TV_Shows_Prep.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preprocessing and plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Age</th>\n",
       "      <th>IMDb</th>\n",
       "      <th>Rotten Tomatoes</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Breaking Bad</td>\n",
       "      <td>2008</td>\n",
       "      <td>18+</td>\n",
       "      <td>9.5</td>\n",
       "      <td>96%</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Stranger Things</td>\n",
       "      <td>2016</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>93%</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Money Heist</td>\n",
       "      <td>2017</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.4</td>\n",
       "      <td>91%</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Sherlock</td>\n",
       "      <td>2010</td>\n",
       "      <td>16+</td>\n",
       "      <td>9.1</td>\n",
       "      <td>78%</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Better Call Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.7</td>\n",
       "      <td>97%</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5606</td>\n",
       "      <td>Tut's Treasures: Hidden Secrets</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5607</td>\n",
       "      <td>Paradise Islands</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5608</td>\n",
       "      <td>Wild Russia</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5609</td>\n",
       "      <td>Love &amp; Vets</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5610</td>\n",
       "      <td>United States of Animals</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5611 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Title  Year  Age  IMDb Rotten Tomatoes  \\\n",
       "0                        Breaking Bad  2008  18+   9.5             96%   \n",
       "1                     Stranger Things  2016  16+   8.8             93%   \n",
       "2                         Money Heist  2017  18+   8.4             91%   \n",
       "3                            Sherlock  2010  16+   9.1             78%   \n",
       "4                    Better Call Saul  2015  18+   8.7             97%   \n",
       "...                               ...   ...  ...   ...             ...   \n",
       "5606  Tut's Treasures: Hidden Secrets  2018  NaN   NaN             NaN   \n",
       "5607                 Paradise Islands  2017  NaN   NaN             NaN   \n",
       "5608                      Wild Russia  2018  NaN   NaN             NaN   \n",
       "5609                      Love & Vets  2017  NaN   NaN             NaN   \n",
       "5610         United States of Animals  2016  NaN   NaN             NaN   \n",
       "\n",
       "      Netflix  Hulu  Prime Video  Disney+  type  \n",
       "0           1     0            0        0     1  \n",
       "1           1     0            0        0     1  \n",
       "2           1     0            0        0     1  \n",
       "3           1     0            0        0     1  \n",
       "4           1     0            0        0     1  \n",
       "...       ...   ...          ...      ...   ...  \n",
       "5606        0     0            0        1     1  \n",
       "5607        0     0            0        1     1  \n",
       "5608        0     0            0        1     1  \n",
       "5609        0     0            0        1     1  \n",
       "5610        0     0            0        1     1  \n",
       "\n",
       "[5611 rows x 10 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('tv_shows.csv', index_col=0)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Change colum names to ease the analysis\n",
    "df.columns = ['title', 'year', 'age', 'IMDb', 'rotten', 'netflix', 'hulu', 'prime', 'disney', 'type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 5611 entries, 0 to 5610\n",
      "Data columns (total 10 columns):\n",
      "title      5611 non-null object\n",
      "year       5611 non-null int64\n",
      "age        3165 non-null object\n",
      "IMDb       4450 non-null float64\n",
      "rotten     1011 non-null object\n",
      "netflix    5611 non-null int64\n",
      "hulu       5611 non-null int64\n",
      "prime      5611 non-null int64\n",
      "disney     5611 non-null int64\n",
      "type       5611 non-null int64\n",
      "dtypes: float64(1), int64(6), object(3)\n",
      "memory usage: 482.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Kingdom                     3\n",
       "Undercover                  3\n",
       "The Kennedys                2\n",
       "Jane Eyre                   2\n",
       "DuckTales                   2\n",
       "The Outer Limits            2\n",
       "American Gladiators         2\n",
       "The Baker and the Beauty    2\n",
       "Rome                        2\n",
       "Elizabeth I                 2\n",
       "Ben 10                      2\n",
       "Danger Mouse                2\n",
       "Wilfred                     2\n",
       "The Good Cop                2\n",
       "Fearless                    2\n",
       "Maniac                      2\n",
       "The Librarians              2\n",
       "Kojak                       2\n",
       "Melrose Place               2\n",
       "Summertime                  2\n",
       "Frequency                   2\n",
       "Inspector Gadget            2\n",
       "Max Steel                   2\n",
       "Fresh Off the Boat          2\n",
       "Marco Polo                  2\n",
       "American Gothic             2\n",
       "The Office                  2\n",
       "Shameless                   2\n",
       "Baby Daddy                  2\n",
       "Party of Five               2\n",
       "Baby Talk                   2\n",
       "Fruits Basket               2\n",
       "Westside                    2\n",
       "Abandoned                   2\n",
       "The Code                    2\n",
       "The Incredible Hulk         2\n",
       "Clifford the Big Red Dog    2\n",
       "Lost in Space               2\n",
       "Shark                       2\n",
       "Moby Dick                   2\n",
       "Charmed                     2\n",
       "Bleak House                 2\n",
       "Battlestar Galactica        2\n",
       "The Powerpuff Girls         2\n",
       "No Activity                 2\n",
       "Name: title, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.title.value_counts().sort_values(ascending=False).head(45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>title</th>\n",
       "      <th>year</th>\n",
       "      <th>age</th>\n",
       "      <th>IMDb</th>\n",
       "      <th>rotten</th>\n",
       "      <th>netflix</th>\n",
       "      <th>hulu</th>\n",
       "      <th>prime</th>\n",
       "      <th>disney</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>3981</td>\n",
       "      <td>Moby Dick</td>\n",
       "      <td>1998</td>\n",
       "      <td>7+</td>\n",
       "      <td>6.4</td>\n",
       "      <td>75%</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4032</td>\n",
       "      <td>Moby Dick</td>\n",
       "      <td>2011</td>\n",
       "      <td>18+</td>\n",
       "      <td>6.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          title  year  age  IMDb rotten  netflix  hulu  prime  disney  type\n",
       "3981  Moby Dick  1998   7+   6.4    75%        0     0      1       0     1\n",
       "4032  Moby Dick  2011  18+   6.2    NaN        0     0      1       0     1"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.title=='Moby Dick']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some title are repeted, however I can assure that there is not a single repeted serie as they date from different years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    5611\n",
       "Name: type, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.type.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dropping features\n",
    "\n",
    "+ The *type* feature is suposed to label whether a title is a movie or a serie, yet in this dataset all entries are series.\n",
    "\n",
    "+ There two different **ratings** from diferent platforms (i.e. *IMDb* and *Rotten Tomatoes*). Eventhough both ratings have missing values, the ones coming from *Rotten Tomates* have more null values. I was thinking on combining both ratings to have fewer missing ratings in total, but the ratings are computed diferently in both platfomrs. Generally the tv shows are rated with higher scores in *Rotten Tomatoes* . "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('type', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def obj_to_int(x):\n",
    "    '''\n",
    "    Converts a string value into a number.\n",
    "    If the string is a percentage value it returns a float from 0 to 10.\n",
    "    x is a string value\n",
    "    '''\n",
    "    if isinstance(x, str):\n",
    "        rate = float(x.strip('%'))\n",
    "        return rate/10\n",
    "    \n",
    "df['rotten'] = df['rotten'].apply(obj_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       9.6\n",
       "1       9.3\n",
       "2       9.1\n",
       "3       7.8\n",
       "4       9.7\n",
       "       ... \n",
       "5606    NaN\n",
       "5607    NaN\n",
       "5608    NaN\n",
       "5609    NaN\n",
       "5610    NaN\n",
       "Name: rotten, Length: 5611, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rotten"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#To have an idea of how the ratings of both platforms are distributed and compare them\n",
    "\n",
    "df['IMDb'].plot(marker='.', figsize=(16,8), linewidth=0, color='g')\n",
    "df['rotten'].plot(marker='.', linewidth=0, color='r', label='Rotten Tomatoes')\n",
    "plt.xlabel('Serie ID')\n",
    "plt.ylabel('Rating')\n",
    "plt.title('IMDb vs RT ratings')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.drop('rotten', axis=1).copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Missing Ratings\n",
    "\n",
    "+ Initially I thought the missing ratings would come from the last released series. However, the number of rated and not rated tv_shows is proportionaly distributed in time so the fact of not being rated must depend on another factor.\n",
    "\n",
    "\n",
    "+ Both in the description of the data and in the histograms bellow we see that the series found in Prime Video are the ones with higher amount of not rated series. Maybe the problem resides in the fact that *Prime Video* users do not use *IMDb* to rate what they watch. A solution could be to take the ratings from Prime Video directly, but this would creat a bias as all the ratings should come from the same source. As far as I know the equation used to compute *IMDb's* ratings requires a minimum number of people rating that one TV Show, which if it's not passed the serie appears as not rated.\n",
    "\n",
    "This analysis has been done to understand where the problem comes from and try to fix over time. The not rated series are not going to be erased from the dataset, yet the users will find that there is no rating for the mentioned ones. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2.columns = ['Title', 'Year', 'Target Age', 'Rate', 'Netflix', 'Hulu', 'Prime Video', 'Disney+']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "platforms = ['Netflix', 'Hulu', 'Prime Video', 'Disney+']\n",
    "\n",
    "def get_platform(row):\n",
    "    l = list()\n",
    "    for platform in platforms:\n",
    "        if row[platform] == 1:\n",
    "            l.append(platform)\n",
    "    return list(l)\n",
    "        \n",
    "df2['Platforms'] = df2.apply(get_platform, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Target Age</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>Platforms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>Attack on Titan</td>\n",
       "      <td>2013</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix, Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>Fullmetal Alchemist: Brotherhood</td>\n",
       "      <td>2009</td>\n",
       "      <td>18+</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix, Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>Community</td>\n",
       "      <td>2009</td>\n",
       "      <td>7+</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix, Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>Parks and Recreation</td>\n",
       "      <td>2009</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix, Hulu, Prime Video]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>Twin Peaks</td>\n",
       "      <td>1990</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix, Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3561</td>\n",
       "      <td>Newsy</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3562</td>\n",
       "      <td>Modd Couples</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3563</td>\n",
       "      <td>Fantasy Forecast</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3564</td>\n",
       "      <td>Secret Talent Theatre</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Hulu]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3565</td>\n",
       "      <td>pocket.watch Challenge Squad</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>[Hulu, Prime Video]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1754 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Title  Year Target Age  Rate  Netflix  Hulu  \\\n",
       "13                     Attack on Titan  2013        16+   8.8        1     1   \n",
       "15    Fullmetal Alchemist: Brotherhood  2009        18+   9.1        1     1   \n",
       "16                           Community  2009         7+   8.5        1     1   \n",
       "18                Parks and Recreation  2009        16+   8.6        1     1   \n",
       "22                          Twin Peaks  1990        18+   8.8        1     1   \n",
       "...                                ...   ...        ...   ...      ...   ...   \n",
       "3561                             Newsy  2016        NaN   NaN        0     1   \n",
       "3562                      Modd Couples  2016        NaN   NaN        0     1   \n",
       "3563                  Fantasy Forecast  2016        NaN   NaN        0     1   \n",
       "3564             Secret Talent Theatre  2016        NaN   NaN        0     1   \n",
       "3565      pocket.watch Challenge Squad  2018        NaN   NaN        0     1   \n",
       "\n",
       "      Prime Video  Disney+                     Platforms  \n",
       "13              0        0               [Netflix, Hulu]  \n",
       "15              0        0               [Netflix, Hulu]  \n",
       "16              0        0               [Netflix, Hulu]  \n",
       "18              1        0  [Netflix, Hulu, Prime Video]  \n",
       "22              0        0               [Netflix, Hulu]  \n",
       "...           ...      ...                           ...  \n",
       "3561            0        0                        [Hulu]  \n",
       "3562            0        0                        [Hulu]  \n",
       "3563            0        0                        [Hulu]  \n",
       "3564            0        0                        [Hulu]  \n",
       "3565            1        0           [Hulu, Prime Video]  \n",
       "\n",
       "[1754 rows x 9 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "def value_in(entry, platform='Hulu'):\n",
    "    '''\n",
    "    Selecting a specific platform this functions applyed to the platforms column\n",
    "    returns a dataframe with all series in this particular platform\n",
    "    '''\n",
    "    if platform in entry:\n",
    "        return True\n",
    "    return False\n",
    "    \n",
    "df2[df2.Platforms.apply(value_in)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1754"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2['Hulu'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Year</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>1161.000000</td>\n",
       "      <td>1161.000000</td>\n",
       "      <td>1161.000000</td>\n",
       "      <td>1161.000000</td>\n",
       "      <td>1161.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>2012.561585</td>\n",
       "      <td>0.103359</td>\n",
       "      <td>0.204134</td>\n",
       "      <td>0.720930</td>\n",
       "      <td>0.009475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>10.887427</td>\n",
       "      <td>0.304559</td>\n",
       "      <td>0.403241</td>\n",
       "      <td>0.448735</td>\n",
       "      <td>0.096917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>1901.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>2012.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Year      Netflix         Hulu  Prime Video      Disney+\n",
       "count  1161.000000  1161.000000  1161.000000  1161.000000  1161.000000\n",
       "mean   2012.561585     0.103359     0.204134     0.720930     0.009475\n",
       "std      10.887427     0.304559     0.403241     0.448735     0.096917\n",
       "min    1901.000000     0.000000     0.000000     0.000000     0.000000\n",
       "25%    2012.000000     0.000000     0.000000     0.000000     0.000000\n",
       "50%    2016.000000     0.000000     0.000000     1.000000     0.000000\n",
       "75%    2017.000000     0.000000     0.000000     1.000000     0.000000\n",
       "max    2020.000000     1.000000     1.000000     1.000000     1.000000"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not_rated = df2[df2.Rate.isna()==True].drop('Rate', axis=1)\n",
    "not_rated.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tttAzDgAAzCvrTchNIuBOM+8nAAAw36xXIXeubbDBBtlxxx3z6Ec/Os95znNyzTXXTFr/mmuuyb/8y79M+TiHHHJIDj/88HVtJgAAwIK13tyTu7rFS0+a1v1deOjea61z97vfPWeeeWaS5IADDshRRx2Vv/mbv1lj/bGQ+6pXvWra2gkAADBkenLnyG677ZZLL700SXLddddl9913z84775w/+IM/yAknnJAkWbp0ac4///zsuOOOedOb3pQkOeyww7LLLrtk++23z8EHH3zr/t797nfnYQ97WJ7+9Kfnpz/96ey/IAAAgHlgve3JnUu33HJLvv71r+flL395ku6reL7whS9ks802yy9/+cvsuuuu2WeffXLooYfmnHPOubX392tf+1rOO++8fP/7309rLfvss09OPfXU3OMe98hxxx2XH/7wh7n55puz88475zGPecxcvkQAAIA5IeTOot/85jfZcccdc+GFF+Yxj3lM9thjjyTd1/G89a1vzamnnpq73OUuufTSS/OLX/ziDtt/7Wtfy9e+9rXstNNOSboe4PPOOy+rVq3K85///Gy88cZJkn322Wf2XhQAAMA8YrjyLBq7J/eiiy7KjTfemKOOOipJcuyxx2blypU544wzcuaZZ+a+973vhF/N01rLW97ylpx55pk588wzs3z58lt7g810DAAAIOTOiXve85458sgjc/jhh+emm27Ktddem6222iobbrhhvvGNb+Siiy5Kkmy66aZZtWrVrdvtueee+chHPpLrrrsuSXLppZfmiiuuyJOf/OR84QtfyG9+85usWrUqX/rSl+bkdQEAAMw1w5XnyE477ZQddtghxx13XPbbb7885znPyZIlS7Ljjjvm4Q9/eJJkiy22yBOe8IQ8+tGPzl577ZXDDjssy5Yty2677ZYk2WSTTfKJT3wiO++8c1784hdnxx13zIMe9KA86UlPmsuXBgAAMGeqtTbXbZh2S5YsaaeffvrtypYtW5ZHPOIRc9Si4fK+AgAAs62qzmitLZloneHKAAAADIaQCwAAwGAIuQAAAAyGiacAAADmqcVLTxqp3oWH7j3DLVk49OQCAAAwGEIuAAAAgyHkzqKqyhvf+MZbnx9++OE55JBDJt3mi1/8Yn784x9PuO6QQw7J1ltvnR133DGPfOQj86lPfWqtbZhsf5PZZJNNprwNAADAbFt/Q27V9D5GcLe73S3HH398fvnLX47czLWF0je84Q0588wzc8IJJ+QVr3hFbrrppju1PwAAgIVsxkJuVX2kqq6oqnPGlR1WVT+pqrOr6gtVtfm4dW+pquVV9dOq2nNc+TP7suVVtXSm2jsbFi1alAMPPDBHHHHEHdZddNFF2X333bP99ttn9913z8UXX5xvf/vbOfHEE/OmN70pO+64Y84///w17nu77bbLxhtvnKuvvjpJ8uEPfzi77LJLdthhh7zwhS/M9ddfP+H+zj///Dzzmc/MYx7zmDzpSU/KT37ykyTJz3/+8+y2227ZZZdd8va3v31m3hAAAIBpNpM9uf+R5JmrlZ2S5NGtte2T/CzJW5Kkqh6Z5CVJHtVv8y9VtUFVbZDkqCR7JXlkkj/u6y5Yr371q3Psscfm2muvvV35a17zmuy///45++yzs99+++W1r31tHv/4x2efffbJYYcdljPPPDMPechD1rjfH/zgB9luu+2y1VZbJUle8IIX5LTTTstZZ52VRzziETn66KMn3N+BBx6Yf/7nf84ZZ5yRww8/PK961auSJK973evyyle+Mqeddlp+7/d+b+beEAAAgGk0Y18h1Fo7taoWr1b2tXFPv5vkj/rl5yY5rrX22yQ/r6rlSR7br1veWrsgSarquL7ugh1vu9lmm2X//ffPkUcembvf/e63ln/nO9/J8ccfnyR52ctelje/+c0j7e+II47Ihz/84VxwwQX5yle+cmv5Oeeck7e97W255pprct1112XPPfe8w7bXXXddvv3tb2ffffe9tey3v/1tkuRb3/pWPv/5z9/anoMOOmjqLxYAAGCWzeU9uX+e5D/75a2TXDJu3Yq+bE3ld1BVB1bV6VV1+sqVK2egudPn9a9/fY4++uj8+te/XmOdGvE+3ze84Q356U9/mk9/+tPZf//9c8MNNyRJ/vRP/zQf+MAH8qMf/SgHH3zwreXj/e53v8vmm2+eM88889bHsmXLptwGAACA+WJOQm5V/U2Sm5McO1Y0QbU2SfkdC1v7UGttSWttyZZbbjk9DZ0h9773vfOiF70oRx999K1lj3/843PcccclSY499tg88YlPTJJsuummWbVq1Vr3+YIXvCBLlizJMccckyRZtWpV7ne/++Wmm27Ksccee2u98fvbbLPNsu222+azn/1skqS1lrPOOitJ8oQnPOF27QEAAFgIZj3kVtUBSZ6dZL/W2lhgXZHkAeOqbZPksknKF7w3vvGNt5tl+cgjj8xHP/rRbL/99vn4xz+e97///UmSl7zkJTnssMOy0047TTrxVJK84x3vyHvf+9787ne/y7ve9a487nGPyx577JGHP/zht9ZZfX/HHntsjj766Oywww551KMelRNOOCFJ8v73vz9HHXVUdtlllzvcPwwAADBf1W05cwZ23t2T++XW2qP7589M8t4kT2mtrRxX71FJPpnuPtz7J/l6ku3S9eT+LMnuSS5NclqSl7bWzp3suEuWLGmnn3767cqWLVuWRzziEdPyuriN9xUAAGbO4qUnjVTvwkP3nuGWzC9VdUZrbclE62Zs4qmq+lSSpya5T1WtSHJwutmU75bklP5+z++21v6ytXZuVX0m3YRSNyd5dWvtln4/r0ny1SQbJPnI2gIuAAAA66+ZnF35jycoPnqCsrH6707y7gnKT05y8jQ2DQAAgIGay9mVAQAAYFqtVyF3Ju8/Xh95PwEAgPlmvQm5G220Ua688krBbJq01nLllVdmo402muumAAAA3GrG7smdb7bZZpusWLEiK1euXHtlRrLRRhtlm222metmAAAA3Gq9Cbkbbrhhtt1227luBgAAADNovRmuDAAAwPAJuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYMxYyK2qj1TVFVV1zriye1fVKVV1Xv/zXn15VdWRVbW8qs6uqp3HbXNAX/+8qjpgptoLAADAwjeTPbn/keSZq5UtTfL11tp2Sb7eP0+SvZJs1z8OTPLBpAvFSQ5O8rgkj01y8FgwBgAAgNXNWMhtrZ2a5KrVip+b5Jh++ZgkzxtX/rHW+W6Szavqfkn2THJKa+2q1trVSU7JHYMzAAAAJJn9e3Lv21q7PEn6n1v15VsnuWRcvRV92ZrKAQAA4A7my8RTNUFZm6T8jjuoOrCqTq+q01euXDmtjQMAAGBhmO2Q+4t+GHL6n1f05SuSPGBcvW2SXDZJ+R201j7UWlvSWluy5ZZbTnvDAQAAmP9mO+SemGRshuQDkpwwrnz/fpblXZNc2w9n/mqSZ1TVvfoJp57RlwEAAMAdLJqpHVfVp5I8Ncl9qmpFulmSD03ymap6eZKLk+zbVz85ybOSLE9yfZI/S5LW2lVV9a4kp/X13tlaW30yKwAAAEgygyG3tfbHa1i1+wR1W5JXr2E/H0nykWlsGgAAAAM1XyaeAgAAgDtNyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwhFwAAAAGQ8gFAABgMIRcAAAABmNOQm5VvaGqzq2qc6rqU1W1UVVtW1Xfq6rzqurTVXXXvu7d+ufL+/WL56LNAAAAzH+zHnKrauskr02ypLX26CQbJHlJkvckOaK1tl2Sq5O8vN/k5Umubq09NMkRfT0AAAC4g7karrwoyd2ralGSjZNcnuRpST7Xrz8myfP65ef2z9Ov372qahbbCgAAwAIx6yG3tXZpksOTXJwu3F6b5Iwk17TWbu6rrUiydb+8dZJL+m1v7utvMZttBgAAYGGYi+HK90rXO7ttkvsnuUeSvSao2sY2mWTd+P0eWFWnV9XpK1eunK7mAgAAsIDMxXDlpyf5eWttZWvtpiTHJ3l8ks374ctJsk2Sy/rlFUkekCT9+nsmuWr1nbbWPtRaW9JaW7LlllvO9GsAAABgHpqLkHtxkl2rauP+3trdk/w4yTeS/FFf54AkJ/TLJ/bP06//79baHXpyAQAAYC7uyf1eugmkfpDkR30bPpTkoCR/VVXL091ze3S/ydFJtujL/yrJ0tluMwAAAAvDorVXmX6ttYOTHLxa8QVJHjtB3RuS7Dsb7QIAAGBhm6uvEAIAAIBpJ+QCAAAwGEIuAAAAgyHkAgAAMBhCLgAAAIMh5AIAADAYQi4AAACDIeQCAAAwGEIuAAAAgyHkAgAAMBhCLgAAAIMh5AIAADAYQi4AAACDIeQCAAAwGEIuAAAAgyHkAgAAMBhCLgAAAIMh5AIAADAYQi4AAACDIeQCAAAwGEIuAAAAgyHkAgAAMBhCLgAAAIMxUsitqkfPdEMAAADgzhq1J/dfq+r7VfWqqtp8RlsEAAAA62ikkNtae2KS/ZI8IMnpVfXJqtpjRlsGAAAAUzTyPbmttfOSvC3JQUmekuTIqvpJVb1gphoHAAAAUzHqPbnbV9URSZYleVqS57TWHtEvHzGD7QMAAICRLRqx3geSfDjJW1trvxkrbK1dVlVvm5GWAQAAwBSNGnKfleQ3rbVbkqSq7pJko9ba9a21j89Y6wAAAGAKRr0n97+S3H3c8437MgAAAJg3Rg25G7XWrht70i9vPDNNAgAAgHUzasj9dVXtPPakqh6T5DeT1AcAAIBZN+o9ua9P8tmquqx/fr8kL56ZJgEAAMC6GSnkttZOq6qHJ3lYkkryk9baTTPaMgAAAJiiUXtyk2SXJIv7bXaqqrTWPjYjrQIAAFiAFi89aaR6Fx669wy3ZP01Usitqo8neUiSM5Pc0he3JEIuAAAA88aoPblLkjyytdZmsjEAAABwZ4w6u/I5SX5vJhsCAAAAd9aoPbn3SfLjqvp+kt+OFbbW9pmRVgEAAMA6GDXkHjKTjQAAAIDpMOpXCP1PVT0oyXattf+qqo2TbDCzTQMAAICpGeme3Kr6iySfS/JvfdHWSb44U40CAACAdTHqxFOvTvKEJL9KktbaeUm2mqlGAQAAwLoYNeT+trV249iTqlqU7ntyAQAAYN4YNeT+T1W9Ncndq2qPJJ9N8qWZaxYAAABM3aghd2mSlUl+lOQVSU5O8raZahQAAACsi1FnV/5dkg/3DwAAAJiXRgq5VfXzTD5HR40AABRQSURBVHAPbmvtwdPeIgAAAFhHI4XcJEvGLW+UZN8k957+5gAAAMC6G+me3NbaleMel7bW3pfkaTPcNgAAAJiSUYcr7zzu6V3S9exuOiMtAgAAgHU06nDlfxq3fHOSC5O8aNpbAwAAAHfCqLMr/+FMNwQAAADurFGHK//VZOtba++dnuYAAADAupvK7Mq7JDmxf/6cJKcmuWQmGgUAAADrYtSQe58kO7fWViVJVR2S5LOttf8zUw0DAACAqRrpK4SSPDDJjeOe35hk8bS3BgAAAO6EUUPux5N8v6oOqaqDk3wvycfW9aBVtXlVfa6qflJVy6pqt6q6d1WdUlXn9T/v1detqjqyqpZX1dmrfZ0RAAAA3GqkkNtae3eSP0tydZJrkvxZa+3v78Rx35/kK621hyfZIcmyJEuTfL21tl2Sr/fPk2SvJNv1jwOTfPBOHBcAAIABG7UnN0k2TvKr1tr7k6yoqm3X5YBVtVmSJyc5Oklaaze21q5J8twkx/TVjknyvH75uUk+1jrfTbJ5Vd1vXY4NAADAsI0UcvshygcleUtftGGST6zjMR+cZGWSj1bVD6vq36vqHknu21q7PEn6n1v19bfO7WdxXtGXAQAAwO2M2pP7/CT7JPl1krTWLkuy6Toec1GSnZN8sLW2U7/PpZPUrwnK2h0qVR1YVadX1ekrV65cx6YBAACwkI0acm9srbX04bLveV1XK5KsaK19r3/+uXSh9xdjw5D7n1eMq/+Acdtvk+Sy1XfaWvtQa21Ja23JlltueSeaBwAAwEI1asj9TFX9W7r7Yf8iyX8l+fC6HLC19r9JLqmqh/VFuyf5cZITkxzQlx2Q5IR++cQk+/ezLO+a5NqxYc0AAAAw3qJRKrXWDq+qPZL8KsnDkryjtXbKnTju/01ybFXdNckF6WZuvku6MP3yJBcn2beve3KSZyVZnuT6vi4AAADcwVpDblVtkOSrrbWnJ7kzwfZWrbUzkyyZYNXuE9RtSV49HccFAABg2NY6XLm1dkuS66vqnrPQHgAAAFhnIw1XTnJDkh9V1SnpZ1hOktbaa2ekVQAAALAORg25J/UPAAAAmLcmDblV9cDW2sWttWNmq0EAAACwrtbWk/vFdN9hm6r6fGvthTPfJAAAAGbC4qWjDdC98NC9Z7glM2dtE0/VuOUHz2RDAAAA4M5aW8hta1gGAACAeWdtw5V3qKpfpevRvXu/nP55a61tNqOtAwAAgCmYNOS21jaYrYYAAADAnbW24coAAACwYIz6PbkAAADMU6POmrw+0JMLAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAsmusGAAAAzJXFS08aqd6Fh+49J8dl6vTkAgAAMBhCLgAAAIMh5AIAADAYQi4AAACDYeIpAACAeerC9zx7pHqLD/ryDLdk4dCTCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgzFnIraoNquqHVfXl/vm2VfW9qjqvqj5dVXfty+/WP1/er188V20GAABgfpvLntzXJVk27vl7khzRWtsuydVJXt6XvzzJ1a21hyY5oq8HAAAAdzAnIbeqtkmyd5J/759Xkqcl+Vxf5Zgkz+uXn9s/T79+974+AAAA3M5c9eS+L8mbk/yuf75Fkmtaazf3z1ck2bpf3jrJJUnSr7+2rw8AAAC3M+sht6qeneSK1toZ44snqNpGWDd+vwdW1elVdfrKlSunoaUAAAAsNHPRk/uEJPtU1YVJjks3TPl9STavqkV9nW2SXNYvr0jygCTp198zyVWr77S19qHW2pLW2pItt9xyZl8BAAAA89Ksh9zW2ltaa9u01hYneUmS/26t7ZfkG0n+qK92QJIT+uUT++fp1/93a+0OPbkAAAAwn74n96Akf1VVy9Pdc3t0X350ki368r9KsnSO2gcAAMA8t2jtVWZOa+2bSb7ZL1+Q5LET1Lkhyb6z2jAAAAAWpPnUkwsAAAB3ipALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADIaQCwAAwGAIuQAAAAyGkAsAAMBgCLkAAAAMhpALAADAYAi5AAAADMaiuW4AAADAfLd46Ulz3QRGpCcXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDCEXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDCEXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDCEXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDCEXAACAwVg01w0AAAAYxeKlJ41c98JD957BljCf6ckFAABgMIRcAAAABkPIBQAAYDCEXAAAAAZDyAUAAGAwZj3kVtUDquobVbWsqs6tqtf15feuqlOq6rz+57368qqqI6tqeVWdXVU7z3abAQAAWBjmoif35iRvbK09IsmuSV5dVY9MsjTJ11tr2yX5ev88SfZKsl3/ODDJB2e/yQAAACwEsx5yW2uXt9Z+0C+vSrIsydZJnpvkmL7aMUme1y8/N8nHWue7STavqvvNcrMBAABYAOb0ntyqWpxkpyTfS3Lf1trlSReEk2zVV9s6ySXjNlvRl62+rwOr6vSqOn3lypUz2WwAAADmqTkLuVW1SZLPJ3l9a+1Xk1WdoKzdoaC1D7XWlrTWlmy55ZbT1UwAAAAWkDkJuVW1YbqAe2xr7fi++Bdjw5D7n1f05SuSPGDc5tskuWy22goAAMDCMRezK1eSo5Msa629d9yqE5Mc0C8fkOSEceX797Ms75rk2rFhzQAAADDeojk45hOSvCzJj6rqzL7srUkOTfKZqnp5kouT7NuvOznJs5IsT3J9kj+b3eYCAACwUMx6yG2t/b9MfJ9tkuw+Qf2W5NUz2igAAAAGYU5nVwYAAIDpJOQCAAAwGEIuAAAAgzEXE08BAADrgcVLTxqp3oWH7j3DLWF9oicXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDF8hBAAAME0ufM+zR6q3+KAvz3BL1l96cgEAABgMPbkAAMDgLF560lw3gTmiJxcAAIDBEHIBAAAYDCEXAACAwRByAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDCEXAACAwVg01w0AAADgzrnwPc8eqd7ig748wy2Ze3pyAQAAGAwhFwAAgMEQcgEAABgMIRcAAIDBEHIBAAAYDLMrAwAAzLJRZ0Nm6oRcAAAgSbJ46Ukj1bvw0L3n5LgwCsOVAQAAGAw9uQAAwHpr1GHDiw/68gy3hOki5AIAwAI1V8OLYT4zXBkAAIDBEHIBAAAYDCEXAACAwXBPLgAAwFr4XtuFQ08uAAAAgyHkAgAAMBhCLgAAAIMh5AIAADAYQi4AAACDIeQCAAAwGEIuAAAAgyHkAgAAMBiL5roBAACw0C1eetJI9S48dO8ZbsnsGPX1wlzQkwsAAMBgCLkAAAAMhpALAADAYLgnFwAABs49tKxP9OQCAAAwGHpyAQCY96Z79uL5PhuynldYd3pyAQAAGAw9uQAAMEv00N45F77n2SPXXXzQl2ewJQvXyO/hoW1mGzKDhFwAAKbdfB8ODAyXkAsAgFC6Bnpe75xRew31ujKdhFwAAOaMEMlMmcrQZoZFyAWA9ZwevIXJ5zYxofnO0fPKECyYkFtVz0zy/iQbJPn31tqhc9wkAAZqvn9VyXwPN+vb651u0x3S5vv+WJj0kjKfLYiQW1UbJDkqyR5JViQ5rapObK39eG5bBgAM1foWrlmYhhI2h/I6mB8WRMhN8tgky1trFyRJVR2X5LlJhFyAeWSuQsFQwsh873Gb7/ubq+Pq2SQxzBfmk4UScrdOcsm45yuSPG6O2jI9qkar10b8fqrp3t98t7693vXNqJ/viEb9hWK+B6Apmeb3cNR/SyP/kpcRP5NR/7I/R780zlW4me5fpqe7B2W6f4mf7vNq2o+7nr3P022u3r9RDeV9hvVJtQUQAqpq3yR7ttb+T//8ZUke21r7v+PqHJjkwP7pw5L8dNYbekf3SfLLuW4E85pzhMk4P5iM84O1cY4wGecHazPfz5EHtda2nGjFQunJXZHkAeOeb5PksvEVWmsfSvKh2WzU2lTV6a21JXPdDuYv5wiTcX4wGecHa+McYTLOD9ZmIZ8jd5nrBozotCTbVdW2VXXXJC9JcuIctwkAAIB5ZkH05LbWbq6q1yT5arqvEPpIa+3cOW4WAAAA88yCCLlJ0lo7OcnJc92OKZpXw6eZl5wjTMb5wWScH6yNc4TJOD9YmwV7jiyIiacAAABgFAvlnlwAAABYKyF3iqrqI1V1RVWdM65sh6r6TlX9qKq+VFWbjVv3lqpaXlU/rao9x5U/sy9bXlVLZ/t1MDOmcn5U1R5VdUZffkZVPW3cNo/py5dX1ZFV0/2lp8yVqV5D+vUPrKrrquqvx5W5hgzQOvwfs32/7tx+/UZ9uWvIAE3x/5gNq+qYvnxZVb1l3DauHwNUVQ+oqm/0n/e5VfW6vvzeVXVKVZ3X/7xXX1799WF5VZ1dVTuP29cBff3zquqAuXpNTK91OEf268+Ns6vq21W1w7h9ze/rSGvNYwqPJE9OsnOSc8aVnZbkKf3ynyd5V7/8yCRnJblbkm2TnJ9u4qwN+uUHJ7lrX+eRc/3aPGb9/Ngpyf375UcnuXTcNt9PsluSSvKfSfaa69fmMfvnyLj1n0/y2SR/3T93DRnoY4rXkEVJzk6yQ/98iyQb9MuuIQN8TPH8eGmS4/rljZNcmGSx68dwH0nul2TnfnnTJD/rfxf9xyRL+/KlSd7TLz+rvz5Ukl2TfK8vv3eSC/qf9+qX7zXXr89jTs6Rx4999kn2GneOzPvriJ7cKWqtnZrkqtWKH5bk1H75lCQv7Jefm+4/mN+21n6eZHmSx/aP5a21C1prNyY5rq/LAjeV86O19sPW2tj3PZ+bZKOqultV3S/JZq2177TuSvKxJM+b+dYzG6Z4DUlVPS/dLxjjZ5R3DRmoKZ4fz0hydmvtrH7bK1trt7iGDNcUz4+W5B5VtSjJ3ZPcmORXcf0YrNba5a21H/TLq5IsS7J1us/3mL7aMbntevDcJB9rne8m2by/fuyZ5JTW2lWttavTnVfPnMWXwgyZ6jnSWvt2fw4kyXeTbNMvz/vriJA7Pc5Jsk+/vG+SB/TLWye5ZFy9FX3ZmsoZpjWdH+O9MMkPW2u/TXcurBi3zvkxfBOeI1V1jyQHJfnb1eq7hqxf1nQN+f0kraq+WlU/qKo39+WuIeuXNZ0fn0vy6ySXJ7k4yeGttavi+rFeqKrF6UaMfS/JfVtrlyddyEmyVV/N76nrsRHPkfFenq7nP1kA54iQOz3+PMmrq+qMdF3/N/blE90D1SYpZ5jWdH4kSarqUUnek+QVY0UT7MP5MWxrOkf+NskRrbXrVqvvHFm/rOn8WJTkiUn2638+v6p2j/NjfbOm8+OxSW5Jcv90t0y9saoeHOfH4FXVJuluc3l9a+1Xk1WdoMzvqeuBKZwjY/X/MF3IPWisaIJq8+ocWTDfkzuftdZ+km7YWKrq95Ps3a9akdv32m2TZGx46prKGZhJzo9U1TZJvpBk/9ba+X3xitw2HCRxfgzeJOfI45L8UVX9Y5LNk/yuqm5IckZcQ9Yba/k/5n9aa7/s152c7n7NT8Q1ZL0xyfnx0iRfaa3dlOSKqvpWkiXpel9cPwaqqjZMF16Oba0d3xf/oqru11q7vB+OfEVfvqbfU1ckeepq5d+cyXYze6Z4jqSqtk/y7+nmdriyL54s48wLenKnQVVt1f+8S5K3JfnXftWJSV7S32e5bZLt0k0GclqS7apq26q6a5KX9HUZoDWdH1W1eZKTkryltfatsfr9MJFVVbVrPyPq/klOmPWGM2vWdI601p7UWlvcWluc5H1J/r619oG4hqxXJvk/5qtJtq+qjfv7Lp+S5MeuIeuXSc6Pi5M8rZ9B9x7pJhb6SVw/Bqv/9350kmWttfeOW3VikrEZkg/IbdeDE5Ps358juya5tr9+fDXJM6rqXv0su8/oy1jgpnqOVNUDkxyf5GWttZ+Nqz/vryN6cqeoqj6V7q9b96mqFUkOTrJJVb26r3J8ko8mSWvt3Kr6TJIfJ7k5yatba7f0+3lNugvGBkk+0lo7Nyx4Uzk/krwmyUOTvL2q3t6XPaO1dkWSVyb5j3SThfxnbrsHggVuiufIhFprN7uGDNMU/4+5uqrem+6XjZbk5NbaSX0915ABmuL146h++Zx0Qws/2lo7u9+P68cwPSHJy5L8qKrO7MvemuTQJJ+pqpen++PHvv26k9PNsLw8yfVJ/ixJWmtXVdW70l1bkuSd/f3cLHxTPUfekW7m/n/p8nFubq0tWQi/h1Q/DTTA/9+uHZAAAAAwCOvf+jkuWwtBAAC4Z1cGAAAgQ+QCAACQIXIBAADIELkAAABkiFwAAAAyRC4AAAAZIhcAAIAMkQsAAEDGADgRU5YVk9gaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_years = df2.Year.unique().size\n",
    "num_years\n",
    "df2.Year.plot.hist(bins=num_years, figsize=(16,8), label='Rated')\n",
    "not_rated.Year.plot.hist(bins=num_years, color='r', label='Not Rated')\n",
    "# plt.xlim((1940, 2020))\n",
    "plt.title('Rated and not rated movies over time, 1900-2020')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Target Age</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>Platforms</th>\n",
       "      <th>not rated</th>\n",
       "      <th>no age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Breaking Bad</td>\n",
       "      <td>2008</td>\n",
       "      <td>18+</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Stranger Things</td>\n",
       "      <td>2016</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Money Heist</td>\n",
       "      <td>2017</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Sherlock</td>\n",
       "      <td>2010</td>\n",
       "      <td>16+</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Better Call Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5606</td>\n",
       "      <td>Tut's Treasures: Hidden Secrets</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5607</td>\n",
       "      <td>Paradise Islands</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5608</td>\n",
       "      <td>Wild Russia</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5609</td>\n",
       "      <td>Love &amp; Vets</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5610</td>\n",
       "      <td>United States of Animals</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5611 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Title  Year Target Age  Rate  Netflix  Hulu  \\\n",
       "0                        Breaking Bad  2008        18+   9.5        1     0   \n",
       "1                     Stranger Things  2016        16+   8.8        1     0   \n",
       "2                         Money Heist  2017        18+   8.4        1     0   \n",
       "3                            Sherlock  2010        16+   9.1        1     0   \n",
       "4                    Better Call Saul  2015        18+   8.7        1     0   \n",
       "...                               ...   ...        ...   ...      ...   ...   \n",
       "5606  Tut's Treasures: Hidden Secrets  2018        NaN   NaN        0     0   \n",
       "5607                 Paradise Islands  2017        NaN   NaN        0     0   \n",
       "5608                      Wild Russia  2018        NaN   NaN        0     0   \n",
       "5609                      Love & Vets  2017        NaN   NaN        0     0   \n",
       "5610         United States of Animals  2016        NaN   NaN        0     0   \n",
       "\n",
       "      Prime Video  Disney+  Platforms  not rated  no age  \n",
       "0               0        0  [Netflix]      False   False  \n",
       "1               0        0  [Netflix]      False   False  \n",
       "2               0        0  [Netflix]      False   False  \n",
       "3               0        0  [Netflix]      False   False  \n",
       "4               0        0  [Netflix]      False   False  \n",
       "...           ...      ...        ...        ...     ...  \n",
       "5606            0        1  [Disney+]       True    True  \n",
       "5607            0        1  [Disney+]       True    True  \n",
       "5608            0        1  [Disney+]       True    True  \n",
       "5609            0        1  [Disney+]       True    True  \n",
       "5610            0        1  [Disney+]       True    True  \n",
       "\n",
       "[5611 rows x 11 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# I add this two new features to ease the anlysis of the series that are not rated and the ones not labeled with a target age\n",
    "# I belive that there can be some relation between this to characteristics\n",
    "\n",
    "df2['not rated'] = df2.Rate.isna()\n",
    "df2['no age'] = df2['Target Age'].isna()\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['18+' '16+' '7+' nan 'all' '13+']\n"
     ]
    },
    {
     "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>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Target Age</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>Platforms</th>\n",
       "      <th>not rated</th>\n",
       "      <th>no age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>172</td>\n",
       "      <td>Feel Good</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>189</td>\n",
       "      <td>Delhi Crime</td>\n",
       "      <td>2019</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>245</td>\n",
       "      <td>Better Than Us</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>256</td>\n",
       "      <td>The Innocence Files</td>\n",
       "      <td>2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>282</td>\n",
       "      <td>Yeh Meri Family</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5606</td>\n",
       "      <td>Tut's Treasures: Hidden Secrets</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5607</td>\n",
       "      <td>Paradise Islands</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5608</td>\n",
       "      <td>Wild Russia</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5609</td>\n",
       "      <td>Love &amp; Vets</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5610</td>\n",
       "      <td>United States of Animals</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2446 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Title  Year Target Age  Rate  Netflix  Hulu  \\\n",
       "172                         Feel Good  2020        NaN   7.5        1     0   \n",
       "189                       Delhi Crime  2019        NaN   8.5        1     0   \n",
       "245                    Better Than Us  2018        NaN   7.4        1     0   \n",
       "256               The Innocence Files  2020        NaN   8.0        1     0   \n",
       "282                   Yeh Meri Family  2018        NaN   9.2        1     0   \n",
       "...                               ...   ...        ...   ...      ...   ...   \n",
       "5606  Tut's Treasures: Hidden Secrets  2018        NaN   NaN        0     0   \n",
       "5607                 Paradise Islands  2017        NaN   NaN        0     0   \n",
       "5608                      Wild Russia  2018        NaN   NaN        0     0   \n",
       "5609                      Love & Vets  2017        NaN   NaN        0     0   \n",
       "5610         United States of Animals  2016        NaN   NaN        0     0   \n",
       "\n",
       "      Prime Video  Disney+  Platforms  not rated  no age  \n",
       "172             0        0  [Netflix]      False    True  \n",
       "189             0        0  [Netflix]      False    True  \n",
       "245             0        0  [Netflix]      False    True  \n",
       "256             0        0  [Netflix]      False    True  \n",
       "282             0        0  [Netflix]      False    True  \n",
       "...           ...      ...        ...        ...     ...  \n",
       "5606            0        1  [Disney+]       True    True  \n",
       "5607            0        1  [Disney+]       True    True  \n",
       "5608            0        1  [Disney+]       True    True  \n",
       "5609            0        1  [Disney+]       True    True  \n",
       "5610            0        1  [Disney+]       True    True  \n",
       "\n",
       "[2446 rows x 11 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(df2['Target Age'].unique())\n",
    "df2[df2['Target Age'].isna()==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df2.drop(columns=['not rated','no age'], axis=1).copy()\n",
    "data.to_csv('clean_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Target Age</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>Platforms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Breaking Bad</td>\n",
       "      <td>2008</td>\n",
       "      <td>18+</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Stranger Things</td>\n",
       "      <td>2016</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Money Heist</td>\n",
       "      <td>2017</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Sherlock</td>\n",
       "      <td>2010</td>\n",
       "      <td>16+</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Better Call Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5606</td>\n",
       "      <td>Tut's Treasures: Hidden Secrets</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5607</td>\n",
       "      <td>Paradise Islands</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5608</td>\n",
       "      <td>Wild Russia</td>\n",
       "      <td>2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5609</td>\n",
       "      <td>Love &amp; Vets</td>\n",
       "      <td>2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5610</td>\n",
       "      <td>United States of Animals</td>\n",
       "      <td>2016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5611 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Title  Year Target Age  Rate  Netflix  Hulu  \\\n",
       "0                        Breaking Bad  2008        18+   9.5        1     0   \n",
       "1                     Stranger Things  2016        16+   8.8        1     0   \n",
       "2                         Money Heist  2017        18+   8.4        1     0   \n",
       "3                            Sherlock  2010        16+   9.1        1     0   \n",
       "4                    Better Call Saul  2015        18+   8.7        1     0   \n",
       "...                               ...   ...        ...   ...      ...   ...   \n",
       "5606  Tut's Treasures: Hidden Secrets  2018        NaN   NaN        0     0   \n",
       "5607                 Paradise Islands  2017        NaN   NaN        0     0   \n",
       "5608                      Wild Russia  2018        NaN   NaN        0     0   \n",
       "5609                      Love & Vets  2017        NaN   NaN        0     0   \n",
       "5610         United States of Animals  2016        NaN   NaN        0     0   \n",
       "\n",
       "      Prime Video  Disney+  Platforms  \n",
       "0               0        0  [Netflix]  \n",
       "1               0        0  [Netflix]  \n",
       "2               0        0  [Netflix]  \n",
       "3               0        0  [Netflix]  \n",
       "4               0        0  [Netflix]  \n",
       "...           ...      ...        ...  \n",
       "5606            0        1  [Disney+]  \n",
       "5607            0        1  [Disney+]  \n",
       "5608            0        1  [Disney+]  \n",
       "5609            0        1  [Disney+]  \n",
       "5610            0        1  [Disney+]  \n",
       "\n",
       "[5611 rows x 9 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Not Defined    2446\n",
       "16+            1018\n",
       "7+              848\n",
       "18+             750\n",
       "all             545\n",
       "13+               4\n",
       "Name: Target Age, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Target Age'] = data['Target Age'].apply(lambda x: 'Not Defined' if not isinstance(x,str) else x)\n",
    "data['Target Age'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       9.5\n",
       "1       8.8\n",
       "2       8.4\n",
       "3       9.1\n",
       "4       8.7\n",
       "       ... \n",
       "5606    NaN\n",
       "5607    NaN\n",
       "5608    NaN\n",
       "5609    NaN\n",
       "5610    NaN\n",
       "Name: Rate, Length: 5611, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Rate to show'] = data['Rate'].apply(lambda x: 'Not Defined' if math.isnan(x) else round(x,2))\n",
    "data['Rate']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relation between Target Age and Rating\n",
    "##### Scatter Plot\n",
    "##### Violin Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_order = ['all', '7+', '13+', '16+', '18+', 'Not Defined']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2290b6fe288>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=data, x='Target Age', y='Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Ratings for each Target Age')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid=True\n",
    "# sns.scatterplot(data=data, x=\"Target Age\", y=\"Rate\", order=target_order)\n",
    "plt.figure(figsize=(14,8))\n",
    "sns.violinplot(data=data, x=\"Target Age\", y=\"Rate\", hue='Netflix',\n",
    "                    order=target_order, split=True,\n",
    "                   inner='box', saturation=10,\n",
    "              labels=['a','b'])\n",
    "plt.grid(grid)\n",
    "\n",
    "plt.legend(prop={'size': 16}, title = 'Platforms')\n",
    "\n",
