{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock Analysis Using Stocker \n",
    "\n",
    "This notebook will walk through a basic example of using the Stocker class to analyze a stock. The Stocker class is built on the quandl financial library and the fbprophet additive model library but hides all that code behind the scenes so you can focus on making sense of the data! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Command for plotting in the notebook\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import the Class\n",
    "\n",
    "Make sure to run this notebook in the same directory as stocker.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from stocker import Stocker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instantiate a Stocker Object\n",
    "\n",
    "An object is an instance of a Python class. To create a stocker object, we call the Stocker class with a valid stock ticker (there are over 3000 available). We will be using Microsoft throughout this example. If successful, the call will display that the data was retrieved and the date range. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Stocker Initialized. Data covers 1986-03-13 to 2018-01-22.\n"
     ]
    }
   ],
   "source": [
    "microsoft = Stocker('MSFT')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Stocker object contains a number of attributes, or pieces of data, and methods, functions that act on that data. \n",
    "One attribute is the stock history, which is a dataframe. We can assign this to a variable and then look at the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Ex-Dividend</th>\n",
       "      <th>Split Ratio</th>\n",
       "      <th>Adj. Open</th>\n",
       "      <th>Adj. High</th>\n",
       "      <th>Adj. Low</th>\n",
       "      <th>Adj. Close</th>\n",
       "      <th>Adj. Volume</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>Daily Change</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1986-03-13</td>\n",
       "      <td>25.50</td>\n",
       "      <td>29.25</td>\n",
       "      <td>25.5</td>\n",
       "      <td>28.00</td>\n",
       "      <td>3582600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.058941</td>\n",
       "      <td>0.067609</td>\n",
       "      <td>0.058941</td>\n",
       "      <td>0.064720</td>\n",
       "      <td>1.031789e+09</td>\n",
       "      <td>1986-03-13</td>\n",
       "      <td>0.064720</td>\n",
       "      <td>0.005779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1986-03-14</td>\n",
       "      <td>28.00</td>\n",
       "      <td>29.50</td>\n",
       "      <td>28.0</td>\n",
       "      <td>29.00</td>\n",
       "      <td>1070000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.064720</td>\n",
       "      <td>0.068187</td>\n",
       "      <td>0.064720</td>\n",
       "      <td>0.067031</td>\n",
       "      <td>3.081600e+08</td>\n",
       "      <td>1986-03-14</td>\n",
       "      <td>0.067031</td>\n",
       "      <td>0.002311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1986-03-17</td>\n",
       "      <td>29.00</td>\n",
       "      <td>29.75</td>\n",
       "      <td>29.0</td>\n",
       "      <td>29.50</td>\n",
       "      <td>462400.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.067031</td>\n",
       "      <td>0.068765</td>\n",
       "      <td>0.067031</td>\n",
       "      <td>0.068187</td>\n",
       "      <td>1.331712e+08</td>\n",
       "      <td>1986-03-17</td>\n",
       "      <td>0.068187</td>\n",
       "      <td>0.001156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1986-03-18</td>\n",
       "      <td>29.50</td>\n",
       "      <td>29.75</td>\n",
       "      <td>28.5</td>\n",
       "      <td>28.75</td>\n",
       "      <td>235300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.068187</td>\n",
       "      <td>0.068765</td>\n",
       "      <td>0.065876</td>\n",
       "      <td>0.066454</td>\n",
       "      <td>6.776640e+07</td>\n",
       "      <td>1986-03-18</td>\n",
       "      <td>0.066454</td>\n",
       "      <td>-0.001734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1986-03-19</td>\n",
       "      <td>28.75</td>\n",
       "      <td>29.00</td>\n",
       "      <td>28.0</td>\n",
       "      <td>28.25</td>\n",
       "      <td>166300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.066454</td>\n",
       "      <td>0.067031</td>\n",
       "      <td>0.064720</td>\n",
       "      <td>0.065298</td>\n",
       "      <td>4.789440e+07</td>\n",
       "      <td>1986-03-19</td>\n",
       "      <td>0.065298</td>\n",
       "      <td>-0.001156</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date   Open   High   Low  Close     Volume  Ex-Dividend  Split Ratio  \\\n",
       "0 1986-03-13  25.50  29.25  25.5  28.00  3582600.0          0.0          1.0   \n",
       "1 1986-03-14  28.00  29.50  28.0  29.00  1070000.0          0.0          1.0   \n",
       "2 1986-03-17  29.00  29.75  29.0  29.50   462400.0          0.0          1.0   \n",
       "3 1986-03-18  29.50  29.75  28.5  28.75   235300.0          0.0          1.0   \n",
       "4 1986-03-19  28.75  29.00  28.0  28.25   166300.0          0.0          1.0   \n",
       "\n",
       "   Adj. Open  Adj. High  Adj. Low  Adj. Close   Adj. Volume         ds  \\\n",
       "0   0.058941   0.067609  0.058941    0.064720  1.031789e+09 1986-03-13   \n",
       "1   0.064720   0.068187  0.064720    0.067031  3.081600e+08 1986-03-14   \n",
       "2   0.067031   0.068765  0.067031    0.068187  1.331712e+08 1986-03-17   \n",
       "3   0.068187   0.068765  0.065876    0.066454  6.776640e+07 1986-03-18   \n",
       "4   0.066454   0.067031  0.064720    0.065298  4.789440e+07 1986-03-19   \n",
       "\n",
       "          y  Daily Change  \n",
       "0  0.064720      0.005779  \n",
       "1  0.067031      0.002311  \n",
       "2  0.068187      0.001156  \n",
       "3  0.066454     -0.001734  \n",
       "4  0.065298     -0.001156  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_history = microsoft.stock\n",
    "stock_history.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The advantages of a class is that the data and the functions which act on the data are associated with a single variable. In effect, a class is an uber data-structure because it contains within it other data and functions. Here we will use one of the Stocker methods to plot the history of the stock. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration\n",
    "\n",
    "First, a basic plot of the stock history and a few statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Adj. Close = 91.61 on 2018-01-22.\n",
      "Minimum Adj. Close = 0.06 on 1986-03-24.\n",
      "Current Adj. Close = 91.61 on 2018-01-22.\n",
      "\n"
     ]
    },
    {
     "data": {
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q5557rtS28/LytGfPHmVmZpZYJy4uTsuXL1f//v319ttvq2fPnurRo4fmzZun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\nERERBSkG+0REREREQer/AxkeUHvE4NA2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737cf8780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.plot_stock()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot_stock method accepts a number of arguments that control the range of data plotted, the statistics plotted, and the type of plot. In a Jupyter notebook, you can type a function, and with your cursor in the parenthesis, press shift + tab to view all the available function parameters. Here we will plot the daily change in price and the daily volumn as a percentage relative to the average value. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Daily Change = 2.08 on 2008-10-13.\n",
      "Minimum Daily Change = -3.34 on 2017-12-04.\n",
      "Current Daily Change = 1.61 on 2018-01-22.\n",
      "\n",
      "Maximum Adj. Volume = 591052200.00 on 2006-04-28.\n",
      "Minimum Adj. Volume = 7425503.00 on 2017-11-24.\n",
      "Current Adj. Volume = 23190700.00 on 2018-01-22.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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1WzR69GgcOnQIQP64sJEjR2LAgAEwNTUt9ry8vDxcvXoVYWFh2LNnD9auXYug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\nXtUoJ5l143BYwLLGwGebzY6SkoqEryu8b6u1HCUlwdRc3bp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66aUwm834+uuvsZVuzKGM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\niHilZkFERERERLz6HzeG9R9cjJ4eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b73820b7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.plot_stock(start_date = '2000-01-03', end_date = '2018-01-16', \n",
    "                     stats = ['Daily Change', 'Adj. Volume'], plot_type='pct')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Potential Profit\n",
    "\n",
    "If we want to feel good about ourselves, we can pretend as if we had the fortune of mind to invest in Microsoft at the beginning with 100 shares. We can then evaluate the potential profit we would have from those shares. You can also change the dates if you feel like trying to lose money! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Total buy and hold profit from 1986-03-13 to 2018-01-16 for 100 shares = $8829.11\n"
     ]
    },
    {
     "data": {
