Video Game Sales By Maturity Rating - Slides.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<style>\n",
       "body {background-color: rgba(192, 255, 238, 0.3) !important;}\n",
       "</style>\n",
       "The raw code for this IPython notebook is by default hidden for easier reading.\n",
       "To toggle on/off the raw code, click <a href=\"javascript:code_toggle()\">here</a>."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Source:\n",
    "# http://blog.nextgenetics.net/?e=102\n",
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<style>\n",
    "body {background-color: rgba(192, 255, 238, 0.3) !important;}\n",
    "</style>\n",
    "The raw code for this IPython notebook is by default hidden for easier reading.\n",
    "To toggle on/off the raw code, click <a href=\"javascript:code_toggle()\">here</a>.''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# Initialize the environment\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from statsmodels.stats.multicomp import pairwise_tukeyhsd\n",
    "\n",
    "%matplotlib inline\n",
    "sns.set(style=\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "sales = pd.read_csv(\n",
    "    \"https://raw.githubusercontent.com/rjstange/video-game-sales-by-rating/master/Video_Games_Sales_as_at_22_Dec_2016.csv\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "na_sales_e_to_m_since_2003 = sales.loc[  # Only pull from entries \n",
    "    (sales[\"NA_Sales\"] > 0)  # Where there are US sales\n",
    "    & sales.Rating.notnull()  # Where there is a rating\n",
    "    & (sales[\"Rating\"] != \"AO\")  # Excluding limited observations\n",
    "    & (sales[\"Rating\"] != \"EC\")\n",
    "    & (sales[\"Year_of_Release\"] >= 2003),  # Released in 2003+\n",
    "    [\n",
    "        \"Name\",\n",
    "        \"Genre\",\n",
    "        \"Year_of_Release\",\n",
    "        \"NA_Sales\",\n",
    "        \"Rating\",\n",
    "    ],\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def pointplot(xarray, yarray, df, xorder):\n",
    "    sns.set(\n",
    "        rc={\"figure.figsize\": (28, 15)}  # Set figure size\n",
    "    )  \n",
    "    ax = sns.pointplot(\n",
    "        x=xarray,\n",
    "        y=yarray,\n",
    "        data=df,\n",
    "        join=False,\n",
    "        order=xorder,\n",
    "        scale=2,\n",
    "    )           # Format yticks to be in hundreds of thousands\n",
    "    ylabels = ['{:,.0f}K'.format(y) for y in ax.get_yticks() * 1000]\n",
    "    ax.set_yticklabels(ylabels)\n",
    "    plt.xlabel(\"\\n{}\\n\".format(xarray), fontsize=30)\n",
    "    plt.xticks(fontsize=23)\n",
    "    plt.yticks(fontsize=20)\n",
    "    plt.ylabel(\"Sales\\n\", fontsize=30)\n",
    "    plt.title(\"\\nUnits Sold\\n\", fontsize=42, fontweight=600)\n",
    "    \n",
    "    sns.set_context(\"talk\");  # Make it more presentable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><h1>US Video Game Sales in Relation to Maturity Rating and Genre\n",
    "<h2>Riley Stange\n",
    "<h3>October 8, 2019"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><h2>Overview</h2>\n",
    "<br>\n",
    "<img alt=\"vidya\" class=\"article__featured-image article__featured-image--block breakout\" sizes=\"(max-width: 730px) 100vw, (max-width: 1600px) 75vw, 1390px\" src=\"https://techcrunch.com/wp-content/uploads/2015/10/vidya.jpg?w=730&amp;crop=1\" srcset=\"https://techcrunch.com/wp-content/uploads/2015/10/vidya.jpg?w=400&amp;crop=1 400w, https://techcrunch.com/wp-content/uploads/2015/10/vidya.jpg?w=730&amp;crop=1 730w, https://techcrunch.com/wp-content/uploads/2015/10/vidya.jpg?w=990&amp;crop=1 990w, https://techcrunch.com/wp-content/uploads/2015/10/vidya.jpg?w=1390&amp;crop=1 1390w\">\n",
    "<br>\n",
    "<strong>Image Credits: </strong><a href=\"http://www.shutterstock.com/gallery-891097p1.html\" target=\"_blank\">karnoff / <a href=\"http://www.shutterstock.com\" target=\"_blank\">Shutterstock "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- At present day, the global market for Video Games is a $100 billion industry\n",
    "- What does it take to get a piece of that massive pie?\n",
    "- I asked myself this question: Does a Video Game's maturity rating impact sales?\n",
    "- Does the genre have an impact as well?\n",
    "- If so, by how much on average?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>ESRB Origins\n",
    "<br><br>\n",
    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/8/8c/ESRB_logo.svg/1200px-ESRB_logo.svg.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- First I will give some background on the ESRB\n",
    "- According to Wikipedia:\n",
    "- ESRB stands for: The Entertainment Software Rating Board. Established in 1994 by The Entertainment Software Association, in response to criticism of controversial video games with excessively violent or sexual content.\n",
    "- The ESRB was also founded when the industry was under pressure from the US Federal Government, threatening to do their own regulations if a ratings system was not put into place."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>Understanding ESRB's Ratings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Now lets move onto the ratings themselves...\n",
    "- I like to compare them to the ratings system that are used for the motion picture industry.\n",
    "\n",
    "\n",
    "- E rated games are like G rated films, usually the violence is comical and slapstick like Looney Toons, and there is no other suggestive content\n",
    "- E10+ is like PG: the violence can get a bit more intense, but there is still no blood\n",
    "\n",
    "\n",
    "- T is like PG-13, where blood starts to show up, and more suggestive themes begin to creep in\n",
    "- M is like R-rated, where the violence reaches a very intense, realistic level, as well as the introduction of sexual content, and very strong language\n",
    "- Keep in mind, these are only limits of what can be found in a rating. \n",
    "- For example: There are E rated games with no violence, and M-rated games with no sexual content."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<img align=\"left\" style=\"margin-right: 20px\" src=\"https://www.esrb.org/wp-content/uploads/2019/05/E.svg\" width=\"100\" height=\"170\" /><br>Content is generally suitable for all ages. May contain minimal cartoon, fantasy or mild violence and/or infrequent use of mild language<br>\n",
    "<img align=\"left\" style=\"margin-right: 20px\" src=\"https://www.esrb.org/wp-content/uploads/2019/05/E10plus.svg\" width=\"100\" height=\"170\" /><br>Content is generally suitable for ages 10 and up. May contain more cartoon, fantasy or mild violence, mild language and/or minimal suggestive themes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<img align=\"left\" style=\"margin-right: 20px\" src=\"https://www.esrb.org/wp-content/uploads/2019/05/T.svg\" width=\"100\" height=\"170\" /><br>Content is generally suitable for ages 13 and up. May contain violence, suggestive themes, crude humor, minimal blood, simulated gambling and/or infrequent use of strong language.<br>\n",
    "<img align=\"left\" style=\"margin-right: 20px\" src=\"https://www.esrb.org/wp-content/uploads/2019/05/M.svg\" width=\"100\" height=\"170\" /><br>Content is generally suitable for ages 17 and up. May contain intense violence, blood and gore, sexual content and/or strong language."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>Overview: M-Rated Video Games performance in recent years"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- In my research, I have found, from 2003-2016, M-Rated Video Games have been #2\n",
    "- With 669+ million in total number of games sold\n",
    "- Second only to games of the E-Rating at a little over a billion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rating\n",
      "E       1045.20\n",
      "E10+     345.50\n",
      "M        669.38\n",
      "T        590.91\n",
      "Name: NA_Sales, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    na_sales_e_to_m_since_2003[\"NA_Sales\"]\n",
    "    .groupby(na_sales_e_to_m_since_2003[\"Rating\"])\n",
    "    .agg(\"sum\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><h2>Sales Trends 2003-2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2016x1152 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.relplot(\n",
    "    x=\"Year_of_Release\",\n",
    "    y=\"NA_Sales\",\n",
    "    hue=\"Rating\",\n",
    "    col=\"Rating\",\n",
    "    col_order=[\"E\", \"E10+\", \"T\", \"M\"],\n",
    "    col_wrap=2,\n",
    "    height=8,\n",
    "    aspect=1.75,\n",
    "    kind=\"line\",\n",
    "    data=na_sales_e_to_m_since_2003,\n",
    "    legend=False,\n",
    ")\n",
    "ax.set(xlabel=\"\\nYear of Release\", ylabel=\"Sales (Millions)\\n\")\n",
    "sns.set_context(\"talk\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Since 2007 M-Rated games have been dominant in unit sales\n",
    "- Surprisingly, Teen games show a pretty flat, slightly declining trend. Could this be due to their target audience having to ask their parents to buy the game, at an age where many are less likely to shell out the cash to their children without something in return?\n",
    "- It would be interesting to gather more data at a later time to investigate what happened with the downward trend starting in 2010, as this data cuts off at 2016\n",
