IMBD_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "> The dataset is focused around IMBD's movie data, showing the popularity of the films, their budgets and release dates.  The goal of the analysis is to come to specific conclusions on whether specific data coorelates with one another.  The analysis we will be leveraging today will look at the following variables:\n",
    "    \n",
    "    1. Release_Date\n",
    "    2. Genres\n",
    "    3. Popularity\n",
    "    4. Budget_adj\n",
    "    5. Release_Year\n",
    "    \n",
    "> In this report we will be asking the following questions:\n",
    "    1. Is there a comparison between Budget of a film and the Popularity of a film?\n",
    "    2. What Genres are most prevelant year to year, what are the trends of these genres over the years?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "\n",
    "### General Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10866 entries, 0 to 10865\n",
      "Data columns (total 21 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   id                    10866 non-null  int64  \n",
      " 1   imdb_id               10856 non-null  object \n",
      " 2   popularity            10866 non-null  float64\n",
      " 3   budget                10866 non-null  int64  \n",
      " 4   revenue               10866 non-null  int64  \n",
      " 5   original_title        10866 non-null  object \n",
      " 6   cast                  10790 non-null  object \n",
      " 7   homepage              2936 non-null   object \n",
      " 8   director              10822 non-null  object \n",
      " 9   tagline               8042 non-null   object \n",
      " 10  keywords              9373 non-null   object \n",
      " 11  overview              10862 non-null  object \n",
      " 12  runtime               10866 non-null  int64  \n",
      " 13  genres                10843 non-null  object \n",
      " 14  production_companies  9836 non-null   object \n",
      " 15  release_date          10866 non-null  object \n",
      " 16  vote_count            10866 non-null  int64  \n",
      " 17  vote_average          10866 non-null  float64\n",
      " 18  release_year          10866 non-null  int64  \n",
      " 19  budget_adj            10866 non-null  float64\n",
      " 20  revenue_adj           10866 non-null  float64\n",
      "dtypes: float64(4), int64(6), object(11)\n",
      "memory usage: 1.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('tmdb-movies.csv')\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning (Replace this with more specific notes!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Checking if there are any null values in the dataset\n",
    "df.isna().sum();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dropping all nulls in the dataset\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      True\n",
       "imdb_id                 True\n",
       "popularity              True\n",
       "budget                  True\n",
       "revenue                 True\n",
       "original_title          True\n",
       "cast                    True\n",
       "homepage                True\n",
       "director                True\n",
       "tagline                 True\n",
       "keywords                True\n",
       "overview                True\n",
       "runtime                 True\n",
       "genres                  True\n",
       "production_companies    True\n",
       "release_date            True\n",
       "vote_count              True\n",
       "vote_average            True\n",
       "release_year            True\n",
       "budget_adj              True\n",
       "revenue_adj             True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking if nulls were dropped from the dataset\n",
    "df.isna().sum() == 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>6/9/2015</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
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       "      <td>1.392446e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>5/13/2015</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>3.481613e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>3/18/2015</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>101199955.5</td>\n",
       "      <td>2.716190e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>12/15/2015</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>183999919.0</td>\n",
       "      <td>1.902723e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>4/1/2015</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>174799923.1</td>\n",
       "      <td>1.385749e+09</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "       id    imdb_id  popularity     budget     revenue  \\\n",
       "0  135397  tt0369610   32.985763  150000000  1513528810   \n",
       "1   76341  tt1392190   28.419936  150000000   378436354   \n",
       "2  262500  tt2908446   13.112507  110000000   295238201   \n",
       "3  140607  tt2488496   11.173104  200000000  2068178225   \n",
       "4  168259  tt2820852    9.335014  190000000  1506249360   \n",
       "\n",
       "                 original_title          director  runtime  \\\n",
       "0                Jurassic World   Colin Trevorrow      124   \n",
       "1            Mad Max: Fury Road     George Miller      120   \n",
       "2                     Insurgent  Robert Schwentke      119   \n",
       "3  Star Wars: The Force Awakens       J.J. Abrams      136   \n",
       "4                     Furious 7         James Wan      137   \n",
       "\n",
       "                                      genres release_date  vote_count  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller     6/9/2015        5562   \n",
       "1  Action|Adventure|Science Fiction|Thriller    5/13/2015        6185   \n",
       "2         Adventure|Science Fiction|Thriller    3/18/2015        2480   \n",
       "3   Action|Adventure|Science Fiction|Fantasy   12/15/2015        5292   \n",
       "4                      Action|Crime|Thriller     4/1/2015        2947   \n",
       "\n",
       "   vote_average  release_year   budget_adj   revenue_adj  \n",
       "0           6.5          2015  137999939.3  1.392446e+09  \n",
       "1           7.1          2015  137999939.3  3.481613e+08  \n",
       "2           6.3          2015  101199955.5  2.716190e+08  \n",
       "3           7.5          2015  183999919.0  1.902723e+09  \n",
       "4           7.3          2015  174799923.1  1.385749e+09  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#drops columns that aren't needed for conclusions\n",
    "drop_columns = ['cast', 'homepage', 'tagline', 'keywords', 'overview', 'production_companies']\n",
    "\n",
    "df.drop(drop_columns, axis=1, inplace=True)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>popularity</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>original_title</th>\n",
       "      <th>director</th>\n",
       "      <th>runtime</th>\n",
       "      <th>genres</th>\n",
       "      <th>release_date</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>release_year</th>\n",
       "      <th>budget_adj</th>\n",
       "      <th>revenue_adj</th>\n",
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       "      <td>135397</td>\n",
       "      <td>tt0369610</td>\n",
       "      <td>32.985763</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>124</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>6/9/2015</td>\n",
       "      <td>5562</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>1.392446e+09</td>\n",
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       "      <th>1</th>\n",
       "      <td>76341</td>\n",
       "      <td>tt1392190</td>\n",
       "      <td>28.419936</td>\n",
       "      <td>150000000</td>\n",
       "      <td>378436354</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>George Miller</td>\n",
       "      <td>120</td>\n",
       "      <td>Action|Adventure|Science Fiction|Thriller</td>\n",
       "      <td>5/13/2015</td>\n",
       "      <td>6185</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>137999939.3</td>\n",
       "      <td>3.481613e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>262500</td>\n",
       "      <td>tt2908446</td>\n",
       "      <td>13.112507</td>\n",
       "      <td>110000000</td>\n",
       "      <td>295238201</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Robert Schwentke</td>\n",
       "      <td>119</td>\n",
       "      <td>Adventure|Science Fiction|Thriller</td>\n",
       "      <td>3/18/2015</td>\n",
       "      <td>2480</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>101199955.5</td>\n",
       "      <td>2.716190e+08</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>140607</td>\n",
       "      <td>tt2488496</td>\n",
       "      <td>11.173104</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2068178225</td>\n",
       "      <td>Star Wars: The Force Awakens</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>136</td>\n",
       "      <td>Action|Adventure|Science Fiction|Fantasy</td>\n",
       "      <td>12/15/2015</td>\n",
       "      <td>5292</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2015</td>\n",
       "      <td>183999919.0</td>\n",
       "      <td>1.902723e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>168259</td>\n",
       "      <td>tt2820852</td>\n",
       "      <td>9.335014</td>\n",
       "      <td>190000000</td>\n",
       "      <td>1506249360</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>James Wan</td>\n",
       "      <td>137</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>4/1/2015</td>\n",
       "      <td>2947</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2015</td>\n",
       "      <td>174799923.1</td>\n",
       "      <td>1.385749e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "       id    imdb_id  popularity     budget     revenue  \\\n",
       "0  135397  tt0369610   32.985763  150000000  1513528810   \n",
       "1   76341  tt1392190   28.419936  150000000   378436354   \n",
       "2  262500  tt2908446   13.112507  110000000   295238201   \n",
       "3  140607  tt2488496   11.173104  200000000  2068178225   \n",
       "4  168259  tt2820852    9.335014  190000000  1506249360   \n",
       "\n",
       "                 original_title          director  runtime  \\\n",
       "0                Jurassic World   Colin Trevorrow      124   \n",
       "1            Mad Max: Fury Road     George Miller      120   \n",
       "2                     Insurgent  Robert Schwentke      119   \n",
       "3  Star Wars: The Force Awakens       J.J. Abrams      136   \n",
       "4                     Furious 7         James Wan      137   \n",
       "\n",
       "                                      genres release_date  vote_count  \\\n",
       "0  Action|Adventure|Science Fiction|Thriller     6/9/2015        5562   \n",
       "1  Action|Adventure|Science Fiction|Thriller    5/13/2015        6185   \n",
       "2         Adventure|Science Fiction|Thriller    3/18/2015        2480   \n",
       "3   Action|Adventure|Science Fiction|Fantasy   12/15/2015        5292   \n",
       "4                      Action|Crime|Thriller     4/1/2015        2947   \n",
       "\n",
       "   vote_average  release_year   budget_adj   revenue_adj  \n",
       "0           6.5          2015  137999939.3  1.392446e+09  \n",
       "1           7.1          2015  137999939.3  3.481613e+08  \n",
       "2           6.3          2015  101199955.5  2.716190e+08  \n",
       "3           7.5          2015  183999919.0  1.902723e+09  \n",
       "4           7.3          2015  174799923.1  1.385749e+09  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creates new column that gives me the year instead of exact date a film was released\n",
    "df['release_year'] = pd.DatetimeIndex(df['release_date']).year\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis\n",
    "\n",
    "### Compare the coorelation between Budget of a film and the Popularity of a film"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.3167630110441788"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#show the average popularity of a movie as we are going to compare budgets vs. popularity\n",
    "df['popularity'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#changes dtype to show actual numbers (we use budget_adj as it's a more modern look at what budgets would be based on inflation)\n",
    "df['budget_adj'] = df['budget_adj'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "547"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking to see how many Zero's are in the data\n",
    "sum(df['budget_adj']==0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "#replacing the films with no budget information with the mean of the collective films budgets\n",
    "df['budget_adj'] = df['budget_adj'].replace(0, df['budget_adj'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking to see if there are any budgets with no information\n",
    "sum(df['budget_adj']==0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count         1992\n",
       "mean      46234474\n",
       "std       46590856\n",
       "min              1\n",
       "25%       18365083\n",
       "50%       36273759\n",
       "75%       50644500\n",
       "max      425000000\n",
       "Name: budget_adj, dtype: int32"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Checking for percentiles of budget_adj to create bins\n",
    "df['budget_adj'].describe().astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create bin edges to show was is a low budget, moderate budget and strong budget\n",
    "bin_edges = [18365083, 36273759, 50644500,425000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating the labels for what will be identifiers for the bins\n",
    "bin_labels = ['Low Budget', 'Moderate Budget', 'Strong Budget']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating Budget Ranking column\n",