      "image/png": 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nHY2+bNCgAebMmYOkpCSd8wqsaffu3YiPj8fEiRPRvn17dbmjo6N6hNyY1w8p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\noBaipgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737fa0d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.buy_and_hold(start_date='1986-03-13', end_date='2018-01-16', nshares=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Total buy and hold profit from 1999-01-05 to 2002-01-03 for 100 shares = $-56.92\n"
     ]
    },
    {
     "data": {
      "image/png": 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88ojDGM6JEydixIgR+Pnnn3H27Fk0bdoUcXFxiI6OxtixY63ZS4vY2Fjs378f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\nf/ZJvLkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737d8f5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.buy_and_hold(start_date='1999-01-05', end_date='2002-01-03', nshares=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surprisingly, we can lose money playing the stock market! "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trends and Patterns\n",
    "\n",
    "An additive model represents a time series as an overall trend and patterns on different time scales (yearly, monthly, seasonally). While the overall direction of Microsoft is positive, it might happen to decrease every Tuesday, which if true, we could use to our advantage in playing the stock market. \n",
    "\n",
    "The Prophet library, developed by Facebook provides simple implementations of additive models. It also has advanced capabilities for those willing to dig into the code. The Stocker object does the tough work for us so we can use it to just see the results. \n",
    "Another method allows us to create a prophet model and inspect the results. This method returns two objects, model and data, which we need to save to plot the different trends and patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Pb+NREUIIIaq2mJgYOnTowLBhwwgODn6gi9dqNY9rWTp16kRBQUGF1snNzeX0\n6dMUFBRgbm5OgwYNKjRnprm5Obt27Sp3/+TkZDZv3sy0adPQ6/Umba6urgwaNIhly5bxzTffAPDF\nF1/w/vvvM2XKFDZv3sybb75Jw4YNefLJJ1mxYgUzZ85k6dKlNGnShMTERI4cOWLc3osvvkhcXBxL\nly7F3d2d1atX0717d44dO4a/vz8A2dnZfPrpp/z44484Ozvj4eHB5MmTWblyJSNGjACunYldvnw5\nH3/8sfGYBQQEMGHCBOzt7fn9998ZMmQIvr6+PProo8yePZvIyEiaNm1qXKdmzZrExcWZ5BseHs6z\nzz7LlClTGDBgAHv37mXUqFHY2dnxyiuvGPvNmDGDqVOn8v7777NixQpee+01OnXqRMOGDZkzZw5r\n165l+fLl1K1bl3PnznHu3LlyPx5CCCHEwyIsLIyUlBTMzMy4cuUK4eHh+Pr6VnZYpZLC9TZlZWUZ\ni9aCggKysrLu6WTvZ86cQSlFo0aNSm1v1KgRKSkpJCUlAdChQwcmTpwIQP369fnrr7+YOXMmTz75\nJPHx8bi6utKtWzfMzc2pW7cubdq0ASA6OppffvmF8+fP4+7uDsDbb7/Npk2bWLBgAf/5z38AKCgo\n4JtvvqFFixbGGAYMGMDPP/9sLFy3bt1KSkoK/fv3B6BOnTq8/fbbxv6vv/46mzZt4tdff+XRRx/F\nwcEBCwsLrK2tcXV1LfNYfPXVV3Tt2pVJkyYZ8zt58iSzZs0yKVyDg4MZNWoUABMmTGDmzJns2LGD\nhg0bEh8fj7+/Px07dkSj0eDl5VXeh0IIIYR4qAQEBKDVasnPz8fNzY2AgIDKDqlMUrhChc58FouJ\niaFPnz5cunSJ2rVrs2bNmkr9dqKUAjCOA23Xrp1Je7t27YwzDfTv359Zs2bh6+tL9+7dCQ4OJiQk\nBJ1Ox6FDh1BKUb9+fZP18/LycHZ2Nv7fwsKC5s2bm/QZNGgQ7dq14+LFi7i7u7NkyRKCg4OpUaMG\ncO0M7GeffcayZcu4cOECeXl55OXlYWNjU6FcIyIi6N27t8myDh06MGvWLIqKitBqtQAm8Wk0Glxd\nXbl8+TJwbVjCk08+SYMGDejevTtPP/00Tz31VIXiEEIIIR4G9vb2+Pr6YmVlxbJlyx7Ys60gY1xv\nm6+vL2vWrOHrr7++L0Wrn58fGo2GkydPltp+6tQpatSogYuLS5nbKC5qPT09OX36NHPnzkWv1zNq\n1CjjcAmDwYBWqyU8PJzDhw8b/yIiIpg9e7ZxW3q9vsTFUm3atKFevXosXbqUnJwcVq9ezeDBg43t\nM2bMYObMmbz77rts27aNw4cdEvCsAAAgAElEQVQPExQURH5+foWOhVKqxL6LC/frmZubl8i/+CKy\nVq1aERsby9SpU8nJyeHZZ5+lX79+FYpDCCGEeBjEx8djaWlJu3btHuiiFeSM6x3x9fW9bw+ws7Mz\nTz75JN988w1vvvmmyTjXxMRElixZwgsvvGAs6Pbv32+y/v79+2nYsKHx/3q9nl69etGrVy9Gjx5N\nw4YNOXbsGI888ghFRUVcvnyZxx57rMJxDhw4kCVLluDh4YGZmRk9e/Y0tu3evZvevXsbi1mDwcCZ\nM2dMhj9YWFhQVFR00300btyYPXv2mCzbu3cv/v7+xrOt5WFvb8+AAQMYMGAA/fr1o3v37iQnJ+Pk\n5FTubQghhBBV3dmzZwGqxLA5OeNahXz99dfk5eURFBTErl27OHfuHJs2beLJJ5+kTp06TJs2zdj3\nr7/+4vPPPycyMpK5c+fy66+/8sYbbwDXZgWYN28ex48fJyYmhsWLF6PX6/Hy8qJ+/foMGjSIF154\ngVWrVhEbG0toaCjTp09nw4YNt4xx0KBBHDp0iGnTptGvXz+Tcb9+fn78+eef7N27l4iICEaOHEli\nYqLJ+t7e3hw4cIC4uDiuXLlS6jRb48ePZ+vWrUydOpXIyEgWLVrE119/bcyvPIovTjt16hSRkZH8\n+uuvuLq64ujoWO5tCCGEEA+D4sK1bt26lRzJrUnhWoX4+/sTFhZGvXr1GDBgAPXq1eOVV17h8ccf\nZ9++fSZnCsePH094eDiPPPIIU6dOZcaMGQQFBQHg6OjIDz/8QIcOHWjevDlbt25l3bp1xjGsCxYs\n4IUXXmD8+PE0aNCAXr16ceDAATw9PcsVY+vWrTl69CiDBg0yaZs0aRKtWrUiKCiILl264OrqSp8+\nfUz6vP3222i1Who3bkzNmjWJj48vsY9WrVqxfPlyli5dStOmTfnwww/5+OOPGTJkSLmPpa2tLdOn\nTycwMJDWrVsTFxfHhg0bMDOTl4QQQojqpfiztiqccdWo0gYH3iebNm3i3//+N/n5+VhbW/Pdd9/R\nokULLl++zAsvvEB0dDSWlpb873//o2PHjuXaZnp6Og4ODoSGhhIYGGjSlpubS2xsLD4+Pvd0BoDK\nlpOTU2LKrOqguuYNprlXl+d5sVOnTpkMg6lOJPfql3t1zRuqb+73I+++ffsSHx/P+vXrbzqrz91U\nXK+lpaVhb29f7vUqbYxrSkoKgwcPZvfu3TRq1IidO3cyaNAgjh8/zsSJE2nbti2bNm0iNDSUfv36\nER0djU4nQ3KFEEIIIe6WxYsXs2fPHmrWrEmtWrUqO5xbqrTfRaOjo6lVq5bxwpzOnTtz9uxZDh06\nxPLlyxk9ejQArVu3pnbt2iUuxhFCCCGEELfvhx9+YOjQoSQlJXHy5Ek++eQTEhISKjusm6q0wtXf\n35+kpCTj1e+rV68mMzOT2NhYDAYDNWvWNPb19vYudawjXJtfND093eRPCCGEEELc3O+//24yneTn\nX3zO3r17KzGiW6u0394dHBxYuXIlEydOJCMjg44dO9K4cWMyMzPLNUdnsU8//ZSPPvqoxPKrV69y\n6tQpk2UGg4HCwkJyc3Nvus2qrrCwkJycnMoO476rrnmDae55eXkUFBQQExNTLS42u3LlSonXenUh\nuVe/3Ktr3lB9c78XeZ87d47jx49jZ2dnslwZFIcPH6ZJkyZ3dX+lyczMvK31KnXQaKdOndixYwdw\n7cPW1dWVDh06AJCUlGQ863r27Nkyp2h47733eOutt4z/T09Px9PTE2dn5xKDmYsvWrGysnqoL1qp\nrhcpVde8wTR3jUaDubm5XJxVDUju1S/36po3VN/c73beMTExvPrqq1y5cgV7e3ucnZ3JyMxAq9Vi\n72RPQEDAfTnOt/sLeaUWrgkJCbi5uQEwdepUnnjiCfz8/Ojfvz9z585lypQphIaGkpiYWOasApaW\nllhaWt7PsIUQQgghqqSwsDDOnz+PmZkZSUlJ2DnY8Xifx/Fr4oethS116tSp7BBvqlIL10mTJrFn\nzx4KCwtp164d8+bNA2D69OkMGTIEf39/LCwsWLx4scwoIIQQQghxhwIDA9FqteTn56PVadFaamn+\naHNatGvBxYiLlR3eLVVqNfjjjz+Wurx27dr88ccf9zkaIYQQQoiHm6enJ56eniSnJqOz1GFjb4Pe\npuoMs5PTmEIIIYQQ1UBubi5nzpzBzMwMK2srdJY6NGiwsLSo7NDK7eG/5FiUy44dO9BoNKSmppZ7\nHW9vb2bNmnVH+50yZQotW7a8o20IIYQQwlRhYSGXLl2isLAQuHah+59b/mT73u0UFhZiUAbjzDMW\nVlK4irts2LBhaDQaXn311RJto0aNQqPRMGzYsPsfmBBCCCEeOCdOnGDbnm1s/mMzR44c4dDfh/j7\n4t+cvnSa3IJcADRm16YftbS6dpF7gSog35BfaTGXhwwVqEI8PT1ZunQpM2fONLkv/S+//FLmdGFC\nCCGEqF6Kioq4ePEikVci0Wg0XM28itZMi95eTz3nepjrzdHqtBTkFZCbk8uFpAuEZYcRmhKKJlFD\nBzpUdgplqvaFa15hHmdTz1ba/r0cvbDUlW86r1atWhETE8OqVasYNGgQAKtWrcLT0xNfX19jv7y8\nPCZMmMDSpUtJT08nMDCQmTNn0rp1a2OfDRs2MG7cOM6dO0fbtm0ZOnRoif3t3buXiRMnEhoaiouL\nC//617/49NNPsbGxKTW+tLQ03nnnHdasWUNubq5xvy1atDD2+eyzz5g5cybZ2dk8++yzJndIE0II\nIcTtuXLlChcuXECv13Pu3DkupF5Ab6/H3dudIzuOkJqQisHaQHxUPBmpGfg08uHI3iNYt7Xm1+Rf\n0aReO/u68cJGJqqJJW4G9aCo9oXr2dSz9FjYo9L2v3HYRuq71C93/xdffJEFCxYYC9f58+czfPhw\n440cAD744APWrFnDokWL8PLy4vPPPycoKIioqCicnJw4d+4cffv25dVXX+W1114jLCyM8ePHm+zn\n2LFjBAUFMXXqVObNm0dSUhJjxoxhzJgxLFiwoERcSil69uyJk5MTGzZswMHBge+++46uXbsSGRmJ\nk5MTy5cvZ/LkycydO5fHHnuMxYsXM2fOHJOiWwghhBAVk5qayr59+4hPi8dMY4bOTMfFzIs0adOE\nlKQUfpr7E1cvXaWosMi4TlpyGha+Fjg97WSyrQvZFwi/EE6gR+D9TqNcZIxrFTNkyBD27NlDXFwc\nZ8+e5a+//mLw4MHG9qysLH744Qe++OILevToQePGjfnhhx/Q6/XGeXK//fZbfH19mTlzJg0aNGDQ\noEElxsd+8cUXDBw4kHHjxuHv70/79u2ZM2cOP/30E7m5uSXi2r59O8eOHePXX38lMDAQf39/vvzy\nSxwdHVmxYgUAs2bNYvjw4bz00ks0aNCATz75hMaNG9+7gyWEEEI85NLT09m+YzupuakkZiRi5mJG\nvl0+fs38sLSyJOp4FOkpJe9SVaQtwvkZZ5Nl9SzqMfWRqQ9s0QpyxrXKcXFxoWfPnixatMh4ltPF\nxcXYHh0dTUFBgfHWuQDm5ua0adOGiIgIACIiImjbtq3JzwDt2rUz2U94eDhRUVEsWbLEuEwphcFg\nIDY2lkaNGpXon5mZibOz6YsgJyeH6Oho435vvLisXbt2bN++/XYOhRBCCFHtHT9+nPj0eK5mX8XF\nzQV3b3eTdr+mfljprcjPzcfMzAyDwYCZtRlur7ihc/ynDAz2DaZuWl387f3vdwoVUu0LVy9HLzYO\n21ip+6+o4cOHM2bMGADmzp1r0qaUAigxNkUpZVxW3OdmDAYDI0eOZOzYsSXaSrsQzGAw4ObmZjJk\noZijo+Mt9yeEEEKIirl48SJnE86SXpROk9ZNsNSXvGbG1dOVNk+04ei+o3QK6cSqxatwHemKhes/\nU2A1rNmQR90eJSEt4X6Gf1uqfeFqqbOs0BjTB0H37t3Jz782XUVQUJBJm5+fHxYWFuzZs4eBAwcC\nUFBQQFhYGOPGjQOgcePGrFmzxmS9/fv3m/y/VatWnDhxAj8/v3LF1KpVKxITE9HpdHh7e5fap1Gj\nRuzfv58XXnihzP0KIYQQ4tYyMzMJCw/jbOpZPP09sba1LrOvRqPBxtGGHJcc6rxRB62j1tjm5ejF\nCwEvUJhZeD/CvmMyxrUK0mq1REREEBERgVarNWmzsbHh5Zdf5p133mHTpk2cPHmSl19+mezsbEaM\nGAHAq6++SnR0NG+99RanT5/m559/ZuHChSbbmTBhAvv27WP06NEcPnyYM2fOsHbtWl5//fVSY+rW\nrRvt2rWjT58+bN68mbi4OPbu3cu///1vwsLCAHjjjTeYP38+8+fPJzIyksmTJ3PixIm7f4CEEEKI\nh1xCQgIJ6QmY25vjXNu5RLtBGYy/sGbkZqC6KU7YnzApWmtZ1eK1dq9hbV520fugqfZnXKsqe3v7\nMtumTp2KmZkZQ4YMISMjg8DAQDZv3kyNGjWAaz/1r1y5kjfffJNvvvmGNm3a8J///Ifhw4cbt9G8\neXN27tzJBx98wGOPPYZSinr16jFgwIBS96nRaNiwYQMffPABw4cPJykpCVdXVzp16kTt2rUBGDBg\nANHR0UyYMIHc3FyeeeYZXnvtNTZv3nwXj4wQQgjx8EtOTiYjP4PaPrVLtJ24dIIlfy/B2tyakMYh\nXGp6CWqU3Ma/WvwLK53VfYj27tGo8gx4rELS09NxcHAgNDSUwEDTq+Jyc3OJjY3Fx8cHK6uq9UBV\nRE5OjvEGBdVJdc0bTHOvLs/zYqdOnaJhw4aVHUalkNyrX+7VNW+ovrmXlrdSio0bN3Lw3EFadGiB\nzvyf85AGZWDSH5PIys+66XZr2tRkYpeJaM2unYFNT0nnYsRFujTtYjLv+71SXK+lpaXd9GTcjeSM\nqxBCCCFEFZKSkkJGbgaZGZns37Ifv6Z+1HCrwf74/aw+sfqW6ztaOTKk1RBj0VqVSOEqhBBCCFFF\nJCUlERYexv6/9/PNl9+g1Wqp3aM21u2tyS0qOc/69QwRBt5//n1cPV3vU7R3n1ycJYQQQghRBYSH\nh7Nzz06OXjzK4aOHKSooQt9Wj9mjZiWKVp2ZjuAGweg0185Rago0jOo7qtSiNT0lndhTsdhb2mNp\nWb7b0FcWOeMqhBBCCPGAKywsJP5cPEcSj1DXvy5NAptw8PBBHLo5mPSr61iXVnVa0cy1Gc7WzqQf\nS2db6Daa1WpGw74lxwhnpmUSezwWLwcv6tWpR4MGDe5XSrdFClchhBBCiAdceno6OYU52Dna4erp\nypnjZ6j1XC00un9uLhTiFULX5l2NNxxKPJfI73N+J/VKKjkuOfyr/79Mzrjm5eZxMvwkng6eNPJp\nREBAQIkbGD1oZKiAEEIIIcQDLj09neyCbOONBo4WHMWs5j9lXPbebKwSrEwKz6jjUWSmZ6LVacnJ\nziHqRJSxraiwiMgjkbjbu+Okd6JBgwYPfNEKUrgKIYQQQjzw0tLSrhWudtacvHSSM5ozxrb8hHwM\nYQb8mpje7dKvqR9mZmYUFBRg52BnbFdKEXUiCgeNAx72HrRr0w47O7v7ms/tkqECQgghhBAPuPT0\ndLIKsqhtV5ulR5f+01AE+X/m49vQ17jo2MFjHNhygJp1alJYUIgGDVrdP1NfXb10FZWp8Pfwp1On\nTlVqzm8pXIGNGzdiMBju6z7NzMzo0aPHfd2nEEIIIaoOpRRpaWnEx8eTkppCXlEe+Wb5RF+NNvZx\nSXDhfOR5/o78m2nx0+j7Ul9mvzcbQ9G1ukZjpqGGcw2y0rMI2xmGl78XhQWFeNp60qhRoypVtIIU\nrgAYDAb2x+9HY3Z/xnYog6Jt3bb3ZV+3QynFyJEjWbFiBSkpKfz999+MGzeOli1bMmvWrDLX8/b2\nZty4cYwbN+4+Rls9ybEWQoiHX1RUFPEX4jl99jQaNNg42BB2Jsykj/UlawoLClEozsecZ+ncpcai\nFa7VHPn5+dg52FHDtgbuVu5EZ0Vjb2mPi4vL/U7pjknh+v9pzDS07nLvb3EGELoj9LbWS0xMZNq0\nafz+++9cuHCBWrVq0bJlS8aNG0fXrl3vWnybNm1i4cKF7NixA19fX1xcXFi1ahXm5uZ3bR+VJS4u\nDh8fH/7++29atmxZrnWmTJnCmjVrOHz48D2OTgghhLjGYDBwJuoMKbkpJOYkUlRYhE8jH9YfXG/s\nk5+QT25SrvFX4yJDEQlnE0y2Y2FpQcv2LWndsTVdWnShoKCALLssLLQWVfI26VK4VhFxcXF06NAB\nR0dHPv/8c5o3b05BQQGbN29m9OjRnDp16q7tKzo6Gjc3N9q3b29c5uTkdNe2X10VFBQ8FMW/EEKI\ney8rK4uMnAzMdGY80vERMnMy2Ry9mfOcN/bJPpPNsdBjaHVaigqLSmzDwsICN1c3Hn/icZxrOePq\n6krNmjUxhBto1qzZ/UznrpFZBaqIUaNGodFoOHjwIP369aN+/fo0adKEt956i/379xv7xcfH079/\nf2xtbbG3t+fZZ5/l0qVLxvYpU6bQsmVLFi9ejLe3Nw4ODjz33HNkZGQAMGzYMF5//XXi4+PRaDR4\ne3sD0KVLF5OfpS9fvkxISAh6vR4fHx+WLFlSIua0tDReeeUVatWqhb29PU888QRHjhwpdyxw7Rvn\n9OnT8fPzw9LSkrp16zJt2jRj+4ULFxgwYAA1atTAw8OD3r17ExcXV+7jumPHDjQaDVu3biUwMBBr\na2vat2/P6dOnAVi4cCEfffQRR44cQaPRoNFoWLhwYYXymz9/Pr6+vlhaWvLdd99Rp06dEmOqe/Xq\nxdChQ4FrXxx69+5N7dq1sbW1pXXr1mzZsqXcOQkhhKj6iqe/MrcwRynFor8XsTt2t0mfnMgcCvIK\nsLW3NVlupbfC3d2df//736xbt44Wfi1ws3XDzc2NOnXqEPRUkPHzvaqRwrUKSE5OZtOmTYwePRob\nG5sS7Y6OjsC1sal9+vQhJSWFnTt38ueffxIdHc2AAQNM+kdHR7NmzRrWr1/P+vXr2blzJ5999hkA\ns2fP5uOPP8bDw4OEhARCQ0sf1jBs2DDi4uLYtm0bK1as4JtvvuHy5cvGdqUUPXv2JDExkQ0bNhAe\nHk6rVq3o2rUrycnJ5YoF4L333mP69OlMmjSJkydP8vPPP1O7dm0AsrOzefzxx7G1tWXXrl1s2bIF\nW1tbunfvTn5+foWO8QcffMCMGTMICwtDp9MxfPhwAAYMGMD48eNp0qQJCQkJJCQkMGDAgHLnFxUV\nxfLly1m5ciWHDx+mX79+XLlyhe3btxv7pKSksHnzZgYNGgRAZmYmwcHBbNmyhb///pugoCBCQkKI\nj4+vUE5CCCGqri1btrDljy0kX03mXNo5zlw9Y9KedTyLnMgcHF0cGTN1DJ2f7kzrjq0Z+fpI3n/v\nfdatW8ekSZNo1qwZnTp04olOTxg/P6vaBVnXk6ECVUBUVBRKKRo2LHmrtutt2bKFo0ePEhERgb+/\nPwCLFy+mSZMmhIaG0rr1tTG8BoOBhQsXGudsGzJkCFu3bmXatGk4ODhgZ2eHVqvF1bXk/YwBIiMj\n2bhxI/v37+fRRx8FYN68eTRq1MjYZ/v27Rw7dozLly8b73v85ZdfsmbNGlasWMErr7xyy1gyMjKY\nPXs2X3/9tfFsZL169ejYsSMAS5cuxczMjB9//BGNRkNOTg4LFizA0dGRHTt28NRTT5X7GE+bNo3O\nnTsDMHHiRHr27Elubi56vR5bW1t0Op3J8di2bVu58svPz2fx4sXUrFnTuG737t35+eefjeOSf/31\nV5ycnIz/b9GiBS1atDD2/+STT1i9ejVr165lzJgx5c5JCCFE1ZOYmMjmzZt55ZVXKCwsZM/2PTzx\n8RMmfYrWFJF/Oh87ezuef/15zC3MeWXoK9hZ2uHj40Pjxo0xM/vn3OT1n0FVnZxxrQKUUgC3vKNF\nREQEnp6eeHh4GJc1btwYR0dHIiIijMu8vb1NJhp2c3MzOVt6KxEREeh0OgIDA43LGjZsaDzzCxAe\nHk5mZibOzs7Y2toa/2JjY4mO/mcaj5vFEhERQV5eXpkXnoWHhxMVFYWdnR22trbUrFkTJycncnNz\nTfZRHs2bNzeJAbjpMSlvfl5eXiXeMAYNGsTKlSvJy8sDYMmSJTz33HNotdfm2MvKyuLdd981Pna2\ntracOnVKzrgKIUQVl5SUxJ9//sn589fGqcbHx3P48GEKCwvJy8vj6NGjHDh4gNV/rKawsBAzrRlp\nKWlEXor8ZyPnwSbXhqyMLLIzs/l59s+YZZjh7+VPSEgITZs2NSlaHzZyxrUK8Pf3R6PREBERQZ8+\nfcrsp5Qqtbi9cfmNFwhpNJoKzWNbnkLaYDDg5ubGjh07SrRdX+DeLJZbXe1oMBgICAgwjq/Nzc01\n/vxR0W+X18dRnNfNjkl58yttaEdISAgGg4Hff/+d1q1bs3v3br766itj+zvvvMPmzZv58ssv8fPz\nQ6/X069fvwoPfxBCCPFgCQsLIzIpktzcXDQaDQfCDpBVkHXt5gLZWZxPOU9Wfha1fWqjNddiKDTg\n6ORIhjYDCv//Rq6AjZ0NWp0WnYWO7Mxscq/kmpyAeZhJ4VoFODk5ERQUxNy5cxk7dmyJYig1NRVH\nR0caN25MfHw858+fNw4VOHnyJGlpaSY/49+pRo0aUVhYSFhYGG3atAHg9OnTpKamGvu0atWKxMRE\ndDrdbQ8A9/f3R6/Xs3XrVl566aUS7a1atWLZsmXGi6NycnLuydQeFhYWFBWZXq15J/np9Xr69u3L\nkiVLiIqKon79+gQEBBjbd+/ezbBhw/jXv/4FXBvzWpELzoQQQjx4srKyyMzJ5ErWFRysHAgNCyUq\nOYoCQwE25jZEp0SjLBS2NWzxqu+Fe113MgoysGttR1ZhlnE7uedy8WroRcLZBFKupODs5EyfPn2M\nw9YedlK4/n/KoG57ftXb2VdFffPNN7Rv3542bdrw8ccf07x5cwoLC/nzzz/59ttviYiIoFu3bjRv\n3pwXX3yROXPmUFhYyKhRo+jcubPJz/p3qkGDBnTv3p2XX36Z77//Hp1Ox7hx40yKxm7dutGuXTv6\n9OnD9OnTadCgARcvXmTDhg306dOnXPFYWVkxYcIE3n33XSwsLOjQoQNJSUmcOHGCESNGMGjQIL74\n4gt69+7Nxx9/jIuLC5cvX2bVqlW88847JkMm7oS3tzexsbEcPnwYDw8P7Ozs7ji/QYMGERISwokT\nJxg8eLBJm5+fH6tWrSIkJASNRsOkSZPu+53dhBBC3F1XrlwhOj6aM2fOkFUnCy8PL6xdrFFKcSLp\nBB71PKjtce3iqdDtoRR5FOHwlAPZumzT7Ry7wl9n/+KZl5+h8HIhIUEhxmtYqgMpXLl2+9X7fSer\nio4/8fHx4dChQ0ybNo3x48eTkJBAzZo1CQgI4NtvvwWu/cS9Zs0aRo0aRadOnTAzM6N79+7897//\nvevxL1iwgJdeeonOnTtTu3ZtPvnkEyZNmmRs12g0bNiwgQ8++IDhw4eTlJSEq6srnTp1Ml7VWB6T\nJk1Cp9Px4YcfcvHiRdzc3Hj11VcBsLa2ZteuXUyYMIG+ffuSkZFBnTp16Nq1K/b29nct12eeeYZV\nq1bx+OOPk5qayoIFCxg2bNgd5ffEE0/g5OTE6dOnGThwoEnbzJkzGT58OO3bt8fFxYUJEyaQnp5+\n1/IRQghx/61evZrJEyaDBmrUrMFL779EYGAgZmZmGOob0Oq0xr7nY8+jCdCg0ZkOyStMLoRsyNJk\ncTXxKiFdQujQocP9TqVSaVTxgMWHRHp6Og4ODoSGhpY465Wbm0tsbCw+Pj5VeiqIW7lXP5k/6Kpr\n3mCae3V5nhc7derULWfceFhJ7tUv9+qaN1Td3AsLCzly5AiPP/64cZ5yjUbDgFEDGPj6PycuEs8l\nEnU8CgdnB2ZOm4n9SyVPwGSGZnJ11VXcvdzpP6I/QQFBdOvWrUpejFVcr6WlpVXoZJOccRVCCCGE\nuAeUUixZsoTRo0eTlZVlsnzj0o1kZ2bj4uZCvcb1mPP+HFKSUrBztKOovul1FZYpltRvWJ/Dpw5T\nx6cOQ8cPxdPeEx8fnypZtN4JKVyFEEIIIe6imJgYwsLCKCgoYPoX002K1mJpV9NYu2gtGo0GRxdH\n0pLT0Ol0pKek4+zrbOynEhQ+iT4896/nOJR1CCu9FRZmFrhYu9y1azmqEilchRBCCCHukpiYGIKD\ng4mNjaWgoMBkCkmFwtzcnIL8AmN/pRSZaZloNBqKCouwaWmDdVPrf9rPK7Jzs8nNzqWwoBB7F3ua\n1mpKYEBgtRweJ4WrEEIIIcRdEhYWxoULF1BKXZtH3UyDMii0Oi21m9WmcdvGbP1uK1pnLebO5uTG\n5lJUUISlmyXOTztjUc/CZHtJB5Kwd7MnKz0LjUaDg40Dj3d5HAcHh0rKsHJVy8L1IbseTQgT8vwW\nQojKExgYiJ2dHTk5OcZl5hbmtHu9HeddzxNNNF5jvaAWxlkDVJFCoy15U5/8uHxyz+eSrE0mIy0D\nDRocHR2rbdEK1eyWr8V3R8rOzr5FTyGqruLn9413JRNCCHHv+fr6MmTIEOrWrUvNWjWx0lthW9OW\nBNcEYx+Nu+lUVzcWrUVZRSSvTSZtaRo6cx1arZazkWfJzc6t9icnqtUZV61Wi6Ojo/Ee9NbW1je9\nbWlVlZeX91DmdSvVNW+4ljtcK1ovX76Mo6MjWq32FmsJIYS4FxwdHbGwsCDtQhr5+flofDQUUXTr\nFYHCpEJy1+UyYsQItM9o2fx/m0lNS2XBFwsoyCtg165dxMTE4Ovre4+zeDBVq8IVwNXVFcBYvD6M\nCgoKquXZtuqaN5jm7ujoaHyeCyGEuP+KiorIysoy3i7cuoF1mX2zT2VTdLUIyxRLdNk6goKCaD2n\nNa6ermSmZbJnzR4SElPkGe8AACAASURBVBIoyCvATGtGeno6GzZsYMyYMfcrnQdKtStcNRoNbm5u\n1KpVi4KCgluvUAXFxMTg4+NT2WHcd9U1b/gnd3NzcznTKoQQlayoqAgLCwts7G3ISMsotXC1Mbdh\nsN9gvv3xW9KuppGangrAH2l/0LrztVu4nj1zFr2l3niRV2FBIRqNhq+//prg4OBqeda12hWuxbRa\n7UP7AW9mZlYt7ph0o+qaN1Tv3IUQ4kFTVFSEVqul2UvNSKiVYNL2QqsXsDa3xs3ejZykHK4kXiEr\nPQulFE61nUi9kkrUiShcPV3Jz83HycEJvaUeO3s70lPT8fDwICUlhfDwcClchRBCCCHEncnJyaHI\nsahE0WqmMaNxrcZYmV870XDs+DEA7J3syUjJIDcrl5ruNfFr4kdhQSGGQgO2NrbY6m0xU2aoIkVu\nbi61a9cmICDgvuf1IJDCVQghhBDiLsrKysJQz4DZDZM3edfwNhatAH5N/XCu7UzqlVRc67ry9OCn\nCewciKunKxmpGejN9dSoUQO9Xo9er6dTp048/fTTBAQEVMuzrSCFqxBCCCHEXZWWlgZupsusdFY8\n3ehpk2Wunq58MPcDok5E4dfED1fPfy6szc3ORa/T4+joaFzm6elJ//7972nsDzopXIUQQggh7pLc\n3FzSMtLQNPlnesag+kE85f8UWrOS19a4erqaFKzFsjKy0Jvr0The205eXh6xsbHVeiosqGY3IBBC\nCCGEuJeSk5PJ1GWisfincPVz9jMWrcVTZN1MZnomyZeScdI74eLiQl5eHtHR0axdu5Y+ffoQExNz\nz+J/0MkZVyGEEEKIuyQlJYVMfabJsjoOda61JaUQdTwKTz9ParrV5ELsBWrUrAFcuy1swrn/x96d\nh8dV3Xn+f9e+qBZVlZaSZMmyLMmyJa+SsYNZDWkgIUADyWQhQJOeTpghnTQ0PcmT7oGEIYRM0r80\nHTphSEhIukOHEJYsYCBAWEIwsrzLlqxSaZdKS6k21V517+8PNaUoNmAZ2zL29/U8PI/vqXvPPeda\nPPr41LnnjKHkFKLTUZYXL6ehroGxsTHi8TjZbJaysjLGx8fP2BUFQIKrEEIIIcRxE4vFSNlThWOP\n1YPVMLuOq6/TxzLXMvw9fqKhKJq4hoNDBzEZTOTyOWxGG26Lm0p3JasaV9Hc3MzMzAwGgwGNRkM4\nHKampuaMXVEAJLgKIYQQQhw3MzMzZO1zGxxVOWZHWxMzCUw6EyXWEibjk+RiOZpKmpjJzGDRW9Bq\ntOTVPMtqlrFs2TJcrtmR2HA4zNDQEIqiYLfbue+++87Y0VaQ4CqEEEIIcVzkcjliMzHyzrl5rEuc\nSwAIT4UpNhej1+upcdZg0Bn4wOYPoNFosFqtGAwGUqkUDodjXp3d3d0oioLVaiWdTjM5OXlS+3Sq\nkeAqhBBCCHEcTExMMJocRTWrhbK35reGg2GWmJfQ1tZGNpvFZrMdFlKNRuNhdba0tNDQ0MD4+Dhe\nr/eMniYAElyFEEIIIY6LQCDA/uj+eWW2rI3AUIBkLImr2oXH40GrPfpFnaqrq3nqqafo6Og4ozce\neIsEVyGEEEKI90hRFMYCYxxKHiqUlZpLmfJNYdKZKDYXU15evqDQ+pa6urozPrC+ZVHXcX322Wdp\nbW1l/fr1tLS08PDDDwOzQ+2XXnopDQ0NtLS08Nprry1mM4UQQggh3tHk5CTTM9MElEChrMZSg9Pk\npNpZjdvixus9fKMBsTCLNuKqqiqf/OQneemll1izZg39/f00NTVx9dVX86UvfYnNmzezbds22tvb\nufbaa+nt7UWvlwFiIYQQQpx6xsfH6Y33klLmlsIq1ZTiMDlwmBzo9DoJrsfBoifBcDgMQDQaxePx\nYDKZePTRR+nr6wNg48aNlJeX89prr3HBBRccdn06nSadTheOo9HoSWm3EEIIIcRbIpEIvYneuQIF\ninPFWI1WNm3ahMPhQKc7fMtXsTCLFlw1Gg2PPvooV199NUVFRYRCIR5//HFisRiKolBaWlo4t7a2\nlsHBwSPWc8899/DVr371sPJgMEhXV9cJa/+pbGpq6ozs+5nab5C+S9/PPGdq38/UfsOp3XdVVQmF\nQgTV4FzhJJR5yrAarExPTxMKhY6p7lO53+/FzMzMu590BIsWXHO5HPfccw9PPfUUW7Zsob29nauu\nuoq9e/ei0Wjmnauq6tvUAl/+8pe59dZbC8fRaJTq6mo8Hg9NTU0nrP2nsq6urjOy72dqv0H6Ln0/\n85ypfT9T+w2ndt/j8Th7D+xlID1QKFMDKpHlEdwuNytXrjzmuk/lfr8Xx/oN+aIF1927dzM6OsqW\nLVuA2SkBlZWV7N27F5id5PzWqOvAwAA1NTVHrMdkMmEymU5Oo4UQQggh/kwwGGQgMUBKnZvfqowo\n2E12nE7nIrbs9LNoqwpUV1czPDxMd3c3AD6fj97eXhobG/noRz/K/fffD0B7ezuBQIBzzjlnsZoq\nhBBCCPG2gsEg3fHuuQIFlNHZ4FpcXLx4DTsNLdqIa3l5OQ888ADXXnstWq0WVVX5t3/7N6qqqrj3\n3nv59Kc/TUNDA0ajkZ/+9KeyooAQQgghTkmxWGzeNAHNtAYlo2Az2SS4HmeLmgY/8YlP8IlPfOKw\n8vLycp577rlFaJEQQgghxNFTVZVIJMJYbqxQphmffVenyFSEzWZbrKadlhZ1AwIhhBBCiPezRCLB\nYHxw/vzWYQW9To/b5T6mnbLE25OnKYQQQghxjMbHx+mMdRaOtRotuZHcbHB1uxexZacnCa5CCCGE\nEMdobGyMnmRP4diStBAZj6BRNJSUlCxiy05PElyFEEIIIY5BMpkkMBFgJD1SKBt5fYTIdIT+vn72\n79+/iK07PUlwFUIIIYQ4BmNjY/TN9JHWzG09n+xLArMbLd144434/f7Fat5pSYKrEEIIIcQxGB0d\npXume15ZenAuxEajUTo6Ok52s05rsjiqEEIIIcQCpVIpJqYmGMnOTRNQwyrarBZVM7tVvcPhoLW1\ndbGaeFqS4CqEEEIIsUDT09NE01GmmS6UlepKiZfFSUaTFBcX8/DDD1NXV7eIrTz9SHAVQgghhFig\nWCxGJBNhKjNVKHPmnNxwyw3YMjauu+46Ca0ngMxxFUIIIYRYoFgsRn+yHxW1ULb7id0UGYu49tpr\nJbSeIBJchRBCCCEWKBqNMpQeKhzn43ligzGmhqbweDyL2LLTmwRXIYQQQogFyGQy7D+wn129uwpl\nqYEUmVSGMneZ7Jh1AklwFUIIIYRYgB07dvBPd/4TSqlSKEsPpNFqtCiKgsFgWMTWnd4kuAohhBBC\nHKVgMMgTTzxB3ptHa5qLUYnuBE6Xk02bNi1i605/sqqAEEIIIcRRmJmZ4Y3tbzA2M4ZllaVQrklq\nOGfTOXz4wg+zfv36RWzh6U+CqxBCCCHEUdi1axc9kz1MhaYoWlVUKF9mXsZ5l55Hc00zpaWli9jC\n058EVyGEEEKIdxGPxxmfGieai2JfYUdn0xU+ay5vpkgpoqSkBK1WZmGeSBJchRBCCCGOIJPJ0N3d\nTSgUIhKJEE6FKS4pJjQWKpxj0ploLGtEE9Rgt9sXsbVnBgmuQgghhBBH4Pf72XFgB4FYgGWuZcSz\ncexOOxOZCTDPnlNfUk8mkaFYXyzB9SSQ8WwhhBBCiD+Tz+cZGRlhfGYcvU3PRGKCeCbO7jd2E9VH\nC+d5NB6S8SQWg0WC60kgwVUIIYQQ4s/s3r2boeAQOV2O5c3LyZqzdB3o4vvf+T4669z81pgvRiqZ\nwmq0YrVaF7HFZwYJrkIIIYQQf2LPnj30D/UzHB2mbmUdBqOBscExfvavP8O8zFw4T1VUrEkrRq0R\nu80uL2adBDLHVQghhBACiEQiDA0NccB3gIOTB3GVurAX2wkMBfjXf/xXjHVGSq+ZW+5KnVZpWNGA\n2+SWZbBOEgmuQgghhDjjpVIpXnzpRfJqnp5gD41rG3G6nQD49vsw1hsp/dT8cLp19VY0OQ0ei4cl\nS5YsRrPPODKmLYQQQogz3u9+9zuee+k5Xu18lfLa8kJoBahdWYvnGg8avaZQVmGv4Pz68yELHqcH\np9N5pGrFcSYjrkIIIYQ4ZSWTSXbt2oXRaDzudfv9fh5//HGGhoZ48AcPks/nKako4c7Nd847L2VJ\nzdtw4IP1H+RDTR9itH8Ul9mF1+s97m0TRybBVQghhBCnrEOHDtE91I3b7GbdunUkEgmmpqZYunQp\nOp3u3St4G36/n3PPPZfR0dFCmU6vIx6N4+v0YfAY+I9d/0EikyAwEyicY9AauGTFJWg0GkJTIWrN\ntVRUVLynPoqjJ8FVCCGEEKekfD7PyOgIQ5EhrHork5OTHDx4kJGpEcLhMBs2bKCvrw+bzXbEl6NU\nVaWnp4