zhahunte/GameSales.ipynb

## GameSales.ipynb
{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "# Video game sales in 2016"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### First we import the necessary packages"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "import pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib.pyplot import figure",
      "execution_count": 86,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df = pd.read_csv('vgsales.csv')",
      "execution_count": 87,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df.head()",
      "execution_count": 88,
      "outputs": [
        {
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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      <td>0</td>\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      <td>1</td>\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      <td>2</td>\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      <td>3</td>\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      <td>4</td>\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  </tbody>\n</table>\n</div>",
            "text/plain": "   Rank                      Name Platform    Year         Genre Publisher  \\\n0     1                Wii Sports      Wii  2006.0        Sports  Nintendo   \n1     2         Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n2     3            Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n3     4         Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n4     5  Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n\n   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n0     41.49     29.02      3.77         8.46         82.74  \n1     29.08      3.58      6.81         0.77         40.24  \n2     15.85     12.88      3.79         3.31         35.82  \n3     15.75     11.01      3.28         2.96         33.00  \n4     11.27      8.89     10.22         1.00         31.37  "
          },
          "execution_count": 88,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "#df['Platform'].unique()",
      "execution_count": 89,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## What do we want to uncover\n- top 10 names in gaming\n- Sales per publisher\n- Sales per year\n- Sales per platform"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Top 10 names in gaming"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "dftop10 = df.sort_values(by=['Global_Sales'], ascending = False)",
      "execution_count": 91,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "dftop10 = dftop10.iloc[0:10]",
      "execution_count": 92,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "dftop10",
      "execution_count": 93,
      "outputs": [
        {
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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      <td>0</td>\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      <td>1</td>\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      <td>2</td>\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      <td>3</td>\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      <td>4</td>\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      <td>5</td>\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      <td>6</td>\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      <td>7</td>\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      <td>8</td>\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      <td>9</td>\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  </tbody>\n</table>\n</div>",
            "text/plain": "   Rank                       Name Platform    Year         Genre Publisher  \\\n0     1                 Wii Sports      Wii  2006.0        Sports  Nintendo   \n1     2          Super Mario Bros.      NES  1985.0      Platform  Nintendo   \n2     3             Mario Kart Wii      Wii  2008.0        Racing  Nintendo   \n3     4          Wii Sports Resort      Wii  2009.0        Sports  Nintendo   \n4     5   Pokemon Red/Pokemon Blue       GB  1996.0  Role-Playing  Nintendo   \n5     6                     Tetris       GB  1989.0        Puzzle  Nintendo   \n6     7      New Super Mario Bros.       DS  2006.0      Platform  Nintendo   \n7     8                   Wii Play      Wii  2006.0          Misc  Nintendo   \n8     9  New Super Mario Bros. Wii      Wii  2009.0      Platform  Nintendo   \n9    10                  Duck Hunt      NES  1984.0       Shooter  Nintendo   \n\n   NA_Sales  EU_Sales  JP_Sales  Other_Sales  Global_Sales  \n0     41.49     29.02      3.77         8.46         82.74  \n1     29.08      3.58      6.81         0.77         40.24  \n2     15.85     12.88      3.79         3.31         35.82  \n3     15.75     11.01      3.28         2.96         33.00  \n4     11.27      8.89     10.22         1.00         31.37  \n5     23.20      2.26      4.22         0.58         30.26  \n6     11.38      9.23      6.50         2.90         30.01  \n7     14.03      9.20      2.93         2.85         29.02  \n8     14.59      7.06      4.70         2.26         28.62  \n9     26.93      0.63      0.28         0.47         28.31  "
          },
          "execution_count": 93,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### **Wii Sports had the most sales three years ago**"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Sales per publisher"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df_pub = df[['Publisher', 'Global_Sales']]\ndf_pub = df_pub.groupby(['Publisher'],as_index=False).agg({'Global_Sales': 'sum'})\ndf_pub = df_pub.sort_values(by=['Global_Sales'], ascending = False)\ndf_pub = df_pub.iloc[0:20]",
      "execution_count": 94,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "x = df_pub['Publisher']\ny = df_pub['Global_Sales']\ncolors = ['plum', 'lightblue', 'navajowhite', 'lightcoral', 'paleturquoise', 'lightgreen', 'sandybrown', 'powderblue']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.barh(x,y, color = colors)\nplt.title(\"Top 20 game publishers' market share in sales\", size = 20)\nplt.xlabel('Sales (millions)', size =  20)\nplt.gca().invert_yaxis()\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
      "execution_count": 95,
      "outputs": [
        {
          "data": {
            "text/plain": "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19],\n <a list of 20 Text yticklabel objects>)"
          },
          "execution_count": 95,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 1200x800 with 1 Axes>"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### **As a platform, Nintendo had the most sales three years ago**"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Sales per year"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# when we look at the df below, we see that \"Imagine: Makeup Artist\" came out in 2020?\ndf = df.sort_values(by=['Year'], ascending = False)\ndf\n# after a quick search online, it seems that it actually came out in 2009.",
      "execution_count": 96,
      "outputs": [
        {
          "data": {
            "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>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      <td>5957</td>\n      <td>5959</td>\n      <td>Imagine: Makeup Artist</td>\n      <td>DS</td>\n      <td>2020.0</td>\n      <td>Simulation</td>\n      <td>Ubisoft</td>\n      <td>0.27</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.02</td>\n      <td>0.29</td>\n    </tr>\n    <tr>\n      <td>14390</td>\n      <td>14393</td>\n      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n      <td>PS4</td>\n      <td>2017.0</td>\n      <td>Role-Playing</td>\n      <td>Sega</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.03</td>\n      <td>0.00</td>\n      <td>0.03</td>\n    </tr>\n    <tr>\n      <td>16241</td>\n      <td>16244</td>\n      <td>Phantasy Star Online 2 Episode 4: Deluxe Package</td>\n      <td>PSV</td>\n      <td>2017.0</td>\n      <td>Role-Playing</td>\n      <td>Sega</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>16438</td>\n      <td>16441</td>\n      <td>Brothers Conflict: Precious Baby</td>\n      <td>PSV</td>\n      <td>2017.0</td>\n      <td>Action</td>\n      <td>Idea Factory</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>8293</td>\n      <td>8295</td>\n      <td>Shin Megami Tensei IV: Final</td>\n      <td>3DS</td>\n      <td>2016.0</td>\n      <td>Role-Playing</td>\n      <td>Deep Silver</td>\n      <td>0.03</td>\n      <td>0.00</td>\n      <td>0.14</td>\n      <td>0.00</td>\n      <td>0.17</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>16307</td>\n      <td>16310</td>\n      <td>Freaky Flyers</td>\n      <td>GC</td>\n      <td>NaN</td>\n      <td>Racing</td>\n      <td>Unknown</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>16327</td>\n      <td>16330</td>\n      <td>Inversion</td>\n      <td>PC</td>\n      <td>NaN</td>\n      <td>Shooter</td>\n      <td>Namco Bandai Games</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>16366</td>\n      <td>16369</td>\n      <td>Hakuouki: Shinsengumi Kitan</td>\n      <td>PS3</td>\n      <td>NaN</td>\n      <td>Adventure</td>\n      <td>Unknown</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>16427</td>\n      <td>16430</td>\n      <td>Virtua Quest</td>\n      <td>GC</td>\n      <td>NaN</td>\n      <td>Role-Playing</td>\n      <td>Unknown</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n    <tr>\n      <td>16493</td>\n      <td>16496</td>\n      <td>The Smurfs</td>\n      <td>3DS</td>\n      <td>NaN</td>\n      <td>Action</td>\n      <td>Unknown</td>\n      <td>0.00</td>\n      <td>0.01</td>\n      <td>0.00</td>\n      <td>0.00</td>\n      <td>0.01</td>\n    </tr>\n  </tbody>\n</table>\n<p>16598 rows × 11 columns</p>\n</div>",
