Video Game Sales.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing the Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from subprocess import check_output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "games = pd.read_csv(\"./vgsales.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Platform</th>\n",
       "      <th>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Publisher</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Wii Sports</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>41.49</td>\n",
       "      <td>29.02</td>\n",
       "      <td>3.77</td>\n",
       "      <td>8.46</td>\n",
       "      <td>82.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Super Mario Bros.</td>\n",
       "      <td>NES</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>29.08</td>\n",
       "      <td>3.58</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.77</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Mario Kart Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.85</td>\n",
       "      <td>12.88</td>\n",
       "      <td>3.79</td>\n",
       "      <td>3.31</td>\n",
       "      <td>35.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Wii Sports Resort</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>15.75</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3.28</td>\n",
       "      <td>2.96</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Pokemon Red/Pokemon Blue</td>\n",
       "      <td>GB</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.27</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.22</td>\n",
       "      <td>1.00</td>\n",
       "      <td>31.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Tetris</td>\n",
       "      <td>GB</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Puzzle</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>23.20</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.22</td>\n",
       "      <td>0.58</td>\n",
       "      <td>30.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>New Super Mario Bros.</td>\n",
       "      <td>DS</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>11.38</td>\n",
       "      <td>9.23</td>\n",
       "      <td>6.50</td>\n",
       "      <td>2.90</td>\n",
       "      <td>30.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Wii Play</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>14.03</td>\n",
       "      <td>9.20</td>\n",
       "      <td>2.93</td>\n",
       "      <td>2.85</td>\n",
       "      <td>29.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>New Super Mario Bros. Wii</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>14.59</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2.26</td>\n",
       "      <td>28.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Duck Hunt</td>\n",
       "      <td>NES</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Shooter</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>26.93</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.47</td>\n",
       "      <td>28.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Nintendogs</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Simulation</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.07</td>\n",
       "      <td>11.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>2.75</td>\n",
       "      <td>24.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Mario Kart DS</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Racing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.81</td>\n",
       "      <td>7.57</td>\n",
       "      <td>4.13</td>\n",
       "      <td>1.92</td>\n",
       "      <td>23.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Pokemon Gold/Pokemon Silver</td>\n",
       "      <td>GB</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.00</td>\n",
       "      <td>6.18</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.71</td>\n",
       "      <td>23.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Wii Fit</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>8.94</td>\n",
       "      <td>8.03</td>\n",
       "      <td>3.60</td>\n",
       "      <td>2.15</td>\n",
       "      <td>22.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Wii Fit Plus</td>\n",
       "      <td>Wii</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>Sports</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.09</td>\n",
       "      <td>8.59</td>\n",
       "      <td>2.53</td>\n",
       "      <td>1.79</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Kinect Adventures!</td>\n",
       "      <td>X360</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Microsoft Game Studios</td>\n",
       "      <td>14.97</td>\n",
       "      <td>4.94</td>\n",
       "      <td>0.24</td>\n",
       "      <td>1.67</td>\n",
       "      <td>21.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>PS3</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>7.01</td>\n",
       "      <td>9.27</td>\n",
       "      <td>0.97</td>\n",
       "      <td>4.14</td>\n",
       "      <td>21.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Grand Theft Auto: San Andreas</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>9.43</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.41</td>\n",
       "      <td>10.57</td>\n",
       "      <td>20.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Super Mario World</td>\n",
       "      <td>SNES</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>12.78</td>\n",
       "      <td>3.75</td>\n",
       "      <td>3.54</td>\n",
       "      <td>0.55</td>\n",
       "      <td>20.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Brain Age: Train Your Brain in Minutes a Day</td>\n",
       "      <td>DS</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Misc</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>4.75</td>\n",
       "      <td>9.26</td>\n",
       "      <td>4.16</td>\n",
       "      <td>2.05</td>\n",
       "      <td>20.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Pokemon Diamond/Pokemon Pearl</td>\n",
       "      <td>DS</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>Role-Playing</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>6.42</td>\n",
       "      <td>4.52</td>\n",
       "      <td>6.04</td>\n",
       "      <td>1.37</td>\n",
       "      <td>18.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Super Mario Land</td>\n",
       "      <td>GB</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>10.83</td>\n",
       "      <td>2.71</td>\n",
       "      <td>4.18</td>\n",
       "      <td>0.42</td>\n",
       "      <td>18.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Super Mario Bros. 3</td>\n",
       "      <td>NES</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>Platform</td>\n",
       "      <td>Nintendo</td>\n",
       "      <td>9.54</td>\n",
       "      <td>3.44</td>\n",
       "      <td>3.84</td>\n",
       "      <td>0.46</td>\n",
       "      <td>17.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>X360</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>9.63</td>\n",
       "      <td>5.31</td>\n",
       "      <td>0.06</td>\n",
       "      <td>1.38</td>\n",
       "      <td>16.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Grand Theft Auto: Vice City</td>\n",
       "      <td>PS2</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>Take-Two Interactive</td>\n",
       "      <td>8.41</td>\n",
       "      <td>5.49</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.78</td>\n",
       "      <td>16.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank                                          Name Platform    Year  \\\n",
       "0      1                                    Wii Sports      Wii  2006.0   \n",
       "1      2                             Super Mario Bros.      NES  1985.0   \n",
       "2      3                                Mario Kart Wii      Wii  2008.0   \n",
       "3      4                             Wii Sports Resort      Wii  2009.0   \n",
       "4      5                      Pokemon Red/Pokemon Blue       GB  1996.0   \n",
       "5      6                                        Tetris       GB  1989.0   \n",
       "6      7                         New Super Mario Bros.       DS  2006.0   \n",
       "7      8                                      Wii Play      Wii  2006.0   \n",
       "8      9                     New Super Mario Bros. Wii      Wii  2009.0   \n",
       "9     10                                     Duck Hunt      NES  1984.0   \n",
       "10    11                                    Nintendogs       DS  2005.0   \n",
       "11    12                                 Mario Kart DS       DS  2005.0   \n",
       "12    13                   Pokemon Gold/Pokemon Silver       GB  1999.0   \n",
       "13    14                                       Wii Fit      Wii  2007.0   \n",
       "14    15                                  Wii Fit Plus      Wii  2009.0   \n",
       "15    16                            Kinect Adventures!     X360  2010.0   \n",
       "16    17                            Grand Theft Auto V      PS3  2013.0   \n",
       "17    18                 Grand Theft Auto: San Andreas      PS2  2004.0   \n",
       "18    19                             Super Mario World     SNES  1990.0   \n",
       "19    20  Brain Age: Train Your Brain in Minutes a Day       DS  2005.0   \n",
       "20    21                 Pokemon Diamond/Pokemon Pearl       DS  2006.0   \n",
       "21    22                              Super Mario Land       GB  1989.0   \n",
       "22    23                           Super Mario Bros. 3      NES  1988.0   \n",
       "23    24                            Grand Theft Auto V     X360  2013.0   \n",
       "24    25                   Grand Theft Auto: Vice City      PS2  2002.0   \n",
       "\n",
       "           Genre               Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n",
       "0         Sports                Nintendo     41.49     29.02      3.77   \n",
       "1       Platform                Nintendo     29.08      3.58      6.81   \n",
       "2         Racing                Nintendo     15.85     12.88      3.79   \n",
       "3         Sports                Nintendo     15.75     11.01      3.28   \n",
       "4   Role-Playing                Nintendo     11.27      8.89     10.22   \n",
       "5         Puzzle                Nintendo     23.20      2.26      4.22   \n",
       "6       Platform                Nintendo     11.38      9.23      6.50   \n",
       "7           Misc                Nintendo     14.03      9.20      2.93   \n",
       "8       Platform                Nintendo     14.59      7.06      4.70   \n",
       "9        Shooter                Nintendo     26.93      0.63      0.28   \n",
       "10    Simulation                Nintendo      9.07     11.00      1.93   \n",
       "11        Racing                Nintendo      9.81      7.57      4.13   \n",
       "12  Role-Playing                Nintendo      9.00      6.18      7.20   \n",
       "13        Sports                Nintendo      8.94      8.03      3.60   \n",
       "14        Sports                Nintendo      9.09      8.59      2.53   \n",
       "15          Misc  Microsoft Game Studios     14.97      4.94      0.24   \n",