    "df['budget_rank'] = pd.cut(df['budget_adj'], bin_edges, labels=bin_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget_rank\n",
       "Low Budget         1.306040\n",
       "Moderate Budget    0.732794\n",
       "Strong Budget      2.636743\n",
       "Name: popularity, dtype: float64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Finding the average of each bin label (budget vs. popularity)\n",
    "df.groupby(['budget_rank'])['popularity'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "#Plot the findings\n",
    "bud = df['budget_adj']\n",
    "pop= df['popularity']\n",
    "plt.scatter(x=pop, y=bud);\n",
    "\n",
    "plt.xlabel('Popularity of Movie')\n",
    "plt.ylabel('Adjusted Budget of Movie')\n",
    "plt.title('Comparing Budget of Movie to Popularity of Movie');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization Analysis\n",
    "\n",
    ">I wanted to compare if the budgets being invested into a film at any impact on the popularity of the film.  Meaning if you put more money into a film would people enjoy it more than if you don't.  Through the visualization you can see that as popuarlity increases so does the budget of a film"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Which Genres are most popular year to year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Action</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Action</td>\n",
       "      <td>Crime</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10724</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>Action</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10759</th>\n",
       "      <td>Horror</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10760</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10817</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>Music</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10819</th>\n",
       "      <td>Action</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1992 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0                1                2         3    4\n",
       "0           Action        Adventure  Science Fiction  Thriller  NaN\n",
       "1           Action        Adventure  Science Fiction  Thriller  NaN\n",
       "2        Adventure  Science Fiction         Thriller       NaN  NaN\n",
       "3           Action        Adventure  Science Fiction   Fantasy  NaN\n",
       "4           Action            Crime         Thriller       NaN  NaN\n",
       "...            ...              ...              ...       ...  ...\n",
       "10724    Adventure           Action         Thriller       NaN  NaN\n",
       "10759       Horror         Thriller              NaN       NaN  NaN\n",
       "10760       Comedy              NaN              NaN       NaN  NaN\n",
       "10817  Documentary            Music              NaN       NaN  NaN\n",
       "10819       Action           Comedy              NaN       NaN  NaN\n",
       "\n",
       "[1992 rows x 5 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#used this to shorten the output but you can use df['genres'].unique() to see all the outputs and find each unique value\n",
    "format_genres = df['genres'].apply(lambda x: pd.Series(str(x).split(\"|\")))\n",
    "format_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#seperate values individually by column to append to one column\n",
    "df1 = format_genres[0]\n",
    "df2 = format_genres[1]\n",
    "df3 = format_genres[2]\n",
    "df4 = format_genres[3]\n",
    "df5 = format_genres[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#append each index to one column\n",
    "df4 = df4.append(df5)\n",
    "df3 = df3.append(df4)\n",
    "df2 = df2.append(df3)\n",
    "df1 = df1.append(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Action', 'Adventure', 'Western', 'Science Fiction', 'Drama',\n",
       "       'Family', 'Comedy', 'Crime', 'War', 'Mystery', 'Fantasy',\n",
       "       'Thriller', 'Romance', 'Horror', 'History', 'Documentary',\n",
       "       'Animation', 'Music', 'TV Movie', nan, 'Foreign'], dtype=object)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#find all unique values to compare below\n",
    "df1.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#store all unique values in their own array\n",
    "seperate_genres = ['Action', 'Adventure', 'Western', 'Science Fiction', 'Drama',\n",
    "       'Family', 'Comedy', 'Crime', 'War', 'Mystery', 'Fantasy',\n",
    "       'Thriller', 'Romance', 'Horror', 'History', 'Documentary',\n",
    "       'Animation', 'Music', 'TV Movie', 'Foreign']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Action = 532\n",
      "Adventure = 361\n",
      "Western = 20\n",
      "Science Fiction = 291\n",
      "Drama = 838\n",
      "Family = 233\n",
      "Comedy = 640\n",
      "Crime = 262\n",
      "War = 44\n",
      "Mystery = 148\n",
      "Fantasy = 202\n",
      "Thriller = 575\n",
      "Romance = 291\n",
      "Horror = 273\n",
      "History = 56\n",
      "Documentary = 93\n",
      "Animation = 170\n",
      "Music = 72\n",
      "TV Movie = 16\n",
      "Foreign = 6\n"
     ]
    }
   ],
   "source": [
    "#See the frequency in which films are created with a specific genre\n",
    "def genre_analysis():\n",
    "    for c in seperate_genres:\n",
    "        df1 = df['genres'].str.contains(c).fillna(False)\n",
    "        data = df[df1].count()[0]\n",
    "        print(c, \"=\", data)\n",
    "genre_analysis()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \"\"\"\n",
      "C:\\Users\\coryt\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:12: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8bhF5NYBn1/uiSqlDAPbV+/F0YUvkbZXbjns/mTKZ4yaixrNsp6VT04AaBrDkU0p9E8CL1vhaiKqSyitOC+eK07jiJqLGsxzV0lYwoPqt8tfk/VaDu1puXfc5XdC8FXdHSEfGdLerWJxGRM1g2k7Lg1+1k9PuyPu1BWAIwC+v+dUQVcHLcUdDOsIZN3AnMgzcRNR4lt3qsF19jpvFY9Q2krkVdwBzmolQQEOSOW4iagLTaf25CNUe67lbRL4jIlMiMiki3xKR3Y2+OKJiEsa5FTfgFqlxq5yImiFt2NBbeTQYqi9O+yKArwAYBLAZwH8B+FKjLoqonKRhQdckV5gWC+osTiOipkhbTu5wo1ap9tVFKXWnUsrK/vg8WJxGLZLMnsXttWNEG7Di/uqBM/j4vSfW9HMSkf+lDLul406B6gP3PSLyxyKyU0R2iMgHAHxXRPpEpK+RF0i0XDLjBm5PLBRY81nlX3xoGJ//xZoPDiQin8uYNgJ6awN3tVXlv579+beWPf6bcFfezHdT0yQMy52alhUNrf1W+fBMEotpE0qplg5aIKL2krZs9LRwahpQfVX5rkZfCFG1UoaNWDh/xa1jNmGs2edfTJuYyX6+uaSJvo7Qmn1uIvIvb2qa5ofiNBEJisjvishXsz/eKyLBRl8cUTEJw0IseO6eM7bGK+7h6WTu1xOL6TX7vETkb+7UtNbvwFWb4/44gBsAfCz744bsY0RNt3LFHVjT4rRTM4ncr8cZuIkoy52atrIu+7M/H8KffvNI066j2hz3s5RS1+T9/ici8lgjLoiokoRhY2tv4Yo7sYbFaUPT5wL3JAM3EWVZdvE55cenljDQHWnadVS74rZF5CLvN9nhK2ycpZZIZqzc8BVg7YvThmYSWN/p5rUnFjNr9nmJyN9MZ+WccttRGJ1PYVd/R9Ouo9oV9x/CbQk7mf39TvAMbWqRpGmjI78dLBiAYTmwHbUm/ZVD0wlcsrELjoozx01EORnTWVGYNr6Qhmkr7NrQvMBd7Yr7AQD/CsDJ/vhXAA826qKIyklmbERDhVvlANasl3t4Jomd62PY2BXmipuIctKmjcCyxcHIrJta272+/QL35wDsAvCh7I9dAO5s1EURlWLaDgzbKVhxe9vma1Gg5rWC7ezvwEB3hCtuIspJW86KXb3hWbcLZWcbbpXvWVacdg+L06gVvFx2LFxsxb36wO21gu3o78CJqSUcG1tc9eekC9fQ9BJ29HdwiM95ImPaK+aUD88ksbErXFB302jVrrgPisiN3m9E5Dlwt8+JmsrbDi8cebp2gdtrBdu13l1xTy9lYNmtP8aP/MeyHUwvGTDb4PxmWhtpc+Wc8uHZJLasizb1OqoN3M8B8HMRGRKRIbj57VtE5HEROdywqyNaJpHJrrgLtsrd1XdqDc7k9lrBdvTHsLE7AkchN0WNqBaG7SCdLZok/7MdBWtZAaxpOxidT2Frb3MDd7Vb5S9v6FUQVcnLY3cULU5b/Yp7aCaBwZ4IIkEdm7J9mROL6ab2aNL5wbQU0qYNy3EAtHa2Na2eaTsrerhH51OwHYUt7Ri4lVI8JonaQqLMVrm3Gq9WsYA8NJ3IFZkMdIcBuO0eV2+t+5LpApWxbWRMGxa3ys8LlrNyZtrwjFsTs7U31tRrae1p4EQ1yuW4C4rT6tsqnyzS6uW1ggHIBfWJOFvCqHbJjJ3bXiX/s4qsuIdnk9AEGOxp7o4cAzf5SjK3Vb72xWn5rWAA0N8RgiYce0r1SWQshHSdxY3niWJFhiOzCWxeF0VQb24oZeAmX0lmt8OXjzwFVt/Hnd8KBgABXcP6zjB7uakuiYyFSFBDxmLgPh8Ylr2irW94Jokdfc3dJgcYuMlnvK3yguK04NqsuPNbwTybeiKcnkY1U0ohZdkIB3QYXHGfF1LLpqalTRvjC+ncjX4zMXCTryRyA1jOrbgDuoaQrq06cOe3gnk2dnF6GtXOsB1AAbomSJs8j+l8kDELp6admUtBAdjOFTdReUnDgq4JQstyStGQjtQqZ5Xnt4J5Brq5VU61Myz3FCldExjcKj8vpE2nYGqaN6N8ez8DN1FZScNGLKSvyDXF1uBoz/xWMM9AdwRzSRMZq/BzK8VKYSrNC9a6JnXnuM/MJrGQNNfysmgV0lbh1LThmSQCmmBzT3N7uAEGbvKZZMYu6OH2REM6kqvcksxvBfN4vdzLW8eenohjZCbBAE5FpU0bGgS6JrAcp67vk4WUiaml+nZ7FlImhrM1G7R6jqNg2YVT04Znk9jWF1uTo4RrxcBNvpIwrILCNE9HKLCqqvLlrWAer5d7Ml74Bpo2HRwbj+PE5BIc9unSMgnDzrUIKYW6erkztoPJxUxdQX86nsFckqN614pbYFj479CqinKAgZt8JmXYBYVpnmhIRyJTf457eSuYJzeEpUhl+bpoEKfnk3hqIs551FRgKWMhoLsrMYHU9f2RMW2ksj9qoZTCZDxd8yRBKs2wnYKwnchYmF7KtKQwDWDgJp9JGBZiwZUr7lhIr/kNLl+xVjDgXOAeX1i5ZamJoD8WxvhiCkfOLsBk2w9lJTN5K27UPj1NKQXDdquYF1O15bmTho2M6cC0ecDJWlleYHh61rvRZ+AmqihZYsW92uK0Yq1gANAbCyKoCybixXONIoL1HREspEwcPjPP1h+CZTuwnHOtQwLArnFeueUoKAVEgzomaxy5u5A04c3m5M3k2kgZNjQpzG8DwPYW9HADDNzkM0nDLprjjgZXl+Mu1goGuIF5Y1ek6FzzfL2xENKmg0On53NDYujCZCybaa0AmE5tAdSyFQRu4J5LGjWNTZ2IpxELBiAAh7+skUTGKhhrOjyTQCSoYWNXuCXXw8BNvpLMWAXjTj3uirv+gFmsFczjTk+rXN3bHQlCKeDRkTnE02zjuVCt6NtWqHnL2nTcnKqIQCk3Z17Vx9kOFlImIkENqti1UF0SGRtBvXDFvb0vVrAKbyYGbvKVhGEXHDDiWe1WebFWME8tQ1g6wwGENB2PDs9hnlW9FyRv+IpH1wSZGlMo+VvrAU2rukI8nrYgcAO+htpfl4pLmoUr7pFs4G4VBm7yFbeqvMhWeUhHxqqvGKdUK5jHHXtafZ4xGtLREQ7g4Mh8zSeLpU0bT44trhj4Qv6RyNgFE7YCWu0HjeRvrcdCetXff9NLmVyACepabkQw1c/Ivq94q+uFlIn5pIkdfa3JbwMM3OQjpu3AsJ3coSL5vKEs9VSWnytMK/4fcaA7gqWMVfV2JQCEAzp6okE8fnYBZ+dSVX3MdDyNR07NYmQ2ibTJLU6/ShpWwbaqptW+ZZ0xnVygCOoa0oZdsfBRKYXJxUzufPqALqy3WAPL6wRGZlo36tTDwE2+kcwdMFJsxR3IPqf2N6qhGbdCdHkrmOfc9LTaVs9BXUN/RxhPTSzi1PRSyUEatqNwfHIJh88uIBYKIBTQWA3sY8sLmeoZe5pedhIVBBXbwpYyFiz7XDV7cA0O3qGVN11eRXmrhq8ALQzcIqKLyEERuatV10D+cu5Iz5Urbu+xZB1DJ0q1gnk2lRnCUomuCfo7wjg1ncQzk/EVU9aShoWDI3M4M5fE+o4wQgGNuUkf847zzA+6ukjNqQ/DKjyJKhLQMVWhLWw+aULLf93sASfs5V6djGlD8voERmaT6Ajr6OsIteyaWrnifj+AYy18ffIZbxJUqapyoL4zuUu1gnk2lhh7Wi1NBOs7QhidT+PY2GKutWdy0d0aN22F/o5w7uAUd4uTgduPMpZ7nGf+ITi6JjXvoKSXHSEZDemYSRhlg/DEYhrR5e2MqP21qdBSpjD14Y467Vhx0FEztSRwi8hWAK8E8O+teH3yJ69Pu2gfd/axlFnHVnmZVjDg3FZ5selp1RJxV97TiQyOjC7iqfFFHBldQFckiM5lW/8BjVucfmUuG40JuP/2jkJNvdhpq7DATROBo1TJOouMZSOetorcfCr2cq9SwrDy5s4rDM8mWjYxzdOqFfc/AvgAAH5HUdUS2a3yYqeDrWbFXa4VDHBbvGqp7C2nLxZGImNhfCGN9R3hglyoJ6DLqsa3UuuUKkITVH/QiFIKpu2sOHVKE8FCibaweNpCsQUge7lXL5E3vnY2YSCRsVua3wZaELhF5HYAk0qpAxWe924R2S8i+6emppp0ddTOvBx30eK0YH2Bu1IrGOCumAa6IyXHntaqOxJEX97W+HIBzc2J8shQ//GO81xBqj9oxCwxHtW9eSz+PTgVzyAcWHlDy3qJ1bGdwpuoVo869bRixX0TgFeJyBCA/wTwIhH5/PInKaU+qZTap5Tat2HDhmZfI7WhZG6rvEw7WI2Bu1IrmGegO1xzVXm9vGlZ3OL0n/zjPAuo6g8asRynWOhHOKAjUaQtzHEUpuOZFfltgJXlq2VYhf8WI9kOlFYOXwFaELiVUn+ilNqqlNoJ4PUAfqKUelOzr4P8J1m2OM1rB6sxcFdoBfMMdNc2hGUtlFp5UfvKP84zn0L1Y08rBfjlee54xoKt1IqtdcBNuyTYy123la1gCayLBdETDbboilzs4ybfSOTawYpPTgNq7+Ou1ArmGeiOYHwx3bTtawFgMjfpO8llPdz5qi1Os2y1osDNE9ZXtoXNJ4ySM7MDmqzq8J0LXca2C/4t3Iry1q62gRYHbqXUvUqp21t5DeQf5wawrOFWeYVWMM/GrjAMyz3AoRkUeCSj37jHeRZf+WpS/RCWcgE+GtIxvZQpmAcwsZguejMLAAHdHbe6fH4AVSeZN77WUQqn55IV02rNwBU3+UbSsKBrglCRFU1Q1xDSNSRrLMSp1ArmGVjFEJZ6sCXMf5Yf55mvliEsadOGXmIFrWtukZu3+5Q2bSQNG6FA6bdygbBeok6JvB7uyXgGadNpeX4bYOAmH0lkbMRCeslq7GhIR7KGeeJA5VYwz7nA3ZwCtYAmSNbRk06tU67tKqBXHzwzllPQw72cJpLb+VlMmSh5t5Cl2Mtdt/zxtd6M8gt+q5yoFinDLrklCNR+tGciY1VsBfNsanLgDuoaUhm+2frJ8uM882kiVfdTpy0HZeI2osFzMwUmS1STL8d6ido5TuH42mGvorzFw1cABm7ykYRhFR2+4omG9Jq2ykfn3VO7qslZbcxOT2tW4Na54vadpYxVcqXsnsld5YrbtMuuuCNBHYtpEynDxmzCqFifoUEqnixGKxl24fjakdkkNnSFcx0srcTATb7hnsVd+k0qFtJrKk4by44wrdQKBrhvlj3RYNNy3LomsBxV05hMai23h7t0brr6HPfKqWnLCYCxhRQcpUpWlHs4+74+xrLxtcOz7VFRDjBwk48kDAuxYJmt8mCgpnaw0QVvxV3df8aB7nDTVtyA+5+znXq506Zd8ylXF5JUmVYwLTuvvFIvt+MoWE7lwB3SNUzGM2VX5h4OYalPfmrDdhROzybbojANYOAmH0lWWHFHa11xz6eragXzuGNPmzuEpZ2KiqbiGUys4qCV89nyfGgpllP+39Os8OeeWCiAmaVM2dSRJ6BJXefUX+hShp3bzRhdSMFyVMsPF/EwcJNvJNe4OG10IVVVYZpnoDvStLGnQPv1cqdMG7MlDrm40C3PhxYjqLzith1VqUgcgLv1PtgTLbnCzxfQNRiWYi93jQoryr1Rp63v4QYYuMlHkhmr6LhTT7TGwD22kK6qFcwz0B3GZDzTtDdATdpr6lXKsLGQMhkAilieDy1OKo4zrSU1Uk3QztdOuzd+4J4K5t5GnZpOQBNgW1+0xVflYuAm30gYdtEDRjyxkF71cZiLaRMLKbPmFbftKEwnmrNdHtS0tjreM23aMG3VVtfULqpp9VJQsCsEZquqG4DasZe7dknz3Ir71HQCW3pjRU9gawUGbvINt6q89FZ5R6j64rRqTwXLt7HL7eWebNb0NL29cpMZy4Yu9Z15fr7LmHbF6m6g8gEi1W6V14O93NUzLAe2c65i/9RMArvKvFc4SiFcZnrdWmPgJl8wLAeG7SBWppAsGtKRNp2qTmHyhinUulUONHd6WrtslZu2A0e5R0vOM8+9QsKwEaxQ4a1BYFSoyk+bNvQqKsVr5Z7LzcBdrfzdiaW0hal4pmTbqKMURAxeRKYAACAASURBVIDejlCzLo+Bm/whlTtgpHxxGoCqtnIns9Xh3kS0amzqafK88jY6IMKy3ZVgJKhjLsHAvVyp4zzzaVrlg0bSllNyTvlq8HjP2uSnPk5NLwEAdpcI3EtpC5u6IzXXHKwGAzf5gjdFrFyOO5o7k7vyG9RUPIOAJjWdq7u+MwyR5q24AbcSuR1yk16bUjB7kEs7Vbu3g3LHeXp0rfLY05RhV+zhrgd7uWuTMW0Izm2TA6UHNZmOjU3dzS1au+AC912HR/Hbdx6o+1zl45Pxpp3JTOckMu6bTrmqcm8bvZrt5cl4Gr0dobLtO8sFdQ39Hc0dwtIuLWFm3hxuAfPc+cwyx3nmC1Sx4jYsp+LKvR7s5a7NUt6pYKemE1gXDRbdCjdtB+GAju5oc8egXnCBeylt4ftPjOP+49M1f+y9T03ixR/+KX54dKIBV0bleG86lfq43edWDipT8Qx6Y9Wvtj3Nnp4GtMf0NDPbpwy4vcqJNIOAxyxznGc+XZOKN2EZq7oit1q1U9rFDxJGYUX5zlLb5BkLW3tjNS0A1sIFF7h/5fot2NgVxsfvPVHTxyml8M8/OQ4AdQV9Wp1kLsddvjgt/7nluIG79mKSge5I03LcQHarvA3GjKYMB4HsG1k4oHEQS55Sp4KZtoP/fGQkd9OpiSBdpkDMdlRVK/d6tUvaxQ/cHm4Nlu1geCZZujDNUVjfGW7y1V2AgTsc0PHOm3fh5ydmcOj0fNUf94uTszgwPIdwQMMvTs408AqpGO/Nr9zJPN6fVbNVvprAPRlv3opb19ojN5myrNw4T6+ynCkjV6m89eEzC/jCQyN4+NQsAO/gGKfk35vlVLdyr1e7pF3ane0omLY7L/7svDvqtFhhWtKw0BMLlk3fNcoFF7gB4I3P2YHuSACfqGHV/S/3HMf6zjB++5aL8PTEEqaXmjuz+kLnBa9KA1jc55bfxjVtB7NJo+6t8uklo2mndgX19mgJyz+xStcEtoOK+doLRanjPIezRU1jy+a7l0p9WGuYErFsp+j/g2rPBL+QGda5G6hT06UL01KmjS3rWjNJ7YIM3J3hAN76vJ3476PjOD65VPH5B0fmcP/xabzr5l24dc8GAMjdRVNzJKsoTotW2Q42mzCgVH19lwPZ9rG5pFnzx9Yj0CbT0zKmXVA1raCQyDDPDZQ+ztObFTCeF7jLzStfy8D97/efwnu/dLBgdc9e7uoUtoIlENBkRYBuRe92vgsycAPA2563E+GAhk/+tPKq+1/uOY6eaBC/ceMOXLmlBx0hndvlTZaoojjN+zOvAr0Ub/JZfVvlbj5rtkm9zO0wPc1xFDJW4VGTAU3DYro5Ny/tLlGiFWxoNrvizitmVCh9QpjlrM2406W0hR8em8BUPIMz86nc4+zlrk7GtnP/DienE9jeH8vVd3ha0bud74IN3P2dYfz6vm34xsGzGFtIlXzesbFF/OjYJH7zpl3oDAcQ1DXs29nHwN1ktRWnlX9zmlpy30jrCdze2NNmBW7vHOdW5iaLHTUZDmiYTZz/gXspY+Ho6ALiJW5SHEchba48ztM7vxlAwfuLSOkVt1udvvos94+OTeRWjUdHF3OPB9qkXqLdJTN2LvUxNJ0omt82HQebelp34MgFG7gB4J0374ajgP/42amSz/mXe46jMxzA2563M/fYjbv7medusqRhQdcEoTJ3uLnJaRXenKbi3oq79hy3Nz2tWYEbcLdXWxm4valp+cIBDUtpq6rxsn42MpPE2EIa+4dm8fTEItLL0hZGthVseTvQ6EIKpq2wtTeK+aSZ+55UqvS88vw6gno5SuHuI2O4fLAb3ZEAjo2dC9xBXdoi7dLuEtke7rmEgfmUuSK/7fZua+iONLd3O98FHbi39cXwqms244sPjxSdv3xiagnffXwMb7pxB3ry3uRv3N0HgHnuZkpkbMRCetl+yaCuIagLkhXenHJb5XXkp/piIQQ0aWrgVgBMq3UBsljuVUSgoFq+jd9IScPCxGIaGzrD2cE7GTx8aganZ5O54sRSx3l6+e3n7u4HAIwvuqtugZQsbHTnlK8ucD86MoexhTRuv2oQlw9242he4A7oGtKmzV7uCrzUR64wbdnhIvG02ZLe7XwXdOAGgN+6ZTeSho3PPTi84s8+fu8JhHQN73j+roLHr9zSgxjz3E2VMuyy+W1PNKhXXnEvZdATDdaVn9I0wcauMGaadLQn0Pr+Wy84PXZ6Ho+fXSj4s+R5XKB2di6FoC4QcX+si4bQHQnhxNQSHhmaxVQ8XbLYa3jGPb/5WTvdm3yvslzXSvdyZyxnxZZ7rb57eAy9sSCee1E/9g52