luminousmen/Exploratory Data Analysis.ipynb

## Exploratory Data Analysis.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis \n",
    "\n",
    "This is the code for the blog post [Exploratory Data Analysis](https://luminousmen.com/exploratory-data-analysis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.offline as py \n",
    "import seaborn as sns\n",
    "py.init_notebook_mode(connected=True)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "import plotly.graph_objs as go \n",
    "import plotly.tools as tls \n",
    "import plotly.figure_factory as ff "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is imported using the pandas predefined function `read_csv()` as our data file format is csv (comma-seprated values) in the dataset variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"billionaires.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2614, 22)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['name', 'rank', 'year', 'company.founded', 'company.name',\n",
       "       'company.relationship', 'company.sector', 'company.type',\n",
       "       'demographics.age', 'demographics.gender', 'location.citizenship',\n",
       "       'location.country code', 'location.gdp', 'location.region',\n",
       "       'wealth.type', 'wealth.worth in billions', 'wealth.how.category',\n",
       "       'wealth.how.from emerging', 'wealth.how.industry',\n",
       "       'wealth.how.inherited', 'wealth.how.was founder',\n",
       "       'wealth.how.was political'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The purpose of displaying examples from the data set is not to make a thorough analysis. It is to get a qualitative \"sense\" of the data we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rank</th>\n",
       "      <th>year</th>\n",
       "      <th>company.founded</th>\n",
       "      <th>company.name</th>\n",
       "      <th>company.relationship</th>\n",
       "      <th>company.sector</th>\n",
       "      <th>company.type</th>\n",
       "      <th>demographics.age</th>\n",
       "      <th>demographics.gender</th>\n",
       "      <th>...</th>\n",
       "      <th>location.gdp</th>\n",
       "      <th>location.region</th>\n",
       "      <th>wealth.type</th>\n",
       "      <th>wealth.worth in billions</th>\n",
       "      <th>wealth.how.category</th>\n",
       "      <th>wealth.how.from emerging</th>\n",
       "      <th>wealth.how.industry</th>\n",
       "      <th>wealth.how.inherited</th>\n",
       "      <th>wealth.how.was founder</th>\n",
       "      <th>wealth.how.was political</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>1</td>\n",
       "      <td>1996</td>\n",
       "      <td>1975</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>founder</td>\n",
       "      <td>Software</td>\n",
       "      <td>new</td>\n",
       "      <td>40</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>8.100000e+12</td>\n",
       "      <td>North America</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>18.5</td>\n",
       "      <td>New Sectors</td>\n",
       "      <td>True</td>\n",
       "      <td>Technology-Computer</td>\n",
       "      <td>not inherited</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>1</td>\n",
       "      <td>2001</td>\n",
       "      <td>1975</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>founder</td>\n",
       "      <td>Software</td>\n",
       "      <td>new</td>\n",
       "      <td>45</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>1.060000e+13</td>\n",
       "      <td>North America</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>58.7</td>\n",
       "      <td>New Sectors</td>\n",
       "      <td>True</td>\n",
       "      <td>Technology-Computer</td>\n",
       "      <td>not inherited</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>1</td>\n",
       "      <td>2014</td>\n",
       "      <td>1975</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>founder</td>\n",
       "      <td>Software</td>\n",
       "      <td>new</td>\n",
       "      <td>58</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>North America</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>76.0</td>\n",
       "      <td>New Sectors</td>\n",
       "      <td>True</td>\n",
       "      <td>Technology-Computer</td>\n",
       "      <td>not inherited</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>2</td>\n",
       "      <td>1996</td>\n",
       "      <td>1962</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>founder</td>\n",
       "      <td>Finance</td>\n",
       "      <td>new</td>\n",
       "      <td>65</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>8.100000e+12</td>\n",
       "      <td>North America</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Traded Sectors</td>\n",
       "      <td>True</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>not inherited</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>2</td>\n",
       "      <td>2001</td>\n",
       "      <td>1962</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>founder</td>\n",
       "      <td>Finance</td>\n",
       "      <td>new</td>\n",
       "      <td>70</td>\n",
       "      <td>male</td>\n",
       "      <td>...</td>\n",
       "      <td>1.060000e+13</td>\n",
       "      <td>North America</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>32.3</td>\n",
       "      <td>Traded Sectors</td>\n",
       "      <td>True</td>\n",
       "      <td>Consumer</td>\n",
       "      <td>not inherited</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             name  rank  year  company.founded        company.name  \\\n",
       "0      Bill Gates     1  1996             1975           Microsoft   \n",
       "1      Bill Gates     1  2001             1975           Microsoft   \n",
       "2      Bill Gates     1  2014             1975           Microsoft   \n",
       "3  Warren Buffett     2  1996             1962  Berkshire Hathaway   \n",
       "4  Warren Buffett     2  2001             1962  Berkshire Hathaway   \n",
       "\n",
       "  company.relationship company.sector company.type  demographics.age  \\\n",
       "0              founder       Software          new                40   \n",
       "1              founder       Software          new                45   \n",
       "2              founder       Software          new                58   \n",
       "3              founder        Finance          new                65   \n",
       "4              founder        Finance          new                70   \n",
       "\n",
       "  demographics.gender  ...  location.gdp location.region          wealth.type  \\\n",
       "0                male  ...  8.100000e+12   North America  founder non-finance   \n",
       "1                male  ...  1.060000e+13   North America  founder non-finance   \n",
       "2                male  ...  0.000000e+00   North America  founder non-finance   \n",
       "3                male  ...  8.100000e+12   North America  founder non-finance   \n",
       "4                male  ...  1.060000e+13   North America  founder non-finance   \n",
       "\n",
       "  wealth.worth in billions wealth.how.category  wealth.how.from emerging  \\\n",
       "0                     18.5         New Sectors                      True   \n",
       "1                     58.7         New Sectors                      True   \n",
       "2                     76.0         New Sectors                      True   \n",
       "3                     15.0      Traded Sectors                      True   \n",
       "4                     32.3      Traded Sectors                      True   \n",
       "\n",
       "   wealth.how.industry  wealth.how.inherited wealth.how.was founder  \\\n",
       "0  Technology-Computer         not inherited                   True   \n",
       "1  Technology-Computer         not inherited                   True   \n",
       "2  Technology-Computer         not inherited                   True   \n",
       "3             Consumer         not inherited                   True   \n",
