaXjxo0r3XsqqMO1Y8cOB0B4ePgBV3W+8cYbi7/77rvwyZMnR1144YVZAQEBVt++favHjBlTft111xWnpaX9aqHu5OTkfRZxYmJinGFhYc7Kykp7UVGRPTEx8Tf7v++++xIeeuihlKampoP+H/BVV11VNH369IgXXnghblfR4dlnn40FuPzyy4v2PHfTpk0BAI899ljKY489lrK/Nuvr63f3v23bNj+AjIyMX412adnfpkPk3PVvxriWrQFeBX4EXtnPuQ1AIfCzZVkaDygiIiIi0sm9P28Lf/10GY1Oi7ToYG4dm018+AGn8pWDZJz1ZP00HpurkYr4IylPOsbbkUSklSKD/bngyFTemL2JxfllvDZrI1eMyMSgwoOIr4uNjXXecccdRSkpKQ0XX3xx1ty5c8MrKytte87zvz/l5eW2yy67rGt5ebnjlltu2XrJJZeUdO/evSEkJMRls9k4/fTTMydNmhRtWdav/mcREBCw3/aHDh1au2bNmmUff/xxxOTJkyNmz54dNnny5KjJkydHPfvss9WzZ89eHRgY6LY1e+fPnx8MkJWVVXugcx0OB19++eWGn376Kejjjz+OmjFjRtiSJUtCcnNzQ59++umkiRMnrtl1c9+dpk6dGnL//fd3CQ0NdT788MN5J554YmVqamrjrsJNfHx8/6Kiol9Nj3X++eeX33rrrQ1ffvllVElJyZbAwEBr4sSJMcHBwa4rrrjiF6MTdo2aGDRoUFVbFwvcxS1FB8uy3tj1szHmMuCrPfeJiIiIiIjsrdHp4qEvV/L6rE0ADMmM5trjumn9BjdLXfwkIWWrafILp7DXFWB0c1LElyVHBnHOESl8kJvPdyt3kBAeyOn9k70dS0TcZNdaCU6nk507d9oPpujwzTffhJaVlTlOOumk0ieeeKJw7+NbtmwJaG2e4OBg65JLLtm9wPL8+fMDL7rooq6LFi0KefLJJ2P/8pe/FB2giYP2ySefRAEce+yxB71exPDhw2t3TU1UUlJiu+OOO5JfeeWVhPHjx6ctXbp05Z7nbt261X9fbZSUlNgqKyvtgYGBrtjY2N8c5fDRRx9FAtx9990FN9544849j1VVVZni4uJ9rsfhcDi4+OKLi//1r38lv/TSSzHh4eHOiooK++9///viqKioX/wz7tKlSyPAaaedVnb//fdvP8AfAQC71mzYtGnTPt/j5s2b97nfU9w+iadlWSMty/qnu9sVEREREZGOo7iqnktfmbu74PC7nC7cMrq7Cg5uFrojl+QVLwFQ2PsKnP7hXk4kIu7QIzGcsb0SAJgwZwtzNu48wBUi0l7seop9f5YvXx4AzWsDJCYm7p4iyM/PzwJobPz1esAlJSUOgOTk5F8dXLZsWcCKFSuCDy/1/wwePLjuyiuv3NHSdpC72n3mmWeiFyxYEBoYGOi68cYbi1vTRnR0tOupp54qMMawbt26Xw2bLSsrc3z22Wdhe+9/9dVXowEGDhxYfaApo8rKyhwAqampv/qzfv3116Mta/8DP2644YZiu91uvfHGG7GvvfZaHMDVV1/9q6LNSSedVAEwadKkyN8Ms4cRI0ZUwv8KN3tqbGxk8uTJv9rvSVo5TERERERE2tSivDJOf+pHZm/YSaCfjVvHZnPOoC4YPYHvVv4128ieeSPGclGWdAyV8Ud6O5KIuNHQzGgGpzffQ3r6+3Ws3nbQDwaLtE9NdTYaa027fDXVue0e6i233JJ89dVXd9lVXNjTxo0b/a655pp0gNGjR5ftOXVRfHx8I8DixYt/dTO9d+/edQBfffVVZGFh4e675sXFxfZx48ZlHMraA7tUVlbaHnzwwfji4uJfPBHidDqZMmVKBEBqauo+1w84FDt37rTfeuutSTfffHMmwKOPProlOTn5V+sx7O2ZZ56Jnjdv3q/+LD766KMIy7J2P/m/t7/85S+p27Zt2/2eVq1a5f9///d/yQDXXHPNjgP127179zqAV199NXbPNRVyc3MD77///v2uvwCQnp7eOHr06PKVK1cGz5s3LzQ7O7t25MiRNXufN2rUqOqjjz66YsGCBaGXXHJJWklJya/+/Zs9e3bQRx99tPtpkssuu6w0MjKyae7cuWFPPfXU7sW7XC4X48ePT9nfKA9POezplYwx02hePPoyy7LyW34/WJZlWaMPN4OIiIiIiPiG9+dt4d5Pl9PgdJEcEcj4sT1IiXLbQ3LSwtZYQ4/vryKgZht1ISls7XGZtyOJiJsZYzixTyLltU2s3VHJP79ZzQNn9iYl0m0PNIu0rYnXdPN2hLZQVVVlf+211+JffPHFhPT09Pru3bvXBgYGugoLC/2XLFkS0tTUZNLS0uqfffbZvD2vO+WUU8rmzZsXetJJJ/UYNmxYRXBwsCsmJqbp2WefLTj22GNrjj766IpZs2aF9+zZs+/QoUMrAebMmRMWFRXVNHr06LKpU6dGHkrO+vp6c++996bef//9Xfr06VOTmppa39DQYFuyZEnwtm3b/JOTkxtuvvnmQ5pa6bHHHkt87bXXYgCqq6ttW7du9V+5cmVwY2OjCQ0NdT766KNbrr/++pIDtQMwceLEqBtuuCEzNTW1vkePHrWBgYGuvLy8gCVLloTYbDb+9re/Fex9zYABA6obGxtNdnZ2v2HDhlU2Njaa2bNnh9XV1dnOPPPMkssuu6zsQP1ed911xc8991zC999/H9GtW7e+AwYMqC4tLbXPmzcvbOzYsWWLFy8OKSws3O8N/muuuaZoypQpkfDrBaT39MEHH2wcO3Zs97fffjvus88+i+7Vq1dNQkJCY2VlpX3VqlVB27Zt8x83btyO8847rwIgKirK9dRTT22+/PLLu910000ZL7/8clxaWlr9ypUrgzdv3hxwwQUXFL/33nuxB/Nn6w7uWNPheJqLDsF7/H6w3LbQiIiIiIiItF/1TU7u+3wF787dAsDg9CiuPb4bwf5uWWZO9mS56P7TeEJLltHkF8aWgbfh8tNNSJGOyGYM5w5K4a2fN1NQVssjk1fzwFl9iA5u0wdaReQQPPTQQ1sHDx5cPWXKlIgVK1YEzZ8/P7SystIeGhrq6t+/f/Upp5xSdvvttxeFh4f/Yh6me+65Z3tpaal94sSJ0V9//XVUU1OTSU5Obnj22WcLAL755pt1d999d9Lnn38ePWPGjIjo6OjG008/veTf//53wfXXX596qDkjIiKcjzzyyJbvv/8+fOXKlUGrV68O8vPzs5KSkhouuuiiwttvv31HQkLCb65/sLcff/wxHMBmsxEcHOyMjIxsGjlyZPnIkSMrrrrqqp3R0dEHXL9il1tvvXV7cnJy47x580Lnz58fWltba4+Li2s49dRTS26//fbtxx577K9GEPj7+1tTp05de8stt6R88803kWVlZY6UlJT6Sy+9tPjee+89qLUTEhMTnT///PPKP//5z13mzJkTNnXq1MiUlJT6O+64o/D+++/flp6e3u+3rj/xxBMrHQ6H5XA4rCuvvHK/BZaUlJSm+fPnr3riiSfiPv744+gVK1YEL1y40BYTE9OYmpracOWVV+647LLLfnH9xRdfXBYbG7v6vvvuS16yZEnIhg0bAvv161fz/PPPb1qxYkVgWxYdzG/NM3VQDRiT3vJjgWVZTXv8flAsy9p8WAF8hDFmee/evXsvX77c21FERERERNpUYVkt101YwKK8Mgxw/uBUzhiYjE3TKXlE2oJHSVn+Ii7jYNPge6iN7OHtSCLiYdUNTbw+axMl1Q2kRQXz9zN6E9LRirrf/R0KcuGs52HgH7ydxi369OnDihUrVliW1cfbWTwlNzc3CJgZGBjYq2fPnqvsdvsvb0RaLmio9q3p3/1DXBjfitzZrV692r9nz579jjzyyKq5c+eu9maWF154Ifqaa67JPOecc3Z+/PHHm7yZZX+cTqdZtWpVz7q6upXAMTk5ObWH2sZh/w20d9GgsxQRRERERETkwGauLeLm9xZRUt1ASICdG0d2Z0BqpLdjdVjxa98nZfmLABT2uUoFB5FOIsTfwUVD0njtp01sKa3h31NW85eTe+Fv141RaeeMDQLCDvrpdhFfVl9fb5544olEgJtuuumA60f4Mv3tIyIiIiIibudyWfx36loufXUuJdUNZMaG8PBZ/VRw8KDwbbPJnHMvADsyz6Y8aYSXE4lIW4oM9ucPQ9Pwt9tYsbWSZ39Yj+swZ7cQEZHDN2HChIjf/e53GX379u29evXqoDFjxpQdd9xxv5r+qSNxe9HBGJNgjDnWGJOw1/5uxpj3jDHLjDGTjTFHubtvERERERHxvrKaBv74xjwe/3YNlgWjesZz3+l9iA8P9Ha0Diu0aCE9frgGm9VEecJRFHU7z9uRRMQLEsMDOX9wKjZj+HnDTt6cvRlLy2mKiHhVbm5uyEcffRSzY8cOv9NPP73k7bff3uTtTJ7miQn+/gLcBPQCtgMYY8KBH4F4wAC9geOMMQMty1rrgQwiIiIiIuIFS/LLuPbtBRSU1eJnN1wxIpPjsuO9HatDC9/2Mz2/vxJ7UzXVkT0o6HMNaL0MkU4rMzaEMwckM3FRAV8v30ZEkIOzj+ji7VgiIl7To0ePBsuycr3V/+OPP174+OOPF3qrf2/wxPRKxwMrLMtas8e+y4EE4F2gBzAeCAJu9UD/IiIiIiLSxizL4s3ZmzjvudkUlNWSEB7AA2f2VcHBwyILptNr2jjsTdVURfdh86A7sez+3o4lIl7WNyWCE3s3T0Dx/vx8vlvZoacOFxGRdsYTIx1SgNl77TsVaAJusSyrGHjSGHMZcJwH+hcRERERkTZUVd/EXZ8s5YvFzQ9wDU6P4prjuhES4ImvG7JL9JZv6D7zJmyuRipjjyCv/80qOIjIbkMyY6hucPLjumJe+XEDYYF2hmbGeDuWiIi0f4c9ZNYT3wLCgN0LYRhj7MAwILel4LDLKuA0D/QvIiIiIiJtZNW2Cq57ewEbiqux2wx/ODKNU/olYjS9j0fFbviUrFm3Yywn5QlHkd/3OrCpyCMiv3R8dhw19U0syCvjqWnrCDnJQd+UCG/Hks6lsWVrWZZlQIuMiLR3e/232vhb5+6PJ6ZXKgR67vH7CCAU+GGv8xxAgwf6FxERERGRNvBRbj5nPfMTG4qriQ7x52+n9ebU/kkqOHiSZZG89FmyfroVYzkpTT6W/H43qOAgIvtkjOHkfkn0TAijyWXxrymr2VBU7e1Y0onk5OQ0AWWWZTXW1dUFeDuPiBxYXV2dv2VZjUBZy3/Dh8wTRYfZQH9jzC3GmH7AgzRXRr7Y67xeQIEH+hcREREREQ+qa3Ryx0eLue3DxdQ1uuifEsEjZ/cjOyHM29E6NFtjFdkzriN90b8wWOxMPYHC3leB8cTXOhHpKGzGcNYRKaRHB1PX5OKRr1dSUF7r7VjSucx3uVzVFRUV+qAg4gMqKirCXC5XNTCvtW144nGYR4BzgH+3/G6A7y3LmrXrBGNMBtAbeMUD/YuIiIiIiIdsKKriugkLWLWtEgOcm9OFswemYLNpdIMnBZZvoMf0awguX4fL2NnW83JKu4z2diwR8RF+dhvnH5nKW7M3s62ijke+XMV9Z/QmNlQPnkubmNbU1HRyaWlppsPhcEZGRpbb7XYXmmpJpD0xTqfTVlZWFlFaWhrZ1NS0EZjW2sbcXnSwLGu5MWYEcDMQC+QC/7fXaScCi4FP3d2/iIiIiIh4xpdLtnLnx0uoqm8iPMiPG0dmaW7wNhCV9x1ZP43H0VhFY0AUef1voTayu7djiYiPCXTYuXBIGq/P3kRxdT0PT17JfWf0JTxQ07OJx31rWdbHDQ0N52/fvj22qKgoFs/MviIih8flcrmqm5qatliW9RHwXWsb8sjfLJZlLQAu+43jLwAveKJvERERERFxr4YmFw9PXsnrszYB0DMxjBtHdSc6xN+7wTo442wgdfGTpCx/HoDqyB7k97+ZpoBI7wYTEZ8VEuDg4qHpvDZrI4XldTz21Ur+elpvgvzs3o4mHVhOTo6Vm5v7qMvlWtbQ0HAe0J3mmVFEpH2xgLXAR8CknJycVo9G8ulytjEmCLgLuABIA0qAr4F7Lcs6qPUijDEO4K/AkTSvMxEH+AF5wLfAY5ZlbXZ/ehERERGR9q+wrJbrJixgUV4ZAGcMSOb8wanYNZ2SRwWVrSXrp/GEliwHYGfqCWzPvhhLC0aLyGGKCPLj4iHpvD57E+uLq3l8yhpuP6kH/nY9eC6ek5OT0wB8AnySm5trB/Tkgkj705CTk+N0R0Me/cRqjEkDkoD9ThJoWdaMVrYdSPO8UkcBW4HPgAxgHHCaMeYoy7I2HERTgcDfgSpgCc3TQfkDA4FrgYuMMaMty5rfmpwiIiIiIr5qxpoibn5vIaU1jYT427n2+Cxy0qO8Hatjs1wkrnqT9IWPYXPW0+QXSmGvP1GZMMTbyUSkA4kNC+DCIWm8+fMmlhaW8/S0ddw8pjt2o4KyeF7LTU2tZi7SgXmk6GCM+SNwL82jDw6ktWP4/kpzwWE2cIJlWVUtfY+neRHrV4HjD6KdOmAEMMeyrKZdO40xduBB4C/A88DgVuYUEREREfEpLpfFU9PW8eTUNVgWZMaGcMvo7sSHB3o7WofmX7ONbrPuIHLrjwBUxgygsM9VNAWo0CMi7pccGcTvB6fx7twtzN1Uwqs/beRPIzIxmvVGREQOk9uLDsaYccDLLb8uA9YAlW7uwx+4oeXX63cVHAAsy3rcGHMZcJwxJseyrNzfaqul0PDTPvY7jTH3ArcAOcaYCMuyyt32JkRERERE2qGymgZufm8R09cUATCqZzyXDcvA36FpNzzGsojd+CmZ8+7H0VCBy+bH9uyLKOkyFvTUsYh4UGZsCGcfkcJHC/KZunIH4YF+/H5wqrdjiYiIj/PESIfxQBNwnmVZn3ugfYDhQASw3rKshfs4/hHQHzid5umSWssCnC3bhsNoR0RERESk3VteWM7Vb+WSX1qLn91wxYiuHJcd5+1YHZpfzXa6/nwP0QXTAKgNyyS/33U0hKR4OZmIdBa9ksI5pW8Sk5dtZeLCAsIDHZzcN8nbsURExId5oujQHZjhwYIDwICW7YL9HN+1v39rOzDGGOBOIASYZlmW5poTERERkQ5r4sJ87vpkKXWNLuLDAhg/Npv0mBBvx+q49h7dYOwUdT2X4ozTQItFi0gby0mPorqhielrinhj9mbCAv0YkRXr7VgiIuKjPPFptgQo9kC7e9q1VkT+fo7v2p9+KI0aYx4DEoBwmgsW3YCVwJ8OoY3l+znU7VCyiIiIiIi0hUani4e+XMnrszYBMKBLBDeM7E5ooG58e4pfbVHz6Ib874Dm0Q0Ffa+hPlRTmoiI9xyTFUttg5O5m0p47of1hAY4GJga6e1YIiLigzzxTeIz4DRjjJ9lWY0eaB8gtGVbs5/j1S3bsENs91x+WRxYAlxsWdbGQ2xHRERERKTdK6qs5/oJC5i7qQSAs49I4bxBXbDZtI6Ap0RvnkzXOffiV1+q0Q0i0q4YYxjbO4HqhiaWF1bw+LdruPe0XnSPP9RbKyIi0tl5YjW4u2m+6f+aMSbKA+17jGVZWZZlGSAOOAloBHJbFqY+2Db67OsFrPdQbBERERGRQ7asoJwzn/6RuZtKCPKzM35sNucPTlXBwUPs9eVk/fhnesy4Ab/6UmrD0tkw9CGKu56lgoOItBs2Yzjz/9u77zC5rvr+4+8zdXtRX/Vmyb1iG9v0XkMJPzoYMDh0gqkONYSEEAIhEEhCQg2hBIMhDgnNBmOMMa6Su2XJ6nV3pe079fz+mJEthGTL2tkd7e779TzDnbn3zvd+hse7mpnvnnNOm8/yWc3kS2X+7qf3sKNvtN6xJEmTzHi8u/00cCfwMuDZIYSbqEx3VD7EuTHGeNFRXGOwum06zPH9k88OHEVtYozdwE9DCL8DbgP+OYRwVYxxy9HUkyRJko4l/3fbDi75rzWMFEp0tTfwrqetZkFHY71jTVnt269hxXXvIzu8k0ige9nz2LP8hUSbDZKOQclEgv931iK+ft1GdvaP8on/u4uPPe9kOhrT9Y4mSZokxuNd7msOuN8OPOkhzo3A0TQdNle3Cw9zfP/+TUdR+wExxr4QwhXAm4GnAl8ZSz1JkiSpnmKMfO7K+/iHX9wLwKkL23n7k46jOeuX3+MhlPIsvvmTzL/7qwDkmuax7aQ3MdJxXJ2TSdJDy6QSvOycRXzttxvZPZDjkz+5mw8/50Qa08l6R5MkTQLj8eniieNQ82BrqtszD3N8//61NbjW/kWxZ9egliRJklQXI/kS775sDT9euwOAZ548j1ecu4Sk0ymNi+zAFlZd8zZaeiofSXoXPpWdq15GTDbUOZkkHZmWbJqXn7OEr/72fu7vHuIffrGO9z59NSn/3ZAkPYyaNx1ijFfXuuYhXAv0AStCCKfHGG896PiLqtsranCtx1e3rskgSZKkSWn3wCgXfe1GbtvWRzIRuOgxy3ji6jn1jjVldW7+GSuvey+pfD/FVDPbT3ojA3POqncsSXrEZjRneOnZi/mP321k7dZ9fOnXG3jTE5YTsPEgSTq88VhIetzFGPPAP1UffiGEsH8NB0IIlwCnAlfHGG86YP9bQwh3hxA+cWCtEMKzQwjnH3yNEEJTCOGvqTQddgI/GYeXIkmSJI2rdbsGeMEXfstt2/pobUjxwWedYMNhnIRSnqU3fIzjr34jqXw/w+0r2fDov7HhIGlSW9DRyAvPXEgAfr1uD9+7cWu9I0mSjnHjNnlrCGEm8ErgHGAWcGWM8e+qx04CVgC/iDEOH+UlPg48BTgfWBdCuAZYApwL7AFed9D5s4DVQNdB+88GPhJC2AbcSmUExTzgdGBG9fGLY4yDSJIkSZPI7zb0cPE3bqR/tMi8tgbe/8zjmdvm9D7jIT2yh9W/eiOt3bcA0L3k2exe+RIXi5Y0Jaya08qzT+nif27bwQ9u2cbctgYev8pZqCVJhzYu74BDCP8P+HegBQhUFozedsApC4DLgQuBbx7NNWKMoyGEJwKXAi8Hng/0Al8DPhRjPNLW+w+AVuCxVBoQM4AR4D7gX4HPxxh3HE1GSZIkqV5+dOs23v29NRRKkVVzW3jX01bT1pCud6wpqan3Do7/5cVkh3dQTDWz7eQ3Mjjb0Q2SppYzFneydzjPtet7+NI1G5jdmuXErrZ6x5IkHYNq3nQIIZwHfAvoB94F/Ab4/UGnXUllBMELOcqmA0CMcQT4cPX2cOd+FPjoIfavreaUJEmSJr0YI1/81Xo+9dN7ADhn2Qze8oSVZFKTcmbVY96MzT9h5W/eRbI0Qq6pi82nv5t888GDqyVpanjC6jn0DuW5a+cAn/nZvXz8+Sczr90RdJKkPzQenzz+AigDT40xfjbGeOPBJ8QYS8DNwMnjcH1JkiRpWiqXIx/7nzsfaDg8+5Qu3vHk42w4jIcYWXDbF1h99ZtJlkYYnHkKG875mA0HSVNaIgSed/oC5rc3MJgv8smf3M1grljvWJKkY8x4fPo4H7guxnjzw5y3kz9eX0GSJEnSUSiWyrz3+2v56rUbAXj1eUt45aOXkAihvsGmoFDKsfI372TxrZ8GoGfR09l0+nspp5vrnEySxl86meAlZy+ivSHFjv5RPvPzeyiUYr1jSZKOIePRdGiispDzw+kch2tLkiRJ006uWOIt37qZy27aSiLAmx6/gmee7N/3jIdEYYjjf/kGZm/8b2JIsv2Ei9h5/IWQSNY7miRNmJZsmpecs5hMMsGdOwb48m82ELHxIEmqGI+mwzbgpIc6IYQQqEytdP84XF+SJEmaNoZyRS762o389I5dpBKBdz5lFY9bNbvesaakVG4vJ/7iVXTs+A2lZJZNZ7yXvQufXO9YklQXc1sb+NMzFwLwq3v38NM7dtU5kSTpWDEeTYefAKtDCC99iHNeDywCfjwO15ckSZKmhb7hAq/88vX85r5usqkE73vG8Txq6Yx6x5qSMsM7OemnL6W1+1aK6RY2nfUBhmaeUu9YklRXK+e08JQT5gDwjes2ceeO/jonkiQdC8aj6fC3QB/wjRDCJ0MIj67ubw4hnBFC+BjweSpTMP3DOFxfkiRJmvL2Ded5xZd/xy2b99GSTfHBZ5/IyQva6x1rSmrov5+TfvL/aOpbRyHbycZHfZiR9pX1jiVJx4RHL5vJyfPbKMfIZ39xL3sGc/WOJEmqs5o3HWKMW4FnA93Ae4BrgQi8CLgR+CCwD/iTGOPuWl9fkiRJmur2Ded55Zev5/Zt/bQ1pPjwc05k5ZyWeseakpr23sVJP30xDUPbyDXO5f6zP0quZWG9Y0nSMSOEwHNOnc/ctiz9o0U+8/N7yZfK9Y4lSaqj8RjpQIzxOmA1cAmV6ZbuBu4FrgLeD6yOMV4/HteWJEmSprL9Uyrtbzh88NknsmhGU71jTUlNe+/mxJ+/isxoDyOtS7j/7I9SaHS9DEk6WDqZ4MVnLaIxneT+7iH+7dcuLC1J01lqvArHGAeAz1ZvkiRJksaob7jAK778OxsOE6Bx372c+PNXkc71MtK2nI1nXko53VzvWJJ0zOpoyvCnZy7kP6/fxDX3dbNsVjPPOqWr3rEkSXUwLiMdJEmSJNWWIxwmTuO+dZz481eQzvUw0rqUjWe+34aDJB2BZbOaecoJcwH45vWbuWvnQJ0TSZLqoeYjHUII5wNPBE4AOqms59AL3An80mmVJEmSpEdmMFfk1V/9Pbdt66PVhsO4auhbz4k/f8UDUyptOusvKKddL0OSjtS5y2awo2+U27f38fkr1/G3f3oqbQ3jNtGGJOkYVLPf+iGEU4GvAGfs33XQKbF63u+Bi2KMd9bq2pIkSdJUlSuW+LP/uJE1W/bRmk3xIRsO46ahbwMn/fzlZEa7GWlZwqYz/4KSDQdJekRCCDz7lC529I3QM5Tni7+6j/c+fTWJcPDXRJKkqaom0yuFEM4GrgXOBIaB7wMfBN4IvAn4EHB59di5wHUhhDMOXU2SJEkSQLFU5h3fvpVr7+uhIZ3gfc883obDOMkObuXEX7ySzMgeRlsWsemsSyllWusdS5ImpUwqwZ+euZBkInDrln1csWZHvSNJkibQmEc6hBCSwH8CzcCXgXfFGPsPc24b8BngdcC3QggnxhjjWDNIkiRJU02MkQ9cfjs/uWMnqUTgXU9dzYrZ/tX9eEiP7OGEX7yK7PBORpsXsPGsD1DKtNU7liRNanPbGnjGSfP48W07+O6NW1g9r5Xj59nMlaTpoBYjHZ4HrAS+G2N8w+EaDgAxxv4Y4+uB7wGrgOfW4PqSJEnSlBJj5BP/dzffvXELIcDbn3QcJy9or3esKSmZ7+eEKy+kcWAT+YbZbDrzUhsOklQjZyzq4OT5bZRj5HNXraN/tFjvSJKkCVCLpsNzgTLwF4/gOZdWt8+vwfUlSZKkKeWfr17Pl369AYCLH7ucs5fNqHOiqSlRGOb4qy6iee/dFDLtbDrrUooN/n8tSbUSQuBZp8xnRnOG3ur6DmUnvJCkKa8WTYezgHtijPcf6RNijBuAu6vPlSRJklR1+S1b+buf3APAK85dzBNWz6lzoqkplPKs/vWbadtzE6VUM5vOvJR807x6x5KkKSebSvCiA9Z3+L/bd9Y7kiRpnNWi6dAF3HsUz7sXmF+D60uSJElTwvUbenjvZWsBeM6pXTznVN8uj4tyiZXXvouO7b+mnMiy6Yz3kGtdXO9UkjRlzW1r4GknVhq73/79Zjb3Dtc5kSRpPNWi6dAO9B3F8/oBJ0uVJEmSgPV7Brn4P26iUIqcu2wGLzvHL8HHRYwsu+GjzNr0Y8ohyebTL2GkY1W9U0nSlHfW4g5Wzm6hWI780y/vI18q1zuSJGmc1KLpkKKypsMjVa4+V5IkSZrWegZzvParN9A3UmDlnBbe/ISVJEKod6wpaeFtn2fevf9JJLDtlLcwNPOUekeSpGkhhMBzT+uiMZNkc+8wl920td6RJEnjpBZNB0mSJElHabRQ4uL/uInNvcPMbsny7qetJpPybfp4mHvvf7JozWcB2HH8a+if++j6BpKkaaYlm+Y5J3cB8N9rtnP3zoE6J5IkjYdafZq5MIRQeiQ34NU1urYkSZI0KZXLkXd/bw03bdpLcybJ+55xPO2N6XrHmpJmbPo/ll3/YQB2L38hexc9tc6JJGl6Or6rjdMWdgDwhV/ex3C+WN9AkqSaq1XTIRzlTZIkSZq2PnfVOv5n7Q6SicA7n7qKBZ2N9Y40JbXtvI7jfvPnBCK9C57MnuV/Wu9IkjStPe2kubQ3pNgzmOMb122qdxxJUo2NuekQY0yM4ZasxYuQJEmSJpuf3bGTz/5iHQAXPWYZJ81vr3Oiqamp9w5W/+rPSJQL9M85mx0nvBZcL0OS6qohleR5py8A4Ff37uH3G3vrnEiSVEtOFitJkiRNsHW7Bnjnd28F4OknzeOJq+fUN9AU1dB/Pydc+RpShUGGOk9g68lvgeBHIEk6FiyZ2cx5y2cC8OVr7mcw5zRLkjRV+I5bkiRJmkB9IwUu/o+bGMqXOKGrlVc+enG9I01J6eFdnPCLC8mM9jDSuoTNp72LmMzUO5Yk6QBPWD2bWc1Z+kYL/MfvnGZJkqYKmw6SJEnSBCmVI+/4zi3c3z3ErJYMf/7kVaQSviWvtWSujxOvvJCGoa3kGuey6Yz3U0431TuWJOkgqUSC55zWBcDV9+7htm19dU4kSaoFP+FIkiRJE+QzP7+HX92zh0wywSVPXU1bY7rekaacRHGE43/5epr23Ush08Gmsy6llHW9DEk6Vi3qbOJRSzoB+NI1GxgtluqcSJI0VjYdJEmSpAnwv7ft4Au/XA/AxY9bzrJZzXVONPWEcoFVV7+Ztj03UUo1s+msSyk0ul6GJB3rnnT8XNoaUuwZyPG9G7bWO44kaYxsOkiSJEnj7P7uId572VoAnn1KFxesnFXnRFNQucTKa99N5/arKScybDrjPeRaFtU7lSTpCGRTCZ59SmWapf+9fQf37RmscyJJ0ljYdJAkSZLG0WihxJv/82YGc0VO6GrlZee4cHTNxTIrfvd+Zm28ghiSbDn1HYx0rKp3KknSI7ByTisnz28jAl+6egPFcqx3JEnSUbLpIEmSJI2jv7ziDu7a0U9bQ4q3PvE4kolQ70hTS4wsu/5DzFn/fWJIsOWUtzE4+4x6p5IkHYWnnTiPxnSSzXuHuWLNtnrHkSQdJZsOkiRJ0ji5/JatfPv3WwjAW590HDOaM/WONLXEyNIb/4p5675NJLDtpDcxMPeceqeSJB2l5myKp580D4Dv37yNHX2jdU4kSToaNh0kSZKkcXDf7gH+4ge3A/DCMxdwyoL2OieaYmJk8S2fpOvurwGw/cQ30Nd1QX0zSZLG7OT5bSyf1UyxHPn6dRuJOM2SJE02Nh0kSZKkGhvOF3nzf97MSKHEyfPbeOEZC+sdaWqJkYVrP8uCO74EwPYTLmLfgifUN5MkqSZCCDzjpHkkQuDWLfu4cePeekeSJD1CNh0kSZKkGvvwj+7g3l2DdDSmecsTV5JwHYfaiZElN3+CRWs/D8CO1a9m78In1zmUJKmWZrZkOX/5DAC+/ttN5IrlOieSJD0SNh0kSZKkGvrRrdu47KathABve/JxdDS5jkPNlEss/92lzL/z3wHYsepV9C5+Rp1DSZLGwwUrZ9PWkKJ7KMePbnVRaUmaTGw6SJIkSTWypXeYD15eXcfhjAWc2NVW50RTRyjlWHXN25l7339VFo0+8WJ6lzyz3rEkSeMkk0rwtBMri0r/95rt5AqlOieSJB0pmw6SJElSDRRLZf78u7cykCuyam4LL3Adh5pJFIY5/pcXM3Pz/1EOKbac+g7XcJCkaeD4ea0PLCq9dd9IveNIko6QTQdJkiSpBv7pl/dx06a9NKaTvPWJK0m6jkNNpHJ7OeHKC+nYcQ3lRJbNZ7yHgbnn1DuWJGkCHLio9MBosd5xJElHKFXvAJIkSdJkd+PGXj535ToALnrMMma3NtQ50dTQ1HsXq69+Iw2DWyilmtl0xnsY6VhV71iSpAn0wKLSmyqP86UyrpYkScc2RzpIkiRJY9A/WuAd37mVcoTHrJzFBStn1TvSlDDz/is4+Sd/SsPgFvKNc7j/7A/bcJCkaeqClbMfGEF4147+OqeRJD0cRzpIkiRJY/ChH97Otn0jzGnN8toLltY7zuRXLrL4lr9nwZ1fAmBg5qlsO+WtlNItdQ4mSaqXTCpBOpmAEuSL5XrHkSQ9DJsOkiRJ0lH60a3b+NGt20kEeMsTV9KU8e31WKRyeznu12+nY+e1AOxZ+ifsXvliCA7QliRJkiYLPxVJkiRJR2Fn3ygf+uHtALzgjIWsmtta50STWIzM3PS/LL3ho2RGeygnsmw7+c/on/voeieTJEmS9AjZdJAkSZIeoRgj7/v+WvpHiyyb1czzz5hf70iTVmZoB8t+/2FmbL0SgNHmBWw95W3kWhfXOZkkSZKko2HTQZIkSXqEvvX7zVx97x7SycCbn7CCVMLpfx6xWGbuvf/J4ls+RaowSDkk6V72fLqX/Qkxka53OkmSJElHyaaDJEmS9Ahs6hnir398FwAvedRiFnY21TnRJBPLdG69koW3fYGWnrUADLevZPuJF5NrWVjncJIkSZLGyqaDJEmSdIRK5ci7v7eG4XyJ4+e18sxT5tU70qQRygVm3n8FC+74V5r61gFQSjawe+VL6F30VBeLliRJkqYImw6SJEnSEfrybzZww8a9NKQTvOnxK0iEUO9Ix7zM8E5mbPpf5t/1FbJD2wEopRrpXfhUehc/g2K2o74BJUmSJNWUTQdJkiTpCNy7a4C//+m9ALzy0UuY09ZQtyyZoe207rmZxr71pPJ9pHL7Ktt8H8n8IOVkhnKqiVKqkVK6mXKqkUJ2JvmmueSb5j14a5wNiRp/JIhlmntuY8bWq+jYdhUtvXc8cKiQaad38TPpXfgUymmnpZIkSZKmIpsOkiRJ0sMolsq8+3tryJfKnL6ogyetnjOh12/aexdtO6+jdc/NtO65mezwzprUjSFBvnEuueb55Jvnk2ueT665i2J2JoVsB8XsDIrZDorZTmIiSSiXIJYI1Vsqt5eG/o00DGyiYWATjQMbaeq9k8xo94PXIDDSvpJ9XY9l3/zHEZOZmmSXJEmSdGyy6SBJkiQ9jH+75n7Wbu2jOZPkDY9dTpiAaZVCKcfMTf/LvHu+SWv3LX9wLIYEoy2LGW1bRjHdSindQindTCndQjnZSCgXSJRzJIqjJEo5EqVRUvl+Urle0qO9pHJ7Sef2EmKJ7PAOssM7YM9NNcteSjYyOPMUBmafyeCs0yll2mpWW5IkSdKxzaaDJEmS9BDu2z3IP/yiMq3Sq85bwozm8f1L/ezAFuau+xZz7vse6VwvAOWQZGjmKQx3rGa4/ThG2pcTk2Oc3imWSeX6SOd6SI92kx6pbnO9JPMDJAsDJAuDpAqDhFg6ZIlSMku+cd4B0zbNJd/UxUj7SmKtp22SJEmSNCn4SUCSJEk6jFI58p7L1pAvVqZVetxxs8ftWonCIItv/Qzz7vkGIZYByDfMZO+CJ7N3wRMpZdtre8GQoNjQSbGhk5H2lYc/L0YSpRGIEUKCGBIQkpUtAVxMW5IkSdIBbDpIkiRJh/HVa+/nls37aEwnef1jlo3btEqdW37Bst9/pDLNETA442R6Fz2VgVlnQiI5Ltc8YiFQTrnosyRJkqQjM6mbDiGERuBS4KXAYqAX+AnwoRjjtiOs0QE8C3gu8GhgAZAD7gS+BXwxxlioeXhJkiQd0+7vHuJTP70HgFc8ejEzW7I1v0ZmeCdLb/hLZm7+KQD5xjlsP+EihmaeUvNrSZIkSdJEmLRNhxBCA3AVlUbBDuBHwFLgtcBzQgiPjjFuOIJS7wY+AETgVuB6YDZwAXAO8KIQwtNjjMO1fg2SJEk6NpXLkfddtpZcsczJC9p50uo5Nb/GrA2Xs+z3HyFVGCSGJN1Lns2e5S8gJmvf3JAkSZKkiTJpmw7AB6k0HK4DnhZjHAQIIVwCfBr4CvCEI6gzBPwd8IUY4+b9O0MIxwG/AB5TvdZf1DK8JEmSjl3fuG4jv9/YSzaV4OLH1nhapVhm0a2fYeHtXwRguH0l2094PbnWxbW7hiRJkiTVyaRsOoQQMsBbqw/fsr/hABBj/EwI4ULg8SGEs2KMNz1UrRjjJw6zf10I4f1Uplh6GTYdJEmSpoUtvcN88ieVaZVefu5iZrc21Kx2ojjKit++h1mbfgzAnmXPZ/eKF0FI1OwakiRJklRPk/XTzQVAO7A+xnjLIY5fVt0+d4zXWVPdzh9jHUmSJE0CMUY+8MPbGSmUOH5eK085YW7NaqdH9nDiz1/OrE0/phySbD3pjexe+WIbDpIkSZKmlEk50gE4rbq9+TDH9+8/dYzXWV7d7hxjHUmSJE0Cl9+yjV/fu4d0MnDxY5eTqNG0So377uX4q15Pw9BWiqlmtpx2CcMzTqhJbUmSJEk6lkzWpsP+CW+3Hub4/v1Lxnidd1S3PzrSJ4QQ7jjMoRVjzCJJkqRx1D2Y42P/cycALzxzIV0djTWp27T3bk762ctI5fvINc5l8xnvJd/cVZPakiRJknSsmaxNh5bqdvgwx4eq29ajvUAI4Y3AU4B9wN8ebR1JkiRNDh+74k72DRdYMrOJ55xam6ZAdmATJ1x5Ial8H8PtK9l8+rspZdpqUluSJEmSjkWTtekwrkIIjwX+EYjA62KM24/0uTHGkw5T8w7gxNoklCRJUi1ddfcu/nvNdkKAix+7nFRi7OsspId3ceIvXk1mZA+jLYvZdMZ7KadbHv6JkiRJkjSJTdamw2B123SY483V7cAjLRxCOJnKdEoZ4O0xxssfeTxJkiRNFgOjBT5w+e0APPuULpbPHntjIJXbx4m/uJCGwS3kGuey6cz323CQJEmSNC2M/U+46mNzdbvwMMf379/0SIqGEJYBPwM6gY/GGD9/dPEkSZI0WXzqp/ewo2+UuW1ZXnTW4d5eHrlEYYjjr3odTX33Ush2sumsSylmO8YeVJIkSZImgcnadFhT3Z55mOP796890oIhhC7g50AX8I8xxr88+niSJEmaDG7a1Mt//K7ydyqvf8xysqnkmOqFUo7Vv3ojrd23Uky3sOnMSyk0zqlFVEmSJEmaFCZr0+FaoA9YEUI4/RDHX1TdXnEkxUIIncBPgRXAV4F31iCjJEmSjmG5Yon3f/82YoQnrJrNyQvax1xz6Q0fo2PntZSSWTaf8V5yLWMfOSFJkiRJk8mkbDrEGPPAP1UffiGEsH8NB0IIlwCnAlfHGG86YP9bQwh3hxA+cWCtEEIT8GPgFOC/gDfEGON4vwZJkiTV179evYF1uwdpa0zzinOXjLne7PXfZ966bxMJbD3l7Yy0r6xBSkmSJEmaXCbrQtIAHweeApwPrAshXAMsAc4F9gCvO+j8WcBqKtMnHeivgfOAElAEvhxC+KOLxRhfU8PskiRJqqP1ewb5p6vuA+DC85bQ0jC2t8VNvXey/PoPArBn+QsZnH3GmDNKkiRJ0mQ0aZsOMcbREMITgUuBlwPPB3qBrwEfijFuPcJSndVtslrncF5zVEElSZJ0TCmXI5f+4DbypTKnL+rgvOUzx1Qvmetj9dVvJlHKMTDzNPYsf0GNkkqSJEnS5DMpp1faL8Y4EmP8cIxxZYwxG2PsijG+9lANhxjjR2OM4eARCzHG11T3P+Rtwl6UJEmSxtV/3biF39/fSzaV4HUXLOVQo1yPWCxz3LWX0DC4mXzDbLad8hYIk/ottiRJkiSNiZ+IJEmSNG3sHhjlb/73LgBe/KhFzG5tGFO9Bbd9kc5tv6ScSLPltD+nlG6pRUxJkiRJmrRsOkiSJGna+Msr7qR/tMiyWc08/aR5Y6rVvv0aFq35BwB2HP9aRtuW1SKiJEmSJE1qNh0kSZI0LVx51y5+vHYHiQBveOxykomjn1YpldvLyt++m0Ckd8ET2bfgCbULKkmSJEmTmE0HSZIkTXlDuSIf+uHtADzrlC6WzWoeU71lv/8ImZE95Jrns3P1hbWIKEmSJElTgk0HSZIkTXmf/tm9bO8bZU5rlj89c+GYas3c+GNmbfwfYkiw9aQ3EZOZGqWUJEmSpMnPpoMkSZKmtLVb9/G1394PwOsuWEZDOnnUtdIje1h2/YcA2LP0eYy2r6hJRkmSJEmaKmw6SJIkacoqlsq8//u3UY5wwYqZnLao4+iLxcjy6y4lnd/HSOtSupe/oGY5JUmSJGmqsOkgSZKkKeur127kzh39NGeTvOq8pWOqNXv9ZczYdhXlkGLbyW8iJlK1CSlJkiRJU4hNB0mSJE1JW3qH+czP7wXgFecuob0xfdS1MoPbWHrjXwGwe+X/I9eyqCYZJUmSJGmqsekgSZKkKSfGyAd/eDsjhRIndrXxhFWzx1KMFde9j1RhkOH2VfQseXbtgkqSJEnSFGPTQZIkSVPOFWt3cPW9e0gnA69/zDJCCEdda9aGy+nY+VvKiQzbTvozCL6FliRJkqTD8ROTJEmSppR9w3k+dsUdADz/9AV0dTQeda1Ubi9Lb/obAPYsfyH55q6aZJQkSZKkqcqmgyRJkqaUv/nfu+gezLOgo5E/OW3+mGotvvnvSOd6GW1eSPeSZ9UooSRJkiRNXTYdJEmSNGX8dn03/3XjVgAuftxyUsmjf7vbuvtG5t73XQB2nPA6SKRqklGSJEmSpjKbDpIkSZoSRgslPnD57QA85YS5rJrbetS1QrnA8us/CMDe+U9guPP4mmSUJEmSpKnOpoMkSZKmhH+66j7u7x6isynNy85ZNKZaXXd9haZ991JMt7LruJfVKKEkSZIkTX02HSRJkjTp3b2zn3+5ej0Arz1/GU2Zo58KKTu4lYVr/hGAnateQSlz9CMmJEmSJGm6sekgSZKkSa1Ujrz/+7dRLEfOXtrJ2ctmHH2xGFn2+4+QLI0y1HkCfV2PrV1QSZIkSZoGbDpIkiRpUvvm7zZx65Z9NKaTvOb8ZWOq1bn1Sjq3/ZJySLL9+NdBCDVKKUmSJEnTg00HSZIkTVrb943wqZ/eA8BLz1nEjObMUdcKpRxLb/prAHqWPJt8y4KaZJQkSZKk6cSmgyRJkialGCMf/OHtDOaKrJrbwlNOmDumel13fZWGgU0UMh10L3tejVJKkiRJ0vRi00GSJEmT0n+v2c5Vd+8mlQhc/NgVJMYwFVJ6eDcLb/sCALuOeynlVGOtYkqSJEnStGLTQZIkSZNO71Cev7ziTgBecMYCFnSOrUmw+NZPkSwOMdy+kr6ux9QioiRJkiRNSzYdJEmSNOn81f/cSe9QnkWdjfzJafPHVKu5ew1z1n8fgJ2rXw3Bt8iSJEmSdLT8RCVJkqRJ5Vf37ObyW7YRAlz8uBWkkmN4Sxsjy274GAD7uh7LSPvKGqWUJEmSpOnJpoMkSZImjcFckQ9cfjsAzzxpHivntIyp3qz7f0Rr9y2Ukg3sOu6ltYgoSZIkSdOaTQdJkiRNGn//03vYtm+EOa1Z/t+jFo2pVqIwxJKbPwlA97LnU8x21iKiJEmSJE1rNh0kSZI0Kdy0qZevX7cRgNc/djkN6eSY6i2441/JjOwi3ziHnsXPqEFCSZIkSZJNB0mSJB3zRgsl3vO9tcQIj181m1MWtI+pXmZoB113/jsAO1e9gpjM1CKmJEmSJE17Nh0kSZJ0zPuHn9/Lhu4hOprSvPLRS8Zcb9GtnyZZGmWo43gGZj+qBgklSZIkSWDTQZIkSce4Wzbv5d+u2QDA6x+znJZsakz1mntuZ/aGywHYueqVEMKYM0qSJEmSKmw6SJIk6ZiVK5Z472VrKUe4YOUszloyxsWeY2TJTZ8gENk37wJG25fXJqgkSZIkCbDpIEmSpGPY565cx7rdg7Q3prnwvLFPq9S59Srad11HOZFm98oX1yChJEmSJOlANh0kSZJ0TLptax//cnVlWqWLLlhGa0N6TPVCucCSmz8BQM/iZ1JonD3mjJIkSZKkP2TTQZIkScecfLHMey5bQ6kcOW/5TM5eNmPMNees+w6N/RsoptvoXvYnNUgpSZIkSTqYTQdJkiQdc/7pqnXcvXOAtoYUrzl/6ZjrJfP9LFrzjwDsXvGnlFNNY64pSZIkSfpjNh0kSZJ0TFmzZR9f+NV6AF5z/jLaGsc2rRLAgtv/hXSul1zzfPYueNKY60mSJEmSDs2mgyRJko4Zo4USl/zXrQ9Mq3TeipljrpkZ2kbXXV8BYOdxL4NEcsw1JUmSJEmHZtNBkiRJx4xP/fQe1u8ZoqMxzWsvWFqTmotv/QyJcp6hzhMZnHVmTWpKkiRJkg7NpoMkSZKOCb/b0MNXrr0fgIsft5zWhrFPq9TUewezNvwQgJ2rXg4hjLmmJEmSJOnwbDpIkiSp7gZzRd79vTXECE9cPYczFneOvWiMLLnpEwQi++adz2jb8rHXlCRJkiQ9JJsOkiRJqruP/8+dbN07wuyWLK969JKa1OzY/ms6dv6Wckixe+VLalJTkiRJkvTQbDpIkiSprq66exffuWELAXjjE1bQmKnBQs/lEktu/gQAvYufTqFx9thrSpIkSZIelk0HSZIk1U3PYI73ff82AJ558jxO7GqrSd3ZG75P0757Kaaa2bPseTWpKUmSJEl6eDYdJEmSVBcxRt73/dvYM5BjQUcjLzl7cU3qJgrDLL71HwDoXvZ8yumWmtSVJEmSJD08mw6SJEmqi/+8fjO/uGsXqUTgbU9aSSZVm7emXXd9hczILvINs+ld/LSa1JQkSZIkHRmbDpIkSZpw9+0e4OM/vhOAl52zmCUzm2tSNzXSzYI7/hWAXStfQkyka1JXkiRJknRkbDpIkiRpQuWKJd7+7VsZLZQ5dUE7zzh5Xs1qL1r7jySLQ4y0LqN/3qNrVleSJEmSdGRsOkiSJGlCffpn93Lnjn5asine+IQVJEKoSd3GvvuYu+47AOxc9UoIvtWVJEmSpInmJzFJkiRNmN+s6+ZLv94AwJ89bjmdTZma1V588ycJsUT/7LMYnnFCzepKkiRJko6cTQdJkiRNiN6hPO/63q0APPn4OTxq6Yya1W7beR0ztl5JDAl2HfeymtWVJEmSJD0yNh0kSZI07srlyCX/dSu7+nPMb2/gVectqV3xWGbJTZ8AoHfhk8k3z69dbUmSJEnSI2LTQZIkSePuS9ds4Ff37CGdDLz9yceRTSVrVnvW/f9NS+/tlJKN7Fn+pzWrK0mSJEl65Gw6SJIkaVzduLGXT/30HgAuPH8pS2Y216x2ojjK4ls+BUD3sudRyrTVrLYkSZIk6ZGz6SBJkqRx0zuU523fvoVSOXLBipk8afWcmtafd/dXyQ7vIN8wi57Fz6hpbUmSJEnSIzepmw4hhMYQwsdCCPeGEEZDCNtDCF8JISx4hHUeH0L4SAjhxyGEPSGEGELYOE6xJUmSpoVyOfKu/7qVHX2jdLU3cNFjlhNCqFn91GgPC27/ZwB2r3wxMZmpWW1JkiRJ0tFJ1TvA0QohNABXAY8GdgA/ApYCrwWeE0J4dIxxwxGW+0fgtPHIKUmSNF392zUb+GV1HYd3PPk4GjO1W8cBYNGaz5IqDDLSuoy+eefXtLYkSZIk6ehM5pEOH6TScLgOWBVjfEmM8VzgXcBs4CuPoNbPqvWeDpxU66CSJEnTzY0be/m7/es4nFfbdRwAmvbezdx13wZg56pXQpjMb2slSZIkaeqYlCMdQggZ4K3Vh2+JMQ7uPxZj/EwI4ULg8SGEs2KMNz1cvRjjew+oPa/mgSVJkqaR3f2jvOk/b6ZUjpy/YiZPOr626zgQI0tu/Dghlumbcw7DM06obX1JkiRJ0lGbrH8SdgHQDqyPMd5yiOOXVbfPnbhIkiRJyhfLvPk/b2bPQI6FnY284bG1XccBoHPrVXTs/C3lRJpdq15e09qSJEmSpLGZrE2H/esv3HyY4/v3nzoBWSRJklT18R/fyY2b9tKUSXLJU1fRkK7tOg6hlGfJTX8NQM/iZ1JorPEoCkmSJEnSmEzK6ZWAxdXt1sMc379/yQRk+QMhhDsOc2jFhAaRJEmaYJfdtJVvXLcJgLc8YSVd7Y01v8a8e75B48BGCpkOupc9r+b1JUmSJEljM1lHOrRUt8OHOT5U3bZOQBZJkqRp77atffzF5bcB8KdnLuTMJZ01v0ZqtIeFaz8PwO6VL6acqn1TQ5IkSZI0NpN1pMMxK8Z40qH2V0dAnDjBcSRJksZdz2CON37zJvLFMmcu7uSFZy4Yl+ssWvMPpAoDjLQuZd/8x43LNSRJkiRJYzNZRzoMVrdNhzneXN0OTEAWSZKkaatQKvPWb93Ctn0jzGtr4C1PXEGixgtHAzTtvYu5674DwM7Vr4YwWd/GSpIkSdLUNlk/rW2ubhce5vj+/ZsmIIskSdK0FGPkQz+8nes29NCQTnDJU1fRlBmHgbQxsvTGjxNimb655zLceXztryFJkiRJqonJ2nRYU92eeZjj+/evnYAskiRJ09K/X3M/37lhCyHA2590HItmHG4Q6tjM3PRj2ndeRzmRZtdxLx+Xa0iSJEmSamOyNh2uBfqAFSGE0w9x/EXV7RUTlkiSJGka+fmdu/ib/7sLgFc/eglnLK79wtEAicIgS2/8awC6lz2PQuPscbmOJEmSJKk2JmXTIcaYB/6p+vALIYT9azgQQrgEOBW4OsZ40wH73xpCuDuE8ImJTStJkjS13LG9j3d85xZihKecMJennzRv3K61aO3nyYzsItc4l+4lzxm360iSJEmSamMcJt2dMB8HngKcD6wLIVwDLAHOBfYArzvo/FnAaqDr4EIhhNcDr68+TFe3XSGE3x1w2ptjjDfXLr4kSdLks6t/lIu+diPD+RKnLGjnwvOXEMZh4WiAxn33Mu+urwKw8/gLicnMuFxHkiRJklQ7k7bpEGMcDSE8EbgUeDnwfKAX+BrwoRjj1kdQbiGVZsWBMgftazvqsJIkSVPAcL7IG75xIzv7R5nf0cA7nnwcqcQ4DZyNkWW//wiJWKR/ztkMzjp9fK4jSZIkSaqpSdt0AIgxjgAfrt4e7tyPAh99pMckSZIEhVKZN33zZtZu7aMlm+K9Tz+e5uz4vZWctfG/ad91PeVEhp2rXjlu15EkSZIk1dakXNNBkiRJE6dcjrz3srVcfe8esqkE73vGaua2NYzb9ZL5AZbc9DcA7Fn+fBePliRJkqRJxKaDJEmSHtLf/uRuLr9lG4kAf/6U41g5p3Vcr7dw7T+SGdlDrmkePUuePa7XkiRJkiTVlk0HSZIkHdaXfr2eL/16AwB/9rgVnL6oc1yv19R7J113fx2AHasvJCbS43o9SZIkSVJt2XSQJEnSIf3g5q38zf/eDcDLz1nM41aN8zRH5SIrrns/IZbom3suQ7NOG9/rSZIkSZJqzqaDJEmS/siVd+3ivZetBeBZp3TxnFO7xv2a8+/6Mi29t1NMNbNj9WvG/XqSJEmSpNqz6SBJkqQ/cPW9e3jTN2+mWI5csHIWrzh3MSGEcb1mQ//9LFrzWQB2rn4VpWz7uF5PkiRJkjQ+bDpIkiTpAdfe183F37iRfKnMOctm8MbHLycxzg0HYpnlv/sLEqUcgzNPoa/rseN7PUmSJEnSuLHpIEmSJAB+t6GHi75+A7limbOWdPK2J64klRj/t4tz1n2H9l3XU05k2X7C62G8mxySJEmSpHFj00GSJEncsLGX133tBkYLZU5f1ME7nnwcqeT4v1XMDO9kyc1/C8CulS+m0DjOi1VLkiRJksaVTQdJkqRp7ubNe3ntV29gOF/ilAXtvPMpq0hPQMOBGFl2/YdIFQYZbl9J7+Knj/81JUmSJEnjKlXvAJIkSaqf69b38Pqv38BQvsSJXW2862mryKQm5u9SZm68ghlbr6Qckmw/8WII/j2MJEmSJE12Nh0kSZKmqavu3sWbvnkzuWKZk+a38e6nrSabSk7ItTND21h+/YcA6F72fHItCyfkupIkSZKk8WXTQZIkaRq6Ys123vndWymWI2ct6eTtTzpuwkY4UC6x8tr3kCoMMNy2gj3Lnjcx15UkSZIkjTubDpIkSdPMd36/mUsvv40Y4YIVM3njE1aQSkzc1Ebz7/oy7bt+RymZZdspb4GEb0klSZIkaarwE54kSdI08u/XbODjP74LgCcfP4fXXbCMRCJM2PWbeu9g0a2fBmDn6leTb5o3YdeWJEmSJI0/mw6SJEnTQKkc+fiP7+Sr124E4DmndvHycxYTwsQ1HBLFUY77zTtJlAv0z34U++Y/YcKuLUmSJEmaGDYdJEmSprjhfJF3fOdWfn7nLgBedvYinnva/AltOAAsvvmTNPXdRyHTwfYTXw8TfH1JkiRJ0viz6SBJkjSF7R4Y5fVfv5G1W/tIJwNvevwKzlsxa8JzdGy7mq57vg7AtpP+jFKmbcIzSJIkSZLGn00HSZKkKWrdrgFe89Ub2LZvhJZsinc/bTWr57VOeI7M0HZWXvsuAHoWPZ2hWadNeAZJkiRJ0sSw6SBJkjQF/fKe3bz927cwMFpkXlsD73vG8cxrb5jwHKGUY9XVbyGd62WkdSm7jnvZhGeQJEmSJE0cmw6SJElTSLkc+adf3sc//OJeYoTVc1u55GmraGtI1yXPshs+RmvPGorpFrac9k5iMlOXHJIkSZKkiWHTQZIkaYroHy1wyXfX8Iu7KgtGP+WEObz6vKWkk4m65Jl9338xd923iQS2nvwWCo2z65JDkiRJkjRxbDpIkiRNAffuGuDP/uMm7u8eIp0MvPaCZTxx9Zy65WnuWcvy6z8MwO4VL3IdB0mSJEmaJmw6SJIkTXI/unUbl/7gNobzJWY2Z3jnU1exYnZL3fKkRntZffWbSZTz9M86k+5lz6tbFkmSJEnSxLLpIEmSNEkNjBb48I/u4PJbtgFw0vw23v6k42hrrM/6DQCUixz3mz8nO7SdXONctp38Jgj1md5JkiRJkjTxbDpIkiRNQjdv3ss7vnMLW3pHCAFeeMZCXnDGApKJUL9QMbL8+g/RseM3lBNZtpz2Tsrp5vrlkSRJkiRNOJsOkiRJk0ipHPniL+/js1euo1SOzGrJ8NYnHsfqea31jsbC2z7P3Pu+W1k4+pS3kGtdXO9IkiRJkqQJZtNBkiRpkrhv9yDv+/5abtq0F4DzV8zkoscsoylT/7d0s+/7Lxat+SwAO45/DQNzHlXfQJIkSZKkuqj/J1RJkiQ9pEKpzL9evZ7PXXkf+VKZhnSC112wjMesnEUIdZxOqapj269Y8bsPALBn6Z+wd9FT65xIkiRJklQvNh0kSZKOYWu37uO9l63l7p0DAJy+qIOLHrOMWS3ZOieraO5Zy6pfv5UQS+zregy7V76k3pEkSZIkSXVk00GSJOkYNJgr8rkr1/Hv12ygHKElm+LC85dywYqZx8ToBoCG/o0cf9VFJIvDDM44me0nXgzHSDZJkiRJUn3YdJAkSTqGlMuRy2/Zxid/cje7B3JAZe2GC89bSltjus7pHtTQt4GTfv4KMqM9jLQsYctpf05M+NZSkiRJkqY7PxlKkiQdI27ZvJePXnEna7bsA2BuW5ZXn7eUMxd31jfYQRr3rePEX7ySzMgeRpsXsunM91NONdU7liRJkiTpGGDTQZIkqc627Rvh0z+9hx/csg2AhnSCF5yxkGeePI90MlHndH+oce89nPTzV5LO9TDaspiNZ/0FpUxbvWNJkiRJko4RNh0kSZLqZHf/KF/81Xq+df1m8qUyAI9fNZuXnr2IjqZMndP9sabeuzjxF68kndvLSOtSNp15KaVMa71jSZIkSZKOITYdJEmSJljvUJ5/vXo9X79uI6OFSrPhxK42Xn7uYlbMbqlzukNr7rmNE35xIen8PkbalrPxzPdTTh+bWSVJkiRJ9WPTQZIkaYLs7h/lq7/dyDd+u5GhfAmA4+a08OJHLeLkBe11Tnd4Mzb/lJW/uYRkaYTh9pVsOuN9lNPN9Y4lSZIkSToG2XSQJEkaZ+t2DfClX2/gh7duo1CKACyd2cSLH7WI0xd1EEKoc8LDiJH5d/wLS275FACDM09hy6nvcNFoSZIkSdJh2XSQJEkaBzFGrlvfw79ds4Ff3rPngf2r57bynFO7OGtJ57HbbABCKcfy332AORt+AEDPoqeyc9WrIZGsczJJkiRJ0rHMpoMkSVINdQ/m+P5NW/nODVu4v3sIgACcvXQGzz61i1Vzj/2Fl1OjPaz+1Rtp23MTMSTYufrV9C56Wr1jSZIkSZImAZsOkiRJY1QqV0Y1fPuGzfzsjp0PTKHUkE7wmJWzedYp8+hqb6xzyiPTuuv3HHftJWSHtlNKNbHl1LczNPPUeseSJEmSJE0SNh0kSZKOQoyRW7bs44o12/nx2h3sHsg9cGzF7GaedPxczl8xk4b05JiOKJTyLFz7jyy4/V8IRHKNc9l8+rvJtyyodzRJkiRJ0iRi00GSJOkIlcuRNVv38bM7d3HFmu1s3TvywLHmTJLzVszkScfPZdms5jqmfOQa+tZz3G/eSUvv7QDsnf94dq5+NeXU5BidIUmSJEk6dth0kCRJegj9owV+s66bK+/azdX37qZ7MP/AsWwqwaOWdHLeilmcurCddDJRx6RHIZaZu+7bLLnxr0mWRimmmtlx4uvpn3tuvZNJkiRJkiYpmw6SJEkHGMmXuHnzXq7f0MPv7u/l5k17KZbjA8cb00lOXdjOuctmcuaSDrKpyTF90sGau9ew7IaP0dp9CwCDM05m20lvpNgwo87JJEmSJEmTmU0HSZI0bcUY2dE3ytqtfazZuo8b7u9lzdZ9DywEvd/89gZOX9zJGYs6OH5eK6nJNqLhAOmRPSy+5e+Zvf4yApFSMsvuFS+md/HTIUze1yVJkiRJOjbYdJAkSdNCoVRmU88w63YNcPfOAW7b1sfarX10D+b+6NwZzRlO6GrjhK5WTupqZ157Qx0S11Yo5Zl3zzdYuPZzpAqDAOzregy7Vr6MYkNnndNJkiRJkqYKmw6SJGnKKJcjuwZG2dwzzObeYbb0DrOhe4h1uwbZ0D34RyMYABIBFnU2sXx2M8fNbeXErjbmtGYJIdThFdReojDMnPu+y/w7/53s8A4ARlqXseP4CxnpWFXndJIkSZKkqcamgyRJOuYVS2X2DhfoHco/cNvVP8qu/lF29o+ys69yf/u+UfKl8mHrZFMJFnQ0sqCzkeWzmlk+u4UlM5sm7boMDyWZ62PePd+g6+6vkc7tBaCQ6WD3yhezb/7jnEpJkiRJkjQubDpIkjSVlctQGILcIOQGID8AxRyU8lAqVLd5KJcefM7+v/APCUhmIJWFVAMks5X7mWbItlZuqYYHzz9AjJFcscxoocRIocRwvsRIvnJ/JF95PJwvMpQrMpQvVba5EoO5Av0jRfpHC5XbSJG+kQJ9I4UjfsnJEJjVmmFOawNzWrPMbWtgQWcjizobmdmSJTFFRjAcTtPeu5hz3/eYc9/3SBaHAMg1zqVn6XPY1/VYYjJT54SSJEmSpKnMpoMkSZNJjDCyFwZ2wsAOGNxV3e6G4V4Y7oGR6nZ4b6XJMI6KJBkOTQzSxD5a2Rtb6Cm30l1upje2socO9sR29sTKtod2Ckf59iMAzdkUbY0pWrNpOprSzGjOMKM5Q2dThs7mDLOaM8xsyZJMTO3GwsFSo73Muv+/mb3h+7T03vHA/tGWxexZ9if0zzkXElNvNIckSZIk6dhj00GSpGNJjDC0B3rvh70bYd9m6NtSue3bAn1boTjyiMuWSZBPZMmTJUeaQkxQiEnyMUEhJiizf6qdSAACkUAkRZkURTKhSJoiaUpkydMU8gCkKNEWB2hjgPnsqpRIVG+HsY82uhMz2Zucxb7UbPrTs+jPzmUoO4/hxi4KLV1kG5ppziZpyqRoyiRpa0jTkk2RmGbNhIeSHt5Nx/armbH1Sjq2/ZJEuTIapBxSDMw+k30LnsjgzFMPORJFkiRJkqTxYtNBUs3sn05lMFeZMmWkUCJXKJMrlskVK/cLpTKlGCnHyoKv5er9RIBkIpAI4YFtNpWo3NIJsqkk2VSChnSS5myK5mxySs7BrmkiRhjqhp77/vC2d2Pllh982BK5ZDODiTb6Qiu9sYWeYjPdxSx9sZHB2EQ/le0wWUbIVEcXPPSXzw/8zKWSZFIJMqkE2WSCdPV+JvngNp2AxlBpPjSSozGO0FgeJlsepKE0RLY8RKY4SKbQRzrXRypfuYVYooN+Osr9UL4fCsAheij5hpnkm+eTa55PrnkBueYF1ccLyLUsoJjpmHZfpodygeae2+nc9is6tv2Slt7b/+D4SOsy9s1/HH3zzqeUaa1TSkmSJEnSdGfTQdIhlcuR3uE8PQM59vXuZmDvLob7uskPdFMe6iWM7CWR7yfkBkgWh8iUhmgsD9PIKA3kyVKggTwdoXI/SYkkZZKUSVS3kUCZQJkEJSp/aV0kSY40uZiubEmTI0NPbGCQBgZjE0M0MEAjQ6GZ4WQ7+XQ7pYYOYrYDmmeSap5Ba1MDnU1pOpszzGjK0NGUOWAaljSppAuoagKUCpURC933Vm/roPse6L4Pcn2HfVok0J9op5tOdpTb2VlqZU9sp7t666XtIacoyqYSNGdSNGaSzM2kaM4kacwkaUz/4bYhnaQhlaQhXWkm1GKtgzIwXL398QsrkywMksrtJT3aSzq3l1Sut3q/h9RoL5mRbhLlHJnRHjKjPbT03HbI65RSTeSa5z/YiGieT66pi3zTPPLNXeSbuiinGsb8euopPbyL1u5baNlzK63dt9DccxvJ0ugfnDPctpzBWafTP+cccq2L65RUkiRJkqQH2XSQpqF8scyu3j66d2yiv3sLIz3bKPXtIDm0k+zIbhrzvbSV9jIj9LOcftKh9PBF4SGnUzm0WN0eov4j+e6zUL0NAN1QioFeWumJ7fTENnpo4/bYya7Yye7YwW46GW2YQ6l5Hk0tbcxqyTKrJcPs1mz1fpZZrdnq44wjKvTw8sPQsw723FO5dd9Dec89hN4NhHLxkE8pE+iJbeyIM9geZ7IzzmBnnMGu2Mke2ike9E90MhFobUjR0pBiRTZFS7ayrkFzQ2X0T0umsq85mySZOEabaiFBKdNGKdNGrnXJoc+JkWRxiPRoN+mRnsp2tJv0yB7So91kRrtJ5ftJFodp6ruPpr77Dnu5QnYG+aY55Bvnkm+aS6FxbuVxw2wKDTMpNswk3ziLcqq5bqMmEoVhMiM7aRjYRGPfehr7NtDYv4GG/vVkRnv+6PxSqonBGSczOPsMBmaeTinbXofUkiRJkiQdnk0HaQoaGhll17aN7N2xnuHdmyju3UJiYDsNIztpy+9mduxmUehn0UMVOeg7y1GyjCSayCWaKaSaKKRaKKeaiOkmSDcS0k2QaSJkGkmmspDMUk5miIkMMZEihiQxJCAkHtgCEMuEWAZiZVsukYgFQqlAKOdJlAuEUp5EaZRkcYREaZRQHIbCMCE/TDI/SLI4SLIwRLo0SLY0TDJEZtPP7NB/+NdXBgagr7+JHdUvfPd/+XsjM9kWZz3wRXC2oYlZ1YbE7GqDYn9jYtYBj2c0Z2jKJAnTbMqXaWWoh5GddzO87Q4Ku+4m0b2Oxr77aBndQXigiVax/0doNKYf+O+pcpvFdmayM3ZSIA1AUyZFW0OS1oYM8xuSrGpI09ZQaSq0NqZobUjTkEpMj/+2QqCUbqGUbmG0demhTynlSY/2VG/VpsRozwEjJnpIlnKkc72kc7007737IS9ZTmYpZGdQzLRRzHZQyrRX7mfaKaeaKKWbKKUaK/dTTcREuvI7rfq7jUQKYiSUC4RYJJRLhHKBRDlPMj9AsjBIsjBAqjBIMt9PZmQ36eHdZEZ2kSocfiqtSGC0ZTEj7SsZaV/BcPtx5Ju7Hvz9KUmSJEnSMWhSNx1CCI3ApcBLgcVAL/AT4EMxxm2PsFYn8FHg+cA8YCdwOfDRGOO+moWWamBksJ9dW++jb8cGhvfcT3nvFtKDW2kZ2UFncTdzYg/LQzx8ger3lnlSDIQ2hpNtjKbbKWQ7KTV0Eho7SDZ1kmrupFz9Ai4mJsmvi3KJVGGAZL7/gTnkU/k+Url9pHJ7SeX2khzdRzrXS6qcoz0M0x6GOZ4thy25J7axrW8W2/fNeuDL49ti5f62OIt9tLD//9SGdIKZzVlmtlSnc2rKVKZ4as7Q2VSZ2qm9MU17U5qOpgwdjWkbFXVULJXpHy2ybzjP3uECfSN59g0MUe7ZQOhdT0Pf/bQNbWRWbhNdhS10MEAj0HiIWv2xiW1x5gP/XWyLs9gZZlPIdNLSmKW1odI8aGtIsaAhTVtjtanQcAyPTDhGxWSmMoVSc9dhTogkikMHTOFUuaVzvZXfBdXfC8l8P8lSjkQpR3Z4B9nhHRP7QqpKySyFxjnVKaLmH7CWRRcxObmniJIkSZIkTT+T5FvEPxZCaACuAh4N7AB+BCwFXgs8J4Tw6BjjhiOsNQu4DlgJbAB+CJwEvAN4ZgjhvBhjb61fg3RIMTK0dwfd29YzsPN+Rrs3Efu2kB7cTsvoDmYVd9HBAEsfqkaAYkywL9HOQLKTkXQn+exMyk2zCM2zSLXOIdUyi3Km9Y+mFNn/1WcZyI/PKxxfiSTFbAfFbAe5hzu1OEx6tPfBOeVHeyp/Gb3/r6ZHekiUc8wOlVETp3PoXynDNLA9zmRbuTpCYmAm2/tnsp1Z3BBnsjPOfMj591PVaXNaG9K0NqRoq24rU+WkaMomaclU7x8wN39TJkVjprLob0M6+UeLbmeSCRKJqdHMKJcj+dIfLkqeK5YYLZQZLZQYzpcYKZQeuD+UKz6woPlg7sHHA6MF+keKjI4M05bbzuzCNpaEXQ/cloedLAq7ST5E025PbGcHs9iTmE1vei4DmS5GmrtINXbS0pCkJZtmUWOKE7MpGtM2lOoiBMrpFnLplodd5yCURivTNR0waipZGCRZHCJZGCZRyhFKORKlURLVBkWIJYglQiwTYokQS0QCVEd0VUZAJIgh9cDoiHKqkXKqkVKqiWK2g0K2k2L1Vk4dqo0lSZIkSdLkNGmbDsAHqTQcrgOeFmMcBAghXAJ8GvgK8IQjrPVZKg2HHwAviTEWq7U+B7wN+AzwmtpF17RVLpPv30Xvzo3079rMSM8WSvu2kqxOfdSa383McjfNFGh+mFJDMUtfooOB1AxG0jPIN84iNs8m2TKXTMdckk0z/mAKjvTBUWr+4iafcqqJXEsTuZaFhz5h/9zyI91/OIVLdW759GgP6XwfTYyyMmxjZfLwA6z6Ep3sScxiFzPZEWewtTSDLcU2tpcra03sGu5k83Dtv3hMJgLpZCCTrCwUnEwEUokEqWQglQikk5XFg5OJQCIRSARIhgfvBwKJBA8sMBxCeGC5jRAeXHpj/1f0MT74OMZIjFA+YFuOkVI5UoqVRkKpXNlXKJUplSOFUmVfsVwmXyxTKFWOFcsPMXLnEBrI0RV66Qo9LAjdrAh7WBj2sKi6ncdeEiFC5tDPz4UM+1JzGEjPYahhHqNNXRRbF0DbApqamsmkEsyjMixOk1tMNlBobKDQOKfeUSRJkiRJmhImZdMhhJAB3lp9+Jb9DQeAGONnQggXAo8PIZwVY7zpYWp1AS+j8kfdb97fcKh6D5Wpm14ZQnhvjHF3TV+Ipo7CCKN9u+jbs52h3h2M9m6j2LeDOLiL1PBuGkb30FroYUbsJUPpYb+sLEfYRyt9iQ4GU53kMpWmAk1zSLTNJdsxj0xj6wPnp/njpoJq4MC55duWHvqUB+aWP3Be+f2PK6MmEuUC7eW9tJf3spJ1Dz75oN/AhWQTQ5nZDKRn0J+cQV+yk72hg97QWVkQO7bSXW5lT2ylr5hltBTJFUoUSg9+OZ8vlv9gZYFS9Yv90cLUaDM1kGMW/cxLDdCV7GNuYh/zQh9zwl5mh33Mjd3MLnfTGgcetlYx2UCuYQ7F5rnkm+ZRaJxLrqmLfPM8ipmOB0YBpYCW8X1ZkiRJkiRJU8akbDoAFwDtwPoY4y2HOH4ZcCrwXOAhmw7AM6jMKHNNjHHXgQdijLkQwhXA64BnAV8bY24d62KE/CCjA70M9+1hpK+bkf4e8gM9FId6iMM9JEZ6SY3uJZPfS1NxH22lfTQzQgNwJDNvlyP00UJ/aGMw2c5IupNcdgalxpmE5tmkWmfT0D6XTKbyJ9gJOOwc8qq/I5lbPlkYqE7j1PMH0zhV5pivrjNRHCFdGqZjZBMdI5se9rrlRKYyjVRTB8VsO8VMZUqpYrqVQrqFXLKFfKqyzSWbyCWayIUGcolG8qGBfKKB0ZClFAPl6miD8gGjEcplgMo+eHC0QmXvAf8bD5yhKxzwv5X9+0dIJELl5Ax5MjFHpjxKtjxMtjRMQ3mYbHmYhvIQ2eIgDcU+ssUBGop9ZAr9ZPP7yOb3ksn1kiyNHPT/L3CYQRClZAOFhpmVW+NsCg2zyTfOodA4i3zjbErptj+aXkySJEmSJEljM1mbDqdVtzcf5vj+/afWqNbrjrCWJkK5DKUc5cIo+dwo+dFhCqNDFHIjFHLDFEaHKeaHKI0OU8oNUs4NUc4PE/NDhPwgIV+ZrztRHCZdHCRbGqKhNEhjeZgmRkhSPuIGwoGKMUEfLQyGZoYSrYyk2sml2ylkO4gNnYSmmSRbZpFtmUFjQ/aBed5tKExxIVDKtFHKtMFDrMSRKI6SyvWSyu1f/HrfHy14m8r3k8oPkCjnSJTzZEZ2kxkZ2wCsciJDOZmhnMxSTjZU5qJPpKtz0u+/n6TSSgjEkKjcrzYRQixX5rYnQiwTykUS5TyhXCCUCiTKBUIpR7I0QqL0cKtsHGnmNKV0K4VsR2VO/P0Nl2wHheyMBxoN5VSTTQVJkiRJkqQJNlmbDvtXhdx6mOP79y+Z4FqEEO44zKHj169fz0knnXQkZSaHcgkGd0Guv95JJlSZQJkEZRJEEpRDZUuIhDAADAA76x1TU1iAygK2lAkxkqD84OPD/dn/pBOIhAd+vg78WYuhCOyt3u6vc05JkiRJEyFdGiZFiZGGj9P4gS/WO05NrF+/HmBRvXNIUq1N1qbD/um1hw9zfKi6bT3M8fGq9VDKuVxu6M4779wyxjrHjNlNYebs5jC33jkmWuVrzxJQqux4YAXdeiWanNb3VtYYWDEj8TBnanqKBCLJWD5wl8aJP4/SscOfR+nY4s+kdOzY//PY2Liv5/4tO3c9zOmTxSIO/32UJE1ak7XpcMyKMU6hoQzS+Nk/KuiO3SV/ZqQ68+dROnb48ygdW/yZlI4d+38eRwdG/HmUpGPcZP1zjcHqtukwx5ur24EJriVJkiRJkiRJ0rQ1WZsOm6vbhYc5vn//pgmuJUmSJEmSJEnStDVZmw5rqtszD3N8//61E1xLkiRJkiRJkqRpa7I2Ha4F+oAVIYTTD3H8RdXtFUdQ6ydAGXhsCGHOgQdCCFnguVRWDP7fo04rSZIkSZIkSdI0MCmbDjHGPPBP1YdfCCHsX3eBEMIlwKnA1THGmw7Y/9YQwt0hhE8cVGsH8G0gA3wxhHDg4tp/B8wGvhlj3D0+r0aSJEmSJEmSpKkhxBjrneGohBAagF8B5wI7gGuAJdXHe4BHxxg3HHD+R4GPAF+PMb7moFqzgN8BK4D1wI3AScDJwLpqrd5xfUGSJEmSJEmSJE1yk3KkA0CMcRR4IvBXwDDwfCpNh68BZx7YcDiCWt3AOcDnqYx4eAHQDnwOOMeGgyRJkiRJkiRJD2/SjnSQJEmSJEmSJEnHlkk70kGSJEmSJEmSJB1bbDpIkiRJkiRJkqSasOkgSZIkSZIkSZJqwqaDJEmSJEmSJEmqCZsOkiRJkiRJkiSpJmw6SJIkSZIkSZKkmrDpIGlChBDOCiG8P4TwgxDC1hBCDCHEeueSpqMQQlMI4fkhhC+HEO4JIYyGEIZCCGtCCB8OIbTUO6M0nYQQLqn++7guhNAXQsiFEDaFEL4RQjil3vmk6SyEMDOEsLv63vW+eueRppsQwq/2f3Y8zO0Z9c4oSfpjIUa/85M0/kIIPwSed/D+GGOY+DTS9BZCeD3wb9WHdwG3A23A+UArcDfw+Bjj7voklKaXEEI30AysBbZVd58ErAIKwAtjjP9Tp3jStBZC+BrwaiAA62OMK+ubSJpeQgi/Ah4PfB8YPMQpn44x3jahoSRJDytV7wCSpo3rqHyZckP1thHI1jOQNI0VgC8Bn40x3rV/ZwihC/gxcAbwWeDldUknTT/PA26KMY4euDOE8GbgC8C/hxAWxhiLdUknTVMhhCcDF1L5N/PiOseRprt3xxg31juEJOnIONJBUl2EEEaBrCMdpGNLCOE84LdADmiLMebrHEma1qrTuawATosxrq13Hmm6CCE0ArdR+ffw+cC9ONJBmnAHjHRYZtNBkiYPRzpIkqQDralus8BMYEcds0iqjEwCsAEoTayPAMupfNlZeJhzJUmSdACbDpIk6UDLq9sC0FvPINJ0F0J4FbAaWFe9SZoAIYRTgXcBX40xXhNCWFrnSJLgohDCTKBMZeTRD2OMm+ucSZJ0GDYdJEnSgd5R3f4kxpiraxJpmgkhvIfKAtLNwAnV+9uBl8UYS/XMJk0XIYQE8O/APuC99U0j6QAfPOjx34cQ/irG+Fd1SSNJekg2HSRJEgAhhGcBF1EZ5fChOseRpqOnA08+4PEm4NUxxpvqlEeajt4GnA28NsbYU+8wkvg1lUbgb6lM+7kIeBGVJsTHQgj9McZ/rGM+SdIhuJC0pLpwIWnp2BJCOJ7Kh7lO4M/98CbVTwihAzgF+DDwFOCDMca/rmsoaRoIISwG7gBuijE+4YD9S4H7cSFp6ZgRQnga8FMqo5LmxxhH6ptIknSgRL0DSJKk+gohLAB+QqXh8BkbDlJ9xRj3xRivAZ4F3AT8VQjh7DrHkqaDLwAZ4I31DiLpocUYfwbcCHQA59Y3jSTpYE6vJEnSNBZCmAH8DFgCfBV4d30TSdovxlgIIXwXOAt4LnBDnSNJU91zqPzV9L+E8AeDcRuq2wUhhF9V7780xrhz4qJJOoR1wKOArnoHkST9IZsOkiRNUyGEFuD/gBOBHwBviM67KB1ruqvb2XVNIU0fHcDjD3Os4YBjDYc5R9LE6axuh+qaQpL0R5xeSZKkaSiEkAV+BJxDZT7cl8UYS/VNJekQ9n/Bub6uKaRpIMYYDnUDllVPWX/A/o11jCpNeyGE2cBjqw9vrmcWSdIfs+kgSdI0E0JIAt8GngRcA7wwxpivbyppegohXBBCeEYIIXHQ/nQI4W3Aq4AR4Lt1CShJUp2EEM4PITy/+t71wP1LgcuBZuC/Y4xb65FPknR4Tq8kaUKEEJ4NfOiAXZnq/t8dsO+vYow/ntBg0vT0VuAF1fvdwBcPmrt6v3fHGLsPdUBSzRxHZT2V7hDCTUAPMAs4hcoc1aPAa2KMW+oXUZKkulhF5d/InSGEm6msubKEylpHDcAdwBvqlk6SdFg2HSRNlNnAuYfYf+5B50gaf50H3H/BYc+Cj/LgfPKSxsfVwN9QmUbpVCoNhzywEbgM+FyM8b66pZMkqX6uB/6ZymfGs6m8hx0CbgW+B/xzjHGkbukkSYcVXC9SkiRJkiRJkiTVgms6SJIkSZIkSZKkmrDpIEmSJEmSJEmSasKmgyRJkiRJkiRJqgmbDpIkSZIkSZIkqSZsOkiSJEmSJEmSpJqw6SBJkiRJkiRJkmrCpoMkSZIkSZIkSaoJmw6SJEmSJEmSJKkmbDpIkiRJkiRJkqSasOkgSZIkSZIkSZJqwqaDJEmSJEmSJEmqCZsOkiRJU1wIIR50K4cQ+kIIvwsh/HkIIX0ENf63+tyBEELTQcc2HuIaD3k7ONtDZN4XQug4TKb3V8/56EPkPjuE8K8hhLuqrzkfQtgVQrgyhPAXIYQlD/faJUmSJElHLlXvAJIkSZowX69uk8BS4HzgXOA5IYRnxBiLh3pSCGEu8LTqwxbg+cC3DjjlMmDWQU87HTgNWA/8ZgyZ24FLgA8/kieFEDLAF4GLqrs2Ar8ChoDZwNnAk4CPhhBeE2P81iHKSJIkSZIeIZsOkiRJ00SM8TUHPg4hnEvli/gnAy8FvnmYp76MSqNiB9AFvIoDmg4xxncf/ITq6IPTgN8cfN1HEhnIAe8IIfxDjHHvI3juN4H/B9wLvCHG+OuD8qWA5wJ/CSw/ynySJEmSpIM4vZIkSdI0FWO8Hvha9eHTH+LUV1W3bwQGgaeGEOaNY7T9ysCXgDbgjxobhxNCeCmVhsMO4DEHNxwAYozFGOPlwKOAH9YkrSRJkiTJpoMkSdI0d0d1O+dQB0MIJwBnAtuB/wF+QGXUw8smJB38LTACvC2EMPMIn7O/QfGRGOOehzoxxpiPMd4+loCSJEmSpAfZdJAkSZreWqvb3Yc5vn+Uw7djjGUenILpleOaqirGuAP4Fyo53/Nw54cQZgNnURkl8d3xTSdJkiRJOphNB0mSpOntGdXtTw4+EEIIwCuqD/c3G66kMm3RmSGEE8c/HgCfBIaBt1abCg/ltOp2Q4yxf3xjSZIkSZIOZtNBkiRpmgkhJEIIK0II/ww8DvgRhx4V8HhgMXBHjPFWgOpoh29Xj7/qEM+puRjjLuCfgWbgfQ9z+v4pmLoPdTCE8NwQwtcOuv19DeNKkiRJ0rRm00GSJGmaCCHEEEIESsB9VBaG/jfgBTHG4iGesn8Kpf84aP/+x6+ojoaYCJ8EhoA3hRDmjqHOacCFB91eNPZ4kiRJkiSw6SBJkjSdfL16+y5wd3XfG6h88f4HQggNVL6Mj8C3DjxWHfVwB7CIymiIcVddEPoLQBPw/oc4tae6nXWYOh+PMYYYYwC6aptSkiRJkpSqdwBJkiRNjBjjaw58HEJ4D/B3wBdCCL+MMW464PCfAO1AHvj2IQY07P9S/1XAr8Yj7yF8Cngz8MYQwt8d5py11e3yEEKb6zpIkiRJ0sRypIMkSdI0FWP8FPAzKqMHPnLQ4f3rNWSACw5x2z/F0YuqoyLGXYyxG/g80ABcephzdgM3UXmf++KJyCVJkiRJepBNB0mSpOlt/1RFrwohLAEIIcwCnk5llMOM/dMRHXyjMsKhDXjeBOb9NDAAXAwsOMw5+xeG/lgIYfaEpJIkSZIkATYdJEmSprUY4y3AD6lMu/ne6u6XAmngpzHGvQ/x9G9Xt698iHNqKsbYA3wOyAIXHeac7wCXUVmz4TchhMcdptx54xJSkiRJkqYxmw6SJEn6KJUFo18XQpjHg1Mrffuwz6i4DCgAz5jgEQWfBvqBxoc45xXAV4BVwNUhhPtDCD8MIXwrhHBlCGEL8AOgCHxn3BNLkiRJ0jRh00GSJGmaizGuAS6nslbCF4FzgGHgvx/meb1U1oRIURkdMSGqoy8++zDn5GOMF1F5LV8CcsCTgRcBJwPrqaxjcVyM8f2HLSRJkiRJekRCjLHeGSRJkiRJkiRJ0hTgSAdJkiRJkiRJklQTNh0kSZIkSZIkSVJN2HSQJEmSJEmSJEk1YdNBkiRJkiRJkiTVhE0HSZIkSZIkSZJUEzYdJEmSJEmSJElSTdh0kCRJkiRJkiRJNWHTQZIkSZIkSZIk1YRNB0mSJEmSJEmSVBM2HSRJkiRJkiRJUk3YdJAkSZIkSZIkSTVh00GSJEmSJEmSJNWETQdJkiRJkiRJklQTNh0kSZIkSZIkSVJN2HSQJEmSJEmSJEk1YdNBkiRJkiRJkiTVhE0HSZIkSZIkSZJUE/8f3qrB1cPjiSoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=150)\n",
    "sns.kdeplot(data=fan_reviewed,x='RATING',clip=[0,5],fill=True,label='True Rating')\n",
    "sns.kdeplot(data=fan_reviewed,x='STARS',clip=[0,5],fill=True,label='Stars Displayed')\n",
    "\n",
    "plt.legend(loc=(1.05,0.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Let's now actually quantify this discrepancy. Create a new column of the different between STARS displayed versus true RATING. Calculate this difference with STARS-RATING and round these differences to the nearest decimal point.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "fan_reviewed[\"STARS_DIFF\"] = fan_reviewed['STARS'] - fan_reviewed['RATING'] \n",
    "fan_reviewed['STARS_DIFF'] = fan_reviewed['STARS_DIFF'].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "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>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>STARS_DIFF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fifty Shades of Grey (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>34846</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34390</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Sniper (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>34085</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Furious 7 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33538</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15749</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>That Sugar Film (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>The Intern (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>The Park Bench (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>The Wanted 18 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>Z For Zachariah (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>435 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            FILM  STARS  RATING  VOTES  YEAR  STARS_DIFF\n",
       "0    Fifty Shades of Grey (2015)    4.0     3.9  34846  2015         0.1\n",
       "1          Jurassic World (2015)    4.5     4.5  34390  2015         0.0\n",
       "2         American Sniper (2015)    5.0     4.8  34085  2015         0.2\n",
       "3               Furious 7 (2015)    5.0     4.8  33538  2015         0.2\n",
       "4              Inside Out (2015)    4.5     4.5  15749  2015         0.0\n",
       "..                           ...    ...     ...    ...   ...         ...\n",
       "430       That Sugar Film (2015)    5.0     5.0      1  2015         0.0\n",
       "431            The Intern (2015)    5.0     5.0      1  2015         0.0\n",
       "432        The Park Bench (2015)    5.0     5.0      1  2015         0.0\n",
       "433         The Wanted 18 (2015)    5.0     5.0      1  2015         0.0\n",
       "434       Z For Zachariah (2015)    5.0     5.0      1  2015         0.0\n",
       "\n",
       "[435 rows x 6 columns]"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fan_reviewed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Create a count plot to display the number of times a certain difference occurs:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='STARS_DIFF', ylabel='count'>"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4),dpi=150)\n",