    "plt.title('Distribution of Ratings for each Target Age')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hhBBCCCHOKDY2lltuuYV33nmn4bbf/va3JwxZ++mnnwCIiIhocY+P1Wrl7rvvZvHixQwaNIhp06a5JjhS9AghhBBCCCGaacyYMSes4jZjxgy2b9/O8OHDGTx4MMnJyQD84Q9/4LPPPmtYyKA5Xn75Za644gquuOIKpk2bxrx58zh48KBLciuttUsO1JYuvPBCvX37dqNjCCGEEEII4dMOHjzIoEGDjI5xRqfKqZTaobW+8FSPl54eIYQQQgghhE+ToscLHDt2jPfeew+r1Wp0FCGEEEIIIbyOFD1eYMqUKbz77rtkZmYaHUUIIYQQQgivI0WPF5BiRwghhBBCiLMnRY8XMJlMRkcQQgghhBDCa0nR4wVkLo8QQgghhBBnT4oeIYQQQgghhMdYuXIlAwYMoG/fvkyePNklxwxwyVGEW1RXVxsdQQghhBAepKSkhNTUVC666CKjowgf9dDop8gvKnXZ8brExzBr2qtN3m+z2XjooYdYtWoViYmJjBgxgptvvpnBgwe3ql0perzI2rVrGTZsmNExhBBCCOEhpkyZwubNm1m1ahWBgYFGxxE+KL+olB0Jf3TZ8S7I/eK092/dupW+ffvSu3dvAP7xj3/wxRdftLrokeFtXqSystLoCEIIIYTwIFu3bgUcV8eF8AU5OTl079694fvExERycnJafdw2K3qUUu8qpQqUUvsa3RarlFqllDri/H9MW7XvKxovYmCxWAxMIoQQQghP4+fnOJWz2+0GJxHCNbTWv7hNKdXq47ZlT88C4IaTbnsa+E5r3Q/4zvm9OI2qqqqGr6XoEUIIIURj9SeD0tMjfEViYiJZWVkN32dnZ5OQkNDq47ZZ0aO1Xg+UnHTzH4GFzq8XAn9qq/Z9RUnJz2+hFD1CCCGEaMzf3x+Qnh7hO0aMGMGRI0c4duwYZrOZJUuWcPPNN7f6uO6e09NZa50H4Px/Jze373WKi4sbvjabzQYmEZ5g3bp1lJWVGR1DCCGEhwgIcKxJJT09wlcEBAQwc+ZMrr/+egYNGsQtt9zCkCFDWn9cF2RrE0qp+4D7AHr06GFwGuM0LnpMJpOBSYTRCgsLmTBhAr/+9a+ZOHGi0XGEEEJ4gPqeHil6RFvpEh9zxhXXWnq8M/nd737H7373O5e1Ce4veo4rpbpqrfOUUl2BgqYeqLWeA8wBuPDCC385o6mdKCj4+S2qq6szMIkwWv2iFnv37jU4iRDCEyQnJxMSEsJdd91ldBRhoPqip/HCR0K40un21PEm7h7ethy40/n1nYDrykYflZ+f3/C1FD0CZG6XEMJhyZIlLFiwwOgYwmD1xY709Ahxem25ZPWHwCZggFIqWyn1b2AycJ1S6ghwnfN7cRp5eXkNX9fW1hqYRHgKKXqEEELUq6ioAORvgxBn0mbD27TWtzZx1zVt1aYvysrOQeOHwk5NTY3RcYQHkAUthBBCnEyGtwmLxUJgYKDRMTyWu4e3iRaoq6ujqLAAa1A4IAsZCAcZwiCEEOJkckGsfXvvvfe47rrrTlgAS5xIih4PVr8xk81Z9Ij2TXr6hBBCNEWKnvZt6dKlAFL0nIYUPR4sIyMDOLHokc3H2q/vv//e6AhCCCE8lBQ97Vt1dTUAO3fuNDiJa9xzzz106tSJoUOHuuyYHrtPj4DU1FTw88caFNFwW0VFBdHR0QamEkaRTUmFEEI01njYu6zw2r7VXxQvLy93+bHHjX6AiuL8Mz+wmSLjuvDCtLdO+5i77rqLhx9+mDvuuMNl7UrR48EOHzmCJTQeUA23lZaWStHTTsmcLiFEPZm0LuDEE1wpegS0zbzfiuJ83ui1xmXHG3nsN2d8zJVXXkl6errL2gQZ3uaxtNYcPnyEurBOJ9wuYzXbLyl6hBD15PNAgONCaD0pegTIYkenI0WPh8rJyaGqsgJTeNcTbi8sLDQokTBa/XhdcBTFQoj2S05wBUBRUVHD17KXnwDpBT4dKXo81P79+wEwRSSccLsUPe1X49Xb5I+bEO1b44sgov1qXPRUVVUZmEQYqfGFUCl6miZFj4fat28fBAQ75/T87Pjx4wYlEkZr/AetLSYqCiG8hyxhL+DEcwIpetqvioqKhq8tFouBSTybFD0easfOXdSEJ4D6eRGDED87eXl5BqYSRqqsrGz4uvHVPSFE+yMnuAIgP//nFbXkd6L9ajzf21eWLr/11lu59NJLSUlJITExkXfeeafVx5TV2zzQ8ePHyc3Jpq7n1Sfc3jXURF5OlkGphNEaL1ktRY8Q7Vv950FERMQZHil8WW7uzxdCZQRA+9V46kNbFD2RcV2ateJaS453Jh9++KHL2qsnRY8Hqt9Yqjaq5wm3J4SY2FRQhNlsJigoyIhowiAnL1wgRY8Q7Vv9Ca7ZLKu4tWfZOTkNX5eVyuqu7VXjHr+2mPN7pj11vIUMb/NAmzdvRgeH/2I+T88Oddi1JqfRh5xoH04etiDDHIVo3+qXKjaZfGMoi2i56upqqiorqL8kVlpSetrHC9/V+LxQVnZsmhQ9HsZkMrFp8xaqovqcMJ8HoEeY44peRkaGEdGEgRpfxQHIzs42KIkQwhPISp6i/kTX7h8CQGl5uezR0k7l5uY2fC2ruzZNih4Ps2vXLsymOmpi+zXcFlKRCUD30DoUuHyHWuH5Tu7dy86SwleI9uz48YKGr2XfrvYpK6t+jq8dAJvNLhuYt1NHj6U3fO2qBS08/XPlbPJJ0eNh1q9fDwHB1EZ2b7jN3+JYmjTU305iBwtpaWlGxRMGaVz0dAo2k59fIDuyC9GO5Tbq/ZXlq9un+r8LqtHJn2xr0f6YTCbycnOxBIUDJ670erZCQkIoLi722MJHa01xcTEhISEtep4sZOBBTCYTa75fS1V0X/A79Y+mT1gVKYcPuTmZMFpmZmbD133DaykoDuLo0aMMGjTIwFRCCCOYTCYKG53cVlRU0KFDBwMTCSNkZ2ejQyLB/PMcjry8PIYNG2ZgKuFu6enpaG3HGhRJoLnKJRdEExMTyc7O9uhhtCEhISQmJrboOVL0eJDNmzdTV1tDVc/BTT6mb3gta48VUllZKUuVtiOHUg5jDo4myFRGv/AafiyOIjU1VYoeIdqhnJwctLY3fF9eXk7Xrl0NTCSMkJWVhSkomiCzo9fPX514gUy0D0eOHAHAFhwFVY65PVpr1EnzwlsiMDCQXr16uSSfJ5HhbR7km2+/RQeFUxfVo8nHDIxwDGM4dEh6e9oLk8lEVmYGlrA4ALqEmAkP1PI7IEQ7Vb+YTf3AE0++GivaTlZ2NpaQaOd3mu4dzBw7etTQTML9Dhw4AIEh2AJ/7u2tqKgwMJHnkqLHQxQUFLBp0ybK44eAavrHMjCyGgUcPHjQfeGEoY4ePYrdbscS1rHhtuGRFezetdPAVEIIoxw6dAj8/NF+gYAUPe1RRUUFVZWVWEJiG27rFVrNsaOpBqYSRti//wA1HU7s6T15xVfhIEWPh/jqq6/QdjtVnYaf9nHhAXZ6hpvZv2+fm5IJo+3evRsAc1inhtvOja4kOzdPTnaEaIf2HziAuUMntJ8/8MvVHYXvq1+5zRIS03Bb3/BacvMLGjauFb6vsrKSjMwMTOEJJ9wue/mdmhQ9HsBqtbL8f19SG90La0NXddOGRVSwb+8erFarG9IJo23fvh1rWDy2gJ+7rs+NdixJuWvXLqNiCSEMYLFYOJxymLpGV3ZlSFP7Uz93xxIa13DbsCjH34W9e/cakkm4308//QRaUxd54rQI2cvv1KTo8QBr166lpLiIis7nNuvx50ZXUl1bR2qqdGP7OpPJxO49e6iJ7EFk/o6G2/uG1xIfYmPD+vUGphNCuNu+ffswm00nnOSkpR3x2KVlRdvIzMwEP3+sIVENtw2MrCHQD/bs2WNgMuFOO3bsAP8gTOEnDm+TrU1OTYoeg2mtWfzhh9jC4qiN7tOs59Rf5f/pp5/aMprwAHv27MFiNlMblUSAqazhdj8FV8SVsGXLZtmjQ4h2ZMuWLeDnT21Uz4bbyiuqZNWudiYt7SjW0LgT5gAH+WkGR1axa+eO0zxT+JJt27dTG9ENnENdARJCTKQeSTEwleeSosdgO3bs4GhaGqVdLoRmLi8YF2wlKdzM1q1b2jidMNp3330HAcHUNTrBqXdVxzLMFiubN282IJkQwgg//LiJuohuaP8gAKIDLYBcBGtvjqSmUhca/4vbL40t50hqmszpaAeys7PJyc6mJurEpaX7hNeSk5NHXV1dE89sv6ToMZDWmoXvvYcODqc6vum9eU7l4phS9u7ZI1f5fZjJZGLtunVUxvRDn2Kz2mFRVXQKsbLiy/8ZkE4I4W5HjhwhKzOD6ph+Dbd1DTHTKcTG1i1yEay9KCoqorSkGHOHzr+478qOjhEB62Xos8/buHEjADWxfU+4fUBEDXatZZXfU5Cix0A//fQTe/fsoaTLRac8qT2di2MrsFhtMpHdh23atIm62lqq40+9Aam/gpu7FrBj566GfTuEEL7rm2++AT9/quMcnwnKZuG4KYir4ovZunWL7M3RTtSv6FkX8cvd6BNCzfSNqGPt92vcHUu42foNG7F06OTYlBQIqXAMcR0eVYWfkt7fU5GixyBaa9559110cARVnc9p8fOHRVXTIVA3VPrC93z2+efYgyN+sSpLY7/vWkygH3z22WduTCaEcDeLxcK3q1ZTHd0He2AoAErbqbP5cW3nEixWG+vWrTM4pXCHXbt2QUAw5g6dTnn/dZ2KOXgoRSaz+7CCggIOHNhPVaNeX3+LY+RPeICNfhG1MrfrFKToMcjWrVvZt3cvJV1b3ssDEOinuSy2lB82rJelq31QSkoKu3/6ibLOF5x2s9qYICu/6VjM11+toLi42I0JhRDutGrVKirKy6g8xV5u/cNrSepg5vPPlskqbj7OarWybv16qiOTmvzbcGOXYoL9YdmyZe4NJ9zmu+++A62bHAlyflQFBw4cpLa21s3JPJsUPQaw2WzMfisZW2gMlZ1a3stT78r4MiqqqqUL0wctWbIEAoJPeYJzsjuS8rFaLLy3cKEbkgkh3M1ms/HB4sVYwjtTF5X0i/uVgr8n5pF29Bhbt251f0DhNjt27KCyoqLJk12AyEAb13UqYvWqb2XIo49a+c23mCMSsDbanLaxi+MqsNpsstDRSaToMcC3335LRvoxihMvP2GZwZa6KLaCsADtqPiFz8jKymLt2rWUdxyODgg+4+O7hZr5Q9dCvlzxpWxIJoQP2rBhAznZ2ZR2vajJVT6v7VxKpxAri95/T3p7fNiyZZ+hA0Opie512sf9pVshJrOFpUuXuimZcJeUlBQy0o9RGdf0AljDoqqIC7axRs4PTyBFj5vV1NQwZ+48zOFdqYkd0KpjBftrroovYe33a2RpQh8ye/ZbaP8gyruOaPZz/tUzn0BsvPXWbDnhEcKHWCwWkt+egy0sjprY/k0+LtBPc3v3PPbu2y9ze3zUoUOH2LJlM2VdLoQzDIvvHV7H1R1LWfrxRzL02cd88cUX4B9I1WlW/fVX8Ov4YjZv2Ux1dbUb03k2KXrcbPHixZSWFFPc8+pm78tzOr/tXEJtnUkWNPAR27dvZ9OmHylJuBh7UIdmPy8u2MpdPXP54YcfWbt2bdsFFEK41aeffkp+Xi5FPa4+7fw+gN93LaJvRB2z3pwh2xn4GK01c+bMhcAQKjqf16zn3Ns7F6vFzIIFC9o2nHCbyspKVq1eTWXcoDOOBPlNp1IsFqssX96IFD1ulJuby5IlH1EVPxhTRDeXHPOc6Cq6hFr58n+yV4u3s1qtvDlzJvbQaCq6XNDi5/8tsYCBkbW8MX0aZWVlbZBQCOFOxcXFLFi4kNro3tSeYTgTQIAfjOqbSWFxiZzo+pjly5ezc+cOirtd3qxhz+AY+nxz1wJWrPiSo0ePtnFC4Q5ff/01FrOZys7nnvGxgyNrSAo388nSj2UEiJMUPW40c9YsrFpR2uMqlx3TT8EfuhTw0+7dpKenu+y4wv0WL15MRno6Rd2vOuPQhVMJ8IMn+6dTVVXJ69Ony4ecEF5Ma83UadOoM1kcIwOaaWhUNX9MKOTjjz9m27ZtbZhQuEt2djazZs+mLiqpWSe7jd3RM5+oQBhCHOgAACAASURBVBuTX35JVnr1cmazmSUffYQpsvspN6Y9mVLwt4R80o4ekwWvnKTocZNNmzbx4w8/UJJwCbagcJceu36vli+++MKlxxXuc+jQIRYsWEhV3KDTjts/k97hddyTlMPadetkuVIhvNjKlSsdfzO6X441NLZFz32wTw5J4WZefukFSkpK2iihcIeSkhIef+IJzHY/Cntf3+Jh8dFBNkb1TedwappjVVDhtVatWkVJcTGlCRc3+znXdS4hKsjO0o8/bsNk3kOKHjcwmUxMf/0NbGFxVHS90OXHjw6ycnXHEr7+aoUsT+mF6urqeOHFF7EGhlHS69pWH+8f3Qv4VVw5s2fPYu/evS5IKIRwp/z8fN6Y8SamyEQqurT8b0awv2b8wDSqKyt4fuJELBZLG6QUba2mpoYnnnyK/IIi8vr/GVtw5Fkd56qO5VzdsZQF8+fLMDcvZbVaWfTBYizhXU65bH1Tgv01f+p6nE2bN3HkyJG2C+glpOhxg8WLF1NwPJ/Cnte2aonq0/l79+PUmcx8/vnnbXJ80XZmzpxJTnY2Bb1vxB4Q0urj+Sl4ZlA6XYJNTBw/TlbuEcKLmEwmxk+YQJ3FRmHvG896wZve4XU83i+d3Xv2MHXqVBnu6mXKy8t5/IknSUtL43jfP7R6HvDIftlEBFiYMH6crOblhb755hvycnMcvTwt/Ez4W2IhEYF23potq7tK0dPGsrKyWPTBB1TFDaIuqkebtdMnvI5LYiv49JOPZflqL/L555/z5ZdfUp5wEXVRPV123PAAOy8MTqW6spSnn3pC/sgJ4SVmzJjB4ZQUCnrfgDUkulXH+m2XUu7smcfKlSv54IMPXJRQtLXc3FwefOghDhw8SEHfm6iN6dPqY0YHWRk/MI2cnBxeffXVdn/y603q6uqY9867mCMSqInp1+LnRwTauLNHLjt37WLLli1tkNB7SNHThrTWTJ/+Ojb8Ke356zZv77Ye+ZRXVLF8+fI2b0u03o4dO3hjxgxqY/pQ2v0Klx+/d3gdzw86SlraUcaPGytDXITwcF9++SUrVqygLOGSVs3ta+yupHyu7VTCvHnzZN6nF9i3bx/3P/AgOceLyBt4CzVxrdvPr7HzYqq4r1cO69ev56OPPnLZcUXb+vTTTx1bnXS/6qx7fm9OKKJbmIXk2bPa9YIWUvS0oTVr1jiWmEy83OWLF5zK8OhqLoip5INF78keDR4uOzubceMnYAmJpaDP78+4/8bZujiugif6Z7Bj5y5effVV7HZ7m7QjhGidnTt3Mn3669RG96Ks+69cdlyl4KmBmVwSV8H06dP56quvXHZs4To2m41Fixbx6KOPUmaG7MG3Y4pMdHk7f+9ewFUdS5nz9tts3rzZ5ccXrlVYWMj7ixZRE9OnVb8PgX6a+3tlkZ6Z1a4XtJCip41UVVUxY+ZMLOFdWrzEZGv8p1cu5RVVfPLJJ25rU7RMYWEhYx5/ghqzjfz+f272ngtn68auJdzbK5fVq1fzxuuvy7AGITzM0aNHeW7sOEwhMRT0/YPLL4IE+mmeH3yUEbGV/Pe/U1i5cqVLjy9ap6ioiNFjxjBv3jwqY/qTNeSOFq/Y11xKwVMDMukbXsvECeM5dOhQm7QjXOPNN2dSZ7ZQ0oJl65tyRaMFLVJTU12QzvtI0dNG5s+fT3lpGYVJ17bZVfxTGRhZwxXxZSz5cLEsVeqBysrKeGz0aI4XlZA74K+tHrPfXLf3OM6t3Y/zxfLlvDljhhQ+QniIoqIinnjyKWpsfuT1/0ubXQQJ9te8OCSN86MrmTx5slwY8wBaa77++mvuvOtudu/dT1HvGyjse1ObXwgLC7DzytAjRPvV8PSTT5Cdnd2m7Ymzs3nzZtavX0dpwiVYQ2JccsxR/bOICLDwyksvYjabXXJMbyJFTxs4cuQIy5Yto6LTcMzhXd3e/n9652I21TFv7ly3ty2aVllZyegxY8jOzSev/5/d+ruhFNzXO5dbEgtY9tlnzJo1SwofIQxWUVHBmMcfp7isvFVLEjdXsL/m5aFpXBlfxsyZM5k3b558DhgkOzubx0aP5tVXX6XEL5Kcof+iqtOws56z0VJxwVamDDuMva6cJ594XFb59DDV1dVMnTYNW1gc5V0vctlxowJtPNHvGGnH0pk/f77LjustpOhxMa01019/A3tgKGU9rjQkQ48wE3/tdpyvV34tXdceoqqqiiefeoqjx9LJ7/dHTJHd3Z5BKXigTw5/7VbAJ598wmxZvlIIw9TU1PD4E0+SkZlNfr8/NWuHdVcI9tdMGHKMm7oWsWjRIl577bV2PbHZ3UwmE4sWLeKuu+/hp70HKO51HXmDbsUSGuf2LD3CTLwy5AglBXmMGf0YZWVlbs8gTu3NN9+ksLCQgl7Xu3yrk8viK7ipaxEffvgh69atc+mxPZ0UPS62atUqDuzfR3HiFS7Zc+Vs3dEzn+ggO2+8Ph2bzWZYDuEY0jZy1CgOHkqhoO9N1EX3MiyLUvBw3xz+0q2ApUuXMn36dFncQAg3M5lMPP3MMxw+fJjjff/g0uXqm8NfwZj+WfyrZz4rVqzg8TGjKS8vd2uG9kZrzcaNG7njzruYN28e5RE9yRp+t2POr5t6d05lSFQNLw9NJTc7kzGjH5MNzj3AunXrWLlyJWUJl7R6f6amPNovm8FRNbzy8kukpaW1SRueSIoeF6qpqWH2W8mYw7tS1XGYoVk6BNh5sHcmBw+lyDKlBiosLOThRx4h7Wg6x/v9yWXL0LaGUvBI3xxu7X6c5cuX8+qrr0phLISbmM1mxo0fz57deyjscyO1sX0NyaEU/LtXHs8OTGf/3j08cP99ZGRkGJLF1x07dozRYx5n7Nix5FRYyB/4/yjs/ydsQRFGRwPg/JgqXhqSSmb6MZ54fAyVlZVGR2q3CgoKmPLf17CEd6Gs26Vt1k6Qn+aFwWmEq1qee+bpdtPLJ0WPC73//vuUlZZQ1PM3hl65qXdtp1JGxFYyd87bFBQUGB2n3cnNzeWhhx8hO6+AvIF/ozamt9GRGtTP8bknKZdvvvmGF194QfbxEaKNWa1WJj7/PFu3bKGo13VUxw82OhK/7VLK6+ekUFuSx4P3/x8bNmwwOpLPKC4uZurUqdzz73+za+9+ipOuIXvYndRFJxkd7RdGxFYyaUgaaalHpPAxiOOCyASq60wc7/N7lw9rO1lcsJUXBqdSXFTIhPHjMJlMbdqeJ5Cix0Xy8vL4eOlSquIHY45IMDoO4DixHd0vE22pY9rU12T+hhulpKTwwIMPUVBSTu7AWwyZw3MmSsEdSce5v3cO369dy7ixY9vFh54QRrBarUya9AI//vADxUnXUNX5HKMjNRgSVUPyeQfoHljKuHHjSE5Olnk+rVBTU8OCBQu49bbb+d+XKyjvdC6Zw++lssv5bl3NtaUujatg0uA00o4c5rFRI9vN1X9PMXPmTFIOHaSg1w1ttmT5yQZF1vD0gHT27NnLpOcn+vy/e8/91+dl3n77bWxaUdrdmMULmtI11Mx/euWwectW2ZTOTTZt2sQjjz5KaZ2dnMG3Yg7vYnSk0/pHjwJG989ky5YtPPXkE7KxrRAuZrPZeOWVV1i/fh0lPa92nPx6mM4hFmacm8KfEgpZsmQJY0Y/Jit6tZDVauV///sft95+OwsWLKC0Qw+yz7mHkqRrsAeGGh2vWS6Lr+DFIalkph/lsVEjZesLN/n6669Zvnw55V0voiZugFvbvqZzKSP7ZfHDj5uYPHmyT8/zlaLHBfbt28fatWsp6zICW7BnjNFt7M/dCjkvuoqZb84gLy/P6Dg+bfny5Tz77LNUB8aQM/g2Q1bkORs3JxTz7KB09uzZw5jHRslkViFcxG638+qrr/Ldd99R2v1KKrpeaHSkJgX5aUb1z+a5Qemk7N/LvffczdatW42O5fHqFym46+67mTp1KoXWMPKG3EZh/z+6bH8Vd7o4rpJXhh4hNyuDUSMfobCw0OhIPm337t28NnUqdVE9Ke1xhSEZ/tStiP+0g03MpehpJa01byUno4M6UJ4wwug4p+Sn4KmB6ShrHZNfflkmrbcBu93O22+/zbRp06iJ6kXuoL9jCwo3OlaLXNe5lElDjpJ65DCPjXxUhjYI0Up2u52pU6fy7bffUpr4K8q7XWx0pGa5rnMpyecfJNpWyJNPPklycrLM+WvC/v37eejhRxg7diwZRdUU9P8TuYNvbbNVt9zlgpgqpgw7TGFeNiMfeZj8/HyjI/mkjIwMnnn2OcxBURT0u9nQ4Y+39/x5E3Nf3ctPip5W2rx5M/v37aMk4VK0f5DRcZrUJcTCo30z2b13L4sXLzY6jk+pra1lwoQJfPjhh1R0OofjA/7s0b8Lp3N5fDkvD00lKzOdUY8+IsNbhDhLWmtmzJjBihUrKOt2KeWJlxkdqUWSOtSRfN5BbnYOd3vk4YfIyckxOpbHyMvLY8KECTz00EPsT02nqNd1ZA2/m5rYfh6xkJErnBNdzdThh6kozufRhx8iOzvb6Eg+pbS0lCeefIpqiyav/18M3eak3n29cxv28vPFLS2k6GkFu93O23PmYguNobLTcKPjnNH1nUv4TadS5s9/l/379xsdxyc4lqR+lA0bN1LS82pKel3n0RNVm2NEbCWvDj1Cfm4mIx95WFb+E+IszJ07l88//5zyriMoS/yV0XHOSrC/ZnT/bJ4fcpTsoync++97WLlypU9eAW6uqqoq3n77bf75r3+xbuOPlHW7jMzh/6aq87le/9l/KoMja5g+PAVTRSGPPvIQx44dMzqST6iurubJp56ioKiYvP5/xhoSbXQk4Oe9/G7rkc/y5cuZMmWKT40O8r1/oW60du1a0o8dpaTbZW2+tKArKAWj+2fSKdjCC5MmUlVVZXQkr5aSksJ9/3c/aekZHO//Z8dYfR+5wndeTBWvDTtCaUEuox59RAofIVrggw8+YPHixVR0OofSHld5/efCVR3LeeeC/fQPKWHy5MlMmjSp3S1pbLfb+fLLL7n1ttv58MMPKY8eQNY5/6as+6+8tme/ufpF1PLGOSmomhJGjXykXW1m2RZMJhPPPPMsR46kcrzvTZjDuxod6QRKwX965XF3Uh4rV67kpRdf9JlV3aToOUs2m41358/HGhZPddxAo+M0W3iAnXED0ygoKOS1//63XV+xa41169bx8COPUFxjJWfwbdTG9DE6kssNjarmteGHKSvKZ/SokTLUTYhm+OKLL5g7dy5V8YOcPb/eXfDU6xxiYdo5h7m3Vy7r137PvffczZ49e4yO5RZpaWk89PDDvPbaaxQRQe7Qf1HU93ces7moOyR1qOONc1IINJfz2KiRHDlyxOhIXslqtTJhwgT27HFuThxjzObEZ6IU3JmUz//1zmHN998zbuxY6urqjI7ValL0nKU1a9aQnZXl6OXxsi7tIVE1/KdXDmvXrWP58uVGx/EqWmsWLVrEhAkTqA6OJ3vw7VjCOhodq80MiqxhyrAjFBXkMnrUSEpLS42OJITH2rhxI6+//jq1MX0o6n2jzxQ89fwV/LPncWael4J/dR6jRo5k/vz5PnMV+GQ1NTXMnj2be//zHw6kplPY50byBv3D47chaCuJYSbeOOcQIZYyRo8aSUpKitGRvIrNZuPll19m8+bNFCdd4xGbE5/JrT0KeKxfFps3b/aJTWu962zdQ9hsNuYvWIi1Q0dqYvsbHees/L17ARfHVjBz5ptyxaaZzGYzL7/8MvPmzaMqbhB5g/6OPaiD0bHa3NCoauccn2zGPDbK6z/0hGgL+/fvZ+LzkzCFd6Gg701eMeT5bA2KrGHe+Qe4rlMRCxcuZNTIR31uda/9+/dz9z3/5uOPP6YifihZw++huuNQnytkW6pbqJk3zkkhzF7B6MdGyflDM9lsNiZPnsyaNWso6X4llV3OMzpSs/2xWxHjBx/j4IH9Xr/AkRQ9Z2Ht2rXk5mRTknCp134A+il4ZmAGUf4mnp8wXjakPIOysjJGjXqMVatWUZp4OUV9f4/2CzA6ltucE13NS0NSycrMYOyzz2IymYyOJITHyMnJ4amnn8Ec0IH8/t67emNLhAXYeWZQJs8NSudoyn7u/ffdbNy40ehYrWa1Wlm4cCEPP/IIeWU15A2+leLe12MP8I7NRd2ha6iZN845RAd7JU+MGU1GRobRkTyazWbj1VdfdZw/dL+CCi9Zur6xqzuVMXloKjlZx3j4wQe8diU/KXpayG63s2Dhe1jD4r22l6dedJCVcQPTyM3LY9rUqTK/pwnZ2dnc/8ADHEhJoaDfHyhP9N5itzUujK3k6QHH2L13Ly+/9JLPLWUpxNmoqanh2eeeo6rOQu6Av2IP9P3e38au61zK3AsOkOBXytixY0lOTvba4W4lJSWMHDWK+fPnUxk7gKyhd2KKTDQ6lkfqEmJh6vDDKFM5Y0aPko3Pm2Cz2fjvf//baK+uS4yOdNYujK1k+vDDVJfm88jDD5Gammp0pBaToqeF1q9fT1ZmBqUJl/jEie850dXc1TOX1d99x4oVK4yO43H279/P/Q8+SF5xOXkDb6HGixataAvXdC7jwT7ZrFu/nlmzZhkdRwhDaa2ZMmUKGRkZ5Pe5CWtIjNGRDNEt1Myb5x5q2NPnsVEjKSoqMjpWi2RnZ/PAgw+x/2AKhX1/T1Hfm9ABwUbH8mjdw0y8NiwFU0UJYx4b5dXDntpC/ZC2lStXUtbtMq/bq+tUBkXW8OY5hwioK2Hko4943WImUvS0QH0vjy00luq4AUbHcZnbex7n/JgqZrzxOunp6UbH8RgbNmxg5KjHKLf4kzP4Nq/fYdtVbuleyN8SC/j000/58ssvjY4jhGE++ugj1q5dS0n3K6iLTjI6jqHq9/QZOyidIwf38X//uddrJrofPHiQBx58kPyScnIH3uIVE8w9RZ/wOqYMO0xJYT5jn5Ohz/WsVisvvfSSc0j8ryjr7p17dZ1Kzw4mZp57kFhVzuNjRvPjjz8aHanZpOhpgR9//NGxL0/CxV63Ytvp+Ct4buAxwpSZSRMnyIcWsHz5csaNH09NSDw5g29rt1dwm/JAnxxGxFTyxuvTOXDggNFxhHC7w4cPM2fuXKpj+1PR9SKj43iMazuXMvu8QwTUFTHy0UfYsGGD0ZFOKyMjg8dGj6Hc4kfOoNswRyQYHcnrDIqs4bmBxzh4KIX/TpnS7ofKW61WXnjhhYZFC3yhh+dknUMsvHnOIXqHVjJ27HN8++23RkdqFt85c29jWmsWLHwPe2i0T14Figu28vSAYxxNzyA5OdnoOIZasmQJ06ZNoza6N3mDbsEeGGZ0JI/jr2Dc4GPEB5oYP+45SkpKjI4khNuYTCYmvfAitoAwinv/1ieGOrtS7/A6Zp97kF7B5YwfP46PP/7Y6EinVFlZyTPPPketDXIG/h1rqFzcOltXdCzn3l6OofIffPCB0XEMY7FYmDjxedatW0dJz1975aIFzRUdZGPa8MOcG1XJK6+87BUjP6ToaaZNmzaReuQwJV0v8alensYuiavg/yUW8Nlnn7F582aj47id1pr58+eTnJxMdewAjvf7I9ov0OhYHisy0MYLQ1KpLCvlxRcmycIGot2YM2cO2VmZHO91g6zq1YS4YCuvn5PClfGlzJ49m0WLFhkd6RdeeWUyubm55Pe9GVtwpNFxvN7tPY5zbacS5s2bx65du4yO43Zms5lx48axceMGinv+hoquI4yO1ObCAuy8MjSVi2MqeO2111i2bJnRkU7LN8/eXUxrzbvzF2APiabKB3t5GvtP71x6h5uY8uorlJeXGx3HbbTWvPXWWyxcuJDKjkMp7Ofb+2y4St/wWh7tm8HOXT/xySefGB1HiDaXkpLCp8uWUdH5vHY/j+dMgv014wenc11nx4nw4sWLjY7UYM+ePfz44w+UJl6OKbK70XF8glLw+IBMEsMsTH7lJaqrq42O5DYmk4nnnhvr2Hi013VUdr3A6EhuE+yvmTT0KJfHlzFjxgyWLFlidKQmSdHTDA29PAmX+PyJcJCf5pkBx6goL+f16dONjuM27777rmMTus7nUdz7Bp/tzWsLv+tSwuXxZcyd8zZpaWlGxxGizWitef2NN9CBYZR2v8LoOF7BX8HTAzO4plMJc+bMYenSpUZHAuC9999HB4VR0eV8o6P4lBB/zTMDjlJYWMTs2bONjuMWdXV1PP3Ms2zbto2i3jdQ2flcoyO5XZCfZuLgY1zdsZTk5GSPHeIoZ3ZnYLfbmTtvHrbQGJ/v5anXL6KWu3rm8v3atXz//fdGx2lzn3zyCe+//z6VHYdRknSNjM9vIaXg8f5ZhPtbeOmFSVgsFqMjCdEmVq1axcEDByhOvEKWM24Bf+dm2FfGl/HW7NmGD33Ky8tj+7ZtlHW+AO0vQ5hdbUhUDf/ons+KFSvYunWr0XHaVF1dHc888yy7du6ksM8NVHUaZnQkwwT4wdjB6VzbqYS5c+d65FA3KXrOYO3atRw7epSSbpf5fC9PY//ofpz+EXXMeGM6lZWVRsdpM99++y0zZ86kOrafTEhuheggK0/0cyyE4SlXcoVwJavVytx587CEd6Gq41Cj43idAD9Hj09imIlJEycYuo9P/VLatVFJhmXwdXcl5ZMQZmHunLd9djW3hoJn1y4K+9xItXwuNPTs1g91+/rrr42OdAIpek7D8UfuHawdOlIdN8joOG4V4AdP9E+nvLyCOW+/bXScNrF9+3YmT55MXVQPivreJEPaWumy+Ap+FVfOewsXkJ+fb3QcIVxq9erVFBYUOC6AecDFkdj0NYCmzubHyF19efOI5+8jFhZgZ9LgNGqry3npxRcMOxk+fPgwKD/MYfGGtO9KselrUHZH77on/R4E+Wnu6JHLkdQ0r9rHpblMJtNJBc8QoyN5jAA/GD84nQtjKvnvlCmsXbvW6EgN5CzvNFasWEFebg7F3S73iD9y7tYvopa/dTvO/778kr179xodx6UKCgqYOGkS5tA4jvf/M9ovwOhIPuHRfllgNfHmjBlGRxHCZWw2G+8vWoS1Q0dqo3sbHQeAoOoCFGBHsbs8gtQq71hFLqlDHQ/0ymbXT7vZtGmTIRkqKyshMAR84HPf8XugwQN/D67tVEJCmIUF89/1qd4es9nM2LHjpOA5jSA/zQtDjzI4spoXXpjEzp07jY4EGFT0KKUeU0rtV0rtU0p9qJQKMSLH6VRXVzPvnXcxRSZSG9PH6DiGubtXPvEhNmbNfNNnliS2WCxMmDiRqhoT+X1vRvsHGR3JZ3QOsXBHz1x++PFHw8ftC+Eq27ZtIyc7m9KuF7fLC2Cu9vuuRXQPMzMn+S2sVqvb2w8ODga7ze3ttjcBfnB7d0dvj69cOK3feHTbtq0U9f6tFDynEervWM66e0gd48eNJSsry+hI7i96lFLdgEeBC7XWQwF/4B/uznEmH374IZUV5RT3+HW7/iMX6m/nP0nZHEo5zHfffWd0HJdITk7m4IEDFPS6HmtorNFxfM5fuxXSMcTGnLeTferqnmi/vv76a3RQGNWx/Y2O4hMC/OA/vbJJz8xi3bp1bm8/NDQUbGYpfNzg1x3LCPCDH374wegorWa325k8eTIbNjj24anqNNzoSB4vItDGK0OP4G+p4umnnjB8KxSjhrcFAKFKqQAgDMg1KMcp5eXlseSjj6mKG4Q5vKvRcQx3XecS+kfUMefttzCZTEbHaZVdu3bx6aefUtHlfGriBhgdp9li09cQWFcKwOLMzh4zbvtUgv01d/XM5uChFDZu3Gh0HCFapbKyko0//EBl7MB2tZhNW7s8vpyOITa+W73a7W337NkTtCawrsTtbbc3HQLsnBdVyQ8b1nv1RTCtNTNnzmT16tWUdr+iXe3D01pdQ828OCSVgvx8xo8bZ+gKr24verTWOcBrQCaQB5Rrrb91d47TmTVrNla7prTHVUZH8Qh+Cu7vnUVhUQkrVqwwOs5Zs1qtTJv+OvaQaEp7XGl0nBYJqi7AzzlZNas2xKPGbZ/K9Z1L6N7BzPx35nn1Hzoh1q9fj81qlRXbXMxPwdXxRWzdupWKigq3tt27t2NeVlBNoVvbba9+FV9Gdm6eRwxvOltLly5l2bJllHe5gPJulxgdx+sMi6rmyQHp7N6zh+S33jIshxHD22KAPwK9gASgg1Lqn6d43H1Kqe1Kqe2Fhe77YNq+fTsbN26gNOESbMERbmvX050XXcXQqGo+XLwIs9lsdJyz8umnn5KVmUFhz6vRfrI3Q1sK8IPbEvM4mp7Btm3bjI4jxFnbsmUL9uAIzGGdjI7ic37dqQyrzeb2z4gePXoQFBxCcKVHDTLxWYMiqwHIyMgwOMnZ+f7775k9ezbVsf0p7Xm10XG81nWdS/lrtwI+XbaMDRs2GJLBiOFt1wLHtNaFWmsLsAy47OQHaa3naK0v1Fpf2LFjR7cEM5vNTH/9dWyhMZR3vdAtbXoLpeCOnnkUFpXwzTffGB2nxYqLi3l3/nxqY/pQG9PX6DjtwrWdS4kPsfHRkg+NjiLEWbFarWzbvoPqyKR2PbezrfQPryHI/+d9c9wlICCAIUMGE1qV49Z226suIY4Lpd64lcH+/ft58aWXMEUmUtT39/I50Er/1yeX/hF1vDr5FUN+H4woejKBS5RSYUopBVwDHDQgxy8sWbKEnOxsinr8xieWsnS1ETGV9I+o5ZOPP/K6IUuff/45pjoTxT3kKo27BPpp/pqQz46du0hLSzM6jhAtlpKSQm1NNbXRvYyO4pMC/ByFz8ED+93e9vBhwwisLkTZvHPkgjeJDLARGqC9rugpLi5m7LjxWALDOd7vT7K1hQsE+WkmDE7Dbqpm0vMT3b56oxFzerYAnwA7gb3ODHPcneNk2dnZvPf++1THDqA2xjP2YfA0SsFfuhWQkZXNTz/9ZHScZjOZTHz+xXJqYvpgjHKdDwAAIABJREFUDY0xOk678vuuxQT6wVdffWV0FCFarL4HwhSeYHAS39UvvJq0tFS3X0gbPHgwoAmu8q4TcW+kFEQF2d0+d6s1rFYrEyZOpLS8gry+f8Qe6NnzaL1Jt1Azj/dP58DBQ3z88cdubduQ1du01hO01gO11kO11v/SWhu6JJjWmumvv45V+1GS9Bsjo3i8qzuWEhlk5/PPPjM6SrOtWbOGyopyKrqcb3SUdicy0Mav4kpZveobQ1dsEeJspKamQlAYtqBwo6P4rO6hddTUmigpce9KagMHDgQgqCrPre22VyabIiTE47ZkbFJycjL79u6lsNdvsXSQ+Xyu9ptOZVwRX8bCBfPJyXHfMFOjlqz2KKtWrWLH9u0UJ14uf9zOINhfc0OnQjb+sNHw9daba/n//oc1LJ66yB5GR2mXbuhSQnlFlWG7rwtxtlIOH6E2tJOM429DPcIc1zwzMzPd2m5UVBTRsXGybLWbeFPRs337dj755BMqupxPdfxgo+P4rEf7ZeNvNzN92lS39fS2+6KnrKyMN2fOxBzRlcrO5xod5xdi09fgb60B4NVDPTxif5brOpdis9kN2VSupSoqKjh08CBVMf3lxMUgF8ZUEBVkN2y1FiHOVl5eHpYQGRLblnqE1QHuL3oAunXtSqDJOy7eeTObhjovKXqqqqp4+ZXJ2MLivGprC088VzyTjsEW7uuVzfYdO1ntpv262n3RM2vWLCorqyjsdT0oz3s7gqoLUNoOQEpVB4/Yn6VveC09OpgN2VSupXbu3InWmtroJKOjtFsBfnBRTBlbt2zCZpMd0IV3qK2tpaa6CluQbF3QljoGWwgL0KSnp7u97S5dOhNkqXJ7u+1Nbm0wdg0JCZ4/N27mzJmUlJRwvPeNXrW1hSeeKzbHzQlFDIis5Z25c9wyBN7zzvLdaNu2baxatYqyhIuwhLlnWWxfoBT8pmMxe/bucfs47Jbavn07BARjCu9qdJR27ZLYCsorqjh06JDRUYRolqKiIgCsMuS5TSkFPcNqOXb0qNvbDg4ORmm5ENPWjlY7enjqN4X1VLt27WLlypWUJVyEWc4Z3MJPwT09c8kvKGTlypVt316bt+Chamtr+e9rU7GFxlLe7VKj43idX8WVo7Vj4z5PdvDQIWo7dPXIXrz25MJYx6o9O3fuNDiJEM1TXe3YUNEe4PlDcrzdgPBqDh8+5Pae4ICAAJTdvUvmtkdHq0LxU4qkpCSjozTJbrcza/Zb2EMiKe92idFx2pWLYisYFFnLovcWYja37RLy7fZMcMGCBRQcz6eg129l7fWz0De8lvgQG1s2bzY6ymk5xuRHGx2j3YsKtJEQZuXIkSNGRxGiWer/+Mrfh7Y3MLKGmlqT2+f1mEwm+fm6wf6KcHr27E5wcLDRUZq0Zs0aUo8cprjbr7xqWJsvUAruTsrheGER33zzTZu21S6LntTUVD5eupTKTsMxRXY3Oo5XUgoujill27atHjtPo7KykprqaqzBUUZHEUD/DpUcSZHhbcI7NBQ9yt/gJL5vcKSjV23/fvduUlpVVYXNX3ry2pLJpthdHsEFF15kdJQm2Ww25sydh6VDJ6rjhxgdp10aEVNJ7/D/z959h1dZ3/8ff95n58yc7ElCBkmAsJKwIRCGIEumIiA4auvAXVfdW2utLbVqa3/V1rb229o6cLR1a1WcKHsnELL3PMkZ9++PA9ZWRsY55z7j87gurnL1ivf9EsPJ/b4/n8/73cOrr2z2630irujxeDw8/JOf4NEYQqozRzAaF91BZ1e3d5ZFEKqrqwMQRU+QyDV3U11b9822IUEIZtI33R4DOzQzEqVH9WDXe/jqq68Cet/mlhacoujxq22tZpweKC4uVjrKSW3ZsoW62hqaUyaKLq8KkSSYk9DArt17qKys9Nt9Iq7oeeWVV9i9axcN6TPwaEKju0WwGh3dDhDwH1R9dbwTiNi+EBwSDd4358cPiAtCMDMajQCo3P7dYy54H3hGW1v56ssvAjavA6C2tk505/OzLU1WtBo1o0aNUjrKSb3w4ovIegtd9hylo0S0WQnNSMCbb77pt3tEVNHT2trK4088SY81XQyc8oE4vYtUozNoi57/EG9qg4Fd5y1Cm5ubFU4iCKcnip7AGmXroK6h8ZsVen9zu900NzeJ7nx+JMvwXmMMRcXF3/x9CjbV1dV88skntMaNBJXYyqqkBIOTUdEdvP2W/8ahRFTR88wzz9DV1UlD5iyxhOkjIy1t7NyxLaBv5/pKEv+Ng4pd6+2SJIoeIRTYbN5tsWqn2I4ZCAVW72DFXbt2BeR+7e3teNxu3FpTQO7nL5K7B4PBwIoVKzAYDHS6guexbk97FLXdGkpLZygd5aQ++ugjkGU64kcqHUUAxkW3U3H4CF1dXX65fvD87fCziooKXnjhBdriR4mZPD6Ub+2iuaWN2tpapaN8h06nA0Dl9v/AK+H09Grv4DR/t6QUBF+w2WwYoqLQOFqUjhIRss3daFWBK3paW1sB8GiDcwWir1SuHhYuXMjll1/OggUL6HAFz3bud+vtqNUqpkyZonSUk/ryyy/xGGy4RJfXoJBj7kKW4dChQ365fvD87fCzxx9/HI9KS0v6VKWjhJUCi/ct6K5du0hKSlI4zX9LTEwEQN3TpnASAcDl8a68abWiHagQ/CRJIiUlhaZGUfQEgk4lk2J0Ul1dHZD7HX+T7FHrAnI/f/Fo9GzevBlZlnnllVdI0wTH3CGPDG81xFI0rgir1ap0nBPyeDx88eVWOi0ZSkcRjskxdwPeLssjRvi+k15ErPTs2rWLjz/+mObk8SH/VifYZJsdaFSwd+9epaN8h9FoxGS2oOlpVTqKADhl78eNKHqEUJGZkUGUo1HpGBEjWt1Da0tgiszjM2NCfTiprNbjcDh4/vnncTgcmDQepSMBsKPNRG23htlz5igd5aSqq6vp7Ginx5KqdBThmAS9E6NGpry83C/Xj4ii57dPPw3aKNqSxikdJexoVTJDTQ72BWHRA5CUlIRWFD1B4fhec4NBtIgVQsPw4cORHG2oe9qVjvIdwXyWY6CsWhetLU0Budfxokdsf/aPN2vt6HVapk4N3t01x8+Xig5+wUOSwKiR6enp8cv1Q/9T8jR2797NJ1u20JxUghziy9jBKtfUwb59e4KymUHesFyiumq8bWQERVU7vA8ZycnJCicRhL4ZOdJ7uFnfUaVwku8K5rMcA9Xi1GKLjgnIvRISEtDqdOi6gu88aqhzeeDthlgmT54StF3bAFqOrSq6xfiSoKJRybhc/lmBDfui5/nnnweNnraksUpHCVs55m5a2zpobAy+bSCjRo0CpwNtt5gNo7Sqbh0qSfrmrJUgBLucnBx0egOG1gqlo3zH8bMcmzZt4pVXXsEcJGc5BuOoI4rUtLSA3Eur1TJi+HCi2o8G5H6R5PNmK629qqDe2gbfamYhip6gopU838xZ9LWwLnpaWlp46+23aYsdLlZ5/Cj72MGzAwcOKJzku44PRDO0+W/Cr9A3R7oMJMTHiTM9QsjQaDRMGF+CpfVg0K0WB+tZjoGqdWhp6lGRnp4esHsWFxej7axF21UfsHtGgjfq7FhMRsaPH690lFOKivIWO5JHbHEMJm5ZQqXyT3kS1kXPa6+9htvloj1xjNJRwlqWyQHAwYMHFU7yXcnJycTGxRPV6p/2h0LfyDJsa7cyfGSh0lEEoV+mTp2K1NOOrrNG6Shh7aWqOFSSxMyZMwN2z0WLFqE3GIiu/Chg9wx3PW6JDxrtlM4sC/oXXDEx3q2UYhZX8PDIUO/QkJCQ4Jfrh3XR889//YteSypOY5zSUcKaResm3uAOypUeSZKYVTYTY2s5Kle30nEiVpVDR4NDzejRo5WOEhZ6e3tpbGz8r18Oh0PpWGFp4sSJqNRqTI17lI4StnrcEptrEpg8eXJARx/YbDZWLF+OqWkverHNzSe2NFnpdgW2eB0ou90OgLq3Q+EkwnEtTg1OD6Lo6a/a2loOHTxIhz1H6SgRIcvYwaGDwVf0AMyePRs8boyNwdlhLhJsbTEDiKLHR75/8UUsX778v36tWrmCqqrgO3Af6mw2G5MmTsLauBM8bqXjhKWny5Np7VWxYuXKgN/7nHPOITEpiaT9L6PqFW/8B+vtOjs2qzkkPuuTkpLQaLXouuqUjiIcU+fwHkXx19nfsC16PvzwQwC6RNETEENNDg4fPuy3jhuDkZubS1p6OpbGnUpHGbBQb0/7fn00CXGxZGSIIXC+UFdbh0Hl5urcw1yde5grc4/g6m7n/vvuDcq/g6FuwYIzkXo7iWoJvi28oe7LZjPPHUlk0cKFjBkT+K3oFouFe+6+C62nh8T9L4vCdhB63BIfNUczvXQmGk3wdxPU6/WMHDkSU9thpaMIxxzq9I60SE31z+yk0Hpy6ofPPvsMd5QdV1Rg2l9GuqEmB06Xm6NHg2+LgCRJLFywAH1bJbqO0NyXH8rtaducaj5ttjFz1mwkSVI6TlhQq9XMT25iSWojS1IbWZrawNW5FWzbvoOnnnpK6XhhZ/z48UTbY7DWfaV0lLDS3Kvh/j1ZpKWmcOlllymWIzc3l+t/eB36tiMk7v07kpjdMyCfNltxuCRKS0uVjtJnJcXFaDrrxCpfkNjRZsJsivJbQ5OwLXr27ttPt1G0xg2UTJP3vIy/pugO1qJFi4gymrBVfaJ0lAEJ5fa07zfYcMuExB7vUDYnsZklKfU899xzvPrqq0rHCSsajYZlS88iquUQ2i7R/t4X2p1qrts2jDY5iltuu/2bTlpKmTt3Lj/84Q+Jai0nac9fkVz+GY4Yzv7dYMNkjFJkxW6gjneYMzWJM3vBYGe7hYLhI0X3tv7o6Oigvq4WpzFe6SgRI8PoQCJ4ix6TycTSs5Zgat6LxtGsdJx+C+X2tK/WxJOemkJeXp7SUcLexpxKSmLaefjhH/POO+8oHSesLF68GI1Wh7Xmc6WjhLwul4obtudwuNvIPffeFzSfDQsWLOC2W28lqrOa1F1/CsmfFUpxy/BRk52JEyeFxNa243Jzc8nLyye67suga0sfaTpdKg516Bk+fLjf7hGWRU9FhXeQXK/o2hYwBrVMktEVtEUPwPLly9FoNKI9aQDtaY9iR6uRJUuXia1tAaBRwZ3DDzLc0sldd93JG2+8oXSksBEdHc38eWdgadgpuj0NQodLxU3bc9jdbuK22++guLhY6Uj/paysjAcfeACb5CBt++8xNu1TOlJI2NVmoqVXxeQpU5SO0m8rVixH3dVEVGu50lEGLNTP/QJ80WxBBr+uFIben0oftLW1AeDWmhROElkyDJ0crihXOsZJxcbGsmrlSswNO9B1VCsdJyL8/Wg8Br2OefPmKR0lYhg1Hh4q3Mcoazv33nsPf/7zn5HFG0yfOPvss5FkN9bqz5SOEpIaezRc+VU+29st/OhHtzBt2jSlI51QSUkJv3nq1+RmZZCw9wXsFW+DJ3S2FCthS5MVlSQF/UDSE5kxYwbR9hiiq7aE7GpPKJ/7Pe6TJitRBm9zCX8Jy6Knu9t7vkRWBfdgrHAzxOjgyJEjeDzBu/VqzZo12KLtxFW8HbIfbqGioUfDm3WxzJt/JmazWek4EcWo8fBg4X5K45p5/PHH+fFDD9HTI84oDFZaWhplZWXY6r5C5exSOk5IqezSc9nWAo72WnjggQeZNWuW0pFOKSkpicd+8QsWL16Mrfoz0nY8i7ZTtDY+mS1N0QwfXoDFYlE6Sr9ptVrWn7cOfdsRjM2hubIXyud+wfs4tqXZTlFxiV+H2oZ10eNR6xROElmGGHvodbqora1VOspJmUwmLv7eRejaj2Jq3K10nLD23JFE3EisWrVK6SgRSa+WuW14Oeszqnn1tdfYeNmlQdldMdSsW7cO3L1Yq8XZnr76usXEpVvz6dZG8+jPfk5JSYnSkfpEp9NxzTXXcN999xGrdZG641lsRz8COXhf7CmhuVfD3nYDEyZOUjrKgC1atIghGZnEHXk3JFf1QvncL3hbVdc51EyYMMGv9wnLoken8xY7Ugh+44aydKN3InxlZaXCSU5t3rx55A4bRtzht8TbWj9p6tXwcnUCc+eeQUpKitJxIpZKgvOH1nDvyANUVeznogsv4PXXXxfb3QYhMzOT0tJSouu+QOXsVjpO0PtHTQzXfD0MW3waj/3yCfLz85WO1G+TJ0/md888zczS6diPfEDqjj+IVZ9v+azZu7oTKsXsiWg0Gq7YeDmq7hZs1Z8qHSfivN8QjSR5/675U1gWPXa7HQC1eKANqLQo7/aZYC961Go1N914Ixp3L7HlbyodJyw9dzgBp0di7dq1SkcRgClxbfymaAfDDE088MAD3PKjH9HQIFovD9T69evB7RRne07BI8NTB5O5f3cGo0aP4ZdPPElaWprSsQbMZrNx++23c8cddxCrdpC6/fdEH34PySNm+nzWZMFqMTNs2DClowxKcXEx06eXYj/6kShqA+y9xhhGDB9ObGysX+8T5kWPGDYVSDE6F1EaOeiLHoCsrCw2bFiPqXE3xkbRn9+X6hxa/l6VyJy5c0P6ISfcJBqcPDJ6L