NBA_draft_viz.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the 2015 NBA Draft in the books (#knickstaps) I wanted to take a look at some data from previous drafts and explore it as means of learning some Python and some of its libraries.\n",
    "\n",
    "Now we'll be taking a look at the NBA draft data we scraped in the previous post.  We'll be using `pandas` to read in our data and manipulate it.  Then we will use `matplotlib` and `seaborn` to create some visualizations from the data. \n",
    "\n",
    "Lets import the libraries we need.\n",
    "\n",
    "**NOTE**: There will be alot of repeated code, which obviously the violates [DRY](https://en.wikipedia.org/wiki/Don't_repeat_yourself) principle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# we need this 'magic function to plot within ipython notebook\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Read in the CSV file\n",
    "\n",
    "`pandas` allows us to easily read in CSV files using `read_csv`. The `index_col` parameter allows us to set the column that will act as the names for our rows.  In our CSV that is the first column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "draft_df = pd.read_csv(\"draft_data_1966_to_2014.csv\", index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets take a look at the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>...</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>MP_per_G</th>\n",
       "      <th>PTS_per_G</th>\n",
       "      <th>TRB_per_G</th>\n",
       "      <th>AST_per_G</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS_per_48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1966</td>\n",
       "      <td>1</td>\n",
       "      <td>NYK</td>\n",
       "      <td>Cazzie Russell</td>\n",
       "      <td>University of Michigan</td>\n",
       "      <td>12</td>\n",
       "      <td>817</td>\n",
       "      <td>22213</td>\n",
       "      <td>12377</td>\n",
       "      <td>3068</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.827</td>\n",
       "      <td>27.2</td>\n",
       "      <td>15.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0.112</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1966</td>\n",
       "      <td>2</td>\n",
       "      <td>DET</td>\n",
       "      <td>Dave Bing</td>\n",
       "      <td>Syracuse University</td>\n",
       "      <td>12</td>\n",
       "      <td>901</td>\n",
       "      <td>32769</td>\n",
       "      <td>18327</td>\n",
       "      <td>3420</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.775</td>\n",
       "      <td>36.4</td>\n",
       "      <td>20.3</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.0</td>\n",
       "      <td>68.8</td>\n",
       "      <td>0.101</td>\n",
       "      <td>0.6</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1966</td>\n",
       "      <td>3</td>\n",
       "      <td>SFW</td>\n",
       "      <td>Clyde Lee</td>\n",
       "      <td>Vanderbilt University</td>\n",
       "      <td>10</td>\n",
       "      <td>742</td>\n",
       "      <td>19885</td>\n",
       "      <td>5733</td>\n",
       "      <td>7626</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.614</td>\n",
       "      <td>26.8</td>\n",
       "      <td>7.7</td>\n",
       "      <td>10.3</td>\n",
       "      <td>1.1</td>\n",
       "      <td>33.5</td>\n",
       "      <td>0.081</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>-0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1966</td>\n",
       "      <td>4</td>\n",
       "      <td>STL</td>\n",
       "      <td>Lou Hudson</td>\n",
       "      <td>University of Minnesota</td>\n",
       "      <td>13</td>\n",
       "      <td>890</td>\n",
       "      <td>29794</td>\n",
       "      <td>17940</td>\n",
       "      <td>3926</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.797</td>\n",
       "      <td>33.5</td>\n",
       "      <td>20.2</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.7</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.1</td>\n",
       "      <td>5.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1966</td>\n",
       "      <td>5</td>\n",
       "      <td>BAL</td>\n",
       "      <td>Jack Marin</td>\n",
       "      <td>Duke University</td>\n",
       "      <td>11</td>\n",
       "      <td>849</td>\n",
       "      <td>24590</td>\n",
       "      <td>12541</td>\n",
       "      <td>4405</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.843</td>\n",
       "      <td>29.0</td>\n",
       "      <td>14.8</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.1</td>\n",
       "      <td>59.3</td>\n",
       "      <td>0.116</td>\n",
       "      <td>-2.8</td>\n",
       "      <td>-1.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Draft_Yr  Pk   Tm          Player                  College  Yrs    G  \\\n",
       "0      1966   1  NYK  Cazzie Russell   University of Michigan   12  817   \n",
       "1      1966   2  DET       Dave Bing      Syracuse University   12  901   \n",
       "2      1966   3  SFW       Clyde Lee    Vanderbilt University   10  742   \n",
       "3      1966   4  STL      Lou Hudson  University of Minnesota   13  890   \n",
       "4      1966   5  BAL      Jack Marin          Duke University   11  849   \n",
       "\n",
       "      MP    PTS   TRB  ...   3P_Perc  FT_Perc  MP_per_G  PTS_per_G  TRB_per_G  \\\n",
       "0  22213  12377  3068  ...         0    0.827      27.2       15.1        3.8   \n",
       "1  32769  18327  3420  ...         0    0.775      36.4       20.3        3.8   \n",
       "2  19885   5733  7626  ...         0    0.614      26.8        7.7       10.3   \n",
       "3  29794  17940  3926  ...         0    0.797      33.5       20.2        4.4   \n",
       "4  24590  12541  4405  ...         0    0.843      29.0       14.8        5.2   \n",
       "\n",
       "   AST_per_G    WS  WS_per_48  BPM  VORP  \n",
       "0        2.2  51.7      0.112 -2.0   0.1  \n",
       "1        6.0  68.8      0.101  0.6   8.5  \n",
       "2        1.1  33.5      0.081 -2.4  -0.6  \n",
       "3        2.7  81.0      0.131  0.1   5.9  \n",
       "4        2.1  59.3      0.116 -2.8  -1.4  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Player</th>\n",
       "      <th>College</th>\n",
       "      <th>Yrs</th>\n",
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       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
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       "      <th>FT_Perc</th>\n",
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       "      <th>WS</th>\n",
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       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6445</th>\n",
       "      <td>2014</td>\n",
       "      <td>56</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Roy Devyn Marble</td>\n",
       "      <td>University of Iowa</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>208</td>\n",
       "      <td>37</td>\n",
       "      <td>31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.182</td>\n",
       "      <td>0.313</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-0.1</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>6447</th>\n",
       "      <td>2014</td>\n",
       "      <td>58</td>\n",
       "      <td>SAS</td>\n",
       "      <td>Jordan McRae</td>\n",
       "      <td>University of Tennessee</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>6448</th>\n",
       "      <td>2014</td>\n",
       "      <td>59</td>\n",
       "      <td>TOR</td>\n",
       "      <td>Xavier Thames</td>\n",
       "      <td>San Diego State University</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>6449</th>\n",
       "      <td>2014</td>\n",
       "      <td>60</td>\n",
       "      <td>SAS</td>\n",
       "      <td>Cory Jefferson</td>\n",
       "      <td>Baylor University</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>531</td>\n",
       "      <td>183</td>\n",
       "      <td>145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.133</td>\n",
       "      <td>0.574</td>\n",
       "      <td>10.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.071</td>\n",
       "      <td>-3.7</td>\n",
       "      <td>-0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Draft_Yr  Pk   Tm            Player                     College  Yrs  \\\n",
       "6445      2014  56  DEN  Roy Devyn Marble          University of Iowa    1   \n",
       "6446      2014  57  IND    Louis Labeyrie                         NaN    0   \n",
       "6447      2014  58  SAS      Jordan McRae     University of Tennessee    0   \n",
       "6448      2014  59  TOR     Xavier Thames  San Diego State University    0   \n",
       "6449      2014  60  SAS    Cory Jefferson           Baylor University    1   \n",
       "\n",
       "       G   MP  PTS  TRB  ...   3P_Perc  FT_Perc  MP_per_G  PTS_per_G  \\\n",
       "6445  16  208   37   31  ...     0.182    0.313      13.0        2.3   \n",
       "6446   0    0    0    0  ...     0.000    0.000       0.0        0.0   \n",
       "6447   0    0    0    0  ...     0.000    0.000       0.0        0.0   \n",
       "6448   0    0    0    0  ...     0.000    0.000       0.0        0.0   \n",
       "6449  50  531  183  145  ...     0.133    0.574      10.6        3.7   \n",
       "\n",
       "      TRB_per_G  AST_per_G   WS  WS_per_48  BPM  VORP  \n",
       "6445        1.9        1.1 -0.1     -0.031 -4.5  -0.1  \n",
       "6446        0.0        0.0  0.0      0.000  0.0   0.0  \n",
       "6447        0.0        0.0  0.0      0.000  0.0   0.0  \n",
       "6448        0.0        0.0  0.0      0.000  0.0   0.0  \n",
       "6449        2.9        0.3  0.8      0.071 -3.7  -0.2  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Draft_Yr       int64\n",
       "Pk             int64\n",
       "Tm            object\n",
       "Player        object\n",
       "College       object\n",
       "Yrs            int64\n",
       "G              int64\n",
       "MP             int64\n",
       "PTS            int64\n",
       "TRB            int64\n",
       "AST            int64\n",
       "FG_Perc      float64\n",
       "3P_Perc      float64\n",
       "FT_Perc      float64\n",
       "MP_per_G     float64\n",
       "PTS_per_G    float64\n",
       "TRB_per_G    float64\n",
       "AST_per_G    float64\n",
       "WS           float64\n",
       "WS_per_48    float64\n",
       "BPM          float64\n",
       "VORP         float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets look at a few summary statistics using `describe`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Draft_Yr</th>\n",
       "      <th>Pk</th>\n",
       "      <th>Yrs</th>\n",
       "      <th>G</th>\n",
       "      <th>MP</th>\n",
       "      <th>PTS</th>\n",
       "      <th>TRB</th>\n",
       "      <th>AST</th>\n",
       "      <th>FG_Perc</th>\n",
       "      <th>3P_Perc</th>\n",
       "      <th>FT_Perc</th>\n",
       "      <th>MP_per_G</th>\n",
       "      <th>PTS_per_G</th>\n",
       "      <th>TRB_per_G</th>\n",
       "      <th>AST_per_G</th>\n",
       "      <th>WS</th>\n",
       "      <th>WS_per_48</th>\n",
       "      <th>BPM</th>\n",
       "      <th>VORP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
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       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "      <td>5868.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1983.153033</td>\n",
       "      <td>81.589980</td>\n",
       "      <td>2.609407</td>\n",
       "      <td>148.226483</td>\n",
       "      <td>3587.682004</td>\n",
       "      <td>1535.693933</td>\n",
       "      <td>649.459952</td>\n",
       "      <td>345.194274</td>\n",
       "      <td>0.188203</td>\n",
       "      <td>0.075082</td>\n",
       "      <td>0.298985</td>\n",
       "      <td>7.567144</td>\n",
       "      <td>3.026943</td>\n",
       "      <td>1.348807</td>\n",
       "      <td>0.678459</td>\n",
       "      <td>7.603050</td>\n",
       "      <td>0.023319</td>\n",
       "      <td>-1.114025</td>\n",
       "      <td>1.807941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12.760479</td>\n",
       "      <td>60.990659</td>\n",
       "      <td>4.247474</td>\n",
       "      <td>274.421227</td>\n",
       "      <td>7742.299563</td>\n",
       "      <td>3692.162233</td>\n",
       "      <td>1578.298098</td>\n",
       "      <td>950.648127</td>\n",
       "      <td>0.222286</td>\n",
       "      <td>0.138717</td>\n",
       "      <td>0.358721</td>\n",
       "      <td>10.476943</td>\n",
       "      <td>4.723596</td>\n",
       "      <td>2.107614</td>\n",
       "      <td>1.254241</td>\n",
       "      <td>20.664087</td>\n",
       "      <td>0.071398</td>\n",
       "      <td>3.040026</td>\n",
       "      <td>7.588628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1966.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-3.500000</td>\n",
       "      <td>-1.264000</td>\n",
       "      <td>-53.600000</td>\n",
       "      <td>-8.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1973.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.400000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1981.000000</td>\n",
       "      <td>63.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1989.000000</td>\n",
       "      <td>130.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>151.000000</td>\n",
       "      <td>2244.000000</td>\n",
       "      <td>767.500000</td>\n",
       "      <td>349.500000</td>\n",
       "      <td>147.250000</td>\n",
       "      <td>0.432000</td>\n",
       "      <td>0.095500</td>\n",
       "      <td>0.703000</td>\n",
       "      <td>14.525000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>2.100000</td>\n",
       "      <td>0.055000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2014.000000</td>\n",
       "      <td>239.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1611.000000</td>\n",
       "      <td>57446.000000</td>\n",
       "      <td>38387.000000</td>\n",
       "      <td>17440.000000</td>\n",
       "      <td>15806.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>41.100000</td>\n",
       "      <td>30.100000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>11.200000</td>\n",
       "      <td>273.400000</td>\n",
       "      <td>1.442000</td>\n",
       "      <td>19.600000</td>\n",
       "      <td>104.400000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Draft_Yr           Pk          Yrs            G            MP  \\\n",
       "count  5868.000000  5868.000000  5868.000000  5868.000000   5868.000000   \n",
       "mean   1983.153033    81.589980     2.609407   148.226483   3587.682004   \n",
       "std      12.760479    60.990659     4.247474   274.421227   7742.299563   \n",
       "min    1966.000000     1.000000     0.000000     0.000000      0.000000   \n",
       "25%    1973.000000    30.000000     0.000000     0.000000      0.000000   \n",
       "50%    1981.000000    63.000000     0.000000     0.000000      0.000000   \n",
       "75%    1989.000000   130.000000     4.000000   151.000000   2244.000000   \n",
       "max    2014.000000   239.000000    21.000000  1611.000000  57446.000000   \n",
       "\n",
       "                PTS           TRB           AST      FG_Perc      3P_Perc  \\\n",
       "count   5868.000000   5868.000000   5868.000000  5868.000000  5868.000000   \n",
       "mean    1535.693933    649.459952    345.194274     0.188203     0.075082   \n",
       "std     3692.162233   1578.298098    950.648127     0.222286     0.138717   \n",
       "min        0.000000      0.000000      0.000000     0.000000     0.000000   \n",
       "25%        0.000000      0.000000      0.000000     0.000000     0.000000   \n",
       "50%        0.000000      0.000000      0.000000     0.000000     0.000000   \n",
       "75%      767.500000    349.500000    147.250000     0.432000     0.095500   \n",
       "max    38387.000000  17440.000000  15806.000000     1.000000     1.000000   \n",
       "\n",
       "           FT_Perc     MP_per_G    PTS_per_G    TRB_per_G    AST_per_G  \\\n",
       "count  5868.000000  5868.000000  5868.000000  5868.000000  5868.000000   \n",
       "mean      0.298985     7.567144     3.026943     1.348807     0.678459   \n",
       "std       0.358721    10.476943     4.723596     2.107614     1.254241   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.703000    14.525000     4.900000     2.200000     0.900000   \n",
       "max       1.000000    41.100000    30.100000    14.000000    11.200000   \n",
       "\n",
       "                WS    WS_per_48          BPM         VORP  \n",
       "count  5868.000000  5868.000000  5868.000000  5868.000000  \n",
       "mean      7.603050     0.023319    -1.114025     1.807941  \n",
       "std      20.664087     0.071398     3.040026     7.588628  \n",
       "min      -3.500000    -1.264000   -53.600000    -8.300000  \n",
       "25%       0.000000     0.000000    -1.400000     0.000000  \n",
       "50%       0.000000     0.000000     0.000000     0.000000  \n",
       "75%       2.100000     0.055000     0.000000     0.000000  \n",
       "max     273.400000     1.442000    19.600000   104.400000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets get the average Win Shares per 48 minutes for the 1966 draft. To do that we need to apply the Boolean operation \n",
    "\n",
    "        draft_df['Draft_Yr'] == 1 \n",
    "        \n",
    "to our *draft_df*, which returns a `DataFrame` containing data for the 1966 draft. We then grab its *WS_per_48* column and call the `mean()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.012830357142857145"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draft_df[draft_df['Draft_Yr'] == 1966]['WS_per_48'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are alot of different ways to index and slice data using `pandas` I suggest reading the [documentation](http://pandas.pydata.org/pandas-docs/stable/indexing.html).\n",
    "\n",
    "Now that we can get the *WS_per_48* mean for one year lets get it for every year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.012830357142857145,\n",
       " 0.0070493827160493846,\n",
       " 0.0058691588785046728,\n",
       " 0.015862385321100916,\n",
       " 0.0092887029288702943,\n",
       " 0.0092151898734177222,\n",
       " 0.011747474747474746,\n",
       " 0.012056872037914692,\n",
       " 0.018758426966292135,\n",
       " 0.01749425287356322,\n",
       " 0.015890173410404627,\n",
       " 0.015005882352941174,\n",
       " 0.019410891089108911,\n",
       " 0.011841584158415842,\n",
       " 0.010051401869158878,\n",
       " 0.017910313901345291,\n",
       " 0.014582222222222222,\n",
       " 0.011938053097345133,\n",
       " 0.013162280701754387,\n",
       " 0.02588271604938272,\n",
       " 0.01873456790123457,\n",
       " 0.014509316770186334,\n",
       " 0.021013333333333335,\n",
       " 0.052796296296296313,\n",
       " 0.056166666666666663,\n",
       " 0.070203703703703699,\n",
       " 0.055888888888888877,\n",
       " 0.04225925925925926,\n",
       " 0.054518518518518515,\n",
       " 0.039051724137931045,\n",
       " 0.058137931034482754,\n",
       " 0.054578947368421046,\n",
       " 0.075724137931034483,\n",
       " 0.054551724137931031,\n",
       " 0.043396551724137929,\n",
       " 0.045807017543859643,\n",
       " 0.049684210526315789,\n",
       " 0.041465517241379313,\n",
       " 0.043338983050847456,\n",
       " 0.05361666666666666,\n",
       " 0.053816666666666672,\n",
       " 0.051816666666666657,\n",
       " 0.06621666666666666,\n",
       " 0.066366666666666657,\n",
       " 0.044583333333333329,\n",
       " 0.060383333333333337,\n",
       " 0.039100000000000003,\n",
       " 0.03556666666666667,\n",
       " 0.0096166666666666657]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# draft_df.Draft_Yr.unique() contains all the years\n",
    "# in out DataFrame\n",
    "WS48_yrly_avg = [draft_df[draft_df['Draft_Yr']==yr]['WS_per_48'].mean()\n",
    "                 for yr in draft_df.Draft_Yr.unique() ]\n",
    "WS48_yrly_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(WS48_yrly_avg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another way we wan get the above information is by using `groupby` which would allow us to group our data by draft year and then find the mean WS/48 for each year.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Draft_Yr\n",
       "1966    0.012830\n",
       "1967    0.007049\n",
       "1968    0.005869\n",
       "1969    0.015862\n",
       "1970    0.009289\n",
       "1971    0.009215\n",
       "1972    0.011747\n",
       "1973    0.012057\n",
       "1974    0.018758\n",
       "1975    0.017494\n",
       "1976    0.015890\n",
       "1977    0.015006\n",
       "1978    0.019411\n",
       "1979    0.011842\n",
       "1980    0.010051\n",
       "1981    0.017910\n",
       "1982    0.014582\n",
       "1983    0.011938\n",
       "1984    0.013162\n",
       "1985    0.025883\n",
       "1986    0.018735\n",
       "1987    0.014509\n",
       "1988    0.021013\n",
       "1989    0.052796\n",
       "1990    0.056167\n",
       "1991    0.070204\n",
       "1992    0.055889\n",
       "1993    0.042259\n",
       "1994    0.054519\n",
       "1995    0.039052\n",
       "1996    0.058138\n",
       "1997    0.054579\n",
       "1998    0.075724\n",
       "1999    0.054552\n",
       "2000    0.043397\n",
       "2001    0.045807\n",
       "2002    0.049684\n",
       "2003    0.041466\n",
       "2004    0.043339\n",
       "2005    0.053617\n",
       "2006    0.053817\n",
       "2007    0.051817\n",
       "2008    0.066217\n",
       "2009    0.066367\n",
       "2010    0.044583\n",
       "2011    0.060383\n",
       "2012    0.039100\n",
       "2013    0.035567\n",
       "2014    0.009617\n",
       "Name: WS_per_48, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WS48_yrly_avg = draft_df.groupby('Draft_Yr').WS_per_48.mean()\n",
    "WS48_yrly_avg  # this is a pandas Series not a list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(WS48_yrly_avg) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Visualizing the Draft\n",
    "\n",
    "We can now take *WS48_yrly_avg* and plot it using `matplotlib` and `seaborn`.\n",
    "\n",
    "When creating plots, less is more.  So no unnecessary 3D effects, labels, colors, or borders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r1q1YuHAhvv32W3z77bcwNDTEkCFDMHfuXAQFBfGBNNePZujQoSrX2TFjxiAy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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf1887a828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot WS/48 by year\n",
    "\n",
    "# use seaborn to set our graphing style\n",
    "# the style 'white' creates a white background for\n",
    "# our graph\n",
    "sns.set_style(\"white\")  \n",
    "\n",
    "# Set the size to have a width of 12 inches\n",
    "# and height of 9\n",
    "plt.figure(figsize=(12,9))\n",
    "\n",
    "# get the x and y values\n",
    "x_values = draft_df.Draft_Yr.unique()  \n",
    "y_values = WS48_yrly_avg\n",
    "\n",
    "# add a title\n",
    "title = ('Average Career Win Shares Per 48 minutes by Draft Year (1966-2014)')\n",
    "plt.title(title, fontsize=20)\n",
    "\n",
    "# Label the y-axis\n",
    "# We don't need to label the year values\n",
    "plt.ylabel('Win Shares Per 48 minutes', fontsize=18)\n",
    "\n",
    "# Limit the range of the axis labels to only\n",
    "# show where the data is. This helps to avoid\n",
    "# unnecessary whitespace.\n",
    "plt.xlim(1966, 2014.5)\n",
    "plt.ylim(0, 0.08)\n",
    "\n",
    "# Create a series of grey dashed lines across the each\n",
    "# labled y-value of the graph\n",
    "plt.grid(axis='y',color='grey', linestyle='--', lw=0.5, alpha=0.5)\n",
    "\n",
    "# Change the size of tick labels for both axis\n",
    "# to a more readable font size\n",
    "plt.tick_params(axis='both', labelsize=14)\n",
    "  \n",
    "# get rid of borders for our graph using seaborn's\n",
    "# despine function\n",
    "sns.despine(left=True, bottom=True) \n",
    "\n",
    "# plot the line for our graph\n",
    "plt.plot(x_values, y_values)\n",
    "\n",
    "# Provide a reference to data source and credit yourself\n",
    "# by adding text to the bottom of the graph\n",
    "# the first 2 arguments are the x and y axis coordinates of where\n",
    "# we want to place the text\n",
    "# The coordinates given below should place the text below\n",
    "# the xlabel and aligned left against the y-axis\n",
    "plt.text(1966, -0.012,\n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)',\n",
    "          fontsize=12)\n",
    "\n",
    "# Display our graph\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "The huge jump in WS/48 coincides with the change to a two round draft format in 1989.  So it makes sense to see the jump in average WS/48 as better players now made up a higher percentage of the total players drafted.\n",
    "\n",
    "Lets take a look at how the number of players drafted has changed over time.  First we need to calculate the number of players drafted by year then replace the *y_value* variable, from the above code, with those values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Draft_Yr\n",
       "1966    112\n",
       "1967    162\n",
       "1968    214\n",
       "1969    218\n",
       "1970    239\n",
       "1971    237\n",
       "1972    198\n",
       "1973    211\n",
       "1974    178\n",
       "1975    174\n",
       "1976    173\n",
       "1977    170\n",
       "1978    202\n",
       "1979    202\n",
       "1980    214\n",
       "1981    223\n",
       "1982    225\n",
       "1983    226\n",
       "1984    228\n",
       "1985    162\n",
       "1986    162\n",
       "1987    161\n",
       "1988     75\n",
       "1989     54\n",
       "1990     54\n",
       "1991     54\n",
       "1992     54\n",
       "1993     54\n",
       "1994     54\n",
       "1995     58\n",
       "1996     58\n",
       "1997     57\n",
       "1998     58\n",
       "1999     58\n",
       "2000     58\n",
       "2001     57\n",
       "2002     57\n",
       "2003     58\n",
       "2004     59\n",
       "2005     60\n",
       "2006     60\n",
       "2007     60\n",
       "2008     60\n",
       "2009     60\n",
       "2010     60\n",
       "2011     60\n",
       "2012     60\n",
       "2013     60\n",
       "2014     60\n",
       "Name: Pk, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players_drafted = draft_df.groupby('Draft_Yr').Pk.count()\n",
    "players_drafted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i0KhRI0yfPr1M9WxUeZ40kqVQKJ56f1FfffUV1q1bh99//x3/93//B4VCAT8/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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf18e2fba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "plt.figure(figsize=(12,9))\n",
    "x_values = draft_df.Draft_Yr.unique()  \n",
    "y_values = players_drafted\n",
    "title = ('The Number of players Drafted in each Draft (1966-2014)')\n",
    "plt.title(title, fontsize=20)\n",
    "plt.ylabel('Number of Players Drafted', fontsize=18)\n",
    "plt.xlim(1966, 2014.5)\n",
    "plt.ylim(0, 250)\n",
    "plt.grid(axis='y',color='grey', linestyle='--', lw=0.5, alpha=0.5)\n",
    "plt.tick_params(axis='both', labelsize=14) \n",
    "sns.despine(left=True, bottom=True) \n",
    "plt.plot(x_values, y_values)\n",
    "plt.text(1966, -35,\n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)',\n",
    "          fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets plot both of those plots in one plot with 2 y-axis labels. To do this we can use the `matploltlib` `Figure` object and an array of (or single) `Axes` objects that the `plt.subplots()` method returns us. We can access some of the plot elements, like our x-axis and y-axis, that we want to customize through the `Axes` objects.  