movie-body-counts.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring Movie Body Counts\n",
    "\n",
    "**Author**: [Ramiro Gómez](https://ramiro.org/)\n",
    "\n",
    "A look at movie body counts based on information from the Website [Movie Body Counts](http://www.moviebodycounts.com/).\n",
    "\n",
    "## About the data source\n",
    "\n",
    "Movie Body Counts is a forum where users collect on-screen body counts for a selection of films and the characters and actors who appear in these films. The dataset currently contains counts for 545 films from 1949 to 2013, which is a very small sample of all the films produced in this time frame.\n",
    "\n",
    "To be counted a kill and/or dead body has to be visible on the screen, implied deaths like those died in the explosion of the Death Star are not counted. For more details on how counts should be conducted see [their guidelines](http://moviebodycounts.proboards.com/index.cgi?board=general&action=display&thread=6), the first one reads:\n",
    "\n",
    ">The \"body counts\" for this site are mostly \"on screen kills/deaths\" or fatal/critical/mortal shots/hits of human, humanoid, or creatures (ie monsters, aliens, zombies.) The rule of thumb is \"do they bleed\" which will leave the concept of cyborgs somewhat open and decided per film. The human and creature counts should be separate. These will be added together for a final tally.\n",
    "\n",
    "Apart from the small number of films in this dataset, we can safely assume a [selection bias](https://en.wikipedia.org/wiki/Selection_bias). So take this exploration with a grain of salt and don't generalize any of the results. This is mainly a demonstration of some of things you can to with the tools being used and a fun dataset to look at.\n",
    "\n",
    "The [CSV dataset](http://figshare.com/articles/On_screen_movie_kill_counts_for_hundreds_of_films/889719) is kindly provided by [Randal Olson](http://www.randalolson.com/) ([@randal_olson](https://twitter.com/randal_olson)), who took the effort of collecting the death toll data from Movie Body Counts and added MPAA and IMDB ratings as well as film lengths."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import packages\n",
    "\n",
    "To explore and visualize the data I'll be using several Python packages that greatly facilitate these tasks, namely: [NumPy](http://numpy.org/), [pandas](http://pandas.pydata.org/) and [matplotlib](http://matplotlib.org/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
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   "outputs": [],
   "source": [
    "%load_ext signature\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use('ramiro')\n",
    "\n",
    "chartinfo = 'Author: Ramiro Gómez - ramiro.org • Data: Movie Body Counts - moviebodycounts.com'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data and first look\n",
    "\n",
    "We can directly download the CSV file from the Web and read it into a pandas [DataFrame](http://pandas.pydata.org/pandas-docs/dev/generated/pandas.DataFrame.html) object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('http://files.figshare.com/1332945/film_death_counts.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get a grasp of the data let's look at the first few lines of the CSV file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Film</th>\n",
       "      <th>Year</th>\n",
       "      <th>Body_Count</th>\n",
       "      <th>MPAA_Rating</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Director</th>\n",
       "      <th>Length_Minutes</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24 Hour Party People</td>\n",
       "      <td>2002</td>\n",
       "      <td>7</td>\n",
       "      <td>R</td>\n",
       "      <td>Biography|Comedy|Drama|Music</td>\n",
       "      <td>Michael Winterbottom</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28 Days Later</td>\n",
       "      <td>2002</td>\n",
       "      <td>53</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Sci-Fi|Thriller</td>\n",
       "      <td>Danny Boyle</td>\n",
       "      <td>113</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28 Weeks Later</td>\n",
       "      <td>2007</td>\n",
       "      <td>212</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Sci-Fi|Thriller</td>\n",
       "      <td>Juan Carlos Fresnadillo</td>\n",
       "      <td>100</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30 Days of Night</td>\n",
       "      <td>2007</td>\n",
       "      <td>67</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>David Slade</td>\n",
       "      <td>113</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300</td>\n",
       "      <td>2007</td>\n",
       "      <td>600</td>\n",
       "      <td>R</td>\n",
       "      <td>Action|Fantasy|History|War</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>117</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Film  Year  Body_Count MPAA_Rating  \\\n",
       "0  24 Hour Party People  2002           7           R   \n",
       "1         28 Days Later  2002          53           R   \n",
       "2        28 Weeks Later  2007         212           R   \n",
       "3      30 Days of Night  2007          67           R   \n",
       "4                   300  2007         600           R   \n",
       "\n",
       "                          Genre                 Director  Length_Minutes  \\\n",
       "0  Biography|Comedy|Drama|Music     Michael Winterbottom             117   \n",
       "1        Horror|Sci-Fi|Thriller              Danny Boyle             113   \n",
       "2        Horror|Sci-Fi|Thriller  Juan Carlos Fresnadillo             100   \n",
       "3               Horror|Thriller              David Slade             113   \n",
       "4    Action|Fantasy|History|War              Zack Snyder             117   \n",
       "\n",
       "   IMDB_Rating  \n",
       "0          7.3  \n",
       "1          7.6  \n",
       "2          7.0  \n",
       "3          6.6  \n",
       "4          7.7  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset looks pretty well suited for doing some explorations and visualizations. I'll rename some columns to have shorter and a little nicer labels later on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df.columns = ['Film', 'Year', 'Body count', 'MPAA', 'Genre', 'Director', 'Minutes', u'IMDB']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's also add a `Film count` column to keep track of the number of films when grouping and the body count per minute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Film</th>\n",
       "      <th>Year</th>\n",
       "      <th>Body count</th>\n",
       "      <th>MPAA</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Director</th>\n",
       "      <th>Minutes</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Film count</th>\n",
       "      <th>Body count/min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24 Hour Party People</td>\n",
       "      <td>2002</td>\n",
       "      <td>7</td>\n",
       "      <td>R</td>\n",
       "      <td>Biography|Comedy|Drama|Music</td>\n",
       "      <td>Michael Winterbottom</td>\n",
       "      <td>117</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.059829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28 Days Later</td>\n",
       "      <td>2002</td>\n",
       "      <td>53</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Sci-Fi|Thriller</td>\n",
       "      <td>Danny Boyle</td>\n",
       "      <td>113</td>\n",
       "      <td>7.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.469027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28 Weeks Later</td>\n",
       "      <td>2007</td>\n",
       "      <td>212</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Sci-Fi|Thriller</td>\n",
       "      <td>Juan Carlos Fresnadillo</td>\n",
       "      <td>100</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30 Days of Night</td>\n",
       "      <td>2007</td>\n",
       "      <td>67</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror|Thriller</td>\n",
       "      <td>David Slade</td>\n",
       "      <td>113</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.592920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300</td>\n",
       "      <td>2007</td>\n",
       "      <td>600</td>\n",
       "      <td>R</td>\n",
       "      <td>Action|Fantasy|History|War</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>117</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>5.128205</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Film  Year  Body count MPAA                         Genre  \\\n",
       "0  24 Hour Party People  2002           7    R  Biography|Comedy|Drama|Music   \n",
       "1         28 Days Later  2002          53    R        Horror|Sci-Fi|Thriller   \n",
       "2        28 Weeks Later  2007         212    R        Horror|Sci-Fi|Thriller   \n",
       "3      30 Days of Night  2007          67    R               Horror|Thriller   \n",
       "4                   300  2007         600    R    Action|Fantasy|History|War   \n",
       "\n",
       "                  Director  Minutes  IMDB  Film count  Body count/min  \n",
       "0     Michael Winterbottom      117   7.3           1        0.059829  \n",
       "1              Danny Boyle      113   7.6           1        0.469027  \n",
       "2  Juan Carlos Fresnadillo      100   7.0           1        2.120000  \n",
       "3              David Slade      113   6.6           1        0.592920  \n",
       "4              Zack Snyder      117   7.7           1        5.128205  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Film count'] = 1\n",
    "df['Body count/min'] = df['Body count'] / df['Minutes'].astype(float)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Body counts over time\n",
    "\n",
    "Next we look at how the number of body counts has evolved over the time frame covered by the dataset. To do so the `DataFrame` is grouped by year calculating the means, medians, and sums of the numeric columns. Also for a change print the last few records. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">Body count</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Minutes</th>\n",
       "      <th colspan=\"3\" halign=\"left\">IMDB</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Film count</th>\n",
