{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Science: Analysis of Movies released in the cinema between 2000 and 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](movies.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Author/Data Scientist: Nicolas CHEN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "\n",
    "The Internet Movie Database (IMDb) is a website that serves as an online database of world cinema. This website contains a large number of public data on films such as the title of the film, the year of release of the film, the genre of the film, the audience, the rating of critics, the duration of the film, the summary of the film, actors, directors and much more. Faced with the large amount of data available on this site, I thought that it would be interesting to analyze the movies data on the IMDb website between the year 2000 and the year 2017. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Objective\n",
    "\n",
    "This notebook aims to analyse the movies data with many various graphics and gives an interpretation of these data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Stack\n",
    "\n",
    "Python stack: Numpy, Matplotlib, Pandas and Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preparing the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the IMDb website, it is possible to filter the searches, and thus to display all the movies for one year, such as the year 2017. For example, the first page of all 2017 IMDb movies is available under the following URL:\n",
    "\n",
    "http://www.imdb.com/search/title?release_date=2017&sort=num_votes,desc&page=1\n",
    "\n",
    "So I started to list all the data available on this page, understand their meaning, and especially think of a way that can recover the data on IMDb. After having inventoried the data available on this page and understanding the meaning of each data item, I started the data selection phase, that is, the data I want to keep for my Data Science study.\n",
    "\n",
    "Here are the data I want to keep:\n",
    "\n",
    "* Movie title\n",
    "* Genre of the film\n",
    "* Duration of the film (in minutes)\n",
    "* Release year of the film\n",
    "* Number of public votes\n",
    "* Public rating (score out of 10)\n",
    "* Critics rating (score out of 100)\n",
    "* Movie Gross (millions of dollars)\n",
    "\n",
    "It remains now to recover these data on all the films between 2000 and 2017. My knowledge of HTML, CSS and Javascript helped me a lot to find a way to recover this data automatically. Like any website, the IMDb site code is HTML, CSS and Javascript. It was therefore necessary to parse this HTML code, and to recover only the concerned data between certain HTML tags and to apply this on several pages and on all the years of the year 2000 to the year 2017."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So I developed a Python script using the BeautifulSoup library, which allows to parse HTML code, I limited the parsing to 8 pages for each year, so starting with the year 2000, my Python script retrieves the data on 8 pages, then redo the same step on the following year until the year 2017. It is a webscraping technique.\n",
    "\n",
    "In my Python script, I send a GET HTML request to the IMDb site to retrieve the concerned page at regular times. Before launching the Python script, I still looked at the IMDb website with the movie list, and I realized that some data is missing on this IMDb site. For some movies, there is for example, no gross, no votes or no duration of the film. Since there are a lot of movies, it is likely that there are other missing data, so if I had started my Python script, I would have got a dataset with missing values.\n",
    "\n",
    "I have been thinking of several solutions to fix this dataset problem with missing values as follows:\n",
    "\n",
    "1. Delete the line with the missing values\n",
    "2. Fill empty fields with specific values\n",
    "3. Fill empty fields with calculations\n",
    "\n",
    "I opted for the first solution, so I updated my Python script, so that it does not take into account the movies whose data is missing during the parsing. Once done, I run my script then I got the dataset between 2000 and 2017.\n",
    "From this dataset, I built a dataframe then converted this dataframe to CSV file named 'dataframeMovies.csv'."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I loaded the CSV file 'dataframeMovies.csv' and with the Pandas library, it is possible to have an overview of this dataset and by applying functions like info(), describe() and head(), I checked the contents of my dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMoviesFull = pd.read_csv('dataframeMovies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4583"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataMoviesFull)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "My dataset contains 4583 lines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>Action</td>\n",
       "      <td>67</td>\n",
       "      <td>155</td>\n",
       "      <td>187.71</td>\n",
       "      <td>Gladiator</td>\n",
       "      <td>1096457</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>80</td>\n",
       "      <td>113</td>\n",
       "      <td>25.54</td>\n",
       "      <td>Memento</td>\n",
       "      <td>942923</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>8.3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>55</td>\n",
       "      <td>104</td>\n",
       "      <td>30.33</td>\n",
       "      <td>Snatch - Tu braques ou tu raques</td>\n",
       "      <td>663244</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8.3</td>\n",
       "      <td>Drama</td>\n",
       "      <td>68</td>\n",
       "      <td>102</td>\n",
       "      <td>3.64</td>\n",
       "      <td>Requiem for a Dream</td>\n",
       "      <td>640047</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7.4</td>\n",
       "      <td>Action</td>\n",
       "      <td>64</td>\n",
       "      <td>104</td>\n",
       "      <td>157.30</td>\n",
       "      <td>X-Men</td>\n",
       "      <td>498388</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>7.8</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>73</td>\n",
       "      <td>143</td>\n",
       "      <td>233.63</td>\n",
       "      <td>Seul au monde</td>\n",
       "      <td>435798</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>7.6</td>\n",
       "      <td>Crime</td>\n",
       "      <td>64</td>\n",
       "      <td>102</td>\n",
       "      <td>15.07</td>\n",
       "      <td>American Psycho</td>\n",
       "      <td>396271</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7.2</td>\n",
       "      <td>Drama</td>\n",
       "      <td>62</td>\n",
       "      <td>106</td>\n",
       "      <td>95.01</td>\n",
       "      <td>Incassable</td>\n",
       "      <td>284747</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>73</td>\n",
       "      <td>108</td>\n",
       "      <td>166.24</td>\n",
       "      <td>Mon beau-père et moi</td>\n",
       "      <td>277723</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>6.1</td>\n",
       "      <td>Action</td>\n",
       "      <td>59</td>\n",
       "      <td>123</td>\n",
       "      <td>215.41</td>\n",
       "      <td>M-I:2 Mission: Impossible 2</td>\n",
       "      <td>263188</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  audienceRating      Genre  criticRating  timeMin  \\\n",
       "0           0             8.5     Action            67      155   \n",
       "1           1             8.5    Mystery            80      113   \n",
       "2           2             8.3     Comedy            55      104   \n",
       "3           3             8.3      Drama            68      102   \n",
       "4           4             7.4     Action            64      104   \n",
       "5           5             7.8  Adventure            73      143   \n",
       "6           6             7.6      Crime            64      102   \n",
       "7           7             7.2      Drama            62      106   \n",
       "8           8             7.0     Comedy            73      108   \n",
       "9           9             6.1     Action            59      123   \n",
       "\n",
       "   grossMillions                             Movie     Vote  Year  \n",
       "0         187.71                         Gladiator  1096457  2000  \n",
       "1          25.54                           Memento   942923  2000  \n",
       "2          30.33  Snatch - Tu braques ou tu raques   663244  2000  \n",
       "3           3.64               Requiem for a Dream   640047  2000  \n",
       "4         157.30                             X-Men   498388  2000  \n",
       "5         233.63                     Seul au monde   435798  2000  \n",
       "6          15.07                   American Psycho   396271  2000  \n",
       "7          95.01                        Incassable   284747  2000  \n",
       "8         166.24              Mon beau-père et moi   277723  2000  \n",
       "9         215.41       M-I:2 Mission: Impossible 2   263188  2000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I display the first 10 lines."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I delete the unnamed column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#delete the useless column\n",
    "del dataMoviesFull['Unnamed: 0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.5</td>\n",
       "      <td>Action</td>\n",
       "      <td>67</td>\n",
       "      <td>155</td>\n",
       "      <td>187.71</td>\n",
       "      <td>Gladiator</td>\n",
       "      <td>1096457</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.5</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>80</td>\n",
       "      <td>113</td>\n",
       "      <td>25.54</td>\n",
       "      <td>Memento</td>\n",
       "      <td>942923</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8.3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>55</td>\n",
       "      <td>104</td>\n",
       "      <td>30.33</td>\n",
       "      <td>Snatch - Tu braques ou tu raques</td>\n",
       "      <td>663244</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.3</td>\n",
       "      <td>Drama</td>\n",
       "      <td>68</td>\n",
       "      <td>102</td>\n",
       "      <td>3.64</td>\n",
       "      <td>Requiem for a Dream</td>\n",
       "      <td>640047</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>Action</td>\n",
       "      <td>64</td>\n",
       "      <td>104</td>\n",
       "      <td>157.30</td>\n",
       "      <td>X-Men</td>\n",
       "      <td>498388</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7.8</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>73</td>\n",
       "      <td>143</td>\n",
       "      <td>233.63</td>\n",
       "      <td>Seul au monde</td>\n",
       "      <td>435798</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.6</td>\n",
       "      <td>Crime</td>\n",
       "      <td>64</td>\n",
       "      <td>102</td>\n",
       "      <td>15.07</td>\n",
       "      <td>American Psycho</td>\n",
       "      <td>396271</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.2</td>\n",
       "      <td>Drama</td>\n",
       "      <td>62</td>\n",
       "      <td>106</td>\n",
       "      <td>95.01</td>\n",
       "      <td>Incassable</td>\n",
       "      <td>284747</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>73</td>\n",
       "      <td>108</td>\n",
       "      <td>166.24</td>\n",
       "      <td>Mon beau-père et moi</td>\n",
       "      <td>277723</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.1</td>\n",
       "      <td>Action</td>\n",
       "      <td>59</td>\n",
       "      <td>123</td>\n",
       "      <td>215.41</td>\n",
       "      <td>M-I:2 Mission: Impossible 2</td>\n",
       "      <td>263188</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   audienceRating      Genre  criticRating  timeMin  grossMillions  \\\n",
       "0             8.5     Action            67      155         187.71   \n",
       "1             8.5    Mystery            80      113          25.54   \n",
       "2             8.3     Comedy            55      104          30.33   \n",
       "3             8.3      Drama            68      102           3.64   \n",
       "4             7.4     Action            64      104         157.30   \n",
       "5             7.8  Adventure            73      143         233.63   \n",
       "6             7.6      Crime            64      102          15.07   \n",
       "7             7.2      Drama            62      106          95.01   \n",
       "8             7.0     Comedy            73      108         166.24   \n",
       "9             6.1     Action            59      123         215.41   \n",
       "\n",
       "                              Movie     Vote  Year  \n",
       "0                         Gladiator  1096457  2000  \n",
       "1                           Memento   942923  2000  \n",
       "2  Snatch - Tu braques ou tu raques   663244  2000  \n",
       "3               Requiem for a Dream   640047  2000  \n",
       "4                             X-Men   498388  2000  \n",
       "5                     Seul au monde   435798  2000  \n",
       "6                   American Psycho   396271  2000  \n",
       "7                        Incassable   284747  2000  \n",
       "8              Mon beau-père et moi   277723  2000  \n",
       "9       M-I:2 Mission: Impossible 2   263188  2000  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maximum of some columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "936.66"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(dataMoviesFull.grossMillions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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",
       "        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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3900</th>\n",
       "      <td>8.1</td>\n",
       "      <td>Action</td>\n",
       "      <td>81</td>\n",
       "      <td>136</td>\n",
       "      <td>936.66</td>\n",
       "      <td>Star Wars: Episode VII - Le réveil de la Force</td>\n",
       "      <td>711233</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      audienceRating   Genre  criticRating  timeMin  grossMillions  \\\n",
       "3900             8.1  Action            81      136         936.66   \n",
       "\n",
       "                                               Movie    Vote  Year  \n",
       "3900  Star Wars: Episode VII - Le réveil de la Force  711233  2015  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull[(dataMoviesFull['grossMillions'] == 936.66)]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(dataMoviesFull.audienceRating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>80</td>\n",
       "      <td>235</td>\n",
       "      <td>0.00</td>\n",
       "      <td>The Century of the Self</td>\n",
       "      <td>3680</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2081</th>\n",
       "      <td>9.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>82</td>\n",
       "      <td>152</td>\n",
       "      <td>534.86</td>\n",
       "      <td>The Dark Knight: Le chevalier noir</td>\n",
       "      <td>1865768</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      audienceRating        Genre  criticRating  timeMin  grossMillions  \\\n",
       "769              9.0  Documentary            80      235           0.00   \n",
       "2081             9.0       Action            82      152         534.86   \n",
       "\n",
       "                                   Movie     Vote  Year  \n",
       "769              The Century of the Self     3680  2002  \n",
       "2081  The Dark Knight: Le chevalier noir  1865768  2008  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull[(dataMoviesFull['audienceRating'] == 9.0)]  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['audienceRating', 'Genre', 'criticRating', 'timeMin', 'grossMillions',\n",
       "       'Movie', 'Vote', 'Year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4583 entries, 0 to 4582\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    4583 non-null float64\n",
      "Genre             4583 non-null object\n",
      "criticRating      4583 non-null int64\n",
      "timeMin           4583 non-null int64\n",
      "grossMillions     4583 non-null float64\n",
      "Movie             4583 non-null object\n",
      "Vote              4583 non-null int64\n",
      "Year              4583 non-null int64\n",
      "dtypes: float64(2), int64(4), object(2)\n",
      "memory usage: 286.5+ KB\n"
     ]
    }
   ],
   "source": [
    "dataMoviesFull.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>audienceRating</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4583.000000</td>\n",
       "      <td>4583.000000</td>\n",
       "      <td>4583.000000</td>\n",
       "      <td>4583.000000</td>\n",
       "      <td>4.583000e+03</td>\n",
       "      <td>4583.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.510081</td>\n",
       "      <td>55.227144</td>\n",
       "      <td>107.127646</td>\n",
       "      <td>37.234787</td>\n",
       "      <td>8.450176e+04</td>\n",
       "      <td>2008.365263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.993184</td>\n",
       "      <td>17.947463</td>\n",
       "      <td>18.810458</td>\n",
       "      <td>66.157452</td>\n",
       "      <td>1.334644e+05</td>\n",
       "      <td>5.102369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.760000e+03</td>\n",
       "      <td>2000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.900000</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.428100e+04</td>\n",
       "      <td>2004.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.600000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>10.910000</td>\n",
       "      <td>3.541600e+04</td>\n",
       "      <td>2008.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.200000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>116.000000</td>\n",
       "      <td>45.060000</td>\n",
       "      <td>9.317800e+04</td>\n",
       "      <td>2013.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>366.000000</td>\n",
       "      <td>936.660000</td>\n",
       "      <td>1.865768e+06</td>\n",
       "      <td>2017.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       audienceRating  criticRating      timeMin  grossMillions          Vote  \\\n",
       "count     4583.000000   4583.000000  4583.000000    4583.000000  4.583000e+03   \n",
       "mean         6.510081     55.227144   107.127646      37.234787  8.450176e+04   \n",
       "std          0.993184     17.947463    18.810458      66.157452  1.334644e+05   \n",
       "min          1.500000      5.000000    48.000000       0.000000  2.760000e+03   \n",
       "25%          5.900000     42.000000    94.000000       0.500000  1.428100e+04   \n",
       "50%          6.600000     56.000000   104.000000      10.910000  3.541600e+04   \n",
       "75%          7.200000     69.000000   116.000000      45.060000  9.317800e+04   \n",
       "max          9.000000    100.000000   366.000000     936.660000  1.865768e+06   \n",
       "\n",
       "              Year  \n",
       "count  4583.000000  \n",
       "mean   2008.365263  \n",
       "std       5.102369  \n",
       "min    2000.000000  \n",
       "25%    2004.000000  \n",
       "50%    2008.000000  \n",
       "75%    2013.000000  \n",
       "max    2017.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert in category to count and use these columns\n",
    "dataMoviesFull.Movie = dataMoviesFull.Movie.astype('category')\n",
    "dataMoviesFull.Genre = dataMoviesFull.Genre.astype('category')\n",
    "dataMoviesFull.Year = dataMoviesFull.Year.astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4583 entries, 0 to 4582\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    4583 non-null float64\n",
      "Genre             4583 non-null category\n",
      "criticRating      4583 non-null int64\n",
      "timeMin           4583 non-null int64\n",
      "grossMillions     4583 non-null float64\n",
      "Movie             4583 non-null category\n",
      "Vote              4583 non-null int64\n",
      "Year              4583 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 424.7 KB\n"
     ]
    }
   ],
   "source": [
    "dataMoviesFull.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music',\n",
       "       'Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Action'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMoviesFull.Genre.cat.categories[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Divide the dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2000-2005"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subsetting the dataframe\n",
    "dataMovies_2000_2005_genre1 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2000) & (dataMoviesFull.Year <= 2005) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Action') | (dataMoviesFull.Genre == 'Adventure') | \\\n",
    "                       (dataMoviesFull.Genre == 'Animation') | (dataMoviesFull.Genre == 'Biography') | \\\n",
    "                       (dataMoviesFull.Genre == 'Comedy') | (dataMoviesFull.Genre == 'Crime'))] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2000_2005_genre2 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2000) & (dataMoviesFull.Year <= 2005) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Documentary') | (dataMoviesFull.Genre == 'Drama') | \\\n",
    "                       (dataMoviesFull.Genre == 'Family') | (dataMoviesFull.Genre == 'Fantasy') | \\\n",
    "                       (dataMoviesFull.Genre == 'Horror') | (dataMoviesFull.Genre == 'Music'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2000_2005_genre3 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2000) & (dataMoviesFull.Year <= 2005) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Mystery') | (dataMoviesFull.Genre == 'Romance') | \\\n",
    "                       (dataMoviesFull.Genre == 'Sci') | (dataMoviesFull.Genre == 'Thriller') | \\\n",
    "                       (dataMoviesFull.Genre == 'War') | (dataMoviesFull.Genre == 'Western'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2006-2011"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subsetting the dataframe\n",
    "dataMovies_2006_2011_genre1 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2006) & (dataMoviesFull.Year <= 2011) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Action') | (dataMoviesFull.Genre == 'Adventure') | \\\n",
    "                       (dataMoviesFull.Genre == 'Animation') | (dataMoviesFull.Genre == 'Biography') | \\\n",
    "                       (dataMoviesFull.Genre == 'Comedy') | (dataMoviesFull.Genre == 'Crime'))] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2006_2011_genre2 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2006) & (dataMoviesFull.Year <= 2011) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Documentary') | (dataMoviesFull.Genre == 'Drama') | \\\n",
    "                       (dataMoviesFull.Genre == 'Family') | (dataMoviesFull.Genre == 'Fantasy') | \\\n",
    "                       (dataMoviesFull.Genre == 'Horror') | (dataMoviesFull.Genre == 'Music'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2006_2011_genre3 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2006) & (dataMoviesFull.Year <= 2011) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Mystery') | (dataMoviesFull.Genre == 'Romance') | \\\n",
    "                       (dataMoviesFull.Genre == 'Sci') | (dataMoviesFull.Genre == 'Thriller') | \\\n",
    "                       (dataMoviesFull.Genre == 'War') | (dataMoviesFull.Genre == 'Western'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2012-2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subsetting the dataframe\n",
    "dataMovies_2012_2017_genre1 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2012) & (dataMoviesFull.Year <= 2017) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Action') | (dataMoviesFull.Genre == 'Adventure') | \\\n",
    "                       (dataMoviesFull.Genre == 'Animation') | (dataMoviesFull.Genre == 'Biography') | \\\n",
    "                       (dataMoviesFull.Genre == 'Comedy') | (dataMoviesFull.Genre == 'Crime'))] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2012_2017_genre2 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2012) & (dataMoviesFull.Year <= 2017) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Documentary') | (dataMoviesFull.Genre == 'Drama') | \\\n",
    "                       (dataMoviesFull.Genre == 'Family') | (dataMoviesFull.Genre == 'Fantasy') | \\\n",
    "                       (dataMoviesFull.Genre == 'Horror') | (dataMoviesFull.Genre == 'Music'))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2012_2017_genre3 = dataMoviesFull.loc[(dataMoviesFull.Year >= 2012) & (dataMoviesFull.Year <= 2017) & \\\n",
    "                        ((dataMoviesFull.Genre == 'Mystery') | (dataMoviesFull.Genre == 'Romance') | \\\n",
    "                       (dataMoviesFull.Genre == 'Sci') | (dataMoviesFull.Genre == 'Thriller') | \\\n",
    "                       (dataMoviesFull.Genre == 'War') | (dataMoviesFull.Genre == 'Western'))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview of a sub dataframe for 2012-2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 439 entries, 3101 to 4579\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    439 non-null float64\n",
      "Genre             439 non-null category\n",
      "criticRating      439 non-null int64\n",
      "timeMin           439 non-null int64\n",
      "grossMillions     439 non-null float64\n",
      "Movie             439 non-null category\n",
      "Vote              439 non-null int64\n",
      "Year              439 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 221.7 KB\n"
     ]
    }
   ],
   "source": [
    "dataMovies_2012_2017_genre2.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To sum up, here are the data that I use:\n",
    "\n",
    "* Movie title -> Movie\n",
    "* Genre of the movie -> Genre\n",
    "* Movie duration (in minutes) -> timeMin\n",
    "* Release year of the film -> Year\n",
    "* Number of public votes -> Vote\n",
    "* Public rating (score out of 10) -> audienceRating\n",
    "* Critics rating (score out of 100) -> criticRating\n",
    "* Movie Gross (in millions of dollars) -> grossMillions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime'], dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2005_genre1.Genre.cat.categories[0:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Joinplots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on critics ratings between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29556f22668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j1 = sns.jointplot(data=dataMoviesFull, x='criticRating', y='audienceRating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that there is a high concentration of points, following a straight line, which means that in most cases, the audience ratings of the movies are in agreement with those of the critics ratings. We also see that for the public, the distribution is stronger between 5/10 and 8/10 and those of the critics between 30/100 and 80/100, which confirms that in most cases, the coherence between the audience ratings and critics ratings.\n",
    "\n",
    "However, we can see that for some movies, the public is not in agreement with the critics, for example, for some movies, the audience ratings are between 1/10 and 3/10 while the ratings of the critics are between 40/100 and 60/100. We can also see that for other films, the audience ratings (ratings of the public) are between 4/10 and 7/10 while those of the critics are between 20/100 and 50/100.\n",
    "\n",
    "In this graph, we can conclude that the public often appreciates the movies and generally gives a score above 5/10 while the critics are more severe because the ratings of the critics are often lower than those of the public for any movie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joinplot with hexagonal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hexagon representation of audience ratings based on critics ratings between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x295572f5be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k1 = sns.jointplot(data=dataMoviesFull, x='criticRating', y='audienceRating', kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this graph, we can see the linearity of the notes between the audience and the critics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The most popular movies by the public and critics between 2000 and 2017\n",
    "\n",
    "After searching the dataset, we can determine the most popular movies by the public and the critics. The best movies appreciated by the public between 2000 and 2017 are:\n",
    "\n",
    "* \"The Century of the Self” released in 2002 with a score of 9/10.\n",
    "* \"The Dark Knight: The Black Knight” released in 2008 with a score of 9/10.\n",
    "\n",
    "The movie most appreciated by the critics is:\n",
    "\n",
    "* “Boyhood” released in 2014 with a score of 100/100."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings by length of film between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955784b860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j2 = sns.jointplot(data=dataMoviesFull, y='audienceRating', x='timeMin')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this graph, we see that most of the movies last between 60 minutes and 120 minutes and collect the most scores and these scores are between 4/10 and 8/10 with a majority of scores above 6/10.\n",
    "\n",
    "For some films that last more than 3 hours (180 minutes), we notice that the public appreciates them because it generally gives a score above 7/10. In this graph, we see that the longest film lasts 366 minutes, ie 6 hours and 10 minutes and has a score of 8.5/10, and after a search in the dataset, it is about the film “Our best years” released in 2003 which is a drama film."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the ratings of the critics according to the duration of the film between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x295572c55c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j3 = sns.jointplot(data=dataMoviesFull, y='criticRating', x='timeMin')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this graph, we note that for films between 60 minutes and 120 minutes, the ratings of the critics are more concentrated and vary between 10/100 and 98/100."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the gross of the films according to the notes of the public between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x295571888d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j4 = sns.jointplot(data=dataMoviesFull, y='grossMillions', x='audienceRating')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this chart, it is clear that the movies that have been well rated by the public are movies that have generated the most millions of dollars, which is logical because if people have enjoyed a movie, they will talk about them, which will encourage other people to go to the cinema to see it, and thus increase the gross of the movie. Audience (public) ratings are more concentrated between 5/10 and 8/10.\n",
    "\n",
    "**Movies that last a long time usually have a high score given by the audience**\n",
    "\n",
    "In the dataset, the movie that brought in the most millions of dollars is the movie “Star Wars: Episode VII – The Force Awakens” with 936.66 million dollars released in 2015."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphic representation of the gross of the films according to the scores of the critics between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955783c2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j5 = sns.jointplot(data=dataMoviesFull, x='criticRating', y='grossMillions')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this graph, we note that the ratings of the critics are more concentrated between 30/100 and 80/100, which means that the critics are more demanding towards the films than the public. We also note that the films that have high ratings from critics are those who have brought back a lot of money."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the number of votes according to the scores of the public between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x295575894a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j6 = sns.jointplot(data=dataMoviesFull, x='audienceRating', y='Vote')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphic representation of the gross of the films according to the duration of the film between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29558ab8898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "j7 = sns.jointplot(data=dataMoviesFull, x='timeMin', y='grossMillions')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this graph, we notice that the movies between 60 minutes and 150 minutes (2h30) are the ones that bring the most. On the other hand, movies with a very long duration, exceeding 3 hours, yield much less, that is to say, under one million dollars.\n",