eBgQFaWlrmBcxf/vKXBAKBeefnc3kMZgP1zfVs696Gf9p/WJ3VxdXotXrSqTTZRBZXiQuX\ny3X8Oy+OSIKrEEIIIU5JIyMjTMQmyOazpHIpDhw4wER4gr5wH+VT5QwODrJ953YsBgvL65ZTX1+P\n2Ty3XNXg4CDPv/A8e7v20t/fz1//9V8TCARIJpNkMpkj3jOTzKCoCgfGDxzx86bSJgBi4RgOk4Py\n8nI0Gs0RzxXHnwRXIYQQQpxyQqEQPp+PiZkJquuryUxmSCQSTMYnyeazRONRdu3ehS/ko9RSSuhA\nCF+vD6PBSD6fx+Vy0dfXxz/9738iHovzdPnTFBUVYTAbGBkb4atf/SqKohx230w6wwv7XyCejx/e\nKBUqNZUAxCIx7EY7brf7RD8K8SckuAohhBDilDI4OMibHW8yEZ9AMSmULylndGKUdC5NMBnEVeoi\nlAqRzWcxFhkZjY2i5BV0eh2qoqLX6rEFbexu301kOoLOoGN6eprtHdtpXN/IU79+imw2W7ifwWBA\nZ9CRSWcoPreYjnzHXGNUSPlTYIDoa1HuD9/PHf/vDuLROGWWMpkmcJJJcBVCCCHEKSOfz9PV1UVP\nsAe9TU9jcyNarRarzcr+wH5KKkooqyqja2cXeqOelWtXotVp0Wg0aLVaFEUhHo2TzWRZZVqF7oc6\nlJyCo9wBLugd7OXggYPz7ml32bnyhivZ1rENy8WWeZ+FXggRejY0e6ABpUjBt9+H2WrG4rBgs9lO\n1qMRSHAVQgghxCnE5/MxPD2MrkhH0/qmQnmxp5jVy1ZjMBrQaDSs3rwanV532DarWq0We7EdAIPR\nQGVNJelkmk//3acp9hRz9/+4m2QiCYDRZMTmtHHbt27DF/Vh9pjn1TWza4aZV2cKxxqNBlepi5qG\nGkKjIdnmdRHI0xZCCCHEKSGZTNJ9qJvh2DBLG5ce9rnRZCy8CGUwGt41NMbCMQBUVOKxOH987o+k\nEim0Wi06vY5LP3Ep3/iPbxAti/Jy8mU0utm6VUWlcqSS8C/DqFl1tjINON1OPvOlzxAYDFBkKMJu\ntx/H3oujIcFVCCGEEIvO7/fz/e9/nz2+PRSXF2O1WQFQVIV0Ln1MdfYf6mdscIzJ0Ul+8u2fEI/F\nUVSFfC4PKmzaugmdS8eTnU/Ou276t9OYh81Y7VacbieWIgveJV5URaWvq48lziVUOaqoqal5z/0W\nCyNTBYQQQgixqPx+Px/+8Ifp6+vD4XZwzd9cwyu/eQVLhYU9rj1klAwfqfkI55WeRzqXRqfVodfO\nRpjAUADffh/1LfV4q+fvYNWzr4dcNoeiKsxEZnj9udfRarRodBrMFjPhYJjf7/09WWXuRa2px6dI\n7Ejwqv5V0snZwKw36InH4jjdTkpKS/DavLQ0t1BeXn7yHpIAJLgKIYQQYpHt2LEDv9+Pisr05DQP\nfv1B8tk85deVU7S2CIAn+p9gKDdE+3A7ZbYyPrvps2SDWe763F0Ex4OUVJTwj//2j/PCq9VlxdJk\nIRPMkB3Pkk6l0Wq16PV6SqpK2Fe0j95gb+H81pJWutVuRj2jBMeDwOy8Vr1BzzmXnkNDcwNrlq9h\ndctq6urqTu5DEoAEVyGEEEIssra2NlRVJZvNFuaw6hw6rKuthXNUVNqH2wGYmJng53t+jmnaRO78\nHLaojWQ6yTN7n2GVugqr0UqVo4q9rr2U/9XsqGjwySCRP0TABAaLgeZbmumKdBXqd1lcfGzjx9h2\naBu/e+x3RKYjZDNZNFoN7jI3H/jgBygxleCxeKitrT15D0fMI8FVCCGEEItqZmYGRZ3dDEBVZ1+G\ncmx2oNG+/Y5Uh6YOAWBZObd81R5lD3v27Jk76U9SjucqD/az7RjLjOTjebqSc6HVoDXw8bUfx6Q3\nUVNfQzabxWwxU7WsipaNLdStqCObyWIpstDW1iYrCSwiefJCCCGEWFS/+c1vUPL/tYuVDjx/6cH1\nweO/sL+xzDh7iyLdvPK/2fQ3rChdAUA8Fmd0YJRYJMZgzyCr6lZx0ZqLcJldWAyybutik+AqhBBC\niEXV399f+LPncg/Os53HVI+qqAu+prGkkYaShsLxwZ0H4b+qURSFnn09fOADH6DOXUdpcSlFRUXH\n1DZxfMhUASGEEEIsmmeeeYYHH3wQAEO5AeeW+aG1ydJEbXUt2w5tA8BqsJLIJgqfh34XIr4vji6p\nIzOTQe/Qo+gVqv+ymlxpjuxoFp1Fh3Gp8Yj331K7Zd7x5os388wjz5DL5dDr9Jx77rmUlpbykcs/\ngkajKczBFYtDgqsQQgghFs0///M/F/7s/rAb/isXqorKxE8niExFOPves/ncys8RMoTYULWBnqke\ndvbvZMfjO9Dt0eHAQdPmJna8vINUMAWA//v+Qr0Go4EbvnsDU5Ypalw1lBWV0TPVg9fuZY13TeE8\nRVHwlHv49Bc+zWT3JGdtPIsrr7wSQOa1niIkuAohhBBiUaiqyvT0NACWBgtFK+e+hp/54wzxzjhx\nNc6/fOlfuOs7d9G0tonAUIDw/jCVyUr0vXqWNy9nqHeIId8QxZ5iAonAvHvYHDY0Gg3uhJsrzrui\nUL6mYs288xRFoWtXF5qUhg+d/SE2f2EzRqORkpKSE/gExEJJcBVCCCHEonjyyScZHhmmfEk57k+7\nSTO74L9ZZybcES7MNY1MR3hp20s49zr51U9+RSwcw2gy4nA5KPYUs/3F7YVz/5ROpyssZ1XfXP+2\n7VBVle7d3ZCC1RWrWbt2LZWVlSeiy+I9kuAqhBBCiKPm9/vZsWMHbW1t72kRfr/fz+c+9zmmpqZw\nrXGRtsxt63pp06V47vZwzy33MBOdIZPO8OiPH0Wr1ZLP5zEYDSTjSRRFYXpiel5o1Wg0GEwGbA4b\nf/UPf4VOr6O++fBdtf7UxMgEJKGsqIy6ujoJracwCa5CCCGEOCqHDh3i7LPPJpFIUFNTw9NPP33M\n4XXHjh1Eo1G0Oi36hrk4UmQo4pzac9DX6fnE5z/BQ/c+RD6XR1VV8vk8ANnM7BatsUiMgZ4BdHod\n+Vy+UIfD5eDv7v07Vp+1+l3bkc1kGe0bpcndhMVgoaam5pj6I04OmWkshBBCiHelqipf//rXCQaD\nJJNJfD4fTz/99DHX19bWhsFgQFEULKvmNhFYXbEavXY2yG68YCNWm/XtqkBRFJLxJB/97EdZv2U9\nOr0Om9NGNp0lMh151zZk0hkOdBzAY/ZQV1PHRz7yESwWy7teJxaPBFchhBBCvKPOzk5+9KMf8dhj\njxXKFEV5T3VWV1fT0NiAu9mN1jYXR/70Lf+yqjIu/suL374SFcwWM1uv2srNd97MkrolaLVanB4n\nSxuWoigKA4cG6OvqK+zI9af6u/tRsyoVtgpWrlz5nvojTg6ZKiCEEEKIt6UoCr5eH9te2UYymSyU\n6/V6Ghoa3uHKdxYIBEhn0xStnltJwKw301jaCEAum6N7TzdWkxWDwUA2Ozs9QKPRFEKo2WrmL2/6\nSwZ7BjGajdz0Dzcx1DuE1WZlKjAFQCaYIa/mGR8ex1vtZWxwjMRMgtrGWiLBCOu86/CWeWVjgfcJ\nCa5CCCGEeFvj4+PE0jF8Ph8arQYtWhRFQVEUPv/5z7Nt27YFz3NNp9McPHiQ6cg05kZzobylvKUw\nTaD3QC+kYNWKVXg8HgKBAFqdFpPJhF6nR6PXsGbTGlpXtaLVaNFqtMSzcUqbS7EZbcxkZgiOBFnu\nXo5Ba+Bg30Fi4RjpcBqT3sTu13dTZCzCaXeyefPm4/rMxIkjwVUIIYQQR6SqKocOHaLjQAf72/ej\n5BWMZiOZdAadQcfExATPP/88mzdvZsWKFZjN5netU1EU2tvbeXnHy8RL41isc3NKN9VsAmAmOkMy\nkqSltAXFo/DQQw9xww03MJOYoaykDJPJRC6fo6aihoaKBtxuN5FIBI/Hg8FgIJfLEYvFSCQS2O12\nSkpK0O3R0TvdS1lRGS6Li2g6isVgobGxUTYXeB+R4CqEEEKIIwoEAgxPDnPwwEGUvEKRY/br9Hw2\nTz6Xx1piBQ3s7d6LXq+nubn5Xevs6uri0PAhdnfuxrbJVii3Y6feM7vW6kjfCFX2KrzlXpYsWUJ1\ndTXf+c532LlrJxdfdDG33347qWgKl9XFOeecg8FgeNf7FhcX4+hwkMlm+MDmD5BIJFBVlaqqqmN8\nOmIxSHAVQgghxGFUVaW7u5vR6Cj1LfW89NRLZNIZKmoqyGVzqIrK1Z+5mpw1x2B0EGevk9LSUsrK\nyt6x3kAgwOjMKOXN5ZiNcyO0m6o2odFoCE2FyEQzVCypYOPGjej1s1Flw4YNXHPNNYyMjNDb20s2\nm+WJJ57g1ltvPaqpCsXFxWzdupV8Po9er6e4uPi9PSCxKGRsXAghhBDzKIrCjh07GJocIqPL4K32\nUlFTQdv5bXzl/q/gLnVjtVlpPa+VcD6M1qSlc6KTN7a/QTAY5D//8z/5j//4D/x+/7x6M5kM4WiY\nPHnGsmOFcq1Gy0WrLyKfzzNwaIDa4lpamlsKofUtJpOJHTt2AGAwGEilUnR0dBx1vzQazWF1iveX\nRfvbC4fDXHDBBYXjRCKB3+9nYmKCXC7H9ddfT29vLyaTie9///ucc845i9VUIYQQ4ozS09NDZ18n\ngzOD1DfX07WrC4PRQMPqBrzVXkwWE8l4EovNwprNs8tXDfoG6Rrv4pVvvML9370fnU5HXV0dTz75\nZGFENBKJEM/GSafS7Ovfh6nZBIDX4sVisDDoG8Spc1JbWUt1dfUR29bW1sby5csZGxujsrKS1tbW\nk/NQxClh0YJrcXExu3fvLhx/61vf4uWXX8btdnPTTTexefNmtm3bRnt7O9deey29vb3yryQhhBDi\nBEsmk3Qf6mYwMsiKDSuw2qykU7PbsZrMs0HTaDYCkE6lCxsEVC+v5oU9L/DsM8+SyWSwWCwEAgHa\n29vJ5/PYbDaSySTJbJLx4XF0Xl3hntaUlWwmy9TIFOu861izZg1vp66ujqeeeoqOjg5aW1vf07az\n4v3nlEmCP/rRj7j77rsBePTRR+nr6wNg48aNlJeX89prr80boRVCCCHE8bd3716GwkO4yl1YbVbG\nY+O8mXkTdbWK1qLl4Y6HmTx3EnWnyrB/mM72Tupb6tn/5n6+/7Xvk81mURWVVCpFWVkZXq+X7bu3\no9VosZvspHIpappr0I/PRZDm6mbCU2GcJidLqpZgs9neoYWz4VUC65nplAiuf/zjHwkGg1x++eUE\ng0EURaG0tLTweW1tLYODg0e8Np1Ok06nC8fRaPSEt1cIIYQ4HQ0PD+Mf8hPMBlldt5q8kucH7T9g\nUjsJrfAcz8EoYAJ1s8p9/999hA6EKKsqw+lxks/NvviUy+YwW8y43W58Ph+TTBLPxLEYLGTzWdRa\nFcbn7ruufh3j3eN4rV4qKysXrf/i1HdKBNeHHnqI66+/vjAVQKPRzPv8SNu0veWee+7hq1/96mHl\nwWCQrq6u49vQ94mpqakzsu9nar9B+i59P/OcqX0/kf1Op9MMDg4yk5lhxZIVaMNaOqY6mIxPHvF8\njUaDUq9AJ4wPjZNNZdHpdOTzeXR6HelUmt27d3PnV+/kf/6v/0nb2jZymRwAvx79daEeh95BUbgI\nR96Bs8hJKBQiEomc1L6fyk7Xfs/MzBzTdYseXOPxOD//+c958803AfB4PABMTk4WRl0HBgaoqak5\n4vVf/vKXufXWWwvH0WiU6upqPB4PTU1NJ7j1p6aurq4zsu9nar9B+i59P/OcqX0/Uf3evXs3/n4/\ng5FBcIB3qRdFVdi2a9s7Xmc/y47GpCH6+yg6vY6KpRVEQ1GS8SSZTAatVktwOshYdIzm0maMGBmJ\njNA+1V6oo7G8kfHkOBo01C2rY9WqVUe8l/ydn16O9RvyRV8O6xe/+AVr1qyZ95fy0Y9+lPvvvx+A\n9vZ2AoHA264qYDKZcDgc8/4TQgghxNvL5XIEAgFUVWV4eJgDvgPsHt+NocRA7YpaAF7rfI1gOviu\nddnW2qi4pYKINcJMdIZQMEQqmULJKyh5BafbScvGFgB8Uz7+5Q//QiqXKly/zLSM6YlpPBbP2w5S\nCfGWRQ+uP/zhD/nMZz4zr+zee+/l9ddfp6GhgRtvvJGf/vSnsqKAEEII8R6EQiFSqdnAuHPnTl5/\n43V6e3vZt38f/eF+6lvqqamvQafTMTY4xi/++IvCtblIjsCPA6TeSLHauhplVJlXt0anwX2Fm+BU\nENS5KX9mq5mb/tdNeKu9ADze+TiZfKZwXWxnjJ/c+hPCY2FKiktk8Em8q0VPg6+++uphZeXl5Tz3\n3HOL0BohhBDi9BMKhXjp5ZdwF7vZuHEjw6PD9If7MRw0EJgJYC424ypxFc5/et/T85arCv8+TKIz\nQaorRfnKcr582Ze575f3kaxPFs4xeAyUXlvK1C+nUHMqWq0Wm9PGH7b9gdoVtdjL7YxGRwvnR16P\nEHwyiNliJjIWoaKi4uQ8DPG+tugjrkIIIYQ4sfx+P8OxYUamRnj99dcZj48TToWZycwwPjNO1bKq\nwrmBWID9yv7CfLlinwAAIABJREFUsRJXiG2PzXtxuqKmgqvWXMXw14fJTmcL5fY2O1X/swqjzUjj\nukbCU2Fee+Y1vvbZr7GnZ8+8NkV+H5kNtw4bq5tWy2oC4qgs+oirEEIIIU6cZDLJ4PAgU/EpNGiw\n6q1MJiaprq+mZ6CH4rJioqEoO1/dyfLm5Twx8gQqc6v5pH+fxlPiIR6L4ypx0XZ+GwCZdAZNWkPw\nkSClN5Wis8yO0BqXGKm8uhLPhIeefT24L3ejlqr8oe8PhTqVpEJbWxurNqzC6XCyqnEVTqfz5D4Y\n8b4kwVUIIYQ4jfn9fiZmJrC77IQiIWYyM5RUleCt9uKt9hIYCvAPH/8HkvEkFVdVoG2d+zI21Z4i\nsTfBf/sf/43ikmLqm+sL81UbVjfgXeJlenyaxM8SVP9NNeF8GADtai1FgSKcaSf2c+wAjKgjhXrT\ng2lG+0e56q+uwpQxFVYUEuLdSHAVQgghTkOJRIK+vj4O+Q4xHh9n5caVZNIZVFXF4Zp7CapnXw+x\ncAznec55oTUXyRH+XZjSklLazm8rBNa3eKu9fOX+r+Dr9FHfXI+mWMM3X/kmeSUPgK/cR/GHio/Y\ntvx4nkQwQdfuLras24LL5TrieUL8OQmuQgghxGlGVVW2b9/OwOQAY9ExEukEP/72j6lcWslZF56F\n0+0kMBTAt99HkaMIU4UJ5yVzX9VrVS2a32u47JrLuORjl2Bz2BgdGKWipgJVVQkMBrDarYVR27dc\n1ngZv+n6zeyB5s9b9V9ty6uEt4cpdZbiKnHhNDkpKSk5kY9DnEYkuAohhBCnmcnJScaCY/QGe7E5\nbNx/2/3MRGfQaDQ888gz3HznzXz7779NKpGipKmEsk+XodHNJk2tRkt5Vzm+fh8NH2ugxFvCrtd2\nYTFYMBgMpJIpUhMpxgbGWPOBNRiMhsJ9L6q/CJ1Wx68O/GrePNm3KGmF4M+DqGGVv7jxL3AVuyi2\nF2Oz2U7asxHvbxJchRBCiNOM3+9nfGac2hW1dO3uIh6LA7MjseMj4/z80Z8T18XRGDXortChtc5N\nEVjvWc+vH/k16VSaH33zRxQ5iiixllBqLaV3sBetRstyx3IMcQNTgSkqauaWsdJoNFy4/EJKi0p5\nuONhssrsigOhX4dIDaXIBXPkYrnZ+bIt9ThwUF5efnIfjnhfk+WwhBBCiNNIT08Pw2PDRHNRPF4P\nNocNa4MV53lOdDYdRR8oIn5BnKovVlF2c9m80FqkL2L8N+OkEilURWVybJI3nn+Dcls5NpONYm0x\nmWQGs96M2+JmamyKfD5/WBtavC3cdt5tVMermfzxJOHXwmSHs6hJtbCsVmgyhMvikvVbxYLIiKsQ\nQghxmsjn83Qf6qZrqgtvjRedTkffVB9lnylDo9XgONuBzj67bJVGp8HgMsy7/iLzRXzv6e8VjlVV\nRafq8Hq8tLW1sX//fkbGRvCWe0kmk0wNTtHxcgcer4ea+pp50wa8di9LQkt4ved1NGhQFRUVFZ1B\nRyqRIuALULa6TOa3igV5z8E1GAyyd+9eVq1aJcP9QgghxCIaGhoiGA9isBmorJ1d0H93bDca1+wo\np8FjOPKFCmie1DDeOk42M7ehgM1hY8vmLSxbtoyioiI2bdpEMpnEYDCQyWRIppJYpi3k4jn6u/tp\nWN0wr9q3duPSG/RkM1k0Wg1arRa3280lZ19Ca2vrvI0NhHg3C5oq8MADD/DAAw8Ujnfv3k19fT0X\nXXQRdXV1PPvss8e9gUIIIYR4d4qi0N3dzVB0iKra2Z2wQjMhYsWxd702dyDHzNAMEyMT6PV6DEYD\n7lI319x0DS31LVRVze2sZbFY0Ov1WK1Wzv7A2bQ1tVHlqCIeipOYScyrd83mNVTWVqLRalCZnSZg\nspj43Gc/x8c//nHcbvfxfQjitLeg4Prggw/OG9K/4447uOKKK4hGo9x222185StfOe4NFEIIIcS7\nGxwcZDI6icFqwOmeXdrq35/+97ddluot+Zk8w48NMzk2yavPvEpJRQmXfvxSrvvidXz4nA+zvG45\nOp3uiNc6nU42bNhA04omqh3VHOg4QO+BXtKpNDC31uuFV16IXq+nuKSYfDaPqqjo9TJbUSzcUf3U\nvPLKK6iqit/vJxKJFI5feuklvvnNb7Jz505aW1v59re/zSuvvALAeeedd0IbLoQQQohZIyMj7Ni1\ng75wH0tXLgWgx9/DIeUQOg4PnTZs9P2wD12ljvi+OEpcQavTkklliIVjrD5rNe4iN95SLytWrHjX\n+zc0NBAMBknn04SmQ4zqRlm2YhkwG163XrWVAx0HCE2GcDgdtLa2Ht8HIM4YRxVc+/r6gNmvIcbG\nxtDpdPT09KDT6bBarfT19ZHL5cjn8/T396OqqgRXIYQQ4iQIhUK8ueNNuoJdVC6vxFXqoj/UzwP7\nH0BXNBdac/4c+jo9dpOdq5dezQOpBwi8HEBVVTRaDUpeASAWjvH/7vp/3HnHnUcVWgG0Wi0bN24k\nFAphM9roGumiuq4avUFPcDxIOprm6s9czfTENI3VjTQ1NZ2QZyFOf0cVXG+44QZgdqrA0NAQN910\nEy+88AIXX3wx119/PQCHDh2isrKycCyEEEKIE29kZISR6AjuSjdlVWWkc2ke2v4QOU2ucE5uLMff\nbP4blq9fjl6rx6Q3ceeDd7Lj5R0A/