To create the two different plots we will create two different `Axes` objects and call the `plot` method from each of them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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k1Rv1DP3b34E3b94wc+ZMeXf47FZe3iYvvzEF0d6cKFu2LDY2Npw7d47z589T\no0YNLRe0hg0bEh8fz6ZNmwC0NsDT09Nj7dq1/Prrr9nGIO7bt4+nT5/KhoSu+IqSJUuyZMkSfH19\ntf6pDTpfX1/ZKFT/Pun6Vu7du1dDRiB4F+EKJXgv+Rl4v32uq6srLVu25MCBA/Tv31/OsrJr1y7C\nwsIYMWJEvtxybGxs6NevHytWrNA61rhxY4yMjFi2bBkApUuXlj/2Dg4OBbLhmS5KlSpFnz59aNu2\nLfr6+gQHB/P48WOGDRsmuyl9zH4xNDTkhx9+YNy4cfTu3ZuuXbtiamrKxYsX2bx5M7Vr16Z79+4F\n2eQ80apVKxYvXszvv/9OUlIShoaGBAcHY2xszBdffMHSpUtZvnw5PXr0oFatWkCWe1LLli3ZtWsX\nRYsW1RrAGRgYyNlM+vbtS//+/bG0tOTKlSsEBgZSpUoVncGR7+Ls7MymTZvo0aMHHTt2xNLSkvj4\neLZv305aWlqu90558OCB/EMMWbPT4eHh7Nu3DyMjI+bOnSu3LSfatm3LmTNnGDNmDF988QUJCQms\nX7+ebt26oaenx4ULF1i5ciUtW7bUGewMf6+UzZ49m3r16tGxY0dUKhX9+vXD39+fnj170qNHDwoV\nKsTRo0c5cOAAHTt2lM+zt7enQYMGnDhxgjFjxtCoUSPi4+PZsmULtWvXzlWWsby0Iy/kR7dz585x\n69YtnJ2d35ufv3fv3vj7+7Np0yaN/RjatWvHokWLuHv3Li1atNCK8/jiiy8IDg4mODiYN2/e4Orq\nSmJiIlu2bOH69evMmDEjx/YZGBjg7u7O3r17GT9+PC4uLkRFRbFu3Tpmz57N8OHDCQ0NZdu2bbi7\nu9OvXz927tzJtGnTuHv3LmXLluXMmTNERERQu3ZtjY398vIMvI/ffvuNsWPHsm7dOkJCQvDw8OCz\nzz4jJiaG0NBQjh49SoUKFViyZAlmZmZA1vOwfft2fvjhBwYPHkxaWhqbN2+mVq1amJmZsWvXLubN\nm0eHDh2yjReDvH1LC6q9OdGkSRNWrlzJ8+fPGTRokNZxtbvSzp07KV68uNa3QKVSMW7cOLy9vfHw\n8KBDhw7UqFEDIyMjeeX2yJEjlC9fnsmTJwNZ8REVK1bUWMk1MjLK9rundv9726hp06YNa9euZdeu\nXSQmJtKkSRNMTU05deoU27Zto3LlysINSpAtwrAQvJf3BagqFIocj7/N3Llz8fPzY9u2bXh5eaFQ\nKKhatSqMVLuYAAAgAElEQVQ//fSTRlDbh17vq6++Yvfu3VruTaVKlWL58uV4e3uzbNkyDAwMaNSo\nEX5+fkyYMKFAgnB16Tpu3DiOHz9OQEAAT58+pWTJkowaNYoRI0ZoyOa3X95H27ZtMTc3x9fXl3nz\n5pGamkq5cuUYNmwYw4YN0whazql/321fXvvt3XOqVavG3LlzmT9/PrNnz8bS0pJ27doxcuRInj9/\nzuHDh9m1axdWVlYaP7gdOnRg165dtGnTRufKQcuWLfH398fX15elS5eSnJyMlZUV3bt3Z+TIkbky\n1NQpev39/Vm6dCkJCQmYmJhgZ2fHkiVLtGYWdbUVsjapUs8gQlbcy2effcagQYPw9PTMtT81ZA1O\nY2JiCAoKwsvLi4oVKzJs2DA6d+5MtWrV+O6771i0aBFVqlTJdlDUo0cPTpw4wYkTJ7h69apsmE2e\nPJmqVauyceNGfvnlFzIzM6lYsSITJkygf//+GnXMmzeP2bNnc/DgQf78808qVqzIwIEDsbKy4tix\nYzlORuSlHboCsdXoegY/VLeNGzeiUCh0bt72NuXLl5d95y9evCg/l+3bt2f+/PnEx8frXH0wMDDA\nz8+PpUuXsmfPHg4fPoyBgQE1atRg/vz5uLm5vbddaqZNm4ahoSEhISEcOXIEOzs7Fi1ahIODA8OH\nD2fFihV4e3vj4uJC9erV8fX1Zc6cOSxbtoxixYrRpEkTVq1axejRo7Uy+uTlGciOIkWKsGTJEg4e\nPMi2bdvYuHEjsbGxGBkZUbVqVaZPn06nTp00gumbNm3K1KlT8ff356effqJMmTJ07dqVQYMGcfXq\nVS5cuMDatWuxtramcePG771+Xr6lBdHenGjatCkrV64kIyNDK0MTZK1qVKhQgfv372fbtsGDB1O3\nbl3Wr19PSEgIW7ZsIT09HVNTU2xsbBg7diw9e/akSJEipKamcvbsWa2V3Peh63krVKgQ/v7+rFix\ngt27d/Pbb78hSRJly5Zl4MCBDB8+XCsVskCgRiF9TF8QgUAgKGDmzZvHokWL2L59u7yPiEAgyD3t\n2rUjPj5eIx2qQCAQFAQixkIgEPzPcP/+fVavXk3jxo2FUSEQvIfQ0FCGDh0qbxyn5vLly0RGRgof\neYFA8FEQrlACgeBfz6FDh7hx4wZr164lIyODKVOmfGqVBIJ/NZUrV+bKlSuEh4dz48YNqlSpwuPH\nj/Hz86Nw4cJaLpkCgUBQEAhXKIFA8K9n8ODBhIaGolQq+f7773F0dPzUKgkE/3qioqJYsGABYWFh\nvHz5ElNTUxwdHRk5ciS2trafWj2BQPD/EGFYCAQCgUAgEAgEgnwjYiwEAoFAIBAIBAJBvhGGhUAg\nEAgEAoFAIMg3wrAQCAQFTlBQEI0bN8bOzo7ly5d/anU+OvPnz0elUhEeHv6pVckXvr6+ODk5YWdn\nJ2+c9SGcO3eOmjVr4u3tXYDaCfJKUlIS7du3p2vXrh+8o7lAIBDkBWFYCASCAiUuLo4pU6agp6fH\n9OnTc9zUSpCFp6cnKpVK45+DgwOtWrVi4sSJGhvtfQxu3brFnDlzsLKyYubMmdSoUQOAw4cPc/Dg\nwVzXExsby+jRo6lRowbffPONxrHU1FR+/fVXVCoVnp6e2dbx7Nkzpk2bRvPmzalZsyZNmjRh+vTp\nxMXF6ZS/c+cOo0ePxsnJidq1a9OxY0c2bNigUzY6OprvvvuORo0aUatWLdq0acOSJUvIzMzMdRuT\nkpKYO3cuLVq0wM7Ojvr16zNo0CBCQ0O1ZDMzM1m1ahUeHh7Y29tTr149hg0bxuXLl7Ot/+jRozRu\n3BiVSsXjx49zpVNMTAxOTk4a55iYmODj48PNmzf55Zdfct0+gUAg+FBEulmBQFCg3Lt3j7S0NDw8\nPPK9c/h/kZkzZ1KsWDEgawAbGRnJ/v372b59Oy4uLvz++++YmZkV+HVv3rwJQM+ePenUqZNcvmLF\nCqytrTV2h34fc+bMISYmBn9/f/T0/p67unXrFuPHj5cHvdntLv3s2TO6du3Kixcv6N69O7Vr1+bG\njRv4+/tz5swZNm7cSJEiRWT569ev06tXLywsLBg5ciSmpqZs2bKFadOmERcXx5dffinLPn36lG7d\nupGZmUm/fv0oVaoUe/fuZe7cuTx69IgZM2bk2L7Xr1/Tq1cvIiMj6dy5Mw4ODkRHR7N69WoGDRrE\n4sWLNXZm//HHH9myZQvu7u4MHjyYV69esXr1avr06YO/vz+1a9fWqHv27NmsXbuWokWL5ml3+59+\n+on4+Hitc6pUqcLgwYNZtGgRHTp0EPtXCASCj4owLAQCQYGidrkwNjYusDpTU1MxNDQssPr+rSgU\nCpo3b46FhYVG+bhx41iyZAk+Pj58+eWXrF27VmPQ/i7p6eno6+ft867rvmVmZnL16lWsra1zVceT\nJ0/YunUrrVq1okqVKnJ5XFwcXbp0wdbWlqCgoPcaKQsWLODZs2d8//33GqsaFSpUYNq0aaxatYqR\nI0fK5d9//z1FihRh48aNlChRAgAPDw969OghbxKn7quff/6ZxMREgoKCqFixIgAdO3Zk6NChXL16\nlcTERExNTd/bRj8/P27cuMGkSZPo37+/XN60aVM6derEggULZMPi/PnzbNmyhTZt2jBnzhxZtmXL\nlrRu3RovLy+2bt0ql0+aNImQkBD++OMPjh8/TlBQ0Ht1UXPs2DF27dqFra0tERERWscHDRrE6tWr\nmTNnDgEBAbmqUyAQCD4E4QolEAgKDE9PT/r16wdkDRBVKhULFiyQj+/YsYMvvvgCBwcH7O3tadOm\nDXPnziUlJUWjHpVKxYABAzh58iStWrWiVq1aOV774cOHTJ48WY7taNy4MePGjePOnTtaspcuXWL0\n6NE0aNAAOzs7XF1dGTNmDHfv3tWSTUxM5Ndff8XNzY2aNWvStGlTvL29SUxM1JKVJInAwEDatGlD\nzZo1cXFxwdvbm/xm9VYoFAwfPpzu3btz/vx5rcGoSqXi9u3bDBkyhFq1arFz5075+O7du+nduzeO\njo7Y29vTunVrfv31V169eiXLuLq68t133wEwefJkVCoVQUFB2NrakpKSQlBQkNa91EVAQADp6ekM\nGDBAo1y9QrBu3TrKly//3jqOHTuGgYEBPXv21Cjv1q0blpaW7NixQy67ePEiV69exdPTUzYqAAwM\nDNi6davGqsmzZ884cOAAHh4eslGhZunSpWzdujVHowKgaNGitGrViq5du2qUq1QqSpYsKa/8AGzb\ntg2Avn37asiWKlUKNzc3IiIiuH37tlxepUoVtm3bRtu2bXP9zCQnJzNt2jScnJxwdXXVKWNiYkLb\ntm0JDw8nMjIyV/UKBALBhyBWLAQCQYExevRoTp8+zYIFC2jTpg1t2rSRZ64XLlzI/PnzqV27NmPG\njMHExIQzZ86wZMkSzp49y+rVqzXcONLS0pg6dSp9+vShePHi773ugwcP6Natmzwgtba2JioqirVr\n13L06FE2bNiAjY0NANeuXcPT0xNzc3OGDh2KlZUV9+7dY/Xq1YSEhBAcHEzp0qWBrJWSvn37cvfu\nXQYMGEClSpW4evUqq1atIjw8nICAAAwMDGQ91q5dS1RUFL1796ZIkSKsWbOGZcuW8dlnn9GtW7d8\n9+/QoUMJDAxk+/btWgPbefPmYWFhwS+//CLHR2zYsIFp06ZRq1YtJk6ciLGxMRcuXMDf35/w8HA2\nbdqEQqFg2rRpHD16lLVr19KnTx/q16+PnZ0dU6dOZfr06Tg5OdG7d2+NVQhdHD9+nOLFi2Nvb69R\nXqJECcaNG5erNj5//pzSpUtrrbgUKlQIGxsbTp06xatXryhatKgcd/J2HM/r168pXLiwVr2hoaFI\nkpQr2ffRu3dvevfurVWekZFBSkqKhnFy+fJl9PX1tfoDwN7enuDgYC5duiQ/m6NGjcqTLgA+Pj7E\nxMTg5+fH9u3bs5Vr1KgRgYGBHD9+PMf7KBAIBB+KMCwEAkGBUa9ePTkItkqVKri7uwNZAbOLFi2i\nWrVqrFmzRh40dunSBWNjY9atW8eePXto27atXNe5c+f4+eefNfz9s+PXX38lPT2dTZs2abjttGzZ\nki5duvDHH3+waNEiAG7fvk3dunUZPHgwDRo0kGUtLS2ZOnUqQUFBDB8+HMgamEdERDBr1ixZDw8P\nD4yMjFi6dCkHDhzQ0PnGjRvs2LFDdttq3LgxzZo1Y/fu3QViWJQvX56yZcty8eJFrWNJSUnMmzdP\no+zRo0c4Ozszd+5czM3NZf3j4uLYtWsX586dw9HRkSZNmvDixQsA7Ozs5Pvm4uICQNmyZeWy7Hj5\n8iW3bt2iVatW+WqjqakpsbGxOo+pjYBHjx6hUqnk1SgTExPGjx/Pn3/+SUpKCpaWlvTo0YMRI0ZQ\nqFAhAFnWwsICLy8vdu7cSUJCAmZmZnh4eDB27FiN2I28snPnThITEzUMvkePHlGiRAlZh7cpU6YM\nkGUUfyiXL19mzZo1fP3113z22WfvlXV2dkahUHDq1CkNFy6BQCAoSIQrlEAg+OgcOnSIjIwMunTp\nojUTrQ7wPnLkiEa5np4erVu3zrHulJQUjhw5gqOjI+bm5iQkJMj/ypYti42NDWFhYbK8h4cHK1as\nkI2KxMREWRbQyMKze/duDAwMNIwHgAEDBrB+/XqcnJw0yrt3764RC2JlZYWZmRnPnj3LsR25pWTJ\nkqSlpWm5Yunqq3HjxuHn54e5uTmZmZm8evWKhIQE2fjKbcah3HD//n0ALTejvOLg4EBycjInTpzQ\nKH/27Jmczjc5ORmA+Ph4AMaMGYOenh6zZ89m1qxZWFtbs3DhQiZPniyfr5adMWMGDx8+xMvLizlz\n5lCnTh3WrFnDsGHDPljnq1ev4uXlRbly5RgxYoRcnpSUlG2skdqISUpK+qBrpqen8+OPP2JjY8Og\nQYNylDczM8PMzEy+TwKBQPAxECsWAoHgo6OeLa5WrZrWMfVANCoqSqPcwsIiV24qUVFRpKenc/To\nUerVq6dTRqFQyIG5kiSxbt06AgMDuXfvnlZ+//T0dPn/N2/epGTJklqB4+bm5hrZfNTomjU2Njbm\n9evXObYjt6SlpQFoGWi6YhcSExNZuHAh+/fvJzo6WqNtkOW+U1CoVxlyclvLicGDB3PkyBEmTZrE\nTz/9hK2tLTdu3OC3337D3NycpKQk+X6o+8Le3h4vLy+5Dg8PDzp27MiOHTsYPHgw1apVk2UtLS1Z\nunSpLNumTRsGDRpESEgIR44coVmzZiQlJWk9F8WKFdMZEB8SEsKoUaMoUqQIS5culTN6fWxWrlzJ\nzZs32bBhg84VEV1YWFgQExPzkTUTCAT/ZYRhIRAIPjrqGWZds7dq40Eto8bExCRXdatn7l1cXBg6\ndGi2curBqI+PD0uWLMHGxoaJEydSoUIFDA0NuXXrlsbgFLIyJb0dQ5ETeZH9ECRJ4vHjx5iammoZ\nXe/2lyRJDBs2jLNnz+Li4sLXX39NyZIl0dfXJzg4mMDAwALVTX0fchMA/T4cHR3x9vZmxowZ8iqC\niYkJQ4YMISYmhtWrV8vpdtWz/u+mNS5UqBAdO3bE29ub8PBwqlWrJst27txZ65pdunQhJCSEsLAw\nmjVrxowZM+TAazUBAQFahuvmzZuZOnUq5cqVY/ny5VqGpYmJidZzrUZd/iH9FRUVxcKFC+nTp4/O\n+I3sKFq0qJYBLxAIBAWJMCwEAsFHRz2o0zXIUmeEyq0h8S7qgZmenl62KxZq0tPT5YHpmjVr5LgD\nQOeqQokSJTSyJ31qrly5QlxcXLbZf97m0qVLnD17lvr167Ns2TKNY8eOHStw3dT3QVe2rLzStm1b\n3N3duX37NpmZmVSpUgUjIyOGDh1K4cKFZVeucuXKAbpXXtRZotSuRrmRVes+dOhQLWNFpVJp/O3n\n58esWbOoU6cOixYt0rlSY21tzbVr13Sm/3306BGQlUY3r0yZMoWiRYvSs2dPnj59Kper9X/+/Dl6\nenpYWVlppCVWB70LBALBx0IYFgKB4KNTtWpVICu4uWHDhhrH1Ok2PzRTTaVKldDX1+fy5cs6B3Ax\nMTHywDE2Npbk5GScnJw0jAqAM2fOaNVdrlw5Ll68yIsXL7C0tJTL4+Pj+fPPP7GxscnTjHF+UQeg\nd+/ePUfZhw8fAmjFgQByrEJBoh5YZxd4nVf09fU1BvPJycmEh4fj7Owsl9WpU4eAgACuXbumtfGb\nOn6kVKlSAPLxiIgIPDw8dMqqs4FVrlyZypUrZ6vbtm3b+PXXX2nSpAnz58/HyMhIp5yDgwNXrlzh\nwoUL1K1bV+PY2bNnNfTKC6dPnway3Lh00aNHDyArtkkdOwRZ70J+XdUEAoHgfYjgbYFA8NFxdXXF\nwMCALVu2yL7uajZu3AiQY9ah7DAyMqJ58+bExMRobSj24MEDXF1dmT59OpAVG6Gnp8eTJ0805G7c\nuCGn6nzbt97NzQ1JktiyZYuG/KZNm/juu+907nvxMcjIyGD27NkcPnwYV1dXmjVrluM5akNIbWCo\n2bp1qxzzklPsh9p3PzU1Ncfrqd2A8utq4+fnR926dTl58qRGua+vLykpKfTq1Usua968OSVKlMDP\nz09jpSQlJYWtW7diaGgoZ7ayt7fHxsaGzZs3Ex0dLctmZGSwYcMGFApFrlaCIiMjmTJlCrVq1WLB\nggXZGhWQ5XalUCjw8/PTKL937x6HDh3C2dk5x80Hde1nsWTJEnx9fbX+tWvXDsjaCNDX11djo8X4\n+HhiY2NzzB4lEAgE+UGsWAgEgo+OpaUlY8aMYfbs2fTt25f27dtjYGBAaGgoe/bswd3dXd6t+EOY\nMGECZ86cYfr06dy5c4fq1avz6NEj1q5dS6FCheQZXAMDA9zd3dm7dy/jx4/HxcWFqKgo1q1bx+zZ\nsxk+fDihoaFs27YNd3d3+vTpw44dO5g/fz6xsbHY2tpy7do11qxZQ+3atbVmvvOLJEkcOnRIdldJ\nS0sjKiqKnTt3cu/ePZo1a8bvv/+eq7rq1KlDmTJl5H05KlasSFhYGKGhoUydOpVx48axbds2LC0t\ns90J29LSksKFC3Ps2DGWLl1KhQoVsk0na2FhQdWqVTl16pTWsZMnT2oZCg8ePNBoy9ChQylWrBgt\nWrRg4cKFfPPNNwwcOJDSpUtz4sQJgoOD6dKlC02aNJHPMTY2ZsqUKXzzzTf07NmTvn37kpKSwqZN\nm3j69CnffPONxsZ5Xl5eDBgwgC+++ILBgwejp6cn7yXRo0cPLXcnXcydO5fU1FQaN27MoUOHdMrU\nr1+fEiVKoFKp6N+/P6tWreKrr77Czc2NuLg4Vq1aRZEiRfjxxx/lcxISEjSCyq9evQrAsmXLZDez\nRo0a0aBBg2wNy0uXLgFZqWXfXqkA5Pvy9oqPQCAQFDSfzLB4FpPM8h1XiLj7EoCaVSwZ0qkmJYr9\nHZCYmSkxzucoxkYG/DyikVy+K+Quu0Lu8DL+NdalijKgfQ1qVLbQuoZAIPj3MGjQIMqUKYO/vz+/\n//47mZmZVKxYkQkTJuQ7r761tTWbNm1i4cKF7Ny5k4CAAIoVK0a9evUYOXKkRjaqadOmYWhoKGcB\nsrOzY9GiRTg4ODB8+HBWrFiBt7c3Li4uWFhYsGbNGubPn8++fftYs2YNFhYW9OvXj5EjR8r+6wqF\nQmNzvw9FoVBoDDYLFSpEiRIlsLe3Z8KECTpn1LO7tqGhIb6+vsycOZPVq1dTuHBhGjZsyLp167Cy\nsiI4OJjQ0FD8/f1lw+LdegwMDJg0aRJz585l8eLFdO/e/b37VDRp0oQVK1Zw6dIlDRexc+fOsXz5\ncg2dnz59KpcpFAp69epFsWLFsLa2JiAgAB8fH/z8/EhKSqJSpUr8+OOPOjema926Nebm5ixZsoRZ\ns2aRkZFBtWrV8Pb21koT7ODgwIYNG/Dx8WHevHmkpKS8t25dXL16FYVCke0u5AqFgtWrV8sGzcSJ\nEylfvjwbNmxgypQpGBsb4+TkxNdff63h/peQkMDy5ctRKBRIkiTf1w0bNsj1Fi5cWGPvFV3Xzu45\nVG8mqF7BEQgEn5Y3z18Q6buUVzduoWdoiIVTPSoO7I+ejuxzL0JCebhpM6+fRlO4dCmse3THokGW\nm2vGmzdE+Qfw8nQ4GUlJFC5bBuse3bBwqv9PNwkAhaRrnfUfYNTvh6lYthgjutQiNS2D2WvOYGhQ\niCmD/p5NCT5+h7X7rlOlnBk/Dc8yLMIjnuK99ixTBjtT1bo4f4bfx2/nVZZMcsO8aPZL0gKBQCD4\nuDx58gR3d3fc3NyYM2fOp1ZH8BeJiYk0bdoUW1tbAgICPrU6AoEAuDhuAkUqVqDSoAFkJCVx7Zff\nMK9di4p9+2jIJd27x6VvJ1Nt/FiKO9Qm7vwFbsz+g1rev1Lks8+4u8qfuAsXsf3xewwtSvAy5CQ3\n58yjzrw5GJcrm83VPx6fJMYiKSWNqtbmDGxfA2MjfcxMjWjlVJGrd17KMjEJrwn88ybtG1fibdNn\n98l7tKj3GbaVLDDQ16N1g4pYmhtz7PxDHVcSCAQCwT9FmTJl+Pzzz9m3bx+RkZGfWh3BX6xYsYKk\npCTGjh37qVURCATAq1u3Sbxzl4r9+6JfpAhGJUtSvmtnovcf0JJ9uu8A5nVqYeFUDz0DA0rUr4dZ\nrZo83f8nAIm3Iynu6ICRpQUKhQLLxo1Q6OuTfP/BP90s4BMZFibGBozuUYfib7k9PY9LxsLs7xz3\ny7Zdpn2jSpSx0ExBeedRHFXKm2mUVSlvzq0HcR9XaYFAIBDkyNixY7GwsOD7778v0A34BB9GZGQk\ny5cvp2fPntSpU+dTqyMQCICkyDsYWVpi8Fb6Z9PKlUhPTCLlydN3ZO9i8k6WOtPKlUn8K6OihXN9\nYk6Hk/LkCVJGBs+PnUDPQJ9iNWw/fkN08K/ICvXw2SsCD97ki5ZZftDnrj8j6mkCXVyr8q6jVkJS\nGqbGmrvgmhobkJCUc9YSgUAgEHxczM3N8fHxISIigrlz535qdf7TJCUlMWbMGFQqFZMnT/7U6ggE\ngr9Ie/UKfVPNiXN90ywjIz0hQYes6TuyprJcWY/2FFUpOTd8FCe7fkHkYl+qjR2DQbFPs2fNJ88K\ndetBLF4rTvN5Mxua1ClPaloGvkGX+KpbbfQL6bZ7PlFYiEAgEAhygYODg5yhSPDpMDExITg4+FOr\nIRAIdJGXoex7xr0PAjeTFBmJw6J5GFla8vz4CW785k1tH28K/7WPzz/JJzUszl1/xm8B4fRrX4M2\nDSoCEHjwJsoKxalpY6nzHDNTQ14la65OJCSn5hi4HRcXR1yctruUubm51kZZ/2vykl5h9PX1KFrE\nMFfy/zb9hbyQF/JCXsgLeSEv5P8/yuvCwKwYaa9eaZSp/zYwN9OW1bGKYfDXtZ7s3EXFgf0x/ivF\ndKkWrjzZuZsXIaGU79wpV/oUJJ8sK9SNqBimLjvF2F4O1LctLZcP/ukAicmpFPprtSItPZO09AxM\njA2Y+00zlmy9RAmzwozoUks+58tZB+nQpAptG1b6x9vxqUlMTmXQTwd4/Sad6pUsqG9binq2pSlv\nZVog6S8FAoFAIBAIBAVH4p07XBw3kXqrlmH4l4Hw/Nhx7q70o77fCg3ZO8tX8vrxY2yn/CCXXZ3q\nhUnlSlTs58npPv2pOKAvpVr8nY78/OhvsGrejHKfd/xnGvQWn2TFIiMjE5+NF+jdSqVhVADMHu1C\nZubfts6Ji485ceERk/rVo3jRwrRrVIlf/MNp5lAem/Lm7Am9R1JKOk3rlP+HW/HvICwimuTX6Via\nFSbi7kuu3nnJqp0RlLE0ob5taerXKIVtJYts3coEAoFAIBAIBP8cppUrU7RaVe75BVB56CDSExJ4\nuGkLZdq2AeDciFFUGfElZnY1KN3KnYtjv+XlqdMUd3QgJiychGvXqTJ8KAAl6tfjSfAuzOxqYGhh\nwYsTIaQ8ekzxeo6fpG2fZMXi6p2XTF50AoN3B7sKBUsmtqBk8b+zQ/0Zfp9DZx7I+1gA7DsVReCf\nN4lLeE2lcmZ8+bk9Nta5W376/8bPfmGEXn7CogmuFDMx5My1aMIinnL+xjNS3mRlZDEprI+jqhT1\napSmrsoK0yKGOdQqEAgEAoFAIPhYpMbEcnvREuIvX6GQkSFWLVyp0LcPCoWCkE5dqf7DZErUzTIO\nXp4OJ2r1Gl5HR2NctgwVB/SjeJ3aAGSkpBAVsFbeIM+4XFmse/aQz/2n+WSuUIL88zo1nd5T9mJV\n3JjFE1toHEtLz+By5EvCrz4lLOIpz2JTANDTU2BbqcRfqxmlKVfSVFfVAoFAIBAIBAJBnhCGxf8w\noZef8LNfGN1aVKVv2+zzFUuSRNTTV4T9ZWTcvB8rJxgY0L4GnZvb/EMaCwQCgUAgEAj+v/LJ080K\nPpxTV54A4GxX5r1yCoWCimWKUbFMMbq7VSP21WvCI6KZH3iB8zeeCcNCIBAIBAKBQJBvRETv/yjp\nGZmEXX2KpVlhquYxvqR40cK4O1XAqrgxUU8Tcj5BIBAIBAKBQCDIAWFY/I9yNfIliSlpONuV+eC0\nsp+VLkbsqzdi13KBQCAQCAQCQb4RhsX/KKFqN6ia73eDeh8VSmdt935frFoIBAKBQPCv5+HDh1Sv\nXp0bN27IZVu3biUoKKhA6o+MjKRVq1asXbtWo9zT05OuXbvi6elJz549mTJlCpmZmZw+fZrRo0cX\nyLXzwqRJk/Dw8JD1mTlzJq9fv871+cHBwbRu3ZozZ85w6NAh0tLScnXezZs38fT0/FC1/xMIw+J/\nkMxMiVNXnlC0iAF2lS0+uJ7PShcD4H70qxwkBQKBQCAQ/BuwsbHB29tb/rsgN8O9fPkyTZs2pXfv\n3lrHZs2aRUBAAOvXryctLY2dO3d+so14FQoF48ePJyAggHXr1lG8eHG+++47DZn35SY6efIk3377\nLYUtxGUAACAASURBVHXr1mXVqlW5NiwEOSOCt/8Huf0wjpfxr3Gtay3vUP4hqFcsop6IFQuBQCAQ\nCP7tKBQK7OzseP36NadOncLZ2VnjuL+/P3v27AGgRYsWDBkyJNu63pXt0qULS5Ys4fXr11hbW793\nZr5WrVpERUVRuvTfmxyvXLmSvXv3AtCkSRNGjBhBq1at2LZtGyYmJpw5cwZ/f39mzZrF5MmTSUhI\nICMjgx9++AGlUom7uzvNmjXD3Nwce3t7fHx8KFy4MBYWFvz+++/o62sOWdWGg0KhYMSIEbRt25Zn\nz57xxx9/YGhoSExMDLNmzeKbb77h9evXvHnzhh9++IFXr15x/Phxrly5wrVr17h48SJDhw5l1apV\nBAYGsnPnTvT09HBzc2PAgAE8ffqUr7/+GkNDQ1QqVR7u1n8TYVj8DxJ6OcsNqkE+3KAAypcqip4C\nop6KFQuBQCAQCPLCyuCrhFx8VKB1NqpVjoEeNXKUGzNmDBMnTmTDhg1y2YMHD9i2bRtbtmxBkiS6\ndetG69atsba21jo/O9lhw4Zx69YtnUaFeiCfkZHB8ePH6d69u8ZxPT091q9fLw/K+/fvj5ubGwcO\nHKBTp04cPHgQDw8P/Pz8cHFxoVu3bty+fZuff/6ZlStXkp6eTpMmTWjcuDHDhw9n0qRJODo6cuDA\nAeLi4rC0tMy2PxQKBba2tkRGRqJQKDA3N8fLy4uoqCh69OiBm5sbp06dYvny5cybNw8XFxdat25N\n06ZN2bp1K8uWLePp06fs27eP9evXI0kSPXv2pHXr1gQEBNC+fXs8PT1ZtmwZ169fz/H+/JcRhsX/\nIKGXn2BkWIg6Sqt81WNkUIjSFibcf/oKSZI+2ZKmQCAQCASCnFEP7itUqICtrS27d++Wj12/fp1a\ntWqhp5flyeDg4MD169d1GhbXrl3TKfv2Nd5l8uTJGBsbI0kSTZo0oWnTppw+fVo+bmhoiKenJ4UK\nFSIuLo6EhAQ6derE77//TqdOnTh9+jRjx44lMDCQ2NhYduzYAcCbN2/kOuzt7QFo3bo1U6dOxcPD\ng3bt2r3XqFCTlJREoUKFNOopUaIE+/btY+XKlaSmplKkSBGd50qSxOXLl4mKipKNquTkZB49esSd\nO3do27YtAE5OThw7dixHXf7LCMPif4wH0a949DyRBjXLYGRQKN/1fVa6KKeuPCXu1RuKFytcABoK\nBAKBQPD/n4EeNXK1uvCxGDlyJIMGDaJ3797o6+ujUCg0jILU1FTZcHgXPT09LdmcJhdnzZqFjY3u\nfa8eP36Mv78/27Ztw9jYGA8PDwCUSiUxMTGEhoZSvXp1DA0NMTQ0ZMqUKdSqVUurHgMDAwA6duyI\ni4sLBw8eZPjw4fj4+FC5cmUN2bf1TU9P59atW1StWlWjHn9/f8qUKcPs2bP5P/buPD6q+twf+Gf2\nJbNkZrJM9kAChl2RRUQFF0StC2pdEFHRq95al2pXu9van0tre6+9RWu1UkWKda9oBVSqFgUEQXZI\nQkIySWaSzJbZ1/P7Y3ImCUkgM3POzGTmeb9evjAzJ2e+hCRznvN9lv379+OJJ54Ycf0CgQBSqRSL\nFi3Cr371qyHP/eUvf4m/ViQSOenXiFDx9rjz+b5OAKmnQbFq+gu4aZ4FIYQQMn4YDAZcdNFFWL9+\nPQQCAaZMmYI9e/YgEokgHA5j7969mDp16oifO9Kx06ZNO2nB88mes9vt0Ov1UCgUOHDgADo6OhAM\nxlrZX3HFFfjlL38ZDzZmzZqFzZs3AwCampqwZs2aYedbvXo1xGIxrr/+elx22WVobm4+6Xr++Mc/\nYvHixdDpdEOOcTgc8R2bTZs2jVikLRQKEQ6HMXXqVGzfvh1+vx8Mw+A3v/kNAoEAJkyYgP379wPA\nkB0aMjIKLMaZbfu6IBIKMHdKKSfnYwOLNqqzIIQQQrLaibsKt99+O8xmMwCgoqIC119/PW6++Wbc\nfPPNuO6661BWVobPPvsMf//734d83mjHCgSCUXcuRnqcPX7KlClQKpW48cYbsWHDBtxwww145JFH\nAMTSmrxeLxYsWAAAuPnmm9HW1oYVK1bgpz/9KebOnTvs/OXl5bjtttuwatUqHDlyBOedd96w137q\nqaewcuVKXHnllbDb7fjBD34w7JirrroKL774IlatWoWZM2eit7cXb7755pBj5s2bh5tuugkKhQK3\n3norVqxYgRtuuAHFxcWQyWS45ZZb8MYbb+COO+6A0+mktPFTEDAnC0FJVum2e3HHo5tx+uRi/Pru\nszk55/GuPtz7uy24eH4N7rv+dE7OSQghhBACAP/4xz/Q3d2Ne++9N9NLIWlANRbjyLb93HSDGqy8\nWAWRUECpUIQQQgjh1MMPP4yuri6sXr0600shaUKBxTiybV9su3P+NOMpjhw7iViIihIVdYYihBBC\nCKcee+yxTC+BpBnVWIwTTncAB4714rQaHQxaBafnri5VwxcIo8fh4/S8hBBCCCEkf1BgMU58edCM\nKAMsmM5dGhSrpowKuAkhhBBCSGoosBgnvuhPg+KyvoJVXaoGALRRnQUhhBBCCEkSBRbjgC8Qxu6j\n3ag2qlFerOL8/OyOxXHasSDjWCQSRbfNe9Je64QQQgjhDwUW48BXh7sRCkd5SYMCAKOhABKxkHYs\nyLjj8YXw2e4OPPXKLqz85Qe44zebsfOQJdPLIoQQXm3YsAHTp0+H3W5P+hw2mw0XXHBB/GOr1Yqp\nU6fC6/UCiA2gO+ecc+Dz+bB9+3asWLECK1euxDXXXDNkqN3OnTvx1FNPxT/+7LPP0NDQEP/4D3/4\nA5YvX44bb7wRzz//fNLrJeMDdYUaB77YF2szexYPaVAAIBIKUFWiRpvFjUiUgUhInaFI9urq9WDH\nQTN2HDDjwDErItHYDoVSHvt11tLZh7lTueucRsh447d0w9fRAd3sMzK9FMKTDRs2YOnSpdi4cSNu\nvPHGpM6h1+uhUqlgMplQWVmJnTt3orS0FLt27cK5556LxsZGVFVVQaFQ4Oc//znWrl2L4uJiBAIB\n3Hrrrbj88stRVFSEHTt2YP78+QCAQCCA5557DiUlJQCAo0ePYvv27Vi/fj0YhsE3vvENXH311TAY\nDJx9LUh2oR2LLBcKR7HzkBklOgXqKrS8vU51mRrBUAQWm4e31yAkGZEogwPHrFiz4QDuefIj3PXY\nh3j+nf3Y29SLiRVarLikAf/70GI8/u1zAAC2Pn+GV0xIZh1/aS0O/vr/IehwZnophAcOhwMtLS24\n88478d577wEAPvzwQ/z4xz+OH/Pwww/j448/xttvv40rrrgCd911F370ox/hrbfeGnKu+fPnY+fO\nnQBiOw/XXnvtkI/ZgMHpdMLjiV0fyGQyrF+/HkVFRQCAXbt2Yfbs2QCAZ599FjfffDPE4tiNHo1G\ng2AwiGAwCJ/PB6FQCLlczteXhmQB2rHIcvuaeuHxh3Hh3GpeZ0zUGAc6Q5UXcV/HQUgivP4Qdh/p\nwY6DZnx50AKXNwgAkEpEmD/NiLlTjZg7tRR6zcAblNMdAECBBSF+iwWIRhHo6YG0kL8bUvmu5cW/\nwfr5F5ye03D2AkxYdetJj/nggw+wePFiNDQ0wGKxoLu7G+eeey6eeOIJAEAkEsHOnTvxyCOPYMmS\nJXjrrbegUChw+eWX46yzzhpyrvnz52PLli1YtmwZ9u3bh9WrV+OBBx4AEAssrrvuOgDAAw88gG9+\n85uYN28eFi5ciMsvvxxarTYeNCiVSrS0tKC5uRkPPPBAfC1GoxGXXnopLrjgAkQiEdx///0oKCjg\n9GtGsgsFFlnui/38pkGxqo2xzlDHzX04i6daDkIGi0YZWJ1+dPa4YepxD/mz2+ZFf4YT9Bo5lp5V\ng3nTjJg1qRgyiWjE82kKpBCLBLA5KbAg+S1otcX+tCWff0+y14YNG+IX/xdccAHef/993HbbbZg6\ndSq+/vprhEIhzJo1C263GyqVCnq9HgCwYMGCYc0t5s6di6eeegoejwcSiQR6vR6hUAjBYBD79u3D\n448/DgBYvnw5lixZgv/85z/48MMP8cwzz+Ctt95Ca2srZs2aBQB44okn8LOf/WzI+dvb27Fp0yZ8\n9NFHCIVCWL58OZYuXRpfE8k9FFhksWiUwfb9XdAUSDF1Ar/5iIN3LAjhktsXigUN3UODh85eDwLB\nyLDjC9UyTJlgwMz6IsybakRdpXZMu3UCgQA6jRw2FwUWJH8xkQiCDgcAIGizZng1uW3CqltPubvA\nNbPZjL179+LRRx+FQCCAz+eDRqPBbbfdhosvvhgff/wxgsEgLrnkEjAMA6Hw5BnvWq0WCoUCmzdv\njqczTZ8+Hf/6179QWloKqVQKAPD7/SgqKsKyZcuwbNkyPPzww9i6dStMJhPmzZsHi8WCY8eO4aGH\nHgIA9PT0YOXKlVi+fDlmzZoFmUwGmUyGyZMn4+jRo8N2TkjuoMAiix05bofdFcCSedW8F1QXFyqg\nkIkosCAp8wfC2NPYgx0HzPjqSDesI+wgyKQiVBSpUF5cgIoSFSqLVSgvVqGiWIUChSTp19Zr5Gg2\nORCNMhBSEwKSh4IOJxCNxv6/f+eC5I4NGzZgxYoV+OEPfxh/7OKLL0Z7ezsWLVqEV155BcFgEA8+\n+CCEQiHsdjv6+voglUrx5ZdfYs6cOcPOOX/+fKxbtw733nsvAODMM8/EmjVrcO655wIAWltb8a1v\nfQuvvfYaVCoVotEouru7UVlZiXfeeQerVq1CQUEBNm3aFD/nBRdcgJdffhkHDhzASy+9BIZhEA6H\ncfToUVRVVfH8VSKZRIFFFktXGhQACIUCVJWqcazDiXAkCrGI6vrJ2PU6fPjyoBk7Dlqwt7EHwXDs\nwkZTIMXshhJUFqtQUaJCRVHsT71GzsuFv14jx5EIA5c3CK1Kxvn5Ccl2QdtAMEGBRe55//338eST\nTw55bNmyZXj//fdx9913x3cg2J2Ge+65BytWrEBNTQ2mT58+4u7v/Pnz8dJLL8V3LGbPno0HH3wQ\n3/ve9wAAtbW1uPvuu3H77bdDLpcjGAzioosuwsyZMxEMBkesmWBfZ9q0aVi4cCGWL18OALjuuutQ\nUVHB3ReEZB0BQ9OkshLDMLj7sY/gcPux9pFLIR0lr5xLT7+6G5t3tGH1Dy5AVf80bkJGEo0yaO5w\nYMcBC3YcNONYx0D3mRqjGvOmGTFvqhGTqnVpbV/85zf3YsPWFjz93cWYUE5FqyT/WLdtx+HHYhee\nhafPwrRHfp7hFZFM2rhxI8466yxotVrccccduO+++3D66adnelkkh9GORZY6bnahy+rBwlnlaQkq\ngKEF3BRYkBP5g2HsbeyNd2piuy+JRQKcPqkY86bFOjUZDZnr+KHXxrpEWZ1+CixIXhq8SzF494Lk\nJ5/Ph1tvvRUKhQJTp06loILwjgKLLMUOxeNr2vZIqvsLuI93uXDOrLS9LMlyoXAEf/zHHmzd24Vg\nKFZsrVZKcf6ZlZg3zYjZp5VAKU++LoJLOnUssLBTy1mSpwYHEwFKhcp7bLE1IelCgUWW2ravC2KR\nAHOmlKbtNWv6dyzaLH1pe02S/V7ccBBbdplQXlSABTPKMHeqEQ21+qyc0M7uWNAsC5Kv2MBCXl4G\nf2cXIoEARDKqNyKEpAcFFlnIbPXgWKcTsxtKUuqQkyi9Ro4ChQTHu6gzFInZtr8L7352DFWlKvz+\ngUWQy7L7V4ahf2CelQILkqfYXQpVfR38nV0IWq1QlJdneFWEkHxBrX+y0Lb9ZgDpTYMCYl0caoxq\ndFk98ZQXkr+67V787/rdkIqF+OHKuVkfVACDdixoSB7JU0GrDWK1CvLS0vjHhBCSLhRYZKFt+7sg\nEADzpxvT/to1Rg2iUQYdPe60vzbJHpFIFL9buwtuXwh3LpuBmjJNppc0JiqFBBKxEHYakkfyVNBm\ng1Svh9Sg7/+Ypm8TQtKHAoss43AFcLDFioYafbwQNZ3inaG6qM4in72y8TAOtdpwzqxyLD2rJtPL\nGbP49G3asSB5KOLzIeL1QmowQKo3AAACVpq+TQhJHwosssz2A2YwDLAgDUPxRlLT3xmqzUJ1Fvlq\nz9FuvP5xI4wGJe697vQRByplM4NGDpsrgGiURvSQ/MLuTkj1esjiOxaUCkUISR8KLLLMtv5p25kK\nLAZ2LCiwyEd2lx9PrfsKIqEA3795TlqbB3BFr5EjGmXg9AQyvRRC0ordnZAZ9JDq+wMLqrEghKQR\nBRZZxOsPYc/RHtSWaTI2ZEyrkqFQJcNxM6VC5ZtolMHv130FhyuAW78xFZOrdZleUlKogJvkK3Z3\nQqrXQ6LVAEIh7VgQQtKKAosssutQN8KRaMZ2K1jVRjUsNi/8gXBG10HS640tjdhztAdzppTiqvPq\nMr2cpOnUsZ79dhftWJD8wu5OSA16CEQiSHU6CiwIIWlFgUUW+SLDaVCs6vigPEqHyhcHW6xY+8Fh\nGLRyfOfGM8ZdXcVghv4dCyvtWJA8MziwYP8M2uxgotFMLosQkkcosMgCbl8If35zL7Z+3QGjQYna\nDLf2jBdwmymwyAcubxC/XbsLYBh8b8WZ0KrG95RevYamb5P8FLTFaizYjlAygx5MOIxQH/0uJ4Sk\nR/ZPvMph0SiDLbva8eKGA3C6g6goVuE7yzN/t5gNLKjOIvcxDIOnX92NXocPNy1twPS6okwvKWUU\nWJB8FbTZIRCLIdHEdp3jBdw2K6SF2kwujRCSJyiwyJCWTieeeWMvDrXaIJOKcOs3puKq8+ogEWd+\nE6mKTYWiHYuct+E/Ldi234yZ9UW4/qLJmV4OJ9jAwk6BBckzAasNUr0OAmHsfWQgsLADEzO5MkJI\nvqDAIs08vhBe2XgY7/3nGKIMcPbMMtxx5XSU6JSZXlqcSiFBkVaONtqxyGlNJgf++u4BaFVSPHTT\nbIiE47euYrAChQRSsRBWCixIHmGiUYTsdqjq6+OPxadv05A8QkiaUGCRJgzDYMsuE17ccAAOVwDl\nRQW4++qZmN1QkumljajaqMFXR7rh9oWgGoezDMjJef0hPPnyToQjUTy4fDYMWkWml8QZgUAAvZam\nb5P8EnI6wUQi8WACAKSGWK0FzbIghKQLBRZp0NrVh2ff3IsDx6yQSkRYeekUXL24DhKxKNNLG1W1\nUY2vjnSjzdyHqRMMmV4O4RDDMHjmjb3o6vXg2vPrcWZDaaaXxDm9Ro7DrTZEokzO7MQQcjIndoQC\nBlKhAhRYEELShAILHnn9sbSnDf9pQTTKYMGMMvzXldNRos+etKfRDO4MRYFFbvnoyzb8+ysTTqvR\n4eZLp2R6ObzQa+SIMoDTHYjXXBCSywYPx2MN1FhQYEEISQ8KLHjAMAw+2d2Bv/5zP+yuAMoMBbjr\n6hmYM2X83BlmZ1lQZ6jc0m5x4dm39qFAIcH3b54DsSjzzQL4MLgzFAUWJB+wuxIyw8CNILFSAZFC\nQYEFISRtKLDgwZ9e/xobtx2HVCzEiksacM3iekgl2Zv2NJLqUuoMlWsikSiefHknAsEIHrp1NkrH\nwc5ZsqjlLMk3AzsWuiGPSw16qrEghKQNBRYcYxgGn+3pgEErx+PfPgdGQ0Gml5QUuUwMo0FJgUUO\n2bT9OFq7+rBkXjXOnlme6eXwSt8/fZsKuEm+GKnGAoilQ/lMHYgGgxBKpZlYGiEkj+RmHkQGuX0h\neP1hTKzQjtugglVdqoHDHYDTHcj0UkiKvP4Q1m08AoUs1jwg19GOBck3bEtZqWFoTVy8MxSlQxFC\n0oACC45ZbF4AyIk0k5oySofKFW9saYLDHcC150+CLg9qDiiwIPkmaLNBVFAAkUw25HE2NSpos2di\nWYSQPJOxVKhumxfP/3M/DrbE7rLMqCvCnctmxC8I/vN1B/702teYP92I79w4e8jnvre1Be9tPQar\n04+qUjVWXT4N0yZmR+eiXAos2DqL4+Y+zKgvyvBqSLJ6HT68/e8m6DVyXLWoLtPLSQsKLEi+Cdrs\nkJ2QBgUg/hi1nCUkuwR6etH85+fgOtIIoVQKw/y5qL39NgjFwy/Ne7d+AdNrr8NvtkBuLEXVDdfD\nsGA+AGDXt+5DsLd3yPHRcBhVN1yH6huvT8vfZbCMBRa//ut21JZr8JcfL0EwFMFv1+7E/722Bz+/\n4yw89/Y+HGyxoqJEBQGG9qD/8qAZL79/ED//r7MwqUqHj75sw69f2IZnf3QRCtWyUV4tfSzW3Aks\naspiLWeP047FuLb2g0MIhqNYeWkD5NL8KKtSysWQSUUUWJC8EAkEEHa7oaoffuNAqmdToWj6NiHZ\n5PDjT0JZW4Mz//wnRDweHHrsSbStW4/aW24ecpyntRWN//M0Jn/vIehmnw7H7j048tvfY9ZTT0BZ\nXY0zn/njkOODDif23P8dFC08O51/nbiMpEJ5fCFMqirE7ZdPg0ImhlYlw9L5tThwLPaLz2hQ4rf3\nnYeiEaYBv/95Ky6cW42pEwyQiIW4ZEEtigoV+HS3Kd1/jRFZbB4AQKl+fNdXAEBFsQpCoQBtHLSc\ndXuDWLPhAOwuutBLp2MdTny8sx21ZRqcP6c608tJG4FAAL2Gpm+T/DDSDAsWW8xNnaEIyR6uxia4\nj7Wg9rZbIFYqISsuRuU3r4Fl0+Zhx5o3bkbhGbNgmD8XQokE+nlzoZ01A+ZNH4147tYX16D4/MVQ\nVlXy/dcYUUYCiwKFBPffcMaQXO8ehxeG/kDiynPrIBELwYAZ9rnHOhyoq9QOeayushCN7Q5+Fz1G\n3XYfAIyLIXinIpWIUGYowHGzCwwz/N8iEa98cBhvbGnCxm3HOVodORWGYfDXd/eDYYDbr5iWdxOo\n9Ro5HO4AIpFoppeSNxiGwbHnnoflw48zvZS8MlpHKGDQkDwKLAjJGp7mY5AVFUGiVscfU02cgLDb\nA1+X+YRjW1AwceKQx1QTJ8Ld1DTsvK7GJth37c5IChQrK4q3Td0u/OPDo7hxyeQhj5+YBgUAfZ4Q\nVIqhLfNUCgn6PEFe1zhWFpsHBQoJVApJppfCiZoyNTy+UEopJd12Lz7oDyiasiQAzAe7Dnfj68Ze\nzG4owRmnlWR6OWmn18jBMICDupqlTcjhQNd7/0LnuxsyvZS8ctLAQlcICIXUFYqQLBJyuSBWDc1s\nEatiQUa4r2+EY1UnHKsadhwAtL/6D5Rf8Q2IFMMzftIl4wnXje12/OqF7bh6cT3OO2Ns2zbJ3D13\nOBxwOIZf1BYWFqKwsJCT4+12O8xWD0p1crS2tnJ+/kwcX1oYC+KOm13xHaVEz/+PD48i3H/X+Eir\nNf61Scf68/X4SCSKFzccgFAArLp8WsbXk4njxYgFFAcOt6C6VJnx9eTD8d72WEqqr6MTLceOQSAU\nnvT4bFv/eD1+IBXKMOLxQpUKHks3HA5HVq6fjqfjc/n4USVyKTuG615vuwmOPXsx+TsPJHBi7mU0\nsPjqcDeefPlL3Hr5NFy6oHZMn6NVSeHyDt2d6PMGT1m4neg/eDLHMyI5QuG9qDIWora2NuPr4eL4\nyc4O4NPjaDP3Yfagu95jPb/Z6sGHO9pQUVyAsiIVdh6yQKs3nrLl6Xj5+mTr8R9+2Y42swtL5lWj\ntr8Ifzytn4vjaytLgT29kBXoUFtblvH15MPxvo4OAAATCqGsQAV56dh2yrJl/eP1eLbjE9sB6sTj\nnSXF8Bxvg1arHfHzM71+Op6Oz+XjRyLRahByDW2Mw34sKdQOP3aEXQzJCWvo3fo5tNOmDtsJSbeM\npUIdOW7Dk2t34qEVZ445qACA+spCHD0hnaaxzY7TanQcrzBxudRqllVjjF2UJjvL4tXNRxGJMrjx\n4gZMro79GzWZhkf6hDu+QBivfHAIMqkIKy5pyPRyMiY+fZs6Q6WNz9Qx8P8dHSc5knCJ7fg0UvE2\nEEuRYkIhhF3udC6LEDIKVX0dgjYbgoN2PtyNjZAUaiEvLR12rKe5echj7qONUJ82tHzAtm0HdHOG\njmfIhIwEFpFIFP/76h6sWNqAeVONQ56LRhn0OnzodfgQCEXgD4Zhdfpg7784+MbCCfj3LhMOtlgR\nDEXwzqfN8PjCWDTGNCo+5VKrWVZZUQHEIgGOJ9EZqrPHjY93taOqVI1zT6/ApKpYdE11Fvx6699N\nsLsCuGZx/ZD0tXyj18R2MW19VGORLhRYZEbQagOEQki0mhGfjxdwU8tZQrKCauJEqCdPQuualxH2\neuE3m2F67Q2UXXYpAOCre+6Dc/8BAIBx6cVw7jsA67btiIZC6N36OfoOHYZx6ZL4+aKhELzt7ZCV\nlI74eumUkVSow8ftMHW7sGbDAazZcGDgCYEAj9x5Fn78zNYhx2/d24kSnRLP/2QJzjitBHdcOR1P\nrfsKjj4/JlRo8Yv/OgsFWVAsnYs7FmKREJUlarSZXYhGGQgT6Cz0901HEI0yWLG0ASKhIN7Nq8nk\n5Gu5ec/q9OHNfzdBp5bh6sX1mV5ORtGQvPTzmjoAoRCIRocEGYRfQZsNUp0OApFoxOcHAgs7Ck6R\npksISY+GH34fTaufxZer7oRIJkXJhReg8rprAQC+zi5E/LH3LmVVJSZ/7yEcf2ktjvzuD1CUl6Hh\n4R9Abhy4MR92ucFEo7FmDRmWkcBi2kQD/vm7q0Z9/mTPAcDSs2qw9KwarpeVsm577gUWAFBtVKO1\nqw89Dt+Y/25t5j58stuE2jINFsyI5bfr1HIUaeVoMtn5XG5ee+WDwwgEI7jzqulQyDLemyGjKLBI\nr4jPh2BvL9QNp8F15Ch8HZ2ZXlJeYKLRWMAwccKoxwzMsqAdC0KyhVSvw9SfPjzicwvffn3Ix4b5\nc2GYP/ek51r41mucri9ZWdFuNlewqVAlutwLLAAklA61btMRMAyw4pKGIbscdZWFsPUFYHX6OF9n\nvmvt6sNHX7ah2qjGRXPzZxjeaJRyCRQyEQ3JSxM2kFDVTYSsuDi2e0F4F3a5wITD8cLtkcgMSqXL\nfgAAIABJREFUsW5RAZplQQjhGQUWHLLYvChUySDPsTvFbAH38a6xBRYtnU5s/boT9VWFmD9taA0N\nW2fRTOlQnHtxwwFEmVh7WZGIfrSB2K4F7VikBxtIKCoroagoR8huR9jrzfCqch8bLLCtZkcykApF\ngQUhhF909cGRSJRBj8Obc2lQwKDOUJaxdYZ65YPDAIAVSxsgEAytyair7C/gps5QnPrqSDe+OtyN\nWZOKcGZD/g3DG41OI4fTE4jPUSH88ZliMywUlRVQVFbEHqN0KN4NzLAYvTMiTd8mhKQLBRYcsTn9\nCEeYnAwsSvVKSCUitHWdOrBoandg+wEzGmp0I17g1vcHFo3UGYozkSiDF989AIEAuP2K6cOCuXwW\nn77tos5QfGOLtRUVFVBU9AcW/cEG4Q9bNzHS1G2WqEAJoUxGOxaEEN5RYMERi80DACjJwcBCKBSg\nulSF9m4XItGTT398ZWNst+LmS6aMeIFbqJahqFCBJpMjqQnqZLgtO9vQ2tWH88+swsSKkQdg5Ssq\n4E4fr8kEkVIJqV4HRUU5ANqxSAd2F0JqGD0VSiAQQGrQ044FIYR3FFhwJBdbzQ5WbdQgFI7CbPWM\neszhVht2HrJgep0BMycVjXrcpKpCOFwButjjgD8Yxsv/OgypWIiVl07J9HKyjqF/SJ6VCrh5xUQi\n8HeZoaiogEAggLIyNleIWs7yL2iLddkbbTgeS6rXI+R0IhoKpWNZhJA8RYEFR7pzPLCoYTtDnaSA\n+2S1FYNROhR33vmkGbY+P5YtrkdRYf4OwxuNTh0LLOwuCiz45LdYwITDUFbFUqAkukKIFAoakpcG\n7NC7k3WFij0f29EI2qndNyGEPxRYcMSc44FF9SkKuPc392JPYw9On1SM6XWj71YAA4EFFXCnxt7n\nx+sfN0KrkuLa8/N7GN5o9P07FtRyll/e9oH6CiCWeqOorICvswtMJJLJpeW8gNUGkVIJkeLkNxbY\n4m52h4MQQvhAgQVHLDYvBAKgWJebd42rT7JjwTAM1rK7FZc2nPJc8QnctGORknWbjsAfjOCmpQ1Q\nyjM/eT4bGajGIi3YnQm2GxQQCzKYcBj+7p5MLSsvBK22k3aEYg0MyaM6C0IIfyiw4Ei33QuDRg6J\nWJTppfCiuFABhUyM4+bhOxZfN/bgwDEr5kwpRUPNybfjAUCrkqFEp0CzyUkF3ElqM/dh0/bjqCxR\n4eL52TeFPlvo+gMLKwUWvPK1s61mK+OPDRRwUzoUX6LBIMIu1ynrK4CBORds6hQhhPAhtya5ZUg4\nEoXV4cOUCaN35RjvBAIBaoxqNLY7EApHIRHHYtIhuxVLT71bwaqvKsTne7vQ6/Dn7C7PWLzzaTO2\n7GpP+PPsfX5EowxWXT4NYhqGNyqFTAylXEypUDzzdXRAIBJBbiyNPzYwy6IDmHNmppaW0+IzLE7S\nEYpFOxaEkHSgwIIDPXYfogxQkuMXyNVGDQ4ft6Ozx42asljNxa7D3Thy3I6zphtR3z9VeyzqK2OB\nRZPJnreBBcMweP3jRjjdAcilie90LZxVjrlTS099YJ7TqeVUvM0jhmHgNZkgLyuDUDzwlqJkAwvq\nDMUbtl7iVIXbg48JUGBBCOERBRYcYGdYlOoLMrwSfrGdodrMLtSUacAwTHxuxU0J7FYAgwu4nVgw\no5zbhY4TvQ4/HK4AFswow49vm5fp5eQsg1aOjh73kJ02wp2Qw4GIxwvFjBlDHpeXlQFCIc2y4BEb\nJIwlFUpSGPudS0PyCCF8ondZDlhsPgC52xGKFS/gNscKuLcfMKOp3YFzZpVjQnlig9nq2MAijwu4\nG9tjdxsnV5+68JIkjx2SR7sW/GB3JJSDCrcBQCiRQF5SQjsWPGLrJcYSWAglEki0WgosCCG8osCC\nA/EdC0NuBxY1/S1nj5v7EI0yeOWDwxAKEt+tAABNgRSlemVeT+Bm53hMSiCFjCSOpm/zy2tiC7cr\nhj2nqChHyOlE2O1O97LywsDU7VMHFuxxQastb3/nEkL4R4EFB+JTt3W5HVgUqmVQK6VoM7vw+b5O\ntHb14bzZlagqVSd1vvqqQvR5guix+zhe6fhwtC22Y8GmhRF+0CwLfrE7EoM7QrEGCrgpHYoPyQQW\n0UAAEY+Xz2URQvIY1VhwwGLzQiQUwJDjk48FAgGqjWocbLFi7b8OQSgUYPmS05I+X31lIbZ+3Ykm\nkwMlOZ5GdqJolEGTyYGKYhUKFDSDgk96dvo27VjwIh5YVIywY9EfWHhNJqhPm5zWdeWDoM0GCIWQ\nFo7t5gSbMhW0WSFW5XZNIElONBxGxONB2O1B2O3u/8+DsNs17DG5sRS1t98GgUCQ6WWTLEKBBQe6\nbV4U6xQQCXP/h6vGqMaBY1Z09Hhw0dxqlBerkj7XpEETuM+emV8F3J29bnj9YcybRrsVfGN3LGiW\nBT+8pg5IDXqIlcNvrAzMsqAdCz4EbTZICwshEI2tq9xAYGGHsrqaz6WRccK+6yscX7sOYVcscIj4\nEssgqLh62ZgGNJL8QYFFigKhCOyuAGbWF2V6KWnBtpkVCQW4YUlqdyDzeQI31VekD9VY8Cfi8yHY\n2wvtzBkjPq+oiKVHUQE39xiGQcBqQ0Ht2AdkDrScpSF5JMay+UN4jrVAWlQEudEIsaqg/z91/58q\niAoKIFGrhvy/6c23Ydm4GUG7nQILMgQFFinqZusr8iSVh70QvvisGhgNqW2lq5RSlBkK4gXc+bSd\nygYW1BGKfzqNDADVWPCB3YlQVg2vrwAAiVYDUUEBTd/mQdjlBhMKJXRRxw7SoyF5hOU1dUCkVGLO\n888m9B4sNxoB9Kfj1U3ka3lkHKLi7RTFC7dzvCMUa1KVDk89cB7uvGrkO5SJqqvUwuUNxb+O+aKx\nzQ6RUICJCbbpJYmTS8UokIthdwUyvZSc4z1JfQUQq8tSVlbAb7YgGg6nc2k5b6DV7KmnbrMGUqEo\nsCAAE4nA32WGoqIi4Rt7bEBL30vkRBRYpCgeWOT4cLzBJlfrOBs0xu6ANJucnJxvPAhHojjW4URN\nmQZSSeITt0ni9Fo5rLRjwTkf22p2lB0LIBZ0MOEwApbudC0rLyTaEQqgwIIM5e/uBhMOx2uhEjG4\nXoeQwSiwSFG+tJrlCzsojx0Wlw+Od/UhGI5SfUUa6TVyuLxBhMKRTC8lp5ysIxSLvWjxUp0Fp9jg\nQJZAYCFWqyCQSCgVigAYSGUcaQbNqdCOBRkNBRYpypfheHxhA4t82rEYKNym+op0GSjgpnQoLvk6\nOiBSKE6a5z8wy4ICCy4F2B2LMUzdZgkEAsgM+vjnkvzG/kzSjgXhEgUWKeq2eSEVC6FTyzK9lHFJ\npZCgrKggryZwDxRu045FusQDC0qH4gwTicDX2QVFZeVJ87MpsOAHe6c4kcCCPT7kdIKJ0O5dvhvL\njuNoRAoFhHI57ViQYSiwSJHF5kWJXplXHY24NqmyEG5f/hRwN7bbIZWIUJ3kxHKSuHhg4aLAgit+\niyWWn32KNAp5aSkgFNIsC44lU2MRPz4aRdCef22+yVC+jk5AKISizJjw5woEAkj1OtqxIMNQYJEC\nrz8ElzeUd1OjuVZfxdZZ5P4bnT8YxnGzC3UVWohE9OOXLuyQPNqx4I63PXa3U3mKwEIokUBuNNIs\nC44FrTYI5XKIlIm9/1ABN2H5OjohLymGUCpN6vPZ3S/q+EYGoyubFFjybIYFX+rZCdx5EFgc63Ai\nGmUwidKg0oqG5HEvnp89hsJPRUU5wi4XQn19fC8rbwRtVkj1+sTbhPbvcFABd34Luz0IORxJ1Vew\npHodwDAIOfKnRpKcGgUWKWADCyMFFimJT+A25X5gQYXbmUGBBffi+dljCCyU8ToLSofiQjQUQsjZ\nl1BHKBY794Kdg0Hy00DhduL1Faz47hdNcieDUGCRAjawoFSo1CjlElQUF6A5Dwq4G9v6C7ep1Wxa\nUWDBPZ/JBIFIFJ/AezLxAu7+uRckNUF7LK890foKYKA9LXWGym/cBBZsy1mqsyADKLBIAaVCcae+\nUgePP4wuqyfTS+FVY7sdBf2dsEj6SCUiqBQSCiw4wjAMvKYOyMuMEIrFpzyevXihHQtuBJNoNcui\nVCgCpDbDgiXVUb0OGY4CixR05+HUbb7UV/WnQ+VwnYXbF0JnrweTKgupi1gG6LVyKt7mSMjhQMTj\ngaJy9Inbg7GBBQ3J40ayrWYBQKqjwWYktRkWLKmBvpfIcBRYpMBi80IhE0OtlGR6KeNevIA7hwfl\nNfVPF6fC7czQa+Rw+0IIhKh/f6rY+opTdYRiSTRqiNVqmmXBkWRbzQKAUCqFWK2mi8E85zV1QKRU\nQlKY/PsRDckjI6HAIkkMw8Bi86CUZlhwYmKFFgJBbu9YHG2jwu1MYuss7JQOlTJvAoXbLEVlBfxm\nC6KhEF/LyhtsUCAzGJL6fKlBT6lQeYyJRODvMkNRUZHS9QvtfpGRUGCRJJc3BF8gQvUVHIkVcKvQ\n3OFANJqbBdyN/TsWNHE7M6iAmztsEfZYU6GA/nSoaBR+s4WvZeWNQAo1FkCsgDvi8yHs9XG5LDJO\n+Lu7Y8MtU0iDAgCRXA5RgTLeTIAQgAKLpFlssSJjCiy4U19VCG8OF3A3tjug18hg0CoyvZS8RIEF\nd+KtZhO4MGGPpUF5qQvabIBAAIkuuZsUEiq6zWvxwu0UAwsgVsBN30dkMAoskkStZrnH1lnk4gRu\nW58fVqef0qAyiKZvc8dr6oDUoIc4ganPA7MsKLBIVdBqhUSrHVNHrpGwLWfpgjA/JTLc8lSkeh3C\nLjeiwWDK5yK5gQKLJFms1GqWa2xg0ZyDg/Ia2/oLt2l+RcYYaMeCExGfD8He3oT73ysosOAEwzAI\nWm1JFW6zBlrO0mCzfDSw48hFYNH/vUTpUKQfBRZJstgpsOAaW8CdizsW8Ynb1bRjkSk6Ciw44evs\nAgAoq8ZeXwEA8tJSCMRimmWRoojHg2gwmHR9BQBI+4u+qYA7P/k6OgGhEIqyUw+3PBUakkdORIFF\nkmg4HvcUMjEqS9Q4loMF3PHAgnYsMkavkQGgwCJV3vb+wu0E73ayU7q9pg4wTG79fKfTQEeoFAIL\nPaVC5TNfRyfkJcUQSqUpn4u+l8iJKLBIksXqhVopgVJOMyy4VF+phS8QQUePO9NL4QzDMGhst6PM\nUAC1MvVf5CQ5ErEIaqWUAosUpZKfragoR8TjQciZu/Nq+BbvCJVkq1mALgbzWdjtQcjh4KRwG6Dv\nJTIcBRZJiEYZdNu9tFvBg/qq3KuzMFu9cHlDtFuRBQw0fTtlvvbEW82yqM4idfHhePrk0yolGjUE\nYnE8SCH5Y2Didur1FcCgeh1KhSL9KLBIgsMdQCgcRam+INNLyTnxzlA5FFg00sTtrKHXyOHxh+EP\nhjO9lHHL19EBkUKR1IVtvDMUtZxNGntnOJUaC4FQCKleRzUWeYjzwEJPQ/LIUBRYJIE6QvFnYrkW\nQgHQbMqdVImB+goq3M40XX+dhb0vkOGVjE9MJAJfZxcUlZVJTexlL2aogDt5bCenVFKhgFhgErTb\nwUQiXCyLjBNczrAABk/fph0LEkOBRRLY4Xg0w4J7cpkYVaVqNJsciORIAXdjuwNCAVBXoc30UvIe\nDclLjd9iiU3sTbL/PQ3JSx17AZdK8TbQn8ISjSLk7ONiWWSc4HKGBQAIJRKINRrasSBxFFgkgVrN\n8quushD+YAQd3a5MLyVlkUgUTSYHqo0ayGXJDbMi3InPsqA6i6SwAYEyyYsSsUoFiVZLNRYpCFht\nEEqlEBWklopLRbf5yWvqgEiphKSQu9RcqV5HOxYkjgKLJFAqFL/YIuemHEiHau92IxCMUOF2lmCn\nb1tpxyIpXlPqdzsVlRXwd/fQpN4kBW1WSPX6pFLRBmMDCyrgzh9MJAJ/lxmKioqUv38Gk+r1iHi9\niPh8nJ2TjF8UWCSBnWFBqVD8YAu4m3KggJsmbmcXdkienQKLpPg4CiwQjcLXZeZqWXkjGg4j5HCm\nNHWbJWOH5Nlo+na+8Hd3x1IZOaqvYMULuGn6NgEFFkmx2LzQqWWQSUSZXkpOqi3XQCgUoCkHJnBT\n4XZ2oRqL1PhMpvigu2RRnUXyQnYHwDCcBBbxNqG0Y5E3uC7cZg2k1VFgQSiwSFgkEkWvw0dpUDyS\nS8WoLlXjWKdz3BdwN7bbIRYJUVOmyfRSCACdmgKLZDEMA6+pA/IyI4Ti5OuFBjpDUWCRKC5azbJo\n/kD+4bpwm0UtZ8lgFFgkyOr0IxJlaIYFz+orCxEIRmAaxwXcoXAErV19qKvQQiKmH7VsIBELoVVJ\nYaXi7YSFnE5EPJ6U+98raUhe0tgLN1mKrWaBQXeZrZQKlS/iqYwczbBg0Y4FGYyudhI0UF+hyPBK\nclt9Zaw163hOh2rp7EM4wlB9RZbRa+S0Y5EEduK2sirxiduDyYqLIZBIaJZFEthCay5SoUQyGUQF\nBXSXOY/4OjoBgQCKsuRTGUdCHcbIYBntf9nS6cTvXtkFfzCCF36yJP74f77uwKubj8Ji80KtlODs\nmeW45bKp8bu+721twXtbj8Hq9KOqVI1Vl0/DtImp38EZCzawoB0LftWznaHaHbhwbnWGV5Oco200\ncTsb6TRytHT2wRcIQ0EtgMfMy9HdToFIBEV5GXymDjAMw2l3mlwXH47HQSoUEJuFQV2h8oevoxPy\n0hIIpVJOz0upUMkJ9PSi+c/PwXWkEUKpFIb5c1F7+20jppr2bv0Cptdeh99sgdxYiqobrodhwfz4\n867GJhx77nl4W49DoitE5TVXw3jJxen868RlbMfik69M+NUL21FVosbgt5WWTieeemUXVl46Ba/+\n5jL85lsL8eVBC1798AgA4MuDZrz8/kHce93pWPvIpbhobjV+/cI2OFzpmaTLBhZGqrHgVW25NlbA\nPY47Q1HhdnYyUGeopPhMsR0LRYo7FgCgKC9HxOej1IkEcVljwZ4n4vEgEqBJ9Lku7PYg5HBwXrgN\nANLCQkAg4PXnORII5FyL6sOPPwmJVosz//wnzHz8UfQdPoK2deuHHedpbUXj/zyNquU3Yt7LL6L6\nphtx9Pf/A29bG4BYN66Dj/waxqVLMH/dS5j0wL3ofPc9BHozk+aYscCCYRj8/oHzML3OgMHluc0m\nJ1RKKeZNM0IgEMBoKMDpk4vR2hmbDvr+5624cG41pk4wQCIW4pIFtSgqVODT3aa0rJudul1qoMCC\nTzKJCDVGNY519iESiWZ6OUlpbLdDIROjoliV6aWQQdjOUDTLIjED+dmpX5goqM4iKWwHJ/YOcaoo\nhSV/xAu3Oa6vAGK7kJJCLa/fRwd+8SsceORR3s6fbq7GJriPtaD2tlsgViohKy5G5TevgWXT5mHH\nmjduRuEZs2CYPxdCiQT6eXOhnTUD5k0fxZ9XT56E0osuhFAigXbaNMz+0/9CVpSeTJ4TZSywWHxm\nVbyn/GCzJhUjFIrgsz0dCIWjMFs92HO0B/OmxXICj3U4UNeff8+qqyyM3x3mm8XmhVAAFBVSjQXf\n6isLEQxF0N7tzvRSEub1h2DqdqO+shBCIaV6ZBN2SB5N306Mr6MDUr0eYmXqN1UosEhOwGqDRKuB\nUCLh5HzUcjZ/8BlYALEgNWi1gWG47+QYDYfhOnIU7qZmXs6fCZ7mY5AVFUGiVscfU02cgLDbM2zG\nj6e5BQUTJw55rGDCBLibmgAAfQcPQV5WhsNP/A7bblqJ3fd9B9Zt2/n/S4wi64q3i3UKfH/lHPzx\nH3vwzR+9i7se+xDT6wy4eH4NAKDPE4JKMTQ/UKWQoM+Tni2ybpsXhkIFxKKs+9LlnIE6i/GXLtFs\ncoJhgMlUX5F12JazdhcFFmMV8fkQ6OnlrE3lQMtZKuBORNBmg1TP3V1ICizyB18zLFhSvQ7RYBAR\nj5fzcwd6eoBoFFG/HxEv9+fPhJDLBbFqaK2uWBULMsJ9fSMcOzTzQaJWx48LWq3o+fenKF1yIeat\neQHGSy/Bkd/+Pl4Xl25ZV7nYbnHht2t34YEbz8C8qaXo6PHg8b/twJtbGnHN+ZMAIKmI1eFwwOEY\nvqtRWFiIwsLhF38jHR+KRGF1+jGtbvgvdi7OT8cPPb5A5AMAfHWwHfUlTMbXk8jxe492AQC08hBa\nW1szvh46fuB4Q/+OxeCWs+Np/Zk4vvvIUQBAWKvh5Pv5xCF52fb3zcbjbWYzon4/wgp5/N8g1fOz\nQYqzowOeQf+ufKyfjs/s8b1HGwEAvUwUdo6+fwYfH+jfRWvZvw+S/gGaXJ2/t7Ep/v8t+7g/P9/H\njyqRS9mRrnvZxhcMg8LZp0M3+wwAQNlll8D8wUZYP/8Cyuu/mcCLcCPrAosPd7ShvlKLhTNjbzy1\nZRpctnACPvjiOK45fxK0Kilc3qG7E33eIArVspOeN9F/8JGO7+xxgwFQohueCsDF+en4occvmK2G\n6PUmdDujqK2tzfh6Ejm+vSd20bpw9mSUjKHQP9vWn8vHhxELWAe3nB1P68/E8SKHEwBQOmUKyk7x\nsziW84uVSkj1+nh6Rrb9fbPxeKnLjS4AhZUVnP0+lPXvWAi93lOeM5nz0/HZc7zAbodIqcTEGTNO\n2YktmfMbamrg/XwbiuUKFHL8fi12Dcyz4uP8fB8/EolWg5Br6Jwu9mNJoXb4sSPsYki0seMkOt2w\nHQ1ZSQmC9sxke2RdPk+UYYZNW45EmHhgVl9ZiKMn1FM0ttlxWg3/nXeoI1R6SSUi1JRp0NLpRHic\nFXA3ttuhVUlRrKNanGxTqJZBIKDp24ngY2KvoqIcgZ5e6kg0RvFWsxwMx2NR8XZ+YCIR+LvMUFSU\n89beeaDlLPcXs4NrDnLle1VVX4egzYbgoJ0Pd2MjJIVayEtLhx3raW4e8pj7aCPUp00GACirq+Bp\nbhnyfMBigay4mKfVn1zGAgt7nx+9Dh88vhCiUQZWpw+9Dh/mTCnFoRYbvtjXiXAkClO3Cxu3HceC\n6WUAgG8snIB/7zLhYIsVwVAE73zaDI8vjEVnpN4C8VTiMyyoI1Ta1FcWIhiO4sjx8VNn4XQH0G33\nYVKVjnr0ZyGxSAitSkbF2wmId4TiMrCorAAYBv7OLs7Omcu4bjULxO6EQiikGosc5+/uBhMO81a4\nDfAbpPoHBRa5MndFNXEi1JMnoXXNywh7vfCbzTC99gbKLrsUAPDVPffBuf8AAMC49GI49x2Addt2\nREMh9G79HH2HDsO4NDb/rezSpXA3N8O8cROiwSDMH2yC39KN4kXnZeTvlrFUqO89/Sl6HLGUBAGA\nVb/eBAGAv/xkCR66aTb+vukI/vD3r6AukOG80ytww5LTAABnnFaCO66cjqfWfQVHnx8TKrT4xX+d\nhQIFN10yToaG46XfGacVY9P24/j5nz/HNy+cjGvPr4dUIsr0sk5qYH5FalulhD96tRxd1vHXbSxT\nfCYTRAoFpxe1bJ2F19SBggm1nJ03V7F3gmUcTN1mCUQiSHW6nLkLTEbGd+E2wO+Ohb9r4OZDLn2v\nNvzw+2ha/Sy+XHUnRDIpSi68AJXXXQsA8HV2IeKP3fxSVlVi8vcewvGX1uLI7/4ARXkZGh7+AeT9\ntSbK6mo0/PB7aP3bWhz7y1+hKC/D1F/8hNPfFYnIWGDxwk9HnwhYolPivJPsQCw9qwZLz6rhY1kn\nxQYWI9VYEH4snFmO7998Jl74536s23gYH+9sw91Xz8ScKaWn/uQMaeyfuD25mgbjZSu9Vo5jnU54\n/SEo5fzflBjPmEgEvs4uFEyo5XQHbqAzFLWcHYtAPBWK24sFqUEPz7EWMNEoBMKsy44mHOAjlfFE\nfO1YMJEI/JZuyI1G+M3mnNpdk+p1mPrTh0d8buHbrw/52DB/Lgzz5456Lv28udDPG/35dKLfIgno\ntnkhFgniffAJ/wQCAc47oxLP/PBCLFtUh267D488vw2P/nV7PNDLNkdpxyLrsUPyqM7i1PwWSyyN\nopLbdFOaZZGYgeF43AYWMoMeTDiM8AmFpCR3DAy35C+wkGj60+o43rEI9FrBhMNQTa6HQCLJqR2L\nXEWBRQIsNi+KdUqIaOBZ2inlEtxx5XQ8/dBiTK8zYPsBM+554iO8uvkIgqFIppcXxzAMGtvtKNEp\noFWdvFMZyRwKLMaOvShRcny3U1ZUBKFUSrMsxihos0EgkUA8aKAWF9hAJVdy18lwvo5OQCCAoszI\n22sIhMJYWp2d2+8jNg1KUVYGqZ7S9sYDCizGyB8Iw+EOoJTSoDKqpkyD//ethfjuTbNRoJBg7QeH\nce/vtmDXYUumlwYA6LH74HQHMamK0qCymV4TC/qogPvUvDwUbgOxCxFFRTl8pg4w0fHV9S0TglYb\npHruG0JQZ6jc5+vohLy0BEKp9NQHp0Cq1yNos3M6Hdtvjr23y8uMkBkMCNodYCLZczORDEeBxRh1\n26kjVLYQCARYfGYVnvnhhbjyvImw2Lz45V+24f+t2YHuDKdHUeH2+DCwY0GtTk+Fj45QLHl5OaKB\nQE7lTfOBiUQQdDgg47DVLGtg+raV83OTzAu7PQg5HLwWbrOkPKTV+fp3LORlZZDodEA0imD/XB2S\nnSiwGKOBjlAUWGSLAoUEd141A//z4CJMnaDHF/u68K0nP8Y/PjyKUDgzdzQa22P5pZOqKbDIZmyd\nFKVCnZrP1AGBSBTvQMIlZR7VWaRylzXocALRKOf1FcDAXAwK7nIT+7MlL+evvoI10BmKu+8lttWs\noswY73JEu2vZjQKLMaLAIntNKNfi8W+fgweXz4ZSJsbL/zqEe3+7BTsOmOH1h9K6lsZ2BwSC2PwN\nkr2oxmJsGIaB12SCvMwIoZj7JoL5UsDdu/VzbLvpFjgPHEzq8wdmWHCfYjmQCjV+ZgWRsWN/triu\nkRoJH99LfrMZIqUSYo2G0vbGiYy1mx1v4q1mKbDISgKBABfMqcK8aUas23gY7/3nGH6cYQeEAAAg\nAElEQVT91+0AAJ1ahooSFSqKB/1XokKpXgmxiLvYOhpl0NjuQGWJilqYZrlClQxCmr59SiGnExGP\nB4rp03g5P9ulhq3jyFV9Bw8h6vejefWzOP1/noJQktjvBz6mbrMGLtYoFSoXpWOGBYvrHQsmGo1N\nDK+qhEAgGJS2R4FFNqPAYoxox2J8UCkkuGvZDCyZV43NO9pgsrjQ0evBgWNW7G8e+sYpEgpgNChR\nfkLAUV2qTqqjU0ePG75AmAq3xwERO32bAouTineEquK21SxLUV4We50c7wwV6OkFEPt6drz5Nqpu\nuC6hz+er1SwAiJUKiBQK6gqVo9Ixw4LF9Y5F0G5HNBiE3BibWyWlVKhxgQKLMbLYvJBJRSikFqLj\nwoRyLe5aNiP+cSAUgbnXA1OPG509bpi6Y3929LjR0WPBlxjoKiUUCnDOrHJcvbg+oZSmeH0FFW6P\nC3qtHKZuNxiG4bzTTq7wtpsA8Nf/XqRQQFpUFA9gclWgtxdCqRSiggK0v/YGis5dCEX52O8gx1Oh\neJqkKzXo6S5wjvKaOiBSKiEp5P99ietUpYH6irKh56fv1axGgcUYWWxelOiUdAEyTskkItSUaVBT\nphn2XJ8niI5uNshw48uDZny6uwOf7u7AzPoiLFtUhzMbSiE8xfySxjbqCDWe6DVyNJuc8PrDKFBQ\n6tpI0nG3U1FRDufXexHx+SBSKHh7nUwK9PRCWlSEmpuX48iTT6H52b9g2iM/H/P7CXuhJuMrsNDr\n4TN1IBoM8t6SlKQPE4nA32VGwYTatFy7cJ0K5Y93hDL2n592LMYDCizGwO0LweMLYUotP7/USWZp\nCqTQTNBjyoTYv+8tl03B7iM9eOuTJuw52oO9Tb2oKlXhqvPqcf6ZlZBKRCOep7HdAZFQgAnl2nQu\nnyRpcAE3BRYj87E7FjwGFsrKCji/3gtfZxdUdRN5e51MiQQCCPf1oWBCLQxnL4DuzDNg37UbPZ98\nhpLF543pHAEeU6EGnzdot0NeWsrLa5D083d3gwmHeZ24PZhYpeqfjs1NKpSvf8eCDSxEMhnEKhUF\nFlmOukKNQTfVV+QVgUCA2Q0l+PXdZ+Pp7y7GBXOq0NXrwf+9tgd3PLoZ6zcfgdM9dP5BKBzFsU4n\nJpRrRg08SHaJBxY0JG9Uvo4OSPV6iJX8/e5ji0pzNR0q2Bur7ZIVF0EgEGDi3XdCKJWi9a9rEHa7\nx3YOqw1itYq33QQqis1N6SzcBmLvnVxOx/ab+wMLY1n8MaleR/VAWY4CizGw2DwAKLDIRxPKtXhw\n+Ww8/5MluPb8eoTCEbzywWHc/uhmrH7ja3T2xC4Mjpv7EApHqXB7HIkHFi4KLEYS8fsR6OnlveiT\nvZuaqy1nAz09AABZcTEAQF5aiqobr0fI6UTrS2vHdI6gzcbbbgUwkGJFF2y5JZ7KmKYdC6B/+jZH\n07H9XWYIpdIhbZalej0iHg8iARpuyoX33nsPX3zxRfzjHTt2YOXKlbjiiiuwevXqpM5JgcUYUKtZ\nYtAqcNvl0/DXn12MO6+ajkKVFP/6vBX//cRH+M2L2/HhjjYAVF8xnsSH5NGOxYjidzv5DiwqYx2n\ncrXlbIDdsSgaaBVbftUVUNZUw7JxM/oOHT7p50d8PkS8Xl5azbKk+v4hedRyNqewu4Dp6AjFkupj\n07FDfX0pnYdhGPi7zJCXGYfUh8QHOlI6VMreeOMNfPe730VraysAoKurC3fddRfa2tpQUVGB1atX\nY82aNQmfd9TAIhgMJvxfrqJWs4SllEtw5Xl1eO7hi/CDlXNQX1mIbfvNeG9rCwBgUjXtWIwXNCTv\n5OKtZnm+KJEa9BDK5fB35mbL2UBvrNWsrKgo/phQLEbdt+4GADQ/82dEw+HRP5/n+gpgcBtPGpKX\nS3wdnYBAAEV/jUI6cNVyNuTsQ8Tng7ysbMjj8QJx2l1L2SuvvIJbbrkFy5cvBwC8/vrrCIfDWL9+\nPZ599lncf//9eOeddxI+76jF2zNnzoRAIADDMAAwJGI88TG2XeOhQ4cSXsB4wAYWRgosSD+RSIhz\nT6/AObPKcbDFhrc/aUIkyqCqVJ3ppZExMvQHFlYKLEbkNbGF2/zMsGAJBAIoKsrhazeBiUYhEObW\nRvqJqVAszZQGlC5dAsvGzeh8511UXnv1iJ/Pd0coYHAbT9qxyCW+jk7ISorT2ulrSOemFJoxsB2h\nTgyKaJYFd1pbW/GjH/0o/vGWLVswf/58lPUHc7Nnz8Zzzz2X8HlHDSyWLVs25OP9+/ejra0Ns2bN\nQklJCRiGQWdnJ/bv34+6ujqcffbZCb/4eGGxeVEgF0OlpDZ8ZCiBQIBpEw2YNpG/NAXCD03/9G07\nBRYjSmcahaKiHJ7mYwj09EJeWsL766UTOxxPWjT8d0TtLTfDtm0H2tf/A0XnnD1iR6b4DAs+dyx0\nhYBQSHeBc0jY7UHI4YDuzDPS+rpctZz1n9ARauD8/alQ9L2aMpFIBGH/jRy73Y7Dhw/jBz/4Qfz5\naDSKSBK1MqMGFo8//nj8/99//320trbik08+gU43NNWju7sbd9xxB2bMmHHiKXICwzCw2LwoLyrI\n9FIIIRwSCQUoVMspFWoU3vb22AA7Hi9oWYMLuHMtsAj29kKs0UAkGz5cVaxSofb229D4h/9F87N/\nwdSf/2TYvIH41G0edywEIhEkWi3dBc4hbOG2vDx99RUAd6lQPnaGhfHEwCJ2DUqNBlJXXV2NLVu2\nYM6cOVi3bh0YhsGFF14Yf3737t3x3YtEjGnPefXq1bjtttuGBRUAUFJSgnvuuQd/+tOfEn7x8aDP\nE0QgGKH6