    "\n",
    "We deduce that a director should avoid making a film with a duration at least 3 hours, and that he should limit his movie to duration between 1 and 2:30 so that his audience does not get tired during the projection of the film."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distribution by audience, critics, duration, gross, votes and year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Distplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lzMFKxKLevrlqhCRSESUlWGZ2r5kdNbPjZvaRRR7/d2b2kpntN7OnzWy3t32bmc162/eb2edLiUNq3/BUoaLUWeEKVmcyTl3EGBhXgiUSNufHZvnOwQF2b2jhfa/ZWrXnfe01nYzPZjhycaJqzykSRjNzuSUTrOIixNNpDRGU8Fp1kwsziwKfBd4I9APPmtmjzrlDC3Z7yDn3eW//twN/AtzrPXbCOXfrap9f1pbi6u9dycpWsKIRo6c5rk6CIiGTd46/f/4ciViUf3nbpqp29btufQttjfX8+OQwN25srdrzioSJc25ZQwTjdRGiZsykVcGS8CqlgnUncNw5d9I5lwYeBu5buINzbuHlvCSg8ROyKkPTc0QjRmui8h2FCp0ElWCJhMnek8OcG5vlrbdsIBGvboPcaMS4c3sHJwenGZrS/E2RxaQyefKOJZtcmBmJeJTpOVWwJLxKSbA2AX0L7vd7217BzD5oZieAzwC/v+Ch7Wb2vJn90Mx++UpPYmYPmtk+M9s3ODhYQrgSZsNTaToSsaqsibGupYGJVJZZXT0TCYWZuSzfOTTAjp4mbt7kTwXpti3tGPBC35gvzy8SdFNewrRUBQsgGatjWp/BEmKlJFiLfdP9hQqVc+6zzrlrgf8E/Bdv8wVgi3PuNuDDwENm1rLYkzjnvuic2+Oc29Pd3V1CuBJmw9NzFZ9/VdTdXBiGqCvRIuHww2ODpLN5fv3mDb4t+NvaWM/2riQv9I/hnAZriFxuxptTtdQcLIBEPMqMKlgSYqUkWP3A5gX3e4HzV9n/YeAdAM65OefcsHf7OeAEsKuEWKSG5Z1jeCpd8TWwirq95xlUq3aRwJuYLbRIv3VzG+tbGnyN5dbNbQxNpTk3NutrHCJBpAqWrCWlJFjPAjvNbLuZxYD7gUcX7mBmOxfcfStwzNve7TXJwMyuAXYCJ0uIRWrYZCpLNu/oSFangtWejBE1Y1AVLJHA++GxQfLOcc8N6/wOhRs3thKNmIYJiiyi2LRiqTlYUGjVPqMughJiq54J7JzLmtmHgG8DUeArzrmDZvYJYJ9z7lHgQ2b2a0AGGAUe8A6/G/iEmWWBHPDvnHMjpbwQqV3FoXrVqmBFI0ZHMqYKlkjAzaSz7Ds9wqt626p2AeZqGmNRdvU0ceD8BM4534YrigTRiipY8Tpm0znyGm4rIVVSqyXn3GPAY5dt+/iC2//+Csd9E/hmKc8ta0exRXu15mBBYR6W5mCJBNveUyNkco5f3vmL83Mf2nt22ed5z11byhbTjZtaOXxxkhf7x3nV5raynVck7GbmihWs5QwRjOJArdoltKrby1ZkFYaLLdobK9+ivairKc7RgUlyeUc0oqvQIkGTzeX58YlhdvY0sb61tLlXK0nGlnL9+mYiBt86eFEJlsgC0yuoYBWXWlCjCwmrUuZgiVTF8FSajmR1WrQXdTfHyOUdYzPpqj2niCzfgfMTTM1led2OLr9DeYVErI5rupv41oGL6iYossD0CroIJmN13jGqYEk4KcGSwBuamqOryvMr5jsJapigSCDtPTVMRzLGjp4mv0P5BTdubOHU0DQvD0z5HYpIYKykgpWMR19xjEjYKMGSQMs7x8h0ms4qNbgo6mpWq3aRoLo4nuLM8Ax3be+oamV7uXZvaMEMHj9wwe9QRAJjOp0jFo1QF1nGEEGvgqU5WBJWSrAk0CZmM2TzrqoNLqDw5p6MRdXoQiSAfnp6hGjEuH1Lu9+hLKq5oZ5Xb+3gWwcu+h2KSGBMz2VJxJdu0Q6FJheAWrVLaCnBkkAbnvY6CCarW8GCQhVLFSyRYMnk8rzQN8aNG1tIxoPbp+nNN63nyMVJTg9N+x2KSCBMz+Xm51YtpS4aIV4X0RBBCS0lWBJofrRoL+puijM4pSYXIkFy+MIEs5kce7Z2+B3KVb35xsLCx986qCqWCBQqWMllVrCgsNiwmlxIWCnBkkAbnpqjrsot2ou6m+NMz2WZ1Ru8SGA8d2aUtsZ6rulO+h3KVfW2J7ilt1XDBEU80+nsiqrOyXidhghKaCnBkkAbmq5+i/aiLnUSFAmUsZk0xy9NcfvW9kA2t7jcm29cz/6+MS6Mz/odiojvpueyyx4iCF4Fa04XOCWclGBJoA1PzdFZ5RbtRfOt2jUPSyQQfnZ2DAeBbW5xubfctB6Ab6uKtSaY2b1mdtTMjpvZRxZ5PG5mX/ce32tm27ztbzSz58zsJe/fX11wzB3e9uNm9udmIbiycAUz6dyKhggmY3Xza2eJhI0SLAmsXN6fFu1F7ckYUTN1EhQJgHze8bOzo1zTnaTDp4suK3VNdxO71jXxuBKsmmdmUeCzwFuA3cC7zWz3Zbt9ABh1zu0A/hT4tLd9CPgN59zNwAPA1xYc8zngQWCn93NvxV5EhU2tsIKVjNcxowqWhJQSLAmsc6OzZPOOnmZ/EqxoxOhIxlTBEgmAvadGGJlOs2drOKpXRffeuJ5nT4/oQk3tuxM47pw76ZxLAw8D9122z33AV73bjwD3mJk55553zp33th8EGrxq1wagxTn3Y+ecA/4GeEflX0plFCpYKxsimM7lSWWUZEn4KMGSwDoxNAX8fC6UH7qb45qDJRIAf7evj3hdhN0bWv0OZUXuvWkDeQffPTTgdyhSWZuAvgX3+71ti+7jnMsC40DnZfv8JvC8c27O279/iXNiZg+a2T4z2zc4OFjSi6ikqRWsgwXMV7tGZ9TNV8JHCZYE1olLhQSr26cKFhSSu5GpNNlc3rcYRNa6sZk0//elC9y6uY1YXbg+tm7Y0MyWjoS6Cda+xeZGuZXsY2Y3Uhg2+LsrOCfOuS865/Y45/Z0d3cvM9zqyuTypLN5mlY0RLCQjA1ruRQJoXB9UsmacmJwmkQs6utiot3NMXLO0TeqLmAifvnmz86Rzua5c3uw175ajJnxlpvW86MTQ4zPZvwORyqnH9i84H4vcP5K+5hZHdAKjHj3e4G/B97vnDuxYP/eJc4ZCsW5VIkVDRFUBUvCSwmWBNaJwan5Tn5+KQ5PPOUNVxSR6nLO8b/2nuG2LW1saG30O5xVefNN68nkHE8e0TDBGvYssNPMtptZDLgfePSyfR6l0MQC4J3Ak845Z2ZtwD8BH3XOPVPc2Tl3AZg0s9d43QPfD/xjpV9IJcxkCt0Ak7EVLDTsVbBGppVgSfgowZLAOjk45evwQPh5gnVycNrXOETWqr2nRjg5OM1779rqdyirdmtvG+ta4homWMO8OVUfAr4NHAa+4Zw7aGafMLO3e7t9Geg0s+PAh4FiK/cPATuAj5nZfu+nx3vs94D/ARwHTgCPV+cVlddsulDBalxBglUcTqgES8LIv7FXIlcxPpNhaCrNnq3+DglKxKI01kc5NaQES8QP/2vvWVoa6njbLRv43z8753c4qxKJGPfeuJ6v7+tjJp2dH/oktcU59xjw2GXbPr7gdgp41yLHfRL45BXOuQ+4qbyRVl8qU5jHHK9b/uLBDbEoBowqwZIQKqmCtYxF9f6dt0DefjN7euGaEGb2Ue+4o2b25lLikNpT7CDodwXLzOhqiinBEvHB0NQc3zpwgd+8o5eG+uVf+Q6iN9+0nlQmzw+PBrfLm0ilzGZWXsGKmNEYizKiOVgSQqtOsJa5qN5DzrmbnXO3Ap8B/sQ7djeF8ck3Ulg076+884kAweggWNTVFNcQQREfPPJcP5mc4713bfE7lJLdua2DjmRMiw7LmjTnJVgNK+wCmozVMTqt5jASPqVUsJZcVM85N7HgbpKftxe9D3jYOTfnnDtFYWzxnSXEIjXm+KUpYtEI7YmY36HQ1Rzn4kSK6bms36GIrBnZXJ6//ckZ7tzWwY6eZr/DKVldNMIbb1jHk0cuMZfVwqmytqymggWFVu3D01qLUsKnlARrOYvqYWYfNLMTFCpYv7+SY73jQ7GAnpTXkYuTXNvTRDSy2DIg1VVsdHF6WFUskWr5Py+ep390lv/n7mv8DqVs7r1pPVNzWZ45PuR3KCJVVZyDtdKhvglVsCSkSkmwlrsA3medc9cC/wn4Lys51js+8AvoSfm9PDDJ9euDcdW6q6lQRdM8LJHqyOcdn/vBCa5b18w91/csfUBIvHZHJ8lYlO8euuR3KCJVNV/BWmGClYxrDpaEUykJ1nIW1VvoYeAdqzxW1pDxmQwXxlNcF5AEqzPprYWleVgiVfG9wwO8PDDF7/3KtUQCUMUul3hdlLt3dfPkkQGcW/SaokhNSnkJVrx+ZV87CxWstP5eJHRKSbCWXFTPzHYuuPtW4Jh3+1HgfjOLm9l2YCfw0xJikRpydGASgOvWBSPBitVF2NjawElVsAJjGR1M42b2de/xvWa2zdveaWbfN7MpM/vLy475gXfOy9ehkSpyzvFXPzjB5o5G3nbLBr/DKbtfvb6HgYk5Dp6fWHpnkRqRWnUFq45s3jGR0hxoCZdVJ1jLXFTvQ2Z20Mz2U1hU7wHv2IPAN4BDwLeADzrnNOtXgAUJVkAqWADbu5NKsAJimR1MPwCMOud2AH8KfNrbngI+BvyHK5z+vc65W70fjePywY9PDrO/b4zfvfta6qIlrSQSSG+4vgczeOKwfr1k7SgmWCudg5X0mmJoLSwJm5I+vZxzjznndjnnrnXOfcrb9nHn3KPe7X/vnLvR+7LyBi+xKh77Ke+465xzoVyZXCrj6MUJmhvq2NDa4Hco87Z3JTk1OKVhCsGwZAdT7/5XvduPAPeYmTnnpp1zT1NItCSAPveDE3Q3x3nnHb1+h1IRXU1xbt3cxhNHBvwORaRqZjM56iJG/QovmhQX5dY8LAkbLScvgXP04iTXrWvGLDhzL67pamIilWVkOk1nk/9rc61xi3UhvetK+zjnsmY2DnQCS7Vv+2szywHfBD7pFsmozexB4EGALVvCvz5TkDx/dpR/PjbER99yfegXFn5o79krPtbdFOc7hwb4/A9P0NJQz3tqYJ0vkatJZfKr+ptOxlXBknCqvfEXEmrOuUKCFaDhgVAYIgjqJBgQy+lCuuxOpQu81zl3M/DL3s/7FttJnU0r5y+ePE57op7fes1Wv0OpqOL729GLkz5HIlIds5ncKhOsQh1gcFJrYUm4KMGSQDk3NstEKsv1G1r8DuUVrukqJFgn1UkwCJbThXR+HzOrA1qBkaud1Dl3zvt3EngILX5eVQfOjfPkkUt84PXb579U1ar1LQ20NdZzRAmWrBGpTI6GFXYQBGj23gsuKcGSkFGCJYFy4Nw4ADdvavU5klfa1NZIfdTU6CIYluxg6t1/wLv9TuDJxYb7FZlZnZl1ebfrgbcBB8oeuVzRXzx5jJaGOt7/2m1+h1JxZsZ165s5fmmSTC7vdzgiFZfK5FbcQRCgLhqhIxljYELTZiVcavsyoYTOgXMTRCMWmEWGi+qiEbZ2Jjk1NOV3KGueN6eq2ME0Cnyl2MEU2Oc12fky8DUzO06hcnV/8XgzOw20ADEzewfwJuAM8G0vuYoC3wO+VMWXtaYduTjBtw8O8Pv37KSlod7vcKrihg0t7D01oqq4rAmz6dUNEQToaY6rgiWhowRLAuWlc+Ps7GkK5AT37V1JzcEKCOfcY8Bjl237+ILbKeBdVzh22xVOe0e54pOV+Ysnj5OMRfmd123zO5Sq2d6VpD5qHB3QelhS+1KZ/KoqWADrWhq4pAqWhIyGCEpgOOc4cG48cMMDi67pSnJ6eIZcXq3aRcqlb2SGx166wPt+aRttiZjf4VRNfTTCNV1NHBtQVVxq32wmR3wVc7AA1rXEGZhQBUvCRQmWBMbFiRTD02lu7g1mgrW9K0k6m+f82KzfoYjUjL/9yRkiZjzw2truHLiYneuaGJ5Oc3Z4xu9QRCpqtXOwoFDBGpya08VNCRUlWBIYL/UXGlzcuDG4CRagRhciZZLK5Pj6vj7etHsdG1ob/Q6n6nb2FOaa/vDYoM+RiFRWKpOjMbbKOVgtDeTyjuFpVbEkPJRgSWAcODdOxGB3wFq0F23tLCRYZ4eVYImUw6MvnGdsJsP7f2mb36H4oqspRluinqdeVoIltS2VydNQt8oKVnMcgEsaJighoiYXEhgHzk+wo6dp1Ve5Kq2nOU68LsIZDecRKYtH9vXT3RTn5OC2nJWDAAAgAElEQVTUmmwgY2bs7GnmxyeGyeTy1Ed1zVNq02wJFax1LQ0ADEykuCmgc7RFLqd3cwmMl86NB/rNMxIxtnQkODOiBEukVH0jM/z09Ai3bWnDzPwOxzc7e5qYmsvyszOjfociUjGpEppc9LQUKlhqdCFhogRLAuHSRIrByTluCuj8q6KtnUlNSBcpg0dfOA/Aq3rbfI7EXzt6mohGjKc0D0tqVD7vmMuuvk17V1McM7TYsISKEiwJhJfOFRpcBLWDYNHWzgRnR2ZwTt2MRFbLOcf//lk/d27roD25dlqzL6ahPsptm9t46uUhv0MRqYi5bB5g1etb1kcjdCbjXJpUgiXhoQRLAuGlc+NYgBtcFG3tTDCbyTGoVeVFVu3IxUlODE5z320b/Q4lEO7e1c2B8+MMT+l9RWrPbCYHsOoKFmgtLAkfJVgSCAfOTXBNV5JkPNh9V7Z0JAA4rWGCIqv2vUMDmMGbdq/3O5RAuHtXN87B08dVxZLak/ISrIZVzsGCQqMLDRGUMFGCJYFw4Nw4Nwe4wUVRsVX7GbVqF1m17x4e4NbNbXR77ZfXups3tdKWqOeHatcuNWh2PsFSBUvWDiVY4ruhqTkuhqT96qa2RiIGZ9VJUGRVLo6neLF/nF+7YZ3foQRGNGK8fkcX/3xsSPM7peakypBg9TQ3MDw9RyaXL1dYIhVVUoJlZvea2VEzO25mH1nk8Q+b2SEze9HMnjCzrQsey5nZfu/n0VLikHArNrgIQ4IVq4uwqb1Ra2GJrNITRwYAeNNuJVgL3b2rm8HJOQ5fmPQ7FJGySpVlDlYDzhUuyIqEwaoTLDOLAp8F3gLsBt5tZrsv2+15YI9z7hbgEeAzCx6bdc7d6v28fbVxSPgd6C8kWLs3BrvBRdHWjqTWwhJZpScPX2JLR4IdPU1+hxIod+/sBlC7dqk5qUxpXQShMEQQtBaWhEcpFaw7gePOuZPOuTTwMHDfwh2cc993zhW/if4E6C3h+aRGHTg/zvauJC0N9X6HsixbOhOc1RwskRXL5PL85OQwd+/qWtOLCy9mfWsD161r5inNw5IaM5suTwULtBaWhEcpLds2AX0L7vcDd11l/w8Ajy+432Bm+4As8EfOuX8oIRYJkYf2nn3F/b0nR9jSmfiF7UG1tSPB6EyG8dkMrY3hSApFgmB/3xjT6Ryv39HldyiBdPeuLr76ozPMpLMkYsHuqCqyXKls6V0Ee7wK1iUtkSIhUUoFa7HLj4vOzjWz3wL2AH+8YPMW59we4D3An5nZtVc49kEz22dm+wYHdWWv1kzPZRmbzbCxtdHvUJZta2ehVftZzcMSWZGnjw0RMfila5RgLebuXd2kvSqfSK0oVrBKGSLYmYwTjRiXVMGSkCglweoHNi+43wucv3wnM/s14D8Db3fOzV96cM6d9/49CfwAuG2xJ3HOfdE5t8c5t6e7u7uEcCWIzo/NArCpPTwJ1pYOr1X7iIYJiqzEM8eHuLm3jdaEKr+LefW2DhrqIzz1stbDktqRypY+BysaMbqb4hoiKKFRSoL1LLDTzLabWQy4H3hFN0Azuw34AoXk6tKC7e1mFvdudwGvAw6VEIuE1DkvwQpTBWuLV8FSJ0GR5ZtMZXi+b4zX7+j0O5TAaqiPctf2Ts3DkpqSKs7Biq0+wQKthSXhsuoEyzmXBT4EfBs4DHzDOXfQzD5hZsWugH8MNAF/d1k79huAfWb2AvB9CnOwlGCtQefGZulIxkp+462mpngdXU1xDREUWYF9p0fJ5R2vu1bDA6/m7l3dnByapk+dSkNlGcvWxM3s697je81sm7e908y+b2ZTZvaXlx3zA++cxSVteqrzasprfh2sutKWXu1paVAFS0KjpFm0zrnHgMcu2/bxBbd/7QrH/Qi4uZTnltpwfmyWTe0Jv8NYsa2dCQ0RFFmBn54eoT5q3Lal3e9QAu1f7OriDym0a3/vXVuX3F/8t2DZmjdSmD7xrJk9etmF4w8Ao865HWZ2P/Bp4F8DKeBjwE3ez+Xe65zbV9EXUGGzmRz1UaMuWmKC1RznuTOjZYpKpLJK+20XKcFMOsvoTIZNbeEZHli0tSOhIYIiK/DTUyPctKk1VNVqP1zb3cTG1gYNEwyXJZet8e5/1bv9CHCPmZlzbto59zSFRKsmpTJ5GupK/7tf19LAyHSaOa8roUiQqQ+s+Ob8WOHzJAwJ1uUt5MdnM1wcT/HVH52mfpGrcu+5a0u1QhMJvFQmx4v9Y/zO67b7HUrgmRl37+rmn168QCaXX/T9RQJnOcvWzO/jnMua2TjQCSzV0eSvzSwHfBP4pHPuF7o1m9mDwIMAW7YE77NnNpOjoQwXVoqLDQ9OztEbwpEvsrbonVt8c36+wUWDz5GsXEcyhgNGp9N+hyISePv7xsjkHK/e1uF3KKFw965uJuey7O8b8zsUWZ7lLFuz7KVtFnivc+5m4Je9n/cttlPQuy3PZXIlrYFV1DO/2LAaXUjwqYIlvjk3Nkt7op5EPHy/hp3JGAAj0+n5N30R+bmFVd8njxSayJ4eng7NguJ+et21XUQMnnp5UElpOCxn2ZriPv1mVge0AiNXO6lz7pz376SZPURhKOLflCvoapnN5GgsoUV70brmwmet1sKSMFAFS3xzbmyWjSEYHriY9mKCNaMKlshSzgxPs64lTiIWvospfmhN1HPr5jbNwwqPJZet8e4/4N1+J/DkYsP9isyszlvGBjOrB94GHCh75FWQyuRKWgOrqDhE8KISLAkBJVjii9l0jpHpdCjmXy2mKV5HfdQYm8n4HYpIoOWdo290Zn6Bblmeu3d18+K5cUY0DDnwlrlszZeBTjM7DnwYmG/lbmangT8BftvM+s1sNxAHvm1mLwL7gXPAl6r1mspptkwJVnsiRjRiDE/pb0KCT5cTxRcXxr35VyFNsMyMtkRMX35EljA0NUcqk2dzezj/1v1y965u/ux7x3j6+BBvf9VGv8ORJSxj2ZoU8K4rHLvtCqe9o1zx+SmVydPSWF/yeSIRoyMZY2hKc7Ak+FTBEl9cGC+U+DeEsMFFUXuinjENERS5qv6RwsWUzR3q+rUSr+pto7WxXsMEJfRSmRyNZWhyAdDVFGdIFSwJASVY4ouLEymS8TqaG0q/quWX9kSMUQ0RFLmqvtEZ4nURupvjfocSKtGI8fodXfzzsUGuMlVHJPDKNQcLoKtJFSwJByVY4ouL4yk2hLz7XnsixmwmRyqjRQ9FrqRvdIZN7Y1EbLEu1XI1d+/qYmBijqMDk36HIrJq5eoiCIUK1vC0EiwJPiVYUnW5vGNgIsX6EA8PhJ93EhzVMEGRRWVyeS6Op9isRUFX5e5dhTWNNExQwmw2Xb4KVmcyxtCkPnMl+JRgSdUNTc2RzbtQz7+CwhwsgNFpDRMUWcz5sVnyDjW4WKUNrY3s7GniqZeH/A5FZNVS2Xz5hgg2x5nN5JhJZ8tyPpFKUYIlVVdcwyL0FayEKlgiV9M3Wmhw0asGF6t2965ufnp6hNm0hiJL+OTyjnQ2T0OZmlx0eiNHVMWSoFObdqm6i+Mpomahn/SeiEWJRSNKsESuoG9khtbGelpC3MymGh7ae/aKjxW/oP7R40e4bn0z77lrSxUjEynNXLZwYaBsc7C87w1D03Ns6dSFGwkuVbCk6i6Mz9LdHKcuEu5fPzOjPVmvToIiV9A/OqPhgSXa3pWkLmIcu6RGFxI+xcprY6xMCVbSS7Am1ehCgi3c33AllC6Oh7/BRVF7IsaoFhsW+QVTc1lGZzJa/6pE9dEI27uSHBuY8jsUkRVLZfMANNSVqclFU2GI4LA+dyXglGBJVY1Op5lIZUPf4KKoLRFjdCatdWpELtM3MgNArzoIlmxnTxODU3Na2FxCp1jBaihTBauYYKmCJUGnBEuq6vCFCSD8DS6KOhL1zGXzpDJ5v0MRCZS+0RkiBpvaNESwVDvXNQOoiiWhU1wnsqGuPF8343VRmhvqVMGSwFOCJVV1qJhghXyR4aI2r5PgiK4si7xC/8gs61oaiJXpi9Va1tMcp6Whjpc1D0tCpphglWsOFkB3U5zBKVWwJNhK+uQzs3vN7KiZHTezjyzy+IfN7JCZvWhmT5jZ1gWPPWBmx7yfB0qJQ8LjyMVJmuJ1NNdIV7H5xYZ1NU1kXj7v6Bud0QLDZWJm7FzXzInBKbI5VcslPIqjO8q1DhYUhgkOK8GSgFt1gmVmUeCzwFuA3cC7zWz3Zbs9D+xxzt0CPAJ8xju2A/gD4C7gTuAPzKx9tbFIeBy+MFEz868AOrwKluZGiPzcyaEp5rJ5NndoeGC57OxpIpXJ80L/mN+hiCzbbKa8bdoBupriDE3pM1eCrZQK1p3AcefcSedcGngYuG/hDs657zvnZry7PwF6vdtvBr7rnBtxzo0C3wXuLSEWCYFMLs+xgamaGR4I0FAfIV4XYUSt2kXmPX+2kASowUX57OhpwoAfvjzkdygiyzY/B6tMCw2DKlgSDqX8xm8C+hbc7/e2XckHgMdXeqyZPWhm+8xs3+DgYAnhit9ODU2TzuVrpsEFeGthJWKqYFXZMoYnx83s697je81sm7e908y+b2ZTZvaXlx1zh5m95B3z52Zm1Xk1tWd/3xjxukjoFxMPkkSsjt72Rp56WZ+DEh6z8wlWeStYozMZMhouKwFWSoK12JePRXtVm9lvAXuAP17psc65Lzrn9jjn9nR3d68qUAmGYgfBDa21NWyoPVlo1S7VsczhyR8ARp1zO4A/BT7tbU8BHwP+wyKn/hzwILDT+1FVfZX2943R295IRDlqWe1c18yL/WO6oCOhMVeBBKuzqXDhRnOfJchKSbD6gc0L7vcC5y/fycx+DfjPwNudc3MrOVZqy6ELE9RHja7mmN+hlFV7op7R6YzWwqqeJYcne/e/6t1+BLjHzMw5N+2ce5pCojXPzDYALc65H7vCf+TfAO+o6KuoUbPpHEcuTqrBRQXs7Gki7+Dp4xomKOFQiTlY3d5aWOokKEFWSoL1LLDTzLabWQy4H3h04Q5mdhvwBQrJ1aUFD30beJOZtXvNLd7kbZMaduTCJDt6mqmL1Fbb5vZEjHQuz4y3oKJU3HKGGM/v45zLAuNA5xLn7F/inLIMB86Pk8s7NncowSq33vYEzQ11GiYooVGZLoKFCtawGl1IgK36m673peVDFBKjw8A3nHMHzewTZvZ2b7c/BpqAvzOz/Wb2qHfsCPCHFJK0Z4FPeNukhh2+MMENG5r9DqPs2r1OghomWDXLGWK87GHIK91f80Kvbv98g4vaGgocBNGI8fodXTz18pAq5hIKs5kcsWiEaKR8w4W7vARrSBUsCbC6Ug52zj0GPHbZto8vuP1rVzn2K8BXSnl+CY/hqTkuTc6xe0OL36GUXXuysKbX6EyGXi02UA3LGWJc3KffzOqAVuBqF3H6+XmX0yudEyjMCwW+CLBnzx59y73M/r4xNnc01sxad0HTUBfl4kSKP/veMdZdpSPre+7aUsWoRBaXyuSIl7GDIBS6CIIqWBJstTVWSwLr8IVJAK5fX4MJVkKLDVfZksOTvfvFBczfCTzprnLJ3zl3AZg0s9d43QPfD/xj+UOvfc+fHeXWzbrSUCk71zUBcOzSlM+RiCwtlcmVdf4VQHO8jlhdRBUsCbSSKlgiy3XkYqGD4A0bmjk7MrPE3uHSUB+lsT6qIYJV4pzLmllxeHIU+EpxeDKwzzn3KPBl4GtmdpxC5er+4vFmdhpoAWJm9g7gTc65Q8DvAf8TaKSwpMTjyIpcHE9xfjzFv93c5ncoNastEaMjGeP00DSv39HldzgiV5XK5Euef/XQ3rO/sK2xPsqzp0cWfUzVWwkCJVhSFYcuTNDTHJ+fnFpr2hP1SrCqaBnDk1PAu65w7LYrbN8H3FS+KNee/X2jANy2pW2+ai3lt7UjwcsDkzjn0HJtEmSz6fJXsACa4nVMzWXLfl6RctEQQamKwxcmub4G518VtSVijM5k/A5DxFfPnx0jFo2we2Pt/q0HwbbOJNPpHEOagyIBl8rmaCjzHCxQgiXBpwRLKi6dzXP80mRNdhAs6kjGGJtJq7OXrGnPnx3jxk0txOvKf8Vafm5rV6EF/pnhaZ8jEbm62XSurC3ai5LxOqZSSrAkuJRgScUduzRJJue4cWOr36FUTFuinkzO6YqarFmZXJ4Xz41xmxpcVFx3U5xELMppJVgScKls6XOwFtMUr2N6LqeLmhJYSrCk4g6eLzS4uLGGhw0VOwmOaZigrFFHL06SyuS5bYsaXFSambGtM8np4dpqGCS1J1WxOVhRcs7NL2QsEjRKsKTiDp2foLE+yrbOpN+hVEx7UosNy9r2fF9hgWElWNWxtTPByHSayZQu6khwVWwOVkOhR5tGjUhQKcGSijt0YYIbNjSXdSX3oGlv9BYb1lpYskY9f3aU7uY4m9oa/Q5lTehtL8zDOjc663MkIlc2m87RGKvMHCxQgiXBpQRLKiqfdxw+P1HT868A4vVRErGoOgnKmrX/7Bi3bm5T2/Aq2dTWSMSgTwmWBFgqk6tI05smJVgScEqwpKL6R2eZnMuuibbN7YmYhgjKmjQ6nebk0LSGB1ZRrC7CupYG+kc1D0uCK5XJV6SCpQRLgk4JllTUwfPjQG03uCjSYsOyVu3v9+ZfqYNgVfW2N9I/OqtOahJIubwjncvTUIEKViJWhwHTSrAkoJRgSUUdujBBNGLsWle7a2AVtSdijM1kyOvLjqwxz58ZJWJwS29tDwUOmt72BLOZHMOa+ykBlMrkAGiMlf+rZjRiJOJ1TMxqWL4EkxIsqaiD5yfY0d1UkXUwgqY9GSOb11pYsvbsPTXCjRtb5yeeS3X0thcaimiYYDCY2b1mdtTMjpvZRxZ5PG5mX/ce32tm27ztnWb2fTObMrO/vOyYO8zsJe+YP7cQTXIsJliV+vxvbaxjQl00JaD0aSgVdej8BL90baffYVRFe0KdBKW2PbT37C9sy+byPHdmlNdc07no41I5Pc0N1EeNvtFZbtXwTF+ZWRT4LPBGoB941swedc4dWrDbB4BR59wOM7sf+DTwr4EU8DHgJu9noc8BDwI/AR4D7gUer+RrKZfZSidYDfVqLCWBpQqWVMzw1BwXJ1JrYv4VQFuiuBaW3vBl7egfnSWbdzW9zl1QRSPGprYE/SOqYAXAncBx59xJ51waeBi477J97gO+6t1+BLjHzMw5N+2ce5pCojXPzDYALc65H7vCRLu/Ad5R0VdRRpWuYLU01jOuIYISUEqwpGIOXZgAYPeGtZFgtXsJ1pgaXcgacnp4GoBtnQmfI1mbNrc3cmE8RTaf9zuUtW4T0Lfgfr+3bdF9nHNZYBy42hCPTd55rnZOzOxBM9tnZvsGBwdXEXplpDKF38mGusp81WxtrGc2kyOd1e++BI8SLKmYg+e9BGuNVLBidRGS8TpGNERQ1pBTQ9Osa4mT0PwrX/R2JMjmHRfHU0vvLJW02NyoyzseLWefFe/vnPuic26Pc25Pd3f3VU5XXTPpQgWrUnMzWxsLw/LV6EKCqKQEaxkTOu82s5+ZWdbM3nnZYzkz2+/9PFpKHBJMh85PsKmtcX7o3FrQnqhnTEMEZY3I5R1nhmc0PNBHP290oQWHfdYPbF5wvxc4f6V9zKwOaAVGljhn7xLnDKzpdKHhUyXWwYLCEEGAcTW6kABadYK1YELnW4DdwLvNbPdlu50Ffht4aJFTzDrnbvV+3r7aOCS4Dp4fXzPVqyItNixryYXxWdK5PNu7lGD5pa2xnqZ4nToJ+u9ZYKeZbTezGHA/cPnF40eBB7zb7wSedFdZxMw5dwGYNLPXeN0D3w/8Y/lDr4zZYgUrpgqWrD2lVLCWnNDpnDvtnHsR0ADZNWZ6Lsupoek10+CiqLgWVi6vtbCk9p0a8uZfKcHyjZnR295InypYvvLmVH0I+DZwGPiGc+6gmX3CzIoXkb8MdJrZceDDwPzIHzM7DfwJ8Ntm1r/ggvXvAf8DOA6cICQdBOHniwAnKlXBavAqWEqwJIBKuayw2ITOu1ZwfIOZ7QOywB855/5hsZ3M7EEKLUrZsmXLKkOVanvp3Dh5B6/a3OZ3KFXVnqwn5xyXJlNsaG30OxyRijo1NE1nMjb/RUf80due4OjFSVKZ3JpYczConHOPUWilvnDbxxfcTgHvusKx266wfR+/2Lo9FIpt2iuVYMXqIjTWR5VgSSCVUsFa6WTNy21xzu0B3gP8mZldu9hOQZ28KVf3Yv8YAK/qXWMJljffTPMhpNblneP08LSGBwZAb3sjDjg3pvcdCY5ik4tEhYYIQmGYoIYIShCVkmAtZ0LnFTnnznv/ngR+ANxWQiwSMC/0jbO5o5GO5NppcAE/T7D6tC6N1LiBiRSpjOZfBcGmtkK1/LwSLAmQmbksZtBQX7mG1S2NdWpyIYFUym/9ciZ0LsrM2s0s7t3uAl4HHLr6URIm+/vG1lz1CqAtURgqpQqW1LrTmn8VGMl4HW2Jer3vSKDMpHMk6qMU+nNURmtjPeOz2YqdX2S1Vp1gLWdCp5m92sz6KYw5/oKZHfQOvwHYZ2YvAN+nMAdLCVaNGJyc49zY7JpMsOqjEZob1NFLat/JoWnaGuvnq7bir01tjapgSaBMp3MVXx+vpbGe6bks2Zx6qUmwlPSbv4wJnc/yyjUcitt/BNxcynNLcM3Pv1pjDS6K2hMx+kb0RUdqVy7vODE4xU0bW/0ORTyb2ho5eH6C2XSuYusOiazEbDpbsQYXRW2NP+8k2NkUr+hziaxE5QbGypr1Qt8YEYObNq2tFu1FbYl6+sdUwZLa1T86QyqTZ+e6Zr9DEc/8PKxxXdyRYJhO52iscFfLLi+pGpyaq+jziKyUEiwpu31nRrlhQ0tFOwcFWUcixoWxlIYsSM06dmkKA67t1vyroCgmWOc0D0sCYjadI1nhIYLFBGtoUgmWBIsSLCmrbC7P/r4x9mxt9zsU37QnYmTzjosTKb9DEamI45em6G1vXLMXUYIoEa+jPVGvVu0SGNNVGCKYjNfRWB9lcCpd0ecRWSl9OkrJHtp7dv72ubFZZtI5Upn8K7avJW3Jn3cS7G1P+ByNSHnNpnP0jczwK9f1+B2KXGZTW6MSLAmM2XSOnubKz4vqbo4zpCGCEjCqYElZnRkutG7e2rl2E4sOLTYsNezE4BQO2LWuye9Q5DKb2hoZmU4z6y3wKuKnQgWr8tfxu5riGiIogaMES8rqzPAMrY31tK3h1s2tjfWYabFhqU3HLk0Rr4uoOhtAm7z/E1WxJAhm07mKDxEE6G6KMTmXJZXRhQUJDiVYUlZnR2bY0rG2v3jVRSOsa25QBUtqjnOOY5cmuba7iWikcouHyupsbGsAlGBJMMxUKcHq8oYhapigBIkSLCmb0Zk047OZNT08sGhzR6MWG5aaMzyVZmwmw04NDwykRMxrdKH3HvFZPu+8BKs6QwRBCZYEixIsKZtTg4X5V9d06ctXb3tCFSypOS9fmgRgZ4/WvwqqTe0JVbDEd6lsYbheNSpYnckYBgxOqpOgBIcSLCmbk0PTJGJRelq0mnpveyMXxmfJaC0sqSHHBqboSMboSK7dOZZBt6mtkdGZDKPT+rIp/pmeq16CVReN0JGMabFhCRQlWFI2J4em2N6VJGKam7G5PUHewXldSZYaMZvOcWJwiuvWq3oVZMUFhw+cH/c5ElnLip0sq7VWXk9znEtae1ICRAmWlMXodGFuxjVdSb9DCYQt3jy0M8OaCyG14enjQ2TzjhvWt/gdilxFMcF6sV8JlvhnOp0FqlPBAuhpaWB4Kk0u76ryfCJLUYIlZXFyyJt/1a35VwDbOguJ5hm1apca8b1DA8TrImzrUhObIGuMRelIxjhwTgmW+GemWMGKV6+ClXNOjS4kMJRgSVmcHJwiGYtWZdX2MOhpjhOvi3DGSzxFwiyfdzxx5BK71jVTF9HHRtBtamtUBUt8NVPlCta6lsISBZe04LAERHUuLUhNc85x/NIU1/Y0YZp/BUAkYmztTKiCJTXhhf4xhqbm+NXru/0ORZZhU1sjL50bZ2Q6rYYkUlEP7T276PZD3hzAHx4d5NjAVMXj6G6OY8CA5mFJQOhSpJRsYGKOybksO3s0PHChLR1JzmoOltSAJw5fIhoxdq1Tg4sw2NRemIf1koYJik/msoUOurG66nzNrI9GaE/GVMGSwFCCJSU77q2Ns0Nr47xCoYI1jXOadCvh9r3DA+zZ2l61jmBSmo2tXidBJVjik3SuugkWwDp1EpQAUYIlJTt2aYru5jitjfV+hxIo2zoTpDJ5XVGTUOsbmeHIxUneuHud36HIMjXGomzrTPBi/5jfocgalSlWsKLV+5rZ09LA0NQc6azWnxT/lfSbb2b3mtlRMztuZh9Z5PG7zexnZpY1s3de9tgDZnbM+3mglDjEP6lMjlND0xoeuIgtXifB02p0ISH2xOEBAO65QQlWmNzS28b+vjFV0MUXc35UsFri5B2cHtZnrvhv1b/5ZhYFPgu8BdgNvNvMdl+221ngt4GHLju2A/gD4C7gTuAPzKx9tbGIf/aeGiGbd0qwFrGtuBaWGl1IiH3v8CWu7U6yXWvchcrtW9oYmJjj/LiGTEn1ZbJ56iJGpIqNr7qbCp0ETw5WvqmGyFJKubRwJ3DcOXfSOZcGHgbuW7iDc+60c+5F4PJ67ZuB7zrnRpxzo8B3gXtLiEV88sThAeqjpvWvFrGxrZFoxNToogKWUT2Pm9nXvcf3mtm2BY991Nt+1MzevGD7aTN7ycz2m9m+6rySYBudTvPjk8O8cfd6v0ORFbpjawcAPzsz6nMkshbNZfNVrV4BdDUVOmaeGFQFS/xXym//JqBvwf1+b1tZjzWzB81sn5ntGxwcXFWgUhnOOZ44fIkd3U3UV3GcdVjURyP0tjdySsMVymqZ1dLKBcoAACAASURBVPMPAKPOuR3AnwKf9o7dDdwP3Ejhos5feecreoNz7lbn3J4Kv4xQ+O6hAXJ5x1tv3uB3KLJC129opqE+ws/OKsGS6svkqp9gxeujtDTUcVIJlgRAKb/9i9V9lzvYe9nHOue+6Jzb45zb092tNViC5MjFSc6NzXL9hha/Qwms7V1JTunNvtyWrJ5797/q3X4EuMcKi7TdBzzsnJtzzp0Cjnvnk0X800sX2NzRyE2b9DceNvXRCLf0tvGzs2p0IdU3l81XtcFFUWdTnFNDGiIo/ivlt78f2Lzgfi9wvgrHSkAUJ79ft17t2a9ke1eSU0Nq1V5my6mAz+/jnMsC40DnEsc64Dtm9pyZPXilJ18rVfXxmQzPHB/i12/aoAXEQ+r2Le0cPDdOKpPzOxRZY/yoYAF0N8U5qcZSEgCl/PY/C+w0s+1mFqMw7ObRZR77beBNZtbuNbd4k7dNQuR7hy/xqt5WWhrUnv1KrulKMpvJMTChVu1ltJwK+JX2udqxr3PO3U5h6OEHzezuxZ58rVTVv3PoItm849c1PDC0bt/SRjbvtOCwVN1cxp8Eq6s5zthMhpHpdNWfW2ShVf/2e1eFP0QhMToMfMM5d9DMPmFmbwcws1ebWT/wLuALZnbQO3YE+EMKSdqzwCe8bRISg5NzvNA/ptbNSyg2/1BXo7JaTgV8fh8zqwNagZGrHeucK/57Cfh71vjQwccPXGRTWyO39Lb6HYqs0u1bC8151ehCqm02k6OxPrr0jmXW7TW60Geu+K2kywvOucecc7ucc9c65z7lbfu4c+5R7/azzrle51zSOdfpnLtxwbFfcc7t8H7+urSXIdX2/SOXcA7uuaHH71ACrdjaWkMWymo51fNHgeL6eu8EnnSFcZqPAvd7XQa3AzuBn5pZ0syaAcwsSaGqfqAKryWQxmcz/POxQX795vUaHhhiXU1xtnQk1OhCqi6VydHgQ4LV1RQH9Jkr/qvzOwAJp+8dHmBjawO7N7TwQp+Gn1zJ+pYGGuuj6mpURs65rJkVq+dR4CvF6jmwz7vA82Xga2Z2nELl6n7v2INm9g3gEJAFPuicy5nZOuDvvWSiDnjIOfetqr+4gHji8ACZnOMtGh4YerdvaeOZE8M455QsS9WkMnlfKlhtiRj1UdNnrvhOCZasWCqT45+PDfGbd2zSB/YSIhFjW1dSXY3KzDn3GPDYZds+vuB2isLQ5MWO/RTwqcu2nQReVf5Iw+mxly6wsbWB2za3+R2KlOj2re38w/7z9I/Osrkj4Xc4sgbk8o50Lu9LBSsaMbZ2JjVEUHynxYtkxX50YojZTE7zr5bpmq6khitIaIzNpHnq5SHecrO6B9aC27d487A0TLDitAB6QbFrZWO9P18xr+1OclwJlvhMCZb8/+zdeZhcZZn38e9dVb1m6e509u6sJAESlgRCAEF0wBEYl7igII7iyIzOjIzOOBte87qMyzvyOjOoIzoqKuAWFAWjIoiCgMqSlWyQPSSdfe0svdVyv3+c051K051U0supPv37XFdfXXXqnKfuU6l+cu7zbKftFyt2Mqw8xRVnjYw6lAFh6qghbDvQRFsmF3UoIqf0ixU7acvmeOucQteNl2J2zthhVJQkWab1sPqUFkA/rjlMsKJowQKYMWYYL+9vojWj5QkkOkqw5LS0ZrI8tno3184aG8kUrAPRlJFDyDlsPaBWLCl+Dy7bzowxQ5k1XosLx0EqmeCC+iqWaCbBvqYF0EPHW7CiSbCmjxlGNucahyWR0hgsOS1PrdvHkdYMb7xAg99P5gfPbe143HCwCYBv/34L59W9csrrmy+d2G9xiZzMln3HWPLyQW6//hx1D4yReVNG8NXfbeRIS5phWrewr3S1iPml3e0TTtaTvwD6s52O7bwAugNfd/dvdH7jcGH0DwBMnBj9/yfRt2AFy6Os232Ec8fpRpFEQ00Qclp+uWIH1ZUlXDFN3QMLNXpYOQbsPtISdSgiJ/Xgsu2YwfzZ46MORXrR5VNryeacRVu03GQfimwB9GJb/LwlHXSHryiNJsGaMnIIyYSxfrfGYUl0lGBJwY61Zvj1mt1cf95YSpL66hSqNJWgZkgpuw+3Rh2KSLfcnZ8ua+CKs0Yyrqoi6nCkF100qYbSZIJnNu6POpQ40wLooea2aFuwylJJJtdWsm73kUjeXwSUYMlpeHjlTprastxwcX3UoQw4Y4aVseewWrCkeC1++SDbDjRrcosYKi9JMntiNc9sUoLVh7QAeijqMVgA00cPY/0etWBJdDQGSwr2wJIGpowc0jHtrxRu9PBy1u4+QiaXI5XQfQ0pHu3jBR9ctp2SpHG4JX3CGEKJh8un1vLlx9fT2JSmqlLjsHqbFkA/rjmdJWFQkoxuHOeMMUP59ZpdtKSzkbWkyeCmBEsKsnV/E89tPsA/X3u2Br+fgTHDy8k57Dvaxtjh5VGHI3KCdDbHyu2HmDW+irKULkbi6PKzavnSb9fz3Ob9vH7W2KjDiSUtgB5oT2qivFaYPmYYOYeNe48ya/wrJ5cS6Wu6lS4FWbBoKwlD3YfO0JjhZQDsVjdBKUIrGxppSee4eJJap+NqzsRqKkqS/H7DvqhDkZhrTmcj7R4IcO64YQCs3nE40jhk8FKCJafUks6yYNE2XnfuGMZXa/D7mRg5tIyEoXFYUpSe27yfUUPLmDpySNShSB8pSyV51Vm1/G7tXoJhPyJ9oyWdjWwGwXZTRw6lurKExZo5UyKiBEtO6ecv7ODAsTbe96rJUYcyYJUkE4wYUqaZBKXo7DjUzLaDzcybMkLdf2PuNWePYuuBJrbsb4o6FImx5rboxz0lEsbcSTUs3qIFtiUaSrDkpNyde/64hRljhnL5WbVRhzOgjasqZ0djc9RhiJzguc37KUmaJq8ZBF47YzQAT67dE3EkEmct6VzkCRbA3Mkj2LTvGPuO6sam9D9NciFdap9FbO2uw6zecZi3zanjh89vO8VRcjL1NRWs3N7I0dYMQ8v0pyfRO9ySZvm2Q1xQVx15lx7pexNrK5kycgi/W7eX910xJepwJKZa0lkqSqK/f3/J5OCm0eItB7nuPE3sIv0r+r8AKVruzm9f2kN1ZQmzJ1ZHHc6AVxeOX9txSK1YUhweWraddNa5dOqIqEORfvKaGaN4ZuP+jsVgRXpbc5FMjX5eXRVlqYTGYUkklGBJt9bvOUrDwWZeO2O01m7qBe0ThDQcVIIl0XN3vvfsy9RVV1BfUxl1ONJPXj9zDK2ZHE+u2xt1KBJD6WyOTM4jn0UQgoldLpxQzfNKsCQCPeqnZGbXAV8iWFTvbnf/fKfXy4D7gIuB/cCN7r7FzCYDLwJrw12fdfe/7kks0ruyOefhlTupqSzhoklqveoN5SVJRg4tY7tasKQI/HHjftbtPsrbtPRCLHW3WHQ2vPj93yc3cuBYGwA3XzqxP0OTGGtJBy2jxdCCBXDltJHc+Zt17DnSwuhhWoNS+s8ZN0uYWRK4C7gemAm8y8xmdtrtVuCgu08D7gTuyHtto7vPDn+UXBWZZzftZ8+RVt5w/ni1XvWi+poKth/UDF4Svf99ciMjh5Zx4QTdQBlMkgnj3HHDeGnXYbI5Tdcuvas5TLCKoQUL4NpZY3GHx9bsjjoUGWR6cuU8D9jg7pvcvQ1YAMzvtM984N7w8QPANaZ5gIvetgNN/Pal3UwfPbRjsT7pHXXVFRxuyXC4JR11KDKIrdreyNPr9/EXV0ymJKkbKIPNrPFVtKRzbNp3NOpQJGZa2oqrBWvGmKFMrq3k16uVYEn/6sn/rHVA/rRyDeG2Lvdx9wzQCLTP9T3FzJaZ2ZNm9uru3sTMPmBmi81s8d696jPe19oyOW774TIA5s+u07o4vax9oouGA+omKNH5+lObGFqW4s8vmxR1KBKBaaOHUppMsLKhMepQJGaa0zmAophFEMDMeP2ssfxx4z7d2JR+1ZO/gK6uvDv3N+hun53ARHefA3wU+IGZDe/qTdz9G+4+193njho1qgfhSiH+41cv8sK2Q7z9onpGDCmNOpzYqa+pIJUwNuvOsURk6/4mfrliBzdfOpGqipKow5EIlCQTzBo/nFU7Gklnc1GHIzFyJExihpYXT91y7awxpLPOEy9p/TfpPz1JsBqACXnP64Ed3e1jZimgCjjg7q3uvh/A3ZcAG4EZPYhFesGvVu7kO3/Ywl9cMZlZ46uiDieWUskEE2sr2bTvWNShyCD1zac3kUwY79c6SIPa7AnVtKRzrN11JOpQJEYawwRreHnxrPU4Z0IN46rKWbi88yWqSN/pyV/AImC6mU0BtgM3ATd32mchcAvwDHAD8Li7u5mNIki0smY2FZgObOpBLNJDL+8/xr88sIILJ1TzsevP5YElDVGHFFtnjRrKY2t209SaoVILDks/2ne0lR8t3sZb59Qxtkozag1mU0cNZWhZiuXbDkUdisRIY1OaoWUpUhGO7exqBs1po4fyxNo9fPOpTQzp4v9dzaQpve2M/wLCMVW3AY8STLn+I3dfbWafNrM3h7t9C6g1sw0EXQFvD7dfBawwsxcIJr/4a3fXQgURaUln+dAPlpJIGHfdPIfSVHH0nY6rqSOHAKgVS/rd1363kXQ2xwdfc1bUoUjEkgnjwvoq1u4+wsFwunaRnjrcki7KrsezJ1STc1i5XeMOpX/06Era3R929xnufpa7fy7c9gl3Xxg+bnH3d7j7NHef5+6bwu0/cfdZ7n6hu1/k7j/v+anImfrsL9ewavth/usdF2rB0X5QX1NJaTKhGbykX+1qbOG7z77M2y6q56xRQ6MOR4rARZNqyOacnyxVjwXpHYeaijPBGju8nNHDytRiK/1GTRWD3M9f2MH3nt3KB6+ayutmjok6nEEhmTAmj6xkwx4lWNJ//ufx9bg7H7lmetShSJEYV1XBxBGVfP+5rbhrTSzpucbmNMOLMMEyM+ZMrGHrgSb2HWmNOhwZBJRgDWKb9h7l9p+s4OJJNfzTtWdHHc6gcs7Y4ew72sbuwy1RhyKDwLrdR1iwaBs3z5vIhBFqpZbjLp0ygs37jvHHjfujDkUGuJZ0ltZMjuoiTLAALppYTcJg8csakSJ9TwnWINWSzvK3319KaSrBV26eo8VG+9ms8cMx1B9c+p6785lfrGFIaZK/f50ma5UTnVdXRXVlCff+cUvUocgA19gcziBYpAnWsPISzhk7nCVbD5HNqcVW+pamMBskOs+q89OlDby06wi3XD6ZJ17SAs79bVh5CZNqh7BKCZb0sd++uIen1+/j42+cSY3WtpNOSpIJ3nPZJL7yxAY27j2q8Xlyxg6HCVYxjsFqN3dyDWt2HubFnYc5r07L0UjfUYI1CC3bepDFLx/ktTNGcfbYYVGHM2idXzecn6/YyfrdR5g+Rv8O0rt+8NxWWtNZvvjb9YweVkZJ0rqcvljklldN5utPbeLupzfxH2+7IOpwZIBqHAAJ1vTRw6iuKOH3G/YFPUnMog5JYkr9wgaZ3YdbeGj5dqaMHMI152pSiyjNGl+FAT9Zuj3qUCSmHntxN4eb07xtTh2phKp76drIoWW84+J6frJku8aFyhk73kWweO/dJxPGVTNGsfVAk5ZKkT6l/3EHkbZMjh8+v5XSZIIb504gmdCdmygNryjh3HHDWbBoKy3pbNThSMxs3HuUZzbu59KpI5hYOyTqcKTIffCqs8i5c9cTG6IORQaoxuZwkeEiv5lz8aQahpWleOKlPVGHIjFW3H8F0mvcnZ8t387eI63ceMnEoh2EOthcflYth5rSLHxhR9ShSIwcamrjx4u3UTu0jOtmjYs6HBkAJtZWcuMlE/jh81vZdqAp6nBkAGpsLs41sDorSSa4asYoNu07pommpM8owRoknly3l2XbDnH1uaOZNlqDmIvF1JFDOHvMMO75wxatQyO9IptzPrJgOcdas9w4dwKlKVXzUpi/u3o6CTP++7F1UYciA1CxLjLclcum1lJfU8HPlm/nSEs66nAkhvQ/7yCw4Pmt/HrNbi6sr+Lqs0dHHY7kMTP+8tVTWLPzMI+s2hV1OBID/+/Rl3hy3V7edOF46moqog5HBpCxVeXceuUUHly2nSVaK0hOQ3Nbln1HWxlXXR51KAVJJowbLqrvGDpxrDUTdUgSM0qwYiyXC/rT3/7TlUwfPZS3X1SvGXOK0Fvn1DFt9FC+8Ou1ZLK5qMORAezeP27h609u4uZLJzJvyoiow5EB6LarpzGuqpyPP7Ra9ZEUbOuBYzgweQCN9xw9vJwbLq5n64Em3n/PIpralGRJ71GCFVOrtjfyrm8+yxceXcsbLxjHey6fREqLCRelVDLBP197Npv2HuOHi7ZFHY4MUA8ua+BTP1/N684dw6ffPCvqcGSAqixN8fE3zmTNzsN88+nNUYcjA8SW/U0kDCbUVEYdymm5oL6ad8ydwKItB3j/PYtobtOEU9I7incuTSmYu7P1QBPLtx1i+bZDPL/5AKt3HGZYeYo73n4+75w7gR8+rwv3Yvb6mWN41Vm13PGrl7j6nNHUVatrlxRuwfNb+diDK7lsSi1fuXmObqbIaem8Ppq7M2v8cP7z0bU0tWUYV3W8Prr50on9HZ4MAFv2HaOuumJAjvm8sL6aV51Vyz/cv5y/uOd57r7lEoaW6fJYekbfoAGqNZPlEw+tZtWORjbvO0ZTeNelJGnUVVfwxgvGMWdCDdkcSq4GADPjjrdfwHVffIp/fWAF971/HglNoy+n4O586bfr+eJv1vOaGaP4+nsuprwkGXVYMsCZGW+ZXceX969nwaJt/M1rztL3SrqVzuZoONTMq6bWRh3KGZs/uw6Aj/7oBd5993N85V1zmDBiYLXGSXFRgjXAHGlJ84PntvKt329mz5FWhpWnOHfscCaMqKS+poIxw8u1vtUAk3/3+PUzx/Lg8u287zuLuO68sV3urzvIAkFdcPtPVvLLlTu54eJ6/u9bzx+Qd4+lOA0pS/HOSybwnT9s5v5F23jP5ZNIaAyvdKHhYDPZnDN55MAZf9WV+bPrqCxN8eEfLuOa/3qS914+iduunkZ1ZWnUockApARrgNh9uIXv/GEL33/uZY60ZLhy2kjecME4zho1VP/pxcjcyTVsb2zmqfV7qa4s4bIBfEdQel97Mr553zF+urSBg01tXDdrLHMmVPPAkoaIo5O4OWvUUN504Xh+tnwHDy7dzlsvqos6JClCS7ceJJUwJtUO3Baf/BudH75mOr95cTff+v1mvv/cVt48ezwX1lefsL9udMqpKMEqYplsjqVbD/Hjxdt4aPl2sjnn+vPG8devOYvz66te0W9eBj4z400XjKcxXHy4qS3Ln5w9SrM/CgBNbRkeWbWLxS8fpKayhL+8cuqAv2ssxe3SKbUcacnw+Et7yLpzw8X16i4oHfYdaWXZ1oNcPrWWytJ4XFJWVZTw9ovqueKskTy0fDv3L9rG1gNNXH/eWFIJ9RKQwsTjr6EfuTs7GlvYur+JQ01ttGZyDC1LUV1ZQnVlKeOqyhnSzeDIXM7Zd6yVHYda2HGomR2HmmlsTtOSztKSztGaCX63pIP1JNbtPsrR1gzlJQneNW8if3nlVCYO4DtEUphkwvjzyybx06UN/ObF3by8/xhvmVNHjbopDFot6Sw/eG4rdz62juZ0lqumj+Lqc0arS6D0i9edO4ZUwvj1mt3c8L9/5Ms3zWHqKC1YP9i5O79+cTepRILXxHCNzbFV5fzVq6fyyKqd/GHjfrYfbOadcycwYoj+L5ZT61GCZWbXAV8CksDd7v75Tq+XAfcBFwP7gRvdfUv42seAW4Es8GF3f7QnsfSFXC6YnW/NzsOs2t7Iyu2NrGhopLH55Kt+V5QkqaooobwkyZjhZTQ2pznY1MbBY2naOq0rYgblqSTlJQnKUknS2RyppFFZmuK8uuFMGTmU6aOHUl6S5Pcb9sGGvjxjKRbJhHHDxfVMGFHJI6t28d+/XsdFk6qZN6UWdx/0LVp9UfecqswobN53jJ8saeCHz29l/7E2powcwhsvGHfCrG4i/eG1Z49mzPByHlq+nWu/+BTvv2IK779yCmOGD4yFZfvDYKmXALI551MLV7NqeyPXnDM6trPuJRPGGy4Yz4QRlfx02XbufGwdF02qoTSVYHh5ioQZ46srqB9RwfDykqjDlSJyxn8RZpYE7gL+FGgAFpnZQndfk7fbrcBBd59mZjcBdwA3mtlM4CZgFjAe+I2ZzXD3fl2AoLkty87GZnY1trCzsYVdh1tOeP7y/iaOhqt7pxLG2WOH8Wfnj+VYa5baoaUMKyshlTBaMlma2rI0tWVobM5wqKmNxuY0rZkcuw+3UFGaor6mkrPHhC1dFSVUVZZQXVFKeUli0F8sS9fMjMum1nLO2GE8uW4vS14+yKItB/n5Czu4fGotl04dwZyJNdTXVFAyiKbl7ou6JzzmVGX2qXQ2x+Z9x1i76wgrGg7x9Pp9vLTrCGZwzTljuPXKKWzed6y/whF5hXPHDefvrpnGHb9ayzee3sS3fr+Z18wYxZ+cM5pZ44czfcyw2F5on0pc66V2rZks63cf5cWdh1m5vZHH1uxmZ2MLr54+kj85J36tV51dUF/N5Noh/ObF3SzbepBFWw68Yp/h5cG1Xn1NBfU1lUweWcnk2iFMGTmEkUPLTut6L53NcaQlQ2VpUl1yB6ie1ITzgA3uvgnAzBYA84H8P/z5wKfCxw8AX7Hg2zUfWODurcBmM9sQlvdMD+Jh+6FmvvX0ZrK5HOmck8066VyObM7JZJ3DLWkOHGvjUFPwuzn9ynyusjRofRpeXsJ5dVWMrypnXFUFo4eXDaqLWCke1ZWlzJ9dx+tnjmXF9kM0tWV5ZPUu7l8cTL+fMBhfXcH46gqGlaUYUpZiSFmSZMJImpFMJHj/lZOpH2ALQJ5EX9Q9FFDmGfnib9Zx4Fgb6ayTyebI5Dz4yeY41pblwLFWDh5Ls+dIC+msA1CaTHDxpBr+zxvO5Q15LVZKsCRqo4eV81/vvJAPXzON7z37Mr9atYvfvrSn4/XxVeXUDi2jujL4f7Q0lSBhRiphJJPB74QZV04byetmjonwTHrdgKmXHl29i2c27qctm6O1Y3hCluZ0lrZMjorSFENKk5SlEhxtzdJwsIkNe46SyQX1U3lJgiunjeSTb5rJgWMn79ETJ8MrSnjbRfXMn13HgWNttGVz5HLOoeY0h5raOnoqLd92iCfW7umoz9uVphJUV5RQU1ka3mQP/j6yueD69FBT8NPYnO64uZ9/XFVFCdWVwe9MzjncnOZwS4bDzWma01lGDS1jXHU5Y4aXU5ZKkkxA0oxE+DeXc8fDkNof59xxgm7oh5szHGlJhz2pEpQkjZJkglQiQWnKSCUSlITbU+FrCbOOMoOS6HjezsMN3vH8eAwt6RwtmSwtbVlaMlncg+vwitIUJUmjLZMLfrLB75JkgmHlKYaVpygNr8k7J63tTw0L3yP4bje1ZTnSEnxfK0qCxLW8JPiel6USjB5ezof+ZNoZfjteqScJVh2Qv8BSA3Bpd/u4e8bMGoHacPuznY7tcnoiM/sA8IHw6VEzW9uDmHvLSGBf1EGcpoEYMyjugmw+xeufLKyYs3scSP/oq7rnVGUCfVonnfCdWQ8s6KWCexJHhBTHiYoijnefIo6Xe/8tJ/V+kX0isnopiuuktcC3erfIovh+95PBcq4D7jxvK2y3guqkniRYXbVzeoH7FHJssNH9G8A3Ti+0vmVmi919btRxnI6BGDMo7v5kZoujjqFAfVH3dNU83a91UrF8ZxSH4hgIcRShyOqlYrxOOl2D6Xs1WM51sJxnd3rS560BmJD3vB7Y0d0+ZpYCqoADBR4rItKVvqh7VCeJSE+oXhKRDj1JsBYB081sipmVEgzQXNhpn4XALeHjG4DHPeiMuRC4yczKzGwKMB14vgexiMjg0Rd1TyFlioh0R/WSiHQ44y6CYf/h24BHCaYP/ba7rzazTwOL3X0hQRfd74YDNg8QVA6E+/2IYKBmBvhQf88g2EMDsSl+IMYMirs/DYiY+6ru6arMfj61Yvn8FceJFMeJiiWOohLjeqm/DKbv1WA518Fynl0y7zzdh4iIiIiIiJwRzTsuIiIiIiLSS5RgiYiIiIiI9BIlWAUyswlm9oSZvWhmq83sI1HHdDrMLGlmy8zsF1HHUigzqzazB8zspfBzvzzqmE7FzP4h/H6sMrMfmll51DF1xcy+bWZ7zGxV3rYRZvaYma0Pf9dEGeNgYmbXmdlaM9tgZrf34/t2Wa9F8V3oXEeFA/ufC2O4Pxzk39cxvKLOieizeEU90l+fx+nUDRb4cvi9XWFmF/VFTDLwDZbv1enWqQP1XMM66XkzeyE8z38Pt3dZT1kwgcv94Xk+Z2aTo4y/PyjBKlwG+Ed3Pxe4DPiQmc2MOKbT8RHgxaiDOE1fAh5x93OACyny+M2sDvgwMNfdzyMYlHxTtFF16x7guk7bbgd+6+7Tgd+Gz6WPmVkSuAu4HpgJvKsf65bu6rUovgud66g7gDvDGA4Ct/ZDDF3VOf36WZykHumvz+MeCq8brieY8W46wUK3X+ujmGTgu4fB8b063Tp1oJ5rK3C1u18IzAauM7PL6L6euhU46O7TgDvD/WJNCVaB3H2nuy8NHx8h+I+37uRHFQczqwfeANwddSyFMrPhwFWEi8W7e5u7H4o2qoKkgAoL1jippEjXLHH3pwhmsco3H7g3fHwv8JZ+DWrwmgdscPdN7t4GLCD4t+hzJ6nX+vW70LmOMjMDrgYe6McYuqtzovi76FyP7KSfPo/TrBvmA/d54Fmg2szG9UVcMrANlu/VGdSpA/Jcw3iPhk9Lwh+n+3oq//wfAK4J6/nYUoJ1BsKmzTnAc9FGUrAvAv8C5KIO5DRMBfYC3wm7Dd1tZkOiDupk3H078J/AVoILokZ3KDhnDQAAIABJREFU/3W0UZ2WMe6+E4L/JIDREcczWNQB2/KeNxDBzZtO9Vp/fxc611G1wCF3z4TP++Mz6a7O6dfPoqt6BFhC/38e+br7DIriuysDVqy/VwXWqQP2XMNu3cuBPcBjwEa6r6c6zjN8vZGgno8tJVinycyGAj8B/t7dD0cdz6mY2RuBPe6+JOpYTlMKuAj4mrvPAY5R5F3Wwj7V84EpwHhgiJn9ebRRyQDQ1V28fl0/I8p6rZs6KorPpCjqnK7qEYJuRJ0VwxorkX93JZYG/PfqNOrUAXuu7p5199lAPUFPjHO72i38PWDP80wpwToNZlZC8AfzfXf/adTxFOgK4M1mtoWg69HVZva9aEMqSAPQ4O7trYQPEFz8FLPXAZvdfa+7p4GfAq+KOKbTsbu9a0L4e0/E8QwWDcCEvOf19GPX0m7qtf78LryijiJo0aoOu8hB/3wm3dU5/f130V090t+fR77uPoNIv7sy4MXye3WadeqAPleAsCv17wjGnHVXT3WcZ/h6Fa/sMhorSrAKFPYV/Rbworv/d9TxFMrdP+bu9e4+mWCg9OPuXvStKu6+C9hmZmeHm64hWOW+mG0FLjOzyvD7cg1FPjFHJwuBW8LHtwA/izCWwWQRMD2cfamU4O90YX+88UnqtX77LnRTR70beAK4oT9iCOPors7p77+LruqRNfTz59FJd5/BQuC94UxolxF0i97Zj3HJwBa779UZ1KkD8lzNbJSZVYePKwhuDL1I9/VU/vnfQFDPx7oFC3fXTwE/wJUEzZkrgOXhz59FHddpnsNrgV9EHcdpxDsbWBx+5g8BNVHHVEDM/w68BKwCvguURR1TN3H+kGB8R5rgztKtBP2hfwusD3+PiDrOwfID/BmwjqAP+7/14/t2Wa9F9V3Ir6MIxkQ9D2wAftwff0td1TlRfBZd1SP99XmcTt1A0O3nrvB7u5Jg5sN++e7qZ2D9DJbv1enWqQP1XIELgGXhea4CPhFu77KeAsrD5xvC16dGfQ59/WPhiYuIiIiIiEgPqYugiIiIiIhIL1GCJSIiIiIi0kuUYImIiIiIiPQSJVgiIiIiIiK9RAmWiIiIiIhIL1GCNciZ2dHw93gze6Cf3nOymTWb2XIzW2Nm94UL853qmJvzns81sy/3fbQiEiUze7OZ3R4+fouZzcx77dNm9rqTHPtaM2s0s2Vm9pKZ/WcB7zfbzP6sq/cXETGzajP72/Bxr107mdmnzMzNbFretn8It80Nnz/cvv6UFDclWAKAu+9w9xtOvWev2ejus4HzCVb7fucp9p8MdCRY7r7Y3T/cd+GJSNTMLOXuC9398+GmtwAdCZa7f8Ldf3OKYp529znAHOCNZnbFKfafTbBuTft75L+/iEg18LfQJ9dOKwkWXG93A8FC44Tv92fufqgX30/6iBKsGDCzh8xsiZmtNrMPhNuO5r1+g5ndEz6eYmbPmNkiM/tM3j6TzWxV+DhpZl8I91lhZh8Mt7/WzH5nZg+Ed4O/H65ajpldYmZ/NLMXzOx5MxvWXTn53D1LsOhcXV4cT5vZ0vDnVeGunwdeHbZ6/UMYyy/CYz5lZt8OY9tkZh2Jl5l9PIz1MTP7oZn9Uy9+9CLSQ2b23rB+eMHMvmtm95jZf5vZE8AdZvY+M/tKWBe8GfhCWA+cFe57Q1jOK+qg/Pdx92aCRT/b65p54f7Lwt9nm1kp8GngxvA9bmx///CYe8zsy+H+m/LeO2FmXw3r4F+Ed5n784aViPSfzwNnhXXEj/Ound4XXo/93Mw2m9ltZvbRsI551sxGhPudZWaPhNdtT5vZOXllPwTMD/ebCjQCe9tfNLMtZjYyvFZ60cy+GdY7vzazin77BOSUlGDFw/vd/WJgLvBhM6s9yb5fAr7m7pcAu7rZ51agMdznEuCvzGxK+Noc4O8J7iJPBa4IL0ruBz7i7hcCrwOaT1EOAGZWDlwKPBJu2gP8qbtfBNwItHcDvJ3gTvRsd7+zi5jPAa4F5gGfNLMSC5rU3x7G/Lbw8xGRImFms4B/A64O646PhC/NAF7n7v/Yvq+7/xFYCPxzWA9szCunuzoo/71qgOnAU+Gml4CrwtatTwD/193bwsf3h+9xfxdhjwOuBN5IcKEFQf0ymaBF/i+By8/g4xCRgeF2jvfC+edOr51H0NtmHvA5oCmsY54B3hvu8w3g78Lrtn8Cvpp3/GFgm5mdB7yLoF7rznTgLnefBRwiuN6RIpGKOgDpFR82s7eGjycQ/NF15wqO/xF+F7iji31eD1yQdwe2KiyzDXje3RsAzGw5wUVFI7DT3RcBuPvh8PXuyllHePcnfP6Au68I9ykBvmJms4EswYVWIX7p7q1Aq5ntAcYQXAT9LLxzjZn9vMCyRKR/XE3w978PwN0PhI3iPw5btwt1Nl3XQRC0fK8I9/m8u7ffWKoC7jWz6YAT1D2FeMjdc8AaMxsTbrsyjDkH7Apb30Rk8HnC3Y8AR8ysEWi/7lhJcD00FHgV8OOwfgIo61TGAoJugtcC1wB/0c17bXb35eHjJQTXY1IklGANcGb2WoK7tZe7e5OZ/Q4oJ7hgaFfe6TDn5Izg7sqjXbxXa96mLMF3yLops7tyJhPe/TGzccDvzOzN7r4Q+AdgN3AhQQtryylibdddXCJSvLqrO471UjkQtHy/0cxmAL83swfDi5LPEFwMvTWsk35X4Hvl1zXW6beIDG759UMu73mO4LokARwKW7+683PgC8Bidz+cl4id7L2ygLoIFhF1ERz4qoCDYXJ1DnBZuH23mZ1rZgngrXn7/4HjAyjf3U2ZjwJ/Y+HMfmY2w8yGnCSGl4DxZnZJuP8wM0sVUo677yRobv9Y3vnsDO8EvwdIhtuPACeMqSjA74E3mVl5eNfoDad5vIj0rd8C72zv1tw+RuEkuqsHuquDOrj7OuA/gH8NN1UB28PH7yvgPU7m98Dbw7FYY4DXnubxIjJwnEkdAXS0rm82s3cAWODCTvs0E9RTn+tpoBIdJVgD3yNAKuwC8xng2XD77cAvgMeBnXn7fwT4kJktIrjA6MrdBLPWLA0Hb36dk7R2huMWbgT+x8xeAB4jaDUrtJyHgEozezVBX+RbzOxZgu6B7XeyVwCZcAD7P3QXS6e4FhGM2XgB+CmwmKA7o4gUAXdfTXAR8WRYd/z3KQ5ZAPxzOGj8rLxyuquDOvtf4KpwLOj/A/7DzP7A8Rs5AE8AM9snuSjwVH4CNADt9dxzqK4RiSV33w/8Ibyu+cIZFPFu4NawrlpNOKlFp/dY4O5LexapRMncT9VbTGTgMrOh7n7UzCoJBrd/QJWWiPS2vLqmlmBm1CvyxnuJiMggojFYEnffsGBh0nLgXiVXItJHfmHBAqClwGeUXImIDF5qwRIREREREeklGoMlIiIiIiLSS5RgiYiIiIiI9BIlWCIiIiIiIr1ECZaIiIiIiEgvUYIlIiIiIiLSS5RgiYiIiIiI9BIlWCIiIiIiIr1ECZaIiIiIiEgvUYIlIiIiIiLSS5RgiYiIiIiI9BIlWCIiIiIiIr1ECZaIiIiIiEgvSUUdwOkYOXKkT548OeowRGJpyZIl+9x9VNRxDCTXXXed79u3L+owRGJryZIlj7r7dVHHMVDoOkmkbxV6rTSgEqzJkyezePHiqMMQiSUzeznqGAYi1UkifcfMog5hQNF1kkjfKvRaSV0ERUTOkFqvRPrcyKgDEBE5XUqwREREREREeokSLBEREZE+YmbXmdlaM9tgZrd38fpVZrbUzDJmdkOn124xs/Xhzy39F7WI9IQSLBEREZE+YGZJ4C7gemAm8C4zm9lpt63A+4AfdDp2BPBJ4FJgHvBJM6vp65hFpOeUYImIiIj0jXnABnff5O5twAJgfv4O7r7F3VcAuU7HXgs85u4H3P0g8BigGRVFBgAlWCIiIiJ9ow7Ylve8IdzWa8ea2QfMbLGZLd67d+8ZByoivUcJloiIiEjf6Gqeee/NY939G+4+193njhqlpQxFioESLBEREZG+0QBMyHteD+zoh2NFJEJKsERERET6xiJguplNMbNS4CZgYYHHPgq83sxqwsktXh9uE5EiF/sE62fLt/NX92lVcxEpDnsOt3DtnU/RcLAp6lBEpI+5ewa4jSAxehH4kbuvNrNPm9mbAczsEjNrAN4BfN3MVofHHgA+Q5CkLQI+HW4TkSKXijqAvrZs6yF+v35f1GGICMF6MMCXgCRwt7t/vtPrZcB9wMXAfuBGd98SvvYx4FYgC3zY3R89WZlmNoVgxq4RwFLgPe7eZmZXAV8ELgBucvcHOsUwnOBC6EF3v623P4PN+46xdvcR1u8+Sn1NZW8XLyJFxt0fBh7utO0TeY8XEXT/6+rYbwPf7tMA+9APntta0H43XzqxjyMpDoV8HoPls4i72LdgpbM5srlCx5OKSF8pcD2YW4GD7j4NuBO4Izx2JkHXmlkE0xR/1cySpyjzDuBOd58OHAzLhm7WnMnzGeDJnp1t97Ie1Eetmc4zMouIiEgcDIoEK5PThYxIETjlejDh83vDxw8A15iZhdsXuHuru28GNoTldVlmeMzVYRmEZb4FTrrmDGZ2MTAG+HVvnXRn7Td82rKql0REROIo9glWJuvkHHJqxRKJWiFrunTsE45daARqT3Jsd9trgUNhGd291wnMLAH8F/DPp9ivR2vOtCdYabVgiYiIxFLsE6z2u8QZJVgiUStkTZfu9umt7Sfzt8DD7r7tZDv1dM2ZnKsFS0REJM5iP8lFJhtczGgclkjkClnTpX2fBjNLAVXAgVMc29X2fUC1maXCVqxC1o+5HHi1mf0tMBQoNbOj7n57gedXkPY6qU0tWCIiIrEU+xasdEcLli5mRCJWyHowC4Fbwsc3AI+7u4fbbzKzsnB2wOnA892VGR7zRFgGYZk/O1lw7v5ud5/o7pOBfwLu6+3kCvJasJRgiYiIxFL8E6yw5ar9rrGIRKOQ9WCAbwG1ZrYB+Chwe3jsauBHwBrgEeBD7p7trsywrH8FPhqWVRuW3e2aM/2lvWegugiKiIjE0yDoIqgxWCLFooD1YFoIEp+ujv0c8LlCygy3byKYZbDz9m7XnMnb5x7gnpPtc6baW9M1TbuIiEg8xb8FK0ywNAZLRIpBexfBtFqwREREYmkQJFhhF0GNwRKRItDRRVAtWCIiIrE0CBKssIugxmCJSBHIhjd7lGCJiIjEU+wTrExHC5YSLBGJnlqwRERE4i32CZbGYIlIMclqoWEREZFYi3+CldM6WCJSPHI5rYMlIiISZ/FPsDJaB0tEikd7d2VN0y4iIhJPsU+wMjmtgyUixaO9BUvTtIuIiMRT7BOs9m44GoMlIsWgYwyWWrBERERiKfYJVnvLVUZ3i0WkCLTf7NEkFyIiIvEU+wSrYx0stWCJSBHIapILERGRWIt1guXupMPJLdRFUESKgRIsERGReIt1gpXfaqUWLBEpBuoiKCIiEm/xTrDypmbXGCwRKQaa5EJERCTeYp1g5d8hVguWiBSDnFqwREREYq2gBMvMrjOztWa2wcxu7+L1MjO7P3z9OTObHG7/UzNbYmYrw99X5x3zu7DM5eHP6N46qXb5rVYagyUixUBjsEREROItdaodzCwJ3AX8KdAALDKzhe6+Jm+3W4GD7j7NzG4C7gBuBPYBb3L3HWZ2HvAoUJd33LvdfXEvncsrpLMagyUixSWjBEtERCTWCmnBmgdscPdN7t4GLADmd9pnPnBv+PgB4BozM3df5u47wu2rgXIzK+uNwAuRzu8iqO44IlIEcq4ugiIiInFWSIJVB2zLe97Aia1QJ+zj7hmgEajttM/bgWXu3pq37Tth98CPm5l19eZm9gEzW2xmi/fu3VtAuMelNQZLRIpMexfBbM7VdVlERCSGCkmwukp8Ol8VnHQfM5tF0G3wg3mvv9vdzwdeHf68p6s3d/dvuPtcd587atSoAsI9Lj+p0oWMiBSD/LpI3QRFRETip5AEqwGYkPe8HtjR3T5mlgKqgAPh83rgQeC97r6x/QB33x7+PgL8gKArYq/Kv3hJqzuOiBSBExIs1UsiIiKxU0iCtQiYbmZTzKwUuAlY2GmfhcAt4eMbgMfd3c2sGvgl8DF3/0P7zmaWMrOR4eMS4I3Aqp6dyiupBUtEik37OligFiwREZE4OmWCFY6puo1gBsAXgR+5+2oz+7SZvTnc7VtArZltAD4KtE/lfhswDfh4p+nYy4BHzWwFsBzYDnyzN08MTpzYQmOwRKQYqAVLREQk3k45TTuAuz8MPNxp2yfyHrcA7+jiuM8Cn+2m2IsLD/PMtGkdLJGiYWbXAV8CksDd7v75Tq+XAfcR1A37gRvdfUv42scIloPIAh9290dPVqaZTSGY8XQEsBR4j7u3mdlVwBeBC4Cb3P2BcP/ZwNeA4eF7fM7d7++Lz0FjsEREROAHz2095T43XzqxHyLpfQUtNDxQZfLXwdKdYpHI5K2ndz0wE3iXmc3stFvHenrAnQQT4xDudxMwC7gO+KqZJU9R5h3Ane4+HTgYlg2wFXgfwbjPfE0E40Tb3+OLYRfnXpdTF0EREZFYi3WCpWnaRYrGGa+nF25f4O6t7r4Z2BCW12WZ4TFXh2UQlvkWAHff4u4rgBMyG3df5+7rw8c7gD3A6U1bWiC1YImIiMRbzBMsTXIhUiR6sp5ed8d2t70WOBSW0d17dcvM5gGlwMZuXj/jtfmg8xis7GkfLyIiIsUt5gmWWrBEikRP1tPrre2nZGbjgO8Cf+HuXTYv9WRtPujcgqV6SUREJG5inWBlcnkJlsZgiUSpJ+vpdXdsd9v3AdVhGd291yuY2XCCZSX+j7s/W9BZnYG8hnXNIigiIhJDsU6w0nl3h9WCJRKpM15PL9x+k5mVhbMDTgee767M8JgnwjIIy/zZyYILj38QuM/df9zDcz2pbC5HWSqoejUGSyT+zOw6M1trZhvM7PYuXi8zs/vD158zs8nh9hIzu9fMVprZi+FsqiIyAMQ7wQpbsBKmMVgiUerJenruvhr4EbAGeAT4kLtnuyszLOtfgY+GZdWGZWNml5hZA8GyEl83s/b93wlcBbwvb82+2X3xWWRzTkVpElCCJRJ3PZlBlaCeKnP38wmWr/hge/IlIsWtoHWwBqp0ePFSXpI8YcILEel/Z7qeXvja54DPFVJmuH0TwSyDnbcvIugy2Hn794DvnfIkekEuBxUlSQ6R1iQXIvHXMdspgJm1z6C6Jm+f+cCnwscPAF8JZ0N1YEjY3bkCaAMO91PcItIDsW7Bau8WWFGSJJvTnWIRiV4ml6OiRC1YIoNET2ZQfQA4BuwkWMPvP939QOc36OnMpiLS+2KdYLUPIC8vSWoMlogUhawHdRJAm1rWReKuJzOozgOywHhgCvCPZjb1FTv2cGZTEel9sU6wMuHFS0VpUmOwRKQo5DQGS2Qw6ckMqjcDj7h72t33AH8A5vZ5xCLSY7FOsNLZHGZQmkxoDJaIFIVsztVFUGTw6MkMqluBqy0wBLgMeKmf4haRHoh5guWUJBOkkqYxWCJSFLI5P95FUAmWSKz1ZAZVgtkHhwKrCBK177j7in49ARE5I/GeRTCboyRhJBOmMVgiUhSy7pSmgnpJswiKxN+ZzqDq7ke72i4ixS/WLViZbI6SVIKSREJjsESkKORyTjKRoDSZUAuWiIhIDMU6wWrLOqlEImjB0hgsESkCmZyTNChJmhIsERGRGIp1gpXJ5ihNGqmkkdEYLBEpAtmck0gYpamkpmkXERGJoVgnWOlsjlQyaMFSF0ERKQY5d1IJoyylLoIiIiJxFO8EK+ekkkYqoWnaRaQ4ZHJOMmGUphIdi6GLiIhIfMQ6wQq6CCZIqQVLRIpELuckzMJJLjSLoIiISNzEOsFKZ4MWrKTGYIlIkch6XguWugiKiIjETswTrFyw0LBasESkSGTDLoIlSVMXQRERkRiKf4KVSGgMlogUjWzOSVrQgpXOqF4SERGJm1gnWJmsU5IytWCJSNHIdkxykaRVLVgiIiKxE+sEK53NBQsNJ42MEiwRKQK59jFYSY3BEhERiaOYJ1hOSTJBScLIapILESkC7dO0l6USpNWCJSIiEjsxT7BylCSNZCJBRmOwRCRi7o47JCyY5EIJloiISPzEOsHK5IIWrJS6CIpIEWgfC5pKGCXJBGl1ERQREYmdWCdYbZlcsA6WJrkQkSLQfqMnkTBKUglN0y4iIhJDsU6wMrkcpeEYrLTGYIlIxHIeJFia5EJERCS+Yp1gpbMetmAlcIecWrFEJELtLenJjjFYqpNERETipqAEy8yuM7O1ZrbBzG7v4vUyM7s/fP05M5scbv9TM1tiZivD31fnHXNxuH2DmX3ZzKy3TqpdMMlFMAYL0DgskYidaV0SvvaxcPtaM7v2VGWa2ZSwjPVhmaXh9qvMbKmZZczshk7vf0u4/3ozu6W3z7+9IT1YB0uzCIqIiMTRKRMsM0sCdwHXAzOBd5nZzE673QocdPdpwJ3AHeH2fcCb3P184Bbgu3nHfA34ADA9/LmuB+fRpfYEK5kIEiyNwxKJTk/qknC/m4BZBHXFV80seYoy7wDudPfpwMGwbICtwPuAH3SKbwTwSeBSYB7wSTOr6Z2zD2TCDCsZTnKRybla1kVERGKmkBasecAGd9/k7m3AAmB+p33mA/eGjx8ArjEzc/dl7r4j3L4aKA/vUI8Dhrv7M+7uwH3AW3p8Np1ksk5J0kiFCZbGYYlE6ozrknD7AndvdffNwIawvC7LDI+5OiyDsMy3ALj7FndfAXSuEK4FHnP3A+5+EHiMXr7xk/W8SS6SQfWreklERCReCkmw6oBtec8bwm1d7uPuGaARqO20z9uBZe7eGu7fcIoyATCzD5jZYjNbvHfv3gLCDbg7mZyTSiQ6EqysxjuIRKkndUl3x3a3vRY4FJbR3XudSXxnXCfB8S6CqXCSC0DjsERERGKmkASrq7FRna8ITrqPmc0i6K7zwdMoM9jo/g13n+vuc0eNGlVAuIH2i5aSpJEML2Q0BkskUj2pS3pr+8kUdMyZ1kmQ10UwnOQC0FpYIiIiMVNIgtUATMh7Xg/s6G4fM0sBVcCB8Hk98CDwXnffmLd//SnK7JH2weMlybwWLCVYIlHqSV3S3bHdbd8HVIdldPdeZxJfj7S3YLWvgwVoLSwREZGYKSTBWgRMD2fkKiUYaL6w0z4LCSaxALgBeNzd3cyqgV8CH3P3P7Tv7O47gSNmdlk4VuK9wM96eC4nyIQtWKm8BEszdolE6ozrknD7TeEYzikEE+M8312Z4TFPhGUQlnmqOuZR4PVmVhNObvH6cFuvaR+Dlcobg6W1sEREROLllAlWOIbhNoILjReBH7n7ajP7tJm9OdztW0CtmW0APgq0T5V8GzAN+LiZLQ9/Roev/Q1wN8Fg9Y3Ar3rrpOD4XeHSpHVM064WLJHo9KQucffVwI+ANcAjwIfcPdtdmWFZ/wp8NCyrNiwbM7vEzBqAdwBfN7PV4XscAD5DkLQtAj4dbus12bAJK3HCGCwlWCIiInGSOvUu4O4PAw932vaJvMctBBcrnY/7LPDZbspcDJx3OsGejo4FPRMJkgmNwRIpBmdal4SvfQ74XCFlhts3Ecwy2Hn7Ik7sopz/2reBb5/0JHqgPZdKmpFKtbesq14SERGJk4ISrIGofTB5KmEagyUiReH4jR86bvyoBUtERCReChmDNSC1DyZP5iVYupARkSjl/HjLevssgprkQkREJF5im2B1TIec0BgsESkOmbwWrI4xWJrkQkREJFZim2Adv1NsGoMlIkWh/SZPwo5P064xWCIiIvES2wTr+J3i410EM+qKIyIRynVM0544Pk17NhtlSCIiItLLYptg5d8p1iQXIlIM2tfnSyQ4PgYro3pJREQkTmKfYKXyxmCpi6CIRKmj67JpHSwREZG4in2ClT8GSy1YIhKljhs/SaM0pQRLREQkjmKbYOVPcqFp2kWkGJwwyYVasERERGIptglW+1gHTdMuIsUiv2X9+CQXqpdERETiJLYJVraLFiyNwRKRKLXXS4n8MVhaB0tERCRW4ptgaQyWiBSZXN4YrJJUOIugugiKxJqZXWdma81sg5nd3sXrZWZ2f/j6c2Y2Oe+1C8zsGTNbbWYrzay8P2MXkTMT+wQrf5p2jXUQkSh1rM+XPwZLLVgisWVmSeAu4HpgJvAuM5vZabdbgYPuPg24E7gjPDYFfA/4a3efBbwWSPdT6CLSA7FPsFIagyUiRaJ98p2EJt8RGSzmARvcfZO7twELgPmd9pkP3Bs+fgC4xswMeD2wwt1fAHD3/e6ulclFBoDYJ1hBF0GNwRKR6OXf+LFwHJYmuRCJtTpgW97zhnBbl/u4ewZoBGqBGYCb2aNmttTM/qWrNzCzD5jZYjNbvHfv3l4/ARE5fbFNsE6cpj04zYzuFItIhDJ5XZcBSlMJtWCJxJt1sa3zXZXu9kkBVwLvDn+/1cyuecWO7t9w97nuPnfUqFE9jVdEekFsE6yMWrBEpMjk8uolgJKkKcESibcGYELe83pgR3f7hOOuqoAD4fYn3X2fuzcBDwMX9XnEItJjqagD6CsnrjejMVgiEr32adpTHQmWWrBEYm4RMN3MpgDbgZuAmzvtsxC4BXgGuAF43N3dzB4F/sXMKoE24DUEk2BIP3J3Drdk2NXYQjbnlCSDSYpGDy+jsjSel9FNbRnW7DjMxr1H2XO4law7laVJJtcOYfaEakYP12SWpxLPbwZ5CZapBUtEikPH7KZ5CVZbRvWSSFy5e8bMbgMeBZLAt919tZl9Gljs7guBbwHfNbMNBC1XN4XHHjSz/yZI0hx42N1/GcmJDCIt6SzPbtrPU+v28cym/Wzdf4xjbV3PLVJXXcFZo4dyQV0VV04fyUUTayhNDczOYY3NaR5bs5uHV+7k6fV3HYdyAAAgAElEQVR7SZ9kfPCs8cO58ZIJvO2ieoaWxTaV6JHYfir5LVjHx2DpQkZEopN/4weCMVhaB0sk3tz9YYLuffnbPpH3uAV4RzfHfo9gqnbpI+7O+j1HeWrdXp5ct5fnNh+gLZOjLJVg3pQRXDZ1BOOrKhhbVR5263baMjl2HGpmw96jrN99lK89uZGvPLGBytIkV00fxVvmjOe1Z4+mvCQZ9emdVFdJVV11BbdcPplLp9ZyzthhjB5eRkkiwZGWDJv2HeXZTQd4eOVOPvGz1XzxN+v5u6un8eeXTepYekQCgyLBSiaMhGk6ZBGJ1itbsEzrYImI9LPGpjS/37CPp9bt5an1e9nZ2ALA9NFDec9lk7hqxigunTKi4ATpcEuaZzbu56l1e3l09W4eWb2LYeUp3nD+OObPruPSKSM66v2o7T/ayuMv7eFXq3adkFS971WT+bPzxzF7QjVmr4y1qrKEORNrmDOxhr957Vksefkg//Xrtfz7z9fwk6UNfOGGCzl33PAIzqg4xTfB8hMHk+tOsYhELX+adtAYLBGRvubu7D3ayrKth1i85QCLthxkRcMhcg7Dy1NcOX0kH5k+iqtmjGJ8dcUZvcfw8hKunTWWa2eN5d/fPIs/btzPQ8u2s/CFHSxYtI266greOqeO0mSCkcPKevkMT64lnWVFQyPPb97PE2v3snTrQdwpKKk6mYsn1fD9v7yUR1bt4uM/W8X8u/7Ap988ixsvmXDaZcVRbBOszrN1lSYTtOlOsUikzOw64EsEYxHudvfPd3q9DLgPuBjYD9zo7lvC1z4G3ApkgQ+7+6MnKzMcVL4AGAEsBd7j7m3dvYeZlQB3E8zSlQLuc/f/6M3z140fEZHCHGvN8Oym/Sx++SBb9zex/1grudzxerSiJEl5SZKK0iQVJQkqS1OUphK0pLM0tWU52pJh28Emtu5v4khrBgiuBS+or+K2q6fzmhkjubC+mlQvd21LJRNcNSNI2D7bluGxNbv56dLtfPV3G8g5TKipYM7EGi6or+r1STLS2Rwb9hxl1fZGVu84zKrtjazY3thx/Xt+XRUfuWY6rzt3DLPGD+9xImRmXH/+OOZNGcFHFizn9p+uZM3Ow3zyTbM6/p8brGKbYGU01kGkqJhZErgL+FOC6YcXmdlCd1+Tt9utwEF3n2ZmNwF3ADea2UyCgd+zgPHAb8xsRnhMd2XeAdzp7gvM7H/Dsr/W3XsQjIEoc/fzw1m71pjZD9sTvN6Q67QOllqwREROtPdIK//z+Hp+sqSBY21ZSpLGhJpKaoeWkkwYpYkkjtOcznLgWBvN6SzNbVma01laM1nKS5JUliSpLEtRV13B3Ek1TKodwgX1VZxXV9Wv46IqS1PMn13H/Nl17D7cwqcWrmbp1oMsfGEHv1y5k2mjhjJ9zFBmjB5G7dDS00p4GpvSbNh7hDU7j7BmR5BQvbTrSEcyVVGS5Nxxw7jl8klcMnkEl0weQc2Q0j45z9qhZdz7/nl8/lcv8s2nN7OrsYX/uXkOZaniHoPWl2KbYHWMwUqqBUukSMwDNrj7JgAzWwDMB/ITrPnAp8LHDwBfseB/nPnAAndvBTaHs23NC/d7RZlm9iJwNcenQ743LPdrJ3kPB4aE69BUEEyLfLi3Th6gPZdK5bWsN6e7np1KRGSwWfjCDj7+0Cqa27K88cJx3HBxPRdNrCn6ySIKMWZ4Oa+ePoorp41kZ2MLy7Ye5KVdR1i7+wiwkyFlKcYMK2Pd7iPU11RQUZqksjSJYRxqauNQc5rdh1vZuPcom/YeZd/Rto6yqypKOK9uOO971WRmjR/OrPFVTBk5pF9bkZIJ49/eMJPx1RX8+8/X8DffW8rX/vyiQZtkxT/BymvB0p1ikUjVAdvynjcAl3a3Tzi9cSNQG27//+3deZxcdZno/89TS+97p5N0OjsJSxZAdnEb4SrgQpgRr8GNmcFhZpQZ7/DyJ3Cv+lN/Mndw7gw64zKDwqiMCshVySjKjIIKCIGwJiFkISF70p2ku9N71/L8/jjf6lQqVd3V3bWeft6vV16pOnXqnOdUVZ+q53y/3+f7dMpzO9ztdNtsBXpUNZpm/Uz7eBAv+ToI1AB/o6rHpnSkGcTi3jkoucjF8WE7LxljzLcf38mXfr6F8xY28eVrz2HZ7Lpih5QXIsK8pmrmNVXz7rPh2MAo2w73sb9niMPHh3lgw14GM5SFb64Js7StjsvPnMNps2tZNruO0+fU09FUXTLjnv7kTUsIBwN85qebuPn+l/jn695QMgU+Csm/CVbKWIewtWAZU2zpzrCpcydkWifT8nSd58dbf7x9XIQ3vmse0Aw8LiK/SrSOjQUociNwI8DChQvTbCqzmOpJVxTtvGSMMfD99bv50s+3cNWquXxl7bkzqtWjpbaCS5a2jt1fe+EC+kejDI16Y8niqjTXVNBQFcr5eLF8+fAlixgajXH7w1tob6ziM+9ZUeyQCs6/CVYszWBy+yFjTDHtAxYk3Z8PHMiwzj7XVa8Rb+LN8Z6bbvkRoElEQq4VK3n9TPv4IPBLVY0AnSLyJHABcFKCpap3AXcBXHDBBZOaXC8W5+QEy8aGGmNmuP3dQ3zr8Z289fQ2/vm6N5RNEpEvgYDQUBWmoSpc7FCm5WNvWcK+7kG+/cQuVs9vZM25HRM/yUd8+ykea8GyIhfGlIpngeUiskREKvCKVqxLWWcdcL27fS3wqKqqW75WRCpddcDlwDOZtume85jbBm6bD02wjz3AZeKpBS4BXs3h8ROLx8fOSeCNwbKuy8aYmSoai3Pfs3toravgKx84d8YnV34iInzmPSu4YFEzt/14Izs6+4sdUkH59pMcjysiyWMdrAXLmGJyLUk3AY8AW4AHVHWziHxRRK52q90NtLoiFjcDt7rnbgYewCuI8UvgE6oay7RNt61bgJvdtlrdtjPuA68aYR2wCS9x+zdVfTmXr8EpLVhBIRKdVCOYMcb4xlM7j3J0YJS/e9/ZtOSpwp0pnnAw4KoJBvjUj14aq48wE2TVRXCqc9eISGLg+IXAd1T1pqTn/AZoB4bconeqauf0DueEaFxPulJcGQrQPxId5xnGmHxT1YeBh1OWfS7p9jBeufR0z70duD2bbbrlOzlRaTB5edp9qGp/pn3nSlyV5LG+VnzHGDNTDYxEeWxrJ6fPqeNtp7cVOxyTJ+2N1Xz+6pV88r4X+e7vX+dP37yk2CEVxIQJ1nTmrgGGgc8Cq9y/VB9S1Q3TPIa0UgeTW5l2Y0yxRePxk7rAhIPWddkYMzM9seMII5E4V61qL3YoGf1g/Z6s1vvgxZMreFSKsj3WbKS+HlefM4+fvrCfv39kK+9a3c7cxqqc7atUZdNFcGzuGlUdBRJz1yRbgzfPDHgtVpeLiKjqgKo+gZdoFVQslpJg2ZViY0yRxeInJhkGG4NljJmZIrE4z+w6xop5Dcxp8P+P7ZlORPjimlVE43G++uttxQ6nILJJsNLNXZNaCuSkeWWAxLwyE/k3EXlRRD4rOS7gH9OTuwjaGCxjTLHF40ryGO5wMEAkNnP6pBtjDMBLe3sYisR442nZ/FQ0frCgpYYPX7KI+5/dOyMKXmSTYE1n7prxfEhVVwNvcf8+knbnIjeKyAYR2dDV1TVhsAmxuBIMntyCZQmWMaaYYqqEAid3EYzFdUYN/DXGzGyqyu9fO8rchiqWtNYWOxxTQDe9fRk1FSHu/JX/W7GyKXIxnblrMlLV/e7/PhH5AV5XxO+lWW9Kc87EUopceGXa7UeMMaZ4YnElkNyCFfLOUZFYnGBg5kysaYyZuQ72DnPo+DBrzp1HovNSNuN/SnmcUy7HL/lZa10lH7p4Id96fCd7jw0WO5y8yqYFazpz16QlIiERmeVuh4H34JVGzpl42iIXsVzuwhhjJuWUCz+uv6AVujDGzBQb9/cSEFg1r7HYoZgi+OM3LSYgwj1P7ip2KHk1YQuWqkZFJDHPTBC4JzF3DbBBVdfhzStzr5tX5hheEgaAiLwONAAVInIN8E5gN/CIS66CwK+Ab+XywKJpilzYjxhjTDGlVjcNuwQrYt2XjTEzgKry8r4eTmuro7Yyq5mC8qbcW53KtcJhe2M17z1nHg88u5eb33EG1RX+7L2R1ad7mnPXLM6w2fOzC3Fq0pVpt8HkxphiSlfdFLBzkzFmRtjfM0T3YIS3nzG72KGYIvqTNy3mJy/s5+X9PVy8xJ+FTop7+SCPYvFTrxQnBpMnLzfGmEKJqZ5Upn2sBcta140xM8Cm/b0ERViZx+6B5d4yNROs7mjkzLn1PL+72xKscpOuyAXAaDTu2+ZIY0xpi59y4ce7bd2XjTEzwbbD/SxqrZnS7zBLnPxDRLj2/Pl86edb6Dw+zGwfzoXm7wQrTVccS7CMMcUSjSuhwKlFLqwFyxjjd8eHIxw6PswVK+cWO5SSlutEslQT0zXndvC3D2/huT3dXLWqvdjh5Fw2VQTLUsYEy37IGGOKJK5KIE2RC5ujzxjjdzsOe5PLLp9dV+RITCloq69k+ex6Nu7rZZzC42XLty1Yp5Zpt644xpjiSu26HA5ZC5YxZmbY1tlHbWWIuY3+6w5mTpZtq9mqjga2Hu7jQM8wHc3VeY6qsHzbghUdp4ugMcYUw6nFd9yFn6j/rt4ZY0xCXJUdnf0sn113UqEfM7OdObeBgMDmg73FDiXnfJtgndJFMOiNu7IrxcaYYkk9L1VaC5YxZgY4fHyYwdEYy6x7oElSWxlicWstrxw4XuxQcs7fCZaku1JsP2SMMcWRcaJhS7CMMT62++ggAItba4sciSk1K+c10Nk3QlffSLFDySlfJ1iBNF0ERyzBMsYUSbr5+cASLGOMv+0+OkB9VYjmmnCxQzEl5qz2BgC2Hu4rciS55esEK5QmwbIfMsaYYonGlFDgxGl3rIpgzMZgGWP8a/fRQRa11iI2/sqkaKqpoK2ukh2d/kqwfFtFMNEVJ1HJZPfRAQAe2XSInV0D4z73gxcvzHt8xpiZJxqPc7B3aOy8dGxgFIDfbu2ifzia8Xl2TjLGlKuewVF6hiK8ubWm2KGYErVsTh0bXj9GJBYfu/BY7vxxFGnEU7riJG5H43al2BhTHNG4nlRB60R101ixQjLGmLzafcwbf7WoxcZfmfSWz64jEtOxsXp+4NsEK5pS5CLRLSdmCZYxpkiisfRVBG1sqDHGr3YfHaQiGLD5r0xGS2bVEhTxVTdB3yZYqYPJQ9aCZYwpslhKC1YoIATEEixjjH/t6x6ko7n6pN9kxiSrDAVZ2FrD9s7+YoeSMzMmwUrcjsXth4wxpjgisTjJvzFEhIpQwBIsY4wvxeLKod5h5jdVFzsUU+KWttVyqHeYoVF/dJn3b4KlJ5dpDwatBcuYYhORK0Vkq4jsEJFb0zxeKSL3u8fXi8jipMduc8u3isgVE21TRJa4bWx326zIYh9ni8hTIrJZRDaKSE77tKROHwHelTsbg2WM8aPDx4eJxpWOZkuwzPgWt9aiwJ5j4xeiKxf+TbBSyrSHxlqwLMEyphhEJAh8HbgKWAFcJyIrUla7AehW1WXAncAd7rkrgLXASuBK4BsiEpxgm3cAd6rqcqDbbXu8fYSAfwf+QlVXAn8ARHL5GkRi8ZPGhoI3DstasIwxfrS/ZwiADmvBMhNY0FxDUIRdR/xR6MLXCVbyD5mxKoI234wxxXIRsENVd6rqKHAfsCZlnTXAd93tB4HLxZs4ZQ1wn6qOqOouYIfbXtptuudc5raB2+Y1E+zjncDLqvoSgKoeVdWcNi15Y7BOXmYJljHGr/Z3D1EVDtBSW1HsUEyJqwgF6Giu5vWj1oJV0lLLtCeqCFoXQWOKpgPYm3R/n1uWdh1VjQK9QOs4z820vBXocdtI3VemfZwOqIg8IiLPi8in0x2EiNwoIhtEZENXV1eWh+6JppyXwOsiOBKxLoLG+NV0uka7xxeKSL+IfKpQMefK/p4hOpqqbYJhk5XFrbXs7x4iEiv/i46+TbBSf8gEBATrImhMEaX7hk39g8y0Tq6Wj7ePEPBm4EPu/z8UkctPWVH1LlW9QFUvaGtrS7OpzFLnwQKsyIUxPjadrtFJ7gR+ke9Yc20kGuNQ7zAdTTbBsMnO4lk1xFTZe6z8uwn6NsGK68kJlogQDIhVETSmePYBC5LuzwcOZFrHjYlqBI6N89xMy48ATW4bqfsabx+/VdUjqjoIPAycN8VjPYWqZihyEWDUEixj/Go6XaMRkWuAncDmAsWbM9sP9xNTK3BhspeYjHq3JVilK11XnGBArIugMcXzLLDcVferwCtasS5lnXXA9e72tcCjqqpu+VrXlWYJsBx4JtM23XMec9vAbfOhCfbxCHC2iNS4xOttwCu5OvjEuSe1BasybC1YxvjYlLtGi0gtcAvwhfF2MJ1uy/n0yoHjALTbBMMmS9UVQdrqKq0Fq5SlTugJXiVB6yJoTHG4Hw434SUyW4AHVHWziHxRRK52q92N98NiB3AzcKt77mbgAbyE55fAJ1Q1lmmbblu3ADe7bbW6bY+3j27gH/GStheB51X157k6/sS5J+0YrGgML8czxvjMdLpGfwGvEuq4s69Op9tyPm05dJxwUKzAhZmUBS3V7O0eKvvvxNDEq5Sn1DLtAKFgwFqwjCkiVX0Yr+td8rLPJd0eBt6f4bm3A7dns023fCde95zU5ePt49/xSrXnXGLQbroqgnH1WrjCQRsIbozPTKZr9L6UbssXA9eKyJeBJiAuIsOq+rX8hz19rx7sY25D1SkXu40Zz/zmGp7f00PPYITmMk7OfZ1gpesiaC1YxphiyNSCVRHyOhKMROOEg77tVGDMTDXWjRnYj9eN+YMp6yS6LT/Fyd2W35JYQUQ+D/SXS3Klqmw5dJzls+uKHYopMwtavKIoe7sHyzrB8u23eWqRC7AxWMaY4onE0o/BqgoFAazQhTE+NJ2u0eXs8PERegYjzG20AhdmcuY2VBEKSNmPw/JtC1a6IhehgBDzQW19Y0z5GWvBSlOmHbySxsYY/5lO1+ikdT6fl+DyZMtBr8DF3AYrcGEmJxgQOpq8cVjlzJctWPG4onpqVxxrwTLGFMvYGKyUs25l2CVYEbv4Y4zxhy2HrIKgmboFLTUc6Bkq62E9vkywYpr+SnHIEixjTJHEMpVpd10ErVS7McYvthzso6OpmqpwsNihmDI0r6mKaFzp6h8pdihT5s8EK/FD5pQugoGyzoaNMeUrGk+0YJ060TBYF0FjjH9sO9THmXPrix2GKVPtbuzegZ7y7Sbo6wQrtUy7VRE0xhRLNMMYrESCZUUujDF+EI3F2Xmkn+VzLMEyU9NWX0k4KBz0e4IlIleKyFYR2SEip1S3EZFKEbnfPb5eRBa75a0i8piI9IvI11Kec76IbHTP+SeR3E2UMNZFMO0YLPsRY4wpvGiGKoLWRdAY4ye7jw0SiamVaDdTFhBhbkMVB3qHix3KlE2YYIlIEPg6cBWwArhORFakrHYD0K2qy4A7gTvc8mHgs8Cn0mz6m8CNwHL378qpHEA68QzzzYSC1oJljCmO6FjX5ZOXWxVBY4yfbD/cD8DyOZZgmamb11TNgZ6hsd/05SabFqyLgB2qulNVR4H7gDUp66wBvutuPwhcLiKiqgOq+gReojVGRNqBBlV9yk2m9z3gmukcSLJopgTLilwYY4ok6qoIpnYRDAaEUECsBcsY4ws7OvsAOK3NEiwzdfMaqxmJxtnbXZ7zYWWTYHUAe5Pu73PL0q7jJtXrBVon2Oa+CbYJgIjcKCIbRGRDV1dXFuFmbsEKBoRYzBIsY0zhRTMU3wFvHJYlWMYYP9je2U9HUzW1lb6datUUwLwmr9DF5gPHixzJ1GSTYKUbG5WapWSzzpTWV9W7VPUCVb2gra1tnE2ekGkweTAQsBYsY0xRZBqDBVAZDlqRC2OML2w/3G/dA820zWmoJCCwaX9vsUOZkmwSrH3AgqT784EDmdYRkRDQCBybYJvzJ9jmlGUu025jsIwxxZEosBNMc3mpMhRgJGJjsIwx5S0WV17r6rcCF2baQsEAs+urfN2C9SywXESWiEgFsBZYl7LOOuB6d/ta4FE3tiotVT0I9InIJa564EeBhyYdfQbjlWm3KoLGmGIYa8FK00WwwroIGmN8YF/3ICPROMtnW4l2M33zmqrYfKCXcVKKkjVhguXGVN0EPAJsAR5Q1c0i8kURudqtdjfQKiI7gJuBsVLuIvI68I/AH4vIvqQKhH8JfBvYAbwG/CI3h5S5THsoIMQV4mX4RhljytvYGKx0XQQtwTLG+ECiguAy6yJocmBeUzVH+kfp7BspdiiTltUIRFV9GHg4Zdnnkm4PA+/P8NzFGZZvAFZlG+hkZCzT7u7H4kogXT8dY4zJk1iG8xJ4c2EdG4gUOiRjjMmp7Z0uwbIugiYH2hsThS56mdNQVeRoJieriYbLTaYiFxVhb0LPYRvrYIwpsET35EwtWKM2D5Yxpsxt7+yjvbGKhqpwsUMxPtDe6CVVm/eX3zgsXyZYma4U17uSoX3D0YLHZIyZ2RJjsNK1YFWHgwyOxsqyn7kxxiTs6Oy31iuTM1XhIItba9h0oPwqCc6oBKuhyhIsY0xxnGjBOvWxuqoQ0bjaOCxjTNmKx5Udnf1W4MLk1MqOxrKsJOjPBEvTV+uqd03WfcM21sEYU1jjTTRc51rX++3ijzGmTB3oHWJwNGZzYJmcWjmvgX3dQ/QOltdvd38mWBnKtNclWrBG7EeMMaawxptoOJFg2bnJGFOuEhUEbQ4sk0tntTcAsOVQebVi+TrBSi1yEQ4GqA4HrQXLGFNwmYrvwImLP/2WYBljytT2zj7AKgia3FqRSLAOWoJVdJnKtAPUV4VsDJYxpuCiMTcGK81Zd6yLoCVYxpgytf1wP231lTTVVBQ7FOMjs+sraamt4NWDfcUOZVJ8mWBFLcEypiSJyJUislVEdojIrWkerxSR+93j60VkcdJjt7nlW0Xkiom2KSJL3Da2u21WTLQP9/hCEekXkU/l8tjHa8GqqQgh2BgsY0z52t7Zb90DTc6JCGe111sXwVKQKHKRPsEKWxdBY4pARILA14GrgBXAdSKyImW1G4BuVV0G3Anc4Z67AlgLrASuBL4hIsEJtnkHcKeqLge63bYz7iPJncAvcnPUJ4yNwUpzXgoGhJqKoLVgGWPKkmqigqAlWCb3zpzbwNZDfWM9QcqBPxOsceabSbRg2XwzxhTcRcAOVd2pqqPAfcCalHXWAN91tx8ELhcRccvvU9URVd0F7HDbS7tN95zL3DZw27xmgn0gItcAO4HNOTxuAGLxOCLpi1yANw5rwBIsY0wZOnR8mP6RKMvmWIl2k3tntTcwEo3z+tGBYoeSNX8mWJq5Wld9VZhoXBmOlE8WbIxPdAB7k+7vc8vSrqOqUaAXaB3nuZmWtwI9bhup+0q7DxGpBW4BvjDeQYjIjSKyQUQ2dHV1TXDIJ0Tiekpl02R1lSFrwTLGlCWrIGjy6ax2L3F/pYzGYfkzwUqUaQ+mb8ECOG7dBI0ptHTZRWpTcqZ1crV8vH18Aa9LYX+ax0+sqHqXql6gqhe0tbWNt+pJYnFN26qeYAmWMaZcbe+0BMvkz7LZdYQCUlaVBEPFDiAfMpVphxMJVt9wlDkNBQ3LmJluH7Ag6f584ECGdfaJSAhoBI5N8Nx0y48ATSIScq1Uyetn2sfFwLUi8mWgCYiLyLCqfm3qh3xCJBYnnK6EoFNXGbIiF8aYsrSjs4+W2gpa6yqLHYrxocpQkGWz63i1jBIsX7ZgxccpctFQGQawQhfGFN6zwHJX3a8Cr2jFupR11gHXu9vXAo+qN2ByHbDWVQBcAiwHnsm0Tfecx9w2cNt8aLx9qOpbVHWxqi4GvgL8ba6SK3AtWGla1RPqqsKMxuKMRq37sjGmvGw/3G/zX5m8Oqu9gS3WRbC4ohMUuQCsVLsxBeZakm4CHgG2AA+o6mYR+aKIXO1WuxtvPNQO4GbgVvfczcADwCvAL4FPqGos0zbdtm4BbnbbanXbzriPfIvElNAELVhgc2EZY8qLqlqJdpN3Z7XXc+j4MN0Do8UOJSv+7CI4TgtWZThIRTBgY7CMKQJVfRh4OGXZ55JuDwPvz/Dc24Hbs9mmW74Tr8pg6vKM+0ha5/PjPT4VsXh8wiIXAP3DEVpqbaJOY0x56OofoXcowulWQdDk0Vnt3rieLQePc+myWUWOZmK+bMGKjTPRMMCs+goOHx8uZEjGmBkuGtO0hXcSrAXLGFOOdlgFQVMAiQTrlTIZh+XvBCvDfDMLmmvY1z00NlbLGGPyLTpRmfZE92VLsIwxZWTbYW9cjI3BMvk0q66SWXWVZTMOy98JVoYfMwtbahiJxunsGylkWMaYGSwWV0LB8cdgCTY+1BhTXrYe7qe5JkxbvVUQNPl1Vnt92ZRqn5EJ1oKWGgD2HhssWEzGmJktEht/DFYwIDRUh8tmAK8xxoDXgnX6nHokQ68hY3JlRXsDOzr7icRKv9quLxOs8cq0A7TWVlAdDlqCZYwpGK8Fa/wfIM01FRwbtATLGFMeVJVth/o4Y64VuDD5d1Z7A6OxODu7BoodyoR8mWBFJ2jBEhEWttSwxxIsY0yBROJKcJwy7QAttdaCZYwpHwd7h+kbiVoFQVMQyZUES50vE6yJuggCLGippqtvhOFIrFBhGWNmsFg8TniccxJ4LVjHh6Nl0f3BGGO2ugIX1oJlCmFpWy0VwYAlWMUyURVBgI6mahSsXLsxpiAiMR33og8wNv9Vz6DN02eMKX3bDnkJ1umzLcEy+RcOBlg+p64sSrX7O8Ea58fM7PoqADqPWyVBY0z+xeJKeJwqguC1YAF02zgsY3xDRK4Uka0iskNEbk3zeKWI3O8eXy8ii93yd4jIcyKy0f1/WaFjn8jWw33MbaiisSZc7GYLxlMAACAASURBVFDMDHFWe0NZlGr3bYIVEMataNNYEyYcFDr7rAXLGJN/0Vh8whasZteCdczGYRnjCyISBL4OXAWsAK4TkRUpq90AdKvqMuBO4A63/AjwXlVdDVwP3FuYqLO37XAfp1v3QFNAZ86t50j/CF0lPtWSPxMsnbgrTkCEtrpKmwvLGFMQ0bgSnqCKYH1ViFBArNCFMf5xEbBDVXeq6ihwH7AmZZ01wHfd7QeBy0VEVPUFVT3glm8GqkSkZCabisWV7Yf7OWOOTTBsCmeFK3Tx6qHS7iboywQrHp84wQKY3VBV8hmwMcYfolmMwQqI0GSl2o3xkw5gb9L9fW5Z2nVUNQr0Aq0p67wPeEFVS+ZHy55jg4xE41ZB0BRUuVQS9GWCFY3ruAUuEtrqK+kZijAStUqCxpj8isbjhCYo0w6uVLslWMb4RbofIzqZdURkJV63wT9PuwORG0Vkg4hs6OrqmnKgk7X1kFUQNIXXXFvB3Iaqkh+H5csEK5ZtC1a919JurVjGmHyLZjHRMLjJhq2LoDF+sQ9YkHR/PnAg0zoiEgIagWPu/nzgJ8BHVfW1dDtQ1btU9QJVvaCtrS3H4We27XAfIrBstnURNIW1cl4Dm/b3FjuMcc3oBKvNJVg2DssYk2/ZdBEEr1T7cCTO0Ki1rBvjA88Cy0VkiYhUAGuBdSnrrMMrYgFwLfCoqqqINAE/B25T1ScLFnGWth7uY2FLDTUVoWKHYmaYVR2NvNbVz+BotNihZJRVgjXVEqPusdvc8q0ickXS8tdd6dEXRWRDLg4mIZsiFwCttZUERawFyxiTd9F4nHAWXQRbXSXBowN2XjKm3LkxVTcBjwBbgAdUdbOIfFFErnar3Q20isgO4GYg8TvrJmAZ8Fn3W+lFEZld4EPIaOuhPht/ZYpiVUcjcS3tcVgTXnZIKjH6Drxm7GdFZJ2qvpK02liJURFZi9dX+AOuFOlaYCUwD/iViJyuqolLs29X1SM5PB4AYlleKQ4GhNa6Cpts2BiTd7G4Esyii2BLndeyfrR/lPnNNfkOyxiTZ6r6MPBwyrLPJd0eBt6f5nlfAr6U9wCnYCQaY9eRAa5cObfYoZgZaHVHIwAb9/Vy/qKWIkeTXjYtWFMuMeqW36eqI6q6C9jhtpdXMc2uyAVAe2MVB3qG8hyRMWami8SUcFYt69aCZYwpbTu7BojF1ebAMkUxp6GSWXUVbDpQui1Y2SRY0ykxOt5zFfhPNzv5jZl2PpXqOPEsrxQDdDRVc3w4St9wJKv1jTFmKryxoROfcsPBAI3VYY72W6ELY0xp2nbYVRC0LoKmCESEVR2NJV3oIpsEazolRsd77ptU9Ty82c0/ISJvTbfzqVTHybZMO8C85moADvRYN0FjTP5EYvEJJxpOaKmt4KhVEjTGlKhXD/URCghLZtUWOxQzQ63uaGR7Zz/DkdIsCJVNgjWdEqMZn5uYnVxVO/FKkOas6+BoNE44mF2BxHmNXoK137oJGmPyKNvqpuB1Ezzab10EjTGladP+Xk6fU09FyJfFqE0ZWDmvkVhceaVEC11k85cx5RKjbvlaV2VwCbAceEZEakWkHkBEaoF3ApumfziewUiMmsrsyoZWhYPMqquwcVjGmLxRVTcPVnY/RmbVVTIwGivZK3PGmJlLVdl84PhYoQFjiuHcBU0AvLS3p8iRpDdhFqKqURFJlBgNAvckSowCG1R1HV6J0XtdidFjeEkYbr0HgFeAKPAJVY2JyBzgJ14dDELAD1T1l7k6qMGRKDXhYNbrz2uqZs/RwVzt3hhjThKLez2jQ1m2YLWMFboYpaOpOm9xGWPMZB3oHebYwCirOhqKHYqZweY2VjG3oYoXSzTByupyqqo+rKqnq+ppqnq7W/Y5l1yhqsOq+n5VXaaqF6nqzqTn3u6ed4aq/sIt26mq57h/KxPbzJXB0Ri1ldknWB1N1fQMRRgYKd0Jy4zxgzzNqZd2m67Vfb2IbHfbrBhvHyLyDld0Z6P7/7JcHXc0kWBlOQartc4lWNZN0BhTYhKFBVZaC5YpsnMXNPHCnjJOsMrNUCRG9SRmFk/MNfP60YF8hWTMjJc0p95VwArgOjdXXrKxOfWAO/Hm1CNlTr0rgW+ISHCCbd4B3Kmqy4Fut+2M+wCOAO9V1dV4XZ7vzdWxRyfZgtVa6+bCskIXxpgSs3l/L8GAsKLdWrBMcZ27sIk9xwZL8mKkLxOsgUl2EVzYUkNNRbCkyz0a4wP5mFMv7Tbdcy5z28Bt85rx9qGqLySK7wCbgSoRqczFgcdiiQQru1NuRcgr1W6ToBtjSs3G/b0sa6ujahK/s4zJh7FxWPtKrxXLlwnW0GiMmkl0EQwGhJXzGthyqI9ILJ7HyIyZ0fIxp16m5a1Aj9tG6r4y7SPZ+4AXVPWUy2JTmZsvEvfOK9l2EQSv6/K+biu+Y4wpLZsOHGeljb8yJWB1RyMBgRdLsJug7xIsVfWqCFZM7srKqo5GRqNxtrvJ84wxOZePOfWmMgffuHGIyEq8boN/nma9Kc3Nd6LIRfan3AXN1RwbGGVw1MaGGmNKw8HeIbr6Rlg1z8ZfmeKrrQxxxtwGXijBQhe+S7BGonFicaVmEmOwAJbOqqOmIsjL1k3QmHzJx5x6mZYfAZrcNlL3lWkfiMh8vHn5Pqqqr03xOE+RaBnPdgwWQIcbG7rfWrGMMSXi+d3eD9nzFzUXORJjPOcvauL53d1ES6wHmu8SrKFRb96YybZgJboJvnqwz+aeMSY/cj6nXqZtuuc85raB2+ZD4+1DRJqAnwO3qeqTuTzw2CSrCALMb/bKs++1BMsYUyKe39NNZSjAWVbgwpSIi5a0MjAaK7kJh32XYA1GppZgAazuaGI0Fuc3W7MbV2GMyZ4b75SYU28L8EBiTj0RudqtdjfQ6ubUuxm41T13M5CYU++XuDn1Mm3TbesW4Ga3rVa37Yz7cNtZBnxWRF50/2bn4tgjrshFcBItWN4k6JXs77Y5+owxpeG53d2cPb+RipDvfj6aMnXxkhYAntl1rMiRnGxy/ejKwKCby2oyZdoTlsyqpaYiyM83HuTKVXNzHZoxM56qPgw8nLLsc0m3h4H3Z3ju7cApc+al26ZbvhOvymDq8rT7UNUvAV+a8CCm4OQxWNm3kM9vrua1zn5UFTcxuzHGFMVwJMbmA7386ZuXFDsUY8bMaahicWsN63cd42NvWVrscMb47hLEoOsiWDuFFiyvm2Ajv95y2LoJGmNyZmwM1iS6CIKXYPWNRNnfY90EjTHFtflAL5GYct5CG39lSstFS1p49vVjxOOpdbOKx7cJVvUUEizwSj4OjsZ49NXOXIZljJnBYpOcaDjhtLY6AH637UjOYzLGmMl4bnc3gCVYpuRcvKSVnsEI2zpLpxK4DxMsr4vgZKsIJixtq2VuQxUPPrcvl2EZY2aw6Ng8WJM75c6ur6SpJsxjW+2CjzGmuJ7Z1c2i1hra6nMy/7oxOXPxUm8c1pM7jhY5khN8mGBNvYsgQECE953fwW+2dnL4+HAuQzPGzFDR2NRasESEM+bU8+SOI4xErduyMaY4orE4T+88ypuWzSp2KMacYn5zDae11fLbbaVTpM53CdbQNLsIArz//AXEFX78/P5chWWMmcGiU+wiCHDGnHoGR2M8u6s712EZY0xWXtrXQ/9IlDdbgmVK1NtOn836nUdLpoaC7xKsgWl2EQRYPKuWi5a0cP+ze8bGThhjzFRFpzAPVsLStjoqggF+uflgrsMyxpisPLH9KCJw6WmtxQ7FmLTedkYbI9E4T+0sjW6CvkuwBqc40XCqP750Ma8fHeThjfajxhgzPYkZ5r0y7ZNTEQpwzRvm8f31e3hk86Fch2aMMRN6cscRVnc00lRTUexQjEnr4iUtVIUD/LZE5rL1XYI1NBojIFA5zUnwrlw5l2Wz6/jaoztKquyjMab8JFqwJjPRcLIvrlnF2fOb+B/3vcgLe6yroDGmcAZGojy/p9vGX5mSVhUOcsnSVn6ztRPV4v9u912CNTAapaYiNO1JOQMB4aa3L2Pr4T7+a8vhHEVnjJmJEkUuwpOsIphQFQ7yrY+ez+yGSj56zzNs3Neby/CMMSaj327rIhpX3rq8rdihGDOud66Yy+tHB3nl4PFih+K/BGtoNDbt7oEJ7zm7nUWtNfzzo9tLIhs2xpSnnqFRABqrw1Pexuz6Kn7wZ5fQUBXmY997lp7B0VyFZ4wxGf1i0yFaayu4aElLsUMxZlxXrppLMCD87OXiD+/xXYI1mMMEKxQM8PE/OI1N+4/zmxIq/WiMKS9dfSMAtNZNb/xCR1M1//qR8znaP8pnfropF6EZY0xGw5EYj245zDtXzplyF2djCqWltoJLT2vlZy8fKHrDiA8TrCjV06ggmOoP3zCfjqZq/unX1opljJmarr4RWmorptxFMNmqjkb+5h2n87OXD3LlV37H9556fdrbNMaYdB7ffoSB0RhXrWovdijGZOW9Z89j77EhXi5yV/rcZSIlYnA0NuVJhhN+sH7PSfcvWtLCT17Yzyfve5FLlqYvUfrBixdOa5/GGP/q6huhra5yys9PPSc1Vod5z9ntvLS3h889tJkX9vRw4eKTu+/YOckYM10/f/kAjdVh3mjl2U2ZuGLlXD7z0CZ+9NxezlnQVLQ4fNiCFZvWJMPpXLComeWz6/jFpoN0Hh/O6baNMf7X1T9CW/3UE6xUAREuPW0WN771NJbPrmPdiwfYc2wwZ9s3xpjugVEe3nSI95zdnpPWd2MKobHGuwD54+f3c3w4UrQ4fPcXMzgazdkYrAQR4X3nzyccDPCtJ3bZDxljzKR09eU2wUoIBoS1Fy6krirEf7x0gLh1YzbG5MiPntvLaDTOhy9ZVOxQjJmU69+4mMHRGD9+bl/RYvBhghWjNodjsBIaqsLc+JalVIYCfPvxnby8ryfn+zDG+I+q5i3BAqiuCPLOFXPY3zNk5yVjTE7E48q/P72HCxc3c1Z7Q7HDMWZSzlnQxDkLmvjeU7uJFWkuW98lWEN56CKYMLuhir9822l0NFdz37N7+dGGvWw+0MvB3iGGI7G87NMYU976RqKMROPTGoM1kXMWNDGvqYpHNh9mNBrP236MMTPDf75ymD3HBq31ypStj715CTuPDPDTF/YXZf++S7AG8tBFMFltZYgb3rSENy5t5ZWDx/n++j3886M7uPIrv2P30YG87dcYU54SJdrz1YIF3pis96yeR+9QhMe2duZtP8YY/4vG4vz9I6+ytK2Wd6+26oGmPL17dTurOxr5x//aVpRGEF9VEYzHleFInJo8dBFMFgoGeO8587hq9Vz2dw9xdGCUX205zPu++Xu+8ycXsaqjMa/7N8aUj0IkWACLZ9Vy3sJmHt/exZH+Eb7z+12smtfIinkNnDm3gUtPayVg89gYYybwwIZ9vNY1wF0fOZ+QFbcwZSoQEG696kw+9O313P3ELj7x9mWF3X9B95ZnQy5DzWcLVrJQIMCiVu9HzYN/cSmVoSAf+NeneHjjQesyaIwBCpdggTeLfXVFiN1HB5nbWM1vt3XxpZ9v4cN3r+d9//J7G6NljBnXgZ4hvvzIq1y4uJl3rJhT7HCMmZY3LZvFlSvn8pVfbWPT/sLOi+WrFqyB0ShQuAQr2bLZdfz445dy/T3P8PHvP09lKMDbz5jNVavncvb8JuY3V1uZU2NmoLEEK49jsBLqKkN8+oozCAaEgAhXrJjD4GiMVw8d55HNh1nztSc5b1EzFy5qZjSmvLi3BwHmNVXx1bVvsBYuY2awSCzOX/3wBSLROF++9hxE7Hxgyt///qPVXPXVHv76hy/w449fSlNNRUH266sEa2g00YJV+MNKTAR63UULea2zn22dfTyx4wi/3HxobJ3qcJC6qhBLZ9Xyt3+0mtPa6goepzGmsLr6RwgHhcbqcEH2l3whR0SorQxx/qIWVs5r5LFXO/n9a0d5bnc3AFXhAOFggOf2dDMUifHla8+hpbYwXz7GmNIRicX5m/tf5Lnd3Xx17bksmVVb7JCMyYnm2gq+uvZcPnL3M3z47vV8/4ZLaKzJ//exrxKswdHCdhFMJxwMcGZ7A2e2N/Du1fM4dHyYgz1D9A5H6B+OcnwownO7u7n8H37L289o4/Kz5lBfFaKhKkxlKEAgIMyqq6C9sZraSl+9PcbMSF19I8yqqyx661BVOMhVq9v5gzNms62zD4AV7Q2EAsLTu47xi40HufTvfs3lZ82hqTrMwEiUwdEYC1pqOGdBE287ve2UJFFV2XtsiNkNlVSFi3feNcZM3aHeYT79f1/md9u6uOXKM1lzbkexQzImpy5e2sq/fuR8/vze57jmG09y5wfO5dwFTXndZ1a/4EXkSuCrQBD4tqr+XcrjlcD3gPOBo8AHVPV199htwA1ADPhrVX0km21ORSyuzG2ooqFAV4onEgwIHU3VdDRVn7S8fyTK4GiUf396N49t7cr4/MbqMCvnNXDOgibm1FcyGIkxMBLlnPlNXLSk5aRmzsHRKJ3HR7x5wCqD1FWGqAwHicWVusoQQev6Y0pAIc8lIrIEuA9oAZ4HPqKqo1PZx3Tkcw6sqaiuCHLO/JO/WN64tJW/umwZ9zyxi8e3H2E4EqOmMkhVKMjj249w9xO7CAWEi5e2cNHiVlrqKthxuI/fbT/CriMD1FYEecvyNlbPb6QqHGRwJEr/aJSACC01Fbz9zNksm20t9mZmysd5b7pUlde6Bvjx8/v43lO7icTi/O8/Ws11Fy3MxeaNKTlvP3M2995wETc/8BJ/9I0nedfqdj548ULOX9RMZSj3FwgnTLBEJAh8HXgHsA94VkTWqeorSavdAHSr6jIRWQvcAXxARFYAa4GVwDzgVyJyunvORNuctFUdjTz9Py+fziYKoq4yRF1liE9efjoDI1GGIzFGonEi8TjxOPSPROgdjNA9GOH1IwM8vfMoiXnSggEhFldEYHFrLSORGMcGRxmOZJ77JhQQmmoqiMTiNNWEWdxay5JZtdRXhRiNxhmJxonFFUVR9eI7Y249zTUVDIxGeeXAcY4PRwiIMKehinlNVcxtqKa+yjuOmoogIoLiBVkZDFJVEaAiGPCWqxKLK9G4Elfv/4AIlaEAoYAQV7zWveEIkVichuowjdXhKY9Zi8biRGLeaxQOBsaSy7iLQQSCIjlrUYjFlUgsTkCEUCB3250sda9tJBYnrlBbESSu0DM4SsM0Xs9cKcK55A7gTlW9T0T+xW37m5Pdh6pOq2JNV98I7Y1V09lEQWx4vZuz5zdxdkryFVdl37FBXjnYx5aDx3lyx1EAKoIBFrbW8O7V7XT2DbN+19GTukR7f9tKXOH2h7fQWB2muSbMeQubaaqpGDvfDIxEOXR8mMpQkPnN1Vy4uIUz2+tpqang6MAonceHOTY4Sl1liKaaCuqrQvQNRxkajVERCjC7vpK5jVWEgwHicaVvJErfcIRjA6P0DkXGntdYHSYaizMUiTEciTMciSECLbUV1FaECIcChINCOBAY+xtWVQZHY+w6MkBX3whDkRiz6yuZXV9FhVvf+98732X621f1jjWm3jkw7k7XwUDmc4a61y6uOvZ65mpMTLpzciymxNzyqnCQhqpQ1vtT1ZPO9Ylz7uBojKpwkEgszt5jg7TUVtBUU8Gh48OEg8Ls+tL/u5iufJz3pntO+tqj2/nW47voHYoQELj8rDl85t1nsajVugUaf7t4aSsPf/ItfOOxHfxg/R5+9vJBKkMBOpqqObO9nm986Pyc7SubFqyLgB2quhNARO4D1gDJJ4c1wOfd7QeBr4l3Zl4D3KeqI8AuEdnhtkcW2/S9YEBoqA5P2OIWd1/yXsIC+7qH2HWkn4O9wzTXVHBaWx01lSHqq0JUBAMuaYoRiSkBgYHRGIOjMYIBYWAkyvbDfTy18yiRaNz7gg96A+IBBBh2CVdCQLzxY3E9UakxG4nfDONNoi0CmuHxilCAyfycULzkKnV/meIIiFcJMhAASdpTIlGEU2PTlDuRePyUdURwP9JO3m62pvIbKhpTRmMnJ9lB9wNXFf7jpjezen7Rpw8o2LlERLYAlwEfdOt81233m1PYx1PTOeiu/hFWl/HUDQERFrbWsrC1litXzSUSizMwEqWhOjx23kgYjsSIq1IZChIMeD+4+4ajbDrQy4GeIboHIzz6aidDLrkBL1FrqA4TjSm/29bFd37/+pTirAgG0v49TkXibzgaP/V8Mp5gQAgHBUGIqY4lHBNtI7E/OJGEpTuOsDtXp54j0p1nUtdR9S4GJZKoiSS+b9QleYqXSAXEiyEQ8D4bo9E40bhSEQqMXcQKBQSFsYuBif2Dd96NK3z8D07j01eeOWEcPpCP8960zkkdzdW8a/VcVnU0ctmZs2lvrJ74Scb4RGN1mNvedRZ/dflynnrtKM/sOsqBnmGqczy8KJsEqwPYm3R/H3BxpnVUNSoivUCrW/50ynMTnXsn2iYAInIjcKO72y8iW7OIOdks4Mgkn1NopR5jqccHpR9jUeM7+44JV5kFLMpzGIU8l7QCPaoaTbP+VPYxZirnpA3Al0/cLfXP6mTYsZSmkj+WW+6AW7Jb9Yz8RpJ3+TrvjcnB76R8KvnPYpJyibVc4oQcxPqhHAWShVn/kF2sWf1WyibBSnc9PfXyV6Z1Mi1P11cp7SU1Vb0LuGu8AMcjIhtU9YKpPr8QSj3GUo8PSj/GMolvcb53k2ZZvs4l4+1rsvs4ecEMOCdly46lNPntWIodwzTl47x38oJpnpPyqZw+i+USa7nECTM71mwGZewDFiTdnw8cyLSOiISARuDYOM/NZpvGGH8p5LnkCNDktpG6r8nuwxhjpiof5z1jTInLJsF6FlguIktEpAJvwOW6lHXWAde729cCj6qquuVrRaTSVfRaDjyT5TaNMf5SsHOJe85jbhu4bT40xX0YY8xU5eO8Z4wpcRN2EXT9gW8CHsErMXqPqm4WkS8CG1R1HXA3cK8bgHkM7wSCW+8BvMGcUeATieo36baZ+8MDSrTZPEWpx1jq8UHpxzjj4yvCueQW4D4R+RLwgts2U9lHjpX6Z2Ey7FhKkx1LicjXea+MlNP7Vy6xlkucMINjFc1FySVjjDHGGGOMMVl1ETTGGGOMMcYYkwVLsIwxxhhjjDEmR3ydYInIlSKyVUR2iMitRYphgYg8JiJbRGSziHzSLW8Rkf8Ske3u/2a3XETkn1zML4vIeQWKMygiL4jIz9z9JSKy3sV3vxucixtse7+Lb72ILC5QfE0i8qCIvOpeyzeW0msoIn/j3t9NIvJDEakq9msoIveISKeIbEpaNunXTESud+tvF5Hr0+3LZKcUzklJsbwuIhtF5EVxpbBz+fkQkfPd9ne458p4+5hk7Hn9bE829umcczIcy+dFZL97b14UkXclPXab289WEbkiaXnaz9ZUzkOZ9pHFseTs+64U3htzqkK8xyUaayzp7zHnRdmmEOuZIvKUiIyIyKdStpW375kcx3nKd1CRY/2Qe99fFpHfi8g5Sdua/GuqbrZ5v/3DG0z6GrAUqABeAlYUIY524Dx3ux7YBqzAm3f0Vrf8VuAOd/tdwC/w5r+4BFhfoDhvBn4A/MzdfwBY627/C/CX7vbHgX9xt9cC9xcovu8CH3O3K4CmUnkN8SZ+3AVUJ712f1zs1xB4K3AesClp2aReM6AF2On+b3a3mwvxnvvtX6mck5LieR2YlbIsZ58PvGpnb3TP+QVw1Xj7mGTsef1sTzb26ZxzMhzL54FPpVl3hfvcVAJL3OcpON5ni0mehzLtI8tjycn3Xam8N/avOO9xqcXqHusvsdd1NnAhcDtJ5wry/D2TqzjdY6+T8h1U5Nf00qTzzFVJn9UpvaZF/2PN4wv7RuCRpPu3AbeVQFwPAe8AtgLtSR+Cre72vwLXJa0/tl4eY5oP/Bq4DPiZO7kcAUKpryVeJaQ3utsht57kOb4GvARGUpaXxGuIl2DtxfuiCLnX8IpSeA2BxZz8w21SrxlwHfCvSctPWs/+Teq9KKlzEukTrJx8PtxjryYtH1sv0z6mEH9ePttTiX2655w0x/J50idYJ31mEueSTJ8tpnAuz7SPKb5HU/q+K6X3xv4V9j0uxVjd7bwmWJONNWm9k84Vmc4FpRanW/Y6eUywphqrW94M7J/Oa+rnLoKJH70J+9yyohGvC8YbgPXAHFU9COD+n+1WK0bcXwE+DcTd/VagR1WjaWIYi8893uvWz6elQBfwb+J1Y/y2iNRSIq+hqu4H/g+wBziI95o8R2m9hgmTfc1K7u+ojJXaa6nAf4rIcyJyo1uWq89Hh7uduny8fUxXMWPPx3t7k+uqco+c6EY52WOZyrk8J8cyze+7Un9vDHl7j0sxVoAqEdkgIk+LyDX5inMSsWZSsNd1mnFC+u+gvJhCrDfgtWbCFF9TPydYkmaZFjwKR0TqgP8L/A9VPT7eqmmW5S1uEXkP0Kmqz2UZQzFe1xBeF5pvquobgAG8Zt1MCv0aNgNr8LrTzANq8ZqXM8VQUp9NJ1NMpRhruSq11/JNqnoe3mf1EyLy1nHWnezno5SOtRCx5/p4vwmcBpyLd9HmHybYz1SOJW/vXQ6+70r5vTHk9T3OuRz9/lqoqhcAHwS+IiKn5ThML4DsY824iTTLcv665iBOmNx30JRNNlYReTtegnVLYlGa1SZ8Tf2cYO0DFiTdnw8cKEYgIhLGe3O/r6o/dosPi0i7e7wd6HTLCx33m4CrReR14D68boJfAZpEJDERdXIMY/G5xxvxJkbMp33APlVd7+4/iJdwlcpr+N+AXarapaoR4Md4fXlL6TVMmOxrVjJ/Rz5QUq+lqh5w/3cCPwEuInefj33udupyxtnHdBUz9py+t6p6WFVjqhoHvoX33kzlWI4w+fPQtI4lR993JfvemLy/x6UYa/L5hQNFrAAAB6NJREFUcifwG7zWkGLGmkneX9ccxZnpOyinJhuriJwNfBtYo6pH3eIpvaZ+TrCeBZaLV0GpAm8Qb84rv0xERARvlvYtqvqPSQ+tA653t6/H6xuaWP5R8VwC9CaaMvNBVW9T1fmquhjvNXpUVT8EPAZcmyG+RNzXuvXzejVQVQ8Be0XkDLfocryZ7UviNcTrGniJiNS49zsRX8m8hkkm+5o9ArxTRJpdS9073TIzeSVxTgIQkVoRqU/cxntfN5Gjz4d7rE9ELnF/Ex8l/ec/eR/TVczYc3rOSXz5O3+I994k9rNWvAqAS4DleEUf0n623HllsuehTPvIJu5cfd+V7Hsz0+X7PS7FWF2MlW6bs/AuTL9S5Fgzyev3TK7iHOc7KGcmG6uILMS7QP4RVd2WtP7UXtNsB4eV4z+8ijDb8Kp//K8ixfBmvKbEl4EX3b934fV1/zWw3f3f4tYX4Osu5o3ABQWM9Q84UUVwKd6X6g7gR0ClW17l7u9wjy8tUGznAhvc6/hTvAGIJfMaAl8AXsU7QdyLV4GrqK8h8EO87kURvCswN0zlNQP+1MW6A/iTQn0e/fivFM5JLo6leJWQXgI2J2LJ5ecDuMD9PbwGfA1XyCXTPiYZf14/25ONfTrnnAzHcq/bzst4X+TtSev/L7efrbgKeuN9tpjCeSjTPrI4lpx935XCe2P/ivMel1qseD1SNuKdLzcCN5RArHPxzhfHgR53u8E9lrfvmVzFSYbvoCLH+m2gO2ndDUnbmvRrmjgxGWOMMcYYY4yZJj93ETTGGGOMMcaYgrIEyxhjjDHGGGNyxBIsY4wxxhhjjMkRS7CMMcYYY4wxJkcswTLGGGOMMcaYHLEEy+SEiKiI3Jt0PyQiXSLyM3f/ahG51d3+vIh8yt3+johc625/W0RWFCN+Y0x5EpHfiMgVKcv+h4h8I8P6i0Xkg4WJzhgz07h5tJ4QkauSlv13EfllMeMyhWUJ1gwnIqEcbWoAWCUi1e7+O4D9iQdVdZ2q/t14G1DVj6lqTifvM8b43g/xJn5MttYtT2cxYAmWMSYv1Jv/6C+AfxSRKjeR7u3AJ6az3Rz+XjMFYAmWz4nIZ0XkVRH5LxH5oYh8yl3x/VsR+S3wSRFZJCK/FpGX3f8L3XPfLyKbROQlEfmdW7ZSRJ4RkRfd+suTdvcL4N3u9nUk/cARkT8Wka9NEOtvROQCd/s6Edno9n9H0jr9InK7i+lpEZmTKVZjzIzwIPAeEakEr4UKmAc8ISJ/784LG0XkA279vwPe4s5hfyMiQbfes+6c9udFOQpjjG+o6ibgP4BbgP8X+J6qviYi1yf9hvqGiAQAROQuEdkgIptF5HOJ7YjIPvc77kngD4tyMGZKLMHyMZesvA94A/BHwAVJDzep6ttU9R+Ar+H98Z8NfB/4J7fO54ArVPUc4Gq37C+Ar6rquW57+5K2eR+wVkSqgLOB9VOMex5wB3AZcC5woYhc4x6uBZ52Mf0O+LNxYjXG+JyqHgWeAa50i9YC9+Od884FzgH+G/D3ItIO3Ao8rqrnquqdwA1Ar6peCFwI/JmILCnwYRhj/OcLeK3lVwFfFpFVeEnSpe43VIgTre+3quoFeOerd6QMlxhQ1Tep6o8KGLuZJkuw/O3NwEOqOqSqfXhXUxLuT7r9RuAH7va97nkATwLfEZE/A4Ju2VPA/xSRW4BFqjqU2IiqvozX/eY64OFpxH0h8BtV7VLVKF7S91b32CjwM3f7Obe/TLEaY2aG5G6Cie6BbwZ+qKoxVT0M/Bbv3JLqncBHReRFvItCrcDyNOsZY0zWVHUA77fWvao6gneh50JggzvfvA04za1+nYg8DzwPnAUkJ1jJv9dMmbAEy99knMcGxnlMAVT1L4DPAAuAF0WkVVV/gNdCNAQ8IiKXpTx3HfB/yDz+IRvjxR1x/ZsBYnhXgNLGOo39G2PKy0+By0XkPKBaVZ9n/PNIMgH+yrVonauqS1T1P/MWqTFmJom7f+Cda+5JOtecoar/nxtq8UngMteT6JdAVdI2xvu9ZkqUJVj+9gTwXjfIso4T46NS/Z4TV38/5J6HiJymqutV9XPAEWCBiCwFdqrqP+ElU2enbOse4IuqunEaca8H3iYis0QkiNci9tvxnpAu1mns3xhTRlS1H/gN3vkncXHnd8AH3BirNrxW8GeAPqA+6emPAH8pImEAETndDUo3xphc+hXw30VkFoCItLox7w1456XjrhvzFeNsw5QJq0jiY6r6rIisA14CdgMbgN40q/41cI+I/D9AF/AnbvnfuysrAvzabedW4MMiEgEOAV9M2ec+4KvTjPugiNwGPOb2/bCqPjTB09LFaoyZOX4I/JgTF4t+gtf9+SW8VvlPq+ohETkKREXkJeA7eOerxcDzIiJ458BrMMaYHFLVjSLyBeBXrrhFBG9c+wbgFWATsBNvyIMpc3Kit5XxIxGpU9V+EanBu6J7o+s+Y4wxxhhjjMkxa8Hyv7tcNZoq4LuWXBljjDHGGJM/1oJljDHGGGOMMTliRS6MMcYYY4wxJkcswTLGGGOMMcaYHLEEyxhjjDHGGGNyxBIsY4wxxhhjjMkRS7CMMcYYY4wxJkf+f/lAMCIvEUcOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955a343e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 3)\n",
    "fig.set_size_inches(12, 8)\n",
    "\n",
    "m1 = sns.distplot(dataMoviesFull.audienceRating, bins=15, ax=axes[0, 0])\n",
    "m2 = sns.distplot(dataMoviesFull.criticRating, bins=15, ax=axes[0, 1])\n",
    "m3 = sns.distplot(dataMoviesFull.timeMin, bins=15, ax=axes[0, 2])\n",
    "m4 = sns.distplot(dataMoviesFull.grossMillions, bins=15, ax=axes[1, 0])\n",
    "m5 = sns.distplot(dataMoviesFull.Vote, bins=15, ax=axes[1, 1])\n",
    "m6 = sns.distplot(dataMoviesFull.Year, bins=15, ax=axes[1, 2])\n",
    "\n",
    "#plt.setp(axes, yticks=[])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Audience Ratings: Most of the audience ratings are between 6/10 and 7/10.\n",
    "* Critics Ratings: Most critics ratings are between 40/100 and 70/100.\n",
    "* Duration of the movie: a large number of films have a duration of 100 minutes (1h40).\n",
    "* Movie Gross: Most movies are worth between 0 and 100 million dollars.\n",
    "* Number of votes: Most votes are between 0 and 250000 votes.\n",
    "* Year: Many movies were released in 2000, 2009 and 2017."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Histograms of movies by genre between 2000 and 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing data for histograms"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre1 2000-2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# subsetting the dataframe\n",
    "dataMovies_2000_2017_genre1 = dataMoviesFull.loc[(dataMoviesFull.Genre == 'Action') | (dataMoviesFull.Genre == 'Adventure') | \\\n",
    "                       (dataMoviesFull.Genre == 'Animation') | (dataMoviesFull.Genre == 'Biography') | \\\n",
    "                       (dataMoviesFull.Genre == 'Comedy') | (dataMoviesFull.Genre == 'Crime')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3206 entries, 0 to 4582\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    3206 non-null float64\n",
      "Genre             3206 non-null category\n",
      "criticRating      3206 non-null int64\n",
      "timeMin           3206 non-null int64\n",
      "grossMillions     3206 non-null float64\n",
      "Movie             3206 non-null category\n",
      "Vote              3206 non-null int64\n",
      "Year              3206 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 381.1 KB\n"
     ]
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music',\n",