    "- Now, is there a statistically significant difference in average sales, as opposed to the trend of total sales?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2016x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pointplot(\n",
    "    \"Rating\",\n",
    "    \"NA_Sales\",\n",
    "    na_sales_e_to_m_since_2003,\n",
    "    [\"E\", \"E10+\", \"T\", \"M\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- This shows a somewhat similar pattern to the previous graph of sales trend over time\n",
    "- Mature rated games have the greatest range that they can sell at, but the lower and higher end of the range is at a much higher place, averaging at about 520K units\n",
    "- And further statistical analysis shows..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moon's Median: (28.98066010576416, 2.2604823967600366e-06, 0.14, array([[ 698,  992,  593, 1439],\n",
      "       [ 590, 1192,  712, 1582]], dtype=int64))\n",
      "Kruskal-Wallis: KruskalResult(statistic=53.641830844538006, pvalue=1.3378189706515518e-11)\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    \"Moon's Median: {}\".format(\n",
    "        stats.median_test(\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"M\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"T\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"E10+\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"E\"\n",
    "            ],\n",
    "        )\n",
    "    )\n",
    ")\n",
    "print(\n",
    "    \"Kruskal-Wallis: {}\".format(\n",
    "        stats.kruskal(\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"M\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"T\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"E10+\"\n",
    "            ],\n",
    "            na_sales_e_to_m_since_2003[\"NA_Sales\"].loc[\n",
    "                na_sales_e_to_m_since_2003[\"Rating\"] == \"E\"\n",
    "            ],\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Multiple Comparison of Means - Tukey HSD, FWER=0.05</caption>\n",
       "<tr>\n",
       "  <th>group1</th> <th>group2</th> <th>meandiff</th> <th>p-adj</th>  <th>lower</th>   <th>upper</th>  <th>reject</th>\n",
       "</tr>\n",
       "<tr>\n",
       "     <td>E</td>    <td>E10+</td>   <td>-0.0812</td> <td>0.025</td> <td>-0.1553</td> <td>-0.0072</td>  <td>True</td> \n",
       "</tr>\n",
       "<tr>\n",
       "     <td>E</td>      <td>M</td>    <td>0.1737</td>  <td>0.001</td> <td>0.0993</td>  <td>0.2481</td>   <td>True</td> \n",
       "</tr>\n",
       "<tr>\n",
       "     <td>E</td>      <td>T</td>    <td>-0.0754</td> <td>0.011</td> <td>-0.1382</td> <td>-0.0126</td>  <td>True</td> \n",
       "</tr>\n",
       "<tr>\n",
       "   <td>E10+</td>     <td>M</td>     <td>0.255</td>  <td>0.001</td> <td>0.1671</td>  <td>0.3428</td>   <td>True</td> \n",
       "</tr>\n",
       "<tr>\n",
       "   <td>E10+</td>     <td>T</td>    <td>0.0058</td>   <td>0.9</td>  <td>-0.0724</td> <td>0.0841</td>   <td>False</td>\n",
       "</tr>\n",
       "<tr>\n",
       "     <td>M</td>      <td>T</td>    <td>-0.2491</td> <td>0.001</td> <td>-0.3277</td> <td>-0.1706</td>  <td>True</td> \n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.table.SimpleTable'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tukey_rating = pairwise_tukeyhsd(  # Tukey HSD for where I got my following figures from\n",
    "    endog=na_sales_e_to_m_since_2003[\"NA_Sales\"],  # Data\n",
    "    groups=na_sales_e_to_m_since_2003[\"Rating\"],  # Groups\n",
    "    alpha=0.05, # Significance level\n",
    ")\n",
    "tukey_rating.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>With 95% Confidence, M-Rated video games sell more on average than games of another rating"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- There is indeed a significant difference in sales between Mature rated games and games of other ratings\n",
    "\n",
    "\n",
    "- 173k more on average than E rated\n",
    "\n",
    "\n",
    "- 255k more on average than E10+ rated\n",
    "\n",
    "\n",
    "- and 249k more on average than T rated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Between 99k-248k units more than E rated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 167k-342k more than E10+ rated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- 170k-327k more than T rated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>On Average, Mature Rated Games Sell Better..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- It's obvious that games with a Mature rating perform better on average than others\n",
    "\n",
    "\n",
    "- But it's important to now hone in on the best performing genres"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "<h2><center>But in what Genres?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genre\n",
      "Action          241.16\n",
      "Adventure        16.63\n",
      "Fighting         14.64\n",
      "Misc              1.92\n",
      "Platform          0.24\n",
      "Racing            1.76\n",
      "Role-Playing     73.29\n",
      "Shooter         313.89\n",
      "Simulation        0.67\n",
      "Sports            2.57\n",
      "Strategy          2.61\n",
      "Name: NA_Sales, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    na_sales_e_to_m_since_2003[\"NA_Sales\"]\n",
    "    .loc[na_sales_e_to_m_since_2003[\"Rating\"] == \"M\"]\n",
    "    .groupby(na_sales_e_to_m_since_2003[\"Genre\"])\n",
    "    .agg(\"sum\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>Since 2003 Mature Rated Games sold most in the following genres:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Lets check out the top three performing genres for Mature rated games\n",
    "\n",
    "\n",
    "- This figure of 313 million in sales is no surprise, as Mature rated games basically started out in this genre, with players toting around high powered guns and explosives, shooting up people and monsters up in a very immersive, visceral experience.\n",
    "\n",
    "\n",
    "- 241 million in sales makes sense as well, as many Action games are very centered on hacking and slashing enemies, and perhaps realistic violence adds to the experience for some.\n",
    "\n",
    "\n",
    "- A distant third at 73 million, Role-Playing games just describe that the player is building their character and watching them grow and develop throughout their gameplay. These games can have Action and/or Shooter gameplay elements."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Shooter: 313 million+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Action: 241 million+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Role-Playing: 73 million+"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>This seems to go along with intuition..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- With that in mind, let's plot the three based on how each game sells on average in each genre, still rated Mature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABqEAAAQ4CAYAAACJwnZtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdebRXdb3/8RczMpyYFBVQEBJETHGg1BxQ0jRFxYwrKpqWUkk3RX8O5LCyxHBKgcyMVNAUDcS08OZ4VVTECXOCcIaAECGZBzm/P1qeK53vgcNhK1CPx1otPJ89vTfyDz7be9cqLy8vDwAAAAAAABSo9sYeAAAAAAAAgH8/IhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwdTf2AAAAAPznmT17dqZOnZoZM2Zk8eLF+fjjj9O0adM0adIk22+/fbp06ZIttthiY48JAABsABEKAADYZHTu3Lnk+sMPP5y2bdtW6xwzZszIwQcfXHLb1KlTazxbEQ466KDMnDlzjbU2bdrkkUceqdbxK1asyFNPPZUDDzzwM5juszd//vzcfvvtue+++/LOO++sdd86derkS1/6Uo477rh84xvfSMOGDT+fIavhpJNOyrPPPltpveg/Xxv65wUAADY2r+MDAADYDDz88MM54ogjMnLkyI09So2MGzcuvXr1yrBhw9YZoJLk448/zosvvpgLL7wwvXv3znPPPffZDwkAABRKhAIAANiETZ8+Paeeemq+//3v5913393Y49TIsGHDcsEFF2TRokU1Ov7dd9/NySefnIceeqjgyQAAgM+SCAUAALCJ+ulPf5qjjjoqEydO3Nij1Nif//znDB8+fIPPs2rVqpx11ll54403CpgKAAD4PPgmFAAAwCZq9OjRG3uEDbJixYpcfvnlJbdttdVW6dOnT/bcc89stdVWqVu3bubNm5cpU6bk7rvvLvnU14oVK/LTn/40t91222c9OgAAUAARCgAA4HPyyCOPbOwRPlePPfZYZs2aVWn9q1/9aoYNG5ZGjRqtsd6xY8f06NEjJ598cn74wx/m0UcfrXTs5MmT8+abb6Zjx46f2dwAAEAxvI4PAACAz8RTTz1Vcv3iiy+uFKA+rX79+rniiivStGnTktsff/zxQuYDAAA+WyIUAAAAn4kZM2aUXG/SpMk6j23WrFkOPfTQ9TovAACwafE6PgAA4D/e+eefn3vuuWeNta9+9asZOXJkkqS8vDzPPPNMxo8fn7/85S+ZNWtWateuna222io9evTIkUcemT333HOd1znooIMyc+bMNdbatGmzxmv6Ss3yac8++2w6d+5c8XOPHj2q/HbU9OnT86c//Skvv/xy3nrrrXz00UdZsmRJ6tevn8aNG6dt27bZcccdc8ABB2T//fdP/fr113kP66NOnTol12+++eacc8456zz+W9/6Vlq1alVpvUuXLtWeYdGiRXnwwQfzxBNP5PXXX8+cOXOyfPnylJWVpWXLltlll12yzz77pFevXtliiy2qfd6aWrZsWf7whz/kkUceybRp0/LBBx+kUaNG2W677XLIIYekT58+adGixWc+BwAAfB5EKAAAgLWYPXt2zj///Dz99NOVti1atChvvfVW7rzzzvTs2TNDhw5NWVnZRphyTXPnzs1PfvKT/PnPfy65fenSpVm6dGk++OCDvPTSS7nrrrvStm3bXHrppdlvv/0Km6N169Yl12+66aa8//77Of3007PzzjtXefyuu+6aXXfdtUbXXrZsWW688caMGjUqixYtqrT9ww8/zIcffpi//vWvGTduXFq2bJnTTz89J510UpXxbEM9+OCD+elPf5rZs2evsb58+fLMnz8/U6ZMyU033ZSLL7443/jGNz6TGQAA4PPkdXwAAABVmD59eo466qiSAepfPfroo/n2t7+dlStXfg6TVW327Nk5/vjjqwxQVZkxY0bOOOOM3HfffYXN8pWvfKXKbQ888ED69OmTww8/PNdcc02efvrpLF++vJDrvvvuuznmmGPyy1/+smSAKmXevHkZMmRITj311MyfP7+QOT5t5MiRGThwYKUA9a8WLFiQs88+O7feemvhMwAAwOdNhAIAAChh7ty5Oe2007JgwYJqH/PKK6/kd7/73Wc41bqdf/75ef/992t07Mcff5zBgwfnzTffLGSWAw88MC1btlzrPm+++WZuvPHGnHLKKdlrr73Sv3//3HDDDXnjjTdqdM2ZM2fmhBNOyFtvvVWj45955pn069cvH330UY2OL+Whhx7K0KFDU15eXu1jLr/88syZM6ewGQAAYGPwOj4AAIASpk6dusbPbdu2zRe/+MWsXLkyL774YhYvXlzyuHHjxuXkk0+u8XW7d++eVatWJUnJp5JatmyZffbZp+Lnjh07Vvzza6+9VuVTW23atEnHjh3TtGnTLFy4MO+++27efffdSvstX748v/jFLzJs2LAa38MnGjVqlHPOOScXXHBBtfZfvnx5Jk2alEmTJuUXv/hF2rVrl969e6dv375Vvtrv0z7++OMMHDgwc+fOLbm9Xr162XXXXdOqVavMmzcvU6ZMyYoVKyrt99Zbb+VHP/pRRo4cmVq1alVr9qosXrw4gwcPrnJ7w4YN071795SVlWXGjBl57bXXKmLVJ38OAABgcyVCAQAArEWzZs3ys5/9LAcffHBFkPjoo49y1lln5cknn6y0/9SpU7N48eI0bty4Rtfr27dv+vbtm6R0hOrYsWOuuuqqkse+8MILJdeHDRuWQw45pNL6xIkTc/bZZ1d62uuRRx7Jhx9+mBYtWqzv+JX06dMnr732WkaPHr3ex77//vsZMWJEfv3rX+c73/lOzjzzzNStW/VfY++88868+uqrVc5x7rnnrnFPCxYsyNVXX5277rqr0v4TJ07Mfffdl969e6/33J92zz33VPk03VFHHZXBgwfnC1/4QsXa66+/nkGDBhX2NBoAAGxMXscHAABQhbp16+bWW29Nr1691ngipqysLFdeeWUaNWpU6Zjy8vLMmjXr8xyzwtKlSyutNWnSJAcffHDJ/ffdd99ceOGFad++fXr16pUBAwbkyiuvzN13352mTZsWNtfgwYNz5plnpnbtmv0VdOXKlbnhhhvSt2/ffPjhhyX3Wb16dUaOHFly27e//e0MGTKkUlRr1qxZLrvsspx22mklj7vuuuvW6xV6pdx7770l1w877LAMHTp0jQCVJDvttFNGjRqV5s2bb9B1AQBgUyBCAQAAVKF3797p0qVLyW0tWrTIHnvsUXLbokWLPsuxqtS2bdtKa4sWLcrpp5+eJ598MitXrqy0/aijjsr//M//ZMSIETnrrLPSu3fvdO3aNfXq1Stsrlq1amXgwIEZP358vva1r9U4Rr3yyisZOHBgyft4/vnnM3PmzErrbdq0yTnnnLPW85599tklf+9mzJiRv/zlLzWaNfnn6wVff/31Sut169bN+eefX+VxrVq1yqmnnlrj6wIAwKZChAIAADYZG/r9nbWpSfjYe++917p92223LbleKpJ8Hg444IA0adKk0vqTTz6Z0047LT169Mhpp52WESNG5Kmnnqryu1aflc6dO2f48OF57LHHMmjQoHTv3j116tRZr3M899xzGT58eKX1qr6F1adPn7W+wi/5ZxQ65phjSm574okn1mu+T5s6dWrJPwu77LJLtt5667Ue26tXrxpfFwAANhW+CQUAAGwy6tSpk1WrVlVaX59XolW17/rGjuSfT9GsTVWvrFu9evV6X6sIjRo1ykUXXZTzzjuv5PYlS5bkySefrPiWVd26ddO1a9fsv//+OeSQQ9K5c+fPZc7WrVvn9NNPz+mnn54FCxZk0qRJmTRpUp566qm8/fbb6zx+1KhROeOMM9Z4HeL06dNL7rvbbrtVa6Zdd9215PqMGTOqdXwp8+fPL7neqVOndR7bvn371KtXb6MFTQAAKIInoQAAgE1G/fr1S66vT9T5+OOPS67X5PVyZWVla91e5CvrinL00UdX+b2qf7Vq1aq8/PLLGT58eHr37p1+/frlmWee+Rym/D/NmjXLoYcemosvvjgPPPBAHnnkkfz4xz9O+/btqzxmyZIleeqpp9ZYW7hwYcl9W7ZsWa05WrVqVXJ93rx51Tq+lKpmqs73tmrXrr3OP38AALCpE6EAAIBNRuPGjUuur1ixotrnWL58ecn1LbbYYr3nadCgwVq31+Tpqs9D79698/DDD+ess86q1lM3n3j++edz8sknZ9iwYZ/JXAsXLlznU21t2rTJSSedlAkTJuQHP/hBlfv967eWqnrlXnVf8VjVXDX9ftXaji31tF/R1wYAgE2B1/EBAACbjLKyssydO7fS+pIlS6p9jqr2LfWtpHXZnCNAixYtMmDAgAwYMCDvvfdennjiiUyaNCnPP/98Pvjgg7UeO3z48HTr1i09e/as8fWHDx+e1157LR988EHF/5YvX577778/X/ziF9d5fO3atfPDH/4wzzzzTJ5//vlK2//1CaWqnhqaO3duunTpss7rVfV70qJFi3UeW5UvfOELJderek3fp5WXl+ejjz6q8bUBAGBTsPn+jQoAAPi3s+WWW5ZcnzNnTrXPUdXr0zYkJmzutttuu5xwwgm5/vrrM3HixDz00EO5+uqr069fvyp/z0eNGrVB15w2bVoefvjhTJkyJTNnzqx4Qu1fX6O3LlV90+lfX9HYoUOHkvtNmTKlWtepar+1vRZwXar6vX3zzTfXeew777xT5VN9AACwuRChAACATUa7du1Krk+cOLHa5/jrX/9acr1NmzY1mmlTs67X2S1ZsiSvvfZa/vjHP2bYsGEZM2ZMpX3atWuXI444IpdcckkeeOCBkt9DeuWVVzZozm7dupVc//3vf7/Oe/i0qqLivwae3XffveR+48aNW+fr71atWpV77rmn5Lb999+/GlOW1qlTp5KvmHz99dcza9astR77pz/9qcbXBQCATYUIBQAAbDK6du1acv3ee+/N+++/v87jV6xYkXHjxpXcVlUU2ZSV+s5RVd/HmjlzZg488MDsvvvuOeaYY3L22Wdn+PDhGTp0aJUhJ/nnawqbNWtWaX3lypU1HzzJ1772tZLr06ZNyx133FGtc8yZMycPPvhgyW277rrrGj/vueeeJe9j5syZueqqq9Z6nWuuuSYzZ86stN6xY8dqvcqvKrVr186ee+5Zab28vDxXXHFFlcfNmDEjN998c42vCwAAmwoRCgAA2GR87WtfS506dSqtL126NAMGDCgZCj6xYsWKnH/++XnvvfeqPPfmpkGDBpXW3nvvvSxevLji54ULFyb555NejRo1qvSU0aJFi3LKKafktddeq3SulStX5le/+lWmT59eadt22223QbN36NChyqeTLr/88owfP36tx8+ePTsDBgxY414/0bx58+y9995rrNWvXz/9+vUrea6bb745F154YaVvMf3jH//IRRddlJEjR5Y87kc/+tFaZ6yOvn37llx/4IEHct5551X67tNLL72U/v37V/x7BQCAzVnl/1sdAADARrLlllvmsMMOy/33319p2/Tp03PEEUekT58+2XfffdOmTZvUrVs38+fPz8svv5wxY8bknXfeKXnevffeO23btv2Mpy9e8+bNK0WY+fPn56ijjkrXrl3z9ttvp27duhWvkjvzzDNz1llnVTrPtGnTcswxx6RTp05p06ZNGjdunA8//DCvvvpqlbHjG9/4xgbPf+6556Zfv36VwtjKlStz3nnnZcyYMTnyyCPTtWvXlJWVZfny5Xn//ffz9NNP59577y0ZoJLkO9/5TurVq1dy/d577y0ZK8eOHZs//OEP2W233dKqVavMmzcvL730UpVPlvXq1SuHHHJIDe56TT179kyXLl3yxhtvVNo2fvz4TJgwId27d0+zZs3y3nvvlYyFAACwuRKhAACATcrgwYMzceLESk+tJP/83tFtt92W2267rdrna9CgQS655JIiR/zc7LTTTpkxY0al9ffff7/i9YTNmzevWD/88MPz8MMPl4x4yT9DXqmnnv5V+/bt079//xpO/X923333nHjiiRk9enTJ7S+88EJeeOGF9TrnLrvskpNPPrnktsaNG2fYsGHp379/Fi1aVGn7ypUrM3ny5HVeY6eddsqVV165XnNVpXbt2rn66qvzzW9+M0uXLq20ffny5XnmmWeqnOP1118vZA4AANgYvI4PAADYpLRo0SK/+c1v1ogrNVW/fv1ceeWV6dChQwGTff4OO+ywde4zf/78LF++vOLnyy+/PIceemiNr7ntttvmpptuyhZbbFHjc3zahRdemCOPPLKQc3Xo0CEjRowo+RTUJ3beeeeMGjUq2267bY2uccABB2T06NFp1KhRTcespFOnTrn++uvX65wDBw7M4YcfXtgMAACwMYhQAADAJqdbt2753e9+V+U3hapj++23z29/+9sNCjIb22GHHVatgDN79uyKf27QoEGuu+66XHrppWnRokW1r1W7du0cc8wxGTt27AZ/D+pfz3vllVfmoosu2qCwc8QRR+Suu+5K69at17nvzjvvnPvuuy/f/e5307hx42qdf8stt8zFF1+cX/3qV2natGmN56zK/vvvn9GjR6dLly5r3e8LX/hChg4dmjPPPLPwGQAA4PPmdXwAAMAmaYcddsgdd9yRCRMm5Pbbb8/zzz+f1atXr/O4Ll265L/+679y3HHHpW7dzfuvPLVr185VV12Vww8/POPGjcuUKVMyf/78NG7cOC1atEjnzp1z4IEHZquttlrjuFq1auX4449Pnz598r//+795/PHH88Ybb+Rvf/tbFi5cmPLy8jRu3DjNmjXLjjvumN122y1HHHFEtQJPTdSqVSsnnnhivv71r2fcuHEZP3583nzzzXUe17x58/Tq1SvHH398dt555/W6ZpMmTXLOOefke9/7Xh566KE8+eSTee211zJr1qwsW7YsZWVladmyZb70pS9lv/32y0EHHZSGDRvW9BarpVu3bhk3blweeOCBTJgwIa+++mo++OCDlJWVZfvtt88hhxyS3r17r1c8BACATVmt8n/9QiwAAMAmaPHixRUhZd68eVm2bFlWrVqV+vXrp1mzZtlmm23StWvXtGzZcmOPSjX84x//yKuvvppZs2Zl4cKFWbJkSerWrZvGjRtn6623TseOHdO+ffuNPSYAALABRCgAAAAAAAAK55tQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFK7uxh6AjW/+/MVZvbp8Y48BAAAAAABsRmrXrpXmzRtXuV2EIqtXl4tQAAAAAABAobyODwAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUNU0f/78XHLJJdlvv/3SrVu3HHTQQRk6dGiWLl26xn6rVq3KLbfcksMPPzxf+tKXcvDBB2fEiBFZuXJlyfOOHz8+Rx99dHbbbbfsv//+GTJkSBYvXrzGPpMmTUrnzp1z/vnnlzzHihUrctppp6Vz58454YQTsmTJkmJuGgAAAAAAoIZEqGpYvHhx+vXrlzvvvDMdOnTISSedlK222iojR47Mt7/97axatapi35/85CcZMmRImjVrlv79+6d169a5/vrrM2jQoErnvfHGG3Peeedl9erVOfHEE9OlS5fccsstOe2007JixYpqzbZq1aqcffbZefLJJ7P77rvn17/+dRo1alTYvQMAAAAAANRE3Y09wOZgzJgxeeutt9K/f/8MHjw4SVJeXp5zzz039913X+67774cc8wxeeGFFzJmzJgceuihue6661KrVq2Ul5fn/PPPz/jx4/Poo4+mZ8+eSZK//e1vuf7669O9e/eMHj069erVS5Jcd911+eUvf5m77rorJ5544lrnWr16dc4777w8+OCD6d69e2666aY0btz4s/3NAAAAAAAAqAZPQlXDX/7ylyTJscceW7FWq1atHHfccUmSl156KUly++23J0nOPPPM1KpVq2K/s88+O7Vq1crdd99dcfyYMWOyatWqnHHGGRUBKkkGDBiQJk2arLFvKeXl5bn44otz//33Z9ddd81vfvObNGnSpIC7BQAAAAAA2HAiVDU0a9YsyT+fXvq0OXPmJElatGiRJHnuuefSvHnz7Ljjjmvs17p167Rv3z6TJ0+uWPvkn/faa6819m3QoEF22223vPHGG1m4cGGVM11++eW5++67061bt4wcOVKAAgAAAAAANikiVDUce+yxqVevXoYMGZLnn38+S5cuzaRJk3LVVVeladOmOfbYY7NixYrMnj072223XclztGnTJh999FE+/PDDJMl7772XVq1alYxHbdq0SZK8/fbbJc91zTXXZNSoUdl5551z8803p2nTpgXdKQAAAAAAQDFEqGro1q1bbr755ixbtiz9+vXLbrvtlv79+6dOnTq544470rZt2yxYsCBJqgxCn6x/8nTTggUL1rnvokWLKm274YYbcuONN1bMVVZWtmE3BwAAAAAA8Bmou7EH2BzMmzcv11xzTebOnZuePXumQ4cOeeWVV/Lss8/m4osvzo033phVq1YlSerXr1/yHJ+sL1++PEmyatWqau/7iSeeeCL33HNPunbtmrlz52bMmDE56KCDcuCBB27Q/bVs6VV+AAAAAABAsUSoahg0aFBeeOGFXHvttTn88MMr1m+55ZYMGTIkF110US655JIkycqVK0ueY8WKFUmSLbbYIknSsGHDau/7iQ8++CCdO3fOb3/727z44ov53ve+lwsvvDD33XdfWrZsWeP7mzdvUVavLq/x8cDmb8r0D/LApPfy9S9vl107tdrY4wAAAAAAm4HatWut9UEXr+Nbh9mzZ+fpp5/OXnvttUaASpJTTjklnTp1yp///OfUq1cvtWvXLvkKveT/XsP3yav2ysrKKtbWte8n2rdvn1tuuSXNmzfPQQcdlKOPPjrz5s3L4MGDN+geAcY/8Xamvr8g458o/S06AAAAAID1JUKtw6xZs5IkO+ywQ8ntHTt2zOrVq/P3v/892267bWbMmFFyvxkzZqR58+Zp1qxZkn8GpXnz5mXZsmWV9p05c2Zq166d7bfffo317t27p0WLFhU/Dx48OK1bt86jjz6aMWPG1Oj+AJJk2YpVa/wKAAAAALChRKh1aNXqn6+leuedd0puf/fdd1OrVq20bNkye+yxR+bOnZu3317zSYI5c+bk3XffzW677Vaxtscee2T16tV57rnn1th3+fLleemll9KpU6c0abL2bzWVlZXlsssuS5JcccUVVc4IAAAAAADweROh1qFdu3bZeeed8+yzz+ahhx5aY9vdd9+dN954I1/96lfTrFmzHH300UmSa6+9NqtXr06SlJeX55prrkl5eXn69u1bceyRRx6ZOnXqZPjw4RXfgEqSX/3qV1m0aNEa+67NAQcckD59+mTJkiU599xzs2qVpxgAAAAAAICNr+7GHmBzcPnll+ekk07KwIED07Nnz3To0CFTp07NE088kS233DKXXHJJkmSfffbJ4Ycfnj/96U/p27dvvvzlL+fFF1/Mc889l0MPPTQHHnhgxTl32GGHnHrqqbnpppty9NFHp2fPnpk+fXoee+yx7L777vnWt75V7fkuvPDCPP3003n55ZczYsSI/Pd//3fRvwUAAAAAAADrpc6ll1566cYeYlPXqlWrfP3rX89HH32U5557Ls8880yWLkv9rooAACAASURBVF2aI444IldffXW23Xbbin0PPvjg1K1bNy+++GImTpyYOnXqpH///rngggtSt+6azW/vvfdOixYt8sorr+Txxx/PsmXLcuyxx+ayyy5Lo0aNKvabOXNm7rnnnuy0007p1atXpfkaNGiQTp065Q9/+ENeeOGF7LPPPtlmm22qfX9Ll65IeXkNfmOAfxsPPz8ji5etSpMt6qXXnu029jgAAAAAwGagVq1aadSoftXby8vlh/908+YtyurV/hjAf7ILbnw6c+YvTevmW2TIGXtv7HEAAAAAgM1A7dq10rJlk6q3f46zAAAAAAAA8B9ChAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFq7uxB9gcdO7ceZ37jBo1Kl/+8peTJHfffXd+/OMfl9xv1113zV133bXG2mOPPZYbbrgh06ZNS8OGDdOzZ88MGjQoLVu2rNhnxowZOfjgg9OjR4+MHj260nnLy8szePDgjB07Nh07dszo0aPXOB4AAAAAAODzJEJVw5lnnllyfd68ebnjjjvSsmXL7LDDDhXrU6dOTZJ897vfTYMGDdY4Zuutt17j5/vvvz+DBg1Ku3btcvzxx2fWrFm55557Mnny5IwdOzZlZWXVmvFnP/tZxo4dmw4dOuTWW28VoAAAAAAAgI1KhKqGgQMHllwfMGBAkuTnP/95ttxyy4r1qVOnplmzZjnnnHPWet7FixfnsssuS7t27TJ+/Pg0adIkSbLvvvtm8ODBueGGG3Leeeetc76rr746o0ePTvv27XPrrbeuMQsAAAAAAMDG4JtQNTRu3Lg8+uij6dOnT/bbb781tk2bNi077rjjOs/xxz/+MQsWLMgpp5xSEaCS5Jvf/GY6dOiQcePG5eOPP17rOUaMGJFf//rX2W677TJq1Ki0bt26ZjcEAAAAAABQIBGqBpYuXZprr702jRo1qvS00+zZs7NgwYJqfUdq8uTJSVLxLalP69GjRxYsWJC//vWvVR5/yy235Prrr0+7du0EKAAAAAAAYJMiQtXArbfemr///e855ZRTKn176ZPvQa1cuTI/+MEPsvfee6d79+457bTT8vLLL6+x7/vvv58kadeuXaVrtG3bNkny9ttvl5xhzJgxGTJkSNq0aZNRo0Zlm2222eD7AgAAAAAAKIoItZ5WrFiR2267LQ0aNMhJJ51UafsnEerOO+/MsmXL0qdPn+y77755+umn069fvzzxxBMV+86fPz/169dPw4YNK53nk9fzLVq0qNK2e++9N5deemmSpEOHDtl2222LuDUAAAAAAIDC1N3YA2xuJkyYkLlz56Zv375p0aJFpe2rV69OmzZt8qMf/Si9e/euWH/22Wdzyimn5IILLsjDDz+cBg0aZNWqValfv37J63yyvnz58jXWp02blgsuuCDbbLNNGjVqlCeffDK33357TjjhhALvEgAAAAAAYMOIUOvp3nvvTZIcd9xxJbcPGDAgAwYMqLTeo0ePHHnkkRk/fnyeffbZ7LfffmnYsGFWrlxZ8jwrVqxIkmyxxRZrrC9YsCBbb711br311ixcuDDHHXdchg4dmq985Svp2LFjje6pZcsmNToO+PdRp07til+33LLpRp4GAAAAAPh3IEKth0WLFuXZZ59NmzZtsssuu6z38V27ds348eMzY8aMJElZWVmWL1+eFStWVHoi6pPX8DVtuuZ/DG7RokVGjRpV8R2pM844IyNGjMi5556bMWPGpF69eus917x5i7J6dfl6Hwf8+/j449UVv86du3AjTwMAAAAAbA5q16611gddfBNqPUycODErV67MIYccUuU+r776aiZPnlxy2yev1mvQoEGSpH379klSEaU+7ZO1Dh06rLHeqVOnbL/99hU/f+9738tOO+2UV199NcOGDav+zQAAAAAAAHyGRKj18NJLLyVJ9txzzyr3+cEPfpD+/fvnww8/rLTt+eefT5J069YtSbLHHnskScloNWnSpDRt2nSdr9irV69errjiitSrVy833XRTnnvuuerdDAAAAAAAwGdIhFoPr7/+epKs9VV8X//617N69epce+21KS//v1fcTZgwIY899lj22muv7LjjjkmSXr16pXHjxvnNb36TBQsWVOz7+9//Pu+8806OO+641K697n9FXbp0yYABA7J69er8v//3/ype5QcAAAAAALCx+CbUenjvvffSsGHDtG7dusp9vv/97+fxxx/PXXfdlalTp2aPPfbI22+/ncceeyxbbrllhgwZUrFvs2bNcu655+bSSy/N0UcfncMOOyxz5szJhAkT0r59+5xxxhnVnm3AgAF55JFH8uqrr+YnP/lJhg4dukH3CgAAAAAAsCE8CbUeFixYkK233nqt+5SVleXOO+/MySefnLlz52b06NF55ZVX8s1vfjPjxo1Lu3bt1tj/+OOPz7XXXpsWLVrk9ttvz+TJk3P00Udn9OjRadasWbVnq1u3bsVr+e69995MmDChRvcIAAAAAABQhFrln35nHP+R5s1blNWr/TGA/2QX3Ph05sxfmtbNt8iQM/be2OMAAAAAAJuB2rVrpWXLJlVv/xxnAQAAAAAA4D+ECAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKAAAAAACAwolQAAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAFBtU6Z/kJ/f/kKmTP9gY48CbOLqbuwBAAAAAADYfIx/4u28O2dhlq34OLt2arWxxwE2YZ6EAgAAAACg2patWLXGrwBVEaEAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABSu7sYeYHPQuXPnde4zatSofPnLX674efz48bnlllvyzjvvpKysLIcddlh++MMfpnHjxpWOfeyxx3LDDTdk2rRpadiwYXr27JlBgwalZcuWFfvMmDEjBx98cHr06JHRo0dXOkd5eXkGDx6csWPHpmPHjhk9evQaxwMAAAAAAHyeRKhqOPPMM0uuz5s3L3fccUdatmyZHXbYoWL9xhtvzDXXXJPOnTvnxBNPzLRp03LLLbdkypQpGTVqVOrXr1+x7/33359BgwalXbt2Of744zNr1qzcc889mTx5csaOHZuysrJqzfizn/0sY8eOTYcOHXLrrbcKUAAAAAAAwEYlQlXDwIEDS64PGDAgSfLzn/88W2655f9n786jtCzPPPF/X4oCREACMmwWUoKWEGMkKOC4dOwYf5jENKMgrhGTtsHWmDiKjmR6xkYNxtOOrYYYxSQC4o6BtDY6ccEtLpi4dIgLIkZBQQOUAspS1Pv7w6lqKwUCVa+yfT7ncIq6n+u57+tGTh3P++W5nyTJ22+/nWuuuSYDBgzI1KlTU15eniS5+uqr87Of/Sx33HFHTjnllCTJqlWrcskll6SioiIzZsxIu3btkiSHHHJIfvSjH+W6667LhRdeuMn+rrzyykydOjW9e/fO5MmT63sBAAAAAADYWrwTqonuvvvuPPzwwzn22GNz2GGH1Y/ffvvtqampyejRo+sDqOTjwKpdu3a5884768fuvffeVFdXZ9SoUfUBVJIMHz48lZWVufvuu7N+/fpP7WPixIm54YYb0qtXr0yZMiVdu3Yt4S4BAAAAAACaRgjVBB999FGuuuqqtG3bNueff36Da3PmzEmSHHTQQQ3GW7dunQMOOCAvv/xyVqxY0aD2k++SqjNo0KBUV1dn3rx5G+3jpptuyjXXXJOKigoBFAAAAAAAsE0RQjXB5MmT8+6772bUqFGN3r305ptvZvfdd2/wZFOdnj17JkkWLFiQJHnrrbeSJBUVFY1q99hjjwa1f+3222/PhAkT0rNnz0yZMiXdu3dv+oYAAAAAAABKTAi1hdauXZubb745rVu3zqmnntroenV1ddq3b7/Be+vGV65cmSRZvnx5WrVqlTZt2jSqrQux6mo/aebMmbn44ouTJJWVlenRo0eT9gIAAAAAAPBZabm1G9jezJo1K++9915GjhyZTp06NbpeU1OTVq1abfDeuvE1a9ZscW2dV199NRdddFG6d++etm3b5vHHH8+0adNy8sknN3lPnTs3fmoL2LmUlbWo/9qly4aDdAAAAIDE5wjA5hNCbaGZM2cmSUaMGLHB623atMm6des2eG3t2rVJkl122WWLa+tUV1enW7dumTx5clasWJERI0bkiiuuyJAhQ9KnT58t31CSpUtXpra22KR7gR3D+vW19V/fe2/FVu4GAAAA2Jb5HAGo06JF4VMfdHEc3xZYuXJlnnnmmfTs2TNf+tKXNljToUOHrFix4R+8deN1x/J16NAha9asqQ+c/nqtT9bW6dSpU6ZMmZKKior0798/o0ePzurVqzN27NiNBloAAAAAAACfNyHUFnjiiSeybt26HHXUURut6d27d5YuXZrVq1c3urZo0aK0aNEie+65Z31tkixcuLBRbd1YZWVlg/G+ffvW358kZ555Zvr165e5c+fm2muv3eI9AQAAAAAAfBaEUFvg+eefT5IceOCBG60ZOHBgamtr8+yzzzYYX7NmTZ5//vn07ds37dq1q69Nkjlz5jSa5+mnn0779u03ecReeXl5Lr/88pSXl2fSpEmN1gUAAAAAANgahFBb4KWXXkqSjR7FlyTHHHNMysrK8tOf/rTBMXs///nPs3LlyowcObJ+7Mgjj8yuu+6aG2+8MdXV1fXjd911V954442MGDEiLVps+j/RvvvumzFjxqS2tjYXXHBB/VF+AAAAAAAAW0vLrd3A9uTNN99MmzZt0rVr143W7LXXXvnud7+bSZMmZdiwYTniiCPy2muvZfbs2fnKV76S448/vr62Y8eOGTt2bC6++OIMGzYsRx99dJYsWZJZs2ald+/eGT169Gb3NmbMmDz00EOZO3duxo8fnyuuuKJZewUAAAAAAGgOT0Jtgerq6nTr1m2Tdeedd17+1//6XykUCpkyZUrmzZuXUaNG5YYbbkirVq0a1J544om56qqr0qlTp0ybNi1z5szJsGHDMnXq1HTs2HGze2vZsmX9sXwzZ87MrFmztnh/AAAAAAAApVIoFovFrd0EW9fSpStTW+uvAezMLrr+ySxZ/lG6fmGXTBh98NZuBwAAANiG+RwBqNOiRSGdO7fb+PXPsRcAAAAAAAB2EkIoAAAAAAAASk4IBQAAAAAAQMkJoQAAAAAAACg5IRQAAAAAAAAlJ4QCAAAAAACg5IRQAAAAAAAAlJwQCgAAAAAAgJITQgEAAAAAAFByQigAAAAAAABKTggFAAAAAABAyQmhAAAAAAAAKDkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAQAAAAAAUHJCKAAAAAAAAEpOCAUAAAAAAEDJCaEAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAA7uWKxmGLx//1+67YCAAAAAOxAWm7tBgDYOha+uzIPP7coz7y0JKtW1yRJ3l3+US6d8mz+5oAeGdSva1qXl23lLgEAAACA7ZUQCmAn88GHa/PLe1/Ki/OXbvD6629/kNff/iB3PPRaTvr6Pjn4i90+5w4BAAAAgB2BEApgJ7J8xZr85JY/5N3lH22ydtXqmkz6tz+leuWaHD14z8+hOwAAAABgR+KdUAA7ibXr1udf73xhswKoT7rz4fl56k+LP6OuAAAAAIAdlRAKYCcx+/m389a7K5t0720PzMu6mtoSdwQAAAAA7MiEUAA7gdpiMQ//YWGT7//gw3X5/avvlrAjAAAAAGBHJ4QC2Am8+mZ1lmzhMXx/7ZHn3i5RNwAAAADAzkAIBbATeP2dD7aJOQAAAACAnYcQCmAnsGr1umbPsa6m1nuhAAAAAIDNJoQC2Am0alnW7DkKhaSsrFCCbgAAAACAnYEQCmAnsPtubZo9R+cObdKiIIQCAAAAADaPEApgJzBg793TqmXzfuQP+WLXEnUDAAAAAOwMhFAAO4G2bcqbFSIVCsnffLlnCTsCAAAAAHZ0QiiAncT/N6hXWjbxnU7/9Yvd0rkER/oBAAAAADsPIRTATqJ7513z3W/22+L7endrn1OOqvoMOgIAAAAAdmQtt3YDAHx+hvTvlhaFQm6856XUrK/dZP2+vTrmrGO/lNatyj6H7gAAAACAHYkQCmAnM6hf1+zZrX0eeHZhfvfHd/LRmvWNavr06JC//coeGdy/a1q0aNoRfgAAAADAzk0IBbAT6vqFtjn56/vkuL/ZK398fVmm3P9KVn60Lu3blue8kQekV9f2W7tFAAAAAGA7551QADuxNq1a5sB9/0t2bfPxv0lo27qlAAoAAAAAKAkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAQAAAAAAUHJCKAAAAAAAAEpOCAUAAAAAAEDJCaEAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAAAAAAAAJScEAoAAAAAAICSE0IBAAAAAABQckIoAAAAAAAASk4IBQAAAAAAQMkJoQAAAAAAACg5IRQAAAAAAAAlJ4QCAAAAAACg5IRQAAAAAAAAlJwQCgAAAAAAgJITQgEAAAAAAFByQigAAAAAAABKTggFAAAAAABAyQmhAAAAAAAAKDkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAQAAAAAAUHJCKAAAAAAAAEpOCAUAAAAAAEDJCaEAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUFvgN7/5TYYPH54vf/nLOfTQQ3POOedkwYIFDWruvPPOVFVVbfDX8ccf32jO2bNnZ+TIkRkwYEAOPvjgjBs3LkuXLm1Qs3DhwlRVVeXUU0/dYF/FYjHjxo1LVVVVvvGNbzS6HwAAAAAA4PPWcms3sL246qqr8vOf/zy9e/fOSSedlCVLluS+++7LU089lbvvvjt77LFHkuSVV15Jkpxxxhlp3bp1gzm6devW4Pt77rkn5513XioqKnLiiSfmnXfeya9//evMmTMn06dPT4cOHTart8suuyzTp09PZWVlJk+enM6dO5dgxwAAAAAAAE0nhNoML774Yq6//voMGjQokyZNSps2bZIkRx11VH7wgx9k4sSJmTBhQpKPQ6iOHTvm/PPP/9Q5V61alUsuuSQVFRWZMWNG2rVrlyQ55JBD8qMf/SjXXXddLrzwwk32duWVV2bq1Knp3bt3Jk+enC5dujRztwAAAAAAAM3nOL7NMG3atCTJ+PHj6wOoJBk6dGhGjhyZXr161Y+9+uqr2WeffTY557333pvq6uqMGjWqPoBKkuHDh6eysjJ333131q9f/6lzTJw4MTfccEN69eqVKVOmpGvXrlu6NQAAAAAAgM+EEGozPProo9lnn31SWVnZ6Nr48eNz5plnJkkWL16c6urqVFVVbXLOOXPmJEkGDx7c6NqgQYNSXV2defPmbfT+m266Kddcc00qKioEUAAAAAAAwDZHCLUJS5cuzbJly7L33ntn/vz5Ofvss3PggQdm4MCBOeecc/LWW2/V19a9D2rdunU566yzcvDBB2fAgAH53ve+lxdffLHBvHX3VVRUNFqz7v1SCxYs2GBPt99+eyZMmJCePXtmypQp6d69e0n2CgAAAAAAUCpCqE149913kyRLlizJiBEjsmjRohx33HEZOHBg7r///owcOTKLFi1K8p8h1G233ZbVq1fn2GOPzSGHHJInn3wyJ510Uh577LH6eZcvX55WrVo1ON6vTt3xfCtXrmx0bebMmbn44ouTJJWVlenRo0dJ9wsAAAAAAFAKLbd2A9u6Dz/8MMnHx+f93d/9XSZMmJCysrIkydSpU3PppZfmxz/+cSZOnJja2tr07NkzP/zhD/Ptb3+7fo5nnnkmo0aNykUXXZQHH3wwrVu3Tk1NTVq1arXBNevG16xZ02D81VdfzUUXXZTu3bunbdu2efzxxzNt2rScfPLJzdpj587tNl0E7NDKylrUf+3Spf1W7gYAAADYlvkcAdhcQqhNaNGi7gdqWcaNG1cfQCXJySefnMmTJ+eRRx7JRx99lDFjxmTMmDGN5hg0aFCOOeaYzJgxI88880wOO+ywtGnTJuvWrdvgmmvXrk2S7LLLLg3Gq6ur061bt0yePDkrVqzIiBEjcsUVV2TIkCHp06dPk/e4dOnK1NYWm3w/sP1bv762/ut7763Yyt0AAAAA2zKfIwB1WrQofOqDLo7j24T27T9O8nv27JmOHTs2uNaiRYtUVVVl3bp1efvttz91nv79+ydJFi5cmCTp0KFD1qxZUx84fVLdMXx1a9fp1KlTpkyZkoqKivTv3z+jR4/O6tWrM3bs2I0GWgAAAAAAAFuDEGoTKioqUlZWttGQp6amJsnHTy3NnTs3c+bM2WBd3dF6rVu3TpL07t07yX+GUp9UN1ZZWdlgvG/fvtlzzz3rvz/zzDPTr1+/zJ07N9dee+0W7AoAAAAAAOCzJYTahNatW2e//fbLO++8kzfeeKPBtZqamrz88svp2LFjunbtmrPOOivf+c53smzZskbz/P73v0+S7LfffkmSgQMHJskGQ6unn3467du33+QRe+Xl5bn88stTXl6eSZMm5dlnn23KFgEAAAAAAEpOCLUZjj/++CTJZZdd1uCJqF/+8pdZvHhxhg0blrKysgwdOjS1tbW56qqrUiz+5zuWZs2aldmzZ+eggw7KPvvskyQ58sgjs+uuu+bGG29MdXV1fe1dd92VN954IyNGjKh/H9Wn2XfffTNmzJjU1tbmggsuqD/KDwAAAAAAYGtqubUb2B4cd9xxefjhh/PAAw9k2LBhOfzwwzN//vw88sgj6d27d84+++wkyT/+4z/m0UcfzR133JFXXnklAwcOzIIFCzJ79ux06dIlEyZMqJ+zY8eOGTt2bC6++OIMGzYsRx99dJYsWZJZs2ald+/eGT169Gb3N2bMmDz00EOZO3duxo8fnyuuuKLkfwYAAAAAAABbwpNQm6FQKOTqq6/ORRddlCS5+eab89JLL+XEE0/Mbbfdlvbt2ydJOnTokNtuuy2nnXZa3nvvvUydOjV//OMfM3z48Nx9992pqKhoMO+JJ56Yq666Kp06dcq0adMyZ86cDBs2LFOnTk3Hjh03u7+WLVvWH8s3c+bMzJo1q3SbBwAAAAAAaIJC8ZPnxrFTWrp0ZWpr/TWAndlF1z+ZJcs/Stcv7JIJow/e2u0AAAAA2zCfIwB1WrQopHPndhu//jn2AgAAAAAAwE5CCAUAAAAAAEDJCaEAzfOQogAAIABJREFUAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAAAAAAAAJScEAoAAAAAAICSE0IBAAAAAABQckIoAAAAAAAASk4IBQAAAAAAQMkJoQAAAAAAACg5IRQAAAAAAAAlJ4QCAAAAAACg5IRQAAAAAAAAlJwQCgAAAAAAgJITQgEAAAAAAFByQigAAAAAAABKTggFAAAAAABAyQmhAAAAAAAAKDkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAQAAAAAAUHJCKAAAAAAAAEpOCAUAAAAAAEDJCaEAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAAAAAAAAJScEAoAAAAAAICSE0IBAAAAAABQckIoAAAAAAAASk4IBQAAAAAAQMkJoQAAAAAAACg5IRQAAAAAAAAlJ4QCAAAAAACg5IRQAAAAAAAAlJwQCgAAAAAAgJITQgEAAAAAAFByQigAAAAAAABKTggFAAAAAABAyQmhAAAAAAAAKDkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAQAAAAAAUHJCKAAAAAAAAEpOCAUAAAAAAEDJCaEAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAAAAAAAAJScEAoAAAAAAICSa/lZL/D6669n7dq1qaysTOvWrT/r5QAAAAAAANgGNDuE+stf/pJ77rkn+++/f77yla/Uj//Hf/xHxo4dmz//+c9Jkl133TV///d/nzFjxjR3SQAAAAAAALZxzTqO78EHH8xRRx2Vn/zkJ3nmmWfqx5ctW5bvfe97+fOf/5xisZhisZiVK1fm6quvzqWXXtrspgEAAAAAANi2NTmEeu+993Leeeflww8/TLFYzNtvv11/bfLkyfnggw+SJAcccEDGjBmTvffeO8ViMbfccktefPHF5ncOAAAAAADANqvJx/HdcsstWb16dVq2bJlx48Zl+PDh9ddmzZqVJOnZs2emTp2a8vLyjBkzJiNGjMhrr72W6dOnZ//9929+9wAAAAAAAGyTmvwk1BNPPJFCoZATTjghJ510Ulq1apUkWbBgQd58880UCoV885vfTHl5eZKkTZs2OeWUU1IsFhsc3QcAAAAAAMCOp8kh1FtvvZUkOfzwwxuMP/HEE/W/P+SQQxpc22uvvZIk7777blOXBQAAAAAAYDvQ5BBqxYoVSZLOnTs3GP/d736X5OMnnwYMGNDgWqFQSJKsW7euqcsCAAAAAACwHWhyCLXrrrsmSd5///36sZqamjz99NMpFAoZOHBg/VF8dd54440kyW677dbUZQEAAAAAANgONDmEqqqqStLw+L3Zs2dn1apVSZIjjjii0T233nprCoVC9tlnn6YuCwAAAAAAwHagZVNvPPLII/PMM89k8uTJ2W233dKrV69MmDAhSVJWVpahQ4fW1y5cuDCXX3555s6dm0KhkKOOOqr5nQMAAAAAALDNanIINXLkyNx6661ZsGBBrrrqqvrxQqGQU045pf5dUU899VROP/30+ut9+/bNscce24yWAQAAAAAA2NY1+Ti+1q1b51e/+lUGDx6cYrGYYrGYsrKynHDCCRk7dmx93R577FF//Utf+lJuvPHGRu+KAgAAAAAAYMfS5CehkqRbt26ZPHly3n777fzlL39Jr1690rFjxwY1PXv2zPDhw/PVr341X/va11IoFJrVMAAAAAAAANu+ZoVQdXr06JEePXps8FqhUMill15aimUAAAAAAADYTjT5OL5P8+GHH6ZYLH4WUwMAAAAAALAdKEkINX/+/PzzP/9zhg4dmv322y8HHnhgXnnllSTJk08+mVGjRuWhhx4qxVIAAAAAAABsB5p9HN9Pf/rT/OxnP0uxWKx/+umT7316880389RTT+Xpp5/O17/+9fzLv/xLWrVq1dxlAQAAAAAA2IY160mon/70p5k4cWJqa2tTKBRSVVXVqObDDz9MkhSLxfz2t7/N2LFjm7MkAAAAAAAA24Emh1Dz58/Pz372syTJwQcfnAcffDAzZ85sVHf66afn1ltvTZ8+fVIsFvN//+//zWOPPdb0jgEAAAAAANjmNTmEmjp1ampra9O7d+9cf/316d69+0ZrBwwYkFtuuSU9evRIktx1111NXXar+s1vfpPhw4fny1/+cg499NCcc845WbBgQaO6GTNmZNiwYTnggANy+OGHZ8KECVm1atUG55w9e3ZGjhyZAQMG5OCDD864ceOydOnSBjULFy5MVVVVTj311A3OUSwWM27cuFRVVeUb3/hGo/sBAAAAAAA+b00OoZ5++ukUCoWceuqpm/WOp9122y2nn356isViXnjhhaYuu9VcddVVGTt2bFasWJGTTjopgwYNygMPPJCRI0dm4cKF9XXXX399LrzwwtTW1uaUU07Jvvvum5tuuinf+973snbt2gZz3nPPPRk9enSWLl2aE088MUOGDMmvf/3rnHDCCfnggw82u7fLLrss06dPT2VlZSZPnpzOnTuXbN8AAAAAAABN0bKpNy5evDhJ0r9//82+p1+/fkmy3T2p8+KLL+b666/PoEGDMmnSpLRp0yZJctRRR+UHP/hBJk6cmAkTJuTtt9/ONddckwEDBmTq1KkpLy9Pklx99dX52c9+ljvuuCOnnHJKkmTVqlW55JJLUlFRkRkzZqRdu3ZJkkMOOSQ/+tGPct111+XCCy/cZG9XXnllpk6dmt69e2fy5Mnp0qXLZ/SnAAAAAAAAsPma/CRUU9TU1CTJZj05tS2ZNm1akmT8+PH1AVSSDB06NCNHjkyvXr2SJLfffntqamoyevTo+gAqScaMGZN27drlzjvvrB+79957U11dnVGjRtUHUEkyfPjwVFZW5u6778769es/ta+JEyfmhhtuSK9evTJlypR07dq1JPsFAAAAAABoriaHUN26dUuS/OlPf9rse5544okG924vHn300eyzzz6prKxsdG38+PE588wzkyRz5sxJkhx00EENalq3bp0DDjggL7/8clasWNGgdvDgwY3mHDRoUKqrqzNv3ryN9nTTTTflmmuuSUVFhQAKAAAAAADY5jQ5hBoyZEiKxWJuueWW+iecPs38+fNz8803p1AoZNCgQU1d9nO3dOnSLFu2LHvvvXfmz5+fs88+OwceeGAGDhyYc845J2+99VZ97Ztvvpndd9+9wZNNdXr27JkkWbBgQZLU31dRUdGodo899mhQ+9duv/32TJgwIT179syUKVPSvXv35m0SAAAAAACgxJocQp1yyikpKyvL/Pnzc/7552fVqlUbrb3vvvvyne98Jx999FEKhUJOOOGEpi77uXv33XeTJEuWLMmIESOyaNGiHHfccRk4cGDuv//+jBw5MosWLUqSVFdXp3379hucp2585cqVSZLly5enVatWDY73q1MXYtXVftLMmTNz8cUXJ0kqKyvTo0eP5m0QAAAAAADgM9CyqTf26dMnZ511Vq655prcf//9eeyxx7L//vvXX7/55puzZs2azJkzJ0uWLEmxWEyhUMhpp52WqqqqkjT/efjwww+TfHx83t/93d9lwoQJKSsrS5JMnTo1l156aX784x9n4sSJqamp2ej7rurG16xZkyRbVFvn1VdfzUUXXZTu3bunbdu2efzxxzNt2rScfPLJzd8oAAAAAABACTU5hEqSf/zHf8z69etz3XXXZdWqVXnqqadSKBSSJNOnT6+vKxaLSZITTjghF1xwQXOW/Ny1aPHxw2JlZWUZN25cfQCVJCeffHImT56cRx55JB999FHatGmTdevWbXCetWvXJkl22WWXJNmi2jrV1dXp1q1bJk+enBUrVmTEiBG54oorMmTIkPTp06fJe+zcufHxgcDOpaysRf3XLl02/EQnAAAAQOJzBGDzNSuESpLvf//7+drXvpZf/OIXefzxx/P+++83uL7LLrtk8ODBOf300zN48ODmLve5qztGr2fPnunYsWODay1atEhVVVXeeuutvP322+nQoUNWrFixwXnqxuvm69ChQ9asWZO1a9c2eiKq7hi+vz7ar1OnTpkyZUr9e6RGjx6diRMnZuzYsbn99ttTXl7epD0uXboytbXFJt0L7BjWr6+t//reexv+OQYAAACQ+BwB+E8tWhQ+9UGXZodQSdK/f/9ceeWVSZKFCxdm+fLlWb9+fXbbbbdUVFSkZcuSLLNVVFRUpKysbKNPLdXU1CT5OGzr3bt35syZk9WrVzd619OiRYvSokWL7LnnnkmS3r175w9/+EMWLlyYvfbaq0HtwoULk3z8zqdP6tu3b/39SXLmmWfmoYceyty5c3Pttdfmv//3/968zQIAAAAAAJRIi1JPuMcee+RLX/pSDjjggFRWVm7XAVSStG7dOvvtt1/eeeedvPHGGw2u1dTU5OWXX07Hjh3TtWvXDBw4MLW1tXn22Wcb1K1ZsybPP/98+vbtm3btPk4EBw4cmOTjd039taeffjrt27ff5BF75eXlufzyy1NeXp5JkyY1WhcAAAAAAGBrKXkItSM6/vjjkySXXXZZgyeifvnLX2bx4sUZNmxYysrKcswxx6SsrCw//elP69/rlCQ///nPs3LlyowcObJ+7Mgjj8yuu+6aG2+8MdXV1fXjd911V954442MGDGi/n1Un2bffffNmDFjUltbmwsuuKD+KD8AAAAAAICtaZOPKU2aNOkzWfiMM874TOb9LBx33HF5+OGH88ADD2TYsGE5/PDDM3/+/DzyyCPp3bt3zj777CTJXnvtle9+97uZNGlShg0bliOOOCKvvfZaZs+ena985Sv1YVaSdOzYMWPHjs3FF1+cYcOG5eijj86SJUsya9as9O7dO6NHj97s/saMGVN/LN/48eNzxRVXlPzPAAAAAAAAYEtsMoS68sorUygUSr7w9hRCFQqFXH311bn55ptz55135uabb07Hjh1z4okn5gc/+EHat29fX3veeeele/fuueWWWzJlypR06dIlo0aNytlnn51WrVo1mPfEE0/MbrvtlhtvvDHTpk3LbrvtlmHDhuXcc89Nx44dN7u/li1b5vLLL8+xxx6bmTNn5ogjjsjRRx9dsv0DAAAAAABsqUKxWCx+WsG+++5b+kULhbz00ksln5emWbp0ZWprP/WvAbCDu+j6J7Nk+Ufp+oVdMmH0wVu7HQAAAGAb5nMEoE6LFoV07txuo9c3+STUlClTStoQAAAAAAAAO75NhlCDBg36PPoAAAAAAABgB9JiazcAAAAAAADAjudzD6HWrFmTe+655/NeFgAAAAAAgM/RJo/j25Qnnngi9913X5YsWZK1a9emtra2Uc369euzdu3arFixIosWLcr69evzrW99q7lLAwAAAAAAsI1qVgg1fvz43HrrrZtVWywW639fKBSasywAAAAAAADbuCaHUL/73e9yyy23pFAo1AdMbdq0yerVq1MoFNKmTZusWbOm/smouuDpa1/7Wr761a82v3MAAAAAAAC2WU1+J9Tdd9/98QQtWuSf/umf8uyzz+a5555L586dUygUct9992Xu3Ll5+OGH88Mf/jDl5eVJkvbt22f48OGl6R4AAAAAAIBtUpNDqBdeeCGFQiHf+ta3cvLJJ6ddu3YpFAoZOHBgisVinnzyyRQKhXTv3j1jxozJtddemySZMWNGnnvuuZJtAAAAAAAAgG1Pk0OoZcuWJUmOOOKIBuP9+vVLsVjM888/32D8b/7mb3LkkUemWCzmjjvuaOqyAAAAAAAAbAeaHEKtWbMmSdKjR48G43369EmSzJs3r9E9Q4cOTZK8+OKLTV0WAAAAAACA7UCTQ6iOHTsmSVatWtVgvFevXkmS+fPnN7qnZ8+eSZLFixc3dVkAAAAAAAC2A00OofbYY48kyUsvvbTB8ffffz9vv/12g2srV65M8p9PUQEAAAAAALBjanIINXjw4BSLxUydOrVB2NSuXbt07do1SfLb3/62wT1PPPFEkqR9+/ZNXRYAAAAAAIDtQJNDqBEjRqRly5ZZvHhx/tt/+2/5yU9+Un/tsMMOS7FYzLXXXpvf/OY3mT9/fn71q19l6tSpKRQK6d+/f0maBwAAAAAAYNvUrOP4vv/976dYLOb999/PXXfdVX/t9NNPT8uWLbNq1apceOGF+da3vpUrrrgiNTU1ST4OsAAAAAAAANhxNTmESpLRo0fnsssuS7du3dKjR4/68T59+uSf//mfU1ZWlmKxWP8rSY4//vgMHTq0eV0DAAAAAACwTWvZ3AmOO+64HHfccVm0aFGj8f322y933HFH/vznP+cLX/hCjj766Pzt3/5tc5cEAAAAAABgG9fsEKpOz549G41VVVXln/7pn0q1BAAAAAAAANuJkoVQn7RkyZLMmTMnS5YsSdeuXTNw4MB07979s1gKAAAAAACAbdAWhVCLFy/OLbfckldeeSXnnntu9t133wbXi8VifvzjH+e2225LTU1N/XhZWVmOOeaY/M//+T+z6667lqZzAAAAAAAAtlktNrfwlltuyde//vVMmjQpjz76aKN3QCXJeeedl5tvvjnr1q1LsVis/1VTU5MZM2bklFNOSXV1dUk3AAAAAAAAwLZns0Ko6dOnZ/z48ampqUmxWExZWVnWrFnToOa+++7Lv//7v6dYLKZQKGTIkCGZOHFifvWrX+W0005LWVlZXn755fz4xz/+TDYCAAAAAADAtmOTx/GtWLEi//Iv/5Ikad++fc4777x8+9vfzi677NKg7v/8n/+TJCkUChk8eHB+8YtfpKysLEly8MEHp1+/fvkf/+N/5N/+7d9y2mmn5Ytf/GKp9wIAAAAAAMA2YpNPQs2aNSvLly9PeXl5fvnLX2bkyJGNAqgXX3wxb775Zv33F1xwQX0AVWfYsGE54IADkiT//u//XoreAQAAAAAA2EZtMoR69NFHUygUcswxx2S//fbbYM3s2bOTfPwUVN++fdO/f/8N1g0dOjTFYjFPPvlk0zsGAAAAAABgm7fJEGrevHlJksMOO2yjNZ8MlQ499NCN1u2zzz5JknfffXezGwQAAAAAAGD7s8kQatmyZUmSHj16bPD62rVr88c//rH++yFDhmx0rvbt2ydJ3n///S1qEgAAAAAAgO3LJkOotWvXJkmjdzzVee6557Ju3br6moEDB250rg8++CBJ0q5duy1uFAAAAAAAgO3HJkOozp07J/nPJ6L+2lNPPZXk4/dB9e/f/1MDpgULFiRJvvCFL2xxowAAAAAAAGw/NhlC7bnnnkmS//iP/9jg9QceeKD+95/23qgkefDBB1MoFLLXXnttSY8AAAAAAABsZzYZQh1++OEpFouZPn16Vq9e3eDa73//+8ybN6/++6OOOmqj8zz77LN58sknkySHHnpoU/sFAAAAAABgO7DJEOpb3/pW2rZtm3feeSf/8A//kDfeeCO1tbV59tlnc+GFFyb5+Ci+AQMGpKqqaoNzvPnmm7nggguSJG3atMmRRx5Zwi0AAAAAAACwrWm5qYIuXbrknHPOyeWXX545c+bk6KOPTqFQSLFYrK9p1apVLrnkkgb3rV69Os8++2weffTR3HXXXfnwww9TKBTy93//99l9991LvxMAAAAAAAC2GZsMoZJk1KhRWbduXa6++urU1NQ0CKDatm2bf/3Xf02fPn0a3DNv3rycccYZSVJff+SRR2b06NGl6h0AAAAAAIBt1GaFUElyxhln5Jvf/GbuvPPOvPbaa0mSfv365fjjj9/gk02dO3euD59atmyZ0047Leedd15atNjkCYAAAAAAAABs5zY7hEqSHj165Ac/+MFm1e6+++4ZPXp09txzz3z1q19Np06dmtQgAAAAAAAA258tCqG2RKtWrXLuued+VtMDAAAAAACwDXM2HgAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACU3Gf2TigAAAAAAHYMi5d9mNnPLcorb1bnvfdXJ0mWrViT3z77Vg7Zr1vatinfyh0C2yIhFAAAAAAAG7R42Ye55bev5o8LljW6tq6mNrc+MC/TH5mfw/fvkeO+2iety8u2QpfAtkoIBQAAAABAI68tfD9X3/VCVq2u+dS6tetq88DvF2b+2x/k3OO/nHa7eCoK+Jh3QgEAAAAA0MA7S1flX+/cdAD1SQve+SDXTn8x62pqP8POgO2JEAoAAAAAgAam3v9KPlyz+QFUnXkL389Df1j4GXQEbI+EUAAAAAAA1Fv43sq8/GZ1k+9/6A8LU1sslrAjYHslhAIAAAAAoN7s5xY16/73qlfnTwuWlagbYHsmhAIAAAAAoN5Lf17e7Dn+9Ebz5wC2f0IoAAAAAADqrfhwXfPn+GhtCToBtndCKAAAAAAA6rUolGKOEkwCbPeEUAAAAAAA1OvYrvU2MQew/RNCAQAAAABQb8A+XZo9x1dKMAew/RNCAQAAAABQ7/Av92jWcXp79eiQPbu1L2FHwPZKCAUAAAAAQL0vtG+dQf3/S5PvP+qgihJ2A2zPhFAAAAAAADRw0pH7pFuntlt832H7d89B+zY9wAJ2LEIoAAAAAAAaaLdLec4/4YD07LLrZt9z6Je65ztDq1JoxlF+wI6l5dZuAAAAAACAbU+nDm0y7pSBmfX0m3nk+UVZ8eG6DdZV/Jd2GTqoV4Z8sasACmhACAUAAAAAwAbt0rpljj18rxzzX3vnD6++l1feXJ4n5y7JmnXr07Z1y/zw+C+nT48OwidggxzHBwAAAADApypv2SKD+3fNd4bum47tWiVJ2rctT9+euwmggI0SQgEAAAAAAFByQigAAAAAAABKTggFAAAAAABAyQmhAAAAAAAAKDkhFAAAAAAAACUnhAIAAAAAAKDkhFAAAAAAAACUnBAKAAAAAACAkhNCAZA2rVo2+AoAAAAA0FxCKAAy7LDK7NurY4YdVrm1WwEAAAAAdhD+yTsA+XLf3fPlvrtv7TYAAAAAgB2IJ6EAAAAAAAAoOSEUAAAAAAAAJSeEAgAAAAAAoOSEUAAAAAAAAJScEAoAAAAAAICSE0JtpquuuipVVVUb/HXuuefW1915550brTv++OMbzTt79uyMHDkyAwYMyMEHH5xx48Zl6dKlDWoWLlyYqqqqnHrqqRvsrVgsZty4camqqso3vvGNRvcDAAAAAAB83lpu7Qa2F6+88kpatWqVf/iHf2h0be+9925QlyRnnHFGWrdu3aCuW7duDb6/5557ct5556WioiInnnhi3nnnnfz617/OnDlzMn369HTo0GGzervssssyffr0VFZWZvLkyencufOWbg8AAAAAAKCkhFCb6dVXX03fvn3z/e9//1PrXnnllXTs2DHnn3/+p9atWrUql1xySSoqKjJjxoy0a9cuSXLIIYfkRz/6Ua677rpceOGFm+zryiuvzNSpU9O7d+9Mnjw5Xbp02fxNAQAAAAAAfEYcx7cZVq5cmUWLFqWqqmqTta+++mr22WefTdbde++9qa6uzqhRo+oDqCQZPnx4Kisrc/fdd2f9+vWfOsfEiRNzww03pFevXpkyZUq6du266c0AAAAAAAB8DoRQm+Hll19Okk2GUIsXL051dfVmhVVz5sxJkgwePLjRtUGDBqW6ujrz5s3b6P033XRTrrnmmlRUVAigAAAAAACAbY4QajPUvedp+fLlOf3003PQQQfloIMOyjnnnJPXX3+9Ud26dety1lln5eCDD86AAQPyve99Ly+++GKDOd96660kSUVFRaP19thjjyTJggULNtjP7bffngkTJqRnz56ZMmVKunfv3vxNAgAA/JUXXvtLfjLtD3nhtb9s7VYAAIDtkBBqM9SFS7/4xS/Srl27jBgxIvvvv3/uv//+HH/88XnppZca1N12221ZvXp1jj322BxyyCF58sknc9JJJ+Wxxx6rn3P58uVp1apV2rRp02i9uuP5Vq5c2ejazJkzc/HFFydJKisr06NHj5LuFQAAoM6MxxbklbeqM+OxDf8DOQAAgE/Tcms3sD0oKytLz549M2HChAbH5/3mN7/J2LFjM27cuPz6179ObW1tevbsmR/+8If59re/XV/3zDPPZNSoUbnooovy4IMPpnXr1qmpqUmrVq02uF7d+Jo1axqMv/rqq7nooovSvXv3tG3bNo8//nimTZuWk08+uVn769y53aaLAACAnc669bX1X7t0ab+VuwEAthVlZS3qv/p/BODTCKE2w//+3/97g+Pf/va3c8cdd2TOnDl5/fXXM2bMmIwZM6ZR3aBBg3LMMcdkxowZeeaZZ3LYYYelTZs2Wbdu3QbnXbt2bZJkl112aTBeXV2dbt26ZfLkyVmxYkVGjBiRK664IkOGDEmfPn2avL+lS1emtrbY5PsBAIAd0/r/F0KtX1+b995bsZW7AQC2Ff4fAajTokXhUx90cRxfM/Xv3z9JsnDhwi2q69ChQ9asWVMfOH1S3TF87ds3/FcEnTp1ypQpU1JRUZH+/ftn9OjRWb16dcaOHbvRQAsAAAAAAGBrEEJtQk1NTV588cW88MILG7y+evXqJEnr1q0zd+7czJkzZ4N1dUfrtW7dOknSu3fvJBsOr+rGKisrG4z37ds3e+65Z/33Z555Zvr165e5c+fm2muv3YJdAQAAAAAAfLaEUJtQW1ubk046KWeccUbWr1/f4FqxWMxzzz2Xli1bpl+/fjnrrLPyne98J8uWLWs0z+9///skyX777ZckGThwYJJsMLR6+umn0759+00esVdeXp7LL7885eXlmTTp/2fv7sO8qgv8/78YYEAEfgixajAKQjN4DyHgXa6W3ZhaaKCimHerg3rZbhkqsFukuSibYd6k4s0KRAUKimtxtaWSumswqOFPVm76il/FFHV0DERAmM/3jy5mnRgE5OioPB7XxTXyPu9zPu8zcl2fD/PknHNr5s+f/77OEQAAAAAAoGgi1BaUl5cpWN/8AAAgAElEQVTnqKOOyptvvpmJEyc22nbHHXdkyZIlOe6449KxY8d85StfSX19fSZMmJBS6X+fsTR79uzMmTMnAwYMSGVlZZLk6KOPzs4775zbbrstdXV1DXPvvvvuPPfccxk6dGjKyrb8v6dPnz4ZMWJE6uvrc8kllzTcyg8AAAAAAKA5tWruBXwcXHrppXnyySdz7bXXZt68eenTp0+efvrpzJs3L7169cpll12WJLngggvy8MMPZ/r06Vm8eHH69++fZcuWZc6cOenatWvGjRvXcMxOnTpl5MiRGTt2bAYPHpxjjjkmK1asyOzZs9OjR49UV1dv9fpGjBiRBx98MAsXLszll1+e8ePHF/49AAAAAAAA2BauhNoK3bt3z4wZM/KNb3wjS5cuzZQpU/Liiy/m7LPPzrRp07LLLrskSTp27Jhf/vKXOeOMM/Lqq69mypQpefrppzNkyJDMnDkzFRUVjY47bNiwTJgwIZ07d87UqVNTU1OTwYMHZ8qUKenUqdNWr69Vq1YNt+WbNWtWZs+eXej5AwAAAAAAbKsWpXffN44dUm3tqtTX+2MAAAA0NuqWx7Lijbez6y47ZVz1Ic29HADgI8JnBGCjsrIW6dKl/ea3f4hrAQAAAAAAYAchQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVBbacKECamqqmry17e//e1Gc++9994MHjw4ffv2zRFHHJFx48blrbfeavK4c+bMycknn5x+/frlkEMOyejRo1NbW9tozvLly1NVVZXTTz+9yWOUSqWMHj06VVVV+epXv7rJ/gAAAAAAAB+2Vs29gI+LxYsXp7y8POedd94m2z7zmc80/Pctt9ySH//4x6mqqsrw4cOzZMmS3HnnnVmwYEEmT56c8vLyhrn3339/Lr744lRUVGTYsGF56aWXcs8996SmpiYzZsxIx44dt2ptV155ZWbMmJGePXtm0qRJ6dKly/afMAAAAAAAwHYQobbSkiVL0rt371x00UWbnfPnP/851113Xfr165cpU6akdevWSZKf/OQn+elPf5rp06dn+PDhSZK33norV1xxRSoqKnLvvfemffv2SZLDDjssY8aMyU033ZRLL710i+u65pprMmXKlPTo0SOTJk1K165dCzhbAAAAAACA7eN2fFth1apVefHFF1NVVfWe86ZNm5b169enurq6IUAlyYgRI9K+ffvcddddDWO/+tWvUldXlzPPPLMhQCXJkCFD0rNnz8ycOTMbNmx4z9e78cYbM3HixOyxxx6ZPHlydt111/d5hgAAAAAAAMUSobbCokWLkmSLEaqmpiZJMmDAgEbjbdq0Sd++fbNo0aKsXLmy0dxBgwZtcpyBAwemrq4uS5cu3exr3XnnnbnuuutSUVEhQAEAAAAAAB85ItRWWLx4cZLkjTfeyFlnnZUBAwZkwIAB+da3vpVnn322Yd7zzz+fT33qU42ubNqoW7duSZJly5YlSV544YUkSUVFxSZzu3fv3mju35o2bVrGjRuXbt26ZfLkydl999234+wAAAAAAACKJ0JthY0R6vbbb0/79u0zdOjQHHDAAfnNb36Tk046Kc8880ySpK6uLh06dGjyGBvHV61aleSvQau8vDxt27bdZO7GiLVx7rvNmjUrY8eOTZL07Nkzn/70p7fv5AAAAAAAAD4ArZp7AR8HLVu2TLdu3TJu3LhGt8+77777MnLkyIwePTr33HNP1q9fn/Ly8iaPsXF87dq1SbJNczdasmRJRo0ald133z3t2rXLo48+mqlTp+a0007b7nMEAAAAAAAokgi1Fb7//e83Of61r30t06dPT01NTZ599tm0bds277zzTpNz161blyTZaaedkmSb5m5UV1eX3XbbLZMmTcrKlSszdOjQjB8/PgcffHB69er1vs4tSbp02fT2gQAAAC1bljV87dq16bs+AAA7Hp8RgK0lQm2nffbZJzU1NVm+fHk6duyYlStXNjlv4/jG2/J17Ngxa9euzbp16za5Imrjbfj+9tZ+nTt3zuTJkxueI1VdXZ0bb7wxI0eOzLRp09K6dev3dQ61tatSX196X/sCAACfXBs21Dd8ffXVpv+uAwDseHxGADYqK2vxnhe6eCbUFqxfvz5PPfVUFixY0OT2NWvWJEnatGmTHj16pLa2tmHs3V588cWUlZVlzz33TJL06NEjSbJ8+fJN5m4c69mzZ6Px3r17N+yfJOeff3723nvvLFy4MNdff/22nxwAAAAAAMAHRITagvr6+px66qk599xzs2HDhkbbSqVSnnzyybRq1Sp77713+vfvn/r6+syfP7/RvLVr1+aPf/xjevfunfbt/1oE+/fvnySpqanZ5DXnzp2bDh06bPEWe61bt85VV12V1q1b59Zbb93kdQEAAAAAAJqLCLUF5eXlOeqoo/Lmm29m4sSJjbbdcccdWbJkSY477rh07Ngxxx9/fFq2bJkbbrih4blOSXLzzTdn1apVOfnkkxvGjj766Oy888657bbbUldX1zB+991357nnnsvQoUNTVrbl/z19+vTJiBEjUl9fn0suuaThVn4AAAAAAADNyTOhtsKll16aJ598Mtdee23mzZuXPn365Omnn868efPSq1evXHbZZUmSvfbaK2effXZuvfXWDB48OEcddVT+9Kc/Zc6cOfnsZz+bk046qeGYnTp1ysiRIzN27NgMHjw4xxxzTFasWJHZs2enR48eqa6u3ur1jRgxIg8++GAWLlyYyy+/POPHjy/8ewAAAAAAALAtXAm1Fbp3754ZM2bkG9/4RpYuXZopU6bkxRdfzNlnn51p06Zll112aZh78cUX53vf+15atGiRyZMnZ+nSpTnzzDMzceLElJeXNzrusGHDMmHChHTu3DlTp05NTU1NBg8enClTpqRTp05bvb5WrVo13JZv1qxZmT17dmHnDgAAAAAA8H60KJVKpeZeBM2rtnZV6uv9MQAAABobdctjWfHG29l1l50yrvqQ5l4OAPAR4TMCsFFZWYt06dJ+89s/xLUAAAAAAACwgxChAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCtWruBQAAAPDRUfvmmsz544tZ8KfX8krd20mS195ck1/8bmmO+my37Na5XTOvEAAA+LgQoQAAAMibq9Zm6m+X5PElr6ZUarxtQ30pv53/Qn47/4Xst1fnDP9SVf6u007Ns1AAAOBjw+34AAAAdnCvvLE6V055PPMXbxqg/tbTz76eKyfPz/99eeWHszgAAOBjS4QCAADYga16+538ePqCvPbmmq3eZ+XqdzJh+h/z2ptvf4ArAwAAPu5EKAAAgB3YfY8uyytvbHtM+svqdzL9of/zAawIAAD4pBChAAAAdlBr1q3Po///S+97/ycWv5o3Vq4tcEUAAMAniQgFAACwg/rD/6zImnUb3vf+9aVSHl7w5wJXBAAAfJKIUAAAADuoxc/XFXCMNwpYCQAA8EkkQgEAAOygVr39znYfY2UBxwAAAD6ZRCgAAIAdVMuyFh+JYwAAAJ9MIhQAAMAOqlP7Nh+JYwAAAJ9MIhQAAMAO6qCqrgUc4+8KWAkAAPBJJEIBAADsoPbp2Tl/12mn973/zm1bZeDeIhQAANA0EQoAAGAHVdaiRb40sOJ973/UZ7unvHXLAlcEAAB8kohQAAAAO7Aj+3XLQX22/WqmPnt0yvGH9ih+QQAAwCdGq+ZeAAAAAM2nrEWLnHvcPilrkcx75pWt2mffHrvkghP2T+tW/l0jAACweSIUAADADq51q7Kc97V9c0CvLvnPmhfy/IpVTc7bvUu7fKF/9xxx4KfTqqUABQAAvDcRCgAAgJS1aJFD99s9h+y7W57981+y4P+8lgfmL8/b6zakXdtWufCE/dNnj05p0aJFcy8VAAD4mPBP1wAAAGjQokWL9Or2/+XEI3ql487lSZIOO7XO3nvuIkABAADbRIQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwI9T5dffXVqaqqyty5cxuN33XXXamqqmry10knnbTJcebMmZOTTz45/fr1yyGHHJLRo0entra20Zzly5enqqoqp59+epNrKZVKGT16dKqqqvLVr351k/0BAAAAAAA+bK2aewEfR0899VQmTZrU5LbFixcnSc4999y0adOm0bbddtut0e/vv//+XHzxxamoqMiwYcPy0ksv5Z577klNTU1mzJiRjh07btV6rrzyysyYMSM9e/bMpEmT0qVLl/dxVgAAAAAAAMURobbRunXrMmbMmGzYsKHJ7YsXL06nTp3y3e9+9z2P89Zbb+WKK65IRUVF7r333rRv3z5Jcthhh2XMmDG56aabcumll25xPddcc02mTJmSHj16ZNKkSenateu2nxQAAAAAAEDB3I5vG918881ZtmxZDj300Ca3L1myJJWVlVs8zq9+9avU1dXlzDPPbAhQSTJkyJD07NkzM2fO3Gzo2ujGG2/MxIkTs8cee2Ty5MnZddddt+1kAAAAAAAAPiAi1DZYtGhRJk6cmOrq6vTu3XuT7S+//HLq6upSVVW1xWPV1NQkSQYNGrTJtoEDB6auri5Lly7d7P533nlnrrvuulRUVAhQAAAAAADAR44ItZU2bNiQ0aNHZ88990x1dXWTczY+D+qdd97JhRdemEMOOST9+vXLOeeck6eeeqrR3BdeeCFJUlFRsclxunfvniRZtmxZk68zbdq0jBs3Lt26dcvkyZOz++67v+/zAgAAAAAA+CCIUFvp9ttvzzPPPJMf/vCHKS8vb3LOxgj1y1/+MmvWrMmJJ56Yww47LI899lhOPfXUPPLIIw1z33jjjZSXl6dt27abHGfj7flWrVq1ybZZs2Zl7NixSZKePXvm05/+9PaeGgAAAAAAQOFaNfcCPg6WLVuWG264Iaeeemr69eu32Xn19fXp1q1b/umf/ilf+9rXGsbnzZuXM888M6NGjcoDDzyQNm3aZP369ZuNWRvH165d22h8yZIlGTVqVHbfffe0a9cujz76aKZOnZrTTjttu86vS5f2W54EAADscFq2LGv42rVrh2ZeDQDwUeEzArC1RKgtKJVKGTNmTLp06ZLvfOc77zl3xIgRGTFixCbjAwcOzPHHH59777038+bNy+c+97m0bds277zzTpPHWbduXZJkp512ajReV1eX3XbbLZMmTcrKlSszdOjQjB8/PgcffHB69er1Ps8wqa1dlfr60vveHwAA+GTasKG+4eurr65s5tUAAB8VPiMAG5WVtXjPC13cjm8Lpk6dmscffzxjx47Nzjvv/L6Ps88++yRJli9fniTp2LFj1q5d2xCc3m3jbfg6dGj8rwg6d+6cyZMnp6KiIvvss0+qq6uzZs2ajBw5crNBCwAAAAAAoDm4EmoLfvOb3yRJzjvvvCa3f/Ob30ySPPDAA3nzzTezevXqDBgwYJN5G2+t16ZNmyRJjx498sQTT2T58uXZa6+9Gs3dGKp69uzZaLx3797Zc889G35//vnn58EHH8zChQtz/fXXb/FKLQAAAAAAgA+LCLUFJ5xwQgYOHLjJ+COPPJIFCxbkhBNOSLdu3dKxY8cMHz48K1asyH/913+lc+fOjeY//vjjSZL99tsvSdK/f//MnDkzNTU1m0SouXPnpkOHDlu8xV7r1q1z1VVXZciQIbn11ltzxBFH5KCDDtqe0wUAAAAAACiE2/FtwYknnpiLLrpok18HHnhgkr9GqosuuigdO3bMV77yldTX12fChAkplf73GUuzZ8/OnDlzMmDAgFRWViZJjj766Oy888657bbbUldX1zD37rvvznPPPZehQ4emrGzL/3v69OmTESNGpL6+PpdccknDrfwAAAAAAACakyuhCnTBBRfk4YcfzvTp07N48eL0798/y5Yty5w5c9K1a9eMGzeuYW6nTp0ycuTIjB07NoMHD84xxxyTFStWZPbs2enRo0eqq6u3+nVHjBjRcFu+yy+/POPHj/8gTg8AAAAAAGCruRKqQB07dswvf/nLnHHGGXn11VczZcqUPP300xkyZEhmzpyZioqKRvOHDRuWCRMmpHPnzpk6dWpqamoyePDgTJkyJZ06ddrq123VqlWuuuqqtG7dOrNmzcrs2bOLPjUAAAAAAIBt0qL07vvGsUOqrV2V+np/DAAAgMZG3fJYVrzxdnbdZaeMqz6kuZcDAHxE+IwAbFRW1iJdurTf/PYPcS0AAAAAAADsIEQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAAACidCAQAAAAAAUDgRCgAAAAAAgMKJUAAAAAAAABROhAIAAAAAAKBwIhQAAAAAAACFE6EAAAAAAAAonAgFAAAAAABA4UQoAAAAAAC2WtvyVo2+AmyOCAUAAAAAwFYb/Lme6bNHpwz+XM/mXgrwESdVAwAAAACw1Q7s/akc2PtTzb0M4GPAlVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVDv09VXX52qqqrMnTt3k2333ntvBg8enL59++aII47IuHHj8tZbbzV5nDlz5uTkk09Ov379csghh2T06NGpra1tNGf58uWpqqrK6aef3uQxSqVSRo8enaqqqnz1q1/dZH8AAAAAAIAPmwj1Pjz11FOZNGlSk9tuueWWXHrppamvr8/w4cPTp0+f3HnnnTnnnHOybt26RnPvv//+VFdXp7a2NsOGDcvBBx+ce+65J6ecckr+8pe/bPV6rrzyysyYMSM9e/bMpEmT0qVLl+06PwAAAAAAgO3VqrkX8HGzbt26jBkzJhs2bNhk25///Odcd9116devX6ZMmZLWrVsnSX7yk5/kpz/9aaZPn57hw4cnSd56661cccUVqaioyL333pv27dsnSQ477LCMGTMmN910Uy699NItrueaa67JlClT0qNHj0yaNCldu3Yt8GwBAAAAAADeH1dCbaObb745y5Yty6GHHrrJtmnTpmX9+vWprq5uCFBJMmLEiLRv3z533XVXw9ivfvWr1NXV5cwzz2wIUEkyZMiQ9OzZMzNnzmwydL3bjTfemIkTJ2aPPfbI5MmTs+uuuxZwhgAAAAAAANtPhNoGixYtysSJE1NdXZ3evXtvsr2mpiZJMmDAgEbjbdq0Sd++fbNo0aKsXLmy0dxBgwZtcpyBAwemrq4uS5cu3exa7rzzzlx33XWpqKgQoAAAAAAAgI8cEWorbdiwIaNHj86ee+6Z6urqJuc8//zz+dSnPtXoyqaNunXrliRZtmxZkuSFF15IklRUVGwyt3v37o3m/q1p06Zl3Lhx6datWyZPnpzdd999208IAAAAAADgA+SZUFvp9ttvzzPPPJOf//znKS8vb3JOXV1dQ0D6Wx06dEiSrFq1KknyxhtvpLy8PG3btt1k7saItXHuu82aNStjx45NkvTs2TOf/vSnt/lcAAAAAAAAPmgi1FZYtmxZbrjhhpx66qnp16/fZuetX79+s4Fq4/jatWu3ee5GS5YsyahRo7L77runXbt2efTRRzN16tScdtpp23xO79aly6ZXbgEAALRsWdbwtWvXDs28GgAA4ONGhNqCUqmUMWPGpEuXLvnOd77znnPbtm2bd955p8lt69atS5LstNNO2zx3o7q6uuy2226ZNGlSVq5cmaFDh2b8+PE5+OCD06tXr206r3errV2V+vrS+94fAAD4ZNqwob7h66uvrmzm1QAAAB81ZWUt3vNCF8+E2oKpU6fm8ccfz9ixY7Pzzju/59yOHTtm5cqm/2K2cXzjbfk6duyYtWvXNgSnd9t4G76Nczfq3LlzJk+enIqKiuyzzz6prq7OmjVrMnLkyM0GLQAAAAAAgOYgQm3Bb37zmyTJeeedl6qqqoZfkydPTpJ885vfTFVVVZYvX54ePXqktrY2a9as2eQ4L774YsrKyrLnnnsmSXr06JEkWb58+SZzN4717Nmz0Xjv3r0b9k+S888/P3vvvXcWLlyY66+/fvtPFgAAAAAAoCBux7cFJ5xwQgYOHLjJ+COPPJIFCxbkhBNOSLdu3dKxY8f0798/c+fOzfz583P44Yc3zF27dm3++Mc/pnfv3mnf/q+XpfXv3z8zZ85MTU1N9tprr0bHnjt3bjp06LDFW+y1bt06V111VYYMGZJbb701RxxxRA466KACzhoAAAAAAGD7iFBbcOKJJzY5/pe//KUhQg0aNChJcvzxx+eWW27JDTfckIEDB6a8vDxJcvPNN2fVqlU5+eSTG/Y/+uij86//+q+57bbb8uUvfzmdOnVKktx999157rnncvbZZ6esbMsXqvXp0ycjRozI9ddfn0suuST33XdfQ+gCAAAAAABoLiJUgfbaa6+cffbZufXWWzN48OAcddRR+dOf/pQ5c+bks5/9bE466aSGuZ06dcrIkSMzduzYDB48OMccc0xWrFiR2bNnp0ePHqmurt7q1x0xYkQefPDBLFy4MJdffnnGjx//QZweAAAAAADAVvNMqIJdfPHF+d73vpcWLVpk8uTJWbp0ac4888xMnDix4cqojYYNG5YJEyakc+fOmTp1ampqajJ48OBMmTKl4cqordGqVatcddVVad26dWbNmpXZs2cXfVoAAAAAAADbpEWpVCo19yJoXrW1q1Jf748BAADQ2KhbHsuKN97OrrvslHHVhzT3cgAAgI+YsrIW6dJl848IciUUAAAAAAAAhROhAAAAaEKTu5UAACAASURBVFLb8laNvgIAAGwLEQoAAIAmDf5cz/TZo1MGf65ncy8FAAD4GPJMKDwTCgAAAAAA2GaeCQUAAAAAAMCHToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcCIUAAAAAAAAhROhAAAAAAAAKJwIBQAAAAAAQOFEKAAAAAAAAAonQgEAAAAAAFA4EQoAAAAAAIDCiVAAAAAAAAAUToQCAAAAAACgcK2aewE0v7KyFs29BAAAAAAA4GNmS32hRalUKn1IawEAAAAAAGAH4XZ8AAAAAAAAFE6EAgAAAAAAoHAiFAAAAAAAAIUToQAAAAAAACicCAUAAAAAAEDhRCgAAAAAAAAKJ0IBAAAAAABQOBEKgMKUSqXmXgIAUBDv6wAAwPZq1dwLANgRvfXWW/nFL36RBx98MM8++2xWrVqVjh07pmfPnjniiCNy6qmnpkOHDo32mTt3br75zW/mM5/5TO6///5mWnnT3njjjfzkJz9Jv3798vWvf725lwMAO4QNGzbk85//fF5++eX07Nkzs2fPTosWLbb7uKVSKbNmzcojjzySa665pmH8o/xZBACaw8b3xs1p2bJldt555+yxxx754he/mDPOOCM77bTTdr/eB/1evHz58nzhC19ocltZWVnatGmTrl27pm/fvjn99NNzwAEHNJpTVVWVJHnsscfSuXPnD2yd7zZz5syMGjUqRx55ZG655ZYP5TWBrSNCAXzI/vSnP+Wss87KK6+8kq5du+aAAw5Iu3bt8tprr2XRokWZP39+7rjjjtx6662bfJD7qBo9enQefPDBj816AeCT4OGHH87LL7+ctm3bZtmyZfnv//7vHHbYYdt93N/97ne59NJLM3DgwAJWCQCffO3atWsy2qxevTrPP/98nn766Tz99NN54IEHMnny5O0KUR+2448/vtHvS6VS1qxZk0WLFuW+++7L/fffnyuuuCJDhgxpphUCH3UiFMCHaMOGDbnwwgvzyiuv5Fvf+lbOP//8lJX9751RV61alauvvjrTp09PdXV1fve732XnnXduxhVvnfr6+uZeAgDscKZPn54kufDCC3PNNdfkZz/7WSERasOGDU2OH3DAAfn1r3+d8vLy7X4NAPgk2WWXXfKjH/1os9sfffTRXHDBBXnqqafys5/9LOeee+6HuLrts7nzqq+vz49+9KPcfvvtufzyy3PUUUelS5cuH/Lq/tcXv/jFHHjggR+Ln6HAjsYzoQA+RE888USee+65fOYzn8mFF17YKEAlSfv27TN27Nj06tUrr7/+en79618300oBgI+yFStW5Pe//30qKipy5plnplOnTpkzZ05efPHFD+w1d9ppp/Tq1SsVFRUf2GsAwCfR4YcfntNOOy1J8sADDzTzaopRVlaWb3/72+ncuXPWrl2bhx56qFnX06FDh/Tq1Su77bZbs64D2JQIBfAheu2115LkPZ/X0LJly5x11lk58cQT07Vr1ybnvPTSSxkzZkwOP/zw7L///jn66KPzox/9KKtXr25y/kMPPZR/+Id/yKBBg7LffvvlyCOPzKhRo/Lss882Of+dd97JlClTMnTo0PTr1y8HHHBAjj322EyYMCFvvvlmw7zly5enqqoqc+