CkJykF4rh83pj6d3khjr9h3wtZugPm1yWgZrsXUcudYZimEYBHp6ISsuGvWY4kXnQjtr\nJhxf7YZ16+fDnk9HYAHEUq0CVhv9LOQI9meJ7xqpE3G2Y2EeecdCRsXbnLn11lvxwgsvYN68efjj\nH/+Iyy67DFVVVQCAt99+G6tXr8aVV16Z8HnHNCDv+PHjUKtHzx3XaDRoa2tL+MXHg4HCbdqxICTX\nGDRyNLU74PGFKNWxX9jtRvMzf4ZALMaEO1al5TXjOxY51hkq7HIhGgwOKdw+kUAgQN237sLu+x7E\nsef/isIzToe4YOD9hu3UxKaA8EVq0MPd1Iyw2w3JSd7vyfiQ7hkWrIF6ndRToQRicTyQYEm0mlja\nHgUWKbvyyiuh1Wrx2WefoaSkBKtWDfy+N5lMuPHGG3HXXXclfN4xBRbFxcV4/fXXsWDBgng+Fisa\njeLVV1+FgcdWeJlksVJHKEJylW5QATcFFjEtL6xByO5AzcoVUFZXpeU15eVlgECQcy1nR+oINRJF\nWRmqrrsWbevW4/jadai7+874c0GbHQKxGBINvxf7gy8IKbAY/zIxwwIARAoFhHJ5yqlQ/i4z5MZS\nCERDB84KRCJIdYVUY8GRRYsWYdGiRcMev/fee5M+55gCi1tvvRWPPfYYdu/ejblz56K4v7uFzWbD\n1q1b0dPTgwcffDDpRWQzi50CC0JyFdty1t7nR41Rk+HVZJ79q93o/ngLCuomonxZ4lvgyRLJZJCX\nlsDXbkrba6YDW7h9slQoVsU1y9Dz6Wcw/2sjSs5fDPXkSbFzWG2Q6nW8d8sa3M2noLaG19ci/POa\nOiBSKiHRpXe2EhfTt0MuF8JuN9RTThvxeaneAE9LS7wjKUkewzD4+OOP8fXXX8NiseD+++9HRUUF\n2traUFhYCI0m8ffFMQcWWq0WL730Et577z1Eo1EAgFAoRF1dHe655554H9xcQzMsCMldNMtiQNjr\nRdP/PQOBSIRJ930bQvGY3h44o6iqhP3LXQj1uXi/O58uiQQWQokEdd+6G/t/8nM0r/4zZj31BCAQ\nIGS3Q1Vfz/dSB9p4UsvZcY+JRODvMqNgQm1GLrylej36OrsQDYeT+j3iN1sAAHLjyIXDUr0O7sZG\nhF0uSJK48CUxbrcbd955J3bv3g2hUAiGYeLpUM899xw+//xzrFu3DkZjYnNQxnwLZNmyZXjzzTex\nZ88efPLJJ/jkk0+we/duvPvuuzkbVACAxeoBQFO3CclFhv7p21aavo3WNS8jaLWi8pvXoGBCbdpf\nX9lfNOgz5c6uBTvDQnqKVCiWdvo0lFxwPjwtLejc8B5CTieYSIT3wm1goCiWuu2Mf/7ubjDhcNrr\nK1hsAXfI7kjq80ebYRE/v4GbOo589/TTT6O5uRlPPvkkduzYMaRxwz333AOJRIKnn3464fMmtLca\njUbR0dGBlpYWFBQUQDZC+7xcY7F5oSmQQiFL7907Qgj/aMcixrF3HywbN0FZU43K667NyBrYeRne\n9vaMvD4fgr2xu/9j2bFg1a66BWK1Gm2vrIfr8FEA/HeEArhrE0oyb6BwO731FawhQ/KSMNoMCxZ1\nhuLGpk2bcP/99+PKK6+ESqUa8lx5eTm+/e1vY8uWLQmfd8yBxauvvoqFCxfi0ksvxapVq2Dqv6v0\nzDPP4NFHH034hceDaJRBt91HaVCE5CidJnZzxN4XyPBKMifi96Pp/1YDQiHq7/s2hBJJRtbB7lh4\nc6jOItDTGys2LRx7nrtEo0HtqlsQDQTQ/Gxs6m06ZokMXAxSKtR4l6nCbdZAy9nkglRfPLAYPRUK\noN21VPX29qKhoWHU5ysrK+FyuRI+75gCi3/+85/4xS9+gYaGBvzsZz8bsl1SUlKC9evX429/+1vC\nL57t7C4/wpEoBRaE5ChtgQxCoSCvdyyOv/wKApZuVCy7EupJ/Ofyj4bdscilAu5Abw+kBsOwzjan\nUnLB+dBMn4aQI5ZKcmLLTT6ICpQQymSUXpID2LbNijTPsGBJdanuWHRBIBJBXlI88vlT3BEhMUVF\nRTh8+PCoz3/99dfxZk2JGFNgsWbNGlx77bV48cUXsWLFiiHPXXvttfjv//5vvPrqqwm/eLYzU6tZ\nQnKaUCiAXi2DNU8Di76Dh9D13r+gqChH9fIbMroWsVIJqcGQlh0LhmHgPHAQ0VCIt9eIhsMI2h3/\nn73zDo+qTNv4faa3JJNJJwlpNOmIgAoqRkFhLYiiq2tHbAiKde0VRSyLiktHUPTDthZE1rbuKoqK\nKE2QJKSQNiFtkun1fH/MnElCZpIpZzIzyfO7rr2WzLx5zwvC5Dznee77hjQ1+KKAy7ZgPMJX7glt\nJGEYBpIUDRUW/QBzbR3AMH41CpHGq4EIYxRKmpbmtyCX0CgUL5x77rl49dVX8cUXX8DpdHpfNxgM\nePvtt/Hyyy9jxowZQe8bUGFRXl6OCy64wO/7U6ZM6ZcBecfJapYg+j0DNX3babWi9LV/AoB7BEoS\n/RwPRW4ObM3NcJhMEb1O2779OPjQo2j48quIXcPW0gK4XJCG8MQPABQ5Oci79m+QpKRA0Uf2r9K0\nNNjb2iL+509EFnNtHaTpaVH7Nx2OXsdhMsHe1uZXX+He3zNqRUVwWNx1110oLCzEnXfeiXHjxgEA\nrrzySpxyyil4+umnMXLkSCxevDjofQNSJItEIlgs/p/otbe3QyaTBX3xWIdStwmi/5OcIIPDqYPe\nZEeiMvo3131F9db3YKmrQ9aFFyDxJP9ztn2JPDcHur37YK6p9eY4RAJ9SSkAwFhRFbFrBGM164/s\niy9C9sV9lyeiLMhH2779MFZUIGnUqD67LsEfDoMRdp0OyRMnRO0MHRqL4G/8LdqehdsAIFQoPCF8\nVFiEg0qlwttvv40vvvgCO3fuREOD2+Y3KysLU6dOxcyZMyEMcowTCLCwGD9+PNasWYNJkyZ1U463\ntLRgxYoVmDAhen+JI4U3dTuFOhYE0V/ReCxnK+vbkJ2m6mV1V8QiIRIU4rgLadKXlKL2408hy8xA\n3tWxYxeuyM0B4HaGimRhYaysBACYPbaWkYArLCQhjEJFC1VREQDAUFZOhUWcwgm3ZYOio68A3IGX\nQqUSttbgOxaWevfNrdyPcBvgQvhobC9cdu/ejZEjR2L27NmYPXt2t/crKipw5MgRnH/++UHtG1Bh\nsXjxYlx99dWYPXs2pk2bBgBYt24drFYrvv/+e7Asi6VLlwZ14XiA61ikqeVRPglBEJGCy7J4eNWP\nIX2/Ui5GdpoSg9JUyElTITtdhew0FbJSlZBJYs+m2mW3o+y11wGXC0PuuB3CGOo2d2RZ1Eb0Olyn\nwlIXucLC1sR1LEIbhYoGqiGFAADj0fIon4QIlQ5HqOhkWHCEmr7NZVj01LHg9m+vq4PLbo+ak128\nc8011+DDDz/EKD8PEUpLS/HQQw9FprAYO3Ystm7din/84x/Ytm0bAGD79u2QSqWYMmUKFi9ejNGj\nRwd14XigocWIlCQZJOLgW0EEQcQHZ5+cC22TCTaHs/fFJ2C1OVHXZER5bTtKjnUPg0pVy5GTpsKg\nNKW34MhOUyEtWQGhIDpdjur3PoDpWDUyZ52HpDGx9bktz+noWEQKp9XqvXmxtbTAabFEpLiycoVF\ngOF4sYAsMxNCuRyGo0ejfZR+B8uycJpMsOvaYNPpYNe1wa7TuX/d5v61XdcGW6sOYF3Iv/F6pJ5+\nWtDX4TIsFFFyhOKQaDQwV9fAZbMFpfUw95JhwcE5pdl1urgq3mOBlStXen/97rvvIj09vdsal8uF\nb775JqRufMCP00aOHIl169bBbrdD57HAS05OhkgkgsvlgsPhgCiE6PZYxe5woUlnxkkF8dPGJggi\neNI1Ctz51/BGOZ1OF463mlHbaOj433ED6hoN2FvaiL2ljV3Wp6rlWPVAcZ93NAzlFaj98CNI01KR\nd+01fXrtQBAnJkCclBRRy1nTsWqgk1DfotVCmZ/P+3X40Fj0NYxAAGVRIdr/OASn2QyhnLr1oWJv\nb0f5mvWwNDR4Cog2sL24kDFCIcTqJDj0BhxZ/hLst9yErFnBPS2OdoYFh1fA3doKWUZGwN9n0WoB\nhun1ezjnKWtzCxUWQXLw4EH8/vvvAID33nvP7zqhUIhFixYFvX9AP9XOOeccrF69GkOHDoVYLO7m\na/vFF19g2bJl+N///hf0AWKVRp0JLpYcoQiC6B2hUICsVCWyUpU45aSuPxDNVgfqm4yoPW5AbZMB\n3++txTGtHo2tZuRmJPTZGV0OB8pefR2s04mihbdBpIjNm0Z5bo77xtZqhVAq5X1/Y0Wl+zo5OTDX\n1MBcVx+ZwqKpCUK5HCJlfJl/qIoK0X7wDxgrKpE48qRoHyduadr5I5p2/gBGJII4KQnKvMEQq9UQ\nq5Mg8fy/OKnT18lqiFQqMAwDw9FyHHryGZSvXgdbSysGX/XXgJ8cm2pqIVQoIE4OPJQxEnQOyQuq\nsKivhzQttdfxJnKGCp3Vq1fD5XJh5MiRWLVqFYYO7a5nYxgGGo0G8hAeLvRYWNTV1YFlWdTW1qK2\nthZKHx+QTqcTe/bsQXNz/0rr5DIsMlPi64cCQRCxhVwqQmF2EgqzkwC4u6HHtHq0G219eo7af30M\nY0UF0s8tRvKE8X167WBQ5Oag/eAfMNfWQVVYwPv+pkq3viLltCmoeb8GFs/oBd9YG5viqlvB4RVw\nHz1KhUUYcM5j4//xIhSDc4P6XlVRIcY8/ywOPfE0at77APZWnTvXpBeHHtbphKVeC2VBftQNJUIJ\nsXNarbA1tyBp7JgA9qcsi3AQCATYvHkzRo8e7fPePhx6LCyKi4u9v7711lt73OiUU07h50QxQkOz\nEQCQSY5QBEHwSILCPW/cbrT22TVNx46h+t33IU5ORsEN1/fZdUOBc4Yy19REpLAwVlUBDIOUU6eg\n5v0PYY6AgNthMsFpNEI6Yhjve0caZZFbwG0oIwF3OBhKSiBUKEJOv5ZnZWLM80tx6KmlaPjqa9jb\n2jDs3iU9dvEsx4+DdTiiLtwGQrOctWjdjlCyHhyhwtmf6IpAIMChQ4d6XMOyLCZPnhzUvj0WFj/+\n+CP27NmDRYsW4fLLL/cZ7c0wDNLT031aVcUz3o4FZVgQBMEjXFZGX3UsWKcTpa/+E6zDgSG33wKR\nKrY/0zoE3PzrLFiWhamyCrKsLCjyBgMM4xVy8wnnCCWJI+E2h3xQFgQyGQm4w8BhMMBcW4eksWPA\nCALKIfaJRK3G6Geewp/LlqPll93447EncdIjD0Kc4HuEkhNuR1tfAYQWkud1hMrsfXTKm+5No1Ah\nc801vevsGIbB4cOHg9rXb2HR0NCA5ORkzJgxA5dccgluvPFG5EdgDjVW0bZ4Ohap1LEgCII/+rqw\nqNu2HYbSUqSddSY0kyf1yTXDwWs5GwFnKFtTMxwGA5LGjoFALIY0LTUio1DWJvdocDw5QnEwAgFU\nhQVo//NIxByz+jv60jIA4CWLRaSQY+SjD6H01ZVo+m4nDjz4CEY9/qjPMbtYEW4DIXYsPP8We8qw\n8O6fTB2LcHn88ce7vcayLBobG/Htt98iOTkZV199ddD7+i0sZs6cic2bN2P8+PH46KOPQto8ntE2\nmyCVCKFW8S8eJAhi4NLXhUXDV99AIJOh4KYb+uR64SJOVkOoVMBUzX+WhbHKra9Q5ucBcI9ctO3b\nz/sNtLXR7QIWjxoLAFAWFaH90GG3gDtGUtnjCf2REgBAwnB+RuEEYjGGLbkT4iQ16rd9hv0PPIRR\nTzzaTbvB5b/ExChUcod4O1ACtZoF3H8m4qREWKljETJXXuk/HHXx4sVYsmQJqjyfmcHgt7AQCoXY\nuHEjpk+fDgD49ttvUVpa2uNmc+bMCfoAsQjLstA2G5GpUURdAEUQRP+irwsLh74d0hQNxImJfXK9\ncGEYBoqcXBjKyngPv+KE2wpPYSEf5C4sOMErX3itZuOwYwF0BOUZjpZTYRECBo9wWzWMP40NIxCg\nYP71kGiSUbX5LRx48BGc9MiDXf77mGvrAIaBfFDvT/wjjUAshigxMUiNhaewCGAUCnALuM319WBZ\nlu7VeIZhGMybNw+PPvoobrzxxqC+129hcdlll+HNN9/El19+CaBroIa/Q/SXwsJgtsNkcZAjFEEQ\nvNOXhQXLsnAYjJBlRv9GIxjkuTnQHzkCS702aEednjBWVgKA116WezJqrq/nt7DgRqHitGPBOUMZ\nSWcRNCzLQl9SCml6OiTqJF73ZhgGOXPnQKJWo/S11/HHY09i2L13I2WKe8TRXFsHaXpaUIF0kUSi\nSYb1eGPvCz1Y6rWQaDQBdw8lKRoYKyrgNJshUtDYOt8YjUa0hDBq5reweOihhzBv3jy0trbi2muv\nxZNPPjlgNBZajyNUBjlCEQTBM3KpCCIhA30fFBZOswWs0wlRgiri1+ITzhnKVFPDb2FRUQWhXA5p\nutuIhJvltvDsDGVtbAQYBpKU+AxY7RBwkzNUsFi0DXDo9VCPGxuxa6QXT4c4KRF/Pv8i/ly2HEW3\n3YLU00+DXadD8sTwwj75RKLRwFRZFVDYostuh7WpKagOWecsCyosgmfnzp0+X3c4HKitrcWGDRtC\nuu/v0RWKC82YM2cOpk2bhmw/giCbzYb29vagLx6rkCMUQRCRgmEYJColaDdFvrBwGPQAAJEqPgsL\nPhO4XTYbzHV1SBg+zDs2IfOMjJh5doayNTVBrFbzOsbVlzBCYYeAO0JBhf2VjjGo8IXbPZE88WSM\nfvoJHHr6WRx9fRXa9u0HAMgGRV+4zeG98W9t7TVozdJwHHC5AtJXePf3FO625mbvZwYRODfddFOP\n76tUKjz55JNB7xtQ8vayZct6fH/Pnj2455578OOPPwZ9gFhESxkWBEFEkESlFI06c8Sv4zAYACDm\nLWZPxGs5W8NfYWGqrgFcLq9wG4A7EVgg4NUZinW5YG1qhrKA/wyOvkRZWNAh4B4xPNrHiRu8wu0I\nFxaAWxw+ZtlSHHryaTTt/AFAbAi3OTpbzsoH9XwuTl8RiCOUr/2J4Hn22Wd9vi4QCJCYmIhJkyYh\nwY+1cU8EVFgA7pbJZ599Bq1WC5fL5X3d5XKhpKSkXwlnGloodZsgiMiRoJCgsr4dDqcLImHoPve9\n4dB7CosQfjhEE2laKgRSKa8dixP1FYBbYCpNTeU1JM/e1gbW4YhbfQVHh86inAqLINCXlIIRiaCM\nQLijLxQ52Riz7FkcevJpmKqO8aoVCpdgLGe9GRbBdCwoJC8s5s6dG5F9AyosduzYgSVLloBhGCQl\nJUGn00GtVkOv18PpdGLcuHGYP39+RA4YDbiORbqGOhYEQfAPJ+DWm2xITohcTkBHxyK+RqEYgQDy\nnByYjh0D63SCEQrD3tNY0dURikM+KAu6vfsCmgMPBK8jVLwXFp2coYjAcNntMFZUQJmf16fjY9IU\nDcYsexaGsjLeLG75wNtRCMAS1hKE1SyHlBuFosIiZGw2G0pKStDe3t6ladCZadOmBbVnQIXF+vXr\nMX36dLzwwgtISEjAiBEjsGnTJhQUFGDLli3YtWsXzjjjjKAuHMtom03QJMogFYf/w4wgCOJEOjtD\nUWHhG0VuNoxHj8JyvBHyIG42/GHy+LErBg/u8rosKxPYuw8WbQMvT3vj3WqWQ56dDYFUSgncQWAs\nrwDrcERcX+ELkUIO9dgxfX7dnugYVer9xt+bYZEZjMbCvT9lWYTGvn37cMstt0Cn0/ldw2vydmcq\nKytx7733dpu1kkqlmD9/PrRaLZYvX+4zxS/ecDhdaNSZMSIvOdpHIQiin+LtWETYGYobhRLHmSsU\n0DWBO9zCgmVZGCsqIcvMgEjRtSsh88x0m+v4sZy1NvWPjgUjFEJZkA99SSkJuANE7xFu94W+Ih7o\nGFXqXQNhqa+HOCkxKHcnUUICGJEooI4I0Z3nnnsOALBgwQLk5ORAzJPZRECFhcvlgkDQMQcsl8u7\nVDgzZ87EkiVL+kVh0aQzw+ViSV9BEETE6Kssi3juWMhz3O42pppaaCZPCmsve6sODr0eiaNGdr+O\nxxnKwpMzFNexkMR5xwJw6yz0fx6BqbIqpkZsYpWOwoL+rABAolYDDNNrx4J1Ohbo2DMAACAASURB\nVGE93gjVkCFB7c8wDCQaDY1ChciRI0fw1FNP4cILL+R134BUgyNGjMCWLVtg8PyQys7Oxtdff+19\nv7GxEUajkdeDRYv6Jo8jFOkrCIKIEAl9VFjYveLt+CssOncswqVDuJ3X7b3OIXl8YGtyB4JJ09J4\n2S+aKIvcAmTSWQSGoaQEIpXKa2M80GGEQojVSb12LKyNjWCdzqD0FRwSTTJsra1gnc5QjzlgUalU\nSE9P533fgDoWCxYswMKFC2GxWLBu3Tqcf/75WLlyJWpra5GVlYXt27dj9OjRvB8uGmg9jlAZ1LEg\nCCJCUMeid2SZGWBEIrdNbJgYK936Cp+FBWc5y5MzlLWxCYxYDHFSIi/7RRPOGYoKi96xt7XBom2A\n+uQJ/colM1wkGg3M1TVgWdbvn4s5BOG2d/8UDeBywd7W7h29IgLjoosuwo4dOzBlyhRe9w2osCgu\nLsbGjRtRV1cHAJg/fz4OHz6Mb775BgAwfPhwPPHEE0FfvKKuDS++vQcWmxMbHp4BADhQ1oSHV/8A\n8QkWjHf99WScMcHdGt/+QwW2/1CO5jYLcjMScMMFozCqkJ+E0wbKsCAIIsL0eWGhjL8HJYxQCHn2\nIJh6uSkJBFMl5wiV3+09gVgMaVoqbx0La1MzpKkp/eLmUpGbA4FEAiMVFr2iLy0DQPqKE5FoNDAe\nLYfTaPKbp8M5QgWTYdGxf4czVLwVFtbGJhxdsxb6I6UQSCRImTIJ+TdeD4Go+6150w+7UPP+B7Bo\nGyDLzEDuFZcj5TR3QVD6yms4/t/vunwfIxTi1K1berz+X/7yFyxfvhwLFy7Eueeei9TUVJ+fWxFx\nhQKA0047zftruVyO119/HQaDAU6nE0lJSUFdFAD+91sNNm0/hOGDk1FW012R/uHzvme+dh/S4q3P\nD+Gxm07F0NxkfLP7GJ7e8BNW//1cqBPCF5d5U7epY0EQRIRIVLo/q/QRTt92GAwQKhW82LVGA3lO\nDkxVx2Brag5LDG2srIRAJoMsw3fbX57Fj+Wsy2aDXaeDYnBsufOECifgNpQdhctmg0AiifaRYpa+\nDMaLJzo7Q/kvLILPsOjY311MWJtboBpSFOIpo8Ofy5ZDkZ+HiWteh9NoxOHnluPYO1uRf+3VXdYZ\nKytRuuJVDLv3biSfPB663/fiyAsvY9xLz3tc7hiknz0dQxcvDOr6nXMsuEbBiUTEFcput2PWrFlY\nsWJFt3EnVRjtdZZl8fKdZ+KH/XUo9VFY+OPzHytxzqTBGFngrlLPPy0fn+0sx3e/1+CiM8P/S6Vt\nMUIiEiCZhyKFIAjCF33WsdAb4nIMikORm4NmAKbq6pALC5fdDnNNLVRDisAIfMsKZVlZwN59MNdr\noQoj2Mza3AwAkKby00GPBZRFhdAfKYGx6hgShgYnrh1IGDzCbdVQKiw60znETjE41+eacEahOrIs\nmkM8YXTQl5bBUF6BkU88CpFCAZFCgZzL5uLoP1d3Kyy0X3wF9YRxSJniNrHQTJ6EpHFjoP3yGxTe\ndAMAFmCDP8PSpUsj0lnttbAQi8UQCASoq6vjVUcxfaLvv2AcL72zB3tLGsEAuGBaIeadMxQMw6C8\nVoczxneNhi/KUaO0OvDipCe0zSZkpCj7RRubIIjYRCYRQiQUoN1ojeh1HAYD5Dk5Eb1GJFHkus9u\nrqlF8skTQtrDXFML1unsFozXmc7OUGEVFv3IEYrDq7MoO0qFhR9Ylwv60jLIsjIhToyvlPtI09Gx\n8C/gttRrIVKpIE4I/s+Oy7IIxNI2ljAeLYc0NbXL71lVWACHwQhzvbaLxbbxaAXUJ4/v8v2qwkLo\n9h/oWFNVhf33PwRTdTVkmRkovGUBEkcM7/EMl156KU+/m64ENAq1fPlyvPTSS2htbcXUqVOh0Wgg\n8jEDJuGhTaqQiXBSvgZnTcjBXX89GYfKm7F00y9IUIgx6/QCtBvtUMm7XkclF6PmuCHsaxtMNhjN\ndows0IS9F0EQhD8YhkGiUhLRjoXLZoPLao3LDAsOuccZyhSGM1SHI1S+3zXck1Ju1jtUbN4Mi/h3\nhOLgErhJZ+Efc10dnEYjNJMmRvsoMUfnjoUvWKcTFq025AwZ7/5xlmVh1+u7jYaJVO4iw9HeDnQq\nLNxrVSesVbnXwd1xdTkcyL/2aogSElDz/oc49OQzmLh6JcQnSBXq6uqQlpYGsVjs1U33xqBBg3pf\n1PlsgSxasGABWJbF7t27/a4JZQ7LF0U5ajx/R0eK95ghqTj/1Dz859dqzDrd/SSJZYPv+eh0Op/p\ngmq1Gmq1GkBXfUUg64Pdn9bTelpP6zlkYkBn8N2x4GN/Z5v7h47Qh3A7Hv58ACBRqQQEAphrakPe\nn3OEapdKYPUUGSeu7xySF8752z0CXp3LCUtlZcz9eYayPjEnB4xYDEN5eUDrY+38fbHecEIwXrTP\nE0vrfXUsOq93tLSCdTjgTFBBp9MFvX8CNwrV3BzQ+mj8+fglmFvZHu57cy+/rMvXg/92JY7/579o\n/ulnZJ43s8t7xcXF+PDDDzFq1CgUFxf3etmIJW+fc845AV08UqRrFPh+n7uySlJJugke2022XoXb\ngfwH17Z0ZFgE+xeE1tN6Wk/rg1mfmlyLuuYmOJwuiE5wweNjf9OxY9DCd+p2PPz5cMgyM2E6Vt3F\nGSqY/TlHqKJTp/h1x5JlpLstZz0i0lDPX2Z3QA9g8KhR3jGuntYHu3+01ivz82GsqIDLbodALI7q\neRwmEw78/WFoJp2CvGv+xvv+oazngvFUnmC8aJ8nltbb4P4327lj0Xm9rl2PBgApQ4b43aO38wiV\nSthaWwNeH+z+4a73hTgpEXa9vstr3NdidVL3tZ7uROe1Yj9nYAQCSFJTYGvtXvwsXLgQaZ6O6sKF\nvYu9Q7m3D6iwWLZsWdAbh8rOfbVoabN0EWJXN+i9gXVDctQoqdbh3Mkd87Klx1r5EW6TIxRBEH0E\nJ+DWG21ITpTxvr83HC+OxduAW2fR8vMvsLe1uZN8g8RYWQVpelqPlrt8Wc5auVGofiTeBtzjUIbS\nUpiqjkXdeafmvQ9gqjoGe1s7Bl99VUzoIfUlpWDEYp85KQMdcWICGKHQrwbCouWsZoMXbnNINMlx\nNwqlGlIEW0sLbDqd93PNUFoKsTrJna1zwlrj0aNdXjOUlCJhuLuQrdi4CalnTPNqoFwOh9uW1ocL\n3qJFi3z+mk8CSt4GgLa2Nhw4cAA///wz/vzzT9hs4c0Gt7Zb0KQzw2i2w+Vi0dxmRpPODJFQgE3b\nD+HXww1wOl3YV9qI//xajb9MdY9B/WVqAf67pwaHKpphszvxyXdHYTQ7cNaE8AWKWk+GRQZlWBAE\nEWEinb7tMLg/z0QhCCJjCa+AO4SgPJtOB7tO16O+gkOelQV7qw4Okzno63BYG5sgSlCFZVkbi6iK\n3DoLwwk3N32Nub4eddu2AwDsOh1MVVVRPQ8AOK1WmCqroCosgEAsjvZxYg5GIIA4ORm2Vt83/hav\nI1ToaeXSlBQ4DAY4rZE1w+ATVWEhEoYNReWmt+AwmWDRalHz/ofImj0LAPDb7YvQdvAPAEDmeTPR\nduAPNP/0M1x2O5p++BHth/9E5nnu/DdLw3GUr1kPa1MznBYLqt56GwKRCCmnn+b3+p0xGAzQarWo\nq6vz+b9g6bVj8euvv+If//gHfv/9d7hcLu/rUqkUZ511Fu644w4M87T/guHeV79Do879Ac4AuOHp\nL8EAWPfwDNxyyRis/+QgGnVmaBKlWHDxaJw+1i0emTA8HfMvGo2X3vkNunYLCrKT8PhNp0IpD/8f\ndIOnY5GhocKCIIjIEmnLWYfB3VaP946F3FNYmKprkDQmOGfCjmC83p8kywa5LWct2nqoCguDPifL\nsrA2NYX15DVWUcZIAnflprfAOhzQTJ6Ell92Q7d3f0BFYyQxHi0H63RCRfkVfpFokmEsr/AZdBlO\nhkXH/h06jnj69zfigftQ9s/V2H3DAgilEqSfU4yceW6nJnNdPZwWCwD3w5Vh996Nqje34MiL/4B8\nUBZGPHg/ZJnu3+vQRbejYuNm7LvnfjjNZiQMH4bRzzwJobRniUBZWRnuvvtulJSU+F3Du8bi448/\nxsMPPwyVSoVLLrkEw4YNg0KhgE6nw4EDB/Dtt9/if//7H5YvX47zzjsvqAtveGSm3/fOOzUf552a\n38P7eTjvVP5bjtoWI5ITpJBJAs4NJAiCCAlvYRGhkDxv6nYcu0IBgCKHs5wNvmPBCbcDGVHhUn8t\n9dqQCgun0QiXxdKvrGY5FINzwYhEMJRFr7DQ7T+Alp9+RsJJI1B02y2ewmIfsudcFLUzAR36ioQQ\nHrAOFCQaDQwlpXDo9RAnJnZ5z1yvhUAm6+ZeFNz+nPNUc1wVFhJNMkY+8qDP96Z+/EGXr1OmTPLm\nWJyISKUKOhwPAB599FHU1NTg4osvRmZmpk+3V141FtXV1Xj88cdx5pln4oUXXvAZhnf8+HHcd999\neOCBBzBy5Ejk5vacTRHLOJ0uHG81Y/jg+IqEJwgiPuHStyPWsegnGgt5TjYAd8ciWLjCQpEXYMcC\nHc5QwcJlWISTEB6rCEQiKPPzYKys8gq4+xLW6UTlxk0AgIL5N0CiSYYibzDa/zgU9URwvedpb8Jw\n6lj4o7PlbOfCgmVZWOq1kA8aFJZWRuJ1hoovnUW0+fPPP/H4449jzpw5vO7rV2PxzjvvICMjAytW\nrPCbsJ2eno7Vq1cjLS0NGzZs4PVgfU2jzgyXiyV9BUEQfUKighuFisxcsLdjEeeFhVAmgzQ9PaQs\nC1NlFQQSSUBPMb0di5ALi0YA/SvDojPKoiKwDkdYmSKh0vDNf2CsqER68XSvQFU9bixcNhva/zzS\n5+fpjKGkFOKkREjTuwtlCTf+QvLsrTq4rNawxqCA+A3JizYpKSlIj8DfW7+Fxa5du3DZZZdB2suM\nllwux9VXX40ffviB98P1JZy+IlNDjlAEQUSeiGss+knHAgAUudluYbUh8CBUl+cmWJE3GIxQ2Ot6\naXqa23JWG1pInrdj0c8coTi4oLy+HodyGI04tuUdCGQyDL76b97X1ePHAQB0e/f16Xk6Y2tthbWx\nCaphQ2PCnSpW8ReSZ+ZBX+He31NYdMqyIHpn/vz52LBhA8zm0A0rfNHjKNSYMWMC2mTUqFGoD9Om\nL9p4MyyoY0EQRB/Q2W42EnR0LOL/YYk8Nxete36HqboGiSeNCOh7zLV1YB2OgMagALflrCw9LfRR\nqH6Yut0ZlUfA7ba9PLfPrlvzwb/c1rJ/uxJSz5NpAEgcNRKMSATd3v3AtX12nC6QviIw/HUsOEeo\ncHUR/vYneubKK6/E3r17MX36dIwbNw4pKb4fijz33HNB7eu3sDAajUg8QWTjD6lUCofDEdSFYw3K\nsCAIoi+JvCuUAQKJpFdnkHhA0UlnEWhhYQpCuM0hy8qC7ve9cJhMECmCe8jUkWHR/zQWQCcBdx86\nQ5nrtaj79DNI01Ix6OILu7wnlMmQMGI42v84BHu7HuLEvrdV1h/x6CvIEapHOm78u3YsvI5QmWEW\nFuokQCDotj/RM8uXL8cnn3wCAPjuu+/8ruOtsBhocBkW1LEgCKIvkEqEkIgEES0s4t0RikPuMQYJ\nxhnKWFkJAFAW5Af8PbKsTOB3d2hXsM5Q1sYmQCDwjn30NwRiMRR5HgG3wwGBDwcZvqnc9CZYhwN5\n113rs0BWjx+H9oN/oG3/fqROmxrx85yIoaQUYBioPLoPwjf+RqEs2gYA4WVYAAAjFEKiVsNKo1BB\n8a9//QszZszA/fffj8zMTIh5MmXo8ZNh7969aG3tvbVU6fkAj2e0LSaIRQIkJ/CfgEsQBHEiDMMg\nQSmJWGFh1xv6zbw/ZzkbjDNUhyPU4IC/Rz6oQ8AdbGFha2qCRKMJSM8Rr6iKCmA8ehSmY9VQFRZE\n9Fqd7WVTp53uc416/Dgc2/IOdHv7vrBgnU7oS8sgz87uMdWdcOu8GLG426iSuV4LgUTCSzEuSdHA\nWFnlMyuD8I3dbse1117Lu6Nrj4XF008/zevFYpmGZiMyNAoIBPQXkiCIviFRKfGOYfIJ63TCaTRC\nFMQYUCwjUikhTk4OqmNhqqyCJCUF4iCSx7knp8HqLFinE9bmFiQM79+z9qqiIjTgaxjLyyNaWJxo\nL+vvRlFVWACRSgXdvn19fkNpqqmFy2KhMagAYBgGEk1yl44Fy7KwaOshy8wAI/DrIxQwEk0yDKVl\ncOgNURmLi0emTp2Kw4cPY9Ik3/kYoeK3sHj22WeD2iieK0SD2Q69yY7heZreFxMEQfBEolKCirp2\n2B0uiEXh/3DlcBjdxUp/cITiUOTmoG3/ATjNZgjl8h7X2tvbYWtpQfLEk4O6RueQvGCwtbQCLle/\nzLDojLKowxkq49xzInYdX/ayvmCEQiSNHYPmH3fBUl8P+aBBETvTiRg8+RWUuB0YEo0G+iMlYJ1O\nMEIhHHo9nEYTZKNH8bS/J8uipZkKiwD5+9//jsceewytra2YOnUqNBqNz3v5goLgHiL4LSzmzp0b\n/CnjlAZOX6EhfQVBEH0HF5KnN9mgSeRvDNNh0AOI/9TtznCFhammtsebTaBT4nZBflDXkGakAwKB\n1wYzUPq7cJtDmZ/nEXAfjdg1/NnL+kM9fiyaf9wF3d79fVpY6I94HKEoGC8gJJpkwOWCvb0dkuRk\nb/Eerr7Cu3+nLAtlfj4ve/Z3iouLAQA7d+7EqlWrfK5hGAaHDx8Oal8Sb8OtrwCADHKEIgiiD+ns\nDMVvYeF+WNKfOhbyXLfOwlxT02thYQoicbszApEIsvT0oEPyOjIs+ndhIRCLoRicC1NllffJM9/4\ns5f1R+c8i6zZ5/N+Hn/oS0ogkEigDPLv2EClI2uiBZLk5I4MizAdoTr29wjEScAdMLfffnuv00ah\nTCNRYYFOHQtyhCIIog9JiFD6NpdhEYy+INZReASGgQi4jSFYzXLIsjKDtpztyLDo34UF4NZZGMsr\nYKqu5v3JcE/2sv6QZWRAlpmJtgMHI1bsnIjTbHZbH48Y3q/F+nzS1XK2iLcMCw6pJ4PB2kyWs4Gy\nePHiiOzL31BvHEMZFgRBRINIZVn0p9RtDnlOR8eiN4yVVWDEYsizgx+N8TpDBaGzsDY2AgAk/bxj\nAQDKIve8dSQSuKs292wv6w/1+LFwmkzQl5bxfiZfGMqOAi4X6SuCoMNy1u0MxfsoFIXkxQxUWKAj\nwyKDNBYEQfQhkUrf9mos+kHqNoc4KRGihIReOxas0wlzdbU70C2Ep8mhOEPZmtzjFwOlYwEAxnJ+\nC4u2AwfRvKtne1l/dB6H6gsocTt4TgzJM9fXgxGJeLPE7tifRqGiDRUWcGss1Cop5FKaDCMIou+I\nVMfC3g87FgzDQJGbA4u2AS6b/z8vc109XDZbyLPvMs9ohiUIAbe1sQkCmaxf/Xn7Q5mfB0Yo5LVj\nwTqdqNjwBoCe7WX9kTRmDCAQoG3fft7O1BMdhQV1LALlxI6CpV4LWUY6b6NkQqUCAqkUNhqFijoB\nFxYmkwkNDQ3er61WKz766CO88cYbqKqqisjh+gKni8XxFhPpKwiC6HMSIjUK5dFYiPqRxgLwCLhd\nrh67Cd5gvBAzPDpGoYIoLJoaIU1NjWvb9UARSCRQDM6FsaICrNPJy54N33wbkL2sP0QqJVRDiqA/\nUgKHyczLmfzBsiz0R0ogTk6GpJ8EUPYFnTsWDoMRDr2eN+E24MnKSNHQKFQMEFBhUVpaiuLiYnzy\nyScA3Gl9V155JR588EE8//zzuOiii7BvX9+0IPmmWWeG08WSvoIgiD4nYhqLfugKBbgtZ4GeBdym\nykoAwVvNckjTPZazAY5COS0WOPpRynkgKIsK4bLZYKqpDXsvh8kUlL2sP9Tjx4F1OtF+8GDYZ+oJ\nW1Mz7K2tSBg+bEAUknwhUsghkMlga2mFRcvpK/grLAB38WJva4PL4eB1XyI4AiosVqxYgby8PFxy\nySUAgO3bt+PQoUNYunQpfvrpJ5x++ulYuXJlRA8aKbQtHn0FdSwIguhjvIWFKUIai36UYwF0EnBX\nV/tdY/R00JV5g0O6htdyNkDxdocjVFpI14tHvDoLHvIsat7/EPa2NuRceklA9rL+UI8fCwDQ7Y3s\nOBSNQYWORKOBraUFZp6F2533B8vC3kpdi97Q6/XQ6/VdXqupqcG///1vfPrppygPQ0MVUGGxd+9e\n3HTTTUjzfHD++9//RmFhIS699FKo1WpcddVVQQdoxApeRygNdSwIguhbZBIRJGJhZFyhBIJeE6rj\nDa/lbA/OUMaKKoiTkyFOSgr5OrJBWbC3tcFhMvW61pthMQCE2xyqTgnc4RCKvaw/EoYNg0Amgy7C\n0xN6T+I2FRbBI9Ekw97W5nV248tqtvP+ADlD9YTFYsHNN9+MSZMmYcqUKXjooYfgcrmwcuVKnHfe\nebjrrrtw//33Y/bs2bj77rvhDGHcMSC1sl6v9xYVDocDu3fvxuWXX+59X6VSQafTBX3xWEBLGRYE\nQUSRRKUkIhoLcYKq341qSFI0EMrlMPsZhXIYDLA1NUE9YXxY15FnZUGH32Gpq4dqSFGPa7nCYiDN\n2yvy8wCBAIYwnmqyLIvKjZtCspf1hUAsRtLoUWj9dQ+sTc0RG00zlJQCAkGvfy+I7nA6i/ZD7gfR\nfI9CdWRZNKN/qcv4Y9WqVfjxxx8xd+5cqFQqbNu2DcuXL8eWLVtw3XXXYfLkybDZbPjll1+wdetW\nDB06FLfddltQ1wiosEhPT0dVVRXGjx+PXbt2wWg04qyzzvK+X1dXB7VaHdzvLkZooAwLgiCiSKJC\ngvpmA697OvQGCJX9awwKcAs05Tk5XuHwiY4y3jGogvywrsPd8Jjrtb3eQNoG4CiUUCqFIjcHxnLf\n/x0CoerNLWj5ZTcSR40M2l7WH+rxY9H66x7o9u5DxrnFvOzZGZfDAUPZUShyc/pdN7Av4DoK+iMl\ngEDA+78ZSQplWfTGjh07cMcdd+DWW28FAJx99tm44YYbcPPNN+Puu+/2rps5cyaUSiU++eSToAuL\ngEahiouL8cILL2DZsmV4+OGHkZeXh8mTJwMA6uvrsXbtWkyZMiWoC8cK2hYjREIBNImyaB+FIIgB\nSKJSArPVCbuDH4cdlmW9HYv+iCI3B6zD4Z3T7oyxwuMIFaLVLEcwzlADcRQKcOssXFYrzLV1QX9v\n7UefoPZfH0M2aBBGPHAvb5019ThPnkWExqFMx47BZbMhYTjlV4QC17FwWa2QpadBIBZHZH9bM2VZ\n+KOurg6nnHKK92vu19OmTeu29rTTTkNNAIGkJxJQYbFo0SJMnDgR77//PhQKBV555RUIBO5vfe21\n19Da2oolS5YEffFYQNtsQoZGAYGgf40MEAQRH/DtDOWyWMA6nf3OEYpDnssJuLv/wDN5rGaVIVrN\ncsgGBR6S5xVvpwycUSgAUA3x6CyCFHA3fPMfVG56E5IUDUY/9VhYWpgTkefmQKLRoG3ffrAuF2/7\ncuiPkHA7HLgbfwC8Ws2euD8Xwkd0R61Ww2g0er82eKzJ29rauq1tb2+HNIQRxYAKi4SEBLzyyivY\ns2cP/v3vf2PEiBHe92677TZ89dVXyPG4dcQTJosd7UYb6SsIgogafBcWHRkW/bOw8FrO+niSZqys\nAiMSQZ49KKxrSNPSAIEgwI5FI8RJSRBIJGFdM95QepyhDEcD11k0/7wbZStXQZSgwqgnHuN9FIZh\nGKjHj4W9rd2bZ8InBo8jlIoSt0OCG4UC+HeE6rw/jUL5Z/jw4di8eTMsFgucTideffVVpKWlYd26\ndd0Kjo0bN2Ls2LFBX6NXjYXdbsesWbOwYsUKjB49utv7uR6XjnikoYX0FQRBRBe+C4v+mLrdGYWf\njgXrdMJ07BgUuTlhj1gIRCLIMtJ7LSxYloW1qTlka9t4RlmQDwgEMAZYWLQd/ANHXngJArEYIx99\nGIrBkbl3SBo3Dsf/81/o9u6DqrCA1731JaUQyGRQ5GTzuu9AoUvHgmfhNuAW8IsSE2kUqgduueUW\nXHvttZg0aRKEQiFcLhc2b96Me+65B8XFxZgwYQLsdjv2798Pk8mEzZs3B32NXjsWYrEYAoEAdXXB\nz1HGOuQIRRBEtOE7fbu/pm5zSNPSIJBIunUsLNoGuKzWsPUVHPJBWbC3tcPR6Sneidjb2sHa7QNO\nXwF4BNw52TCUV/Q6dmQoL8fhpcsAlsWIv98XUY0Cl2fRto/fPAuHwQhzTQ0Shg4JSaxOnNCxiMAo\nFABIUzSwNtMolD8mT56M1atX44wzzkBxcTE2b96MCRMmYPPmzZg8eTJ+//137NmzB8OHD8f69eu7\n6DECJSBXqOXLl+Oll15Ca2srpk6dCo1GA5Go+7dK4qwVzGVYZFCGBUEQUYLrWOh5CslzcB0LZf/8\nXGOEQsizs2GurgHrcoHx6P2MPOkrOGSZWQB+h6UHZyhrYyMAQJI68AoLwD0OZTpWDXNdHRR+xqHN\n9fU49MQzcJrNGHbPEiSfPCGiZ5Ko1VDk56H90GG4bDbeRtQMZWUAABXpK0JGKJVCqFTCaTTynmHB\nIdFoYKyohMNkhkhBzl2+mD59OqZPn97ltdzcXLz22mu87B9QYbFgwQKwLIvdu3f7XcMwTNyF5FHH\ngiCIaMO/xqJ/pm53Rp6bDWNFBayNjZBlZAAAjJWVADwZCzzQWcDtr7CwNblHLgZixwJwB+U1fvtf\nGMrKfRYW1uYW/PHYU7C3taHwlgVIO2Nqn5xLPX4c6iqr0H7oMNTjx/GypzdxmxyhwkKiSYbZZIIs\nMyNC+3MC7maIFPGn/Y02VqsVCxYswKOPPoqhQ0MrogMqLM4555xe18RjEFNHx4IKC4IgokOi0u26\nwVth0c81FkCnBO7qGm9hYeIpw4IjEMtZa5O7YyFNHTgZFp3hCi7j0aPA6WFb8QAAIABJREFU9DO7\nvOcwGHDoyadhPX4cuVdegazZ5/fZudTjxqLu40+h27efx8KCErf5IOfSS2BtbIqY2YE3y6K5xW8X\njfCP0+nEL7/8Ar1eH/IeARUWy5YtC/kCsYy22YgklQQKGb9eygRBEIGSoPB0LAw8FRYeTYC4n2os\ngBME3KdMBODOsBAnJUHCU1hr55A8f3gzLAZQ6nZnlAX5AMN0c4ZyWq049MxzMFUdQ9ZfZiH3inl9\neq7EUSPBiETQ7d0HXHdN2PuxLAtDSSmkaamQJCf3/g2EX9LPnh7R/TtC8khn4YsRI0aAYRiwLNvj\nuquuugpAaNNIARUWHC6XC1VVVWhoaMDo0aOhiuMnYk4Xi+OtJhRlx2diOEEQ/YMEpfvBRrvRyst+\nA6FjIfc8iTR5nKEcRiOsx48jaVzw1oj+kKWngxEKYekhy6IjHG9gdiyEMhnk2dnuBG6P3sXlcODI\n8y9Cf/hPpJ45DQU33djnEw1CqRSJI09C2/4DsLe1hZ2VYT1+HPa2dqRMPY2nExKRoiMkjwoLXyQn\nJ6O1tRVnnXUWxowZ063AsNvtWLt2LebOnYusrKyQ/u0GXFi8++67WLFiBVpbW8EwDD766COMGDEC\nq1atQnNzMx555JGgLx5NmtvMcDhZZJC+giCIKCKTiCCVCPkTbw8AjYUsKxOMUAizxxnKdKwaAH/C\nbcAtEpdmpMPc4yhUExiRCGI1fyFv8YZqSCEaa2pgqddClpWJsldfR+ue36CeMB5DF9/hFdf3Nepx\nY9G2/wB0+w4g7czuqcLB0BGMR/qKWIdC8nrm888/x/PPP49PPvkEqampeOCBB5CYmOh932g0Yu3a\ntbjssstw8sknh3SNgP7Ff/rpp3j88ccxYsQIPProo10qnPT0dGzdujUkr9to0tBMGRYEQcQGiUoJ\n/zkW/dQVCvDkTGRlwVRdA5ZlvcJtZX4+r9eRZ2XC0d4Oh8G35ay1sQnS1JSo3TzHAipvUN5RVGzc\nhMb/fYeE4cMw4u/3hZ0nEg6ctkK3b1/Ye5G+In6Q0ihUjyQnJ2PZsmXYsGEDfvnlF8yePRvbt2/n\n9RoBfRpu2rQJl156Kd544w387W9/6/LepZdeiltvvRXvvvsurweLNF5HKBJuEwQRZfgsLBwGA4QK\nRb/32lfk5sBpMsHW0gpjhVu4zZcjFAeXDuyra+Gy22HX6Qas1SyHsqgQAFD11tuo37YdisG5OOnR\nhyCUyaJ7rsICiBISoNu7v9d58t4wlJSCEQq9v1cidhElJIARiSjLohdOP/10bNu2DRdffDEeeOAB\n3Hzzzbzl1QVUWJSXl+OCCy7w+/6UKVNw7NgxXg7UV2gpdZsgiBghQSGBxeaE1e4Mey+H3tCv9RUc\ncq+AuxqmyipAIPCKunm7Rg/OULaWFoBlIR3ghYWqsABgGFiPN0KanoaRTzwaE8YBjECApLFjYGtq\ngrk29Bsml90OQ3kFFPl5EEqlPJ6QiASMQACJJpk0FgEgk8lw33334YMPPkBzczMuuOACXpoEARUW\nIpEIFovF7/vt7e2QRfnpRLBwHQvSWBAEEW28IXk8dC0cRmO/1ldwcEWEqboaxqoqKHKyeR+94ToW\nFh/OUB3C7YFdWAjlcqiGFEGclIhRTzwGaUrsOGRx41BtIY5DsSyLmg/+BdZupzGoOEKSrIGttbXX\nRHjCzYgRI/Dee+9h8eLFvITkBSTeHj9+PNasWYNJkyZ1c4JqaWnBihUrMGFCZNM0+aah2QSRkEFK\nEiUzEgQRXTqnb6eqQ/9MctntcFksA6JjwWVZtP76G1wWCxQ86yuATqNQPpyhuNTtgd6xAIBRTz4G\nsGzM/b1Tj3e7hOn27kfWX2YH9b0uux1lK/+Jxv9+B2laKgZdfGEkjkhEAEmKBjjigr2tjeyBA0Qo\nFOL666/HjBkz8PPPPyM/jM/TgAqLxYsX4+qrr8bs2bMxbZrbXWHdunWwWq34/vvvwbIsli5dGvIh\nooG2xYj0ZAWEgvgL9iMIon/hDckLM8vCYej/VrMcskFZAMNAt/8AAH4dobzXSE9zW876GIWijkUH\nsWoUIEtPh2xQFtoOHITL4YBAFJgRpr2tDYefWw794T+hGjYUJz30AN2gxhGdQ/Lov1twZGdnY+7c\nuWHtEdAo1NixY7F161YMHz4c27ZtAwBs374d33//PaZMmYJ33nkHY8fy5x8eaUwWO9oMNtJXEAQR\nE3Adi3AF3FyGhXgAjEIJpVJ36rZn3CEShUWH5ayPUaimZgBUWMQ66nHj4DSbYSgtC2i9qboG++9/\nEPrDfyJl6ukY/cyTdHMaZ5DlbHQJqHx3Op0YOXIk1q1bB7vdDp1OB8BtWyUK8AlALNHgEW6TvoIg\niFggkUvfDjMkbyB1LAC3gNuidd/08+0I5b1GVhZa9/wGh8EIkarjYZStyT0KNdBdoWId9fix0O74\nN3R79yHxpBE9rtXt3Yc/l78Ip9GEnMsvw+ArrxjQVsLxCldYkDNUdAjoX8y0adPwzDPP4MCBAxCL\nxUhLS0NaWlpcFhUAoOUyLDTUsSAIIvp4OxYme1j72AdA6nZnOAG3KCHBezPBN7JBvi1nrY1NECoV\nECnoAVUskzRmNCAQQLe3ZwF3/Y4v8MeTz8BltWHokjuR97crqaiIUyjLIroE9K9mzJgx2Lp1K+bN\nm4dZs2Zh9erVvPndRoOGFk+GBXUsCIKIARJV/HQsnEZPYTEARqGAjsJCmZ8HhomMXk6elQmgu+Ws\ntamZhNtxgEipRMLQodCXlMJh7B50yDqdKF//BspXr4VIpcLoZ55E+vQzo3BSgi9oFCq6BFRYrF27\nFrt27cLy5csxZMgQrF69Gueccw6uueYafPDBBzB42u/xgpZStwmCiCH40lgMtI6F0pP6nDB8WMSu\n4csZymE0wmkyQZqWFrHrEvyhHj8WcLnQdvCPLq87TGYcfvZ51G/7DPLcHIx74blex6WI2KezeJvw\njd1ux8iRI/Hbb7/xvnfAfb6EhARcdNFFeO2117Br1y688sorSE1NxdKlSzFt2jQsWbIEP/zwA+8H\njATeDAtK3SYIIgZIUPAk3jYMrI6FMm8wxr6wDDnzLo3YNXyF5HkdoVJjJ7OB8A+XZ9F5HMpy/DgO\n/P0htP66B+rx4zD2+Wchy8yM1hEJHhHKZBAqFdSx6AGxWIyhQ4eioqKC971DEknI5XLMnDkTgwcP\nRkZGBrZs2YIdO3Zgx44dKCoqwsMPP4zTTz+d77PyhrbZhASFBEo5v2FKBEEQoSARCyGTCHlzhRKp\nop983FdEOrhMmsZZznY4Q1mbmrzvEbGPathQCOVy6PbuBwDoj5Tg8LPPw67TIXPW+ShccCMYoTDK\npyT4RJKsocKiF5555hm8/PLLqKqqwtSpU6HRaHxqpwsKCoLaN+jCoqqqCtu2bcO2bdtQVVUFlUqF\nOXPm4JJLLoFYLMZrr72GG2+8ES+++CIuuOCCYLePOC4Xi4YWEwoGJUb7KARBEF4SlRLoTeF2LPQA\n0MW9iAgPt+VsRpdRKK5jQY5Q8YFAJELi6FFo3f0raj/+FMfe/j+4HA4ULJiPrL/Mipg+h4gekhQN\nzDU1cFqtEEql0T5OTDJv3jwAwK5du7B27VqfaxiGweHDh4PaN6DCoqWlBZ9//jk+/fRT7N+/HwKB\nAFOmTMHChQsxY8YMyOUdSbHr1q3Dvffei+XLl8dkYdHSboHD6SJ9BUEQMUWiUoLq4+Hp1RwDTGPR\nV8gHZaH11zo4DAaIVCrYmigcL95Qjx+H1t2/ovKNzRDK5TjpgXuhOWVitI9FRAjOGcre2gohjbj5\nZOHChb2uCaXoDqiwOPPMM+FwOJCXl4c777wTc+bMQZZH0OaLCy+8ENu3bw/6MH0Bp68gRyiCIGKJ\nRKUUVlsbLDYHZJLQrLwdBgMEEgk9oeMZmccZylyvRcLQIZ00FlRYxAvJEyegcqMQEk0yTnrkoYgE\nKhKxQ+csC9LO+GbRokUR2Tegn14XX3wx5s6di4kTfVf3NpsN7e3tSPV8yI4bNw5vvfUWf6fkEc4R\nKoMyLAiCiCE4AbfeaA+jsDBStyICyD0P0ix19e7CoqkJYBiv+wwR+8izsjDuHy9CmpJCo4IDAK/l\nLDlD9YpOp8PBgwfR0NCAs88+GxqNBhaLBTKZLKT9AvrptXTp0h7f37NnD+655x78+OOPAAC1Wo1T\nTjklpANFGi1lWBAEEYNwWRZ6kw1pyfJeVvvGYTDQzW4EODEkz9rYBIkmGYI4DYkdqCjzBkf7CEQf\n4S0sWqmw6ImXX34ZGzduhMPhAMMw+Oijj6DRaLBy5UqUlZXh1VdfhUQiCWrPgD8Vd+7cic8++wxa\nrRYul8v7usvlQklJSdyInxoow4IgiBikI8sitJA81umEw2iEgm6eeKdzSB7rdMLW3AzVkKIon4og\nCH9QlkXvbN68GevXr8fcuXNx7rnn4tZbb/W+N3HiRPzf//0f1q5dizvuuCOofQMqLHbs2IElS5aA\nYRgkJSVBp9NBrVZDr9fD6XRi3LhxmD9/fnC/IwAVdW148e09sNic2PDwDO/rB4824c3PD6NK2w6l\nXIwzx2fjmtkjIRS4i5ftP1Rg+w/laG6zIDcjATdcMAqjCgPzE9c2GyEUMEhNCq3FQxAEEQnCDclz\nmEwAy9IoVASQpqWBEYlgrquHTacD63SSIxRBxDDxUFhYG5twdM1a6I+UQiCRIGXKJOTfeL3PTmjT\nD7tQ8/4HsGgbIMvMQO4VlyPltCnd1hmOlmPfvQ9g6KLbkV58do/Xf//993H99dfj/vvv7/be2Wef\njUWLFmHLli1BFxYBBeStX78e06dPxy+//IKffvoJALBp0yb89ttvuO+++5CQkIAzzjgjqAv/77ca\nPLXhZ+SmJ6Bzr+N4qwlPbfgJZ4zPxjtPz8bj80/Ft3tq8Ol3RwEAuw9p8dbnh3DHvPHY8uQsnDtp\nMJ7e8BN0+sCe8mlbTEhPVkAoDDgbkCAIIuKEXVgYyBEqUjBCIWQZ6bDU18PW1AyAHKEIIpaRqNWA\nQBDTWRZ/LlsOcVISJq55HWOXPYP2P4/g2Dtbu60zVlaidMWryL3yr5j81hsYfNVfUfLyCpiOHeuy\njnW5cHTVGogUCgC9TxEdO3YM06dP9/v+6NGjodVq/b7vj4DurisrK3HdddchIaFr6JJUKsX8+fNR\nUFCA5cuXB3VhlmXx8p1nYnRRCthOr7cZrDh3ch4uPKMQQgGDvKxETBmViT/K3R/mn/9YiXMmDcbI\nghSIRQKcf1o+UtVyfPd7Ta/XtFgd0OmtyCB9BUEQMUa46dteq9kBkrrd18iysuDQG2AodyfVUjge\nQcQujFAIcVJSzBYW+tIyGMorkH/9tRApFJCmpSHnsrlo+PKrbmu1X3wF9YRxSJkyCQKxGJrJk5A0\nbgy0X37Tdd2OLyBSKqHIzwO63Fn7Ri6Xo7m52e/7x48fh1IZvGwgoMLC5XJBIOhYKpfLodPpvF/P\nnDkTX33V/Q+jJ6ZPzEVyYvdxpKG5ybh5zpgurzXqzEjxjC6V1+pQlJPU5f2iHDVKq3XojYYW0lcQ\nBBGbcB0LPXUsYhKZxxmq7cBBAIA0NbDxW4IgooM0RQNrcwtYtveb7L7GeLQc0tRUiDs9sFcVFsBh\nMMJcrz1hbQWUhYVdXlMVFsJQVub92tbaiur3P0DhrQs8r/TesZgyZQpef/111NfXd3uvpKQEzz//\nPE499dQgflduAiosRowYgS1btsDg+cGVnZ2Nr7/+2vt+Y2MjjEZj0BcPhP/9VoM/ypsx56whAIB2\nox0qeVeFukouDugpH5dhkUUdC4IgYgwahYpt5INOKCyoY0EQMY1EowFrt3s/G2MJu17fzfZYpHIX\nGY72dh9rVSesVXVZV7HhDWSef57XGjsQlixZgsbGRsyaNQvXXXcdALcL7Jw5c3DRRRfBYrHgrrvu\nCur3BQQo3l6wYAEWLlwIi8WCdevW4fzzz8fKlStRW1uLrKwsbN++HaNHjw764r3x9S9VWPfJQTx4\n3SRkpXb8Bwi1+tR6OhYZ1LEgCCLGCLuw8IxCiWkUKiJwIXncD3PSWBBEbNNZwC0+YZQ/JgjmVraH\n+17d3n0wlldg6F2Lg7p8QUEBPv74Y6xZswY7d+6EWCzGvn37kJWVhSuvvBI333xzj2HY/giosCgu\nLsbGjRtRV1cHAJg/fz4OHz6Mb75xz3cNHz4cTzzxRNAX74l3vzqCz3ZW4MmbT8OIvA5f9iSVBHpT\n1x+87SYb1Ak9J83qdDqUVrjbSy6rDpWV7j3UajXUarXP9Z3HvThoPa2n9bQ+EuvFIiHkUiHajbaQ\n9m+scevMmoxGGCor+/z8/X29w+X0/logkUDU6UYlHs5P62n9QFtv8ozwVx8+DBnYqJ3HF+KkRNj1\n+i6vcV+L1Und1/roYojVarjsdhxdsw5Ft91ygptUYFVLVlYW7/fvDBvG8JnBYIDT6URSUlLvi/3w\n2c5yfPS/o13sZrd9X45//bcMz942tUunAgCe2fgzNEky3H7pOO9rty77GhedWYTZpxf0eK0n1/+E\nXw83YOszs6GUi0M+M0EQRCSYv/QruJwuvPHYeUF/b/n6N1C/7TOMe2k5ZSxEANbpxK7LrwLrcEA2\naBAmrnot2kciCKIHGr7+D8peex1DFt2OjHPPifZxumAoL8e+ex7ApDfWuR2sADR+9z0qNm7C5E0b\nuqwtX78Rlro6jHzsEe9rfzz+FJSFBUg+5WQcfOSJLqNSTpMJArEYSWPH4KSHHvB9fYMBJSUlcLlc\nGD58eDdzpnAIKzZUFcYsb2u7BU4XC6PZDpeLRXObGSwL2B0uvPn5ITx/xxndigoA+MvUAjy3eTem\nn5yDITlq7NhVCaPZgbMm5PR6zYYWIxIUYioqCIKISRKVEhzT6ntf6AOvxoJGoSICZzlrrq2jMSiC\niANiOctCVViIhGFDUbnpLRTePB+O9nbUvP8hsmbPAgD8dvsiFN1+K5JGj0LmeTOx7+770PzTz0ie\neDJaftmN9sN/oui2myFJScEp69d02pnFkedfQuoZpyPtrLN8XnvlypVYt24drFZ3TINYLMYVV1yB\nBx98EEKhMOzfm9/Cori4OOA0bZZlwTCMdzQqEO599Ts06swA3Nr1G57+EgyAq84bAZvdifte/a7L\n+nSNAqseOAcThqdj/kWj8dI7v0HXbkFBdhIev+nUXosFl4tFQ7MJg7MSAz4jQRBEX5KolMBmd8Ji\nc0AmCe65j8PgLkhIvB05ZIOyqLAgiDhByhUWMWo5O+KB+1D2z9XYfcMCCKUSpJ9TjJx5lwIAzHX1\ncFosAABFbg6G3Xs3qt7cgiMv/gPyQVkY8eD9kGW6dV/c75ODEYsgUqogTuzehfj444+xcuVKTJ48\nGWeddRaEQiH27NmDt99+G3K5HPfcc0/Yvy+/P7mys7PD3rwnNjwy0+97V8wY3uP3nndqHs47NS+o\n67XqLbA5XMjUkCMUQRCxSWcBd/CFhREQCCBU0GdcpJBnZaEVgJRStwki5pFo3Dfc1hjsWACARJOM\nkY886PO9qR9/0OXrlCmTkDJlUkD7jln6lN/33nnnHcyYMQOvvdYxynn99ddj9erVWLt2Le68806I\nfCR/B4Pf737rrbfC2jjW0DZThgVBELFNYqeQvPTk4AoEh94AkUoVcKeZCB55rnvkVpaZEeWTEATR\nG0KlEuKkJLQdOAhrUzNlzwAoLS3FzTff3O31Sy65BCtWrEBtbS3y8oJ7cH8iAeVY9AcaWtwZFpmU\nYUEQRIwSTkiew2CgMagIk372dAxZtBCp06ZG+ygEQfQCwzDIu+YquCwWlK/b0Ps3DADMZjMyPSNU\nncnIyPC+Hy49Fha7du3CX//6V4wePRqjR4/GvHnzgk7YjhW8HQsNdSwIgohNQs2yYFnWU1jQ51sk\nEYjFyDi3GAIxGYAQRDyQfk4xEkeehJaffkbzz79E+zgxQaS72n4Li99++w033XQTKioqMHXqVJx5\n5pnQarVYvHgxPv3004geKhJwqdsZ1LEgCCJGSVS683iCLSxcFgtYh4PC8QiCIDrBCAQouv1WMCIR\nytesh8MU/hN5omf8aizWrFmDIUOG4M033/TmVNhsNtx33314+eWXcdFFF/XZIflA22yCQMAgTS2P\n9lEIgiB8EmrHwms1q4rBdFmCIIgoosjNQfbcOah57wMce2crCm+6IdpHiipffvklDh482OU1LtLu\niy++wL59+7q8d8UVVwS1v9/CYu/evXj44Ye7hN9JJBLcddddmDVrFurq6jBo0KCgLhZNGlqMSE+W\nQygcMLISgiDijARvYWEN6vscBndHljQWBEEQ3cmddymadv6A+u2fI336mQM6RHTNmjV+31u1alWX\nrxmG4a+waGtrQ35+frfXBw8eDADQ60MLcYoWLe1WjB+aFu1jEARB+MUr3jbZg/o+u+fzmMLxCIIg\nuiOQSFB02y3449EnUPbP1Rj3wjIwPITBxRubN2+O+DV6NKv1lcDHvca1TeIJ0lcQBBHLJChC7Vhw\no1BUWBAEQfhCPXYM0oun4/h//ou6zz5H9sUXRvtIfc6UKVMifo0BNRdEGRYEQcQyYpEACpkodI0F\ndSwIgiD8kn/DdRAlJODYO1thbWyM9nH6JT12LOrq6qA4IcWV61TU1tZCKpV2ea+goIDn4/ELZVgQ\nBBHrJColwRcWeupYEARB9IY4MREFN16H0ldW4uia9Tjp4b9TqCjP9FhYLFq0yO97Cxcu7PI1wzA4\nfPgwP6eKEJRhQRBErJOgkKCqvh0sywb8A49GoQiCIAIj7Wz3OFTr7l/R8tPPSDnt1GgfqV/ht7A4\nsXDojViv+CRiIbJSqbAgCCK2SVRKYHO4YLU5IZP2+OzHCxUWBEEQgcEwDIpuuwW/L16C8rUbkDR2\nDERKuj/kC78/tXrqVsQjr907HUo5paUSBBHbdM6yCLiw8IxCUUAeQRBE78izByFn3qWo/r93cezt\n/0PhzTdF+0j/z959x1ddX48ff92ZcZN7bxYZJIGEYdgzQEQQqFJLq0Wtu1VqHVWhterPKtZVrYpa\nrBatqHV8cVWtu4rWVWWFvVcIIQEyIPuOJHf+/khySci6N7k39yY5z8ejj8K9n/v+nCAk99z3eZ/T\nbwyYw9sp8fIDVwgR+rozfVt2LIQQwjepF19IROpgSj5bjelgXrDDCYrjx49z+PBhz+/Ly8tZsWIF\nDz/8MJs2berWmgMmsRBCiL4gWte4s+prYqGKjByQfdmFEKI7lBoNw26+Edxu8p97HpfDEeyQetWW\nLVtYsGABX375JQBWq5XLLruMFStW8MEHH3DNNdfwv//9z+d1JbEQQogQ4tmxsHqfWNhNZtRRUiMs\nhBC+MIwZw6Bz5mEpOELJJ/8Jdji96tlnn2X69On8+te/BuCDDz7g+PHjvPLKK2zevJmFCxfy0ksv\n+byuJBZCCBFCTp2x8H5InsNsljIoIYTohqGLrkZj0FP01r+oLzsR7HB6zZ49e7jqqqs8oyO++uor\nRo8eTU5ODgqFgvPPP5/8/Hyf15XEQgghQkjLw9vecNntuOrrJbEQQohu0ERHM/TaRbgaGji88kXP\nvLb+rqGhAb1eD4DNZmPr1q3Mnj3b83xYWBgmk8nndTtMLCZNmsT27dsByMrKYs+ePT4vLoQQwje+\nJhYOiwWQqdtCCNFdCWfPxjBhPFVbtlKxdl2ww+kViYmJHDhwAGjcrWhoaGDu3Lme5wsKCoiLi/N5\n3Q57GTqdTj7++GMaGhq34/fs2YPVau10sezsbJ8DEEIIcYo+0sfEwjN1OzpgMQkhRH/WONviBrb/\n7jYOv/QyxokT+/25tZ/+9KcsW7aMtWvXsn79ekaPHs2ECRMA2LVrF88++2yrHQxvdZhYnHvuubz5\n5pu8+eabANx3332dLtQXJm8LIUSoi27asTB5m1iYZYaFEEL0VERyMqmX/oKi19+kcNXrDLvpxmCH\nFFA33XQT9fX1rFmzhgkTJvDwww97nnvvvfcwGo3cdtttPq/bYWKxbNkyzj//fKqqqrj77rtZvHgx\nKSkp3YteCCGEV9QqJbpwtQ87Fo01sHLGQgghembwwgso//4HSld/ScLcOeizzgh2SAGj0Wi48847\nufPOO9s8d9ttt6HX61EoFD6v22FioVarmTNnDgDvv/8+P/3pT8nIyPD5BkIIIXyj14V5n1h4huP1\n7217IYQINKVGQ+Zvb2D30nsp/viTfp1YNKuurmb37t2UlZUxd+5cYmNjCQsL61ZSAZ0kFi2tWrXK\n8+uSkhJOnDiBQqEgMTGRxMTEbt1YCCFE+/Q6LfnHa3C73V1+c7fLGQshhPAb/agsUCqxVVQGO5SA\nW758OS+//DIOhwOFQsEHH3xAbGwsK1as4NChQzzzzDNotVqf1vS63ey7777LvHnzmDt3LpdddhmX\nXnopZ599NgsWLOCrr77y+YsRQgjRvmidFofTRb3N2eW1nh0LOWMhhBA9plAq0Rj02Gtqgh1KQL32\n2mu89NJLLFy4kOeff75Vm90pU6awadMmXnjhBZ/X9WrH4pNPPuHee+8lKyuLn/3sZyQkJOB2uykr\nK+O7777jd7/7Hc8//3y3To8LIYRorWXL2Yiwzr9NnyqFksRCCCH8QWMw0HDiZLDDCKh3332XRYsW\ntXvGYu7cuSxZsoTXX3+dxYsX+7SuV4nFq6++ysKFC3nsscfaPHf77bfzhz/8QRILIYTwk5bTtxNj\nIzu9VnYshBDCvzQGA9YjhbhsNpQ+lgL1FUVFRZ6z1O0ZO3YspaWlPq/rVSlUfn4+559/fvsLKJVc\ndNFF0mpWCCH8xJcheafmWEhiIYQQ/qAxGACw19QGOZLAiYiIoKKiosPnT5w4gU7ne1MQrxILhUKB\nw+HoeBGlcsCMQBdCiECL9mFInsNsRqHRoAoLC3RYQggxIJxKLPruBF7QAAAgAElEQVTvOYvp06fz\n7LPPUlJS0ua5gwcPsmzZMmbMmOHzul6VQo0cOZL333+f2bNnt+lQ4na7ef/99znjjP7fkksIIXqD\n3ocheQ6TWXYrhBDCjzQGPQD22v67Y/GHP/yByy+/nJ/85Ceeidt/+ctfMJlM7N+/H4PBwK233urz\nul4lFtdffz2LFy/m/PPPZ968eZ4Ws6WlpXz99dcUFBTwj3/8w+ebCyGEaMunUiiLGW1MTKBDEkKI\nAcOzY1Hdf3csMjIy+PDDD1m5ciVr1qxBo9GwY8cOkpOTueKKK7jhhhtITk72eV2vEotzzjmH5cuX\n89RTT7VpPZWZmcnf//73Tg+ACCGE8J63iYXb5cJhthCZltYbYQkhxIAwEEqhAJKTk3nggQf8uqZX\niQXAggULWLBgAcXFxZSVlaFQKEhKSiIpKcmvAQkhxECn1zWel+gqsXBareB2S0coIYTwI62xfycW\ndrudCRMm8PrrrzN58mS/ru11YtEsJSWFlJQUvwYhhBDilOhIDQAma+eJhUzdFkII//OcseiniYVG\no2HEiBEUFBQEP7EQQggRWCqVEl2Epssdi1PD8XxvCSiEEKJ9A6EU6uGHH2b58uUUFhYyc+ZMYmNj\nUavbpgUZGRk+rSuJhRBChCC9TkutpaHTaxwmEyAzLIQQwp+U4eEotVps1f23K9Qll1wCwPr169uc\nn26mUCh8nlMniYUQQoQgvU5LfpUVt9vdps13M5m6LYQQ/qdQKNAY9Dhq+++OxS233NLlNR397OmM\nJBZCCBGC9DotDqebugYHkeGadq9xmC2AnLEQQgh/0xgMWIuOdvrhTl+2ZMmSTp83m80UFhb6vG6X\nk7ftdjvXXHMNBw8e9HlxIYQQ3ePN9O3mHQuN7FgIIYRfaQwGXDYbzrr6YIcSFBs3bmTRokU+v67L\nHQuNRkNBQQGlpaWMHDmyO7EJIYTwUctZFklx7R/OljMWQggRGC0PcKsjI4IcTWD861//4tNPP6W0\ntBSXy+V53OVyUVZWRmxsrM9rdrljAXDffffxzDPPsGbNGpxOp883EUII4RtvhuTJGQshhAgMTT+f\nZfHGG29w//33c+jQIfR6PcePH0en0+FwOCgpKWHevHk888wzPq/r1RmLFStW0NDQwHXXXYdKpSI6\nOrrdllRr1qzxOQAhhBBteTMkzzPHQieJhRBC+FN/bzn79ttvc9FFF/HQQw+hUqnIysri8ccfJysr\ni9WrV/PCCy8wdOhQn9f1KrGIjo4mOjqa+Ph4n28ghBDCd3pd44HtLncslEpU/XSbXgghgqW/D8k7\nduwY9913HyqVyvOY2+0G4LzzzuPQoUM88sgjPPnkkz6t61VisWrVKp8WFUII0TPNOxadTd92mM2o\ndToUSq+qWoUQQnjp1I5F/5xloVQqaWg4NSspKiqKiooKz+9nzJjB66+/7vu6vr7AZrNx9OjRVsEI\nIYTwL2/PWMj5CiGE8L/+Xgo1ceJEVq5cyeHDhwFIT0/nww8/9DxfUFCAw+HweV2vE4v//e9/XHjh\nhYwfP5758+dTUFAAwFtvvcUrr7zi842FEEJ07FRi0f6HOG63G4fJLB2hhBAiAPp7YnHTTTexY8cO\nli1bBsAFF1zAp59+ygUXXMCNN97Igw8+yNSpU31e16vE4ocffuCmm26ioaGBX//6154aLACLxcKy\nZcv46KOPfL65EEKI9kVFaFAoOt6xcDU04HY4ZIaFEEIEgOeMRXX/TCymTp3K+++/z+WXXw7Ar371\nK66++mrKysrYsmULs2fP5sEHH/R5Xa/OWPzjH//g7LPPZsWKFahUqlY7FNdddx2lpaW89tpr/Pzn\nP/c5ACGEEG2pVEp04RpMHSQWjqaOUCrpCCWEEH6n1GhQ6SL77Y4FwPDhwxk+fDgAKpWKpUuXsnTp\n0h6t6VVisW/fPv72t7+1Ojne0jnnnMM777zTo0CEEEK0ptdpO9yxkKnbQggRWBqDod8e3m5ms9mo\nqqrqcE5dSkqKT+t5lVgA7c6taOZwODpMOoQQQnSPXqelrNKK2+1GoVC0es4zHE/OWAghREBoDAbq\nS8twu1z9rvteQUEB9957L5s3b+7wGoVCwb59+3xa16vEYvTo0axatYoZM2a0SSBsNhvPP/88Y8aM\n8enGQgghOqfXheF0ubHWO9BFaFo9J1O3hRAisDR6PbhcOMwWNProYIfjVw8++CA7duxg/vz5pKSk\ntLuBcPoHWt7wKrH47W9/y/XXX8/FF1/MueeeC8BHH33EBx98wOrVqzl58iQvvPCCzzcXQgjRsZYt\nZ09PLDxTt2XHQgghAkJjPNUZqr8lFtu2beOOO+7gmmuu8eu6XiUWs2bN4vnnn+fxxx/n73//O4Dn\nAPewYcO4//77Oeuss/waWP6xal79dC+HjlWjVis5d1o6Vy8YDcCu/HJe+3QvR0+YiNWHc8HsYfwk\nZ6hf7y+EEMEW3ZRYmKw2ktG1eu7UjkX/+mEnhBCholXL2bRUv67dcLKc/JUvYDqQh1KrJW56NkOv\nXYSynZ2D8rXrOfbue9SXlhGelEjaZZcSlzMdAGddHQWvvEZl7iZcNhsRg1NIv/JyYiZP6vT+YWFh\njB492q9fE/hwxmLOnDnMmTOHkpISysrKAEhOTiYxMdHvQZnr7Dzw4gbOnZ7Ovb+ZTmmFhT//MxdD\nVBizJw7moX/m8uvzx3BOdhr5x2p44MX1JMZEMjlrkN9jEUKIYOlsSJ7DZAJArdO1eU4IIUTPBXKW\nxf7HHidy6BCmrHwWp8XCvkcfp+jNtxl69S9bXWc5coS8vz3DyDtuI2byRKq3befAE8uZ8NdlRKan\nk/+PF7DX1DDx6eVooqMo/vQz9j/6OFNeeA5tTEyH9581axZbt24lOzvbr1+XTydR7HY7JpOJhoYG\nbDYbZrO5w1PkPbH/SCXmOjtXnTcKrUZFepKei+YOZ/X6I3y39RhJcZH8JGcoGrWKrKGxzJ2Sxufr\nC/wehxBCBFNnQ/LkjIUQQgSWJ7Hw8ywLU94hzIcLGLroatSRkYQlJJD6i4so+/K/ba4t/eK/GCdN\nIG56NkqNhthp2RgmjKP0y68BiJ2ezbCbbkBrNKBQqUg890e47Hbqiks6jeFPf/oT69at4//+7/8o\nKSnBZrO1+z9febVjYbPZWLZsGe+//z51dXWtntPr9Vx22WXceuutfusM5RnA53YDjQdHdOEaik+a\n2XekkmGDja2uzxxsYP3uzv8AhRCir+l8x6L5jIWUQgkhRCB4huT5ecfCkn+YsPh4NC1KWaMyM3CY\nLdSVlBKRnNTi2gKMkye2en1UZibVO3cBED/zTM/jDouFY++9T3hyEtEjhre5b1ZWFgqFotWg69zc\nXB555JF24wxYV6hHHnmEt99+m5kzZ5KdnU1cXBxut5vy8nJyc3N58cUXsdls3H333T7dvCOjMuKI\nCFOz6vN9XPHjLCpr6vlsXQFuoK7BwaCYyFbXR0V23OtdCCH6qujIThILiwUAdZSUQgkhRCBomw9v\n1/p3loXdZGrzvbv5QyJHbS20SCwar4067dqoxuta2HHHXZgPHSJySDqj7v4jSq22zX1vueUWn+IM\nWFeo1atXc91113HHHXe0ee7mm2/mySef5N///rffEouoCA1/unYaL3+8h1/dv5qhyXp+lJ3GviOV\nuFxu3Li7XuQ01dXVVFdXt3ncaDRiNBrlerlerpfrQ+56U3U9AMWlFRw5cqTV9Q6TGVVEBEq1OmTj\nl+vlerleru/L10fq25ZC+bp+h3x5K+vu+uIJTz6Gw2ql9LPV7Fp6LxOfeoKwhIRW1yxZssSHm3aP\nwu3uOtqJEyeycuVKpk+f3u7zubm53HjjjWzfvt3vATZbu7OY5W9uZcbYJFRKBbddOcXz3Je5hbz1\n5QFeuXd+wO4vhBC9rcbcwC/vX03OuGSWLprW6rnN190ICgVTX3w+SNEJIUT/5nY6WXfxZehHZTHu\n0Yf9tm7pl//l6L/eI/ufKz2P1ZWUsvWmxUxZ+SzhLRoj7bzrHgzjxjLkqis8jxW+8Ra1e/Yy7pGH\n2l1/681LGDRvLqm/uKjd510uF8rTBv45HA42bNhAeXk5WVlZZGVldetr8+rw9pgxYzh8+HCHzxcV\nFTFu3LhuBdAeu8PJN5uLsNbbPY9tO3CCUUNjGJkew6FjrTPFg0VVZA3p+OS7EEL0RVGRWhSK9kuh\n7CazzLAQQogAUqhUaPTRfj9jETV8GLbKSmwtdj7MeXlojIZWSUXztZb8/FaPmQ/mEX3GSFx2O1tu\nvJmaXbtPC1yBQtN69lGz119/nXPOOafVY5WVlfz85z/nuuuu46677mLhwoXcd9993fravEos7rvv\nPt555x0+//xzGhpOdSex2+189dVXvPnmmzzwwAPdCqA9KqWSt748wFtfHsDpdLHtwAm+3XyUhWcP\nZ87kVCprG/jP2gJsdie7DpXz/bZj/OysTL/dXwghQoFKqSAqou0ZMpfdjqu+XhILIYQIMI3BgL3G\nv2csojIziR45giOvrsJhtVJfWsqxd/9N8oKfAI07DjW79wCQ9OP51OzaQ8WGXFx2O+Vr11G7bz9J\nPz4XpUaDLjOTwlVv0HDyJC67ndLVX1JfdoKYKW3nWHz66ac8/PDDREVFYWpqWQ6wbNky8vPzufTS\nS3nxxRe57rrreOedd1i9erXPX1uHpVCnD7yz2WzU1taiVCrR6/UoFApMJhMOhwODwYDRaOSLL77w\nOYCO5B+r5tn3dlBUZiI2OpxLzxnJOdPSAdhXUMkLH+6kqNREnDGCK+efwZwpaX67txBChIrfPvYV\nlnoHqx44z/OYrbqaTdf8hrgzc8j6Y9uzb0IIIfxj95/up2bXbnLeextlB7sA3WGrrOLQc89Ts2s3\nqjAtg340jyFX/xKFQsHahb9g1J/uJnZqY9l/Re4mCv/vderLyohISWbor68hZlJjpyiH1Urha6so\nX7sOt8NJRGoq6Vde1u6AvF/+8pe4XC5ee+01NE1fi9lsJicnh2HDhvHhhx96rr3zzjupqqrixRdf\n9Onr6vDwdkZGhk8L+duwVCPLbz273edGZcTy1B/m9G5AQggRBHpdGCUVVtxut6dDh8ywEEKI3uGZ\nZVFrIiwu1m/ramNjGP2n9psezfzwvVa/j5ueTdz09gfZqSMjGXbTjQy76cYu75mXl8c999zjSSoA\nNmzYgN1u5/zzz2917fz587tVDtVhYrFq1SqfFxNCCOFfep0Wl8uNpd5BVETjD4NTMywksRBCiEBq\nTiwctbV+TSyCwWw2k5bWusJn8+bNAEyb1rpBSFxcHDXdOFvi0+RtIYQQvau96dueHQtJLIQQIqAC\nNSQvGAwGA/X19a0e27hxIzqdjtGjR7d6vL6+vtXOhre8mmNRVlbGAw88wNatW6mtraW9Yxndmc4n\nhBCicy2nb6fENz7WvGOhkVIoIYQIqOYdC1t1308s0tLSWLNmDTk5OQDs37+fvXv3Mn/+fFQqVatr\nN2/ezODBg32+h1eJxT333MO6deuYPHkyiYmJ7WYw3ZnOJ4QQonPN07dNLTpDyY6FEEL0Ds8Zi36w\nY3HBBRewbNkyDAYDqampPPPMMwBcfvnlra7Ly8vj9ddf54ILLvD5Hl4lFlu3buWee+7hqquu8vkG\nQgghuq/ljkUze1ObQEkshBAisDTG/pNYXHLJJXz11VcsX77c89i1117LmWee6fn9t99+y5IlS4iJ\nieG6667z+R5eJRZRUVEMGzbM58WFEEL0THuJhXSFEkKI3tGfzlhotVpefvlltm7dSllZGSNHjmT4\n8OGtrhk0aBCzZ8/mjjvuIPG0YX3e8CqxuPTSS3nvvfeYMWOGzzcQQgjRfXpdGHB6YmEBQB0VHZSY\nhBBioOhPpVDQeHRhypQpHT4/ZswYnnvuuW6v71VisXjxYv74xz9y3nnnkZOTQ1xcXIfXCSGE8B99\nVNMZC6vsWAghRG9TRUaiUKv9Pn27v/IqsXjllVf46KOPADhy5EiH10liIYQQ/tV8eLvVjoXJjEKj\nQanVBissIYQYEBQKBRqDvt/sWASaV4nFyy+/zJQpU1iyZAlJSUmo1V69TAghRA/pIjQoFaeXQplQ\nR0VJNz4hhOgFGoOBuuKSYIfRJ3iVIZjNZpYsWSJnLIQQopeplAqiIrVtBuRpjMYgRiWEEAOHxmDA\ncrgAZ309qvDwYIcT0ryavD1x4kSKi4sDHYsQQoh26HVaz46F2+XCYbagiZaD20II0RtOHeCWcxZd\n8WrH4pFHHmHp0qW4XC5mzpzZ4eFtrdT7CiGE30VHaikut+ByuXFZ68DtlhkWQgjRS1rOsghPHBTk\naPzP4XDgcrnafc7X9/ZeJRYLFy7Ebrezfv36Dq9RKBTs27fPp5sLIYToml6nxeVyY623ozbLcDwh\nhOhN/a3lLMCJEye47777yM3Npa6urt1ruvPe3qvEYs6cOV0eEpRDhEIIERgth+RFm6TVrBBC9KZT\nQ/L6TynUww8/zHfffcf48eNJS0tDo9G0uaY77+29SiyWLVvm88JCCCH8o2ViEdE8w0J2LIQQolf0\nxx2L3Nxcbr/9dq6//nq/ruvV4W0hhBDB45m+bbXhMEliIYQQvak/JhYul4tJkyb5fV2vdizmzZvX\n6XaI2+0G4JtvvvFPVEIIITz0usYt6lqz7dTUbUkshBCiV5wqheo/iUVOTg47d+5k6tSpfl3Xq8Qi\nPj6+zWNut5uTJ09SWlrKmDFjSElJ8WtgQgghGnl2LCwtEgs5YyGEEL3Cs2NR3X8Si/vvv59bb70V\nlUrFOeecQ0JCQrvXBaQr1DvvvNPhc3v37mXp0qV+r9ESQojeYKuuoezL/zJ44QUoQ7Rl9qkzFg2y\nYyGEEL1MFRaGMjy8Xx3eXrBgAXa7nU2bNvHoo4+2e03AukJ1ZvTo0fzmN7/hkUce4e233+7pckII\n0atKP1/N0bffQR0dRfJPzgt2OO1qeXi7+YyFRnYshBCi12iNhn5VChWojq89TiwABg0axP79+/2x\nlBBC9CrLkUIAKnM3hXxiYbK2PGMhk7eFEKK3aAwGzPmHcbvd/WLEQqA6vva4K5TZbObtt9/G0FR/\nJoQQfYm1qAiAml27cVitQY6mfZHhGpSKFmcsFApUkRHBDksIIQYMtV6P2+HAaQnNnxOhwqsdi7PO\nOqvdxx0OB7W1tbhcLn7zm9/4NTAhhAg0Z0MD9SWlALgdDqq2bCNh1swgR9WWUqkgWqel1mLDbjKh\njtKhUEq3cCGE6C0tW86qo3RBjqZ75s2bx8qVKxkxYoRXHV8VCgVff/21T/fwKrHIyMho93GFQoHB\nYGDOnDksXLjQpxsLIUSwWYuOgtuNfvQoavfuo3LjxpBMLKCxHKqmqd2sHNwWQojepTWeSiwiBvfN\nTqiDBw9GrVZ7fh0IXiUWq1atCsjNhRAimJrLoOJnz6KhvJyqLVtx2e0oNZogR9aWXhfG8TITDrOF\nsPj22wIKIYQIjP4wJK/l+/lAvbeXvXQhxIBlLWxMLHRDhxA7LRunxUrtnr1Bjqp9wwYbULqcuO12\nmWEhhBC9rDmxsPXhWRaXXXYZK1asYOfOnQG7R4c7FnfffbfPi3XUB1cIIUJRc2IRmZ5G7PRplHz6\nGRW5GzFOnBDkyNqaMS6Zb7/dBcgMCyGE6G3N07cdtX13lsXhw4fZsWMHK1aswGg0cuaZZzJr1izO\nOuusDgfk+arDxCI3N9frRUpKSgBJLIQQfYulsIiwhHjUOh360aNQR0VRmbuJzBuuC7l2gqMz4ojX\nugBJLIQQordpjH2/FGrDhg3s3r2bdevWsW7dOv773//y2WefAXDGGWcwa9YsZs2axZQpUzxnMXzV\n4au++eabLl+cn5/PQw89RHFxMWeeeWa3AhBCiGCw15qwV1URM2UyAEq1mpipkzn53fdY8g8TNXxY\nkCNsTaVUMDFNBwehxqkKdjhCCDGgaPR9vxRKpVIxYcIEJkyYwE033URdXR2bNm1i/fr1rFu3jpde\neomXXnqJiIgIZsyYwaxZs7jyyit9uke30hGLxcKKFStYtWoVgwYN4umnn+bHP/5xd5YSQoigaD64\nHTkk3fNY7LRpnPzueypyN4ZcYgEwOikCJ1BY42BysIMRQogBRK1vHEral3csThcREcHs2bOZPXs2\nAFVVVWzdupUffviBjz76iO+++y7wicVHH33EE088QW1tLddffz033ngj4eHhvi4jhBBBZS1snLjd\nMrEwTpqIQqOhcuMmhlx1RbBC61CaXsUR4MBJW7+Z/iqEEH2BUq1GHR3VrxKLZmazmdzcXNavX8/m\nzZvJy8vD6XQydOhQn9fyOrHYv38/Dz30EFu2bGHu3LksXbqUtLQ0n28ohBChwFJ4FADdkCGex9SR\nERjHj6Nqy1bqy8oIT0wMVnjtclstAJRaoajUxJBkfZAjEkKIgUNjMGCv6buHt5s5HA62b9/O2rVr\nWb9+Pbt27cLpdJKcnMyMGTNYtGgROTk5JHbjZ2CXiUVtbS1PP/00b7/9NqmpqaxcuZKzzz67W1+I\nEEKECmthISiVRKS2HhIUOz2bqi1bqczdRMoFPwtSdO1zmM0A1Cu1rNtVIomFEEL0Io3BQN3xYtxO\nJwpV3zvr9uqrr7Ju3To2bdpEXV0dsbGxTJs2jYULFzJjxoxu7VCcrtPE4t133+Wpp56irq6O3//+\n9yxatAitVtvjmwohRDC53W6sRUeJSElpMwwvdlo2+f94gYrcjSGbWNg14WzYVcIV888IckRCCDFw\naAwGcLuxm8yeSdx9yWOPPQbAxIkT+dWvfsV5552Hys8JUocD8i655BLuvfdeZsyYwerVq7nhhhsk\nqRBC9Au28nKcVmur8xXNtDExRI8cQe3efdhrTUGIrmMOU2NikTkimcPFNZRWWIIckRBCDBx9ffr2\n0qVLmTNnDnl5edx+++3k5OSwePFi3njjDfLz8/1yjw53LHbtahzE9Nlnn3l63HZGoVCwb98+vwQl\nhBCBZGmeuN1OYgGNuxamAwep2ryFQfPm9F5gXWjesZgycSgbCvawYXcpC88Ove5VQgjRHzUPyeur\nicXVV1/N1VdfjcPhYOfOnaxbt47169fz6KOP4nA4SEhIYMaMGeTk5JCTk0NycrLP9+gwsbjlllt8\nWki6kwgh+grPxO2OEosZ0yhc9QaVGzeGXGKhDA9n+oRUnvtwDxt2l0hiIYQQvcSzY9GHZ1kAqNVq\nJk+ezOTJk1m8eDFWq5VNmzaxYcMGNm7cyOrVq7Hb7aSnp/Pll1/6tnZHTyxZsqTHgQshRCjqKrGI\nTE0lPCWFqq3bcTY0oAoL683wOuQwm9FERxETHU7WkFj2FlRQbWrAGB0a8QkhRH/W10uhOhIZGcnZ\nZ5/NqFGjGDt2LGvXruWzzz6jqGneky+6N69bCCH6MGtREcqwsE7bycZNz+b4Bx9Rs3MXsdlTezG6\njjlMZsKTkgDIGZfMviOV5O4p5cczhnTxSiGEED2lMfbtUqjTWSwWNm7cyNq1a1m3bh2HDx8GQKfT\nMXPmTGbNmuXzmpJYCCEGFJfDgfXoMXQZQ1EoO+xfQez0aRz/4CMqczeFRGLhcjhw1tWhjo4CGhOL\nlz9pLIeSxEIIIQKvr+9YOJ1Odu7c6Ukkdu7cicPhACArK4vrr7+eWbNmMWnSJDSndUz0liQWQogB\npb64BLfDQWR6+2VQzaJHjkBjMFC5cRNu5w1B71nuMDd2gFJHNSYWSXE6hibr2X7wJNZ6O5Hh3fsh\nIIQQwjunEou+OSRv+vTpmJuagBgMBubPn8+sWbM466yzSEhI8Ms9JLEQQgwo1qLOz1c0U6hUxGRP\n5cRXX2M6mId+VFZvhNchh7mx9a06Sud5LGdcMm99eYAt+04wa9Lgjl4qhBDCD9Q6HQqVqs/uWGRm\nZjJ79mxmzZrF+PHjA9J4qeM6ACGE6Ie6ajXbUtyMaQBU5m4MaEzeaJ5h0bxjAY2JBcD63SVBiUkI\nIQYShVKJWh/dZxOLd955h8WLFzNhwoSAdXOVxEIIMaB01RGqJcP4cSjDwqjI3RTosLrksDSVQkVH\nex4bmqwnMTaSzfvKsDucwQpNCCEGDI3B0GdLoXqDJBZCiAHFWliEOjoajdHY5bWqsDCMkyZSX1yM\n9dixXoiuYw5TcynUqR0LhUJBzrhk6hoc7MgrD1ZoQggxYGgMBpxWKy6bLdihhCRJLIQQA4azvp76\nsjIih6R7vQ0cN72pHGpDcMuhmqdua6KjWj0+Y2xTOdQuKYcSQohA6+sHuANNEgshxIBhPXoM3G50\nQ7xvzxozdQoolVRuDG45VHtnLACyhsZijAojd08JTpc7GKEJIcSA0ddbzgaaJBZCiAHDWlgIQOSQ\nNK9fo9FHox89CtPBPGyVVYEKrUvNOxanJxYqpYLpY5OoMdvYf6QyGKEJIcSAoTU2JRa1smPRHkks\nhBADxqmD274NlIubPg3cbio3BW/Xwt7BjgVIOZQQQvQWjaFp+na17Fi0RxILIcSA0dxqNjLd+x0L\ngNjp2QBUBrE7lKPp07GWcyyaTRgRT0SYmvW7S3C7pRxKCCECRa2XUqjOSGIhhBgwrEVFhA1KQB0Z\n6dPrwhMTiRySTvXOXTisdQGKrmPOujpq9+4jPCUFVUREm+c1ahXZoxI5UWmloFi254UQIlA8pVCS\nWLQrpCdvv//tIT75IR9znZ1hqUZu+cUE0hKj2ZVfzmuf7uXoCROx+nAumD2Mn+QMDXa4QogQZq+t\nxV5VTUz2lG69Pnb6NI698x7V27YTPzPHz9F1rnLTZlw2G/FnndnhNTPGJfP99uOs31VC5mBDL0Yn\nhBADh6cUqoeJRcPJcvJXvoDpQB5KrZa46dkMvXYRSnXbt+bla9dz7N33qC8tIzwpkbTLLiUuZzoA\nbpeLY++9z4mvv8VeU0N4SgpDrrqcmCmTexRfd4XsjsXn6yyfrtkAACAASURBVI/wxYYjPHhDDqse\nPI/RGbG8+/VBqmrreeifufxoWjqvP3gev79sEq99uoet+08EO2QhRAizHGk6uJ3e9WC89njazm7s\n/baz5WvWApAw66wOr5mSNQiNWskGmcIthBAB46+uUPsfexyNwcCUlc8y/rGHqd1/gKI3325zneXI\nEfL+9gxpV1zOtFWvkH7l5Rxc/jesRY2lvcUff0rp6i/IWvpHpr/xGoPmzWH/Y0/QUFHRo/i6K2QT\ni39/k8cvfzKK9CQ94Vo1Vy8YzW1XTuHbLcdIiovkJzlD0ahVZA2NZe6UND5fXxDskIUQIcxadBTA\np1azLemGZaKNi6Nq81ZcDoc/Q+uUw2Khass2Ioekd3o2JDJcw4QRCRwpqaWk3NJr8QkhxECiDA9H\nqdViq+5+2akp7xDmwwUMXXQ16shIwhISSP3FRZR9+d8215Z+8V+MkyYQNz0bpUZD7LRsDBPGUfrl\n1wAoVEoyrl2Ebkg6CpWKlJ8tAMCcd6jb8fVESCYWFTV1nKiyUt/gYPET33DFnz7jz//cQHl1HfnH\nqhk2uPXE3MzBBvKOVgcpWiFEX9CdVrMtKRQKYqdn4zCbqd27z5+hdaoydyNuh4P4s2Z2eW3OOOkO\nJYQQgaRQKNAYDThqu79jYck/TFh8PJroaM9jUZkZOMwW6kpKT7u2AF1mZqvHojIzMR9qTBxSzv9Z\nq58PtqoqXA4H2ri4bsfXEyF5xqK8uvFw5PfbjvPgDTmolEqWv7mFJ9/YglatJD1J3+r6qEgttRYZ\nrS6E6Ji18CgKlYqIwYO7vUbc9GmUfraaytyNGMeP82N0HWsug+rsfEWz6WOSeFYBG3aXcNHc4YEO\nTQjRgtlq49hJM8dPmDl+0kxZpVWGVvZTE+1qImtO8thrG0Gh8DyuUiq4cM5whqcaO3k12E2mNh3+\n1FGNSYajthaSk067Nuq0a6M8nQJbcjudHPr7cxgnTiB6RHB+BoRkYtH8z/DCucOJMzR2QLn6p6O5\n7W//Y9yweNz4/g+1urqa6uq2uxpGoxGjse1fALlerpfr+8/1brcb85EjaJMSUWo03V5fP2Y0qshI\nyjfkojhnHooWP1ACEb/TYqFq2w40qYMps9kwVld3uX5mso79RyrZuSeP9MEJIfHnL9fL9f3lervT\nRXmNjRNVDZjqFVSYnBw/2ZhIyAecA0dyg5LhLgebthdhU7b+mZI1JLbLxALAp7eyXrQRdzY0cOCJ\nv2KvqWHMn+/3YXH/CsnEIiY6HIDoyFP/sQbFNLaH1KiVmE77x2uy2jBEhXW6ZkffMOR6uV6u7//X\n15edoLihgeiMjB6tr9RoiJk6mfLv15DghqiMod2Kx9vrS7/8ClwuUubNJXVox/dquf6cbCeHPtrN\n8VoN48e0f89Q/+8l18v1wbze7XZTUVPfuPNQ3rgDceykmeKTZk5UWjl9E0KpVJAYG8nI9BgGJ0Qx\neFAUgxN0JMXp0KpVXscl+o7jK49Q/cNx/nHLNLSJiZ7HVSoF0ZHaLl+vMeixm0ytHmv+vcZoaHvt\nabsTdpMJTYu/ww6zmT0PPIRGH83Yhx9sty15bwnJxCLeEE5kuIb8YzWMSIsBoKyy8TDiuGHxfL25\nqNX1B4uqyBoS0+txCiH6hubuGZFDutcRqqXYadMo/34NlRs3EZXZfqLiL6fKoLo+X9FsxthkXvpo\nNxt2lUgbbiE6Yamze3YbjjeVMBWftHC83EyDzdnmemN0GKMy4hqThwQdgxOiSEmIIilOh0YdkkdW\nRYBUJ8RSDYQ76tBHd/7Bdnuihg/DVlmJrboabVOCYM7LQ2M0EN4iUWm+1pKf3+ox88E8os8YCYDL\nbmfvnx8hYnAKI36/BIUyuH8XQzKxUKmULDhzKO98fZAxmXHERIex6rN9ZI9K4pxp6bz7TR7/WVvA\nudPSOVBYxffbjnH/db3bV14Ifzj03PPYyisYde/SNmU1wn+shf5LLGKmTEKhVlOZu5H0yy/t8Xod\nsVXXULNrN1EjRxCeOMjr1yXGRpI52MDOQyex1NnRRbQt/RLdU1Vbz3dbj2FztH3T2RW1UklSfOOb\n0eR4HWEa/36S7Xa7qTHbON70yXqlqd6v63clKlxDStOn9fGGCJTK0Ph+Zne4KKu0NJ17sLRKJKpN\nDW2u12pUnqTh1O5DYwIRJf+WRJOetpyNyswkeuQIjry6iswbfoOjtpZj7/6b5AU/AWDrzUsYdvNv\nMYwdQ9KP57Pjtv9HxYZcYqZMpnLjJmr37WfYTTcAUPzRJ7hdLkb8bnHQkwoI0cQC4KofZ9Fgc/LH\nFWuwO5xMG53ETb+YQFSEhvt/M4MXPtzJyx/vJs4Ywc0XT2BMZnBOvwvRXaa8Q5R90dharu7osU5b\niYqesTQlFjo/JBbqyEgM48ZSvW079SdOED7I+zf9vqhYtx5cLp92K5rljEvm8PEaNu0rY87k1ABE\nN7A4nS7+s7aAN77Yj7W+562GFQpIMEa0evOa0vTrBGPnb8rrbQ5Kyi2eT9hPvVG2YKmz9zg2f9Bq\nVKQ0JVHNZUHNX2uUF2UivnK73VTW1lN80uIpWTp2ovH/SyutuE6rXVIqYFBsJJOzBpHalDQ0/3+c\nITxkkiIRuvwxJC/rj/+PQ889z6ZfX48qTMugH80j9ZKLAagrLsFZ3/jhQGRaKiPvuI3C/3udA08+\nRURKMll330l4UuMB77L/fk1DeTkbLv9lq/VTL/0FaU3r9aaQTSxUKiXXLxzH9Qvbdl4ZlRHLU3+Y\n0/tBCeFHR99+x/Prys1bJLEIIGthIcrwcML8lATETs+mett2Kjdu9vQM9zdPGdTMrrtBnS5nbDJv\nrN7Phl0lklj00J7DFTz//k6OlNSii9Bw/c/HkpYY3fULT2OzOympsDR+at6UEGw7eJJtB0+2uk6r\nVpIcr/N8Uq7XaSkpt3jeNDd3TWxJrVKQHK9j3LA4z6fr8YYIemsT1A3UWmwUNyc75Y1v6o+UtO1a\nY4jSkhIfRWpTMqXX+Z5oeM5ANCVVxSfN1DW03UXS67Sc0eLcQ0rTn2tynA6tn3eMxMByasei+7Ms\ntLExjP7T3e0+N/PD91r9Pm56NnHTs9u9dsrKZ7sdQyCEbGIhRH9mOphH1eYt6DIzsBQcoWrLVlIv\nWhjssPoll8NB3fFidBkZftsmjp2WzeHnX6Qyd2NAEouGikpq9+5DP3oUYfG+78amJ0WTHK9jy/4y\nGuxOv5fdDARVpnpe/XQv32xuHKx47rR0rvnp6C4bhfjCWm+nuNzSVNt/6oDw8ZNmCktNba6PM4Qz\nfnh8qxKdwQlRDIqJQKUKfglES827CM27KS13Vw4UVbHvSKVf7qNVKz27PSkJOk/CMjghyqtDtEJ0\nR/MB655O3+6PJLEQIc18+DCHn3+JhLmzSZp/LgpV/3iDdPTtfwGQce0ijrz2OqZ9+3FYLKh1ui5e\nKXxVX1yM2+Hwy/mKZmFxcUSNGE7N7j2N3Tmiff8EuzMV69aB292tMihoHOCUMzaZ9787xI6DJ5k2\nJqnrFwmgsezp8/VHeP3zfVjqHWSmGLjp4vFkDY31+70iwzUMTzW2aU3pdrupMjVw/ERjC9OkuEhS\nEqKICOs7P7IVCgVxhgjiDBGMH57Q6jm7w0VpRWM5V3dLy2KiwxicEEV8F6VjQgSCRi+JRUf6zncp\nMSAVf/QJpgMHMB04QOnnX5Bx7SKMEycEO6weMR04SNWWbejHjsEwbiwxUydjzsujevuObpW9iM5Z\njvjvfEVL8TPPxJx3iJJPPyP9isv8unb5D+tAqSRuZvebUuSMa0ws1u8qkcTCS/sKKnn+/Z0cLq5B\nF67mtxeO47wzM1D18htXhUJBrD6cWH14r963t2jUStISo7tVUiZEKPCcsaiWxOJ0obV3KkQLLrud\nyo2b0cbHk3juOViLjrLn/j+z9+FHqTteHOzwuq2o6WxF85vR2KlTAKjavCVoMfVn/mw121LSefPR\nGAwc//Bjv35qVX/iBKYDBzCMHeNpQ9gdI9NjiNWHkbunFKfT5bf4+qNqUwNPv72NO1f8wOHiGn6U\nncbzd53DT8/K7PWkQggR+pQaDSpdpOxYtEMSCxGyqrfvwGm1Ej8zh+GLb2LC8ifQjx1D1abNbFty\nKwX/fAWH2RzsMH1Su/8A1Vu3YRg3FsPYMQDoMjPQxBip2rINt0veAPqbP1vNtqSKiCD1kotx1ddz\n7N8f+G3d8jXrAIg/q2e7V0qlguljkjFZbewt8E89e3/jdLn5z9oCfrvsa77aVERGip5li8/i1ssn\nY+xGb3ohxMChMRh6dHi7v5JSKBGyyteuB051xYnKzGDsww9SuSGXgldeo/jjTznx7f9Iv/Jykn7c\nN85fHH2r8WxF2hWn5h8olEpipkzmxFffYD6UT/TIEcEKr1+yFhWhMeh79Ol/R5LOm8/xDz+m5LPV\npFxwfrcOWp+ufE1TGVTOjB6vNWNcMp+vP8L/th0jOV7O77RUWmHhpY93k3+shshwNTcsHMeCM4eG\n3CFoIURo0hgM1JeW4Xa5QmJ+RKiQxEKEpMYyqI1o4+OJavFGW6FQEJczg5ipUyj+5D8ce+c9Dq98\nkdLPVzP02kXETJoYxKg7V7tvP9Xbd2AYPw7DmDGtnoudOoUTX31D1eYtIZlYlH31DbrMjIBPmvY3\nZ10d9aVlGMa3bVvtD0qNhvQrLuXQ35/j6DvvMvzm3/ZovbqSEiz5+RgnT0Kj1/c4vnHD4tGFq/li\nQyFfbCjs8Xr90dwpqfz6Z2OI6afnGYQQgaExGMDlwmG2oNHLeaFmkliIkFS9YydOi5VB8+a1O5Fa\nqdGQetFCBs2bQ9Hrb1H21dfsfeAhYrKnMHTRNUSmDu79oLtw9LSzFS0ZJoxvnOa8eSvpV17e26F1\nynr0GIf+/iyamBgmr/gb6qioYIfkNWtRY6vQQM4IGTR3Dsff/5Cy/37N4At/TkRycrfX8lcZV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zrq43Qwuo8nWNQ/Hi++BQvGAJT0wkIjWVmh27/F4aZzeZMOXlEX3GSNRROr+ufbrokSMYvuQW\nnHV17H34Ub9+I7ZVV2OvqQ25wXhCCCH6L0ksWpPEIohOHdxuf8eieViey2YLWAlMb3O73VSsW48q\nMtJvbU0Hipipk3HZbNTu3uPXdWt27ASXK2BlUKdLmH0WaZdfSkPZCfY/9gQuu73Hazb+vdoAQGS6\nJBZCCCF6x6lSKEksQBKLoDIdOIhSqyVyaMcHTZvLoSr6STmU+VA+DSdOEjttqpRB+SjWUw7l3ySz\nuc1sbyZ6aZddQtzMM6ndu4/851b2qFOU6WAeu5fey+GVL4JSSWz2VD9GKoQQQnTMs2NRLYkFDKDE\n4ug77wW0zaWvHNY6z2C8zqZOR6anEZGaStWWbTisfb8cqqKpDCpOhuL5LHpUFipdJJWbt/jt77Lb\n7aZq6zY0Bj1RwzL9sqY3FEolI36/mKgRwznxzbcc/+Ajn9eoLyvjwJPL2fn/7qJ27z5ip2Uz6e9P\nyeA5IYQQvUYVFoYyPFwObzcZMIlF0RtvUbt3b7DD8DDn5YHL1eWbIIVCQfysmbhsNqo2be6l6ALD\n7XZTvnYdqogIYqQMymdKtRrjxAk0lJ2g7thxv6xpLSzEXlWFcdJEFMre/XagCgtj1NK70MbFUvh/\nr1ORu9Gr1znMZgpeeY2tN/+O8h/WEjV8GGP/8mdG3XMXkanSDUoIIUTv0hoNUgrVZMAkFgAnvvom\n2CF4dDQYrz3xTZ/u9/XuUJbDBTSUnSAmeypKrTbY4fRJnnIoPw3Lq9rS2GbWOKl3zlecThsbw6g/\n3Y1Sq+Xg8qcxHy7o8FqX3U7xx5+y5cZbKP7wY7SxMYy87VbGP/EYhrFjejFqIYQQ4hSNwYC9tjak\nKmOCZcAkFuFJSZSvXY/Dag12KACY9jd1hMpq/+B2S5HpaUQOSW8qhwqN+LujvGkoXryUQXWbcXLz\nPAs/JRZbt4FCQcykCX5ZrzuiMjMZ+Yff4aqvZ99fHsNWVdXqebfbTfmatWxb/HsK/vkKbreLIdf8\nisnPPkPC2bN6fadFCCGEaEljMOB2OHBa+u57NH8ZBH9ahgAAIABJREFUMD+RB/1oLq6GBsrXrAt2\nKI2D8Q4eJCxxEFqj0avXxM88E7fDQaWX5SKhxu12U7F2PcrwcIyTpQyqu7RGA1EjhmPatx+HxdKj\ntRzWOkz79hM1LNNz+CxY4nJmMORXV2ErL2ffI8s8LXVr9+1n1x+X/v/27jwsqur/A/h7WAbZBAEV\nFDfcQEFCRHOrQFLTSi0VVFBTW9xbzC33NcvcM9NfmSJquZWSpYb2zdAAN0QQVBQVZJFl2JlhmPP7\ng7gxgooOCuL79Tw9D5x77jnn3jnS/cw9C2K/XAXl3TTYvdEf7ps2wv6tgXzrRURENQKXnP3P/WcN\n1zINvDxxa+dupP5xHLa9vau1LYV3kqDOyX2kVXisu3fDrZ27kRZyCg08X3lyjasCQqOBKiMThUlJ\nKExORkFSMgoSElCYnAybHt2hb2RU3U18ptXr5I7cq9eguBABm+7dHrucrMhIiOJiWD6lZWYfpvHb\ng5B/OwF3//wfrq5eCwBIPx0KoGSyf7ORI2BsZ1edTSQiIiqn7JKzxo0bVXNrqtdzE1gY2VjD0u0F\nKM6dR/7tBJg0qb5Jnv9tjPfwYVClTOwbw7RFcyjOR0Cdm/fENzJ7GFFcDGVaGgqTklGQlITCpOSS\n/5KTUZicAo1KVe4cfWNj2PbtXQ2trV3quXfE7V0/IiP8rE6BheJcyfyKp7V/xcPIZDK0mjQehcnJ\nUkBh3rYtmr8zEnWdHKu5dURERBXjG4v/PDeBBQA09PaC4tx5pAYfR/PRI6utHdkxlZ+4XZZ1927I\n27ETGWFhaODl+SSa9lD5CYm4smot8uPjIYqLyx3XNzGBcRN71LG1hbGdLeqU/mdrB7lVPchksmpo\nde1i1tIBchsb3P3zfzBu3Aj2g9965PtasszsBeibmsK8TcU7v1cHPUNDOM6agVs7d8HS1RXW3V5k\nnyEiohqtNLBQcS+L5yuwsOrsAQNzM6Se+B+a+g1/4P4RT1LulZKN8UxbNH+k82x6dMOtHTuR9ndI\ntQQWKoUC0YuWQJmSCrM2rWHcyA517OxQx7YhjO3sUMfOFgbm5nwQfMJkenpwmj0Dl5etwK0dO5F3\n/QZaT5kIfWPjSpdRkHgHytRUWHfvCpm+/hNs7aOTW1qg1YQPqrsZRERElVI6FEqdzb0snqvAQs/Q\nEPVffglJQYeRefYcrLt0fuptUOcXIO/mLdR1bPvIgY2xnR1MWzpAceEiinJyYGhu/oRaWV5xYSEu\nL1kOZUoqmvgORdNhPk+tbirPrKUDXL/6ArErvkT6qdMoSEyE02czUadhw0qdX9OGQRERET2rDC05\nFKrUc7MqVKmG3r0AVN+eFrnXrlVqY7z7seneDaK4+KmuDiWKi3HlqzXIvXoNDbxeQRPfoU+tbro/\nuaUF2i+aD9vX+iD/5i1EfDIdioiLlTo381zp/hVcoYuIiEgXHAr1n+cusDBt0RymLR2QceZsufXy\nnwZp/4pHmLhdlk33fzfLe0rL5gohcP3/vkdGWDgsXDug5YQPONSpBtEzNETLD95Dy4kfoLigEFEL\nFuPOwaAHbtJTrFQiOyoaJs2awsja+im2loiIqPYxrPvfqlDPu+cusAD+fWuh0SD1xP+eet05Vx5v\n4napOra2MGvdCoqIiyh6CmP57vxyCMmHf4dJs6ZwnDENeoaGT7xOenS2vV+F85KFMKxbFze+24qr\nazdUuDIXAGRHRUOjUqGee8en3EoiIqLaR6avDwNzMwYWeE4Di/ov9YDM0BCpwcef6vbrQgjkxF6F\nUYP6kFvVe+xybLp3AzQapP8TWoWtKy8t5BTit26D3NoK7ebNgYFp9S5xSw9W18kRrqu+gFnrVrh7\n4k9Ezp4LZVp6uXwcBkVERFS1DC0sUJTFyds1dvJ2zM0M/BAUjRt3smBkqA+XVjYYN8AZ9czrIDIu\nDduConE7NQdWdevgzZda4rWuzStdtoGZGay7dkHaX38jJ/YK6jo+3rCkR1WYlAR1djYsXbvrVI51\n966I/2E70v4+Bdver1ZR67RlR1/GldXroG9sjHZzP4ORDYfMPAuMrK3hsmwx4r75FqnH/0TEJ9Ph\nOPNTrX0gFOfOQ69OHe4NQUREVEUMLSxQkHgHori4UqstKu+mIe7bzciJvQo9uRzWXTzQfMzoChf2\nSQs5jYQ9e1GYnII6tg3RxGcorLt2kY4XK5W48d1WpBz9A85LF8KiffsqvbZHUSPfWOTmqzB/82l0\n79AIOxf3w/ppnsjMVmLj3ghkZhdi8Xeh6NW5KXYs7IupPm7YFhSFczGpj1RHw15eAJ7uJO4caf8K\n3QKZOg0awKxNa2RFXnoir93yExJxednngEaDtjOmPfKyuFS99ORytJoyCS3GvYOi7GxcmjMfyUeO\nAgAKU1JQkHgHlh1cOKyNiIioihhaWABCoCgnt1L5Yz7/AoYWFnD/9mt0+HwJsmNicWvn7nL58uLj\ncXXNOjQZ5ovOAVvRdLgvrqxag/xbtwAAqoxMRHw8HTK9mvFIXzNacY+iYg3eG+iCN3o6QF9PBgsz\nI7zoYosbd7Lx57kE2Fqb4LWuzWFooA/H5lbwdG+C307feKQ6LDq4wKi+De6e/BvFhYVP6Eq0SfMr\nquANiU2P7oBGg7RT/+hcVlmle1Woc3LRcsIHqMfhMs8kmUyGRm+8jvYL5kLfuA7iNn6LuG++RUZY\nOADAsiM/VyIioqryKLtv51y9htzrN9B89EgYmJjAqH592A9+CylHj5XLm3zkGCzdXGHdxQN6hoaw\n6uwBC1cXJB8NBgCo8/PQ/J2R1brxc1k1MrCoZ14HvTyaAiiZl3A7JQfHz9zGS26NcS1BgZaNLbXy\nOzS2wNXbikeqQ6anhwa9vKApLET6qdNV1vYHyYn5d2O85s10LsumW8nqUOkhVbc61L17VTT09qqy\nsql6WLp2gOtXX8CkeTMk/34UN77fBoD7VxAREVWlR9nLIi/uOoxsbLT2IzNzaAF1bh4KkpLvyXsD\npg4OWmlmDg4l2xcAMLG3h1Und+Apzhl+kBoZWJS6cScLb804hElfHkcre0v49XVCdp4KZibaQzjM\nTOTIzqt4BZwHKd29OuUpDIcqLihA3s2bMG3pUCVDUIzq28DcsS2yoqKrZNlc7lVRe9Vp2BAdViyD\ndfeugEYD48aNKr2RHhERET1c6e7bRZXYy6IoJwcGZtoL4hiYlQQZ9+7eXZLX7J68ZjV2l+8aO3kb\nAFo0ssCBL95EQmoONu69iM+3h0MGQPMYUZlCoYBCUf6thmk7J2RHRaPgzh0YN2r00PyWlpawtLQs\nl/6w/DlXtTfGq4ry9ZwcgZhYpJ8OhV2/vo/UnrKEEIjZuAkZYeEwatMaBv1fw82bN3W6XuavWflz\nCgthNORt1GvVEgb16yM+Pv6Zaj/zMz/zMz/zM39Nzi/7d9J1pee+PsqjbA15G1EZMvE011vVQczN\nDExffxIdWtnAqm4dfDzcXTp2NPQmdh2Nxda5vR+53Lv/O4krq9bAfvBbaOY/oiqbrOX2nn24tWMn\nHGd+CuuuL1ZJmcr0dJwZ+z7qtnOCy7LFj11O4i8HEf/9Npg0awqX5Uu4rCwRERHRI8iKisKl2fNg\nP+RtNPMb/sC8yUeP4faPe+Hx3bdSWkFSMs6NnwT3b7/WGlVwceZnsHBxRrMRw6S0m4G7kB0VrfXs\nV1xQgH+G+XNVqIqcvJCIKV+d0Eor3eu5k1NDXEvQjhSv3MqEY7PH2xfC6sXO0Dc1QerxPyGKix+r\njMrIiS2ZuG3W5vE2xquIkbU16jo5Ijv6MpTpGY9VRlrIKcR/vw1yKyu0m/sZgwoiIiKiR1SnoS2g\npwfIZA/Na9aqJVQZGVCVefORe/UqDC0tyg1VNmvVEnlxcVppuVeuPvZGy09ajQws2jtYIzUjH7uP\nxUJVVAxFjhI7j8aiXQtreLo3QUa2Er+G3ICqqBiR19Lw1/kEvN7D4eEFV0DfyAj1X3oJqowMZJ6/\nUMVXUqJkY7wrMKpvAyNrqyot26ZHN0AI3Nq5C6nHTyDt7xCkh4Yj8/wFZEVFI+fqNeTdvIWCpCQo\n09NRlJ2DYqUSQqNB9uWY//aqmPcZjOrbVGnbiIiIiJ4HRjbW6LhhLZoMHfzQvGYODjBv0xrxPwRA\nnZ+PwuRkJOzZB7t+rwEAzk2YjKxLUQAA2z69kRUZhfR/QqEpKkJayClkX46BbZ+SfczU+flQpqVD\nlVEy37ZIkQ1lWjrU+QVP6EofrMYOhbpyKxP/98slxCVmwaSOAVxb1ceYN9vDqm4dXL6Rgc0/X8St\n5BxYWxpjeO+2eMW9yWPXlXstDhGfTId11xfhOPPTKryKEgVJSTj3wSTY9OiOtp9+XKVlqzIycebd\nDyDU6scrQE8P7eZ9xmVliYiIiJ4SVUYmrm3chKzIS9A3kqNBLy80G+kHmUyGkIGD4TRnVslqTwDS\nQ8Nxc/sOFKakwLiRHZq/M0p6bru160fc/nFPSaEymTQfo4nvUDSthoV4amxg8TQJIXDhw09QkJAI\nj+83S2sRV5XUE3/i6pr1aDHuHTR64/UqLRsAcuOuoyAxERpVETQqFTRFKmiUKmiK/v1d+q/kd1Gk\nQrFSBWg0sHu9P2y6d63yNhERERHR86VGrwr1tMhkMjT09sKN/9uKu/87iUZvVu3Df07sVQCAeRXO\nryjLrKUDzFo+3lAwIiIiIqKqUCPnWFSH+i+/BJmBAVL+CEZVv8TJiY2FzNAQpg4tqrRcIiIiIqKa\ngoHFvwzr1oVVZw/k37yF3GtxDz+hkooLC5EXfxNmVbQxHhERERFRTcTAooyG3l4AgNTgqtuJO7d0\nYzzHtlVWJhERERFRTcPAogzLF1wht7bC3b9OoliprJIyS/eveFLzK4iIiIiIagIGFmXI9PXRwPMV\nFOflI/10aJWUKQUWjgwsiIiIiKj2YmBxjwZVOByqZGO8WMhtbGBkba1zeURERERENRUDi3sY29mh\nrnN7ZF2MRGFKik5lFSanoCgru8Zuu05EREREVFUYWFSgYa/StxYndCqndBhUXU7cJiIiIqJajoFF\nBay7vQh9Y2OkBJ+AKC5+7HJyYmMBgG8siIiIiKjWY2BRAf06dWDTsztUaWnIirz02OXkxF6BzMCA\nG+MRERERUa3HwOI+Gnr3AgAkHz32WDtxFxcWIu9GPMxatuTGeERERERU6zGwuA+zNq1h0rQJ0kNO\nI2ruAuRcufpI5+dei/t3YzwOgyIiIiKi2o+BxX3IZDI4zpyOeu5uyIq8hIufzkTM518gPyGhUudL\n+1dwfgURERERPQcMqrsBNZlx40ZoN28Osi5F4eb2QKSfDkV6aDgaeHmiqe9QGNW3ue+5/03c5opQ\nRERERFT7ycTjTCB4DgkhkBEWjpsBgSi4nQCZoSHs+r8G+7ffgmFd83J5w0eNhczAAB7fb66mFhMR\nERERPT0cClVJMpkM1l06w23tKrSeOglySwvc+fkgzr4/Abd/2oviwkIprzIlBUVZWZxfQURERETP\nDQYWj0imr48GXp7ouHE9Wox9BzIDA9wK3IWz709E0uHfoSkqQk5syURvzq8gIiIioucFh0LpSJ2f\njzs/H0TiL4egKSxEHduGkFtZITv6MlxWLOOu20RERET0XGBgUUVUiiwk7NmL5N+PQqjVkBkY4MXd\nO7iHBRERERE9FxhYVLHClBQk7PsZdRrUh/3gt6q7OURERERETwUDCyIiIiIi0hknbxMRERERkc4Y\nWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBAR\nERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERER\nkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4Y\nWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBAR\nERERkc4YWBARERERkc4YWBARERERkc4MqrsBj+NuZgG+2R+B2JuZkBvq48X2thg7wBkG+oyTiIiI\niKhmU95NQ9y3m5ETexV6cjmsu3ig+ZjR0DMo/2ieFnIaCXv2ojA5BXVsG6KJz1BYd+0iHb+1czfu\n/u8kinJyYNbSAQ7vjoVJ0yZP83Ikz+ST+LJtYbA0M8KW2d5YMakHLt/MQODvMdXdLCIiIiKih4r5\n/AsYWljA/duv0eHzJciOicWtnbvL5cuLj8fVNevQZJgvOgdsRdPhvriyag3yb90CACT9+htSj5+A\n02cz4LF1C8wd2yJ68TJoioqe9iUBeAYDi6u3M3E9MQvvvNEeJnUM0aCeCYb0aoMj/8RXd9OIiIiI\niB4o5+o15F6/geajR8LAxARG9evDfvBbSDl6rFze5CPHYOnmCusuHtAzNIRVZw9YuLog+WhwyfHf\nj6DRm2/ApGlT6BsZoanvUBTn5yPz3PmnfVkAnsHA4lpCFmwsjWFuIpfSWja2QG5BEZLS8qqxZURE\nRERED5YXdx1GNjYwNDeX0swcWkCdm4eCpOR78t6AqYODVpppixbIvXYNGpUK+QmJMG3ZQjom09eH\nSbOmyL167clexH08c4FFTp4KZsaGWmlm/wYZ2XnK6mgSEREREVGlFOXkwMDMVCvNwKwkyFBnZ1eQ\n10wrzdDcHOrsbKhz8wAhYGCqfdzAzAxF2TlPoOUP98wFFgAAUd0NICIiIiJ6TI/yLCsqyCyTPbAw\nrcNP0TMXWFiYyZGdr9JKy8lT/XvMqDqaRERERERUKYYWdVGUo/1GofR3Q0uL8nkreIthaGEBA3Mz\nQCYr93ZC/e/x6vDMBRat7C2RkVWAzJxCKe3KrUxYmhnB1tr0AWcSEREREVUvs1YtocrIgEqhkNJy\nr16FoaUF6jRsWC5vXlycVlrulaswb9sGeoaGMG3WFLnX/juuKSpCXvxNmLdt82Qv4j6eucCipb0l\n2jazwg9B0cgvLEJyeh5+Cr6C/j1aPPxkIiIiIqJqZObgAPM2rRH/QwDU+fkoTE5Gwp59sOv3GgDg\n3ITJyLoUBQCw7dMbWZFRSP8nFJqiIqSFnEL25RjY9nm15Hi/vkgK+hX5t26huLAQN3fshNzKCpYv\nuFbLtcmEqGjgVs2WkV2Ir/dE4OK1uzCS68PboylG9W8HWXUNKCMiIiIiqiRVRiaubdyErMhL0DeS\no0EvLzQb6QeZTIaQgYPhNGcWrDq5AwDSQ8Nxc/sOFKakwLiRHZq/Mwr13F6Qyrr9014kHf4dxXl5\nqNvOCS3Hv4c6trbVcl3PZGBBREREREQ1yzM3FIqIiIiIiGoeBhZERERERKQzBhZERERERKQzBhY1\nTExMDF5//XV4eXlppf/2228YOHAg3Nzc0KdPHxw+fFg6NmbMGHTo0EHrv/bt22PWrFkAAJVKhYUL\nF8LT0xNdunTB+PHjkZKS8lSvi6re4/QVIQTWr1+PXr16wc3NDf3798eePXuk4+wrtdPj9BW1Wo0N\nGzagd+/eeOGFF+Dr64uYmBjpOPtK7ZSYmIjJkyeja9eu6Nq1Kz788EOkpqYCAMLCwjB06FC4u7vj\ntddew+7du7XODQwMRL9+/eDu7g4fHx+cOXNGOsb+Uvvo0lfUajXWrl2L9u3b48CBA1rH2FeecYJq\njEOHDomXX35ZTJ48WXh5eUnpZ86cEe3btxfHjh0TRUVFIjg4WLi4uIjIyMgKy1EqlcLb21uEhIQI\nIYT4/PPPxaBBg0RCQoLIyckRs2bNEkOHDn0q10RPxuP2lYCAANGjRw8RFxcnhBAiLCxMODs7i1On\nTgkh2Fdqo8ftK5s2bRKvvPKKiImJEUqlUqxdu1b06NFD5OfnCyHYV2qr119/XUybNk3k5uaK9PR0\nMWrUKPH++++L1NRU4ebmJnbt2iWUSqU4d+6ccHd3F3/99ZcQQogTJ04Id3d3cebMGaFUKsXu3buF\nu7u7SEtLE0Kwv9RGj9tXCgoKxJAhQ8Qnn3wiOnXqJA4cOKBVLvvKs41vLGoQjUaDPXv2oHPnzhBl\nFusKDg6Gu7s7vL29YWBgAC8vL3h5eWl901zWxo0b4eTkhG7dukGtVmPv3r2YMGECGjduDDMzM0yb\nNg0XL17U+vaRni2P21cuXbqETp06wcHBAQDg4eGB5s2bIzY2ln2llnrcvnLs2DEMHjwYbdu2hVwu\nx+TJkyGEwIkTJ9hXaqmcnBx06NAB06dPh6mpKaysrDB06FCEh4fj0KFDaNKkCXx9fSGXy+Hm5oYB\nAwZI30Tv2rULgwYNgru7O+RyOXx8fGBnZ4egoCD2l1pIl75SWFiIoUOHYuXKldDX19cql33l2cfA\nogZ58803Ub9+/QqPiXtWBa5bt26F/8hSUlKwfft2zJgxAwBw69Yt5OTkoF27dlIeKysr2NraIjIy\nsgpbT0/T4/YVb29vhIWF4fLly9BoNAgNDUViYiJ69OjBvlJL6fJ3pexxmUwGMzMzxMTEsK/UUubm\n5li6dKlWf7lz5w4aNmyIqKgorc8bAJycnKTPOyoqCu3bt9c63q5dO0RGRrK/1EK69BVLS0sMHjy4\nwnLZV559DCyeAZ6enjhz5gyOHTsGlUqF8PBwnDhxAooyW8GX2rx5M/r27YvGjRsDgJSnbt26Wvks\nLCyQmZn55BtPT9XD+oq3tzeGDx+OQYMGoX379hg3bhzmzp2LVq1asa88Zx7WV1555RXs2bMHsbGx\nUKlUCAwMRHJyMhQKBfvKc+L69evYtGkTJk6cCIVCAQsLC63jlpaW0uetUCjK9Ye6desiMzMTWVlZ\n0u9lsb/UHo/SVx6Ef1uefQwsngEeHh6YP38+Vq5ciW7dumHnzp0YOHAgDAwMtPJlZ2dj7969GDNm\nTDW1lKrbw/rKzz//jL1792Lv3r2IiIjAhg0bsHjxYpw/f76aW05P28P6ynvvvYfevXtj3Lhx8PT0\nRGpqKjw8PGBgYACZTFbNracnLTIyEv7+/hgzZgz69+8PoPwbrns97DjVTo/TV6j2YmDxjPDx8cGR\nI0dw5swZrF69Gvn5+bC9Z7v24OBg2NraolWrVlKalZUVAJSL9BUKBaytrZ98w+mpe1Bf2bFjB4YM\nGQJnZ2fI5XK8/PLL6NatGw4ePCj1B/aV58eD+opcLsdnn32GkydPIiQkBB999BGSk5Nha2vLvyu1\n3MmTJ/HOO+9g8uTJmDBhAgCgXr165T7vzMxM2NjYACj5f829b9EVCgVsbGzYX2qxR+krlfms2Vee\nfQwsngEpKSk4dOiQVlpISAjc3d210v744w+8/PLLWmlNmjSBhYWF1tjElJQUJCcn44UXXnhyjaZq\n8bC+otFoUFxcrHVcrVZDJpOxrzxnHtZXoqKicOrUKa38cXFx6NixI+zt7dlXaqmIiAh8/PHH+PLL\nL+Hr6yulOzs749KlS1p5IyMj4erqKh2/dwz8xYsX4erqyr8ttdSj9pXKfNbsK88+BhY1yN27d5Gc\nnIzs7GxoNBrpH1NeXh5mzZqFP/74A2q1Gt988w3S09MxdOhQrfOjo6Nhb2+vlaavrw9fX19s2rQJ\niYmJyM7OxhdffIGuXbuiZcuWT/PyqAo9bl/x8vLCvn37EBMTA7VajZCQEJw6dQre3t7Q09NjX6mF\nHrevxMbGYtq0aYiPj0dubi4WLFgAFxcXdOrUiX9Xaim1Wo3Zs2djypQp8PT01Dr25ptv4u7duwgM\nDIRSqURoaCgOHToEPz8/AMCIESNw8OBBnD17FkqlEj/88ANycnLwxhtv8G9LLaRLXyksLERycjKS\nk5MhhIBCoZD+RvFvy7NPJjgQrsbw8vLCnTt3AJSswCKEgEwmQ3BwMM6ePYu1a9fi7t27aNu2LebM\nmYMOHTpone/i4oIVK1agX79+WulqtRorVqzAwYMHoVKp0LNnTyxcuBD16tV7atdGVetx+4parcbX\nX3+NQ4cOIT09Hfb29hgzZgwGDRokHWdfqV10+bvyxRdfYP/+/VCpVOjevTvmz58vDX1hX6l9zpw5\nAz8/P8jlcq10mUyG33//HUlJSViyZAmuXbsGW1tbTJo0CW+++aaUb8+ePfjmm2+QlpYGJycnzJ07\nF87OzgDYX2obXfrK/v37MXv2bCl/6WPooEGDsHz5cvaVZxwDCyIiIiIi0hmHQhERERERkc4YWBAR\nERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERER\nkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4Y\nWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBAR\nERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERERkc4YWBARERER\nkc4YWBARERERkc4YWBARERERkc4YWBARERERkc5qZGCRkJAANzc3+Pv7w9/fH6NHj8bp06cfeE5S\nUhIuXrz4lFpYtbp06VIuLTc3FyEhIQAe/drOnDmDr776CgCwceNGnDx5smoa+gAVXcOTOv/o0aMA\ngPXr1yMwMLBS55TmDQsLw5QpUx6rjaGhoejTpw+OHDnyWOfXdBX1lSlTpiAsLKxS55e9P2fOnEFG\nRoZ0bNy4cSgoKKjS9hIREVHNUiMDCwBwcHBAQEAAAgICsHjxYixZsgSxsbH3zX/69GlERkY+xRYC\nQogqKUcmk5VLi4qKwt9//w3g0a8tNDRUelA/d+4c3N3dq6SdD1LRNTyJ8xMSEhAUFPTIdVY274M+\n0/DwcAwfPhx9+vSpdL3PknPnzqFTp07l0su2ecD8AAAbjUlEQVTeu4fdnxEjRqBPnz7Yu3cv0tPT\nAQAqlQpFRUUwNjau+kYTERFRjWFQ3Q2ojCZNmuCDDz5AYGAgFi1ahOXLlyMiIgJqtRo+Pj7o1asX\nNmzYAENDQ9jZ2aFOnTpYu3Yt5HI56tatizVr1sDQ0FAqLzo6GosWLYKhoSHkcjnWrFkDAJg5cyZy\ncnKgVqsxZ84ctGvXDl26dEFoaCiAkm9v/fz8EBoaioSEBCQkJCAgIADLli1DZGQk9PX1sXDhQrRu\n3RqrV6/G2bNnUVxcDD8/P/Tv3x8nT55EQkIChg0bVu4av/zyS5w5cwaWlpbYtGkTFi1ahLy8PFhZ\nWWHXrl3StW3duhUdOnRAZGQklEolVq9ejUaNGmHChAnYuHEjgJIHxHfeeQcqlQoqlQqbN29GmzZt\n0K9fP8ybNw+GhoaYO3cugoKCEB8fj7S0NCxYsACHDh3C5s2bcejQIaSmpuKTTz5BdnY2fvnlF6Sk\npMDT0xMhISGoV68eBgwYgL1792rd1yVLluDSpUuwsbHBmjVrkJaWhk8//RQymQxqtRorVqxAkyZN\npHwajQbDhg3DoEGDpDIuX76MhQsX4vvvv8fff/+NrVu3wsDAAM7OzpgxYwYWLVqEyMhIfP311wCA\niIgIBAcH4+7du5g+fTp69uyJ77//Hr///jsA4KWXXsKkSZMe2sdmzpwJuVyOjIwMrFu3DnPmzEFC\nQgLUajWmTJkCKysr7N+/H4aGhqhfvz4aNGiA1atXw8DAAHZ2dli8eDHOnTuHrVu3Ii8vD9OnT0dS\nUlK59u/fvx9nz55FZmYmbty4gbFjx2Lw4MEICQnB6tWroa+vj379+mHUqFE4c+ZMuTrK3u/s7GxM\nmzYNeXl5MDc3x6pVq1BcXFxhP/b29kavXr1w6tQpvPTSS9BoNNLPn3zyidRXjI2NsWXLFhw+fBiN\nGjVCbm4uhBBYv3691Oe3bt2KWbNmISUlBYWFhZg0aRIaNWok3R8bGxsEBwcjLi4O69atQ2JiIlxc\nXCr9752IiIieUaIGun37tnjrrbe00uLi4sTw4cOFUqkU27dvF0IIUVBQIHr06CGEEGL9+vVix44d\nQgghfv/9d3Hr1i0hhBAzZswQx48f1ypr8eLF4ueffxZCCHH69GkRFxcn1q9fL7Zs2SKEECIyMlL4\n+fkJIYTo0qWLdN7kyZNFaGioWL9+vfj444+FEEKEhISISZMmCSGECA8PF2vWrBHh4eFi2rRpQggh\nlEql6N+/v1Aqlfe9XkdHRxEbGyuEEMLHx0dcvnxZ7N+/X6xYsaLctfn5+YnNmzcLIYQICAgQy5Yt\n0ypLqVRKbQ8LCxNffvmlCAkJkfKNHz9eTJgwQQghxKJFi0R4eLgYMmSIEEKIBQsWiNGjR4ucnBzx\n22+/iQ0bNogRI0aI7OxscfjwYTFy5Ehx/PhxkZ6eLkaNGqVVb9u2bUVERIR0n44fPy4iIyPF6dOn\nhRBC7N27V3z++edCoVAIb29vIYQQRUVF4qeffpLuc0ZGhhg6dKhISkoSubm5YtCgQUKlUgkhhJg6\ndao4e/asCA0NFZMnTxZCCLFu3Trx7rvvCiGEuHLlihg0aJAQQoitW7cKtVotNBqN8PLyEjk5OdI9\nLHt+WTNnzhRfffWVEEKIAwcOiNWrVwshhEhPTxdvvPFGuc9hwIABIisrSwghxBdffCEOHjwoQkND\nhaenp1CpVPdt//79+8WQIUOERqMRcXFxYsCAAUIIIXr37i0yMjJEcXGxeP/990VhYWGFdZS1atUq\nERAQIF3zsWPH7tuPHR0dxfXr10VBQYFwcXERERERorCwUHTt2lXqKytXrhTZ2dnC09NTKJVKkZub\nK7p27Vquz6enp4v9+/cLIYS4deuWdN/v7adXr16V0v/6669y95yIiIhql2fijQUA5OXlQU9PD3K5\nHAqFAr6+vjA0NERmZma5vJaWlpg7dy6Ki4tx+/ZtvPjii1rHe/XqhQULFiA+Ph79+vWDg4MDoqKi\nMH78eACAs7Mzbt68+cD2lH4DGxUVJQ016tSpEzp16oTNmzcjIiIC/v7+AEqGj6SmpsLe3r7CsszM\nzNCmTRsAQIMGDZCTkyOdV5Fu3boBAF544QX89ddfWsciIiLg6uoKoGRIVOfOneHm5oZvvvkG2dnZ\nMDc3h1qtRmFhIaKiojBjxgzI5XIUFhYiKSkJ3t7eiIiIwPnz5/Hqq69CpVJJv/v7++PChQvQaDTw\n8PDQqtfIyAgdOnQAAHTo0AE3btyAk5MTvvnmG2zYsAFZWVlwdnaGhYUFmjdvjgkTJqBv374YMGAA\nAECj0eCjjz7Cu+++C1tbW0RERODOnTsYM2YMgJLPPykpCfXr15fqlMlk6Ny5MwCgdevWSE5OBgDI\n5XL4+/tDX18fCoUCWVlZD/gk/1Pa/vPnz+PcuXM4e/YsAECpVKKoqEjKl56ejps3b2LixIkAgMLC\nQlhZWaFhw4Zo27YtDA0NER0dXWH7Sz83mUyGhg0bIicnBxkZGZDL5ahXrx4AYNOmTUhLS6uwjrIu\nX74sDcsaPXo0AGDfvn0V9mMzMzO0aNECAGBiYgJnZ2fo6elBo9FIfcXDwwPx8fFo3bo15HI55HI5\n2rdvL9VX2ufNzc0RGRmJn376CXp6etL9vV9/PX/+vHQfiIiIqPZ6ZgKLS5cuoX379ggPD0doaCgC\nAwOhr68PNze3cnlnz56NLVu2wMHBAYsXLy53vGvXrti3bx9OnDiBGTNmYMaMGZDJZFoPRqUPXGWp\n1Wrp59IhKQYGBiguLtbKJ5fLMXjwYLz33nuVujZ9fX2t3+/3gFaqtD6NRlNu7kBpMAH8NyTK2NgY\nenp6CAsLg6urKwoLC3Hq1CmYmppCLpfD3d0dp0+fhqmpKVxdXfHnn38iOjoa06ZNg1KpxPnz53Hz\n5k3MmjUL+/btg1qthpeXl1a997ZDJpNh7dq1eOmll+Dj44MjR47gzz//BABs2bIF0dHROHToEH75\n5Rd89913yMvLg6OjI3bt2gVvb28YGhqiffv2+O6778pd3/3IZDLcuXMH27Ztw88//wxjY2O88cYb\nFeZNSEjArFmzIJPJMGPGDAD/faZyuRzjx49Hv379KjzX0NAQDRs2REBAQLm2lZZxv/YfOHBA6/MW\nQkBPT6/cZ36/OsrS09Mr1/fu14/v7WN6etrTq0r7SlxcnNZnWfbfQem1BQUFISsrC7t27UJGRgYG\nDx4s1X2v0iFWJiYm970OIiIiqh1q7OTtsm7duoUffvgBo0ePRmZmJmxtbaGvr4/g4GAUFxejqKhI\nGscPlKyoZGdnh+zsbPzzzz9QqVRa5QUGBkKhUOCNN97A6NGjcfnyZbi4uEgPrRcuXJDeIMhkMhQW\nFqKgoACXL18u17ay55XO3XB1dcXx48chhIBSqcSSJUse+ZplMpn00Fj22gBI36RfuHABrVq10jrv\n7NmzcHd3lx7oTE1NAQCurq4IDAxEx44d4erqih07dkhvHTw8PLBt2zZ06NABjo6OiIiIgLGxMQwN\nDeHm5oazZ8/CyMgIMpkMMpkM0dHR0luRUqVvQICStyYODg7IzMxEkyZNIITAsWPHoFKpkJiYiO3b\nt6Ndu3aYMWOG9MbJ3NwcM2fORP369bFnzx44ODjg+vXr0spC69atQ0pKCvT19aX7IoSQ7kVMTAwa\nN26MzMxMWFlZwdjYGFFRUUhMTNR621DK3t4eAQEB2L59u/StfOkDuaurK/744w8AJW8nVq9erXW8\nbt26AIC4uDgAQEBAQLmFBVq0aFFh+ytiaWmJ4uJipKSkQAiBDz74QHrwf1AdLi4u+OeffwAAu3fv\nxs8//3zffvwgZftK06ZNcf36dRQVFSE3N1f6TMtSKBTS27ejR49K97dsQKOnpwe1Wo0LFy5wfgUR\nEdFzosa+sbhx4wb8/f1RVFSE4uJiLFiwALa2tjAzM8OWLVvg5+cHT09PeHp6YsGCBejfvz9mzJgB\nKysrjBgxAsOGDUPTpk0xbtw4bNiwAV5eXrCxsQEANG3aFFOnToW5uTmMjIywfPlyGBkZYdasWRg1\nahSEEJg/fz4AYNiwYRgyZAhatWoFZ2fncu3s1KkTgoODMWLECMhkMsyfPx+tW7dGly5d4OPjAyEE\nRowYAQD3nbxd0bf97du3x8qVK2FnZwc3Nzfp2gDgzp07GDduHHJzc7Fu3ToAwIQJE7BmzRrpATE0\nNFTr4d/DwwOBgYFo27YtlEolwsPDpUnNbm5uOHPmDD7++GMYGBigoKAAPXr0AFAybKagoEAaftWm\nTRtERkbCwMAABw4cgLm5Oby9vdGgQQMcOnQIy5cvh42NDXr27AkhBBYvXoxGjRrBz88P8+fPR3x8\nPC5cuIDDhw9Lb3bK3oPZs2fDx8cHL730EmbPno13331XGpLTsGFDaZjR8uXLYW5uDhsbG4wfPx4J\nCQn47LPP4OTkBBMTE/j6+sLNzQ0+Pj5YuHCh1spY91shqjT9tddewz///ANfX19oNBpMnjy53HlL\nly7FrFmzpDcLPj4+uHDhgpTH2Ni4wvbfW07pz/Pnz8fUqVOl+s3NzcvV4evrK33WGzduxKhRozB9\n+nT4+/vDzMwMX331FYQQFfbjiuos/fnChQtSX7G0tMTAgQPh4+MDe3v7CoOC3r17Y/z48Th37hze\nfvtt2Nra4uuvv9Yq18PDA1OmTEG7du20JucTERFR7SUTDxt3QzWKv78/5s+fX+5NBRERERFRdXom\nhkIREREREVHNxjcWRERERESksxr9xiIoKAjOzs4VLil7ryNHjgAoWZlnypQpVdqONWvWwMfHB/7+\n/hg2bBhiYmKqtPzK+u677+Dv74+BAweia9eu8Pf3x8iRI5GUlIR58+ZVupzSexUTE4P169c/cjtK\nd/XWxapVq/Dbb7/pXI4ukpKScPHiRQDAsmXLkJCQUKnzYmNjER8fDwD4+OOPoVQqH6nemTNnSitk\nVafk5GSMHTtWa2EAIiIiosdV4wOLPn36SA/C96NSqbB169Yn0oawsDDExMTgxx9/REBAAKZOnYot\nW7Y8kboeZuzYsQgICMDs2bPh4eEhrWpkZ2eHRYsWVaoMIQQ2b94MAHB0dJQmJj+K+01+rqyYmBhE\nR0fjtdde06kcXZ0+fRqRkZEASiaN32+fkbKEEDh69KgUWKxatQpGRkaPVG/p6lrVzdbWFj179sT2\n7duruylERERUC9TYVaEUCgVu3LiBtWvXYunSpdKKOGUnL+/YsQMKhQIZGRm4cuUKFi1ahL59+yI3\nNxcfffQRrl27hr59+2LixImIjY3F4sWLIZPJYGpqihUrViAmJgZbt25FXl4epk+fjkOHDmHkyJFa\nD5g5OTnIz89HcXEx9PX18eKLL0ob7h08eBA7duyAgYEBWrVqhUWLFuGtt97C119/DTs7OyQmJkoP\n7vembd++HR999BEKCwuhVCoxZ84cdOjQAZs3b8Yff/wBPT09eHp64v333y93b+4dvZaQkICpU6di\n3759CA0NxerVq6WVhJYtW4agoCCcPHkSqamp6N69O2JjYzFlyhT4+flhx44dWLduHQ4fPoxt27ZB\nX18f7du3x2effYbk5GRMnToVcrkcnTp1wpkzZ7T2VbjfPQ0MDJRWq+rSpUu5vScCAgKklbH+/vtv\nrF27FnXq1IG1tTVWrlyJa9euYcGCBZDL5dDT08PatWuxceNGODk5YeDAgQCAPn36oGPHjujSpYtW\n2k8//YSNGzciIiICarUaPj4+GDJkSLl65s2bhw0bNsDQ0BB2dnbYunUr5s2bB1tbW8ycORM5OTlQ\nq9WYM2cO2rVrh969e8PZ2RkdO3bEjz/+iGPHjsHKygoffvghfv31V2RlZWH27NkoKiqCnp4eli5d\nCnt7eyxZsgTnz59H69atER8fj6+++kq6D2q1GnPnzkVCQgJUKhWmTJmC7t27w8vLC7/++iuMjY2x\nYsUKtGnTRmtlpcTERMycORMajQaNGjXCihUrkJqaWq5+AJg+fTqaNWuGc+fOYdiwYYiNjcXFixcx\nfPhwjBgxAkOHDsXAgQO5gR0RERHprMa+sfj999/xyiuvwNHRESkpKUhNTS2Xp/Rb37Fjx6JFixaY\nN28ehBC4ceMGPv/8c/z444/YsWMHgJLlQadPn46AgAB07twZ27dvh0wmw5UrV/D999/DxcWlwm+t\ne/bsCQMDA3h7e2P+/PlaO10rlUps2bIFO3fuxI0bN3DlyhV4e3vj+PHjAIDg4GD07du3wrT09HT4\n+PggICAAH3/8Mf7v//4PALB161bs3r0bu3fvlvZLeBTz58/H2rVrERAQAAsLCwQFBUEmkyEpKQmB\ngYGYMGECzMzMsG7dOilAyc/Px5o1a/DDDz9g586duH37NkJDQ/HDDz+gX79+CAgIgEqlKvct+/3u\naUWfUVmluzwDJXuKzJw5EwEBAejfvz8UCgUyMzMxb948bN++He7u7jh06BBeffVVnDhxAkDJGw97\ne3u8/fbb5dKMjY1hb2+P3bt3S0HTvfW8/vrr0Gg0eOuttzBy5Eitzf62bdsGNzc3bN++HbNnz8by\n5csBlARvEydOhJ+fH3r27IlPPvlE2qlbCIG1a9diyJAhCAgIwPDhw7FhwwZcuXIF586dw759+zBm\nzBjp7UjpOUFBQTAyMkJAQADWr19f6bdOq1evxpgxYxAYGIgGDRrg0qVLFdYvk8kQExODmTNnYvPm\nzVi5ciU++ugjbNq0CXv27AFQspywlZXVQ3eaJyIiInqYGhtYBAUFwdvbGwDg5eWFw4cPV/rcdu3a\nwcjICCYmJtLD8/Xr16UHwS5duiA6OhoA0LZtW2lH4YrI5XJ8//33WL9+PRo3bozly5dj5syZAEo2\ndZs0aRL8/f1x7do1ZGVloXfv3tLD7vHjx9GnT58K06ysrHDkyBEMHz4cK1euhEKhAFDyrfuoUaPw\n008/3XfX6PvJysqCnp6etF9C2eusaA+OUvHx8WjWrBmMjY2l8y5fvozr16+jY8eOAEo+g3vflNzv\nnj5MTk6OFDT17dsX8+fPx7fffgsnJyfY2NigXr16WL16Nfz9/REUFASFQgF3d3fExMSgqKhICs4q\nSpPL5VAoFPD19cW7774rzc8pW4+jo6O0p8m9oqKipJ3LnZ2dpQduY2NjtGzZ8r7XFBUVJc096dy5\nM6KjoxEXFyftD9GmTRs0btxY65xLly5J5zRo0AByuRxZWVkPvX+XL1+WPpdPP/0UHTp0qLB+oGTP\nFgsLC9jY2MDa2hoNGjSAlZUVcnJypPJsbW2RlJT00HqJiIiIHqRGBhbJycm4ePEilixZgoEDB+LE\niRP49ddfAWh/A17RjsoAoK+v/8DyVSqVtLPxg4IKANBoNCgqKoKzszPee+897N+/H8HBwVCpVFi0\naJH0dqD0AbJVq1ZITU1FcnIysrOz0axZswrTtm3bBjs7O+zcuRMLFiyQHtoXLFiAhQsX4u7duxg5\ncqS0y3RlyGQyrYf/yl7nveeV7mQuhKj0XIDSuu7N/7CJwQMGDMD27dtRr149jB8/HtevX8fSpUsx\natQoBAQEwMfHR2pjly5dEB4ejr/++gve3t4VpoWFhSE0NBSBgYEICAiQrruieipzLzQaDYCH9xOZ\nTCblLR2OJISQ7n9pngfVVXpe2XwV3T89Pb1y/aKi+gHtfwtlf743SKwJcz6IiIjo2VYjA4ugoCCM\nGDECv/zyC37++WccOXIEWVlZuH37NszMzKRhUefOnQNQ8YPWvVq3bo0LFy4AAMLDwyvcUbgi69at\n01o5KT09HfXr10d+fj4MDAxgZWWFpKQkREZGQqVSAQBeeeUVrFq1SnrjUlGaQqFAkyZNAABHjx5F\nUVERcnNzsWHDBjg4OGDixImwsLBAXl5epdoJAHXr1pWGPT3oOu99qGzevDlu3rwp1RUWFgZnZ2c0\nbdoUly5dAgD89ddf5R4+K7qnZmZmuHv3LoCS4UkVtd/c3Fz6xnzjxo0wMDDA0KFD0a9fP8TFxUn3\nRqVS4c8//5QCyN69e+PAgQMwMTFBvXr1KkxTKBSwtbWFvr4+goODUVxcjKKiogrrkclk5R7cXVxc\npDkhFy5cQJs2bcq1XyaTlQtqy55Xei+aNm2KqKgoAEBcXBwSExPLnfPPP/8AKFmhSl9fH+bm5lIf\nLy4uRkRERLn7Xva8tWvX4vTp0xXWX1kpKSmwtbWtdH4iIiKiitTIyduHDx/GF198oZU2cOBA/Prr\nr/Dx8cHChQvRvHlz6cG8fv36KCoqwocffojhw4drPYiV/jxnzhwsXLgQMpkMFhYWWL58OaKiorTy\nLlu2rNzk7Q8++ACLFi2Cj48PjI2NodFo8Pnnn8PS0hLdu3fH4MGD0bp1a4wbNw7Lly/HL7/8Am9v\nbwwfPhy//PKLVM6rr76KYcOGSWkDBgzAjBkzcPjwYYwYMQKHDx/G0aNHoVAoMGTIEJiYmKBjx44V\nzrN40KpCixcvxieffAJ9fX00a9YM/fr1w8GDB7XyOzk5YejQoZg2bRqAkmE+06dPx7hx46Cnp4dO\nnTrB3d0dNjY2+PDDD3H06FG4uLhI33g/6J6amJjAxMQEvr6+6NixY4UrLZW+ZfDy8kKjRo0wevRo\nWFhYwMLCAu+88w4yMzMxceJENG7cGH5+fliyZAn69euHLl26YNq0aZg6dapWWWXTunXrhi1btsDP\nzw+enp7w9PTEggUL4OHhoVXPmDFjYGpqihkzZsDKykq6rpEjR2LWrFkYNWoUhBCYP3++1jUDQKdO\nnbB06VKYmppKx6ZMmYLPPvsMP/30E+RyOZYuXYoGDRqgefPmGDJkCJycnNCqVSute9i/f3+EhYVh\n5MiRKCoqwsKFCwEAfn5++OCDD9CiRQu0bt0aAJCWloZ169Zh0aJFmDJlCmbNmoVdu3ahUaNGePHF\nF9GyZcty9d87L6ainwsKCpCWloZmzZpV2J+IiIiIKosb5NUC169fx6xZs/Djjz8+0nknT57EgQMH\nsGrVqgqPX7t2DdnZ2ejYsSOCgoIQFhZW6QnGDxITE4NVq1ZJy97WBL6+vli+fDlatGjxSOf16NED\nx48fh1wuL3dMpVLh8OHDGDhwIPLz89GvXz8cP35ca3hUddu2bRvUajXGjh1b3U0hIiKiZ1yNfGNB\nlVdYWIhJkyY98kTv27dvY/HixZgwYcJ985iammLevHmQyWTQ09OTVkjSlaOjIxwdHXHkyBH06dOn\nSsrUxapVq1BYWIimTZs+0nmffvop2rZtW2FQAZRM/L906RICAgKgp6eHDz/8sEYFFcnJyfjf//5X\nowI8IiIienbxjQUREREREems5nx9SkREREREzywGFkREREREpDMGFkREREREpDMGFkREREREpDMG\nFkREREREpDMGFkREREREpLP/B5VZ78sBidvaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf18903908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "\n",