       "       'Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#on supprime toutes les categories non utilises\n",
    "dataMovies_2000_2017_genre1.Genre = dataMovies_2000_2017_genre1.Genre.cat.remove_unused_categories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime'], dtype='object')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8.5</td>\n",
       "      <td>Action</td>\n",
       "      <td>67</td>\n",
       "      <td>155</td>\n",
       "      <td>187.71</td>\n",
       "      <td>Gladiator</td>\n",
       "      <td>1096457</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8.3</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>55</td>\n",
       "      <td>104</td>\n",
       "      <td>30.33</td>\n",
       "      <td>Snatch - Tu braques ou tu raques</td>\n",
       "      <td>663244</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.4</td>\n",
       "      <td>Action</td>\n",
       "      <td>64</td>\n",
       "      <td>104</td>\n",
       "      <td>157.30</td>\n",
       "      <td>X-Men</td>\n",
       "      <td>498388</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>7.8</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>73</td>\n",
       "      <td>143</td>\n",
       "      <td>233.63</td>\n",
       "      <td>Seul au monde</td>\n",
       "      <td>435798</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.6</td>\n",
       "      <td>Crime</td>\n",
       "      <td>64</td>\n",
       "      <td>102</td>\n",
       "      <td>15.07</td>\n",
       "      <td>American Psycho</td>\n",
       "      <td>396271</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   audienceRating      Genre  criticRating  timeMin  grossMillions  \\\n",
       "0             8.5     Action            67      155         187.71   \n",
       "2             8.3     Comedy            55      104          30.33   \n",
       "4             7.4     Action            64      104         157.30   \n",
       "5             7.8  Adventure            73      143         233.63   \n",
       "6             7.6      Crime            64      102          15.07   \n",
       "\n",
       "                              Movie     Vote  Year  \n",
       "0                         Gladiator  1096457  2000  \n",
       "2  Snatch - Tu braques ou tu raques   663244  2000  \n",
       "4                             X-Men   498388  2000  \n",
       "5                     Seul au monde   435798  2000  \n",
       "6                   American Psycho   396271  2000  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre2 2000-2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2000_2017_genre2 = dataMoviesFull.loc[(dataMoviesFull.Genre == 'Documentary') | (dataMoviesFull.Genre == 'Drama') | \\\n",
    "                       (dataMoviesFull.Genre == 'Family') | (dataMoviesFull.Genre == 'Fantasy') | \\\n",
    "                       (dataMoviesFull.Genre == 'Horror') | (dataMoviesFull.Genre == 'Music')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1329 entries, 3 to 4579\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    1329 non-null float64\n",
      "Genre             1329 non-null category\n",
      "criticRating      1329 non-null int64\n",
      "timeMin           1329 non-null int64\n",
      "grossMillions     1329 non-null float64\n",
      "Movie             1329 non-null category\n",
      "Vote              1329 non-null int64\n",
      "Year              1329 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 273.0 KB\n"
     ]
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre2.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music',\n",
       "       'Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre2.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music'], dtype='object')"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#on supprime toutes les categories non utilises\n",
    "dataMovies_2000_2017_genre2.Genre = dataMovies_2000_2017_genre2.Genre.cat.remove_unused_categories()\n",
    "\n",
    "dataMovies_2000_2017_genre2.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.3</td>\n",
       "      <td>Drama</td>\n",
       "      <td>68</td>\n",
       "      <td>102</td>\n",
       "      <td>3.64</td>\n",
       "      <td>Requiem for a Dream</td>\n",
       "      <td>640047</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7.2</td>\n",
       "      <td>Drama</td>\n",
       "      <td>62</td>\n",
       "      <td>106</td>\n",
       "      <td>95.01</td>\n",
       "      <td>Incassable</td>\n",
       "      <td>284747</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>7.1</td>\n",
       "      <td>Horror</td>\n",
       "      <td>49</td>\n",
       "      <td>109</td>\n",
       "      <td>39.24</td>\n",
       "      <td>Pitch Black</td>\n",
       "      <td>204849</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6.7</td>\n",
       "      <td>Horror</td>\n",
       "      <td>36</td>\n",
       "      <td>98</td>\n",
       "      <td>53.33</td>\n",
       "      <td>Destination finale</td>\n",
       "      <td>196668</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>8.1</td>\n",
       "      <td>Drama</td>\n",
       "      <td>83</td>\n",
       "      <td>154</td>\n",
       "      <td>5.38</td>\n",
       "      <td>Amours chiennes</td>\n",
       "      <td>190248</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    audienceRating   Genre  criticRating  timeMin  grossMillions  \\\n",
       "3              8.3   Drama            68      102           3.64   \n",
       "7              7.2   Drama            62      106          95.01   \n",
       "15             7.1  Horror            49      109          39.24   \n",
       "18             6.7  Horror            36       98          53.33   \n",
       "20             8.1   Drama            83      154           5.38   \n",
       "\n",
       "                  Movie    Vote  Year  \n",
       "3   Requiem for a Dream  640047  2000  \n",
       "7            Incassable  284747  2000  \n",
       "15          Pitch Black  204849  2000  \n",
       "18   Destination finale  196668  2000  \n",
       "20      Amours chiennes  190248  2000  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre3 2000-2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataMovies_2000_2017_genre3 = dataMoviesFull.loc[(dataMoviesFull.Genre == 'Mystery') | (dataMoviesFull.Genre == 'Romance') | \\\n",
    "                       (dataMoviesFull.Genre == 'Sci') | (dataMoviesFull.Genre == 'Thriller') | \\\n",
    "                       (dataMoviesFull.Genre == 'War') | (dataMoviesFull.Genre == 'Western')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 48 entries, 1 to 4571\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    48 non-null float64\n",
      "Genre             48 non-null category\n",
      "criticRating      48 non-null int64\n",
      "timeMin           48 non-null int64\n",
      "grossMillions     48 non-null float64\n",
      "Movie             48 non-null category\n",
      "Vote              48 non-null int64\n",
      "Year              48 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 199.2 KB\n"
     ]
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre3.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music',\n",
       "       'Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre3.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'], dtype='object')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#on supprime toutes les categories non utilises\n",
    "dataMovies_2000_2017_genre3.Genre = dataMovies_2000_2017_genre3.Genre.cat.remove_unused_categories()\n",
    "\n",
    "dataMovies_2000_2017_genre3.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>audienceRating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>criticRating</th>\n",
       "      <th>timeMin</th>\n",
       "      <th>grossMillions</th>\n",
       "      <th>Movie</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8.5</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>80</td>\n",
       "      <td>113</td>\n",
       "      <td>25.54</td>\n",
       "      <td>Memento</td>\n",
       "      <td>942923</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>7.1</td>\n",
       "      <td>Romance</td>\n",
       "      <td>78</td>\n",
       "      <td>135</td>\n",
       "      <td>3.04</td>\n",
       "      <td>Chez les heureux du monde</td>\n",
       "      <td>6641</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>6.1</td>\n",
       "      <td>Romance</td>\n",
       "      <td>35</td>\n",
       "      <td>93</td>\n",
       "      <td>0.28</td>\n",
       "      <td>Peines d'amour perdues</td>\n",
       "      <td>4019</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>6.6</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>75</td>\n",
       "      <td>97</td>\n",
       "      <td>21.97</td>\n",
       "      <td>Une virée en enfer</td>\n",
       "      <td>56964</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>7.3</td>\n",
       "      <td>War</td>\n",
       "      <td>56</td>\n",
       "      <td>112</td>\n",
       "      <td>0.26</td>\n",
       "      <td>Tmavomodrý svet</td>\n",
       "      <td>4941</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     audienceRating    Genre  criticRating  timeMin  grossMillions  \\\n",
       "1               8.5  Mystery            80      113          25.54   \n",
       "184             7.1  Romance            78      135           3.04   \n",
       "223             6.1  Romance            35       93           0.28   \n",
       "326             6.6  Mystery            75       97          21.97   \n",
       "477             7.3      War            56      112           0.26   \n",
       "\n",
       "                         Movie    Vote  Year  \n",
       "1                      Memento  942923  2000  \n",
       "184  Chez les heureux du monde    6641  2000  \n",
       "223     Peines d'amour perdues    4019  2000  \n",
       "326         Une virée en enfer   56964  2001  \n",
       "477            Tmavomodrý svet    4941  2001  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization of histograms of movies by genre between 2000 and 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Faced with the large amount of data, I divided my dataset into 3 sub dataset by grouping by 6 genres for each dataset because I had 18 genres of films on my whole dataset.\n",
    "\n",
    "The genres of movies are:\n",
    "\n",
    "* Action\n",
    "* Adventure\n",
    "* Animation\n",
    "* Biography\n",
    "* Comedy\n",
    "* Crime\n",
    "* Documentary\n",
    "* Drama\n",
    "* Family\n",
    "* Fancy\n",
    "* Horror\n",
    "* Music\n",
    "* Mystery\n",
    "* Romance\n",
    "* Sci-Fi\n",
    "* Thriller\n",
    "* War\n",
    "* Western\n",
    "\n",
    "I thus obtain three graphs of histograms by group of 6 genres."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram of the gross by genre of movie between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955a52a4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "\n",
    "#2000-2017\n",
    "grossByGenre_2000_2017_genre1 = list()\n",
    "grossByGenre_2000_2017_genre2 = list()\n",
    "grossByGenre_2000_2017_genre3 = list()\n",
    "\n",
    "labels_2000_2017_genre1 = list()\n",
    "labels_2000_2017_genre2 = list()\n",
    "labels_2000_2017_genre3 = list()\n",
    "\n",
    "#2000-2017\n",
    "#2000-2017 genre1\n",
    "for dataGenre_2000_2017_genre1 in dataMovies_2000_2017_genre1.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre1.append(dataMovies_2000_2017_genre1[dataMovies_2000_2017_genre1.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre1].grossMillions)\n",
    "    labels_2000_2017_genre1.append(dataGenre_2000_2017_genre1)\n",
    "\n",
    "#2000-2017 genre2\n",
    "for dataGenre_2000_2017_genre2 in dataMovies_2000_2017_genre2.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre2.append(dataMovies_2000_2017_genre2[dataMovies_2000_2017_genre2.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre2].grossMillions)\n",
    "    labels_2000_2017_genre2.append(dataGenre_2000_2017_genre2)\n",
    "\n",
    "#2000-2017 genre3\n",
    "for dataGenre_2000_2017_genre3 in dataMovies_2000_2017_genre3.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre3.append(dataMovies_2000_2017_genre3[dataMovies_2000_2017_genre3.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre3].grossMillions)\n",
    "    labels_2000_2017_genre3.append(dataGenre_2000_2017_genre3)   \n",
    "       \n",
    "# 3 lines, 3 columns\n",
    "fig, ax = plt.subplots(1,3)\n",
    "fig.set_size_inches(15, 3) #size of A4 paper   \n",
    "\n",
    "#2000-2017\n",
    "ax[0].hist(grossByGenre_2000_2017_genre1, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre1)\n",
    "ax[1].hist(grossByGenre_2000_2017_genre2, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre2)\n",
    "ax[2].hist(grossByGenre_2000_2017_genre3, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre3)\n",
    "\n",
    "ax[0].set(xlabel='GrossMillions 2000-2017', ylabel='Number of movies')\n",
    "ax[1].set(xlabel='GrossMillions 2000-2017')\n",
    "ax[2].set(xlabel='GrossMillions 2000-2017')\n",
    "\n",
    "plt.suptitle('Movie Gross Distribution: 2000-2017')\n",
    "for i in range(3):\n",
    "    ax[i].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this histogram, we see that the movies of biography, comedy, crime, drama and horror were the most numerous between 2000 and 2017. There were few mystery, western or war movies during this period.\n",
    "\n",
    "We also note that the films that brought in the most (between 200 and 400 million dollars) are action, drama, and mystery movies."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram of audience ratings by genre of movie between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955a2b52e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "\n",
    "#2000-2017\n",
    "grossByGenre_2000_2017_genre1 = list()\n",
    "grossByGenre_2000_2017_genre2 = list()\n",
    "grossByGenre_2000_2017_genre3 = list()\n",
    "\n",
    "labels_2000_2017_genre1 = list()\n",
    "labels_2000_2017_genre2 = list()\n",
    "labels_2000_2017_genre3 = list()\n",
    "\n",
    "#2000-2017\n",
    "#2000-2017 genre1\n",
    "for dataGenre_2000_2017_genre1 in dataMovies_2000_2017_genre1.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre1.append(dataMovies_2000_2017_genre1[dataMovies_2000_2017_genre1.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre1].audienceRating)\n",
    "    labels_2000_2017_genre1.append(dataGenre_2000_2017_genre1)\n",
    "\n",
    "#2000-2017 genre2\n",
    "for dataGenre_2000_2017_genre2 in dataMovies_2000_2017_genre2.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre2.append(dataMovies_2000_2017_genre2[dataMovies_2000_2017_genre2.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre2].audienceRating)\n",
    "    labels_2000_2017_genre2.append(dataGenre_2000_2017_genre2)\n",
    "\n",
    "#2000-2017 genre3\n",
    "for dataGenre_2000_2017_genre3 in dataMovies_2000_2017_genre3.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre3.append(dataMovies_2000_2017_genre3[dataMovies_2000_2017_genre3.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre3].audienceRating)\n",
    "    labels_2000_2017_genre3.append(dataGenre_2000_2017_genre3)   \n",
    "       \n",
    "# 3 lines, 3 columns\n",
    "fig, ax = plt.subplots(1,3)\n",
    "fig.set_size_inches(15, 3) #size of A4 paper   \n",
    "\n",
    "#2000-2017\n",
    "ax[0].hist(grossByGenre_2000_2017_genre1, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre1)\n",
    "ax[1].hist(grossByGenre_2000_2017_genre2, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre2)\n",
    "ax[2].hist(grossByGenre_2000_2017_genre3, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre3)\n",
    "\n",
    "ax[0].set(xlabel='audienceRating 2000-2017', ylabel='Number of movies')\n",
    "ax[1].set(xlabel='audienceRating 2000-2017')\n",
    "ax[2].set(xlabel='audienceRating 2000-2017')\n",
    "\n",
    "plt.suptitle('Movie audienceRating Distribution: 2000-2017')\n",
    "for i in range(3):\n",
    "    ax[i].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that the action, adventure, animation, biography, comedy, crime, documentary, drama, mystery and science-fiction movies were the most appreciated by the audience (score superior or equal at 8/10)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram of the critics ratings by genre of movie between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b051128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "\n",
    "#2000-2017\n",
    "grossByGenre_2000_2017_genre1 = list()\n",
    "grossByGenre_2000_2017_genre2 = list()\n",
    "grossByGenre_2000_2017_genre3 = list()\n",
    "\n",
    "labels_2000_2017_genre1 = list()\n",
    "labels_2000_2017_genre2 = list()\n",
    "labels_2000_2017_genre3 = list()\n",
    "\n",
    "#2000-2017\n",
    "#2000-2017 genre1\n",
    "for dataGenre_2000_2017_genre1 in dataMovies_2000_2017_genre1.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre1.append(dataMovies_2000_2017_genre1[dataMovies_2000_2017_genre1.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre1].criticRating)\n",
    "    labels_2000_2017_genre1.append(dataGenre_2000_2017_genre1)\n",
    "\n",
    "#2000-2017 genre2\n",
    "for dataGenre_2000_2017_genre2 in dataMovies_2000_2017_genre2.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre2.append(dataMovies_2000_2017_genre2[dataMovies_2000_2017_genre2.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre2].criticRating)\n",
    "    labels_2000_2017_genre2.append(dataGenre_2000_2017_genre2)\n",
    "\n",
    "#2000-2017 genre3\n",
    "for dataGenre_2000_2017_genre3 in dataMovies_2000_2017_genre3.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre3.append(dataMovies_2000_2017_genre3[dataMovies_2000_2017_genre3.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre3].criticRating)\n",
    "    labels_2000_2017_genre3.append(dataGenre_2000_2017_genre3)   \n",
    "       \n",
    "# 3 lines, 3 columns\n",
    "fig, ax = plt.subplots(1,3)\n",
    "fig.set_size_inches(15, 3) #size of A4 paper   \n",
    "\n",
    "#2000-2017\n",
    "ax[0].hist(grossByGenre_2000_2017_genre1, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre1)\n",
    "ax[1].hist(grossByGenre_2000_2017_genre2, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre2)\n",
    "ax[2].hist(grossByGenre_2000_2017_genre3, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre3)\n",
    "\n",
    "ax[1].set_ylim([0, 100])\n",
    "ax[2].set_ylim([0, 10])\n",
    "\n",
    "ax[0].set(xlabel='criticRating 2000-2017', ylabel='Number of movies')\n",
    "ax[1].set(xlabel='criticRating 2000-2017')\n",
    "ax[2].set(xlabel='criticRating 2000-2017')\n",
    "\n",
    "plt.suptitle('Movie criticRating Distribution: 2000-2017')\n",
    "for i in range(3):\n",
    "    ax[i].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We note that adventure, animation, biography, comedy, documentary, drama, science fiction and mystery films are the top rated films by critics (score greater than or equal to 80/100)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram of votes by genre of movie between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955a1b15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.Year = dataMovies_2000_2017_genre1.Year.astype('int64')\n",
    "dataMovies_2000_2017_genre1.Year = dataMovies_2000_2017_genre1.Year.astype('int64')\n",
    "dataMovies_2000_2017_genre1.Year = dataMovies_2000_2017_genre1.Year.astype('int64')\n",
    "\n",
    "sns.set()\n",
    "\n",
    "#2000-2017\n",
    "grossByGenre_2000_2017_genre1 = list()\n",
    "grossByGenre_2000_2017_genre2 = list()\n",
    "grossByGenre_2000_2017_genre3 = list()\n",
    "\n",
    "labels_2000_2017_genre1 = list()\n",
    "labels_2000_2017_genre2 = list()\n",
    "labels_2000_2017_genre3 = list()\n",
    "\n",
    "#2000-2017\n",
    "#2000-2017 genre1\n",
    "for dataGenre_2000_2017_genre1 in dataMovies_2000_2017_genre1.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre1.append(dataMovies_2000_2017_genre1[dataMovies_2000_2017_genre1.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre1].Vote)\n",
    "    labels_2000_2017_genre1.append(dataGenre_2000_2017_genre1)\n",
    "\n",
    "#2000-2017 genre2\n",
    "for dataGenre_2000_2017_genre2 in dataMovies_2000_2017_genre2.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre2.append(dataMovies_2000_2017_genre2[dataMovies_2000_2017_genre2.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre2].Vote)\n",
    "    labels_2000_2017_genre2.append(dataGenre_2000_2017_genre2)\n",
    "\n",
    "#2000-2017 genre3\n",
    "for dataGenre_2000_2017_genre3 in dataMovies_2000_2017_genre3.Genre.cat.categories[0:6]:\n",
    "    grossByGenre_2000_2017_genre3.append(dataMovies_2000_2017_genre3[dataMovies_2000_2017_genre3.Genre == \\\n",
    "                                                                     dataGenre_2000_2017_genre3].Vote)\n",
    "    labels_2000_2017_genre3.append(dataGenre_2000_2017_genre3)   \n",
    "       \n",
    "# 3 lines, 3 columns\n",
    "fig, ax = plt.subplots(1,3)\n",
    "fig.set_size_inches(15, 3) #size of A4 paper   \n",
    "\n",
    "#2000-2017\n",
    "ax[0].hist(grossByGenre_2000_2017_genre1, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre1)\n",
    "ax[1].hist(grossByGenre_2000_2017_genre2, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre2)\n",
    "ax[2].hist(grossByGenre_2000_2017_genre3, bins=30, stacked=True, rwidth=1, label=labels_2000_2017_genre3)\n",
    "\n",
    "ax[0].set(xlabel='Vote 2000-2017', ylabel='Number of movies')\n",
    "ax[1].set(xlabel='Vote 2000-2017')\n",
    "ax[2].set(xlabel='Vote 2000-2017')\n",
    "\n",
    "plt.suptitle('Movie Vote Distribution: 2000-2017')\n",
    "for i in range(3):\n",
    "    ax[i].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Animation, drama and mystery films received the most votes compared to other films."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# KDE Plot kernel density estimate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on critics ratings by genre of film between 2000 and 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As I divided my dataset into 3 parts of 6 genres of films, I get three graphics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29559004f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis1 = sns.lmplot(data=dataMovies_2000_2017_genre1, x='criticRating', y='audienceRating', \\\n",
    "                 fit_reg=False, hue='Genre', size=6, aspect=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The public and critics share in most cases the same opinion on movies, especially for comedy or crime movies. Animation and adventure films are the most popular films by the public and critics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eSo5bXOtTKzs8cs/4+uaNge6+r8+Cfik0/zlQZVV18crX0Ic8hO+gF48wNXgIALd0hd6BRT5x8ptUa9Bot9GWD0JHIsBw1YHvNKPXcQFFQd2qseKuZl/RRbhKoeuFqxCEEEwXpxHaouO3h6LC6GrrxQqfOPmpdUWB+XtXc6o0B61kUBAzyejJYNgKOzYY+Na3voXv+3z+85/nu9/9Ln/0R3/Epz71qZ06ncGw4zzz0y/w/Ss/Sn73lZ/8frsOCOKp4OcWTrLUX2FvafPq/PNXmrS6HtrSaBGa5ahA4Ho+WnoIQCsLRABelVLnGEceGBWyxRkOY7pBj2Dvy4hBAAv3IkQ4K+A4Er+5F6U1xf0LyFIP1a8wWD5GcGgOcvrB2Bgo5mLvHKcvnmK2XqRctHit9yreVBu0BB3G/8XBs/QbBaZLB9EzP2cgwzf/xd4q2h56BCCinj4OVUiNJSQFR0JgIwIn1AQIBToeNgzRWtNyOzy4937anYCzrXP49JHYlByHWqmARnFm7RzNQQtLSKSQdLxO0lbxKoH43t03c3xbVhMYDOPYscHA8ePHCYIApRTtdhvbNvIEw53NJOHYj6795LYdDMD1x4e//eoPkNoB3yGw26FzHtAedChoidQFnMg8J2acKU9e4BZn7LP3XUIuviHZXi7a3HfPNFdXa9A4Dqkw/rhy88ZAsclPu+dRLlr0giiWLnRquh6CmfPMHbBRvWEIYEDkK6AJBw8yis8LTbVQSnQCHa+DditYfg3LrzG9/DDXDn0xHBTkcIPBiInSZ059LrOsLy0KTL/xx2ZIJrZvuFnsWA9dqVS4fPkyTz31FKurq3z6059ed//Z2Qq2ba27z+uR+fn6ra7CHcHt0E6ThGO+8m+L+sH2tlNXN1NL4lTy5qsI8AOFEKCcDk5qSdxaZzBSh67fhVT8X8dT7raXLPMD6PZ9VtuDTHnrlZvfVzkdBOArhW1byeAFdOat3aPPmr+W/XsTzwTE0YHU9kAHSf0DHaBy167lUNiXDQYEI3XOnzcjCky3hd99XT5ThtuXHRsMfPazn+XRRx/ld37nd1hYWOA3fuM3+PM//3OKxfHrTFdXt66IvdOZn6+zuNi61dW47bld2smW9tgBgS3t26J+291OFTFFJ1bZa5ko7C0sbEvi+QrLr+L5w7fi/bPlkTpU7EpiQQyRUFBr8AuRG2BItewwWytwdXXU/W9cufl9pVclsNs4lsT3AwQyGhCITP9eoMSMPZM13tEi0grkTqwFlrCS+25JG5m7dqHCAUFe2CewRuqcP68UEqWjY1NtUXGqr8tnygwsbl92bDAwNTWF4zgATE9P4/s+QRDs1OkMhh3n7fvemtEMpLePY6vOf1vZf1xGvfds8g/tZs/z2OFf4isXvwqACIpoJ7TXDUSAyyroAtXGiWT/tCAvXW4+w6GUgiDQqKWjyTalNZWizYWrLVpdj3rZyXj1j8uq+OhDB/k//8PLtHsefqCw/LvgyI9Rlsellh6+5afFexqsxjGW+/M0pi7i0cdXftgpE4THpKb8RVCg37NQtosQGqU1ltMJTYbsDtcOfyknDhxiNw/x6T87lRE1FqRDw23hKS86ryCI7JE9FXoSSCE3JQpMizLH6QfS97lgOWFeJOVt6Vlc89eYsWdMVsNdwI45ED744IN8/vOf55lnnuGLX/wiH/7whzlx4sTE/Xejw5xx1tsct0s7vXX+QZZ7q1ztLqK0wpY279z/i2P1Alt1/tvK/pMy6h3YW2W67Kx7DVs5zxv23QWDMgutZQayFYoGhQjT7gJIxbS1B9mdo7x3FbXvZ0jHGyn34bvekclwWC9UOSIfov/qcTxfUSxYlAoW5ZKDbUmkELR7HraUHNpbnZhV8dpajxdeWWbgK5TWyNkFqC8mU/4CQAikDlc84BcoNu5jzn0LTX+NlnUZYSlAY1uSQAXRDAGhlXDg4ATTkXlQAFoipQAUSvoIEXbiQsYz/NGgQFnYrSPsabyLFV7ltPs9BrqPbQvaXpfmoJnsKpForZNwiRSSmlPl8UOPrOu4GIsyPRWKHvNuhJlMin6fq91rNAZNLCkZqMGmn0UpBe1B57pdIPMYB8Lblx2bGahWq3zyk5/cqeINhlvCr7/51zYlFtxqZrit7D8po97Xf3CR//LJN25rvZ568B089eA7ePq7H6fjjYZIBtPn+MP/9L/gM6c+lxHk5csdm+Hw8fDHp//sVGa6v1y0KRdt9s+W+fCvTH6B+M7zC4mpEMDS/EUUArTIeAlUi1UOL31weA47FBtK7SC9IvMzpeTt2ZZ26N2/1sdTChmUkEGJQIfncLRkYK+FAyKhU4ZEkqqTOw+josaO10EKiSUs9lb2sNRbQaOT8+bbbRKTXAdj4WH6PqdDNOlMkdvxLBpePxiJv8GwA2zV+W8r+0/KqHdlpTN2+43UK2aSy128/UacDreSIXC94+LMhDoX9+943ZF9Azt0UIyzCOYzKWazCw4L9AKFsiY7AW71PNebwXEr9yNddvrf2/EsGl4/mMGAwbADbCYzXDqm2xy0sKWVvLWN2z9mfqaceft0S1foV89jl3t85tRpDtUOcrm9MFYTsLe8hzNr52h7nWQ5W82pTkx0E9cx0AE62j+9BC52v9tb3sPF1qt0vC6+8gm0ClX4wG8/+8+4d/oYVaeS1Cldx94BC69TI3AaBHYby69R6hzjaDmsUz47ohIDWvIq+nA4ra8HJURQQGgdhggEeEoNJQMartz1JbQWoUFSqNZDBA5lqwaEItC+76LRXGq9Bo4AZSG0gxbhVLxURQqyiBYyvDYNgyD8TIjQfbBx1zfotYoMrtxF0NxLoVrEqjaxHJ8rnTaBVmit0RouNa6Eyx6FQCgryeBYKzscndk76dFK2j39xj/+flym43WSAYAUkoJVWPfZio81WQ13H8aO2GDYASY5/MXb47jsYm8JTag/aLhNen5/7P5p0mI6t3SFzvQpArtNvVrgYutVvnL+61xsXUajWOwt8e/OfpnTyy8D4EiH5qCVLGlTWtEctHDkqNYgXceaU0UDgVaZRDmx0O1Q7SANN/TtDwcDQ7Gwpzx+tvpzTq/8HI3iYutyVMdXQ7V/uUF36jR+IcwqGNhtOtOh8C7OJthRDTTQEJdpWq+FcXwIO9NiD13oopWFFjrRDCh0tFpBh6JAy0dYkVGQAO24+CJ+wxZRoqHIEVEotPRQeKF4UigCq0ehqJCRiVEarcOVCIHSKKeNfeRl5NQSQaeOdvqhODHaT8UDAsKBSrhcMSzT8xWrLZeDYv1wzySBYfZ+NCKRopXcOydll7zRM7rZ7YbXB2ZmwGDYATZy/svHZct2EZjGVz5CyHWdAmMx3XeeX+Dn1nkcO3ybrJRsrrTCDrXjdaIySc73wNz9vLR6Bitazhavi5dCjk1pm67jdDFcqRDOKGjqhWpGvX65vcB0cZqO12GgvJGyAHp+D5hN3mjj+LVHH9sSaAagneTteEG/xJnLuQRC1viyhe0hAmdoI5zxCxDhICH5VYMKMwt6DBBC4ikPS8ikk44OQ1gBUjnYWiAcDw8XX48aDAH4KkANhtPw1nyYgVEPSignrLfOr25QFignckIQWH7o5HjhTAkeHHsaYOhOOGk1QXg/ppKZGkuGqwk8FTBf3rvu6oD0M9rwG8yXZ81qgl2AGQwYDDvEeu5x4+KyZbuIEGV+9x3/aMOyTxyf48TxOT5x8pvoVNKbjWLQHa87MtUfb9+ojtPFOtPFOkLIkTou9VYo20XKdpGLrctj6xx3s+Pi5VIIsDUHpodJd9bLjjgWqQCJ0HBk6gAXm3E98tH94WYN/O47/hEfefZpLGElKn8vbj+huWtuWCchJBfXXgPShkXRWz8qcyZZjEI5yka7Ngdm62FoIDqJ7U3hBUFUD8Ge5fclxy666+slgPGizIjwfpRGwk5CyBFXxHHEz+7t4vFh2HlMmMBguAXcSDbB9cqJs+blM+vF5U7KcDdu+1bqmN5XjNjvZLfn67henSdlRxxbfpRpUEYd9aSMgWmkCmPo+euPj8gPmvaW9mCTXx4nkvNlHAjdMtotZ8uL6xZnRYyP9aqZEuNsitfLdj1fht3DjvkMbJXbYR35zeZ2WT+/05xefpk/P/sVvnrhW7y0eoaSVdrSeuU7qZ02e60lqzQyNd9zA/wrx/nGcyucvrBKqWixbzbspE6dW+ZLf3mWL3//QuazdDlSSrSOpuNFmEOgH7gIIXjy2PuYr8wl69HzvO/o48n69Lj+vvZpe50kztzzXRpuk77vcrZxPnNt6Xr4yg/Xv+ey+gE0B+0wRq4VAkHb66C1xlM+XuDTcJs03DbNQYtr3SW03WOgXZQcEFj9TFlptO8gfAcsD2Sog0iHBjKH6HBKHgE1p85fL/01UsiwbiqM+4e7aaygRKuj2aNbPGR3ORqscrSgcXXAmg6GNsaAJSTC8dHWAGF7oTcBYQijVipSKdloLXADFxmUEIQzEVp6YTbI+isMStcQ2uZvvf3Nyb3fLOlnxBtIus7VEWvn9x994pZ+94zPwO2LGQzcQu6kTu562ar5zjjulHbayrXOV+aYK+1hpb9GL+hTUHVaF4+gm/MZI6G90yWurfXGmgztnS7x4F1HknIGekBZlvGUj0YnqwUKVoETc29ivjLHfTPHMwZAVafK+44+zgeOvXek/oEO8FVAza7S9Xu0vQ5Vp0LZLo5cW+Z6BgG9voqy+kXpgDWZPAQajYwMjIJIVJcnvIYALdIhD0miCYhRAuFFnas9SCz+RdThxwjivlsitE3JKjBfrwMad6DpuV5YvlCIoEiwuh9bVzhSbfFoDUpRfUsC7nYsGoFmTQ1zGtjSCq2WUaE4QDlIBOWS4MiePSg0h+sHOFp4A62uh68HlOwCTkFjSYnSGrvgU55b4y2Hj2yp084bUXndMoNukamZACU95stzvP/oE1uO+5vBwO7BaAYMO8puMjDZ6rWmNQWf/rNTFPuj6+0nGQzFn504PpeJ7/6rb34aV7nr1mFSrHlc/ct2kalinalifexys3S5cT0+/WenILX0cemu/zf0ANCEeQOUDwiU1hyq7edSM77GbJagjJhPgjOYxrfa4fJAZcGgkuQ2EF4NWVtFIUfOI6XkUO1AUu7h2YO4fS+bPbDnIYNykolwca0HviKwJW951zcy1xzX6S0lm9d64Xk0oaVy0SqE+gcL7KJmbzkUXk4V6mNj9fkshuPadTOMe06K/QOUrxznI+sYNxkMMWYwYNhRdpOByc4Z74wXwI0z5bmROqx77AQN3mZMkfJmQHFRw4x9w+yCoyR7h7+J+GeQ2V87nQ3PE3OtvYTnZfOkZE2GwI9NggLFdOqvZLqGM1JCSjSotLplBj/Xa9xkMMSYwcAuYquJc7aDGzEw2clkKTvRFvlrbbitJCb+9Hc/zhtn78NT3thzTjISkqUuBVWn36jg2mtop4PwqlQ6x7h36r7Mtaz5azQHLdzAxQ0GKVOhCvfN3DP22lv9Pg23icKPprolCpUcW7SKFK0CbhDONlSdarJksef38VXAJ05+KnM98zNlXnJ/yGDqLNryEMSeADBQqU44Md7JtuMx2+Khos20JWkEiuddn/N+gBf5EBCnQC5GKw2EHmb/1aFiPtoj7Ko10coCAUqgtYXUNtLxUYQhFRxASTRw9dCXEPsdVGMPwlKsBYpZSwxHAtG51gLFwFdJ/MESViazZSyIbLhNun6fjzz79MgSwLxZk8BCew6yP8On/+wUjz50cGxehvx97B2wYPUIxf6BzD43KkQ07B6MZuAWcjNj4dsRu78exgnlYGMh004mS9mptkhfa8NthSI2NJaQDIIBl9qv0fG6FO3CyDlLRYvTF8LOLjYS0nLAdLVAnxa94msgfdASrAFe6RpH9+yjVHUz7dTst+j6vXAqndBxzw0GHK0f5q3zD2aufamzRtNfi96ywxS+SgfJsQqFpzykEFSdCj2/hxu4WFGH13CbVJwKtrQy1/NS66dcc55PBHTIMMYv0p1+ev5f6MTz4Jht8XilQEmGOvuSFNztWKzl4vNDk4So7Hjtvgi1CFJIAq0yr/I6+hxloYWPEn5mIBIKDuPkQz6y1gLLY6AEx4op/UGFhsUHAAAgAElEQVT082TfZ00NSy/LKtVCORk41Qt1ul6X5qAd5TIYTSh0rbvEi8s/Q+kw2ZIXBATCo9A7jNeYSbQheTFh/hnW0qMpFpBBBduvJfs9+a6jWxYipjGagd2DWVq4S1gvnr2TPDB3Px+85ynmy3sRQjJf3ssH73lqw7fwnazvTpWdvta210EQKszjnPUQmvaMO+eJ43N86Il72D9bxq2FRkKz9SLlooWreqFlre1FnarAsiQ/75waqXM/yOoFwjpYySAlvX8vSHkLJB0hI7P1bjCgbJeYLk5hSzt6iw2YLk5njI3i8s8PXkiyG8Z1EOlyx0QD4n72oeL4ycqR7TKu87AAEbV1PLQY5igQ2VNaPljB+LokHX6kRXAGnOsW+FZTsxqEJa96gmeXipzthnWSqkSxczeOu5eKU+Hu+hHunjpCxSnT9ftYwgp1BCniREOxWZMtbQIVLjm0gjKBMzRbGqcHGDGtKlrM1oswewkpBPtny3zoiXsmzioYDHlMmGCXcCtj9+uZ70xiJ+u7k2XH1/qRZ5+G1Br1SfHr9DknGQkF8TS7VKksedBVTZZ62dh3vGQPyFjPjktgM4zVp2tIcmxsvBPXOTaxEUJGRjmjKwCW+iv4RAMSMeo5UJBO4ucPofFObEMMMG2Nfz+ZsSRCW0MbYvLRBZ3KVCj4X/+TP+S3vvbRlJtgqp1SgwgNSETOLoiRQcG5boFzXUALBqcfSWYmju6vJ4dIIfjdD7wjU8xHnn2a3DgAyN6P2KzptW43uQ2xdgE2rw0pFy0qpWCkDgbDZjAzA7uEO82EZCfrezPaYismNiP1yNXPyhnVxFTk1Mi+MhUvH1efrDlQurzRHmu9Oq/XhqOmPBNK1qPnbCiV2SveYy2I3tTj2QYtcscP/x1fa7YemXjAyNaRmujRfQGUW061S/azcfH5jUye0u2YTrts+UMTonHl3mnfZ8Ptj5kZ2CU8cvCd/LuzXx67/VYySci33fVNn6cgHXq+OzLFvZmyT51b5jvPL7C41mN+pjxR4PXYoYf5yvmvJ7/HMeyak3WaS58zruOl1mu0vXa0pr9ErVClMWiA0PhOMxwUKItqrZbat0rdrlBzqjQGTSC01A07VEmhcZyP/clJSnPz9GauUi5alK0K3SAU4enIHT+ua/jTItABtajj6rkB7Z5H65UppmtFCtOneXNBMC0lDaV4wQ34q9ZraKlTnalFHOSPfQasOOuf0JlZAQQ87/o8Xi5EdRryvOtHywjFMKSRdRJiEPgIEZoufeTZp0PHYJWdOQHAL4BQ1DrTzC4dpuBWGBS7rO59lfb0UmRrHJXqFTKH6uXDSClg/gzOgUtcsz2kKuD09zG1v8wnTn6TgnRCsWTgUbZLtAatzIBKaUXZLvGJk5+iYDn0/H54n8sOK502Sroo4dGY+x6WN83UAZ9PnPxmJttj/hkZ9zxthVshLjbcXhgB4S3kZgoI8yY312tCsp2sJ+R7YO7+jJnOnuKe667veDMdn5pTRaE33RZ5Y5e0+U9epJU396kVarx1/gQzxamx7Z+uY2heI8M8AtJirjSNGwwIlCLsVEHaAcWCHeUzEHS8LrZlM1ucoe/3UVoPRYReAatxHMuvZcxo+rqP66em9LUAbVO0i2g0tUI1qvM0K902zVWHYuMNFPoHKO95jnfXgsiIJzTkuduxaCgVCv1S0+yOrnJX+S4sOxyg2NIKxX15RyBgTWkagWZKCkpSsBYoftD3ODcIZwW0lgihMwZG2UI0SociwiASQ2bQgHKoXzvO/oXjWMomTBBUoNbci1/sMSh1hzXzC1FugQrBleOI9j7KR85jHTwDVjRokD5+cY1ADFAornYXabhNLGlRtJyoPuFgsGAVKFpFKk4p9SyGxk4D+gzoI1URtIModPGrVxCWwpYWy/0VXlz+WaThKGaekYPV/dv2/Uh/D+/ee5cREO4SzMzALuJ6Yvc7yUYmPduVLGW8mU5pohHMJCYZAMXmP3nWSySzUR3jOPJ8OcxrnzYSWuqt4Cs/yUwYx/JjMx23PNx3ca2PpxT96vlk2VlsRkPpL7HVqJqvqKb5+Af+m8y2vJHQm2sdxoUW3lK0Oe8PlxIKBH/0vt/P7PP0dz+e0U7Epj1SSAIVcN4PkjKGq/kk6idPIh/8BohoICHUcA89VPurSDmYPofQQ61FwbaYu3Yf+Klrr4SCvZmlw3RmltE6yiNYGLDv2t8O9ynD/rvKvLr3P9Lxhm/6sblR2+tQVMOZhPj+TBfrzJf38g9O/N2xJkNpY6eiNfwsvM8iKSfWGQzv+/AZ2cpznGe97+Hjb3r7dZdruLMwgwHDLeNmiRrvBGOXrRj+TMpMuBkznZjFtT7dfdn0wDFd1RzZlr/2aWt88p/QiGfIyJs5oxkSJ4krM8RT93acClgj8mmJR0ocj0cfKxi/T8HNxfhFtj0X1/p0pifXfyPToRu5zxtlpLxedpMxmGEyRkBouGXcLBHUdp1nfqY8YfuNG7usV8fNZibcV9s7sm8sSksL0iCs86SMgBU5NbItf+2NCZ3pmsp26OMyGG5WXJlBRZ/5TniMSMsLGSYfypQ4HocSwYTBzKCYS+WcmlGAsN3Wq3/6nqT/HT9rN3KfN8pIeb0YMaIBzMyAIeJGBET5Y2OR00Zl3SxR47jz9Pw+zUFrxD1vHH9x/ht8+/L3aE11UGWbUvteas0HAGhPnaY7c4GPPPt5qk4l4zJYsBzQMFDe2HZJ/16QDku9VdzATZYHWlLS9wdMF+uJyAzCzrThNqlGYsTl3ipdv8fF1uXQBU84SK+KFygk4bR5tXMsc02PPnSQS91f4isXv5rZfqTc5S3lHt8/+fs0FAyqx/jbJ/4rHn3oIF/81tlkv5+2q7w794YM8IKbfWt94+x9I/uME1f6OohEhYy1O1BeAXH/d1G+jXTcKESQQ4skMVLoDJgqLDZW0oJH7noY6e7jws8ugD3IzCqszb8azmYkhwZcPfJ/h6JNvwi1Gcp2ieagmcmdoNEopekGYd2ECHMvLPVWcKRDURZDwaB0aLgtPOXhKx9b2lSdavLM/9uX/3ToRigESqvkPufve0x87PV+h29XcbHh5mIEhLeQ2yUb34048uWPXe6v8uLyadzAHXGm2yhz3yQh3422U/48RVmgH8TZ7da/3r84/w2+cv7reMoL95cBg+IiAihMN2jXf4qKfADcwE1cBhWaq91rNAZNLClpDFqZdsm300p/NTEk0tF/SitsaWNLKxGZKTQHq/t5276HkEKE5/PDTjl2DQyUjwoEQjtIv0Zh9T72cBilYd9smSffdZQTx+d4w767YFBmobWMrwccK3s8WoVyIgqEqr/GX6+e59E3vpu90yVWmn16boAszHDZOk/NCsWDa0pxsu8N9QJAURb4O/f/ykib5sWVQohIUDgBDQQF0BLhDBCWP3YhpMRBK4swNbBCaCelJdAIJFWnwq+97W+yVrzAi+7zOIMSlm8zKPVYPng2XE2QLTb8ITRYPr72cSyLrtfPWipqwtmLYWrExHXQjdJI29Ki7XVoDlpJuWFWSYcTc+Hg8sXll/CUl9z7kl1irjQ7ct/z35cb+Q6v9z00DoS7BzMzYLihzIL5YztRh9bxupklT5vJ3LeTpM/zmVOf2zCzX0zsFBcjhUBaAmf/qwwA6Q07hLTLYFENjXXSMfK4XfLt1Pa6xJ59IuWY1/Y6TBfricgsLxT77Wf/WXYqPjpQWS57F/5Wsnl6qsiHx2Sve+rBd/DUg6FJzX/4/u+PnWAvdM4DQ1MkiLPtzfOTaJ8ldwVfSSp2ITPtPOm+p8WV6WvQQ9vAcEvgoEWAtD1sUcS3B+jhp8kFCyEoqjpeoJLMg4257xHYbRxbZkI53zz3HKevnsGd7XBtNoyLxyJGS1gcqh2IchmQOROAq/p0vLBjt6XN3vIeLjcWCQhC3wbNcJGmtrBsCy106r53kUJiCYu9lWw7wVA4mmbcfc9zo9lBbzdxseHmYwYDhm3NdLdTIqftZCvXmxe7rbd9M0KySWKwYQa/LGlR3bj65ds5YYzwbSOmJ4Tsp8Zs3877PvEayGcpjPMHZH0Rwt/ViFgysEMPhXh7zLX20vWJGHP1Te4dcd2yxyoC/Gi1xqZEgFvIDDmyjxEBGm4QMxgw3FBmwfyxcda2SSKnrcQ141h91+9SsbPZ3m6EjbILps9TdSrJWzwQJZRRiQ++0kESO44jyHH2ukGUORBC33wBFKxC0k6DIHzLvdK5BtHxMuri0va4l1qvUZBFSu4BPvYnJzNmR+kseVkEK/u/huXXOGYXODGzyl//1V/gyTIze9/O/YefALL3461Ksy+AsquwAk1gCXpFyTUJH/uTk/Smf0a7ciZMFSxAClCozIoBgeBS67UwfwISxyrwmVOfG9FLONLhpdUzdLzu2BUHYXuQLCMUKnZhFGihR2YwBBLHkgyUixaKlf1fQ1l9tPBBBlxqrUUZHKs8OHs/y501WoN2lJhpeO8EIrkfkwhDGqEB0pXOtUinMFy+qEVoqKSBIJIfTLrvoWagwtH6YYBt+x5u5ViDAYxm4JZyu2gGrjez4LhjhZC4gUu9UMt447//6BMs9ZY3HddMx+oRAi8YZLK9bdf15rML+srPnCfOMgfhQCCObdcLNUAwUIM4z11Sftku40gnSRpkCYkgjItX7BIlu4infPqBixQCIUQ0oNBRop1RAuWjBgVKnWMZsyNR7HK5nfI/iGPcykGqAkcqHd4906JshUY8lvbxOhdpBZpr3iBzP+yFNY4LgYwqIDUUPM3LVy3O2R7tqdMoEYSxchEMhXZj0GgUCkfa9PxeYpZjS4uFzhXONi5EegGyegGRf0GWYfw/cJA40UBkdDDgSIeS49DTHURQQGChLBctvWj/YQbHe2fvZsaZ4VL7MnkkUcbDMXkX4vrF2ow4O2J4vQoR6RqwvOi+W4keYnjfvei+y0Qg6AYub9v3ECfmHti27+FWjl0PoxnYPZjBwC3kdhkM3Ig7Yf7YochJjpT152e/EnU8WVb6a/zivocy2z774v8VDgQgI9Ra6FzjvUcf27brvdi6DNFAIL20LT5PWuzW98M/4vVCjelina7fi1wBQyxhUbZLFK0igyj1b9whOJZDxS4jhUXJLjEIPApWIekQClYBRxbQkStdhkQH0KcarWIAWGn2+a8few/LvVWudheTVQhFWcJRdZTWPFr3KEsRvckPr6/bW+Svuo3M/Tj2H19DrgywqzbSkfgdn+bpFuqSz8/u6yYpiUViCRyxzko+pXUymxLogIpTZrm/SjyXkqQaTl1rZpGgshGBgxASSzto2x09nwgfkZJToChLCBW6/mm7lxXzEQ7MmoM2dadGx+vgKT9xapSIaMYnEjSOOQ+E7RiKAwVSCAqWgyNKgECJABmJBaVc776TiATrhTpSCP7msfds2/dwuxxGzWBg92DCBAbgxgREmz12p2L118Ok7ILjzhOL3T5x8lOZTH1+ZK0LcKC6L9m+XlY/ISS/+45/NFJW+vOLzVcz25Jp9Ak6gF9/86/x62/+Nebn6/yT/+/jmXJncCMxfS4roeqN3I9ay8NtgnvFDbMWBgo0TAkfbQ0FePl4ffzWnf49Jq2f2EgfMdIWgB3Uwn9rwR899Xvh/RprjyKYKtTDa48sES611pK6pGepWm6bJWuF6eIU08XQUyEdGjhQ3RcNEhk70LGETLZv132PvwM343toMIzDmA4ZbhpbMTfZKNvbdrGV82zW/GejrH7jykp/ni8vYYwBzkZ1bCZ+vtlezZPlkX3b9bShz7BTb1bKiMBJ9htnJJQm/WnaiCf+OSmz4nrERkjr3a/NZnCsF2sb3stJ1ygQO3bfDYZbiQkT3EJulzDBzWIrcU1Pefxs5UxiRhNohdbwN+5+4oY1A/nzvLz6SuocoSBupjjN9xZ+yEurZ7jWXeIvX/2PXGq9xprbQAiJI22EkPT80Ka37XXoR+vJnzz2Po7UD617rePaouG2WOwtRwKzVMpeAcdsi8fLJU7se4V9s+fp4/PYQ7/IvtkKp5df5s/PfoV/f+ZrDHyPFbdIT7+Bvj7Ggt7PlPSo0kLpIJmy/8t2i5+2Fmi4LRqD8P++rTlydRCFKlSkjtf87NDbaNlz+OVQoCZEqk6VAu8qOdztWLg6TDSUNQbWeMon0ArhlWl2AgQaJb1IYJcNEeRR0kVLnz3VKt+7+gMkoWdDoML7FWhFgKJoFbGFxbXuEqtug4bbTPwa4vPEz9AH3/Q3uH/qDTmtiwjvpYD2oAPJkZmLAeUgggKBCH0q2oPwvrcGHRY6V7jcWaAxaNHqu7Q7gv4gDBs8efw9E+97z3cRCP7y8nO8tHqGklVKvg/xvf3qhW+NfJZnK/tuFhMm2D2YMIHhphFPYT63cJKl/gp7S+uvJkgbyCW/bzNH64epOtVoNUGoXNd6mF3vYusyLyz9lOniFGW7hCZcXSCFYKY4xSAYJG5yUS03da35z/3Ai8qVkcmQjnT6mnsdh8dKoThNAzOOz8N3naPgnOL08sHEPc62LVYGJQLrjcl7bZc631dv5c1ojssrrKmAF/p+xhwoUkBy8WD4h/rNZ/tMtwMaNYuf3lPi6vwSswvvp1ewaFdeQQmXe+0Kj1ctAu0DmlkpeaJcgN4gW3bqHAP62LoeDgA02Vf2STEDodHSo6MbTFNnrd/OeBHEx3p+wLXeEh2/O/QsGFNo/Azl23+mMM0g8MJ7qcPVMCoYDEvQgBLIoIRWJbT2onnVADdwRwY1SgzQFlj9/QyWjxEcmoO50fOG6bT7ie/FYm8p4waY/nf6s/x3JjYd2sy+BsM4hB75Zt0abiQr3Z3KjWbjez3z9Hc/PlzSJ0QS8646Vf7wl//ptp0nn0UuzggYG8rkf4+JswmOW851PVnkMteboupU+WC1hKNGkyR5sswpe39SB9u2WOy/EUQNhMCRNoPAAzRKNfEH345+n8A6g63//b2fyPy+dO6L+O5Qc3C5vYDSilWl+bNOrq6pvzD7Lv0drh35f4YbcwO+PFKEBkxSSA7VDnCpuRDF3HOmQ0ikFJGIMlrClzJ+KshhmGOqVOd/ePj3MudZ7znQbgXPDzt7yw81DGkzo0ut14YDj8y0iMW+V38VgP2z5bGmT+OyGMLWn6/1yrmRjIbb/Tdqfr6+bWUZthczM2C4LdlpAWHMRuY5O2USk2e963XGpBmG8SJARORbn4zxw59Sbu8fYX+wmvk9FgVOy81M32z+/SNvBjQU3+ncfgqlxZhPRmm57ZFt6z0HKmVaFBoahWeIzYwm+SSkBZ+TTJ+2ksUw89lWyjEYNoEREBpuS26WgPBGMsVtpxhsvev15PhsieNEgOjUbEr4DwCU2t4ZKLswm/k9Fus1Jgxcsmw+3pPPaCiSP1nZrIUCuWlhYr1YG9m23nMQZ36EMPtjPDsQb58oqEwJPidlttxKFsP0Z1spx2DYDGZmwDCW9ZwCY2fAjtel6mzNGXCjY+PzKq3xlY8UEimGf1QfO/TwddX/0ZnD7PGW8Aer2IVZqnO/QHnqXh45+M4NMsVVmfIbvKUI06zSUJoXPcUlf8B0oU7Pd0e85DebRS7dFlLI0ISH8IXwmG3xlqLNnOWDcrGUT19r4mC7FIIz2uJS7zUabgvtOejAxiqexy4/iNahwU5M4P8cIDE4GmFS/D6q0G9+/Xcz+x23bf5mvc6+aDq7VqjRcJu84I4JQ0RlCOWwsv9riKCAtlJ+AZNCBWLoxFiL7kfZqtAN2sTv40mwQCjirMpW9LxIJIowbBD7CaBhqb3Kb3/tD9hfnqdDg47XpWCF3gSgc89BBaTDcncNJV18pxEmQEJhORZXOs3Il2A07FHsHk4u5dGHDo65wI0zBq73Wfr5KlhOJrNlfl+DYSPMYMAwwnpipIutVzPpZzteJ/l9owFB7Co46dj0eaeLNUAnwr6aU9v0oCNff6u/QOfaeZziFGWrhO+u0HjtG6kjhj2hJSxKTomZwhQD7XF/ocj9TjGU8mnNtIR3Fy1+rHxWlQvoxGQoLRLcSNCVbws/7qwQ3G1LHis7CMKYuVIeAYqBBltAQymedz1WZYsCFby+jbb6WKKE613EF12cwv1IOYVSTTzvZbS6giUsilYhdEbMd/iALWx8TyQOehBGGzLvvVEPfM73+YtWk1/G4p7KHpziHn7YaXMhmDRlDg4llICSqOFLjaeHgxUprMiFUeVvCRJB1a6ExkPCYiNiFUHFKeMFYabBQAfDaxYCT/d4tX8hEWz2fTfMSChtBCL1HEyz2F9G225ohawFSA8tQiNmgcAWNkp7KT8IkKpApXs3+2eH1tHj2Iyodtxn+efLDVxAUJRFBtrbUJxrMOQxgwHDCOtlQDvbuDD2s29f/t6GHXU+A2D+2Px5p4t1pot1Ds8e5O/e92ubqPmwnmnuEWHn1vG6lFPmOZ3lH/Ncp79uprgf/Ph/wYp88X3lJx3KPcLlR1Qo2yWmCqNZ5TbKIpdvC6WD0AVPSH6xVEwmw8PlcGEX2dGar3SDJMOeFB0KvoPUDvgOTlDHL1/CDy7j9y5nOlSB4F+/51/y9Hc/PjYZT9Wpcnjpg1xdHYr/rh36IsgxtrzRgOC8H3BhdZn/7Rd/l8+c+hwte5pDtelEfAfD6XZf+di2z97yVFRIKRG3pcVvl9tXhvkcUsf3gj7/7OF/zG99/aOpaxqtU9iWin/9nn+ZKXcoPIx2jpwJw3NZSfsrrTlU258UO1Wss9RfyZgWhdc23Hept4KDHhWZHmjwD06MigbzrGcWNOmzcc/XpMyWBsNmMIMBwwjriZFuRNi30bGTznutPaqSXo8RZ70om1xeBOgPVlnqjar0YSi8yqj4U9PrdTG673p1yO+7Xta8qcyUvU4+jcV56X3TGfl8u80k1Vn81rrePVhcy7aFlkOnwElx+Ljc9PVulLExJm6L9LHpgUr6SuJ6a8YsW9xEnbKuf6NtNClr4bhnPr/vrcjUaQSDhu1mxwYDX/rSl/jTP/1TAFzX5fTp03z3u99lampqgyMNt5r1MqA13daEJXAbC/vyGQDzx+bP2/PdcO29K8Zmvru/WKLQuYCjeplsfPly2lpSE2pEBGgXZtlbLo9ca8/v46uAT5z8FO9EMS0jq9kk3q5ZU5old4WqU+Vo/VBybBzHXewt4SkvebOPM+bFhklVp0Jz0MyuTweElqwGmpkxs+GxOE9AMkUdOE1QEqmKON4ePGeVsQMCDb/95X+JXwgQQic2yuksjL0DJ+m7Gq90DSUHCOBu2+KtRZtpS9IIFM+7WY+CWDy3t7yHi61XE+0FhKK/OFtfPpNl3W9yn/T5wck/4BeU5rSnecVLTbXDMIOj1oigwMf+5CQcskZsmcdd62997aMgwJahbiBLVqSQXoKYD0PEz/yc7nLCsZiWglVl8YLrczEKieQzdcbPLYx/brdj+t5kKTRsNzu2muBXf/VXeeaZZ3jmmWd48MEHefrpp81A4A5hkujokYPvnCjg24ywb6Nj0+ft+S4Nt4GvfGqFaqJVuNi6jEbhdy5SXHsBOwgHF47q0bn2HV5+9Vsj9T+rwzXm+QFLde4XRvbt+X0abjNcX47i58omUAE6SgIUdyIvDkLP/Ybb4FAtFIfFcdzwj7TAUz4qcjRUWtEctHCi9e77K/MjAwE0aCV4oT++szvlhp1s2i7YkiIUz1k9bH8a6UUrD/KCQB2u1xeBE+ULCJIsjJpQoOeXlnCrF1AyNMA5Zls8USkwY4Xd8owlebxS4Jgz7DCnnFBZf6h2kIbbTESfseufI52k3WNRZt1v8g7bZ0aGLToj4eGi4MiYAZDSGj/QOM3jKA1iUBs/95G2HdDRDx1EA7JgdGpD546LsHODgUcOvpMn972RR4t2Ut9ZKXm87PCmUnxdw+tLP7dVpzzy3MbakdPLL4+7ik2z3nfUYLgedjxM8MILL3DmzBl+//d/f6dPZdgm1hM1xZ9dz2qCeJ9Jx6bPe3rl50mu94pT5kp/EQhFh2W7yD0i7LACrbBTiYbWln7EL/3CP87UPygdpDpzmPqY1QRxDsDECVAFTBenEw3Bqqzw1wruw6cmNA1FuJog0En94hTC6TiuG6UvjgnFgDKxor3aXUzU7kDSicXiPN0NeEvRZsaSNJTmlOtzzg9wpIMUFkUrrJ+vfIq2jfYcAqeBZYMWqcRBuZ5TBuFgQVseiuGMxXSxzuX2lahz1KAFDxXH/3l4S9FOZge6Qbh+/nJ7geniNB2vg698rGjmwVM+980c59DB6O24v8J9Moy5Z22DwnIv+Cqpu0JjBUUqzePUomyNwh6E4f5spqRsG2KNbBdCoEU0Sgg3hF5WmZkIGc64CJl55peaL7BcnKI9aKO0whKSkl3iHY7Ns77kaP1wcn3p57Zsl5Lp/Pi5jYm1I9fLVt08DYaN2PHBwB//8R/zm7/5mxvuNztbwbY3Vgq/3rhdHbnm59/O4296+9jP/t78r/D33vkr11XuRsfG5/3oV/+nzBK48O1OEOgA27aYSl6edcamuKD7zM/X163/pHMCI+cFaFHnJ0KGKwosDQU4nPq84TeYn6+z5q8lz7BKZhJCbCucEej6Xebn63T9LrY1/Pp5Xno2QHDBgwteOBPgOBYgKViSZ/7zT46tI4SDjUsNH4eh297AjxT7YthOliojVIUjB+qZcpI6C3Bsi2lr/MThjJTJtfnKT669XqpQL2VnX6SQ/Hfv+XBm27//8u+Miv+ich0rnRAJ5hf+s7COUVNpOUBggY7bZbjvwMvOqKRbKF9u/vP0Z//zU1mHy6VXmsxVZ5irzozs/bce/m8zWzZ6bmPiZ+ZG2MozfmPnuT3/Rhm2lx0dDDSbTc6ePcvDD288hby6ur3OcncCxo54MjP2TMZm1xJW9MZp4/sBTQ3TgiiOPzzOk6UbatP0edPMl0OTnXVrSm4AACAASURBVEmfLS62MsdKITOq+LiSFafK4mKLip3TT0SOy1IVAY2SYSce5mfIHjupjodn97HcWcvpMqLQhs62U0VOMWNPZ8qJ6xzXt6EUM3J0QLCmhuENW9rr1ilumzQdbVEbIwRcUyoj0qw4VWZrhcwKB6EKoZ4h1S7xvsob4JGdkUlIiz9LdYJAjdWvxG2cQU5lrJdj7OKekX3z7ZB/bmPGtcvtiLEj3j3s6GDg5MmTvPvd797JUxhS5E1udkK4dLPIm7FUnQqr/TUCHXClc41TtuTdRSsTIgCY2Tv+TenSuRV+9vwCzbU+UzMl3vTQQY4cHxVb5U2IbGnjSIeiLNIYtFh1VzOiQFvYrPTX+MizT1OwnOy69ohYlOargJ7f5yPPPj1iMhT+Q1Bq3wNAd+qnYZIeAb5SSCEz2opnTv9b2l4XpVU01V/h14//KnvtvRn/AkvIqC4C32kitEQrSV/Z/PjyEoHdBZHVLmhCUd3zrsXj5cLIm/QLfT98+xXg+4rf+tpHkdiUHIe5yvRIe0LWYOmYLXmkKJLZhbgNXnB9PKWI4yUaTe/AD2gHNoHTILDbCFUA2QcBnlJJ+OWxQw9zdaXL91e+Ey0bTE3/R89ILJZUWlG2S7QGreSzmLSupdd8hc7yjxn0FvC8Nl2lcbVKnonTA3j55Kcy360REyuyJlb5djEYbhd2dDBw7tw5Dh8+vPGOhhsmb0KSz7Z3p2UxS8dEG35jJKvcZSX5oS95a7FABT+zmiDPpXMrfP9bZ5PfG6u95PdxA4J0QDrQAQNvwJrlRBkKh8vHlA5wI5GaLS26Xi9xvIvFhppQBGdLiRABKhokpE2GIOywinaZfYUDNNoDBroYpu+NYtjhqoXwuxSq9ntRlkXQWtHxepxduTiiyyg7JTw/wA8UAQGgwArw6UVCwTEZBCPO+wGi5/HWUoG60KwFihdSqwnCl20FSAJ8Op5HqV+mVi5lYth5g6XzfoCvNA+VCkwJaGnJi4OAS8Ewhm8JgSMdGmqJwewa0i9DYGNZCi1FNJOSbZujdXih+Vf0gm7YbkhsYVF0CvR9Fw3UC3VmSlP4fkDVqYb3N/BG9Cu95iuJMZWrNZ3Ap4gmQLDke/x1v0XD8ka+W/nnx5IWJVkKM1wqYwZkuH3Z0cHAP/yH/3AnizekyJuQxFOgHa+bsSi9UeHSzSQWLM7P1/lX3/x0kuY1pgW8VNg4K9vPnl+YsP3KyGDguYWTGROipd4KWmg6Xhc3GGTeZmOr3FAEaCViQA0UUsvo4rdC5Q3fwNMmQ4dqB5Ltc3sXmQMWe6ODlLRhkRQCKbJf36++8m0enf9lPnDsvUmnls9md7mxSEAQDjRkyjo4NyCIs/xdVrDmFWj3BnjEA6HU8r5ElBe2StPt8j8+9k8y9RpnNvWqEqx6Bf7wl/8pnzn1OfpiiUNFMoZF8TMshcAuhoZFS70VUNaIwU/8/O+tTgPZ2YlJGQCni/WJWf06yz8e/tvr4iHwELS15N93+/hKY6vR7xYw3sRqjDGVwXA7YUyHXidslH0v2e8ONSW5EZOV5oSMcc21UcOhdbPXTTDE2YhxRj/rmdxMKnySYVHMZrLxBVGsXov82vvJdLwuPuPFeflJBZ/Rtt6K2dRGhkXXnUVygzbNk87KmD5XVaiblsnSYLiZmMHAbc5GyW5i8iYkeSOUZL/b3JRk3PXOz799rMnKAeHxgC258tL/QReb512Pl93+SDtNzZRorGY7/p7v0i00+MTJT+Epj+agxSAITW8qdpnpYih0sqWNG7gorUcMccb93T9mWzxUtJmWEj8SrTkiXB54LQiYtyQzUrCmJM+7Phd8xZXOtWQ5WhwKyF9rw23SjfQGXmSSk8/vY0nJZ059LnPt+XazsAjwEzvepL6RqdBAa445NmUp6CnNj12f77teuCwPQAtiO6DR6IJCC/jIs08TJvwJwhUY6CR0Eh8jhaReqCd1PLN2jrbXSbQWlpCZ5ZPpLILrPddxOUMtxdDo6WLrMp3oHJawRgyj0rqGD1aLHLRtHALqBAQaXARrONjSZhAM0JDcO0faSGElS0qrTjUzO3C7f+8MBpPC+DYmbWKzkWFJXpA0zLpXWXe/24lJ1/uTKz8dqfcB4fGQdJl3HHp+j0bnMnf719gv3JF2elMuY1xsDNPat8Ca22Chc5WO10Xp0FyoOWjRcEMFtUBExjz5rl9gReIzGX2Njtmh4G5GSooCDtgWB2yLkoD9luThksM+KzbakTxeLnDMHuY9aLhNDtUOjlxrw23SHLQT90MRietU0tWG/5Ws4si158sq2oVQMKhFWN+UqdAhW/KWokM1sj0uS8EjZYd3FZ2h0O7/Z+/No+S6CnPf397nnDo1dFX1qMGaZVtC2JYtzwbbCoFwsW/iy00gvJBn8kKykvCSrBVfsggL7LxwwQEMBIizsmCFsBIIU3whBIIv3DAZm4BtjI1RkCXLmidLrR6qazzD3u+PM9Q5VdXV3ZaELbm+taTuOufs8ezqPX37+4Qm4BmEw4DoJwqERgqBpzwc5aJo11sQqv27rxWbRy4CwJIWFWcutUrih8ccO9txp4BRhBtWXtMVT1LoKRBFmo19HToFoyJeQ7A1oTnqOljaAa3Cdw15oTnhB0JKfnTqAnB8h0qoQVCw8nHcDa+Vyt8AA7yQMRgMvIDRz+ymE1vGNnHbxluYyI0jhGRtcRWvWf9K1hZXI4RkIjfObRtveUHzBeYr73f2/aCrfFtMyXDoQphcho5MiZLxrdkwynXbN1IeySOEoJ6ZpXnhMfyxKtXE8bJoNmkISd1rIITEUS4SSXCyvj0PVihKmRIvGbmYsl0C0iI9+YT4QVYIcgHnLb4uwn+X2e0Zb9kuc6R6rKusda+JIQxkHGcPjQFk6mpU9s64bMskbwxhYHaJCuVlNLhJ4wrbxJRGakBgkWdMrsYiH9SKIHYA7Jb/7cirkJQyxXiFY9f0Hgwh49WD6GfTb3W147XF1eHnVV3tOhlPVMdGKPQUiCKVMKVJZIBUtkuxYFQnr2HcEMwpHa/uKARVBWW8OP+R1LImODHiqoBQGKVTc+vnxPdugAFgsE3wgsZS98n7uZ+dC1jIqChZvuO7PhGfHe/c043jS9TTmg2jMVnwnkfvjY1revEAgk5P8Lar/5g7vntnrOOfhuA9L0+L0zz86P8Xd0RGYjBgiPZyuikElmHh+UFHOCwFKwpte9soz8my3vHdO1PCSsFSe3Ch202vu+zJuO559F50JihzmXR9JwcByS2IXLhSENSDAQg+/AtpRdFoa2AhrCle0JXHmltHCtl1zA/Ekkh388VTc+tMNqbImVlyZhbTNOIz//PxMIalwNEaR2ussNNHwpiEkiiSND46XjsBtOs/SkcIOSANDnDOYLAy8AJGki2dun6e7j/OV95lQ+Nd18zMSPv3RIdY0+0mPV89JdNJdhzJ/e/OZelO9Lo+m5gQ+ykVuuBf9HuQWJDaXEf/2SvPnWlF+Qxm4u2yJ39fTNln/fQMfr75fEOlM9mr7IsxqhKpGm7ncSl13A/94lnou9QZdiYuczrPrsx1xZXkM/SKe4ABzgUMVgZewOgU3kleXwwWIh8ulpwIbQGWTm3/xcSz2LAZw6LhNVPHtQBeseGGrmc32Vm2MIerXBzfwQ814/fqNmmrn5nLF3Z/OT66ltzXdpTLRsvk1eVhju/6BG8oD/PNmToHvXSHGInTJPNUUhm2hcqBda0phh1+QwcEuiEkjmMh3YBw5pkOP3EaHPKOxmS32zbeAsCnf/bPPHbiJ7FwTcQLSMJXPvXIYlkEea+7DUxhxEJIBSuPoTKcck4R2P9KTBlIK0sDbs5l4vjqSjEkZdeg4PGWGzv7ReoJn9zxGSxpsWt6Tzwj95QfbCfQyykwGLwkyZLR+7lp1fXcv++bAWcjfhMiTqdfu81IKyi7HyzRz7Yq8RtNChKtLa7u+i6NqDqbncM8/uO7ebUteFRp9rt+KICkuSlnxbyQCMPjV3FDbmWXINZsqzIQFhrgnMZgMPACxumYkXSKEHWKDi10P4mkAAuA15qKP+93/b7xLCVswMQW2NLG0W2BlstXvJTvPfVY6tknatPs8ytsy2YpSUlNC55suswYmtVD44uoJ93xM8B60+CmrEVGNUFbTJgWt5ZG+Xatzu5WMyVO0yX05GvmXCcwGJKSargUnRGCWsvm8IlxhoeaFLIOtXqO/cdXcaJ4FMqnQuGgGgfnDvOjZ5/g4eOPxfH23IPvXJEPez+NxtUevqswpcFMa7bDx0DhKQUC9ntAw+GyTGCIdNhTuNpPnSZ4vOXycMtNJaO1Zs/MPirOHEa4LK+0j4h5A23fAh2aIQVse5nYymjPuNcWV1OwcqGiYnSaIBAd6tduG16TY60KAGU70BYQArQOhixJQaJOEas10ucl0kOEi6NDwuemrAUa9nk+B33Nw47gqpw9r6hV9L1MGhUNTIMGOFcxGAy8wPFceQD9yIdbxjYteD+JpABL5/Uf1Hqf4Y/iWWrYnGlTsrsFWnqJKs0qzdG62162zcDqeURkOuOK9nWPVI+nhISusDMIBFWnSjk8+lbOFHl9cR3jG36tb56qbo2KVhwMzYGSHIQ1e16K2czF5DVHuaBhpLkaZ2Q2juPBIz9MkRo7kZEWju/2vpk46xcJIfUyNEo+u9/zY0XB6LikbPqsGlrBkerxgFQZRhrF1It0CQGJLmfmurgUncJHEZJtsWyXKNulLtGh6Hher3ab3OePVnkMYWAa3YJE0fcoErH62r+/C6Has/7o9MLl2QyeCLagGswvanWu83MGGKATg8HAeYqFyIdLIScmBVg6r082uoV7kvGcTtjUtTMoqpSMq5NAWA5ntZ1iQL3K0ZmnKExn96u0wmxm0/fCX6xWeq860rR/PtAphNSvPJ1hIvQSGFpKW5xPdGgpzy6mTViqo+2Fg6ZihyzzQCxogBcLBgTC8xQLEaaWQk5MkvU6ry8Uz+mETV07g6StfgTC2ZA41slI71WOzjxFYaJjg8nrXrYZ30v+4trpzrNg5bvK9PNCkpiY/NmrPMl7SfQi8S2lLS5EiOz37FLahCtz6QtLIHQOMMD5iMHKwDmGfmS9TjLebKuCq7yE+56Jbdjc8+i9ZKRFw2t1aaj3Ij0Vxq5I7fsnr99Q8mMyXpROwSrE8RTGruD4oftTLoAFK8+KMGw/guSevf+CP7uTvXi8TEv+Uwv2iKEgXqtAyatwmWVQ0hXmlGCvzsxL2kqqy2WMgBhWtksMWQUqTiAwJIVkh+tzo20ylBmKwzb8Jj+Zm2J3WG8RYS2o44DE6CkPKQRrDMnltkVZStxwtpmVBvVL9jP37AjDhZAz0Myw//goTxaPxe6FCo3nVFIz704GvqPcbunB9sMxIiEkIQTrDJlSGXyy5bHfT8sLB+fzA4fDobBDH7IKzDqV2P33OttiW9YiJwVNpflxy+WRlhvnP+ms+NDTX8Sd+RkFfNZpQdXVHPJ1zzaSdPpzfCfeekgS8tLPBu0tIo5CYAZlSInSelFCW8PjV1E78VCq/L72AwJqWI8rhMtNlsvxXZ9YMml2gAHONQwGA+cQ+pH+gNTvM60KNbcRs6F9FbizzbQq5Ew7NP3R2Ia9oJta9Aew54mAU7vpzWYLsN/1eaTRYqNQFARM+4rHvBbXun5fguSevf+CnPlp0KUJyKC4woQcLjuUzcVGkU1CgfDRKMpCcKUWcKoGY+ncdLrmBR2OpmAWGM6WKVj5WI74lMjTGt7MmBlsDdQxebAxy3Gtughrda9Bza3FFsUbLYsb7GCH3UIzbgRSRXUkuazLqrXHaToWrmtSyDfYvGkfx90G+9yE6VG4d90+4aDDjqqDRNgxIBAi0gIwWZGfoOrWqbl1NmWyXJcY7w0bkpvzGUTDjbkCQXhJ0Rpi88hFuMplsjlFQZSp+A209LnONnhZPhMnnZOCl+cySCH4YdNNkfUeevqL2DM/JUq2KDTXZTR+y+dgXIxuRUcgFH0yQhEjwUSuFxk0eeyvTZQwhEHWshm2ywu26U2rt7MbmJl8DEs18IwCTmkdZquJaE6xKZPlcqNJTgf8jKWQZgcY4FzEYDBwDmEpioQ1t4YUAkMajOdGA/c9pVOkrJyZXbSbWq50YTwo6Ew7IuN1Xo8IXye1xXFt9bw/HxHLn93ZtYclgAuFw61X/yk/fOiTGCLbFW72xOOwaVvqWi/XPCkEDb/JO6//H/OUOMAnd3yGk2HeexHWpJBxHW+TdUyhsKTJsBRoFXS2w9IIHQ8hY3s4dmh2ozWXywxedoRDc0dTRwejFQFTmgxZhTi9JApWIUXWm5gocvLkXOqZ7zz6bmTCZChK4zLbxM8tb4ftQbx8xzf+FkMFKyTbymnHyAhX2BZHrIn48w+OPcqGxl7S603B0cqXWhLHHks9G7WRXk5/vfKUbG8B2bBdT9EWwmLb9KbV26HD8vrG8Ofkvi/itbr5AoshzQ4wwLmIwWDgHEJfIlbHRGs+l7cz7WJ4JomKSVi6N4nODK9nxFzP+1aP6wu55vXDUghrQ6H6oac8dIJzoJWPCGf2sWhwB2Gt2/ugHffp5L/Q4TYYISJKRuj1PuqqfcohJzvZAQGyPQh3ly4xzaW0kaWQDU8HZ4r4OsAA5woGg4FzCL2c+6BNcopc2TzlxUYqkX762XIxHM+NptKN9oMjN7jOPDe8VjjLFX0FZa7Vmlwoep+yyBVB/h1dxDROoaUT2PGGfemsDuJdNRSe+25ModH4yicpRgPBqsk9j97LaqlYJ5rxeXKnsI7drSaTjanY+CbiBQBIYZAxgtWCpHvdqbzFsAy2CZoozHBGDO0FbV9rPOWigYwIxH236ylmC3awl+8FTn9bWiNstWxKGZ+qa3FMNBguNClLwazS7HB9TolgbzwSdZp8pgKyxI65EziN45Rl4IXgA45uy/lASJSU3e/jxuHVjLqTeM40tw0LDns1llsgMZEEKoWKNj2hoXTCuS8wNJoxFcMychggTndWaY43gmcvtrNcYdsc3/UJfsFy2emprtWjqG0m9+eD9+HHXJj2hoFgsjHV5UT4XGFmRnquDATE11zf7+EAA5yLGJwmOIfQT1Ev6coGbbe9SLu+n9vb6aAz3U43uGT8kVugpzwKVq7LYS/pWrjLjwYtmuRReaO8BQCnvBJlNIOBABotfbT0edoXHJw7wtf3f4uDc4fRBHWgQg89CPbnFYqMtBhWVS5W02T8BlorTL+GPfNTvNrB4KnQ+c7xHaSQYYfuY0mry73uyZYbq+h5Woen9gMVe02wKuCGecgIGJICLxwwJF0Mt7RGuLFgUsr4SCEYyzlcVfJYjhk+K7jRNnnNss2xqFPQcWkmZ3azxjsRuyN6aIakICPSs/Ldnux6H0bzGLUTDzFXPwpasyzj8bKCyTJTUlfRykb7j4YGftIK3rvju3FHvUcl3l0izR3hsxdIn22yRVkCWjNhWWyVLVaItH7CDSuv6XKyDN5HFcd3iFQKNRohutve6aAwdsW81/t9DwcY4FzFYGXgHEI/wl0k3BKx9jOGhSXzSCFjt7ezoZIWucF1nhaI3OCSed459XR8P8kx6CUos0cMgVdls+GRExpXWBjlLVy08b+H96fwfJsNwqEofWZ9xX+6imNagx+I/tTcepyOIQKmOQQDJSmCjmSjaO+FJ0l6G0WLx8jjKhcjHAQYCXKbqzxsIxO773nKY7+noOmz1RYUDYFHsBsghcbXwew8NADGAOaUwunYHbjMNsk7NuDH7n225SMQ5CS0CHgKQ5khxsxuQSihHBCQE5HRTpCOiUARzM53eYITZGi59dT72Cjq7Xozsljhcn9eiECrXynyMjinMKc0P3E8HnH8sH4CoqOrPObsUX7kzXKh9ChLqCh4yoPjWIDHZRkTQxqxa2HOyIINW1yXZz2Zapuf3PGZVPmC92HEw4xolUdrjWmk297poB9pdkv4zHNRBh1ggBcqBoOBcwzzEe6SrmxJCCF529V/fNbyM1+6vVzzkm6BvZ7t3DveI4bYoyBjWdxxxf/bla42baaxY9e4AN37yJ7yMISBIWBFYVnKZa4kEkvTiSWIaC8/ODIYzIVXFJbF94WQoKHTve6QrzlUd/mNgtV1Bh+CgcB3GWG7nuraQoBghSBnq3iBPZj1BmmYQrBmqL0E3mtf2xDpnwCOhhaaBxgNpvUZKPXIf5LzEMUR2AAHOaxpqPnB+soXatEzsqtOAebMMk9E9SRBZxSR3dSYUU09C8GAYK2Z422bfzdVnl5iU4GVc2QF2XaUjAiEZ2rvfj7SLAwUCAc4/zDYJjhP8Hw5HJ6OcFDns0txLVyK+Ey/n5XkzFyILvGZfkI2/YSQFop3tsMJMMKs0tTc9gBFINCxE2O3EFKnGFKXO2Ii3oXyXw3TicrRjisddlbpBet2Kekky9OJfnW8VMfGAQYYYH4IPa94+c8XnUeiXgzodRTsuWLnqd2xcEtyuf4Nm/77c3IiXEq6vYSDbtt4S5cY0qG5o8w6s+GMNOpQgiX7SMQnPzPGyMlVyKaNazeYnjhEZqXHBbmVXQJLbcOaFlPNqXiZX4qAxDeaHSFnZml4TU41pmLOAASiPGO5US6QPlfIZheX/3sNJz6HLxBkDCtYik7UK8Cnd/4zVbcW6AMIwVpDsNU2WWZI8kLQ0MHMPDDQgSeUzbTMk3OmuC40DEyuDDzsCEZaE2y16vFCRcZUZDMuNQVN4cXbBGvX/zcADu7/V6pONeBBAAUpqCpNK/HVjsojEEgEQgg8ndAZQLDBMtmey2BJK1j21z45oakqRStRQQ81XI5oia8UI9lyWMctppvT8RJ+Zz0l28gK4XIJDbQKtmokBkOmQVMItHapY3KALId9SUZazDiV+NhhxHMo2yVAMN2cjkWKMkZmwTYPZ/Z7d77jTNfVxETxjMU1wJnFYJvgvELnwnTv42DQ34lwKQOChZwVk512xOqP/ni7KlCvM4URuN2dGqJ4aA1CmiitEXWL8YMX4ecmOUla2CWZ7jOz+4PnozJrjUZgCQshJEqp1EAAAiMfpRV7nBazuu00OKMUPw1Z/RE0Gk/5CTvbIKWDc4epuTV0OAhZa4jYEjjgAmjyIqARnlKw2zdwMiMI7TJU3sQ+d5pR5ySlcF99KjPBUG6EnbP7qVQMtloZihnFZN3iWMNjeKjFsJBM+z7fq0zx0qkDAPysMsUllkHZEBz3Fc+2fJaZsmd5NBo/GI2loNHscz2UVlyZE4wYBnNY7Gg1GZOakhTMKMV/OorDSmDKtMDPsF3C8Z3UqYuonjrbyOGWzaRT5zIbygY08TCUg4+BFJBRDS6mQVXZTJMnKY61triKVSuv5kj1GIeqRzGkgZEyZJq/zQ8wwADzYzAYOE8wn3DLfEIo/dwEl7o60G//NO0yV4t17U1phkI8Ih4clE6uCj9rbCMTC8qII8M4w7Nd5YnSvfP7fxmfmkgiEhX6k+++s0vWF4hliA8oxYHYaTAt/BN9VlqxamhFqlx7Zw+kdPq32ullfCckDc4ozRNyDEyY6OHI2Ik7v/+X7MnNsQdAgSNDln0tcC2McCoUU6p5moOeB0KELHugFTocqjZDP1meXhDAAU9xqNpol9XM08gF2zQnG5OQhRWJMJHAzyd3fCa0oE6jl7jUO77xt5xQFgdD7Z5bR5pYWiDwE4cx2yTO+cSxPrnjM2TDo7O90hxggAEWj8Fg4DzBUsV9+omqnEn0E4npdMXLNAPzGKVV6lnRaP/B71WehUR55nMBXIo7YGcnOtmc6kq3LHtTcJJiO4shty1GTGgpzy0Wna6FEXqJWqXusbT2lxQzAigbbYtk0YPEOV88z1XQaoABBujGgEB4nmCpBMJ+boJnEv2Ifp3Od042UHaLVg4i6JzTjq9HeXo55SWvz+cC2ElC64fOlYXx7GhXurOq+6REcL3dwS2G3DZfeXo9t9hnF4NO18IIvUiAyXuwtPaXl+XU51k/cUwwoYeQdBB8LoTUAQYYYPEYEAifR5xpAmEnkW+FcLmpOE4er4sg2Kg8k3ITjDq7n6gsXnb5vMqAk40pNtlZttpWHK+VW47beLYnEbGT6JckfAkhQse7IO2h2XGWHd5EOVMiY2TIZA+ydvkkuXKNOUOz04O6NYLju4znRrGkxa7pPVScOXydlsC9wc5wfWEIW2gaSvPDeo2HW2lRm7HsCA2vRd0LZtj9ltGjPG6wTLZlbTbkR6lqyTdnjnLQC8Kslpobc1ZX2O81HA758JJsnteMronrbcoa56GZw7Hz3TIcCo3D5PGZUT5PtjwOeAqNZr1psDXmNWh2tDyOagNXefjaRyIxDRM/VJ/sVZ6FyhcZIpUyRcp2MX5nw5kSs84cVbea0ogYUXUusSR5POqYPNZosMdpxWZLhpSM2COsKV6Qak//+z9/xNcP/nuc9tqsy41DCkMEnAE/9HR4PCRbQpqQGqFXm4/y6yh3XlfPGW+GYXO4bxsfOBEGGBAIXzww/uIv/uIvnu9MANTrzsIPnWcoFOwzVu6J/Bhj2VGmmjM0/Cab7RzXZSAfzvKU36A1tw8jM4xlj7KnOsl/nPwZOe1j4nPSc3mk5XBcWzjKYdf0Hsayo0zkx+I/unWvzgrhsFlXaLlzmNJAeFWas0+jlYMQRlc6yXxV3CqOcjCkEQr/SLRun6n3ck2MvGKttZ6x/CwXrzuAmW+B5WMDK6VPRWuqSI7VnmXv7P5QuEanOrnrbIuX5TKYBKcGJIrVpkRpOOK3Z+8ZmWE0W8ZVfihtqzGFgeixYCYQrDcNbs5ZZABLmoxaOdaaBhUFp3wf3yygjDwZ5WALmFGKR5suBzzFelNygy2xUGSNDDVnmrnK05x0G1SRGM3jXKymyIS75lkhWGcZzCrFqGFwUy5DTgQ1lROCtZbBjK+Y00HdqVDnMGfm4vwHQkAG+y5YhwAAIABJREFUpjBjkSVLWozZw7jKQ+tAKMiUJoYwGMoMcfnEpQzbJRp+E9vI0PSbCBEQBoWQ1Nw6UhpsMA22ygYZEdS7VC4XGIpZXzGtggGM0gpTmvjaT7Wni5ddAE6OY3On8LSDp0YYHVpFwXAw8GlKm72yyAlhM5Eb41Vrt/fslDvbfDK/oKl79TjdycapuA1LKag6tXnbeGfYifxYV9ovFpzJv1FRfAO8MDHgDJxHSJK0+rmu5UoXptwEA/e3YP/cVG1Xw17KgBsTkrE1t44V7ocrv4407K50kvnqJHxNNqbQUqcc5xhSzOb2sL2QxWsVgAKmZXB87iRKaTbiclxbVEMXP6W7TwpcaQezc18Hs81opnylbfG4S6xpX3VrlO0i47kRYISJJFEuxJHq8XCmC5fbVjxwqTpVypki5UyR1xfXMb7h11J5uPP7fxlq/kssKdlqB1LCUbhov3+jCMpzkXRJHjKMFsu32haGkKGVs8CUJq7vItBckpEcavihoJJBKVtk3dCanrr5vRwAF0InKTAiqE7kxrnIexah2oOmqI4us00OeH78RqI6hjSx75ZLruaWS66eN+2XLzKPyTbfj8Q4H3q18V73BxjgfMdgMHCeYiGC4FLc35LPRip10bORO19k19sv/V5qcp1pRul6Vq7ns4Uw/U7yYRLZmLCnUz+j60shyiXTSRIBk2F7lbWbXChS4TrL0+nolwwXd7k6XZ7OMHOtKpPGmSPV9SPoWbLTua+dp2QVJuvpbBP7luLqmbq3UNgBBngRYDAYOMcxn3BQP9c1SLsJRo6G0e8Q7L16yuOeR++l4sxhSpOcaVPVkgLtfWlHGJgEvC+3NYkQBkJagOD4rk+k9sZPNiZxlYsfLiMDvCaXYUvGxBAz+MBe3+BQdgNmJstc9QDKqyMairyGpoYTSnG8HkjfBoI1ouvvfENpCjIQ19Haw0Cg0NSVDpbH49m34HjtBOtMySWWZNiQVJGcVJpRoSgJmC7YPOv5LDeNuPNt6EDQ50j1GCUrS97IxGWddWp49cP8YcmioTSPt1webrlMK8kqwyAvBc36UUqArwWGgNcbs2gtaWhNXUdGRoKcCPowV4MPuAkBY41mRqmQcxGQ/oaz5Z4ukpGb4D2P3rvgXvg39n+bB4/8kJpbR6PJm7l4Zh9hPDuK67lYKjkgaOcpuWVjiEAueETVuVh6PP7ju3FljuHxq9i0envPPCxFDKvT0XCtKdhiBoPWqpbs9OCgp2n5LVzfw1carUOho0yBi0bXBmVawBF0gAHOdwxOE5zDSDnWaR0LBzUqz/R1XYO0w1qSkV6wCrHKmykNNApTGsy2Zml4LXZ6IcEr3G92tQatgkmrBqVcfLcadAhaM1c/Su3EQxjNY0BAGAwW9jX/JWdxqW229fSBiw2fq5ljRku0W0WEgw5DQEFqng3Fc6Rod4ydTP/9roekTUwXImjoB9z06oUA1hiCl9mSsgxiGpOaqyzNuAzuLzcEL8tlWG5IGlphhG6DthCYKKTfoO47oDXVub2Ytf1kdNBB52QQ9jrbwlGBe2D0hTOAjNDxZyEEQ1KQF4HD4JAUGELQ0Dp2HrQTzwL8NHQBDJwUFZcu29zlIpl0E9SoLqfIJL6x/9t8ff+3wu0NjQ4dG2dbaQLZDSuvYXj8qnRdduQpQtawGVH1tkshYKkGtRMPsfvwA1156NemO9HpaLjWFGyTLQqhP0UBj22yxVpTgAqMkRQeWmh8fGadCqZTjsvUCwMnwgFeLBisDJzD6CccFO1hzzfD6lSFG86UQYCjXCqtOcp2KWaNRz895fG069A0NFtti5IQaBR1BBkgYAMEZr2EYjfJvfHHOvZzt2S6mfcgGHJPMlmpk0diozHQ+OGseTwcOdiGTTC4cGP3uwiZUI63IIOZtwbqWsT8hmj4IITkkkxbVVCjieyWckLgak0+lDbOhc59WinyQsT3q0rjqSZFG/AbYUxpbAs5DIru0XewrhHIA2sEOanxtIrL64aT7GroPOgDc1qyw9EcCsc2UkiGrAKOcjlST7tIJt0Ek+i1F/5gKGIUITpiWPcawapDSl1yE7uBmcnHsFQjzJPikB/Vb3CaQAMXSy8gjXYcWZyZfAw6VgeWIobVuc+/xSRWI5QClNYY0mCLhB2eE9S+CEatQhsI3+apkweDsAsoaQ4wwPmOwWDgHMZCvIB+rmswv3JgL3fBnJmNnfoaKB7WgA+vDh3oWhpW5MZxm5OhInDQUyX3xlXi5ACAmeg1k9el1li6gYvADe9EHf6wlKwotNndQkiOVZ8luSk8Ig0aGhq+Yk1xFcfrJ9ACJiyDNcWxlMvhiJTtlLXGCAcMpgDTsDBDG19LgETgaahoUCHrP+LyQ9jPkPYagGCFIHpKhfeTXzwroSqIhFNOi/awJYCrA/vi6658Z/B+MopVHeJ7J6qTuK6fcpHsdBOMsFjxpmBAIHo6X25avT3uzOfLkxCSYVnpCgt0bDMEWIoYVuc+f8BnkUgBK/LLgvcOFFD4+AQNM6hTwxsCoK7beRs4EQ7wYsZgm+AcxtkSDuon5rKQA52QwR6xCPeKo+s1LVNiNgLw5iF1KSFwZZpA2On6l8xTt/hPeNxNpPNW68hrL3fBTtc/P+yOtUjnf1bprnTCU37hXL+Nhgq0DnojvY4gjRy1hC1vEtH1fu6O/Vz+kngu4k390K/NdL3LEL2uL6VNL9QWk+/dSNapbv+el6We6Q0wwIsNA52B5xGne4ZXGDYzMzuZdSpUnDmafgshBKMrbsKyu/84B/ux36Fy4j9ozu3jcO0k/3rw+/z7gQfYNb2HrJFlIj9G1siya3pPKuwK4bI9l2WDrrDKm+FS2eRS2SSHj4kmb5dCfwCJVg6GNYQQJkIImn6Lp3SGOS1phdr5hpAMS1huyK49f1VYjz28BbcWLOGK0Lpea81ObdMUwUy64bUQCKpunabXIFpub6G5yJKUTQu8BpbQ+FrxM21TxQie8VsUM0U8IblQ+pQNQUEEDoqREl4unP1LwECTF5CXweeHmi4nfMVay6BkF8kaNp72EcoDAi5AVKpHmi7HfcUay0iVVNA9yCguu4FJmcdoniC5vlCQgnHDonbiIdZTRymXyY6Fvf/20lczYS1LvTshJA2vAQKqTo2m32KVofnFQp7WqR/RnNuHMGwsexRXuTjV/bzcNrnaNlhrSlporl59ExcNb5i/IULPNgPwqrXbyWeK8btMojRxPWOl9alrwrBpze3rera4/IauNt2ZpgssFz6lzBCW7Gh7yoiPHRo6iwgHBK9cc3OgezBATwx0Bl48GAwGnkec7hctKRxkCU1FwROuplDa1CWUEhGzVLiv3Sl6kxRZ2TK2aV4BI9+dI4cXL/FLAaYQQYdiZLCyE+RHXhoYDqkmuewy/NJLOOBpVMhODwRpNKaRZb0lMRLr69rIsHLNa1gxsY05X1NvnMTAx5V5nNImpmWhS2Ama2bQ6MCUR8AKK8fmbJaslBAJ7xg2M0aJKeWzsrCcK5dtRQrBclVllfTbNEQRkBMjQpwkvXwmAEsIfK35satwZIbNxRVYQuMKE8etI0V7q6CpNE84Hrt9wZBVoISPIaCpBa41TN7MoLWHNHMUl91AecWN1DCD94qPLQQGUJIGpgxyKbViufTJmjmOKREL81y3/nLyuph6dwUzH5+gUFqxzpRcn4GclFjCTIlErcsNs6xxEEMHA5q8NLgkX2bryut6Di6T6BQASooFjZXWt9+l9nBljtLE9T1PE1j2KEZmGN+ZRakmpj1KcfkNPbe7OtPMZZdx0dilDBtGd9sTPgVRRDk2Wgnysswr19zcV+tggMFg4MWEgRzx84jTlfr85I7PLFpgplOEaLI5has8qlryHyq/6LDNxrF4b1xDzCxwhcnmbe9YUv7nE0Yy7dGUiE+veupX9tsK2UXFC3Bkx0dQXnvvWutwb10IMtnltBrH4gl68sicD/wvfzhO882X/iaPPPFXPffBXZnj2iv+R9f1+dBZttuMCjY6UAIU7dUAaeZYdemftMu+iHp6mawzJBSWNFNbBWbY2S+23s5lnGmJ3fMZAzniFw8GBMJzGEsRSukkYHWK3iw2rJhn6GjqxTsAzpenha4n0a/snYJF/eKNVkq6oBMjnh5I7upHddZrINDv+nzoLJsdZkJrnaIYzJv3PnFFolGdhMJ+dX6mnSwHGGCAFx7O6mDg4x//ON/+9rdxXZff+I3f4PWvf/3ZTO5Fh06hlBXCZaNwGTYkk/u+mDpK2ClCZEoTV3kxqa4zbNJ8yHerCGEiDTsgyWmi/2L5Hi8xY00K1xSsPJtHLsJVbpcBjJkZCXQIwmNwpjQRCJ51W7z/u3eyyc5yY3GUlbkcyFKqPOO5UYzmMTYKlyGhmFWaJ1suh3w4aJaZsCxyRjbOU8NvctJ1+VSH8I40cnheDaVVfCQtKuLx+gmGiY7/pREpFsy2KtS9Jnd8905uyRmMGgZGSKK00PGMfnLfF7uMieY7utb5XlsI7JCHoJSLFiCQmObQotrInpl9VN2gjCcLNiOGgURwvH4CU5oUrDzFfLBv3rkyMF+9QWA49ODhR6irWfKyzE2rr42X3QemPwMMcG5hUYOB7du3c+LECUqlElpr5ubmKJVKrF69mve85z1s2bKlK8zDDz/M448/zuc+9zkajQaf/OQnz3jmX+y4YeU1sWvbCuGyVQYEqSFrKBZrgeCIYWHsivgzBAzxmVaFvdrqCus0jtGY3Y1hFZGGjZAmvhMsFToYZEJRl/aaguaYMcJm2sI1EeacOR4+/ljshBeJ3gAY1ji11lPxs02vhdI+TzQ91pqCq02PZuME05Qpml6qPDcOr6Z2Yn+QulYUtM8NGUFW2ez0FJaqgA05I0vDbzLTqrBT2SnhHQArvw4589M4D0qDRNPQAi2gpTVZ0b1AsNtVzLoVKk4VQxgIATscjxuzQcVkpSQfHTk0C8Ggp/UUhrLRWKk8dHaSyfcKcNgXXGxEhxKj1RlF01pYHc+SFhWnvcz7k5bLzTmBEIEGgKs8ZloV3PJW1pRWp9pIv3rbf7ySch6sqdn48/oVpVT++5V1gAEGeGFgUYOBa665hte85jW86lWvAuCBBx7g61//Orfffjvvete7+PznP98V5qGHHmLTpk384R/+IdVqlbe97W1nNucDpIRSNrYOYoWzvOSMOBJriWbUkQhRMX8Bbnkr/sxhLu4IGy0LR+ZDUtqQAa08Kr4PWlGQAksIGkrzpOOxU0/zC3QL10Ta9EnDmijPAIay2ShcCkJxyvf4acvjgOdzW6FdhkqrSjGcBUflGXUnsUJxnYbXBBFY8G6R8B/KAgVbXJe1Zo6TrstOZXNcp0WOojyMK5uLpUMGTUNrDng+tpCMmgb7PZ8MmjWmiSmC45BPOR7/p+khhRfa7gad9CEfHmp6XJqBDVIEJwXMPDmrGG8lRMZEyTx0dpCdAjimDgYn2cTRxRaCSmOS+VUkAuya3oMhZLDyAez3fGg4bLUtJqRJTUv2agt/5jBvDgl9URvpV297jsz2TO/Bw49wTJd73huY/gwwwAsXixoMPP3003zwgx+MP2/fvp2PfvSjvPSlL6XV6nYJA5ienubo0aN87GMf4/Dhw7zlLW/h61//eszS7sTISB7T7H2++nzG6RJqJiau4uaXXMXOH/41PTe4VaWdxsQVcGFapvjl0BXWa/nBsX7tY1rRO8kDgs+emuy5jS6oMzFRDCxgE+84aQqUfL+z3mxgPGxkmQx1//bVDsX3y0Y7DpXMR1ieyWcqFLMFitkChyvH4meHQvnkSQy+j+S/3ngHn/3396EN3dXYozxMGwWepgDAkbnjoU6AYlVpPJEnB8tod4pmuBWgO9rzIQWHmz7vGF+frtOGhxDBnn0UNspDrzYQvVeAf/8/b6dFIDqUREY3u8J2fg4sew1kyHJw/cBS+YDXYsPIspiDIKN8JNpIv3qr6wq9vsoNXWHG0z2/y/OV9fnACyUf5wIGdfXiwKIGA6VSic9//vPcdtttKKX46le/Srlc5plnnkEp1TPM8PAwGzduJJPJsHHjRmzbZmpqirGx3t7g09Pd6mfnO84oU1eW5mWCL5hGZ1hhoJWPkAZeQs/ftEfJm/lQuz6NvFXg5Mm5rvvR/rsUEs9rxzWRC0RkknvjMpzBCmDW1wyHyn0ykY+4PIk8m8KM5XarWuKFDooTuRFOnpxj2Bye5+RBdx4MYeApD0OaeJ6fyhOJgzd5Kxg8zFcXnXUa5TGZv2Qe+8ERuXlOKWRTYXu1p6W8j86w/eotL4KtgU7kZYlhszxvuBcCi39wmmDxGJwmePFgUYOBD37wg9x999184AMfwDAMXvayl/H+97+fb3zjG7z1rW/tGeaqq67iU5/6FL/927/NiRMnaDQaDA8Pn9HMvxiwEBErum82n+VK0+3aJpjPsKgz7DVGi7wUyGherH3qPrRCkpklLXY6gd77iiNVXvpMk3LVZ3bIYOeFeS5/+SsBuGnV9dy/75uhMQ6AZp1psNU2KTPFrNLs9iQ3bLwFILW3PGQVmHUqaOCJlsPNuUyk/8dkc4qClWdFWJ4kB6Jg5ZluzuBrxY+aLpOqyQbLZLPT5PEf381mTMraY5khYze7vdri2tCE5gu7/yUmMQohUFrFqntDVp6XiCbbbIucDPwIakpTtLM4Msu/T9fY53qx6qAQgpyZ5f5TB7hcNsPcawQCrRV7dfuc9QrhcpPlxo6HSYLkjn2neOjJY5ycabDugtVcWtqDdA2EkmipUJbHHsvgu4/eS8awApMow2fYHGZd+RpOOEWmWy5jxf9KY/YhlH8UCAYBvlYMhYOZCL0MeTq5C8nrK0WaMwCgpUthyOfQ3FGqbjVoi6EscsNrUnHmFuWcOMAAzwf27NnDPffcQ6VSwTAMNm7cyF133UUmk1k48HmARQ0Gli9fzl//9V93Xb/99tvnDfOKV7yCRx99lNe97nVorfnzP/9zDOPFtw1wOohc2SJ0ErHS9w0e8xQb/Sqrs4JifuWC1q9t8qHC1z6Or8lIiRaBnW41dOmb9Fweb84xa3hccKTK5T9pzzSHqz4v+8kcasVRWA9ri6spWDmqbh2tFetNg5ty7S/TsBRcm9E8c+z7/PKlvw2098aHrDwVZw6Njve2L7NNxqXBtK94zGtxreuzBVIcCOrHqGjBky3FQU+zzlRcbfqY2gEhKeOywlQ0CVTqRgzJzZbNCstgvxtq1ke1KAyyVpbhTBlHu9yYy7E5PI4XGRblDAnaIyN8bs4FB//2uR4IgdaBj8JeBaf8OpdYBmOmSR2TnZ5J3RpCKJdNmSyXG01yOvBcSBI+nzk1zBcf2Bvnad/hIQxjHetXnKKQdajVc+x/dpQDo1Wc0QrHascBGM0PU3eH2deoUM4EfhIZY4SxoV+g1vghdWcfxUyxfbpjAUOefuY9W8IFvuA0QYWMYWFmwcwoTDJoCtTcGkJIylaRBq1YAXBAKBzghYZqtcodd9zBRz7yES68MPjb8tGPfpQvf/nL/Pqv//rznLufDxYlOvTggw/ykY98hNnZWZKPf+tb3+oTaml4MS7bLbQEt5Co0FJEh/rFHQnRAKGkMClBosnGVHz0b/sDz1Kea59Rj6SEa+Us/+Wd93bl6Qp1Kl7uT24xzyh49XXvSuXpzu//ZbykHTjuBTCk5ILCinnL1pnmVXqacjBNx5QmQygMNFpICrnl8XOmPcpXas2+dbjr8b/ECjUUkhLDWkBV2PPWU1QGCI5xRjr6Ubz9BJf+15ObeXa6vS2Qqx/BdE2EAMuQcd14uQYnNv0sTscyLHLZV6AoYAozpd0/lrX4vy5c2ZXemUK/tgg853Z6NjDYJlg8XizbBF/96lfZv38/f/zHbUMurYNjwR//+Mf5zne+A8Bb3/pWrrnmGl7/+tfzkpe8hKeeeootW7bwP//n/+Ttb387MzMzaK1573vfyzve8Q5qtRrDw8O8973vZWho4aPAzycWtTLwnve8h7e//e1cfPHF8xIABzjzWEhUaCmiQ/3iHkoIDyXFaAodAjWe8ijN9RYXyleaPfNUlr3bS6mHRVbSNS85QvUTvJReZetMsxT32EEsRqSGoNP8Fs+ZZrLRW7gnFhLSyYFPG0KDp9PCTcl6SqWT+BzF209w6eRMOk+mayaL0x4kNbKpuD3loQi2N7wOEaipVtrm+Uyjb1ucZ7qxmHY6wAA/Dxw9epQ1a9YA8Oyzz/Knf/qneJ7H+Pg4juPwuc99jrm5OX7nd36H++67j1OnTvHmN7+Z9evXc8sttzA7G/BnXv3qV/Orv/qrvO997+O2227j1ltv5Utf+hKf+cxn+P3f//3ns4gLYlGDgZGREV7xilec7bwM0IFO8Zn4eigju9D9xcZd1TIeEJiJlYGky180460UzdTKQIR6KdszT7OqTQRMotKDd1qw2mS3pA2wIdsjh15l60yzoolXBiBwHoxWBpIwMyOM53J969AVZjwgSLoRatEmBfaqJ0ivDHTG2ykClczTxHAutTLgWV68MpCsGz/XjNOM0pHU45WBJEbt9PHAM42F2uJzbacDDPDzwPLlyzly5Ej8+6c//WkOHz7Mq171Ki644ALe9KY3AVCpVHAcB8uy2LAhMO+amJjAcQL/hvXr1wPwzDPPxDo7ruty6aWX/vwLtUQsajBw1VVX8d73vpebbroJ224ToK65ppt0NMDCmD3+ENXJH3HYbyKMLEPjV1NecWPXc/0IXIu534kkGTFjWDS8Jjkzy15tsVUE+7kRcS4SJIquzbYqFKwC+zeNcPljJ4H2FgFA7vrreuZplye5LtOeGka/PeUJDu/4DDcOr2bUncRzpnlDeZhvztQ56OmA7a4DtrvWwcwzSQp0ZQ6nsI7drSaH5o4y3ZrGD1UETcvgpqyFGdootwgcCJtaMNdBiDxUm+lBdmtRaQVkt0uNDJsJjHsUkWmRAJmlYOY66qnAbGs2rsPZViW+DjCi6mx2DvP4j+9GSIshfIT2EVrFmgQrLvhFbtya5gw0chmKrg9C44arJMuGK6y58AgF22TKgx2uTzVTQHCYFptTtsPKb3GRt5Pju77WRVRcCItVElyoLS6lnQ4wwM8br3zlK3nTm97ELbfcwsaNGwH40Y9+xI033kipVOKv/uqvaLVa/N3f/R2ZTGbeFXIZTlzWrVvH9u3buemmm3j88ceZmnrhr4ItajDw5JNPAvCzn/0sviaE4FOf+tTZydV5jNnjD1E5/iAQTFyV14g/dw4I+hG4FnM/iU4yYkDmEtjS5lktOWCW2WpbgSNhZiQWJBLNKdYWV7Nq5UqOVI8xeWGOXUaWVU+dYGjOoV7Kkrv+Om5+5f/dM09D5YvZ504z6pykJIOVgl2epJEZodw8Ru3Efiy7RM7IMmFa3Foa5du1Ok8160ghMUKL31UyTQo0/Rpi5qd4yqbl+/HRQiAgBWq4Om9TEppZLHZ5wWmCglApQmTOtNNkt0yRhtekpYLB0SMtn2ntcrltkBUCR0NDw7Cdp5hf2VFPq1i18uqgnppTDGfKIMBRLquF4iXSQ4TDCcNvIYUiPLSI0pqGW+dQ5TCXbgg66uA0QZPsuMnc2H7yJ8YwGlnGl51iy/pjGJZAI1lm2fyiBTuERcuCdeUSJ50iUy2Xsmxxkf4Jq3WwLdGpTNkPCxFYl9JWF9tOBxjg+UCxWORDH/oQH/jAB6hWq9TrdS688ELe/e53c9999/HGN76Rer0erxAshN///d/nne98Jx/72MfQWvP+97//LJfg9DFwLfw5I+mSJ0R7H7jTge5M43TIhmcrD/0c9JLEPtM0uNydTJECPeWB1sxq+EqtFSsdCtrL8gWrwHte/o6udJNEvyTJrhfZrd+zS6m3TkfDgvYwBPgaaokl/V4Oh4utt0J5OcWVt6XCLtYZshdeCG3mbGBAIFw8XiwEwgEWWBm46667ePe7383tt9/ec1lksDKwdMznNLcYB7rTwemQDc9WHvo56HUS+zpJgdHPomhLHkOaqxYREjvTnY/o14vs1vfZJaBTNCgSWDRE/+dg8fXWqp+i80/t2XKGHGCAAc4v9B0MvOENbwBIHbcY4PQgjVy8MtB5/WxiPDfKwbnDKYfAgpVnbXH1osL32zvuvLdqKNxSCD/fnM+Tqx/gdeYcTaX5iePzSMvjVN5i1DCwjLYOQeSSd7IRsHMLVoGimaeiYUIG5/xNfLxQAEgLwe3FHDNKxb4GEAwQhJDc8+i9VJw5TGnEnIBOol9cR+EsO+mGeCpv8azvs9wwGDOqKXfET+74zLwiUJONKVZLxTrRJI9HRvsoBF5IYvQ1mKFDYhkfH0ELQV3m6UQnOS8ifHbm3853q3v2Iyr2wjO7PoWoH8DQml8z4LgSKGGmxJr87Nk7ojjAAAM8P+g7GIgYkN/4xje46667Uvf+7M/+jGuvvfbs5ew8xdD41TFHoPP62cSqoZX8dLLN+fCUx2yrwqqVC/9h77d3DGly2MG5I/x08meU7RI5M8t48zDSaeHJwDbXFoprbYlC8lPH40YbLCsg4CVd8iLS4mxrFsOQzGKxQXpEfH5TCDICGlpgCMGI1Nycs3ioKTjgKXytKFkFNEGnOdsKBhc5M5siRCZxw8prMBrHYjdEgOWGwQZTUNcCt8MdsZ8I1Iiqc3HoJqClgQLyQlHX4AmJjyCDjjkDBpo8mmxpQ1f9d5LzIsJnkiQIMH7B1bQ6VjY63SqT1zvxzK5PYdbaZTeB1VLR0i41DIaECtIdXtwAcoABBjh30Hcw8M53vpNDhw6xY8cOnn766fi67/tUKpWznrnzERFJsDr5I7TfRJrznyY4kzhSPUbZLlNza4mVgQJHqscWDBu5+y3menQ0sObWyZlZLpbBkZv2Un5wMO5yy+AfXc3jyuYKBWUhUi55OdOK46k6NdYMFVHCQyoHtCKcqPmPAAAgAElEQVQ4rSjJCEFLC7SW+Nrn0ozJQd+jZBVil8ScaQPlUG5YpgmRHYS2yX0/jd0QPeWRlwIDg7yAKd/vcEds18OWsU2p+tgo2rZCvlYIaVLXfij3DFKa+CJQMoxOExhmnpLoPnPZSc7zsyspDK+mGJ7CiE4IlMY3d+3vdrpV9jtNIOoHerzlYNBVh3g1qeh28wgGGGCAcxt9BwNvectbOHLkCHfffTd/9Ed/FF83DCOWbBxg6SivuJHyiht/rkSmycYUOdMOO8bE9SUKFHWFXWCP3Y4cCsI9/kiLMCcF47ky08B3PcnbNv8un3r03vAAX4CcmQ0kdS2LtblMyijIbQYdkiFghT0eX18tBE/IRiqeIC4bIXK87er+W16eM03OyMb+Dm5rEjQYgCVFXNwC3UJIyXoqJbkAYb698KjjtivfyfFdn0iVJ5l+LwQSwM+NfZ+0sO4HYx4usQBW5JctmMcBBhjg3EUPHbg2Vq9ezXXXXcdXvvIVNm3axJo1a1i9ejXLli1j586dP688DnAGkGTCp64vUqBovrCd96J97OhnK+r+hUiRUJ2ERkFSRKkXlg2Nd+1xi9AGWIi030UgJPTcy9qVThi/kEZqjz4SGpov/5Vkv5ootytzPdOZL/2fJ/z51EU7Lj+feRxggAHODhalM3DvvffyD//wD3iex/DwMCdOnODSSy/lvvvuO9v5G6ADjcozi1ry7cQNK6/hwT1fZKNoURJBZ7VX27HwS2e8U9Y4D80cDgSKpEXDa8WrCg2vRc2t0fQcypkiI6rOFjNguc/mLR5v+swawX720yrDpbKFiFcGgn3yp1VAGkw69/2CZfLNWp2nW83YQRDAxeUhuxwY+4Qzdmnk8dQsaIHbmkQIA2nmKYxdwQ0ln0f2fSUmAXa6FHZi9+EHmJl8DEs1EMJi2DTJWsEWgzTz+M4c0shTMDQzoZBQJDQU1W3089M7v0DVrSMN2q6LOlgpMYRkePwqoPdevtOqMz3tcuLoR1G6SGnZlazd1Nt1shehc2LiqnnvzUdyTN7X+XWQ4AxEUCKtXjifE+ZzbZsDDPB84OGHH+ZP/uRPuOiii9Ba43keb3rTm7j11luf76ylMDMzw4MPPsiv/MqvnNV0FjUY+Jd/+RceeOAB7r77bt7ylrewd+9ePvvZz57VjA3QjUblmVQHshQBGaNxjKtND18H4gZlKbhaeBiNYzQqRireufpRaq2nMJSNxgoFeDS2YVNx5qi5NQpWnqyZYURXucz0METgADBuWtxayrOTIrudJlWZpaVbZEXEFhA0lOaEr9mcy6ec+4Q/x9WmR9ODZ3yNUh5SSLSGXa06s8LlpmKRPB5GpohSLmgXrfyUfvF6yyCbs6m5Pp5SKZfCTuw+/AC1Ew8RdXdau1RdB23kyBkWmdxKrNErcBvPIp1ptFnkyZbLs06TiY6ONjit0UBrxX5Px66LI9KgojR7tclNuZWp9xV1nk5L0Ky7oDQCMESF2snvchC6BgTzETrLwzlmZxpLcLpM31+/8uUc33sEqd1Ye1ljkM9fgNZu3w7+dNrmAAMsBj/edYJvPnKQ46dqrBgr8Kpr13Ll5mULB+yD66+/ng9/+MMA1Go1br/9djZs2MCWLVvORJbPCHbt2sW3v/3tF8ZgYNmyZQwNDXHxxRfz1FNP8epXv5oPfehDZzVjA3SjduqJea8v9Ad3ZvIxLCExO/T5ZyYfY7SDEBadz98oXI6HM+CcmaWUKVLKFFPH3DYKFyEkhjRSy/A32qO8dsOv8cgTf0VTGTSTCUjYambYWBxNHXuruXWEkGzLZjnkg6eClYE5p8qYPcJxbfFd1+LNl/4/TO77Itpy5q2j5L5/v3qamXyMTtV+F8FJp8G1V7ylK36AjT2vwoNHfogUAimCo4sHPMUBzwkUFIdWgGiTDSG9l7/joU9iiO6vY+XE49AxGJiP0PmdfT+g1extSNSL5Nh5f6KQJZcd77pnWEMLChSdTtscYICF8ONdJ/j0/e3TUMcmq/Hn0x0QRCgUCrzhDW/g61//Ov/6r//KY489BsAv//Iv81u/9Vvs37+fO++8E9d1yWazfPjDH+aee+7h1ltv5eabb+Z73/se999/P+973/v4pV/6JbZt28aBAwe4/vrrmZub48knn2TDhg184AMf4NixY9x11120Wi1s2+bd7343vu/z1re+lRUrVnDo0CEuu+wy3vWud/Gxj32Mp556ii984Qts27aN973vfSilqFQq3HnnnVx55ZW84hWvYOPGjWzYsIEHHniA++67j+HhYT772c9Sr9f53d/93QXLv6jBwNDQEF/+8pe55JJL+Kd/+ieWLVtGs9lcOOAAZxSnIyDTS8wmut4ZPiL/FTqY7b0Ig/2Eg04n3ZQbn78017/50Otev/wtFfO5LiZFkeYjbErRm0ja6/p8hM4T1Ulc1+95bzFOl57VW+tiMe3rdNrmAAMshG8+crDn9W89cvCMDQYAxsbG+MQnPsHmzZv553/+ZzzP441vfCPXX389H/nIR/i93/s9br75Zu6///6UPH8njhw5wj/+4z8yMTHBtddey3333cddd93FK1/5SiqVCu9///u5/fbb2b59Oz/4wQ/44Ac/yB133MH+/fv5+7//e3K5HK961as4efIkf/AHf8DnP/953vCGN3D//ffzZ3/2Z2zevJmvfvWrfOlLX+LKK6/k2LFjfOlLX2JkZIRSqcTXvvY1fvM3f5OvfOUr/M3f/M2iyr6owcDdd9/N1772NV772tfyne98hz//8z/njjvuWFztDnDGYGZGgiX8DuGgYv6CBcO6Mkde1bHRGOiUyE1nvL7yEUJQSzSPhtfCUx4tv4UfGwhpTuUthqVEAMcTJkCzCj716L1cg6IsQXSsSLgy1yWIY8q2C6ApTRzfCTpSIZhsTFGwCqwtrorrIhlWqRbKqwMCIS2ENJEyfXIiSXyLzKJGhI/WAdGxkeDTRkS/hZDcJ7+tYPNEq8VBT6dcF2VY9qgO73n03q69fKWLWMYUlukihEJrietZuH63kNB8DoHLhsZpNd0lOV2uEC4bhcuwIfFdv6veIhGoT/XIcxJLFTcaYICl4PipWu/rU72vP1ccPXqU1772tRQKBYQQWJbF5ZdfzjPPPMO+ffvYtm0bQMwr+Ld/+7c4bFLZf3h4mAsuCP4u5/N5LrroIiDwQGi1WuzevZuPf/zjfOITn0BrHWutrF27lqGhISBwQ2y12keUIVil/9u//Vuy2Sy1Wi1+dmRkhJGR4Lv2ute9jjvuuINrrrmG8fFxxse7V/t6oe9pggjLly/nzW9+MwBvf/vb+cpXvoJSPTxoBzirmLLGmWlVcJWHJrAZnmlVmLIWftmjpQ3kURhhFxWI3ChGSxu64hVC4CufneGEvOG1mG3NYkoDS5o4vovjuygdqPEp7aMJOj/Hd6i0KjzRaqFRPK1MfOWjdbq9DI9f1UVEi0R09moLS5qBCyFBZxqIJM2yaijYc0+GVaqF78yhlY80cghh4jtzKJX+IkVhIrMo5TUQSCSQQ5NLHBeMiH79EO2Te60p0JoL7AI32iZrTREPAACGrEKqDjUq3qvfeWo3AKXR1WSsJkL4gEYIn4zVpDS6qivd+dz+XrHhhnnvJUmOEVYIl62yxZBQDFn5rnqLRaA81TPPScxHKpzv+gADLAUrxgq9r4/2vv5cUK1Wue+++xgaGoq3CFzX5fHH///27jzMqfJsA/h9TvbMvoQBHMAZZCiVjmyC6FSpqEDr4AaIVtQL9auWulGVpRYpgojibt3ws7bzgYqFFmitVpZCxwWRKhQcBxCQbXZmzTZJzvn+CAlJJuskmclM7t91eUlOTnLevAnkyXmf8zxfYdCgQRg8eDD++9//AgA2btyIsrIyqNVq1NU5u7j6NvILprCwEA899BDKysrwu9/9DpMmTQr4OFEU3d+3y5Ytw3333YcVK1agqKjIHYCIHm3e+/fvj7S0NLz22muYNm1a2K8/6JmBzZs347HHHkNmZiZeeeUVDBo0CHv27MGyZctw4sQJXH311WEfiKJX3nQCCkmDQsGGFEGC0VUetukEikIUhcsUJLSqUiHZTV4tczMFCRt9nxdKVEhKHLPLSNc4v4hdFQWNNhMUgghJliDJDhy1i4DFjmKNgGxRgdMOB/7bbscpSUauTo9GUY+vJOA82JGlcP7izswdjaL8y9xjc/2yTtP3d3cBtJkOQC2q3Je1KQQFUlR6d5EkzwQ8S+thCKICokIPUXH2V60s2QGFtkPiW1v9l+59RMFZHVCGBI0so8XP+ALxXSfPUDuvQLgARhyzW6FVapGhToNSoUKLtdU9h55ca/l6XStMtjQ4bCbgTLNkhUoPva7jMkGgDoEX9P0h6hStfu/z1+my0HoMqjNnlzzzK1zz5lkEyt+YPUVS3IgoUleMHeiVM+AycezAqJ73888/x6xZsyCKIhwOB+69915cddVVqK6uxo033gibzYbJkyfj/PPPxyOPPIJFixbh1VdfhVarxdNPP43jx49j4cKF2LRpE84999ywjztv3jwsXrwYVqsVFosFv/nNbwLuO3DgQBw4cABvv/02pk6dil/+8pfIyclB37590djofxluxowZWLp0KZ5++