Rich Analysis

.gitignore

# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class

# C extensions
*.so

# Distribution / packaging
.Python
env/
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
sdist/
var/
wheels/
*.egg-info/
.installed.cfg
*.egg

# PyInstaller
#  Usually these files are written by a python script from a template
#  before PyInstaller builds the exe, so as to inject date/other infos into it.
*.manifest
*.spec

# Installer logs
pip-log.txt
pip-delete-this-directory.txt

# Unit test / coverage reports
htmlcov/
.tox/
.coverage
.coverage.*
.cache
nosetests.xml
coverage.xml
*,cover
.hypothesis/

# Translations
*.mo
*.pot

# Django stuff:
*.log
local_settings.py

# Flask stuff:
instance/
.webassets-cache

# Scrapy stuff:
.scrapy

# Sphinx documentation
docs/_build/

# PyBuilder
target/

# Jupyter Notebook
.ipynb_checkpoints

# pyenv
.python-version

# celery beat schedule file
celerybeat-schedule

# dotenv
.env

# virtualenv
.venv/
venv/
ENV/

# Spyder project settings
.spyderproject

# Rope project settings
.ropeproject

README.md

Analyzing The Rich

The Jupyter Notebook is named Rich Analysis.

Data

The data is from the Forbes Billionaires List. You can go to that page, scroll down, select all and copy and paste the data.

Running Locally

To set up the environment, install conda, if you don't already have it installed, and then create the environment from the environment.yml file in the repo.

conda env create -f environment.yml

Then run jupyter notebook and click on the .ipynb file:

jupyter notebook .