    "# change the mapping of default matplotlib color shorthands (like 'b' \n",
    "# or 'r') to default seaborn palette \n",
    "sns.set_color_codes()\n",
    "\n",
    "# set the x and y values for our first line\n",
    "x_values = draft_df.Draft_Yr.unique() \n",
    "y_values_1 = players_drafted\n",
    "\n",
    "# plt.subplots returns a tuple containing a Figure and an Axes\n",
    "# fig is a Figure object and ax1 is an Axes object\n",
    "# we can also set the size of our plot\n",
    "fig, ax1 = plt.subplots(figsize=(12,9))  \n",
    "\n",
    "title = ('The Number of Players Drafted and Average Career WS/48'\n",
    "         '\\nfor each Draft (1966-2014)')\n",
    "plt.title(title, fontsize=20)\n",
    "# plt.xlabel('Draft Pick', fontsize=16)\n",
    "\n",
    "# Create a series of grey dashed lines across the each\n",
    "# labled y-value of the graph\n",
    "plt.grid(axis='y',color='grey', linestyle='--', lw=0.5, alpha=0.5)\n",
    "\n",
    "# Change the size of tick labels for x-axis and left y-axis\n",
    "# to a more readable font size for\n",
    "plt.tick_params(axis='both', labelsize=14)\n",
    "\n",
    "# Plot our first line with deals with career WS/48 per draft\n",
    "# We assign it to plot 1 to reference later for our legend\n",
    "# We alse give it a label, in order to use for our legen\n",
    "plot1 = ax1.plot(x_values, y_values_1, 'b', label='No. of Players Drafted')\n",
    "# Create the ylabel for our WS/48 line\n",
    "ax1.set_ylabel('Number of Players Drafted', fontsize=18)\n",
    "# Set limits for 1st y-axis\n",
    "ax1.set_ylim(0, 240)\n",
    "# Have tick color match corrsponding line color\n",
    "for tl in ax1.get_yticklabels():\n",
    "    tl.set_color('b')\n",
    "\n",
    "# Now we create the our 2nd Axes object that will share the same x-axis\n",
    "# To do this we call the twinx() method from our first Axes object\n",
    "ax2 = ax1.twinx()\n",
    "y_values_2 = WS48_yrly_avg\n",
    "# Create our second line for the number of picks by year\n",
    "plot2 = ax2.plot(x_values, y_values_2, 'r', \n",
    "                 label='Avg WS/48')\n",
    "# Create our label for the 2nd y-axis\n",
    "ax2.set_ylabel('Win Shares Per 48 minutes', fontsize=18)\n",
    "# Set the limit for 2nd y-axis\n",
    "ax2.set_ylim(0, 0.08)\n",
    "# Set tick size for second y-axis\n",
    "ax2.tick_params(axis='y', labelsize=14)\n",
    "# Have tick color match corresponding line color\n",
    "for tl in ax2.get_yticklabels():\n",
    "    tl.set_color('r')\n",
    "\n",
    "# Limit our x-axis values to minimize white space\n",
    "ax2.set_xlim(1966, 2014.15)\n",
    "\n",
    "# create our legend \n",
    "# First add our lines together\n",
    "lines = plot1 + plot2\n",
    "# Then create legend by calling legend and getting the label for each line\n",
    "ax1.legend(lines, [l.get_label() for l in lines])\n",
    "\n",
    "# Create evenly ligned up tick marks for both y-axis\n",
    "# np.linspace allows us to get evenly spaced numbers over\n",
    "# the specified interval given by first 2 arguments,\n",
    "# Those 2 arguments are the the outer bounds of the y-axis values\n",
    "# the third argument is the number of values we want to create\n",
    "# ax1 - create 9 tick values from 0 to 240\n",
    "ax1.set_yticks(np.linspace(ax1.get_ybound()[0], ax1.get_ybound()[1], 9))\n",
    "# ax2 - create 9 tick values from 0.00 to 0.08\n",
    "ax2.set_yticks(np.linspace(ax2.get_ybound()[0], ax2.get_ybound()[1], 9))\n",
    "\n",
    "# need to get rid of spines for each Axes object\n",
    "for ax in [ax1, ax2]:\n",
    "    ax.spines[\"top\"].set_visible(False)  \n",
    "    ax.spines[\"bottom\"].set_visible(False)  \n",
    "    ax.spines[\"right\"].set_visible(False)  \n",
    "    ax.spines[\"left\"].set_visible(False)  \n",
    "    \n",
    "# Create text by calling the text() method from our figure object    \n",
    "fig.text(0.1, 0.02,\n",
    "         'Data source: http://www.basketball-reference.com/draft/'\n",
    "        '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)',\n",
    "          fontsize=10)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets create a `DataFrame` of just the top 60 picks, and then grab the data we need to plot. Note Drafts from 1989 to 2004 dont have a minimum of 60 draft picks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Draft_Yr\n",
       "1966    0.021383\n",
       "1967    0.018367\n",
       "1968    0.021033\n",
       "1969    0.044900\n",
       "1970    0.036233\n",
       "1971    0.030667\n",
       "1972    0.028550\n",
       "1973    0.041717\n",
       "1974    0.057617\n",
       "1975    0.037833\n",
       "1976    0.044033\n",
       "1977    0.051517\n",
       "1978    0.051483\n",
       "1979    0.033100\n",
       "1980    0.034167\n",
       "1981    0.050200\n",
       "1982    0.048250\n",
       "1983    0.052000\n",
       "1984    0.046250\n",
       "1985    0.048267\n",
       "1986    0.037667\n",
       "1987    0.032417\n",
       "1988    0.023367\n",
       "1989    0.052796\n",
       "1990    0.056167\n",
       "1991    0.070204\n",
       "1992    0.055889\n",
       "1993    0.042259\n",
       "1994    0.054519\n",
       "1995    0.039052\n",
       "1996    0.058138\n",
       "1997    0.054579\n",
       "1998    0.075724\n",
       "1999    0.054552\n",
       "2000    0.043397\n",
       "2001    0.045807\n",
       "2002    0.049684\n",
       "2003    0.041466\n",
       "2004    0.043339\n",
       "2005    0.053617\n",
       "2006    0.053817\n",
       "2007    0.051817\n",
       "2008    0.066217\n",
       "2009    0.066367\n",
       "2010    0.044583\n",
       "2011    0.060383\n",
       "2012    0.039100\n",
       "2013    0.035567\n",
       "2014    0.009617\n",
       "Name: WS_per_48, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top60 = draft_df[(draft_df['Pk'] < 61)]\n",
    "top60_yrly_WS48 = top60.groupby('Draft_Yr').WS_per_48.mean()\n",
    "top60_yrly_WS48"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NWrFiBZo3bw5XV1cMHDgQP//8MxYuXAgfHx+0atWq0unG+Hw+AgICsG3bNoSH\nhyMqKgp8Ph8GBgbw8vKSyKf9EvtbFRsbG7ZnsuwMCmImJiZQU1NDfn6+zL3ilZ0fspo4cSI6dOiA\nAwcOIDo6GkePHkVxcTHU1dXRunVrzJo1CyNGjJC4MY+s263OeVrZ/piYmODgwYPw9vZGYGAgsrKy\noK2tje7du2PGjBns+09DQwOHDh2Cr68vwsPD2en2mjZtihkzZlR6x9R/Q9b2if3b160ijRo1QkhI\nCHx8fHDp0iUcOXIEfD4frVq1wuLFiyVuSlYRae2r6PWR5Tysqk7ZZT/99BN27NiBDRs2YPv27eDz\n+bC2tkZAQADmzZvHqcvn8+Hu7o7NmzfD19cXQ4cOhYODA5o0aYLDhw/D29sbJ0+exN69e6GhoQFz\nc3NMmzaNTS1SVFREYGAgfH19ERERgeDgYBQXF6NRo0YYNWoUpkyZUuVAZWn7pqysjD179sDb2xtn\nz57FoUOH2M/5lStXyvw5T4gYj/naP5EJIV8FwzAwMzPDzz//LHE5lRBCCCE1A11HIeQbd+rUKTZV\npaxz584hLy+PchcJIYSQGox6xgn5xsXHx2PEiBFQVVXFmDFj0KBBAyQkJGDPnj1QVVXFsWPHPuuO\nmYQQQgj571EwTsh34OHDh/Dx8cG9e/eQnp4OLS0tWFhYYObMmZXeXpsQQggh8kXBOCGEEEIIIXJC\nOeOEEEIIIYTICQXjhBBCCCGEyAkF44SQb5adnR3s7Oyq/bzg4GAIhUKJO/h9aS4uLhAKhf/pNmoK\nhmGwatUqmJmZwdjYGHfv3pV3k76qkpISTJ06FRYWFkhOTpZ3c35oR48eRdu2bXH69Gl5N4UQmdBN\nfwiRIy8vL3h7e8tU19zcHHv37v2PW8RVUlKCffv24dChQ3j9+jXq1KkDCwsL/PbbbxIDQ5OSkuDp\n6YnLly8jPT0d9evXR48ePTB9+nSoq6tXuS07Ozu8e/dOolxNTQ1NmjRBjx49MGHCBM4NgZYtW/av\nbqjxNW7G8bVu+CHt+Kmrq6NBgwYwNTXFoEGD0K5du/9s+5cuXcK+ffvQoUMHDB06FI0aNQIAHD9+\nHA0aNEDHjh0rfO7JkycxZ84cdO3aFX5+fhXWW7FiBfbv34958+Zh/PjxX3wf/o3t27fj/Pnz8PPz\nk5i96P79+5g7dy5evXqFPXv2VHgsTp06hX379iE+Ph4Mw0AgEGDixIkSN7ICqvfeBEpfhz179uD5\n8+dQVVUN6CNoAAAgAElEQVSFiYkJZs6cibZt28q8jzdv3oS3tzdiY2NRUFCABg0aoEePHpg6darE\njaOePXsGT09P3LhxA9nZ2WjYsCH69u2LyZMnS73RTnZ2NlasWIETJ05gwIABWLt2rUxt2rJlC3x9\nfTnPGTRoEGJiYrBgwQIYGBjQIHZS41EwTogc9erVCwKBgH3MMAy8vLzw7NkzrFq1ChoaGuwybW3t\nr96+BQsW4Pjx4xg0aBAmT56MFy9eICAgANevX0doaCjq1q0LAPj48SOGDRuG3NxcjB07Fi1atMCD\nBw+wd+9e3Lp1CwcOHJC4E6g0fD4fGzZsYB8zDIOUlBRcuHABW7duxfnz57F//36oqqoCgMx3s/xR\nlD1+DMMgKysLjx8/xunTp3Ho0CH0798fK1asgLKy8hff9uPHjwEAkyZN4tzCffPmzRg0aFClwXjv\n3r1x8uRJXLhwAWfOnIGDg4NEnXv37uHAgQMwMjLCuHHjvnj7/413797By8sLTk5O6Nq1K1suEong\n5+cHX19fqKmpVXo3Rm9vb3h5eaF169Zwc3ND7dq1sW/fPkyfPh1r1qzBwIEDOfVlfW8CgKenJ3x8\nfGBvb4/Ro0cjOTkZO3fuhLOzMw4fPoyWLVtWuY8nTpzAvHnz0LJlS7i5uUFdXR1RUVHYsWMHbt68\niQMHDrD79vTpUwwfPhxqamqYMGEC9PT0cP36dWzduhWPHj2S6IC4efMm5s2bh6ysLFkPObud7du3\nS122cOFCREVFYdmyZfjrr7+qtV5CvjqGEFKjODs7M0KhkPn48aNc23H+/HlGIBAw3t7enPLjx48z\nNjY2THh4OFu2ePFiRiAQMBcvXuTUDQgIYAQCAbNnz54qt2dra8sYGxtXuHzFihWMQCBgdu3aVb0d\nkeLo0aOMQCBgQkJC/vW6KiN+Lb+Gyo5fQUEBs3TpUkYgEDC///57pesRiURMcXFxtbfv6enJCAQC\n5vr162zZx48fGYFAwHh5eVX5/KSkJMbMzIzp3Lkzk5WVxVlWVFTE9O3blzE0NGQeP35c7bb9GwUF\nBVXWWbJkCdO2bVvm6dOnnPI///yTMTQ0ZPbs2cN4eXkxAoGAiYmJkXj+u3fvGH19fcbW1pbJzc1l\ny7OyspgePXow5ubmnGNSnfdmXFwcIxQKmYULF3Lq3rhxg7G2tmZ2795d5f4VFBQwpqamjK2trcRr\nM23aNEYgEDAXLlxgy8aPH8/o6+szT5484dRdvXo1IxAImMjISLbs8ePHjFAoZFxdXZnY2FhGIBAw\n7u7uVbZJJBIxw4YNYwYMGFDhc8TH/Nq1a1WujxB5opxxQr4hycnJWLx4Mbp27QpDQ0P88ssvmDx5\nMm7evMmp5+npCaFQiNjYWGzbtg329vYwMjJC165dsWnTJhQVFVW5rcDAQNSpUwcTJ07klPft2xcX\nLlyAo6MjAKCoqAhhYWFo1qyZRE/10KFDwefzcfz48X+556WXngFw7jQqLWe8qKgIPj4+6NWrF4yN\njWFtbY2lS5fi48ePVW4jMDAQQqEQf/zxB1sWEREBFxcXWFtbw9jYGHZ2dli8eDGSkpJkbnt2djYW\nLVoEa2trGBkZoU+fPpxjMnjwYBgaGkpt44cPH9C2bVuMHj1a5u2Vp6ysjGXLlsHa2hqnTp3C1atX\n2WUuLi4wMDDAu3fvMGLECBgbG+P27dsASnvXg4KCMGjQIJiamsLU1BS9e/eGn58fCgoK2HUIhUK2\nt3P06NEQCoXsMQOArVu3QigU4tixYxW2UU9PD7Nnz8aHDx+wadMmzrKAgAA8fvwYkyZNws8//8yW\nHzlyBIMHD4aJiQlMTU0xcOBA7Nu3D0y5GXsLCwuxbds29O7dG+3atUP79u0xYMAA7N+/HyUlJZy6\nQqEQ48aNw99//w0HB4cqU3syMjIQHByMTp06oXXr1pxl9erVw+HDh+Hi4iLRprKio6MhEokwcOBA\nThqWuro6Ro8ejczMTERFRbHlsr43AbA91m5ubpy6HTp0wJUrV2Q6rz5+/AgHBwdMnjxZIuVM/J5/\n8uQJgNLzNTo6GhYWFmjTpg2nrrOzMwBwzn2RSAR3d3f4+flBS0uryraU3a+7d+/C3d29wjpDhgxh\n6xJSk1GaCiHfiJSUFAwePBhZWVkYMWIEBAIBUlJScPDgQYwdOxa+vr7o3LkzgH/ylH19fZGamopx\n48ahdu3aOHbsGPz9/ZGdnY3FixdXuC2RSITr16/D2tqaTWkoLCyEoqIiFBUVOXUTEhKQk5OD7t27\nS6xHTU0Nbdq0QXx8PIqKiqTmispKRUUFAFBcXMwpL3/Zf8aMGbh8+TJGjRoFY2NjJCQkYNeuXbh2\n7RoOHz7MSf0pKyoqCqtXr4atrS1WrlwJoDSHd9asWTAxMcGMGTNQp04dPHnyBHv37sWVK1cQFhYm\nkStbHsMwmDFjBjQ1NfHbb78hIyMDBw8exPz581G7dm3Y29tj6NChWLJkCU6cOCGRC3369GkwDCOR\npvA5Jk+ejOjoaBw/fhyWlpacZatXr4aJiQlcXFzQrFkzAMDGjRuxfft2dOrUCYsXL4aCggKio6Ox\nefNmPHz4EF5eXgBK83bDw8Nx+vRpzJgxA23atIG2tjauXbuGrVu3omfPnujZsycMDQ0rbd/IkSNx\n6tQpHDhwAP369YOxsTHevn2LrVu3onXr1pgyZQpb18PDAwEBAbC3t8eIESNQXFyM8+fPY9WqVYiP\nj8eqVavYuu7u7jh16hScnJwwadIkFBcX48yZM1ixYgVev34tEdAVFRVh6dKlcHZ25qR7SHP9+nUU\nFRWx772yxo4dW+lzxVJSUgAAjRs3llgmTmOLjY1Fnz59qvXeBIC///4brVq1YvPYxT/Eq/NebNiw\nYYU53OLUEnGQ/uDBAwCAiYmJRN2mTZtCU1MTsbGxbFnbtm2rlbcOAO/fv8eGDRswePDgStOffvrp\nJ7Rp0wZXr14FwzBfbfwGIdVFwTgh34itW7ciJSUFGzduRK9evdjy3r17w9HREWvXrpUICBISEhAa\nGsp+8To5OaF37944ePAgZsyYUWFP1Js3b1BUVITmzZsjNDQUPj4+ePHiBRQVFWFubo65c+fCwMAA\nAPD27VsAkBi0JtagQQM8evQI79+//1cDqaKjowEARkZGFdaJjIzEhQsXMH36dEyfPp0t19PTw5Il\nSxAUFITJkydLPO/BgweYNWsWTE1NsWXLFigolF40DA0NBY/H4/TaOTk5wczMDPv378fLly+hr69f\nZdt/+ukneHh4sI/t7e3Rq1cv+Pn5sf9fu3YtQkJCJILx8PBw1K5dm9Pb+bnMzMygpKSEe/fuccpF\nIhHq1q2L+fPnc8o/fvyILl26wM/Pjz0m/fv3R2JiIs6dO4fk5GT89NNPcHBwYHtGO3bsCHNzc3a9\nANCqVSv06NFDpjauXLkS/fr1w9KlS3HkyBGsWLECRUVFWLVqFXsex8fHIyAgAKNGjeL8qBw2bBjc\n3Nxw5MgRjBo1Cm3btkVhYSGKiorQt29f/Pnnn2zd/v37w97eHkFBQZg9ezYnOL19+zbWrFmD/v37\nV9le8VWG8j9uqqNOnToAgE+fPkksE4+PEA/Orc57s7CwEG/evIG9vT2io6OxYcMGdnCokZERfvvt\nN1hZWX12uwsLC3H06FGoqamxg0zFnwd6enpSn9OgQQM8fvwYJSUl7DlVXcuXL0etWrUkzldpLCws\nsHfvXjx8+LDKH4OEyAulqRDyjYiIiICmpiZ69uzJKW/QoAEsLS2RkJCAxMREzrKBAwdyggw+nw9b\nW1sUFxfjzp07FW4rIyMDQGmgsWHDBowaNQr+/v5wdXXF7du34ezszAZfOTk5AMC5vF6WuFxcrypZ\nWVnIzMxk/54/f46AgABs2rQJurq6GDlyZIXPPXXqFACgX79+nPI+ffpg//79EuVAafDw66+/onHj\nxvDz8+MMbuTz+WAYRiINyMbGBv7+/jIF4kBpkFhW8+bNIRQK8eDBA+Tm5kJdXR09e/bE06dP2Z5F\noLQH8M6dO3B0dGSDsn+Dz+dDS0sLqampEsvK/sATW7t2LbZt2wYFBQWIRCL2tRH3nIsDry+pRYsW\nmDZtGuLi4uDq6oqLFy9i5MiRnJ7W8PBwAEDPnj0550pmZiY7+PP69esASlN0vLy82EC8sLAQmZmZ\nyMnJQePGjVFQUCBxPBQUFGT+8fP69WvweDz2mHwOMzMzAMC5c+ckloWFhQEAcnNzAVTvvZmVlQWG\nYfDixQvMmzcPjo6O8PX1xezZs/HixQtMnDgRf//992e1uaSkBIsXL0ZCQgJmzpyJevXqAfjnfV7R\n+Vrdz4PyTp8+jaioKPzxxx/sj5jKNG/eHEDp60RITUU944R8AzIzM/Hp0yeYmZlJvdTaokULXLhw\nAS9fvuT0PpfP2QT+6cGWNo2gWGFhIYDSL7ATJ06w67SxsUHLli0xZ84cbN26FZ6env9qv8orKChg\ne1XLs7KywrJlyyqdVebJkydQUFCQuNyvpqbGBjxlZWZmwtXVFYWFhdixY4fEl/uECRNw+fJlzJgx\nA2ZmZujcuTOsrKxgbGws8z7xeDypr0Pjxo3x6NEjJCUloVWrVhgyZAiCg4MREhLC9uCJ50n+Eikq\nYkVFRVLTGaSlSHz8+BGenp64ePEiUlJSJPKrxT3fX9rEiRMRHh6OK1euoFGjRpg1axZn+bNnzwD8\nk4NcHo/Hw/v379nHr169gqenJ65du4bU1FRO/jaPx5PYDx0dHZl//KSlpaFWrVr/KgVLX18f1tbW\niI6OxqJFi+Dq6oqSkhKEhIQgIiICADgpKYBs701xSsrz58+xf/9+mJqasnXbt2+PESNGYMOGDbCy\nsgLDMEhLS+O0i8/nSw148/PzMXv2bERGRsLZ2VnmdJx/KzMzE6tWrULXrl0lOiUqIv68KL9vhNQk\nFIwT8g0Q94pV1PsszqfOy8vjlEvLZxbndlY2iLN27doAgPbt20uklvTu3Rt//PEHO5BSvL7y2y7f\ndvE6K8Pn87Fz505OmYqKCpo2bSrT4K6CggIoKCjInBu6ZcsWtodO3ANdVrt27XD06FHs3LkTERER\nuHXrFjZv3ozGjRtj/vz5UvPkpZE2z7o42MvPzwcAmJqaonXr1jh58iQWLFgAJSUlnDp1Cs2aNUP7\n9u1l2k5VxD3bZafTBEoD0vKvT35+PkaNGoVXr17ByckJ9vb20NbWhoKCAnbu3MkZUPilKSoqwtnZ\nGYsWLcLQoUMlznvxa7Zx40a2R7Y8cXlKSgqGDRuGjIwMDB8+HNbW1uy4gfXr13Pyl8VkOVfFsrOz\nZeqhrcqmTZswf/58HDlyBEeOHAFQev5t2LABQ4cOhaamJqdtsrw3xe//5s2bs4G4mKmpKVq0aIFH\njx4hNzcXqampEvOZd+zYEXv27OGUpaamYsqUKbh37x6mTZuGGTNmcJZ/yc+D8v7880/k5eVh2bJl\nMj9H/FpnZ2dXe3uEfC0UjBPyDRB/qYq/yMoTf/FJC6jKEw+4qiy4Fd+wpXxPqJi2tjY784c4ICjb\nE1nWu3fvoKKigoYNG1a4PTEFBYUKe8Zloa2tjcTEROTn58vUs6mpqQk/Pz/MmTMHS5YsQbt27dCg\nQQNOnZYtW2LVqlVYuXIlYmNjERERgcDAQLi5uWHv3r3o0KFDldvJy8uTCCjFr03Zdg4ePBgeHh64\nfPky2rRpg9jYWMycOVOWXZdJdHQ0GIaR6RifP38er169Qr9+/bBu3TrOsq8xO4U4n1haXrH4PG/S\npEmlYwgAICQkBOnp6VIDx+r8cKuIuro6Xr169a/WAZQGjb6+vvjw4QOSkpJQr149NGzYEPfv3wdQ\nmncPVO+9qaGhAXV19Qrr6ujo4OXLl8jJyUH9+vUlbipW/kfGx48fMWrUKLx9+xYeHh5Sc+pl+Txo\n3LhxtfPFb9y4gaNHj2Lq1KlS15+Xl4fk5GSoqalxBmlnZmYCkP6DmJCagnLGCfkGaGhoQFdXFwkJ\nCVK/WMWX7cVf2OXLyxLnlVc04FK8vZYtW+LJkycSl/CLioqQkpLCDtBq0aIFtLS0cOvWLYn1ZGZm\n4unTpzA2NpaaGvGlNWrUCAzDsDmzZdscHBzMmdIPANzc3GBubg4PDw9kZWVh7ty5FQYuPB4PxsbG\nmDVrFtavXw+GYdgUgsowDCP1dXj16pVESk2/fv3A5/Nx6tQphIWFgcfjyTSIUBbFxcVs/rd4yrfK\nvHnzBoDkwMTi4mK53+penPYj7ZzLzc3lTLtY0X5kZGRInCefo27dusjNzZWY5edz1a9fH+3atWN/\nvF66dAkA2IGW1XlvAqU94G/fvmWD0rLevXsHZWVl1K1bF8rKyjA3N+f8CYVCtm52djYmTpyI9+/f\nw9fXt8Lz0tjYGEpKSlJfmydPniArK+uzrvRcu3YNDMPA29sbXbt25fwBpSldNjY2ErO+iMcDVDUr\nDiHyRME4Id+Inj17IiMjgx3QJfby5Utcv34dRkZGEjMYHDt2jBMkFBYW4vz581BRUamyR3HgwIH4\n+PGjRC/owYMHUVxcDFtbWwClKQUDBgzAmzdvEBkZyam7Z88eiEQiDB48uNr7+znEl9nFl/nFIiIi\nsHDhwgoHrVpaWmLcuHG4efMmfH19AZT2XA8dOlTqPMbinllZ72R5+PBhzuNnz57hyZMnMDExYVOM\ngNKAoVu3bjh//jxCQ0NhaWlZ4awU1VFQUAB3d3c8evQII0eO5MzVXRFdXV0A/wSzYr6+vuwlf2lX\nXsoS/wAT5zl/KeJ0ogMHDnACb6A0lcHS0pL90SlOVym7HyUlJfDw8GDzvKvaj8o0bdoUDMPg5cuX\nn72OnJwcODo6wsXFhVP+4cMH7Nu3D8bGxpyZQGR9b4rrFhcXs+e1WFRUFN69e4dOnTrJdHfc1atX\nIz4+Hhs2bJA6jaNY3bp1YWdnh5iYGMTFxXGW7dq1CwA+6/OgT58+8Pf3l/jz8/MDUPpjxd/fXyJ/\nXXzVomnTptXeJiFfC6WpEFIDSbtByNSpUxEZGYnFixfj8ePHaN26NZKSknDgwAHw+Xyp84bXr18f\nzs7O6NWrF2rXro3g4GAkJydj4sSJVV62HT16NM6ePYs1a9bgzZs37E2EgoKC0LBhQ/z6669s3SlT\npiAyMhJz5szB+PHj0bx5c9y9excHDhyAtbW11FlM/gs9e/bE4cOHcejQIYhEInTs2BGvX79GQEAA\nmjZtijFjxlT43N9//x3Xrl2Dj48PrKysYGpqCkNDQ+zfvx+ZmZmwsbFB7dq18fbtW+zfvx+1atWS\naWClgoIC3r59i9mzZ8PCwgLp6enYv38/eDweZ95ssSFDhuD06dN49uwZ5xjLQiQS4cyZM+z5k5+f\nj+fPn+PEiRNITk7G4MGDsWDBAonnSTvfbGxsUKtWLezatQsqKirQ1dXF+fPn8ebNG8yYMQOrV69G\nYGAglJSUKpzWr3HjxuDxeDhx4gS0tLQgEAjYGwH9G0KhEGPGjMHu3bsxYsQIDBs2DIqKirh48SLO\nnTuHfv36sekSDg4O8PX1xf/+9z/k5ORAWVkZoaGhUFNTw/Dhw7Ft2zbs2LEDw4YNq/IGP9JYWlri\nwIEDuHr1qsRNf/73v/+x/xf3FAcFBeHixYsAAENDQzg6OqJ27dro1KkT9u3bB1dXVzg6OiIjIwO7\nd++GSCTC6tWrOeutznuzZ8+eCA0Nxa5du5Ceno5ffvkFCQkJ2L17NzQ0NDBnzpwq9zE+Ph4hISFo\n3bo1RCIRO7C4LB0dHTb9ae7cubhx4wYmTJiA8ePHo169erh8+TJOnjyJIUOGcFK7wsPD8fDhQwD/\npNA9ePCAPXY8Hg+zZ89G8+bN2ZlRpPnpp59gY2MjUX716lVoamqy0z0SUhPJLRhPSkrC8uXLcffu\nXaiqqqJbt25wd3eXOiL99OnT8PX1RWJiIpo0aYLp06ezA6fy8/Oxfv16REZGIjMzE82bN8fUqVMl\nBqIQ8i2Rlsdat25dHDx4EJ6enggNDcWnT5+goaEBc3NzTJs2TWpv5+TJk3H//n0EBgbi3bt3qFev\nHmbOnClTkKesrIyAgAD4+PggPDwc+/btQ926dTFw4EDMnDmTM6uJhoYG9u/fj82bN+PgwYNIT09H\nw4YN4erqKjXg/C/5+vrC398fYWFhOHHiBDQ0NODk5ITff/+d7dHm8XgSx5jP5+N///sfBg4ciLlz\n5+LYsWNYsmQJWrZsiWPHjmHDhg3Izc1lg44pU6ZUGhyIqaurY8uWLfDw8MDmzZuRmZmJli1bwt3d\nXWoPo5WVFXR1dVFYWCjz3NxiIpGIk2OupKSEevXqoUOHDhg+fHiFueLSzjcdHR34+/tj/fr18PHx\ngYaGBuzs7LBmzRoAYO/kqampyQbj5dejp6eHX3/9FXv37oW3tzdmzJghczAu7TUqa8GCBWjTpg0O\nHjyItWvXoqSkBM2bN8e8efM4vaM///wzNm/eDC8vL6xfvx66urpwcnLCtGnTkJKSgqioKISFhbHp\nIdVlYWEBPp+Py5cvS/Rs79ixAzwej73hDI/HY69siVOQxL38CxcuRP369XHs2DEsW7YMampqsLKy\nwm+//SbRq1ud9yZQekfenTt3IiQkBCdPnkSdOnXQrVs3zJw5U6YpGcU93M+fP69wDEPZwZ5NmjRB\nUFAQNm3ahB07diAnJwfNmjWDu7u7xA/iS5cuISQkhH3M4/Hw7NkzPH36lH08e/bsKtsoTXJyMp4+\nfQpHR0e64Q+p2Rg5GThwILNgwQImKyuLefv2LTNgwADmf//7n0S9uLg4xsjIiImIiGAKCgqYyMhI\nxtjYmHny5AnDMAzj4eHB9OnTh0lKSmJKSkqYsLAwxsDAgElISPjau0RIjeHp6ckIBAImJiZG3k0h\n1fTy5UtGX1+fWbt2rbybQmS0ZMkSRigUMs+ePZN3U0gZXl5ejEAgYK5duybvphBSKbnkjMfGxiIu\nLg7z5s2Duro624N26NAhibqHDh1Cp06d0K1bNygrK8POzg6WlpZsDuaDBw9gY2MDPT098Hg89OrV\nC3w+X+qAKUIIqckYhsHatWuhpKSE0aNHy7s5REaurq5QUlKCj4+PvJtC/l96ejp2794Na2tr/PLL\nL/JuDiGVkksw/vDhQ+jp6XGmVtPX10dGRobEXbIePXokcZc7fX19dm5Ye3t7REZG4tWrVxCJRAgL\nC4OysrJM040RQkhN8OLFCwQGBmLcuHG4cOECpkyZItNUkKRmaNiwIWbMmIGwsLD/dP51Irs1a9ZA\nJBJVa05yQuRFLjnj6enp7A0MxMSP09LSOPlxaWlpEnU1NDTYu2mNGTMGT548gYODA3g8HmrVqoXN\nmzfTNEbkh1ZVvi2pWR48eIBVq1ZBR0cHbm5u1R64SeRv0qRJuHv3LhYuXIhjx45VOnUo+W8FBwfj\n5MmT2Lhxo8SNkQipieQ2gJORMnr/c+r6+PjgwYMHOH36NBo0aICwsDDMnDkTx48fr/RNmJ6ejvT0\ndIlyLS0tqTdDofpU/1uq37t3b/Tu3bvCG/vU9Pb/aPWNjIwQHh5eY9pD9atfn8fjsWkq6enpUqc6\nrMnt/57q29nZ4dSpUwDAeR2+lfZT/e+7vjQ8pjpR8Rdy6NAh+Pj44MKFC2zZ69ev0aNHD5w7d44T\nRI8YMQIWFhacEdybN2/GzZs3sW/fPlhaWsLd3Z0zddqAAQPg5OSEiRMnfpX9IYQQQggh5HPIJWfc\n0NAQycnJ7C17AeD+/fvQ1dWV6M02NDTEgwcPOGWxsbHsFFQlJSUSdyErLi6mS/SEEEIIIaTGk0sw\nrq+vj3bt2mH9+vXIzs5GYmIi/Pz8MGrUKACld1eLiYkBAAwfPhzXr19HREQECgsLER4ejlu3bmH4\n8OEASi9H7d69G4mJiSgqKsLx48fx4sUL9ha5hBBCCCGE1FRySVMBSm/zu2TJEly/fh2qqqoYOHAg\n5syZAx6PB6FQCH9/f/ZuWpGRkdiwYQMSExPRvHlzzJ8/H506dQJQehvhjRs3sjf9adGiBdzc3KTe\niYsQQgghhJCaRG7BOCGEEEIIIT86uaSpEEIIIYQQQigYJ4QQQgghRG4oGCeEEEIIIUROKBgnhBBC\nCCFETigYJ4QQQgghRE4oGCeEEEIIIUROKBgnhBBCCCFETigYJ4QQQgghRE4oGCeEEEIIIUROKBgn\nhBBCCCFETigYJ4QQQgghRE4oGCeEEEIIIUROKBgnhBBCCCFETigYJ4QQQgghRE4oGCeEEEIIIURO\nKBgnhBBCCCFETigYJ4QQQgghRE4oGCeEEEIIIUROKBgnhBBCCCFETigYJ4QQQgghRE4oGCeEEEK+\nM/eepsA/+D5KShh5N4UQUgUKxgkhhJDvTFj0C5yMfoHED1nybgohpAoUjBNCCCHfmdTM/NJ/M/Ll\n3BJCSFUoGCeEEEK+M5/+Pwj/RME4ITUeBeOEEELId6SkhEGauGc8k4JxQmo6CsYJIYSQ70hGTgFE\n/z9w81NGnpxbQwipCgXjhBBCyHekbGoKpakQUvNRME4IIYR8R8qmplCaCiE1HwXjhBBCyHeEesYJ\n+bZQME4IIYR8R8R54goKPKRn5bP544SQmomCcUIIIeQ7Ip5bvLmeBkoYID2LescJqckoGCeEEEK+\nI5/+P0+8dROt0seUqkJIjUbBOCGEEPIdSc3IRy1VJTSqp176mAZxElKjUTBOCCGEfEc+ZeRDR1MV\nOpqq7GNCSM1FwTghhBDynSgsEiErtxDaGqrQ/v9gnHrGCanZKBgnhBBCvhPiwFtHU61MzzjdhZOQ\nmoyCcUIIIeQ7IU5J0dFUhbYGpakQ8i2gYJwQQgj5ToinNdTWUIWqshJqq/EpTYWQGo6CcUIIIeQ7\n8Snzn55x8b/UM05IzUbBOCGEEPKdEOeHi1NUtDVUkZNXhPzCYnk2ixBSCQrGCSGEkO9EasY/AzhL\n/09t9p0AACAASURBVKUZVQip6SgYJ4QQQr4TnzLzweMBdeuoAAAN4iTkG0DBOCGEEPKdSM3Ih5a6\nChQVS7/exT3kqRSME1JjUTBOCCGEfAcYhsGnzHw2NQUA3YWTkG8ABeOEEELIdyAnrwiFRSK2Nxz4\nJ02FcsYJqbkoGCeEEEK+A5/KzDEuRnfhJKTmo2CcEEII+Q6Un2McALTUVaDAozQVQmoyCsYJIYSQ\n70BquTnGAUBRUQFadVQpTYWQGoyCcUIIIeQ78KncHONiOpqlwTjDMPJoFiGkChSME0IIId8BaWkq\nQGlPeVFxCbJyi+TRLEJIFSgYJ4QQQr4D4rnEtcsF4zSIk5CajYJxQggh5DvwKSMPykoKUFfjc8rF\nwTnljRNSMynJa8NJSUlYvnw57t69C1VVVXTr1g3u7u7g8/kSdU+fPg1fX18kJiaiSZMmmD59Orp3\n7w4AcHBwQFJSEqd+cXExpk6diunTp3+VfSGEEELkLTUzHzqaauDxeJxyHY3SHHKaUYWQmkluPePT\np0+HtrY2IiIisH//fty5cweenp4S9eLj4zFv3jy4ubnh2rVrmDlzJubMmYOnT58CAM6cOYP79++z\nf1FRUdDU1ETPnj2/9i4RQgghciESlSA9q0AiRQX4p2ecgnFCaia5BOOxsbGIi4vDvHnzoK6ujoYN\nG8LV1RWHDh2SqHvo0CF06tQJ3bp1g7KyMuzs7GBpaYnDhw9LXbeHhwf69++PVq1a/de7QQghpAKi\nEoZm7/iK0rMLUMIAOhqSwbgOpakQUqPJJRh/+PAh9PT0oKWlxZbp6+sjIyMDr1+/5tR99OgR9PX1\nOWX6+vqIjY2VWG9sbCwuXbpE6SmEECJHiclZGOweiiv33sm7KT+MTxUM3gT+meqQBnASUjPJJRhP\nT0+HpqYmp0z8OC0tjVOelpYmUVdDQ0OiHgB4e3tj9OjRqF279hduMSGEEFk9TPiEYhGDe09T5N2U\nH4Y40C4/rSEA1FZVgjJfkXrGCamh5DaAszqXL2Wp+/z5c0RHR+PPP/+UaZ3p6elIT0+XKNfS0uL0\n2FN9qk/1qT7Vr179xA9ZAIA3H7JrRHt+hPpPX3wE8M9gzbIyMjKgWUsRH1Jz8PLlyxrZfqpP9X+U\n+tLwGDkk9R06dAg+Pj64cOECW/b69Wv06NED586dQ5MmTdjyESNGwMLCAjNnzmTLNm/ejJs3b2Lf\nvn1s2datW3Hnzh389ddfX2UfCCGESLd0+1Xcjv8ALXUV7F3uKO/m/BD2nHqEw5FP4TGtEwxa6kgs\nd/e+gkcvPiF4XR8oKdKsxoTUJHJ5RxoaGiI5ORkfP35ky+7fvw9dXV1OIC6u++DBA05ZbGws2rVr\nxymLiIhAly5d/rtGE0IIkQnbI55dgOw8uuvj1yDOGZeWpiIuZxggLbPgazaLECIDuQTj+vr6aNeu\nHdavX4/s7GwkJibCz88Po0aNAgA4OjoiJiYGADB8+HBcv34dERERKCwsRHh4OG7duoXhw4ez6yss\nLMSzZ8/QuHFjeewOIYSQ/5dfWIyUtFz28dv/T1kh/y327ptSZlMBygzizKRBnITUNHK7VuXp6YmM\njAx07twZQ4cOhY2NDX799VcAwMuXL5GXV/qB0apVK2zatAkbN25E+/bt4ePjg61bt3J60NPT0yES\niVCvXj257AshhJBSSR9zwDCAirIigH96ycn/sXfm4W2VZ9q/j3bZ2ixZ8u6sToITSIAkQCGFJoEy\nUJbClJJS6LSshZACnaF8/ab7dIahU/o1MJAWaCedwrBOIV3YQmmBsiSE7JuzObZs2ZZk7bt0zveH\nfGQ53o6kc6zt+V0XF7H16ui1reU5z7mf+5YWtz8CfY0SKqV8wtv5In2YvMYJouQo2gCnzWbDpk2b\nJrzt0KFDY75es2YN1qxZM+WxDh48KOr+CIIgiNyxD6aL77MW2vDBXgf6nFSMzwTDviisdTWT3m6h\n4B+CKFloioMgCIIQDfuILOWcxY0jX1MxLjXRWBKhaHJSiQow2hknr3GCKD2oGCcIgiBEgy++l8yr\nR41GQcX4DOD2Tz28mX0beY0TROlBxThBEAQhGvahIFRKOawmLVptOjhcIaTYGXfQrSqGp0jf5CGZ\nCkGULlSMEwRBEKLAshzsziBarTrIZAxarDokUyyGhsPT35nIm0z65hQyFaVCDn2NijrjBFGCUDFO\nEARBiILTG0E8kUKrTQcAaBn5v53sDSVl1GN8fPpmNhajhjrjBFGCUDFOEARBiAJfdPPFeKtNDwDk\nqCIxfLd7KpkKf3sklkQ4SkFMBFFKUDFOEARBiAI/rMkX4a1W3ZjvE9KQ6YxPIVPJvp2kKgRRWlAx\nThAEQYhCphhvSBfhTfW1YBgqxqXG7YtAJmNg1KmnXJdJ4SSpCkGUFFSMEwRBEKJgHwqAYYDmkY64\nSilHg7mGZCoSM+yPwqxXQyZjplxnJntDgihJqBgnCIIgRME+FIStrgbqrEj2FqsO3kAMwQjplKWA\nZTkM+6PTDm8CZG9IEKUKFeMEQRBEwQTDcXgDsczwJg/vqNJHjiqSEAjHkUxx0w5vApTCSRClChXj\nBEEQRMHYnWOHN3nIUUVahA5vApTCSRClChXjBEEQRMHYB/lifGxnnBxVpIXvcgvpjBtr1ZDLGJKp\nEESJQcU4QRAEUTCneozzjAb/UDEuBXyX2yKgGJfJGNQZNNQZJ4gSg4pxgiAIomBO9RjnqdOrUaNR\nkExFIkZlKtMPcALpon3YFwXLclJuiyCIHKBinCAIgigY+1AAOq0SRp1qzPcZhkGLVQeHK4QUFYCi\nwxfjQmQqQHqIM8Vy8IViUm6LqHA4jgPH0etZLBTF3gBBEARR3iSSLBzuMBa214Fhxntdt9h0ONLr\nhdMTRqOltgg7rFxykalkrxv2RVGnF3YforLxBKLwh+IIhhMIhuMIRhIIRhIIhOMIhRMIhBMIRkZu\nj8RHvk5gbosRD3/j0xO+5oncoGKcIAiCKIgBdwgsy43Ti/NkD3FSMS4ubl8EWrUcNRqloPWZFE5/\nFPOk3BhRFmx59xieeHmfoLUKOQOdVgVDrQoplsPRXi9C0SR0WmHPPWJyqBgnCIIgCmKy4U0eXkdu\nHwpi+WkNM7avamDYH4VZoF4cGPUaHyZHFQLAniMuAMDFK9th0quh06qgq1FCX6PM/Jv/v0Ylz3TB\nH31hF17/8CQ8/igV4yJAxThBEARREJMNb/Jkgn9oiFNUEskUfME4ZjUaBN+HUjiJbPqcQdRqFLj7\numU5yU0sWSd1bQ0Tv+4J4dAAJ0EQBFEQo8X4xJ3xpvpaMMxoB50Qh2F/eghT6PAmQCmcxCipFIsB\ndwitNn3Oum/+Oecmm0xRoGKcIAiCKAj7UAAKOYMGc82Et6uVctjqatBHXuOiMpxD+iYPpXASPIPD\nYSRTXObKVS7UGeh5JCZUjBMEQRB5w3Ec7ENBNNXrIJdP/pHSYtPBE4ghFEnM4O4qG7dfePomT41G\nCa1aTjIVAvYR2ViLNfdi3EzFuKhQMU4QBEHkjScQQzianFSiwsM7qpBuXDwygT9G4QOcAGA2aKmI\nIjJXqvLpjFtoEFhUqBgnCIIg8qZ3cGonFR7+djtJVUQjH5kKkJaq+ENxJJIpKbZFlAn8iXFrHp1x\ng04NmYyhkzqRoGKcIAiCyBu+uJ7OUYEcVcQn1/RNHjM5qhBIv3YZJj1gnStyGYM6vZqKcZGgYpwg\nCILIm+k8xnlaMsE/5KgiFhnNeK6dcdL7EkifGNvqaqBSyvO6v9mgwbA/Co7jRN5Z9UHFOEEQBJE3\nfGd8uiEws0EDrVpBjioiMuyLwqRTQzHF4OxEUGecCEYS8AZieenFecwGDRJJFkEayi4YKsYJgiCI\nvLEPBWExaqaNY2cYBi02HfpdIaRY6qQVCsdxcPujOUtUgNGBT+qMVy99/BWtPPTiPJTmKh5UjBME\nQRB5EYkl4fJGppWo8LRadUgkWTg9YYl3VvmEo0nE4qmcJSoApXASo7MbBXXGKfhHNKgYJwiCIPIi\n48ZgExaHTY4q4sEnaFry6IxTCicxXWquEPjnkYeK8YKhYpwgCILIi1w/0MlRRTzy9RgHKLCFyOqM\niyFToedRwVAxThAEQeSFUCcVnlFHFSrGC4UvgPKRqSjkMph0apKpVDF9Q0Fo1fK8nj88/FUZ0owX\nDhXjBEEQRF6MdsaFyVSarTowDMhRRQRGO+P5FVNmI9nSVSsplkO/K4QWqw4Mw+R9nIzciTrjBUPF\nOEEQBJEX9sEAtGq54IJQrZTDWleDPid5jRdKIZpx/n6xeAqhaFLMbRFlgNMTRiLJosUq7CR6MvQ1\nKsgphVMUqBgnCIIgcibFcuhzhtBi0+fUXWu16jDsjyEcJW/iQihEppJ9PxrirD7EcFIBAJmMQd1I\n8A9RGFSMEwRBEDkzNBxGMsXm7MZAjiri4PZFoZDLYKhV5XX/jNc46X2rDl4mVojHOI/FoIGH5E4F\nQ8U4QRAEkTO5Dm/ykKOKOAyPBP7kq/kd7YxTMV5t2EXqjAPp2YNkioM/FC/4WNUMFeMEQRBEzuQ6\nvMlDjiqFk2I5eAIxWMRwwiCJQdXBd8ab62sLPhbZG4oDFeMEQRBEzuQbGsKvJ0eV/PEGomBZLu/h\nTSA7hZM049WGfSgIa50WGrWi4GNRMS4OVIwTBEEQOWMfCkDG5N5dMxs00KrlJFMpgMzwZgHFOMlU\nqpNwNIFhf7SgsJ9szAY1AJo9KBQqxgmCIIicsQ8F0WCphVIhz+l+DMOgxapDnzOIFEtDX/mQ8Rg3\n5J6+yWOoVUEhl1FHs8rod4YAiDO8CQDmkecgPY8Kg4pxgiAIIid8wRj8oXjOEhWeVpseiSQLpycs\n8s6qg0IDf4D0SZHZqKHOeJUh5vAmMHp1hoJ/CoOKcYIgCCIneIlJW47DmzzkqFIYYshUgLQtnTcQ\npSsUVQQ/qyGeTCX9HPRQMV4QVIwTBEEQOZHv8CYPOaoURqHpmzwWowYslx4IJaoDsQJ/ePQ1SpI7\niQAV4wRBEERO9A7yHuP5dcbJUaUw+GG5fNM3eTISA5KqVA19Q0GolHLUG/OfN8iGlzvRAGdhUDFO\nEARB5ATf0c63u9Zs1YFhSKaSL25/FLVaJTSqwqzpLDR8V1WwLIc+VxAt1lrIZPmFRU2EWa/GcCAG\nluROeUPFOEEQBJETfUNBGHWqvKPY1Uo5rCZtJsWTyA23L1qwRAWgzni14fZFEYunRNOL85iNGrAs\nB18oJupxqwkqxgmCIAjBxBMpDA6H8pao8LTa9Bj2xxCOJkTaWXUQjScRiiQKlqgAlMJZbfAnv4W+\ndk8lE/xDJ3V5Q8U4QRAEIRiHKwSWy394k4ccVfKDL5zF6IxTCmd1IfbwJk/GUSVAnfF8oWKcIAiC\nEEyhTio85KiSH6Me44UP4FEKZ3XBD0yLFfjDYyG5U8FQMU4QBEEIRqxL3eSokh9iOakAgEalQK1W\nSTKVKoEP/Gm21op63IxMhZ5HeVO0YtzhcOCOO+7Aueeei4suugg/+tGPkEhMrB187bXXcNVVV+Gs\ns87CVVddhTfffHPM7Xv27MF1112HpUuXYs2aNXj22Wdn4kcgCIKoOsTqjPP3t5NMJSfESN/Mxmyg\nFM5qoc8ZhNmgQY1GKepxqRgvnKIV4+vXr4fZbMbWrVvxzDPPYOfOndi4ceO4dYcOHcL999+PDRs2\n4MMPP8Q3vvEN/OM//iOOHDkCAHA6nbj11ltx3XXXYfv27XjwwQfxm9/8BgMDAzP9IxEEQVQ89qEA\nVAoZrHU1BR3HbNBAq5ZTZzxH3P60vluMzjiQLupDkQSi8aQoxyNKk2g8CacnUvBJ9ETMxADn9gMD\nFV3sF6UY37t3Lw4ePIj7778fOp0Ozc3NuP322/H888+PW/v888/jggsuwJo1a6BSqbB69Wqcd955\neOGFFwAAzz33HM444wz8/d//PVQqFVasWIE//elPaGxsnOkfiyAIoqLhOA72oSCarTrIC/QpZhgG\nLVYd+p1B8ifOgWGRO+PkqFIdOFwhABDd1hAAarVKqBQyDPulGQTucwbxw6c+wrNvHpbk+KVAUYrx\n/fv3o7GxESaTKfO9zs5O+Hw+9PT0jFl74MABdHZ2jvneaaedhr179wIAduzYgVmzZmHDhg1Yvnw5\nPve5z2Hr1q3S/xAEQRBVhssbRTSeEq271mLVI55k4fSSm4dQ3L4oZAxg0osnU+GPS1QuhQZ1TUUm\nhdMvjZsKn/g76A5LcvxSoCjFuNfrhdFoHPM9/muPxzPm+x6PZ8K1/LqBgQFs2bIFX/jCF/C3v/0N\n69atwz333IPjx49L+BMQBEFUH2L7FPOFAYX/CGfYH4VJryn4ygQP78pCHtGVTcbWUILOOJA+qfMG\nokhJcJVrwJ3u6lfy1ZvCsnQLgOOE/8EmWsswTOa2VatWYdWqVQCAG264Ac8++yxef/11fP3rX5/0\nmF6vF16vd9z3TSbTmI49raf1tJ7W0/o0fHfNrJOhu7u74OOba9Pv431DQZy9qEHy/Zf7eo7jMOyP\nos1WK8rv32QyTdgZL5Wfl9aLt74va/BaiuObDRqwHOALxiBjo6Iev39EYsP74ZfC77OQ9RNRlGLc\nbDaP2zj/tdlsHrf21G651+uFxWIBAFit1nGd85aWFjidzin3kMsvidbTelpP62n9aAd7wWwbZrcW\nfnxO5QNwcJyjSqn8vKW23h+KI5FkYTPXYvbs2aIc3+JPN7uyu46l8vPSevHW251BKEcGr+UyRvTj\nm42jQ5zz28TdP693D4QTiCdSJfH7LGT9RBRFprJkyRIMDg7C5XJlvrdnzx7U19ejra1t3Np9+/aN\n+d7evXuxdOlSAEBHRwcOHDgw5na73Y7m5maJdk8QBFGdZHSnIl3qbqpP+x2To4ow+IJZLCcVgFI4\nqwGO49A3FEBzfa1o8qZTMeulGwTmZSpSHb8UKEox3tnZiaVLl+InP/kJgsEgent7sWnTJtxwww0A\ngEsvvRTbtm0DAFx//fX46KOPsHXrVsTjcbz66qvYsWMHrr/+egDAunXrsG/fPjz33HOIxWJ49tln\nYbfbccUVVxTjRyMIgqhY7ENBWOu00KjFuaiqUSlgq9NSCqdAxEzf5DHp1JAxlVvkEOm/bSSWkmR4\nk4fvjLtFfh4lkiyGhkcHNyt10LhoPuMbN26Ez+fDqlWrcN111+HCCy/EHXfcAQDo7u5GJJI+S583\nbx5+9rOf4eGHH8bZZ5+Nxx57DI8++mimg97R0YGNGzdi8+bNWL58OZ5++mk88cQTaGhomPSxCYIg\niNwIRxMjemVxhjd5Wqw6DPujCEcnDn0jRnGLmL7JI5fLYNJT8E8lI/XwJjD6nPSIXIw7PWGwHMA3\n9Ct10LhoA5w2mw2bNm2a8LZDhw6N+XrNmjVYs2bNpMdavXo1Vq9eLer+CIIgiFHESt48lRabDju7\nnOhzBtHRVifqsSsNvnstlsc4j9mowUmHHxzHZcwRiMqhT6LXbjZSpXA6RiQqs5uNON7nE73zXioU\nrTNOEARBlA9SFeO8TSLpxqeH13WLXYxbDBokkiwCYbo6UYnYZ6AzPjp7IHIxPjK8uWRu2rSjUuVU\nVIwTBEEQ0yK2xzhP60iBcKqjCjGezACniJrx9PFoiLOS6csE/oj72s1Gq1ZAo5JL1hlfMi9djFfq\nc5SKcYIgCGJapJSpZB+fmBy3Lwq1So5ajbgKU76rWaldx2qnzxmESaeGTquU7DEYhkGdQSN+MT7S\nGT9ttgVMBQ8aUzFOEARBTIt9KIBajQImvVrU41qMGmhUcpKpCGDYF4XZoBFd120xpDvtNMRZeSSS\nKQwNhyV1UuExGzTwBWNIpljRjulwhaDTKmHSq2HSqSv2OUrFOEEQBDElyRQLhyuEVpte9EKQYRi0\n2HTodwbBShClXUrsPuJELJHK677JFAtvMCa6XhzIlqlUZqFTzfS7QmA5aYc3eSwGDTgO8AZiohwv\nxXIYcIczeQRmY7rznkuCe7lAxThBEAQxJYPDYSRTnGTdtRarDvEkC6e3MvWgANDV48E/b3ofP392\nZ173zzipGMTViwMkU6lk+kQO6poKs8jPI7cvgmSKRZMlXYxbDFrE4imEoklRjl9KUDFOEARBTIl9\nkB/elOYDvRocVXhN/Lu7+vDJoaGc78/7K5sl6IxbDDTAWalkUnNnSKYCiFeM83rx7M44AAxX4POU\ninGCIAhiSvgP9LYGadwYRh1VApIcvxRwZXX9N/3vnpzlKm6JPMYBoFarhEopvhMGUXz4wJ/WmeiM\ni1yMD7hPKcYNlSunomKcKBs4jsPd//F23pd5CYLID6mcVHiqwVGFl+CcvcgGhzuEF97qyun+UnmM\nA2ndvsVIKZyVSN9QEAo5gwZzjeSPNdq5Frcz3sjLVCpYTkXFOFE2eIMxdDv82H/cXeytEERVYR8K\nQC5jMh+KYtNsTR+3kmUqfGf87uuWod6owUt/PoLeQeFXAjIyFYP4xTh/XLGdMIjiwnEc7M4gGi21\nkMulL/fE7oz3jxTjzdQZJ4jSYcAVBgC4fJGKnKYmiFKE4zjYh4Joqq+FQqIPdI1KAWudNnNJvRJx\nesKo1ShgMWpx2+fPQDLF4fGX9gh+LxuVqYg/wJk+btoJw+MXxwmDKD6+YByhSGJGhjcBoG7E9lSs\nyPoBdwgalTxjp0qdcYIoAfgkrkSShT8UL/JuCKI68AXjCEYSklujtVh1cPuiCEcrM5Ld5Y2g3pQu\npM9d0oiVnY3Ye8yFt3fYBd1/tDMurs87T6br6K+84bhqJaMXn4HhTQCo0SihVSvgEaFY5jgODlcI\njZbajJ2q2J33UkJwMf7HP/4RH3zwQebrbdu24cYbb8QVV1yBxx57TJLNEUQ2vH4MGDsMRRCEdPQO\n8U4q0kVpp4+fLhj6naFpVpYf4WgCoWgS1rq0bpdhGNz++dOhVsnxq9/vQyA8fXPB7YvCUKuCUiGX\nZI98x10svS9RfOwzaGvIYxYphdMbiCEaT2WGNwHAUKuCQi6rSNcfQcX4Sy+9hG9+85vo7u4GADgc\nDtx2223o6elBS0sLHnvsMfzXf/2XhNskiNHJaoCKcYKYKaQe3uQZdVSpPKkKP7zJd8YBwGauwZcu\nWQhfMI7Nfzww7TGG/RFJhjd5LBT8U3GMdsalPZHOxmLUwBeMI5EsbPaAvxLelDWnwjBMOvinAp+j\ngorxp59+GjfddBPWrVsHAHjxxReRTCbx7LPPYtOmTdiwYQNeeeUVSTdKEGM64xX4YiSIUsQ+JK3H\nOM+oo0rl2Rs6Peli3Goaq/e+8tPzMKtRj9c/PImDJ4YnvX84mkAklpJseBPIHo6jRkel0DeDHuM8\n/PPIEyjsM/pUj3Eei0GD4UAMqQpL6xVUjHd3d2Pt2rWZr99++22cc845aGpqAgCcddZZ6O3tlWaH\nBDGCgzrjBDHjjIaGSC1TqdzgH9cEnXEAUMhluPPvlwIAHntp96ROJny3WqrhzfSxK1ePW630OQPQ\n16hgqFXN2GPWiaTrnqwYNxs1YFkO/mBlDRoLKsblcjlksvRSj8eDQ4cOYdWqVZnbWZZFKpVbgAFB\n5EIokoA/FM9051zUvSGIGcE+FESdXg2dVinp41iMGmhU8op0VOFlKta68cV05xwLLjlnFrodfmx5\n5/iE9x/2SRf4w1PJtnHVSDLFYsAdnrHhTZ7MkGWBz6OJZCpA5cqpBBXj7e3tePvttwEAzzzzDDiO\nw5o1azK379y5M9MlJwgp4F+Yi+dawDDUGSeImcAbiMHpCUuWvJkNwzBoturQ5wyBrbBL0Pz71aky\nFZ5/+FwnDLUqPPPGIQx5wuNu5x1OpJSpqJRy6GtU1BmvEByuEFIsN6PDm0BaRgKgYEcVhysEhVwG\nyymvGUuFOqoIKsa/8pWv4KmnnsLKlSvxyCOP4LLLLkNbWxsA4OWXX8Zjjz2GK6+8UtKNEtUNP7zZ\n1qCHSaeG21tZL0SCKEWeeHkvOA44d8nMNFtabTrEE6mKO9l2eiJgmMk72/oaFW6+cjFi8RR++bu9\n4253z0BnnD9+pXUcqxX+CtNM6sWB0RTOQr3GB9whNFpqIJcxY49fobMNCiGLrrzyShiNRrz77ruw\n2Wz46le/mrnNbrfj+uuvx2233SbZJgkiox+z1MJi0uKkww+O4zL+owRBiMtH+xx4Z1cfFs6qw2Xn\nz5mRx8w4qgwFYZuB+O6ZwuWNwKRTT2lL+Jmz2/Dmth58tH8AH+5zjDkBkjp9k8ds1KDb4Uc4mkCN\nRlpZEiEtfUWwNQTE8QIPhOMIhBNYOMs87jZ+bkKsYKFSQVAxDgAXXnghLrzwwnHfX79+vagbIoiJ\nyB7msJq0ONrrhT8Uh1EnTQAGQVQzwUgCj720Gwq5DBuuWzauOyUVrSNyGPtQAGctss3IY0oNy3Jw\neiOY22KYch3DMLjz2qXY8NO38Yvf7cXSDiu06vRHtNTpmzzZEgAqxsubmQ784akbCaUqRDPOf943\nnzK8CYx23ivN3lBw6A/HcXjrrbfw8MMP41vf+hb6+voAAD09PfD7/ZJtkCAAYMAdBsMADeaazKVa\nZ4VdyiaIUuFXW/Zh2B/D9RcvQHvj1EWkmPDa9J7ByrE39IViSKbYcU4qE9HWoMc1n+mAyxvB/7xx\nOPP9YV8UCjkjuSuGuUKH46oR+1AQMhmDRsv4glZKNCoFajWKgjrjvCx1or2PJsVW1nNUUDEeDAbx\npS99CXfddReefPJJbNmyBYFA+s3yl7/8Ja6++moMDAxIulGiunG4grAYtVAp5ajnL1NRMU4QorOr\nawhvbuvBnGYDrl3dMaOP3WKthYwZtVOsBEY9xoXJbq5buwCNlhq88s4xnOj3AUjrY+sMGsgkvkKR\nSeGssEKnGulzBtFgroFSIbjnKhpmY2EpnJPZGgKAVq1AjUZRnZ3xjRs34tixY3jooYewbds2/+Xi\nhwAAIABJREFUcNzopPudd94JpVKJjRs3SrZJorqJJVJw+aIZiyO+w0TBPwQhLpFYEo+8sBsyGYMN\nXzwTCvnMfpArFXI0WmrRW0Gd8ck8xidDrZTjjmvOAMty+M8XdyOVYjEciGUkJFJSqbZx1UYgHB9j\nBTzTmA0aBMIJJJL5WV73TyFTASpz0FjQO+0bb7yBDRs24Morr4RON/aP29zcjLvuuitjfUgQYjOY\nuWSV7ixlinHqjBOEqPz3qwcxNBzGNRfNx/xWU1H20Naghz8Uh69CQj2m8hifjLMXNeCCpc04fNKD\n5986ApblJNeLA5XrVFFtFGt4k2d0iDO/1/CAOwQZA1jrJr6alC7243kX+6WIoGLc5XJh0aJFk97e\n2tqaka0QhNgMuNO+u/wlq9HOOH1gEIRYHDjhxh/eO44Wqw7rLllYtH3w3bxK6Y5P5zE+GbdctQQ1\nGgWefeMQgFE9t5RQCmdlwMu8itkZB/IfsnS4QrDWTS6xyTiqVFB3XFAxXl9fj0OHDk16++7du2G1\nWkXbFEFk03+Kfsxs0FDwD0GISDyRwsbndgEANnxxGVTKyS34pIYf4uytEN34qGY8t2LcYtTixr87\nDXz+0UzIVIy1ashlTEUVOdVIxmO8WJ3xAk7qIrEkPIHYhHrxzPErMPhHUDG+du1abNy4Ea+//vqY\n2PtgMIinn34aDz/8MC6++GLJNklUNwOnxOIqFTIK/iEIEXn2zcPocwZx+flz0DnHUtS9ZIrxGeiM\nv7+nH+/stEv6GC5vBAo5k5cN6999ag7mtxoBzExnXCZjUGeoPD1utWEfSr92Zjrwh8di4L3Ac2+Y\nnfp5PxGjcqrKeZ4K8hm/5557sG/fPnzjG9+AQpG+y7p16xCJpH/RS5cuxYYNG6TbJVHVONzjJ6sp\n+IcgxOGo3YuX3j4Km7kGN13WWeztzJhMhePSA5KJJItVy1okex9xesOoN2nzckKRyxjc96Wz8eKf\nj2D5aQ0S7G48TZZa7DvuouCfMqbPGUStRgFTkXI4CvEan8pJhacS5VSCinGdToenn34ar7/+Ot57\n7z0MDg4CAJqamnD++efjkksugVxevMuaRGXjcIVg1KnGfDBQ8A9BFE4yxWLjczvBshzu/sLSTMhM\nManRKFFv1MAucTHuCcTgD8UBAL5gHCa9+O8jiSQLTyCGxXPzv9rQ1qDHvevOEnFXUzOv1Yi9x1w4\n0e8vaN9EcUilWDhcIcxtMRatUVWIjERIMV6JfviC3nm3b9+Ozs5OXHbZZbjsssvG3X7ixAkcPnwY\nl156qegbJKqbVIrF0HAY89vGOjtkB/9QMU4Q+fHSn4/gRL8fF69sx7IFpZN42dagx84up6Td2e7+\n0bC6fldQkmLc7YuA43LXixeTeSMuOsfsXirGy5BBTxjJFFc0vTgwWox78nBTcQiQqfAymEryGhek\nGb/xxhvR3d096e1HjhzBt7/9bbH2RBAZnN4IUiw37oXJf7hR8A9B5EfPgB/PvtkFs0GDr125pNjb\nGQOvG5cy/Kfb4cv8m+/GiU2uHuOlwLyWtEb9qN1b5J1UH5FYEg5XCEftXiRTbF7HyNgaFkkvDgAq\npRz6GmVeKZn8a7HBMnlIVp1BDYapIpnKo48+mvn3c889B5ttfOeEZVm89dZbpNslJGGyS1a8tRE5\nqhBE7qRYDhuf24VkisWd154Bnba0tMGtWUOcC9rrJHmME47szrg0xfiox7iw9M1SoMWqg1Ytx7E+\n3/SLiWmJxJLwBmLwBmLwBKLwBmNjvw7EMt+LxkcNMhbOqsN3bz4XhlpVTo/HO6m02vSi/hy5YjZo\n8grmG3CHYDZooFFNXp4q5DIYdeqK8sOfshjft28fdu7cCQB4/vnnJ10nl8tx9913i7szgsDoZHXj\nKZ1xSuEkiPz5/bvHcbjHg08va8E5S5qKvZ1xtM+Ao0p3vx8MA3Cc9J3xcpKpyGQM5jQbcah7GNFY\nEpoSmCMoRziOwz898i4On/RMuU4mY2DSqdFs1cGkV8OkU8MbjOGTQ0N44D/fxQ9u/VROgVEZj/Ei\nylSAdDF+ciCAaDw5ZWGdTSKZgtMbEeToZDZo0O8MVoyJw5S/oU2bNoFlWXR2duLxxx9HR0fHuDUM\nw8BsNkOrLZ83G6J8mCwWl1I4CSI/HK4Q/vvVgzDUqnDb508v9nYmZNRRRRqZSiLJwj4UwLxWE046\n/HC4pHmcfD3Gi838VhMOnBhGt8OPRbPNxd5OWTLgDuPwSQ9s5hqcPs8Ck04Nk14Dk16NOr06U3jr\na1TjnHZYlsOv/7AfL//1GO5/5B384Lbz0N5oEPS4fc4gGGbqAciZoC5LN95UL6wYH3CHwXHjP+8n\nwmLU4HifD+FoErUldmUvH6b9DclkMmzevBlLlixBbW1x/7hE9TFZZzwT/FNBl6kIQmo4jsOjL+xC\nPJHChuuWlezws1GnhqFWhd4haTrjfc4gkikOc5uNiMVT6HeFJOmwOctQMw6kHVWAtG6civH8ONyT\n7ohfccFcXH3hvJzuK5MxuPnKJajTq/HrPxzAtx59D9+75VxBf4u+oSBsdTVFDe4CxtoPCj0xmOzz\nfiKyHVuqohgH0gX5gQMHplzDcRxWrlwpyqYIgsfhCkGrlsOoG6ubo+Afgsid1z88iT1HXVjZ2YhP\nn9lS7O1MSVuDHgdPuBFPpEQvLLpH9OKzmwzwBWPoHQxIYpPq8kZQo1GUXbEw6qhCuvF86RopxhcW\nMPNwzWc6YKhV45EXduH/bnofD9y0HCs6GyddH4ok4AnEcNai4jsj5WNvKMTWkIefG3P7IpmB73JG\nUDF+4403TruGYRgcPHiw4A0RBA/HcRgYDqOlXjdhx4qCfwhCOE5PBL/6/X7UaBS48+/PKPnXTFuD\nHvuPu9HnDGJOs1HUY3f3p4vM2c0GDHnCAIB+Z0j0YtzpjZRdVxxI641VSjk5qhRA10kP5DIGc1sL\ne+6uXdkOg06Ff//Nx/iXX2/DN764DKuXt0+4NjO8WWS9OCB9MV6Il3kpIqgY/973vjfuexzHwel0\n4u2330ZdXR2+/OUvi745orrxBGKIxVNorJ/YiYCCfwhCOE9u2YtILIn1X1iW6SqVMm0junH7oATF\neFZnnB94c7iDOG2OeJKMcDSBUCSBhbOkcYORErlchrnNBnT1eiW5MlHpJJIsjvX5MLvZALUIv7uV\nnY34l9s/hR889SF+9j874Q3Ecc1n5o9bZy8BW0MePpgnFy9wIR7jPJYKC/4RVIyvW7du0ts2bNiA\ne++9FydPnhRtUwQBZJ0lT/LCpOAfghDO3qNuNFpqcMk5E3fVSo2MvaEEuvFuhx/1Rg30NSo0j7y/\niG1vWI5OKtnMazXh0EkPuh1+yewlK5UT/T4kU6yov7fT5pjx7+svwPd++QF+/Yf98AZj+IfLO8cM\nf/Kd8WIG/vDk2xk31KoEyboseRT7pYyg0J+pYBgGX/jCF/Db3/5WjP0QRIbpLllR8A9BCINlOYQi\n8ZHB59KWp/Dw9oY9Itsb+kNxuH1RzB7ptvPvLw6nuMW4s9yL8ZHwn2MkVckZMfTiEzGr0YCH7l6F\nFqsOv/vLUfz8uZ1jwoH4wJ/WEuiM1+lzK8ZTKRaDw2HBw558sZ9PsFApUnAxDgChUAjDw8NiHIog\nMjimmaym4B+CEEYomgDLIecAkWJiMWqgVStgF7kYP5klUQHSTidKhQz9bok64zl4RJcS89vSQ5xH\naYgzZ3gnFSmuKNjqavDv6y/AgnYT/vxxL378622IxpIA0p1xrVqeKVSLiVIhg6FWJVhGMlna9mQY\nalVQyJmK6YwLkqm89957E34/mUyir68PTz31FGbPni3mvggCA9N0xin4hyCEEQjFAQD6mvIpxhmG\nQatNhxP9fqRSLORyUXpHOOEYGd4cKcZlMgaNlho4RA4Q4T3Gy3GAE0gP0CoVMhzro854rhzp8aBW\no5BMLmLUqfHjO87Hv23ejo8PDuKff/E+vvO1c9DvDKK9UV8yV7/MBk1mQHo6chneBEYybgyaiumM\nCyrGb7nllilv1+l0+MEPfiDKhgiCx+EOQSGXTTpsRsE/lc+Wd4+h66QX933prHHBGIRw/OF0MV5O\nnXEgXRAe6fWmXZVEKmy6+0c6482jISrN9Tr0DgZFHQYflalMPIBe6ijkMsxuMuBEvw+JJAulQpyT\noUonGI6jzxnCsg6rpO9ZGrUC//y1c7DxuZ34yyd23Pv//op4kkWLtXRs/sxGDbodfkRiSWinSXLN\nDG/mEFZkMWrR1eMBy3Jl//kgqBj/13/91wm/L5PJYDAYsGLFCuj1pfMEICoDhyuERksN5JO8yCj4\np7LpHQzgV1v2I8VyWLuyDcsWFN87t1zxl2FnHEDGP7h3MCBeMe7wQyFnxhwvoxt3i2dv6MoE/hRf\nMpAv81pNONLrxckBP+aPeI8TU9PVk76SsGAGXHSUChnuXXcWjDo1XnnnGIDScFLhsWRSOKPQTvP6\nnc6wYSLMBg1SLAdfKJbRqJcrgorxa665Rup9EMQYAuE4gpHElIljfPAPdcYrD47j8MTLe5FiOQDA\nm9t6qBgvgIxMpdw64yOFRe9gAOcuaSr4eCmWw8mBANoa9FBkyV74YrzfGcKiWeLYGzq9EZj0aigV\n5WsLOL+VH+L0UTEukMMSDW9ORjqtczHq9Go888ZhLJlnmZHHFUL2kGWz0GI8p874qL1hVRTjABCP\nx9HV1QW/3w+WZSdcc8EFF4i2MaK64V+YzdO8MOtNWpzoL63gn11dQ/jtq4fAgYNcJoNMxkDO/yeX\nQcYwkMuZsd+XySCXM+hoq8Nnz51V7B+h6GzbP4CdXU4s67DC6Y3gg70OBMNx6Mqss1sqBMLl3xkX\ngwF3CPFEKqMX5+HfZxwi2RtyHAeXN4JZpzxOuTGvhU/i9AKg9yUh8E4qHe0zd/LCMAyuXd2Bqy+c\nJ9pshRjk4jU+4A5Bq1bkJKWrpOAfQcX47t27cfvtt8PrnXyQgxI4CTEZmMZJhafepMWRXi98wThM\n+tLwGv/dX47hcI8HSoUMKZYDO9LdFcIbH53ERWe3ihIUUa7EEyk8uWUf5DIGt33+dGzbP4D/+uMB\n/HVnHy4/f06xt1eW8DKVctOMN5hroFTI0Dti2VYoGb1409gQoab6dNeu3yXO4/iCcSSSbNnaGvLM\natJDIWdoiFMgHMehq8cDW522KJ3aUirEAeH2hizLweEOo9U2cdr2ZJgrKPhHUDH+b//2bwCAW2+9\nFa2trVAqpzdkJ4hCEHrJir9M5fJFSqIYj8SS2HPUhbnNRvz8mxcBSL9BsxzAsixSKQ4plv+PBTvy\nb5blsPmPB/De7n64vJGSCG0oFr/761EMuMO4+sJ5aGvQo1arxG9ePYit205SMZ4ngXACAKCvKa/3\nbrlchharDvbBgChXvzJOKs1jO9b1Ji0UcplonXGnN+0gUe7FuFIhR3ujASf6/Uim2DHSHmI8g8Nh\n+ENxnDG/udhbKQkywTzTFOOeQBTxRConicqY41dLMX748GH88Ic/xBVXXCH1fggCgPDJ6uzgn1LQ\nNO4+4kQyxWJ5Z0PmewzDQM4Acpkcyilece2NBmB3P4ZEdI4oN5yeCF546whMOjWuv3ghgPSlyOWL\nGrDtwABO9PtEj0avBgKZznjxT1hzpdWmQ7fDD6c3AltdYc4kvMf4nFPkI3Le3lCkYrzcPcazmd9q\nwvE+H3oHA/Tam4bDJ0f04jMwvFkOCJWR5DO8mX18dwWYOAg6zdXpdLDZaHiKmDkG3GHIGEz74Vtq\nwT8fHxwEAKw4rWGalePhTyyGPKXxsxSD//rDfsTiKXzl8tPGRCKvXZmOcN+6radYWytrRjXj5dUZ\nB0aTOO2DhUtIuh1+GHWqCa+iNdXXIhhJZCQ9hVDuHuPZzGulJE6hZPTibVSMA4BJrwbD5FCM59gZ\nryTNuKBi/Morr8Srr74q9V4IIoPDFUR9Xc203ralFPzDcRy2HxiEoVaFjjwm6W3m9M/CX+KuNvYd\nc+GdXX3oaDNh9fL2Mbet6GyASafG2zvsSCRTRdph+eIPxVGrUZScplQIrfwQ51BhQ5zhaAID7jBm\nNxkmlLs0j+jGHSLoxkc9xsu/GOevOB6jJM5p6erxQCZjMicw1Y5CLoNRp55WRpKPxzgA1GiU0KoV\n1aMZv/zyy/HQQw/hrrvuwtq1a1FfXz/hm1kubioOhwM/+MEPsGvXLmg0GqxZswYPPPDAhHr01157\nDY8//jh6e3vR1taG9evX4+KLLwYAPPDAA3jllVfG3E+hUOCTTz4RvBeitIjGkhj2x7C0o37ataUU\n/HO8z4dhfxSfObt1Um/0qeDDQZxV2BlPpVj84nd7AQC3f/70cQEOCrkMF53dipf/egzb9g/i/KWk\nycwFfyhedraGPGI5qvQMpO9/6vAmT8be0BXCwgLtDZ3eyumMz2oyQCZjcJQ641OSSLI41ufD7CYD\nNCrBRnUVj9mgQf806bb5ylSAtG68EjrjOfuMv/XWWxOuydVNZf369Vi4cCG2bt0Kv9+P9evXY+PG\njfjmN785Zt2hQ4dw//3342c/+xlWrVqF9957D/feey9efPFFdHR0gGEYXH311ZkhU6L8GRhOd4an\nc1IBSiv4Z1Si0pjX/etNWjBMdRbjr390Et0OP9asaJu0EFq7sh0v//UY3tx2korxHOA4DoFwfJyd\nX7nQYq2FjCm8GD/h4J1UJv49iGlv6PJGoJAzZe99DABqpRztDXoc7/cjxXJ5NRqqgW5HOql0pvzF\nywWzQYPjfT5EYknUaCaWyTncIagUsozsJNfj24eCSCRTZe3pL6gY//GPfyyqh/PevXtx8OBBPPXU\nU9DpdNDpdLj99tvx3e9+d1wx/vzzz+OCCy7AmjVrAACrV6/GeeedhxdeeAHf/va3S8pfmhAHoR7j\nQGkF/2w/OAiZjMGZi/Kbr1AqZKjTazDkKV2ZSjSexGsfdGPVspaMXr9Q/KE4fvvqQWjVCnzlss5J\n181qNGBBuwk7Dw/B7YuI9viVTiyeQiLJlm1nXKmQo9FSi94CNePd/RM7qfA0iViMOz0RmI3aso/o\n5pnXakS3ww/7UACzGsvzpE5qukaGNxdQMT6GbF33RMU4x3HptO362rxeL6OOLTE0mAsb8C4mgorx\na6+9VtQH3b9/PxobG2EyjbpfdHZ2wufzoaenB+3to3rRAwcOjJO/dHZ24oMPPsh8ffjwYVx//fU4\ncuQI2tvb8d3vfhdnnnmmqHsmZg6hHuM8pRD84wvG0NXjQeccC3Ta/IfkrHVaHO31lmwH6sO9Djy1\nZT9eeec4vn/ruaJ8MD/92kEEwgl87YrFqJumM7J25Sx09Xjx54978YU1Cwp+7GrAPzK8aSizwJ9s\n2hr0+Gj/AHzBWN5x9d0OP2TM6EDoqVjraqCQMwV7jSdTLDyBKDrnlE4SYqHMazHhre29OGb3UTE+\nCXzy5oIZDPspB7KL8Vbb+NeePxRHOJrMS6Iy5vi+aFkX45NO8/T39yORSGT+LeQ/oXi9XhiNY3V7\n/Ncej2fM9z0ez7i1BoMhs669vR1z5szBww8/jHfffRerVq3CLbfcguHhYcH7IUqLXCer601aJFMs\nfMHCXRDyZcehQXAcsLIzdxeVbGx1NUixHLyB0tTA9TnTfxuXN4JvPfoe9h1zFXS8E/0+vPZBN1pt\nOnzugrnTrv/0shaoFDK8ua0HHCc8TKmaCZRp4E82rbb0cGVPnlIVjuPQ7fCjxaaDapJALbmMQYO5\ntuDOuNsXBcdVxvAmz+gQJ+nGJ6Orx4sajWLCgrOamS6FM9/hTR7+CqnbX/yr44UwaWd89erVeOml\nl7B48WKsXr162gPlqhnP5YN0qrV33nnnmK/vuece/O53v8Obb76JL37xi5Pez+v1TpgoajKZxnTs\naf3Mr3dM0Bmfav2oo8po8M9M7/8v27sBAAtbJz4zF3p824gv8bGeIQT045/3xf57He1J6+IvP6cR\nr24fwHd+8T6+ecPZuGBpS87H5zgOv/jdXrAc8KW1c9BnH29beOp+arVKfGppM/6yw4633t+P+S26\nKdcX+vNWwvojPekCNhUPw+v1Fn0/+azXymMAgK7uIZw+b/xg93THd3oiCEeTOGuhYcr1VpMKfc4g\nAuE49FlXEnLZPy+ZUzJxdHd35/Xzltp6WTIFhgEOn3SPW1uM/bAcB/tQBKcvaEJd3XhZyEzvJxxN\nos8ZxOI5pgmlFqX+95VyfTKalocdPenAsnn6cev5k18lonm9XlKx9CzI0RP9WDKrtug/r5D1EzFp\nMX7XXXfBarVm/j0dOUWYms3jNs5/bTabx609tVvu9XpRXz+x04ZMJkNTUxOcTueUe8jll0TrZ3a9\nwxVCnV4NrVohaH29Mf23dmUF/8zk/pMpFl32/bCZa9A5SfKa0OPz3bRIQo7Zs1vz2o+U6wPRHshl\nDG69dgXOWerCv23ehof++2O4fVFc9el5OR3/3V192H/cjXMWN2LV2dN3xXkuXtmOv+ywY19vHGvP\nn53T/oVSSet7PX0AjqOtxTbpMUp5/wAQlxnx2629cAcmtrWc7vjd/PDmiF58svXtTQHsOjIMhysE\nfftoMZ7L/p0jMx/zZzdi9uzZgu5T6r9/AGi1nUTPYBAsy40rOGd6P8++eRhPv3YED9xkwvkTFOMz\nvZ9PDg8BADrnWiU5fjmvT8q9ALrBybUTHmNgpBhfsrAds2cLm7fKPn4UwwBOgpPXlM3720RMWozf\nfffdE/5bDJYsWYLBwUG4XK5MUb1nzx7U19ejra1t3Np9+/aN+d7evXuxdOlSAMCDDz6Iyy+/HKef\nfjoAIJFIoKenB62twgsZonRIplg4vZGcJtLrs1I4i8HB7mGEoklcdHZbwZp164jmzVkCA6kTMeAO\nwWaugVwuw5kLbXjwrlX4/hMf4MlX9sHljeCrn1ssaAgnGkviV7/fD6VChluuWpLTHpbMrUeDuQbv\n7e7HbVefPumEPpHGH0p3lctZM87LVHoH8pOpnHCku3NzJrE15Gm2jNob5juIV0ke49nMazWidzCA\nflewqFIMty+CF/98BACw/eBASTgr8WE/5KQynjpD+mr1ZDKVfrdww4aJyMhgytzeMKcEiGAwiIGB\ngYI1452dnVi6dCl+8pOfIBgMore3F5s2bcINN9wAALj00kuxbds2AMD111+Pjz76CFu3bkU8Hser\nr76KHTt24PrrrwcA2O12/PCHP8TAwADC4TAefvhhKJVKfPazn83lRyNKhCFPGCzL5aQf4zVjxSpg\ntx8YsTQsUC8OZKdwlp6jSjiagC8YHzNoM7fFiP/Y8Gm02nR4+a/H8B9P7xAUyvPCn4/A7Yvi8xfN\nFzyoyyOTMVi7sh2xeArv7Rb+vlOt+MPp2R99bfmetNRolKg3afMO/unun9rWkKfJOhL848x/iLOS\nPMazKZXwn9/86SBi8fR7zK4uZ0nMjnT1kJPKZJh0asimSOEccIUglzF5n7zy9qHlHvwjyE3l6NGj\nuO+++9DV1TXpmlw14xs3bsR3v/tdrFq1ChqNBtdccw3uuOMOAEB3dzcikfQb2rx58/Czn/0MP/3p\nT3Hvvfdi9uzZePTRRzMd9B//+Md48MEHce211yIUCmHp0qX4zW9+A622st4Iq4V8YnEznfEivRg/\nPjgAtUo+oZY1V2x1pRv8w/9tGi1jdfE2cw0eunsV/uVXH+HdXX3wBKL4v/+wErpJOrEOVwj/+/ZR\nWIwafGF1R157Wb28Dc+8fghbt/XgknNm5XWMaiEw4qaiL+POOAC02XTY2eVEOJrI+WpIt8OPGo0C\n1rqpPxf47hzfrcsHXjNurStfZ4eJmNeSvqpw1O7FhWcV58rzkV4P/vxxL+Y2G9FkrcXfdvfDPhTM\nBEMVA47j0NXjgbVOO60bVDUil8tg0qvh8ccmvN2RdbU1H3h74+FKHeDM5jvf+Q7sdjuuuuoqNDY2\nQqEYf7dcL8/bbDZs2rRpwtsOHTo05us1a9ZkfMZPxWg0UuBPBTHgys3WEChu8M+AO4TewSBWdjZO\n6tKQC7VaJWo1iozutJQYcKf3NNGJkr5GhR/d/in89JkdeH+PA9/6z/fw/VvOm7D4eWrLPiRTLL52\nxWJo1Pkl1dnqarCsw4qdXU70DgaK+mFc6vBuKuXqM87T1qDP/L1zSciMJ1LodwaxaLZ52s8pq0kL\nuYyBw5l/Me70RKBVy1GrqawUxrkjxfjxvuJ0xjmOw5OvpCWrN1+1GAPuMP62ux+7upxFff0PDofh\nC8ZLQi5TqpgNGvQMjk/h5K+2zmstTG9tNmjQ75o65bPUEfRucejQIXzve9/D1VdfLfV+iConH/1Y\nMYN/+NTN5SJIVHisdTUYHA6X3BvLRC432aiUctx/4wo8tWUffv/ucfzTI+/g+7eeN0Ya8MmhIXy0\nfwCL51qwalnLhMcRysUrZ2FnlxNvbe/BP3xucUHHqmQqwWccQKbg6h0M5lSM9wwGwHLTS1SAdBev\n0VKD/gLsDV3eCOpNNSX12hWDGo0SLdZaHLN7i/Le9Lc9/ThwYhjnLmnEGfOtaLSkmwO7jzhxxSrh\nA+BiQ3rx6TEbtDhq9yEUTY7J4chcCc/TYzxzfKMGx/unTvksdQRdF7BYLLDZ8ksVJIhcGHCl32Bz\n1RHXm7RweaMzrh/k9eLLF4lZjGsRiSURiiZFO6YYDAjwg5XLGNx61RJ87YrFcPui+Naj72L3kbTb\nTSLJ4pcv74WMAW7//OkFf5ifs6QROq0Sb33ci2SKLehYlUwgFIdKIYNaVb5R0cBoMW7PUTee0Ys3\nTz28ydNUr0MgHEcwnHtuQSSWRDCSqLjhTZ55rSaEosnMVbKZIp5I4dd/OACFnMFXr0ifeNvqatBc\nX4s9R11Fff139aSd4EgvPjmjXuNjG2aFeozz8Cmc5awbF1SM33zzzXjqqacyOm6CkAq+qx1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8xFefxiMXckKKacO+OZwJ/ayhne5GkdkR31DgZx9qLxV6rE6IzzXbt+AZ3xYV8ULAfUz1D6YynA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VqpQ2clWtWjXtSZf169cnLCyMUqVKYWZmRqNGjYiNjQWMb5Or+26Zly1blrVr13Lt2jUaNGjA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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf18e2fa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "\n",
    "plt.figure(figsize=(12,9))\n",
    "x_values = draft_df.Draft_Yr.unique() \n",
    "y_values = top60_yrly_WS48\n",
    "title = ('Average Career Win Shares Per 48 minutes for'\n",
    "         '\\nTop 60 Picks by Draft Year (1966-2014)')\n",
    "plt.title(title, fontsize=20)\n",
    "plt.ylabel('Win Shares Per 48 minutes', fontsize=18)\n",
    "plt.xlim(1966, 2014.5)\n",
    "plt.ylim(0, 0.08)\n",
    "plt.grid(axis='y',color='grey', linestyle='--', lw=0.5, alpha=0.5)\n",
    "plt.tick_params(axis='both', labelsize=14)\n",
    "sns.despine(left=True, bottom=True) \n",
    "plt.plot(x_values, y_values)\n",
    "plt.text(1966, -0.012,\n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)'\n",
    "         '\\nNote: Drafts from 1989 to 2004 have less than 60 draft picks',\n",
    "          fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Bar Plots\n",
    "Lets plot the average WS/48 by Pick for the top 60 picks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pk\n",
       "1     0.128898\n",
       "2     0.101449\n",
       "3     0.102939\n",
       "4     0.097224\n",
       "5     0.096837\n",
       "6     0.079755\n",
       "7     0.072571\n",
       "8     0.078551\n",
       "9     0.087510\n",
       "10    0.080918\n",
       "11    0.075286\n",
       "12    0.066571\n",
       "13    0.080041\n",
       "14    0.056551\n",
       "15    0.056796\n",
       "16    0.050122\n",
       "17    0.051918\n",
       "18    0.066429\n",
       "19    0.046531\n",
       "20    0.049367\n",
       "21    0.045204\n",
       "22    0.049918\n",
       "23    0.058020\n",
       "24    0.057041\n",
       "25    0.049837\n",
       "26    0.047551\n",
       "27    0.053735\n",
       "28    0.029020\n",
       "29    0.047082\n",
       "30    0.030939\n",
       "31    0.042041\n",
       "32    0.044939\n",
       "33    0.042224\n",
       "34    0.029612\n",
       "35    0.029041\n",
       "36    0.036490\n",
       "37    0.027224\n",
       "38    0.012653\n",
       "39    0.025653\n",
       "40    0.023735\n",
       "41    0.010551\n",
       "42    0.018571\n",
       "43    0.005510\n",
       "44    0.023694\n",
       "45    0.038755\n",
       "46    0.035041\n",
       "47    0.054796\n",
       "48    0.019571\n",
       "49    0.016163\n",
       "50    0.016490\n",
       "51    0.000918\n",
       "52    0.010816\n",
       "53    0.005245\n",
       "54    0.021265\n",
       "55   -0.016558\n",
       "56    0.030605\n",
       "57    0.022233\n",
       "58    0.018500\n",
       "59   -0.003765\n",
       "60    0.018303\n",
       "Name: WS_per_48, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top60_mean_WS48 = top60.groupby('Pk').WS_per_48.mean()\n",
    "top60_mean_WS48"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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53oULF9bZs2eVkJBgHq9+/fpKTk42W+Tsdnu+yjm6hWe2ZMkSNWjQ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\n6amjR486lbPb7dlu7+Pjo2rVqknK6JK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3gc5Ddrtd8+bN08yZM5Wfn6/WrVtrzpw52rdv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\n9OnTtXjxYktjVqxYoaysLK1bt06GYejee+/Vu+++qzvvvLMKlwoAAAC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Vs88+67VOzGL+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\niwAAAAAAH5JFAAAAAIAPySIAAAAAwOcHkp2LCj6e4rMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf18884cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "\n",
    "# set the x and y values\n",
    "x_values = top60.Pk.unique()\n",
    "y_values = top60_mean_WS48\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15,10))  \n",
    "title = ('Average Win Shares per 48 Minutes for each' \n",
    "         '\\nNBA Draft Pick in the Top 60 (1966-2014)')\n",
    "ax.set_title(title, fontsize=18)\n",
    "ax.set_xlabel('Draft Pick', fontsize=16)\n",
    "ax.set_ylabel('Win Shares Per 48 minutes', fontsize=16)\n",
    "ax.tick_params(axis='both', labelsize=12)\n",
    "ax.set_xlim(0,61) \n",
    "ax.set_xticks(np.arange(1,61)) # label the tick marks\n",
    "# create white y-axis grid lines to \n",
    "ax.yaxis.grid(color='white')\n",
    "# overlay the white grid line on top of the bars\n",
    "ax.set_axisbelow(False)\n",
    "# Now add the bars to our plot\n",
    "# this is equivalent to plt.bar(x_values, y_values)\n",
    "ax.bar(x_values, y_values)\n",
    "sns.despine(left=True, bottom=True) \n",
    "plt.text(0, -.05, \n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)'\n",
    "         '\\nNote: Drafts from 1989 to 2004 have less than 60 draft picks',\n",
    "          fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets plot the same information as above but as a horizontal bar plot, which will give us better spacing for our tick labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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v01m5ciWurq5YWlrSpUsXjXeVl1auKOLj4+nXrx+tW7fGzs6OAQMGFLp/Zmls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\nDrhSyOFwOBwOh8MB8P8BHKBgn22PzNAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf12cfe908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "\n",
    "# Note we flipped the value variable names\n",
    "y_values = top60.Pk.unique()\n",
    "x_values = top60_mean_WS48\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,15))  \n",
    "title = ('Average Win Shares per 48 Minutes for each' \n",
    "         '\\nNBA Draft Pick in the Top 60 (1966-2014)')\n",
    "# Add title with space below for x-axix ticks and label\n",
    "ax.set_title(title, fontsize=18, y=1.06)\n",
    "ax.set_ylabel('Draft \\nPick', fontsize=16, rotation=0)\n",
    "ax.set_xlabel('Win Shares Per 48 minutes', fontsize=16)\n",
    "ax.tick_params(axis='both', labelsize=12)\n",
    "\n",
    "# set a limit for our y-axis so that we start from pick 1 at the top\n",
    "ax.set_ylim(61,0)\n",
    "# Show all values for draft picks\n",
    "ax.set_yticks(np.arange(1,61))\n",
    "# pad the y-axis label to not overlap tick labels\n",
    "ax.yaxis.labelpad = 25\n",
    "\n",
    "# Move x-axis ticks and label to the top\n",
    "ax.xaxis.tick_top()\n",
    "ax.xaxis.set_label_position('top')\n",
    "\n",
    "# create white x-axis grid lines to \n",
    "ax.xaxis.grid(color='white')\n",
    "\n",
    "# overlay the white grid line on top of the bars\n",
    "ax.set_axisbelow(False)\n",
    "\n",
    "# Now add the horizontal bars to our plot, \n",
    "# and align them centerd with ticks\n",
    "ax.barh(y_values, x_values, align='center')\n",
    "\n",
    "# get rid of borders for our graph\n",
    "# Not using sns.despine as I get an issue with displaying\n",
    "# the x-axis at the top of the graph\n",
    "ax.spines[\"top\"].set_visible(False)  \n",
    "ax.spines[\"bottom\"].set_visible(False)  \n",
    "ax.spines[\"right\"].set_visible(False)  \n",
    "ax.spines[\"left\"].set_visible(False)\n",
    "\n",
    "plt.text(-0.02, 65, \n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)'\n",
    "         '\\nNote: Drafts from 1989 to 2004 have less than 60 draft picks',\n",
    "          fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Dot Plots/Point Plots\n",
    "Instead of using a bar plot we can use a dot plot or point plot to represent the above information.\n",
    "\n",
    "`seaborn` allows us to create point plots using `pointplot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5c37//XdWrFhRaj/nzp3LqFGjGDt2LH379sXFxYVq1apx+/ZtKdLE4sWLlcL4\nlMS1a9cqTBsveHeEUCioUOLi4tDX11f7MlLg5OSEkZERcXFxklDYtWtXZsyYwaNHj5RMxwp++ukn\nIiIi2LlzJ6tWraJq1arY2toyf/58GjZsWGqfOnfuzPjx49m0aROHDh2iefPm+Pv7Y2try/nz54mP\nj0dPTw8fHx9WrlzJrFmzCAoKkoJJBwUF0aNHDyWti7+/P3Xr1mXz5s1s3boVLS0tLCwsWLdundpA\nrsWRyWQ4ODiwd+9etYKLra0tubm5yGSycvkTvg/dunWjbt26REdHExUVxaNHj5DJZBgbG2NpaUlA\nQICK6Ued/2LRrdIqV65MaGgoc+fOZcKECRgaGvLFF1/g7e1NixYtCA4OxtfXV62GQYGLiwuRkZFE\nRETg7e1NXl4ezZo1Y8GCBZLgXbt2bWJjYwkNDSUoKIj09HSMjIwwMzNjzpw5amMsFsXY2JiJEycy\nf/58bt68iaGhIRMmTJD8rADc3d2pXr06a9euZfTo0chkMkxMTIiIiJAWQ30o5s6dS9OmTYmPj2fD\nhg1oaWnRunVroqKiygxJU3zrOig0IR87dkxl4lVR9O7dmz///JNdu3bx22+/IZfLmTVrFitXrlQS\nCnv27MmOHTv4+eefOXDggBSUPiYmhrCwMPz9/Xnz5g2ffPIJfn5+DBkyBCi8r2JjYwkODmbevHnS\nooRWrVqxbt06KayMOhQWh5MnT6o8cw4ODixfvpymTZsqLRaysrJi69atODs7K5m/i49t48aN6d+/\nP9u2bePq1atERkaqHX91ZdVRtWpVoqOj+fHHHwkKCiI7OxtTU1Oio6OVNLyKOKnLli3Dz8+P7Oxs\nGjRowPDhw9VOlu/du0dERATLli1TMTn379+f69evM3XqVLS1tRk3blyZq6319fWJiYnhl19+Ydeu\nXezdu5ecnBzq1KmDnZ0dnp6eZb6foXB1999///3BJiuC8iMr+Nj7DAkE/8e4fv06vXv3xsfHp8yA\nxIL/O7i4uFCrVi1+/vnnf7srgo/EkCFDuH//Pvv37/9oi2wEZbN06VLCwsLYsWNHiZp0wcdB+BQK\nBP9Deno6AQEBbNq0Sem4YpWnMG0IBP+3GT9+PA8ePFDxBxb8e2RkZBAdHU3Xrl2FQPi/AGE+Fgj+\nBz09Pe7fv09CQgI5OTm0bNmSq1evsnz5cuRy+Qc34woEgg+LpaUln3/+OSEhIXTs2LFccSUFH5bF\nixcjk8lfA917AAAgAElEQVSk7S0F/y7CfCwQFOHFixcsWbKE3377jcePH2NgYKCyZZTg/w+E+fi/\nk8zMTAYOHEjt2rXLXEgh+LAcOHCACRMmsHz5cjHp/l+CEAoFAoFAIBAIBMKnUCAQCAQCgUAghEKB\nQCAQCAQCAUIoFHwgcnNz8fX1xczMrNSgr/8X8fDwwMPD453KhoWFIZfLpfiM6nBxcSEgIED6Pz4+\nHrlcrvQzNzene/fuBAYGkpKSUmJdb968wcrKCrlczsGDB8vVR3XtWVpa0rt3bxYsWMC9e/fKf8Jv\nwQ8//ICFhQVt2rQhNTW13OXU9VfR58GDB3P48GGl/JMnT37rleSK61baWJfWtzNnzrxVufJy//59\n5HK50nZlFUlJY1v8N3jw4A/SfnEyMzOZP38+HTp0oE2bNvTq1UslWgAUhpEaOXIkVlZWtG3bFg8P\nj7e6BqmpqTg5Oals33bv3j2++uor5HJ5iXtPJyUl4enpKbU9YMAAlV2SoPAduXz5cjp37oyZmRld\nunRR2ov9bfOVxIkTJxgwYABt27bFxsYGd3d3tfFB32bMrl69Srdu3ZDL5SQnJ5fZhzNnziCXy5Xe\nm3PmzMHR0VFldxrBv4tYfSz4IBw7dozdu3czcOBAPv/883+7OxVOWcFny+Ly5cts3ry5VOGwONOm\nTZMCY79+/ZorV66wfPlyfv/9d3bv3q02UHNCQgKvXr2ifv36xMXFlRpUvLT2Xr58yeXLl9myZQux\nsbHMnDmT3r17l7uusrh16xbr1q2ja9eueHp6YmhoyNOnT7G3t+fXX3+lXr16b9Xf/Px8UlJSiImJ\nYfTo0cybN0/aE9fb2/udhfq3xcXFhbi4OD799NMKqW/27NlkZmYyb948pePvez+WhKL/Ch49esSY\nMWPo06cPgwYNko4X3+P8Q5Cfn8/o0aO5du0afn5+UlDvoKAgtLW1pfvx77//xt3dnWbNmvHTTz+h\no6NDdHQ0np6ebNiwoczdRvLz8/H19cXAwEBpReyOHTuYOXOmtDevujFPSkpiyJAhtGjRgnnz5qGr\nq8uyZcsYNmwY69evV5ogT506lV27dvH9999jbm7O4cOHCQkJITc3Fy8vr7fOp45ff/2VsWPH4uTk\nRHh4OHl5eURHRzNq1ChCQkLo3r37W4/ZmjVrWLx4MTVq1CjXfZednS3ts100/6RJk0hKSmLChAnE\nxsYq7Zgk+PcQQqHgg6DYvaBbt27l2uGjNHJyctDS0qqIbv2voWfPngQHB9OtW7cyd91Q0KhRI6X9\nbq2srNDX1ycgIID9+/fTr18/lTKbN2+mTZs2ODo6EhERwZMnTzAyMnqn9uzs7KQtyAIDA2nQoEGJ\n29S97TVT3C8dO3aU7pekpCSg5C31yuqvqakpLi4u9OrVi+DgYEkorF+/fql7ulYkBgYGFbqX65kz\nZ8q153FFUbz/+vr6QOFOMB+zHwB79uzh9OnTLFmyhG7dugGFz0BKSgoXLlyQhMJly5aRn5/PihUr\npL5bWFjQrVs3goODlbaJU8fOnTs5e/Ys0dHR0q4fij2XJ06cKD1z6ggPD0dHR0faZhGQtvFbtGgR\nGzZsAOD8+fNs27aNSZMm4enpKeVLTU3l2rVrUn3lzVcSwcHBNG7cmGXLlknBum1sbHBycmL9+vWS\nUFjeMUtMTCQsLIwFCxbw559/Eh4eXmYfli1bRnp6Oq1bt1Z6lrW1tQkMDGTQoEHExsYqTTIE/x5C\nNBdUOB4eHtJLc8iQIUqmuoMHD/LNN99gbm5O27Zt6du3Lzt37lQp37t3bw4ePEiHDh0YPnx4qe0d\nPXoUd3d3zM3NMTc3Z+DAgWpNO3FxcfTp04c2bdpgbW2Nu7s7J0+eVMl36NAh+vfvj7m5OR06dMDf\n359Hjx6p5Lt27Rru7u60bdsWa2trAgICyMzMLNcY+fv78/r1a5YsWVKu/CWhCPb6/PlzlbTk5GSS\nkpLo3r07rq6u5Obmsm3btvdqT0dHhx9//BFdXV2lfX8nT55Mu3btuHDhAl27dqVHjx5S2q+//sqA\nAQMwNzfH0tKSvn37snfvXqWyCvPjlClTkMvlBAQE4O3tDUCnTp3o1KnTO/VXS0sLBwcHHj16JJmk\n1ZmPb9++zZgxY7C2tsba2hpPT08uXbpUat3Xr1/HwsKCcePGkZ+frzZPcfNxYmIicrmcQ4cOERUV\nhYuLC23btuWLL74odcs/hZn45s2bbN26FblcrnQtCwoKWLduHZ06dcLU1JSuXbsSHx+vVEd2djah\noaHSlnIODg4EBATw+PHjUs+zvJw9e5ahQ4diaWmJmZkZbm5uREdHK+UZNGgQXbt25caNG5JJ09bW\nltmzZ5OVlVVq/du2baNu3bqSQKhg7dq1zJgxAygch4MHD+Lg4KAkzGpra9O1a1dOnTpFRkZGiW3k\n5eWxbNkyzM3NsbGxkY5Xq1aNDRs2MHTo0FInKRcuXMDMzEwp/qG2tjY9e/bk3LlzPH36VDoXHR0d\nBgwYoFR+4cKFLFu2TOmcy5OvJMaOHcvMmTOVdm+pXLkyjRo14uHDh8DbjVnt2rWJi4ujZ8+e5Zqs\n3bx5k6ioKCZNmkSVKlVUNItWVlZYW1uzYsUKcnJyyqxP8OERQqGgwpk1a5Zk1pg1a5ZkftqzZw9e\nXl7UqVOHkJAQli5dSvPmzfHz82Pz5s1KdWRlZREREcGcOXNKDWp6+PBhRowYgZ6eHuHh4YSEhKCv\nr8+oUaOUPrJxcXEEBgZiamrK6tWrWbRoEXl5eYwcOZKbN29K+fbv38+4ceNo1KgRy5YtY/LkyZw5\ncwZPT0+lj9aTJ0/w9/enX79+REZG4urqytatW4mKiirXGNWuXZsxY8bw888/c/369XKVUcedO3cA\naN68uUrali1bqFSpEr169aJx48aYmpqqCArvgq6uLp07d+b8+fO8ePFCOl5QUMBPP/3ExIkTCQkJ\nAQr3mR03bhxGRkZEREQQHh6OsbExEyZM4NixY0ChOXfmzJkAeHl5ERcXx6hRo/j6668BiIiIeCsf\nquIoPohFP2JFP07379/nm2++IS0tjR9++IHg4GBycnIYMmSINL7FSU1NZdSoUcjlcoKDg8tt+lK0\nu379ei5fvsycOXNYtGgRr169wsvLS+3kAwrvly1btgDg7OxMXFwcHTt2lNI3bdpEYmIiM2bMYMmS\nJejo6DB16lQl/89JkyYRFRVF3759Wbt2Lb6+vpw4cQJ3d3dev35drv6XhEIgzM/PZ8GCBURGRuLo\n6Mi8efOke0Fx/i9evCAgIIC+ffuyevVqPv/8czZs2MDChQtLbePixYtK+/6qIyUlhYyMDLXPQ7Nm\nzcjPz+fGjRsllk9KSuLu3buSVllBjRo1aNOmTaltQ6FQWXxPYQAjIyMKCgq4ffs2UCg8tmrViipV\nqpRaX3nzlUSPHj2wtrZWOpaTk8Pdu3elfaLfZswaN25M48aNy9V2fn4+QUFB2NjYSHuVq6NPnz48\nfvyY06dPl/e0BB8QYT4WVDiNGzeWfMAaN24smZmCg4Np1qwZISEh0sfRwcGB69evs3z5ciX/uuTk\nZKKionB0dCy1rYULFyKXy1m6dKn08Xd0dMTNzY2QkBCcnJwASEtLo1OnTsyaNUsqW6tWLXr37s2+\nffskjduSJUto27YtCxYskPLp6OgwZcoUzpw5I/UnOTmZ+Ph4WrVqBRTOePft28fx48cZP358ucZp\n6NChxMXFMXv2bMmsVBpFhZpXr15x8eJFgoODcXBwkM5TgUIraG9vL5mLe/fuzezZszl//vx7L/5p\n0aIF+fn5/P3335iamgKF21X16tWLrl27SvlSUlIk4UBXVxeA1q1bY21tza5du3B0dKR+/fqSz12D\nBg2k+8XY2Fhqqzw+hSWRlJREzZo1qVOnjnSs6FiuWrWK/Px8Vq5cKZlHP/vsM7p27cqePXskjaWC\nzMxMxowZg56eHhEREWqFgLJ48eIFa9eulf5/8uQJM2bM4Pz58yqaMCjUeLZu3RooNOkqxkihwcnK\nylLSHMlkMsaMGcPx48fp378/ly5dIiEhAT8/P4YNGwYU3rONGjXC3d2dzZs3v9dikbCwMPT09Fix\nYoUkwNja2nL37l3Wrl3LqFGjpOMvXrxg6tSpuLm5AYVmyitXrhAXF8fkyZPVuh28fPmS9PR0ateu\nzYYNG1i3bh0pKSkYGxvj4eHBkCFD0NDQIC0tDUDtTiWKYwptnTqOHz8OFLpKvAvNmjXjypUrZGdn\nK90Xly9fVmr7wYMHODo6smfPHlasWEFycjL6+vp8+eWXjBs3Tipb3nxvQ1hYGC9evGDgwIEA7z1m\nJbFx40auX7+uYgkqjmKsjx07hoODw1u3I6hYhKZQ8FFISUnh3r17uLi4qJgQOnToQEpKitIqtEqV\nKpX5Yv7nn3/4888/6dKli5J5pFKlSjg5OfHHH3+QnZ0NwMiRI1m6dKlS+U8++QRAMqOkpqZy584d\n7O3tlfJ16tSJU6dOKQmo9evXlwRCAA0NDerUqSP5xpUHbW1tpkyZQlJSEtu3by8z/4gRI5RW1np6\netKgQQNJy1aUw4cPk5aWpqTxcHV1RVNTs0K0hVWrVgVQMZcXf6n37duXlStXSgIhFG4nqK+vL417\nRVFU0CsoKODBgwfMnj2ba9euMWLEiBLLnThxAhMTE0kghMKP4ZkzZ1QEwry8PHx8fHj69ClRUVHl\n9gctTnFzeIMGDYBC4aci6lMI0Yr7UeFOUdSsD4X+aQYGBly4cOGd2oVCzVNSUhL29vYqGi0nJyfe\nvHnD1atXpWMaGhoq/bW3t+fNmzfcv39fbRuK+2zfvn0cPHiQwMBAVq5cib29PQsWLOCnn34CkJ53\ndcKSQth88+ZNiedy9epVqlevTsOGDcs6bbWMGDGCtLQ0AgIC+Oeff3jx4gWrVq2StGC5ubnS+Vy6\ndIlVq1bh7e0taUwVptai512efLm5uUq/kvj5559ZuXIlX375pbTo7H3HTB0PHz7kp59+wsvLq8yx\nrFOnDjVr1iyXj6TgwyM0hYKPgsKfq3bt2ippCo3Qo0ePqFu3LlAoOBQV9EqrMywsjLCwMJV0mUxG\namoqDRs25NmzZ0RGRnLo0CFSU1OVTMEKfzCF6a5mzZplno+6xRqamprk5eWVWbYoTk5OODs78+OP\nP9K5c+dSV3FOnz5d0vDl5eXx8OFD4uPjcXNzY+HChXTp0kXKu3nzZqpUqYKFhYXSLN/GxoY9e/YQ\nGBhI5cqV36qvRVH4MBYVpACVrQBfv37NqlWrSEhI4MGDB0pmypL88N4VdYKfgYEBkydPZujQoSWW\ne/ToUblD1MyfP5/Dhw8zduxYJc3j21L8/lF8fN91TIrXp6lZ+GpX3I+KZ8XFxUVt+ZLM1uXh2bNn\n5ObmUqtWLZW0os+2Aj09PWlSoUDxzD19+lSteVLxLsjNzWXFihWSAGNra8ujR4+Ijo5m+PDh6Ojo\nAKj1T1MIP6WZYp8+ffpe+yH36NGDx48fExwczO7du5HJZHTs2BEfHx+mTJkinXelSpVIS0sjLi5O\nas/KyorMzExJwyaXy8uVT+HOUZT169fTrl07pWPh4eGEh4fz+eefM2fOHOn4+46ZOmbOnEmjRo2k\nxTFlYWBg8E7aSEHFI4RCwUehtNAFCg1P0TyKj1p5+Pbbb0v0WalVqxYFBQV4enpy69YtRo0ahZ2d\nHbq6umRnZ0t+a4DkF/axHZ6nTJmCq6sr4eHh+Pv7l5ivYcOGSsKLiYkJnTp1YtCgQQQFBdG5c2dJ\nED569Cj5+flKfmdFSUhIeK+QMpcvX0ZHR4cmTZooHS9+3SZOnMihQ4cYNGgQnTt3lhzZSxPS3pWi\nQrNMJqNq1ao0aNCgzLAZGhoa5b7mZ86cwdLSkqioKLp160bLli3fqa8fKoRMWcTExChpbRW8zwTh\nbZ9tdf6Xinwl+WYaGBhQqVIlPvvsMxWNlr29Pb///ju3b9+WtFLqBIwnT54A/xFU1ZGRkSGFnHlX\nBg8ezDfffMODBw+oUaMGBgYGknuIQiNsZGSEnp6eigDq4OCgJBSWJ5+rq6vKAjKFFUTB9OnT+eWX\nXxgxYgS+vr5KaYrxeNcxK86+ffs4evQoa9euVZoE5uXlIZPJyMzMREtLS8lNQE9P761ikwo+HEIo\nFHwUFFoVdSbD0rSIpaHQKubn55eq6blx4wZ//PEHgwYNUjIH/v3332rrU9fHly9fUrly5Xfy4SmL\nhg0bMmzYMFauXKk2rExZtG7dmrNnz5KamkqdOnWIj48nPz+fWbNmqTXd+Pj4EBcX985C4aNHj/jt\nt99wdnYudTwyMjI4dOgQzs7OTJ06VTqelZVFenr6O7VdGsWF5vJSt25dtQF0MzIy0NDQUNJqRURE\n0KRJEz7//HMmTpxIXFzcB7knKhrFva2rq/tOY1QahoaG6OjoqP2oq3u209PTVUIWKQSS4ppmBVpa\nWjRr1kyt4KLQhmppaVGnTh0MDQ3VLt66ceMGWlpakv+wOnR1dUtdnVxeik+YkpKSqF69Ok2bNgWg\nVatWale3K0y/irEpTz4tLa1Sr2lwcDCbNm1i6tSpasO+vO+YFefw4cPk5uaWGGLGwsICLy8vpRiL\n6enpaicrgo+P8CkUfBTq1KlDkyZNOHTokJLvV35+PocPH6ZJkyZvLRTWrl2bpk2bkpCQIJk5FERF\nRbFx40bgPx+N4uY+haO/wmRXo0YNGjVqxK+//qpkBk5MTMTa2rrcO4K8C6NGjaJWrVrMnj37rcte\nvnyZKlWqYGhoSEFBgRQs+euvv8bOzk7l5+bmxtmzZ99pZ5LXr1/j5+eHhoZGmYFzFWOoEEgUxMTE\nkJeXV6apVKFdeluTfHkoqrmysLDg+vXrSuORmZmJo6Oj0oIjKLyHDAwMmD9/Prdv3y5zxeyH4F1M\nzApfz+K+qxkZGUyZMoUrV668c380NTWxtrbm+PHjKj6mhw4dQl9fX1okA4UCTfGQUcePH0dPT69U\n/7OePXty+fJlaQWvgiNHjlClShVJMOrWrRsnTpyQtFxQeD3379+Pk5NTqaZQRdD0dyUyMhIXFxcl\nwTIlJYWDBw/Sq1cvyQzes2dPnjx5wu+//65yLhoaGtJK5/LmK4mDBw+yYsUKJk6cWGocwPcZs+KM\nHj2a2NhYpd+GDRto1aoVn332GbGxsfTt21epzLNnz0qcEAg+LkJTKPho+Pj44O3tjY+PD19++SX5\n+fnEx8eTnJxMaGjoO9Xp6+uLl5cXnp6ejB49Gk1NTQ4ePEhMTIxkim3SpAlGRkbExsbStGlTKleu\nTHx8PJUrV8bIyIjz589z9uxZrKysmDBhAt9//z3ff/89Hh4ePHnyhMWLF9O8eXMlv52SYnSVN9By\ncSpXroy/vz/fffddiea4v/76S/LhKygoIC0tjR07dpCUlIS3tzc6OjqcPHmS+/fv4+PjU2Jbffv2\nZd26dWzZsoUJEyaUmK9oe1lZWVy9epWYmBgeP37MwoULy9Qe6Ovr07JlS3bv3o2VlRXGxsbs37+f\n5ORk2rRpw82bNzl58iSWlpZqyyt81KKjo6UAwBW160HR6zRixAj27t3LmDFj8PPzQ1NTk6ioKDQ0\nNBgyZIja8vb29gwePJjo6Gjat2+vsvr7Q2FsbMypU6fYu3cvjRo1KvdCFzMzM7p27cratWvR1tam\nQ4cOpKWlsXLlSu7evcuYMWPeq1/jx49n4MCBjB07lqFDh6KlpcXBgwc5fvw4gYGBStrU6tWrExYW\nRlpaGo0bN+bAgQOcP3+ekSNHlnp9Bw0axNatWxk+fDiTJ09GX1+fHTt2cPr0acaPHy+ZwMeMGUNC\nQgKjR4/G29sbTU1NVq5cyZs3b0q936HQJeP48ePcu3dPSUC9evWqtBDi3LlzQOHiHYWGuWPHjhgb\nG2Nra0toaCje3t6MHDmS9PR0QkJCqFmzptIkqmfPnmzcuJGJEycyefJk6tevz+HDh9m+fTt9+vSR\nzMzlzaeO3Nxc5s+fT4MGDbC2tpZWQBdFLpejpaVV7jE7c+YMf/31lzQmUOiKovBpdXV1pVGjRlK4\nm6IoNIHFwwqlpqby9OlTPvvssxLPRfDxEEKh4INRXLjp3Lkzy5cvZ/ny5Xh7eyOTyWjVqhURERF0\n6NDhndpwcXEhMjKSiIgIvL29ycvLo1mzZixYsEDyM6xcuTKhoaHMnTuXCRMmYGhoyBdffIG3tzct\nWrQgODgYX19fjhw5Qvfu3QkLCyMiIoIRI0agra1Np06dmDRpktKHTZ3gJpPJyvQVKy1Pt27dsLe3\nVwmorchf1DlcJpNRs2ZNWrZsSXh4uCSwKmITlmYabtmyJZ999hk7duxQ+5FU156mpiZ169bFwcGB\nYcOGqWh0SjqvxYsXM2PGDAIDA6lWrRpdunQhLCyMo0ePMm3aNHx9fdmxY4dSuwp69uzJjh07+Pnn\nnzlw4ABdunQpUWh4Gx+94n1t2LAhMTExLFq0CB8fH3Jzc2nbti0bNmyQTIDqzs/X15eTJ08SGBjI\njh07StR0FC9XUl/Lcw4+Pj7Mnz+fgIAAvv/+e6XFRWXx008/ERERwc6dO1m1ahVVq1bF1taW+fPn\nv/NqWwWmpqasW7eOJUuWSGNY/DlUoK2tzcKFC5k1axaXL1+matWqDB06tMxQTtWqVZOu08yZM8nI\nyKBJkybMmTNHye1CEbbmxx9/xMfHh/z8fCwsLFi/fr1kvi0JR0dHIiMjOXnypNKY/Pbbb0q7d8hk\nMikwt0wmY926dRgbG2NmZsby5ctZunQpY8eORVtbm/bt2+Pn56d0f2hoaBAZGUlISAjBwcE8e/aM\nBg0a4OPjI4UMept86nj48CH3799HJpOp3U5TJpNx6NAh6tWrV+4xi4+PV9pnWyaTSQH4ZTIZDg4O\nKouIirdZnBMnTgCUGX5M8HGQFbyrakMgEAgEgrfAw8OD5ORkKXD5/zby8/Pp0aMHNWvWJDY29t/u\nzn8FQ4YM4c8//+S33357qwWGgg+D8CkUCAQCgYBCzdy4ceM4d+6c2GHjI5CUlMSpU6ck1x/Bv48Q\nCgUCgUAg+B/c3Nxo164dP/zwg8oCNkHFkZ2dzdy5c2nbtq20u4rg30cIhQKBQCAQ/A8ymYyffvqJ\n58+f88MPP/zb3fn/loULF/L48WOlbU8F/z7Cp1AgEAgEAoFAIDSFAoFAIBAIBAIhFAoEAoFAIBAI\nEEKhQCAQCAQCgQAhFAoEAoFAIBAIEEKhQCAQCAQCgQAhFAoEAoFAIBAIEEKhQCAQCAQCgQAhFAoE\nAoFAIBAIEEKhQCAQCAQCgQAhFAoEAoFAIBAIEEKhQCAQCAQCgQAhFAoEAoFAIBAIEEKhQCAQCAQC\ngQAhFAoEAoFAIBAIEEKhQPBfw1dffYWHh4fK8ePHjyOXy/n5559V0vz9/XF0dATAw8MDT0/P9+7H\ngwcPmDFjBl26dMHMzAxzc3O++eYbtm3bppTPxcWF8PDw927vY3Hq1CnkcrnSz8TEBBcXF3788Uey\nsrI+eB9SUlIwNzdXuc6PHz8mICAAZ2dnTE1NcXNzY/fu3RXeflhYGCYmJhVer0Ag+Dho/tsdEAgE\nHwcHBwdWrVpFVlYWOjo60vHExERkMhmJiYn0799fqcypU6ewt7cHYOnSpchksvfqQ1paGh4eHnz6\n6afMnz+fBg0a8OzZM7Zv387kyZN59eoV7u7u79XGv83y5csxMzMDIDMzk7NnzzJv3jzu3btHaGjo\nB2171qxZ5OTkKF2n/Px8Ro8eTV5eHosXL8bIyIiEhAR8fX2pUqUKLi4uFdb+sGHDPsj1CwoKolat\nWnh5eVV43QKB4D8IoVAg+C/BwcGBiIgIzp49i4ODg3Q8MTERBwcHTp8+rZT/r7/+4uHDh5JQWL16\n9ffuQ0JCAikpKWzduhV9fX0AateujVwu59WrV/zxxx/v3UZp5Obmoqn5YV97+vr61KxZE4CaNWvS\nsGFD0tPT+eGHH0hNTaV27dpvXWd+fj4ymaxUofzAgQNcvHgRZ2dnnj9/Lh2/c+cOV69eZenSpZib\nmwMwYsQI9uzZw86dOytUKKxatSpVq1atsPoUXLx4kS5dulR4vQKBQBlhPhYI/kto06YNVapU4eTJ\nk9KxjIwMrl27xoABA3j69Ck3btyQ0k6dOgUgCYUeHh58++23ANy/fx+5XM6xY8eYNm0aNjY22NjY\n4O/vz+vXr0vsQ3Z2NgAvXrxQSZs1axZz5sxROlZQUMDSpUtxdHTEzMyM4cOHk5aWJqXfuHGDkSNH\nYmlpSdu2benduzf79++X0hX93L59O3369KFTp05AoZAVGRmJq6srbdq0oVOnTqxcuVKp7ZMnT9K/\nf38sLS2xtLRk0KBBnD9/vpQRLpkWLVoAkJqaWu72XVxcWLx4Md9//z1t2rThr7/+KrH+V69eMXfu\nXPz9/dHV1VVKUwiSlSpVUjqupaWFhkbJnwAPDw8CAgLYuHEj7du3x8LCgqCgILKyspg+fTrt2rXD\n0dGR1atXS2WKm49dXFxYunQpa9euxdnZWTJt3717V8ojl8tZvny5UtvDhg2TTOAuLi7cuHGD8PBw\n5HI5KSkpABw6dIhvvvkGS0tL7OzsmDZtGhkZGVId9+7dY9y4cdjb29OmTRvc3NyIi4sr8XwFAoEQ\nCgWC/xq0tbWxtrZWEgpPnz6NtrY2HTp0oHHjxiQmJkppiYmJNG/enFq1aknHimuqFi5cSKtWrdiy\nZQuBgYFs376d2NjYEvvg4OCATCZj2LBhbNu2jadPn5ba5x07dvDmzRtiYmIIDw/n3LlzhISEAIWC\n1ZgxY8jJyeGXX35h9+7ddO7cGR8fH27duqVUz5o1a/D29mbTpk0ALFu2jNDQUAYNGsSuXbsYN24c\nS5cuJSoqCigUWseOHYu5uTnbtm1j8+bNNG7cmJEjR/LmzZtS+6yOe/fuAdCgQYNyta/gwIEDtGjR\ngkuzhuEAACAASURBVAMHDkhl1bFkyRIaNmxI7969KSgoUEpr1qwZ1tbWrFy5UhJKDxw4wLVr1+jX\nr1+p/T579iw3b94kJiYGX19fNm3axJAhQ2jRogXx8fH06dOHRYsWcf/+/RLr2LVrF3///TerVq1i\n5cqVJCcn88MPPyjlKX5fFdWKbtmyBW1tbTw9PTl+/Dh16tTh1KlTeHl5YWJiQlxcHIsXLyYxMREf\nHx+pDj8/P16/fs2aNWvYu3cv/fv3Z+rUqZw7d67UcxYI/psR5mOB4L8Ie3t7FixYQHp6Onp6eiQm\nJmJhYYGWlhbW1tYkJiYyZMgQoFBT6ObmVmp9bdu2ZeDAgQA0bNiQFStWcOXKlRLzt2jRgkWLFjF3\n7lwmT56MTCajWbNmtG/fnm+++YZGjRop5Tc0NMTX1xeATz/9FAcHBy5evAgUCg4xMTFUq1ZNMkWP\nHj2a5cuXc+rUKZo3by7VY2ZmJplJc3JyWL16Ne7u7gwYMEDq+61bt1i9ejXDhw/n7t27vH79mp49\ne9KwYUMApk2bRt++fUvVrgFKQll+fj6XL19m+fLlODk5UaNGjXK1X7T82LFjS23v2rVrbNq0ifj4\n+BLzhIeHM3LkSJycnNDU1EQmkzFnzhzs7OxKrTsjI4PAwEA0NTVp1KgRixcvplq1apLf4LBhw1i5\nciU3btwoVWgNCgoCoEmTJnTp0oV9+/aV2m7RMaxRowZQaJpWmOVXrlyJXC6X6v30008JDAxk9OjR\n3L59m2bNmnH9+nXGjx9Py5YtAXB3d8fMzIxPPvmk1LYFgv9mhKZQIPgvwt7envz8fMk0nJiYiI2N\nDQDW1tacPXuWgoICbt26xdOnTyXTcUmYmpoq/W9oaMjLly9LLePq6srhw4dZvnw5Hh4eFBQUsHr1\nalxdXVXMe23atFGp/9WrV0ChUJiWlkZgYCDOzs5YWFjQrl078vLylHzqAD777DPp7zt37pCZmSmd\ntwJra2uePn1KamoqzZs3p379+nz33XdERUXxxx9/oKWlRdu2bdHW1i71/IYNG4a5uTnm5uaYmZnh\n7u6Oubk5ixYtKnf7CspayZufn09QUBBDhw6lSZMm0vGimreCggJ8fHzIysoiKiqKzZs34+XlxcyZ\nMzly5Eip9Tdu3FjJB1NfX59WrVop/Q+Qnp5eYh3Fz6E890hZXLp0SWX8rKysACS/1I4dOxIWFsaC\nBQtITEwkOzsbU1NTqc8CgUAVoSkUCP6LUJiDExMTsbS05NatW1hbWwOFQkl6ejpXr17lwoULaGpq\nSmklUblyZaX/ZTKZivlSHdra2jg7O+Ps7AwU+gZOnDiR2bNn0717d6pVqwZAlSpVVMoq6n/w4AEe\nHh6YmJjwww8/UK9ePWQyGa6uriplFPUBkt/ZhAkTlLR+BQUFyGQynjx5Qu3atYmNjSUqKoqYmBgW\nLVpEvXr1mDRpEt27dy/13ObNm0fr1q0B+H/s3XtcVGX+B/DPAIOAeCMR0cBRNEcrTfCGWqJFSqZr\n9OuyWWmXX0tobUWtq6XpL82t1DQt75Zamlq0aQia1HgBvGWFlzDAOV4yxwuICgPM7feHCysyjCgz\n88yc83m/Xr1eyznHmY97OM53nvOc5+vj44PQ0NAahWR93//a3PasXr0aly5dwosvvmj3/yMA0Ol0\n2LlzJ9LS0hAVFQUA6NKlCwoKCvDhhx9i4MCBdb7+tef32m31eRr92nNY398RRy5fvozPP/8ca9eu\nrfXa586dAwC89957WLVqFTZu3IhPP/0UwcHBePrpp/HSSy81+Cl6IrliUUikMP369cO+ffuwf/9+\nBAQEVI/2hYaGon379ti3bx9+/vln9OjRw25R1hBmsxllZWW1nmTu3LkzXn31VSQnJ+P48eM1RqOu\nVfWB/sMPP6C8vBxz5sxBaGgogCtzAU0mk8MMTZo0AQBMmTKlenTpalVzKMPCwvDmm2/izTffRF5e\nHhYuXIjXXnsNnTp1qi6u7AkLC6u+5dyQ96+PLVu24Pjx44iOjq7eZrVaYbPZcPvtt2P69OnVRdLV\nI4kAEBkZia1bt9b7vVzp2iKxrKwMarW6zuObNGmChIQEPPfcc7X2Vf1uNWrUCM8//zyef/55GAwG\nrFu3DgsWLECrVq1qLb1ERFewKCRSmH79+mHjxo3Vo4VXP5Xau3dv5ObmIjc3F4899pjT3/vhhx9G\nixYt8Nlnn9Xad/z4cahUqnoXRVXFX/Pmzau3bdy48bp/rkOHDggODobBYKhRvBUXF8NsNqNRo0Y4\nfvw4CgsLq0cytVotpk6dioyMDBw9etRhUeiM96+vd999t8aDLzabDXPmzMGZM2cwY8YMhIWFYfv2\n7QBQK/fRo0cRHh5+038PZwkODq7xNHpZWRkKCgocfjHo1q0bjh8/XuP/P4vFAkmS0KxZM1y8eBE/\n/vgjhg8fDh8fH4SFheGll17C1q1bUVBQ4NK/D5E3Y1FIpDD9+vWDxWLBhg0bajzUAAB9+vTBlClT\ncPHiRbvzCetz28/RMWPHjsWrr76KV155BU888QTatGmDsrIyZGdnY+7cuXj00UerHya43utXLRC9\nZMkSjBgxAjt37sT27dsRERGBQ4cO1Vi65mpqtRpPP/00lixZgtatWyMmJgZnzpzBe++9B7VajS++\n+ALHjh3DSy+9hAkTJuCee+6BzWbDunXrEBAQUP2+N6s+719f9h7uaNKkCS5evIiOHTsCuLKkS5s2\nbfDmm29i/PjxuOWWW7Bjxw58//33+Pvf/+7w9Rt6m7c+br/9dmRkZCAhIQFBQUGYP38+QkJCarx3\n06ZN8fPPP+PIkSNo06YNnn32WTz33HP46KOPMGzYMJjNZnz22WfIzMzE5s2boVKpMGXKFOzfvx9P\nPfUUgoKCsHfvXuj1eowdO9blfycib8WikEhhWrZsidtuuw35+fl2H3a4ePEimjVrVushEqB+c8gc\nHXP//fdjxYoVWLlyJcaPH49z585BrVbjtttuw/jx4/Hoo49e97WrXr9nz554+eWXsXr1aixbtgz9\n+/fHBx98gG+++QZz5szBO++8gzfeeMPu67z88ssICAjA/Pnzcfr0aTRp0gTx8fHVTzrffffdmDp1\nKj777DN88MEHUKvV1evpOVp8ur5z1a73/g1x7SLXgYGBWLVqFd5//3288MILMBqNiIiIwOuvv44x\nY8Zc97Vu5v1vJN/kyZMxceJEjB49Gi1btsS4ceMQGBiIP/74o/qYpKQkfPjhh3jyySexdOlSxMbG\nYv78+Zg/fz6WLFlSPf911apVaNGiBQBg2bJl+PDDD/H444/DbDYjMjIS48ePx/3333/DfycipVDZ\n3PFVkIiIiIg8GpekISIiIiIWhURERETEopCIiIiIwKKQiIiIiKDgojAnJweJiYkYMmQInn322Rqt\npa5mMpkwY8YMaLXaWsfMnDkTQ4cORUJCAmbPnu2O2IT6n7u6jps3bx769u2LhISE6v88ZRFfuarP\nOXN0DK81sRpy/ni9iVWfc8fPOc/VkPN3U9eeTYFKS0ttsbGxtsOHD9tsNptt5cqVtr/97W92j33+\n+edtCxYssHXu3Nl2+vTp6u3fffed7dFHH7VVVlbaKisrbY899pgtIyPDLfmVrL7nztFx8+bNs82b\nN899oRWuPufM0TG81sRq6Pnj9SZOff+95OecZ2ro+buZa0+RI4W7du1CRERE9Yr5iYmJ2LlzJ8rK\nymodm5KSgqSkpFrbMzIykJiYCLVaDbVajREjRiAjI8Pl2ZWuvueuruNKS0vdnlnp6nPOHJ0vXmti\nNfT8kTj1/feSn3OeqaHn72YosiiUJKlGe6TGjRujefPmOH78eK1jtVptna8RGRlZ/XNERASOHj3q\n/LBUQ33P3fWOy87OxuOPP46hQ4fivffeQ2VlpXv+AgpUn3Pm6Bhea2I19PwBvN5Eqe+/l/yc80wN\nPX/AjV97iiwKy8vLa/UXDQgIsDtS6Og1/P39a/x5o9HotIxkX33PnaPjunbtivvvvx+rVq3C2rVr\nkZubiyVLlrg8u1LV55w5OobXmlgNPX+83sRp6Gcdrz2xGnr+bubak3Wbuy1btmDmzJm1tv/1r39F\nRUVFjW3l5eUICgqq92sHBgbWqLiNRuMN/XlyrKHnLigoyO5xjRs3RkxMTPW2Zs2aYcyYMVi8eDF7\norpIXefi6nPm6HzxWhOroeeP15s49Tl3jvDaE6uh52/w4MHV/7u+156sRwrvv/9+bNmypdZ/HTp0\nqDH8eunSJZSUlECj0dT7tTt06ABJkqp/PnbsWHUDemq4hp679u3b13mcXq/H5cuXq/eZTCb4+cn6\n+5FQjs7F9Y5p164drzXBGnL+eL2JVZ9z5wivPbEaev5u5tqTdVFYlz59+uDUqVP46aefAACfffYZ\nBg0ahICAALvH2+y0h05ISMC6detgNBpRWlqKdevW4cEHH3Rpbqr/uXN03Pz58zF37lwAQEVFBdau\nXYtBgwa59y+iIPU5Z3UdExgYyGtNsIacP15vYt3IZx0/5zxPQ8/fzVx7Kpu9V1KAPXv2YPr06TAa\njWjXrh3+9a9/4ZZbbkFubi7mzp2LZcuWwWAwID4+HsCVClutVkOlUiEjIwPh4eGYPXs2Nm/eDAAY\nPnw4xo0bJ/KvpBj1OXeOjisqKsKkSZNQUFAAHx8fxMXF4bXXXoNarRb8N5Mve+fijz/+qNf5AsBr\nTbCGnD9eb2Jd79zxc86zNeT8NWrU6IavPcUWhURERET0X4q8fUxERERENbEoJCIiIiIWhURERETE\nopCIiIiIwKKQiIiIiMCikIiIiIjAopCIiIiIwKKQiIiIiMCikIiIiIjAopCIPIhOpxMdgYhIsRRT\nFJpMJsyYMQNarRYGg0F0HCIiIvIAFqsNp85dxskzl2AyW0THEcpPdAB3SU5ORkxMjOgYRERE5AEs\nFiu+2VaItJ1Hca6kHAAQHKjG/X3a4bH42xAUoBac0P0UM1KYkpKCpKQk0TGIiIhIMIvFin+t3IsV\naYerC0IAuGw0IVVXgDcXZKGs3CQwoRiKKQq1Wq3oCEREROQBvt9zHLsOnq5zf8HJEqzZcsSNiTyD\nYm4fExERkXjGCjNMZqvQDBt2FF73mC27j+Ev90TBX+3rhkSOqf18ENjI9SUbi0IiIiJyi4WpudiU\nrYfNJjrJ9ZWVm/HMO1tExwAA+KiAhH7tkZTYzaXvw6LQDkmSIEmS6BhEiiNJEpelIZKxtKwS0RG8\nktUGpGXpoQ0psrs/Li7OKe+jqKLQVs+vJhqNBhqNxrVhiKgWnU7ntH/ciMjz5BXlIj1bD6sXjBR6\nkqqRwrg4144Uqmz1rZS8mMFgQHx8PIAr6xWq1WqoVCpkZGQgPDxccDoiqsKikEj+PGFOYVbuKXzy\n1a8Oj0mM64iHB3dyUyLHOKfQicLCwpCbmys6BhERkeIFNvJDYCOxGYb2bYfCkxewedcxu/vvui0U\nTyZoofYT/5CJOymiKCQiIiKqolKpMPZ/uqNr+1uwcedRFJy4AABo07IxHujfHg/0aw+1n2JW7avG\nopCIiIgUR6VSYXDPCAzuGYHyCjOsNhsCG/lBpVKJjiYMi0IiIiJStAA3zNfzBsobGyUiIiKiWhRT\nFGZmZmLkyJF44IEH8MQTTyA/P190JCIiIo9yqawSvx8vhv5UCSwWsU8Ik/spYrzUYDBgwoQJWLNm\nDaKiorB69WpMnjwZa9asER2NiIhIuLPFRqzcdBg7fz0F83+KwZbNAjDinij85Z4o+Pgod56dkihi\npFCtVmP27NmIiooCAERHR6OgoEBwKiIiIvHOFJXhjXnbodt/srogBIBzJeVYvvEQ5q79ud7NH8i7\nKaIoDAkJwYABA6p/3r59O7p37y4wERERkWdY/O8DOF9SXuf+H/adwO5Dp92YiERRxO3jq+Xk5GDl\nypVYsWKF6ChEREQ3xVldQc5fMNar4Nu44yi6tr+lwe9XxV0dOujGKOqMbN26FdOmTcOiRYuqbyUT\nERF5k4WpudiUrYc77+jmFpzDqMnpTnu9ql6+SYmu7eVLN0YRvY8BIDs7G2+99RaWLl2KDh06ODxW\nkiRIkuSeYERUTZIkaDQa0TGIPNqsjSWiIzhNyvBmoiPIgrN6xiuiKDQajRg6dCgWLFiArl27io5D\nRHXQ6XRO+8eNSK4WpuYiPVsPqxd/enOk0DMp4vZxZmYmiouLkZKSUmP7F198gZCQEEGpiIiIblxS\nYjeMHtbVKXMKAWD5hoPI3HfC4TFT/7cvOka0cMr7AZxT6KkUMVJIRN6BI4VE7mesMOPtxTn4TSqy\nu/+5EXdg5EDOw1cClulEREQKFtjID9OS+iE9R0JGjoSTZy7Dz9cHPTqHYuTAKHTrGCo6IrkJi0Ii\nIiKF81f74i//6V5isVjh46OCSsUuJkrDopCIiIiq+foqoq8F2cEzT0RERETKGCncvHkzFixYgIqK\nCrRo0QJTp05Fp06dRMciIiLyWOWVZhSeLIHZYkVk6yZo0SRAdCRyMdkXhadOncKUKVOQmpqK8PBw\nrFy5EhMnTsT69etFRyMiIvI4JrMFX2TkIWPXMZQaTQAAHx8VYu8Mx3PD70Boi0DBCclVZH/7WK1W\nY/bs2QgPDwcA9O3bF3q9XnAqIiIiz2OxWDHt0z34+seC6oIQAKxWG7J+PYU35m3H2WKjwITkSrIv\nCkNDQxEbGwsAMJvN+Oabb3DfffcJTkVEROR5MvedwP68M3XuP19SjuUbD7oxEbmT7G8fV1mxYgU+\n+eQTRERE4OOPPxYdh4iIqF6MFWandS+5nu92Hr3uMdm5p3DCcAnNghu5IRG7n7iT4jqapKWlYdas\nWUhPT0ejRu75hSai+mFHE6KaFqbmYlO2Hsr6pK6JfZLdR/ZFYWFhIc6ePYu+fftWb+vTpw9WrFgB\nrVZr989IkgRJktyUkIiqSJIEjUYjOgaRx5i1sUR0BI+RMryZ6Agey1lfpmU/HltUVIQ33ngDX3/9\nNVq1aoV9+/bBYrEgIiKizj+j0Wj4wUQkAEcKiWrKK8pFerYeVlkP3zhWNVIYF8eRQleT/UghAHzx\nxRdYvXo1rFYrGjVqhNdffx0DBgwQHYuIrsGikKg2d84p/E06j2nL9zg8ZuTAKDxy721uyQNwTqE7\nKaIoJCLvwKKQSLx/byvAsg2H7O7rc3tr/HN0L/ixFZ4ssfQmIiKiaiMHdkSniBbYuOMofsk/C7PF\nig5tmmForAYDo2+Fr49KdERyERaFREREVMPtHW7B7R1uER2D3Izjv0RERETEopCIiIiIFFYU6nQ6\naLVanDp1SnQUIiIitzGZrThQcA45B06h4MQF8BlTskcxcwqNRiNmzZqF5s2bi45CRETkFjabDRt3\nHsVXmfkovlRRvV0T3hTPDL8d0Z1bCUxHnkYxI4Xz5s3DyJEjERQUJDoKERGRW6zc9BuW/PtgjYIQ\nAKQ/L2Lq0l3YffBPQcnIEymiKDxy5Ah2796NMWPGiI5CRETkFsdOX8RXP+TXud9qteHjr35128LY\n5Plkf/vYZrNh6tSpmDx5Mnx9fUXHISIiqpMzu5d8t+PodY8pvlSBbftPovftrZ3ynlXYhcQ7yf6M\nrV27Frfddhu6d+9evY0TbImIyNMsTM3Fpmw93P0RNXftz05/zap+xUmJ7FfsTWTf5u6FF17AwYMH\n4eNz5U55UVERmjVrhrlz56J37952/4wkSZAkyY0piQi4cu1pNBrRMYiEmLWxRHQEp0sZ3kx0BEVw\nVntQ2ReF1xo8eDA+//xztGnTRnQUIroGex+Tki1MzUV6th5WGXwqc6TQO8n+9jEREZE3SErshtHD\nujptTqGxwoRX52zDpVJTncfcEXULJoy2f9esITin0DspbqSQiDwXRwqJnOvIsSJMWbILl421C0NN\neFO887d+aN6kkYBk5IlYxhMREclU53YhmP/GIKRl6ZH16ymUlpsQ2jwQ9/WKxL29IhHA0Ty6CkcK\nichjcKSQiEgcRSxeTURERESOsSgkIiIiIvnPKTx58iSGDBmCyMjI6m3du3fHv/71L4GpiIiI3MNs\nsSK34BwuXCpHs+BG6NYxFGo/jglRbbIvCgEgLCwM6enpomMQERG51Zbdx/BFxm8oulhRva15cCP8\ndUhnJMRqoFKpBKYjT6OIopCIiEhpvt1eiKXfHqy1/cLlCiz4OhelRhMeufc2AcnIUyli/Li0tBRj\nx45FQkICnn/+eRQWFoqORERE5DIllyvw2XeHHR7zRUYezpcY3ZSIvIHsRwqDg4MxfPhwPPvsswgP\nD8dnn32G5ORkbNq0Cb6+vqLjERGRzBkrzE7rUlJf6Tl6mC2O39NitWFTth5/uaejm1LZx+4nnkOR\n6xT27NkTa9euRVRUlOgoRHQVrlNIcrMwNRebsvVQ3idt/bFPsueQfWleUlKCixcvIiIiAgBgs9lg\nsVigVqvr/DOSJEGSJDclJKIqkiRBp9OJjkHkNGlZJaIjeDyrDUjL0kMbUiQ6itdy1pdp2ReFBw4c\nwJQpU7B+/Xq0aNEC69atQ9u2bauLRHs0Gg00Go37QhIRAI4UkvzkFeUiPVsPK0cK61Q1UhgXx5FC\n0RRx+3jZsmVYt24dfHx80Lp1a0yaNAkdOnQQHYuIrsGikORIxJxCm82GSQuzoP/zUp3HRIQFY/qL\nA+DrI3ZZGs4p9ByKKAqJyDuwKCRynrPFRkxalI0/zl6utS/8lsb4v7/FovUtjQUkI0/F0pyIiEiG\nQlsEYs6rA/HDTyfw474TuHC5As0aN8LA6Ftxb68IBAXUPbeelIlFIRERkUwFNPLDA/3a44F+7UVH\nIS+giMWriYiIiMgxFoVEREREpJyi0GAw4JlnnsHgwYMxYsQI7Nu3T3QkIiKSkctGE3T7TyJt51Hs\nOXTa7U8cEzWUYuYU/vOf/8TAgQMxZswY7N69G59//jl69uwpOhYREXk5i9WGz9N/w4YdR1FpslRv\nb96kEcYM64p7e0UKTEdUf4ooCv/8808cPnwYS5cuBQD06dMHffr0EZyKiIjk4JOvfsWW3cdqbb9w\nqQJzvvwZFqsN9/dpJyAZ0Y1RxO3jvLw8tG3bFjNnzsTQoUPx1FNP4bfffhMdi4iIvFzBiQt2C8Kr\nLd9wEOUVZjclIrp5ihgpvHjxIn7//XeMGzcO48ePx/r16zFu3Dhs2bIFvr6+ouMREZGLuaqryHdZ\nR697TGm5GZn7juPuu251+vtXYVcQcgZF/AY1adIELVu2xODBgwEAjzzyCN577z1IkoSoqCjB6YiI\nyJUWpuZiU7YeIvt3LUw9gIWpB1z2+lX9g5MS2T+Ybp4iisI2bdqgtLQUNpsNKtWVHo8+Pj51jhJK\nkgRJktyYkIiAK9eeTqcTHYNkJi2rRHQEl7PagLQsPbQhRaKjkADOag+qiKKwc+fOaNWqFdavX49H\nH30U6enpaNasGSIj7T8RptFooNFo3BuSiNj7mFwirygX6dl6WAWOFLpa1UhhXBxHCunmqWw2kQPq\n7lNYWIh//vOfKC4uRsuWLTF58mR07dpVdCwiugqLQnIVV80pNJks+Mf8HThTbKzzmF5dw/DK49FO\nf++rcU4hOYNiikIi8nwsCskbnTxzCW8vzrFbGN7e4RZMfq4PggLUApIR3Rh+rSAiImqAW1s1wbzX\nB+HHn04i69dTuFRWidAWgbivVyT63N4avr6KWP2NZIBFIRERUQMFBagxrH97DOvfXnQUopvGry9E\nRERExKKQiIiIiBRy+zgjIwNz586tsU2v12P//v0ICgoSlIqIiDzJ+RIj9hw6jdJyM8JaBKH3Ha3R\nSM2uV6QciigKhw4diqFDh1b/nJ6ejvT0dBaERESESpMFi/99AFv3HIflqsUMgwPVGPPg7RjSt53A\ndETuo4ii8GoVFRWYM2cOli5dKjoKEREJZrPZMPOLn5Bz4M9a+y4bTZi//hcAYGFIiqC4OYVfffUV\nYmJiEBERIToKEREJdqDwnN2C8GqffXcIFSaLmxIRiaOokUKr1YpPP/0UixYtEh2FiEgxXNVNxBnS\ns/XXPeay0QTdTycQe2cbNySqiZ1KyJ0U9Zv2888/IygoCFFRUaKjEBEpwsLUXGzK1sPbe2fNX/8r\n5q//1e3vW9XTOCmRPY3J9RRVFNa3hZYkSZAkyeV5iKgmSZKg0+lExyAnSssqER3Bq1ltQFqWHtqQ\nItFRyIM5qz2ooorCvLw8DBs27LrHaTQaaDQa1wciohrY+1h+8opykZ6th9XLRwpFqRopjIvjSCG5\nnqKKQoPBgNDQUNExiIgUIymxG0YP6+qxcworTRaMn78DZ4qNdR4zsEdbvPCQmKKMcwrJnVQ2m7fP\n9CAiueBIIYlw6uxlvL0kB6fPl9Xa1+f21vjHUz3hz0WsSQH49YOIiBStTWgw5r8xGDt+/gNZuadQ\najQhLCQI9/WORLeOLaFSqURHJHILFoVERKR4jdS+uK93JO7rHSk6CpEwilu8moiIiIhqY1FIRERE\nRMq5ffz1119j+fLlsNlsaN26NSZPnsxlZ4iIqEGMFWZk/XoKf54vRWAjP/S5vTUiwpqIjkV0UxTx\n9HFhYSFGjRqFDRs2oFWrVvjyyy+xYcMGrF69WnQ0IroKnz4mb7J5l4TlGw+hrNxcY3vfO1rjlcej\n0ThQLSgZ0c1RxO3jwsJCaDQatGrVCgDQp08f5OfnC05FRETeauue45i//tdaBSEA7Dp4Gv+3bBcs\nFs9cm5GoLoooCqOjo3HixAnk5+fDZrNhy5Yt6N+/v+hYRETkhUxmK1ZsOuzwmMP6IuQc/NNNiYic\nQxFzClu2bInXXnsNI0eOROPGjREcHIyVK1eKjkVERC5grDC7tIPK/jwDLlyquO5xm3OOoVtH13fR\nYtcTchZF/BYdPnwYn3zyCTIzM9G6dWts2LABL774IjZu3Cg6GhEROdHC1FxsytbDE2bL/5J/135d\negAAIABJREFUFqMmp7v8far6Iyclsj8yNYwiisKcnBz06NEDrVu3BgAkJCTgH//4B4qLi9GiRYta\nx0uSBEmS3JySiCRJgk6nEx2DvFhaVonoCG5ntQFpWXpoQ4pERyFBnPWAniKKwg4dOmD16tW4cOEC\nmjdvjm3btiE0NNRuQQgAGo2Gy9UQCcCnj6mh8opykZ6th9UDRgrdpWqkMC6OI4XUMIooCgcNGoRD\nhw7hscceg0qlQpMmTTB37lzRsYiIyMmSErth9LCuLp1TCADrtv6Ob7cX1rm/ZbMA/GvcAAQ2cv2y\nNJxTSM6iiHUKicg7cKSQvIXFasPC1Fxk5Ei19oXf0hhv/29ftA0NdnsuoobgVwsiIqIb5Oujwtj/\n6Y6EWA2+330Mp/7T0ST2jnD06xYOtZ+v6IhEN4xFIRER0U3q0LYZ/sanfkkmFLF4NRERERE5xqKQ\niIiIiJRz+/jbb7/F0qVLcfnyZdxxxx2YMWMGgoM5CZiIiDzHxdJKbNt/En/+Z45i3ztao1OE/eXT\niJxNEU8f//7773j66afx7bffIiwsDOPHj0dQUBDefvtt0dGI6Cp8+piU7N/bCrBy02+1ltPp3qkl\n3niyJ5oFNxKUjJRCEbePd+3ahdjYWISFhQEARo8ejfR017ceIiIiqo+0LD2WbThkd33FX/PPYerS\nXS5fe5FIEUWhj48PLBZL9c+BgYG4cOECLl++LDAVERERUGGy4IuM3xwek3/iArJzT7kpESmVIuYU\nxsbG4sMPP0R+fj7at2+Pzz//HABQUVHBeYVERFQvxgqzS0br9h4+jUtlpuset2XPMfTo3Mrp71+F\nnVFIEWc/KioKkyZNwmuvvQa1Wo2HH364ut0dERHR9SxMzcWmbD1EzsLPzT+HUZNdN/WpqodyEtdd\nVCxFPGhyrb179+Ltt9/Gpk2b7O6XJAmSJLk3FBFBkiRoNBrRMYhqmbWxRHQEt0kZ3kx0BLpBznpA\nTxEjhcePH8fLL7+MVatWITAwEIsWLUJiYmKdx2s0Gn4wEQnAp4/JU+UV5SI9Ww+rjIdRqkYK4+I4\nUqhUiigKIyMjER8fj7/85S+wWq2499578dxzz4mORUREXiIpsRtGD+vqsieAv9EV4Ksf8uvc3/qW\nILz7Yn808nfdxzbnFJIibx8TkWfiSCEpldVqw6ffHcK/txXW2teudRNMfq4vWoUECUhGSsKvBERE\nRIL5+Kjw3Ig7kBCrwfd7juPP86UIauSHvneEI6ZLGHx9VKIjkgKwKCQiIvIQbUKDMXpYV9ExSKEU\nsXg1ERERETnGopCIiIiI5HX72GQyYebMmVixYgW2bdtW3et45syZ2Lp1K1QqFeLj4/Haa68JTkpE\nRHJVXmnGjp//wJHjxQCAru1D0L97WzRS+wpORuSYrIrC5ORkxMTE1NiWlpaGvXv3YuPGjQCAp556\nCps3b8aQIUNERCQiIhnbf+QMZn7+Ey6VVVZv27zrGJZvPIR/PNUT3TqGCkxH5Jisbh+npKQgKSmp\nxraMjAwkJiZCrVZDrVZjxIgRyMjIEJSQiIjkquDkBUxbvrtGQVil5HIlpi7dDf0p5XRGIe8jq6JQ\nq9XW2iZJEiIjI6t/joiIwNGjR90Zi4iIFGDt90ccLm5dabLgq8y6F6gmEk1Wt4/tKS8vh7+/f/XP\nAQEBMBqNAhMREZEIxgqzyzqSGCtM2H3w9HWPy8r9A89cuB3+LppfyK4k1BCy/80JDAxEZeV/h/KN\nRiOCgrgqPBGRkixMzcWmbD1E9/CyWIFn3tnistev6l+clMj+xXTjZF8UdujQAZIkITY2FgBw7Ngx\ndOzY0eGfkSQJkiS5IR0RXU2SJOh0OtExSIbSspQxl89qA9Ky9NCGFImOQm7krPagsisKr23lnJCQ\ngIULF2LkyJGwWq1Yt24dUlJSHL6GRqOBRqNxYUoisoe9j8lV8opykZ6th1XwSKGrVY0UxsVxpJBu\nnMp2bRXlpQwGA+Lj4wFcWa9QrVZDpVIhPT0dX375JTZv3gwAGD58OMaNGycyKhHVgUUhuZIr5xQC\ngP5UCaYsyYHZYv9jVe3ng3f+1g8RYU1cloFzCqkhZFMUEpH3Y1FI3s7eOoUA0CzYn+sUksfj1wki\nIiInie7cCssnxWPnL38g7xg7mpB3YVFIRETkRAH+frivdzvc17ud6ChEN0RWi1cTERER0c2RVVFo\nMpkwY8YMaLVaGAyG6u2SJOGhhx7CM888IzAdERERkeeS1e3j5ORkxMTE1NhWWFiIV155Bb169YJe\nrxeUjIiIvJHNZkNuwTns/PUULpVW4pbmAbi3ZyQ6tG0mOhqR08mqKExJSYFWq8WcOXOqtwUHB2PV\nqlX48ccfWRQSEVG9XSytxLuf7cGho+drbN+w/SjiYm7Fy4/2gNpPVjfcSOFkVRRqtdpa28LCwgDU\nXtSaiIioLlarDdOW78Zvkv3OILqfTqKR2hfjHrnLzcmIXEdWRSERESmDqxeizs0/W2dBWGXLrmN4\noJ8GLZsHuSwHF6Mmd+JvGhEReZWFqbnYlK2H6BtANgB/n73Npe9R1bYuKZFt68j1FFMUqlSqeh8r\nSRIkSXJdGCKyS5Ik6HQ60THIw6VllYiO4DZWG5CWpYc2xPGoJSmbszpBya4orGvu4I3MKdRoNNBo\nNE5KRET1xTZ3VB95RblIz9bDqoCp4lUjhXFxHCkk15NN72ODwYD4+HgAV9YrVKvVAIAXXngBixcv\nhtVqhdVqhZ+fH3r16oVly5aJjEtEdrAopPpy9ZzCvGNFeGfZbofH+PoAH70+CM2DA1yWg3MKyZ1k\n85sWFhaG3Nxcu/vGjRvn5jRERORKgY38ENjIda/fq0sYenUNw97DhjqPSRzUCZFhTV0XgsjNuMAS\nERHRNVQqFf7xVE/cfVfbWvt8fFR4eFBHPDm0i4BkRK4jm9vHROT9ePuYPNEJw6UrHU3KKtGyWSAG\nRrfFLc0CRccicjrZ3D4mIiJyhYiwJvjr/Z1FxyByOd4+JiIiIiJ5FYUmkwkzZsyAVquFwXBlcrDZ\nbMY777yDhIQEDBkyBG+//TYsFovgpERERESeRVa3j5OTkxETE1Nj24oVKyBJEjZu3AibzYbRo0cj\nNTUVjzzyiKCURETkSkUXy7Fl9zEcOVYMH5UKXduH4L7ekWgW7MLHlYlkQFZFYUpKCrRaLebMmVO9\nrVevXhg8eDD8/K78Vbt164b8/HxREYmIyIUy9x7H/PW/wmz57xqGew6fxprvjyDliWjE3tlGYDoi\nzyar28darbbWtm7duqF9+/YArtxKzsrKwl133eXuaERE5GK//H4Gc9f+XKMgrFJRacH7q/bh9+PF\nApIReQdZjRQ6YrPZMHXqVISHhyMhIUF0HCIi2XF1l5Hr+WJzHhwtsma22LBmyxG8+tdot+RhNxLy\nNor4bTWbzZg4cSIuXLiA+fPnQ6VSiY5ERCQrC1NzsSlb77Ao8wT7fjNg1OR0t7xXVd/ipET2LSbv\noIiicNKkSaisrMSCBQvg6+t73eMlSYIkSa4PRkQ1SJIEnU4nOgbdhLSsEtERPI7VBqRl6aENKRId\nhWTOWYv+y64ovLZBy5YtW1BYWIjVq1fXqyAEAI1GA41G44J0ROQIO5p4r7yiXKRn62H18JFCd6oa\nKYyL40gheQfZtLkzGAyIj48HcGW9QrVaDQC46667UFhYiKZN/9u0PDo6GtOnTxeSk4jqxqLQu4me\nUzj3y5+x5/Bph8cM7hmB50bc4ZY8nFNI3kY2v61hYWHIzc0VHYOISLECG/khUOBSgKOHdcGBwnMw\nVpjt7m/a2B+jhmjRtLG/m5MReQdZLUlDRETKFdm6Kd75WyzCb2lsZ18TvPtif7QKCRKQjMg7yGak\nkIiIqHO7ECz45734+cgZ/H68GCoAXTvcgm4dW3LlCaLrYFFIRESy4uujQs8uYejZJUx0FCKvwtvH\nRERERCSvotBkMmHGjBnQarUwGAzV26ZMmYKEhAQMGTIEb7/9Nsxm+5OQiYiIiJRKVrePk5OTERMT\nU2Pb8uXLUVxcjE2bNsFkMuHpp5/GunXr8MQTTwhKSUREcnSmuAxbdh3DYX0RbLChc2QLDI3VoLWd\nB1+IPJGsisKUlBRotVrMmTOnelvv3r3xwAMPQKVSwd/fHz169GC3EiIicqof9p3AvHW/wGz57zqN\nBwvP45tthUh66E4k9GsvMB1R/cjq9rFWq621rUePHoiIiAAAnDlzBjt27MCgQYPcHY2IiGTq0NHz\nmPvl/hoFYRWr1YZPvs7Fvt8MApIR3RhZjRQ6MmrUKBw4cABjxoxBbGys6DhEROQG7uiy8uWWI9dt\n7/fl90dwW2QLl2Vg9xRyBtm0ubuaVqvFtm3bEBZWczmCy5cvY+LEiYiMjMTrr78uKB0R1YVt7siZ\nFqbmYlO2HvL7lKutqs9yUiL7LNPNk/3XiszMTNxxxx0ICwtDcHAwRo4ciY8++shhUShJEucdEgkg\nSRJ0Op3oGCQTaVkloiO4jdUGpGXpoQ0pEh2FBHDWl2nZFYXXDnxmZmYiMzMT06dPh81mw48//ogu\nXbo4fA2NRgONRuPClERkD0cKyZnyinKRnq2/7q1dOagaKYyL40gh3TzZ3D42GAyIj48HcGVtQrVa\nDZVKhYyMDMycOROHDh2CzWZD586dMWXKFISEhAhOTETXYlFIzuaOOYWfbjyIrXtPODxmQPdwvPjw\nXS7LwDmF5AyyKQqJyPuxKCRvdO6CEa/N2YbiSxV29zcJUmPW3wcivCXXKyTPJqslaYiIiNytZfNA\nzBg7AJ0imtfa175NU7ybPIAFIXkFjjUTERE1UNvQYMz6+z3IP3EBh/XnYbMBndu1QBdNCFQqleh4\nRPXCopCIiMgJVCoVbots4dL1CIlcibePiYiIiEheRaHJZMKMGTOg1WphMNRuKfTyyy/jqaeeEpCM\niIiIyLPJ6vZxcnIyYmJi7O7T6XQ4ePAgbr31VjenIiKia1ksVuQc/BOZe0/g3AUjmgT5o3/3Nhjc\nM4JLqxAJIqsrLyUlBVqtFnPmzKmx3Wg0YubMmXjppZeQmpoqKB0REQFAqdGE/1u2C4f1NbtvHCg8\nh1RdAd55IRZtQoMFpSNSLlndPtZqtXa3z58/Hw899BDatm3r5kRERHStD9fsr1UQVjlTVIYpS3fB\nZLa4ORURyWqk0J4jR45g165dWL9+Pfbu3Ss6DhHRTXFHZw53+OPsZew+dNrhMX+eK0Xm3hPo162N\nm1LdHHYRIbmR9W+zzWbD1KlTMWnSJPj4yGpQlIgUZGFqLjZl66Gk/lMff/UrPv7qV9ExHKrqN5yU\nyH7DJA+ybHOn1Wqxbds2WK1WPPjggwgMDARw5enk0tJSREVF4dtvv63zz0uSBEmS3JSWiKpIkgSN\nRiM6hseZtbFEdARyIGV4M9ERSOGc1R5UdiOFV9e44eHh+Omnn6p/3rNnD+bNm4dVq1Y5fA2NRsMP\nJiIB2PvYvryiXKRn62GV3Vd471Y1UhgXx5FCkgfZFIUGgwHx8fEArqwqHx8fD5VKhfT0dLRpc2Ve\nis1mY7shIvI6SYndMHpYV1nMKTRWmDDugx9RXun4QZJ3X+yPduFN3ZTq5nBOIcmNLG8fE5F34kih\nMmTkSA7nCw6N1WDs/3R3XyAiAiCjkUIiIvIOQ2M18PNVYUXab7hwuaJ6e4C/L0bcE4UnhthfXoyI\nXItFIRERud19vdthYHQE9ucZcK6kHMGBavTsEobGgWrR0YgUi0UhEREJofbzQZ87wkXHIKL/4OJ9\nRERERCSvotBkMmHGjBnQarUwGAwAgHnz5qFv375ISEio/m/r1q2CkxIRERF5FlndPk5OTkZMTEyN\nbSqVCk8++STGjRsnKBUREdlz8swlpGXp8Wv+WZjNNmjaNMXQWA163BbK5cOIBJBVUZiSkgKtVos5\nc+aIjkJERA7o9p/EnDX7YblqRe4/z5ci58CfiO8diXGP3AUfHxaGRO4kq6JQq7W/jEF2djZ27tyJ\nCxcuYNCgQXj11Vfh7+/v5nRERAQAhScv4MM1+2Gto0XL93uOo21oMB4e3MnNyYiUTVZFoT1du3ZF\ncHAwRo0ahbKyMiQnJ2PJkiUYO3as6GhERMIYK8zCOqR89cPvdRaEVf69rQCDekbAz1fM1Hd2KyEl\nkv1v/ODBg6v/d7NmzTBmzBgsXryYRSERKdbC1FxsytbDk/tZXbhcidFTNwt7/6q+xkmJ7GtMyiH7\nolCv1yM0NBTBwcEArjyh7Ofn+K8tSRIkSXJDOiK6miRJ0Ol0omPIXlpWiegIHs9qA9Ky9NCGFImO\nQnRdzmoPKrui8NpWzvPnz0dISAjefPNNVFRUYO3atRg0aJDD19BoNNBoNC5MSUT2sPexe+QV5SI9\nW4/r3MFVtKqRwrg4jhSScqhs11ZRXspgMCA+Ph7AldFAtVoNlUqFjIwMTJs2DQUFBfDx8UFcXBxe\ne+01qNVspUTkaVgUuo/IOYVbdklYsek3h8d079QS/3iql5sS1cY5haREsikKicj7sShUhkqTBRMX\nZOHIsWK7+xsH+OH9l+5GZOumbk5GpGyy6mhCRESez1/ti/97IRaDe0bAz7fmWoRdNCH41zgWhEQi\ncKSQiDwGRwqVp/hiOQ7pz8NstkLTphk04SwGiUThhAkiIhKmRdMADOjeVnQMIgJvHxMRERERZFYU\nmkwmzJgxA1qtFgaDoXr7999/jyFDhuC+++7Dyy+/jMuXLwtMSUREROR5ZHX7ODk5GTExMTW2nThx\nAlOnTsWaNWsQERGBd999FzqdDg8++KCglERE8vHH2cvYuOMo9v5mQEWlGW1DgzGkbzvc0+NWYS3q\niOjmyOpBk7y8PGi1Wmi1Wmzbtg1hYWH4+OOPUVxcjLfeekt0PCK6Dj5o4l12HfwT76/aZ3e9w24d\nW2LSc30Q4C+rsQciWZPV1zitVltr25EjR+Dn54dnn30WQ4YMwdtvv43y8nIB6YiI5OP0+dI6C0IA\nyC04h2UbDrk5FRE1hOy/wl28eBGSJOGzzz5DYGAgxo4di4ULF+KVV14RHY2IFEJk9xBX+UZXcN2/\n09Y9x/CXezqgaeNGbkrlHOxmQkol+9/6pk2bIjo6GiEhIQCAv/71r1i8eDGLQiJyi4WpudiUrYd8\nJurUn9liw4vv/SA6xg2r6nuclMi+x6Qssi8K27Rpg4sXL1b/rFKp4Ovr6/DPSJIESZJcnIyIriVJ\nEnQ6negYTpWWVSI6At0gqw1Iy9JDG1IkOgpRvThrLrbsisJrn5tJSEhAcnIy/vd//xctW7bEV199\nhX79+jl8DY1GA41G48KURGSPHB80ySvKRXq2HlYFjhR6q6qRwrg4jhSSssjm6WODwYD4+HgAV9Yr\nVKvVUKlUyMjIgE6nw5IlS6BWq9GzZ09MmjQJAQEBghMT0bXkWBQC8pxTuP+IAbO+2O/wmPZtmmJa\nUn83JXIezikkpZJNUUhE3k+uRaEc2Ww2fPD5T9jxyx929zfy98WM5P7oFNHCzcmI6GbxqxAREd0w\nlUqFlCeiEd6yMdJ2HkVpubl6XxdNCF4YeSc6RjQXmJCIbhSLQiIiuim+vj54KqELHrm3E37TF6G8\n0oJbWwUjIqyJ6GhEdBNYFBIRUYME+PuhR+dWomMQUQPJqqMJEREREd0cWY0UmkwmzJw5EytWrKju\nfZySkoLDhw9XH3Pp0iVER0fjo48+EpiUiIiIyLPIqihMTk5GTExMjW2zZs2q8fMLL7yAxMREd8Yi\nIlIM/akSfLu9EHsOGVBRaUbbVsG4v0873N+nHfzVjhsHEJFYsrp9nJKSgqSkpDr3b9u2DZWVlVzy\ngojIBXb8/Ade/XAbMveewKWySlSardCfuohF3xzAxE+yUFZuEh2RiByQVVGo1Wod7p8/fz7GjRvn\npjRERMpx6txlzF7zEyx1tG45crwYi7454OZURHQjZHX72JFdu3bBZrOhZ8+eoqMQETmVJ3RM+UZX\nALPFcS8E3U8n8PCgjmjexD0dpdiZhOjGKOZq+e677/Dggw+KjkFE5FQLU3OxKVsPb+hNZbUBYz/4\n0W3vV9XDOCmRPYyJ6kMxReG2bdvw3HPP1etYSZIgSZJrAxFRLZIkQafTiY7hVdKySkRH8FhWG5CW\npYc2pEh0FCKXctazErIrCu21cj5//jyKiorQvn37er2GRqOBRqNxcjIiuh72Pr5xeUW5SM/Wo46p\nfIpWNVIYF8eRQqL6kE1RaDAYEB8fD+BKT874+HioVCpkZGSgqKgIISEhghMSETlfUmI3jB7WVfic\nwoOFZzFjxT6Hx3Rs2wxT/9bPTYk4p5DoRqls9obWiIgE4Eih97LZbJi37hd8v+e43f1BAX7419gB\naN+mmZuTEVF98SsUERE1mEqlwrhH7sKtrYLx722FKL5UUb0vunMrPDvidrRr3VRgQiK6HhaFRETk\nFD4+KiQO6oQR90Sh4OQFVFRYEB7aGK1aBImORkT1wKKQiIicys/XB9p2nMdN5G1k1dGEiIiIiG6O\nrIpCk8mEGTNmQKvVwmAwAABKS0sxfvx4DB06FMOGDcN7770Hq1XsU3pEROR6FovV7jJlRGSfrG4f\nJycnIyYmpsa2xYsXw2w2IyMjA5WVlXjuuefw9ddf45FHHhGUkoiIXOViaSU2bC/E1r3Hcb6kHAH+\nvoi9MxwPxXXkk89E1yGrkcKUlBQkJSXV2Pb777+jd+/eAAB/f39ER0cjPz9fRDwiInKhM8VleG3O\nNqzd+jvOl5QDAMorLfjxp5N4bc527Dl0WnBCIs8mq6JQq9XW2jZgwAB8//33qKiowKVLl5CVlYX+\n/fsLSEdERK40e/V+GIrK7O4zW6x4//N9KL5U7uZURN5DVreP7Xn88ceRmZmJvn37wmw244EHHsDA\ngQNFxyIikjVjhdmtXVakUyU4dPS8w2MqKi3YuOMoRg7s6LIc7KJC3kz2v7nvv/8+2rZtiyVLlsBk\nMuHVV1/F8uXL8eyzz4qORkQkSwtTc7EpWw9PfMZjfWY+1me6bgpRVb/lpET2WybvI/uiMDs7GxMn\nToSvry98fX0xePBgbN261WFRKEkSJElyX0giAnDl2tPpdKJjUAOlZZWIjiCM1QakZemhDSkSHYUU\nxFntQWVXFF67/ED79u3xww8/IDY2FhaLBTt27MBtt93m8DU0Gg00Go0LUxKRPex9LA95RblIz9bD\n6oEjha5WNVIYF8eRQvI+KptMFnEyGAyIj48HcGW9QrVaDZVKhYyMDEydOhV6vR4A0K1bN0yZMgWN\nGzcWGZeI7GBRKB/unlNotdrwxkfbcbqOB02qfPDy3WjTMthlOTinkLyZbIpCIvJ+LAqpIfKkIry1\nKBsVlRa7+0cP64r/GdzJzamIvIeslqQhIiLl0mpC8P64u9GzSxhUqv9uj2zdBK+PimFBSHQdHOMm\nIiLZ6NC2Gd5+vi+KLpbjbHEZggLUuLVVMFRXV4lEZBeLQiIikp2QpgEIaRogOgaRV+HtYyIiIiKS\nV1FoMpkwY8YMaLVaGAwGAEBpaSnefPNNJCQkYNCgQfj8888FpyQi8j6VJgsuG021lv0iIvmQ1e3j\n5ORkxMTE1Nj2ySefoKysDOnp6Thz5gwSExPRrVs3dOvGNaSIiK5nf94ZfKMrwK8FZ2GzAS2aNML9\nfdrhobiOaByoFh2PiJxIViOFKSkpSEpKqrEtJycHDz30EACgVatWGDp0KNLT00XEIyLyKv/eVoC3\nl+Tgl/yz1S3rii9VYO3W3/GP+TtQcrlCbEAicipZFYVardbudovlv2tWBQUF4fjx4+6KRETklQpO\nXMCyDYfq3H/89CUs+uaAGxMRkavJ6vaxPf3798cXX3yB/v3749y5c9i8eTMiIyNFxyIiuinu6hTy\nzbb86x6z89c/8Nh9ndCiaaDL81yLnUOInE/2V1RycjKmTZuG4cOHo127drj77rtRXFwsOhYR0Q1b\nmJqLTdl6eMqzHjYbMG6mTsh7V/UYTkrk/HAiZ5F9URgYGIjp06dX/zxhwgR06dLF4Z+RJAmSJLk4\nGRFdS5Ik6HQ60TE8VlpWiegIHsNqA9Ky9NCGFImOQiScs9qDyq4ovHa5hCVLlqCoqAjjx49HQUEB\ndDodXn75ZYevodFooNFoXJiSiOxh72PH8opykZ6th9VDRgpFqhopjIvjSCGRs6hsMll0ymAwID4+\nHsCV9QrVajVUKhXS09MxceJEnDx5Er6+vhg/fjwGDx4sOC0R2cOi8PrcNafwN+k8pi3f4/CYuzqF\n4o2nero8iz2cU0jkfLIpConI+7Eo9CyfbjyEVF2B3X0tmwXgvXF3o1VIkJtTEZGr8GsWERHZNebB\nrogIa4JUXQFOGC4BAPzVvhjYoy1GDdXilmbuf+qYiFyHRSEREdmlUqlwX+9I3NsrAmeLjagwWdCy\neSBv2xLJFK9sIiJySKVS8TYxkQLIqqMJEREREd0cWRWFmZmZGDlyJB544AE88cQTyM+/siL/zJkz\nMXToUCQkJGD27NmCUxIRyUd5pRlnistQVm4SHYWIGkg2t48NBgMmTJiANWvWICoqCqtXr8bkyZPx\n5JNPYu/evdi4cSMA4KmnnsLmzZsxZMgQwYmJiLzXCcMlrP3+d2Tl/gGzxQaVCujZJQyP3ncbtO1C\nRMcjopsgm5FCtVqN2bNnIyoqCgAQHR2NgoICbN68GYmJiVCr1VCr1RgxYgQyMjIEpyUi8l55x4qQ\nMnc7tv18EmbLlVXNbDZg72EDJny8EzkH/hSckIhuhmyKwpCQEAwYMKD65+3bt6Nbt27Q6/WIjIys\n3h4REYGjR4+KiEhE5PUsFis+WLUPxgqz3f1miw0frvkJl8sq3ZyMiBpKNrePr5aTk4OVK1dixYoV\nSEpKgr+/f/W+gIAAGI1GgemIiBxzV9eSm7Hvt9M4U+z431BjhQVp2XokxLZ3Uyr72PUu6G7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hQ5IRE9Cr99bFpy8kqwJTkfV9R3DMfatpYjyKc3XhvdBxYW3AKMyJRIZvpYLpcjKioKLi4uAAAP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\n7vX5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf1295e358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"white\")  \n",
    "\n",
    "# fig, ax = plt.subplots(figsize=(10,15))\n",
    "\n",
    "plt.figure(figsize=(10,15))\n",
    "\n",
    "# Create Axes object with pointplot drawn on\n",
    "# This pointpolt by default retuns the mean along with a confidence\n",
    "# intervals drawn, default returns 95 CI\n",
    "ax = sns.pointplot(x='WS_per_48', y='Pk', join=False, data=top60, \n",
    "                   orient='h')#, ci=None)\n",
    "\n",
    "title = ('Average Win Shares per 48 Minutes (with 95% CI)' \n",
    "         '\\nfor each NBA Draft Pick in the Top 60 (1966-2014)')\n",
    "# Add title with space below for x-axix ticks and label\n",
    "ax.set_title(title, fontsize=18, y=1.06)\n",
    "ax.set_ylabel('Draft \\nPick', fontsize=16, rotation=0) # rota\n",
    "ax.set_xlabel('Win Shares Per 48 minutes', fontsize=16)\n",
    "ax.tick_params(axis='both', labelsize=12)\n",
    "\n",
    "# set a limit for our y-axis so that we start from pick 1 at the top\n",
    "# ax.set_ylim(61,0)\n",
    "# Show all values for draft picks\n",
    "# ax.set_yticks(np.arange(1,61))\n",
    "# pad the y-axis label to not overlap tick labels\n",
    "ax.yaxis.labelpad = 25\n",
    "\n",
    "# limit x-axis\n",
    "ax.set_xlim(-0.1, 0.15)\n",
    "# Move x-axis ticks and label to the top\n",
    "ax.xaxis.tick_top()\n",
    "ax.xaxis.set_label_position('top')\n",
    "\n",
    "# add horizontal lines for each draft pick\n",
    "for y in range(len(y_values)):\n",
    "    ax.hlines(y, -0.1, 0.15, color='grey', \n",
    "              linestyle='-', lw=0.5)\n",
    "    \n",
    "# Add a vertical line at 0.00 WS/48\n",
    "ax.vlines(0.00, -1, 60, color='grey', linestyle='-', lw=0.5)\n",
    "\n",
    "# get rid of borders for our graph\n",
    "# Not using sns.despine as I get an issue with displaying\n",
    "# the x-axis at the top of the graph\n",
    "ax.spines[\"top\"].set_visible(False)  \n",
    "ax.spines[\"bottom\"].set_visible(False)  \n",
    "ax.spines[\"right\"].set_visible(False)  \n",
    "ax.spines[\"left\"].set_visible(False)\n",
    "\n",
    "plt.text(-0.1, 63, \n",
    "         'Primary Data Source: http://www.basketball-reference.com/draft/'\n",
    "         '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)'\n",
    "         '\\nNote: Drafts from 1989 to 2004 have less than 60 draft picks',\n",
    "          fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Box Plots\n",
    "\n",
    "To create a boxplot using `seaborn` all we have to do is use `seaborn.boxpolot`, which returns us an `Axes` object with the boxpolot drawn onto it.\n",
    "\n",
    "Lets take a look at the WS/48 for the top 30 picks using boxplots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top30 = top60[top60['Pk'] < 31]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YsWMH6tSpg06dOmn9eZibm8PAwABLly7FnTt30LhxY5QqVQp37tyBr68vGjZs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\n3hrXqhXTbC033tyowG4yr4CXWQoKly9frmuvvVajRo1Se3u7HnjgAU2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GfexWU1OTari5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\n9Bz7H37ACsJGQPAzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf12853ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "plt.figure(figsize=(15,12))\n",
    "\n",
    "# create our boxplot which is drawn on an Axes object\n",
    "bplot = sns.boxplot(x='Pk', y='WS_per_48', data=top30, whis=[5,95])\n",
    "\n",
    "title = ('Distribution of Win Shares per 48 Minutes for each' \n",
    "         '\\nNBA Draft Pick in the Top 30 (1966-2014)')\n",
    "\n",
    "# We can call all the methods avaiable to Axes objects\n",
    "bplot.set_title(title, fontsize=20)\n",
    "bplot.set_xlabel('Draft Pick', fontsize=16)\n",
    "bplot.set_ylabel('Win Shares Per 48 minutes', fontsize=16)\n",
    "bplot.tick_params(axis='both', labelsize=12)\n",
    "\n",
    "sns.despine(left=True) \n",
    "\n",
    "plt.text(-1, -.5, \n",
    "         'Data source: http://www.basketball-reference.com/draft/'\n",
    "        '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)'\n",
    "         '\\nNote: Whiskers represent the 5th and 95th percentiles',\n",
    "          fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each box contains the inter-quartile range, which means the bottom of the box represents the 25th percentile and the top represents the 75th percentile.  The median is represented by the line within the box.  \n",
    "\n",
    "By default in `seaborn` and `matplotlib`, each whisker extends out to 1.5 \\* the closest quartile. So the top whisker line extends out 1.5 \\* the value of the 75th percentile.  The dots that fall outside the whiskers are considered outliers.\n",
    "\n",
    "However in our boxplot above, we set the whiskers to represent the 5th and 95th percentiles by setting the `whis` parameter to [5, 95]. The dots now represent outliers that fall within the top or bottom 5% of the distribution.\n",
    "\n",
    "Lets get the top 5% for the 3rd overall draft pick.  To do this we get all 3rd overall picks, then get their *WS_per_48* and call the `quantile()` method. Passing in 0.95 into `quantile()` returns the *WS_per_48* value of the 95th percentile for all 3rd picks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.17839999999999998"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pick3_95 = top30[top30['Pk']==3]['WS_per_48'].quantile(0.95)\n",
    "pick3_95"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now to get the players that have a *WS_per_48* greater then about 0.1784"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>WS_per_48</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3092</th>\n",
       "      <td>Kevin McHale</td>\n",
       "      <td>0.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4052</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6080</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>0.207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Player  WS_per_48\n",
       "3092    Kevin McHale      0.180\n",
       "4052  Michael Jordan      0.250\n",
       "6080    James Harden      0.207"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here we are accessing columns as attributes and then using\n",
    "# Boolean operations\n",
    "\n",
    "# Lets create a mask that contains our Boolean operations then index\n",
    "# the data using the mask\n",
    "mask = (top30.Pk == 3) & (top30.WS_per_48 > pick3_95)\n",
    "pick3_top5_percent = top30[mask]\n",
    "\n",
    "pick3_top5_percent[['Player', 'WS_per_48']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can rewrite the above code using the `query()` method. To reference a local variable within our query string we must place '@' in front of its name. `pandas` also allows us to use English instead of symbols in our query string."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player</th>\n",
       "      <th>WS_per_48</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3092</th>\n",
       "      <td>Kevin McHale</td>\n",
       "      <td>0.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4052</th>\n",
       "      <td>Michael Jordan</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6080</th>\n",
       "      <td>James Harden</td>\n",
       "      <td>0.207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Player  WS_per_48\n",
       "3092    Kevin McHale      0.180\n",
       "4052  Michael Jordan      0.250\n",
       "6080    James Harden      0.207"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pick3_top5_percent = top30.query('Pk == 3 and WS_per_48 > @pick3_95')\n",
    "\n",
    "pick3_top5_percent[['Player', 'WS_per_48']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Violin Plots\n",