       "      <th colspan=\"3\" halign=\"left\">Body count/min</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>sum</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>sum</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>85.312500</td>\n",
       "      <td>45.5</td>\n",
       "      <td>4095</td>\n",
       "      <td>114.062500</td>\n",
       "      <td>111.0</td>\n",
       "      <td>5475</td>\n",
       "      <td>6.829167</td>\n",
       "      <td>7.00</td>\n",
       "      <td>327.8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>0.749838</td>\n",
       "      <td>0.366966</td>\n",
       "      <td>35.992220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>68.653846</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1785</td>\n",
       "      <td>109.615385</td>\n",
       "      <td>108.5</td>\n",
       "      <td>2850</td>\n",
       "      <td>6.573077</td>\n",
       "      <td>6.65</td>\n",
       "      <td>170.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0.635468</td>\n",
       "      <td>0.371208</td>\n",
       "      <td>16.522174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>55.000000</td>\n",
       "      <td>59.0</td>\n",
       "      <td>605</td>\n",
       "      <td>112.272727</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1235</td>\n",
       "      <td>6.845455</td>\n",
       "      <td>6.60</td>\n",
       "      <td>75.3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0.518937</td>\n",
       "      <td>0.385621</td>\n",
       "      <td>5.708305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>129.750000</td>\n",
       "      <td>126.0</td>\n",
       "      <td>519</td>\n",
       "      <td>115.750000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>463</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>7.25</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.132110</td>\n",
       "      <td>1.005280</td>\n",
       "      <td>4.528441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>156.000000</td>\n",
       "      <td>156.0</td>\n",
       "      <td>156</td>\n",
       "      <td>119.000000</td>\n",
       "      <td>119.0</td>\n",
       "      <td>119</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>6.50</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.310924</td>\n",
       "      <td>1.310924</td>\n",
       "      <td>1.310924</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Body count                  Minutes                   IMDB         \\\n",
       "            mean median   sum        mean median   sum      mean median   \n",
       "Year                                                                      \n",
       "2007   85.312500   45.5  4095  114.062500  111.0  5475  6.829167   7.00   \n",
       "2008   68.653846   37.0  1785  109.615385  108.5  2850  6.573077   6.65   \n",
       "2009   55.000000   59.0   605  112.272727  110.0  1235  6.845455   6.60   \n",
       "2010  129.750000  126.0   519  115.750000  111.0   463  7.250000   7.25   \n",
       "2013  156.000000  156.0   156  119.000000  119.0   119  6.500000   6.50   \n",
       "\n",
       "            Film count            Body count/min                       \n",
       "        sum       mean median sum           mean    median        sum  \n",
       "Year                                                                   \n",
       "2007  327.8          1      1  48       0.749838  0.366966  35.992220  \n",
       "2008  170.9          1      1  26       0.635468  0.371208  16.522174  \n",
       "2009   75.3          1      1  11       0.518937  0.385621   5.708305  \n",
       "2010   29.0          1      1   4       1.132110  1.005280   4.528441  \n",
       "2013    6.5          1      1   1       1.310924  1.310924   1.310924  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_year = df.groupby('Year').agg([np.mean, np.median, sum])\n",
    "group_year.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `group_year` `DataFrame` now contains several columns, that are not useful, like the mean and median film count. We simply don't use them, but instead look at the film and body counts.\n",
    "\n",
    "With matplotlib's `subplots` function multiple graphs can be combined into one graphic. This allows comparing several distributions that have differing scales, as is the case for the film, total and average body counts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de8a1a150>"
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qq/zWdKLTfd/9+fzzz5WXl6euXbsGdP8dO3bok08+0S+//KKYmBg1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\n7xJ3IwEAoDNYEQEAgMlCQ0MlSSdOnGh1/MSJE/L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LtXTgmwjg5tX2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333673n77bcviSKU/P4GUS3mPU6Z447kef/2LjIw0UVFRJjIy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de8c68d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_bc = pd.DataFrame({'mean': group_year['Body count']['mean'],\n",
    "                      'median': group_year['Body count']['median']})\n",
    "\n",
    "df_bc_min = pd.DataFrame({'mean': group_year['Body count/min']['mean'], \n",
    "                          'median': group_year['Body count/min']['median']})\n",
    "\n",
    "fig, axes = plt.subplots(nrows=4, ncols=1, figsize=(16, 22))\n",
    "\n",
    "group_year['Film count']['sum'].plot(kind='bar', ax=axes[0]); axes[0].set_title('Film Count')\n",
    "group_year['Body count']['sum'].plot(kind='bar', ax=axes[1]); axes[1].set_title('Total Body Count')\n",
    "df_bc.plot(kind='bar', ax=axes[2]); axes[2].set_title('Body Count by Film')\n",
    "df_bc_min.plot(kind='bar', ax=axes[3]); axes[3].set_title('Body Count by Minute')\n",
    "\n",
    "for i in range(4):\n",
    "    axes[i].set_xlabel('', visible=False)\n",
    "    \n",
    "plt.annotate(chartinfo, xy=(0, -1.2), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we can safely say is, that most films in our dataset are from 2007. What this also shows quite well is the selection bias. There is only one film reviewed for each of the years 1978 and 2013, both have a pretty high body count.\n",
    "\n",
    "## Most violent films\n",
    "\n",
    "Now lets see which films have the highest total body counts and body counts per minute. This time we plot two horizontal bar charts next to each other, again using the `subplots` function.\n",
    "\n",
    "Note that sorting is ascending by default, so we call `tail` to get the top 10 films each with the highest total body count and the highest body counts per minute. We could set `ascending` to `False` in the `sort` call and use `head`, but this would plot the highest value on the bottom. Also the y-axis labels of the right chart a printed on the right, so they don't overlap with the left one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de84306d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5eZE7d24gucGaM2cO7733HoULF2bhwoXp1pGQkEDLli0pWLAgM2fO5MSJE7z5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\nac4VJf0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de8af1f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_film = df.set_index('Film')\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 8))\n",
    "\n",
    "bc = df_film.sort('Body count')['Body count'].tail(10)\n",
    "bc.plot(kind='barh', ax=axes[0])\n",
    "axes[0].set_title('Total Body Count')\n",
    "\n",
    "bc_min = df_film.sort('Body count/min')['Body count/min'].tail(10)\n",
    "bc_min.plot(kind='barh', ax=axes[1])\n",
    "axes[1].set_title('Body Count per Minute')\n",
    "axes[1].yaxis.set_ticks_position('right')\n",
    "\n",
    "for i in range(2):\n",
    "    axes[i].set_ylabel('', visible=False)\n",
    "    \n",
    "plt.annotate(chartinfo, xy=(0, -1.07), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a considerable gap between **Lord of the Rings** and the runner-up **Kingdom of Heaven** in the left chart, but when you take runtime into account, the later is slightly more violent. Both of them are surpassed by **300** when one looks at deaths by minute, which shouldn't surprise anyone who saw it. Below you can see why."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.youtube-nocookie.com/embed/HdNn5TZu6R8\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f7e1d03ee48>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame('https://www.youtube-nocookie.com/embed/HdNn5TZu6R8', width=800, height=450)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most violent directors\n",
    "\n",
    "Now let's look at directors. As you may have noticed above the `Genre` column can contain multiple values separated by `|` characters. This also applies to the `Director` column, here are some examples.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Film</th>\n",
       "      <th>Year</th>\n",
       "      <th>Body count</th>\n",
       "      <th>MPAA</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Director</th>\n",
       "      <th>Minutes</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Film count</th>\n",
       "      <th>Body count/min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Aliens vs. Predator: Requiem</td>\n",
       "      <td>2007</td>\n",
       "      <td>5</td>\n",
       "      <td>R</td>\n",
       "      <td>Action|Horror|Sci-Fi|Thriller</td>\n",
       "      <td>Colin Strause|Greg Strause</td>\n",
       "      <td>94</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.053191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Aqua Teen Hunger Force Colon Movie Film for Th...</td>\n",
       "      <td>2007</td>\n",
       "      <td>67</td>\n",
       "      <td>R</td>\n",
       "      <td>Animation|Action|Adventure</td>\n",
       "      <td>Matt Maiellaro|Dave Willis</td>\n",
       "      <td>86</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.779070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Bangkok Dangerous</td>\n",
       "      <td>2008</td>\n",
       "      <td>38</td>\n",
       "      <td>R</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>Oxide Pang Chun|Danny Pang</td>\n",
       "      <td>99</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.383838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Barton Fink</td>\n",
       "      <td>1991</td>\n",
       "      <td>3</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama|Mystery</td>\n",
       "      <td>Joel Coen|Ethan Coen</td>\n",