billionaires.csv

environment.yml

raw.tsv

raw_women.tsv

Rich Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing The Rich\n",
    "\n",
    "> Author: Saad Elbeleidy\n",
    "\n",
    "> Data: [Forbes Billionaires List](http://www.forbes.com/billionaires/list)\n",
    "\n",
    "This post explores some questions about the richest people alive. The data was collected from the [Forbes Billionaires List](http://www.forbes.com/billionaires/list). You can go to that site, scroll down, select all and copy into a tsv file. After some minor formatting edits you can see a file similar to the one called `raw.tsv` in the repo/folder.\n",
    "\n",
    "The analysis aims to explore a few questions that I have about the dataset.\n",
    "\n",
    "* How many billionaires are there? How does that amount compare to the rest of the world?\n",
    "* How much money does the average/median billionaire have? How much do they all have combined? How does that compare to countries' GDPs, fortune 500 companies? How do they compare to each other?\n",
    "* Which country has the most billionaires and how do they compare?\n",
    "* Which country has the most money if we add all their billionaires together and how do they compare?\n",
    "* How does age correlate to how rich you are given that you are a billionaire? What is the distribution of billionaire's ages?\n",
    "* How does industry correlate to how rich you are given that you are a billionaire, and which industries have the most billionaires?\n",
    "* How does gender correlate? Which countries have the most female billionaires and which have the highest percentage of female billionaries?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Net Worth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Source</th>\n",
       "      <th>Country of Citizenship</th>\n",
       "      <th>Female</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>75.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Amancio Ortega</td>\n",
       "      <td>67.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Zara</td>\n",
       "      <td>Spain</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>60.8</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Carlos Slim Helu</td>\n",
       "      <td>50.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>telecom</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Jeff Bezos</td>\n",
       "      <td>45.2</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Amazon.com</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Mark Zuckerberg</td>\n",
       "      <td>44.6</td>\n",
       "      <td>32.0</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Larry Ellison</td>\n",
       "      <td>43.6</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Oracle</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Michael Bloomberg</td>\n",
       "      <td>40.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>Bloomberg LP</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Charles Koch</td>\n",
       "      <td>39.6</td>\n",
       "      <td>81.0</td>\n",
       "      <td>diversified</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>David Koch</td>\n",
       "      <td>39.6</td>\n",
       "      <td>76.0</td>\n",
       "      <td>diversified</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>Liliane Bettencourt</td>\n",
       "      <td>36.1</td>\n",
       "      <td>94.0</td>\n",
       "      <td>L'Oreal</td>\n",
       "      <td>France</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Larry Page</td>\n",
       "      <td>35.2</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Google</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Sergey Brin</td>\n",
       "      <td>34.4</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Google</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Bernard Arnault</td>\n",
       "      <td>34.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>LVMH</td>\n",
       "      <td>France</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Jim Walton</td>\n",
       "      <td>33.6</td>\n",
       "      <td>68.0</td>\n",
       "      <td>Wal-Mart</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Alice Walton</td>\n",
       "      <td>32.3</td>\n",
       "      <td>67.0</td>\n",
       "      <td>Wal-Mart</td>\n",
       "      <td>United States</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>S. Robson Walton</td>\n",
       "      <td>31.9</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Wal-Mart</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Wang Jianlin</td>\n",
       "      <td>28.7</td>\n",
       "      <td>62.0</td>\n",
       "      <td>real estate</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Jorge Paulo Lemann</td>\n",
       "      <td>27.8</td>\n",
       "      <td>77.0</td>\n",
       "      <td>beer</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Li Ka-shing</td>\n",
       "      <td>27.1</td>\n",
       "      <td>88.0</td>\n",
       "      <td>diversified</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Rank                 Name  Net Worth   Age              Source  \\\n",
       "0      1           Bill Gates       75.0  61.0           Microsoft   \n",
       "1      2       Amancio Ortega       67.0  80.0                Zara   \n",
       "2      3       Warren Buffett       60.8  86.0  Berkshire Hathaway   \n",
       "3      4     Carlos Slim Helu       50.0  76.0             telecom   \n",
       "4      5           Jeff Bezos       45.2  52.0          Amazon.com   \n",
       "5      6      Mark Zuckerberg       44.6  32.0            Facebook   \n",
       "6      7        Larry Ellison       43.6  72.0              Oracle   \n",
       "7      8    Michael Bloomberg       40.0  74.0        Bloomberg LP   \n",
       "8      9         Charles Koch       39.6  81.0         diversified   \n",
       "9      9           David Koch       39.6  76.0         diversified   \n",
       "10    11  Liliane Bettencourt       36.1  94.0             L'Oreal   \n",
       "11    12           Larry Page       35.2  43.0              Google   \n",
       "12    13          Sergey Brin       34.4  43.0              Google   \n",
       "13    14      Bernard Arnault       34.0  67.0                LVMH   \n",
       "14    15           Jim Walton       33.6  68.0            Wal-Mart   \n",
       "15    16         Alice Walton       32.3  67.0            Wal-Mart   \n",
       "16    17     S. Robson Walton       31.9  72.0            Wal-Mart   \n",
       "17    18         Wang Jianlin       28.7  62.0         real estate   \n",
       "18    19   Jorge Paulo Lemann       27.8  77.0                beer   \n",
       "19    20          Li Ka-shing       27.1  88.0         diversified   \n",
       "\n",
       "   Country of Citizenship  Female  \n",
       "0           United States       0  \n",
       "1                   Spain       0  \n",
       "2           United States       0  \n",
       "3                  Mexico       0  \n",
       "4           United States       0  \n",
       "5           United States       0  \n",
       "6           United States       0  \n",
       "7           United States       0  \n",
       "8           United States       0  \n",
       "9           United States       0  \n",
       "10                 France       1  \n",
       "11          United States       0  \n",
       "12          United States       0  \n",
       "13                 France       0  \n",
       "14          United States       0  \n",
       "15          United States       1  \n",
       "16          United States       0  \n",
       "17                  China       0  \n",
       "18                 Brazil       0  \n",
       "19              Hong Kong       0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Getting the data and setting things up\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "fig_size =[0,0]\n",
    "fig_size[0] = 12\n",
    "fig_size[1] = 5\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "billionaires = pd.read_csv('raw.tsv', sep='\\t', header=0)\n",
    "womenBillionaires = pd.read_csv('raw_women.tsv', sep='\\t', header=0)\n",
    "\n",
    "womenNames = list(womenBillionaires[\"Name\"])\n",
    "\n",
    "def isWoman(name):\n",
    "    if name in womenNames:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "billionaires['Net Worth'] = pd.to_numeric(billionaires['Net Worth'].map(lambda x: x[1:len(x)-1]))\n",
    "billionaires['Age'] = pd.to_numeric(billionaires['Age'],errors='coerce')\n",
    "billionaires[\"Female\"] = billionaires.apply(lambda row: isWoman(row[\"Name\"]), axis=1)\n",
    "\n",
    "billionaires.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Net Worth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Source</th>\n",
       "      <th>Country of Citizenship</th>\n",
       "      <th>Female</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>1694</td>\n",
       "      <td>Zeng Kaitian</td>\n",
       "      <td>1.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>online games</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1806</th>\n",
       "      <td>1694</td>\n",
       "      <td>Zhang Keqiang</td>\n",
       "      <td>1.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>real estate</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>1694</td>\n",
       "      <td>Zhang Wanzhen</td>\n",
       "      <td>1.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>advanced ceramics</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1808</th>\n",
       "      <td>1694</td>\n",
       "      <td>Zhou Yaoting</td>\n",
       "      <td>1.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>apparel, real estate</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1809</th>\n",
       "      <td>1694</td>\n",
       "      <td>Zhuang Min</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>surveillance equipment</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank           Name  Net Worth   Age                  Source  \\\n",
       "1805  1694   Zeng Kaitian        1.0  42.0            online games   \n",
       "1806  1694  Zhang Keqiang        1.0  56.0             real estate   \n",
       "1807  1694  Zhang Wanzhen        1.0  67.0       advanced ceramics   \n",
       "1808  1694   Zhou Yaoting        1.0  73.0    apparel, real estate   \n",
       "1809  1694     Zhuang Min        1.0  48.0  surveillance equipment   \n",
       "\n",
       "     Country of Citizenship  Female  \n",
       "1805                  China       0  \n",
       "1806                  China       0  \n",
       "1807                  China       0  \n",
       "1808                  China       0  \n",
       "1809                  China       0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "billionaires.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Name</th>\n",
       "      <th>Net Worth</th>\n",
       "      <th>Age</th>\n",
       "      <th>Source</th>\n",
       "      <th>Country of Citizenship</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>Liliane Bettencourt</td>\n",
       "      <td>$36.1 B</td>\n",
       "      <td>94</td>\n",
       "      <td>L'Oreal</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "      <td>Alice Walton</td>\n",
       "      <td>$32.3 B</td>\n",
       "      <td>67</td>\n",
       "      <td>Wal-Mart</td>\n",
       "      <td>United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>Jacqueline Mars</td>\n",
       "      <td>$23.4 B</td>\n",
       "      <td>77</td>\n",
       "      <td>candy</td>\n",
       "      <td>United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30</td>\n",
       "      <td>Maria Franca Fissolo</td>\n",
       "      <td>$22.1 B</td>\n",
       "      <td>99</td>\n",
       "      <td>Nutella, Chocolates</td>\n",
       "      <td>Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38</td>\n",
       "      <td>Susanne Klatten</td>\n",
       "      <td>$18.5 B</td>\n",
       "      <td>54</td>\n",
       "      <td>BMW, pharmaceuticals</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                  Name Net Worth Age                Source  \\\n",
       "0    11   Liliane Bettencourt   $36.1 B  94               L'Oreal   \n",
       "1    16          Alice Walton   $32.3 B  67              Wal-Mart   \n",
       "2    27       Jacqueline Mars   $23.4 B  77                 candy   \n",
       "3    30  Maria Franca Fissolo   $22.1 B  99   Nutella, Chocolates   \n",
       "4    38       Susanne Klatten   $18.5 B  54  BMW, pharmaceuticals   \n",
       "\n",
       "  Country of Citizenship  \n",
       "0                 France  \n",
       "1          United States  \n",
       "2          United States  \n",
       "3                  Italy  \n",
       "4                Germany  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "womenBillionaires.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Billionaire Count\n",
    "\n",
    ">How many billionaires are there? How does that amount compare to the rest of the world?\n",
    "\n",
    "Some interesting values to compare this number to:\n",
    "\n",
    "* Number of people in the world - [7,432,663,275](http://www.worldometers.info/world-population/)\n",
    "* Number of people in poverty - [767,000,000](http://www.worldbank.org/en/publication/poverty-and-shared-prosperity) (2013)\n",
    "* Number of people in Africa - [1,216,129,815](http://www.worldometers.info/world-population/africa-population/) (2016)\n",
    "* Number of people in the most populated country - [1,382,323,332](http://www.worldometers.info/world-population/china-population/) (China 2016)\n",
    "* Number of people in America - [324,118,787](http://www.worldometers.info/world-population/us-population/)\n",
    "* Number of people in the most populated city - [38,000,000](http://www.newgeography.com/content/005219-largest-cities-world-2016) (Tokyo 2016 estimate)\n",
    "* Number of people in Washington D.C. - [6,097,684](https://en.wikipedia.org/wiki/List_of_Metropolitan_Statistical_Areas#United_States) (2015 estimate)\n",
    "* \"The 1%\"\n",
    "* America's \"1%\"\n",
    "* \"The 0.1%\"\n",
    "* America's \"0.1%\"\n",
    "\n",
    "\n",
    "An interesting value as well is to find out what that number is as a percentage of the world."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 1810 billionaires\n"
     ]
    }
   ],
   "source": [
    "billionaireCount = len(billionaires)\n",
    "print(\"There are {} billionaires\".format(billionaireCount))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAHfCAYAAADUYWIRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c402eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "# Assigning the values from the links\n",
    "world = 7432663275\n",
    "poverty = 767000000\n",
    "africa = 1216129815\n",
    "china = 1382323332\n",
    "america = 324118787\n",
    "tokyo = 38000000\n",
    "dc = 6097684\n",
    "onePercent = math.floor(0.01 * world)\n",
    "americanOnePercent = math.floor(0.01* america)\n",
    "pointOnePercent = math.floor(0.1* onePercent)\n",
    "americanPointOnePercent = math.floor(0.1 * americanOnePercent)\n",
    "billionaires_count = len(billionaires)\n",
    "\n",
    "values = {\n",
    "    \"Billionaires\": len(billionaires),\n",
    "    \"World Pop.\": world,\n",
    "    \"Poverty\": poverty,\n",
    "    \"Africa\": africa,\n",
    "    \"China\": china,\n",
    "    \"America\": america,\n",
    "    \"Tokyo\": tokyo,\n",
    "    \"DC\": dc,\n",
    "    \"The 1%\": onePercent,\n",
    "    \"US 1%\": americanOnePercent,\n",
    "    \"0.1 %\": pointOnePercent,\n",
    "    \"US 0.1%\": americanPointOnePercent\n",
    "}\n",
    "\n",
    "import operator\n",
    "sorted_values = np.array(sorted(values.items(), key=operator.itemgetter(1), reverse=True))\n",
    "\n",
    "plt.bar(range(0,len(values)*5, 5), sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(0,len(values)*5, 5), sorted_values[:,0])\n",
    "plt.title(\"Comparison of Billionaire Count To Other Groups\")\n",
    "plt.xlabel(\"Group\")\n",
    "plt.ylabel(\"Count (in billions)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+IAAAHfCAYAAADUYWIRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c3e77b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "low_sorted_values = sorted_values[5:,:]\n",
    "\n",
    "plt.bar(range(len(low_sorted_values)), low_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(low_sorted_values)), low_sorted_values[:,0])\n",
    "plt.title(\"Comparison of Billionaire Count To Other Groups\")\n",
    "plt.xlabel(\"Group\")\n",
    "plt.ylabel(\"Count (in billions)\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBgAAAHfCAYAAAD6NGvCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c294dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "low_sorted_values = sorted_values[8:,:]\n",
    "\n",
    "plt.bar(range(len(low_sorted_values)), low_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(low_sorted_values)), low_sorted_values[:,0])\n",
    "plt.title(\"Comparison of Billionaire Count To Other Groups\")\n",
    "plt.xlabel(\"Group\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBgAAAHfCAYAAAD6NGvCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtcVVX+//H32YACAgcRwVBBLCFNhcpkwgteMrHvaDZq\nltWIlVaWNs3UjPYtU8s0nb41ZVoppDVjaRfL0XHUyjJRf6ajqKgJ3oihVFQwwPIA6/eHD/Z45OLl\nKFDzej4ePh6etT9777XX2SzO+bDW2g5jjBEAAAAAAIAHrLquAAAAAAAA+PkjwQAAAAAAADxGggEA\nAAAAAHiMBAMAAAAAAPAYCQYAAAAAAOAxEgwAAAAAAMBjJBgAAAAAAIDHSDAAAAAAAACPkWAAAAAA\nAAAeI8EAALhsevToIcv67/lVU1paqmeeeUYxMTHy9fWVl5eXlixZclnOZVmWevXq5VY2ceJEWZal\nNWvWXHRsfZSSkiLLspSTk1PXVcEv1GuvvSbLsvTRRx/VdVUA4Gftv+dTHwB46JtvvtGYMWPUoUMH\nBQcHq2HDhmrevLl+/etfKy0tTadOnarrKtY7DofjvyrB8Oc//1nPPvusmjdvrieeeELPPPOMrr76\n6hr3GTFihCzLcvvn7e2t0NBQ9e7dWwsWLKhyP4fDIYfDcc6y6lxIbF2rT3XNzc3VuHHj1KlTJ4WE\nhKhBgwYKDw9Xnz599Morr+jEiRN1XcVz+vLLL2VZliZPnnze+0RHR1e6T2v6dyHHvlA7d+7UAw88\noNjYWAUEBCgwMFDt2rXTo48+qv3791e5z7Jly2RZlv7v//6v2uPWl3usJuXl5Vq0aJEGDx6sVq1a\nqVGjRvLz81NUVJQGDBig2bNnq7CwsK6rCeC/mHddVwAAfg4mT56syZMnyxijG2+8Ub1791ZgYKAO\nHTqkNWvWaOTIkXr99de1cePGuq5qvfLOO++opKSkrqtRa5YtW6bAwEB9+umn8vLyOu/9HA6Hbr31\nVsXHx0uSTp06pX379mnJkiVavXq1du3apWeffdZtn127dsnf3/+i6zpmzBjdeeedioyMvOhj1JZp\n06Zp/Pjxat68eZ3WY+7cuRozZoxOnTqluLg4DRs2TI0bN9axY8e0bt06/e53v9Nzzz2nw4cP12k9\nL4fHHntMBQUFbmVvvfWWcnJyNHz4cLVq1cptW48ePS5LPaZNm6annnpKDodDvXr10sCBA2WM0caN\nGzVz5ky9/vrrmjVrlu67775K+/4cEgg1ycnJ0eDBg7Vp0yYFBgaqV69euuqqq9SgQQN99913Wrt2\nrZYuXar//d//VU5OjgICAuq6ygD+C5FgAIBzeP755zVx4kRFRUXp/fffV6dOnSrFrFy5UtOnT6+D\n2tVvLVq0qOsq1Kq8vDw1adLkgpILFQYOHKjf/va3bmVbtmzR9ddfr//7v//T008/rQYNGtjbYmJi\nPKprSEiIQkJCPDpGbQkPD1d4eHid1uFvf/ubRo0apZCQEC1evFjJycmVYjZu3KjRo0fXQe0ujDHm\ngvcZO3ZspbLVq1crJydHKSkp6t69+6WoWo1mzZqlJ598UldccYWWLFmi66+/3m37Z599pkGDBmnU\nqFFq0qSJBg4caG8zxlzUddcXhYWFuummm7R3716lpKTo5ZdfVlBQUKW4devW6Y9//CMj6gDUmf+e\ncasAcBEOHjyoSZMmqUGDBvrHP/5RZXJBkm6++WYtX768UvmiRYvUvXt3BQcHy9/fXx07dtS0adOq\n/PDXqlUrtW7dWsXFxXrssccUGRkpf39/XXvttfrkk08kSWVlZZoyZYpiYmLk5+enq666Sq+99lql\nY505BHrDhg266aabFBwcrKCgICUnJ2vz5s2V9vnuu+80efJkde3aVVdccYU9BeSuu+7Srl27qmwb\ny7J07733KisrS0OHDlV4eLi8vLzsef3VrcEwf/58denSRWFhYfLz81NkZKSSk5O1aNGiSrH/+te/\nNGjQIIWHh8vX11etWrXSww8/rO+//75S7Jlz9d944w117NhRfn5+atasmR544IELHr5+4sQJjR8/\nXldffbX8/PwUEhKi5ORkffbZZ25xFdMcDhw4oAMHDtjDxFu3bn1B5zvbtddeq5CQEP3444/64Ycf\n3LZVta7ChahpDYbPPvtMycnJatKkiXx9fRUbG6vx48dX2X49evSQl5eXysvL9fzzz9vrT0RGRmrc\nuHFyuVyV9vn44491zz332EPcAwIC1KlTJ7366qtVfgmsag2G87n/JOn48eMaP3682rVrJ39/fwUH\nB+umm27SqlWrzrutioqKNHbsWDkcDi1cuLDK5IIkde7cWevXr69UfiHtWdEPVOVca2wcPXpUo0aN\nUkREhHx9fdW+fXvNmzfPLXbEiBHq1auXHA6HfTzLsiq126WUm5urUaNGKSoqSg0bNlSzZs00dOhQ\nbd++/byPcezYMf3pT3+SZVn64IMPKiUXJKl3795KTU2VMUaPPPKI3c8OGTJEAwYMkMPh0OOPP+52\nzf/6178qHeef//ynunXrpsDAQAUHB+u2227T3r17q6xXcXGxJk+erI4dO6pRo0YKCgpS9+7dtXjx\n4kqxZ07TSE9PV3JyskJCQuTl5aVjx47VeP1TpkxRdna2kpOTlZaWVmVyQZISExO1du1at+RhcXGx\nLMvSgAEDlJubq9/+9reKiIiQt7e325oTF/I+VbRjVe2XmZkpy7IqJaUGDx4sy7J05MgRTZ061e4r\noqKiNG7cuCpHu23atMmeDuLr66vw8HDdcMMNevzxx2tsLwB1hxEMAFCDtLQ0uVwuDRs2TG3btq0x\n1sfHx+31k08+qWnTpqlp06a66667FBAQoOXLl+vJJ5/UypUrtXLlSnl7/6cbdjgccrlc6tOnj44f\nP66BAwfq1KlTevfddzV48GCtWLFCr732mr7++mv169dPDRs21Pvvv6+xY8cqLCxMQ4YMqVSnDRs2\n6Pnnn1efPn30yCOPKDs7Wx999JG6deumVatWqUuXLnbsmjVrNH36dPXs2VODBw9WQECAsrKy9OGH\nH2rJkiVat26dOnToUOkc2dnZSkhIUGxsrO6++26dPHnS/vBb1dz5inZp3bq1hg4dKqfTqe+++05f\nf/21PvjgA91+++127NKlSzV48GBJpz+cRkVFafPmzZo9e7aWLFmitWvXKioqyq0NHQ6HnnjiCa1c\nuVL9+/dX3759tXr1as2ZM0d79+7Vp59+WuP7WKGwsFCJiYnavXu3brjhBv3mN79Rfn6+Fi1apJtv\nvlmvv/66Ro4cKUm67bbbFB0drZdeekkOh0OPPfaYjDEKDg4+r3NV51//+peOHTum6OhoNWnSxKNj\nna26dQ3eeOMNjR49WgEBARoyZIjCwsL0xRdf6IUXXtDSpUuVnp7u9uWm4hh33nmn1q5dq379+iko\nKEj/+Mc/NH36dB05ckSpqalu5xg/fry8vLz0q1/9Ss2bN1dhYaE+//xzPfroo9q0aZPmz59/XnWV\nar7/cnJylJSUpJycHHXr1k39+vVTcXGxli5dquTkZL355ptVDqU/2wcffKDjx4/b06NqcnY/cLHt\nWZWa2qGgoEBdunRRw4YNNWTIEP300096//33de+998rLy0v33HOPpNP3qsPh0Lx589SjRw+3qQxn\nT3O4FHbv3q3u3bvr6NGj6tu3r+655x7t379fH3zwgZYuXaqlS5eqZ8+e5zzOggULVFxcrJtuukk3\n3nhjtXGDBg1Su3bttGvXLv3973/XoEGDNHToUDVs2FALFizQzTffrMTERDs+IiLC/r8xRu+9954+\n/vhj9e/fX6NHj1ZGRoY++eQTbd68WTt37nSbdpCfn6+kpCTt3r1bnTt31qhRo3Tq1CktX75cgwYN\n0rRp0/THP/6xUh0/++wzjRs3Tr1799bIkSN16NAht98FZzPG6K233pLD4dAzzzxzzraqzvfff6+E\nhASFh4fr9ttvV3l5ud2vXOj7dDHrolTsM3LkSK1bt0633367AgICtGzZMk2fPl3r16/X559/bo8A\n27hxo7p16yZfX18NGDBAUVFRKigo0J49e/Tqq6/qz3/+80W3BYDLyAAAqtW7d29jWZZJTU29oP3W\nr19vHA6HadWqlTl8+LBdXlZWZvr3728syzJTp05126dVq1bGsixz6623mlOnTtnlX331lXE4HCYk\nJMR07tzZnDhxwt62b98+06BBA3Pddde5HeuLL74wDofDWJZlZs2a5bZtyZIlxuFwmJiYGLfyI0eO\nmKKiokrXsm3bNhMQEGBuueUWt/IDBw7Y53jqqaeqbIcePXoYy7Lcypo0aWJatmxpfvzxx0rxR48e\ntf9fVFRkQkJCjLe3t0lPT3eLmz59unE4HKZv375u5SkpKcbhcJioqCiTm5trl5eVlZnu3bsby7LM\n119/XWVdzzZq1CjjcDjMQw895FaenZ1tnE6n8fX1NQcPHnTb1qpVKxMdHX1exz+zzpZlmYEDB5qJ\nEyeaiRMnmieffNLceeedJiAgwERGRla6fmOMcTgcpmfPnm5lEydONJZlmS+//PKiYg8ePGgaNmxo\nnE6n2bNnj1v86NGjjcPhMA888IBbeY8ePYzD4TCdOnUyBQUFdnlJSYm56qqrjLe3tzl06JDbPvv2\n7auyLYYPH24syzIbN26sso3ObO/zuf+SkpKMl5eXWbRokVt5YWGhiY+PN/7+/m4/n9W57777jGVZ\n5umnnz5n7Jkupj1ruodqen8tyzKjRo0y5eXldvnOnTuNt7e3ueaaa9ziK/qHSZMmXdD1nK3i5/vs\n+pwpMTHRWJZlXn31Vbfyzz77zFiWZZo3b+7W31Vn6NChxrIsM23atHPGPvroo8ayLPPYY4/ZZUuX\nLjUOh8O8+OKLVe4zc+ZM43A4jK+vr9mwYYPbtjFjxhjLsszs2bPdygcNGlRl+cmTJ01SUpLx8fEx\nWVlZlepgWZZ59913z3kdFXbu3GkcDocJDAw8733OVFRUZJ939OjRVcZc6Pv0+OOPG8uyzObNmysd\na8eOHcbhcJgxY8a4lQ8ePNg4HA7TvHlztz6hrKzM9OvXz1iWZV5++WW7/IEHHjCWZZnVq1dXOseZ\nvysA1C9MkQCAGnz33XeSLnwtgdTUVDkcDj311FNq2rSpXW5Zll588UU5HA7NnTu3yn1ffvllt7+C\ndu3aVdHR0SooKND06dMVGBhob4uOjlaXLl20Y8eOKoeWX3XVVXrooYfcyvr376+kpCRlZ2frq6++\nsstDQ0PVqFGjSsfo0KGDevXqpdWrV6usrKzS9vDwcE2YMKGG1qjMx8enyr9+nTms95NPPtHx48d1\nxx13uP3FUZJ+//vfq1WrVlq1apVyc3PdtlX8le/MBQEty9KIESPsxeDOxeVy6W9/+5sCAwP1/PPP\nu2278sorNXbsWJ06dUpvv/32eV3vuRhjtGTJEnsx0WnTpmnhwoUyxmjYsGG65pprLsl5zuWdd96R\ny+XSmDFj1KZNG7dtU6ZMUWBgoB1zJofDoenTp8vpdNplfn5+uuuuu1ReXq5Nmza5xUdHR1d5/rFj\nx8oYoxUrVpx3nau7/7Zt26Y1a9Zo0KBBlUb3BAUFadKkSfrxxx/14YcfnvMcF9sPXGx7Xgx/f3+7\nb6nQtm1bdenSRbt27aqTxVb37Nmj9evXKzY2Vo888ojbtl69eunWW2/Vd999p2XLlp3zWBXvQcuW\nLc8Z27JlSxljlJeXd8F1vvfee5WQkOBWNmrUqEp9x7///W8tXrxYPXr00IMPPugW7+vrq+eff16l\npaV67733Kp2jW7duuuOOO867ThXTwZo1a1bl9vfff1+TJk1y+7dhw4ZKcY0aNdK0adMqlV/K9+lc\nHA6H/vjHPyosLMwusyxLM2bMkDFGaWlplfbx9fWtVPZzWT8G+G/EFAkAuAy2bNkiSVUO/W3Tpo1a\ntGih/fv364cffnBLGAQHB1c5TDkiIkIHDhzQddddV2lb8+bNVVpaqu+//15XXHGF27Zu3bpVWb8e\nPXpozZo12rJli1vMsmXL9Prrr2vz5s3Kz89XaWmpvc3hcCg/P7/SYntxcXGVhoXX5K677tLMmTPV\nrl073X777UpKStKNN95YaU7xv/71Lzkcjirb0MvLS927d9c777yjLVu2VPriV9X87IovJsePHz9n\nHb/55huVlJSoa9euVU5z6NWrl5577jn7ffZUxZD1imHsxhjl5uZq/vz5euaZZ/TJJ59o06ZNHj01\n4nzUdN8GBwfr2muv1VdffaXdu3dXmi5zIW1+7NgxTZ8+XcuXL9e+fftUXFxsb3M4HPr3v/993nWu\n7v6rWAuhsLBQkyZNqrT98OHDMsZUub7IpeJJe16oNm3aVPnUgDPfg8t9/5ytYn5+dU+U6NWrlz7+\n+GNt2bLFbUHGuuJwOM77Pt6wYYOMMXK5XFXeX0VFRZJU5f11ww03XKoqSzq91s+ZaylIUmBgoH71\nq1+5lcXGxrr9vqlQ2+9TVQuCXnPNNWrSpIkyMzNVWloqb29v3XnnnZozZ45uvvlmDRkyRL1791Zi\nYuJlmcoD4NIhwQAANbjiiiu0e/fuC/rCI8l+DvnZX/jPPO63336rgoICtw98Z/4F+EwV83Or+nBY\nsa2qv4JWt/J+s2bNZIxxe176X/7yFz322GMKCQlRnz597EUmHQ6HFi9erG3btumnn36q8lgX4uWX\nX9aVV16pt956Sy+88IKmTZsmb29v3XLLLXrxxRd15ZVXSjq/NpRU6dF5kqpMClS0U1WjMM7mybkv\n1pkjUBwOh1q2bKmnnnpK33zzjRYsWKBXX31Vf/rTny7Z+ariyXVXtehcVW1eWFioTp066eDBg+rc\nubOGDx+ukJAQeXt7q6CgQC+//HKV91l1qrv/jh49KklatWpVtQs6OhwOt+RGdSqu+3L0A9KluY+q\nW+/jQu77S+1SXn/F+/ztt9+eM7Yi5sz1Fc7X+fYdFfdXenq60tPTqzxWdffXhfaZFfFVLWwrnR7B\nUOEvf/mLfv/739d4nLPVdn9X0++lY8eO6YcfflDjxo2VlJSk1atX64UXXtC7776refPmyRija665\nRs8++2y9SEoBqIwpEgBQg65du8oYU+mpAedSkSio7gNhxXDf6hIKl8qhQ4eqLP/+++/lcDjs85eV\nlWnSpEm64oortHPnTr377rt64YUX9Mwzz2jChAk1PiLwYhb6Gjt2rLZs2aJDhw7po48+0m9+8xst\nWbJE/fr1sxMlddmG9eX9k6SEhITzntrhqdq47jlz5ujAgQOaOHGi1q9fr5kzZ2ry5MmaMGGC2wKf\n56u6+6+ijn/5y19UVlZW7b/qpiqdqTb7Acuy3EYOnelSJrRqw6W8nyreg/NZpPXTTz+Vw+FwW8T2\nUquo89NPP13j/fXxxx9X2vdC+8yrr75aISEhKi4u1v/7f//vnPFVTZer6bwXe59KqvJePdd9eq7f\nS2cm0rt3765ly5apoKBAa9as0fjx4/Xtt99qyJAh59UWAGofCQYAqMGIESPk4+OjDz/8ULt3764x\n9sxHT1577bWSpC+++KJS3N69e5Wbm6vo6OhqHzV2qaxdu7bK8tWrV0v6Tz3z8/NVUFCgxMREt7mx\n0ulHnFX1KLJLITQ0VAMHDtR7772nXr16ae/evdqxY4ddN2NMlW1YVlZmrx9R1bQRT8XGxsrf318Z\nGRlVPkrw888/l1T1tIBLrWJYdnl5+WU/V01tXlhYqK1bt8rX1/ecT1Spyd69e+VwOPSb3/ym0raq\nznuxKoaHn7nOyMUaPHiwQkJC7FXua3J2P3Ch7dm4cWMdOnSoyhEHX3/99cVfxBkqVum/3KMaKvqX\nL7/8ssrtn3/+uRwOx3n9DN95553y9/fX6tWrq1xfoMLixYu1c+dORUREqH///nb5pb7mS3l/nYvD\n4dC9994rY4yeffbZ84q/EBfzPjVu3FhS1SNKznWfVnWeHTt26OjRo2rfvn2VT9Ro0KCBunTpoilT\npmjatGkqKyvTkiVLajwPgLpBggEAahAVFaWJEyfqp59+0i233KLNmzdXGbd8+XIlJyfbrys+DD73\n3HPKz8+3y8vLy/WHP/xBxhjdf//9l73+WVlZeu2119zKPvnkE61Zs0Zt2rSx118ICwuTv7+/Nm/e\n7Dakt7S0VGPHjnW7Bk+cOnVK69atq1TucrnsIccV88QHDhyokJAQvfvuu5X+UvXSSy9p//796tOn\nzwUvvHc+fHx8dNddd+nEiRN6+umn3bbt3btXr7zyiho0aKC77777kp/7TMePH1daWlq1a1Fcanff\nfbd8fHz06quvau/evW7bnnrqKZ04cUL33HPPBa25cbZWrVpV+aV7y5YtmjZt2gV/OarO9ddfr27d\nuumjjz7SW2+9VWXMjh07dOTIkXMeKyAgQK+88oqMMbr99tu1cuXKKuPWr1/vNu/9Ytqzc+fOKi0t\nrVTnefPmVfmzczEqHk2Yk5NzSY5XndjYWN14443atWuX3njjDbdtq1ev1ieffKIrrrhCt9xyyzmP\nFRoaqqlTp6q8vFyDBg2qsi/+/PPPNWLECDkcDr366qtq0KCBve1SX3NUVJRuu+02ffHFF3rppZeq\nHDWQlZVVaRHai/W///u/atOmjZYvX6777rvPbXrbmY4fP17tCIbqXMz71LlzZxljlJqa6na+ffv2\n1fhzbIzRjBkz3EZLlJWV6YknnpDD4dCIESPs8nXr1rkl7CpU7Fvba4oAOD+swQAA5zB+/Hh7CsEN\nN9ygxMREderUSQEBATp06JDWrFmjrKwsde7c2d7nxhtv1B//+EfNmDFD7du31+DBg9WoUSMtX75c\nmZmZ6tatmx5//PHLXvfk5GQ9/vjjWr58ueLi4pSVlaXFixfLz8/PbbXuimkLL7zwgjp06KBbb71V\np06d0urVq3X8+HH17Nnzkvx1+eTJk+ratauuuuoqXX/99YqKitKPP/6oVatWaffu3br11lsVGxsr\n6fSK52lpafZCkEOGDFFkZKQ2b96slStXKiIiQq+//rrHdarOtGnT9NVXX2nmzJnauHGjevbsqSNH\njuj9999XUVGRXnvtNUVFRV2ScxljtHjxYu3fv1/S6Q/cubm5+vvf/65jx46pc+fOeuCBBy7JuWoS\nFRWll19+WY888oiuu+463X777WratKm+/PJLrV+/Xu3atatyFfqanP1l57e//a1mzJihRx99VJ9/\n/rnatGmjrKwsLV26VIMGDapy1f2LtWDBAvXu3Vv333+/XnnlFSUkJCg4OFi5ubnatm2bMjMztX79\nercnvVRn2LBh+vHHH/XII48oOTlZ8fHxSkxMVOPGjXX06FGtX79eGRkZbiOALqY9x4wZo7feeksP\nPvigPv30U7Vs2VJbt27Vhg0b1L9/fy1dutTjdomNjVXz5s313nvvydvbW1FRUXI4HPrtb397Xk9p\nuBBz585VUlKSRo8erb///e+Ki4vT/v379eGHH8rX11dvv/22WyKgJmPGjNEPP/ygCRMmKCEhQb17\n91Z8fLw9hWjNmjVq0KCB5syZU2l+flxcnEJDQ/XWW2+ptLRUzZs3l8Ph0P33329PAbvQL+YV030e\nf/xxzZ07V4mJiQoNDVVeXp4yMzO1ZcsW/f3vf78kSVCn06lPP/1UgwYN0rx58/TBBx+oZ8+eatOm\njXx8fHTo0CF9/fXX2rFjh0JCQtSxY8cLOv6Fvk89e/ZUp06dtGLFCv3qV79S9+7d9d133+mTTz7R\nr3/9ay1cuLDK8zgcDt1www3q2LGjhgwZooCAAC1btky7du1S165d3Z5i8cwzz2jz5s32k5T8/Py0\nbds2rVixQuHh4br33nsvrjEBXF6X9ymYAPDLsXv3bjN27FjToUMH43Q6TcOGDU1ERIS55ZZbzFtv\nvVXls9wXLlxounXrZoKCgoyfn59p3769mTp1qvnpp58qxbZq1cq0bt26ynP36NHDeHl5VbktJSXF\neHl5mYMHD9plZz7nfsOGDaZPnz7G6XSaoKAgk5ycXOWzy8vKysxLL71krrnmGuPv72+uuOIKM3z4\ncJOTk1PlOQ4cOGAsyzL33ntvtW12dr1dLpeZMWOGueWWW0xUVJTx8/MzYWFh5sYbbzRvvvmmcblc\nlY6xadMm85vf/MaEhYWZhg0bmqioKPPwww+b77777rza4sw2sSzLTJ48udr6nq2wsNCMGzfOxMTE\nGF9fX9O4cWPTt29f8+mnn1YZX9N7WJ2UlBRjWValf06n0yQkJJgXX3yxyvvFsizTq1cvt7KJEyca\ny7LMl19+edGxxhizatUq07dvXxMSEmJ8fX1NmzZtzLhx40xhYWGl2JruzXnz5hnLssz8+fPdynft\n2mVuvfVWEx4ebgICAkynTp1MWlpatffUxd5/xhhTVFRkpk6dajp16mQCAwONv7+/ad26tfn1r39t\n5s6da0pKSmrc/2y5ublm3Lhx5vrrrzeNGzc2DRo0MGFhYaZXr17mlVdeMT/88EOlfS6kPY0xJj09\n3SQlJZlGjRoZp9Np+vfvb7Zv335B72+F6n4mNm3aZG666SYTHBxsvLy8qr0XalLx3p9rv5ycHDNy\n5EjTsmVL07BhQxMWFmZuv/12k5GRcUHnq7Bjxw7zwAMPmJiYGNOoUSMTEBBg2rZtax599FGzb9++\navdLT083PXr0ME6n0/45q+gLZ86caSzLMh9++GGl/YqKioxlWWbAgAGVtv3000/mpZdeMr/61a+M\n0+k0fn5+plWrVqZv375m1qxZbu/x0qVLjWVZ5sUXX7yo6zbGmPLycrNo0SIzaNAgExUVZfz9/Y2f\nn5+JjIw0v/71r83s2bNNQUHBedf/TBf6PuXn55sRI0aYsLAw4+fnZ6699lrz17/+1ezYscNYlmXG\njh3rFj948GBjWZY5fPiwmTp1qt2vRkZGmnHjxlX6WVy2bJkZPny4adu2rXE6nSYwMNC0a9fOPP74\n4yYvL+8iWg9AbXAYc4HpWgD/FdauXauuXbvWdTVwkb788kv17NlTEydO1IQJE+q6OkC9QL8G1J0h\nQ4boo4+bo6bTAAAgAElEQVQ+0pEjRxQSElLX1fnFoF9DfVPvpkisXLlSq1at0uHDhyWdfvbw4MGD\nFR8fL0maNWtWpcVh4uPjNX78ePu1y+XS/PnztX79erlcLsXFxen+++93W/22qKhIaWlp2rx5syzL\nUkJCglJSUuTr62vH5Ofna86cOdq5c6d8fX2VlJSkYcOG2SvnStLBgweVlpam7OxsOZ1OJScna8CA\nAW71y8zM1Ntvv63c3FyFhobqtttuq/ZZw0B9kZ6ezi8sAL8o9GsAfmno11Df1LsEQ2hoqO666y77\nWb1ffPGFpk+frunTp9tz2OLj4/Xwww/bc+XOXmxq3rx52rp1q/7whz/Iz89PqampevHFFzV58mQ7\n5pVXXlFhYaEmTJig0tJSzZo1S2+++abGjh0r6fRCbFOnTlVISIimTJmiY8eOaebMmfL29tYdd9wh\n6fRc4ilTpqhjx44aOXKkcnJyNHv2bDVq1Ei9e/eWJB0+fFjTpk1T37599eijj2rbtm164403Lmp+\nHAAAAAAA9VW9e4rEddddp/j4eDVr1kzNmjXTHXfcIV9fX2VlZdkxPj4+CgoKktPplNPpdFtFtqSk\nRKtXr9bw4cPVrl07RUdHa/To0frmm2+UnZ0tScrNzVVGRoYefPBBXXnllYqNjdWIESO0bt06+9m9\nGRkZysvL05gxYxQZGan4+HgNHTpUK1assB9x9NVXX6msrEwPPfSQWrRoocTERPXr189tAaaVK1cq\nPDxcd999tyIiIpScnKyEhAQtW7asNpoTwH8xh8NxyVbkBwDAU/xOAn756l2C4Uzl5eVKT0/XTz/9\nZK8qLp2ecjBy5Ej97ne/09y5c1VUVGRv27dvn8rKytS+fXu7LCIiQqGhodqzZ4+k048NatSokaKj\no+2Yjh07yuFw2ImMrKwsRUZGuj2jPi4uTiUlJfYzf/fs2aO2bdvaz1auiMnLy1NJSYl9nA4dOrhd\nV3x8vF0XALgckpKSVFZWVukRiwAA1IX3339fpaWlrL8A/MLVuykS0ulnFD/11FNyuVzy9fXVE088\noYiICEmnv5wnJCQoLCxMhw4d0oIFCzR16lQ999xzcjgcKigokLe3d6Vn4zqdTnt0QkFBgdt6DJJk\nWZYCAgJqjAkODra3SVJhYaHb46gqzlMR4+/vX+VxnE6nSkpK5HK5PHqWOHA5VTy2CwB+KejXAPzS\n0K+hvqmXCYbmzZtrxowZKikp0YYNGzRz5kxNmjRJzZs3V2Jioh3XsmVLRUZGasyYMcrMzHQbtfBz\nt3btWqWnp7uVtW3bttICksDlkpKSUtdVAIBLin4NwC8N/Rpq05IlS7Rr1y63si5durgtNFovEwxe\nXl52Ni46OlrZ2dn6xz/+oZEjR1aKDQsLU2BgoL7//nu1b99ewcHBKi0tVUlJidsohsLCQnsEQnBw\nsAoLC92OU15erqKiIreYvXv3usVUjFyoiHE6nZWOU/G6pnMVFhbK39+/xtELXbt2rXZF2OPHj6u0\ntLTafYFLISgoSCdOnKjragDAJUO/BuCXhn4NtcHb21uNGzfWgAEDzvkH73qZYDibMUYul6vKbUeP\nHtUPP/ygxo0bS5Jat24tLy8v7dixQ507d5Yk5eXlKT8/XzExMZKkmJgYFRcXa//+/fY6DNu3b5cx\nRm3atLFjFi9erBMnTtjrMGzbtk3+/v720yxiYmK0cOFClZeX24+uzMjIUEREhJ3ciImJ0datW93q\nnJGRYdflYpSWllbbHsClUtPPHQD8HNGvAfiloV9DfeM1ceLEiXVdiTMtWLBA3t6n8x5Hjx7VsmXL\ntHbtWt1zzz0KCgrSe++9Jz8/P5WXl2vfvn16/fXX5e/vr3vuuUeWZcnHx0fHjx/XP//5T7Vq1UpF\nRUWaM2eOQkNDNWjQIEmnM33Z2dlKT09Xq1atdPjwYc2ZM0fx8fFKSkqSdHpkxMaNG7V9+3ZFRkbq\nwIEDeuutt9SnTx/78ZJXXHGFVq1apZycHEVERGjHjh169913NXToUDtx0axZMy1evFjFxcUKDQ3V\nunXrtHTpUt17770XPWeqpKRE5eXlnjY1UCM/Pz+dPHmyrqsBAJcM/RqAXxr6NdQGLy8vNWrU6Lxi\nHcYYc5nrc0Fef/117dixQ8ePH5e/v7+ioqI0cOBAtW/fXqdOndKMGTN04MABlZSUqHHjxoqLi9PQ\noUPdnvbgcrn0zjvvKD09XS6XS/Hx8brvvvvcFlssLi5WamqqNm/eLMuylJCQoBEjRqhhw4Z2TH5+\nvubOnavMzEz5+voqKSlJw4YNs0crSKcXpExNTdXevXsVGBiofv36VRo2snPnTs2fP1+5ublq0qSJ\nBg8erO7du190Gx05coRMJS67kJAQHTt2rK6rAQCXDP0agF8a+jXUBh8fHzVt2vS8YutdggHnRoIB\ntYFfWAB+aejXAPzS0K+hNlxIgsE6dwgAAAAAAEDNSDAAAAAAAACPkWAAAAAAAAAeI8EAAAAAAAA8\nRoIBAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADAYyQYAAAAAACAx0gwAAAAAAAAj5Fg\nAAAAAAAAHiPBAAAAAAAAPEaCAQAAAAAAeIwEAwAAAAAA8BgJBgAAAAAA4DESDAAAAAAAwGMkGAAA\nAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAAAAAAADxGggEAAAAAAHiMBAMAAAAAAPAYCQYAAAAA\nAOAx77quAH4+isscKnGV13U1UEuOHipQeZmp62qglvj7WGrkxfsNAACAi0eCAeetxFWu+z/8pq6r\nAeAymDsoVo28HHVdDQAAAPyMMUUCAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADAYyQY\nAAAAAACAx0gwAAAAAAAAj5FgAAAAAAAAHiPBAAAAAAAAPEaCAQAAAAAAeIwEAwAAAAAA8BgJBgAA\nAAAA4DESDAAAAAAAwGMkGAAAAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAAAAAAADxGggEAAAAA\nAHiMBAMAAAAAAPAYCQYAAAAAAOAx77quwNlWrlypVatW6fDhw5Kkli1bavDgwYqPj7djFi5cqM8/\n/1zFxcWKjY3VyJEj1axZM3u7y+XS/PnztX79erlcLsXFxen++++X0+m0Y4qKipSWlqbNmzfLsiwl\nJCQoJSVFvr6+dkx+fr7mzJmjnTt3ytfXV0lJSRo2bJgs6z95mYMHDyotLU3Z2dlyOp1KTk7WgAED\n3K4pMzNTb7/9tnJzcxUaGqrbbrtNPXr0uNRNBwAAAABAnfGaOHHixLquxJkKCwsVFxen2267TX36\n9FFJSYnS0tKUkJCgoKAgffzxx1q2bJkeeughDRgwQLt379bSpUt1880321/809LStHXrVj366KPq\n06eP1q1bpw0bNqhnz572ef785z/ryJEj+v3vf6/ExEQtX75c+/fvV0JCgiSpvLxcEyZMkK+vrx57\n7DF16NBBixYt0smTJ9W+fXtJ0smTJ/Xkk0+qdevWGjNmjKKiojR//nw5nU61bt1aknT48GFNmDBB\niYmJeuCBBxQUFKTU1FTFxMQoPDz8otqopKRE5eXlnjTzxZ23VFqy62itnxfA5TegXagaeTvquhrA\nZeXn56eTJ0/WdTUA4JKhX0Nt8PLyUqNGjc4rtt5NkbjuuusUHx+vZs2aqVmzZrrjjjvk6+urrKws\nSdLy5cs1aNAgXX/99YqMjNQjjzyiY8eOaePGjZJOf/levXq1hg8frnbt2ik6OlqjR4/WN998o+zs\nbElSbm6uMjIy9OCDD+rKK69UbGysRowYoXXr1qmgoECSlJGRoby8PI0ZM0aRkZGKj4/X0KFDtWLF\nCpWVlUmSvvrqK5WVlemhhx5SixYtlJiYqH79+mnp0qX29axcuVLh4eG6++67FRERoeTkZCUkJGjZ\nsmW12awAAAAAAFxW9S7BcKby8nKlp6frp59+UmxsrA4fPqyCggJ16NDBjvH391ebNm20Z88eSdK+\nfftUVlZmjzKQpIiICIWGhtoxWVlZatSokaKjo+2Yjh07yuFw2ImMrKwsRUZGKigoyI6Ji4tTSUmJ\nvv32W0nSnj171LZtW3l5ebnF5OXlqaSkxD7OmfWVpPj4eLsuAAAAAAD8EtS7NRgkKScnR0899ZRc\nLpd8fX31xBNPKCIiwv5SfuZaChWvK0YeFBQUyNvbW/7+/jXGnH0My7IUEBBQY0xwcLC9TTo9nSMs\nLKzSeSpi/P39qzyO0+lUSUmJXC6XfHx8LqBlAAAAAACon+plgqF58+aaMWOGSkpKtGHDBs2cOVOT\nJk2q62oBAAAAAIBq1MsEg5eXl70AYnR0tLKzs/WPf/xDt956q6TTIwcqRhNUvG7VqpWk06MMSktL\nVVJS4jaK4cx9goODVVhY6HbO8vJyFRUVucXs3bvXLaZi5EJFjNPprHScitc1nauwsFD+/v41jl5Y\nu3at0tPT3crCw8OVkpKioKAgGWOq3fdyOXqooNbPCaB2WF5eCgkJPncg8DPm4+OjkJCQuq4GAFwy\n9GuoDQ7H6YXA582bp0OHDrlt69Kli7p27Wq/rpcJhrMZY+RyuRQWFqbg4GBt375dUVFRkk4v6piV\nlaW+fftKklq3bi0vLy/t2LFDnTt3liTl5eUpPz9fMTExkqSYmBgVFxdr//799joM27dvlzFGbdq0\nsWMWL16sEydO2OswbNu2Tf7+/mrRooUds3DhQpWXl9tPsMjIyFBERISd3IiJidHWrVvdricjI8Ou\nS3W6du3q9kad6cSJE3K5XBfQgpdGeVntJzUA1I7ysjIdO3asrqsBXFYhISHc5wB+UejXUBt8fHzU\ntGlTpaSknDO23i3yuGDBAu3atUtHjhxRTk6OFixYoJ07d6p79+6SpFtuuUUfffSRNm3apJycHM2c\nOVNNmjTRDTfcIOn0oo+9evXS/PnzlZmZqX379mn27NmKjY3VVVddJen0FIz4+Hi98cYbys7O1u7d\nu5WWlqYuXbrYIw86duyoFi1aaObMmTp48KC2bt2qhQsXqm/fvvL2Pp2X6dq1q7y9vTVr1izl5uZq\n3bp1Wr58ufr3729fT58+fXTo0CH99a9/VV5enlasWKENGzbof/7nf2qzWQEAAAAAuKwcpi7G2tfg\n9ddf144dO3T8+HH5+/srKipKAwcOdHsqxKJFi/TZZ5+puLhYbdu21X333admzZrZ210ul9555x2l\np6fL5XIpPj5e9913n9tii8XFxUpNTdXmzZtlWZYSEhI0YsQINWzY0I7Jz8/X3LlzlZmZKV9fXyUl\nJWnYsGH2aAXp9IKUqamp2rt3rwIDA9WvXz8NGDDA7Zp27typ+fPnKzc3V02aNNHgwYPthMnFOHLk\nSJ2MYDjyo9H9H35T6+cFcPnNHRSrpr6Ouq4GcFnxlz4AvzT0a6gNFSMYzke9SzDg3EgwALjUSDDg\nvwEfxAH80tCvoTZcSIKh3k2RAAAAAAAAPz8kGAAAAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAA\nAAAAADxGggEAAAAAAHiMBAMAAAAAAPAYCQYAAAAAAOAxEgwAAAAAAMBjJBgAAAAAAIDHSDAAAAAA\nAACPkWAAAAAAAAAeI8EAAAAAAAA8RoIBAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADA\nYyQYAAAAAACAx0gwAAAAAAAAj5FgAAAAAAAAHiPBAAAAAAAAPEaCAQAAAAAAeIwEAwAAAAAA8BgJ\nBgAAAAAA4DESDAAAAAAAwGMkGAAAAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAAAAAAADxGggEA\nAAAAAHiMBAMAAAAAAPAYCQYAAAAAAOAxEgwAAAAAAMBjJBgAAAAAAIDHSDAAAAAAAACPkWAAAAAA\nAAAeI8EAAAAAAAA8RoIBAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADAYyQYAAAAAACA\nx0gwAAAAAAAAj5FgAAAAAAAAHiPBAAAAAAAAPOZd1xU42+LFi7Vx40bl5eWpQYMGiomJ0V133aWI\niAg7ZtasWfryyy/d9ouPj9f48ePt1y6XS/Pnz9f69evlcrkUFxen+++/X06n044pKipSWlqaNm/e\nLMuylJCQoJSUFPn6+tox+fn5mjNnjnbu3ClfX18lJSVp2LBhsqz/5GYOHjyotLQ0ZWdny+l0Kjk5\nWQMGDHCrX2Zmpt5++23l5uYqNDRUt912m3r06HGpmg0AAAAAgDpV7xIMu3fvVr9+/dS6dWuVl5dr\nwYIFmjJlil566SU1aNDAjouPj9fDDz8sY4wkycfHx+048+bN09atW/WHP/xBfn5+Sk1N1YsvvqjJ\nkyfbMa+88ooKCws1YcIElZaWatasWXrzzTc1duxYSVJ5ebmmTp2qkJAQTZkyRceOHdPMmTPl7e2t\nO+64Q5J08uRJTZkyRR07dtTIkSOVk5Oj2bNnq1GjRurdu7ck6fDhw5o2bZr69u2rRx99VNu2bdMb\nb7yhkJAQdezY8bK2JwAAAAAAtaHeTZEYP368unfvrhYtWigyMlKjR49Wfn6+9u3b5xbn4+OjoKAg\nOZ1OOZ1O+fv729tKSkq0evVqDR8+XO3atVN0dLRGjx6tb775RtnZ2ZKk3NxcZWRk6MEHH9SVV16p\n2NhYjRgxQuvWrVNBQYEkKSMjQ3l5eRozZowiIyMVHx+voUOHasWKFSorK5MkffXVVyorK9NDDz2k\nFi1aKDExUf369dPSpUvt+qxcuVLh4eG6++67FRERoeTkZCUkJGjZsmWXuzkBAAAAAKgV9S7BcLaS\nkhJJUkBAgFt5ZmamRo4cqd/97neaO3euioqK7G379u1TWVmZ2rdvb5dFREQoNDRUe/bskSRlZWWp\nUaNGio6OtmM6duwoh8OhrKwsOyYyMlJBQUF2TFxcnEpKSvTtt99Kkvbs2aO2bdvKy8vLLSYvL8+u\ne1ZWljp06OBW//j4eLsuAAAAAAD83NW7KRJnMsZo3rx5uvrqq9WiRQu7PD4+XgkJCQoLC9OhQ4e0\nYMECTZ06Vc8995wcDocKCgrk7e3tNqpBkpxOpz06oaCgwG09BkmyLEsBAQE1xgQHB9vbJKmwsFBh\nYWGVzlMR4+/vX+VxnE6nSkpK5HK5Kk3vAAAAAADg56ZeJxjmzp2r3NxcPfvss27liYmJ9v9btmyp\nyMhIjRkzRpmZmW6jFn7O1q5dq/T0dLey8PBwpaSkKCgoyF57ojYdPVRQ6+cEUDssLy+FhATXdTWA\ny8rHx0chISF1XQ0AuGTo11AbHA6HpNPrHB46dMhtW5cuXdS1a1f7db1NMKSmpmrLli2aPHmyGjdu\nXGNsWFiYAgMD9f3336t9+/YKDg5WaWmpSkpK3EYxFBYW2iMQgoODVVhY6Hac8vJyFRUVucXs3bvX\nLaZi5EJFjNPprHScitc1nauwsFD+/v7Vjl7o2rWr2xt1phMnTsjlclXTGpdPeVntJzUA1I7ysjId\nO3asrqsBXFYhISHc5wB+UejXUBt8fHzUtGlTpaSknDO2Xq7BkJqaqk2bNumZZ55RaGjoOeOPHj2q\nH374wU5EtG7dWl5eXtqxY4cdk5eXp/z8fMXExEiSYmJiVFxcrP3799sx27dvlzFGbdq0sWNycnJ0\n4sQJO2bbtm3y9/e3p2zExMRo165dKi8vt2MyMjIUERFhJzdiYmLc6lIRU1EXAAAAAAB+7updgmHu\n3Llau3atxo4dq4YNG6qgoEAFBQU6deqUJOnHH3/UX//6V2VlZenIkSPavn27ZsyYoYiICMXFxUmS\n/P391atXL82fP1+ZmZnat2+fZs+erdjYWF111VWSpObNmys+Pl5vvPGGsrOztXv3bqWlpalLly72\nyIOOHTuqRYsWmjlzpg4ePKitW7dq4cKF6tu3r7y9Tw/+6Nq1q7y9vTVr1izl5uZq3bp1Wr58ufr3\n729fU58+fXTo0CH99a9/VV5enlasWKENGzbof/7nf2qzaQEAAAAAuGwcpi4m89dg6NChVZaPHj1a\nSUlJOnXqlGbMmKEDBw6opKREjRs3VlxcnIYOHer2tAeXy6V33nlH6enpcrlcio+P13333ee22GJx\ncbFSU1O1efNmWZalhIQEjRgxQg0bNrRj8vPzNXfuXGVmZsrX11dJSUkaNmyYLOs/uZmcnBylpqZq\n7969CgwMVL9+/TRgwAC3+u/cuVPz589Xbm6umjRposGDB6t79+4X1UZHjhypkykSR340uv/Db2r9\nvAAuv7mDYtXU11HX1QAuK4YSA/iloV9DbaiYInE+6l2CAedGggHApUaCAf8N+CAO4JeGfg214UIS\nDPVuigQAAAAAAPj5IcEAAAAAAAA8RoIBAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADA\nYyQYAAAAAACAx0gwAAAAAAAAj5FgAAAAAAAAHiPBAAAAAAAAPEaCAQAAAAAAeIwEAwAAAAAA8BgJ\nBgAAAAAA4DESDAAAAAAAwGMkGAAAAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAAAAAAADxGggEA\nAAAAAHiMBAMAAAAAAPAYCQYAAAAAAOAxEgwAAAAAAMBjJBgAAAAAAIDHSDAAAAAAAACPkWAAAAAA\nAAAeI8EAAAAAAAA8RoIBAAAAAAB4jAQDAAAAAADwGAkGAAAAAADgMRIMAAAAAADAYyQYAAAAAACA\nx0gwAAAAAAAAj5FgAAAAAAAAHiPBAAAAAAAAPEaCAQAAAAAAeIwEAwAAAAAA8BgJBgAAAAAA4DES\nDAAAAAAAwGMkGAAAAAAAgMdIMAAAAAAAAI+RYAAAAAAAAB4jwQAAAAAAADxGggEAAAAAAHiMBAMA\nAAAAAPCYd11X4GyLFy/Wxo0blZeXpwYNGigmJkZ33XWXIiIi3OIWLlyozz//XMXFxYqNjdXIkSPV\nrFkze7vL5dL8+fO1fv16uVwuxcXF6f7775fT6bRjioqKlJaWps2bN8uyLCUkJCglJUW+vr52TH5+\nvubMmaOdO3fK19dXSUlJGjZsmCzrP7mZgwcPKi0tTdnZ2XI6nUpOTtaAAQPc6puZmam3335bubm5\nCg0N1W233aYePXpc4tYDAAAAAKBu1LsRDLt371a/fv00ZcoUPf300yorK9OUKVN06tQpO+bjjz/W\nP//5T40aNUrPP/+8GjZsqClTpqi0tNSOmTdvnrZs2aI//OEPmjRpko4fP64XX3zR7VyvvPKK/v3v\nf2vChAkaN26cdu3apTfffNPeXl5erqlTp6q8vFxTpkzRww8/rC+++EKLFi2yY06ePKkpU6aoadOm\neuGFF3T33Xfr/fff12effWbHHD58WNOmTVOHDh00Y8YM9evXT2+88Ya2bdt2OZoQAAAAAIBaV+8S\nDOPHj1f37t3VokULRUZGavTo0crPz9e+ffvsmOXLl2vQoEG6/vrrFRkZqUceeUTHjh3Txo0bJUkl\nJSVavXq1hg8frnbt2ik6OlqjR4/WN998o+zsbElSbm6uMjIy9OCDD+rKK69UbGysRowYoXXr1qmg\noECSlJGRoby8PI0ZM0aRkZGKj4/X0KFDtWLFCpWVlUmSvvrqK5WVlemhhx5SixYtlJiYqH79+mnp\n0qV2fVeuXKnw8HDdfffdioiIUHJyshISErRs2bLaalYAAAAAAC6repdgOFtJSYkkKSAgQNLp0QAF\nBQXq0KGDHePv7682bdpoz549kqR9+/aprKxM7du3t2MiIiIUGhpqx2RlZalRo0aKjo62Yzp27CiH\nw6GsrCw7JjIyUkFBQXZMXFycSkpK9O2330qS9uzZo7Zt28rLy8stJi8vz657VlaWW30lKT4+3q4L\nAAAAAAA/d/U6wWCM0bx583T11VerRYsWkmSPLjhzLYWK1xXbCgoK5O3tLX9//xpjzj6GZVkKCAio\nMSY4ONitHoWFhVXW5cyYqo7jdDpVUlIil8t1Xm0BAAAAAEB9Vq8TDHPnzlVubq5+97vf1XVVAAAA\nAABADerdUyQqpKamasuWLZo8ebIaN25sl1eMICgsLLT/X/G6VatWdkxpaalKSkrcRjGcuU9wcLAK\nCwvdzlleXq6ioiK3mL1797rFVIxKqIhxOp2VjlPxuqZzFRYWyt/fXz4+PlVe/9q1a5Wenu5WFh4e\nrpSUFAUFBckYU+V+l9PRQwW1fk4AtcPy8lJISPC5A4GfMR8fH4WEhNR1NQDgkqFfQ21wOBySTj9I\n4dChQ27bunTpoq5du9qv62WCITU1VZs2bdLEiRMVGhrqti0sLEzBwcHavn27oqKiJJ1epyErK0t9\n+/aVJLVu3VpeXl7asWOHOnfuLEnKy8tTfn6+YmJiJEkxMTEqLi7W/v377XUYtm/fLmOM2rRpY8cs\nXrxYJ06csNdh2LZtm/z9/e0pGzExMVq4cKHKy8vtR1dmZGQoIiLCTm7ExMRo69atbteRkZFh16Uq\nXbt2dXujznTixIk6mVpRXlb7SQ0AtaO8rEzHjh2r62oAl1VISAj3OYBfFPo11AYfHx81bdpUKSkp\n54ytd1Mk5s6dq7Vr12rs2LFq2LChCgoKVFBQ4PaYyltuuUUfffSRNm3apJycHM2cOVNNmjTRDTfc\nIOn0oo+9evXS/PnzlZmZqX379mn27NmKjY3VVVddJUlq3vz/t3fvUVVW+R/HP4dLICogCiIi3lDU\nFMhMZpIJxzREE8dqsjErGLXyUk3TtGp+/dKxYrLMmS6o4wUStYtWThfNrKzMW1NjiQoqICIigZAd\nUI7ogcPvDxfn5wkzPQ9336+1Wsvn2fvs53seXbvDh/3s01WRkZFasmSJcnJydODAAaWmpmrYsGH2\nlQfh4eEKDg5WcnKyjhw5ot27d2vNmjWKjY2Vm9u5bCY6Olpubm5atGiRCgoKtGPHDm3cuFHjxo2z\n1yhDj6kAACAASURBVDtq1CgVFxdr9erVKiws1KZNm/TVV19p7NixjXVbAQAAAABoUKaaplhrfxET\nJ0684PkZM2YoJibGfrx27Vpt3rxZFRUV6t+/v6ZMmaLAwEB7u9Vq1apVq7R9+3ZZrVZFRkZqypQp\nDpstVlRUKCUlRbt27ZKLi4uioqKUmJgoDw8Pe5/S0lItX75cGRkZ8vT0VExMjCZNmmRfrSBJ+fn5\nSklJ0aFDh9S+fXvFxcUpPj7eof7MzEylpaWpoKBAHTt21G233aYbbrjBqXtUUlLSJCsYSiprNPWd\ng41+XQANb/mtYfL3NDV1GUCD4jd9AFob5jU0htoVDJei2QUM+GUEDADqGwEDrgR8EAfQ2jCvoTFc\nTsDg9CMSc+fO1d69e3+2fd++fZo7d66zwwMAAAAAgBbE6YAhMzOzzjcjnK+8vFyZmZnODg8AAAAA\nAFqQBtvksaioSG3atGmo4QEAAAAAQDNyWV9T+cUXX2jLli3243Xr1mnz5s11+lksFh05ckTXXHON\n8QoBAAAAAECzd1kBw9mzZ1VeXm4/Pn36tEwmx03BTCaTPDw8NGrUKN122231UyUAAAAAAGjWLitg\nuOmmm3TTTTdJkmbOnKnExEQNGTKkQQoDAAAAAAAtx2UFDOdbuHBhfdYBAAAAAABaMKcDhlqnT59W\nSUmJKioqVFNTU6d9wIABRi8BAAAAAACaOacDhvLycqWmpuo///mPbDbbz/Zbs2aNs5cAAAAAAAAt\nhNMBw9KlS7Vr1y7FxcWpX79+ateuXX3WBQAAAAAAWhCnA4b09HSNHTtWkydPrs96AAAAAABAC+Ti\n7As9PDzk7+9fn7UAAAAAAIAWyumA4Te/+Y2+/vrr+qwFAAAAAAC0UE4/IvGrX/1KmZmZSkpK0siR\nI9WxY0e5uNTNK3r16mWoQAAAAAAA0Pw5HTDMnj3b/uc9e/b8bD++RQIAAAAAgNbP6YBh+vTp9VkH\nAAAAAABowZwOGIYPH16PZQAAAAAAgJbM6U0eAQAAAAAAajm9gmHRokW/2MdkMvEoBQAAAAAAVwCn\nA4aMjIw652w2m8xms2w2m7y9veXh4WGoOAAAAAAA0DI4HTAsXLjwguerqqr06aefasOGDXryySed\nLgwAAAAAALQc9b4Hg5ubm0aPHq2IiAilpKTU9/AAAAAAAKAZarBNHrt37679+/c31PAAAAAAAKAZ\nabCAYc+ePezBAAAAAADAFcLpPRjefvvtC56vqKjQ/v37dfjwYY0fP97pwgAAAAAAQMvhdMDw1ltv\nXfB827Zt1blzZ02bNk033nij04UBAAAAAICWw+mAYc2aNfVZBwAAAAAAaMEabA8GAAAAAABw5XB6\nBUOtzMxMffvttyopKZEk+fv7a/DgwRowYIDh4gAAAAAAQMvgdMBQVVWlF198Ud98840kycvLS5Jk\nsVj0wQcfaOjQoXrooYfk5mY4wwAAAAAAAM2coU0ev/nmG40bN04333yzfH19JUllZWX64IMP9MEH\nH+jtt9/WHXfcUW/FAgAAAACA5snpPRi2bdummJgYTZ482R4uSJKPj48mT56sG264QVu3bq2XIgEA\nAAAAQPPmdMBgNpsVGhr6s+19+vSR2Wx2dngAAAAAANCCOB0w+Pn5KTMz82fbMzMz5efn5+zwAAAA\nAACgBXE6YIiJidHOnTu1dOlSFRYWymazyWazqbCwUMuWLdPOnTs1fPjweiwVAAAAAAA0V05v8njL\nLbeouLhYmzdv1ubNm+Xici6rsNlsks4FEBMmTKifKgEAAAAAQLPmdMDg4uKimTNn6uabb9Z3332n\nkpISSZK/v7+uueYade/evd6KBAAAAAAAzdtlBQxnz57VihUr1K1bN8XFxUmSunfvXidM+PDDD/XJ\nJ58oISFBbm5OZxgAAAAAAKCFuKw9GD799FNt2bJFgwcPvmi/wYMH6/PPP9enn35qqDgAAAAAANAy\nXFbAsHPnTkVFRalz584X7RcYGKioqCht377dUHEAAAAAAKBluKyAIT8/X/369bukvv369VN+fr5T\nRQEAAAAAgJblsgKGqqqqS95Twc3NTVVVVU4VBQAAAAAAWpbLChj8/PwueVVCfn6+/Pz8nCoKAAAA\nAAC0LJcVMAwaNEhffvmlysrKLtqvrKxMX375pQYNGmSoOAAAAAAA0DJc1ndIjh8/Xlu3btVTTz2l\n+++/X3369KnTJzs7W//6179ktVoVHx/vVFH79+/X+++/r9zcXJnNZj366KMaMmSIvX3RokXasmWL\nw2siIyP117/+1X5stVqVlpamnTt3ymq1KiIiQlOnTpWPj4+9z6lTp5Samqpdu3bJxcVFUVFRSkhI\nkKenp71PaWmpli1bpszMTHl6eiomJkaTJk2Si8v/ZzNHjhxRamqqcnJy5OPjo9GjR9d57xkZGVq5\ncqUKCgrUqVMnTZgwQcOHD3fq/gAAAAAA0NxcVsDQuXNnPfzww3rppZf0v//7v+rcubNCQkLk6emp\nyspKHT16VEVFRfLw8NBDDz2kwMBAp4o6c+aMevTooREjRuiFF164YJ/IyEjNnDlTNTU1kiR3d3eH\n9hUrVmj37t165JFH1KZNG6WkpGjBggV66qmn7H1efvlllZWVafbs2aqqqtKiRYu0dOlSPfjgg5Ik\nm82mZ599Vn5+fkpKStKJEyeUnJwsNzc33XHHHZKk06dPKykpSeHh4Zo2bZry8/O1ePFitW3bVjfe\neKMk6fjx45o3b55iY2P10EMPac+ePVqyZIn8/PwUHh7u1D0CAAAAAKA5uayAQZIGDx6s+fPn6733\n3tO3336rb775xt7WoUMH3XjjjRo/fvwvfpXlxURGRioyMvKifdzd3eXt7X3BNovFos8//1x/+tOf\nNGDAAEnSjBkz9PDDDysnJ0ehoaEqKChQenq65s2bp549e0qSEhMTNW/ePN19993y9fVVenq6CgsL\nNWfOHHl7eyskJEQTJ07U66+/rt///vdydXXV1q1bVV1drenTp8vV1VXBwcHKy8vT+vXr7QHDxx9/\nrM6dO2vy5MmSpKCgIB04cEAbNmwgYAAAAAAAtAqXHTBIUkBAgKZNmybp3G/wT58+rTZt2qhNmzb1\nWtzFZGRkaNq0aWrbtq0GDhyoO+64Q+3atZMk5ebmqrq6WgMHDrT3DwoKUqdOnZSVlaXQ0FBlZ2er\nbdu29nBBksLDw2UymZSdna3rrrtO2dnZCgkJcQgyIiIitHz5ch09elQ9evRQVlaW+vfvL1dXV4c+\n7733niwWi7y8vJSdnV1nP4rIyEilpaU11O0BAAAAAKBRORUwnK+xgwXp3A/nUVFRCggIUHFxsV5/\n/XU9++yzeuaZZ2QymWQ2m+Xm5iYvLy+H1/n4+MhsNkuSzGazw34MkuTi4qJ27dpdtI+vr6+9TTq3\noWVAQECd69T28fLyuuA4Pj4+slgsslqtdR7vAAAAAACgpTEcMDSF66+/3v7nbt26KSQkRA888IAy\nMjIcVi0AAAAAAIDG0SIDhp8KCAhQ+/btVVRUpIEDB8rX11dVVVX2RxRqlZWV2Vcg+Pr61vm6TZvN\nplOnTjn0OXTokEOf2pULtX18fHzqjFN7fLFrlZWVycvL62dXL2zbtk3bt293ONe5c2clJCTI29vb\nvrllY/qh2Nzo1wTQOFxcXeXn59vUZQANyt3dXX5+fk1dBgDUG+Y1NAaTySTp3BcpFBcXO7QNGzZM\n0dHR9uNWETD88MMPOnnypDp06CBJ6tWrl1xdXbVv3z4NHTpUklRYWKjS0lL17dtXktS3b19VVFTo\n8OHD9n0Y9u7dq5qaGvvXb/bt21f//ve/VV5ebt+HYc+ePfLy8lJwcLC9z5o1a2Sz2exfXZmenq6g\noCB7uNG3b1/t3r3boeb09HR7LRcSHR3t8Bd1vvLyclmt1su/UQbZqhs/1ADQOGzV1Tpx4kRTlwE0\nKD8/P/6dA2hVmNfQGNzd3eXv76+EhIRf7OvS8OVcvsrKSuXl5SkvL0+SVFxcrLy8PJWWlqqyslKr\nV69Wdna2SkpKtHfvXs2fP19BQUGKiIiQJHl5eWnEiBFKS0tTRkaGcnNztXjxYoWFhSk0NFSS1LVr\nV0VGRmrJkiXKycnRgQMHlJqaqmHDhtlXHoSHhys4OFjJyck6cuSIdu/erTVr1ig2NlZubueymejo\naLm5uWnRokUqKCjQjh07tHHjRo0bN87+fkaNGqXi4mKtXr1ahYWF2rRpk7766iuNHTu2Ee8qAAAA\nAAANx1TTFGvtf0FmZqbmzp1b53xMTIymTp2q+fPnKy8vTxaLRR06dFBERIQmTpzo8G0PVqtVq1at\n0vbt22W1WhUZGakpU6Y4bLZYUVGhlJQU7dq1Sy4uLoqKilJiYqI8PDzsfUpLS7V8+XJlZGTI09NT\nMTExmjRpkn21giTl5+crJSVFhw4dUvv27RUXF6f4+Pg67yktLU0FBQXq2LGjbrvtNt1www1O3Z+S\nkpImWcFQUlmjqe8cbPTrAmh4y28Nk7+nqanLABoUv+kD0Nowr6Ex1K5guBTNMmDAxREwAKhvBAy4\nEvBBHEBrw7yGxnA5AUOzfEQCAAAAAAC0LAQMAAAAAADAMAIGAAAAAABgGAEDAAAAAAAwjIABAAAA\nAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAAAADDCBgAAAAAAIBhBAwAAAAAAMAwAgYAAAAAAGAY\nAQMAAAAAADCMgAEAAAAAABhGwAAAAAAAAAwjYAAAAAAAAIYRMAAAAAAAAMMIGAAAAAAAgGEEDAAA\nAAAAwDACBgAAAAAAYBgBAwAAAAAAMIyAAQAAAAAAGEbAAAAAAAAADCNgAAAAAAAAhhEwAAAAAAAA\nwwgYAAAAAACAYQQMAAAAAADAMAIGAAAAAABgGAEDAAAAAAAwjIABAAAAAAAYRsAAAAAAAAAMI2AA\nAAAAAACGETAAAAAAAADDCBgAAAAAAIBhBAwAAAAAAMAwAgYAAAAAAGAYAQMAAAAAADCMgAEAAAAA\nABhGwAAAAAAAAAwjYAAAAAAAAIYRMAAAAAAAAMMIGAAAAAAAgGEEDAAAAAAAwDACBgAAAAAAYBgB\nAwAAAAAAMIyAAQAAAAAAGObW1AVcyP79+/X+++8rNzdXZrNZjz76qIYMGeLQZ82aNfrss89UUVGh\nsLAwTZs2TYGBgfZ2q9WqtLQ07dy5U1arVREREZo6dap8fHzsfU6dOqXU1FTt2rVLLi4uioqKUkJC\ngjw9Pe19SktLtWzZMmVmZsrT01MxMTGaNGmSXFz+P5s5cuSIUlNTlZOTIx8fH40ePVrx8fEO9WZk\nZGjlypUqKChQp06dNGHCBA0fPrye7xwAAAAAAE2jWa5gOHPmjHr06KGpU6desP3dd9/VRx99pHvv\nvVd///vf5eHhoaSkJFVVVdn7rFixQt99950eeeQRzZ07Vz/++KMWLFjgMM7LL7+sY8eOafbs2Xr8\n8ce1f/9+LV261N5us9n07LPPymazKSkpSTNnztQXX3yhtWvX2vucPn1aSUlJ8vf313PPPafJkyfr\nrbfe0ubNm+19jh8/rnnz5mnQoEGaP3++4uLitGTJEu3Zs6e+bhkAAAAAAE2qWQYMkZGRmjhxoq67\n7roLtm/cuFG33nqrrr32WoWEhGjWrFk6ceKEvv76a0mSxWLR559/rnvuuUcDBgxQz549NWPGDB08\neFA5OTmSpIKCAqWnp+v+++9X7969FRYWpsTERO3YsUNms1mSlJ6ersLCQj3wwAMKCQmx17Vp0yZV\nV1dLkrZu3arq6mpNnz5dwcHBuv766xUXF6f169fb6/3444/VuXNnTZ48WUFBQRo9erSioqK0YcOG\nhryNAAAAAAA0mmYZMFzM8ePHZTabNWjQIPs5Ly8v9enTR1lZWZKk3NxcVVdXa+DAgfY+QUFB6tSp\nk71Pdna22rZtq549e9r7hIeHy2QyKTs7294nJCRE3t7e9j4RERGyWCw6evSoJCkrK0v9+/eXq6ur\nQ5/CwkJZLBb7OOfXK50LUWprAQAAAACgpWtxAUPt6oLz91KoPa5tM5vNcnNzk5eX10X7/HQMFxcX\ntWvX7qJ9fH19HeooKyu7YC3n97nQOD4+PrJYLLJarZf61gEAAAAAaLaa5SaPkLZt26bt27c7nOvc\nubMSEhLk7e2tmpqaRq/ph2Jzo18TQONwcXWVn59vU5cBNCh3d3f5+fk1dRkAUG+Y19AYTCaTpHP7\nHBYXFzu0DRs2TNHR0fbjFhcw1K4gKCsrs/+59rhHjx72PlVVVbJYLA6rGM5/ja+vr8rKyhzGttls\nOnXqlEOfQ4cOOfSpXZVQ28fHx6fOOLXHF7tWWVmZvLy85O7ufsH3GR0d7fAXdb7y8vImWflgq278\nUANA47BVV+vEiRNNXQbQoPz8/Ph3DqBVYV5DY3B3d5e/v78SEhJ+sW+Le0QiICBAvr6+2rt3r/2c\nxWJRdna2wsLCJEm9evWSq6ur9u3bZ+9TWFio0tJS9e3bV5LUt29fVVRU6PDhw/Y+e/fuVU1Njfr0\n6WPvk5+fr/LycnufPXv2yMvLS8HBwfY++/fvl81ms/dJT09XUFCQPdzo27evQy21fWprAQAAAACg\npWuWAUNlZaXy8vKUl5cnSSouLlZeXp5KS0slSWPGjNG6dev03//+V/n5+UpOTlbHjh3t3zrh5eWl\nESNGKC0tTRkZGcrNzdXixYsVFham0NBQSVLXrl0VGRmpJUuWKCcnRwcOHFBqaqqGDRtmX3kQHh6u\n4OBgJScn68iRI9q9e7fWrFmj2NhYubmdW/wRHR0tNzc3LVq0SAUFBdqxY4c2btyocePG2d/PqFGj\nVFxcrNWrV6uwsFCbNm3SV199pbFjxzbWLQUAAAAAoEGZapriYf5fkJmZqblz59Y5HxMToxkzZkiS\n1q5dq82bN6uiokL9+/fXlClTFBgYaO9rtVq1atUqbd++XVarVZGRkZoyZYrDZosVFRVKSUnRrl27\n5OLioqioKCUmJsrDw8Pep7S0VMuXL1dGRoY8PT0VExOjSZMmycXl/7OZ/Px8paSk6NChQ2rfvr3i\n4uIUHx9f5z2lpaWpoKBAHTt21G233aYbbrjBqftTUlLSJI9IlFTWaOo7Bxv9ugAa3vJbw+TvaWrq\nMoAGxVJiAK0N8xoaQ+0jEpeiWQYMuDgCBgD1jYABVwI+iANobZjX0BguJ2Bolo9IAAAAAACAloWA\nAQAAAAAAGEbAAAAAAAAADCNgAAAAAAAAhhEwAAAAAAAAwwgYAAAAAACAYQQMAAAAAADAMAIGAAAA\nAABgGAEDAAAAAAAwjIABAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAAAADDCBgAAAAAAIBh\nBAwAAAAAAMAwAgYAAAAAAGAYAQMAAAAAADCMgAEAAAAAABhGwAAAAAAAAAwjYAAAAAAAAIYRMAAA\nAAAAAMMIGAAAAAAAgGEEDAAAAAAAwDACBgAAAAAAYBgBAwAAAAAAMIyAAQAAAAAAGEbAAAAAAAAA\nDCNgAAAAAAAAhhEwAAAAAAAAwwgYAAAAAACAYQQMAAAAAADAMAIGAAAAAABgGAEDAAAAAAAwjIAB\nAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAAAADDCBgAAAAAAIBhBAwAAAAAAMAwAgYAAAAA\nAGAYAQMAAAAAADCMgAEAAAAAABhGwAAAAAAAAAwjYAAAAAAAAIa5NXUBznjrrbf09ttvO5wLCgrS\nP//5T/vxmjVr9Nlnn6miokJhYWGaNm2aAgMD7e1Wq1VpaWnauXOnrFarIiIiNHXqVPn4+Nj7nDp1\nSqmpqdq1a5dcXFwUFRWlhIQEeXp62vuUlpZq2bJlyszMlKenp2JiYjRp0iS5uPx/dnPkyBGlpqYq\nJydHPj4+Gj16tOLj4xvi1gAAAAAA0CRaZMAgSd26ddPs2bNVU1MjSXJ1dbW3vfvuu/roo480a9Ys\n+fv7680331RSUpL++c9/ys3t3FtesWKFdu/erUceeURt2rRRSkqKFixYoKeeeso+zssvv6yysjLN\nnj1bVVVVWrRokZYuXaoHH3xQkmSz2fTss8/Kz89PSUlJOnHihJKTk+Xm5qY77rhDknT69GklJSUp\nPDxc06ZNU35+vhYvXqy2bdvqxhtvbKzbBQAAAABAg2qxj0i4urrK29tbPj4+8vHxUbt27extGzdu\n1K233qprr71WISEhmjVrlk6cOKGvv/5akmSxWPT555/rnnvu0YABA9SzZ0/NmDFDBw8eVE5OjiSp\noKBA6enpuv/++9W7d2+FhYUpMTFRO3bskNlsliSlp6ersLBQDzzwgEJCQhQZGamJEydq06ZNqq6u\nliRt3bpV1dXVmj59uoKDg3X99dcrLi5O69evb+Q7BgAAAABAw2mxAcP333+v++67Tw888IBefvll\nlZaWSpKOHz8us9msQYMG2ft6eXmpT58+ysrKkiTl5uaqurpaAwcOtPcJCgpSp06d7H2ys7PVtm1b\n9ezZ094nPDxcJpNJ2dnZ9j4hISHy9va294mIiJDFYtHRo0clSVlZWerfv7/DCouIiAgVFhbKYrHU\n920BAAAAAKBJtMiAoU+fPpoxY4aeeOIJTZs2TSUlJZozZ44qKyvtqwvO30uh9ri2zWw2y83NTV5e\nXhft89MxXFxc1K5du4v28fX1tbdJUllZ2QVrOb8PAAAAAAAtXYvcgyEyMtL+55CQEIWGhmrGjBna\nuXOnunbt2oSVAQAAAABwZWqRAcNPeXl5qUuXLioqKtLVV18t6dzKgdrVBLXHPXr0kHRulUFVVZUs\nFovDKobzX+Pr66uysjKH69hsNp06dcqhz6FDhxz61K5KqO3j4+NTZ5za4/Pr+6lt27Zp+/btDuc6\nd+6shIQEeXt72ze3bEw/FLPiAmitXFxd5ef383MS0Bq4u7vLz8+vqcsAgHrDvIbGYDKZJJ37ooTi\n4mKHtmHDhik6Otp+3CoChsrKShUVFSkmJkYBAQHy9fXV3r171b17d0nnNnXMzs5WbGysJKlXr15y\ndXXVvn37NHToUElSYWGhSktL1bdvX0lS3759VVFRocOHD9v3Ydi7d69qamrUp08fe59///vfKi8v\nt+/DsGfPHnl5eSk4ONjeZ82aNbLZbPavrkxPT1dQUFCdRzTOFx0d7fAXdb7y8nJZrVZD98wZturG\nDzUANA5bdbVOnDjR1GUADcrPz49/5wBaFeY1NAZ3d3f5+/srISHhF/u2yD0YVq1apczMTJWUlOjg\nwYOaP3++3NzcNGzYMEnSmDFjtG7dOv33v/9Vfn6+kpOT1bFjR1133XWSzq14GDFihNLS0pSRkaHc\n3FwtXrxYYWFhCg0NlSR17dpVkZGRWrJkiXJycnTgwAGlpqZq2LBh9pUH4eHhCg4OVnJyso4cOaLd\nu3drzZo1io2NtX8dZnR0tNzc3LRo0SIVFBRox44d2rhxo8aNG9cEdw4AAAAAgIZhqmmKtfYGvfji\nizpw4IBOnjwpb29v9evXT3/4wx8UEBBg77N27Vpt3rxZFRUV6t+/v6ZMmaLAwEB7u9Vq1apVq7R9\n+3ZZrVZFRkZqypQpDhsyVlRUKCUlRbt27ZKLi4uioqKUmJgoDw8Pe5/S0lItX75cGRkZ8vT0VExM\njCZNmmRfrSBJ+fn5SklJ0aFDh9S+fXvFxcUpPj7e6fdfUlLSJCsYSiprNPWdg41+XQANb/mtYfL3\nNDV1GUCD4jd9AFob5jU0htoVDJeiRQYMVzoCBgD1jYABVwI+iANobZjX0BguJ2BokY9IAAAAAACA\n5oWAAQAAAAAAGEbAAAAAAAAADCNgAAAAAAAAhhEwAAAAAAAAwwgYAAAAAACAYQQMAAAAAADAMAIG\nAAAAAABgGAEDAAAAAAAwjIABAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAAAADDCBgAAAAA\nAIBhbk1dAAAATaWi2iSL1dbUZaCR/FBslq26pqnLQCPxcndRW1f+vgGgMREwAACuWBarTVPfOdjU\nZQBoAMtvDVNbV1NTlwEAVxQekQAAAAAAAIYRMAAAAAAAAMMIGAAAAAAAgGEEDAAAAAAAwDACBgAA\nAAAAYBgBAwAAAAAAMIyAAQAAAAAAGEbAAAAAAAAADCNgAAAAAAAAhhEwAAAAAAAAwwgYAAAAAACA\nYQQMAAAAAADAMAIGAAAAAABgGAEDAAAAAAAwjIABAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAA\nAAAAAADDCBgAAAAAAIBhBAwAAAAAAMAwAgYAAAAAAGAYAQMAAAAAADCMgAEAAAAAABhGwAAAAAAA\nAAwjYAAAAAAAAIYRMAAAAAAAAMMIGAAAAAAAgGEEDAAAAAAAwDC3pi7gSvLRRx/pgw8+kNlsVo8e\nPZSYmKjQ0NCmLgsAAAAAAMNYwdBIduzYoVWrVun222/X888/r+7duyspKUnl5eVNXRoAAAAAAIYR\nMDSSDRs2aOTIkYqJiVHXrl01bdo0eXh46PPPP2/q0gAAAAAAMIyAoRFUVVUpNzdXgwYNsp8zmUwa\nNGiQsrKymrAyAAAAAADqBwFDIzh58qRsNpt8fHwczvv4+MhsNjdRVQAAAAAA1B82eWyB3Nya5q+t\nja1GYQHtmuTaABpWm6vc5e5uauoyGh3zGtB6XanzGq4sJpNJ7u7uTV0GWrnL+fmTgKERtG/fXi4u\nLiorK3M4X1ZWJl9f3wu+Ztu2bdq+fbvDuf79+ys+Pl4dOnRosFovxl/S6nsCmuTaANAQmNcAAC2d\nv79/U5eAK8T777+v/fv3O5wbNmyYoqOj7cemmpqamsYu7Er0xBNPKDQ0VImJiZKkmpoazZgxQ3Fx\ncYqPj2/i6oC6VqxYoYSEhKYuAwDqDfMagNaGeQ3NDSsYGsnYsWO1aNEi9erVS6GhodqwYYPOkHyu\nHAAAEdlJREFUnDmj4cOHN3VpwAUVFxc3dQkAUK+Y1wC0NsxraG4IGBrJ9ddfr5MnT2rt2rUym83q\n0aOHnnjiCXl7ezd1aQAAAAAAGEbA0IhiY2MVGxvb1GUAAAAAAFDv+JpKAAAAAABgGAEDgAsaNmxY\nU5cAAPWKeQ1Aa8O8huaGb5EAAAAAAACGsYIBAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAA\nAADDCBgAAAAAwKCSkhJNnDhRR44ckSRlZmZq4sSJslgskqQvvvhCiYmJ9v5vvfWWHnvssUavc+7c\nuUpLS2v06+LK4NbUBQAwbu7cuerRo4fuueceh/NffPGF0tLS9Oqrr0qSzp49q7fffls7d+7UiRMn\n1KZNG3Xr1k1jx47VkCFDLji22WzWypUrdejQIRUVFWnMmDF1rrNnzx6lpKSorKxMQ4YM0fTp0+Xq\n6ipJslgs+utf/6onn3xSnTp1aoB3D6Clasi5S5IyMjK0cuVKFRQUqFOnTpowYYKGDx9+0ZpeffVV\nHTx4UEePHlVwcLCee+45h/aSkhIlJycrNzdXvXv31qxZsxzmtnnz5mnEiBEaOnToZd4NAM3dokWL\ntGXLFvtxu3bt1Lt3b02ePFkhISHq1KmTli5dqvbt21/SePHx8YqLi2uocn/WX/7yF/vnNKC+ETAA\nV5ClS5fq0KFDmjJlioKDg3Xy5EkdPHhQp06d+tnXWK1WeXt769Zbb9WGDRvqtNfU1Ojll1/WLbfc\novDwcC1YsECffvqpYmNjJUmvv/66YmNjCRcAOM2Zuev48eOaN2+eYmNj9dBDD2nPnj1asmSJ/Pz8\nFB4e/rOvM5lMGjFihLKzs5Wfn1+nfeXKlerYsaOmT5+uN998UytXrtSf//xnSdKOHTvk4uJCuAC0\nYpGRkZo5c6ZqampkNpv1xhtv6LnnntPChQtlMpnk4+NzyWN5eHjIw8OjAau9sLZt2160vaqqSm5u\n/JgI5/AvB7iC7Nq1S4mJiYqMjJQkderUST179rzoa/z9/ZWQkCBJ+vzzz+u0nzx5UidPntRNN90k\nNzc3DRkyRMeOHZMkHTx40P5DAQA4y5m56+OPP1bnzp01efJkSVJQUJAOHDigDRs2XDRgqJ3vysrK\nLhgwHDt2TPfcc48CAwM1fPhwrVq1SpJUUVGhNWvWaM6cOc68RQAthLu7u7y9vSVJPj4++t3vfqc5\nc+bo5MmTqqys1KxZs/T888+re/fuvzjWW2+9pW+++UbPP/+8pHO/tHnnnXe0efNmlZeXq2vXrpo0\naZJ97ispKdGsWbP0yCOPaOPGjcrJyVFgYKCmTZumvn37SpJOnTqllJQU7d+/XxUVFercubMmTJig\nYcOG2a/709VjM2fO1IgRI/T999/rm2++UVRUlGbMmKEffvhBK1eu1J49e2QymdSvXz8lJibK399f\n0rlVYq+99pqOHj0qNzc3devWTQ8++CC/VLrCsQcDcAXx9fXVt99+q8rKynob09vbWx06dFB6errO\nnDmj/fv3q3v37qqurtby5ct13333yWQy1dv1AFx5nJm7srOzNWjQIIdzkZGRysrKMlRLjx49tHfv\nXtXU1Gj37t32HyJWr16t0aNHy8/Pz9D4AFqOyspKffnll+rSpcslPxbxU+d/RtqwYYM2bNigu+++\nWy+88IIiIiL0/PPPq6ioyOE1b775psaPH6/58+erS5cuevnll2Wz2SSde6Ssd+/e+p//+R8tWLBA\nI0eOVHJysg4dOnTROtavX68ePXpo/vz5uu2221RdXa2kpCR5eXnp6aef1jPPPKM2bdro73//u6qr\nq2Wz2fTCCy/o6quv1oIFC5SUlKSRI0fymQ+sYACuJPfee69eeeUV/fGPf1T37t3Vr18//epXv1JY\nWJihcR9++GGtWLFCK1as0DXXXKPf/va3WrdunQYOHCg3Nzc9+eSTOnXqlGJjYzV69Oh6ejcArhTO\nzF1ms7nOUmUfHx9ZLBZZrVa5u7s7VcvkyZO1dOlSzZo1SyEhIbr33nuVmZmpI0eOaPLkyfrHP/6h\nw4cPKyIiQomJiTznDLQyu3bt0t133y1JOnPmjDp06KDHH3+8XsZev369xo8fr1//+teSpDvvvFMZ\nGRn68MMP9cc//tHeLz4+3r6q4fbbb9cjjzyioqIiBQUFyc/PTzfffLO97+jRo7V7927t3LlTvXv3\n/tlrDxw40OF1W7duVU1Nje677z77uenTpysxMVEZGRnq1auXLBaLBg8erICAAEnnVooBBAzAFaR/\n//5KTk5WVlaWsrKytHfvXs2ePVsTJ07ULbfc4vS4YWFhevbZZ+3HhYWF2rp1q55//nnNnj1bY8eO\nVWRkpB555BENGDBAISEh9fF2AFwhGmrucoafn5/DDxNVVVV65plnNGvWLL3zzjvy8vLSSy+9pKSk\nJH3yySeEqkArM3DgQE2bNk01NTWqqKjQpk2blJSU5PA5yBmnT5/Wjz/+WCc4DQsLq/O41vmfozp0\n6CBJKi8vV1BQkGw2m9atW6evvvpKJ06cUFVVlaqqquTp6XnR6/fq1cvh+MiRIyoqKrKHKbWsVquK\ni4sVHh6umJgYPfPMMwoPD9egQYN0/fXXy9fX97LfO1oXAgagFWjTpo39K5DOZ7FY5OXl5XDOxcVF\n/fr1U79+/RQfH69169bpnXfe0fjx4+vtN23Lli3TPffcI5vNpry8PP3617+Wu7u7+vfvr8zMTAIG\nAJIadu7y9fVVWVmZw7mysjJ5eXk5vXrhQtatW6fIyEj17NlT//rXv/SHP/zBvtFjRkYGAQPQynh4\neNh/Yy9J9913nxISErR582aNGDGiUWo4f86rfSSh9hGJ999/Xx999JESEhIUEhIiDw8Pvfrqq6qq\nqrromD/dbLKyslK9evXSQw89pJqaGoe22j0oZsyYoTFjxthXSKxZs0ZPPvmkQkNDDb9HtFzswQC0\nAkFBQTp8+HCd87m5ub+4XK1r166qrq6W1Wqtl1o+++wztW/fXoMHD7b/z672f2q1z+wBgNSwc1ff\nvn21b98+h3Pp6en2jdDqQ0FBgbZv366JEydKOvcBn/kOuPKYTCadPXvW0Bht2rRRhw4ddPDgQYfz\nBw8eVNeuXS95nIMHD2rIkCGKjo5WSEiIAgIC9P333192PT179lRRUZG8vb3VuXNnh//atGlj79ej\nRw/97ne/09NPP61u3bpp27Ztl30ttC4EDEArcNNNN+n777/XihUrlJ+fr8LCQq1fv147duzQuHHj\n7P3mzp2rTz/9VLm5uSopKdG3336rN998UwMHDrzo0rm8vDzl5eWpsrJS5eXlysvLU0FBQZ1+ZWVl\nWrdunf05wbZt2yo4OFgbNmxQVlaW9u3bp379+tX/DQDQIjXk3DVq1CgVFxdr9erVKiws1KZNm/TV\nV19p7Nix9j5ff/21Hn74YYfXFRUVKS8vTz/++KPOnj1rn/+qq6vrXGPZsmVKSEjQVVddJencUubN\nmzfr2LFj2rJli+H9bQA0P1arVWazWWazWceOHVNqaqrOnDmjIUOGGB47Pj5e7733nnbs2KHCwkK9\n9tprOnLkiMaMGXPJY3Tp0kV79+5VVlaWCgoKtHTp0jqruS7Fb37zG7Vv317PP/+8Dhw4oOPHjysj\nI0OvvvqqTpw4oePHj+v1119XVlaWSktLlZ6eru+//17BwcGXfS20LjwiAbQCAQEBmjt3rt544w09\n/fTTqqqqUteuXfXnP//Z4evYIiIitGXLFr3xxhs6e/asOnTooGuvvVa33nrrRcd/7LHH7H/Ozc3V\ntm3b5O/vr+TkZId+K1asUHx8vMPzd9OnT9fChQu1ceNGjR8/vs4zfgCuXA05dwUEBOjxxx9XWlqa\nNm7cqI4dO2r69OkO41osFhUWFjq8bsmSJcrMzLQf185/CxcudPjqtU8//VQ+Pj665ppr7Oduv/12\nvfTSS3riiScUGRmp2NhY528OgGZp9+7d9o0P27RpY5+z+vfvr5KSEkNjx8XFyWKxaNWqVSovL1dw\ncLAee+wxBQYGXvIYt9xyi44fP66kpCR5eHho5MiRGjp06AUfR6t1oW9+uOqqqzR37ly99tprWrBg\ngU6fPi0/Pz8NHDhQXl5eOnPmjAoLC/WPf/xDJ0+eVIcOHRQXF6eRI0c69d7RephqfvpQDQAAAAAA\nwGXiEQkAAAAAAGAYAQMAAAAAADCMgAEAAAAAABhGwAAAAAAAAAwjYAAAAAAAAIYRMAAAAAAAAMMI\nGAAAAAAAgGEEDAAAAAAAwDACBgAAAAAAYBgBAwAAAAAAMMytqQsAAAD4qePHj+uDDz7Qnj17dOLE\nCUmSv7+/rr76ao0aNUohISFNXCEAAPgpU01NTU1TFwEAAFBr165devHFF+Xm5qbo6Gh1795dLi4u\nOnbsmL7++muVlJQoOTlZnTp1aupSAQDAeQgYAABAs1FcXKxHH31U/v7+mj17tnx8fBzabTabPv74\nYw0dOlR+fn4XHOPMmTPy8PBojHIBAMB5eEQCAAA0G++9957OnDmjGTNm1AkXJMnFxUWjR4+2Hy9c\nuFD/+c9/NH/+fKWmpurAgQMaNGiQ/vKXv0iSdu7cqffee08FBQXy8PBQZGSk7rzzTodw4m9/+5tM\nJpPmzJnjcK2FCxcqMzNTCxculCSVlJRo1qxZuuuuu2QymfThhx+qrKxMoaGhmjJlirp169YQtwQA\ngBaDTR4BAECz8e233yowMFC9e/e+pP4mk0nV1dVKSkqSj4+P7rrrLkVFRUmSvvjiC7344otydXXV\npEmTNHLkSH399deaM2eOLBaLwxg/N/aF2rZs2aKPPvpIsbGxmjBhgo4ePaqnnnpK5eXlTrxjAABa\nD1YwAACAZuH06dP68ccfdd1119Vps1gsqq6uth97eHjoqquukiRVVVXp+uuv1x133GFvr66u1muv\nvaaQkBDNnTtXbm7nPvKEhYXpueee04YNG/T73//eqTqLior0yiuvyNfXV5IUERGhJ554Qu+++67u\nvvtup8YEAKA1YAUDAABoFk6fPi1J8vT0rNP2t7/9TVOnTrX/9/HHHzu0jxo1yuH40KFDKi8vV2xs\nrD1ckKTBgwcrKChI3377rdN1Dh061B4uSFJoaKhCQ0P13XffOT0mAACtASsYAABAs1AbLFRWVtZp\nu/fee1VZWSmz2axXXnnFoc3V1VUdO3Z0OFdaWipJ6tKlS52xunbtqoMHDzpdZ2BgYJ1zXbp00Vdf\nfeX0mAAAtAYEDAAAoFnw8vKSr6+vjh49WqctNDRU0rmNFn/K3d29Qeqx2WwNMi4AAK0Vj0gAAIBm\nY/DgwSoqKtKhQ4cMjdOpUydJUmFhYZ22wsJCe7sktW3b1mHTx1oXCjMk6fvvv7/gOX9/f2fLBQCg\nVSBgAAAAzcb48eN11VVXafHixSorK6vTXlNTc0nj9O7dW97e3vrkk09UVVVlP//dd9/p2LFjuvba\na+3nAgMDdezYMZ08edJ+Li8v72cfo/jmm2904sQJ+3FOTo5ycnJ0zTXXXFJtAAC0VjwiAQAAmo3A\nwEA99NBDeumll/SnP/1J0dHR6t69uyTp+PHj2rZtm1xcXOrsufBTrq6uuvPOO7V48WLNmTNHw4YN\nk9ls1saNGxUQEKAxY8bY+/72t7/V+vXr9cwzz2jEiBEqKyvTJ598om7dutk3nvxpjbNnz9ZNN92k\ns2fPauPGjfL29lZ8fHz93gwAAFoYAgYAANCsDBkyRAsWLNAHH3ygPXv26IsvvpAk+fv769prr9Wo\nUaMUEhLyi+MMHz5cnp6eevfdd/X666/Lw8NDUVFRuvPOO+Xl5WXv17VrV82aNUtr167VypUrFRwc\nrAceeEDbtm3T/v3764wbExMjk8mkDz/8UGVlZerTp48SExMdvlkCAIArkanmUtcaAgAAXMFKSko0\na9Ys3XXXXbr55pubuhwAAJod9mAAAAAAAACGETAAAAAAAADDCBgAAAAAAIBh7MEAAAAAAAAMYwUD\nAAAAAAAwjIABAAAAAAAYRsAAAAAAAAAMI2AAAAAAAACGETAAAAAAAADDCBgAAAAAAIBhBAwAAAAA\nAMAwAgYAAAAAAGDY/wGHJocKBswsNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f37ecc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "low_sorted_values = sorted_values[9:,:]\n",
    "\n",
    "plt.bar(range(len(low_sorted_values)), low_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(low_sorted_values)), low_sorted_values[:,0])\n",
    "plt.title(\"Comparison of Billionaire Count To Other Groups\")\n",
    "plt.xlabel(\"Group\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABA8AAAHfCAYAAAA/RvFTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFOEBAAAAAAAwRXgAAAAAAABM/S8F9sIc8PQmjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f390a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "low_sorted_values = sorted_values[10:,:]\n",
    "\n",
    "plt.bar(range(len(low_sorted_values)), low_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(low_sorted_values)), low_sorted_values[:,0])\n",
    "plt.title(\"Comparison of Billionaire Count US 0.1%\")\n",
    "plt.xlabel(\"Group\")\n",
    "plt.ylabel(\"Count\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Billionaires are 0.000024% of the world population.\n"
     ]
    }
   ],
   "source": [
    "print(\"Billionaires are {:%} of the world population.\".format(billionaires_count/world))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Billionaire Money Amount\n",
    "\n",
    ">How much money does the average/median billionaire have? How much do they all have combined? How does that compare to countries' GDPs, fortune 500 companies? How do they compare to each other?\n",
    "\n",
    "\n",
    "\n",
    "Some interesting values to compare to:\n",
    "\n",
    "* US GDP - [\\$18,560 billion](https://en.wikipedia.org/wiki/Economy_of_the_United_States)\n",
    "* China GDP - [\\$11,400 billion](https://en.wikipedia.org/wiki/Economy_of_China)\n",
    "* Apple Market Cap - [\\$617.59 billion](https://ycharts.com/companies/AAPL/market_cap) (End 2016)\n",
    "* Google Market Cap - [\\$531.97 billion](https://ycharts.com/companies/GOOG/market_cap) (End 2016)\n",
    "* Walmart Market Cap - [\\$212.42 billion](https://ycharts.com/companies/WMT/market_cap) (End 2016)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average billionaire is worth $3.58 billion.\n",
      "The median billionaire is worth $2.05 billion.\n",
      "Billionaires have a total of $6483.0 billion\n"
     ]
    }
   ],
   "source": [
    "billionaireMean = billionaires['Net Worth'].mean()\n",
    "billionaireMedian = billionaires['Net Worth'].median()\n",
    "billionaireSum = sum(billionaires['Net Worth'])\n",
    "\n",
    "print(\"The average billionaire is worth ${} billion.\".format(round(billionaireMean,2)))\n",
    "print(\"The median billionaire is worth ${} billion.\".format(round(billionaireMedian,2)))\n",
    "print(\"Billionaires have a total of ${} billion\".format(round(billionaireSum),2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAYAAAHfCAYAAADDU9qZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10472c470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "usGDP = 18560\n",
    "chinaGDP = 11400\n",
    "apple = 617.59\n",
    "google = 531.97\n",
    "walmart = 212.42\n",
    "\n",
    "values = {\n",
    "    \"Billionaires\": billionaireSum,\n",
    "    \"US\": usGDP,\n",
    "    \"China\": chinaGDP,\n",
    "    \"Apple\": apple,\n",
    "    \"Google\": google,\n",
    "    \"Walmart\": walmart\n",
    "}\n",
    "\n",
    "sorted_values = np.array(sorted(values.items(), key=operator.itemgetter(1), reverse=True))\n",
    "\n",
    "plt.bar(range(0,len(values)*5, 5), sorted_values[:,1].astype(float), align='center')\n",
    "plt.xticks(range(0,len(values)*5, 5), sorted_values[:,0])\n",
    "plt.title(\"Comparison of Total Billionaire Worth To Countries & Corporations\")\n",