O6J3+Hv9BfOn4nMoEVLaWnpUbfDYDBwySWX8Jvf/gabyUbX\nri4a1zYyPjLO0uKlVNgqGHAOUFtSKxsOiGO2oAkmd911F1dddVVhruuLL75Y+OyRRx5h69atx72B\nQgghhIBYLEYuNxtGs9ksgUCAiooKxsfHiaVj1JXXAfCC7wWi2WjhuqQ/SWZbhrLLyigyFhXKvdVe\nLr/ucgAGugfmBVe73c4ll1yy4Dbq9XpqqmvQaXWMxcbY/YfdGHQG3FVuXC4XJVMlVFZU4vF4jukZ\nCLGg4HrhhRcyODiIz+djxYoV8/7FdMUVV8giwkIIIcQJMDMzwwsvvoDFbKGlpYXOzk56/D2YDWbC\nyTA5XQ5LkYXx2Dgv9s4NKqX6Uox9b4wiexG+Th/eau8R6//IDR9h+0vbSUQT2Gw2fvazn1FXV3dM\nbd2wYQNr1qyho6MDfZ+eZC5JTU0NLS0t5PN5eSlLvCcL/ulxOp1HnFS9fv3649IgIYQQQsw3MDDA\n2MwY5Uo509PT9PX30TnZSaOnkUA8wNKGpWTyGR5880FyyuyorKqoBH8VRKPRYLVZqW+uf9v6M6kM\nX/zSF0kFU1xz9TW0tbW9p/bq9Xo2btzI1NQU6WyapUuXotFoJLSK90x+goQQQohTmKIoDA0NMRmf\nxGF0sG/fPmYyM6gaFd+0D0Wj4HA7eL73eaYSU4Xr4m/GIQger4cv3vtFzFYzqUQKs9VMPpcnHAxT\nXFLM+PA4qXCK1qZWLr7oYsxm83Fpt1ar5fzzzyeVSuFwOI5LnUJIcBVCCCFOYQMDA4xHx8mpOZLZ\nJNFolGg6SmVtJTaHDY1Gg6pR+UP/HwrXmGNm8vvyXPY/LmPLpVuwOWz07O5B0Sis3rSawZ5BUqEU\nvZ29mAwmmkub2XTWpuMWWt9is9nkRSxxXC1oAwIhhBBCnHiqqjIzM0N3dzfd3d0MR4dZsXYFWTVL\nMBlkPD5OibcEh8uBvdhO+1A7sfTcDln5jjxGk5HLr7scb7WXidEJKu2VuEwuJkYmiE5FWVm6EpPB\nxBLHEtatWbegFQSEWCwy4iqEEEKcYnbt2sXw8DCBmQCRdASTw4TD5YBi6B7upm5VHUaTEYCJmQme\n7HyycK3b5CbUH6JyaSUmi4lcNkdoMkRNaQ0qKoP9g1Q5qtBpdSxxLMFhdMzb0lWIU9kxBddwOMxj\njz1Gb28vt99+O263m507d1JeXi4//EIIIcR70N3dTU9/D2OxMYKJIA2rG3B6ZrdwtTltbFi2obAF\nazaf5eGOh0nn04XrV6mreJ3XWdo4u4NWcDxIsbEYi9mCNWfFZXFRVlTG1q1bOXDgABaLBaPRePI7\nKsQxWHBw3bt3LxdffDFOp5P+/n7++3//77jdbp544gkGBgb4yU9+ciLaKYQQQpz2pqam2HdgHwcn\nD5JX8ixvXo6r1DXvnLdCK8BLvS8xEh0pHJ9bey7hp8PEIjHsxXYy6Qxjg2PU2+tZu3Yt+/fvx2Fy\nsHLlSoqKiti4ceNJ65sQx8OCg+utt97KjTfeyDe/+U3sdnuh/LLLLuOTn/zkcW2cEEIIcbro7+/H\n7/fT1taG1WpldHQUr9eL0WjE7/fT2dmJqqr4Q36q6qvwLjnymquqqnJo6hAGnYEdwzsK5VWOKjY5\nNnH7Y7eTSqR4/IePYzAaWLV0FTUVNVRUVMh66+J9b8HBtb29nQceeOCw8qqqKgKBwHFplBBCCHE6\nicVidOzuYDI+iavXhclkYn/Xfkx6E7VLaznUe4ixmTHimTh6m57yqvJ51+8P7Kd3upfNts3s693H\nbw7+5rB7XFR/Ef17+0kn0+j0OmKhGNqgltYPtrJmzZqT1VUhTqgFB1ez2Uw0Gj2svLu7W95IFEII\nIY7A5/MRiAWYTEwyOjqKRqPhUPAQVoMVVVXxhXxkNVkqllVQ6i1Fo9EUrj0wfoAftP8AgDe0b5Aj\nd1j9eq2eVeWrmF41jVanJZ/L4yn1sGXzlve8mYAQp5IFB9crr7ySr33tazz66KMAaDQaBgcH+dKX\nvsQ111xz3BsohBBCvB9ls1n++Mc/YrFYGBwZZDI1id6kJ5wMMz4zjsluIhqJ0hvqxVZqo3ZF7RHr\neWLvE4U/J5XkEc9pKm3CrDdjd9qpqKkgm81y+9/fzrnnnnsiuibEolnwOq7f+ta3mJycpKysjGQy\nyfnnn099fT12u5277777RLRRCCGEeN8JBAIMjA8wMjrCSGyE8iXllFaWcih4CF2xjsa1jVTUVmAu\nMRdWAPhzwUSQydTkO95Hq2jZ6NxIYCjAi0++SDKRxGQw4XF4KCsrOxFdE2LRLHjE1eFw8Nprr/Hi\niy+yc+dOFEVhw4YNXHzxxSeifUIIIcSi8/v97Nixg7a2Nurq6t71/GQyid/vJ5gIMp2cJpwJs6Z6\nDTq9DnepG7N1doeqytrKI16fV/LsGN7Bi70vvu09UgMpkt1J4vvjfFf3XWB26atcNoder+frX/86\nW7ZsOar2CvF+ccwbEGzdupWtW7cez7YIIYQQp5ze3l7OPvtsEokEy5Yt48knn3zHMBgMBtn+5nZ8\nUz7C2TClFaU0lDSgN8z+yn0rtL6dcDLMjzt+TH+o/x3Pm356mpQ/BcCUboq8kgd19rN8Ps/k5CQd\nHR0SXMVpZcFTBf72b/+W++6777Dy7373u3zxi188Lo0SQgghThUvv/wy09PT5PN5RkdH6ejoeMfz\n9+/fT2egE6VIYd3Z66ipr8FebH/Ha97you9FvvbC1w4LrUpGIfxKGFWZTaaJgwnS/XObDuTzc6EV\nZpfMKioqorW19eg6KcT7xIJHXH/5y1/yq1/96rDys88+m2984xt85zvfOS4NE0IIIU4FK1aswGAw\nkM1mMZvN7xgGU6kUwVCQeD7OhlUb5q0OMDowSm9nLw2rGyitKOWPz/+R6clptFotbee30RXu4lf9\nh/9+jb4RJfp6lNx4jvO852GuMFNUWUTdj+v4z/v/k31v7kOn1c2G1/+i1+u55557ZLRVnHYWHFyD\nwSBOp/OwcofDwdTU1HFplBBCCHGqKCkpYfny5UQiEZxOJ6qqHvG8XC5He3s7k4lJnC7nvNDq6/Hx\nf+79P+RmcrgSLtafv55tv91GeiKN3q3nt+O/xdRomldf4lCCyf+cJB+bDaTuUjeXXnwplWvn5sUm\nYgn2vbmPfD6PRqNBq9Wi1Wqx2+0YDIYT8DSEWFwLDq719fVs27aNW265ZV75M888I/+yE0IIcdqJ\nx+PA7HasY2NjXHrppTz77LPzfuepqspjjz3Gq9tfJW6I4yn1YHPaGB8Z5/Xfv05vYy/FVxYDkNqd\nYk/NHir/rpL0aBq9S4/Oopt3z8lfTBJ7M1Y4dhQ7uO3bt+GtnL+bVjaTxWgyotPo0Gq1uFwuUqkU\nFRUVMk1AnJaOacvXW265hcnJycLLWS+88ALf/va3ZZqAEEKI0048Hicej5PNZtHpdIyNjRVeelJV\nFY1Gw/bt2/nbL/wtU1NTqIqKTq/DbDETj8Vxnu/E0+wp1GdeN/dylqnSdNj9Iq9F5kKrZnak9bZv\n3cbqs1ajTCrzzq1vqcdT5mEmPENVZRXf+973mJycpLW1VQaTxGlpwcH1pptuIp1Oc/fdd3PXXXcB\nUFtby/e+9z2uv/76495AIYQQ4mRTVZV4PI7JZCIej1NUVITBYCCVSqHVaikpKWF8fJz29nbWrl3L\nb3/7WyYnJ+fe6s/licfi6Ow6ii8sPqp7KimFiZ9NkDiYwO60s27LOlZuWEnb+W14q+ePtM5EZxjt\nH2VJ3RI+9befIjeW46+u/yvZ2lWc9o5pOaybb76Zm2++mcnJSSwWCzab7Xi3SwghhDiu4vE43d3d\nNDQ0YLe//Vv+b+14FZgKYNAa2L1rN6lUipa1LXS0d5DNZrnlllv4whe+QMaSQd2tMjQ6NO+tfgDr\nSivem7xHvsmfyYVyjH5vlHw4j06nw2Qx0XpeK1uvmv1mM5vJsr99PzWuGjylHvq7+rFjp7O9E7vd\nTuvKVlavXn3Mz0aI94tjXscVoLS09Hi1QwghhDiucrkc2WwWRVGwWq0cPHiQ/f79DA8P86EPfQhV\nVenu7qampgaHw0E2m2VoaAi/30/vRC+BRABVVdk/tJ+skgUDoIJWp2VkZISdnTspbSolk8+wY8+O\nefe2tljx3vD2oVXJKmgNsytSWrQWItsiWBQL+hI9sXCM0GSIR7/3KKtaV+Gt9jJwaACPwUM6kSYW\njpFNZqnx1mAz2tBpdDQ2NM57GUyI09VRBdcNGzbwwgsv4HK5WL9+/Tv+z7Fz587j1jghhBDiWMTj\ncX7/8u9JppMoqoLNbCOTzdAf6ifnyHHw4EFUVWVP9x76+vqora2lr7+PqfgU4/FxMEHLWS0YjAb2\nbt9LNBJlSeMSDCYD2XQWh9OBqdRE0/omouEoiURi9iUpg46i1UU4/9KJ+idDsLlIjsBDAVwfdKGk\nFcLPh3FYHXz0f3+UCzdfSGRNBF+nj/BUmEf+9REsNgvxWBxfpw+bw0YylKSurI5oKkp/dz82o42K\nigpqTbVotVrq6+sX8WkLcfIcVXC98sorMZlmJ5BfddVVJ7RBQgghxHuRyWRob2/HN+VjKj6FwWhA\nq2oxaU0UOYsYjY3S7evGoDPQO91Lua0ctU9l19gurMVWapprcLgcAASGArz01EtEw1G6d3fT0NLA\nSP8Il3/qcry1XhwuBy//5mWmx6dpWN1A8yeb2ZHfMS+0erIe9v1gH5lAhvGHxzEYDZx/+fl87OaP\nFeauWqoteKu9BIYCPPvos4SnwhSXFFNWWcaBjgNU2CsoLysnP5YnGUxS4izB5XJJYBVnnKMKrnfc\ncQcwuzPHBRdcwJo1a3C5XCe0YUIIIcRCqKpKX18fPT09+Kf8pPQpWs9vRafTkZhJEI/GcZe7mRyd\npG+oD6/Ni8lqYjQ6ilajRdWqNK1rmlenb7+PRCyBXq8nlUih1Wlxlbiwl9mpb67nxSdf5MGvPwgq\nJJTE7JSCP3HlqitZaVzJneY7CegCAJRVlc0LrX/KW+3lK/d/BV+nD6vNSiaSocHTgNVgpaGhgUgk\nQpmtjFJrKZWVlYddL8TpbkFzXHU6HZdccgkHDx6U4CqEEOKU0tXVRcf+DkZjo+QNeZrWN6HTza6P\narVZsdqsAJQvKScyHaE30ktdUx16gx5fp48ldUsOq7O+pR6tTks6lcZd7sZb7cUf86PRaNjx8g6e\nf+z5wktZzgud5NRc4dpPrvskZ1WfBcCdD97Jjpdn58EeaZWAP5XL5jAajag5lebKZppWNFFSUoLb\n7aa0tBSn00lNTQ1Wq/W4PDch3k8W/HLW6tWr8fv9LFu27ES0RwghhFiwfD6Pv8+Pb9rHslXL6Ozo\n5N4v3otOp+PD132Y1WfNvXGv0WhYsXbFvOvXb1l/xHrHR8bJZmZHUbVaLYqqEAqG+M6XvgMaUPKz\n66q6PujCcbajcN0a75pCaIXZkdTLr7v8XfsRDUUJjgRZ611LJBVhed1yGhsbC59brVY2bNhwFE9E\niNPTgoPr3Xffzd///d9z11130draSlFR0bzPHQ7H21wphBBCnBiBQICpmSlsLhs9+3r4v3/3fwuf\nbX9xO1976GvzwutR1TkU4Fu3fYt8bnY71ch0hDd3vklsIoaqzM1hNdeZcf3F3LeQOq2ODzV96F3r\nz+fzhRFhAEVR6O/up9ZZi9PmpKKsgoaGhgW1WYjT3YKD66WXXgrAFVdcMW91gbd2D8nn88evdUII\nIcRRGBkZIZgI4lnm4cmHnpz3WT6X51cP/4rQZIjGNY1H/Jo+MBTAt99HfUt94XPffh+pXAqNQYOp\nxkTJx0vQFeuw+WwEfhrA8xEPWosW8zLzvLo+te5TeO2H32Okb4RYJMayFcuYic7Q29mLt9rLkuVL\nGO0fZbR/FJfFxVLvUs455xxZ3kqII1hwcH3xxRflfyYhhBCnhOHhYcbHxxkdGyWaiVJXUkfZkrLD\nznvz5Tfp0ffg2OvgpqtvYt2KdYXPRgdG+acb/4lUMoW7zs1Znz+LKFHC+jBV/1h1WF3mejM1X65B\na9Ye9tmVq65kQ9XhX+VHQ1FCwyGcZiejA6MkZhJUO6sJBoLsC+5Dn9PTVDr7YlhDQ4P8nhXibSw4\nuF5wwQUnoBlCCCHEwsTjcd7c8SbhVBiNRkM0FOXVZ14lEUtQWVuJRqMhMBEAFVyXuXBsnp3K9tPu\nn7Js6TLimThajZZnHnmGSCaC62IX2jYtHVMd73rvI4VWt97NecvOO6xcURSGeoeosFfgNDnZM7EH\nmN3Ex2Kw0DvdS1NZE55iD3a7nbKyw4O3EGLWUQfXRCLB7bffzpNPPkk2m+Xiiy/mvvvuo6Sk5ES2\nTwghhDgin8/H2MwYE/EJJgcn+cG3foBGo0Fv11O2tYyac2owJo1otPNHL/OaPHc8f0fhuKisiMov\nVKK1HB5GF+KylsvQaXXzyoLjQXo7e3Fb3CytXAqAOWim0l5J7dJa+gf6WeZaRnNTMytXrnxP9xfi\nTHDUwfWOO+7gxz/+MZ/61Kcwm8088sgj3HzzzfziF784ke0TQghxmopEIvj9foLBIMuXL1/QajWq\nqjI0PMRUYoqquir+8NwfZl+iMmoo/VQp2iVahtPDh4XWI4mXxtEyF1o1aMgH8yTHkuhsOkw1JlDA\noreQInXEOpa5lrG+av7KBLFwjKHuIZYWL6XMVkZbWxvDw8PUh+tZumQp69atw2g0kk6nWbFixRHr\nFULMd9TB9fHHH+eHP/whH//4xwG47rrr2LJly2FvRQohhBBHY+fOnXQOdxLPxtFqtVRXV6PT6d5x\nfmcgECCXy5FIJIgkI1jsFipqKiivKkdRFcr/WzmmJaZjblN6JE3w0SDpsTRanRYlr2ApslBaVcpn\nv/NZfnjoh8xkZgBY7ljO1qatJLNJ1lasRa+d+5UamY7gP+in1llLmaOMjRs3YrfbaWhooLi4mPLy\ncjQaDc3NzcfcViHOREcdXIeGhjj33HMLx2eddRZ6vZ7R0VGqq6tPSOOEEEKcfnbv3k0gECCWiBHK\nhVBRmY5M89unf0t5WTmbNm06YnjNZrO8sf0NckoOp81JKBnCVTG7DFVgKoD3M16sK+Yvyr+uYh1u\nq5uRqRF62nvImDPoa478q09JKYzeP4qanV3qKp/LU+wp5mM3f6ywacBfF/81vz74a1DhU+s/hdvq\nPqyeiZEJRntHqXfV07C0gdbWVrTa2RFdvV5PRUXFe3p+QpzJjjq45vN5jEbj/Iv1enK53NtcIYQQ\nQsw3ODjIAd8BckqOVC6Fq2Q2eE5EJlBVlXAqjN1uP+JI5MjICKFUiEQmgUFrIJwKs8KzAkVVGG0c\nLeyMBZAL5/h0/afZ1LapUPbvO/+d7Tu3Q82R2xZ+KVwIrW/JZrPzdrqqddXy+bM//459HOkfYaVn\nJW3r22SzHiGOs6MOrqqqcuONN2IyzX0Fk0ql+NznPjdvE4LHH3/8+LZQCCHEaSGVSrF33178YT+6\n/5+9+46Tq77v/f8650zvu7NlZpu2aVVXQiBEESCQTRXYEEzsGAeI682NneRHkmsT+2eH2Bjz8+Pe\nG8dxgVziEmKHXkxEMV1IgFBZSStt0Wp7md2ZnZmd3s45vz/mapZlJSSwYFW+z7+0Z075fmf1GL31\nne/386U4JaCuqQ6bw0ZPRw/pVJpgKoi1x4rFYqGhoQGj0Vi6fmBggKnkFMlcEq/NS7aQxWKz8Mhz\nj5Bz5ErnqSmV2EMx8n+Rn/N8SZKY2DGB3WnHdYGL5N4kqZ4U5RvLsafsrK9dj/Q5ic2/3VzaEQsd\n+vb3vecWre+UiCVQNAWvxytCqyB8CI47uN56663zjn3uc587oY0RBEEQTl/j4+NMxCZwlDuw2q2k\nU2lcZS4kSWLlupVAcSOAifEJtndsp6e3h6VLlmI0GgmHwwSmAxSUAo1LG4mMRqhrrmOge4Df7/k9\n1mVWANSkyvTPp/G6vLSuaJ3zfKPZiKZqyLtlhp8fBophVk/q/M19f1MKp0vOWsJ9d92HVtCo8FfM\nu8/RTE9O03+gH7/Tj893fEFXEIT357iD6y9+8YsPsx2CIAjCaS4ej5PKp3DXuKnwHbmUYoWvgq7x\nLg7OHEQOywTjQWwGG6quMpmcpLqumkp/JXk9j1qpcv+v7i+FVoDcrhyf/eJn53y9f9glmy5hy+Yt\nRENR/A1+Ltl0Ca4y17xzN1y7gSWrl9C3v4/WFa3HNdqaTqYZ6h5iZdVKDLKBurq6D/guCYLwXt73\nBgQnUjb6OR1gAAAgAElEQVSb5W/+5m947rnnMJlMrFmzhgceeICDBw9y6623EgqF8Hg8/PKXv2T5\n8uUL2VRBEAThDxSPx0nn01Tbq496jsFooP289uL50ThDvUPko3k0XUM2yjT6GwEIF8L85OWfEKuO\nzbn+1htu5cILLjzivX31Pr75k28eVyD11fvw1fvQdZ10Mo3VXgzH2UwWWZYxmoyoqkpoIkR5VTn9\nXf3Uu+ppbWylqakJl8v1ft4aQRCO04IG12984xvIskxvb29x7tHEBABf+cpX+PKXv8xtt93GI488\nwhe+8AXeeOONhWyqIAiC8AdIJpOEpkNk1AwWm+W4rnF6nCxfu5xUIoXZYkbX9VL5xVcnXiWWnRta\n6+31Rw2th5mtZlasXVFaFHYkuq4Tj8ZJxBJEp6OkY2n8jX4SsQTJSBLJKNF+XjvDfcPEp4rh2mVx\n0dTYxOrVq0WJSEH4EC1YcE0mk/ziF79gdHS0VPbE7/czNTXFrl27eP755wG48cYb+epXv8rg4CCN\njY3z7pPNZslms6WfY7HYvHMEQRCEhTU4OMhEYoIKfwWKoqDpGgdDBxmPjWNSTKypXYPNaJt33dTY\nFH2dfbSunB0h1XSNvZG9885tL29/zzZkUhn6O/uRkLCus6JpGoV8AVdZcXQ0EoygGBSGDw6TTWUx\nK2YsBgtNlU3sH9yPz+Gj1dfKQGSAkb4RooEo7VXtdAY7qXHWsGzZMhFaBeFDtmDB9dChQ3i9Xr73\nve/xwgsvYLVa+Yd/+Ac8Hg81NTUYDMWmSZJEQ0MDw8PDRwyud999N3feeee849PT03R3d3/Y3Tgp\nhUKhM7LvZ2q/QfRd9P3kpqoqg4ODKJJCubWcg4cO8vzo8xyMHSyd0z3azZ8t+bM51wXGA9x5+53E\nY3G8lV6+ftfXGZ8YZzAxSMKamHNuancKc9qMVlusBqBrOqlECk3VyOfzGAwGErEEbd42dF0nNZwi\nk8yADmafGU3TSE+l0dFpsjVhdVlRNRVFVrDb7axgBSbFRGVFJalcimgsSpu3DVmSaSlrwW60E4lE\niEajH+p7ear8zj8MZ2rfT9d+JxKJY590BAsWXPP5PP39/Sxfvpwf/OAH7Nmzh49//OM8/fTT8wpP\n67p+lLvAHXfcwe233176ORaLUV9fj9frZenSpR9a+09m3d3dZ2Tfz9R+g+i76PvJrbe3l4nYBBEp\nwmOjj3EwdHDeOfsi+3h4/GGuWHwFZbbi1/jbHt9GYCKAwWAgGo3ys10/I1mVhNm1WKgJlaHvDmFQ\nDJTfX45cKaPrOl07u7CqVvJqngpbBYl0AkmSqHRXkkgm2BPYgyIr1DprGZwexGgy4pAdlFvLWbpk\nKa2trQSDQRwOB06nk97eXux2O263m5HACLIkU1VWxapVq3jzzTdpb29n0aJFH/p7ear8zj8MZ2rf\nT9d+f9BvyBcsuC5atAhZlrn55psBWL16NU1NTQwNDTE6OkqhUMBgMBT3ox4ZoaHhyBWjzWbznNqy\ngiAIwsllfHycYCpIsCLIwbH5ofWwN4bfYP/kfr524ddQIypP//vT6JpOPpfH2e4shtZ3Se1PocgK\nFpuFmfBM8XmD45jyJpq9zVRVVeFwODAYDCSTSZYuXUpfXx+BZIB0Po3X5mV8cpyYGqPeV8+lGy6l\nrKwYnGtqakrPWbJkCVAcSHHb3VgMFtavX4/ZbObaa689kW+XIAjvYcGCa0VFBR/72Md47rnnuOaa\naxgaGmJgYICLL764VF3gtttu49FHH6WxsfGI0wQEQRCEk1symWT3nt0899pzTJ43CfJ7nx/LxvjB\nKz/AsctBPBnHaDJSyBdwrHeQIzfv/MyBDCazCW+1l0VtixjtHyU4GqS9qp1LLrkEt9s975rW1lb6\n+vvIqlncLjf+pJ9YNkatv7YUWo9GkiQ2XLIBQAyaCMICWNCqAj//+c/5/Oc/z9e//nUUReG+++7D\n7/dz7733ctttt/H9738fl8vFr371q4VspiAIgvABvfnmm3zj69/Aer4Vr+yd9/rlrZfzSv8r5LXZ\nXa5UXWVmzQw1bTXE3owhKRK5svmhVdIlygvlnPMn53DVp68iFomRncnSWtbKqpWrjhhaAWw2G+vW\nriObzdLQ0MDMMzM4zc7j3unKarUe+yRBED4UCxpcm5ubeeWVV+YdX7JkiSh/JQiCcBp49tlnyefy\nlLeWl47JyKxrWEert5W1dWtZW7+W8dg4r/a/ymBksHSeYlco+9jRR0DLp8oZTg3T2NZIdV01I30j\nnO0/m5bmFlpaWt6zXe/cIOCC8y8gkUhQVVX1wTsqCMJHYkGDqyAIgnD6ymQyqLqKJEuY62e/Vl9j\nX8NnVn8GKG7xuuOVHSDBJ9d/kgdSDzCdnT7qPSMvREgfSuPxexh5ewQtr/Gbf/kN9S31WA1Wyjxl\ntLe/d1msd6uqqhKhVRBOESK4CoIgCB+KQCBAJB7B0+JBsc/WN7Vmil+1B0YCfOu2bzE1PoUkSdQs\nquH/vff/5X9//38TyAbwXOFBccxeJxdkEm8kIAOhwRCqqiIrMrFIjF2v7+LSdZfOWVAlCMLpRwRX\nQRAE4YTTNI2u7i4GRgZwLHeUjuuqTlNlcS5pX2cf04Fp0Iur9acnp+k/0I8xacQT9XCD4wb0Mp1w\nLIxUKdHmbuNu7iajZpAVGb2goxZUsuksBtmAz+077nmqgiCcmkRwFQRBEE64VCpFLBVjKjiF4erZ\nf2pyQzl++W+/pPYntbSubEVWZFRVBaCQK+BwOohH42iaxvKzlpd2yzps3aXr6NrVRT6bJzIdwWgy\noigK5oKZxa2LS5vXCIJwejpGYRJBEARBeP/i8TixVIyUNwWu2eOp3SnGB8f56T/8lJFDI7jL3Uiy\nhKIomCwmDu4/yMTwBBPDE9z1F3cRGAnMuW9lbSUOtwO7w47JYsJsMlNZUcnll1wuRlsF4Qwg/msq\nCIIgnHCTk5Ps2bsHrUVDoThPNT+dJ7I9Ahp0bO2g861OnGVODAYDqqri9DhJJ9OoBRWrw0o0FKVv\nf9+cUVe7004+lyebybLy3JVsPH8jX/zCF1m8ePFCdVUQhI+QGHEVBEEQTqhkMsm2N7fxH//+Hxjq\nZ8dHUjtTyNLsPzuFQgE1q1JRVYG73M2NX76RxsWNKAaFfDaPp8JD64rWOffO5/KMD40zFZiib18f\nF62/SIRWQTiDiOAqCIIgnFAjIyPs3r8bvVZHMkil446oA4vVMudcq9WK0+bEbrcTGAoQDATxN/hZ\nf9V6vvmTb84ZbU0n03Tt7CKfy6PrOrFojM7Ozo+sX4IgLDwRXAVBEIQTRtd1RkZGcNY4caycrSZQ\nZi7jju/dwfWfv56LLr0ISZKQJIlIJEJTUxMmxUS5sZyx3jES8QRNS5vmLcwKjARorG9EkiRkufjP\nl8PhQBCEM4cIroIgCMIJEwqFCM4E8dZ6sS2zlY6fVXcWZouZ1atX09bchq7r6LpOLpfDaDRiNBg5\n1HOIt15+i8hUhEf/z6N0d3QDoKoqmqYRCUbYePFGFi1ahMVioaGhgU2bNi1UVwVBWABicZYgCIJw\nwgwODhJMBUk4EqiKWjq+snol8VCccms59fX1SJKErutAcbrA8PAwBw8eRNd1FEUhl86x8+WdxMIx\nALzVXmyKjbOWn8WLL77I448/zvXXX09zc/OC9FMQhIUhRlwFQRCEEyKZTDI8Nkw0F6U31Vs6bpNt\nNJU3kYglcJgc3HDDDZSVlSFJEgaDAZvNRi6XQ5ZldF1H0zTKPGVcfu7lLPIsoq2ijfBUGK/VS21t\nLc3NzWzatImWlpYF7K0gCAtBBFdBEIQziK7rjI2NMTk5WTo2MDBAOBw+7nvEYrHSpgHvND4+znRq\nGpvXRufU7KKpJY4loEM2lcVuttPe3s61116LwWBA13Wef/55NE2jUCgAUF1dzWOPPcYtt9zChrUb\nqHJVsaxiGeXWcvx+/x/Qe0EQTnUiuAqCIJxBhoeHee3N19iybQszMzNMTk6yY/cOtm7dWjonk8mU\n/nx4Lmo+nwegr6+Pl15+ie7u7jn3VVWV/v5+gqkgQUOQglYovbaybCWZVAazbMbtciPLMueddx66\nruP3+0kkEgCYTCYURcFqtbJq1SqMRiOLFy/myiuv5OLzL+b8887HZDJ9mG+PIAgnOTHHVRAE4TQ1\nPT2NLMvYbDYSiQQ2m43u7m4GIgOUW8sJBAIkk0kmEhP4HD6Gh4cJhUIMjwzTvrIdr9fLrl27SCQS\nFLQCviofU8EpeqZ7MBqMrFixgomJCYaHhzGbzQRjQQx2AwdnDs42IgzVK6oJjgexGq24XMVttK66\n6iqWLVvG5OQkNTU16LrO0NAQJpMJt9uN2Wye05e6urqP8q0TBOEkJYKrIAjCaSQUCqGqKvl8nm3b\nt2GQDUhI7OjYQefuTjBAzpRj5eqVLPYtJplKEk6HSeaSmHabCKfDTCQmyHRkUCSF0dgoyUKSXCHH\novQixgPjdOzvwHGOg7GxMd7a8RYDkQGIQ1dvF7VraumKds02aBhikRjZRJbmsmYqKysBaG5u5okn\nnmDnzp2cc845ANx55528+eabaJrGwMCAWHglCMI8IrgKgiCcQlRVpaOjg+rqagDi8Tijo6OUl5cz\nNTXFr379K2oba2ltaGUgOoCmaXTv7+aBHz+Apmql+2zZvAXH3zpY1LYIl9eFLMvsndyL2WmmvLac\n3ole0KGqtooKVwVmi5ln/vMZHvzpgwC8+fybmAwm0pY0gUiA+757H7lsjuqLq1E+rpSeIw1LxKNx\nllQuwevwUlNTU3qtubl5Tji97rrrePjhh9E0jeuvv54nnnhChFdBEOYQwVUQBOEUMjExQVd/F/1D\n/dTX1BMMBtmycwsvPfMSr738Gkjg8rhYd9k62s9vp7Kmkof/z8NzQitAMpbkn3/0z3zp777E8vXL\ncXvdpJNp7E47ADWNNUiSxMTwBE8/8DQAj//b4+SzeWRZJhKO0Huwl4nsBJt/u5nETAKzzYzaoqJQ\nDK5KQkGdVsllcrgtbq644gokSeJo8vnivaurq5mcnGTnzp0iuAqCMIcIroIgCKeQYDDIdHqaWDaG\nIil07Ovgh//fD8kkZxdUTU9N8/vHfs/W32/FW+0lnUgf8V4z0Rmee+o5RsdHMVvMnH/5+aXgKssy\ngZEAf/fHf0d8Jg4SUCy7iqZpSJLEzn07efnZl0v3K5gKGBuNpZ+ze7OoaRW31U11VTWKovBezjvv\nPJqbm5mcnKS6uro0hUAQBOEwEVwFQRBOIaFQiFg2RmV9JZ37Ornn+/eQy+bmnVfIF4iFY6UC/odZ\n7JZSyFVVlY5tHXRs6wDgv37zX3z3F98tbbXau7eXRKy44v9waD0sm8nOCa0Angs8pRFVXdUZf3Ec\nPa2jpTSqqqqO2bd3z3sVo62CILybKIclCIJwiti+fTsziRkwQG1TLXs69pDP5Y/rWpPFhMVm4frb\nrj/q1/VTY1PseHUHgZEArz/zOla7FcUwd5T08LVqYW4dV9kh47jAUfo51ZOiECug5lX2vrX3uIIr\nFMPrTTfdJEKrIAhHJEZcBUEQTgGBQID+kX56Qj1U1FYA4Kv1YTAWP8YLhUJpVPTwVqrvZDQaqfBX\n4ChzYK2xkhpPzRtFRSpWAPjWbd8iEozg8XpwepxEp6PIkoymacgOGcksUQjN1mmVJImGKxqQzLOB\nOPb67Ejvyy+9zOTkpAijgiD8wURwFQRBOAX09vYyEhvB3+ynuq5YUWAmOoOr3MXKtSu54o+vYKh3\niFgkxpbNW4iFY0iKxMp1K7ng4xegGBTKW8p5oO8BfH/tozBdIPrvUZb+2VIm0hNMPzuNYcLAnjf3\nMDU2BUBwIojdacdgMKCpGo52B95Pe5FNMuFnwkRfiiIbZcwmM/maPGaKtVfTh9KkD87Oqy0UCmKh\nlSAIJ4QIroIgCCe5yclJxqbGyMpZfPU+JEkiMBLgdw//jmQ8SXdHNzf/1c20r2sHYOP1G+nb30f9\n0no8Pg/RdJR0Ps1zvc+RKqQAMHgN1P5NLSE1hNFtpPrmahJvJYhURfDWeclP5zHXm5EtMkaPEakg\nYWyYXXjlvcqLrdqGebUZVJBMs6OtyT1JFIOCruuYzWZ8Pp9YaCUIwgkhgqsgCMJJLJVK0dHRwVh8\nrFSiCqCvs49UIgUSJGIJ+vb3lRZVeWu8vDT9Eo91Poa2TzvqvbNqtvRnySjhvMhZ/KHt2O3SJR3L\n2ZbiD++YBqtrOsn9SS6+5mKaFjfhN/u59dZbxWirIAgnhAiugiAIJ7Hu7m76gn2oFhWvz0syl2Qm\nM4PZaka36bg3uCEJ9jI7Wwe3sn1kO6FkiGQ+uSDtzQ3n8Hl9bLh2A367nw1nb6Ct7TiSsCAIwnEQ\nwVUQBOEkpWkaY+NjBFNBPBUefvY/f8ahxYfQFA1r2krd7XUo9uJw56+mfgVTJ/b5VqwkphLoso5S\nriDJR9884LALmi/givuuYHJ0knJLOXV1dSe2UYIgnNFEcBUEQThJRSIR4pk4O17bwbMPPov7ajee\npR4A0tZ0aYeqoymzlnHdsuvwWDx0B7vpnOxksXcxE/EJekO9pfOaHc30J/rRMhqT/zGJltbQczq3\nfeE21l6xlr79fXhbvUxIE7SUt/CjrT9C02enIFzceDGpfAqvzctVS64iOZNEKSh4PV4cDscRWiYI\ngvDBiOAqCIJwkjp06BCvvfkaz/7ns6iqin2l/biuM8pGPrXqU5zlPwuzobjSv9nbzDVLrwFgMDLI\nwLYB8lqeVb5VnMd5bP3OVnLJHGqyWJ/18Oiqr95Xmju7jGUAXL74cp7rfQ4Ah8nBdcuvw6SYSs+f\nHJ2kyl7FokWLTsC7IAiCMEsEV0EQhJNQPp9nbHyMjt0d6LqOpdmCsdx4zOtsRhvf+ti3sBltRz2n\nsayR2y+5nVAyxPKq5Wx7dht6Qsfj9BBJR5AVmaraKtZuWHvE6ze2bGQoMkQwGeTGlTfOCa25bI7Y\ndIzWmlYaGhref8cFQRDegwiugiCc1l566SV+97vf8clPfpJLL710oZtz3Kanp4nn4jjLnJirzVT9\n6dF3njrfeT5SmURBK3BJ0yXvGVoP8zv9+J1+ABa3L6a6rppoKIqvwce1n7uWtRvWlkZa381sMPPf\nzv9vR3xtamyKClsFDfUNGI3HDtqCIAjvhwiugiCcth577DE+9alPoes6P/vZz3j22WdPmfAaDAaZ\nyc6QzWSpuL4CxTE7n3Xm9RnSu9M0Xt7IuevO5Y8u+aOjbuN6PHz1Pr75k2/St7+P1hWtRw2sx6IW\nVKbGpljhXSHKXwmC8KGQF7oBgiAsnP379/Pggw/S39+/0E35UNx7772l7U9zuRxPPfXUArfo+AWD\nQXbu3Mmuvl0Ym2dHLrMjWaLPRSlTyvjLK/6SGzfc+L5Dq6bNr+3qq/dx0VUXfeDQChAMBHEb3dTX\n1ON0Oj/wfQRBEI5GjLgKwhkgHo9z6NAhqqur8fmKOy9t3ryZG264AUmSaGxsZPPmzafdKJmiKEiS\nhK7rGAwGPvGJTyx0k45LOp0mPBOm4+0O3Fe4S8cVVeEK9xUY/9bI2g1rqbIcffrA0aQSKbp2dWFz\n2Fhy1hJkWSaXzaEYFBTlvasUHJbP5TEYDfMCczQYxW/z09TU9L7bJQiCcDxEcBWE05imaWzevJkt\nW7bg8Dloqmui2lMMrz/84Q/J5XIA9PX1sXnzZr761a8ucItPnGg0SigUYvHixUxPT3PJJZecMouF\ntm/fzkxmBmrB0mApHW/KNXHDzTeUftaCR98V62jGBsaod9QTToeJR+MYTUa6dnZhc9poW91G/4F+\nJEliUdsiNE1jYmiCbKa4w5a/wU9iJsH44Dh2l70UfAF0XScZT+KsdlJeXv4HvgOCIAhHJoKrIJym\nNE3jqaee4ktf+RKpZAqH28Ett9+Ce8aNd8rLdGS6dO7hr9NPNf39/TzzzDOYTKZ5o8WPPvoooVAI\no9FIIpHgySefZP/+/TzzzDMn9chyNptlOjLNYHQQadXsiKae0vnk+Z98X/caHxwnn8vj9DgZ6R/B\nZDKRiWdo8bWQ03LEo3Gy6Sy1zlpCyRCd2ztxyk4MkoHdr+9GlmVqHDUk0gm8Ni89HT0YZANnVZ9F\nX6SP6clppienScVTmK1mrIqVMk8ZBoP4p0UQhA+H+HQRhNPErl27ePnll4nFYni9Xvx+P8+8+Azh\nUBhZkclkMsgGGUeFg51v7SRZSCIrMrqmU1lZydVXX73QXXhf+vv7ueKKK5iamuLee+/lL/7iL9i0\naRPNzc309/dzxx13EIlEMJvNZLPFEcNDhw6d9CPL0WiURC5B1pUlloyVjl/acin1i+rnnZ9OpokE\nI1TXVaMYZr/qTyVSTA5N4jK7GAmMUOOsIZ1P47a78bg9JHIJDo0fAg0aqxoxykbG4+MsqlyELMlU\n2auQZRmTYqLKXoVBMaDrOpIkYbfZqcxVcqjrEGXWMlZVrCKajSIbZbFTliAIHyoRXAXhNNDR0cFt\nt91WCmiyLFPtq+bCTRciG2TUvIrNYcNoNPKdz3+HVCJFIV9AkiUkWeLjV32cfD6/wL14f15//XWG\nhoaQZZne3l7+/u//nn/913/liSee4PHHH2d6ehpZlikUCqVrToWR5XA4TCKXoDc7u7OVAQNXrb4K\nKM4v7enowelxUu+pZ7R/lGw0SzqZpq6ljomhCVLJFIlogjp3HTXOGux2O7Iso+s6qXSKtWvXknot\nRd90Hz6nj+amZqLRKGXWMtadu47q6mri8TiKouBwOJiZmcFqtfLqq6+SyWZYv349L738EoORQTwW\nDytXrERRFBKJxCkzHUMQhFOTCK6CcBrYtm3bnOCpaRqRSIRoKIqEhCRJFPIFfvfvvyMWmR3Fk2UZ\nTdPYvms7L7z0Akajkebm5j+otNJHJRaLIUkS+XweXdcxm80MDQ3x61//mv/1v/4XmqahaRqSJGG1\nWslms9TW1nLNNdcsdNPf09TUFNF0lP7UbKWHRfIirEYrADPhGcyqmUK4QCgbYiY8Q3tlO33hPvZs\n20OVo4p6az1SpYTVaOXyyy/HYinOk1VVFVVVMZlM1NbWUhutpcJWwZIlSzCZTBQKhVLtVbd7dlHY\n4T9v2LCBQqGAzWbD7/PjjXhxW9zU1tZisx27dqwgCMIfSgRXQTgN1NTUYDQaSyOuAA6XA03X0FQN\ng9FAKp5icmxyznWHV9wPHRzie9//Hjo6Z7WfxQUXXHBSz1Ps7+/nzjvvLAUtXdeZnp5GURTuu+8+\nUqkUUOyf2Wzmoosuore3l3/8x388qee35vN5wpEwY+oYyXyydLzBNDuKmYwlcZld+F1+gokgRsmI\n3WKnpayFvZN7qXHWcMG6C0oB9XBohWKVhcOVA9ra2piZmaGmpgazubgt7LE2DDCZTJhMxV2ympqa\nGB0bpa62ToRWQRA+MqKOqyCc4rq6uti+fTtOp5Nl7ctwepw43A4uvPJCVFVFR6eQL2Aym4gEI0Ax\n0Hl9XladvwpZljGajCQTSV7d/So9oz10d3ejqirxeJx4PL7APZzviSeeIBQKoes6hUKh9FW4xWIh\nm82WRoxlWaa2tpalS5dSVlZGVdX7Lx/1UYrFYqQKKSald/wHIwd+c3GHq0QswfTkNE6zkxUrVuAy\nu/DavNTW1mIxWvA7/VhNVmpqaqivr6e6uvqoz7JYLFx88cW0tLR8oLZ6vV42XraRNWvWfKDrBUEQ\nPoiTd0hFEIRj6uvr48ILLyQajQKQzqaxOW1EpiI8/R9Po6mz5ZL8jX56O3oxmU0YjAZu/OKNrL5w\nNX9709+SSWYory7HVe5i36F9+Jw++gf6SeVSKJKCr9JHeXk5dXV1uFyuUjDcs2cPPT09rF279kMZ\nyezv72fHjh3z7t/V1QVQasfhqQDZbJb6+vpSG2+55RZuueUWHnzwQYA50yn6+/uxWq34/f4T3u4P\namZmhlQ+xXBuePbgGJhrzUSCEQYPDFJmKcNf4aexsZGhoSFMBhONjY04HA7YD+eee+5H1l6Xy/WR\nPUsQBAFEcBWEU9rmzZuZmZkp/ZzJZEgn03N3RpLBtsxGxBpBMkhomkZlTWVpL/rP/fXnePz+x4mG\novzHj/6DssoyrF+1YimzYLaZyaaz9Ef7sRvt1PXVocgKZ599Ntu2beOWW27BYDDQ1NTEE0888b7D\n6+FV6kfS39/Pxo0bmZycpKWlhaeeeqpUMeB3v/td6Tyfz4fD4UDXdfL5PJ/97Ge5++67geKWr7fc\nckvpK/DDC7VmZmbY2bETg2zg6quunvN1+vEqFAqEw2GqqqoIBALs27ePVatWveco57FMTEwwnBxm\nOjtbqkwakTCuNzI2MEZzWTNui5uzzz4bgOrqai666CIURcHlctHQ0HBST/EQBEH4Q4lPOEE4ieTz\neRKJBGVlZWiaRkdHB4VCgfr6+tLuT4e/7s5kMtjsNmRFRi2oQPHr30w6Azqgg2yX8d3qw9JUDGZ1\nV9ZRCBW4YOkFWCos7BrbxfmfOJ9n//NZwsEwkiQRj8ZJ5BKcd+F5GIwGNE0jFU8RGAnQFewCCbSd\nGr/85S/J5/Ooqkp/f//7LjOVyWR48803kWWZiy++mGw2S2dnJy0tLZSVlbFjxw5GR0eRZZnh4WF2\n7txJc3MzO3bsIJFIYDabURSF66+/nvvvv780v/euu+4in8/j9XqZnJxk586dpTB3OLiOjo4SSoeQ\nkDh48CDt7e1omlYqpn883n77bSYmJzjv3PPo7e2lN9BLOp3muuuu+0CL25LJJIFggIPZg7MHdUgc\nSDA2OEZNdQ01tTVcdtllc+7/zt2uRGgVBOF0Jz7lBOEk8uyzz/LKa69w1RVXsXTpUvYf2k8wGaR6\nuBpN1zArZqq91eTzedLpNEkpSVVNFblMDkmWuPpPruaVp15hbGAM5zon3k9559xftsiY6kxsT2xn\n++Qgb6wAACAASURBVAvbATApJpZeuZSRn42ADrlMjprGGgzG4seDLMs43A5a3a3Eo3Emhic4FD6E\nq8wFUjFsFwoF/uVf/oVrrrnmiKOuuVyOSCSCqqp0dnYiyzL5fJ5DoWId0MnJSQ4dOsRIYIRYLMbG\njRuRpOLosKoWQ3llZSU9PT1MTEyUarP6fD48Hs+cwHk4wE5PT7N48WLOOeccAoEA2WyW/v5+du7c\nyejYKMFkEE3X6B/ox26309nZyTnnnENtbe0xf0+BQICh8SHG4mM49juIp+IEEgEq7ZUkEgnGx8fJ\n5/OsXLnyuH/3IyMjBJNBBrXB0rHMQIbQYIjf/PNv+MY3v0Fra+spUfFBEAThwyKCqyCcJA4dOsSX\nvvQlpsPTPPSfD/Htb3+bqBJFcSmM5kZJxpPYDDbShXQxJNkqGY2OYjQZ0fIaFoeFttVtXHzNxXz/\n299H+uTxBZycmiPSFEGWZGRFxmAyMBOeOeK5hxd+Hdp/iDhxHC4HsUgMo9HI9PR0aVT0nQqFAq+/\n/jqh6P8d4QwfRJZkzIqZcDqMqquMjY0Rmg4xMjOC21YsvdTV1YUsyyiKgslk4qc//SmPP/44sixj\ntVrxlHn49M2fZvny5TQ0NNDb2zunTqvJZOLP//zPqa6uZnBwkEQqwd5DezFUGshreVyVLmRFJhAP\nIO+XGYuPIe2S8Pv97znyqqoq+/btY2hmiGQuSTKVZDpV/Gp/JjvD22+/TSgaQtXU0kYQxzIwMEBP\nbw898R6C2WDpeHxHHEmWSCVSRCejori/IAhnPBFcBeEksXXrVoKhILIsMzk1SVdPF64lLtasWFMK\nUm++8CZvbHmDbCaL1Walwl9BYCRQ3EwgKLGrfxf+Mj+GTQY05R3zXGOg7dIw15mxLbcxk5sbTMOE\nKW8sJzIUwe6007qi9ajtlCSJ1pWtdHd04y53k4wnUVUVt9tNNptlZGSEuro6uru7mZycJB6PM5mY\nZDw+DhLUt9WjGBTy2Tw17hoO7jrI+Pg4kXSEeC5OQS2g6zoVFRWYTCZyuRyqqvLwww+X2lAoFKio\nqCBjz2C323niiSe45557eOKJJ0r1XcvLy3E4HLzw4guMR8fJaTkMLgOeJg+aquH1eUklUgxMDeCx\nepiIT2A32hkZGaGqqopcLofb7SaZTJLJZPB6vYyNjRVHhqdHwApl7jLC6TDT6WkalzQy0jeC1+pl\naGYIRVIYGRk5ZnBVVZUDXQfYN7mPYWYXZWlZjURHAgrgrfCycePG9zWVQRAE4XQkgqsgnCTsdjsS\nEmpBxWgyUvAUqG+pL4WV3r29/PhbPyYeLZankiQJi81SLMCv6VhbrXQ4OtjTuwfMs/ddWr6U/fft\nJ5POcPW5V3PVFVcRiAfYNrSNLYNbSue5/tyF6WUTtdKxvyoHSiW2KnwVqFmVP73lTxnLjbFn7x4y\nmQw7O3cyNDNETs1hsVmoa6vD4XJgtVvn3sgEwWSQYCqIruvEM3HGxsYYGBigsrKSZDLJdHh63vMV\no4LZYiarZpmamuLjmz5Oy6oW0qE0sVgMS62FuCHOWGAMg9OA1W7F7rLjrZ6dPuFwOXBUOeia6qLC\nX8FYcIy9e/eiKAqpbAqH1UE2lyWv5nFYHUSTUWRJZjwxTsvqFmRZpntnNwazgaraKiKhCIPRQWKZ\nGIqiEJgMkM/n37M+ajgcJpKMYHKYCEZmR1tTPSn0vI7VbuUvv/aXrF+//rh+L4IgCKczEVwFYYEc\nLvW0bNky4vE4X/va10rzOTVNw7fIR1VtcSFWYCTAz+/8OfGZ2Zqquq6TTqaR5OKUgPKry+fNf1Sn\nVda61/LC8AuoBZX/euC/WLN+Df56Pze230gsG2PPxJ7S+ZbLLATTQe76+l18855v4qv3HbX9pQVh\nNgsFpYBqVElkE4xER9C7dcbj4/iafVT4K95zpLCtvY2hg0OY3CYaPA1MjU6xa9cuduzdQSwZo5Av\nFBebvYOrzEU2n8XpcRLPxilMFRiPj6M4FS5YfEFx56l4P65FLvxOPzOxGSQktII27/lNS5poWtIE\nwJ7IHuLZOJFMhGAyyCLPIoajw1iMFqxxK9FMMbiqkorD5QBgxboVyEqxfw2tDQz3DbOyfSXjg+NM\nJaZ4+eWXWb9+PXa7/Yj9DwQCxHNxHOUOJkYmStW1s4NZZFnGZDJRXVVd2iRAEAThTCaCqyAsgM7O\nTj72sY9RKBQoKytj/Yb1TE7OFp1XCyqP3PsIlf5KAL7zhe8wMTwx7z7mRWa8l3tRjArGuvmjeumd\naTomOjAYDZRVlDETnqFvf18pkH561acZnRktzdEEkK0yqfoUOzp3cH75+VTYK47Yh8M1URVFIatl\nCcVDrL1gLUM9Q9iNdpKFJEtrlh5zMZHVbmXpWUtL/R7rH+ONrjd4a9tbZFIZdG02tTpcDs697Fy2\nPrsVVVW5/577uf3vbyeoBlEsCtlklt5QLwk1QcuKluICMmZX2x/+j8HReKu99I/1U9ALNC1vIjAa\nYNGyRRTyBWRZxuf2kYglsDvtBEYC9HX20bqytfR+Wu1WlqxeAkBNYw09HT0kcgnULSoXnH8BHo9n\nzvPGxsboPthNMBWkYCygybPB2hA1IMkS8Zk499xzD5dddtlJveuXIAjCR0EEV0FYAPfccw/hcBhF\nUUin0+zp2jOn9qqu6+x7ex93/cVdXPnHVxKaDJVeMxgNFAoFZKuM/4t+ZMuRRzNz/TmsI1bO+9Pz\n2PPGHqKhKJ4Kz5z5qzaTjT9b+2f80+v/REErzB6/yMYLhRd44aUXaPe10+JtAR3OqjkLj7UYvg6P\nuNqcNnLZHHnyeKu9GE1Ghg4OUddS975XwCsGhZYVLbz29GvkMrnZPpsMmEwmPvuXn8XhdrD12a24\nPC6ioSijw6Nc/McXA5CYSZBJZ2iubJ5TJurwiOjhclgj0RH6pvs4y38WZbay0nn+RX5kRabSX4nR\nZKS8qnxeG612K8MHh/m7P/k78tk8VbVVfOPn36CqpgqbaXbrU5vDxuoLVzPQNUDnRCe513Kcu/Zc\nampqyGQyvPzyy6SzaXrCPdS31fPMzmdK1+qqzsrFK9myfwsGg4FoNHrEhW+CIAhnGhFcBWEBHF4t\nf3h70oP7DiJJEkazEV0rbmOqKArRUJRYJFZazCTJEk6Pk1gkhnuj+4ih9bLmy1hkWETcEGfxHy3G\nV+/jmz/5Jn37+2hd0Trv6/86dx1fOe8r/OSNnxyxrfsC+9gX2AfAU11PsaxqGTe130RciqMv0zEX\nzJgTZqrrq5FlGY/Xg8frOeK93mkkOsKu8V2s8q2iqbypdDyVSNG3v68UjAHMZjMV/grWblgLFAPm\n4SDesmR2y1KH24HD7Zj3LMVQDLFaQSOYCPLPW/+ZvJZn69BWvnHpNzDIxY9CRVGoWVRzzLY/dN9D\nqG4VPakzY5/hR3t/hLnLzK3n3MqyqmWl82RZpnl5Mz17egglQ7yx/Q02XLSB3t5eBsODTKen8dZ6\nqfBVUPAUIFy8To/orLt4HV3busikMvh8Ps4555xjtksQBOF0J4KrICwARVEoLy8nEAggy3IpqBrc\nBsrbygnuCiJXy9jabbzS8Qq5TA5FUdh4w0Yu/cSl/OyHP8O4fv7UAAmJja0bcZqdsGT2uK/e957z\nVRdXLOaOdXdw97a73/NTQdM19k/uZ//kfmgEGiFaiKIP62TT2ePu/2BkkB9v/TGqrvL6ode5XLqc\nVatXEZwIctd/v4t0Mg0U588qisLHbvwY1958bakP7wziVZaqYz7v8Oirqqq80PcCea04zSGUDLF3\nYi9ratYAHNcIcS6bY8A8QN1f16FrOpIsoaOTKWR4YPcDfOdj38FkMJXOlySJ2sZaund3M5OdYeu2\nrcSzcSZTkzQtbaK8qpx4Ns6B6IHSNYt9i6lZVMPt37gdl8nFlVdeKUZbBUEQEMFVED5yuq7T2dlJ\nOBxG13VUVcXutuNsdWL5Iwu6olP7ibkr+xuvb6QQLRCxRxh0DmK6xXTEe59de3YxtL6LqqrMTM9g\nNBmx2q2lzQXeyWl3InVI6OfomI1mqh3VJNIJ4tk4efJH7Y9m0JAaJLKZowdXXdfpnOxky8AWwukw\noeTs1Ic8eX67+bc89vPHiEfjpBIpoBj4JEmiwl8xJ7QCmLwmBqoGGA2Pcl3Vddg58sKnwzJSBm2t\nxm7vbpIjyTmvPbj3QX7X9TskJL647ovUuN57xPXJB5/EcG7x/Tu8MO6wZC7J/qn9pSB8mNPjpP28\ndkYOjXBg6gCyLLOobVFpKsJDOx4qhWmA3gd7WfaJZVyy7BI2XbXpA21JKwiCcDoSwVUQPmITExOE\nQiFUVcVoNJLP56murSa3Poeu6Ee9zuAxECbMi30vzjm+vGo5K+wrMLlNrPKvmnedrusc2n8INa4i\nIZFSU7S2t+Iqc5HL5lALKla7FaPJiNQpYRuz8Y/3/SPjA+P87af/Fl3Tqa6r5rN3f5Ynhp4gq84P\nqFqNxt69e/G1+1i5eGVp5FLVVJ7qeootA1vQ9Pkr+g9zXupEL+hU2CtQ/10l1ZnCU+Hhpq/cxNoN\na0uhVdM1MoUMP972YyLpCADJeJIv+L9wxPv2T/fzSOcjjMfGYSUkSc47J1vIki0U+/Tw3of5q4v+\n6qjt3L11N8/sfQbXBtdRz/nVzl/xfO/zrPav5sq2K0vvhcVmYXH7YiLBCOlkulSW67mO59gX3le6\nPtebI9YTIzgUpOLCChFaBUEQ3mFBg2tjYyMWi6X0wXzHHXfw6U9/moMHD3LrrbcSCoXweDz88pe/\nZPny5QvZVEE4YXp7e7Hb7TidTiKRYvg61HeIRZ9b9L7vZTaY+fTqT+OMO5Er5893zefy7H59Nxaj\nhfaqdlwuFyPBEXo6eiivLmc6MI1BMbBs7TIsNguyIpNP5FFkhWf+8xkyqUxxcVAoijqi8g+X/wM/\nfeOnjMyMzHmO1CQx3DDM/T33syG2gU1rNvHG0Bu82v8q4XT4mP2QrbNtr7iugvGD4/zx9/+YxrZG\nXhx/ET2kk8wl6Qv1zRmZBNgX2cdvOn5DT7CHVb5V3LDyBsKpMLvHd/Nf3f/1vt7PgcgAh6YPUeeu\nw2yYW34qMBLgh1//IRV/eeQqC+80EZ9gIj5BnbuOlb65276WVZZRVllcEKbpGq+MvDLn9diLMRxu\nB0vbllJZWfm+2i8IgnC6W/AR10ceeWTeft5f+cpX+PKXv8xtt93GI488whe+8AXeeOONBWqhIJxY\nvb29mM1mLrvsMp566ilUTcVcb573tTNAPpIn+mIUa4sVW4sN2TUb8IyykT9Z/Se4LW60+JFHM4f7\nhvE7/ZRZy1i6dCmLFy9m69atGGQD6Wwap8eJqqsERgM0LWnCZDaRSWUY6B7guQefQ9d08rk8DreD\n1hWtWI1W/mr9X7E3sJfHnnyMRH2i9CxJKbb/1YlX6ZzpnFNi6510VUdSJCRNQpfnjzAbyg00fK+B\n30d/D9uP7z3dPlI8ccvgFvrD/UzEJ444wmtNW2lva6faUc1kYrJ03Tv9eNuPkZDwu/zUuetI59Nk\nC1lGA6NUff3Y82nf6akDT9HqbcVitHCo6xBj/WO0rWorjSAPhAdIky6dn9uf4zOf/Qwuj4vFixbj\n8x19XrIgCMKZaMGD67tNTRWLjz///PMA3HjjjXz1q19lcHCQxsbGhW2cIJwAb7/9NuFwmKuvvpoX\nXnyBeDyOpXHu18ESEmpcZerfp8iP5zH2G4k8G8GzyMMd99xBdV01qqbOWQT0buGpMMnpJI2VjbQ0\nt9DS0oIkSVx44YXE43FisRhTU1P0D/XTE+4BwGw1k0lleO6h59BUDaPJiFpQ2XTzplLYMigGzq49\nm+d7nydRkQDr/Ge/O7QWogUiz0dI7C1uYVrRVMFnvvgZnow9icF1Yj+GxmJj844tdSyl54Ee/NV+\n/GY/y85exrKqZbw98jb6u3c3AHR0xmPjxSkGh72rmXbs5MfzJPIJwq+EMXgMeK/1lgI8wFRyin96\n/Z/YoGzgf37tfyLJUqnKg6/ex1BkaPaZWZ3Pr/887ee2c+CtA3idXsrKyhAEQRBmLXhwvfnmm9E0\njfPOO4+7776bkZERampqSgXDJUmioaGB4eHhIwbXbDZLNjs75y4Wi31UTReE962/v5+HHnqIVCrF\nAw88wDnrz2HfyD7sa2cXF62sXsnnzv4cb/3+LX408SMALHYL137u2jnzPRVZmXf/bCbLgR0HcLgd\nJGYStJW1ce7ac6mtnV3sJcsybrcbt9tNfX09kUgEJawQnAhiNBvJ5/L0dfaBVFzUZTAaSmWo3ll0\nX82rMAosPnp/XUYXA78ZILYrhl7QQSo+f3pgmof+5SEM6wwYLjj2x5AiKdS562gsb6S5vLi6PpgI\n8nT308e8dkPTBtqldvZP7ee1Ha/x8pMv42vw8Z37vsPNa26mY7yDamc1Lx96+T3n4b7bksQSXnzg\nRWamZ4rX6ZDYlcDusrPk60sIF4pTJAKJAE+GnkQtqCiGYomzvv19VNVV0RXsKt1PCku0bGgplvmy\neKiqqnrfdXAFQRBOdwsaXF977TUaGhrI5/N861vf4tZbb+W73/3uvA9rXT/6gpW7776bO++8c97x\n6elpuru7T3ibTwWhUOiM7Pup0O9nnnmGdDqNoiiEw2GcbU5cl81d6NNobsQUMSHNSBiMBhwuB8lo\nErfJTZWlCi14hHCVAi2okQ6naXI2kc1lKXeUU+GuIB6Pv+f74na7WeJdQnAsyMD+AYKTQTS1+AxF\nUaiorKDKUsVYxxj/4yv/g1wmR3lFOblcDjkg417sRuPIge/Wtlv5t8K/cUA/gCZpyLKMrusYDAZC\nEyEqtlegZYsLrvSATtmflJVGLNWYylnWs9iwegPNriOUgvKAs8XJQ/0Poerzd8RqcDTwp61/itfi\nZah/iEQ0QT6fx6AYiExFOPjGQdZftp6zm84GoJAo8Grg1Xn3UVCot9TT9UYXSp2CscyI+qaKp8lD\nIVfAW+klmUiSz+fJp/Ik0gkm/nUC/5f8pfCaqcjgvsjNzOszeKo89Jp6eeTpR+Y8JzOQIT4Ux2Qw\nUeOoQVXVY/59PhX+zn9YztS+n6n9hjO376drvxOJxLFPOoIFDa4NDQ0AGI1G/vqv/5q2tjbq6+sZ\nHR2lUChgMBjQdZ2RkZHSue92xx13cPvtt5d+jsVi1NfX4/V6Wbp06UfSj5NNd3f3Gdn3U6HfJpOJ\nb3/722QyGdw1bpI181e5r25ZjeyQaVvfRnV9dXEErsrD4gsWH3EBViwSQypI2Mpt9Hf3s7JiJUhg\nkA2sWLECv99/zHY5nU42v7CZ0GSoFFqhuHhIQ0Mv0+nd1ksqkUJWZCbG/u/2s0EwPGaAFZDqSuFe\n58ZQU/xYWVG9gpbmFiSThKwUA6skS8iSjKoWRx8tVguWEQvTPdOoBRX1P1XcG9wUxguYO81s+udN\n71l/9rzK86i313MgfwCfw8dYbIxULoXT4uSixouwGIpTMGZ6Z4jNxIpzdrU8dpd93vu5qXwTSo9C\nTs2x1LyUu//73RSMBSqUClo/08rrj76OrusoRoVb/p9bWLthLb/f/HuioSg2l414NA4U/6MdHg7z\nKT7Fa5bXmMnMAOC+2o3FZaH5mmb2JvbO6UchVmDyhUm+v/v73PTFm9i0btNxbThwKvyd/7CcqX0/\nU/sNZ27fT9d+f9BvyBcsuCaTxRGKw3t3//a3v2XNmjVUVVWxZs0aHnjgAW677TYeffRRGhsbjzq/\n1Ww2Yzabj/iaIJxsmpubWbVqFSMjI2z4wga2sW3O642ORiodxZXkx9rxCopVA3o6eqh31RM4EMBl\ncOGv8uN0OrHZbMcVWgGWLFnCk08+idlsJp1Ol77lkGUZg8lAIp6gvqW+uINXbu6q/uld02g7NAqF\nAvGOOL5LfFx/y/Vc1n4ZAJFQBE3V8FR4iM/EcTgdaJqG3WXHaDLSvKIZ2SATHA8yc2CGbFcWV7mL\nr93ztfcMrYf5bD5qKou1V9+9gv+wmfAMkixhdVrJJDJ4KjyoBRVNK44CA5gUE59Y/gkO7DjAoz95\nlOREEoPBQMRSrPxgNBnJpDJU11aXpmwc/v24y9385Ns/YXywOCfW5XGxYuUKGqwN/PSNn6JTXJBm\nucTCUGJoTtu0nEbg3wKocZVwIUxwNIhj4/zdvwRBEAQ48ibnH4HJyUkuu+wyVq1aRXt7O6+++iq/\n/vWvAbj33nu59957aWtr4wc/+AH333//QjVTEE44k8mE3W4nYorMOX557eV8ef2X5xzz1fu46KqL\njhrgJoYmqLZX4zK7iAQj+Bw+WlpaaG9vp6Wl5YjXHIkkSdx00020tLTgcDhwup04XU6cTif5TP7/\nZ+/O49uo733/v0bSaLMsW/Im77FsZ98Ak4QtpCmFErhAKXSFwm2hPaelv0dpb0+3c+kObX/nnLaX\nLqdQboGynR5oWcoa9iWB7