       "4             Consumer         not inherited                   True   \n",
       "\n",
       "  wealth.how.was political  \n",
       "0                     True  \n",
       "1                     True  \n",
       "2                     True  \n",
       "3                     True  \n",
       "4                     True  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see if there are any missing data in the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name                         0\n",
       "rank                         0\n",
       "year                         0\n",
       "company.founded              0\n",
       "company.name                38\n",
       "company.relationship        46\n",
       "company.sector              23\n",
       "company.type                36\n",
       "demographics.age             0\n",
       "demographics.gender         34\n",
       "location.citizenship         0\n",
       "location.country code        0\n",
       "location.gdp                 0\n",
       "location.region              0\n",
       "wealth.type                 22\n",
       "wealth.worth in billions     0\n",
       "wealth.how.category          1\n",
       "wealth.how.from emerging     0\n",
       "wealth.how.industry          1\n",
       "wealth.how.inherited         0\n",
       "wealth.how.was founder       0\n",
       "wealth.how.was political     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Descriptive statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The descriptive statistics provide us a information of numerical featuers in the term of the Mean, Standard Deviation and 5 elements of the box plot (Min, Max, Q1, Q2, Q3)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>rank</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>5.996725e+02</td>\n",
       "      <td>4.678857e+02</td>\n",
       "      <td>1.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>430.0</td>\n",
       "      <td>9.880000e+02</td>\n",
       "      <td>1.565000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>2.008412e+03</td>\n",
       "      <td>7.483598e+00</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2.014000e+03</td>\n",
       "      <td>2.014000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company.founded</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>1.924712e+03</td>\n",
       "      <td>2.437765e+02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1936.0</td>\n",
       "      <td>1963.0</td>\n",
       "      <td>1.985000e+03</td>\n",
       "      <td>2.012000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>demographics.age</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>5.334124e+01</td>\n",
       "      <td>2.533332e+01</td>\n",
       "      <td>-42.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>7.000000e+01</td>\n",
       "      <td>9.800000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location.gdp</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>1.769103e+12</td>\n",
       "      <td>3.547083e+12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.250000e+11</td>\n",
       "      <td>1.060000e+13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wealth.worth in billions</th>\n",
       "      <td>2614.0</td>\n",
       "      <td>3.531943e+00</td>\n",
       "      <td>5.088813e+00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.500000e+00</td>\n",
       "      <td>7.600000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           count          mean           std     min     25%  \\\n",
       "rank                      2614.0  5.996725e+02  4.678857e+02     1.0   215.0   \n",
       "year                      2614.0  2.008412e+03  7.483598e+00  1996.0  2001.0   \n",
       "company.founded           2614.0  1.924712e+03  2.437765e+02     0.0  1936.0   \n",
       "demographics.age          2614.0  5.334124e+01  2.533332e+01   -42.0    47.0   \n",
       "location.gdp              2614.0  1.769103e+12  3.547083e+12     0.0     0.0   \n",
       "wealth.worth in billions  2614.0  3.531943e+00  5.088813e+00     1.0     1.4   \n",
       "\n",
       "                             50%           75%           max  \n",
       "rank                       430.0  9.880000e+02  1.565000e+03  \n",
       "year                      2014.0  2.014000e+03  2.014000e+03  \n",
       "company.founded           1963.0  1.985000e+03  2.012000e+03  \n",
       "demographics.age            59.0  7.000000e+01  9.800000e+01  \n",
       "location.gdp                 0.0  7.250000e+11  1.060000e+13  \n",
       "wealth.worth in billions     2.0  3.500000e+00  7.600000e+01  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot quantitative data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Often a quick histogram is enough to understand the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with the main thing - *what's about money*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "sns.distplot(df['wealth.worth in billions'])\n",
    "plt.xscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I used a logarithmic scale to at least show some distribution. Obviously, there are many more people who don't have huge amounts of money but there is also a long tail that indicates that there are people who have VERY much money."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*How old are our billionaires?*\n",
    "\n",
    "We remember that there are outliers in this column, let's clean them up and see the right picture."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['demographics.age'] > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "sns.distplot(df['demographics.age'], bins=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution is similar to normal, with a slightly larger tail on the left. \n",
    "\n",
    "Let's do the same with the splitting by industry."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0eb219e7f0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1060.88x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "g = sns.FacetGrid(data=df, hue='wealth.how.industry', aspect=3, height=4)\n",
    "g.map(sns.kdeplot, 'demographics.age', shade=True)\n",
    "g.add_legend(title='wealth.how.industry')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0eb21a6f98>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008.5x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "industries = ['Hedge funds', 'Consumer', 'Technology-Computer']\n",
    "plt.figure(figsize=(15,10))\n",
    "g = sns.FacetGrid(\n",
    "    data=df[(df['wealth.how.industry'] != '0') & (df['wealth.how.industry'].isin(industries))], \n",
    "    hue='wealth.how.industry', \n",
    "    aspect=3, \n",
    "    height=4)\n",
    "g.map(sns.kdeplot, 'demographics.age', shade=True)\n",
    "g.add_legend(title='wealth.how.industry')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see the money going to the older part on the dataset. In addition, it can be seen that tech companies are more skewed towards the young, while the consumer industry is the opposite towards the elderly. There is also an industry where for some reason one can get rich before 20."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot qualitative data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's answer the question — *what industry are the richer billionaires in?*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Industries of billioners')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "city = df['wealth.how.industry'].value_counts(ascending=False)\n",
    "\n",
    "df_city = df.filter(['wealth.how.industry'], axis=1)\n",
    "df_city['count'] = 1\n",
    "\n",
    "grouped_city = df_city.groupby('wealth.how.industry', as_index=False,sort=False).sum()\n",
    "grouped_city.sort_index(ascending=False)\n",
    "\n",
    "grouped_city = grouped_city.sort_values('count', ascending=False)                            \n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "sns.barplot(data=grouped_city, x='count', y='wealth.how.industry')\n",