bMSZKMGjUqVVVVmTlzZqPjPfzwwzn33HMbXv/oo4/OlVde2fD9eLfTTz89VVVVefrpp3PBBRfkgAMOyKBBg3L99ddv9nsGADuaGTNmZMOGDTnyyCNTXl6eY489NvX19fnFL36x2X1eeumlXHXVVfnyl7+cAw44IH//93+fESNG5IknnmiYc/rpp+cf//EfkyTz5s1LVVVVTj/99CR/fQ5FVVVVjjvuuE2OvXz58owdOzZf+MIXst9++2XAgAE544wzmvwHNTNnzkxVVVWuv/76LF26NN/61rdy8MEHZ//9989xxx2X22+/PevXr9/ebxEAfKR07949SVJXV9do/PXXX8+//du/5Zhjjsn++++fz372sznllFMybdq0bXo/XL16dW655ZZ8/etfT9++fdOvX7+cfPLJueuuuz6wu5e0bt063bp1S5LU1tZucf7rr7+e6667Lt/4xjdy0EEHZd99983BBx+cc845J7/73e8azT3xxBNTVVWV++67r8lj/f73v09VVVXOOeecJP/7+aK6urphzsbPLpdddlleeumlXHbZZTn88MOz33775Utf+lKuvfbazf4c5d57781JJ52U/v37Z8CAATn//POzaNGijBkzJlVVVZk7d+5WfY8At+MD+FDtvffeadGiRZYsWZIf/vCHqa6ubjI0DR06NEOHDm3yGK+99lpOPPHErFmzJoMGDcratWtTU1OTW2+9NU8++WSmTJnS6AqrH/zgB/n5z3+esrKy9OvXL5/61KeyePHizJw5M7/+9a9zzTXX5Oijj26Yv2rVqpx99tlZsGBB2rVrl4MOOiht2rTJ448/nptvvjn/8R//kTvuuCM9evRIu3btcvzxx2fevHlZsWJF+vXrl+7du2ePPfZoON748eNz++23p1WrVtlvv/2y6667ZuHChZk8eXJmz56dO+64I5WVlZuc53e/+93U1tbmc5/7XJYtW9bkHADYEZVKpdx9991JkhNOOCFJMmTIkEydOjV33313LrroorRp06bRPk8++WRGjBiRurq6dOvWLUceeWReeeWVPPTQQ5kzZ06uueaaHHvssTn00ENTX1+f+fPnp0uXLjn00EPTq1ev91zPY489lgsuuCCrV69O9+7d8/nPfz5vvPFG5s+fnz/84Q956KGHcvXVV29yBfhTTz2V22+/Pe3atUvfvn2zatWqzJ8/P+PHj8+yZcvywx/+sMDvGgA0r41XCvXp06dhbPHixTnrrLNSW1ubrl275sgjj8zq1atTU1OTJ598MrNnz87NN9+ctm3bvuexX3vttZx11llZsmRJdtlllwwYMCBJMn/+/PzzP/9z5syZk+uuuy4tW7Ys9JzWrVuX5557LkkaYtTmvPDCCxk+fHhefvnldOvWLQcddFCSZMmSJXn00Ufz6KOP5gc/+EFOOeWUJH/9ucjChQszc+bMfO1rX9vkeDNmzEiSrXoW1fLly3PiiSdm/fr1OfDAA1MqlTJ37tzcdNNNWbBgQf793/+90fxRo0Zl5syZKS8vz8CBA9O6devMnTs3p5xySvbcc88tvh7wN0oAfKh+8IMflCorK0uVlZWlPn36lIYMGVK66qqrSr/97W9Lr7/++mb3+8Mf/tCw37BhwxrNXbBgQWmfffYpVVZWlmpqahrGp02bVqqsrCwdfPDBpQULFjSM19fXl+68885SZWVl6cADDyw9//zzDdu+853vlCorK0tDhw4tvfrqqw3jq1evbth27LHHltavX9+w7bzzzitVVlaWZsyY0WjN9913X6mysrJ01FFHlZ555pmG8Q0bNpSuvfbaUmVlZenLX/5y6Z133mnYNnz48FJlZWXpoIMOKr344ouN9gEASqVHHnmkVFlZWRo8eHCj8RNOOKHJ9+O333679PnPf75UWVlZ+vGPf9zoPfy3v/1tqU+fPqUDDzywtHLlylKpVCrNnj27VFlZWRo+fHij42z8LHLsscc2jNXW1pb69+9fqqysLN1www2N3q8XL15cOuKII0qVlZWlW265pWF8xowZDZ9pLrnkktLq1asbtv3nf/5nqbKyslRVVVV6+eWXt+O7BAAfvI3vjUcdddQm2+rr60srV64sLViwoOHv0vvvv3/pf/7nf0qlUqm0du3ahvfnf/mXfymtXbu2Yd8///nPpeOOO65UWVlZ+t73vrfJ6737vbhUKpXOOuusUmVlZem73/1uadWqVQ3jr7zySsPngxtuuGGrz+uFF15oeK/enLVr15ZGjRpVqqysLA0cOLDhc0SpVGrYt7a2tmHsoosuKlVWVpa+//3vl+rr6xvG169fXxo3blypsrKy9KUvfalhfOXKlaW+ffuWqqqqSsuXL2/02rW1taV99923NGjQoIbv28bPF+edd17DvHf/HOXss8/e5Oco++67b6mysrL0xBNPNIzPmjWrVFlZWTryyCNLzz77bMP4a6+9VvrGN/5fe/ceVWWVuHH8AQS5mSgiIUSloWBB4w0CHG9ohbfKDDJLLWscxy6a2qijMuaoqemY4Zp0stRUNC9oaZoXRMu7eJcQFU1TUuMSXiAOcH5/uM7JExcxX8Vf8/2sdVaH9917v/uctfLsc5537/2stb0dO3ZU6r0EYDazHB8A3GEjR47UiBEj5OHhoZKSEh08eFCffPKJBgwYoPDwcMXGxioxMVFms7ncNiZMmKBatWpZ/w4JCVF4eLgkKS0tzXr8448/liSNGjVKISEh1uN2dnbq3bu3OnfurPz8fM2bN0+S9OOPP2r16tVydHTUBx98oDp16ljruLi4aMKECfLz89OxY8cqtd7zrFmzJF2bjXX93V729vZ66623FBISopMnT5aadi9JTz75pOrVq2dTBwAASJ9//rkklZo1HRMTI0lasGCBzfGkpCT98MMPCgkJ0aBBg2zugm7fvr06d+6sBg0a6OjRozfdl8WLF+vSpUv685//XGq/y4YNG2r8+PGSpNmzZ6u4uNimrqurq+Li4uTi4mI91qFDB/n5+clsNis9Pf2m+wMAQFU4e/asGjVqZPMIDAxUs2bN9Nxzz2nVqlV64IEH9PHHHysoKEiStHbtWv3www8KCAhQXFycnJycrO35+Pjogw8+kL29vZYuXars7Oxyr3348GFt3bpVvr6+GjdunNzc3KznvLy8NGnSJEnS3LlzZTKZbvq1DRkyxOYxePBg9e3bVy1bttSyZcvk7OysSZMmyd3dvcJ26tatq5YtW2rQoEE2WxQ4ODioR48e1vfRwt3dXR07dpTZbFZiYqJNW1988YVMJpOefvppm/etImPGjCn1O0rTpk0lyWYMZJkVNXr0aD344IPW456enpo6dSq/TQC/A//XAMAdZm9vr969e+ubb77RzJkz1atXLz388MNycHCQ2WzW/v37NWzYMPXu3bvMtYm9vLzKnP5tCWzy8vIkXQuUvv/+ezk5OalDhw5l9sUypX3Hjh2Srq2XbDab1axZM/n4+JQq7+TkpCeffNKmTnkuXryo9PR0VatWTWFhYWWWad26dbltWQbmAADgV1lZWUpKSpKLi4u6dOlic65z585ydXXV4cOHdeDAAetxy+fs9cvvXm/y5MlatmyZmjVrdtP9seyHUNY+UZIUGRkpT09P5ebm2twoI0mNGjWSq6trqTp169aVJOXn5990fwAAqAqWpeq7dOmizp07KzIy0nrTR0hIiBYtWqS1a9cqNDTUWsfyGRodHV3mMnn169fXI488oqKiIu3Zs6fca2/btk2S1Lx58zIDmYceekh+fn76+eef9d133930a/vyyy9tHmvWrNGBAwdUr149vfTSS1qxYoX1u31FRo4cqdmzZ6tmzZrWY5cvX9b+/fu1Zs0aSSoVksXGxkpSqRt1LUvxlbeNwW95eXlZ9+S63m/HHNnZ2UpNTZWLi4tatWpVqry/v7+Cg4MrdU0Av2JPKACoIk5OTmrTpo3atGkj6drga9euXUpMTNS6deu0c+dOTZw4UWPGjLGpd88995TZXrVq1/5Jt9xlfOHCBUnX7qBydHQss859991nU9byX8vxytQpT2ZmpiSpqKjohoM0S9nreXh4VFgHAID/RcuXL5fJZJKzs7PeeOONUuct44H58+fr0UcflWQ7JjBaZccOWVlZunDhgh5++GHr8RuNaW7XJuoAABitVq1aev/9922OnTx5Uq+99poOHjyoWbNmafr06TbfzSv7GXrw4MEKv3+fO3dOkrRy5UqtXLmywn6eO3dOISEhGj9+fJmzq55//nnrXk0Wv2emdHlOnjypRYsWad++ffr++++Vm5srSTYzo64XEhKiwMBApaWladeuXQoLC9OBAweUnp6upk2b3nDfSovrg6/r/XbMYXkvvb29y90/y8/Pz+ZmHwA3RggFAHdQWlqacnJy1KxZs1J3KLm7u6tdu3Zq166dPv30U7333nv64osvSoVQlZ36XZkfbix3Elk2L69oCcDftnujKe+Wcu7u7mrbtm2FZR966KFSx5jiDgBAaUuXLpUkXbp0Sdu3by+33Nq1azVs2DB5enpa7you7weeW1GZ8YaljGW8YXE7+gMAwN3iwQcf1MyZM9W9e3clJSVp9OjRmjBhgvX8rXyGllWmcePGNwxlLEvub9iwwWbpO4uIiIhSIZRR5s2bp/Hjx8tsNsvX11ctWrRQ/fr1FRgYqICAgHJnVcfExOjdd99VYmKiwsLCbnoWlFT5MUdRUZGkin8bqczvJgBsEUIBwB3Ut29f/fTTT1qwYEGFA7uYmBi99957unr1qgoKCuTs7HzT1/L29pZ0bVk+k8lU5myo06dPS/p1IGqZin7mzJly27Wcu36/qLJ4eXlJujZY/u0dYQAA4Obt2LFDp06dkpeXlzZv3lzuHbodO3bUiRMntGTJEv31r3+1fr6XNfNYklJTU5WWlqbg4GAFBATcVJ+8vb118uRJnTlzptzl/CxjB09Pz5tqGwCA/+8aNGigYcOGafTo0Vq+fLlatmypTp06Sfr1O3tF378t39kr+gy1fM5HRERo6NChlepXUlJSpcoZ5ezZs3rvvffk4OCgf//733r88cdtzp88ebLcul27dtXkyZO1YcMGFRQUaN26dXJ3d1d0dLTh/bTMGj9//ryKi4vLHGuVN54CUD5uMweAO8jy48ycOXMqLJeRkSFJeuCBB35XACVdGzz5+/vrl19+0fr168sss2rVKknSY489JkkKDQ2Vvb29UlJSdP78+VLlCwsL9fXXX0uSwsPDrcfLuqvI19dXfn5+ysrK0v79+8u8/qhRo/TMM89Y72QCAADlW7JkiSSpS5cu5QZQktStWzdJ0qJFi1RcXGy98WXTpk1llv/00081fPhwbdmyRdLNzVCy7Pu4evXqMs9v3bpVOTk58vLyKnPmMwAAf3SxsbHW78//+te/lJOTI+nXz9C1a9eWOSsqIyNDqampcnR0rPAmVks7ycnJZbaTk5Oj6Oho9ezZUz/++OMtv57f48CBAyouLlZgYGCpAEqSdQwilZ4hVqNGDUVHR+vSpUuaNm2acnJy1KlTJ7m4uBjeT29vbzVo0EAFBQX69ttvS53/8ccfdejQIcOvC/zREUIBwB30t7/9TdWrV9f69es1ePDgMoOew4cPa8iQIZKkV1999Zau17dvX0nSuHHjdOTIEZtzCxYs0KpVq+Tq6mrd7LNevXqKjo6WyWTSW2+9ZbNGdEFBgUaOHKmzZ88qICBAkZGR1nOWpQHy8vLKvP4777yj1NRUm3NLlizRkiVLlJaWZt2zAgAAlC03N1fr1q2TJD311FMVln366adVrVo1ZWZmauPGjerYsaO8vLy0d+9ezZo1y2YZmU2bNmn16tVydXVV165dJcl6A8zPP/98w37FxsaqRo0a2rJli2bOnGnzw9Hx48c1cuRISdJLL71UYXAGAMAf2bvvvitnZ2dlZ2dr4sSJkqTo6Gj5+voqPT1dY8eOVWFhobX8+fPn9fbbb8tsNqtbt27l7qMoSS1atNCjjz6q48ePa8SIEbp8+bL13JUrV/TOO+8oIyNDJpNJ99577+17kRWoVauWJOnEiROlZj1t2LBB06ZNs/79yy+/lKpvWXpv7ty5Nn/fDq+88ookaezYsTaz1PLy8jR06FDrkn0sKwxUHsvxAcAdFBgYqPj4eA0dOlSrVq3SV199paCgIPn6+qqkpEQnT57UiRMnZG9vr/79+9/ywOr5559XamqqFi9erO7du6tp06aqU6eO0tPTlZGRIVdXV02aNEn333+/tc6YMWN0+vRp7du3T1FRUWrRooWcnJy0d+9eZWVlyc/PT9OnT7du4ClJ9evXlyTFx8crJSVFTz31lNq3b68XXnhBR44c0dKlS9W9e3c1btxYPj4+OnHihE6cOCE7OzuNGTOGO6MBALiBFStWqLCwUA0bNlRgYGCFZevUqaPWrVtr48aNmj9/vh5//HFNmzZN/fr105QpU7Rs2TIFBgbq3LlzOnjwoBwcHDR27FjrUroPPPCA7OzsdPToUfXu3VuNGjXSiBEjyryWp6enpk2bpjfeeENTp07VkiVL1LhxY+Xm5iolJUVFRUXq2rWrXnvtNcPfEwAA/r/w9/fXgAEDNGXKFCUmJqpr166KiIhQfHy8Xn31VS1cuFDr169XkyZNlJ+fr927d6ugoEAREREaPnz4DdufOnWq+vTpo8TERG3atEmPPPKIqlWrpr179yovL08+Pj6aMmXKHXilZQsNDVVwcLAOHTqkrl27KjQ0VK6urkpPT9epU6fk7e0tR0dH/fzzz/rpp59033332dRv2rSpGjZsqPT0dAUFBSk4OPi29fXZZ5/Vt99+qzVr1qhTp04KDQ1V9erVtXv3bpWUlKh27drKzs62+U0EQMWYCQUAd1irVq20bt06DR48WKGhobp48aI2b96sbdu2qbi4WLGxsVq2bJkGDhxoyPXeffddxcfHKyIiQseOHVNSUpJMJpNeeOEFrVixQh06dLApX6NGDS1cuFDDhw9X/fr1tXv3bm3dulV16tTRwIEDtXLlSmvoZNG3b1917NhRZrNZW7ZssZmePm7cOMXHxys8PFxnzpzRpk2b9Msvv+jJJ5/U4sWLFRMTY8jrBADgj8yyFJ9lttKNdO/eXZK0c+dOHT9+XM2bN9eKFSsUGxurwsJCbdy4UadPn1ZUVJQSEhJsNgO///77NWrUKPn6+iolJUUbN26scBPuli1bauXKlYqNjVVJSYmSkpJ07NgxhYeHa8aMGZo8ebLs7fnqCQD43/bKK69YbySJi4tTQUGBGjdurJUrV+rll1+Wm5ubkpOTdejQIQUHB2vChAn65JNPKrXsnJ+fnxITE/XGG2/I29tbKSkp2rNnj3x8fNS/f38tX768VLBzJzk4OGjOnDnq16+ffH19tWfPHqWkpMjNzU39+/fXl19+qVatWkmSdQuA37IsSXg7Z0FJ12Y4TZkyRaNHj7b+JrJz506FhYXp888/t+6PXaNGjdvaD+CPxM5c0bcJAAAAAAAAAACqiMlkUtu2bXXlyhVt2bLltgZAaWlp8vDwkLe3d6kl9woLCxUZGakrV64oJSXltuxLBfwRcTsaAAAAAAAAAOCuUVRUJJPJJJPJpEmTJunixYvq1q3bbZ+BNHbsWLVu3VpLly61OV5SUqKpU6cqLy9PrVq1IoACbgIzoQAAAAAAAAAAd43z58+rbdu2sre3l8lkUq1atbRq1Srrcni3S3JysgYMGKCioiI1bNhQDz74oAoLC3XkyBFduHBBfn5+Wrhwoby9vW9rP4A/EkIoAAAAAAAAAMBdw2w2q0uXLjpz5oyCgoIUFxenoKCgO3Lt1NRUzZ8/X3v27NGFCxfk4OAgPz8/dejQQX369JG7u/sd6QfwR0EIBQAAAAAAAAAAAMOxJxQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHCEUAAAAAAAAAAAADAcIRQAAAAAAAAAAAAMRwgFAAAAAAAAAAAAwxFCAQAAAAAAAAAAwHDVqroDAAAAAIDSsrOztWbNGm3dulXp6enKysqSyWSSh4eH6tatqxYtWqhNmzYKDw+v6q4CAAAAQJnszGazuao7AQAAAAC45urVq/rwww+1cOFCFRQU3LB8kyZNFBcXp6CgoDvQOwAAAACoPEIoAAAAALhLZGZm6tVXX9Xx48clSc7OzoqKilJkZKTq1asnNzc35eTk6ODBg/rqq6+UkZEhSXJzc9NHH32k0NDQquw+AAAAANgghAIAAACAu8Dly5f13HPPWYOl9u3ba/To0fL29i6zfHFxsebNm6eJEyfKbDbLy8tLa9asUY0aNe5ktwEAAACgXPZV3QEAAAAAgDRp0iRrAPXMM88oPj6+3ABKkhwcHPTyyy9r0KBBkqSLFy/q448/viN9BQAAAIDKYCYUAAAAAFSxU6dOqWPHjiouLpa/v7++/PJLOTs7V6quyWTS448/rnPnzsnHx0ebNm2SnZ3dbe4xAAAAANxYtaruAAAAAAD8r1u0aJGKi4slSf369at0ACVJjo6O6tGjhw4dOqRWrVrJZDLJycmpGhFz3wAACjpJREFUVLlvvvlGy5cv1/79+/XTTz/J2dlZ/v7+at26tV588UXVrl27zPbbtWuns2fPqlevXvrHP/6h7du3KyEhQfv27VNOTo48PDzUtGlTvfDCC3rsscdK1f/hhx8UFRUlSZoxY4a8vLw0YcIEpaamytnZWQ0aNFBcXJwCAwOtdfLz85WQkKANGzYoIyNDly9floeHhx555BF16dJF0dHRsrdnYQ8AAADgbsdMKAAAAACoYpagx8HBQdu2bZOHh4dhbV+9elXvvPOO1q9fX24Zd3d3TZ48We3atSu3b7169ZKTk1OFS/71799fAwcOtDl2fQg1YMAAzZ49WwUFBdbzrq6u+vbbb+Xm5iZJOnjwoF5//XWdP3++3Os0adJE06dPV926dcstAwAAAKDqEUIBAAAAQBXKzMxUmzZtJF0LVxYtWmRY2yUlJXr55Ze1Y8cOSVLLli31zDPPyN/fX1euXNGuXbs0f/585eXlycHBQbNnz1Z4eLhNG5YQysvLSxcvXpSPj4/69OmjRx99VAUFBVq3bp0SEhJk+Wq5ePFi/elPf7LWvz6Esre3l6Ojo15//XU1b95cp0+fVnZ2tl555RVJ0rFjxxQTE6OrV6/KxcVFPXr0UGRkpO655x5lZmZq9erV+vrrryVJAQEBWrx4sTW8AgAAAHD3YTk+AAAAAKhCGRkZ1uf333+/oW3PmzfPGkD9/e9/t4Y9FuHh4Xr22WfVo0cPXbhwQcOHD9f69evl6OhYqq2LFy8qICBACxYsUM2aNW3aqFevnt5//31JUmJiok0Idb2SkhKNHDlSMTExkqSmTZvanB86dKiuXr0qT09PffbZZ2rQoIH1XEhIiJ544gl9/vnnGjVqlI4dO6b//Oc/GjJkyO94ZwAAAADcCSyiDQAAAABVKDc