            "text/plain": "        Rank                                              Name Platform  \\\n5957    5959                            Imagine: Makeup Artist       DS   \n14390  14393  Phantasy Star Online 2 Episode 4: Deluxe Package      PS4   \n16241  16244  Phantasy Star Online 2 Episode 4: Deluxe Package      PSV   \n16438  16441                  Brothers Conflict: Precious Baby      PSV   \n8293    8295                      Shin Megami Tensei IV: Final      3DS   \n...      ...                                               ...      ...   \n16307  16310                                     Freaky Flyers       GC   \n16327  16330                                         Inversion       PC   \n16366  16369                       Hakuouki: Shinsengumi Kitan      PS3   \n16427  16430                                      Virtua Quest       GC   \n16493  16496                                        The Smurfs      3DS   \n\n         Year         Genre           Publisher  NA_Sales  EU_Sales  JP_Sales  \\\n5957   2020.0    Simulation             Ubisoft      0.27      0.00      0.00   \n14390  2017.0  Role-Playing                Sega      0.00      0.00      0.03   \n16241  2017.0  Role-Playing                Sega      0.00      0.00      0.01   \n16438  2017.0        Action        Idea Factory      0.00      0.00      0.01   \n8293   2016.0  Role-Playing         Deep Silver      0.03      0.00      0.14   \n...       ...           ...                 ...       ...       ...       ...   \n16307     NaN        Racing             Unknown      0.01      0.00      0.00   \n16327     NaN       Shooter  Namco Bandai Games      0.01      0.00      0.00   \n16366     NaN     Adventure             Unknown      0.01      0.00      0.00   \n16427     NaN  Role-Playing             Unknown      0.01      0.00      0.00   \n16493     NaN        Action             Unknown      0.00      0.01      0.00   \n\n       Other_Sales  Global_Sales  \n5957          0.02          0.29  \n14390         0.00          0.03  \n16241         0.00          0.01  \n16438         0.00          0.01  \n8293          0.00          0.17  \n...            ...           ...  \n16307         0.00          0.01  \n16327         0.00          0.01  \n16366         0.00          0.01  \n16427         0.00          0.01  \n16493         0.00          0.01  \n\n[16598 rows x 11 columns]"
          },
          "execution_count": 96,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# to remove the \"Imagine: Makeup Artist\" mistake, we are going to use a dict\ndct = {2020 : 2009}\ndf['Year'].replace(dct,inplace=True)",
      "execution_count": 97,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df_yr = df[['Year', 'Global_Sales']]\ndf_yr = df_yr.groupby(['Year'],as_index=False).agg({'Global_Sales': 'sum'})",
      "execution_count": 98,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "x = df_yr['Year']\ny = df_yr['Global_Sales']\ncolors = ['plum', 'lightblue', 'navajowhite', 'lightcoral', 'paleturquoise', 'lightgreen', 'sandybrown', 'powderblue']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.plot(x, y, color = 'black', linewidth = 2, linestyle = '--')\nplt.bar(x,y, color = colors)\n\nplt.title(\"Game sales from 1980 till 2020\", size = 20)\nplt.xlabel('Year', size =  20)\nplt.ylabel('Sales (millions)', size =  20)\n\nplt.xticks(size = 18)\nplt.yticks(size = 15)",
      "execution_count": 99,
      "outputs": [
        {
          "data": {
            "text/plain": "(array([  0., 100., 200., 300., 400., 500., 600., 700., 800.]),\n <a list of 9 Text yticklabel objects>)"
          },
          "execution_count": 99,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": "<Figure size 1200x800 with 1 Axes>"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### **We see that there is a steady increase in video game sales. This graph does not paint the full picture as the data was updated three years ago.**"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Sales per platform"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "df_pf = df[['Platform', 'Global_Sales']]\ndf_pf = df_pf.groupby(['Platform'],as_index=False).agg({'Global_Sales': 'sum'})\ndf_pf = df_pf.sort_values(by=['Global_Sales'], ascending = False)",
      "execution_count": 100,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "x = df_pf['Platform']\ny = df_pf['Global_Sales']\ncolors = ['plum', 'lightblue', 'navajowhite', 'lightcoral', 'paleturquoise', 'lightgreen', 'sandybrown', 'powderblue']\nfigure(num=None, figsize=(15, 10), dpi=80, facecolor='w', edgecolor='k')\nplt.bar(x,y, color = colors)\nplt.title(\"Sales per platform\", size = 20)\nplt.xlabel('Platforms', size =  20)\nplt.ylabel('Sales (milions)', size =  20)\n\nplt.xticks(size = 18, rotation=90)\nplt.yticks(size = 15)",
      "execution_count": 101,
      "outputs": [
        {
          "data": {
            "text/plain": "(array([   0.,  200.,  400.,  600.,  800., 1000., 1200., 1400.]),\n <a list of 8 Text yticklabel objects>)"
          },
          "execution_count": 101,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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FpKQk2/j27dtt3xxQkLw7Q7Zv367MzEyH+69Xr54iIyMlXf/mgxvfrL9jxw4NHz5ckvTKK69w2z8A4Lbwwj8AwH3LYrHol19+0YsvvqgXX3xRtWvXlp+fn9LT05WcnGy71f+NN96wXZ2XpObNm6tPnz5auHChOnfurHr16snb21u7d++Wp6enpk6dqpEjRzrUyyeffKL09HStXLlSzZo1U82aNVW1alVlZmbq4MGDtlCdd1fBlStXNHv2bM2ePVsVKlRQnTp1ZBiGDh8+rPPnz8vd3V0fffSRw7+T0aNHa9asWapRo4YaN26stLQ02y3xQ4cOVY8ePezqw8LC9Pnnn+u5557Tm2++qdjYWAUHB8vd3V0pKSm2Z+XHjh3rcC/F8dJLL+nf//636tWrp5CQEGVlZdm+2q9Hjx62dzbcyosvvqiPPvpIhw4dUnBwsBo0aKArV67owIEDatSokZ5++ml9+OGH+Y5r1qyZ6tevr19//VU1a9ZUUFCQ3N3dFRYWZvvKx1v56KOPlJiYqF27dikoKEghISHKycmxPQrQqVMnu3c9AABQElz5BwDct4YOHao1a9Zo9OjReuyxx3T16lXt3LlTJ06cUGBgoPr3768NGzboj3/8Y75jP/vsM7399tuqVauWkpOTdfLkSfXp00fbt29X06ZNHe7F29tby5cv12effaauXbsqMzNTO3bsUGpqqkJDQzV27Fht27bNdgW6fv36+vjjj9W3b1/5+fkpMTFRv/76q6pXr66XX35Ze/fuVbdu3RzuIygoSNu2bVOPHj109OhRpaSkqGnTppo9e7b+8pe/FHhMr169tHfvXo0YMUK1atXSgQMHtHfvXnl5ealXr16aN2+eoqOjHe6lOHx9fbVt2zb1799fp06dUlJSkho0aKBp06Zp0aJFtpcw3kq5cuW0ceNG9e/fX+XKldOBAwd05coVjRo1Slu2bCn0qruLi4v+85//qE+fPnJ1ddW2bdu0fv36Ah9FKIyfn5+2bNmid955Rw0bNlRiYqKSk5P10EMPKT4+XsuWLSvxVzcCAJDHYvD9LQAA3PcGDhyoefPm6dNPP9XAgQPvdDu3FBMTo9jYWE2cOJGr4gAAFANX/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHC/8AwAAAADA5NzudANmZbVa5efnd6fbAAAAAADcJ86cOaPLly8XOEf4dxI/Pz8dP378TrcBAAAAALhPBAQEFDrHM/8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHJud7oB3FmH5x12yrp1BtRxyroAAAAAAMdx5R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATO6uDP8ZGRkaM2aMunTpIj8/P1ksFsXExNjVXL16VR9++KEiIiIUEBAgLy8vNWzYUNHR0Tp37lyB68bHxys4OFhWq1W1a9dWbGyscnJy8tWdPn1aAwcOlK+vr7y8vNSyZUutXr3aGVsFAAAAAMDp7srwn5aWptmzZ+vy5cvq2bNngTVZWVmKiYlRYGCgpk+frmXLlmnIkCGaPXu2WrVqpaysLLv6yZMna8SIEYqMjNR3332noUOHasqUKRo2bJhd3eXLl9WxY0etXr1aM2bM0Ndff63KlSsrIiJC69evd9qeAQAAAABwFrc73UBBAgMDlZ6eLovFotTUVM2ZMydfjaenp5KSklSpUiXbWPv27VWzZk317dtXX331lZ577jlJ1z9MmDRpkoYMGaIpU6bYanNycjR+/HiNHDlSjRo1kiR98skn2r17tzZv3qyWLVtKksLDw9W0aVONGTNGP/zwg7O3DwAAAABAqborr/xbLBZZLJYia1xdXe2Cf56HH35YknTs2DHb2PLly5Wdna2oqCi72qioKBmGoSVLltjGFi9erAYNGtiCvyS5ubnpueee07Zt23TixIkS7QkAAAAAgDvlrgz/t2PNmjWSpMaNG9vGdu/eLUlq0qSJXW3VqlXl6+trm8+rDQ0Nzbdu3tiePXtKvWcAAAAAAJzJVOH/xIkTio6OVosWLfT444/bxtPS0mS1WlW2bNl8x/j4+CgtLc2u1sfHp8C6vPmCfPjhhwoICLD9XLx48Xa3AwAAAABAqTBN+D979qy6d+8uwzD0xRdfyMXFfmtFPUZw85wjtXlGjRql48eP2368vb0d6B4AAAAAAOcxRfhPT09X586ddeLECa1cuVJ16tSxm69UqZKys7OVmZmZ79izZ8/aXemvVKlSgVf3z549K0kF3hUAAAAAAMDd7J4P/+np6