       "      <td>116</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.025862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>City of God</td>\n",
       "      <td>2002</td>\n",
       "      <td>60</td>\n",
       "      <td>R</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>Fernando Meirelles|Katia Lund</td>\n",
       "      <td>130</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.461538</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Film  Year  Body count MPAA  \\\n",
       "26                       Aliens vs. Predator: Requiem  2007           5    R   \n",
       "38  Aqua Teen Hunger Force Colon Movie Film for Th...  2007          67    R   \n",
       "46                                  Bangkok Dangerous  2008          38    R   \n",
       "47                                        Barton Fink  1991           3    R   \n",
       "83                                        City of God  2002          60    R   \n",
       "\n",
       "                            Genre                       Director  Minutes  \\\n",
       "26  Action|Horror|Sci-Fi|Thriller     Colin Strause|Greg Strause       94   \n",
       "38     Animation|Action|Adventure     Matt Maiellaro|Dave Willis       86   \n",
       "46          Action|Crime|Thriller     Oxide Pang Chun|Danny Pang       99   \n",
       "47                  Drama|Mystery           Joel Coen|Ethan Coen      116   \n",
       "83                    Crime|Drama  Fernando Meirelles|Katia Lund      130   \n",
       "\n",
       "    IMDB  Film count  Body count/min  \n",
       "26   4.7           1        0.053191  \n",
       "38   6.8           1        0.779070  \n",
       "46   5.4           1        0.383838  \n",
       "47   7.7           1        0.025862  \n",
       "83   8.7           1        0.461538  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['Director'].apply(lambda x: -1 != x.find('|'))].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since I want to group by directors later, I have to decide what to do with these multi-value instances. So what I'll do is create a new data frame with one new row for a single director and multiple new rows with the same count values for films that have more than one director. I also considered dividing the body counts by the number of directors, but decided against it.\n",
    "\n",
    "The following function does this. I feel that there is a more elegant way with pandas, but it works for arbitrary columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def expand_col(df_src, col, sep='|'):\n",
    "    di = {}\n",
    "    idx = 0\n",
    "    for i in df_src.iterrows():\n",
    "        d = i[1]\n",
    "        names = d[col].split(sep)\n",
    "        for name in names:\n",
    "            # operate on a copy to not overwrite previous director names\n",
    "            c = d.copy()\n",
    "            c[col] = name\n",
    "            di[idx] = c\n",
    "            idx += 1\n",
    "\n",
    "    df_new = pd.DataFrame(di).transpose()\n",
    "    # these two columns are not recognized as numeric\n",
    "    df_new['Body count'] = df_new['Body count'].astype(float)\n",
    "    df_new['Body count/min'] = df_new['Body count/min'].astype(float)\n",
    "    \n",
    "    return df_new"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now similar to the film ranking let's plot a director ranking."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de82d7f50>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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du3Zl586dvPTSS6kSZw+SSErLvf6eMrruKdfMz88v1TVL+UnrCYMi8nhSIklEbPLss88C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\nGIANGzawdOlS5s+fT9GiRW2uX0Qeb0k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IAAAg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de8326f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_dir = expand_col(df, 'Director')\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(14, 8))\n",
    "\n",
    "bc_sum = df_dir.groupby('Director').sum().sort('Body count').tail(10)\n",
    "bc_sum['Body count'].plot(kind='barh', ax=axes[0])\n",
    "axes[0].set_title('Total Body Count')\n",
    "\n",
    "bc_mean = df_dir.groupby('Director').agg(np.mean).sort('Body count/min').tail(10)\n",
    "bc_mean['Body count/min'].plot(kind='barh', ax=axes[1])\n",
    "axes[1].set_title('Body Count per Minute')\n",
    "axes[1].yaxis.set_ticks_position('right')\n",
    "\n",
    "for i in range(2):\n",
    "    axes[i].set_ylabel('', visible=False)\n",
    "\n",
    "plt.annotate(chartinfo, xy=(0, -1.07), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Body counts in film genres\n",
    "\n",
    "As mentioned above `Genre` is a multi-value column too. So let's create a new data frame again, where each film can account for multiple genres and look at the frequency distribution of films by genre."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de7fe2a10>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KWchROJmZmaW6/4IihzNyOHOVHJLrZCGHM3I4c5UcUslk8fDwKPC2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\nYDAYDAaD8VRggw8Gg8FgMBgMBoPxVPg/FcmVxsf5xiMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de7fe2dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_genre = expand_col(df, 'Genre')\n",
    "df_genre['Genre'].value_counts().plot(kind='bar', figsize=(12, 6), title='Genres by film count')\n",
    "\n",
    "plt.annotate(chartinfo, xy=(0, -1.28), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the total body counts for genres doesn't make much sense since some genres occur much more frequently, instead let's see genres by body counts per minute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de81fe310>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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20xaHzTCcbmJXcw5PykIOcpSFHJ6UhRzkKAs5XJWlONwxRnGQIz9P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\nMBgMRrvwf7v45k/jbbI8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de7be0290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bc_mean = df_genre.groupby('Genre').agg(np.mean).sort('Body count/min', ascending=False)\n",
    "ax = bc_mean['Body count/min'].plot(kind='bar', figsize=(12, 6), title='Genres by body count per minute')\n",
    "ax.set_xlabel('', visible=False)\n",
    "plt.annotate(chartinfo, xy=(0, -1.32), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not a huge surprise to see war movies on top, and since many of them are also classified as history movies this genre comes in 2nd place. Also several of the most deadly films are counted in these two genres, see some examples below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Film</th>\n",
       "      <th>Year</th>\n",
       "      <th>Body count</th>\n",
       "      <th>MPAA</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Director</th>\n",
       "      <th>Minutes</th>\n",
       "      <th>IMDB</th>\n",
       "      <th>Film count</th>\n",
       "      <th>Body count/min</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>300</td>\n",
       "      <td>2007</td>\n",
       "      <td>600</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>117</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>5.128205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>300</td>\n",
       "      <td>2007</td>\n",
       "      <td>600</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>117</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>5.128205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Kingdom of Heaven</td>\n",
       "      <td>2005</td>\n",
       "      <td>610</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>144</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.236111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Kingdom of Heaven</td>\n",
       "      <td>2005</td>\n",
       "      <td>610</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>144</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.236111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>Tae Guk Gi: The Brotherhood of War</td>\n",
       "      <td>2004</td>\n",
       "      <td>590</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Je-kyu Kang</td>\n",
       "      <td>140</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>The Last Samurai</td>\n",
       "      <td>2003</td>\n",
       "      <td>558</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>154</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>3.623377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>The Last Samurai</td>\n",
       "      <td>2003</td>\n",
       "      <td>558</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>154</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1</td>\n",
       "      <td>3.623377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>The Big Red One</td>\n",
       "      <td>1980</td>\n",
       "      <td>338</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Samuel Fuller</td>\n",
       "      <td>113</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1</td>\n",
       "      <td>2.991150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1658</th>\n",
       "      <td>Windtalkers</td>\n",
       "      <td>2002</td>\n",
       "      <td>389</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>John Woo</td>\n",
       "      <td>134</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1</td>\n",
       "      <td>2.902985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Rambo</td>\n",
       "      <td>2008</td>\n",
       "      <td>247</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Sylvester Stallone</td>\n",
       "      <td>92</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.684783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1649</th>\n",
       "      <td>We Were Soldiers</td>\n",
       "      <td>2002</td>\n",
       "      <td>305</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Randall Wallace</td>\n",
       "      <td>138</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2.210145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>We Were Soldiers</td>\n",
       "      <td>2002</td>\n",
       "      <td>305</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Randall Wallace</td>\n",
       "      <td>138</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2.210145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Glory</td>\n",