    "plt.xlabel(\"Country / Corporation\")\n",
    "plt.ylabel(\"Value in billions of dollars\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Billionaires Per Country\n",
    "\n",
    ">Which country has the most billionaires and how do they compare?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Average</th>\n",
       "      <th>Count</th>\n",
       "      <th>Median</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country of Citizenship</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>3.100000</td>\n",
       "      <td>1</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>2.300000</td>\n",
       "      <td>4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>2.468000</td>\n",
       "      <td>25</td>\n",
       "      <td>1.80</td>\n",
       "      <td>61.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>4.833333</td>\n",
       "      <td>6</td>\n",
       "      <td>2.50</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Average  Count  Median  Total\n",
       "Country of Citizenship                                \n",
       "Algeria                 3.100000      1    3.10    3.1\n",
       "Angola                  3.000000      1    3.00    3.0\n",
       "Argentina               2.300000      4    1.85    9.2\n",
       "Australia               2.468000     25    1.80   61.7\n",
       "Austria                 4.833333      6    2.50   29.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalWorth = billionaires.groupby('Country of Citizenship')['Net Worth'].sum()\n",
    "averageWorth = billionaires.groupby('Country of Citizenship')['Net Worth'].mean()\n",
    "medianWorth = billionaires.groupby('Country of Citizenship')['Net Worth'].median()\n",
    "count = billionaires.groupby('Country of Citizenship')['Net Worth'].count()\n",
    "\n",
    "byCountry = pd.DataFrame({\n",
    "    \"Total\": totalWorth,\n",
    "    \"Average\": averageWorth,\n",
    "    \"Median\": medianWorth,\n",
    "    \"Count\": count\n",
    "})\n",
    "\n",
    "byCountry.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/QAAAJmCAYAAADy/MueAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3X98zfX///H7OdvsF9vMbBgz5fePzM+KYRRpFCERvc38\nyq/e+VTvQjF6Uyr6oV9+lMknjJJ++k3kV+VXSoSE/DYzsmGzvb5/+O7kOGdzdpwdO31u18tll5zn\n6/l6PR6Ps3NOe5zXL5NhGIYAAAAAAIBHMd/qBAAAAAAAQOHR0AMAAAAA4IFo6AEAAAAA8EA09AAA\nAAAAeCAaegAAAAAAPBANPQAAAAAAHoiGHgAAAAAAD0RDDwAAAACAB6KhBwAAAADAA9HQA8D/ccuX\nL1ezZs1UunRpmc1mdenSpUjiJCQkyGw26/Dhw5axQ4cOyWw2KzEx0em5xdHatWtlNps1fvz4W53K\nDXlSrii8sWPHyt/fX0ePHr3pbSUlJclsNmvdunU3tR13vOaKw+fFrcghv+c2JiZGLVu2dFseANyH\nhh7AP8pvv/2m4cOHq169egoJCZGvr68iIyPVsWNHffjhh8rKyrrVKd7Q7NmzZTab9dFHHxV5rEOH\nDqlz5846dOiQ+vXrp6SkJPXo0aPAdfL+YLz+JzAwUHXr1tXIkSN19uxZm/VMJpNMJpNDeeU3tzDb\nuNU8Kdfi4Mcff1S/fv1Us2ZNBQUFyc/PT9HR0Xr44Ye1cOFC5ebm3uoUb8hVDa+rHDlyRK+99poe\nf/xxRUZG5jtvwoQJlvfxvn378p3Ha9qW2WxWmzZt8l1eXJ6z8ePHa/369Vq0aNGtTgWAi3nf6gQA\nwFXGjx+v8ePHyzAM3X333brnnntUqlQpnTx5UuvWrdOAAQP0/vvv64cffrjVqd6Qu/4AXLlypS5f\nvqwpU6bokUceKdS60dHRSkhIkCQZhqHU1FQtXbpUkyZN0uLFi7V161YFBARY5r/88ssaOXJkgY1F\nQSIjI7V7924FBwc7tb473Xnnndq9e7fCwsJudSrF3pUrVzR8+HBNmzZN3t7eatWqlTp27ChfX18d\nPXpUa9as0aJFi9S1a1ctWLDgVqdboOLSvOUZP368srKy9MwzzxQ474MPPpDZbJZhGJoxY4ZeeeUV\nN2X4z1acPrMefPBB1apVS6NHjy6yo7AA3Bo09AD+ESZOnKikpCRVrlxZCxcuVOPGjW3mLF++3CP+\nUDUMw22x8g7DLV++fKHXjY6O1pgxY6zGrly5orvvvlvbtm3TJ598on/961+WZREREYqIiHA6V29v\nb1WvXt3p9d3Jz8/PY3K91YYMGaKZM2eqfv36WrhwoapWrWozJyUlRZ999tktyK5w3PnevZHz589r\n7ty5uvfee1WhQoV85y1btkwHDx5U3759tWTJEs2ePVsTJ06Utzd/It6s4vaZ1adPH40cOVKrV68u\n8KgCAJ6FQ+4BeLxDhw5p3LhxKlGihL755hu7zbwktWvXTkuWLLEZX7BggVq2bKmQkBAFBATojjvu\n0Msvv2z38PyCDq+80Xnfhw4dUo8ePVS2bFn5+/urSZMm+vrrr6220bp1a8v5lnnbM5vN8vLystpu\nQRypJ++w+aSkJBmGobi4OEucmzlcOG8PqySdPn3aapm956cwCjof9cSJExo6dKiqVKkiX19fhYeH\nq2vXrtq2bZvN3GtPaVizZo1at26toKAgBQcHq2PHjtqzZ4/NOvv27dNzzz2nJk2aKDw83HI4+KBB\ng+yem5zfeaxxcXHy8vJSdna2xo8fr5o1a8rPz8+mpnnz5ql169YqXbq0/P39Vbt2bU2YMMHua/K7\n777TAw88oEqVKsnPz0/ly5fX3Xff7dT5yZs3b9a9996rkJAQBQUFqX379tq6davVnFGjRslsNmvO\nnDl2t7Ft2zaZzWY9+OCDN4y3ceNGzZw5U2XKlNGyZcvsNvOS9Mgjj9jEMwxD77//vpo2bapSpUqp\nZMmSatq0qd5//32bxvpG5zLnvf6vde3v8KefflKHDh1UunRpBQYGKi4uTps2bbKaX6VKFctznre9\nvPdUnrz3wMGDBzV16lTVr19fAQEBatOmjZYvXy6z2ax+/frZzTErK0thYWEKDw9Xdna23TnXmjt3\nri5evKju3bsXOG/GjBkymUwaMGCAevXqpdTU1EJ/eZL3uXj8+HE99thjioiIUEBAgBo3bqx58+YV\nuK4jz60kHT9+XOPHj1dsbKzKly9vOZ2qV69e2r17d4ExfvvtN3Xu3FllypRRyZIl1aJFC61YsSLf\n+Y68//I+R0wmk7799lur04/yXgcFve4uXryoSZMmqUmTJgoKClKpUqVUu3Zt/fvf/7b67CzsZ09B\nevToIcMw9MEHHxRqPQDFG1+/AvB4H374obKzs/Xoo4+qVq1aBc718fGxejxq1Ci9/PLLKlu2rHr1\n6qWSJUtqyZIlGjVqlJYvX67ly5c7vKeqoMNtDx48qKZNm+r222/Xv/71L6WlpSklJUWdO3fWypUr\nLU1w3759Vbp0aX3++efq3LmzYmJiLNsOCQm5YQ6O1hMdHa2kpCR9++23Wrt2rfr06aPo6GhJsvzX\nGVeuXNG3334rSTZfrBTV4cgHDx5U8+bNdeLECbVp00aPPvqo/vzzTy1cuFBff/21Fi1apPj4eJtc\nvvzyS33++eeKj4/X4MGD9euvv+rrr7/Wli1b9Ouvvyo0NNQyf9GiRZo+fbpat26t5s2bq0SJEtq1\na5dmzpypr776Slu2bHHoKIe8+rt27aotW7bo/vvv10MPPaTw8HDLnMTERCUnJ6tSpUrq1q2bQkJC\ntHnzZr3wwgtavXq1VqxYYWk+ly5dqo4dOyo4OFgPPvigIiMjlZaWpt27d+u9996zOYKiIJs3b9bE\niRPVtm1bDRs2TPv379eiRYsszU/z5s0lSYMGDdIrr7yi6dOn67HHHrPZzvvvvy+TyaTBgwffMOa0\nadNkMpk0aNAgq+fAnuvfu71799a8efMUFRWlAQMGyGQy6bPPPtOQIUO0YcOGfL9wsKeg1+aPP/6o\nSZMmqVmzZhowYIAOHz6sTz75RPfee6927NihatWqSZJGjBihxYsXa+3atUpISLC8j67dbl6cJ554\nQuvXr1eHDh3UoUMHeXt7q127drr99tu1YMECvfHGGypVqpRVHp988onS0tL0zDPP2DwX9qxcuVKS\nFBsbm++cU6dO6csvv1SNGjV01113qVSpUpo8ebKmT5+uhx9++IYxrnX27FnLxTUTExOVnp6uBQsW\nqFevXjp27Jieeuopm3UcfW4lad26dXrllVfUunVrdevWTSVLltS+ffv06aef6osvvtDGjRtVr149\nmxgHDhzQ3XffrTvuuEOPP/64jh8/rpSUFN1///2aN2+eTZ2Ovv8aNGigpKQkJSUlWZ1+JF39Qqcg\n6enpiouL086dO1WzZk3169dPJUqU0O+//67k5GR17dpVZcuWleS6zx5JioqKUmRkpOW1AeAfwgAA\nD3fPPfcYZrPZ+OCDDwq13qZNmwyTyWRER0cbp06dsozn5OQYDzzwgGE2m42XXnrJah2TyWS0bt3a\n7vYSEhIMs9lsHDp0yDJ28OBBw2QyGWaz2XjxxRet5i9btswwmUxGhw4drMaTk5MNs9lszJ49u8jr\nSUpKMsxms7F27VqH43z77beGyWQyqlSpYiQlJRlJSUnG2LFjjWHDhhlVq1Y1/Pz8jNGjR9usV9Dz\n07dvX6fntmvXzm5tmzZtMry9vY2wsDAjIyPDMp6cnGyYTCbDx8fHWLNmjdU6I0eONMxms/Hqq69a\njR87dszIysqyqWnFihWGl5eXMWTIELvP0bhx46zG4+LiDJPJZNSvX99IS0uz2d6sWbMMk8lkdOvW\nzbh8+bLVsnHjxhlms9l46623LGNdunQxzGaz8fPPP9ts68yZMzZj9uTlajabjXfffddq2RdffGGY\nTCajevXqVuMdO3Y0zGazsWvXLqvxv/76yyhVqpRRuXJlIzc394axb7/9dsNsNhurVq1yKNc8c+fO\nNUwmk9G4cWMjMzPTMp6ZmWk0btzYMJvNxrx58yzj+b128sTFxRlms9lq7Nrn5aOPPrJaNm3aNMNk\nMhlDhw61Gr/R+ykhIcEwmUxGxYoVrV7beV577TXDbDYb77zzjs2yVq1aGWaz2di3b5/dbV+vXLly\nRkhISIFzXnrpJcNkMhmTJk2yjDVu3Njw8vIyfv/9d5v5+dWX9zz16NHDavzgwYNGaGio4evra/zx\nxx+WcWee29OnTxsXLlywyWnnzp1GyZIljfj4eJvYeTGeffZZq2Vbt241fHx8jNDQUOOvv/6yjBf2\n/ZdXe37/T8jvddezZ0/DbDbb1GgYhpGRkWGcP3/e8thVnz15HnroIcNsNhu7d++2uxyA5+GQewAe\n7/jx45KkihUrFmq9Dz74QCaTSc8//7xlb4h09fDRyZMny2QyaebMmS7JsXLlyho9erTVWLt27RQV\nFeWyi/S5sx7p6uGkeRcifPHFF/Xuu+/qwIEDatOmjUOHW7vC0aNHtWLFCkVFRdlc+Ouuu+5Sz549\nlZaWZvfKzj179rTZkzZw4EAZhmHzOylfvrzdvaL33nuv6tSpo2XLljmcs8lk0n//+1+VLl3aZtmb\nb74pHx8fffDBBypRooTVsueff16hoaH6+OOPrbYlXT1n/3rXHmHgiKpVq9rsVX/ggQfUqlUr7d+/\nX999951lfPDgwTIMQ9OmTbOa//HHH+vChQuWPeY34ux798MPP5TJZNLLL78sf39/y7i/v78mTZok\nwzBc9lqPjY21ORIhMTFR3t7eTr13TSaTnn32WUVFRdks69u3r3x9fW2e171792rdunVq06ZNvqcl\nXCs7O1snT5684TUrZs6cKS8vL6v6EhISlJubqxkzZjhY0VVeXl56+eWXrcYqV66sJ554QtnZ2XaP\nmCjMcxsWFqbAwECbbdSrV09t2rTRmjVrlJOTY7M8ODhYL7zwgtVYw4YN1atXL6Wnp1udXlDY958z\nTp8+rQULFqh8+fJ69dVXbZYHBARYHZ3hys8eSSpXrpwkOX3qE4Dih4YewP9Z27dvl3T1vPXrVatW\nTRUrVtQff/yhv/7666ZjxcTE2G1wKlWqZPcWb85wZz2S1KpVK+Xk5Fh+UlNT9cUXX2j37t1q0aKF\nli5d6pI4BcmruUWLFlbnKudp06aNDMOwzLtWo0aNbMYqVaokSXZ/J//7v/+rtm3bKjw8XD4+Ppbz\nZX/++edCn8vapEkTm7GLFy9q586dKl26tF5//XWNGzfO6mf8+PHy9fW1Ol+4V69ekqSmTZtq8ODB\nWrBggdP3G2/RooXd8bwvPa59Du+//35VqVJFc+bM0aVLlyzj06dPl4+PT77ngbvK9u3bZTabLaeq\nXKtVq1by8vKy+zt3hr3Xibe3tyIiIpx+79r7/UtXv4Tp3r27fvnlF23evNkynndqwuOPP+7Q9s+c\nOSNJdr80yrNq1SodOHBA7dq1szpk+9FHH1WJEiWUnJxst0HOT1RUlCpXrmwzHhcXV6j3YEHP7ddf\nf60HHnhAFSpUUIkSJSzvwS+//FKXL19WamqqzToNGza0+0XA9Xk58/5zxo8//qjc3Fy1bNnS6suo\ngrjysyfviz57zxUAz8Q59AA8Xvny5bVnz55C/2Fz7tw5y/r5bffPP/9Uenq6zfmshZXf+e/e3t4u\nu7+2O+uxp3Tp0urQoYP8/PzUtm1bjRgxQu3bt3d5nGs5UrN09ZzVa+V3TYK8LwWub2RGjBihN998\nUxUqVFD79u0VGRlp+WN81qxZhd7bZW/P6dmzZ2UYhk6fPl3gBe2u/WLooYce0ldffaXJkydr1qxZ\nmj59ugzDUKNGjfTSSy/p3nvvvamcpKt79AzDsDzXeTkMGjRII0eOVEpKivr06aOtW7dq+/bt6tKl\ni2Uv4I2UL19ef/zxh44ePVqoq4GfO3dOoaGhdq9v4eXlpbCwMJuLMjqroPduYRreaxX0/AwZMkQf\nffSRpk2bprvuuktZWVn66KOPFB4ers6dOzu0/bzX5rVftlxv+vTpMplM6tOnj9V46dKl9cADD2jR\nokX6/PPPHb7FWUGvH0lWr588hXlu33zzTY0YMUKhoaFq27atoqKiFBAQYLl2ws6dO3X58mWn83Lm\n/eeMvM8iR2/f6erPnosXL0qSw18mACj+aOgBeLzY2FitXr1aq1atUt++fR1eL+/ewCdOnFCVKlVs\nlucdDnztPYRNJpOuXLlid3vXN43u5kw9ReHOO++UdPUw4b/++qtIvjzIc23N9rii5tOnT2vq1Km6\n4447tHHjRgUEBFgtnzt3rtPbvlZejg0aNNCWLVscXu/+++/X/fffr4sXL+r777/XV199pXfffVcP\nPPCAtm/frpo1azq0nZMnT9odP3HihEwmk81zmJiYqLFjx2ratGnq06eP1QXuHBUbG6s//vhDq1at\nsntkSX6Cg4OVlpamnJwcmyMz8o4WCQoKsozlXUSwuLx3C2oKmzZtqgYNGlgujvf111/rzJkzGjly\npN2jUOwJDg5WiRIlLHvqr5eamqrPP/9c0tUrn/fo0cNujtOnT3e4oS/o9ZOXk7NycnI0btw4lS9f\nXtu3b7e5gOLGjRtvOi9n33+FlfclhiNfQBfFZ0/ea+JGF6EE4Dk45B6Ax+vbt698fHz06aef2r3l\n2LWuve1QgwYNJMlyVfZr/f777zpy5IiqVKli1RiULl1af/75p8383Nxc7dixw8kKrHl5eckwjELv\n/XOmnqJw7aGyrjr6ID95Na9fv95urNWrV8tkMqlhw4ZOxzhw4IByc3PVtm1bmz+ojxw5ogMHDji9\n7WsFBgaqTp062rVrl1MNpr+/v+Li4vTaa69p1KhRysrKsnubxvysX7/e7viaNWsk/f1c5wkLC1O3\nbt30/fffa+PGjZo/f76qVKmitm3bOhwz75oF06dPv+Ee9evfu7m5uXZvsbh27Vrl5ORYHc6dd+i5\nvffuX3/9pb179zqcc0HyO8KjsIYMGaJLly5p9uzZmjFjhsxmswYMGFCobdSrV0/Hjx/XhQsXbJYl\nJycrKytLjRo1Uv/+/e3+hIWFaeXKlTp06JBD8Q4fPmx3b3F+r5/CSE1NVXp6upo1a2bTiGZkZNi9\nPWWebdu2KSMjw25eJpPJkpez7z+z2Vyo33fTpk1lNpu1bt06y97y/BTFZ8+ePXtkNpvt3hEAgGei\noQfg8SpXrqykpCRdvnxZ8fHxNvfNzrNkyRKrQ8ATExNlGIb++9//Wp1PmJubq6eeekqGYah///5W\n22jatKkOHz5sc9ufF1980eE/fG+kTJkykgp/0SJn6ikKkydPliTVr1+/yI8GiIyMVNu2bXXw4EG9\n/vrrVsu+//57zZs3T6GhoXrooYecjpF3+7HrvzTIu/hbfnt9nfE///M/unz5svr27Wv3EOX09HSr\nc5G/++47u81E3t7H65uAguzbt0/vvPOO1djnn3+udevWqVq1anbPsc+7ON4jjzyijIwMDRw40OF4\nkiy3Kztz5ozuu+8+7d+/32aOYRiaO3euevfubRnLe62PHDnSqim6ePGinnvuOZlMJqvz+EuWLKma\nNWtqw4YNVl/65ebmasSIETdsrBxVpkwZGYZx0xcce/TRRxUUFKRXXnlFa9euVbt27Qp9O8m4uDjl\n5ubavXDfzJkzZTKZ9N5772n69Ol2fwYNGqTc3FyHLy6Yk5OjZ599VoZhWMb++OMPvfXWW/Lx8bH6\n/RVWeHi4AgICtHXrVqvm/MqVK3riiScKPB/83LlzGjdunNXYli1bNHfuXIWEhFh9NhT2/Sdd/Z3b\n+6IoP2FhYerRo4eOHTump59+2ur5kq5+QXH+/HlJrv/sycrK0o4dO9SgQYMi/2IXgPtwyD2Af4SR\nI0daDsts0qSJmjVrpsaNG6tkyZI6efKk1q1bp3379qlp06aWde6++2795z//0auvvqq6deuqW7du\nCgwM1JIlS7Rr1y61aNFCTz/9tFWcp59+WsuWLdODDz6oRx55RKGhodq4caMOHjyouLg4rV279qZr\nufvuuxUQEKA33nhDqamplnM9n3jiiQIPX3emnptx8OBBqz+U09LStHHjRm3dulUBAQF6++23XRar\nIO+//75iY2P1n//8R8uXL1fjxo0t97P28vLSrFmzbC6Kdf0f0QWJiIhQjx49lJKSopiYGLVr107n\nzp3TihUr5O/vr5iYGP30008uqaVv377atm2b3n33Xd1+++267777FBUVpbS0NP3xxx9at26dEhMT\n9e6770q6+po4evSomjdvrujoaJUoUUJbt27V6tWrVaVKFbuHUuenffv2evrpp7VkyRLVr19f+/bt\n02effSZ/f399+OGHdtdp1qyZ6tevr59++kklSpQo1Ckved599115e3vr/fffV61atRQXF6f69evL\n19dXR48e1erVq3X06FGr+4X37NlTn3/+uRYuXKg6deqoc+fOMplMWrx4sQ4ePGj3MPJnnnlG/fv3\nV7NmzfTwww/Lz89Pa9as0ZUrV1S/fn3t3Lmz0Llfr3Xr1jKbzXruuef0888/W44MuP4OFzfi7++v\nPn366K233ir0aQx5unbtqsmTJ2vZsmVq06aNZfzbb7/V3r17Vb9+fbsXpcvTr18/TZgwQbNmzdK4\nceMspy3k54477tD333+vRo0aqV27djp79qwWLlyoc+fO6dVXX7V7GpCjTCaTnnjiCU2aNEn16tVT\np06dlJWVpTVr1ujs2bNq3bq13SOTJKlly5b64IMP9P3336t58+Y6duyYFixYYLlLQ8mSJS1zC/v+\nk6R77rlHKSkpevDBB9WwYUP5+PioZcuW+V5kUpLefvtt7dq1S++//77WrFmj++67TyVKlNCBAwe0\nfPlyffnll2rZsqXLP3vWrFmjrKwsdevWzeF1AHgA990hDwCK3p49e4wnnnjCqFevnhEcHGz4+voa\nFSpUMOLj441Zs2bZvZ9vSkqK0aJFCyMoKMjw9/c36tata7z00ks29yHO8+WXXxpNmjQx/P39jbCw\nMOPRRx81Dh8+bCQkJBheXl429043m81GYmKi3W3FxcUZXl5eNuPLli0zmjVrZpQqVcowm80292Qv\nSGHqcfY+9Hk5Xfvj5+dn3H777cbAgQONvXv32qxXmOensM/lsWPHjCFDhhjR0dGGr6+vUbZsWaNL\nly7Gli1bbOYmJycbZrPZmD17tt36zGaz0aZNG6uxixcvGs8//7xRrVo1w9/f34iKijKGDx9upKWl\n2f0d5j1H48ePtxrP7/d9va+//tp44IEHjIiICMPX19coX768ceeddxpjxowxfvvtN8u8hQsXGo8+\n+qhRvXp1o1SpUkZwcLBRr14944UXXjBSU1NvGOf6XDdv3my0bdvWCA4ONoKCgoz27dsbW7duLXD9\nN9980zCZTMYjjzziULz8/PDDD0b//v2NGjVqGKVKlTL8/PyMqKgoo0uXLsYnn3xid5333nvPaNKk\niREYGGgEBgYajRs3Nt577718Y3z44YdG3bp1DT8/P6N8+fLG4MGDC/07zBMdHW3cdtttNuMff/yx\n0aBBAyMgIMAwm81W27X3us7PTz/9ZJhMJiMyMtLIycm54Xx7GjRoYERGRhq5ubmWsV69ehlms9l4\n++23b7h+u3btDLPZbCxevNgwjILvQ9+6dWvj+PHjxmOPPWZEREQY/v7+RuPGjY358+fbbNeZ5zYn\nJ8d4/fXXjTp16hgBAQFG+fLljT59+jj02btnzx6jc+fORmhoqBEYGGi0aNHCWLFiRb51O/r+MwzD\nOHXqlNGrVy+jXLlyhre3t2E2my33gC/oMyszM9OYOHGiUb9+fSMwMNAICgoy6tSpY/zP//yPcfr0\nacs8V332GIZh9OzZ0/Dz87PaPgDPZzKMQuymAAAAuEZCQoLmzJmjVatWWW5xh5uXnJysxMREjRkz\nRklJSU5tY/78+erVq5cWLVqkTp06uTbBa5jNZsXFxWn16tVFFgM359SpU6pSpYp69+6tadOm3ep0\nALhQsTyHPi0tTVOnTlW/fv3Uu3dvPfPMMzYX/khJSdGgQYPUu3dvvfjiizZXOM7OztbMmTPVr18/\n/etf/9LkyZPtng/liPwuFFQc1nFnLGpyfyxqcn8sanJ/LGpyfyxXrfPnn38qJSVFtWvXzreZL841\nuTNWYdbJycnRlClT5O3tXejrElwbq0ePHmratKlDXwj8X3/Ob2Ydd8ZyNr9hw4bJ29u7wFvyuSIW\nz7n7Y1HTza/n6YpdQ5+RkaEXXnhBPj4+Gj16tF5//XU99thjVuc4LV68WEuXLtXAgQM1ceJE+fr6\nasKECVYXB0lOTtb27dv11FNPady4cTp79qzlQk2FtWHDhmK7jjtjUZP7Y1GT+2NRk/tjUZP7Y93s\nOvPmzVNSUpLatWunrKwsvfjii8Uqv+IYy5F1NmzYoAkTJqh9+/batWuXmjZtqgoVKtxUrBkzZuih\nhx6y3MLxZvJzxTrujEVNf7tw4YLmzJmjiIiIIo3Fc+7+WNR08+t5umJ3UbzFixcrLCxMjz/+uGWs\nbNmyVnOWLFmirl27Wi7mMmzYMA0YMEA//PCDmjVrpszMTK1Zs0ZPPvmkateuLenqLWBGjBih/fv3\nq2rVqu4rCACAf5jp06fru+++U6VKlfTGG2+oc+fOtzqlf4SVK1dq/PjxCg0N1cCBA1WxYsWb3mbd\nunVVt25dF2SXP5PJJJPJVKQxcHNatWqlBx988FanAaAIFLuGfuvWrYqJidGUKVO0e/duhYaGql27\ndrrnnnskXT0HKD093er+mQEBAapWrZr27t2rZs2a6cCBA8rJybH6H1iFChUUFhamvXv30tADAHAT\n8u4tDtcaO3asxo4da3k8adKkW5iN4wpzH3YAgGsVu4b+5MmTWr58uTp27KguXbpo//79mjVrluU2\nIOnp6ZJkc2/j4OBgy7L09HR5e3vb3H/32jkAAAAAAHiyYtfQG4ah22+/3XL/2OjoaP35559asWKF\nWrZseUss/mq7AAAgAElEQVRyqlWrVqHXKcw5SjezjjtjUZP7Y1GT+2NRk/tjUZP7Y1GT+2NRk/tj\nUZP7Y1GT+2NR082v5+mK3W3rhg4dqjvuuEODBg2yjC1fvlyfffaZ3nvvPZ06dUrDhw/XK6+8osqV\nK1vmJCUlKTo6WgkJCfrll1/04osvatasWVZ76YcOHaoOHTooPj7ebuz169fbXEyhVq1anHMEAAAA\nAHC7L774Qrt377Yaa968uWJjYyUVwz30NWrU0LFjx6zGjh07prCwMElSeHi4QkJC9PPPP1sa+szM\nTO3bt0/33XefJOm2226Tl5eXfvnlFzVt2tSyjdTUVFWvXj3f2LGxsZYn5npnz561uor+jQQFBen8\n+fMOz3d2HXfGoib3x6Im98eiJvfHoib3x6Im98eiJvfHoib3x6Im98eipptfr7jy9vZW6dKl9eCD\nDxa4g7nYNfQdOnTQCy+8oM8++0x333239u/fr9WrV1vtsY+Pj9eiRYtUrlw5hYeHa/78+SpTpoya\nNGki6epF8tq0aaPZs2crMDBQ/v7+mjVrlmrUqOH0BfGuXLmi7Oxsh+cbhlGo+c6u485Y1OT+WNTk\n/ljU5P5Y1OT+WNTk/ljU5P5Y1OT+WNTk/ljUdPPrebpi19DffvvtevrppzV37lx9+umnCg8PV0JC\ngpo3b26Z06lTJ12+fFkzZsxQRkaGatWqpVGjRsnb++9y+vTpI7PZrClTpig7O1sxMTHq16/frSgJ\nAAAAAACXK3YNvSQ1bNhQDRs2LHBO9+7d1b1793yX+/j4KDExUYmJia5ODwAAAACAW858qxMAAAAA\nAACFR0MPAAAAAIAHoqEHAAAAAMAD0dADAAAAAOCBaOgBAAAAAPBANPQAAAAAAHggGnoAAAAAADwQ\nDT0AAAAAAB6Ihh4AAAAAAA9EQw8AAAAAgAeioQcAAAAAwAPR0AMAAAAA4IFo6AEAAAAA8EA09AAA\nAAAAeCAaegAAAAAAPBANPQAAAAAAHoiGHgAAAAAAD0RDDwAAAACAB6KhBwAAAADAA9HQAwAAAADg\ngWjoAQAAAADwQDT0AAAAAAB4IBp6AAAAAAA8EA09AAAAAAAeiIYeAAAAAAAPREMPAAAAAIAHoqEH\nAAAAAMAD0dADAAAAAOCBaOgBAAAAAPBANPQAAAAAAHggGnoAAAAAADwQDT0AAAAAAB6Ihh4AAAAA\nAA/kfasTAAAAAAD885xIv6BzlwyH5gb4mBXo5dhc/I2GHgAAAADgcn9dvqL+n/7m0NyZXWso0MtU\nxBn983DIPQAAAAAAHoiGHgAAAAAAD0RDDwAAAACAB6KhBwAAAADAA9HQAwAAAADggWjoAQAAAADw\nQDT0AAAAAAB4IBp6AAAAAAA8EA09AAAAAAAeiIYeAAAAAAAPREMPAAAAAIAHoqEHAAAAAMAD0dAD\nAAAAAOCBaOgBAAAAAPBANPQAAAAAAHggGnoAAAAAADwQDT0AAAAAAB6Ihh4AAAAAAA9EQw8AAAAA\ngAfyvtUJXG/hwoX65JNPrMYqVKig119/3fI4JSVFq1evVkZGhmrUqKEBAwaoXLlyluXZ2dmaPXu2\nNm3apOzsbNWvX1/9+/dXcHCw2+oAAAAAAKAoFbuGXpIqVaqkMWPGyDAMSZKXl5dl2eLFi7V06VIN\nGzZMZcuW1fz58zVhwgS9/vrr8va+Wk5ycrJ27Nihp556Sv7+/vrggw80efJkjR8//pbUAwAAAACA\nqxXLQ+69vLwUFBSk4OBgBQcHq2TJkpZlS5YsUdeuXdWoUSNFRUVp2LBhSktL0w8//CBJyszM1Jo1\na9SnTx/Vrl1bVapU0ZAhQ/Tbb79p//79t6okAAAAAABcqlg29MePH9egQYM0fPhwvfXWW0pNTZUk\nnTp1Sunp6apXr55lbkBAgKpVq6a9e/dKkg4cOKCcnBzVrVvXMqdChQoKCwuzzAEAAAAAwNMVu0Pu\nq1WrpiFDhqhChQpKT0/XwoULNXbsWE2ePFnp6emSZHMufHBwsGVZenq6vL29FRAQkO8cAAAAAAA8\nXbFr6GNiYiz/joqKUtWqVTVkyBBt2rRJkZGRRRp7/fr12rBhg9VYRESEEhISFBQUZDmn3xE+Pj4K\nDQ0tVHxn1nFnLGpyfyxqcn8sanJ/LGpyfyxqcn8sanJ/LGpyfyxqcn+s4l5T2slzDs81e3kpNDTE\nrfkVZyaTSdLV68OdPHnSalnz5s0VGxsrqRg29NcLCAhQ+fLldeLECdWpU0eSdO7cOYWEhFjmnDt3\nTtHR0ZKkkJAQXblyRZmZmVZ76a9fx57Y2FjLE3O98+fPKzs72+G8Q0NDlZaW5vB8Z9dxZyxqcn8s\nanJ/LGpyfyxqcn8sanJ/LGpyfyxqcn8sanJ/rOJek1GIM7xzc3KUlpbm1vyKMx8fH5UtW1YJCQkF\nziuW59Bf69KlSzpx4oRKly6t8PBwhYSE6Oeff7Ysz8zM1L59+1SjRg1J0m233SYvLy/98ssvljnH\njh1Tamqqqlev7vb8AQAAAAAoCsVuD/2cOXPUqFEjlS1bVmlpaVqwYIG8vb3VvHlzSVJ8fLwWLVqk\ncuXKKTw8XPPnz1eZMmXUpEkTSVf36Ldp00azZ89WYGCg/P39NWvWLNWoUUNVq1a9laUBAAAAAOAy\nxa6hP3PmjN566y399ddfCgoKUs2aNTVhwgSVKlVKktSpUyddvnxZM2bMUEZGhmrVqqVRo0ZZ7kEv\nSX369JHZbNaUKVOUnZ2tmJgY9evX71aVBAAAAACAyxW7hv7JJ5+84Zzu3bure/fu+S738fFRYmKi\nEhMTXZkaAAAAAADFRrE/hx4AAAAAANiioQcAAAAAwAPR0AMAAAAA4IFo6AEAAAAA8EA09AAAAAAA\neCAaegAAAAAAPBANPQAAAAAAHoiGHgAAAAAAD0RDDwAAAACAB6KhBwAAAADAA9HQAwAAAADggWjo\nAQAAAADwQDT0AAAAAAB4IBp6AAAAAAA8EA09AAAAAAAeiIYeAAAAAAAPREMPAAAAAIAHoqEHAAAA\nAMAD0dADAAAAAOCBaOgBAAAAAPBANPQAAAAAAHggGnoAAAAAADwQDT0AAAAAAB6Ihh4AAAAAAA9E\nQw8AAAAAgAeioQcAAAAAwAPR0AMAAAAA4IFo6AEAAAAA8EA09AAAAAAAeCAaegAAAAAAPBANPQAA\nAAAAHoiGHgAAAAAAD0RDDwAAAACAB/J2ZqWLFy8qIyNDYWFhlrG0tDStWLFC2dnZuuuuu1S1alWX\nJQkAAAAAAKw51dBPmzZNp0+f1oQJEyRJmZmZGj16tNLS0mQymbRkyRKNGjVKderUcWmyAAAAAADg\nKqcOuf/tt9/UsGFDy+PvvvtOZ8+e1YsvvqhZs2YpKipKixYtclmSAAAAAADAmlMN/fnz5xUaGmp5\nvGXLFtWsWVPVq1eXv7+/WrVqpYMHD7oqRwAAAAAAcB2nGvrAwEClp6dLkrKysrRnzx7dcccdf2/U\nbFZWVpZrMgQAAAAAADacOoe+evXqWr58uSIjI7Vjxw5lZWWpSZMmluXHjx+32oMPAAAAAABcy6k9\n9L1795aXl5cmT56sVatWqWPHjqpUqZIkKTc3V5s3b1atWrVcmigAAAAAAPibU3voy5UrpzfeeENH\njhxRQECAwsPDLcsuX76sxMREVa5c2WVJAgAAAAAAa0419JLk7e2t6Ohom3F/f3+rw+8BAAAAAIDr\nOd3QZ2Zmavny5dq1a5fOnTungQMHqmrVqrpw4YK+/fZbNW7cWOXKlXNlrgAAAAAA4P9zqqE/c+aM\nkpKSlJqaqvLly+vo0aO6dOmSJKlkyZJasWKFTp8+rb59+7o0WQAAAAAAcJVTDf2cOXN08eJFvfrq\nqwoKCtKAAQOsljdp0kTbtm1zSYIAAAAAAMCWU1e537lzp+6//35VrFhRJpPJZnlERITOnDlz08kB\nAAAAAAD7nGros7KyFBQUlO/yixcvOp0QAAAAAAC4Maca+ooVK2r37t35Lv/xxx/tXgEfAAAAAAC4\nhlMNfXx8vDZs2KDFixcrMzNTkpSbm6sTJ05o6tSp2rt3rzp06ODSRAEAAAAAwN+cuihey5YtlZqa\nqpSUFM2fP1+SNHHiRBmGIbPZrJ49e6pp06YuTRQAAAAAAPzN6fvQd+nSRS1bttTmzZt14sQJGYah\niIgI3XnnnYqIiHBljgAAAAAA4DqFbuizsrK0cuVKRUdHq3bt2urYsWNR5AUAAAAAAApQ6HPoS5Qo\noY8//ljHjh0rinwAAAAAAIADnDrkPioqSqdPn3Z1LnYtXrxY8+bNU3x8vPr06WMZT0lJ0erVq5WR\nkaEaNWpowIABKleunGV5dna2Zs+erU2bNik7O1v169dX//79FRwc7Ja8AQAAAAAoSk5d5b5Hjx5a\nuXKldu7c6ep8rOzfv18rV65U5cqVrcYXL16spUuXauDAgZo4caJ8fX01YcIEXblyxTInOTlZ27dv\n11NPPaVx48bp7Nmzmjx5cpHmCwAAAACAuzi1h37p0qUqWbKkJkyYoPDwcIWHh6tEiRJWc0wmk/7z\nn/84ndilS5c0depUPf744/r000+tli1ZskRdu3ZVo0aNJEnDhg3TgAED9MMPP6hZs2bKzMzUmjVr\n9OSTT6p27dqSpCFDhmjEiBHav3+/qlat6nReAAAAAAAUB07toT98+LCuXLmisLAwy/3nDx8+bPNz\nM2bOnKlGjRqpbt26VuOnTp1Senq66tWrZxkLCAhQtWrVtHfvXknSgQMHlJOTY7VuhQoVFBYWZpkD\nAAAAAIAnc2oP/TvvvOPqPKxs2LBBhw4d0ksvvWSzLD09XZJszoUPDg62LEtPT5e3t7cCAgLynQMA\nAAAAgCdzag99UTpz5oySk5M1fPhweXs79X0DAAAAAAD/eA51zKmpqZKksLAwq8c3kje/MA4cOKDz\n58/r2WeftYzl5ubq119/1dKlS/XGG29Iks6dO6eQkBDLnHPnzik6OlqSFBISoitXrigzM9NqL/31\n61xv/fr12rBhg9VYRESEEhISFBQUJMMwHK7Dx8dHoaGhDs93dh13xqIm98eiJvfHoib3x6Im98ei\nJvfHoib3x6Im98eiJvfHKu41pZ085/Bcs5eXQkND3JpfcWYymSRdvdj7yZMnrZY1b95csbGxkhxs\n6IcOHSpJ+vjjj+Xt7W15fCMpKSkOJ5ynXr16Nlejf+eddxQZGanOnTsrIiJCISEh+vnnny1Xv8/M\nzNS+fft03333SZJuu+02eXl56ZdfflHTpk0lSceOHVNqaqqqV6+eb+zY2FjLE3O98+fPKzs72+E6\nQkNDlZaW5vB8Z9dxZyxqcn8sanJ/LGpyfyxqcn8sanJ/LGpyfyxqcn8sanJ/rOJek1GIA8Jzc3KU\nlpbm1vyKMx8fH5UtW1YJCQkFznOooR88eLAkycvLy+pxUfDz81PFihVtxkqVKmUZj4+P16JFi1Su\nXDmFh4dr/vz5KlOmjJo0aSLp6kXy2rRpo9mzZyswMFD+/v6aNWuWatSowRXuAQAAAAD/CA419HFx\ncQU+drdOnTrp8uXLmjFjhjIyMlSrVi2NGjXK6pz7Pn36yGw2a8qUKcrOzlZMTIz69et3C7MGAAAA\nAMB1POKqc2PHjrUZ6969u7p3757vOj4+PkpMTFRiYmJRpgYAAAAAwC1xUw39nj179McffygzM9Pu\nBeO6det2M5sHAAAAAAD5cKqhv3Dhgl566SXt37+/wHk09AAAAAAAFA2nGvo5c+bo8OHD+ve//62q\nVatq+PDhGj16tMLDw/XVV19p3759GjlypKtzBQAAAAAA/5/j9xG4xvbt23XvvfeqWbNm8vf3l3T1\nPnnlypVT//79VbZsWSUnJ7syTwAAAAAAcA2nGvqMjAxVqlRJ0tVbyknSpUuXLMvvuOMO/fTTTy5I\nDwAAAAAA2ONUQx8aGqr09HRJV68mHxQUpEOHDlmWp6WlyWQyuSZDAAAAAABgw6lz6GvVqqWdO3eq\nS5cukqRmzZrp888/l9lsVm5urr755hvVr1/fpYkCAAAAAIC/OdXQd+zYUTt37lR2drZ8fHz08MMP\n68iRI0pJSZF0teHn/u8AAAAAABQdpxr6qKgoRUVFWR6XLFlSL7zwgjIyMmQ2my0XygMAAAAAAEXD\nqYY+P4GBga7cHAAAAAAAyIfTDX1ubq527NihU6dO6cKFC3bndOvWzenEAAAAAABA/pxq6H///XdN\nnjxZZ86cKXAeDT0AAAAAAEXDqYZ+5syZysrK0jPPPKNatWpxqD0AAAAAAG7mVEN/+PBh9ejRQ40b\nN3Z1PgAAAAAAwAFmZ1YKDQ2VYRiuzgUAAAAAADjIqYa+U6dOWrVqlTIzM12dDwAAAAAAcIBTh9xf\nunRJfn5+euKJJ9SsWTOFhYXJbLb9bqBjx443nSAAAAAAALDlVEM/Z84cy7+XLVuW7zwaegAAAAAA\nioZTDf3bb7/t6jwAAAAAAEAhONXQly1b1tV5AAAAAACAQnCqoc9z6dIl/frrr0pNTZUkhYWFqXbt\n2vLz83NJcgAAAAAAwD6nG/olS5Zo/vz5unTpktW4n5+fevbsqfbt2990cgAAAAAAwD6nGvq1a9cq\nOTlZ1atX1/3336/IyEhJ0tGjR7VkyRLNmjVLAQEBatmypUuTBQAAAAAAVznV0H/11VeqVauWxowZ\nY3W7usqVK+uuu+7S+PHj9eWXX9LQAwAAAABQRGxvHu+AY8eO6a677rJ773mz2ay77rpLx44du+nk\nAAAAAACAfU419AEBATp9+nS+y0+fPq2AgACnkwIAAAAAAAVzqqFv2LChli5dqg0bNtgs27hxo5Yu\nXapGjRrddHIAAAAAAMA+p86h79Wrl/bu3au33npLH330kcqXLy9JOn78uNLT0xUZGalHH33UpYkC\nAAAAAIC/OdXQBwUFadKkSVq5cqW2b99uuQ99VFSUOnXqpHvvvVclSpRwaaIAAAAAAOBvTt+HvkSJ\nEoqPj1d8fLwr8wEAAAAAAA5w6hx6AAAAAABwazm0h37cuHEymUwaPXq0vLy8NG7cuBuuYzKZNGbM\nmJtOEAAAAAAA2HJoD71hGDIMw+qxI+sAAAAAAICi4dAe+qSkpAIfAwAAAAAA9+IcegAAAAAAPJBD\ne+jzbktXWGFhYU6tBwAAAAAACuZQQz906FCnNp6SkuLUegAAAAAAoGAONfSDBw8u6jwAAAAAAEAh\nONTQx8XFFXEaAAAAAACgMLgoHgAAAAAAHsihPfSffPKJUxvv1q2bU+sBAAAAAICCOdTQL1y40KmN\n09ADAAAAAFA0HGrouVo9AAAAAADFC+fQAwAAAADggWjoAQAAAADwQA4dcj906FCZzWa9/vrr8vb2\n1tChQ2UymQpcx2QyaerUqS5JEgAAAAAAWHOooa9du7ZMJpPMZrPVYwAAAAAAcGs4vIe+oMcAAAAA\nAMC9OIceAAAAAAAP5NAe+mtduXJFZrPZcvi9JG3btk2//vqrLl26pOjoaLVs2VIlSpRwaaIAAAAA\nAOBvDjf0WVlZeuedd/TDDz9Iklq0aKGBAwfqzTfftIzl+eqrrzR+/HgFBQW5NlsAAAAAACCpEA39\nV199pc2bN+vOO+9USEiI1q5dq8zMTO3YsUOPPfaY6tatq9zcXG3ZskWLFi3SggUL1L9//6LMHQAA\nAACA/7McbujXr1+v2NhYDR8+XJJUvXp1TZ06VQ899JA6duxomXfbbbcpNTVV27Ztc322AAAAAABA\nUiEuinf69GnVqlXL8rhmzZqSpGrVqtnMrV69us6ePeuC9AAAAAAAgD2FOofez8/P8tjX19fqv9fy\n9fVVbm6uUwktX75cK1as0KlTpyRJlSpVUrdu3RQTE2OZk5KSotWrVysjI0M1atTQgAEDVK5cOcvy\n7OxszZ49W5s2bVJ2drbq16+v/v37Kzg42KmcAAAAAAAobordbevCwsLUq1cvTZo0SZMmTVLdunX1\nyiuv6MiRI5KkxYsXa+nSpRo4cKAmTpwoX19fTZgwQVeuXLFsIzk5Wdu3b9dTTz2lcePG6ezZs5o8\nefKtKgkAAAAAAJcr1G3r1q5dq71790q6uhdckpYuXWpzlfvjx487nVDDhg2tHvfo0UPLly/Xvn37\nVLFiRS1ZskRdu3ZVo0aNJEnDhg3TgAED9MMPP6hZs2bKzMzUmjVr9OSTT6p27dqSpCFDhmjEiBHa\nv3+/qlat6nRuAAAAAAAUF4Vq6Hfu3KmdO3dajf34448uTehaubm52rRpky5fvqwaNWro1KlTSk9P\nV7169SxzAgICVK1aNe3du1fNmjXTgQMHlJOTo7p161rmVKhQQWFhYdq7dy8NPQAAAADgH8Hhhj4l\nJaUo87By+PBhPf/888rOzpafn5+eeeYZVahQwXJ0wPXnwgcHBys9PV2SlJ6eLm9vbwUEBOQ7BwAA\nAAAAT1eoPfTuEhkZqVdffVWZmZnavHmz3n77bY0bN67I465fv14bNmywGouIiFBCQoKCgoJkGIbD\n2/Lx8VFoaGih4juzjjtjUZP7Y1GT+2NRk/tjUZP7Y1GT+2NRk/tjUZP7Y1GT+2MV95rSTp5zeK7Z\ny0uhoSFuza84M5lMkq5eH+7kyZNWy5o3b67Y2FhJxbSh9/LyUkREhCSpSpUq2r9/v7755ht16tRJ\nknTu3DmFhIRY5p87d07R0dGSpJCQEF25ckWZmZlWe+mvX8ee2NhYyxNzvfPnz1uuG+CI0NBQpaWl\nOTzf2XXcGYua3B+Lmtwfi5rcH4ua3B+Lmtwfi5rcH4ua3B+Lmtwfq7jXZBTiGuy5OTlKS0tza37F\nmY+Pj8qWLauEhIQC5xW7q9zbYxiGsrOzFR4erpCQEP3888+WZZmZmdq3b59q1KghSbrtttvk5eWl\nX375xTLn2LFjSk1NVfXq1d2eOwAAAAAARaHY7aGfO3euGjRooLCwMF28eFHr16/Xr7/+queff16S\nFB8fr0WLFqlcuXIKDw/X/PnzVaZMGTVp0kTS1YvktWnTRrNnz1ZgYKD8/f01a9Ys1ahRgwviAQAA\nAAD+MYpdQ3/+/Hm98847Onv2rAICAlS5cmU9//zzlqvWd+rUSZcvX9aMGTOUkZGhWrVqadSoUfL2\n/ruUPn36yGw2a8qUKcrOzlZMTIz69et3q0oCAAAAAMDlHGrov/nmG8XExKhChQpFnY8ef/zxG87p\n3r27unfvnu9yHx8fJSYmKjEx0ZWpAQAAAABQbDh0Dv3s2bN14MABy+NHHnlE69evL7KkAAAAAABA\nwRxq6EuWLMk93AEAAAAAKEYcOuS+du3aWrhwoQ4ePGi5FdzatWu1d+/efNcxmUzq27eva7IEAAAA\nAABWHGro+/fvr+TkZO3cuVPnzp2TJO3cuVM7d+4scD0aegAAAAAAioZDDX1wcLD+/e9/Wx4/8sgj\nGj58uGJjY4ssMQAAAAAAkD+HzqG/3uDBg1W9enVX5wIAAAAAABzk1H3o4+LiLP8+cuSITp8+LUkq\nW7asKlas6JLEAAAAAABA/pxq6CXpxx9/1EcffaRTp05ZjYeHh6tPnz5q3LjxTScHAAAAAADsc6qh\n37ZtmyZPnqyyZcuqZ8+elr3yR44c0apVq/Taa6/pueeeU0xMjEuTBQAAAAAAVznV0H/66aeqXLmy\nxo0bJz8/P8t448aN1b59e40ZM0YLFy6koQcAAAAAoIg4dVG8w4cPq1WrVlbNfB4/Pz/FxcXp8OHD\nN50cAAAAAACwz6mG3sfHRxcuXMh3+YULF+Tj4+N0UgAAAAAAoGBONfR169bVN998o71799os27dv\nn5YsWaJ69erddHIAAAAAAMA+p86h7927t0aPHq0XXnhBVatWVYUKFSRJx44d0/79+xUcHKxevXq5\nNFEAAAAAAPA3pxr68PBwvfbaa/rss8+0Y8cObdy4UdLV+9DHx8erc+fOCg4OdmmiAAAAAADgb07f\nhz44OFgJCQkuTAUAAAAAADjKqXPoAQAAAADArUVDDwAAAACAB6KhBwAAAADAA9HQAwAAAADggWjo\nAQAAAADwQIVu6C9fvqxnn31Wy5cvL4p8AAAAAACAAwrd0Pv6+urUqVMymUxFkQ8AAAAAAHCAU4fc\nx8TE6KeffnJ1LgAAAAAAwEFONfRdu3bV8ePHNXXqVO3Zs0dpaWm6cOGCzQ8AAAAAACga3s6s9NRT\nT0mSjhw5ovXr1+c7LyUlxbmsAAAAAABAgZxq6Lt27co59PhHOJF+QecuGQ7NDfAxK9DLsbkAAAAA\nUNScaui7d+/u6jyAW+Kvy1fU/9PfHJo7s2sNBXrxRRYAAACA4sEl96HPzMxUbm6uKzYFAAAAAAAc\n4HRD//vvv2vChAnq3bu3EhMT9euvv0qSzp8/r1deeUW7du1yWZIAAAAAAMCaUw39b7/9pjFjxujE\niRNq0aKFDOPv84qDgoKUmZmpFStWuCxJAAAAAABgzamGft68eYqMjNSUKVPUs2dPm+V16tTR/v37\nbzo5AAAAAABgn1MN/e+//664uDj5+PjYvdp9aGio0tPTbzo5AAAAAABgn1MNvZeXl9Vh9tdLS0uT\nn5+f00kBAAAAAICCOdXQV6tWTZs3b7a77NKlS/r2229Vu3btm0oMAAAAAADkz6mGvnv37jpw4IBe\neuklbd++XZJ08OBBrVq1Ss8995zOnz+vrl27ujRRAAAAAADwN29nVqpWrZpGjhypGTNm6J133pEk\nzZkzR5IUERGhkSNHqnLlyq7LEgAAAAAAWHGqoZekunX/H3v3HRbFtfcB/EsVgQihi4iCRBRr1KhR\nVCTFWKI3ajRGxRbs90ZjojHGWDHFqDFR440FEBt2jQWjUryKNTYUBBWRGAQERCkBae8fPDsvy84s\nuwMuxe/nefI8cXeGc2Znd875ndoaq1evxv3795GcnIySkhLY29vD1dVVdKE8IiIiIiIiIqo6sgN6\nBTUPuIEAACAASURBVBcXF7i4uFRFXoiIiIiIiIhIQ7ID+oKCApw6dQpXr15FamoqAMDOzg6vv/46\nvL29YWxsXGWZJCIiIiIiIiJlsgL69PR0LF26FElJSbC0tISDgwOA0oXxrl27hpCQEMyfPx/W1tZV\nmlkiIiIiIiIiKiUroN+0aRMeP36MmTNnomvXrkrvnTt3DmvXrsWmTZswe/bsKskkERERERERESmT\nFdBHRUWhf//+KsE8ALz55pu4f/8+jh07VunMEREREREREZE4WfvQ169fHxYWFpLvW1paon79+rIz\nRURERERERETqyQrovby8EB4ejvz8fJX38vLyEBYWBm9v70pnjoiIiIiIiIjEaTTk/sKFC0r/dnFx\nwdWrVzFjxgz06tVLWBQvOTkZERERMDc3h7Ozc9XnloiIiIiIiIgAaBjQr1y5UvK9/fv3q7yWkZGB\n1atXo1u3bvJzRkRERERERESSNAroFyxY8KLzQURERERERERa0Cig9/DweNH5ICIiIiIiIiItyFoU\nj4iIiIiIiIiql6x96AHg9u3bCA0NRWpqKnJyclBSUqL0vp6eHpYvX17pDBIRERERERGRKlkB/eHD\nhxEUFARjY2M4OjrC3Ny8qvNFRERERERERGrICugPHTqEFi1aYM6cOTA1Na3qPBERERERERFRBWQF\n9Pn5+fD09Hwhwfz+/ftx8eJFJCUlwdjYGM2bN8fIkSPh6OiodFxwcDBCQ0ORk5MDd3d3+Pr6wsHB\nQXi/oKAAgYGBOHfuHAoKCtCuXTt88sknsLCwqPI8ExEREREREemarEXxWrVqhcTExKrOC4DSufl9\n+/aFn58f5s+fj6KiIvj5+eH58+fCMQcOHEBISAgmTpyIZcuWoV69evDz80NhYaFwTEBAAK5evYpZ\ns2Zh0aJFePLkCVasWPFC8kxERERERESka7IC+vHjx+PmzZs4dOgQsrOzqzRDc+fORc+ePeHk5ARn\nZ2dMnToVaWlpiI+PF445duwYhgwZgo4dO8LZ2RnTp09HRkYGLl68CADIzc1FWFgYxowZAw8PD7i4\nuGDq1KmIjY3F3bt3qzS/RERERERERNVB1pB7GxsbvP322wgKCsK2bdtgbGwMfX3VtoHAwMBKZzA3\nNxcAhIX3UlNTkZmZiTZt2gjHmJqa4rXXXkNcXBy6deuG+Ph4FBUVoXXr1sIxjo6OsLGxQVxcHNzc\n3CqdLyIiIiIiIqLqJCugDw4Oxr59+2BlZYVmzZq9sIXxSkpKEBAQgBYtWsDJyQkAkJmZCQAqc+Et\nLCyE9zIzM2FoaKiSr7LHEBEREREREdVmsgL6EydOoEOHDvjiiy9Ee+arysaNG/Hw4UMsWbLkhaVB\nREREREREVBvJCugLCwvRoUOHFxrMb9q0CVevXsXixYvx6quvCq9bWloCAJ4+fSr8v+LfTZs2FY4p\nLCxEbm6uUi99+XPKO3PmDM6ePav0mr29PcaOHYsGDRqgpKRE4/wbGRnByspK4+PlnqPLtOriNWWk\nPNX4WH0DA1hZWeo0f3XxM6+L+auL16TLtHhNuk+L16T7tHhNuk+L16T7tHhNuk+rpl+TnLq2LvNX\nk+np6QEoXew9JSVF6b3u3bvD09MTgMyAvkOHDoiJicE777xTyWyK27RpEy5fvoyFCxfCxsZG6T07\nOztYWloiKioKTZo0AVA6z/7OnTvo06cPAMDV1RUGBga4efMmOnfuDABISkpCWloamjdvLpmup6en\n8MGU9+zZMxQUFGh8DVZWVsjIyND4eLnn6DKtunhNJVqsC1lcVCT8/Zr8+dX0z7wu5q8uXpMu0+I1\n6T4tXpPu0+I16T4tXpPu0+I16T6tmn5NcurausxfTWZkZARbW1uMHTtW7XGyAvoPP/wQP/30EzZu\n3Ahvb2/Y2NiI9tYrFrLTxsaNG3H27FnMnj0b9erVE+a8m5qawtjYGADQr18/7Nu3Dw4ODrCzs8PO\nnTthbW2NN954QzjW29sbgYGBMDMzQ/369eHv7w93d3cuiEdERERERER1gqyAfsaMGQCAhIQEnDhx\nQvK44OBgrf+24u8tXLhQ6fWpU6eiV69eAIBBgwYhPz8fGzZsQE5ODlq2bImvvvoKhob/fzljxoyB\nvr4+Vq5ciYKCArRv3x4TJkzQOj9ERERERERENZGsgH7IkCHCmP6qpmkjwLBhwzBs2DDJ942MjDB+\n/HiMHz++qrJGREREREREVGPICujVBdJERERERERE9OK9uGXqiYiIiIiIiOiFkdVDv2fPHo2OGzp0\nqJw/T0REREREREQVkBXQ7969W6PjGNATERERERERvRiyAnqxheuKi4uRlpaGkJAQxMTE4Kuvvqp0\n5oiIiIiIiIhIXJXNodfX14ednR18fHzQsGFDbN68uar+NBERERERERGV80IWxWvZsiWuXr36Iv40\nEREREREREeEFBfT37t17YfvUExEREREREZHMOfQRERGir+fk5CAmJgYXL16Et7d3pTJGRERERERE\nRNJkBfTr1q2TfO+VV17BoEGDuMI9ERERERER0QskK6Bfs2aNymt6enowMzND/fr1K50pIiIiIiIi\nIlJPVkBva2tb1fkgIiIiIiIiIi28kEXxiIiIiIiIiOjF0riH/vPPP9fqD+vp6WH58uVaZ4iIiIiI\niIiIKqZxQG9ubq7RVnSZmZlISkqqVKaIiIiIiIiISD2NA/qFCxeqfT8zMxMHDhzAnTt3oK+vjx49\nelQ2b0REREREREQkQdaieGUpAvlTp06hsLAQPXr0wODBg+Hg4FAV+SMiIiIiIiIiEbIDerFAfsiQ\nIbC3t6/K/BERERERERGRCK0D+vKBfM+ePTFkyBDY2dm9iPwRERERERERkQiNA/onT54IgXxRURF6\n9eqFwYMHM5AnIiIiIiIiqgYaB/T//ve/UVBQgKZNm+KDDz6AnZ0dsrOzkZ2dLXmOq6trlWSSiIiI\niIiIiJRpHNAXFBQAABISErBq1SqNzgkODpaXKyIiIiIiIiJSS+OAfsqUKS8yH0RERERERESkBY0D\nei8vrxeYDSIiIiIiIiLShn51Z4CIiIiIiIiItMeAnoiIiIiIiKgWYkBPREREREREVAsxoCciIiIi\nIiKqhRjQExEREREREdVCDOiJiIiIiIiIaiEG9ERERERERES1EAN6IiIiIiIiolqIAT0RERERERFR\nLcSAnoiIiIiIiKgWYkBPREREREREVAsxoCciIiIiIiKqhRjQExEREREREdVCDOiJiIiIiIiIaiEG\n9ERERERERES1EAN6IiIiIiIiolqIAT0RERERERFRLcSAnoiIiIiIiKgWYkBPREREREREVAsxoCci\nIiIiIiKqhRjQExEREREREdVCDOiJiIiIiIiIaiEG9ERERERERES1kGF1Z4CI6EVJzszG07ySCo8z\nNdKHmUHFxxERERER1SQM6ImozsrKL8Qne2MrPG7jEHeYGejpIEdERERERFWHQ+6JiIiIiIiIaiEG\n9ERERERERES1EAN6IiIiIiIiolqIAT0RERERERFRLcSAnoiIiIiIiKgWqpGr3MfExODQoUOIj49H\nZmYmvvjiC3Tq1EnpmODgYISGhiInJwfu7u7w9fWFg4OD8H5BQQECAwNx7tw5FBQUoF27dvjkk09g\nYWGh68shIiIiIiIiqnI1soc+Pz8fTZs2xSeffCL6/oEDBxASEoKJEydi2bJlqFevHvz8/FBYWCgc\nExAQgKtXr2LWrFlYtGgRnjx5ghUrVujqEoiIiIiIiIheqBoZ0Ldv3x7Dhw/HG2+8Ifr+sWPHMGTI\nEHTs2BHOzs6YPn06MjIycPHiRQBAbm4uwsLCMGbMGHh4eMDFxQVTp05FbGws7t69q8tLISIiIiIi\nInohamRAr05qaioyMzPRpk0b4TVTU1O89tpriIuLAwDEx8ejqKgIrVu3Fo5xdHSEjY2NcAwRERER\nERFRbVbrAvrMzEwAUJkLb2FhIbyXmZkJQ0NDmJqaSh5DREREREREVJvVuoCeiIiIiIiIiGroKvfq\nWFpaAgCePn0q/L/i302bNhWOKSwsRG5urlIvfflzyjtz5gzOnj2r9Jq9vT3Gjh2LBg0aoKSkRON8\nGhkZwcrKSuPj5Z6jy7Tq4jVlpDzV+Fh9AwNYWVnqNH918TPXZf40vb/VcW91mVZdzF9dvCZdpsVr\n0n1avCbdp8Vr0n1avCbdp1XTr0lOXVuX+avJ9PT0AJQu9p6SkqL0Xvfu3eHp6QmgFgb0dnZ2sLS0\nRFRUFJo0aQKgdBG8O3fuoE+fPgAAV1dXGBgY4ObNm+jcuTMAICkpCWlpaWjevLnk3/b09BQ+mPKe\nPXuGgoICjfNpZWWFjIwMjY+Xe44u06qL11SixSCV4qIi4e/X5M+vpn/musyfpve3Ou6tLtOqi/mr\ni9eky7R4TbpPi9ek+7R4TbpPi9ek+7Rq+jXJqWvrMn81mZGREWxtbTF27Fi1x9XIgD4vLw/JycnC\nv1NSUpCQkABzc3PY2NigX79+2LdvHxwcHGBnZ4edO3fC2tpaWBXf1NQU3t7eCAwMhJmZGerXrw9/\nf3+4u7vDzc2tui6LiIiIiIiIqMrUyIA+Pj4eixYtEv69ZcsWAECvXr0wdepUDBo0CPn5+diwYQNy\ncnLQsmVLfPXVVzA0/P/LGTNmDPT19bFy5UoUFBSgffv2mDBhgs6vhYiIiIiIiOhFqJEBvYeHB4KD\ng9UeM2zYMAwbNkzyfSMjI4wfPx7jx4+v6uwRERERERERVTuuck9ERERERERUCzGgJyIiIiIiIqqF\nGNATERERERER1UIM6ImIiIiIiIhqIQb0RERERERERLVQjVzlnoiIqk5yZjae5pVodKypkT7MDDQ7\nloiIiIiqFwN6IqI6Liu/EJ/sjdXo2I1D3GFmoPeCc0REREREVYFD7omIiIiIiIhqIQb0RERERERE\nRLUQh9wTEREREYFrjhBR7cOAnoiIiIgIXHOEiGofDrknIiIiIiIiqoUY0BMRERERERHVQgzoiYiI\niIiIiGohBvREREREREREtRADeiIiIiIiIqJaiAE9ERERERERUS3EgJ6IiIiIiIioFmJAT0RERERE\nRFQLGVZ3BoiIXlbJmdl4mldS4XGmRvowM6j4OCIiIiJ6uTCgJyKqJln5hfhkb2yFx20c4g4zAz0d\n5IiIiIiIahMOuSciIiIiIiKqhRjQExEREREREdVCDOiJiIiIiIiIaiEG9ERERERERES1EAN6IiIi\nIiIiolqIAT0RERERERFRLcRt64iIiIiIiEit5MxsPM0rqfA4UyN9mBlUfBxVDQb0REREREREpFZW\nfiE+2Rtb4XEbh7jDzEBPBzkigEPuiYiIiIiIiGolBvREREREREREtRCH3BMRUa2j6Tw+gHP5iIiI\nqO5iQE9ERLWOpvP4AM7lIyIiorqLQ+6JiIiIiIiIaiH20BORTnGoNBERERFR1WBAT0Q6xaHSRERE\nRERVg0PuiYiIiIiIiGoh9tBTjaTpsGwOySYiIiIiopcVA3qqkTQdls0h2URERERE9LJiQE8vFBdA\nIyIiIqpedXHkY128JiI5GNDTC8UF0IiIiIiqV10c+VgXr4mNFCQHA3oiIiIiIqJqVhcbKejFY0BP\nREQvDfZ+EBHVLJyeSVQ5DOjrAFZQiYg0w94PIqKaRZfTM9l4QHURA/o6gBVUIiIiIiL1uLYT1UX6\n1Z0BIiIiIiIiItIee+iJiEgUp/MQEb28WAYQ1Q4M6ImISBSn8xARvbxYBhDVDgzoiYioWnGRIiJ6\nGfHZR0RVgQE9ERFVKy5SREQvIz776jZOWSBdYUBPRET0kmHPIBHRi8UpC6QrDOiJiIheMuwZ1D02\nohAR0YvAgJ6IiIjoBavpjShscCAiqp3qfEAfEhKC33//HZmZmWjatCnGjRsHNze36s4WvQCsjBDR\ny4jzNEuxDKicmt7gQERE4up0QB8ZGYmgoCBMnDgRbm5uOHLkCPz8/LB69Wo0aNCgurNHVYyVESJ6\nGXGeZimWAURE9DKq0wH9kSNH8Pbbb6NXr14AAF9fX1y5cgVhYWEYNGhQNeeuerFHp+6S20sl5zvB\nHjEqj8+WUvxtEL1cdPXs47OFiMqrswF9YWEh4uPj8cEHHwiv6enpoU2bNoiLi6vGnNUM7NHRPV0F\nzHJ7qeR8J9gjRuXVxWeLLn+HVDuw4YrK09Wzj88WKk9OGcWGobqlzgb0WVlZKC4uhoWFhdLrFhYW\nSEpKqqZcqVfTf1w1PX+6JKcyx4CZqHbi77AUy4D/V9Mbrmp6bzEbRIiqjpwyqqaXayxvtFNnA/qq\nZmio3Uelp6cHIyMjrc7JKQSW/+9vjY795q2mMDIq/XGZ6OnB3c68wnPqGxtV6hw5+dM0narIn5y0\n5OZP089CV/ep7Hl19TOX85uSc00Z2f8gu1iz37uJoR7qG8jLm9z8vcjPoXxaunq28Huu+++5nPzJ\nLaM0/U0pfk+Abr/ncvKnq89c7rPlRZZRZfMn9zshJ39yPou68rwse15NzF9dLKPKnqfLMv5l/h6V\nPU/us0XuvaqpNI0/9UpKSupkk0ZhYSFGjx6NWbNmoVOnTsLra9euRW5uLr744guVc86cOYOzZ88q\nvdayZUsMHDjwheeXiIiIiIiIqKxDhw4hJiZG6bXu3bvD09MTAKBfHZnSBUNDQ7i6uiIqKkp4raSk\nBDdv3oS7u7voOZ6enpgzZ47SfwMHDsShQ4e0Tj8gIEAn5+gyLV6T7tPiNek+LV6T7tPiNek+LV6T\n7tPiNek+LV6T7tPiNek+LV5T5c+r6QYOHKgSoyqCeaAOB/QA0L9/f5w6dQoRERH4+++/sWHDBuTn\n58PLy0urv1O+RUQTKSkpOjlHl2nxmnSfFq9J92nxmnSfFq9J92nxmnSfFq9J92nxmnSfFq9J92nx\nmip/Xm1Xp+fQd+vWDVlZWdi1axcyMzPRtGlTzJs3j3vQExERERERUa1XpwN6AOjTpw/69OlT3dkg\nIiIiIiIiqlJ1esg9ERERERERUV1lsHDhwoXVnYnawNnZucaeo8u0eE26T4vXpPu0eE26T4vXpPu0\neE26T4vXpPu0eE26T4vXpPu0eE2VP682q7Pb1hERERERERHVZRxyT0RERERERFQLMaAnIiIiIiIi\nqoUY0BMRERERERHVQgzoiYiIiIiIiGohBvREREREREQ6FBcXV21p5+TkVFvaVPW4yj3VCc+fP4ex\nsXF1Z6NSrly5An19fbRv317p9WvXrqGkpASvv/56NeWMqPYpLi5GeHg4oqKi8OzZMxQXFyu9v2DB\ngmrKGelabm6uxseampq+wJyQpoqKinDmzBm0a9cOlpaW1Z0dSfn5+UhLS0NhYaHS602aNKmmHFF5\nt2/fxs2bN/H06VOUD3k++eSTSv3twMBAjY8dM2aMymsfffQRGjZsiN69e6Nnz54v7Lt+4MAB2NnZ\noVu3bgCAlStX4sKFC7C0tMTcuXPRtGlTtec/ffpU9PPT5Huem5uLmzdvwtHREU5OTrKvgdQzrO4M\nkDwPHz4ULUQ6depUTTnSveLiYuzbtw8nTpzA06dPsXr1atjb22Pnzp2ws7ODt7e36Hl5eXmIjo4W\n/fz69esnmZ62Bfe1a9dgYmKCFi1aAABCQkJw6tQpODk5YcKECTA3N1c6fvv27Rg1apTo39q+fftL\nF9Cnp6fj8uXLop+5WMEIALt27ULv3r1ha2urVVqnT5/GiRMnkJqaiqVLl8LW1hZHjhyBnZ0d3njj\nDZXjFyxYAG9vb7z55psaNyQtX74cenp6ou8ZGxvDwcEBnp6ecHR01CrvJM7f3x/h4eHo0KEDGjdu\nXN3ZoWo0btw4jY8NDg6usnRv3ryJ1q1ba31eVFSUZEPU1KlTqyp7onJycmBmZvZC09CEgYEBNmzY\ngFWrVlV3VkQ9e/YM69atw9WrV0XfV/c9iomJwYkTJ5CSkoJZs2bBysoKp0+fhp2dnVBfKOvevXs4\nd+6caFn4+eefS6Yj5zxdNoTq4nt+4MAB7NixA87OzrC0tFQqg6XKYwD4888/JT+7pUuXCv+fkJCg\n9F58fDyKi4uFcjwpKQn6+vpwdXUVTWfdunWIiIhAaGgoduzYgddffx3e3t7o0KED9PU1G0StSYfW\niRMn8J///AcAcOPGDURFReGrr77CuXPnsHXrVnz99dei58XHx2Pt2rV4+PCh6Pti3/OVK1fCw8MD\n7733Hp4/f465c+ciNTUVAPDpp5+ia9euavNaWFiIoqIipdfq1aun9hygtG5f/nv0MjXQMqAXIech\neP78eURGRiI9PV3lnO+//77KzklJScGPP/6IxMRE0felChE5aelKcXExDh8+LPmZ+/v7i563b98+\nREREYNSoUfjvf/8rvO7s7IwjR46IBvT379/Ht99+i/z8fOTn58Pc3BxZWVkwNjaGhYWFaEAvt+AO\nCgrCyJEjAQCJiYkICgpC//79cevWLWzZskWlwHr06JFoMOfo6Ijk5GTRNBTUVRxDQkLw3nvvqbw+\nffp0fPvtt3jllVeUXs/JycGcOXOwZs0aAMDx48fVpl1Wnz59JN/Lzc3FxYsXkZycjAEDBsDc3BwJ\nCQmwsLDAq6++qnRsVFQUfvjhB9jZ2SEpKQmNGzfG48ePUVJSAhcXF8k0Ll26hH379sHDwwPe3t7o\n0qULjIyM1Ob5jz/+QHBwMPr37499+/YJBYKZmRmOHj0qGtC7uLggKCgImzdvxptvvglvb280b95c\nbTqmpqa4dOkSzMzMhGu4f/8+cnNz0bZtW0RGRuLgwYOYP3++aKWuJpHT41nZngwAWLNmDby9veHh\n4VHh34iMjMTMmTPRoUMHjdMtKycnB3fv3hXtlejVq5fkedUZjFUkOjoahw4dwt9//w0AcHJywsCB\nA9GyZUuNzk9PTwcAWFtbV3hsTk4OQkNDldLy9vau8gpWeHg4GjRoINznrVu34uTJk3BycsKnn34K\nW1tbpSAkNTUV27dvh5eXl/CbjYuLQ0REBEaMGKE2LW0bGZctWwZra2t4eXmhV69esLGxqfB6du/e\njT179qBZs2YqAYg6aWlpat8XS7uyvXYvmpubGxISErRuoAVefM95QEAAcnJysGzZMixcuBBffPEF\nMjMzsW/fPvj4+Eied/78eaxZswaenp5ISEhAQUEBgNJn6v79+zF37lyl48+ePYs1a9agXbt2uHHj\nBtq2bYtHjx7h6dOn6Ny5s2Q6cs/TtCF09uzZGn83xeqY2nzPtWmQK19fPHbsGCZNmiTZwSPmjz/+\nQFBQELp37464uDh4enoiOTkZiYmJeOutt5SOLftsOXz4MExMTDBt2jShwyY7Oxvr1q2TfMZaWVnh\ngw8+wAcffIDY2FiEhYVhzZo1MDY2Rs+ePdG7d280atRI5TxtO7QyMzOF5/aff/6JN998E+3atYOt\nrS3mzZsn+Vn8+uuvaNiwISZPngwLCwuN7nlMTAwGDx4MALh48SJKSkoQEBCAiIgI7Nu3TzSgf/78\nObZv345z584hMzNT5X2penZqaio2bdqE6OhoPH/+XOPz6iIG9OXIeQgePXoUO3fuhJeXFy5fvgwv\nLy+kpKTg3r17kgGOnHOA0oeVra0t5s+fj+nTp2PZsmXIzs7Gli1bMHr06CpN6/nz5wgJCcGtW7dE\nK7VlH9KVebjv3r0boaGhGDBgAHbu3InBgwfj8ePHuHTpEoYMGSL5dyIiIjBx4kS0adMGGzZsEF5v\n0qQJkpKSRM8JDAxEx44d4evri7Fjx8LPzw8GBgb45ZdfJHvn5RbcqampwvCi8+fPo0OHDvj4448R\nHx+Pb7/9VuV4U1NTpKamws7OTun15OTkClsnV6xYgfnz56u0Ah89ehTBwcGiAf3jx49VAg4AKCgo\nQEZGhvDvAwcOKL2fnZ2N58+fw8TEBEBpq6ixsTHMzc0lv0+JiYlYsmQJ6tWrh/T0dPTu3Rvm5uaI\njIxERkYGpk+frnT89u3b8f7772PYsGHw8fHBrFmzYGFhgZ9//lllSkJZy5cvx/379xEWFgZ/f39s\n2rQJ3bp1Q+/eveHm5iZ6jqLA79y5s9K1urq6IigoSPScsWPHYvTo0bh8+TIiIiKwYMECODg4qB02\nZ2VlBU9PT4wfP15oeS8uLkZAQABMTEwwY8YMbNiwAdu2bZNsDRcj1eAFyGvI06RBU06PZ/meDDly\nc3OxZMkS2NrawsvLC15eXrCyshI91tDQEA4ODrLSuXz5Mn755Rfk5eWhfv36Ks82qYBeTjCWl5eH\nAwcOSA4JVTSsladtw/Pp06fx66+/onPnzujbty8AIDY2FosXL8a0adPg6ekpmo6i4vj7778jLy8P\nAFC/fn0MGDAAgwcPFu1FunfvHvz8/GBsbCz87o4cOYL9+/dj3rx5wnOqMhV1hf3798PX1xdAaWB+\n/PhxjBkzBn/++ScCAwPx+eefKzUA7dmzBz4+PkrX26lTJzg7O+PkyZPw8vISTUdOI+P69etx+vRp\nREREYM+ePWjdujV69+6Nzp07w9BQvPp14sQJTJs2DT179tTkYxFMmzZN7ftiFVtteu1+/PFHjfMi\n5zkhdn/fffddbNmyBenp6XB1dVUpB8WC88r0nGvzvLx58yZmz56NZs2aQV9fHzY2Nmjbti1MTU2x\nf/9+yYbEffv2wdfXF7169UJkZKTwuru7O/bu3aty/P79+zFmzBi899578PHxwbhx42BnZ4fffvtN\npSG8Ks7TtCG0bEN3QUEBjh8/DicnJ6GR7M6dO/jrr78k6wTafM/LNpZlZ2dj7969aNeunVKD3PXr\n10Xri8+fP9eoAbisY8eOwdfXFz179kRkZCSGDBkCe3t7bNu2TWiAEfP777/j66+/Vhp9aW5ujo8+\n+gh+fn54//331abr7u6Ohg0bws7ODnv37sWxY8dw+PBhtG7dGuPHj1fq8NG2Q8vc3Bzp6emwBrkI\nqwAAIABJREFUsbHBtWvX8NFHHwnvidUDFRSjSLQpS3Nzc4XP4Nq1a+jSpQvq1auHDh06SNaptm7d\nihs3bmDMmDFYt24dxo0bh/T0dJw6dUroGBPzyy+/oKSkBFOmTNG4waGuYkBfjpyH4B9//IGJEyfC\n09MT4eHhGDRoEOzt7REcHIzs7OwqOwcofUh+8803aNCgAfT09KCvr48WLVrg448/hr+/P3744Ycq\nS2v9+vW4fv06unbtimbNmqn9oYj1YmrqzJkzmDRpEjp06IDdu3eje/fucHBwgLOzM+7cuSN5XkZG\nhuhDpqSkRKUwVkhISMDEiROhr68PfX19FBQUwN7eHqNGjcLatWvRpUsXlXPkFtyGhoZCi2FUVJQQ\nBJibm+Off/5ROf6NN95AQEAAPv/8c+G6kpOTERQUVOFUilGjRmHZsmVYtGiR0Jr7+++/Y8+ePfjy\nyy+Vjr18+bLw/9evX1fqMSsuLkZUVJRSj8ivv/4q/H9kZCSOHj2KSZMmCa33f/31F3777TfRRgOF\nwMBAeHp6wsfHR6lw7tChA3755ReV4//++298+umnAEqHXioaEIYNG4bly5fj3XfflUzLxcUFLi4u\n8PHxwZ9//omwsDDMnz8fjRo1gre3N7y8vJSuOTU1VbRCbmRkJAQwYgwMDNClSxd06dIFT58+xcmT\nJxEcHCwMm+vXr5/SqIlTp05h8eLFSgGQvr4+3nvvPcyfPx8ff/wx3nvvPXzzzTcYO3ascIy2FRgF\nOQ15mjZoyunxrIqhmrNnz8azZ8+EIGn37t1o06YNvL290alTJ6UgacCAATh69CgmTJigdSEfFBSE\n3r17Y8SIERoN9VOQE4ytX78eMTEx6NGjB1599VWN8iqn4Xn//v0YOXIkBgwYILzWr18/HD58GHv3\n7pUM6Hfu3InQ0FCMHDkS7u7uAErnpO7evRsFBQWivdqBgYHo1KkTJk2aBAMDAwClc6LXr1+PwMBA\nLFq0CID0SAxtpKenC8/LixcvokuXLnj77bfh7u6OhQsXqhwfFxcnNACU5erqirt370qmI6eRsUGD\nBhgwYAAGDBiA+Ph4hIeHY9OmTdi0aRO6d+8Ob29vlV7wwsLCCkf7iCkfcBYVFeH+/fs4cuSIUuW9\nLG167co+M0tKSnDx4kWYmpqiWbNmAEqH5ubk5CiVoZW9v6tXrwYg3ZgjFpzLbYDX9nmZn5+PBg0a\nACgdzfXs2TM4OjrC2dkZ9+/fl0wnKSlJtLfW1NRUdORTSkqKUMcwNDREfn4+9PT00L9/fyxevBjD\nhg0TTUfueZo2hH744YfC/69fvx59+/ZV+Z7t2rVLcuSINt/zso1sP/74I4YPH65U3+jXrx9CQkJw\n48YNpeeb4tzz58/jX//6l0ZpAaWdHYp7ZGRkJNTXvL298fXXXyuVz2X9888/ePbsmcrrz549E63z\nKRQXF+Pq1asICwvDlStX4OTkhNGjR6NHjx54+vQpdu7ciRUrVmDFihXCOdp2aHXu3Bk///wzHBwc\nkJ2dLUzhvH//vtr73bp1ayQkJGgV0NvY2CAuLg7m5ua4du0aZsyYAaC0LiM1NeDSpUuYNm0aWrdu\njfXr16NVq1ZwcHCAnZ0dIiMjJcvUhIQEfP/995yqCAb0KuQ8BNPS0oSKjrGxsfDD7dmzJ+bNm4cJ\nEyZUyTlA6Q+/fv36AEorCxkZGXB0dISNjY1kr7TctP7880/MnTtXo+G/ZR/u2srMzISzszMAwMTE\nRCjUOnbsqLY13cnJCTExMSrD8c6fPy/ZY2JgYCBUmC0sLJCWlgYnJyeYmpoKw0nLk1twt2jRAoGB\ngXB3d8fdu3cxc+ZMAKVD68WGrI4aNQp+fn6YOXOm0OuYkZGBFi1aSI6+UHjrrbeQnZ2NJUuWYPHi\nxYiMjBSG75W/f8uXLxf+f+3atSqfj62trWTFZ8eOHZg5c6bSULzGjRtj7NixWLVqFbp37y563r17\n9+Dr66sSrFhZWYkOr6pXr57QKGNpaYmUlBQhTbECU0pRUZEwF8vMzAwhISEIDg7GpEmThGGmdnZ2\nosM6r127ptECLnfv3kVYWBgiIyNhYWEBLy8vZGRk4LvvvsO7774rfJZFRUVISkpSKXiSkpKEFnIj\nIyPo6elVqgKjIKchT9MGzaro8QRKG6ySk5Ph4eEBY2NjlJSUVBjQigVJv/zyC0xMTNCjRw/06dMH\nDRs2xO3bt3Hr1i3hPpbvEVU39zQjIwN9+/bVKpgH5AVj165dw5dffqnVNAs5Dc8pKSmiDYOdOnXC\njh07JNOKiIjA5MmTlc5t0qQJrKyssHHjRtGA/t69e0rBPFD6bBk0aJBSA6O674amTExMkJWVBRsb\nG6Xfg5GRkegQTGtra5w6dUplvZLQ0FC1Uwkq08gIlDYYWFpawtzcHAcPHkRYWBj++OMPNG/eHL6+\nvsLzzdvbG2fOnMHQoUO1+hzEhsc3a9YMVlZWOHTokGhjtTa9dmWni2zduhVvvvmm0DiuOH7jxo1C\n/QSo/P2VGp2ijtwGeG2fl46OjkhKSoKdnR2aNGmCkydPws7ODn/88YfaHnBLS0skJyerjMS7ffu2\nymtAabmlaFi2srJCYmIinJ2dkZubi/z8fMl05J4npyH03Llz+O6771Re79GjB7788kvRqUZyv+fX\nr18XXWuoffv22LZtm8rr+vr6OHjwIG7dugVnZ2elZxIAfPzxxyrnWFhYICcnB7a2trCxsUF8fDya\nNm2K9PR0tb3ZnTt3xrp16+Dj4yOMTLpz5w62bt0q2dC6detW/O9//0NeXh66d++OJUuWCI1kQOl9\nHDduHCZPnqx0nrYdWmPGjIGtrS3S09MxatQoYYTlkydP1D67Jk+ejLVr1+Kvv/5C48aNVcpRsTKl\nX79+QplsY2Mj1BdiYmKEun552dnZwvXUr19f+M15eHhg06ZNkvlzc3NDWloaA3owoFch5yFoaWmJ\n7Oxs4cd/584dNG3aFKmpqSrDJytzDlAaPCUkJMDOzg5ubm44dOgQDA0NcfLkSdjb21dpWlZWVkqF\n84tiZWWFJ0+ewMbGBvb29rhx4wZcXV1x7949tfOfhw4dirVr1yIjIwMlJSW4cOECkpKScPr0aZVe\naQUXFxfcu3cPDRs2RMuWLbFr1y5kZWXh9OnTkvPF5BbcEyZMwMaNG3HhwgX4+voKQfrVq1fRrl07\nleNNTU2xdOlS3LhxAw8ePICxsTGcnZ01Hi42aNAgZGVlYe7cuSguLsa8efNEgwtFI8m0adPw7bff\nCo0Vmnjy5Inke2KBuYKBgYFob3dycrLKHH4AeO2113D79m04OTnh9ddfx5YtW5CYmIgLFy5UGDDF\nx8cjLCwMZ8+ehZGREXr27IkJEyYIhcWxY8fg7+8vBPQDBgzApk2bUFBQgJKSEty9exdnz57F/v37\nVQpRhadPn+L06dMIDw/Ho0eP0LFjR3z66ado166dUAny8vKCn5+fEND36NEDv/76Kz744AOhsL97\n9y72798vtD5HR0erNCJoW4FRkNOQJ6dBU06PZ1ZWFlatWoVbt24BAH7++WfY29vj119/hbm5udqe\nNIUnT57gxo0buHHjBvT19fH666/jr7/+wmeffYaRI0fCzMxM7VxRddq1a4d79+5JPlOlyKmkmpmZ\nqSyQWRE598na2hpRUVEqlcAbN26oDWSzs7NFK0uNGjWSbBgyNTVFWlqaytzPtLQ0jcqU58+fq1RK\npebet23bFuvXr4eLiwsePXok9Dw9fPhQNEAaM2YMVqxYgatXr+K1114DUPo7fPToEWbNmiWZJ7mN\njIWFhbh8+TLCwsKEsm38+PHo3r07nj17hp07d2LlypXC4m8FBQU4deoUoqKi0KRJE5UARNteb0dH\nR9y7d0/0Pbm9dmFhYViyZInKaKMBAwbg66+/rrABWtP7K3fuvJwGeG2fl3379hXKvA8//BB+fn74\n3//+B0NDQ7XTH9566y0EBARgypQp0NPTw5MnTxAXF4egoCDREVctW7bEjRs34OzsjK5duyIgIAA3\nb95EVFQU2rRpI5mO3PPkNIQaGxsjNjYWDRs2VHo9NjZWskdW7vf8lVdewaVLl1SGr1+6dEm0LnH7\n9m04OjoiNzcXt2/fVnpPqsGiVatW+PPPP9G0aVP07NkT/v7+uHjxIu7cuYOOHTuKngMAvr6+CAoK\nws8//yx8vw0MDODt7S254HFsbCw++ugjdOvWTbIBuUGDBiprK2jboWVoaIiBAweqvC7VIaAQFxeH\n2NhYXLt2TfR9sU63Pn36wM3NDenp6Wjbtq3wnLC3t8fw4cNF/46dnR0eP34MGxsbNGrUCOfPn4eb\nmxuuXLmidt2VSZMmYcOGDcjIyBBtsHmZdptgQF+OnIdg69atcfnyZbi4uMDLywuBgYE4f/484uPj\nJSuUcs4BgMGDBwsNC8OHD8d3332HBQsWwNzcXOgBrqq0fHx8sG3bNvj6+lZYsI4bNw6rV69GgwYN\nKpw3V374XOfOnREVFYXXXnsNffv2xS+//ILQ0FCkpaWhf//+kn/njTfewJw5c7Bnzx7Uq1cPu3bt\ngouLC+bMmYO2bduKnjNixAihoB4xYgTWrFmDjRs3wsHBAVOmTBE9R27BbWNjI9qwIDVcCygtYNq1\nayca8Jd39OhRldesrKxgbGyMli1b4u7du0JAJbY+QPneeU20bt0av/32G6ZMmSI8KBMSErBx40a1\nqzl37NgRe/bsEb6jenp6yMjIwPbt20W/g2PGjBEaAIYNG4a8vDxERkbCwcFBbYV21qxZSEpKQtu2\nbYVexfJzfLt3746AgADh32+99RaMjY2xc+dOPH/+HD///DNeffVVjBs3TnLEweTJk4U5815eXqKN\nIs7Ozkrz9seOHQtLS0scOnQIT58+BVDaE9C/f39hOGC7du1Uhu9qW4FRkNOQJ6dBU06PZ2BgIAwM\nDLBu3Tql51a3bt2wZcsWyYBeERyFh4fj+vXraNKkCfr16wdPT0+h0L948SJ+/fVXtWsLVKRDhw7Y\nunUrHj58CGdnZ416JQB5ldThw4dj165dmDZtmsYjAuTcp/fffx/+/v5ISEhQGjofERGh9pnUpEkT\nhISEYPz48Uqvh4SESC6a9uabb2L9+vUYPXq00AAXGxuLrVu3Sv6m8vLysG3bNpw7dw5ZWVkq70uN\n1powYQJ27tyJ9PR0zJo1S/hNxMfHi6bVoUMH/Pzzzzh+/Lgwqq1jx45455131C5aJ6eRcfPmzTh7\n9ixKSkrQs2dPjBw5UqmHysTEBD4+Ppg0aZLwWmJiovC5/vXXX5L5KU9suPaTJ0+we/duyeBcbq9d\ncXEx/v77b5WGnr///lvy2SL3/gLa7epTmZ5zbZ6XZYcAu7q6Yt26dfj7779hY2OjtpH8X//6F0pK\nSrB48WI8f/4cCxYsgKGhId5//31hbYuyJkyYIIw0GTx4MAwNDREbG4suXboIC4+JkXuenIbQ/v37\nY8OGDYiPj1dqrA4LC5OcFib3ez5s2DCsX78et27dEhrk7ty5g+vXryv9jhT8/Py0uhYAmDhxojCy\nr3///jAzM0NsbCwGDRqkdmphvXr18Mknn2DUqFFISUkBUBrEKn5XYpYsWVJhfgwMDFTqBXI6tLTd\nzQcora/36NEDQ4YM0WpLvWbNmqFJkyZITU2Fvb09DAwM1K7L0KtXL9y/fx8tW7bEoEGD8MMPPyAk\nJAQFBQVqGwifPXuGlJQUpamhZb1Mi+JxH/pyFAt+WVlZobi4GIcOHRJaHgcPHizak1JcXIySkhKh\n8nb27FnhnHfeeUd08Rs556jLs5mZmWRro9y0nj17hlWrViE6Ohr16tVTqZyWrTCHh4eje/fuMDIy\nQnh4uNr8VjQMLy4uDnFxcXBwcKiR2/Dl5+drVHBrsurw0aNH8fbbb8PY2Fg0QC+rfFBe0SJICnp6\nepJDF6OionDkyBFhJepGjRqhX79+kg0imZmZWLNmDaKiooTREwUFBWjTpg2mT58u+cDPzs7GihUr\nkJiYiJycHFhbW+PJkydo1qwZ5s2bp7bA08aePXvg7e0tuVBaRfLz85GXlwcLCwu1x8XExGi8MrgY\nReVbkxW/w8PDsX79erRv3160AiP1e1q/fj2sra3x4YcfIiQkBFu3boW7u7vQkCfWgLV69Wo0a9YM\nAwYMwJ49exASEoJOnTohKioKLi4uor0zV65cwYoVK+Dg4CDa4ylWiPv6+mLevHlo2rQpfHx8sHz5\nctjb2yMlJQWff/655MI5EyZMQHFxMbp37463335bNKDMycnB7NmzZTVYKUj1IihIVRIUc8OliK0j\nMHv2bKSkpKCkpAS2trYqz2OxxQvl3CegtLHj999/V/q9Dxw4UO0aKNHR0fj2229hY2OjtEZCeno6\n5s6dK/o7KCwsRFBQEE6cOCFUjA0NDfHOO+9g5MiRoiOvNm7ciFu3bmH48OFYs2YNJkyYgIyMDJw8\neRIff/wxevToIZlHXUhJSUFeXh6aNGmCvLw8bNmyRSinFIFxeYsXL65wt42ioiLExsZqvXBXeVLf\nWWtra8yYMUPWvHwpgYGBOH36tNJoozt37uDAgQPo2bOnaMOVnPsrZ1ef06dPo7i4GF5eXoiPj4ef\nnx+ys7OFBnjFyKzy5DwvK6OwsBDJycnIy8uDk5NTlZWB1SUyMhLHjh0TFnR1cnJC3759JT/vyrhz\n5w6OHTum9Bzr27evUP7UNufOnRMC7YULF8LGxgYhISGws7NTGwTHxMRgz549ePDgAfLy8uDi4oKh\nQ4eKdgiV381nxYoVsLe3R3h4uLCwrxgfHx/88MMPWs2hz8/Px+bNmxEREQEAwgr8mzdvhpWVlUbr\nGSjWr3BwcJDc8g8AZs6ciUaNGmHQoEGii+LJGeVTWzGgJ0lLlixBWloaevfuLRqoVcX8x7pMk6Bg\n2rRp+O677/DKK6+oDdDVBeVyHT9+HAEBAejSpYvSyrTnz58X5udKefjwoVJhqslcc6A0OEhISEBe\nXh5cXV2VhqhXl9TUVBQVFakMF3z06BEMDAxEh+0CpRXxW7duISUlBZ6enqhfvz4yMjJgampa5ZUz\nORUYOQ15cho0gdKFycr2eDZq1Ehtj6ePjw++//57NGzYUCmgV6yOvnnzZtHzTp8+ja5du1a4565C\nTd6uU2H37t1q3xdbn0TufZIrIyMDx48fV9qC7t13362w4Sw/P1+pp0rdCIQpU6Zg+vTpaNWqFcaM\nGYPvv/8eDg4OOH36NM6ePas05PTBgwca511syKXcLQlrsujoaKV/6+npoUGDBnBwcFBpjC9LTq9d\ncXExfv/9dxw9elQYvWZpaYl+/frh/fffF935QJv7q/Ddd99BX18fkydPFt3VR5NGVU0b4DV5XgYG\nBmL48OEwMTGpcBtOsUaNwsJCjBo1Cj/88IPkXOLyrly5An19fZUe2uvXr6O4uFiYJiEmOTkZ4eHh\nSE5Oxrhx42BhYYGrV6/CxsZG7ZZ0uiRnHRVtPXjwAOfPnxcd5aFYFyMpKQkNGzaEnp6e5HpUClLz\nteXsWHLq1Cls3boVffr0weHDh4VAOzQ0FGfOnME333yjzaVKmjlzJkaMGIHOnTsrlbmJiYlYtGiR\n5Dz1NWvWoGXLlirb9anj7++P2NhYYSepH3/8Efb29rh06RJ2794tuni3XKNHj8by5ctl72hTl3DI\nPUp7yxQ9ZRXtr6w4rrIVCkDzSsWPP/6IqVOnwtTUtMKtYxQ9Mw8ePEDjxo2hr69fYV6l8hcbG4ul\nS5dqvRftokWL4OHhoVIRVfTSLliwQGml9YqU7aWv7DY4mZmZCAoKknzgKlr8K1twA5qtOly2F1Fu\nj2JhYSFmzpyJOXPmaBxYA8oLa5Xl7u6O/fv3qw3onZyctEpLwcPDQ7InqjLTNhSKi4sRHh4uuQ+4\nWCv02rVr8dZbb6kE9Hfu3EFoaKjoStmPHz/GsmXLkJaWhoKCArRt2xb169fHwYMHUVBQgIkTJ6qc\no+l3T8xrr72mde+D2FQDqeHOCmUDQX19fY1XBra2thZdXEhKy5YtERERIfwO9PT0UFxcjIMHD6JV\nq1aS52mzerzc7TqriqZ7tstZUFTOfbp79y5KSkpUvkd37tyBvr6+0kJM5VlZWVW4R3tZubm5KC4u\nhrm5uVLgkp2dDX19fdGRKdnZ2cKaBWUXRWrRooXSKs5A6agGTZX/XcndkrAytBkyDmi/JWFhYSHC\nw8MxdOhQyQZIMeV77RTPSzMzMxw9elQyoNfX18egQYMwaNAgjUcbaXN/FeTs6lNevXr11Pbwlb2m\nssSelwkJCcKIEznbcBoaGsLGxkbtwmrlbd++XXT+dUlJCbZv3y4Z0EdHR2PZsmVwd3dHTEwMRowY\nAQsLCzx48AChoaFK60XMmTMH8+fPh7m5eYVbEKtrCC0sLBQt28QadiuzjkpxcTGSk5NFy/jy9YsL\nFy7gp59+goeHB2JiYuDh4YFHjx4hJydH6bObOXMmfvvtN1hYWEhOX1WQKqvl7Fhy5MgRTJo0CV27\ndlUapenm5qZ2jRwFTT9zubv5ODo6Yvv27bh9+7boHHWx6ZyXLl0SRgWV/QwaN24sNPACpZ1KmpIq\ns1u1aqX1Kvx1FQN6lAYSih9yRYGE4odcmQoFoF2lwtTUVHhfkyG6ivwprqmivEo9nBo1aiS6SnBF\noqOjkZiYiPv37+M///mP0FtZWFgo9CKUXWm9ImXzV9ltcNatW4e0tDRhPpDUA7eyBTcgb9VhOcpu\nj6eNnJwc0e2W2rVrJ1mQFBcX4/Tp05JBadl9i8sKCAiAg4ODSiNBSEgIUlNThe3sFAtmyb3P/v7+\nCA8PR4cOHTTugUhISBAdjtq8eXPJnmJ/f3+4urpi+fLlSnOLO3furLQnbFmafvfEaFqBkdOQJ6dB\nszxtezxHjhyJJUuWID4+HoWFhdi6dSv++usvYaeGsuTsfw3I365TIS8vD9HR0aJBlVglBpC3Z7um\nKnufNm3ahA8++EDl9YyMDBw8eBDLli0T/VthYWEwMTHBm2++qfT6uXPnkJ+fLzpS66effkKnTp1U\n5mFHRkYKu6eUZ29vj9TUVGFRpMjISLi5ueHy5cswMzNTOrZsT9f9+/cRFBSEgQMHKk0JOHz4sOj+\nxdpsSVjZRkY5Q8blbEloaGiICxcuaL1i+LFjxzBp0iR07twZBw4cEF53dXWVnPZSnqZ1Em3ur4Km\nu/rIbYDX9nlZtkFY7jacgwcPxo4dO/Dvf/9bo5E0jx49Eu0RdnR0RHJysuR527Ztw0cffYQBAwYo\nBcetW7dGSEiI0rGdOnUSpoTI2YL40aNH+PXXXxEbGyv6vtj3XO46KnFxcfj555/x+PFjjdLas2cP\nRo0ahf79+8PHxwe+vr6wsbHB+vXrlRrxV61aJYzgUCxQqS05O5akpKSINqZWFGhr+5nL3c3n1KlT\nMDExQXR0tOgoILGy8NmzZ6LTFstfT9lnTkWkAvpOnTohMDBQWEdG0/Vu6iIG9ICwqJzi/zVR2eHP\n2lQqym75Ibb9h1T+FA8nuXn9+OOPERQUhI8++ki0ZU5dQT5//nxs2LAB8+bNw5w5c1R6Dco+bG7c\nuIFt27ZhxIgRShWy4OBglV6hyg7zv337NhYvXlzhqIOqKLillF11uKLKR1nqgtw+ffrg4MGDmDx5\nstrhlWV16tQJFy9eVFn59NKlS5IruQYGBuLUqVNo3749HBwcNA5Kz58/jzlz5qi83rx5cxw4cAA+\nPj5K91bufY6MjMTMmTPVzjsTI7ZHrKKXUczt27exdOlSlcLD1tYWGRkZkudo8t0rT5sKjJyGPDkN\nmmXJ6fF0dnbG6tWrERISAhMTE+Tn56NLly7o06ePysJVmgYM5cndrhMoDRK//fZb5OfnIz8/H+bm\n5sjKyoKxsTEsLCwkA3pN92yXEyhW9j49fPhQ9Lvn4uIizHsVc+DAAdHFpiwsLPDf//5X9Ld6584d\n0YX2WrVqhZ07d4qm4+XlhYSEBHh4eGDQoEH4/vvvcfz4cRQWFqo8+8pWSleuXIlx48Yp/eabNGkC\na2trBAcHqwTB2mxJWNlGRn9/f9ja2mL+/PmiQ8bFyNmSECgNxC5evFjhqtVlye21kzPaSJv7q6Dp\nrj5yG+CrouMD+P/1ctQtqqgQEhKC5ORkTJo0CTY2NirTs8r3gJuamiI1NVWlDpWcnKz2O5yYmCgM\nJy+rQYMGKosSlh0lJGfE0Lp166Cvr48vv/xS7Xe0rOvXr2PevHkqI5gaNmwoWdYBwIYNG+Dq6iqk\nVVEdJDk5WWikUOwIothCc8mSJcICgWUbTeRugSZnxxJbW1skJiaqBNpRUVEqu4SUpe1nLmc3H0De\nyNFmzZrhypUrwiKPinsUGhqq1HkitZCdNhSje/bu3Sv6/su0KB4Devx/D1dRURGio6PRu3fvCodJ\nVnahBbn7HGtKkb/CwkLs3r1b66F4AIQem8WLF4u+r+6H8uqrr2LhwoVYt24d5s6di88++0zy4RQY\nGAhfX1+lVs327dujXr16+O2335RaSyvbS2Vtba12q76KaFNwa7LqsNze//Lu3buHmzdvCjs0lP9e\niQ3TdHJywr59+3Dr1i2lOfSxsbHCXrQKigDmzJkzmDlzptqtW8RkZWWJbldlamoquuKx1L3V09OD\nkZGR5EKOhoaGWg+9atmyJfbv348ZM2Yo7am8f/9+yZb2kpIS0WA/IyNDclsuud89bSowchry5DRo\nlqVN42RZpqamaldbVtC0EbM8udt1AqXPpI4dO8LX11eYB2hgYIBffvlFMpgHNN+zXU6gWNn7ZGRk\nhMzMTJVy4MmTJ2obAdPS0kSfdzY2NpILfxYWForuhVxUVCQ5mqhsINq2bVusWrVK2D5N3dZDiYmJ\nomWbnZ2daEOFNlsSKhorioqKhB1ItFnpWc6QcTlbEgKlgdDevXsRGxsLV1dXld+i2Pe81zQPAAAg\nAElEQVRWbq+dnNFG5e/vTz/9hPj4eLX3V92uPjNmzBCOk9sAX5mOj6KiIuzevRvHjh0TGj9MTEzQ\nt29fDB06VLKM0rYH/I033kBAQAA+//xzoWxLTk5GUFCQ2t5HMzMzPHnyROW3kZCQIHvRWCkJCQn4\n7rvv1Aag5eXn54uWF9nZ2Wq3K05OTsasWbM0LufL7gjy6quvCjuX5OXlqW20evz4MaKjo0UbrAYN\nGiR6jpwdS/r164fNmzcL9YkHDx7g4sWL2LNnj9pGZ20/czm7+ZSn+Bwq+r2PGDECy5Ytw8OHD1FU\nVISjR4/i4cOHiI2NrXDh2KKiIjx+/Bi2trYadU69TAF7RRjQl2FgYIBDhw5pNU9TITk5GUePHlVZ\nLVzqoaNNpaKiOU1llW/dlTsUD6h8z7SRkRE+/fRT7N27F8uWLZN8CCYnJ4sG34qW6bIq20s1duxY\nbN++Hb6+vho3cMgtuKXyp1h1GKi63n8zMzOth/CHhobCzMwMDx8+VKr4mpqaIjQ0VPh32WFVBgYG\nKnPNNWFvb4/r16+r/B6uXbsmeh8qurfW1tbw8vLC0KFDlYYxKxoiJkyYoPFvZtSoUViwYAE+/fRT\nYZGlmJgY/PPPP5IL0rRt21aY+waUfkZ5eXnYtWuX5JxGOd89QLsKTNmKuaaNjmWH7MtZabsyjZP5\n+fmiQ9qrYu9Yudt1AqWVpYkTJ0JfXx/6+vooKCiAvb09Ro0ahbVr10r+1jTds13OaJTK3qe2bdti\n+/btmD17tvC8zcnJwY4dO9TuS92gQQPRoPnBgweS2ya6ubnh5MmTKlvd/fHHHxrNZwZKg01NfidO\nTk44cOAAJk+eLDyLCwsLceDAAdGgVM6WhAYGBtiwYYPWQ3E1HTJelpwtCYHS57mpqSni4+MRHx+v\n9J7U0Fi5vXZyRxuVZWtrW+EzquyUMAcHB/z0008V7uqjbR7E/l8TmzdvxsWLFzFq1CilkYW7d+9G\nVlYWfH19Rc/Ttgd81KhR8PPzw8yZM4VAPCMjAy1atFC7nVe3bt2wbds2fPbZZ9DT00NJSQlu376N\noKAgtXXc4uJiHD58WHINB7GpJU5OTqIN8+rIXUfFzc0NycnJGgf07u7uuHnzJpydndG5c2cEBATg\n9u3buHbtmuRzNDw8HP/9739hYmIiunK6VF328OHDSElJEbZ61mTHknfffReGhobYvHkz8vPzsWLF\nCrzyyisYMWKE2vsk5zPv0aMHevToofFuPgoRERE4dOiQMMWjYcOGGDhwoGT+WrRogR9++AEHDhyA\ns7Mzrl+/DhcXF/j5+UkuBvn8+XMEBAQgLCwMJSUlwsr4/v7+sLa2VhlJSqoY0JfTunVrREdHa1Xh\nvnbtGn744Qc0bdpUGGYZGxuLWbNmSe6Jrk2lQs6cprLkDMUD5FUaxQwZMgSNGjWSHLrj5uaGLVu2\nKG17lpmZia1btyrt4w1Uvpfqp59+Qn5+Pv79739XuBWfgtyCu3z+NF11GNBuJAAgrxdTzlCq/v37\ni+5JXZF+/fohMDAQWVlZwn71N2/exMGDB0UrJdOmTcOOHTvQq1cvpX1tIyIiMHjwYGRlZeH333+H\noaGhUi/v7du3cevWLaGHqfzvSmqkwvLlyxESEoIHDx7A2NgYvXr1wnvvvSc5fM7Hx0eoZBUUFGD1\n6tVITk7GK6+8IjrMEZD33QO0q8DIXWxS4dq1azAxMRFGJoSEhODUqVNwcnLChAkTRD8PbRonFZ49\ne4Z169bh6tWrou+ra3XXdOX6iRMnCj0K7733Hl555RXExsaiU6dOeOedd9Tmz8DAQKjEWVhYIC0t\nDU5OTjA1NRUWuxMjZ892QPvVqOXcJx8fHyxYsABTp04VhlknJCTAwsIC06dPl8xb9+7d4e/vDxMT\nE6FMiI6ORkBAgOSWVMOHD8eSJUvw4MEDpd/73bt3JdfZALTfRhMo3QLx+++/x+TJk4WGoAcPHkBP\nT090mo9ijQtth2i6ubnh/v37WgV+mg4ZL6tly5bCSKuuXbsiICAAN2/eRFRUlNqGFznPc7m9dnJG\nG0lty6oYdeXg4AAPDw+lBtp169Zh3LhxSqOezM3NkZeXh82bN4uWe3JWGgdKg7gGDRoIoyO2bt2K\nkydPwsnJCZ9++qnKfT9z5gxmzJih1ICrmOqxevVqyXqBQnx8vNCQ3rhxY9GpD0BpA/vSpUtx48YN\noXxydnausH728ccfY+PGjZgyZQqKi4sxc+ZMFBcXw9PTU3JveKB0143Q0FAMGDAAO3fuxODBg/H4\n8WNcunRJ8ryRI0di69atGDFihMbTM7VZR6Wsvn37YsuWLcjMzBRNq3xj8Pjx44VRQUOHDoWenh7i\n4uLQtm1bydEuu3fvxpAhQzBkyBCtGo7k1tW9vb3h7e2N7Oxs5OXlwdrausJ0tf3MFy1ahM8//xxm\nZmaoV6+e0ACfm5uL5cuXS9anDx8+jODgYPTp00cob27fvo0NGzbg2bNnknGFg4OD2kbB8nbs2IF7\n9+7h66+/xnfffSe83qpVK+zdu1dtQC9nvZu6iAF9Oe3bt8f27duRmJgIV1dXlflNYpXg7du3o3//\n/ioL8Gzbtg3btm0TrYxoU6mQM6epLDlD8QDVbXDKkypQyg5jU+jatSscHR1Veg6A0u1sli9fjqlT\npwpTHdLT09GwYUN88cUXkmnKaXCQMw9STsEtZ9VhuSMB5Lp586ZQ2dbUvXv3cOPGDVy7dg2NGzdW\nKUQ+++wz0fPefvttFBQUYP/+/cI2XVZWVhg3bhy8vb1Vjj99+jRGjx6tFDB06tQJzs7OOHnyJL75\n5hvY2Nhg3759SgG9mZlZhb2vYqysrLRapd3a2hrLly9HZGSksAest7c3evToIbmlmtyF/rSpwMhd\nbFIhKChIeI4lJiZiy5YtGDDg/9j77qgo7r77CyyIgICIFMWGBQTFhihWrBFrHqOxBmMBMWo0GoN5\njC0CosaOQhQERKoIiiKohBYliCUIwgICIiJFitIiZVl+f+yZeXd2Z3Z3Bp/83iev95ycE3eZ3Z3d\nme/3U+7n3vnIzs7G5cuXaQNoLh1Pf39/NDU1wd3dHQcOHMCuXbvw/v17REZGylQ3ZqNcz0Xln8CA\nAQNQWFgIY2NjDB06FOHh4WhoaEBKSopMscXVq1fj8OHDyMrKovVspwMbNWoCXH4nPT09HDt2DPfv\n30dxcTHU1NRgZ2eHiRMnylxbli9fjqqqKhw6dIj8Tjs6OjBlyhTGe8bc3Bxubm6Ijo7GH3/8QSYh\nzs7OjAwfcRtNYvbyxYsXOHz4sEwbzUGDBuHs2bO4f/8+WQiwtbXFpEmTaO0juVI0Z8+ejcDAQNTW\n1tLuo3SsElmUcSYl7fXr15MJyOLFi8Hj8ZCXl4dx48YpNKIiEAjw9u1bGBoaKkRZ5dK148I2iomJ\nQX19PVpbW0kRvKamJqipqUFdXR319fUwMDDA/v37yUJ2cnIyVq1aJTXG1NraipSUFNrrnIvSOCDS\nLiD28vz8fMTFxeHrr7/GkydPEBAQIFUMVlVVpS3uGBgYyLyf6urqcOrUKeTk5FDGBy0tLbF9+3Za\naz1i3IPOX5wJPB4Pzs7OWLJkCUpKSkifcnkMu/v372Pjxo0YPXo0rl69iokTJ8LIyAh9+/bFixcv\naI8hEnA245lsdFTEcfz4cQDM89eS7yV+PauoqDAm8eJoaGjA5MmTWbNAuMTqaWlpGD9+PABRsUq8\nGBsaGkoyGCTB9jvPycmhHYNqa2tDbm4u4+eLjY3Fhg0bKFo41tbWMDExwdWrV2kT+mXLlpFMWnE0\nNDRgw4YNtNdDeno6tm3bJqWM37dvX5nij1z1bv6J+JTQS4DwYoyJiaF9nu5CfPPmDe3mPG3aNMaq\n9N8598GFigdA7qwL0zkwdTD69u1LS7cxMjLCL7/8gszMTIrP8fDhw+UuqGzVtbmIrXHZuLmMOnBl\nAhBg67nt7u5OUtenTp2qEBtAVVWV9fw8AXt7e9jb2+Pdu3dQU1NjVDYGRBVguvmxAQMGID8/H4Ao\naZCc4eU6b83n80kv5h07dkBPTw8pKSkwMDBgnKNXUVEhg2FFwFXoj00Aw1VsksDbt29JmnJaWhrG\njBmDlStXoqioCIcPH6Y9hkvH8/nz5/jhhx8wcOBAKCsrQ19fH1ZWVtDQ0EBUVBSjqCFb5frGxkYk\nJCRQ1pVp06bJFS5asWIFKaK3YsUKeHp6wsfHB0ZGRti0aRPjcRYWFjh9+jTFs33cuHEyPdvZqFET\n4PI7AaIC4cyZM2WeuyR4PB6+++47lJWVUTqE8jrV/fv3x7fffqvw+3TGRpPLebHF6dOnATAzaeiu\ncy6Uca7WkS0tLbh06RKSk5PJz2toaIhLly5BT09P7uuId+3kgQvbaNWqVbh37x42btxImQW/cOEC\nZsyYAXNzc5w6dQoBAQGUe+zDhw+UmWqhUIg///yTsfDARWkcEDURiM+Vnp6O8ePHY+bMmTAzM6O1\nLp0zZw6uXbuGb775hvx8bW1tiIyMlHmtXrp0Cc3NzTh+/Dh5D5eWluLcuXO4dOkStm/fjtu3b2Pm\nzJlQU1NjjCEJ0MVvkla2ijL9AJCFY0B0XxF6NmPGjGGM+biODiqqoyIOtloHv/76KywtLWFhYaGw\ndoCNjQ2ys7NZsc64wsvLCxoaGlKNv+DgYCQkJDAm9Ip+5+LuDaWlpXj//j35b6FQiIyMDJnfy/v3\n70nmsTjMzMwor6UI2traGGPmuro6Wn0SWWNGAHe9m38iPiX0EuCSaGtra6O4uFiq8llcXExbbe0M\nuMw3cfU3l3wtgUCA4uJihIWFMS4yBNj66HKpQCuqrt1ZIT2uGzfbUYfOUPi4eG57e3sjJSUFycnJ\niIiIwLBhwzBt2jTY2NgwLrpbt25V6FxkQRFF1h49epBq4eJISEggWRwNDQ0yiwKKIi0tDZ6enpg0\naRJevnyJtrY2AKJrJSoqirazypaeSUAoFCI9PZ1M9vr06QNra2uZdmZcXSrYiE0SELdAzMrKIu8h\nLS0tWicAgNua2dLSQq6NmpqaqK+vR69evdC3b1+8fPmS8Tg2yvU5OTk4evQounbtStoCxcbGIiIi\nAi4uLjIZPuI2Qjo6OtizZ4/C58bWs52NGjUBRX+nx48fY+TIkeDxeHLHMeTZ+/Tq1Uth9eenT59C\nWVlZyhYzIyMDHR0dtDoTXGw0CZSXlyM7O5u2sEtXVOVC0eRyHz5//hxDhgyhsHYUVcGuq6ujPR8m\nfYng4GC8evUKBw4cgJubG/n48OHDcfXqVdqEnotaPcCNbRQSEiKlBWJkZISvvvoKx48fh6enJ1av\nXo3jx49TNFTo7g0lJSXGTisXpXFAlLw2NDRAX18fmZmZ5L6tqqpK3muSFppZWVlwdnYmx2mKi4sh\nEAhkjkZkZGRg7969FH0HYlTG1dUVgKihRLC9mJpLAHNDhquVLSBav969ewd9fX0YGhoiMzMTpqam\nKCwsZBSrU5QtKc8aUBxM1zlbrYOWlhYEBQWhtrYWhoaGsLCwIP9jKnT069cPISEhKCgooGWdMRUP\nucTnmzdvxsmTJ/Hvf/8bgwcPBiBiYKWkpDBq+ACKf+fi7g103Xw1NTWZmkVGRkZITU2VKrykpqZK\njQGKF58IuzsCQqEQfD6fUcRvwIABePr0KRlTMynjS4Kr3s0/EZ8SehlobW1lpM+KY8aMGbhw4QIq\nKyspM/Q3btzAvHnzyL/rbNUV4DbfFBERgQULFkhV31tbWxEdHc3YRaZLbq2srMDj8RAQEEDb9QW4\n+ehyCbAUVdfmIqT3MTZutqMOXCl8ADfPbW1tbcyfPx/z589HUVERkpKS4OvrC19fX0ycOBHTp0/v\nlOiROOrr63HlyhVkZWXReqmHhIRQ/v3VV1/hxIkTyMjIIJOrwsJClJWVkbT+wsJC2hletkyFyMhI\nODo6YurUqUhNTSUfNzMzY+w6s6VnAqJu1OHDh0lhLEBkCdajRw/s3r2bcUaeq6MGG7FJAubm5ggI\nCICZmRkKCgpI5lF5eblc5w826NWrF8rKymBgYIB+/fohPj4eBgYGuHv3rsyCDxvlel9fX9ja2sLR\n0ZHiXuDj4wNfX1+S+UAH8XlDccibNwTYs4a4qFEr+jsdO3aMXPvkjWPIKszU1NTg8ePHtOszXXIX\nHByM1atX075WcHAwbULPxUYTAOLj4+Hj44Nu3bpJKa4rKSlJ7W9cKZpc7sMjR45AKBRi4MCBZBJh\nbm4uM64oKirCuXPnGK0EmX6nR48eYfv27VKU1T59+qCyspL2GC5q9QA3ttG7d+9IazlxtLe3k52+\n7t2748OHD9i/fz86Ojrw888/Y+fOnZQEncfjQV9fn/He4KI0DohiG29vbwwYMADl5eXkNVpaWkre\nm5LrqWSyoMga2dHRQbufq6iokOuFeBOGa0OGi5UtIOpOZ2VlYfDgwbC3t8fZs2eRkJCA6upqSjxL\nB3kip/KsAcUhr1BcWlpK+16ShUmCJVRRUQE+n4+cnByEh4ejqqoKBgYGOHv2rNRr37x5E0pKSnj8\n+LFUIVRJSYkxoecSn9vY2KCpqQkeHh7Yt28fEhMT8eDBA+zbt09qvOvVq1fo06cPlJWV5RZHiO/c\n09MTHR0d2Lp1K9zd3SlNRh6PBx0dHZkNhaVLl+LUqVPg8/mU/Ob58+dSzGTx4tO9e/cor8vj8WBg\nYMDYmFqxYgU8PDxQVlaG9vZ2xMXFobS0FDk5ObQMGQJc9W7+ifiU0EtAKBQiMjIS9+7dQ11dHUlb\nCw0NhYGBAe287xdffAF1dXXcunWLTEy6d++OpUuXkrOAQOerrgC3+aarV69i1qxZUptbS0sLaWnH\nBjo6OowKvQB7H12uAZai6tpchPQ+xsbNdtSBKxMA6JznNgCYmppCV1cXWlpauHHjBhITE3H37l0M\nGTIEjo6OlI0lPT2dsQLNRPc9d+4cKisrsXDhQoU69NbW1jh16hTi4+PJa23UqFHYtWsXGVzNnj1b\n6jguTIWysjJS3V4cGhoajIwOtvRMQFSdNzQ0hJubG3k9NjQ04OzZs/Dz82OcsSagaABDgI3YJIH1\n69fDx8cHDx8+hKOjIxk0//nnnzLZM2wLcvb29mQQv3TpUri5ueH3338Hj8fD5s2bGd+HjXI94Q4g\nHlQoKytj/vz5JC2ZCVznDRVlDYmDixq1or8T0zgGG2RlZeHo0aMwMDBAWVkZ+vTpg6qqKnR0dDAK\neZWXl9N283v16sU4D8nFRhMQFeSWL1+uMDW9MxTNlJQUcjTH1dUVPXv2RExMDAwMDGgFsfz8/FBQ\nUICcnBzw+Xzcvn0bAoEAAwcOhKWlJS3TzcvLC8bGxnB2dqZV2GZCfX09LQ1dljXXx1Crb21tlbpX\n6AqJlpaWuHDhApydncnr5uXLl/Dx8SG1XAg3BaL76OnpiR49eshMOCTBRWkcEN1ToaGhqKmpwc6d\nO0kHh6KiIlJ7g+tIlziGDRsGPz8/bNu2jaJaHxAQIKVpI0mdZwMuVrYAKKy4CRMmQF9fH/n5+TAy\nMmLcaxQVORVnubx8+RKBgYFYuHAhZSTs1q1bUsw8cVRWVuKXX35BSUmJzPeSBME4qK6uRnV1NWpq\nahgbJRcuXGB8f1ngEp8DovHcpqYm7NmzB5qamjhw4ABtJ/uHH34gC7TyiiPE90AUIrmu/+PHj4e7\nuztu3bqFR48eARCJlbq7u0ut/0Tx6eDBg1KFOHmwsLCAh4cH6U7y5MkTDBgwAK6urjLXJ656N/9E\nfEroJRAZGYnk5GSsXr2anA0FRPPfMTExtAm9kpIS2ekkEik6L+qPUXXlMt9EfEZJvHr1SuYNJ1kB\n7OjowPv373H9+nWZNxhbH12uAZai6tpchPQ+xsatyG/8MZgAAHfPbYFAgMePHyMxMZGk1q1btw4T\nJ05EfX09QkNDceLECZKeHRcXh6CgIEyZMgWFhYWYMmUKKisr8fLlS5nK4Xw+HwcPHmRMAMTR3t6O\nqKgoTJs2jZVQHcCNqaCrq4uKigqpDmlubi6j4JMi9ExJ5OTkUJJ5AOjWrRtWrlyJvXv3Mp4T1wCG\njdgkAX19fezevVvq8a+//prx83EpyIknqqampjh//jzevHkDfX19mWNKbJTrTU1NUVpaKpVYlpaW\nMq5fnZ03VJQ1JA4uatRcfidZYPKEBkQd9QULFuDLL7+Eg4MDdu7cCR0dHZw5c4aWIg/8DwtE8v6p\nqKhgfB8uNpqAiBFha2ur8LlypWjevXsXYWFhmDdvHiIjI0mWkaamJm7fvk2b0PN4PJibm5NjL69f\nv0Z0dDTu37+P/Px82oS+srKSlc82gYEDB+Lp06dkE0ERyioXtXpAVCQICgrCH3/8QTsWQrcmbdq0\nCWfPnsXu3bvJjnF7ezuGDx9OqmGrq6tTdCSIZISNvSVXpXFNTU3awrciImpssG7dOhw9ehSbN28m\nKd/V1dXo27ev1EhbZ6jzXKxs6TBkyBCZlGdAcZFTcZbLiRMnsHbtWopeCjFiGBYWxsjm9PPzQ8+e\nPbF3715s2bIF7u7uaGxsxOXLl2kdcyIiIpCdnY2CggLo6+vDwsICs2bNwrZt22hntjsDRePz4OBg\n2uO7deuGgQMHUgrO4jGQuOA011E8to0BQLSXstFD4aqp0KtXL9axN1e9m38iPiX0EkhOToaTkxOG\nDx+Oixcvko/369dPZleaAF0iTweuNHg2802y5tCEQiGam5tlJmFMFcDBgwfLvFHY+uiyCbDE6U9c\n1LUB9pTYjwHifSQLKx+DCQBw89y+dOkSHjx4QCpWr1q1iiJaSARXhNc6IEronZycMHnyZPz+++/4\n17/+BUNDQ4SEhDDOWBPnoWinSUVFBTdu3JDpwcoELkyFGTNmwN/fH5s2bYKSkhLevXuH/Px8BAYG\nMiZUitAzJcHj8Wi/o+bmZpkjFWwDGAJcxSbZWqixLcjRdZ26dOmikD95bW0t5Z4glOs7OjpQU1ND\nmYm0t7eHv78/KioqKB2gO3fuYNWqVZTknY4SymXeUFHWkDi4qFHv378f06dPh62trUJjYYDofLZs\n2SJVkHjx4gU8PT1J0TdJvHnzhtw/VFRU0NraCnV1dXz55Zc4duwYLVNm7Nix8Pf3x/fff08RQAsM\nDGRcl7kWucePH49nz57Rfg46cKVoxsbGYuPGjbCxscH169fJx01NTREYGEh7TFlZGXJycpCdnU2y\nPgj/cKbi8rBhw1BcXMw6oV+xYgXc3d1RWlqK9vZ23L59G6WlpcjLy2MUuOWiVg+INEOys7OxYcMG\neHp6Yv369aitrUV8fDxjEVZXVxd79+7FmzdvUF5eDkBal0GyQ83F3pKrKxAXK0i2412AqBh35MgR\nZGVlUewZmawZuVLnO9OUKCsrQ2xsLOXz2dvbM2pocBE5JdgYkjAwMGAcNwFE69W+ffugra0NJSUl\nKCsrw9zcHCtXroSfnx+OHj1K+furV69CW1sbS5YswcSJExUWCHz//j2ePn1Km/wyXeOKxufZ2dky\nj3/37h0A6XhRvCDCdgSITWNAntaUOOjYOAD7Ma3a2lqZ78NUSO+M3s0/DZ8SegnU1tbSbqQdHR20\nFExAFAQyBchqamowNDSEnZ0dZbPiSoNnM99E3DReXl5YunQp5cYj5llkVV4lK4CEj7q8AJKtjy6b\nAItuDpSNujYXSmxDQwPCwsKQnZ1NO//NpHoMiLojMTExZABjbGyMuXPnYsaMGQA+DhMA4Oa5XVpa\nirVr12LcuHGMYjfdunWjVFurq6vJgEdVVZVMUO3s7PDTTz8x+tOvWbMGwcHB2Lhxo0JFiuHDhyMn\nJ4dVkAlwYyp8/vnn5Lxma2sr9u/fDx6PhwULFlBGZsShCD1TEmPGjCEppwTl/cWLF7h48aLM6jjb\nAEYcbMUmuViose14dqbrtHnzZlo7nMbGRmzevJlyzxMJKp2gmmTyKk4J7cy8oaKsIXEQxV19fX1K\nsCmruDtgwAAEBgbi0qVLsLW1xfTp0+V20VRVVfH9999jw4YNmDBhAoRCISIiIhAVFcU4jgKIii3E\n3qerq4vKykqysFNfX097zOrVq+Hm5obvvvuOQismkllZYGu7ZmRkhLCwMLx48YLW1lGyqMSVovn2\n7VtahpGqqiojrf27776DtrY27O3t8fnnn6Nv375yC5vOzs44d+4cXr9+jT59+ihcqDY3N8exY8cQ\nFRWFvn374tmzZxgwYADc3Nxo3WUAbmr1APDkyRNs2bIFlpaW8PLywtChQ2FkZISePXvi/v37Mp0/\nevfuzSiMJQmu9pZcIGkFGRgYiHnz5jFaQXIZ7yKgpKQEKysrxiReHFyp8wTq6+vJZlSvXr3kCjWn\npaXh9OnTMDU1pYy+7Ny5E9u2bSMt1sTBReTUxMQE169fh7OzM3mNCwQCknLNBKFQSDbOtLW1SU0a\nfX192qabq6srcnJykJOTg8jISHTr1g0WFhawtLSEpaUlbYKfk5ODI0eOQEdHB1VVVTAyMkJNTQ2U\nlZVlfjZF43Nx0crOQtGOO5vGgDytKXHQxdlcxrTkddP/Tmew/1Z8SuglYGJiAj6fL1X9SktLY7wQ\nR44cibt376Jv375koF5YWIhXr17Bzs4OpaWlOHToEL7//nsKHYwLDZ7NfBMhXGNgYAAzMzNW1V2A\nuxgXWx9dNgFWZ29qLpRYT09PVFRUYNq0aawoWmFhYbh16xbs7e0pHcKAgABUV1dj2bJlnM6BDlw8\nt2UpqBJQUVGhdJJ0dHTIhLlnz54oKChA//79UVVVJVXoEAdRRPnmm2+goaEhdS36+PhQ/j1y5EgE\nBwejpKQEpqamUn7STEEtF6aCkpISFi9ejIULF6KiogLNzc0wMTGh9bAmwIWeuXbtWpw7dw4//fQT\nhXJqbW0tkyrNNoARR1ZWFqMQIV0xiYuFGpeOJ9euE0C/bjY3N0sVGrlQEjs7bwzj/wMAACAASURB\nVMiFNcSluPv111/jq6++wuPHj5GcnIz9+/fDyMgI06ZNw5QpU2jXqR9//BFxcXHw8vLCo0ePUFVV\nhaqqKuzevVtmwWfw4MHIzc2FiYkJRo0ahcuXL6OkpAQPHz5kLCJoaGjA1dUVmZmZFKs7WSNPXG3X\n4uPjoa6uTgbt4qDTKuFK0TQwMEBxcbHUvpiRkcEY5Nvb24PP5+PatWt4+vQpmUiYm5sz7j/5+fnI\ny8tDRkYG7fOS16ZQKMTNmzfx+PFjCAQCWFpa4uDBgwoxN7io1QOiAhpRtOratSs5zmRubk5hNorj\n/PnzMl+Tbj3i0vnlojQOSFtBjh49WqYVJJfxLgJZWVmIiYmhdMDnzp1Lm+Bzpc43Nzfj0qVLSElJ\nIYvZysrKmDJlCtatW8d4/QUFBeHzzz+Xik/Cw8MRFBREm9BzETl1dHTEkSNH4OzsTDKkXr16BSUl\nJbi4uDCeV58+fVBcXAwDAwMMGjQI0dHR4PF4iI+Ppy2kDh48GIMHD8aiRYsgFApRVFSEO3fuwNvb\nGx0dHQgNDaX9DmbPno1Vq1bBwcEBu3fvhpaWFs6cOSPzt2CrPyAQCLB27Vq4u7uznvdmO4rHpjEg\n3sR5+/YtgoODYWdnR4ljk5OTGd1cuIxpSd5jhKtWTEyMTNcYrk4d/0R8SuglsGTJEpw7dw61tbXo\n6OjAw4cPUVZWhpSUFNqZRUC0uc2fP18q8Lp27Rqqqqrw008/ITw8HNeuXaNsamxp8AKBABcuXMCS\nJUvIzqUi803q6up48+YNWaV/9OgREhMTYWJigi+//JISdHZWib+9vR1PnjwhA0RFfHTZBljPnz+H\nr68v3NzcpOg+f/31F3766Sc4ODjQLhxcKLF8Pp+TcNDdu3exceNGTJo0iXzM2toaffv2hZ+fn9SG\nuXnzZpndG3kJSmtrK0pKSmgXNbrNRJaNlZqaGoyMjKQ65MOGDSPFSqZOnYqAgACkp6fjxYsXMrvM\nskRu6ODr6wsAjOKRTIs0F6YCAUIsx8LCAmpqaujo6JD5ezCNbigpKdGOC2hqauKHH35ARUUFSSk0\nMTGBkZERrfozAbYBDIGrV68iIiICAwcOVFjBmouFGpeOJ9uuU0BAAPn/oaGhlL8XCoVkYUkcXAuS\nAHdbQkJ3hQ1rCOBW3FVRUcG4ceMwbtw41NXVIT4+HmFhYQgJCcGoUaMwd+5cKQrznDlzUFtbixs3\nbkBZWRkHDhyg9RgWx5o1a8gO9Jdffonm5mbSskhWQsiWHcLFdg1gT9XnStGcP38+fH190dbWho6O\nDhQUFODBgweIiooiZ8AlQRTqmpqaSIXt0NBQvH79GgMGDMChQ4ekjvHz88PkyZNJ5Xl5iIyMRERE\nBIYPHw5VVVXExsaivr5eIfYXF7V6ADA0NMTbt2+hr6+P3r17IzU1FYMGDcLjx48ZrUSbmpoo/25v\nb8fr16/R1NQkdZ0S4NL55aI0DrC37OQqRHvnzh34+/tj3LhxJAPsxYsXOHz4MCkmLG43yZXFd/ny\nZfD5fLi4uJCfMzc3F35+frh8+TKj2vi7d+9omYqTJ09GdHQ07TFcRE4HDRqEs2fP4v79+2Rhw9bW\nFpMmTZJZTF+8eDE5urls2TJ4eHiQwseSqusESktLkZ2djezsbPD5fPI6YiowlpaWknoGxJiRpqYm\nli9fjuPHj9NqadFBXnzO4/Ggra3NSceC7Sgem8aA+PcSEREBBwcH2jg2Pj6edg3hMqZFN3I3ZMgQ\n6OnpISYmhraQBHB36vgn4lNCL4GxY8fCxcUFERER6NKlC8LDwzFgwAC4uLgw0qNSU1Ph4eEh9fjE\niRPh4uICZ2dnTJw4Ebdu3SIpyVxo8DweDw8fPmStSn/x4kUsWrQIffv2RWVlJU6dOgUbGxukpaWh\ntbWV0h3srBK/iooKLl68SOtxzQS2AVZMTAxmzJjBaMk1c+ZMxMXFMXoas6XE9u7dmxNFuL29nXJu\nBExNTWkTOMmRCaJCmZGRIWXlJImMjAx4enoyJl10iYQ8GytA1HHZtWsXmVg4OTmRnV57e3toamoi\nPz8fVlZWMmmGim6Asj6vIuDCVGhoaMDJkyfJubYzZ87A0NAQXl5e0NLSoqV2yhvdEE/oU1NTKfZ6\nRkZGlLGe9vZ2nDx5kpE6ySWAAUS2MZs3b2alRcDFQo1Lx5Nt16m4uJj8/9evX1OKkDweD/369cOC\nBQtoj+UiAsTFlhBgd912VuOEQEFBARITE5GamgodHR3Y2dmhtrYWHh4emD17Nnn9NjY2wtvbG8+f\nP4ejoyNycnLg6uqK1atXy7x3xddKdXV1ODk5KXR+OTk5iI6Opug3LFy4kNZRAuBmu/Z3YsaMGVBT\nU0NoaChaW1tx5swZdO/eHWvXrpW7xgiFQrS3t0MgEKC1tRVtbW2M7JqGhgbMmzdPYTZYSkoKNmzY\nQFppZWZmwsPDA87OzrTjIX/99Re5d8qblWWaj7Wzs0NxcTEsLCywaNEiHDlyBHfu3IFAIGAs8tAJ\ncRI2kkz7MZfOL1elcbaWnVyFaMVdgMRhZmaGqKgozJkzB8eOHcPFixehra2NZcuW0Y4ZycPDhw+x\nY8cOWFpako+NHj0aampqOHnyJGNCb2lpCT6fLzV6mpuby3jvchU5VVdXZ7SAY4J4XGdkZIRTp06h\nsbERmpqatMmco6Mj6uvrYWJigqFDh2LdunWwsLCQ+X2qqamRMZr4mJGKigrq6uoofyurMSIJuj1n\n0aJFCA0NxdatWxXW4ALYj+JxbQzk5+fTXiumpqYoKCigPYbLmBYTTExMGN8H+DhOHf8UfEroaTB0\n6FCZqtOSUFVVRV5entQCmJeXR9LeOjo6oKqqSqHBDxkyRK6/uCTGjh2L9PR0UlVbEZSVlZEX+x9/\n/AELCwts27YNubm5OH36NCWh/xhK/IMGDaKlJn4svHr1SmbHd8SIEbh58yb5784K6a1fvx7BwcFY\nsmQJuaiLgynomTJlCu7evSsV4