erUqZOSkpK0cuXKAp/Xz3vWf9euXXbjJ0+eVGpqqkJCQuxqb6678dgbawEAAAAAuBfc0+E/L/gfPnxYK1as0IMPPlhgXUREhDw8PJSQkGA3npCQIIvFop49e9rGevXqpf3799t9pV9ubq7mz5+vRx55RNWqVXPKXgAAAAAAcBa3O91AYb799ltdunRJGRkZkqS9e/dq4cKFkqTu3bvLYrGoa9eu+u9//6vp06crNzdXW7dutR3v5+enunXrSrp+q/748eP19ttvy8fHR126dNH27dsVExOjwYMHq1GjRrbjBg0apJkzZ6pv376aOnWq/P39NWvWLB04cECrVq36DX8DAAAAAACUDothGMadbqIgtWrVUnJycoFzSUlJkqTatWsXevyAAQPyXemPi4vTzJkzdeTIEVWpUkVRUVEaN26cypQpY1d36tQpjRkzRkuXLlVmZqbCwsL07rvvqlOnTsXuPyAgQMePHy92/Z1yeN5hp6xbZ0CdWxcBAAAAAEpNUTn0rg3/9zrCP+EfAAAAAH5LReXQe/qZfwAAAAAAcGuEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJgc4R8AAAAAAJMj/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRH+AQAAAAAwOcI/AAAAAAAmR/gHAAAAAMDkCP8AAAAAAJjcXRn+MzIyNGbMGHXp0kV+fn6yWCyKiYkpsHbHjh3q1KmTvL29VaFCBUVGRurw4cMF1sbHxys4OFhWq1W1a9dWbGyscnJy8tWdPn1aAwcOlK+vr7y8vNSyZUutXr26NLcIAAAAAMBv5q4M/2lpaZo9e7YuX76snj17Flq3f/9+tW/fXleuXNGCBQs0d+5cJSYmqk2bNjpz5oxd7eTJkzVixAhFRkbqu+++09ChQzVlyhQNGzbMru7y5cvq2LGjVq9erRkzZujrr79W5cqVFRERofXr1ztlvwAAAAAAOJPbnW6gIIGBgUpPT5fFYlFqaqrmzJlTYN2ECRNktVq1dOlSlStXTpLUvHlz1a9fXx988IGmTZsm6fqHCZMmTdKQIUM0ZcoUSVL79u2Vk5Oj8ePHa+TIkWrUqJEk6ZNPPtHu3bu1efNmtWzZUpIUHh6upk2basyYMfrhhx+cvX0AAAAAAErVXXnl32KxyGKxFFmTm5urpUuXqnfv3rbgL13/4CA8PFyLFy+2jS1fvlzZ2dmKioqyWyMqKkqGYWjJkiW2scWLF6tBgwa24C9Jbm5ueu6557Rt2zadOHHidrcHAAAAAMBv6q4M/8Vx6NAhZWVlKTQ0NN9caGioDh48qOzsbEnS7t27JUlNmjSxq6tatap8fX1t83m1ha0pSXv27Cm1PQAAAAAA8Fu4Z8N/WlqaJMnHxyffnI+PjwzDUHp6uq3WarWqbNmyBdbmrZVXW9iaN573Zh9++KECAgJsPxcvXnR8UwAAAAAAOME9G/7zFPV4wI1zxa1ztDbPqFGjdPz4cduPt7d3oWsAAAAAAPBbumfDf6VKlSQVfCX+7NmzslgsqlChgq02OztbmZmZBdbeeKW/UqVKha4pFXynAQAAAAAAd7N7NvzXrVtXnp6e2rVrV765Xbt2qV69evLw8JD0f8/631x78uRJpaamKiQkxDbWpEmTQteUZFcLAAAAAMC94J4N/25uburRo4cWLVqkjIwM2/jRo0e1du1aRUZG2sYiIiLk4eGhhIQEuzUSEhJksVjUs2dP21ivXr20f/9+u6/0y83N1fz58/XII4+oWrVqztsUAAAAAABO4HanGyjMt99+q0uXLtmC/d69e7Vw4UJJUvfu3eXl5aXY2Fg99NBDevzxxxUdHa3s7GxNmDBBvr6+ev31121r+fj4aPz48Xr77bfl4+OjLl26aPv27YqJidHgwYPVqFEjW+2gQYM0c+ZM9e3bV1OnTpW/v79mzZqlAwcOaNWqVb/tLwEAAAAAgFJgMQzDuNNNFKRWrVpKTk4ucC4pKUm1atWSJP30008aO3astmzZIjc3N3Xo0EEffPCB6tatm++4uLg4zZw5U0eOHFGVKlUUFRWlcePGqUyZMnZ1p06d0pgxY7R06VJlZmYqLCxM7777rjp16lTs/gMCAnT8+PHib/gOOTzvsFPWrTOgjlPWBQAAAAAUrKgceteG/3sd4Z/wDwAAAAC/paJy6D37zD8AAAAAACieu/aZf5jPogMpTlk3skFVp6wLAAAAAGbBlX8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEzO7U43ADhN0iLnrFs70jnrAgAAAICTcOUfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJud2pxsAzOB8bKxT1i0/caJT1gUAAABwf+HKPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAMVeV1gAACAASURBVGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYHOEfAAAAAACTI/wDAAAAAGByhH8AAAAAAEyO8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5NxKeuDp06eVnJysM2fOKCsrS76+vvLz81ODBg3k6upamj0CAAAAAIDb4FD4X7lypb744gt9//33OnToUIE1Xl5eevTRR9W1a1c9//zzqly5cqk0CgAAAAAASuaW4T87O1vx8fH66KOPlJycLMMwJEmenp7y9/eXj4+PPD09dfbsWZ09e1anT5/W6tWrtWbNGo0bN06PP/643nrrLTVv3tzpmwEAAAAAAPkVGf7nzp2riRMn6sSJE7JarXriiSf0+OOP6+GHH1bjxo3l4pL/lQFnz57Vtm3btHHjRi1YsECLFy/WkiVL9NRTT2nq1KkKDAx02mYAAAAAAEB+RYb/wYMHq06dOvrrX/+qfv36qVy5crdc0MfHRxEREYqIiNCkSZP0008/KS4uTp9//rkaNmyoCRMmlFrzwP1qSXq6U9btWbGiU9YFAAAAcGcVGf7nzZunZ5555rZe4Ne8eXPNmzdPMTExOn78eInXAQAAAAAAJVNk+H/++edL7US1a9dW7dq1S209AAAAAABQPPkf2gcAAAAAAKbi0Ff93cqFCxf07bff6n//+5+aNWumdu3alebyAAAAAACgBBy+8v/FF1+oWbNmmjNnjt34/v37FRISomeeeUZvvPGGOnTooIEDB5ZWn4X673//q549e6patWry8vJScHCw3nnnHWVmZtrV7dixQ506dZK3t7cqVKigyMhIHT58uMA14+PjFRwcLKvVqtq1ays2NlY5OTlO3wsAAAAAAM5QovD/888/q23btnbjI0eO1PHjx1WnTh09+eST8vb21j/+8Q8tW7as1Jq92d69e/XYY4/pyJEjmj59upYuXap+/frpnXfe0e9//3tb3f79+9W+fXtduXJFCxYs0Ny5c5WYmKg2bdrozJkzdmtOnjxZI0aMUGRkpL777jsNHTpUU6ZM0bBhw5y2DwAAAAAAnMnh2/5//vln+fj4KCgoyDaWkpKilStXqmbNmtq1a5c8PDz0/fffq3379po5c6a6d+9eqk3n+ec//6ns7Gx99dVXqlu3riSpQ4cOSklJ0ezZs5Wenq6KFStqwoQJslqtWrp0qe3rCps3b6769evrgw8+0LRp0yRJaWlpmjRpkoYMGaIpU6ZIktq3b6+cnByNHz9eI0eOVKNGjZyyFwAAAAAAnMXhK/9nzpxRzZo17cbWrl0rwzD0zDPPyMPDQ5LUtm1bBQYGat++faXTaQHKlCkjSSpfvrzdeIUKFeTi4iJ3d3fl5uZq6dKl6t27ty34S1JgYKDCw8O1ePFi29jy5cuVnZ2tqKgou/WioqJkGIaWLFnitL0AAAAAAOAsDof/K1eu6OrVq3ZjGzZskMViUXh4uN145cqVlZKScnsdFmHAgAGqUKGC/vCHP+jw4cPKyMjQ0qVL9be//U3Dhg1T2bJldejQIWVlZSk0NDTf8aGhoTp48KCys7MlSbt375YkNWnSxK6uatWq8vX1tc0DAAAAAHAvcfi2/+rVq+vQoUPKzMyUl5eXpOtXzN3c3NSqVSu72oyMjHxX5UtTrVq1tGXLFvXq1ct2278kDR8+XNOnT5d0/VZ+SfLx8cl3vI+PjwzDUHp6uqpWraq0tDRZrVaVLVu2wNq8tQAAAAAAuJc4fOW/U6dOyszM1Kuvvqrdu3crJiZGycnJ6tChg+3DAEnKysrSr7/+qho1apRqwzc6cuSIevTooUqVKmnhwoVav3693n//fSUkJGjw4MF2tRaLpdB1bpwrbt3NPvzwQwUEBNh+Ll686MBOAAAAAABwHoev/I8bN06LFi1SQkKCEhISZBiGypQpo9jYWLu6b775Rrm5uWrTpk2pNXuz6OhoXbhwQTt37rRdrW/btq18fX01aNAg9e/fX1WqVJGkAq/anz17VhaLRRUqVJAkVapUSdnZ2XZ3NdxY27x580J7GTVqlEaNGmX794CAgNveHwAAAAAApcHhK/81a9bUjz/+qKFDh6pLly4aPHiwtm3bpocfftiubt26dWratKmefPLJUmv2Zjt37lSjRo3y3ab/0EMPSbr+DH/dunXl6empXbt25Tt+165dqlevnu0lhXnP+t9ce/LkSaWmpiokJMQZ2wAAAAAAwKkcvvIvXX9Tfnx8fJE1s2bNKlFDjqhWrZp2796tixcvytvb2za+ZcsWSdevvru5ualHjx5atGiR3n//fT3wwAOSpKNHj2rt2rV67bXXbMdFRETIw8NDCQkJeuSRR2zjCQkJslgs6tmzp9P3BAAAAABAaStR+L9bjBw5Uj179lTnzp312muvydfXV1u3btV7772nRo0aqVu3bpKk2NhYPfTQQ3r88ccVHR2t7OxsTZgwQb6+vnr99ddt6/n4+Gj8+PF6++235ePjoy5dumj79u2KiYnR4MGD1ahRozu1VQAAAAAASuy2w396erouXrwowzAKralZs+btnqZATzzxhFavXq2pU6dqxIgROn/+vGrUqKGXXnpJb775ptzd3SVJwcHBWrduncaOHas+ffrIzc1NHTp00AcffCA/Pz+7NceNG6cHHnhAM2fO1AcffKAqVaooOjpa48aNc8oeAAAAAABwthKF/8TERMXExGj58uU6f/58kbUWi0W5ubklaq44wsPDFR4efsu65s2ba9WqVcVac/jw4Ro+fPjttgYAAAAAwF3B4fC/c+dOtWvXzna138PDQ35+fnJxcfjdgQAAAAAA4DfgcPh/6623lJGRoY4dO+rPf/4zb8AHAAAAAOAu53D437x5s7y9vbVkyZJ8X7EHAAAAAADuPg7fq3/t2jU1aNCA4A8AAAAAwD3C4fAfFhamlJQUZ/QCAAAAAACcwOHw/+abbyolJUX/+Mc/nNEPAAAAAAAoZQ6H/27dumnWrFkaOnSoXnvtNe3evVtZWVnO6A0AAAAAAJQCh1/45+rqavvnuLg4xcXFFVlvsViUm5vreGcAAAAAAKBUOBz+DcNwaj0AAAAAAChdDof/a9euOaMPAAAAAADgJA4/8w8AAAAAAO4thH8AAAAAAEzO4dv+b7Ru3TqtWLFCiYmJysjI0AMPPKCgoCB17dpV7dq1K60eAQAAAADAbShR+D9y5IieeeYZ/fDDD5LsX+pnsVg0bdo0tWzZUvPnz1etWrVKpVEAAAAAAFAyDof/9PR0hYeHKzk5We7u7urdu7caN26sypUr69SpU9qzZ4+++uorbd68WR06dNBPP/2kihUrOqN3AAAAAABQDA6H/2nTpik5OVmtW7fWv/71L1WrVi1fzR//+Ef169dPmzZt0vvvv6/33nuvVJoFAAAAAACOc/iFf19//bWsVqsWLlxYYPCXpGrVqunLL79UmTJltHjx4ttuEgAAAAAAlJzD4T85OVkhISHy9/cvsq5y5coKCQnR0aNHS9wcAAAAAAC4fQ6Hf6vVqnPnzhWr9sKFC7JarQ43BQAAAAAASo/D4T80NFSHDx/WmjVriqxbs2aNDh48qKZNm5a4OQAAAAAAcPscDv9DhgyRYRiKjIxUfHy8srKy7OYzMzMVFxen3r17y2KxaMiQIaXWLAAAAAAAcJzDb/t/7rnn9O233+rzzz/XyJEjFR0drZo1a8rf31+nT5/W0aNHlZ2dLcMw9Oyzz+rZZ591Rt8AAAAAAKCYHL7yL0mfffaZ4uLiFBAQoKysLB04cEAbNmzQgQMHlJWVpRo1aig+Pl7/+Mc/SrtfAAAAAADgIIev/Od55ZVX9Morr2jfvn1KTEzUxYsX5e3traCgIDVs2LA0ewQAAAAAALehxOE/T8OGDQn7gInNSJ/hlHVHVBzhlHUBAAAA5Fei2/4BAAAAAMC9o8gr/99//70kycvLSy1atLAbc0Tbtm1L0BoAAAAAACgNRYb/9u3by2KxqEGDBtq7d6/dWHFZLBbl5ubeXpcAAAAAAKDEigz/bdu2lcViUc2aNfONAQAAAACAe0OR4X/dunXFGgMAAAAAAHcvXvgHAAAAAIDJEf4BAAAAADA5wj8AAAAAACZX5DP/rq6ut30C3vYPAAAAAMCdVWT4Nwzjtk9QGmsAAAAAAICSKzL8X7t27bfqAwAAAAAAOAnP/AMAAAAAYHKEfwAAAAAATI7wDwAAAACAyRX5zH+HDh0kSYGBgfr000/txorLYrFo9erVJWwPAAAAAADcriLD/7p16yRJwcHB+caKy2KxONwUAAAAAAAoPUWG/7Vr10qSvLy88o0BAAAAAIB7Q5Hhv127dsUaAwAAAAAAdy9e+AcAAAAAgMkR/gEAAAAAMLkib/svynfffafly5fr8OHDunjxogzDKLCOt/0DAAAAAHBnORz+L1y4oJ49e2r9+vWFBv4b8bZ/AAAAAADuLIfD/9ixY7Vu3Tr5+PjoxRdf1IMPPig/Pz9CPgAAAAAAdymHw/+iRYtUpkwZrV+/Xo0bN3ZGTwAAAAAAoBQ5/MK/S5cuqUGDBgR/AAAAAADuEQ6H/+DgYGVlZTmjFwAAAAAA4AQOh/9hw4bp0KFDWrdunRPaAQAAAAAApc3h8B8VFaVXX31VkZGRio+P18WLF53RFwAAAAAAKCUOv/BPkt5//30dO3ZMI0eO1MiRI+Xn5ycvL68Cay0Wiw4dOnRbTQIAAAAAgJJzOPyfOnVKnTp10t69e2UYhiTp9OnThdbzFYAAAAAAANxZDof/sWPHas+ePapXr55Gjx6tsLAw+fn5EfIBAAAAALhLORz+ly9fLg8PD61bt07VqlVzRk8AAAAAAKAUOfzCv0uXLik4OJjgDwAAAADAPcLh8N+kSROlpaU5oxcAAAAAAOAEDof/0aNH69ixY1qwYIEz+gEAAAAAAKXM4fDfq1cvxcXFafDgwXr99de1Z88eZWdnO6M3AAAAAABQChx+4Z+rq6vtn6dPn67p06cXWW+xWJSbm+t4ZwAAAAAAoFQ4HP4Nw3BqPQAAAAAAKF0Oh/9r1645ow8AAAAAAOAkDj/zDwAAAAAA7i2EfwAAAAAATK7I8J+ZmVmqJyvt9QAAAAAAwK0VGf5r1aqladOm6eLFi7d1ks2bNysiIkJ/+tOfbmsdAAAAAADguCLDf506dfTmm2+qRo0aeuGFF7Ry5UpdvXq1WAv/73//05///Ge1aNFCbdq00caNGxUSElIqTQMAAAAAgOIr8m3/W7du1Zdffqlx48bp008/VUJCgjw8PPTggw+qefPmqlq1qnx8fGS1WnXu3DmdPXtW+/bt048//qjk5GQZhiE3NzcNHjxYsbGxqlKlym+1LwAAAAAA8P/d8qv++vbtqz59+mj58uWaPXu2li1bps2bN2vz5s2yWCz56g3DkCTVrl1bgwYN0qBBg1S1atXS7xwAAAAAABTLLcO/JFksFnXr1k3dunVTZmamtmzZos2bNys5OVmpqanKzs6Wj4+P/P39FRYWptatW6tevXrO7h0AAAAAABRDscL/jby8vNSxY0d17NjRGf0AAAAAAIBSVuQL/wAAAAAAwL2P8A8AAAAAgMkR/gEAAAAAMDnCPwAAAAAAJkf4BwAAAADA5Aj/AAAAAACYnCnC/8aNG9W9e3dVrFhRnp6eql+/vt599127mlWrVqlly5by8vKSr6+vBg4cqNOnT+dbKycnR7GxsapVq5asVquCg4MVHx//W20FAAAAAIBSd8+H/3/+859q166dypcvr7///e9atmyZxo4dK8MwbDXr169Xt27dVLlyZX399deaMWOGVq1apY4dO+ry5ct26w0dOlTvvfeehg0bpu+++069evXSiBEjNGXKlN96awAAAAAAlAo3Zyyanp6uihUrOmNpOydOnNCLL76ol156SbNmzbKNh4eH29WNHj1aQUFBWrhwodzcrm+5du3aatWqlebOnas//OEPkqQ9e/bok08+0eTJkzV69GhJUvv27ZWWlqZJkybp5Zdflo+Pj9P3BQAAAABAaXL4yv+BAwcUFxenjRs32o1fuXJFw4cPl7e3t3x9fVW3bl2tWLGi1BotyJw5c3Tp0iWNHTu20