umwxxS0a+GkSZPw8MMP49SpU/jmm29w7rnn4vXXX8ctt9yCX/ziF+5TFLGQjF3EIi069JRPUR4XQRBDFtMJVOQGgoA/tXQs0uP5vJ7HrTbWBjxG35Q+Xvf3TTm7lhfOGD15HlOpVMB+pueAv+cJ9tr6Du2YOHN8z/IOuQ/O/YEBFywIe4yRHDfUexfpa/An0s9TqGNG83lLZOxaGL5E6lr4n8pabPniGKpPG9E3OwUTY3A1QW/1wQcf4ODBg7j//vvDfkzQMwNqtRpXXHEFAKCkpAQnTpzApk2bkJ/P2uTdIdBacbjFdAKt6ebqdGGvM7vbB+NsYSHPpj+hmgCFK5LXGul6dayaRUVy3FCvpzvW3EMdM5rPG1GsjRrah1/+YXj22Wfx5Zdf4pVXXonocUGDAYXi7HXZWq0Wr7/+OlJSYrdG09PEq6hKuB0B1QoVzHZLh1PNgdaJPfktctNux3ffZ0F9QgOdoEd7/9Nw5LQB6FgM6N8W52WGriY/AM40+pGR4WjFSK0KGWJbh6JDAHCe3Ibz21tx+D9LIAkClIISCsH55RuoL4Nvcx5/r9U1N0pLDUYpbV6nuyXJCoetDdWVb0KpzoLJNhiVFSq0NFkwaOAA9Mms7LA+F2mzqFBNgDw/L55z6O/1hHquUIWEOiPUMcN5DzzFY4xEFJm5c+d26nFBgwHPfyzT0tKSPhCIR1GVSDoCWh1WAAI0ogbtsq3DenAwHYrc2FLw7YFMtLSlQ6sAsux9YDySAqNwEoP72b2KAelhw6U6DfY4tDggiMhUZwAC0C7ZUKTWYhhUsEk22CV7h6JDwwUrhgoOCHAu/6tkGZBtkAQBkM3uDo6+AYHn2nazvRkGXVaHIOns3Ciw2y6h0NGGfK0AvToNcFghS846BKbWWhhbj0O2DYUsG3D0+0GwmGwYeM4pCII1aFASyZx6Boi+nxevOWy3dHjvgj1XsM9INF+2odb5A+Um+DtmvMZIRF0jaM7AuHHjcPnllwMAtm7d6v6zy/Lly2M2kERfw6s/ss7/KVVNdsiCLIEYDGlYse01v6diDTrnFQKB7ps9/OedOqbLxxv2o7mx46nyjCw9RhZXhP1aQ81L5VdPQCU7lxW86v8JgHimzK2o1OGc4Q8EHKu/dcu39q0OODdTU7ReY2ppMsPhkGCxpuC7YyO9XuuV1/ww4HGjEcvPS7DX6vk56M618HDHmAiYMxC+RMoZoPgKemZg/vz57j+PHTs27oNJZPEqqhJJR0Cv+6LU0uS/aFRLU8diQC7+tofa1xUIdHCm3C0ASI7IC/xEUjzH4XBOpEZt8tre0hT5ccMVy89L0M9IgugJYySiwIIGA9ddd537zyaTCceOHUNRUREsFgv0en2QR/Y+8UrwCpWkFa8ErvRMrd8zA+mZHYsBufh7raH2tQlK/wGBx3J9pIl7QPB5U6q9zwwoFAIcDhnWdu/PbHpm5McNVyw/Lz0hka8njJGIAlMsXrx4caidPvvsM/ziF7/A3/72N/zsZz/DpEmTMGzYMAwcGN01np5Mpo515hOJoNDA2nqkw/a0vPFQaTr3D15KigaSVUBl46EO910x8DIMSDunw31muwWCIGDHic9Q2XgIWoUWBr2zSl1FwwFsOvwhPv5+e4f7fKk1Spz8vtHjea1otrbgRG4F2jRG5MAClccVAc5CNALa6r+EpfUIBIUGKk2233nx3FcGIDjOFv9xxgDOzoUSZMiQ8e3pQqzZYUTF943QahTok+X9pZ2SooHJ1I7m6nI0HF2P5qptOBcmSJIN9Wfi2WZrKxosjagx1aHW0ow+gg0muxkt7a2QIAN2EdV1hbC2n817GTFuADKyOgYEvvNYa6rHjhOfhjWv7tcZxucl2PvleZ9dtqPNZvR6PwDnZ8RzHK55iuRzECtahTbg5zjex46Ua54otFjPVUqKJvROXWTnzp2YPn06tm/fjvXr12Pt2rXQ6/UYMmRIdw+tW4RVjvjZZ5/FmjVrcNddd8FgMGD16tWYO3cuSkoiS7jqyeJVVCWcJC3XfWpBBTOsZxIJgycbhkrgGlDg/EL6dm81auob0aioRXu+82qCSiu8OgQKosorIc9f8qRrXnz31Sn1MDuscEjtEGUJNlmGIAgQAVgl4Ks2YH+NBhoZqGk0Y932wwCA4QXeXyCuqoEuCtmGC5QSUgQFtrY1o7W9FaIgQhQEfGsxwmgzYaROiyyFAq2iA0fbU6CXsyEIAtIzdfhBcV/3HHjyTYQ71noS/63/xl0wKNzEuFCfl3gljnZXIl8kyYZEnbGn+htsO/wpaoz1yEvJxU8KL8YFfaPL+ekJXQu7SljBgCRJMBgM7tuuOsvJxrPLXCwNyykK+I+m531v7Vt9pp2wt0Cd6Fz3BXruAQXZGFCQjbf2rYbZ5xRvhw6BDv8dAl1z4poXf/vqNFlQarKx0WjxOpVc12SBzS5BkXIUGktf9/byvVUdggHPqoEuIkT8QGHHNghedQ0kWcJRO3CszezsFggAaXYY+hwKmczmO5dGm/HM/01el3QGm1f36w7yeQnWPdDvcyk1SNekRTx+z+3x/mIO9jkmisae6m/wzt4N7tvVbXXu29EGBC6uroVLliyB3W6HSqXCjBkzoNVqsXr1avd+L7zwAg4ePIg33ngDKpUK1dXVmDlzJj7//HN8++23uPXWW3HzzTfjww8/7PC47OzEXTYLKxjo27cvtm3bBkEQ0NLSgtWrV7ubMFDXiVeyYajkr1glFNabvXMUbA5ndTuH0rvZSJ2f5MZASYaSw+zVLRA4OxWS7KfrYgi+c+EqsOTblTHaxLjuei+JeqJthz/1v/3IZzELBgBn18LGxkao1Wq8//77AIDXXnsNb7zxBnQ6HRYtWoTy8nLk5eWhuroaf/3rX7F//37cf//9+Pjjj1FTU4Nf/epXuPnmm3H06NEOj5s6dWrMxhprYQUDS5YswbJly1BVVYUrr7wS48aNw5IlS+I9tqQRrJiRZyGXlvZWDFQKGKZ0tg5uc/Um0Dqb93Q2gStXl41cywkMEduhgQwrBFRLSqQoNaiufBMOWxsEQelV9x84mwznOf5g++bqdF7HMeUCe4widrdkeO1ryPQuqgT4rxooQYJFEuCQnY2QnMsEzg6KEmQIEFBtrHV3dxyYFrpypm8iXKwqKoY6DuDMB7FLDvcyUIoqBTrl2XkM971kIh/1NjXGjp9pwNm2O5ZOnTqFqVOnorKy0r0tJycH8+bNQ0pKCg4fPowRI5xFuYYMGQKVSoW0tDQMHDgQarUaGRkZ7k6DgR6XqMLqWpiTk4M777wTn3/+OTZv3oybbroJffqwLGQs+Ha+c63Hm1u+c6//1pnrIUPCQKWAkaIVKXD+Sk0VJBSLVpRk5ofsVhfMpXo9hotWaM78JNVCRqFoQx/BDsgyBFEJh60VkqNjF0Df8Qfb1/c4OhG4KFXCRWrvL/+S4n4dxuhbHVCCBIfkQKVDgVRVCmQADlmCJEvuYlnCmXRFZ8fDFnfHw2B858tZZfFsR8VA+0XK9/FmuwXN1hZ34OLq0mi2WwM+JpznjdV4ibpTXor/zqx9UsNrzxsOV9fC7OxsdxfA1tZWvPjii3juueewdOlSaDQad6fAYJ0Jgz0uUYV1ZmDlypX45ptv8NZbb8FsNuOVV17Bl19+iXvv7bnNShKFb+c7z+2fGb1Plw9TAgooIMsyRAHuL440Wz1yz3TZ60wCl870PeyiApIsQZZluD7jouxc+xdFDaA+081O8O4CWH9knddzBdtXd2yT13FEQYAgCCjObkJltQBDphYlxf065AsAZysUttV/CclhhkUSUClpUCFrkaFxBhNtNiMkWYZCVECj0AKQ3b/qU1Qp7o6Hwfgmwg1MOwfn9BuDk21VMU2M8z2OXXIgQ5PhdSbAaDPBaDNhYNo5YR+TiXzUG/2k8GKvnAH39oLxUT2vv66FGRkZ2LlzJwAgNTUVo0aNwnXXXQe9Xo/09HTU1taG7M8T6HGJLGgFQperr74aGzZscPcqsNvtuO6667Bp06aYDSQZK4IZDGn4b/lzYXcTvErh7BsgAOir7+O1b7id7fzx7eIne9QFUOvOJvb5O04k3fY62y3QXxW0YB31IKPHdduLRYdAVtYLD+cpfIlUgXBP9TfYduQz1LbVo09qLn5SMD6m+QLJLqwzA3a7HRaLxd2bwGazxXVQySSSboJtsohUQeqwfh1t4aNAXfzgcxqsM0WHwjlOrIsOAfEr1hQvXOsnCu6Cvj/kl38chRUMzJw5E9dff727N8GOHTvw858nVr3xnipY57jx6Q6va8YPyyqME8zQyTa0m6sBQYAkavB1O3Bg10sdOsX5JibW2QqxvUKFuiYzDJk69yn51NwxaK7eDnhl38sQlanuW+1WExobbag99QKsDh2OCmoc1LaiSKN1NjVSnF33Nzss2NN6usOYUnPHeNUKcAm3W2AkXQAj6bYXS53tbOnbIbCvYEOhYEO+0Ij6I+ti1iGTiMifsCoQjhgxAiNGjEBTUxMyMjJw++23d2haFK1krAiWkqJBuyMFCnUmHO3NkCQLlJpspOWNhy59MAz6HORos3Ha0gSzw4IfqFTIgxXCmXPtMgBZsqHObkMdFDDZTahsPIQcbTZS7U1oPrXVfUme0dyK1sbvUN2sREt7CowWOyq+b0RuhhaGDBUsLYchn+lSCEGAIGqh1uUCkNDeLsJiMkKW5DNJMBZkwwSjWY2jCisa7O3or0mDSpBhElT4t7EV39slALLXmPL7jAQgwGapgyzbISp1SOszPmS3wJQUDRqqK7xejwoSzlEAdlGH05IDBl0Orhh4GYblFHWYN8/74smVTOkao+Qww9p6BAp1ZsgqlZ5jznC0YrTSjlxNCnQKbdjPw8p64eE8ha83VyAkb2HlDNjtdpSXl6Opqclr+7XXXhuzgSTjGl6k63En9z3vdZrdLtshy85LATc60s8+r5/OfXVNZtgcElqsKdh+7OwlLnlZOkwrrgzaYW9f+VtQCC3OY0oOyGeCkTabCv9OO3vM2cN/HpfudQZDGiq+eDvmXSNjLVadCjv7PFwLDw/nKXyJlDNA8RXWMsGvf/1rnDp1CoMHD/a6nCKWwQCF5lt4xxXHqX2y8vx17nMV+Enz6dxX12QJWVRIFM7+YyB7HCtFaQOgch8TiF/Rm3h1jYylWI2xJ7xWIupdwgoGKisr8Y9//CPodZUUf74JeIIgQJZltMP7ffHXuU+lEGFzSGj16dxnyNSGTAKU5DT3mQEBgjsgMNrPrte7Et3ilQgXr66RsRSrMfaE10pEvUtYwcDgwYNRV1cXcaGha6+9FmlpztNC+fn5WL58eeQjTHIHTmxHU/1uqCQzVIKINDggCs5LPEVBhEN24KCkBuAsXGO0mWCxt6NcysQwtMIm2WCX7BBUIiRZiYOnz3E/t1VbDXPfOnzQ0IRRShtSVHqvRMCUHOdyQnqfUTDW/ct9TEFsh1pph6i14mLRWQVx7JnkvPH9LsQXRzaiULB5VUkcGyB5r/77DTA37ocsOyAICuiyzkfuoGucr+dMMl79dy1wSCIkh9WrsqEkWeGwtaG68s2QyXqe82gTdcjMHY2iM7UZOpv0B3hXiPSXTOk5j+Hyl1QaKCmzM6J5vUS9yYkTJzB16lScf/757m3jxo3Dr371q4ifq6KiAlu2bMGvfvUrXHLJJfjkk09iOdS4CysYsFgsmDx5MoqKiqBWq93b//SnPwV8jKskY1lZWZRDTF4HTmyHsbYcrt/fNlmCCTJ0oggFJCgVKbDpB6HeZIKl7RSMNhNSVCnQKtX42ngaRxytGKnVIl0UYARQARnNWiVEowBtzmnImQfRLipQJSuw2y6h0NGGfK2ANH0/ry+IgUUjcAxAS+1XUClOQ6VywAoRdlFClijiUpUGfVXOAOVclQJanQZGmwN2SUKWwvt+T/Xfb4Dp9F73bVl2wHR6L+oBpGQNd38hKlUKZ/MjARBENWTZFlYnxUDzqJLMMNaW4wCAAen5Xl+8wZ7Hl2+HwEqryavbY2e/aH07HpqgxL/Nzag+c7VHNJ0IXUmOLpG8XqLu1PjV16jdvBWWmhpo8/LQ54rLkTUy+hK/5513Xky+p4YNG9ajux2GFQz84he/iPiJv/32W5jNZsyePRt2ux1z585N+NrMiaapfjdUPtssENEqqzB2xFz3tvOADol7RpsJzZKMUyYbcnVnTtErAcO5dZh99VV4a99qSOazX9DVsgrVsgoGOQuz/SSpDSwaARSNcCe36X3ud3UwNDZ8DZ1C2+HXset+T+bG/fKjWsAAACAASURBVH5ft7lxP+DTGAhwVjdUqFKRW3BDyE6KnvzNo2t7ts1/bXN/z+PLX4dAz26P0fDsePjWvtWokzu+gs50IgxW8ZLBACWqxq++xvdla9y3zVXV7tuxCAg8ORwOLFq0CNXV1WhsbMSll16KBx54APPnz4dSqcSpU6fQ3t6On/70p9i2bRuqqqrwyiuvoKqqCu+++667JXJrayuuu+46fPTRR1AoFHj66acxfPhwTJkyJabjjZWwgoGxY8di9+7dOHDgAG644Qbs2bMHF14Y/JptrVaLO+64A9OnT8fRo0dx11134cMPP4RS6f+QWVl6KJUdfz32dsGya9WyGfCTpqGWLR0e12Rv8po/h+wABGcTH8/tzfZmGAxpHfb3vT+Q+u9aoPTzKx9SCwyGtJD3ezomO/weQ5YdgOT9PO4/d+I4webR9zjBnsdXZ+cwUpEcJ9RxI5m33iyZXmu0EmGuajd3rMUCALVbtkYdDBw6dAizZs1y337ggQcwYsQITJ8+HVar1R0MAMA555yDpUuXYtGiRThx4gRWrVqFF198EVu3bu1wViAtLQ2jR49GeXk5SkpKsGPHDtx///1RjTWewgoG/vjHP2Lz5s2ora3F5MmTsWjRIkybNg133HFHwMcUFBRg0KBBEAQBBQUFyMzMRF1dHfr1898sprHR5Hd7bxbqsp12QQelwwiHLDlL/goCFIIIuyLF/TjXmnVVi7PutavTnUJQwC7ZoRCVsNvPfukadFmoq2tFpjIzwCWAWcEvJRLTA172VlfXCojpaDdXQbKb3HkAdkGJWgfw1gdPeK13C4LC+cXvQxAUXsdRqhSw2xwdjtPa9j0kuwmCLEGCACsEnJYV2LjtNa819XZBB5XUsfKhTdT6Ha+o1EOt6+d3HjzX20tgxdftVhy0Wjx6IDi7I9bVtXrlE4Szzh9o/3Dfq7AuAwv1/iUBXloYvkS5tNBSU+N/e3X09f59lwna2tqwYcMGfP7550hNTUV7+9kzkD/8obMCYnp6OgoLC91/9tzH0/Tp01FWVgZJknDxxRd7LbMnmrC6Fv7lL3/B//7v/0Kn0yErKwt//vOfsW7duqCP+fOf/4wnn3wSAFBTU4O2tjYYDIboR5xE2lMGwSE5ztb+l2U4JAfaUwYBgFdXQ99Od64ue66uey7jPRL9/AlVpS9QMpxru0qXB0d7K2TJAciAQ7JBsrWh2m6DDMm93l3RcAC6rPP9Ppcu6/yQx2mSRci2NgiyBBmAAAlaOFDr8D4GAGTmjvb7XJm5ozuMV5YccLS3QqXL67C/b4fGDBEYKVrRX3QGKp7dEX07TvqOyVew/WPZiTDUvBIlIm1ex7+PAKDtG/vuuevXr0daWhqeeeYZzJ49GxaLJaxOhf6MGTMGx48fx5///GdMmzYt5mONpbCCAVEUvSIajUbjbloUyLRp09Da2oqbbroJDz74IJ544omASwTk3wGrBV9JGjTLgASgWQa+kjQ4YHV2M/Rcs9YptcjQpEMpKs90usvH5HMnYmDaORAE0VmIqHCK+5fpsJwiTC2cAoMu1+/9gejSByOj/+VQarIBQYBSk42M/pe715tt5hooVGkQxDNNrWQZJojIEryb8HxWtQu5g66BPrvYeSYAzjMC+uxi5A66xvs46Hic0y1HYIIIBwQAMuwy0CbJyIDN6xgAUJR/GVL6lMAmOmsv2EQdUvqUoCj/sg7jFUQFFKo02Mwdf4n4rrfbJBsUogI/Ujs/10pRiQxNBk62VfnNJ/B9z8Ld3tn3yp9Q7x9RIupzhf+Kt30mxrYSLgCMHz8eO3bswMyZM7F48WIMGjQoqo6DpaWlqK+vx5AhQ2I4ytgLO2dgxYoVMJvN2Lx5M9577z1cdNFFQR+jVqvxzDPPxGSQyarefBqyqMduV7qe4PxPCFDgR6fUQqfUQhDEsKr9Dcsp6vQXSqAvD3t7I0SFxn0JYIOpFjKAFJ9gwFWEKHfQNcCZSwkDHcffqUqVZIYNAmwQYHecXWpI8wjcPQsdFeVfBpy5lDDYeD23+9vX67ZkhyCIyFaK6JtytgZAveW0/+6MCFx8KVSxps6+V/4Ee/+IEpErL6B2y1ZYqmuh7dsHfSZGfzVBfn4+1q5d67VtyJAhfjvyus50A8BDDz3k/vPtt9/u/vO4ceMAwOuyQrvdjunTp0c1zq4QVjDwyCOPYO3atRg6dCj++te/4rLLLsPMmTPjPbakF6qATyJ2uvMtmKMUlbBJdhhl75NQ0Y7RJnrkAQiCeyml1blmEPYxIinwE+lri+S9ScT3kiiRZI0cEfMrB+Jt/vz5aGxsxEsvvdTdQwkpaDBQV1cHg8GA6upqXHrppbj00kvd99XW1qJ///5xH2Ci+ujoVvz75Odnru3X48fnXIRJ5wY+ZeWv0AsMwT/Yvp3sPLe7/h9JgZ9gfJPXSjLzkW2r91uYJti+gqjyKg6UotKjydqCwwG6C3a2AE5m7mgYa8sBAIozxZcA4LCscQcD4aypB+saGWrfUK8tks6Jod5rIup5PM8mJLqgwcCjjz6K119/Hbfccou79K3n/7ds2dJV40woHx3dig+Pnn3tRpvRfdtfQBCo0EtLhg5A4IDKdVr4s6pdqLecRq7WOyM9kgI/wfgWz1FYqmCsPQqVJh06hdarMM1RmyPovr7FgdL0/WHLKIaj6QQEn9cQTQGcovzLcABwVxVsV6jxvaxFkyDCoA2/Qp9vgZ9gAYnvvsFem0ug985XqPeaiCiewupa2BV60qU+j37yBIw2Y4ftKaoULL1kYYftgbrQpWTkIa3f1E6PI1Zd8nwLFl0smpAqSFCJSq/T1EpNNjYaLWHvG2oM4Y6fl4KFh/MUHs5T+BLl0kKKv6BnBhYsWBD0wcnaa8Bo818TIdD2QN3mrKYGRPNXI1bd7XyT11LPJPvZfaoA2tsbUW82h71vKOzOR0SUGIIGA2PHjgUAbNu2DUajEVOnToVSqcQHH3zgbkCUjFJU+gBnBs4W6fVcC3fY2iAIyg4Z6xp9TlTjUKqz0Nb2PRxnCu/IggiFUo/U1EEdxhDs9Ldv8lqbLCJVkKAUvT8eSnUWcnW6DvtmCQ7oBMBmrfcq2hPO+Nmdj4io+wUNBq677joAwJo1a/Dee+9BFJ1Z01OmTMGMGTPiP7oE9eNzLvLKGfDcDnTMERBEJRztzlNtngFBbv8xsEaxSNMkixBtbe5Ku4IsQbK1oUkWkRLBerxv8tphWYViweoV3ADOBLrx6d45A42yiHMEGxSCwlm0Rz5TtCc7dNZvJMl7RESxFouuhR9//DGKi4uRF6AwUk8R1qWFra2taGpqQna2c024vr4eJlPylQ92cSUJBrqawLc4jShqADUgS3ZA0Lp/pafnDo1qPe50yxHoIUIDGSJkd0leU8sRZPpc1+/iryGNb/KaQ9sPKZn5SPNzNYGr+rZr375KFQSFCgrZDllyQBAVEBV6v0V7fEWSvEdEye27ylp8/cVxNDaYkJWjx4ixAzB4aPQVCKPtWvinP/0JixcvTo5g4O6778bUqVMxatQoyLKMr7/+Go8++mi8x5bQJp17ecBLCf2teYuiBlBo0XfonTEbg2fhHd/tka7HR1LUxnPf6so3z5ZLDuM4vlgAh4hC+a6yFls/+NZ9+3S90X07FgGBp2BdC9VqNU6ePIna2lo8+eSTqKurQ0VFBebNm4c1a9bgpZdewr59+2A0GjF48GAsX74cu3fvxooVK6BUKpGeno6VK1fiscceQ2lpKSZMmIDvvvsOK1aswBtvvBHT1xGpsIKBa6+9FhdffDG++uorCIKAxYsXIycnuvXu3qyr1sK9Cu/4bO+qMXDdn4ji7esvjgfcHm0wEEnXwv79+2PJkiVYu3Yt3nvvPSxZsgTDhg3D4sWL0d7ejvT0dPzhD3+AJEn42c9+hpqaGmzevBlXXnkl7rjjDmzduhUtLS2YPn063nnnHUyYMCFh+haEFQy8/PLLXrcPHHA2W4lkXaUnirTrnEu0a+HhJv55Ft7x3Z6Snh/RGCIp/uM5L0UaLS5QWKBTaMM6TiRcY6r/rgUQ07mEEAedLfpE1JUaG/wvSzeejn65OpKuha42xX379sV//vMfr+fRaDQ4ffo05s6dC71eD5PJBJvNhrvvvhuvvfYabrvtNuTl5aG4uBjjxo3DsmXL0NDQgE8++QRz586N+nVEK6xGRZ5sNhu2bt2KhoaGeIwnYUTadc5TNM1gfDvjuRL/zC3fddg3WAOeSMYQyTF956XSasIOsxUmQRXTxjdeY0LwMVHnRPK+E3WnrBy9/+3Z/rdHI9Kuha5CfDt27EBVVRWeffZZzJ071/24TZs24brrrkNZWRmGDBmCtWvXQhAElJaWYtmyZbjkkkugUqk6PG9XC+vMgO8ZgDlz5mD27NlxGVCiCNVFLpTOroX7Jh96bvf3fIEa8EQyhkiO6W9eqmUV/mVTYfbw20MeK1yRzgNFjnNMPcWIsQO8cgY8t8fa+PHjMXfuXOzevRs6nS5k18KRI0fikUcewauvvopXXnkFM2bMgFqtxoABA1BbW4sf/ehHmD9/PvR6PVQqFZYsWQIAuP766zFhwgRs2LAh5q+hMzrVU9hoNOLUqVOxHktCCdVFLl66oxBPJMfsqnlhQaL44xxTT+HKC/j6i+NoPG1CVnZsribobNdCz149Dz74IB588EEAwLp16/weZ/369R22ORwOjB49GoMHJ0bgHVYwcPnll7tPj8iyjObmZtx5Z+yy4hNRd3WR646EvEiO2VXzwsTE+OMcU08yeGifmF850F0++ugjvPzyy1i2bFl3D8UtrGBg1apV2LFjB4xGZ9W99PR0NDb27l8P3dVFLtLkw84mOXb2mLGel0AJbCxIFH+cY6LuMWnSJEyaNKm7h+ElrGDgueeeQ3NzM44dO4YxY8Zg586dGDVqVLzH1q26q4tcJIV4fLsNupIcPccf62PGcl7C6VpobPgakFqg1GQz0z3GWPSJiFzCCgYqKyvxz3/+E8uWLcMNN9yABx54wH3dZW8WSSGeWAo38S/aJMfOHBOI3byESmBz/ccuc/HDok9EBIR5aWFOTg4EQUBBQQEqKysxYMAA2Gy2eI+NQuiuJMdYYQIbEVFiCOvMwJAhQ/D444/jpptuwkMPPYTa2lr3dZfUfUIl88WroEysnpcJbN5ikf9BRNQZYZ0ZWLx4MaZMmYLzzjsP9957L2pra/HMM8/Ee2wUQqCkvfH9LoxbQZlYPm+gRLVkTGCLpsgVEUVu586d7ksCXVauXOn3MsBkENaZAYVCgTFjxgAAJk6ciIkTJ8Z1UBSeYMl89Uf8X+8abUGZWBaqYQLbWbHM/yDqjVrqK1F/ahesptPQ6LOR2/9CpOcO7e5h9RqdKjpEiSNQMl+81uNj/bxMYHPq6fkfRPHUUl+Jk4c+dN+2mhrct+MREDz55JPYvXs3AODqq6/Gbbfdhvnz56OpqQlNTU2444478MYbb0ClUmHGjBkwGAx4/vnnodFokJmZiSeeeAIVFRVYuXKle59rr7025uOMJQYDvVS81uO5zh8f3VXkiqgnqD/l/8xZ/akvowoGPv/8c6+OhcePH8edd96JEydOYO3atbDb7bj55ptx0UUXAQAuuugi3H777di5cyesVivef/99yLKMiRMn4p133kFeXh7++Mc/4tVXX8WECRPc+/QEDAYSUGcTybqim2BXdWRMNt1V5IqoJ7Ca/J8hs5qia5h30UUX4bnnnnPfXrlyJSwWC8aMGQNBEKBSqXDBBRfgu++cOVEFBQXufV1/bmxsRGpqKvLy8gAAF154IZ599llMmDDBa/9EF3HXQoqvziaSdVU3wa7qyJhshuUUYWrhFBh0uRAEEQZdLqYWTmG+ABEAjd7/GTKNPifmx9Jqte4lApvNhq+++gqDBg0C4N21UBSdX59ZWVloa2tzNzP64osvcO6553rt0xPwzECC6WwiWVd1EwS6riNjsumuIldEiS63/4VeOQNnt4+J+bH0ej3y8/Nx4403wmazYfLkyTj//PMD7i8IApYuXYp7770XgiAgIyMDy5cvx8GDB2M+tngS5AQpGJCMFeb8VdZ7atdLkCF12FcQRDwy5t6Az9XZx3Wl6so3AX8fN0FA36GBG1+xAmF4OE/h4TyFL9ZzZTCkdfqxzqsJvoTV1ACNPge5/cfwaoIY4pmBBNPZRLKekIDG5EMi6qz03KH88o8jBgOdFCoRrrOJcp1NJIs2Aa25uhxt9V9CcpghKnRIzR2DjL4lYT02XP6SDyXJCoetDdWVbzKhkIiomzAY6IRQ3fbC6cYXSGe7AkbTTbC5uhwt1f9235bsZvftWAYEvkWGBFEFOKyQpXYAkc0TERHFDoOBTgiVCBdtolxnE8k6+7i2+i8Dbo/12QHP5MP6I+sgO9o77MOEQiKirtVzrntIIKGq8PW0bnySwxzR9ljpafNERNRb8cxAJ4RKhFOqs9BuqoLkMEGWHBBEBUSFHmp9v64ealhEhQ6SveMXv6jQuf8crBBSZ/MjujOhMJLCTvuONKB8bxXqmswwZOpQUtwPwwtif30zEVF34ZmBTgjVbU+ly4PD1gpZcgAAZMkBh60VKl1el40xEqm5/q/VdW0PVggpmkJC3dW1MJLCTvuONGDd9sOoaTRDkoGaRjPWbT+MfUeiq3xGRN1r586dGDp0KD744AOv7aWlpZg/f37Yz1NRUYGXX3451sPrcjwz0Amhuu3ZzDVQqNMg2U2QZQcEQQFRqYfNXNOdww7IlRcQ6GqCYIWQDClav/eFs+7fXV0LIynsVL63yu++5XureHaAqAvtr2vBJycaUGeywqDX4JL8HJxvSI/qOQsLC/G3v/0NP/3pTwEAlZWVMJsjWx4dNmwYhg0bFtU4EgGDgU4KVoXP3t4IUdRAVGs6bE9UGX1LAiYLBuuoZ1fp/N4X7mvtjq6FkXQIrGvy/w9DXZMlpmMiosD217XgL5Wn3LdrjVb37WgCgh/84Ac4evQoWlpakJ6ejo0bN6K0tBRVVVW45JJL8MknnwAAHnzwQcycORN9+vTBggULoFQqoVAo8NRTT+Ho0aN499138dxzz+H999/HO++8A0mSMHHiRNx7b2IUfAsHlwniINCad08trpOr81+4KFeb3SNfa7DX48uQ6T/YMWT6PyNCRLH3yQn/y3KBtkfiyiuvxMcffwxZlrF3716MHDky4L6ffvopzj//fPzhD3/A3XffjebmZvd9DQ0NWLVqFdasWYP169ejtbUVRqMx6vF1lbgGAw0NDbjsssvcHZ+SRbRr4eaW71B/ZB2qK99E/ZF1Xuvvnb0vGoEKF43vd6Hf12R2WFDeehpP7XoJb+1bHbLJUlcL9np8lRT7T/oMtJ2IYq/OZPW7vT7A9kiUlpbigw8+wK5duzBmjP/8KVfV/mnTpiErKwt33nknVq9eDYVC4d7n+PHjGDJkCLRaLURRxMKFC5GSkhL1+LpK3IIBm82GRYsWQatNvl9Q8ers19n7ohWso57vazUJKuwwW1FpNUXUdbErRdIhcHhBDm64rBB5WTqIgoC8LB1uuKyQ+QJEXcig1/jdnhtgeyQGDBgAk8mEsrIyTJ061b3dbrfDaDSivb0dhw4dAgBs2bIFo0ePxh//+EdMnjwZb775pnv/gQMH4vDhw2hvd9ZOue+++1BTk5h5Yv7ELWdgxYoVmDlzJt544414HSKhxaOzX6SPcd0XizX5YAWNPF/rW/tWo05WddgnVNfFrhZJgabhBTn88ifqRpfk53jlDHhuj4Wf/vSn2LBhAwoKCnD8+HEAwK233oobb7wR+fn56N+/PwBg+PDhePjhh/HSSy9BFEUsWLAAbW1tAIDs7GzcdddduOWWWyAIAn7yk58gLy8xryDzJy5dC9evX4/q6mr88pe/xKxZs7B48WIMHhz8C8lud0CpVATdJxlUfP4iAH9viauPduT3DbvovlgMLSwLPn4S/j5SoiDiiSvnddk4iKh3cV1NUG+yIjdGVxPQWXE5M7Bu3ToIgoDPPvsMFRUVmDdvHl599VUYDIaAj2lsNMVjKF0mkkY/roI3TfYmZCozvQveiOn+C/FonMltnbnP1YI0kkI7nZWpzPTbPdGgy+p0K1S2nA0P5yk8nKfwJVIL4/MN6fzyj6O4BAOrV692/9l1ZiBYINDTRdLox1XwBgCUSoV7TR1wnrr219kPOJt82Nn7PI8LoMNxYyXa7olERNT1WGcgBiJp9BOq4E04hXg6c18khXaiEU33RCIi6h5xDwbKysrifYhuF0mjn3AK3gRLPuzsfZEU2olWZ7snEhFR92DRoRjwbOgTanskBW9iqbuOS0REiY/BQAyEavTjKZKCN7HUXcclIqLEx5yBGAjV6MeT55p6s70ZBl1Wl6ypcy2fiIgCiUudgc5Ixkt9eIlTeDhP4eE8hYfzFL5EurSQ4ovLBEREREmOwQAREVGSY85AN9h3pAHle6vQ2NaOrFQ1Sor79era9+aW74LWRiAiou7FYKCL7TvSgHXbDwMAVEoRNY1m9+3eGBC4uim6uLopAmBAQESUILhM0MXK91ZFtL2n60wXRiIi6loMBrpYXZP/aoV1TZYuHknXsLc3RrSdiIi6Xq9bJuiKznzRMGTqUNPYMSAwZGpjfqxEWKtXqrP8d1NUZ3XpOIiIKLBedWbA1ZmvzlwPGZK7M19Fw4HuHppbSXG/iLZ3lmut3m49Dciye63e3PJdTI8TiqtrYrjbiYio6/WqMwNd1ZkvGq4kwfK9VWgytiMvSxeXqwmCrdV35dmBcLowEhFR9+pVwUBXduaLxvCCHAwvyIlrJbREWqsP1k2RiIi6X69aJmBnvrMCrclzrZ6IiHz1qjMD4/tdiI2H/+F3e7JJyRnhdX2/5/bulOgJnkREyahXBQPszHdWIq7VuxI8XVwJngCS8j0iIkoUvSoYAJxfKvxicUq0tfqekOBJRJSMelXOACW2npLgSUSUbBgMUJdhgicRUWJiMEBdJlAiZzImeBIRJZJelzNAiYsJnkREiYnBAHUpJngSESUeLhMQERElOQYDRERESY7BABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZJTxuuJHQ4HHn30URw5cgQKhQLLly/HwIED43U4IiIi6qS4nRnYtm0bAODdd9/Ffffdh+XLl8frUERERBSFuJ0ZuOKKKzBhwgQAwKlTp5CbmxuvQxEREVEUBFmW5XgeYN68efj444/x4osvoqSkJOB+drsDSqUinkMhIiIiP+IeDABAXV0dZsyYgb///e/Q6/UB9mmN9zASjsGQlpSvO1Kcp/BwnsLDeQpfrOfKYEiL2XNRbMUtZ+Cvf/0rXn/9dQCATqeDIAhQKPjLn4iIKNHELWfgqquuwoIFC/Dzn/8cdrsdCxcuhEajidfhiIiIqJPiFgzo9Xq88MIL8Xp6IiIiihEWHSIiIkpyDAaIiIiSHIMBIiKiJMdggIiIKMkxGCAiIkpyDAaIiIiSXNwuLaTkse9IA8r3VqGuyQxDpg4lxf0wvCCnu4dFRERhYjBAUdl3pAHrth92365pNLtvMyAgIuoZuExAUSnfWxXRdiIiSjwMBigqdU3mANstXTwSIiLqLAYDFBVDpi7Adm0Xj4SIiDqLwQBFpaS4X0TbiYgo8TCBkKLiShJ0Xk1ggSFTy6sJiIh6GAYDFLXhBTn88ici6sG4TEBERJTkGAwQERElOQYDRERESY7BABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZJjMEBERJTkGAwQERElOZYjJuqB9h1pONMPwgxDpg4lxf3wE0Nadw+LiHooBgNEPcy+Iw1Yt/2w+3ZNoxnrth9GRoYeA7L9t5QmIgqGywREPUz53iq/27d8cayLR0JEvQWDAaIepq7J7Hd79WljF4+EiHoLBgNEPYwh0/9SQN/slC4eCRH1FswZCKKi4QA+q9qFevNp5OqyMb7fhRiWU9Tdw6IkV1LczytnwGXi2IHdMBoi6g0YDARQ0XAAGw//w327zlzvvs2AgLrT8IIcADhzNYEFhkwtSor7YdTQPqira+3m0RFRT8RgIIDPqnYF3M5ggLrb8IIcd1BARBQt5gwEUG8+7X+7xf92IiKinorBQAC5umz/27X+txMREfVUXCYIYHy/C71yBjy3U8/jr2IfT7MTETkxGAjAlRfwWdUu1FtOI1fLqwl6qkAV+wAwICAiAoOBoIblFPHLvxcIVLGvfG8VgwEiIjBngJJAoIp9dU2WLh4JEVFiituZAZvNhoULF+LkyZNob2/HPffcg4kTJ8brcEQBGTJ1qGnsGBAYMrXdMBoiosQTtzMDGzduRGZmJtasWYNVq1bh8ccfj9ehiIIqKe4X0XYiomQTtzMDkydPxqRJk9y3FQpFvA5FFFSgin3MFyAichJkWZbjeYC2tjbcc889mDFjBkpLSwPuZ7c7oFQyYCAiIupqcb2aoKqqCnPmzMHNN98cNBAAgMZGUzyHkpAMhjTWkg8D5yk8nKfwcJ7CF+u5MhjSYvZcFFtxCwbq6+sxe/ZsLFq0COPHj4/XYYiIiChKcUsgfO2119DS0oJXXnkFs2bNwqxZs2Cx8FIuIiKiRBP3nIFwJeNpO56uDA/nKTycp/BwnsLHZYLkwaJDRERESY7BABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZKLawVCokjtO9JwpoeAGYZMHUqK++EnvByJiCiuGAxQwth3pAHrth92365pNGPd9sPIyNBjQLauG0dGRNS7cZmAEkb53iq/27d8cayLR0JElFwYDFDCqGsy+91efdrYxSMhIkouDAYoYRgy/S8FRJ9spQAACW9JREFU9M1O6eKREBElF+YMUMIoKe7nlTPgMnHswG4YTef4S4AcXpDT3cMiIgqKwQAlDNeXpvPL1AJDphYlxf0wamifHtFYJlACJAAGBESU0BgMUEIZXpDTY784AyVAlu+t6rGviYiSA3MGiGIkUAJkXZOli0dCRBQZBgNEMRIoAdKQqe3ikRARRYbBAFGMlBT3i2g7EVGiYM4AUYwESoBkvgARJToGA0Qx1JMTIIkoeXGZgIiIKMkxGCAiIkpyDAaIiIiSHIMBIiKiJMdggIiIKMkxGCAiIkpyDAaIiIiSHIMBIiKiJMdggIiIKMkxGCAiIkpyDAaIiIiSHIMBIiKiJCfIsix39yCIiIio+/DMABERUZJjMEBERJTkGAwQERElOQYDRERESY7BABERUZJjMEBERJTklN09gGRhs9mwcOFCnDx5Eu3t7bjnnntw3nnnYf78+RAEAUOGDMFjjz0GUWR8BgANDQ24/vrr8dZbb0GpVHKe/Hj99dexdetW2Gw23HTTTRg7diznyYfNZsP8+fNx8uRJiKKIxx9/nJ8nH3v27MHKlStRVlaG77//3u/cvPzyy/jXv/4FpVKJhQsXori4uLuHTTGWvH8DutjGjRuRmZmJNWvWYNWqVXj88cexfPlyPPDAA1izZg1kWcaWLVu6e5gJwWazYdGiRdBqtQDAefJj586d+Oqrr/DOO++grKwM1dXVnCc/tm/fDrvdjnfffRdz5szB888/z3nysGrVKjz66KOwWq0A/P9d279/P7744gu8//77ePbZZ/G73/2um0dN8cBgoItMnjwZ999/v/u2QqHA/v37MXbsWADApZdeik8//bS7hpdQVqxYgZkzZ6JPnz4AwHnyo7y8HEVFRZgzZw7uvvtuTJgwgfPkR0FBARwOByRJQltbG5RKJefJw8CBA/HSSy+5b/ubm927d6OkpASCIKB///5wOBw4ffp0dw2Z4oTBQBdJSUlBamoq2tracN999+GBBx6ALMsQBMF9f2trazePsvutX78e2dnZ+PGPf+zexnnqqLGxEfv27cMLL7yA3/3ud3jooYc4T37o9XqcPHkSU6ZMwW9/+1vMmjWL8+Rh0qRJUCrPrhb7m5u2tjakpqa690n2OeutmDPQhaqqqjBnzhzcfPPNKC0txdNPP+2+z2g0Ij09vRtHlxjWrVsHQRDw2WefoaKiAvPmzfP6FcJ5csrMzERhYSHUajUKCwuh0WhQXV3tvp/z5PT222+jpKQEv/71r1FVVYXbbrsNNpvNfT/nyZtn7oRrblJTU2E0Gr22p6WldcfwKI54ZqCL1NfXY/bs2Xj44Ycxbdo0AMAPf/hD7Ny5EwCwY8cOjBkzpjuHmBBWr16N//u//0NZWRmGDRuGFStW4NJLL+U8+Rg9ejT+/e9/Q5Zl1NTUwGw2Y/z48ZwnH+np6e4vroyMDNjtdv69C8Lf3IwaNQrl5eWQJAmnTp2CJEnIzs7u5pFSrLFRURdZunQp/vGPf6CwsNC97Te/+Q2WLl0Km82GwsJCLF26FAqFohtHmVhmzZqFxYsXQxRF/Pa3v+U8+Xjqqaewc+dOyLKMBx98EPn5+ZwnH0ajEQsXLkRdXR1sNhtuvfVWDB8+nPPk4cSJE5g7dy7Wrl2LI0eO+J2bl156CTt27IAkSViwYAEDqF6IwQAREVGS4zIBERFRkmMwQERElOQYDBARESU5BgNERERJjsEAERFRkmMwQBSha665BgCwd+9ed+GoLVu24IUXXgj4mJ07d2LkyJG45pprcM0116C0tBSXX3453nnnnaDHam1txZw5cwAANTU1uOuuu2L0KoiIzmIFQqIIbdiwAQBw6NAhNDQ0AAAmTpyIiRMnBn3c8OHDUVZW5r5dUVGBadOmobS01Kvcq6fm5mZUVFQAAPLy8rBq1apYvAQiIi8MBog8yLKMlStXYvPmzVAoFLjxxhuxefNmZGRk4ODBg3j++edx7bXXYteuXXjxxRdhMpnw6quvIi8vD1988QWefPJJfPrpp3jyySchyzL69++PZ555xu+xTp48CZ1OB7Vajba2NixcuBA1NTWora3F+PHjsWzZMixduhS1tbWYM2cOFixYgFtvvRVbt27F/PnzkZqaiv3796OmpgZz5szBDTfcgNbWVjzyyCM4duwYBgwYgOrqarz88svIz8/v4pkkop6EywREHj788EP85z//waZNm/D+++9j/fr1qKurw9ChQ/HRRx9h2LBhAJxlbu+77z5cfvnluOeee9yPb29vx0MPPYQVK1Zg06ZNKCoqwl/+8hcAwL59+3DNNdfgqquuwrhx47Bx40a89dZbUKvV+Ne//oVhw4bhvffew0cffYRdu3Zh//79ePTRR9GnTx/8/ve/7zDW6upqrFmzBq+++iqeeuopAMDvf/97FBQU4O9//zvmzJmDAwcOdMGsEVFPxzMDRB527dqFKVOmQK1WQ61WY8OGDZg1axaKi4vDenxlZSXy8vLcQcOvf/1rAM6cAdcyQXt7Ox5++GGkpqa6n/fqq6/G3r178fbbb+Pw4cNoamqCyWRCZmZmwGNdcsklEAQBRUVFaGpqAgB88sknWLlyJQDgRz/6EYqKijo9F0SUPHhmgMiDUql0t3AFnHXbTSYTtFptWI9XqVRej29tbfXqJggAarUaS5cuxbZt2/DBBx8AAMrKyvDUU08hOzsbt9xyCwYPHoxQlcI1Gg0AeB1PoVCEfBwRkS8GA0QeLrzwQvzzn/+EzWaD2WzGnXfeiZqaGr/7KhQK2O12r20FBQVoaGjAoUOHAABvvvmm3ysG0tLScO+99+Kpp56CxWLBJ598ghtvvBFTp06F1WrFt99+C0mSoFQqOxwjmPHjx2PTpk0AnGcpDh486BUsEBH5w2CAyMOVV16JUaNG4frrr8e0adNw6623oqCgwO++xcXF2LNnj/u0POD8tf7000/jkUceQWlpKQ4dOoT/+Z//8fv46dOnQ6/X4w9/+ANuu+02vPzyyygtLcUTTzyBkSNH4sSJE8jJyUH//v0xa9assMY/Z84cHDt2DKWlpXjxxReRm5sb9lkNIkpe7FpI1Its2LAB+fn5GD16NE6dOoVbbrkFmzdvhigy7ieiwJhASNSLFBYW4rHHHoMkSRBFEUuWLGEgQEQh8cwAERFRkuNPBiIioiTHYICIiCjJMRggIiJKcgwGiIiIkhyDASIioiTHYICIiCjJ/T+LbeS1sTEeNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955a2b5320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis2 = sns.lmplot(data=dataMovies_2000_2017_genre2, x='criticRating', y='audienceRating', \\\n",
    "                 fit_reg=False, hue='Genre', size=6, aspect=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drama and documentary films are the most appreciated by the public and critics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x295571a6a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis3 = sns.lmplot(data=dataMovies_2000_2017_genre3, x='criticRating', y='audienceRating', \\\n",
    "                 fit_reg=False, hue='Genre', size=6, aspect=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mystery and science fiction movies are the most appreciated by the public and critics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# boxplot and violinplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot of some data depending on the genres of movies between 2000 and 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 3206 entries, 0 to 4582\n",
      "Data columns (total 8 columns):\n",
      "audienceRating    3206 non-null float64\n",
      "Genre             3206 non-null category\n",
      "criticRating      3206 non-null int64\n",
      "timeMin           3206 non-null int64\n",
      "grossMillions     3206 non-null float64\n",
      "Movie             3206 non-null category\n",
      "Vote              3206 non-null int64\n",
      "Year              3206 non-null int64\n",
      "dtypes: category(2), float64(2), int64(4)\n",
      "memory usage: 540.5 KB\n"
     ]
    }
   ],
   "source": [
    "dataMovies_2000_2017_genre1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b2f9390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre1, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre1, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre1, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre1, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b2f9da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre2, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre2, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre2, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre2, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b0d0400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre3, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre3, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre3, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.boxplot(data=dataMovies_2000_2017_genre3, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In these boxplots, one must refer to the median, at the minimum and maximum to have a view of the dispersion of the data around the median.\n",
    "\n",
    "* Critics Ratings: Animation, biography, crime, drama, mystery and sci-fi are rated by critics.\n",
    "* Audience Ratings: Animation, adventure, biography, crime, documentary, mystery and science-fiction are rated by the public the most.\n",
    "* Gross for movies: Action, adventure, animation, family movies are the ones that have the most reported.\n",
    "* Duration of movies: Action, adventure, biography, crime, family, drama and mystery movies are the ones that last the longest in terms of duration."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# violinpolot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also draw these boxplots in the form of violin plot (violins) as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b716860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre1, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre1, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre1, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre1, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b752a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre2, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre2, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre2, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre2, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955aa8d3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "fig.set_size_inches(11.7, 5.27)\n",
    "plt.subplots_adjust(wspace=0.2, hspace=0.4)\n",
    "\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre3, x='Genre', y='criticRating', ax=axes[0, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre3, x='Genre', y='audienceRating', ax=axes[0, 1])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre3, x='Genre', y='grossMillions', ax=axes[1, 0])\n",
    "sns.violinplot(data=dataMovies_2000_2017_genre3, x='Genre', y='timeMin', ax=axes[1, 1])\n",
    "\n",
    "plt.suptitle('Some data according to their genre: 2000-2017')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The interpretation of these charts is the same as those of boxplots.\n",
    "\n",
    "With the Pandas library, I can also display graphs in grid form, which allows to display a large amount of information on the same graph.\n",
    "\n",
    "I was able to display several information on the same graph which is:\n",
    "\n",
    "* The audience rating on the y-axis\n",
    "* The critics rating on the x-axis\n",
    "* One genre per line\n",
    "* One year per column\n",
    "\n",
    "The dataset contains 18 years (2000 to 2017) and 18 genres, so there are many columns to display (18 columns) and genres to display. To improve visibility, I therefore divided in 6 years (2000 to 2005, 2006 to 2011 and 2012 to 2017)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a Facet Grid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Music',\n",
       "       'Mystery', 'Romance', 'Sci', 'Thriller', 'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataMovies_2000_2005_genre1.Genre.cat.categories"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on critics ratings from 2000 to 2005 for Action, Adventure, Animation, Biography, Comedy and Crime:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e41edd828>"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RERERuQsO0hIRERERERERERHZEQdpiYiIiIiIiIiIiOyIg7REREREREREREREduRlrQPfuHEDycnJKCgogL+/P1JSUqBQKKx1OiIiIiIiIiIiIiKnZLVM2o8//hidOnXCxx9/jBUrVmD16tXWOhURERERERERERGR07LaIG12djbGjBkDAIiOjkZOTo61TkVERERERERERETktDwEQRCsceCPPvoIp06dwpo1a3Dq1Ck88sgjOHv2LDw9PUVf39TUDC8v8eeIyDDGEJH5GEdE5mEMEZmHMURkPsYRETkrq61J++CDDyInJwdz587F4MGDERcXp3OAFgAqK2s1fw8NDUBpabW1imYSlkkalkkasTKFhgaYdUzGkPFYJmmcpUzmxhDAODIFy2SYo5UHYAw5EpZJGmcpkyX7c7rOYU+OVh6AZZLKWcrEtsg+WCZpHK1M1oohsh+rLXdw5swZJCQk4N1338U999yDnj17WutURERERERERERERE7Lapm0kZGR2LRpE9555x0EBARgzZo11joVERERERERERERkdOy2iBtUFAQtm7daq3DExEREREREREREbkEqy13QERERERERERERESGcZCWiIiIiIiIiIiIyI44SEtERERERERERERkRxykJbtSKvOR9c0eKJX59i4KERERERERERGRXVht4zAifaqqVHglOQm96wXE+8lxuG47tvl6YFH6WshkcnsXj4iIiIiIiIiIyGY4SEt28UpyEp4LiUGgbycAQCKAyvpapCUnIWXLa/YtHBERERFZlVKZj9zsS4iO6Y3ISIW9i0NERERkdxykJZvLz89D73pBM0CrFujbCb3rBSiV+eysExEREbkgzqYiIiIiEsdBWrK5vJxsxPuJd8Lj/GTIy83hIC0RERGRC+JsKiIiIiJx3DiMbC46pjfO1qlEn/u5rgpR0b1sXCIiIiIisjYps6mIiIgshRuVk7NhJi3ZXGSkAtt8PVBZX6vVSa+or8UlXw88wixaIiIiIpfD2VRERGQLXFqHnBUHackuFqWvRdqti2acnww/11Xh0q2LJhERERG5nuiY3jhctx2JIs/9XFeFRM6mIiKiNkzZaJJL65Cz4iAt2YVMJkfKltegVOYjLzcHidG9mEFLRERE5MI4m4qIiKRSqVRYtWCB0dmw3KicnBkHacmuIiMVvEASERERuRB9WU+WmE1lSlYVkaNg/SWSZtWCp03KhuXSOuTMOEhLRERERERmk7IGoDmzqbjGIDkz1l8i6fLz8xBV3YjAMOOzYbm0DjkzDtISEREREZHZjFkD0JTZVFxjkJwZ6y+RdHk52Yj1NS0blkvrkDPrYO8CEBERERGR41Iq85H1zR4olfk6XyNlDUBz5ObmWvX4RNZk7fgwlZTYJrKH6JjeOFevEn3u57oqRBnIhl2UvhZpZdl4M/sUDhXl4c3sU0gvy+ZG5eTwrJZJ29jYiKSkJBQVFaFDhw5YvXo1evViWjkRERERkTMwZnq2tdcAvHThAtcYJKflaGtkcukFcnSRkQp8ENDR5GxYblROzspqg7Tffvstmpqa8OGHH+LQoUN45ZVX8Oqrr1rrdGQHXPSe3wERkauw9/Xc3ucnEmPM9GxrrwHYp18/7K7L5BqD5JQcbY1MLr1AziBlyyaseHKBWRtN6ltah30vckRWG6SNiopCc3MzWlpaUFNTAy8vLn/rKvTdeQ0NDbB38WyCd5+JiFyDva/n9j4/kS5Spme3/lFr7TUAo6KicIlrDJKTcqQ1Mo2NbSJ7kcutkw3Lvhc5Mg9BEARrHPjKlSuYP38+amtrUVlZiddffx2DBw/W+fqmpmZ4eXlaoyhkYUtmP4ZnZQqthr2yvhbrq/KxIXOr/QpmQ474HTCGiMzHOHI/9r6e2/v8lsYYch1f/e9/6Lh1NxJ7KNo9d6goD81/vB8TJk3UelylUmHVgqcRVd2I/r4ynK+vQl5AR6Rs2QS53PwfvtY+viNgDLkuR6m/psS2s2EckT6u1vci12K19NatW7di1KhRWLJkCa5cuYJHH30Uu3fvho+Pj+jrKytrNX8PDQ1AaWm1tYpmEpbppvz8PERWNSIwrP2d18jCRuTl5cHfP8SmZTLE0t+Toe/g+PEzBu8+i5XJ3CxkxpDxWCZpnKVMlsjkZxwZzxHLVFNThh+O/mhw+polrudS6PqObHV+qWViDNmHo5YpODQCh+tUuqdnh3QXKXcHJL38qibraXh0L/whUoEbN2D2ZwwNDcCNG9Y7vqllsmZ/Ttc57MnRygM4U5ksU391TdFu+3jbf6vLZFpsWwfbIsfhLmUyt+/laN+TtWKI7Mdqg7QymQwdO3YEcDNNvampCc3NzdY6HdmIoUXvL124iDsSHGuQ1tIcbeF/IiK6ST19rW+DgFhfw9PX7H09t/f5ifQxZ3q2vjUALVU2xgY5K1Prr64p2o8/9xzeTkvTPH7o+idIyb+AsT174U5ZqOZ1qW9tAdDBoZZeILI19r3I0VltkPaxxx7Dc889h1mzZqGxsRGLFy9Gp06dDL+RrMYSC2MbWvR+Wt8+ZpXRGTjawv9ERO5EX1tm7EYotrieK5X5OHm8EMGhEe3Ky/aEbM3YvuCi9LVIuzUoZOqmLUSOxlk3C9LVxj0+ezbeHjO91eMK/P62vlh3LAuJ/e/UvG7VgqeR9PLNjbwZ2+Su2PciR2e1QdrOnTtj06ZN1jo8GcGSC2MbuvMaFRXlUOn/1sC7z0REtmeoLTNlIxRrXs/bl1fVru1le0K2YmpfUCazzqYtRPbgzJsF6WrjrtXXYVxIhGjbFy0PRr6qAgp5EAJ9OyGqqFHTFjK2yV2x70WOzmqDtOQ4jM0sMoR3XvkdEBHZmqG2zNTpa9a6nktte9mekC2Y2xe05vICzprVSM7H0r+JbElXG5ejKseQ8AjR98SGhCPnWhkU8iAAQH/f9m2hMbHNWCVnIKWesu9FjoyDtC7OlMwiQ3jnld8BEZEtSWnLTJ2+Zo3ruTFtL9sTsjZr9AUtwZmzGsn5OGocSKWrjYvpEoJdOeeQ2EPR7j3nyopxr+K3pejO11dhuAlTuRmr5AyMqafse5Ej4yCti7PmwtjctIHfARGRLUhpy8aNv9us6WuWvJ6b0vayPSFrcdRNUpw5q5Gcj6PGgVS6pmjLfHyxv6wQc0TavlxVuSaLtqK+FnkBHfEHEz4jY5WcgSn1lH0vckQcpHVxXBibiIikcORpjFLbMvX0tb4NAvr72m/6GtteciS22iAvN/sSfPz80FBXZ/A64uxZjeR8XOG6rGuKdlpmJtLS0jSPn71+DV/lX8DYnr1wqChP87rUt7bgxg3jzslYJWfAekquhIO0Lo4LYxMRkT7OMI1Ralumnr5WU1OG4z+cstv0Nba95EhssUFeTG0zBnQOxPHiQpwvu4p+PSNRGOCj8zri7FmN5Hxc4bqsb4p268dHRvfCrEhFu9fJ5QFGb/DMWCVnwHpKroSDtG7AERbGduQMLSIid+Ys0xiNacuioqLg7x9ih1L+xhHaXiI1m22Q10OByvparDuWheeixoteR5TKfJSUFOPn8iLRdTT1ZTWyP0nmsPd12VL1V9cUbbHHhZYWk88DuEYGMrk+Y+op2xFydBykdQP2XBjbGTK0iIjclTNND3O2TR5al7ei7DISQ7o7dHnJtdl6g7xoeTBUDfVa15G2fcIjzQKe3b8Lz4+4F3IfPwC6sxqrqlRYu/gpRFY1sj9JJrNXO2Lr30O6zpf61hYAHYw6litkIJPrk1JPOS5BzoKDtG7EHgtjO0uGFpGz411hMoUzTg+z9yYPxsZaZKQCQ4YMMHqKKZE12GqDvNiQcORcK9O6jujKul2QtRPzBgzTm9WoeW8Y+5NkPmu1I63bh9DQAZrHzfk9ZEr/Ttf5Vi14Gkkvv2r08e2dgUwkhaF6ynEJchYcpCWrcaYMLSJnxbvCZA5OY5SOsUakTd/141xZMe5V9MHXpQVIjO6lt084MqoPfhl9OxKHJ4pm5bE/SY5OrH34QNYR81emoqKiwqT6a2qboy9eoooadWa26zu+s81kIfekr56yHSFnwkFashpnzNAicja8K0zm4DRG6RhrRNr0XT9yVeWQ+fhqriNZ3+zR2Scc6B+IirBwnX1C9ifJ0elrH0Y/8IBJ9dfUNkdfvPT31ZPZLuH49p7JQiSFWD1lO0LOxLhFaYiMEB3TG9+WF2Gv8iLyVRVaz/1cV4UoZmgRmUXKXWEiQxalr0VaWTbezD6FQ0V5eDP7FNLLsl16GqNSmY+sb/ZIjhHGGrmzw4cPYtOGdTh8+GC759TXjzcu/ohDRXnYfPIgnjvwBbz9O2P+2e/w4Pz5AG72Cc/WqUSPb6hPaM57iazNUPvg4+ens/6erqkUrb/mtDn64uV8/c14YZtGzsrY/puaJduRvLw8k8pAJBUzackqqqpU2LbuRXRrFtDJyxt78i8iV1WOpGF3oVkQmKFFZAG8K0yW4E7TGE2dPspYI3dUVFSA52bPxriQCNwVHoHjR17DG8uXIy0zEz169ATQ/vrRs7kJp95+G119ZJjoH4TTG7dg+60Yu2Ri1j4z/smRGWofKhoadNb9Q3kXkbvuxXZtkDltjr54yQvoiD8YyGxnm0aOyNwlpyzRjqjL0LdBQKwvl70i6+EgLVmFZgpNRPvNIbrFx7p0hhaRmLYbMxizEYSu13I9UbIke0xjtPWGd6ZOH2WskTt6bvZsvD1mutZGX3Pqa/H47NnYlvWt1mvV149VC+ZhfZ9hojFmzuZDi9LXYv0LKxBZ2MiNi8ihSGkfBt+q+91KqzAsrAfOlRUjV1WOLePvQ4sgtGuDomN64+uSrUjsoWh3zKMlRZhgoM3RFWupb23BjRts08h2LNXPs8SSU+ZugMdlr8hWOEhLFmdoc4jRS5fxbhO5jbZ3fg9d/wQp+Rcwtmcv3CkL1XsX1tBdY2YXkbOyxyZc5mwawVgjd7N//36MC4kQjZdxIRE4fPggEhNHaT1nKMYqKytNztqXyeTYkLkVx4+fcfmMf3IukZEKvO3VLNo+nPdq1tTTuX9fis+Tn0d9UyPuVfSBQh6keW3bNkgQBJwsLhQ95sniQkwwUCZdM2Tk8gCUllazTSOrs2Q/z1Kbfpkzc4wbj5EtcZCWLE7fFJ2B/oGcQkNuZdXCv2FShwDcERYBhTwIiVDg97f1xbpjWUjsf6feu7BS7tiae1eYyB7skY1g7pIFjDWyBVtnl+vy/XcHMSw8QvS5hPAe2H/sSLtBWqkxZk7WPjcuIkfULLRgzZG96BsYhtiQcJwrK8aFyhI0R3bXvCYvJxtjg3uIZse2bYPycrIxt+8dWHcsC9HyYM0xc1XlmNP3dsm/pfTFC9s0siZT+nm62j9LLzllSjvCZa/Ilqw2SLtjxw589tlnAICGhgacP38ehw4dgkwms9YpyUFwCg3RzTvI6YueRtz1FoSHB2ityxzo2wnR8mDkqyqgkAdp3YUNDR0AQPodW3daT5Rcg72yEcxtmxhrZE32yC7XZ+TYMTjyzXrRAaUTxUUYMmu61mNVVSp88e6/EXe9RfQ97P+Rq8rPz0N8c0f8edx05KsqkHOtDPcq+uDJQcPxZvYpTZtmTBsUHdMbh5vrkT5mitYxFfIgvJl9yiKxxDaNrMXYfp6+9i80NMAhxhYcoQzkPjpY68APPPAA3n33Xbz77ruIi4vDihUrOEDrJiIjFZoF8ltTT6HhXSZyB68kJ2F1zwFYOHgUEnso8OSg4Vg6dDzWHt0HAIgNCUfOtTLN69V3YdWk3LFtLTJSgXHj72Z8kcMztm5biqXaJsYaWYM66+jPMYOQ2EOBP8cMwnMhMXglOcku5RkzZgz2lxWKxsv+ssJ2WbSvJCdhbeTtuFKjYv+P3ErrNk0hD8Ldkb8tZdC6TTOmDWr92tbHtEYssU0jSzO2n2eo/XOEsQVHKAO5D6svd3DmzBlkZ2fjhRdesPapyM6UynycPF6I4NAITqEhp2WJqab67iCrM2jPlRXjXkUfzXOiWRS8Y0suyJ51m20TOaLc3FyzssuttURCWmYmHp89G+NCIpAQ3gMniouwv6wQaZmZWq9r3eYlDbsLa4/u00zRPlFchIsBHZGJaeb4AAAgAElEQVT8yiaLlYtITV337xx2B/z9Q+xSBmPaNGPaILZX5EzUsejj54eSkmIU1VQgEYp2r2sdE0plPr4/fBBBFdWazcbV1O1fXl4e/P1DHCIe1GXo2yCgvy9jkqzHQxAEwZon+Nvf/obZs2dj+PDhel/X1NQMLy9PaxaFrESlUmHVgqcRVd2IWF85ztWrkBfQESlbNqGiogKXLlxE7759EBUVZe+iujTGkHn01WO53Lippl/973/ouHW36JTPQ0V5KK2twdErvyJ9zBQAN+/CbqjKx4bMrVqvXTL7MTwrU7Tb1EHstWQZjCPbsHfdzsvLY9tkJYwh4xlqM5r/eD8mTJrY7jlLtlv6HDhwAIe+O4iRo0dhzJgxksqvnqJdWV+HsKfmipafxDGGDLNV3ZfK2DbNmDaI7ZVpGEe2oY7FyKobiPfrguPFhThfdhWq5hvYMv5+0ZhI2bJJK35/KilCQfU1JA27C3IfP83rxdo/R4gHRygDuTarDtJWVVXh4Ycfxn//+1+Dry0trdb8PTQ0QOvfjoBl0m3VgnlaC4MDtxYGL8u22gYwxnCU76k1sTKFhgaYdUzGkPFal8mS9VipzMfhVWvx55hB7Z7bfOIA/pf7C34X3R8JXSNwtKQIV0JlmnUHW5ep9RpNbe8a23KNQkf/v2v9mLkYR8YzpUy66vaD8+ej5OpVszMCHe17crTyAIwhR