    "plt.title('Industries of billioners', fontsize=17)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Judging by the plot at the top are industries that target consumers.  It is difficult for me to draw any conclusions as to why - but it is this insight that I can tell the business. Besides, there is some industry 0 - we can assume that these are people who simply don't have industry or it's mixed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Who are the more men or women among the billionaires?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Gender')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.countplot(data=df, x='demographics.gender')\n",
    "plt.title('Gender', fontsize=17)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It just so happens that it's mostly men."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Let's try to see the billionaire countries.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hole": 0.3,
         "labels": [
          "United States",
          "China",
          "Germany",
          "Russia",
          "Brazil",
          "Hong Kong",
          "Japan",
          "India",
          "France",
          "United Kingdom",
          "Italy",
          "Canada",
          "Mexico",
          "Australia",
          "Switzerland",
          "Spain",
          "Taiwan",
          "Turkey",
          "South Korea",
          "Sweden",
          "Malaysia",
          "Singapore",
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\"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Billionaire countries\"}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('55d1e2e5-cc0f-437a-932a-79588434649c');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
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       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "column = 'location.citizenship'\n",
    "fig  = go.Figure(data = [\n",
    "    go.Pie(\n",
    "        values = df[column].value_counts().values.tolist(),\n",
    "        labels = df[column].value_counts().keys().tolist(),\n",
    "        name = column,\n",
    "        marker = dict(line = dict(width = 2, color = 'rgb(243,243,243)')),\n",
    "    hole = .3\n",
    "    )],\n",
    "    layout=dict(title = dict(text=\"Billionaire countries\"))\n",
    "\n",
    ")\n",
    "fig.update_traces(textposition='inside', textinfo='percent+label')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More than a third of billionaires come from the United States."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplots\n",
    "\n",
    "Let's go through all the quantitative data and build their box plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(nrows=2, ncols=3, figsize=(12, 10))\n",
    "for (index, col) in enumerate(df.select_dtypes(include=['int','float']).columns):\n",
    "    sns.boxplot(data=df, y=col, ax=axes[index//3][index%3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`rank` — it appears to show a human rank in the overall sample.\n",
    "\n",
    "`year`. We can see the period of time during which the billionaires are collected. You can see that he's been very skewed to recent years, which seems logical - if you could earn the first billion a long time ago, then in time you should probably stack more and you're unlikely to leave this list.\n",
    "\n",
    "`company.founded`. A similar conclusion, you can also see that there are likely to be some missing values. We'll have to deal with them later.\n",
    "\n",
    "`demographics.age`. A lot of outliers, you can see that there are people with zero or negative age, which is not right. If you throw away such outliers, you may suspect that there is something near-normal in this variable distribution. We should build a distplot for this variable.\n",
    "\n",
    "`location.gdp`. It is difficult to say something on this graph - it seems that most billionaire countries are not very rich, but it is difficult to judge what this column means exactly.\n",
    "\n",
    "`wealth.worth in billions`. A huge number of outliers, although by quarters we can say that most have close to zero number of billions that we have already seen in the previous plots.\n",
    "\n",
    "In the simplest box plot, the central rectangle spans the first quartile to the third quartile (the interquartile range or IQR). As a rule, outliers are either 3×IQR below the third quartile or 3×IQR above the first quartile. But the definition of the outlier will be different for each data set.\n",
    "\n",
    "Boxplot is very good at presenting information about the central tendency, symmetry and variance, although they can mislead aspects such as multimodality. One of the best applications of boxplot is in the form of side-by-side boxplot (see multivariate graphical analysis below)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "sns.boxplot(x='demographics.gender', y=\"demographics.age\", hue=\"wealth.type\", data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rNe/YjFFzR9IzsDcP7j4g/tY94m9pzkS83/k9bMpYc/5PPfZJjMi1iERuoCpUqEBWVhY//vgjjRs3JjIykp07d77y/urWrcvSpUv58ssvMTY2pnPnzkUYbcEeJqcwcuK3GmVPH/+6bS3l3jF7ctggR/MDPPeb8cxetILJMxc8uURrw/qMHz6gxOIuUIaCjLXTMW3dG7NPg1FlKFBG7EN5eKtmPakMnjuPPjfhLsYN22DkFwRGJqhSElGe2IPyj1d/b4uSMiWNo51nUmtGTxqGjSZLruDaiv1cmqv5JVJiJNNcTAZE9l+Mz9TPqDP/CyRSKfcOniVq0ssvRlKSTi/ZA1IJfoPaYWZbigfnY/ip23ekJz67SJFEKkFqJAOJRF1WLqAmzef3Vz+u2rY+VdvWRx6bwLoA/V+9btOSzUikEroO6oy1rTXR568xrttXGovYJFIpMiMZkuf69UYSq9a1SFQvzrMKb6Tu3bvj6empMQJfu3YtK1eu5PHjxzRo0IDmzZszceJE/v77b+DZ6Wc7djy75vOsWbO4ePEi69evB7Sv7HbixAkGDRrE5MmT6dChg06xKRN1v16zocha9JW+Qyhy+0Nl+g6hWNw3esMTzyvYTaK+Qyg2B2J/ea326b+v0LmuebMvXuu1DIVI5MJrE4ncMIhEbjhEIs9f+oGlOtc1f39gofe/YcMGVq1aRUJCAjVq1GDixIl4e3vnWbd79+789ddfWuWNGzdmxYonXzjGjRunNVsaGBjIqlWrCh1bfsTUuiAIgmA4inFqfd++fcycOZOpU6fi4+NDWFgY/fr145dffqFMmTJa9RcvXqyxwPjRo0d8+OGHtGjRQqNe06ZNmTZtmvpxfhfkelVi1bogCIJgOHJzdd8Kac2aNXTp0oWOHTvi5ubG1KlTMTU1zXf9UenSpXFwcFBvJ06cwMzMTCuRm5iYaNSzsSn4bnqFJUbkgiAIguEoRIKWy+XI5dp3U7S2tsbaWvMCRVlZWVy6dIkvv/xSXSaVSgkICCAqSrdTJLdv307r1q01ThUGiIiIwN/fH2trawICAhg2bBilS5fWuR8vIxK5IAiCYDgKMbUeFhZGSEiIVvngwYMZMmSIRllycjI5OTnY29trlNvZ2XH79u2Xvtb58+eJjo5mxowZGuWNGjXivffew8XFhdjYWObPn0///v3ZuHHjK935MS8ikQuCIAiGoxCXaO3Zsx/t27fXKn9xNF4Utm3bRrVq1bQWxrVu3Vr9f3d3d9zd3WnevDmnTp2iXr16L+7mlYhELgiCIBiOQkyt5zWFnh9bW1tkMhmJiZpnDCQlJeHg4FBg27S0NH7++WeGDh360tdxdXXF1taW27dvF1kiF4vdBEEQBMOhytV9KwQTExM8PDwIDw9Xl+Xm5hIREYGvr2+BbX/55ReysrJo167dS1/n/v37PHr0iLJli+72vWJELgiCIBiOYrxEa+/evRk7diweHh54e3sTFhZGRkaGeno+ODgYR0dHRo0apdFu27ZtNG/eHFtbW41yhUJBSEgIH3zwAfb29sTGxjJnzhwqVaqEv79/kcUtErkgCIJgOIoxkbdq1YqHDx+yaNEi9QVhVq5cqT6H/N69e1oL1G7evMnp06dZvXq11v5kMhnR0dHs2rWLx48fU7ZsWQIDAxk2bFiRnksuruwmvDZxZTfDIK7sZjjEld3yl755qs51zbt8/VqvZSjEiFwQBEEwHNm6r1p/W4hELgiCIBgOcfczLSKRC4IgCIZD3I9ci0jkgiAIguEQy7q0iEQuvLb/4sIwk6Hf6juEIme+fIK+QygWNbNy9B1CkRuefEHfIby5xIhci0jkgiAIguEQiVyLSOSCIAiCwVDl/PdmYF6XSOSCIAiC4RAjci0ikQuCIAiGQ5x+pkUkckEQBMFw5IpV6y8SiVwQBEEwHGJqXYtI5IIgCILhEIvdtIhELgiCIBgOMSLXIhK5IAiCYDjEMXItIpELgiAIhkOsWtciErkgCIJgOMSIXItI5IIgCILBUIlj5FpEIhcEQRAMh1i1rkUkckEQBMFwiKl1LSKRC28EiUM5TFv3RupSFVWGguwzh1Ee3lbgvYclpR2wGLlYqzz7QjiZWxcVZ7g6uRMXz5r/bSPq4hVuxNyhto8Ha0Nmv7Td41QFsxYu59CxCHJzc2kcUI/xI76ktI11CUT9cqWqlcPj217Y+lVFKU8jdsMhouduL/APrMRYhvv4Ltj6VcXGpzIycxN+dvykBKMumEW1clT7tg82ftXIliuI33CImLlbX9qnyuM/wcavKlY+VZCZm3DIsXMJRl0448YOof8XPbC3t+XUqXMMHzmZc+cuFdgmO+tunuWZmZlYWlUujjBfTkytaxGJXNA/M0vMek5AlXCXjI1zkdo6YtLiM5BIUP6+5aXNM39ZT+6dv9WPVWmPizNanV2Puc3RiJP4eFQnO1v36cBRk77lduxdpo4dhkQqYcGyNQwd9w3rls0txmh1Y2RjSf2tE0iNjuNUz3lYVHSkxtRPQSol+rv83yuZuSnlP23Ko7M3SD4VjX0jzxKMumBGNpbU2joJRXQc53vOxryiE1WndkcilXDzu835tpOZm+L8aRDys9dJOfU3ZRp5lWDUhTM2eDATvhrG2HHT+fvvGwwf9jm/7t+ET60g/vknId92DQPbapXt2rmW8IiTxRluwcSIXItI5ILeGddtjsTYhPRN8yEznVwuIDEzx7hJJ5TH90BmeoHtVYn3yI27XkLR6q5Jw/oENfIHYMSE6SSnyF/aJuriFcL/OsPaJbOp4/skMTg62PPJ58OJOHkW/7q1ijXml6nQszkyM2NO915Admo6HL2AkZU51UZ35GbInidleciWp3HA/fMn++jz/huVyMv1fA+pmQkXes8jJzWd5H/7VGn0x9wO2U1OAX065t7nyT76fPDGJnJTU1OCxwxi1uwQli5bC0DEn6e4cS2SQQN7M/nr/GeJIv86o/G4jp8PDg52bNr8U3GGXLBiPv1sw4YNrFq1ioSEBGrUqMHEiRPx9vbOs+6OHTsYP368RpmJiQkXLlx4Fq5KxaJFi9i6dStyuZzatWszdepUKlSoUGQxS4tsT4LwimRVfcm5fl4jYWdfCEdiYoqsYg09RvZ6pNLCf7yOR5zEroytOokDeNV0x8XZieN/nirK8F6JQ5APCUfOayTs+F3hyCxMKRNgmO+VXZAvD4+c00jY/+w6gczClNIBNfUYWdEI8K+DjY01W7ftUZelpaWz9+eDfPBB00Ltq2uXj0hNVbB374GiDlN3uSrdt0Lat28fM2fOZNCgQezcuRN3d3f69evHw4cP821TunRpjh8/rt4OHz6s8XxoaCjr169nypQpbNmyBXNzc/r160dWVlah48uPSORCnoryl+xlpPbO5CbGa5SpUpJQZWUgtXd+aXvT9gOwmPI/zMcsw6RFdzAyLq5Qi13MnTgqVXDRKq9UwZWbt2P1EJGmUlWdSb2m+V5l3E0iOy2DUm4vf6/eRBZVy5H2Qp8y7yaRk5aBpYH26Xnu7m5kZ2dz7VqMRvnVq9eo7u5WqH116tSW3Xt+JT09oyhDLBRVdo7OW2GtWbOGLl260LFjR9zc3Jg6dSqmpqbs3LmzwHYODg7qzd7e/lmsKhXr1q1j4MCBNG/enOrVqzN79mzu37/PoUOHCh1ffkQiNwC7d+/G398fpVKpUd6rVy+mTZsGwJYtW/jggw/w8vKiVatWbN++XaPurFmzeP/99/H29qZ58+YsW7aM3OcWjYwbN46hQ4cSEhJCYGAgHTp0KP6OPWVuiSpDoVWsSleAean822UrUUb+Suau5WSsnU72qd8xqvseph8PK8Zgi1eKPBXrUtp9trYqhfxxqh4i0mRsY4lSnqZVrnykwLi0pR4ien1GNpYo5dq/f8pHCoxKF/D7ZyBsbW1ITVVofN4BkpNTsLS0wNhYty++jQLr4+LyDlu27C6OMHVXiBG5XC4nLi5Oa5PLtQ9zZWVlcenSJRo2bKguk0qlBAQEEBUVlW84qampNGnShMaNGzNw4ECuX392mC8uLo6EhASNfVpZWeHj41PgPgtLHCM3AB988AHTpk3jjz/+oHnz5gDcu3ePyMhIxowZw+7duwkJCWHy5Mm4u7tz4cIFJk6ciI2Njbp+qVKlmDVrFg4ODly+fJlJkyZRpkwZunTpon6dY8eOYWlpydq1a/XRzUJTpT4i6+c16se5ty6jSk3BtG1flI7lyf3njh6jEwT9kMlk6v+rCjjro7C6dPmIhw+T+fXAkSLb5yspxDHysLAwQkJCtMoHDx7MkCFDNMqSk5PJycnRGFED2NnZcfv27Tz3X6lSJWbMmIG7uzuPHz9m9erVfPLJJ+zduxdHR0cSEp4sJMxrn0+fKwoikRsAU1NT2rRpw/bt29WJeefOnVStWhUPDw+GDx/O+PHj1c+5urpy+fJlNm/erC4bNGiQen8uLi78/fff7N+/XyORlypVim+++Ubnb+hFJl2BxNRCq1hibgnphRuFZl/6E9O2fZE6VzbIRG5jXYqHySla5fLHqVhb6X90qExRYGyl/V4Zl7ZE+Uh7VGsIslMUGOXTp+xH+p8FKYzG7/rz+2/b1I//+COcrdv2UqqUJVKpVGNUbmtrg0KRpjXTlxeZTEaH9q3YsXOfTvWLVSGOfffs2ZP27dtrlVtbF82pnLVq1aJWrVoaj1u1asXWrVsZPHhwkbyGLkQiNxAdO3akS5cuJCUlYWdnx65du+jWrRtpaWncuXOHcePG8dVXX6nrK5VKypUrp368b98+1q1bx507d0hPT9d6HsDd3b3kkziQmxivdSxcYm2HxMRM69i57gzzFJVK5V04fe6iVnnM7ViavRugh4g0pV6Lx7Kq5ntl5lwGIwszUq+/6nulX2nX7mJZVfOzYOpsh8zCDIWB9en0mfPUb9BS/fhxqoJyzk4YGRnh5laJ6Ogb6ufc3d24+rduZ3s0CwqkbFl7Nutztfq/VIVI5NbW1jonbVtbW2QyGYmJiRrlSUlJODg46LQPY2NjatSooR7BP22XmJiInZ2dxj49PYvuzA1xjNxAeHp64ubmxu7duzl16hTx8fG0a9eOtLQnxytnzpzJrl271NvPP//M6tWrATh79iyjR48mKCiIFStWsHPnTnr16qX1zdrCQntUUhJyrkUhc/MBEzN1mczLH1VWJjm3rhRqX0Y16z/ZZ3zMS2q+mQL965KYlMyZ55L5xSvRxMXfJ7BBHT1G9kTCoXM4NPFGZvnsvXL+0J+ctEwehhfuvXpTJB2KokwTH40+lf0wgJy0TB6FX9ZjZIWXmqrg9Jnz6i06+gbhEadISZHTqWMbdT1zczPatH6PX389XMDenunS5SPi4+9z5I/w4gpdd9k5um+FYGJigoeHB+Hhz/qYm5tLREQEvr6+Ou0jJyeH6OhodQJ3cXHBwcFBY5+pqamcO3dO533qQozIDUinTp3YsmUL169fp0mTJpQpUwZ48q0vNjaWVq1a5dnu7NmzuLq68sUXX6jL7t7N+4pN+qA8+RtGDVpg9slIso7tfnJBmCadUEb8rHFKmvmw78m5dYWsn5YDYNy0ExITM3Lu/I0qMx1ZxRoYN2xL9qVIVG/AtHp6RgbH/r1wxoOEJFIVaRw4fAyARv51MTczo2XnPtSp5cW08SMA8PWsQUC92nw1fR6jBvVDKpWwYOlqant76P0ccoDbYb9Rsd8H+K0ZyY2Q3VhUKEvVMZ24uXyfxilpTf5cwMOIK5wfsUJd5hDkg8zCFGvPJ+fPOrWpB0BK1E3S4zRHQSXpbthBXPq1xGvNaG6H/IR5hbJUGvMxscv3apyS1uDPRTyKuMzVET+oy8oE+SKzMMXKsyIADm2efJF8HHWDDD326XmZmZnMnrOECV8NJzn50b8XhPkCqVRKyJLV6nqffdaJlSvmUa16AHfuPPv7YGJiwoftPiBs3dYiPeb+yorxgjC9e/dm7NixeHh44O3tTVhYGBkZGerp+eDgYBwdHRk1ahQAISEh+Pr6UqFCBeRyOatWreLevXt06tQJAIlEQo8ePVi6dCnly5fHxcWFhQsX4uTkRFBQUJHFLRK5AWnbti2zZ88mJiaGRYueXX5Rc30AACAASURBVIJ00KBBzJ49G0tLSxo2bEhmZibnzp0jJyeHbt26UaFCBe7evcu+ffvw9PTk4MGDHDt2rMiOE722DAUZa6dj2ro3Zp8Go8pQoIzYh/LwVs16Uhk8d252bsJdjBu2wcgvCIxMUKUkojyxB+UfBZ8qUlIeJqcwcuK3GmVPH/+6bS3l3jEjJyeH3BzNxTtzvxnP7EUrmDxzwZNLtDasz/jhA0os7oJkpyiI7DQDj5m9qbtuDEq5gpjl+4ies02jnkSm+V4BeM7qi0X5Z1OUfquefHk5N3QZcZuPFn/w+chOUXC20ze4z+yL97qxZMsVxC7/mZg5mleqk8ikSF7ok/usfpiXL6t+7LXqyR/4y0OXcH/zH8UfvI5mzQ5BKpUyNngIdnalOX36PC1adeXBg2dfNqQSKUZGRkgkEo22LVo0pXRpG7Zs0f+0OlCsibxVq1Y8fPiQRYsWqS8Is3LlSvWg6d69exrXh5DL5UyaNImEhARsbGzw9PRk8+bNVK787PK1n3/+Oenp6UyePBm5XI6fnx+hoaGYmJgUWdwS1RvxFUvQ1fDhwzl58iR//PEHRkbPvoft2rWL1atXc/PmTSwtLalevTr9+vWjUaNGAMyePZvt27ejVCpp1qwZbm5ubN68WX0u47hx40hLS9P4gqArxeSuRdO5N4jJ0G9fXsnAHPCYoO8QioU5/727Yb2ffELfIRSb/K7frit5/w90rmu9/NfXei1DIRK5gfn000/x8fEhODhY36GoiURuGEQiNxwikedP/vn7Ote1DtXjFehKkFjsZiBSUlL45ZdfOHv2LJ988ubcNUoQBKFEFeMlWg2VOEZuINq3b49cLmf8+PG4urrqOxxBEAS9UGWL25i+SCRyA1GU1+UVBEEwWCKPaxGJXBAEQTAYhbkgzNtCJHJBEATBcIhErkUkckEQBMFwiKl1LSKRC4IgCAZDTK1rE4lcEARBMBiqbJHIXyQSuSAIgmA4xNS6FpHIBUEQBIOhEolci0jkgiAIguEQiVyLSOSCIAiCwRAjcm0ikQuCIAgGQ5Wt7wjePCKRC4IgCAZDjMi1iUQuvLb9oTJ9h1DkzJf/9275+f6lGfoOoVhs8Jms7xCK3Fr7pvoO4Y0lErk2kcgFQRAEw6GS6DuCN45I5IIgCILBECNybSKRC4IgCAZDlStG5C8SiVwQBEEwGLk5IpG/SCRyQRAEwWCIqXVtIpELgiAIBkNMrWuT6jsAQRAEQdCVSqX79io2bNhAUFAQXl5edO7cmfPnz+dbd8uWLXTr1o26detSr149+vTpw4ULFzTqjBs3Dnd3d42tb9++rxZcPsSIXBAEQTAYxTki37dvHzNnzmTq1Kn4+PgQFhZGv379+OWXXyhTpoxW/cjISFq3bk3t2rUxMTFh5cqV9OnTh59//pmyZcuq6zVt2pRp06apH5uYmBRp3CKRC4IgCAajMIvd5HI5crlcq9za2hpra2ut8jVr1tClSxc6duwIwNSpUzly5Ag7d+7McxQ9b948jcfTp0/n119/JTIykrZt26rLTUxMcHBw0DnuwhKJXBAEQTAYhRmRh4WFERISolU+ePBghgwZolGWlZXFpUuX+PLLL9VlUqmUgIAAoqKidHq99PR0srOzsbGx0SiPiIjA398fa2trAgICGDZsGKVLl9a5Hy8jErkgCIJgMFSFuLJbz549ad++vVZ5XqPx5ORkcnJysLe31yi3s7Pj9u3bOr3evHnzeOedd2jQoIG6rFGjRrz33nu4uLgQGxvL/Pnz6d+/Pxs3bkQqLZplaiKRC4IgCAajMKef5TeFXhxCQ0PZt28f69ev1zgG3rp1a/X/ny52a968OadOnaJevXpF8tpi1bogCIJgMHJVEp23wrC1tUUmk5GYmKhRnpSU9NLj26tWrWL58uWsXLmSatWqFVjX1dUVW1tbnUf5uhCJXBAEQTAYKpVE560wTExM8PDwIDw8XF2Wm5tLREQEvr6++bYLDQ1l6dKlrFy5Ei8vr5e+zv3793n06JHGqvbXJabWBUEQBINRnJdo7d27N2PHjsXDwwNvb2/CwsLIyMhQH2cPDg7G0dGRUaNGAbBixQoWLVrEvHnzKFeuHAkJCQBYWFhgaWmJQqEgJCSEDz74AHt7e2JjY5kzZw6VKlXC39+/yOIWiVx4I1hVK0et6T0oU6cqypQ0Yv53mMvzdkBuwVd1MLIyx/eb7ji3qINEKuHeb2eJmriOrOTUEoo8f6WqlcPj217Y+lVFKU8jdsMhouduL7BPEmMZ7uO7YOtXFRufysjMTfjZ8ZMSjLpgd+LiWfO/bURdvMKNmDvU9vFgbcjsl7Z7nKpg1sLlHDoWQW5uLo0D6jF+xJeUtimZ45eF4TWkHdV7NMPU1orEczf5a/I6Hl6689J2ru/Xpnbwx1hXcuTxnQSiFuzg1u7IEohYNx5D2lGt55N+JZ27yalJ60jWoV8uH9TG57l+XZi/g9t67FdxnkfeqlUrHj58yKJFi0hISKBGjRqsXLlSfQ75vXv3NBaobdq0CaVSydChQzX283RVvEwmIzo6ml27dvH48WPKli1LYGAgw4YNK9JzyUUiF/TO2MaCdzePRx59l/Be8ylV0RHvr7shkUq5NGtrgW0brBiKVWUnTo8ORZWrwmtCVwLWjODIR9MKbFfcjGwsqb91AqnRcZzqOQ+Lio7UmPopSKVEf7cl33Yyc1PKf9qUR2dvkHwqGvtGniUY9ctdj7nN0YiT+HhUJzs7R+d2oyZ9y+3Yu0wdOwyJVMKCZWsYOu4b1i2bW4zRFp7X4Lb4DPuIU9M3knIjHo/PW/L+pvH8FDSO9ISUfNuVrVuNpqHDuBr2G5GT1+ES5EvjJYPIeqQg/ujFEuxB3jwGt8Vr+Eecmb4R+fV4anzRkmabx7O36TgyCuiXQ71qvBs6jOiw3zg1aR3lmvkSuHQQWSkK7v2hn34V9th3YX322Wd89tlneT63fv16jceHDh0qcF9mZmasWrWqyGLLj0jkr+nq1at89dVXREdHU6VKFX766Se9xTJr1iwuXryo9ctWGIcPH2bAgAH8/fffRRhZwSr3aI7MzISIvt+TnZrOg6MXMSplTs3RHfh7yV6yU9PzbFfGzw2nJt4caT+NxD+vApB+7yHN9k+jbCMPHhy7VGJ9eFGFns2RmRlzuveCJ/EfvYCRlTnVRnfkZsiefPuULU/jgPvnT/bR5/03LpE3aVifoEZPpgRHTJhOcor2xTZeFHXxCuF/nWHtktnU8X1yDNHRwZ5PPh9OxMmz+NetVawx60pmaozXoLZcCNnN1bUHAUg4dZ1OkQuo3vs9zs7elm9bn+Ef8U/kVf6a/OSzdz/8CqWrlcNnRHu9J3KpqTEeg9tyKWQ30Wue9av9Xwtw7/0e5wrol9fwj3jw51VOTXrSr3/Cr2BTrRxeI9rrLZEX9tj320AsdntNc+bM4Z133uHAgQOsXbtW3+EYJKcgH/45cl4jucX+FIGRuSkO/tULbJfx4JE6iQMkR90k9fYDnILyX5xSEhyCfEh4oU/xu8KRWZhSJqCGHiN7Pa9y3uvxiJPYlbFVJ3EAr5ruuDg7cfzPU0UZ3mtxqFMVE2sLbu15Nm2cnZ5J7MGzlGvqk287qYkRTgE1NdoBxOz+Ewe/qhhbmRdbzLp42q/bz8WXk55J3MGzOAcV3C/HgJoa7QBu/fQn9nrsV3Ffa90QiUT+mu7cuUODBg1wdnbG1tZW3+EYJCu3d3h8PV6jLP1uEtlpGVi5ORfQzlmrHcDja3excnunyOMsjFJVnUm9phlbxr99KlVAn/6LYu7EUamCi1Z5pQqu3Lwdq4eI8mbj5kxudg7ymPsa5Y+uxWNTwO+TVYWyyEyMSLl+T6udVCbFurJ+fxef9uvxTc1+yXXsl/yFfsn13K/iOv3MkL1WIs/NzeWHH36gWbNmeHp6EhQURFhYGAB//vknHTp0wNPTk0aNGhESEkJu7rMz+YOCgli+fDmjRo3C19eXZs2aceLECeLj4+nduze+vr58/PHH3Lp1S91m8eLFdOjQgQ0bNtCoUSN8fX0ZM2YM6enPRj1Hjhyha9eu1KlTh/r16zNo0CDu3Xv2ixgZGYm7uzsRERF8+OGH+Pr60qtXL/755x8ATp8+jaenJw8fPtTo64QJExgwYIBGmbu7O3fu3GH69Om4u7uzePFi4Ml0e/fu3fHy8qJBgwZMmzaNrKwsjb7/+OOPGvuqX78+O3bsACAuLg53d3cOHjxIt27d8PHx4eOPP+b69esabZYtW4a/vz9+fn5MmTIFpVKZ5/sTFBSEj48P7du358iRIxp1Dh8+zPvvv4+3tzd9+vRR/xxKkomNJVnyNK3yrEdpmJS2LHy7FAUmNvm3KwnGNpYo84hN+UiBcQF9+i9KkadiXaqUVrm1VSnkj/W/KPEpUxsLshUZqF5YjJiVosDYwgypsSyfdk/ezyy5Qqvd0/3qk0kB/TIqoF9PP3sv9ivz336ZlNZPv3JzJTpvb4vXSuRLlixh7dq1DBs2jH379vHdd99hY2PD/fv3+eKLL6hduzY//fQTX331FWvXrmXdunUa7VevXk2DBg3YtWsXdevWZcyYMUyaNImePXuyfft2jIyMmDp1qkabmJgYDh06RGhoKMuWLePUqVPMnv1s1Wx6ejp9+/Zl+/btrF69mvT0dEaMGKEV++LFi/n666/ZtGkTiYmJzJo1CwA/Pz9cXFzYvXu3xj5/+eUXOnTooLGP48eP4+TkxMiRIzl+/Dh9+vQhLS2Nvn37Ymdnx/bt25k7dy6//fYbc+bMKfTPd+HChQwcOJAdO3ZgZmbGhAkT1M/t3buXZcuWMWbMGLZu3Yq5ubn6i8BTy5cvZ8+ePUybNo29e/fStWtXBg8ezOXLlwG4e/cuQ4YMoXnz5uzatYvWrVvz/fffFzpOQTBEEpn02Sb97/zR/6/26ykxItf2yovdMjMzCQ0N5ZtvvqFdu3YAlC9fHoD58+fj6urKhAkTkEgkVKlShbi4OFatWkWvXr3U+wgKCuLjjz8G4Msvv2Tnzp00atSIJk2aAE+ukzt69Ghyc3PVx+aUSiWzZs1SXw937NixjB49mtGjR2NpaUnLli014vzmm29o1qwZ9+/fx8nJSV0+YsQIateuDUD37t1ZtGiR+rlOnTqxc+dOdawHDhzA2NiYpk2bauzbwcEBmUyGpaWl+so/mzdvJjs7m++++w4zMzOqVavG2LFjCQ4OZsSIEVhY6P4ttl+/fgQGBgLQv39/+vbtS2ZmJqampqxfv57OnTurv1yMHTuW48ePq9tmZWWxfPly1q1bh7e3NwBdunThzz//ZMuWLUyZMoVNmzZRuXJlgoODAahcuTKXLl1iw4YNOsdYFLJSFBhbaf9cTEpbkPVIkUeLZ+1M7bRPXzKxsVSPhvRFmU+fjEtboiygT/9FNtaleJisvTJa/jgVayvtkXpJcPKvQYttz74Y3w+/QszeSIwszZBIJRqjVxMbS5RpGeQq816l/3SE+uL7/XRWKDNFe2amuDj61+C97c/69U/4FW7vyb9f2QX06+ln78V+qWcgHpVcv54nFrtpe+VEfuvWLTIzM6lfv77Wczdu3KBWrVpIJM9+4LVr12bu3LmkpqZS6t9pNnd3d/XzdnZ2AFStWlVdZm9vj1KpRC6Xq+8UU65cOY2L2teqVQulUklsbCzVq1fn1q1bLFy4kHPnzpGcnKyuFx8fr5HIn7+MnoODA0lJSerHH330EQsWLODy5cvUrFmTnTt30rZtW4yNjV/6c7lx4wY1a9bEzMxMXebn54dSqeTOnTtUr57/4q0XvRgjPLlcoLOzMzdv3tQ6RcLHx0d92b/bt2+Tnp5Oz549NeoolUr1e3bz5k18fDQXu/j6+pZ4In98/Z7WMW1z5zIYWZjleQz8Wbt47Ou7a5VbuTkT/8vpIo+zMFKvxWNZVfNYuNm/fUotoE//RZXKu3D6nPYK55jbsTR7N0APEUHi+Rj2tJykfqxUZGDhZIvUSIZVJSfkN54djrNxe0fr+PfzHt9+QE5WNjZuzvzz3MJLG7d3yM3JRX4z/7ZFLel8DPtaPOtXtiID83z6ZV2Ifj14rl/WeujX896mkbau9Hr6mZHRs5d/mvSfL3vq+WPrLzNgwABcXV359ttvcXBwQKFQ8PHHH2sdP37xtVXPLXG0t7encePG7NixA1tbWyIjIxk3bpzOMbzMi68HkJ2drVUvr5+Prj+LtLQn35ZDQ0O1rhP8/JeMN8H9Q+dw/7I1RpZmZCsyAHBt14Ds9EwSIq4W2K7myA7Y1atG0l/RANj6VKJURUfuH9LttoPFJeHQOSoPbIPM0oycf/vk/KE/OWmZPAy/otfYSlqgf11+WLuRM+cuUtvnyel0F69EExd/n8AGdfQSU7Yig6TzMRplirhEsuRpVGxTj/MLn5xGKjMzwfW9WkRvOJzvvnKzsrkffpmKbeoR/eOz84ortWtAwulrKB/nfaphcchWZPDwhX6l/tuv8m3qcfFpv8xNcHmvFtd+LLhf/4Rfpnzbelx7rl8V2jUgsYT79by3aDG6zl75GHnFihUxMzMjMlL7Cj9VqlTh7NmzGsnqzJkzODo6qkfjr+ru3bsao+eoqCiMjY1xdXUlOTmZmJgYBg4cSIMGDahSpQqPHj16pdfp1KkTe/bsYcuWLVSvXl3nkXSVKlW4fPkyGRkZ6rLTp09jbGysPvRQpkwZjQvzx8XFkZpauEU/lStX5ty5cxplzz+uUqUKxsbG3L9/nwoVKmhsjo6O6n2cP38+332UlJvrfiMnS4n/quGUbeRBpc+aUnN0R64t369x+laL8Hn4zftc/fjh6evcP3Keuou+xLlVHZxb+FEvZCCJkVf1eg45wO2w38jNUuK3ZiR273ri2j2IqmM6cXP5Po0+NflzAd4LvtBo6xDkg1Obelh7VgDAqU09nNrUw9xF8/aK+pCekcGBw8c4cPgYDxKSSE5OUT9O//d3vmXnPkyauUDdxtezBgH1avPV9HkcPHKC34+GM27qbGp7e7wx55AD5GQqubBkD95D2lG9Z3PeCfSgyYqhSKRSrqw+oK5XpVMgPW6HYVnOTl127vtdOPnXoN7Uz3Dyr4HfhK64BPlwbsFOfXRFQ26mkkshe/Ac2o5qvZrjFOjBu8uHglTK38/1q1KnQLrd0ezXhe934ehfA7+pn+HoX4NaE7tSrpkPF/TYr5xcqc7b2+KVR+SmpqZ8/vnnfPfdd8hkMnx9fXnw4AFxcXF069aNtWvXMmPGDLp160Z0dDTLly9n8ODBrx2wsbEx48aNY9SoUTx69IhZs2bRsWNHLC0tMTc3p3Tp0mzevBk7OztiY2OZN2/eK71O48aNMTY2JjQ0lLFjxwJw/vx5goODCQsLUyfDF7Vt25ZFixYxbtw4Bg0axD///MOsWbP45JNP1MfH69Wrx65du2jSpAmmpqbMmzdPp2n753366adMmjQJT09PfHx82Lp1K3fv3lUfgihVqhS9evVixowZZGdnU7t2beRyOadOncLR0ZGWLVvSpUsX1qxZw9y5c+nYsSNRUVHs27fvlX5er0OZksbRzjOpNaMnDcNGkyVXcG3Ffi7N3a5RT2IkQyLT/HBG9l+Mz9TPqDP/CyRSKfcOniVqUlhJhp+n7BQFkZ1m4DGzN3XXjUEpVxCzfB/RczQvviGRyeCFc7M9Z/XFovyzWRS/VU8Wa54buoy4zUeLP/gCPExOYeTEbzXKnj7+ddtayr1jRk5ODrk5mjNHc78Zz+xFK5g8c8GTS7Q2rM/44ZpngbwJLoTsQSKV4DWkHaalS5F0PoYDXb8jI/HZhW8kUglSI5nGocMHJ6M58sUiagV3wr17M1JjEzg6aKneLwbz1KV/++UxuB2mtqV4eD6G3/PpF8/1K+GvaI5+sQjf4E5U6/GkX8cHLdXbxWAACnEX07fGa02tf/nll0gkEubPn09CQgKOjo706tULJycnVqxYwezZs9m0aRO2trb07NmTHj16vHbAlSpVonHjxvTr14/U1FSaNWumXqwllUpZsGAB06dPp3Xr1ri5uREcHEyfPn0K/ToymYwPP/yQsLAw2rRpAzxZvR4TE6M1Tf88CwsLVq1axYwZM+jQoQOWlpa0bt2aMWPGqOv079+fO3fu0KdPH+zt7Rk3bhwXLxbug9GuXTtiY2OZOXMmSqWS1q1b06FDB40rso0aNQo7OzuWLVvG3bt3sba2xsvLi0GDBgHg4uLC999/z6xZswgLC8PPz4+hQ4cyZcqUQsVSFB5H3+Xox98WWGd/veFaZUp5GqdGrIARK4ortFeWGn2XyI7TC6xzuO5QncreFOXeceTiif0F1jmwXfuLlLVVKaZPGMn0CSOLK7Qic37Rbs4v2p3v89e3HOP6lmNa5Xd+Pc2dX/W7NqMgFxft5mIB/bq55Rg38+hX3C+nidPzmpPnqRDHyF8kUb14sPYNtnjxYg4fPqx1mlVxCQ4OJjMzk4ULF5bI6xmqbe98qu8Qipx5IdZlGIr3L83QdwjFYoPPZH2HUOSMDOavcuF9Fv/jyysV4IjjxzrXbfJPwfdq+K8Q11rPw+PHj7l69Sr79+9nzZo1+g5HEARB+FeuGJFrEYk8DwMHDuTChQv07NmTOnX0s6pWEARB0Cam1rUZVCIfMmQIQ4YMKfbXeZ27hwmCIAjFJ0ckci0GlcgFQRCEt9t/b/XK6xOJXBAEQTAYIpFrE4lcEARBMBjiGLk2kcgFQRAEg/EW3Z1UZyKRC4IgCAZDnH6mTSRyQRAEwWDkfdPVt9vbc1V5QRAEweDlSiQ6b69iw4YNBAUF4eXlRefOnbVuLPWi/fv306JFC7y8vGjbti1Hj2reD0GlUrFw4UICAwPx9vamV69e6ttNFxWRyAVBEASDoSrEVlj79u1j5syZDBo0iJ07d+Lu7k6/fv14+PBhnvXPnDnDqFGj6NSpE7t27aJZs2YMHDiQGzduqOuEhoayfv16pkyZwpYtWzA3N6dfv35kZWW9QoR5E4lcEARBMBi5hdjkcjlxcXFam1wuz3Pfa9asoUuXLnTs2BE3NzemTp2KqakpO3fmfdvWdevW8e6779KvXz+qVKnC8OHDqVmzJhs2bACejMbXrVvHwIEDad68OdWrV2f27Nncv3+fQ4cO5bnPVyESuSAIgmAwciW6b2FhYTRr1kxrCwvTvkNfVlYWly5domHDhuoyqVRKQEAAUVFRecYSFRWlUR8gMDBQXT8uLo6EhASNOlZWVvj4+OS7z1chFrsJgiAIBqMwl2jt2bMn7du31yq3trbWKktOTiYnJwd7e3uNcjs7u3yPaScmJmJnZ6dVPyEhAUD9b177fPpcURCJXHht943+e6eD1Mz6762N/S/e7hPg03Pf6DuEIhda67/5XhWFwpxHbm1tnWfS/q8RU+uCIAiCwSjMMfLCsLW1RSaTkZiYqFGelJSEg4NDnm3s7e1JSkrKt/7Tfwuzz1chErkgCIJgMIpr1bqJiQkeHh6Eh4ery3Jzc4mIiMDX1zfPNr6+vpw4cUKjLDw8XF3fxcUFBwcHjX2mpqZy7ty5fPf5KsTUuiAIgmAwivMSrb1792bs2LF4eHjg7e1NWFgYGRkZ6uPswcHBODo6MmrUKAB69OhB9+7dWb16NY0bN2bfvn1cvHiRGTNmACCRSOjRowdLly6lfPnyuLi4sHDhQpycnAgKCiqyuEUiFwRBEAxGcd79rFWrVjx8+JBFixaRkJBAjRo1WLlyJWXKlAHg3r17SKXPJrJr167N3Llz+f7775k/fz4VK1ZkyZIlVKlSRV3n888/Jz09ncmTJyOXy/Hz8yM0NBQTE5Mii1uiUqle5bx5QVALcf1M3yEUuZpFeLGGN8Udo6L7w/EmEYvdDMvA2B9fq/0Phfh7M+A1X8tQiBG5IAiCYDDE/ci1iUQuCIIgGAyRyLWJRC4IgiAYDHEsWJtI5IIgCILBKM5V64ZKJHJBEATBYIipdW0ikQuCIAgG47938eTXJxK5IAiCYDDE1Lo2kcgFQRAEgyGm1rWJRC4IgiAYDLFqXZtI5MIbx29wOzy7N8O8jBX/nLvJscnrSLx8p8A2ro08qdGlMU613bB2deCv+Tv4a8GOEoo4bxbVylHt2z7Y+FUjW64gfsMhYuZuhdz8/xRJjGVUHv8JNn5VsfKpgszchEOOnUsw6sLxGtKO6j2aYWprReK5m/w1eR0PLxX8XgG4vl+b2sEfY13Jkcd3EohasINbuyNLIOK83YmLZ83/thF18Qo3Yu5Q28eDtSGzX9rucaqCWQuXc+hYBLm5uTQOqMf4EV9S2ubNu3Vm7X8/V2ZlrHjw7+cq6SWfK5d/P1eO/36uTs7fwUk9f65yRSrXIu5+JrxR/Aa1pe6wjzizdC97e89Dqcjgw43jsXCwKbBd+Sbe2FV3Je7EJZRpGSUUbf6MbCyptXUSqFSc7zmbmHnbKf9lGyoHF5yUZeamOH8aRE56Jimn/i6haF+N1+C2+Az7iAtL9vJ773lkKzJ4f9N4zF/yXpWtW42mocO4F36Zg93nEPd7FI2XDML5Xc8Silzb9ZjbHI04SaXyLlRwLadzu1GTvuXk2fNMHTuM6RNGcvHqNYaOe/MuGVt7UFvq/Pu52vfv56rdxpe/V08/V3ffkM8VPFnspuv2tnjlRN6hQwcWL15clLEYHHd3dw4fPpzv8zt27KB+/folGJFhk5kaU3tgW06H7OZC2EHijl/ilwGLQaXCq9d7BbY9MX0jG5uP49CYlWRnKEso4vyV6/keUjMTLvSeR/LRC8SvO0jM3G249m+DrJR5vu2y5Wkcc+/Dua7fkrDvrxKMuHBkpsZ4DWrLhZDdXF17kHvHLnGk/5P3qnrvgt8rn+Ef8U/kVf6avJ774Vc4NX0jdw+fx2dE+xKKXluThvX5fed6F//kwAAAIABJREFU5k+fgFul8jq1ibp4hfC/zjBj4ijeaxpI88YN+W7yGM6cv0TEybPFHLHuZKbG1BrYljMhu7n47+fqVx0/V+HTN7Kp+TgOvyGfKyi++5EbMjEiL0atWrVi3759+g7DYDj5VcXU2oJre59NsWanZxLz21kqNPEpuPEbdu8fuyBfHh45R05qurrsn10nkFmYUjqgph4jKxoOdapiYm3BrT2a71XswbOUa5r/eyU1McIpoKZGO4CY3X/i4FcVY6v8v+QUp+fvaKWr4xEnsStjSx1fL3WZV013XJydOP7nqaIM77U8/Vxdf+Fzdeu3s5Q3sM8VPFm1ruv2tnjrErlSWXLfKs3MzLCzsyux1zN0tm7O5GbnkBJzX6M8+Vo8tm7v6CmqV2NRtRxp1+I1yjLvJpGTloGlm7Oeoio6Nv++V/IX3qtH1+KxKeC9sqpQFpmJESnX72m1k8qkWFc2nPc55k4clSq4aJVXquDKzduxeogob6X/Q58reHKMXNftbaFTIlcoFIwePRpfX18aNWrEhg0bNJ5PSUnhq6++on79+vj5+dG3b19u3Lihfn7x4sV06NCBTZs28e6771KrVi2+++47cnJy+P7776lfvz6NGjViy5YtGvu9evUq3bt3x8vLiwYNGjBt2jSynru9ZGpqKqNGjVLHtXHjRq0pf3d3dzZv3kz//v3x8fEhLCwMpVLJ+PHjCQoKwtvbm5YtW2q9dvfu3Zk+fTpTpkzBz88Pf39/li9frvWzSUxMVO+7TZs2nDr17Jt4XlPrv/32Gx06dMDLywt/f3+Cg4MBUKlULFq0iMaNG+Pp6cm7777L/Pnz831Pbt26xYABAwgICKBWrVp06dJF47UBbty4QdeuXfHy8qJt27YcPXoUd3d3IiOffTOPjo6mb9+++Pr6EhgYyIQJE3j8+HG+r1ucTG0sUCoyUL2wGCwzRYGxhRlSY5le4noVRjaWKOUKrXLlIwVGpUvpIaKiZWpjQXYe71XWS94rUxvLJ/Ve+NlkpSjU+zUUKfJUrEtpv5fWVqWQP07VQ0R5M/sPfa7gyap1Xbe3hU6JfNasWZw5c4Zly5YRGhrK77//TkxMjPr54cOHk5KSwqpVq9i2bRvly5enT58+pKWlqevExMQQGRnJ6tWr+e6771i3bh1ffPEFAJs3b6Z79+5MnTqVu3fvApCWlkbfvn2xs7Nj+/btzJ07l99++405c+ao9/ndd99x7tw5li9fzsqVKzl8+LBGXE8tWrSIli1bsnfvXlq3bk1ubi7Ozs4sXLiQn3/+mX79+jFt2jSOHz+u0W779u1YWFiwdetWRo8eTUhICPv379eos3TpUtq3b89PP/2Eu7s7o0ePznfUHxkZybBhw2jevDm7du1i1apVuLu7A/Drr78SFhbGN998w4EDB1i4cCGVKlXK9z1RKBQ0bdqUtWvXsmPHDmrVqkX//v15+PAhADk5OQwaNAgrKyu2bdvGxIkTtb4YyOVyev6fvTuPizn/4wD+mqZLp1KOTooiulwlEWGzbLZksY517Coq667IvUjlWFQbm3XlWJEjfmRdkQg5opWjQ6d0KQ3d8/ujNYypVFN9m7yfj0ePR/OZo9d3Z8d7vp/rO20ajIyMEBoaisDAQCQnJ8PDw6PGv9uYWGyxjz9iX1E/mAii90p0tPb3isbIBX1x+VlRURFCQ0OxdetWDBgwAEBVAbW2tgYA3L17F3FxcYiMjISkpCQAYMWKFfjnn39w9epVjBo1ivda69evh4yMDLp27QpjY2Pk5ORg/vz5AIBffvkFO3fuxN27d6Guro6wsDCUl5dj48aNkJaWhp6eHtzd3eHm5oYFCxagsrISJ0+e5J3RA4CXlxesrKwEjmHMmDGws7Pja5s7dy7vd01NTdy5cwfnzp2DpaUlX/uHM2YdHR3ExcVh3759+Pbbb3mPcXBwwMiRIwEArq6uGDlyJFJSUqCrqyuQw8/PD2PGjIGzszOvzcCgarw0MzMTKioqsLCwgISEBNTU1GBqalrj+9KzZ0/07NmTd9vDwwMXLlzA9evX8f333+PGjRtIS0vDwYMHed37rq6ucHFx4T0nODgYhoaGmDdvHq9t7dq1GDVqFHJzc5t0WEDdvAfsQzx5t9NvPsHzM9GQkJUGS4zFd/YgpSiLsnfFqCwTnXmo5QUciMsLnl1KtJVF+ZuWc7ZWFx0H9MDIYx/fq1dRT5B0Jhri1bxXkl94r0r+O/OW+Oy/jeR/Z+olBe8EntNSKSrIIS+/QKC98G0RFOSZ6XVRM+8Bu88+Vy9a0ecKACq+qnPtuvliIU9LS0NZWRmMjIx4be3bt4eaWtU439OnT/H27VuBLuTi4mKkpn4cJ9LU1ISMzMcPr4qKCq/wA1WTTZSUlHhnlAkJCTAwMIC0tDTvMX369EFZWRlSUqrWPpaVlcHQ8ONEk3bt2kFdXXDpyKeP+eDgwYM4fvw40tPTUVpairKyMvTv35/vMcbG/BNBTExMEBYWxtf24YwaAFRVVQEAeXl51RbyZ8+ewcHBQaAdAGxsbLBnzx6MGDECgwcPhpWVFYYOHVrjJBwOh4MdO3bg6tWryMnJQUVFBYqLi5GZWTX2mJSUBHV1db5i/Pl/h/j4eERFRVX7hSElJaVJC/nrR0k4OnoF73ZpUTFkOypBTJwNxc4d8Sbx4xiqUtdOyP9sTLWle/c8HbLd+P9flFJrB7aMNDgvMmp4VsuUE5uEsG8/vldlnGLI/PdeyXfpiMKEj++NYtdOAuPfn3r78jUqSsuh2FUNWbfi+Z5XWVGJwkTReZ+7aGkg5uFjgfakl6kYNtiCgURA9qMkhHzyuSprZZ8r4Os6064roTeE4XA46NixI/bu3Stwn6LixzWK4uL8f4rFYkFCQkKgrbKy8d+mNm34Z8KePXsWPj4+WLp0KYyMjCArKws/Pz+8evWqhleo2afHxWJVdWM15BjU1NQQHh6OGzdu4MaNG/D09ETPnj0RFBTEe91PeXt749atW3Bzc4OmpiakpaXh6OhYr8l87969w7Bhw7Bw4UKB+zp06FDvY6iPMk4xXsfyD4O8Tc9BSeE7dP2uP+5uPwUAEJeWROfhpog7VPMyv5Yo9/IDaDmPAVtWGhWcqvW37b+3QMW7EryJ+pfhdPVTzilG7mfvFSctB6WF79D5u/6I3Vb1XrGlJaE5whTPDtb8XlWWluNV1L/o/F1/PAu+zGvvMsYc2THPUfb2fY3PbWksB/RD4N7DuPfwMXobV62Bf/zkGdIyXsHSvC8jmco4xciu4XOl+11/xHzyudIebop/RexzBdCGMNX5YiHX0NCAhIQEYmNjMWJE1ZrD7OxsZGRUnVUYGBjg9evXkJSURKdOjTcDUldXF6dOnUJxcTHvrDwmJgYSEhLQ0tJCZWUlJCQk8OjRI17RycvL442x1+bevXvo27cvJk6cyGt7+fIlpKSk+B4XGxvLd/vhw4fVnmnXlZ6eHqKjowW6+T9o06YNhg8fjuHDh8POzg7jx49HZmYmr/fjU/fv34eDgwOGDx8OoGrC4adfRLp06YL09HTk5eVBWVkZAPDo0SO+1zAwMMClS5egoaEBNpv5CS8VJWW4FxCGvvPsUFLAQf6LTJjM+hYsMTHE7rnAe5y+gyWGbZqFA5YL8TY9FwAgr94O7Y11AABsCXEodVOH7qh+KHtXgpSrsdX+vaaUvu8faPzyLQz3LMZLv1Noo90eXZb8gNSdZ/iWpJnf2o43N/9F/IJAXpuytQnYMlKQ79UZAKD6XVVv19sHCShOy2nW46hJRUkZHvmHwXi+HUrfcFCQkAkDx6r36slfH98r3XGWGLh5Fo5bLATnv/fq4e8nMfKYJ/qvmYKU8zFQtzaGhrUx/pn85Z3Umsr74mJcv3kHAPA6OxdFnHe4cOU6AGDQgH5oIy2Nb8fPRF9TQ/y2dAEAwKRXD1j0741l6zZjkcsvEBNjYWvAX+ht1BMD+tU8LNbcKkrKcD8gDH2q+Vw9+uxzNXTTLARbLkTRf++VXDWfK51R/VDO0OcK+LomsdXVFwu5nJwc7Ozs4O3tDQUFBSgqKsLX15d3Nm1hYQFDQ0M4Oztj8eLF0NLSQlZWFi5duoRx48Y1uPDZ2tpi+/bt8PDwgIuLC7KysuDt7Y0ff/yR10X/ea4tW7ZAQkKi2jPYT2lra+PUqVO4ceMG1NTUcPToUbx48YJvzBmo6l7etGkTHBwc8ODBA4SEhGDjxo0NOh6gaox65syZ0NLSgo2NDUpLS3Hr1i1Mnz4doaGhqKyshLGxMaSkpHD27FkoKChARUUFALB582ZkZWXBx8eHdwzh4eGwsrJCZWUlNm/ezNcNP3DgQGhoaMDDwwOLFi1CQUEBAgICAHzsOZg8eTL+/vtvLF68GDNnzoSioiKSkpJw8eJF/Pbbbw0+TmHE+IcBYiz0cRkDaSU5vI5NwqlJG/E+p5D3GJYYC2LibOCT91ndwgDDtzjxbnezNUM3WzMUpmZjv8WCZj0GoGqM/P64tdD3+hlG+91RXshB6s6zSPLlXx1RNSGJf/hE3/sXtNFqz7ttuHsRAODfX/3x6u+Ipg9fR4/8wsASY8Fw7hhItZVDbmwSLkzciOJq3qtPP5Ov7zzDVcftMHUbB/2pw1CUmo1rLgHIuCbYTd1c8vILsHD5Br62D7fDj+2FeidpVFRUoLKCv7dt09ql8Nm+Cyu9tlZt0TrQDEvnz2623HV1z7/qver9yecq7LPPFap5r9QtDDDsk89VV1szdP3vcxXMwOcKoK716tSpa93DwwOrVq2Co6Mj5OXlMXv2bOTn5wOoGtsOCgrC5s2b4e7ujjdv3qB9+/bo378/2rZt2+BgMjIy2L17N9avX4+xY8dCVlYWo0ePxpIlS/hyrVy5ErNmzYKCggKcnZ2RlpbGN/ZenYkTJ+Lff//FvHnzwGazYWtrCwcHB8THx/M9zsHBAQUFBXBwcICkpCTmzJnDN3mvvszMzLBlyxb4+/vD398fCgoKvMl5CgoK2LlzJzZs2AAul4sePXpg586dvGPJzs7mjX9/OPalS5diwoQJaNeuHebMmcN7TwCAzWbD398fnp6ecHBwQOfOnTFv3jy4urryeh46dOiAQ4cOYfPmzZgxYwbKysqgoaHBO8tnSsyO04jZcbrG++NDriM+5PoX25j27lk67jvUvl3nzX6udWprqWK3n0bs9prfqxdHr+PFUcH3JSU8BinhMU0ZrV7UO3XA4xvnan3MheP7BNoU5OWwznMh1nkKDk+1NF/6XD0NuY6nn32GqmtjWkuY7JaRkYHVq1cjOjoaMjIysLe3x6JFi2rs2UxLS0NAQABu3bqFnJwctG/fHnZ2dnBycuKdFKelpWHYsGECz/37779hYmJSax4Wl9sCt+5poMLCQgwaNAg+Pj6wsbER6rWmTp2KXr16wd3dvZHSMe/69euYNWsWoqKieN3tjcFPc0qjvVZLYfDJfgWtRYp47V9wRdXkhy1vb3Nh/Wm6kukITcY5NVi453eu+0WEApKPfvlB9VRRUQE7OzuoqKjAzc0Nr1+/hru7O3788Ue+FUCfunbtGs6dO4fRo0dDW1sbz549w4oVKzB27FgsXrwYwMdCfuDAAb6lx23bthWYT/Y5kb762ePHj/Hy5UsYGhrizZs32L59O+Tk5DBo0CCmo7UI4eHhUFBQgIaGBpKSkrBu3TpYWVk1ahEnhJDmxPSZZ2RkJBISErBnzx6oqKigR48emDdvHrZs2QJnZ+dqi+7gwYMxePBg3m1NTU0kJSXx9ij5VNu2bXkroOpKpAs5l8tFUFAQkpOTISkpCUNDQwQHB/Mtc/uaFRUVYdOmTXj16hWUlZUxePBg3rp4QggRRfWZtV5YWIjCwkKBdgUFBSgoNOxSsw8ePED37t1585cAwNLSEqtXr0ZiYiLfkuTavH37lm9l1weOjo4oLS1F586d4ejoiCFDhnzxtUS6kBsaGuLEiRNN8toHDhxoktdtTg4ODjWuWyeEEFFUn8lu+/btg5+fn0C7q6sr36Zg9ZGTkyOwx8aHop6Tk1OnQp6SkoLg4GAsW7aM1yYjIwMPDw/07t0bLBYL4eHhmD17Nnbu3FntRmefEulCTggh5OvCrccZ+bRp02BvL3h53OrOxnfs2FFt0f9URITwq0aysrLwyy+/YPTo0XwnWsrKypgxYwbvtpGREbKzsxEUFESFnBBCSOtRn1nr9elCnzx58hdXJamoqEBFRQVxcXF87Tk5Obz7a5OVlYWffvoJJiYmWL169RczGRsb813kqiZUyAkhhIiMplpHrqysXKeJwCYmJti5cyffZltRUVFQUFCAjo5Ojc/7UMR79uwJLy+vGrff/tSTJ0/qNPHtq7seOSGEENFVyeXW+acpWFpaQldXF0uWLEF8fDyuX7+O33//HZMnT+bNWI+NjcXIkSORlZUFoKqIT506FZ06dYK7uzvy8vKQnZ2N7Oxs3uueOHECZ86cQUJCAhISEhAYGIjjx49jypQvL++lM3JCCCEig+nlZ2w2G4GBgVi9ejUmTJiANm3awN7enm/y3Pv375GUlMS79sWNGzfw8uVLvHz5km8ZGlB14bEPAgICkJGRATabDV1dXWzbtg3ffPPNFzO1qg1hCDNoQxjRQBvCiA7aEKZmk7QFJ6/V5NDLplnV1NLQGTkhhBCRUZ9Z618LKuSEEEJERjkVcgFUyAkhhIgMOiMXRIWcEEKIyKDLmAqiQk4IIURk0PxsQVTIidBOI4fpCI1ufv4jpiM0ur0qQ5mO0CRa4wzvWfdb30z8xlKfi6Z8LaiQE0IIERn12aL1a0GFnBBCiMigM3JBVMgJIYSIDBojF0SFnBBCiMigWeuCqJATQggRGbSOXBAVckIIISKDxsgFUSEnhBAiMiq41Ln+OSrkhBBCRAZ1rQuiQk4IIURkVNKsdQFUyAkhhIgMKuOCqJATQggRGTTZTRAVckIIISKDCrkgKuSEEEJEBs1aF0SFnBBCiMigWeuCqJATQggRGbTXuiAxpgMQ8rmJrhNwMPoAwp6fwuZjvtAx0KnX8wd8Y44Lqefhd3Z7EyWsPw/3uUhKuIO3BS9w5dJxGBv3/OJzykvTq/3hvE1shsR103PuGNjf3YaJCX9hROhyKPXUqtPzNGx6Y/QlL/yY+Be+u+oN7TFmTZy07nq7jsFP0dvg+Pwv2B1bjnYGXz4mjUG9MMLPBVOitsI5NRj9FoxthqRflpKWgTU+22H/0xwYDRqN6a5udXre2yIOlq/fAouRP8D8Gwe4r/bGm4LCJk5bN5Xg1vmnqWRkZMDR0RHGxsYYMGAAfHx8UFFRUetzrK2toa+vz/eza9cuvsfEx8dj0qRJMDQ0hJWVFYKCguqUhwo5aVEmukzA5HmT8HfAUaycsRrvOe/hfdgLSqpKdXq+hJQEZq90Qt7rvCZOWnfubq7wXDYPvpv8YWc/A0VFHISfO4IOHVRrfd5AS1uBn+zsXJwPv9JMyWvX09UWhvPtEOd/Blenb0Y5pxjD/l4KaVXFWp+n2l8Pg/+ch6yof3F5ii8yLj2AZYALOln1aqbkNevtYou+8+xwL+AM/jdjM8o4xRhzeCnafOGYtIYYoV13TaTfiEPZu+JmSvtlL5Je4trNO+iipQFtTfU6P2/Rig24cz8Wa9znYZ3nQjyOf45fPdY2YdK643K5df5pChUVFXByckJZWRmOHDmCjRs3IjQ0FH5+fl987sKFCxEZGcn7mTJlCu++oqIi/Pzzz1BTU0NoaCjc3NywY8cOHDt27Iuv26oK+dSpU+Ht7c1oBn19fVy50jL+of0Uh8OBvr4+oqOjmY5SIwkpCUxwHo8jfn/j9L4w3I+8j3Wz14PL5eL76WPq9BrjZ/+AnKxc3I2IaeK0dSMlJQW3JS7w9vFDwB97cenydUz40QlcLhcuzjNqfW707Xt8PxUVFVBVbYcjf59qpvQ1E5OSQE9XW8T5ncazPf/g1fU4XHPcAXC50J8xotbnGs63w+tb8bi74gCyop7g3m+HkXElFoYL7JspffXYUhIwdbbFPb/TeLzvH6RFxiF8dtUxGU6v/Zii1h3GkeEeuLIkCOXFZc2U+MuGDDTDpRMHsGWdJ7p2qVtvyYPHTxB1+x7WL1+EEUMtMdxqIDauXIJ7sXG4eed+Eyf+sgpU1vmnKURGRiIhIQG+vr7o0aMHrKysMG/ePAQHB6OsrPb3XlZWFqqqqrwfGRkZ3n2nT59GeXk5vLy80K1bN4wePRpTp07F3r17v5ipVRXy5rRjxw6MHSvYfRYZGYmBAwcykEj09exjAFkFWVw7c43XVvy+BLcuRqPfkL5ffL6qmip+mD0Of6wKbMqY9WIxoC8UFRUQciyM1/bu3XucOfsPbGyG1uu1Jk6wQ1ERB2fOXGjsmPWm2rcbJBVk8DLs4xfDivclSPvnPtSsjWt8npikODpYGPA9DwCST92CSp9ukJBv02SZv6Rjn26QUpDBizMfs5W/L0HyxfvQGlLzMQEAWui4rZhY/f+Jj7x5B+2UldDXxJDXZmigDw21joi8dbcx4zVIJZdb55/CwkKkpaUJ/BQWNnyY4MGDB+jevTtUVFR4bZaWligsLERiYu3DXoGBgTAzM4OdnR3++usvlJeX871u//79ISEhwfe6z58/R1FRUa2vS5PdGpmqau3dpaRmml01UVFegfSkDL721OepGGJr9cXnO61wxLUz1/Hi8Yumilhv+vpdUV5ejufPk/ja4+OfY/wPdetl+GDcOFucDgvH+/fMd90qdlVDZXkF3ia+4msvfJ6BzrWMd8trtwdbUhyFLzIFnifGFoOCTifkPmRmDkDb/46pIIn/mPKfZ6CrbcsZw29qSSlp6KKtIdDeRVsTiS9TGUjErz6z1vft21dtl7erqyvmzp3boL+fk5ODdu3a8bV9KOo5OTnQ19ev9nlTp06FgYEBFBUVce/ePWzduhU5OTlwc3PjPVdLi7/X5NPXlZOTqzFTqy3kb968wW+//YaIiAiUl5fD3NwcK1euhJqaGu8xFy9eREBAAJ4/fw45OTkMGjQIPj4+AICgoCCcPHkSqampUFJSgo2NDRYuXAgpKSm+8ZAPb5qXlxfGjh0LfX19BAYGYujQqrOt+Ph4rF+/Hg8ePICsrCxGjx4Nd3d3SEpKAqh6c3v06AEACA0NhYyMDJycnDB58uQaj62oqAirVq3CpUuXIC8vD2dnZ4SEhGDo0KG8/zkTExOxfPlyPHr0CJ07d8bixYv5XiM6Oho//fQTdu3ahU2bNiE5ORmGhobYsGEDOnfu3AjvQP3JKcrhPec9Kiv5u8TeFhRBWkYa4hLiKC8rr/a5JhbG6DO4N2ZY/dwcUetMSUkRRUUcgWPKzy+ArKwMJCQkvtgdBwCDLM2godEJR4+ebqqo9SKpKINyTjG4lfz/qJYWcCAuIw0xCTYqywQn/0i2la16XCGHr72kgPPf/TICz2ku0ooyKKvmmEoKOJCo5Zham4LCIihUUzQU5OWQlvGqmmc0r/rstT5t2jTY2wsO2SgoKAi07dix44vj3BEREXX+25+bMePjUFr37t0hKSmJ1atXY8GCBXxn4Q3Ragu5h4cH0tPTsWvXLkhLS8PLywsuLi4IDQ0Fi8VCdHQ05s2bBxcXF/j6+qKkpAQ3b97kPV9cXBwrVqyAuro6kpOTsWrVKkhJSWHhwoUYNWoUnj9/jqioKN6sQnl5eYEM7969w88//4x+/frh+PHjeP36NTw9PSEmJgZPT0/e444fPw4nJyccO3YMly9fxm+//QZzc3Po6upWe2wbN27Ew4cPsXPnTrRt2xabN29GUlIS78tDZWUlXF1d0alTJ4SEhCA/Px/r16+v9rU2bdqEZcuWQUlJCd7e3pg7dy5OnTrVoC65+hJjf/I3hOiZFGOLwXntHBzacRhvct4IH0wIbDab93tjTraZMMEOeXn5CL9wtdFesz5YfO9Vy+xGrq/WeExfg/qckSsoKFRbtKszefJkjBo1qtbHqKioQEVFBXFxcXztOTk5vPvrytjYGGVlZcjMzISWlhZUVFSQm5vboNdtlYU8KSkJV65cQUhICIyMjABUFSxra2tERUVh4MCB8PPzw5gxY+Ds7Mx7noGBAe/36dOn837X0NCAi4sL/vjjDyxcuBDS0tKQkZEBm82utSs9LCwM5eXl2LhxI6SlpaGnpwd3d3e4ublhwYIFvIkOPXv2hKOjIwBg5syZ+Ouvv3D79u1qC3lRURFOnjyJ33//HWZmVd19Xl5esLL62PV848YNpKSkYP/+/bz/AVxdXTFv3jyB1/v1118xYMAAAIC3tzfvv5GlpWXt/5GFZGRuhE0hPrzbD2/G4tqZa2gj2wZiYmJ8Z7DyinIofldc49n4qEnfQlZeFv+E/ANZhaozPnEJcYiJiUFWQRbF74pRUd70Z1JWgwfg0sWPM0wjIqIQcuwM5ORkBY5JSUkRHM67Op2Ns9lsjLUfhdAT/6vT4xtbhwE9MOL4xy+eWVFP8DIsGuKy0mCJsfjOYCUVZVH+rrjGM9fSN1Vn3hLy/GfeUor/nam/edfY8aulZt4DdiEfjyn95hO8OBMNiWqOSUpRFmW1HFNro6ggh7z8AoH2wrdFUJCvuXu3uTTV1c+UlZWhrKz8xceZmJhg586dyMvL4z0+KioKCgoK0NGp+1LZJ0+egM1m817DxMQE27ZtQ1lZGe8MPSoqCt26dau1Wx1opYU8ISEBEhISMDT8OFmjQ4cOUFdXR0JCAgYOHIhnz57BwcGhxteIiopCYGAgEhMTweFwUFFRIdA9WpccBgYGkJaW5rX16dMHZWVlSElJQffu3QEAenp6fM9r3769wDezD9LS0lBWVsZ3bO3atYO6+selJYmJiVBXV+f7Fmdqalrt6334ovPh76qpqSEhIaHJC/nzR8/hMvrjGNX7ovdQ6di79b78AAAgAElEQVQObHE21DqrIS0xjXefZldNpL6oeWxOQ0cDqmqqOPrgb4H7TsQdh/evPrh04nLjHkA1Yu7Fwsz8W97tt0UcqKt1hLi4OLp27YJnzxJ49+nrd0X807qN5Q+ztkT79ir4m6HZ6rmxSfjfyBW82+WcYrTpqAQxcTbku3REYcLH8W6Frp1Q8Nn496fevnyNitJyKHZVw+tb8XzPq6yoRGFizc9tTNmPkhAy+uMxlRUVQ/a/Y1Ls3BFvPsmh1LUT8ms5ptami5YGYh4+FmhPepmKYYMtGEjEj+ktWi0tLaGrq4slS5ZgyZIlyM7Oxu+//47JkyfzCnBsbCzc3Nywb98+dOjQAffv38fDhw9hbm4OWVlZ3L9/H15eXrCzs+MVaVtbW/j7+8PT0xOzZs3C8+fPsX//fr7e25q0ykIurLS0NDg5OWHKlClYtGgRFBQUcOPGDfz2229N8veqGx9p7bsXvee8x/PY53xtWelZ4BRyMPi7QTi0/TAAQEpaCubDzfC/Q+dqfK3T+04jKvwmX9sEl/HoqNkR2zy2I+VFSuMfQDWKijiIuRfL1/byZRoKCgoxzuE7bPDaBgBo00Ya340egaDdB+v0uhMm2CEj4xWuRkQ1eua6KOcUIy+Wf7JeUVoOSgvfQeu7/ni8reoLBruNJDRGmOJ5cM3LLytLy5EV9S+0bPvjefDHL1faY8yRE/McZW/fN81BfKaMU4zsz47pbXoOSgrfQfe7/ojZXnVM4tKS0B5uin8PtbwlpU3FckA/BO49jHsPH6O3cdXa/sdPniEt4xUszb+8eqSpMb1FK5vNRmBgIFavXo0JEyagTZs2sLe355s89/79eyQlJfF60CQlJfG///0Pfn5+KCsrg4aGBmbMmMHX8ysvL4/du3dj7dq1GDt2LJSUlODi4oIffvjhi5laZSHX1dVFWVkZHj16xDvjzMrKQnp6Orp27Qqg6iw4OjoadnZ2As//MP7h7u7Oazt+/DjfYyQkJL54hq6rq4tTp06huLiYd1YeExMDCQkJgdmJdaWhoQEJCQk8evQIHTp0AADk5eUhPT2d9xgdHR2kp6cjNzeXN7vywYMH1b5ebGwsRoyoWiObnZ2NjIyMGsfmm1pZSRn+DjiKSfN+xNuCIqS+SIXDrLFgibFwcs/Hs9HhDsOwaNNCTLOcgdfpr5GRnImMZP4zpm/Gj4CisgJib8V+/meaVUlJCXx8/eG5bD7y89/g6dMEzJ/nCDExMfj5/8V73JQp4xC0azP0ulsgJeXjeykpKYnvx9hg3/6QFvXlrrKkDHF+YTBcYIfSAg4KX2Sih+O3gJgYnv71cXlcl3GWGLBlFk4NWAhOelUv06PfT2LEMU/0WTMFaedjoDbMGOrDjHF5sk9Nf65ZVJSU4X5AGPrMs0NJAQf5LzJhMutbsMTE8GjPx2PSd7DE0E2zEGy5EEX/HZOceju0N67qVmVLiEOpmzp0RvVD+bsSpFxl7v/B98XFuH7zDgDgdXYuijjvcOHKdQDAoAH90EZaGt+On4m+pob4bekCAIBJrx6w6N8by9ZtxiKXXyAmxsLWgL/Q26gnBvSrvmevOXFbwEVT1NXV8eeff9Z4v5mZGZ4+fcq73bNnTxw9evSLr9u9e3ccOnSo3nlaZSHv0qULhg4dCk9PT6xZs4Y32U1PT483Huzq6oqZM2dCS0sLNjY2KC0txa1btzB9+nRoa2ujtLQUwcHBsLKyQnR0NE6cOMH3N9TV1ZGSkoL4+Hi0b98ecnJyvJnoH9ja2mL79u3w8PCAi4sLsrKy4O3tjR9//JFvI4AvmTZtGkaMGIEpU6ZATk4OdnZ28Pb2hoKCAhQVFbFlyxZISEiAxWIBAAYOHAgNDQ24u7tj8eLFePPmTY2zMXfs2MF7HV9fX2hra8PCgrnusyP+f4MlxsJEl/FQUFLAs9jn8Ji0jG8SG0tMDGxxNu94WzpvHz+IiYnB3W0u2rVri5iYWIwcNRGvX+fwHiPGEoO4uLjAMY0cORRt2yri6FHmN4H5XJxfGFhiLPR0HQMpJTnkxSbh0sSNKM75uEaXJcaCmDgb+OS4sm8/wzXH7TBxGwe9n4ahKDUbkS4ByIwQ7M5tbvf8q46pt8sYSCvJ4XVsEsImbcT7T44J/x3Tp++VuoUBhm1x4t3uamuGrrZmKEzNRrDFguY8BD55+QVYuHwDX9uH2+HH9kK9k3TVsGEFf3HctHYpfLbvwkqvraisrITVQDMsnT+72XLXhi5jKojFbUlf84U0depU9OrVC+7u7sjPz8e6detw9epVVFRUVLv8LDw8HP7+/khMTISCggKsrKzg5eUFANi7dy+CgoLw9u1bmJubY/jw4Vi+fDnvW1ZpaSkWL16MmzdvorCwUKjlZx8yfzB27Fi+pWTW1tZ8XTdFRUVYuXIlLl26BAUFBTg7OyM4OBjff/89b9JcQkICPD098fjxY2hra2PJkiVwcnLC/v37YWZmxlt+tnPnTvj6+uLly5cwNDTE+vXr6zVhAwC+0RzZkLerRbuc9YjpCI1ur0r9NqARFYXsLz9G1My63zK2Q20KEir1+/flc1rKhl9+0H9S8lrf57g6raqQf60KCwt5a+BtbGzq9JwPhfzevXuQlZUV6u9TIRcNVMhFBxXymmko131P/rQ85nt5mkOr7Fpv7R4/fsw7g37z5g22b9/O29CGEEJas4p6rh76GlAhF0FcLhdBQUFITk6GpKQkDA0NERwcXK9xd0IIEUVMz1pviaiQiyBDQ0OByXf19fmsSkIIEQU0GiyICjkhhBCRQbPWBVEhJ4QQIjLojFwQFXJCCCEigya7CaJCTgghRGRQ17ogKuSEEEJEBnWtC6JCTgghRGQ01WVMRRkVckIIISKD1pELokJOCCFEZNAZuSAq5IQQQkRGZQu4jGlLQ4WcEEKIyKDJboKokBNCCBEZVMgF0WVMCSGEEBEmxnQAQgghhDQcFXJCCCFEhFEhJ4QQQkQYFXJCCCFEhFEhJ4QQQkQYFXJCCCFEhFEhJ4QQQkQYFXJCCCFEhFEhJ4QQQkQYFXJCCCFEhFEhJ4QQQkQYFXJCCCFEhFEhJ6QZlZWVwdbWFgkJCUxHIfWQl5eHhw8forS0lOkohAigy5iSFu3hw4cwNjau9r6TJ0/Czs6umRMJR0JCAvn5+UzHaBTdu3cHi8Wq02OfPHnSxGmaRlFREZYuXYp//vkHLBYLFy5cgKamJlauXAllZWXMnz+f6YhCiYqK4n2p1NXVhYWFBcOJSENQISctmpOTE/bv3w89PT2+9pCQEGzYsEHkCjkA/Pjjj/jrr7+wdu1asNlspuM0WGBgIO/3rKws/P777xg1ahRMTEwAAA8ePMC5c+cwb948piIKbePGjXjz5g3Onj2LcePG8dqHDRuGTZs2iWwhf/nyJebOnYvExESoq6sDANLT09GlSxfs2LEDnTt3ZjYgqRcq5KRFc3Z2xsyZM3Ho0CFoaWkBAA4dOgRfX1/4+/sznK5hnj59isjISERGRkJfXx9t2rThu3/btm0MJaufIUOG8H7/+eef4ebmBnt7e16bra0tevXqhbCwMEyYMIGBhMK7evUqdu3aBV1dXb52HR0dpKWlMZRKeMuWLYOKigp2794NVVVVAEB2djY8PDywfPlyBAcHM5yQ1AeNkZMW7aeffsLEiRMxffp0vHr1Cvv374evry/++OMPke0GlJWVhY2NDSwsLNCuXTvIyMjw/Yiiu3fvwtTUVKDd1NQUMTExDCRqHBwOB7KysgLtBQUFkJCQYCBR43j06BE8PDx4RRwAVFVVsWTJEsTGxjKYjDQEnZGTFs/V1RVv376Fg4MDiouL8eeff6Jv375Mx2owLy8vpiM0uo4dO+L48eNYtGgRX/vx48fRsWNHhlIJr0+fPggLC4Orqyuvjcvl4q+//kL//v0ZTCYcbW1tvHnzRqC9sLCQ1/NFRAeLy+VymQ5ByKcOHjxYbfuuXbvQv39/3hgsAEyePLm5YpFaXLlyBb/++it0dXVhZGQEoOqs78WLF9i2bRusra0ZTtgwz549w/Tp02FkZITIyEiMGDECL168QE5ODg4dOoQuXbowHbFBrl27hs2bN+PXX3/lvV8PHz6En58fFixYwPcl5fOhH9LyUCEnLU5d/9FnsVi4dOlSE6dpGiEhITh37hwyMjJQVlbGd5+oHlN6ejqOHDmCpKQkAFXjyBMmTOBNphJVb9++RXBwMOLj4/Hu3TsYGBhg0qRJ6NChA9PRGqx79+683z+sPPhQCj5fiSCqKw6+JlTICWlmgYGB2Lt3L6ZMmYKdO3di+vTpSEtLQ2RkJGbNmgVHR0emI5JW7vbt23V+rCgPIXwtqJAT0sxGjBgBd3d3DB8+HKampjh16hS0tLSwe/duPHv2DN7e3kxHbJD4+HgcPXoUqampWL9+Pdq3b4/w8HCoqanB0NCQ6XgNcufOnWrbWSwWJCUloampCSUlpWZORQg/muxGWrTy8nKEhoYiOjoaubm5qKys5Lt///79DCVruNevX8PAwAAAICMjg6KiIgDAN998gz/++IPJaA0WERGBuXPnYvjw4bh16xZKSkoAAJmZmThx4gTfmnNRMnXq1Bq7nrlcLsTExGBlZQVfX1/IyckxlrMuavpSUp1+/fo1YRLS2KiQkxZt7dq1CAsLg7W1NXr06MF0nEbRsWNH5OTkQE1NDZqamoiKioKBgQEeP34sskuatm3bhhUrVuCHH37gW4bWr18/BAUFMZhMOH/++Se2bNkCFxcX3qSw2NhYBAQEwNnZGVJSUli3bh18fX2xZs0ahtPWburUqXy3axsbp3Fx0UKFnLRo58+fx44dO2Bpacl0lEZjbW2NGzduwMjICD/99BOWLFmC48ePIy0tDdOmTWM6XoMkJiZiwIABAu0KCgooKChgIFHj8PX1xYoVK/jOUIcPHw4FBQX89ttvCAsLg6enJ1atWsVgyrq5d+8e7/e7d+/C19cXrq6ufDvx+fv7CywhJC0fFXLSosnKyqJTp05Mx2hU7u7uvN9HjRqFTp064cGDB9DW1hbZZVrKyspITU2FhoYGX/u9e/cE2kRJcnJytWPgbdu2xcuXLwFUzc7Py8tr7mj19ulmQ5s2bcLy5cthZmbGa7OxsYGioiLWr18PKysrJiKSBqKd3UiL5urqioCAAN6Ya2tkamqKGTNmiGwRB4Dx48djw4YNePz4MVgsFnJycvC///0PPj4+Irs9KwAYGBhg06ZNfBe6yc/Px+bNm9GzZ08AQGpqqsgtRUtOToaysrJAu5KSEu8LChEdNGudtGgODg5ISkoCi8WCpqYmxMX5O5GOHTvGUDLhXL58GUeOHEFaWhp2796NTp064ciRI9DU1MTAgQOZjldvXC4XgYGB2LVrF96/fw+g6kpv06dPF+mu2oSEBLi4uCA9PZ23Hj4jIwPq6urw9/eHjo4OLly4gKKiIowdO5bhtHU3adIkyMrKwtvbm1fQ8/Ly4O7uDg6Hg0OHDjGckNQHFXLSovn5+dV6/6dbZ4qK0NBQbNiwAT/++CP27duHs2fPQlNTE0ePHsW5c+ewZ88epiM2WGlpKVJSUvDu3Tvo6upWu0+5qKmsrERkZCSSk5MBAF26dMHAgQMhJia6HZpJSUlwcXFBamoq39XPNDQ0EBAQILI71n2tqJAT0sy+++47uLq6YuTIkTA1NcXp06ehqamJp0+fYvr06bh58ybTEclXgMvlIjIykm8nvoEDB9b5GvOk5aDJboQ0s5SUlGo3SJGSkgKHw2EgUcN8usb6S0Rxvf8Hb968wfXr15GZmYnS0lK++0SxR+gDFouFQYMGYdCgQUxHIUKiQk5atNLSUvj7++P8+fPIyMhAeXk53/2iuN5VTU0NT58+FdiD/MaNG9DR0WEoVf316tWL9/uHjXvU1NR4y5kePnyI9PR0ODg4MBVRaDExMZg9ezbk5eWRlZUFDQ0NZGVlgc1mo0uXLiJbyGsasmKxWJCSkoK2tjYGDRoEaWnpZk5GGoIKOWnRtmzZgkuXLsHZ2RmrV6/G8uXLkZmZiZMnT2L+/PlMx2uQmTNnYu3atbyLpcTFxeHcuXMIDAzE6tWrmQ1XD58uo1uzZg3Gjx/P1wYAPj4+vJ3rRJGvry/GjRsHd3d3mJqaIigoCAoKCli0aBFGjhzJdLwGu3LlCpKTk1FSUsI3Ri4lJYVOnTohLS0N8vLyCA4Ohra2NsNpyRdxCWnBhgwZwr1x4waXy+VyTUxMuMnJyVwul8sNCQnhOjk5MRlNKKdOneKOGDGCq6+vz9XX1+daWlpyDx8+zHSsBuvbty83KSlJoD0pKYnbp0+f5g/USExNTXn/z/Xt25f77NkzLpfL5cbFxXGtra2ZjCaUw4cPcx0dHbm5ubm8ttzcXK6TkxP3yJEj3MLCQu7PP//MdXR0ZDAlqSvRnXZJvgr5+fno3LkzAEBOTo63S5iZmRmio6MZTNZw69atg56eHi5cuID79+/jxo0buH79OiZOnMh0tAaTkJDAgwcPBNofPHggstvOAlXX4v4wnKOiooLU1FQAgJiYmEhsAlOTP/74A4sXL+ZbS66srIwFCxYgICAA8vLy+PXXX/Hw4UMGU5K6oq510qJpamoiPT0dampq0NHRQXh4OIyMjHDt2jXIy8szHa9BXrx4gbFjx0JPTw8ODg6wtbVlOpLQpk6dilWrVuHJkye8PckfPnyIkJAQkb4sq5GREe7duwddXV1YWVnB29sbL168wIULF3jHKYoKCwur3Tq3sLAQhYWFAKo2h/l8ch9pmdirRWlQjnx13r9/j9zcXJiYmKBDhw7YsGEDAgMDceXKFfz666+8iVWixM7ODmPHjkVZWRlCQkKwfft2xMfHo02bNtDS0hLJ5T/9+vWDpqYm/vnnH5w8eRIREREoLS3FvHnzMHnyZKbjNZihoSHatm0LVVVV9O7dG8nJyYiIiICmpiZWrVoFBQUFpiM2yPPnz3H48GGoq6tDTk4O7969Q3R0NNauXQtzc3PY2Njgxo0bSExMFOmd+b4WtI6ctFhlZWWYO3culi5dyptwk56ejri4OGhpaaF79+4MJ2wcMTExOHHiBE6fPg0FBQXY29tj4sSJArPaCWksHA4HXl5eOHnyJCoqKgAAbDYb9vb28PDwgKysLOLi4sDlcvlWJ5CWiQo5adHMzMxw9OjRVjtzNi8vD6dPn0ZoaCiSk5MxbNgwZGdn48GDB1i6dKnInc2WlpYiLy9P4LrxampqDCUiteFwOLxxf01NzVaxE9/XiAo5adHWrVsHWVlZLFiwgOkojaaiogJXr15FaGgoIiIi0K1bN95YuaKiIoCqy7euXLkSt2/fZjht3SQkJMDT01NgchSXywWLxRLJ9f61cXd3R2ZmpkhvdENaD5rsRlo0FouF4OBgREVFoVevXmjTpg3f/W5ubgwla7hBgwahoqICo0ePxt9//827itanLCwsICcnx0C6hlm6dCmkpaURFBQEVVVVkRznr48OHTqI9F7rNTl48CDy8/NFdqObrxWdkZMWberUqTXex2KxRPKMKCwsDDY2NpCUlGQ6SqMxMTHBiRMn6GIbIm7atGlIS0vDpUuXmI5C6oEKOSFEaJMnT4arqysGDBjAdJQm9+rVK7Rr106k18eT1oUKOSFEaBcvXsS2bdswa9Ys6OnpCVw3vmvXrgwlE87WrVvRpUsX2NnZgcvlYtasWYiMjISioiJ27twpkssfSetDhZwQIrTqlgKyWCyRn+w2ZMgQbNu2DcbGxrh8+TI8PT2xc+dOnDlzBv/++y+Cg4OZjthgiYmJuHPnDnJzcwVWGdAYuWihyW6EEKG11jHV3NxcdOjQAQBw9epVjBo1CkZGRmjbti3s7e0ZTtdwBw8exLp166CioiIwOZHFYlEhFzFUyAkhQmutm9e0a9cOL168gKqqKq5fv47ly5cDqFovL8oz83ft2gU3NzfMmDGD6SikEVAhJ4QI7eTJk7Xeb2dn10xJGtfYsWMxf/58qKqqorKyEpaWlgCq9pEXpWvHf+7du3cYNmwY0zFII6ExckKI0MzNzflul5eXo6ioCJKSkpCVlcXNmzcZSia88+fP49WrV7CxsUGnTp0AACdOnIC8vDyGDx/OcLqG8fLygoqKCmbNmsV0FNIIqJATQppEWloaVq1ahSlTpmDo0KFMxyGf8PLyQmhoKHr27FntKgNR3Gjpa0aFnBDSZP79918sWLAA4eHhTEdpEA8PD+jr6wuMJe/duxfPnj3Dhg0bGEomnNa40dLXjMbICSFNprS0FDk5OUzHaLBr165h+vTpAu3m5uYICgpq/kCN5MCBA0xHII2ICjkhRGgHDx4UaMvOzsapU6cwcOBABhI1jqKiIkhJSQm0S0lJobCwkIFEjau4uBgpKSkAAC0tLUhLSzOciDQEFXJCiNB2797Nd1tMTAzKysoYPXo0nJycGEolvK5du+LChQsCxxAeHi7Ss9ZLS0uxefNmHD58GKWlpQAASUlJTJo0CYsWLaLtZ0UMFXJCiNAuX77MdIQm4ezsjPnz5yM1NRX9+/cHAERHR+PUqVPYunUrw+kazsfHBxcvXoS3tzd69+4NAIiJiYGPjw8qKirg6enJcEJSHzTZjRDSaFpjV210dDT8/f3x9OlTAIC+vj5cXV15hV0UDRgwAJs3b4aFhQVfe2RkJNzc3BAVFcVQMtIQdEZOCBFaa+6qNTMzg5mZGdMxGhWHw+FtPfupjh07gsPhMJCICEOM6QCEENHn4+OD8PBweHt7IyIiAhEREdi4cSPOnz8PHx8fpuORzxgbGyMgIID3pQuo+jIWEBAAY2NjBpORhqCudUKI0FpTV+2AAQNw9uxZKCsrw9zcvNY91UV1x7r4+Hj88ssvqKiogIGBAYCqNf9sNhu7d++Gvr4+wwlJfVDXOiFEaK2pq9bNzQ1ycnIAAHd3d4bTNI3u3bvjn3/+wenTp5GYmAgAsLGxga2tLdq0acNwOlJfdEZOCBHa1KlT0b59e3h5eUFSUhJAVVeth4cHcnJyaKcwQpoQFXJCiNBac1dtRUUFUlJSkJubi8//uezXrx9DqeovIiICFhYWkJCQQERERK2PtbKyaqZUpDFQISeENIr379/zddXq6uqKfFdtTEwMlixZgszMTIEizmKx8OTJE4aS1V/37t1x48YNtGvXDt27d6/xcaJ2XIQKOSGkgezt7bF3714oKirCz88PP//8s0gX7erY2tpCT08Pc+fOhaqqqsDENxkZGYaSEfIRLT8jhDTIixcvUFxcDADw9/fHu3fvGE7U+FJTUzFv3jx07twZsrKykJGR4fsRVSdPnuRbevZBaWkpTp48yUAiIgyatU4IaRA9PT2sW7cO5ubm4HK5CA0NrbG4TZ48uZnTNQ5zc3M8ffoUWlpaTEdpVEuXLsWgQYPQrl07vnYOh4OlS5fCzs6OoWSkIaiQE0IaZP369di0aRP27dsHFouFgwcPQkxMsJOPxWKJVCH/dCLY8OHD4eXlhRcvXqBbt24CO9SJ6qQwLpdb7fr4rKwsyMvLM5CICIPGyAkhQvt0IpWoq20i2KdEcVKYg4MDWCwW4uLi0L17d7DZbN59lZWVSElJwcCBA7Ft2zYGU5L6ojNyQojQ4uPjmY7QaFrTsXxu6NChAIDHjx/D3NwcsrKyvPskJCSgrq6Ob775hql4pIHojJwQ0mRev36N8vJyqKmpMR2FfOLEiRMYNWoUpKSkmI5CGgEVckJIk/n222+RnJwscl3QnwoPD8fevXt56+N1dHQwbdo0jBw5kuFkhFShQk4IEdqcOXPg4OCAoUOH8o27xsbGori4WGSv3b1r1y74+fnhhx9+gImJCQDgwYMHOH78OJydneHo6MhwwoYpLS2Fv78/zp8/j4yMDJSXl/PdL8pfvL5GVMgJIULz9PREeHg4JCUlYWtrCwcHB+jp6TEdS2gWFhZYsmQJ7O3t+dpPnDgBX19fkbqq26c2btyIS5cuwdnZGatXr4abmxsyMzNx8uRJzJ8/H+PGjWM6IqkH2hCGECK09evXIzIyEu7u7nj27Bns7OwwduxYHDx4EAUFBUzHa7DS0lKYmpoKtJuamqKkpISBRI0jPDwca9asgb29PcTExGBpaYnFixdj/vz5uHjxItPxSD1RISeENAppaWl8//332LNnDy5fvowhQ4bA29sbgwYNwoIFC3Dv3j2mI9abra0tjh07JtAeGhqK0aNHM5CoceTn56Nz584AADk5Od6XLTMzM0RHRzOYjDQELT8jhDSq+Ph4HD9+HGFhYVBUVMT333+P7OxszJgxA9OnT8eCBQuYjlhn4uLiOHz4MCIjI2FkZAQAePToEVJSUuDg4AAfHx/eY93c3JiKWW+amprIyMiAmpoadHR0EB4eDiMjI1y7do02hBFBNEZOCBFafn4+wsLCcOLECTx//hxWVlYYN24crKyseLu93blzB46Ojrh//z7Daetu6tSpdXoci8USqWuu7969G+Li4pg2bRqioqIwe/ZssFgs3jXkp02bxnREUg9UyAkhQuvVqxe0tLTg4OAAOzu7and4Kyoqwpw5c3DgwAEGEpLapKenIy4uDlpaWnXe2Y60HFTICSFCu3fvHnr37s10DEK+SlTICSGkFlFRUTh37hwyMjJQVlbGd58odad/ysPDA/r6+pgxYwZf+969e/Hs2TNs2LCBoWSkIWjWOiFEaK9fv8aiRYtgaWkJAwMD9OjRg+9HVIWEhGDOnDkoLy/H7du30bFjR5SUlCAuLk6kj+vatWsYMGCAQLu5uTmuXbvGQCIiDJq1TggRmru7O3JycvDrr79CVVW12ktkiqI9e/Zg9erVsLe3x/nz5zF37lxoamrCx8dHYDc0UVJUVFTtPutSUlIoLCxkIBERBhVyQojQHjx4gCNHjkBfX5/pKI0qPT2dtwtNyGgAAAvkSURBVL2slJQUOBwOAGD8+PGYOHEili1bxmS8BuvatSsuXLgAJycnvvbw8HDo6OgwlIo0FBVyQojQtLW1UVxczHSMRteuXTsUFBRAXV0dampqePToEbp3746MjAxUVlYyHa/BnJ2dMX/+fKSmpvK+qERHR+PUqVPYunUrw+lIfbFXr169mukQhBDRpq2tjd9//x3a2tqQl5dHZWUlysvLeT8SEhJMR2yQp0+fIicnB/3790d5eTk2btyIu3fvYt++fRg2bBiGDx/OdMQG0dHRQZ8+fXDx4kWcOHEC169fh4SEBNavX4/BgwczHY/UE81aJ4QI7cPa45rGxkX1alrl5eWorKyEpKQkAODs2bO4f/8+tLW1MWHCBF47IUyiQk4IEdrt27drvV8UL2NaXl6O/fv3Y/To0ejQoQPTcZrEzZs3kZCQAKBq3Nzc3JzhRKQhqJATQkgNTE1NcebMGairqzMdpVFlZmbCxcUFz5494x1beno69PX14e/vj44dOzKckNQHTXYjhDSarKwsZGZmCmyc0q9fP4YSCcfMzAx3795tdYV87dq1kJWVxaVLl3i9DVlZWViyZAnWrl2LgIAAhhOS+qBCTggR2qtXr7BgwQLcv38fLBYLXC6Xb7xcVMfIra2t4evri+fPn6Nnz56QkZHhu9/KyoqhZMK5desWDh8+zDdk0KFDB3h4eGDy5MkMJiMNQYWcECK0devWQUZGBhcvXoStrS3279+P/Px8bNmyBe7u7kzHa7CVK1cCAIKCggTuY7FYIvsFRVxcHCUlJQLtJSUlEBensiBq6B0jhAjt7t272LNnDzQ0NMBisSAnJwdDQ0Ow2Wz4+voiNDSU6YgNEh8fz3SEJjF48GCsWLECGzZsQK9evQBUXWd91apVGDJkCLPhSL1RISeECK2iogJycnIAACUlJWRnZ6NLly7Q0tLizYomLcfKlSvh7u6OcePG8ZbQlZaWYsiQIfD09GQ4HakvKuSEEKF17doVT58+haamJoyNjbF7925ISUnhyJEj0NTUZDpeg/n5+VXbzmKxICUlBW1tbQwaNAjS0tLNnEw4ioqKCAwMRHJyMu+Llq6uLjp37sxsMNIgtPyMECK0iIgIFBcXw8bGBi9fvoSTkxOSk5PRtm1bbN26tdorbYkCBwcHJCcno6SkhG+ZlpSUFDp16oS0tDTIy8sjODgY2traDKetnY+PT50f6+bm1oRJSGOjQk4IaRJv3ryBoqKiSF8J7ciRI7hy5Qq8vLygrKwMAMjLy8OyZcswdOhQjBo1CgsWLACbzcbOnTsZTlu7qVOn1ulxLBZLZK+z/rWiQk4IaTTv379HSkoKAEBLSwtt2rRhOJFwrKysEBQUhG7duvG1P336FI6OjoiIiEBsbCwcHR1x69YthlKSrx2NkRNChFZSUgIfHx+EhISgtLQUACApKYlx48ZhyZIlIlvQCwsLUVBQUG37h+t2Kykp8Y6ZECZQISeECG3FihW4e/cufH19YWJiAqDqGuU+Pj4oKiqq1/hsS2JtbY1ly5bBw8MDhoaGAKqWaW3cuBHW1ta82zRJjDCJutYJIUIzNTVFYGAgzMzM+Npv3bqFOXPm4P79+wwlEw6Hw4GXlxdOnjyJiooKAACbzYa9vT08PDwgKyuLuLg4cLlc3npsQpobnZETQoQmLy/Pmwz2KSUlJd76clEkKyuLdevWYenSpUhNTQUAaGpqQlZWlveYnj17MhWPEACAGNMBCCGib/bs2fDx8UFeXh6vLS8vD1u2bMHs2bMZTNY42Gw2xMTEICYmBjabzXQcQvhQ1zohRGgODg5ISkpCWVkZ33prCQkJ6Ojo8D322LFjTERskLKyMmzatAmHDx9GWVkZuFwuJCUlMWnSJCxatAgSEhJMRySEutYJIcIbOnQohg4dynSMRuft7Y2LFy/C29sbvXv3BgDExMTAx8cHFRUVtJ0paRHojJwQQmowYMAAbN68GRYWFnztkZGRcHNzQ1RUFEPJCPmIzsgJIY2qsLAQlZWVfG1t27ZlKI1wOBwO3zW7P+jYsSM4HA4DiQgRRIWcECK0lJQUrFmzBrdv30Z5eTmvncvlivR1u42NjREQEAAvLy++q4QFBATA2NiY4XSEVKGudUKI0MaPHw9xcXFMmzYN7dq1E9hfvU+fPgwlE058fDx++eUXVFRUwMDAAADw77//gs1mY/fu3dDX12c4ISFUyAkhjcDU1BShoaHo0qUL01Ea3fv373H69GkkJiYCqLrcp62trchuO0taH+paJ4QIzdTUFCkpKa2ykLdp0wYTJkxgOgYhNaIzckKI0DIzM7FixQpYWVmha9euEBfnP0fo168fQ8mEl5mZibt37yI3Nxef/3M5Y8YMhlIR8hGdkRNChJaUlIQnT54gMjJS4D5RnuwWEhKCNWvWQFpaGkpKSnxj/ywWiwo5aRHojJwQIrThw4ejX79+mDNnTrWT3WRkZBhKJpzBgwdjypQpmDVrlsAxEdJS0Bk5IURoubm5mDNnDrS0tJiO0qhKS0sxcuRIKuKkRaOLphBChGZtbY07d+4wHaPRTZw4ESdPnmQ6BiG1oq51QojQdu3ahT179sDa2hp6enoCk90mT57MUDLhVFZWYtasWcjLy6t2Ep+XlxdDyQj5iAo5IURo1tbWNd7HYrFw6dKlZkzTeLy9vbF//34YGxtDRUVF4P7t27czkIoQflTICSGkBr1794a3tzdGjBjBdBRCakRj5ISQRsXhcFrNBUXk5eUFrqdOSEtDhZwQ0ij2798PKysr9O3bF3379sWQIUNw4MABpmMJxdnZGQEBASgpKWE6CiE1ouVnhBCh+fn5Yd++fXByckLv3r0BADExMdi+fTsKCwvh4uLCcMKGOXr0KJKSkmBhYQFNTU2ByW7Hjh1jKBkhH1EhJ4QI7ejRo1i3bh1sbGx4bb1794ampia8vLxEtpAPHToUQ4cOZToGIbWiQk4IEVp+fj709PQE2vX19ZGfn89Aosbh6urKdARCvojGyAkhQtPT08ORI0cE2g8dOlRtgRclxcXFOH/+PHbt2oXCwkIAVXvL5+XlMZyMkCp0Rk4IEdqSJUvg5OSEqKgomJqaAgDu37+PlJQU/Pnnnwyna7jExETMnDkTFRUVyMvLw7fffgsFBQWEhIQgPz+fNoQhLQKdkRNChGZubo4LFy7A2toaeXl5yMvLg7W1NS5cuID+/fszHa/B1q9fj2HDhiEiIgKSkpK8dmtra9y+fZvBZIR8RGfkhBChHThw4P/t3TFL43Ach/HHU+ggFJdSQQVdfQOCDqJ5BaKruIiDm05VxE2o4FhwULCTo4OzXZxcHOrUTVEcahYxGDBYvO2O0pM7znJpjuez9UeH7/Yl+Se/kM/n2djYaJufn58TRVFmV7TW63V2d3f59q39mmd4eJgwDFNKJbXzilzSl1WrVUZGRjrmo6OjVKvVfx+oSwYGBojjuGN+f3/P0NBQComkTha5pC97enqiWCx2zAuFAs1mM4VE3TE/P8/h4SHv7+8/Zs1mk4ODA9e2qmdY5JK+rFgscnNz0zGv1+u//NhIVpRKJaIoYmZmhre3N1ZWVgiCgFwux+bmZtrxJMAzckldsLS0xN7eHq1Wi6mpKQCurq7Y399neXk55XR/L5/Pc3JywvX1NY1GgziOmZycZHp6mr6+vrTjSYBfP5PUBR8fH1QqFY6Pj0mSBIBcLsfq6irr6+sdD4v1skql8sf/dWGMeoFFLqlrkiTh7u4OgPHx8bZXtrJicXGx7fft7S1Jkvx4mO/x8ZFcLsfExIS71tUTLHJJ+sTp6Sm1Wo1yuUyhUAAgDEO2traYm5vL7Gt1+r9Y5JL0idnZWY6OjjrWzDYaDdbW1ri8vEwpmfRTdg6uJOkfe3l54fn5+ZfzKIpSSCR1ssgl6RNBELC9vU2tViMMQ8Iw5OLigp2dHYIgSDueBHhrXZI+Fccx5XKZs7MzWq0WAP39/SwsLFAqlRgcHEw5oWSRS9Jvvb6+8vDwAMDY2JgFrp5ikUuSlGGekUuSlGEWuSRJGWaRS5KUYRa5JEkZ9h2OjCzRPcPorAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()\n",
    "sns.set(font_scale = 1.25)\n",
    "sns.heatmap(\n",
    "    df[['rank', 'year', 'company.founded', 'demographics.age', 'location.gdp']].corr(), \n",
    "    annot = True,\n",
    "    fmt = '.1f'\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f0eab2cb7f0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['rank', 'year', 'company.founded', 'demographics.age', 'location.gdp']\n",
    "sns.pairplot(\n",
    "    data=df[cols], \n",
    "    vars=cols, \n",
    "    kind='scatter'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Industries of billioners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "times = df['name'].value_counts().rename_axis('name').reset_index(name='times')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 23)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_rich = pd.merge(df, times, on='name')\n",
    "top_rich = top_rich[top_rich['year'] == 2014]\n",
    "top_rich = top_rich.nlargest(200, 'wealth.worth in billions')\n",
    "top_rich.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "sns.scatterplot(\n",
    "    x='wealth.worth in billions', \n",
    "    y='demographics.age', \n",
    "    hue='times', \n",
    "    size='times', \n",
    "    data=top_rich, \n",
    "    palette='plasma',\n",
    "    sizes=(50, 500)\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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