JoTJ05o+/btev75523BX5Iee+wxBQUFafHixbaxJUuWyDAMRUVF2a0RFRWlrKwsLV++vPQ3AQAAAACAkzkc/mfOnKnXXntNFy5csBuPiYnRX/7yF2VmZsowDCUlJenJJ59UUlJSqTV7s++//14+Pj7av3+/wsLC5ObmJn9/f7388su2/nbv3i1JCg0NzXd8aGiobT6v1s/PT1WqVMlXd+NaAAAAAADcSxwO/+vXr5eHh4ciIiJsY5cvX9asWbNktVr13Xff6dy5c3rjjTd0+fJl/elPfyrVhm904sQJZWZmqm/fvnr66ae1atUqjR49Wn//+9/VvXt3GYahtLQ0SSrwdn0fHx/bvCSlpaUVWFe2bFm5u7vb1d7sww8/VEBAgO3n4sWLpbBDAAAAAABun8PP/KekpKhGjRpycfm/zw02btyoCxcu6Pe//706d+4sSZo0aZI+/vhjrV+/vvS6vcm1a9eUnZ2tiRMnKjo6WtL1Z/Td3d01cuRIrV692lZrsVgKXOPm8cLqbjU3atQojRo1yvbvAQEBxdoDAAAAAADO5vCV/3Pnzql8+fJ2Yxs2bJDFYlG3bt1sY+7u7qpTp46OHj16+10WolKlSpKkrl272o3n9bFjxw5bTUFX7c+ePWt3pb9SpUoF1l26dElXrlzhZX8AAAAAgHuSw+G/fPnyOn78uN3Y2rVrJUlt27a1Gy/qSnlpKOg5fkm2r/lzcXFRSEiIJGnXrl356nbt2mWbl6QmTZrozJkzOnnyZL46SXa1AAAAAADcKxwO/82aNdPJkyf1zTffSJJ++eUXbdq0SfXr11fNmjXtag8fPqyqVauWTqcF6N27tyTp22+/tRtftmyZJOnRRx9V9erV9fDDD2v+/Pm6evWqrWbr1q06cOCAIiMjbWNPPvmkLBaL5s2bZ7deQkKCPD097d5zAAAAAADAvcLhZ/5feeUVrVy5Un369FGTJk2UmJgowzA0bNgwu7off/xR586dU5cuXUqt2Zt16dJFPXr00DvvvKNr167p0Ucf1Y8//qjY2Fg9/vjjat26tSRp2rRp6ty5s/r27auhQ4fq9OnTio6OVkhIiN3X+jVu3FgvvPCCJk6cKFdXVz300ENasWKFZs+erUmTJnHbPwAAAADgnuTwlf8ePXooLi5O3t7e2rFjh3JycvTGG2/o1VdftaubM2eOJDk1/EvSF198oZEjR2r27Nnq1q2bPvroI7322mtauHChraZ9+/ZatmyZUlJS1KNHD7366qsKDw/X6tWrZbVa7dabNWuWoqOjFR8fry5dumjhwoWaMWOG3nrrLafuAwAAAAAAZ7EYeQ/IO+jq1atKTU2Vn5+f3Zv/8+zbt09XrlxR/fr15eXldduN3msCAgLyvRvhbnR43mGnrFtnQJ18Y4sOpDjlXJENCnm0JGmRU86n2pH5hs7HxjrlVOUnTixwfEl6ulPO17NixXxjM9JnOOVcIyqOcMq6AAAAwP2qqBzq8G3/eVxdXVW5cuVC5xs2bFjSpQEAAAAAQCkqcfiXpGPHjmnDhg06ceKEsrKyNGHCBNtcTk6ODMOQu7v7bTcJAAAAAABKrkThPzU1VcOGDdNXX32lG58auDH8R0VF6fPPP9e2bdvUvHnz2+8UAAAAAACUiMMv/MvIyFC7du305Zdfqnr16ho4cKCqV6+er27w4MEyDEOLFjnpuWsAAAAAAFAsDof/999/X/v27VPv3r21f/9+ffLJJwoMDMxX17ZtW3l6emrt2rWl0igAAAAAACgZh8P/woULZbVaNWfOHHl6eha+sIuL6tWrp6NHj95WgwAAAAAA4PY4HP6PHDmioKAglS9f/pa1Xl5eSk1NLVFjAAAAAACgdDgc/j08PJSRkVGs2pSUlGJ9SAAAAAAAAJzH4fDfuHFjHTt2TMnJyUXW7dy58/+xd+fhUVTZw8dPVVZIQkKASFhMwiayb4KCYZdBENmRHaKAyr46agiSkUURGRFBR9kHARERARWBsDiCrIoDDIjsIiAhrCFAEjjvH7zpH003kO5OAim/n+fpB3Lr9j23kurqOrXcK8eOHWOkfwAAAAAA7jOXk/+uXbvK9evXpU+fPpKSkuK0zrlz5+SFF14QwzCke/fuHncSAAAAAAC4z9vVN/Tu3VsWLFggq1evlooVK0r79u3lzz//FBGRmTNnyu7du2XevHly5swZadKkiXTs2DHLOw0AAAAAADLP5eTfy8tLVqxYIX369JHPPvtM3nnnHVFVEbl5YiDj/x06dJAZM2ZkbW8BAAAAAIDLXE7+RUSCgoJkwYIF8vrrr8uXX34pu3btkgsXLkhgYKCUK1dOWrduzbP+AAAAAAA8INxK/jNUrFhRKlasmFV9AQAAAAAA2cDlAf8AAAAAAEDuQvIPAAAAAIDF3fW2/xIlSngcwDAMOXjwoMftAAAAAAAA99w1+T9y5IjHAQzD8LgNAAAAAADgvrsm/4cPH86pfgAAAAAAgGxy1+Q/IiIip/oBAAAAAACyCQP+AQAAAABgcST/AAAAAABY3F1v+7+bw4cPy2effSa//PKLnD17VtLS0pzWMwxDEhIS3O4gAAAAAADwjFvJ/zvvvCOxsbGSnp5uG81fVW3Lby1jtH8AAAAAAO4vl2/7/+abb+Tvf/+7FCpUSKZPny7ly5cXEZHVq1fLzJkzZdCgQRIQECD+/v4yefJkWbt2bZZ3GgAAAAAAZJ7LV/6nTJkihmHIokWLpE6dOjJr1iwREWnUqJGtzsiRI6Vt27YSFxcn27Zty7reAgAAAAAAl7l85X/Hjh0SHh4uderUuWOdAgUKyIIFCyQlJUXi4+M96iAAAAAAAPCMy8n/xYsXpWjRoraf/f39beW3Cg8PlwoVKsi6des87CIAAAAAAPCEy8l/WFiYXaIfFhYmIiK//vqrQ93k5GRJSkryoHsAAAAAAMBTLif/JUuWlBMnTth+rlWrlqiqfPjhh3b1EhIS5MCBA3Z3CQAAAAAAgJzncvLftGlTSU5Otg3k17lzZwkODpY5c+bIk08+KSNGjJDu3btL8+bNxTAM6datW5Z3GgAAAAAAZJ7Lo/136NBBDhw4IGfPnhURkYIFC8pnn30mHTt2lE2bNsmmTZtsddu1aycjR47Mut4CAAAAAACXuZz8R0VFySeffGJX1qRJEzl8+LB8++23cuTIEcmTJ49ER0dLtWrVsqyjAAAAAADAPS4n/3cSHBwsHTt2zKrmAAAAAABAFnH5mX8AAAAAAJC7ZEnyv3//fnnxxRelatWqUr58eWnVqpUsW7YsK5oGAAAAAAAeumfyv2rVKgkLC5MWLVo4Xb5hwwapVq2aTJ8+XX755RfZu3evLFu2TFq3bi2vvvpqlncYAAAAAAC45p7J/5o1ayQpKUk6dOjgsCw1NVV69OghKSkpkjdvXhkxYoR8+OGH0rVrVxEReeedd+xG/wcAAAAAADnvngP+bdy4UQzDkJYtWzosW7p0qRw7dkxM05TvvvtOateuLSIiL774okRGRsqYMWNk+vTptnIAAAAAAJDz7nnl//jx41KyZEnJly+fw7KVK1eKiEj9+vUdEvxhw4aJr68vV/4BAAAAALjP7pn8JyYmSmhoqNNlP/74oxiGIc2aNXNYFhwcLBEREfLHH3943ksAAAAAAOC2eyb/pmnK6dOnHcovXrwo+/fvFxGRWrVqOX1v/vz5JT093cMuAgAAAAAAT9wz+Y+KipLff/9djh8/ble+Zs0aUVXx9fWVGjVqOH1vYmKiFC5cOGt6CgAAAAAA3HLP5P+pp56S9PR06devn1y9elVEbl71Hz9+vBiGIY0bNxY/Pz+H9509e1YOHz4sxYoVy/peAwAAAACATLtn8j9kyBAJCgqSFStWSHh4uNSqVUsiIyPlp59+EhGR4cOHO33fkiVLRESkTp06WdhdAAAAAADgqnsm/8WLF5cvv/xSQkND5cKFC7Jt2zY5f/68GIYhY8aMkXr16jl93wcffCCGYcjTTz+d5Z0GAAAAAACZ552ZSg0bNpRDhw7JN998I4cOHZJ8+fJJkyZNpHTp0k7rJyUlSUxMjBiGIU8++WSWdhgAAAAAALgmU8m/iEhQUJA899xzmapboEABGTRokNudAgAAAAAAWeeet/0DAAAAAIDcjeQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALI7kHwAAAAAAiyP5BwAAAADA4kj+AQAAAACwOJJ/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALI7kHwAAAAAAiyP5BwAAAADA4kj+AQAAAACwOJJ/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIuzXPI/ffp0MQxDAgMDHZb99NNP/wAAxwAAIABJREFU0rhxYwkMDJSQkBBp06aNHDp0yGk7U6ZMkbJly4qfn59ERUVJfHy8pKWlZXf3AQAAAADIcpZK/v/44w8ZPny4FClSxGHZvn37pH79+pKamiqLFi2SmTNnyv79+yU6OloSExPt6o4dO1YGDRokbdq0ke+++0769u0r48aNk379+uXUqgAAAAAAkGW873cHstJLL70kdevWldDQUFm8eLHdslGjRomfn5+sWLFC8uXLJyIi1atXl9KlS8vEiRPl7bffFhGRpKQkGTNmjPTu3VvGjRsnIiL169eXtLQ0GTlypAwePFjKlSuXsysGAAAAAIAHLHPlf968ebJhwwaZNm2aw7L09HRZsWKFtG3b1pb4i4hERERIgwYN5Msvv7SVrVy5Uq5evSoxMTF2bcTExIiqytKlS7NvJQAAAAAAyAaWSP5Pnz4tgwcPlrfeekuKFSvmsPzgwYNy5coVqVSpksOySpUqyYEDB+Tq1asiIrJ7924REalYsaJdvfDwcClYsKBtOQAAAAAAuYUlkv++ffvKI488Ii+//LLT5UlJSSIiEhoa6rAsNDRUVFXOnTtnq+vn5ycBAQFO62a0BQAAAABAbpHrn/n/4osvZPny5fLzzz+LYRh3rXu35bcuy2y9W02aNEkmTZpk+zk5OfmufQEAAAAAIKfk6iv/ycnJ0q9fPxkwYIAUKVJEzp8/L+fPn5fU1FQRETl//rxcvnxZChQoICLi9Kr92bNnxTAMCQkJERGRAgUKyNWrVyUlJcVpXWd3D4iIDB06VI4fP257OZtqEAAAAACA+yFXJ/9nzpyRP//8U959913Jnz+/7bVgwQK5fPmy5M+fX7p06SIlS5aUPHnyyK5duxza2LVrl5QqVUr8/f1F5P+e9b+97qlTp+TMmTNSoUKF7F8xAAAAAACyUK6+7b9w4cKybt06h/K33npLNmzYIN9++60ULFhQvL29pUWLFrJkyRKZMGGCBAUFiYjIsWPHZN26dTJkyBDbe5s2bSr+/v4ye/ZsqVWrlq189uzZYhiGtGrVKvtXDAAAAACALJSrk39/f3+pX7++Q/ns2bPFy8vLbll8fLw89thj8swzz8irr74qV69elVGjRknBggVl2LBhtnqhoaEycuRIiYuLk9DQUGnSpIls27ZNRo8eLb169ZJy5crlwJoBAAAAAJB1cvVt/64oW7asrF+/Xnx8fKRdu3bSs2dPKVWqlHz//fdSqFAhu7qxsbHy3nvvyeLFi6VJkyYyZcoUefXVV2Xq1Kn3qfcAAAAAALgvV1/5v5PZs2fL7NmzHcqrV68ua9asyVQbAwcOlIEDB2ZxzwAAAAAAyHl/mSv/AAAAAAD8VZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFkfyDwAAAACAxZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFkfyDwAAAACAxZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBx3ve7AwBwq8ufxmRLuwFdZmVLuwAAAEBuwJV/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALM77fncAAO6Xr46ezJZ2W0aEZ0u7AAAAgLu48g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFkfyDwAAAACAxZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAW532/OwAAfxWH5hzKlnZL9CiRLe0CAADAOrjyDwAAAACAxZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABbnfb87AADIekt+PZkt7bZ5JNyx8PCSbIklUW2yp10AAIC/IJJ/AECuciE+PlvaDX7jjWxpFwAA4EHAbf8AAAAAAFgcV/4BALiDpefOZUu7rfLnz5Z2AQAA7oQr/wAAAAAAWBxX/gEAeEBMPjc5W9odlH9QtrQLAAByD678AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFkfyDwAAAACAxXnf7w4AAICcd/nTmGxpN6DLrGxpFwAAeIYr/wAAAAAAWBzJPwAAAAAAFperk/+1a9fK888/L2XLlpWAgAApWrSotGzZUnbs2OFQ96effpLGjRtLYGCghISESJs2beTQoUNO250yZYqULVtW/Pz8JCoqSuLj4yUtLS27VwcAAAAAgGyRq5P/Dz/8UI4cOSKDBg2Sb775RiZPniynT5+Wxx9/XNauXWurt2/fPqlfv76kpqbKokWLZObMmbJ//36Jjo6WxMREuzbHjh0rgwYNkjZt2sh3330nffv2lXHjxkm/fv1yevUAAAAAAMgSuXrAv6lTp0pYWJhdWdOmTaVUqVIybtw4adiwoYiIjBo1Svz8/GTFihWSL18+ERGpXr26lC5dWiZOnChvv/22iIgkJSXJmDFjpHfv3jJu3DgREalfv76kpaXJyJEjZfDgwVKuXLkcXEMAAAAAADyXq6/83574i4gEBgZKuXLl5PfffxcRkfT0dFmxYoW0bdvWlviLiEREREiDBg3kyy+/tJWtXLlSrl69KjEx9iMgx8TEiKrK0qVLs2lNAAAAAADIPrk6+XfmwoUL8tNPP0n58uVFROTgwYNy5coVqVSpkkPdSpUqyYEDB+Tq1asiIrJ7924REalYsaJdvfDwcClYsKBtOQAAAAAAuYnlkv9+/frJ5cuXJTY2VkRu3sovIhIaGupQNzQ0VFRVzp07Z6vr5+cnAQEBTutmtAUAAAAAQG6Sq5/5v11cXJx8+umnMmXKFKlevbrdMsMw7vi+W5dltt7tJk2aJJMmTbL9nJycnJkuAwDwl/DV0ZPZ0m7LiHCHskNznM/m46kSPUpkS7sAAOQEy1z5j4+PlzFjxsjYsWOlf//+tvICBQqIiDi9an/27FkxDENCQkJsda9evSopKSlO6zq7eyDD0KFD5fjx47ZXYGCgp6sEAAAAAECWsETyHx8fL6NHj5bRo0fL66+/bresZMmSkidPHtm1a5fD+3bt2iWlSpUSf39/Efm/Z/1vr3vq1Ck5c+aMVKhQIZvWAAAAAACA7JPrk/8333xTRo8eLSNHjpQ33njDYbm3t7e0aNFClixZIpcuXbKVHzt2TNatWydt2rSxlTVt2lT8/f1l9uzZdm3Mnj1bDMOQVq1aZdt6AAAAAACQXXL1M//vvvuujBo1Spo2bSrNmzeXzZs32y1//PHHReTmnQGPPfaYPPPMM/Lqq6/K1atXZdSoUVKwYEEZNmyYrX5oaKiMHDlS4uLiJDQ0VJo0aSLbtm2T0aNHS69evaRcuXI5un4AAAAAAGSFXJ38L1++XEREVq5cKStXrnRYrqoiIlK2bFlZv369/P3vf5d27dqJt7e3NGzYUCZOnCiFChWye09sbKwEBQXJ1KlTZeLEiVK4cGF59dVXbbMHAAAAAACQ2+Tq5H/9+vWZrlu9enVZs2ZNpuoOHDhQBg4c6GavAAAAAAB4sOT6Z/4BAAAAAMDdkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFkfyDwAAAACAxZH8AwAAAABgcST/AAAAAABYHMk/AAAAAAAWR/IPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFud9vzsAAACQmy359WS2tNvmkfBsaRcA8NfElX8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALI7kHwAAAAAAiyP5BwAAAADA4kj+AQAAAACwOJJ/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALI7kHwAAAAAAiyP5BwAAAADA4rzvdwcAAACQSYeXZE+7UW2yp10AwAODK/8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFsdUfwAAAHDqQnx8trQb/MYb2dIuAODOuPIPAAAAAIDFkfwDAAAAAGBxJP8AAAAAAFgcyT8AAAAAABZH8g8AAAAAgMWR/AMAAAAAYHEk/wAAAAAAWBzJPwAAAAAAFud9vzsAAAAALD13LlvabZU/f7a0CwC5DVf+AQAAAACwOJJ/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO5B8AAAAAAIsj+QcAAAAAwOJI/gEAAAAAsDiSfwAAAAAALI7kHwAAAAAAiyP5BwAAAADA4rzvdwcAAACAnDT53ORsaXdQ/kHZ0i4AZAWu/AMAAAAAYHFc+QcAAACy0eVPY7Kl3YAus7KlXQDWxJV/AAAAAAAsjuQfAAAAAACLI/kHAAAAAMDiSP4BAAAAALA4kn8AAAAAACyO0f4BAAAAi/jq6MlsabdlRHi2tAsg53DlHwAAAAAAiyP5dyI5OVkGDx4sRYoUEX9/f6lSpYosXLjwfncLAAAAAAC3cNu/E23atJFt27bJW2+9JWXKlJH58+dLp06d5MaNG9K5c+f73T0AAAAAAFxC8n+bb775RlavXm1L+EVEGjRoIEePHpURI0bIc889J15eXve5lwAAAAAAZB63/d/myy+/lMDAQGnfvr1deUxMjJw4cUK2bNlyn3oGAAAAAIB7uPJ/m927d8ujjz4q3t72v5pKlSrZlteuXft+dA0AAAB4oByacyhb2i3Ro0S2tAv8lRmqqve7Ew+SMmXKSIkSJWTlypV25SdPnpQiRYrIuHHj5LXXXnN436RJk2TSpEm2n0+dOiWFCxfO9v7mpOTkZAkMDLRcrJyOx7rlznisW+6LldPxWLfcGY91y53xrBorp+OxbrkzHuuW+2LlpMTERLl27ZrTZVz5d8IwDJeXDR06VIYOHZpdXXogFCtWTI4fP265WDkdj3XLnfFYt9wXK6fjsW65Mx7rljvjWTVWTsdj3XJnPNYt98V6UPDM/20KFCggSUlJDuVnz54VEZHQ0NCc7hIAAAAAAB4h+b9NxYoVZe/evZKenm5XvmvXLhERqVChwv3oFgAAAAAAbvMaPXr06PvdiQeJt7e3zJo1S8qXL2+X6I8YMUJSUlLk3XffFdP8654zeeKJJywZK6fjsW65Mx7rlvti5XQ81i13xmPdcmc8q8bK6XisW+6Mx7rlvlgPAgb8c6JJkyayfft2efvtt6VUqVKyYMEC+eSTT2TevHnSpUuX+909AAAAAABcQvLvRHJyssTGxsqiRYvk7NmzUrZsWXnttdekY8eO97trAAAAAAC4jOQfAAAAAACL++s+vA4AAAAAwF8EyT8AAAAAABZH8g8AAAAAucClS5fk9OnTcuPGjfvdFeRCJP8ALGHv3r0yZMiQLGsvKSlJzp49m2Xt4f9cunRJLly4cL+7AeSI9PR0WbNmjUyZMkXGjx9vK09NTZWzZ88KQy85d+bMmRyL1aRJE5k3b16OxYP1JCYmytKlS+XLL7+UU6dOedRWUlKS/O9//3PYN8ydO1ceffRRCQkJkfDwcAkJCZEXXnhBkpKSPIqHvxYG/MN9t2HDBlm7dq3s379fzp8/L4ZhSHBwsJQpU0YaNmwo9erVu99dzJQSJUqIYRiyZs0aiYqKkhIlSmTqfYZhyMGDB7O5dzln2bJlsnbtWlFVqVu3rrRt2zbbYl27dk0WLVokH3/8sWzatElERK5fv+5Rm1999ZUMGzZMDh8+LCIiJUuWlIkTJ8qzzz7rcX9dtWzZMomMjJRKlSp53Na1a9ckOjpagoKCZOXKleLj4+O0Xmpqqjz99NNy+fJl+c9//nPHeneTkpIiixcvlsTERKlRo4btM7xy5UoZMmSI7N+/X0REKleuLB988IHUrl3b/RV7wKSnp8vu3btFVaVChQpu/f4yIy0tTT788EPbZ61evXrSr18/8fPzy5Z4GbJym8xJK1askHPnzknHjh3vuu1/9tlnEhoaKs2bN8+SuGvWrJHnn39e/vjjD1FVMQzDto/68ccf5cknn5RPP/00V8wm9Pzzz991uWmaEhISIpUrV5ZWrVpJUFCQR/H8/f2lVatW0qdPH2nYsKFHbd2LaZoyevRoGTVqVLbGuZ927twpFy9elCeeeOKun4HNmzdLcHCwVK5cOYd7+GDbuXOnLFmyRNq0aSNVqlSxWzZjxgwZMGCAXLt2TUREvL29ZcKECTJo0CC3YvXo0UMSEhLk+PHjtrKxY8fKqFGjRFXF19dX8uXLZztBVqZMGdmyZYsEBwe7uXb2Ll++LIsXL5aNGzfKiRMnxDAMCQ8Plzp16ki7du0kICAgS+Lc7r///a/s3LnTobxs2bJSs2ZNt9tNSUmRvHnzuvSeH374QZ588km3Yz7QFLjNqVOndMmSJbps2TI9f/78HeutX79e4+Pj3Y6zdetWrVChgpqmqYZhOH2ZpqkVK1bUbdu2uR0nw/Xr1/Xzzz/XcePG6YoVK2zl586d0wEDBmjFihW1atWqGhcXp5cvX3a5/YiICI2MjNRDhw7Z/ZyZlydSUlL04MGDeuHCBYdlR44c0datW2twcLDmy5dPW7Roob/++qtH8ZYtW6bR0dG6fv16h2U9e/a0+3uapqlt2rTxKJ4zu3bt0gEDBmj+/Plt8UqWLKnjxo3zqN0ff/xRvby8HLZDb29v/fHHH7Oo95lnGIb27t07S9qaMWOGmqapX3/99T3rfvvtt2oYhs6aNcvlOGfPntWyZcuqaZq2V2xsrG7ZskV9fX0dfrcBAQG6f/9+N9bI3tGjR3X79u166dIlW9nx48f1pZde0mrVqmmVKlV0yJAhmpiY6FGcQ4cO6YwZM5x+jr7++mt96KGHbOtdsGBBXbx4sdux5syZo8WLF9c1a9bYlV+/fl2bNGni8FmrXbu2pqWluR0vM7Jqm8zJ/dZ///tf9fLy0v79+9+z7sCBA9Xb21t3797tdrwMO3bsUD8/Pw0PD9d3331XO3XqpKZp2tUpUaKEdujQweNYycnJOnv2bO3evbs+/vjjWrZsWX300Uf18ccf1+7du+ucOXPsPhvuuNP3tLPv7dDQUF2+fLlH8YKDg23tlSpVSt966y39888/PWrzTgzD8Oh4xhUHDx506+WJQ4cOqZ+fnz733HP3rNuxY0f19/fXI0eOeBRTVfWrr77SDh06aGRkpAYEBGhgYKBGRUVpx44d7Y7DPDVt2jQdP368Xr9+3Vb23nvvaVRUlMOrZ8+ebsUYNmyYent766lTp+zKf/nlF/X29lbDMDQ6OlqbNWumefLkUdM0dePGjW7FKlOmjHbp0sX28x9//KG+vr5auHBhXb58ud64cUNVVf/880/t3r27Goahr7zyiluxbvfvf/9bCxYs6PTYPON7bd68eR7FuHz5soaFhWnVqlXt/majR4+2O3bIeIWHh7t1XJ6hVKlSmT6GS01N1eHDh6u3t7fb8R50JP+wM2XKFPX397d94AIDA/Xdd991WjfjQ+qOvXv3akBAgBqGoXXr1tXx48fr4sWLdfXq1bpq1SpdvHixjh8/XqOjo9UwDA0KCtK9e/e6vV5paWnasGFD287MNE3t1q2bpqen6xNPPOGwc4uOjrbbIT3IJkyYoKZpOuzYLl68qBEREQ478PDwcD1z5ozb8Xr16qUBAQF65coVu/Lly5erYRgaGBiocXFxOmHCBC1VqpSapqnz5893O16GlJQUnTlzpj7xxBN261SlShVNSEjwuH1V1fbt26thGPrGG2/o6dOn9c8//9S4uDg1DEPbt2+fJTEyZOZgzzAMfe6557LkALB58+ZaqlSpTNcvU6aMNmvWzOU4r776qhqGoTVq1NBhw4Zp9erV1d/fX5s1a6ZRUVG6Zs0avXTpkh47dkwHDRqkhmFonz59XI6TIT09Xbt27WrbZ4WEhOjSpUv1+PHjWqRIEYfPdunSpZ0mnJkVGxurpmnq4cOH7coPHTqkefPmVcMwNCIiQsuVK6emaaqvr6/biWTXrl01JCRE09PT7crnzZtn+yzPmDFDFy1aZPtcfPTRR+6uWo5ukzm53xo8eLDmyZMnUyd+EhMTNW/evDp48GC3Yt2qZcuWGhISon/88YeqOv/OfO6557RMmTIexVm2bJntpNPdEvKMxMFds2fPvutr5syZOmHCBG3VqpV6e3trnjx5dM+ePW7Hu3Llis6ePVvr1KljWwdfX19t166drlq1yu12ncnJ5D9jXVx5eXl5eRQzNjZWfXx8MpXQHz16VH19fTU2NtbteMnJydqsWbN7bpMtWrTQlJQUt+Oo3jzJlnGS+VajR4++Y9yff/7Z5TiPP/641qpVy6G8d+/eahiGjho1ylb2n//8x3ac6Y6AgAB99dVXbT/PmjVLDcPQpUuXOtS9ceOGVq9e3aXv9zt5//33bX+zmjVramxsrH700Uf64YcfamxsrNaqVcv2O5wyZYrbcaZPn66GYTic2M74m40cOdL26t+/v9sXIzJ4eXmpj4+PxsXFOXyf3mrnzp1asWJFNQxDH3nkEbfjPehI/mGzbt06NQxDfX19tUmTJtq8eXPbiYDOnTs7JMOeJP8dOnRQHx8fXbZs2T3rLl26VH18fDJ1xvpOMnacDRo00MmTJ9uumr3yyisaHBysCxcu1AsXLuiePXu0cePGapqmTp8+3e14OalFixYaERHhUP7222+rYRhap04dPXjwoJ4+fVoHDhyohmFoXFyc2/EqVaqkjRs3dihv3bq1mqapn3/+ua3s5MmTmjdvXm3evLnb8X7++Wft27evhoSE2L6Uqlevrh988EGWXhlXVS1WrJjWrVvXobxu3bpatGjRLIujmvMHgEWKFNFevXplun6vXr20SJEiLscpX768lipVynYFOi0tzXYSyNmVnho1amjJkiVdjpNh6tSptpNO1atX18DAQC1YsKD27dtX/f39deTIkbp8+XKdO3eu1qpVS03TtDtIc1W9evW0cuXKDuWDBw+2ncjIuCrz+eefq2EY+uKLL7oVq1y5ck5PwDRt2lRN09TVq1fbyi5duqT58+fXhg0buhVLNWe3yZzcb1WpUkWffvrpTNdv1qyZVqpUya1YtypQoIDGxMTYfnb2nTlixAgNCgpyO8amTZvU29tb/fz8tHv37rpgwQLdvn27/vbbb7p//37dvn27LliwQLt166Z+fn7q4+OjmzdvdjteZq1evVq9vLxc2ufczb59+3To0KEaFhZm206joqJ07NixeuLECY/bz8nkv169elq/fv1MvSIjI23r64maNWtqvXr1Ml2/QYMGWqNGDbfjdenSRQ3D0LCwMI2Li9OEhATdt2+f7t27VxMSEjQ2NlYLFSqkpmlq9+7d3Y6jqjp8+HD19/d3OLmX8Xm7fv26pqena3p6uiYmJqq/v78OGzbM5ThFixbVHj16OJRHRUVpnjx5HE5iNG7c2O2EPDg4WIcOHWr7efz48Wqapl68eNFp/aFDh6qfn59bsTL8+uuv6u3trQUKFNCVK1fesd6qVau0YMGC6uPj4/YdWa1bt3Z61+ud8ooyZcpoq1at3IqlenM/WbJkSTVNUx977DGHft+4cUPHjh2rfn5+apqm9uvXz+OTUg8ykn/YtGzZUn18fPT777+3lR05ckTr1Kmjpmlqp06dbAe1qp4l/2FhYXa3NN1Lp06dNCwszK1YqqrR0dEaERFhO+N3/fp1LV26tHp5een7779vVzfjIPqpp55yO15OKlmypLZt29ahPCPRuX0nV7JkSY++1MPCwpwmMwUKFNDQ0FC7bUT15tV0d5LITz75RB977DFbwl+4cGEdNmyY3VXUrE7+fX19nd46N2LECPX19c2yOKo3+54vX767HvhlXPG8tcxdrl7JiY2NdetgIm/evA63V/fv319N09SzZ8861B84cKD6+/u7HCdD7dq1NTQ0VI8dO6aqqseOHdMCBQqor6+vTps2za7u1atXtXjx4lqlShW34z388MNO911ly5ZVHx8fPXfunEP/ypYt61asAgUKOL1VPV++fBoeHu5Q3rVrV4/2kzm5TebkfisoKMilg/1hw4Zpvnz53Ip1Kz8/P7v9ibPvzP79+2tAQIDbMZo1a6ZBQUG6ffv2e9bdunWrBgYG6jPPPON2PFc0b97coxN7zqSmpupnn32mTz31lO0ElI+Pj7Zq1Uq/+eYbh++fzDIMQxs1aqRjx4516ZVdzpw5owMGDLA9KlWnTh2P2gsJCXHpbpbBgwdrSEiIW7F+/vlnNQxDK1eurKdPn75jvT///FMrVaqkpmnqL7/84lYs1Zv7jAYNGjiU3+kY9ZlnntGaNWu6HMfPz09ff/11u7KkpCQ1DMPpfnDQoEGaJ08el+Oo3lynW/d306dPV9M0bY+V3q5bt25asGBBt2Jl6Nu3r3p5eekPP/xwz7obN260JcnuiIqKcnrS505/s5iYGI8fkU1OTtYXXnjB9rjh1KlTVVX1t99+s90rICsmAAAgAElEQVQ5V7x4cbuT6lblfb/HHMCDY/PmzfLss89KdHS0rSwiIkLWrl0rXbt2lYULF4q3t7fMnTvX41gXL16U4sWLZ7p+RESEXLx40e14Bw8elGeffVa8vLxE5ObgPk899ZR89NFH0rp1a7u6gYGB8vTTT0tCQoJLMTJ+L61bt5agoCCXfk/du3d3KdatEhMTJSoqyq4sLS1Nfv75Z3nkkUekTJkydssaNmwon3/+udvxzp07J6GhoXZlx44dk7Nnz0qLFi3EMAy7ZVFRUbJs2TKX4/Tp00dM05Q2bdpIjx495Omnn7b9/bJLWlqa04FsAgICJD09PUtjxcTEyKxZsyQ8PFymTp0q+fPnd6hjmqY888wz8vHHH3scL0+ePJKcnJzp+snJyeLv7+9ynCtXrkjBggXtygoUKCAi4nQdQ0NDJTU11eU4Gfbs2SOtW7e27U+KFy8uLVq0kLlz50qrVq3s6vr5+cnTTz8t8+fPdzteYmKiPPzww3Zlly5dkv3790utWrUkJCTEblm1atVk9uzZbsW6ePGiw/Z44MABuXTpkjRp0sShfrFixeT8+fNuxRLJ2W0yJ/dbqamp4uvrm+n6vr6+toG7PFG0aFHZs2fPXevs3LnT4ffgis2bN8tzzz0n1atXv2fdxx57TDp06CBLly51O54rKlWqJGvXrs3SNn18fKRDhw7SoUMHOXr0qEyfPl1mz54tX331lSxbtkyKFy8uR44ccavtdevWybp16zJVV///4I2vv/66W7HuJDU1VSZPnizjx4+XCxcuSIkSJWT8+PHSrl07j9pNSUlxaZC2gIAASUlJcSvW/PnzxTAMmTt3rhQqVOiO9cLCwmTu3LlStWpVmT9/vtuDiP7222/SrVs3h3K9eYHToTwyMlJ+/PFHl+P4+Pg4zAD0888/i8jN/fztAgICHI6HMqtz584yZMgQ+fjjj6VPnz7SokULyZMnj/zjH/+QWbNm2dXdvXu3fPHFF9KoUSO3YmVISEiQ+vXrS506de5Zt3bt2tKgQQNZs2aNW7H+/PNPKVq0qEN5ZGSk1K1b16H8oYcektOnT7sVK0NAQIBMnz5dWrRoIb1795YBAwbIvHnz5L///a+kpKRI586dZerUqVk2aOKDjOQfNufOnZNHHnnEodzX11cWLlwoXbp0kXnz5om3t7fMnDnTo1gZJxUyQ1UlISHB4YDbFUlJSbYEJEPGl5KzHVDx4sXl3LlzLsXo2bOnGIYhjz/+uAQFBdl+vpuMAwhPkv9r1645jHC/Z88eSUtLczo6alhYmNtf6iIiQUFBdiPQiojs2LFDRESqVq3q9D3uJJEiN38/u3btkj179kj16tUlPDzcrXYeRDNmzLCNZF2+fHn517/+JS1atMi2eMWLF5dt27Zluv727dvd/szdvt27ewCUGZcuXXI4kVisWDEREafbS3h4uEfbv2EYDtMU7ty5U1TV6QFgcHCw2yeO8ufPb5t1IkPG39DZZy09PV0CAwPdiiWSs9tkTu63QkND5dixY5muf+zYMYfvC3f87W9/k48//lh+/PFHeeKJJxyWr1q1SjZu3Ch///vf3Y5x5coVh5Oxd1OwYEG5evWq2/Fccf36dTHN7JtROiIiQt5880158cUXpUuXLvKf//xHfv/9d7fbi46Otrv4kdPmz58vsbGxcvToUQkNDZVJkyZJ3759s2TGkJCQEDlx4kSm6584ccLpyb/M2LJli1SrVi1TyXzlypWlevXqsnnzZrdiidz8DnA2s0RMTIw0aNDAoTwkJEQuXbrkcpxSpUo5JLurVq2yHffd7uTJk1K4cGGX44iI9O3bVz799FN5+eWXZe3atdKjRw8ZM2aMjBgxQvbu3SstW7aUkJAQ2b17t8yePVtSU1M9PhF1/PhxadmyZabre/J3U1Wn34s9evSQHj16OJTfuHEjy6ZEbdmypZQoUUJq1qwpW7ZsERGR9957TwYOHJgl7ecGJP+weeihh+44r7lpmvLpp5/K9evXZc6cOeLj4+NRIvbcc8/Jm2++KR07dpS3335bIiIinNY7evSovPLKK7Jjxw6PpuDJnz+/03XLSL5v5860IDNnzrRNhyIiDmdns0vhwoVl9+7ddmWbNm0SwzCkRo0aDvUvXbrk0sHi7SpWrChff/21JCcn2xKNL7/8UgzDcDotyuHDh93aVn744Qf517/+JYsXL5bXXntNRo4cKU899ZT07NlTWrVq5dKVPFfMnj1b1q9fb1eWcSXJ2XRThmG4fJdIhhYtWsiuXbukd+/e0qpVK+nWrZtMnjw5W848169fX6ZNmybbt293ul3caseOHbJp0yYZMGBAlvcjq6mqeHvbf5Xd/vOtPD0RERkZKRs3brQrW7dunRiGIbVq1XKon5iYKA899JBbsapWrSpff/21nDx50vYZWrhwoRiG4XQK1N9++83jE2Q5tU3m5H6rWrVqsnr1arl27do9p0K8evWqrF69Wh577DG3Yt3q9ddfl88++0waN24sgwcPlkOHDomIyHfffSfff/+9vP/++/LQQw/J0KFD3Y5RunRpWb58ubz55pv33Cdeu3ZNli9fLqVKlXI7niu2bt3q0h1+rlBV+eabb+STTz6Rb775RtLT08UwDGncuLHbbTZs2PC+TPW3YcMGGT58uPz000/i6+srw4cPl9jY2Cz9zFWoUEESEhLkxo0b9zwhc/36dUlISJDy5cu7Feu3335z6aRh9erVZfny5W7FErl5QcLZ8V1ERITTY8uzZ8+6NVVdixYtZMyYMdKnTx/p37+/7N+/Xz766CPx9/eXv/3tbw71N2/e7PZdPd7e3rJy5Urp1q2bLFq0yO6up23bttlOAquqhISEyJw5c5yegHCFYRguJdieJOMFCxZ0OLF9N4cOHcqSE7IiN6er7dOnj1y7dk0iIyPlyJEjEh8fL4ULF5YOHTpkSYwH3n141AAPqIYNG2qFChXuWic9PV1btmyppmlqWFiY28/8X7lyxW4E37Jly+qzzz6r3bp1027duumzzz5rmy4s43m3q1evuhVL9ebzU3/729/sys6cOaP79u1zWr9ly5ZujfSZmprqVv880blzZ/Xy8tJ169ap6s1R8atUqaKmaTpdv4YNG2r16tXdjvfxxx+rYRharVo1nTx5svbr109N09QiRYo4jKJ648YNDQ8P92i6v/Pnz+uUKVO0UqVKdtNIvfzyy1n+zH9mp7K6feTgrDBr1iwNDg7WYsWK2Qbbycr127dvn3p5eWlkZKT+73//u2O9vXv3alRUlHp7e9/x83E3hmFoVFSUNmjQwPaKiopS0zTtym5f5i5nA3XdbTwST8YqUb35LKxpmvrmm2/qhQsXdNu2bVq4cGH19fV1+nxrtWrVNDo62q1YixYtss0eMGTIEG3evLkahqGlS5d2qJuWlqahoaHauXNnt2I5k53bZE7utzJGls7Mc/8jRoxQ0zR15syZbsW63bZt2zQqKsq2r7j136ioKLdGHb/VP//5T9sUYxs2bHA6S83169d1/fr1+uSTT6ppmvree+95FDMzZs+eraZp6sCBA7O03SNHjmhcXJwWK1bM9nsMDw/X11577Y7PQ2dGTg74l2Hfvn367LPP2sYu6NSpU5ZMr+fMP//5TzVNU99555171n333Xc92k7y5s3r8vgyefPmdSuW6s19rCvjgdSoUUOrVq3qcpzz589rZGSk3YCnhmE4Xdc9e/aoYRhZMi5EQkKCvvDCC1q5cmUNDw/XsLAwfeSRR/TZZ5/VyZMnezR7063Kli3rdOyEO2nYsKHb49m0atVKQ0NDMzV93+XLlzU0NFRbtmzpVqwMycnJ2qtXLzVNUwMCAmxjAs2cOVPz5cunpmlqly5d7jrFuVWQ/MPmrbfeUtM0defOnXetl5qaqs2aNfM48bl27ZqOGzdOH3744TsmVhERETp+/Hi9du2a23FUVV9++eVMD16TkpKiISEh2rVrV5fjBAQEaNOmTXXChAm6Y8cOl9/vjm3bttmmMalataptyidno35fuHBB/fz83B6kRfXmgWTTpk3tDmJ9fX3tRvnPsHr1ajUMw2HgNXdt3rxZY2JiNDAw0LaNFCtWTCdOnHjXgYUya/369W69ssqRI0e0Xr16apqmbWCarDy5ER8fr4ZhqJ+fn3bp0kVnzJih3333na5atUpnzpypXbp0UX9/fzUMQ9988023YuT0CZSMWTzi4+Ntr/r166tpmvqPf/zDrvzWZe46ceKEhoaGOhwAOhsE88iRI7Zpi9yVMY1UxiskJMTpNrdkyRKPp0NyJru2yZzcb6Wmpuqjjz6qpmlq165ddf/+/Q519u/fr926dVPTNLV8+fK22SqyQlpami5evFiHDx+uMTExOnjwYF24cKHH32uqN/fH7dq1s32OAgMDtVKlShodHa3R0dFaqVIlDQwMtG2n7du3d3sa29s/S7e/3njjDe3fv79Wr15dTdPU/Pnz69GjRz1ex7S0NF20aJE2adJEvby81DAM9fLy0qZNm+qSJUvuOnVXZuVk8n/69Gl9+eWX1cfHRw3D0Hr16um2bduyNebly5e1aNGi6u3trSNHjnQ63enFixc1Li5Ovb29tVixYm7Pq+7q79LTE7JDhgxR03ScNtSZTZs2qWEYdiPpu+LEiRP6wgsvaLly5TQ6Olo/+OADp/XeeecdrVKlyj2Ppx8k7gz417dvX7dizZkzRw3DyNQglBl/37lz57oVS/X/Rvs3/v8UhrcPKHv48GHb1OIPP/ywrl271u1YuQHJP2x+++037dixo86ZM+eeda9du6Y9e/b0aPTxWx04cEC//vprnT9/vs6fP1+//vprPXDgQJa0rar6+++/6/r16zN1QLdlyxbbyMGu8vPzs5suKzQ0VNu2bavTpk1zesCZVf79739rvnz5bAlCzZo19ffff3eo9/7776thGPrVV195FO/69ev673//W/v27atxcXF3vHq1YMECHTx4sB4/ftyjeLe7ePGiTps2TatVq2b7fWfM/5zb3bhxQydOnGhLwrMy+VdVHTt2rG0E6dunbcs4kTNu3Di328/pEyiunmTIirs1du/erY0aNdK8efNq8eLFdfjw4U4Tufj4eA0JCdGNGzd6FG/jxo06YcIEnTFjhm3O+NutXLlS33vvPU1KSvIoljPZtU3m5H7r119/1WLFitn+/sWLF9cnnnhCa9eurQ8//LBt2yhevLj+9ttvnqzWfTF//nyNjo5Wb29vh+3e29tb69atqwsWLPAoxq2foXu9SpUq5fGUgnv37tVhw4bZ7jI0DEOLFi2qcXFxWXJS4VY5mfwHBQWpaZpapkwZ/eKLL/T69euZennqxx9/tF3hzJs3r0ZHR2unTp20c+fOWrduXc2bN6+apqnBwcG6ZcsWt+PkdPK/f/9+211te/fuvWO9ffv2aWRkpHp7e7t1PHY/7uzMSfv371dvb28tVKjQXUe8X7NmjRYqVMijqf7S0tK0XLlyapqmduvWzek+98CBA9q9e/csOSGbcaJ59OjRdzxZeOPGDR0/frz6+fmpl5eXDhkyxO14DzpDNYtGUAAgV69elY0bN8ratWtl7dq1sn37drl+/brtOeOiRYtKo0aNbK+sHMDuypUrsnv3bilQoICUKFHCaZ0jR47IhQsX5NFHH822Z+Zz2o4dO+Rf//qXLFiwQFJSUhwGEcutDhw4IHv27JHIyEipXLlylrZ99OhRmTlzpmzcuFFOnjwpqipFihSRJ598UmJiYu44BseDKD4+3q33vfHGG1ncE+vLjm0yJ/dbp0+fltjYWJk3b57DaP5+fn7SrVs3GTNmjISFhbkd435LTU2VAwcO2AalDA4OllKlSmXJ/v5enzXTNCU4OFgqV64s0dHRHg/2Z5qmGIYhpmlK06ZNpXfv3vLMM89kyyCC3bp1k7Zt2zrMEHI3Z86ccZjZJDMy1ssVhmFkyYwzv/76q/Tv3/+O49Q0btxYpkyZ4nTw58wyTVMiIyMlMjIyU/WPHDkiR48e9ei7Oz4+XuLj48XPz0/at28vDRo0kKJFi4phGPLHH39IQkKCLF68WK5duyajR492a2yHwMBAiY6Oth2/3WmA49zs/fffl8GDB4thGFKzZk1p3LixFC9eXAzDkGPHjsmaNWtk69atoqoyadIkGTx4sNux9u3bJ40aNZKTJ0+KYRhSrFgxu7/Z77//bjs2Wbt2rcMMMK4oW7aszJs3757jHYncHMC3a9eusnfvXsscT96O5B/IRpcuXZINGzbYTgbs2rXLbpDBRx55RBo3bizvv//+fe6p644dOybbtm0TwzDksccey7aBnTLr8uXLsmDBAunVq1e2xVi2bJmsXbtWVFXq1q0rbdu2zbZYudVHH30kL730UqbrnzhxQp5//nlZuXJlNvYK+D9Xr16V7du32534qlGjhtuzktzLzp07ZevWrXLu3DmnB5OGYchrr72WLbFzs4cfflheeOEFeeGFF2wzeDwIEhIS5OOPP5Zly5bJlStXXH5/ZGSkWwOPujJA2r0cOXJEfvjhB4eTv5lN2O/GnZMzhmF4nGjFx8fL2LFjbYM/3kr//8CwI0eOdHtQR39/f0lNTbW1HRISIg0aNJBGjRpJ48aNpXTp0h713xNvv/22fPfdd1kytebcuXNl8ODBcv78eae/x5CQEHn33XclJibG41inTp2S1157TRYuXOj0hGynTp1k7NixHl8ou3LliuTJkyfT9a9duyavvfaaTJo0yaO4DyqSf2RaViY+169fl2vXrjmMqL9+/Xp5++23ZevWrXLlyhWJjIyUTp06ySuvvHLPUZo9kVNJXVJSku1EwKpVq+Tw4cNZ8qV3u6NHj0piYqIYhiGFChXyaJpEZ4YPHy7vvfeebbRXwzBkyJAh8s4772RpnJy2fPlyeeedd+TNN990GE09JiZG5s6da7fOrVq1ki+++CJb+pJd22R2n7QxTVOaN28uM2bMuOcV1Pnz58uAAQPk/PnzueYM+/fffy+RkZGZ/kz98ssv8ssvv3g0nafIze3h008/la1bt9p9tmvVqiVdu3aV5s2be9T+vWzZssVuv9y0aVPJly9ftsa81cWLF+X8+fNZvi/LTpcuXZJ27drZpge70+FWdnwHWIHeYTae++H06dMyc+ZMmT59uhw+fFhUVYKDg12eEvivYMOGDW69z9kMJq46fPiwzJw5UzZt2iSnTp0SVZXw8HCpU6eO9OzZ8453F2XG/byz814yjk+yaj+SnJwsixcvtjtBFB4eLk8++aS0a9fO6dSKnrhy5Yps377d7m9Wo0YNlxJ2uCCnni/Ag2/ZsmUaHR3t9Pnbnj172j3rZ5qmRyO49+nTRwsUKKA3btywlc2cOdM2mM/tz+nWrl3bo9H+c3Ld7uann37SiRMnarNmzWyD1mXVaPGJiYk6ZMgQLVy4sMOz3OHh4Tp8+PAseR74008/tfW7XLlytoG0TNPU+fPnZ8Ga2Dt69Khu375dL126ZCs7fvy4vvTSS1qtWjWtUqWKDhkyRBMTEz2O1atXLw0ICNArV67YlS9fvlwNw9DAwECNi4vTCRMmaKlSpTxa5/uxTQ4bNky9vLxsfy8vLy8dPny4x+3eKmMw0LCwMF26dKnTOklJSdq+fXs1TVODgoJ0+vTpHsWcNm2ajh8/3u652Pfee0+joqIcXj179vQolmmaDs+zvvXWWxoaGuq0vqfPsyYnJ2uzZs3u+qy1aZraokULTUlJcTuOquq3336rf//73+2eiUxMTNQGDRo47FNCQ0P1iy++cDtWxoCMt1q4cKG2bt3aaX1Pf485uY1keOmll9QwDK1du7Z+8sknunLlSl2zZo3Tl6eOHj2qo0eP1rp162rhwoXV399f8+TJo4ULF9a6detqfHx8lj8nf7999dVXOmjQIB04cKAuXrw4W2J899132rZtW/X19bV9BqOjo3XOnDkef97utyNHjui2bdt0+/btlts2csLFixd1+fLlOmTIEK1cubLdmDKmaeqjjz6qAwYMyJG+ZBwzwLk5c+boL7/8cr+78cAg+YdNTiY+5cuX1/bt29t+TkpK0sDAQA0KCtIpU6bo8ePH9fLly7p582Zt1KiRmqbp0ZQpOblut9q7d69OnTpV27ZtqwUKFLB9ORQpUkQ7d+6sn3zySZYMbLh//36NiIiwte/j46OFCxfWhx56yDaisGmaGhUVpQcPHvQoVsOGDdXHx8duNNTVq1ert7e3NmrUyNNVsUlPT9euXbvavkhDQkJ06dKlevz4cS1SpIhD8lO6dGmnIxi7olKlStq4cWOH8tatW6tpmnYzGpw8eVLz5s2rzZs3dytWTm+TOXnSZtq0aRoQEGAbIT45Odm2bMWKFRoeHq6GYWjdunX18OHDHsXasWOHmqbpMN3S6NGj75goezK9mrPBrLJzasEuXbrYTqbExcVpQkKC7tu3T/fu3asJCQkaGxurhQoVUtM0tXv37m7HUVVt0qSJ1qxZ066sXr16toHwevXqpSNGjNCnn37aNsjm1q1b3YqVk7/HnN5GMhQuXFirVq2aJaPR383/a+++o6K6tj+Af++lKqAwglJEwQIqimJJREVqbMSGLYn6FPXFEmMvMZYHxkSjJor1RWMjgim2qDyDWDAWjD2KGsUnRVE0AnYEBvbvj/zmPscZcJgZZoDsz1qzlpw5c/e54wzcc+69e69evZqqVav2xmR81apV07ryiru7OzVo0EAqp6du0UTdo0GDBlrvl7EW7e/evUsLFiyQypAKgiD9zhoxYoReYhiLoU4S/B09fPiQfvzxRxozZgw1aNBAp5M7c+fOLdNDsfhQmRhyQVbd35vNmzeXqbRhVcKTfyYx5MTHxsaGpk+fLv2smJhs3rxZpe/Lly/J09OTvLy8tIpFZLh9S0tLo40bN9KQIUPIxcVFOnCoU6cODRo0iNauXatV7fTSFBUVUbt27aSSZ4cOHVLKPP7y5UtKSEiggIAAEgSBfH19dYpnb2+vtHCjoFjg0JfVq1dLk+A2bdqQtbU12dvb07hx48jS0pLmzJlDe/fupejoaHr77bdJFEWaN2+eTjFr166ttmRbrVq1SCaTKV2pQkQ0YMAAcnZ21iqWIb9vRIZbtFG4fv269Lls2LAhxcfHSzV2LS0tacmSJSrvpzamTZtGlpaWKld+KCaLRUVFJJfLSS6X059//kmWlpYa1XsviSEnrRcuXCBBEKhly5allrK8f/8+eXt7kyiKOp3dcHJyUvr8JyUlkSAI1L17d5VFqgMHDpCpqWmJZ+rfxJDvo6E/IwqWlpZ6v7Lmdfv27SNBEKhWrVo0b948SkpKoocPH1JhYSEVFhbSw4cPKSkpiebOnSuVqNSmkk39+vXJzc1NmvwrftbkoS1DLpAWFxdTXFwc9e7dW1owt7CwoH79+tHevXupsLBQb5UuAgMDVaoqnTp1iqKiotT2V0yIdGXIkwTTp0+n8ePHl5ohPz8/n8aPH08zZ87UKZam1RL0XT3hdfq8srMslTVeXQDTl59//pkGDhxIbm5uZGVlRdbW1uTu7k7vvfce7du3T+ftV/RF+6qOJ/9MYsiJj7W1Nc2YMUP6eeHChSSKIuXm5qrtP2HCBKpWrZpWsYgMt2+KFXQHBwfq168frVq1iq5cuaL1uDWxf/9+EgSBBg0aVOpkqri4WLrU+sCBA1rHMzExUVu3fPbs2WRiYqL1dl/XoUMHkslklJGRQUREGRkZVKtWLTI3N1c5e/Xy5UtydXWlVq1a6RTTzMyMZs2apdSWnp5OgiBQr169VPrPmDGDLCwstIplyO8bkeEWbV4ll8ulutGK70br1q0pOTlZbzHefvtttav3Jf1hf/fdd1XObpeFISet06dP13hCf/HiRRIEQacDaQsLC6WDsaioKBJFka5evaq2f//+/cne3l6rWIZ8Hw39GVFo3ry5zldjvElAQADZ29trdNl2amoq2dvbV5qzXYZcIH213GObNm1o5cqVKmfA9TX5N/TVQ0SGPUmwf/9+EkWRVqxY8ca+q1at0vmY5PUrGDR56ONYpTyv7KxevTo1btyYNm/erNGjU6dOepnIGuo2s4q+aF/VmRo75wCrOHJzcyGTyZTaMjIykJOTg549e6ok3nF3d8eePXu0itWwYUP89ttv0s81a9YE8FeSEVtbW5X+z58/1ynhn6H2jf4/QZG3tzfatGmDtm3bokmTJlqPWxM7duyAhYUFVq5cWWpyJEEQsGrVKuzZswfbt2/HO++8o1W84uJimJmZqbSbmZmVmNBKG1euXEHfvn2lhHSurq7o2bMnoqOjVcoxWVhYoHv37oiNjdUppo2NDe7cuaPUdu7cOQAosayPthnCDfl9U8RTV76pSZMm2L17t9bbLY0gCNJ+KL4b/v7+OpXseV1KSgqGDh2q0k5/LW6rtLu5uSEpKUlv8cvTb7/9htatW8Pb2/uNfVu2bIk2bdrg1KlTWseTyWS4d++e9PPLly8BoMTSj25ubnj69KnW8QzFWJ+RsWPHYu7cubh37165Jf+6cOEChg4dqlEiRDc3NwwaNAjfffdduYxF37KysuDr66vS/uuvv8LW1lYpCaqjoyNCQ0Nx4sQJrWLdvn0boijik08+wbx588o1wbAxHDhwAGfPnsXAgQOxbds2lb8vFhYWCAkJQXBwMAYNGoQdO3YgISFBq+OE2NhYyGQyjaq+fPjhh5g/fz62bNmi9TGJohSdJp49e4bs7Gyt4qSnp0vJ/o4cOSIlwqtduzZCQkIQEBCAwMBAncokKrRo0QI3b97EsGHDNOqfmJiIkydP6hx39OjR2L9/PxwcHDB69GgEBATAxcUFRIS7d+/i8OHDWLduHeLi4jBmzBhs2bJFqzjHjh2Dr69viaUyxVcqRtjb2yMkJATHjh3TKhZTpf9iqazSMuTEp1+/fjh27ExXD/oAACAASURBVBji4uIAAD169ICJiQlWr16t0jczMxO7d+9GmzZttIoFGG7fYmJiMGLECKSmpmL27Nno0KED7Ozs8O677+Krr77ChQsXyj74Nzh//jw6duwIBweHN/atXbs2OnXqhPPnz+sU0xAZmJ8+faqSiV5R7kndgbSTkxNevHihU8wWLVogLi4Oz549k9p27doFQRDQqVMnlf6pqalaH9Qb8vsGGG7RRiElJQW+vr5YsGAB6tWrh02bNsHDwwNRUVF46623cOXKFb3Eefr0qdrMw+Hh4Thy5IhKu62tbaWYsAJ/vYetW7fWuH+bNm2QkpKidTxfX1/s27dP+h55eXmBiHD69Gm1/U+fPg0XFxet4xmKsT4jvXv3RkhICDp16oTvvvsOV69exd27d9U+tFVUVARzc3ON+5ubm6O4uFjreIZU2gJpp06d1C6QajuxCw4OBhFh0aJFcHR0xNixY5VOUFR2ZT1JYGZmhu3bt2sVKykpCSEhIWr/3rzOzMwMwcHBOi1apqWlITU1tdTHjRs38PHHH0uffW1KGjZo0ACjRo1CfHw82rdvjxUrViA5ORlZWVn4/vvvMWbMGL1M/AGgVatWyM3Nxe3bt/WyPU1cvHgRsbGx8Pb2RnJyMubPn4+goCB4enqiSZMmCAoKwoIFC5CcnIzmzZtj69atuHTpklaxUlJS1C5ql7Yg+9///lerWEwVn/lnklcnPtbW1gDKb+IzZcoUREdHo1+/fpg0aRKGDRuGhQsXYsaMGbh16xb69OkDW1tbJCcnY9myZcjNzcXUqVMr/L69//77eP/99wH8tUp88OBBHD58GImJifjPf/4DQRBga2sLf39/BAYGIigoCF5eXlrvF/DXGQt1+1ASLy8vbNu2TaeYERERiIiIUPuciYmJSpsgCJDL5WWKQf9fl/dVr//8egxdDR48GKNHj4a/vz+GDRuGGzduICYmBo6OjggMDFQZ3/Hjx9WemdKEIb9vCoZYtAGAtWvXYsaMGXj+/DlGjBiB5cuXw9raGoMGDcL06dOxZs0atG3bFp9//jmmTJmiUywbGxvk5OSotNevX1/tGeucnBxYWVnpFNNQ7+Pjx481WtRTsLe3x6NHj7SON2nSJOzatQthYWGIjY1Ft27d0KJFC4wePRo7duxA8+bNAQByuRzz58/H8ePHMXnyZK3jGYoxPiPA/85IEhGGDx9eYj9tfj8qNGvWDNu3b8e//vWvN5ZefPToEbZv345mzZqVOU50dDQAoG/fvrCxsZF+1oS2ZS4NuUCakJCA1NRUrFu3Dlu2bME333yDdevWwdPTE+Hh4RgyZIhW260oDHmSIDMzEwMGDNC4f/369cvt6jMA+OmnnzBr1iykpqaiZs2aWLx4MSZMmFDm7Rjyys527drhhx9+wLVr1zQqx1uWY8CSxMbGQhAEREdHl/o5qV27NqKjo+Hj4yMtFpRVaQuyrx9rAfpZkDXU3+1KwdD3GbCKa926dSQIArVu3ZqioqLoo48+IlEUydnZWSVbcXFxMTk5OemUXTctLY1atWol3UNUvXp1MjMzU7ovS5GU5uuvv65U+6bOlStXaOXKldS3b1/p/jBRFKlOnTo6bdfCwqJMie7mzZtHlpaWWscrSwKaVx/axDHGfZHdunVTSrZjbm6udG+pQkJCAgmCoHX2bEN/JhX7VN73RSruF6xduzb9/PPPavvEx8eTs7MziaJIgYGBdPv2ba33q3Xr1tS2bVuN+7dt25Z8fHy0jqfN+6hL0qfXvwOl0cd34LPPPpOSqQ0aNIjGjx9PpqamZGpqSh4eHvTWW2+RnZ0diaJIHh4eJeZpeRNBEMjd3Z0CAwOlhyK7+qttrz+nDUN/RhQGDx5MQ4YM0eihrc2bN5MgCOTh4UFbtmyhrKwslT5ZWVm0efNmaty4MYmiSNHR0WWOo/jcX79+Xenn0h66JiHz9/cnmUymVOZ16NChJIoiJSQkqPQfMGAANWnSROt4CnK5nHbs2EFdu3aVSqMq8pb06tVL6V55bRjjb5uDgwNNmDBB4/4TJkwgBwcHrWJVr169TIkup0+fTtWrV9cqVmlOnDhB7du3J1H8qzLJpEmTKCcnR+vtxcbG0qhRo5Qy+deoUYNCQ0Np6dKldP78eT2O3vA6d+5c5t+T/v7+WsWSyWQ0btw4jfuPGzeO7OzstIpFZLjjn8qCz/wzyciRI7Fz507Ex8fj4sWLICKYmZkhKipK5WzuoUOHkJWVhZCQEK3j1a9fH2fOnEF0dDRiY2Nx9uxZ5OXlAfjr0kRPT08EBwdj9OjROl9KZeh9U6dZs2Zo1qwZ+vbti4SEBCxbtgyXL1/Gn3/+qdN2CwoK1J5tL4koiigoKNA6niEvGU1MTFT782effaZyadjrfbUhiiLi4uIQGxuLpKQk1KpVC2FhYWjVqpVK34cPH2LixIno1auXVrGM8Zl8/T3Td38A2L9/P3r16oX169eXePagS5cuSE5OxpgxY/DTTz/B29tb7ZlZTfj7+yMqKgqnTp1C+/btS+2blJSEc+fO6Xy2uqzvS2U64zBnzhx4enpi5syZ+PHHH6Uz1wCkWwpMTU3xwQcf4Ouvv1abo0VTaWlpSEtLU2kv6bus7ftojM8IAGzdulXnbbzJsGHDcPnyZXz99dcIDw8HAFhbW0t5dB4/fizdxkREmDJlitr8B2+yceNGCIIgXX20adMmPe1ByQx5JdarTExMEBYWhrCwMGRkZGD9+vXYvHkzMjMzsW/fPjg7O2Po0KEYOXKkdDVMRffkyZMyfVd1OdNap04d/PHHHxr3v3btGhwdHbWKpc7NmzfxySefYNeuXSAi9O/fH4sWLUKDBg102q4xruw0pJSUFPTs2VPj/m3atMHevXu1iuXm5lbi7WTqnD59WqtbNV5liOOfykKgqrx3rMyKi4s1mvh8//33+O233zBt2jS93vNZUFCAoqIiVKtWTW/bVDDWvmVnZ+PIkSM4fPgwDh06hJs3bwJQvoRMl1wAoigiMjISc+fO1ah/ZGQk5s+fj6KiIq1jGsKrCV/eRDFBEQShwu/Xq4z9fSsPGzZswMiRIzXu/91332HChAnIzc3VKl5KSgqaNm0KV1dX7N+/v8TLMK9fv45u3brhzp07uHr1Kho3bqxVPEMSRRFubm4aH/SkpaUhPT1dL98BIsLJkydx5swZPHjwAEVFRbCzs4Onpyc6d+6MWrVq6bT9o0ePavU6f3//Mr+mKn9GFJKSkrB27VocOXIEmZmZSs+5uLggKCgIY8aM0WlyXFhYqNF93PpSXFyM0NBQxMfHS7/jzczMEBMTg/79+yv1PXjwILp06YLVq1dj7Nix5TKWvXv3Yv369YiPj0dRURFEUdTqdg1RFBEQEICAgACp7ciRI/j1118RERGhMulQPKfL91oURURERGDevHka9dflOGHw4MHYvXs3bt26hTp16pTaNysrCw0aNEBYWJjOi2U5OTmIjIzEN998g4KCAvj6+uKrr75644KfPly9elVKBvjrr79Kf88cHByQlZVV7vH1wcrKCpMnT8aCBQs06j9nzhwsW7YMz58/L3OsKVOmICoqCidOnNBoQbZjx46YPHkyvvrqqzLHYqp48s+Ynj179gxHjx6VJvvJyclKSUwaNmyI4OBgBAUFISgoqMRsp5oSRVGrM2IVfZIcGRmp1ev+9a9/6Rw7IyMDZ86cgSAIaNeunUb33DHt3b59W6f3ODIyEpGRkbCwsMCAAQMQGBgIFxcXCIKAzMxMHDp0CNu3b0d+fn6ZDoCNrSwLYAqVbQHMUIz1GZHL5Th//jzu3r0rnTn38fEp10n0ixcv8PjxYwB/VdKpXr26XrZrbW0NPz8/BAUFITg4uEzJKLVVERdIMzMzsX79emzatAnp6ellfr0xFrYNeZIgISEBXbt2RXBwMPbs2VPiyZyXL1+iV69eOHToEOLj47W+sq2goADLly/HwoUL8fjxYzRs2BCLFi1SqgZhKJmZmUpXdur793FGRobaq6VcXV3h7u6u07YNuUD0d1iQrch48s9UVOWJT3nvW4cOHXD27FkUFRVJk31nZ2cEBgYiODgYwcHBeo/JEwT9mjZtGpYvXy79/wmCgMmTJ2PJkiXlEq8qf98MKTIyEp9//jnkcrnKYhj9f/LIOXPmVJqJP2DYs+N/B4b8jGRnZ2PevHnYsmWLdDubQrVq1TB8+HBERETovPhrSJaWligoKJDeO1tbW+lvW0hISJU+MN+zZw8OHz4MIoK/vz/CwsKkSXlZGWNh29AnCfr27Yuff/4ZHh4emDZtGoKCgqRqPYrFtqVLlyIlJQW9e/fGzp07tYoD/FXlISMjAzKZDHPnzsVHH31UplshdVFeV3bK5XJ07NgR1tbWSEhIkI7zFBPu1zVo0ADXrl0rNSnymxhy8q94fVVctK8MePLPlBhy4lNcXIydO3dKJT9CQ0MB/JWReN68eUhMTISpqSneffddfPLJJzqfvTDEvomiCDs7OwQEBEhn98srGyzTv9jYWAwZMgSCIKBJkyYgIly/fh3AX/fvKu730xdDLzRUdampqdi4cSNOnjyJrKwsEBGcnJzQsWNHDB8+XOd7PgHtc15os0hnaFV53xQM8Rn5448/0LVrV9y5c0eqA+7q6goiwp07d/DgwQMAf52tO3DggN7Kg71OLpfj2rVryMvLg5ubG2rXrq3T9l6+fIkTJ05IlzcrFroVk0oXFxdpkTs4OFjn6iQKhlgg3bt3L5YsWYLPPvtMZfEsPDwc0dHRSr+n+/Tpgx07duh9HOXF0CcJnj17hv79++PAgQMlLjoQEbp27Yrt27frVF1DsbBhZ2en8XGiIAhaXbVhqCs7v//+e3zwwQfYvn07wsLCpHbFhHnw4MFS2+PHjxEXF4fvv/++TFUWXmeM28wMtSCbn58PPz8/2NjY4JdffinxyquCggJ0794dz58/x7Fjxwx6m5NB6T2FIKu0YmJipIyYzZo1o6ZNm0pZL2NjY/Uaq7CwkIKCgpQyAg8dOpTkcjn5+voqZYkXRZH8/PyoqKhI63iG2rdz585RcXGx3rb3d7dmzRpauHCh0v/98uXLyd3dXeUxfPhwneMFBQWRmZkZHT58WGpLSEggU1NTCg4O1nn7rzLk943pjzaZ/ssza3B2djY9evRIL9sy5L75+fmV+dG5c2e97Gd5ysvLo4YNG5IgCDRgwAC6dOmSSp/Lly/TwIEDSRAEaty4MeXl5WkdLyUlheLi4pQqhBQXF1NkZCTVrFlT6f8qKCiIUlJStI71uidPntDevXtp8uTJ1LJlS6W/56IoUtOmTenjjz/WKcbUqVOljPuKz1tZMslratSoUWRlZaXyf7F3716p+sXcuXNp8eLF1KhRI/49rYHi4mLaunUrde7cmSwsLKRjOgsLC/L396eYmBi9HC8ZqgKRr6+vVJFKsQ0XFxcaMmQIbdq0iTIyMnTeF4X333+fnJycVN4fdZUfiouLqW7duvTee+/pFFOb91DXKhRERLdu3aI5c+ZQUFCQdCwUFBREc+fOpf/+9786b5+IaMOGDSSKIsXFxb2x7/79+0kQBNq0aZNeYldEPPlnEkNOfDZt2kSCIFBgYCBFRUVRly5dSBRFmjFjBtWsWZO+//57evz4MV25coVCQkJIFEX69ttvtY5nyH1j+nHu3DkSRZFmz56t1B4REVHiH6ELFy7oFNPe3p4GDBig0t6vXz+qVauWTtt+HX8mK6f69euTm5ubRg97e3udD5Du3LlDH330EXXp0oWmT59ODx8+JCKiCxcuUIsWLaRJkZ+fH127dq3S7JuxDjTL2/Lly0kQBPrkk0/e2HfWrFkkCAJFRUVpHW/gwIHUsGFDpTZF2VATExNq1KgRtWvXjmxtbUkQBHJ0dKTMzEyt45Xm4cOH9OOPP9KYMWOUyqFpy5ALpN7e3hQSEqLS3rdvXxJFUanc671796h69eoUGhqqdTxDL2wbm1wupwcPHtD9+/dVStlWFoIgkEwmo7CwMFq9erXOv29L4+HhoXYyX1LZx6FDh1Ljxo11ipmYmKjVozIIDQ2lRo0aadzfw8ODevToUY4jMi6e/DOJISc+fn5+VL9+femPQFFRETVu3JhMTExoxYoVSn2fPn1KdnZ29M4772gdz5D7xvRj2rRpZGlpSX/++adSu+KPX1FREcnlcpLL5fTnn3+SpaUlTZ06VaeYJiYmNGfOHJX22bNn6/3sLX8mq66CggL66quvSCaTkSAI1KBBA622k52dTXXr1lWaAPv4+NCDBw/I2dmZLCwsyMfHh+rUqSOdhcrNzdXz3ijT176lpaVp9Ni+fTs1btyYBEEgMzMzPe+N/vn5+ZG7u7tGExy5XE7u7u7k5+endbzXJ4c3b94kURTJw8ODfv/9d6k9Pz+fZs+eTYIg0NixY7WOV5rz58/T0qVLqUePHmRtba3z5N+QC6S1a9em0aNHq7TXqlWLZDKZyhnYAQMGkLOzs1axjLGwXZH8/PPPNHHiRJowYQJt377d2MPRmCGv7LS2tqYZM2aotC9btozc3NxU2qdPn07W1taGGFql5OzsTKNGjdK4/6hRo7T+flcGledGPVbucnNz1d572KRJEzx69Eivsf773/+ie/fuUlIWURTxzjvvgIjQt29fpb7W1tbo3r07Ll26pHU8Q+4b049jx47B19e3xHvmRFGEiYkJTExMYG9vj5CQEBw7dkynmMXFxWrv8TIzM9N7zVf+TFZNP/30E5o2bYrp06eDiLB48WJcu3ZNq22tWrUKmZmZ+PTTT3Hx4kXMnz8fFy9exPDhw2FjY4MbN27g/PnzyMrKwqxZs3D37l2sXLlSz3v0P/rct/r165f6EEURc+bMwaBBg3Dz5k306NEDv//+u573SP+uXbuGbt26aZRwzMTEBN26dcPVq1e1jpeVlQVnZ2fp58OHDwMAvvnmG3h7e0vt5ubmWLBgATp37oy4uDit473qjz/+wJo1a9C/f3/Y29ujbdu2mD59Oi5evIhevXph3bp1uHHjhtbbv3TpEvr06YPAwECpLSQkBL1798bFixf1sQuS3NxcyGQypbaMjAzk5OSgU6dOKvcju7u7Izs7W6tY27Ztg7m5OSZNmqTynCAIkMvlKCwsRGFhIR48eABzc3Ody+AZ0t69e9G5c2e1CUuHDx+Ovn37YsWKFVi5ciUGDhxolKz82mjdurVWSRO1UVhYqDZPw6RJk5CamqrSbmJigsLCwnIfV05OjlRJpDJ5+PDhG8tOvqpOnTpaf78rA+3TQrIqx5ATn+zsbJU60Q4ODgCgtkyPq6ur1nXAAcPuG9OPlJQUDB06VKWdXkmu8yo3NzckJSXpHNdQf9z5M1m1nDx5ElOnTsXp06dhamqKCRMmYN68ebCzs9N6m7t370a7du2kusve3t44cOAAfvnlF+zcuRP16tWT+i5YsAA//PAD9u3bp3E5L02Vx76V5OnTp/j888+xYsUKvHz5Ej4+Pli6dKnSBLAie/r0qcoksjQymQzPnj3TOl61atXw9OlT6WfFAetbb72ltn+7du1w6tQprWKlp6dLyf6OHDmCe/fuSQkNQ0JCEBAQgMDAQL0lMCxtgXT37t16iaFgY2ODO3fuKLWdO3cOAODj46P2NZaWllrF0mRhW0FfC9uGtGfPHpw/fx5vv/22Uvu+ffsQHR0t1ZO3sbHBunXrsHv3bmzbtk3vCXUrM5lMhtu3b2vcX1HtQFeZmZlYuHAhUlJS0LJlS8ycORO1atXCxYsX8Y9//ANXrlwBAHTs2BHr1q2rNAmtq1WrVqbfs8+ePdP6+10Z8OSfKTHUxMfOzg45OTkq7VRC6ZwXL17onO3fUPvG9OPp06ewsbFRaQ8PD1c7EbC1tVU6CNZWREQEIiIi1D6n7mye4kyNNvgzWfndvHkTn3zyCXbt2gUiQv/+/bFo0SK9ZI1PT0/HkCFDlNratm2LEydOoEOHDkrtgiDA399fp5JZryvPfXtdUVER1q5di/nz5+Phw4dwdXXFggUL1C4AVmQymQwZGRka99f1oN3b2xsHDx6UflaUU0tPT0fTpk1V+qenp8PW1larWIr/91q1aqFz584IDAxEYGAgmjVrptX23sSQC6QtWrRAXFwcnj17BmtrawDArl27IAgCOnXqpNI/NTVV62oGxlrYNpTTp0/D19dXZfK0ceNGCIKATZs2oX///gCAoUOHomHDhoiJieHJ/ytatmyJw4cPQy6Xv7F8n1wux5EjR5Su9NFGTk4O2rdvj8zMTABAQkICDh48iPj4eISGhiI7OxstW7bE3bt3cfz4cYSEhCA5OVnr3yeG5OrqijNnzmjc/+zZs0qL61WO4e80YBXVq1l6yzvT89tvv01du3ZVanv48CH98ccfavv37t2bPD09tYpFZNh9Y/ohk8lo3LhxGvcfN24c2dnZ6RTTUFmDFbH4M1l5ZWdn04QJE6Qs1h06dKCkpCS9xqhWrRrNmjVLqa2khE9EfyWQ08d98YbYt1ft3LmTPDw8SBRFqlmzJi1cuJBevnxZbvHKU8+ePUkmk2lUgeHRo0ckk8moZ8+eWsfbvHkzCYIg5Sp5/Pgx2dvbU48ePVTeQ8X98tpmBVf8zgoODqYvvviCTp06pVMVHk3izZ8/X6W9tO+AttatW0eCIFDr1q0pKipKSpro7Oyskr+huLiYnJycKCwsTKtYZmZmanPLpKWlqU2gNmfOHDI3N9cqljEYMn9CVbVy5UoSBIEWLVr0xr5ffvkliaJIq1at0ilmZGQkCYJAs2fPpt9//50+++wzEgSBevToQZ6enpSeni71/fTTT0v8flZE48ePJ1EU6cyZM2/se/bsWRIEgSZMmGCAkRkHT/6ZxJATn7Fjx5Ktra1GfV+8eEG2trY0ZMgQrWIRGXbfmH60bt2a2rZtq3H/tm3bko+PTzmOSL/4M1k55efn05dffillT2/UqFG5Ja1ydXWlkSNHKrUtWbKEHB0d1fb/8MMPycHBQet4htw3IqJTp05Rp06dSBRFMjMzo/Hjx6sk+KxsfvzxRxIEgXr27FnqAkZ+fj716tWLRFGkH374QaeY7777LomiSO3bt6c1a9bQF198QaamplSvXj368MMPacaMGdSjRw8yMTEhKysrrbOUx8bG0qhRo5Qy+deoUYNCQ0Np6dKldP78eZ3243WGXCAtKiqibt26STEFQSBzc3OlLP8KCQkJJAgCrVmzRqtYxljYNiQzMzOVRcv09HQSBIF69eql0n/GjBlkYWFhqOFVCs+fP6e6deuSqakpzZ07l548eaLS5+nTpzRv3jwyNTWlunXr0osXL3SK6ePjQ2+99ZZSm5+fH4miSLt371ZqLy4upoYNG6r0r6j++OMPMjExITc3N7p69WqJ/a5du0bu7u5kampa4snIqoAn/8wobt++TYmJiVRYWPjGvr/99hv16dOH/vOf/xhgZKyimDx5MomiqNEZx5MnT5IgCDRlyhQDjIz9nbm5uZEoimRvb09RUVHlWrYqODiYfH19y9RflwUwQ+7boEGDpAlb37599Vp/3tiCg4NJEARq0qQJbdiwgdLS0qioqIiKioooLS2Nvv32W6lsXWBgoM7xXr58SePGjSMTExPpPX01U7zi54YNG9Lx48f1sIck7ccHH3xAzs7OUiyZTEZ9+/alFStWUHJysk4xDL1AWlRURFu3bqVx48bR3LlzS8ywv23bNpo0aRLduXNHqzhVfWFbJpPR0KFDldp27txJgiDQv/71L5X+ihLPTNmJEyeoRo0aJIoiWVlZUefOnen999+nDz74gPz9/cnKyopEUSQbGxu9XJklk8lUznYrjsMePHig0n/EiBEan8SrCBRXNlhYWNDgwYNpw4YNFB8fTwcOHKCNGzfS4MGDydLSkgRBoM8++8zYwy1XAhFnlmKMVTwpKSlo2rQpXF1dsX///hITy1y/fh3dunXDnTt3cPXqVTRu3NjAI2V/J6IoQhAE2NnZaZyHRBAEpKenlznWzJkzsXz5cjx9+hTm5ual9r1//z5cXV0xevRorTP+G3LfFLEaNWqkkhistFhbtmwpcyxDe/ToEcLCwpCYmFhiXg8iQufOnbFz5069JOoCgFu3biE2NhZnz57FgwcPUFRUBDs7O3h6eiI4OBjdu3dXew+9Ply9elVKBvjrr79KCXodHByQlZVVLjErqylTpiAqKgonTpxA+/btS+2blJSEjh07YvLkyfjqq68MNELdBAQE4PLly0hPT5fyJ/zjH/9ATEwM4uPjERISotR/4MCBuHz5staVQ6qyK1euYPz48WorJwB/vdcrV66El5eXzrGqV6+OSZMm4YsvvpDaIiMjMX/+fBQVFan0//TTT7F06VIUFBToHNtQvvjiC0RGRqKwsFDldzMRwczMDBEREZg1a5aRRmgYPPlnRvHvf/8bY8aM0bj/3bt3MWLECPzyyy/lOCpW0URGRiIyMhIWFhYYMGAAAgMD4eLiAkEQkJmZiUOHDmH79u3Iz89HREQE5s2bZ+whsypOXfklTRQXF+t5JMquX7+OX375BSEhIVofCBpy37SJJQiC2oPQiqi4uBjR0dFYv349zpw5IyUFNTU1Rbt27TBq1Cj84x//0KgkYGWSmZmJhIQELFu2DJcvX65U/2eGUtUXttevX4/Ro0fDx8cHw4YNw40bN7B27Vo4OjoiIyND6TNPRHBxcYGvry927NhhxFFXbLdu3cKJEyeQlZUFIoKTkxM6duyo1+Sr9erVQ5cuXfDtt99KbUuXLsVXX32Fe/fuqfQfPXo0du3ahQcPHuhtDIaQnp6OjRs34sSJE1LFEmdnZ3Tq1Anh4eGoX7++sYdY7njyz4xCFEWEhoZiw4YNqF27dql9Y2Nj8fHHH+PRo0d8EPE3FBkZic8//xxyuVztSq2pqSnmzJnDE3/GKpGSukcfCAAAEdtJREFUzmS9ib+/v55HUv4KCwvx8OFDEBEcHBzK7ey7MWRnZ+PIkSM4fPgwDh06hJs3bwL4X+Ueb29vXLhwwcijrHiq8sJ2cXExQkNDER8fD0EQpDOqMTExUpZ/hYMHD6JLly5YvXo1xo4da6QRVzzR0dFo1aqVzhn8yyIkJAQvXrzAyZMnNe6fk5OD8+fPl/PImL7x5J8ZRWhoKPbv3w8HBwesW7cOvXv3VumTk5ODMWPGYMeOHbCyssKyZcswcuRII4yWGVtqaio2btyIkydPqqx8Dx8+vFxKjzHGWFmV9aq2zMxMjBw5Uuer2nbt2oXExESYmpqiW7dueOedd9T227JlC7Zs2YLDhw9rFefZs2c4evSoNNlPTk5WKlHXsGFDBAcHIygoCEFBQSXWsmdVe2G7uLgY27Ztw8mTJ1GrVi2EhYWhVatWKv2+//57/Pbbb5g2bRpcXFyMMNKKSRRFgy/6GPo2M2PIyMjAmTNnIAgC2rVrB1dXV2MPySh48s+MZu3atZg+fTry8vIQHh6OqKgoWFlZAQDi4uLwz3/+E1lZWfDz88OWLVvg5uZm3AEzxhgziD179uDw4cMgIvj7+yMsLMzYQ9KIoa9qIyIMGjQIO3bskCbggiAgNDQU0dHRKjW4S7uH9006dOiAs2fPoqioSIrl7OyMwMBABAcHIzg4+G97MK0tXthm6hhj8l8W+rjNzNCmTZuG5cuXK/2enDx5MpYsWWLkkRmBQdIKMlaC69evU7t27aRMxPHx8TRq1CgSRZEsLS1pyZIlKjVhGWOMVW579uwhPz8/tXXNhw0bppKxXtua6obWo0cPEgSBateurVIeSyE7O5sGDBggZer+9ttvtY63YcMGEgSB6tWrR1988QUtWbKEmjdvToIgkJeXF92/f1+pf0REBImiqFUsQRBIJpNRWFgYrV69WuuSgYyx0gmCQJGRkcYeRpURExMj/S1p1qyZVG1FFEWKjY019vAMjif/zOjkcjnNnTuXTE1NpS9j69atdS4TxBhjrGIaNWoUWVlZUV5enlL73r17SRAEsra2prlz59LixYupUaNGleogbc2aNVIZrpEjR9KzZ8+k5/bt20dOTk4kCAJ17tyZUlNTdYrVqVMnsrOzU5rky+Vymjp1KgmCQC1atKA///xTek6Xyf+5c+d4MZ4xA+DJv34FBQWRmZkZHT58WGpLSEggU1NTCg4ONuLIjMPU2FceMCYIgnS/G/1/kiB/f394eHgYeWSMMcbKw+nTp+Hr6wtLS0ul9o0bN0IQBGzatElKDjZ06FA0bNgQMTExeP/9940x3DIZO3YsgoODMWTIEGzcuBGJiYlYs2YNfvrpJ2zcuBHm5uZYvHgxpk6dWmIpQE1dvnwZ/fv3V7rFwMTEBEuXLkW9evUwadIkhISE4MiRI7Czs9MpVuvWrXV6PWNMc48ePUJGRkaZXlOvXr1yGk3ldunSJfTp0weBgYFSW0hICHr37o3ExETjDcxIePLPjColJQVDhgzB2bNn4ebmhnnz5mHRokWIiorCkSNHsHXr1kpzPxFjjDHNZGVlwdfXV6X9119/ha2tLfr16ye1OTo6IjQ0FCdOnDDkEHXi4eGBpKQkREZGYuHChejevTsAoFWrVoiOjtbb37WCggLUqVNH7XMTJkyAiYkJPv74Y7zzzjs4ePCgXmIyxspfVFQUoqKiNO4vCIJUUpQpy83Nhaenp0p7kyZNsHv3biOMyLh48s+MZu3atZgxYwaeP3+OESNGYPny5bC2tsagQYMwffp0rFmzBm3btsXnn3+OKVOmGHu4jDHG9CQ3NxcymUypLSMjAzk5OejZs6fKGXF3d3fs2bPHkEPUmSGuanNxcSn17OBHH32EwsJCTJkyBV27dkXHjh31FpsxVn5q1KihkrCTaae4uFhtiVUzMzMpAeDfCU/+mVGEhobil19+gb29PWJiYtCrVy/pOUtLS6xcuRI9e/ZEeHg4pk+fjn379iE6Ohp169Y14qgZY4zpg42NDe7cuaPUdu7cOQCAj4+P2te8fotARWaoq9patGiBI0eOlNpn0qRJyM/Px6xZs3DhwgWdYzLGyt/kyZMrbLb/ykjXW6yqEtHYA2B/T/v370fPnj2RnJysNPF/VZcuXZCcnIz+/fsjMTER3t7eBh4lY4yx8tCiRQvExcXh2bNnUtuuXbsgCAI6deqk0j81NRVOTk6GHKLW1q5di9atW+PMmTMIDw/H77//jmHDhuHChQsYN24cLl26hLZt2+Lrr7/WOVaPHj1w9+5dxMXFldpv5syZiIyM5MuCGWN/SxERETAxMVF6zJ8/HwBU2k1MTGBqWnXPj1fdPWMV2vr16zFy5Mg39rOzs8MPP/yAd999FxMmTDDAyBhjjJW3wYMHY/To0fD398ewYcNw48YNxMTEwNHRUSkpE/DXJfPHjx9XmyOgojH0VW1hYWEoKiqClZXVG/vOnTsX9erVQ1pamlaxGGOssirr5f1V+XYAgary3rEq5fbt23B1dTX2MBhjjOmouLgYoaGhiI+PhyAIICKYmZkhJiZGyvKvcPDgQXTp0gWrV6/G2LFjjTRizYiiiF69emH9+vVwcHAosV9ubi7GjBmDn376Cba2tsjJyTHgKBljFZkoioiIiODL/lm54DP/rNLgiT9jjFUNoigiLi4O27Ztw8mTJ1GrVi2EhYWhVatWKn0fPnyIiRMnlniLWEXCV7UxxhiryPjMP2OMMcaYkfBVbYwxxgyFJ/+MMcYYY4wxxlgVx9n+GWOMMcYYY4yxKo4n/4wxxhhjjDHGWBXHk3/GGGPsb2j48OEQBAGbN282aNzExEQEBgaiRo0aEAQBgiBw+TnGGGPMADjbP2OMMVYFuLm5IT09XanN0tISzs7O8Pf3x9SpU+Hl5VVu8Tdv3oy0tDQMHz4cbm5uavtcuXIFXbt2RUFBAdzd3eHt7S2NkzHGGGPliyf/jDHGWBXSuHFj1K5dGwDw6NEjpKSkYNOmTYiNjcVPP/2Enj17lkvczZs34+jRowgICChx8r9hwwYUFBTg448/xooVK8plHIwxxhhTjy/7Z4wxxqqQTz/9FMePH8fx48eRnJyMjIwMhISEID8/H+Hh4Xj27JnRxvbHH38AALp37260MTDGGGN/Vzz5Z4wxxqqwOnXq4LvvvoOFhQWys7ORkJBgtLHk5eUBAKpVq2a0MTDGGGN/Vzz5Z4wxxqo4R0dHNG7cGACQkpJSat+8vDxs27YN7733Hjw9PWFtbQ1ra2u0atUKCxYswPPnz5X6JyYmQhAEHD16FAAQGBgoJfJTJBRUJBdMTExU6TN8+HCl7V25cgVDhw5F3bp1YW5ujjp16qBfv344deqU2vG+mrgwNTUVw4cPh4uLC0xNTREREQHgr1sSFLHy8vIwa9YsNGjQANWqVYOnpydWrlwpbS87OxsTJ05E/fr1YWlpCS8vrxKTIj5//hzz58+Ht7c3rKysYGlpCVdXVwQEBGDRokUoLCws9b1mjDHGDInv+WeMMcb+BohIo37nzp3DBx98AFNTUzg6OqJp06Z4/Pgxrly5gt9//x27du3C8ePHpbP3NWvWRMeOHXH58mU8efIEzZs3R82aNaXt1alTBx4eHiX28fDwkPru2bMHAwcORH5+PmxtbdGyZUukp6dj586d2L17N/7973/jn//8p9pxX79+HZMnT0ZeXh68vLykagKvKigoQHBwME6fPg0vLy8QEW7cuIEJEyYgNzcXY8aMQadOnZCeng4vLy/I5XJcvXoV4eHhICKEh4dL25LL5QgJCcGpU6cgiiIaN24MGxsb3L17F8eOHcPRo0cxZswY2NraavYfxBhjjJU3YowxxlilV79+fQJAmzZtUnnu3r17ZGFhQQBox44dREQ0bNgwtf3T0tLoxx9/pKdPn6pso3///gSAIiIiVGL4+/sTADpy5EiJYyytT2ZmJtWoUYMA0MSJEyk/P5+IiIqKiujzzz8nAGRmZka///670usU+2FiYkK9evWi7Oxs6bm8vDwiItq0aZP0+hYtWtCtW7ekPtu2bSMAVK1aNerSpQsFBgbS/fv3pecVsZ2cnEgul0vt27dvJwDUsmVLun37ttKYHjx4QMuXL6fnz5+X+F4wxhhjhsaX/TPGGGNV2IMHDzB06FDk5+fDzs4O77zzTqn969evjwEDBsDa2lqp3dHREdHR0TA3N0dMTIzex7lmzRo8efIErVq1wvLly2Fubg4AEEURn376KXr06IHCwkIsXbpU7esdHBwQGxsLmUwmtb1eQlAul2PLli1wd3eX2t577z34+voiLy8Px44dw9atW6VqCQAwc+ZMuLi44N69e7h06ZLUrrh9YsSIEahbt67KWCZOnIjq1atr+W4wxhhj+seX/TPGGGNVyBdffIFvv/0WwP9K/RUUFMDMzAzr16+HjY3NG7dRXFyMvXv34sCBA7h16xaePXsm3TYgCAJSUlLw4sULvU5uDxw4AAAYP3682ucnTpyI//znP1K/1/Xr1w9WVlalxvDx8YGPj49Ke6tWrZCUlITu3bvD2dlZ6TkTExN4e3sjMzMTt27dkl7v6uoKAIiLi8OoUaN4os8YY6zC48k/Y4wxVoWkpKRIZ6XNzc3h6OiIzp07Y+rUqWjVqtUbX//o0SP06NEDSUlJpfbLzc3V64T3xo0bAIBmzZqpfd7LywsAcP/+fTx58gQ1atRQer5p06ZvjNGwYUO17Q4ODho9/2qZxD59+sDNzQ0HDhyAs7MzunXrBj8/PwQEBEhjZYwxxioSvuyfMcYYq0I2bdoEIgIRIT8/H+np6fjuu+80mvgDwJQpU5CUlARPT0/s2LEDmZmZyM/Pl7bp4uICAHrPZK+YWL96yf2r6tSpI/376dOnKs+/6aw/gBIXKxSJAd/0PL2SNNHKygrHjh1DeHg4iouL8cMPP2D8+PFo3rw5vLy8sG/fvjeOhzHGGDMknvwzxhhjDMBf98T/+OOPAICff/4ZYWFhcHZ2lu6/l8vlyMrKKpfYihwDDx48UPv8/fv3pX9rcuuCIdStWxcbN25ETk4OTp06hUWLFqFt27a4evUq+vTpg99++83YQ2SMMcYkPPlnjDHGGADgzz//xPPnzyGTyeDp6anyfHJyMoqKitS+9vWyemWlKPl39epVtc9fuXIFwF9XALx+yb+xmZqa4u2338bMmTNx5swZvPfeeygqKsLGjRuNPTTGGGNMwpN/xhhjjAEAqlWrBgB48uQJ8vLyVJ5fvHjxG1+r7nWa6Nq1KwBg1apVap9fsWKFUr+KrH379gCAu3fvGnkkjDHG2P/w5J8xxhhjAABbW1t4eXlBLpdj8uTJKCgoAAAUFRXhyy+/xA8//CDdAvC6Bg0aAACOHj2qVeyxY8eiRo0auHjxolLs4uJiLF68GHFxcTAzM8PUqVO12r6+LVu2DMuXL1e6HQEAMjIypGoLrVu3NsbQGGOMMbV48s8YY4wxycKFCyEIAr755hs4OTmhXbt2cHR0xCeffILZs2fDyclJ7esGDRoEAPjyyy/h6ekJf39/BAQE4JdfftEorrOzM7777juYm5tj+fLlcHR0xFtvvQUnJyfMnDkToihi1apV8Pb21tu+6iI9PR2TJ0+Go6Mj3N3d8fbbb6Np06Zo0KABkpOT0bx5c0yZMsXYw2SMMcYkPPlnjDHGmKRnz57Yv38/OnTogLy8PFy/fh2NGjXC1q1bMX/+/BJf5+fnh9jYWLz11lvIzMzEr7/+iqNHj5YpQWCvXr1w7tw5DB48GJaWlrh48SKICH379sXx48fx4Ycf6mMX9WLMmDGIiIhA586dUVhYiIsXLyI3Nxft2rXDypUrcfr0adSsWdPYw2SMMcYkAr1at4YxxhhjjDHGGGNVDp/5Z4wxxhhjjDHGqjie/DPGGGOMMcYYY1UcT/4ZY4wxxhhjjLEqjif/jDHGGGOMMcZYFceTf8YYY4wxxhhjrIrjyT9jjDHGGGOMMVbF8eSfMcYYY4wxxhir4njyzxhjjDHGGGOMVXE8+WeMMcYYY4wxxqo4nvwzxhhjjDHGGGNVHE/+GWOMMcYYY4yxKo4n/4wxxhhjjDHGWBX3f8WNPAE0x0EqAAAAAElFTkSuQmCC\n",
            "text/plain": "<Figure size 1200x800 with 1 Axes>"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "#### **PS2 had the most sales three years ago**"
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
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