Y2whjbm8RUmrv5faneMopCw39XEyV1HeWfgchZb0bue74AP3ZZu6cdtlG/HpB04VrB7OzCXxzYNn8YZnb8eGrsJ/JOa5my9hWLmt8HJiVRztORXPrPg3rcXG7khTV9zu4I7WbXEalg0Ngn/72Ul84r5zxZxhXcd86vzMc6dNG2fnU+iKFKZTdE3Q3xFGUNdw5OwiTkwuFZ10NjyTxGBPFNv73NPncoFbpGTgzKxyxT22kMKB4Tm87IpNCOoa9g52A0DBdjl7ucszshMCRQSnphNY3xlGZ96WeNKwsK5Fvdv5LvjADQC/c+tFmEua+PIjp3OP/et9JyHirsiLuXF3H/PcTZQ07LKFaZ5YSK9YgDMZz2DjKgL3QHe4qYE70OIDIlKmDU1zq6NHZpNYyAbrcFBr6t9DM40vpKGJlBw/Gg7ouUNnuoqcWDc0k8CO/hg6wgF0RwK5wK1ppfvf09bqAvfdj49D0wQvv2ITAOCijZ0I6lIQuAH2cpeTn/o4NbOyMK2Vvdv5GLgB7NvZh2ft7MW//fQkTNvB5GIaX95/Gq+9fisGS1QO3pjNXTHP3RxJwyo7Nc0TDVWxVb7KFfem7khDR34OzyQK3lxbfUBEynQQT1u5azqS3S4P6hrSpoNMG4xkXUuG5WBkNonuSOXixVgosKJVKG3aGF9IY2c2NzrYE81Vlgc0DUaRrXLbUXAU6p5TnjZt/OjYBJ67ux/92W3coK7h0oGugjy3oPIJZRcy7+/GsBycnSscdWo7CpoI+lrUu52PgTvrd269CKMLaXz70Cj+/f5TsGwHv33LRSWffxXz3E2VNOwqt8rLr7iVUm7gXkWOamN3BImMjUwDtq+PjS3ifV86iO8dGcs9FtRbO4QlY9q5SnwAODJ6Ls8tUt2IWT+ZjKehVP0zw0dmk1AAdvS72+SDPZHcEBZdExj2yr+vag8qKeWnz0xhKWPhlVcNFjx++aZunJhK5FItwTXq5fbjuNuMZWOpQk1GynAPeRmZTcJRhRPTEhkLm3oiK27UWqH1V9AmXrhnIy7b1IWP3nMcn//FMF51zeaSJ8IAzHM3W7LK4rRYKFC2qnwpYyFl2tjYvZqt8mxL2Bqvui3bwcfuPQ4Fd6vV453j3Kpq4LRp5w5WGeyJ5FbcgDuNK34enRRm2Q6GZhIrctu1GMlWlJ9bcUcwFc/AtB1okt2OXRb4LEfVPXxFKYXvHh7Dzv4YrtjcXfBnezd3w3YUnpmIA3BX/JUGFFV6rZNTS3g6+/n85MxsCvuHZkv25APnKspPTrsTNfMDt2E7uf/7rcbAnSUi+J1bL8Kp6QSSho33vPDiih/DPHfzJDNWVQUhsZBettLZWzmuZqvcm542t8YDSL5zeBRDM0l0hgM4PVs4FEhQuqipkbwTqyYW09A1wQv3bMTQTBKL2Tx3JKifV3numaUMLFutaiLW0EwCoYCWe5Pf1BOFAjCxmHbb6NTKISx2kV75aj05HsfJ6QRecdXgihalyzZ1AUBuuzywil5upRROTScwnO1t91OKxHYUxhZSCAd0PHZ6vmTqyT0VzC1MiwS13NwG03YQCba2dzsfA3eeV141iN0bOnD71YO4dKCr4vOZ526ehGGXPWDEE62wVZ4L3J313zmfm1e+dgFrKp7BFx8ewbN39uHmS9bjzFyyYFWmoFpSDexN8xpbTGOgK4yrt/YAAJ7IbpeHgxoWU6Yvt06XcxyFU9NJdIXrX20DwPBsEtt7Y7mt9s3ZN3+vQE0gK4awmKsYd3rX4TF0hHTceunGFX/WFQlie18MR8e8FbfU1cudH7T7OkIQADNx/9ywLaRMWI5CZziAgKbh0On5op0aSfNcD/fO/o5czUHKsLPFiK3r3c7HwJ0noGv47vtuxod/7dqqns88d/OkDBuxItW7y8VCetkVxWQ2cK/FVvk9T00WHCCxGv/2s5NwFPDuF+zGtt4YEoaN+WUHmbSiqMi0HSi4q5XBdVFcOtCFkK7hSHaUpiYC21FtPZErbdpVtdPNJQ2kTBuhwOreFr2Kcs+mZYFbQa0M3FZ9407nEgZ+fmIat10+UHJHau9gN54cX4TtKLcnHbX1ci8P2poIOsNBjCy7uWxn3mobADrCAUABh8/MF+waGJbj/h3BHXWav01uOk5bFKV5GLiXiYb0qv/jMs/dHIblwLAdxIKr7+M+t+KuP3D3RIN48407cHRsEb/zhQP4xH0nMLeK7eKHT83iwZMzeP2ztmGgO4KtvW4nw+m5ZO45raoGtmwFpRTG5tMY7HEPVbhssKsgzw1BW8/AnlxM48ETMxibT5VcaSqlcGoqgc4qbg7LWUiZmE+aufw24H6/RIM6xhe86Wnu1ni+VJ093P99dByWo/CKKwdLPufywW4kDRsj2dnptfRyFwvaABAKaEibFhZT7V/fkLFsTMYzBTt2XZEgTFvhyNmF3N+FdzMzGc8gYdgrRp12rPJ7Yy0xcK8S89yNl8odMFLd5LS0WbqQa2opg6AuWFfHnPJ8r7thKz76huvxkr0D+P4T43jXnfvxuQeHKlatLpc2bfzrT09gW18Mr752CwB3FC8AnJ7LO9lJa83JTqbjtoKlTDvXGnnl5h6cmk5gKVuUFtS0oiOD24kAODa+iMfOzBc9jnQhZWLJMBGp4uawHK+oMH/FLSIY7IkUnMu9/IQwo46paZbt4PtHxnHdtnXY0lu6t3hvtmAtvy2s1Jng+ZRSGJpJYGgmURC0PWE9gLPzpQ9oahezS0bRefLdkSASGRtHR93dCO/GePmoUze/ra/6e2MtMXCvEvPcjZc0vSM9V/7HWb7lHatwJvfkotsKtha5qr6OEN5z68X42Buvx3N29eO/DpzBuz63H189cKbqSWdf2X8ak/EM3nPLRbmCqP6OEKJBHWdmz6243aKi5q+408a5VrDB7JbvVVt6oAA8MeauuiNBfcW2frvRNcGGzgjSpoOHT81iZCZRUCA2NJ1ANLj6FdXwsopyz6ZlgXt5cVo9w1ceOjWLmYSB268uvdoGgIGuMPpiodwgFoFUbGX0gvap6QT6O8JF+8s7wjom4umWTvWrxpm5ZMmOlN5YCPNJA0+NLyJlWBC4hWkCYEf23zBp2Fjf2T7b5AAD96oxz914XvtKsRze8vaMWO5oz+JvJlNLqxu+UszmdVH84cv24CO/fi0u29SFzz44hN+68wC+d2Ss5IESgNvv+/WDZ3HbZRtx5Zae3OMigq290YKzlIO6hlQL5oKnLQczS+5q2gvclw50IagLHj/jBu5QQMNSxir7tbaLznAAvbEQTk4nsH9oFgspE4tpE7NJo6oBP5UMzyTQFQms2NEZ7IliYjGdG+KxPNjVczLYXYdHsbErjBt29JV9nojg8s3nDhyptHvjOJWDtvd5BWjr3caljIWljF12tdyXPUDmdHY2/anpBAZ7Irn3G8tx0NfR2tnkyzFwrxLz3I3n5ayrOmQk+5xSQ0FWOzWtnN0bOvHBO67A37zmKgz0RPCxe0/gPV98FPc9PQVnWRGPUgofu/c4okEdb79p14rPtbU3mjvPGchWA1t204uBUoabH9Tk3E1SKKBhz0BXwSAWABVPZWsX3rxxgeDA8ByOjS4iElibbdDhmSR29nes2NEZ7InAchRmljLQNVkx9tSwVp7pXc6h0/M4MrqIV1w1WFXA3zvYhal4BlPxDIJlRugmMhYeOzNfMWh7uiNBnJ5Ntu2JY1PxdFV/P/0dIaRNN8CfWlaYppS7u9BOGLjXAPPcjZXM5bir6+MGzm2vLzcVT2NDV2OHKFyxuQf/32uuwp/dvhfhgIa/+8FT+L0vH8L+odlc4P3Jk5N4YnQRb3veTvREV+bbt/XGMJMwcjctIgJHVZebXEsp08ZEPI31neGC3uartmTz3NldAIH/TgqLhnT0d4RgZ9uEVstRCsOzhRXlnsG8ynJvoI7Hsh04amUOtpSnJ+L433cfw/a+WG4ueSV7B90dnWNjiwjosiJw247CyEwCD5+aRdpwsKEzUtX4VW/s7WKZoSat4jgKZ+dSRWfJLyfi3syZtoPxxXQucJu2g1hIz1WktwsG7jXAPHdjecGrmq3Mclvllu1gJmE0bMWdT0TwrJ19+Mjrr8MfvHQP0qaNv7jrKP7464/jkaFZfOqBU7hsUxdesneg6MdvzRaonckrUBM092QnpRQMy8bEQhqb10WxkDJyb9BXbumBo4Cj2bawcEBv6Pz2RtFE0BUJrknNw+RiBmnTWZHfBgpbwjQRZPL+HS1HVd0KNjyTwJ9/+wn0RIP4y1ddUXWl8671HYgENTdwa4JM3u7NYtrEweE5nJxOoDcWKjgNqxqRgL4mRWpKKQxPJ/Dk+OKa7CwtpEyYjqppROlQtkbBO8ozme3fbjdND9wisk1E7hGRYyLyhIi8v9nXsNaY524sL8ddzQAWL7gni4x1nE0YUGp1U9NqpYnglks34GNvvB7vufUijC+k8Zd3HcVSxsJ7br245KrGawk7k9cSBjQ3cFuOgq3cYDPYE4HtnBsCs2dTFwKa5LbLI0F9zSfJ+c3w7MqKco+7YyEYW0ghsHzF7ShUM/B0fCGNP/vWEwjqGj70y1fmDhOphq4J9mQPHBERQLm7KSenlnBgaBa2UujvCNfVktYR1rM3LfWnShxH4cTkEk5MJTA6ny5IE9VrbCGFiF7bSjlXUZ5dcduOg9426t/2tKIxzQLwfyulHhWRLgAHROSHSqmjLbiWNcE8d2PV0g52bsW9cts2N3yliYHbE9A1/NKVg3jhno34/pFxdEYCK/pE8w12R6BrUjD6VKG2wRmrZdkKqYyFeMbCpu5ILrQopRAO6NizqQuPZ/u5dU1g2g4My1n1ABO/8lZr3hnc+TQRDHRHzm2V591YWraDSgv+2YSB/+dbR2DYDv7mNVflVvC1uHywG1/ZfxpJw4ICcGhkHobtFl7VeyoZkC1SE7d+ZFuRr70S21F4anwRE4sZrO8MwVHAM5NLiIV0rK8zreX1bvfFagu6p6bdXn6vilyh/fLbQAtW3EqpMaXUo9lfxwEcA7Cl2dex1pjnbhyvAraaASzRMu1gazGnfLUiQR2vvm4LXnx58S1yT0DXsLkngjPz51YeugjSTRx0YthO7mZnoDuMkK6hOxrMFVZdubkHJ6eWzuXhgapWjuer4ZkENnaFS6Z0NnVHMLaQytUreC1hpq1Qbmc4njbxZ986gvmUgT+/44pcm1Kt9g52w1HubPNoUEdQ16oqQKtGdySI03O1F6mZtoOjYwu5OgoRga4JemMhPDG6WLTnvhrzCQMCqTkFcmp6CbvWu8WFhuWgow3z20CLc9wishPAdQAeauV1rAXmuRunruK0IgFuLaamNdPW3ljBijtQphq4EaxsoQ4A9HeG0RMNYkNnOHdTdNWyPPf56NuPjeIP/uuxqqbWDWUrykvZvC6K8UX3yFDBuSEshmVDK5HjThk2/uI7R3F2PoU/fcVe7NlU+QyFUvZs6oImboFaLBRY04EiQV1DxnSwkKo+XZKxbBw+M4+5hIn1HYUr66CuIRLU8fjZhbomBp6eS604BvjhU7P4yv7TJQ9HsR2FoZlzZ3CnTBvrW3iTX07LAreIdAL4GoDfU0qt+J8vIu8Wkf0isn9qaqr5F1gj5rkbJ2lY0DVBqIoik1h2iEaxADcZd4NQK1fctdjaG8XYQiqXVw7q0tSWK9N2MJk9znNdNIh1sSC6I8Fca9vyPPf5ZmQ2iU8/cApPTcRx39OTZZ9r2g7OziWL5rc9m7rdATDesBor2yGQsYr3cBuWg7+6+yiemYzjAy+/DNdsW7eKr8at/9i5vqNggtpaigSrL1JLmzYeOz2PtOmgt8R2diwUgGk7ODa2WNNKPpGxsJS2Cm5MkoaFf/zR07jzF8P4vS8fwpPjK/8OxhZSMCynIL+9Ltp++W2gRYFbRIJwg/YXlFJfL/YcpdQnlVL7lFL7NmzY0NwLrIOX577v6alVza2mlRIZG7GQXtW2V26rvEiOeyqeQXdkbVcajbStLwZHnTucIqBpJfvTGyFp2JhayqC/I4RQQEMsFMjl+5RSiAR1XDLQhSNnm7PinlhcmwNdqmE7Cv/8k2cQDerY1hvFNw+Nlq10PjOXgqNWTkzLN7guW1me/Tq8g0ZKTU375588g8fOLOD9t12C52Z39FZr76ZuPD0Rb8iwnI6Qjql45SK1RMbCoyNzsG13i72cddEQ5pIGTk4nyj4v31Q8A10v/Pv8xsGziGcsvPP5u5A2HfzR1w7jMz8/VbCaX16Y5ua322c+eb5WVJULgP8AcEwp9eFmv34j/eoNW3F6Nolb/vYefOr+Uy05hvF8lDLsqoavAO5wkIC2sk8VaMzUtEba1uu1hLl5bq8AbPm4zEZJWzYmFzPZHmRBNKQjoGvoiuTnubvxzGS87MEua8Vb/TfD946M4cnxON5582687oatGJlN4uDIfMnnDxeZUb7cYLfbKTC+kILCuRx3salpCykT9z09hVdfuxkvuqx8PUQt9m7uRtp0ckFqLYkINHEPdcnnOArxtInxhRSOnF3AI0Oz0EWqbjvrjYUwMpvAeBWrecdRODOXQmfe+8VCysS3Do3ipovX45ev3YJ/eeN1eMnlA/jao2fx/i8fxFPj7pGnp6YT0DXB9r4YMpaNznCgbQstW3FVNwF4M4AXicih7I9XtOA61twd12zG997/Aly9dR3+8q6jeNk//hT3PFl+i40qSxjWinxVOaXO5J5czGBjg4evrKUt67xTwlrTy502HEzE09jUE4GmAeHsm9iGzlAuz+31cz+ZPe/5fDAZT+NzDw7j+u3r8MI9G3DzJRvQFwvhG4fOlvyYoZkkAprk/s2K2dgdhibA6IK34s7muM2VU9MOjsxBAbj5krXdbbx80D1w5FiRreK10BUJ4vRcCotpE6NzKRw+M4/7j0/jwPAcnhyPI5GxsC4aqmm8rCaC3mgIT07EK+bQF9MmLMcp6N3+r2xe+zeesx2AuwX/3hddgr941RVImw4+8LXH8Jmfn8LTE3FsXRd1xwu3af+2pxVV5fcrpUQpdbVS6trsj7ubfR2NsmdTF+58x7Px72/ZB6WAt3/mEbz1Uw/jmYnGvbEZloMHjk9jbKH9T+qpR9KwqypM83SEAkW3lP224o6GdKzvDBccNgI0ryVsLmlgPmliQ2cE3ZFALlXRHT2X5758Uzd0TXJtYX7njqI9AQWF99x6MUQEQV3D7VcP4tDpeQyVWKkOzySwtTdadthHUNewvjOM8ewQFtNy3CE39soV9/7hOfREg7h4Y+eafn3rO8PY2BVuWEFhUNdg2g4eHZ7DM5NxpAwbPdEg+jvC6O9wK+7r6RUP6Bo6QgE8fmYeIzMJTC6mMbOUwULSxFLGQtq0YdkORufTCOf1bk/FM7j7yBhuu2wgt4PluX57Lz76huvw4uzq+7EzC9i1IZvfVmrVJwg2Untu4PuciODFewfwgks34HMPDuEjP34GL//Iz/DmG3fg9158CdbV2FtYjFIKj47M45sHz+Kuw6OYS5roCgfw16+9CrdfvXn1X0QbSRpWTXfosZBe9BCFRs4pb5RtvdGC6WkKgNmEc7kdR+UKjdZ3hQqKdPLzftGQjos3dOLI6ALuuKb8KVV+cN/TUzgwPId33byr4ACbl1+5CV/efxrfeuws3n/bpSs+bmgmiSuyx2eWs3mdW3Coizt73nLUinGntqPw6PAcnrWzb01atZa7fLAbj59ZcKvbG/D5+xt0IIdXmzI8k4Sj3MZDtwUR2clz7k1Q/q7alx4ZgVLA65+9rejn7AgH8L4XXYKbLlqPzzw4lKslaOf8NsDA3VChgIZ33rwbv3LdFnz4h0/jcw8O4RsHz+L3X3wJfuPGHQWzn6t1ajqBbxw8i28ePIuR2SQiQQ0v3bsJL71iAP9x/ym894sH8cDxGXzwjr01FWFNLKZXnLTVLpKGjb4aphdFQ/qKFfdSxkLSsFsyfGU1tvZG8cNjE3CUe6qUBkGmCcd7mo6TKwZb31k4BjOoa+gMB5CxbIQDOq7a0oNvHDpb8ajIVnFngVeuC1hImfjkz05iz0AXXnlV4c1vVySIF18+gP9+YhxvuXFnwTStRMbC9FKmbH7bs6k7ggdOTOcOGrEdtaIR7JmJOOIZC/t29lb19dVq72A37nt6ChOLmZoGuSQNC6dnUxiZTaC3I4R9FU4la4RazsU+M5fEj49N4ParN1dMkV2/oxfX73D/vtOmje5wsK7352Zh4G6C/s4w/upXrsKbbtyBD911FH/+naP4/EMj+NNXXo5b92ys+PEzSxncdXgM3zh4FodOz0MEuOmi9fjd2y7By64YQFe2MvNlV2zC3//gaXzivhN4dHgOH33jdbhkoLq+z8nFTNsG7kTGWrHNVU6sSI67HYav1GNbXwxp08H0kpufD+hS8gCVtWTZKlcMNtAVWfFmub4zjNOzSYQDOq7c0oOvPnoGz0wu4ZbLKn8/N1PSsPCOz+3HUtrGm27cjlsu3Vhyq/bff3YSKcPG+150cdHnvOqazbj78TF89/ExvOnGHbnHh2eLn8FdzGBPBPG0u7Ubsdxt5eW3FPuH56AJcN22+gO3GcGPywAAIABJREFUoxScEnO6vTz3vU9P4pqt69wbB0FuXrqIW0cxOp/CyGwSI7Puz8uHS73lxh341X3FV7Lt4AsPjSAU0PCrN2yt6eNSpo2dVdyEtRIDdxNdPtiNL7zzOfjh0Qn81d3H8LZPP4IX7tmA//XKvStyWSnDxg+PTeCbB8/ivqenYDsKlw9243++4jK86potRe+Ug7qGP/6ly/Dci/rxf335EO746P34y1ddiV/dt7UhW2KVjC2kcGB4Dn2xEJ538fq6P0/KsGssTgusKGIpFrg3drd/EN/ae+6wkY1dEQQ0LTe7vZFM28FkPI2eaBDRUADRZYG7JxrEsJfnHnQHezw53n4Fan9995M4NZ3E1t4o/uFHz+Crj57Fm56zHc/d3V/wf2L/8CzufXoKb3jWtpKTyTavi+I5u/tw95ExvO6GrXlbt9mK8irGfXqnhE0tZRAL6bDslSvu/cOzuGxTd82HfXhM28Fc0oAGwbpYcEXw3t4XQ3ckgC88NIIvPDRS9nOFdA1be6O4cnM3tvfFsK0vhm29MfznIyP43C+GkTJtvPnGHS15fynn+OQS7j8+jV9/1raaU5OOUuhp0/5tDwN3k4kIXnrFJtyyZwM++/Mh/POPj+Pl//hTvOnGHfjd2y7BsbFFfOPgWXz/yDiWMhYGeyJ418278errNuOyTZVzaABwy6Ub8L3334zf+/IhfOBrh/HAiWn8v6++MrcybwRvUMKB4TkcGJ7Do8NzuerZcEDDzz7wQmysc0WfqDFwx4I6xpcV6nnDV/K3zNp1hyFf/mEj12/vzbWENZqZXXEPdIfRGQ5AW7YC7QgH4F1FLBTAxRs72y5w3/PUJO78xTB+bd9W3H7VII6OxfH5h4bx1997Ehdv7MSbb9yB67atQ8q08S/3nMC23mjFFeSrr92CX5ycxT1PTeKXrnRz+kMzScRCelW7OZt63H/PicV07ozu/BX3bMLAiakE3vLcHcU/QQWJjIWMZePqrT2wbIVjY4u5UaIeXRP87euucafiKTefq7xfwP1JE8FgTwQD2Zn5y/3eiy9FOKDhvw6cQdq08c6bdzckH1+vzz80jK5wAL9ybW3TtL1e/VqKYVuBgbtFwgEd737BRXjN9Vvx9z9w89+ffXAISgFd4QBecdUmvPq6LbhxV/+KN81qbOyO4M53PAcfu+c4/uFHT+Ox0/P45zdcj6u29qzZ1zCXMPCdw6O4+/ExHMpOQQKAzT0RXL+jF+/a0YvtfTG8+84D+Ph9J/DBO66o63WShlXVASOe82mrfF00iM5woGD0aTMYlo2JeAZ7B7vRE1v5dx8KaOgM6blDRa7c3INvPTaKlGG3xWznuYSBD3z1MC4d6MS7bt6F8YUMbrp4PW7c3Y97n5rEFx8ewQe//QSu3NyNnmgQM0sZ/J/XXl0xr7l3sBuXbOzEtw6N4mVXbIImguGZBHb0xapadXor7onFDGzHzafmB7wDw+7I5Frzx0opzCUNREM69u3syxVWxTMmRufTKwrGNq+LYnOZ1rVKdE3wP154McJBHd9+bBRpy8H/uLV4iqHZnhhdwIHhObz9eTtrLjDLWA66Iu2d3wYYuFtufWcYf/2aq/DmG3fga4+ewfXbe3Hb5RvXZLqXrgned9sleM7ufrz/Pw/iNR9/AH/yS5fj7TftrHtry7Ac3PPUJL7+6Bn85MlJmLbCnoEuvOHZ23HDjl5cv713xRvCa67bgi8+NILfueWimlfdhuXAtFVVB4x4ihWnTcUzCGiCddH2bfEoRkSwrTeK03OrP+YQAOaTBrojwYo3g3NJA7MJAxu6Qugu8XfW3xnG6HwaoYCGq7b04OvZGoxq6jYaSSmF//XNxzGfNPCZtz+r4EZC1wS3Xe52fPzgiXH85/7TODK6iNuvHsRlg5V3tEQEr752C/72B09h/9AsnrWzD8MzSTy/RCpoeUdEJKijNxbE2EIKCgpLGRN6wZb9HPo7QjXlWG1HYTZhYFNPGJcMdBUEnYs2dCGethBPm2u+4yYieOfzdyEa0vHlR04jY9r4/RdfWtP51/lOTS/hcw8OI5628Ppnb8MN23trfp9SSuGzDw6jryOEV15de5dDyrBzLWHtjIG7Tezd3I29m/c25HM/e1cf7v7dm/GHX30Mf3nXUfz8xAz+9nVXV33OrFIKh88s4OuPnsG3H3Nbz9Z3hvHW5+7Ea67fir0V2mDe+6KL8fWDZ+tadddypKen2Ip7MtsKVs/uRatt7YvhkTU6vOb0bBJbe2MV/+2Hsyv8jV2RFfltz7pYKHdu8t7N3Qjqgh8dm2h54P7mobO4+/FxfODle3DF5h6MzKzsvQ7qGl559WbcdvkADmRbr6p108Vu69A3Dp7FRRs6sZSxigZaN9dsQhMpuBEf7IlibCENgTvON5Adz2nZDg6OzOMFl6yvOmClTRvxjIlLN3Vhy7roio/TNcEVm3vwyNBsrgtgLYkI3vScHYgGdXzm50PIWA4+8LLLapo4NhlP4wu/GME9T02iIxxAZziAv/jOUVy7bR1+86ad2LW++l72/cNzODa2iPfcetGKr7VcwV7uOVAVx7C2AwbuC0RvRwj/9pZ9+PQDQ/jr7x3DK/7pZ/inN1xX9g1rdD6Fbx46i68/ehbHJ5cQCmh46d4BvPb6rbj5kvVV31nv6O+oe9XtVVB31FicljJtOI7KBWo/9nB7tq6L4ocpE/G0ueo3XsNSmFrKVAzcXrAb6A6XDNwdYR3e9NVYKIBrt63D3Y+P44N3XNGyrcaz8yn82TefwL4dvfitF1xU8fmRoI6baiyc1DXBHVcP4lMPDOHH2cmI24sUtCUyFga6w1hImQWBe1NPBIdOz2d78hWCAfd79NjYIlKmjRuqvImIp004ULhhex96ygwLiQTdlr1Hh+fQ16E1ZDv7tddvRSSg4RM/PYkPffco/uCle9BTYXdrKWPhqwdO49uPjQIAfuW6LfjVG7YhHNTwvSPj+P/bO/PwNu8q33+OdlmWdzvesjixs7XN0qQLpWsKpZQhLRQKBUqhzOUCU2B4KNtlhuFhZu6FXh6GywADHShTlrbQAboBUxrWTumSLknaJt2SNM3uOHa8SNb+u3+8rxzFlmzJmyT7fJ5HT6RXr17/3pNXOu/vnPP7njsff5WP37mNS1c18Z5zFlM/gZJZyhh+9Og+Wqp9vH5U21xjDMeHYrhdQiJpqPSO7VlgrWsvzf7bo1HHPY8QEW44v4OzltRx4x1P8c5bHuUTr+viwxd3juwTiiZ44Lkj/PypA/xl93GMgbOW1PJ/3noGV5zRMuGXMRfpWfd3/rSHL7w5/8hCuoLaX4DjTjv5SCI5EqY8NhgdyS+WGwvtauX9fcN0Nk5dSevoQITOxspxow9pmdVFdYGcN2hel5MKj5N4MoXb6eC8pfVsfaWP/36ph0umcVmYMYafP3UQn8sxbo1GKmW46WfbSRnD165ZN6P51stWN3PH4/v56db9AFln3EljaKv1j1nh0Frt4/fPx4gnUrgcgk+sa/SJfX24HMLaPOpQ0mvTNy6pyyutVlPhoWtBkJe6h2asre2b1rTidTv519+/xHu+/xgNlV46GiroaKhkaUOAjoYAzdU+kinDr3Yc5mdP7GcomuCSFU28+9xFpxSObl7byqYVTfz0if3cv+MQD73Uw1vXt/GW9e34PU6iiSSvHg+zpyfE3ozHcDzJJ18/NlzfG47RUuOjq6mS3lCMfcdDHA9F8LqsGT5Y+e0q39gq/FJEHfc85Iz2au7/6Pl8/pfP8tXfvsgje46zaUUT//GXV/jNs4cJx5IsrPPzsU1dvPXMtpzLYwphcX2At6xv4yeP7eNDFy3Ne9adbl6Rb5MRONmT2+oqZn2uezDK2oXTV5g3m2Q2G5kOxz0cSzIYSeScpSWSKY70Rwh4nCNV7bmor/RwpD9Ktd/BmvZqqv1u7t52cFod9yN7jnPTXdsBuOvJA/z1BR2c3zk2nHzrw3t5ZM9xbr56DYtmeB1uwOvistULuGf7IeoCnjH543gyhc/lpLHSiliki/jgZGV592CUtlr/yA3G1n19nN5WnZdK4FA0QXudv6BamPZaP4OROD1DsZytNKfK61YtYHFdBTsO9rO3J8SenhBP7usbicz43A68Lif9w3HOXFTD+87LHQqv9Ln4wPkdvOmMFm575BXu2Lqf/3ruCJU+Nwf7wiPH9LuddDQE2LSyidUtVVzQdWoEZSiaoNLjoqupEpfTQVOVj8agFQmx1qdHcDkcJI1h2TR8v2YDddzzlKDPzf975zrO72zgC/c+y8MvHyfodbF5bStXb2hn4+LCC0Mm4sZLOvllgbPu8EiOu7BQOZzMj1vFO9EZm2nMNI1BL26nTFtlucvhoGcomttxpwzdAxGaqrwT6jXXVnhGJFldTgeXn97MvdsOEYompk0ycsvObjxOB2/b0M6Du45y3fcfZ2VzkA+c38Hmda14XU5eODLIzQ+8wOtWLeDtGwsT3Jgsm9e2ct+OQ1ln26FogsX1VqV5S7WPfcfDeFyWs0xHfroHorTaeemjAxH294a5bHV+ncASKTNh6Hg0IkLXgiCDkb6CZYQLoWtB8BThp1gixau9Yfb2DLG3J0RvKMblp7ewLs/+4s3VPj5z+UquPDzAT5/Yj0OE85bVs7QhwNKGSrt5S/bfqlgiRSKZYt3CulNm0iJCTYWHmgoPoWiCQyeGOdwfGTflUEqo457HiAjXnLWQc5bWsWXnUd597uIZ7VW9pKHwWXd6xl2oVjmczI8fD0VJmfJbCpbGaXedOjBNleUBr5MjAxGWNgay3pzFkymODkZZ2hDA7x7f7qOd8+a1Lfx0634e3HmUq9YXtoY2G8YYtuw6ynmd9Vx79iL+YfNq7t12iO//914+9Z87uPmBF7j+NYv59TNHCHpdfPnqM2ZNDKSpysdHLu6kNUsKJmkMdbZjrQ142HPsZIFcpghLylhLKJ/c1wfAxsUTq6Ul7NREcBI3Rm6ng9PbrGI1l8MxK20rPS4HnU2VU26YsrKlqqDi1mTK0B+Js35hzbiptoDXRdeCIB0NudNCpUZ5jFKZURbXBzi7o35GnXaaGy/pJJEyfOdPe/LaP53jLqw4zXbc9ow7Ld1Zro4brDx3ZrORqeByWFKbQ9Hs0qnhWNKSWK3y4vOM/xPhczvxuZwjojBnLqqlrcbP3eO0wCyEl7uHeLU3zOvsYiOvy8nbNy7kNx+/gB994GxWt1Tx1d++yM7DA3z56jWz3orxDac1c0b7qTPHdJg8fc1Wel24XQ4Sto2CPjcBr5Njg9ZabrDU0pqrfOO2BU0TiiVpqfZN+gYl4HWxpq2acDzBwARtMsuZ3nCMrqbKvFfPlIvTBnXcyiyzpCHAVeusWXdazWw8JrUczL4BSX/22FDacZdncRpYleVHByJEE9Mjd+oQoXcolvW9/b1hjIHWan9eVez1lZ4RWzscwuZ1rTz0Us8YbevJ8OCuowBcuurUnLmIcEFXI7fdcDa//cSF3Pq+jbw+zzDzTBOKJmitOelYRYTmKh+hjCWKLdV+eoas/gCxRIrtB/rzTk8lUikapngTWlfp5awldQR8LnqGoiRTEzdhKSf6wjGaq7wT1miUK+q4lVnno5usWfd385h1p9tzFiLAkg6rp2fcadW0cusMlsnCugoMcPjExDc7+VDpdXG4PzIi8ZjJ3p4hgLyFKGoDHuKpkzKsV61rI5ky3G8v85kKW3Ye5fS2Klqqc/8AL18QZNPK0nDacGqYPE1DpZdEho1aqn0ctvtyP3uwn1gixYY8uoElkilcjsmFyUfjcztZ01bN0oYAvaEokRLt7lYoQ9EEfreDrgXBktNQny7UcSuzTnrW/eNHJ551T644LR0qt5x+OcmdGmPoHoyM0SMfaTZyYnrC5W6ng0giOUaoBmBvj5VLX5lnZ7lKr4tMwe0VzUFWtVRx97apOe6eoShP7z8xEiYvB+LJFD63c0xqp9LnwuWQkZltS7Wf7sEIiWSKrft6R9TnJiIdJp8uISGHQ1jcEGDD4jriqRQnhrNHYcoFS2kxyWlt1SUvWzoV5u6ZKSVNvrPucCyByyF4CvgSpovThjNm3EHfWMGFUqQvHKPa7x6Tf26r8SPAwWkqUAM7XB4a+0P9am8Yr8vBojy6XYE1c/O6HSQywq1XrWtl2/4TvNIzVrUsX37/fDfGUFaOOxRN0Jol/+x0CI1B78jNZEuVj5SxloQ98Uofa9qq80pLJFLJKYfJs1Fd4Wbj4jrqKjwcG4yO5OPLhXgyRf9wnP5InNNa81tSV86o41aKQr6z7lA0id/jLCjkVTGqOK1cVNOsBh0OupqCpEblHD0uBwuqfNM24wbLTqO7qIGlPtYU9I4sq8uH+kovmVH3zetaEWFKRWpbdh6lpdrHaRNI6pYS2cLkaRqDPmK2Q2ypseotntzXx5GBCBvzUEtLpsy0hcmz4XE5WN1axcrmIP2ROMdD0YI70cUSVkvRE+FYQfUYxhgi8SR9oRjHQ1H6wjGGIgmGY0mrZ/molE40kaR/2Bpjz5A1zuZqL2cuqil4mVw5oo5bKRo3buoknkxxyziz7nAsUZD4CmTmuK3ZTfdgZNrXcPs9TgYjiWkrFkumDKFYnFWt1VRXuPHbnbcyaa/1T1hZPhCJj1HqyoXX5SQUS57SkMUYw+H+CM3VPnzu/H8eais8ZAZFWqr9nNNRxz3bDmXNo09EJJ7koZd6uHRVU9nkKXOFydNU+VyIWNKczfZSyPt3WOmEDXksAxuKJmiexjB5NkSE1lo/5y6tZ1ljJdGEtcJgKJLI+f+YSKY4EY7RMxQhkUrR0RAYidb0hKL0hqL0D8fH3ATEEtbnjoei9IZjOBxCR2OA01qrWdYYoCHowet2EEum6Bu29wtFOR6yUl9ttT7WttdwXmc95yytp7MpWHDv7XJlbscTlJKmoyHAVevb+PFj+/jgRUtPkTxMEy6wFzdYMweXQ06ZcY9esjNVOhsrqa1ws/tYiMGhKNX+qbUCPDEcY2lD5YikbGuNn709oRHRDrAK1LYfOJGzAvj5IwNc9/3H8bud3P+x8/NultAXiuH3WMVf0USKnsEo5y2rL8hhWtrPp/6cvGV9G5/5+TPsONDP2jzFNtL8ZXcPw/HktIXJY4kUA8Nxq9GEsftPA4KVnq+eBqnLTNGVbLicDuoDXoYiCeoCHjwuB4f6Iyys9Y848vFIpFI0Vs7Oygif28nCugraavwMROIcOjFMt10rUuVz43SI3fvbWlPeXuenMegjkBEdW9wQIJZIEYom6A3F6BmKMhCxbiqNgUqv9TdqKtwEvK5xvz/GGOJJMyKvOxvrz0sZddxKUfnopi7ufvogt/xpD3/3V2PV1MKx5KSa2vszOoQdG5x+1TSHQ2gM+qgLeDk2EGF3T4iBSHxSDmAokiDoc41okgPUBTzs7h46Zb/2Wj/xpBkptsvkyX29vP8HW/G4nBw8McznfvEM37x2/YTON+BxcXggQqu9bGZ/X5hEytDRUJjMrc/tsH60Ofn3Lj+9hb+/+znu3nawYMe9ZVc3AY+T1yyrL+hz2Qj6XLTV+nG7BLctOuJ0WDd3DofQH46zu2eQhsDUnOJ4YfI0C6p8HBvsJ+B10VLlY19vmA159N62wuRC0De7P9kOx0mFsaVxa/Z9oHeYWDLFgiovC6p847aJ9bgceFweagMeljVVEoknicZT+DyOghrmiAgel8x7h51GraAA0FRVnLxQ5qw7m0OarDRjhd2TOxRNEIolZyzH7XQIzTVWWLizqZKhWILecP7rYuPJFNFkklUtVaf8+AW8rjHh8oU5Ksv/9OIx3vO9x6kLePjlR87jk5ct51c7DnOn3QBjPHxuJ4OR+MhSoL22wldXgSpXIsKKluApP6zVfjebVjZx3/bDBRU7pVKG3+06yoXLG6elDWVtwMvKliqWNQZZVB+gudpPY9BLbcBDtd9Ne62fKt/YgsBCmChMnqbK7wKxZpDNtoLaWXksA5uNMPlE+NxO2msrOGdpHa/tbGBFcxU1FZ6CxuRzO6mucE97e9H5hjpuBbBmAsXio5u6iCVS3PLn3WPem0yoHKw8dzienLU13C6ng/baCs5dWk9HfYCBSIy+cIzUBPndE8MxVi4IZr05aa3xj6xjh5OO+2BGnvu+7Yf469u20tEQ4K4PncfCugo+dOEyLuhq4Iv3PscLRwbzGn9/2KouT1eBT0aeMtuP8VXrW+kZivLw7uN5H+fZQ/0cHYhy6SxVkzscwsrmKiLx5KSFSHJVk4/G63JS43cTiadY1lhJjd/NqpaJi+8SqdSsq8LlQkRmtPOaMjHquJWi02FXmP/o0bGz7lC08OI0sDoGDccSGapps/Oj53Y6WFQf4Jyl9bTV+OkLx+gfjmUt7DkxHKO5yseCHO1G6wKeU6rLK30uavxuDp6wloT95LF9fOzOp1m/sJY7/+e5I+focAhfu2YdQZ+bG29/6pTis2z43ZZ2OcArx8O4HMLiuql3hAO4eEUTVT4X9zydf3X5ll3dOAQuWdE4LWPIh4DXxbLGAH3hya1jTpr8m360VPsIxxO8fUM7//buDRPWRpwMk5dHAwxl5lHHrZQEN27qzDrrHp70jNvKcRdLp9zrcrKsqZJzl9bTGPRyPBSjfzg+4sCjiSQOEZY1VeacpWULl1vNRob51h9e5vO/fJZLVjRx2w1njylEawx6+Zd3rOXlY0N86f7nxh2r3+2kLxwnlkix93iIBVU+3NOUS/S5nVxxRgsPPHdkwhuINFt2HmXD4toxjnCm0zlttRUEva6R1Qj5kg6T53udVvs9YKwoTWUeOetQNEFTlU9nucoI6riVkmBpY2XWWXdoko47XZx2zF4jXiy5U5/byYrmKs7uqKMu4OF4KMZgJM5AJM7qlqoJc32jw+VttX5eOjrE/33gBa5a18p3r9uQs/PRBV2NfPiiZdzx+H7uG0d+NH3j0D8c52DfMK0105s2uXJdG6FYckR3fDwOnhhm5+GBrNXkM53OcTqE5S1BwrHEhCmOTELRhCWQk2cVvt/jJOB15r2UMJ5KlbVcrzL9qONWSoZss+5wLFFQg5E06eK0Y0NRnA6htsjrOwNeF6tbq9i4pJZKn4vFdYG8uhaNDpcvqQ9ggPedt4SvXbNuwjDrJ16/nDMX1fC5XzzDq8dzq675XJYYy5H+CB310xMmT3NORx0t1b68wuW/G2kqUhy1tCqfmyUNhYXMEylDXZ4dqNI0V/uzys2OJpkyODVMroxCHbdSMixtrORKe9bdMxS1dYdNQS090wQ8LsLxBN0DURoqC6t8nUmCPjdr2mtYlmfx1+hw+aUrm/inK0/jH968Oq9zcjsdfOPa9TgEbrzjqZxKWBUeJ7t7hoglU3mPLV8cDuHKdW388cVj3DOBktqWXd10NARYlmeDk5lgYW0FPrczr6YbsUSKCk/+YfI0tQFPXrP6cCxBU9CrYXLlFNRxKyXFyVn3npGcaCHSm2n8HifhqDXjzibsUk5khstdTgcrW6oKEkdpr63g5retYceBfm5//NWs+4gIR/utFEXXgul13AAfuWQZGxbX8vE7t/G9h7Ir5Q1G4jyyu4fXFVktzeV0sKq5ioFIfFzVt0TSasrRWkCYPE3A48TrckwoKRpLpsr++lWmHxVgUUqKZfas+4ePvMKb17QCTGrGXTGS444WdanbdJBNjKVQLj+9hfe+ZjE/fGQfT73ad9LRZDim9Drmzsb8uoIVQpXPzQ9vOJtP/HQb//SrXRwbjPKZy1eeEjV46KUe4klTEk1FqivcLKqr4NCJYeoCJ/PLiWSKoWiCpDG4nQ6WNgYmdX2JCM3VPg70DueU6UyHyav8GiZXTkUdt1Jy3Lipk3u2HeTrW14EyFl8NR5+j4vheJKjA1FOb524XWIpk626fDL8rytW0TsU43goxoi/tB24YFW6L6qroL02d+/rqeBzO/nmu87ki/c+x3f/vIfuwShfuXrNiGjLlp1Hqfa789Ltng2WNAQ4NhQlHEsQS6RGnHVbrZ+GoJeg1zWlyEBj0MfBE8Mj2tsAguB2Cm6ng2gipWFyJSvquJWSY1ljJZvXto70c57MOu50zrFnKFo0VbjpJK1dPhlbpPG5nbz/tR0AY6QjowmrC9PZHfUzWg/gdAhfuvI0FlR5+epvX6RnKMp33rMBr8vBH17oZtPKpilrhk8Xbjtk/vyRwWlz1plUel28dlkD8aQhlkwRS6SIxpMMRROEYgmSKSn7aJEyM6jjVkqSGzd1ce/2Q6QMk9IqzywWKoeWnhMxHeHy8RiMxFnTXjMrszsR4cZNXTQFfXzul89w7b8/yocvWkZfOF4SYfJMagOeadFLz8UpGtzlf5kqs0Rp3Noqyig6m6xZNzAprXK/O8Nxl4hU5FQYCZcX2B85H6xuVd6ClzRNlWvOWsgt123gxaODfOT2p3A7hQuXN8zqGBSlHFHHrZQsN71hBe/YuJCVzYUXS2U6+7kQKge7unwKjTCykTKGSCJJ5zgKbjPJpasWcPv/OJdqv5uLljfpemVFyQMNlSslS3ttBV9525pJffaUUPks9TCeaeoCnpE+0tPFiXCMhXUVBCYhcjNdnLmoloc+fQmOIi4BU5RyQh23Mifxz7EcN1jh8tGa5FMhnkzhdAiLMvqAFwudaStK/mioXJmTpKuvg3ZueK7QWjN9S7X6IzE6GyvHVJgrilLa6DdWmZOknfVcmW2nqQt4CEyiyn404ViCoMdNky43UpSyQx23MidJ57gb5pjjDnhdLF9QNaVjGAyhWIKuBcGS0XBXFCV/iuK4ReRyEXlBRF4Wkc8WYwzK3CbtuOdiO8SprrUeiMRpqfZTXaF5ZUUpR2bdcYuIE/gW8EZgNXCtiKye7XEoc5u5GiqfDgSho6F43bcURZkaxZhxnw28bIzZY4yJAXcCVxYebC/JAAAJeklEQVRhHMocxuN0cNW6Vi5dWVpKXMXG6RQ6myrxuedOwZ6izDeKsRysDdif8foAcM7onUTkg8AHARYtWjQ7I1PmDCLC19+5vtjDKDkW11VotylFKXOKMePOlqAboyphjLnFGLPRGLOxsbFxFoalKHOf2oBHu00pSplTDMd9AFiY8bodOFSEcSiKoihK2VEMx70V6BKRDhHxAO8E7i3COBRFURSl7Jj1HLcxJiEiNwIPAE7gVmPMc7M9DkVRFEUpR4qiVW6M+TXw62L8bUVRFEUpZ1Q5TVEURVHKCHXciqIoilJGqONWFEVRlDJCHbeiKIqilBHquBVFURSljFDHrSiKoihlhDpuRVEURSkj1HEriqIoShmhjltRFEVRyggxZkxjrpJDRI4B+0ZtbgB6ijCcckXtVThqs8JRmxWG2qtw5ovNFhtjsrbGLAvHnQ0RecIYs7HY4ygX1F6FozYrHLVZYai9CkdtpqFyRVEURSkr1HEriqIoShlRzo77lmIPoMxQexWO2qxw1GaFofYqnHlvs7LNcSuKoijKfKScZ9yKoiiKMu8oGcctIreKSLeIPJuxba2IPCIiz4jIfSJSlfHeGvu95+z3ffb2Dfbrl0XkGyIixTif2aAQm4nIu0VkW8YjJSLr7PfUZtlt5haR2+ztu0TkcxmfuVxEXrBt9tlinMtsUKC9PCLyA3v7dhG5OOMz8+IaE5GFIvIH+3p5TkQ+bm+vE5EHReQl+99ae7vY9nhZRHaIyJkZx7re3v8lEbm+WOc000zCZivt6y8qIjeNOta8+F5ijCmJB3AhcCbwbMa2rcBF9vMbgH+0n7uAHcBa+3U94LSfPw68BhDgN8Abi31upWCzUZ87A9iT8Vptlv06exdwp/28AngFWAI4gd3AUsADbAdWF/vcSsBefwP8wH7eBDwJOObTNQa0AGfaz4PAi8Bq4Gbgs/b2zwJfsZ9fYdtDgHOBx+ztdcAe+99a+3ltsc+vRGzWBJwF/DNwU8Zx5s33smRm3MaYPwO9ozavAP5sP38QuNp+fhmwwxiz3f7scWNMUkRagCpjzCPG+p/8IXDVzI++OBRos0yuBe4AUJsBuW1mgICIuAA/EAMGgLOBl40xe4wxMeBO4MqZHnsxKNBeq4Hf2Z/rBk4AG+fTNWaMOWyMecp+PgjsAtqwro/b7N1u4+T5Xwn80Fg8CtTY9noD8KAxptcY04dl58tn8VRmjUJtZozpNsZsBeKjDjVvvpcl47hz8Cyw2X7+dmCh/Xw5YETkARF5SkQ+bW9vAw5kfP6AvW0+kctmmbwD23GjNoPcNvtPIAQcBl4FvmqM6cWyz/6Mz883m+Wy13bgShFxiUgHsMF+b15eYyKyBFgPPAYsMMYcBstRYc0aIfe1NC+vsTxtlot5Y7NSd9w3AH8jIk9ihVBi9nYXcD7wbvvft4jIpVjhptHMt7L5XDYDQETOAcLGmHTOUm2W22ZnA0mgFegAPikiS1Gb5bLXrVg/lk8AXwf+AiSYh/YSkUrg58DfGmMGxts1yzYzzvY5SwE2y3mILNvmpM1cxR7AeBhjnscKiyMiy4E32W8dAP5kjOmx3/s1Vh7ux0B7xiHagUOzNuASYBybpXknJ2fbYNlSbZbdZu8C/ssYEwe6ReRhYCPWXX1mJGNe2SyXvYwxCeAT6f1E5C/AS0Af8+gaExE3lgP6iTHmF/bmoyLSYow5bIfCu+3tB8h+LR0ALh61/Y8zOe5iUqDNcpHLlnOOkp5xi0iT/a8D+DvgO/ZbDwBrRKTCzj9eBOy0wymDInKuXbX6XuCeIgy9aIxjs/S2t2PlfoCREJTajKw2exXYZFf+BrCKh57HKs7qEpEOEfFg3QzdO/sjLw657GV/HwP289cDCWPMvPpe2uf3fWCXMeZrGW/dC6Qrw6/n5PnfC7zXvsbOBfptez0AXCYitXY19WX2tjnHJGyWi/nzvSx2dVz6gTULPIxVcHAA+ADwcawKwxeBL2MLxtj7vwd4DivfdnPG9o32tt3ANzM/M9cek7DZxcCjWY6jNstiM6ASuMu+znYCn8o4zhX2/ruBzxf7vErEXkuAF7CKi7ZgdTeaV9cYVurOYK162WY/rsBa+fI7rAjE74A6e38BvmXb5RlgY8axbgBeth/vL/a5lZDNmu1rcQCrAPIAVvHjvPleqnKaoiiKopQRJR0qVxRFURTlVNRxK4qiKEoZoY5bURRFUcoIddyKoiiKUkao41YURVGUMkIdt6IoiqKUEeq4FWWOICJ/FJGNxR6HoigzizpuRSkjbIWtefG9FRFnscegKKXIvPgBUJRyRkSWiMguEfk28BRwnYg8YnfGu8tuzjD6M5dl20dEviAiW0XkWRG5xZabREQ+JiI7RWSHiNxpbwuIyK32/k+LSM4WiSLykIisy3j9sIisyXUM+5wessf3lIicZ2+/WET+ICK3YymJKYoyClVOU5QSx251uAc4D0v+8hfAG40xIRH5DOA1xnxJRP4I3AS8Ms4+dcZqTYqI/Aj4mTHmPhE5BHQYY6IiUmOMOSEi/xurB8CPRaQGeBxYb4wJZRnj9fZ7f2s3HrndGLMx1zGwJC5TxpiIiHQBd9j7Xwz8CjjdGLN3BsypKGVPSXcHUxRlhH3GmEdF5K+A1cDD9mTZAzwyat9zx9nnErH611cAdVg67Pdh6UT/RETuBu62970M2CwiN9mvfcAiLC3y0dwF/L2IfApLY/s/JjjGIeCb9iw9CSzPONbj6rQVJTfquBWlPEjPcgV40Bhz7Tj7Zt1HRHzAt7EaWewXkS9iOVKwWnNeCGzGcsCn2ce52hjzwkSDM8aEReRB4ErgGqymIumxjDmG/bePAmuxUnaRLOeqKEoWNMetKOXFo8BrRaQTRlppLs9zn7ST7rFz3m+z33cAC40xfwA+DdRgdUZ7APhoRh58/QRj+x7wDWBrOhw/zjGqgcPGmBRwHaCFaIqSJ+q4FaWMMMYcA94H3CEiO7Cc9Mp89jHGnAD+Havo626s/sVgOc0fi8gzwNPAv9j7/iPgBnaIyLP26/HG9iRWq8UfZGzOdYxvA9eLyKNYYXKdZStKnmhxmqIo04KItAJ/xLpJSBV5OIoyZ9EZt6IoU0ZE3gs8BnxenbaizCw641YUJW9E5A3AV0Zt3muMeUsxxqMo8xF13IqiKIpSRmioXFEURVHKCHXciqIoilJGqONWFEVRlDJCHbeiKIqilBHquBVFURSljPj/2eOcaT5EcdkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KGOiSJFXAQJckqQIGuiRJFTDQJUmqgIEuSVIFRh7oEbFFRHwjIq6KiCsi4uBm+IYRcXZEXNP83WDUvUmSNKnGsYR+D/DPmfkwYGfg1RGxHXAocE5mbgOc09yWJEl9GHmgZ+YtmXlRc/3XwFXAZsAi4Nim7Fhg71H3JknSpJo3zn8eEQuAHYHzgU0y8xYooR8RG/cY50DgQIAtt9xyNI1K0kp02Bdu6qvunc/ebMidqCZj2ykuItYGTgFel5l39TteZh6VmQszc+H8+fOH16AkSRNkLIEeEatRwvyzmXlqM3hJRDywuf+BwG3j6E2SpEk0jr3cAzgauCoz39Nx1xnA/s31/YHTR92bJEmTahzb0B8PvBi4LCIuaYa9BTgC+HxEvBy4HnjuGHqTJGkijTzQM/M7QPS4e9dR9iJJUi08UpwkSRUw0CVJqoCBLklSBQx0SZIqYKBLklQBA12SpAoY6JIkVcBAlySpAga6JEkVGOvpUyVpNtr3lAunrTl5n0eNoBOpfy6hS5JUAQNdkqQKuMpd0tg96+TTpq05c9+9R9CJNLlcQpckqQIGuiRJFTDQJUmqgIEuSVIFDHRJkipgoEuSVAF/tiZJK+h5p14zbc2Jz9lmBJ1oLnMJXZKkChjokiRVwECXJKkCBrokSRUw0CVJqoCBLklSBQx0SZIqYKBLklQBA12SpAoY6JIkVcBAlySpAh7LXdLEWXTyWdPWnL7vbiPoRJo9XEKXJKkCBrokSRVwlbs0x+x5ylF91X1pnwOH3ImklckldEmSKmCgS5JUAQNdkqQKuA1dmmX2+MK7+qr78rPfMuRO6vHsU741bc0X9nniCDqRhscldEmSKmCgS5JUAVe5S5rSM085rq+6L+7zkiF3ImkqLqFLklQBA12SpAq4yl2acHue+oG+6r70nIOG3Ml9nnnyidPWfHHf542gE2nucAldkqQKGOiSJFXAVe7SgHY/fb++6r6y6PMA7HHam/uq//Le/znjniTJJXRJkipgoEuSVIE5t8p96cc+0lfd/H961ZA7uc/lH9lr2prtX3XGCDopTj9m92lrFr3sKyPoZDRec+pufdV96DlnDbkTSZo5l9AlSaqAgS5JUgVm1Sr3iNgNeD+wKvCJzDxiunGWfvQzfU17/itfNKOebv3o2/qq2/SVpe76D76gr/otX3vCjPoB+N5Rz5y25rEHfvHP18/+xB7T1j/tH748436O/9Qzpq154QFf/fP1jx83fT3AP76kjPO+4/urf90LS/3bT+yv/q3P++r0RZI0IWbNEnpErAp8GNgd2A54QURsN96uJEmaDLMm0IGdgGsz87rM/D/gc8CiMfckSdJEiMwcdw8ARMS+wG6Z+Q/N7RcDj8nM13TVHQgc2Nz8a+DqlsltBPxigH9v/fj/h/XWj7J+FP/DeuuHUb9VZs5vHSMzZ8UFeC5lu/my2y8GPjjDaS22fuXVz8aerLd+RepnY0/WW78i9Zk5q1a53whs0XF7c+DmMfUiSdJEmU2BfgGwTURsHRGrA88HRnc0FUmSJtis+dlaZt4TEa8Bvkr52doxmXnFDCd3lPUrtX4U/8N660dZP4r/Yb31o6yfPTvFSZKkmZtNq9wlSdIMGeiSJFXAQJckqQIGuiRJFZg1e7lLUr8iYj1gN2AzICnHrPhqZt45pn42BcjMWyNiPvB3wNX9/lInIt6VmW8ZZo8rW0Q8EViSmVdHxBOAnYGrMvNLY25tznIvd0kTJSJeAhwOfA24qRm8OfA04N8y87gBpvW0zDy7Zfi6wPzM/EnX8Idn5qVdw14BHAoEcCRwAHAF8HjgPzPz6K76D3T/O8qRMY8DyMyD+uh7a2BH4MrM/FHL/VsCt2Xm7yMimp4eCVwJfDwz7+mq3wv4Wmb+frr/3dS/j3L+jXmUnxrvCnwFeBJwcWa+qWWctSlfwrYA7gGuaf7nvT3+x0Mp5/Po/NJ2RmZe1U+PHdN5aWZ+ssf0NwPOz8zfdAzfLTPPaqnfCcjMvKA5cdhuwI8ys69TVUbEcZn5kj5rn0B5fC/PzK/1Mw4wew79uiIX4BnARykHojm9ub7bDKbz1imm/3JgQdfwl7XUBrAf5VC2QXmhfwB4FbBKj+k/GfhQ0/spwBHAX83wsXhpj+EPbXpZu2t46+PUvJge3VzfDngDsMcAfRw3xX2PAdZtrt8f+DfgTMqH4Xot9QcBWwzwv1cHXgI8tbn9wubxfTWw2sp4DQ37NdEyja9Pcd9GXbdf1Ez/QJov7V33PxvYsLk+nxIklwEnApu31L8HePwAj/+GwFuBf2jm9zDgi8B/ARtMMV5f7wPK+RvWbxm+AfDjAd8v17cM248SHpdQgvnRHfdd1FJ/GbAm8ADgN8CmHf1c0lJ/I/CZ5jW6f3NZuux6jz5P67i+CPgp8MnmsTigpf5yYM3m+pHAyc3r4hjKMT66639HOW74p4E9gFWnedyuaJ7bNYE7Ov7XapQQantMLwA+Afyk+T+fBS4F/ral/pDm8T+06ftFzfVLgENXwnN8UPPYnQb8DFg0zXN8OPB9YDHwH8DXm9f4t4DDWurP6Lqc2bw2zqB8Kemu/0HH9X9s5vNw4LxB5nfil9Cbb4rbUj6UbmwGb055s1yTmQcPMK3rM3PLrmHvAp4AXAQ8C3hfZn6wue+izHxkV/1HgI0poXIXcD/Kk7kHZfXUwV31RwCbAOcAe1PeqD+mfNi/KzNP6rf/KebhIEqYXQU8Ajg4M0+fYh4Op5zGdh5wNiWAzwWeSlmt+c6u+u4j+gXlw/nrAJm5V1f9FcAOWQ4mdBTwW8oHzq7N8Od01f8KuJvyQXACcFJmLp3iMfhs0/uawJ3A2sCpzfQjM/fvqh/oNTSC18RfLAFSHs9taU5ElJkP76r/8/+MiP9HWd17PPBM4MbMfH1X/ZWZuV1z/UTKB9VJlOf37zPzaV31S4GfU8L/ROCEzLyYHiLiy5SQWxd4WHP985Ql6B0yc7mzKA7yPoiIH1NC9ldd01iPcvzrbbqG9zriZABPycy1uuovAXbPzFuapbLjgLdk5qkRcXFm7thV3/n4/zAzd+i4r61+HeAdlNfEmzLzpoi4LjMf3KPPv5hORHyX8jz9NCI2As7p/J9NTedzfGHzeN3b1uOy6QNPAfalHKVze+ALlOf6my39XJ6Z20fEGsAtwIMy83fNabAvW/a/O+ovBXbOzN82PX82M58REQ8HPpaZj+uq/zHwN5n5x67hqwNXtDzH3e+ZP98FbJuZ9+uqvwx4bGb+JiIWUD5/Pp2Z7+/xnF1G+ey8H3Ar5YvvXRFxf8oS/nLvScrakE9Q1i4E5bPr+QDdj2nX83sBZeFpaUSsBXw/M/+2x/z9pUG+6czGCz2+kTcP4DUtw+/qcfk1cE9L/WXAvOb6+sCXgfc2ty9uq8/7vqn+Eli9uT1v2X1t9R015zXXN6Dlm25z36U9LpcBf+gxD2s31xdQvmUePNU8UI7Wt2bz2HQuTV/aUn8RZYljF8oqt10ob/InAU9qqb+qc9yu+9qWaC6m7MD5dOBoytLMWZQlmnXaHp+Ox3MJzdJG85po63/Q19CwXxNnNI/nQ4Gtmufshub6Vm2PT9dzsVbH/2ub/tUd1y/s5/Fv/m4D/Ctl6exHlCWIbVvqL+l4/G6abvqDvg+a5/0nlLUob2kuH2uGHdAy7TuAPZe9Hjsuu1C+UPXspbn9QOBCylJd29LbYpo1P3Ss4QDWAH7YNr/N/Y8CvgG8EfhZr7ru9wkdS3NTvOa+SvmyAmVtx1bN9Qe09dQ9X8Cmzfx+D7ihpf5I4NuUpe7/onxBPYyyGeRjPd4zyxYg79/1mm1bov9Rj9f6Vp2v347hSyiBu1XXZQFwc0v9lV2316Z8prxnqvdA2+Pdo34V4PWUBaJHNMOum+L5/WHzWn8AXSdlaXt+e06n38LZeqEE2U4tw3fqfmM2w68HNukxrbYX7lVdt1elhMpJlG+KUz3xZ/XxxP+Q+1Z/bkn5NrbsvuWm3wyf9BfvSTSbBiirDRc217cFLmip7/6wWQ3Yi/KNd2lL/eWUpeENKF/Ulj2+a3Q/nzN8DQ31NdEMfzZldd5efTyeP6JsT30UXR/WPZ6v/wHeTvlg/W9g72b4k4FvTvf4N8MeTln1eG2Px3OD5vX8K5rNEpQPqyt7zMNA74Nm+s8H/pkSiM+nx+p8yrbdJ/e471stw74LPKRr2DqUtQdtX5i3pGVTDmX77FN7PW9NTVDWnn1mmro/cd+Cx/9x32r91Wn/kroF5cvCtyhhewdljdnFwK5TvUZb7tuqx/DHUpa6AR7SPA/70bIZifIF4KuUL1/fpqzxgLJ5pu353Q24tnnujmouZzXDltsURnn/PaFHn8e3DPs6zWdVx7B5lLUxf2qpP5/7Nius0jF8vbb3R8f9m1M+Fz5Ey6r/jrqfAddR1kxd1/H8rk2Pz4jW6fRbOFsvlA+x8ymrN77WXK5qhj2qpf7fafnwXvaiaxn2RdqXMv8duLdl+Ffo2k7dDN+Urm/WzfDnUVZnfo3yZWPPZvj8thdiJS/e9YBPUZaozgf+2LyIv0lZJdtdP9WHzf1bhr2+md7PKUsZ5wAfpywlHN5S/8gBX0NDfU103L8W5UvXGZRV573qvtF1eWAzfLlv+83w1YC3Na+364F7KUFxPLDlII9/j35eQPnSuQTYB/hfype9m4ADe4wzk/fBJs1ztyM9vqTP5ALsAGzT43H7+ynGG6ifldE/ZQ3RY6e4/2GUbe77UDad9dqPZ5cZ/v++54GyiemNwNM6hq0C3K9H/SqUPef3oWwK2Jlptu0P0PfmNKHZct9y+4tM0eNGtOwD0FK3J2XT0aB9rgls3W/9xG9DX6b52chmlG+8N2bmrStpuvcHyMzftdy3WWbetPxYrdNZi7Iq9LaW+zYEHkxZ2lnpP7uJiM0pmxOWe0wi4vGZeV7XsPtl5h9aajeihMVl0/y/PSlviil/htNsS3ww5cvFjZm5pEfdtpn546mm1TLOgwAy8+aIWJ+yffj6zPzBFOP09RoaxWuiq24Hyof2x/qZbsd4q1I+iH47Rc16lM0Hv5yiZu3s2At4gP8dWfaTmEdZo3RTZt4yxTh9vQ8i4hGUVezrUfZ5CMoH9J3AqzLzoh7jbULHHtO9Xm+D1nf107nX/Z3AK7Nrf4Np6nv2P8x5GLR+pvMwaD89pjHQ63Eu1U98oLf9jKTm+o7xtgTuysw7m506FlJ+QnG59YPXN+MspOMnNdnycyDrh1ff7zjNTmuvyMzzu4bvDPxPLr/D146U7e19hc8MAnrQfgaq72MeVvhLwwzqB53nGX+J6RYtO/5a39RWEOh/omx3OIGyR+aVNdc34xwKvAL4A/Buymqs8yirpI7OzPdYP1D9kyjbku+kbMI5j7KN9o/AizPzBuuHVz/