    "sns.countplot(data=fan_reviewed,x='STARS_DIFF',palette='magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: We can see from the plot that one movie was displaying over a 1 star difference than its true rating! What movie had this close to 1 star differential?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "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>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>STARS_DIFF</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>Turbo Kid (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2015</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 FILM  STARS  RATING  VOTES  YEAR  STARS_DIFF\n",
       "381  Turbo Kid (2015)    5.0     4.0      2  2015         1.0"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fan_reviewed[fan_reviewed['STARS_DIFF'] == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part Three: Comparison of Fandango Ratings to Other Sites\n",
    "\n",
    "Let's now compare the scores from Fandango to other movies sites and see how they compare.\n",
    "\n",
    "**TASK: Read in the \"all_sites_scores.csv\" file by running the cell below**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_sites = pd.read_csv(\"all_sites_scores.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Explore the DataFrame columns, info, description.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "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>FILM</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Age of Ultron (2015)</td>\n",
       "      <td>74</td>\n",
       "      <td>86</td>\n",
       "      <td>66</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1330</td>\n",
       "      <td>271107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cinderella (2015)</td>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>67</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.1</td>\n",
       "      <td>249</td>\n",
       "      <td>65709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ant-Man (2015)</td>\n",
       "      <td>80</td>\n",
       "      <td>90</td>\n",
       "      <td>64</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>627</td>\n",
       "      <td>103660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Do You Believe? (2015)</td>\n",
       "      <td>18</td>\n",
       "      <td>84</td>\n",
       "      <td>22</td>\n",
       "      <td>4.7</td>\n",
       "      <td>5.4</td>\n",
       "      <td>31</td>\n",
       "      <td>3136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hot Tub Time Machine 2 (2015)</td>\n",
       "      <td>14</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.1</td>\n",
       "      <td>88</td>\n",
       "      <td>19560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             FILM  RottenTomatoes  RottenTomatoes_User  \\\n",
       "0  Avengers: Age of Ultron (2015)              74                   86   \n",
       "1               Cinderella (2015)              85                   80   \n",
       "2                  Ant-Man (2015)              80                   90   \n",
       "3          Do You Believe? (2015)              18                   84   \n",
       "4   Hot Tub Time Machine 2 (2015)              14                   28   \n",
       "\n",
       "   Metacritic  Metacritic_User  IMDB  Metacritic_user_vote_count  \\\n",
       "0          66              7.1   7.8                        1330   \n",
       "1          67              7.5   7.1                         249   \n",
       "2          64              8.1   7.8                         627   \n",
       "3          22              4.7   5.4                          31   \n",
       "4          29              3.4   5.1                          88   \n",
       "\n",
       "   IMDB_user_vote_count  \n",
       "0                271107  \n",
       "1                 65709  \n",
       "2                103660  \n",
       "3                  3136  \n",
       "4                 19560  "
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sites.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 146 entries, 0 to 145\n",
      "Data columns (total 8 columns):\n",
      " #   Column                      Non-Null Count  Dtype  \n",
      "---  ------                      --------------  -----  \n",
      " 0   FILM                        146 non-null    object \n",
      " 1   RottenTomatoes              146 non-null    int64  \n",
      " 2   RottenTomatoes_User         146 non-null    int64  \n",
      " 3   Metacritic                  146 non-null    int64  \n",
      " 4   Metacritic_User             146 non-null    float64\n",
      " 5   IMDB                        146 non-null    float64\n",
      " 6   Metacritic_user_vote_count  146 non-null    int64  \n",
      " 7   IMDB_user_vote_count        146 non-null    int64  \n",
      "dtypes: float64(2), int64(5), object(1)\n",
      "memory usage: 9.2+ KB\n"
     ]
    }
   ],
   "source": [
    "all_sites.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "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>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>146.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>60.849315</td>\n",
       "      <td>63.876712</td>\n",
       "      <td>58.808219</td>\n",
       "      <td>6.519178</td>\n",
       "      <td>6.736986</td>\n",
       "      <td>185.705479</td>\n",
       "      <td>42846.205479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>30.168799</td>\n",
       "      <td>20.024430</td>\n",
       "      <td>19.517389</td>\n",
       "      <td>1.510712</td>\n",
       "      <td>0.958736</td>\n",
       "      <td>316.606515</td>\n",
       "      <td>67406.509171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>243.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>31.250000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>43.500000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>33.250000</td>\n",
       "      <td>5627.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>63.500000</td>\n",
       "      <td>66.500000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>6.850000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>72.500000</td>\n",
       "      <td>19103.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>89.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>168.500000</td>\n",
       "      <td>45185.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>9.600000</td>\n",
       "      <td>8.600000</td>\n",
       "      <td>2375.000000</td>\n",
       "      <td>334164.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RottenTomatoes  RottenTomatoes_User  Metacritic  Metacritic_User  \\\n",
       "count      146.000000           146.000000  146.000000       146.000000   \n",
       "mean        60.849315            63.876712   58.808219         6.519178   \n",
       "std         30.168799            20.024430   19.517389         1.510712   \n",
       "min          5.000000            20.000000   13.000000         2.400000   \n",
       "25%         31.250000            50.000000   43.500000         5.700000   \n",
       "50%         63.500000            66.500000   59.000000         6.850000   \n",
       "75%         89.000000            81.000000   75.000000         7.500000   \n",
       "max        100.000000            94.000000   94.000000         9.600000   \n",
       "\n",
       "             IMDB  Metacritic_user_vote_count  IMDB_user_vote_count  \n",
       "count  146.000000                  146.000000            146.000000  \n",
       "mean     6.736986                  185.705479          42846.205479  \n",
       "std      0.958736                  316.606515          67406.509171  \n",
       "min      4.000000                    4.000000            243.000000  \n",
       "25%      6.300000                   33.250000           5627.000000  \n",
       "50%      6.900000                   72.500000          19103.000000  \n",
       "75%      7.400000                  168.500000          45185.750000  \n",
       "max      8.600000                 2375.000000         334164.000000  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sites.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rotten Tomatoes\n",
    "\n",
    "Let's first take a look at Rotten Tomatoes. RT has two sets of reviews, their critics reviews (ratings published by official critics) and user reviews. \n",
    "\n",
    "**TASK: Create a scatterplot exploring the relationship between RT Critic reviews and RT User reviews.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 100.0)"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=150)\n",
    "sns.scatterplot(data=all_sites,x='RottenTomatoes',y='RottenTomatoes_User')\n",
    "plt.xlim(0,100)\n",
    "plt.ylim(0,100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's quantify this difference by comparing the critics ratings and the RT User ratings. We will calculate this with RottenTomatoes-RottenTomatoes_User. Note: Rotten_Diff here is Critics - User Score. So values closer to 0 means aggrement between Critics and Users. Larger positive values means critics rated much higher than users. Larger negative values means users rated much higher than critics.\n",
    "\n",
    "**TASK: Create a new column based off the difference between critics ratings and users ratings for Rotten Tomatoes. Calculate this with RottenTomatoes-RottenTomatoes_User**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_sites['Rotten_Diff']  = all_sites['RottenTomatoes'] - all_sites['RottenTomatoes_User']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now compare the overall mean difference. Since we're dealing with differences that could be negative or positive, first take the absolute value of all the differences, then take the mean. This would report back on average to absolute difference between the critics rating versus the user rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Calculate the Mean Absolute Difference between RT scores and RT User scores as described above.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15.095890410958905"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sites['Rotten_Diff'].apply(abs).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Plot the distribution of the differences between RT Critics Score and RT User Score. There should be negative values in this distribution plot. Feel free to use KDE or Histograms to display this distribution.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=200)\n",
    "sns.histplot(data=all_sites,x='Rotten_Diff',kde=True,bins=25)\n",
    "plt.title(\"RT Critics Score minus RT User Score\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Now create a distribution showing the *absolute value* difference between Critics and Users on Rotten Tomatoes.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=200)\n",
    "sns.histplot(x=all_sites['Rotten_Diff'].apply(abs),bins=25,kde=True)\n",
    "plt.title(\"Abs Difference between RT Critics Score and RT User Score\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Let's find out which movies are causing the largest differences. First, show the top 5 movies with the largest *negative* difference between Users and RT critics. Since we calculated the difference as Critics Rating - Users Rating, then large negative values imply the users rated the movie much higher on average than the critics did.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: What are the top 5 movies users rated higher than critics on average:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Users Love but Critics Hate\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FILM</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Do You Believe? (2015)</td>\n",
       "      <td>-66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Little Boy (2015)</td>\n",
       "      <td>-61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Hitman: Agent 47 (2015)</td>\n",
       "      <td>-42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>The Longest Ride (2015)</td>\n",
       "      <td>-42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>The Wedding Ringer (2015)</td>\n",
       "      <td>-39</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          FILM  Rotten_Diff\n",
       "3       Do You Believe? (2015)          -66\n",
       "85           Little Boy (2015)          -61\n",
       "105    Hitman: Agent 47 (2015)          -42\n",
       "134    The Longest Ride (2015)          -42\n",
       "125  The Wedding Ringer (2015)          -39"
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Users Love but Critics Hate\")\n",
    "all_sites.nsmallest(5,'Rotten_Diff')[['FILM','Rotten_Diff']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Now show the top 5 movies critics scores higher than users on average.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Critics love, but Users Hate\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FILM</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Mr. Turner (2014)</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>It Follows (2015)</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>While We're Young (2015)</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Welcome to Me (2015)</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>I'll See You In My Dreams (2015)</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 FILM  Rotten_Diff\n",
       "69                  Mr. Turner (2014)           42\n",
       "112                 It Follows (2015)           31\n",
       "115          While We're Young (2015)           31\n",