       "      <td>1989</td>\n",
       "      <td>258</td>\n",
       "      <td>R</td>\n",
       "      <td>War</td>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>122</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1</td>\n",
       "      <td>2.114754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Glory</td>\n",
       "      <td>1989</td>\n",
       "      <td>258</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Edward Zwick</td>\n",
       "      <td>122</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1</td>\n",
       "      <td>2.114754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Lone Wolf and Cub: White Heaven in Hell</td>\n",
       "      <td>1974</td>\n",
       "      <td>169</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>History</td>\n",
       "      <td>Yoshiyuki Kuroda</td>\n",
       "      <td>83</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1</td>\n",
       "      <td>2.036145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1243</th>\n",
       "      <td>The Alamo</td>\n",
       "      <td>2004</td>\n",
       "      <td>249</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>History</td>\n",
       "      <td>John Lee Hancock</td>\n",
       "      <td>137</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1.817518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1244</th>\n",
       "      <td>The Alamo</td>\n",
       "      <td>2004</td>\n",
       "      <td>249</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>War</td>\n",
       "      <td>John Lee Hancock</td>\n",
       "      <td>137</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1.817518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1642</th>\n",
       "      <td>Waterloo</td>\n",
       "      <td>1970</td>\n",
       "      <td>210</td>\n",
       "      <td>G</td>\n",
       "      <td>History</td>\n",
       "      <td>Sergey Bondarchuk</td>\n",
       "      <td>123</td>\n",
       "      <td>7.2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.707317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>Mongol: The Rise of Genghis Khan</td>\n",
       "      <td>2007</td>\n",
       "      <td>200</td>\n",
       "      <td>R</td>\n",
       "      <td>History</td>\n",
       "      <td>Sergey Bodrov</td>\n",
       "      <td>126</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.587302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>The Last of the Mohicans</td>\n",
       "      <td>1992</td>\n",
       "      <td>172</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>History</td>\n",
       "      <td>Michael Mann</td>\n",
       "      <td>112</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1</td>\n",
       "      <td>1.535714</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         Film  Year  Body count     MPAA  \\\n",
       "14                                        300  2007         600        R   \n",
       "15                                        300  2007         600        R   \n",
       "668                         Kingdom of Heaven  2005         610        R   \n",
       "669                         Kingdom of Heaven  2005         610        R   \n",
       "1204       Tae Guk Gi: The Brotherhood of War  2004         590        R   \n",
       "1388                         The Last Samurai  2003         558        R   \n",
       "1389                         The Last Samurai  2003         558        R   \n",
       "1254                          The Big Red One  1980         338        R   \n",
       "1658                              Windtalkers  2002         389        R   \n",
       "956                                     Rambo  2008         247        R   \n",
       "1649                         We Were Soldiers  2002         305        R   \n",
       "1648                         We Were Soldiers  2002         305        R   \n",
       "521                                     Glory  1989         258        R   \n",
       "520                                     Glory  1989         258        R   \n",
       "736   Lone Wolf and Cub: White Heaven in Hell  1974         169  Unrated   \n",
       "1243                                The Alamo  2004         249    PG-13   \n",
       "1244                                The Alamo  2004         249    PG-13   \n",
       "1642                                 Waterloo  1970         210        G   \n",
       "815          Mongol: The Rise of Genghis Khan  2007         200        R   \n",
       "1393                 The Last of the Mohicans  1992         172    PG-13   \n",
       "\n",
       "        Genre            Director Minutes IMDB Film count  Body count/min  \n",
       "14    History         Zack Snyder     117  7.7          1        5.128205  \n",
       "15        War         Zack Snyder     117  7.7          1        5.128205  \n",
       "668   History        Ridley Scott     144  7.1          1        4.236111  \n",
       "669       War        Ridley Scott     144  7.1          1        4.236111  \n",
       "1204      War         Je-kyu Kang     140  8.1          1        4.214286  \n",
       "1388  History        Edward Zwick     154  7.7          1        3.623377  \n",
       "1389      War        Edward Zwick     154  7.7          1        3.623377  \n",
       "1254      War       Samuel Fuller     113  7.3          1        2.991150  \n",
       "1658      War            John Woo     134  5.9          1        2.902985  \n",
       "956       War  Sylvester Stallone      92  7.1          1        2.684783  \n",
       "1649      War     Randall Wallace     138    7          1        2.210145  \n",
       "1648  History     Randall Wallace     138    7          1        2.210145  \n",
       "521       War        Edward Zwick     122  7.9          1        2.114754  \n",
       "520   History        Edward Zwick     122  7.9          1        2.114754  \n",
       "736   History    Yoshiyuki Kuroda      83  7.5          1        2.036145  \n",
       "1243  History    John Lee Hancock     137  5.9          1        1.817518  \n",
       "1244      War    John Lee Hancock     137  5.9          1        1.817518  \n",
       "1642  History   Sergey Bondarchuk     123  7.2          1        1.707317  \n",
       "815   History       Sergey Bodrov     126  7.3          1        1.587302  \n",
       "1393  History        Michael Mann     112  7.8          1        1.535714  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_genre[(df_genre['Genre'] == 'War') | (df_genre['Genre'] == 'History')].sort('Body count/min', ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MPAA and IMDB Ratings\n",
    "\n",
    "Finally let's look at the MPAA and IMDB ratings and how they relate to the movie body counts by creating two scatter plots.\n",
    "\n",
    "Since MPAA ratings are not numeric, their values need to be mapped to numbers in some way to produce a scatter plot. We can use the `value_counts` method to get a sorted series of different MPPA ratings and their counts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R           338\n",
       "PG-13       118\n",
       "PG           35\n",
       "Unrated      28\n",
       "Approved      9\n",
       "M             5\n",
       "GP            4\n",
       "X             4\n",
       "G             3\n",
       "NR            1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = df['MPAA'].value_counts()\n",
    "ratings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next the different rating names are used as keys of a dictionary mapped to a list of integers of the same length. This dictionary is then used to map the different rating values of the MPAA column to the corresponding integers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rating_names = ratings.index\n",
    "rating_index = range(len(rating_names))\n",
    "rating_map = dict(zip(rating_names, rating_index))\n",
    "mpaa = df['MPAA'].apply(lambda x: rating_map[x])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create a scatter plot with the following few lines of code, where the MPAA ratings are show on the x-axis, the body counts per minute on the y-axis and the circle sizes are determined by the total body counts of the movies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de8368190>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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eHTlCQAUAAABqAwEVEWvbNmnfvtCuvnv8uKNNm9gvFQAAAKgNBFRE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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de819ec50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 10))\n",
    "ax.scatter(mpaa, df['Body count/min'], s=df['Body count'], alpha=.5)\n",
    "ax.set_title('Body counts and MPAA ratings')\n",
    "ax.set_xlabel('MPAA Rating')\n",
    "ax.set_xticks(rating_index)\n",
    "ax.set_xticklabels(rating_names)\n",
    "ax.set_ylabel('Body count per minute')\n",
    "plt.annotate(chartinfo, xy=(0, -1.12), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the things this diagram shows is that the film with highest body count and also a pretty high body count/min is rated PG-13. Looking back at the film rankings above, we know that it is **Lord of the Rings: Return of the King**, but wouldn't it be nice to have labels for at least some of the circles? Yes, so annotating graphs will be demonstrated in the next scatter plot, which shows body counts and IMDB ratings.\n",
    "\n",