1JTU4bdT68QbTPezD6FxJQk0XiQ0m7pyrI1lH1rzPekr83TV35jOeL/nbX7c7rOYU+OUB5H++0h1qYpZR0xf2WqRftr5mbNO8L/XVtsixyHKWXSFYurv9+DDh4e6C4PwrCwHlq/YdpuKqZ+z7pjWZoEFuBm+zFtU6rdsuR1cbT/O2vFENmPpOUOxo4di5KSEshkMgiCgOrqashkMkRERCA1NRX9+/cXfd8PP/yAxESxyR/kKuy1AQyRJVm6HkdGKrDt1rpFbe8g516rwP9m/lmTZdTg6YFHly4T7cRzUwdyVW3r9sCwMFzKyMDpjVscYtMkIluKiorSrHXXts245Oshet031G79/PMZbM/IaLcRy+PPPYe309IsukGZvjZPV/mJTOWIvz3E+msLhwyw2ECOo20sSAToj8X+QeG4V9EHHyjP45dRg5A4YiQeiVRIWhKu9frLUVFRDjUgSmQLkgZp77zzTkyaNAn33HMPAODbb7/Fl19+iTlz5mDlypX48MMPRd+Xl5eHiIgIy5WWHI6UhcE5SEuOzhr1uO3aSadKLqOg+hpWjro5ZUchD4JCHgTfoo4Gjx8ZqWAckUtS1+22mRiJuJUVlZzkEDMyiKzN2PX2DLVbb6Wuxvo+w9rF1OOzZ+PtMdMtHmuOsF4guQdH/u1hrf5a28xDtpHkCPTFonqD5DHB3VER3lUTF4besyv7LHzlcrYf5NYkDdJeunQJ69ev1/x77Nix2LRpE2JjY9HQ0KDzfU888YT5JSSrscRGE9zciFyBNepxZWUlRj/wAHz8/PDLr0qodl7WmsKjdrqmEh2vXmHWOdmdtTYfMkQsqyJfVYHsa2UIUlVbNTbs9ZmJ2jJm5oRSma93Y5Zvyy5jiK9cNFNpXEgEVA31Ws+pMxAPHz6Ihro6RMf0RmjoAKuVn8gc0TG9sbt8G2qbbiCmSwgU8iDNc9b87eFIbSTAWYtkf+rfT91v9dlax6N6g+SvSwskb4x8uqYSnWdOw7DhiWw/yK1JGqSVyWT48MMPMX36dLS0tGD37t2Qy+XIyclBS0uLtctIFmbJKTOc4kauwJL1uG18na1T4ZKvBxoCfESPfyjvIuYfCsLhvQexzdcDqW9tAdDBgp+OSD97T6NsnVWhaqjT7AwfF9IV8mbg5aSlWPXGWxYti70/M5Eu+jLx2tbbjLyLeDiyX7t25XRjDRaG9BA9RkJ4D+RcK9Ma2AJuZiDuWPsSHrytHw7XbccHJq6nyZkfZE1VVSpsW/ciujUL6OTljT35F5GrKkfSsLvQLAhW+e1h7/bCkTOHyb0FBgbiy9zzEGpqMSC0myYe/zJoBHJV5ZD5+LaLSb1LwnX2QsofZtnhkxA5FkmDtOvXr8eaNWvw0ksvwdPTE4mJiXjxxRfx1VdfYcmSJdYuI5lI1x1fS0+Z0TXF7cH585H1zR6b3HFmNhSZy5ipmvrqm674WnX1F6SVZWuOf7SkCJdVFViaMAYltTWYENoTM318sWrB00h6+VUbfGKimyzRJphzDW6dVbH26D4sHTr+t7L0UKCyvhbP/vlJLH5xnVEbH+mj6zOLnYfIkixZbwO8fbBk/y7EhXXH8PCev7Vbq1bj9MYtoplKJ4qLML1XbLvHz5ZexVOxQ6GQB3EqNTksTQxEaLcRf8vaia7xsVaZHm1KG6lU5uPk8UIEh0aY3Z5w1iLZm74xBa3lc27F46P//QB39x+I9LJs0Zjk8jhE+kkapA0PD8fmzZvbPT5nzhyLF4jMp++Ob0VFhcWnzLSe4lZRdhkDfQNstgGMve9uk+uQMlXTUH3Tu4B+kycSn1sGADhy+BBUO5To2METRy//iriQrpq7z93Dwjh1jWzG3GmUVVUqrF38FCKrGk2+BquzKn4qKUK0PFi0LAkt3tidtAIVQQFmb3yk7zO3Pg/bEbIkfe2HlF2YW9fb1hnnTwwYjq/zL2KD8gyWrl2HR+JuLlOwXUemUlZpAebEDtY6dkV9LfKrKrSyazmVmhyNvmv3qOi+GKljE1ZrnVMsPtrHuYob85HTMnVMYUK/gej91z/hT4mjRI/L5XGI9JM0SPvdd9/hlVdegUqlgiAImse/+eYbqxXMnZmbFarvju/oBx6w2pSZyEgFhgwZgKd+P9tmi9tzIX2ydBa1vqmahuqblClp48bfjdzsSzhRVoa0MZPb3X1OPvAFFBLikNnjZAmG6uzRI4f11jNNTISZdw1elL4WS/74KBZ26yv6/KCw7qhvasTgkAizNz7S95lbn4ftCJlK7Pqsr/149eNMg8dsXW91ZZynZWQg7lad1ZWpFB6lwJojexHTJQQDQrvh5NVCnCsvxtqx7ddMb90vZJtDtqCvnum7dsd37mLUbxip9dmYpQaUyny8vGwp1vdtv2EfN+YjYznCNdfUMYU75CGo0LNvUevPNm783dYoOpFTkzRIm5qaiqSkJPTu3RseHh7WLpPbskRWqKE7vj5+fjhbp7LalJnc3FybLW7PhfTdm62zqKXUN6lT0rx9/dA/pKvosWJDusHbx0dnOZg9Tpakq86qGurw2pmjGFlTiRD/INF6ZslrsEwmx4qNr+C7F9aIboSk3oDiWn0dxoVEmHVOfXGqPg/bETKFruvzA/Pm6Y2VvLw8+PuH6D22ut52u1auM+O8dZ0Vy1QaIQjYl7IaVzt44lp9HU5cLUT1jXpUN4r/mP65rgoDw8KwasE8tjlkVVL6Nvqu3efrqzBcwm8YY/tQUvp16mMGllcjocVbNDZjapvNak+Yeeg+HKWfb40xBUf5bESOTtIgbWBgIMaPH2/tsrg9S2SFGrrjW9HQgEtWnDJz6cIFmy1uz4X03Zuts6ilZslKmZJ2o74OQ8IjRI+VEN5D791nZo+TJemaRrn6+z14dZz+bFVLX4MjIxXY1tlLfDMJVTkU8iDsVV7UGTtSz6l304pb5zH1M5B707nWcWoqHg+JEn1PnJ8Mly5cxB0J+gdp1fU2tPQy4kK66jxW2zrbenZI1jd78EuBUmsWB26VcfX3e7B+3HTNY+p261JGBtscsjopfRt91+68gI74g4RrtbF9KClLDaxaMA/PhcTgRHMhOnl5i57X2ExfXbgxn+tzlH6+NcYUHOWzETk6SYO0CQkJSE9Px+jRo+HTKsPrzjvvtFrB3I2lMpKk3PEdbOEpM62nLPTp1w+76zKtkqnbdtoHF9J3X/bIoharb/mqCmRfK8MPqlJMu1XfpExJi47pjUPXPxHNGPy5TqWz7jJ7nKyhbZ39tuwyusuDDNYzqddgY6bsJc64HzPT1uD2zoGYEdkX58qKNTt3A0BMlxDsyjmHxB7tjyPluq8uy4Pz5yMtIwPR15sw0D+w3XmkHo9ITd/1eYivHN+WF+mst9P69pF0jkXpa7Fq4d8QV6wyOgaUynycO3cO4Z1lomXs1lmG1B8PYHzYzQ3IlLKOeGDePJx5OYNtDlmVMX0bXX2s1Le24MYNy52nNX39utbHjOkSgj35F0Vj80RxEfrqmSVFBDhWPz86pjd2l29DbdMNxHQJ0VqzvO2YQlBFNTo3NuN6R0/Nmv5tOdJnI3J0kgZpT58+DQA4d+6c5jEPDw/8+9//tk6p3JClMpKkLi5viSkzYlMWlLKOqPVqtmimrr6pEdbMCibHZY8s6tax1cHDQ7NpS1xIV/g0C9i27kXNdB1D8RUZqcC2Tp6idVcp89ZZd5k9TtbQts6GXb2C2ENnRF/bup4Zam+mBAZKniZdVFSA52bPxriQCKyKHYEfiguw8vs9WJIwGk8OGv5bWX18sb+sEHOMvO63bUdO16kAXw/c8feF2PTC80jqGa91HrYjZCx91+eB/oH4Z02pzliJiopCaWm1wXPIZHKs3/oukv/0mOS+T+u6P8ZPjp86dUbygS+QNOwuyH38NK8b3j0Sv4wahIrwrkiM7oWFQwbg4w93sM0hqzOmb6OrjyWXBxiMIVP7UPr6dSd+OKY5pkIehFxVuWhsniu7gig9s6SIAMfp51dVqbBt3Yvo1iygk5e3ZnPjpGF3oVkQNG1NVZUKANDFxw+DgoNwqqYCFTqO6SifjcgZSBqkfffdd61dDrdnalaoWIaS1MXlzZ0yo2vKwgvXzyGtLNtimbr6pkZwIX3nZuqi+PbKolbXtytnfsar4+9rv2lLm2l5+j6TKdkgzB4na1LXWaUyH4f3HkQifssWV2dRtK1ni9LXYv0LKxBZ2NjuGmzMtLbn2m4G1kOBubEJeOS/70PZfEPr2GmZmUhLSzPquq+zLBkZWP/ONrySnISj2WVsR8hkhq7PT69cjbSMDMn1Vl/7mPzKJsl9n3Z1/1Z7tfboPqSP+W2zsKMlhZgwYr7WuaS0OY6wuQ05N1P7NkJLi9Hn+ar4HdFM16MlRZhgoA8l1q9rW/akYXdpbuLHhoTjTOkVKKsq0b+nAlHso5EBjtLP17QbEdrtxoKsnegWH6tpa9q9Du1/D6mpP1v3Vv1KAO1mJBKRgUHa559/HqtXr8acOXNENwxjJq3lSM2AVauqUmHt4qcQWdUomqFk7cXl9U1ZiG/uiMTlywDA7PMbmhpRWVnJhfSdkLkLxxsbL5akqqnGkLAeZk/XMSUbxJ6fm9xHZKQCb3o24tn9u9A3MAxxIV2xJ/8iLlSW4EZkd616JpPJsSFzK44fP6NVj42Z1nbo0Hc6NwObrOgH36n3oKJLoNb13ZjrPtsRsgWD1+e4AYiTUM+ktI9S+3n66n60PBj5qgoo5EGoqK/FyeIiTDDiM533asaldS9yAxgymzF9G13xkfrWFgAddJ6jqkqF11f+AxWXf0VlbPvznCwubFf/TSm73McP6WOm4KeSIqw/loXU0ZMh8/FFelk2b2KQQY7Qz9fXboyM6oPRS5dBJpMbvXxBYGAgvsw9D6GmFgNCu+GzS2dworgQc2OHtJuRSOTu9A7S/uEPfwAAPPXUUzYpjLszJitUc+cqrM3mFH9+EotfXKe5KBp7l1kqqZsomdshkTo1ggvpOxdLLBxvjyzqV5KT8DtPGcK7Bog+b+pmSca8ntnjrsVRs9A8PTpg+fB72mXfrbr6CwDtcoeGDtCUPTf7EgDjprUdP/I97tKzkd5+ZT5mzHio3XOtM3+zvtkj+h0qlfnYuf0T3MV2hGxAyvXZUD0zpn00dCx9cRgbEo5d2Wfh5+WNn8uuYkBgKI4eOdzueLo+U7PQghRuAEMWoquePTh/vtb1XVd8rFrwNJJeflX02EplPlKfWYTk2+KhuHegVqbrsSu/oqS2BnP63m7ydOu2ZT9aUoSTxYWYEzcEX5cWsI9GRrF3P9/Q0j3qODF2+YJXkpPazZiqrK/FumNZSB8zhe0HUSt6B2nj4+MBAF999RWef/55reeWLVuGoUOHWq9kbsgSmREJLd74ZMkynCm/iomKvhjQOdAq2Q22mo7hKNM+yHIstXC8LTLGW1OX+46wCJ0bQ9iiTtr6c5N1mJtNbk35+Xno3+QpGqP9bnjg2cfmIMGzs6bcW30FNDe1oH+Tp+ax00I9ejd1kBQnd45IxPEjr+ncbGXIrOntHgf0f4fe3i1YtWABetcL6N/sgePXq+wWs+Q+zL0+W3pjFX19qDOlV9CpY0ecLC7EHWERiAvpilP/y8KqA99hUfpahIYG6PxMIwQB369+kRvAkMW0rWcDw8JwKSMDpzdu0VzfNzfVIKFDJ9F6F1XU2K7eqduI6OtNWNitL45dKcCHv/yEpGF3obK+DjnXytDQ1IS/DBqBr0sLTG4L2pZ9QnQvTABQUXYZiSHd2Ucjo9i7ny/1t7cxv9Glzupg+0F0k95B2uXLl6OgoABnz57FpUuXNI83NzejqqrK6oVzV+ZkRgwK647XfjyEt+95wKrZDbaajuEI0z7Isiy9cLytst/U5da3MYQt6ySz/pybJbLJrUVfjMZ37oLwWi/cHzMAwM1yP7t/F1JaZ93i5md5/MAuzI2KMxgniYmj8Mby5aKbge0vK8QfE0eJlkXfd+jt7aX1XPKBL+wes+Q+TL0+W6N91NWHUlZVAgDWjJ7cKoZ+W0/w1Y8z2x1Lfe6sb/ZwAxiyCnU9W7VgXrvre+ilMwjvJD6Tqb+veOae2Lqa6vWYFfIg+Hp1xE8lRbjkZ35b0DbuhwwZIGlDQCIx9urnS/3tbcxvdEOzOnKulUEhD2L7QXSL3kHaefPmoaioCGvWrMHf/vY3zeOenp7o1YuZJ/ZiKDMiPqSbydkNxky9VU/HiL7ehIH+gThdU4nCQF+LT8ew97QPsixLZUeL1VVLTh1ve6zW5W67McSJ4iJcDOiI5Fc2mXVOcg+WzpazNH0xeqK4CNN7xWr+nXetHH0Dw0Q/y0RFXyQpf0KCZ2ed1251nM1fuxaPJyVhXEgEEsJ74ERxEfaXFSItU3ugSP2e7w99h+jrTZof363PG329CaqKagSG/VZOdcx285cjIbwH2xGyKaltkyXax7bnatuHOnv9Gr7Kv4D44K7o2qGjzutQXl4e/P1DrFZOIl10tZF3hPXArpxzorMiztdXYbgRmXsHC3NR39yEg4X5uBLij5T0f1rls+jiqEsdEQHSf3tLfZ2+NuNcWTHuVfQBYJn2g7FFrkDvIG1ERAQiIiKwa9cuXLt2DXV1dRAEAc3NzTh//jxGjBhhq3JSK/ruXJ0sLsRj8eLLUOi7O2XO1NtrDXU4UXMd1zt2AOBrzkcTZe9pH2RZ5mZHi9XVt72a0Sy0IL65o9lTx/XFwqVW5U4fMwX5qgr8VFKEnzt3wPp3tprwbZA7snS2nKXp3Syo7CoWDv4tszVHVY64kK6ix4nv3AXdH/wDoqJ7tbt2t42zs3Uq9IqNRc8Z92P/2TMYMmt6uwza1u+pV1VhSNeeoucd6B+IEzXXtR5Tb+by6YVT2B8ThvtmzGc7QlZnbN/KnPZR37la96FGRvfCrEgFPvogE7GHzogeK85PhksXLuKOBPFBWs5yImvS1UYq5EE4V3ZFtN7lBXTEHyRk7qka6nCiuAA3WppwR1gEZH5+uN7Z3yqfQ4wjL3VEpCb1t7fU1+lrM3JV5ZoNLM1pPxhb5Er0DtKqvfrqq9i6dSuamprQpUsXlJSUID4+Hp988om1y0c6LEpfi/UvrECEsh4D/QNxrqwYuapyPDV4NI5cVhq99p4pU2/bTiOChPeYg9O7XYfUDSLE6Kqra47sxZ/HTdd6zJS6qC8WRMvt52HzDAxybs6QhSZW108L9ejXM1LrdTFdQgyu0Sx27dYVZ0mZmZgyZy569Gi/kVjr9+SrKnSe93RNJWo7iu/yXeEJ3DfjIbYlZBNS+lZKZT5OHi9EcGiEaOarOvZGzbhfb5a9oXO1jcPhiaNweO9BndehaX376P1snOVE1hId0xtfl2wVvb7fFhiC5wvOYKCHr1a9S31rC27c0D6GWDurXuqg7eZFtlpqyJGXOiLXJjXDtO3rpPSXpLxO5wZ7fW/Hm9mnzG4/GFvkSiQN0n722Wf49ttvsWbNGsybNw+5ubl4//33Db7vjTfewL59+9DY2IhHHnkEM2fONLvAdJNMJseGzK04fvwM1ixZhKSe8Xhy0HAAwPvnTxqV3WDK1FtHn65Ljk3KBhFidz/11bu+gWGahefVjxlbFw3V68rKSmZ1k9mcIQtNV3bEqgXztMqtkAfhQmWJ2W2OqqEO645lIc5fjpDP9ra7BrR9j761oXM7e8E7MNChv19yfYbak59/PoPtGRmtsn5U7TJffz57Gic++QQJnp1x21ff4/B/vjS6bdTVDhq6DkVFReldT5OznMhaBEHAyeJC0bp5rrwYSS9vAwCteieXB2jVV7H6nXetHApZkN1+u/C3E9mD1AzTqioV1i5+CpFVjVbJRNW1wZ4l2g/GFrkaSYO0YWFh8Pf3R+/evfHLL79gwoQJ2LBhg973HD16FD/++CM++OAD1NXV4Z133rFIgUlbZKQC69/ZhleSk3A0uwxxfjJ0DQ3D4wd2YaKiL+I7d2mX3aC+Q+bj54cCZT5+OX8ODxg59dbRp+uSY2pd9xrq6hAd0xvjxt8tukGE2N1PqQvPqxlTF5XKfOzc/gn6N3uIPt/6WMzqJnM5SxZa27ouVm7E3IZVV39BnwZo1ifP7eyl87OIxfHao/uwdOh4ndcAsfeo15ntGdAFg8K6a32HISEBWPHkAof/fsl1GeonbXn+eWweMFpv5uu2dS9ibeTtZrWN+tpBS1yH2B6SpeXlZGNu3zuw7liWZu1/9YzBOX1vR15uDqKie0FoadF7nLb1e7vyAh6K7Cf6Wlv8duFvJ7IHqRmmmteFSc9ENWb919avHTf+bs3jlqjzjC1yNZIGaf39/fGf//wHcXFxyMzMRFhYGOrr6/W+5+DBg+jTpw8WLFiAmpoaLF261CIFpvba3pm6O7oX/hSpaJfdUFWlwqoF8xBT24wBnQPx/eV8nCwuxCRFP/zQUGvUEgnOMF2XHIf67mxY+XX8UqBE/5CuGBIegUPXP8Hmllrc4eEnugFQTG2z1t1PqQvPq0mpi63vMN/lJ8fx61VIPvAFkobdBbmPn1HHIpLKWbPQxMr9aO/bsOLJBbhWVf3b+uSdxXfgBtrHcd61ckTLg/VmQIjFvnqd2fTTh/DLqEFIHDFS8x3K5QFO+f2S69DXXu1TXkKCj5/eOi8IguTMIFP7ZM56HSLXFh3TG4eb6zVr/+dcK8O9ij5QyIOw6fwPuPTuuxjo4auV7Zf61hYA2svctK3fE32m4+zbmXb77cLfTmRrUjNMjc1ENWb9V1usFcvYIlcjaZB2zZo1+OKLL3D//fcjKysLKSkpWLx4sd73VFZW4vLly3j99ddRWFiIefPm4csvv4SHh3iWWmBgJ3h5eWr+HRqq+weevTh6mUJDB2DIkAE6/7128VPad9JurcO07lgWAIhOK1LKOmJhq2O0PvYHso5GvceeHP3/zhIcOYbWLn4Kz8oUWPdLFtLGTG51N1eBzy6dQXgn8bLGd+6CirLLmnqsr95dqCzRLPmhfkxKXcx4YYVoXKjXLTPmWJbiSP93au5SJlvHUdvrtLT32P//onW5l8x+THR98vUvrMCGzK2i720dx/o2H4vzk6Gi7DImTJqoM/ZrugZi5VN/FTlPgEnfr7U4wv9bW64QQ6awRZn0tVe/VJRgwR2jRN+nrvOC0KI3M0hq2yil7dIVJ+76f2csa/fnrHEOc1mzPK3rs0IepJkhVVFfi++KcvHWqGntsgJXLXhatL1RH0/TXn3ykU1/u7T9neYIv50crS4BbIus5eTxIkntiNTXqbUbU4Dufp8xr9XF0Pdkj9hytPrkaOUh80gapA0PD8ef/vQnAEBSUhIA4PPPP9f7ni5duiA6Ohre3t6Ijo6Gj48PKioqEBwcLPr6yspazd9DQwP0roNlD45SptZTBYYMGSC5TPn5eYisatRMYVAL9O2EaHkwhnW/DeuOZaGrvwxDwiO0przpOsf8lantpskpZR0xf2WqQ3xXao7yf9eaWJnMvbg6agyp69417zrRbLk7wnpgZ/ZZ0UzuE8VF6NvQovVZxOrdj001qAnwxWsXTmKgf6Ck+gsA1dWlOuOim78cn144hQpPSDqWpTjS/52as5TJEh0UR40jNVuUyZjpa/n5eYiqFo+hyMJGHD9+RvQY0574M+alPI9B3v7o7eOPc9dLdM/mCOmO0tJq0djXFZvmfE/GfH6pnKUuMYakk1JP1HVWXnoNshbgWkM9KupqsWzYXTh6+Ve9dR4ADtepdGcG3YqLtueSEh9SuPL/nSVZuz+n6xz2ZIvyiNXn4001uPe2PprNI7OvlSGmSwgU8iBEFelubwwdV71x7ccf7rD6dd/ScWqJMtkb2yLrCQ6NkNSOSH2dUpmP7w8fhP/VSgSGxWq9Tqzfp2/8QV8fsTWp35MtY8vR6pO1YojsR+8g7d69e/HCCy+gS5cuyMjIQGRkJE6dOoU1a9agsLAQU6dO1fnehIQE/Pvf/8Yf//hHlJSUoK6uDl26dLH4B3AXYlMFPrg1ICplqoChtTxLa2uQPmYKPr1wCvtjwnDfjPkGp7yJTZNbaMTAMbkHdd3TlS2nkAfhfHmx+AYRZVcQ1dCg9frW9U6zqYqXP+K79sC35UX4Z00pnl65Go/EGb5reunCBZ1xkRDe41YsPMTpn+QWTJmSlpeTjVhf6euAtT7Hwm59caqmAv9rqIB3J2+DG31Ze2q2LabkkfMztp40NTXBtz55RbYAACAASURBVFnAkG6ROFlciIuVpdh69gd4ehjePNCYDQa5dAG5ErH63DX7Enw/+gLJB75AtDwYcSFdsSf/InJV5RjXs5ekdSdN3bjWmp+LcUrWInWjWkOvmxIYiFUL5mnavZ+aIbo0XNt+ny3XimVskSvRO0j70ksvYeXKlbh8+TJee+01KBQKvPHGG5g9e7bBjcDGjx+PH374AQ899BAEQUBKSgo8PT31vscZmbpgtthrxZ5XP/b1e+9hdc8BBhf91kXqWp6laMZ9Mx4y6oLJTSNIH3XdmxDaE3vyL4pmDkV1CcHKQ18jLqSr1gYR/XsqEKVjHSHRTVVuLVWQlpGBOAlx0adfP+yu070+2X0z5kvedMzSmXdEtiZ1c4nWomN640i99HXA2p/jZsy+cOUc0sqyJW1gZK02x5TPT+7HmHrySnISUrr2Q6Ditzbq/+oHY82RvWgWBKw7loVu/nIkhPcQrfNtNz46UH4Zp27UYNGq1TrLpys+2E6RM2pbn9de+BGvjpsOVUM9sm+tVSv38cXC/buwLFr/Unxix5W6ca2l8bcT2YrUDSIfnD8fSelrcLtXQLtZie3aPZGl4YD2/T57rBXL2CJXoHeQ1tvbG/fccw8AYNSoUSgsLMTu3bsREREh6eCuvFmYJRfMFnv+Tc9GeHp0QP8mTwQ1e6DP9UbJi3mL0XeHLFdVDoU86ObfO3thNi9sZEHqujfTxxe5qnLROnj0WjHeHnOz063eIELm44v0smydddvYRe7FREVF4ZIRmUptMfOOXIWp8RQZqcAHAeLrgLWNIX3niG/uiMTlywDALhkQlriekOszpp7k5+ch+nqT6KaYfQPDUF53HZOi++G1SiVu/+P9SAzprjM79uefz+Ct1NUY4iPHwuAeOL1xC7ZLbGvYTpGrEAQBscHhWHcsq10mbWxwuNHH43Wf3IGhDNPWbcSjXSLbzUrUFyfR8mDkqyo04wht+31SM3mJSJveQdrWma++vr5444030LlzZ6sXyhkYm0mh77Vizz+7fxeWD78Hgb6dsFd5Ed39ZaLlMGaqgPpOWkxtM+I7d8GRy0qcLC7E3Lgh2PjjQRQEdsKzL6039Ssh0mlR+lqsf2EFuoaGIfnAF4gN6YaE8B44e/0asjt5Ii0zE2lpaZq7vF+XFujMolOz1BQaqXeYxTDzjlyFOfGUsmUTVjy5wGAMSTnHuPF32+VHsS2n5JHzMqae5OVkY5B/kOhrY0PCceJqAV4sOIv172xDr14RepeK2p6RgfV9hpnU1rCdIleRl5ONgspy7Q1ob2X0JR/4wujrNK/75E50ZZjqypJVz0o0tGTiruyz8JXLdf52Mud3FpG70jtI6+Hhofl7QEAAB2hvaX1Hqe3C9WKZFPru0h469F275/OulaNvYJjmsZguITqniRszVaDtnbR4Hx90KfgVhYKACSNGsiNCViOTybEhcyuOHz+D6NwcePv4oKKhASOje2HWrXpn7DpClppCY+oaRszAIEuz53RkQ/EU6eODrG/2iJZNLpcWQ/aY9iaVI5eNHINSmY+SkmL8XF6k6Y+17gOKTfP8ruZjJELR7ljnyopR1QFY/tIrBrNZzWlr2E6RIzK1rfP29UP/kK6i9Tk2pCu8fXyMKgev++TsdMWS1BiT0kboi5PTNZXoPHMahg1P1PnbSf076/Dhg9h/9AiGDJuORxJHGf9hidyI3kHay5cvIzk5ud3f1dLT061XMgeWl5MNhaevpIXrDd2l3X/sCMa3eb7tBksKeZDOaeKmTBXgWi1kL4bqnjF109JTaIyNC2ZgkKU4wnRkffH0Ze55THo702DZpMS3o057c+SykX21jc8jzQKe+mYHfD290CcwDHEhXfFV3gV8VaLElMBAzfsiIxXY1tlLtE5dqCyBR4y0NsectobtFDkSc9u6G/V1GBIuvuReQngE/rlxPeLjB0huN3ndJ2elK5Yef+45vH1rZqKUGJM6w0nnkomdvZDyh1mSyzreT46zZzOx9733uOQOkR56B2mTkpI0fx86dKjVC+MsomN6axaubzs14Kn9u5DUauF6Q3dphwybjrNntTcuEsucTRp2F9Ye3ae1wYRS1tHiUwW4sQQ5E1Om0LSu46GhA0w+NzMwyFLsPR1ZHRMj7r8fz779Nob4yjWbRnyZex4vD5uASHmQyWVrHXOOPO3NkctG9iM2FfTZ/bvw3K0lqdSP/b5+kCYu1HX+wfnzsWrzZvSsrMWwsB44VXIZh4sLENQ3Bstu1SulMh8njxciODRCNBPKx88PZ+tUOrOYOl69ojMjlu0UORJz27romN44dP0T0ez0s6VXkdQz/uZmfUa0m7zukzPSFUuPz56Nt8dMF42xR5cua/cbX2obwaXhiGxL7yDtjBkzNH+vra3Fr7/+ij59+qC+vh6dOnXS807XJggCBodHiE4NGNzmDq/Bu7SJo7D3vfe0nlfIg3ChskTrMbmPH/4+dDySlT8h6sGJSIzuhYVDBuhdw8wYjpDJRWQsY5YqEKvjH8g6Yv7KVJPqODMwyBLsOR1ZHRMxtc0Y0DkQx4sL4V1WjqvBHjhQU4qZf/krJn0IzQCtsWUTizl1p76ystIuG4TpY+rSJ+S6xOKz7ZJUaoG+nRBR3YDkPz2GgR6+iPeT43SdCl6+Xkh8IQk/nzkNH4/bkTQ8EZGRClRVqbBqwbxW8aESzYQ6W6fCl7nnMTOid7u25lDeRcw/FITDew+K9tnYTpGjsERbFxmpwLZOnqL1Ob+qAn+5fQSOZpcZ1W7yuk/ORlcsXauvw9iQHqIx1q1Uhd1JKzA2uIfWb3ypbQSXhiOyLb2DtGrff/89UlJS0NzcjI8++ghTp07Fhg0bMGqUe64nkpeTjeFh4tNthoX1aDd9zNDdJ7Hnb0R2x6qrv6B/k6fWe1I2/9Mqg6a8y0X21DpjqKGuzuhMbilLFVijjjt6BgYz4x2fPacj69osYt2xLCT1ux1L0tOwKnaEyWUzFHNS1k+zRx3mkkCkJhafbZekau18QT7Sx0xpX+czMiRvKiuWCTUxtCceP7ALk6L7I85PhqMlRbisqsCW8fdB7uOntz1z9HaK3IMlN3t99s9PIqHFG4PCuuNcWTFyVeVIGnaX0cdqjdd9cha6YilHVY47w3uKvmdYWAS+L8pHd3/ZbxuD3WovjGkjuDQckW1IGqTduHEj3n//fTz55JMIDQ3Fe++9h2eeecZtB2mNnT5m6O6TvudtcWeXd7nIXtSZdhHVDfilQIn+IV0xJDwCh65/gm2dPC2WyW2tOu6oGRjMjHce9pqOrCsmOnh4oKD6Gr6/rMS82+LwQ3GBSZtWSo05S62rRmQNYvGpazPXvGvliA3pJqmd0Rcf40IioGqo13ouUh6ESdH9Efn4bJxXKtGw6zLWj5tu8DyA47ZT5F4sudnr4hfXYXfSCtQ3NeJeRR8oWs324DIe5Op0xZJPB0/8cPVX0T7b8asFiJIHa/bQSRp2l1Z7oW4jKsouIzGku8XaCC65Q2QaSYO0LS0tCA0N1fw7JibGagVyBqZOHzNl0yRb3NnlXS6yF3Um0brcLKSNmdwqc0hh0Uxua9dxR8vAYGa887DXdGRdMbH26D68evcMTVmSD3xhUtmkxpwp66qxDpOtiMWn2JJUAPBT6WWdmxq1bWf0xUdCeA/kXCvTGnhSH6OioQFhYWGIDe4h6TxtP4sjtVPkXizZ1kVGKlARFIDBIRE2bTeJHIGuWCqrr8Uv5e3bpor6Wly9Xo2nE8YAuNmXWnt0H6b2itVqLyIjFRhiwaUU9ZWVsUqkn6RB2q5duyIrKwseHh6oqqrCe++9h+7du1u7bA7NlaaP8S4X2YM6k+hafR2i5cFWzeR2pzrOzHjnY+v2RKnMR0lJMYpqKrQ2YMm7Vt4uFsU2rZRSNikxZ2w2Iesw2YPUJalOtFzH4OtNopsatW1n9MXH8eJC3NcrTu8xdpdvQ23TDcR0CWEWITkNS7Z1bY91vr4KF3xuHotLPZGrE4ulEy3X0b9HT6w7loVoeTBiQ8Jx4moBrlyv1iwHAtzsS0XLg3Gg/DKm2aC9cKUxEyJbkTRIu2rVKqxZswZXrlzBvffei2HDhmHVqlXWLptDc6XpY7zLRfagziTSt76fpTK53amOMzPe+diqPWm7tEBG3kU8HNlPExNisSj38UP6mCn49MIp7I8Jw30z5ksqm5SYy/pmj0nZhKzDZEvGLEm1asE8Se2Mvvj4Ov8C5sYmaJVBfYwpgYF4JTkJ3ZoFdPLy1pq62iwILteekWuxZFvX9lhT7hyE37V05FJP5BZ0xdKqBfPwXK/xUDXU49MLpxAlD8bCWxm0rcWGhOOfVy/ibzZoL1xpzITIViQN0gYHB+OJJ57Axo0bUV1djbNnzyIsLMzaZXMKrjJ9jHe5yNbUmUQTQnuKru8HaGcFtc2MMDZTQqyOK2UdXa6Ou1PWsKuxdnvSdmmBuJBwrP5+D7rLAzEsLAIHC/Mh8/YWjcUKT+C+GQ+1K59SmY+TxwsRHBrR7jlD7Yq+unqiuAjTe8W2e5x1mOxFypJUUvpS6rbrwfnzkZaRoXmtejOw1+95UCsT6mhJEa6EyrAofe1vMRyhvdnfgqyd6BYf63LtGbkmS7Z16mOFhgbgqd/P5lJP5Fb0tUEKeRAKr6tE33e0pAhPr1xto1Le5CpjJkS2IGmQdv369Th37hzeeecd1NXVISMjA8ePH8dTTz1l7fKRjfAuF9maOpNopo8vclXlOrOPpgQGYtWCeZrMiEPXP0FK/gWM7dkLd8pCJWdKiNXxhRZee8kRuFPWMEkntrSA3McP68dNR/rpQ/hl1CCMmDUdH7+6WVLdab/hl6pdHBpqV/TV1f1lhZgTO1jrM7AOk6PTV+fbxszpOhXg64GBzyzAr/kX0ZD5mWYzsPQxU5CvqkDOtTI0eHrg0aXLUFFRoXN5kJFRfTB66TJmC5Lbys3N5VJP5PbUbdDPP5/BpheeR8vVUsytT2jXx7oSKkNc3AA7lpSI9JE0SLt//37s3LkTABAWFoZ//etfmDFjBgdp0T67z17HsBTe5SJbUt/xjQgNQ/KBLxAb0g0J4T1w9vo1ZHfy1M4carWp2O9v64t1x7KQ2P9OozMlzKnjjhSr+jAzntrStwzGmODuqAjvisTEUYiPHyCp7hizOZ2+mNNVV9MyM5GWlmb1OuwsMU3ORazO64yZjAxM/eP/wdMnAHuVFzXrzKr/+BZ1RF5uDoSWFp0xPNA/kMuAkFu7dOECl3oiuuVfL63D72XdEXPbQJ0zM4jIcUkapG1qakJ9fT06d+4MAGhsbLRqoZxB+ywi49c9ssQxiJxZ66yj6NwcePv4oKKhASOje2FWpELvxkLR8mDk/z97dx4fVXn2f/wbEiEsWViCiGmzkAACtj6CaOOKK2Iji4pSpSjijj83rICICLKJKCiK1EcfEOv2iKK2BauAG1gfaJWCIGSbUfYA2QgJZjm/PyAjIcnkzHJm5sx83q9XXw2zXhPPlfvMda77vksOKjWhg+WdEnbLVTrjcSKzy2CYOXb8uTmdu/ez8hi2W07D3tzlTHLZEb39/EL1PCyd0i6+3jqzCa1a18tPlrIBGte9Z099VPE6+YGIVlpaopn336fe5bU6+eQ4/XOXU5J0dtdfq/DwIdfMDM5zgNBmqkh7ww03aNiwYbr44qM7A37xxRe68cYbLQ0s1HnSRWTlawDhoKlOO3fdf706nVxvYyErOyXsmqt0xqOOp8tguDt2rNicrqn3s+oYtmtOw57c5czWnxyaecFVvxyLx9aZnfXNaj3cf0C9/GQpG6BxaWlpyiE/EOHmTRivab86vcF48tT/rdHMC65yzczguwEQ2kwVaW+++Wb17dtX69evV0xMjObMmaNevRpu6BEp/NFF5M9OJCBcuev+27J/ry5L7e76t1WdEuQqwoW/lsGw++Z05DQCramcKSg+oF6dTmn0WDylXYImOL/T5OcWuG5nKRugaeQHIllj5zaOkoPKLd6v2tpa/WXLv/RjdaWyQ/wcDYAHyx0cOHBAHToc7Vjbvn27tm/friFDhrh93pAhQxQXFydJSk5O1syZM30MNzT4o4vIik4kINy46/7LLzng6qK1slOCXEW48NcyGHbfnI6cRqA1lTPfFe5Sv5OTG31O35NPVdo1V9SblspSNkDTyA9EsuPPbUqOVGjWN6t1Stt4bT2wVz07dlZaQkft3feTljw1m6WdgBBnqkj70EMPadeuXerWrZuioqJct7sr0h45ckSStHTpUh9DDD3uuoi+OLBLSXt2N9uJY/dOJCBQTuyM2FxerI8d23Thr7pp7c6CRjsl/LkZELmKcOOPJQTs3LFETiMYGsuZf9WW68zyamUptcHj3R2LLGUDNI38QCQ6/txm1jer9af+A/TU/63RjAsGNVj+gKWdgNBmqki7bds2rVixol6Btjk//PCDKioqNHr0aFVXV+vBBx/UGWec4XWgoaSxjoiSIxWa9vUn6prQQb3WbtK6T79yuwmJ3TuRgEA5sTOiblOxxjolrNgMiFwFGjo+Lw/u36WsTl1tkwvkNIKhqS6/qffcxbEIAPBJ3bnNd/t2Kj2ho4orK5Se0JGlnQAbijIMw2juQffcc48ef/xxde7c2fQLb9u2TRs3btR1110nh8Oh2267TStXrlRMTON14erqGsXERJuPPMhKSko09Z77lFZWpdNi4/XSpm/03EVX1/tDWFR5WE+XOjT39cWmXmNrZakK4k7S5BfmKyGBKQjwjN1yyAoP3XSzxsWnepSHZpCrkYM8igzktHXIIc/4ciwWFBRo+w8/qHvPnkpLSwtQxLCanXOIYxKhws555K2SkhKNGXat7uqUqcPVP6tNTEtlnZra4HFrdxao5pYhunzgFYEPEkCzTBVpb731Vn377bfq3r27WrZs6br9tddea/I5P//8s2praxUbGytJuvbaa/X888/rlFNOafTxhYVlrp+TkuLq/TsUNBWT0+nQP79eq6qVn+muHmc2uP/PuRuVNXm82ytVdV0VaendPLqiZaffUzDZJaakpDifXtOuOeQvDkeBvp42W7dn/LbBfU3loacxeZurnojE/3besCKHJPLIG3aOKRA57Uk8gUQOhY6kpDht2LDJ9LF44qyRzRUlruVG/LXOYKj+nuwQkz/P55p6j2BqLJ5AHJOexhRsxGQOY5F/OZ0OfTF5mgadkq5PHNt122/PafAYf30vCgRiap5VOYTgMbXcwR133OHxC7/77rvavn27pkyZor179+rQoUNKSkry+HVCXUpKqvJzc9SpXYdG7zezCQlrJwG+C8RmQOQqEF7IaYQKT47FeRPGa2KnjF/WGZRYZxBBxTEJhIaUlFR9+mOuRqT2Un7JAZbTAWyohZkH9e/fX9HR0crLy9MZZ5yhqKgo9e/f3+1zrr32WpWVlWnEiBF64IEHNGPGjCaXOrC79IxMba4oafS+7ytKlcYmJIDHnE6H1qz6RE6nw9TjyUMAQLhzOAqUWWm4XWcQCCSOSSB0OBwFuvBX3fTU/63RKW3jNeGLv+m5f32htTsLNP/fX2ryT5tssckrEMlMVU2XLFmiTz/9VPv27dPAgQM1efJkXXvttbr11lubfE7Lli01d+5cvwUaytiEBPAfbzf/Ig8BAOEuELNGAE9wTAKhoyAvV2fFJynrtLPkKDmo3p1OVqvoGFVWV+nUtvFKH3ldQJYgAeA9U0Xa999/X++8846GDx+u9u3b691339V1113ntkgbjpxOh/Jzc9SqdWsdqahQekam66Tj/pmzNONYYal363h9X1HqWosJgHm+TJkjDxFp6sal48cjAKHFn3manpGpdRXLlNXIfd9XlCqLWSMIsGAfk06nQ//esEMdk5IZBxHxjs/H1IQOSk34ZUnGP+duZIwAbMBUkbZFixb1Ngxr1aqVoqMjZ7fE0tISzXrgXnU+UK4ffnLqtE5d1O/kZK0t/18taRPt6vCb/MJC1yYkWend6NwDPGRmypy7E3DyEJHC245zAIFjRZ4yawShJljHZMP8KmEcRMRjjADsz1SRtn///po9e7YqKir06aef6u2339Y55zTcKTBc1XX2PfXDGs24YNBxHX6pDTr82IQE8F5zU+Y+eO9/NXjYdc3mGHkIOzPTdccmLUDosypPmTWCUOOPY9LTjnPGQaBxjBGAvZkq0v7pT3/SO++8ox49emj58uW68MILdcMNN1gdW0io6+wrrqxQekJHrzv8ADTP3ZS5f+3dqZ6HyrRu8yw6JRCWzHbd+dpxDsB6VuYps0YQanw5Jr3pOGccBJrGGAHYm9sibWFhoZKSkrRnzx5dcMEFuuCCC1z37du3T127drU8wGCr6+zLKzmg3p26NPoYFsUH/MPdFJ3dh0r0/848TxKdEghPZruC2KQFCH2ByFNmjSDUeHNMetMRyzgINI8xArAnt0XaSZMmadGiRbrpppsUFRUlwzDq/f+qVasCFWfQ1HX2XZ70K33i2K6sU1MbPIaNGgD/cDod6jvwCj32/nL9JipWvVvH6197d2r3oRKNP/ti1+PolEC48aQrKNibtAChLFQ20yNPgaPc5aS3HbHkF+CdUBkjATTNbZF20aJFkqTVq1cHJJhQVNfZd12rWOWXHGARbsACJ051+01UrP5VU66fTk3WGYfKXB20x6NTAuHEk64gNoUAGgq1zfTIU0Q6MznpbUcs+QV4JtTGSABNc1uknTBhgtsnz5w506/BhKr7Z87S049PUpekzprwxd/Uq9Mp6nvyqdpcXqzcNtEswg34qKmpbuO3facD0W0bfQ6dEggnnnYFsSkEUF8obiJEniKSmclJXzpiyS/AvFAcIwE0zm2Rtn///pKkNWvWqLy8XFdffbViYmL097//XXFxcQEJMBTExydo7uuLtWHDJqXn56llq1Y6eOSIzk3vpj9wpRbwibupbn2j2+o/RiWdEgh7nnYFsSkE8ItQ3USIPEWkMpuTvnTEHp9fB/fvUlanruQX0IhQHSMBNM5tkXbo0KGSpDfeeENvv/22WrRoIUm68sorNXz4cOujCzEsvg34X3NT3RKuHKQZf19BpwTCnjddQYxLQOhvIkSeItJ4kpO+dsSmpKSqX7/TVVhY5q/wgbAS6mMkgPrcFmnrlJWVqbi4WB06dJAk7d+/X4cPH7Y0MACRodmpbn1+o0FXXU0nEsIeXXeAd9hEyDtsIAOreJKTZsY+jlVECiuOdcZIwF5MFWnvvPNOXX311TrzzDNlGIa+++47TZo0yerYAEQAs1Pd6ERCpOBYBzzDJkKeYQMZWM2bnGxs7ONYRaSw8lhnjATsxVSRdsiQIcrKytK3336rqKgoTZkyRR07drQ6NgARgs0fAAC+YBwxjw1kEAj+yEmOVUQKq491xkjAPkwVaRcsWFDv39u3b5ckjR071v8RAYg4TPMGAPiCccQcNpBBoPiakxyriBSBONYZIwH7MFWkPV5VVZW+/PJL/fa3v7UiHgARjGneAABfMI64xwYyCDRvc9LTY5V1a2FXgfy7zBgJhD5TRdoTO2bvuecejR49utnnHThwQMOGDdOrr76qbt1YkBoAAAAIFjaQgV2YPVZLS0s064F7lVJaxbq1sCX+LgM4XgtvnlReXq5du3a5fUxVVZUmT56s2NhYrwIDAAAA4D8pKanKObaBzPHqNpChwwqhwuyxOm/CeI2LT9XtGb9V1qlH/39ipwzNmzA+CFEDnuPvMoDjmeqkvfjiixUVFSVJMgxDJSUlGjNmjNvnzJ49WzfccIP+/Oc/+x4lAAAAAJ+xgQzsorljlXVrES74uwygTpRhGEZzD8rLy9MXX3yh8vJySVJ8fLyKiop03333Nfr49957T3v27NHdd9+tkSNHasqUKc0ud1BdXaOYmGgvPgIAiRwC/IE8AnxDDtlHQUGBcrZtV2aP7kpLSwt2ODiGHGqoqWP14xUrdNLij5R1amqD56zdWaCaW4bo8oFXBC5QhAy75hF/lwGY6qR99tlnVVJSoh9//FH9+vXTN998ozPPPLPJxy9btkxRUVH6+uuvtXXrVj3yyCNauHChkpKSmnxOUdEv7f1JSXEqLCzz4GNYj5jMISZzGospKSnOp9ckhzxHTObYJSZfc0gij7xBTM0LtXgkciiUBCumdu066b/6dpKkRo8Ffk/Ns/p8rqn3CKZgxNPUsdoxKVnrKkqaXsuzU9eg/e5C7b+bZJ+YInkscvd3OVgxBRMxNc+qHELwmFqTdtu2bXrttdd02WWXacyYMXrzzTe1c+fOJh//l7/8Ra+//rqWLl2q0047TbNnz3ZboAUAAAAAwCzW8gQAhBtTnbQdO3ZUVFSU0tLStG3bNg0ZMkRVVVVWx2Ypp9Oh/NwcpWdkMoADAAAAgM3cP3OWnn58klJ2VLGWJwDA9kwVaTMzMzVt2jSNGDFC48aN0759+2RiKVtJ0tKlS30K0N9KS0s079ii3H1aJ2hdxTItOTaQx8cnBDs8AAAAAIAJ8fEJmvv6Ym3YsEkF+XnKSu+mETTgAABsylSRdsqUKfr222+VkZGhe++9V19//bXmzp1rdWyWmDdhvCZ2ynDtApolqajysGZMGK/JLywMbnAAAAAAAI+kpKQyOxIAYHumirTR0dHq16+fJOmSSy7RJZdcYmlQVnE4CpRZabgKtHXax7ZRZqUhp9PB4A4ACCnHL8+TlHR6sMMBAAAAAFjAVJE2XBTk5apP68aXNOjdOl4F+XkUaQEAIaGx5XnejD9Jdz/xJMvzAAAAAECYaRHsAAIpPSNTmytKGr3v+4pSpaV3C3BEAAA0rm55ntszfqusU1N1e8ZvNS4+VfMmjA92aAAAALApp9OhNas+kdPpCHYoAE4QUZ20KSmpWhIbpaLKw/WWPDhYeVg5sVEsMg8ACAkszwMAAAB/creJelJSQqeuxgAAIABJREFUXLDDA6AIK9JK0v0zZ2nGsT9MvVvH6/uKUuUc+8MEAEAoYHkeAAAA+JO7TdSff+f14AYHQFIEFmnj4xM0+YWFcjodKsjPU1Z6NzpoAQAhJT0jU+sqlimrkfu+ryhVFsvzAAAAwKTmZmkVFBSoXbtOQYoOQJ2IWpP2eCkpqbpowCV0IgEAQk5KSqpyji3Pc7y65XkYuwAAAGBWc7O0crZtD3BEABoTcZ20AADYQWPL8zjjT2J5HgCAbTidDuXn5ig9I5MLjEAQNTdLK7tH94DHBKAhirQAAISgxpbn+X/9TldhYVmwQwMAwC13GxTFxzfezQfAOs1top6WlsY5JhACKNICABDCUlJS6T4CANiKuw2KJr+wMLjBARGKTdSB0EeRFgAAAADgF81tUOR0Orj4CAQBm6gDoY8iLQAAAADAL5rboKggP48iLRBEzNICQleLYAcAAAAAAAgP6RmZ2lxR0uh931eUKi29W4AjAgDAHijSAgAAAAD8IiUlVTnHNig6Xt0GRXTwAQDQOJY7AAAgSJxOh/Jzc5SekcmXVgBA2GCDIgAAPGdZkbampkaTJk1SQUGBoqOjNXPmTP3617+26u0AALCN0tISzTv25bVP6wStq1imJce+vMbHN76OHwAAdsEGRQAAeM6yIu2aNWskSW+99Za++eYbzZw5UwsXLrTq7QAAsI15E8ZrYqcM187XWZKKKg9rxoTxmvwCYyUAIDywQREiHbOmAHjCsiLtpZdeqosuukiStGvXLnXq1MmqtwIAwDYcjgJlVhquAm2d9rFtlFlpyOl0cBIPAABgY+5mTSUlxQU7PAAhKsowDMPKN3jkkUf0ySef6LnnntN5553X5OOqq2sUExNtZShAWCOHAN8FIo8+XrFCJy3+SFmnpja4b+3OAtXcMkSXD7zC0hgAqzAWAb4hhwDfhUIePXTTzRoXn1rvonxR5WE9XerQ3NcXBy8wACHN8o3DZs+erXHjxmn48OH629/+pjZt2jT6uKKiX3b/TEqKU2FhmdWheYSYzCEmcxqLydcrquSQ54jJHLvE5I+uhEDkUcekZK2rKFFWI/d9X1GqrE5dm3xfu/y3CLZQiynU4pHsnUO+ICZziMkcq8/nmnqPYAq1eCRiMssuMYXDWORwFCiltErtOzecNZWyo0oFBQVq1y60Zhrb5fgItlCLyaocQvC0sOqFly9frkWLFkmSWrduraioKEVHc1UYABDZUlJSlRMbpaLK+l/ED1YeVk5sFEsdAAAA2FhBXq76tG58I9jereOVs217gCMCYBeWddJefvnlmjBhgm688UZVV1dr4sSJatWqlVVvBwCAbdw/c5ZmHFunrHfreH1fUaqcY+uUAQAAwL7SMzK1rmJZk7Omsnt0D3hMAOzBsiJtmzZtNH/+fKteHgAA24qPT9DkFxbK6XSoID9PWendNIIOWgAAANtLSUnVkmOzpo5fk7Zu1lRaWlpITZkHEDosX5MWAAA0LiUlleUNAAAAwgyzpgB4gyItAAAAAACAnzBrCoA3KNICAAAAAAD4GbOmAHiiRbADAAAAAAAAAIBIRpEWAAAAAAAAAIIoLIu0TqdDa1Z9IqfTEexQAAAAAAAAAMCtsFqTtrS0RPOO7aDYp3WC1lUs05JjOyjGxycEOzwAAAAAAAAAaCCsirTzJozXxE4Zah/bRpKUJamo8rBmTBivyS8sDG5wAAAAAADANpxOh/Jzc5SekckGYAAsFzZFWoejQJmVhqtAW6d9bBtlVhpyOh38UQUAAAAAAG4xSxdAMIRNkbYgL1d9Wjf+x7J363gV5OdRpAUAAAAAAG4xSxdAMITNxmHpGZnaXFHS6H3fV5QqLb1bgCMCAAAAAAB2YmaWLgBYIWyKtCkpqcqJjVJR5eF6tx+sPKyc2Ci6aAEAAAAAgFtmZukCgBXCZrkDSbp/5izNOLZuTO/W8fq+olQ5x9aNAQAAAAAAcCc9I1PrKpYpq5H7vq8oVRa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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e4203f5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(dataMovies_2000_2005_genre1, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphic representation of audience ratings based on critics ratings from 2000 to 2005 for Documentary, Drama, Family, Fantasy, Horror and Music"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e41edd4a8>"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e44cfdba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(dataMovies_2000_2005_genre2, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on critics ratings from 2000 to 2005 for Mystery, Romance, Science Fiction, Thriller, War and Western films"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2955abd9978>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2955b050cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(dataMovies_2000_2005_genre3, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the audience ratings according to the critics ratings from 2006 to 2011 for Action, Adventure, Animation, Biography, Comedy and Crime movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e4a429208>"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e546a3c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2006-2011\n",
    "g = sns.FacetGrid(dataMovies_2006_2011_genre1, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the audience ratings based on critics ratings from 2006 to 2011 for Documentary, Drama, Family, Fantasy, Horror and Music movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e58954ef0>"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e589547f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2006-2011\n",
    "g = sns.FacetGrid(dataMovies_2006_2011_genre2, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on critics ratings from 2006 to 2011 for Mystery, Romance, Science Fiction, Thriller, War and Western movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e5f4b7eb8>"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e5dff6c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2006-2011\n",
    "g = sns.FacetGrid(dataMovies_2006_2011_genre3, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of the audience’s ratings according to the ratings of the critics from 2012 to 2017 for Action, Adventure, Animation, Biography, Comedy and Crime movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e58c7a898>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e58cb9550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2012-2017\n",
    "g = sns.FacetGrid(dataMovies_2012_2017_genre1, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on review ratings between 2012 to 2017 for Documentary, Drama, Family, Fantasy, Horror and Music movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e6be975f8>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dk/ZCh3SoqQ794he/yL/8y79krbXWyiabbJLbbrstnTp1KuuetBc6pEOr+2+5JHnvvfdy7bXX5mc/+1lKpVJZ9wTa5U7aX/7yl0Xfvn2bPOa0004rHnnkkaIoimLGjBlFr169igULFhRjxowpjj766OKjjz4qZs+eXeywww7FvHnzirvuuqs48MADi6VLlzZ5/mf14IMPFocffvgqf/3tt98uevToUbz99ttFUfzlk88Vn1Ltt99+xYQJE4qiKIphw4YVAwYMKJYuXVpMnjy56NOnT9k5V/XJV1EUxdy5c4u99tqrOPXUU4urr7668fVf//rXxemnn140NDQUy5YtK0477bTigQceKF5//fXi1FNPLZYtW1YUxV8+1ZswYUKxdOnSokePHsUzzzzzme/RX2toaCj+5V/+pbjuuuuKoiiKbbfd9hOfXO2+++7F7NmzG7//7W9/u8pPvu69997ioIMOaszLX+iQDpXToeOPP77YZpttirvvvrvZmWqJ/uhPU/2ZN29ecfTRRxdz5swphg4daiftSuiQDjXVoVtuuaX4j//4j2Lp0qXF888/X+yxxx7F3Llzm52rluiQDjXVoQMPPLC44YYbioEDBxZ9+/YtHnrooWZnqjU6pEPl/H+hj/8JXShXu9xJm+QTn2Ss+GRl+fLl6dSpU+6666489dRTeeONNzJmzJgkf3nmzNtvv53kLzstO3XqlI022ijdunXLggULkiTbbrtt46c1qzp/m222aVy3nE++OnTo0PhJ0qpstNFG6d69+0p/be+9906SbLrpptl4443TsWPHbLrpnlmAyQAAIABJREFUppk/f37ZOZvSrVu3nH766Rk7dmwuv/zyxtefeuqp/Pd//3eOOuqoJMnixYuz2Wab5bDDDsuZZ56ZO+64I3/+85/z/PPPN+5aLZVK+V//6399ao1yPvlaYcmSJfne976XDh065Lvf/W6SfOq5QEVRlPVJ1s9//vNceumlGT9+fDp0aLePb14lHdKh1bnxxhvzzjvvpH///vn7v//7bL755qs9p73QH/1ZlXPPPTcnnXSSP72xGjqkQ6ty7LHHNn69/fbbZ9ttt82zzz6bfffddzV3o33RIR1alYaGhrz66qsZP358Zs6cmQEDBmTbbbfNl7/85bLuSXuhQzrUlGXLluWee+7JPffcU8ZdgP/RLoe0f/d3f5fXX389CxcuzPrrr5+DDz44Bx98cN55550cf/zxSZLly5fnxhtvTLdu3ZIkM2fOzEYbbZRHHnnkE7/JlUqlxtKuvfbaja+v6vyPO/3003P66aeXlXXx4sWfuP6ECRNSX1+fb3zjG594/a+ttdZajV+v+A3/48rJuTqbbrppNtlkk0+stXz58gwaNKjxfs6bNy8dO3bM888/n+9973v553/+5xx88MEpiqLx/nXo0GGlf5Rmxd+f1Vm4cGGGDBmS+vr6XHvttY3vt76+PrNnz059fX2WLl2axYsX5wtf+EKT15owYUJuvPHGTJgwofE3ff6HDv0PHfq0p59+OltttVW++MUvpnv37vnGN76R1157zZD2/6c//0N/PmnevHl55pln8vrrr2f06NGZNm1afv/732ettdbKoYce+pnuSy3Tof+hQ582adKk7LTTTo0DpaIoVnrv2jMd+h869Gn19fU5+OCDG4dx22+/fV566SVD2o/Rof+hQyv3+9//PltttVU23njjsu8DJEm73B646aab5ogjjshZZ53V+AlQQ0NDHnvsscYdk7vuumtuu+22JMlrr72W3r1758MPPyx7jeae//Gs++67by644IJ89NFHSZIXX3wxP/7xj7P11lt/5utVKufKrjtp0qR88MEHWbp0aYYMGZJHHnkkkydPzm677Zb+/fvnK1/5Sh5//PEsX7682eslydChQ7Plllvmiiuu+MRvzvvss08mTZqUJHnggQeyyy67pK6ubpXXeeihh3Lrrbdm4sSJBrSroEMtn3Nl122rHXr00Ufzox/9KEkyY8aMvPjii9luu+1aJGMt0J+Wz7my67bF/nzhC1/Ik08+mXvvvTf33ntv9t5775x22mkGtH9Fh1o+58qu2xY7lCT/7//9v9x4441J/nJPXn311ey4444tkrFW6FDL51zZddtqh/bbb788+OCDKYoi7733Xl544YV8/etfb5GMtUKHWj7nyq7bVjuUJM8++6znofO5tNuPlc8999z853/+Z44//vgsW7YsixYtyi677NI4WBgxYkRGjhyZ3r17J0kuvfTSrL/++mVfv7nnf9xFF12Uyy+/PH369EmnTp2yzjrr5LLLLkuPHj3yzjvvfK5rViLnxx144IGZMmVKjjnmmMYHfR9xxBGZPn16Tj755Mb1tt9++2a/hyR5/vnn89hjj2XrrbfOkUcemST50pe+lOuvvz6nn356hg0blkmTJqVr164r/WMNH3fNNdfkww8/zL/+6782vnbxxReX/Uc22gsdavmcH9eWO3TKKadk+PDh6d27dzp27JgRI0bkS1/6UrMz1hL9afmcH9eW+0N5dKjlc35cW+7Qin8HHX744SmVSrn00kuz7rrrNjtjrdGhls/5cW25Q4MGDcqll16aww8/PMuWLcupp56ar3zlK83OWGt0qOVzflxb7lCSvP322yt99AKsTqn46wdswF+ZPHly7rnnnlx88cXVjgJtkg7B56c/0Dw6BM2jQ9A8OgTla5ePOwAAAAAAaC3spAUAAAAAqKKKPZN2yZIlGT58eN5+++2sv/76GTlypJ/sDQAAAADwVyr2uIM77rgj6667bu64446MGDEiF1xwQaWWAgAAAABosyo2pH3ttdey9957J0m++tWv5vXXX6/UUgAAAAAAbVbFhrTbbLNNHn300RRFkWeffTYzZszIsmXLVnl8Q8Oqfw1YPR2Cz09/oHl0CJpHh6B5dAioBRV7Ju0//MM/5PXXX8/xxx+fHXfcMdttt13q6upWefzcuR+06Pr19V0ya9aCFr1mS5OxZdRixvr6Lp95DR1qnVp7xtaeL2mb/VmRozXf29aeL5GxpbTFDtXifa0GGVuGDlWGjC2jFjPqUHlkbL7Wni9ZM/2h9ajYTto//vGP2WmnnXLzzTfngAMOyJe//OVKLQUAAAAA0GZVbCftZpttlquvvjrjx49Ply5dcuGFF1ZqKQAAAACANqtiQ9oNN9wwEyZMqNTlAQAAAABqQsUedwAAAAAAwOoZ0gIAAAAAVJEhLQAAAABAFRnSAgAAAABUkSEtAAAAAEAVGdICAAAAAFSRIS0AAAAAQBUZ0gIAAAAAVJEhLQAAAABAFRnSAgAAAABUkSEtAAAAAEAVGdICAAAAAFSRIS0AAAAAQBUZ0gIAAAAAVJEhLQAAAABAFRnSAgAAAABUUcdKXXjp0qUZNmxY3n333XTo0CEXXHBBttxyy0otBwAAAADQJlVsJ+3jjz+ehoaGTJw4MSeddFKuuuqqSi0FAAAAANBmVWxIu8UWW2TZsmVZvnx5Fi5cmI4dK7ZpFwAAAACgzSoVRVFU4sLTpk3LiSeemA8++CBz587N9ddfnx133HGVxzc0LEvHjnWViALtgg7B56c/0Dw6BM2jQ9A8OgTUgooNaUeNGpVOnTpl6NChmTZtWv7pn/4p999/fzp37rzS42fNWtCi69fXd2nxa7Y0GVtGLWasr+/ymdfQodaptWds7fmSttmfFTla871t7fkSGVtKW+xQLd7XapCxZehQZcjYMmoxow6VR8bma+35kjXTH1qPij2DoGvXrllrrbWSJF/4whfS0NCQZcuWVWo5AAAAAIA2qWJD2u985zs5++yz8+1vfztLly7N6aefnnXXXbdSywEAAAAAtEkVG9Kut956ufrqqyt1eQAAAACAmtCh2gEAAAAAANozQ1oAAAAAgCoypAUAAAAAqCJDWgAAAACAKjKkBQAAAACoIkNaAAAAAIAqMqQFAAAAAKgiQ1oAAAAAgCoypAUAAAAAqCJDWgAAAACAKjKkBQAAAACoIkNaAAAAAIAqMqQFAAAAAKgiQ1oAAAAAgCoypAUAAAAAqCJDWgAAAACAKupYqQvffffdueeee5IkH330UV566aX89re/TdeuXSu1JAAAAABAm1OxIe1RRx2Vo446Kkly3nnn5R/+4R8MaAEAAAAA/krFH3fwxz/+Ma+99lr+8R//sdJLAQAAAAC0OaWiKIpKLnDyySfnuOOOy6677trkcQ0Ny9KxY10lo0BN0yH4/PQHmkeHoHl0CJpHh4BaULHHHSTJ/Pnz88Ybb6x2QJskc+d+0KJr19d3yaxZC1r0mi1NxpZRixnr67t85jV0qHVq7Rlbe76kbfZnRY7WfG9be75ExpbSFjtUi/e1GmRsGTpUGTK2jFrMqEPlkbH5Wnu+ZM30h9ajoo87eOaZZ7L77rtXcgkAAAAAgDatokPaP/3pT+nevXsllwAAAAAAaNMq+riDwYMHV/LyAAAAAABtXkV30gIAAAAA0DRDWgAAAACAKjKkBQAAAACoIkNaAAAAAIAqMqQFAAAAAKiijuUctM8++2TmzJnp2rVriqLIggUL0rVr13Tv3j0//OEPs80221Q6JwAAAABATSprSPvNb34zBx98cA444IAkyeOPP56HHnooAwcOzHnnnZeJEydWNCQAAAAAQK0q63EHr776auOANvnLztopU6Zk2223zUcffVSxcAAAAAAAta6sIW3Xrl0zceLEfPDBB1m4cGFuv/32fOELX8jrr7+e5cuXVzojAAAAAEDNKmtIe/nll+epp57KXnvtlf333z+TJ0/OJZdckqeeeipDhw6tdEYAAAAAgJpV1jNpN9lkk4wZM+ZTrw8cOLDFAwEAAAAAtCdlDWmffPLJXHXVVZk3b16Komh8/Ve/+lXFggEAAAAAtAdlDWl/+MMfZtiwYdl6661TKpUqnQkAAAAAoN0oa0i7wQYbZL/99qt0FgAAAACAdqesIe1OO+2UUaNGZa+99krnzp0bX//mN79ZsWAAAAAAAO1BWUPa559/Pkny4osvNr5WKpVy0003VSYVAAAAAEA7UdaQ9uabb/5cFx83blx+/etfZ+nSpRkwYECOOeaYz3UdAAAAAIBa1eSQ9pxzzskFF1yQgQMHrvQHhjW1k3by5Mn5wx/+kNtvvz0ffvhhxo8f3/y0AAAAAAA1pskh7T/+4z8mSU455ZTPfOHf/OY36dGjR0466aQsXLgw3//+9z9fQgAAAACAGlYqiqJY3UEXXHBBzjnnnE+8dtZZZ+WSSy5Z5TkjRozI1KlTc/311+edd97JkCFD8tBDD610R26SNDQsS8eOdZ8xPrCCDsHnpz/QPDoEzaND0Dw6BNSCJnfS/uAHP8jbb7+dF154Ia+++mrj68uWLcv8+fObvHC3bt3y1a9+NZ06dcpXv/rVdO7cOe+991422mijlR4/d+4HnyP+qtXXd8msWQta9JotTcaWUYsZ6+u7fOY1dKh1au0ZW3u+pG32Z0WO1nxvW3u+RMaW0hY7VIv3tRpkbBk6VBkytoxazKhD5ZGx+Vp7vmTN9IfWo8kh7ZAhQ/Luu+/mwgsvzMknn9z4el1dXbbccssmL7zTTjvlpptuyj//8z9n5syZ+fDDD9OtW7eWSQ0AAAAAUCOaHNJ279493bt3z3333Zf3338/H374YYqiyLJly/LSSy9lt912W+W5++23X5555pkcffTRKYoiI0eOTF2dP34AAAAAAPBxTQ5pV7jmmmsyYcKENDQ0pFu3bpk5c2b+7u/+Lj/72c+aPM8PCwMAAAAAaFqHcg6655578vjjj+fQQw/NzTffnLFjx2aDDTaodDYAAAAAgJpX1pB24403zvrrr5+tt946L7/8cvbdd99Mmzat0tkAAAAAAGpeWY87WH/99TNp0qRst912ueWWW7Lxxhtn8eLFlc4GAAAAAFDzytpJe+GFF+a9997LLrvskr/927/NyJEjc/rpp1c6GwAAAABAzStrJ+0mm2ySQYMGJUmGDRuWJHnggQcqlwoAAAAAoJ1ociftI488kj322COHHXZY3nzzzSTJc889l379+uWiiy5aIwEBAAAAAGpZkztpL7vsspx33nmZOnVqxo4dm8033zzjxo3Lcccdl/Hjx6+pjAAAAAAANavJIW2nTp1ywAEHJEn23HPPvPPOO7n//vvTvXv3NRIOAAAAAKDWNTmkraura/x67bXXzrhx47LeeutVPBQAAAAAQHvR5DNpS6VS49ddunQxoAUAAAAAaGFN7qSdOnVqhg8f/qmvVxg1alTlkgEAAAAAtANNDmmHDRvW+HXPnj0rHgYAAAAAoL1pckjbt2/fxq8/+OCDvPXWW+nRo0cWL16cddddt+LhAAAAAABqXZPPpF3hd7/7Xfr06ZMTTzwxc+bMyX777Zff/OY3lc4GAAAAAFDzyhrSXnnllbntttvStWvX1NfX59Zbb82ll15a6WwAAAAAADWvrCHt8uXLU19f3/j9VlttVbFAAAAAAADtSZPPpF3hb/7mb/Loo4+mVCpl/vz5ufXWW7Ppppuu9rwjjzwyXbp0SZJ07949o0aNal5aAAAAAIAaU9aQ9vzzz8+FF16YadOm5cADD8wuu+yS888/v8lzPvrooyTJzTff3PyUAAAAAAA1qqwh7UYbbZTBgwfnyiuvzIIFC/LCCy9k4403bvKcl19+OR9++GEGDRqUhoaGnHHGGdlhhx1aJDQAAAAAQK0oFUVRrO6gyy+/PC+++GLGjx+fmTNnZujQoenZs2dOOeWUVZ4zZcqUPPfccznmmGPy5z//Od/97nfz0EMPpWPHlc+FGxqWpWPHus//TqCd0yH4/PQHmkeHoHl0CJpHh4BaUNaQ9vDDD8+9996burq//KbX0NCQvn375v7771/lOUuWLMny5cuz9tprJ0mOPvroXHPNNfnSl7600uNnzVrwefKvUn19lxa/ZkuTsWXUYsb6+i6feQ0dap1ae8bWni9pm/1ZkaM139vWni+RsaW0xQ7V4n2tBhlbhg5VhowtoxYz6lB5ZGy+1p4vWTP9ofXoUM5BDQ0NWbx4ceP3S5cuXe05d955Zy6++OIkyYwZM7Jw4cLU19d/zpgAAAAAALWprGfS9u/fP0cddVT233//JMkTTzyRY489tslzjj766AwfPjwDBgxIqVTKRRddtMpHHQAAAAAAtFdlTU2/853vZKeddsozzzyTjh075rLLLsu2227b5DmdOnXKFVdc0SIhAQAAAABqVdmPO5gzZ0423HDDdO3aNa+88komTZpU6WwAAAAAADWvrJ20Q4cOzdSpU7PlllumVCo1vn7kkUdWLBgAAAAAQHtQ1pB2ypQpefDBBz8xoAUAAAAAoPnKetzBlltumVmzZlU6CwAAAABAu1PWTtrFixfn4IMPTo8ePdKpU6fG12+66aaKBQMAAAAAaA/KGtL+27/9W6VzAAAAAAC0S2U97qBnz56pq6vL66+/nh122CGlUik9e/asdDYAAAAAgJpX1pD2xhtvzFVXXZUJEyZk0aJFGTlyZH7yk59UOhsAAAAAQM0ra0h7zz335Cc/+UnWWWedbLDBBrnzzjtz1113VTobAAAAAEDNK2tI26FDh0/8wLDOnTunrq6uYqEAAAAAANqLsn5wWM+ePXPJJZfkww8/zCOPPJKf/vSn2XXXXSudDQAAAACg5pW1k/b73/9+Nttss3zta1/LpEmTss8+++Sss86qdDYAAAAAgJrX5E7aWbNmpb6+PtOnT8/ee++dvffeu/HXZs6cmU033bTiAQEAAAAAalmTQ9oRI0Zk3LhxOe6441IqlVIUxSf++qtf/WpN5QQAAAAAqElNDmnHjRuXJPn1r3+9RsIAAAAAALQ3TQ5phw8f3uTJo0aNatEwAAAAAADtTZM/OKxnz57p2bNnFi1alJkzZ2bXXXfNnnvumfnz56coijWVEQAAAACgZjW5k7Zv375Jkttuuy0//elP06HDX2a6hxxySPr167fai8+ZMydHHXVUxo8fny233LIF4gIAAAAA1JYmd9KusGDBgrz//vuN38+ePTsffPBBk+csXbo0I0eOzNprr928hAAAAAAANazJnbQrnHDCCTniiCOy4447piiKPPvssxkxYkST51xyySXp379/brjhhhYJCgAAAABQi0pFmQ+XnTlzZv7whz+kVCplp512ykYbbbTKY+++++5Mnz49J554YgYOHJhzzz13tY87aGhYlo4d6z5beqCRDsHnpz/QPDoEzaND0Dw6BNSCsoa011577UpfP/nkk1f6+rHHHptSqZRSqZSXXnopm2++ecaOHZv6+vpVrjFr1oIyI5envr5Li1+zpcnYMmoxY319l8+8hg61Tq09Y2vPl7TN/qzI0ZrvbWvPl8jYUtpih2rxvlaDjC1DhypDxpZRixl1qDwyNl9rz5esmf7QepT1uIOPW7p0aZ588sl84xvfWOUxt956a+PXK3bSNjWgBQAAAABor8oa0v71jtmTTjopgwYNqkggAAAAAID25DPvpE2SRYsWZerUqWUde/PNN3+eJQAAAAAA2oWyhrT7779/SqVSkqQoisybNy+DBw+uaDAAAAAAgPagrCHtj370ozzxxBNZtGhRkqRr166ZO3duRYMBAAAAALQHZQ1pR48enXnz5uWtt97KzjvvnMmTJ2fHHXesdDYAAAAAgJrXoZyDpkyZkptuuikHHnhgBg8enNtvvz3vvvtupbMBAAAAANS8soa0G220UUqlUrbYYotMmTIlX/7yl7N06dJKZwMAAAAAqHllPe5g6623zgUXXJABAwbkzDPPzMyZM1MURaWzAQAAAADUvLJ20p577rk55JBDstVWW+WUU07JzJkzc8UVV1Q6GwAAAABAzStrJ21dXV123nnnJEmvXr3Sq1evioYCAAAAAGgvytpJCwAAAABAZRjSAgAAAABUkSEtAAAAAEAVGdICAAAAAFSRIS0AAAAAQBUZ0gIAAAAAVJEhLQAAAABAFRnSAgAAAABUUcdKXXjZsmUZMWJE/vSnP6Wuri6jRo3KV77ylUotBwAAAADQJlVsJ+2jjz6aJJk4cWJOPfXUjBo1qlJLAQAAAAC0WRXbSXvAAQdk3333TZJMnTo1X/ziFyu1FAAAAABAm1UqiqKo5AJnnXVWHn744YwZMyZ77rnnKo9raFiWjh3rKhkFapoOweenP9A8OgTNo0PQPDoE1IKKD2mTZNasWenXr19+/vOfZ911113FMQtadM36+i4tfs2WJmPLqMWM9fVdPvMaOtQ6tfaMrT1f0jb7syJHa763rT1fImNLaYsdqsX7Wg0ytgwdqgwZW0YtZtSh8sjYfK09X7Jm+kPrUbFn0k6aNCnjxo1LkqyzzjoplUqpq/PJFgAAAADAx1XsmbTf+ta3Mnz48Bx77LFpaGjI2Wefnc6dO1dqOQAAAACANqliQ9p11103V199daUuDwAAAABQEyr2uAMAAAAAAFbPkBYAAAAAoIoMaQEAAAAAqsiQFgAAAACgigxpAQAAAACqyJAWAAAAAKCKDGkBAAAAAKrIkBYAAAAAoIoMaQEAAAAAqsiQFgAAAACgigxpAQAAAACqyJAWAAAAAKCKDGkBAAAAAKrIkBYAAAAAoIoMaQEAAAAAqsiQFgAAAACgijpW6sJLly7N2WefnXfffTdLlizJkCFD0qtXr0otBwAAAADQJlVsSHvfffelW7duueyyyzJ37tz07dvXkBYAAAAA4K9UbEh78MEH56CDDmr8vq6urlJLAQAAAAC0WaWiKIpKLrBw4cIMGTIk/fr1S+/evVd5XEPDsnTsaJALn5cOweenP9A8OgTNo0PQPDoE1IKK7aRNkmnTpuWkk07Kt7/97SYHtEkyd+4HLbp2fX2XzJq1oEWv2dJkbBm1mLG+vstnXkOHWqfWnrG150vaZn9W5GjN97a150tkbCltsUO1eF+rQcaWoUOVIWPLqMWMOlQeGZuvtedL1kx/aD0qNqSdPXt2Bg0alJEjR2a33Xar1DIAAAAAAG1ah0pd+Prrr8/8+fNz3XXXZeDAgRk4cGAWL15cqeUAAAAAANqkiu2kHTFiREaMGFGpywMAAAAA1ISK7aQFAAAAAGD1DGkBAAAAAKrIkBYAAAAAoIoMaQEAAAAAqsiQFgAAAACgigxpAQAAAACqyJAWAAAAAKCKDGkBAAAAAKrIkBYAAAAAoIoMaQEAAAAAqsiQFgAAAACgigxpAQAAAACqqFQURVHtEAAAAAAA7ZWdtAAAAAAAVWRICwAAAABQRYa0AAAAAABVZEgLAAAAAFBFhrQAAAAAAFVkSAsAAAAAUEWGtAAAAAAAVWRICwAAAABQRYa0AAAAAABVZEgLAAAAAFBFhrQAAAAAAFVkSAsAAAAAUEWGtAAAAAAAVdTmhrQNDQ0ZO3ZsDjnkkBx66KE56KCDcv3116coimpH+5Svfe1r6dOnT/r06ZNDDjkkJ598ct58881qxyrLmDFj8n//7/9t0Wu+8847GThw4Cdea2hoyJFHHplbbrnlE69fccUVOfXUU1t0/XK9+uqrGTBgQPr06ZP+/ftnypQpSZIlS5Zk6NChOfTQQ3PUUUflz3/+8yfOe/nll9O7d+/G7xsaGnLOOeekd+/eOeyww3LzzTevybexSjq0ZuhQy3ToBz/4QQ4//PD07t07v/jFL9bk21gp/Vkz9Kf5/fm4k046Kdddd12lo5dFh9YMHWqZDu23336N/wz06dMnM2bMWFNvY5V0aM3QoZbp0O23356+ffvmoIMOyvjx49fUW1gl/Vkz9Kf5/bn66qs/8e+f7bffPhMmTFiD74SqKdqYESNGFCeccEIxb968oiiKYsGCBcXxxx9f3HLLLVVO9mk9evT4xPe33XZb0atXr+Kjjz6qUqLyHXfcccXTTz/dotd8++23i+OOO+5Tr7/44otFz549i2nTphVFURQvvfRSsddeexVz5sxp0fXLdcwxxxRPPPFEURRF8eSTTxZ9+/YtiqIoxo0bV5x33nlFURTF7373u6J///6N59x5553FHnvsURxwwAGNr912223FGWecUSxfvrxYuHBh8a1vfat46aWX1uA7WTkdWjN0qPkduuOOO4qhQ4cWRVEUs2fPLnr27FksWrRoTb2NldKfNUN/mt+fFSZOnFj07Nmz+I//+I81kH71dGjN0KHmd2jWrFnFYYcdtgaTl0eH1gwdan6Hnn766eKQQw4pFixYUCxYsKDo1atX8cYbb6zBd/Jp+rNm6E/L/XdcURTFE088UfTt27dN/L2n+TpWe0j8WUyfPj333XdfnnjiiXTt2jVJsv7662fkyJF57bXXkiSzZ8/OyJEjM3369JRKpQwdOjS77757rrnmmsyYMSNvvvlm3n333RxzzDEZMmRI7r777txzzz15//33s99+++X4449f6fkfN3r06Dz22GOfeK13794ZPHhwk/kHDBiQW265JU8++WR69eqVu+66K//5n/+ZUqmU7bbbLuecc07WW2+93H///Rk7dmxKpVK23377XHDBBbn++uuTJKecckqSZP/9989NN92U//qv/8pjjz2W999/PzNnzkz//v3z7rvv5umnn063bt3y4x//OJ07d86kSZNy4403Zvny5dluu+3y7//+7+ncuXP23HPPHHTQQfn973+furq6XHXVVfn973+fF154ISNGjMi1116befPmZfTo0Vm8eHHmz5+f4cOH54ADDsiwYcPy/vvv580338zQoUPz4x+O8bNaAAAgAElEQVT/OBMnTkyS3H333Xnuuedy3nnnrfbv6zbbbJMBAwbkhz/8YcaMGZMRI0Zk5MiR2XDDDZMkd911V2655ZYsX74822+/fUaOHJlOnTrlxhtvzAMPPJAPPvggnTt3zpVXXpnNN988e++9d3baaae89NJLuf3227PBBhskSf77v//7U3m6du36qR2u/fr1yx577JHkL59gTp06NUny2GOP5Xvf+16SZNddd83w4cMzY8aMdO7cOY8//niuuOKKjBgxovE6X//61/PNb34zpVIp6623Xrp3757p06fn61//+mrvSaXokA61pQ4dc8wx6du3b5JkxowZWWuttdKxY/X+taU/+tOW+pMkf/rTn3L//ffn6KOPXu19WBN0SIfaUof++Mc/ZtmyZenfv3+WLFmSE044Id/61rdWez8qSYd0qC116Be/+EWOPfbYrL/++kmSCRMmNGapBv3Rn7bUnxWWLFmS888/P6NHj06nTp1Wez+oAdWeEn8Wv/zlLxs/iViV0047rXjkkUeKoiiKGTNmFL169SoWLFhQjBkzpjj66KOLjz76qJg9e3axww47FPPmzSvuuuuu4sADDyyWLl3a5Pmfx19/+lUURXHqqacWN9xwQ/Hyyy8XBxxwQPHee+8VRVEU5557bnHxxRcX06dPL3bbbbfGT4LOPPPM4uGHHy7GjBlTjBkzpvE6++23X/H2228Xd911V7HvvvsWCxYsKN55552iR48ejZ/cHHfcccXDDz9cvPLKK8WAAQOKxYsXF0VRFJdffnnjjpoePXoUDz/8cFEURTFq1Khi1KhRjef+f+zdeWBU5dn38d+QECIkAQ1BJGCAGGhEq4IScEMhyCKIqKAo22Phobi1GsuiEamCuKUCWpFSrYiCYlXQtqLEvVLU9lGkLxZCICMQIItCEsg2yf3+kWYkZJtk5sz6/fxDMss51xzmlzlznfvcp/bo15133ml2795tjDFmy5YtZsyYMcYYY+bOnWvmzp1rjDGmurraDB061NjtdmOMMVOmTDHffPNNndfe2NEvY4wpLy83V199tbnnnnvMnDlznLd/9913ZvLkyc6jRo8++qhZuXKlOXr0qJk+fbrzNWVkZJjFixcbY4y57LLLzIYNGxr/j2mB9PR0c//99xtjjBk2bJjZt2+f874JEyaYbdu2OX/Pyclp9OjXl19+aQYPHmyKioo8UldrkSEyFIgZmjt3runXr5955plnPFJTa5Ef8hNI+amoqDA333yzyc7ONr/73e/8YiQtGSJDgZShTZs2mcWLF5uysjLz/fffm0svvdTnowDJEBkKpAxNnz7dLFu2zNx6663mmmuu8floVfJDfgIpP7XWrl1rfv3rX3ukHgSGgBpJK0k2m83586ZNm7RixQpVV1crIiJCb7zxhrZs2aI9e/Zo+fLlkmrmKdm3b58kKSUlRREREYqNjVWnTp1UXFwsSTr77LOdo7Mae35ycrJzva09+lVbf2RkpL766itdeeWVziMzN954o+bPn6/zzjtP/fv3V9euXSVJTzzxhCTpu+++a3SZ/fv3V1RUlPMo5eDBgyVJ8fHxKioq0hdffCG73a6JEydKkiorK3X22Wc7n3/ZZZdJkpKSkhqcO+aJJ57QRx99pE2bNmnbtm06duyY876f//znztc1fvx4vf3227ruuutUWFio8847r9ntUSsiIkILFizQbbfdpo8++sh5+9atW7Vnzx5NmDBBUs2RpPPOO08xMTF64okn9M477ygnJ0efffaZzj33XOfzGlq3q0e/JKm6ulpLlizRjh07tHr1audtJ77/jDF1fm/M1q1blZaWpoyMDEVHRzf7eKuRofrIkH9n6NFHH9WcOXM0efJk9e/f3/n/4wvkpz7y45/5WbZsmUaPHq3evXu7uBW8gwzVR4b8M0MjRozQiBEjJEk9evRQamqqtmzZol69ermySSxDhuojQ/6ZIYfDoa+//lq///3vVV5erilTpqhv37668MILXdwqnkd+6iM//pmfWq+99poeeuihZh+H4BFQTdpzzjlH2dnZKikpUVRUlEaOHKmRI0dq//79mjp1qqSaN//q1avVqVMnSVJeXp5iY2OVmZmpdu3aOZdls9mcE4RHRkY6b2/s+Se6++67dffdd7fqNezcuVM33nijsrKy6txujJHD4VB4eHidsP7www/Oequrq523V1ZWOn9u27ZtnWWdfDpwVVWVRo0a5Rw+f+zYMVVVVTnvr90uJ26TE918881KSUlRSkqKBg8erHvvvdd534nbbvz48ZoxY4YiIiI0bty4ZrZEfd26dVNMTEydRmZ1dbXGjBmj+fPnS5JKSkpUXV2t/fv3a/r06Zo8ebKGDBmi2NhY52kqJ9dVq3///tq4cWOzdVRWVuo3v/mNCgsLtXr1aucHVteuXZWfn6/4+HhJNafDdOnSpcllvfvuu3r44Ye1bNkyXXTRRc1vBIuRITIUSBn69ttv1alTJ5155pk67bTTdOmll2rnzp0+a9KSH/ITSPl577331L59e61fv14FBQWy2Wxq3769pk+f7tL2sAIZIkOBlKEPPvhAXbt2Vb9+/STV/B/7csodiQyRocDKUFxcnC644AK1b99e7du31yWXXKLt27f7rElLfshPIOVHkg4cOKCSkhJnMxuhoY2vC2iJbt266ZprrtHcuXNVVFQkqebo1Mcff6w2bWpeyqBBg7R27VpJ0u7duzV27FiVlpa6vA53n9+UtWvXymazKSUlRQMHDtSHH36oI0eOSJLWr1+vlJQUnXvuufrmm2+Un58vSXrkkUf0wQcf6NRTT3X+4fj222+d97siJSVFmzdvVmFhoYwxWrhwofOITmPCwsJUVVWlI0eOKCcnR7/61a90+eWX64MPPqjzR/lE8fHx6tq1q1599dVW/WFtyMCBA/X+++/rhx9+kDFGCxYs0Msvv6xvv/1WvXv31vTp03XOOedo8+bNdT543LFkyRKVl5fr+eefd/5RlaQhQ4Zow4YNkqQvv/xS0dHROv300xtdzjfffKNFixZp9erVftGglcgQGQq8DD355JMyxqi4uFhbtmxR//79PVJja5Af8hNI+dm8ebM2btyojRs36oYbbtDNN9/s0watRIbIUGBlaN++ffr973+v6upq5eXl6ZNPPtGQIUM8UmNrkSEyFEgZuvLKK/X++++rsrJSpaWl2rp1a50RmN5GfshPIOVHqvku5MuR5/CNgBpJK0kLFy7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uXT755BMOHTrE119/zdChQ/nkk0+46667SEtL4x//+Ae+vr74+PhcU1az2YynpyeNGzcuOVZUVIS/vz8fffRRyddnz57FMAwefPBBunTpwl133UWnTp14+umnS677871d5OrqWuZfPGWJiIjgnXfeISIiouS/Kvj4+JCenl5yzm+//Ubr1q2vOM6pU6d47LHHePTRRxk7dmy55q4uVEOqoYrW0OnTpzlz5gx33nknzs7O9O/fn6ioqHLNXx2ohlRDFa2hXbt2ERsby+DBgzl37hy//fYbM2fO5MUXXyxXhqpM9aP6qWj9nDhxgqSkJPr06QNc+GG6OvyAXF6qIdVQRWvolltuoX379iX3079/f7Zv316u+asD1ZBqyBb9BLjwAWLvvfdeueZ1VJmZmYybPY0E92LON6xLzd1b8M9zImLly3h5eV33uC1atCAyMrLC+dq0aVPqzY2q6Ort/iquUaNGDBo0iLlz55KVlQVceGfqq6++Knm3o1OnTmzatAm40IwLCQkpeVepPCp6fXkcOnSICRMm0L9/fywWC6mpqVfcC8jZ2ZnCwkIAjhw5wt13382DDz6Iv78/X331FUVFRXzxxRfMnj2b7t27M3/+fGrVqkVKSgomk4khQ4awdOlShg0bZpP8LVq0ID09ne+//x648C7SnDlz+P3330lOTmbq1KkEBwfzxRdfUFRUZJM59+7dy/vvv8+WLVtK/kAF6NatG3v37iUvL4+zZ8/yz3/+k06dOl12nJycHMaPH8+sWbNuugYtqIZANVTRGsrKymL27Nnk5ORQXFzMP/7xDzp06GCTjFWBakg1VNEaeuGFF9i9ezc7duzg2WefpV27djdFgxZUP6D6qWj9FBcX89xzz5GdnU1+fj7btm2jd+/eNslYFaiGVEMVraGuXbvy448/kpqaCsBXX33F7bffbpOMVYFqSDVU0RoCSE9PxzAMbr31VptkqyzjZk8j4d5AnHt0wKNNM5x7dCDh3kDGzZ5m03mKiop45plnmDBhAsOGDePll18GLqyynj9/PuPHj+eRRx5h06ZNTJw4kYEDB/LLL78QHR1d6s2M7OxsevfuXfJ7YuXKlezZs8emWW2t2q+khQubm7/99tuMGTOGoqIicnNzCQoKYsOGDQDMnz+fhQsXEhISAlz4Yejicv/yqOj15fG3v/2NOXPm4O7uTsOGDbn99ttJTk6+7Pn169enUaNGhIaGEh4ezuTJk0vyXbx20qRJ/OMf/+D+++/Hzc2NQYMGERgYCMD999/Pxo0bbfaPWHd3d15++WWWLVtGfn4+np6eLF++nPr16zNo0CDuv/9+atSoQefOncnNzSUvL6/Cc65Zs4bz58/z+OOPlxxbvnw57du3p3///gwfPpzCwkJmzJiBt7f3ZcfZsmULGRkZbNiwoeT3TJ8+fa5r+X1VpRpSDV10PTXUunVrxo8fz+jRo3FycuLuu+8uWXlws1ANqYYuup4autmpflQ/F11P/dx2220lfwcVFhbSv39/+vfvX+F8VYlqSDV00fXUkK+vLwsXLmTixInk5+fTtm3bcn9YVXWhGlINXXS9/45LSkq65hXFjiY+Pp4E92KczbVKHXc21yLBvRiLxXLdWx+cOnWK0NDQkq+nTZvGHXfcwciRI7FarQQHBzNt2oVGcOPGjVm6dCkLFy4kOTmZDRs2sHr1avbt23fJKloPDw86dOjAwYMH6dq1K/v373f4LfdMxn+vZZebXnFxMZs3b8ZisTB//vwyz+nZsyf79u27wclEqgbVkEjFqIZErp/qR6RiVEMiFaMaqp727N3D9O8/xaNNs0ueyz4ex8sdBtCvb99rHjc5OZkZM2awbdu2kmM5OTm88MIL5ObmYjab+fjjj/nhhx8ICwujf//+dOvWjfDwcJo1a8awYcOIiIggPz+fdu3asWXLFlatWlWyJ+13331HZGQkQ4YM4fDhw6W2w3BEN8VKWrk2kydPJiUlhbfeequyo4hUSaohkYpRDYlcP9WPSMWohkQqRjVUPbUObE3N3VugjC1fa575g8BWrWw2V1RUFB4eHixevJjExES2bdtWslfynz+0rTw6duzIc889xwcffFCyGteR2a1Jm5+fz9NPP01SUhJms5mFCxfi7+9vr+nEhtauXXvVc/Sul8jlqYZEKkY1JHL9VD8iFaMaEqkY1VD1FBAQgH+eEwk550pteVCYnYt/ntN1b3VQls6dOzNjxgyOHj1KzZo18fPzIy0t7brHCwkJYe/evbRs2dJmGe3FbtsdvPfee8TExLBkyRLi4+NZtmyZ3kkRERERERERERGpYjIzMy98eJh7Mecb1qHmmT/wz3MiYuXLeHl5VXa8y9qwYQN169ZlxIgRlR3lquy2kvbUqVMEBwcD0KxZM+Li4uw1lYiIiIiIiIiIiNiJl5cXH61/G4vFQkxsLIGtWtl0Ba09hIWFkZGRwZo1ayo7SrnYrUnbpk0bvvzyS3r37s2xY8dITU2lqKiIGjVqlHl+YWERzs5lPyciV6caErl+qh+RilENiVSMakikYlRDIjdOQECAwzdnL1q+fHllR7gmdmvSDh8+nLi4OMaMGcOdd95J27ZtL9ugBcjIOGfT+b29PUhPz7bpmLamjLZRHTN6e3tc8xyqIcfk6BkdPR9Uzfq5mMORX1tHzwfKaCtVsYaq4+taGZTRNlRD9qGMtlEdM6qGykcZK87R88GNqR9xHE72Gvinn36iQ4cOREZG0rt3b5o0aWKvqURERERERERERESqLLutpPXz8+OVV15h48aNeHh4sGzZMntNJSIiIiIiIiIiIlJl2a1JW69ePSIiIuw1vIiIiIiIiIiIiEi1YLcmrYiIiIiIiIiIiFQfFouFEzExtA4MrPAHiCUnJzNo0CDatm1bciwoKIjJkyeXe4zPPvuMv/71r/j4+FQoiyNQk1ZEREREREREREQuKzMzk3GzZ5Hg7oy1YQPcdu/AP6+QiJXheHl5Xfe4LVq0IDIy8rqvf/fdd1m0aJGatCIiIiIiIiIiIlK9jZs9i1+63oWruTauAK1b8UtOLuNmz+Kj9RtsNk9RURELFy7kzJkzZGRkEBwczLRp0wgLC8PV1ZVff/2VtLQ0li9fTnp6OsePH2fu3Lls2rSJNWvW8PPPP5Obm0vz5s15/vnnOXr0KCtWrMDZ2RlPT0/Cw8P5+9//TkhICN27dycuLo4VK1awfv16m93D9VKTVkRERERERERERMoUHx9PgrszrubapY47m2uT4O6MxWK57q0PTp06RWhoaMnX06ZN44477mDkyJFYrdaSJi1Ao0aNWLx4Mdu2bWPr1q0sXryYNm3asGjRIvLz8/H09OTtt9+muLiY+++/n9TUVD7//HP69OnDhAkT2LdvH1lZWYwcOZLNmzfTvXt3PvjgA0aMGHH9L44NqUkrIiIiIiIiIiIiZYqJjcXasMGFFbT/xerjTUxs7HU3af97u4OcnBx27NjB4cOHMZvN5OfnlzzXpk0bABo2bMj3339fahw3Nzd+//13ZsyYQa1atTh37hwFBQU88cQTvP7664wdOxYfHx/++te/EhQUxLJlyzh79iyHDh1ixowZ15Xd1pwqO4CIiIiIiIiIiIg4ptaBgbidSSvzObfUdAJbtbLZXFFRUXh4ePDiiy8yfvx48vLyMAwDAJPJdMn5JpMJwzDYv38/KSkpvPTSS8yYMaPkup07dzJ06FAiIyNp2bIl27Ztw2QyERISwrJly7jnnntwcXGxWf6K0EpaERERERERERERKVNAQAD+eYX8kpOL85+2PCjMzsE/r/C6V9GWpXPnzsyYMYOjR49Ss2ZN/Pz8SEsru0EM0L59e+bMmcO6detYu3Yto0aNwtXVlSZNmpCWlsZf/vIXwsLCqFWrFi4uLixevBiAYcOG0b17d3bs2GGz7BWlJq2IiIiIiIiIiIhcVsTKcMbNnkWCuzNWH2/cUtPxzyskYmX4dY/p6+vLtm3bSh1r2bIlO3fuvOTc5cuXlzwODg4mODgYgOnTpzN9+nQAPvzwwzLniYqKuuRYUVERHTp0oHnz5ted39bUpBUREREREREREZHL8vLy4qP1G7BYLMTExhLYqpVNV9DeSJ9++imvvvoqy5Ytq+wopahJKyIiIiIiIiIiIlcVEBBQZZuzF/Xt25e+fftWdoxL6IPDRERERERERERERCqRmrQiIiIiIiIiIiIilUhNWhEREREREREREZFKpCatiIiIiIiIiIiISCVSk1ZERERERERERESuymKxsGfvXiwWS4XHio6OZvr06aWOhYeHExUVVeGxqyLnyg4gIiIiIiIiIiIijiszM5NHZ88lwa0WVp9GuH3yD/yt53h75Qq8vLwqO161YLcmbUFBAWFhYfz66684OTmxZMkSmjdvbq/pRERERERERERExA4enT2XX7r0wNXsgStA69v4JSebR2fPJWr96zafb/ny5Rw9ehSAgQMHMnbsWMLCwvjjjz/4448/mDBhAuvXr8fFxYVRo0bh7e3Nyy+/jJubG3Xq1OG5557j+PHjhIeHl5wzZMgQm+e0Jbs1ab/++msKCwvZsmULhw4d4uWXX2bNmjX2mk5ERERERERERERsLD4+ngS3WriaPUoddzZ7kOBWC4vFQkBAwHWNffjwYUJDQ0u+TkpK4rHHHiM5OZlt27ZRWFjIQw89RKdOnQDo1KkT48aNIzo6GqvVyvbt2zEMg169erF582Z8fHx45513WLduHd27dy85pyqw2560AQEBFBUVUVxcTE5ODs7O2llBRERERERERESkKomJjcXq06jM56wNbiUmNva6x+7UqRORkZElvwYOHEheXh4dO3bEZDLh4uJCu3btiIuLAyjVDL74OCMjA7PZjI+PDwB33XUXJ0+evOR8R2e3zmmtWrX49ddf6d+/PxkZGbz++pWXPtetWwtn5xo2zeDt7XH1kyqZMtqGMqqGHJmjZ3T0fFA16wcc/7V19HygjLZSFWtIr6ttKKNtqIbsQxltQxlVQ47M0TM6ej5wjIytAwNx++Qf0Pq2S55zS0shsNUIm87n7u5OdHQ048aNo6CggB9++IGhQ4cCYDKZSs5zcrqw9rRu3brk5OSQlpZGgwYN+Oc//4m/v3+pc6oCuzVpIyIi6Nq1KzNnziQlJYWxY8eyc+dO3Nzcyjw/I+OcTef39vYgPT3bpmPamjLaRnXMeD1/CKuGHJOjZ3T0fFA16+diDkd+bR09HyijrVTFGqqOr2tlUEbbUA3ZhzLaRnXMqBoqH2WsOEfPBzemfsojICAAf+s5fsnJxvlPWx4UZmfjbz1n89WqtWrVwtfXl9GjR1NQUEC/fv1o27btZc83mUwsXbqUKVOmYDKZ8PLy4vnnny9ZTVtV2K1J6+npiYuLCwBeXl4UFhZSVFRkr+lERERERERERETEDt5euYJHZ88lwa0W1ga34paWgr/1HG+vXHHdYwYFBREUFFTq2KxZsy57/vLlyy97bZcuXejSpctVx3dkdmvSjhs3jnnz5vHQQw9RUFDA9OnTqVWrlr2mExERERERERERETvw8vIiav3rWCwWYmJjCWw1okrt91oV2K1JW7t2bV555RV7DS8iIiIiIiIiIiI3UEBAgJqzdlJ1ds8VERERERERERERqYbUpBURERERERERERGpRGrSioiIiIiIiIiIiFQiNWlFREREREREqqjExAQ+3/c5iYkJlR1FREQqQE1aERERERERkSomKyuToY9PZELEayyJ+z8mRLzGuNlTycrKrOxoIlKNWSwW9uzdi8ViqfBY0dHRBAYGsnv37lLHQ0JCCAsLK/c4x48f59VXX61wnsrmXNkBREREREREROTaTF2ygDM9O+Nuro07QOtWnMnJZeqSBUSsXF3Z8USkmsnMzOTRWfNIcK1Lvo8/rjsP4p+fwdvhz+Hl5XXd4zZr1oxdu3YxYMAAAGJiYjh//vw1jdGmTRvatGlz3RkchVbSioiIiIiIiFQhCQkWks1uOJtrlzrubK5NstlNWx+IiM09OmseSZ2G4RY8GI/AdrgFDyap0zAenTWvQuO2bt2alJQUsrKyAPj4448JCQkB4J577ik5b/r06URHR2OxWHjggQd45JFHGDt2LKmpqURHRzN9+nQAtm/fzrBhwxgyZAhr1qypULYbTU1aERERERERkSrkVHwcBY18ynyu4NYGxFnibnAiEanO4uPjSXCti7PZs9RxZ7MnCa51K7z1QZ8+ffjss88wDIMff/yR9u3bX/bcb775hrZt2/L222/zxBNPkJn5ny1ezp49y4YNG9i0aRNRUVFkZ2eTm5tboWw3kpq0IiIiIiIiIlVIy+YtcDmdWuZzLilpNA9ofoMTiUh1FhMbS76Pf5nPWRv4ERN7skLjh4SEsHv3bo4cOULHjh3LPMcwDABGjBhB3bp1eeyxx3j//fepUaNGyTlJSUm0bNkSd3d3nJycmDdvHrVr1y5zPEekJq2IiIiIiIhIFeLn549vjpXCnNIrxAqzc/DNseLn5185wUSkWmodGIhrakKZz7mlJRLYqmWFxm/SpAnnzp0jMjKSQYMGlRwvLCwkNzeX/Px8Tp06BcAXX3xBhw4deOedd+jXrx9vvvlmyflNmzYlPj6e/Px8AKZOnUpqatlvaDkifXCYiIiIiIiISBWzesESZq14lnjXGhTc2gCXlDR8c6ysXrCksqOJSDUTEBCAf34GSTlZpbY8KMzJxD8/g4CAgArPMWDAAHbs2EFAQABJSUkAjBkzhtGjR+Pr60ujRo0AuP3225k9ezZr1qzBycmJp59+mpycHADq1avHxIkTeeSRRzCZTPTo0QMfn7K3hnFEatKKiIiIiIiIVDGenl58tH4D3333E3GWOJr3ba4VtCJiN2+HP8ejs+aR4FoXawM/3NIS8c/P4O3w5657zKCgIIKCggAIDQ0lNDQUgODgYIKDgwGYNGnSJddt3bq1zLEAhg0bxrBhw647U2VSk1ZERERERESkivLz81dzVkTszsvLi6gNr2GxWIiJPUlgq942WUEr/6EmrYiIiIiIiIiIiFxVQECAmrN2og8OExEREREREREREalEatKKiIiIiIiIiIiIVCK7bXcQFRXFRx99BIDVauX48eMcOnQIT0/Pq1wpIiIiIiIiIiIicvOwW5P2z5+m9uyzzzJ8+HA1aEVERERERERERET+i923O/jpp584deoUo0ePtvdUIiIiIiIiIiIiUgVER0cTGBjI7t27Sx0PCQkhLCys3OMcOXKEEydO2DreDWcyDMOw5wSTJ0/mkUceoVOnTlc8r7CwCGfnGvaMIlKtqYZErp/qR6RiVEMiFaMaEqkY1ZBI1RQdHc2iRYsICAhg7dq1AMTExDBp0iQ6duzI8uXLyzVOWFgYAwYMIDg42J5x7c5u2x0AZGVlER8ff9UGLUBGxjmbzu3t7UF6erZNx7Q1ZbSN6pjR29vjmudQDTkmR8/o6PmgatbPxRyO/No6ej5QRlupijVUHV/XyqCMtqEasg9ltI3qmFE1VD7KWHGOng9uTP1UttatW5OQkEBWVhaenp58/PHHhISEsH37dqZOncrq1asBeOCBB1i9ejUvvfQSv/zyC1arlQkTJtC0aVMOHDjAv/71L1q0aMGxY8eIiIjAycmJDh06MGvWLNasWcMPP/zAuXPn6N+/P2fOnGHu3LkUFRUxZMgQPvzwQ1xdXSv5lbDzdgdHjhyhS5cu9pxCREREREREREREqqg+ffrw2WefYRgGP/74I+3bt+eee+4hNjaWzMxMTp06Rd26dalVqxbR0dG8+uqrbNiwgaKiIm6//XbuvfdeZs+eTa1atVizZg0RERFs3ryZ1NRUDh06BECzZs3YsmULw4cP54svvqCoqIgDBw4QFBTkEA1asPNKWovFgq+vrz2nEBERERERERERkSoqJCSERYsW0aRJEzp27AiAyWRi0KBB7Nq1i+TkZEaMGIHZbGbBggUsWLCAnJwcBg0aVGqcX375hd9//53HH38cgNzcXJKSkgAICAgAwGw2c9ddd3Hw4EGioqJ46qmnbuCdXpldm7SPPfaYPYcXERERERERERGRKqxJkyacO3eOyMhIZsyYUdJYHT58OLNmzeL8+fPMnDmTtLQ0/vWvf/Haa69htVrp1q0bgwcPxmQyYRgGvr6+3HrrrWzcuBEXFxeioqJo06YNn3/+OU5O/9lMYNSoUWzYsIGMjAxat25dWbd9CbtudyAiIiIiIiIiIiJyJQMGDCAlJaVkxSuAj48PtWvXpnPnzjg7O+Pt7U16ejpDhgzh0UcfZfz48Tg7O9OuXTvCw8PJyMhg3LhxhIaGMnLkSPbv34+/v/8lc7Vr147ExERCQkJu4B1enV1X0oqIiIiIiIiIiIj8t6CgIIKCggAIDQ0lNDQUgODgYIKDgwEwDIMRI0YAF7ZAWLx48SXjPPDAAzzwwAMANG/enMGDB5d6fsqUKaW+Li4uplatWgwcONC2N1RBWkkrIiIiIiIiIiIiDiMvL49hw4bRunVr/Pz8bDZuUlISQ4cOZfDgwZjNZpuNawtaSSsiIiIiIiIiIiIOw93dnaioKJuP26RJE3bs2GHzcW1BK2lFRCogMTGBz/d9TmJiQmVHEREREREREZEqqlwrabt160ZaWhqenp4YhkF2djaenp74+vqydOlS2rRpY++cIiIOJSsrk6lLFpBsdqOgkQ8uBz7FN8fK6gVL8PT0qux4IiIiIiIiIlKFlKtJe9ddd9GvXz969+4NwNdff83evXsJDQ3l2WefZcuWLXYNKSLiaKYuWcCZnp1xN9fGHaB1K87k5DJ1yQIiVq6u7HgiZUpMTOBk3ClaNm+Bt/dfKjuOiIiIiIiI/H/l2u7g5MmTJQ1auLCyNiYmhttuuw2r1Wq3cCIijighwUKy2Q1nc+1Sx53NtUk2u2nrA3E4WVmZjJs9lQkRr7Ek7v+YEPEaQx+fSFZWZmVHExEREREREcq5ktbT05MtW7YwaNAgiouL2blzJ15eXsTFxVFcXGzvjCIiDuVUfBwFjXwurKD9LwW3NiDOEoefn/+NjiVyWWWt/P5FK79FRERERKQSRUdHM23aNFq0aAFAbm4uvr6+hIeH4+rqWsnpbrxyraQNDw/nm2++4d5776Vnz55ER0ezYsUKvvnmG2bOnGnvjCIiDqVl8xa4nE4t8zmXlDSaBzS/wYlELk8rv0VERERExFF16tSJyMhIIiMjiYqKwsXFhX379lV2rEpRrpW0Pj4+y2rTWgAAIABJREFUrF596Uqb0NBQmwcSEXF0fn7++OZYOZOTW6rxVZidg2+OVatoxaFo5beIiIiIiFQF+fn5pKWl4eXlxfLlyzl69CgAAwcOZOzYsYSFheHs7Mzp06fJz89nwIABfPnll6SkpLB27VoaN27MwoULOXPmDBkZGQQHBzNt2jTCwsJwdXXl119/JS0tjeXLl9O2bVu2b9/O5s2bKS4uplevXkyZMoU9e/YQERGBk5MTHTp0YNasWTfs/su1kvbAgQMMHz6c3r1706tXr5JfIiI3q9ULltBw37fk7TtA9vEY8vYdoOGXh1m9YEllRxMpRSu/RURERETEUR0+fJjQ0FAGDBjAsGHD6NOnD3l5eSQnJ7Nt2zY2bdrErl27iImJAaBx48Zs3LiRZs2akZyczIYNG7jvvvvYt28fKSkp3HHHHbz11lts3ryZzZs3l8zTqFEj3nrrLUJDQ9m6dStnz55lw4YNbNq0iaioKLKzszl9+jRr1qwhIiKCzZs3k5qayqFDh27Ya1GulbRLly4lLCyMli1bYjKZ7J1JRMTheXp6EbFyNYmJCcRZ4mjet7lWI4pD0spvERERERFxVJ06dWLVqlVkZGQwfvx4fH19iYuLo2PHjphMJlxcXGjXrh1xcXEA3HbbbcCFz89q1qxZyeP8/Hzq1KnDTz/9xOHDhzGbzeTn55fM06ZNGwAaNmzI999/T1JSEi1btsTd/cL/OZw3bx4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e6b8960f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2012-2017\n",
    "g = sns.FacetGrid(dataMovies_2012_2017_genre2, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical representation of audience ratings based on review ratings from 2012 to 2017 for Mystery, Romance, Science-Fiction, Thriller, War, and Western movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x26e747f5160>"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oiqL45S9/WfzmN78piqIoJkyYUBx//PFFURTF0qVLi1//+tfF9ttvX/zbv/1bw7EuuOCC4oILLiiKoihmzZpV7LLLLsW77777FT6b5s/8lK+tzc/FF19cXHTRRUVRFMW0adOK3r17f3VPpAUwO+Vra7PzkTFjxhS9evUqJk2a9NU8iRbC7JSvrc3O008/XQwbNuyrfQItiNkpX1ubnTvuuKMYPHhw8eGHHxZvvfVWseOOOxbz5s37ap9QM2d+ytfW5mdF48ePL/793/+9WL58eeWfBC1eTbUL4ubmrbfeyu9///s8/PDD6dSpU5KkQ4cOGTVqVP72t78lSd55552MGjUqb731VkqlUk444YTsvPPOueyyy/L222/n1VdfzRtvvJFDDz00w4cPz+9+97tMnDgx77//fvr06ZMhQ4Z86v4ruvjii/Pggw+utK1fv345+uijG35+9dVX86c//SlTpkxJ+/btkyTf+MY3ctFFF2WNNdbIjBkzcvTRR2fdddfNGmuskX79+uX//J//k3PPPTd9+/bNfvvtl7/85S+pqanJf/zHf+Saa67Jq6++mpNPPjn77rvvZz7Pcuyxxx75r//6r1x66aX53//7f+fMM8/MxRdf3JDzyiuvzB//+McsW7Yse+yxR0444YQkyYUXXpgpU6bkgw8+SNeuXfOrX/0qnTp1Su/evfPNb34z7733Xm6//fbU1PzjX93JkyfnyiuvXGntzTbbLGPGjGn4efHixTn++OPTo0ePhtfotttuS5I89NBDuf3225MkBxxwQM4+++wsW7YsL7/8cl577bWcBE6eXwAAIABJREFUccYZGT9+fMOxdthhh2y22WZJkrq6unTs2DHvvvtu1ltvvbJel9bO/JifxubnZz/7WZYuXZokmTFjRsO/I5gds9P47CT/OKvj73//e3bbbbeyXou2wuyYncZm53/+53/yzjvv5OCDD05tbW1+/vOfZ7vttivrNWntzI7ZaWx27r777hx11FFZffXVs/766+fmm29ObW1tWa9JW2B+zM/n/f+2JHnvvfdy+eWX5/bbb0+pVCrrNaGNq3ZD3Nz88Y9/LA466KBGH/Ozn/2suPfee4uiKIq333672HPPPYt58+YVl156aTFgwIBi8eLFxTvvvFNsvfXWxdy5c4s77rij2GuvvYolS5Y0uv+quueee4r999//M+9//fXXix49ehSvv/56URT/+CT0o0+u+vTpU1x33XVFURTFyJEji0GDBhVLliwppkyZUhx44IFl5/ysT8OKoijmzJlT7LbbbsVPf/rT4le/+lXD9vvvv78YMWJEsXTp0mLZsmXFz372s+IPf/hDMX369OKnP/1psWzZsqIo/vFJ33XXXVcsWbKk6NGjR/HYY4+t8mv0z5YuXVocddRRxRVXXFEURVFsueWWK32atfPOOxfvvPNOw89/+ctfPvPTsDvvvLP4/ve/35AX82N+ypufIUOGFFtssUXxu9/97gtnai3MjtlpbHbmzp1bDBgwoHj33XeLE044wRm0KzA7Zqex2bnxxhuL//zP/yyWLFlSPPvss8Uuu+xSzJkz5wvnag3MjtlpbHb22muv4te//nUxePDg4qCDDiomT578hTO1JubH/JTzO8+Kf/sWyuEM2k+x4qcbH33asnz58tTW1uaOO+7Io48+mr///e+59NJLk/zj+jOvv/56kn+cYVlbW5suXbqkc+fOmTdvXpJkyy23bPgE57P232KLLRrWLefTsNVWW63h06XP0qVLl3Tr1u1T79t9992TJBtuuGG6du2ampqabLjhhvnggw/KztmYzp07Z8SIEbnyyitz4YUXNmx/9NFH8+STT+bggw9OkixatCgbbbRR9ttvv/z85z/PbbfdlldeeSXPPvtsw9mqpVIp3/nOdz6xRjmfhn3kww8/zIknnpjVVlstw4YNS5JPXCOoKIqyPt36r//6r5x//vm55pprstpqLuW8IvNjfj7P9ddfnxkzZuQHP/hBttlmm3z961//3H3aArNjdj7LaaedlmOOOcbf1vgMZsfsfJYf/vCHDbe//e1vZ8stt8zTTz+dPfbY43NejbbB7Jidz7J06dK8/PLLueaaazJr1qwMGjQoW265Zb72ta+V9Zq0BebH/DRm2bJlmThxYiZOnFjGqwD/oKD9J1tttVWmT5+e+vr6dOjQIXvvvXf23nvvzJgxI0OGDEmSLF++PNdff306d+6cJJk1a1a6dOmSe++9d6X/+JVKpYZhXmONNRq2f9b+KxoxYkRGjBhRVtZFixatdPzrrrsudXV1+e53v7vS9n+2+uqrN9z+6A+CFZWT8/NsuOGGWX/99Vdaa/ny5Rk6dGjD6zl37tzU1NTk2WefzYknnpgjjzwye++9d4qiaHj9VltttU/9azUfvT+fp76+PsOHD09dXV0uv/zyhudbV1eXd955J3V1dVmyZEkWLVqUddZZp9FjXXfddbn++utz3XXXNfxhwD+Yn4+Zn0/661//ms022yz/63/9r3Tr1i3f/e5387e//U1BG7OzIrOzsrlz5+axxx7L9OnTc/HFF+fNN9/ME088kdVXXz377rvvKr0urZHZ+ZjZ+aRJkyalZ8+eDaVSURSf+tq1RWbnY2bnk+rq6rL33ns3lHHf/va38+KLLypo/z/z8zHz8+meeOKJbLbZZunatWvZrwM49e+fbLjhhjnggANy8sknN3wqtHTp0jz44IMNZ0ruuOOOufnmm5Mkf/vb39KvX78sXLiw7DW+6P4rZt1jjz1y5plnZvHixUmSF154Ib/5zW+y+eabr/LxKpXz0447adKkLFiwIEuWLMnw4cNz7733ZsqUKdlpp53ygx/8IN27d89DDz2U5cuXf+H1kuSEE07IpptumjFjxqz0H+3evXtn0qRJSZI//OEP2WGHHdKuXbvPPM7kyZNz0003Zfz48crZT2F+vvycn3bcljo/DzzwQK6++uokydtvv50XXngh3/rWt76UjC2d2fnyc37acVvi7Kyzzjp55JFHcuedd+bOO+/M7rvvnp/97GfK2f/P7Hz5OT/tuC1xdpLk+eefz/XXX5/kH6/Jyy+/nG233fZLydjSmZ0vP+enHbelzk6fPn1yzz33pCiKvPfee3nuuefyzW9+80vJ2BqYny8/56cdt6XOT5I8/fTTrnnOKvMR8qc47bTTcu2112bIkCFZtmxZ5s+fnx122KGhWDj11FMzatSo9OvXL0ly/vnnp0OHDmUf/4vuv6JzzjknF154YQ488MDU1tZmzTXXzAUXXJAePXpkxowZTTpmJXKuaK+99sq0adNy6KGHNlzw+4ADDshbb72VY489tmG9b3/721/4OSTJs88+mwcffDCbb755+vfvnyTZYIMNctVVV2XEiBEZOXJkJk2alE6dOn3qX3NY0WWXXZaFCxfm3//93xu2nXvuuWX/FY62wPx8+TlX1JLn57jjjsspp5ySfv36paamJqeeemo22GCDL5yxtTA7X37OFbXk2aFxZufLz7miljw7H/25s//++6dUKuX888/PWmut9YUzthZm58vPuaKWPDtDhw7N+eefn/333z/Lli3LT3/603Tv3v0LZ2xNzM+Xn3NFLXl+kuT111//1MstQGNKxT9fUANWwZQpUzJx4sSce+651Y4CLY75gaYxO9A0ZgeaxuxA05kfKI9LHAAAAAAAVIkzaAEAAAAAqsQZtAAAAAAAVaKgBQAAAACoEgUtAAAAAECV1FQ7QLlmz55XtbXXXXetzJmzoGrryyDDR+rqOq7yPtWcncR7JkPzydDS5qetv18yNJ8MZkcGGZrG7MggQ9Ot6vz4nUcGGf6hKX/20Dw4g7YMNTXtqh1BBhlarObweskgQ0vUHF4rGWRoiZrDayWDDC1Rc3itZJChpWoOr5cMMtCyKWgBAAAAAKpEQQsAAAAAUCUKWgAAAACAKlHQAgAAAABUiYIWAAAAAKBKFLQAAAAAAFWioAUAAAAAqBIFLQAAAABAlShoAQAAAACqREELAAAAAFAlCloAAAAAgCpR0AIAAAAAVImCFgAAAACgShS0AAAAAABVoqAFAAAAAKgSBS0AAAAAQJUoaAEAAAAAqqSmUgf+3e9+l4kTJyZJFi9enBdffDF/+ctf0qlTpyTJbbfdlvHjx6empibDhw9Pnz59KhUFAAAAAKBZqlhBe/DBB+fggw9Okpx++uk55JBDGsrZ2bNnZ9y4cbnjjjuyePHiHH744dlll11SW1tbqTgAAAAAAM1OxS9x8D//8z/529/+lsMOO6xh27PPPpttttkmtbW16dixY7p3756pU6dWOgoAAAAAQLNSKoqiqOQCxx57bI444ojsuOOODdvuvPPOvPTSSznxxBOTJCeddFL69++fnXfe+TOPs3TpstTUtKtkVGiVzA40nfmBpjE70DRmB5rG7AAtXcUucZAkH3zwQf7+97+vVM4mSYcOHTJ//vyGn+fPn5+OHTs2eqw5cxZUJGM56uo6ZvbseVVbXwYZVlx7VVVzdhLvmQzNJ0NLm5+2/n7J0HwymB0ZZGj62qvK7Mggw8frrwq/88ggw8dr0zJV9BIHjz322KeeFfud73wnTzzxRBYvXpx58+Zl+vTp6dGjRyWjAAAAAAA0OxU9g/b//t//m27dujX8fO2116Z79+7Zc889M3jw4Bx++OEpiiIjRoxI+/btKxkFAAAAAKDZqWhBe/TRR6/085FHHtlwe+DAgRk4cGAllwcAAAAAaNYqeokDAAAAAAA+m4IWAAAAAKBKFLQAAAAAAFWioAUAAAAAqBIFLQAAAABAlShoAQAAAACqREELAAAAAFAlCloAAAAAgCpR0AIAAAAAVImCFgAAAACgShS0AAAAAABVoqAFAAAAAKgSBS0AAAAAQJUoaAEAAAAAqkRBCwAAAABQJQpaAAAAAIAqUdACAAAAAFSJghYAAAAAoEoUtAAAAAAAVaKgBQAAAACoEgUtAAAAAECVKGgBAAAAAKp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x26e73077908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#2012-2017\n",
    "g = sns.FacetGrid(dataMovies_2012_2017_genre3, row='Genre', col='Year', hue='Genre')\n",
    "kws = dict(s=50, linewidth=0.5, edgecolor='black')\n",
    "g = g.map(plt.scatter, 'criticRating', 'audienceRating', **kws)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpretation of these results\n",
    "\n",
    "* Between 2000 and 2005, there were very few family movies, fantasy, mystery, romance, science fiction, thriller and war, and even less for musical and western genre films between 2000 and 2005. The ratings of the public and critics are consistent.\n",
    "* Between 2006 and 2011, very few fantasy movies, mystery, romance, science fiction and thriller and almost no family, musical, war and western movies. The public and the critics seem to be of the same opinion on most of the movies.\n",
    "* Between 2012 and 2017, there were few family films, fantasy, mystery, romance, science-fiction, thriller, western and almost no war movie. The ratings of the audience and critics are quite similar.\n",
    "\n",
    "Therefore, between 2000 and 2017, the public gives scores close to the ratings of the critics on a large majority of the films and one deduces that the public and the critics have the same opinion on a movie."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Facet Grid Histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dashboard"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I drew 3 dashboards and each dashboards groups:\n",
    "\n",
    "Audience ratings based on movie recipes\n",
    "Ratings of the critics according to the movies gross\n",
    "Movies gross according to their genre\n",
    "Audience ratings based on critical ratings\n",
    "The first dashboard is for Action, Adventure, Animation, Biography, Comedy and Crime movies from 2000 to 2017.\n",
    "\n",
    "The second dashboard is for genre movies Documentary, Drama, Family, Fantasy, Horror and Music between 2000 and 2017.\n",
    "\n",
    "The third dashboard is for genre movies Mystery, Romance, Science Fiction, Thriller, War and Western between 2000 to 2017.\n",
    "\n",
    "The 3 dashboards show that the action, adventure, animation, and family films are the ones that reported the most, the audience ratings of the movies are quite close to those of the critics ratings, and the films that are well rated by the public and the critics are the ones who brought in a lot of money."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2956013ca58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"dark\", {\"axes.facecolor\": \"black\"}) #white, whitegrid, dark, darkgrid, ticks\n",
    "f, axes = plt.subplots(2, 2, figsize=(15,15))\n",
    "\n",
    "#Plot [0,0]\n",
    "k1 = sns.kdeplot(dataMovies_2000_2017_genre1.grossMillions, dataMovies_2000_2017_genre1.audienceRating, \\\n",
    "                 shade=True, shade_lowest=True, cmap='inferno', \\\n",
    "                 ax=axes[0,0])\n",
    "\n",
    "k1b = sns.kdeplot(dataMovies_2000_2017_genre1.grossMillions, dataMovies_2000_2017_genre1.audienceRating, \\\n",
    "                 cmap='cool',ax=axes[0,0])\n",
    "\n",
    "#Plot [0,1]\n",
    "k2 = sns.kdeplot(dataMovies_2000_2017_genre1.grossMillions, dataMovies_2000_2017_genre1.criticRating, \\\n",
    "                 shade=True, shade_lowest=False, cmap='inferno',  \\\n",
    "                 ax=axes[0,1])\n",
    "\n",
    "k2b = sns.kdeplot(dataMovies_2000_2017_genre1.grossMillions, dataMovies_2000_2017_genre1.criticRating, \\\n",
    "                 cmap='cool', ax=axes[0,1])\n",
    "\n",
    "#Plot [1,0]\n",
    "z = sns.violinplot(data=dataMovies_2000_2017_genre1, \\\n",
    "                   x='Genre', y='grossMillions', ax=axes[1,0], \\\n",
    "                  palette='YlOrRd')\n",
    "\n",
    "#Plot [1,1]\n",
    "k4 = sns.kdeplot(dataMovies_2000_2017_genre1.criticRating, dataMovies_2000_2017_genre1.audienceRating, \\\n",
    "                shade=True, shade_lowest=False, cmap='Blues_r', \\\n",
    "                ax=axes[1,1])\n",
    "\n",
    "k4b =sns.kdeplot(dataMovies_2000_2017_genre1.criticRating, dataMovies_2000_2017_genre1.audienceRating, \\\n",
    "              cmap='gist_gray_r', ax=axes[1,1])\n",
    "\n",
    "k1.set(xlim=(-20,100), ylim=(0,10))\n",
    "k2.set(xlim=(-25,200), ylim=(0,100))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29560c6a588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"dark\", {\"axes.facecolor\": \"black\"}) #white, whitegrid, dark, darkgrid, ticks\n",
    "f, axes = plt.subplots(2, 2, figsize=(15,15))\n",
    "\n",
    "#Plot [0,0]\n",
    "k1 = sns.kdeplot(dataMovies_2000_2017_genre2.grossMillions, dataMovies_2000_2017_genre2.audienceRating, \\\n",
    "                 shade=True, shade_lowest=True, cmap='inferno', \\\n",
    "                 ax=axes[0,0])\n",
    "\n",
    "k1b = sns.kdeplot(dataMovies_2000_2017_genre2.grossMillions, dataMovies_2000_2017_genre2.audienceRating, \\\n",
    "                 cmap='cool',ax=axes[0,0])\n",
    "\n",
    "#Plot [0,1]\n",
    "k2 = sns.kdeplot(dataMovies_2000_2017_genre2.grossMillions, dataMovies_2000_2017_genre2.criticRating, \\\n",
    "                 shade=True, shade_lowest=False, cmap='inferno',  \\\n",
    "                 ax=axes[0,1])\n",
    "\n",
    "k2b = sns.kdeplot(dataMovies_2000_2017_genre2.grossMillions, dataMovies_2000_2017_genre2.criticRating, \\\n",
    "                 cmap='cool', ax=axes[0,1])\n",
    "\n",
    "#Plot [1,0]\n",
    "z = sns.violinplot(data=dataMovies_2000_2017_genre2, \\\n",
    "                   x='Genre', y='grossMillions', ax=axes[1,0], \\\n",
    "                  palette='YlOrRd')\n",
    "\n",
    "#Plot [1,1]\n",
    "k4 = sns.kdeplot(dataMovies_2000_2017_genre2.criticRating, dataMovies_2000_2017_genre2.audienceRating, \\\n",
    "                shade=True, shade_lowest=False, cmap='Blues_r', \\\n",
    "                ax=axes[1,1])\n",
    "\n",
    "k4b =sns.kdeplot(dataMovies_2000_2017_genre2.criticRating, dataMovies_2000_2017_genre2.audienceRating, \\\n",
    "              cmap='gist_gray_r', ax=axes[1,1])\n",
    "\n",
    "\n",
    "k1.set(xlim=(-40,80), ylim=(4,10))\n",
    "k2.set(xlim=(-40,100), ylim=(0,100))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x29560116cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"dark\", {\"axes.facecolor\": \"black\"}) #white, whitegrid, dark, darkgrid, ticks\n",
    "f, axes = plt.subplots(2, 2, figsize=(15,15))\n",
    "\n",
    "#Plot [0,0]\n",
    "k1 = sns.kdeplot(dataMovies_2000_2017_genre3.grossMillions, dataMovies_2000_2017_genre3.audienceRating, \\\n",
    "                 shade=True, shade_lowest=True, cmap='inferno', \\\n",
    "                 ax=axes[0,0])\n",
    "\n",
    "k1b = sns.kdeplot(dataMovies_2000_2017_genre3.grossMillions, dataMovies_2000_2017_genre3.audienceRating, \\\n",
    "                 cmap='cool',ax=axes[0,0])\n",
    "\n",
    "#Plot [0,1]\n",
    "k2 = sns.kdeplot(dataMovies_2000_2017_genre3.grossMillions, dataMovies_2000_2017_genre3.criticRating, \\\n",
    "                 shade=True, shade_lowest=False, cmap='inferno',  \\\n",
    "                 ax=axes[0,1])\n",
    "\n",
    "k2b = sns.kdeplot(dataMovies_2000_2017_genre3.grossMillions, dataMovies_2000_2017_genre3.criticRating, \\\n",
    "                 cmap='cool', ax=axes[0,1])\n",
    "\n",
    "#Plot [1,0]\n",
    "z = sns.violinplot(data=dataMovies_2000_2017_genre3, \\\n",
    "                   x='Genre', y='grossMillions', ax=axes[1,0], \\\n",
    "                  palette='YlOrRd')\n",
    "\n",
    "#Plot [1,1]\n",
    "k4 = sns.kdeplot(dataMovies_2000_2017_genre3.criticRating, dataMovies_2000_2017_genre3.audienceRating, \\\n",
    "                shade=True, shade_lowest=False, cmap='Blues_r', \\\n",
    "                ax=axes[1,1])\n",
    "\n",
    "k4b =sns.kdeplot(dataMovies_2000_2017_genre3.criticRating, dataMovies_2000_2017_genre3.audienceRating, \\\n",
    "              cmap='gist_gray_r', ax=axes[1,1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "The preparation of the data, the modeling of these data, then the visualization of these data with a wide variety of graphs, and finally the interpretation of these graphs made it possible to conduct an analysis and a global view of movies released in the cinema between 2000 and 2017.\n",
    "\n",
    "**This study through a large volume of data, allowed me to determine the following points for movies between 2000 and 2017:**\n",
    "\n",
    "* Audience ratings of the movies are quite close to those of the critics ratings\n",
    "* Critics rate more severely than the public\n",
    "* Most movies last between 60 minutes and 120 minutes\n",
    "* Movies that are well rated by public and critics make the most money\n",
    "* The more the public appreciates a film, the more they vote and give a good rating\n",
    "* Movies between 60 minutes and 150 minutes (2h30) make the most money\n",
    "* Movies that exceed 3 hours bring in the least money\n",
    "* Animation, biography, crime, drama, mystery and sci-fi movies are the highest rated by critics\n",
    "* Animation, adventure, biography, crime, documentary, mystery and science-fiction movies are the highest rated by the public\n",
    "* Action, adventure, animation and family movies are the ones that made the most money\n",
    "* Action, adventure, biography, crime, family, drama and mystery movies are the ones that last the longest in terms of duration\n",
    "* Biography, comedy, crime, drama and horror movies were the most numerous\n",
    "* There were few mystery, western or war movies\n",
    "* Movies that made the most money are action, drama and mystery movies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
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    "name": "ipython",
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   "nbconvert_exporter": "python",
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