5dmV/Lplg9Zf946XnrppaA+gxessrKymPHNao94ufa/ut0q7tgxlGcPJ7FgwQIe+vHDIXnW40RmzJjBs7//HfPOmEt01RbStv0OfdsRpWMpRpbhs5ZoioqK/TZbJZCuueZqbFYriQdfDcltbqHoaLeOA+16Smf4f5Zf6H+HnkBiYiJIEtruRqWjRBRJgiSDk5qaGqWj9Mnq1avJyR1GfMUbogWtDz1dngwqNeeff77SUYT/oZZgVXo9/69oJ8N09TzyyCNcdskP2L1bnG/rrw0bNojVnhOo79Fy5dY83m+M5rLLLuO6664LqbktfWG1Wrnxxhv5yU9+QopNT/LO54g9+A9ULofS0QLuUKeBxh41RUHWenygoqOjueH6H6LprMde+W+l40SEd+ujAZg6darf7xWWRY/ZbCYjIwN9e5XSUQYt1HqvJ+m7qa0JjT93jUbDrbf8CD1uEvZvFodTfaC808DrtbGctXQZSUlJSscRTiLN2MMjo/dxc345NeW7ueSSH/DQQw/R2CheFPVVZmYmZTNnEl33pVjtOWZPexQ/+KKAI04b9913PytXrgzr+VxFRUU88/RvWb16NdaG7aR//f8wNu6OqM6g4XCe539NnjyZBQsWYKv6lKiWQ0rHCXtv1ccyvCCf5ORkv98ruJ+gB2FUYSHGzuqQ//AJtd7rifrekFnpAcjIyOCaa65G33bE25VHGJQnDqQSFRXFmjVrlI4inIYkwdykZn5fso2VqbX847VXWbvmXH7/+9/jcETeG+uBOO+888RqzzHv19u4Yms+Glsij/3ycSZNCt1OXv1hMBj4/ve/z6+efJKcISkk7HuZhL0vRMzugc+arQxJT/XusAkjGzduJCMzk8QDr6DuaVM6Ttiq6NSzv91A2azZAblf+BY9o0aBy4G+IzRWHU4m1Hqvx+uddHR2h9RMkHnz5jF37lzslR9haK1QOk7I+qzJwsdNVtadt57o6Gil4wh9ZNZ4uDSnimdKdlJkruU3v/kNa89dzebNm3G5gvvzRmmZmZnMnDHDu9rjisxObrLsbVxy244ssnLzePyJX5GVlaV0rIDLzc3lySce5wc/+AHWjgrSt/0WU8POkH/xeio9bomvWq0Ul/i3zbASDAYD99x9FwYNJO5/CTxupSOFpbfq7EgSzJzp//M8EMZFz5QpU9DqdJjqdygdZVBCrfd6tM7byaapqUnhJP1z1VVXkZaeTuKBzeKtzgC4ZfjlwXSSExNYtmyZ0nGEAUgz9nDPyEP8fMxeElxHefjhhzl/w3reeecd0eL6FNatWweuXiw1XwT0vr2mBGRAhcxoWzs55sAXXS4PPLI3nScOplJaWsqjP/s5MTExAc8RLDQaDeeccw6/eeopCnKziN//Cgl7X0AVpk2Vvm410+MOr61t35aens6NN9yArr2amIq3lI4TdmQZ3qyPY8zo0X7v2nZc2BY9RqOR6dOmYW3eIzpwBJBd6/2zbm5uVjhJ/xiNRu679x6i1DJJ+14UbUj76bXqWA526Pn+JZd+MydLCE2jojt5bOwe7hl5EHXzIe644w6+f/H32LJliyh+TiArK4spU6Zir/0CyRW4Fe6mzDJAwqD28LOx+9mYG9jBs10uFbdsz+bl6jjOPfdcbrv9dvR6fUAzBKuMjAx+sWkTl156Kdb2CtK3/w5DS7nSsXzu40YrOq2GsWPHKh3Fb2bMmME555yDtXYr5rqvlY4TVna2Gans0jL3jHkBu2fYFj0AZ5xxBjgdmERL4oCxHSt62tvbFU7Sf0OGDOHWW25B21FD7MF/hfW2BF/qcKl4qjyNwpEjKC0tVTqO4AOSBFPjWvlN8Q5uyq+gvXI3N9xwA1dsvJytW7cqHS/orFu3FpwOLBHyUNTUq+Gqr/L4pNnGNddcw8UXXxwW7Yp9Sa1Ws2rVKp588gmGJMaStPsv2CveDattUlua7YwdOw6DwaB0FL/63ve+x7iiIuLK3wiLBlnB4p+1Mei0GqZPnx6we4b1p1RxcTEZmZnEVH0sOnMFSJTa++fc3R2a+9unTJnC+vXrMTfswFL7pdJxQsKzFUm0OlVcvvGKsO7UFInUEpyR1MTvSrZzde5hqvd/zVVXXcU1V1/Njh2hvXXYl/Lz8xk9Zgz22s/D6qH2RI5267h8az6He63cc++9LF68WOlIQS07O5tf/+pJFi1ahK36E5J3/TkstrtVdOqp7NIyYeJEpaP4nVqt5o7bbychPp6k/S9GTJMKf3J6JN5uiGXqtOmYTKaA3Tesix6VSsX5Gzag7m4Sqz0BEupFD3inrU+aPJnYircxtJYrHSeoHe3W8fzRRM44Yx55eXlKxxH8RKuSWZLayB9KtnFZdiUHd3zOZZddxk033sj+/fuVjhcUzl29GqmnHXPDLqWj+M2+9igu31pAh9rOTx/9GZMnT1Y6UkgwGAxce+213HrrrZgc9aTteBZtZ51Pru092yVBgM92fdAQuNkqwcBqtXL/ffeix0nivhfFsYlB+neDjbZelXdHVgCFddEDMH36dIZkZBJz9MOwfwMXDLQqb9HjdIbumRiVSsWtt9zCkCFDSNr/Mpru0DqfFEhPHkhFrdVx0UUXKR1FCAC9WmZlej1/HL+Ni4ZWse3zj7jooou46847qaysVDqeosaPH0/m0Cyiaz8Ly62xXzabufKrPHTWBDb94jEKCgqUjhRyZs2axS82/ZxYo5bUnX8iqvnAoK/ZlFmGrNICBPRs1/uNdvLzhpGQkBCQ+wWD7Oxsbr7pJnTtVcSWv6l0nJD2Wk0scbF2igM81Dbsix6VSsUlP/g+6u4mbNWfKh0n7Hlk7/amUN/fbTQaeeD++zAbdCTt+3tADyiHiq9bTLzXEM25a9YSFxendBwhgIwaD2szavnT+G2sHVLDh++9xfr15/Hoo4+GXBMTX5EkibNXrUTTWY+hLbxa33/YYOX6bbkkpAxh02O/JCMjQ+lIISs/P59f/+pJcrIySdz3IsamvUpH6rc6h5bdbVFMmx55ZzhnzJjBmjVrsNR9jblWnG8ciDqHlk+brcybvwC1Wh3Qe4f2k2kfTZo0iWnTpmE/+hEaR4vSccLa8feboV70AKSkpHD3XXeic7SQsH+zOBf2LR4ZHjuYTlxsDKtWrVI6jqAQi9bNRVnV/GH8dhYm1vLSiy9w7upzePbZZ0NqVpevlJWVYbVFYwujYaVv10Vz645ssnJy+dmmX0TUm31/iYuL49GfPuJdKdn3MsYQ237/Vp0dIGIb11xwwQWUlIwnruItdB3VSscJOf+ojcEjw/z58wN+79B/Mu2jjRs3otdpiC1/Iyy3HgQLp8f7LaXRaBRO4htjx47lyiuvIKrlIPbD7ysdJ2i8XRfNnrYoLvrexWHfuUc4vVi9i6uHVfL0sQGnTz31FOetW8t7770XUW2u9Xo9y5aeRVTLITTdoTWr7ERer4nh7l1DGT5iBI/89FFsNpvSkcKG2WzmJw8/zPDhw0nYvzmkWlq/UR9LQd4w0tLSlI6iCLVaza233kJ8XCxJ+19C5exSOlLIcMuwuSaBcWPHkJqaGvD7R0zRk5CQwPcvvpiolkOiK5cftbm8S5UWi0XhJL6zZMkSFi9ejK36k5AfdusLvR6Jp8rTyc4aypw5c5SOIwSRIccGnP509D5MXZXcdtttXH/9D6mqipw2r4sXL0at1mAN8Z8zr1XH8ODuDMaNG8dDP344oB2WIoXJZOLhHz9ERkYGSQdeDolCubzTwP52A7PnBvYAerCxWq3cc/fdaF1dxB94RewE6aMtjVZquzUsXnKWIvePmKIHYOnSpYwfP57Yw++i7apXOk5Yand6V3isVqvCSXzriiuuYNTo0cQf+mfEL2e/VBVHdbeG7//gkoDvxxVCw1h7B78at5ONOZXs+PJTzt+wnr/85S94POH/YBATE0NZ2UysDTtC9izg6zUxPLQng6Kicdx73/1ERUUpHSlsHT8/aonSkRwC50f/URODSiUxY8YMpaMoLi8vj6uvuoqolnJsVVuUjhMSXqqKJ9YerVjXv4gqeiRJ4qabbsJmtZC4fzOSO3Q7jAWr5mNFT7htg9BoNNx1553Ex8WSvO9FVL2hP2dhILpcKn5/OIVxY8dSUlKidBwhiGlUsDytnqeLdzDO0sBjjz3GNVdfRX19+L9wWr58Obh6MDeE3srwv2rtPLj7PwWPXq9XOlLYS05O5p6770bT3UzM4XeVjnNSLg+8XhfP5EmTiY2NVTpOUFiwYAEzZ5Zhr/xQDC49japuHVuarCxYtFixIxARVfQA2O12bvnRzWi6G4k99A9xvsfHjnbrUUkSiYmJSkfxuejoaO679x50cg92zQm6AAAgAElEQVSJ+1+KyBbof62Mp7VXxfcuvlgMIhX6JMHg5L6RB7k+r4Ld27/iogvP58svQ3vr1+nk5+czLC+f6NovQ+pnzMeNVh7YncmYMaNFwRNgo0ePZuXKlVjqvsLQGpzd/z5qtNHco2LBwoVKRwkakiRx7bXXEB8fT+LBV4J+pU5Jf62MR61Ws2jRIsUyRFzRA1BSUsIF55+PuWEX1prPlY4TVo5260lMiEOr1SodxS9yc3O58YYb0LdVElPxttJxAqrNqebPlclMmTJZzOhQ0KZNm3CEWGc0SYIzk5t4ctwubO4mrr32Gl577TWlY/nViuXLUHc3hUz76m2tJm7fmU12djb33HufKHgUcOGFF5Kckkp8+b+C8qXay9VxxMXYxSr//zCbzdx+262oe9q8zbKE72h3qnm1Np5Zs2YRHx+vWI6ILHoA1q5dy9Sp04g5/G7QvlUJRYe7o0hLD+8ZDrNmzWLVqlVYa7/E1LBT6TgB8+cjCXS5JS68UAwiVdL+/ftxu0PzbEyGqYfHx+5irK2NBx98kJdeeknpSH4zY8YMLFYb1povlI5yWpVdem7enktCUgoPiqYFitHr9Wy8/DLU3c2Y67cpHee/HOnS80mTlUVLzgqb7qy+NHLkSNatXYu5YadPhs6Gm5erY3G4JFYqPOIiYoselUrFzTffRHp6Okn7X0bTHZkD9XzJ4ZY41GEgLz9f6Sh+d/HFFzOysJD4Q/9E29WgdBy/a3Wq+VtVIjNmzCQrK0vpOEIIM2k83F94gEmxrfz0p4/wwQcfKB3JL3Q6HWctWYyx+WBQz4frcKm4eUcOqigLDz38E+x2u9KRItqkSZMoGD6c2KqPkTzBc+74haNxaBTemhTs1q1bR0ZmJgnl/0LlcigdJ2j0uCWeP5pE0bhx5OTkKJolYose8HZNefCB+7FEaUne+zdUrm6lI4W0ve1G3DIRsfVJo9Fwx+23YzWbSNz/EpK716/36zUl4FF5twymRznIMQf2e/UvRxJwuCXOO++8gN5XCE86lcwdww+RZ+nmvnvvoa6uTulIfrF48WJUalXQjklwy3DPrqEcdRi48657SE5OVjpSxJMkiYsuvBCppx1Tw26l4wDQ6VLxWm08M8vKiImJUTpO0NJqtdx0442oejuwB3FDikB7qSqOxh4164Lg+SGiix6AlJQU7rv3XnTONhL3vhiU+2hDxc4275aISCh6wDtV+/bbbkXT3UTsoX/59V5NmWU4Dd43sOcOqWVj7lG/3u/bWp1qnj+2yjN06NCA3VcIb3q1zO0FB/H0dvP4L3+pdBy/iI+Pp3T6dGz12/3+YmQgnjucyMeNVq644krGjBmjdBzhmHHjxpGRmUl07RdB0Qhjc3UcXS7J25VQOKX8/HxWrVqFpe5r0c0N7w6gP1amMHbM6KD4jIn4ogegsLCQm268EX3bEeIOio5uA/VJk5WhmUMi6k1QUVERG9avx9ywM2zP9/ytMp5ul8S6deuUjhLxNm3a5D3T4/Hwfr2NTfsCP9Hal5KjelmRWss7775DdXV4zr9asWIFuByYg2yw8b72KH5bkcKM0lIWL16sdBzhWyRJYuWKFWg669B3BO4F14k4PRJ/PZrEmNGjyI+Areu+sH79euwxscRVvBnxz5MvVcXR3KPi/AsuVDoKIIqeb8yePZsLLrgAc8MOoiv/rXSckNPpUvFVq4WJk6YoHSXg1q5dy/ARI4kvfyOo9+4PRJdLxfNVSUydMkWc5QkC+/fvp7PTOyOqoVfH/o7QHxq5ILkRWYYPP/xQ6Sh+MXz4cPLy8oPmrT1499jfuzsLmy2aa669VrSfD0JlZWXo9AbFi+W36uzUO9SsPneNojlCidFo5LJLL0HbURN0DSkCqd2p5tkj3rl+o0aNUjoOIIqe/7Ju3Trmz59P9NGPMNdF7jfqQHzaZMUtw4QJE5SOEnAajYZbb/kRBq2a+IOvghyanbVO5MWqODqcEmvFKo/gJ8lRvUTrPRw8eFDpKH4hSRKrVq1E3d1EVEtw/Dv+pTKB8k4d1994E1arVek4wgkYjUbKZs7A0rRHsUHqHhn+dCSZoZkZjB8/XpEMoWrWrFmMLCwktvKDoNzaGgi/r0ii3anikksvVTrKN0TR8y3eIVPXMq6oiLhD/8TQUq50pJDxVl000VYLI0eOVDqKIpKTk7n2mqvRtx3FVvWJ0nF8osct8X9HkykuGie2NQh+FaX20BNis4f6o7S0lJjYOGzVnykdhcYeDX844p23FYkvqULJGWecAa4exVogv99go7xTx9p154nVwH6SJIlLfvADpN5OrNWRNw+yskvP36oSmD//THJzc5WO8w1R9PwPjUbD3XfdRUZGBkn7X4qIdsSD1e5U81GTnVlz5kZ0//45c+YwfXop9qMfhsX3zT9qY2juUbFmrVjlEfzH5fE+iIfzWUCNRsOqlSswtB1G11mraJbflifjlDVccknwvH0VTmzUqFHExMZibtwV8HvLMvz+cArpqSnMmDEj4PcPByNGjGDylCnYaz5F5Yys7sCPH0hFq9Nz4YXBcZbnOFH0nIDJZOKhBx/AZjGSvPdvqHs7lI4U1N6tj8bp8T70R7qrr74Ks8lE/MHXQ3qbm8sDz1UmU5A3LCg6rgjha2ebiV639+xLOFuwYAF6gwFr9aeKZWjs0fB6bRwLFy0iLS1NsRxC36jVambPmoWx9VDAR2p81Ghlf7uBNevOQ61WB/Te4eSiCy8Edy+26vDYAdIXHzTY+HejjXXnrSc2NlbpOP9FFD0nkZiYyEMPPIDB4yBx7wuK7akNdrIML1UnkDkknby8PKXjKM5ut3P1VVei66jGGgRbWQbqvYZoqrq0rF6zVmxrEPxqc3UcBr0u7M8MWCwWFi9ahLlxD+qeNkUy/P1oPG75WEc5ISSUlZWBx42xaV/A7inL8NuKVFKSEpk9e3bA7huOsrKyKJs5E1vdVr8OLO01JSBL3kf6PHNnwGf5HdfpUvHo/gyyMjNYtWqVIhlORRQ9p5CXl8ftt9+GrrOG2IOvB03nnWCyq93I3nYDZy1bLh6OjykrK2PylCnEHP0QdU+r0nH6TZbhj0eSSU9LZerUqUrHEcJYRaeeN+piWLBwEUajUek4frd8+XJUEoq8EOn1SLxUk8CUyVPEKk8IycvLIzklJaBb3D5osLGv3cB5G86P6C3rvnLuueeCqxdLjf+GFDdlluHWeD9Db8g/HNBZft/21KEUGnvUXHf9DUH5vSOKntOYMmUK37voIsyNu7FVbVE6TtD5+9F4jFEG5s6dq3SUoCFJEldecQU6jYrY8reUjtNvnzVb2N9uYPW5a1CpxEeE4B+yDI/uG0KUwcDatWuVjhMQSUlJzJw5E1vDNr++9T2RT5sstPWqWCRm8oQUSZKYM3s2hrYjAdlq75Hh6cOppKUki1UeH8nJyWH8hAlE130R1p3cdrQaeeFoPMuWLQ/a7criiaYPzj33XGbNmoX9yPtEBXCJOdjVObS8XR/D/DMXRMRb2v5ITEzk/A0bMDbvJ6p5v9Jx+uVPR5KIi7GLH3iCXz1/NJ4vW8xcctnl2O12peMEzDnnnAOuXsy1XwX0vm/V2bFazBQVFQX0vsLgzZo1C2QZY+Mev9/rvfpoDrTrxSqPj61dswaptwtTQ+CbUgRCt1vF/XuySEiIC7rmBd8mip4+kCSJ66+/ntxhw0g8+Bqa7malIwWFv1Qm4EFi5cqVSkcJSitWrCB9SAbxFW8heVxKx+mTXW1Gvmg2s2LV2eh0OqXjCGFqR6uRJw6mMWXyZBYsWKB0nIDKzc1l3Lgi7HVfQIA+F3o9Ev9uslM6Y6Z4kA1BGRkZDM3KwtLk3wdmtwxPV6SSkZ7mLbQEnyksLCQ7JyeohhT70q8OplDZpeXGm34U1C/BRdHTR3q9nnvuvhuTQUfS/heRPJHd2KDNqeblmnhmz5pNUlKS0nGCklar5corNqJytGKp+ULpOH3yp8OJmE1GFostMIKf1PdouW1nDgkJidx4000ReRZw9epzkHo6MAfore+OVhMOl8TEiRMDcj/B9+bMno2uvRqNo8Vv93i7zk55p44NF1woOrb5mCRJrFi+HE1XA4a2w0rH8anPm838/Wg8y5cvZ+zYsUrHOSVR9PRDYmIit916C5rOemIOval0HEU9XxmPwyVxzurVSkcJasXFxYyfMIGYqi2onF1Kxzmlik497zdEs3TZ8qB+UyOEri6Xipu259AlGbnnvvuxWCxKR1JEcXExmUOziK79PCBvfT9rtqBWq0T7+RA2c+ZMAEyNu/1yfZfHu8qTPTST0tJSv9wj0pWVlWGxWrHU+q+hQaC1O9U8uGco6WmpXHzxxUrHOS1R9PTThAkTWLduHZb6bZgadiodRxHtTjV/rUpi+vTpZGVlKR0n6F16ySVInl6iKz9UOsopPXckEZ1Oy7Jly5SOIoQhlwfu3DmUg51R3HHnXRH92SFJEuecvQpNZz2G1gq/3++LFhsF+QWYTCa/30vwj+TkZPILCjA37/XL9d+si6GyS8uGCy4UDWz8RK/XM3/ePEzNB1D1diodxyce3ZdGQ6+Wm390C3q9Xuk4pyW+swdg/fr1DB8+gvjyN/0+byFYeq9/218q4+l0Sqxfv17pKCEhMzOThQsWYK3/OmhbWNc6tPyzNpaFixZH1KFyITBkGR7ZO4QtTVauueZaJkyYoHQkxZWVlWGz27H5eVhpl0vF3vYoxgT5thPh9GbOmIG2o9bnW9xcHnjmcAq5OVliTIGfLVy4EGQP5vrtSkcZtDdq7bxZF8OGDedTUFCgdJw+EUXPAGg0Gn70o5vRqSH+4Gt+3Z4QLL3Xj2t1qvnrUe8qT3Z2tqJZQsm6detQqySij36sdJQT+vORBFCpOPvss5WOIoShp8uTeLUmlvPOO8/7Q19Ap9OxfOlSolrL0XQ3+e0+O9tMuGXvQWohtE2fPh0AY5NvV3v+VRtDVZeWDedfGJFn7AJpyJAhFI4aha1hW0g3NKh1aPnp/gxGDh/unUMUIhQpeiRJipYk6a+SJO2WJGmXJEmTlMgxGKmpqVyx8XIMrYfDan/m6Tx3OJFut8T555+vdJSQkpCQwKKFC7HUb/frQdSBaO7V8EpNAnPnzCUhIUHpOEKY2VwVyzMVycyfN098bvyPRYsWodZosPqx0cm2VhMqSWLEiBF+u4cQGMnJyWQOzcLYctBn13TL8Icj3lWeyZMn++y6wsmdOX8+6u5m9B1VSkcZEI8M9+/OxKM2cPMtt4RUR0ilVnp+Brwuy3I+MBoIycblCxYsoLikhNjKD1D3tCsdx+8aezT8rSqR2bPnMHToUKXjhJw1a9agVquCbsjtXyrjcXokzl2zRukowml0dnZiMBhYsWIFBoOBTldwL9Z/0mThkX1DGF9SwrXXXSfeIv8Pu91O2cyZWBt3ILl6/HKPbW1msrKGYjab/XJ9IbCmTJ6Eof2oz75f3quPprJLy5q154m/nwFSWlqKVqfDXL9D6SgD8nxlPFtbzGy84kpSUlKUjtMvAf+JKUmSFZgO/AZAluVeWZaD69V3H0mSxDVXX41GkompCP9ubs8eTsIpS2zYsEHpKCEpPj6eM+fPx9KwE5UzOA4xtjvVvFCVSOmMGaSnpysdRziNjo4OFi5cyOWXX86CBQvocAXvG7aDHQbu2JnN0KFDuePOO0PqbWAgLV261DustNH37/5cHtjZbqZw1GifX1tQRklJCcgeDO2Vg76WLMOzh5MZkp76zdY5wf+MRiOl06djad4TMjP8jivvNPCrQ2lMmTyJ+fPnKx2n35R4TZgF1AO/lSTpS0mSnpIkKWRbyqSkpHD+hvWYmvYR1XxA6Th+U+PQ8nJ1PGfOP5PU1FSl44SslStXgseFpXar0lEA+PvROLpcEmvEKk9IMJvNbN68mU2bNvHKK69g1gTnD8yWXjU378glymLn/gceFC3QT6GgoIChWVlY67/2+bX3tBtxuCRGjxZFT7goKChAo9FiaDsy6Gt92mzhQIeB1eeuFR3bAmzOnDngdGBoOaR0lD5zeeC+3UMxms1ce90PQ3JlUInvcg0wDnhcluWxQCdw4/9+kSRJF0uS9JkkSZ/V19cHOmO/nH322aSlpxN3+B3wuJWO4xe/K09GUqk5T3RsG5QhQ4YwceIkouu2Kj7gtsul4q9VSUyaOJGcnBxFswh9YzKZcDgcPP/88zgcDkwaj9KRvsPbmjqLRpeBe+67X5wTOw1JkliyeDHajlp0HTU+vfYXLd45SGI+T/jQ6/Xk5ecR1TH4pkZ/q0zAHm1j1qxZPkgm9EdRURFmqxWzn+Yu+cOfjiSyt93AtdddT0xMjNJxBkSJoqcSqJRl+fjBhr/iLYL+iyzLv5JluViW5eL4+PiABuwvjUbDpZdcgrq7CUvdV0rH8bnKLj2v18ayeMlZ4gHGB84+exVSbxfGxj2K5thcHUtbr4q169YpmkMIL08dSuHLFjPXXntdyLQxVdrs2bOP7fHf5tPrftFsJXtoJtHR0T69rqCsvGHD0HU1DKr715EuPR83WVly1lJ0Op0P0wl9odFoKJsxA1PLASR3r9JxTquiU8/vKlKYOWNGSG+FDHjRI8tyDXBEkqS8Y//XLCDkp3xOmjSJMWPHEnv0Q1Quh9JxfOqZiiS0Wm1ItSUMZmPGjCE5JQWrjx9w+qPXI/HnymTGjhktujoJPvPvBivPHUlk8eLFzJs3T+k4IcNsNjNt6lSsTXt8tlug06ViW5uZ8RNDrjmqcBo5OTng7h1UJ9AXjsahUatZtGiRD5MJ/VFWVgZuJ1E+7MbnDx4Zfrw3E4PRyMYrrlA6zqAotYlzI/AHSZK+BsYA9ymUw2ckSeKySy8FZzfW6s+UjuMzFZ163qyL4ayly4iNjVU6TliQJImFCxagb6tE092sSIZ/1MTQ2KNmzVqxyiP4Rq1DywN7shiWk83ll1+udJyQM3fuXHB2++wB6PNmCy4PTJw40SfXE4JHWloaAJqegRU9vR6Jf9bFM236dPFzXUGFhYVYbdGYGn07d8nXXqqKY3urkcs3Xhmy29qOU6TokWV567Gta6NkWT5LlmVlnvx8LDc3l2nTphFd+0XYrPb8riIJnU7H6tWrlY4SVs444wwkSfL5dpa+cMvwp8pk8oblUlRUFPD7C+HHLcO9u4fiUhu47Y47xXaZASguLsZqi8bc4Jsubh822jAZo8RKbhhKSkoCQNPTNqB//qNGK+1OKSS7b4UTtVpN6fRpmFoPKX7G92SaezX8ujyNonHjvC9mQpxo1+FjGzZsAFdPWKz2HOnS83a9d5VH7An3rbi4OMYVFWFp3hvwqczv1kdT1aXl3DVrQ7L7ihB8/lCRyNctJq6+5tpv3kIL/aPRaJhROt37AOQe3AOQywMfNsUwecpU0So8DB1/267p7RjQP/96TSxxMXbx0isIlJaWgrsXQ0u50lFO6KlDyTg8aq648sqweF4QRY+PZWdnM316KdG1X/ht2Fyg/PFwIhqNhlWrVikdJSzNKC1F3d2Mtitw3QllGZ47kkx6agpTp04N2H2F8LWrzcjTFSmUzZzpbcMqDNj06dPB3UtU6+Da2G5tsdDWK4X0gWPh5DQaDQZDFJK7/88Y7U41nzTZmD33DNRqtR/SCf0xZswYoowmjM37lY7yHbvboni1Oo7ly1eQkZGhdByfEEWPH6xduwZcPVjqgmMWy0DUOLT8szaWhYsWh/wezmA1depUkCRMTYHbz/tli5m97QbOXn2u+IEnDFqXS8U9u7OIj4vj6muuCYs3gUoaM2YMZosVY9O+QV3nnfpoDHod48eP91EyIdgYjEZUA+j69VGjFbd8bIVBUJxGo2HSxAmYWw+CHDwjCGQZNh0YQnS0jfVhNKpEFD1+MGzYMMaOK8Je+wWE2LTd4/5amQAqFWeffbbSUcKW3W5n5MiRmFsCN9T2uSOJ2KOt4o284BO/2J9GVbeWm2+5FYvFonSckPefB6BDA34Acnok3muMZeq06ej1eh8nFIKFVqNBGsD3yAcN0cTF2MnLyzv9FwsBMXXqVKTeLvTtVUpH+ca/G23saDVy4UXfw2QyKR3HZ0TR4ydrzl2N1NPhs0OpgdTuVLO5Jp6yslkkJiYqHSesTRg/Hk1nHSpnl9/vVd5p4JMmK0uXrRAPQ8KgvVkbzas1saxZs5bRo0crHSdsTJo0CZzd6DuqB/TPf9bs3domBk5Ggv6dB+1xS3zSbGPy1GmoVOLxL1hMmDABlVqNMYAvQE/FLcNT5Wmkp6aE3egB8V3vJ0VFRWQOzSK69vOAH1QfrJerY3G4JHGWJwCOHyQ1tB72+73+djQOnVbD4sWL/X4vIbwd6dLzk32ZjBw+3Nu8RfCZkpISVCoVUc0Da139Zq0di8lIcXGxj5MJwUSWZaB/20l3tplwuCUmTJjgn1DCgJhMJkYVFmIa5Fk+X3mz1k55h44LLvpe2DVCEUWPn0iSxMoVy9F01mNoO6J0nD5zeeDvVUmMGzuG3NxcpeOEvWHDhmGIMhLVVuHX+7Q71fyzNo7Zc+aKTnzCoHS7Vdy2MxuNwcytt98edj8UlWaxWMjPL8A4gM8Eh1vigyY7pTPL0Gq1fkgnBAun04ms6t+5zC9bzKgkSazMBqFJkyah6axHPcA25L7i8sDTh1PJyc4Ky3Nfoujxo9mzZ2O2WLHWfK50lD77d6ONeoeaZctXKB0lImg0GkaPKiSqw797eV+ticXhlli2bJlf7yOEN1mGh3YPobxTzy233S62v/pJSUkxus6afs97+6jRhsMltrZFgl5nL7Kqfy8cvmixkZc3DLPZ7KdUwkAdHyLsq+HEA3V8pMX6DeeH5RbI8Ps3CiJ6vZ4lixdhbDmgePXeV387mkhSQrx3X7kQEPn5+Wi6G5EG0ImnL2QZXq5OoHDkCHJycvxyDyEyPFORxNv1di6++PuiM5gfFRUVgSxjaOvftte366KJsdsYNWqUn5IJwaK3pwePqu+reT1uiV1tRsaMHefHVMJADRkyhNi4eKIUnNcjy/DHyhSGpKcyZcoUxXL4kyh6/Gzx4sVIgKU2+NtXl3ca+KrFxJKly0Q74wDKz88HWUbXWeuX629tMVPZpWXR4iV+ub4QGV6vieHp8mTOOOMMzjnnHKXjhLWCggK0Ol2/tkZ3uVR83GxneulM8fkd5lwuF26XC7kfRc/eDiNuGUaMGOHHZMJASZLEpIkTMLUfBo9bkQyfNFk40K5n9blrw3KVB0TR43eJiYlMnjwFW8M2pCBvX725OhaNWs38+fOVjhJRjrcO1fup6HmpKg6LyRiW+3OFwPiwwcpDezIYN3Ys1113nZjH42darZaRI0dibK/s8z/zSZOVXreYvxIJHA7vtkdZ3fftbTtavW2HRdETvEpKSsDVg75zYJ0bB+vPlUnEx8Ywe/ZsRe4fCKLoCYClS89C6u3CGMAhlP3V45b4R20806ZPFwfdAywmJgazxYq2u9Hn1253qvmg0c6cM+aJNtXCgHzZbOaOXdnk5ORw9z33iAPyATJ2zBg0nfV9PtfzUaMVi8lIYWGhn5MJSuvp6QHo10rPrnYjyYkJ2O12f8USBmns2LEgSQHp5vq/Kjr1fNFs5qxly8P6M77PRY8kSVMlSTr/2O/jJUka6r9Y4WXcuHEkp6RgrQveLW7vN0TT7pRYuHCh0lEi0tDMDHR+KHreqY/G6YG5c+f6/NpC+NvaYuam7TmkpA3hoR8/HFZD6oKd91yOjL796Gm/1i3DlmY7EyZNFt30IkBvr/f8pyz1/b/13k4LeQXD/RVJ8AGr1UpOTu6AOjcO1gtV8Wg1ahYsWBDwewdSn4oeSZJuB24Abjr2f2mBZ/0VKtyoVCrOWrIEfdtRtJ11Ssc5oVdr4khOTPC+aRACLjMzE72jyecznf5ZG8uQ9FQxfTtM5OTkfFN4xOl6yTF3++1enzVZuGFbLokp6Tzy00fFCnCA5efno1Kr+1T07O+IoqVX9U0HKCG8uVzerfJyH89dtDvVVHdpGDZsmD9jCT5QUlyEvqPab42NTqTLpeIftXHMnFkW9p/zfV3pWQosBjoBZFmuAiz+ChWO5s+fj0arC8qGBtXdOr5oNjN/wcKwPbwW7NLT08HZjcrdvxa1p1Lr0LKt1cTcM+aLMxhhYuPGjeTk5KBWqZgW38rG3NM/EA/EBw02btqeQ2p6Bo/+fBMxMTF+uY9wcgaDgdycXKI6Tv/f+Mtm749j8dIqMng8nmO/69vn+r6OKABR9ISAMWPGgMeN3s9jLL7trTo7XS6JJWedFbB7KqWvT7i9snf8rwwgSZLY49BPVquVspkzsDbtCmgF3xev18QgSTBv3jylo0SspKQkADQ+bG3+Xr33jc2MGTN8dk0h/L1WHcNtO7LIyR3Goz/fJM4AKGjUqEL0HTWn7ea0tcXMkPRUYmNjA5RMUNJ/XmL1bWfAvg4jgBhZEAIKCwtRqVQY2vrexGSwXquNI3NIOsOHh//2x74WPf8nSdKTQLQkSd8D3gCe8l+s8LRkyRJw9WJq2KV0lG+4ZXitNp7i4mISEhKUjhOx/lP0tPrsmu82xJCTPZS0tDSfXVMIX7IMf6hI5ME9GYwbN46f/PRRrFar0rEi2ogRI8DjQtd16m3ROzusFI4aE6BUgtJ0Oh0AUh9bGx/oiCLWbgv7rUvhwGg0kpObS1R739vVD0ZFp54drUbmnbkgInaE9KnokWX5YeCvwPNAHnCbLMs/92ewcDR8+HAyh2Zhq//K52c3BurLZgt1Dg1nnhneh9eCna+LnoYeDdtbjUwvnemT6wnhzS3Dz/al8etDKcwqK+P+Bx7EaDQqHSvijRw5EgDDKc719Hok2nolcW4vgvyn6HH26esPdJrIzhXfH6Fi7Jgx3nM9ARhz8o/aGFQqiTlz5vj9XsGgr8lAgnIAACAASURBVI0MHpRl+V+yLP9QluXrZFn+lyRJD/o7XLiRJImzlixG21Hrt0GU/fVqTSwWk5HJkycrHSWiWSwWtDod6t4On1zv40YbAFOnTvXJ9YTw5XBL3LY9ixeq4jn77LP50S23hHXL0lASFxdHXHwC+vaT7+93yd4f4+K8RuQwm80AqFw9p/1alwcquvRkZ2f7O5bgI4WFheBxo+us8et9ZBnerI+jpLgkYrbG9nV724lKQDHBcgBmz56NTqfHUveV0lFodap5v0HMcAkGkiQRGxuHxkdFz0eNVhLj4xg6VHSWF06uuVfD1V/l8WGTjSuuuIJLLrlENDMJMqMKR2LsOvGwQlny/reSJMTf9Qii0+kwRBlRu7pO+7WHuwy4PJCVlRWAZIIvfLPC2+afRjXH7Wo3UtutoWzWLL/eJ5ic8qebJEmXSJK0DciTJOnrb/06BHwdmIjhxWw2M2tWGZbG3Uh9eEvjT2/UxuD0EPZ92UNFYkK8T1Z6ej0Sn7famDh5SkTs0RUG5kiXnsu25nPQYeWuu+5m2bJlSkcSTmDEiBFIjjbUJ2hyIqu9K3JJCfHixVWEsdvtqHs7T/t1hzq9ndtE0RM6oqOjSU1LR9/u32YGb9fZ0WrUEbXT53Sv9P4ILAJeOva/x38VybK81s/ZwtaiRYvA3YupcbdiGWQZNtfEk583TCx7B4m4uDh0rsEXPTtaTThcEuPHj/dBKiEc7Wg1ctnWfLo0Mfz00Z8xbdo0pSMJJzFixAiAU25xS88QqzyRJiU5CW3v6bt9Huw0oFarGDJkSABSCb4yelQhxs5qv53/lmV4pyGWkpLxWCyRM4HmlON8ZVluBVqB1QCSJCUABsAsSZJZluXD/o8YfgoKCsjIzKS3fhsdiaMVybC9zcShDj3XLVqsyP2F74qJiUHVe/rtCqfzebMFlUry9vsX2LRpE/v371c6hs/s378fj+w5/ReexL8brNy5K5v4xCQe+vFPSE1N9WE6wddycnLQ6nQYOqroiss/4dckJiYGOJWgtKSkJHTbTt8JtrzTQFpKijinF2IKCwt59dVX0TqacEb5/rzN3o4o6h1qLiwt9fm1g1lfGxkskiRpH3AIeBcoB17zY66wJkkSixYuRNdRjbbz1K1I/eWlqjhMUQZmRdBezmAXExMD7t5Bz3H6vMVGQX4+JpMYpxWOoqKiBrxt8dXqGG7dkU12zjAe++UTouAJARqNhvz8fAwnGlZ47C2wKHoiT3p6OvR2oXKdeqB1ebeZzCyxmyPU/GeF1z/nej5ssCFJMHHiRL9cP1idcqXnW+4BJgJvyLI8VpKkmRxb/REGZs6cOTz+xBNY6rfTZCoL6L1betW8Ux/DwiXziYqKCui9hZM7PvVe7ezEpdYN6BqdLhV72qNYU1Tsy2ghbePGjUpH8LnFC/t/Du//jsTzywNplJQUc+edd4mW1CFk5IgRbNv+f0geJ7LqP2/sj89piYuLUyqaoJDj29W03Y0n/Zoet0R1t4bZmZkBSiX4Snp6OmaLlfb2o3QkjPL59T9qsjOiYHjEzW7qa5sepyzLjYBKkiSVLMtvA2LvzCDYbDamTpmCpWnXaadt+9or1XE4PceGpQpB49tFz0BtbzXhkRFb24T/8rvyRH55II0ZpaXcd9/9ouAJMd4hpe7vjDqQZO/Pjkh7cBEg81gho+1qOOnXVHbr8ciQkZERoFSCr0iS5D3Xc6IV3kFq6NGwt93ApClTfH7tYNfXoqdFkiQz8B7wB0mSfgb4f2pSmJs3bx5SbxfGlgMBu6fLA3+vTqRo3LhvPjSF4PBN0dOHjjwn83WrGbVaxfDhw30VSwhxz5Qn8f/KUzhj7lxuve02sbc/BJ2smYGEd3ubKHoiT1JSEnqDAV33yYueI10G4NhWOCHkFBYWou5uQjWIF6En8nmzFSAimx31tehZAnQBVwOvAwfwdnETBqGkpASb3Y6pfmfA7vleQzQNDjXLV6wI2D2FvvHFSs9XrRaG5eaKbYsCAM8dTuC35cnMmzeP62+4AbVarXQkYQDsdjuJScnoO048r+f4sEohcqhUKoYOHYquqw6PWsuJTvkd7vK2MU9LSwtsOMEnCgsLATC0+bZ19WfNFqKtlojs3NunokeW5U5Zlj2yLLtkWX4GeAyY599o4U+j0TBn1ixMrQdPexjRF2QZ/q8yidSUpIg7vBYKbDYbKpVqwCs9vR6JPe0mCkcp0xFQCC6vVsfwxMFUZs6cyQ9/+ENR8IS4kSOGY+w68YR20bQkMuXm5GDobsSlt6E6QdVT2W0gLsYuXoKFqGHDhqHT6TH4cF6PLMPnLdEUFZdE5CDq0w0ntUqSdJMkSb+QJGmu5HU5cBBYFZiI4W327NngcWNs2uv3e33damJ3WxSrzl4dkd/swU6lUmGLtqN2DmxWz772KJye/7wdEiLXp00WHt6bQUlxETfffLMoeMJAQUGBd0jpCQYYizNakSk7Oxuc3ajcJx50XuXQkyq2toUsrVbLiJEjMPqw6CnvMtDUo6KoODKbHZ3uyff3QB6wDbgI+CewElgiy7I4Be8DeXl5JKekYm48fb/9wXruSCI2q5l588QiXbCKi4tDc4KHmr7Y3ubd4iLO80S2I1167tiVzdDMTO68625xhidMFBQUAKA/wcFmnW5g3R6F0JaVlQWA2nni+W7VPVEkJ6cEMpLgY2PHjEHTWY/K2e2T633V4n1OiNRmR6crerJkWd4gy/KTeFtUFwMLZVne6v9okUGSJGaVzcTQVonqJB9cvnCww8BHjTaWLluBXq/3232EwUmIj0PrGtj2th2tRpITE4iN9f0gMyE0ONwSt+3MRm2wcO/9D4gVgDCSk5ODSqVCd4LZbgOd2ySEtuPNiFSu7z4Q97glGh0qUlJE0RPKxo4dC8gY2g775HpftZiJj40hOTnZJ9cLNacrepzHfyPLshs4JMtyu38jRZ7p06eD7MHY7L+p8X88nIhBr2Pp0qV+u4cweINZ6dnZYWVEoe/7+Quh4/EDqRzq0HPLrbeRlJSkdBzBh/R6PelDMtB1nvhcjxB5rFYrtmj7CZsY1PV4V//E50BoKygoQG8wYGitGPS1ZBm2ttkYPXZcxL4oOV3RM1qSpLZjv9qBUcd/L0lSWyACRoLc3FziExIxNu3zy/WrunW8VR/D4iVnYbPZ/HIPwTfi4+PB2Y3kdp7+i7+lzqGlwaEWW9si2OfNZl6simfVqlUR2Yo0EhTk5xHV9d2VHiFyZQw58Zmd+h7vttb4+PhAxhF8TKPRMHbMWEztg1/pOdqtp7lHxahRkfty9JRFjyzLalmWrcd+WWRZ1nzr99ZAhQx3kiQxfdpUjG2HkTz9e9jtiz8dTkStVrNqleg9EewSEhIATnhY+VR2tnm7N4miJzL1eiQe2ZdJakoSF154odJxBD/Jzs5G6u30+dwOIXSdrB318ZUeUfSEvvHjS1B3N6NxNA/qOtuPPSdEcrMj0cIrSIwfPx48LgytR3x63TqHltdr45h/5gLi4uJ8em3B947/gNL09m8hdWebEa1WE5F99wX4W2U8R7u0XHX1teLMXhg7fnBd1/X/27v3KDnvu77jn+/cdndm76uVVtJKVhzbkuUQy3fLDuDYTrCTEAKEEJP0hFAa4EBN0oaepkmTQMs5LZeWQrk0QPCBpgmXBEhDmlAIoZAAqXGurm0SJQ6+xrJkSbvS7s7t1z+e55l5ZnZmdyV753me+b1f5/hod2779ezszPN5vr9L/w0p4Ze9e/f2vJxOz/CIOvdjp772rB7n/tMVVcpjuuiii56LsjKJ0JMSR44cUbFU0tjpZ/ei7va7j+xUQ6a77rrrOX1cbI9du3ZJkgpr5xd6Hlga12WXXspKXZ5ouqaqTdNaw3Sqmtf7Htmj66+7Ttddd13SpWEbtUPP8YQrQVr0CzUn1oqaqJQ5CTIEFhcXtbB797MOPV9amtAVL/gmr7cs8ff/PGVGRkZ05QtfqPLSc9fpOVkt6CNP7tRLXvJSb1fqyJr5+XmZ5VRYO73l+9Sb0j8sl3X54Su2sTKkSS6X1588sUPf9ldH9KpPv1BLNdMPMKxt6M3MzKhcGVdh5WTSpSAl+oWek9Wi5uZmB1wNtstNR4+qvPTIBU+BOFvP6eHlEV1xhd/HCYWkC0DbkSNHdO+99ypXO6dm8dkvNfv7j+xUtSm9/vWvfw6qwyAUi0XNzM5q6Tw6PV87O6a1hrX28cDw+zdvf4eOHTvW+n5hYUGHDh1KsCIMyr59izrx+LMb24/hMTMz0/Pyk7WiZucY2jYsjh49qg996EMaPf2IVmYuPu/7P7hUlpO8P04g9KTIlVdeKUkaXXpU52Yve1aPtVTL64+f2Klbbnmx9rEjc6bs3bNbjz+89YOaB5eCgMxBrz9uvPFG3XjjjUmXgQTs37dPDz78maTLQEr0W5H1ZG1Eh9mzbWhceeWVKo2MauzUsQsKPQ+Eixj4HnoY3pYiBw8eVL5Q0MjSE8/6sf7wsR06Vze6PBm0Z88ejdS23ul5cKmsyfEKm9ABHlhYWJCtLUmumXQpSIGJiYmel59cy2t2luFtw6JUKumG66/T+KljwYY75+mBM2Xt27un7+vFF4SeFCmVSnre8y7WyLlnt/ncasP0wccXdOMNN7CaVwbt2bNHtroka9a3dPuHlsd18NDl3m42Bvhkfn5eck3lWbYaCvZx6XauntNqw/oOfUM2HT16VLm1JRUvYCGTh85O6uDlbGlB6EmZyw8d1Oi54xeU5CMffWJOp6s5fd/rXvccVoZBCRadcFtazGCtYfra8qguO3hw+wsDkLjWsvZrSwlXgrR6phYEIULPcLnhhhskSeVTxza5ZacTawU9vZrTQY4TCD1pc+mll0q1FeXPc5+WSL0p/d5ju3XF4cu93oAqy6J9Fwqrpza97VfPjqnhpMsue3ZzwABkQzRkKVc717rMPYuTZBg+J8I9euaY0zNU5ubmdNnBg6qc+up53e8floN5vxwnEHpSZ//+/ZKk4gUuSfrpE1N6cqWg733tXQx3yqjzCT1fXh6TxJsZ4IvJyUlJUr6+0rqs0WgkVQ5S6GQ1CD3M6Rk+R2+8UaXlJ5SrrWx+49CXl8ZkFp5U9xyhJ2WildaKqxe2JOkfPLZLCzvndfPNNz+XZWGApqamNFaubOk1cGx5TJXymBYWFgZQGYCkRaEnFws9tdqF7d2B4XSyGgxvI/QMn+uvv15yTmOnH97yfb6yPKY9Cwsql5/9VihZR+hJmdnZWY2OlS+o0/PlpTF94VRF3/09r1E+n9+G6jAIZqa9e/duKfR85WxFl1xyCV09wBPRgUuuUW1dRuhB3NPVogr5fN/lrJFdhw4dUmV8QmOnvrbl+3xtZVwXX0KXRyL0pI6ZadeuXSpUz3+S6ocf36GRUlF33HHHNlSGQdq/b1Ej1Y2HtzkXzOm5+PmXDKgqAEkzMxVLpY7VHQk9iHt6raS52WnlchziDZt8Pq9rr7laleVHtrTg1WrD9Ni5oi6++Pz39hlG/EWk0K6d8yrWls/rPufqOf3Z8Tndeutt3q/DPgwWFxeVWz0tNfuP1T++VtRK3XTgwIHBFQYgcaWREVmzHXSq1eoGt4Zvnl4ran7nrqTLwDa56qqrZKtntrTC6z+eG1XTSc973vMGUFn6EXpSaH7+/EPPJ56a0Urd9Ipv//ZtqgqDtLi4KDmn4lr/bs/D50YlidADeKZYLMliJ0QIPYg7XhvVjvmdSZeBbXLVVVdJkkbPPLLpbR8JjxOiRbJ8R+hJoenpaal67rz26vnYN+Z00b5FHT7M5lPDYHFxUZJUWOk/r+frZ4M3s4suumggNQFIh+4ZfAxvQ8Q56RurRe3aRadnWO3fv18Tk1MaWXp009s+sjIis/aqsL4j9KTQxMSE5Jodwxc28sRKSV86XdFLvu0OJrQPiSj0xBczqI9Md9zmsZURVcpjTFYFPGO5nKT2STFCj7/q9XrH96dqBVUbIvQMMTPT4csPaezsk5ve9tFzI9o1v0MjIyMDqCz9CD0pFM3JyW9xHfZPPBXsunzbbbdtW00YrMnJSVXGJzpCz5mFazpu88RqSXv37CHoAp6KYg+hx19ra2sd339jtSRJ2rmT4W3D7NChQyqsnJA1Nh7a+tjqqPbuYzRIhNCTQpVKRZJkza2N0/7Lp2d1+PJD2r1793aWhQHbt7iowgbLVj++VtbuvYsDrAhAGjTqdcnaH9/dZ/vhj9XV1Y7vnwxDD8cDw+3QoUOScyqdfWrD2z1VHaXrF0PoSaGoDRlfkrSfp1aL+oelUX3zt3zrdpeFAVtc3KvRau/VWRi3Dfir3qjLWU7R7B46Pf7qDj1PEHq8EK3GVlw50fc21abpxGqO44QYQk8KjY4GE9Rzjc0/yD59IpjPcdNNN21rTRi8vXv3ylbP9Ay/y/W8qo1gpT8AfmnUG5LlpXBoa6PRf2l7DLfu4W1PrJY0OVFpbWKL4bRz504VS6UNQ8/Ta8XWbREg9KRQqRScqTG3+QfZ356Y1N49CyxHOISC1VZcz7X4n64Gb2Zzc3MDrgpA0mrVqpq5Qut7Qo+/1nV6Vka0e/eehKrBoORyOe3bt0/FlZN9bxOFHk6OthF6UiifzwdfuOaGt6s3pc+fmdS1193AZPYhFC0xWVhdv1fPyWpwwDM7OzvQmgAkq9FoqNGoy+UKioa3EXr8ta7TUy1r9x6WJ/bB4t69Gqmd6Xv9yfDk6MzMzKBKSj1CTwptNfQ8uFTRSt109dVXD6AqDNrCwoIk9ez0LNWC0DM5OTnQmgAkKzrIdbl86zJ3Hnu6YbjEN6ZtOOkbKwXm83hifn5e+bWlvns6PhMeJxB62gg9KZTLBb8W2yT0fPbUuCTpyJEj214TBm92dlbFUqlnp2epHhzwRMubA/BDO/QUW0tWN5sbf1ZgeMUXsTixVlSt2T5hhuE2Pz8vNaqtZasbxc55XM9UCzIzTo7GEHpSaKtD1f7fmYr279vL5pRDysy0sLC7Z6dnOQw94+Pjgy4LQIKiORwuV2pdRujxV3y5cpar9suOHTskSYXasiRpdbJzbveZWkET42UVCoV19/UVoSejnJMeWJ7Q4Su+KelSsI327F5Qqba07vLVRvCnG630B8APUehp5tsHMgxv81c88Eahh06PH6KRHrn6as/rz9QLmhhnNEgcoSeF2p2e/h9kT66WdGotp8svv3wwRSERO3fuVLG6PvSsNXMqFQssYAF4pt3pKbaWrCb0+KtX6GFfFj9Ew9b6hZ6lWl6TjATqQOhJoa0cyH5leUySdOmll253OUjQwsKCVD0n69qzaa2Z00ip1OdeAIZVR+gJcfIDknR8raSZqYnWBucYbpt1epYaRY1PMJ8njtCTZhucvPva2VGZSQcOHBhYORi8aH39fHW54/J601Qo5HvdBcAQaw9vK25yS/ggHniPrxW1gz1ZvDE2Fpz8tmbvjezPNgrM++1C6Emh6E3MNkg9Xz07pt0Lu9h1echFExXzteV115nx5wv4pr16W2HDE2PwQ7TaqyQdr41qfifzeXwRdfRyfULPcj1P6OnCUVMKbWVOzyMrZV104OLBFITEzM3NSZIKXfN6mpJyOYa0AL7pCD3hZwTD2/wVX5nrRLXY+szA8IsWMuoe/h45W8+pUqkMsqTUI/SkUOvMTZ/Jqc5Jj62UtHcvuy4Pu1anp2t4G/OWAT/F9+mJxM/2wy9R6Gk66fRaTrOzswlXhEEpFAoyy8lcY9119aZUbYjRQF1YvDuF2h9gvY9sT1QLWm2YFhcXB1cUElEul1UoFpWvneu4PG9So8HeHIBvos0oXY45fWgPcXIKun3s2+eXQrEga64PPezl1xunh1IoOnNjrvdB7ZOrwZsca/EPv2A35Snl6isdl+fNsSEh4KFW6LG8okFt+TwByFelrlU8p6enE6oESSgUij07PecawXsCnZ5OhJ4UaoWeHuldClZokYI9XDD8ZmZm1nV6cubU6PP6ADC84qGHOT3oXp462rsFfigUi7Jmfd3lZ8NOD3N6OiUWeswsb2afNbOPJFVDWhWL4VjtPp2ep9aCMzvzLE3phZnpKRW6Oj0Fc6rXCT2AbxqN8O8+tnojc3r8FS1bHOEg1y/FQqHnseJZOj09JflO+eOSHkjw56dW1K7uld4l6cRaQSOlImM1PTExMaFCc63jsmKO0AP4qDWsNdbdYXibvwg9fisUCj2nQjCnp7dEQo+ZLUp6uaTfSOLnp12pVJKZ9V17/XStoOmpSYY0eGJiYmLdjssFc6o3GnIs4wZ4pdlstrs84d8/ocdf3aGHM/t+KRaLLGRwHpLq9PyCpH+lYLsRdDEzFUsjfXfZPVUraGp6ZsBVISkTExNSbVXx1fwKueDr1lAXAN5ieJu/uuf0dH+P4VYq9V7IgNDT28DfKc3sFZKecs79/Sa3e5OZ3Wtm9x4/fnxA1aXHyOioco2qJKlR7Dxzc6ZeIvR4pFwuS64pU/uNrWBB6IkmNQPwiev4l06Pv7p/992ruWG4jZRGek6FWGYhg56SOD10s6RXmtnDkj4g6VYz++/dN3LOvcc5d61z7lofJ+yPVyqt0LM6ub/juuVGgfTukWi4QnzX5Sj01Ou9530BGE5mtm4LNzo9iBB6/FIq9V69bamWV2VstLUaMAIDf6d0zr3NObfonDsg6bWSPuGce/2g60i7iYlxWX2t53Vn63nSu0ei0JOLhZ68MbwN8FEQcJzkHPv0oEM+n2Our2fGxsaUd+tDz5l6QRMTnBzvxumhlJrssWJX5FzdmKzokdZE1Wa1dVk+/Fwj9AB+aZ25ja3YRKcHkpTndeCd0dFR5fp0eiYm2LOpW6J9L+fcJyV9Mska0mpiYkKFxuq6y52T1hqm0dHRBKpCEqKJqbnYCi25sNPD6m2AX1qbV/eYvAy/0fHzz9jYmHKxE6KRM/WiJpn7vQ6nBVJqampKudrKusurTZMTK7T4JPpdx8ftRgMYWnt2APBCtHl1PPQwpAkSHT8flctlWb1H6GmUNDlJp6cbfyEpNTU1FSxT3LXpVLUZ/MqYrOiPXqEn6u/wIQf4pb15NZ0ewHfj4+NSfa21Z1fkdC0fHEeiA0dMKRW8WJ1y9c5uT8MFZ/RoY/ujdZATW7K6Gb6/cYYX8Ev7JEh7YROGuUKS+DjwT7CSr5M12t2ehjMtV43Q0wOhJ6VmZoKxmPnauY7LG+FnG8sQ+qM1hj82lK0ZDnAj9AB+6dn5JfRAkonPA99E25fk6+054Mv1vJzE8LYeCD0pNT09LalX6Ane1BjW5I/WUMbYGP560zqvA+CFaDXHXKPWGubK3D6/tVb4hHeiYBMfFXS6Vui4Dm0cOadUu9NztuNy5nL4p1enZ425XYCXopU748Pb2KTYb7feemvSJSAh0RC2eOg5U893XIc2jpxTanZ2VtL6Tg/802tfjmrTZGatlZwA+KHd6akqWseR0OO3aGQI/BN1c/Lx0EOnpy9CT0pNTEwony+s6/TAP+19OdqhZ6WR10ipyJwewDPRxtTWqLZmrtdqtY3uAk/weeCfKPDGtzg5Uws6PRMTE4nUlGaEnpQyM01OTSnXp9PDxFV/tFfqa8/pOVvPa7xSTqYgAImJQk+801Otrt+nA8Dwm5iYUC6X6xgVtFwvtK5DJ0JPis3Ozq7r9ETncQg9/mh3etq/87ONnCqVSlIlAUhI9Hefa6zJhWf219bWkiwJaUGjxzu5XE4Tk1Mdx4pL4ZwejhHWI/Sk2I65WRXrnZ2enAUHvqzW449Wpyc2vG25nldlnPG6gG9KpZJy+Xy4LwehB20sWe2nmZmZjjk9S/W8KmOj7OfYA6EnxWZmZlToCj10evyTz+dlZh1zek7XRzQdrvAHwB9mprFyWbnGWmtOz+rq6ib3gg9Y1dVPc7Odx4rn6nmVyyxj3gt/ISk2MzMjq3Z3eoJ/CT1+yeXyHZ2e0/UCy1ECnqqUK8HwtvAjnE4PJCmf55DOR8EJ8nanZ6WRa839Qyf+QlJsampKajY6dt5meJuf8vl8x5yeU2t5Qg/gqcp4JVjIIDwJtrKysvEd4AVWb/PT9PS0crE5PSuNnMqV8QQrSi9CT4pFSxFas30Wj+FtfsoXCq3hbWcbedWa7Q1sAfhlcnxcuXr7c4HhbZBie7rBK9PT01K9Kik4Rlhp5DUyyvC2Xgg9Kdbeabe9HCmhx0+5fK41vO2ZavDBFm1gC8Av4+PjKjTbnwuEHkhSocBm1T7qPlasOdPIyEiSJaUWoSfFot10c831G88RevxSKBRl4Vmck9Xgg41OD+CnSqWiPKEHXej0+Km1QWk4KqjazKlYJAD3QuhJsSj0BEuTwmeFfF4WzuM6EYYeOj2An8rlsiw2vI2FDCCJA11PRZuQWqN9gpzXQm+EnhSLXsi5WOiJ+jssTemXYrEouYYk6cRacDZvx44dSZYEICHj4+MSoQddiiWGNPmI0LN1HDmn2Ph4sPpGfPW2Zph6WKXFL4VioTWn52S1qGKx0HqjA+CXcrkcvB+Ew5xrVUYDQCoxj8NLrRPksSGvnBjvjWclxQqFgkojox1zeprhUga8oP1SLBZlYafnmVpRs9NTBF/AU5VKRZJaKzrWaoQecHbfV+0T5O1jRY4Re+NZSblypdLxQq43gwNdJiz6ZaRYkjUbre9n5+YTrAZAklobDxJ6EMOKXX4aHR2VpI5jBEJPbzwrKVcplzuGt9VcEHpKpVJSJSEBpVKxdVZXkmbn5hKsBkCSotATbVjsmqzmCY4LfJXL5TQ6OtYxKoiRIL0RelJufLyi+Eu31gx+ZXR6/DIyMtIa3iaxchvgs1anJ1zGni0MINHp8dno2JgUO0GO3gg9KVdpfbgFVhvBryxqZ8IPpVKpI/RE6/ID8M/YWLDbOudyEUenx18jIyPKNZub39BzhJ6Uiz7cIithXGq+uQAAFQxJREFU6Om+HMOtVOqc08PGpIC/yl0nw/L5fEKVIE3o9PhrdHS0tYE5+iP0pFy/0EOnxy/dnZ6pqakEqwGQpHWhh+HOXouGNxJ6/DU6yu9+Kwg9Kdcdes42gjN60ZKl8EP3sIXJycmEKgGQtO7PBeZ4+q1WCyawE3r8VSp2HiMwz683Qk/KdXd0lutB6GFjSr90f5jx+wf81f25UBqh8++ztbU1Sczp8VmxyImPrSD0pFy/0EOnxy/doSfajAyAf/L5vIqxM7uc4fdbtRrs00To8Vf3755OT2+EnpTrDj2nawWNjpR4c/NM90ENoRfw20jss4E5nn6j04PuxUzYnLQ3npWU6xV6pqeYz+Gb7g+z7onMAPwS/2zg/cBv0ZweQo+/mNe3NYSelOs+w3+qWtD0DBtT+qb7dcCHG+C3sXJ7MQNCj98IPegOPWbs4tULoSfl1oWeeonQ46Hujh9vaIDfyrEV3Bju6rco9BSLxYQrQVK6Qw/D23rjWUm57oPdk7WSZmcJPb7hDB6AOEIPIlHoYYiTv7rn9LBhcW+EnpSLd3oazvTMWk5zc3MJVoQksDoTgLj4CTFCj9/q9bokQo/PCD1bQ+hJufjB7ulaQU0nOj0eYnUmAHGEHkQajYYkQo/PCD1bQ+hJuXjoOVENxuvu2LEjqXKQEIa3AYgbY3gbQlHo4UDXX92Bl2OG3gg9KRc/m/f0GqHHV7yBAYij04NIFHqYvO6v7tDDoha98ReScvFOz9Nhp4c5Pf5hTg+AuPh7AktW+63ZbEoi9PiMTs/W8BeSch3D29aKMjPm9HiINzAAcfHhbfGv4R/nnCSGt/msu7NDp6c3Qk/KxYcwHF8ranpqgsmKHiL0AIiLnxAj9PgtCj3wV/dxIYsf9UboSbn4we6JapH5PJ7irA2AuPhBDaEH8Fv3MQJD4nsj9KRcPL0/XS1qbsfOBKtBUuj0AIiLhx66/4DfukMPnZ7eCD0Z0nTGIgaeotMDII4zuQAi3ccInCjtjdCTMYQeP3EmF0AcoQcRM0u6BCSsO+Qw5LU3Qk/GsHKbn/hQAxBH6EG3aOlq+IfQszWEnoyZmZlJugQAQMIIPYhE+/Owipu/CD1bQ+jJGEIPAIAx+4hEIwEIPf7qfj9gIYPeCD0ZMz09nXQJAICE0elBJOr0MLzNX92hp1wuJ1RJuhF6MobQAwAg9CAShZ5Go5FwJUhKd+ihE9wboSdjxsfHky4BAJAwlrFHhE4PukMOix/1RujJmOjNDQDgL87kIpLP5yURenzG+8HWcASdAdEbGgAAEp0etEVn9Qk9/iL0bA2hJwOijSn5kAMASHweoI3hbSD0bA2hJwOiTg/rrgMAJIY6o43hbYiHHhY56Y93zQwg9AAAgF7o9CAeeuj69EfoyYAo9LDZFAAAiGNzUsTnfhN6+iP0ZED0YqZlCQAA4uj0IL5EdTQPHOsRejIgekMj9PiLDzMAQC90ehBHp6c/Qk8GRKGH1Xr8Va/Xky4BAJBihB5IdHo2QujJgGABA6drrrkm6VKQEEIPAKAXOj2II/T0R+jJgEqlIsl05MiRpEtBQgg9AICNxOd1wF+Env4IPRnw6le/WuVyRQsLC0mXgoTUarWkSwAAACkXX8kNnYiDGfDiF79Yt9xyC2dxPEboAQD0wrA2xNHp6Y9nJiMIPH5jeBuAbvv279coq3oiFC16BL/xOuiP0ANkQLVaTboEACnza7/6q5wQQ2tLA14LkAg9GyH0ABlApwdAt2CRG/guGt7GwS4kXgcb4ZkBMoA5PQCAXti8GnF0/Poj9AAZQKcHANBLFHpYtQsSoWcjAw89ZrbPzP7CzB4ws/vN7McHXQOQNYQeAEAvjUZDEqHHd4SdzSXR6alL+pfOucsl3SjpR83scAJ1AJkRDz28sQEAIlGnh7kcfouWquYYob+B/4U4555wzt0Xfr0k6QFJewddB5Al0Zk8ibN5AIA2Oj2QCL1bkegzZGYHJF0l6e+SrANIu3jo4Y0NABAh9EDi978ViR09mdm4pA9KerNz7kyP699kZvea2b3Hjx8ffIFAihB6AAC9EHogcWywFYk8Q2ZWVBB43uec+1Cv2zjn3uOcu9Y5d+38/PxgCwRSJtqHQeKNDQDQFoUePhv8xu9/c0ms3maSflPSA865/zTonw9kUXwfBt7YAAARlqyG1P79x0+SolMSR083S/onkm41s8+F/70sgTqATCL0AAAiDG+DxLHBVhQG/QOdc38tifX0gAvEcpQAgAjD2yC1f/90evrjLwTIgHjQ4YMNABCh0wOJ0LMVHD0BGRAPOnR6AAAR5vRAIvRsBaEHyID4hxmdHgBAhE4PJELPVnD0BGRA/MNsYmIiwUoAAGkSdXo4Iea3aBRIfLVXdOIvBMiAeOi5/fbbE6wEAJAmLGQAid//VvAMARlQKLQXWpydnU2wEgBAmtDpgdTu9DC8rT/+QoAMKBaLSZcAAEghFjKAxCJHW0HoATKgVColXQIAIIXo9EAi9GwFfyFABtDpAQD0Eg1n4qDXb/z+N0foATJgZGQk6RIAACm0b98+SXR6fEfo2Vxh85sASBqhBwDQyzve8Q596lOfYkSA5y6++GIdO3ZMY2NjSZeSWpwWADKA0AMA6OWyyy7TG9/4xqTLQMKOHDkiib38NkLoATKA0AMAAPqJhrcxzK0/Qg+QAazeBgAA+okWtGBuV388M0AGcOYGAAD0w6akmyP0AAAAAEOAk6T9EXqAjOCNDAAA9EKnZ3OEHiAjRkZHky4BAACkEJvUbo7QA2TEGKEHAABsgNDTH6EHyAg2HAMAALgwhB4gI9irBwAA4MIQeoCMGGV4GwAAwAUh9AAZQegBAAAbYRW3/gg9QEYwvA0AAPQSLWBA6OmP0ANkBKEHAAD0QujZHKEHyAhCDwAAwIUh9AAZEYWeWq2WcCUAACBN6PRsjtADZESxWJRE6AEAAJ0IPZsj9AAZUSqVJEnVajXhSgAAQJoQejZH6AEyIur0EHoAAADOD6EHyAiGtwEAgF7o9GyO0ANkRBR66vV6wpUAAIA0iUIP+iP0ABlRKBQk0ekBAAA4X4QeICOi0EOnBwAA9MLwtv4IPUBG5PN5SVKz2Uy4EgAAkEYMc+uP0ANkRBR66PQAAIA4OjybI/QAGTE5OSlJmp+fT7gSAACQJlHoodPTXyHpAgBszdGjR/XWt75Vt9xyS9KlAAAAZAqhB8iIQqGgV7ziFUmXAQAAUibq9ORyDOLqh2cGAAAAyLBokSOGt/VH6AEAAAAyjE7P5nhmAAAAgAyj07M5Qg8AAACQYVHoodPTH88MAAAAkGGEns3xzAAAAAAZRujZHM8MAAAAkGGNRkOSlM/nE64kvQg9AAAAQIYRejZH6AEAAAAyLBreRujpj9ADAAAAZFjU6WFOT388MwAAAECGsZDB5nhmAAAAgAwj9GyOZwYAAADIMBYy2ByhBwAAAMgwQs/mCD0AAABAhjnnJDG8bSM8MwAAAECGRXN6zCzhStKL0AMAAABkGMPbNkfoAQAAADIsGt5Gp6c/Qg8AAACQYSxZvTmeGQAAACDDWMhgczwzAAAAQIaxkMHmCD0AAABAhh0+fFiStLi4mHAl6VVIugAAAAAAF+7OO+/UwYMHdckllyRdSmoRegAAAIAMy+fzuvTSS5MuI9UY3gYAAABgqBF6AAAAAAw1Qg8AAACAoUboAQAAADDUCD0AAAAAhhqhBwAAAMBQI/QAAAAAGGqEHgAAAABDLZHQY2Z3mNlDZvYVM/vXSdQAAAAAwA8DDz1mlpf0y5LulHRY0l1mdnjQdQAAAADwQxKdnuslfcU591XnXFXSByR9RwJ1AAAAAPBAEqFnr6RHYt8/Gl4GAAAAAM+5JEKP9bjMrbuR2ZvM7F4zu/f48eMDKAsAAADAMEoi9DwqaV/s+0VJj3ffyDn3Hufctc65a+fn5wdWHAAAAIDhkkTo+b+SLjWz55lZSdJrJX04gToAAAAAeKAw6B/onKub2Y9J+rikvKT3OufuH3QdAAAAAPww8NAjSc65j0r6aBI/GwAAAIBfzLl1awikjpkdl/T1pOtI2A5JTyddBBLH6wASrwO08VqAxOsAAV4H0kXOuZ6LAWQi9EAys3udc9cmXQeSxesAEq8DtPFagMTrAAFeBxtLYiEDAAAAABgYQg8AAACAoUboyY73JF0AUoHXASReB2jjtQCJ1wECvA42wJweAAAAAEONTg8AAACAoUboyRAze9jMdoRfLyddD7aPmR00s8/F/jtjZm9Oui5sPzN7r5k9ZWZfil3278zsC+Fr4U/NbE+SNWL79XodhJf/czN7yMzuN7OfSao+DEaf94MjZva34fvBvWZ2fZI1ojczc2b287Hv32pm797kPq8ys8N9rnu3mT0W/t6/bGYf6nfbrvsdCu/zWTN7vpl9+rz/Z3o/7oHu96e0I/QAKeSce8g5d8Q5d0TSNZLOSfrD+G3M7OEkasO2u0fSHV2X/axz7oXh6+Ejkt7ZfSczu8fMbtn+8jAg96jrdWBmL5b0HZJe6Jy7QtLPdd8pPDD6/kEUiIG4R+vfD35G0k+G7wfvDL/vwPtBKqxJ+q7oZPUWvUrSRkHmP4fHBpdK+l1JnzCznnvSdD3mHzvnrnLOHXPO3XQe9QwVQk9Kmdkfmdnfh2fz3pR0PUjUbZKOOed836DXC865/yPpZNdlZ2LfViQxGXPI9XodSPoRSf/BObcW3uapgReGgerzOnCSJsOvpyQ9PtCisFV1BQsLvKX7CjO7yMz+POzg/7mZ7TezmyS9UtLPhp2Z52/04M6535X0p5K+L3zMa8zsL8Njx4+b2W4ze5mkN0v6QTP7i/B2y+G/t5jZJ83sD8zsQTN7n5lZv8eKXf55M/sbST/6HD1PA0PoSa8fcM5dI+laSXeb2VzSBSExr5X0/qSLQLLM7KfN7BFJr1OPTg+8cJmkbzazvwsPSK5LuiAk4s0KDowfUdDte1vC9aC/X5b0OjOb6rr8v0r6befcCyW9T9IvOuc+LenDkn4i7OYc28Lj3yfpkJkVJf2SpFeHx47vlfTTzrmPSvo1BR2iF/e4/1UKXk+HJV0s6eZ+jxXe/rck3e2cO7rVJyBNCkkXgL7uNrPvDL/eJ+nSJItBMsyspODMz9vC798u6XvCq/eY2efCrz/lnMvcWRdsnXPu7ZLebmZvk/Rjkt5lZt8m6T+GN9kv6UXhWbw159wNCZWK7VOQNCPpRknXSfo9M7tY0gsk/U54mwVJ1dgcwNuccycGXim2049Ieotz7oNm9hpJvynpdt4P0sc5d8bMflvS3ZJWYlcdlfRd4de/ox5DFLfIwn8PKngf+N9hsyYv6Ykt3P8zzrlHJSk8njgg6VSvxwqD27Rz7i9jdd95gXUngtCTQuE43NslHXXOnTOzT0oaTbQoJOVOSfc5574hSc65n1Z4xsXMHg7HdMMv/0PSn0h6l3Pu45I+LgVj+CXd45z7ZHKlYZs9KulDLthr4jNm1pS0wzn3RUlHpGBOj6SHnXP3JFYlttsbJP14+PXvS/oNSeL9ILV+QUFH5rc2uM2FDlm+StK9CsLP/RfQgVmLfd1QkAt6PpaZTT+LOlOB4W3pNCXpmTDwHFJwVg9+uksMbfOemcU7va+U9GBStSBRfyTpVkkys8sklSQ9nWhFSMLjkr41/PpWSV9OsBZswjl3UtLvSfqnsYs/rWDouhQMWf7r8OslSRNbeVwz+25JL1VwjPCQpHkzOxpeVzSzKy6w5J6P5Zw7Jem0mb0oVnem0OlJp49J+mEz+4KCF9/fJlwPEmBmZUkvkfRDSdeCwTGz90u6RdIOM3tU0rskvczMDkpqSvq6pB9OrkIMQp/XwXslvTdcJrYq6Q2OHcaHWp/XwT+T9F/MrCBpVRKLHaXfzysYlhy5W8Hf8k9IOi7pjeHlH5D062Z2t4I5Nd3zet5iZq9XsKDNlyTd6pw7Lklm9mpJvxgOQyso6DDdf76FOueqGzzWG8O6zynsKmaJ8X4JAAAAYJgxvA0AAADAUCP0AAAAABhqhB4AAAAAQ43QAwAAAGCoEXoAAAAADDVCDwDgOWFmc2b2ufC/J83ssdj3pW36mVeb2R2b3OaXzewfLdxeHADgH/bpAQA8J5xzJyQdkSQze7ekZefcz231/maWd841zvPHXi3pBQr2N+v5mAo2dH1c0s1qbwIIAPAInR4AwLYzs/9pZn9vZveb2Q+GlxXM7JSZ/Xsz+4yk683slWb2kJn9lZn9kpn9UXjbcTO7x8w+Y2afNbNvN7MxSe+U9Lqwm/TqHj/6dkmflfQeSXfF6tlpZn9uZveZ2a+EXanp8Lo3hD/nc+F1fFYCQMbxRg4AGIQ3OOeukXSdpH9hZjPh5VOS7nPOXS/p85J+RdJLJX2LpIXY/d8p6WPh7W5VsMO5k/RTkt7nnDvinPuDHj/3Lknvl/RBSd8R7mKv8H4fc85dLemjkvZIkpm9QNJ3SrrJOXdEwYiI1z4XTwAAIDmEHgDAILzFzD4v6W8kLUp6fnh5VdIfhl8flvSQc+7rzjmnIKxEXirp7Wb2OUl/IWlU0v6NfqCZjYT3+7Bz7pSk+yTdFl79IkkfkCTn3EckLYWX364gmN0b/qxvjdUKAMgo5vQAALaVmd2uoHNzo3Nuxcz+WkFokaSVMOBI0kYLDZikVznnjnU99rdscJ+XK+gk3R+uYVCRdFLSxzf4WSbpvc65f7vB4wIAMoZODwBgu01JOhkGnisUdFJ6uV/SQTPbF6609r2x6z4u6e7oGzO7KvxySdJEn8e7S9L3O+cOOOcOSLpY0p1mNqpgQYPXhI/1sthj/Jmk15jZjvC6OTPbsKMEAEg/Qg8AYLv9iaRyOLztnZL+rteNnHPnJP2YguDxVwpWXDsdXv2T4WN80czul/Tu8PJPSLoyXNygtZCBmY0rGMr2v2KPvxT+7JdLepekl5vZfQrmCH1D0lnn3BfDn/VnZvYFSX8qadezfgYAAImy9qgCAACSZWbjzrnlsNPz3yR90Tn3S9vwc0Yl1Z1zdTN7kaRfcM5d+1z/HABAOjCnBwCQJj9iZq+TNCLpXkm/vk0/54Ck94f7+KxJ+qFt+jkAgBSg0wMAAABgqDGnBwAAAMBQI/QAAAAAGGqEHgAAAABDjdADAAAAYKgRegAAAAAMNUIPAAAAgKH2/wFOrBa5plcQawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def vio(data,  platform, grid=False, split=False):\n",
    "    '''\n",
    "    Creates a violinplot with seaborn\n",
    "    grid: can be selected from the appweb with a checkbox\n",
    "    platform: will be the first platform selected\n",
    "    split: If two platforms are selected, it allows to have both violin distributions in the same plot\n",
    "    returns a violin plot of the distribution of rates per target age. \n",
    "    '''\n",
    "    target_order = ['all', '7+', '13+', '16+', '18+', 'Not Defined']\n",
    "    fig = plt.figure(figsize=(14,8))\n",
    "    ax = sns.violinplot(data=data, x=\"Target Age\", y=\"Rate\", hue=platform,\n",
    "                        order=target_order, split=split,\n",
    "                       inner='box', saturation=10,)\n",
    "    plt.grid(grid)\n",
    "    plt.title('Distribution of Ratings for each Target Age')\n",
    "#     plt.legend()\n",
    "    return plt.show()\n",
    "d = data[(data['Netflix']==1) | (data['Prime Video']==1)]\n",
    "vio(d, 'Netflix',split=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(data[data.Netflix==0]['Target Age']=='13+').sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relation Released Years Vs. Ratings\n",
    "##### Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1934      1\n",
       "1947      2\n",
       "1948      1\n",
       "1949      1\n",
       "1950      1\n",
       "       ... \n",
       "2016    397\n",
       "2017    388\n",
       "2018    438\n",
       "2019    375\n",
       "2020    171\n",
       "Name: Year, Length: 74, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rated = data[data.Rate.notnull()]\n",
    "rated.Year.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1900., 1910., 1920., 1930., 1940., 1950., 1960., 1970., 1980.,\n",
       "        1990., 2000., 2010., 2020.]), 10.0)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(data.Year.min()-1,data.Year.max(), 13, retstep=True)\n",
    "# help(np.linspace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1934"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years = rated.Year.unique()\n",
    "years.sort()\n",
    "len(years)/6\n",
    "years.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\seaborn\\categorical.py:3692: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 972x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = rated.Year.unique()\n",
    "years.sort()\n",
    "num_years = len(years)\n",
    "year_space=6\n",
    "data = data\n",
    "\n",
    "title_size=20\n",
    "label_size=12\n",
    "\n",
    "ax=sns.catplot(data=rated, x=\"Year\", y=\"Rate\",size=5, alpha=0.5,\n",
    "            height=6,aspect=2.7) \n",
    "plt.xticks(range(0,num_years,year_space), years[::year_space])\n",
    "plt.title('Evolutions of the quality and volume TV Shows from 1934 to 2020', size=title_size)\n",
    "plt.xlabel('Release Year', size=label_size)\n",
    "plt.xlim(-2,76)\n",
    "plt.ylabel('Rate', size=label_size)\n",
    "plt.grid(True)\n",
    "plt.xticks(fontsize=20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram\n",
    "\n",
    "1. Select an appropiate number of bins or binwidth\n",
    "2. Select the type of comparison in case we have two platforms\n",
    "3. Aproximate with a density function\n",
    "    + Using **distplot( )** function from seaborn, the y-axis is in terms of density, and the histogram is normalized by default so that it has the same y-scale as the density plot.\n",
    "    + Regardint the density function I will use the default kernel, Gaussian, and the default bandwidth estimation which I think in this case works well. The bandwidth controls the smoothness of the density function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
      "  keep = (tmp_a >= first_edge)\n",
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
      "  keep &= (tmp_a <= last_edge)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "platforms = {'Netflix':'r', 'Prime Video':'orange', 'Hulu':'green', 'Disney+':'purple'}\n",
    "for plat in platforms:\n",
    "    platform = data[data[plat]==1]\n",
    "    color = platforms[plat]\n",
    "    plt.figure(figsize=(15,10))\n",
    "\n",
    "    for i, binwidth in enumerate([1, 0.5, 0.25, 0.1]):\n",
    "\n",
    "        # Set up the plot\n",
    "        ax = plt.subplot(2, 2, i + 1)\n",
    "\n",
    "        # Draw the plot\n",
    "        ax.hist(platform['Rate'], bins = int(10/binwidth),\n",
    "                 color = color, edgecolor = 'black')\n",
    "\n",
    "        # Title and labels\n",
    "        ax.set_title('Histogram with Binwidth = {}. Platform: {}'.format(binwidth,plat), size = 18)\n",
    "        ax.set_xlabel('Rate', size = 15)\n",
    "        ax.set_ylabel('Series', size= 15)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Regarding Hulu and Netflix the binwidth of 0.25 seems acceptable, yet specialy with *Disney+* this histogram goes in to too much detail creating some empty bins. In order to estimate a density function for the histograms a binwidth of 0.5 is best suited."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Xq96QHR4BG7KSStSpkfsSYEtm/gIgIm4CzgI6Hu6t8AeDpFJ0KtxnA1trng8Ab609ICJWACuqp7+LiM0dqqVWH/DsGJynGdbWuDrr+lALp2i6bx98qIWvWSs1j6pX/3tC79bWq3Udvb8XOhXuMUJbvupJ5kpgZYfOP6KIWJuZi8fynPWytsb1al1gbc3q1dp6ta4D6dQ69wFgbs3zOcC2Dp1LkrSPToX7T4D5ETEvIv4MOAe4vUPnkiTtoyPTMpm5JyI+DtzN0FLIGzLzsU6cq0FjOg3UIGtrXK/WBdbWrF6trVfr2q/IzNGPkiSNK+4tI0kFMtwlqUATItwjYm5EfD8iNkXEYxFxSbdrGhYRUyLixxHxs6q2y7tdU62ImBQRP42I/+52LbUi4smIeDQi1kfE2m7XUysipkXEdyLi8ep77sQeqGlB9bUavj0fEZd2u65hEfGJ6vt/Q0SsiYgp3a5pWERcUtX1WC99zUYzIebcI2IWMCszH46Iw4B1wHvHYjuE0UREAIdm5u8iYjLwAHBJZj7Y5dIAiIh/BBYDUzPzzG7XMywingQWZ2bPXVgSEauB/83MVdVqsUMys7Fd2jqo2h7kaeCtmfmrHqhnNkPf9wsz86WIuBm4IzO/0d3KICL+EriJoavu/wDcBVyYmT/vamF1mBAj98zcnpkPV49fADYxdBVt1+WQ31VPJ1e3nviJGxFzgL8FVnW7lvEiIqYCJwHXA2TmH3op2CunAk/0QrDXOBh4fUQcDBxC71wXcwzwYGa+mJl7gP8B3tflmuoyIcK9VkT0A8cBD3W3kldUUx/rgZ3APZnZK7VdBfwT8MduFzKCBL4XEeuqrSx6xZ8Dg8C/V9NZqyLi0G4XtY9zgDXdLmJYZj4NfBF4CtgO/DYzv9fdqv5kA3BSREyPiEOAZbz6As2eNaHCPSLeANwCXJqZz3e7nmGZuTczFzF0Je+S6lfBroqIM4Gdmbmu27Xsx9LMPB44A7goIk7qdkGVg4HjgWsz8zjg/4DLulvSK6ppovcA/9XtWoZFxOEMbSw4DzgSODQizutuVUMycxPwL8A9DE3J/AzY09Wi6jRhwr2az74FuDEzb+12PSOpfn3/AXB6l0sBWAq8p5rbvgk4JSL+o7slvSIzt1X3O4HbGJoT7QUDwEDNb1/fYSjse8UZwMOZuaPbhdQ4DfhlZg5m5m7gVuBvulzTn2Tm9Zl5fGaeBPwa6Pn5dpgg4V59aHk9sCkzv9ztempFxIyImFY9fj1D3+iPd7cqyMxPZ+aczOxn6Nf4+zOzJ0ZTEXFo9cE41ZTHuxj69bnrMvMZYGtELKiaTqW3trr+ID00JVN5CjghIg6p/l89laHPxXpCRBxR3R8FnE3vff1GNP7/zF59lgLnA49Wc9sAn8nMO7pY07BZwOpqBcNBwM2Z2VPLDnvQTOC2oRzgYODbmXlXd0t6lX8AbqymQH4BfKTL9QBQzRm/E7ig27XUysyHIuI7wMMMTXn8lN663P+WiJgO7AYuyszfdLugekyIpZCSNNFMiGkZSZpoDHdJKpDhLkkFMtwlqUCGuyQVyHCXpAIZ7pJUoP8HoEs3RolFlaUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Histogram\n",
    "net = data[data['Prime Video']==1]\n",
    "prime = data[data['Hulu']==1]\n",
    "plt.hist(x=net.Rate, bins=20, rwidth=0.9, align='mid', alpha=0.3, label='p1')\n",
    "plt.hist(x=prime.Rate, bins=20, rwidth=0.9, align='mid', alpha=0.3, label='p2')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "# help(plt.hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:447: RuntimeWarning: invalid value encountered in greater\n",
      "  X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n",
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\statsmodels\\nonparametric\\kde.py:447: RuntimeWarning: invalid value encountered in less\n",
      "  X = X[np.logical_and(X > clip[0], X < clip[1])] # won't work for two columns.\n"
     ]
    },
    {
     "data": {