MTHx1OqnQSYFP3j4uKkbO8kcenSJYwfPx5LlixROBDct28fgoOD\nsXz5cnJUpKCgAKGhofjiiy+goaGBixcvIjAwkEzMVFRUKOc/ZcoU1uJ1AoFAqqDBhjEhD2yZCgEB\nAVBRUcH58+cpCfKECRNw+fJl2oSezejGuXPnoKWlRVsQFAqFOHnyJPLz8xmPZxvAEBAIBHLZO5Lg\nYqHGpePJtutEUADPnz+PtWvXKhT4cHUHALjZErJFZzRO6urqkJKSgqSkJJSXl2PMmDHYtm0bRowY\nQV4TdnZ2cHNzI6/fnTt3wsDAgJxtnDlzJlJTU+Hj44OnT5/KtU0UCAS09xTdDGpKSgq8vLxgY2ND\ndiHz8vLw888/Y/PmzbTrHxfbNQLyBJhk6dxIgknMDBB1KSdPnoyWlhY0NzfLTbIuXbqEnJwclJaW\nQlNTE0OHDsWMGTNgaWnJONduY2OD7OxshUXxqqurKWuElZUVKe5Jl4iuXbuWTBDlzcoy3SPi8YeV\nlRVOnTqFoqIiGBkZ0SrPM4GwkTxw4AAWLVok9by9vT0pEKZo55erExBby04u412AiKnA1Gwg9D60\ntbWRn59P7ldcuo4tLS2016eOjo7MBsWYMWMQFBSEoqIiDB48GIAoeUxLS8PSpUsp8RRTUVRRkVM6\nG8hbt27B0NCQlVuBLCbT+vXrYWFhIVc7QBwDBw5EXl4eevfuTf4u5eXlSEtLk7J8VaQxQoDu+ktO\nTkZpaSmcnJxgZGQkFU+4urrSvhbbUTyujYEePXrgt99+w+rVqymPJyQkMOohcRnTkhTMJly1wsPD\nZa6FXJ06/on4lNB/BMyZMwcXL15EUVERGdwWFhYiISEB//rXvwCIOqjiFSQLCwsIhUKUlZXRzrcy\nUYGMjY1x7do15OXlwdTUVOrmZ0oKiQs+KysLY8aMASAKxNhWyxTB7NmzcfnyZdTU1NB+RskNn+0M\nTF1dncxCiIqKCuW8Oiukp6mpiQ8fPjAqBcsKEhISEpCZmUnZGKurq0m6OgFZ1NVRo0YhJCREZhJU\nV1eH+fPns5rxv3TpEpycnCiUW4K2eeHCBZw4cQJr1qzB2bNnZarOioNplrSlpQUhISH4448/KFZg\nBOi+Q7YdPoAbU+HZs2fYs2eP1OZkbGyMqqoq2tdhM7qxatUq/PLLL9i7dy95HQCiDfnEiRPIy8tT\nSM9AHIr4u06fPh33799nxejhYqHGBa2trejo6CC/v6qqKqSnp8PExIQ2eBa3d5RVaBTvnHN1BwC4\n2RISaG5uRk5ODm1yKb4+d0bjxNnZmZyZt7Ozow1WxTVdAGDWrFlYvHgxpWs7YcIEmJmZyZxvLisr\ng7e3N/Ly8mifp7unoqKisGrVKkriN3fuXNy6dQvXrl2jTei52K4BigkwcbUyY0KXLl0Uuvffv3+P\nmTNnwsLCgjGBl0SvXr0QHBwMPp+Pfv36yRX5a29vl5qXV1FRYRzjIYJ44v8/BghNFS6oqKhg/KxE\nEbG+vh5GRkYKdX7ZOAGJg60VJNfxLmtra6Snp0ux7h49ekTGZrNmzaLELUzddIA5/hgyZAjCw8Ox\nZcsW8vpobW3F1atXZd5PxLjb3bt3cffuXdrnAFFMKckqZAJdfCNuA3nt2jUyBtbS0pKygZS095UF\nSfYUE1VbFhwcHChjRk1NTYiPj4eRkZFUEayzM9qEOB9bsO24c20MrFmzBsePH8eff/5Jxi8FBQUo\nLy+nFckljmE7psUkcqmnp0c7BkiAq1PHPxGfEnoJMFWslZSUoKqqCiMjI9jZ2WHatGnkc1988QUM\nDAwQFxeHlJQUAKJNWXx+evbs2ZS5kfz8fJw5c4YxYWBaJBISEqChoYGioiKpri0TDd7U1BTXrl2D\nlZUVcnJyyM3h7du3MhNA8YRT8n2I72Ls2LFSyQWhIM0kPiN5bmxnYAgrPKaq3atXryh0vM4uuGfO\nnIGKigq2bdsGHR0dhavlr1+/JqvUBGVUW1sb2traeP36tcLvn5aWJjeBGzduHHJyclhZHVVUVNB2\nOjU0NMjPa2xsjLq6OsaFWxJM33VQUBAyMzOxZs0asstaU1OD3377jZZtwaXDB3BjKjB5cDc2NjIG\ngGxGN+bOnYvGxkYcPnwYBw8eRJ8+fcjOfG5uLvbt2yc1a96ZAIZAW1sbfvvtN2RlZdEmBnQbq6IW\nap3teB49ehQ2NjaYPXs2mpqa8O9//xs8Hg/19fVYs2aN1IwdEwtGFjrjDsDFlhAAXr58icOHD6Ol\npQUtLS3Q0tJCQ0MD1NTUoKOjQ7s+s9E4IbBv3z6ZhS1A9J2JJ2xMhZ0ePXrIZKR5eXlBWVkZu3fv\nZqQ5S6KyspK2e2dtbY2QkBDaY7jYrgGKCTBxtTITB1s3G4FAAHV1dYwePZpVoPnbb79BXV0dfD4f\nfD6f8hzTHn/u3DnKWtXW1oaLFy9S1jVinRBvFsgSKZSEPE0dcdB9Rsl4gujAPX36lHZmu6mpiSwC\nEyJz2tramDZtmsziIhsnIHFUV1fLPCdxJkp7ezuioqIwbdo0shCsyHgXICpMR0ZGIjs7m6Iin5eX\nh/nz5+P27dvQ0tLCokWLYGZmhqNHj2LTpk2M2gRMICxEN23aRBGdU1VVlcmiUjReOnjwIGUUii3Y\n2ECyXf9Pnz4NJycndO3aldGOkwBdsihuz6ehocHIBvkYYLLAkwc2HXeBQIDVq1fj6NGjlMKiIo2B\n0aNH4/Tp07h79y7Z+R8zZgxmzZrFaAHIZUxrz549lPWVcNXq1auXzAYeV6eOfyI+JfQSWLJkCSIj\nIzFy5EgKDTkjIwOfffYZ3r59Cx8fH7S3t1NmfwgqHhMkK+gXL16EqakpGSQpGhxzocF//fXXOHPm\nDB49eoTFixeTSV9aWprMSm1xcTFevnyJ9vZ2coErLy+HsrIyevfujbt37+Ly5cs4dOgQpTPLVl2a\n7QzMqFGjEBYWhpEjR0p9r62trQgPD5dSv+2MkN7r169x9OhRRg9WJrDtfkgGjETAU19fjw0bNsg8\ndv369Thx4gT4fL5C1k2AaOO8cuUKtmzZQnY76uvrceXKFfLaLy8vJ7ucncGjR4+wefNmDBs2DN7e\n3rC0tCRF91JTU6Xo3Fw6fAA3psLQoUORnJyM5cuXAxBtJEKhEDdu3GCsnLMd3fjyyy/R2NgIV1dX\n7N+/H6GhocjJycG+fftoO3dcElhJlJSUkPcUmwISACkLNUl0tuP58uVLsqCQlpYGXV1dHDlyBA8f\nPkR4eLhUQs9FGKoz7gBcbAkBUdIyZswYODo6kgG1iooKzp49y8ieYqNxQkBeMs8EPp+Pe/fuobKy\nEjt37oSenh5SUlJgYGBA2lFKori4GB4eHgpbjQGiIkFWVpZUgTEzM5ORpmlubo6jR4/i+vXrCtuu\nAdwEmLiArZsNV80bYo8nWGbyqMJMAmaKorGxEQkJCRQm1LRp06SCfVmaOuJgKjpIJn9EwO7g4EBp\nkBCfac+ePaitrcXkyZPJa6+0tBSxsbHIzMzEzz//jJKSEuTn51Pej63SOAF5SZt4oquiooIbN26w\nHjcDRE0ZTU1NlJaWUphvGhoaSEhIIP+tpKSElStXYsmSJbC1tWU9lta3b1+cOXMGv//+O7neTZw4\nkdRIkkR+fj4aGhpIlgAgooOHh4ejpaUFY8eOxbp168jCUWfZHWxsIIn1v6OjAzU1NXLtk8VZnlzo\n2D4+PrCwsKBo3wDAhw8fEBQURInHOiskzRVsOu48Hg/6+voynYhkQV9fn1XhYcuWLTh8+DC5bxJo\namqCi4sLbY6giIUjHbg6dfwT8Smhl0BeXh6WLVsmFQTcu3cPz549w/fff49+/fohNjZWSsyDzYxh\nRUUFdu7cyaqjCvyPZ7Hk4i7Ls7hfv344fvy41OOrV6+W6alsY2MDTU1N0moMECW/3t7eMDc3x4wZ\nM3D69GkEBARQKr7q6urkjVxdXY3ffvsNra2tsLa2pg1E2c7ALF68GA8fPsS2bdswZ84cMtF+8+YN\n7ty5A6FQKGWP1xkhvYEDB6K6upp1Qp+YmIiJEycqZB8ESCdJRMBjaWkpN5h+8OABMjMzoaqqqpB1\nEyDy/Tx69CicnZ3JILumpgaGhoakgFFzczOWLVvG+jqVRGNjI/ka4jZHFhYWFBofAS4dPoAbU2HV\nqlU4dOgQioqKIBAIcOXKFbx+/RqNjY20KtQANzXzdevWobGxEbt27YK6ujr27dvHOG/KVdlYHFwC\nLqFQiKSkJEarO+I1O9vxbGlpIZPtZ8+ewcbGBsrKyhg8eDAja4ktuIoAAdxsCQFR0uLk5ARlZWUo\nKyujra0NhoaGWL16Nc6dO0crBMhG40QcaWlpSE1NRU1NjRS1n44VkZaWBk9PT0yaNAnFxcVoa2sD\nIFrTo6KiGGfoTUxMGEdYmLBgwQL4+fmhuLiYorCdnJws06LRyMiIUTGeCWwFmLjamrFxsyHWcraa\nN3RdaS0tLUyYMAErVqyg3b86s1YQftsaGhrkuGBsbCwiIiLg4uJC6eBz1dQhwGY9ioiIAI/Hw9mz\nZ6WKs8uWLYOrqys8PT3x7NkzuToAijgBAdL3THt7O16+fImYmBiy2CuO4cOHIycnhzXNl+33SLfW\n/vXXX7h//z4SEhKkBJlLS0vJBkuXLl1oReeio6OlKP8RERGwsLAgE/qSkhJ4e3tj6tSpMDExQXR0\nNLp37y53DVQUXGwgOzo6sHXrVpw4cUKKNSaO7du30/6/orh37x4SExNRVFSEVatWkQlyS0sL7t27\nR0noOyskLf76dLhy5YrUY1w67osXL0ZISAi2bt2qUGeewKtXr2gfJ5i6+vr6UkxGJhvjtrY21NbW\n0r7eihUrYGFhgR07dlDYKHV1dXB2dmaM+7g6dfwT8Smhl8Cff/5JW4kaPnw4Ll++DEDUIQ4ODiaf\nKy8vh5eXF6sZw0GDBqGiooJ1osTFs5gJ8hLN6Oho7NmzhxJEaGhoYOnSpXB1dcXcuXOxZMkS0mKo\npKQER44cQXV1NYyNjbF9+3a4ubmhpaUFSkpKiImJwY4dO6QEY9jOwOjq6sLV1RU+Pj6U3wEQVS3X\nr18vFQSwFdITx5w5c+Dv74+FCxfSdr+ZkrLg4GD4+/tj/PjxmD59ulx7qM4kSSEhIVi6dCk+//xz\nmUUacfTq1QsnTpxAZmYmWcHv1asXrKysyNegE/eprKxEdnY2bcInWUghYGBggKqqKtLmiBCXefr0\nKW2QyqXDB3BjKvTt2xenT59GXFwc1NXV0dLSgnHjxuGzzz5jpBizGeMQp5oSG2n//v2RlJRE+TtZ\nleb29nZkZ2ejsrISkyZNQteuXVFbWwsNDQ0pix9F6fp0VH0/Pz8kJSVh9OjRrHxxm5qakJaWhsrK\nSixcuBBaWlooKiqCrq4urTq+kZER0tPTYWNjg2fPnpEJT319PSulX1kQpyR++eWXOHLkCElJVCTI\nY2tLCIg6d0RwpqOjg+rqapiYmEBDQwM1NTWM78VW4+T27dsIDQ2FnZ0dHj9+DDs7O1RWVqKwsJBR\nsT4yMhKOjo6YOnUqUlNTycfNzMwYC1OAKOC8cuUKVqxYQXtP0d2/s2fPhq6uLm7evIk//vgDgMgt\nZPv27VKFS0n7TjooKSnR+kUD7AWYuNqasXGzIcBG80ZWVzopKQnPnz/HoUOHWAXj8uDr64sJEybA\n0dGRXPMJ5XlfX1/aRoAkiGtXHsvw4MGD+P7776Wo43/99ReOHTtGSfgfPXoER0dHWqaVrq4uVq9e\njcOHD2PJkiW0AX1tbS1yc3Np9yimLikdQ3DgwIHQ09NDdHS0VDFu5MiRCA4ORklJCUxNTaXWYVls\nAK54/vw5EhMTkZ6eDg0NDVqmlJubGw4dOsTIsIqOjkZISIhUQl9cXEy5Fx88eIBBgwaRBbYePXog\nPDycTOh/+eUXstkjb8+h22u42EAqKyvD2NgYDQ0NMhP6jwEXFxf8+uuvKC0txbfffsvImuuskLQk\nM4RwN3rw4AHjesSl4x4XF4eKigps3LgR+vr6UtcrkxjoDz/8IPN1eTwebG1t4eTkhMzMTPLxZ8+e\nUb4zoVCIrKwsRq0Nwtll9+7dcHFxIYs6HR0dMs+TyQWioaEBGzZs+ORD/38ZWlpaePz4sVRF/fHj\nx+RG2tLSQrkZzp8/z3rG0N7eHpcvXyYVWRVNEgH2nsXyAiamC76xsRF1dXVS1dL6+nrSpkpTU5Ps\ncFy5cgV9+vTB1q1bkZKSAg8PD4wePRobN24EIJpvvnHjhlSSyGUGpmfPnvjxxx/R2NiIiooKAKIk\ngek7YCukJ/n5ANEsKR2Yvj9vb288efIESUlJOHDgADljaWdnx0gJFwqFSE9Pp/iUjx07Vq5glkAg\nwIQJExRK5g8fPoxt27ZBQ0MDysrKKC4uxqxZs8hAq6GhAfv27aO1HkxISMDFixehoaEhdQ5KSkqM\nCf3UqVPx8uVLDB06FIsWLcLRo0cRFxeHtrY2WoEyrh0+tkwF8VlIps8uCYFAAHd3dzg6OioUVEhS\nTYcMGQKhUKjw/GFVVRXc3d1RXV2NtrY2WFlZoWvXrrhx4wba2tqk5tM6Q9dPTU3Fd999JzWyIguv\nXr3CoUOHoKGhgaqqKsyYMQNaWlpIT09HdXU1tmzZInXMkiVLSHbPsGHDyMSLoFl/DIizbYyNjRUW\nAQLY2RKKY8CAASgsLISxsTGGDh2K8PBwNDQ0ICUlhbFAwkXj5O7du3BycsKkSZOQlJSERYsWwdDQ\nEGFhYWRnVxJlZWW0DCkNDQ2Z9mUES+Xnn3+mfV5y/RMKhcjNzYWlpaVMtW8CTBoQgIgGHBsbK5PB\nxVaAiautGRs3GwJsNG8U6UpHRETIXP/YgmAKiu8bhPJ8cnKyzGOTk5MRHR1N7r/GxsZYuHAh472R\nk5MjxYYARF273NxcymPv3r2TWVDs06cPlJSUaIvgSUlJuHDhAng8nhTll6lLKgu9evVCYWGh1OME\ns4ypKyvPRUOWK4M4amtrkZSUhMTERPz1119obGzEtm3bYGtrS7uOmZmZ4dChQzh06JDUuMbNmzcR\nEhJCuyY3NTVRkqKcnBxSOwQQFTfEi5IaGhrk+3PZc7jaQK5cuRJXrlzBhg0bFBaafPLkCSMjh0lF\nvl+/fnBzc8OxY8ewZ88euLi4SCXBHwOStH5AtL/069cPjx49YhwZYttx5zomt2vXLgQFBWHBggWU\nMeSbN29i6dKlaG9vR3BwMEJDQyn3gmRxQ0VFBT179mQUvwNETiyRkZH46aef8O2337KKQyTR1tbG\n2kXsvx3/t85WAXzxxRfw8fFBdnY2ZU7uzz//JAOtzMxMChWNy4whUflWNEnsjGexZMBEUMmSk5Nl\n0qfGjh0LLy8vODg4UNT7AwMDycWhoKCATGoKCwtJGnH//v3x22+/4bPPPiODBXt7e1oxls7MwGhp\naUnZiNCBrZCeONhqAhBQUVGBjY0NbGxs8P79e/z+++9ITk4m5/+nT5+OMWPGkN/P69evceTIEdTV\n1ZH0/hs3bkBbWxsuLi4yNy+i66ZIUpqRkUHSbQHRvLqtrS2Z0Le3tzPOGF+7dg1Lly5VOPklIN4N\nGDFiBE6cOIHCwkIYGRnR2tuw6fCJgy1TgcssJI/HY6Sh0aGzs4Z+fn4wNTXFsWPHsG7dOvJxGxsb\nkvovjs5QcHk8HmvW0OXLl2FnZ4fVq1dTNutRo0bhzJkztMeMHz8e5ubmePfuHaUzNnz4cFb+9HRQ\nhKGgrKwMXV1dWFlZ0XbS2NgSimPFihVksXPFihXw9PSEj48PjIyMSOtHSXDROKmuriYLXWpqauR7\nTpkyBXv27KEdF9DV1UVFRYUUCyo3N1cmM4rt9ausrAw3NzecPHlSISEvuvu5rKwMQUFBePLkCSZN\nmiSzKM1WgImrrRkXNxs2HTtFutIXL178qAm9qakpSktLpcbJSktLZWraK/TlywAAIABJREFU3Lp1\nC2FhYfjss89I7YXc3FxcvHgR9fX1lIaI+FpZWlpKcTkRCoXIyMiQYvF069YNVVVVjGyst2/fMloG\nhoWFYcmSJazYagBoi1rv3r3D1atXaddErp0/RVwZANH9n5iYSCbWDg4OGDVqFL766iv07duXsSi5\ndetWHDlyBG5ubti/fz+ZbN+6dQvBwcHYvHkzbcKso6ODt2/fQl9fHwKBAC9fvqTEh83NzZTGgvg+\nw3XPYWsDCYjuqZaWFuzatQs8Hk+KaSrZALp79y4CAwMxceJE5OfnY9KkSaioqEBJSQlmzJgh8710\ndXVx8OBBeHl54ccff1To3mNTrJEFMzMz+Pj4MD7PtuPOlQEaFRWFNWvWUArkffv2hZ6eHsLCwnD4\n8GF06dIFgYGB5D2xefNmHD58mJVVICCKxzZs2AATExMcP34cS5cuZaTUi+sVEEKiBIRCIfh8Pquc\n7J+ATwm9BGbOnAkTExPExcUhPT0dgKjyfODAATKAWrBgAeUYLjOGbJPEzngW0wVM48ePR58+fZCa\nmorp06fTHufk5AR/f3+cOnWKtJVRUVHB1KlTyc/Tu3dvkh7V2NhIBiPq6uro0qULJaAj7N8k8XfM\nwHAR0iPA1Y5HHLq6ujA3N0d5eTnKy8tRUlKCc+fOkRoFlpaW8Pb2Rp8+feDh4UFWXBsbG3H+/Hlc\nuHCBsZIMiBaw6OhoPHv2TGFFcwJs9AsaGxsVUvIVh0AgwJEjR7Bu3Tqy+GNoaCh3jpkohrB9L0WZ\nCgS4zEJOnjwZCQkJMsc4PhZyc3Ph6uoqVW3u2bMn4zwaVxAqy+vXr1dYqLOgoIDWVklPT0/KorAz\n4wCKQpFukVAoREVFBRISErBgwQKphJGNLaE4iEQPEAXIstSkCXDRONHV1UVjYyN69uwJfX19vHjx\nAv3798fbt28Z7+cZM2bA398fmzZtIn3K8/PzERgYKJNqzkYJnUCfPn1QWVnJer64trYW4eHhSE5O\nxogRI6RmRD8GuNqacXGzEYc8aroiXWk6y8/OwN7eHv7+/qioqCDjh/z8fNy5cwerVq2iJOPirMHY\n2Fhs2LCBIshnbW0NExMTXL16lZLQi1N26VgeampqUnPwI0aMQEhICPbu3Su17rW1tSEsLIzW3hIQ\nMSjZ7gEAs8NRjx49ZNpmSaKpqQm///475syZQ/u8Iq4MgIgZuGjRImzfvp3VGJKKigq+//57HDp0\nCEeOHMGePXtw7949XLlyBd988w2joCwxSrpq1So8evQIXbp0oTB6Xr16xVjsjYiIgLm5OenwQKC5\nuRm3bt2iHQVNSEjAsGHDYGBgoLANJMC+ARQbGwtHR0dMmTIFqamp+OKLL2BoaIigoCBKY4MJPB4P\nW7duRWRkJGMDjoCixRp5EAgEiI+Pl8n4/dhWnEyg0zkARPFHSUkJANG4yrt378jnOqu3QWhjnTx5\nUoppSUCcDXDv3j3K/U7kRLLsHv+J+JTQ08Dc3JxR8ZcOXGYM2SaJnfEsZsLgwYNpO3wE1NXV4ezs\njK+//pq0MTM0NKRUwiSr+JLBiqJJAYHW1lapqubHUPzmIqQnjoqKCty+fZtUAu7duzfmzp0rt5v5\n/v17pKSkICkpCZWVlRg7dixcXFxgZWWF5uZmRERE4Ny5czh//jzJ9BCnT2lpaWH58uWMglUEXr9+\nTW4YbBXN2WDcuHHIyspSyK6NAI/HQ1FREetrge1cNsCOqUCAyyykUCjE3bt3kZWVRTsb+zGVV5lm\nyGpraz/avDmB3NxcZGdnk8JEksE0XaKtqqpKW6grLy+XqtB/jHtZHth0i548eQIfHx+phJ6NLSEd\n6urqSJZL7969FepUsBFVHTZsGB4/fowBAwbAzs4OAQEBSEtLQ1FREWMR7PPPP0dHRwd+/vlntLa2\nYv/+/eDxeFiwYAFpDcmEpqYmKSX06dOnM/6ey5cvR2BgIJYtW0Z7f9A5jURGRiIuLg79+/eXa8sn\nTwhNHJIdO662ZgB7NxtAcWq6Il3pjzk/D/yPxWxQUBDjcwTEO9Lv37+n1YQxMzOTKjp4enqSYmbu\n7u6Ue4HH40FHR0cq+V62bBl2796Nb7/9Fp999hl69+6Njo4Ocr8WCAS0tHEAmD59OtLS0vD555/L\nOXsq9u3bR2ubZWRkRDY0ZCErKwsJCQlIT09Hly5dGBN6RV0Zpk+fjjt37iAnJweTJ0/GhAkTFP79\n1dTU8OOPP2L//v3YvXs3ysvL8c0338hkoi1btgzHjx/HgQMHoK6ujs2bN1PW/8TEREYl8qtXr0JF\nRQUrV66kFHOam5sZtZ2uX7+OX3/9FXp6erCwsICFhQXpfiMLbBtAVVVV5FoivldNnz4dP/30E23X\n/ccff5T6rhcvXoz+/ftLjYeIQ9FijTicnJyk3I0aGxuhoqIi03lBVsed2EPWrl2L06dPQ1tbW+6a\nySQG2rt3b1y/fh0bN24krweBQIDr16+THfDa2lro6OiwdkoQh56eHmUdsLKygpubG+NsP1E0OHjw\nIHbu3PnR18b/RnxK6EFPtWICXQDDdsaQQEpKCu7du4e3b9/C1dUVPXv2RExMDAwMDBirb1w8i+nQ\n2tqK2NhYxsRI8j1lzfSLQ9wPV9ILl6ka2tzcjKCgIPzxxx+0TIePIWrBRUiPQEZGBo4ePYr+/fuT\nQUxeXh527txJJud08PDwwLNnz9CrVy/MmDEDU6dOpSw66urqWLBgASnG16tXL9TV1Ul1aerr6+Vu\ncmxpsVwLL71790ZoaCgKCgpoi1dMglyTJk1CYmIiVqxYodD7cJnLBrgxFbjMQr5+/ZocFSgvL1fo\nnLjCysoKMTExpBaFkpISmpubER4eTplx/BjQ1NRkzYqwtrZGREQE6X2rpKSE6upqBAUFSdHnP4Z6\n/8eEubk52VV//Pgx+ThbW0ICHz58gI+PD1JTU8kijLKyMmxtbbFhwwba/aOsrAze3t6sRFWdnJzI\noG3OnDno1q0b8vLyYG1tzTh6RWhcLFy4EBUVFWhuboaJiYncudDCwkK4ublBTU2NHG+KiYlBVFQU\n9uzZQzsyc/jwYQDA0aNH5Z7TjRs3cOPGDejq6mLbtm0KdZ46UzDjamvGBWyo6Z3pSnMF13EyIyMj\n2sIpoV0gjp49e0IgEGDq1Kno1q2bQs2MHj16wM3NjXa/trKywvr16xlF31auXAkPDw9kZGTQ7lFM\n1w6dRWlbWxtiY2Nx48YNXLx4Uer56upqcr69uroaEydOxK5du6Q61eJQ1JXByckJX3/9NVJTU5GY\nmIiAgACMGDFCrkiY+Do2e/Zs+Pv7Y+zYsdDQ0KA8J3mta2tr4+DBg/jrr7+grq4uVWTZsWOHzLVi\ny5Yt8PX1RUlJCZycnOTGomfOnEFtbS2ys7PB5/Nx8+ZNXLhwAd27d4eFhQW+/fZbxmMrKiqQlJSE\niooKrF27Fjo6Ovjzzz+hr68vFT/p6OigqamJZDMVFRWhf//+qKmpYfwemZLv0aNHy5zr5mKhKZmY\nE4UkMzMzmSMIdE4FgCgGOnPmDLZv3441a9aQRX+ua+b69etJNyQiDygpKYFQKISLiwsAUbHxs88+\n65RTAh37oVevXjh69Cil+y8JIvYVCAR4+/YtDA0NP0rD878RnxJ6sKv20wVXspIpgpIiibt37yIs\nLAzz5s1DZGQkubBoamri9u3bjEENF89iuvP78OED1NTUpBZNRSmxgHS3TtIPl66TQeeZe+XKFWRn\nZ2PDhg3w9PTE+vXrUVtbi/j4eFbel/LAVkiPQHBwMObNmydFrw4KCkJQUBBjQq+jo4ODBw/KtMzR\n1tYmg6oVK1bAz88PS5cuxeDBgwEAL168QEREBFatWkUpPHW208ml8AKI5rZUVVXx7NkzPHv2TOp5\npoReSUkJcXFxZEdbMjBYvXo15d9c5rIBbkwFLgWjzs7Fs4GDgwPc3Nzw3Xffoa2tDadPn0ZFRQW6\ndevGigqqCLgk3A4ODjh+/DgcHR3Jzu/79+8xZMgQWrun/03Q1NQk17Fjx45JPc/GlhAQCWEWFxfD\nxcWFQmH29/fHhQsXaNX1vby8WIuqSgbbEydOZByFOX/+vEKvyfTbBwQEwNraGhs3biQDpfb2dnh7\neyMgIAAHDx6UOobN/REcHAw1NTUYGRkhOTmZUYxNfL8hunTt7e24f/8+RowYwViQlQdZtmad7XCx\noaZ3pivNFVzHyZYuXYpTp06Bz+dTitzPnz8nC3vi4PF4SE9PZ+XCY2BggH//+9+s9+uoqCiykF5S\nUiK3WN3W1oarV68iMzMTPB4PCxcuhI2NDRITExEaGgplZWUKc0MgEODRo0dISEgAn8/HyJEj8dVX\nX+H06dNYvHgxo+UaATauDGpqaqSQbnl5ORITE1FYWIi9e/di9OjRGD9+vFTRlG4de/jwIR4+fEh5\njGkNY4ot5H3vlpaWZEf1wIEDpPWtLOjp6WHy5MmwsbEBn8/HgwcPcP/+faSmpjIm9Dk5OXB3d4eZ\nmRn4fD5WrFgBHR0dvHr1CgkJCdi5c6fU53ry5An69++PKVOmwM/PD+np6Xjx4gWlkyyOjo4O3L9/\nn7RvlWRNMTEm2VhoEhbUTAVYeYiOjoaWlhZlZFYoFOLUqVNk7CPOZuA62mpmZgZPT0/8/vvvZPNi\n/PjxpNsO8D8isbdu3WLllCCJv/76C+np6aioqMD8+fOhpaWF8vJymYWN1tZW+Pr6kvvG6dOnYWho\niEuXLkFPT481U+e/GZ8SeigefDAl55Izhh8+fMCDBw/w22+/oaioiJZ6FRsbi40bN8LGxgbXr18n\nHzc1NUVgYCDjZ+DiWSxZmVNWVoa2tjYGDRokNYPbmUSRa/ftyZMn2LJlCywtLeHl5YWhQ4fCyMgI\nPXv2xP3792VSHLlAUSE9Am/evKENUqZNm0YR5iDw/Plz+Pr6ws3NjZZa+tNPP8HBwQEjR46EkpIS\nGVQR1CI6dXlJ2pHkZtzc3Izr16/j+fPntLRd8U4M18ILwCziKA9FRUWU6q446AIuNnPZ4mCTSLS2\ntlJswoKDgynFDBUVFXz55Zcy7R0rKipQUVEBCwsLqKmpoaOjg/VogTz06NEDx44dQ2pqKl69eoXm\n5mZMnz6d9L79T6C+vp5iZSiLMq6hoYG9e/ciNzeX/HwDBgxgLHT9b8XHYAI9ffoUe/bsoYxsjRw5\nEhs3boS7uzvtMYqKqrIRYhRnVCUnJ0NfXx8DBgxgpZdBoLCwkJLMA6J7Y9GiRdi9ezftMWzm7qdM\nmcL5nlFRUcHFixdp10xZUJQd19kOFxtqeme60p1BWVkZYmNjKeNk9vb2UkJ54hg/fjzc3d1x69Yt\nPHr0iDzO3d2dcVbY2toa6enpUg5C8sB2v7516xY2bdqkcAITFhaG+Ph4WFlZIS8vDydPnoSdnR1e\nvHgBBwcH2NraUgpozs7O6N27NyZPnoxt27aRia7kiAIT2LoyEDA2NsbKlSuxfPlyPH36FAkJCTh9\n+rTUtfL/06bLyMiIFMTcvXu3zBnmZ8+eITs7Gzk5OXj58iVMTEwwdOhQ7NixQ+a4TVBQEJYvX475\n8+dTiv3Dhg1DXFyc1N87OTmRIxPz5s2DpqYm8vLysGjRIsaxiICAANy7dw8jRoyAnp6ewusTm2IN\nkwW1oti9ezcZY44fPx7t7e04efIk3rx5IzMOqquro40RZbFwu3btyqgNIg62TgniKCkpwaFDh9Cl\nSxfU1NRg2rRp0NLSQmpqKmpraxmLmUFBQXj16hUOHDhAWmgDIm2kq1evfkro/69BVvChSHJOICcn\nBwkJCXj48CH09PRgY2NDqzYMiCgqdBufqqoqudgzga1nseTGRpxTeHg4CgsLKRvA/w9KbGNjIzmr\n2rVrV9J2ydzcnJbm9ndDW1sbxcXFUhZlxcXFtIlOTEwMZsyYQVsc0dDQwMyZMxEXFydF6+pM19fb\n2xt8Ph+TJ09G9+7dZW5Af+dvTAhjMY2jMIHNXDYBgUCA1atXKyyklZSUhKdPn5L3UFxcHPr06UMm\nyW/evIGuri5tANrQ0ICTJ08iOzsbgIg+aGhoCC8vL2hpadFaszAlZEpKSlBVVYW+vj6jKJeKiorc\n+d2PgebmZly6dAkpKSnkOqOsrIwpU6Zg3bp1UsGHuIUfW+2R/82oqalhnGXOz89n7OhqaWkx3vdM\niu+KiqrK8wMWh/iaPmvWLDx48ABv376FnZ0dpkyZwmreUENDA9XV1VIFh+rqapkaDorO3cuaE1UE\ngwYNwsuXLxXuNrNhx3W2w8WGmg5w70pzRVpaGk6fPg1TU1Pymn7x4gV27tyJbdu2Yfz48ZS/FwqF\nuHnzJh4/fgyBQABLS0s4OzsrVFg0NjbGtWvXkJeXR6urwNZOjgk8Ho+2iMKEtLQ0bNmyBdbW1igp\nKcGuXbvQ3t6OY8eO0e6j4vP0bIX3APauDJJQVlaGtbU1rK2tUVdXx/r9/9PQ0NDAjz/+CH9/f1q2\nAAFCT2H+/Pn48ccfFXLEAESJHx0zTVtbm7KOEh3wLl26UOj/BONBFu7fv4/vvvuO9QgO12INFwwa\nNAg7d+7EsWPHwOPxkJCQgIqKCuzfv5+WrVRUVIRz586RlsiSkFUIKi8vR3Z2Nm0hQJx1w9YpQRwB\nAQGYNGkSHBwcKN/V6NGjcfbsWcbP9ujRI2zfvh1Dhgyh3K+EMOv/JXxK6BmgaHL+/v17JCUlISEh\nAR8+fICtrS0EAgF27dolk3plYGBAqx5JiFExgYtnsaxzErfBokN7ezuys7NRWVlJUmxqa2uhoaHx\n0Tw5DQ0NyUWgd+/eSE1NxaBBg/D48WOFF/n/JGbMmIELFy6gsrKSQi+8ceMGrYjSq1evZKqfjxgx\ngpybFwcXNWkCGRkZ2L17938kobpy5QqWLFkCdXV1XLlyRebfSlLnv/32W1y4cIGs2p48eRJr166V\ne62ymcsmwOPxoK+vL3O+UBz379+XmkH79ttvyYArJSUFd+7coU3oAwICoKKigvPnz1PYGxMmTMDl\ny5dpE3p5CRmPx4OtrS2cnJwoAXJUVBR0dXUxbdo0yt8nJCSgvr7+o1agL1++DD6fDxcXF/Jaz83N\nhZ+fHy5fvizVcWFr4fffAldXVxw6dEgqkcrNzYWHhwf8/f1pj/viiy8QEBCArVu3ktf4+/fvceXK\nFUYleUVFVbnOO2/YsAFr1qzBw4cPkZiYiJCQEIwaNQrTp0/HiBEj5HafbG1t4e3tja+++opM+vLy\n8nDlyhVGmj+XuXuumD17NgIDA1FbW0ubKEp2ntiy42RZ5hFQUlJCaGio1ONsqekE2HaluSIoKAif\nf/651DmGh4cjKChIKqGPjIxEREQEhg8fDlVVVcTGxqK+vl6hInFCQgI0NDRQVFSEoqIiynNc/OGZ\nMHfuXMTGxsqNbQjU1NSQ1yOhlzF//nzG++LXX3/Fw4cPkZCQAH9/f4wcOZKV7enHhCI2b38HNm3a\nRCnUKSsrY926dRgwYAD4fD7tMQ4ODuDz+YiOjsbt27dJUTwLCwuZ7BBNTU28e/dOykGjuLiYognV\nmQ64kpISJ8sztsWazrL5hg0bhs2bN+P48ePo3bs3Dhw4wNjw8PLygrGxMZydnaGjo6Pwe8fHx8PH\nxwfdunWDrq6ulHCkeELfGaeEwsJCODo6Sn0ueazM+vp62vtAXmP0n4hPCb0Y2CbnHh4e4PP5GD16\nNL7++muMHDkSysrKuHfvntz3mj9/Pnx9fdHW1oaOjg4UFBTgwYMHiIqKIudN6MDWs5hrwQEQqYO6\nu7ujuroabW1tsLKyQteuXXHjxg20tbWxriwzwc7ODsXFxbCwsMCiRYtw5MgRcmbwY1c1ueCLL76A\nuro6bt26hZCQEABA9+7dsXTpUlp16Lq6OpmCMCoqKoxsCj6fT1JBd+zYAT09PaSkpMDAwEBmsq6p\nqfkf6+Lk5+eTXYn8/HzGv1Nkg/jzzz8V0kXgOpe9ePFihISEYOvWrXK/j4qKCkonX1VVlXIOgwYN\nIgXzJPHs2TPs2bNHqotrbGyMqqoq2mN27dqFoKAgLFiwgAzWCwoKcPPmTSxduhTt7e0IDg5GaGgo\npSAQHx9PO3vdp08fnDp16qMm9A8fPsSOHTsoAlGjR4+GmpoaTp48SUuh/Dst/P4uDB48GK6urti/\nfz/Zhc7JycGRI0ekRIx++OEHynVTXl6OTZs2kfTo6upqqKqqor6+nnZeUlFR1c7YZ6qqqmLSpEmY\nNGkSqqqqkJSUBF9fX7S3t+PEiRMyi7MODg5QUlKCp6cnuQ7weDzMmjWL8TfnMnfPFQTVmUmlWbLz\nxJYdJ8tCMT8/H7GxsYyjDFyo6X8n3r17RzteNXnyZERHR0s9npKSgg0bNmDmzJkAgMzMTHh4eMDZ\n2Vlut7qzVlaKoqCgAM+fP8fTp08VcuoQCoWUv1FRUZF5P6ipqZFsKUKczc/PD0KhEJGRkbCzs8Ow\nYcMYvw8mLQaCqWVkZAQ7OzupAu7/ZjB1vKdNm8Z4HvPmzSMbIiUlJcjJyUFGRgZ8fX2ho6MDb29v\n2uMmTJiAoKAg7NixA0pKSujo+H/s3XdAU/f6P/A3Q5YIKMOIgChKBRSRWq7WUUVqta7rpI5a9yj2\nOqpVf9Y6KjiwX2ur1tZBUVFBSlEBtSqrilqpRZGllSUgIFJEwLCS3x/cnEvIScgigfC8/pKTnOQT\nDMl5Pp/n8zx8pKen49SpU0qbWPnwww9x9epVqfrOs5G2Y4k0NXAaf66Jq3FlYmKCjh074qeffmKO\nNX2fFxUV4fPPP2+2wHJTYWFh+Oijj6S6zlCkU4KOjg7r56+gXpA4Dg4OuH//PnMtLvgujo6Olli/\nShNRQP9f8gTnSUlJGDduHMaMGSOSjt2c0aNHQ09PD+fOnUNNTQ2+++47dO7cGQsWLJDY51uWnsWK\nTDgADR8kvXr1gr+/v9Bst4eHh8R2d7JqvALq6uqKb7/9FpmZmejWrZvSexDLQ0tLCxMmTMCECROY\nNHBJqaZdunRBbm6u2A/OnJwc1uJXd+7cwcGDBzFs2DBkZWUx+7mrqqrw66+/Smxd5+3tjZCQEPj4\n+Mi9J0ucHTt2oKioCEZGRjKnzstL3n3ZV65cQWFhIZYtWwYLCwuRC7PGtQgqKyuFWiQ2Dd75fL5I\nC0WB6upq1t9zRUWF2LT5X3/9FZ988onQVgs7Ozt06dIFwcHB2LVrF/T19XHq1CmhgL6srIx1BtrE\nxETpfamrq6tZn8vU1BQ1NTWs56iyhZ+qLF++HP/3f//H9HHOyMjA3r178dFHH4msJCraD1iRrTZ5\neXkoKSkReZ9KShXV0tJiLoSlyWbR1dXFggULMHv2bKH2pZI+Z+TZdy8vWTMXZM2OY/v/LSgoQFBQ\nEP78808MGzZM4ip+r169JFbsVicXFxekpaWJfFelp6ez7mMuKSkR+vxydXWFlpYW/vnnH7FbVNgI\nAh1l1xsBGia3xWVxiSOpSKwA28QOh8PBRx99hJkzZ+LBgweIjo7G7t27YWhoKHYyePr06QgLC4Ob\nm5vQxG5SUhI++OADFBcX49ixY6ivr2cmTtoCLpeL1NRU1s8jcdkXfD4fWVlZSE1NxaNHj5CRkQE+\nny+xZsvs2bNx7NgxrFixAjweD2vWrAGPx8OwYcNEsqDkfX/l5OTgwYMHYjsliAvEZe1YMmPGDJnq\nVom7rzTdL/r164fs7GyZA/rKykoMGTJEqvsq0inh7bffFsnKLC0txZkzZyR23pk1axb8/PyQl5eH\n+vp6REVFIS8vDxkZGUqdOG4LKKD/L3mC8x07diA6OhobN25E9+7dMWLECLz77rtSP6dglre6uhpc\nLleh9Cm2PWyKTDgADV/qO3fuFJnhtrS0FCmmJw9xxeMsLS3RsWNHoeJxrYU0fb8HDhyI4OBguLm5\nify/1NTUICQkhLX1SVhYGJYsWcL0Uhd46623xFbbFoiIiEBRURGWLFkCS0tLkf8zcb08pSVv6jwg\nW4u8poXq7t+/z0xs/PXXX3j48KHEQnWyBFfm5ubIzc0Vm96Xk5Mjtq2jk5MT4uLimGwBLS0t8Hg8\nXLhwgbX9EQDWIAJoeL8LCgXa29uLtGgxNzdHenq6SIphRkaG1FXRpeXo6IiQkBCsXLmS+R3X1NTg\n/PnzYme7VdnCT1W0tbWxevVq7Nq1Czt27EBOTg5mz57NWkNFUj9gaciz1aaoqAj79u0TW6i16YVj\nbW0tk3Kfnp6Ot99+GwsXLmQmedkoUh1f3n338pA1c0He7Digod9ySEgI4uLiMGDAALH1OhRJ01el\nt99+G0FBQcjMzBTqrHLnzh3MmDFDpM1ZfX29yGevjo6OVH3agYYCjRcvXmTqA3Tr1g2TJk1Sasq6\nrDVipCkS2xxtbW0MHDgQAwcORHl5OeLj48XeNyMjA97e3iJFxq5du4YHDx5g3bp16NGjBy5fvtxm\nAvqsrCzs2rUL1dXVqK6uhrGxMV6/fg09PT2YmpqyBvS7d+9GRkYG3rx5gx49esDFxQVeXl5wcnKS\nuNVSV1cXy5cvx/Tp05Gbm8tM9rNd48q6At5Y4yBZ2mKisnYsGTp0qEzX/YrUP1q+fDkOHTqEZ8+e\nwdbWVupWrIMHD8aDBw+kKoonIE+nBEFW5tKlS1FTU4Pt27fjn3/+gYODg8Sszr59+2Lv3r0IDw+H\nnZ0dHjx4gJ49e8LX17dVLAiqEgX0/yVPcC5od9O0VyiPx8PDhw9hbm4u1cWLvr6+1KuqzV0oNL6Q\nU3TCQdwKTmlpqVIuyuQtHqcKTdNoJWkaLE+dOhV3797FqlWrMHbsWCZgFLQf4vF4IkWSgIbZXbZV\nESMjI6GWdWwUXSWUlbSp84Bsqx+KFKoDZAuuBg4cyEyusE28hIaGiu05O2fOHHz99dfIzMxEXV0d\nTp8+jWfPnqGiooJJoW6qe/fuCA8Px7Jly5gv07q6OoSHhzOBT2lVZdHrAAAgAElEQVRpqcgX/OjR\noxEYGIj6+nqmv3FycjKCgoJkrhjdnPnz58PX1xcrVqxg9h7n5OSgQ4cO2Lx5M+s5qmzh15LYagHM\nmDEDBw4cwPDhw+Hk5MTcR1JF4MrKSty5cwdFRUWYNGkSjI2NkZmZCTMzM7ETRLJutQkICIClpSW2\nbNmClStXws/PDxUVFTh58iQ+/vhjofseO3YMt27dgoWFBUaNGoVVq1ZJXAETUKQ6vjz77hUhbdV6\nQL7suKqqKoSFheHKlSuwt7fHV199JbEStyJp+qokWEX+7bff8Ntvv7HeJiC4tmj8eQ6wf6azvf6I\niAgEBwfjgw8+YN7T6enpOHr0KMrLy5X+WSZtpw5lF4kVFHoTR9x3Z//+/XHy5EkA/9uL3Ji0adxN\nyXueLAIDA/H2229jyZIlzHeIjo4Ovv/+e7Gr8927d8f7778PJycnmVapU1NT0b17d1hYWAi9hrq6\nOjx+/FhoglTWFXABti1u0pC2Y4kixG3ZMDIygrW1NSZOnMiayfj48WNkZGQgKSmJ9XxxRfE4HA6C\ng4Px5MkT1mwFZdW+MDY2xtatW5GSksJkZfbq1UuqOi8cDqfZydj2gAL6/1IkODcwMICnpyc8PT1R\nUFCA6OhohIeHMz3KN2zYIHKOpIBRT08PXbt2ZfZiNdb0i7K+vh5ZWVmIi4sT6e2o6ISDq6srIiMj\nsWzZMgANKwpcLhchISFCrSjkJW/xOFVQJEA2MzPDzp07WdsPubm5YdGiRawr22ZmZigsLBRZiWVb\nnW1K0VXCliLr6ociheoEpA2opkyZgtu3b2P16tUYO3YsM8NfUFCAK1eugMfjYcqUKazPYWdnhwMH\nDuDKlSswMDBAdXU1/vWvf+GDDz4QOzO/aNEi7N27F8uXLxdq4cfj8ZjPiOLiYnzwwQdC502aNAmv\nX7/GsWPHmFRGPT09TJ48WektWezs7PDdd9/h999/Zy6Ghw4dytoiT9x+vqYkBTetiaSihdevX8f1\n69eZn8Vd/OTk5ODrr7+GkZERXrx4gdGjR8PY2Bh//PEHSkpKWFvvyLPV5smTJ/jqq69gYmICLS0t\naGtro2/fvpg9ezYCAgKwd+9e5r7Xrl2DhYUFrKyskJqaitTUVNaxN/1/UqQ6vjz77uUlS9V6AVmy\n4y5cuIALFy7AzMwMq1atkuq7QdE0fVWRtcWZuP320rh8+TIWL14s9BiDBg2CjY0Nzp8/r7SAXtZO\nHapmbGyMxMREkdebmJjI/H1VV1czqcnPnz/HDz/8IHUat4C858kjOzsbS5cuhba2NrS1tVFbW4uu\nXbti7ty5OHTokNAWiMePH+P169dCE49xcXEICQlBdXU13nnnHSxcuFDs1rXt27fD1NQU69atE8oa\nq6iowPbt24Vel6wr4IqStmOJIsRtYauqqkJmZiZ2796NtWvXiqy4BwQEYPjw4Zg2bZpUmZUC169f\nh4GBAet3hzKLWQq4uLiIzXIUqKqqYiZqmlvsUqQVd1tDAX0T8gTnjVlbW2Pu3LmYPXs2EhMTERMT\nw3o/Nzc3/Pbbb7Czs2P2UT19+hQ5OTkYOXIk8vLy8PXXX2PdunVCFwdsFwqDBw+Gra0tEhIS4Onp\nqbTXNG/ePPj6+mLNmjWora3FgQMHUFhYCGNjY6lSmZqjSPG4lqZogGxpaYlNmzbJ1H5o9OjR+Pnn\nn7FixQpmX+Ljx49x6tQpsRWyG5NnZVAWsqTOC8i6+qFIoTpAtoBKMPFy9OhRBAUFCT2Oq6srFi9e\nLPGLz8jIiDXTQpy33noLBw8exO+//86kpg8ePJjpHgGANfVUS0sLc+fOxfTp05GXlwc9PT1069ZN\n7AWPovT19aVK9dS0L0p5q8g3dvLkSYwcORJz584VqoMwcOBAfPfdd6znyLPVhsfjMe8ZExMTlJaW\nwtraGhYWFsxEjIC8fd4VqY4vz757eUlbtT4+Ph7u7u5Cn8GNs+O4XC4iIiKEqjYDwJkzZ6CnpwcO\nh4O4uDjExcWxjkPcxJW0afptgSKr2WVlZazt5N566y2l1gKRtVOHqk2bNg3Hjh1DSkqK0LXfX3/9\nxYzt4cOHzErz4cOHZUrjFpD3PHno6OgwnwempqYoKSmBjY0NjIyMRPqOh4aGwtnZmcnCy83NxZEj\nR/Dee+/BxsYGFy9eROfOnUUWqBp799138fXXX2PRokVytZOUxp9//onbt2+z1gTYuXMn8+/GAaW0\nHUsA+SdUmnu99vb2CA8PFwnoX79+jfHjx8sUzAOqK2YJNGRfJCcns2aUCBYWgYYsBcEWUHEZCwLK\nnLhq7Sigl0Da4JyNtrY2PDw8xBZzqKiowIQJE0QuHn755Re8ePECX375JUJCQvDLL79ItSLQp08f\nqQrVyfKazM3N4e/vj1u3bjF7lTw9PVlX6+Qhb/E4dcnMzGR6eNra2kpVpViW9kP//ve/wefzsWPH\nDqayu66uLiZOnMhaTb8xeVYGZSVv4SBZKFKoDpA9oLKyssLmzZtl7vssbpVTQNy+aENDQ6n3oqlq\nBbzxPtnmNL5IUHaqqropUkVe4O+//2YNGCS13pFnq42trS2ys7NhZWWF3r174+LFi9DV1cX169eF\nWicBivV5l7U6viL77uUlbdX6Q4cOwcrKCuvXr2cNqLlcLs6fPy/ynSzvhIisafqqEhUVBS8vL+jp\n6SEqKkrifZW5+sbhcJCQkCAyCSro060s8nTqUCUvLy/Y2NjgypUr+OOPPwA01BLYtm0bMwExceJE\n5v7ypnGrIv1boGfPnnj69Cm6desGJycnhISE4PXr14iPj4etra3IuBpnp9y6dQu9e/dmUqbNzc0R\nEhIiMaCfMmUKnJyccPDgQeTk5LC2iVXEb7/9hlOnTmHo0KF4/Pgxhg0bhsLCQuTm5mL06NFC92UL\nKJvrWNKS3N3dWSeCPTw8kJKSotS/NWUKCwtDcHAw7O3tm73u37p1K169egVTU1ON2fKnDBTQS6G5\n4FweCQkJ2L17t8jxoUOHYsOGDVi+fDmGDh2KiIiIZh+rpqYGly9flmkVVprX9Pr1a3Tq1AkjRoxA\nSUkJbty4gYKCAjx9+lQpFybyFo9TtVevXuHbb79FamqqUJqPi4sLVq9eLdV+VGloaWlh6tSpmDRp\nEgoLC8HlcmFjYyOxhY6APCuDslBG4SBpKFKoDpAvoAJk7/vcXPVUSWmQKSkprDPQTQMJVa2A+/v7\nS33f9jTbDcheRb5Dhw5MJ4zGnj9/LvZzQp6tNlOnTkV1dTUAYObMmdizZw+2bt0KY2Njufd/Nkea\n6viK7LuXlyxV67t27YotW7bg008/lboSujwTIvKk6atKZGQkMykfGRkp9n7KTqedMWMGvv32W6Sl\npTGBa0ZGBh49esRUtlYGeTp1qFrfvn0ltqFtTN40blWkfwvMmjWL+dybNWsWDh48iGPHjoHD4WDF\nihVC962srBT6/0lNTRXawung4CCyqs/mX//6F6ysrLB3717k5eWJBNaKfFddvnwZS5YswYgRI5CQ\nkIBp06aha9euCAoKYrZECbS2gLKuro4189Xa2hpnzpxBenp6s3vhAwMD4e3tDQMDAwQGBkp8PsEW\nAHkXBgSuXr2KFStWSJVx4ezsDG9vbzg4OMDT0xNDhw5VerHVtogCejXp0KEDMjIyRGbLMjIymOCW\nz+eLpNWyzQa+efMGenp6SmuNk5ubiz179qCkpATdunXD6tWr4evri+rqamhpaSEyMhJr165VeIJD\n3uJxqnbixAlwuVx88803zAViXl4eDh06hBMnTij9AlpXV1fkQvTOnTsYPHiw2HPkDWSlparVWEUK\n1QHyBVTyaFoZt66uDtnZ2QgODmYq3zd1/fp1HDt2DJ06dYKZmZnQqp+WlpZIQK+q33njC5+HDx8i\nKCgIs2bNYvYnPn78GMHBwZg1a5ZKxtMayFpFXmDQoEEirXdKSkoQFBQkNoCUZ6tN40Kh3bp1w7ff\nfouKigp07NhRqa3AZK2Or8i+e3nJUrX+s88+w40bN7B//35MnTpV4iqgIhRN029JjVNoVZlOO3jw\nYPj5+SEiIgL37t0D0FAYzc/PT6psN2nJ06lDWvIEOmx4PB4KCwtRXl4uMjnm7Owsdxq3vOcpysHB\ngfm3qamp2AKqgtuLi4thYWGBuro6ZGVlCf0dcrlckbGK07NnT+zatQv+/v5Kban74sULZtGq8TWF\np6cnvvzyS6H+9M7OzggNDcXEiRPVXp8BaOi/bm9vL3L8xo0bUu+Fz87OZmqfZGdnS/W8ii4M1NTU\nSD3JBQDbtm1DTEwMTp06hcDAQAwePBienp6tIgtKXSigV5OxY8fi6NGjyMzMZD4Mnz59iujoaKYQ\nV1JSksgfZtMvCW1tbZiYmKB3795KaSUHAKdPn4atrS0+++wzxMfHY/fu3XB3d2f2sJw4cQIXLlxQ\nOKCXt3icqiUlJWHLli1CQbaNjQ0WLVoktJdKEfX19cjPz4eurq7Q6vS9e/cQEhKC/Px8iQG9qgLZ\nlqZIoTpAvoBKHmwXQ66urtDV1UVgYCBrm8CwsDB89NFHSi9kp0yBgYFYsmSJ0Berm5sb9PX18dNP\nP2H//v1qHJ3qyFJFvjFB650lS5Yw22bKysrg6OgodqJHlq02qkxpl6c6viL77uUla9X6qVOnokeP\nHvj++++Rk5ODzz77TKosKFnIm6aviXg8Hi5duoTExETU1dXBxcUFy5cvV8q2PTbiOnXo6uriyy+/\nVOix5Ql0mnr8+DG+++47vHjxgvX24OBgudO41ZX+HR0djX79+jVbvBf4XwX/OXPm4N69e9DX1xcK\nwnJyciSmhb/33ntC7x0zMzNs27YNP/74I9LS0hR7If9lamqKyspKWFpawsLCApmZmbC3t8fLly9Z\ns5POnz+P999/XyUBvbiJpKqqKmRlZeH58+esGYSyTN41zjqQlIHQ+JpT0YWBUaNGsW7JEcfJyQlO\nTk5YuHAhbt++jdjYWGzbtg0cDgejRo3CyJEjW0X8oEoU0KvJtGnTYGVlhStXrjA9S62trbFs2TIM\nGzYMADBmzBiR/bZN01HevHmDW7duISQkBE+fPlXKh/TTp0/x1VdfoUePHrC3t8eNGzfwwQcfMCsy\n48aNkzgDKwt5isepGp/PZ01h0tHRUUpaaeOMCKCh8OHixYuxf/9+PHv2DKNHj8bGjRslPoaqAtmW\npmihOnkCKmUyNTUVKUomUFlZiSFDhrT4GBRRWFgoto1kcXGxGkakHrJUkW/MyMgIW7ZsQXp6OtN6\np2fPnujevTsCAwOFCvsIyLLVRpUp7fJWx5d1370yyFK1Hmjov+7r6wt/f39s3rwZX3zxhVIvxhWp\nW9DSmltZbkzSKrO0wsLCEBoaiv79+6NDhw64fPkyysvLWywDSVKnDkVJG+hIcvToUfTq1YspVsc2\n8SPvY6sr/Ts8PBw//vgjunTpAmdnZzg7O8PFxYU1MPf29sY333yDbdu2wcDAAD4+PkLXVzExMaxt\n1wRmzpwp8hnSoUMH+Pj4SJWqLw0XFxf8+eefsLe3x4gRIxAQEIA//vgDT548YYr5qYu4iSRDQ0O4\nurpi3bp1Uk2sNCciIkJi54k3b97Az8+PtU2vPAsDfD4fly5dwqNHj2BnZydyzT137lzWcRgYGGDU\nqFEYNWoUCgsLERMTg6tXrzLbeZsrZK5JKKBXAx6Ph/T0dLi7u0v8kpE0g52amoro6GjcvXsXXbp0\ngYeHBxYuXKiU8VVUVDBBk4GBAfT19dGxY0fm9o4dO7KuBitC1j3MqtSvXz8EBARg1apVzP7t0tJS\nBAYGirQVlEdQUBA4HA4WLVqE33//HQkJCcjPz8eoUaOwefNmqVYyBIHs4sWL1RLIKpO8heoA8QGV\npAsEeTTtWc7n81FWVobw8HDWdDegIeX0wYMHUhfFU4fevXvj5MmTWLlyJfMZUFZWhtOnT7fav8+W\nIEsVeTZN98hmZ2cjOjqaNaA/fPgwFixYAENDQ6EsIEH7rcaBjypT2pWxyizNvntlaly1vjmCdO8D\nBw5g06ZNQmm0mkzelWV5xcfHY/HixUznjIcPH2L37t1Yvnw567YNZWjaqaO2thZXr17FhQsXcPTo\n0RZ5TmkVFhbi888/l7gK3bioaklJCczNzUX+Fvl8vkgAK+95ivruu+9QWlqKlJQUpKWl4dKlS/jp\np5/QuXNnODs7C20HNTExwfbt21FVVQUDAwOR98DatWslTvr5+PgwFc4bq6iogI+Pj1IWtZYuXcpk\nYowfPx4dO3ZERkYGJk+ejLFjx7Keo6qMHFknbdasWYOvv/6a+Z44duwYZs6cyWRbvXr1Cj4+Pjh9\n+rTQeWfPnkWnTp1YW1VyuVz4+fmJrdEgz8LA06dPYWtri7q6OmRmZgrdJu3vlsPhYMqUKbC0tMSZ\nM2dw//59qc7TFBTQq4G2tjZ8fX2xf/9+oUC5OWVlZYiNjUV0dDTevHmDIUOGoK6uDuvXrxfZc60o\neVqUaaqFCxdi79698PHxgYWFBYCGL0s7Ozt89tlnCj/+06dP8eWXX8Le3h59+/ZFQkICpkyZwtrC\nTBxVBbKqJMskT01NDZKTk5nZ8/v37zPFa/766y88fPgQM2fOVFqap7ie5X369BEpAiTA4XAQHByM\nJ0+eNFuURl1WrFgBf39/fPrppzA3NwcAvHz5Et26dcP69evVPDrVkaWKvKLi4uIwZ84ckaI+NTU1\niI+PFwroVZnSLu8qs6z77hVVVlaGU6dO4dGjR6zFJiVd4BsZGWHjxo04e/asSveTq5OqV3FLSkqE\naj64uroytSIEnzHKUFtbi/Pnz+Phw4fQ1dXFpEmT4OHhgZiYGJw7dw7a2toYP368Qs8hbecRQHx9\nhN69e6OwsFDqauPyBrCqCHwb69KlC4YPHw4PDw+kpaXh1q1buHnzJhISEljrO4nbwy/NBCXb5xyX\ny1X4+73xXvjGK8QjR45stlibNK2cm9beUYWCggJmcgIAfv/9d0ycOJEJ6Pl8vkihP6Ch3sj333+P\njh07ChWx43K58PX1RXl5ObZt28b6nPIsDChaAyE1NRUxMTG4e/cutLS0MGTIENY23pqMAno1sbW1\nRVFRkdSpMbt370ZaWhrc3d0xf/585uLo2rVrLTI+SS3K2P74NZmFhQX27NmD5ORk5OfnA2hY3VFW\nsPz69WumTYeRkRH09fXRp08fqc/n8XiIjY3FH3/8wezLs7KygpmZGfh8fruYjImNjcX9+/eZgP7K\nlSuwtbVlvuDz8/NhZmYmMYVMFk17lmtpacHExETiBcX169elLkqjLhwOB/v27cPDhw+Z97qNjQ36\n9+/fLt5HAo2ryHt7e2P37t1MFXllVeRuXMDqzZs3QgVQeTwe/vrrL9bUcXWktEtLnn33ijp8+DBK\nSkowbdo0kWKTjTXdeyugpaWF2bNnw97evsW+T9uz+vp6kd+7jo6OUJChDMHBwbh+/TpcXV2RkZGB\n/fv3Y+TIkXjy5AnmzZuHIUOGKDyh1DgI5fP5+OOPP2BkZMTUQcrMzERlZaXEbW7jxo3DyZMnUVZW\nxjqxK9j335i8AWxLBb5NPXjwACkpKUhNTUVWVhZsbGzg5OSEtWvXKq1IWeOtIufOnRPKxOHxePj7\n77/FZsdJS5G98DNmzFBZZxpFSLtVa/DgwaisrMSBAwewceNGuLi4MCvzr169wrZt28S2l1NkYaC4\nuBhFRUV46623mn2flpaWIjY2FnFxcSgsLISjoyMWLFiAIUOGqPV7UF0ooFeTjz76CKdOnYK3tzd6\n9eol8gHS9IMhKSkJ48aNw5gxY5hCYS1FmhZlbGk4mubRo0c4fvw4fH19YWRkBFdXVyaIr6qqwtq1\nazFv3jyh1Qd5Nb6g19LSQk1NjUgParYvCz6fj7179+Kvv/5Cjx49mJ6v+fn5OHz4MO7evSt2NVmT\n3Lx5E5MmTRI69p///IdZTY2Pj8fVq1cVDuibZgKcOXNGaIJLR0dHbCZAW1kB1NLSwoABAzBgwAB1\nD0VtGv9NczicFqki37iAFdvqjpaWVrNV2FWd0t4ceffdKyI9PR07duxo9mK+uT3b7777Lt59912l\njau12rdvHz799FMYGRk1u+KsrP+nxgsEgOgigTKe686dO1i5ciUGDRqE3NxcrF+/HvX19fD391fa\n32zj99Dp06cxZMgQLF26lJko4PF4OHbsmMQWWt988w0A4IcffmC9XbByLm8Aq4rAtyk/Pz+YmJhg\nwoQJ2LRpk0yZp9JqvFXk2bNnQivourq66NGjByZOnKj055XW0KFDm63d0daMHj0aFRUV2Lt3L774\n4guEhITgn3/+wbZt2yS2D5ZnYaCiogIHDhzAw4cPATRs4+jatSsOHTqETp06CbVjBhrec8nJyUxr\nbU9PT7HtjtsLCujVZNeuXQAgtrhS03SoHTt2IDo6Ghs3bkT37t0xYsSIFrv4UFW7rNYuMjISo0eP\nFrsXyMvLC1euXFFKQN/0gp4tCGdLkYuNjUVaWhq2bNkisp//0aNH8Pf3R1xcnMZPwBQWFsLOzo75\nuUOHDkJfHL1798bx48cVfh5lZQIIZslb46p3cnIykpOTWVsqtZfPhri4ODg4OAhtZTI2NkZNTQ1u\n374t8vfUXGBUWVkpcmzr1q1MdfvPP/9cKNVUV1cXFhYWrBdNqk5pl4U6qrubm5urrOe9JjAyMmL+\nj1Sxosj23aOMAnVNvXz5Er169QIApqjWhAkTWuz9GBMTg6+//lrob05bWxsTJkzAl19+KbYbRtPs\nLnHkDWDVEfjOmzcPaWlpuHjxIqKiopiieM7OzkoLsgRbRQ4fPoz58+e32Hu3NX4nK0qRLbSTJ09G\nRUUFduzYASsrK2zdulWqrTKChQEnJyeR6zE2gYGB4PF4+P7774Um94YOHYqTJ0+KBPQ6OjpYu3Yt\n3n77bbV/77UWFNCriaR9bGy9jx0dHeHo6Ij58+cjISEBMTExzB/Aw4cPYW5uLnFWmMguJycHc+bM\nEXv7gAEDcOnSJYWfR5E9jbdu3cKUKVNYi/P169cPkydPxs2bNzU+oK+srERdXR3zc9Pgnc/nC90u\nL0UzAeLi4nDx4kWm2F+3bt0wadIkmeoltKTz588jNDQUDg4OEtOXNd3hw4ehr6+PTz/9VKhdZFVV\nFQ4fPizy99TcxaWRkZHIOYICVgcPHoS5ublUFyXqSGmXhTqqu8+fPx9nzpzBkiVLlFLdWdM1npRT\nxQSdqiYBeTyeUPCqo6PTomm3PB4P+fn5IgFrfn6+xAkmS0tLqR5f3gBWVYFvY+PHj2fqE+Tm5iI1\nNRVJSUk4fvw4TE1NceTIEaU9V0u/n1rrXnhF7Nixg9naUVNTgz179jB/K+K2vjSdpNbV1UWnTp3w\n888/Cx1ny6zh8XgICwvDtWvX8OrVKxw4cABdu3bFuXPnYGVlxbq3/cGDB/h//+//iXyGd+vWjbXF\nY3uqXi8tCujVpHE1UuB/7edu3LiBzMxMsZU0DQwM4OnpCU9PTxQUFCA6Ohrh4eEICgqCq6srvcmV\n6NWrV6zt6gR0dHRQXl6u8PM0fS/IIicnR2w7D6Ch5+vly5flfvy2wtzcHLm5uWJXA3JyciSmiElL\nkUyAiIgIBAcH44MPPmAqoKenp+Po0aMoLy9X2v5+RVy7dg0+Pj6tZoJBnWbOnImDBw8iNze32dR3\nRS4yLS0tUVlZib///pu1qFvjiQB1pLS3Rk37bVdXV+Ozzz6Dvr6+yJ7ktnbxTeQnqfaPgLL+NkaO\nHIkjR46gqKiIKfT15MkThIeHixRQS0xMhJubG3R1dZGYmCjxcRsXIAPk/2xRdTYVn89HVlYWUlNT\n8ejRI2RkZIDP5ytlwlGV20Tk2Quv7AKDyjR9+nShn5u+vwCw1nxo+jsYOnSo1M8ZFhaGuLg4zJ07\nFz/++CNz3M7ODpGRkawB/Zs3b1gn4CorKyVeh5P/od+SmrG1n1u0aJFU51pbW2Pu3LmYPXs2EhMT\nERMT08KjbV+6dOmC3NxcsdVoc3JyxBYFUZWKigqJ+7ZMTU1Z0301zcCBAxESEgJ3d3eR/es1NTUI\nDQ2Fu7u7ws+jSCbA5cuXsXjxYqEAbdCgQbCxscH58+dbRUBfV1cHR0dHdQ+jVRg+fDgcHR2xb98+\nPHv2TCkdLdgkJibi+++/B5fLhaGhoUhWROP3izpS2lsjZfRHJ4p1CGhtpKn9o0wff/wxzMzMcOnS\nJZSVlQEAzMzMMGnSJJGUdn9/f6bivL+/v8THbfo73759u8T7i8vwk/c8eezevRsZGRl48+YNevTo\nARcXF3h5ecHJyUkp++lVuU1E0/bCz5gxQ67zFJkQiouLw9KlS9G/f3+hNpE9evQQ2/a1b9++iI+P\nZybPBbVhLl68CBcXF7nH0p5QQK8Gym4/p62tDQ8PD3h4eLTAaNuvgQMHIjg4GG5ubqxBoiCAVCce\njyeyItWYtra20qsJt0ZTpkzB7du3sXr1aowdO5YpHFlQUIArV66Ax+NhypQpCj+PIpkAZWVleOut\nt0SOv/XWW8wFobp5enri5s2bIrP67ZWjoyP8/PywZ88efPnll1iyZInSn+PUqVMYNWoUZs2a1Wx1\nZXWktLdGzbWQkiQ4OBguLi5wdHRUerXvtkbaDgFtgapXpLW1tTF58mRMnjyZKWArLthsHKTLOknS\ntOp9fX09srOz8ezZM4lb6eQ9Tx7du3fH+++/DycnpxYJuFW9TYQoprS0lHUhTNKCx8cff4zt27cj\nMzMTdXV1OHPmDJ49e4ZXr17h66+/bukhawQK6FVM1e3niPymTp2Ku3fvYtWqVRg7diwTxOXn5+Pq\n1avg8XiYOnWqmkcpWkG4sfbSYtDMzAw7d+7E0aNHERQUJHSbq6srFi9ezPRDVYQimQAcDgcJCQki\n75mEhASpexK3tNraWty4cQPJycno0aOHyGRRe1wZtbCwwHYsqoQAACAASURBVM6dO/Hdd99h586d\nSn/80tJSjBs3Tq5WSaShrSBbv+3Xr19j8eLFIgHU48ePERERAR6PBwcHBzg7O8PZ2Rl9+/