       "37               Welcome to Me (2015)           24\n",
       "40   I'll See You In My Dreams (2015)           24"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Critics love, but Users Hate\")\n",
    "all_sites.nlargest(5,'Rotten_Diff')[['FILM','Rotten_Diff']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MetaCritic\n",
    "\n",
    "Now let's take a quick look at the ratings from MetaCritic. Metacritic also shows an average user rating versus their official displayed rating."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Display a scatterplot of the Metacritic Rating versus the Metacritic User rating.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0)"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=150)\n",
    "sns.scatterplot(data=all_sites,x='Metacritic',y='Metacritic_User')\n",
    "plt.xlim(0,100)\n",
    "plt.ylim(0,10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## IMBD\n",
    "\n",
    "Finally let's explore IMDB. Notice that both Metacritic and IMDB report back vote counts. Let's analyze the most popular movies.\n",
    "\n",
    "**TASK: Create a scatterplot for the relationship between vote counts on MetaCritic versus vote counts on IMDB.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Metacritic_user_vote_count', ylabel='IMDB_user_vote_count'>"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4),dpi=150)\n",
    "sns.scatterplot(data=all_sites,x='Metacritic_user_vote_count',y='IMDB_user_vote_count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Notice there are two outliers here. The movie with the highest vote count on IMDB only has about 500 Metacritic ratings. What is this movie?**\n",
    "\n",
    "**TASK: What movie has the highest IMDB user vote count?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "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>FILM</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>The Imitation Game (2014)</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>73</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.1</td>\n",
       "      <td>566</td>\n",
       "      <td>334164</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         FILM  RottenTomatoes  RottenTomatoes_User  \\\n",
       "14  The Imitation Game (2014)              90                   92   \n",
       "\n",
       "    Metacritic  Metacritic_User  IMDB  Metacritic_user_vote_count  \\\n",
       "14          73              8.2   8.1                         566   \n",
       "\n",
       "    IMDB_user_vote_count  Rotten_Diff  \n",
       "14                334164           -2  "
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sites.nlargest(1,'IMDB_user_vote_count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: What movie has the highest Metacritic User Vote count?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "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>FILM</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Mad Max: Fury Road (2015)</td>\n",
       "      <td>97</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>8.7</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2375</td>\n",
       "      <td>292023</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         FILM  RottenTomatoes  RottenTomatoes_User  \\\n",
       "88  Mad Max: Fury Road (2015)              97                   88   \n",
       "\n",
       "    Metacritic  Metacritic_User  IMDB  Metacritic_user_vote_count  \\\n",
       "88          89              8.7   8.3                        2375   \n",
       "\n",
       "    IMDB_user_vote_count  Rotten_Diff  \n",
       "88                292023            9  "
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_sites.nlargest(1,'Metacritic_user_vote_count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fandago Scores vs. All Sites\n",
    "\n",
    "Finally let's begin to explore whether or not Fandango artificially displays higher ratings than warranted to boost ticket sales."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Combine the Fandango Table with the All Sites table. Not every movie in the Fandango table is in the All Sites table, since some Fandango movies have very little or no reviews. We only want to compare movies that are in both DataFrames, so do an *inner* merge to merge together both DataFrames based on the FILM columns.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.merge(fandango,all_sites,on='FILM',how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 145 entries, 0 to 144\n",
      "Data columns (total 13 columns):\n",
      " #   Column                      Non-Null Count  Dtype  \n",
      "---  ------                      --------------  -----  \n",
      " 0   FILM                        145 non-null    object \n",
      " 1   STARS                       145 non-null    float64\n",
      " 2   RATING                      145 non-null    float64\n",
      " 3   VOTES                       145 non-null    int64  \n",
      " 4   YEAR                        145 non-null    object \n",
      " 5   RottenTomatoes              145 non-null    int64  \n",
      " 6   RottenTomatoes_User         145 non-null    int64  \n",
      " 7   Metacritic                  145 non-null    int64  \n",
      " 8   Metacritic_User             145 non-null    float64\n",
      " 9   IMDB                        145 non-null    float64\n",
      " 10  Metacritic_user_vote_count  145 non-null    int64  \n",
      " 11  IMDB_user_vote_count        145 non-null    int64  \n",
      " 12  Rotten_Diff                 145 non-null    int64  \n",
      "dtypes: float64(4), int64(7), object(2)\n",
      "memory usage: 15.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "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>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fifty Shades of Grey (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>34846</td>\n",
       "      <td>2015</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
       "      <td>46</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.2</td>\n",
       "      <td>778</td>\n",
       "      <td>179506</td>\n",
       "      <td>-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34390</td>\n",
       "      <td>2015</td>\n",
       "      <td>71</td>\n",
       "      <td>81</td>\n",
       "      <td>59</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1281</td>\n",
       "      <td>241807</td>\n",
       "      <td>-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Sniper (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>34085</td>\n",
       "      <td>2015</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7.4</td>\n",
       "      <td>850</td>\n",
       "      <td>251856</td>\n",
       "      <td>-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Furious 7 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33538</td>\n",
       "      <td>2015</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>67</td>\n",
       "      <td>6.8</td>\n",
       "      <td>7.4</td>\n",
       "      <td>764</td>\n",
       "      <td>207211</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15749</td>\n",
       "      <td>2015</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>8.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>807</td>\n",
       "      <td>96252</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          FILM  STARS  RATING  VOTES  YEAR  RottenTomatoes  \\\n",
       "0  Fifty Shades of Grey (2015)    4.0     3.9  34846  2015              25   \n",
       "1        Jurassic World (2015)    4.5     4.5  34390  2015              71   \n",
       "2       American Sniper (2015)    5.0     4.8  34085  2015              72   \n",
       "3             Furious 7 (2015)    5.0     4.8  33538  2015              81   \n",
       "4            Inside Out (2015)    4.5     4.5  15749  2015              98   \n",
       "\n",
       "   RottenTomatoes_User  Metacritic  Metacritic_User  IMDB  \\\n",
       "0                   42          46              3.2   4.2   \n",
       "1                   81          59              7.0   7.3   \n",
       "2                   85          72              6.6   7.4   \n",
       "3                   84          67              6.8   7.4   \n",
       "4                   90          94              8.9   8.6   \n",
       "\n",
       "   Metacritic_user_vote_count  IMDB_user_vote_count  Rotten_Diff  \n",
       "0                         778                179506          -17  \n",
       "1                        1281                241807          -10  \n",
       "2                         850                251856          -13  \n",
       "3                         764                207211           -3  \n",
       "4                         807                 96252            8  "
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalize columns to Fandango STARS and RATINGS 0-5 \n",
    "\n",
    "Notice that RT,Metacritic, and IMDB don't use a score between 0-5 stars like Fandango does. In order to do a fair comparison, we need to *normalize* these values so they all fall between 0-5 stars and the relationship between reviews stays the same.\n",
    "\n",
    "**TASK: Create new normalized columns for all ratings so they match up within the 0-5 star range shown on Fandango. There are many ways to do this.**\n",
    "\n",
    "Hint link: https://stackoverflow.com/questions/26414913/normalize-columns-of-pandas-data-frame\n",
    "\n",
    "\n",
    "Easier Hint:\n",
    "\n",
    "Keep in mind, a simple way to convert ratings:\n",
    "* 100/20 = 5 \n",
    "* 10/2 = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dont run this cell multiple times, otherwise you keep dividing!\n",
    "df['RT_Norm'] = np.round(df['RottenTomatoes']/20,1)\n",
    "df['RTU_Norm'] =  np.round(df['RottenTomatoes_User']/20,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dont run this cell multiple times, otherwise you keep dividing!\n",
    "df['Meta_Norm'] =  np.round(df['Metacritic']/20,1)\n",
    "df['Meta_U_Norm'] =  np.round(df['Metacritic_User']/2,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dont run this cell multiple times, otherwise you keep dividing!\n",
    "df['IMDB_Norm'] = np.round(df['IMDB']/2,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FILM</th>\n",
       "      <th>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>VOTES</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>RottenTomatoes</th>\n",
       "      <th>RottenTomatoes_User</th>\n",
       "      <th>Metacritic</th>\n",
       "      <th>Metacritic_User</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Metacritic_user_vote_count</th>\n",
       "      <th>IMDB_user_vote_count</th>\n",
       "      <th>Rotten_Diff</th>\n",
       "      <th>RT_Norm</th>\n",
       "      <th>RTU_Norm</th>\n",
       "      <th>Meta_Norm</th>\n",
       "      <th>Meta_U_Norm</th>\n",
       "      <th>IMDB_Norm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fifty Shades of Grey (2015)</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>34846</td>\n",
       "      <td>2015</td>\n",
       "      <td>25</td>\n",
       "      <td>42</td>\n",
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       "      <td>778</td>\n",
       "      <td>179506</td>\n",
       "      <td>-17</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jurassic World (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>34390</td>\n",
       "      <td>2015</td>\n",
       "      <td>71</td>\n",
       "      <td>81</td>\n",
       "      <td>59</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1281</td>\n",
       "      <td>241807</td>\n",
       "      <td>-10</td>\n",
       "      <td>3.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Sniper (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>34085</td>\n",
       "      <td>2015</td>\n",
       "      <td>72</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7.4</td>\n",
       "      <td>850</td>\n",
       "      <td>251856</td>\n",
       "      <td>-13</td>\n",
       "      <td>3.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Furious 7 (2015)</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33538</td>\n",
       "      <td>2015</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>67</td>\n",
       "      <td>6.8</td>\n",
       "      <td>7.4</td>\n",
       "      <td>764</td>\n",
       "      <td>207211</td>\n",
       "      <td>-3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inside Out (2015)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15749</td>\n",
       "      <td>2015</td>\n",
       "      <td>98</td>\n",
       "      <td>90</td>\n",
       "      <td>94</td>\n",
       "      <td>8.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>807</td>\n",
       "      <td>96252</td>\n",
       "      <td>8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          FILM  STARS  RATING  VOTES  YEAR  RottenTomatoes  \\\n",
       "0  Fifty Shades of Grey (2015)    4.0     3.9  34846  2015              25   \n",
       "1        Jurassic World (2015)    4.5     4.5  34390  2015              71   \n",
       "2       American Sniper (2015)    5.0     4.8  34085  2015              72   \n",
       "3             Furious 7 (2015)    5.0     4.8  33538  2015              81   \n",
       "4            Inside Out (2015)    4.5     4.5  15749  2015              98   \n",
       "\n",
       "   RottenTomatoes_User  Metacritic  Metacritic_User  IMDB  \\\n",
       "0                   42          46              3.2   4.2   \n",