      "image/png": 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5kNrbf8GcfZZs3zAOtb4Nq8UXj7xMPPKy8MjLwCMvC6+MRN7fuZt/hIfz0toXCdAGro0e7KarEkJUV5LYiosyfPhwbr75ZmJiYmjXrh3NmjUDIDg4mO7du9OqVSsGDhxYbCXkjz76iNGjR/P2228XLB51sdLT0xk0aBA5OTlorXn//fcv6ZqEEEII8T+fbf2Mk1knea7Tc3gYyveRUdmt1F/7GaG7F2OwW0kJa87BdkNIC40GVfIdcL5nDjJx3wqezknimbUv8PnOeXTsPQGCoiroaoQQ1Z3SWld1DBUiJiZGx8XFlVlv165dNG/evBIiEuLyJP8HhBBClCU+OZ6hC4bSvW53RrUaVa42ym6j8W+vEJTwB6cadCGxcW9y/MIu6LzWlMO8fmgeSTqPqSeTaN7tKejxJBhlLEYIAUqpjVrrGFdlsniUEEIIIYQo4NAOXl73Mt4mb+6IvqNcbZTdRqNlrxGU8AeHWt/KoXZ3XnBSC2AKjOSfzUfiZfbjofA6HF7zJkwZAMkHLrgvIUTNIl9/CSGEEEKIArP2zmJb0jbub3U/vmbfshs47DRa/jq1Dq7hcKtBnGrU88JOqDXqZArGnUcw7jpCvZ1H+Dgvj0MBNn4PiqCX8QD+667BfO0DmAc+gketWhd3YUKIak0SWyGEEEIIAUBSdhLvb3yfZkHN6Fa3W9kNHHYaLX+DWgd+53CrQSQ27l2+EzkcePyxC+PWBIw7j2A4mwGA9vXE3iAULCZqn03B91gy6akWMjWwdjq8Oh2/Pr0IGnkf3p07y763QogCktgKIYQQQggA3o17lyxrFve2uLfspNFhp9GKSQTvX8WRljeXO6lVJ8/i+elijHuP5yeykaHYukbjaFAbHewHzvMagW2Ow3xt3cC9WdGMPm4jb9cWUteuJn3l75gbNSJo+DACBg3G6OtT+kmFENWeJLZCCCGEEIL45HgWHFjATY1uItw3vMz6UavfI3jfSo60uImTTa4p+wRa47FsK5bvV4FBkTeoM/bWkQWJrCvdDZEc9kjlG7+91Gl3Lbe2iSF437dk7M0h+WgKia+8yql33yNw8GCCxz6Aqc6F77UrhKge3Lp4lFJqgFIqXim1Tyk1vpR6dyiltFIqptCx55zt4pVS17szTiGEEEKImu7bHd9iMVq4Pqrsj12BB/8gNP5Xjjftx8mmfcusr5Iz8HxzFp5TluGICCbnweuxt2lQalJ7zlBDK1qr2ryTvZLNJk1u83H4tomgUc/t1Lu3Gd7t2nH2xx/ZP/AGkr76Cp2XV67rFUJUL25LbJVSRuA/wECgBXC3UqqFi3p+wGPA+kLHWgB3AS2BAcCnzv6EEEIIIUQFO5l5kkUHF9Ezoic+ptKn9RpzM2iw5iOy/OtyvFnZSbDHut14P/MNxp1HyBvQnrzhvcDfu9yxGZTiYUMnQvBmfOZCThps5DYeQ17tPvhZVxDRdg91X34ezxbNOf3uexwYNIjMtWvL3b8Qonpw54htJ2Cf1vqA1joPmAkMclHvFeAtIKfQsUHATK11rtb6ILDP2Z8QQgghhKhgM3bPQGtN/wb9y6xbb/3XmLKTSWg3BG0ofdzB/N9YPD9agCPAm9wx/bF3bFquUdrz+Sgz44xdydU2nslYQA52rBE3k9NgGIaUnfjtmUDYqBsJffJJHFnZHB59P0cffwLryZMXfC4hxJXJnYltBHCk0OOjzmMFlFLtgfpa6wUX2tbZfqxSKk4pFXf69OmKiVoIIYQQogbJtGbyU/xPdAjrQKh3aKl1fU9sp/bO+SQ27ElmUINS65oWxWGe+ye29g3Ju68vOsT/kuKsq/x42NCRvY7TvJq1DK019lpXkxP9KNhz8Vz3OL51Mgl/9VUCbruNjBUr2D/wBpK//Rat9SWdWwhx+XNnYuvq67iCdxWllAF4H3jqQtsWHND6S611jNY6JjS09DdiIYQQQghR3Oy9s8mwZpR5b62y5xG1+l1yvWtxrPnAUut6/L4Dy3ersDevh/WGq8FQMR852xrqcIehJcuse/gxbwsADu/65Fz1OA7PMCybJmI6Np+AW24h/PXXsURHk/jGJI489DC2s2crJAYhxOXJnYntUaB+ocf1gOOFHvsBrYBVSqkEoAswz7mAVFlthRBCCCHEJbI5bHy38zuaBjalcWDjUuuGb/oBr5QjHGpzOw4PS4n1jBv3Y/liCfaGYeQN7lxhSe05N6poOqhwPsqOZast/+OhNvmT0/Rh7AGtsOz+HPOOj/AIrkXoE08QdM89ZP7xBwcHDSYrLq5CYxFCXD7cmdhuAJoqpRoqpczkLwY171yh1jpVax2itY7SWkcBfwK3aK3jnPXuUkpZlFINgabAX26MVVyAPn36yIboQgghRDWw7NAyTmSeYEDDAaXW80w+RPjmHzhTrwOpYc1LrGfYfRTPD+fhqBNE3pBu4FHxa38qpRhjuJpgvPhX5iKSHVnOk5vJbTiCvNrXYDqyAMvGF1C2LPz696fOhAmgFIdGjCTps8/QdnuFxyWEqFpuS2y11jbgUeBXYBfwo9Z6h1LqZaXULWW03QH8COwElgD/0FrLO1AFUkoV+WOxWAgNDaVDhw6MGTOGxYsXY5c3fSGEEKLa0lozdcdUwrzDaBvatpSKDqJWv4vdw8LhVoNLrGY4dAqvt2aj/b3Ju6sHWExuiDqfjzLzT2NnUnUO/85cjE078guUAWvETeTWH4LxzCa8/nwclZ2IuUED6rz0Et6dO3P6w484fP8YbLI+ixDViqouN9PHxMTouHJML9m1axfNm5f8TWNNcW7E9cUXXwTAbreTkpLCjh07+OOPP8jLyyMmJobp06cTHR1dpO3hw4fJysqiWbNmlR63uHTyf0AIIQRA3Mk47vv1Pu5tcS/X1L+mxHqh238hKvZjDrS/mzORHV3WUYkpeL04AzTkjboGHVD6lkEVZY3jEJMdGxlpieFhr+5Fygxpe/BMmIY2WsiNeQNHQBO01mSuWcPZ777D4OdH5OSv8JTfiUJcMZRSG7XWMa7K3DkVWVwBJk6cyMSJE3nllVf4+OOPWbFiBYcPH2bIkCHExcXRr18/Tp06VaRNZGRkjUhqExISUEoxceLEqg5FCCGEqHDf7PgGP7Mf3ep2K7GOwZpNRNy3pIU05Ux9l58lIScPr7dmo/Js5A3rVWlJLUBPQwN6qyi+zY1jjfVAkTKHfzTZTR8FDZ7rn8SQtBGlFL69ehHm/GL/0L0jyNq0qdLiFUK4jyS2opiwsDBmzpxJnz59OHLkCK+//nqRclf32Gqt+fbbb+nWrRuhoaF4enpSv359rr/+ev773/8WqRsVFUVUVBRZWVk8/fTTREZGYrFYaNKkCW+++WaJS/KvX7+eO+64gzp16mA2m6lfvz4PPvggx48XXVesS5cuGI1GEhISXPbzzjvvoJTi3XffvcBnRgghhKgeDqQeYPXR1VxT/xosxpIXgqq9Yz6mnDSONh9Y4v6zlmkrUSeSybu9Kzr00rb0uRj3GNoSRSAvZf7KMXtqkTLtVYec6MdwmIPwjPsXHsd+A8Bcrx5h//oXBj8/Dt83mow1ayo9biFExZLEVrhkMBh44YUXAPjhhx/K3P/tX//6F6NGjeLkyZPceeedPPnkk/Tr149jx47x008/FatvtVq57rrrmDVrFgMHDmTMmDFkZ2czfvx4Xn755WL1p06dSvfu3Vm8eDHXXHMNjz/+ODExMUyePJmYmBgOHz5cUPeRRx7B4XDw1VdfuYx18uTJWCwWRo4ceSFPiRBCCFFtfLfzO0wGE33r9y2xjsGaQ50tP5IaGk1mrSiXdTzW7ca08m9s3ZrjaBjmpmhLZ1ZGHjV2RqN5LnMhedpWpFybA8hp+ggOn0ZYtr2Faf9M0BqP4GDCnn8ejzp1OPLwI6QtWVIl8QshKoZHVQcgLl89evTAw8ODU6dOkZCQQMOGDUus+8UXXxAREcH27dvx9vYuUpaUlFSs/vHjx2nbti2//fYbXl5eQP79vtHR0bz//vs8//zzmEz5i07s2bOHBx98kKioKFavXk1ERERBPytWrKB///6MGzeOOXPmADB06FCefPJJpkyZwsSJEwv6AVi1ahXx8fEMGzaMkJCQi39yhBBCiCtUam4q8/bPo2vdrvhbSh5hDd21CFNOCsdj7nFZrk6nYvlqKfaIYGy9W7or3HIJVT6MMVzNh44/+TTnDx736l20gtGLnMZjsByeiXnP16ic0+S1eASjvz9hzz7L6Q8+4NiTT2FPTydoyJCquQghxCWRxLaQl+bvYOfxtKoOo1Qt6vrz4s2V88vDYrEQHBxMYmIip0+fLjWxBTCZTBiNxZf1LymB/OijjwqSWoDatWszaNAgpk2bRnx8PK1atQLgs88+w2q18uGHHxZJagH69u3LLbfcwvz580lPT8fPzw+LxcJ9993HO++8w7x587j99tsL6n/xxRcAPPjgg+V7EoQQQohqZsnBJeTZ8+hTr0+JdZQtjzpbZpIW0oSM4EbFK9gdeH68ABwa662dwVj1kwA7GOrSTzdiZu4WOnpE0t103ucWgwe5DYbhMAVgPjwPlXeW3LbPYfDxIfT//o+kTz7m5L8n4EhLI/j++6vmIoQQF63q34XEZe3cFOSy9q0dPnw4CQkJtGzZkueee44lS5aQmppaYv2AgACaNGlS7Hj9+vUBOHv2bMGxdevWAbB69eqCxa4K/zl16hR2u509e/YUtHn44YdRShUkspA/cjxnzhyaN29Or169ipx31KhRxbZAOpfIv/TSS8XKoqKiSn0+hBBCiMvV7H2zqe9Xnwb+DUqsE7p7MeasZI5H93dZbp69FuPeE1hvuBod5OuuUC/YUENrIgng5aylnHJkFK+gDFgjbiY34hY8Tq7BsvkVsOdhsFgIHfc43p07c+rtd0ie9l3lBy+EuCQyYltIZY2EXilycnJITk4GIDQ0tNS677//Po0bN2bKlClMmjSJSZMm4eHhwQ033MC7775bLIkNDAx02Y+HR/5LsvAeumfOnAHg7bffLjWGjIz//QJr1KgR119/Pb/++iv79++ncePGfPPNN+Tm5rocrR08eHCxZDUlJYUPP/yQ3r1706dPn3LFL4QQQlzO9pzdw84zO7m72d0lfmmt7HmEb/6B9OCGpIcU/xLauPMwpjl/Ymsbhb1VpLtDviBmZeQRYydetK9gYuYSPva9DaMqPo5jq90blAeWo7Nh80vktn8R5WEm+KGH0DYriW++ieWqq/Dp3KkKrkIIcTEksRUlio2NxWazERYWVuYIpdFoZNy4cYwbN45Tp04RGxvLzJkz+emnn9ixYwc7duzAYil51cXSBAQEAJCamoq/f/lXW3z44YdZsmQJX331FZMmTWLy5Ml4enoyYsSIYnUHDx7M4MFFN51PSEjgww8/pE+fPrLljxBCiGph7r65GJWRLuFdSqwTEr8Uc2YSB9vcXnwl5PRsLJ8sQtfywzqgvZujvTjhyo97DG352r6Jb3PjGO3pOjm1hXYHZcR85Gc8N/6bnKtfQhk9CX5gLCdffpljjz9Ow1k/Y6pbt5KvQAhxMWQqsnDJ4XDw2muvATBs2LALalu7dm1uu+02fvzxR/r27cv+/fvZvn37RcfSpUv+L981F7gU/0033URkZCRTp05l6dKlxMfHc+eddxIUFHTRsQghhBBXKqvdyvz982lXux1+Zj+XdZTdRvimGWQENSAtNLpoodZ4fvkrKi2LvFu7gNnkso/LQU/VgC6qHpNz/mSr7XiJ9WwhXciLvBPDmc14xr0AtmwMXl6EPvYYjpwcjv7znzhycioxciHExZLEVhRz6tQp7rrrLlatWkVkZCTPP/98qfVzc3NZvnx5sS2BrFZrwVTm81dKvhCPPvooJpOJJ554osh9tOfk5eW5THoNBgNjx47l1KlTjB49GoCHHnroouMQQgghrmSrj64mJTeFnhE9S6wTvPc3LBmnOH5V/2KjtR5rduIRtw9b39bo8Mv7S2KlFKMM7QnBmwmZS0h1lJyc2oI7kdvgbgzJ2/CMex5sWZjCwwl+8EFyduzk5IsTy9z2UAhR9WQqcg13boqtw+EgJSWFHTt2EBsbS15eHp06dWL69OllbouTnZ1Nv33h8k4AACAASURBVH79iIqKonPnzjRo0ICcnBx+++03du3axS233ELz5s0vOsZmzZoxZcoURo8eTcuWLRkwYADR0dFYrVYOHz7MmjVrCA0NZffu3cXajhkzhpdffpljx47RunVrunbtetFxCCGEEFeyOfvmEGQJomVwCWuKOOyEb5pBZmB9UmsX/b2tUjKxTFuBvX4Its7RrttfZryUiYeMHXnNvpo3s5fzmvcNJd5XbK91NbnKiCVhev605I6T8G7fnoDBg0mdOxfP1q2pdc/wyr0AIcQFkcS2hnvppZcAMJvN+Pn50aBBA0aMGMHtt9/Oddddh8FQ9qC+j48Pb775JitXrmTt2rXMnTsXPz8/GjduzGeffVYwWnop7rnnHtq2bcu7777LypUrWbp0KT4+PtStW5c77riDoUOHumwXFhbGDTfcwNy5c2WLHyGEEDXWqaxTxB6LZWDUQIyG4lvzAQTvW4Fn2gn2dhpdbLTWMnUZ5Fqx3hRT/L7by1hjVYtbDS342bqDZda99DeXnJTbg9qRq+14HpqB+e/3yGvzDP6DBpF3KIHEN97A86povDt2rMTohRAXQlWXqRUxMTE6Li6uzHq7du26pNFDcWVxOBw0adKExMRETpw4cUGLT1VX8n9ACCFqnq///poPNn3A6z1ep45PneIVtKblT2PBlsOOPv9XJHk1rt+D1wfzsPZtja37lff7w64dvGpfzRmVzQy/ewg2+JRa33TyN8wnlpDXZATWpvfiyMri5Msvo3NyaDh7Fqbw8EqKXAhxPqXURq11jKsyucdWVGs///wzBw8eZMSIEZLUCiGEqJG01szdN5emgU1dJ7WA78nteCcfJLFRz6IjshnZWKYuwxEehK3rVZUUccUyKgNjjFeTpfN4K2tlmffLWsP6Ya3VEfO+aXgcXYrB2zt/MansbI4/+6zcbyvEZUoSW1EtTZo0iWeeeYaxY8fi4+PD+PHjqzokIYQQokpsPb2VhLQEetTrUWKdsO1zsZm8SI7oUOS4ZdpKVHo2eTd1hHLcnnS5ilD+3GZowWrbfpZa40uvrBR59e/A7tsU8/b3MZzZgqluXQKHDiXrrw2k//pr5QQthLggV+47lBCleO655/jggw+Iiopizpw5NGjQoKpDEkIIIarEnH1zsBgtdAxzfX+oKSOJwAOxJEV2xuFhLjhu3HIA05qd2Lo1Q9cJrKxw3WaAakpjavFO1iqSHJmlVzZ4kNNwJNoSguemiaj0Q/j26YMpMpLEN9/CkZ1dOUELIcpNEltRLWmtycvLY8uWLfTv37+qwxFCCCGqRJY1iyUHl9CxTkc8PTxd1gndtRClHZxq2L1Qw1wsk3/DEeqPrWeLSorWvQxK8YDxanKwMSmr+DaFxXh4kdP4frQy4hn3PAZrCkHDh2M7cYIzU6ZUTtBCiHKTxFYIIYQQopr67dBvZNmy6BHhehqyslupvXMBqWHNyfUJLjhu+eF3VHJ6/hRkD9erKF+JwpUfdxhaEGs7yBJr8W0Cz6fNtchtNBqVdxbL1kkFKyOf+fIrrMePV0LEQojyksRWCCGEEKKamrNvDmHeYTQNbOqyPOjA75iyz5LY6H+Jr2HXEUzLtmLv1BRdL9hluyvZdaoJTQnm3azVnHJklFnf4V2fvIhBGM9sxuPQXALvugu05tQ771RCtEKI8pLEVgghhBCiGjqWcYyNiRvpVrcbqoS9Z8O2/0KOTyhpoc79Xa02PL9aiiPIB2uf1pUYbeUxKMUY49XkYeOdrJXlamML7oLNvwXm+MmYLBn43XADaYsWk1WOrSaFEJVDElshhBBCiGpo0YFFAHSt29VluffpPfgm7sy/t1blfyQ0/7Iew4mzWAdeDWaPSou1stVRvgwyNON32wHWWhPKbqAUuZF3gsGCZesk/Af0xxgczMlXX0Pb7W6PVwhRNklshRBCCCGqGa018/fPJzoomhCvEJd1am//BbvRQlJk/mrJ6tgZTHPXY2sViaOx6/1uq5MBqinh+PFe9irytK3sBiY/ciOHYEzfj+XwTAKHDiV3925Sfp7l/mCFEGWSxFYIIYQQoprZlbyLg2kH6RLexWW5MSeV4H0rOFP/auwmL3BoPL9aCmYPrNe1q+Roq4aHMnCPoQ1HHalMz91Urjb2gFZYgztjOvAjvk08sVx1Fac/eB97WpqboxVClEUSWyGEEEKIambBgQV4GDzoWMf13rWhu5ZgsFsLtvjxWPk3xvhjWPu1AR/X2wJVR60MYXRUEXyTs4ETjvIlp3kRg9CWYDy3vUXQ0Nuwp6SS9J//uDlSIURZJLEVQgghhKhGbA4biw4sok1IG3xMPsUrOOzU3vELaSFNyPYPR6VkYpmxGnuD2tjbNqz8gKvY3YbWgOaDrN/L18BoIbfB3aic0/hmzsO3d2+Sv5+O9cQJt8YphCidJLZCCCGEENXI+hPrOZNzpsRFowIPr8eScYpTDfO3+DFPWwG5Vqw3dIASVk+uzoKVNzcbmrHatp915VlICnD4RGENuxbTsd8I7FoXtObsjBnuDVQIUSpJbEWF6NOnT4lbCVQXq1atQinFxIkTy91m4sSJKKVYtWqV2+ISQgghCltwYAHeHt60CW3jsjx0x3zyPAM4W6clxs0HMK2Lx9ajOTrEv5IjvXwMUE2ogy/vlnchKcAafh0OzzB8Emfg1aE9Z//7I46sLDdHKoQoiVsTW6XUAKVUvFJqn1JqvIvyh5RSfyultiilYpVSLZzHo5RS2c7jW5RSn7szzppIKVXkj9FoJCQkhL59+zJ9+vSqDs9tvvzyS5RSDB06tMy6r732GkopHn/88UqITAghhLh0WdYslh1aRsc6HTEZTMXKzRmnCDi6kaTITpBnxzJlGY4Qf2zdm1VBtJcPkzJyj6EtRx2pzCjnQlIoI3l1b8KQdZygNt440tJInTffvYEKIUrktg3KlFJG4D9Af+AosEEpNU9rvbNQtRla68+d9W8B3gMGOMv2a61rxrJ8VejFF18EwGq1Eh8fz9y5c1m5ciUbN27kvffeK3c/06ZNI+sK+JZy2LBhPPXUU8ydO5ekpCRCQlxvgaC1ZsqUKQA88MADAHTq1Ildu3aV2EYIIYSoaiuOrCDHnlPiNOTg+KUo7SApshPmn9diSEojd+Q1YDRWcqSXn9aGMGJ0XabmbOB6czPCDWWPYNv9m2P3bYpfzmLMDZqTPG0agUPvrPaz2IS4HLlzxLYTsE9rfUBrnQfMBAYVrqC1Lrz8nA+g3RiPcGHixIlMnDiR1157jZ9//plff/0VpRQffPABCQkJ5e4nMjKSZs0u/297fX19ufvuu8nLy2PatGkl1lu+fDkHDhygW7dutGzZEgBvb2+aNWsmia0QQojL1oL9CwjxCqFJYJPihdpB6K7FpIY2xXrKhmnRRmwdGuGIDK38QC9Twwxt0Gg+zf6jfA2UIi/iZpQtncDWXuQdOEDmH2vdG6QQwiV3JrYRwJFCj486jxWhlPqHUmo/8BbwWKGihkqpzUqp1Uqpnm6MUxRy7bXX0qxZM7TWbNiwAYCEhASUUowaNYo9e/YwdOhQateujcFgKLh31NU9toXvSY2Li2PAgAEEBAQQFBTE7bffzpEj+S+PAwcOcNdddxEaGoqXlxfXXHMNW7dudRlfVlYWb7zxBu3atcPHxwdfX1+6du3KDz/8UO5rHDt2LACTJ08usc65snN1z7+e823cuJEBAwbg5+eHv78//fr1Y926daXGsXv3bkaNGkX9+vWxWCyEhYUxbNgw4uPjXdY/ceIE//jHP4iKisJsNhMaGsptt93Gxo0by7pkIYQQNUBSdhLrTqyjc3hnDKr4Rzz/Y5uxZCRyOqIjlq+Wgo8F67Wu78OtqYKVN9erJvxm3cMe2+lytXF4R2CrFUOgdyxGfz+Sv/3WzVEKIVxxZ2Lrag5GsRFZrfV/tNaNgWeBF5yHTwCRWuv2wJPADKVUsfkgSqmxSqk4pVTc6dPle/MRZdM6/5/p/ER1//79dO7cmYSEBIYPH87YsWPx9y97ms6GDRvo2TP/u4kHHniATp06MXv2bK699lp2795Np06dOHr0KCNGjODGG29k9erV9O/fn4yMjCL9pKSk0KNHD55//nmMRiOjR49m5MiRnD59mmHDhvHCCy+4On0xMTExtG/fnl27dvHHH8W/kT1z5gxz584lICCAIUOGlNnf2rVr6dmzJ8uWLWPgwIE8+uijmM1m+vTpw/r16122WbJkCR06dGD69Ol07NiRcePGce211zJ79mw6derEpk1F7+85ePAgMTExfPrppzRu3JinnnqK66+/noULF9KtWzcWLFhQrmsXQghRfS05uASHdtAlvIvL8pBdi7GZvMn4247xYCLW69qDp7mSo7z8DTQ0xQczn+eUf+TVGj4Qg4cioKWZzDVryD1wwI0RCiFccds9tuSP0NYv9LgecLyU+jOBzwC01rlArvPnjc4R3WggrnADrfWXwJcAMTExMo25Aixbtoz4+HiUUnTsWHRT99jYWJ577jlef/31C+pz0aJFfP/99wwfPrzg2P3338+UKVPo1q0bTz31FP/6178Kyl555RUmTJjA119/zbhx4wqOP/7442zevJk333yTZ555puB4Tk4OgwcP5vXXX+eOO+6gXbuyb81+4IEHeOSRR/jqq6/o3r17kbJp06aRm5vLmDFj8Pb2LrUfrTWjR48mOzubuXPnMmjQ/2bbf/jhhy4Xnjp79ix333033t7e/P7777Ro0aKgbMeOHXTu3JkxY8YUSW4feughjh8/zquvvlrkuXrkkUfo1asXI0eO5NChQ/j6+pZ57UIIIaqn+Qfm08C/ARG+xSbIYcxJJehgLCeDYjBP/hN703DsLepVQZSXPx9l5kZDND/atrPZdoz2HsWfz/NpcwDW2n0IzlpOskcEZ7//njoTJlRCtEKIc9yZ2G4AmiqlGgLHgLuAYYUrKKWaaq33Oh/eCOx1Hg8FkrXWdqVUI6Ap4P6vvhaPh5N/u/00l6ROaxg4qcK6OzettvDiUVprnnjiCRo0aFCkblhYWMFiUxeiR48eRZJagJEjRzJlyhQCAgIYP77ogtkjRoxgwoQJbNmypeDYmTNn+P7774mJiSmS1AJ4enry5ptv8uuvvzJjxoxyJbbDhw/n6aef5qeffuLDDz8kICCgoMzVNOSSrF27lvj4eHr16lUkqQV49NFH+fjjj9m/f3+R49OmTSMlJYVPPvmkSFIL0LJlSx544AE++OADdu7cSYsWLTh69ChLly4lMjKy2LV369aNu+++m++//57Zs2czYsSIMmMWQghR/RxIPcDOMzu566q7XJaH7FmOsttIWW0DrbEOqJl71pZXP9WI39jHp9l/8KXvkHItBmWt3QevpD/xb2wkZfYcQseNw1jo84UQwr3clthqrW1KqUeBXwEjMEVrvUMp9TIQp7WeBzyqlOoHWIGzwEhn817Ay0opG2AHHtJaJ7sr1prspZdeAvKnHQcGBtKzZ0/uv/9+7rnnnmJ127Zti8ViueBzxMTEFDtWt25dANq1a4fxvJUYIyLyvxk9evRowbENGzZgt9tLvMfVarUCsGvXrnLF5O/vz5133snUqVOZMWMGDz/8MJCfqO7cuZPOnTvTpk3Z9x2dG1Xt3bt3sTKj0UiPHj2KJbbn7r3dunWry2vZs2dPwbW0aNGCzZs3A9CzZ09MpuJbN/Tt25fvv/+ezZs3S2IrhBA11MIDCzFgoFN4p+KFWhOyaxGnk+uhth8nr39bdKBP5Qd5BbEoDwYZmvGNfQuxtoP0NDUqu5HRE2v4AIKj5pAWX5uUn2cRfP9o9wcrhADcO2KL1noRsOi8YxMK/TyuWKP847OAWe6MzaUKHAm9Upy7n7Y86tSpc1HnCHDxbaWHh0eZZeeSVcgfsYX8BPfcolaunH9fbmnGjh3L1KlTmTx5ckFi+9VXXwH/2+KnLKmpqUD+aLYrrp6zc9dy7lwlOXct584RHh7ust654ykpKeWIWAghRHXj0A4W7F9A8+DmBFoCi5X7nIrHkniIQ+sisYcHYO/UtAqivPL0VFEsZh+fZa+lm0cURhcLcp3PFtwRr/A1eNXRJH/3HbVGjkB5uPXjthDCyZ2LR4lqpir3ZDuXAD/xxBNorUv8s3LlynL32aVLF9q0acOmTZvYtGkTaWlp/PTTT/j7+3PXXa6ncpUUV2JiosvykydPlthm69atpV7LyJEji9R31Rfkr5ZcuJ4QQoiaZWPiRo5nHqdb3W4uy0N2LyJxWyA604b1xhgwyMe/8vBQBm43tOCA4wxLrXvK10gZyat7E8FNzmI7eZL05SvcG6QQooC8s4krQqdOnTAYDKxZs6ZC+z03Mjt58mRmzJhBZmYmw4YNw8enfFO0OnToAMDq1auLldntdmJjY4sd79Ilf7XK8l5L+/btgfzFu2w2W7Hyc8n8uViEEELULPP3z8fT6EmH2sV/Dxis2Xj/8Tup+7ywdW6KDg+qggivXB1VBJEE8mX2WqzaXq42dv9meDWuhckP2fpHiEokia24ItSuXZvhw4cTFxfHK6+84jLB279/PwcPHrygfu+55x68vLyYPn06n332GVD+aciQv3jTVVddxe+//84vv/xSpOyTTz4pdn8twH333UdgYCAvvfQSf/31V7Fyh8NRsD8wQL169ejfvz8JCQl88MEHRequX7+eGTNmEBQUxK233lruuIUQQlQP2bZsfk34lZg6MVg8iq+DEbR7BYl/eoG/BVvvVlUQ4ZXNoBRDDC04odOZm7e9fI2UwlbnGoKapJK9aRPZ23e4N0ghBODme2yFqEiffPIJe/fuZcKECXz33Xf06NGDsLAwjh8/zq5du9iwYQM//PADDRs2LHefgYGBDBkyhGnTprFt2zauvvrqCxr5VErx9ddf079/f26//XZuu+02mjRpwtatW1m2bBkDBgxgyZIlRdoEBwfz888/c+utt9KlSxeuvfZaWrZsicFg4PDhw6xbt44zZ86Qk5NT0Obzzz+ne/fuPP300yxdupSYmBiOHDnCTz/9hMFgYOrUqfj5+ZU7biGEENXDisMryLJllTgN2TL9F9LSTOTe1RHM8rHvYrRWYTQjhCk567nR3BxvVfbev/agtvhHL+T0NkidMwevVi0rIVIhajYZsRVXDH9/f1avXs3HH39MSEgIs2bN4r333mPlypX4+fnx/vvv079//wvut/C2PuXZ4ud83bt3Z82aNfTr14/Fixfz8ccfk5uby6pVq+jcubPLNtdeey3btm3jkUceISEhgc8//5zJkyezfft2+vbty8yZM4vUb9SoEXFxcTz00EPEx8fzzjvvsHjxYgYMGMAff/xRbKshIYQQNcO8ffMI8QohOii6WJnn9jjS/8rGo6kPjqZ1qyC66kEpxRBjS87qbH7O3VrORkYcET3xDc8mbeF8tIuZZkKIiqUuZFXcy1lMTIyOi4srs96uXbto3rx5JUQkxOVJ/g8IIUT1kJiZyHWzruOGhjdwW9PbihZqTeDof+I4mkLuQ/2xBQZXTZDVyNv2WI6Rzhz/0Xiqcox+27OxLXqT47F+1P96Mr7du7s/SCGqOaXURq118b1EkRFbIYQQQogr0sKDC3FoB93rFk+YTItWYTuYhl8niyS1FeQmdRVndTYL8sp5z6zRC8827TB4OEib85N7gxNCSGIrhBBCCHGl0Vrzy75faBzYmDCfonupq7NpWP4zHa/QXDI7ta2iCKufZiqExtRies5GbNpRrjb28N741sslfdlyHHl5bo5QiJpNElshhBBCiCvMzuSdHEg94HK01vyfGZCTR0gXK+k+UZUfXDWllOImQzQndDq/lXNfW20OwrdlOI4cG5nLf3VzhELUbJLYCiGEEEJcYebvn4/JYKJjnY5Fjhv/2oZp2VqCm6eTXr8ZKPmoV5HaqXAi8GdazgYc5VynxtS+P0aLnbQZX7o5OiFqNln3XQghhBCikjkcmmMp2ew/nUFqthUfswfeFiM+Zg98LEaCfSwE+bjeVsZqt7LwwELahrbFx+Tzv4KcXCzvfYOhloWQFsfZ6S9bzFQ0g1LcaIjmS0ccsbaD9DI1KrON9ovEt5GFtE17caSlYvAPqIRIhah5JLEVQgghhHCzU+k5zNtynM1HUth/KoODSZnk2kq/T7NBsDcxDWoRExVETIMgGof6YjAoYo/FkpKbUmzvWvO3czGcTCLsulwyfOuTZ5IEyh06q3rMZifTcjbQ06MhSqky23hffTWpu9aT/v3bBDzyaiVEKUTNI4mtEEIIIYQb5Fjt/LYzkVkbj7JmbxJ2rQnztxAR6EW/5mHUDfSibqAnfp4mcq12cmyO/L+tDk5n5LI3MZ3fdp5k1qajANTyMTO4XQRHTLPxN/vTKqRVwbkMew9h+u9iVPsGBNZax8GATlV12dWehzIw0NCU7+xb2WQ7xtWmemW3adEVD+8/SZ0/j4CHX4FyJMNCiAsjia0QQgghRAVKzszjo+V7+XnjUTJybQT7mLmpbTg9m4QSEeR1QX1prTmZmsOeU+lsPpzCtPU78Wy8Bp+8bqzcYaV7tAFvD7C8MwV8vAhpn40tx5MUn8ZuujoB0EtF8Qu7mZa7oVyJrTIa8WkZQerGY9i3L8PYur/7gxSihpHEVgghhBCiAtjsDr7/8xDv/baHjFwb3RqH0Ds6lBbh/hgMFzdCp5QiPNCL8EAvekfXZsnh7cw+bMee1oEvl6fz7ep0/i97PT3iD2K7+3pqZU8jKaA12iAf8dzJrIxcZ2jCz7Yd7LYl0swjrMw2Xp16kLrhR9J++A9BktgKUeHkXU8IIYQQ4hL9sS+JifN2sPdUBq0jAhjRtQH1grwr/Dwbk38lxLMu9/aJ5HgK7N6URIe589gUdhW+3lm0zrRzRhaNqhTXqkYsZA/TcuN43ePGMuub6tfDFOhB2todBOVlgtmnzDZCiPKTNeCFEEIIIS5SaraVR6ZvZPjk9aRmW3myfzTPDWzmlqT2UMYeDmXE0zqoMwaDgXpBike2zsGCnaVdB3JV+lr+djRiWmpbchzyEc/dvJWJvqohK637OGQ/W2Z9pRTebZqQddKINXZ6JUQoRM0i73pCCCGEEBch/mQ6t3wSy687EhlydT3evqMtHaNqlWuV3Ivx+8n5eCgTLQLz964NittK0KbtJPXuwsjGCTQzHGG1oRM/JNbjn3ta82dqEOXcalVcpOsNTTBi4MfcLeWq792xC6BInzXNvYEJUQNJYiuEEEIIcYEWbjvB4E//IDXbyr9vbMFtHeph9nDfx6ocWxZ/nVrGVQHt8TR6YczKJuqbn8gOC+VMp3Y0TIvDpjxoGuLNE7W3YMHGW4eb8kpCNMdzPd0WV00XoDzprOqxKG8nGTq3zPqm2sGYa3uRuvkEJB+shAiFqDkksRVut2rVKpRSTJw4sapDEUIIIS6J3aF5Y/Eu/jFjE/WDvHhtcGuuquPn9vOuP72MXEc2bWp1BaD+f+djSk3nxA19MWKlXsYWTlgaYzOYaeKZxvg6G7kjcB+7M315fG8rpp+sR65MT3aL/obGZGNjYd7OctX3bt+KnGQzecu+cnNkQtQs8g5XQymlypwqFRUVhVKKhISEyglKCCGEuIxl5NoYOeUvvlh9gH7Na/PvG1tQy8fs9vNqrfn95DxCPSMI92qA796D1F4eS3LHtuTUDaNexjZMOo8jns0K2hgVXON/nAl1N9DB6zSzTtfl8b2t2J7h/iS8pmmogmhMLX7K3YqjHHO/vdu3AyBt/lxwONwdnhA1hiS2QgghhBBlSM+xMvLrv1i7P4mxPRtxf49GeBgr52NUQsZujmTuo01QVwx2Ow0n/4DVz5dTvbsA0DDtL9KNQZw11SnWNsBoZWRIPONqb8Xh0Ew42JzPj0WRZZePgBWpv6ExRx2p/GlLKLOuR5A/logA0vbmQcIa9wcnRA0h72pCCCGEEKVIz7EycspfbDmawmPXNuWaZrUr9fy/n5yPyWCheeDVhC9cjvfRE5y8vjfabMY/9yTBuUc44tUMSpmJFe2ZyvN1NtLX7yi/JYcybk9rNqYFVOJVVG8dVQSBePJj7tZy1fdq3ZLcFBPW1VPcHJkQNYcktuKCJCQkoJRi1KhRLsv79OlT7tUgo6KiiIqKclk2ceJElFKsWrXq4gIVQgghKkBajpURX//F1qOpjOvblM4Ngyv1/Fm2DDacXk6zgPb4n8kgYs4S0po1JiO6EQAN0//CjpGjntFl9mU2OLg96ABPhf0/e/cdX3V1P378de6+2ZvsAUnYOwKCA1DUWovWYvWrtrX729ra3WqHo62tP0drq61frXW01lq1DhBEmWHIliEkEBIIGYzsndx5fn/cMGJuQpDk3pC8n4/HfZB8zjmf+74KyX3fc8777MKi3Dx4ZDSPl4+kyW0a6Jcx5JmUgbmGLDa7j1DWh6N/bGNzAGhZuwY6mgY6PCGGBUlshRBCCCH8OJnU7qls5HtX5HBRVkzAY9hStQKn18Gk6FlkvPAaWimOL7gcAIPXRXrzhxy3ZuEy2Pt8zyxrMz9L/JBPRRxhY0MMdxVNZGNDjBwNdJ7mqSyMGHitD7O25hGxmKJCaSk3wr43AxCdEEOffEQ3zPVWqbihoSFwgQghhBCDSHOHiy88u4V9R5v4/hU55GUGPqk9WTRqhC2Vsfvqid5dwPErL8UdEQZAautHWLwdlNvHnvO9zUpzXdQRpobU8FJdLo+VZ7O+sY5vJB8hxuzq75cyLEQpGzNUCkudBfyvfTahqufCYkopbGNzaN3ainfrPzFM/1IAIxViaJLE9gz/b+v/Y3/d/mCH0asxMWP42Yyf9dv9HnjggX67lxBCCDEUuD1evvPyTj6qbOQHC3LJywh8UgtwqLmAyrbDXBvzWTL+9F86RsRRd9HkU+2ZTVtpNUZSa07+xM+RYmnlxyN2sro5ggnMKAAAIABJREFUlaWNGdxVNJEvJ5UxP7qmty27ogcLDKPY5ClnmbOQm6yTe+1rHzuKlk27aNu5h7CagxCXE6AohRiaBnQpslLqGqXUAaVUsVLqbj/t/6uU+kgptUsptUEpNe6Mtns6xx1QSl09kHEOZ1rrHh8ZGRnBDk8IIYQIuN+8U0B+UTVfuSQraEktwLrji7EYbFy56gTWugaOXTMPDL63buHOKuI7Simz9V40qi+MChZEVHBP4ockm1v5S+VIfl06mirnwB9lNNSMUjGMJJrXHLvOevSPbVQqymKi+agddr0coAiFGLoGbMZWKWUE/gIsACqAbUqpxVrrM0+vfllr/X+d/RcCfwCu6UxwbwHGA8nASqVUrtbaM1DxAv06EyqEEEKIC88LGw/z4qYjXDcpiSvGjAhaHK3uZrZXr2Fu+xhS3t9A/dQJtKcmnWrPbNqKFwMV9tH99pwjzO18L2E3G1qSeKshi+8VTeT2xAo+FXsCg8ze9tmVhlE8493OVncZs8w9TxIokwlbTiYtZYfRu15Gzf8lGIwBjFSIoWUgZ2xnAMVa60NaayfwCnD9mR201meWgQsFTn60dT3witbaobU+DBR33k8EmaHzk2K32+23/Vz25RoMhn65jxBCCNEfVu8/wa/fKSAvI5r/uSg9qLFsPvEebq+Dzy0+jsdm5cS82afaDNpNRvOHnLBm4jSE9OvzGhRcFn6MXybtYJS1kb8fy+AXh8ZS0WHr1+cZymaoFCKw8qpj11n72seOxN3swVFeA2WbAhCdEEPXQCa2KUD5Gd9XdF7rQil1p1KqBHgYuOtcxorAi46OBqC8vLxbW1NTE0VFRed0rxMnTuBydS9SsX379k8epBBCCHGOCo428Z2Xd5IRG8qd87IxBHGK0qs9rD72BjcUxhBTcpQTV1yC1346sUxu2YfV20aZ7dyLRvVVjMnBt+P38sWY/ZR32PjBwQm8eCyNNo8cqHE2ZmVknspik7uUCk/vH9Tbx/iObWo5HgYFbwciPCGGrIH86eTvN0K3zQZa679orUcBPwN+eS5jlVLfUEptV0ptr66uPq9gRd+Eh4czZswYNm7cSEHB6VXlHo+HH/7wh7S3t/f5XjNmzMDtdvP88893uf7CCy+wcePGfotZCCGE6E1VcwdfeWEbNrORH181Gps5uMtBd9d+QEddJTeuaKI1PZnGiWO6tGc1b6XNEE6NJXVA41AKZoZVcW/SdmaGnmBxTSJ3Fk1iTX0cXjkaqFfzDFmAYrFzX6/9jOGhWNISaa6O8iW2Xm9gAhRiCBrIxLYCSDvj+1TgaC/9XwFuOJexWutntNZ5Wuu8+Pj48wxX9NVPfvITPB4Pc+bM4Rvf+AZ33XUXU6ZMYcOGDUye3HsFwDN997vfxWq18q1vfYubb76ZH//4xyxYsIA777yT6667bgBfgRBCCOHj8Wq+9+9d1Lc5+fFVo4kJDX7BpPcqX+HL+WYsHS6OXzOvS3GoUFcNCe0llNvPv2hUX4UbXdwWe5CfjNhJjKGDJypGck/JOIraQgPy/BeiaGVnshrBO84C3GcpEWMfM5KOY07cNdVQviVAEQox9AxkYrsNyFFKZSmlLPiKQS0+s4NS6sy65p8GDnZ+vRi4RSllVUplATnA1gGMVZyDr3zlKzz77LMkJyfz4osv8uqrrzJ79mw2btxIVFRUn+8zbtw4Vq5cyZw5c1iyZAnPPPMMFouFTZs2MX369AF8BUIIIYTPn1cdZNOhWu6YnUlWXPATtZKmfZgL9nLJrg5qZ07FER/bpT2raRteFOW2MT3cYeBkWFv44YhdfDFmPyecFu4uGc/vS3M43N6/+3yHistVJnW6jQ/cpb32s48dCRpaToTKcmQhzoPSZylFfl43V+pa4HHACDyntX5QKfVrYLvWerFS6k/AlYALqAe+o7Xe1zn2F8BXADfwfa31u709V15enu7LvszCwkLGjh24PSlCDHbyb0AIIXw+KK7htme3cElOHN+6fBRqEBzc+szeX/I/j64jwRnKoW/cjraYT7Up7ebaI7+nwRjPjqhrghgldHiNrG1OZlVzGm1eE7Mi6rh5RCUZtr5vSRrqPNrLDz3LGW9K5LGw63vsp7Xm6O+eISTRQ+rl7fCDfaeOdRJCdKWU2qG1zvPXNmDH/QBorZcByz527d4zvv5eL2MfBB4cuOiEEEIIMVxVNXdw1ys7SY6y85U5WYMiqa1qryR5+TrSqr2U3XR5l6QWILm1AJunlfKwy4IU4Wk2g4drIsu5LPwoa5pSWd2cwuamGC6OqOPTcccZG9ISqJXSg5ZRGbhEpbPMfZAqbwsJhjC//ZRS2MZk0bq7EN1wFFW5A9IuCnC0Qlz45OMgIYQQQgwrHq/mB6/soqndzV1X5AS9WNRJm/e+yKINXupz0mnJHdmtfVTjJtoM4VRZ0vyMDo4Qg4dPRx3h18lbuTqijF0tEfzy0Dh+cHAC79XG0z7MqyhfZsjEi2aps6DXfvaxI/E63LTVhkDBWwGKToihZXj/tBFCCCHEsPOXNcVsLPHtq02PGRz7Q1tcjYx7+T0MKGqunt+tPcJxnPiOwxyxjwc1+N6+hRrdLIwq5cHkzdwWU4TWXp4+msXX9k/l6coM9raE4xmGlZRHqDDGqniWOPbh7WX7ny07A0xGWhpTYd9bMIBbBYUYqgZ0KbIQQgghxGCy+VAtj68sYk52HHNHD54TFYrff4K5RR5K5k3FFRnRrX1U0yY8GH3VkAcxq8HL7LDjXBx6nFJnOOtbklldH8d7dSMIN7q4KKKBWRH1TAprxGIYHsnb5SqT//Nu40N3BXlm/7PtBosZ26h0mo9UkZBdgTr6IaRIIU0hzoUktkIIIYQYFlocbn786m4Swm18dZDsqwVwtTUy4V/vcyLOjGPm7G7tJk8H6c07OWrLxmWwBSHCc6cUZFmbybIe4PPRBynsiGFXWxwfNMSwuj4eq/KQG9LC6JAWxoS2kBvSQpix92NxLlTTVTKhWFjs3NtjYgu+5cj1bx3G2WrBWvC2JLZCnCNJbIUQQggxLDy4tJCjje3c95nx2C2DY18tQOPzvyW70csHt19ClLF7XBnNOzBpp28Z8gXIZvAyNaSGqSE1uLWiqCOKve0xHHJG8EZ1Mt5q3wcMKZZ20m3tpFjbSbF2kGztIMXaTojRG+RXcH4syshslcYaVzGN3nYiDXa//exjRlLPKlqas7DuexuufCBgZxULMRRIYiuEEEKIIW/tgSr+vbWM6yYlkTsiPNjhnHbkEFnLN7Floo3I9Mnd27VmVNMm6k0jaDQnBD6+fmZSmnH2esbZ6wHo8Booc4ZzyBFBqTOC4rYQtjRF4+V0QhdqcBNjdhJndhJjdhJrdhFrdhJrdhJj8v0ZZvQM6hzwMkMmKzwlLHcd4GbrFL99TNERmBPjaKlUxCYdgGO7Idl/XyFEd5LYCiGEEGJIa2x38bP/7iE12s5N0wdPRWG0hj/fT7sFKudfzBg/mVlCezHhrhp2hXcvKDUU2Axecm2N5NoaT11za0WN28YJVwgn3Hbq3VYaPFZqnVZK2qNo9pjRdP1vZVEe4i1O30yvpYOkzhnfdGsb4abgL3FOV5GMJJq3HXv5vGVyj8vg7WNH0pS/Hc9kE8aCtyWxFeIcSGIrhBBCiCHtgSX7qG528JvrJ2AxDZ6KwuZVywndf4h/XGNnaug4v31GNW7CoWwcs3U//meoMilNormdRHO733aPVjR6LDR4rDR4LDS4rdR7rNS6bZS32/mwKRL3GQd/pFnbGB/azPjQZsaGNhNjdgXqpXRxmSGTF7w7KfCcYLwp0W8fW24mTWu20ubKIbzgTbjiXlmOLEQfSWIrhBBCiCHr/X3HeePDSm6cmsLI+LBgh3OKam7C8uzjFCWDnjoLo+q+t9buaiCprZCSkCl4lbxlO8moNDEmBzEmh992r4Y6j40TLjvlzjCKHZGsqY9jed0IwJfozouuYW50DVEmd8DinqVS+Td7WOzc12Nia01PRlnMtNTGEB6yEU7sg8QJAYtRiAuZ/JQUQgghxJBU1+rknjc+IjM2hM9OTQl2OF3YXngaY0sr/74pjM8q/7O1I5s2A3DE7r9d+GdQEGfqIM7UwXh7PVCOR0OFM4yDjih2tcXyj+Pp/Ot4KnkRDVwRXc3U8EaMAzwxaldmZqhU3nce4Hv2SwlRlm59lMmIdWQarSWNkG6AgrcksRWijwbPehwhhBBCiH70wJJ9NLa7+NbcbEzGwfOWx7h/H5b3FvNuniIj8SJMfmZrDV4XWU1bOWHJoMM4iIpdXaCMCjKsLVwZUcGPE3fzy6TtzA2vpKAljN8dGc23DkxmXUMseoCP1r3MkEk7LvJdJT32seVk4Dpei9M+Dva9NbABCTGEDJ6f8kIIIYQQ/SS/qJq3dx3l+inJpMeEBDuc0zxu7E8+QnOYkWWXhjOVsX67pbZ+hNXbxpGQC/OIn8EuydzGjdGH+W3KFr4etw+7cvJ4+Sh+fmgsB9tCB+x5c4ghnlDedRb22MeekwFAa3Mq1B6EmuIBi0eIoUQSWzEovP/++8yePZvo6GiUUtxwww0AzJ07t1vlwLVr16KU4v777w9CpEIIIQa7dqeHX7z5EclRNq6fMriWIFveeQPT4WL+dqWXPNt0zD3snR3ZuIkWYxQ15tQARzi8mJRmSkgtPx2xk9tiDnC0w8rPSsbzRHkWdS5zvz+fUorZKo3t7gqqvS3+Y0qIwRgZRmt5ZzXnouX9HocQQ5EktsOUUgqlFBkZGXR0dPjtk5mZiVIKt/v8Civ4S07PVFpayvXXX8/hw4f58pe/zH333cctt9xyXs8phBBi+Hp8VREV9e189ZKRmAfREmRVW4P9n89SNCqUgtFhTOthtja6o4xYRzlH7OOlIm6AGBTMDjvBfcnbWBBezrqGWL5bNInNjdH9/lyzDWl40bzvLPLbrpTClp1B697D6IgMSWyF6CMpHjXMlZWV8fjjj3P33XcHLYaVK1fS0dHBY489xq233nrW/jNmzKCwsJC4uLgARCeEEOJCUnC0iWfXHWZubjzjkiKCHU4X9r/9Ge1y8sQCzSWGS3ucrc1tWI9TWSm3jQ5whMJu8HBD9GFmhx3jxdoxPFyWw6L4Sm4ZUYmhnz5jSFThjCSa5c5CbrNN89vHlptB6459dBgmYi9bBe0NYI/qnwCEGKIGz8eYIuCio6OJiYnh97//PTU1NUGL4+jRowAkJyf3qX9ISAhjxoyRxFYIIUQXHq/mnjf2EGozctvMjGCH04VpxxYs61ezZk4kbdFhTMN/peNQVy0prXsps4/FY+heNVcERoK5g++P2M3Focd5vTqF3x/JpdXTvcjXJzXbkM5Bbw0lHv/vv2zZnftsq8PB64aSVf323EIMVZLYDmMhISH86le/oqmpiQceeOCcxm7ZsoVFixaRmJiIxWIhLS2Nb37zm6eSVPAtMVZKkZ+fD5xe/qyUYu7cuaf2yt53330AzJs371T72rVre3xuf3ts33jjDZRSzJo1C5er68Hre/fuJSQkhOTkZKqqqs7pdQohhLhwvLT5CLsrGvnCrEzCbINoUZrDgf2vj9ERF83fZzQwR03pcbY2u3EjGkWpXY54CTaz0twWU8TN0QfZ1RzBT4vHUdFh65d7z1QpGFAsd+73224MC8GSkkDLgWqwRULRe/3yvEIMZZLYDnN33nkno0aN4umnn6aoyP9ej497/vnnmTNnDu+++y7z5s3j+9//Pnl5eTz77LPk5eVRVlYGQFRUFPfddx8ZGb5PHe+7775TjzvuuIPMzEzuu+8+Lr/8cgC+9KUvnWrPzMw8p9dx4403cuedd7JlyxZ+8YtfnLre1tbGzTffjMPh4KWXXiIhIeGc7iuEEOLCcLyxg4ff28+k1EjmjIoNdjhd2F57CePxo7xydRg2UyjT8V/p2OxpI7NpG5W2bBzGsABHKfxRCi4LP8ZdCXtocRv5Wcl4ClrP//9NhLIxUY3gPecBvD2cMWTNzqC98BDe+Klw8H3wnF/NEyGGukH0caYIBrPZzEMPPcRNN93E3XffzRtvvNFr/6KiIr75zW+SmZlJfn4+KSmnq02uXr2aBQsW8L3vfY8333yTqKgo7r//ftauXcuRI0f8VjG+//77uf/++8nPz+eOO+5g7ty5n/i1PPbYY3zwwQc8+uijzJ8/n2uuuYY777yTgoIC7r33XubPn/+J7y2EEGJwu3/JPlxuzVfmZPVasDDQDBVlWF97ibqJo1mWXsLVak7PlZCbtmDSLg6HTA5wlOJssm1N/CxxJ09WTeTB0tE8kLWf7JDW87rnbJXGU95t7HRXMN2c1q3dnpNBc/42WltTCW9fCxXbIOPi83pOIYYySWzPcPx3v8NR6H9JyGBhHTuGxJ//vF/vuWjRIi6++GLefPNNNmzYwCWXXNJj36eeegqXy8Wf/vSnLkktwPz581m4cCFLliyhubmZ8PDAHihvtVr5z3/+w7Rp0/jiF7/IT3/6U1544QUuu+wy7r333oDGIoQQInDWH6xm+d7jfD4vjRER/bNUtF9ojf3JR8Bs5pkr3IQRwvQe9tYatJvsxo1UWdJoNg2uGWfhE21y8J2EPfyxagq/Kc3lNyP3k25r/8T3m6qSsGNiuWu/38TWmpmCMptoLXcTHm70VUeWxFaIHkliKwDfbOfs2bP50Y9+xObNm3v8tHvTpk0A5Ofns23btm7tVVVVeDweioqKmD59+oDG7E9OTg5PP/00t912Gz/5yU+Ii4vj5Zdfxmjsv4IPQgghBg+n28t9b+8jMcLGdZOSgh1OF+ZVyzF/tJNDC+fyoX0Dn1KXYlH+z0ZNa96FzdPC7vDLAxylOBfRJiffjd/DH6smc//h0Tw4spAkq+MT3cuqTExXyax2FvMj+zxsH5vJV2YT1swUWncVwaIJcOBdWHBuNVGEGE4ksT1Df8+EXkguvvhiFi1axOuvv86rr77KzTff7LdfbW0tAI888kiv92tp8X/oeCAsWLCAiIgImpqauOmmm7rNLAshhBg6ntt4mEM1rfz06tGD68zaxgbszz6BOyOLv004QqQO63G2Fq3JbVhHkymWGnNqYAMV5yze3MF3Ez7ijycmc//hMTw4spA4i/MT3Wu2SmeDLmOD6xBXWnK7tdtyM2lYmo8rbD7mgy9B3WGIyTrflyDEkDR4fgOIoHvooYcwm83cc889OJ3+f0BHRkYC0NjYiNa6x8fJglCBprXmi1/8Ik1NTcTFxfHMM8+wbt26oMQihBBiYB1v7OBPqw4yPSOaqenRwQ6nC9vzf0W1trLnuumU6HIuU3mYlP/VQyPaiohwVXHIPtlXrUgMeknmNr6T8BHNbiP3HR5Ng/uTzRWNVfFEY+uxOrIt54xjf0CqIwvRC0lsxSmjRo3i29/+NocPH+aJJ57w22fWrFkArF+/vs/3PbkM2OPxnH+QZ/HII4+wfPlybrvtNlavXo3ZbObWW28N6jm9QgghBsbvlhXi9nj5wqxBdmbtng+xrliG89K5vBS1hRgimcLoHvvnNq6n3RDKUduoAEYpzle6pYVvJ+ylxmXhj2Wj8Pgvbtwrg1JcrNLY5D5CvbetW7s5MQ5DeCit+49BZJpvn60Qwi9JbEUX9957L1FRUTz44IN+lxN/5zvfwWw284Mf/MDv8UBOp7Nb0hsb6yuCcfIYoIGyZcsWfvnLX5Kdnc1TTz3FxIkT+eMf/0hlZSV33HEHuody+kIIIS48m0pqWbz7KAsnJw+uglEuJ/YnH8UbE8fmS1Oo8B5jrroIYw+ztZGOShLaiym1T0T30EcMXqOsTdwcXcxHrZG8VvXJtj5dbEjHg5dVroPd2pRS2LLTad1ZgE7Og9IN4Gg+37CFGJIksRVdxMTE8POf/5z6+vpT+2nPNGbMGJ577jlKS0sZP348n/nMZ/jRj37EXXfdxQ033EBSUhJf//rXu4y54oorAN9Zs7/4xS/47W9/yz//+c9+jbuhoYFbbrkFpRSvvPLKqYrM//u//8uiRYtYunQpf/jDH/r1OYUQQgSHy+PlvsV7SQi3snDy4KqjYH39ZYyVZbQv/Bz/1SuJJ4YJZPfYP7dhPS5lpsw+NoBRiv50cdgJZoUe57WqZHY1R5zz+HQVSRqRvS5H9jS24NBZ4HVByerzDVmIIUkSW9HNXXfdRWZmZo/tt99+Ozt27OC2225jz549PPnkk7z00ksUFxezaNEi/vrXv3bp/7WvfY177rmHxsZGHn74YX71q1/x97//vV9j/upXv0ppaSkPPfRQt2rMzz77LFlZWdxzzz1s3bq1X59XCCFE4P1j0xGKTrTwhVkZWEyD562MobIM239exDVpGhuy2jjurWKeugiD8h9jiKuO1JbdlNvG4jZYAxyt6E83RxeTZG7jj+WjqHX5r3zdm9mGNPZ6jlPhaejWdmqf7REHWMJkn60QPVBDZXlmXl6e3r59+1n7FRYWMnasfCoqhi/5NyCEuJDVtjiY++haRsaH8rOrx/R4PF3AaU3oz7+HqaiQpu//jHsMf8WsDXxD3dRjjNOq3iC9eQdrYm/FYQwNcMCiv51w2fl/x6eSZW/n1yP3Y1J9f49do9v4kWc537LN5ku2i7q1H/vji5gT48n4lBtO7IUfHwSDLF0Xw49SaofWOs9f24B+zKmUukYpdUApVayUuttP+w+VUgVKqT1KqVVKqYwz2jxKqV2dj8UDGacQQgghLgyPrSiizenhC7MyB09SC5jXvId5z4c4rvkM6+0HqNF1zFMze4wxxFVPRvN2yu1jJKkdIkaY27k15iD728J5+fi5HdsUp0IYRQwrnd3rlwDYsjNo33cQb8I0aKuFyg/7I2QhhpQBS2yVUkbgL8CngHHA/yilPn6A204gT2s9CXgdePiMtnat9ZTOx8KBilMIIYQQF4bCY028srWMBeNGkBJlD3Y4p6imRux/ewJPehbteRexxPE+aSSSQ3qPY3Ib8gEoCZkaqDBFAOSFVnNp2FHeqklie1PkOY2dYUjhoLeGMk99tzZbbgba5aatIRKUUaojC+HHQM7YzgCKtdaHtNZO4BXg+jM7aK3XaK1P1jbfDMip5EIIIYToRmvNr5cUEGo18blpg+vtgu35p1AtzThu+Dxr3Vuo143M72W21u5uJLNpG+W2MXQYwwIcrRhon4suIcXcwv9VZtHm6ftb7YuUrxCav+rI1qxUMBpo3VcKCWOh6N3+CleIIWMgE9sUoPyM7ys6r/Xkq8CZ/0ptSqntSqnNSqkb/A1QSn2js8/26urq849YCCGEEIPSe/tOsOlQLYumpxJmNQU7nFOMe3dhff8dXJfMoz0xjnecK8kihSzV81ue3IZ8FJqS0CkBjFQEillpbo05SL3bzL+Op/V5XKwKIZtYVvlZjmywmLGmJ9O6cz+k5MGJfdB0rD/DFuKCN5CJrb+PKf3uoldK3Q7kAY+ccTm9c2PwrcDjSqlup5ZrrZ/RWudprfPi4+P7I2YhhBBCDDIOt4cHlxWQFmPnijEjgh3OaS4XIU8+gjc6FucV17DKuYFm3cJ8NbPHITZ3E1mNW6iw5dJuPPejYcSFIdPazNzwSpbXJXCgte+z8jMNKRR7ayn11HVrs2Wn4zhUjjuiswCkHPsjRBd9SmyVUv9VSn1aqR7q1ftXAZz5MVUqcNTPva8EfgEs1Fo7Tl7XWh/t/PMQsBaQTShCCCHEMPTchlLK69r5wqxMjIbBUzDK+t+XMZYfwbFwEW1mL8scq8khgzSV2OOY3IZ1KLyyt3YYuC6ylGijg79WZuLy9u3vbZ5KQQGr/SxHtmWng9a0lbWDPQaKV/ZzxEJc2PqaqD6Fb+b0oFLqIaXUmD6M2QbkKKWylFIW4BagS3VjpdRU4Gl8SW3VGdejlVLWzq/jgDlAQR9jFUIIIcQQUdXcwROrDzI9I5qJKedWjGcgGY5WYHvlBVwTp+IZM573Hfm00c48NaPHMVZ3M1lNW6i05dBmGjyvRQwMm8HLzTHFlDtCeKsmqU9jYpSdHOJY4Wc5siUtEWW10LrrACRP883Yej39HbYQF6w+JbZa65Va69uAaUApsEIp9YFS6stKKb+nUGut3cB3gPeAQuBVrfU+pdSvlVInqxw/AoQBr33sWJ+xwHal1G5gDfCQ1rrfEtuhcnavEOdK/u4LIS40j753AKfby20ze64wHHBaY//Lo2A04bzuRlq8rbzvzGcsI0lWPW+Nymlcj1G7KQmZFsBgRTBNsNcxPaSK16qSqXTY+jRmhiGFw946Dnlqu1xXRiPWrFRadxVCyjToaJBjf4Q4Q5+XFiulYoE7gK/hO6bnT/gS3RU9jdFaL9Na52qtR2mtH+y8dq/WenHn11dqrUd8/FgfrfUHWuuJWuvJnX/+/RO/wo8xGo24XK7+up0QFxSXy4XRKAe6CyEuDPuONvLa9gquHp9IUuTgOd7HnL8C867tOK66Dh0RybvONThw9Dpba/G0MKpxE0et2bSaogIYrQi2RdElWJSXpyoy8fbh8+WLVDIKWOX0vxzZdbQKlykDlEGWIwtxhr7usX0DWA+EAJ/RWi/UWv9Ha/1dfDOuF4zw8HCampqCHYYQQdHU1ER4eHiwwxBCiLPSWvPg0kLCbCY+O7W3QxUCSzU3YX/mCTxpGbhnzqHR28RK53omkkuCiulxXE7DBozaRXGozNYONxFGF5+NOkRBWwSr6s9e7DRK2RlNHKtcRd1WWtmyfSsXWgsrIC5XElshztDXGdtntdbjtNa/11ofAzi5B7azcvEFIyYmhvr6empqanA6nbI0Uwx5WmucTic1NTXU19cTE9PzGy8hhBgsVu+v4oOSWm6cmkroIDrex/b8U6jmRhw33AwGA0udq/Dg5nJ1UY9jrO4WRjV+wDHrKFpM0QGMVgwWF4ceJ9vayMvHU2nvw9m2MwyplHrrOeQccLK2AAAgAElEQVTtuhzZnBiHISyE1l37fftsK3dAW/cKykIMR339TfFbYNnHrm3CtxT5gmK1WklPT6euro7S0lI8Htl0L4Y+o9FIeHg46enpWK3WYIcjhBC9cnm8PLi0kKRIG1eOSwh2OKcY9+3G+t4SnJfOx5ucSp23nrXOD5jCGGJVz8WgxjSsxqhdFIX2nPyKoU0puDGqhIdPTOPN6iRuTazstX+eSuaf7GaV8yCj7HFn3EdhG5VG665C9B1fQ+1+2VdEauKigX4JQgx6vSa2SqlEIAWwd1YwPlmrPALfsuQLktVqJSkpiaSkvlWoE0IIIUTg/HtrGYdqWvnRVbmYDOdy0uAAcrkIefJRvFExOK/8FACLHSvQwGWq58VrIa46RjZupsI2RvbWDnMZ1hbyQqpYXJPIVbFVxJl7rvkSqWyMVXGsdBXxddsslDp9XJAtO4O23QdwtoVhtUZA8SpJbIXg7EuRrwYexXcG7R+AxzofPwR+PrChCSGEEGK4aepw8ccVRYxLimB6+uBZtmt98xWMZYdxLFwEFitV3ho2uLYynXFEqZ5rF4yrW4FGURQ6PYDRisFqYdRhvFrx7xOpZ+07Q6VQ5m2g2FvT5fqpfba7D0DSFCheAV7vgMQrxIWk18RWa/2i1noecIfWet4Zj4Va6zcCFKMQQgghhom/rCmmoc3F7bMyusxSBZPhWCW2l5/HNWEKnrETAHjHsRIDiktVz7uyIhzHSG/ZSWnIRBzGC6rWphggsSYHl4dXsrY+jsPtvVf6nq5SUChWfqw6sikmElNslG+fbcp0aK2GE3sHMmwhLgi9JrZKqds7v8xUSv3w448AxCeEEEKIYaK8ro3nNhzm0pw4suJCgx2Oz8kzaw0GnNfdCEC1t5YPXNuZznjCVc9xTqh7D5eyUhwyNVDRigvANZHl2A1u/nG897OZI5SVcSreb3Vk66g02vYcQI+Y5Lsg1ZGFOOtS5JM/rcOAcD8PIYQQQoh+8f+W70cpxc0X9f6GP5DM61Zh3rkN51XXoSN9e2SXOlZhQDFH9ZywxrYfJqltPyUhU3AbpGifOC3E4OZTEWXsbolkZ3PPRcfAtxy5wtvodzmyt62DjspmiBkpia0QnKV4lNb66c4/HwhMOEIIIYQYjj4sq+edPce4cWoKMaGWYIcDnDyz9k94UjNwzboEgBpvHRtd25jGWCJ6mq3Vmgl1y+kwhFIaMiGAEYsLxWXhR8lvSeaFY2lMCmvE2MOq+2kqiRfYyVpnCTn202fg2kZ17rPdWYg9dxoUvAUdTWCLCET4QgxKfSo1qJR6WCkVoZQyK6VWKaVqzlimLIQQQgjxiWmt+c07BUSFmPnM5ORgh3OK7cWnUY0NOD77eeiszrzMsRqAS3rZW5vUVkhcxxGKQqfjVeaAxCouLCaluT7qMOWOENbUx/XYL0LZyCWOta7iLteNYSGYk+JP77P1uqF0/UCHLcSg1tca+ldprZuA64AKIBf4yYBFJYQQQohhY9lHx9lZ1sBN09OwmY3BDgcAY+FerO++jWvOXLzJaQDUeetZ79rCVMYQqXooBqW9jK9dTosxkgrb6ABGLC40U+01ZFqa+E9VCi5vz4XSphuSKfHWUuap73Ldlp1Oe2EJ3oiRYA6R5chi2OtrYnvy48ZrgX9rresGKB4hhBBCDCMOt4ffv1tIekwIc3Pjzz4gENxuQp54GG9UNM4rrz11+V3HGkD3Olub3rKTSFcVB0JnoNXgSNLF4KQUXBd5hFqXldW9zNpOV75VDPmuki7XbdnpaJeb9gNHIHESHFwJHysyJcRw0tfEdolSaj+QB6xSSsUDHQMXlhBCCCGGgxc/KKWivp3bZqZjMAyO432si1/DeOQQjs98Dqy+wk/13kbyXZuZzJgez601ep2Mr32fBlM8x60jAxmyuECNsdWTZWniv9XJPc7axqkQMonuthzZmpUKBgOtOzuXIzeWQW2x33sIMRz0KbHVWt8NXAzkaa1dQCtw/UAGJoQQQoihra7VyROri5mSFsWk1KhghwOAqj6B7aW/4x47Ac+4Saeuv+tcjRdPr+fW5jSsI8TTSEHYbN90nBBnoRR8KvIINS4raxp6nrXNMySxz3OCKm/LqWsGqwVrRhKtuwohpfPvpSxHFsNYX2dsAcYCNyulvggsAq4amJCEEEIIMRz8edVBWh1ubp0xeI73sT/zZ/B6fbO1nRq9TeQ7NzGJ0UQr/1Vn7e5GRjfkc9Q6knpLUqDCFUPAOFs9mZYmXq/qedZ2ukoBYN3HliNbR6XTUVyGR4dBZBocXDHg8QoxWPW1KvI/gUeBS4CLOh95AxiXEEIIIYawkuoWXtp8hPljEkiLCQl2OACYtm3C8kE+zvlXoaNjT11f7lyLBw+Xquk9jp1Q+y5Ke9kfNisQoYohRCm4tnPWdm0Ps7bJKpxkwlnj7LrU2JadDlrTuqcIkqfCkQ3gkt2CYnjq9RzbM+QB47SWHelCCCGEOH+/X1aI2Whg0fS0YIfi09GB/ak/4EkYgeuS+acuN3mbWe3cyERyiVWRfofGdJSR3rKLgyHTaDfKOaLi3I2z1ZNhaeb1qmTmRddgUt3fck9XySz1FNHgbSfKYAfAmpaEsphp211IxMJpULgYyj6AUfO7jRdiqOvrUuS9QOJABiKEEEKI4WFTSS0rC6tYOCWZSPvgOOfV9uo/MJ44hnPhTWA6/bn/e861uHH3vLdWe5lUs4QOQwglIVMDFK0YanyztqVUu6ysrY/122e6IRkvmg2uQ6fHmYxYs1Jp3VkIiRPAaIHiVYEKW4hBpa+JbRxQoJR6Tym1+ORjIAMTQgghxNDj8Wp+804BcWEWrp0wOPaiGsqPYH39ZVxT8vCMyj11vdnbwmrnRiaQTZyK9js2rWU3sY5y9ofOxGMYHEm6uDCNt9WTbmnmtaoU3Lr7XttMooglhLV+jv1xVpzA1dAOCeMksRXDVl+XIt8/kEEIIYQQYnj4744KCo418d352VhM51LDcoBojf2vj4HZjPPaG7o0ve/Mx4mTy3rYW2v0OplY+y4Npngqbbl++wjRV0rBpyOP8FT1BPLrY7kipuZj7YrpKpk17sO0aiehygJ07rMFWnftJyp5Gux4DpqOQkRywF+DEMHU1+N+8oFSwNz59TbgwwGMSwghhBBDTKvDzSPvHSAnIYyLR/pfbhlo5vwVmPd8iOOq69Dhp/fHtuhWVjrXM45s4lWM37GjG9Zi9zTJ8T6i34y31ZFuaeb16mQ8firb5BmSceFhk6v01DVzYjyGUDttu/afPvanZHVgAhZiEOlrVeSvA68DT3deSgHeGqighBBCCDH0/F9+CdUtDr4wKwM1GBLB1hbsf3sCT2o67plzujStcKzD0ctsrd3VQG7DOiqt2XK8j+g3SsHVEWWccNrY0tR9+XsOsURg7bIcWRkUtlFptO4sQEemQ0isLEcWw1Jf1wDdCcwBmgC01geBhIEKSgghhBBDy9GGdp5Zd4jZo2LJGREe7HAAsL38PKqxAcf1nwfD6bdEbbqdFc51jGUkI5T/meWJtctAa/aHzQxUuGKYmGSvJcHUxhtVyXz8PBKDUkxVSWx0Hcah3aeu27IzcNc14qw8AUlT4dAa8HoCHLkQwdXXxNahtXae/EYpZQLk6B8hhBBC9MnDy/ejNdxyUXqwQwHAUHYY65LXceddjDe1a0wrnOvowMHlKs/v2IS2g6S17qE4dCodxsGRpIuhw6DgiogKDnWEsre1+9+vPJVMOy62uctOXbOesc+WlKnQXg9HdwUsZiEGg74mtvlKqZ8DdqXUAuA1YMnAhSWEEEKIoWJXeQNv7TrKtRMTiQ+3BjscX8Go/3scLFYcV326S1ObbmeFI58xZJGo4roNNWg3U2reptUYwaGQKYGKWAwzM0NPEG5w8lZ192Xu41QCdszkn7Ec2RQTiTE6wrfPNmkqoKBEliOL4aWvie3dQDXwEfBNYBnwy4EKSgghhBBDg9a+432i7GYWTk4JdjgAmD/Ix7x7B84rr4WwrjNiq5wbaKODy3qYrc1pWE+4q4Z9YZfgVX09XEKIc2NWmrnhlexsiaK03d6lzaQMTFGJrHMdwq29gK9isi07ndbd+9HmMIjLkX22Ytjpa1VkL75iUd/WWi/SWv9N64+v+hdCCCGE6GrpR8fYcaSem/LSsFuMwQ4HOjp8BaMSk3F9rGBUu+7gfUc+uWSQrOK7DQ1x1TGmfjXHrFlUWwfHkmoxdF0Wfgyr8vB2TfdZ2+kqmUbdwR7P0VPXbNnpeFvb6Sgu883aVmyDjsZAhixEUPWa2Cqf+5VSNcB+4IBSqlopdW9fbq6UukYpdUApVayUuttP+w+VUgVKqT1KqVVKqYwz2r6klDrY+fjSub4wIYQQQgRXh8vDQ+/uJyM2hLm53RPFYLD9918Yqk/g+MznwNg10V7t3EgrbT3urZ1cswTQFITN8dsuRH8KMbiZE3aM9Q2xVDktXdomqhGYMbDujOXItlGd+2x3F/r22WoPHMoPaMxCBNPZZmy/j68a8kVa61itdQwwE5ijlPpBbwOVUkbgL8CngHHA/yilxn2s204gT2s9Cd9xQg93jo0B7ut8rhnAfUqp7jXPhRBCCDFoPb+xlIr6dm6fmYHBEPzjfQwnjmF97V+4Jk3DOzKnS1uHdvCeYy3ZpJOiRnQbm9haSHJbIQdDptNhDAtUyGKYmxdeiUKzpCaxy3WbMjFeJZDvLOHkIkpjeCjmxDhad+6H+DFgDpF9tmJYOVti+0Xgf7TWh09e0FofAm7vbOvNDKBYa32os6LyK8D1Z3bQWq/RWrd1frsZSO38+mpghda6TmtdD6wArunLCxJCCCFE8FU3O3hyzUGmp0czISUy2OEAYPvbE6DAee313drWODfSQqvf2VqD18WUmsU0G6M5HDIpEKEKAUCMycH0kGpW1sXT7O66p3uaSuaYbqbYW3Pqmi07nfaCYrxuDUmTfftsZfegGCbOltiatdY1H7+ota4GzGcZmwKUn/F9Ree1nnwVePcTjhVCCCHEIPLHlUV0uLzcOnNw7EU17dyGZdM6nHOvQkd2XQTm0E6WO9cwijTSVGK3sWMa1hDqrmdf+CVoNQj2CYth5cqIchzayPK6hC7Xp6pEFLDWecZy5Ox0tNNFe0EJJE+FxnKoLQ5wxEIEx9kSW+cnbAPwt+bI70dGSqnbgTzgkXMZq5T6hlJqu1Jqe3V19VnCEUIIIUQg7D/exCtby1gwdgTJUfazDxhobjf2px/HGxuP69J53ZrznZto1v5na8OcNeTW51NpzabWIp+xi8BLsbQx3lbH0poROL2n3yJHKBs5xHbZZ2vNSgWDonVXISRP812U6shimDhbYjtZKdXk59EMTDzL2Aog7YzvU4GjH++klLoS+AWwUGvtOJexWutntNZ5Wuu8+PjBUZRCCCGEGM601vz2nUJCLCZunDY4EkHrO29gLD+C49OfBVPXBWdO7WSZczVZpJCuPlZ9Vmum1ryFVxkoDLs4gBEL0dUVERU0ecysb4jtcn2aIZmD3hqOenzVjw02K9a0JFp37YfwRIhIkX22YtjoNbHVWhu11hF+HuFa67MtRd4G5CilspRSFuAWYPGZHZRSU4Gn8SW1VWc0vQdcpZSK7iwadVXnNSGEEEIMYmsPVLOhuIbPTk0h3Ha2twoDTzU1Yn35Ody5Y/GMndCtPd+5mSbd7He2Nr3lQxLaizkQOhOHMTQQ4QrhV661gRRzC0tqErtsmZ3W+WHMOtehU9es2el0FJXiaWnzLUcuXQ9ux8dvKcSQ06dzbD8JrbUb+A6+hLQQeFVrvU8p9Wul1MLObo8AYcBrSqldSqnFnWPrgN/gS463Ab/uvCaEEEKIQcrl8fLbpQUkRdq4alz3ysLBYHv5eVRbK85rb+jW5tIu3nWuJpNkMlXX2WWLp4VJNUupN43giH18oMIVwi+lfBWSyxwhfNQacer6CBVGGpHku7rus0Vr2j4q8i1HdrVD2aZghC1EQA1YYgugtV6mtc7VWo/SWj/Yee1erfXJBPZKrfUIrfWUzsfCM8Y+p7XO7nw8P5BxCiGEEOL8/WvzEUqqW7l1Rjom44C+xegTQ/kRLEvfwD1jNt4RSd3a17u20qCbuMzPbO2kmqWYvR3sibjcl1UIEWR5oVWEG5wsqen6odE0lcRuz1EavO0AWNOTUGaTbzly4kQwmGSfrRgWgv9bRwghhBAXvLpWJ39YUcSElAimZwyOo+ftz/0VLFacV17brc2l3Sx1rCSdJLI+dvBCQttBMlp2UhIyhRZTTKDCFaJXZqW5NOwYO5qjOeqwnbo+zZCEF80Gl+90TmUyYc1M8RWQMtshYZzssxXDgiS2QgghhDhvj7x3gBaHmy9dnIkaBDOcpl3bMW/diHPuAnRYeLf2ja6t1OtGLlPTu8Rr9DqZWv0mLcZIikOnBTJkIc7q0vCjmPCy9IxZ2wyiiMXepTqyLScDZ9kxXLUNvuXIJ/ZB8/FghCxEwEhiK4QQQojzsreykVe2lnH1+ERSo0OCHQ54PNj/9gTemFhcsy/v1uzWbt5xrCSVEYzqcggDjK1fRZi7jo/CL8OrTIGKWIg+iTC6yAutYnV9HC0e35nKSimmqWS2uMvo0C6gc58t0LZ7P6R0fkBTsjooMQsRKJLYCiGEEOIT01pz39v7CLeb+Ny01GCHA4Bl5TKMpSU4rlkI5u6VmT9wbadON3C5yusyWxvpOEpOwzrKbWOokzNrxSA1L7wShzaysu70UZfTVBIO3Gx2HQHAnJSAIcTm22cbnQn2aNlnK4Y8SWyFEEII8Ym9vesoO8rqueWidEKtg2CGs60N2z+ewZ0xEs+EKd2a3drDO46VJJNANumnG7SXadVv4DLYKAybFcCAhTg3qZZWcq0NLK0dgafz6J9cFUcollPH/iiDwjoyjdadhWgUJE2BQ2vA6w1i5EIMLElshRBCCPGJtDjcPLiskFHxoVyeG3/2AQFge+2fGBrqcX76s36rGW90baVG13Wbrc1u/IAYRwUFYbNxGWzdxgkxmMwLr6DWZWVzo6+4mUkZmKwSWe86hFv7kldbTgbumnqcFcd9y5HbauHYrmCGLcSAksRWCCGEEJ/Ik6uLqW52cMfsTAyDoGCUqjqO9c1XcE3Jw5uW0a3dpV0sdrxPKiPI5XR7qKuW8XXvUWVJ56g1O5AhC/GJTLDXEW9qZ0lN4qlr01USzTjY7a4EwJ6bCUDrjgJImurrJNWRxRAmia0QQgghztnhmlaeXX+Iy3PjyU7oXnU4GOwvPA2A8+rP+G1f69xEvW5kvpp5erZWe5lW9V80io/CL5Mza8UFwaBgbnglRe1hFLWFAjBRjcCMkfzO5cimmEhMcdG07NgH9iiIzZZ9tmJIk8RWCCGEEOfEVzBqL2ajgVsuSjv7gAAw7t+HJX8Frkvmo6O6n6Pr0A7eca4kkxRGqtNFrrKatpHQcYjCsFl0GMMCGbIQ52VW6Alsys2yWt/RP1ZlYoJKIN9Vgta+zbe23Aza9hzA63RB8lSo2AYdTcEMW4gBI4mtEEIIIc7Jso+Os+5gDZ/PSyUqxBLscEBr7H/7M97wCJyXX+m3yyrnBpp1C/PVjFPX7K4GJtYuo8acQrltbKCiFaJf2AweLg47zsaGGOpcvurf01QSJ3QzRZ5qwLccWTtdtO876DvP1uuGw+uCGbYQA0YSWyGEEEL0WXOHiweW7CMrLpQF4xLPPiAAzOtXY9q/D+dVnwartVt7m25nmWM1OaSTrpJ8F7VmWvUbKDzsibhcliCLC9JlYUfxoni/LgGAKSoJA4p1rhIArCPTwGigZUcBxI8Bs1322YohSxJbIYQQQvTZ4ysPUt3s4CtzMjEaBkEy6HRgf+6veJJTcU+b6bfL+4582mhnnjrdnt78IYntRRwInUm7MSJQ0QrRrxLMHYy31fFebQIuryJCWckhlrWdia3BasGamULrjn1gNEPiJN8+286lykIMJZLYCiGEEKJPCo428cLGUuaPSRg0BaOsb72KofoEzmtvAEP3tzUt3lbed+YzlpEkK9+RRDZ3E5Nrl1BnTqTUPiHQIQvRr+ZFVNLoMbOh8+ifaYYkSry1VHgaAN9yZEdpJa7aBt9y5IYjUHcomCELMSAksRVCCCHEWXm9ml++9RGhNiO3zEgPdjgAqPo6bK/+E/fYCXhG5frt865zNQ4czDu5t1ZrptS8hdHrYk/4XFmCLC54o60NJJrbWFqTiNYwTSUDsK6zOrLt5LE/Hxb4EluAktXBCFWIASWJrRBCCCHO6j/by/mwrIHbZmQQZjUFOxwAbP/6OzgcOD51g9/2Rm8TK50bmEguCco3m5XasoeU1gKKQi+i1RQVyHCFGBBKwdywSg51hLK/LYwEFUoakaf22ZoT4zGEh/qWI0ckQXiSHPsjhiRJbIUQQgjRq9oWBw+9u5+xSeFcmhMX7HAAMJSWYFm+BNesS9DxCX77vONciQc3l6uLAN8S5Kk1b1FvGsHhkEmBDFeIATUj9AQhBjdLO4/+maaS2OM5Rp23DWVQ2HIyaP2wAO3x+o79KV0HbmeQoxaif0liK4QQQohe/W7Zflocbr48Ows1GJbuao392SfBZsN5xTV+u1R5a8l3bmIKY4hVkaeqIBu9TnZHzEMreQskhg6rwcvFocfY3BhDjdPCdEMyXjQbXYcB3z5bT3MrHcVlvuXIzlYo3xLkqIXoX/JTXQghhBA9WldUzX8/rOAzk5JIiwkJdjgAmLZvxrxzmy+pDQn12+f1jndQKOZ27q3NaN5OUtt+9ofNlCXIYki6PPwoGlhel0A6kcQRQn7ncmRbTgYArR/u81VGNhjl2B8x5EhiK4QQQgi/Wh1ufv7GRyRH2fjs1NRgh+PjdmP/+5N44xNwzbrUb5eD7sNsd+9mjppKhAolxFXP5Jp3qDUnU2qfGOCAhQiMWJODSfZaVtTF49QGpqkktrjLaNNOjGEhWFJG0LJjH1hCIH6s7LMVQ44ktkIIIYTw69H3D1DR0M7XLx2JxTQ43jJYlr2FsfwIjmuuB6OxW7tXe3ml423CCWU2U0B7mV79OgovuyPmShVkMaTNDa+k2WNmfUMs01QyLjxscZUBYMvNoL3wEJ7WNt9y5ON7oKUqyBEL0X8Gx28pIYQQQgwqH5bV88LGUhaMG8GYxIhghwOAamrE9q+/484ejWes//Nnt7p3cdhbxnw1E4syM6ppMwntJRSEXUy7cXC8DiEGSo61kRRzC0trE8khljAsp5cj52aC10vrrgOQcvLYnzXBC1aIfiaJrRBCCCG6cLg9/PT1PcSEWrjlorRgh3OK7V/PoVpbcH76s35nXp3ayesd75BEPJMZTZizhgm171JlSaPcNjYIEQsRWErB3PCjHOkIYX9bJFNUIhtch3FrD9b0ZJTV4ttnGzMS/j979x0nVX3vf/z1nT6zvVfYxlKWDguoCIogxYYFE3v0F2P0Rk1yE1P0JjeacmOqMWosiSYWFFFR7A2kiJTdpXdYYNned2dmp5/v749FIoIGlWWW3c/z8ZjHzJxzZue9+Hg4+57zPd+vIxF2vxPtyEKcMFJshRBCCHGEh5buZU+jh/93ZgEuW+9Ys9Z0oBLbG4sITZqMkZl9zGPeDa6gVbczU52BCU1p4/MYmNgUd5YMQRb9RqmrkRhTiNdbMhinsvEQYH24BmUx4ygagLdsKxoFOaWw5z2IhKMdWYgTQoqtEEIIIQ7b1eDmwaV7mFyUwriBSdGO001rnI/9FewOgjPOO+YhHYab1wPvMYR8ClQOQ9o/ICVQxda4yQTMsSc5sBDRYzMZTI6tY21nEhnhXGyYWRaqBLqHI4caWwjWNEJuKfjboXptlBMLcWJIsRVCCCEEAOGIwQ8XbsRpM3Pd6fnRjnOYZd2qfy/vE3PskvpK4C2ChDhXnU6S/yAlre9SYx9Erb34JKcVIvqmxtahgPdbchih0lke2ovWGufgfAC85Vu7J5AymWHX21HNKsSJIsVWCCGEEAA89MFeNlV3cMMZBcQ7rdGO0y0UwvnYX4mkZ3zm8j41kXqWhVZTynAytYuJDc/iN8WwJW6KDEEW/VKSJcAYVxPvtaYxkhwatYedkUYsKYlYUhO7r7O1uSBjBOx6K9pxhTghpNgKIYQQgs3VHdz//m4mF6VwelFKtOMcZn/tRcy11QTPu+SYy/torVngfwU7Ns5WExjdvJiYcBsb4qcTNtmjkFiI3uHsuFq8hgVPx3AU6t/DkYvz8W7ciREMdV9n27QD2quinFaIr65Hi61SarZSaqdSao9S6ifH2D9VKVWhlAorpeZ9al9EKbXh0G1xT+YUQggh+jN/KML3Fqwn3mnl+skF0Y5zmOpowzH/CcJDSogMKTnmMevCG9kS2clZqpRi7y7y3eXscY2lzZZ1ktMK0bsU2joZaHPzXnMeQ0hhaWgP0H2drQ4E8W3dA7kTuw+W4ciiD+ixYquUMgMPAnOAEuBKpdSnP5WqgOuB+cf4ET6t9ZhDt4t6KqcQQgjR3/3+7Z3sbfLy7amFxNp7xyzIAI6n/g5+P4HzLjnm/i7tY75/EVmkcVZkAOOaXqLNks7umPEnOakQvY9ScHZsDdUBF1mhIvYbreyLtOAoGgAWM551myEhB+KzpdiKPqEnz9hOBPZorSu11kHgOWDuJw/QWu/XWm8CjB7MIYQQQojPsGpvM/9YuY+ZJRmMyk2MdpzDTJW7sb31KqHTzkSnZxzzmBf8r+PWHi5kKpMaXsCkI2yIn45WRw9ZFqI/GhfTRJwpSFVT95c9S0N7MNltOAoH4F69Ea015EyAfcsh6I1yWiG+mp4stjnAwU88rz607Xg5lFJlSqnVSqmLT2w0IYQQQnT6Q/zw+Y1kJTi4cuLAaMf5N8PA9dAf0S4XwRlzjnnInvB+PgitYhIjObtjB+n+SuqyNuIAACAASURBVLbGTqbLknCSwwrRe1mV5szYOjZ2DCBPp7EkuBsAZ0kRobomgtX1kDsBIoHucivEKawni+2xpiHUX+D1A7XWpcBVwH1KqaKj3kCpmw6V37KmpqYvm1MIIYTol+5evI36Tj+3nFWEw9p7znLa3n0Dy/YtBOfMBafrqP1hHeFf/udJIJZLg9kMb32bWnsR1Y4hUUgrRO82Ja4OExqLp4Q9RgtVkTacQwsB8KzZBBnDweqU4cjilNeTxbYaGPCJ57lA7fG+WGtde+i+EvgAGHuMYx7VWpdqrUvT0tK+WlohhBCiH1m0vpoXK6qZOyaH4oy4aMc5THW043j8QcIFgwiPm3jMY94OfkCNUc9FegJn1S/Ab4phc9xUWdpHiGNIMAcZ52piZ+MEAJaEdmNJisealYZ79UYwWyFrbHex1V/kHJQQvUtPFtt1QLFSqkApZQOuAI5rdmOlVJJSyn7ocSowGdjWY0mFEEKIfqSyycOdi7YwNDOOy8blRjvOERxPPITq6iI49/JjFtVGo4XFgbcZRgHXNa7GHvFQnjBTlvYR4nOcHVeLL5hKSjiDJcHu2ZGdJUX4tu0l3OmB3FJw10LDlignFeLL67Fiq7UOA7cCbwPbgee11luVUvcopS4CUEpNUEpVA5cDjyilth56+TCgTCm1EVgK/FZrLcVWCCGE+Ir8oQi3zl+PxaS4ddogzKbec5bTvGUj9nffIDRlGkbG0cv1aK15yvcCJkzc2mkms2sn22LPoNMqo7aE+Dz5djf5tk7c7aPZZTRRHWnHOawItMa7bnP3dbYAu96KblAhvoIeXcdWa/2G1nqw1rpIa/3rQ9t+rrVefOjxOq11rtY6RmudorUefmj7Kq31SK316EP3/+jJnEIIIUR/8Zs3trOtrpObzyoiJbYXneUMhXA9+HuMpGSC58w+5iFrwuvZGtnJRaFCprQspcY+iCrnsde3FUIcaVpcDa3tY4Du2ZFtORmY42Jwr9kEziRILZbrbMUprUeLrRBCCCF6jzc31/HkRwc4f2QW4wYmRTvOEewvL8BctZ/AhfPAZjtqf5vRzjO+lxigU/lB3Sq85gS5rlaIL2CMq5l4IwZ7MJMlod0ok8IxtBBv2RZ0KNy97E91GXibox1ViC9Fiq0QQgjRDxxs7eJHL25iUHosV0wY8J9fcBKZGupwzH+CUMkoIsNGHLXf0AaP+eYTJMgvm9pwRPyUJ8wkYjq6AAshjs2iNFNi6+hsG8v2SCN1RifOkiIMXwDv5l2HhiNr2PNetKMK8aVIsRVCCCH6uEA4wq3zKzAMzW3TBmEx966Pf+fD9wEQvPDSY+5/M7iUHZE93OhNYrx3H5vjpuCxJJ/MiEL0CWfG1qHd3cP3lwT34Bg0EGW1dC/7k1IEzmQZjixOWb3rk00IIYQQJ5TWmp+/vJWN1R3cNLWI9HhHtCMdwfLRCqxrPyQ4fTY68eiyWhk5wKLAm5SGU7mlsZyDjqHUOGW9WiG+jDhziHG2CIY/i/eCuzHZrNgHDcSzeiMaBTnju8/YRkLRjirEFybFVgghhOjDnl5TxYKyg1wyNoeJBb3rLKdyd+J66A9EMrMJTT77qP0+7eeRrqdI1Hb+VLuZNmsmW+KmnPygQvQhZ8fVEuocxXajngbDjWtYEaHGFgIHaruHIwc6oWp1tGMK8YVJsRVCCCH6qDWVLdy9eCvjBiYyb3zvWq8WwPnwn1Ht7QTmXQVm81H7n/a/SLNu496GBuzaTnnCLAx19HFCiOM30OYhK5AHHBqOPKwQAM/qjZA9Bsw22PlGNCMK8aVIsRVCCCH6oNp2H7c8U0F6vJ3vTBuEqZfNHmxd8T62D94leM4sjJyBR+3/KFjGR6FybuiMUOr3UpY4h6DJefKDCtEHzXD4ifgzedm3F0t8LLbcTNxrNoLVBVljYNti0DraMYX4QqTYCiGEEH2MPxThpqfK8AUj/Pe5Q3DZLNGOdATV2ozzgT8QGZBH6Oxzj9rfaDTzpP8FRgTN3NZSzfr46bgtKVFIKkTfNNrZjNUzjAPU0GR4cA4rxL9zP+H2TsibDJ3VUFsR7ZhCfCFSbIUQQog+RGvNnS9tZktNJ9+ZNoicxF52llNrXH/5LSrgx3/5NUcNQfbrAA92/ROLDvOn+ip2x55Goz0/OlmF6KPMCk7TKaDgGfc+nMMKQWs8azfDgIlgMsP2V6MdU4gvRIqtEEII0Yf8dckeXlpfw7zxuYzPS4p2nKPY3n4Va9lqgrMvQqdlHLHP0AaPdD1NdaSW3zfUE7YOotI5OkpJhejbZjoC6EA6rwd2Y81Ox5wY173sjz0OMkfBtldkOLI4pUixFUIIIfqIhWUH+dO7u5hSnMqlY3OiHecoproanI/dT3jQYEKnHT278YLAYjZGtvLTljZKwklsiZsKvezaYCH6CocpwkB/AW7bQTb4u3AOLcRTvhUjGIKBp0NrJTRuj3ZMIY6bFFshhBCiD1i+q4mfvrSZkTkJ3DSlENXbCmEkgutPvwYUgcuuBtORf4IsCX7Iu8HlXN3h4TyfnbKE2TIDshA97HwVD8D97XtxDitCB4J0bdzRXWxRsH1xdAMK8QVIsRVCCCFOcdtqO7nlmXJykpx8b0YxFnPv+3i3v7wAy7ZNBC68DJ145BDpTaHtPON/ialdAW7pMFibeD5hkz1KSYXoP/LNVpyBLLaZtuIfOABls+JevQmcSZBR0j0cWYhTRO/75BNCCCHEcatp93H9E2txWMz8aNbQXjcDMoB59w4cTz5KaPhowmMnHLHvYKSWh33/ZHAgyN3NXZQlXiDL+ghxEk2MZKLsjTzS4ccxOB/3R+vREQMGngGN26Blb7QjCnFcpNgKIYQQp6j2riDXP74WbyDMj2cPJTnGFu1IR1HtbcT86k50XDyBS75+xDWz7UYnf/E+Qnw4wJ+aPGxKvBC/OTaKaYXof6bqFNAmXvXvwjZyCJG2Trq27j40HBkZjixOGVJshRBCiFNQpz/EdY+vZV+zl++fO5gBya5oRzpaJIzr3p+jOtrwX/1NiPl3ae0w3PzR+wA+o5M/NbazL+48fOb4KIYVon+KwUZuKJNQ7CaWpg1D2ax0LiuD2HRILYZtsuyPODVIsRVCCCFOMd5AmBueWMfW2k6+N2Mww7MToh3pmBxPPIx103oCc7+GkTPg8PY2o53fee6jJdLEnxvb6HTNxmPpfUsTCdFfTDbSMVk7eMTdgWNoIe4Py9GRSPdw5Npy6KiOdkQh/iMptkIIIcQpxB+KcOO/ylhf1cZt0wb1yrVqAazL38ex6DmCp00hPH7S4e0tRhu/89xHp9HCA43taMdMOq2pUUwqhBgeScdsWGiwb+ZA0XAiHR66Nu3sLrYA2+Wsrej9pNgKIYQQp4hAOMK3nypndWULN59VxKTClGhHOibT/r247vsN4fxCgudfcnh7k9HC7zx/wmu085dGL13O8+mwpkcxqRACwIaFEZEMbPGbechZgrLb6FxeDgk5kJgP2+Q6W9H7SbEVQgghTgGhiMFt89ezbFcTN04pZEpxWrQjHZPyuIn55U/RdgeBK28AS/cszQ2RJn7n/iPBSCf3NQZwuy6ky5IY5bRCiI+Nj2SD2U+5uRr/oEF0rixHh8OQdzpUfQSexmhHFOJzSbEVQgghejl/KMItT5fzzrYGvnF6PucM7aVnOQ0D1+/vxtTUgP+qG9Dx3df+1kTq+Z3nD2jDyx+bNe0xFxIw98LJroTox4oiKcQYdpwJ61mcMRbD04V348fDkTXseC3aEYX4XFJshRBCiF7MGwjzzX+u473tjdxwRj6zR2RGO9JncjzxN6xlqwlccClGXiEAG4Mb+T/PHzBH/Py2xU5rzPmETb1vWSIh+jszJkZHsjDF7uCpuGK03U7nsnWQlA/x2XKdrej1pNgKIYQQvVSHL8R1/1jLR4euqZ05vPeWWvuL83G89Gz3ZFGTzkRrzRtdi7jf9y8Kgj7ubU2m1XUuhjJHO6oQ4jOMDWdjqAi2pG3sGDAM96r16HCke03bfcvB1xbtiEJ8Jim2QgghRC/U4glw1WOr2Vjdzu3TizlrcO+8phbA9u7rOB9/iNCocQQvvAw/QR5z38cL4RXM8fq43TuKppjJoFS0owohPkeukUCq4SI1uZznUsdheH141m+DvMlghGUSKdGrSbEVQgghepm6Dh9fe+Qjdjd4+MHMIUwq6J2zHwNYVq/Eef+9hIuHErj8Gpp0C79vv5u1uorvtAeZFZlOm70o2jGFEMdBoRgdzqbNdoAtOen47U7cy8shpRgScmHjc9GOKMRnkmIrhBBC9CLb6zq5+MEPqW3385M5QxkzoPfOHGzesoGY3/4MI2cA/qu/yfZQBb9x/x/NdPG/rU7yLBfgk5mPhTiljA3noBUUZ5SzPHMEHavWY4TCUHgOVK2Ctv3RjijEMUmxFUIIIXqJ5buamPfwKkIRzf9eWMKwrPhoR/pMpsrdxN79I4ykZDqvvYGXuv7G70PPkRoO8bPOfOyOczCUJdoxhRBfUKqOYWAkEW/celZmjwKfH2/FVig8u/uATc9HM54Qn0mKrRBCCNELPL/uIP/vn+tIjbVzz0XDyUuJiXakz2SqqyH2Z/+Ntto5eMVU/i/0a14zV3GpW3OzfyqGbUS0IwohvoIJ4QE0mNqxDA3TaXPRtGQdxKZD5ijYOB+0jnZEIY7So8VWKTVbKbVTKbVHKfWTY+yfqpSqUEqFlVLzPrXvG0qp3Ydu3+jJnEIIIUS0aK350zs7+dGLmyjJjufnF5SQEmuPdqzPZKqrIfant0MwyKpLYrjT9RIewvyoI4uJ6jwi5qRoRxRCfEWjw1nYtQV7ahkfZo3Eu2YTRiAIRedA6z44uDbaEYU4So8VW6WUGXgQmAOUAFcqpUo+dVgVcD0w/1OvTQb+F5gETAT+Vykln5RCCCH6FF8wwnef28D9S/Zw9uA07pg1BJet9w7fNVXtJ/aO/wJPO/+6xMf9WfVM8pv4rm8qyZaxMuuxEH2EDQtjwtlsNu+huTgfSzBA/arNkHcGmO2w8dloRxTiKD15xnYisEdrXam1DgLPAXM/eYDWer/WehNgfOq1s4B3tdatWus24F1gdg9mFUIIIU6qmnYf8x5exasba/n6hAHcNLUQi6n3XiFkqtxN3I9uIRxo5X+uDLIsV3GDJ5sLjNlYTQnRjieEOMEmhgcQVBEsI+tpt8Ww9fV1YHVB3umw9SUI+aMdUYgj9OQnaA5w8BPPqw9tO2GvVUrdpJQqU0qVNTU1femgQgghxMm0bn8rF/11JZVNXn44cwgXj8lB9eKznbbNq4m740bcupM7rjERl+jiu76pDFFjUPTe3EKILy/HSCAnkkC5fTuV+UNJ3bGZhpau7tmR/R2w661oRxTiCD1ZbI/1SXe8V5of12u11o9qrUu11qVpab134XohhBDiY/PXVHHlo6uxW0z88uIRjMvrvVfamMJ+Ul69G9vPfkCjI8Kvr7EyzVXC18LnkEBctOMJIXrYxPAAqlQrlrEJOCIh3n52DWSNBleKDEcWvU5PFttqYMAnnucCtSfhtUIIIUSv4w9FuHPRZu5ctJkROQncM3cEOYnOaMc6JhUJkLHzSRyPTMP393doiFO88LVUrrZNZ5RRIGdphegnRoezsGkzH+bV0ZyQRtxHq6jrUt1L/+x5DzwyYlL0Hj1ZbNcBxUqpAqWUDbgCWHycr30bmKmUSjo0adTMQ9uEEEKIU87B1i7mPbyK+WuquGh0NnfMHEKMvfdNEqWMEOm7nmXYy+fw0Zt/Rb1tpjHJxNZ545jjOINYeu9szUKIE8+BlVHhLFaZ9qFGFzG09QBPv70PCqeBEYYtL0Y7ohCH9Vix1VqHgVvpLqTbgee11luVUvcopS4CUEpNUEpVA5cDjyilth56bSvwS7rL8TrgnkPbhBBCiFPKkh0NXPDXlexr8vKDmYO5cuJATKZedsbTCJO29wXGvDKdlg338MheM+PetdOQacdzyTkMcuRGO6EQIkomhgcSUGE2jTIRMZmJfLCKastASBnUvaatEL2E0n1kgeXS0lJdVlYW7RhCCCEEABFD8+d3d/HA0j3kp7j43ozBZMQ7oh3rSEaE1AOvkbvxfkLe/fw+bQBpyyKcu0FTPzgV34xJaIs52imFEFGk0fzFuRIndu5+KZbggVpeuf2X/CZrCax7DG75CDI+vaKnED1DKVWutS491r7eu66AEEIIcYpq7PRz7T/W8MDSPUwbksbdF43oXaVWGyQfeIPRr82heOX3WWmNMC9rECWvdpfaltIiumadLqVWCIFCMTE0gH2mZlrHZBEf7KJ22XoOpk4BZYZNz0U7ohCAFFshhBDihFq+q4k5f1lB+YE2bppayE1Ti7BZesnHrdYkHXyPUa9fwJDlt+KN+Ph+8WR+adLc8XSA0fug6ZxRdJwxHHrx8kNCiJNrTDgHqzbxWkErkfg4Zh1Yw5+3OCFnPGxaAEYk2hGFkGIrhBBCnAihiMG9b+3gusfX4rKZ+eXcEUwbkh7tWIfF169mxFuXMfSDm7AE2lk0dB6XZSaxt+Ygf3jSRFYr1F84CfeI/GhHFUL0Mi6sjAxnsdJUSWRkMWMad7NqQz1V6WeDux52yRyvIvp635SMQgghxCmmpt3H7fPXU17VxjlD07nu9DzsvWQYb0zLFgau/z2JdSsIOlLYNfR6HrB2sNSzltk7nHzjNY22W6ibN4lgWkK04woheqmJ4QFUWGtYM9LOmasUF1Sv4659s3gyJhW15m8w9LxoRxT9nBRbIYQQ4it4Z2s9d7ywiWDY4LZzBnFGUWq0IwHg6NzHgA1/JvXAa4StsdQXX83SlAIebn6Zdl8nP1qVSumKenxZyTSeV0okphddAyyE6HXyjCQyjTheTtzDmQW5nFe9lsdrzqVyxGyKKp+Ghq2QMTzaMUU/JkORhRBCiC8hEI7wi8VbuempcpJjbPzmkpG9otSaAx3krfsloxfPIqn6PRoLLmHT6ffyW1eA3zQ8SYwf/vpyMqUr6ukckUfdpWdIqRVC/EcKxZmhAg6qNvaNSsfp7mRm507uqDkLbbbD6r9FO6Lo5+SMrRBCCPEF7W/28p35FWyt7WT2iEyumjgQqznK3xUbYTJ2P8uADX/GEuykLedsGosuZ0OkiUfqHqEl3MEFnmK+/mw1ttY2mqaNwj0yP7qZhRCnlDHhLN6x7uTZQU3c6XJyTcNarkksYc+Asyje9DzM+AXERP8LPtE/SbEVQgghvoBXNtRw56LNKBQ/OHcwpfnJ0Y5EQu0K8st+iatjD56k4RwY92M6YjJ5pvlN3u1cTYolgR/XjmP0cxVos4naS88gkJ0S7dhCiFOMBTOnh/N427aLjuFFJJdv47TRnfy06Vxe4B0ofwKm3hHtmKKfkmIrhBBCHAdfMMLdr27luXUHGZwRy23nFJMaa49qJpunhoJ1d5Nc/R5BZwZVo7+PO62Urb5KHq66j+ZwG2fYh3PlBxEyPliDPyORhvMnEIl1RjW3EOLUNSk0kKXWvbw2OsQ16wxu7izjets57E8ZTf66v8MZ3wWLLdoxRT8kxVYIIYT4D3Y1uPnOMxXsafQwd0w288bnYjFFb+ixMkJkbX+C3I33odA0DLqClrw5+NA81/wqb3WsItkcz7fVOZz2xAZcBxrpGF1Ay+QS6CWzNQshTk0ubJSGc3k99SBfz00nvWwNUy+bxq+bZvGY5Xew7RUYdXm0Y4p+SIqtEEII8Rm01iwsq+bnr2zBbjXzkzlDGZWbGNVMsU3rKVx9FzHtO+hMG0f9kG8Qcqax3bePvzUspDHcysSYEVyyP538Zz6AiEHDnFK8xdlRzS2E6Dsmhwr4yHKAtaOdTH79AN+y7OWbxigaLdmkr34IRs4DpaIdU/QzUmyFEEKIY/AEwty1aDOvbKhlRE483zl7EImu6A2vMwc7Gbj+d2TsepawPenwsOOADvFc06u81fEhieZ4vpF4HhPfPkDakncIpCfQMLuUcGJM1HILIfqeFO1iRCSTfw1t5IwlDlKWLePCcwdx//5Z/Kr2CaheBwMmRjum6Gek2AohhBCfsrPezS1Pl7O/xcvl43O5eEwOJlP0zj4kVi+haPWdWH3NtA6cRWPR5RgWJzt9+/lb40LqQy2UukqYExxK0d+W4drfQMeofFrOHC5Dj4UQPWJKqJCHnPXsGpfNkA+3c9XFdXzPOgUPC3B99BAmKbbiJJNiK4QQQnzCi+XV3LVoMw6rmbvOG0ZJdkLUspiDneSX/Yr0vS/gj82lcuI9+BMKCRohFjS/zhvtK0gwx3FN8hzGrXeT9eIiABpmj8c7OCdquYUQfd9AI5H8SBL/KG3n3rUWnO99wLVzruSZjdP41rbF0FENCbnRjin6ESm2QgghBOAPRfjF4u5Zj0uy4rntnOgOPU6oXU7RRz/B1