oOBFxTXbt5dxx37WZ+Vddw4YauDPoZ6D6Ec3DsOd50Om/oW3alLUxh2XmhnO5vqdcCdsjxnmh7OSxPfBOyg4TP6T8XnFBjfXNOFdQdmh6AGXb5/xm+Fq07zFq/dT1F3fUbA18obn+NMqBL6wfYv2g41B+Y/8lynb3xzWX5zXDPtQy7eV+qdBxX9tOfYPWD9rPQPUjmodhz/Og0/895ad9h7dc7pzr9T0fy34LZ+uF5feA3omyI9ENwHdrq29qlv0sa1XgNv5yx7W2wLK+j/qOcTp/ItS2B671K7F+hv9jd8oq3DMpOyl+jB4HPmI0gdt3PzOsH+o8DHueZ9DPd2nZIbW5r+3XSHOqvtelhlXuyx0EoBkewBNzih/wT2J9c9+nKD9XWYtyUJZ7KD/peArld9n7WT9Q/TGUnXTOoewRfFNmviEi1qQEy0OtH179TMcZRETszn2HEQ3KznRnZI/Ddg5aPwrDnodhz/Mg04+IvwZuz5YDSEXEJtm1M91cq++lhkB/YWYeP1fqm3HmUQ4jmpQjHD2G8lOh64EPZ+bd1g9UvxrlcIvbUTZ5HJOZf4qyN/vGmflz64dXP+g4UfbM/xdKOGzcDL6NcsjYI3LEJ2gZtJ/Z1v9M1DAPVep3Ud6LFy9eZsOFcoCSQ+j4HTHlN/2HAme31K9HOS78VZQj9f2yuX4E7ceEH7R+0IHxsqUAAAWhSURBVH4Gqh/RPAx7nmfaz4+sX76+53tj3G/OlfDmXpty1KsrKEelWko5NvUBNdZPM87+1q9Q/eUDPmfWr4T6Qceh5dCfU93HkAN3Bv0MVD+ieRj2PK+sfg6xvvelr6LZfKGs4jmA8pvGN1CONb0NcCwtR+aZ9PrZ2JP11o/yNU05mtyb6TgyGeWIZYcA/9sy7aEG7gz6Gah+RPMw7Hmebf1PdH3P2n4LZ+uF5Y9dfUHzdxXKgUSqqp+NPVlv/Shf05Tfpx9JWT15B3A7ZfXkkTTHg++qH2rgzqCfgepHNA/DnufZ1v9E1/e6rMLkuzvKyeCJiGdRXlhkOVVgVFg/G3uy3voVqR9onMy8g3JSn9cAW2Tmhpn5sMw8hPKzz27PoxyT4JsRcUdE3E45HfCGlJOJrFD9oP3MoP+hz8Ow53m29V9Bfbt+k3+2XihnffoB5QhT36E5nSPlpA4H1VY/G3uy3vpRvqYpJ9y5GjiNcpaqRR33tZ48iHIq2qfSdZIcWs7cNWj9oP3MpP9hz8Ow53m29V9Dfes0+i2cxAvNKTrnSv1s7Ml661ekvm0cylnz1m6uL6Ccj/zg5nbbucGHGrgz6Geg+hHNw7Dnebb1P9H1Pd8rg765JunCFKfwrLF+NvZkvfUrUt82Dl3nVKfsIX8W5QiLbed/H2rgzqCfgepHNA/DnufZ1v9E1/e6zGPCRUSvM5UFZaeCqupnY0/WW78i9TMY59aIeERmXgKQmb+JiGcCxwB/2zKNVbM5/WRm/iwidgFOjoitaN+mP2j9oP0MWj+KeRj2PM+2/ie9vl2/yT9bL8ASyrmWt+q6LKCcb7eq+tnYk/XWj/I1Tflp26Y9pvP4lmFfBx7RNWwecBzwp5VQP2g/A9WPaB6GPc+zrf+Jru916atoNl+Ao4En9Ljv+NrqZ2NP1lu/IvUzHaffCyMI3GFfhj0Pw57n2db/pNf3ukz8sdwlSRJV/A5dkqQ5z0CXJKkCBrokSRUw0KXKRcS5EbFw3H1IGi4DXapAFHPi/RwRq467B2k2mhMfAFKNImJBRFwVER8BLgJeHBHfi4iLIuKkiFi7ZZynt9VExFsj4oKIuDwijoqIaIYfFBFXRsSlEfG5ZthaEXFMU39xRCyaosdvR8QjOm6fFxEP7zWNZp6+3fR3UUQ8rhm+S0R8IyKOpxxVS1IXf7YmTaiIWABcBzwOuBY4Fdg9M++OiEOA+2Xm2yPiXOCNlGNE96rZMDNvb6b7aeDzmXlmRNwMbJ2Zf4iI9TPzzoh4F+XQn5+JiPUpJ1XZMTPvbulx/+a+10XEtpTflC/sNQ0ggXsz8/cRsQ1wQlO/C/AlYPvM/OkQHk5p4k38oV+lOe7nmfn95rCb2wHnNQvXqwPf66rdeYqaJ0fEm4E1KadsvAI4E7gU+GxEnEY5cQTA04G9IuKNze01gC0p58PudhLwrxHxJuBlwKemmcbNwIeapfo/Adt2TOsHhrnUm4EuTbZlS8UBnJ2ZL5iitrUmItYAPgIszMwbIuJtlIAF2BN4IrAXJZj/ppnOPpl59XTNZeZvI+JsYBHlvM7Lds5rnUbzv5cAO1A2Cf6+ZV4ltXAbulSH7wOPj4i/AoiINZtV3P3ULAvvXzTb1Pdt7l8F2CIzvwG8GVifclatrwKv7djOvuM0vX0C+ABwwbLV+lNMYz3glsy8F3gx4A5wUp8MdKkCmbkUOAA4IcqZy74PPLSfmsy8E/g4ZWez04ALmlFWBT4TEZcBFwPvbWrfAawGXBoRlze3p+rtQuAu4JMdg3tN4yPA/hHxfcrqdpfKpT65U5ykoYqIBwHnUr483DvmdqRquYQuaWgi4iXA+cBhhrk0XC6hS1phEfEM4MiuwT/NzGePox9pLjLQJUmqgKvcJUmqgIEuSVIFDHRJkipgoEuSVIH/D267fSgIIyJ9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DOzN/Cjx53O1KkjQf+HMwSZIqYnBLklQRg1uSpIoY3JIkVcTgliSpIga3JEkVMbglSarIXF7WU9IC9IKTTutU7ow9dx26jd1P/lancqfssf3QbUhzxTVuSZIqYnBLklQRg1uSpIoY3JIkVcTgliSpIga3JEkVMbglSaqIwS1JUkUMbkmSKmJwS5JUEYNbkqSKGNySJFXEi4xo7A4/7jmdyr1277NH3JO58bxT/qlTuTN3/7vfze/8hQ92qvOlFx40VJ8Ee558aadyJ+2x9Yh7Ik3PNW5JkipicEuSVBGDW5KkihjckiRVxOCWJKkiBrckSRUxuCVJqojBLUlSRQxuSZIqYnBLklQRg1uSpIoY3JIkVcSLjExx8+F/36ncpq9994h7Ig1v55OP6FTuS3sc8KDaef5Jn+tU7ot7vuhBtSPpAa5xS5JUEYNbkqSKGNySJFXE4JYkqSIGtyRJFTG4JUmqiMEtSVJFDG5JkipicEuSVBGDW5KkihjckiRVpJpzla/4+HGdyi1+zd4P1PnEx7rV+evXDdUngOs+vFvnslseeCoAl358l07lt37N6b+b/+Ynn9+pzp+96ou/mz/ryOd1qrPTK8783fxJn96pU509X3YWAMccvWOn8vvtf06ncm0O/exzOpU7+MVn/27+bSd1G8v79ixj2e20buVP3fWs380/99SDOtX58m4f7FRuLj3/5GM7lfviHvuOuCeSpuMatyRJFTG4JUmqiMEtSVJFDG5JkipicEuSVBGDW5KkihjckiRVxOCWJKkiBrckSRWZk+COiJ0i4uqIuCYiDpmLPkiSVKOxB3dErA58DHgu8ATgJRHxhHH3Q5KkGs3FGve2wDWZ+dPM/B/gs8Cuc9APSZKqE5k53gYj9gR2ysxXNrf3Af4kM18/pdwBwAHNzccCV/d5uA2B2wfswqTWmdR+DVNnUvs1TJ1J7dcwdSa1X8PUmdR+DVNnUvs1TJ1J7dcwdea6X1tm5uK+NTJzrBPwl8Cnem7vA3xkyMe6cL7UmdR+OZbJ7Jdjmcx+OZbJ7Nd8G8tcbCq/Adii5/bmwE1z0A9JkqozF8F9AbBVRDwyIh4CvBg4fYY6kiQJWDTuBjPz3oh4PXA2sDpwVGZePuTDHTGP6kxqv4apM6n9GqbOpPZrmDqT2q9h6kxqv4apM6n9GqbOpPZrmDqT2q/xH5wmSZKG55nTJEmqiMEtSVJFDG5JkipicEuSVJGxH1UuaWGLiHWBnYDNgKScx+HszLxrTjsGRMQmAJl5S0QsBv4MuLrrL18i4j2Z+fZR9nFUIuLpwK2ZeXVEbA88FbgyM780x13TFB5VLmlsImJf4J3AOcCNzeLNgWcD/zczjx3w8Z6dmee23PdwYHFm/mTK8idl5g/7lH81cAgQwKHA/sDlwHbA+zLzyCnlPzz1IShngjwWIDMP7ND/RwLbAFdk5lUtZZYAt2XmbyIimn79MXAF8MnMvLdPnV2AczLzNzP1oSn/Qcp1JBZRfqr7LODLwJ8Dl2TmW1vqrU35ErYFcC/w46bd+6dp63GU61P0fnE7PTOv7NLXKY/1ssz8dEsbmwHfy8xf9SzfKTPPanmsbYHMzAuaC1/tBFyVmWcO0J9jM3PfAcpvT/m/L8/Mc7rWG+g0a5M6Af/QsvwwYLtZbOdl09z3OMqLfe0py3fq+NjHDtiX7YE3ATtOU+ZAYIsBH/chwL7AXzS3/wr4KPA6YI2WOo8C3gJ8CHg/8NfAujO08xzg45ST75zWzHf6X3V9/nvaeQWwdMryl7eUD2Avyql5o3lOPwy8FlitY3++MsP9G065vXfTxgE0X6b71Nkd2KCZX0wJh8uAzwGbt9QZ6PUPbAD8A/DKZuzvAL4I/Cuw/jT1ntG8Rk4DTgbeCzy6pezVwHp9lq8P/GiI5/76luV7UQLhUkr4/p+e+y5uqXMZsCbwCOBXwCY9fbu0T/kbgOOa98t+zbRi5XxLG6f2zO8K/Az4dPN/2b+lznJgzWb+UOCk5jVzFOU8GP3q/Jpy/uvPAM8DVp/h/3h585yvCdzZ094alFBp+x9fAHwK+EnT1vHAD4E/aqlzcPOcHNKMYe9m/lLgkNl4/imfe1cDpwLXArt2eO7fCZwPXAj8C/CV5r3wDeAdLXVOnzKd0bxuTqd8EelX5/s9869qxv1O4NuDjH+gf9KkTtO8eVc0T8R1wPuAbUbUzkAvlHE94cB/UT68vkkJnsUdxng8JQzOaN6Ip1DWIo4GjmkZ+7nA3wHfAQ4H/pmyNrBDSxsfBM6knDVv+2Z6cbPsQ7P4vLyneeN9sPlgecN0z0uz/HDKB+PplA/lz1M+mD/br2+UD6ne6TLgtytvt7Rxcc/831HWcPZr2vpAS50reuY/B/wNZU11f+Dc2Xj9N///Qylfor4GfISyqfgfgdNa6ryXEjx7N/+3f21en5cAf9mn/I/o86UOWBf4cUsbU98vve+be1rqXAps2sxvC1wFvLC5fUmH5+UHU+5bpQ6wTvPaOgHYrFn20xn+x5f0zH8HeGQzv+HUNlue+4vo+QI5TZ1LKF84XgWcB9wKfAL485byy5u/D6UE98Oa26v3tt/ntb9mT//PbuafBHynpc6P6LMCQFlhaHv+p77H/td7rU/5y2hWoIClzXvgjTM895c1Y10TuBt4eLP8YUzzPqZ8RuxA2TKxA3BzM9/2f+59/i+g+UwG1gIum+61878ep2vBuZ6af2a/6ZfAvdP9k4CtgL+nfKu8ihJ4j5mNF8kwL5RxPeGUN+9qwI7AkZQP8rMoIbFO2/ibv4sob/bVm9vR7wW88gXfzK8JfK2ZXzLNm6TvmlXTRtubd5jn/zJgUTO/HiWYPtD2vKys0/xdA/gF8JCe/8cq/2ceCPjHAVs2z//Pm/ktOzyXFwNr9bTZ9lxe3TN/0ZT7VlkbHOb1v/Jxmufhxo5tXNYzvwj4djO/Pn3W1JrX3k8oXw7e3kyfaJbt39LGncDONO+PnmkHyj7ZafvV3N6UEnoH0v6l7UKaUKFnKwYlzPoGZHP/U4CvUrY6XdtWbuXz3TP//Sn3tb0mzwae2cyfvPJ1Rdky0BbcF0+5vUkz9u8CP+9T/lDKF/wLKF++zqBscTkH+MQ076+Vu1sfNuV13baWflW/90Xzfrm6pc6twNYr31M901Lgpj7lr5hye23K595hM71X+j0P09RZjfIF+lxg62bZTF/cftC8Nx7BlIuLtD3/fR+na8G5noDrgY1b7lvlhdjvxdssexJlU8g1s/EiGeaFMq4nvM+bdw1gF+BEYEVLneWUb7/rU0Jx5ebZh1IOVJla/jLg95r59ekJlWnevD8Etu2zfFvag2uY5//KKbdXp3yB+TxweUud3jfwWVPua3sD705Zs9+l43N5FWW/5lNYdc2urY1/p6z5PoyyO2K3ZvkzgK/Pxuu/eV7Wp3zp+i+a3QvNa65tresHPa+RJcD5Pfe1/Y/Xp2xheTMl7F7M9Jvivww8o+W+b7Qs/w7wqCnL1qGsfbZ9AV9C/7XBzWh2HU3Tx6DsTjpuhnL38cAXzv/hgc3xD6F9zW4LyheDb1AC9U7KptxLgGfN9Druc9+WLcv/FHhqM79y99detOwiooT92ZQvX98E3t4s32Ca534n4JrmOT2imc5qlvXdVUZ5z27fct8JfZZ9heZztWfZIsrupftaHud7PLD1oHeLxrr93kdT6m5O+Uz5KC1b/3rKXgv8lLKL5Kc9z//atLz3+z5O14JzPQH/RJ8P+5UvoEFfvNO0M9CLZNgXyjie8BnevA9rWf43zeNfR/mGfh7wSUpAv7NP+TdSPvCPoATSy5rli2n/UP3j5o1yBeUb/TnAlc2yp8zi8/9F+mzBaB7r/pY6X2bKcQrN8k2YsoY05f61KF/UTgdumOG5/OqUaeUm3VW+lPXUWQN4F+ULzPXA/ZQP/xOAJbPx+gdeQvnieiuwB/CflC+XNwIHtNR5UfNaOafp1849z3/f90tz/8bN62AbWr6QPZgJeDKwVcv/8aUz1B2ob7MxFsoWoT+doczjKfvF9wD+hGmOuaBlN9Vsj4Wy//wtwLN7lq1G82W+pc5qlCPW9wD2bOan3Qc/4Bg2p/l87HNf32M+2vpL2QXQd399n7I7A+8Zss9r0uw26TLN66PKI2Lt7DmicITtbE7ZXHtLn/u2y8xvz1B/Z8oLauCfkUTEmpQ32M/63PeYzPzREI/5+wCZeVNErAf8BeWLxfdbyv8h5UNlebYcGdtSbxPK2kxQwm6V/9+DEREPA8jMX/e5b7PMvHHVWq2PtRZlk/ZtM5R7MuUD+BND9Hd1ygfIf89Qbl3KLoBfzFBu4Nd/04fIcjGgRZStTzdm5s3T1NkA+APKWvy0P+mKiK0pm8bXpRzcFZQP2ruA12bmxdPU3ZieI5Ez89YO4+lcZ0rfeo94vwt4TWZeMkD5OR3LoHXGPZaWxxnm9TpQnXG0MY461QR3cwnQ/5dNhyPiGTQ/icjML7fU6fuzjw5tLQHuzsy7ImIpsIzys4Dls1VnHG1M8liaesvo+RlJl9Cf1DqT2q9JG0tEXAq8OjO/N2X5U4F/z8wn96mzDWWfeOdQGTSEh+nbCMbS1q+BQ3XQOkOOZeiw7ycirs/MJaOsM442xlGnpuD+AWXzz50R8VbKfsUzKQepXJSZh/Spcx9l0/KJwImZeUWHdg4BXk05MvjfKJuBvk3ZnHNkZh72YOuMo40JH8ufU/bT3kXZz/ttyn7P/wfsk5k/r6XOpPZrUscSET/OzK2mPk5z3zWZ+eg+y4cJlWHqDNS3CR/LoF9CxjWWN/Vrg+bnh5m5wYOtM442xlmnr5yl/Qqjnug50Ily9OfKnyssov2gjkuAJ1J+nnQN5UCaQ5jym94pdS6nHAD0CMo+xN6jt9sOthqozjjamPCxXNJT7pHAKc38syknb6imzqT2a1LHQvm9+pco+8af1kwvapZ9tKWNvr80aO5rO8h0mDoD9W3CxzJQnTGO5TfAuym/bJg63TUbdcbRxjjr9JtqOuXp3RHxxCybX2+nHOX8a0pwt51zPZvy7wDeEeXMOC8GvhkRP8/Mp/Wpc19m/joi/qd5/F80D3RPRLT1bdA642hjkseyemauaOavpxy1T2aeG+UMTjXVmdR+TeRYMvPAiHguD5w5Kyj7uj+W7Weo+nJEfIlysOfKNfgtKL+v73sWrGHqDNq3SR7LoHXGOJaLKSehuWjqHRHxylmqM442xllnFTVtKn8S5YQgP2gWbQd8nfLzlsMy84Q+dS7JzG36LA/g6Zn59T73HU35acZawH9T9tmdBTyT8tvnvR5snXG0MeFjOYpyIMt5lA+KGzPzTVEOtLs4Mx9XS51J7dckj2UYLaFy+jShMlSdcRjXWMYx/kHbiIjHAnf0fNnrvW/j7HNg26B1xtHGOOv0U01wA0Q54nVH4DGUNe0bmObiBBHxV/0CfYY2FlFOd5mUM0H9CeVnMtdTvn3e82DrjKONCR/LGpQzOj2B8kXsqMy8L8pR4Btl5nW11JnUfk3qWKIcEf+3lA/7jZrFt1FOl/retvfyOAzat0key6Dm01gWhOy4Td3JycnpwU6UE3YcTM/vbCm/kT+E9lO3rks5teqVlF0xv2jm30uf854/iDoD9W3CxzJQnTkYy1WjqjOONsZZp+/jzPUbuXNHy4lG/pFyMNR/UU7feT4tp0kcQZ39ZqvOONqoZCzLh3heJqrOpPZrUsdCy2ktp7uP4UJlmDoD9W3CxzLol5C5HsvBs1VnHG2Ms07fx+lacK4nyiab/Sm/E3wT5dzLWwHH0HK2mkmtM6n9WuhjWejjH1Mb5wBvo+esXJSzdR0M/GdLG8OEyjB1BurbhI9l0C8h82ksE9mvYev0Ldu14FxPrHpO5wuav6tRTvZRTZ1J7ddCH8tCH/+Y2lifco7rqyjn3L6DsqnwUJpznvepM0yoDFNnoL5N+FgG/RIyn8Yykf0atk6/qe1nVJPonigXHSciXkB5YZHlgu1tvzua1DqT2q+FPpZh6kxqvyZyLJl5J+UyoK+nXCt+g8x8fGYeTLnITD8vopwn4OsRcWdE3EG57OgGlItgzEqdQfs2yWMZtM58GssE92vYOqvqmvBzPTt0ogcAAAReSURBVFF+9vV9yhmavkVzWULKxQwOrKnOpPZroY9loY9/TG0MdO36nvseRzln/tpTlve9otQwdQbt2ySPZdA682ksk9yvYeus8hhdC07yRHNFqvlQZ1L7tdDHstDHP1ttMOC165vlA4fKkHUG6tuEj2XQLyHzaSwT2a9h6/R9nK4FJ3lihkti1lRnUvu10Mey0Mc/W20w4LXrmzLDhMowdQbq24SPZdAvIfNpLBPZr2Hr9JuqOeVpRLRd5SsoO/erqTOp/RqmzqT2a1x1JrVfw9QZU79uiYitM/NSgMz8VUQ8HzgK+KOWx1o9m8sdZua1EbEDcFJEbEn7vvdh6gzat0key6B15tNYJrVfw9ZZVdeEn+sJuJVybeAtp0xLKdeArabOpPZroY9loY9/TG1sTs9vWKfct13L8q8AW09Ztohyjuz7ZrHOQH2b8LEMVGeejWUi+zVsnb6P07XgXE/AkcD2LfedUFOdSe3XQh/LQh//uPo16MRwoTJwnXFM4xrLOMY/qWOZ1H7N5vNS1bnKJUla6Gr6HbckSQuewS1JUkUMbkmSKmJwS/NERHwtIpbNdT8kjZbBLVUkigXxvo2I1ee6D9IkWhAfAFLNImJpRFwZEYcDFwP7RMR3I+LiiPh8RKzdp86O/cpExD9ExAURsTwijoiIaJYfGBFXRMQPI+KzzbK1IuKopvwlEbHrNH38ZkRs3XP72xHxpLbHaMb0zaZ/F0fE05rlO0TEVyPiBMpZpiRN4c/BpAkXEUuBnwJPA64BvgA8NzPviYiDgd/LzH+MiK8Bb6GcA7mtzAaZeUfzuJ8B/iMzz4iIm4BHZuZvI2K9zLwrIt5DORXmcRGxHuViIttk5j19+rhfc99BEfEYym+4l7U9BpDA/Zn5m4jYCjixKb8D8CXgiZn5sxH8O6XqVXPKU2mBuy4zz29OQ/kE4NvNyvJDgO9OKfvUaco8IyLeBqxJuZTg5cAZwA+B4yPiVMoFEAB2BHaJiLc0tx8KLKFcp3mqzwN/HxFvBV4OHD3DY9wEfLRZS78PeEzPY33f0JbaGdxSHVau5QZwbma+ZJqyfctExEOBw4FlmfnziHgXJUgBdgaeDuxCCeA/bB5nj8y8eqbOZeZ/R8S5wK6U6wqvPEiu72M0bd8KPJmyy+43fcYqqQ/3cUt1OR/YLiIeDRARazabpruUWRnStzf7vPds7l8N2CIzvwq8DViPcnWos4E39OwH32aGvn0K+DBwwcrN8dM8xrrAzZl5P7AP4IFoUkcGt1SRzFwB7A+cGOXKXOcDj+tSJjPvAj5JOejrVOCCpsrqwHERcRlwCfCBpuy7gTWAH0bE8ub2dH27CLgb+HTP4rbHOBzYLyLOp2wmdy1b6siD0yTNioj4feBrlC8J989xd6R5yzVuSQ9aROwLfA94h6EtjZZr3JI6i4jnAIdOWfyzzNx9LvojLUQGtyRJFXFTuSRJFTG4JUmqiMEtSVJFDG5Jkiry/wGnDOZXwE9+swAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lEsQyiVz1CaClpoBJrxLRrqyuoP+KiF4iov9ORP0NvSIhOlxuLe9GkVB1GFx441HPgRm5oyZNMhNatDNLAZqZ7wLwowB2ADhGRP9ERO9s6JUJ0aE24hZ3Qi0+VlKh+tUq60VapMpMaNHOLJ9BM/NFAL8O4JcAvA3AnxPROSJ6f6MuTohOpG3AAF0sQQyo7wqaubADm8yEFu3M6hn0ISL6UwBnAdwD4AFmPpD985828PqE6DiasfGyuIsliAGo68hJPXMAvfbjQwK0aF9WV9D/G8CrAA4z80eZ+VUAYOZpZFbVQog60fWCONPWDIMRSRQmiOWqRzcxnblIzbPMhBbty2qAfpSZP8vMCfMBIvoZAGDmzzbkyoToUPoGW0Fnzp9LZ6bXa+QkFxkyIjOhRTuzGqB/rMhjP17H6xBCZOl5zTbaXUIt7CCWq14jJ4sliclMaNHOnOXeSEQ/DOBHAFxHRF/LeVMPgMVGXpgQnWqjJYmVShAzKVSfc+JiH0NmQot2VjZAA3gBwAyAIQB/kvN4BMCpRl2UEJ1MNzbWCjoYK54gZjLq1I6TubAOWmZCi3ZWNkAz8zUA1wDc2ZzLEaKz1XM2sh0YBiOa0jDgd5V9Xj0CtKoboLwQLTOhRTurtMX9HDPfRUQRrJ2vQwCYmXsbenVCdJiN1vWqUoIYUL+Rk5rBUJS8AC0zoUUbq7SCviv7e09zLkeIzlaPbGY7qZQgBtQv01rNG5SR+dgyE1q0r4pZ3ESkENFrzbgYITodM6AUnKS2r3C8fIIYUL+Rk5pevNe3zIQW7apigGZmA8BJItrZhOsRoqMZzCgsFmpfobgKr6v8j5l6jZzMJNcVPi4zoUW7qpTFbdoC4HUieglAzHyQmd/bkKsSokMZjA0TnnWLCWL1GjmplmjwYs6EtvrDTgi7sPo1+9sNvQohBIDMCnqjbHAnLSSIAfUbmKHppcvTpFeJaEeWAjQz/3ujL0QIsbHKrOLpygliQCZJLFmHJDHNYHgchQFaZkKLdmV1mtWbiOhlIooSUZqIdCJabvTFCdFpSm1xP31+Hj/9ueNNv571CCfScFVIEAPquYI2iq7WZaKVaFfVTLP6YQAXAfgA/OfsY0KIOspscRcGmQtzUYwFYtlt4/YQjmvwVEgQA+o3clIzGI4iWWIyE1q0K6sBGsx8CYCDmXVm/jSAtzfsqoToUKWyuMMJdc3vdmcmiLkdln/ErGtgRrkALCto0a6sJonFicgN4AQR/REy/bm7GndZQnQmwyi+gg5lA3MormK019vsy6paQtUzvbEt9hRf78jJ8gFYZkKL9mT19vYjABwAfgqZMqsdAD7QqIsSolOVmmQVjqcBAKHs73aXSOuFw5nLWO/ISaPMiE6ZCS3aldUs7mvZPyZgseSKiLwAngHgyb7Ol5n5N2u5SCE6RbFSIWZeXUG3yRa31QQx03q3oQ3mkt3CZCa0aFeVhmWcRpm+Ccx8qMy7pwDcw8xRInIBeI6I/oWZv1fbpQqx8WmGUbDwjKf1lX7S4Xh7BOhQXLWUIGZabyJXuQYvMhNatKtKK+j31PqBOXM7G83+1ZX9Jd8lQpRhMAomMgVztrVDCftvcZsJYoN+d9Xvt57XLNbmE5CZ0KJ9WZkHXTMicgB4BcD1AD7JzC8Wec7DAB4GgJ07pd236GyaUTiRKZizag61wQo6kS0Fs5ogBqx/5KRhMErlmMlMaNGurDYqiRDRcvZX0mqjkmxJ1q0AtgO4nYhuKfKcTzHzUWY+Ojw8XP2/QIgNRNMLs7hDa1bQbRCg09XXaq83kStTnlbqY8tMaNGerCaJrZkHTUQPArjd6oswc4iIngbwLgAyulKIEoplcZsr6D6fqy3OoKtNEAPWP3KyXCtPmQkt2lV130VZzPwVAPeUew4RDRNRf/bPPgD3AThXy+sJ0SkMozCLOxRPw0GELX3etjiDrjZBDFj/yEm9yM6DSWZCi3ZlaQVNRO/P+asC4CgqJ3xtAfCZ7Dm0AuCLzPx4TVcpRIcoNvAhGE+jz+9Cr9dp+05itSaIOdaZaa2VSRIDVmdCO4sM0xDCrqx2Ensg588agKsA3lfuHZj5FIAjtV2WEJ1JNxjkzF9Bq+j3udDjdWE6nGzRlVlTS4IYYG5D176CVksMyjDJTGjRjqyeQf/HRl+IEALQi2Zxp9Hvd6Hb67T9GXQtCWLA+kdO6gbDUeGmQHqViHZjNYt7DxF9nYgCRDRPRF8loj2NvjghOgkzw+DC1WcwrqLP50KPx4lISrN1yVAoXn2CGLD+kZOqYaDcy8pMaNGOrH4n/ROALyJzrrwVwJcAfK5RFyVEJyrWS8NgRiiezm5xZza8lm18Dh1OqPC6HFW/nzlystZmJapWOkkMkIlWoj1ZDdDEzJ9lZi376x8gXcGEqKtiASSS1GAw0Od3ozsboO1aC20miLnWkYhVaxDVmSuvoCVAizZjNWfiKSL6ZQCfR+Zr/YcAfIOIBgGAmZcadH1CdAyDuWANaDYp6fe50ONxZR+zZ4CuNUHMtJ6Rk5pmwFlm9rSsoEU7shqgfyj7+0/mPf4TyARsOY8WYp2YUTCicaVJiX91izts01roeFpb1/uvZ+SkajDcznI3BjITWrQfq1nc1zX6QoTodJmRiWsfW7OCNre4bbqCDsdVuMusYitZzyq3WPZ7LpkJLdqR1UYlLgD/DcBbsw89DeCvmdmePymEaEPFtnfNSVb9fhf87kzylW0DdEKFx1l9gpip1nNiwyie/Z5LZkKLdmT1dvcvAdwG4C+yv27LPiaEqBODC3a4EcyuSn0uB/xuJ4jsmSSm6QZiaQ1uZ+0raKDGAG3h3FpmQot2ZPUM+o3MfDjn708S0clGXJAQncooEpzMJiVEBIdC6PW6EI7b7ww6oeolxz1aVevISSv1zTITWrQjq7e7OhHtNf+SbVJSW8sgIURRxUYmhuIqBnL6Wvf5XLbsx21mcK9HrefEhlG481DwsWUmtGhDVlfQv4BMqdXl7N93A5D2n0LUUbEt7lA8jdFe78rf+/0uW25xrzdBDKh95GS5WdAmhQiaJImJNmP1O+p5AH8NwMj++msA323URQnRibhIFnewyArajklioXh6XQliQO0jJ61scWc+tmxxi/ZiNUD/XwDXAfjd7K/rAHy2URclRCfS9LWzoHWDsZxQMeB3rTzW73fbbos7kyCmrztBrNaRk2xhi1tmQot2ZHWLe39ekthTkiQmRH1phoHcSqFwQgUDGOhaXUH3+1wrtdF2UY/zZ6D2kZM6FzkbKEJmQot2Y/WW9zgRvcn8CxHdgcy2txCiTjSD19TyBnOalJj6/ZkksWIZ342QVHWcnAiV7RJWvwBdWyKXbhQeDRRjzoQWol1YXUHfAeDHiGg8+/edAM4S0WkAzMyHGnJ1QnQQ3eA13bDMAJ1/Bm0wEElp6MsJ3I1iMCMQSSGcSOPgtv41q3lTqA4JYkDtIye5SA/zokhmQov2YjVAv6uhVyGEyAbo1VBjJoP1525xZ4N1ODsjuhlcDkKX24Xj40Hs29yDbf2+NSv9UCxd04jJfLkjJx3l+nbmUXWj7KhJE7OsoEV7sdqL+1qjL0SITqcbvOYMOneL2+yWZW53hxJp7IS/adfmdioY7PLgwlwEsZSG60d64FAImm4grurY5LZ6r19Z9QGaoVh4vky0Eu1m/ftSQoh1M7KzlHMDUyiuwudyrFmd9vtbN3LSoRCGujyYCSdxajKEpKrX7fzZVMvISa3CoAyTzIQW7UYCtBA2MBmMI6Hqa2qJg/H0mhIrICdAt6jUioiwqcuDeFrHK9eCWIik6vrxaxk5qelsaQa1rKBFu5EALUSLLSdVXApE0e9bm4AViqsFSVm92S3uVtdC93pdcCkKLgVi625QkquWIKrlJdeV++jVrs6FaKX6HRwJIaqm6QbOTi+jy+0sOHcNxtPYNbj2nNlMDLPDwAyf2wGPS1mT2LZetWxDZ7a4K1+DzIQW7UZW0EK00NXFOJKqDn+RJKvMFvfaFbTH6YDf7bBNu896BmegxhV0Xge2UjLtPmXGj2gfEqCFaJFgLI3xpdhK6VSutGYgltLXlFiZ+n32HJhRH9WPnNR0a0liikLQJD6LdUg1+QtIArQQLZDWDJyZWUav11V09RdKmE1KCmud+/xu26yg662WbWjNsFZmpRBqGsYhBJCpt399ahnJOlculCMBWogWGAtEYRhcMsFqpUmJr/gKOpxo/Rl0I1Q7cpKZs0lilQN0rZ3KhACAmVACS7Hmft9JgBaiyeaXk5gJJcp2Altt81n4nH6/PUdO1kO1IycNBqweg8tMaFGrpKrjykIMSpMjpgRoIZooqeo4PxtBv99dtnbXDMDFel/3+zfuGXS1IyetDsoArM+EllW2yHdtMQZFITjqnBRZiQRoIZqEmXF+NgIigqvCcAlzBV1sld3ncyMcVzfkbONqR04azJb6cAPWZkInVR0vX1lCIJK0fA1iY4umNEyHEujzNqf3fS4J0EI0yXQoiaVY2tKQi2BcRY/HWTSQ9/tdSOtG3dts2kG1IyczjUes36gwZ7bFS1mKphFP6zg1GcZkMG754zaKphtYjKbw2lS46eefIuNyIAqv02mpW129SaMS0TLRlIaUqmNTt6fVl9JwsZSGi/ORgrrmUoKxdNESK2B1VR2Kq0Xrp9tZtYlcusFVhOcMzTDgUIon502HM7kBLoeCC7MRJFUDe4a6LGWJ14thMJaTKuaWk5hbTsFghmGYA0usff2I+gjG0liIpjHcop9RG+u7W7SVpKrj8nwMA353U38ANptuMM7OLsPjdFie0hRKqEUTxIDViVbhhIqt/b66XacdVDty0mBY3OA2P37pmdCJtI5oUlu5YdzU7cH4UgxpTce+0R446zDzupxoSsNcOImZcAKqzvA4FfT5MmV4ac1ASFbQTWUYjEvzEXS38CZYtrhFSy3FUy3vK91ok0txRBIauj3Wv9FD8XTREisA6GvhRKtmILLeTcyosutYuZnQwVh6TbRXiDDc7UUgmsLpqXBDm1RouoET40FMhxLo9rgw1O1BT06NvNupIK7q0CSBrWkWoilE0xp87vr1mq+WBGjRUgYD4zY462uUcELF5YWo5a1tU7FJViYzcLd7LfTVhVjxmzO2PnLS4Oq2uMu1Ep0OJ9BVZLU06M9M7zoxHkI8rVXxatYlVB2awej3u8vuHGzEvAM7UnUDF+Yj6PO29khBArRoKb/bgaVoCrFUY37wtZKmGzg7s4wut8vy1jaQ2WpNqkbREiugtTOh60XVDfzSo6fwjy9eK3hbNSMnS62GS2EUX3Wb29u5s7dz9XpdYAZevRZsyNeq1cArAbo5ZkIJaDpXrLZoNAnQouVcDgUz4Y1X1nJlIYaUple9RWa2+ewvke3d6pnQ9XBuNoJ4Wsd0KFHwtmoGZui69TIrU7Hgn7+9XUyXxwlmIFDnGdgAsJxQ4arQBcPtUBBu45uydmE2JSl1xNRMEqBFy3V7XJgKxTdUg4ilWBrjwTgGavgmD5pNSkpsi/tcDrgdSluvoI+PBwEAs8uFN2bVjJxULQ7KMFGJmdCltrfz+d3OhtRIh+MaPK7yP449TseGz9ewg/GlbFMSGySuSoAWLedQCMzAQgNWJq2Q0nScmQmjz+uqqXYymM3WHegqvoImIvT527sf9/GJEIDMarRYMLYaoK324TYVG8aRSOuIJNWS29u53E4F0ZRe14EJhsGIpTW4K2ynup0KYmlNEsUaKJbSMBVMtqQpSTESoIUt9HhcuLYUb/vuWMyMsfkomFFyEEYl5tZ1sTGUpn5f+/bjXk6oGJuPYqTHA4Mz2bK5CGQ5CBUL0BNLcfzeN84UzbouNhM6GEtXdSNFhLqeQyc1Hcxs6RqY5Ry6kYLxNBwKtaQpSTENC9BEtIOIniKis0T0OhH9TKNeS7Q/t1NBIq23bdAxBSIpzC0n13V+FYynoVAmMamUdh6YcXIyBAbw/TdvBlC4zV1NNzHNMAoGGLx0dQkvXlnC5UCs4PnFZkJPheJVlcC5HQoW61iTnFSNqjLRJUA3znwkBZ+FnZRmaeQKWgPwc8x8AMCbAHyUiG5q4OuJNudzOdq65Cqp6jg3u4y+dSaXhEth2hAAACAASURBVGJp9PrKZ373+dxtmyR2fCKELo8Dd10/BACYywvQ1YycVLXCJLGpbOLZVLAwAS1/JnQ8rSGa0qra7fC5HAhEUnXb7YkmVctDGCRRrHHSmoHlhAqP0z4byw27EmaeYeZXs3+OADgLYFujXk+0P7PkqlG1po1kGJlBGA5S1l2aEYyrFeum+3wuhOPtdwbNzDg+HsLh7f0Y7fVCIWBuee0WdzUjJzWdC1bQZmb4ZJEM8fxWosFYuqozbABwOhSoWv16oQfjquUbBEkUaxzz2MIu29tAk86giWg3gCMAXizytoeJ6BgRHQsEAs24HGFTRASnQ8FMqP1KrqbDCSzGUui1MAijklAiXbLEytSuIyenQgksRFM4smMADoUw3OPBbLhwBW115KRuGAUB1gzQU6HC3Zj8mdDToQS6qtjeNhEBkTp8/pkZkaQKt8VVm8tBiKY0y0l0wrrFWArOZg98rqDhV0NE3QD+GcDPMvNy/tuZ+VPMfJSZjw4PDzf6coTN9XhcmAol2qrkKprScHEuikF/fRrqW1lB9/tciKf1goxkuzs+nsnevnVnPwBgtNdbsMVdzchJNS9JLJ7WVsrUim9xr86Ejqc1xNJ6Tcl8HqcDgej6dzBSmmG57ziwurqTc+j6YmYEIin4W9jWs5iGBmgiciETnP+RmR9t5GuJjcGhZOpU26XkSjcY52aW4XNZH4RRDjMjGEuXLLEymc1K2m278/hEEFv6vNjc6wWQDdCRIitoiwE6s4Je/ft0dvdla58XM+FkwUozdyb0UixdZYuTVT63A0uxdNW9wPOl1NpusBJpCdD1lFB1pDSj5Z3D8jUyi5sA/C2As8z88Ua9jth42qnkanwphmhKq2mbtJhYerUnczl9/vbrx63qBk5PhXFk58DKY5t7vQjF1TV1xVazuA2DM9OsclbQ5vb27dcNQjO4YHUOZAdmGIyZGre3M9eYuZGMrjNfIpbSqj7zdClKW/2/t4N6HFc0QiNvF94C4CMA7iGiE9lfP9DA1xMbhNupIKlqtl8dhhMqrgRiVQ/CKCcYL9/m09Tva79+3Oez85Vv3dG/8thodiWdG0hzR06WU6ojGAAc3T0IYDWjO180Vfv2tkkhWndGdTipVr1q87jau4ucHQWiaVuVV5kamcX9HDMTMx9i5luzv77ZqNcTG4vH6cTEkn1LrlTdwNnp8JqRgPUQWukiVuEMug0HZhyfCEEh4NC2vpXHRnsz5/b5mdxWRk7qzAVb1FOhBIZ7PLhuU1fm70XOoYkyzVHW+7/mczkQiK7vKCZcQ1mP26FIolgd6UbmuMNKJ7lms9eGuxBZXW4HFqJp25ZcXVmIIqUZdf+mrtSH22Q2QmmnTO7j40Hs39y7ZlvZPIsu6MltYeSkUWQXfCaUxNY+L3p9LvR4nUVLrZiB+eXUuo8lPE4Fywm15oRGVc+UalW7giYiQDqK1U00pcHg6lrGNosEaGFLmZIrsmXJ1WI0hYmlRF23tk2VJlmZ+lZW0JXPIr9+choP/K/n1p3QtB7LCRWX5qM4krO9DWTquT1OpeCs2MrIyWKzoKdCCWzt9wEAtvf7MFWk8Q0h06xkPdvbwOrZd61tP5OqXvsqniRRrF7Cceu18CcnQnXtw16JBGjRMl87MY1HX50q+XY7llylNB1nZ5bR73M3pKFBMKbCqRC6veVXdz0eJxSylsX91Ll5nJ4KY6mFjU1OTYXBQEGAJqKipVZWRk5mtrhX/w+WEyqiKW0lQG8b8BU9gza44mRJy5yKspI3UK31rIAlUax+5i2WV00G4/jT71zEp5+/2viLypIALVrmKyem8PVT01gscY7nUChzPrTOc756YWZcmosCgOXGEtUKxtPo91c+11YUQq/FgRnn5yIAMtu6rXJ8PIgutwM3jPYUvG1zkQBtZeRkZkdg9TlmBvc2M0D3+xGMqwXHJAN+d8Useav8bkfNn1crM6BL8bgUhOP2PP5pJylNRyRprdXrV05Mw+kg/ODR7U24sgwJ0KIlmBlXF2JgBp46X7qDXI/XiauL9ii5mgsnMRdJrrvXdjnBuGo5ePT7KncT03QDF+czNxXrTWiqFTPj+EQIh7b3F60VH+31YG65sLd15SxurNniNlfLW/tWV9AAMJmXKOZQqG7njS6HgoRa2/hJKzOgS5FEsfqIJjVY+VIIxdN48twc3rJ3CJu669OQyAoJ0KIllmJpLCczK4Anzs2VDMAepwMJG5RcJdI6zs9F1jWlygorbT5NfX53xTPoa0vxlW5j80VqgpthKpRAIJLCkZ39Rd++uc+LhKqvfD0A1kZO5gen6XASCq1mhm/PrqRLlVrVU7TKc2jDYERTlWdAl5I5XuGmnoduRIuxtKX/g8dPz0DTGe+6ZbQJV7VKArRoibHsKMCjuwYwGUysbMMW0+qSK8NgnJ+LwOVY/yCMSkIxtWKJlanf58JyhRuXC7Orn9dWraBPTGTaex7ZMVD07cVqoa00KzF47RJ6KpTAaK8Xzuz/0ea+zDCOYqVW9eRxOEoe05SS1HQA1mZAl8IA4pIoVjNmxvxyCn53+XyPpKrjm6dmcPt1g9iS3Z1pFgnQoiXGAplt1/fduhVup4Inzs6XfK5ZctWqrNWpUALBeAo9ZeYz14PBjFAibTk73MrAjHOzERABXpfSsjPo4+OhTHvPPm/Rt4/2FAZoKyMnNd2AkrNlPhNKrJw/A5nt59FeLyYbPMLU53YgEElXdQyTSOtVzYAuximJYuuS6dpnVGzR+8TZOURSGt7/huadPZskQIuWGJuPwuNUsG3Ahzfv3YRnLwaQ0ooHYCKCUyHMLjd+qzJfNKXh0nwUA77GnztFkhoMrlxiZeq3kCR2YS6C3Zu6sLXPh0AL+pub7T1v3VF8extYXUHnTrWyMnJS1VdrV5kZ0+HVEivTtv7imdz15FAImmFUtZqNpTTLM6BL8Uqi2LosW0iw1A3GV05MY/9oDw5sLkxwbDQJ0KIlLi/EsGuTHwoR7jswilhax/cuL5V8fo/XhclgouK5ZD3pBuPc9DL87voMwqgkaLGLmKnP78ZyUi2bKHR+LoJ9o90Y6vG0JECfn40goepr+m/n87kd6PO5ClbQlUZOajmDMpZiaSRVoyBAbx/wYTqUrNj0pB4iSet5EtXMgC7FTBRrZX17OwtEkxXbe37v8iJml5N46Mi2lsyJlgAtWmIsEMWubDvGg9v6MNzjwXfOzpV8vkMhaDpXfda3HtcWY4imtYpnVPVi1tMO+K2voJlLB4akquPqQgz7R3sw0uPBfKT5SWInirT3LGa014O5nBsIh0KZbeAygVXLWUHnl1iZtvX7kdaNht+cZNp+WtturnYGdClmoph0FKuephsIJdSyAZqZ8ejxSWzp8+JNezY18epWSYAWTZdUdUwsxbF7kx9AZjvznhtHcHIiVPYHaTNLrsJxFVcX4w3pFlaK1Tafpkr9uC/NR2EwsH9zL0Z6vJhvwQr6+EQQ+0d7KrbV3NzrXbPF7XIoiOdldudTDV4pkZkOr46ZzGWWWjU6UczrciAYS1sqe6p2BnQ5DGn5WYtoSgPyJqHlOzOzjAtzUbzv1m1N2UErRgK0aLpri3EYjJUVNADce+MIGMBT50sni3mcDsTTGpYTjT13U3UDZ2bC2W5dzfvGNEum+q2uoM0AXSJR7EI2M37/5m4M93gQT+s1t6WsRSSp4uJctOz2tmm014tANLUmwHmdCmbCpQNrZhZ05v9nKpSAy0EY6lmbK7DdrIVu8Dn0yvhJC5/fpLr+BDGTU1EqZvKLQkuxNBwVmsQ8dnwKPV4n7r1xpElXVUgCtGg6M4N795B/5bEtfT7cvLUX3zlbuiYaALxOJyZDjc3KHQtEoerc9Ok2wXhm29Pq2DuzYUqpWujzcxG4HQp2berCSDZwNXMVfXKyeHvPYkZ7vdCNtUcYXR4nZsLJksmD+VvcW/p8BTdU/T4XutyOptRCO4gsBct4Sq/bjZ/HqazsvAjrKrX3nAjG8eKVJbz74JaWTrmSAC2abizb2WrXYNeax+87MIqZcBJnZ0vXRHd5HAhEUg0ruVqIJDEdSlrOpK6nUDyNAb/LcjJKX/YaSzVxOT8bwd6RbrgcCkayzTua2azkRJn2nvmKTbVSKNNpu9Sxh6qvJolN55VYmYgo05O7waVWQGabey6SrHgEE0paa45hhcepICaJYlVJqjqS6fJTxL56fApuh4J3H9zSxCsrJAFaNN1YIIpt/T748u5g37J3CF6XUjZZjIjgoMaUXCVVHedmI+jzWg+S9RRKqFV1Kqt0Bn1hNoL9o90AgOHsCrpZzUoqtffMV6xZCQD0el0YX4oXDUC6wVCy/dpnwkls7S9eZ92MUisgE6CXEyqmK0xgW45rdevlTtmtdTmHti6S1MpOSwnG03jy/DzuuXGkbj3bayUBWjTd5YUY9gx3FTzuczvwlr1DeO7iQtkWho0ouWJmXJqPgIgaNgijkmAsjYEu6yt3cwVdLEAvJ1VMh5PYl63dHMk2A2lWs5LpUBLzZdp75hvqdkMhYC7v+lwOBSnNKNglYGZoRmaLOxBNQTO4oMTKtG3Aj4VouiltMQf9HpyfWy557KDqBpJa9TOgy2GZDV2V+UiybInbN05l2no+eOu2Jl5VcRKgRVMxM8bmo9g73F307fceGEVC1fHC2GLJj7Ey5SpWvy5Kc+EkApE0ehvcLaycYNx6FzEgE7y6Pc6iW9xmi88bswG63+eCy0FNO4M+PhEEgLINSnI5HQqGuj1rtrhNPqcDE3lb1LkL6ung2iEZ+ZrZk9uhEHq9LpyeChc9hmlEIHU5JFHMCmbGlYUo5paTJc+fk6qOb56ewR17BlcqAFpJArRoqrnlFGJpHXuLrKAB4Oatvdjc68UT50pvcwNAl9uJa4uxupRcxdMazs1FWnLubJoJJ7Cc1Kq+hj6fC6Ei7R7N3ub7sue/ikIY6m5es5ITEyFs7vVW1bu42NhJIDPScTGv1Wtutvd0uHgNtMl8vNGlViaP0wEnKXh9Olywy9OIVbzHqVRs+drpDINxcT6CKwtxbOrylEzSM9t6PnSk+W09i5EALZrKzOAutYI2a6JPTYaL/rA2eV0ORFP6ukuuDINxfjYCj8OxMmSh2aaCCfzKo6fR43Hi7n3DVb1vv9+FcJEt7guzEXR7nGuCVrOalWi6gVOTYcvb26bREgHabPWa+zaDGYTVEiufy1GyPG1LvxeE5qygTd1eJ2JpDRfno2tuIsNxtW4JYiaPU0EopmI2lLDFWFa70XQDZ2eWMRVMYqjLXTaD/olz89gz3NWStp7FSIAWTbUSoEeKB2gAK3WHT54rXRMNAF6nY90lV5PBOEJxFd3e5nQLyze+FMevPHYKmsF45KGD2DHgr/xOOUoNzDg3m2nxmZvsNtzjbcoK+vxctr2nxe1t02ifF8G4WnSVmck7iK+snDOtOzN/ng4lsLXfWzKxz+N0YLjHUzAXutEGfG7MhJJrXnc5Ub8EMRMRod/vwtnZCE5PhWUEZY60lukFH4imMNTtKZv8ORtO4uJ8FG+7YbglSaLFSIAWTTU2H0W3x7lSl1vMSK8Xh7b34Ylzc2V7KHd5HJhfTtX8AymSVDEWiDW1W1iuKwsx/OpjpwEAH3voIK4bKr7tX06/r3AmNDPjwlwE+/NWAcNN6sd9PNve8+D2KgN0mVrtzECK1Tpp3eCVZh/ToWTJBDHT9gEfphpcP5+PiDDY5cbFuQiCsfS6Z0CX48qe4UcSGl68vCiraWSOE05OBBFLadjUVXnYzbMXAwCAu64favSlWSYBWjTVWCCGvcNdFe9Q771xFHPLKbw+vVzyOUQEh0JrWkRaZW57NWsQRr5L81H82mOn4VQIv//QIewcrG7lbOrzuwqSxALRFIJxdeX82TTS48FiLF1xzvJ6nRgPYd9oD7ortPfMt7lEqZXJ73JiPJssZnCmUkbVDcxHKgfobf2ZoRnNDloOhdDrc+G1qTCW4mnwOmdAV9Lrc6HH68KZ2QhOTRZPVOsEsZSGV8eDUHVeaehTybOXFnDj5h6M9BYv12sFCdCiqcYCqxncrjKt9t68dxN8LgeeKFMTDWTqZCeD8apLrq4uxhFP600bhJHrwlwEv/7V0/C6Hfj99x9cV7aoOXIyN/CcnzVbfOYF6GyzkoUG1kJHkiouzkeq3t4GMlvcAErecPncDkQSGiJJNVsXTZhdTsLg0hncpm0DfiRU3VLmfyiexrXFGF6fDuOlK4t48tw8vn5yGp9/eRx/+9xlnJoMVfXv8jgz+Q0XZ6NVvZ9J1Q38/QtX8Y3TM5ae73IoGO72IJrU8NKVRcx02Go6mtLw6rUgHESWZ7hPLMVxZSGGu2+oLgek0Vpz8CY6UiylYSacXKmB7vE64cyWTOWvYr0uB+66YQjPXgzgJ9+6t6Cpicnc+lyKpS3f+Zo/gIe6Gz/jOd/ZmWX85tdeR6/PiY89eHDdd+t9Phc0gxFL6ysr1pUAnbeCHs7+ewORVFXZ1dU4NRmGwbDUfztfv88Fj1MpmxzociiYDScx0OUGg0tOscpnllpNhhLYVOb//btjC/iDb51DqcZcCgHPXVrApz5ytKpa5kw5XNpyG1dTMJ7G7//LuZXdnvsOjFgeU9nrc2V3iiJQdQM7N1V/hBJJqtB0AwMWtojtQNMNnJkOw+1Uqrr5fvZiAAR7bW8DEqBFE11ZiAFYzeBWFMLmPi9mw6mVphu57jswim+fmcPzYwu478BoyY9rllwN95RPAgEySSNnZpbR63U1dRAGALw2FcZvP/46Bv1uPPLQwbrcIKx2E0uvBOgLcxEMdbsLApF5M1BNs5JQPI0TEyHcc2Ppz3+u4xMh+N2Ogu11K4gII71ezJXJNO/2ODEdTsCf/beaAbpUFzGTuUsxGUzgcImzcYMZn31xHFv7ffjRO3ah2+NEl9uBLo8TXR4nuj1OnJgI4be+/jr+/XwA991k7XNisrrVaro0H8Uj3zyL5aSK9x7eiq+dnMZLV5aqWuU5HQoGu9y4thTHln5fVTcVzIzzcxFoGuP269xQWjTRqRpXF2JIpHUMVnFDwcx49tICbtnWh0GLs9ibRba4RdMUy+Ae7vZCM4pvTx/Y3IOtfd6yrT+BzGo7kio/mjD3GrQWDMI4ORHCb379dQx1e/D77z9Ut9X76sCM1XPo83PRgu1tADUNzPjcSxP40+9cxNmZ0rkAJmbG8fEgDm3vq/lcf3Ovp2xOgUMhMAOL0RQIhKlQEj1eZ8WtzE1dbnhdStme3N+7vIiJpTg+9MaduOv6Idy6ox83jPZga78PfT4XHArhDTv7sWeoC19+ddLSaMlaPXMhgF969BQA4I8+cAg/8ZbrsKnLXbGyoRizsU+1XeSWE5nJcQlNX5lVbmfBWBrXgvGq23NeXYxhMpjA3TdYWT039yZFArRomrH5KBQCdm1aTYjK3ebOR0S498AoXp9eLjt2EMiMJqzUiCIQSWImnGh6Q5JXrgXxO4+fwZZeLz720MG63qWbK2gzUcwwGBfnIkVXsEM5W9xWXV3M7Hp8/uWJis+dCWfbe+6ofnvblKmFTpU9M+32OBGKq1AImCkxJCMfEWFrmZ7czIwvHpvA1j5v2W1OIsIHb9uOqVAC37tcuttdrXSD8ZkXruKP/+08rh/uxp/+4GHsHe6GQyG8ff8wXh0PlhyOUk6v14Wri7GqbiquLEThdznQ5XLiykJ9mgI1SkrT8fpMGH017Iw9e3EBCgFv3ls+QKc0HV6XAk8TWwFLgBZNMxaIYeegf80ZmqIQtvT5Ss7Rfcf+ERAyDQTK6fY4MbecLFlyZQ7C6Pe5m1rj+NKVRfzeN85g+4APjzx0sO4lXfkDMyaDCcTTesH5MwC4nQoG/K6qmpWML8ZBAF4dD67Mly7l+HimvWe1DUpyjfZ6kVD1zECDEjxOB1KaDodCmAolKiaImbb3+0rWQr8yHsRYIIYP3ra94ur/zXuHsKXPiy+/OlnXoBVPa/i9b5zBl1+dxPffvBm/9+Ata1aD79g/AoMzq+tquRwKVN1YM86znOWkimA8jS6PM5Ocl9RqujFoBmbGpbkowLB8Pp/7vs9cDODWHf1Fj9lyRVMadg36m/rzQwK0aJrcDO5cQz2ektvcwz0e3LqjH0+emy9bE22WXM0V2R5lzrT5U4jqOqSgkhfGFvCxfzmH64a68MiDByv+AKiFOf3K/OG50uKzRCekkR5vVVvc40tx3LFnED0eJz7/8njZ5x6fCGG017OuBLRiYyeLGe72wqkQFmNpbLWYBb99wI9AJFUwX5qZ8cWXJzDc48Hb949U/DgOhfCBN2zHpfkoTk6GLb12JcsJFT//pZM4PhHCf33bXnz07XsLvlZ3berCnqEuPHW++m1uIHMTe3khZmk05bWFGLzO1RQln8uBa4vNrSO3ai67c1PtGT8AXJyPYm45VfFcX88OZtlUpn9DI0iAFk2hG4zLC7GiHcR6PE44FaVkqdS9B0YRiKRweqr8D8MejxMTOd2mTLMtGITxzIUA/vBb53DDSDd+9323NKxT2coKOtuP+/xs5qy4VJJWNc1KwgkVwbiKXYN+vO/INrx8NYhL88VLhVbae65jexsoPXYyn0OhlSC+tc9aJvy2fh8YwEzeOMjXpsI4OxvBB96w3fIN3D03jmDQ78aXXqm89W/Fs5cWMBFM4DfefRPefXBLyVXa2/cP4+J8FJM1zLf2OB1IpCufJ0dTGhaiaXR5VlejXR4nlmJpRJL2WkWvt4/+sxcDcCqEN+3ZVPZ5kaSKrVUm2dWDBGjRFNOhBNKagT1FumVltrm9iJVoqvCmPYPocjsqJos5HQpUndds48XTGi7MRzHQxHPnJ8/N40++fR4HtvTit997M7qqbNhRDa/LAY9TWenHfX4uiu0DvpJNQkaqCNDj2RXTSK8X7zm4BV0eB75wrPgqeqW95zq2twFgNFurXWkFDQBT2UBr5QwaWM3kzj+H/sKxCQz4XXhnmUqBfC6HgvfduhWnJsMVt/6tODERxEiPp+Ln7237RqAQ8NT56re5gcwq+kqg/Hny+GIcbodScJPgcSqYWGpuu9RyDINxdma55j76BjOevbiA23YNVGyqozNji8UbwXqSAC2a4lKFHtzltrk9TgfuvmEYL4wtIp4un6nd7XFifDEOZl75BnY7lKYNwvj2mVl84jsXcMu2PvzWAzc3pRFKv9+1cgZ9YTZS9PzZNNybCdBWzk7NBLHRHg+6PE687/A2fO/yEq4sFK6izfaeh6ps75nP73ai1+ssmAtdjFliZXVLfVtOLbTp3OwyTk6G8dCRbVX3yH7XLZvR5XHgy69MVvV++XSDs7sP/RXPNwe73Di8vR9Pny9/5FOK1+VANK2WPE+OpzXMLWcy4/OZeR6VvgebZWIpjkhSq3l36uzMMhZj6Yq1z/F0ZspcI2+0S5EALZpibL78FKtK29z3HRhFWjPw7MWFsq+TKbnSsJzUMBnMfgM36Rvrm6dn8OdPXsKRnf34jffc1LRSrn6fG6FEGmnNwFigeImVabjbg7RuWEr4uZYN0GZ51gOHtsLvduALRTK6T4yHcMNI9e09iyk11SrfVCiBwS53ySY2+bwuB4a63WtKrb54bAI9XifedfOWqq/T73biPQe34rvZ8qxaXZyLIJ7Wcdhi97V33DiC+UgKZ8q0wS3H53LiarYnQb6JpThcRVbPwOpUsWaN7SwnnFAxFoiu5GDU4tmLC3A7FdxxXfnt7YSq19TkpR4kQIumyAylcJUsMVIUwtZ+b8ls7n2j3dg+4KuYzQ1ktuKuLsRwaZ3fwNX42skp/OW/j+GNuwfwaz9wU9XZpOvRl11BX1mIQTO4bIBeaVZiYZv76mIcIz0eeLI3Gt1eJx44tBXPjy2uBG8AiCa1THvPdW5vmzb3WQvQM6GE5fNn07acUquxQBQvXw3ifYe3Wg7y+R44vBVup4J/frX2VfTxiRAIKNlAJd+dezbB61LwdI3JYn63E8F4Gst558lJVcd0qPjq2dTrc2EylGjpxKyUpuPMdBjdHlfN9fa6wXj+0gLeuGug7P+9qhtwO5WWzYqXAC2aolQGd66hHg/0Ett2RIR7bxzNznUtfwdvbsV1uZ1NGYTx6KuT+D/PXsGdezbhV+4/UPdxgpX0+TIDM1YyuMtsca80K7GwhXxtMVYwxOO9h7fC53Lgi8dWV9EnJ0M1t/csZjQ7FrNSze6UxRroXNsG/JgKZnpTf+nYBPxuB959aGvN19rnc+H7bxrF0xcCNc/aPjkZwt7hbvRaDAJelwN37tmE5y4tIK3VNvjE63RifHHtKnoymIDTQWXriBUiOIgq9iVoFE038NpUpp1sscCq6gb+4ulL+OVHT625icz32lQYoYRaMXt7Oali56C/ZV3UJECLprhsIUD3eJxwOUpvc79j/zAUAp44Vz5ZjChTW92M898vvDyOT79wFXffMIRf/P79Tc/yBFYHZlyYjcCpUNnP83A2QAeilYPJ1cU4dm5aG6B7fS68++AWPHtxARPZreLjEyH4XA7sKzPjuxqjvd7MaMlY6ZuIaDJzjFFpilW+bf0+xNI6Xptexgtji3jPoa3r3pZ/8Mg2AMBXjk9V/b7xtIZzsxHcWuVwkbfvH0EsrePlq0tVvyaQGdUaiKQQy+5YJVUdk8G4pUqHXq8LE0uJmm8OamUYmTGqkaRW9DpD8TR+/Suv4V9em8XVhRh+9gsn8GiJjm/PXAzA53Lg6O7SN5XmGf9wk0urckmAFg0XjqtYiKaxd6T8OU6m21Ppbe5N3R4c2TmAJ8/NN7TNohXMjH948Rr+4cVxvGP/MH7unfubloiWr9/vQiiRxrnZCK4b6iq7gre6go6lNAQiqaJjMB88sg0el4IvHptY096zXv/+zdlt62I17abpsNmDu7oAbQ7N+ORTRHIVjgAAIABJREFUl+B2Knjv4dpXz6aRHi/etm8Y/3pmrupmHq9NLUM3GLdWeTxweHs/Bv3ummuiiQguh2OlXGsmnIBC5VfPpky7VbZ0DFFOLKVZqsk2XVmMYXY5WXS285WFGH7uSydxaT6KX/i+/firD9+Go7sH8OkXruJXHzu9pn2sqhv47tgi7rhusOxRVDSpYUuft6nHVfkkQIuGG8tm/e4ZqrzC2tTtgVbmm/a+A6NYjKVxssqRf/XEzPjMd6/hCy9P4J0HRvEz9+5ryUxpU7/fjaRq4PRUqGSDElO3xwmfy1HxDNpsSlEsQPf5XPiBW7bgmQsBvDIezLT3rNP2NrBaalUuk3sqVFuAzi21uv+WzXVrHvPBN2xHWjPw9VPTVb3fiYkg3A4FBzb3VvV+DoXw1n3DOHatttafANDrdWI6lEQ4oWJiydrq2dTjdeHaYqzqMa+mWErDy1eXcHIyZCkrfCqYwLWFWNHg/L3Li/jFfz4JzWD8wfsP4q37htHvd+NX7z+A/3nfDbi6GMNPf/5VfOu1WTAzTk6EEElpFbe307qOLVV+fdWbBGjRcCsZ3Ba2QHs8TnhdmbaExdy+exDdHieeOFvbymG9mBl/89wV/POrk7j/ls34qXuub2lwBrASZOaWU7ixwhQpIrLUrMQ8v8vf4jY9eGQbnA4FH//2BQCoaf5zKcPdHigEzJY5050OJUBA1bWpwz0euB0KXA7Cg7duW+eVrtox6Meb9gzi8VPTVZUhnZgI4eatvTXlLdxz4zB0g/HcxdpqookITgfh4lwEBqPo1/HZmWUcu1a4je5yKNAMxkIVXelMzIxL81G4HQqSaQMvXw1iKpgouZpejKZwfnYZg12eNSt8s3/6I988ix0Dfnz8PxzGDTlf/0SEe24cxf/64SPYP9qDTz59Cb/9+Bl887UZdHkcZZMak6qOHq+rqc2NimlYgCaivyOieSJ6rVGvIdrDWCAGl4Oww0JLRvP8uNQ2t9up4G37hvG9y4sln9MoBjP+6pnL+NrJaTxwaAv+29v2Nn1kZTFmNzGgdIvPXCM9nooJTVfNFfRA8QA94Hfj/ps3I5LUMNLjqWsTB6dDwVC3p/wWdyiBkV5P1Wf+ChHu3LsJH3jD9rJzoWvxgTdsRyylW24ishhNYSKYqPr82XTdUDd2b/LX3LQEAHo8LizF0ugrEoiiKQ2/+40z+N3Hz+B0kR2rHo8LV2pYRQciKSzF0ujxutDtdaLX48T5uWWcmgoX3NxEkipOT4XR73evuYFIaTr+5NsX8NnvXcNbbxjG77//YMn/z5EeL37nfbfg4bv34PRUGC9fDeLNe4bKfu3E0lrR3aNma+QK+u8BvKuBH1+0ibFAFLs3dVk+o9zU7S57NnXvjSNI6waerXHlUAuDGZ986hK+eXoGDx3Zhv9y956mNs0vJ7eUrFyTEtNIr8fCFncMQ93usk0g3v+G7XA7FNy2a6Dun4tStdBJVceJiRAuzEUtD8nI9/Pftx8/eseu9V5igf2jPbh+uBvfOD1jqRHMiYlM0FtPedo79o/g/FxkpWlLMWnNKLkj5cgOqyn2vfnFYxOIJjVs6vbgj/71fMGgDbdTWam9tzo0RNUNXJiPrFmZOh0Khru9iKc0vHRlCdPZLPukquPkZAh+l3NNMI0mNfzqY6fx7xcC+MibduHnv29fxXNihQgPHN6KP/+hI7hn/wgeOlJ690Q3GE6FbDEbumFprsz8DBHtbtTHF+1jLBDFvpHKgcPU7XHCk93mLnaXe/1IN3YN+vHE2Xncf0v1DSaqpRuMP3/yIp48N48fPLoDH75jp22CM7C6gva6FEt3/cPdHjwbKd/w5epiDLsqNGcY7HLjEx+6FYN1ntAFZM6hX70WgqobODcbwenJEE5NhXF+NgLNYCgEPHC48f/31SAivPvgFvzZkxfx2lQYByvUNZ+YCKHP56r4eS7nrfuG8fcvXMVT5+dXbjqYGVcX4zg+HsTxiRBenw5j56Aff/zBw5Z3HGbCCXz95DTuPTCCB2/dhp//8kn84bfO4ZGHDq75GAN+N6ZDCfR6XZbOa68txqHrDLe38Dp6vC5ouoFzc8uYj6agaQYcUNaUU6U0Hb/7jTO4HIjhV+6/seKIyHzbBnz4n+/cV/Y5kWxpVauSPnM1v3dZHiJ6GMDDALBz584WX42oN1U3ML4Yx/23bLb8PkSErX0+jAfjRRuNZOZEj+Dvnr+KiaU4djRwK0o3GB//9gU8czGAH71jJz70Rvt9jZpn0PtGeyzVa470ehFJakiqesluZ9cW47hzb/kOSwCwo8QW+Hpt7vViKZ7Ghz71PaR1AwplkgwfOLwVh7b14aatvU0po6vW3fuG8HfPX8Hjp2fKBmhmxonJEA5v71/XMclQtweHtvfhqfPz2Nrvw/HxIE5MhBDMtn7dOejHXdcP4anzAXzupXH82J27LX3cz7xwFQ6F8OE7dmFTtwf/454b8Ef/eh5/9/wV/ORb9648j4jQ73Pj/FwEXV5n2TPbSFLFxFIMg0USvUzmajqSVMHAmo+nG4w//tfzODuzjF/4/v1VB2crmBk680pDn1Zr+Vc4M38KwKcA4OjRo/adCC5qcm0xDs1gSxncuTb1eHC5SM9n09v3j+DvX7iKJ87N4cfffN16L7MoTTfw//3beTw/togfu3MX/sNtOxryOutlrqDLNSjJNZxTalUsCSyp6pgJJ7G7Re0NAeC2XYM4PpFp4HFoex9u3trXtJat6+FxOvDOm0bxlRNTWIimMFTiXPTaYhyhuFqX5Lp37B/BJ564iI9/+wJ6vE4c2dGPIzsHcGRH/8q5rFPJdDu7ffcgbtxSPmP89ekwnh9bxI/cvnPl/e++YRjnZyP46slp7B/tWTOW0+lQ4Hc58dpUGLftGii63WzWMPtcTks3JD15gZ6Z8RdPX8KLV5bw8N17KmZg1yqW0jHc46m5s1y92f8rXrS1sQpDMkrpcjvgczlLbnMP+N04umsQT50L4CNv2l33TGpVN/CH3zqHF68s4T/ddV1dM37rrdvjxNv2DeNdN1vbpchtVlIsQI9n+0rvKpHB3QzXj3TjD95/qGWvvx73H9yCx45P4Vuvz+LDJc66zfPnauufizGD5a5NXdgz3FU0AP7nu6/DyckQPv6dC/jzDx0puXNiMONvn7uCTV3ugnPaH3/zblycj+J/P3UJ1w11rdma97kdCCd0nJuJ4OC2voKdnPnlJJYTWskblkr+8cVx/NuZOfzg0R14oA6166UkNR03DVRX8tZIrd9kFxva5UCmXGfPcHWrMbNpSaxMpva9B0awFE/j+HhwXdeYL60ZeOSbZ/HilSX817fusXVwBjKfq8/8xO247yZr4xIrNSsxBym0cgXdzjb3enHbrgH86+uzJZOzjk+EsH3AV3PAyuVQCPceGMX1I90lV6d+txM/e98+zIaT+PQLV0t+rGcuBHBxPoofu3NXQRB3OhT80rtuhN/twMe+ebbge7PP58ZSLL0yBc2U0nRcDERrrjl//NQ0vnBsAu+8aRQfvqNxR0yJtI4eX2aaml00sszqcwC+C2A/EU0S0X9q1GsJ+xoLRDHS46mpnnCwu3RvbgB44+5B9Hid+I6FARpWJdVMEsqr14L4qXdcv64+zXY10pM5XwtEiwdos0mJBOjavfvQFoTiKr47tljwNlX//9s77/C4yitxv2d604xmVCxZkiX3hrsxnZjQQ4AQNiSQUAK7bBKyIY22pGzY9M2GbEJIQkINBH5A6CUECL3ZYHB3jLuNjG3JVp965/v9ca+MZKvMyBrNSPre59HjmW/u3Pnu8b333HO+U9Ksqm9m7iG25syWWVUhzp47lqdW7mTZ1oMfamNJgzvf2MLEMn83F3ZXIn4X15w2jV2tcW58bv1BLS8jfhebG9tp6JLGt9l64OvqCYslDf785laeX7uLpo5Er3N+5f093PLyJo4YH+GKxZP6DM5UShFNGOxtjx/UCCQT2pMpJpQGCioANGcKWil1vlKqUinlVEpVK6VuzdVvaQqXTJpk9IbfZcfjtPdqhTjtNhZPKeOtTY20DuCCPJBowuCGJ9awfHsTXztxMqdm6DIebkT8LmzShwXd2E6xz0nIl98iDcOZ+ePCVIY8PLly50Gfrd3ZQiKVHhT3drZceGQdNREf//eP92mLdbeAH11eT0NbgsuOndDnOvHMsSEuPaaOtzbvPaiLl02EsNfF6voWOhIpmjuS1DdFu+VZKytl8f63t/Or59/notuW8K0H3uPeJdvYsLttv9Jfvr2JXz67numVQa46dWqPy1gpI01LNElje5y9HQmcDmFSeQCF6vW+0RPxlIHXac9b16re0C5uTc5QSrFxd1u/Nbh7Q0SoKu69aAmYpT9TacXL6w8tJ7ojkeL7j69mdX0z3zx5CidNz8xdPByx24TSQO/FSrY2dhxS6o/GVFSfOKySNTtb2HxAsON725uwiWnRDjUuh41vnjSF5miS37+8cf/4vvYED76znaMmlGQ0rzNnj+W4yaXc/eZWlmzu7iVw2m24HHbWfNDC+l0tBFzOblbpEyt28uJ6MyvixvPmcsER4xCEe5ds4xv3v8clty/hxufW86On1lJV7OW7ZxzcvrWpI0Fje5yOpEF50M3s6mKOmVTKvHFhqsI+JpUGaIr2bpkfSFs8xYRSf966VvWGVtCanFHfHKMllhqwBQ2mtddX0ZIJZQHGl/oPyc3dFk/xvUdXs35XK1edOq1X995IojzYe7nPLY3t1OUxQGykcNL0MbgcNp5c0d2Kfm97E1Mr8pcmNqk8wOcOr+Gl9Xv2F/u5+62tpAzFJUfXZbQPEeE/TpjMhLIAP3l63f6gt04CbgcdSYOORLpbRPTq+mZufW0zR4yPcN7CGmsu4/jFZ+Zw16WL+MZJk5k5NsRbmxop8jj4wVkzuxXLUUrR0BanJOBiYV2EoyeWMHlMERG/q5sLvTzoIeh2ZlR2NWmkcdhk0CvLDQZaQWdJykizbNu+vHdTKnSWb2/is394A4dNWDQ+MuD9+N0OvC57n63tTppezobdbX32f+2NlmiS7zyyko172rj2tGkcO2nwcysLkbJAz9XE4imD+qaotqAHgYDHjK5/cf2e/V6g1liSDbvbBrV2+UD4zIIaJpcH+N2LG1m2dR/PrtnFGbMqs2o+4nXZueGsmVSHvfzwyTWsrm/u9nnY5+pWjauxLc5P/7aOiqCHb5w05SA3erHPxcenjeGa06Zx92VH8PsvLOimNJVSNLTHGVvsYVpFkIDb0et6sc0mTB5TRFsi1W+Vs9ZYkrpSf95r6veEVtBZkE4rrnpwBZ+++XVO+uVL3L90+5D3RC10lFLc8dpm/uX3r6MU3P+lo5g59tBceWOLvbT38ST8sSnl2G3Cc1k20GiOJrn+kZVs29vB9Z+YzpET+i/MMVIoL/L0qKB37IuSVgxrCzplpNnbRy/pgdJpvfUV1HQgZ8yqJJ5K8/xas4f5ih3NKGBOnhW03SZ84+QpxFNpfvDEagJuR49FeJRSfSq4Io+TG84+jNKAmx88vob1u1p73C5ppPnp39YRSxpcd/o0/P3ktDvstm4WcVopGtoSjAv7Mi7IE/I5qQx6aIn1fu8w0gqRjwInCw2toLPgJ0+v5eF3P+CzC2vwuexc/dcVfOx/XuC2Vzdn1cFmpNISS3LFX5bxX4+v4fjJZTz5tWOZPwhtCPtzc4e8ThbVRXjxn7szLty/rz3BdQ+vpL4pxnfPmMHCuoFb+cOR8qCbxrb4QZ6gTi/EcLagm6JJRCSrIKFM2NuRoLLYgwgZ73tiWYBpFUU8tXInaaV4d3sTXqedKVnWBWiPp/pMORwINWEfFx9dR1rB5xaN67HuemO7udbb12+HfS5+9KnDCHodfP+x1fujtrvyp1c3s+7DVq48cUrW55aRVjS2x6kr9TGxPLso6/GlAVLpdK8ez9ZYkuqwb0DdxIaCwpxVAXLLyxv54yubufioWn567iye+I9jueOLh1MT9nHDE2s49mcvcNM/3h9wb9bhzqoPmjnzN6/yzOpdXHv6NP540UKKB6lGs9/twOeyE08ZvW5z4vRymqJJlmWQE93YFue6h1eyuyXG98+cMai9jIcLZUVu0goaD7A0tzR0plgNTws6ljTwOm395tBny972OGUBN1PKi5gypoimLK7zM2ZVUt8c473tTSzf3sTs6lBWdZ6VUsRSBtGkMehLa2fOruTXn5vLmbMPrmvekUhR5HEwvzaC0yHsaYv1+mBSEnDzw0/NwuO08d1HV7F9X8f+z55bu2t/k5lsl5CMtGJvR5yJpWasSbYpUF6XndoSH809BIwppUilVdY9xYcSraAz4KFlO/jxU+s4Y3Yl3ztzJiKCiLB4ajn3f+koHvjSUcypDvGLv6/nmJ/+g58+va7ffrsjBaUUd7+5lU//7nXiyTT3XX4kX/rYxEGPhhwb9vZ5w10wLkyx19mvm3t3a4zrHl7J3vYEPzhrJrOHOBe1UOitWMnWxnaK3I6C6OQzENriSSaVBygLePrMoc+GpmiCkM/F1ArTtVpW5Cbsc2bc7vSYSaUUe53c+cYWPmyJZd1esiWWoiLkoa7Ul1VkciaICON7yP010oqOhMHUiiJCXifzasJMrwjSHk/RFE306PauCHr44dmzEIHvPLKKnc1RNuxu4+YXNzC7KsTFGdYB7zqHxvY4k8uLqB2Acu6kOuzDbj/Yo9ISS1FZ7Om1qlohUDglUwqUF/65m6sfXMHRE0v45XlzegwkOLwuwu1fXMSqD5r53Usb+cPLG7n9tc189vAaLj9+AtU5aiiQb9riKf7zoZU8trye46eUceN5c3IWCRnxu9jQx+cOu43FU8t4fMVOmqPJHqsWfdgS4/qHV9IeT3HD2TOZVlE4Jf2GmrJeipVsaeygttRXUMUaMqUtniLid1MSML0DdhGMtDqk4J/WWBKvw86MyuB+q1fEDEBaunkvPpe939rSTruNU2ZWcP/b2wGyUtBKmfm8NWEfTruND/ZFey1/O5js60gwodS/vya2zSZUFnuJBFxsbminvilKwOU8qGZ1VdjLD88+jOseWsl3HlkFmBXGrj5tWrf/h6SRpiWWQBAUIECnyrch2GxCPGUwozKYUZesvnDabUwpL2J1fUu3ym1JI13w92ZtQffBu9v28ZW7lzFlTBF/uHBBvz1HD6sK8dsL5vP8Nz/Gp+ZWce+SbSz+nxf51v3L2bC75+CJ4cq6D1s46zev8sSKer59yhTuuOTwnKYp+FwO/P25uaeNwUgrXuohJ7q+Kcp1D62gI2Hww0/NGtXKGT6yoPf0YEEPx/Vns4pUigllpqVltwmlRW6iid7Pl/7oSKSwCRxWHTpojTLgdlBb4mNfhgFjp82swCZQGnBRlYXC6bSe/W4HLoeNiWWBAVXJyoaORIoit4PqHrrEuR12plUEWTAuAmJauAe63WtL/Nxw9mG0xVPsbU9w3enTuj0wJ400TdEEMypDHD4+wvzaMHNqiplVFWJGZZCJ5X6qir3MqQ4dsnLupDTgpsjt2B8r1BZPURJwFXwDlsKeXR7ZuKeNS+9YSlmRmzsuPfyg7ip9MaEswM/+ZTZXnjSZP76yiXuXbOOhd3dw6owKvnLCxGHtVlVK8cDbO/juo6sIep3c869HZtSWcDAYW+xlw+62Xh+U6kr9TCoL8PzaXZzVpaD+9n0dfOfhVaTSaX58zmGMz7Kz1khkf0erLsVKkkaaHfuinNHDemSh0xxLUh3xdrtOy4vc7GqJERjAbS6WNEgYaRbUhnt1gdZEfOxsjpFIpfsNMiorcnPewhqCHmfG3gnTeja6tVMdE/SwfV8H0YSRcceltngSI60I9dC69UCMtKI9keLwukifnoeQz8mC2gg79nawsaGdkMfZTQaTygP84jNz6Igb3bqsJVJpWmJJZleFKB3CyOnOtKt3tu3F67QTS5rWeaGjLege+LA5xkW3LsFuE+66dNGAQ/DHFnv5/pkzee2aj/PVEybx2sYGzrrpNS689S3e2NjYb35eodGRSPGtB5Zz9V9XsKA2zFNfO27IlDNA2O86qPbvgZw4vZxNDe1ssrpobW1s5z8fWkkaxY/PmaWVs4XHaSfocXSLlahvipJKq2FnQRtpMxVoXKT7vDuVdbbXWSKVpiNpMKemuM9iIk67jSljArTEMrOiP39EbVadmFpjKcYEPd2sPJtNmFxu5vdmQls8hU2EkM9JQ3us3+unKZpgfBfXdl/YbUJtqZ+51SE6EqmDSofWhH1MrfhIOcdTBi2xJHNriodUOXcS8jmpCJrphUVeB0Fv4dunWkEfQHM0ycW3LaGpI8HtlyyirvTQb1YlATffOmUqr1/7ca45bRprd7Zw/h/f5Nzfvc7za3cNC0X9/q5Wzr7pNR5+9wOuPHEyf77siP1W2FDhczkocjuJJXt3Wx4/uQyHTXh+3W427WnjuodXYhPhx+fMGnaKJ9eUFXUvVrJlmDbJMJVK4CBL1+WwEfI6iSUzT7cy0ormWILZVaGMGryUBtxE/O5BqQXfFaUUCSPdzXruJOx3UVbk6vc3owkDQ6WZXV3MzMoQ40v8NLTHe43E7kik8LnsBz3o9Eck4GZhnRnpvbc93uP9LJY0aIunmD8uTDiPAYjjSwO4HDbGlww86Gwo0Qq6C7Gkwb/d+TabGtr4w4ULmVU9uLVyizxOvrx4Iq9e83FuOHsmu1riXHbn25z+f6/w6HsfZJzDO9Q8tGwHZ930GnvbE2Y5vpOn5K3qTn9FS4JeJ0eMj/CPdbu5/pFVuB12fvLpWdQUeDBIPjiwWElnDvRwSrGKpwzcDhuVoZ4tsoqgh45k5ulWrfEk4yL+jJWIGTAWIJ7qPdd2ILTFU5QVuXq1ZCeUBkgY6V4t4njKIJpMMae6GK/Ljs0m1JUGmFMVojWWPCgjIq0UHYkU0yqDA7q2vS47c2uKqQh5aGyPd7uXRRPmXOaNC+e9AYvXZWfeuOJhk6WgFbSFkVZ87d53Wbp1L788by7HTs5dyUeP085FR9Xx4lWL+d/PzCFppLnyvvc48Zcvce+SbX0GQg0lsaTBNQ+u4Jv3L2dWdYinrjyO4yaX5XVOYb/ro3DPXjhp+hja4qY18JNPzyroPMd8cmA97i0NHXid9iH3jBwKrTEzraq3vOJsFIJSipShGFucnfvV53IwodQ/qClQ8VS6T4+P3+2gOuzrse5C0kjTGksxtyZ8kIIvLfKwsC6CzUa3ALd9HQnqSv0DagvbicNuY8qYIqZVBGmOJYkmDDoSKeKGYSrnAukUVZRFHEC+KXwn/BCglOI7j6zi72t28f0zZ2S1TnQoOO02zl1QzTnzqvj7ml389oUNXPfQSn713Hr+7bgJnL9oXL8l8XLFpj1tfOWeZaz7sJUrTpjIN06aklVxhVzhddkJeBzEkkavwTvza8N89YRJLKgNd0ur0HSnzOpopZRCRKwI7uGTYtUeT1Hsc/X5f+xzOfa3LO0vNak9bnZGGkgTi6qwl/rmaJ/nZaa0xcwI4/7WgWsiXnY2R0kZ6f3XppFWNHUkmF0d6vXhxO92MG9cmPUftrKrNYbP6cDrtA+Kl0nETMfyexys+qCZtFLMGxcu+GjpQiX/d9wC4Mbn3ufeJdv4yuKJfPGY8UP++zabcNphFTz21WP482WLGF/q54dPruWYn/2D/3vu/axq/w4Gjy2v58zfvMqulhh3fPFwrjp1WkEo507Ghvp2c9tEOHVmhVbO/VAedBNLpmm13J1bLAU9HFBKEU0aGZV+rAh6MioqEksZA86LddhtTK0I0hYfhL7kqVRGsS9uh52JpQGarbXozsIe0yuD/QZhOe02ZowNMqksQDxlMK1LnvdgEPQ4WVgbYWFtRCvnQ2DUS+7Pb27l18+/z3kLq7nq1Kl5nYuIcNzkMo6bXMY7W/dy8wsbufG59dzy8ka+cGQtlx07nvJg7qIfY0mD/35iDfe8tY0FtWF+c/68gnQPh/0uhkFcXcHTmZ2wpzWO3+Vg+97osOmD3RxNUlnsycglG/a72NJPp7NowjAje3uoR50pEb+LiN9Nezw1YM+XmZ/rztjVPCbkYdu+DmJJg9Z4kkllgYxzh0WEcSV+yoO5qaZVqPWthxOjWoJPrdzJ9x5dxYnTyvnxObMKyrW3oDbCrZccztNXHseJ08fwx1c2cezPX+D6h1eyrbGj/x1kyZaGds793evc89Y2/v34Cdx3+ZEFqZzBdHMHvX1Hcw9HYkljSCP6y7qU+9zZHCVh9L3uWSi0xJK4nTbGZ5hhUeR24LBJn0Fc7YkUdYMQ2VtX6s8qKO1AoslUVlH0dpswZUwR+zrMTk/jBuABKeRSl6OdUWtBv7Gxka/f9x7zaoq56YL5BeXC7cr0yiC/Pn8e3zx5Cn94eRMPvL2D+5Zu56w5Y/ny4ondigAMlKdX7uTqB1dgswl/umghJ80ofCtqbMjD+l2tI+Lm0pFI0ZFI4XKYldIyKSgxGJR3KVbSGQ1c6BHcLbEkbruNWTWhfiv7ddJZP7uxLdHjum7SSON22ogMQnOXkNdJid9NWzyVtWu3PZ4i4nNlHUwV9jmZXxsm4nMVlJGhOXQKUyvlmDX1LVx+19uMK/Fx2yWHZ1yRJ5/Ulfr5yadn8fLVJ/DFo+v426oPOeXGl/m3u97mve1NA9pnPGXwX4+t5sv3LGNCeYAnv3bssFDOYLm58z2JQySaMGhoi2G3C3NrwswfFyZpqH6LSQwWXV3cnS7g2kHI+88VLbEkbkd2yrmTsiIPiV7SGFtiSeoi/kFr8FJX6ic2ACu6I2kMqJCOiFAacA96gxpN/hl1FvT2vR1cfPsSAh4Hd126aNBaIg4VFSEP3/nkDK44YRK3v76FO1/fwrNrXuOYSSVcsXgSR00syegpevveDr76l2Us39HMpceM59rTpw21ya+rAAARsklEQVSrNSOP006RxzkoUbNDTWfRhiK3g7k1YYp9H6V9mOUjoxQPgRUd9Jr1nfe0xlGYa4aVOYxxOBSaowk8TjuzqrNXzgBF1tpyZ8R6J0ZaYROzbvdgEfI6KQlkZ0W3xJKUFbmGRXUrzdAxfO7Ig0BDW5wLb32LRCrNnZcuKtg11kwI+1188+QpvHbtx/nPT0xj/a42LvjTW5xz8+v8ffWHpPtYb/v76g8549evsKmhnd9/YT7fO3PGsFLOnVQVe/qM5i40YkmDhvY4AsypKWZBnVlVqavCqA57MdJq0Pv+9oSIWKlWcbY0tDMu4itIK6wpmsDrsjO7unhAyhnMqOWwz0n0gLiF1niS6rB30M//ulI/0Qyt6ETKLDgyubxIu6g13Rg1j2vt8RSX3rGUD1ti3POvRwzK2m0hEHA7uPz4iVx0VB1/XbaD37+0kcv//A5TxgT4yuJJfHJ25f719aSR5mdPr+NPr27msKogN1+wYEBBJYVCsW94RHPHkgZtiRQBl53ZVSEi/t7XCj1WPuoHTVHCQ+Dd6SxWsqc1XpDrz00dCXxuO7Oqig9ZiVYEPaz7sHV/nrNS5oNQZWjwH9SDHielATdtsRSBPiLDlVI0RRPMqQ4NO0+QJvcMP7NpACRSab509zusrm/hpvPns6A2ku8pDToep53PH1HLC99azK8+OxeAr/+/9zjhf1/k7je3srmhnc/+4Q3+9OpmLjqqlr9++ehhrZzBPOZin/OQWgrmknjKoKEtTlopDhsbZEFthJKAu18rqSrs3a88ck1ZwOz4tHVvYbWZVEqxryOB321azoNh4Qa93R/o2uIpyos8OYtBqSv1E+unKuC+jgQ1EW9emkdoCp8Rb0Gn04qrHlzOK+838PNzZw+bIKiB4rDb+NS8Ks6aM5bn1u7ity9u3N84PeB2cNMF8/jk7KGplDYUjA15WPtha0EF+sVTZk6q1+lg5thg1gE8HqedcSU+tjV2EPHntthKedDN8+t2Y6RVXi3oRCpNPGV0C+QqDbiYWhHstwJYpnhddnwu+/72kLGUQXUkd8tcQY/TbGoR7dmKjiYM3E677rCm6ZURraCVUvzoqbU8+l49V506lfMOr8n3lIYMm004ZWYFJ88YwxsbG3lq1U4uO3ZCxrmjw4WQ5eY+MPgnHyRSaVrjSTwOOzMrQ4cUWTu22Mv2vR0YaZXTxiTlRZ79lvpQWtBKKZpjZp9iEfC7HJQVuQn5nPhcZunJXBx3RcjD1sYOjLSZS38otaczobbEz9It+/Ar+0HBaW2JJAtqI4P2AKIZeYxoBX3Ly5u49dXNXHJ0HV9ZPDHf08kLIsLRk0o5elLumn/kk043dyyZzpsV3dmE3uO0MaMye4u5J9wOO7URP5sb2ynJoRXdtTHGULWZTKTSNMcSjC32UlXsxeu0D1kdgmK/i00N7bQnUswe5G51PVHkcVJe5KIlmuqWg90UTTCxNFAwDSQ0hcmIfXR78J0d/OTpdXxydiXf++SMvFtXmtwxNpRdS8HBImmkaWyPEzcMZlQWsWh8CeVBz6BFQlcWe7FL3xWwDpXOYiUOm2TdxWkgtMSSdCRTzKoKMa0iSJHHOaRFggIus6qYx2kbkiA8MK3oeCq9v0pcWyxF0OPosdezRtOVEWlBRxMG//PMOo6ZVML/njenIFNHNINHsdXbdajc3EnDtJiddhtTxxRRHvTkxB3rctioLfGxuaE9ZxG+ncVKaiK+nCrKlJGmKWrm+k4qL8pbxLLNJlSEvPitHslDQZHHSXnQTXNHEo/TTsIwmDMuou9Lmn4ZkQra67Jz/78fRcTvGnDepGb44HbY9+e4DqRVYKYcqJjLitw5t/4qi71s3dtBysiNFd3p4s5lF6vWWJKkkWZ6RRFjQp68e7MmlA5e1bBMqS3xs7RlL7GUwYyKYE7PU83IYcSeJYWUMqLJPZUhL2t2tuTkxpcy0jTHkjjswpTyIsqDuVfMnTjtZlOIFTuaCPsHf72yNODCbpOcrD8baTPHN+R1Mq8iXDCR9vmwXANuB2OC5sPQmJBOqdJkxohV0JrRRcjnRDG4bu79itkmTCoPUBH05KWpSkXQw+YcRRs77DZ+9/n5zKwa3ICpjkTK7NdcFqCq2KvducDkMUUI5N2DoBk+aAWtGRG4HXYifhfRxKG7uVOWK9tmEyaWBagIefKaCuOw25hYGqAlnszJ/k+ZWTFo+0pbBUYCLgcLasM9do8areh0Kk22aAWtGTFUBj2srh+4m9tIK5pjCWwiTCgAxdyVipCHcCo/jV2MtMqoKUksadAaT1FX4qO2xJ/T/G2NZjSgFbRmxFDscyGSvZu7c63ULsL4Ej8VocFvnnCo2GySlzVcr9PO9Mog9c0xGtriiJhjXudHhTc6y3K6HDYWjAsT8mmrWaMZDLSC1owYXA5bVm5uI61ojiYQgfElfiqLC08x5xsRobLYS2Wxl1jSoCWaZHdrnMb2OEqBw2YjnjKoiXgZXxooGI+DRjMS0ApaM6KoDHlZXd/cp4I20oqWWBKlFONKfIwt9up0vAzwOO14nHbKgx6SRprWWIqGtjgRn1M3e9BocoBW0JoRRWfpxJ7c3EZa0RpLktaK+ZBx2k1vRcSfn3VxjWY0oBW0ZkThctgo8btojxv43ebpnVaKlmgSQylqwj6qwl7de1ej0RQ8WkFrRhyVxV5WfdCM12WnxeqYVB32Ua0Vs0ajGUbkNKJDRE4TkX+KyAYRuTaXv6XRdBLyOhGBve0JKoIejpxQwqTygFbOGo1mWJEzC1pE7MBvgZOBHcBSEXlMKbUmV7+p0YC5PnrY2JDZV7hAyktqNBpNtuTSgl4EbFBKbVJKJYD7gLNz+HsazX5KAm6tnDUazbAmlwq6Ctje5f0Oa6wbInK5iLwtIm/v2bMnh9PRaDQajWb4kEsF3VMpp4N65imlblFKLVRKLSwrK8vhdDQajUajGT7kUkHvAGq6vK8G6nP4exqNRqPRjBhyqaCXApNFZLyIuIDPAY/l8Pc0Go1Goxkx5CyKWymVEpGvAs8AduA2pdTqXP2eRqPRaDQjiZwWKlFKPQU8lcvf0Gg0Go1mJKJbz2g0Go1GU4BoBa3RaDQaTQGiFbRGo9FoNAWIVtAajUaj0RQgWkFrNBqNRlOAaAWt0Wg0Gk0BohW0RqPRaDQFiCh1UHnsvCEie4CtWXylFGjI0XRGIlpemaNllTlaVpmjZZU5o0VWtUqpHhtRFJSCzhYReVsptTDf8xguaHlljpZV5mhZZY6WVeZoWWkXt0aj0Wg0BYlW0BqNRqPRFCDDXUHfku8JDDO0vDJHyypztKwyR8sqc0a9rIb1GrRGo9FoNCOV4W5BazQajUYzIik4BS0it4nIbhFZ1WVsjoi8ISIrReRxEQl2+Wy29dlq63OPNb7Aer9BRH4tIpKP48kl2chKRD4vIu91+UuLyFzrMy2r7rJyisid1vhaEbmuy3dOE5F/WrK6Nh/HkmuylJVLRG63xpeLyOIu3xkN51WNiLxgnSerReRKazwiIs+KyPvWv2FrXCxZbBCRFSIyv8u+Lra2f19ELs7XMeWKAchqmnXOxUXk2wfsa8RfhwAopQrqDzgemA+s6jK2FPiY9fpS4L+t1w5gBTDHel8C2K3XS4CjAAGeBk7P97HlU1YHfG8WsKnLey2r7ufVBcB91msfsAWoA+zARmAC4AKWAzPyfWx5ltUVwO3W63LgHcA2is6rSmC+9boIWA/MAH4OXGuNXwv8zHr9CUsWAhwJvGWNR4BN1r9h63U438eXZ1mVA4cDPwK+3WU/o+I6VEoVngWtlHoZ2HvA8FTgZev1s8C51utTgBVKqeXWdxuVUoaIVAJBpdQbyvwfvQv4VO5nP7RkKauunA/cC6Bl1aOsFOAXEQfgBRJAC7AI2KCU2qSUSgD3AWfneu5DTZaymgE8b31vN9AELBxF59VOpdQy63UrsBaowjwv7rQ2u5OPjv1s4C5l8iZQbMnqVOBZpdRepdQ+TBmfNoSHknOylZVSardSaimQPGBXo+I6hAJ0cffCKuAs6/VngBrr9RRAicgzIrJMRK62xquAHV2+v8MaGw30JquufBZLQaNl1ZOsHgTagZ3ANuAXSqm9mHLZ3uX7Wlam9XK2iDhEZDywwPps1J1XIlIHzAPeAsYopXaCqZgwrUHo/RwaVedWhrLqjVEjq+GioC8FrhCRdzBdIwlr3AEcC3ze+vccETkR0310IKMlXL03WQEgIkcAHUqpzvVFLauDZbUIMICxwHjgWyIyAS2rnmR1G+YN8m3gV8DrQIpRJisRCQB/Bb6ulGrpa9MexlQf4yOOLGTV6y56GBuRsnLkewKZoJRah+nORkSmAGdYH+0AXlJKNVifPYW5dnY3UN1lF9VA/ZBNOI/0IatOPsdH1jOYMtSy6i6rC4C/KaWSwG4ReQ1YiPnU3tUjMeplpZRKAd/o3E5EXgfeB/YxSs4rEXFiKpx7lFIPWcO7RKRSKbXTcmHvtsZ30PM5tANYfMD4i7mcdz7IUla90ZsMRxzDwoIWkXLrXxvwHeD31kfPALNFxGetF34MWGO5SVpF5EgrcvQi4NE8TH3I6UNWnWOfwVyzAfa7lLSsustqG/BxK+LWjxnMsw4zUGqyiIwXERfmw85jQz/zoac3WVnXnt96fTKQUkqNmmvQOrZbgbVKqV92+egxoDMS+2I+OvbHgIusc+tIoNmS1TPAKSIStqKYT7HGRgwDkFVvjJ7rMN9Ragf+YVp3OzEDA3YAlwFXYkb8rQd+ilVgxdr+C8BqzDWyn3cZX2iNbQRu6vqdkfI3AFktBt7sYT9aVl1kBQSAB6zzag1wVZf9fMLafiNwfb6PqwBkVQf8EzPg5znMzjyj6bw6FtO9ugJ4z/r7BGZGyfOY3oTngYi1vQC/tWSyEljYZV+XAhusvy/m+9gKQFYV1vnXghl8uAMz8HBUXIdKKV1JTKPRaDSaQmRYuLg1Go1GoxltaAWt0Wg0Gk0BohW0RqPRaDQFiFbQGo1Go9EUIFpBazQajUZTgGgFrdFoNBpNAaIVtEYzzBCRF0VkYb7nodFocotW0BpNAWJVmhoV16eI2PM9B42mEBkVNwCNZjggInVWM/ubgWXAhVbD+mUi8oDVZODA75zS0zYi8j0RWSoiq0TkFqvMIiLyNRFZIyIrROQ+a8wvIrdZ278rIr227hORV0Rkbpf3r4nI7N72YR3TK9b8lonI0db4YhF5QUT+gllRS6PRHICuJKbRFAhWC75NwNGY5R4fAk5XSrWLyDWAWyl1g4i8CHwb2NLHNhFltshERP4M3K+UelxE6oHxSqm4iBQrpZpE5MeYNezvFpFiYAkwTynV3sMcL7Y++7rVNOMvSqmFve0Ds7RjWikVE5HJwL3W9ouBJ4HDlFKbcyBOjWbYMyy6WWk0o4itSqk3ReSTwAzgNcv4dQFvHLDtkX1sc4KY/dF9QASzrvjjmHWQ7xGRR4BHrG1PAc4SkW9b7z3AOMz62gfyAPBdEbkKs3b0Hf3sox64ybK6Dcwe7p0s0cpZo+kdraA1msKi02oV4Fml1Pl9bNvjNiLiAW7GbMSwXUT+C1Nhgtkm8njgLExFO9Paz7lKqX/2NzmlVIeIPAucDZyH2RCjcy4H7cP67V3AHMwltVgPx6rRaHpAr0FrNIXJm8AxIjIJ9rd1nJLhNp3KuMFak/4X63MbUKOUegG4GijG7Nz1DPAfXdap5/Uztz8BvwaWdrrR+9hHCNiplEoDFwI6IEyjyRCtoDWaAkQptQe4BLhXRFZgKuNpmWyjlGoC/ogZfPUIZv9cMJXj3SKyEngXuNHa9r8BJ7BCRFZZ7/ua2zuYLQBv7zLc2z5uBi4WkTcx3dvaatZoMkQHiWk0mqwQkbHAi5gPA+k8T0ejGbFoC1qj0WSMiFwEvAVcr5WzRpNbtAWt0WgOQkROBX52wPBmpdQ5+ZiPRjMa0Qpao9FoNJoCRLu4NRqNRqMpQLSC1mg0Go2mANEKWqPRaDSaAkQraI1Go9FoChCtoDUajUajKUD+P0S9bsUQIF4QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E4JYkqSIGtyRJFTG4JUmqiMEtSVJFDG5JkipicEuSVBGDW5KkihjckiRVxOCWJKkiBrckSRUxuCVJqojBLUlSRQxuSZIqYnBLklQRg1uSpIoY3JIkVcTgliSpIga3JEkVMbglSaqIwS1JUkXmTHcBkqSpW3Tazyecvt++G4yoEo2aW9ySJFXE4JYkqSIGtyRJFTG4JUmqiMEtSVJFDG5JkipicEuSVBGDW5KkihjckiRVxDOnSdIsdu4p/c+wttvLPbtajdziliSpIkML7og4NiKWRcS1rXHrR8QFEXFT83e9YfUvSdJsNMwt7s8Bu/aMOxy4MDO3AC5s7kuSpI6GFtyZ+U3glz2j9wKOb4aPB/YeVv+SJM1Go/6Oe6PMXALQ/N2wX8OIODgiLo+Iy5cvXz6yAiVJmslm7MFpmXl0Zi7IzAVz586d7nIkSZoRRh3cSyNiY4Dm77IR9y9JUtVGHdxnAwub4YXAWSPuX5Kkqg3z52BfAL4HPDEibo+Ig4AjgBdGxE3AC5v7kiSpo6GdOS0zX9ln0vOH1ackTZdDzrhtwukf3WezEVWi2W7GHpwmSZIezOCWJKkiBrckSRUxuCVJqojBLUlSRQxuSZIqYnBLklQRg1uSpIoM7QQskqSH5rOn97+Mw+te2veiilpJuMUtSVJFDG5JkipicEuSVBGDW5KkinhwmqTq7L3owgmnn7mfFyHU7OUWtyRJFTG4JUmqiMEtSVJFDG5JkiriwWmSZpS9Fp3bd9pZ++02wkqkmcktbkmSKmJwS5JUEYNbkqSKGNySJFXEg9O00jrwjF37Tjtun/NGWIlmuv1P+1Hfaafuu+WU5nXkGUv6Tjtsn42nNC+tnNziliSpIga3JEkVMbglSaqIwS1JUkU8OK0i3/zMHn2nPftvvjLCSobjwye/qO+0N//V10ZYidpevOikvtO+vN9fj7ASSeAWtyRJVTG4JUmqiMEtSVJFDG5JkiriwWmzzNeO2X3C6S866KsjqmQ43ndK/wPY3vXycgDbYYv6nxEN4Mj9BntWtN3PfNuE07+69wfY/Yx/mbjNPu8GYI8z/rNvm6/s8/bONe1x2tETTv/Kvgd3nlcXL1506oTTv7zf/gPtr4uXnvadCaefvu9OAOx32pV92yza96kDrUkaBLe4JUmqiMEtSVJFDG5JkipicEuSVJFqDk5b/qkT+06b+3evKm2O6n9Azty/LQfjLP1U/4N/ADb6u3IA0JJPHta3zcZvOBKAWz+6X9828w5ZBMD1n9xzwv62fsPZAFz26Zf0bfO0158z4Tym6qxjd5tw+l6vPReAU47rf5DXyw8sB3h97nO79G1zwAHnA/Dpz/c/oAzg9a+euWdF2+2s/mcGO3ev/mcUG6Y9Tv9Y32lfeembpjSvF5/2ub7TvrzvAVOaVxcvWXRm32nn7Lf3wPuTZqNp2eKOiF0j4ocR8eOIOHw6apAkqUYjD+6IWBX4BLAbsDXwyojYetR1SJJUo+nY4t4B+HFm3pyZ/wN8EdhrGuqQJKk6kZmj7TBiP2DXzHxdc//VwNMz84097Q4Gxs4S8UTgh63JGwA/79Bdl3aDajPb+5uJNc32/mZiTbO9v5lY02zvbybWNBP62zwz547bMjNHegNeBny2df/VwMemOI/LB9VuUG1me38zsabZ3t9MrGm29zcTa5rt/c3EmmZqf2O36dhVfjuwWev+psCd01CHJEnVmY7gvgzYIiIeHxGrA68Azp6GOiRJqs7If8edmfdFxBuBrwGrAsdm5nVTnM3EV1CYWrtBtZnt/c3EmmZ7fzOxptne30ysabb3NxNrmqn9AdNwcJokSXroPOWpJEkVMbglSaqIwS1JUkUMbkmSKlLN1cEkaSaLiHWAXYFNgKScn+JrmXnPkPp7LEBm3hURc4H/A/xwol/pRMT7M/Odw6inq4h4NrA0M38YEc8CdgRuyMyvTGddNfGockl6mCLiNcC7gfOBO5rRmwIvBP4lM0+Y5PEvzMwLmuFHA3Mz8yc9bbbJzKub4dcDhwMBHAkcAFwH7AT8R2YeExEf7e2GcqbKEwAy85Bx6ng8sD1wfWbe2Bo/D1iWmb+PiGj6eypwPfCZ5me+ewLnZ+bvJ3ieH6Zcr2IO5SfBzwfOBZ4DLM7Mt7fark35ILQZcB9wUzP/P7babEW51kX7w9LZmXlDvxpajz0wM49rzWcT4JLM/E2rza6ZeV7r/g5l0eVlzcWxdgVuzMyvTtDPCZn5mgmmP6tZJtdm5vmT1Q2M/pSnD/UGvAg4CJjfM/61zd8A9qecUjUoK8RHgTcAq0ww36+PM26DnvuvauZ1MCs+7HwQ2KlD3c8FPg6cBZwGHAH8+TjP7VOUE9Gc1QzvOoVl888zdRkA6wP/DLyuqeldwJeB/wTWm8pymqSfA1vDWzXPfe2eNru2hncAntYMbw28Fdi9Qz8nTDL9Wc28dmmNOwTYrMO8VwdeA7yguf9XzTL5e2C1VrsnAP8AfAT4APC3wDrDWKdm6GtvH2D9ZnguJYiuAU4BNp3i63Mg6yflWgrrjjP/9YAfdajj1ubv/pTwuYoSxE9rtbmyNXwNsCbwGOA3wGNb/V3VDN8OnNisUwub2/Kx4abNma157gX8FDiueT4HtKZdC6zZDB8JLGr+N8dSzsUB8DvKubY/D+wOrDrO87yuWc5rAne35rkaJbhoLYfLgM8CP2nmeRJwNfAXTZvDmuV0eFPLq5rhq4DDp7DMD2me75nALcBefZb5u4HvA5cD/w58vVl3vgm8q2lzds/tnOb/czblAwXApa15/k1T77uB73SpOzPr2OKOiPdT3hCvBF4CfDgzP9ZMuzIznxoRnwQ2pLz5/Qp4BGWh7U7ZLXNoRFzdO2tgS5oLmGTmNu15NsP/RNkFdTLwYuD2zHxLRCwHfkZ54zgF+EJmLu6p+whgI+BCYG/Ki+JHlDe092fml5pPoFtS3nxubx66KeXFdlNmHtph+dyamfNm6DL4KuVN5tHAk5rhUylbIttm5l5dltMUlsEhlKC7AdgOODQzz2o/p4h4N+WysnOAC4CnAxcDL6Ds2nxf0773jH5BeQP/erOs9oyISzNzh6b93zR9nwHsApyTmUdExH8D91LegL4AfCkzl4/zHE5qaloTuAdYGzidEoSRmQub5/cS4BuU/+tVlDfAfYA3ZObFA16nZuJr7/rM3LppcwrlzfRLlP/fX2fmC7usm83jB7J+RsSPKCH73z3zX4dyDuotxlmf2svieZm5VkRcBeyWmUuarbsTgHdm5ukRsTgztx9nOf0gM7dt9bk4M7ePiEcB723+N2/PzDsi4ubM/LPets3wd5vl99OI2AC4cGy+Pcv8iua5/rHdf0QsBp4H7Ec5I+ZTKK+FL2TmN5q212bmUyJiDWAJ8LjM/F1zuedrWn1cDeyYmb9tajkpM18UEdsAR2XmM5tl/uTM/N+eZb46cF2zzHvXu/Yy3zIzHxER1wDPyMzfRMR8yoeSz2fmR3qWzzWU95RHAHdRPiT+KiIeSdlS3yYirqTshfgsZQ9AUF7zrwDIzG/0zPMyygbD8ohYC/h+Zv5Fn5pX6JLu032jvJjmNMPrAl8FPtTcXzzWJld8cvsFsHpzf05r2tmUT6BbAZsD84HbmuHNW/0tbg1fCazVmvc1Pf1uAfxfyifJGymfnLZs19Sq4zu54lPxtc3wuJ/Gm3/4Ta37v+pz+zVw3wxeBle1ns8dPc/xqq7Lqbl/dZ/bNcAfWuvK2s3wfMqn40N71xXKWfvWbJbho5vxjwSu7nneJwI7U3bl7Ux5s3kO8JxxltNllF2cAGu1lxPlQNBdgGMoWz3nUbZ8HtV+fq1lsJRmi6VZdle3a2+G1wQubobntZ7fQNcpZt5r74etNlf0WacmXTcHuX42/8ufUPZsvLO5HdWMO6BpczewB83607rtTPmA84C+mvsbA1dQtgrbW3+X0+yFodnL0AyvAfygZx5/CVxE2UtzS8+09jwv7ZnW/l98jfLhAsoeh82b4ceM9deeV3P/sU3d3wNua8YdCXyL8lr5T8oHvHdRvmI4qvXYa1ixh+WRPbWMLfMb2+tOa/rmY+sI5XW03dh61rrNB+5s2lzf8/i1Ka/PD46tA+Msj8U9jxlbV1YB3kLZINiuGXdzT9sfNOvOY+i5sEjvfPvdpj2UOxVZDlxo31+V8gb4Jconq96Fet54C7UZ3oeya2PP8RZqa4XYvlnhe18EY/+gK8d53DaUXSg/bv2DxnbpzaN8mhprO1b31cAO48xrBx74hnErsFGf5TP2opiJy+DqZiWdB/w3ze7WZqW9vutyaoYH8iKkwwuwGR7Ii7B3OVFCaE/KJ/HlrfHXUrZa16OE59gyWYPmNUB5Q3tEM7wereBixRvaINepmfja+zTwr5Q39A8Aezfjnwt8o+u6OYT1cz3KltXbKCH5Ch64u/1c4Ll9lvc3m7/fBZ7QM+1RlK39P7TGzaP19Ulr/CY0X7X0jA/K3qATe8bfz4oPa//Dil3uq/PAD7GbUcL/m5SwvZuy52kx8PzxXks9/WzeGn4GZWsaVnztsz+tr1UoAf81ygegb1H2OkD5amNsvdsV+HGzXI9ubuc143Zt2hwDPKtPTSc3f79O8/puTZtD2dtxf2vcJazYtd+udZ3e9Y2yh+tLlK9Xbu2ZdgtwM2XPzc2tZb42rdfLRLdJG8yEG+U7p+eMM/7fgD+2XhRrj9PmsTz4k+RalDfysym733ofc1HPbeNm/J/enCdaSVvzeTlld935lDfJPZrxc1srzV82K8T1TbvzKbt5LwH+sue5PujNeGwlH8IyuHhAy+CVlMBdCuwL/BclCO8ADu66nJr7A3kRTuUF2Ix/WC/CiZYT8MjW8FuaefyMsqVyIfAZSli/u2lzKCVsjqaE3IGtZTX25v/UAa5TM/G1txrwnmZduRX4IyV4TgbmdV03B71+NuM2apb/9vT5UDRJPdsCW4wzfjXKbuze8ZP291BqouxdecY4459E+S58X8pXTO3Xz85TeJ5d6t6dEuovbI1bheaDa+v+jk09+zXDD/pufZJaNqV53Y4zbafW8CP6tNmA5nv3cabtQfk6pUsdawKP79K2lu+4HwmQmb8bZ9ommXnHgx/1p+lrUXa3LRtn2raUlfOojnWsAqyR5XuXtbN19OEEj1kf+DPKp/y+PwtpftqxCeWT8e2ZeVeXmjrWPchlsCplBZ7KMliVstvrvoiYQ9lqviMzl7TadFpOHfralLKb90HLLyJ2yszvRMQjMvMP40zfgBIU1/SZ9x6UF/KkP6eJiDUpb0g/jYgtM/NHHet/HEBm3hkR61K+t701My9ttXky5Q302mwd+TvOvB72OjWDXnt/Wu96xq9D2ZX/i57xndbN1rwf1voZEdtRdo2vQzmuICiBcA/l2IMrW203onUUdGYuHWd+E7bp6a99FPs9wN9l5uJJ2ky5pkHUPpWaplLXODVM+v8fVJtp6a+S4F4d+N9sio2I59L8FCEzzx1km1H3F62feEyyDCZtN6g2o+6va01N23nArzLznuZAkgWUn2NcO+g2NffXtFtA66c0/UK+S7tRtqmxvygHlb0+My/pecyOwKezHLy1PeU78L6h1SWQp9Dfw62p3d+kgduxzaQ1de2PCURzcOUo2kxHf1PajTNdN5rvEZvht1O+B/onyi6tfx9kmw7tjhhQf2PzuZ/yncx7ga0nWAaTthtUm1H3N4WaDqfskr6R8vOdGym7z68D3jrINpX39xzKwUv/Rfku8suUn5pcTOtnaV3ajbJN5f3dNMF6O3a8x1XA08eZviMrDvCatM0U+htITYOsvUtNU5jXW/vc3gb8cpBtpqO/iW7THsqdinzgkcWX03wvSPnu8upBthl1f5SDO54CvI8SXj+gvDnP71kGk7YbVJtR9zeFmq6jHJD0GMp3mu0juK8dZJvK+1vcGv944Ixm+IWUE1jQtd0o21Te30eBr1C+D39mc3t5M+7jTZuBhO0U+htITYOsvUtNU5jX7ykf9t89zu2eQbaZjv4muk17KHcqsmypPqUZPo8VW7FrsOLNaiBtRt0fDz4acQfKwTu3Ad9tjZ+03aDajLq/KdQ09mFnVWAZDzww5qWeHPoAAAduSURBVNpBtpkN/bXatX/yc11vfxO1G2Wbmvtrhnej7N49h7JVfhStk/owoLDt2t+gahp07R3r7tLfd2kdbNnz+NsG2WY6+pvoVst33NtQzpzzg2bUTpQTUGwDfDAzTx5Um1H31/4xfs9zDuDZueLEBZO2G1SbUfc3hZo+R/mZylrAbynfNZ5HOenDozJz/0G1qby/YykH81xIOQL4jsx8a5QD5q7MzK2a/iZtN8o2o65pkP3RUUTsxopTdAblQLazs3XKzC5tBqlrf6OufbJ5RcQTKbuWxzuZ0UaZuXRQbaajv4lUEdzwpyM/d6GcbWkO5Z/4gBP4D6rNKPuLiL8a+8AwyfOftN2g2oy6vynUNIdyWs2knN3o6ZSf89wKfCIz7x1Um8r7W41yKsWtKR8aj83M+6McIb5hZv6s6W/SdqNsM+qaBtzfOsA/UoJmw2aVXUY5ReoRve8vD1eX/kZdUxczsaYqddks9+bNmzdv/W+Uk4UcRuv3wJTfsR8OXNDcX4dyjvMbKGeY+0UzfATNec67tJlCfwOpaZC1d6npIfR347DbTEd/E65v073Cd3xRrE05U9J1lLMbLaecn/iAQbcZdX8zsaYKl8HCQbeZJf1d23F59m03yjaV9/fD9nx7+hg7/eZAwnYK/Q2kpkHW3qWmAfR32KDbTEd/E90GGrDDulF2oxxA+R3fWynnHt4COJ7mrDSDajPq/mZiTS4D+xt0fzOxpgH3dz7wDlpnAaOcHeww4L+6hlaXNlPobyA1DbL2LjUNuL9BLvOR9jfRbdpDuVORDz5n8WXN31UoJ54YWJtR9zcTa3IZ2J//4yn3tx7l/No3Un7r/UvK7s8jWXGe84GE7RT6G0hNg6y9S00D7m+Qy3yk/U10W4U63BvlYuNExEso/2yyXFYuBtxm1P3NxJpcBvbn/3gK88rMuynXsX4j5aQs62fmkzLzMMrPG6H8nOkxwDci4u6I+CXlJC7rUy6y0bVNp/4GWNPAau9Y0yCX1cCW+TT011+XdJ/uG+XnU5dSTnf3bVZcMnIucMgg24y6v5lYk8vA/vwfT7m/QyjXFj+TcuGZvVp9tH/3vRXl/PMPuCgLzdWsptBm0v4GWdOgau9a04CX1UDaTEd//W7THsoP90ZzdaRRtBl1fzOxJpeB/a0MNU11XnS7Dvwgw7brdecfdk2DrL1LTQPub5DLfKT9TbjedWk0k2/0XGZxmG1G3d9MrMllYH8rQ01TnRfdrgM/kLCdQn8DqWmQtXepacD9DXKZj7S/iW5zqEBE9LtyVFC+1B9Ym1H3NxNrGnV/M7Em+/N/PMV53RUR22XmVQCZ+ZuIeDFwLPAXTZtVs7lkY2beEhE7A4siYnNWfJ/epU3X/gZV0yBr71LTIPsb5DIfdX99VRHclBfHiyhHIbYF5byvg2wz6v5mYk2j7m8m1mR/s7+mQc7rNZTTz/5JZt4HvCYiPt2MGlTYdu1vUDUNsvYuNQ2yv0Eu81H311+XzfLpvlEuW/isPtNOHmSbUfc3E2tyGdif/+Opz2uyG+V34I/tM22nrm0Geeva36hrH1R/g6x71P1NdKvmXOWSJIlqfsctSZIwuCVJqorBLUlSRQxuaZaIiIsjYsF01yFpuAxuqSJRrBSv24hYdbprkGaileINQKpZRMyPiBsi4pPAlcCrI+J7EXFlRHwpItYe5zG7jNcmIv45Ii6LiGsj4uiIiGb8IRFxfURcHRFfbMatFRHHNu0XR8ReE9T4rYjYrnX/OxGxTb95NM/pW019V0bEM5vxO0fERRFxMuUMU5J6+HMwaYaLiPnAzcAzgR8DpwO7Zea9EXEY8IjM/NeIuBj4B8r5j/u1WT8zf9nM9/PAqZl5TkTcCTw+M/8QEetm5j0R8X7KKSpPjIh1KRfa2D4z7x2nxoXNtDdHxJaU3zcv6DcPIIE/ZubvI2IL4AtN+52BrwBPycyfDmFxStWr5cxp0sruZ5n5/eYMS1sD32k2llcHvtfTdscJ2jw3It4BrEm5jOB1wDnA1cBJEXEm5eIHALsAe0bEPzT31wDmUa6f3OtLwP+NiLcDrwU+N8k87gQ+3myl3w9s2ZrXpYa21J/BLdVhbCs3gAsy85UTtB23TUSsAXwSWJCZt0XEeyhBCrAH8GxgT0oAP7mZz76Z+cPJisvM30bEBcBelGsKjx0kN+48mr6XAttSvrL7/TjPVdI4/I5bqsv3gZ0i4s8BImLNZtd0lzZjIf3z5jvv/ZrpqwCbZeZFwDuAdSlXbfoa8KbW9+DbT1LbZ4GPApeN7Y6fYB7rAEsy84/AqwEPRJM6MrilimTmcuAA4AtRrlr1fWCrLm0y8x7gM5SDvs4ELmsesipwYkRcAywGPtS0fS+wGnB1RFzb3J+otiuAXwHHtUb3m8cngYUR8X3KbnK3sqWOPDhN0kBExOOAiykfEv44zeVIs5Zb3JIetoh4DXAJ8C5DWxout7gldRYRLwKO7Bn908zcZzrqkVZGBrckSRVxV7kkSRUxuCVJqojBLUlSRQxuSZIq8v8BLsUXcEnVcGsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize the frequency of genres over varying release years and popularity based on release_year\n",
    "def visual():\n",
    "    for c in seperate_genres:\n",
    "        df1 = df['genres'].str.contains(c).fillna(False)\n",
    "        f, ax = plt.subplots(figsize=(8, 6))\n",
    "        sns.countplot(x='release_year', data=df[df1])\n",
    "        ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n",
    "        plt.title(c)\n",
    "        #shows the comparison of popularity vs. release_year over time\n",
    "        compare_movies =['popularity']\n",
    "        for x in compare_movies:\n",
    "            f, ax = plt.subplots(figsize=(8,6))\n",
    "            sns.lineplot(x='release_year',y=x,data=df[df1])\n",
    "            plt.title(c)\n",
    "visual()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization Analysis\n",
    ">In this visualization I wanted to show to comparisons of the data. \n",
    "    >1. The frequency of Genres over varying rlease years\n",
    "    >2. The Popularity based on the release year of each genre.\n",
    "\n",
    ">For the most part the frequency increased for movie development in each genre from start to end.  There could be many reasons for this, as movie development has become a bigger and more profitable industry that years past.\n",
    "\n",
    ">The Populularity based on the release year was used to see at what time frame was a genre the most popular.  You can see that at different years popularity for specific Genres were very high and then it would subside.  There are still questions to this that would help this analysis, such as cultural norms, and were the subistidtions due to and saturation of those films in the market?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "> Based on the analysis, there is a positive coorleation between the amount of money put into a movie (budget), and it's popularity.  This makes sense based on bigger studios putting more effects and higher known actors into their movies.  There is a uniform growth of the amount of movies (genres) released in a specific time frame.  Each genre (for the most part) was seen with an increase in production films as time went on.  What's interesting is that when we compare the year of release and the popularity of the movie, you can see there are specific time frames when genres were very popular and other times when they are not.  Moving forward we may want to leverage outside data such as cultural norms and interests of the population to see if these impact this finding.\n",
    "\n",
    ">There were some limitations with this analysis however:\n",
    "> 1. We have used TMBD Movies dataset for our analysis and worked with popularity, revenue and runtime. Our analysis is limited to only the provided dataset. For example, the dataset does not confirm that every release of every director is listed.\n",
    "> 2. There is no normalization or exchange rate or currency conversion is considered during this analysis and our analysis is limited to the numerical values of revenue.\n",
    "> 3. Dropping missing or Null values from variables of our interest might skew our analysis and could show unintentional bias towards the relationship being analyzed. etc.\n"
   ]
  }
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