       "16        Action    Take-Two Interactive      7.01      9.27      0.97   \n",
       "17        Action    Take-Two Interactive      9.43      0.40      0.41   \n",
       "18      Platform                Nintendo     12.78      3.75      3.54   \n",
       "19          Misc                Nintendo      4.75      9.26      4.16   \n",
       "20  Role-Playing                Nintendo      6.42      4.52      6.04   \n",
       "21      Platform                Nintendo     10.83      2.71      4.18   \n",
       "22      Platform                Nintendo      9.54      3.44      3.84   \n",
       "23        Action    Take-Two Interactive      9.63      5.31      0.06   \n",
       "24        Action    Take-Two Interactive      8.41      5.49      0.47   \n",
       "\n",
       "    Other_Sales  Global_Sales  \n",
       "0          8.46         82.74  \n",
       "1          0.77         40.24  \n",
       "2          3.31         35.82  \n",
       "3          2.96         33.00  \n",
       "4          1.00         31.37  \n",
       "5          0.58         30.26  \n",
       "6          2.90         30.01  \n",
       "7          2.85         29.02  \n",
       "8          2.26         28.62  \n",
       "9          0.47         28.31  \n",
       "10         2.75         24.76  \n",
       "11         1.92         23.42  \n",
       "12         0.71         23.10  \n",
       "13         2.15         22.72  \n",
       "14         1.79         22.00  \n",
       "15         1.67         21.82  \n",
       "16         4.14         21.40  \n",
       "17        10.57         20.81  \n",
       "18         0.55         20.61  \n",
       "19         2.05         20.22  \n",
       "20         1.37         18.36  \n",
       "21         0.42         18.14  \n",
       "22         0.46         17.28  \n",
       "23         1.38         16.38  \n",
       "24         1.78         16.15  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 16598 entries, 0 to 16597\n",
      "Data columns (total 11 columns):\n",
      "Rank            16598 non-null int64\n",
      "Name            16598 non-null object\n",
      "Platform        16598 non-null object\n",
      "Year            16327 non-null float64\n",
      "Genre           16598 non-null object\n",
      "Publisher       16540 non-null object\n",
      "NA_Sales        16598 non-null float64\n",
      "EU_Sales        16598 non-null float64\n",
      "JP_Sales        16598 non-null float64\n",
      "Other_Sales     16598 non-null float64\n",
      "Global_Sales    16598 non-null float64\n",
      "dtypes: float64(6), int64(1), object(4)\n",
      "memory usage: 1.4+ MB\n"
     ]
    }
   ],
   "source": [
    "games.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Year</th>\n",
       "      <th>NA_Sales</th>\n",
       "      <th>EU_Sales</th>\n",
       "      <th>JP_Sales</th>\n",
       "      <th>Other_Sales</th>\n",
       "      <th>Global_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16327.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "      <td>16598.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8300.605254</td>\n",
       "      <td>2006.406443</td>\n",
       "      <td>0.264667</td>\n",
       "      <td>0.146652</td>\n",
       "      <td>0.077782</td>\n",
       "      <td>0.048063</td>\n",
       "      <td>0.537441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4791.853933</td>\n",
       "      <td>5.828981</td>\n",
       "      <td>0.816683</td>\n",
       "      <td>0.505351</td>\n",
       "      <td>0.309291</td>\n",
       "      <td>0.188588</td>\n",
       "      <td>1.555028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1980.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4151.250000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8300.500000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.080000</td>\n",
       "      <td>0.020000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.010000</td>\n",
       "      <td>0.170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12449.750000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.040000</td>\n",
       "      <td>0.470000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>16600.000000</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>41.490000</td>\n",
       "      <td>29.020000</td>\n",
       "      <td>10.220000</td>\n",
       "      <td>10.570000</td>\n",
       "      <td>82.740000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Rank          Year      NA_Sales      EU_Sales      JP_Sales  \\\n",
       "count  16598.000000  16327.000000  16598.000000  16598.000000  16598.000000   \n",
       "mean    8300.605254   2006.406443      0.264667      0.146652      0.077782   \n",
       "std     4791.853933      5.828981      0.816683      0.505351      0.309291   \n",
       "min        1.000000   1980.000000      0.000000      0.000000      0.000000   \n",
       "25%     4151.250000   2003.000000      0.000000      0.000000      0.000000   \n",
       "50%     8300.500000   2007.000000      0.080000      0.020000      0.000000   \n",
       "75%    12449.750000   2010.000000      0.240000      0.110000      0.040000   \n",
       "max    16600.000000   2020.000000     41.490000     29.020000     10.220000   \n",
       "\n",
       "        Other_Sales  Global_Sales  \n",
       "count  16598.000000  16598.000000  \n",
       "mean       0.048063      0.537441  \n",
       "std        0.188588      1.555028  \n",
       "min        0.000000      0.010000  \n",
       "25%        0.000000      0.060000  \n",
       "50%        0.010000      0.170000  \n",
       "75%        0.040000      0.470000  \n",
       "max       10.570000     82.740000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank              int64\n",
       "Name             object\n",
       "Platform         object\n",
       "Year            float64\n",
       "Genre            object\n",
       "Publisher        object\n",
       "NA_Sales        float64\n",
       "EU_Sales        float64\n",
       "JP_Sales        float64\n",
       "Other_Sales     float64\n",
       "Global_Sales    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16598, 11)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Name', 'Platform', 'Year', 'Genre', 'Publisher', 'NA_Sales',\n",
       "       'EU_Sales', 'JP_Sales', 'Other_Sales', 'Global_Sales'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checking for NaN Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1f943c44fd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SVK1atRueff5WKEyXc/uOL/htXH2teuDAga4bel+6dKliY2PVpk0btWjRQhcv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\nBihMAAAMUJgAABj4f3cd1YuqeemmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f943c4df60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(games.isnull(),yticklabels=False,cbar=False,cmap='hot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not much to worry about as is. Let's get to plotting."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p6emKjIzUmjVrtGTJEk2aNEkhISHKyMhQUFCQ2XEBAAAalCUL278uif5gx44dio2N1fDh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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f943caeac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "platGenre = pd.crosstab(games.Platform,games.Genre)\n",
    "platGenreTotal = platGenre.sum(axis=1).sort_values(ascending = False)\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.barplot(y = platGenreTotal.index, x = platGenreTotal.values, orient='h')\n",
    "plt.ylabel = \"Platform\"\n",
    "plt.xlabel = \"Amount of Games\"\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this data, it has been determined that DS and PS2 have more games than the modern counterparts. However, numbers could have changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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37Iab/neUeWz9xBNPcPnyZc6fP8/SpUt59tlnb3qQiIiIiFReZQ6Pn332GS1btmTChAm0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\nIiLqNBaPRERERNRpLB6JiIiIqNP+BwqEkxVI4bn4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f943d7bb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "platGenre['Total'] = platGenre.sum(axis=1)\n",
    "popPlatform = platGenre[platGenre['Total']>1000].sort_values(by='Total', ascending = False)\n",
    "neededdata = popPlatform.loc[:,:'Strategy']\n",
    "maxi = neededdata.values.max()\n",
    "mini = neededdata.values.min()\n",
    "popPlatformfinal = popPlatform.append(pd.DataFrame(popPlatform.sum(), columns=['total']).T, ignore_index=False)\n",
    "sns.set(font_scale=0.7)\n",
    "plt.figure(figsize=(12,15))\n",
    "sns.heatmap(popPlatformfinal, vmin = mini, vmax = maxi, annot=True, fmt=\"d\")\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Grouping by the Sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CCPG/Udvp1e5SfAohhBBClEH2esGRFJ9CCCGEEGWQva5wJMWnEEIIIUQZZKe1\np33cZF4IIYQQQjwaHvmZzwtHkpSOIOxQdbW8LxO3c6saqHQEYWeKcgxKRxD2yl/pAHLYXQghhBBC\n2JC9ru0uxacQQgghRBkkV7sLIYQQQgibkcPuQgghhBDCZuy09pSr3YUQQgghhO3IzKcQQgghRBkk\nh92FEEIIIYTNyNXuJSAyMpLLly/z/vvvA9C7d2+effZZRo8erXCyh0O1js0wFxZxac/v+NSsTPmm\n9fjju62ggpovtMZkLMTR1YVzv+zHXGQCQO2goeYLrSjMzcfZ042LO2PIu5mp8EhESbiSksKKLZvx\n8fAgw5BNaL/+/H72LBsOHuBfw18H4KvNmygwGknLziKk9TPUCQoCwGw2s3DND7g6OZGVm8v4Pn1x\ndnJScjiiBKXcTGNqxEJmjR/DyfhzHD56DJPJRM9OHXFw0LBuy3YATp49x4Du3XjxufbArZ+Lj75a\niaODAzdSUxnSO4THgqooORRRwjZu30nMsRMA/BYdS5/uz3M24QJuOi3BDRvQvVMHa9t1m7Zw+lwC\nBQVG+vd8gbo1H1Mq9iNLZj5LSHZ2NgUFBVy/fh1nZ2dWr17NgAEDmDt3Lg4ODvTs2RMXFxfWrl1L\nVlYWM2bMwNfXV+nYigtsUgeVRg2F4FOzMs5ebmicbn37PYPKU5iTx8WdMQQG18a/fnWSj50DwFHr\nwo2jZ8m8eB2/etXwrllJis8yIsOQzWtdu1He15ePf1zLLwd/w9HBgfwCIwDnk65yVZ+Cl84NN1ct\nVcqVs/Y9npiAl5sbr3XtxqbDh9gTF0enZs2UGoooQYbcXL79aQNuOh0Aazdv4/N3Z1JgNBK24EM+\nmj6FBrVqknj5Cqt/3WwtPAHyC4xs3rOPNs2acj1Fj6+Xl1LDEKWkW8f2dOvYnl+27eTxenXZvu8A\nQZUqkpObR8O6tYu11Wm1TB03mpNnzrJt734pPhVgp7Xnw3fBUZs2bdi7dy/bt2+nY8eOABgMBgwG\nA23btqVWrVqsWbOGmTNnEh4ebrf3uLIl78cqoXF04OaZSwCknbvC9SOnrdud3LTkZ2QDUJBpwMlT\nZ91WkJVD5sXruPp54d+wBslx52wbXpSahtVrUN7XlwPHj2GxWOj1TFu6P93Kuv1KSgqFRUWM6dWb\npnXqsHbPbuu2tKwsAn18AAjw8iY1M8Pm+UXpcNNqmfDaYLw9PADQaNSoVCpcnJ3JLyiwtlv6/RpG\nDxpQrK95NXEMAAAgAElEQVQFCzPGjmbamDd4pWcP1m3dbsvowkZycnPZeyiKns93YshLvZk0agTj\nhg/mgyVfFmvXqW0bDh6JZfaHH9PyyWCF0gp79NAVn82bNyc6OhqDwYDHn78cdTod48ePx2AwsGTJ\nEoqKilCpVBQWFpKRIX8UA4Nr4+rnRaUWDfGpVQVdOZ9i2wsys3H2cAPA2dMNY2ZOse3lGtciMLg2\n8T/uxpRvtFluUbpMJhOfb/iZ9OxsxvXuc9t2Xw9PtM4uAHi7uZNn/M/3vpy3Dyl//t9KyUjHz1Nm\nuMoqB40Gi8VCfkEBzs63Tq04e+EigQH+eLi5FWsbFXecsxcvAuDr7UVuXp6t4wob2LB1Bz06dcRi\nsXDs1BnUarV1pvzvDscepWXTJnz36Ud88c2/FUgqVCrVAz9s4aE77K7RaFCpVNSqVYuCP9+FWywW\nFi9ejJeXFy1btsTX15dp06aRn59PeHi4womVd/qHnQB4Vi2PV9Xy5CSnFduedSWFgEY1qd65OY6u\nzpzdsB+v6hVx1LlQaMijWvumpCcmUbN7a26euUTqqQtKDEOUsG+2beXImdNUr1CBExcSGdC+I1XL\nl7dub1SjBjtjY1i09gdy8vIZ+eKLxMSfIdNgoH2TJ9kRe4TF69eRnZvLxH4vKTgSUZp6dX6OOZ98\nRkGBkdf79wUg9uQfNPjbIdSouONkZGXx9JPBbN27n4ily8kyGHjzlYFKxRalKObYCTo/+wwqlQqN\nWs27H32CsbCQEQP7AzArYhEzQsfxR/w5tu87AMCLXTopGfmRZa/nfKosFotF6RBK2jdjqdIRhB2q\n/lRlpSMIO+RWNVDpCMLOaLSuSkcQdsq9au37Nypl83rMeOA+U36eVQpJinvoZj6FEEIIIcT92evM\npxSfQgghhBDivs6fP8/KlSsxGo1UqlSJ5ORkzGYzs2bNYvXq1SQkJODo6MiUKVPuuZ+H7oIjIYQQ\nQghxf6r/4t+9rFmzhoCAAJycnDh79ixz5syhadOmHDp0iJiYGKZPn467uzuJiYn33I8Un0IIIYQQ\nZZBGrXrgx71cunSJgQMH0rlzZ6KjowHw9/dHr9fj4HDrYHpAQAB6vf6e+5HiUwghhBCiDCrpWy35\n+vqi1Wrx9PTkr+vV9Xo9fn5+qNW3SsqUlBT8/PzuuR8551MIIYQQQtzXSy+9RHh4OGazmalTpxIe\nHo7FYmH27NkkJycza9YsnJ2dqVGjxj33I8WnEEIIIUQZVNI3jW/YsCHvvfee9fPu3btbP+7T5/bF\nSu7mkS8+c3MLlY4g7JDKQc5IEbczG2WFL1Gck7e30hGEuKv7nMKpmEe++BRCCCGEKItstVzmg5Li\nUwghhBCiDLLT2lOudhdCCCGEELYjM59CCCGEEGWQLK8phBBCCCFs5n4rFilFik8hhBBCiDLITic+\n7b/4NJlMpKWl4e/vr3SUh16tri0wG4s4v/0Ijq7OPPVmCLFfbsTJzZUqLRsA4FmlHBf3xnE1+vSt\nTiqo36stpoJCHHUu/LF2D+Yik4KjECXlSkoKX//6K76enmRkZ9O8QQOOnDqFyWzmhVataFijBgVG\nI5+tX0+doCA6N29erP9Xv/5KvtFIelYWPZ95hrpVqyozEFHiUtLSCF/4CbPGvEHU8ROcSbxIgdFI\nv+c7UatqEAuWfoWrizOZ2QYmjxiKi5MTAGazmUUrv8PRQUNy6k1eDenBY1UqKzwaUZJupKQwZnI4\ndWvVRK1RM/Ptiew/FMWanzfy8fw5xdrGHD3G5p27cHJywtfbm2GDBiiU+tFlr4fdFb3gKDIyklGj\nRjF58mTGjh3L6NGjb2sTGxvLnj17SEhIYOjQocTHxyuQ9OFX6al61qWvVBo1tbq2IFefAUDmlRRO\nrN7FhT1HSU+89p/CE/CpVgGjIY8zv/xGWsI1Ah9/TJH8ouRlZGcz7IUXGBUSgs7VlY9Wr+btgQOZ\n0L8/q7ZuBWDVtm3W9Xr/7vzVq1xNSaGwqAidqytBgYG2ji9KSU5uHqs2bMJdpwVA5+pK2Iih9O7c\nkR0HDxN3Oh5vTw/eenUgjevVYeehKGvffKORzfsOkJFt4Lo+FV8vT6WGIUrJkaPH8PXxRq1W06he\nPfYfiuJ6Sgq5eXm3tV21dh0+3t4YcnJoGvyEAmmFvVJ85nPy5MkEBQWxdOlSoqOjSU5OZuHChRQW\nFvLMM8+QlJREXFwcly5dwtHREZVKxcSJE9FoNPTr14+DBw9y5coV+vTpw8cff0zdunXJzc0lICAA\nBwcHRo0apfQQFedXuwoaRwdS/riAT42K1OnWkgt7jlKjfZNi7R7r2JSTP+4t9pyzh5a8tCwA8jMN\neFYKsFluUboa/rn82f5jxwB4rFIlVCoVLk5O5BfeWnxhaLdubDl8+La+V5KTMRYVMbZPHw6dPMma\nXbt49fnnbRdelBqd1pXxgwcy59PPAej4dAsOxR3nk2++Y/yQQaRmZFDe/9a6zeV8fTmdkGjta7FY\nmD76dVo1acye6BjWb9/F0F4vKjIOUToa1KlNs8ZPUC7An9Dpsxn3+jBat3iKbbv23tY29tgJwie+\nhZtOxxuhYSyP/FCBxI82e73Pp+K3WoqIiGDKlCmkp6fj4eGBo6MjISEhtGjRgkOHDhEcHEyHDh1o\n3bo1HTp0YP369UyePJl3332X77//HoAhQ4ZQvnx56tevT1hYGFlZWYwdO5YLFy4oPDr7UKlpHXQB\n3lRt8zhVWjXELdCXqm2ewKtKOar/WYC6l/clL8NAUV5Bsb556QZcvNwAcPF0Iz/TYPP8onSYTCY+\n/+kn0rOzGde3Lxq1GovFQr7RiLOj4z37+np6onNxAcDLzY08WfmnzIo6doIWTzRixYK5LFuznkA/\nX5JvpgGQfPMm/r4+1rbRx09y7uIlAPy8vO44GyYebmfOnafgz//vnh7umEx3Pw3L388XnU6Ls7MT\nKntdaqeMU6ke/GELis98hoaGEhQUZP34wIEDXLt2jWeeeYbY2NjbqnaLxQLcqubNZjMAWu2tw0PO\nzs6o1Wqc/jz/6K+2j7q4b7cB4FO9Aj5JqZzffgSAhv3akbgz9ta2GhXJuJxs7eNbsxJOOleux52j\nQnAt6nR/GkdXZ06u3WPz/KJ0fLNlC0dOn6Z6hQqcTEjg8Zo1eW/VKgqMRoZ07XrHPjFnzpBpMND+\nySfZGRPDR6tXk5Ofzxs9e9o4vbCV0wmJ1kPr3du3pVHtWmzdf5CFX39Ldk4OU15/jejjJ0jPyqZV\ncGO27j/IB8tXkmUwMHrgSwqnFyUtqHIlFn2xjHL+fgT4+1P1Duf0zpgfwaywUMYMH0r4uwtw0+no\nHyIz4Eqw15lPxYvPf/L19WXPnj1cv34ds9lMQEAAixcvZtiwYQD069ePiIgInJ2dGThwIAcOHFA4\n8cMjLfEaaYnXrJ+fWL3L+vGlA8eLtb157qr141Pr95V+OGFzg7t2ZfBdisy/+/uFRk/WqWP9ePxL\nUliUZdNGvQ7A4JAet22bNGxwsc+bNWpo/Xh+6LhSzSWUVa92LT6YPf22579cFGH9eFZYKABtn25B\n26db2CybuJ29TjirLI/49OCWSZ8qHUHYoYYd5cIqcTvXAC+lIwg741KunNIRhJ3Slg9SOgLLX3nv\ngfsMXfl2KSQpzu5mPoUQQgghxP9ODrsLIYQQQgibsdPaU4pPIYQQQoiyyF5vMi/FpxBCCCFEGWSv\nh90Vv8+nEEIIIYR4dMjMpxBCCCFEGWSnE59SfDYb2FTpCMIOuQTIMqLidhbz3VdzEY8mB52b0hGE\nuCt7Pez+yBefQgghhBBlkZ3WnlJ8CiGEEEKURfZ6tbtccCSEEEIIIWxGZj6FEEIIIcogtZ0u7i7F\npxBCCCFEGWSnR92l+BRCCCGEKIvs9Wp3OedTCCGEEELYjF3OfEZGRnL69Gnc3d3Jy8tj/vz5aLXa\n/1ff0NBQIiIiSjnhwyklLY3whZHMGjOKg0fjOH/pCkUmE3VrVKPbs88w7/NleHu4k5uXz8TXXsXR\n4daPh9lsZtHKVTg6OJCcepNXQ3rwWJXKCo9GlJQbKSmMmRxO3Vo1UWvUNG8SzMHoGEwmE727d6Nx\nowbWtr9u28GZ8wkUFRUR4OfHkAH9FEwuStONFD1jp0ynbq3HUKvVqFVqikxFpGdmkZ1t4KvID6xt\nf9y4idNnz1NQYKR/rx7Uq1VTweTCFpJT9IROCWf+nJns/+0gZ//8vVC/bh369Q6xtlvy5Vecjo/H\nTefGk8FP0LN7NwVTP3rsdOLTPotPgMmTJxMUFMTSpUsZN24cS5cuJTIyko4dO7Jx40YMBgMJCQkM\nGjSI48ePs3//fqZMmQJAeno6ixYtAqBRo0aEhITc66UeCTm5uaza8Cvufxbxri4uTB4xFJPZzJjZ\n/6Jts6Z0bduaJxvU5/0vv+LqjWSqVaoIQL7RyOa9B2jTtAnX9Xp8vTyVHIooYUeOHsPXxxu1Wk2j\nevX44adfWPbxB+QXFBA6fTaL3/uXte2hmN/Rp6YCKhrVq6tcaFHqYuJu/VyoVLe+1z27dsZkMhH+\nr/eZNmFssbZuWi3hE8Zy8nQ823bvk+KzjDMYcvj6m1W4u9+6wb5Wq2X6lLcxmUwMGzW2WPEZezSO\noCqVyc3N5fGGDe62S1FK7PVWS3ZbfEZERODm5oa3tzceHh7W593c3Jg4cSLh4eHMnz+fihUrUq5c\nOdRqNc2bN2ft2rVs2rSJgoICfH19iYuLk+IT0Gm1jB88iDmLPwfg+WdaU2A08vHKVQx68QV8vDzx\n8fIk8pvvOHfpMgE+3ta+FouF6W+OpFWTxuyJPsL6bTsZ2runUkMRJaxBndo0a/wE5QL8CZ0+G41G\ng0qlwtXFhfyCgmJtn23VktbNm2EymRj99lS6dGinUGpR2urXqU3Txo9Tzt+fSTPn8uQTjTj2x2la\nNmuCv59vsbad2rXlt+gYPlryJZPeHKlMYGEzbm46Jk98i6kz5wLQvWsXCgoKeH/hx7z26qBibYcN\nHkTTJsGkpWcwdeZsPo/8SInIjyw7rT3t95zP0NBQ5s2bx9tvv219LisrC4AvvviC5557jooVK5Ka\nmsqKFSsYO/Y/78RNJhOdO3dm4sSJNGvWzObZHwaXr13nX0u+pFenjrR44nH0aekkXL7CmEED6Nul\nE7/s3mdtG33sBOcuXgLAz8ub3Px8pWKLUnDm3HkKjEYAPD3cgVtvOPLy83Fxci7Wdtm33+Ho6Iir\nqyvY6S81UTJu/VwUAuDh7o7JZGbzzt13fMNx6EgsTzd7ku+++ITPV6yydVShsIuXLjN9zjxe6tOL\nVi2bW5+3WCzEHT+BWq3G3U2nYMJHl0qleuCHLfy/Zj7NZjNqtXJ1avny5Zk5cyaXLl0iNzeXdevW\n8cwzz3Do0CFu3LiBRqNhwYIFtG3bFoBu3boxc+ZMtm7dSsuWLRXLba9MZjMT5r1PjcqVWbl+Ax5u\nbgzr24uvfvwJX28v0jOzGPVyP6KPnyA9K5tWwU+w9cBBPli+gixDDqMHvqT0EEQJCqpciUVfLKOc\nvx8B/v48/VRTZi64ddh91GuvAjBjfgSzwkLp3L4dYbP/hauLC/1e7K5wclGagipX4uMvllPO349y\n/n74eHuiUatx0GisbWYs+JBZkyfwR/xZtu/dD0DPrp2ViiwUYDabeGPcBGo+VoMvv16Jp6cHU0In\nED5rLnNnhKNRa5j57nwKCwt5Y/hrSscVdkJlsVgs92rw+eefc/z4cdq3b09aWhrDhg2zVTabSDt2\nROkIwg65BAQoHUHYIYvZpHQEYWcc3eUceHFnTh6+929UyjaMi3zgPt0XjSmFJMXddzozOTmZGjVq\nEBISQlJSUqkHEkIIIYQQ/7uH9rC7yWQiOzubuLg4UlNTbZFJCCGEEEL8jx7aC45ef/11tFot27Zt\nY/LkybbIJIQQQggh/kcP7cznZ599xpw5c2yRRQghhBBC2LHU1FRGjBjBqFGjWL16Nb6+vgwZMoSY\nmBgSEhJwdHS03nf9bu478xkdHc2gQYMYOXIkI0fK/duEEEIIIR4GKtWDP+7FYrHw5ZdfUrFiRY4f\nP46fnx+urq5UqVKFmJgYpk+fjru7O4mJiffcz31nPrdu3fpAAxVCCCGEEMor6cPo//73v+nevTvL\nly/nueeeo1atWkRHR7Nu3Toc/lySOyAgAL1eT/Xq1e+6n/sWnzNmzOD69evW+3wuWbKkhIYghBBC\nCCFKS0mfwnnw4EHOnDnDiRMnOHjwIHXr1sXDwwOTyWStE1NSUmjSpMk993Pf4jMwMJBZs2aVTGo7\nlLjjlNIRhB3yq35D6QjCDvk3q690BGFnCm7qlY4g7JQ93OezpNd2/+STT4Bbq1BWrVqV8PBwVCoV\nkydPxtXVlVmzZuHs7EyNGjXuuZ/7Fp/Hjh1j8eLFaLVaAIYMGVIC8YUQQgghRGkqrYvXIyIiAHju\nueesz/Xp0+f/3f++xefQoUNRqVTcZyEkIYQQQggh7uu+xefFixeJiYmhRYsWaP62pq8QQgghhLBf\ntrpv54O6762WTp06RWBgID179uTw4cO2yCSEEEIIIf5HJX2rpZJy35lPuHVfJ71ej8FgKO08Qggh\nhBCiBKjU9jnzec/iMz8/n379+jF8+HAuX77M8OHDbZVLCCGEEEL8D+z0qPu9i885c+YwePBgmjZt\nysCBA1m5ciXvv/++rbKJEuLs6U7F1o0pNORRmJuHSq1GG+CLqcBI9tVkMhKuENShOYWGXFCpSNr/\nO+aiomL78KxeiXLB9Ti7dptCoxAl7apezzc7tuLj7kGGwUDtypW5lJxMQWEhPZ9uTY0KFfj8119w\n1GhIycigf7v2VAssX2wfh0/9wfrf9rNguKx+VtbcSNEzdsp06tZ6DLVaTdeO7dm8czfOTk74eHsx\nbGB/a9s5EYsoMhWRnplFdraBryI/UDC5KE0bt+8i5tgJAH47EkvN6lUJ8PUlIyuLLIOB5R8usLZd\nt2krp88lUGAsoP+LL1C35mNKxRZ25p7Fp1qtpmbNmlSsWJEmTZrw3XfflXqgyMhILl68iE6nIzU1\nlYkTJ971flF6vZ7du3fTt2/fUs/1MNM4O5J04CgFGdnU6vMcWCzkp2ehdnQk57oe90oB5Kbc5Eb0\nSbxrBeFTpyqpJ89b+2sDfNAF+trt9L3472TkGBjSqQuBPr588vM6DHl5jAvpzZkrl9l7PI5K/v7s\n+D2GlvUakJyehrebe7H+565e5WzSVcxms0IjEKUpJu4Yvj7eqFQqGtWry3c//sRj1apyIyWFTu3a\nFms7LXQcJpOJ8H+9z7QJY5WIK2ykW8d2dOvYjl+27eTx+nXp2eU5TCYT095byNRxo4q11WldmTpu\nFCfjz7Jt7wEpPhVgrxcc3bP4LPpz9is0NBSAwsLC0k8EjB07lqCgII4ePcru3bv5+uuv0ev1hIaG\ncuHCBQ4dOkRGRgajR48mKSmJyMhI8vLyyMzMpFevXjg4OLBixQqcnJyoUKECY8aMsUlue5WbkobG\nxYkaPZ6lICObtDMXyL5yAwetC9W6tOL8T7twq1iOKu2ewmwyUZRXYO3r5K7Dr1EtLu84TO2+gQqO\nQpS0BlWrAfDbyRNggYEdnuNI/BmWbvqFUS+8iAULk/r2p3ndevx28gS/Rh3i5fYdAUjJSGfTkcOM\n6RHC5MQEJYchSkn9OrVp2vhxyvn7M2nmXGKPnWDq+DG4uel4Y9I7LF8UUaz95p17aNmsCf5+yt9Y\nW5SunNxc9h6OImL6OwBs2b2Plk8G4+9b/HvfqW0bDsb8zkdLv2LSG3LanhLstPa899Xu/v7+rFu3\njhs3bvD9999TpUoVm4SKiIjg1VdfZcWKFTRu3Jju3bsTFBTEiRMn2LFjB9OnT2f8+PGYTCZrn+7d\nuzN8+HAOHjzImjVrWLBgAf3797/Hqzw6XP29UanUJPy8G4vZgluFAABMBUYAHFycyb58ncu7oijI\nyMaY9Z8Ly3zrVUft4ECVDs1x9vbAu1aQImMQJc9kMvHlpo2kG7J588UQYs/G07R2HT4dO4Fvdmwj\n9uxZEq9dA8DHw4O8gv+8KdnxeywFxkIif17H1dRU9h0/ptQwRCk5c+48BcZbEw4e7u4YjUZ0Oi3O\nTk53XDVl887ddOnQztYxhQI2bNtJj04drZ9v2b2Xzu2eua3d4dijtHwymO8WL+SLb/9ty4jiTyqV\n6oEftnDPmc/x48ezdu1aPvvsMxo0aMDEiRNtEio0NBQvLy8mTpzI2rVradeuHbVr18ZisVgLzpyc\nHPLz8619XF1d0Wg0WCwWjMZbRZW9TjfbmkqtJqhDc4zZObfeBakgqGMLVBo11w4eozA3H+/a1fCs\nXhm1o4ZL2w7hEVQeB1cXrkedsO7H1ceT9LOXlBuIKFGrdu0g5mw81QLL88fFi1QOCLAWkV2aNSe4\nZi12x/3O4p/Xk52Xy7Au3Yg9d5bMHAMD2nWw7udqyqe0afS4UsMQpSSociU+/mI55fz9KOfvx/xp\nU5g27310Wi39Q3oAMGPBh8yaPIGs7Gw0ajUOci/oR0LMsRN0btsGgKxsA+p/fO9nfbCIGRPH8cfZ\nc2zfdwCAFzs/d8d9idJlr2WQymJnSxdFRkZaZzp///13+vfvz8svv0xmZiYNGzYkICCAqKgo8vPz\nGTFiBBs2bMDBwYHu3buj0WhYv349LVq0YO3atRQWFlK7dm1GjBhx19eL+WCFDUcnHhZ+1X2UjiDs\nkKztLv7J/OdkhxD/5F6tjtIR2D/rywfu03rGsFJIUpzdFZ8lYceOHURHR5OXl8ewYcMICrr7oWIp\nPsWdSPEp7kSKT/FPUnyKu7GH4vPA7GUP3KfV9NdKIUlx/6+bzD9sOnToQIcOHe7fUAghhBCijLLX\nw+5lsvgUQgghhHjU2estEu+7trsQQgghhBAlRWY+hRBCCCHKIDnsLoQQQgghbMZebzkpxacQQggh\nRBlkp7WnFJ9OLo/8l0DcgbOnVukIwg6dWX1A6QjCztTp+7TSEYS4K3ud+ZQLjoQQQgghhM3ItJ8Q\nQgghRBlkpxOfUnwKIYQQQpRF9nrYXYpPIYQQQoiyyE5PrpTiUwghhBCiDLLXmU87rYmFEEIIIURZ\nJDOfQgghhBBlkJ1OfJZc8RkZGcnFixfR6XSkpqYyceJEatSoYd0eFhbG3LlzcXC480uOGDECDw8P\nVCoVPj4+DBo0iDVr1jB+/Pi7vqZer2f37t307du3pIZRJjl5uBHY/AkKc/Moys3HbDTi4uuNSq0i\nNyWNvNQ0fOvXBEAb6Edq3GnSTiUAoFKrqfTsUxTlF6B2dODavhgsZrOSwxElTJ+RwaylXzJ16BBO\nnD/P+StXKTKZ8PPy4qWOHVi89kccHTQkp6UzqEtnqlesaO1bYDTy6Y8/UqdqVbq0aKHgKERJcfJ0\no2KrYApzcinKyQe1Cm05X0wFRgxXk0mLv0hQ++YU5eXj5KEj6cBRCjKyAVBp1AR1bEFRbj5qJ0eu\n7IqW3xdlzI0UPWPfmU7dmjVRq9VUCAzghj4VjVpN53ZtCW7UwNo2Ju44m3ftwdnJCR9vL4a9/JJy\nwR9R9nrYvURnPseOHUtQUBBHjx5lx44dLFmyBLPZzOjRo61tFi5ciMFgwNXVldDQUOvzHh4eRERE\nWPfzl99++40tW7ag1+sJDQ1l8eLFLFy4kM8++4wXXniBpKQkIiMjycvLIzMzk169euHg4MCKFStw\ncnKiQoUKjBkzpiSH+dDRODtxI+oYxsxsqvdoT9qZRJL2RoNKdevzP85xNfkmzj6e+DWqbS08/+qb\ndiaRnKRkKrRpipOnGwXpWQqORpSknLw8vt+2HTetKwAxp0+TmpEJQL1q1cg3GtkWFUWrxx/nxs2b\n+Hh4FOv/7ZatOGjkAEpZ4uDsxLXfbhWUtfo8h8VsJj89C42TIznXU3FwcSb1j/MYribjVbMKntUq\nknL0DHDr98XNPxLIvnKDyu2ewtnLnfy0TIVHJEpSTNxxfL1vTV40qleHnzZv4+vIDygymZg4fU6x\n4vO7H3/isepVuZGsp9OzzyiY+tFlp7VnyRafERERZGVl4e3tTX5+PpGRkWRlZfHZZ58BcP78eY4d\nO0aDBg24fPky2dnZuLu7A5CVlUVYWBgArVu3tu4zMDCQ7t27s2PHDk6cOEHjxo05fvw4SUlJxV67\ne/fuuLi4sHHjRpKTk1mwYAGnTp1i7969JTnEh1KePg2NsxNBz7ehIDObjPgLqDRqyj/dhJTf/7C2\nK9e0IUl7oov1LcrLpygpn/ItG+Pq502hIdfW8UUp0rm6MqZvH+atWAlAq8cfp3mDBpjMZt6O/ISW\njRoyZfCrtGzYkP1xcWzYv59Xnn/e2v+17i+w+dAhpeKLUpCbkobGxYka3Z8lPz2L9PiLZF+5gYPW\nhaqdW3F+3Q4KDbm4+HjiU6cal7YdtPYtys0nO/cGFds0QevvjVF+X/wfe/cdV2X9/nH8dc5hncNh\nyBIUQdNcuDeaG2cuLGdqWmbWtzILFRUt0ZwkpZn2s2VlpZWVmaPU3ORAcSKK4gJlr8M8nHN+f1gU\noZYl5xzxevbg8QDu677P9aFbzpvPvSqdgPp1ad28KVU9PZjy+hsEdXqE1xYtpZpPVUpKSsrURp84\nxczJL6LVOvLclJl8+PYSC3X9ALPS9HlPLzgKCQlh2bJl6HQ6VCpV6fdNJlPp5wEBAYSEhNC7d29O\nnjzJ5MmT+fnnn3F2dmbhwoUsXLiQIUOGlNZ//vnnZGVlUa9ePUwmEwMGDODNN9+kdevWZV5brVZj\nY2ODyWSiuLgYsN7pZnNz8KgCSgWXN+/BZDSh9nLHt1s70k+dQ3fl+s0ad1f0uXkYiorLrGujUWPv\n5sL1A8dIO3EWtwa1b/USopL4bMtWbG1sUNvbo1AoOHwmlvir1wBwc3Yhv7DQwh2Kiqb2rIJCoeTC\nxlyMOugAACAASURBVF/AZMKxmidAmd8N7gF1cG9Uh4Qt+zAU6Uu/b+uoxsHdlcQ90aQci8UjoI7Z\n+xcV6+z5eIp+e491dnZCrXYgPPRVRgQPxN7evkytp7sbjo4a7O3sUCrl/Vj84Z4fL3NxceH5558n\nMjKS2bNno1AoePbZZ1m5ciV16tQhJyeHefPmYWdnx9SpU2nfvj0A27Ztu+X2PDw8iIqKIjs7m8aN\nG+Pq6oqzszM9e/YkPT39lusMGTKEsLAw9Ho99erVu9dDvO8oFAp8O7ehWJePQqnEr2cHCtOz8GoR\ngKGoiKS90WirVyU/+Y+fp9bXGxu1A7lXkqjaqjH6/AJs1A7ciDpmwZGIita9TWvCP/gQBzs7BnXu\nRKsG9dl++BBvr1tHbl4+zw4O5khsLFm5OoLatP77DYr7jkKpxC+oLcW5eaWzJn5B7VCqVFyPisGp\nhjfVH2lOzpXr+PcIJCv+CoYiPTYaB3ISEvFt1wR9Xj62GjXX9h618GjEveZfw5dlqz+kqocHVT08\nsFGpmL3wTfILC3hm1M1zOl9bvJQ5U1/hxfFjmbUgAkdHDSOCB1i48weTwkpDv8L052nJ+8D7778P\nwPjx429bs337dg4dOkRBQQHjx4/H39//trUnVqy95z2K+59nA29LtyCsUFJM4t8XiQdK/aEdLN2C\nsFKOvpY/UvhvMk6T/z1RAZ2Udd9dKXCn0Pm7oKAggoKCzNCNEEIIIYR1stbTD++78CmEEEIIIf6e\nlWZPecKREEIIIYQwH5n5FEIIIYSojKx06lPCpxBCCCFEJaRUSfgUQgghhBDmco9nPk+dOsVnn32G\nyWSic+fOREVFYTQamTNnDuvWrePChQvY2toyffr0O25HzvkUQgghhBB/q6ioiBkzZtC5c2emTZvG\n3Llzad26NVFRURw5coTZs2fj5OTExYsX77idB37mc9fuS5ZuQVihbir5u0yU13B0d0u3IKxM8W0e\ndiKENbjXp3y2bNmSY8eO8eGHH9K7d28APD09SU5OxsbmZqT08vIiNTWVhx566LbbkXdYIYQQQohK\nSKFU3PXHnZw4cYKAgABWr15Nbm4uAKmpqXh4eKBU3oyUKSkpeHh43HE7D/zMpxBCCCFEZXSvbzKf\nl5fHjBkzsLW1pWnTpoSFhWEymQgPDyc5OZk5c+Zgb29P7dp3frqThE8hhBBCiMroHh92DwwMJDAw\n8JbLhgwZ8o+3I4fdhRBCCCGE2cjMpxBCCCFEJSTPdhdCCCGEEGZjreGzUhx2T05OtnQLQgghhBDW\nRfkvPszAKmY+ExISWL58ORqNBicnJ1JTU4mIiPjH60dERLBkyZIK7PD+pnV3YsD04aRcvI7JaOLa\n6ct41qyK0kZFXkYuMZsP021CHwpy8nHycCHqy11kXc8oXb/t0E7Y2tuicXXk+OYjJF9IsuBoxL1i\n56ylapsm6PMLKSkoJO3YGbR+1XALqMOVLXtQKJVU69wGQ2ERSlsbru+LxmQ0AtxxmagcriYmsvy9\nD/Bwd8PdzQ1vL0/OnounxFCCl4cH40aNKK39+vtNxMado6ioiJFDHqNh/boW7FxUlJT0dGYsjiT8\nlZc4FXeeqGPHMBiMDO7dg/q1H2LhytW4OjtxIzWN50aNwL96NQBOxZ3nm63bSj9/YlB/BvUMsuRQ\nHhjWOvNpFeEzKiqKvn37EhQUxI4dO1ixYgVz5swhLS2Nt956i5UrV5KZmYnJZGL27NnMnTsXABcX\nFzp06MDZs2e5ePEin3/+OUajkerVq9OoUSNWrlxJ3759GTp0qIVHaFm+ATXJz9JhMsGNc4n4NamF\n1s2p9Gu1s5ozvxwn8cwV6rStj3+z2qXh08O/KlV83CjIyacor4iMxDQLj0bcK0o7W5IPn6A4W0fN\n/t0oTM/CTqtBZXvz14LS3o6suATykpLx6dgKOxctRZk5f7tMVA65uXn875mn8POtzjMvvYq3lycp\naWkoUNC4YcMytVpHDbOmvsLJM7Fs2/mLhM9KSJefz2ffbsTJUQPAV1u28n/zwykqLmbawghmPP8s\n/bt3pWXjAHbsjyLq6LHS8Nmo3sM0qvcwF65cZf2mzRI8hXUcdh86dChJSUmEh4cTGxuLl5cXr732\nGg899BApKSmkpKQwa9YsfHx8iI6OxsvLi1mzZpGZmUnt2rWpV68eV65cITk5GY1Gw4kTJwDo0qXL\nAx88AZLjk9j+7iZ2rNyEf7OHSLucwsYF69i05Csa92yBLj2XxDNXqFLdnbqPBBC7+0TpulWquaGy\ntWH3Rz9xOeYCzfu1teBIxL1UmJaJobAYv14dKc7ORXcliYwz8aXLDQWF5CUlU7VdMxzcXdHr8v/R\nMlE5NKxfF1cXZyZPn4Wfb3W6durAO0sW8NbCuXz13cYytb2DurH/10O8vmAJHdq2tlDHoiJpNRpe\nGT8OVxdnAGyUKhQKBQ729hQWFVHV04OWjQNIuHqNn/bu59GuXcptY/UX6/nfmCfM3PmDTaFQ3PWH\nOVhF+Fy/fj3BwcHMnj0btVpNfv7NNzIbGxuys7PL/DAMBkOZdY2/HeozGAwEBgYSEhJCUNDNv6oc\nHR3NNALr5lnLu3Q2q1BXSOvBHTCUGCgp0oPpZk3Drk0J6NaMbcu+pzi/qHTdvEwdxQU3vy7IzsfW\nwdbs/YuK4eDuCgoFV7btxWQy3fz6T2w0auyruJD8awzpJ+OoUr/2P1omKoez5+MxGAy8tXAeKpWK\nKbPCsbW1Ra1Wl3tk34FDh+nQrg1ffvR/rPpwjWUaFmalUikxmUwUFhVhb2cHwMbtO9m4fSdzJr+I\nk7bs+++5hEv4eHnirNVaot0Hl+JffJiBVRx2b9WqFVOnTkWr1aJUKnF2di5dptVq8fDwYOHChSgU\nClq1asW2bdtYtGgRnp6euLm5kZaWRvXq1fnxxx85f/48vr6+eHl5WXBE1iUzKZ0Oo7qhS89Bl57D\n4Q376T1pEPriEk5sO4JvgD+BI7pw9WQC3Sf25eKhcxTlF6F21nBu/2nqdWxEl6d7Y6exZ+8n2y09\nHHGvKJVU69QavS4fhUJBYWZ2mcXGkhJ82jdHn1+Ijdqe5IPHcfT1xsbBntwrSeWWicrFYDDwRsRb\nVPXyxGg08uKEpwl9fR4O9vYMGzwIgNnzFxE+YxqnY+P4eeduAAb3f9SSbQszeaxPL+Yue5fCoiIm\nPjGcwydO8u6nn9OmaRPmr3iPzm1bo3XUkJmdQ+/OHYk+eZqAug9buu0Hzt89LtNSFCaTyWTpJixp\n2dA3LN2CsELduj1k6RaEFar9WCdLtyCsTHF6uqVbEFbKpX4TS7fAxa++v+t1HhoysAI6KcsqDrsL\nIYQQQogHg1UcdhdCCCGEEPeWld5pScKnEEIIIURlJPf5FEIIIYQQ5mOlFxxJ+BRCCCGEqISsdeZT\nLjgSQgghhBBmIzOfQgghhBCVkXVOfEr4HPp8oKVbEFbI3tP174vEA8dYVGjpFoSVsfeUB5oI62Wt\nh90f+PAphBBCCFEZWesTjiR8CiGEEEJURjLzKYQQQgghzEUOuwshhBBCCPOxzuwp4VMIIYQQojKS\ncz6FEEIIIYT5yGH3eyc5OZmqVatauo37TmpmFq+vXk3YU09xMj6e81evUmIw4OnqyuPdu7Hks7W4\narXkFxbx8ohh2Nrc3D2K9frbLhP3v5T0DGZGvM2cyS9QzcuT/UeOsmHbdt6cOZVivZ4F767G1dmJ\n/MJCQsaPw9a27P/7vYejWbdpC+/MCbPQCERFKCgoJOLd99BqtaRnZFCnVk2uJd2gqLiIEYMH0rDu\nw6W1c998m5ISA5nZ2eTqdHy07E3LNS4q1NVriSx7bzWe7u64u1Xh6TGj2LM/ivXffs87EQvL1L73\n0Rpi487hpNXSsllTBvXra6GuH1zWes5nhT/hKCEhgVdeeYWwsDAWLVrEihUr/vG6GzZs4MCBA+W+\nHxERAXBX23rQ5RUU8OVPP6FVawA4HBtL/NVrXL5+HU+3KugKCugT2I7/DXkclUpJYkpq6bp3Wibu\nb3n5+az97gecHG/uF/uPHOVGWjr5hTfvZ5mbl8ej3ToxadxoVEol127cKLP+2QsXOXvhIgaj0ey9\ni4q1YfNWNGo1hYWFPOTvh4+XF2GvvMiwQf356Zc9ZWpnvTqJ2SGTcNRoWDx7hoU6FuaQq9PxwoTx\nTJn0AgcOHWbP/ihuJCdTUFBQrvZozHG8PDwwGo00adTQAt0Ka1Xh01dRUVH07duXoKAgduzYwXff\nfcfBgwf59NNPcXFxwdHREZVKRZ06dVAoFHh7e9O+fXtCQ0Np06YNAB999BFXr17lxo0bzJw5k7Nn\nzxIVFUVCQgJZWVnMnTsXe3t7unTpgk6n4+jRozg4ONC6dWt69epV0UO8Lziq1bw4bCgLPl4DQMem\nTWnXuBEGo5Epy5bTo00b3JydWfn1N1y4dg3PKn/cZN3N2fm2y8T9zVGjYfLTTxK+fCUAHVq1AGD7\n/igA3F1dcXd1ZfmatZy/dAUvd7fSdW+kpvH9zzuZMuEpjr42z/zNiwp1+eo1atbwZeRjg4hc9T5N\nAxqy/9AR3nrvA6a88Gy5+i07d9G+dUs8Pdwt0K0wl4b165Gdk8PL02bi7+tLpw43H9Sybccv5Wqf\nGj2K1i2akZmVxczw+ax6K8Lc7QorPeezwmc+hw4dSlJSEuHh4cTGxmJrawtA27ZtmThxIiqViqlT\np3Lw4MHbbqNVq1Z07dqVoqIiAOrVq0dg4M0d/scff2TUqFHMnz+fLVu2ANC1a1emTZvGrl27KnZw\n97FPt2zB1sYGtb09ChSkZWVxMTGR5x5/jMe6dWPz/j9mnO+0TFRuqRkZXLh8lReffIJh/Xrzw45d\npcu27N5LYVExS/7vQ64mXWfHgV8t16i45zzd3XD8bUa8iqsLuTodHdq04vP3lvPemrXl6rfs2EWf\noK7mblOY2dlz5ykpMfD24vmoVCrOnjt/yzqTycTxk6dQKpVoHR3N3KX4nUKhuOsPc6jwmc/169cT\nHByMk5MTH3zwAWlpaQA4ODigUCiws7NDoVBgNBpRqVSUlJSQk5NTZhurVq1izJgx+Pn5YTKZyiwz\n/ulw3++fq9VqbG1ty9WKPwS1aUP4+x9gb2dHcJfO2Nva8smPW3B3cSYzN5dnBwdz+EwsWbpc2gUE\nlFsmHgz2dnZ8+NWneFRxJTMnh+dHjeBgzAmycnIZ9/gf+8GlxCS6t29nwU7FvfZ4/0d5463lxMVf\nxGQyUWIwsCfq5iRB8KO9AXht8VLmTH2FnNxcVEolNiqVJVsWZmAwGHgjYineXl4YjEZqP1SrXM2s\neQuYGzYdlUpJ+MIlFOv1PPf0WLP3KrDaWy0pTBWc0M6dO0dkZCRarRalUkleXh6jR4/mypUrBAYG\n8tVXXzF58mRCQkKYNGkS4eHh1KlTh8LCQho3boy3tzfffPMN7u7uxMbGMmPGDL766ivatGnD9u3b\nmTFjBgsXLkSr1RIYGEhubm6ZQ/cLFy68Y383du2syOGL+5Q8213cip2Li6VbEFZGpZZZPXFrDu7e\nlm7hX2Uc7y7dKqCTsio8fFo7CZ/iViR8iluR8Cn+SsKnuB0Jn7cn98sRQgghhKiMrPSCIwmfQggh\nhBCVkLXe51PCpxBCCCFEZSThUwghhBBCmIu1znxW+H0+hRBCCCGE+J3MfAohhBBCVEZywZF1Whj+\no6VbEFZoRM9Glm5BWKE6PeX51OKv0izdgLBS1nCrpYo47B4VFcWmTZvo2rUr69atw93dnXHjxnHk\nyBEuXLiAra0t06dPv+M25LC7EEIIIURlpFDc/ccdXL58mdjYWIqKijhx4gQeHh6o1Wr8/Pw4cuQI\ns2fPxsnJiYsXL95xOxI+hRBCCCEqIYVScdcfd+Lv789TTz0FQM+ePZkzZw7du3dnw4YN2NjcPJju\n5eVFamrqHbcj4VMIIYQQQtyVU6dOoVKpcHZ2xmAwoFTejJQpKSl4eHjccd0H/pxPIYQQQohKqQJv\nteTm5kZYWBgKhYJp06ahVquZM2cO9vb21K5d+47rSvgUQgghhKiEKuo+nxEREcDNQ++/GzJkyD9e\nX8KnEEIIIURlJDeZr3gpKSmYTCZLtyGEEEIIYXH3+oKje8UqZz4TEhJYvnw5Go0GJycnpk2b9o/W\ni4yMZO7cuaVXXImb7BzsCP7fQAp0BTi5OXHuyDmq1a6GykZFdlo2u77Zw/BXh6LL0mGvseebZd9i\nKDEAoLJV3XaZuL/ZuzpRo3NLinX5lOQVYO/qhEKlxEbtgI2DHWc+20z1js1R2dhg66jmRvQZ8q7/\ncU9Dv+5tMBmM2Ds7khh1goLUTAuORtxLqRkZhL29gtdfmMjBE6eIS7hEUXExQ3v3pP5DtXhm1hz8\nq/kA8OSgAdTwKXs/w33Rx1i3ZRvLw0It0b6oIP92vzAajSx6/yM0Dg5k63RMGz8Oezs7Sw5FWJhV\nprSoqCj69u1LUFAQO3bsYMiQIfTo0YP09HRCQ0OZN28eAC4uLgwePJjJkyfTvXt3Tp8+zfbt24mL\niyM3NxcHBwdCQkIsPBrLC3y0LUX5Rdja25F8KZm6Levi4uGCyWTi0pnLqLVqDm07zPlj8Tw+aTAe\n1T1IvpwMcMdl4v6msrfj6p6jFGXm0GBEb2K/2AoKBbX7dyJh6340Xm6oqzijLyikpKiYgvSs0nWV\ntjZ4NqpDxvnL2Lto0evyLTgScS/l5Rew9ofNaDUaABzVaqaNH8eZ+AvsiDqIq7MT+QWF2Nra4qh2\nwMfLs8z6Zy8mcPZiAkaj0RLtiwryX/aLmLNxVHFxZuKwIfzwy252RB2kb+eOlhrKg0UOu/9zQ4cO\nJSkpifDwcGJjY6lRowYTJkygWrVqxMXF4eXlxaxZs8jMzCQ7O5tmzZoxceJEGjZsSFBQEImJifj5\n+dGvXz9LD8UqeNXwIiM5k2+WbUDj4khaUjrvTV/NB7M+osOA9ugydZw/Fs+AZ/tRrXY1slL/CBl3\nWibub/nJ6ZQUFFL3se4UZuYA4NHwIbIvJqLXFeDg5oLCRsXlnw+SffEaPq3/9NQnBVzYtIeEzftJ\nOngSr+b1LTQKca85atS8/OQoqjg7AdCjfTt+jTnBG++9T9umTXCws+e1FyYybfw4vNzd2bp3f+m6\nN9LS2LhzF089NshS7YsK8l/2i7TMLHx+u/WOl7sbKRlylMRs7vFN5u8Vqwyf69evJzg4mNmzZ6NW\nq0lLu3mor6ioqNyVW0ajEc1vf4n9vmzMmDHUq1eP+fPnYzDIIeLstGwK8wuBm2GycYdGGPQGiguL\nARPO7s541/Rm43ub2PPNXtr1aVO67p2WifubxssNhVLJuW92YDIa0Xi54R7wEGmnLwCg1+VjKNLf\n/Dy/EKXdHwdKXGpVR1PV/be6AlR2tuYfgDCLgydO0q5ZE9YsmMsH33zL9dRU0jJv/hHq6qSlpKSk\ntHbr3gMUFhcT8eEarl6/wc5fD1mqbVHB7ma/8PH0ICUjA4CU9Ay83KpYpOcHkUKhuOsPc7DKw+6t\nWrVi6tSpaLValEolOTk5zJ8/H5PJRN26dVm/fj2LFi3C09OTKlX+2In9/Pz44osvuHHjBvn5+dSu\nXRuVSmXBkViH/T9EMXTy4/jWqQ4KBUe2RzMmbBT6Ij37vjuAvkhPr+d7kJORg9ZVyw+rf6Ruy7po\nXRyJPXS23DJROSiUCmr1CqQoJw8USopz8zAZTfDbRXu515JxD3iImj3bobK34/KOQzjXrIatxoGs\n+Kt4NKyNf4+22DjYc+WXIxYejagosRcSSkPkgG5d8PWuymc//MiRU6fJKyhg8pOjOHTiFFm5OYwN\nHlC63uWk63RrJ3+sVlZ3s1/07NCerXv389aaz8jNyyN0wtOWbf5BYqYLiO6WwnQfXB4eEhJSek+p\ne+3lbq9WyHbF/W1Ez0Z/XyQeOHV6NrR0C0KI+4R7i7aWboGsMzF3vY5rw2YV0ElZVjnz+VcVFTyF\nEEIIISotK73g6L4In0IIIYQQ4u6Y6xzOuyXhUwghhBCiMrLScz6t8mp3IYQQQghROcnMpxBCCCFE\nJSSH3YUQQgghhPlI+BRCCCGEEGajsM6zK++L+3xWJN2VeEu3IKyQ0t7O0i0Ia2R8oH9diluwcdRa\nugVhpeyc3S3dArkJZ+96HadaFf+4ZOuMxEIIIYQQolKSw+5CCCGEEJWRnPMphBBCCCHMRa52F0II\nIYQQ5mOlFxxJ+BRCCCGEqIQU8oQjIYQQQgjxoLOqmc/k5GSqVq162+W5ubmoVCo0Go0Zu6o8CgoK\niVj5fzhpHUnPyKRty+acu5BAiaEEL3d3xg4fUlo7d+kySkpKyMrJITdXx4dvR1iwc2EOb61cjYO9\nPUqVkrPn4tE6amjZrAkD+/Yurflm44/Exp2nsLiIkY8H07BeXQt2LMzhrVV/7BfJKakolSr6BHWl\nRZPGpTX/98lnv+0zjjf3mT69LNixMIfklFRCpoexcO7rVK/mw559+1n3zbesiCz/XpGdncOopyew\nalkk1av5WKDbB5ic81leQkICy5cvR6PR4OTkRFpaGkuWLLlt/Zo1a+jfvz/+/v5m7LLy+HbLVhw1\nagoLi6jl78ehozGkpKWjUEDjBmXv6zXrlZcwGAzMWhhB2MsvWqhjYS7fbPyRkpISsLfn6PGT+PtW\nJ6+ggMYNG5Spc3TUEDblZU6dOctPO3dL+Kzkvvnhj/1i36+HWbPiLUoMBl4Nm1MmfB49fhL/Gr7k\n5ZffZ0Tlo9Pl8fGna3FyunmP0z379nP9RjL5+QXlavV6PZHLV1DTz8/cbQrkgqNbioqKom/fvgQF\nBfHdd9+xY8cOoqKiWLFiBbVq1aJ3795s3bqV1NRUQkJCiI6ORq1W89BDD7Fv3z50Oh0vvvgi+/bt\nIzY2lsuXLzN+/Hg2btzI4sWLeeONN5g8ebLMlP7m0tVEatbwZeTggUS+9z6+1XwIm3wzZL4wYzZ9\nunUpU791524CW7fE08PyN8oVFWffr4coLCyiyyPtOXLsOE89MZxWzZuSmZXNrDcW8e6bC0tre3fv\nyv6Dh4l89/+Y+tLzFuxaVLR9B3/bLzq050jMccYMe5zZC5dQ3dsbfYm+TO1TTwynVbPf9pkFi3l3\nyQILdS3MQat1ZNqrLzPz9XkAdHqkAwBbf95Rrjbi7eWMHf0Eqz/6xKw9it9Y6QVHFu1q6NChJCUl\nER4ezrVr12jUqBGBgYE4Ozszd+5cvL29GTBgAP7+/pw8eZIWLVoQFBTEl19+iVqtRqPREBMTw/Hj\nx5kzZw6PPPIItra2eHh4cPnyZQAJnn/i6e6G9refh5urK7v2R2Fra4Na7XDLmfktO3+hT/euZu5S\nmNv3m7eScOUKn677mj0HfuXYiVMolUq0jo7laqMOHaFD29Z88cFKVn30qQW6Feby/eZtJFy5yqdf\nfcOeqIOkpKYxd/pURjw2CHt7+9I6k8nE8VNnbrvPiAdX3Pl4rl5L5JPPv+TEyVOs/vBjS7f04FEq\n7v7DDCw687l+/XqCg4NxcnLigw8+IC0tDfgjMH7++ee0a9eOevXqYTKZykwfv/LKKyQkJFBYWMgv\nv/wC/DG9PHjwYKZNm0ZISIiZR2TdHu/Xl/lvv8PZCxfAZKJP967MmL8YB3t7hg7oB8DrSyJ5fcpk\ncnJzUSqV2KhUFu5aVLQl4bMBOHLsOEeOHcfG1oa5SyIpLtbz7LgxALy2YAlzpk/h9Nk4fvplNwCD\n+/exWM+i4i2ZMwv4bb+IOY5a7cCsBYvJLyjkmdFPAPDawgjmhIagVCmZGxFJsV7Ps2NHW7JtYSXC\n5sxj3mthvPvWmwDMfH0ezzw11rJNCath0We7nzt3jsjISLRaLUqlEqVSSefOndm+fTsRERGsXLmS\n1NRUsrOzady4Ma6ursTFxdG8eXN++ukn9Ho9YWFhbNmyhatXr3L69GmmTp1Ks2bNeOaZZ1i9evXf\n9iDPdhe3Is92F7ckz3YXfyHPdhe3Yw3Pdi9IuXrX66i9alRAJ2VZNHzeK++//z7p6ekUFRURGhrK\n0qVLqV+/PoMGDfrbdSV8iluR8CluScKn+AsJn+J2rCJ8pibe9Tpqz+oV0ElZlSJ8/hcSPsWtSPgU\ntyThU/yFhE9xO9YQPgvTku56HQePahXQSVlWdZ9PIYQQQghxj8jV7kIIIYQQ4kEnM59CCCGEEJWQ\ntT7bXcKnEEIIIUQlpFBa5+0SJXwKIYQQQlRGVvp4zQf+anchhBBCCGE+csGREEIIIYQwGwmfQggh\nhBDCbCR8CiGEEEIIs5HwKYQQQgghzEbCpxBCCCGEMBsJn0IIIYQQwmwkfAohhBCijOTkZEu3ICox\nucl8JbN8+XJKSkqYPHky165d49tvv6Vfv36MHz+eLVu2YGdnV26dzz//nJMnT6LX6xkwYACdOnUq\ns3zDhg14e3vTvn17cw1D3GPLly8nNjYWjUYDQEFBAStWrAAgNDSUefPmYWNT9tfBO++8Q1JSEkVF\nRTz11FMEBASU2+aAAQPw9/c3zyBEhQkNDeXw4cO0aNECvV5P586dCQ4OLlOTkJDA8uXL0Wg0ODk5\nMW3atHLbCQkJISIiwlxti3tEr9ezcOFCCgsLyc7O5oknnmDDhg0sWbLkX/8/lfcVcScSPiuhuLg4\njh8/jru7OwBff/01w4cPZ/PmzQwaNKhc/a+//sr8+fNRq9X8/PPPJCcnExkZWfom9Ltvv/2W06dP\nk5eXx4wZM1i6dClKpZJq1arx9NNPm2184t+ZNm1aaVAMCQn52/pTp06xbNkyiouLiY6O5uzZs6xZ\ns4bc3FxGjRpVWvfRRx+RmJiIXq8nLCyMmTNn4uDgQKtWrRgwYECFjUfcW82bN2fJkiWUlJQwZcqU\ncuEzKiqKvn37EhQUxI4dOygsLGTlypVkZ2dTUFDAokWLALh8+TIffvghRqORoKAg8vLy+PXXxdsD\nVQAAIABJREFUX8nLy2PBggW3/ANYWNbXX39Nly5d6NixIyUlJYwbN460tDTOnDnDqVOnmD17NgaD\ngTfeeIPIyEh0Oh1qtZrhw4czefJkevTowYQJE8psU95XxJ3IYfdKaPLkyaxcuZLCwkJKSkqIj49n\n9OjRbNy48Zb1U6ZMYdWqVcyZMwetVoutrS2DBw8mMDCQqKio0rp169bh4OCAUqnkzJkzJCUlUb9+\nfbp162auoYn/ICIionSW868Ut3gE28svv8zSpUtZvHgxHh4euLi4EBwcTJMmTThy5AgAhYWFbN68\nGQcHB/Ly8rh06RJpaWm0atWKli1bVviYxL0TExPD9OnTmTFjBmPGjCm3fOjQoSQlJREeHk5sbCy2\ntrZ06tSJzp07Ex8fX1r35ZdfYm9vj4uLC4cPHyYpKQlXV1eGDRuGSmWdz5l+0J09e5bmzZsDYGNj\nQ6NGjahatSoNGzakZs2ahIeHo9frOX/+PMePH0etVnPlyhV0Oh3NmjUrFzxB3lfEncnMZyXk4ODA\nc889x5tvvsn169ext7dn/vz5JCYmcubMGRo2bFhaazKZ2LJlCyEhIZhMJl566SV69OhBUlISnTt3\nJjo6urRWq9USEhJCTEwMbm5uvPjii6Snp7Nw4ULee+89SwxV3IWQkJDSmc+XX34Zk8mEQqFAp9OV\nCwW5ubkcPXqU0NBQ9Ho9U6ZMoV69enh6etKgQQNiYmKAm/uPr68vISEh7NmzB2dnZ6ZMmcLly5eJ\njIyUQ7BW7vvvv2fgwIHo9XqaNm3KggULblu7fv16goODcXJy4oMPPiAmJoaPPvqIp59+Gi8vr9I6\no9HIsGHD8PX1Zc+ePdSoUQOFQsF7772Ho6NjudM3hOXVqVOH48eP06FDB0wmE1evXsXDwwO4+Xsf\nQKlUYjAYCAgIICQkhM2bN6NWq0tP5fkzeV8Rf0fCZyXVtGlT6tati4ODA7NmzcLNzY3Tp0/zxRdf\nMHfu3NI6hUKBnZ0dkyZNQqlU0q5dO9zd3dm1axfXr1/HaDSW1nbp0oWwsDAKCgqYN28eq1atQq1W\nlwmzwnotWrSo9I2iQYMGpQG0VatW5WqdnJxITEzk1VdfRa/X079/f3Q6HYcOHcLW1ha1Wo1Wq0Wt\nVuPn58ecOXMoLi6mTZs2LFiwAHd3dxo3bmzuIYq7lJ+fz/PPP0+1atXIysq6Y22rVq2YOnUqWq0W\npVLJ0KFDMRgMbN26leTkZHJycgAYPnw4kZGR2NnZ8fjjj3P+/Hn279+PUqnEx8fHHMMSd2nYsGEs\nWLCAH374gYKCAp544gnWr1/PwYMHy9TVr1+ftWvXMm/ePOzs7GjSpMkttyfvK+LvKEwmk8nSTQjz\nOXfuHNu3by/92s/Pj379+lmwI2ENjhw5wqFDh0q/DggIKHNelnjwrFq1qkxIGDt27C1nuYSQ9xVx\ntyR8CiGEEEIIs5ELjoQQQgghhNlI+BRCCCGEEGYj4VMIIYQQQpiNhE8hhBBCCGE2Ej6FEEIIIYTZ\nSPgUQgghhBBmI+FTCCGEEEKYjYRPIYQQQghhNhI+hRBCCCGE2Uj4FEIIIYQQZiPhUwghhBBCmI2E\nTyGEEEIIYTYSPoUQQgghhNlI+BRCCCGEEGYj4VMIIYQQQpiNhE8hhBBCCGE2Ej6FEEIIIYTZSPgU\nQgghhBBmI+FTCCGEEEKYjYRPIYQQQghhNhI+hRBCCCGE2Uj4FEIIIYQQZiPhUwghhBBCmI2ETyHE\n30pMTLR0C6ISkf1JiAebhE8hrJTBYGDp0qVMnz6d0NBQpk2bhk6nM3sfiYmJLF++HIC5c+fek22u\nWrWKyZMnc/Xq1f+0ndDQUK5du3ZPerqTVatWkZqaes+3e/DgwdKf7a0cOXKEyZMnM336dKZMmcLq\n1avv2WtfvHiRTz75hIMHD9K/f3+mTJlCSEgIkyZNori4+J69zq2Ehob+p/Xfeecd0tLS7lE3Qghz\ns7F0A0KIW/vyyy/x8fHhlVdeASAqKorLly9jZ2fHihUrcHd3R6/X89prrzFy5EgCAwO5cOECfn5+\nODk5cfz4cd555x2GDRtGly5dyMzMpHv37tSvX5/FixdTpUoVLly4wKJFi1i0aBEmk4mWLVuSkpKC\nTqcjKSmJRx99lIyMDM6cOcOZM2c4d+4cBoOB8PBwbGxsyMzMZOLEiWzbto2UlBQ8PT1JTU0tE1LP\nnz9fpt+xY8eyefNm2rRpQ40aNYCbQfvNN9+kuLiYrKwsJkyYgE6n4+uvv0aj0ZCbm8uiRYvYvHkz\nBw8eJCsri+DgYABWrFiBXq+nZs2avPDCC6Wvu337dvbs2QOAVqtl6tSpdOvWjbZt2zJ27FjWrVuH\nUqkkOzubkJAQTp48Wa7+d5cuXaKoqIjx48fTrFkzUlNTadCgAcOHDy+t2bp1K4cOHaKkpISHH36Y\nYcOG8dprr+Hq6srFixcJDQ3F0dGRpUuXotFoMJlM9O7dm71795Kenk5iYiKRkZFotVoAdDodb7/9\nNh9++CG2trYA7Ny5k+LiYnbu3Fnmtbp27cqkSZPo0aMHJ0+eJDQ0lO+++464uDiaNGmCn59fmfrR\no0fz1ltvsWTJEmJiYujZsycvvvgiAGFhYVy8eJGYmBji4+PJy8ujY8eOuLu7s2rVKtq0acOpU6dY\nuHAhycnJrF69GltbW7y9vRkyZAgrVqzAzs6O/Px8Zs6cyaRJk8r8zKpVq8a1a9eIiooiOjq6zL7W\nsWNHZs+ejaurK+fOnWPQoEH4+vqyefNmANzc3HjppZcYNmwYy5YtIzw8/B7+ixNCmIvMfAphpeLi\n4mjRokXp14GBgQQEBLBy5UqmT5/OrFmz8PHxYd++fZSUlPDyyy8zcuRIFAoFEydORKPRkJKSgq2t\nLf/73/+YOXMma9asQalU8thjj9GqVSv0ej3nz58H4Mknn2To0KG0a9eOLl26UL9+fXbt2kXHjh1p\n2LAhDRs2BODAgQN4e3sza9Yspk2bxooVKwDo1q0bL730EvHx8WXG8dd+r169SsOGDRk7dmxpzf79\n+zlz5gwODg44Oztz4MABPDw8GDx4MC1atODw4cMAfPXVV8yZM4fFixfj7e0NwKhRo4iIiCAqKqrM\n6/r6+jJw4EBatGjBvn37gJuhcsGCBRw9epTU1FQcHByws7MjOjr6lvV/VVRUxLhx45g5c2ZpIPrd\nu+++i0ajwdnZmaioKEpKShg8eDDt2rVDq9USExPD2rVrGT58OLNnz2bw4MEYjUaaNGnC66+/TsOG\nDTl79mzp9i5cuECjRo2wtbUlLi6O0NBQ1q5dS1xcXLnXAqhevToTJ06kU6dOREdHAzBw4EAmTJhQ\nrj4nJ4fi4mLs7e2Bm0E9NDSU6dOn4+Pjg5+fH2vWrMHBwQF3d3f27t0LQP369XnuueeoXbs2Z8+e\nZdWqVYSEhDBv3jw6derEp59+il6vx8HBAb1ez+nTp8v9zDp16oSvry+BgYHl9rUff/yRrl27EhYW\nRvv27QFYvnw5Wq0WrVbLmTNn0Ol0eHp6ltvPhBD3D5n5FMJKBQQEcODAAerVqwfAzz//jMFgwGg0\nlqkzmUxoNBoAlEplaaBQKBQYDAZMJhMAJSUlmEwmDh48yP79+3nsscfw9/cvXe7s7ExhYSGRkZE8\n99xzNGnShCtXrqBQKMq8ntFoLPO939f/vQcbG5ty9X/t969MJhP169cnJCSE8+fPk5mZySeffEKt\nWrVo3bo1zs7OAOj1egBUKhVXrlwBwMXFpXTsf7ZixQr69OlD48aNS3v6vdZoNNKmTRtGjx5NdHQ0\njo6Ot6y/FUdHx1uOw2QyMWnSJFQqFevWrSM+Pp5PP/2UMWPG8PDDD2MymSguLi7tMzU1FZVKVdqT\njY0NBoOhdHu1atXi1KlTFBcXU69ePRYuXMibb75Jfn5+udf688/f1ta29Gf++8/tr/UKhaJ0NhUg\nKCiodOYTIC8vD41GQ0hICPn5+WzduvWWr/Hn8SQmJmI0GunRowfdunVj165dVK9e/bY/s1vta8XF\nxaW1v29Xr9czfvx4XF1d+fLLL1Gr1aU9CCHuTxI+hbBSjz/+OAsWLODll1/Gzs4OpVLJrFmzqFmz\nJosXL8bLywuDwUCHDh344IMPbrud/Px83njjDTIyMpgwYQJGo5EbN26wZcsWLl68SGZmZmmtUqnE\n0dGRPXv2UFhYSE5ODi4uLly8eJFff/0VgEceeYQdO3awYMECcnJymDRpUrlZwD+bOHFiuX5/DzO/\ne+SRR9i6dStz584lOTmZadOmUa1aNWJiYrhw4QJ6vZ6MjAyCg4MJCwujoKCAgQMH3vHn5+Pjw8GD\nBzl48CAlJSVlgt3AgQOZMWMGV65cITk5mblz596yXqVS3fE1/uzZZ59lypQp2Nvb07p1axwdHcnL\ny2P79u1cuXKFli1bMnLkSN566y2cnJxwcHCga9eut92es7MzL730Eq+88kppGPbx8SEgIKDca91t\nb05OTtjY2FBUVHTLekdHR/r168e0adMoLi5m0KBBt6x75plnmD9/PhqNhho1ajBmzBjmzp1LVFQU\nWVlZvPHGG7dcz2QysXPnznL72sCBA3n99dc5efIkx44d48knn2TSpEmEhYXh5uZG1apVUalUpKam\n4u/v/7fjFkJYJ4XpVtMQQohKY/To0Xz66aeWbkNYmcTERHbs2MGYMWMs3Uqpq1ev8v777+Ps7Exq\naiozZswonb39s3feeYcxY8bccpkQwvpJ+BRCCCGEEGYjFxwJIYQQQgizkfAphBBCCCHMRsKnEEII\nIYT4R6Kiopg5c2bp1z/99BOzZs1i5syZlJSU/KNtPPBXu2+d8q6lWxBWqE5zb0u3IKyQV+u6lm5B\nWBljieHvi8QDybVBU0u3QBP/zne9zonLu2+77PLly8TGxpa5U8aWLVuIjIzku+++Iyoqio4dO/7t\na8jMpxBCCCGE+Fv+/v489dRTZb73+63gfn/C3T/xwM98CiGEEEJURn99SEhF+P1+yKmpqXh4ePyj\ndWTmUwghhBCiElIolHf98U999913xMfH07t3b8LCwjh8+DAdOnT4R+vKzKcQQgghhPjHIiIiSj+v\nU6cOXbp0uav1JXwKIYQQQlRCSir+sPu/IeFTCCGEEKISMsc5n/+GhE8hhBBCiEpIeRfncJrTfRs+\nDQYDGRkZeHp6WroVq+PgoqXl04+Sk5iKyWgi7dxVPOv7oVAquRJ1iqxLN8rUe9b3p0ZgAEc/2oxC\npaTRkK4U6wqwsbflzHd7qdG2IbYaB2wc7IjbdIDqrRuQk5hKblKahUYo/o3E9FQ+27UdN60TWXl5\n+Lp7kJqTjUqhpHPjpjTyr1Va+8XuHWWWNfTz5/1tP2KjsiE1O4thHbty8vJFcgsKyC8qYnzPvmw7\nepg6PtWp7VPNgqMU/8WpuHN8tmEjHm5V8HCrwtghg0uXpaSlM33Rm8wNeZlqVb3YsPUnzsZfpKio\nmOEDH8XV2Yn3PluHg70dY4cMxsbGhh+272Tc0McsOCLxX6WkZzBzSSRzJr/IqXPn+fVoDAajgeBe\nPWnWsH5p3fwVqygpMZCVm0uuLo/35s9h4cr/Q+3gQHaujtDnJvDD9p1k63Tk5eczadwYNv68k3q1\na1HvoVp36ED8F9Y682mdkfhP9u3bx7Bhw8p9Pzo6ml27drF7925Onjxpgc6sl1ud6hTl5mMymsi6\nfAO/9o04uW4np77eRe3uLcvUetb3x6GKFht7WwBs1fYkHj5L3KYDmIwmNO4u6JIzMBoM6G5k4OCq\nxc7RXoLnfSgrL48nu/XimV790Do48O2v+3ixXzDP9unP1/vL3lT4SHxcmWVFej07jh8jJz+P5KxM\nqmi1+HlWxUalwt/Ti5TsLHIL8iV43ue27d7HE8EDCHn2aW6kpnHt+s0/VHX5+Xy64XucHB1La7Vq\nDTNemMjQfn34ec9+nBwdqe5dFXe3Kmi1jnz27UZGDOxnqaGIe0CXn89n325E66gB4OvN25j10vNM\nf/5ZPv56Q5naGf+byMwXnkOjdmD+1MkcOx1LFRcXJj89lhYBDdmx/wC1/HyxtbHhIb8a3EhNIzs3\nV4LnA8rqZz43bdpEx44dOXz4MIcPHyYjIwMHBwccHR2JiYmhV69e2Nra8vnnn3P27FmKi4sJDw/n\nmWeeoW3btiQkJLBw4cLS+1A9CLKvJJMef42i7Dyaje6FyWgCwKgvQWVb9n956tnLAPg0rQNAsa6A\nDF0i9R4NxKmaO4XZOvJSMsm4kARA/f7tSTt3lbqPBpJ65hKZCdfNODLxXwT41QTgQOxpTCaY1P8x\nIr//iqqubpQYyj6lZXBgpzLLTCZ4NXgIbeo24EDsaTYfOciIzt1pWqs2AKu3baJ57Yf58OcttKlb\nv8wsqrh/PDGoP//3+Xq2791Pdm4u6VlZ+Pp4o9VoeHXCU7weuby0tmfnRzgQfYy3P1hDyLNPo3V0\n5JmRQwH4afc+WjYO4P0vvsLV2ZlRgwdYakjiP9BqNLwyfizhb68Abt7PUaFQ4GBvT+GfnnDzu217\n9hHYvBmebm4cPXUGH6+bRya9PNyJjb/Ao9260KpxIwDe+nANbZs1ZfnHn/FI65Y0D2hgtnE9SFQK\n68w+Vj3zmZmZiV6vZ/DgwXz88cekpqYSFhZG//79adGiBUFBQaW10dHRhIeH06lTJ3bv3o2TkxPP\nP/881apVIzk52YKjMD/n6p6obG7ucPr8wtLvK21tMPzNo+DsnTVoq7oR92MUl/eewLf1H78Qqreq\nx/WYeLyb1OHcj1FUb1X/DlsS1sZgNPDhz1vIytPx/KMDyS3I55VBQxnQtj12trZlav+67NiF81y8\ncfMPDTcnJwqKi0trf46JpmNAE/adPslTPfqwPSbarOMS9871lFTGPD6Iyc+MA6Cal9dta389GkP7\nls1ZuyyC1Z+vK/1+RlY2l64lUlRcTIvGAWRmZ5OVnVPhvYuKZ6NSYjKZKCwqwt7OrtzybXv20qvz\nzUcr+nh5kpyWDtw8ZcPL3a20btOOXQQ90p7t+w/w4thRbNr5i3kG8ABSKBR3/WEOVj3zuXHjRjIz\nM1m1ahWHDh2ib9++wM276NvdYsf/ndFoxMHBAbj52Cej0WiWfq1FXmoWdR8NpDArj8LsPFLjrtBo\naFdUtrac33oIgEZDu3Jqffl/8Aa9gfr9W1GUm4edVs25zb8CYO/siL2LlsQjcbjU8KJun3ZkXXmw\nQv397ovdO4mOP0fNqt6cvnKJBr5+LP1uPQXFxYzo1A2AyO+/ZvLAx1EoFGWWVXf34JeTMazcvBFd\nYT7jgvoAkJaTTXpONj2atSQ+KZGPt2+lnq+fJYcp/gNvLw+W/t9HuDg78XBNf7bu2kOH1i15yK9G\nudoz5+PZvu8AAIN6/TER8OmG73hmxFAysrP5eP232KiUODtpzTYGUXEe69OLuctXUlRUxLMjb54O\nF77sXWa/9Dw5Oh1KpRKb344yNqlfj6279rL0/Y/JzdMx4/mJwM1zSFPS0+nXvQux8RdY8ennNKpb\n12JjquyUVnrOp8JkMpks3cTtjB8/nnfffRc7Ozt++uknJk+ezPDhw3F2dmbgwIG89tpr9OnTBz8/\nPxISEkhISKCkpITQ0FDCwsKIiIhg+fLlBAcH4+vre8vX2DrlXTOPStwP6jT3tnQLwgp5tZY3SVGW\n8W+OJokHl2uDppZugUfq3f151/viNlVAJ2VZdfg0Bwmf4lYkfIpbkfAp/krCp7gdawifHevd/fnW\ne+M2VkAnZVn1YXchhBBCCPHvWOutliR8CiGEEEJUQtZ6zqeETyGEEEKISkhhpc92t+pbLQkhhBBC\niMpFZj6FEEIIISoheba7EEIIIYQwG7ngyEppnewt3YKwQjb2D/w/DXELukvyOFlRltPD8lAFYb3k\ngiMhhBBCCGE2csGREEIIIYR44MnMpxBCCCFEJSQXHAkhhBBCCLORC46EEEIIIYTZyAVHQgghhBDC\nbOSCo3soNzeX/Px8S7chhBBCCCHukllnPvft28fy5ctZt25d6fdCQ0OZN28eNjb/vJU1a9bQv39/\n/P39K6LNSqNmUGuM+hKu7D6GjYMdTZ7qz+m12yjK1pXWeLdqgKNXFRQqJbqkNG5En8WvSwuUtjbY\nOapJOnQap+qe2KjtUdnbcennQ1RtVhfdjXTybqRbcHTibl1LS+XT7T/h5uREVp6Obs1asP/0Kexs\nbHDVOjGya/fS2h3Hoom/noTBYMDd2YXgDh1569uvcHHUUlBUxP/6D2Lz4YPk5ueTX1TIhL792Xrk\nEHWqVadOteoWHKW4W1eTk/l482bcnJ3J0umYMnIk0XFxbNy7lwXPPVemNuLzzykxGMjW6cgtKGDZ\nyy/z7oYN2NjYkJKRwahevTgeH09Ofj75BQU8N3gwPx44QN0aNXi4Rg0LjVD8V5t+3sGR4ycB2H8o\nmlWL36B2TT/S0jOIWLkaD3c3NGo1z48dxYbNW4k9f4GiomJGBPfH1dmZVZ+sxcHennHDh2CjUrHx\np+08NWKohUf1YJBzPoFNmzbRsWNHDh8+zL59+8jLy+P48ePExMRw8eJFhg4dyrRp0xgxYgTff/89\nhYWFjBw5kq+++govLy8uXbrEiy++SHR0NGq1mvPnzzNv3jyio6NJTEwkJiaGkpISHnvsMX744QcA\nmjRpwuDBg805TKtQtUU9FMqbE9sKpZKaQW0oSM8uV2cs1nNh8wFQKGg8ug+511JQu7mgzy+gpLCY\ngrRsVHa2OFX3JD8lE3tnR2w09hI870NZOh3jevbB282NdzZ+y/rdu2hUsyYpWVl0adqsTG10/DnS\ns3NAAfVr+JNXUEDPFq1pVrsOy7/fQFJ6Ov5eVYm7dgV/V29SsjLJyc+T4HkfytLpGN+/Pz4eHry9\nfj0b9+3D1saGgqKicrUhI0diMBqZv2YNr44YQZFez0+HDtGhSRNuZGTg5uxMTR8fYi9doqaPD8kZ\nGeTk5UnwvM/169Gdfj2688NPO2jasAG1a968sf43m7cyqE9P2rVszuzFkSTdSMZRo2HmpP9x6uw5\nftq9l6dHDKW6jzcKFGgdHXl/7ZdMfPIJC4/owWGt53ya7bB7ZmYmer2ewYMH88knn5CTk0NYWBj1\n6tWjadOmnDhxghMnTtCsWTPWrl2Lo6MjLi4uREdHU1xczNixYwkODubYsWO0aNGCoKCgcq9RXFxM\naGgoZ8+epaioCK1WS0xMjLmGaDWq1PFFZWtDRtxlAGr1aMO1AycoKSj/ZpJyIh6FSkXt3oFc3X8c\ntbsLShslF7f+SuaFa1Rr14jsS9e5tv8EKcfPU61dI/KSM6gZ1Bpnv6rmHpr4DxrVrIW3mxv7T58E\nk4mL15MY0K4DkwY9xvtbNpepbd+gEXPHPs2c0ePYdDCKKk5ONKtdh9VbNnHxehIeLi40q12HYZ27\n0atla77dv5da3j68v2UTJxMuWmiE4t9oXLs2Ph4e7D1+HJPJxONduzKwY8fb1u84coTWDRrg4eqK\nyWRi+ujRTBs1ihE9erBx3z6a163LyJ496RMYyNe//ELt6tVZ9d13nIiPN+OoxL2Wl5/P7qiDBPft\nVfq9tIxMqnnffB+o6uFOSno6vbp04sDhaMKXLqN9qxZoHR2ZMGoEz4wazv7DR2jZpDHvr/2Sz77+\n1lJDeaAo/sV/5mC28Llx40YyMzNZtWoVhw8fxmg0AqBSqVAoFLi5ubFx40Z69epFSUkJEydOZPz4\n8dSrVw8ABwcHbGxsMBqNpdPIKpUKg8FAbm5u6etoNBoMBgO9e/fm1VdfpU2bNuYaotWo2qwuancX\nqrVrhE+bADRVq1C9XSOcfL2o0bHsDJeDmzMPD3iE60fOkHUhkWJdPiVFegD0eQWo7P6YHPdq+jCp\npy/i+f/s3Xd4VHX2+PH3zCQzKZOekEoSUqmhtyhSBAQpIlURVBDFRcFCFF35Kuu6u+Cyi4IIigWk\nF0GQ3pESCC0QpQdSCSkkk2QymUkymd8f7C+7sYAIzEzCeT3PPI/ce+6dcyRMznzu/Xxu0wjSdh7F\nv2WMVesSd8ZsNvPFlo0U6fW8/NhgvN3dcXFyQu3o+Itvx8v37sJRpcJJrUahgOslxaRdu8bzffsz\nKL4L244frYndfvwoXeNa8UPKacb17c/2E8esXZq4A2azmfnffUdRSQmvjhhxy/idR4/Sq317AI6e\nPcul7GwAfNzdMfzPaOnWw4fp3rYte06c4MVBg9hy+PC9KUBYxYZtO3nskV61tgU28CM3Px+A3ILr\nNPDx4fDxk8S3b8uyTz/i88XLa2ILdTrSMrMwVZho06I5hbpidMUlVq3hfqRUKG/7ZQ1Wu+y+f/9+\n5s+fj1qt5sEHH+S1115DrVZz4cIFAHr16sUnn3yCt7c3o0aNYurUqSgUCiZMmPCLc4WEhLBixQq6\ndu3KlClTcHZ2pv1/PgwB+vfvz7Rp09i2bRvx8fHWKtFunFuzGwCPsADKrl0nY99JAKIHdiFzf3LN\nf1/8/gDNRj6CIa+IkAdaUlVu4vK2w/g1jySybzwqJ0eubD8CgNrNBY27K3mnLqIP9CWsRztKsvNs\nU6D4Q5bu2cmxi+dpFBDIT+lXeLR9Rz5ctRwXJycei38AgJlrVpIwdATdW7bmHyuWolGrGdApHrWj\nI0v3fH/jflG9nuf6PApAQXExBcXF9G7bngtZmXy1bTNNGsqzruuSb7Zu5eiZM0QEB5Ny+TIje/em\nUWBgrZgZixczZfRoSg0GlEolKpUKgHaNG7Pr2DFmr1pFicHA+EGDAMjX6cjX6ejTqRPn09NZsH49\nTcPDrV2auIuOnUqhT/euAHyzei0PdmjH4Ef78OGnn7H7QCINgwIJCvBny+597PjhAACD+v53lHTx\n6nU8P+oJCnXFLFyxBpVKibub1ia1CNtTWCwWi62TsKUD739p6xSEHQpp5mfrFIQdUrsyfW4WAAAg\nAElEQVQ72zoFYWfcouXLlvh1buGxtk6BoW3H3PYxa45/fQ8yqU3W+RRCCCGEqIfsdcKRNJ9CCCGE\nEPWQvS4yL82nEEIIIUQ9JCOfQgghhBDCamSReSGEEEIIYTUy8imEEEIIIaxG7vkUQgghhBBWIyOf\ndsqgr7B1CsIOOWo1tk5B2CGlo8rWKQh7c38vlS3EH3LfN59CCCGEEPWRTDgSQgghhBBWI5fdhRBC\nCCGE1ciEIyGEEEIIYTX2OvKptHUCQgghhBDi/iEjn0IIIYQQ9dDdnnB04sQJVq5cCcA777yDu7s7\ne/bs4dChQxQUFPDWW2/h7+9/y/PUyZHP0tJSDAaDrdMQQgghhLBbSoXitl83s2rVKt5//32GDh3K\n5s2bATh+/DgZGRkUFxfj5eX1u/Ky+cjn2rVr2bBhA76+vuTm5jJ27Fi6d+9eK+att97igw8+wMHh\nRrqLFi1iwIABbNmyheeffx6VStbe+zXRj3aiurIKS7UFJ08tlmoLOScvokvLqYkJbB2NW7AvCqUS\nU0kZaXuTUTqoiO0fT3FmHlePn6dhfHMcXTQ4aNRc2JRIcPvGlGQXUHq1wIbViduVmZfHws2b8XF3\nR6fX06xRIy5fvUqV2UxMw4Y81qVLTezirVu5kJWF1smJuKgowgMC2HDgAABn0tIY1qMHlVVVlJaV\nUWYy8adBg9icmEh0SAjRDRvaqkRxB/KLdExbsICpY8ey/cgR8gqLUCoV9OzQnpbR0bViS8rKeGnG\nP/lw0kQCfX34csP3mCoqKCwuYUiP7pxNS6OkrAyD0ciEoUPYdOAg0aGhxITKz0Zdk1dwnQVLV6B1\nceFafj7TEl5Fo1bX7Hvr7x/ywZuvExTgzwcffUJVlRldSQklej1/mzKZ+YuX4aTRMGbEUBxUKjbs\n2MXYJ4bZuKr7x90e+TSbzWg0Gvz8/Dh8+DAAPXr04PXXX2flypUkJyfToUOHW57H5s0nwAsvvEB8\nfDxHjhwhIyODnTt3smvXLkpLS+nRowcA06dPJz09nXfffZfjx4/j7OxMWloaFouFwYMH8/DDD5Of\nn8+0adP44IMPsFgsJCYm1nTm95vgjk1QqpRUV4Jv41CS5q5DoVTS6plHOPn1f5tPn5iGaNxdASjO\nyAOgUY82VJura2L0uYV4NPRHryvEyVOLo4uTNJ51kK60lHEDBhDo48PHq1ej0+t5bcQIzNXVJHzy\nSa3m83RqKiF+fhhMJpqGhxMWEECT8HCu5OSwbt8++sfHc/LCBc6mpxPu5UVuYSElZWXSeNZRZeXl\nrNi+Ha2zCwCHU37k0ylvYK6uZuq8+bWaz8qqKuavXUeIfwMALmZmkpWbi4fWDa2LM2GBAZRXmDh7\nJY3wwEByCwspLiuTxrOOSs/K5uDR43Rs3ZLKqqqaxlNfZmDxmnW4ubrWxE599WXMZjP/9+Es3nll\nAs5OTgQHBKBQgNbVlS+WreTFp0faqpT70t2e7e7s7ExFRQX5+fn4+voCsHDhQmbPno23tzc6ne53\nnUc1bdq0aXc1s9t09uxZVq5cSWJiIm5ublgsFg4dOsQ//vEPFAoFVVVVZGdn8/rrrxMSEsKlS5dw\ndXWlb9++HDt2jB49enDw4EGmTZvGpk2biIqKIjc3l9dff519+/YxYMCAm75/6o5jVqrUenxjQ9G4\nuVJ0+SrO3m7k/ZhGo26tcQv0xsnLnZwTF/4brIDUHUfJPZVK48ce5OqxcxSlXkXjduOXUGnOdYxF\npejSrlF69ToRPduhS79GSMemVFeaMer0Nqry3moQ8fsuHdQl/t7euLm4sP/UKXIKChg/aBAVlZXM\nXbuWRzt1ItjPrybW19OTxx58kOYREcxauZJe7dsD8PHq1bw8ZAgaR0cCfXxoERlJdEgI32zZQrNG\njdh46BBqR0f8vb1tVeY9pXSon1dZ1I6OdGzejGNnz9IqJoZAXx+WbdvO5eyrXLteyCOdOtbEfrJq\nNcN7Psz59AxaxcSQmpXFpaws3hnzLNUWCz+cOEnf+HjioqKIDm3Iwu830Twygu/3H0Dt6ECAj48N\nK7371J5utk7hnjKZTPTu1oUh/fpw+sw5nJ2dCGzQALXakfh2bThyIpm2cc1x02oB2LJ7Hw2DAmnd\nvBlqtZq2cc1pG9ecPYcSCQsJZsuuvVy4fIW4po1tXNm9p/HytXUKbPp6620f029Mn9/c5+fnx8cf\nf8zp06eJjIzEwcEBhULBsmXLSE9P55lnnqm5Sn0zdjHy+dxzz9Ua+ayouPHIy/8dLtZqtahUKqqr\nq38xjOzk5ASASqWisrKyZru9rux/rwW1b0ylwYh3VDAadxcqDSZ+XLUbB2cNzYNq/2OI6NGWvB+v\nYDZX3/IxcUFtY8k9dYmQTk35afVemg3rVusSvrBvZrOZLzZuJNDHh1eGDyczL49vtmxhZO/eNAoM\nrImzWCz8dOUKbWJi0Do712xPzc6uaWD/19YjR+jepg3fHzzIm089xYdLlxIXGWm1usTdV1Jm4M9j\nnqWkrIyLmZk121OzsriaX8Cqnbv46fJlFm/ZwiOdOuL6n89gLzc3yk2mmvgthxLp0b4tG37Yz1vP\nPM30Rd/84hK+sG9rNm2l90MPAuDr7UWZofym8Vv37GPW+/9Xa1uhTkdaZjaRYaG0iWvOsVMp6IpL\n8PRwv2d5ixuUd7kNat68OdOnT6+1LSoq6rbPYxfN5889/PDDvPvuu+Tm5jJw4MBf7A8JCWHFihW/\nemxsbCzLly9n+vTpZP7Ph+b95PSS7QB4RQThHRmEuaKS5sN7oNI4cnnXcQCaDevOT6v3kJN8kRYj\ne1JdWUVG4o+/eU6NuysaD1euHj+Pe4gfUX06osvItUo94u5YvG0bR8+eJSIoiFOXLrHnxAkeaNGC\n5Tt24ObiwsShQ5mxdClTnnoKlULBv1asoLKqimf69gXg5IULNAkLq3XOfJ2OfJ2OPh07cj4jgwUb\nNtA0PNwG1Ym7SalQ8PevF1JuMvH0o48C8I+F3/D2s08zY+JL//nzIkb37Uugrw87k47y72XLKSsv\n56VhQ4Eb95DmFxXRN74z59PS+XzddzRt1MhmNYk/ZlCfXsz9ejGhB4IwVVSAQkGQfwMiwkJ/EVtS\nqkepVOLws3kYi1ev4/lRT1CoK2bhyjWoVCrc3bTWKuG+Zq+DcAqL5RbDXTawevVqUlNTMRgMvPrq\nq3jfxiW8iooKPvzwQ9RqNe7u7rz44os3jd/+5rw7TVfUQ80ejrB1CsIOqTSOtk5B2BnXsCBbpyDs\nlFsj299a8Er312/7mI/3/PseZFKbXY58Dhv2x2fCqdVqpk6dehezEUIIIYSoe+x15LNOrvMphBBC\nCCHqJrsc+RRCCCGEEHdGeZeXWrpbpPkUQgghhKiH7PWyuzSfQgghhBD10K0el2kr0nwKIYQQQtRD\ndtp7yoQjIYQQQghhPff9yKe52u6WORV2oFJvunWQuO84+9e/x66KO2OpqrJ1CkL8JrnsLoQQQggh\nrEYhs92FEEIIIYS1yGx3IYQQQghhNSqlfTafMuFICCGEEEJYjYx8CiGEEELUQzLhSAghhBBCWI1M\nOBJW4+Shpd24fhRn5WOptnD9Yia+saEolEoyE3+kKO1aTax3ZBCBraOprjRToS8ndddxOk8cjD5P\nB0DqruP4xjZE7eKESqPm/MZDhHRoQklWPiVXC2xVovgDsgryWbxzO95ubujK9PRo1YaDP/2I2sEB\nT60bI7s/XBN76nIqe06drNnXJiqajUcOAXA2I4MhXbpSWVVFqcGAwWTkhUcHsPVYElFBwUQFBduq\nRHEH8goLmTrrE/4y8U8cOZ3CuctpmCoqGPHoIzSOaFQT993O3bX2xYSHMWPB1zg7aSgu1TPlhbF8\nv3sfJXo9ZeXlTBo9kg279xLbKJzYRuG2Kk/8QT+ev8CStRvw9fbC19uLZ4cNBiAr5xpzv1mKr5cX\n3p6ejBk+mO37DnDoxEnM5mqG9O2Nv58Pny1ZiZNGzbPDBuPg4MD3O3czZvgQG1d1/7DXkc86dc/n\nnDlzeOONN2r+PHToUObOnWvDjOyTd1QwplIDWCzo0q8RGt+clJW7+XHNXiJ7tq0VG94ljorSchyc\n1Vy/lIWTpxaVRk11lZmKsnLKC0vQXyukusqMPrcQJ08tji4aaTzrIJ1ez5jefRnfbyCuTs6s2rcX\nL62WMqORVpGRtWLXHdxfa1/jhqEkDH2CoV26EdcogkfbdySsgT+ODirC/API0xVRYiiTxrOOKjOU\ns3TDZtxcXQBwdXbmrRfGMrRPL3YeOlwr9uf7ks+ex8vDnVefGUXrpo3ZlXiEiJBgHB0ciAgJ4VpB\nASWlemk866ht+w7w1OMDSRj/HNfyC8jKuTF4UVpWxp9GPcnrz4/hyMlkAFZv2sp7r77MOy+/yFer\nvsXN1ZXgAH98vL3Qal1Zsm4DTz7W35bl3HcUitt/WUOdaj4BSktLMZlMpKWlodFoWLlyJUVFRUye\nPJkpU6Zw+PBhkpOTmTp1KpMmTeL69eu2TtnqijNySVm5m5RVe/BrHIrlPwvpV1dWoXKsPdjtHRFE\n+sEUflqzj9h+nTFXVHFq2Q5++nYfRp2eoLaxFKZe5fKek2QfPUd4lzhKc64T268zXo0CbVGe+IOa\nhzciwNubgz+lgMXC5ZyrDOz0AK8MGsIXWzbXik25cvlX9y3ZtYOxfR4FoFVkFCO69uCRtu1Zd3A/\njQIC+WLLRlKuXLZqXeLOubo489qzo/B0dwOg1wOdSUw+zd/nLaBTq7hasT/fV6DTEejnC4C/jw/5\n1wtp27wpTw8aQP/uD7Fy8zYiw0L5ZMlyks+et3pt4s48NWgA67buYNaCrykuLeW67sZVsSZRkXi4\nu5HwwQwaBt34XaBSKVEoFDg5aTCaTGhdXXl+5HCef3I4h46eoG2LZnyxfDVL1m6wZUnCDtS55vOh\nhx5i37597Nixg169egGg1+vR6/V069aNmJgYVq9ezbRp05g6dardrnF1L7mH+KF0UAFQYTDWbFc6\nOmCuNNeKNZYYqDJWUF1lBosFZ283nNxdbxxbZkSp+u+PSHC7WHJOXSKwZRTnNyUS0r6xFaoRd4vZ\nbOaLLRsp0ut5+bHBeLu74+LkhNrR8ReXZn5tX2rOVRp4euLm7FIrdvvxo3SNa8UPKacZ17c/208c\ns1pN4t44ciqFzq3iWDTjA75cve6m+wJ8fci9XghA7vXr+Pl418Ru2vsDPTt3ZFfiEV4e9SQb9/5g\n1TrEncvJy+fpoYN47fkxAAQ1aADA+ctXMJur+df/vYVKpeL85SuoVCosFgtGowmNWl1zjkJdMWlZ\n2ZgqKmjTohlFxcXoiktsUs/9RqFQ3PbLGurcPZ+dOnVi2bJluLq6EhYWBoCrqyuvvfYaKSkpzJ8/\nn6qqKhQKBZWVlej1ery9vW9x1vqlLE9HbL/OGIvLMBWXUXAugxYjuqNydOTitiQAWozoTsrKPVzY\nfJiWI3tSZawg7UAKhoJiIrq3xic6BAcnNWe+OwCAxt0VJw8t2cfOUxzSgJi+ndCl59qyTHGblu7Z\nybGL52kUEMhP6Vd4tH1HPly1HBcnJx6LfwCAmWtWkjB0BGMf6fuLfacup9K4YWitcxYUF1NQXEzv\ntu25kJXJV9s20+RnMaLuOZt6mV2JRwAY+HA3AD749HOmTnjhF/viYmPYtv8QsxYuobSsjLfHPwfc\nuIc073oh/bo9xNnLV/h02UqaR0f+6vsJ+xXQwJd/f/41Hu5uRIeHsXXvDzzQvi1ms5npn36Gv68v\n1dXVRIY2ZOijfXj/47kYTSZeHPVkzTkWr/2O558cTmFxMQtXrcNBpcTdTWvDqu4f9nrPp8JisdSZ\nh5vPmTOHgQMHsmTJElq1aoXJZOKjjz5i3bp1TJs2DU9PT+Lj4/Hx8eG7777DaDQyderUmzafWxI+\ntWIFoq5o0jnE1ikIO+QeGWDrFISdcXB1uXWQuC+5Rze3dQr847H3bvuYt9f/5R5kUludaj7vBWk+\nxa+R5lP8Gmk+xc9J8yl+iz00nzMGTbvtY6Z8d/vH3K46d8+nEEIIIYSou+rcPZ9CCCGEEOLWZJF5\nIYQQQghhNfa64o80n0IIIYQQ9ZDSPntPaT6FEEIIIeojex35lAlHQgghhBDCau77kc+KCvOtg8R9\nR6W57/9piF9RXVll6xSEnVE5O9s6BSF+k72OfMpvWCGEEEKIekju+RRCCCGEEFYjI59CCCGEEMJq\n7LT3lAlHQgghhBDCemTkUwghhBCiHlLa6dCnNJ9CCCGEEPWQvT5e0+4vu5vNZvLz822dhhBCCCFE\nnaJQ3P7LGmw68jlnzhzOnj2Lm5sb5eXlmM1m5s6dWyvm+PHjpKen06ZNG/72t78xZcoUYmNjbZRx\n3eDkqaXziwPQZeZjqa6mKD0Xz4YNUDk6kLovmeLM/zbzLZ/ogVKlRO3qhKOLhp/WHSD8wRYAeIUH\nkLr7JEoHFY6uGhw1an5af5DQTk0pzsqjOKvAViWKPyArP49FW7fi7e6OTq9n8vARGCsreGX2bP7x\nwngCvL1rYtcfPMCVnKtUmauJadiQgfEP8PLHHxHaoAEAI3v24tj5c5QaDBiMRsYPfIwtRw4TFRxC\ndEiIrUoUdyC/sIj/m/Mp700Yz9YDh7iQlo6rizOtG8fSr2uXmrjpX3xNldlMcame0rIyZv/5TWZ8\nuRBPNzcMRiOvPzOK9bv3UlJWhqG8nJdHPsH3e38gNjyMmPAwG1Yo/ojyciMzP/0MrVbL9cJC3njp\nRTzc3UjPzGL+oqX4entRqCvm3YRX0KjV7D+cxOoNm5j9979wNTeX+V8vwclJw5gnh+Pg4MCGrTt4\n7qkRti7rviGX3X/DlClTCAsLY8GCBSQlJZGbm8usWbOorKyka9euZGdnk5ycTHp6Oo6OjigUCiZP\nnoxKpWLEiBEcOnSIzMxMhg0bxuzZs2nSpAkGg4EGDRrg4ODAhAkTbF2i1flFh2AsMWCxWChMu4bZ\nVMmplXvwDPUnuHV0rebz1IrdoFDQ9unenFqxB2NJGUXpubgFeBPRtSXpiT/hGx2MV1gApUWFOHtp\nUbs6SeNZBxWV6hn7aD8CfXyYs/ZbMvPz+O7AAUL8/H4R66zR8OrQ4Zirq3lj/qd0bNKUcpMRRwcH\nXJycCPT2JjwggLPp6YQFBJBbVERJWZk0nnVUmaGcpZu2oHVxASD5/HlCAwIwGI00i4qsFfvWuDGY\nq6t5/9PPefO5Z9AbDDza5QHaNmvKzK+/ISs3l0YhwZy5dJlGwcFcK7hOiV4vjWcdtXbzVlycnTEa\njUSEheLh7gZAoa6Yl597huDAAKbP/pT0zCxy8wu4lpdPudEIgJurluCgABQocNNqWbB4GX8aM9qW\n5Qg7oZo2bdo0W715UlIS33//Pfv37wegqqqKbt264e/vj7u7O0lJSXTv3h0fHx/i4uLw8fEhMTGR\nl19+mX79+vHxxx/j4eHBkCFD8PHx4dq1a0yZMoX169czbdo0Vq1aRe/evW+aw/ktSdYo1aqqq8xc\nTb5I1tHzxPRuR0bSWbzC/Ikb1o0rP5zGUFhSKz6kfSyGgmIKL+fUbIsb1pUfv91PdZUZQ2EphZdz\nKM4uILZvB4qu5BAW3wxzpZnyolJrl2cVgZHetw6qY/y9vHBzceFAymlyrl8n9epVhnbtyoXMTFpG\nRaH9nye1RAYFU1FZyafrv6Nvx44EeHnRJiaWfp06k5mXS0ZeHg+2iKNFRARRwSEs3r6Npo0asSkx\nEbWjA/5e9e//H4Cj1snWKdwTakdHOrVsQdKPP9GmSWMiQoJ5vGcP4mKi+fCrRfR5ML5W/PaDiQQ3\n8KNV41icnZwIauDHJ8tWcu5KGoMf7kFYUCAtY2OICQ/jq7XraREdzfo9+1A7OhLg62OjKu8NRzet\nrVO4pzZu30nDoEAmjHmavQcPo3Z0JCjAn0D/Bri7adl94BBZV3MY1PcRwkKCaRYbw/fbdjLwkV5o\n1GratYyjbcsW7DlwiNCQYDbv3M2FS1do2ayJrUu759Tutv8cPLH2IAqF4rZebYc8eM/zsvk9nwkJ\nCfzjH//gzTffRKFQcODAAU6cOEGzZs2AXy6QarFYarZXV1cD4PKfb+sajQalUolara4Ve7/xaOiH\nyuHGoHZFmRG/mIbknc1g74criO3b4RfxIe1iyTp2vubP7kG+lBeWUlluqhXXsENjrp64SFDraM5s\nOERop/r/4VGfmM1mPv9+A0WlpfTvHM/V6wWs2beXM+lpLN25o1ZsVn4eM1eu4LEHHqBD4yZcKyrk\nekkxAO6urlSZ//tY2m1JSXRr1Zp9ycm8MGAgW5Pq3xe6+4nFYiHl4iWUSiWuzi6/GrP9YCK9H+gM\nQH5REZczs3h55AiGPdKLjT/sr4nb9MMBHu7Ugd1HknjpyeFs/p99om7w8/HG1fXGz4GXpweG8nIA\nqsxmPvrsSwqLinj7lZdueo7CIh1XMjMxVVTQJq4FhTodRcXF9zx3AUql4rZf1mDzy+4/5+Pjw969\ne8nJyaG6upoGDRowd+5cxo0bB8CIESOYOXMmGo2GUaNGceDAARtnbH/0eUU0HRhPuU5PebEejdaZ\nVk/2ACA98ScAWo98mJPLduHorMFSbcFS/d9G3TcmmKL03FrndPJwxdlTS2bSOTxDG9BkQGeK0q5Z\nryhxx5bs2M7R8+eICAzixytXeKH/AMIDAvlw+TKe6tkLgH+uWM7rw0fw9oLPaRQQyPJdu3BzceHZ\nPn1ZuXs3Jy9epKy8nJceHwxAQbGO/GIdj3TowIXMTL7YtJEmYXJ5tS5TKBQolUpmfLmQispKnhs8\nCIC/ffYl74x/jpKyMpRKJQ4qFQAatZrZ3y3Hx9MTXUkJL44YBty4hzS/sJB+Dz3IuStpzFu5+heX\n8IX9GzqgH3/7aA7nL12+MaBjgeCAALbt/YFDR48THdGIkylnGDtyOJG/cWvFolXfMv7pkRQW6fh6\n+SpUKhUebm5WruT+ZK+P11RY7tfhwf9YP2mOrVMQdqhNb/klKX7J2d/T1ikIO+Mc6G/rFISdcg2x\n/e+Rr57+8LaPGfvNm/cgk9rsbuRTCCGEEELcubv9bPcTJ06wcuVKAN55552a+TlbtmyhrKyMN954\nA79fmcT6cza/51MIIYQQQtx9d3udz1WrVvH+++8zdOhQNm/eDMDGjRvRarV4eXnh4/P7JhRK8ymE\nEEIIUQ8pFYrbft2M2WxGo9Hg5+dX8wCgtLQ0Jk6cSFRUVM3qRbcil92FEEIIIeqhu33Z3dnZmYqK\nCvLz8/H19QXA398ftVqNh4dHzSpEtyLNpxBCCCGEuKXhw4fz7rvvUllZSZcuXbh06RL9+vXjz3/+\nMwC/d+l4aT6FEEIIIeqhu/10zebNmzN9+vRa26KioujWrdttnUeaTyGEEEKIeuhuX3a/W+775lOt\nVtk6BWGHVM5qW6cg7JAxv+TWQeK+4hwUYOsUhPhNdtp7SvMphBBCCFEf3Wr2uq3IUktCCCGEEMJq\nZORTCCGEEKIestOBT2k+hRBCCCHqI5lwJIQQQgghrMZOe09pPoUQQggh6iMZ+RRW4+Shpd24fhRn\n5WOptnD9Yia+saEolEoyE3+kKO1aTWxkz7a4B/tRZayg8PJVck5coPmw7lSUlaPSOHJm3X4admqK\n2sUJlUbN+Y2HCOnQhJKsfEquFtiwSnG7MnNzWbhpE97uHuhKS+ncojlJZ85gNlczsMuDtIiKqomd\nuXQpVWYzxfoySg0G/v3KJGYuXYanmxaD0cQrI4az8cABSgwGDOVG/jRkMJsOHiImtCHRDRvasEpx\nuzLz8li0dQve7u7o9KU0Dg0j7do1KiorGfxQV2J+9vdZUlbGpNkfMX38izTw9GLW6lU4q9WUGAy8\nNmw4W44cvvFzYTTy4mOD2Hw4keiQhkSHhNioQnEnruXlM+ntd2kSE4VSqeS9N16r2ZeXX8CU9//B\n3955k6AAf1at38jFy1eoqqqiaUw0D3Rsz/yFi3HSaBgzcgQODg5s2Lqd5556woYVCXtgl7Pd58yZ\nw4QJE5gyZQqTJk3CYDD87mMTEhLuYWZ1g3dUMKZSA1gs6NKvERrfnJSVu/lxzV4ie7atHRsRhKmk\nDIVCgS49FwdnDVnHznHu+0NYqi24+nqgv1ZIdZUZfW4hTp5aHF000njWQbrSUsYNHMhLQ4egdXFm\n1vIVTBk9mslPjWTJ1m21YhOeeoo3Ro3CxUnDtHHPoS8vp0/nTkwYMgSVUkl2fj7hgUE4qhwIDwok\nt7CQkrIyaTzrIJ2+lOf69WfCoMfROrugNxh4ffgIBj3YhT0nT9SKrayqYsHG7wnxawDA6cupeGq1\nTHh8MHGRkexNTiYsIBBHlYrwgAByiwopKTNI41mHHUs+hY+3FwqFgrimTWq268vKWLRyDW5a15pt\nLs5OvPPaRKa+Ponte3/ATaslODAQXx9v3LSuLFn1LU8NfdwWZdy3FIrbf1mD3Y58TpkyhbCwMBYs\nWMArr7zCggULmDNnDr169WLjxo3o9XpSU1MZPXo0p0+fZv/+/bz99tsAFBUV8fHHHwMQFxfH4MGD\nbVmK1RVn5FJ4KQtjcRmtn34ES7UFgOrKKlSOtf/KU3efoDA1G7WrM3FPPsyxBRspvJRNbP/OuAf6\nYNTp0ecWUZh6FYDGA+IpuJBJbL/O5J1Jo+hKjtXrE3/M/x/Z3J+cjMUCUSEhKBQKnNRqjBUVv4jf\ndfQo7Zs2xdfTEwBvd3fmr11LanY2fp6ehAcG0jo2BoC5a76lfZPGzF+7jvi4FsT9zyiqsG8tIiIB\nOHD6FBaLhaf79CXp7Fk+2/AdLw8eUiv2sw3rGd69B8t27gCgsKSEAG9vABp4enE+M4NHOnSgdXQ0\nAJ9+t452sY35bMN6OjdrTlxkpBUrE3dDs8axtG/dEn8/P96Y9gHtWsXRMDgIraYlAwgAACAASURB\nVKsrb7z8Iu/N+FdNbP/ePTFVVPDvTz/n2SeH46Z1ZfwzTwGwbfde2raKY8E3y/D0cGf08CG/9Zbi\nLpJ1Pm/TzJkzefvttykqKsLd3b1mu1arZfLkyVRWVjJ9+nR69+5Nr1696Nq1K506dQJg8+bNmEwm\ntFotycnJtirBZtxD/FA63HhyU4XBWLNd6eiAudJcK9YrLAAsUGW80Xxo3F3QBnhzfmMiaQdOE9Lh\nv990g9vFknPqEoEtozi/KZGQ9o2tUI24W8xmM/PXrqOopJRXnxiBSqXCYrFgrKhAo3b8RfzOo0fp\n1b49AAU6HVeuXuXFwYMZ0r0bWxITa+K2JibSvW0b9pw4wYuDH6+1T9g/s9nMZxvWU1RayitDh3Hs\n3Dk6NGnCZwlvsmjr1pq41KvZXC0oYM3ePZxJS2Ppjh34e3mTp9MBkKcrwtfDsyZ+a9IRurduzb7k\nk4wf+Bjbko5YvTZx585dvISpohIAdzc3zObq34xNz8zi/X/OYvhjA3igQ7ua7YVFOq5kZGEyVdCm\nZQsKdTqKiovvee6ijo98VldXo1Rat09NSEggLCwMgMmTJwNQUnLj0Xaff/45vXv3Jjg4mIKCAhYt\nWsSHH35Yc6zZbKZPnz489NBDbNq0yap524OyPB2x/TpjLC7DVFxGwbkMWozojsrRkYvbkgBoMaI7\nKSv3YLFYaDa0K0oHFZe2H8VcaaZJz3aYSspQa505v/kwABp3V5w8tGQfO09xSANi+nZCl55ryzLF\nbfpmyxaOnjlDRHAwKamptIqO5sPFSzBWVDC2/wAAZnyzmClPj6bUYECpUKJS3fgSo1GrmbvmW3w8\nPCgqLeWFQY8BkK/Tka/T0adzZ85nZLDgu/U0bdTIZjWK27d4+zaOnjtLRFAQKVcuE+YfwN7kkwD0\n69QZgA+XL+XNJ5/i7y+MB2DGsqU81asXAd4+7Dx+lLnr1lJqMDB5xI17+fJ1Ogp0Ovp06Mj5zEy+\n2Pg9TcLCbVKfuDNhDUOY/flX+Pv54u/ny75Dh6mubk9EeFitOLPZzMS3/o+oiEZ8tXwlHm5uvDnx\nTwAsWrmG8c88RWGRjq+XrUKlUuLh5maLcu479jrhSGGxWCw3C/jss884ffo0Dz/8MIWFhYwbN+6e\nJzVnzhwGDhxY03zOnDkTvV5Peno6b7/9NhMnTqRr164olUquXbuGSqXC29ubbt26sW7dOv785z8z\nbdo0tFot8fHx9O/f/zffa0vCp/e8HlH3tOwbY+sUhB2qNlXZOgVhZ7xaymeF+HWuwRG2ToH1k+bc\n9jGPzZ54DzKp7ZYjn7m5uURGRjJ48GD+8pe/3POEACZOrF34zycRbdtWe3LE/3rggQcAmD179t1P\nTAghhBCijrDTgc9bN59ms5nS0lKSk5MpKJAZzkIIIYQQdYG9Xna/5Y2c48ePx8XFhe3btzNlyhRr\n5CSEEEIIIe5QnZ1wNG/ePP76179aIxchhBBCCHGX2OvI5y2bz6SkJEaPHo2r642FZOfPn3/PkxJC\nCCGEEHfGTnvPWzefN5vcI4QQQggh7FOdHfl87733yMnJqVnnU0Y+hRBCCCHsn532nrduPgMCAqy2\nxJItOKjs9G9G2FRJRqGtUxB2KLhbnK1TEHamsqTU1ikIexVs6wTs9/Gat2w+T506xdy5c3FxcQFg\nzJgx9zwpIYQQQghxZ+y097x18zl27FgUCgW3eBCSEEIIIYQQt3TL5jMtLY1jx47RuXPnmuc8CyGE\nEEII+2avE45uucj8mTNnCAgI4PHHH+fw4cPWyEkIIYQQQtyhOrvIPIDFYiE/Px+9Xn+v8xFCCCGE\nEHeBQmmfI583bT6NRiMjRozg+eefJyMjg+eff95aeQkhhBBCiDtgp1fdb37Z/a9//SsODg60b9+e\np59+mm+++cZaeQkhhBBCiHropiOfSqWS6OhogoODadu2LcuWLbvnCc2ZM4e0tDRcXV0pKChg8uTJ\nREZG/mpsfn4+e/bsYfjw4fc8r7ooum8nzJVVWCwWnDy0WKotXEu+iC4tp1acb+NQQjo1I3nhFlBA\nk8FdMZsqcXRx4uzafQS3b4KjiwaVk5qLmxIJat+Y0uwCSq8W2Kgy8UfkFBWyeN8OvLVueLq64qJx\nIi0vF3O1maiAYPq26VATu/LgHlKv5eCqcaJZaDgNff3YeuIoAOevZjKowwNUmqsoLS+nvMLEmB59\n2HHqOJH+gUQEBNmqRHGHNu7YzbFTKQAcPHqc+TM+IDI89De3F