tVIU/5FNBVdhjZZ2e2v4qGG56kLNTPeNYxZppEUPLWKhE378eWm0njuGCJxrqjlFkL0H1NCBTzlqqBuVDZZq9dzxtzZPJA4E+1+A8+KvxF7wa+jHVH0I1JshRBC9Hv7m73c8kw52+vcXDwmm3njB2CO0tBjU8hDftlvyNjzHP6YHPZN/AW+hEEEjRALm9/ktfblxJtjuDp5DqP3RMh9ZhEmX4CWM0voGFskE7YIIU6aYZEMUo0Ynprg40frwfTecuZdOJd3V05gSsW/4NyfgD0u2jFFPyHFVgghRL/21pY6frhwEwA/mjWEsQOTopYltqmC4hXfw+6tpTn/QhoLL0ObbezyHeDhxheoDTUx1jWEWfbx5L1cRsqH2wikxlN30SRCqfFRyy2E6J9MKM4M5fNy0lY6hmaTsGwNWRfMYFn2RcyuX8uBV+8lb96voh1T9BNSbIUQQvRLwbDBb9/cweMf7mNQWgy3Tx9MWpw9OmGMMLmbHyR38wOEHMnsm/AzfIlD8BtBFhya8TjeHMuVybMZs0+T8+xLWNs8tI8rovW0oTJBlBAiasaFc3nPtpv5p4X4r21B9JIPOf38mSypn8hpWx7DP+NWHImZ0Y4p+gEptkIIIfqd2nYf35lfwfqqdmYNz+SaSQOxmE1RyWJ3H2TQh98nvqmC9qwzqRtyPYbVxeau3Tza+CJN4XZKXSXMNI0k7/l1JK3bRTApltp5kwlkp0QlsxBCfMyGmWnBQbyasY2rC9OJf/9DbLPOxj3069i2l7Flwc8Z8+1Hox1T9ANSbIUQQvQrK3c3c+uzFfhDEW4/p5jTi6JXDlMrX6Zwzc8ATfWI79CRNRlvxMfTjS+wtLOMFHMC1yWfz6gtXrJffBFzV4C2CYNpn1CMlrO0QoheYlJ4ACus+3j2tDA3z/eiV65l0PQzWb7vbM6sfYF9u2+noHhEtGOKPk6KrRBCiH5Ba82jyyu5960d5CQ6+dn5JWQnOqOSxRTyULjm56Ttexlv4hBqRvwXQUcqq9wbeLL5NdwRL2fEjmZ6aDB5T3xI/LYq/BmJ1F10mlxLK4TodSyYmREaxAsDN3F1TiKxby9Dn306sWMuI7J6JfsX3kXujxdhjdLIGNE/SLEVQgjR53UFw9yxcBOvb65jUkEyN59VhMManTOertatDF5+Gw53FY2Fl9FUcDG14VYer/07W3x7ybam8bW4aYxcUUP62wsBTfOU4XSOLoQozdQshBD/ydhwDsut+1hwWoQbX3Sj120k5rRx7EibzVlNr/Lca29y1dzzox1T9GFSbIUQQvRpB1q83PRkObsb3Vw5cSAXjspCRWNJHK3J3PkUeeW/JmKNY//4u2hPHMSitvd5tW0ZFmVmTsJkztrnIufF97E3d+ItyqJlynDC8bIurRCidzNj4txgMfOLK7gyNQbXm0vRk8biGHEhXcveJ7v8d2wpPZMROQnRjir6KCm2Qggh+qxlu5q47dkKDAN+PHsoo3ITo5LDHOig6KMfk3LwHdypY6kuuYl14Vr+VfVnGsOtjHQO4vzgMAY9XUH8lgMEk2Kpm3savrz0qOQVQogvY3gkk2wjkZcmdnHtG3XoLTsxRg6lpeAizq58lh/Mf5rffP9m7DJHgOgBUmyFEEL0OVpr/rZsL79/aycDk118/9zBZMQ7opIltqmCwctvx+prpH7w1VRkjOGp5oVs8e0h1ZLI9bGzKF1eT+r7i0EpWiaX0DGmEORaNCHEKcaEYmZoME+OWMu8FXYci99BjxiCN38W3oPvcI37ce579xx+PGdYtKOKPkiKrRBCiD7FGwjzw4UbeXNLPacXpXDTlMLoXE+rDbK3PMzAjX8m5EihYvwdPBXaxdLqB3AoG7NjT2PGZhNZry/B6vbhGZxDy5klRGKjM6GVEEKcCIMjqQy0pvDclE5ueKMKvXYDetJY2osvZey2x3hk5QLKS77L+LykaEcVfYwUWyGEEH3G/mYv33qyjL1NHq6eNJDzR0bnelqrr4lBH/6AxLqVNGZM4rHsobzcupCQDjPRVcIF1enkPVGOo64VX1YyjbPHE8hKPuk5hRDiRFMoZgUH88ioj7ikPIaEha+hxwynPWsqyftf5yddC7hpweks+u50YuxSRcSJ06PjnJRSs5VSO5VSe5RSPznGfrtSasGh/WuUUvmHtucrpXxKqQ2Hbg/3ZE4hhBCnvqU7G7nogZXUd/r5yZxhXDAqOyqlNqF2BaNeOx9b41oeLD6XS+PcPNe+lHx7Nj8ITeemp5sZ8si7mLsCNJxXSt28yVJqhRB9Sr6RzJBIOg/NCKPaOuDtD8BkpmHIteRTy2WdT/HTlzajtY52VNGH9NjXJEopM/AgcC5QDaxTSi3WWm/7xGHfBNq01oOUUlcA9wJfP7Rvr9Z6TE/lE0II0TdorXlw6R7++M4u8lJc/Pe5g0mLO/nX0yojxIANfyZ526M8k5LN4wmptId3km/L4utMYtwb+0la+yaG3Ubz1BF0jsyXnT2ZTgAAIABJREFU62iFEH3WzNAQ/jpgJfuGJJD/5lL0mRPxpo6mNWca36p5nXmbxvN0fhLXnp4f7aiij+jJ8/8TgT1a60oApdRzwFzgk8V2LvCLQ49fAB5QUVmDQQghxKnIEwjzw+c38NbWBiYPSuVbUwqiMtumzVPDwBW38XZwL4/l5dGqIuRbErjYeialKxpIXfIeGJqOsUW0TxiMYbee9IxCCHEyZRvxTAoP5I/Tqrh/j4F68Q30t66iYfA1xLZs4QHzo8x8NZ+RuYmMGRCdGetF39KTXxXnAAc/8bz60LZjHqO1DgMdQMqhfQVKqfVKqWVKqSnHegOl1E1KqTKlVFlTU9OJTS+EEKJXq2zyMPeBlbyzrYFrT8vjO2cXRaXURioX8MGKy7jE1cy9KUnE29O5LnEO391RwMzfLiX97XK6CjKpvvYcWs8cLqVWCNFvzA4OwZdg54OJTtTqCth7AMPipGb4TWRHarnLsZD/erqcNm8w2lFFH9CTZ2yPdeb10wPpP+uYOmCg1rpFKTUeeFkpNVxr3XnEgVo/CjwKUFpaKoP0hRCin3h/ewPffW4DJgV3njeM4dkJJ/X9tdbsbitj9fZ7WWU0QaydYbYc5saNZcTuIJmvrMDR0I4vJ4WG80sJZMjsn0KI/seBlQuDJfzz9ArO2GTD/uwr6Ltuoyt5OC0DZnLlwdd5zTOO7y+I4/HrJ2AyycBN8eX1ZLGtBgZ84nkuUPsZx1QrpSxAAtCqu68kDwBorcuVUnuBwUBZD+YVQgjRy0UMzZ/f3cUDS/dQkBrD92cMJi3OftLevz3YQnnTUlbVvcxBfzUJkQgX6UTysmaTedBH5lOridlXTzAplvrzJ9BVmAlyhY0Qoh8bGcmkwp7Ok2c1cdMbVeg16+G0cTQUX0FsyyYeCP+dM3fl8+DSJG6bXhztuOIU1pPFdh1QrJQqAGqAK4CrPnXMYuAbwEfAPGCJ1lorpdLoLrgRpVQhUAxU9mBWIYQQvVyrN8jtz65n5Z5mpg1J4/ozCrBZen7yJW/YTUXzMtY2vc+ujo1oDIYGQ/yPx09q1mw8gQwyH19F/JYDhGMcNE0bhbtkoEwMJYQQdC//c1FwOPeNXM5FFXYyFr6GHjscbXdQM/zbFKy7h/tTXuLGd52UZMczfVhGtCOLU1SPFVutdVgpdSvwNmAGHtdab1VK3QOUaa0XA/8AnlJK7QFa6S6/AFOBe5RSYSAC3Ky1bu2prEIIIXq3jQfbueWZcprcAb41pZBzhqb32HtprWn017CjvZzNbWvY2raWiA6TbE3miqCdKxr3EuMaSEXqxTje3EHW2mUYNiutpw+jY0wB2irrMgohxCclaxfTw8U8OGMHv3w6AG99gJ47C1/iEFryzmP6gde5PHECt843s+DbpzEqVyaTEl+c6ivrR5WWluqyMhmpLIQQfYnWmvlrq/jF4q0kumx8b3oxhWmxJ/x92gPN7OioYEd7Bdvby2kLdk9IGGdNYnD8KM4JmvjathewGEE2pU/HsxFSVmwFrekcVUB7aTGG03bCcwkhRF8RweCvzg+57hU34/eC/vn3ITsDFQlSuOYuVNjP5ZFfUaPTePk7kxmQ7Ip2ZNELKaXKtdalx9wnxVYIIURv5A9FuGvRFl6sqGZ0bgLfmTaIOMdXm1E4GAlQ59tPjbeSGu8+qrsqqfbuxR1qA8BhjmFATBEDYwYzMLaYTG3n9C2PUVD3EU2OXHbVlZCwbCemQBjPsFxaJw0hEid/fAkhxPE4YGpjQWgV9z2usKekof/ndrBasXuqKVj3CzyOTGa5/4eY+BRevOUMEl3yhaE4khRbIYQQp5QDLV5ufrqc7XVuLh2Xw2Vjc4+YLVNrTdDw44904Y/4Dt13ETj03Bf20hlqpT3QTFuwmfZgE+2BZjzhjsM/w6KspDgySbVnkebIJjemiHRHNkqZQGsKalYycdsTWP0edrSNxvioA6vbh7cwk9bThxJKiY/GP40QQpzSXrZtIbj/AD95IYKefib6qosBcLVuJa/iXuoTxzK94XZGDkzjqRsnRmUZN9F7SbEVQgjRq/nDfqrd1VS5q1i5r5KF63eiTV6GZJmx2X14Qh34It7D5TUQ8aOPWkHuaC5LHLGWBGKt8YfuE0mxp5PqyCbRlopJHT3BU7ynhtM2P0ZW42ZqG7Np2RyDtcWLLzuF1snDCGQl98Q/gRBC9At+Qtzv/JDL3/czvSyIcdsNMGY4AAm1K8jd+je2pp3H+Qev5sLROfzl62NkGSBx2OcVW5nhQgghxEkTMSLsattFRWMFe9r3cKDzAFWdVTR2NR5ZVJPApuzUh2JwGi4cZhcJ1mRS7VnYzHZsJgc2k/3fN7Pj8DaruXubyxKHWR3/N/3mSIBRu19i+K6X6TjoYtuOAkytAYxUM3UXTsKXny5L9wghxFfkwMrVgbE8dvYqSg7ayHx8AfruH0BSAh3ZU7D5mhhe+QJ/z8vkxo0ziHdY+OXcEVJuxX8kxVYIIUSPCUQCbGraREVDBRWNFWxo3EBXuAuAWGssGa4MChMLGZk8ibKdcdQ0JlKSmcj5YxJwWr/a9bTHTWtyG8uZuPEf6F1u9uzIQrdFCKXYaT9vJN6iLCm0QghxAuUYCZxnDOe3czfzhyfCWB57Bv3Dm8FkoqnwEqz+RmbUPs6v8tP5nzVgaM2vLx4p5VZ8Lim2QgghTih/2M/KmpW8s/8dllUvO1xkc2NzmZg1kcGJgylOKibFmQLAhzv9PPq+m4ihuXi8hVEDT971VJnNmxmzdT7OTQdp2J5IuCOJQEoM7XMG4x0khVYIIXrKhPAA9se38di5B/mvNyrRry+BC2eAUtQNuxGrv5WrGv5AZ/G9/G4tGAb836VSbsVnk2IrhBDiK/OH/SyvXs67B95lWfUyfGEfcbY4SjNLGZM2huKkYmKsMUe8xhc0eOIDD0u3+clNVlw6yUZy7Mn5gyWtdQdjNs3HsXY/LbvjaOtKIpgSR9ucIVJohRDiJFAoLg6O4KERHaze72bS4rfRQ4uguABtsnBw1HcpKLuHm2vvxDHoZ9xTBhGtufeyUZil3IpjkGIrhBDiS9vbvpeFuxayeO9i3EE38bZ4JmVNojSjlCFJQzCbjn32dWdtiAfe6aCh3WDKMDNnl5h7/g8VrUlt383IsmdxrNpPW2UMneEEfLkptM8YhC9PrqEVQoiTyYaZqwPj+PusDxlcEybp0afR//sDiHVhWGPYP/4uBm74AzfU/Jz4/O/zw/LuYcm/nzdayq04isyKLIQQ4gsJRAK8s/8dFu5ayPrG9VhMFsanj2dK7hSGJg895kzDh18b1jy3ysPrFT4SXDB3gpWC9M8+/kSwhrooPLic/I/eJrLZjbvagVYKb3E27WOLCaYn9Oj7CyGE+HybzXWsbq3gV08ZmAoGov/7JnDYAVARPwM2/ZW45vW8l3odN1bPYmZJJvddMQaXTc7R9Tey3I8QQoivrMZTw4IdC3hp90t0BDvIcGUwNXcqk3MmE2/7z2u67qgN8tA7buraI5QWmjh3lAW7tee+cU9p38PgTa+TsGoT7r02wl0WtN2EuySPtjGDiMQ5e+y9hRBCfDGv2bYRrKzkvxdp1OBC9PduBNuhSQSNCNnb/0FS7QdUJF/A1+u+zuCsJP7xjQlkJjiimlucXFJshRBCfClaa9bVr2P+jvksPbgUgLHpY5k2YNp/PDv7MV/Q4PnV3sNnaS8qtVKYceLP0pojQTJatpFTU0Zy2UaC2wN0NXR/4x8ckEDb8EF0FWaiLSdvciohhBDHJ4LBs/YNJO6o5bZXDRgxBH3rDWA9dFZWa9L2vkD6vkXsTz6TS5tuxOKI4/HrJzAiR0be9BdSbIUQQnwhXaEu3tz3Js9sf4bd7buJtcZyVu5ZTBswjWRn8nH9DK01q3YF+NdyD21e44SfpTWHAyR6DpLeupOsA+XEbK6k66AVb70dbSh0nIWOknw6SvKJxLlOyHsKIYToOWEM5tvXk7mljpvfNNBjR6BvuRbM//5CMunge2Tt+CcdsYV823cLm4K53HfFGGYNz4xicnGySLEVQghxXLa3bOfF3S/yWuVreENeBsQNYEbeDCZlTsJmth33zznYEuYfS91srQ6RlaiYM9bCwNQveJZWa2whD45gJ45AJzH+FhLdVSR1VpHQWYW9oQVvrR13tQNfsw1QGHE2PIVZeAbl4s9OlsmghBDiFBPG4Bl7Bfnr67nhPQM9aSz6xivB9O/PkJjmjeRsfQRTuIuHrdfxx46zuX3GEG47p1gmlerjpNgKIYT4TJ6Amzf2vMyLu19kW8debMrMZFcu51kzGKmtmCMBzCEfprC/+xYKoIwwSmvQkUP3BgpNxICWLmj1glYm4mNMxDpNoExoZcJQJlAKjQmtFCYdwWSED90imHQYSySAPejGEXRj0hEAtIaQx4ynwUFnaxz+ejO6q/vzK5Qai6cwG29RFsHUeCmzQghxigsT4Sl7BcPWNnDVMgM9ZRL6usuOKLfmYAc5Wx8jrrmCTfZSvtlxA3l5hdx3xRhyk2SUTl8lxVYIIfq7kB9a9kBrJbRX0dm6lxXt21kSaGCFKYTPpCgOBrnM7eECj5cEo/uzQSsTEbMNw2LHMNu6bxYrhjIfKqgKlCKCiUavhSavCW1oEu0h0pxBzKq78CqtUfrjxwYASmsMZUKbzBjKhKHMGMpMxGQhoB0E2yyEmzRGfRBzlRuzOwBAOMaOPycVX24KvgFphBNiPvPXFkIIcWoKEeFJeznjPmzgslUaPWUi+upL/33NLYDWJFW/R+auZ/CbXNwRuJHl5on8+pKRXDQ6O3rhRY+RYiuEEP1FOAhN26F+CzTvhKZd3c/bq6gzKZa6nCyJcVHusBNWimStOF3FMN2eQZE9nbAjjrA9hpAtlrA9FsNi/9y3C4Thnb0uFm2LwR00U5LqZVZhK1lxwePLqzWWzi7s9W046lpxVjXhrGrE3tiOOvTxFI514M9OwZeTgj83lVBijJyVFUKIfiBEhH/Z1zH+w6bucpufi77lOkg9cq4Hm6eG3C0P4nTvZ4n1LO50z2PyuNHcPXc4sXZZEqgvkWIrhBB9UcgPjVuhbmP3rXY9NG5HR4LUm81sdzjZHpfMdoeDbaYITToEQLYtkdEJRYyLH0SBKxPTlyiJ3qBiSaWT13bF0OozU5zcxazCVgYmBI55vCkQwtrSia3Fjb2xHXtDG/a6NhwNbZh9/y7B4RgHgfQEAumJBNITCaYnEImRpRyEEKK/ChHhFdtW1L4qbntNYzPb4VtXw6hhRxynjDCplYtIPfAaYW3iwdCFvOK6jB9dOJY5IzJR8oVonyDFVggheojWmq5wF+2BdtxB91E3f8RPMBIkGAkSMkKH7wGUUpiVGZMyHb6ZlfnY2w0Dk6cJk6cec2cdqrMG5WmkU0Gb2USr1U6bzUWrxUITEdyHSqwJRaY9mTxnGnnOdEbG5ZPlOL5ZjY+lzm3mjV0ulu5zEoiYKEz0MTu3gcGmViwdXqydXYfvrS1ubIfKrMXrP+LnhF12QkmxBJPjCCXHEkqKI5gSJyVWCCHEMZVbqlnt3cJ3F4UZ2GigL5iBnjvziOtuAay+JjJ2zyehYQ0NKpVfBa6gteAC7p47gkHpcVFKL04UKbZCCPEFaK3xhry0+Fto9jXT4muhxd9yxP0ntwcixz5L+UlmZcZismA1WbGYLCgUhjYwMNBadz/WBpqPH0e6t/P5/49WQKzJTqw1hjiLkzizk3irixx7CnnOdHKdqdhN1s/7ZSEQQnUFUN4A+ALdj7uC0NX9WHcFaGkK09QUJtAZJCbsJ4UuEiNd2Hx+zIHQUT/WMJsIxzkJx7sIx7sIHboPx7sIJcRgOI9/hmUhhBACoEG5WWiu4MJ3O5m2WWMMGwTfvgbiYo861tW2ncydT+J0H6BCD+H34a8z8ow53D5jsAxPPoVJsRVCCLoLa2ewk3pvPQ1dDYfvPy6ozV3N3cXV30IwcvQ1ogpFnC2OeFs88fZ44m3xJNgTiLfFE2uLxWVxdd+sLpwWJy6LC7vZjtnUffb1WFQ4gKulElfTLmKadhHTtBtn2/7DEywF7XG4E3PwxOfiSczBk5BFwJ6AVhptaBxhExZf6BOFtPtG16cK6sf7jyivAfAFUcbnfw5ElAmvxYHPasfkMONwgMluwbBbMOxWwjEOIjEOIjH2w48Nu1WugxVCCHHCBQnzsm0rCdsOcuM7GuVyYrrsAjij9Kizt2iDpJoPSN2zEFuog3XGYJ6yXMawKfO49ox8KbinICm2Qoh+wR/2U+Opoc5bR723/ogCW+eto8HbgD9y5JBYhTqiqH6yrH56W5wt7jML6n+kNVZvM862/Tha9uNsqMRZvwdbUzU6pDHCJoLKic+aSsCcRMAUR9BwYoRUdwn1BT9RVg8VVH8QFTE+/22VAocVbbf++95mRTs+8dze/Txss1FFPNvDyawNplFFAkGbjSGxnUyIbaLE0YZZ9Y3PDCGEEKe2Mks1m9u2cu3bAQbXQignDfPXLoYRQ446VkUCJNV8QPy+14kJNrPNyOOfpkvIm3Il104uIt7xOSObRK8ixVYI0WcEIgGq3dUc6DxAVWcVB9wHONDZfWvsajziWIUi0Z5IkiOJZEcyyY7kIx4nO5JJsCccX1nVGgJBlNcHXT6Ut/uGtwvl9aO8XeD1Ye5sx9zeirmzHeX2oLp8KJ8P/CF0CIywwggrugcR/4e3VIDd1l1C7R+XUMuRJdVhO6Kcfnzcx4+xWT7zzKmhoTbgYLM3nvXuBDZ74gloMxYMih3tTHA1MtrVgsMUOY7/MkIIIcTJ5SPEcstewnsr+doHYTI6IFhSiOVrF8OAYyz3Y4RJqF9F/N7FxPtr2Wdk8KJpJs7Sa7j4zNHkJDpP/i8hvhAptkKIU8rH5bWqs4qD7oNUuasOl9d6bz36E9edxlpjSXelk+HKIMOVQbornRRnyuHSajEdxzCjLj+mhmZUfTOqvglzSyuqpQ1TSxuqtRPaOlEdXgh//tlRAGU2MFk1ZqvGZDFQNhPaZsGw2TAcTiIOF2FHLIbDibZZwGpB2y3dBdRmQds+UVI/p5R+UVpDa9jKXl8Mu7ti2dUVwx5fDD6j+98n1eKjxNFKibONYns7DtN//l2FEEKI3sBNgOWm3SRs2s+lqwxiAuCZNBzXeXNQOZlHv0AbxDWWEVP5Oime3QS1mXeMCezIuoTRZ81l2tAMLOYvOUJL9CgptkKIXscT9HDQffBwcT38uLOKxq7GI8prjCWmu7zGZHyixKaRZXaRGDGwBD2YA17MQQ//v717j7H0rus4/v4+l3ObmZ2Z3Z1u99LuLmWptA20IIVCLCpIaiSuGAklolUxRAG5RDHgHyokKEZj1GiMBFBUAiGVxIVUKxcNBLm0pQV6A2pZ2t1uZy/T2ZlzzpzL8/y+/vE8M3tmb922O3NmOp9X8uR3eZ5z5nuSJzPnO7/f8/sl3XniXoso6y4d1u/AbBs/1iQ/sUB+oks+2yc/mZPNO6FzevLoxLVAUgsktXypjCpOnBaJa5QGqMaEahWv1clrdbLGKL3aBL1knG46Ti/dRDjfwk0XWe4wm6Uc71c40a/wWLfG4W6dw2W5EGIAIpydlRa7K3PsqcxzRfUkl6SdJ3l3ERGRtW3G2nwlf5DnfvMxbrorkOZwYvckyStfwdjLboDqmXuzV5uPUjn4P2yZ/gojockjYYrbkleTvOAXueH6l3LV9k3aKmgNUWIrIqsmeGC+N89MZ4bjC8eZbk9ztH2U6VZZtqc53DzMTGdm2evGK+NMNaaYakyxrbaVHVGVXTlc3u+xpfUE1fYM6cCRLMwS+akpsu6QLUT0mgn9ZkxvPqHXSotyPsazgT9KEcRjRjxmRKMx0aaEaFOKjVVhUwUfqeJxSogS3BKCFfVgxZHHVbK4sWJJa+6wEGIW8nigjIp6iJnLEubzhLksZS5LmMsTjvcrPNGvEE6b4jwZd9mWttmWtLk0bbMjbXF5pUlFI7IiIvIs1aLH93uPUH3wR1z3nRY7Z6BTMaZftJvkxhvYtu9aoihe9hrLe4xO30ly8EvsaN0PwPfCLv43vYHsytdy7Ut+ghft3kwcKckdJiW2Iquok3WW9i/thz79vF+UZR0o9iWNYoxyv9IoIo1SKlGFalwljVMqcVmP0qe/YNHTkIecTl58hla/RbPfpNlrLitb/day8ye7J5npzDDTmeFk9yS5n/lMZj2pM1mdZKI2wdbqJDviBruI2dXP2N1pMdE8QXX+CNX5adLWCWxgxNYx+rVN9NJROr0Ruu0avWZCNgdhtk840YUTbeifStY8MnxiBN88im8eI5Slbx7Fxxtnrpz4DLlDJ0S08oRWiGnnMa08ph0SFvIiKe2cJUldai8msSGm708eW0JgNO4zGvUZifpMJD0m4i6TcZeJpCi3Jh09HysiIhvaDC2OTP8fU/cd5roH+1QzmJ40Du+boHfVFUxefR27J55DZeCf1UnnBOljd5I+dgc7Fh4gxnkkTPHl+KU0t7+cyee/khdfuYcrpkY0mrvKlNiKPAN5yJdGHo8tHON4+3hRLhTlbGeWud4cc705mr0mvXDmNjHPVBIlVKIKlbg8BuuD7ahy1jWJ3J1e3qMXevTzPt28u9Tu5t2lvn7onzUpPZt6UqeW1GgkxdY2Y5Wx4kjHGI8qTLqzJcu5tN9jx8IcE83jVOYfpzr3OGl7ZilxdYc8j+lE43RsnG4Ypdev0++m5G0jNAM+18WeaGFPNJetAuxJjG8eJUyM4ptH8MnR4ngGyWvuMJ8nNJdGRYtyPk+YzxLm85T5PKGVxzTzIoFt5wntEOMXsCBU1TJqUU7VcmpRTs1yqlFWlkV78Pzg9fWouGYk6lOzXLvpiIiIPAUne3OEhx5m4uFj7Dy0QK0HucFDO4yHr2gwu+9Skt272b5pJ7sq27g03UI9W6D6+F1Eh+9gR/M+Uvrkbtzre/l2fA3N7TdQf+7LufLyXVy9Y5zxhlZYXklDS2zN7Cbgr4EY+Ii7f+i081Xgn4EXAyeAN7j7wfLc+4A3AznwDne//Xw/S4mtPB3uzmx39tSepq1pHm8XW8McaR7hSOsIR9tHz0j2DFvaEmasMkYjbSzbw7SRNqhEFZIoOXVYQlxOewkecHeCBwKB4IE85Esju1nIyEJ2Qe3BMgvZOT9rGqVLsSzW0yhd3h+npJaSxmmxD2tco0HEKMZIPzDW7TOy0GGk1aTSPEncnCNqzRG35ola80sl/RzPI0IOIYsIWUTfq+ShQp4n5FmE98EXcrzdP+c+ql5N8bEaPlrHR2v4pkY5AjtKmByFsfo5F1daHEEdTEqbyxLUsl1O5V3sb4dzLzaVWChHSDPqUZ96lFG3vCijjHo0ULdT7cUktWI5msEkIiKyBuQBf3ya7NBhJn40w9R0h6j8OvL4BBzcZhzcZhzbXqezcyvVya1MpePs7PfZMnecbbOPcmXrIFtDjwg4GLZxv+/mcPW59LZeTbLzhUzt2MPeqVH2bh1holEZ6sd9thhKYmtmMfB94GeAQ8AdwBvd/f6Ba94KvMDdf8vMbgZe5+5vMLOrgE8C1wM7gC8Az3M/91CSEls5XS/v8UTnCU50TiwlrNOtaabb08sS2dNHWGOLT20HUy/KLdXNbE5H2RzXmYyrTFhCmmdEWWdgkaIz63HWJeovnOWaHnjAPJyl9GVt82KE0h3cDXfADQ9lWfZ5Dp4bnhshA88g5IZn5bnMyj5fqhdtoB/wvuPZ4nHqXPF+Vu4989R5EhWr/FaKVX49jcsVgFO8UcFrFahX8HoFr1eL+mgNH62RV1I6oZjSuxAWR0eLeiuPaYXFkdV42SjrYtKanWdKb80yRuKMkXIq70hU1uOivjjFd/CaqgWNkoqIiDwLRZ0etSMzxMdnsWNPUDs+x+hsd+l8L4Fjm+DYuHF0Ao5OGMfGYXbM8HpCXDPGrcv2bIGpPGcqzxnJEnrZOHP5Flpsp1+/nHxsD+nkZTQ272DLlimmNtXYPFJhy0iFiUaFSqLVmM/nfIntBeyD8bRdDzzk7g+XQXwK2A/cP3DNfuCPy/qtwN9aMVF9P/Apd+8CPzSzh8r3+9oKxjtU7g6hSGoIoZikudh2x4MDvryvLBf7lq7JMjwEyHM8BDzLivfM86Ivz4t2lkPI8TwU5WA7z0715wHPs+I/WyGHLC/Kxfbie+blz1h6j3xZ2yMrRtei4nAMouL5yRA5OU5OTsAJFshwcgJ52Zt7TkZG5hld79MNPbqhRyd0WfA+C6FLK3Ro5h1aocsCfcJAPhYHSIIxQcLzPOYlIWJTiNkU6ozlsCkPjPVzGllGlD+OZYcgz7A8x/J8IKksEkxCWTr4YL1MPPMAGRFOhHtUvt7OkpyyVBK8OBcMQox7BIHieHp31tnrsWMJWGyQgCURxAaJQSOCJMITgyQhpAkhScjTlDxJydIK3bRONx2hkzTopxV6cUKWpPSThF6cLjsyInI3Mjd6IaLrEd1QHL0QL2t3Q0S3E7HQjmkfiel6fMYnOl1CWEpGG1GfzVGby5JTCepSwhr1aUTZUn9iz47HMEREROSZC7UK7b2Xwt5ie6A54Fgvo3L8JJXjc6RzbTadbDEx3+KqIwtUOoOz5IqxtyyCuZE6JxvOfN04VoV2JWOhOs1CZZp29dvkqRPHTmqBxyInshgswq1CsBSLqoS4Sp7W8bSOpyNElQZpUqOS1qimDaqVOvXqKLXqCJW0QVSpk6RV4lqDSlIlTauklZRqnJCm5Yy8KCGKY+I4Joli4igiMiu/lhuRGRZBLYnXbXK9kontTuDRgfYh4KXnusbdMzM7CWwp+79+2mt3rlyoK+/R334rra9+tUhAcQgDSemzSRTRt0AwyKMyP4uK5NK8OKKBcrE+2F4Ul8fFd+5nSDOKX2TLIogokvHFpNy1QhsGAAAHRklEQVSsSAjNII7wKCqT9RjiqPjlFEeQxGV/tJTMF/XoAvuXn/dzni/LOIa03A81HTzipb73/2And8xvwi/mYlR5eVzgo8WJBSqRU40CFXMqUSgPZzwOpFFOLepSj3NqUaARB2pxTj0K1ONQTO+NT9WrkV/AKGoEVMtDRERE5AJdsp2M4jviIOv2iGebRPNt4vYCUatD1OpQa3eotxa4tN3GWz2s2yfpZiTdbNnCmMV3k0UB6JTH/EULvZzcR9+gZ+UQh8GvvTsmSwxzJwIyEkJ3ivYP38UH9l/Nr96w56LFsJpWMrE921fN04dIznXNhbwWM3sL8Jay2TSz7z2lCM9vK3D8Ir6fyFOle1CGTfegrAW6D2XYdA/KsF3ce/A3z3XiC9zyZ3DLRftBK2L3uU6sZGJ7CLhsoL0LeOwc1xwyswQYB2Yu8LW4+4eBD1/EmJeY2Z3nmr8tshp0D8qw6R6UtUD3oQyb7kEZNt2DF2YlJ1DfAewzs71mVgFuBg6cds0BTv1T4JeAL3mxmtUB4GYzq5rZXmAf8M0VjFVERERERETWqRUbsS2fmX07cDvFw4ofc/f7zOwDwJ3ufgD4KPAv5eJQMxTJL+V1n6ZYaCoD3na+FZFFRERERERk41rJqci4+23Abaf1/eFAvQO8/hyv/SDwwZWM70msyBRnkadA96AMm+5BWQt0H8qw6R6UYdM9eAFWbB9bERERERERkdWwPjcpEhERERERESkpsT2Nmd1kZt8zs4fM7L3Djkc2HjO7zMz+28weMLP7zOydw45JNiYzi83sbjP73LBjkY3HzCbM7FYze7D8fXjDsGOSjcXM3l3+Hb7XzD5pZrVhxyTPfmb2MTM7amb3DvRtNrPPm9kPynJymDGuVUpsB5hZDPwd8LPAVcAbzeyq4UYlG1AG/K67Px94GfA23YcyJO8EHhh2ELJh/TXwn+7+Y8AL0b0oq8jMdgLvAH7c3a+hWAj15uFGJRvEPwE3ndb3XuCL7r4P+GLZltMosV3ueuAhd3/Y3XvAp4D9Q45JNhh3P+Lu3yrr8xRf5nYONyrZaMxsF/BzwEeGHYtsPGa2CbiRYvcE3L3n7rPDjUo2oASom1kCNIDHhhyPbADu/mWK3WIG7Qc+XtY/DvzCqga1TiixXW4n8OhA+xBKKGSIzGwPcB3wjeFGIhvQXwG/D4RhByIb0nOAY8A/ltPhP2JmI8MOSjYOdz8M/AXwCHAEOOnu/zXcqGQD2+buR6AYAAEuGXI8a5IS2+XsLH1aNlqGwsxGgX8D3uXuc8OORzYOM3stcNTd7xp2LLJhJcCLgL939+uAFpp6J6uofIZxP7AX2AGMmNmbhhuViJyPEtvlDgGXDbR3oWknMgRmllIktZ9w988MOx7ZcF4B/LyZHaR4JOOnzexfhxuSbDCHgEPuvjhb5VaKRFdktbwa+KG7H3P3PvAZ4OVDjkk2rmkz2w5QlkeHHM+apMR2uTuAfWa218wqFIsEHBhyTLLBmJlRPFf2gLv/5bDjkY3H3d/n7rvcfQ/F78EvubtGKmTVuPvjwKNmdmXZ9Srg/iGGJBvPI8DLzKxR/l1+FVrATIbnAHBLWb8F+PchxrJmJcMOYC1x98zM3g7cTrH63cfc/b4hhyUbzyuAXwG+a2b3lH1/4O63DTEmEZHV9jvAJ8p/ND8M/PqQ45ENxN2/YWa3At+i2K3gbuDDw41KNgIz+yTwk8BWMzsE/BHwIeDTZvZmin+6vH54Ea5d5q5HSEVERERERGT90lRkERERERERWdeU2IqIiIiIiMi6psRWRERERERE1jUltiIiIiIiIrKuKbEVERERERGRdU2JrYiIyBpiZrmZ3WNm95rZZ81s4kmunzCzt65WfCIiImuRElsREZG1ZcHdr3X3a4AZ4G1Pcv0EoMRWREQ2NCW2IiIia9fXgJ0AZjZqZl80s2+Z2XfNbH95zYeAK8pR3j8vr32Pmd1hZt8xs/cPKXYREZFVkww7ABERETmTmcXAq4CPll0d4HXuPmdmW4Gvm9kB4L3ANe5+bfm61wD7gOsBAw6Y2Y3u/uVV/xAiIiKrRImtiIjI2lI3s3uAPcBdwOfLfgP+xMxuBALFSO62s7z+NeVxd9kepUh0ldiKiMizlhJbERGRtWXB3a81s3HgcxTP2P4N8MvAFPBid++b2UGgdpbXG/Cn7v4PqxWwiIjIsOkZWxERkTXI3U8C7wB+z8xSYBw4Wia1PwXsLi+dB8YGXno78BtmNgpgZjvN7JJVDF1ERGTVacRWRERkjXL3u83s28DNwCeAz5rZncA9wIPlNSfM7Ktmdi/wH+7+HjN7PvA1MwNoAm8Cjg7lQ4iIiKwCc/dhxyAiIiIiIiLytGkqsoiIiIiIiKxrSmxFRERERERkXVNiKyIiIiIiIuuaElsRERERERFZ15TYioiIiIiIyLqmxFZERERERETWNSW2IiIiIiIisq4psRUREREREZF17f8BFmLmprGAs30AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Density Funtion Aproximation\n",
    "platforms = ['Disney+', 'Prime Video', 'Hulu', 'Netflix']\n",
    "plt.figure(figsize=(16,6))\n",
    "net = ['Netflix']\n",
    "# Iterate through the platforms\n",
    "for platform in platforms:\n",
    "    subset = data[data[platform] == 1]\n",
    "    \n",
    "    # Draw the density plot\n",
    "    sns.distplot(subset['Rate'], hist = False, kde = True,\n",
    "                 kde_kws = {'shade':'fill'},\n",
    "                 label = platform)\n",
    "    \n",
    "# Plot formatting\n",
    "plt.legend(prop={'size': 20}, title = 'Platforms')\n",
    "plt.title('Density Plot with all platforms')\n",
    "plt.xlabel('Rate')\n",
    "plt.ylabel('Density')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2290bfa2c88>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(rated.Rate, bins=int(10/0.5), hist=True,\n",
    "            hist_kws={'edgecolor':'darkblue'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1. , 1.7, 1.8, 2. , 2.1, 2.3, 2.4, 2.5, 2.6, 2.8, 2.9, 3. , 3.1,\n",
       "       3.2, 3.3, 3.4, 3.5, 3.6, 3.7, 3.8, 3.9, 4. , 4.1, 4.2, 4.3, 4.4,\n",
       "       4.5, 4.6, 4.7, 4.8, 4.9, 5. , 5.1, 5.2, 5.3, 5.4, 5.5, 5.6, 5.7,\n",
       "       5.8, 5.9, 6. , 6.1, 6.2, 6.3, 6.4, 6.5, 6.6, 6.7, 6.8, 6.9, 7. ,\n",
       "       7.1, 7.2, 7.3, 7.4, 7.5, 7.6, 7.7, 7.8, 7.9, 8. , 8.1, 8.2, 8.3,\n",
       "       8.4, 8.5, 8.6, 8.7, 8.8, 8.9, 9. , 9.1, 9.2, 9.3, 9.4, 9.5, 9.6])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r=rated.Rate.unique()\n",
    "r.sort()\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>Title</th>\n",
       "      <th>Year</th>\n",
       "      <th>Target Age</th>\n",
       "      <th>Rate</th>\n",
       "      <th>Netflix</th>\n",
       "      <th>Hulu</th>\n",
       "      <th>Prime Video</th>\n",
       "      <th>Disney+</th>\n",
       "      <th>Platforms</th>\n",
       "      <th>Rate to show</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>Breaking Bad</td>\n",
       "      <td>2008</td>\n",
       "      <td>18+</td>\n",
       "      <td>9.5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>Stranger Things</td>\n",
       "      <td>2016</td>\n",
       "      <td>16+</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>Money Heist</td>\n",
       "      <td>2017</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>Sherlock</td>\n",
       "      <td>2010</td>\n",
       "      <td>16+</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>Better Call Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>18+</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[Netflix]</td>\n",
       "      <td>8.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5606</td>\n",
       "      <td>Tut's Treasures: Hidden Secrets</td>\n",
       "      <td>2018</td>\n",
       "      <td>Not Defined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>Not Defined</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5607</td>\n",
       "      <td>Paradise Islands</td>\n",
       "      <td>2017</td>\n",
       "      <td>Not Defined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>Not Defined</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5608</td>\n",
       "      <td>Wild Russia</td>\n",
       "      <td>2018</td>\n",
       "      <td>Not Defined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>Not Defined</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5609</td>\n",
       "      <td>Love &amp; Vets</td>\n",
       "      <td>2017</td>\n",
       "      <td>Not Defined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>Not Defined</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5610</td>\n",
       "      <td>United States of Animals</td>\n",
       "      <td>2016</td>\n",
       "      <td>Not Defined</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>[Disney+]</td>\n",
       "      <td>Not Defined</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5611 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Title  Year   Target Age  Rate  Netflix  Hulu  \\\n",
       "0                        Breaking Bad  2008          18+   9.5        1     0   \n",
       "1                     Stranger Things  2016          16+   8.8        1     0   \n",
       "2                         Money Heist  2017          18+   8.4        1     0   \n",
       "3                            Sherlock  2010          16+   9.1        1     0   \n",
       "4                    Better Call Saul  2015          18+   8.7        1     0   \n",
       "...                               ...   ...          ...   ...      ...   ...   \n",
       "5606  Tut's Treasures: Hidden Secrets  2018  Not Defined   NaN        0     0   \n",
       "5607                 Paradise Islands  2017  Not Defined   NaN        0     0   \n",
       "5608                      Wild Russia  2018  Not Defined   NaN        0     0   \n",
       "5609                      Love & Vets  2017  Not Defined   NaN        0     0   \n",
       "5610         United States of Animals  2016  Not Defined   NaN        0     0   \n",
       "\n",
       "      Prime Video  Disney+  Platforms Rate to show  \n",
       "0               0        0  [Netflix]          9.5  \n",
       "1               0        0  [Netflix]          8.8  \n",
       "2               0        0  [Netflix]          8.4  \n",
       "3               0        0  [Netflix]          9.1  \n",
       "4               0        0  [Netflix]          8.7  \n",
       "...           ...      ...        ...          ...  \n",
       "5606            0        1  [Disney+]  Not Defined  \n",
       "5607            0        1  [Disney+]  Not Defined  \n",
       "5608            0        1  [Disney+]  Not Defined  \n",
       "5609            0        1  [Disney+]  Not Defined  \n",
       "5610            0        1  [Disney+]  Not Defined  \n",
       "\n",
       "[5611 rows x 10 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.rename(columns={'Rating to show':'Rating '},inplace=True)\n",
    "data"
   ]
  }
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