    "To not mess up the graph, only the 3 movies with the highest body count will be labeled. They go into a list of lists called `annotations`, where the inner lists are made up of the label text and the x and the y positions of the labels. Then after setting up the basic plot the annotations are added to it in a loop. The label positions can be adjusted with the `xytext`, `textcoords`, `ha`, and `va` arguments to the `annotate` method. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Annotation at 0x7f8de81e6fd0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ERERExOW5ObsCIiIiIiIVxTTNAv9vGIazqiMiZaDwKiIiIiJVSk6Onf37TY4e\nNTh+HFJSDBo1gn37oEYNk5AQk5gYk+rVLQqyIpWIwquIiIiIVAk5OSbbt9vZuNFCUpIV0/w7mNas\nmcPevVb27s393cvLpEkTG1dfbScsTCFWpDJQeBURERGRSs00TY4ft7N0qYUdO9yASwfR9HSDdevc\n2L7dpEuXHJo3t+DmpgAr4soUXkVERESk0jJNk6QkOzNnWjl1quRzkaalGcTHu5GcbKNLF3B3V4AV\ncVWabVhEREREKq2jR0sfXP9msGaNleXL7fkmeBIR16LwKiIiIiKVUna2ydKlljIG1zwGq1a5sXu3\nAqyIq1J4FREREZFKxzRNtm61s2tX+X2ctdsNFi+2kpam8CriihReRURERKTSyc422bDBSnEmZyqJ\nY8csjhmJRcS1KLyKiIiISKXz118mhw9XzORK27YZ2O3qfRVxNQqvIiIiIlLpHDliUN69rnkSEy2c\nPq3wKuJqFF5FREREpFLJXde1ZMH1r7+Kv0JkVhYkJyu8irgahVcRERERqVRKE14PH7aWYG+Ds2e1\n3quIq1F4FREREZFKx2ar2PK1Wo6I61F4FREREZFKxTAMqlWr2HO4FX+UsYhcJgqvIiIiIlLpRETY\nK6xswzAJDFTXq4irUXgVERERkUrFMAxCQiqufB8fk+BgPfMq4moUXkVERESk0omJMXFzq5je0auu\nsuPlpfAq4moUXkVERESk0gkPt9CwYfkPHTYMk4YNTQxD4VXE1bh0eN20aROenp75fsaMGePsaomI\niIiIkxmGQatWdtzdy7f3tVkzGzExLv0RWeSK5dLzqNntdry8vJg7d67jtZo1azqxRiIiIiLiKmJi\nLHTsmMOiRW5A2XtK/f3tdOhgYrUqvIq4IpcOr2fPniU4OJjrrrvO2VURERERERdjGAbXXGNw4oSN\nLVvK9rHW09OkZ08bQUEKriKuyqX/Oo8cOYKvry/JycnOroqIiIiIuKBq1SzcdBO0apWDYZRuCLGv\nr52+fXOoV8+iZ11FXJjL97wmJycTFRVFSEgII0aM4Pnnny9038zMzMtcO8mTlZXl7Cpc8dQGrkHt\n4HxqA9egdnC+K60NrFbo0sUkPNxg8WI3zpwpXv+MYZg0aWKjfXs71aubZGWVX3C90trAVakdnM/T\n07PcyjKysrJcfgXmtLQ0vvvuO/7973/zyiuv8NBDDxXYR+HVefL+UfDw8HByTa5cagPXoHZwPrWB\na1A7ON8o7CIWAAAgAElEQVSV2gamaXL6NOzbZ2HzZgvHj1uw2S4MpCbVqkHDhjYaNrQTG2titZZ/\nb+uV2gauRu3gfFdceM0zYsQI9u3bx8KFC51dFTlP3hcH5fnGlJJRG7gGtYPzqQ1cg9rB+a70NjBN\nk5wck+Rkk5QUg7NnwTTB3R2qVzcJDjbw8zMqdIjwld4GrkLtULW49LDhC1mtVuz28l/PS0RERESq\nDsMwcHc3CA+H8HBn10ZEyotLh9cXX3yRJk2aEBAQwNq1a5k6dSrjxo1zdrVERERERETkMnPZ8JqT\nk8PWrVv58MMPSU1NJTY2lrFjxxb6vKuIiIiIiIhUbS4bXt3c3Pjuu++cXQ0RERERERFxAS69zquI\niIiIiIgIKLyKiIiIiIhIJaDwKiIiIiIiIi5P4VVERERERERcnsKriIiIiIiIuDyFVxEREREREXF5\nCq8iIiIiIiLi8hReRURERERExOUpvIqIiIiIiIjLU3gVERERERERl+fm7AqIiIiIuCLTNDHNbCAT\nMJ1dnRIxzSwA7PZMJ9fE2dwADwzDimEYzq6MiJSRwquIiIjIeez208A+DGMfFksihmGjsoVXDw8b\nAFar1ck1cS7TtADVsNsbYLfXwmKpi2Fo4KFIZaXwKiIiIvJ/7PZkLJbZWCyJzq5KmeQGbjCMKzu8\n5na2pmGxrMY015CT0wWLpZ0CrEglpb9cEREREcBut2EYP1f64CqFMwwTN7fF2O1bnF0VESklhVcR\nERERwDQPYrHsd3Y1pAIZhonFsgPTrFzDwEUkl8KriIiICGAYiRiG3dnVkApmsSRgt59wdjVEpBQU\nXkVEROSKl9sTd8bZ1ZDLwDCygbPOroaIlIImbBIREREBIMfZFSjg4MFUoqL8nV2NKqjotjZNE7v9\nFIZxCMgAbKU6g2HknsNu18dtZ1I7OIsBuGOawVgskYClXJarUiuKiIiIlEFSUipt2nzC+vX3ERnp\nV27lfvvtdp5+ehF7944qtzJLIiUlnfvv/4klSxJwd7eydu1wYmICnFKXy8VmO47FshI3t10YRtnW\nyM2b8flKX67I2dQOzmWaFuz2SOz2tlgsV5U5wGrYsIiIiMgl1K37Lt9+u93x+1dfbSUs7A127jxB\ndLQ/iYkPl2twBXD2nEKvv76agwfP8Ntvw1m5cijR0fl7gC+8JwCvvrqSbt2+vJzVLDc22wms1llY\nrVvKHFxFJJdh2LFak3Bzm4Xdvr3Mk6Wp51VERETkEgwDR4/B3Ll7GT16HvHxA2nYMAQAq7Xq9Qds\n3nyUPn3qU69eUKHbz78nlZ1pmhjG71gsh51dFZEqyTBysFp/xW6vg2F4l7qcqvcvrYiIiEgFWbp0\nP/fe+yPffHM7bdpEAXDkyFnc3V/mwIHTANx99w/Exr6Dj89YYmPfYfr0bY7jMzNzeOyxX6lR4w0C\nAl6lUaOJfPPN372XL7+8nLCwNwgPf5M331yT79xbtx6jXbsp+PiMpVWrj1m9Osmx7fHHf6V27Qn4\n+Y2jfv33GD9+FZ07f4Gf3ziuumoi69YdKvR6LlZmeno2L7ywBHf3l/HzG1es+3NhmN227Rhdu35B\nUNBrdOr0Gbt3Jzu23XLLNAIDxxMV9RaPPfYrAJMnb6Rly0mOfTIycvDxGcv27ccxTZOXXlpGbOw7\n1Kz5Ni+9tMyx3xtvrCYu7j0CAl4lOPg1/vvfhSXq4THNDCyWHcXeX0RKzjDOYJoHylSGwquIiIhI\nMSxffoD+/b/js89upWvX2kXut3btQZ54oh0JCf/m6ac7MHz4HI4cyZ3d9qmnFrFkSQLz5g1i27aR\nBAd7OwLdZ59t4sMPN/D117ezfPlQWrQIc5R59mwWt9wyjRtvrM327Q8yeHBTevaczokTaQD8/vsR\n7ryzMX/+OYoRI1rx/PNL+ec/W7Ft20jato1i1KhfCtTzUmUahsGzz3bk6NHHOHDg4UKv9cKAeP7v\n6enZ3HrrN7RtG82GDffRuHEoQ4fOdmx/5ZUubN8+kg8/7Mn7769j/vx99OpVnz/+OEFKSjoAK1cm\nEhXlR+PGoXz00UamTNnEjBl3MH16P959dx1z5+4FYPv241x7bRR//jmKmTMH8PHHG5k5c2eRbVTw\nOo5hGKeKvb+IlFzuaI2yjW5QeBURERG5BNOEL77YQmCgJ02ahF5y/xo1fAgN9eGBB1rh7+/JunWH\nME2TyZN/Z9y4blx9dTg1awbg7+/pOOarr7bxz39eQ5cutYiLC8oXkOPj91CtmpUXX7yeWrUCeeSR\nttSvH5yv1zY42IvQUB/++c9rAGjYMITY2ED+8Y8WbNlytEAdi1Omt7c7QUFeVK/uVeg9uf/+nwgJ\ned3x8/LLy8nrfJ03bx8ZGTm8/HIXateuzosvXs+6dQc5fvwcAC1bRhAV5U/v3vVp0SKcHTtOEB7u\nS4sW4fz88x4Afv55L7161Qdg0qQNPP54O9q0iaJDhxgGDGhEfPweR30CAjwJDvamU6dYbrihNitX\nJlF8WThrBHRi4unLcp5jx86RlpZ9Wc4lFe/kyXROn85wdjVKoWzPkyu8ioiIiFyCYcCECd1p2zaa\nDh0+Y9++lGIfGxzsxenTGRw9eo709GwaNgwudL+jR88SE1P4sjgHDpymVq3AfK/VrRvI/v0Fg4+3\ntzseHlbOnMkCoHp1L7KzbWRn51/ypSRlFsYwYOzYbmzceD8bN97Phg338a9/tXFMNHXkyDmSk9Op\nUeMNQkJep1GjDzAMg0OHznLuXBYjR8ZTr9671KkzgT17ksnKyq1f795xzJq1C4Aff9xJz55xjvKe\nfnqRIyh/9tlmDh8ufL3WkBDvEn6wL91yOGX1228HqVPn3RIfl5KSzu23zyA4+DXCw990DFnPk5Vl\nK9ArHhX1Ftu2HStTfS8mKSmVyMi3OHSo8qyXXNh9cobMzByGD5/t+FtZtSox33abzU5Ojj3fa9dc\nM5l58/ZVaJ1q1XqH9esLf+Sg9DRhk4iIiEiF8/Jy54svbuPBB+O58caprFo1jPBw30seZxi5vZR+\nfh5YLAYJCaepWbPgkjMxMQHs3l14KK5Z05+EhPzDWvfuPUn79jFFnNNwfCjP61G88DN6TExAicos\nTGiod77lcwID/+5JjoryIyLCl6VL7813TESEL2PHrmTNmiS++eYO/P09GTToB8f2u+5qzKuvruLX\nX/8kK8tO1661AIiO9uPuu5vSr19Dx77e3u75rvHv6y84pLks6tZ9l7FjuzJgQONyKxNKX8fzZ4I2\nDPLNBJ2YeJq4uPc5cOBhatTwKa+qAtC+/RTWrTuE1WoQHu5L1661ePHF64mO9nfMun25Jy8bOPAH\nxxDxGjV8aNs2ihde6EzjxhcfIVGR96mkPv98M0uX7mfBgsEEBlYjJCT/hEZ+fq+yZMkQx3P2UD4T\npnXt+gU331yPJ55oB8CiRX9xxx3fMWvWADp1imXfvlEuNxmda9VGRERExMVNnNiDFi3C6ddvRoHe\nzIvx8fHgttsa8uyzi9m58wTr1h3ir79OOrYPH341EyeuZ9asnRw6dCZfD1bPnnFkZtp4/vkl/PXX\nSd58cw1796bQv/9Vjn1KmoMqoszzdetWG5vNZMqUTdhsub1GaWnZuLtbycqyUa2aOwEBngQGeuLm\n9vcanHXrBtG6dST33TeHe+9t5viAPnhwMz755HcOHDiNu7uFlJR0fHzcC61neXemudrMyufPBF23\nbhAWy991s9lMbDZ7ocG4rPfl6NGzTJx4CwcOPMzMmQM4dy73ueY8zgg6x46d44kn2pGUNJpffrmb\n8HBfunf/ioyMnIsed7H7dLlt2nSUbt1q06xZGDExAY4vZfJkZ9sKbbuy1t0wDMcXPxs3Huauu37g\n889vpVOnWMA1Z1F3vRqJiIiIuDDDMPjss1s5duwsr7yyokTB5t13byY01Jt27aYwePBMUlOzHM+9\n9u3bkPHju/Hss4uJi3uP115bzXXXRQPg5+fJzz/fzcKFf9GkyYd89dVWfvppIKGhf/cYXawKhdXP\n19eDn366q9RlFnWevGO8vd2ZN28QS5bsp2nTj7jmmslMmbIZgNGjryUkxItWrT6mVq0JHDlyhqio\nv9fJfeCBlhw9eo4RI1o6Xhs1qjUDBzbhrrt+IC7ufQYNmukI+Be2weUKm3a7yZgxSwkLe4Pg4Nd4\n9NH5juHPu3cnc/31X1Cjxhv4+7/KV19tBXJnVK5Z821CQl53zLJcmLLOBB0d/Tbu7i/z3/8udLw2\nePBMfH1zZ6ResOBPx+spKence+8sQkNfp1GjicyZs7vIegUEVCM01IcWLcIZM6YzW7Yc5dSpjHKb\ndXvNmiRatfoYH5+x1K37Lvv2pZCZmUNs7Dv8+OOuQuvk5+dBSIg3jRqF8uqr3Th69Cw7d54AcofH\n9+07g6Cg17jmmo9Zsyb/s9Dn36eEhFO4u7/MsWO5z2VfeE0jR8ZTu/YEfHzG0rv31wB06vQZ0dFv\n4+09lgYN3mfhwr8KreOBA6fp0WMavr7jaNjw/Xz3OCMjh08/3YS7+8t4eLziOP/5OnSYgrv7y9x1\n1/dA7hcRTz21CD+/ccTEvMO0aVsd+6anZzN69DwiIt6kXr13mTx5Y1HNCcAffxynd++veeutm+jd\nu77jdR+fsSxbth+Axx7LndHc13ccERH5Z0M3TZNx41YSHf22Y8bzd9757aLnLC0NGxYRERG5hL17\nR+X73d/fM99rWVnPFLnvtm0POv7/zJlMXn/9RqpVc+OPP44zcOAPjoAKMGzY1QwbdnWhdWjatAYr\nV/6j0G0LF96T7/fTp//j+P8mTWrkq19py7zQhdcJ8MQT7RxDEAGuuiqExYuHFNgvJMSbn34aWGTZ\nAwY0LjBE1zAMnn66A08/3aHA/p980iff7++/3+OidS8vb721hmnTtjJ79l1Uq+bGP/7xIy+8sJSx\nY7ty+PBZNm48wubND+DhYcXHx53FixN4/PEFfPZZH5o3D2PKlM2sXXuwQLl5M0EPH96CadP6MnPm\nTnr2nM7u3Q8REuLtmAl61Kg2RX7BsHXrSGrU8MnXi/fCC53o2rU2H364gXvumcX+/Q/j4WHloYfm\ncupUBqtWDWPZsv0MHjyTP/8cRXBwwfU483r7UlMz+eyzzURG+hEQ4FmgpzNv1u0BAxrxww87GT58\nDl261CI83JennlrE0qX7mTdvECEhXtx990zHrNuPPDKf9u1rMnPmAA4fPkt0tD9Wq4UGDYIJCio4\ncVhunXL/m56ezeTJv+Pt7U5sbACmaTJ48Czq1w9m/fr7mDp1K3fd9T379v393j3/PuXNCl6UBQv+\n5F//as3ddzdxXO/q1Un88MMAWreOZOLE9QwePNNxX/PY7SZ9+35Lq1YRbN36AKtWJTFw4A+sXTuc\nRo1CMQy4997mjB9/A0Ch1/nzz3fTqlUEnp655RoG3HdfS4YMacacObu5776f6Nq1NuHhvrz44jJW\nrkxkwYJ7+PPPk9x11/e0a1eTRo0KDqXeufME7767jjFjOjNoUNN8287/AmjTptwZzR9//DpWr07i\njjtm0LlzLK1aRTBhwlo++mgD06b1pW7d6jz66K+FThJXHtTzKiIiIgJAxffUTZmymWuv/YR69d5j\n1KhfeOWVLvmeY5PLpXza+tNPN/Hssx259toomjcP4+WXuzJlyqa/z2IY1KsXRExMAMHB3kybtpU7\n72zEbbc1pHbt6vToUa/Qcss6EzTkBqCgIC+qVfu7r6p+/WAiI/34z3+u48SJNHbtSiYlJZ3vv9/B\n66/fSFxcEMOHX01sbACLFiUUKDNvhunAwPEEB79GfPwevvuuf5G93KWZdTswsBrJyWlUr16Na6+N\nwtPTDTc3C/PnD6Zjx4LPY+et/1u9+ngCAsbz5ptr+Prr26le3YtNm46yfv1h3nzzRurUqc4zz3Tg\n9OlMNm48ctH7dDExMQFERPhRu3Z1x2thYT6Eh/vmu6/nW7v2ILt3JzNhws3Url2dQYOa0qtXnGMk\ngmmCp6fVUZfCBAR4EhTkhY+Ph+O1unWrExnpV+j9HTMm97nf3r3r07Vr7Xwzc59/777/ficZGTlc\ne+2l/x0KDvYiJMTbMUN43miASZM28swzHejUKZaoKH9CQgq/hvKgnlcRERG54uVOcORx6R3L6OWX\nu/Dyy10q/DxStNxeOvdL7VYsiYmp+UJMnTqBJCence5cVqH7HzlyrlghoawzQV+Kn58nHh5WTp3K\nwM3NgmmadO78uWP7uXNZhc7knDfDdO/ecTz77GL27j1J69aRxTpncWfd/vTT3vz3vwupXftdhg5t\nziuvdMHTs+jIYhgGo0a14cEHW/Hhhxv49ts/uP763Gc2jxw5i2lCXNxEx/5padkcPnyG0NCCvcp/\nT25WumdJz7+v50tMTCU83DdfQK5duzp//nnywiJKLe/+ZmbaOH06g3vumeV4FjotLZu4uKACxxiG\nwZNPticlJZ3rr/+CuXPvLtb7M+98ede5f/9pGjQIKbdruRiFVxEREREALr1+q1R+pumHYZTPB+2a\nNf3Zty/F0SO4d+/JAr1j54uNDWDPnuRCt52vLDNB5wWkS00mljcjdd6zxnPm3JXvuePq1asVelxo\nqDc1awbw1lvdadLkQ6ZM2cQ//tHikvUq7qzbERF+fPHFbezff4qePacTGurNf//bvtAy80Jm9erV\nqFkzgDFjOjN79m7GjVvJiy9eT1SUH+7uFlatGkq1an9/YREa6s3p07nrjZ5/n/J6sY8ePUdY2KVn\nEi/8Oo0C4Tc62p8jR86Snp6Nl1duPfbtSynwBUVRPD3dyM62X3SfvPtbrZob1at7MXHiLflGdfj5\nFf6etFoNxo+/gcDAavTsOZ2lS++95EzNuef7+zoDA6uxf/8px99BRc6BpWHDIiIiIoBpxlyW3ldx\nLru9IYZRsNftUpKT00lKSnX8ZGTkMGxYC8aOXclvvx1k06YjPPfc4iKfWQYYOrQ533+/k88+28TB\ng6kkJqYWul9ZZoIODfUmIKAaM2bsYP/+U/zxx/GLXpe/vyd9+jTg9ddXc+ZMFm5uFk6cSMPPz/Oi\nxwUFeTFmTCeef34JaWnZF933fJeadXvx4gQOHDiN3W4SFOTFyZMZ2O0mN900leXLD+QrKy885d0L\nd3crr79+I2+99RsHD6bSrFkYjRqF8uabv5GRkYPFYnDqVAZeXu6F3id/f0+aNw/jrbfWkJh4utzW\nrL322ijq1w/m4YfnsW9fClOnbuHnn/dy773Ni3V8XFwQM2fuJDHxNJs2Hbnk/oMHN2XChLUcP56G\nm5uFI0fOFjm8PO/ePf10BwYNakK/ft8W6DnO3c/M9547P6DffXcTxo1bycaNh9m69RhbthyrsAnT\nFF5FREREAIulOjk57TBN11kSRcqX3e6PaTYt1QfrUaPmUrv2BMfPnDm7eeSRttx9dxP69Pmabt2+\npGvX2rz4YmfHMRee5pprIpk+vR/vvbeOhg0n8q9/zaVDh4K9qb6+HqWeXdpqtfDOO9156601tGgx\niY8/vvhMswCffNIbPz8POnb8jEaNPuCRR+YX654MH341Xl5ujud8y2PW7TfeWE3jxh/QsuXH+Pl5\n8sgj15KVZWP37tzncwtz/mm7d69Ly5bhvP32WgC+//4ODh8+wzXXTKZ5848YP34VUPR9+vTTPuzY\nkUyjRh/QvftXtGoV6ViSqbQsFoOZMweQlJRK8+aTeOWVFUyf3s/Rw3mp2bFfe+0GZs/eRZMmH/LK\nKysueb6xY7tyzTWR9OgxjQYN3mfkyHjOnMksdN/zT/vGGzcRFOTFI4/MK2Q/I9++59f3hRc6cd11\n0XTv/hW9e0/n6NGz+Z5jLk9GVlaW8xc3kkotMzP3j8HTs2LepHJpagPXoHZwPrWBa6jM7WCaNuz2\n1bi5rcIwCvY+VBY2W+5QSKvVetH97HY7FkvV78swTQPTrIHNdgsWS80CQcFm24m7+7fles7itsGV\naN++FKxWS75Zt+fMuavEk5cV5/2rdqh4eSMR/Pw8SEg4zZAhs3jllS7ccUejAvvm5LTGYrml1OfS\nM68iIiIi/8cwrFgs7bHZmgIHgBNANnDx581cTd4HdtO8+Ad2m82O1VqVw6sV8MY0IzGMaCwWt8uy\n/qtc3JQpm/n4442cO5dNbGyAZt2u5ObM2c3LLy/n1KkMIiP9GDq0eaHBtTyo51XKrDJ/w15VqA1c\ng9rB+dQGrkHt4HzFbYPs7Gzc3BTobLY9uLtPL+cy1eNX0dTzWvnk5LTFYrmp1MdX5a/aRERERESK\nwRvT1MdikYpXtjVg9VcqIiIiIlc0wwjDNMOdXQ2RKi332fPoMpWh8CoiIiIiVzTDsGKzXVWh61OK\nXOlMMwzDUHgVERERESm13GVAWmKzNVeAFakAdnsgNlsPDKNs8wVrtmERERERueJZLF7Y7TeRkxOB\nxbIbiyURyC5yPVURubjcYcJB2O0NMc1GWCzhZZ4cTuFVRERERITcAAttMM1ryMlJATIAW6nKys7O\nAcDdXR+3K4Jpgt1uu+QswmoHZzEADwyjOobhgcVSPt8CqRVFRERERM5jGBas1pAylZGTk7tckdWq\nJaMqgmmamGYOVqv7RfdTO1QteuZVREREREREXJ7Cq4iIiIiIiLg8hVcRERGRK1DusMu/f0REXJ2e\neRURERG5ApimyblzJgcOwIkTkJxsEBUFCQng62sSEmISFmYSHW3BatUUuyLiehReRURERKow0zQ5\nedLO5s0GmzdbSE39e+BdtWo29u2zkp2dG1YtFpOYGDstWtho1MiCm5tCbEW6sMe7rMuIiFR1Cq8i\nIiIiVZTdbrJ9u52FC635QmvR+xskJFhJSLCwZ4+djh1thIZaFKrKkWmaHD1q5+hRg+RkOHMmd9kX\nDw8ICsrtAY+ONvD0NHTfRS6g8CoiIiJSBdlsJmvW2Fm2zA3TLGkIMti+3UpiokHfvjZiYhRgy8o0\nTfbutbNtm4WdO90cvd2F7EloqEmLFjaaNDHw9VWIFcmj8CoiIiJSxZimydq1FpYtcwNKH3xSUy3M\nnAn9+9uIirKWXwWvMKdP21m9Gtavd8Nuv1R7GBw/bvDrrxa2bLHTtauNevX05UHeEOvUVJPkZJPs\nbBMfH5O0NBuBgRAUZGC1KuhXdQqvIiIiIlVMQoJR5uCaJzXVwqJFJv3726lWTQtVlNTx4zbmzLGS\nlFTye3f0qIVvvzXo3j2HVq2uzABrmibHjtnZs8dg1y6D5GQrGRng6QmNG2ezcaM7bm4