    "Creating violin plots using `seaborn` is pretty much the same as creating a boxplot, but we use `seaborn.violinplot` instead of `seaborn.boxplot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top10 = top60[top60['Pk'] < 11]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XFxeNvw9TU1Po6elh8eLFuHv3Lpo0aYIyZcrg7t278PX1RaNGjdC8efNCH8/A\ngQMRHBwMT09P/PPPPzAzM0N8fDx++eUXvH37FsuXLy/SfQTkNDOfMWMGVqxYgf79+2PQoEEwMDDA\npUuXcPDgQdja2koBp4ODA8qVK4edO3dCV1cXxsbGOHXqFJ49e4aJEydi+fLl8PX1hba2Nlq0aIH5\n8+fj66+/xuDBgzF06FDo6enh0KFDuH//PubPn/9J+oQSlSYMColKIfFN+qFDhxASEiKlGxgYoEGD\nBpgyZQrc3NwK7KdToUIFBAQEYPPmzThy5Ig04XudOnUwceJEpSCtY8eOOHz4MMLDw/Ho0SOYm5vn\nO4CNTCZT+8a/UqVK8Pb2xvLly/Hdd98hNTUVpqammDZtmlKt0aBBg5CcnIwDBw5g2bJlqFGjBvr3\n74/OnTsjICBAaZualq1SpUrw9/eHh4cHQkJCEBcXhwoVKsDW1hbjx49XGgQir/LnXl4QGxsb/PTT\nT9i0aRO2b9+Ot2/fonr16ujbty/GjRun1LeooP2p4+DggKVLlyIrKwstW7ZUWa6jowMbGxtcuHAB\nzZo1Uzt6obrjyqscmpaxefPmOHToEPbs2YPw8HCcP38eKSkp0NfXh4mJCfr06QN3d3elqToKc/wT\nJ05EWloajh8/jitXrkAul2PJkiVo3749UlJSsHr1aqxfvx4WFhb5btfIyAj+/v7w8vLCqVOnEBQU\nhHLlysHS0hIrVqxQ6ovr6emJ7du348iRIzhx4gTS0tJQvXp1dOrUCePHj9eoiXbZsmWxfft2rFq1\nCqtXr5au/enTpyvV8pqYmGDfvn344YcfpPNY1Ou0MN7djqGhIfbt24ctW7bg5MmTOHbsGGQyGerW\nrYspU6Zg+PDhGgUj6srXo0cPeHh4wNXVVSVvQcdTmHuzevXq2L59uzTpetmyZdGqVSv4+Phg5syZ\nSnnLli2L2bNnY8OGDdi8eTP69u0LFxcXjb+PMmXKwNfXF5s3b8aJEycQGBiIzMxMfPbZZ3Bzc8PY\nsWMLHFBF3bHp6Ohg9+7d+OGHH3Ds2DEEBARI1+nSpUuVrtOiXA+DBw9GrVq1sGvXLmzYsAFpaWmo\nXbs2Ro8ejdGjR0vfcZUqVeDt7Y01a9bAy8sLFSpUgKOjo1SzLP4GGxkZoUWLFrC3t8fevXuxadMm\nbNy4EampqWjUqBE8PT3h5ORUqDISUcFkwvu+UiMiIqKPytHRETKZDCdPnizuohAR0X8Q+xQSERER\nERGVYgwNiGKLAAAgAElEQVQKiYiIiIiISjEGhURERERERKUY+xQSERERERGVYqwpJCIiIiIiKsUY\nFBIREREREZViDAqJiP4jUlJSMH36dFhYWMDS0hIvX7786Pu8ePEiFAoFNm3aVOh1Bw0apDS/3qfa\nb2HNnj0bCoUCUVFRH31fpCw1NRW9e/eGi4sLkpOTi7s4pZqHhwfMzMxw7dq14i4KEX0EnLyeiEqc\nwMBAzJ07F7q6ujh06BBMTEzU5nN0dMRnn32GPXv2SGnqgoyyZcuiatWqsLS0xLBhw2BmZpbnvjMz\nM9GuXTvExsaib9++WLJkicblfnffMpkMhoaGqF27NmxsbNCnTx80atRI4+0VVmBgIEJDQ9GhQwd0\n7NhRmtx+7969sLGxKTAAu3jxIoYMGaKSLpPJUKFCBTRt2hTu7u5o3769tKxRo0bw8PBAgwYNilTm\nok6c/r77zcuVK1fw9OlT9OjRQyn9Q03wnp+8zn9e7t69+xFLo156ejrWr1+PnTt3wtbWVuneyy01\nNRXe3t44fPgwoqKiYGBgAHt7e0yePBn16tXTeH8rVqzA/fv34efnh3LlyiktO3v2LObNm4fY2Fic\nOnUKtWrVUllfEAT8/PPP+OWXX/Dw4UOUKVMGZmZmmDBhgtKk7bmPb+vWrQgODkZ0dDQqVaoEBwcH\nTJ06FZUqVVLKm52djb179yIgIABPnjyBoaEh7O3tMWXKlDx/s9Q5efIktm3bhnv37iErKwt16tRB\n9+7dMXz4cGhrKz+mXbt2DV5eXrh58yZSU1NRr1499O3bF+7u7mq3/c8//2DOnDk4f/48JkyYgAkT\nJmhUppkzZyI4OFhpnUmTJuHy5cuYMmUKDh06hAoVKmh8jERU8jEoJKISKy0tDcuWLYO3t3eeedQ9\nrFevXh3z5s2TPicnJ+PevXvYv38/jh07hm3btqFFixZqt3fq1CnExsaiYsWKCA0NxZw5c6Cvr69x\nmXPvOzs7G4mJifjjjz9w8OBB7N27F8OHD8eMGTM03l5h3Lt3DwAwbdo0KVhKT0/HqlWrsGzZMo1r\n5Vq1aoV+/fpJn9PT0xEZGYl9+/Zh7NixmDZtGkaNGgUAqFy5MpydnT/wkRTsY+133759iIqKUgkK\nP8WYbGKgm9vhw4dx9OhRDB06FFZWVh+9DPn566+/MGPGDKnGNK9AWRAEjBs3DuHh4ejVqxfs7e3x\n8uVL/Pjjj+jXrx9++eUXjYKm69evIyAgAKNHj0bjxo2l9NTUVKxZswa+vr4wNDTMN2CfN28eAgMD\nYWlpiZkzZ0IQBPz4448YOnQotm7dipYtW0p5MzMzMWrUKFy5cgXu7u5o0qQJbt26BV9fX1y7dg1B\nQUEoW7aslH/OnDk4ePAgevXqhVGjRuHRo0fw8fHBxYsXERISohJEqrNlyxZs2LABFhYWmDlzJrS1\ntRESEoJ169bh7t27WLdunZQ3PDwcI0eOxGeffYaJEyfCyMgIJ06cwLJly/DkyRPMnTtXadsnTpzA\n/PnzkZWVVWA5cjt//jyCg4PVLlu6dCm6du2KNWvWYOnSpYXaLhGVcAIRUQmzf/9+QS6XC4MHDxbk\ncrlw7Ngxtfnat28vDBo0SClNLpcLnTp1Ups/LCxMkMvlwogRI/Lc9/DhwwULCwthz549glwuF/bt\n26dxufPbd1JSkjB+/HhBLpcLa9euzXc7mZmZQnZ2tsb7Fc2aNUuQy+XCs2fPpLQbN24IcrlcCAwM\nLHD9iIgIQS6XCwsXLlS7PDExUXBwcBCaNm0qxMbGFrp873J3dxcUCsV7b+dD6tSpk8o1JZ7X58+f\nf/LyeHh4CHK5XAgNDf3k+87t1atXgpmZmdCvXz/h6dOnglwuVzlPopCQEEEulwtr1qxRSr99+7ag\nUCiECRMmaLTPESNGCJaWlkJ8fLxS+uTJkwUbGxshNDRUmD17dp7fzfXr1wW5XC706dNHyMrKktJf\nvnwp2NnZCc7Ozkr3mXjPHzhwQGk7Xl5egpOTk3DlyhUp7dSpU4JcLhd++OEHpbwHDx4UHBwchCNH\njhR4fC9evBAUCoXQs2dPITMzU0rPysoSevbsKcjlcuHBgwdSuouLi2BjYyPExMQobWfcuHGCQqEQ\n7ty5I6WdOXNGkMvlwty5c6W/PT09CyxTcnKy4OjoKPTo0SPPdWbPni2YmpoKkZGRBW6PiP492KeQ\niEqskSNHom7duli+fDlSUlLee3vNmjUDAMTHx6td/vTpU5w/fx5t27ZFt27doK2tjX379r33fgHA\nwMAA69evR6NGjfDjjz/i0aNH0jJHR0c4Ozvj7t27cHV1hbm5OV68eAHgf83ZunbtCgsLC1hbW6NH\njx746aefkJ2dDQB49uwZFAoFDhw4AADo0KEDFAoF5syZg759+wLIqdVQKBS4fPlykY/B0NAQTk5O\nyMjIwPXr1wHk3bfvyZMnmD59Olq1agUzMzN06dIFAQEBBda4paenY+DAgTAzM0N4eHie+dTt193d\nHU2bNkVmZibWr1+Pdu3aoWnTpnB0dISPj0+++xW39/DhQ1y6dEk6f7llZWXB29sbHTp0gJmZGTp0\n6KB2u/Hx8Vi2bBkcHR3RtGlT2NvbY9y4cbh582a+ZSistLQ0bNq0CZ07d4aFhQWsrKzQt29f/PLL\nL0r5IiIioFAosHPnTpw4cQI9e/aEpaUlmjdvjunTpyM2NrbAfWVnZ2PIkCH46aefULt27XzzHjhw\nADKZDIMGDVJKb9y4MZo1a4bTp08jKSkp3208ePAAYWFhcHV1Valxa9CgAQ4cOIDOnTvnez2dPXsW\nADBgwABoaf3vcadatWro2bMnIiMjpesYAHx9fVGvXj189dVXStsZO3Ysjh8/Dmtra6W8hoaG+Prr\nr5Xydu/eHWfOnEHHjh3zPT4g5zrp3r07xowZgzJlykjpWlpaaN26NYD/1f7fuHEDjx8/RqdOnWBs\nbKy0HXd3dwiCoFK7t27dOixfvhx6enoFlkXk4eGB2NhYTJ8+Pc88ffv2RXZ2Nvz9/TXeLhGVfAwK\niajE0tXVxYIFCxAdHQ1PT8/33t6DBw8AAKampmqXiwFg9+7dYWRkhLZt2+LGjRu4f//+e+8byOnb\nOGzYMGRlZeHQoUMqy+fNmwdnZ2d89913MDIyApAzyMm6desgl8uxZMkSzJ07F1WrVsWSJUvw3Xff\nAQCMjY2xceNG2NnZAQAWLVoEDw8P9OrVC25ubgByHhw/RB88XV1dADlN7fLy5MkT9OjRA7///jtG\njx6NpUuXon79+vj222+lMqsjCAJmzZqF69evY/Xq1Xk28c2LTCaDIAhYsGABbt68iXHjxmH27NnQ\n0tLCqlWrcPLkyTzXbdSoETZu3Cj97eHhodJPa+3atQgLC8Po0aOxYMECabsXLlyQ8iQkJKB///4I\nDg5Gly5dsGLFCgwfPhx3796Fm5sbIiIiCnVMecnOzsaYMWOwadMmmJqaYv78+Zg+fTp0dXUxf/58\nbNiwQem8ADmB74oVK9CxY0csXboULi4uCA0NxYgRI6QXDHmpXLkypk+frhRc5eXWrVuoWbMmqlev\nrrLM3NwcmZmZuH37dr7b+O233wAAbdq0UVk2ceJEfPbZZwWWIyYmBgDUBrFiU+pbt24BAKKjo/Ho\n0SMpGANygm51QWdWVhYuXrwIa2tr6OjoAMh5mVHYZpqNGzfG6tWr8eWXX6osE4NmAwMDAJBeKFha\nWqrkFftIi8cCAA4ODujcuXOhynP79m3s3r0bY8aMybffp7m5OQwNDREWFlao7RNRycY+hURUorVu\n3RrOzs7YvXs3evToodFALdnZ2UhKSpIe6NLS0nDjxg2sWbMGtWrVwrhx41TWyczMRGBgIIyMjODg\n4AAA+Oqrr3Dq1CkEBARg/vz5H+R4mjdvDiDnzX9uz549w/jx45XKlp6ejoyMDHTv3l0pmHJ1dYWT\nkxP8/PwwY8YM6OnpwcXFBadPnwYAtG3bVhp048mTJwCApk2bvncfvOzsbISHh0NLSwtNmzbNM993\n332HtLQ07Ny5E3Xq1JHKPGDAAOzevRvDhg1DtWrVVNb7/vvvceTIEcyfP7/QD7SirKwsvHr1Cjt3\n7pTSFAoF3N3dcfz4cXTo0EHtepUrV4aLiwsAoFKlSmrP1atXr7B7924pyJLL5ejXrx9CQ0Olvmle\nXl549uwZ/Pz8YG5uLq371VdfoWvXrli5ciUOHjxYpGPL7ejRowgPD0e/fv2wePFiKb1///7o1asX\ntm3bhgEDBigFZmFhYTh06JD0wN+tWzekpaXh4MGDOH36dJ7npjDevHmDhIQEfP7552qX16xZE0DO\n9Z6f8PBwlClTRnrRURTiQEtxcXEqy8TaM7F/5MOHDwHkBJC7du3Crl27EBUVBR0dHbRp0wazZs2S\nruVnz54hIyMD9erVQ0hICLy8vPDo0SOUKVMGtra2+Oabb9CkSZMilzshIQFHjhxB9erVpd+L58+f\nAwBq1Kihkt/AwACGhoZ4+vRpkfeZlZWFBQsW4PPPP8fIkSMRHR2dZ17xOE+fPo1Xr15p1HeSiEo+\n1hQSUYk3b9486OjoKD385ufx48ewtbWFnZ0d7Ozs0KZNG0yYMAHlypWDl5eX2lqGkydPIjY2Fh07\ndpQGk2jfvj0MDQ0REhKC9PT0D3IsVatWBaDahFUQBHTt2lUpTUdHB56enlJAmJ6ejsTERLx9+xa1\na9dGWlqa2gfe95Weno6kpCQkJiYiMTERcXFxuHHjBqZNm4Y///wTPXr0yLMJ4du3b3HmzBlYWlpK\nD9Gi7777Dv7+/lLtR27+/v7Yvn07Ro8enedIipoaOnSo0mexJkWsOSoqNzc3pUFNvvjiC5XtHj58\nGA0aNED9+vWl85eYmAh9fX1YW1vj3r17BTad1MTx48cB5DSNzK1MmTL46quvkJWVJdW2iezt7VVq\ngMRmjleuXHnvMgE53z+APAdnEkcQFfPlJTIyEpUrV1Z7rWhKHJhHPFe5hYaGAoA0zcXr168B5DR9\nFQdU2rx5M/r164fTp09jwIAB0veckJAAICdw/f777+Hm5gZvb2+MHj0a165dg7u7e5FbF6SmpmLK\nlClISEjAvHnzpJp58Xzl1RRUX1+/wHOaHx8fH9y9exfLli1TGfFUnbp160IQhPcKRImoZGFNIRGV\neNWrV8eECRPw3XffISgoSGVkyHfVqlULq1evlj5nZGQgKioKoaGh6NWrl0qNHAAEBAQAyGk6KtLR\n0UGnTp0QEBCAo0ePKi0rqoyMDABQ6kMkUhesRkZGwsPDAxEREYiPj1dqziaTyQrdZE0TgYGBCAwM\nVEkvX748Ro8ejUmTJuW57uPHj5GZmal2dEkTExO16efOncOSJUvg4uKCqVOnvl/hAZVgVHywFs/9\nh9quGPikpqYCyGnyFxMTg5iYGNja2qrdhkwmQ1RUFORy+XuV5eHDh5DJZGjYsKHKMjHwi4yMVEpX\nV8su1tiWtDkYX79+rbb5aWG0b98eDRs2xOHDh2FiYoJ+/frhzZs32LNnj9R8VWz+KV4bcXFxOHTo\nkNR8u3379jA2Nsb69evx448/YtasWdILoidPniA4OFi6ph0cHPD5559jxowZ2LRpEzw8PJCZmYnE\nxESlcunp6alMrwHk1ESPHTsWv//+O2bOnPnJRvV9+vQpPD09MXDgQFhYWGi0TpUqVQDklJmI/hsY\nFBLRv8KQIUMQFBSENWvWoEOHDvnOkaWnp6f2obx3796YPn06PDw8YGVlBXt7ewD/G2DG2NgYxsbG\nSg/TVlZWCAgIwL59+z5IUCg2m3u3+aSOjo7KG/qYmBj069dP6qfWqlUr6bjXrFmj1IfoQ3J0dMSw\nYcOkz+J8iw0aNCiwFkEMkHIP3Z8fQRAwdepUZGVl4caNG0hMTHyv+c9kMpkUBH5oBR2TWFNjamqq\nMj1Abpr0hytIcnIytLW11X4fYm3Su4MzqQtExJq4D1UTLm4vr4nmxXNUUA3gmzdv1Aa8haGtrY1t\n27Zh+vTp2LJlC7Zs2QIgp5/iwoULMWrUKCn4K1++PICca19ME/Xu3Rvr16+XBmkS81pbW6u85Oja\ntSvmzZsn5b169arK3JM9evTAypUrldKePHmCkSNH4vnz51i6dCn69OmjtFw8X3kNuJWcnCw1ly2s\nhQsXomLFipg2bZrG64j36Ieo9SaikoFBIRH9K5QpUwYLFy6Eu7s71q5dW6hJ5XPr3bs3QkNDERYW\nJgWFYi1hbGys1K/sXZcvX8bjx48LNfG2OuLgDHnVJOUWFBSE169fY/z48Zg4caLSMi0trY82oXq1\natU0Kp86Yg3Cu7Uj+Wnfvj1at26N2bNnY/78+Spz9f1biMFCRkZGkc+fpsqVK4fMzExkZmaqBIZi\nQCaWR6QuoBAf6j9Uv7Dy5cujUqVKePnypdrlYo1k3bp1892OgYHBBwk4atasiZ9++gnPnj1DXFwc\natWqhapVq+LIkSMAIA28JAbq6gbcqVixIoCcQLWgvEBO/1RxRNfGjRtjz549SsvfHT304cOHcHd3\nR1paGrZs2aI02I1IbK6trq9fUlIS3rx5k28/37wcOHAAFy5cwNKlS6WmzgCk8r958wbR0dEwMDBQ\nCuTFfEUNRImo5GFQSET/GjY2NnB1dcUvv/yC3r17F2kbYjMxsUYrIyMDgYGB0NbWxvLly9X2hQoL\nC5NqC7/55psil//NmzfYvXs39PX1Nap1FGsV3x2FMyEh4YONiPqh1ahRA1paWtJIr7k9ePAAN2/e\nhL29vTQQjkwmw9q1awHkTJ1w4MABBAQESFNp/JsYGhqiWrVqePz4MeLj41G5cmWl5erSiqphw4a4\nd+8e7t27pzKoyd9//w0AKoO9iOm5iX3C1A38U1RWVlY4efIkXrx4IQ0sI7py5Qr09fULHIilYsWK\nUj+/D6F27dpK/WDPnTuHMmXKSC+GGjRoAENDQ/z5558q64rTw4iDvFSoUAGff/457t+/j6ysLKWm\n4BkZGYiJiZGO29DQMN8XBC9fvpRGf92zZw8aN26sNp84HcbVq1fRq1cvpWVif9DcU2Zo6uLFiwCA\nBQsWqF3u4+MDHx8fTJgwARMmTJDSxT7RHGSG6L+DA80Q0b/KzJkzYWBggEWLFhU4jL464rQTNjY2\nAHIGmImLi4OjoyO++uorODs7q/ybOnUqdHV1cfDgwXynYshPYmIiJkyYgJcvX2Ly5MkaBQfioDS5\nR2rMzs7GqlWrpKaMYnCbF3EKgYLyfSh6enpo3bo1Hjx4oDQHHJDT5HXevHl51nAuWLAAJiYmWLly\npTQa5Kcmk8neqyll586dkZmZid27dyulJyQkwNXVFSNHjnzfIgIAOnXqBADw8/NTSk9PT0dQUBD0\n9PTQrl07pWUREREqo36KNWbi/fAhiC9s3p3D8dKlS/jzzz/RuXPnPAeiEdWtWxdxcXFS7VxB1E0d\n8fTpU7Rr107lRc79+/cREhICZ2dnqWZbR0cHXbt2xe3bt6VRfEW+vr4Acmq0RT179kRsbCx+/vln\npbz+/v7IzMxUypufGTNmIC4uDlu3bs0zIARyRtBt3Lgxjh49qlQLKwgCfHx8ULZsWbi6umq0z9yG\nDBkCb29vlX/Lly8HkNMc1tvbG926dVNaLzIyElpaWgXOWUlE/x6sKSSif5XKlStjypQpUvPRdwf/\nAHJq5H799VfpQTE7OxtxcXE4duwYLl++DEdHR2nURbHp6ODBg/PcZ6VKldC5c2cEBQXh5MmTeTYx\nVbfv5ORk3LlzB8HBwUhKSsK4ceNURsfMi4uLCzZv3oy1a9fi7du30NHRQUhICPT19dG/f39s3boV\n27dvR79+/fIcIELs8+Tr64vU1FRYWVkpTZXwMcycORPXrl3DuHHjMGLECBgbG+P06dM4e/Yshg8f\nrlR7lPthvnz58lizZg3c3Nwwffp0BAQEaNw3Ud32isLExAR//PEHNm3ahJo1a6rUyhRk7NixOHny\nJLy9vREXFwcbGxvExcXBz88P8fHxKv3LisrJyQnt2rXDvn37kJaWBjs7O7x9+xahoaF4/Pgx5s2b\np9I3rlmzZhg8eDD69u2LmjVrIiIiAseOHYOlpaXaJou5XbhwQWk+RiAn6BJreQFg1KhRqFChAtq3\nbw9nZ2fs2rULb968QfPmzREVFYUff/wRNWvW1KjvWosWLXDu3DlcunQJjo6OUnpiYiK2bt0qfRYH\njNm2bZvUvLFVq1Zo0aIFTExMoFAoEBISAi0tLbRo0QLR0dHYuXMnqlatijlz5ijtc+LEiQgLC8Pk\nyZMxatQo1KpVCxEREQgODkbjxo2VRnodPHgwjh07hhUrVuDZs2dQKBS4desW/Pz8UKtWLYwZM6bA\nYzx16hQuX74MOzs7REVFqR3sp3bt2lKz0EWLFmHw4MFwc3PDkCFDYGhoiNDQUFy8eBFTpkxR6t/o\n7+8v1QKLNZ0XLlyQXg4ZGRlh5MiRUCgU0pyNuYkvD+rVqydN0SPKysrCpUuX0KhRow9W801Exa9E\nBYXh4eFYs2YN3r59i88++wwrV67Mc/SxM2fOYMyYMTh16pTUDImI/jvy6y83YMAABAYG5jkBdkxM\nDCZPnix91tLSgrGxMerWrYslS5ZIgzg8ffoU4eHhaNy4cYE1JYMGDUJQUBD27duXb1D47r51dHRQ\no0YNODk5YdCgQWofwPLyxRdfYMOGDfD09MSaNWtgbGyMLl26YPz48YiJicHp06cRGhqKatWqwcLC\nAjKZTOW8WVtbo2fPnjhy5Ag2b96MRYsWffSgsGHDhvD398fGjRuxfft2vHnzBnXr1lU7gMa75bW0\ntMTYsWPxww8/4Pvvv8fs2bMLte/37Wc5a9YsLFq0CFu3bkW7du3Qq1cvtec1L0ZGRvD394eXlxdO\nnTqFoKAglCtXDpaWllixYkWha+Ty27enpye2bduGkJAQHDlyBDo6OmjcuDE2bdqkds5BGxsbDBo0\nCJs3b8aDBw+gp6eHHj16aHSOr127hu3btyuVKzo6WkqTyWQYOHCgNADJ999/j61btyI4OBgHDx5E\nxYoV4ejoiKlTp0q1c/lp06YNVq9ejd9++00lKNy+fTtkMhkEQZDOj1hjKpPJoKenJzW53rhxIzw9\nPXH06FEcOXIERkZGcHZ2xpQpU1TKUblyZfj7+2PDhg3w9/fHq1evUK1aNQwbNgzjx4+XRioFcu5r\nHx8feHl54ciRI9i7dy8qVaqEnj17atwSQGyqevnyZVy6dEltntyD0pibm2Pv3r3w8PCAh4cH0tPT\n0aBBA6xcuVJlROZDhw5Jg92I5+X69eu4du0agJx+kUWttb558yaSkpIKfJFARP8uMuF9X6t+IMnJ\nyXBycsKOHTtgamqKPXv24Pz589JoYbmlpKSgb9++iImJQWBgIINCIiKiPFy8eBFDhgxR6RdW0n39\n9de4evUqTp06xb5rJcicOXMQHByMI0eOqG2pQUT/TiWmT2FERARMTExgamoKIKe9flhYmNphrT09\nPeHq6qp2eG0iIiL695swYQJSUlKwc+fO4i4K/b9Hjx4hODgYvXr1YkBI9B9TYoLCx48fK7WHL1++\nPCpWrIgnT54o5bt37x4uXryocZ8cIiIi+vextLRE3759sXPnzjybitOnIwgCvv32W1SpUgUzZswo\n7uIQ0QdWYoLC1NRUlQmH9fT0lGoKBUHA4sWL8e233yoNAU1ERET/PfPmzYNCocC0adPUthyiT8fT\n0xM3btzAxo0bpb6jRPTfUWIGmilXrhzS0tKU0lJTU5WaiPr7++OLL75QGmWvhHSJJCIiKpGaN2+O\nu3fvFncxikRXV1eaRoaK16RJkzBp0qTiLgYRfSQlJiisX78+Dh8+LH1OSkpCQkIC6tWrJ6WdOnUK\nf/zxB06cOAEgZ/LU3r17Y+PGjbCzs8tz27dv3/5kc3QRERERERGVNNbW1nkuKzGjj6ampsLJyQkb\nN26EtbU1PD098ddff8HDwyPPdRwdHbF3716OPkpERERERFREJaZPoZ6eHtatW4clS5bA2dkZN2/e\nxMKFC3Hz5k2MGDGiuItHRERERET0n1RiagqJiIiIiIjo0ysxNYVERERERET06TEoJCIiIiIiKsUY\nFBIREREREZViDAqJiIiIiIhKMQaFREREREREpRiDQiIiIiIiolKMQSEREREREVEpxqCQiIiIiIio\nFGNQSEREREREVIoxKCQiIiIiIirFGBQSERERERGVYgwKiYiIiIiISjEGhURERERERKUYg0IiIiIi\nIqJSjEEhERERERFRKcagkIiIiIiIqBRjUEhERERERFSKMSgkIiIiIiIqxRgUEhERERERlWIMComI\niIiIiEoxBoVERERERESlGINCIiIiIiKiUoxBIRERERERUSnGoJCIiIiIiKgUY1BIRERERERUijEo\nJCIiIiIiKsUYFBIREREREZViDAqJiIiIiIhKMQaFREREREREpRiDQiIiIiIiolKMQSEREREREVEp\nxqCQiIiIiIioFGNQSEREREREVIoxKCQiIiIiIirFGBQSERERERGVYgwKiYiIiIiISjEGhURERERE\nRKUYg0IiIiIiIqJSjEEhERERERFRKcagkIiIiIiIqBRjUEhERERERFSKMSgkIiIiIiIqxRgUEhER\nERERlWIMComIiIiIiEoxBoVERERERESlGINCIiIiIiKiUoxBIRERERERUSnGoJCIiIiIiKgUY1BI\nRERERERUijEoJCIiIiIiKsUYFBIREREREZViDAqJiIiIiIhKMQaFREREREREpRiDQiIiIiIiolKM\nQSEREREREVEpxqCQiIiIiIioFGNQSEREREREVIoxKCQiIiIiIirFGBQSERERERGVYgwKiYiIiIiI\nSrESFRSGh4ejZ8+ecHFxwfDhw/Hy5UuVPL/++itcXV3RqVMnDBw4EH/99VcxlJSIiIiIiOi/QSYI\ngufTWYcAACAASURBVFDchQCA5ORkODk5YceOHTA1NcWePXtw/vx5bNmyRcoTFRWFXr16ITAwEDVr\n1sTu3bsREhKCffv2FWPJiYiIiIiI/r1KTE1hREQETExMYGpqCgDo2bMnwsLCkJycLOUpW7Ys1q1b\nh5o1awIA7O3t8ejRo2Ip74cUFRWFb775BsHBwcVdFCIiIiIiKmVKTFD4+PFjmJiYSJ/Lly+PihUr\n4smTJ1Ja1apV0aJFCwBAZmYmgoKC4OTk9MnL+qH9/vvv+OOPP7B58+biLgoREREREZUyJSYoTE1N\nha6urlKanp6eUk2haNeuXWjVqhUuX76MqVOnfqoifjQZGRnFXQQiIiIiIiqlSkxQWK5cOaSlpSml\npaamoly5cip5hwwZgosXL2LYsGEYMGCAynr/NgwKqSR78eIFB3QiIiIi+g/TLu4CiOrXr4/Dhw9L\nn5OSkpCQkIB69epJaX///TdiYmJgb28PAOjSpQuWLFmCR48eQaFQ5Lnt27dvIzU19aOV/X3l7hd5\n9erVYiwJkaply5YhNTUVc+fOVfuShoiIiIhKPmtr6zyXlZigsHnz5pg3bx6uXr0Ka2tr+Pj4oH37\n9tDT05PyxMfH45tvvsH+/ftRrVo1XLlyBVlZWUp9EdVp0qTJxy7+e7lx44b0d35fFlFxEF+oNGrU\nCDVq1Cjm0hARERHRh1ZigkI9PT2sW7cOS5YsQUpKCurWrYtVq1bh5s2b2LhxI3bs2AFbW1uMGTMG\nw4YNQ3Z2NnR1dbFhwwaUL1++uIv/XnI3fxUEATKZrBhLQ6ReZmZmcReBiIiIiD6CEhMUAoCdnR0O\nHjyolFalShXs2LFD+uzm5gY3N7dPXbSPKiUlRfo7IyMDOjo6xVgaIvWysrKKuwhERERE9BGUmIFm\nSrPcQWHuv4lKEtYUEhEREf03MSgsAXJPu8GgkEoSQRCkvxkUEhEREf03MSgsAd6+fav2b6Lilnu6\nFE6dQkRERPTfxKCwBGBQSCUVg8IPKzs7G0ePHsXdu3eLuyhEREREkhI10Exp9ebNG+nvpKSkYiwJ\nkbLcTUYZFL6/v/76Cxs3boSWlhZCQ0OLuzhEREREAFhTWOwEQVAKBBkUUkmSnp4u/c2g8P2JLQGy\ns7OLuSRERERE/8OgsJi9ffsWWVlZ0Pr/uQkTExOLuURE/8Pmox8WzyERERGVRAwKi1lCQgIA4DMD\nI6XPRCVB7iAmd60hFQ3PIREREZVEDAqL2evXrwEAn1UwUvpMVBKkpaVJfzOgeX+5zycRERFRScGg\nsJi9evUKAFCnQiWlz0QlQe5AkEHh+8sdFGZlZRVjSYiIiIj+h0FhMYuPjwcAGJcrj/JldaTPRCVB\n7iCGtVzvL/c5TE1NLcaSEBEREf0Pg8JiFhcXBwCopFcOlfT0ERsbW8wlIvof1hR+WLkDQQaFRERE\nVFIwKCxmYhBYWb8cKuuXw9u3b5GSklLMpSLKwT6FH1bue5tBIREREZUUDAqLWUxMDGQAKunpo5Je\nOQDAP//8U7yFIvp/bO74YeUOCvnyh4iIiEoKBoXF7OXLl6ioV+7/2Dvz4Dbu8+5/f7u4b4AgwJsU\ndZKibFmy7KR1m9h+m7xpnSZ1+yZt8/adNu1k0k7/6aTp1NNOM3WaOE4a243bRI5lV7UTS3YsOzp9\n6rBkibqsgxJ1UBIp3qTAmwQJgsDu+8diQUC8cCywAPh8ZjTELha7j9d7/L6/54KG41FssgAgUUjk\nDpRTqCyxQnByclJFSwiCIAiCIGYhUagi4XAYAwMDcJvMABD929/fr6ZZBBGFPIXKEisESRQSBEEQ\nBJErkChUkTt37kAQBBRHxKDsKezr61PTLIKIQjmFykLhowRBEARB5CIkClWkt7cXAOAxWSN/LXHr\nCUJtKHxUWchTqCzd3d34r//6L3R1daltCkEQBEHkNSQKVaSnpwcA4DVLYtCmN0DPa6LrCUJtKHxU\nWfx+/7yfidT4xS9+gX379uGVV15R2xSCIAiCyGtIFKpId3c3AKDEYgMAMMZQYrGit6cHgiCoaRpB\nAKDwUaWJ9Q5S+Gj6DA8Px/0lCIIgCCI1SBSqiBzyJItCACgx2zAdDMLn86llFkFEkUUhY+QpVILJ\nyUkwTgRAnkIlEUVRbRMIgiAIIq8hUaginZ2dsOsNMGt10XWlEYFIOTJELiCLQr1OpJzCNAmHwwgG\ng9BJ7UhJZCsIY0xtEwiCIAgiryFRqBKBQAB37txBmcUet77cKi13dHSoYRZBxDErCoEgicK0kMNF\ntUZpmQrNKAd5CgmCIAgiPUgUqkRXVxdEUUSp1Ra3viyyTKKQyAWmp6fBGKDTAtOUU5gWd4tC8hQq\nB4lCgiAIgkgPEoUqIYu+Cqsjbn2J2QaOMRKFRE4QDAbB84CGB0KhEMLhsNom5S2y11VjkJZJFKaP\nLAYpfJQgCIIg0oNEoUrcvn0bAFBhjQ8f1fI8vGYrbt++TbPfhOoEg0FoeIDnpeWZmRl1DcpjZBHI\nawBOQ30flYSelQRBEASRHiQKVUIWheU2x5zvKqwOTE5OUgVSQnWCwSB4TvIUystEasiCmvEAx9O5\nVALyXBMEQRCEMpAoVInbt2/DYTDCqtPP+a4yIhRl4UgQahEMBsHxYtRTSN6t1JFFIEeiUDHk65FC\ncQmCIAgiPUgUqsDExAR8Pt+cfEIZEoVErjAzQ+GjShEKhQAAjBPBOJG8XAogi0EShQRBEASRHiQK\nVUAWe1XzhI4Cs6Kwra0tWyYRxLwEgzPgOYDj5GXybqWKLAIZJ/2TRSKROpNTUlsPubIrQRAEQRCp\nQaJQBWSxV2lzRtftaD6HHc3nAABukwUGjYZEIaE6MzNS9VE+8qQgIZM6giAAABgDwABBFNQ1qACY\nmpTEIPV8JAiCIIj0IFGoArOicNZTeKanA2d6pDYUHGOotDrQ1dVFnhlCNcLhMARBBMdR+CiRe4TD\n4aiHcHp6msJxCYIgCCINSBSqQGtrK3jGoo3q56PS5kQ4HEZnZ2cWLSOIWWQByHOznkIShUSucLd3\n0O/3q2QJQRBEfnH16lVs376doiyIOEgUZhlBENDe3o5Siw0ajl9wO9mL2Nrami3TCCKOqCjkZ3MK\nSRSmDhc5iaIIiALAL3L/E0szMTGx6DJBEAQxP//6r/+K119/HWfPnlXbFCKHIFGYZfr6+hAIBFAV\nk084H1SBlFAbWQBS+Kgy8JGTKAoAxFmRSKTG2NjYostE8uzduxff//73yetKEAXO6OgoACoeR8RD\no5IsM18+4XxUUAXSlDlx4gS+/e1v49atW2qbktfEikLyFKaPRqMBAIgCgygwaLValS3Kb8bHx6UP\nWklskyhMn5/+9Kc4duwYrly5orYpBEFkARKFRCwkCrOM7PmrWEIUmrQ6uI1m3CZRmDQvvPACLl++\njEOHDqltSl4jVxqlnEJlkEWgEAYEASQK0yQqAh3G+GUibWigSBDLA3qnE7GQKMwysiisXCJ8FJCE\n4/DISNTNTySG7EGgaoTpEVdoJhI+Si0pUken0wEAxDAghAC9Xq+yRfnN8PCw9MFlAgCMjIyoaE1h\nQaKQIJYHdK8TsZAozDLt7e0waXVwGoxLblthtQOgvEJCHaLhozw1r1cCg8EAAAiHSBQqQVQEuswA\nYkQikTbT09Nqm1AQXLp0iVJAiJyG3ulELCQKs0gwGER3dzfKrXYwxpbcvtwqhZh2dHRk2rSChMIi\n0kM+fxoKH1UEWQSGIuNt2XNIpMbg4KD0odgCABgaGlLRmvwn9t6W+z8SqdPT04N/+Id/wN/8zd9A\nEAS1zSGIeQkEAmqbQOQQJAqzSHd3NwRBQHnEA7gU5TZpOxKFqUEPu/SQZxA5nqqPKoHRKEUHzEzF\nLxOpERWBRZKncGBgQEVr8p9YIUjPzvSJTfugsHsiV6GoACIWEoVZRBZ3ZZbERGGZxQYGEoWpQrPd\n6SGLQio0owxRURjpFWwymVS0Jv/x+XyAQQum5QGjdtZzSKRE7POSGlqnT+yzkp6bRC4RW2+BJoCI\nWEgUZpGuri4AQJnVltD2Ol4Dt8mCzs7OTJpVeIgiABrYpIssCjUxnkKaVUwdnueh0+kQjFyW5ClM\nHVEUJVFoiYTgWvTw+XwUppcGsb0J6dmZPrHeQfIUErlErBCkyXMiFhKFWUQWd6WWxEShvO3w8DAm\nJiYyZVZBIYoipiNihgY26RH1FPKSMIxdR6SG0WSEKEj5xCQKU2dkZETyvlgixXoseoRCIapAmgax\nopCa16cPeQqJXCV2bESikIiFRGEW6e7uhpbnUWQ0J/ybEos1+ltiaQKBQNRbQAOb9JBnEzUa6R9A\nnsJ0MZtm730KH02dvr4+6YNNqugKqyF+PZE0sROPNAmZPrETaDSZRuQSFCpOLASJwiwhiiK6u7vh\nNVnAJVB5VKbETKIwGeIGNpF+hURqyAJQE+MppPyD9IgVgmZz4pNDRDz9/f3Sh4gYhE3yGJIoTB0S\nhcpCopDIVShUnFgIEoVZYmRkBFNTU/CaEw8dBRDdvqenJxNmFRxxAxu/H2Ikv5BInvk8hSQK0yNW\nFFL4aOpEJ8lkT6FNOpf0nEydsbGxeT8TqREbVUERFukzMTGBXbt20T2uALFCkCKqiFhIFGaJ3t5e\nAIDHbEnqd/L2NAOeGLEPOEEQKF4+DeQXh04LaCOikM5nesSKQgofTZ2oKLRHhLXdEL+eSJrxmMiK\nURKFaRPrHSRRmD4HDhzAtm3b8Oyzz6ptSt5D+cPEQpAozBKyKPQmKQqLjGZwjEV/TyzO+F0hoxQG\nlTqyKNRqAI6TQkgp1CQ9Yr2DJApTp6urC+BYXKEZ8Fy0wjORPNG+eiYjJv1+Ko6SJrFRFSQK00e+\nPm/cuKGyJflP7LhoamoqrkUFsbwhUZgl5BwYtyk5UajhOBQZzeQpTBBZFOr5+GUieaKiUCst67Q0\nq5gusaKQwkdTQxRFdHR2Ag4jGCflZzPGAIcRnZ2d1JYiRaKVWx0OABRCmi6xopDC7pWDUkLSRxaF\nPCeFANF7nZAhUZglZFFYnKQoBAC3yYyhoSFKVk8A+WHnNrO4ZSJ55HOnl0WhTiSRnSaxQtBgMKho\nSf7i8/kwHQgAjrs8rQ4jpqenpf6FRNKMjIwAHANz2GaXiZQhUZgZWBKF+oj5kd/jLrMnbpkgSBRm\nCVkUJtOOQsYd+c2dO3cUtakQkR9uRab4ZSJ5xsfHpbDRSD6hXifNKNJMbero9froZxKFqdHe3i59\ncN7laXWa4r8nkmJ4ZAQwGKR/IFGYLiQKlYXeO8oRnTy3eAHQOImYhURhlvD5fLDrDdDxfNK/lYUk\nzYAvjRwGUWRicctE8oyPj0OvA+SJWb1OKt5D5zR1SBSmT1tbm/Sh6K4JNpcp/nsiKUaGhwGjQfoH\nYHh4WGWL8pvYolxUoCt9KC9TOWQR6LaUxC0TBInCLCCKInw+H1zG1ApLFEV+R6JwaeQZMFdEFNLD\nLnVGR0dg0M/Ozhr08vpRlSzKf2JFoU6nU9GS/CUq+lx3PU8jIrG1tTXLFuU/U1NT0qDbaAQzSR5Y\n8hSmR2xRLirQlT7kbVWOsbExMDC4LJ7oMkEAJAqzwujoKGZmZuAypCYKXRFP4cDAgJJmFSSyF8tp\nlEQhvYxTY2ZmBn7/ZFQIArOikAaLqRMrBLVyBR8iKW7dugVo+WjjevFkG8STbVIFUp2GRGEKyF5B\nRp5CxSBRqCyyKKQw0vQZGxuDUWeCRW+LLhMEQKIwKwwODgKYFXfJInsYSRQuzeTkJBiibcso1DFF\nZOFnjIlwlD/TYDF1YkUhx9HjN1kCgYDUdqLIPFtwonUQaB2UlotM6O7upnC9JIne00aj9A90n6cL\nNQhXltl7mgrNpMvo6ChMOitMOkt0mSAAEoVZQRZzTkNqJejl35EoXJrJyUnoNIBBI704aHCYGkND\nQwAAU4wolD/L3xHJw6eQU0zM0tbWJnkK3AtMsLktEEVR8iYSCRP1/pOnUDEmJiYAvfTuJlGYPrLI\nngnNkLcwDQRBwNjYGMx6K8wRTyGJwvQJh8MF0e+RRGEWkD2FzhTDR40aLfS8JrofYmEmJydh0AB6\nzewykTzyBIQpZh5D/kyiMHU0cilXIiWijavdC7T2iYjFmzdvZsmiwmDWU2gA43lAp6OBYpqMT0yA\nWWwAY9QaSQHkd7koCFR0Jg0mJiYgCALMems0fJTu9fQYGxvDn/zJn+CrX/1q3qfXkCjMArOiMDVP\nIWMMDoORRGECTE9PQ8cDOn52mUgeWRRaYuYxzJHPVPAodchTmB5RUVi8gCiMrI9uRySEPChkckVc\ng548hWkQCoUwHQiA6Y1gOgOJQgXwx0zw0vlMHVm0mPU2GHQmcIwjUZgmPT09GB8fh9/vR29vr9rm\npAWJwiwge1YcKYpCAHAZTNGCNcTCTE8HoOUZtJGxN1UsSw25J6Y5VhQapfYU1C8zdajxcnq0tLRI\nRWbsCzxL7UZAx0vbEQkTHRTGiMKxsTEIgqCeUXlMVLToDIBOj3ESMWkzMT57DikcN3VkUWjR28Ex\nDma9jaJ/0qSQikrllChsbGzE448/js9//vP4+te/Hm34HsvBgwfx5S9/Gb/7u7+LP/3TP82LGeF0\nw0eBWUGZ767pTDM9HYSOBzjGoOWAYDCotkl5iXzvWUzA6YvSP46TQkj7+/tUti5/IVGYOpOTk+js\n7ATcZjBu/vPIGAPcFnR1dZE3IQlmRWGkxLDBQD1J00BuhcQMRsBgxPj4OOXBpUEwGEQwOBv1Q9Uy\nU0cWgFaDPfqXxpXpEfuuyfc2aDkjCicnJ/Gtb30L3/ve9/Dee+/h4Ycfxne+8524bfr7+/HEE0/g\nxz/+MQ4cOIDHHnsM//Iv/6KSxYkzODgIHa+BIY18IlkUUgjpwsiJvprIVa3lSRSmSm9vLzS8VHOi\nrVP6BwBWs4iBgUE6rylCA8PUuXnzpnT+iq2Lb+ihENJkiQ5kIqKQRfpp5vsARy2iIltvBNMbMRMM\nUipDGtwtAum6TB05LNwSEYUWvR2BQCDvPVxqEns95vtkZM6IwpMnT6KyshJ1dXUAgMcffxwff/xx\n3IWq1WrxzDPPYOXKlQCATZs25UVBgaGhITgNxrS8BE4ShUsih9bKoaMajlG4bQqIooje3l5YLSLu\nvmRtFun7+bz4xNIUQnUytbh27Zr0wbNAPqFMRDRSCGnijI+PAxqNVGQGAAxS6xTyyKTGrKfQBEQi\nhOhcpo587jRaQ9wykTzyGNJmcEh/jdJfCiFNndjrMd/zM3NGFN6+fRuVlZXRZbPZDIfDgY6Ojug6\nl8uFhx56KLp89OhR3HvvvVm1M1lCoRBGRkZSLjIjI3sK6cZdGNl7JXsKNZxIs7MpMDw8jKmpKdjm\nGXvL67q7u7NrVIFAojB1rl+/Ln3wJOYpjG5PLMnExAQQ00MTWukzhY+mhjxIZBFPIZD/g0U1kc+d\nxVkWt0wkT1QUGp0AAKvBGbeeSJ7Y8Nt8D8XNGVEYCASgj4SsyBgMhgVd2o2NjXjllVfwxBNPZMO8\nlJFd9ekUmQFm8xHpxl0YWRRqI/lGGh7kKUyBrq4uAIBjnrG3XapgLeV2EUkTCoXUNiFvuX79OmDS\nAWbdotsxsx4w63Dt2jUK102QCb8f0GlnV0Q+kyhMjdm+jybJWwgSMukgn0+rqyJumUiegYEBMLBo\nTqE9Ig6pD3bqxFZqzveqzTkjCk0m0xyvTiAQgMk0tzjLhx9+iCeeeAIvvPBCNJQ0V5ltXJ96kRmA\ncgoT4W5PoZZjlPuWArJ3XhaAschCkURhasRej1TZMXEGBgakZ1+xJbEw/GILhoeHaaCTIIGpKUA7\nVxROTU2pZFF+I4sWZjQDRnPcOiJ55HNnc0nRZPk+8FaTAd8ArAY7eE6qcWE3uQBQq6l0GBgYAMc4\ncIzL+3dOznRSXrFiBQ4cOBBdHh8fx+joKGpqauK2O3HiBL7//e/j5ZdfRm1tbUL7bm5uVq01QXNz\nM4DUexTKyKKytbUVn3zySdp2FSJynpucU6jlgemJaTpfSXL27FkAgHMeUWizSFVIr1y5Quc1BWKL\nn5w6dQo63eJeL0LiypUr0oel8gllPFbg9hAOHDiAhoaGzBlWAITDYcmDrZ0dDjCNFiKkvEy3262e\ncXlKa2srAIAZzJIwBHD58mU4nU41zcpb5PvfVlQFAGhvb6f3TwoIggCfz4cyR010ncNUBIDe6enQ\n3d0Np94KjnHo6enJ+fO4efPmBb/LGVH44IMP4p/+6Z/wySefYPPmzdi+fTsefvhhGOS+SZBmLZ94\n4gn87Gc/S1gQAsD69eszYXJCyB4VlzE9T6GO52HR6REMBhf9H7qckQtR6GJEoSAIuOeee6CNnQUn\nFmXnzp1gDHDMIwo5DnBYRQwMDGDjxo3UjD1JYoufrF27Fi6XS0Vr8oempibpw1L5hDIR8RgKheh5\nuQTRanmx1bEjAtHj8dD5S4E333xT+mA0RUWh2Wymc5kihw4dAgAYLUXQGaw0DkoRn8+HsBCG0zQ7\n0eOIfA6Hw3ROUyAYDGJ8fBxrHNXgGMPVoTY0NDTMSYfLF3ImfNRgMOCZZ57Bk08+ic997nNoamrC\nd77zHTQ1NeEv//IvAUg9CoeHh/Gtb30LX/jCF6L/crn4iuySdxnMae/LZTDB5/NRnswCyKFOeo0U\nXmbg49cTSyOKItra2mCziFiog4rTAUxPT6O3tze7xhUAsTlaVAI8caJi2p2gpzCyHVUgXRo5pJnF\nTvBEPlOhrtQYGhoC0xvAeA2YUboWKeQxdeSQPIPJAYPZhcHBQRoHpUBfn9Rj2GmeFYV6jQFmvTX6\nHZEcfX19EEURXlMRPBGvaz6fy5zxFALAAw88gN27d8etKyoqwksvvQQAeOyxx/DYY4+pYVrKyA+z\ndD2FAFBkNKFjbBgTExOwWhOcMV9GyINsQ+Sq1msZABGTk5Ow2eZxexFz6O/vh9/vx4rKhbcpcgC3\n2oFbt26hoqIie8YVALH9jKisemKIooiWGy2A3QCmT+yVxXQaiA4jbty8CUEQwHE5M/+Zc0TzXDVz\nRSEV6kqNoaEhICIGYTLPriNSwufzQWe0geM1MJqdGBtsp3FQCvT09AAAiszeuPUuswc9/bcRDocp\n+idJ5MJ8XlMROMZF11VXV6tpVsrQmzLD9Pf3g+e4tKuPAkBR5OVCPeLmRx5kmyJpWmZt/HpiaeSc\nN/ciqS/yd/nQIzTXKKTS1dmip6cHk/5JoDhBL6GM24KpycnoQIiYn2hF3FjhzEufSRQmTzAYxMTE\nBJhJul4ZrwHTG0kUpoicB2e0SF4Yg4UKo6SKHN3jsnji1hdZvAiHwzS2TIH29nYAQLnFgzJLcdy6\nfIREYYa509+PIoMJXBqN62XckdyEO3fupL2vQiTay0gnnWuLXvpLg+/ESUQUFjnityUSJzaEjAaJ\niRG9zhINHZUpphDSRIgKv1hRGPlMfTWTJ3pfm2KuV5MFg3S/p8TIyAhCoVBUFBotUugjjYOSR/Zq\nuS2lcevdlhIA1H84FW7fvg1AEoUVFskD29bWpqJF6UGiMIMEAgEMj4yg2JTkYGYB5P3QbM78yO06\n7JHaRLZIni8NvhNHbvi9mCjU6QC7VURLSwsNGpMkdiCT76Wrs8WtW7ekD8mKQrc5/vfEvETv4XlE\nIfXVTB75vmbm2ZQFZrZi0u+n/PYUkMc7Jqs77i+Ng5Knq6sLeo0h2qNQxm0tiX5PJMfNmzdh0hrg\nNjrhMthh1hrz+p1DojCDyA8tj1kZUSjvhwp8zI884HYYJA+h08ji1hOLEw6H0dJyHQ6biKU6JXiK\npAI+9BJJnEAggNHRURjsUoGEfE5GzybRF2xRksW6ikgUJsKsKIyJZolEttCkT/LIYY3MPJvvJgtE\nCnlMHvk5abJKoXkmm/SXxkHJEQqF0N3djWJr6Zxerx5rGYDZHsVEYvj9fvT29qI6ck4ZY6i2lqK3\ntzeufkA+QaIwg8i5LEp5Cj0m6SVDD8P56enpgUkLmCLho24zi64nlqa9vR2BwDQ8RUtvWxzppBDt\nH0csiXwdWr0Ax9N1mQiiKEqizqpPuMiMDNNpAJsBt1pbqVLhIizmKRQEQQWL8ptZURjrKSRRmCry\nc1IWg7I4pHFQcvT29iIUCsFjK5/zndtSAo5xJAqT5Pr16xBFESvts5X5Vjoqo9/lIyQKM4gcn11i\nUabypVGrhV1voLjveQgGg+jt7YXHMjsDZjdIPQvpQZcYly9fBgB4E+hV7ZXey2hubs6gRYWFfB2a\nnCIMNhGdnR006F6CoaEhqVBUsl5CmSIzJsbHKVR3EaKikM31FFL4aPLMFz6KiNeQrsPkkUWh2S6F\nOOoMFmj1ZppUSxI59807jyjU8Fq4zF60t7fTBFoSXL16FcCsEJQ+VwHI3wlzEoUZJCoKzcqVTfaa\nrejv65stI04AkAbc4XAY5bbZgQ3HGEqtDJ0dHVRFLwFkgVeSgCh02gC9blZIEksjv5SNDulfIDBN\neTFLEE3Yd6UuCuP2Q8yBPIXKIt/TzDKbtyV/pvs9ebq7u8FxfLTQDACY7V709vVReHMSzIrC+ftN\nldgr4Pf7aeIiCS5dugQGhtWO2fYTqx1VYGB5OzYiUZhBOjs7wRiDV0FRWGqxQRBFCp24C9lVHysK\nAaDCzhAKhymvaAlEUURTUxOMBsCaQLQzY4DXLaK/v59yNhNEroJpLgLMRdJsLFVwXZxoaW9Xin1e\nndLvKFpgYWY9hbGikDyFqdLf3w/o9IDeEF3HrI7Z74iEEUURXV1dMNm84LjZ/nkWeynCoRDlZSeB\nPDFWYl9IFFbGbUcsTjAYxNWrV1Fh9cKim30/mbVGVFlLcPXqVUxPT6toYWqQKMwQoiiio6MDXpMF\nWgWbgZZbpRlHGuTEI3u5al3xl/QKlzS4yddZm2zR0dGBkZERlHlEJNo9pTTS6ujixYuZM6xAVy2V\njwAAIABJREFUEAQBLS0t0FtFaPSAORJ+m695B9lCKVEoz5ITc4lGUfCxopCa16eCKIro6+sDs9jj\ninkwiw1gjERMkgwPD8Pv98PiiG+hYHFKy52dnWqYlZe0tbbBrLfOqTwqUxoRha2trdk0K29pbm5G\nMBhEnat2znd1RbUIhUJ5mV5DojBDjIyMYHx8HGXW+W/AVJH3R4OcWQRBwIULF2DRsTn9rVdGRCIJ\nl8WRz0+pZ4kNYygjUZgwra2t8Pv9sElpMTC7JcdMU1OTuoblOO3t7ZLXymZMbQc2A8BTAYXFmLdP\nITWvT4nR0VFMT09HPYMyjOPBzDb0kacwKeRJIauzLG69xVEe9z2xOH6/H339fSi1V82pPCpTYpdy\n4chTmBjnzp0DADQUrZrzXUPRagDAJ598klWblIBEYYaQZ1sqbY4ltkyOKpvUQI5E4Sytra0YHh7G\numIG7q4HnsMo5RU2NV1EIBBQycLcR37AlXkT/43TDhj10m8pOX1xZPFnLZHOE68BLMVSZc18LV2d\naURRlDwBdiMYl6D7+i4YxwC7AR2dnZQftwDRECfNbHVXxnEAx1HuepLIxU+YbW6jV2ZzYmhwkN5D\nSSCLPoszvjiK1SUt0zgoMZYKHQUAh6kIBq2JPIUJcubMGWg5Dda6auZ8t8ZZDR2vxdmzZ7NvWJqQ\nKMwQ8k1YOc/LYSGEBAbWdr0BVp2ebtwYGhsbAQD13vkHjvUehmBwJi9nbbLBzMwMLl68CLsVsCZR\nz4MxoMwrYnh4mGYXl+D06dMAAHvMhLe9TIQoinRdLsDAwIDU7NuRopdQxmHEdCBABRQWICpSNHel\nOWh4araeJHJxOWaf29eH2aU+PlQ1M3Hk94rNFS9mTFY3eI2eRGGCyOPF0og3cD4YYyixV6K7u5sm\nLpagv78f7e3tqHPVQs/Pbeqs47Wod61ER0dH3tX/IFGYIeTCJtUJiMKusREMByYxFJjEPxzcg66x\nkQW3ZYyhyuZEX18f/H6/YvbmK6Io4tjRo9ByQL1n/sv53lJp/bFjx7JpWt5w9epVBAIBlHuT9/aV\nR8Ih83FGLFuMj4/j0qVLMLtFxOSjwxl5P8uTGkQ8XV1d0oe0RaEpfn9EHJOTkwAAprtrcKPVRb8j\nEkMWhVxEAMYiC0VqKZU4bW1t4HgtzI6SuPWMcbC6KtDZ2Une7ASQxXWpY2FRCEiiURRFEttLcOrU\nKQDAxuK1C24jf3fy5Mms2KQUJAozxM2bN2HSauExL13K8SdnjiIc8RL2+cfx/NnFxUuNwxU9xnKn\npaUFnV1dqPdy0Gvm9xRW2BmKzQyNjY0kpOdBfsBVli2x4TxURN7VsieMmMuJEycgCAKc1fGi2+gE\n9Fbg9OlTNDM7D9HBsz1NUWiXqkCSKJyfiYkJ6cPdolCvxbj8HZEQ8jXG5hWFrrhtiMUJhUK4ffs2\nrM6yuMqjMvaiKoTDYcoXToDW1lbwnAbF1tJFt6NiM4lx4sQJAMB9nroFt9noWQeARCEBKam3u7sb\n1XbXgkm9MiOBKfT543OKeifGMBJYOGynJvJyoXL2wPvvvw8AeLBy4UuZMYYtFVJ+zEcffZQt0/KG\nkydPQqsBSouT/63RAHiKRFy5ckVqMk7M4eDBgwAA94r49YwB7loRgcB09CVDzBIVhQqEjwIUtrcQ\nIyORyBSDPv4LvQFTk5PkiUmCjo4OqR2Fce5ksOwpJBGTGJ2dnZiZmYHdXTPv9za31BuO2k0tTjgc\nxu3b7fBYy8BzmkW3lT2J5ClcmLGxMVy6dAm19go4DbYFt3PorVhpr8TlS5dnn7F5AInCDNDS0gJR\nFLHSMTev4G5mhPmbry60HgBWOqX9Xrt2LTUDCwS/349Dhw7CYWRYW7y4+H6gkgPHgP3791FRlBg6\nOjrQ09ODcq+IVDunVJVJYbyyx5GYpaenB5cuXYK1RIR+nnal7pXStShPbhCzREVc2p5C6fcUtjc/\n0QGL0RC3nkWWR0dHs21SXhIMBtHd3Q3mKJ53MphZHYBGSxUzE0Se9JbF393IYpEmxxent7cXweD0\nokVmZDy2cjDGqEbAIjQ2NkIQBNzvXb/ktvd710MQhbzyFpIozACyWFvpdGdk/0VGM+x6w7LvcfbB\nBx8gEJjGb1Zzc6qO3o3dwLChhENraxv1LIzh+PHjAIDqitT3UV0evy9ilv379wMAPGvmn4gw2KWK\npBcvXqTB4l10d3cDBg2YfvHZ7aVgOg1g0JKncAEGBgYArQbQauO/MEu5mD6fTwWr8o+uri4IggDO\nNX/IBWMMzOlGR2cnQqFQlq3LP1paWgAAjuIV835vc1WA4zTR7Yj5kb1+Xlv8S/6dpp14p2ln3Dot\nr0ORuQRtbW00eb4AH3/8MQDgfm/9ktvK28i/yQdIFGaAq1evAsicKGSMYZXTjYGBAdy5cycjx8h1\nwuEw3n77bWh54FOLhI7G8tsrpO127dqVSdPyio8//hgcB1QunmqwKA4b4LCJOHfuHBWmiGFqagrv\nvfcetEZgnqrVUUrqpJfvnj17smNYHhAOh9HX35d6f8K7sRvQ399Pg/G7EEUR/XfuAGbzXO+WRSpF\n3E+99RJCHnwz58Jx+JyzGOFQiLzWCXD9+nVwnGZO5VEZjtfAWlSJ1rY2CnFeBHmyscQeLwovdZ/B\npe4zc7b32svh9/sxNDSUFfvyifHxcVw4fwFV1lJ4TPGRgDuvv4ud19+NW1dscqHGVoYLFy7kTesp\nEoUKIwgCrly5Ao/ZAodBoQHNPKyOzEZeuXIlY8fIZY4ePYo7d+7ggQoOFn38YGbPlRD2XJk7+Fvh\nZKhxMpw6dYq8MpBmtltbW1HmFaGfW1U5KVZUSK0t8ilMItPs378ffr8fnnUC5qmTEMVZJRWc+eCD\nD+hFHMHn8yEcCkvN55XAZkA4HF62k2gLMTo6ikm/H7DNjW1mkXXkYU0MObeNcy3c7JVFvqM8uMWZ\nnp5GW1sbbO4qcPzCkQJOTy3CoRCdz0VYyFO4EPJ2lFc4l5MnTyIUDuGBkoY5353pu4wzfXOj0LZ4\nGxAOh/OmbgCJQoVpb2+H3+/H6kVmC5VgjcsDAMsyFFIQBOzcuRMcAz5bO3e0faFXwIXeuY2qGWN4\ndKW0/c6dO+d8v9yQi+6sXLxKdULUVsXvc7kzPT2NXbt2gdcCJQsXKAMAMA4o2yBgZmaGvNgRop4U\npUShnYrNzEdnZycAgDnsc7+02+K2IRZHqgbOwIoWFoWcuzRmW2Ihbt68iXA4DKdn5aLbOSLfL/f6\nCovR0dEBvdYImzGxntleW3n0d0Q8cluzLd65onAhtkQEZL6EkJIoVJhLly4BAOrcC78YlKDG4YKO\n10SPt5w4fvw4Ojo6cH85B7d58VzCu1nvZSizMRz96KNlPdgRRRFHjhwBz0uFYtLFYQOKHFIjdipM\nAezduxcjIyPw1onQ6Jfe3r0K0JmBffv2UZN1YLbhr105TyFAovBuogUl5hOFFjOg1ZLHIAEEQcCN\nGzfAHEVguoVveFbkBRij4ihLIKfgOJYQhU7vqrjtiXhCkVBlj7VsyUr4Mh6bNCCgaKp4xsfHce7c\nOVTbyuA1L11EUsZjcmGFrRznz5/PiwrtJAoVpqmpCQCwrsiT0eNoOA5rXMXo6OjA8PBwRo+VS4TD\nYbz6yivgGPC/VidfLpMxhv+9hocgivjFL36RAQvzg+vXr6OrqwtVZSJ02qW3T4SV1dL/n+XuLRwf\nH8fOnTuh0QOlDYkl63M8UL5RQDAYxC9/+csMW5j7KNajUIZE4bzIHivmnqevHmOAy4mOjg7qo7kE\nPT09mJqaAnOXLLod0+rAHG7cvHkL4fDCFcaXO3JajKtk9aLbmazF0JvsaG6+QoVR5qGnpwfhcBge\na+Izv0WWEnCMW9aT5vPR2NiIcDiMLQlUHb2bLSVSCGljY2MGLFMWEoUKIggCmpqa4DKaUGxauml9\nutS5JeEpC9HlwKFDh9DZ1YUHKjgUJ+kllGnwMlTaGY4ePbpscxE++OADAMCaGuX2ubJK6r0n73u5\nsmPHDvj9fpRtEBLyEsoUrwKMDuC9995b9iXBo+JN4fBRKvARz7Vr16TKo/b5+20xtwuiKFKFxyWQ\nPVVc8dKDb664DIHAFIXnLYAoimhubobR4oLRsrhHhjEGp3c1hoYGqSDSPMjCrjgJUajhNHCZvejo\n6CChHYMcOjpfPuFSyELy6NGjitqUCUgUKkhrayvGx8ex3l2SsKs+Heojs5IXLlzI+LFygWAwiFdf\nfRUaDvjcmhSb6kF6kfzuOun327dvV8i6/GF6ehofHTkCkxEoUzDK2WQEKkpE3Lx5c9mKmvb2duze\nvRt6K+BdIJew4wxDx5l5+phxQNUWAaIo4qc//emyfiFH21EYlHFjM73UloJE4Syjo6PSoLG4GIyb\nfyjASqSJx+bm5myalnfI54crWboXHItssxzrASRCZ2cnxsbG4CpZm9D2rpI1AOh8zoc88SCHhCaK\nx1aKiYmJvGq6nknkqqPV81QdTYTYKqS5HkJKolBBZHFWv0QIiVKscLhg0upw/vz5ZTGA3Lt3L3w+\nH36rhoPTmJ7oXutmWO1mOHv27LIR1TLHjh2Df3ISq6tFLDAWTJk1tdLfd955R9kd5wGymBMEAdUP\nCuAWKJo3eFv6Nx+OCsBZJeLy5cs4fPhwpkzNaUKhEPr6+pQLHZWJtKWYmZlRdr95ihxhwkoWKYrm\nlUThxYsXs2FS3tLc3AxodWDOpdNGOG/l7G+IOcjiThZ7S1FUKonH5VhfYSlmRWF5Ur/zWKXtKa9Q\n4tSpUwiFQ9GiMamwxdsAQcj9RvYkChXk3LlzAID1xdkRhRzjUO/2or+/f7YwQ4EyNjaGHTt2wKhl\neHRV6l5CGcYYvhjxFm7btg2CMLdaaaFy4MABAMDaWuX3XVUqeQwPHTy47PKQ3n//fTQ1NcFRKcK5\ntMNgQaofEMFpgBdeeGFZFu3p6+uT8q2UFoUOIwRBKPhnZaLI7ytWvrAXgRkNQJETzc3Ny+5+TpSR\nkRF0dXWB81Ys6HGNhdmcYEYzLl++vCwmc5NFnoAoKls357srJ3fiysn4yuE2VyW0ehMuXlw+aTSJ\n0t7eDi2vgyNJ75aHKpDGMduwPvl8Qhn5t7lehZREoUIEAgFcvnwZVTZnRvsT3k1DsVTiWn7BFyqv\nvfYa/H4/Preag1mnTGhupYPD5nIOt27dwsGDBxXZZ67T1taGq1evotwrwpqBtFeOA9bUiPBPTi6r\ngjNDQ0N48cUXwWuBmk+nN9DTW4GK+wSMjY3h5z//uUIW5g9dXV3SB4fSnkJpf1RAQcp/P3PmDKDX\nAzFFZoTTn0A4/UnctqyiDKFQCOfPn8+2mXmBLGK4ksR6+zDGwEqqMDg4SOHMdyGKIpqaLkFvcsBs\nnzu53tt6Br2t8Q3XGcfBVbIW/f19lFcYQygUQmdnJ7y2cnAsuaG+106eQpnJyUmcO3cOFRYvSszu\nlPfjNReh0lKC8+fPw+/3K2ihspAoVIjLly9jZmYGDVnyEspsWAaisLOzE/v27YPbxPBQtbKX7O+t\n46Hlge3b/xtTU1OK7jsX2bt3LwCgblXmjrF2pVRwZs+ePctiJlwURfzHf/wH/H4/KjcL0JvT32dJ\nPWB2izh06FDOh5soTXR2WmlR6DQBIFEIADdu3MDg4CBYZXmcd0ts64DYFu8dYFVSM+t8qJynBp98\nIoloriLx0AuufEXcbwmJ27dvY2RkGO6yuqTqMrjL6wEsn/oKidDV1YVQKJRw0/pYii2l4BiP1tbW\nDFiWX5w5cwYzMzPY7K1Pe1/3e+sRCoVw+vRpBSzLDCQKFUJ+uG/wKND0LQmKzRZ4zVZcuHChYHNl\nXnzxRYTDYfx+PQ8Nr2wBH6eR4eFaDkNDw3j99dcV3XeuMT4+jkOHDsFiBipLM3cciwmoLhfR2toa\nLS1eyHzwwQc4ffo0bKUiPHMjnlKCcUDtb4ngeOC5555bVgn/UVEYEXGK4SRPoYwcwsSqE4hzLnYD\nJiMaT54s2HdMqoiiiHPnzoEZjGBFiU8I8+WSgCzkydxUkEWduyK5MD1ZFJI3exa5snqpozrp32p4\nLTy2MrS2ti371iknTpwAAGz2pC8KN0dCSHN5go1EoUJ8cvYsdLwGa1yLJO1niHs8ZZiamirIBq6n\nT5/GmTNnsKqIocGbmYquj6zk4TAw7Nq1q6D7mL333nuYnp5G3UrlC8zcTX3EE7lnz57MHkhl+vr6\nsHXrVvA6oPYhEUoWHTY5gIpNAkZHR/H8888vC68rEAlZ4jnAqlA7ChmLAdBwy74ZuyAIUmi3TgtU\nLD2JyRgDW1GNifFxGnTfRUdHh+RxLVuRlGeLWe1g9iJcbGoioR3D2bNnAQDF5cmJQoujDAazE+fO\nnV/2Ikbmxo0bAIDyFEQhAJQ5qhEMTi/rSbRgMIgzZ86g2OhEpTX9KMByiwcekwtnz5xFMBhUwELl\nIVGoAP39/ejs6kKd2wMtn34RlGTZ4CnMENJgMIitW38GjgGPN/AZa/Oh1zB8sY5DKBQq2ByucDiM\nPbt3Q6PJTIGZuykpBlwOER9//HHB5nmEw2H88Ic/xNTUFKofFKDPQI5mST1gLRFx4sQJvPvuu8of\nIMcIh8No7+gAHEYwTtn7nXEMcBjR2dm5rAeOV65cgc/nA6uuBNMk9r5itTUAsGwr4i7EqVOnAAB8\nxcqkf8tV1GI6EFhWfYYXIxAI4NKlS7C6KmEwO5P6LWMMxRUbMD4+FhVDy51r166BYzzKnDUp/b7S\nJc3sFqKzIVGampowNTWF+zzJhTMvBGMMmzz1mApM5WyoM4lCBZBDR+/JcuioTF2RFxqOkwoHFBC/\n+tWv0Nvbh4dqOJRaM3up3lfGYVURw6lTpwoyh+vjjz+Gb2AAq2tE6HWZPx5jQMMayStRqN7CHTt2\n4OrVqyhaIcKd/JgwIRgHrPwtERod8MILW2eLsBQovb29mAkGAZfCoaMyLjNmZmaWdYGP999/HwDA\nViUxO1RcBNhtOH7iBCYmJjJkWf5x4sQJgHHgqpJP0uaq187ug4imwHgqN6T0e0/VPQCQ0/la2SIQ\nCODWzVsoc1RBy6f2wq8qkl5qyyEFZCHkMM9NngWaDqfApkiOSa6OM0kUKoDsoZOLvmQbvUaDNS4P\nWltbMTw8rIoNStPT04M3Xn8dNgPDF9JoVJ8ojDH8YYMGHAN+9rOfFVT5dVEU8dZbbwEA1q/O3nFr\nKwGjAXj33XdyutpWKly6dAmvvfYadGap2miGnNgAAL0FqPkNAdPTQTz11FM5G3aiBHIeDIoUqNYz\nH5H9LtcCCpOTkzh27BhgMQOl3oR/xxgDW12LmWBwWVUVXozBwUFcv34dXEklmCH5SQzpd1Ku5nJq\nibQQstfVW31fSr8vrmgAx2mi+1nONDc3IxQOobY4dTHjtVXApLPg4sWLyyZ1IRZBEHDq5CmYtUas\ndiRWWTgRVjmqYNWZcbKxMSfvexKFaRIOh3Hh/AUUm6SCL2ohh5AWQs6HKIr4z//8TwRnZvDleg4G\nbQZH3DGUWKWiM3fu3MEvf/nLrBwzG1y+fBktLS2oLhdhz+IlyvNA/SoRk5NTBRX6OD4+jqd/+DQA\nEas+I0Cjz/wxi1YAxWuk4j0vv/xy5g+oEjdv3pQ+uDMQiwsAbnP8cZYZR44cQSAQAFuzMulwKLaq\nFmAM+w8cWJaDxLuRvQhczdqUfs84DlzVagwPDeH69etKmpZ3hMNhNJ48Cb3RBqcntbALjdYAd3k9\nWltbl30vUnkcuDKN4igc41BbXAefz1fwESrzcePGDQwODWJj8VrwnHKOCY5x2Fi8FsMjIzl535Mo\nTJOWlhb4J/1oKC7JWM5bIhRSa4pDhw7h/PnzqCtm2Fia3Uv0c2t4uEwMb731VsEMHHft2gUA2JDa\n2CUt6lYCGg3w61+/jVAolH0DFEYURTz77LMYHBhE+UYB1sSdLWlT/aAIowPYvXt3zoaepEv0nsuw\np7BQ7u1kEEURBw4cABgDW5N8uCMzm4DqCrS1tuLatWsZsDC/kD2mfIqiEAC4mnVx+1quXL58GaMj\nIyip2RzXIiVZSlbcDyD3G4RnElEU0djYCJ1Gjxp3ei/9tSX3AsjdUMdMIv8336dg6KiMvM9cPK8k\nCtNEnpFpUCl0VKbC5oBNb8CF8+fzehZ3eHgYL2zdCh3P8EcbNFkX2jqe4SsbeAiCgGeffTbvhUxH\nRwdOnToFT5EIb+p9V1NGrwfWrBAxMDCIo0ePZt8Ahdm7dy8aGxthKxFRdk92j81rgFWfEcDxwI+f\n+TF8Pl92DcgwgiCg5UYLYDeA6TUZOQbTaQCHES03buRk6E4muXr1qhSeW10hCbwU4NatAQDs27dP\nSdPyjjt37uDy5cvgSqvBzLaU98NV1IIZjPjoo4+WdfEj+d1QWrslrf2U1GwC4/hlLbLb29vR09OD\nNd57Us4nlKkrvQ8c45alyG5sbISW06ChSPmmzuuLVkLHa3OyNQWJwjQ5f/48GIA6dxZdBvPAMYZ6\ntxeDQ0N5W0JYDhsdn5jA763j4DKp43ldW8zhgUoOra2teOONN1SxQSnkXEI1vIQyDWukwjNvvvlm\nXk9YtLW1Ydu2F6E1ACs/I4Kp8PQ0uYCqBwRMjE/gRz/6UUENJHt6ejDpnwSKMxQ6KlNswdTk5LIL\niZILPnH1aTwMykoAuw0fHf2oYPLXU+HIkSMAAG5lcq0T7oZxPLgV9RgZGcnZaoSZJhgM4ujRo9Cb\nHCgqTa/Rq85gQXFFA27duiW1tlmGHDp0CADQUJ6ewAYAk96C2uI6tLS0LKviXL29vWhvb0d90UoY\nMpAfoud1WO9aic7Ozpx7D5EoTIPp6Wlcu3YNVXYnLLosJBYtQb1b6qOSryWuDx8+jBMnTmCli+Gh\nGnUvzS/X87AbGF577bW8DTUbGhrCwYMHYbMAVeoUxgUAWM3AigoRbW1teRveHAgE8NRTT2FmJoQV\nDwnQZag4ZiJ41gLOahGXLl3K+0mLWKKlzz2pe14SwmuNP94ywOfzSbP9TgdQkvoEJmMMrH4twqGw\nFIq6DBFFURp4czz4FYuHls2cOoiZUwcX3YZf1QBgdjC/3Dh9+jQmJiZQvupTaYWOylSs/k0AwIcf\nfpj2vvKNcDiMgwcPwqA1oa4stYI9d7Op+iEAwAcffKDI/vIBuSKwklVH72aTNzdDSEkUpsG1a9cQ\nCoWwrkhdL6HMuiIPAKkyYr7R39+Pn/7Xf0HHM/zJRg04FfMzAcCoZfjje/loL7p8rEa6d+9ehEIh\nNKzJfLP6pZA9lbLnMt/Ytm0bOjs74a0T4axU1xbGgNrfFKEzAb/4xS8KJr8rWvq8JIVqSMl4oL22\n+OMtA/bv349wOAy2fl3aIflsdS2g02Hfvn0FXQl3IVpaWtDe3g6uajWY3rDotuG2qwi3LT75wDzl\nYDYnPv7442XZ7kMuQlax5iFF9uet3git3owPPvwQMzMziuwzXzhx4gSGhoawsfLTaYeOytSXbYZR\na8J77763bO73xsZGMMZwX3F6nuvFuLdYehbnWkuahIeK586dw+joKABppmznzp34t3/7t2jPo+XI\n5cuXAcyKMbXxmq1wGIy4dOlSXoXphcNh/OhHP4J/chKPr+dQpFLY6N2sK+bwUA2Hzs5OvPTSS2qb\nkxSBQAD79++DQQ+srlHbGsDtAkqKRZw7dw5tbW1qm5MUZ86cwf79+2F0AlX358Z9pdEDK39bgCAI\n+NGPfpSXkxZ309zcDGh4wJV4kRlxyA/4g4A/CPH1T6TlpXCaAC0vHW8ZEAgEsG//fsCgB1tZk/b+\nmFYLtnYVRkZGlmXu1jvvvAMA4Ncp44lhjIFfuxHBYBCHDx9WZJ/5Ql9fH86dOwendzVsrgpF9slr\ndKhY/ZsYHRnJOS9Mpnn77bcBAJ9e9TuK7VOn0eP+FZ/FyOhINGy6kBkaGsKVK1ew2lEFmz5zqQw2\nnRlrHNW4evUqhoaGMnacZElIFO7atQtf+9rX0NHRAQB4/vnn8eSTT+LMmTP4+7//+4Iq358McvjR\nalexypZIMMawxlWM4eFh3LlzR21zEmbHjh1obm7GvaUMD1TmlvP6i3U8SqwM+/bty7kZncU4ePAg\nxscnsG6lCE1manYkjewtlF9c+cDY2BieffYZqYn8bwvgcuRcAoCtFChZL6Knpwfbtm1T25y0GB4e\nlnKhS6xgXBKTQh9cm/USjgaAD5Yu8c04BpTY0N3dnVMv40zx4Ycfwj8xAVa3BkyhhwGrXwswqUpz\nPk1Apovf78eRI0fALHZw5SsU2y+/+h6A43BgmbX72Lt3L0RRRHXdZxXdb3W9tL/du3crut9c5tKl\nS7h69SrWltyLYquyhQ8/vfJ/gWMcfvWrXxVUHvt8NDY2QhRF3O9NL184EeRj5NLYMqER+Pbt2/HP\n//zP2LBhA4LBIF555RX89V//NXbv3o3vfve7eP311zNtZ84hCAKuX78Or9kK2xIhJNlkpVMqMZkv\n+TIXLlzAa6+9BqeR4SsqVBtdCh3P8P/u46HlgWeeeQb9/f1qm7Qkoihi9+7d4DipJYQy+0x/H5Wl\ngM0iFWkYGRlJf4dZ4Oc//zmGh0dQcZ8As0tta+ZSuUlqU7F///68zSUGZqMuUGpP+DfiZFASgrGM\nTknrl6JUCiHN53OWCOFwGG+9/TbAcWB1axTbL7OYwVZU4/bt2wXRGzdRjhw5gunpafBrNyr6rmIm\nC7iqNbh9+3bBhIMvhd/vx7vvvgu9yY6ylQ8qum+LowzFFQ1obm5GS0uLovvORURRxCuvvAIAeHjd\n7yu+f4epCJuqH0JXV1fBRwfIlVY3p9HjMVE2e+vjjpkLJCQKOzo68PDDDwOQwkgnJibwla98BQCw\nZcuWqAdxOdHX14eJiQnUOorUNiUO2Z58eBAODg7i6R/8AAwi/t8mHiZdbglCmVIbh8cGPa1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2vXrkniobIczK5OOC7XIIVf5UM+62KEQiH86le/AnhNxttQLEYheAt//etfo6enB9XrH4XNVaGq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\nevVqjqWERYoUwWKx0LFjR3799Vd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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fdf12f46128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style=\"whitegrid\")\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "# create our violinplot which is drawn on an Axes object\n",
    "vplot = sns.violinplot(x='Pk', y='WS_per_48', data=top10)\n",
    "\n",
    "title = ('Distribution of Win Shares per 48 Minutes for each' \n",
    "         '\\nNBA Draft Pick in the Top 10 (1966-2014)')\n",
    "\n",
    "# We can call all the methods avaiable to Axes objects\n",
    "vplot.set_title(title, fontsize=20)\n",
    "vplot.set_xlabel('Draft Pick', fontsize=16)\n",
    "vplot.set_ylabel('Win Shares Per 48 minutes', fontsize=16)\n",
    "vplot.tick_params(axis='both', labelsize=12)\n",
    "\n",
    "plt.text(-1, -.55, \n",
    "         'Data source: http://www.basketball-reference.com/draft/'\n",
    "        '\\nAuthor: Savvas Tjortjoglou (savvastjortjoglou.com)',         \n",
    "          fontsize=12)\n",
    "\n",
    "sns.despine(left=True) \n",
    "           \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each violin in the above plot actually contains a box plot, with white dot in the middle representing the median.\n",
    "\n",
    "A violin plot is a combination of a boxplot and [kernel density estimate](https://en.wikipedia.org/wiki/Kernel_density_estimation). Instead of just having whiskers or dots to give us more information about the distribution of our data, the violin plot provides an estimated shape of the distribution.\n",
    "\n",
    "###Software Versions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python version: sys.version_info(major=3, minor=4, micro=3, releaselevel='final', serial=0)\n",
      "IPython version: 3.2.0\n",
      "Matplotlib version: 1.4.3\n",
      "Seaborn version: 0.6.0\n",
      "Pandas version: 0.16.2\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print('Python version:', sys.version_info)\n",
    "import IPython\n",
    "print('IPython version:', IPython.__version__)\n",
    "import matplotlib as mpl\n",
    "print('Matplotlib version:', mpl.__version__)\n",
    "print('Seaborn version:', sns.__version__)\n",
    "print('Pandas version:', pd.__version__)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can check out the ipython notebook and data used in this post at the github repo [here]((https://github.com/savvastj/NBA_stuff)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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