ZtdwG+\ntB0CiGTSBLGPHz/G69evmYKqQMNKZkhICKqrq/HOO+9g4cKFIt/l8+fPZ328kJAQcLlcsc8n73my\nELymxgUApXlNioiOjka/fv2oXkYrZmNjg7S0NJF6EXfu3EHPnj2FjuXm5sLOzg52dnY4cOAALl++\nDF1dXVRUVMDd3R3jxo1TynbJ9oACehVTZfs5ohhBkHjs2DGcOXNG6DY3NzcsWrRIKUGiIqSZadf0\ngngCVlZW2Lx5MyoqKpiicxwOR6h6uKIUyQSYMWMGvv32W6SlpTEr9RkZGXj06JHSepsrKjc3l7m4\nf/bsmXoHo0bTp08X2s+nr6+P9evXIyQkBGlpaUp9rgEDBuDp06dMYUWiHLW1tax7L7ds2YL6+no8\nefIEaWlpSE1NxeXLl1FbWwsHB4d2tRpEHQLk5+PjIzGjoWk1+9DQUDg7OzMBfW5uLo4cOYL33nsP\nNjY2uHjxIjp37txsvQ6BESNGYNOmTSLVv1vqPDbKfk3SCA8Px48//oguXbowk3EuLi5KmRRvS1tM\nWrPp06fj0KFDKC0tBZ/Px927d1FQUID4+Hhs3LhR6L7r16+Hg4MDPD09MXToULm3CBBAi0+f5ir1\n+PFjREdH4/bt20Lt55YtWwZ/f3+5Uu5Jy2vJIJG0LcXFxTh69CjTL1VAkAkgKTDLzMxEREQE05u1\ne/fumDhxosisNdFsjQtjlZeXIzQ0FCNHjmTabTXGVsSIAFFRUQAa2h15e3sLTcDweDykpaXhxYsX\nYlvDAg0TcSkpKUhOTsa9e/dgZGSklPaWbcWDBw8QERFBHQLkIHj/CdTV1SE7OxtJSUmYNGkS/v3v\nfwvdvnTpUmzYsAEODg4AgLNnzyI1NZWZQLp9+zZCQkKwf/9+qZ4/Pj4eQUFBQkXHWvI8Nsp+TdIq\nLS1FSkoKMyH3/PlzdO7cGc7OzvjPf/6j1Oci8klLS0NoaChycnLA5XLRs2dPTJ8+HQMGDBC5X0xM\nDO7evQsej4fBgwfD09MTTk5Oahp520UBvZpwuVym/dzff/8NHo+HTz75BKNGjaL2c+0Ul8tFeHi4\n2AJF0vavJaqhSZM8zVUOFtD06ulN5eXloaSkRGTfn6JBtre3t9T3pVUjdoJ6AiUlJejSpYtQ2z9d\nXV1YWVlh5syZ6NOnj9B5169fR0pKClJTU1FXV4e+ffsyPbN79OjRpveRS4OtQ0B9fT11CFCSK1eu\nIDMzU2Sv95w5c3DgwAFYWFgAaMgUGThwILMFq7i4GOvWrcPJkyeFzmv62czn81FWVoanT59i2rRp\nYlc05T1PFvK+JmWprq5GWloabt26hZs3b4LP5+PcuXMt8lykZXG5XNy+fRuxsbFIT08Hh8PBqFGj\nMHLkSLVnwrYVlHKvJtR+jjR15MgRpKWlYfjw4ejcubPGX1i2dcbGxky7IkkEBZOao4p+wa3xuVuj\noqIi7Nu3D7m5uay3KxpkU5CuuEOHDgFoqOb9+eefSz2hdvToUZiYmGDChAn44IMPWrRXeWvUHutg\nqNLAgQNx9uxZkYDe1NQUxcXFsLCwQF1dHbKysoRS0blcLmuB26afzVpaWrC2tsbMmTNFVjuVcZ4s\n5H1Ninjw4AEzIZeVlQUbGxs4OTlh7dq1tKrbjOTkZERGRgplCH744YdwdXUVul9zrRUbY5vcXrly\nJXbt2oVOnToJHa+srMSGDRtYF6cMDAwwatQojBo1CoWFhYiJicHVq1eZwtQUEzWPAvpWgNrPEaCh\nvsLGjRuZHuVEMzRdERNHnUEeVQ4WFhAQAEtLS2zZsgUrV66En58fKioqcPLkSaECUET9BO236urq\nUFxcjK5du0oMIj7//HOkpaUhISEBISEh6NmzJ7MPt2/fvhpfnHDkyJHg8Xi4dOkSEhMTUVdXh379\n+mHGjBntrihgS7hz5w7r5NLAgQNx5swZzJkzB/fu3YO+vr5QAJqTk8O6D7w196GX9zUpws/Pj5mQ\n27Rpk1La4rUHV69exc8//4x//etfGDduHADgyZMn2LVrFz755BOMHTuWuW9zrRUbY7tuefHiBXg8\nnsjx2tpalJaWNvuYHA4HU6ZMgaWlJc6cOYP79+9LPZ72jAL6VoTaz7VvHTt2bNNp24Rd436/fD4f\nu3btwvLly6lyayv25MkTfPXVVzAxMYGWlha0tbXRt29fzJ49GwEBARL3ZcvqxIkTsLa2FrqgAhpS\ndwsLC8VWqyYNampqcPz4ccTFxQEADhw4gK5du+LEiRPo0qWLyF7mxt+xVVVVSEtLw+3bt7F7925o\na2uLdMnQRGFhYQgNDUX//v3RoUMHREVF4dWrVzSxJ4MvvvhCKItOkNJeXl6OxYsXi9zf29sb33zz\nDbZt2wYDAwP4+PgI1cuIiYkRWSltLDMzE3l5eQAAW1tbqeuuyHueNBR9TfKYN28e0tLScPHiRURF\nRTGTcc7OzmLbyRLg119/FQncgYa2ub/++qvQ8cZB+sOHDxEUFIRZs2bB0dERQEMtsODgYMyaNUvo\nsRqv7D948EAoS4TH4yE5OVmk8n1TqampzJ56LS0tDBkyBJ6enrK/4HaIAnpCWglvb2+EhITAx8dH\n41eJ2hNnZ2ehn7W1tdGnTx+qat6K8Xg8ppaJiYkJSktLYW1tDQsLCxQUFCj1ue7evYtNmzaJHHd0\ndER4eDgF9M0ICgpCTk4Otm3bBl9fX+Z4//79cf78eZGAHmhoaZeamsqk7j579gzGxsbtJjsqPj4e\nixcvhpeXF4CGi/bdu3dj+fLlQrUIiHjvvPOO0M9aWlowMTGBi4sLunfvLnJ/ExMTbN++HVVVVTAw\nMBD5Pa9du5Z1+8erV6/w7bffIjU1lQmQqqqq4OLigtWrV8PExIR1fPKeJwt5X5Mixo8fj/HjxwNo\nqKqfmpqKpKQkHD9+HKampjhy5IhSn09TVFZWws3NTeT4gAEDJE5iBgYGYsmSJUKfjW5ubtDX18dP\nP/0kVPCw8cq+YEuUgI6ODiwtLVm7K5SWliI2NhZxcXEoLCyEo6MjFixYgCFDhrS7LVGKoICeEDVq\nOstfWFiIJUuWwNLSUqTa9Z49e1Q9PELaJVtbW2RnZ8PKygq9e/fGxYsXoauri+vXryu9GnhFRQXr\nRYuRkRFev36t1OfSRPfu3cPq1avh6Ogo9Flqa2uLoqIikft//vnnyM/PR8eOHeHk5ITRo0czBfHa\ni5KSEqGLe1dXV2hpaeGff/6Bubm5GkfWdshbVE5cvRJx2XknTpwAl8vFN998w3RBysvLw6FDh3Di\nxAmsXr1aqefJQ9bXpCg+n4+srCykpqbi0aNHyMjIAJ/PV8okhaYaNGgQ/vjjD0yaNEno+L1795i2\ng2wKCwtZ/3+NjIxQXFwsdEywsu/j44Ndu3ZJ9f/h5+eH5ORkdOrUCSNGjICnpydlWsiJAnpC1Kjp\nLD8hRP2mTp2K6upqAA2ZM7t378bWrVthbGys9LRkDoeDpKQkkVTIv/76i1qJSaG8vBympqYix7lc\nLuv933//fTg7O8POzq6lh9Zq1dfXi+yX19HRQX19vZpG1LbV1NSIdMJQVqHRpKQkbNmyRailsY2N\nDRYtWoSdO3cq/bzWbvfu3cjIyMCbN2/Qo0cPuLi4wMvLC05OTrSfvonGrRVtbGwQFhaGlJQUJnX+\nyZMnyMjIwIQJE8Q+Ru/evXHy5EmsXLmSqTZfVlaG06dPiy0K3HR1XhIdHR2sXbsWb7/9NmUHKYgC\nekLUSBmtY0jbQx0MWqeIiAhMmDBBaPWSw+Hg22+/RUVFBXR0dODn5ydxRUNW48ePx4kTJ1BeXo5+\n/foBaKhGHBERQRXJpeDg4ID79+8zhZ4Ef1vR0dHMhWtjgokTaYvoaapDhw6hQ4cOzM+1tbU4evSo\n0Hav9tamUhZcLhdBQUG4ffs2ayaNsoqc8vl8kWw9oCEQktR1Wt7zWrvu3bvj/fffh5OTE3VnaUZk\nZKTQzx07dkReXh5TUwFomHiKiYnBtGnTWB9jxYoV8Pf3x6effspk77x8+RLdunXD+vXrmftFRUXB\ny8sLenp6QhMJbD788EPm31S9XnkooCeklfj777/B5/NF+iY/efIE2tracHBwUNPIiCKa9gNmu3AG\n6OK5NTh79iw6deqE9957T+Q2XV1d+Pr6Kj0N3tPTE3V1dQgLC8Mvv/wCALC0tMTixYtZx0GEzZo1\nC35+fsjLy0N9fT2ioqKQl5eHjIwMbN++XeT+shbR00Rs76vhw4erYSRt1+nTp5GSkoLFixfj4MGD\nWLRoEUpLS3H9+nXMnj1bac/Tr18/BAQEYNWqVUwh1dLSUgQGBjITgMo8r7V6/PgxXr9+LdRlJC4u\nDiEhIaiursY777yDhQsXCk1StXeyrJSLw+FwsG/fPjx8+JBpd2djY4P+/fsLLUxERkZi+PDh0NPT\nE5lIaExLS0sooCfKo8Vvy1N1hGiQTZs2YcqUKSJdDu7evYsLFy7Az89PTSMjijh8+LBU96MK0+p3\n584dfP/991izZo1Qf10ulwtfX1+Ul5dj69atLdahoLy8HHp6elQISEaFhYUIDw9HTk4OuFwuevbs\niX//+9+safUBAQHIyMjA/Pnz4evri3379qFr1664d+8ezp8/r9QOBkRzrVixAitXroSLiws++eQT\n7NmzBxwOB/Hx8bh16xZroUt5lJSUYO/evXj27BksLCyYY3Z2dvjiiy/E1jyQ97zWys/PD87OzsyE\nW25uLjZs2ID33nsPNjY2uHjxIry8vDBz5kw1j1Rz1dTUoEOHDpRh2ErRCj0hrUReXh7s7e1Fjvfs\n2VMoRYq0LRSotx2DBw9GZWUlDhw4gI0bN8LFxQVcLhd+fn549eoVtm3b1iLBfH19PVJSUlBUVIRh\nw4YBaFhNMzIyouBeChwOB8uXL5fqvrIW0SOETUVFBdOpxNDQEBUVFQCAvn374ujRo0p7HgsLC+zZ\nswfJycnMCmn37t2bbQcn73mtVXZ2Nry9vZmfb926hd69ezN/9+bm5ggJCaGAXoKXL18iMTERJSUl\nIjUfxG3v4vF4CAsLw7Vr1/Dq1Ssmo+ncuXOwsrKilnKtCAX0hLQSHTp0QFlZmUghrH/++add7vEk\nRB1Gjx6NiooK7N27F1988QVCQkLwzz//tFgw/+LFC/j5+aGkpAS1tbVwdXWFoaEhLly4gNraWixd\nulTpz6kJGl/ci6OlpYVz584JHZO1iB4hbLp27Yri4mJYWFige/fuSEhIQO/evZGYmKj04mxaWlpw\ndXWVORiX97zWqLKyUujvNjU1FQMHDmR+dnBwwMuXL9UxtDYhOTkZe/fuhZWVFQoKCmBra4sXL16A\nz+ejZ8+eYs8LCwtDXFwc5s6dix9//JE5bmdnh8jISNaAnsfjITY2FsnJySgvLwePxxO6fevWrcp7\nYYRBAT0hrYSrqyvOnDmDL774gin2UllZibNnz6J///5qHh0h7cfkyZNRUVGBHTt2wMrKClu3bm2x\nFNWAgAD06tUL/v7+WLhwIXPcw8ND6AKKCJNUc+Lx48e4fPkya/EvWYvoEcJm5MiRyM7OhrOzMyZP\nnow9e/bg6tWrqKurU0oxS8Ge8cYFOKXZMy7vea2dqakpM4FSV1eHrKwsodV4LpdLCx8SnDlzBhMn\nTsTMmTMxb948fP755zA1NcV3333H2p9eIC4uDkuXLkX//v2FMk969OiBgoIC1nMCAgIQGxsLd3d3\n2NraKv21EHYU0BPSSsybNw9bt27Fp59+ysyYZmdnw9TUFCtXrlTz6AjRfE0LGOrq6qJTp074+eef\nhY4rs4Bheno6du7cKVKR2tLSEqWlpUp7Hk3D1vKzoKAAQUFB+PPPPzFs2DDWVXxZi+gRwqZxqy9X\nV1fs378fWVlZ4HA46NGjh8KPHxoaCmdnZyYwz83NxZEjR4T2jHfu3FkkxVze81q7gQMH4syZM5gz\nZw7u3bsHfX19ODk5Mbfn5OSAw+GocYStW35+PlatWgWgodNBTU0NDAwMMHPmTPj7+2PMmDGs55WW\nlrL+Xvl8vkjavkBCQgLWrFkDd3d35b0A0iwK6AlpJbp06QJ/f3/cvHkT2dnZ0NPTw8iRIzF06FDW\n9jOEEOVq2gZp6NChLf6cfD5fJCURaLiQMjQ0bPHn1wSlpaUICQlBXFwcBgwYgL1794rtM9+3b1/s\n3bsX4eHhsLOzw4MHD9CzZ0/4+vq26970RDFWVlYi2+UUIe+ecU3da+7t7Y1vvvkG27Ztg4GBAXx8\nfISui2JiYjRia0FL0dfXZwJwMzMzFBUVMavn5eXlYs+zsbFBWloaLC0thY7fuXNHbKq+rq4uTa6o\nAUUJhLQiBgYG8PLyUvcwCGmX1FHA0NXVFZGRkVi2bBmAhhRwLpeLkJAQoT2iRFRVVRXCwsJw5coV\n2Nvb46uvvhJatRNHliJ6hDSmqpR2efeMa+pecxMTE2zfvh1VVVUwMDCAtra20O1r166lAqIS9OnT\nB+np6bCxscHAgQNx8uRJ5Obm4u7duxK3Gk2fPh2HDh1CaWkp+Hw+7t69i4KCAsTHx2Pjxo2s50yY\nMAFRUVFYtGgRVcRXIQroCWlF4uPjce3aNRQXF2Pnzp2wtLREREQEunbtyppiSghp2+bNmwdfX1+s\nWbMGtbW1OHDgAAoLC9GpUycmRZKIunDhAi5cuAAzMzOsWrWKPh+JSqgqpV3ePeOavte8aRaVgLGx\nsYpH0rZ88sknTOHPmTNngsvlIiEhARwOR2LNh3feeQcbNmxAaGgo9PX1ERISgp49e2LDhg1iMyLS\n09ORkpKCpKQk2NjYiGSYKnPLGvkfCugJaSV+++03BAcHY/z48fjll1+YNFxjY2NERUXRBSshGsjc\n3Bz+/v64desWcnNzweVy4enpieHDh0NPT0/dw2u1zpw5Az09PXA4HMTFxSEuLo71foKLR3mr4hPS\nmKpS2uXdM057zUlTPB4PL1++ZGo7GBgYyNQ9xcnJCVu2bJH6/h07doSHh4fM4ySKoYCekFbi8uXL\nWLZsGTw8PBAeHs4c79WrF06dOqXGkRFCWpKOjg5GjBih7mG0KSNGjJApnVPeqviENKaqlHZ594zT\nXnPSlLa2Nnx9fbF//36ZWyquXLkSu3btQqdOnYSOV1ZWYsOGDTh48KDIOerYukYooCek1SguLmYt\nMtKhQwfqkUyIBklMTISbmxt0dXWRmJgo8b6DBg1S0ajaFh8fH5nuL29VfEIaU1VKu7x7xmmvOWFj\na2uLoqIimQs3vnjxgrVoa21tLXVhaWUooCeklbCyskJ2drZINVHBPiRCiGbw9/fHTz/9BFNTU/j7\n+0u8b3BwsIpG1X7IUhWfkMZUndIu755x2mtOGvvoo49w6tQpeHt7o1evXtDX1xe6ven7pfFE84MH\nD4Ru5/F4SE5OFrlWXbBgAetzGxkZwdraGhMnTqTskBakxaccM0JahRs3buD8+fOYN28efvjhByxf\nvhxFRUX49ddfsXz5cpW00CKEtA4lJSUIDQ2lauxK1LQq/pw5c6Sqik+IQHl5Ob755hukp6czKe2N\n9wvv2LEDffr0waxZs9Q4SkKENZd91HTiWNL9dXR0YGlpiXnz5gl1e4iNjWW9f1VVFTIzM5GQkIC1\na9dS1lkLoYCekFbk999/x/nz51FUVAQATLVcT09PNY+MEKJK2dnZ2LBhA63QK0njqvizZs2iIqNE\nIeJS2isqKmBgYCBS2ZsQdUpNTZV4u7OzM+txHx8f7Nq1CyYmJgqPISIiAnfu3MHOnTsVfiwiigJ6\nQlqh6upqcLlcoeI7hJD2gwJ65fL29oaenh769+8vEoQ1Ri2VCCHtSW5urkq2HBUUFGDz5s0ICAho\n8edqj2gKkZBWIjQ0FH379kW/fv2gr6/P7HHicrmIiIjA9OnT1TxCQghpm2Stik8IIZrqzZs3uHXr\nFm7cuIHMzEyhieOoqCh4eXlBT08PUVFREh/nww8/lPo56+rqKHOlBdFvlpBW4vz589DR0cHs2bMx\nYcIE5jiXy8X58+cpoCeEEDnJWhWfEEI0TWpqKqKjo3H37l106dIFHh4eWLRokdB9IiMjMXz4cOjp\n6SEyMlLsY2lpackU0EdHR8Pe3l7eoZNmUEBPSCuycuVKHD9+HLm5uVi6dCnNZhKiofbt2yfx9srK\nShWNhBBCiKYqKytDbGwsoqOj8ebNGwwZMgR1dXVYv349awelQ4cOsf67OYGBgazHq6qqkJWVhefP\nn2P79u2yvwAiFYoWCGlFXFxc4Ovriz179mDbtm1Yv369uodECGkB4tpKNb79vffeU9FoCCGEaJrd\nu3cjLS0N7u7umD9/Ptzc3KCtrY1r164p/bmys7NZjxsaGsLV1RXr1q2DlZWV0p+XNKCAnpBWhsPh\nwNfXF/v378fGjRuxZMkSdQ+JEKJkn376qbqHQAghRIMlJSVh3LhxGDNmDLp16ybz+TweD7GxsUhO\nTkZ5eTl4PJ7Q7Vu3bmX9N1E9CugJaYWMjIywadMm/Pzzz/D391f3cAghhBBCSBuyY8cOREdHY+PG\njejevTtGjBiBd999V+rzAwICEBsbC3d3d9ja2rbgSImiqG0dIa1EbGwshg4dig4dOggdj4mJQVpa\nGq3oEUIIIYQQmXC5XCQkJCAmJgZ///03eDwePvnkE4waNQqGhoZiz1u0aBF8fHzg7u6uwtESeVBA\nTwghhBBCCCEarqCgANHR0YiPj0dlZSVcXV2xYcMG1vsuW7YMW7duhbW1tYpHSWSlre4BENLePXr0\nCGvWrEFVVZXIbVVVVVi7di2SkpLUMDJCCCGEEKIprK2tMXfuXBw5cgSrVq2SeN8JEyYgKioKtPbb\n+tEeekLULDIyEqNHj2atem1kZAQvLy9cuXIFbm5uahgdIYQQQgjRJNra2vDw8ICHh4fY+6SnpyMl\nJQVJSUmwsbERaaW8bt26lh4mkRIF9ISoWU5ODubMmSP29gEDBuDSpUsqHBEhhBBCCGnPOnbsKDHg\nJ60HBfSEqNmrV69EZj0b09HRQXl5uQpHRAghhBBC2jMqxtx20B56QtSsS5cuyM3NFXt7Tk4OOnfu\nrMIREUIIIYQQQtoCWqEnRM0GDhyI4OBguLm5QU9PT+i2mpoahISEUMsQQgghhBDS4hYsWMB63MjI\nCNbW1pg4cSJcXV1VPCoiCbWtI0TNysrKsGHDBmhra2Ps2LFMe5D8/HxcvXoVPB4Pe/bsgZmZmZpH\nSgghhBBCWrvExESp7zto0CChn2NjY1nvV1VVhczMTCQkJGDt2rUi5xH1oYCekFbgxYsXOHbsmEh7\nOjc3NyxatAhWVlZqGhkhhBBCCGlLvL29pb5vcHCwTI8dERGBO3fuYOfOnbIOi7QQCugJaUUqKipQ\nWFgIAOBwODA2NlbziAghhBBCSFv18OFDBAUFYdasWXB0dAQAPH78GMHBwZg1a5bM6fMFBQXYvHkz\nAgICWmK4RA60h56QVsTY2Bi9e/dW9zAIIYQQQogGCAwMxJIlS9C3b1/mmJubG/T19fHTTz9h//79\nMj1eXV2dxO5MRPWoyj0hhBBCCCGEaKDCwkIYGRmJHDcyMkJxcbHMjxcdHQ17e3sljIwoC02vEEII\nIYQQQogG6t27N06ePImVK1cyBZbLyspw+vRp1qzQwMBA1sepqqpCVlYWnj9/ju3bt7fomIlsaA89\nIYQQQgghhGigwsJC+Pv74/nz5zA3NwcAvHz5Et26dcP69evB4XCE7i8uWDc0NIS1tTXGjBlDxZpb\nGQroCSGEEEIIIURD8fl8PHz4EPn5+QAAGxsb9O/fH1paWmoeGVEGCugJIYQQQgghRMPV1NSgQ4cO\nFMhrGCqKRwghhBBCCCEaiMfjITQ0FMuWLcO8efOYQnjnzp1DdHS0mkdHlIECekIIIYQQQgjRQGFh\nYYiLi8PcuXOF2s3Z2dnhxo0bahwZURYK6AkhhBBCCCFEA8XFxWHp0qUYPnw4tLX/F/r16NEDBQUF\nahwZURYK6AkhhBBCCCFEA5WWlopUsgcaCuXV1dWpYURE2SigJ4QQQgghhBANZGNjg7S0NJHjd+7c\nQc+ePdUwIqJsus3fhRBCCCGEEEJIWzN9+nQcOnQIpaWl4PP5uHv3LgoKChAfH4+NGzeqe3hECaht\nHSGEEEIIIYRoqLS0NISGhiInJwdcLhc9e/bE9OnTMWDAAHUPjSgBBfSEEEIIIYQQQkgbRHvoCSGE\nEEIIIUQDrVy5Eq9fvxY5XllZiZUrV6phRETZKKAnhBBCCCGEEA304sUL8Hg8keO1tbUoLS1Vw4iI\nslFRPEIIIYQQQgjRIImJicy/Hzx4ACMjI+ZnHo+H5ORkWFpaqmNoRMloDz0hhBBCCCGEaBBvb2+x\nt+no6MDS0hLz5s3D22+/rcJRkZZAAT0hhBBCCCGEaCAfHx/s2rULJiYm6h4KaSEU0BNCCCGEEEII\nIW0Q7aEnhBBCCCGEEA0RFRUFLy8v6OnpISoqSuJ9P/zwQxWNirQUCugJIYQQQgghRENERkZi+PDh\n0NPTQ2RkpNj7aWlpUUCvASjlnhBCCCGEEEIIaYOoDz0hhBBCCCGEENIGUco9IYQQQgghhGggHo+H\n2NhYJCcno7y8HDweT+j2rVu3qmlkRFkooCeEEEIIIYQQDRQQEIDY2Fi4u7vD1tZW3cMhLYACekII\nIYQQQgjRQAkJCVizZg3c3d3VPRTSQmgPPSGEEEIIIYRoIF1dXXA4HHUPg7QgCugJIYQQQgghRANN\nmDABUVFRoMZmmotS7gkhhBBCCCFEA6WnpyMlJQVJSUmwsbGBrq5w+Ldu3To1jYwoCwX0hBBCCCGE\nEKKBOnbsCA8PD3UPg7QgLT7lXxBCCCGEEEIIIW0OmaC/fwAAB4JJREFU7aEnhBBCCCGEEELaIEq5\nJ4QQQgghhBANsmDBAtbjRkZGsLa2xsSJE+Hq6qriUZGWQCn3hBBCCCGEEKJBYmNjWY9XVVUhMzMT\nCQkJWLt2LQYNGqTagRGloxV6QgghhBBCCNEgI0eOlHi7vb09wsPDKaDXALSHnhBCCCGEEELaEXd3\nd+Tn56t7GEQJKKAnhBBCCCGEkHakrq5OpCc9aZsooCeEEEIIIYSQdiQ6Ohr29vbqHgZRApqWIYQQ\nQgghhBANEhgYyHq8qqoKWVlZeP78ObZv367iUZGWQAE9IYQQQgghhGiQ7Oxs1uOGhoZwdXXFunXr\nYGVlpdpBkRZBbesIIYQQQgghhJA2iPbQE0IIIYQQQgghbRAF9IQQQgghhBBCSBtEAT0hhBBCCCGE\nENIGUUBPCCGEEEIIIYS0QRTQE0IIIYQQQgghbRAF9IQQQgghhBBCSBtEAT0hhBBCCCGEENIG6ap7\nAIQQQghRjaKiIly4cAHJyckoLS2Frq4u7OzsMGTIEHh5eUFPT0+t4/vtt9+gp6eHkSNHqnUchBBC\nSFtBAT0hhBDSDty/fx/79+9Hhw4dMGLECNjZ2aGurg7p6ekICgpCXl4eli5dqtYxXr16FSYmJhTQ\nE0IIIVKigJ4QQgjRcMXFxThw4ACsrKzw1VdfwdTUlLltzJgxKCoqwv3799U4QtlVV1dDX19f3cMg\nhBBC1Ir20BNCCCEa7sKFC+ByuVi+fLlQMC/QtWtXjBs3DgDA4/EQGhqKzz77DHPmzIGPjw/Onj2L\nuro6oXO8vb0RGhoq8lg+Pj44fPgw83NsbCy8vb2RkZGBwMBALF68GB9//DH27duH8vJyofPy8vKQ\nmpoKb29veHt7Y/v27UKPkZqaimPHjmHJkiVYsWIFUlJS4O3tjXv37omM4+bNm/D29saTJ0/k+6UR\nQgghbQCt0BNCCCEa7v79++jatSv69OnT7H1/+OEHxMfHY8iQIZg4cSL+/vtvhIeHIz8/H+vWrZN7\nDCdOnICxsTFmzJiBFy9eIDIyEidOnMDq1asBAAsWLMDx48dhaGiIqVOnAoDI5MPx48dhYmKC6dOn\no7q6Gi4uLjA3N8fvv/+Od955R+i+v//+OzgcjlSvmRBCCGmrKKAnhBBCNNibN29QWloqEvCyycnJ\nQXx8PEaPHs3spx8zZgxMTExw6dIlpKamwtnZWa5xmJiYYPPmzczPPB4Ply9fxps3b2BoaIhBgwbh\n7NmzMDExwbBhw1gfo1OnTvjqq6+gpaXFHBs+fDgiIyOZxwGA8vJyPHz4ENOmTZNrrIQQQkhbQSn3\nhBBCiAZ78+YNAMDAwKDZ+/71118AgAkTJggdF/ysyD57Ly8voZ/79u0LHo+HFy9eSP0Yo0ePFgrm\nAeC9995DbW0t7ty5wxxLSEgAj8fD8OHD5R4vIYQQ0hZQQE8IIYRoMMGqNZfLbfa+L168gLa2Njgc\njtBxMzMzGBkZyRR8N2Vubi70s7GxMQCgsrJS6sewtLQUOWZtbQ0HBwfcvHmTOXbz5k04Ojqia9eu\nco6WEEIIaRsooCeEEEI0mKGhITp37oxnz56p5Pl4PB7rcW1t9ksOPp8v9WPr6emxHh8xYgRSU1NR\nWlqKwsJCPHnyhFbnCfn/7dy/S2phHMfxjyA4iNIix0nIqST6eWgo6BBuLhE4uDQbDoJ/QEtrFLQF\n/Q8ORg0pFGZDRoNTQQ22STRooC2iDZcbeONezEHvY+/XeM55zvmun/N8ny+AH4FADwDAmFtcXPwM\nuv8SCATU6XRUq9V6rjcaDbVarZ4dcq/X+2V3vd1uq16vD1znn+30/VpdXZXL5dL19bVKpZLcbrdW\nVlYGrgMAAFMQ6AEAGHMbGxvyeDw6OjpSo9H4cr9Wq+ns7EwLCwuSpNPT0577Jycnkn79GPjNsizd\n39/3PFcoFP66Q98Pj8ejVqv17XU+n0/z8/MqFosqlUqam5v7bOkHAGCcMeUeAIAxZ1mW0um0Dg8P\nlclktLa2plAopHa7rYeHB93c3Gh9fV2xWEyO46hQKKjZbCoSiejx8VHFYlHLy8s9E+6j0aiOj4+1\nv7+v2dlZPT8/q1KpyO/3D1xnOBxWPp9XNptVMBiU3+/XzMxMX2sdx9HBwYEkKZFIDFwDAAAmIdAD\nAPAD2Latvb095XI53d3dKZ/Py+12KxQKaWtr63MK/fb2tizL0uXlpW5vbzUxMaHNzU3F4/Ge90Wj\nUb28vOji4kKVSkXT09Pa2dnR7u7uwK3z8Xhcr6+vyuVyen9/VyQS6TvQLy0tyev1qtvtyrbtgb4P\nAIBpXN3vTKMBAAD4D3U6HSWTSdm2rWQyOepyAAAYCs7QAwAA45XLZb29vclxnFGXAgDA0NByDwAA\njPX09KRqtapsNqtwOKypqalRlwQAwNAQ6AEAgLHOz891dXWlyclJpVKpUZcDAMBQcYYeAAAAAAAD\ncYYeAAAAAAADEegBAAAAADAQgR4AAAAAAAMR6AEAAAAAMBCBHgAAAAAAAxHoAQAAAAAwEIEeAAAA\nAAADEegBAAAAADAQgR4AAAAAAAN9AGMLS16Gu1qYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c402e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "values = byCountry[\"Count\"]\n",
    "\n",
    "plt.bar(range(len(values)), values)\n",
    "plt.xticks(range(len(values)), values.keys(), rotation=90)\n",
    "\n",
    "plt.title(\"Count of Billionaires by Country (Alphabetical)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Number of Billionaires\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/QAAAJmCAYAAADy/MueAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f767128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_values = np.array(sorted(values.items(), key=operator.itemgetter(1), reverse=True))\n",
    "\n",
    "plt.bar(range(len(sorted_values)), sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(sorted_values)), sorted_values[:,0], rotation=90)\n",
    "\n",
    "plt.title(\"Count of Billionaires by Country (Sorted)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Number of Billionaires\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/QAAAHfCAYAAAD+0ZO+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlclWX+//H3OYBsCogIKIpoLmkumEuFqOiomVmZmks1\nI6JYmjY6WpOWa2NNi1qZZS6h9q0kzZypcV/LbSyXNDPBTM1dRDTBheX+/eGPk0cOyrk9CKd5PR8P\nHtO57uu+78/94RzGz7mv+7oshmEYAgAAAAAAbsVa0gEAAAAAAADnUdADAAAAAOCGKOgBAAAAAHBD\nFPQAAAAAALghCnoAAAAAANwQBT0AAAAAAG6Igh4AAAAAADdEQQ8AAAAAgBuioAcAAAAAwA1R0AMA\nbqsVK1YoJiZG5cuXl9VqVdeuXYvlPPHx8bJarTp8+LCt7dChQ7JarUpISDDdtzRav369rFarJkyY\nUNKh3JQ7xQrnjR07Vr6+vjp69GhJh1KqnT9/XhUqVNCgQYNKOhQAbo6CHgBuwb59+zRkyBA1aNBA\nQUFB8vb2VkREhDp37qwPP/xQV65cKekQb2ru3LmyWq2aN29esZ/r0KFD6tKliw4dOqR+/fpp3Lhx\n6tWr1w33yS8Ar//x9/dX/fr1NXLkSJ09e7bAfhaLRRaLpUhxFdbXmWOUNHeKtTT49ttv1a9fP915\n550KCAiQj4+PoqKi9Nhjj2nBggXKy8sr6RBvaty4cbJarfr6669LOhRJ0pEjR/Tmm2/q6aefVkRE\nhCQ5/Oze6Od2/B26mUuXLmnKlCmKj49Xo0aNVKZMGVmtVn322Wc33XfGjBlq2rSpypYtq/Lly6t9\n+/ZatWpVgX4BAQEaPny4Zs2apb179xbHZQD4H+FZ0gEAgLuaMGGCJkyYIMMwdN999+lPf/qTypUr\np5MnT+rrr79WYmKipk+frq1bt5Z0qDd1uwrBVatW6fLly5o8ebJ69uzp1L5RUVGKj4+XJBmGobS0\nNC1btkyvvfaaFi9erG3btsnPz8/W/5///KdGjhxpKyycFRERob179yowMNDU/rfTPffco7179yok\nJKSkQyn1cnJyNGTIEH3wwQfy9PRU69at1blzZ3l7e+vo0aNau3atFi1apG7duhWpgCtJpe1LnAkT\nJujKlSt67rnnbG3jxo0r0G/KlCk6f/68/vrXvyooKMhuW3R0dHGHeVNnzpzR8OHDZbFYVKlSJYWH\nhxdpxMHTTz+tGTNmqHr16ho4cKAyMzM1f/58dejQQXPmzNFf/vIXu/7PPvusXnnlFY0ePVoLFy4s\nrssB8AdHQQ8AJrzyyisaN26cqlWrpgULFqhp06YF+qxYsUKvv/56CUTnHMMwbtu58v9RXKlSJaf3\njYqK0pgxY+zacnJydN9992n79u1auHCh3T+Yw8LCFBYWZjpWT09P1a5d2/T+t5OPj4/bxFrSBg0a\npFmzZqlRo0ZasGCBatasWaBPcnKyvvjiixKIzjm387N7M+fPn9cnn3yidu3aqXLlyrb26z+zkpSU\nlKTz589r6NChioyMvJ1hFklwcLCWL1+uxo0bKyQkRM8995wmT558w31WrlypGTNmqEGDBtq8ebPt\ny8Vhw4apSZMmGjx4sDp27KjQ0FDbPmXLllXXrl01f/58HTt2zC5vAFBUDLkHACcdOnRI48ePV5ky\nZbRkyRKHxbwkdejQQUuXLi3Q/tlnn6lVq1YKCgqSn5+fGjZsqH/+858Oh+dbrVa1bdvW4fFv9tz3\noUOH1KtXL1WsWFG+vr5q1qyZ/vOf/9gdo02bNrZnxPOPZ7Va5eHhYXfcGynK9eQPmx83bpwMw1Bc\nXJztPLcyXDj/DqsknT592m6bo/w440bP0J84cULPPPOMqlevLm9vb4WGhqpbt27avn17gb7XPtKw\ndu1atWnTRgEBAQoMDFTnzp31008/FdgnNTVVL7zwgpo1a6bQ0FDbcPCnnnrK4Z3Cwp5Lj4uLk4eH\nh7KzszVhwgTdeeed8vHxKXBNn376qdq0aaPy5cvL19dX9erV08SJEx2+J7/55hs99NBDqlq1qnx8\nfFSpUiXdd999pp6J37Jli9q1a6egoCAFBASoY8eO2rZtm12fUaNGyWq16qOPPnJ4jO3bt8tqterh\nhx++6fk2bdqkWbNmqUKFClq+fLnDYl6SevbsWeB8hmFo+vTpat68ucqVK6eyZcuqefPmmj59eoHC\n+mbzL+S//6917e/w+++/14MPPqjy5cvL399fcXFx2rx5s13/6tWr23Kef7z8z1S+/M/AwYMHNXXq\nVDVq1Eh+fn5q27atVqxYIavVqn79+jmM8cqVKwoJCVFoaKiys7Md9rnWJ598oosXL6pHjx437VtU\ne/fu1eOPP67KlSvL29tbVatWVb9+/XTo0KECfUeMGCGr1art27drxowZtmutVKmSnn76aZ05c6bI\n5/X19VX79u2dGvHy/vvvy2KxaOzYsXYjhWrVqqXExERlZmY6fA/36tVLOTk5mjt3bpHPBQDXoqAH\nACd9+OGHys7OVvfu3VW3bt0b9vXy8rJ7PWrUKPXq1Uv79u3TE088oSFDhtjaO3bsqJycnCLHcaPh\ntgcPHlTz5s11+PBh/eUvf1GvXr20Z88edenSRevXr7f169u3r7p06SJJ6tKli8aNG2f7uX4orCNF\nvZ6oqCiNGzdOcXFxslgsio+P17hx4zR27FhFRUUV+Zqvl5OTo3Xr1klSgS9Wims48sGDB9WkSRNN\nnz5dNWvW1IgRI9SxY0ctWbJEMTExWrJkSYF9LBaLvvzyS91///0KDAzUwIED1apVKy1ZskRxcXFK\nT0+3679o0SLNmDFDkZGRevzxx/Xss8/qrrvu0qxZs9S8eXMdP368SLHmX3+3bt00ffp0tWjRQsOG\nDVODBg1sfRISEvTEE0/owIED6t69uwYPHqwKFSpo9OjReuCBB+yeJV+2bJnatGmjTZs2qV27dhox\nYoQeffRR+fj46P3333cqj1u2bFFcXJx8fX01ePBgderUSWvWrFHLli21ceNGW7+nnnpKVqtVM2bM\ncHic6dOny2KxaODAgTc95wcffCCLxaKnnnrK7k6pI9d/dp988kkNGjRIp06dUmJiop566imlpaVp\n0KBBBYZS38yN3pvffvutYmJidOXKFSUmJuqhhx7Shg0b1K5dO6Wmptr6DRs2THFxcZJk+zzl/1x/\nnmeffVZjx45Vw4YNNXToUMXGxqpDhw6644479Nlnn+m3334rEMfChQuVnp6uvn37FsiFI/nPicfG\nxjqRicJ98803atasmRYsWKDY2FiNGDFCTZo0UVJSkpo0aaI9e/bY9c+/1gkTJmjEiBFq3ry5hg0b\npurVq2vGjBlq2bKlzp8/75LYHFm3bp0sFos6dOhQYNsDDzwgwzC0Zs2aAttiYmJksVi0cuXKYosN\nwB+cAQBwyp/+9CfDarUas2fPdmq/zZs3GxaLxYiKijJOnTpla8/NzTUeeughw2q1Gq+++qrdPhaL\nxWjTpo3D48XHxxtWq9U4dOiQre3gwYOGxWIxrFar8fLLL9v1X758uWGxWIwHH3zQrn3OnDmG1Wo1\n5s6dW+zXM27cOMNqtRrr168v8nnWrVtnWCwWo3r16sa4ceOMcePGGWPHjjUGDx5s1KxZ0/Dx8TFe\nfPHFAvvdKD99+/Y13bdDhw4Or23z5s2Gp6enERISYmRmZtra58yZY1gsFsPLy8tYu3at3T4jR440\nrFar8cYbb9i1Hzt2zLhy5UqBa1q5cqXh4eFhDBo0yGGOxo8fb9ceFxdnWCwWo1GjRkZ6enqB4yUl\nJRkWi8Xo3r27cfnyZbtt48ePN6xWq/HOO+/Y2rp27WpYrVZj9+7dBY515syZAm2O5MdqtVqN9957\nz27bv//9b8NisRi1a9e2a+/cubNhtVqNPXv22LX/9ttvRrly5Yxq1aoZeXl5Nz33HXfcYVitVmP1\n6tVFijXfJ598YlgsFqNp06ZGVlaWrT0rK8to2rSpYbVajU8//dTWXth7J19cXJxhtVrt2q7Ny7x5\n8+y2ffDBB4bFYjGeeeYZu/abfZ7i4+MNi8ViVKlSxe69ne/NN980rFarMW3atALbWrdubVitViM1\nNdXhsa8XHh5uBAUFFalvVFRUgc/btXJycoxq1aoZVqvV+PLLL+22ffjhh7bfxbVGjBhhWCwWo2zZ\nssZPP/1kt23AgAGG1Wo1hg4dWqT4rjdixAjDarUaycnJDrefPHnSsFgsRuXKlR1uz38/1KxZ0+H2\nWrVqGb6+vkZOTo6p+AD8b+MOPQA4Kf/uaJUqVZzab/bs2bJYLHrppZdUsWJFW7vVatWkSZNksVg0\na9Ysl8RYrVo1vfjii3ZtHTp0UGRkpMsm6bud1yNdHcacPxHhyy+/rPfee08HDhxQ27ZtizTc2hWO\nHj2qlStXKjIy0m7iL0m699571bt3b6Wnp2vRokUF9u3du7ftjmq+AQMGyDCMAr+TSpUqObwr2q5d\nO911111avnx5kWO2WCz6xz/+ofLlyxfY9vbbb8vLy0uzZ89WmTJl7La99NJLCg4O1scff2x3LOnq\nM/vXCw4OLnJMklSzZs0Cd9UfeughtW7dWvv379c333xjax84cKAMw9AHH3xg1//jjz/WhQsXlJiY\nWKTRGGY/ux9++KEsFov++c9/ytfX19bu6+ur1157TYZhuOy9Hhsbqz//+c92bQkJCfL09DT12bVY\nLPr73//u8Fn1vn37ytvbu0BeU1JS9PXXX6tt27aFPpZwrezsbJ08efKW5qy41urVq3X48GF16NBB\nnTt3LhBzdHS0tm/frp07dxbYNzExUXXq1LFrmzhxonx8fIptWPu5c+ckqdAJNPPbMzIyHG4PDw/X\n5cuXdfLkyWKJD8AfGwU9ANwmO3bskHT1ufXr1apVS1WqVNEvv/zicPirs6Kjox0WOFWrVnW4xJsZ\nt/N6JKl169bKzc21/aSlpenf//639u7dq5YtW2rZsmUuOc+N5F9zy5Yt7Z5Vzte2bVsZhmHrd60m\nTZoUaKtataokOfyd/N///Z/at2+v0NBQeXl52Z6R3r17t9NrfDdr1qxA28WLF7Vr1y6VL19eU6ZM\n0fjx4+1+JkyYIG9vb7sltZ544glJUvPmzTVw4EB99tlnptcbb9mypcP2/C89rs3hAw88oOrVq+uj\njz7SpUuXbO0zZsyQl5dXoc+Bu8qOHTtktVpt8zVcq3Xr1vLw8HD4OzfD0fvE09NTYWFhpj+7jn7/\n0tUvYXr06KEffvhBW7ZssbXnP5rw9NNPF+n4+c+nO/rSyIzt27fLYrE4/NsiyTavyPU5t1gsatWq\nVYH+ISEhqlevns6dO6cDBw64JEZXyv8yLC0trYQjAeCOmOUeAJxUqVIl/fTTT04XMvl3cQqb4b1S\npUr69ddflZGRoXLlyt1SjIU9/+7p6emy9bVv5/U4Ur58eT344IPy8fFR+/btNWzYMHXs2NHl57lW\nUa5ZKngnzmKxOPyd5H8pkJuba9c+bNgwvf3226pcubI6duyoiIgI253hpKQkpyf6c3Tn9OzZszIM\nQ6dPn77hhHbXfjH06KOP6quvvtKkSZOUlJSkGTNmyDAMNWnSRK+++qratWt3SzFJV+9WGoZhy3V+\nDE899ZRGjhyp5ORk9enTR9u2bdOOHTvUtWtXhYeHF+mclSpV0i+//KKjR486tSrAuXPnFBwcLE/P\ngv9s8vDwUEhISIFJGc260Wf3+vdJUd0oP4MGDdK8efP0wQcf6N5779WVK1c0b948hYaG2ubXuJn8\n9+a1X7bcCrOfM+nG76trj+1K+XfgCzt2fnthv9uLFy9Kkt3oDwAoKu7QA4CTYmNjZRiGVq9e7dR+\n+f/oO3HihMPt+cOBrx22abFYCp0or7Dhm7eLmespDvfcc4+kq8OEXTUaoDC345pPnz6tqVOnqmHD\nhkpJSdG8efP06quvasyYMRozZoy8vb1NH/ta+TE2btzYbuTD9T/Xv/8eeOABrVq1SmfPntXq1av1\nt7/9TXv27NFDDz3kcMb+whQ2vPjEiROyWCwFcpiQkKAyZcrYhodfO8FdUeVP2Gbms5uenu6woM4f\nLRIQEGBry5/BvrR8dm/0OELz5s3VuHFjffbZZzp37pwWLlyoM2fOKCEhweEoFEcCAwNVpkwZp2aS\nv9nxJHOfsxu9rwrb51aFhoYqKChIJ0+e1IULFwpsz5/MsLAvkfLzdrOJGgHAEQp6AHBS/qzPn3/+\n+U0LmGuX/WrcuLEk2WZlv9bPP/+sI0eOqHr16naFQfny5fXrr78W6J+Xl+fw+VEzPDw8ZBiG03f/\nzFxPcbh2GLKrRh8UJv+aN2zY4PBca9askcVi0d133236HAcOHFBeXp7at29vt/yVJB05csRlQ4b9\n/f111113ac+ePaYKTF9fX8XFxenNN9/UqFGjdOXKFYfLNBZmw4YNDtvXrl0r6fdc5wsJCVH37t31\n3//+V5s2bdL8+fNVvXp1tW/fvsjnzJ+zYMaMGTe9o379ZzcvL8/hEovr169Xbm6u3VD5/KHnjj67\nv/32m1JSUooc840UNsLDWYMGDdKlS5c0d+5czZw5U1arVYmJiU4do0GDBjp+/LjDgtZZjRs3lmEY\nDv+2SL//zbn+c2YYht0qHvnS0tL0448/KjAwUDVq1Ljl+Bxp06aNDMNwOL/FkiVLZLFY9Kc//anA\nNsMwlJqaqsjIyGL/8hPAHxMFPQA4qVq1aho3bpwuX76sTp06FVg3O9/SpUvthoAnJCTIMAz94x//\nsHtWMi8vT8OHD5dhGOrfv7/dMfKXnstfEirfyy+/7HAtZjMqVKggSU4P4zZzPcVh0qRJkqRGjRoV\n+z+IIyIi1L59ex08eFBTpkyx2/bf//5Xn376qYKDg/Xoo4+aPkf+Mn7Xf2mQP/mbM0sb3szf/vY3\nXb58WX379nU4XDgjI8PuOeVvvvnGYfGYf/fz+i8gbiQ1NVXTpk2za/vXv/6lr7/+WrVq1XL4jH3+\n5Hg9e/ZUZmamBgwYUOTzSVeXCEtMTNSZM2d0//33a//+/QX6GIahTz75RE8++aStLf+9PnLkSNvw\naOnqUOkXXnhBFovF7jn+smXL6s4779TGjRvtvvTLy8vTsGHD7I5xKypUqCDDMJz+7F7v8ccfV0BA\ngF5//XWtX79eHTp0cHo5ybi4OOXl5blk0s127dopMjJSy5YtK1Agz5kzR9u3b1fjxo0VHR1dYN9Z\ns2bZzfsgXV1G8+LFi+rTp88tx1aY/Pfm+PHj7b7U2Ldvn2bPni1/f3+791S+PXv26LfffrPNCwAA\nzuIZegAwYeTIkcrNzdX48ePVrFkzxcTEqGnTpipbtqxOnjypr7/+WqmpqWrevLltn/vuu0/PP/+8\n3njjDdWvX1/du3eXv7+/li5dqj179qhly5YaMWKE3XlGjBih5cuX6+GHH1bPnj0VHBysTZs26eDB\ng4qLi3N4N8pZ9913n/z8/PTWW28pLS3N9qzps88+e8Nn381cz604ePCgxo8fb3udnp6uTZs2adu2\nbfLz89O7777rsnPdyPTp0xUbG6vnn39eK1asUNOmTXX48GEtXLhQHh4eSkpKkr+/v90+hmEU+fhh\nYWHq1auXkpOTFR0drQ4dOujcuXNauXKlfH19FR0dre+//94l19K3b19t375d7733nu644w7df//9\nioyMVHp6un755Rd9/fXXSkhI0HvvvSfp6nvi6NGjatGihaKiolSmTBlt27ZNa9asUfXq1dWrV68i\nn7tjx44aMWKEli5dqkaNGik1NVVffPGFfH199eGHHzrcJyYmRo0aNdL333+vMmXKqG/fvk5f83vv\nvSdPT09Nnz5ddevWVVxcnBo1aiRvb28dPXpUa9as0dGjR/XYY4/Z9undu7f+9a9/acGCBbrrrrvU\npUsXWSwWLV68WAcPHlSvXr0KXPtzzz2n/v37KyYmRo899ph8fHy0du1a5eTkqFGjRtq1a5fTsV+v\nTZs2slqteuGFF7R7927byIDrV7i4GV9fX/Xp00fvvPOO048x5OvWrZsmTZqk5cuX33Jx6uHhoXnz\n5qlTp07q3Lmzunbtqpo1a+qHH37QV199pQoVKmjOnDkF9rNYLGrXrp2aN2+unj17KjQ0VGvWrNHW\nrVt155132v39uJnx48fr4MGDkqTvvvtOhmHovffes41CadeunW2SyPzXAwYM0MyZM9WwYUN17dpV\nFy5cUHJysi5cuKCkpCSHQ+qXL18ui8Wibt26OZckAMh32xbIA4A/oJ9++sl49tlnjQYNGhiBgYGG\nt7e3UblyZaNTp05GUlKSw7XEk5OTjZYtWxoBAQGGr6+vUb9+fePVV18tsA54vi+//NJo1qyZ4evr\na4SEhBiPP/64cfjwYSM+Pt7w8PAosHa61Wo1EhISHB4rLi7O8PDwKNC+fPlyIyYmxihXrpxhtVpv\nuEb0rVyP2XXo82O69sfHx8e44447jAEDBhgpKSkF9nMmP87m8tixY8agQYOMqKgow9vb26hYsaLR\ntWtX47vvvivQd86cOYbVajXmzp3r8PqsVqvRtm1bu7aLFy8aL730km196sjISGPIkCFGenq6w99h\nfo4mTJhg117Y7/t6//nPf4yHHnrICAsLM7y9vY1KlSoZ99xzjzFmzBhj3759tn4LFiwwHn/8caN2\n7dpGuXLljMDAQKNBgwbG6NGjjbS0tJue5/pYt2zZYrRv394IDAw0AgICjI4dOxrbtm274f5vv/22\nYbFYjJ49exbpfIXZunWr0b9/f6NOnTpGuXLlDB8fHyMyMtLo2rWrsXDhQof7vP/++0azZs0Mf39/\nw9/f32jatKnx/vvvF3qODz/80Khfv77h4+NjVKpUyRg4cKDTv8N8UVFRRo0aNQq0f/zxx0bjxo0N\nPz8/w2q12h3X0fu6MN9//71hsViMiIgIIzc396b9HWncuLERERFh5OXl3bBfVFRUkeLas2eP0bt3\nbyM8PNzw9vY2qlSpYiQkJBi//PJLgb75a8Vv27bNmDFjhtGwYUPD19fXCA8PNwYOHFjk92e+pk2b\nOvy7k/8zZMgQh/vNnDnTaNKkieHv728EBgYa7du3N1avXl3oeRo2bGhERUU5FRsAXIuCHihFvvnm\nm5IOwe2QM3PIm/PImTmuzlufPn0Mq9VqrF271qXHLU1K4r2WlJRkWCwWY+zYsaaP8emnnxpWq9VY\nvHix6wIromsLenexadMmw2KxGO+8806JxcDfNXPIm/PIWfEplc/Qp6ena+rUqerXr5+efPJJPffc\ncwUmAUpOTtZTTz2lJ598Ui+//HKBmVCzs7M1a9Ys9evXT3/5y180adKkYlmqBHCljRs3lnQIboec\nmUPenEfOzHFl3n799VclJyerXr16tvXq/4hu93stNzdXkydPlpeXl9PzElyrV69eat68ucaNG+e6\n4JxgOPFoS2kwZswY1alTR4MGDSqxGPi7Zg55cx45Kz6l7hn6zMxMjR49Wg0aNNCLL76ocuXK6fjx\n4ypbtqytz+LFi7Vs2TINHjxYFStW1Pz58zVx4kRNmTLFtkbsnDlztHPnTg0fPly+vr6aPXu2Jk2a\ndMO1dgEAQOnz6aefat++fUpOTtaVK1f08ssvl3RIfwgbN27UunXrtG7dOu3Zs0dDhgxR5cqVb+mY\nM2fO1KJFi3T8+PFC15GHdP78ebVq1Urt27cv8vKAAOBIqSvoFy9erJCQED399NO2tooVK9r1Wbp0\nqbp162ZbImbw4MFKTEzU1q1bFRMTo6ysLK1du1ZDhw5VvXr1JF1dkmXYsGHav3+/atasefsuCAAA\n3JIZM2bom2++UdWqVfXWW2+pS5cuJR3SH8KqVas0YcIEBQcHa8CAAXrttddu+Zj169dX/fr1XRDd\nH1tAQIBGjx5d0mEA+AModQX9tm3bFB0drcmTJ2vv3r0KDg5Whw4dbGt3njp1ShkZGWrQoIFtHz8/\nP9WqVUspKSmKiYnRgQMHlJuba/d/KJUrV1ZISIhSUlIo6AEAcCP5a9PDtcaOHauxY8eWdBgu8cYb\nbygkJKTA2vQA8EdX6gr6kydPasWKFbZlSvbv36+kpCR5eXmpVatWysjIkKQCaw0HBgbatmVkZMjT\n07PAerjX9gFKo7CwsJIOwe2QM3PIm/PImTnkzXnkzBzy5jxyZg55cx45Kz6lrqA3DEN33HGHbT3X\nqKgo/frrr1q5cqVatWpVrOfesGFDgQkb6tatq4cffrhYzwvki4+PL+kQ3A45M4e8OY+cmUPenEfO\nzCFvziNn5pA355Ez8/79739r7969dm0tWrRQbGyspFJY0JcvX14RERF2bREREdq6daskKSgoSJJ0\n7tw523/nv46KirL1ycnJUVZWlt1d+uv3uV5sbKwtMdc7e/ascnJyTF0TUFQBAQE6f/58SYfhVsiZ\nOeTNeeTMHPLmPHJmDnlzHjkzh7w5j5w5z9PTU+XLl9fDDz98wxvMpa6gr1Onjo4dO2bXduzYMYWE\nhEiSQkNDFRQUpN27d6tatWqSpKysLKWmpur++++XJNWoUUMeHh764Ycf1Lx5c9sx0tLSVLt2bVNx\n5eTkKDs72+xlAUViGAbvMyeRM3PIm/PImTnkzXnkzBzy5jxyZg55cx45Kz6lbh36Bx98UKmpqfri\niy904sQJbdiwQWvWrFHHjh1tfTp16qRFixbpu+++0+HDh/Xuu++qQoUKatasmaSrk+S1bdtWc+fO\n1Z49e3TgwAG9//77qlOnDhPiAQAAAAD+EErdHfo77rhDI0aM0CeffKLPP/9coaGhio+PV4sWLWx9\nHnnkEV2+fFkzZ85UZmam6tatq1GjRtnWoJekPn36yGq1avLkycrOzlZ0dLT69etXEpcEAAAAAIDL\nWQzDMEo6CHdw+vRphomg2AUHBys9Pb2kw3Ar5Mwc8uY8cmYOeXMeOTOHvDmPnJlD3pxHzpzn5eWl\nihUr3rRfqRtyDwAAAAAAbo6CHgAAAAAAN0RBDwAAAACAG6KgBwAAAADADVHQAwAAAADghijoAQAA\nAABwQxSEHVTuAAAgAElEQVT0AAAAAAC4IQp6AAAAAADcEAU9AAAAAABuiIIeAAAAAAA3REEPAAAA\nAIAboqAHAAAAAMANUdADAAAAAOCGKOgBAAAAAHBDFPQAAAAAALghCnoAAAAAANwQBT0AAAAAAG6I\ngh4AAAAAADdEQQ8AAAAAgBuioAcAAAAAwA1R0AMAAAAA4IYo6AEAAAAAcEMU9AAAAAAAuCEKegAA\nAAAA3BAFPQAAAAAAboiCHgAAAAAAN0RBDwAAAACAG6KgBwAAAADADVHQAwAAAADghijoAQAAAABw\nQxT0AAAAAAC4IQp6AAAAAADcEAU9AAAAAABuyLOkAwBKm8xci7Ky80rk3GdOZigv1yiRc/t5WeXv\nUTLnBgAAAOA8CnrgOlnZeer/+b6SDuO2m9Wtjvw9LCUdBgAAAIAiYsg9AAAAAABuiIIeAAAAAAA3\nREEPAAAAAIAboqAHAAAAAMANUdADAAAAAOCGKOgBAAAAAHBDFPQAAAAAALghCnoAAAAAANwQBT0A\nAAAAAG6Igh4AAAAAADdEQQ8AAAAAgBuioAcAAAAAwA1R0AMAAAAA4IYo6AEAAAAAcEMU9AAAAAAA\nuCEKegAAAAAA3BAFPQAAAAAAboiCHgAAAAAAN0RBDwAAAACAG/Is6QCut2DBAi1cuNCurXLlypoy\nZYrtdXJystasWaPMzEzVqVNHiYmJCg8Pt23Pzs7W3LlztXnzZmVnZ6tRo0bq37+/AgMDb9t1AAAA\nAABQnEpdQS9JVatW1ZgxY2QYhiTJw8PDtm3x4sVatmyZBg8erIoVK2r+/PmaOHGipkyZIk/Pq5cz\nZ84c7dy5U8OHD5evr69mz56tSZMmacKECSVyPQAAAAAAuFqpHHLv4eGhgIAABQYGKjAwUGXLlrVt\nW7p0qbp166YmTZooMjJSgwcPVnp6urZu3SpJysrK0tq1a9WnTx/Vq1dP1atX16BBg7Rv3z7t37+/\npC4JAAAAAACXKpUF/fHjx/XUU09pyJAheuedd5SWliZJOnXqlDIyMtSgQQNbXz8/P9WqVUspKSmS\npAMHDig3N1f169e39alcubJCQkJsfQAAAAAAcHelbsh9rVq1NGjQIFWuXFkZGRlasGCBxo4dq0mT\nJikjI0OSCjwLHxgYaNuWkZEhT09P+fn5FdoHAAAAAAB3V+oK+ujoaNt/R0ZGqmbNmho0aJA2b96s\niIiIYj33hg0btHHjRru2sLAwxcfHKyAgwPZMP/7Yzpz83/zix+rhoeDgoJIOw2leXl4KDg4u6TDc\nDnlzHjkzh7w5j5yZQ96cR87MIW/OI2fOs1gskq7OD3fy5Em7bS1atFBsbKykUljQX8/Pz0+VKlXS\niRMndNddd0mSzp07p6Cg3wuPc+fOKSoqSpIUFBSknJwcZWVl2d2lv34fR2JjY22Jud758+eVnZ19\ni1cDd5CX+7/5xU1ebq7S09NLOgynBQcHu2XcJY28OY+cmUPenEfOzCFvziNn5pA355Ez53l5eali\nxYqKj4+/Yb9S+Qz9tS5duqQTJ06ofPnyCg0NVVBQkHbv3m3bnpWVpdTUVNWpU0eSVKNGDXl4eOiH\nH36w9Tl27JjS0tJUu3bt2x4/AAAAAADFodTdof/oo4/UpEkTVaxYUenp6frss8/k6empFi1aSJI6\ndeqkRYsWKTw8XKGhoZo/f74qVKigZs2aSbp6R79t27aaO3eu/P395evrq6SkJNWpU0c1a9YsyUsD\nAAAAAMBlSl1Bf+bMGb3zzjv67bffFBAQoDvvvFMTJ05UuXLlJEmPPPKILl++rJkzZyozM1N169bV\nqFGjbGvQS1KfPn1ktVo1efJkZWdnKzo6Wv369SupSwIAAAAAwOVKXUE/dOjQm/bp0aOHevToUeh2\nLy8vJSQkKCEhwZWhAQAAAABQapT6Z+gBAAAAAEBBFPQAAAAAALghCnoAAAAAANwQBT0AAAAAAG6I\ngh4AAAAAADdEQQ8AAAAAgBuioAcAAAAAwA1R0AMAAAAA4IYo6AEAAAAAcEMU9AAAAAAAuCEKegAA\nAAAA3BAFPQAAAAAAboiCHgAAAAAAN0RBDwAAAACAG6KgBwAAAADADVHQAwAAAADghijoAQAAAABw\nQxT0AAAAAAC4IQp6AAAAAADcEAU9AAAAAABuiIIeAAAAAAA3REEPAAAAAIAboqAHAAAAAMANUdAD\nAAAAAOCGKOgBAAAAAHBDFPQAAAAAALghCnoAAAAAANwQBT0AAAAAAG6Igh4AAAAAADdEQQ8AAAAA\ngBuioAcAAAAAwA1R0AMAAAAA4IYo6AEAAAAAcEOeZna6ePGiMjMzFRISYmtLT0/XypUrlZ2drXvv\nvVc1a9Z0WZAAAAAAAMCeqYL+gw8+0OnTpzVx4kRJUlZWll588UWlp6fLYrFo6dKlGjVqlO666y6X\nBgsAAAAAAK4yNeR+3759uvvuu22vv/nmG509e1Yvv/yykpKSFBkZqUWLFrksSAAAAAAAYM9UQX/+\n/HkFBwfbXn/33Xe68847Vbt2bfn6+qp169Y6ePCgq2IEAAAAAADXMVXQ+/v7KyMjQ5J05coV/fTT\nT2rYsOHvB7VadeXKFddECAAAAAAACjD1DH3t2rW1YsUKRUREaOfOnbpy5YqaNWtm2378+HG7O/gA\nAAAAAMC1TN2hf/LJJ+Xh4aFJkyZp9erV6ty5s6pWrSpJysvL05YtW1S3bl2XBgoAAAAAAH5n6g59\neHi43nrrLR05ckR+fn4KDQ21bbt8+bISEhJUrVo1lwUJAAAAAADsmSroJcnT01NRUVEF2n19fe2G\n3wMAAAAAANczXdBnZWVpxYoV2rNnj86dO6cBAwaoZs2aunDhgtatW6emTZsqPDzclbECAAAAAID/\nz1RBf+bMGY0bN05paWmqVKmSjh49qkuXLkmSypYtq5UrV+r06dPq27evS4MFAAAAAABXmSroP/ro\nI128eFFvvPGGAgIClJiYaLe9WbNm2r59u0sCBAAAAAAABZma5X7Xrl164IEHVKVKFVkslgLbw8LC\ndObMmVsODgAAAAAAOGaqoL9y5YoCAgIK3X7x4kXTAQEAAAAAgJszVdBXqVJFe/fuLXT7t99+63AG\nfAAAAAAA4BqmCvpOnTpp48aNWrx4sbKysiRJeXl5OnHihKZOnaqUlBQ9+OCDLg0UAAAAAAD8ztSk\neK1atVJaWpqSk5M1f/58SdIrr7wiwzBktVrVu3dvNW/e3KWBAgAAAACA35leh75r165q1aqVtmzZ\nohMnTsgwDIWFhemee+5RWFiYK2MEAAAAAADXcbqgv3LlilatWqWoqCjVq1dPnTt3Lo64AAAAAADA\nDTj9DH2ZMmX08ccf69ixY8URDwAAAAAAKAJTQ+4jIyN1+vRpV8fi0OLFi/Xpp5+qU6dO6tOnj609\nOTlZa9asUWZmpurUqaPExESFh4fbtmdnZ2vu3LnavHmzsrOz1ahRI/Xv31+BgYG3JW4AAAAAAIqT\nqVnue/XqpVWrVmnXrl2ujsfO/v37tWrVKlWrVs2uffHixVq2bJkGDBigV155Rd7e3po4caJycnJs\nfebMmaMdO3Zo+PDhGj9+vM6ePatJkyYVa7wAAAAAANwupu7QL1u2TGXLltXEiRMVGhqq0NBQlSlT\nxq6PxWLR888/bzqwS5cuaerUqXr66af1+eef221bunSpunXrpiZNmkiSBg8erMTERG3dulUxMTHK\nysrS2rVrNXToUNWrV0+SNGjQIA0bNkz79+9XzZo1TccFAAAAAEBpYOoO/eHDh5WTk6OQkBDb+vOH\nDx8u8HMrZs2apSZNmqh+/fp27adOnVJGRoYaNGhga/Pz81OtWrWUkpIiSTpw4IByc3Pt9q1cubJC\nQkJsfQAAAAAAcGem7tBPmzbN1XHY2bhxow4dOqRXX321wLaMjAxJKvAsfGBgoG1bRkaGPD095efn\nV2gfAAAAAADcmak79MXpzJkzmjNnjoYMGSJPT1PfNwAAAAAA8IdXpIo5LS1NkhQSEmL3+mby+zvj\nwIEDOn/+vP7+97/b2vLy8vTjjz9q2bJleuuttyRJ586dU1BQkK3PuXPnFBUVJUkKCgpSTk6OsrKy\n7O7SX7/P9TZs2KCNGzfatYWFhSk+Pl4BAQEyDMPp64H7OXPyf3MUh9XDQ8HBhX8+SisvLy8FBweX\ndBhuh7w5j5yZQ96cR87MIW/OI2fmkDfnkTPnWSwWSVcnez958qTdthYtWig2NlZSEQv6Z555RpL0\n8ccfy9PT0/b6ZpKTk4sccL4GDRoUmI1+2rRpioiIUJcuXRQWFqagoCDt3r3bNvt9VlaWUlNTdf/9\n90uSatSoIQ8PD/3www9q3ry5JOnYsWNKS0tT7dq1Cz13bGysLTHXO3/+vLKzs52+HrifvNz/zS9u\n8nJzlZ6eXtJhOC04ONgt4y5p5M155Mwc8uY8cmYOeXMeOTOHvDmPnDnPy8tLFStWVHx8/A37Famg\nHzhwoCTJw8PD7nVx8PHxUZUqVQq0lStXztbeqVMnLVq0SOHh4QoNDdX8+fNVoUIFNWvWTNLVSfLa\ntm2ruXPnyt/fX76+vkpKSlKdOnWY4R4AAAAA8IdQpII+Li7uhq9vt0ceeUSXL1/WzJkzlZmZqbp1\n62rUqFF2z9z36dNHVqtVkydPVnZ2tqKjo9WvX78SjBoAAAAAANdxi1nnxo4dW6CtR48e6tGjR6H7\neHl5KSEhQQkJCcUZGgAAAAAAJeKWCvqffvpJv/zyi7KyshxOGNe9e/dbOTwAAAAAACiEqYL+woUL\nevXVV7V///4b9qOgBwAAAACgeJgq6D/66CMdPnxYf/3rX1WzZk0NGTJEL774okJDQ/XVV18pNTVV\nI0eOdHWsAAAAAADg/7Oa2WnHjh1q166dYmJi5OvrK+nqOnnh4eHq37+/KlasqDlz5rgyTgAAAAAA\ncA1TBX1mZqaqVq0q6eqScpJ06dIl2/aGDRvq+++/d0F4AAAAAADAEVMFfXBwsDIyMiRdnU0+ICBA\nhw4dsm1PT0+XxWJxTYQAAAAAAKAAU8/Q161bV7t27VLXrl0lSTExMfrXv/4lq9WqvLw8LVmyRI0a\nNXJpoAAAAAAA4HemCvrOnTtr165dys7OlpeXlx577DEdOXJEycnJkq4W/Kz/DgAAAABA8TFV0EdG\nRioyMtL2umzZsho9erQyMzNltVptE+UBAAAAAIDiYaqgL4y/v78rDwcAAAAAAAphuqDPy8vTzp07\nderUKV24cMFhn+7du5sODAAAAAAAFM5UQf/zzz9r0qRJOnPmzA37UdADAAAAAFA8TBX0s2bN0pUr\nV/Tcc8+pbt26DLUHAAAAAOA2M1XQHz58WL169VLTpk1dHQ8AAAAAACgCq5mdgoODZRiGq2MBAAAA\nAABFZKqgf+SRR7R69WplZWW5Oh4AAAAAAFAEpobcX7p0ST4+Pnr22WcVExOjkJAQWa0Fvxvo3Lnz\nLQcIAAAAAAAKMlXQf/TRR7b/Xr58eaH9KOgBAAAAACgepgr6d99919VxAAAAAAAAJ5gq6CtWrOjq\nOAAAAAAAgBNMFfT5Ll26pB9//FFpaWmSpJCQENWrV08+Pj4uCQ4AAAAAADhmuqBfunSp5s+fr0uX\nLtm1+/j4qHfv3urYseMtBwcAAAAAABwzVdCvX79ec+bMUe3atfXAAw8oIiJCknT06FEtXbpUSUlJ\n8vPzU6tWrVwaLAAAAAAAuMpUQf/VV1+pbt26GjNmjN1yddWqVdO9996rCRMm6Msvv6SgBwAAAACg\nmBRcPL4Ijh07pnvvvdfh2vNWq1X33nuvjh07dsvBAQAAAAAAx0wV9H5+fjp9+nSh20+fPi0/Pz/T\nQQEAAAAAgBszVdDffffdWrZsmTZu3Fhg26ZNm7Rs2TI1adLkloMDAAAAAACOmXqG/oknnlBKSore\neecdzZs3T5UqVZIkHT9+XBkZGYqIiNDjjz/u0kABAAAAAMDvTBX0AQEBeu2117Rq1Srt2LHDtg59\nZGSkHnnkEbVr105lypRxaaAAAAAAAOB3ptehL1OmjDp16qROnTq5Mh4AAAAAAFAEpp6hBwAAAAAA\nJatId+jHjx8vi8WiF198UR4eHho/fvxN97FYLBozZswtBwgAAAAAAAoq0h16wzBkGIbd66LsAwAA\nAAAAikeR7tCPGzfuhq8BAAAAAMDtxTP0AAAAAAC4oSLdoc9fls5ZISEhpvYDAAAAAAA3VqSC/pln\nnjF18OTkZFP7AQAAAACAGytSQT9w4MDijgMAAAAAADihSAV9XFxcMYcBAAAAAACcwaR4AAAAAAC4\noSLdoV+4cKGpg3fv3t3UfgAAAAAA4MaKVNAvWLDA1MEp6AEAAAAAKB5FKuiZrR4AAAAAgNKFZ+gB\nAAAAAHBDFPQAAAAAALihIg25f+aZZ2S1WjVlyhR5enrqmWeekcViueE+FotFU6dOdUmQAAAAAADA\nXpEK+nr16slischqtdq9BgAAAAAAJaPId+hv9BoAAAAAANxePEMPAAAAAIAbKtId+mvl5OTIarXa\nht9L0vbt2/Xjjz/q0qVLioqKUqtWrVSmTBmXBgoAAAAAAH5X5IL+ypUrmjZtmrZu3SpJatmypQYM\nGKC3337b1pbvq6++0oQJExQQEODaaAEAAAAAgCQnCvqvvvpKW7Zs0T333KOgoCCtX79eWVlZ2rlz\np/785z+rfv36ysvL03fffadFixbps88+U//+/YszdgAAAAAA/mcVuaDfsGGDYmNjNWTIEElS7dq1\nNXXqVD366KPq3LmzrV+NGjWUlpam7du3uz5aAAAAAAAgyYlJ8U6fPq26devaXt95552SpFq1ahXo\nW7t2bZ09e9YF4QEAAAAAAEeceobex8fH9trb29vuf6/l7e2tvLw8UwGtWLFCK1eu1KlTpyRJVatW\nVffu3RUdHW3rk5ycrDVr1igzM1N16tRRYmKiwsPDbduzs7M1d+5cbd68WdnZ2WrUqJH69++vwMBA\nUzEBAAAAAFDalLpl60JCQvTEE0/otdde02uvvab69evr9ddf15EjRyRJixcv1rJlyzRgwAC98sor\n8vb21sSJE5WTk2M7xpw5c7Rjxw4NHz5c48eP19mzZzVp0qSSuiQAAAAAAFzOqWXr1q9fr5SUFElX\n74JL0rJlywrMcn/8+HHTAd199912r3v16qUVK1YoNTVVVapU0dKlS9WtWzc1adJEkjR48GAlJiZq\n69atiomJUVZWltauXauhQ4eqXr16kqRBgwZp2LBh2r9/v2rWrGk6NgAAAAAASgunCvpdu3Zp165d\ndm3ffvutSwO6Vl5enjZv3qzLly+rTp06OnXqlDIyMtSgQQNbHz8/P9WqVUspKSmKiYnRgQMHlJub\nq/r169v6VK5cWSEhIUpJSaGgBwAAAAD8IRS5oE9OTi7OOOwcPnxYL730krKzs+Xj46PnnntOlStX\nto0OuP5Z+MDAQGVkZEiSMjIy5OnpKT8/v0L7AAAAAADg7py6Q3+7RERE6I033lBWVpa2bNmid999\nV+PHjy/2827YsEEbN260awsLC1N8fLwCAgJkGEaxx4CSd+bk/+YXP1YPDwUHB5V0GE7z8vJScHBw\nSYfhdsib88iZOeTNeeTMHPLmPHJmDnlzHjlznsVikXR1friTJ0/abWvRooViY2MlldKC3sPDQ2Fh\nYZKk6tWra//+/VqyZIkeeeQRSdK5c+cUFPR74XHu3DlFRUVJkoKCgpSTk6OsrCy7u/TX7+NIbGys\nLTHXO3/+vG3eAPyx5eX+b35xk5ebq/T09JIOw2nBwcFuGXdJI2/OI2fmkDfnkTNzyJvzyJk55M15\n5Mx5Xl5eqlixouLj42/Yr9TNcu+IYRjKzs5WaGiogoKCtHv3btu2rKwspaamqk6dOpKkGjVqyMPD\nQz/88IOtz7Fjx5SWlqbatWvf9tgBAAAAACgOpe4O/SeffKLGjRsrJCREFy9e1IYNG/Tjjz/qpZde\nkiR16tRJixYtUnh4uEJDQzV//nxVqFBBzZo1k3R1kry2bdtq7ty58vf3l6+vr5KSklSnTh0mxAMA\nAAAA/GGUuoL+/PnzmjZtms6ePSs/Pz9Vq1ZNL730km3W+kceeUSXL1/WzJkzlZmZqbp162rUqFHy\n9Pz9Uvr06SOr1arJkycrOztb0dHR6tevX0ldEgAAAAAALlekgn7JkiWKjo5W5cqVizsePf300zft\n06NHD/Xo0aPQ7V5eXkpISFBCQoIrQwMAAAAAoNQo0jP0c+fO1YEDB2yve/bsqQ0bNhRbUAAAAAAA\n4MaKVNCXLVuWNdwBAAAAAChFijTkvl69elqwYIEOHjxoWwpu/fr1SklJKXQfi8Wivn37uiZKAAAA\nAABgp0gFff/+/TVnzhzt2rVL586dkyTt2rVLu3btuuF+FPQAAAAAABSPIhX0gYGB+utf/2p73bNn\nTw0ZMkSxsbHFFhgAAAAAAChckZ6hv97AgQNVu3ZtV8cCAAAAAACKyNQ69HFxcbb/PnLkiE6fPi1J\nqlixoqpUqeKSwAAAAAAAQOFMFfSS9O2332revHk6deqUXXtoaKj69Omjpk2b3nJwAAAAAADAMVMF\n/fbt2zVp0iRVrFhRvXv3tt2VP3LkiFavXq0333xTL7zwgqKjo10aLAAAAAAAuMpUQf/555+rWrVq\nGj9+vHx8fGztTZs2VceOHTVmzBgtWLCAgh4AAAAAgGJialK8w4cPq3Xr1nbFfD4fHx/FxcXp8OHD\ntxwcAAAAAABwzFRB7+XlpQsXLhS6/cKFC/Ly8jIdFAAAAAAAuDFTBX39+vW1ZMkSpaSkFNiWmpqq\npUuXqkGDBrccHAAAAAAAcMzUM/RPPvmkXnzxRY0ePVo1a9ZU5cqVJUnHjh3T/v37FRgYqCeeeMKl\ngQIAAAAAgN+ZKuhDQ0P15ptv6osvvtDOnTu1adMmSVfXoe/UqZO6dOmiwMBAlwYKAAAAAAB+Z3od\n+sDAQMXHx7swFAAAAAAAUFSmnqEHAAAAAAAli4IeAAAAAAA3REEPAAAAAIAboqAHAAAAAMANUdAD\nAAAAAOCGnC7oL1++rL///e9asWJFccQDAAAAAACKwOmC3tvbW6dOnZLFYimOeAAAAAAAQBGYGnIf\nHR2t77//3tWxAAAAAACAIjJV0Hfr1k3Hjx/X1KlT9dNPPyk9PV0XLlwo8AMAAAAAAIqHp5mdhg8f\nLkk6cuSINmzYUGi/5ORkc1EBAAAAAIAbMlXQd+vWjWfoAdhk5lqUlZ1XIuc+czJDeblGiZzbz8sq\nf4+SOTcAAABgqqDv0aOHq+MA4MaysvPU//N9JR3GbTerWx35e/DlJgAAAEqGS9ahz8rKUl5eydyd\nAwAAAADgf5Hpgv7nn3/WxIkT9eSTTyohIUE//vijJOn8+fN6/fXXtWfPHpcFCQAAAAAA7Jkq6Pft\n26cxY8boxIkTatmypQzj92dIAwIClJWVpZUrV7osSAAAAAAAYM9UQf/pp58qIiJCkydPVu/evQts\nv+uuu7R///5bDg4AAAAAADhmqqD/+eefFRcXJy8vL4ez3QcHBysjI+OWgwMAAAAAAI6ZKug9PDzs\nhtlfLz09XT4+PqaDAgAAAAAAN2aqoK9Vq5a2bNnicNulS5e0bt061atX75YCAwAAAAAAhTNV0Pfo\n0UMHDhzQq6++qh07dkiSDh48qNWrV+uFF17Q+fPn1a1bN5cGCgAAAAAAfudpZqdatWpp5MiRmjlz\npqZNmyZJ+uijjyRJYWFhGjlypKpVq+a6KAEAAAAAgB1TBb0k1a9fX2+//bZ++eUXnThxQoZhKCws\nTDVq1HA4UR4AAAAAAHAd0wV9vurVq6t69equiAUAAAAAABSR6YI+Oztbq1ev1o4dO3Tq1ClJUmho\nqBo3bqy2bduqTJkyLgsSAAAAAADYM1XQnzlzRv/4xz907NgxBQUFKTw8XNLVifF27typZcuWafTo\n0apQoYJLgwUAAAAAAFeZKuhnz56t06dPa9iwYbr33nvttm3evFnTpk3T7Nmz9fzzz7skSAAAAAAA\nYM9UQb979249+OCDBYp5Sbrvvvv0yy+/aOnSpbccHAAAAAAAcMzUOvS+vr4KDAwsdHtQUJB8fX1N\nBwUAAAAAAG7MVEEfFxendevW6fLlywW2Xbp0SWvXrlXbtm1vOTgAAAAAAOBYkYbc//e//7V7Xb16\nde3YsUNDhw5V69atbZPinThxQuvXr1fZsmUVGRnp+mgBAAAAAICkIhb0kydPLnTbF198UaAtPT1d\nb7/9tmJiYsxHBgAAAAAAClWkgn7s2LHFHQcAAAAAAHBCkQr6evXqFXccAAAAAADg/7V35/Ex3fsf\nx99ZySIiu6URqb1FmtKFFLVWtdWiUtROe23ddXP10v7ULVdXVAmVopaqltq6SmNphUqtEUtuqpZs\nSEJiyWTy+8Mjc42EZEZiMvF6Ph4eDznr53xmzvI553u+YwGrOsUDAAAAAAC2ZdXv0EvSgQMH9Msv\nvygtLU05OTkqKCgwG+/g4KBp06bdcIAAAAAAAKAoqwr6NWvWaOHChXJ1dVWtWrXk6elZ1nEBAAAA\nAIDrsKqgX716tRo3bqzXXntN7u7uZR0TAAAAAAAogVUF/cWLFxUREVEuxfw333yjuLg4nThxQq6u\nrmrYsKH69++vWrVqmU23bNky/fLLL8rJyVGjRo00YsQIBQUFmcbn5eUpOjpav/32m/Ly8tSiRQsN\nHz5c1atXL/OYAQAAAAC42azqFO+OO+7Q0aNHyzoWSZffze/WrZsmT56sCRMmKD8/X5MnT9alS5dM\n03z77bfasGGDnnnmGb377ruqUqWKJk+eLIPBYJpmwYIFio+P18svv6xJkybpzJkzmj59ernEDAAA\nAADAzWZVQT906FDt3btXq1ev1rlz58o0oDfeeENt27ZVnTp1FBwcrFGjRikjI0NJSUmmadavX69e\nvWVaHjgAACAASURBVHrp7rvvVnBwsMaMGaPTp08rLi5OkpSbm6uNGzdq0KBBatq0qerVq6dRo0Yp\nMTFRhw8fLtN4AQAAAACwBaua3Pv5+alTp05auHChFi9eLFdXVzk6Fr03EB0dfcMB5ubmSpKp4720\ntDRlZmaqWbNmpmnc3d3VoEEDHTx4UK1bt1ZSUpLy8/N15513mqapVauW/Pz8dPDgQdWvX/+G4wIA\nAAAAwJasKuiXLVumlStXysfHR7fffnu5dYxXUFCgBQsWqHHjxqpTp44kKTMzU5KKvAtfvXp107jM\nzEw5OzsXievKaQAAAAAAsGdWFfQ//vijwsPDNW7cuGKfzJeVqKgoHTt2TO+88065rQMAAAAAAHtk\nVUFvMBgUHh5ersX8vHnzFB8fr7fffls1atQwDff29pYkZWVlmf5f+HdISIhpGoPBoNzcXLOn9FfP\nc7XNmzdry5YtZsMCAwM1ePBgeXl5qaCgoCw2DRXcqdRbsxWHo5OTfHyuvX9cDzmzPy4uLvLx8bF1\nGHaFnFmHvFmOnFmHvFmOnFmHvFmOnFnOwcFB0uXO3lNTU83GtWnTRhEREZKsLOjDw8OVkJCgzp07\n32CYxZs3b5527NihiRMnys/Pz2xcQECAvL29tWfPHtWtW1fS5ffsDx06pK5du0qSQkND5eTkpL17\n9+qee+6RJJ04cUIZGRlq2LDhNdcbERFhSszVsrOzlZeXVxabhwrOmH9r3rgx5ufr9OnTVs5LzuyN\nj4+P3cZuK+TMOuTNcuTMOuTNcuTMOuTNcuTMci4uLvL399fgwYOvO51VBf2TTz6pDz/8UFFRUerQ\noYP8/PyKfVpf2JGdJaKiorRlyxa9+uqrqlKliumdd3d3d7m6ukqSHn74Ya1cuVJBQUEKCAjQ0qVL\n5evrq1atWpmm7dChg6Kjo+Xh4SE3Nzd9/vnnatSoER3iAQAAAAAqBasK+hdeeEGSlJycrB9//PGa\n0y1btsziZRcub+LEiWbDR40apXbt2kmSevTooYsXL2ru3LnKyclRkyZN9Oabb8rZ+X+bM2jQIDk6\nOur9999XXl6ewsLCNGzYMIvjAQAAAACgIrKqoO/Vq5epTX9ZK+1NgD59+qhPnz7XHO/i4qKhQ4dq\n6NChZRUaAAAAAAAVhlUF/fUKaQAAAAAAUP7Kr5t6AAAAAABQbqx6Qr9ixYpSTde7d29rFg8AAAAA\nAEpgVUH/1VdflWo6CnoAAAAAAMqHVQV9cR3XGY1GZWRkaMOGDUpISNCbb755w8EBAAAAAIDildk7\n9I6OjgoICNDAgQNVs2ZNzZ8/v6wWDQAAAAAArlIuneI1adJE8fHx5bFoAAAAAACgcirojxw5Um6/\nUw8AAAAAAKx8h/7XX38tdnhOTo4SEhIUFxenDh063FBgAAAAAADg2qwq6GfNmnXNcdWqVVOPHj3o\n4R4AAAAAgHJkVUE/Y8aMIsMcHBzk4eEhNze3Gw4KAAAAAABcn1UFvb+/f1nHAQAAAAAALFAuneIB\nAAAAAIDyVeon9K+88opFC3ZwcNC0adMsDggAAAAAAJSs1AW9p6dnqX6KLjMzUydOnLihoAAAAAAA\nwPWVuqCfOHHidcdnZmbq22+/1aFDh+To6KgHHnjgRmMDAAAAAADXYFWneFcqLOR//vlnGQwGPfDA\nA+rZs6eCgoLKIj4AAAAAAFAMqwv64gr5Xr16KTAwsCzjAwAAAAAAxbC4oL+6kG/btq169eqlgICA\n8ogPAAAAAAAUo9QF/ZkzZ0yFfH5+vtq1a6eePXtSyAMAAAAAYAOlLujHjh2rvLw8hYSE6IknnlBA\nQIDOnTunc+fOXXOe0NDQMgkSAAAAAACYK3VBn5eXJ0lKTk7WBx98UKp5li1bZl1UAAAAAADgukpd\n0I8cObI84wAAAAAAABYodUHfvn37cgwDAAAAAABYwtHWAQAAAAAAAMtR0AMAAAAAYIco6AEAAAAA\nsEMU9AAAAAAA2CEKegAAAAAA7BAFPQAAAAAAdoiCHgAAAAAAO0RBDwAAAACAHaKgBwAAAADADlHQ\nAwAAAABghyjoAQAAAACwQxT0AAAAAADYIQp6AAAAAADsEAU9AAAAAAB2iIIeAAAAAAA7REEPAAAA\nAIAdoqAHAAAAAMAOUdADAAAAAGCHKOgBAAAAALBDFPQAAAAAANghCnoAAAAAAOwQBT0AAAAAAHbI\n2dYBAMCtKiffQbl5Rpus+1Rqpoz5BTZZt7uLozycbLNuAACAyoSCHgBsJDfPqOFfJ9o6jJsuqlcj\neTg52DoMAAAAu0eTewAAAAAA7BAFPQAAAAAAdoiCHgAAAAAAO0RBDwAAAACAHaKgBwAAAADADlHQ\nAwAAAABghyrkz9YlJCRo9erVSkpKUmZmpsaNG6eWLVuaTbNs2TL98ssvysnJUaNGjTRixAgFBQWZ\nxufl5Sk6Olq//fab8vLy1KJFCw0fPlzVq1e/2ZsDAAAAAECZq5BP6C9evKiQkBANHz682PHffvut\nNmzYoGeeeUbvvvuuqlSposmTJ8tgMJimWbBggeLj4/Xyyy9r0qRJOnPmjKZPn36zNgEAAAAAgHJV\nIQv6sLAwRUZGqlWrVsWOX79+vXr16qW7775bwcHBGjNmjE6fPq24uDhJUm5urjZu3KhBgwapadOm\nqlevnkaNGqXExEQdPnz4Zm4KAAAAAADlokIW9NeTlpamzMxMNWvWzDTM3d1dDRo00MGDByVJSUlJ\nys/P15133mmaplatWvLz8zNNAwAAAACAPbO7gj4zM1OSirwLX716ddO4zMxMOTs7y93d/ZrTAAAA\nAABgzypkp3i2snnzZm3ZssVsWGBgoAYPHiwvLy8VFBTYKDLcTKdSb82bPo5OTvLx8bZqXnJmHfJm\nX1xcXOTj42PrMOwOebMcObMOebMcObMOebMcObOcg4ODpMt9w6WmppqNa9OmjSIiIiTZYUHv7X35\nIjArK8v0/8K/Q0JCTNMYDAbl5uaaPaW/ep6rRUREmBJztezsbOXl5ZXBFqCiM+bfmjdujPn5On36\ntJXzkjPr5idv9sTHx8cu47Y18mY5cmYd8mY5cmYd8mY5cmY5FxcX+fv7a/Dgwdedzu6a3AcEBMjb\n21t79uwxDcvNzdWhQ4fUqFEjSVJoaKicnJy0d+9e0zQnTpxQRkaGGjZseNNjBgAAAACgrFXIJ/QX\nLlxQSkqK6e/U1FQlJyfL09NTfn5+evjhh7Vy5UoFBQUpICBAS5cula+vr6lXfHd3d3Xo0EHR0dHy\n8PCQm5ubPv/8czVq1Ej169e31WYBAAAAAFBmKmRBn5SUpEmTJpn+/uKLLyRJ7dq106hRo9SjRw9d\nvHhRc+fOVU5Ojpo0aaI333xTzs7/25xBgwbJ0dFR77//vvLy8hQWFqZhw4bd9G0BAAAAAKA8VMiC\nvmnTplq2bNl1p+nTp4/69OlzzfEuLi4aOnSohg4dWtbhAQAAAABgc3b3Dj0AAAAAAKCgBwAAAADA\nLlHQAwAAAABghyjoAQAAAACwQxT0AAAAAADYoQrZyz0AAMXJyXdQbp7RJus+lZopY36BTdbt7uIo\nDyfbrBsAAFRcFPQAALuRm2fU8K8TbR3GTRfVq5E8nBxsHQYAAKhgaHIPAAAAAIAdoqAHAAAAAMAO\n0eQeAIBKjr4HAAConCjoAQCo5Oh7AACAyokm9wAAAAAA2CEKegAAAAAA7BAFPQAAAAAAdoiCHgAA\nAAAAO0RBDwAAAACAHaKgBwAAAADADlHQAwAAAABgh/gdegAAgKvk5DsoN89ok3WfSs2UMb/AJut2\nd3GUh5Nt1g0AsBwFPQAAwFVy84wa/nWircO46aJ6NZKHk4OtwwAAlBJN7gEAAAAAsEMU9AAAAAAA\n2CEKegAAAAAA7BAFPQAAAAAAdoiCHgAAAAAAO0RBDwAAAACAHaKgBwAAAADADvE79AAAACgTOfkO\nys0z2mTdp1IzZcwvsMm63V0c5eFkm3UDuLVR0AMAAKBM5OYZNfzrRFuHcdNF9WokDycHW4cB4BZE\nk3sAAAAAAOwQBT0AAAAAAHaIJvcAAACAjdDvAIAbQUEPAAAA2Aj9DgC4ETS5BwAAAADADvGEHgAA\nAIBd4VUF4DIKegAAAAB2hVcVgMtocg8AAAAAgB3iCT0AAAAAVHK8plA5UdADAAAAQCXHawqVE03u\nAQAAAACwQxT0AAAAAADYIQp6AAAAAADsEAU9AAAAAAB2iIIeAAAAAAA7REEPAAAAAIAdoqAHAAAA\nAMAOUdADAAAAAGCHKOgBAAAAALBDFPQAAAAAANghCnoAAAAAAOwQBT0AAAAAAHaIgh4AAAAAADtE\nQQ8AAAAAgB1ytnUA5W3Dhg367rvvlJmZqZCQEA0ZMkT169e3dVgAAAAAANyQSv2EfuvWrVq4cKH6\n9OmjqVOnqm7dupo8ebKys7NtHRoAAAAAADekUhf0a9euVadOndSuXTvVrl1bI0aMUJUqVbRx40Zb\nhwYAAAAAwA2ptAW9wWBQUlKSmjVrZhrm4OCgZs2a6eDBgzaMDAAAAACAG1dpC/qzZ8/KaDSqevXq\nZsOrV6+uzMxMG0UFAAAAAEDZqPSd4pUVZ2dSdatwMxaoUYCnrcO46dxcXeTi4mDdvOTMuvnJm+Xz\nkjPr5idvls9Lzqybn7xZPi85s25+8mb5vOTMrpS2/nQoKCgoKOdYbMJgMGjAgAF6+eWX1bJlS9Pw\nmTNnKjc3V+PGjSsyz+bNm7VlyxazYU2aNNFjjz1W7vECAAAAAHCl1atXKyEhwWxYmzZtFBERIakS\nN7l3dnZWaGio9uzZYxpWUFCgvXv3qlGjRsXOExERoddee83sH8U8bqYFCxbYOgS7Q86sQ94sR86s\nQ94sR86sQ94sR86sQ94sR86s99hjjxWpUQuLeamSN7nv3r27Zs2apdDQUNWvX19r167VxYsX1b59\ne1uHBhQrNTXV1iHYHXJmHfJmOXJmHfJmOXJmHfJmOXJmHfJmOXJWfip1Qd+6dWudPXtWy5cvV2Zm\npkJCQjR+/Hh5eXnZOjQAAAAAAG5IpS7oJalr167q2rWrrcMAAAAAAKBMVdp36AEAAAAAqMycJk6c\nONHWQQD4n+DgYFuHYHfImXXIm+XImXXIm+XImXXIm+XImXXIm+XIWfmotD9bBwAAAABAZUaTewAA\nAAAA7BAFPQAAAAAAdoiCHgAAAAAAO0RBDwAAAACAHaKgB0owevRorVu3rlyWHRkZqR07dpTLsiuD\nkvKzf/9+RUZGKjc39yZGhVvZld/J9PR0RUZG6q+//rJxVPaPXNqnin5+nDRpkqKjo8soomurLOei\nWbNm6T//+Y+twwCK4Hr5+pxtHQBQHiZNmqSQkBANGjTIbHhMTIyio6P1+eefl3pZ//73v1WlShXT\n35GRkRo3bpxatmxZZvFeS3Z2tpYtW6b4+HhlZWXJw8NDISEh6t27txo2bHhD8YwePVrdu3fXww8/\nXB6hl0pmZqZWrlyp+Ph4nT59WtWrV1fdunXVvXt33XnnnSXO36hRI82ZM0fu7u43IdrykZmZqW++\n+Ubx8fE6deqUPDw8FBQUpIiICLVv316urq62DrHSmDVrlnJzc/XKK6+UyfL8/Pw0Z84cVatWrUyW\nZ2uzZs3Sr7/+KklydHSUr6+v7rvvPkVGRsrFxaVc123LXF7re7F//35NmjRJn3/+uc2PMcWd09at\nW6fFixdr9OjRat269Q0tS7K/82Nxn9vvv/+uTz75RH379tUjjzyiV155RU5OTuUeS0VwZT6u9Rnf\naq48pl3p448/VmBgoA0iqthu9JoMtkNBD5TAlhfr06dPV35+vsaMGaOAgABlZWVpz549Onv2rM1i\nKivp6en65z//KU9PTw0YMEDBwcEyGAz6888/NW/ePH3wwQclLsPJyUnVq1e/CdGWj7S0NFMO+vXr\np+DgYDk7O+vo0aP66aef5Ovrq7vvvtvi5RoMBjk7c3gvbw4ODnb9/StOWFiYRo8eLYPBoKSkJM2Y\nMUOOjo7q169fua63MuayPC1fvlxr1qzRa6+9pubNm9ssjop0M+vnn3/W/Pnz9cwzz6hdu3aSJA8P\nDxtHBVsrPKZd+SvdXl5eRaa71c+bZXFNBtu5db+5gC7fvc3JyVHjxo21Zs0aGQwGtW7dWkOGDJGj\n4+U3Uq58kj169GhJ0rRp0yRJ/v7+mjFjhiRp+/btWrFihY4dOyYfHx+1a9dOPXv2NC0nJSVFn376\nqQ4fPqygoKAS75zn5ubqwIEDmjhxopo0aSLp8lOs22+/3TTNteJJTU1VdHS0Dh06pIsXL6p27drq\n16+fmjVrJunyE5qMjAxFR0ebmiMuW7ZMknTgwAEtWbJER44ckZeXl1q1aqV+/fqZnsJ8//33Wrdu\nnTIyMuTu7q4mTZropZdesjj3UVFRcnR01JQpU8yeQtepU0cdOnQw/Z2dna3//Oc/2rVrl3x8fDRg\nwADT05+rn6AVPmF64YUXtGDBAp06dUqNGzfWqFGj5O3tLUk6cuSIlixZov/+97/Kz883PcWoV6+e\nxdtwo+bOnStnZ2f9+9//NstBQECA2ROu3NxcffHFF9qxY4fy8vJUv359DRw4UHXr1pUkffXVV9q+\nfbseeughrVy5UhkZGVq6dKkmTZqk2267TY6Ojvr111/l7Oysvn37qk2bNpo3b562bdum6tWra+jQ\noQoLC5MkGY1GzZkzR3v37lVmZqb8/PzUpUsXs5YcJe03K1as0G+//abp06ebbe+4cePUqlUr9enT\npzzTWiqTJk1ScHCwXFxc9Msvv8jZ2VmdO3fWk08+aZqmpH02PT1dY8aM0dSpU1W3bt1S5a6ic3Fx\nMV3s+vj4qHnz5tq9e7f69eunffv26e233zZ7Yp2cnKzXXntNM2fOlJ+fnzIyMjRv3jwdOHBABoNB\nAQEBGjBggMLCwpSTk6N58+Zp9+7dunDhgnx9ffXEE0+offv2dpPL33//XV999ZVSUlLk7e2tbt26\n6ZFHHjGNHz16tDp16qSUlBT9/vvv8vDwUM+ePdWpUyfTNImJiZo3b56OHz+ukJAQPfHEE5o2bZpp\n20syf/58bd68WRMmTFCDBg1Mw3NycvT555/rjz/+kMFgUNOmTTVkyBAFBQVJ+t8TeD8/P8XExOjn\nn38ucnwsXP6mTZt06dIl+fn5yc3NTX///beqVq1aYc6PV1u1apVWrFihF1980ezYefWT6rL6fHbu\n3Kno6GidOnVKDRs2VNu2bYvEVJrvSseOHXXixAnFxcWpWrVqGjJkiBo2bKjZs2dr7969CgwM1MiR\nIxUaGlrqXMyaNUv79+/X/v37Ta9DzJw5Uz4+PhbtU7GxsYqOjtZnn31mVuhOnTpV7u7uGjNmTKlj\nsqUrj2lXeuuttxQaGqqCggJt3rxZoaGhGj9+vFavXq1ff/1VaWlp8vT0VKtWrdS/f3/TNdAvv/yi\nxYsXa+zYsabvQJMmTTR69Giz9fz0009at26dUlNTVa1aNd13330aPHiwJOncuXP64osv9Mcffyg/\nP1+33367Bg0apODg4JuSk+KU5ppszZo1iomJUWpqqjw9PXX33Xfr6aefVtWqVSWpzK7BSnM8WLx4\nseLi4nT69Gl5e3srIiJCTz75pOmYcquhoMctb9++fapRo4b+9a9/KSUlRR988IHq1atnVlQWmjJl\nikaMGKHRo0erRYsWpgNHQkKCZs6cqaFDh6pJkyZKSUnRnDlzJEm9e/dWQUGBpk2bpho1amjKlCnK\nzc0tsVlj1apVVbVqVW3fvl0NGjQo9s7xteK5cOGCwsPD1a9fPzk7Oys2NlZTp07Vhx9+KF9fX738\n8ssaN26cOnfurI4dO5qWl5KSonfffVd9+/bVqFGjlJWVpfnz52v+/PkaOXKkjhw5ogULFmjs2LFq\n2LChzp07pwMHDlic83PnzunPP/9Uv379im1SfmXz1hUrVujpp5/WgAEDtH79en3yySeaNWvWNZ+8\nXLx4UWvWrNFzzz0nBwcHffzxx1q4cKHGjh0rSTp//rzat2+vYcOGqaCgQN99952mTJmijz/+2HRS\nuhnOnTun3bt3q3///iU2q58+fbqqVq2q8ePHy83NTT/99JPeeecdffTRR6Y8pKSkaNu2bXrllVfM\nTmixsbF67LHHNGXKFG3dulVz587Vtm3bdO+996pnz55as2aNZsyYoVmzZsnV1VUFBQWm74inp6cS\nExM1Z84c+fj46L777jMt93r7TYcOHfT1118rKSnJdCH63//+V3///bdeffXVcsimdWJjY9W9e3e9\n++67OnjwoGbOnKnGjRurWbNmVu2zpc2dvTh69KgSExPl7+8v6fJT9JJERUUpPz9f77zzjlxdXXXs\n2DHTfrV06VIdP35c48ePV7Vq1ZSSkqJLly4Vu5yKkMsrn+hJUlJSkj788EP16dNHrVu3VmJioqKi\nolStWjXTE2Hp8kVvZGSkevbsqd9++01RUVG64447VLNmTZ0/f15Tp05VeHi4nn/+eaWnp5f6He/8\n/Hx9/PHH2rdvn+lm3ZVmzpyp1NRUvf7663Jzc9OiRYs0ZcoUffDBB6ZjwsWLF5WRkaG77rpLjz32\nWJHjY15enrZs2aLRo0crJiZGO3fulCQ1adJE3bt3rzDnxystXrxYP/zwg15//XXdcccdJU5/o59P\nRkaGpk+frm7duqljx446cuSIvvjiC7NpSvtdWbt2rfr166fevXtr7dq1mjFjhho1aqQHH3xQAwcO\n1KJFizRz5swiN0evZ8iQITp58qRuu+02PfXUUyooKJCXl5eMRqNF+9R9992nzz//XDt27DCNz87O\nVnx8vCZMmFDqeCqyjRs36qGHHtLkyZNN+7uzs7OGDx8uf39/paSkmArdwmJcunyNtW7dOj3//PMq\nKCjQRx99pEWLFmnUqFGSpPXr1+vLL7/U008/rRYtWuj8+fNKTEw0zT99+nR5eHhowoQJqlq1qr7/\n/nvTOd0Wr/eU9prM0dFRQ4cOVUBAgFJTUxUVFaXFixdr2LBhpmlv9BqstMcDNzc3jRkzRjVq1NDR\no0f12Wefyc3NTY899lg5Zalio6DHLc/T01PDhg2Tg4ODatWqpfDwcO3Zs6fYC5bCu6/u7u5mzUNX\nrFihxx9/3HSX3t/fX3369NGiRYvUu3dv7d69WydPntSECRNMdyn79u2rKVOmXDMuR0dHjR49Wp99\n9pl++OEH1atXT02bNlWbNm1Md3GvFU/dunXNnvT06dNH27Zt044dO9S1a1d5enrK0dFRVatWNZvv\n22+/1QMPPKBu3bpJkgIDAzV48GBNnDhRI0aM0KlTp1S1alWFh4eratWq8vPzU0hIiEX5li4Xn5JU\nq1atEqdt37696f3Qvn37av369Tp8+LBatGhR7PT5+fkaMWKEAgICJEkPPfSQvv76a9P4q98DGzFi\nhLZu3ar9+/crPDzc4m2xVmEOatasaTZ82LBhysvLk3Q59vDwcCUlJZme5kvS008/rbi4OP3++++m\nGzL5+fkaO3asPD09zZZXt25d9ezZU5L0+OOP69tvv5WXl5fp+927d2/9+OOPOnr0qOrXry8nJyez\np9T+/v46ePCgtm7danbRd739pvDJ7saNG00F/caNG9W0aVNTcVgRBAcHq3fv3pKkoKAgbdiwQXv2\n7FGzZs2s2mdLm7uK7I8//tDAgQOVn58vg8EgR0dHs4u1kpw6dUr33nuv6tSpI0mm/bBwXL169UxP\nYvz8/K65nJudy8LtvpLRaDT7e82aNWrWrJlpfwoKCtLff/+t1atXmxVp4eHh6tKli6TL+9zatWu1\nb98+1axZU5s2bZKDg4OeffZZOTs7q3bt2jp9+rQ+++yzEmP8+eefJV1+An71sTMlJUV//PGH/u//\n/s/01P65557TyJEjFRcXZ8pZfn6+atWqperVqyskJKTI8TEvL09PPfWUWrZsqbi4OPn4+MhoNMrN\nzU3h4eEV5vxYKD4+Xtu3b9dbb71VqmJeuvHP54cfflBQUJCefvppSZeP4UePHtWqVatM01jyXSk8\nhvfq1Us//PCD6tevb/q8evTooX/+85/Kysoq9Sspbm5ucnZ2VpUqVcyeGFu6T7m6uqpNmzaKiYkx\njY+NjZW/v7+aNm1aqlgqgqv37bvuuksvvviiJKl27drq27ev2fRXtljw8/NTnz59FB0dbVbQGwwG\nPfvss/L19ZUkde3aVatXrzaN/+abb9SjRw917drVNKzwuLd//34dPXpUc+bMMfXvMHDgQG3fvl1x\ncXFq37592Wy4BUp7TXZ1biIjIxUVFWV2jrjRa7DSHg8K963CWB555BFt3bqVgh64VdWpU8fsyVON\nGjX0999/W7SMv/76SwcPHtTKlStNw4xGowwGgy5duqTjx4/L19fXrFljYad213PPPfcoPDxcCQkJ\nOnTokOLj47V69Wr94x//MLsouNqFCxe0fPlyxcfHKzMzU/n5+crLy1NGRkaJ23H06FFt2rTJNKzw\nrnVaWpqaN28uPz8/jRkzRmFhYQoLC9M999xTrh23XdkErUqVKnJzc1NWVtY1p69SpYpZEeHt7W02\nfVZWlpYsWaKEhARlZWXJaDTq0qVLJebmZpkyZYoKCgr08ccfKy8vT3/99ZfOnz+voUOHmk2Xl5en\n1NRU099+fn5FinlJZjd2HB0dVa1aNbOcFn4nr8zRhg0bFBMTo4yMDF26dEkGg6HIKwkl7TcdO3bU\n7NmzTU3ltmzZoiFDhliUi/J2dfNmb29vZWdnS5LV+2xpcleR3XnnnRoxYoQuXLigNWvWyMnJSffc\nc0+p5+/WrZvmzp2rXbt2qVmzZrrvvvtM37cuXbpo+vTpSkpKUvPmzXXPPfdcN6c3M5eF233lU/lD\nhw7pk08+Mf19/PhxtWrVymy+xo0ba/369SooKDDtD1c3m73yGHTy5EnVrVvXrMVV/fr1SxVj+XX+\nawAAE3pJREFU48aNlZycrKVLl+qFF14wa4lz7NgxOTk5mS3L09NTtWrV0vHjx03DqlSpYna8vjK2\nS5cuqaCgwGwZderUMYu1Ip0fpcv78NmzZ7V8+XK98cYbpWpldaOfz4kTJ8xedSguXmu+K4Xbf2XL\ni8Ii3pKC/nos3ac6deqkN954Q2fOnFGNGjX066+/2qTgvBFX79tXduJY3KsMu3bt0qpVq3T8+HGd\nP39eRqNReXl5Zu/Yu7u7m4p56fJ+UXjuOHPmjLKysq7ZiVxycrJycnKKnA/z8vJMhXVFtXv3brPc\nFF5bXrp0yXRcudFrsNIeD7Zu3ar169crNTVVFy5cUH5+vs07L7UlCnpUSm5ubsX+fExubm6RHb64\npuxXP5kpyYULF9SnTx/de++9RcbdaO/Qzs7Oatasmelu/+zZs7V8+fLrFvRffPGF9u7dq4EDByow\nMFCurq6aPn26DAZDidvRuXNnPfzww0Wam/r5+cnJyUnvvfee9u/fr127dmn58uX66quvNGXKFIsO\npIXvdBZ30XO1qz8fBweHIrFd6eoeja+efsaMGaaTqZ+fn1xcXDR+/PgSc1PWCnNw4sQJs+GFJ8LC\nk+OFCxdUo0YNTZo0qch2X/nawbUuZIvr4bm4YYXL3rJlixYtWqRBgwapQYMGcnNz06pVq3TkyBGz\n6Uvab1q2bCkXFxfFxcXJyclJRqOx2P3Dlor7rli671+ptLmryK68GBs5cqTGjRunjRs36sEHHyy2\nyX1+fr7Z3x06dFBYWJh27txpujAeMGCAHnroIYWFhWnWrFmKj4/X7t279fbbb+uhhx4yPem80s3O\n5dUXodLlFgXWKOkYZK3g4GANHDhQb7/9tj744AO9+OKLFr8v6uTkZHZ+vDK24s6ZFf386OPjo5de\nekmTJk3Su+++qzfffLPEor68Ph9rFHcsvjLnhftcWcRnzT4VEhKiunXr6tdff1Xz5s117Ngxuyvo\ni9u3C139XUlNTdXUqVPVrVs39evXT56entq3b5/mzJmj/Px802dT3OdWuF+U9ICjsP+Qf/3rX9c9\np99MpbkmS09P13vvvaeuXbuqb9++8vT0VEJCgmbPni2DwWDa7ptxDXbw4EF98sknioyMVPPmzeXu\n7q4tW7ZozZo1lm56pXFr9hyASq9WrVr673//W2R4UlJSqZp5X09hcXKlevXq6cSJEwoMDCzyz8HB\nQXXq1NGpU6eUmZlpmufgwYNWrb9OnTq6ePHideM5ePCg2rdvr5YtW+q2225T9erVlZ6ebjaNs7Nz\nsdtx7NgxBQQEFNmOwoO0o6Oj7rzzTvXv31/Tpk1TWlqa9u7da9E2eHp6KiwsTN9//32x79CW52/5\nHjx4UN26dVNYWJjq1KkjJycnm/xqgKenp5o3b64NGzZc8z1i6fJnkpmZKUdHxyKfSXFP5G9UYmKi\nGjVqpM6dOyskJESBgYFmLQFKy9HRUW3bttXGjRu1ceNGtW7dutx/+qwsWbPPllXuKgoHBwc98cQT\nWrp0qfLy8kzNd8+cOWOaprjjrI+Pjzp16qSXX35Z3bt3NzUVly73it62bVuNGTNGgwcP1k8//VTs\nuitiLmvXrm32Hqx0uRPRmjVrlqp/Aenyueno0aNmF6+HDx8udQx169bVW2+9pYSEBL3//vumY3id\nOnWUn5+vQ4cOmaY9e/asTpw4UeRd+2udH48dOyZnZ2ezeAoKCoqd9lpscX708/PTxIkTlZmZqcmT\nJ+vChQulnvdqpfl8ateuXWTY1fGWxXflRhR3frd2n+rQoYNiYmIUExOjZs2aycfHp7zCtrkjR47I\nwcFBTz/9tOrXr6+goCCLb+x5eHjIx8fnmtdFoaGhOnPmjJydnW/KOb00SnNNlpSUJOny6wGFuTl9\n+rTF6yrpGqw0x4ODBw/K399fjz/+uEJDQxUUFFTkGvdWQ0GPSqlLly46efKkFixYoKNHj+rEiRNa\ns2aNtm7dqkcfffSGlu3v7689e/YoMzNTOTk5ki6/hxwbG2vqxff48ePaunWrli5dKklq1qyZatas\nqZkzZ+qvv/5SQkKCqVf5azl37pzefvttbdq0SUePHlVaWpp+++03rV692uwOanHxBAUFadu2bUpO\nTlZycrI+/vjjIneCAwIClJCQoNOnT5sOpo8//rgSExM1f/58JScnKyUlRdu3b9f8+fMlXe7Zd/36\n9UpOTlZGRobp912tuUkybNgwGY1GvfHGG9q2bZtSUlJ0/PhxrVu3Tv/85z8tXl5pBQUFKTY2VseP\nHzc1qbXVb70PHz5cRqNRr7/+urZu3arjx4/rxIkTpvicnJzUvHlzNWzYUNOmTdPu3buVnp6uxMRE\nLV261HSCLUs1a9ZUUlKSdu3apZMnT2rZsmVWPxXt2LGj9u7dq127dunBBx8s40jLlzX7bFnmrqK4\n//775ejoqO+//15BQUHy9fU19dy9c+dOrV271mz6BQsWaNeuXUpLS1NSUpL27dtnep9++fLl2rFj\nh1JSUvT333/rjz/+MI27WkXM5aOPPqq9e/fq66+/1smTJxUTE6Pvv//eonc2IyIiZDQa9dlnn+n4\n8eP6888/9d1330kqXaeD0v+K+sTERL3//vvKz89XUFCQWrZsqc8++0wHDhxQcnKyPvnkE/n6+hb5\nTfgrz4/p6ekqKCgwnR8jIiL0zTffaMeOHcrNzdXRo0ctusF6s86PV/P19dXEiROVnZ2tyZMn6/z5\n8xbNX6g0n0/nzp118uRJLVq0SCdOnNDmzZuL/NZ5WXxXboS/v78OHz6s9PR0nT17VgUFBVbvUxER\nETp16pR+/vnnYvtOqEyCgoKUl5enDRs2KC0tzfRrEJZ68skntWrVKm3YsEEpKSlKSkrShg0bJEkt\nWrTQ7bffrqlTp2r37t1KS0vTgQMH9OWXXyo5ObmMt6j0Sromq1mzpgwGg9atW6e0tDTFxsZe84bs\n9ZR0DVaa40FQUJAyMjK0detWpaamat26ddq+ffsN58Ce0eQelVJAQIAmTZqkJUuW6J133pHBYFDt\n2rX10ksvWfybvVdfZA0cOFBffPGFfv75Z/n4+GjGjBlq0aKFXn/9da1YsUKrVq2Ss7OzatWqZers\nxsHBQePGjdOnn36qN998UwEBARoyZIgmT558zfVWrVpVDRo00Lp165SSkqL8/Hz5+vqqU6dOeuKJ\nJ64bz6BBgzR79mxNmDBBXl5e6tGjR5ELnD59+mju3LkaO3asDAaDli1bpuDgYFPe/vWvf0m63DFe\nYad07u7uiouL04oVK3Tp0iXVrFlTzz///DUvyq8nICBA7733nlauXKmFCxfqzJkz8vLyUt26dYt0\nTlWWRo4cqTlz5uj111+Xr6+v+vbtq4ULF5bb+q4nMDBQ7733nr755hstWbJEp0+flrOzs+rUqaPH\nHnvM1HHTG2+8oaVLl+rTTz9Vdna2vL291aRJE7N3zEqrpKKhc+fOSk5O1ocffigHBwe1adNGXbt2\n1Z9//mnxuoKCgtSwYUPl5OSU+j3hisKafbYsc1dRODo6qmvXrlq1apW6dOmi559/XlFRURo3bpxu\nv/12PfXUU3r//fdN0xuNRs2fP1+nTp2Sm5ub7rrrLtP+7OzsrCVLligtLU2urq5q0qSJnn/++WLX\nWxFzWa9ePb344otatmyZVq5cKW9vb0VGRpr9ZFlx+9eVw9zc3PTaa68pKipKr776qoKDg/Xkk0/q\no48+sqgFS3BwsN566y298847pub3o0aN0oIFC/Tee++Zfrbu9ddfL9Is/8rzY0xMjKTLP7H20ksv\nKTw8XNHR0Zo5c6YuXrwof39/NW/evNgmxsVt7806PxbHx8dHEydONGt+X1K8Vw8rzefj5+enl19+\nWdHR0dqwYYPq16+vvn376tNPPzUtx9rvSll59NFHNWvWLL300ku6dOmSZs6cafU+5e7urnvvvVfx\n8fFFbg7Zs+LyHxoaqgEDBuibb77R4sWLdccdd6h///6aOXOmRcvu0KGDDAaD1q9fr4ULF6patWqm\n6ygHBweNHz9eX375pWbNmqWzZ8+azull0U+CtUq6JgsODtagQYO0evVqLVmyRE2bNlW/fv1MP01Z\nWiVdg5XmeNCyZUt1795d8+fPV15ensLDw9WrVy999dVXZZYPe+NQYKsXhwAAld5zzz2nhx56yOa/\nHw5UVJs2bdLs2bO1YMGCCvdaSkFBgV588UW1bt1affr0sXU4NlGRP5+b5Z133tFtt91m1tM7gIqD\nJ/QAgDKXnZ2tLVu2KCsry+46UQLKU2xsrAICAuTj46Pk5GR9+eWXuv/++ytEsZiRkaFdu3apadOm\npqbH6enpioiIsHVoN01F/nxutpycHO3bt0/79+/X8OHDbR0OgGugoAcAlLkRI0bIy8tLzz777C39\nUzLA1TIzM7Vs2TJlZWWpRo0auv/++/XUU0/ZOixJl5u7xsTEaNGiRSooKNBtt92mCRMm3HBnsvak\nIn8+N9urr76q3Nxc9e/fXzVr1rR1OACugSb3AAAAAADYIXq5BwAAAADADlHQAwAAAABghyjoAQAA\nAACwQxT0AAAAAADYIQp6AAAAAADsEAU9AAAAAAB2iIIeAAAAAAA75GzrAAAAwM2RmpqqVatWac+e\nPTp9+rScnZ0VHBys+++/X506dZKrq6tN4/vhhx/k6uqq9u3b2zQOAADsBQU9AAC3gJ07d+qDDz6Q\ni4uL2rZtq+DgYBkMBh04cECLFy/WsWPH9Mwzz9g0xu+//15eXl4U9AAAlBIFPQAAlVxaWpo++ugj\nBQQE6K233lL16tVN47p06aLU1FTt3LnThhFa7uLFi6pSpYqtwwAAwKZ4hx4AgEpu1apVunDhgv7x\nj3+YFfOFAgMD1a1bN0mS0WjUihUrNHbsWPXv31+jR4/WkiVLZDAYzOaJjIzUihUriixr9OjRmjVr\nlunvmJgYRUZGKjExUdHR0Ro+fLgGDBig//znP8rOzjab79ixY9q/f78iIyMVGRmpSZMmmS1j//79\nioqK0ogRIzRy5Ejt27dPkZGR2r59e5E4Nm/erMjISB06dMi6pAEAYAd4Qg8AQCW3c+dOBQYGqkGD\nBiVO++mnnyo2Nlb333+/Hn30UR0+fFjffvutjh8/rldeecXqGObPny9PT089+eSTSk9P19q1azV/\n/ny98MILkqQhQ4Zo3rx5cnNzU8+ePSWpyM2HefPmycvLS71799bFixd1xx13yNfXV5s2bVKrVq3M\npt20aZOCgoJKtc0AANgrCnoAACqx8+fP6/Tp00UK3uL89ddfio2NVceOHU3v03fp0kVeXl767rvv\ntH//fjVt2tSqOLy8vDR+/HjT30ajUevXr9f58+fl5uamli1basmSJfLy8lJERESxy6hWrZreeust\nOTg4mIY98MADWrt2rWk5kpSdna3du3erV69eVsUKAIC9oMk9AACV2Pnz5yVJVatWLXHa+Ph4SdIj\njzxiNrzw7xt5z75Tp05mfzdu3FhGo1Hp6emlXkbHjh3NinlJateunfLy8vT777+bhm3dulVGo1EP\nPPCA1fECAGAPKOgBAKjECp9aX7hwocRp09PT5ejoqKCgILPh3t7ecnd3t6j4vpqvr6/Z356enpKk\nnJycUi/D39+/yLBatWrp9ttv1+bNm03DNm/erIYNGyowMNDKaAEAsA8U9AAAVGJubm6qUaOG/v77\n75uyPqPRWOxwR8fiLzkKCgpKvWxXV9dih7dt21b79+/X6dOnlZKSokOHDvF0HgBwS6CgBwCgkgsP\nDzcVutfj7+8vo9GolJQUs+FZWVnKzc01e0Lu4eFR5Om6wWBQZmam1XFe3Zy+tNq0aSMHBwdt2bJF\nmzdvlrOzs1q3bm11HAAA2AsKegAAKrkePXqoSpUqmj17trKysoqMT0lJ0bp163TXXXdJktauXWs2\n/rvvvpN0+cZAocDAQCUkJJhN99NPP13zCX1pVKlSRbm5uRbPV61aNYWFhSk2NlabN29WixYtTE36\nAQCozOjlHgCASi4wMFDPPfecPvroI7344otq27atgoODZTAYdODAAW3btk0PPvigHn74YbVr104/\n/fSTcnJy1LRpUx06dEixsbG65557zHq479ixo+bOnavp06erefPm+uuvv7Rr1y55eXlZHWdoaKh+\n/PFHrVy5UkFBQfLy8tKdd95ZqnnbtWun999/X5L01FNPWR0DAAD2hIIeAIBbQMuWLTVt2jStXr1a\nf/zxh3788Uc5OzsrODhYAwYMMPVC/49//EOBgYGKiYnR9u3b5e3trSeeeEK9e/c2W17Hjh2Vlpam\njRs3ateuXWrSpIkmTJigt99+2+qm871791ZGRoZWr16t8+fPq2nTpqUu6O+++255eHiooKBALVu2\ntGr9AADYG4cCS3qjAQAAqICMRqOeffZZtWzZUs8++6ytwwEA4KbgHXoAAGD34uLilJ2drXbt2tk6\nFAAAbhqa3AMAALt1+PBhJScna+XKlQoNDVXjxo1tHRIAADcNBT0AALBbP/zwgzZt2qR69epp1KhR\ntg4HAICbinfoAQAAAACwQ7xDDwAAAACAHaKgBwAAAADADlHQAwAAAABghyjoAQAAAACwQxT0AAAA\nAADYIQp6AAAAAADsEAU9AAAAAAB2iIIeAAAAAAA79P+ai9GQMJXYFQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f5c7e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_sorted_values = sorted_values[0:10,:]\n",
    "\n",
    "plt.bar(range(len(top_sorted_values)), top_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(top_sorted_values)), top_sorted_values[:,0])\n",
    "\n",
    "plt.title(\"Count of Billionaires by Country (Top 10)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Number of Billionaires\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/AAAAHfCAYAAAD3OjPEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAdAAQ8AAAAAgAP4fySSwMj3wniQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109b4cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bottom_sorted_values = sorted_values[-10:,:]\n",
    "\n",
    "plt.bar(range(len(bottom_sorted_values)), bottom_sorted_values[:,1].astype(int), align='center')\n",
    "plt.xticks(range(len(bottom_sorted_values)), bottom_sorted_values[:,0])\n",
    "\n",
    "plt.title(\"Count of Billionaires by Country (Bottom 10)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Number of Billionaires\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAYAAAHfCAYAAADDU9qZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f716f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "billionaires[\"Net Worth\"].hist(bins=30)\n",
    "plt.title(\"Billionaire Net Worth Histogram\")\n",
    "plt.xlabel(\"Net Worth\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.939227% of billionaires are worth more than $30 billion.\n",
      "1.878453% of billionaires are worth more than $20 billion.\n",
      "5.635359% of billionaires are worth more than $10 billion.\n",
      "14.861878% of billionaires are worth more than $5 billion.\n",
      "47.071823% of billionaires are worth less than $2 billion.\n"
     ]
    }
   ],
   "source": [
    "overThirty = sum(billionaires[\"Net Worth\"] > 30) / billionaireCount\n",
    "overTwenty = sum(billionaires[\"Net Worth\"] > 20) / billionaireCount\n",
    "overTen = sum(billionaires[\"Net Worth\"] > 10) / billionaireCount\n",
    "overFive = sum(billionaires[\"Net Worth\"] > 5) / billionaireCount\n",
    "lessThanTwo = sum(billionaires[\"Net Worth\"] < 2) / billionaireCount\n",
    "\n",
    "print(\"{:%} of billionaires are worth more than $30 billion.\".format(overThirty))\n",
    "print(\"{:%} of billionaires are worth more than $20 billion.\".format(overTwenty))\n",
    "print(\"{:%} of billionaires are worth more than $10 billion.\".format(overTen))\n",
    "print(\"{:%} of billionaires are worth more than $5 billion.\".format(overFive))\n",
    "print(\"{:%} of billionaires are worth less than $2 billion.\".format(lessThanTwo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Billionaires' Money Per Country\n",
    "\n",
    ">Which country has the most money if we add all their billionaires together and how do they compare?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/0AAAJmCAYAAAAO6eBUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110f87588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "values = byCountry[\"Total\"]\n",
    "\n",
    "plt.bar(range(len(values)), values)\n",
    "plt.xticks(range(len(values)), values.keys(), rotation=90)\n",
    "\n",
    "plt.title(\"Total Value of Billionaires by Country (Alphabetical)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Value in billions of dollars\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/0AAAJmCAYAAAAO6eBUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nP5IYJHACbvwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110f6eef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_values = np.array(sorted(values.items(), key=operator.itemgetter(1), reverse=True))\n",
    "\n",
    "plt.bar(range(len(values)), sorted_values[:,1].astype(float), align='center')\n",
    "plt.xticks(range(len(values)), sorted_values[:,0], rotation=90)\n",
    "\n",
    "plt.title(\"Total Value of Billionaires by Country (Sorted)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Value in billions of dollars\")\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/0AAAHfCAYAAAACxLh0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6v8BJfGlBZsAzgEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f746240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_sorted_values = sorted_values[0:10,:]\n",
    "\n",
    "plt.bar(range(len(top_sorted_values)), top_sorted_values[:,1].astype(float), align='center')\n",
    "plt.xticks(range(len(top_sorted_values)), top_sorted_values[:,0])\n",
    "\n",
    "plt.title(\"Total Value of Billionaires by Country (Top 10)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Value in billions of dollars\")\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/AAAAHfCAYAAAD3OjPEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAbAAFPAAAAAAANoACHgAAAAAAG/B/6W7Nk8VnZyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f5a0d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bottom_sorted_values = sorted_values[-10:,:]\n",
    "\n",
    "plt.bar(range(len(bottom_sorted_values)), bottom_sorted_values[:,1].astype(float), align='center')\n",
    "plt.xticks(range(len(bottom_sorted_values)), bottom_sorted_values[:,0])\n",
    "\n",
    "plt.title(\"Total Value of Billionaires by Country (Bottom 10)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Value in billions of dollars\")\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is kind of interesting in that most countries seem to have at least a billionaire and those who have just one have ones who make more than just 1 billion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Billionaire Ages\n",
    "\n",
    ">How does age correlate to how rich you are given that you are a billionaire? What is the distribution of billionaire's ages?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAEAAAHfCAYAAAAhj8HgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHFFzc7P8/f312Wef6aWXXtLQoUO1YMEC+fn5kU