       "1                   81          59              7.0   7.3   \n",
       "2                   85          72              6.6   7.4   \n",
       "3                   84          67              6.8   7.4   \n",
       "4                   90          94              8.9   8.6   \n",
       "\n",
       "   Metacritic_user_vote_count  IMDB_user_vote_count  Rotten_Diff  RT_Norm  \\\n",
       "0                         778                179506          -17      1.2   \n",
       "1                        1281                241807          -10      3.6   \n",
       "2                         850                251856          -13      3.6   \n",
       "3                         764                207211           -3      4.0   \n",
       "4                         807                 96252            8      4.9   \n",
       "\n",
       "   RTU_Norm  Meta_Norm  Meta_U_Norm  IMDB_Norm  \n",
       "0       2.1        2.3          1.6        2.1  \n",
       "1       4.0        3.0          3.5        3.6  \n",
       "2       4.2        3.6          3.3        3.7  \n",
       "3       4.2        3.4          3.4        3.7  \n",
       "4       4.5        4.7          4.4        4.3  "
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Now create a norm_scores DataFrame that only contains the normalizes ratings. Include both STARS and RATING from the original Fandango table.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [],
   "source": [
    "norm_scores = df[['STARS','RATING','RT_Norm','RTU_Norm','Meta_Norm','Meta_U_Norm','IMDB_Norm']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>RT_Norm</th>\n",
       "      <th>RTU_Norm</th>\n",
       "      <th>Meta_Norm</th>\n",
       "      <th>Meta_U_Norm</th>\n",
       "      <th>IMDB_Norm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>3.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>3.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>4.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   STARS  RATING  RT_Norm  RTU_Norm  Meta_Norm  Meta_U_Norm  IMDB_Norm\n",
       "0    4.0     3.9      1.2       2.1        2.3          1.6        2.1\n",
       "1    4.5     4.5      3.6       4.0        3.0          3.5        3.6\n",
       "2    5.0     4.8      3.6       4.2        3.6          3.3        3.7\n",
       "3    5.0     4.8      4.0       4.2        3.4          3.4        3.7\n",
       "4    4.5     4.5      4.9       4.5        4.7          4.4        4.3"
      ]
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm_scores.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing Distribution of Scores Across Sites\n",
    "\n",
    "\n",
    "Now the moment of truth! Does Fandango display abnormally high ratings? We already know it pushs displayed RATING higher than STARS, but are the ratings themselves higher than average?\n",
    "\n",
    "\n",
    "**TASK: Create a plot comparing the distributions of normalized ratings across all sites. There are many ways to do this, but explore the Seaborn KDEplot docs for some simple ways to quickly show this. Don't worry if your plot format does not look exactly the same as ours, as long as the differences in distribution are clear.**\n",
    "\n",
    "Quick Note if you have issues moving the legend for a seaborn kdeplot: https://github.com/mwaskom/seaborn/issues/2280"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "def move_legend(ax, new_loc, **kws):\n",
    "    old_legend = ax.legend_\n",
    "    handles = old_legend.legendHandles\n",
    "    labels = [t.get_text() for t in old_legend.get_texts()]\n",
    "    title = old_legend.get_title().get_text()\n",
    "    ax.legend(handles, labels, loc=new_loc, title=title, **kws)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2250x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,6),dpi=150)\n",
    "sns.kdeplot(data=norm_scores,clip=[0,5],shade=True,palette='Set1',ax=ax)\n",
    "move_legend(ax, \"upper left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Clearly Fandango has an uneven distribution. We can also see that RT critics have the most uniform distribution. Let's directly compare these two.** \n",
    "\n",
    "**TASK: Create a KDE plot that compare the distribution of RT critic ratings against the STARS displayed by Fandango.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OOJHnnTnaD4SCAoavWZV0jA4JzoKUJEmSJEmSJB2nTXtq+ehP57Otqp4BBTnc8upTGDnk2BNwQghMGzGQj11VxDd/v4pNe+r48O3z+J+/PZupIyxIpb7IcrQfCCEQnIUpSZIkSZIkSeqDVm/bz0d/Np99tU2Ul+Rxy5VTKCvJ69A7ivKy+ciVU/jWI6vZsLuWj/zkL3zjb89m+siBXZRaUlIsR6UTcO+993Lvvfce173vec97uOiii7o2kCRJkiRJkiT1Q/tqm/iHXyxgX20To4cU8qFXn8KAgpwTeldhXja3XDmFb/9hNet2HuCjP53HLz50IRUD8zs5taQkWY5KJ2DRokX85Cc/Oa5758yZYzkqSZIkSZIkSZ2srS1y611L2FXTyNCB+Xz0tVMoyD252qMgN4sPv/oUvvHwSjbtqeNL9y/lv99xFiGETkotKWlH3oVY0hHdeuutxBiP6+vmm29OOq4kSZIkSZIk9Tm3P7WO59buIScrxXvmTDzpYrRdfk4WN108gZyswLMv7uG++Vs65b2SegbLUUmSJEmSJEmS1KvMW7eHHz72IgBvPX8sIwYXdur7hw0q4PVnjgLgf+auonJffae+X1JyLEclSZIkSZIkSVKvsaemkX+7awltEc6fXMbsSWVdMs6l04YysaKYuqZWvnjvC7S1xS4ZR1L3shyVJEmSJEmSJEm9QoyRz9/zAnsPNDFiUAFvPm9Ml42VSgXeedF4crNTLNiwjzuf39RlY0nqPpajkiRJkiRJkiSpV/jDsu08v3YPOVmBv5szkdzsrC4dr3xAPm84K7287rceWc32KpfXlXo7y1FJkiRJkiRJktTj1TW28L9zVwNw5WnDGTaooFvGvXhqBROHFtPY0sbtT67rljEldR3LUUmSJEmSJEmS1OP95Kl17NzfQGlxHlecOrzbxk2FwLVnpmePPrBwK5X76rptbEmdz3JUkiRJkiRJkiT1aJv21PLLP28A4IZzR5Ob3b31xqShJUwdMYDWtsiPn3D2qNSbWY5KkiRJkiRJkqQeK8bIf/9uJc2tkekjB3La6EGJ5Lh61kgAHlpUyZa9zh6VeqvspAOo68UYaWhuTTpGh+TnZBFCSDqGJEmSJEmSJClhf1q9i2fW7CYrFbjh3DGJ/d3xhIpipo8cyPKt1dz2xFr+7frTEskh6eRYjvYDDc2tXPrvjyYdo0Me+5fLKcjtnF+ejz32GN/85jd59tln2bVrF0VFRVRUVDBz5kwuueQS3vnOd3LdddfxxBNPdOi969evZ9y4cQe/f93rXsfvfvc7iouL2bFjB4WFhYd97vHHH+fSSy99ybmsrCyGDBnCmWeeyQc/+EGuu+66I467YMEC/vu//5snn3yS7du3k5eXR0VFBdOmTeOSSy7h7W9/O8OHd996+5IkSZIkSZLUVZpb2vjGwysBuHzGUIYOzE80z9WzRrB8azUPL67k5osnMKasKNE8kjrOclR92he+8AU+97nPATBt2jTOO+88cnJyWLVqFXfffTd33nknZ599Nq997WtfUnQCvPjiizz99NMMHTqU1772ta94d3Fx8cF/3rFjB7///e8BOHDgAPfeey9ve9vbjprt0Pc2NDSwbNky5s6dy9y5c/nc5z7Hrbfe+opnfvzjH/Pe976X1tZWxo0bx2te8xqKiopYt24dc+fO5be//S2jRo3irW99a0f+NUmSJEmSJElSj/TQ4kq27K1nQEEOr5k5Iuk4jCsv5tRRA1m6pZofPbGWz//NzKQjSeogy9F+5itvmdXtG1Ufr6aWNj79f4s67X3z58/n1ltvJScnh1//+te84Q1veMn17du38/Of/5xBgwbx6U9/+hXP33777Tz99NNMnTqV22+//ahj/epXv6K1tZXhw4ezbds2fvaznx2zHD3ce7/xjW/wsY99jC9+8YvcfPPNLylst27dyoc+9CFaW1v59re/zfvf/35Sqb/+b7lv3z5+/etfM3LkyKOOK0mSJEmSJEm9QXNLG7c/uQ6AV586jPycrIQTpV19xkiWbqnm90u28a5XTWBcefGxH5LUY/TMlkxdJjc7RV5OVo/86uzS9u677ybGyJvf/OZXFKMAw4YN4x//8R+ZOnXqSY/1s5/9DIDvfve7FBcX88gjj7B9+/YOv+ejH/0oU6dOpbW1lUcffelSyA899BANDQ1ceOGFfPCDH3xJMQowePBg3v/+93PxxRef+AeRJEmSJEmSpB7iocWVbKtKzxq9aEpF0nEOGlNaxGmjBxGBO5/fnHQcSR1kOao+a9euXQCUl5d36TgrVqxgwYIFjBgxgmuuuYY3vvGNtLa28qtf/eqE3jdjxgwAdu7c+ZLz3fV5JEmSJEmSJClpLa0vnTXa01ZEvGRauqz93eJK6hpbEk4jqSN61u8mUicaPXo0AHfdddcrisbO1D5r9MYbbySVSvGOd7wDgJ///Ocn9L6amhoAKipe+pNQ7Z/n0UcfZdWqVScaV5IkSZIkSZJ6vIcWpWeNluRn96hZo+2mDB9AWUketY0tPLK046sISkqO5aj6rLe//e0UFBSwefNmJk2axM0338wPf/hDFi5cSGtra6eMEWPkF7/4BcDBUvTyyy9n+PDhLFiwgOXLl3fofXv37uX5558nKyuLK6644iXXrr32WioqKqipqeH000/nzW9+M9/+9rd59tlnaWpq6pTPI0mSJEmSJElJa2lt48eZWaNXnja8x80aBUiFwMVT0qv83f2XzcQYE04k6Xj1vN9RpE4yYcIEHnjgAUaPHk1NTQ0/+clPeO9738uZZ55JWVkZH/rQh9i2bdtJjfHEE0+wadMmZsyYwaxZswBIpVLceOONwF9nlR5LQ0MD8+bN4/rrr6eqqoovf/nLjB079iX3DBw4kLlz5zJ9+nQaGxv5zW9+w4c//GHOP/98Bg8ezNvf/nbWrFlzUp9HkiRJkiRJkpL20lmjPXebsdmTysjOCqzatp8VlfuTjiPpOFmOqk+7/PLLefHFF7n77rv5wAc+wJlnnkl2djZVVVV85zvfYdasWSe1RG370rnvfOc7X3K+/ftf/OIXR/yJoSeeeIIQAiEECgoKOOecc3jqqaf46U9/yic/+cnDPjNr1ixeeOEF5s6dy8c+9jFmz55Nfn4+dXV1/PKXv+SMM87gqaeeOuHPI0mSJEmSJElJOnTW6KtPG05udlbCiY6sOD+HM8YOAdKzRyX1Dpaj6vNyc3O5/vrr+c53vsP8+fPZtWsX3/nOdxg8eDA7d+7klltuOaH3NjQ0cOeddxJC4G1ve9tLrs2aNYsZM2awefNmnnjiicM+P3ToUG666SZuuukm3vCGNzB06FBijNxyyy0sWbLkiOOmUimuvPJK/vu//5tnnnmGPXv28Mtf/pJRo0ZRW1vL3/3d353Q55EkSZIkSZKkpP1x+Y6Ds0Yv7sGzRtu9amo64yMvbGN/fXPCaSQdj+ykA0jdbdCgQXzgAx9gxIgRXHfddTz22GPU1dVRWFjYoffcf//9VFdXk5ube3AZ3UPt3r0bSC+tO2fOnFdcnzp1KrfffvvB7xsbG7nxxhu55557eOc738nChQtJpY798wuFhYXceOONzJgxg9NPP501a9awevVqTjnllA59HkmSJEmSJElKUoyRO57ZAMCrplb06Fmj7caXFzNicAGV++r53aJK3nL+2GM/JClRzhxVv3XZZZcB0NraSlVVVYefb99PtKmpiaeffvoVXzt27ADgzjvvpKGh4Zjvy8vL48c//jEVFRUsWbLk4JK9x2vmzJmUlpYCfy1mJUmSJEmSJKm3WLK5iuVb95OdFbh4SkXScY5LCH/Neve8zUfcZk1Sz2E5qj7rWH8Ivfjii0B62d2ysrIOvXv37t3MnTuX3Nxc9u7dS4zxsF9z5sxh//793Hfffcf13oEDB/LP//zPAHz5y1+mra3tuD/P3r172bt3LwAjR47s0OeRJEmSJEmSpKTd8cxGAM6dUEpJQU7CaY7fORNKyc1OsXF3LQs27Es6jqRjsBxVn/XZz36WT37yk6xdu/YV17Zu3cr73/9+AK699lpyc3M79O477riD5uZmXvOa1zB48OAj3te+3G5HZoG+//3vZ/jw4axcuZK77rrr4PnvfOc7vO997zvsfqR79+7l5ptvJsbI2WefzdixLt0gSZIkSZIkqfeo3FfPEyvSq/FdOn1owmk6piA3i3MmpFf1+93iyoTTSDoWy9F+pqmljcbm1h751dTSduwP0AEHDhzgv/7rv5g0aRJTpkzh+uuv58Ybb+Tiiy9m/PjxPP/880yaNImvf/3rHX53+5K6h9tr9FA33HADOTk5PPzww+zateu43l1QUMCnP/1pID17tF1TUxM/+MEPOP300xk3bhzXXnstb3vb27jssssYM2YMDzzwAOXl5dx2220d/jySJEmSJEmSlKTfPLeRtghThw9gxODCpON02LkT0+Xo4yt2dPrfdUvqXNlJB1D3+vT/LUo6Qrf513/9V84++2zmzp3L4sWLeeqpp6iurmbAgAGce+65XHfddXzoQx+iqKioQ+9dvXo1zz//PIWFhVx77bVHvXfIkCFceeWVPPjgg9xxxx185CMfOa4x3ve+9/HVr36VhQsX8tBDD/G6172Od7/73YwePZq5c+cyb948nnvuOfbu3UtRURHTp0/nqquu4iMf+UiHlwiWJEmSJEmSpCTVNrZw/4KtAFw6o3fNGm03oaKYQYU5VNU18+yLu3nV1N6xZ6rUHwU3B+65QgjLpk+fPn3ZsmVHva+trY1Vq1YBMGXKFFKpl04Irm9q4dJ/f7TLcnaFx/7lcgpy7e77gmP9+pQkSZIkSZLUv/3fMxv574dXMnRAPv96/amkQkg60gm56y+b+OOyHbz61GH8vzednnQcqc+aMWMGy5cvXx5jnHEiz9s+9QP5OVk89i+XJx2jQ/JzspKOIEmSJEmSJEnqYq1tkV8/txGAOdOH9tpiFODs8UP447IdPLVqF/VNLU4Aknoo/8vsB0II/iYsSZIkSZIkSepxnl69i6376inMzeK8zL6dvdWY0iLKSvLYXdPIn1bt4tWnDU86kqTDcH1LSZIkSZIkSZKUiHvmbQbg/Mnl5PXyFQVDCJw9fggAjyzdnnAaSUdiOSpJkiRJkiRJkrpd5b56nl2zG4CLppQnnKZznJUpR59Zs4ua+uaE00g6HMtRSZIkSZIkSZLU7e5fsIUITBk+gIoB+UnH6RQjBhcyfFABza2RJ1buTDqOpMOwHJUkSZIkSZIkSd2qpbWNBxZsAfrOrNF27bNHH3lhW8JJJB2O5agkSZIkSZIkSepWT67ayZ4DTZTkZzNz9KCk43Sq9nJ03rq97D3QmHAaSS9nOdoHhBAO/nNbW1uCSaRXOvTX5KG/ViVJkiRJkiT1X/fOS88aPX9yOdlZfauqqBiQz5jSQlpj5I/LdyQdR9LL9K3fcfqpEAK5ubkA1NbWJpxGeqn2X5O5ubmWo5IkSZIkSZLYsreO59fuIQAXntK3ltRt1z579PEVlqNST5OddAB1jpKSEvbs2cOOHenfaIuKikil7L6VnLa2Nmpraw/+miwpKUk4kSRJkiRJkqSe4L756VmjU0cMoKwkL+E0XWPmmMHcM28LCzfs40BDM8X5OUlHkpRhOdpHlJaWUltbS0NDA5WVlUnHkV4iPz+f0tLSpGNIkiRJkiRJSlhzSxu/XbgVgIumVCScputUDMhn6IB8duxv4NkX93DFqcOSjiQpw6mFfURWVhZjxoyhtLT04BK7UtJyc3MpLS1lzJgxZGVlJR1HkiRJkiRJUsKeWLmTfbVNDCzI4bTRA5OO06VOHT0IgD+t2plsEEkv4czRPiQrK4uKigoqKiqIMRJjTDqS+rEQgnuMSpIkSZIkSXqJBxakl9Q9f3IZWX18a7jTRg/i0WXb+fOa3bS0tpGd1bc/r9RbWI72URZTkiRJkiRJkqSeZEd1Pc+v3QPA7EllCafpehMqiinMzWJ/fTNLt1Qza+zgpCNJwmV1JUmSJEmSJElSN3hoUSURmDy0hPIB+UnH6XJZqcCMUemlg59yaV2px7AclSRJkiRJkiRJXSrGyIOLtgIwe3LfnzXa7rSD+47uSjaIpIMsRyVJkiRJkiRJUpdatHEfW/bWk5ed4ox+tLzs9JEDSYXAxt21bN5Tm3QcSViOSpIkSZIkSZKkLvbbhelZo2eNH0JeTlbCabpPQW42k4YVA84elXoKy1FJkiRJkiRJktRl6hpb+OPyHQDMntR/ltRtd9qoQQD8abXlqNQTWI5KkiRJkiRJkqQu88flO6hvaqViQD4TKoqTjtPt2vcdXbRxHzX1zcmGkWQ5KkmSJEmSJEmSus4DC7YAcP6kMkIICafpfuUD8hk2MJ/WtsizL+5OOo7U7/XqcjSEUBBC+EIIYXUIoSGEUBlCuC2EMLID78gOIdwaQngwhLAuhFCTedeaEMK3Qwhjj/Dc7SGEeJSvD3TeJ5UkSZIkSZIkqffZtKeWxZuqCAHOnVSadJzEtM8efcp9R6XEZScd4ESFEPKBPwKzgW3AfcA44F3ANSGE2THGdcfxqnzgc8ABYAkwH8gFZgEfBN4eQrg8xjjvCM/PBbYf5vyq4/4wkiRJkiRJkiT1QQ8urARg2oiBDCrMTThNcmaMGsQjS7fz/NrdtLVFUqn+N4NW6il6bTkK/CvpYvQZ4MoY4wGAEMIngP8PuA2YcxzvaQAuAp6LMba0nwwhZAFfBD4NfBc4+wjPfyXG+PiJfQRJkiRJkiRJkvqmtrbIw0vS5ejsSWUJp0nWhIoi8rJTVNU1s2ZHDVOGD0g6ktRv9cpldUMIucAtmW8/3F6MAsQYv0Z6BuglIYSzjvWuGGNLjPHpQ4vRzPlW4LOky9OzQggDO+0DSJIkSZIkSZLUxy3cuJcd1Q0U5GQxM7OsbH+VlUoxeVgJAM+v3ZNwGql/65XlKHAhMBBYG2NceJjrd2aOrz/JcSLQmjk2neS7JEmSJEmSJEnqNx5alJ41eub4IeRk99Y6ovNMHZGeLWo5KiWrty6re3rmuOAI19vPzzzRAUIIAfgnoAj4Y4yx/gi3vjGE8DdAFrAeeCDGuPJEx5UkSZIkSZIkqberb2rhseU7AJg9qTThND3D1BEDgc0s3rSPhuZW8nOyko4k9Uu9tRwdkzluOcL19vNjO/LSEMJ/AEOBAaSL1YnACuA9R3nsIy/7/j9CCN8BPvrypXqPMu6yI1yaeDzPS5IkSZIkSZLUkzy+Yid1Ta2UleQxvrw46Tg9wrCB+QwszKG6rpnFm/Zx3sT+vQ+rlJTeOo+9/XfSuiNcr80cSzr43r8BbgKuJ11MLgHeEmNcf5h7FwIfAE4BCoEJwIeBKuBDwH92cGxJkiRJkiRJkvqE3y1OL6l73sRS0gs1KoTA1OEurSslrbeWo10ixjgpxhiAcuC1QDMwP4Rw02Hu/UaM8XsxxjUxxvoY4/oY47eBi0nvT3pLCGH0cY4743BfwNrO+3SSJEmSJEmSJHW9nfsb+Eum/Dt3okvqHiq9tC4H//1I6n69tRw9kDkWHuF6UeZYcyIvjzHujjHOBS4HtgPf6UDRuQy4n/SSxZefyPiSJEmSJEmSJPVWc5dsIwIThxZTVpKfdJweZeqI9MzR1dtr2HugMeE0Uv/UW8vRTZnjqCNcbz+/8WQGiTFWAw8ABcCrO/Domsxx+MmML0mSJEmSJElSbxJj5KFFWwHcU/MwBhTkMHJwAQDz1u9NOI3UP/XWcnRx5njmEa63n1/SCWPtzhzLO/DM4Myx9qh3SZIkSZIkSZLUh6zaVsP6XbVkZwXOHDf42A/0Q+2zR913VEpGby1HnwaqgYkhhFmHuX5D5vhAJ4x1SeZ4XPt/hhDygKsz3y7ohPElSZIkSZIkSeoVfrc4PWv09NGDKcjNTjhNz3Rw39F1e4gxJpxG6n96ZTkaY2wCvpn59lshhPY9RgkhfAKYCTwRY5x/yPlbQggrQwhfPvRdIYSrQwgXvHyMEEJhCOHfSZej24GHD7k2NYTwzkwReugz5cAdwGjSs1ufPsmPKkmSJEmSJElSr9DS2sbvX9gOwLkTSxNO03NNGlpMdiqwo7qBTXvqko4j9Tu9+cc2vghcAVwArAkhPAWMBc4DdgHvftn9ZcAUXrkP6DnA50IIW4FFpGekDgNmAUMy3785xnjgkGeGAT8FvhFCmJcZbwRwFlACbMk84498SJIkSZIkSZL6hefW7mFfbRMl+dlMGzkw6Tg9Vm52FhOGFrN6Ww3Pr93N2LKiYz8kqdP0ypmjADHGBuBS4P8BdcAbSJejtwNnxhjXHeer7ga+BlSSLkrfnDluBL4MTIsxPvWyZ1YDXwdWAacBbwLOBtYAnwdmxhhXn9gnkyRJkiRJkiSp9/nd4koAzh5fSlYqJJymZ5s2PF0eu++o1P1688xRYoz1wL9lvo51763ArYc5vwT4hw6OWwl8vCPPSJIkSZIkSZLUVx1oaObJlTsBl9Q9HlNHDOC+BTB/w15aWtvIzuq1c9mkXsf/2iRJkiRJkiRJ0kl5bPkOmlraGDYwn9GlhUnH6fFGDSmkICeLusZW1myvSTqO1K9YjkqSJEmSJEmSpJPSvqTuuRNLCcEldY8llQpMHFoMwIIN+xJOI/UvlqOSJEmSJEmSJOmEba+qP1jwnTPBJXWP1+RhJQAs3Lg34SRS/2I5KkmSJEmSJEmSTtjcJduAdNk3pDgv4TS9R3s5unjjPlrbYsJppP7DclSSJEmSJEmSJJ2QGCO/W/LXJXV1/EYNKSI/J0VNQwtrd7jvqNRdLEclSZIkSZIkSdIJWbVtPxt21ZKTFThj7OCk4/QqWanAhIrM0rruOyp1G8tRSZIkSZIkSZJ0Qn63OD1r9LTRgyjIzU44Te8zeWi6HF3gvqNSt7EclSRJkiRJkiRJHdbS2sbvX9gOwLkTyxJO0ztNGvbXmaNt7jsqdQvLUUmSJEmSJEmS1GHPr93DvtomivOzmT5yQNJxeqWxZYXkZqfYX9/Mul0Hko4j9QuWo5IkSZIkSZIkqcMeyiype874UrJS1g0nIiuVYkJFMQALN7i0rtQd/N1KkiRJkiRJkiR1SE19M0+u2AnAuZNKE07Tu7XvO7pww76Ek0j9g+WoJEmSJEmSJEnqkD8u30FTaxvDBxUwekhh0nF6tYP7jm7cR4zuOyp1NctRSZIkSZIkSZLUIb/LLKl73sRSQggJp+ndxpYVkZMV2FfbxIbdtUnHkfo8y1FJkiRJkiRJknTctu6tY9HGfQTgnAkuqXuycrJSjC9v33fUpXWlrmY5KkmSJEmSJEmSjtvDS9KzRqeMGMCgotyE0/QNB5fW3bA34SRS32c5KkmSJEmSJEmSjkuM8SVL6qpzTB6aLkcXbNjrvqNSF7MclSRJkiRJkiRJx+WFzVVs2VtPbnaK08cMTjpOnzG+vJjsVGDPgSa27K1LOo7Up1mOSpIkSZIkSZKk49I+a/SMsYPJy8lKOE3fkZOdYnRpIZAuoCV1HctRSZIkSZIkSZJ0TI3Nrfxh6XYAzp1YlnCavmdCRXpp3SWbqpINIvVxlqOSJEmSJEmSJOmYnly1k5qGFgYV5nDKsJKk4/Q5EyuKAVjizFGpS1mOSpIkSZIkSZKkY3pwYXpJ3dmTykilQsJp+p4JmXJ03c4D7K9vTjiN1HdZjkqSJEmSJEmSpKPaub+B59fuBuC8SS6p2xVKCnKoGJAHwFJnj0pdxnJUkiRJkiRJkiQd1e8WVdIWYeLQYioG5Ccdp88aX+7SulJXsxyVJEmSJEmSJElHFGPkt4u2AnC+s0a71MSh6b1cl2zal3ASqe+yHJUkSZIkSZIkSUf0wuYqNu+pIy87xRnjhiQdp09r33d02dZqWlrbEk4j9U2Wo5IkSZIkSZIk6Yh+uzA9a3TW2MHk52QlnKZvGzown8LcLBqb21i9vSbpOFKfZDkqSZIkSZIkSZIOq76phT8s2w7A+ZNdUrerpUI4OHvUpXWlrmE5KkmSJEmSJEmSDuvxFTupa2ylrCSPSZn9MNW12svRFzZXJRtE6qMsRyVJkiRJkiRJ0mE9mFlSd/akMkIICafpHyZUpEvoJZuqiDEmnEbqeyxHJUmSJEmSJEnSK1Tuq2Pe+r0E4NyJpUnH6TfGlhWSCoFdNY1sq2pIOo7U51iOSpIkSZIkSZKkV7h/QXrW6JThAygtzks4Tf+Rm53F6NJCAJZsdt9RqbNZjkqSJEmSJEmSpJdoaW3jt5kldS+cUp5wmv5nYmbf0SWbqpINIvVBlqOSJEmSJEmSJOklnl69i901jZTkZzNz9KCk4/Q7EzLl6Aubq5INIvVBlqOSJEmSJEmSJOkl7pu/BYDZk8rIzrJK6G4TKkoAWLujhtqGloTTSH2Lv6NJkiRJkiRJkqSDtlfV88ya3QBccIpL6iZhYGEOpcV5tEVYurUq6ThSn2I5KkmSJEmSJEmSDnpgwVYicMrwEioG5Ccdp98aX14EwLIt1QknkfoWy1FJkiRJkiRJkgRAS2sb9y9ML6l7kbNGEzWuPL3vqOWo1LksRyVJkiRJkiRJEgDPvLibXfsbKc7LZuaYwUnH6df+OnO0ihhjwmmkvsNyVJIkSZIkSZIkAXDvvPSs0fMmlZGTZYWQpJFDCslOBarqmtm6rz7pOFKf4e9skiRJkiRJkiSJndUNPLNmFwAXnlKWcBrlZKUYXVoIwNItVcmGkfoQy1FJkiRJkiRJksQ98zbTFmHy0BKGDixIOo6AcWXuOyp1NstRSZIkSZIkSZL6ucbmVu6dn15S95JpFQmnUbtxh+w7KqlzWI5KkiRJkiRJktTP/WHZdvbVNjG4KJeZYwYnHUcZ48vTM0dXb6+hsbk14TRS32A5KkmSJEmSJElSPxZj5NfPbgLgVVMqyEqFhBOp3ZDiXErys2lpjazeXpN0HKlPsByVJEmSJEmSJKkfe2FzFau27ScnK3DBKWVJx9EhQgiMy8weXbq5KtkwUh9hOSpJkiRJkiRJUj/26+fSs0bPnlBKcX5Owmn0cuMz+44u3VKdcBKpb7AclSRJkiRJkiSpn9q5v4HHlu0A4JKpQxNOo8Npnzm6bGtVskGkPsJyVJIkSZIkSZKkfuqev2ymNUYmDi1mdGlh0nF0GGPLigjA9qoGdtc0Jh1H6vUsRyVJkiRJkiRJ6ocam1u5d/4WAOZMc9ZoT5Wfk8XwQQUALNtSlWwYqQ+wHJUkSZIkSZIkqR96ZOl29tU2Magwh9PHDE46jo5iXGbf0WXuOyqdNMtRSZIkSZIkSZL6mba2yM+fXg/AJdOGkpUKCSfS0YzP7Du61Jmj0kmzHJUkSZIkSZIkqZ95ctVONuyqpSAni4unVCQdR8fQPnN0ReV+Wttiwmmk3s1yVJIkSZIkSZKkfiTGyE+fSs8avXhqBQW5WQkn0rEMG1hAfk6K+qZW1u08kHQcqVezHJUkSZIkSZIkqR+Zv34vy7dWk5MVuGz60KTj6DikUoExZe37jlYlG0bq5SxHJUmSJEmSJEnqR36SmTV6/uRySgpyEk6j4zUuU44u31qdcBKpd7MclSRJkiRJkiSpn1ixtZq/rNtDKsAVM4YlHUcdMLbsr/uOSjpxlqOSJEmSJEmSJPUTP/1TetboWeNLKS3JSziNOmJsWTEA63YcoKGpNeE0Uu9lOSpJkiRJkiRJUj+wYdcBHl++A4ArTxuecBp11KDCHAYU5NAaI6u2O3tUOlGWo5IkSZIkSZIk9QM/eWo9ETht9CBGDC5IOo46KITw16V13XdUOmGWo5IkSZIkSZIk9XFrttfw8OJKAK46fUTCaXSi2svR5Zaj0gnLTjqAJEmSJEmSJEmHs6emkefX7eGFzVXUNrbQ0tpGU0sbLW2RYQPzmTJ8AFNHDGBCRQm52c4FOprvPrqGCJwxbvDBgk29z7iD5ajL6konynJUkiRJkiRJktRjbNpTy33ztvDc2t28uOPAcT2TlQqcMXYwrz9zJHOmDSUvJ6uLU/Yuizbu4+nVu0gFeP0Zo5KOo5MwJlOObtlbR3VdEwMLcxNOJPU+lqOSJEmSJEmSpMTtrG7gh4+/yIMLK2mN8eD50UMKOWX4AAYU5JCdFchOBVIhsHN/A5v31rF5Ty21ja3MW7+Xeev3MqBgBa+ZOYI3nj2a8RXFCX6iniHGyLceWQ3ABZPLGTowP+FEOhlFedmUl+Sxq6aRlZX7OW9SWdKRpF7HclSSJEmSJEmSlJjquiZ+8tR67nxuE02tbQCcOmog50woZcqIAZTk5xz1+Rgju2oambduD39es5t9tU385rlN3PncJl43awTvv2wyFf24EHxq1S5e2FxFTlaKq2a512hfMLasiF01jSzfWm05Kp0Ay1FJkiRJkiRJUiJWVu7n0/+3kO1VDQBMGlrCtWeOZOLQkuN+RwiBigH5vG7WSF47cwQrt+3nT6t2snhTFQ8uquQPS7dz4wXjeOdF4ynK619/Jd7aFvnOH9KzRi+dPpRBLsHaJ4wtK2Le+r0s31qddBSpV+pffxJIkiRJkiRJknqEhxZt5SsPLKeppY3ykjzedN5Ypo8cQAjhhN+ZSgWmjxzI9JEDWb/rAPf8ZTNrdx7g9ifXcf+CLfzTNdO5ZNrQTvwUPdvvFleyflcthblZvPrUYUnHUScZm9l3dPnWamKMJ/XfjNQfpZIOcDJCCAUhhC+EEFaHEBpCCJUhhNtCCCM78I7sEMKtIYQHQwjrQgg1mXetCSF8O4Qw9ijPZoUQPh5CeCGEUB9C2BVC+HUIYVrnfEJJkiRJkiRJ6luaW9r4rweX84V7ltLU0sapowbyqWumM2PUwE4tecaXF/Pxq6byvksnUTEgj70HmvinOxZx611L2F/f3Gnj9FQ19c18OzNr9MqZwynsZ7Nm+7LRpYWkAuw50MSu/Y1Jx5F6nV5bjoYQ8oE/Ap8FioH7gM3Au4CFIYQJx/mqfOBzwKuAbcDDwFwgF/ggsCSEcPZhxk8BvwG+BowCHgSWATcA80II557wh5MkSZIkSZKkPqixuZVP/GIBdz6/GYDXnT6C918+ucuKuxACp48dzGeuO5UrTxtGCPDwkm28/VtP88yaXV0yZk/x7T+sYe+BJoYOyGdOP5ot2x/kZmcxfFABAMsrXVpX6qheW44C/wrMBp4BTokxviXGeB7wD0A5cNtxvqcBuAgYHGO8MMb4phjjdcAE4CvAAOC7h3nu3cD1wBpgaozxhhjjHOBNQCHwixCCP4ojSZIkSZIkSUBLaxuf+fVi/rJuD3nZKd5/2SSuPmMkqW5YEjQnK8V1Z43mH66aRsWAfHbVNPLxny/g6w+vpLmlrcvH725LNu3jnnnpAvrGC8aSk9WbqwAdzsGldbdYjkod1St/Rwwh5AK3ZL79cIzxQPu1GOPXgCXAJSGEs471rhhjS4zx6Rhjy8vOt5KeldoAnBVCGPiyRz+ROX4qxrjjkOfuAu4HJgHXdeyTSZIkSZIkSVLf09oW+fzdL/D06l3kZAU+eMVkZo4Z3O05xlcU88/XTufSzEzKO57ZyIdu/ws7quu7PUtXaWlt4z8eWA7A7EllTB42IOFE6grjyosBZ45KJ6JXlqPAhcBAYG2MceFhrt+ZOb7+JMeJQGvm2NR+MoQwHpgG1JNeTrerxpckSZIkSZKkXi3GyH88sIxHlm4nKxV476WTEi3scrOzuOG8MbzvskkU5GbxwuYq/va7z/DnPrLM7i//vIG1Ow9QnJfN9WePTjqOusiY0vTM0ZWV+2lriwmnkXqX3lqOnp45LjjC9fbzM090gJDe+fufgCLgsRjjoT861D7+0hjj4XbuPunxJUmSJEmSJKkv+ObvV3P/gq2EADe/agIzRg1KOhIAp48ZzKdfP50xpYVU1zXziZ8v4AePvdiri6ate+v44eNrAXjjuaMpznfnt75qxOB8crJSHGhoYfPeuqTjSL1Kby1Hx2SOW45wvf382I68NITwHyGE20MId5PeS/TfgRXAe7pjfEmSJEmSJEnqS+YuqeQXf94AwNsvGMeZ44YkG+hlykry+cRV07h4SjkAP3p8LZ+6YyEHGg43J6Zna22LfPmBZTS1tDFl+ADOnVCadCR1oaxUitGlhQAs3+rSulJH9NZytDhzPNKPQ9RmjiUdfO/fADcB1wMTSe9d+pYY4/quHD+EsOxwX5kMkiRJkiRJktTrbNh1gK/cn9778rUzh3P+5PKEEx1eTnaKt54/jndeNJ7srMCfVu3i3d9/lvW7DiQdrUNuf3It89btJScrxVvPH0t6cUT1ZWMzS+uusByVOqS3lqNdIsY4KcYYgHLgtUAzMD+EcFOyySRJkiRJkiSp92hoauUzv15MfXMrpwwr4epZI5OOdEyzJ5XxiaumMbgol0176vi77z/LEyt2JB3ruDy3djc/fCy9nO6N54+lYkB+wonUHcaUZfYd3bY/4SRS79Jby9H2H9kpPML1osyx5kReHmPcHWOcC1wObAe+E0I4dOfqTh0/xjjjcF/A2hPJL0mSJEmSJElJ+s8Hl7Nu5wEGFORw86smkkr1jlmMY8uK+KdrpjN5aAl1Ta380x2L+M4f1tDag/ch3VndwOfuXEIELjylnPMmlSUdSd1kTGZZ3dXbamhpbUs4jdR79NZydFPmOOoI19vPbzyZQWKM1cADQAHw6u4eX5IkSZIkSZJ6m98u3MqDiyoJAd71qgkMLMxJOlKHlBTk8JHXnMKl04cC8JOn1vEPv5hPdV1TwsleqaW1jX/5zWKq6poZNaSQN507JulI6kYVA/PJy07R0NzKxt21x35AEtB7y9HFmeOZR7jefn5JJ4y1O3M8dEH89vFPDSEc7k/2zhxfkiRJkiRJknqFTXtq+c/fpvcZveaMkZwyfEDCiU5MVirFDeeO4eZXTSAnK8WzL+7hXd9/llU9bPnSb/5+NS9srqIgN4v3zJlITnZv/St/nYhUCIxp33e0smf92pR6st76O+XTQDUwMYQw6zDXb8gcH+iEsS7JHA8ucRtjXA+sID2j9OouHl+SJEmSJEmSerwYI1+5fxmNLW1MGT6AK08bnnSkk3bOhFI+efU0ykryqNxXz3t/8Bx3PreJGJNfZvfHT6zljmfTixe+88LxlLvPaL80piy9tO7KyuqEk0i9R68sR2OMTcA3M99+K4TQvscnIYRPADOBJ2KM8w85f0sIYWUI4cuHviuEcHUI4YKXjxFCKAwh/DvpcnQ78PDLbvla5vjVEELFIc+9EbgWeBG470Q/oyRJkiRJkiT1Jg8s2MqCDfvIzU7xtgvGkQq9Y5/RYxk5pJB/umY6p44aSFNrG//10Ao+/X+L2F/fnFimnzy5ju/98UUA3nDWKE4fOzixLEqWM0eljstOOsBJ+CJwBXABsCaE8BQwFjgP2AW8+2X3lwFTgJf/uNI5wOdCCFuBRaRnpA4DZgFDMt+/OcZ44GXP3Qa8DrgeWBlCeDQzxiVAPfCOGGPLSX9KSZIkSZIkSerh9tQ08r+/XwXA1bNGUlaSl3CizlWYl80HLp/M4yt2cM+8LTyxYierKv/M52+YyeljureY/Nmf1vOdR9cA8PozR/LqPjBDVyduTFm6HF2zvYaW1jays3rlnDipW/Xa/0pijA3ApcD/A+qAN5AuR28HzowxrjvOV91NehZoJemi9M2Z40bgy8C0GONThxm/DXgT8A+ZZ68BTgPuAs6OMT53gh9NkiRJkiRJknqVr/1uBTUNLYwpLeTS6UOTjtMlQghcOn0Y//i69DK726sb+MCPnue/HlxBbWP3zJP5xdPr+dYjq4H0nq6vnTmiW8ZVz1VekkdBThZNLW2s2/nyOV6SDif0hLXRdXghhGXTp0+fvmzZsqSjSJIkSZIkSdJhPbVqJ5/85UJSAT51zXRGlxYd+6Ferr6plTuf38SzL+4GoGJAPp+6ZhoXTak4xpMn5kBDM1/97Qp+/8I2AF43awRXzxrZJWOp9/mfuatYtW0//3ztDK47a1TScaQuN2PGDJYvX748xjjjRJ7vtTNHJUmSJEmSJEnJqm1s4T9/uwKAy2cM6xfFKEBBbhbvvGg8t1x5CmUleezc38A//nIhn75jYafP3lu8aR/v+M6f+f0L20iF9B6jFqM61JjSQgBWVlYnnETqHXrznqOSJEmSJEmSpAT99Kl17NzfQFlJHq+b1f+WeJ02YiD/ct0MHlxUyR+XbefxFTt5YsVOLpsxlHddMpFJQ0tO+N21DS38/On1/OSpdbRFKC3O412vmsD4iuJO/ATqC9r3HV1ZuT/hJFLvYDkqSZIkSZIkSeqw7VX1/OqZjQC88ZzR5GZnJZwoGbnZWVx/9mjOnVjKQ4sqWbRxH48u28Gjy3Zw0ZRyXn3qMC6YXE5JQc5xvW/j7lp+89wmHlq0lbqmVgDOm1jKm84bS0Fu//x3rKMbk5mxvWZHDU0tbeRmu2iodDSWo5IkSZIkSZKkDvvuo2toamlj8tASZo4elHScxI0cXMh7L51E5b46fre4koUb9vGnVbv406pdZKUCZ44bwvmTyxg+qICykjxKi3Mpystm6756Nu6uZePuWpZuqWLeur0H3zlsYD6vmzWSs8YPSfCTqadL/1rKoraxlXU7a5g6YmDSkaQezXJUkiRJkiRJktQhK7ZW8/CSbQBcf85oQggJJ+o5Rgwu5O/mTGJ7VT3Pr9vD4k372F7VwF/W7eEv6/Yc8/kAnDp6EHOmVTBl+AD/3eqYQgiMKS1iReV+VmzdbzkqHYPlqCRJkiRJkiTpuMUY+Z/frwLgnAmljM3sd6iXGjaogGvPHMW1Z45iR3UDSzbvY/3OA+yvb2Z/fTPVdc20tEUGFOQwdEA+Qwemv2aOGURZSX7S8dXLjCnLlKOV1VzP6KTjSD2a5agkSZIkSZIk6bg9tWoXCzfsIycrcO2ZI5OO0ysMHZjPqwcOf8m5GCMtbZGcLPeH1Mlr33d0ZeX+hJNIPZ+/60qSJEmSJEmSjktLaxvfzMwavXT6MIYU5yWcqPcKIViMqtOMLSsEYO3OAzQ0tyacRurZ/J1XkiRJkiRJknRc7l+wlU176ijOz+bK04Yf+wFJ3WJQYS7F+dm0tkVe3FGTdBypR7MclSRJkiRJkiQdU1NLG7c/uQ6Aq04fQUFuVsKJJLULIfx1ad2tLq0rHY3lqCRJkiRJkiTpmB5YsIWd+xsYVJjDhZPLk44j6WXGlqXL0RWV1QknkXo2y1FJkiRJkiRJ0lE1tbTxk6fWA3DlacPJyfavlqWeZnRpet/RlducOSodjX+CSZIkSZIkSZKO6tBZoxc4a1TqkdqX1d2wq5aG5taE00g9l+WoJEmSJEmSJOmInDUq9Q6DCnMoyc+mtS3y4vaapONIPZZ/ikmSJEmSJEmSjshZo1LvEEJgdGb26MpKl9aVjsRyVJIkSZIkSZJ0WM4alXqXMe47Kh2Tf5JJkiRJkiRJkg7LWaNS7zLm4MzR6oSTSD2X5agkSZIkSZIk6RVaWtv4xZ83APBqZ41KvcKYsvTM0fW7amlobk04jdQz+aeZJEmSJEmSJOkVHl+xk8p99RTlZXPB5LKk40g6DoMKcynOz6a1LfLijpqk40g9kuWoJEmSJEmSJOklYoz8/On0XqOXTKsgNzsr4USSjkcI4ZCldd13VDocy1FJkiRJkiRJ0kvMX7+XlZX7yclKccnUiqTjSOqAMaXppXVXWY5Kh2U5KkmSJEmSJEl6ifZZo+dPLqM4PyfhNJI6YnT7zNFtlqPS4ViOSpIkSZIkSZIOWrO9hmdf3EMIcPmMoUnHkdRB7TNH1+08QGNza8JppJ7HclSSJEmSJEmSdNAvMrNGzxw7hLKS/ITTSOqowUW5FOdl09oWWbvzQNJxpB7HclSSJEmSJEmSBMD2qnoeeWE7AFecOizhNJJORAiB0ZnZoyvdd1R6BctRSZIkSZIkSRIAdzy7kdYYOWV4CWPKipKOI+kEtf/3u7KyOuEkUs9jOSpJkiRJkiRJoraxhfsXbAHgihnDE04j6WS07zu6cpszR6WXsxyVJEmSJEmSJPHgwq3UNbYydGA+00cOSDqOpJMwujQ9c3TdzgM0tbQlnEbqWSxHJUmSJEmSJKmfa2uL/Ob5TQDMmTaUEELCiSSdjCFFuRTlZdPSGlm7oybpOFKPYjkqSZIkSZIkSf3csy/uZvOeOgpysjh3YmnScSSdpBDCX5fWrXRpXelQlqOSJEmSJEmS1M/937MbATj/lDLyc7ISTiOpM4x231HpsCxHJUmSJEmSJKkfW7/rAM+t3UMIcMnUoUnHkdRJ2vcddeao9FKWo5IkSZIkSZLUj/3mufReozNHD6KsJC/hNJI6y5hMObp2Zw1NLW0Jp5F6DstRSZIkSZIkSeqn9tc389CirQDMmeasUakvKS3OpTA3i5bWyLqdB5KOI/UYlqOSJEmSJEmS1E89sGALDc1tjBxcwORhJUnHkdSJQgiHLK1bnXAaqeewHJUkSZIkSZKkfqi1LXLn85uB9KzREELCiSR1tjGlhQCs2laTcBKp57AclSRJkiRJkqR+6NkXd7Otqp7C3CzOnlCadBxJXaB95uiqbc4cldpZjkqSJEmSJElSP3TX85sAmD25jNxs/6pY6otGZ2aOvrjjAC2tbQmnkXoG/8STJEmSJEmSpH6mcl8dz6zZDcDFUyoSTiOpq5SX5FGQk0VTSxvrdx1IOo7UI1iOSpIkSZIkSVI/c8+8LURg2ogBVAzITzqOpC4SQjg4e3Rl5f6E00g9g+WoJEmSJEmSJPUjjc2tPLBgCwAXT3XWqNTXWY5KL2U5KkmSJEmSJEn9yB+X76CqrpnBRbmcOmpQ0nEkdbExpUUArNpmOSqB5agkSZIkSZIk9St3/2UzABedUk5WKiScRlJXa585umZHDS2tbQmnkZJnOSpJkiRJkiRJ/cTqbft5YXMVqRA4f3J50nEkdYPyAfnk56RobG5jw+7apONIibMclSRJkiRJkqR+on3W6BljBzOwMCfhNJK6QyoERg1xaV2pneWoJEmSJEmSJPUDBxqaeXhJJQAXT61IOI2k7tS+tO7KSstRyXJUkiRJkiRJkvqBh5dso6G5jWED85k0tDjpOJK60RjLUekgy1FJkiRJkiRJ6uNijNw7L72k7kVTygkhJJxIUncaXZpeVnfN9hpa22LCaaRkWY5KkiRJkiRJUh+3bEs1L+44QE5W4LyJZUnHkdTNhg7IJzc7RUNzK5t21yYdR0qU5agkSZIkSZIk9XH3ZGaNnjluCIV52QmnkdTdUqnAqCGZpXW3ubSu+jfLUUmSJEmSJEnqw2rqm/nD0u1AekldSf3T6My+o6vcd1T9nOWoJEmSJEmSJPVhv1tcSWNLGyMGFTC+vDjpOJISMiaz76gzR9XfWY5KkiRJkiRJUh8VY+Te+VsAuHBKOSGEhBNJSkr7zNHV2/bT1hYTTiMlx3JUkiRJkiRJkvqoJZurWLfzADlZKc6dUJp0HEkJGjawgJysFHVNrWzaU5t0HCkxlqOSJEmSJEmS1EfdOy89a/Ss8UMozMtOOI2kJGWlAqOGFACwyqV11Y9ZjkqSJEmSJElSH1Rd18SjS7cDcNGU8oTTSOoJRrfvO1ppOar+y3JUkiRJkiRJkvqghxdvo6m1jZGDCxhXVpR0HEk9wJjMvqMrnTmqfsxyVJIkSZIkSZL6mBgj987fDMBFUyoIISScSFJP0D5zdNW2/bS1xYTTSMmwHJUkSZIkSZKkPmbJ5irW76olJyvFOROGJB1HUg8xfFA+2alAXWMrW/bVJR1HSoTlqCRJkiRJkiT1MffN2wLAWeOHUJCbnXAaST1FVirFyCHppXVXue+o+inLUUmSJEmSJEnqQ/bXN/OHZdsBuOiU8oTTSOppDu47ajmqfspyVJIkSZIkSZL6kLlLKmlqaWPE4ALGlRclHUdSDzMms+/oym2Wo+qfLEclSZIkSZIkqY+IMXLv/PSSuheeUk4IIeFEknqa0ZmZo6u27SfGmHAaqftZjkqSJEmSJElSH7FsSzVrdxwgJytw7oTSpONI6oGGDyogOxU40NDC1n31SceRup3lqCRJkiRJkiT1Ee2zRs8cN4TCvOyE00jqibKzUowYXAC476j6J8tRSZIkSZIkSeoDDjQ088gL2wC4aEp5wmkk9WQH9x2trE44idT9enU5GkIoCCF8IYSwOoTQEEKoDCHcFkIY2YF3DAohvC2E8KsQwvoQQlMIoSaE8FwI4aMhhJwjPHd7CCEe5esDnfdJJUmSJEmSJOnoHl6yjcaWNoYPKmB8eXHScST1YGPK0uXoqm01CSeRul+vXVchhJAP/BGYDWwD7gPGAe8CrgkhzI4xrjuOV/0j8C9ABBYBzwHlwIXAucANIYTXxBjrjvD8XGD7Yc6vOu4PI0mSJEmSJEknIcbIvfM2A3DhKeWEEBJOJKknG11aCMCqbdXEGP09Q/1Kry1HgX8lXYw+A1wZYzwAEEL4BPD/AbcBc47jPbXAV4FvxRg3tZ8MIUwG/gBclBnrM0d4/isxxsdP7CNIkiRJkiRJ0slbtrWaF3ccICcrcN7E0qTjSOrhhg8qICsV2F/fwraqekYMLkw6ktRteuWyuiGEXOCWzLcfbi9GAWKMXwOWAJeEEM461rtijF+OMf7TocVo5vwa4NOZb2/snOSSJEmSJEmS1PnunbcFgDPHDaEwrzfPiZHUHXKyUowYXADAysr9CaeRulevLEdJL3k7EFgbY1x4mOt3Zo6vP8lxFmeOI07yPZIkSZIkSZLUJQ40NPPIC9uA9JK6knQ8xpSm9x21HFV/01t/hOj0zHHBEa63n595kuNMyBwPt6douzeGEP4GyALWAw/EGFee5LiSJEmSJEmSdFweXryNxpY2hg8qYEJFcdJxJPUSf9131HJU/UtvLUfHZI5bjnC9/fzYkxzno5njfUe55yMv+/4/QgjfAT4aY2w5yfElSZIkSZIk6YhijNwzfzOQnjUaQkg4kaTe4uDM0W37iTH6+4f6jd5ajrb/+FPdEa7XZo4lJzpACOEDwBVAFfCVw9yyEHgG+CPpMnYYcBXwReBDQBPw8eMca9kRLk3sUGhJkiRJkiRJ/cqyLdWs3XGAnKzAeRNLk44jqRcZMbiArFSguq6ZbVUNB/cglfq63rrnaJcKIVwMfAOIwLtjjJUvvyfG+I0Y4/dijGtijPUxxvUxxm8DF5MuRm8JIYzu3uSSJEmSJEmS+pN756cX0Ttz3BAK83rrXBhJScjJSjFiULoQXbmtOuE0UvfpreXogcyx8AjXizLHmo6+OIRwKulldHNJL417T0eejzEuA+4nPSv38uN8ZsbhvoC1HYwvSZIkSZIkqZ840NDMIy9sA+CiKeUJp5HUG40pS9cpqyrdd1T9R28tRzdljqOOcL39/MaOvDSEMB74PTAYuDXG+L8nFo81mePwE3xekiRJkiRJko7q4cXbaGxpY/igAsaXFx/7AUl6mdGl6TloKy1H1Y/01nJ0ceZ45hGut59fcrwvDCEMBx4hXWh+I8b4+ROPx+DMsfaod0mSJEmSJEnSCYgxcve8zUB61mgIIeFEknqjMaXpmaMrKvcTY0w4jdQ9ems5+jRQDUwMIcw6zPUbMscHjudlIYTBwFxgIvBj4OMnGiyEkAdcnfl2wYm+R5IkSZIkSZKOZPGmKtbtPEBudorzJpYmHUdSLzVicAFZqcD++ma2VTUkHUfqFr2yHI0xNgHfzHz7rRBC+x6jhBA+AcwEnogxzj/k/C0hhJUhhC8f+q4QQiHwIHAa8GvgvfEYPx4RQpgaQnhnpgg99Hw5cAcwmvTs1qdP9DNKkiRJkiRJ0pHc/Zf0rNGzxw+hIDc74TSSequcrBQjBhcAsLKyOuE0UvfozX9qfhG4ArgAWBNCeAoYC5wH7ALe/bL7y4ApvHIf0H8HzgdagRbgR4dbgiLGePMh3w4Dfgp8I4QwLzPeCOAsoATYArz5WCWrJEmSJEmSJHXUvtomHlu+HYCLp1QknEZSbzemtIjNe+pYWbmfy2YMSzqO1OV6bTkaY2wIIVwK/DPwNuANwF7gduCzMcYtx/mq9v1BszLvOZKbD/nn1cDXgdmkZ5yWAo2Z8w+Q3rN033GOL0mSJEmSJEnH7YEFW2hujYwtK2JMWdGxH5CkoxhTWsjTwMpt+5OOInWLXluOAsQY64F/y3wd695bgVsPc/5mXlp8Hs+4lZzEvqSSJEmSJEmSdCLa2iL3zk/PC7loSnnCaST1Be0/ZLGyspoYI4dbXVPqS3rlnqOSJEmSJEmS1B89t3Y3lfvqKcjJ4uzxQ5KOI6kPGDGogOxUYH99C9uq6pOOI3U5y1FJkiRJkiRJ6iXu/stmAM6bVEpudlbCaST1BdlZKUYMLgBgRaVL66rvsxyVJEmSJEmSpF5gR3U9T6/eBcDFUyoSTiOpLxlT2r60ruWo+j7LUUmSJEmSJEnqBe6bv4W2CJOHlTBsUEHScST1IX/dd9RyVH2f5agkSZIkSZIk9XBNLW3cM28LABdPKU84jaS+ZkxpIQCrtlUTY0w4jdS1LEclSZIkSZIkqYf74/Lt7KttYmBhDrPGDk46jqQ+ZvigArJTgf31LVTuq086jtSlLEclSZIkSZIkqYe787lNQHqv0ayUf60rqXNlZ6UYOSQ9e3SFS+uqj/NPUUmSJEmSJEnqwVZsrWbplmqyUoELJrukrqSuMTqztO7KyuqEk0hdy3JUkiRJkiRJknqw3zyfnjV65rjBDCzMSTiNpL5qbGkRACudOao+znJUkiRJkiRJknqofbVN/OGF7QBcMnVowmkk9WWjM+Xoqm37iTEmnEbqOpajkiRJkiRJktRDPbBgC02tbYwpLWRceVHScST1YSMG55OdCtQ0tLBlb13ScaQuYzkqSZIkSZIkST1QS2sbd/1lMwCXTBtKCCHhRJL6sqxUipFD2vcddWld9V2Wo5IkSZIkSZLUA/1p9S52VDdQnJfNWeOGJB1HUj8wtiw9Q32F5aj6MMtRSZIkSZIkSeqBfv3sRgAuOKWcnGz/KldS1xuT2Xd0xdbqhJNIXcc/USVJkiRJkiSph1lZuZ8FG/aRCoFXTS1POo6kfqJ95uiqbftpbYsJp5G6huWoJEmSJEmSJPUwv3pmAwBnjh/M4KK8ZMNI6jeGDcwnNztFXVMrm3bXJh1H6hKWo5IkSZIkSZLUg+ysbuAPS7cDcPn0YQmnkdSfpFKB0aWFAKyodGld9U2Wo5IkSZIkSZLUg/zm+U20tkUmDy1hTGaJS0nqLmMz+44u37o/4SRS17AclSRJkiRJkqQeoq6xhXvnbQbgshlDE04jqT9q33d0pTNH1UdZjkqSJEmSJElSD/HbhVupaWihYkAep44elHQcSf1Q+4z1NdtraGltSziN1PksRyVJkiRJkiSpB2hti/zfsxsBuHT6MFIhJJxIUn9UXpJHQW4WjS1trN15IOk4UqezHJUkSZIkSZKkHuCpVTvZuq+eorwszptYmnQcSf1UCOHgvqMrtrq0rvoey1FJkiRJkiRJSliMkV88vQGAi6ZUkJeTlWwgSf3amLJCAFZU7k84idT5LEclSZIkSZIkKWGLNu7jhc1VZKcCl0ytSDqOpH5ubGbf0RWVzhxV32M5KkmSJEmSJEkJu/3JdQDMnlzGwMLchNNI6u/GZJbVXbvjAI3NrQmnkTqX5agkSZIkSZIkJWjF1mqeW7uHVIBXnzo86TiSxOCiXErys2lti6zZUZN0HKlTWY5KkiRJkiRJUoJufyo9a/TsCaWUleQlnEaSIITAmPaldbe6tK76FstRSZIkSZIkSUrI+p0HeGLFTgCuPM1Zo5J6jrGl7fuO7k84idS5LEclSZIkSZIkKSE/ycwanTV2MMMHFSScRpL+ypmj6qssRyVJkiRJkiQpAVv31vHIC9sBeI2zRiX1MGMyM0c37KqlrrEl4TRS57EclSRJkiRJkqQE/Pzp9bTGyLQRAw7O0JKknmJgYQ6DCnOIwKptLq2rvsNyVJIkSZIkSZK62faqen67cCsAr5k5IuE0knR4YzM/uLF8q+Wo+o5OL0dDCDeFEPI7+72SJEmSJEmS1Ff86Im1NLdGJg8rYfKwkqTjSNJhjSsrBmD51qpkg0idqCtmjv4YqAwh/G8I4fQueL8kSZIkSZIk9Vobd9fy0MJKAK49c1TCaSTpyMaWp2eOLttanXASqfN0RTn6QyAb+DCwIITwbAjh70IILpovSZIkSZIkqd/7wWMv0hojp44ayISK4qTjSNIRjSktIgDbqxrYc6Ax6ThSp+j0cjTG+D5gOPA+4C/AucD3Sc8m/W4I4ezOHlOSJEmSJEmSeoM12/fzh6XbAXi9s0Yl9XAFuVkMHZTeSXGFs0fVR3TFzFFijLUxxh/GGGcDM4FvAS2kC9PnQggLQwgfCCEM6IrxJUmSJEmSJKkn+u6jLwJw1vghjBpSmHAaSTq2v+47ajmqvqFLytFDxRiXxhj/HhgBvAN4EjiddGFaGUL4UQjhrK7OIUmSJEmSJElJWrJpH0+v3kUqwNWzRiYdR5KOy9iyzL6jWyxH1Td0eTl6iBygJPMFEDLn3gU8H0K4M4QwqBvzSJIkSZIkSVK3iDHy3UfXADB7UhlDB+YnnEiSjs+4TDm6fGs1McaE00gnr8vL0RDC7BDCj4BtwLdJL7N7N3AlMAB4O/ACcD3wP12dR5IkSZIkSZK629Ord7Fgwz6yU4GrTh+RdBxJOm4jBheQnQrUNLSweW9d0nGkk9Yl5WgIYXAI4e9DCC8AT5OeHboX+BwwJsZ4Q4zxDzHGxhjjr4CzgeXA67oijyRJkiRJkiQlpbmlja8/vAqAS6cPZUhxXsKJJOn4ZWelGF2a3iPZfUfVF3R6ORpC+DmwFfhvYBrwO+BaYHyM8Ysxxu0vfybG2AL8BRjc2XkkSZIkSZIkKUn/9+xGtuytY0BBDq911qikXmhcWTEAy913VH1Adhe8823AduA24Psxxk3H+dw9wMYuyCNJkiRJkiRJidhT08htT6wF4NozR5Gfk5VwIknquLHlRbACljlzVH1AV5SjbwLuy8wGPW4xxgeAB7ogjyRJkiRJkiQl4juPrqGuqZWxZUWcN6k06TiSdELGlhUBsHrbfppb2sjJ7pJdG6Vu0RW/eouAc491Uwhhdgjhb7tgfEmSJEmSJElK3PKt1fx24VYA3nTuGFIhJJxIkk5MeUkehblZNLdGXtxRk3Qc6aR0RTl6O/Ce47jv74Afd8H4kiRJkiRJkpSotrbI1x5aAcC5E0sZX1GccCJJOnEhhIOzR11aV71dkvOeU0BMcHxJkiRJkiRJ6hL3L9jC0i3V5GWnuO6sUUnHkaSTNq48/UMey7dYjqp3S7IcnQDsT3B8SZIkSZIkSep0O6rr+Z+5qwC4+oyRDCrMTTiRJJ28cc4cVR+R3RkvCSH828tOzTrMuUPHnAK8CnikM8aXJEmSJEmSpJ4gxsiX719OXVMr48uLuHTa0KQjSVKnaF9Wd+PuWg40NFOcn5NwIunEdEo5CtxKeonckDnOynwdzU7gM500viRJkiRJkiQl7sFFlTz74m6yswLvuHA8qVRIOpIkdYqSghxKi3PZc6CJFZX7OWdCadKRpBPSWeXouzLHANwG/An40RHubQIqgWdjjI2dNL4kSZIkSZIkJWrn/ga+/ruVAFwzayTDBhUknEiSOtfYsiL2HGhi2ZZqy1H1Wp1SjsYYf9L+zyGEm4DfHXpOkiRJkiRJkvqyGCP/8cByDjS2MLasiMtmDEs6kiR1uvHlxSzYsI+lW6qSjiKdsM6aOXpQjPHSzn6nJEmSJEmSJPVkDyzYytOrd5GdSi+nm+VyupL6oHHlxQAs21JNjJEQ/L1OvU8q6QCSJEmSJEmS1Jut2raf/3pwBQBXnzGSEYNdTldS3zR6SCFZqcC+2iYq99UnHUc6ISc9czSE8EcgAjfFGLdkvj9eMcZ4+clmkCRJkiRJkqQk7K9v5p//bxFNrW2cOmogV5zqcrqS+q6c7BSjhxSyYXctS7dUMXJIYdKRpA7rjGV155AuRwsP+f54xU4YX5IkSZIkSZK6XVtb5PN3v0DlvnpKi/O46eIJpFxiUlIfN768mA27a3lhczWvmTki6ThSh3VGOTo+c9z6su8lSZIkSZIkqc/62Z/Wp/cZzQq899KJFOZ1xl+3SlLPNq68CFbAsi1VSUeRTshJ/2kdY9x4tO8lSZIkSZIkqa957sXdfO+PawB4y+yxjC4tSjiRJHWP8eXFAKzeXkNDcyv5OVkJJ5I6JpV0AEmSJEmSJEnqTZZuqeLTdyyiLcL5k8u4YHJ50pEkqdsMKc5lQEEOrW2RVdv2Jx1H6rBOL0dDCENDCK8KIQx92fmJIYQ7QghLQwgPhRBmd/bYkiRJkiRJktSV1u6o4eM/m099cytThw/gLbPHJh1JkrpVCIHx5enZ8ks3VyUbRjoBXTFz9NPAY8DA9hMhhAHAn4A3AdOB1wKPhhAmd8H4kiRJkiRJktTptu6t46M/m09NQwvjy4t472WTyMlycT5J/c+4zNK6S7dUJ5xE6riu+JN7DrA8xrj6kHM3A0OBXwFTgE8ABcA/dMH4kiRJkiRJktSpdtc08vc/ncfumkZGDCrgg1ec4j57kvqt8QfL0apkg0gnoCvK0ZHAupeduxpoAT4WY1wTY/w6sBi4pAvGlyRJkiRJkqROs2HXAd7/o+fYuq+espI8brnyFIryspOOJUmJGVNaSCrArv2N7KxuSDqO1CFdUY6WAHXt34QQsoDzgfkxxt2H3LcSGNUF40uSJEmSJElSp5i/fg/v/WG6GC0tzuMjV57CwMLcpGNJUqLycrIYObgQcPaoep+uKEcrgamHfH8RUAw8/rL7soGmLhhfkiRJkiRJkk7abxdu5e9/+tc9Rj95zTTKSvKTjiVJPcK48iIAXthclWwQqYO6ohx9BpgZQvhYCOE04ItABB542X3TgK1dML4kSZIkSZIknbCG5la+8fBKvnjvUlrbImeNG8JHXzOVkvycpKNJUo8xvqJ939HqhJNIHdMVC+N/GXgj8P9lvg/AYzHGP7ffEEIYB0wHftQF40uSJEmSJElKUIyREELSMU7Iwg17+dL9y9i8J71z2GtnDufqM0aS6qWfR5K6yvjydDm6att+mlvayMnuivl4Uufr9HI0xrgshHAR8FGgDJgP/OfLbnsNsBi492TGCiEUAP8MvBUYA+wFHgY+G2M8rlmpIYRBwOuA1wOzgZFAI7Ac+CXw7Rhj8xGezQL+Hng3MAk4ADwGfC7GuOKEP5gkSZIkSZLUg7W1RTbuqWVl5X6Wb61mw65a9tc3U13fxP76ZuoaW8nJCuTnZJGfm0VBThblA/IZMaiA4YMKGD64gPHlRYwvLyYvJyvpjwNAbUML33xkNffM2wzAwMIc3jp7LDPHDE44mST1TOUleRTlZVPb2MKaHTVMHzkw6UjScemKmaPEGBcANx3l+veA753MGCGEfOCPpAvNbcB9wDjgXcA1IYTZMcZ1x/GqfwT+hfTSv4uA54By4ELgXOCGEMJrYox1Lxs/BfwGuB6oAh4kXQbfAFwdQrg0xvj8yXxGSZIkSZIkqadobG7l6TW7mLt4G39Zv4e6xtaj3t/cGmlubaGmoQWATXvqmP+ye7JSgXFlRUwaVsLU4QOYPmogU4YPIL8bC9O9Bxq56y+buev5TVTVpedIXHhKOdefPYqC3C7561NJ6hNCCIwvL2Lplmpe2FxlOapeozf/6f6vpIvRZ4ArY4wHAEIInyC9pO9twJzjeE8t8FXgWzHGTe0nQwiTgT8AF2XG+szLnns36WJ0DXBxjHFH5rm/Ae4EfhFCmBZjbDnRDyhJkiRJkiQlbenmKu5bsIXHlu/gQMNf/6orJyvF6NJCxpYVMXJwIQMKsinMy6YoL5v8nCxa29pobG6jqbWNxuZW9tU2sedAE7trGtlT00hlVR21ja2s3XmAtTsPMHfJNiBdmE4aWsL0kQOZMWog00cOZGxZEVmpzlvWNsbIup0H+M1zm3hoUSVNrW0AVAzI48bzx3HK8AGdNpYk9WXjyotZuqWapZureMvssUnHkY5Ll5ajIYQxwHAg70j3xBifPIH35gK3ZL79cHsxmnnf10IINwGXhBDOijG+/AfSXj7+l49wfk0I4dOkl9a9kVeWo5/IHD/VXoxmnrsrhHA/cC1wHXBXBz6aJEmSJEmS1COs3raf7z66hj+v2X3w3KDCHM6ZUMqZ44cwcnDhSRWWMUaq6prZsreOLXvr2Li7lg27DlDT0MKqbftZtW3/wSVuC3OzmDJ8ABOHFjOxooQJQ4uZUF5MSUFOh8ZasGEvz724m+fX7mF7dcPB62PLirh8xjBmjR3cqSWsJPV1EyrS+44u2VyVbBCpA7qkHA0hvBv4LOl9QI/lRNbIuBAYCKyNMS48zPU7gZmk9xE9ajl6DIszxxGHngwhjAemAfWkl9M93PjXZsa3HJUkSZIkSVKvsWl3Ld9/7EX+sHQ7AKkA50wo5fzJZUwcWkIqdE55GEJgcFEug4tyOW30ICBdYu6rbWLD7lo27Kpl0+5aNu6ppa6plYUb97Fw476XvKMwN72XafmAPEqL88jJShECpEIgxsjumka2Vzewvbr+FcsAZ6cCM0YN5LIZw5hYUUzopM8lSf3JuLIiUgF2VDewo7qeoQMLko4kHVOnl6MhhHcBP8x8uxRYDdR08jCnZ44LjnC9/fzMkxxnQua4/QjjL40xNnfh+JIkSZIkSVK3aG2L/OrPG/jeH9fQ3BoJwFkThnD1rJFUDMjvlgwhBIYU5zGkOI8zxw0BoK0tsq26ni176ti6r55tVfVU7qujqq6ZuqZWNu6uZePu2uN6/7BB+UwfMZBpIwcyaWgxudndt7epJPVFeTlZjBpSyKY9dSzZVMWrT7McVc/XFTNHPwG0ADfEGO/vgvfDX2ekbjnC9fbzJ7vA9Uczx/sSGl+SJEmSJEnqctuq6vnCPS+wcEN6Zub0kQN5w1mjGDmkMOFkkEoFRg4uZOTgl2ZpaG6luq6Jqrpmquqa2F/fTGyDSCRGiEBJfna6bC3KZUhxrmWoJHWBCRXFbNpTx+JNVbz6tOFJx5GOqSvK0cnAk11YjAIUZ451R7je/qNiJSc6QAjhA8AVQBXwla4cP4Sw7AiXJh7P85IkSZIkSdKJenhJJf/52xXUNraQl53ihnPHcP7ksh6/zGx+Thb5AwtcwlGSEjahooTHV+xkyeZ9x75Z6gG6ohzdC+w+5l09WAjhYuAbpH/A7N0xxsqEI0mSJEmSJEmdqq0t8s1HVvPLP28AYHx5ETddPIHyblpCV5LUN0ysSM8ne3F7DbWNLRTldUX1JHWervgVeh9wTQgh5wj7cXaGA5njkdb1KMocO7zXaQjhVNKfIRf4+xjjPV09foxxxhGyLAOmH887JEmSJEmSpOPV2NzKF+5ZyqPLtgNw1ekjuOr0EWSlevZsUUlSzzOoKJchRbnsrW1i2ZZqzp1YmnQk6ahSXfDOz5BeVvbHIYTBXfB+gE2Z46gjXG8/v7EjLw0hjAd+DwwGbo0x/m93ji9JkiRJkiR1teq6Jj76s/k8umw7WanATRdP4JozRlqMSpJO2ITM7NEXXFpXvUBXzBz9/4DlwI3A1SGE+cAWoO0w98YY49+dwBiLM8czj3C9/fyS431hCGE48AgwHPhGjPHzxzH+qUeYIdvh8SVJkiRJkqSutrO6gY/8dB4bd9eSn5PF+y6bxJThA5KOJUnq5SZUFDNv/V6WbKpKOop0TF1Rjt58yD8PBC47yr0ROJFy9GmgGpgYQpgVY1z0sus3ZI4PHM/LMjNc5wITgR8DHz/a/THG9SGEFcA04Grg3pMZX5IkSZIkSepqew80HixGBxXm8KFXn8LIwUfaNUqSpOM3oaIEgBe2VNHaFl2NQD1aV5Sjl3bBO18ixtgUQvgm8C/At0IIV8YYawFCCJ8AZgJPxBjntz8TQrgFuAW4J8b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      "text/plain": [
       "<Figure size 2250x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,6),dpi=150)\n",
    "sns.kdeplot(data=norm_scores[['RT_Norm','STARS']],clip=[0,5],shade=True,palette='Set1',ax=ax)\n",
    "move_legend(ax, \"upper left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**OPTIONAL TASK: Create a histplot comparing all normalized scores.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Count'>"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2250x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(figsize=(15,6),dpi=150)\n",
    "sns.histplot(norm_scores,bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### How are the worst movies rated across all platforms?\n",
    "\n",
    "**TASK: Create a clustermap visualization of all normalized scores. Note the differences in ratings, highly rated movies should be clustered together versus poorly rated movies. Note: This clustermap does not need to have the FILM titles as the index, feel free to drop it for the clustermap.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1aa7cb2b548>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(norm_scores,cmap='magma',col_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**TASK: Clearly Fandango is rating movies much higher than other sites, especially considering that it is then displaying a rounded up version of the rating. Let's examine the top 10 worst movies. Based off the Rotten Tomatoes Critic Ratings, what are the top 10 lowest rated movies? What are the normalized scores across all platforms for these movies? You may need to add the FILM column back in to your DataFrame of normalized scores to see the results.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [],
   "source": [
    "norm_films = df[['STARS','RATING','RT_Norm','RTU_Norm','Meta_Norm','Meta_U_Norm','IMDB_Norm','FILM']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "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>STARS</th>\n",
       "      <th>RATING</th>\n",
       "      <th>RT_Norm</th>\n",
       "      <th>RTU_Norm</th>\n",
       "      <th>Meta_Norm</th>\n",
       "      <th>Meta_U_Norm</th>\n",
       "      <th>IMDB_Norm</th>\n",
       "      <th>FILM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Paul Blart: Mall Cop 2 (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>4.5</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Taken 3 (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Fantastic Four (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Hot Pursuit (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Hitman: Agent 47 (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.3</td>\n",
       "      <td>The Boy Next Door (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>Seventh Son (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>Mortdecai (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>Sinister 2 (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>3.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.7</td>\n",
       "      <td>Unfinished Business (2015)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    STARS  RATING  RT_Norm  RTU_Norm  Meta_Norm  Meta_U_Norm  IMDB_Norm  \\\n",
       "49    3.5     3.5      0.2       1.8        0.6          1.2        2.2   \n",
       "25    4.5     4.1      0.4       2.3        1.3          2.3        3.0   \n",
       "28    3.0     2.7      0.4       1.0        1.4          1.2        2.0   \n",
       "54    4.0     3.7      0.4       1.8        1.6          1.8        2.4   \n",
       "84    4.0     3.9      0.4       2.4        1.4          1.6        3.0   \n",
       "50    4.0     3.6      0.5       1.8        1.5          2.8        2.3   \n",
       "77    3.5     3.2      0.6       1.8        1.5          2.0        2.8   \n",
       "78    3.5     3.2      0.6       1.5        1.4          1.6        2.8   \n",
       "83    3.5     3.3      0.6       1.7        1.6          2.5        2.8   \n",
       "87    3.5     3.2      0.6       1.4        1.6          1.9        2.7   \n",
       "\n",
       "                             FILM  \n",
       "49  Paul Blart: Mall Cop 2 (2015)  \n",
       "25                 Taken 3 (2015)  \n",
       "28          Fantastic Four (2015)  \n",
       "54             Hot Pursuit (2015)  \n",
       "84        Hitman: Agent 47 (2015)  \n",
       "50       The Boy Next Door (2015)  \n",
       "77             Seventh Son (2015)  \n",
       "78               Mortdecai (2015)  \n",
       "83              Sinister 2 (2015)  \n",
       "87     Unfinished Business (2015)  "
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm_films.nsmallest(10,'RT_Norm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**FINAL TASK: Visualize the distribution of ratings across all sites for the top 10 worst movies.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# CODE HERE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2250x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('\\n\\n')\n",
    "plt.figure(figsize=(15,6),dpi=150)\n",
    "worst_films = norm_films.nsmallest(10,'RT_Norm').drop('FILM',axis=1)\n",
    "sns.kdeplot(data=worst_films,clip=[0,5],shade=True,palette='Set1')\n",
    "plt.title(\"Ratings for RT Critic's 10 Worst Reviewed Films\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "----\n",
    "\n",
    "<img src=\"https://upload.wikimedia.org/wikipedia/en/6/6f/Taken_3_poster.jpg\">\n",
    "\n",
    "**Final thoughts: Wow! Fandango is showing around 3-4 star ratings for films that are clearly bad! Notice the biggest offender, [Taken 3!](https://www.youtube.com/watch?v=tJrfImRCHJ0). Fandango is displaying 4.5 stars on their site for a film with an [average rating of 1.86](https://en.wikipedia.org/wiki/Taken_3#Critical_response) across the other platforms!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "STARS                     4.5\n",
       "RATING                    4.1\n",
       "RT_Norm                   0.4\n",
       "RTU_Norm                  2.3\n",
       "Meta_Norm                 1.3\n",
       "Meta_U_Norm               2.3\n",
       "IMDB_Norm                   3\n",
       "FILM           Taken 3 (2015)\n",
       "Name: 25, dtype: object"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "norm_films.iloc[25]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.3"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.4+2.3+1.3+2.3+3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.86"
      ]
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "9.3/5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}