m/v4mtWvb\nqV/fTq1aBm5uCrJVkcKriIiISBWSlmZn8WIrNpuBtZw6S//6y8Lvv+fQtq2pQFACqakms2dbOXiw\n9KHfZjP45Rc3rNYcWrS4cgKsaZqcOGFnzRqDbdsKG2b992RXOTkGKSkGKSkWNm40iYqy066dnQYN\n9GVLVaMWFREREalC9uyBI0fK+yOewdq1VtLStB5scdntJqtXly24/l2Wwa+/unH4sL0caub6bDaT\nLVvsfPmlld9/v9jzwQWZpkFSkpXvvnPjl19MzpzRe7YqUXgVERERqSLsdpNt2wzKY7jwhU6fNti3\nr9yLrbL27jX4/ffye044I8Ng2TILNlvVDmM5OSZLl9qZPduNs2dLH1XsdoN169yYNcuNlJRyrKA4\nlcKriIiISBVx8qSdAwcq6uOdQVJSwbVJpSC73WTzZmsxJmcqmT17LCQkVN3eV7vdZMUKOytWlGaG\n7MIlJlqZM8fKyZNV975dSRReRURERKqI5GRKNMTy+HELNlvxy09Ksii8FkNSkp19+8r/Y7Zp5k5a\nVBXbwDRNduyws3x5+Uw0dr6DB60sXUqV77W+Eii8ioiIiFQRqakl+9CfkFCcpVv+duqUwblzJa3V\nlefIEaPce13z7NtnISen6oWwkydNFi60lluP64W2brWyfbu9Sgb/K4nCq4iIiEgVUZJe1NIwzYo/\nR2WXO0tuxZWfmmqQnFy1AphpmmzYAKdOVVw0MU2DJUusnDtXte7dlUbhVURERKSKcKvgRRAtFspt\n+Z2qLDm54pazsdkMzpypsOKd4vTp3GeEK9qpUxb27lV4rcwUXkVERESqCH//iv1gHhho4ut7Zawz\nWhaXowe8Ktm7F9LSLs/7autWC3Z7FbuBVxCFVxEREZEqIjgY3N0r7oN5VJRmbC0OT8+KLN2s8B72\ny8k0TRITL98XIklJFlJS9D6urBReRURERKqIwEALtWpV1Adzk5o1wTDU83opNWpU3BcIHh4QGFhh\nxV92OTkmSUmX7z2VnW2QnHzZTiflTOFVREREpIqwWAyaNDGB8g9PQUEmdeuWe7FVjmEYBAdXXPnB\nwSaBgVXnC4RTp8wSz5INkJkJO3a4l+qcJ09Wnft3pVF4FREREalC6tWD6Ojy7n01adPGhpeXPvQX\nR0yMSbVqFdMD3qiRvUr1fmdmlvYZYYP09NLdh6ysUh0mLkDhVURERKQK8fKy0LlzDm5u5df7Ghdn\np0ULo0qFpopUvbqFpk3LP7y6u5vExZlqB7liKbyKiIiIVDExMdC1aw6GUfYAW726nS5d7Hh46GNj\ncRmGQfPmdry9yzfAtm1rIzS0arWDu/vlX37JvXSjjcUFVK13v4iIiIhgGAYtW9rp1i0Hi6X0ATYo\nyE7fvjbCwvSRsaRCQ02uv95GeT1/HBFhp02bqjdhVvXqBr6+l3fpmqAgLZVTWVWhibZFREREJI/F\nYnDddRaCgnJYsMBKSkrxA6hhmDRvbqN9e5OgIEuVC0yXg2EYNG1q59QpG7/9ZgVKfw/9/e306GHD\nx+cyd1FeBu7uBtHRJqdPX57zubmZBAVdnnNJ+VN4FREREamiDMOgQQMLERF2tm2zs2mTheRkg6KC\nlNVqEhdnp2lTO/XrW7Ba1eNaFlarQZcuBu7uOaxa5YbdXvIAW6OGnd69bURGVs22MAyD6Gg727df\nnswUexAAACAASURBVPNFRNgJCqqa9/JKoPAqIiIiUoUZhkFAgEG7diYtW9pJTDRJSTFISYGMDAOL\nxcTPD4KDc9cnjYiwYBhVr4fPWTw8DLp0sRAVlcOiRVaOHy9ecLJac2d4btsWfH2rdu93XJzJkiUm\nmZkVf43Nmpn6UqYSU3gVERERuQIYhoGXl0H9+rm/m2bec3+GY7tUDMMwqF/fQnS0nT17bGzbZuHg\nQQuZmXB+L3juFwnm//V8m0RFVe3Qmqd6dQvNmtlYt65io4mvr5169Sr0FFLBFF5F5P+zd+fRcVRn\n2sCfW9VSa7EWS7JWW7Ysyass2eAYA8bYOCbsOAwZsgwQ8oVJyB+ZnCyHrJNkEpJhyDAJORkyh5BJ\nQgZIQsxuNjvEmB1jLO+SLNmWLVvWvqu7VXXf749G3rS1qqvdLen5neMDUnWXbvfbSz11b91LRERT\n0FQIRbFEKYXkZIWlS4GKCkFnp43WVkFvr4JIcAbc6dMFmZkKcXEKSk2d3kGlFJYv19i/X6OnJ1KP\nW3D55TZSU6fO8zoZTZjqff3rX4fX60V9fX20m0JERERE5JhSCunpBoqLTZSXG6ioMLBokYG8PBPx\n8VOjt/VcWVkG1q1zb3bmcy1cqFFePjWf28lkQoTXn//859i4cSNfbEREREREk5BSCmVlBi66yP0A\nO2OGjTVrNOLimCUmupgPr9u2bcMDDzyAP/7xj2dcm0FERERERJOJaSqsWQOsWOFegM3OtnHjjTZm\nzOAkZJNBTF/z2tXVhTvuuAMPP/ww8vPzo90cIiIiIiKKIK/XwLp1gunTLWzd6oHP56y3VCnBkiU2\nLrrIQkYGe1wni5gOr9/97ndx1VVXYe3atTh8+HC0m0NERERERBEWF6ewYoWBWbMsvP66gepqYxxr\n5AoyMgSXXWajrMyAZTG4TiYxG16rqqrwpz/9Cbt27YJlWbBtGwBgWdawt/cH5xqnKAgEAtFuwpTH\nGsQG1iH6WIPYwDpEH2sQfaxB+DIzgeuvF5w4AVRXm6iqUujqGhpIlRIkJQGFhRoLFtgoKhJ4vYBl\nKdYhBni9Xtf2FbPh9YknnkBHRwcKCwvP+v3ChQuxefNmXHbZZVFqGRERERERnQ+GoVBQAOTn21i9\nGmhvV2hvB3w+QATweIC0NCAjQ5CQMLgEFHtbJysVCARichakEydOoLGx8dTPx48fx0033YQnn3wS\nq1evxrRp06LYOjrTYK+3m2dVaHxYg9jAOkQfaxAbWIfoYw2ijzWIDazD5BKzPa95eXnIy8s79fP0\n6dMBAGVlZQyuREREREREU0zML5VzJq7zSkRERERENDXFbM/ruebMmQOfzxftZhAREREREVEUTKie\nVyIiIiIiIpqaGF6JiIiIiIgo5jG8EhERERERUcxjeCUiIiIiIqKYx/BKREREREREMY/hlYiIiIiI\niGIewysRERERERHFPIZXIiIiIiIiinkMr0RERERERBTzGF6JiIiIiIgo5jG8EhERERERUcxjeCUi\nIiIiIqKYx/BKREREREREMY/hlYiIiIiIiGKeJ9oNICIiIiKKBBEBAGgtEAEMA1BKQSkV5ZYRkRMM\nr0REREQ0aYgIAgHBoUOC48cVTpxQaG42IAIkJAAzZ2pkZwvmzBFkZxsMskQTCMMrEREREU0KAwOC\n3bs13n3XRFOTAnB2MO3uBpqbg1fNxcUJFi+2sWKFRk4OQyzRRMDwSkREREQTXnOzjb//3cD+/R6c\nG1qHMzCgsHOnB9XVgrVrLSxbZsAwGGCJYhnDKxERERFNaI2NNp580jzVqzoefX0KmzZ50NtrYdUq\nBliiWMbZhomIiIhowuru1nj2WWfBdZCIwtatHnzwgT41yRMRxR6GVyIiIiKakEQEb78NnDgR/iGt\niMKWLR40NmoXWkZEkcDwSkREREQTUn19cHImt/h8Cu+8Y7D3lShGMbwSERER0YQjIjhwQMG23b1G\ndd8+g72vRDGK4ZWIiIiIJpy+PsGePe4fylqWwqFDnLSJKBZxtmEiIiKiKUJEoLWgvV3Q3h5cLkYp\nIClJkJWlkJSkJsx6py0tgt7eyLT15EkFEZkwzwXRVMHwSkRERDTJiQhaWjSqqxX27DHQ1qYwMHBm\nMBMkJQnmzBEsXKhRXAwkJMT2AL22NoVQ1nN1oqFBwbY1PB6GV6JYwvBKRERENIn5fBo7dgi2bfPA\n7x8pjCn09Sns2wfs2ycoKBBccYWNOXOMmO19DAQit2+/HxgYADw8UiaKKbF9So2IiIiIHGtttfHX\nvyps3jxacD2XQkODgcce8+CttzRsOzZn3jUieBSrVGT3T0TO8HwSERER0STU0SF47jkTDQ3OUphl\nBdc9tW0Ll15qwDBiqwd22rTI7TstTRAfH1uPl4jY80pEREQ06di24O9/dx5cB4kobN3qwYEDOubW\nPp0+XWCakWnTzJmx9ViJKIjhlYiIiGgSERHs22dg3z7Tlf1prbBli4mOjtgKdFlZCrm5kWiTID8f\nMXutL9FUxvBKRERENIn4fII33zTg5ky87e0G9u5FTPW+mqZCebnt+n7T0wXFxa7vlohcwPBKRERE\nNInU1gKtre4f4u3cacDni53wqpTCvHkKGRnaxb0KLrrIRmIie12JYhHDKxEREdEkISI4cgSIxPqn\nbW0KDQ2xE14BIDVVYd06G4YxersGBgSBgIw5c/LcuRoVFYpDholiFGcbJiIiIpokRARHjxoAIhEy\nFdraYivUKaUwf76BSy+1sG2bB4Oh3bIEHR1AezvQ1aXg9yuIKJimICUFSEkRZGQA06adfjzp6RpX\nXKGRkODOtcJE5D6GVyIiIqJJorsb6OxUiEx4BTo7I7LbsBiGwmWXGRCx8MYbHjQ3A4cPK/T2Dg3a\nlqXg9wMtLQr19UBOjsasWUB+vsaGDRp5eRyUSBTL+A4lIiIimiRsW6DdvAT0HJYVuX2Hw+NRWLkS\nWLRoAC0tMmxwPZdtA42NCl6vjbVrLeTnc7gwUawLK7weOHAAX/nKV7Bq1SosWrQIb7zxBgCgqakJ\n9fX1rjSQiIiIiEJjmgpGBLsmzBgdURsIaGzZorB3rwcrVgjWrx/A7Nl6hHVgBcnJgo98xMK111rw\nek08/3w8Dh2SmJpNmYiGcjxseNu2bbj22muhtUZJSQlqa2vR19cHAPjJT36CPXv2YPPmza41lIiI\niIhGN20akJoq+PCQzHVpaZHZbzhEBDt2CD74IHjNa1cXAAgWLxYsXarh8wkCAUAkGL4TE4NDjXt7\nDXR1ne5p3bTJxD/9k8b06ex9JYpVjs/Nfetb30JBQQH27t2LF1988axt8+bNQ1VVVdiNIyIiIqLQ\nGYbCzJmRGjcsyMyMvZ7J48c1tm49PVlTUDCcdnSY8Pk80NoDEQ8sy4Pubg86O01Y1tkhtb3dwFtv\nxdZatkR0NsfhddeuXbjzzjsxe/bsIdu01mhvbw+rYUREREQ0PkopzJ4tiMSETenpgvz82OqVFBHs\n2xecTdgNlZUmTp6M4EXDRBQWx+E1LS0Nx44dG3bb/v37kZeX57hRRERERORMcbFCerr74bWiQiMx\nMbbCa0+PYNcu9y7yHRhQqK2NrcdIRKc5frffdNNN+J//+R88/PDD8Pv9AIJnvzZt2oT/+7//w403\n3uhaI4mIiIgoNElJCitX2nCz9zU1VaOsTGJuNt7m5tBmFh6P48cVhw4TxSjHEzb96Ec/wnvvvYcv\nfelLMD+ceu7mm2+G3+/HkiVL8L3vfc+1RhIRERFRaJRSWLJEo65Oo7bWjf0J1q2zkZEReysstrcr\nnH2ta/gaGhQGBjTi42MrqBNRGOE1NTUVW7duxWOPPYZXXnkFLS0tSE9Px9q1a3HbbbchISHBzXYS\nERERUYji4hSuuMJGd7dGU1M4oVNwySU2Fi0yYq7XFQA+HPznqoEBBb8fiI93f99EFB7H4RUA4uLi\ncNttt+G2224bsq2vrw9JSUnh7J6IiIiIHMrIAG66ycbzzwNHj44/wBqGYNUqC6tWGTDN2AuuABCJ\nPK2UxOx6tkRTneNTcRdffDGee+65Ybf9y7/8CzZs2OC4UUREREQUvuxsE7fcorF6tQWPJ/TrOLOz\nNT7xCQuXX27A44nN4AoAqanu7zM9HTE3MRURBTnued2xYwdaWlqG3bZgwQL86U9/ctwoIiIiInJH\nUpKByy8XzJtnobpaYfduA52dClqfGdAE8fHAzJkaZWUapaUKSUmxOVT4TJmZAsOQcx5LeAoKNNy+\njpaI3BHWsOGRNDY2or+/PxK7JiIiIqJxUkohP99EXp7gkks0WlsF7e0KgQBgGEBSkiAzUyEtTcEw\nJs6Y2RkzDMyerXHokFttFhQVIeZDO9FUNa7w+sQTT+DAgQOnpg9/9tlnz1rr1bZtHD58GE888QQu\nueQSd1tKRERERGFRSiE+XiEvD8jLi3ZrwmeaCuXlNg4dMuBGb2l2djC8ElFsGld4feedd/DAAw+c\n+vm5554b9rrX1atX49e//nX4rSMiIiIiGsXChQr79mnU1ITX+2oYgjVrbMTHx96SQEQUpAKBQMhX\n73d3d6O1tXXE7R6PBzNmzIDX63WlcTQx+D+cp551jx7WIDawDtHHGsQG1iH6ploNjh+38dhjHvT2\nOu19FVx0kY316xUMw50hw1OtBrGKdZhcxtXzmpKSgpSUlEi1hYiIiIho3PLyDHz84xaeesqDnp7x\nhk/BBRfYuPxyuBZciSgyHE/YtG3btlG35+fno7i42OnuiYiIiIhCopRCUZGBT37SwtatBmpqQrsG\n1usVrFljYdkyxeHCRBPAuIYNn2msrverrroKTz/9tKNG0cTC4RjRxxrEBtYh+liD2MA6RN9UrkEg\noLF/v2D3bgNHjhiw7XNDrGDaNEF5ucaiRYK8vMgsCTSVaxBLWIfJxXHP60MPPTTitk2bNmHHjh1O\nd01ERERE5Eh8vIGKCqCsTNDcbKGtTaGrC9Aa8HqBjAxBVpbCtGkKSrG3lWgicRxeb7vtthG3DQwM\n4Pnnn3e6ayIiIiKisJimQm6uidzcaLeEiNwSkdNNHR0dp9aCJSIiIiIiIgqX6+G1sbERf/jDH1BS\nUuL2romIiIiIiGiKcjxseP369Wdd3C4iaG1tRVVVFSzLwsMPP+xKA4mIiIiIiIgch9fDhw9DKXVq\neLBSCqmpqbjhhhvwxS9+EZdffrlrjSQiIiIiIqKpzXF4rampcbMdRERERERERCPi/OBEREREREQU\n8xz3vALAsWPHsHHjRhw9ehSdnZ1DZhgebS1YIiIiIiIiolA5Dq9vvfUWrrnmGvT19Y14G4ZXIiIi\nIiIicoPjYcPf+c53kJSUhI0bN+LEiRPw+Xzw+/1n/SMiIiIiIiJyg+Oe1x07duDrX/86rr32Wjfb\nQ0RERERERDSE455Xy7JQUFDgZluIiIiIiIiIhuW45zUjIwO1tbWor68f8TaFhYVOd09ERERERER0\nigoEAjL2zYZau3Yt3nzzzZF3rBR8Pp/jhtHEMXh9s9frjXJLpi7WIDawDtHHGsQG1iH6WIPoYw1i\nA+swuTjuef3qV7+KtWvXjrhdKeV010RERDSF2bagvl6joUHB7we0BrxeICdHUFSkEBeneJxBRDQF\nOe55JRrEM1rRxxrEBtYh+liD2OC0Dn19GtXVgt27DRw5YkDrcwOqIDdXUF6uMX8+kJ7OEDuS8/le\nsG1BQ4NGXx+gtUJcnCAzE5g+3ZjS9eHnUWxgHSYXxz2vRERERG5pbraxaZOBI0dGOzRRaGxUaGw0\nsH27xvXX2ygsnNoBKVpEBD09goMHBbt2Gaiv90DkdB0SEgRLlthYsECjsNCAabJGRBS+kHte16xZ\ng56eHmzfvh0AMG/evBG/LEQESilUVVW511KKWTyjFX2sQWxgHaKPNYgN461Da6uNv/zFRFPT+BZB\nSEoS3HyzhdmzGWDPFcn3goigpkZj0yYTXV2j10wpweLFGuvXC1JSHC9yMSHx8yg2sA6TS8g9r7Zt\nw7btUz+PNZMwv0SIiIhoLD6fxgsvGOMOrgDQ16fwzDMmPv1pG1lZZgRaR+cSEezfr/H00x4MDIx9\nrCeisGePib4+GzfcoJGaOrUCLBG5K+Twum3btrN+3rx5s+uNOdf999+Phx9+GEePHkVBQQG+/OUv\n46677or43yUiIqLzo65OUFfnPHh2dBg4cEDj0kuFJ87Pg/p6jeeeCy24nqmuzsTmzTZuuEHg8bBO\nRORMTJ/+sm0b3/jGN/DUU0/hxhtvxFe+8pUhIZqIiIgmJhHB3r0GgPDCzM6dBvr7Of9kpIkIKisV\nfD5n9dq718Dhw9rlVhHRVBLWhE3V1dV48sknceLECfT19UHk7C+Ohx56KKzGfeMb3zj1/1dccQV+\n+9vforKyEpdddllY+yUiIqLoa2jQqK4Of+7ItjaF2lrBkiUuNIpG1NyssXev83qJKFRVKRQXs5ec\niJxx/An06KOP4nOf+9yQwHqmcMProI6ODjz22GMIBAJYt26dK/skIiKi0YkILEvQ2Choa1Po7weU\nAlJSgMxMQXZ2eBMlNTYq2LYbIUbh+HHF8BpBwUma1LiHC59r924TF11k8RplInLEcXj9yU9+gtmz\nZ+Ohhx7CsmXLMG3atIicRXvggQdO9cDed999WLhw4bC3G5xJjM6/QCAQ7SZMeaxBbGAdoo81cI/P\nJ9i3z0BlpYHGRuOsZVAAwDSBkhIbS5bYKCkRGMbp7aHWobfXrfAK9Pba8PkC7NH7kNvvBRHB0aNm\n2PXq7wcaGy2kpFgutSx28fMoNrAO0efmTM+Ow+uRI0fwgx/8AKtXr3atMcP51Kc+hfLycrzwwgv4\n5je/idzcXPzjP/5jRP8mERHRVCUiaGxU+NvfPDhyZOTrUW1boarKRHW1gaVLbaxaZSMlhcFxMuvv\nd6e+zBJE5JTj8Jqdne1mO0Y0Y8YMrFmzBmvWrEFrayt++ctfDhteuXZT9LEG0ccaxAbWIfpYA2dE\nBEeOaGzc6EFPj4IZ4sjOXbs86OqyceONgrS003NBjlWH5GQNM9Q/MobkZEFCQpwr+5pM3HoviAgS\nEuBKvbzeOHi9MT1nqKv4eRQbWIfJwXF4ve666/DnP/8ZxcXFOHTo0LATNn33u98Nu4FnSkhIGPUa\nWyIiInKus1Pw3HMmenrG38N2+LCJv/0tuBRKqHJzBaYpLgwdFuTn8/gg0lJS3HiOBYmJrBUROeM4\nvN5www349a9/jVtuuWXE24QTXrXW+MEPfoBly5YhJSUF27dvx+9//3vcc889jvdJREREwxMRvPUW\n0NbmvEds924DxcUW5s8P7fYFBQZKSzUOHAivNy8jQ1BczCHLkaSUQkmJYMcOQThLG+XlCWbOZK2I\nyBnH4fWee+7B9OnTce+99+KCCy5wfcKm7u5uVFZW4te//jV6e3tRVFSEe++9F3fddZdrf4OIiIiC\nTp7U2Lkz3GVrFLZvN1BSIjDNsY8JlFJYvFjjwIHwAlFFhUZiIgNRpBUVAdnZgqamcGplIy5u6gwZ\nJiJ3Of6Weu+99/Dtb38bt99+u5vtOSUtLQ1PP/10RPZNREREZ6urC38ZFABoaDDQ0AAUFoZ2++Ji\noKhI49AhZ72v6ekaCxcKlGIgirT4eIWlS228/LKCk5MNSUmC0lJwRmgiciysT/qcnBy32kFERERR\nIiI4edKdQCGi0Noa+uFFQoKBa67RyM7W4/5bSUmCG26wkZnJ4Ho+KKWwdKnCokXjr5VpCq6+2kJ6\nOmtFRM457nnNycnBSy+9hLi4kWf2u/XWW53unoiIiM6T4PI47oWKjg4FIPRJeTIzTfzDP9jYtElw\n5EhoPbAZGRrXX2+jsNBgT955lJBg4MorNURs7N8/8lJKZ4qLE1xzjYVFi1grIgqP4/C6cOFCPPXU\nU3jqqaeG3a6UYnglIqIJSUQwMCAIBADTBLxeBaUm93BHy3JvX3r8HXOYMcPEJz6hUV09gN27DRw5\nYkDrc59vQW6uoLxcY/58ID2dYSgaUlMNXHedxsyZFj74wERLy/DDiD0ewbx5GsuWacydy1oRUfgc\nh9f7778fx48fd7MtREREUSMiCAQEdXXAvn0KR44YsG0FwxBMny5YskRQWipIS1OT7iBcKYVp0wTt\n7e7sz+t1thRKUpKBpUuBJUsE9fUWGhoU/P5gGPZ6g5MFzZ2rEBc3+Wow0SQmGli5UrB0qUZdHXDw\nYLDHfWBAISkpuHRRaakgP9+AUu6s5UtEpAKBABfborD4/X4AXPw5mliD2MA6RJ/TGogI9u7VeP11\n88OZVIcPRklJguXLLaxcqZCQMHmu3RMRvPyy4J13wp1tOOj66/uxaBHfC9F0vj+PRIYeTk71Ewz8\nTogNrMPk4s63FBER0QQlInjvPY1XXvHAtkc/2O7rU3jtNQ/a2jSuukojKWlyBFilFAoKBMHrVMML\nHPHxgtxcV5pFE8hUD6pEdH5Mjm9dIiIiBwZ7XEMJrqcp7Nlj4tVXAduePIOX5s4FMjLCfzxLltiY\nPn3yPC9ERBQ7GF6JiGjK