5eWMva1Kcz54D0UCgXzFy/DSaNh\nzIihOKhUbNixi7FPDLNlSeIO5V0v5J1/zuIvr03kxwsXOXwiGXO1mccf6U2rpo1r4r5cuYbzl6+g\ndXGhdfOmDHi4O58tW4nRZKJQp2N4v0c5c/ESxXo9ZQYDr4x5mg07dhMb2YjYiEY2rLB+s9cJRzdt\nPquqqgBISEgAoLKy8t5nBEyaNImwsDBOnjzJnj17WLhwIfn5+SQkJHDlyhUSExPR6XS89NJLZGdn\nM2fOHMrLyykuLmbIkCE4ODiwaNEi1Go1QUFBTJw40Sp525PgDk1QqJRQCb6xoRz9dB0KpZKWTz9C\n8sL/Np++jUNx8nRDpXYEwKtREBX6clK3JRHUvjH+cVHocwvxCPXHmFuIk6cWRxcnaTzroDJTOaMe\n6kmglzdTl3/Nwy1aM6HPQMzV1by7/OtazedPmekEeftQbjIRGxRCQ98GxAY1JCM/l43HD9O7VTtO\np1/mwtUsGvo2IL9YR2m5QRrPOq5/rx7079WD77fvomWzJkSGh/7m9srKSuZ8uYjQ4Bt/525aV4ID\nAlAoQOvqyhfLVvLi0yNtWY64Q3qDgSXrNqB1vbHO95rN2/js73/BVFHBWzP+xUfv/rkmNvnMWRoG\nBWIoN9I8JpoLl9PIuJqDl7s7WldXwhsGU24y8tOFS0SENuRafgHFpaXSeN5jdtp73rz59PPzY+3a\ntcTHx7N3715CQ0OtktTMmTMpKSnBy8uL0aNH07JlS3bu3ElKSgqHDx9mxowZZGZmUl5eXnPMwIED\ncXJyYuPGjeTm5jJjxgzOnDnDvn37rJKzPfGJDUWldiT/TBpeEUGk/3CKZsN7UF5YgvJny2UVnMsA\nwD/uxuiyxs0FY9GNJ3YYdXo8QhqQc+I8RZevAhDTP57rFzKJ7tuJ/LPpvxhFFfYrKiCY0nIDf/92\nGUFePvRo0ZqKqkq+2rWVIZ0fqhU7tNNDNA8Lp8RgYNbGb/nLiGcAWH5gDy/1fQyAuLAI4sIiAPhy\n1xZaN4pi4Z5ttI+KpVnDcKvWJu6eMoOBfYePMPN/Gotf2/7Rgq8ZPfRxvl6xBrjRcL4w6gkAtu39\ngbZxzfli6Uo8PdwZNWSQdYsQd4XWxYXXxz3L+x/PBUClUqFQKHDSaDCaTLVinxnyOG2aN6WopIS/\nfDSXAT27U1lZScILYzlw9DjL129k3BPDaNeiOQAffbWIjq1aMmfhEh5s35bWzZpYvb77gb2OfN70\nns/XXnsNs9nMvHnzUKlUTJ482SpJJSQkMHv2bPR6PWvWrEGn0xEbG4vFYsFsNgNQVlaGwWCoOcbZ\n2RkHBwcsFgsVFRWA/f5Pv9eC2zXG1c+TsC4t8WsShsbDlZ9W7SbjYArmyqqbHluuK8XJQwuAk6cW\nY3FZzb7AtrFcO3UJ/7hILm45TFC72Htah7i7LufmYK6u5p2hT6FSKrlwNYs5m7/j0TYdaBMRXRNn\nsVg4l52BUqHERaOp2X4lN4cGHp5onZxrnXfX6RM82KQ5B87+yLPdH2HX6ZNWq0ncfRu27+KxR3rd\ndPvFy2lk5Vxj6dr1nD57jq9WrK6JK9TpSMvMxmSqoE1ccwp1xeiKS6yWv7h3HFRKLBYLRpMJjVpd\ns91isXD63HmUSiXa/zwN0dfLC1eXG58VXh4eGIzGmviNu/bS88F4dh48xMRnR7Fx9x7rFnIfqZNL\nLSkUCoYNG8awYda/Z8fDw4MJEybw5JNP4uzsTHFxMS1atKBHjx689957GI1GXnjhhV89dtiwYUyd\nOpXKykpiY++/Bun00u0AeEUE4RURhLmikmbDe6BSO3Jl13EAmg7rzpnVv/wHX5yeS2DrGGIGPICj\ns4Yz3+4FQOPuipOHKznHz1MS4kdUn44UZ+RarSZx58zV1czf9j2+7h5UVZv514ZVhPn5s+bwD2id\nXHihVz8+3rSWV/oNRqlUMHfLeirNVTz5YHcAUjKuEBMUUuuc10tLuF5awsNxbbiUc5Vv9m4nNjjk\n195e1BHHTqXQp9uNkfBvVq/lwQ7tiAgLrbU9OiKcj//6LgDTZn5c677OxavX8fyoJyjUFbNw5RpU\nKhXublrrFyLuuiF9H+Gvc+ZhMpkYP3IEAO/P/pR3J01AqVTy97mfUVlVyfNPDKNF4xi2/bCfD+d/\ngd5g4JWxTwM37iHNu36d/g934+ylVOYuXkbzmBhbliVsQGGph8/N3LlzJ0lJSZSXlzNu3DjCwsJ+\nM3bHlHlWzEzUFQ0b+9g6BWGHgrvF2ToFYWfMRtOtg8R9ybNJS1unwP6/fHHbx3R5b9w9yKS237XI\nfF3Ts2dPevbsaes0hBBCCCFsxl5vP6yXzacQQgghxP3OTntPaT6FEEIIIeoje3285k1nuwshhBBC\nCHE3ycinEEIIIUQ9JJfdhRBCCCGE1ciEIyGEEEIIYTV22ntK8xkY7mHrFIQd8giXdT7FL6VuOGrr\nFISdiXq8s61TEOI32evIp0w4EkIIIYQQViPNpxBCCCFEPXS3n+1+4sQJpkyZwpQpUygpKanZnpqa\nytixY393XtJ8CiGEEELUQwqF4rZfN7Nq1Sref/99hg4dyubNmwGoqKhg1apVeHl5/e68pPkUQggh\nhKiHFCrFbb9uxmw2o9Fo8PPzIz8/H4AFCxYwZsyY27q/9L6fcCSEEEIIIW7N2dmZiooK8vPz8fX1\npby8nOTkZHJzc0lJSSExMZHOnW89CU+aTyGEEEKIeuhuT3YfPnw47777LpWVlXTp0oXs7GwWLFgA\nQEJCwu9qPEGaTyGEEEKIeuluL7XUvHlzpk+f/qv7Zs6c+bvPc9eazzlz5pCWloarqysFBQVMnjyZ\nyMjImv1vvfUWH3zwAQ4Ov/6WL7zwAu7u7igUCry9vRk9ejSrV6/mtdde+833zM/PZ8+ePQwfPvxu\nlVEvqN21+HdsSaWhnCqDEYVSibOvF+aKSsqu5qE7f7km1rtZNE4+niiUSsrzr1N8KYOgrh2oLDOg\nQMG1I8l4NY5EpVGjUjtyLfEkXo0jKC8owlhQZMMqxe3KzM3l6+834ePhTlFpKZ1btCDppzOYq80M\nfKgLcVFRNbHf7d1HanY2ZrOZ2LAwBnR5kLlrvsVRpSK3qIjRffuQfOEipQYDZeXlTBg6hE0HDxLT\nMJTo0IY2rFLcLrWHlsD41lSVlVNpMKLx0KJQKlE5a1Bp1Fxava0m1r9DCxy1rmCppuh8GsZCHQ17\ndKJSbwCFgpyDJ/FuGonK6cbnxdUDJ/BuFkV53nXK8+Xzoi4qLzcyc97nuGlduV5YRMKE8Xi4u9Xs\n/3jBVzhpNIx/+inWbtrC2YuXMJkqePLxgXh6eDBv0RKcNBrGPDkMB5UD32/bwdiRI2xY0f3FTpf5\nvLsjn5MmTSIsLIyTJ0+yc+dO5s+fT3V1NS+99FJNzKxZs9Dr9Tg7O5OQkFCz3d3dvaZrnjRpUs32\ngwcPsnXrVvLz80lISGDu3LnMmjWLefPmMWDAALKzs5kzZw7l5eUUFxczZMgQHBwcWLRoEWq1mqCg\nICZOnHg3y7R7SrUjuUmnqSguJXzgw1Bdjam4FKWjI+W5BbViqyuruPrDUVAoaDSgB5VlRsrzCyk4\neQb3yFA8o8IwFepw9vfFWFiMo9YFlZNGGs86qKi0lOcHDSTQ15ePlq9k1vLlfP+vmZgqK3n3s8/5\ncOLLNbHOThomPzUSc3U1r8/6mF4dO7D98BEebNWSa9ev4+3uTqOgQM5cSaNRUBC5hYWU6Muk8ayD\nVBo1OYnJVOhKiRzci9S1O0ChIOyRB8jcdbhWrHt4MBdXbQWlgkb9u1H44yUMedfJO/YTntFheMaG\nYyzU4RLwn88LNxccnNTSeNZh67ZsxdXFGaPRRKOw0FqN59pNW6iqqgKNBgBXFxfeeXUiP547z/Z9\n+xk7cgQhgQEAuLlqWbBkGX96drRN6rhv2Wn3eVebz5kzZ1JSUoKXlxdGo5E5c+ZQUlLCvHnzALh0\n6RKnTp2iefPmZGRkUFpaipvbjR/kkpIS3nrrLQC6dOlSc86AgAAGDhzIzp07SUlJoXXr1pw+fZrs\n7Oxa7z1w4ECcnJzYuHEjubm5zJgxgzNnzrBv3767WWKdYCwoQqVRE9rnISqKSym+lE5Zdi4qZydC\nenQmfdOemljdhSsoVEoC4tuQf/IMZdm5uAb6EfhgOyxmM2aTiaJzlym7mgdAQHwb9Jk5+HdqRWl6\nNoacfFuVKW7T/x/Z3H8yGbAQFRKCQqHASa3GVFFRK/aRTp0wVVby6eo1jOzTG4C3n32G+LgW7D+Z\nzIYf9vN0v0dpHRsLwNzVa2jXtAnzv11LfFwccdFRiLqhPK8QlUZNo/7dMOlKAfCKDack/SpVZeW1\nYvNOnCG0VzwVJXoUSiUl6dkEBjcguFt7LFVmqkwVFP50CX1WLgBBXdpSmpFD4ANtKLmSVfM5IuqO\ntMxswhuGMHLwY8z67AuOn0qhbcsWHEw6htFkomt8J46fSgHgke5dOXT0GB99/hUJE8bj5urKC6NH\nArBtzz7atoxjwZLleLq7M3rYYFuWJWzsri61lJCQwOzZs9Hr9ahUqprtFoul5r+bNWtGQkICffr0\nISUlhddee40dO3bg7u7O9OnTmT59OsOGDauJX7ZsGTqdjtjYWCwWCwMHDuRf//oX7du3r/Xezs7O\nODg4YLFYqPjPL1J7fazUvebk4wlKBRlbf8BiseDi7wtA9c8aDAC1hxvB3TpR+ONF9Jk5qJw06LNz\nyTlwjIoSPRUlZTWxnrGNKL6UjkdkKLmHk/GKjbBaTeLOVZnNzP92LYWlJbz65BOolCosFgvGigrU\njupasZm5ufzzmyUM6taVjs2acfTMWS5lZQHg7eGBwWisid1yKJHu7dqy9/gJXhwymC2JiVatS9wZ\nZ18vFEolVzbuBUs1zr5eeMU2oujclV/EqjRqMnYcIj/5HJYq843Pi8xrZO89iqlET0WxvibWu0kE\nugvpeEaHkXPwBN5NI39xPmH//Hy80bq4AODt6YnBeOMLyfqt20nLyGLpmnXsP5zEhdTLJB47QXz7\ndiydN5vPFy+tOUdhkY60zCxMJhNt45pTpNNRVFxsk3ruNwql4rZf1nDXJxx5eHgwYcIEZs2axbvv\nvotCoWD8+PHMmzePqKgoSkpK+OCDD1Cr1bz55pvEx8cDsG3btl89n6+vL4mJiRQXF9OiRQs8PT1x\nd3end+/eXL9+/VePGTZsGFOnTqWyspLY/4zM3FeUSoIeak+l3oACQKEgqGsHFColecdufEMN7t6R\n7L1JhPfrhrFQh1+bppiNFeQcOoFHVBhu4cEoHVRc3ZsEgIOrM46uLujOX6Hczxv/ji0x/OwSvrBv\nizdvIenMGSKCg0m5lEqrmGhmfLMYU0UFzw3sD8D0Rd/wxuhRTJkzl0bBQSzdug13V1eeGziAnUlJ\nfLxiJaVlBsYPfhyA/CId+TodfeM7cz49g8/XfUfTRo1sWaa4XUoFIT06UFl6477NijLDjQGD/xk0\naNirM5k7bnypCO0Vj1LtwLWk01QZjHjGhOHeKBilg0PNZXpHV2ccta4Unr2Mi783gfGtMVyTz4u6\naGj/R/n7x59wLjUVLBYsFgvBAQF8+O6fATh26jTHT6UQExnBl0tXsGPffgAe79un5hzfrP6WF0aP\npFCn4+vlq1GpVHi4uf3q+4m7y17H4BSW/x2WrAO++OILAMaNG/ebMTt37iQpKYny8nLGjRtHWFjY\nb8b+OG/ZXc9R1H0+jf1tnYKwQ7mnr9o6BWFnoh7/fUvLiPuPNtT2tx+lfHr7PU6LCSPvQSa11bml\nlm7WdP5/PXv2pGfPnlbIRgghhBDCPtnryKc8XlMIIYQQQlhNnRv5FEIIIYQQv4OdDn1K8ymEEEII\nUQ9Za/b67ZLmUwghhBCiHrLTgU9pPoUQQggh6iU77T5lwpEQQgghhLCa+37k8+xpedyb+KVW7hpb\npyDsUMwTXW2dgrAzlfKkHmHH7HTgU5pPIYQQQoj6SCYcCSGEEEIIq1HY6dCnNJ9CCCGEEPWRffae\nMuFICCGEEEJYj4x8CiGEEELUQ3LZXQghhBBCWI00n/dQbm4u/v7+tk7Dbjh7aeny0iCKMvKwVFeT\nfuQcoe1jMVdVYSwxcG7r0VrxAc3DiXwojoOfbgCgWf9OqNSOOLm7cHFPMt7hAahdnXB0UnN67X7C\n45uhy8hDl5Vvi/LEH5RTeJ1vdm/Hy80NT1ct/p5enEi9iLm6mr5tO9AsNLwmdtPRw1zJu4bZbCY6\nKJg+bTvwycbvcFZrKCk38HK/QWw/eQx9uQGDycRzvR9l+8ljRAYEERkYZLsixR3JzL7KJ59/ha+P\nN97eXjw36kkAysvL+eecebhptVwvLOSNSRNYuW4DuXn5KJVK+vbsQYB/A+Z9uQgnJw1jRz2Jg0rF\nhi3beG70SBtXJe7Ej+cvsGTdBny9vPDz9uaZYY//5vbtPxwg8Xgy5mozg/v0xt/Pl8+WrsBJo+HZ\noY/j4ODA9zt3M2b4EBtXdR+x05sr7SKtK1eu8PrrrzN16lRmzJhBQkLCbR0/c+bMe5RZ3dQgpiHG\nkjIsFgvXr+QQ3aM1xlIDjs4a8s5n1YoNaB6Oi7f7/2vvzsOiKtsHjn9nBgYGZgBlXwR3XFAUcV/S\nAi3EtTQrK+u1stX0R+praq/YYmVSb5mWr9lipmAumeCCZS7hgvsKaLggsu87zMzvD2uKXMrUmVHv\nz3XNdeGZ+5x5bj0y99zPc85gY6cGwNnPHa1nA5Q2KmorqynNKqDkQj6GOj0lF/LRNNBh52gvhect\nqLyqitH9wnmq/0D2n0pj3Z6dvDz4fl6IHErsti31Yu3Val4YOJQXIoex9ehhjpw5jYujlqcGDKRd\nQBO2HztMgLsHNiob/D08ySkuoqSiQgrPW1xpWRnPjR1D1IvPsnPPXtP2lWsTcHBwoKqqiiaNA3B2\ncmL7zt1Mi3qZSeOf5/Oly9Fptfj5eOPm2hCd1pGvlq/gESkybnkbt+7gkaGDiXrmX2Tl5pFxIeuK\n2+PWrWfGy88z9flxLI79Fp2jA75enrg1aIBW68jXq77joSGRFs7ozqJQKK75YQ5W0flMSkoiIiKC\nsLAwNm/ezLx585g5cyZ5eXm8//77zJ8/n8LCQoxGIzNmzGDWrFkAODs707NnT06cOMEvv/zC0qVL\nMRgM+Pr6EhQUxPz584mIiGDkyJEWztC8Ck5nkZNyjsqiMro/NRD3lr7sXbqZ2spq+owfzpb34kyx\nWUdOA9CoU0sAdJ4NUNmoOBC7Be+gJrQMC+HYul3kpl4sWoPv70PW8TO0G9aLC4d/Ie9kptnzE/9M\ncx9fSisreH35Enxc3cjMz0OhUGBvq6a6tqZe7D3BIdTU1fK/jfGM6HkXhWWleLg0AMDNyZm0zAzu\nCQ6hfZNmACzcsI6QZi34bFMCXVq2IiigidnzE9evTWBLiktKmDD1Nfz9fE3bT587RxP/Rjw8Yjhz\n531C8oGDPPbgCGa8+S6+3l7U1tai0zryzBOPArB+84+Edgzm08+X4OLsxGOjRlgqJXGdHh4SycJv\nYknc/jPFpaUUFBXh5+112e02KtXF3yn2dlRV16B1dOSphy6+/27cup2Qdm1ZtGwFLk46Hhk22MKZ\nCUuyis7nyJEjyczMJDo6muPHj+Ph4cFrr71G06ZNycnJIScnh+nTp+Pt7c3evXvx8PBg+vTpFBYW\n0qxZMwIDAzl79izZ2dk4ODhw6NAhAPr27XvHFZ4ALv4eKG1VANSUV6GysaG2qhpDnR4MxqvuW1Vc\nRm3VxUKkqrQCGztb03MB3dpwbm8qjTq15PCq7TTu3vbmJSFuuF+yMtEbDEwf9SgqpRKVUoXRaKSq\ntga1rW292PP5eXzw3UoGhnajU/OWeDi7kFdcBEBeSTFuTs6m2MQDe+nTtj3bjh3myfD7SDy4z6x5\niRsnJe0ker2e99+KRqVSkZJ2EgB3N1ccHR0AaNjAhcrKKkpKS5n16iQeemAodna/fyNYQWEhp8+c\no7q6mk4d2lNYWERhkXwL0K3qQm4uj90/lAljxwDg7eFxxe0q1a+/U6qqsft1Ng2goKiY0xnnqa6p\nISSoDQXFxRQVl5g7lTuSdD6vIjY2lmHDhqHT6Vi0aBEVFRUA2NjYUFxcXO8vQ6/X19vXYDCYtnfv\n3p2HH36YtWvXAuDo6GimDKxLaXYh7Yf1orKwjIqiMpIWxdN1zL3UVtWQtuUAAKGPhpP81aZL9s07\nmYl/51Z0HNUPW40dB1dsBcDe2RGHBlrO7DxGgwAPgob0JD/9glnzEtdHbzDw8bo1uDk7YzAYuLdT\nZz747luqa2sZ3TccgPfXrODFQcN5bennNPbwJG7HT+g0Gp65dxA/Hj7Apxu+p6yykhcHXVz3lVdS\nTF5JMWEdOpF2IYPPN2+glW8jS6YprkOdXs8b7/0XLw93DHoDO5P3YWNrywNDInljzgecSDuF0Wjk\n0Qcf4LuEjUx/4x0qKit56vFHTMf44ps4nhnzKAVFRXy25BtUKhXOTjoLZiWuh5e7O3MXLsZZp6N5\n4wDW/7SNnqEhl2x3d23I/REDmPXBx1RVVzPukVGmYyxZuYaxD42gsLiEz+NWolKpcNJpLZjVnUOh\nss4LjhRGo/HqrTAzSE1NJSYmBq1Wi1KppLy8nI8++ogPP/yQYcOGsWrV4WkRDgAAIABJREFUKsrL\ny1EoFLzyyiu88cYbqNVqdDodzz33HGPGjGHKlCl8+umnODs74+fnR1BQEGfPnmXEiKtP98Q9+76Z\nshS3kg69pIASl/IN62zpIQgrI9/tLq7EuWU7Sw+BX+LWXPM+TUcMuQkjqc8qik9LkuJTXI4Un+Jy\npPgUfybFp7gSKT6vzCqm3YUQQgghxI1lpbf5lOJTCCGEEOJ2JDeZF0IIIYQQ5qOU4lMIIYQQQpiJ\ntXY+reI+n0IIIYQQ4s4gnU8hhBBCiNuRdTY+pfh0d3Ow9BCEFVIqZVJAXKr89DlLD0FYGXsPV0sP\nQYgrstZp9zu++BRCCCGEuB0p5IIjIYQQQghhNtL5FEIIIYQQ5mKt0+6ysE0IIYQQQpiNdD6FEEII\nIW5H1tn4lOJTCCGEEOJ2ZK0XHN2S0+7Z2dmWHoIQQgghhHVTKK79YQY3vfOZnp7Ohx9+iIODAzqd\nDq1Wy/PPP/+39l25ciVeXl706NGj3vY5c+bw7rvvMm/evL99rDtR0/5dMdTWUZSeiUf75hjq9NSU\nV3L2p/2mmJZDeqNUKrF1tMfG3o79//sOANdAf/y6t+Pg5+vw7doWG40dNna2nNqwC6+QQMou5FF2\nId9SqYl/ICMvl6+3JNJAq6O4vIxOzQM5lXUevd6Aq5MTI3r1NcUu/WkzecXFKJUK+rbrQFBAE6pr\na/nfhnW09PUjvGMoa3f9TGllBRXV1YwdMJAN+/bQ3NuHZt6+lktS/GO5BYXMmDefGeOe5kJeHpuS\ndmJna0sDZyceHzzIFLcy8QdOncugTl9HqyZNGHZPPwC27z9A3IZNfDDlFb7dtJmS8nLKKyt54aEH\n+f6nrbQMCKBl4wBLpSf+oZy8fBZ+vQytgwNZubn8J+pl7NRq8vILmLPgf7g1bICDRsNzY0YDUFxa\nypMTJvPh66+hUChY8NVS7O3seOLBB7BRqfhu02aeHDXCwlndOaz1gqObXnwmJSURERFBWFgYmzdv\nZvXq1ezatYuvvvoKZ2dnHB0dUalUNG/eHIVCYSo2p0yZQpcuXQBYvHgx586dIysri1dffZUTJ06Q\nlJREeno6RUVFzJo1Czs7O/r27UtZWRn79u3D3t6ezp07M2DAgJudolXyDm2FQqWEWvDr0Y6y7ALs\nnbXkHD5ZLy51zTZQKGj9QD9S1mwDQOvjhs7X3dSuL88pwMnPg/KcMuycHbF1sJfC8xZUXF7O4/cM\nwKtBQz5et4Ydxw9TUV2NAgWBfv71YpPTUnjvX8+iNxiYtewrggKasHzbj9ioVKYYfw9PUjLO4e/h\nQk5RESUVFVJ43qLKKytZGp+A1uHil27EbdhEUz9fsvMLCOvWtV6sxt6OV554DL3BwPjZ7zLsnn6c\nSD9NSvpp9AYDAE18fTh66hea+PqQlZdPcVm5FJ63qDMZ59mxZy9dOwZTW1eHnVoNwLfxGxh6X3+6\nhXRgxrsxZGZl4+7akA8XfYG/rw8AOq0jvl5eKBSgdXTkf0uXM+6xhy2ZjrASN33afeTIkWRmZhId\nHc3x48extbUFoGvXrowbNw6VSsWkSZPYtWvXFY8RGhpKv379qK6uBiAwMJDu3bsDsG7dOkaPHs2b\nb75JQkICAP369WPy5Mls2bLl5iZnpRq2aITK1ob846cBcG7szfmdR0n9bhtN+3e9JN6zfXMK0s5R\nU1qBnbMjPp1acfrHvabni9IvcHbbQbL2p+LXvR3lWfk07d8V5wAvc6UkboC2AY3xatCQn48fwYiR\nu9uHEP3IE8x46DHik3fWix3eozdzV8exbOsP1On1ADx2d3+aenmbYoKbNGNk77707xjK6p3baeLp\nxaKN8Rw5k27WvMT1c9RoGD/6YVx0OgD2n0jh/vB7eOWJx/l4eVy92Pt69aS6ppaYL79mdGQEWXn5\nrN2ylSeGDjbFhLRpzaODBjKwT2/iNmyiWSM/Pl4Wy8GUVLPmJa6fawMX3o+ezmv/Nx4vd3f2HzkK\nQF5BIT6eHgB4urmRk1/A+wsX8+gDw3D+9TzSOjry9OhRPPXIKHbsSaZT+yD+9/Vylny72mL53HGU\nimt/XMW+ffuYPHkykydPpqSkBIDvvvuOmTNnMnHixL+9LPKmF5+xsbEMGzaMGTNmoNFoyMvLA8De\n3h6FQoFarUahUGAwGFCpVNTV1ZkS+s2CBQtQq9X4+/tjNBrrPWf49ZP2H3/WaDTY2tpeEnun8AoJ\nxMHNBb+e7XEN9MdWY4e+ugZDnR4u83fiGdycnEMXO6KeHVqiVNvQMrIXGldn3Ns2+f24HVuSc+QU\n7kHN+GXjLrw6BpotJ3H99Ho9izbGU1hWxvMDh5o6mfa/djL+qKyykv8bNpIhXXtiZ3v1CZJN+5Pp\nE9SebUcP8a/+EWzan3yzUhBm4tbABUeNBju1Lco/TdudvZDF7EWLGR52N93at2PDzz9TVVPNe18s\n4VxWFj/s3mOKjd+2nbu7deaHXXt4btRI1m3dbu5UxHVasW49FRWVALg1bED5rz97e7qTnXvx/Tw7\nLw9HjYaMC1l8vXINh46f4LNlv39oKSgq4vS581RX1xDSPoiComKKiksufTFxwykUimt+XE1sbCzR\n0dE88MADxMfHA+Do6Mhrr73Gfffdx759+/7WuG76tHtoaCiTJk1Cq9WiVCpxcnK6YmxISAjR0dEk\nJSWh0WhM2+3t7dm8eTMnT56ktLQUJycn1q9fD8DAgQOZPXs2a9euJTIyktLS0pudktU7tjwRAJfG\n3rg08eH0ln20fqAfdVW1ZOy8+Kk1cNhdpKz6CRt7NUaDEaPhYlH6x/WgHdxdyD16sYul1jlg5+RI\n1v5USn1yaRLemZIMufDrVvLN1h/YezKVJp5eHDt7mh6t2/L2im+ws7UlssvFmYS5q+OYOHQECoWC\n91bFUllTzag+91zxmHklxeSVFBPeMZS0zPMsTlxPqz9N4Ytbz7gR9zPrk4U42Gt4oH8YAG8uXMTk\nfz1B1HsxNPPzY8n363BydOTlRx8x7XfmwgXu7tIZuLiGNKegkIjevTiRfpoFsSto27ypRfIR/9zQ\ne8OZt/gr/Lf7UF1TAwoFPp4eDL9vAO98/Ck/bP+ZRj7etGjamA9mzQDgP3M+qLeu86u4VTw1ehQF\nRcV8vnwFKpUKJ53WUindWW7wkk+9Xo+dnR3u7u7s3Hlxxuyee+6hoKCATZs2ER0d/feGZbxT24O/\n2jL9U0sPQVihRm3cLT0EYYWcmnpYegjCyth7uFp6CMJK6Zq0svQQyNrywzXv49X37is+N2PGDKZN\nm8bBgwc5efIkDz30EGfOnGHhwoVMmjTpqg3GP7olb7UkhBBCCCHMa+TIkcyYMYNly5ah0Wg4efIk\nU6dOpaSkhOjo6Ktev/NHcpN5IYQQQojb0Q2+yXxQUBCzZ8+ut+3rr7++5uNI8SmEEEIIcRu6Y+/z\nKYQQQgghLECKTyGEEEIIYS7S+RRCCCGEEOZzg9d83ihSfAohhBBC3Iak82mlystrLT0EYYUUKuv8\nDyssS+2ss/QQhJUx1Mp7iLBiUnwKIYQQQghzUVjptLvcZF4IIYQQQpiNdD6FEEIIIW5HMu0uhBBC\nCCHMRS44EkIIIYQQ5iPFpxBCCCGEMBdrveDotio+c3JycHd3t9o2s7nYu2jp/FQkxedywGjk0PIf\n8WgdgH+PIJIXrasX26hbG5wbeaCyUZG+7RAlGbkAeLRpTJM+wexasIaAXu2wdbDD1k7N8bU/06hr\na4ozcik5n2eJ9MQ/lJGXy5IfNtFQp6OorJzQFi05dSGTOoMeV50zI/v0NcXG79nFycwMamrrGNK9\nJy18/aiurWXh+u8J9G1EeEgo3+38mdLKCiqqq3jq3kg27N1NM29fmvv4Wi5J8Y/l5Ocz9Z0Yoie+\nxJGUNJL270evNzD83nA6tGldL3Z78l6+TdhIzPR/cyQljW/XbwDgSEoajwwdRE1tLSWlZZRXVjL+\nicdYs2kzrZo1JbBpE0ukJq5DTn4+U9+eS/T/jedISipJew+gN+gZfm9/OrT903mxZy/fxm8g5rWp\npm3bdifzzZrv+fiN/xD7fcLF86KigvH/epw1GzfTqlkTAps1NXdawsKs8mr39PR0Jk6cyLRp03j7\n7bf/9n4xMTHo9fqbOLJbg2tzX6pLKsAIhaez8GgdgH0DLTZ2tpfE1lXVcCRuC6d3HManQ3MAnPzc\ncW7kYfrEVJZVgLHOQGlWAfYuWmwd7KXwvAUVlZcxJvxenr5vEFqNPduPHeFUViZnc3Jwd3auF+tg\nZ8dLQ+5nULcebD1yCIDlP/2AjUplignw8MRWpSLAw5OcokJKKiqk8LxFlVVUsGTVd+gcHQCIS1jP\njJeeZ+rzz7A4bmW92O3Je8nKzaOyqgqAoMAWvDb+BUYPG0JIUBuG9g+jaaNG2NrY0LRRI7Jycyku\nLZPC8xZUVlHBkpXfoXN0BCBu3XpmvPw8U58fx+LYb+vFbt9T/7wAOH7yFMfTTmEwGABo6v/reRHQ\niKycXIpLS6XwvNkUimt/mIFVdj6TkpKIiIggLCyMzZs3M2LECMLDw8nPz2fKlCm8/vrrADg7OzN8\n+HAmTJjAPffcw9GjR0lMTCQlJYXS0lLs7e2JioqycDbmV3Q2m/y0DKqKywl5fAAnvk8i5/gZfDq0\nuCT2woGTuLfyp/WgHhxdtQ17Fy3+3dpw5NufcH12KAD5J8+Tf/I8AK0H9yQv9RytIruTffQ0hekX\nzJqb+OeCAi6++e84dgSjEe4JDqFzYCsMBgPTvlxEv+COpti+7TuQnJbC/9avY9zAwQA8FjaATfuS\nTTHBTZsR3LQZAJ8mrCWkeUsWbYina2BrghpLoXEr0To4MHHsE8z84CMAbJQqFAoF9nZ2VFVX14vt\nFdoJgMTtP9fbvvCbWKY+/wwAoe2DCG0fBEDMos/p1jGY/37+Fb07h9LxT90yYb20Dg5MfOoJZsb8\nel6ofj0v7O2oqq6pF9ur86/nxbYdAGTl5LJ6QyKTn32K5149CvzpvPjfr+fF4q/o3aUTHdu2MVda\ndxYrnQm2ys7nyJEjyczMJDo6muPHj9OoUSOefvppfHx8SElJwcPDg+nTp1NYWEhxcTEdOnRg3Lhx\ntGnThrCwMM6fP4+/vz+RkZGWTsUinP3cUdpe/FxRW1GNQnnlf2a3lo3IPXGWbe/F0mJAF/xCA1HZ\n2hB0/104urvgFdzMFOvXuRUXDpzEO7g5J75PolEXeRO5lej1ehZtiKeorIznBw1l2dYfsFWpsFer\nUVD/F9Tek6mEtgjko+fG8/UPiVc97qZ9yfQJCmbrkUP8a0AEG/cnXzVeWD+VSonRaKSquho7tfov\n41PTT+Pt4Y6TVltv+/ebfyS8V08Styfx0phH+X7zjzdryMIMVCrVxfOiqho7u6ufF/E/bqWqupq3\n5y/kbOaFeh9Wvk/8kfDePUjc/jMvPfEo3yfKeXGzKBSKa36Yg1V2PmNjYxk2bBg6nY5FixaRl3dx\nire6uvqSvxiDwYCDw8Wpot+ee+yxxygvL+fNN99k8eLFqP4wVXgnKMspolVkd6qKyqgsLqM8t+iS\nmPaj7ubQsh9w8ffA+9fp9nM7j3J+b6opRuvRgKyDpwCwc3bE3tmRjD0ncG7kTuDAbhSeyTJPQuKG\nWLplM8lpKTTx9ObomdP0aB3E7Nil2KnVRHbtDsDclbFMHD6S1IwMtv063X5vaJcrHjOvpJi8kmLC\nQ0JJy8xg8cYEWvn5myUfcfPcf98AZv33Y6qqqxn3yCgAoj+Yx4zxz182fu/ho7RtWX9mJSc/n+z8\nAiLv6cfxk6eY9+XXBAVeOvsibh33Rwxg1gd/Oi/en8eMly89L5588H7Tz2cyzhPWqwfw23mRT2TY\nr+fFF18TFNjSPAnciaz0giOF0Wg0WnoQf5aamkpMTAxarRalUklKSgpdunTBaDQydepUXn/9ddRq\nNTqdjsGDBxMXF8eECROYP38+Wq2WrKwsKioqAHjttdeu+lrrJs4zR0riFtO6m6xdFJdybS/r08Sf\nWOmbu7A855btLD0ECo/uu+Z9GrQNuQkjqc8qi88/i4qKYs6cOTfl2FJ8isuR4lNcjhSf4hJSfIor\nsIbis+jYgWvex6VNh5swkvqsctr9z25W4SmEEEIIcduy0guOboniUwghhBBCXBtrve+5FJ9CCCGE\nELcjK10WYpW3WhJCCCGEELcn6XwKIYQQQtyGZNpdCCGEEEKYjxSf1snLT2fpIQgrpFLf8f81xGXk\nH/rF0kMQVsajW5ClhyDElSmsc3WlvMMKIYQQQtyGFHLBkRBCCCGEuNNJ51MIIYQQ4nYkaz6FEEII\nIYS5yNXuQgghhBDCbBQqlaWHcFmy5lMIIYQQQpiNdD6FEEIIIW5HMu3+17Kzs/H09Lzi86WlpahU\nKhwcHMw4qluP2lmLb68QassrqCuvAqUCtc4RjEYKTqRTdj7HFOseHIjGzQWFSkl5Vj75R08SEN6d\nuooqlGpbzv2wG7f2LbCxt0OptuX81r24BjWnIruAytwCC2YprlVGbi5fblpPQ50TReVl+Ll5cDIz\nA0d7e9o3acaAzl1MsYn79nIq8zx1ej1uzs7c17krH6xagZuTMwajkSfvi2Bj8h5KKyqoqKri6cjB\nJOzeRQtfX5r7+lkwS3GtMvJyWfLDJhrqdBSVlRPaoiWnLmRSZ9DjqnNmZJ++ptjvdyWRnn2BOr2e\nFr5+RHbpDsDOE8dYnbSd2U88zXc7f6a0soKK6iqeujeSDXt308zbl+Y+vhbKUFyPysoq5sz/FJ3W\nkfyCQqKeewZnp9/vj/3Bws+wt7PjmcceYeGSb8jOzUWpVHHf3Xfh5eHB/C+WYG9nxxMPjcBGZcPa\nDZt48uEHLZjRncVa13xadNo9PT2diRMnMm3aNN5++23mzJlz1fgvvviC3NxcM43u1mVjpyZzx34y\ntiTj1NgH5yZ+nE3cydkfd+PZuf4NkfU1tZzdvIszm3bSMLAxKjs1+UdPkbF1L0aDETsXHZX5RRj0\nBqryi7DVOWJjbyeF5y2oqKyUJ+6NYNygIWjtNRw8lYarkxNGo5HW/gH1YvelpXAq8zxnc7Jxd3bh\n8OlfaOHrx7ODhxLUuAlbDhwgwNMLG5WKAE8vcgoLKa0ol8LzFlRUXsaY8Ht5+r5BaDX2bD92hFNZ\nmZzNycHd2blerL1azYuDh/PSkPvZevgQAGnnM0g7n4HBYAQgwMMTW5WKAA9PcooKKamokMLzFrYq\nYT2ODhqqqqppEuBfr/BcuS6Buro605937E7m1Zdf5JXnn+Hz5SvQah3x8/bCrWEDdI5alqxYycP3\nD7VEGncuhfLaH2ag+s9//vMfs7zSZSQkJNChQwfGjh1LXl4e33//Pc2bN+ff//43+/fvx87OjoUL\nFxIbG0urVq1Yvnw5dXV1FBcXs2TJEuLj42ndujXx8fHExcXxxRdf4ObmxkcffUR4eDhvvPEGoaGh\n2NraXnEMF5IOmjFj86gtrwSgaUQfakrLKTj+C16dg9C4N8DOSUvB8d+/paUyrxCFSkmjvl3IP3qS\nytxCakrK8O3TCUdPV3IPpVJdWEJ5Zg6VuYX4dA+m/EIubu1aYNTrqSktt1SaN5VDA42lh3DDeTRo\ngE7jwPYjh7lQkM/Abj0Y1K0HbRs34YOVcYSFhJpijRh5NPxe7goOZsHaNTze/z52Hj/GzmNHKSor\nxWg0Et4plKAmTWnu68tXiRtp07gJ8buTUNvY4tmggQUzvXmMeoOlh3DDebg0QKvRsOPYEbIKCujR\nui2j7w7nrnbBfJKwlv4hnU2xTb19qKmt5ZOEtQzo1BkblYo1O3fwrwERJB7YR3hIKF4NGtI2oAnN\nvH35+sdE2vg3JiF5N2obGzxcbr/zwtHPw9JDuKnWbtyMn483z455lC0/J6G2tcXHy5Mdu5PJLyyk\nU3A7LmTnEBrcHp1Wy+fLV3Aq/TSZWTkMj7iXTsHt6BTcjh93/Iy/nx/xm38k9dQvBLdtbenUbjq1\nc0NLD4HaipKLU+/X8LDVOv/1ga+TRTufI0eOJDMzk+joaDIyMggKCqJ79+44OTkxa9YsvLy8GDx4\nMAEBARw+fJiQkBDCwsJYtmwZGo0GBwcHDhw4wMGDB5k5cya9evXC1tYWNzc3zpw5A3BHTtFr3Bug\nUCg59d2PF7uXzjpOb9hBzv7jGOr09WLtXHQE9O9B7sETlJzOxNZRg72rC+e37iVn/3Hc2jY3xbq2\naUZBymkatGzM+W37cP3Dc8L66fV6FsavpaislBeGDOfYmdMolUoc7e0viV36w2ZsVSo0ajtQKCit\nKKdDs+a8MHQ4Xq6ueDX8/ZfqxuTd3BXcga2HDvBUxCA2Ju82Z1riOun1ehZtiKeorIznBw1l2dYf\nsFWpsFerUVB/yi4jL5eY1SsY1KU7oS0C2XxgP9U1tcz7fjXn83PZduSQKXbTvmT6BAWz9cgh/jUg\ngo37k82dmrgB3F0bov31fbShiwsVVRebG2vWb+T02Qy+XrGKbTt3k3rqF4pLS4meNJFRQwdjb6c2\nHaOgsIjT5zKorq6mU/sgCouKKCwutkg+wjpYdM1nbGwsw4YNQ6fTsWjRIvLy8oDfC8alS5fSrVs3\nAgMDMRqN9dYuTJw4kfT0dKqqqvjxxx+B39c2DB8+nMmTJxMVFWXmjKyDQqnEP6wrNaXlKJQK9NU1\nNB7QE6Xahgu7Lr45BPTvwZlNSbQYHkZlXiFeXdqhr6om8+eD+HVrT215BbYOGjK27QPAVqvBVudA\n/rFTVHi64tOrI+UXZAnEreTrzZtITkmhibc3R06n4+/hScy3cdTW1fFo+AAA5sQuI2rkKO7u0JE3\nly7BXm3L4O49cHHU8tOhA+w6cYyqmlom3D8CgLziYnKLi+kf2oW0jHMsSlhHqz9N4QvrtnTLZpLT\nUmji6c3RM6fp0TqI2bFLsVOriex6cU3n3JWxjB/6ANO//Iwmnl4s37oFnYOGZwcOMR3nXG4uvYPa\nA5BXUkxeSTHhIaGkZWaweGMCrfz8LZKfuD4PREbw5gcfceLUKTAaMRqN+Hp58c6MqQAkHzzE3oOH\nadmsKcdS05jxzlwqKysZ+8hDpmN8GfctTz/6MAVFRSz+Jg6VSoWzTnellxQ3kLWu+VQYjUajpV48\nNTWVmJgYtFotSqUSpVLJXXfdRWJiInPmzGH+/Pnk5uZSXFxMu3btcHFxISUlhY4dO7Jx40Zqa2uZ\nNm0aCQkJnDt3jqNHjzJp0iQ6dOjAU089xcKFC/9yDHvnfmmGTMWtxq2p5adLhPXR19T9dZC4o3h0\nC/rrIHFH0vpbfnawMvf8Ne+jcb/5a7Qt2vls2bIl8+fPv2T7vffeC8Czzz57xX379+9v+rmmpgYb\nGxtatWpFmzZtmD17NgMHDrzxAxZCCCGEuEVI59NKSedTXI50PsXlSOdT/Jl0PsWVWEPnsyo/65r3\nsXf1ugkjqU++4UgIIYQQQpiNVd1kXgghhBBC3BgKpXVOu0vxKYQQQghxO7LSNZ9SfAohhBBC3IYU\nN/gbi/bt28fy5csBePXVV3FycmLjxo1s27YNg8HAzJkzsbH569Lyjr/gSAghhBBC/LUpU6Ywc+ZM\nDh06xKlTpxg1ahQTJkwgJiaG1atX4+rqSu/evf/yOHLBkRBCCCGE+Et6vR47Ozvc3d3Jzb34RTO/\ndTr/uO2vSPEphBBCCCH+kkajoaamhtzcXNzc3ABQqVQA9bb9FZl2F0IIIYQQf+nIkSMsWbKE2tpa\nevfuTVBQEBkZGSQmJmI0GomOjjYVo1cjxacQQgghhDAbmXYXQgghhBBmI8WnEEIIIYQwGyk+hRBC\nCCGE2chN5m8DH374IXV1dUyYMIGMjAxWrVpFZGQkY8eOJSEhAbVafck+S5cu5fDhw9TW1jJ48GD6\n9OlT7/mVK1fi5eVFjx49rvi6+/fvJzExEVdXVx5//HE+/vhjXnzxxRuen/hnPvzwQ44fP46DgwMA\nlZWVzJs3D7h4r7bXX3/9kpsBf/TRR2RmZlJdXc2TTz5J27ZtLznm4MGDCQgIuOLrJiQkkJ6ejpub\nGxERESxbtoyxY8fe4OzE9ZoyZQp79uwhJCSE2tpa7rrrLoYNG1YvJj09nQ8//BAHBwd0Oh2TJ0++\n5DhRUVHMmTPnqq81Y8YM1Go1EyZMYOXKlURERODq6npD8xHXLzs7G09PT0sPQ9wBpPi8TaSkpHDw\n4EHTL/QVK1YwatQo4uPjGTp06CXxO3fu5M0330Sj0bBp0yays7OJiYkxvQn9ZtWqVRw9epTy8nKm\nTp3K3LlzUSqV+Pj40L9/f3Q6HY0aNWLNmjUMHjzYbPmKv2fy5MmmQjEqKuov448cOcJ///tfampq\n2Lt3LydOnOCLL76gtLSU0aNHm+IWL17M+fPnqa2tZdq0abz66qvY29sTGhpK06ZNycjIoFGjRsTG\nxjJy5Miblp+4Ph07duTdd9+lrq6OV1555ZLiMykpiYiICMLCwti8eTNVVVXMnz+f4uJiKisrefvt\ntwE4c+YMn332GQaDgbCwMMrLy9m5cyfl5eW89dZbNG3alJqaGsrLyzEYDFJ4WoHa2lpmz55NVVUV\nxcXFPPLII6xcuZJ33333b32guBxpaoi/S4rP28Rv3zAQFRVFXV0dJ0+e5IMPPuC55567bPH5yiuv\nsGDBAkpKSujfvz+2trYMHz6cs2fPkpSUROfOnQFYvnw5oaGhVFZWcuzYMTIzMwkLCyM0NJRGjRox\nbtw4Kioq+PLLL9mwYQPOzs48+OCD5k5fXMGcOXNwdHREq9Ve8pziMt/5+/LLLzN37lwqKip48MEH\ncXZ2ZtiwYRw4cIDk5GQAqqqqiI+Pp2vXrhQVFXH69Gny8vIYOnQonTp1wtfXl6CgILKzs0lNTeWz\nzz4jMDCQ++6776bnK67NgQMH+Pe//41er+exxx675PmRI0eydOk0ftFnAAAE5ElEQVRSoqOjadiw\nIX379qVPnz6UlJTw0UcfmeKWLVuGnZ0darWaPXv24OLigouLC5GRkahUKsaMGQPAJ598QuPGjZk7\ndy5jx47FycnJXKmKP1mxYgV9+/ald+/e1NXV8cQTT5CXl8exY8c4cuQIM2bMQK/X88YbbxATE0NZ\nWRkajcb0jTbh4eE8/fTT9Y4pTQ3xd8maz9uEvb09zz77LO+99x4//fQTRUVFvPnmm5w/f55jx47V\nizUajSQkJBAVFcXMmTNZvnw527dvZ9++fZdMs2q1WqKiohgxYgTe3t68+OKLeHh4MHv2bFNMbGws\n/fr1Q6fT/e1vNxDmERUVxezZs5k2bRp1dXX8dme1srKyS+7FVlpayr59+5gyZQrTp09n4cKFrF69\nmrNnz9K6dWvTvkajET8/P6Kiohg8eDBOTk688sorqNVqYmJiTMeLi4ujTZs2hISEcOrUKfMlLa5q\nzZo1wMXOV3BwMG+99RbvvPMOHTt2vCQ2NjaWYcOGMWPGDDQaDQcOHGDx4sW4uLjg4eFhijMYDDz4\n4IO8+OKLBAcH06tXLwYOHMiyZcs4ceIEAGfPnsXV1ZW0tDSGDBnC9u3bzZOwuKwTJ06Y/s1tbGwI\nCgrC09OTNm3a0LhxY6Kjo6mtrSUtLY2DBw+i0Wg4e/YsZWVldOjQ4ZLCE35vasycOROtVmtqanTv\n3p2kpCRT3PLly7G3t0epVJqaGq1ateLuu+82NTV69uxJTk4OGzZsMH2XuLh9SOfzNhIcHEzLli2x\nt7dn+vTpNGzYkKNHj/LNN98wa9YsU5xCoUCtVjN+/HiUSiXdunXD1dWVLVu2cOHCBQwGgym2b9++\nTJs2jcrKSl5//XUWLFiARqOhTZs2AOTn5wPQrFkzli1bJp0MK/P222+b1ny2bt2al19+GaPRSGho\n6CWxOp2O8+fP83//93/U1tYyaNAgysrK2L17N7a2tmg0GrRaLRqNBn9/f2bOnElNTQ1dunThrbfe\nwtXVlXbt2gGQmppKQEAALVq04P3338fX19eseYsrq6io4LnnnsPHx4eioqKrxoaGhjJp0iS0Wi1K\npZKRI0ei1+tZv3492dnZlJSUADBq1ChiYmJQq9U88MADpKWlsWPHDpRKJd7e3sDFKdcXXniB2NhY\nli1bVm8ZhzC/5s2bc/DgQXr27InRaOTcuXOmb6f5baZEqVSi1+tp27YtUVFRxMfHo9FoTL9T/uiP\nTQ2j0chLL71EeHg4mZmZ3HXXXezdu9cU+1tT48CBAzRs2JAXX3yR/Px8Zs+ezSeffAL83tTYt2+f\nNDVuQ3KT+TtAamoqiYmJpj/7+/sTGRlpwREJa5CcnMzu3btNf27btm29qTFx51mwYEG9D59jxoy5\nbKEhbn01NTW89dZbVFZWUllZyahRo4iNjWXUqFHExcUxZ84cpkyZwuzZs5k+fbppWcXDDz9MXFwc\nEyZMuOSYn3/+Ofv370epVBIaGkrjxo359ttv0el0VFVV0bVrV7y8vPjll184ceKEqakxa9YsNBoN\nTk5OjB8/nvz8fNauXcvo0aN54403cHJyuuzriVuXFJ9CCCGEuCbS1BDXQ4pPIYQQQghhNnLBkRBC\nCCGEMBspPoUQQgghhNlI8SmEEEIIIcxGik8hhBBCCGE2UnwKIYQQQgiz+X+LHGtM6u0o9QAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1f9454309b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "GenreGroup = games.groupby(['Genre']).sum().loc[:, 'NA_Sales':'Global_Sales']\n",
    "GenreGroup['NA_Sales%'] = GenreGroup['NA_Sales']/GenreGroup['Global_Sales']\n",
    "GenreGroup['EU_Sales%'] = GenreGroup['EU_Sales']/GenreGroup['Global_Sales']\n",
    "GenreGroup['JP_Sales%'] = GenreGroup['JP_Sales']/GenreGroup['Global_Sales']\n",
    "GenreGroup['Other_Sales%'] = GenreGroup['Other_Sales']/GenreGroup['Global_Sales']\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.set(font_scale=0.7)\n",
    "plt.subplot(211)\n",
    "sns.heatmap(GenreGroup.loc[:, 'NA_Sales':'Other_Sales'], annot=True, fmt = '.1f')\n",
    "plt.title(\"Comparation of each area in each Genre\")\n",
    "plt.subplot(212)\n",
    "sns.heatmap(GenreGroup.loc[:,'NA_Sales%':'Other_Sales%'], vmax =1, vmin=0, annot=True, fmt = '.2%')\n",
    "plt.title(\"Comparation of each area in each Genre(Pencentage)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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