31/rc09OzwrKZmZn67rvvKnxkZWVJuhb4zJkzR5LUvHnzUgGUhZ+fn4YOHWptv6Jl+4YOHWoTQFnExMTIzs5OknT06NFy6zs7O+vpp58u89zWrVv13XffSZLefvttmwDqt9eKiIiQJCUkJMhkMpV7PQAAAABVi5lQAAAAAFCFSkpKrM9vtFp6fHy8li5dWmGZwYMH6y9/+YuOHj2qzMxMSbKGNuVp1aqV7OzsZDabtX37dnXs2LFUmWrVqumxxx4rs37NmjVVs2ZN5ebm6sqVK+Vep3HjxnJycirzXHJysvV5ZGRkhf1t3bq1tm3bpsuXL+vQoUOlZlQBAAAAuDsQQgEAAABAFbrnnnuszy2zmIyQmppqfT59+nRNnz69UvXOnDlT5vE6deqoevXq5dZzdXVVbm6uioqKyi3j4+NT7jnLLChJ1j2yKuPMmTOEUAAAAMBdihAKAAAAAKrQ9ftAXbhwocKy48aN07hx40od37lzp3r16mVzLCcn53f1Jy8vr8zjLi4uFdazLMdX0Wwud3f3cs8Z3V8AAAAAVY8QCgAAAACqkL+/v2rXrq3s7Gzt27dPV65ckZub2y23W1xcbH0eFxenJk2aVKpeRbOdbifLDKpatWrp008/rXQ9b2/v29UlAAAAALeIEAoAAAAAqpC9vb2ioqK0ZMkSFRQUKDk5WZ06dbrldmvWrGl9Xq1aNQUFBd1ym7eTh4eHpGszm+rXr19lYRgAAAAA49hXdQcAAAAA4H/diy++aF3Obvr06bp69eottxkQEGB9vnPnzgrL5uXl6cMPP1RiYqLS0tJu+dq/h6W/xcXF2r17d4Vlt23bpk8++URff/21srOz70T3AAAAAPwOhFAAAAAAUMUCAwPVrVs3SdKpU6f0z3/+02Y5vRspK2QKDg62zi5at26dMjMzy62fkJCg+Ph4DRs2TBs2bLjJ3hujZcuW1udz584tt5zZbNbYsWM1ceJEvfnmm8rPz78T3QMAAADwOxBCAQAAAMBdYMSIEWrUqJEkaeXKlerZs6dOnz5dYZ0jR46ob9++mjFjRqlzTk5O6tmzpySpsLBQAwcO1KVLl0qVO3z4sD766CNJ1/aDiomJudWX8rt06NBB9913nyRpy5Yt+u9//1tmuSlTpigjI0OSFBUVJV9f3zvWRwAAAAA3hz2hAAAAAOAu4O7urjlz5mjAgAHau3ev9u3bpyeeeEJhYWFq3769/Pz8VLt2bWVlZen48eNav369Dhw4YK3v4OCgF1980Ro8SVK/fv2UnJysI0eOaP/+/eratav69Omj4OBg5efna9euXZo3b551+b8hQ4aobt26d/y1W/o/ceJE9e7dWyaTSe+//752796tbt26ycfHR5mZmVq+fLk2b94s6dqeVyNGjKiSvgIAAACoHEIoAAAAALhL1K5dW/Pnz9dnn32mmTNnKjs7W9u3b9f27dvLrePo6KgnnnhCr732mgIDA23OVa9eXbNnz9bAgQO1Y8cOnTt3TuPHjy/VhoODg95880316tXL8Nd0M5o1a6ZZs2Zp0KBBys3N1ebNm62h0/XuvfdezZgxQ35+flXQSwAAAACVRQgFAAAAAHcRBwcH9enTRz169NCGDRu0efNmpaamKjMzU/n5+apRo4Zq166toKAghYWFqW3bthXOXqpVq5bmzp2rpKQkffHFFzpw4ICysrIkST4+PgoLC1PPnj2tSwFWtYiICG3cuFEJCQlKTk7WiRMndOnSJbm6uuqhhx5SVFSUnn/+ebm7u1d1VwEAAADcgJ3ZbDZXdScAAAAAAAAAAADwx2Jf1R0AAAAAAAAAAADAHw8hFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMBwhFAAAAAAAAAAAAAxHCAUAAAAAAAAAAADDEUIBAAAAAAAAAADAcIRQAAAAAAAAAAAAMNz/AZ3KyLxK+GI9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2016x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mature = na_sales_e_to_m_since_2003.loc[\n",
    "    (na_sales_e_to_m_since_2003[\"Rating\"] == \"M\")\n",
    "    & (\n",
    "        (na_sales_e_to_m_since_2003[\"Genre\"] == \"Shooter\")\n",
    "        | (na_sales_e_to_m_since_2003[\"Genre\"] == \"Action\")\n",
    "        | (na_sales_e_to_m_since_2003[\"Genre\"] == \"Role-Playing\")\n",
    "    ),\n",
    "    [\"NA_Sales\", \"Genre\"],\n",
    "]\n",
    "pointplot(\n",
    "    xarray=\"Genre\",\n",
    "    yarray=\"NA_Sales\",\n",
    "    df=mature,\n",
    "    xorder=[\"Shooter\", \"Action\", \"Role-Playing\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- No surprise with Shooters, but Role-Playing games?\n",
    "- Looks can be deceiving..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>M-Rated Role-Playing games compared to Shooter and Action games"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Now, what do the stats have to say?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.240676658052763, 0.1199910251964748, 0.19, array([[245, 240,  64],\n",
       "        [218, 278,  65]], dtype=int64))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.median_test(\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Shooter\"],\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Action\"],\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Role-Playing\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KruskalResult(statistic=4.799639238651511, pvalue=0.0907343185309352)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.kruskal(\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Shooter\"],\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Action\"],\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Role-Playing\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>Descriptive statistics shows:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- I found, after testing, no significant difference in each game's sale on average when comparing all three groups\n",
    "- This may have something to do with the inclusion of the Role-Playing genre, as Mature rated Role-Playing Games's generally have Action and/or Shooter elements, probably contributing to this lack of difference in average sales."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>M-Rated Shooters compared to Action games"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- But when we take M-Rated Role-Playing Games out of the equation\n",
    "- That's another story"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>With 95% confidence, M-Rated Shooters sell between 65k+ and 359k+ more units."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Back to the tests\n",
    "- With the Shooters selling 212K more units on average than Action games."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Multiple Comparison of Means - Tukey HSD, FWER=0.05</caption>\n",
       "<tr>\n",
       "     <th>group1</th>       <th>group2</th>    <th>meandiff</th>  <th>p-adj</th>  <th>lower</th>   <th>upper</th> <th>reject</th>\n",
       "</tr>\n",
       "<tr>\n",
       "     <td>Action</td>    <td>Role-Playing</td>  <td>0.1026</td>  <td>0.6118</td> <td>-0.1563</td> <td>0.3615</td>  <td>False</td>\n",
       "</tr>\n",
       "<tr>\n",
       "     <td>Action</td>       <td>Shooter</td>    <td>0.2124</td>  <td>0.0088</td> <td>0.0441</td>  <td>0.3807</td>  <td>True</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Role-Playing</td>    <td>Shooter</td>    <td>0.1098</td>  <td>0.5809</td> <td>-0.1522</td> <td>0.3718</td>  <td>False</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.table.SimpleTable'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tukey_mature = pairwise_tukeyhsd(\n",
    "    endog=mature[\"NA_Sales\"],  # Data\n",
    "    groups=mature[\"Genre\"],  # Groups\n",
    "    alpha=0.05, # Significance level\n",
    ")\n",
    "tukey_mature.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The difference in means at the 95% confidence interval (two-tail) is between 0.06532778637675712 and 0.3594488507972881.'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_95_ci(array_1, array_2):\n",
    "    sample_1_n = array_1.shape[0]\n",
    "    sample_2_n = array_2.shape[0]\n",
    "    sample_1_mean = array_1.mean()\n",
    "    sample_2_mean = array_2.mean()\n",
    "    sample_1_var = array_1.var()\n",
    "    sample_2_var = array_2.var()\n",
    "    mean_difference = sample_2_mean - sample_1_mean\n",
    "    std_err_difference = np.sqrt(\n",
    "        (sample_1_var / sample_1_n)\n",
    "        + (sample_2_var / sample_2_n)\n",
    "    )\n",
    "    margin_of_error = 1.96 * std_err_difference\n",
    "    ci_lower = mean_difference - margin_of_error\n",
    "    ci_upper = mean_difference + margin_of_error\n",
    "    return (\n",
    "        \"The difference in means at the 95% confidence interval (two-tail) is between {} and {}.\".format(\n",
    "            ci_lower, \n",
    "            ci_upper,\n",
    "        )\n",
    "    )\n",
    "get_95_ci(\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Action\"],\n",
    "    mature[\"NA_Sales\"].loc[mature[\"Genre\"] == \"Shooter\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>Why are M-Rated Shooters More Successful than Action games?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Now we are left with the ubiquitous question: \"Why?\"\n",
    "- I have a few ideas\n",
    "- Shooter games are fairly intuitive to pick up and play, while Action games can have more of a learning curve and more complex gameplay mechanics\n",
    "- Action games have a lot more titles in other ratings\n",
    "- It is harder for a Shooter to be successful if it is not M-Rated, so there are just more examples of them"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<h2><center>In Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "- Keep in mind, my target audience for this research is either a video game studio or publishing company, both parties that can significantly impact the success of a video game, through a combination of quality work and effective marketing.\n",
    "- Understanding how to have good talent in both making and marketing a game is simply a matter of seeing the quality of their past work. \n",
    "- With over 20 years of experience in video games, I have seen poorly marketed masterpieces, and over-marketed time-wasters.\n",
    "- The best thing you can do is have great marketing, and great talent, and give them both room to innovate while not veering too far off what makes a certain type of game successful."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Mature Rated Video Games are a safer investment of capital and development time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- More specifically, Shooters sell better on average than Action games if M-Rated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- M-Rated Role-Playing games are a smaller (potentially newer) market, but promising"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "- Success depends on other factors, such as developer talent, and effective marketing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "<center><h2>Questions?\n",
    "<img src=\"https://media.giphy.com/media/grZWJbqSikp3y/200w.gif\">"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "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": 4
}