8vkEr71mjiO4nrZjh4kjRxzMTBSjEhMVVq+2oZTz4JmUJLjwQmEvHBER\nRYTj8FpVVYX+/n4320JERHRe1dXhw5lSx09E4cABNey1fhORUgqLFxu44ALb0f0NQ7BunYWcHJ4X\nJyKiyHD8DXPttdfi3nvvdbMtRERE501wyPDIkzOFYvduE+3tk6f31TQVrrgCWLbMwnjWafV4BOvX\nW1i6lMuhEBFR5DiesKmxsRGzZs1ysy1ERETnTX+/oL4+vF5Cv1+hqQnIyHCpUTEgMdHA1VcLCgos\nvPqqid7e0Z6j4JIoa9faXMeTiIgiznF4nTFjBpqamtxsCxER0XkzMABH17qey7ImX2DzeBSWLTNQ\nXKxRU2Pj0CHjwzVXg481JUUwa5ZGcXFwoqeEBK7jSUREkec4vBYWFuJnP/sZfve73w3ZJhKcrKGq\nqiqcthEREUWMaQKGC5dnmpM0tymlkJamsHw5cOGFgkBAo78fUAqYNg0wDMWe1gmM67IS0UTkOLx+\n6lOfwhNPPDHidn4AEhFRLEtICPYg9vc7/74yDEFy8uSYsGk0Sil4vQpeb7RbQuESEXR2CmpqBHV1\nBnp6FDweQVaWoLRUo6hIweMJvif6+wUHDwItLcGRCh4PkJkJFBcD06bx5AURnX8qEAhM/m9diii/\n3w8A8PKoJmpYg9jAOkTfeGogInjrLcHmzY7P46KoyManPx2c6IhO43sh+oargc+n8dZbgvff96Cv\nb+hrVqngNczLl1vo7FTYudNER8fQSc1SUjQqKjQqKgQZGbzWeSR8H8QG1mFy4Xz2REQ0JSmlUFoq\niI93fg53yRLN4EoTQn+/xqZNCtu2DR9cgeDyT1VVCj/5SRzef1+hq2v42bi7uw28/roHf/qTiYYG\nPWmWi6LIEZEh/4icCCu8vvrqq9iwYQNmzZqF5ORkbN68GQCwZ88e7Nixw5UGEhERRUpWloFly5yt\nazpjhkZJCYMrxT4RweuvA3v2GBhtaaj+fkFVlUJLi4G//c2DlJTR3xstLQaeespEc/PkWS6K3CMi\n6O/X2L9fY+tWwRNPAH/4A/Doo8BLLwm2b9dobrYZZGlcHI+VevLJJ/GpT30KGRkZuPDCC/Hyyy+f\nevE98sgjePPNN7Ft2zbXGkpEROQ2pRQuu0zQ3m6jujr0mZemTdO4/nobyckcwESxr7lZY/t2D8Za\n0/jECaCnJ3ibvj6F48cV0tJk1Bm129oMvP22xvXXC4cP0yl+v0ZlpeDdd020tQ3twa+tDf43Pl5Q\nVmZjxQqNGTM4BJ3G5vhb90c/+hHKy8tRVVWFhx566Kxtc+fOxcGDB8NuHBERUaQlJRm49lrBkiU2\ngLF7AGbM0PjEJ2wUFAS/QjkUjmKZiKCmRmFgYPRQ4PcLGhvPPizcu9fEtGlj96ru3WuipYW9rxR8\nvZ08aeOJJxRefNGDtrbRe/sDAYUdOzz4wx882LWLQ9BpbI57XmtqavDjH/8YKSkp6O3tPWub3+9H\nT09P2I0jIooEEYHWgkAAsG3A6w2ua8kzvlNXSoqB664TLF5sYf9+hX37zLMO9pUSFBZqLFkSHCo8\nbZrC8eMaNTUKTU0KgQCQmAgUFARnbOUkNhQrRAR7947dV9HaGpxR+Ez9/Qo9PWOHiYEBhepqhaws\n9r5OdSdPavz1ryZaW8fXP9bXp/Dssx74/RY+8hF+ftLIHIfX7Oxs7N69e9htO3bsQGFhoeNGERFF\ngoigpUWjulph924DPT3BCUo8HkFRkcbChcFlIuLiGGSnorg4hXnzTJSWClautNDaGgylHg8wbZpg\n1iwDhmHgxAmNl182UF1tDhlOuXcvsHWroLzcxsUXC9LTOayYosuygFD6E0a6jWWF9neOHeNn5lTX\n16exadP4g+sgrRVeecWD9HQLpaUMsDQ8x+H1M5/5DO69917k5eXhuuuuAwB0dHTgwQcfxF/+8hfc\nfffdrjWSiChcHR0ab7wB7N7tQSBw7heiwq5dBnbtEuTlCS65xMaiRfzinKqUUsjJMZGTc/bvRQRH\njmg89ZSJrq6RD878foX33vPg+HGNDRtsZGaGfi0tkduUCv4by2jXtYbC5wvr7jTBiQjeew84diy8\nE3a2rbBli4m8PI2UFH4H01CO13kNBAL49Kc/jWeffXbItvXr1+Ovf/0r11OaIrh+VvSxBqNrbrbx\nzDMmGhpC+1I1TcH69eMfusQ6RF8ka9DUZOPxx010dIR+cFZUZOMf/kGQlDS1emD5Xoi+wRrEx8fj\nd78Djh4d/SRKVdXQa14B4MorB+D3j93XUVpq45OfBE/6nWEqvQ/a2mz85jce+Hzu1P/qqy0sX+7O\nKKipVIepwHHPa3x8PJ544gls3boVr7zyClpaWpCeno61a9fiYx/7mJttJCJyrKtL47nnQg+ub/Jd\nWgAAIABJREFUQPDM78sve+D1WigvZw8sBXsV9u1T4wquAHDokIGDB22Ul0eoYUQhKCsTHD06+m0S\nEob+Li1NIzFR4cNj/1FlZgrGms2YJq+DB5VrwRUAdu0ysGyZhsfD1xSdzXF4HXT55Zfj8ssvd6Mt\nRESuEhHs3g0cPTr+Xi+tg0OX5s7l0CUCensFO3c66T1V2LNHoaxMYBh8HdH5p5RCaalg61ZBX9/I\nr8GMDKC+HtBnTBpcVqZHHSI/yDAEpaUCpabWCAMKEhEcPeru51tjo0JLiyA319Xd0iQQdnh96623\n8NJLL6GpqQmZmZlYs2YN1q1b50bbiIjC4vM5DRxBPT3BXrNly1xsFE1Ihw8jpIP44dTVGThxwkJB\nAa99pehIS1O49FILr7wy8lqvKSnB2YKbmoLbMzM1MjOBzs6xQ8ns2RqFhQyuU5VlSdjXup7LthXa\n2xXDKw3hOLxqrXHHHXfg8ccfP+v3//Ef/4HVq1dj48aNSElJCbuBRERO1dUBra3hnQ3etctAebnA\nNNlrNpWFs/qb1gp9fe61hWi8lFJYscJAf7+FN97wQGT4z7O8PEFbm0JKisaqVTY6OsY+4RIXJ1ix\nQsM0eXJmqurvD05UF4n9Ep3L8WmS//qv/8Ljjz+OL37xi9i7dy86OztRVVWF7373u9i2bRu+/e1v\nu9lOIqJxCQ5jAsK9BuvYMQPNzXrsG9KkJo6mNjxN8yVEUWaaCmvWGLjhBgszZ2ooNfRFPWMG8MlP\nBrB27WBwHf3z0+MRXH21hXnz2Os6lUVqWghON0HDcdzz+vvf/x7XXHMNfvGLX5z63Zw5c/C9730P\n9fX1ePLJJ/HLX/7SlUYSETnhxtINtg0EAuHvhya2xMRw7i3DToZDdL4ZhkJ5uYFFizQOHw5ep+j3\nA4YBpKYCJSWCzEyFujrBtm0ax44ZI/TSCvLzBatW2Zg/n5PaTXVJSUBysrg6YVNwv2GeNaRJyXF4\nPXToEL7whS8Mu23JkiXYuHGj40YREcUSHpdRYaHA6xVHQ+Py8wX5+XwRUWxQSiEuTqG0FCgtDY5S\nGfz9oJISYM4cjcOHLVRVKRw9asDnA7xeoKBAY8ECQVGRgsfD4ErBkyKzZmm0trrXAx8XJ8jMdG13\nNIk4Dq+maY54fcPevXtRVlbmuFFERG5ISgp/H6YZPGCjqW36dANLltjYvn38X5vl5VzugWLXSOHT\n4zFQUgIUFwtENESCJ/KUUpxVmM6ilEJhoWDnTvf2OXu2RkYGX2c0lOPwOmvWLPzmN7/B+++/P2Tb\n448/joULF+LOO+889buHHnrI6Z8iIhq34Jepxttvh7f2YFGRRlYWv0CnOqUUFi/WqKwUDAyE/nrK\nyNCYN2/kgEAU64Jhla9fGl1JCZCaGtrSSmOTD5cX43cvDeU4vFZUVOAvf/kLdu/ePez2yspKVFZW\nnvqZ4ZWIzreiIoWcHMHJk04PvARlZRqGwVk0CSgsNHDttRaee84Dyxr7NZWcLLj+ehtpaTwAI6LJ\nLTlZ4bLLbDz/vEK4EyXOnRs86Uc0HMffqH/84x/h9/tD/kdEdL7FxyssXWo7vn96uqCkhD0OFKSU\nwpIlBj7+cQvTp2sAI00mIigosPGP/2ihsJDXBBLR5KfU6cnAwpGQIFizRiMhgSf9aHiOe16JiGJd\nMGwo1NXZqKkZX++pxyO48kobiYn8AqXTlFJYsMDA7NkatbWCPXsMnDihYNsKHo+guJiT2RDR1BQX\np7B+vYbPZ6OubvwjlrxewY03Wigo4PcujYzhlYgmtaQkA1ddpaG1jdra0L5M4+IE11xjcQkIGpZS\nCklJCkuWAGVlgkBAw7KA+HjA4+FkNkQ0daWlGbjxRo3XX7fw/vsmtA7tO7SgQOOKK2zMmcPvXRqd\nCgQCXESJwjI4LNzLKVmjhjUYW0+PxrvvAjt3GujpGT5cGIagqEhjxQqNkpLxf4GyDtHHGsQG1iH6\nWAP3iQh6ewVNTYJAIDgbfXIykJtrwDCGfl9M5RqICKqrNXbtMlBdbcC2h18vOCtLsGyZjfJyheTk\nyJz4m8p1mIwYXils/FCIPtYgNCKCri7BwYPAgQMK7e0Ktg0kJgbXNJw/XzBr1vAHIaFgHaKPNYgN\nrEP0sQbuEREcP65RXa1QWWmcNaOuaQrmztUoK9MoLlZISjq9jTUIPncnTmg0Nyu0tQGBAGAYQFoa\nkJEhmDlTweuN7IzWrMPk4ji89vX1wev1DrvW6+HDh9He3o5ly5aF3UCKffxQiD7WYPxE5MN/OBVW\nw/3yZB2ijzWIDaxD9LEG7hgYELzxhsabb441y7ggN1dw7bU28vODI3dYg9jAOkwujvvnp0+fjkce\neWTYbQ888AC+8IUvOG4UEVGkKaVgGAZM0+A6hkRENIRtC159VfDaa6Esj6XQ2Gjgz3820dAQ3oy7\nRDSyiAwunz9/PmpqaiKxayIiIqJTgtchajQ322htteH3a4jwiigKj4hgxw6Nt982MZ51S7u7DTz3\nnImuLgZYokiIyGzD77zzDjweTmRMREREkWHbgvp6jQMHFPbtM+D3KygVXJ+5vFxj3jyNrCzOXErO\n+HyCd94ZX3Ad1NRk4OBBjcWL3W8X0VQ3roR5zz33YOvWrad+/s///E88+uijp362bRtHjhzB0aNH\ncccdd7jXSiIiIqIP+XwaW7cC773nGbIUR3OzwpYtBt54Q3D11RbKyhhgafzq6gRtbc5fN7t3KyxY\nIDBNvvaI3DSu8JqQkIBDhw4BAAoLC+Hz+U79DAAejwd5eXm4/fbb8bWvfc3dlhIREdGUZ1mCV18F\n3nsv2Ctm24KuLsCyAKUArxeYNk3B51N45hkPTNPCwoUMsBQ6EcGBAwac9LoOqq830NAAFBa61y4i\nGmd4/drXvsZQSkRERFFTW6vx3nse+P1AS4vgxAmF3t7TIcMwgOnTBTk5gsxMhZdfNlFYqDFtGsMr\nhUZE0NQU3rQwIgo9PXzNEbmNF6YSERHRhCAi2LfPQG8vUFWl0N09NBxoDbS2KrS2KhQUaMyZo3Dw\nILB0aRQaTBNWIBD+Piwr/H0Q0dnCCq/Hjh3Dxo0bcfToUXR2dg6Z3e+hhx4Kq3FEREREg1paNHbu\nNEcMrudqaDCglMbevUBFhXDoMIVEKYXERKCzM7z9xMW50x4iOs1xeH3rrbdwzTXXoK+vb8TbMLwS\nERGRW3p6BA0NoQXXQQ0NBg4ftiHC8EqhKyzUaGx0PnQ4Lk6Qmelig4gIQBjrvH7nO99BUlISNm7c\niBMnTsDn88Hv95/1j4iIiMgtAwNAY+P4AqgI0NGhuPYrhUwphfnzBYbh/DWzYIHGjBl8zRG5zXF4\n3bFjB+666y5ce+21yMjI4NlMIiIiiqi+PmdhQATw+VxuDE1qhYUGCgu1w3sLFi3SPDYmigDH4dWy\nLBQUFLjZFiIiIqIRiRhYvNge772Qny8Y5SonoiFMU+HiizXi4sZ/wmTJEo2iovBmKyai4Tm+5jUj\nIwO1tbWor68f8TaFXNyKiIiIXKOQlxcczql1aL1a2dmCuDgV1hDQyUZE0N6uUV+v0N8fXF4oPV1Q\nVKQQF6fYY/ihkhID111n4bnnPBgYCO05KS218dGPCuLjDfAKOiL3OQ6vxcXFuO+++3DfffcNu10p\nBR/H6BAREZFLUlIEPp+JSy+1sW2bCWD0QOH1ClautAEoJCVNjUAmImhp0ejpCYb15GQbWVkGDCN4\n3W9jo8bOnQp79njQ33/mcyLIzRUsXWqjokLB62XPoVIKZWUG4uMtvPaaiRMnFEZ6zXm9gmXLbKxa\nBSQl8bkjihTH4fWrX/0q1q5dO+J2nrUjIiIiN82erZCZCbS3K1x+uY033zRH7BFLT9dYvdpGd7eJ\nyy6zkZAweY9LRAQ+n6CuDti7V6G21gOfL/h44+NNzJmjUVZmIzFRY9MmD7q6zGH2otDYqPDiiwoN\nDRof+5iO+RA23CRcbh9/KqUwb56BuXM1Dh0S7N+vUFtrwLYVlBKkpgLl5RqlpYKMDIPHv0QRpgKB\nAMfRUFgGZ5b2er1RbsnUxRrEBtYh+liD2BCpOogItm/XeOGFOMTFCZKSNDo6gP37DfT1KRgGkJWl\nUVqqkZCg0NVlwOMBPvtZC3l5wwW2iU9EcOSIxosvmmhqOt0zaNvBa4NNM/i4e3s1Tp4Eli3T6O42\nxxx2vXy5hauvjs0hxIPDng8eBI4fV/D7FbxeQV4eUFoqmD49ciFSRDAwIPD7AdMEEhKCAXe4v8fP\no9jAOkwujnteiYiIiM4npRQWL1aoq7NRVWWis9OEYQhWrhQoFZwZdmBAoa/PhN8f7Blbs8ZCbm5s\n9yA6JSKoq9PYuPHcIcBDNTUpHD1qoLnZwPr1Frq7TYiMfJ8PPjCxZImFWbNiK/R3d2u89RZQWTn0\nMe/aBfz974KKChuXXCJITXW/7kopxMcrxMe7vmsiCoHj8Lp+/fpRz2qtW7cOd999t9PdExER0TlE\nBCdOaBw7phAIAB4PkJUlmDNHweOZnAHtXElJBq6+WsM0bezbZ0BEoatr6PGIaQrWrrWwYsXkHcrZ\n3Kzx7LPmmMHV75dT6+P6fAqvvurBFVfY6OwcOZjatkJ1tcLMmRIzz19np8azzyrU1Y3cbr9f4d13\nPTh50saNN2qkp0+N9wXRVOE4vB4+fBhKDb/od2dnJ7q6uhheiYiIXDDYw/bBBwaqqz2wrNNhQilB\nQYHGsmU2yssNmGZsBI1ISk01cMMNGosX29i/X6GqysDAAKAUkJwsKC/XmD9fMHPm5A2uIoJ9+4JD\no8fS1QUEAqefh54ehZMng8+VbY/8/OzbZ+DyyzU8nug/h7Yt2Lx59OB6piNHTLz8so2bbpKYaD8R\nucNxeK2pqRlx269+9Sv88Ic/dLprIiIi+pCIYNeu4EQ7w01OJKJw7JiJY8cMNDfbWLsWiIub/Afr\n8fEGFi4EFiwQtLVZp5Z8SUlRmDZNQanJ3ePW2yvYuTO0x2gPszTunj0mPvpRGx0do/Vi4lQPf7TV\n12vs2ze+hlRVGTh82EJJSWwNfSYi5yLycRQfH4/u7u5I7JqIiGhKOXhw5OB6NoW33zaRlGTh0ksn\nb4/juZRSyMyceuGkrg4h9boCwR7pc/X2KvT2jj5np2HERnAVERw4oEa9Rnf4+ylUVSkUF8fO0Gci\nCk9ETkvu3LkTaWlpkdg1ERHRlKG1YPt2I4TgOkjh7bc96OzkQgKTXUdH6LdNTAwG0XP19Y3+upo5\nU2KiF7+/X7B/v7ND1v37jTFDOhFNHI7Pp23btu2sn0UEra2t2Lp1K37729/i5ptvDrtxREREU9mx\nYxp1deP7qu7rU6ipAZYvZ2/TZGZZI2/TWuD3BwOb1ytISQEyMgQtLWe/HmwbiIsTDC6vczbB4sUS\nE8Ovg8OXnb2WBwYUfD7BtGnht0NE0NsrOH5cEAgomCaQkiLIzzdgGHyvEZ0PjsPrRz/60RG3rV69\nGj/72c+c7pqIiIgAHD2qRp1QZyQHDyosXx6BBlHMiIsb+ru+PkFrK3DypEJ/f3AotderkJMjSEvT\naG01ceY8m8ElYId/fWVnC+bOdb/dThjG8EOfQ6HU8L3O4zE4y3dVlUJlpXHWcG3TFMydq1FWZqO0\nVCEhIfphn2gycxxeH3rooSG/S0tLQ0lJCRYvXhxWo4iIiCjY4+REb68CwKGSk1lmJhCssYIIcOKE\noK7OODU502BI7e9XOHxYIT5ekJ5uo63NPBUEp02TYV9jSUmCa66xYyaIJSUBaWmCpqbxJ9iUFEFy\nsvNe0bEmTLNthZoaEzU1BubP17jqKo20tNh43ogmI8fh9bbbbnOzHURERHQO0+E8RPHxDK6T3dy5\nwTV+W1oUTpwQHDxoYJjVC08JBBS0NpCVZaOz08C0aYKEBHVOeBXk5wuuvNLGrFmxM+mXx6NQUaHx\nyivjD4UVFRrx8c4eh4hgzx6N557zhDACQqGqyoRl2diwQSM5mQGWKBLCnkOuvr4eW7ZsQVNTE7Kz\ns7Fu3ToUFha60TYiIqIpLSsLGOxdG4+8vPHfhyYWrzcY6J5+WqGubvTgOsiyFDo6gj2Ey5dbMAwD\npqnh8QB5eRoLFgiKihTi4mInuALBGaVLSzW2bpVxXfsaFyeYN8/5dbvt7RovvhhKcD2tttbE++9b\nuOwynkAiioSwwuu3vvUt/OIXv4B9xgJiHo8HX/7yl/HTn/407MYRERFNZXPnBifaaWsL/eDZMMI7\nYKeJQSmFhQs1Nm3SsO3Qa23bCkoJrrwSyM1VENGn9hfLr5nMTANr11p4+WVPSEvmKCVYs8bCjBnO\nHpOIoKYmOOx6vHbuNLB8uXY8coKIRub4U+rBBx/E/fffjw0bNuDFF19EZWUlXnzxRWzYsAH3338/\n/vu//9vNdhIREU05CQkKF15oYzzXr5aWasyaFbshhNyTkKAwd65GdrYO+T7p6cEe1oSEYGA1DAOG\nEVs9rcNRSuEjHzFwxRUWDGOs9WmDwXXFCuePa2BAsHOns/TZ0aFw8KCjuxLRGBz3vD744IO4+uqr\n8eijj5763YIFC7B27Vr09vbiwQcfxJe+9CVXGklERDQVKaWwbJlCY6PG7t1jH0jPmKFxxRUahsEu\nn6mgp0fQ2Gji4os1amsFBw4YsKzhw5phCEpKNBYu1GhpMdHVJZg+/Tw3OEyGoXDJJQZycizs26ew\nd6951iRKcXGCRYtsLFwoKC0NL5C3tQmam53eX6GxEZg/3/GfJ6IROA6vhw4dwp133jnstrVr12Lz\n5s2OG0VERERBCQkGrrpKIynJwo4d5rAznioVXK7jyis1srLY6zpViAAiwetYCwoERUUWWlsVqqsN\n9PUFtycmCkpLNbKzBZZloKPDc+q+sWpwPdX+foFhAGlpCqapPhzarFBSYqK4WLBypYWmJoWBgeDS\nQVlZgpwcw5Xhz5YFaO08/A4MBB9HrPdoE000jsNrfn4+duzYMey2nTt3Ij8/33GjiIiI6LTERANX\nXimoqLBQU6NQXa3Q26vg9QKFhcFhoIWFBkxeZDelJCYGXwP9/YDPp+DzeeD1Ci6+WCASnI/EMEz0\n9Bjo6jodokxTkJgYrVaPTERw5EhwPdU9ewz4fAqGAeTkCMrLbcybp5CaGgymSilkZ5vIzo5MW0wz\neFIolOtrhxMXBwZXoghwHF5vvfVW/OhHP0JeXh7++Z//Gfn5+WhoaMBvfvMbPProo/jOd77jZjuJ\niIimNKUUcnNN5OQIVq3ChJlohyInJUVh8WIb27efPpzTWqGrS8G2g12rpjn0tRHsiY2t14zWgnfe\n0fjb386e3de2gWPHFI4dM/DBBxrXX28jNzfyJ2nS0hTS0wXt7c4CaHAdXiJymwoEAo4GjgwMDOC2\n227Dxo0bh2y76aab8Mgjj8DjCXslHpoA/B8uEuf1eqPckqmLNYgNrEP0sQaxgXU4f2prbTz66NAZ\neAdXghjaGy+4+WYL8+cbaG7WCAQAwwgG4dRUFZXeQhHBzp3B9VTH6unMzdW45RaNtLTIhm8RwbZt\ngr//ffzHsklJgjvvtJGQMACA74No4+fR5OI4XcbFxeGxxx7D66+/jpdeegnNzc3IysrCVVddhVWr\nVrnZRiIiIiIaxpw5Bi688Oze15EJli610Ncn+L//A44eHezlDA4jLiuzsWCB/nAI+vkLsT6f4I03\nzJCG6DY2GjhwwMaKFZG9nlQphXnzNN54Q4a9znw0FRU2UlMVAoEINY5oCnPc87pv3z7MnDkTqamp\nQ7a9/fbb6O7uxvr168Nq3FNPPYV///d/x4EDB5CTk4M77rgD3/zmN8PaJ7mPZ7SijzWIDaxD9LEG\nsWGi1kFEEAgI2tsFWgPx8UBGhgHDiO1rF/v7NbZsAXbsMAEE2zq051Vj0SILR4+a6O4eeditUoIL\nLrCxdi2QlHR+hhbv3avx17+ebvtYcnM1PvtZjfj4yPe+vv22xubNoa0tCwA5ORo336yRmWlM2PfB\nZMM6TC6Oe17vuOMOLF++HL/61a+GbHvmmWfwzDPPYM+ePY4b1tfXh29/+9v4zGc+g3vuuQevv/46\nvv/976OoqAi33HKL4/0SERERnUlE0NamUV2tUFlpoKVFQevgpDtFRRplZTZKShQSEmLrOtFBiYkG\nPvYxQVGRjT17FA4eNPBhdoVhCObMsVFUZOP11+Pg94/+GEQU3n/fg0DAxjXXaHi9kX/MjY1AqMEV\nAJqaFNraBLm5EWsSgGDv64oVBizLwtatnjFnH87LC16Tm5nJidOIIsVxeK2pqcHtt98+7LZZs2bh\n0KFDjhsFAElJSdizZw8MI/ihuW7dOmzatAnvvPMOwysRERG5QkRQW6vxzDPBWXnPNDAAVFebqK42\nMG+exsc+pjF9emwG2Lg4hcWLFRYuFDQ2WmhvtwAAqakeZGQAjzwydnA90+7dBvLyLFx0UeSXexkM\n2qHSevz3cco0FVatMpCdbWHvXmOYtXQFWVmCigqNxYuB9HQGV6JIchxeTdNEU1PTsNsaGhqQlJTk\nuFGDBoMrAFiWhebmZpSUlIS9XyIiIiIAOHxYY+NGD3y+0QKaQnW1Cdu2sWGDRnJybAZYADAMhfx8\nE5mZwfDq9ZrYu1ejqWm8AVRhxw4TFRUaiYmRDa/jXbYnPn789wmHUgrz55uYN09w4oSF48eD17Oa\nJpCaCsyZAyQkRGeyK6KpxnF4vfTSS/H73/8ed911F3Jyck79vrGxEY888ghWrlzpSgMH/fjHP0Zi\nYiI+97nPDbt9cDw7nX8BzkgQdaxBbGAdoo81iA0TpQ62LXjtNQ96e3VIt6+uBiorLVxwgY75oDJY\nAxFBZeXZy8+E6uRJQXX1ABYscLt1Z5s5M/jfUNtYUmIhKcmG329FsFXDy8wcfhmc4V7yE+V9MNmx\nDtHn5vXGjsPrD3/4Q6xZswZlZWW44YYbkJ+fjxMnTuDpp5+Gz+fDv/7rv7rWyPvuuw//+7//iy1b\ntiAhIcG1/RIREdHU1dAAHD48vl7UXbsMlJdrxMVFqFEu6+4e/2M8TeH4cQMLFoQW7p3KyxOUlmoc\nODD2kFulBAsXxv7JAyKKDMfhtaKiAu+88w7uvvtuPPbYY7Bt+8ML21fgpz/9KT7ykY+40sBf/OIX\n+PnPf47NmzePOmSYM4hFH2sQfaxBbGAdoo81iA2xXoejRzWU8mDIUqijaGoy0NSkMHfuxLi20efz\nQMR0vPSNbQvi4z0RD4tXXGGjtVWhrW20oC1YtcrCwoXxMT8D9Jli/X0wVbAOk4Pj8AoA8+bNw5NP\nPgmfz4fW1lakp6cjOTnZrbbhtddeww9+8ANs2bIFCxcudG2/RERENLWJCPr6nNxTob9/4gQn0wQM\nw/kER2MFexFBb6/g4EGgpSX4dxISgNmzBYWFoS8zlJ1t4Oabbbz6qqC21hgys29yssYll9j4yEdi\nf+kiIoqcsMLroISEBBQUFLixq7P827/9G9atWwefz4c33njj1N+68MILXf9bRERENLUYDkfTOr1f\nNCQnK6SnC5qbnQW+9HSM2Ovq92u8955g+3YTXV1nPymGISgq0li50sbcucaYPbdKKeTmmrjlFsHR\noxbq6hR6e4PhOSdHUFyskJo69n6IaHJzJbxGyvvvv4/+/n48++yzp343Z84cVFVVRbFVRERENNEp\nFQx142WagtTU8d8vWuLjFcrLNbZsGX/ijo8XlJQM/1j9fo0XXwQqKz0Ybo1WrRVqa00cO2bgxhst\nzJ8fWvA0DIXZs03Mnh3s1QUApSbQ2QIiiqiY/jRob2+Hz+eD3+8/9Y/BlYiIiNxQUiKIixtfEC0p\n0cjPj+nDp7MopTBvniA+fvyBu6zMRlbW0McqInj3XUFlpYnhguuZ/H6FZ5/14OTJ8U/6pBSXnyGi\ns02cT18iIiIiF82YYWDJktAvBlVKsGTJxJvpNivLwOrVFoDQA2xqqsaFF8qwj7W7W/Dee2MH10H9\n/QoHDqhTPalERE45Dq+f/exn8dhjj6G1tdXN9hAREVEMEpGz/k0GSilceilQUBBKr6Dg4ottzJ8/\n8c77K6Vw0UXBAKvU2LVLT9fYsMFGbu7wj7W2FujpGd/zsHOngb6+yfG6IaLocXzN6/PPP4/HHnsM\nSilccMEFuPLKK/Hxj38cFRUVbraPiIiIokRE0NMjOHgwOANsd3dwsqKMDMG8eRpFRQpxcRN7aOf0\n6QY2bNDYvFlQUzN0llsA8HoFl1xiYeVKw/GSM9FmmgqrVxvIyrJQWWng0KGhjzUpSVBebqOiQpCd\nPfw1qiKCpqbx//2uLoXWVoGLi1IQ0RSkAoGAo9Ngtm2jsrISW7duxdatW/Hqq6/C5/Nh/vz5uPXW\nW3H77bcjOzvb7fZSDPL7/QC4flY0sQaxgXWIPtbAPYGAxrvvCt591xyhl02QmytYtcrGwoVnB52J\nWAetBfX1GtXVCvX1BgYGgOTkYEgvLQUyMibWTLej1UBrwdGjGseOKfh8wRl9U1KA4mIgLW30kxEi\nghdeEGzfPv7+j1tvHUBR0cRYH9cNE/F9MBmxDpOL4/B6rr6+Prz00kt46qmn8Kc//Qkejwef+cxn\n8P3vfx/5+flu/AmKUfxQiD7WIDawDtHHGrgjENB45RXg/ffHvq7RNAVXXWXhggtOh7uJXIfBIdEi\np6/3nEihdVAka7Bli8Ybb4wvvCol+H//z0J+PsMrnV+sw+Ti2oUbPT09qK2txZtvvgkRwdq1a7Fz\n505cdNFF2LNnj1t/hoiIiCJIRPD22xJScAUA21Z46SUPqqs1mppsvP++xrvvKuzYoXDkiA2tJ9Z1\njoMz3BqGwdluR1BYKCFdO3v2fTRycibe9cJEFFvCWue1qakJzz//PDZu3IgtW7ZAKYUNGzbgz3/+\nM5YtWwbLsvDxj38cX/va1/DSSy+51WYiIiKKkI4OjXfeGX7tzpG0twN/+YtCUpKBnh7hQfjZAAAg\nAElEQVQDth28b1ycgeJijQsusDFv3sQadksjKypSKCjQOHYs9F7U8nIN05w6va5EFBmOw+vy5cux\nZ88eiAjmzJmDu+++G5///OdRUFBweuceD/7pn/4Jd911lyuNJSIiosgREdTUBJc2CVVHh2D/fgWt\nPbjmGgtnDurSWqGmxsShQwauvtrC0qUMsJOBx2Pg0ktt/PWvBixr7HrOnWtj/nzWnYjC5zi8BgIB\nfOUrX8ENN9yAiy++eMQvo+7ubiQkJDhuIBEREZ0/+/aFPrSzv19QVaUQCASPATo7h7+dZSm88IIH\nqakWiounVu/bucsKTZbwPm+egeuus/D88x4MDIz8mIqKbFx9tSApiUOGiSh8jsPrrl27Qrrd5z//\neVx11VVO/wwRERGdJ1oLOjtDDxmtrYDPdzq4DAwoxMUNfy2kZSns2aMwd65MmgA3mkBA49AhQXW1\nQmurgmkCs2YFZy/Oy5v4PdBKKSxZYmD6dAsHDihUVpro6xuc4EpQUKBRUSFYsABITmZwJSJ3hBRe\nA4EAHn/88XF90M6fPx8rVqwAAMycOdNZ64iIiOi8MkLMGbYtaGwc7rhg5GOFfftMrFxpISdncve+\nNjXZeOEFA0eOnD3p1aFDwJtvCi66yMZllwHx8RM/wM6aZWLmTMGKFTZaWwW2DSQkAHl5Ch4PQysR\nuSuk8BoXF4cvf/nL+P/svXlsndeZ3/85572X+76JlLiI4qqdkizvVhwvsq3YniSexJkmaTMYTBEM\niqL9Y1qgxQDtoP1n/ikKTH/TzmC6zEyTFMk4jpfYlm053mTZ1k4tFBdRlESJFClS3Lf3Pc/vjyOK\nosi7ULqiSOp8ACLx1b33Pe96z/c8z/N9xsbG4v7iXbt28f7779/2wBwOh8PhcCwuWityc4X+/tjv\nHR+fWxubnCwYE/kzU1M2Crlq1R0OdAnT3294/XWPrq75hZvvKz7/3AMCnnpq6acR35r2DHPHrJQi\nO1uRnb1Yo3I4HPcrcYlXpRR79+6dJV7/63/9r5w6dYq//uu/nvNg+7u/+zv27t2b2JE6HA6Hw+G4\nqyil2LAh4OzZ2JFREfs3TVKSkJmpIta9ThMEdzjIJYyIcOIEEYXrDIoDBzzq6nxKS5dmFFpEGBgQ\nWlqECxc04+OQnAxr1tjU59zc5Z/67HA4lh9x17xOpwBP8yd/8ie88sor7Nq1a857m5qa+PnPf37n\no3M4HA7HkkJErv/ZKB0s/ciRY2FUVysyMgzDw9EFWCgEnge+b/97wwbD2Fgs0SakpCyvvq8LYWxM\nOHo0vlTZIFA0NyvWrFl6NcATE4YDB4Svvw7dqGOd5uRJ+PhjYceOgMceE1JTXWqww+FYPG7bsOnC\nhQsUFhbO+2/9/f3OYdjhcDhWEFNT1nymqUlx/rwmCCAnR9i40VBTo8jKUktuAu64PTIzFY8+GrB3\nryJa/WpKiiI/39DdrUlLE8rLDQMD0acVBQVCWdnKvU56e4X+/vj3r6Nj6R2LyUnD++/D4cORe/1O\nTCj27w8xMBCwZ49xAtbhcCwaty1eS0tLeeedd/hX/+pfzXp92txp27Ztdzw4h8PhcNx7ensD3n1X\nX08lnZnMDgxAR4dHWprhhRcCNmxwaYQrAaUUO3dqRkZ89u8PIRL5nBYWwuCg8PTTPkNDsdNfGxoM\nyckr9xqx9b7x759tMbN0ItEiwuHDElW43szJk5qCAp9du5Ze9NjhcKxMblu8/vSnP+VP//RP2bNn\nDz/+8Y8pLCyko6OD//7f/zunT5/m17/+dSLH6XA4HI57wLVrht/8xqOzM3JkZXRU85vfKJTyWb/e\nCdiVgOcpnnzStkH56iuPK1fmRmG1FnbuDHjqKUNjYwhjop/3tWsDNm9e2Wnm6ekQDkvUvqc3k5+/\ndIQrwPi4cPDg7EWq6CgOHfLYts2QlbVyz6vD4Vg63LZ4/Zf/8l8yPj7OX/zFX/Dhhx/eeD07O5u/\n+qu/Ys+ePQkZoMPhcDjuDTYKQ1ThOo3vKz74wKOiwpCe7iaxKwHPU2zbptm40dDeDufOweioQmsh\nKwuqqoSyMs3kpCY52XDwoIogYIWaGsNzzwmZmSs7vbSgQFNfb2hsjMeESaivNyi1dAybzp6Fvr6F\n3b/Dw5rWVsP27XdpUHeIiDAyYv+MgaQkyM7WhELuOeVwLEduW7wC/Jt/82/45//8n3PgwAH6+voo\nKirikUceIT09PVHjczgcDsc9Yng4fvMZgGvXFG1tsGXLXRyUY1FRSpGcrKivh7q66SjhtFGXvTZS\nUhS7dwv19T5nzihOn9aMjwtaQ01NwIYNhspKRVLSyhauYI/Xpk0Bp05pgiC6OCopEdatW1oC6soV\nWEja882fE1laqcPGCBcuGJqaFCdOaMbHFcZYo7HiYsPWrQHV1YrMTFev73AsJ+5IvALk5OTw/PPP\nJ2IsDofD4UggIsLkpHDhgjA+rgiFhMJCyMuLL7X3/HliOs7ORtHaqti8eWlNYh2JIdo51Vqxdq1H\nRYXwzW8ahoYmCYchMzN5SUUWF4Pqas2zz/q8/34oooDNyzN861sBqalL69jcbhuju9H+6NY2jAt5\nply9avjwQ0Vz89x09qkpuHDB48IFj4wMw5NPBjQ06Bvu6Q6HY2lzR+J1aGiIv/zLv2Tv3r1cuXKF\noqIidu/ezb/4F/+CzMzMRI3R4XA4HAtkdNRw/Lhw9OjsesXkZGHz5oAtWwxr1kQXsePjC9/u0NBt\nDtixIlBKkZSkyMi4f9soTRteZWf7NDZqmps1vm+PQ0aGYetWw5YtQkHB0otEJyXd3ueSkxNzrkWE\n4WGhtVVoadEMDtpFt5IS21u2vFzjedG309MT8Otfe3H02rWLc7/9rWJ83OeRR1y9vsOxHLht8Xrl\nyhWefPJJ2traKC0tpaSkhPPnz/Mf/sN/4O///u/53e9+R1FRUSLH6nA4HI44GBkxvP22oqlp7iN+\nYkJx8GCIU6eEb3/bp6oq8oRN38bcOhxe+GccjpWGUoq6Oo/aWqG722dkBJSCgoLpNNWlJ1wBSksF\npSSqw/RchNLSOzeeMkY4etTw8cceQ0Ozj8/58/D110JVleGZZwLy8xXDw9DWBn19NpoaDkN6uqGj\nQ11fsIt3u4p9+0JkZPhs3uwErMOx1Llt8fpnf/ZnXLp0iddff50XXnjhxuvvvfcer776Kv/+3/97\n/uZv/iYhg3Q4HA5HfIgIH38MTU3R0xFHRxVvvBHixz/2KSyc/71FRYLnSczavZtZs0a4nZo5h2Ml\nopSiuHhppQZHo6JCU1FhOHcu/jEXFwuVldDVFdDXpwgCm+FRWqpITY2vnlRE+Pprw/vvR3atNkbR\n0qIZHzcUFBhaWkJzyhq6u4WuLtt/Oj8fBgY08TyPjFF88YVHXd3KbuXkcKwEblu8vvXWW/z0pz+d\nJVwBnnvuOX7605/y93//93c8OIfD4XAsjO5uw7Fj8T3ah4cVZ84oCgrmr1FdvVpTW2s4fTq+iWwo\nJNTWypKNKjkcieROajKXKp6n2Lkz4MKF2IZTYNslVVVN8c47mtOnQze1CBLy8oSGBsPGjUJubvRn\nQkeH4YMPordbUkrIyQl4++0QoZBi/XphdFQYHrb9dT0PLl6E4WGPzz+H3FzDE08EDA56cUWSu7sV\n7e1CfX3MtzocjnvIbYvX4eHhiGnBhYWFDA8P3/agHA6Hw7FwRITWVhV3j0mAo0c1O3YYUlPnfkYp\nRUNDQEvLTM1eNLZtCygudsLVsbIxRrh40dDSorh61TrY5uQI1dWGtWsVodDyvgfq6zXPP+/z3nuh\nqPe91kJd3RSHDoUZH791nxV9fYp9+zSnThlefjmIGIEWEZqaVAyxbIXrhx+GGBpSTE4KWgu9vd4N\ns6jkZENbmyYlBTIyoL9fs2+f4umnfa5di6d3rXXKrqtzhnMOx1LmtsXrtm3b+NnPfsaf/MmfkJKS\ncuP18fFxfvGLX9DQ0JCQATqWJiLCxIRw7pzQ16dQClavDigrc459Dse9pLd3Ye8fGFAMDgqpqfP/\ne3W15lvf8vntb0NRRLGwebPhG99YGdEnhyMSvb0B+/bpeV1sv/5aKCuzNZmxzNCWMkoptm/XZGb6\nHD2qaWmZHYXVWqisDFi1KuDQoTATE9HFeleX5s034fvfN2Rnz33vwIDE7Iubnm7bdg0N2VrXvj5N\nUtLsyLfvQxAoRkZgdBTy8mwJw6FDHlu3CsPDsc/HxYsKY0xMUyiHw3HvuKOa129961ts3bqVH/7w\nh6xevZrOzk5+/vOf09HRwVtvvZXIcTqWENOmCgcOePT2KoLA/hiFw5rKSsOjjwasXbt8f7gdjuXM\nwoxWQMT+RUIpxZYtmqwsnxMnFCdOeDdErFJCaalhyxbDpk2K5OTlHXFyOKLR1xfw2muRXWxFFOfP\ne/zyl4rvfS+gtHT51LreilKK2lqPmhqhs9Pn8mXF1JTtkbpqlVBUBP/n/8QWrtNcvqxpbg544IG5\nUc2BAWFsLPpzSylDR0eI0VHo61OIwPi4Ij19pk3Pzc8xEfs+rYWLFxVbtgRA7LFOTVkR7C3fU+dw\nrHhuW7w+/fTT/OpXv+JP//RP+c//+T/feH3dunX88pe/5Omnn07IAB1LCxFh/37DRx+F5kySjVG0\ntXl0dmpeecVn3TonYB2OxSY7e2Gun2lpcqOtSSSUUlRWeqxdKzz8sM/Vq3ainppqTVlCITfTc6xs\nRIRPP1VxtV8ZGtK8/77wox8ZwuGlu6AjIoyPC2NjgufZ9ka3RhyVUpSWepSWzv5sU5NZkKMvwNGj\nHg0NhnD41rlD9M+Fw8KlSxpjFIODMyL11kW3W6cbIjAwAKmpis5OTVGRMDkZOXskPV1ISws4flzQ\nG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qmpyzMSmZ+v+c53At59V2hv10SrFV6/3rB7t5CZuTz31bE0ceLV4XA4HMuWaefXI0cU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KYPDeDDdKShJ7uAaDRhUXYHxcMDsrWLfOZWJCMDgoSUtTNDS4pKVpxsZMMFVYaNRmm5sXlptq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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8de8416510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bc_top = df.sort('Body count', ascending=False)[:3]\n",
    "annotations = []\n",
    "for r in bc_top.iterrows():\n",
    "    annotations.append([r[1]['Film'], r[1]['IMDB'], r[1]['Body count/min']])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(14, 10))\n",
    "ax.scatter(df['IMDB'], df['Body count/min'], s=df['Body count'], alpha=.5)\n",
    "ax.set_title('Body count and IMDB ratings')\n",
    "ax.set_xlabel('IMDB Rating')\n",
    "ax.set_ylabel('Body count per minute')\n",
    "\n",
    "for annotation, x, y in annotations:\n",
    "    plt.annotate(\n",
    "        annotation,\n",
    "        xy=(x, y),\n",
    "        xytext=(0, 30),\n",
    "        textcoords='offset points',\n",
    "        ha='center',\n",
    "        va='bottom',\n",
    "        size=12.5,\n",
    "        bbox=dict(boxstyle='round,pad=0.5', fc='yellow', alpha=0.5),\n",
    "        arrowprops=dict(arrowstyle='-'))\n",
    "\n",
    "plt.annotate(chartinfo, xy=(0, -1.12), xycoords='axes fraction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "This notebook demonstrates some of the basic features of pandas, NumPy and matplotlib for processing, exploring and visualizing data.\n",
    "\n",
    "Due to the dataset's limitations mentioned in the introduction, I refrained from interpreting the results too much. The focus of this notebook is how you can use these tools to get to know a dataset. They offer many more possibilities and advanced features are all free and open source. I can only recommend using them and will certainly keep on doing so myself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "Author: <a href=\"https://ramiro.org/\">Ramiro Gómez</a>\n",
       "            • Last edited: July 31, 2015"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%signature"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}