CGL49jxbsmSbEnWvsxy/xCRY5yEBEwSmu+Tf6KZ0cx3xhje+c73+/ny\n5qtvEvKHKKsoKwa9/VxVLmwlNtCBNMTXx3EEHFhMFjRNK6wIJptQFRWLxUIiliAejRMYDpBKprDa\nrSzoWIDRZERTNRzlDvLZPBPhiSNu/zuZs3QOtU21SBRWuRruHeYH1/2A155+bcpQpNGhUW76wk1s\nfnkzmlYI4w6ng45zO2hb1EZVbRXf+Ldv4Gn0oGkapeWlnP3Rs1m0bBHf+9336FjVQaWnkiu+eAWe\nRg/tle3UBerQ1UMPdwreEyQ3kgMKtV5bW1spKTn8ggqCIAgnq+PW4+r1etm6detB982ZM0eUvxL+\nYeXzeRRFYUydXD1qeeNyLlp60UGPV1W1uGTpgbKZLGO+MRZVL8JsMtNe0U5tZS3V1UdXsmk/r9fL\nww8/zH333YeiKfzs5p+hKAqpZIpKvRJd0VHzamGMqmxCURTsJXZu/PmNDHQPcPtPbkcySrir3bQt\naAMgl8mhazpVdVWs+cwa1j64lr6uvkLI1SA4HCSbybJ42WI2vrARo8lIJpWhqraqeI6ZsL939OE/\nPcxT//UUBqOBZDzJSNcI4VPDxcUAdm7YiaIoIBXaZ7Pb8M6bHF/rKHPQ2NYIQN+ePsKBMLOXzCad\nSjM6MMrSM5cSDUWLS9YCNGYb2fCfG6j+dDWye3KZ3kxfhsC9AfSEjtlipsRZwmf/v8/SVN+EwyF6\nXAVBEA7muFcVEISTTSaTQUMjqkWL2w5cZjQxkcBsNWO2mOnr6mPMN0aFpwJVUTFbzJRXljMRniAR\nS+Ap8dDe2o7RaGS+dT41NTXvaSa61+vlxhtv5O6778ZqtZLL5cjn85hlM+3t7ThsDnIlOdKpNCaT\nifLycrKJLO0L26lvqcdV5eLLP/xysYd4oHsA/6AfXdf5+z1/JzIW4cDqU4qqsHPDTlactwKAUlcp\nqy5ZxQVXXvCOwwR0XWekb4QyvYzSqunL3L6dbJY57/LzePavz5LP5nGXu+lY2MFw3zDlFeVEx6P0\n7O6ZMsY3GU+y/tn1dG7txOF0YLVbkc0ySl4hEoxQV1pHcCRIYiLBnMo5BIYDxXbtFwlFyA/l8f8f\nP+5L3DhOdaAndJKPJvn4pz/OkjOXMBGeoGVOC6NDo1TYK6irO/yys4IgCCer4zZUQBBOVrlcDsog\nr0+OFa11FsaihoNherb3sGvDLvbt2kd6LM1Sz1LkhIwSU4iORhnpHMEQNZCNZ6l11tLe3o7BYMDr\n9c7IK+aSkhIuuOCCKZMn58yZg8vlorKykis+fgVNTU24K9yoeRU1rpJKppDNMq4q15TAueH5DaiK\nitVuJRwMo+ZVHKUH9Cbq4O/385t//Q2+AR/RUJQNzx3ZqgOD3YPE/XEmwhOHrTyi6zr+QT++vT6G\n9g5hkCb/s+dxe7BoFnZu2sm2V7bxzF+emf59TScSiuAf8GOQDEiSxFhgDLfNjdvmJhKKYJEsOC1O\nmhubUVUV34AP34CPV598FckoFSaaZnSif4tyuf1yRn4xQjKQ5I3n36CqtoqzP3o2uq5Tbi6noa5B\nLPMqCIJwCKLHVRCOof3jJnlbZ2JdaaGHzdfvo9XViqZr9I33Ma9yHss6lhEMBhkZGSGVT1FmL0OW\nZWoTtcyZPed9CTn7hw1cd9119PT0kM1mSafTSJJES0sLBoOBe+65B0mS+NP/+RMXf/5iFEUhOBIk\nOBKkur4aTdMIjgQxGA3ksjkcTgeyQSadSlNXV4csywwPD+N0OpkYn8BgNFBaVlro+dzVUwzASl4h\nFokVasqaTMQn4lhtViKjERZVLyKYDJLLFHqBU4kUVbVVyGaZdLLQ3t7OXvS0TourhYnuCdAL44zT\n6TQ9PT34xnwYK40Yw0ZUZXpZrf1UTSWvFP6yERwO4nV4sck2bLKNKnsVTqeT2lQtZquZwHCAf/n0\nv5DP5LHYLFTWVqIpGhabhbH+MdScis1hK9Z0TcaTRINR2ivaD1lBRRAEQRDBVRCOKVUtzGSnYnKb\n0+LEYXGQSWVQMgqVNZXU1dXhHnQzd+5cGhoaaGhoKFYjqK+vx2w2k81m3/eKGjt37iQSiXDjjTdy\n/fXXEw6HSSaTrFy5kgcffJCGhgZGRkbw9/vJprOUl5Qz0D2Aq8rFlte20Lu7l+raai66+CJOWXQK\nrvLCSlBLlixBkiQuvPBCwuEwjrJCL2wuncPutNM6v5Xh3mHGg+MoOQWn7MRkMBFOh6lx1BANRamw\nVWA0GDEZTMQiMQb3DuK0OFFyCmabGf8+P4qm0FjWiHeWl9bWVpafspx7772XQCCAzWbj17/+NalU\nCkeZg7PPOBuj0Yima5S5y5h3yjzWP7e+OLFK13Ty2Tzb12/HqBqpcdXQ2NhILBvDYXawbNkyYs/F\n8NR6CA2HiEfiSAaJTDqDqqi4q93IZpkydxlGk5FcNkdtUy1NrU2M+8ZZXLOYstKydz1GWRAEem7V\nvwAAIABJREFU4WQggqsgHEP5fB5VVeGAbNJQ1gAUxlOWmkupqqpi4cKFLFw4tbSTyWSipaWl+Pn9\nDq2bNm0im80iyzIjIyP84Ac/QNd17rnnHu69916am5sJBAJUV1czf+58NrywAV3VKTWXsvXVrfTv\n6McsmTnnQ+fwLzf+C42NjciyPGUM7rPPPstjjz2GalSxGC0M9g+SKc0w5h/Dollwm9zYy+x4PV5s\nNhtjY2MYjUacTiepVAqbzUYkHaF3Xy8eh4cyaxn9kX5yozkWVC1ANso01DewZMmS4mp83/rWt/jV\nr35FTU0NGzduxGg0Mh4c58knn0SSJOqa6rj02kuxl9rp3NJZGJf7lonQBMq4QkNjA83NzXi9XgwG\nA3a7HZvNxukdp9NW18br8dfRdb0YeuMTcTLpDHXNdUiSVAis7U1cfePVyGaZ/HiemqoaTj/9dLFa\nliAIwmGI4CoIx1AwGETVVKTqyXAyyzULKARXu2ynrKzsOLVuqo6ODpqbm+np6UHX9WJ1g2g0SigU\n4uGHH2bz5s20t7czMDDAf8n/RS6Xo6akhmQuSf+OfnK5HB/5yEcOWZrL6/Vyww03MDQ0RGlpKUND\nQ7y842XQoaWiBVmWaWxsZN68edPKcAFEo1GCoSCevIdKeyWyUYYsWCQLVe4qVq5cOS0I7h+vG4/H\nkWWZbDaLpmmT96gbmVsxF1e1i09/4dPc/8f7ScYLdafT6TT3/eE+/uM//oPm5mYkSZpybx6Ph5aW\nFlRVxWAwFHrX36IqKtHxKIM9g8hmmQUdC6iur2bv9r24zC7q6uowm80z9NMTBEH4xySCqyAcQ2Nj\nY6hVKibL5K+eS3Oxe8tuEtEE86vmFxflON72j3N96KGH+N73voeu6yiKgq7rVFVV4fV68XoLpaIW\nL17Mz3/+c7LZLKXmUpSQwqaNm9A0jVtuuYUVK1YUj307o9FYXGBEkiSaB5spsZdw1llnYbPZDtvG\n8vJyWr2ttEltmM1mzGYz5f3lxONxZs2addDey/3P12Kx0Nrayvj4OKFQiHw+j67rjPpG+f1vf8+d\nd95JrbuWU9pPYeuWrdxzzz3U19czPj5OOp0u9uC+3bJly4pBeP896W/9E5+Is/bBtbgqXYSDYTa9\nuIkKewXNdc2ikoAgCMIREMFVEI6h8fFxmDX52WKyoAd16srrUNwKtZW1uFyu49a+t/N6vTQ3N2Ox\nWMjnCxOTLBYLoVBoynEGgwFZlhkdHcVZ6iQ6GkVVVcrKyggGg2zevPmQwfVAbrebCz964bQhBYdj\nMpmmLIfY3Nx82OP397ZGIhHMZjOhUAhVVZEkCYPBQFVVFWNjY/T39/Pxj3+cs88+m9UfWs0rr7xC\nIBCgpqbmsMuxRqNRZFkuVI8AHA4H3rledm3bBVKhZx0dDDlDYcGIqlbOPPNMsQKgIAjCERDlsATh\nGFFVlWAoiGHW5K9de3k7pcZSmqqbWL1i9Qk5xrGjo4P6+nqMRiNGo5HGxsZpwa23t5dt27YxNDTE\nV7/6VWpra5FlmUwm845B7+3MZvP7+gz27NlDd3c3oVCIkZGRYi+yruuFurTZbLHNBoMBs9lc7H3+\nzW9+w8MPP3zYEN7R0UF1dTWSJGGxWJBlmeWnLMdR6kDNq2iqRiKe4IXHX6BUL+Xss88WK2UJgiAc\nIdHjKgjHSDAYpC/Wh6FyMrg2W5spVUvxeDzv2FN4vHi9Xp544gmeeOIJANasWTMtuG3atIl8Po8s\ny/j9foaHh2ltbeXss8/mm9/85hH1th4rzz//PPDWK/wD6r9KksQNN9zAggULOO2006a1+cChEYfj\n9Xr585//zDXXXEMymaSuro5rrrmG0rJS/njbH4nH4xiNRjKZDDabTaySJQiCcBREcBWEYyQYDLI7\nvbv42SAZqKEGh+w4oYYHHMz+SVSH0tHRQVVVFT6fD4fDQTAYJBAI0NTUdEKFVoBLL72U3//+92Sz\nWaAQWCVJorm5mc997nMz0t5Vq1bxwgsvsHnz5mIIdjgcPPn4k+zbtw9FUY66J1oQBEEQwVUQjpmx\nsTGG1eHiAJ1ZrlmQBZvTRmnpOy9ZeiLzer088sgjXHHFFaiqyt/+9jd0XecHP/gBZ5xxBqtWrTre\nTSxatWoVTz31FI8++igdHR2Ew2Hg4D3J78Xbe2gXLVpETU0NBoOBZDLJX//61xMu1AuCIJzoRHAV\nhGMglUoRnggTlsLFba0VreSDeUwG0z/ExJylS5dywQUXcN999xVfwefzeR599NETKrhCIbwe6zZJ\nkkRbWxuxWIzS0lLmz59/TK8vCILwj0BMzhKEY2BsbIzB1CBZKVvc1uRsAg3sNvtBa5R+EHk8HqLR\naPGzyWTikksuOY4tOrG0tbUVl8/t6+s73s0RBEH4wPnH+L+lIJzgxsbG6Ep0TW7QoaGkAbPR/A/R\n27pfIBCY8vnSSy894XpbjyeHw8G+ffvo7Ozksssuo7e393g3SRAE4QNFBFdBeJ9pmkYwGKQ/21/c\nZs1YIQ+yUcZqtR6/xs2wK664AovFUiwF9ZWvfOV4N+mEksvlyOfzlJaWEggE2Lx58/FukiAIwgeK\nCK6C8D4bGRkhEAsQ0CZ7I0uSJfgH/VTYKk6YlbJmwv6JT1/72td46qmnRG/r21xyySXFsmeiqoAg\nCMLRE5OzBOF9FgqF6I/3k1ATxW0lyRLSsTSeRg9tbW3HsXUz73hMfPqg8Hq9PPPMM1PKZAmCIAhH\nTgRXQXifjY+P05PumbLNErPgtDipqqrCaDQep5YJx8ORLmQgCIIgTCeGCgj09vbyl7/85QM9USST\nyUxZBelEEYlECMfDBPQDJi2Ng57WKbOUUV1dffwaJwiCIAgfMKLH9STX29vLmjVr6O/vx+Vycf/9\n93/gXvNu2bKF3oFeHDYHra2tmM3m492kosHBQUKJEAH1gOA6CrlsjjJrGZWVlcevcYIgCILwASN6\nXE9ymzZtYmhoiFwux+joKNdcc8276nnt7Oyku7v7fWjh4UWjUbr7u3kz8CbhRJiBgYFj3oZDURSF\nwaFB+pJ9JJTJ8a34Csu9upwuSkpKjl8DBUEQBOEDRgTXk1xHRweyLBdfs4+OjnL33XdPO27nzp08\n8MADBw21yWSSXXt2sXXHVgKBAJFIhGeeeQafz/e+tTsSibB9+3Z27dpFNBPFXmonlU/h8/mIx+MM\nDw+jadr7dv0jMTo6ynhqnIglUtwmIZHpyxANRMlms4f5tiAIgiAIbyeC60nO6/Vy4YUXFicI5XI5\nbrnlFl588cXiMevWrWPZsmV84QtfOGjR9PHxcWLZGL2RXrZv305XVxeD44Ns3LSRfD7/vrR769at\nvPLmK2zs2UgoFaLB24CKSigc4rnnn+Pl11+mp6fnnU/0PhoZGSGcChMiVNzm1JwEB4Ls2rqLb3zj\nGx/occWCIAiCcKyJ4CrgdDqn1BLdv778fvfff3+xcLrP55tWND0UChHLxkjmkgyODxIKhQgkAwQS\nATo7O2e8vQMDA4yGRwmmgpS3lNM8v5kydxk2u43x9GSI7uvrO24TtnK5HP5RPxO5CQYTg8Xt+f48\nal7FarUyPj4uCtALgiAIwlEQk7MEJiYmqKioYGJiAkVR0HUds9lMb28vXq+X6upqNE1DVVUSiQRV\nVVVAYUWooaEhRkZGiGaizF4ym4HdA5iMJnJaDl/CR09vD7lcDoBTTz0Vg+G9/V0pl8uxY+cOeiO9\ntC1sw1XpKu6zldgYCY1gMpjIKlnG4mOMjY1RWlqKqqrHZDypruvs3r2b3t5ewukwikMhEZsc39r7\nfC+6rhOLxZg9e7YoQC8IgiAIR0EEVwGfz0c+n+e2227j3//93+nu7uZ3v/sdTzzxBA8//DB+vx+D\nwVAMnY888gjl5eWEw2FGxkYYjg9TXl1OeUU5keoIgUSAeafOIzgSJJQIkenPoGgKFRUVtLS0vKe2\n7tmzh5HoCI4Kx5TQCmC2mimpLsFkMlEmlzE+Ok5PTw/RiSiqqnLB+Rcgy/J7uv7BZDIZ4vE4VVVV\nTExM8Mzzz/DaxtdomtdEsi1ZPE7La6R704W2ms3ccMMNop6nIAiCIBwFEVxPYr29vdx6661s3LgR\nRVH45S9/yYc//GG6urqwWq3FtdTdbjdms7k4XOA3v/kNd911F5+6/lOY3Wb8/X4+fPmHAWiZMxlM\nPY0eund0Mxwbxibb6O7upqmp6V0X3I/H4+zr28docpQFCxcc9JhYJMa6p9ex4sMr0BWdYCjIQHQA\np9XJ008/TSgU4txzz53RwLhlyxZGg6OcsfwMurq6+OFNPyQei+OudtPy3cnnkdmXQc8Xhi44HA7W\nrFkzY20QBEEQhJOBCK4nqd7eXlavXs3Q0BCaplFRUUEgEMDlciHLMrFYjMrKSoaHhxkeHqaiogKn\n08nu3btRFIVIJMKdv70Ti9VCLBLj8Xsf57u//S6Lli0qXsNWYmPxisUAdG7pxBfxMTAw8K5DY2dn\nJ0MTQ1Q3VmOxWorb/XE//eF+pN0St3zjFnRNZ+2Da7nkc5cwZBvCWm3FbDLznz/+T7LZLM3NzTz7\n7LMzEl5zuRyBYIDeSC/27XZeeeUV4rE4BqOBpDPJeHa8eGxi6wFLvooyWIIgCIJw1ERwPUlt2rSJ\n8fFxZFkmn8+Ty+Worq5m+fLlNDY24vf7CQQCfOtb3yqWlZqYmJhyjnQyTSZdWLEqGU/yb9/4N674\n4hWcvup0PI2eKcfWt9TTv7Of7u5uGhsbj/qVfTKZZMg3RCQXQRvS6NrexYKOBUQtUW7bcBuarmFO\nmtGlQo+mkld44v4n0DWdqroqFi5bSDpdeE0/MDDAQw89xDe/+c13+/iKBgYGGE+PM5GZYDQ2irXS\nimSQUPIK7tPdxePUuIraoyJJEiaTiXQ6zebNm8VQAUEQBEE4CiK4nqQ6OjpwOByMjY1RW1vL1Vdf\njb3aTldvF8PDw6TTaXRdx2AwoGkakiSRzWWx2Cxk05P1R41GI0peASASivB/f/5/eea/n+F7v/3e\nlPDqdDkxO8z0jfWxYcMGzjjjjKOaqNXV1cVoYpSB7gHu/fW9ANQ211J5QyWaXgjWuZIczuVOYuti\nSJJELpPDJJuIjkfZ8NyG4rl0XWdgYIBoNDqlmsLRCofDdHd3M5ocpWl2EwP7Bojmo1htVpKpJPa5\n9uKxsY0x0KDMVYakS3g8HjExSxAEQRCOkiiHdZLyer189rOfpampiZ/85Cecd955SKUSr7/5Ovl8\nvjgOdX9vq67raKrGVV+7CkeZA6TCUIDGtkYqLq6g8TuNVFxagcltIndOjt+t/x2BeGDKNVsXtDKm\njNHr62VkZOSI25rJZBgcGiSUDrHh+Q3k83lsi23wCYhkI1OOLTu9DGe9k6qWKkyyCSWvkEqkiIy/\ndZxUmMSllWg8/9Lz7N27l3g8flT1ZuPxOI899hgvvfwSwUQQi8OCp8GDq8bFHbfcQTKexOa1YbBO\n/nqldqaQZZnrv3w9P/7xj3n44YdFb6sgCIIgHCXR43oSczqduFwuKisrCU+E0Y06bUvbkM0ymXQG\nySiBRrEWqslsoqKmgs//y+f53fd/Rz6XJ6SGqD63GoCys8soO7sMgBgxbn35Vr77ke9iNxd6HmWz\njNVm5annn8KYN/KZz3zmiNrZ1dXFzt6dbNuxja7tXTg6HFRcWXHQY+UGmcqvVaKrOua/m5nYMUEi\nlsBgNGAwGlA1FV3XefQvj2J2mlFUhZ27d+KwOzjjjDMoLS09ZDvy+Tx79+4lEAgwODFIJF0Iw7MW\nzgJg00ubiEfjANjnT/a2KnGF7EiWFRetYMVpK1jz0TVYrdYjundBEARBECaJ4DoDtm7dSnd3Nx0d\nHR+oXjRFKbzin5iYIG1IU1ZRRqO3kTmnzKFvTx/2Eju5XI5wMAxARU0FbQva6NrWhWSQkCQJy2zL\nIc+f0BL8/vnf06F0MGfJHJKJJDd9/iY0VeOVJ15h9uzZdHR0HLaNqqqyYeMGfnnLL4mMRTBVmqi4\n9OCh9UCSUYIVkHojha7rqIqKZtCQkLDYLCRiCdLZNDuDOym3lkMUlFcVVn9o9SFDZU9PDxt3biSQ\nDJDMJambVYfVbqXMXQjrIf/kCln2eZPBNbs3S21DLcvOWkalu1KEVkEQBEF4l0RwfY+efPJJrrji\nCiRJwu12c/fdd7Nq1arj3awjkslkSKfTDAwOoFaqtLW2YZJNhVf6/jFy2Ryf+epnyKQyAHSc21Ec\nt+pp8jDqH8VxmuOw1xjKD7Fr3S4sd1ton9VOLpPDYDQQiURYu3btOwbXcDjMm7veJBqOIlkkaq6p\nwWCefAXvtrjZ97d9WOdasXltU75rrjEjN8uoPSoAJpMJXdPJJDPUzaqjY2UHRpOR8dFxNE3DF/UR\nCARobm6ecp58Pk8wGGRv914GJwaZtWAWznInRtPUsl4Wm4WK8ytwrnYWgvNbzlt2Hu3nteOxevB4\npk5aEwRBEAThyIkxru/RM888QzabJZVKMTQ0xDXXXPOBWX/e5/ORyWYYy4zh8rgKY1cBNAgMBxjz\nj/HXP/6VjnM7uPiqiydDa6OHa/7/a/B+x4vR8c41WZ1nOjF93ERcj2M0GdFUDYvdQk9vDzt37jzs\nd4PBIJUNlUiSRPnqcsw15uK+lS0r+dfz/hVLj4XUjtRBv1/1iSrs8+1IFonyynKqG6ppnt1cnDxW\nVVvF3FPmUlVXRSqfIhKZOma2r6+PZ9Y+wwvrXsAX9+FwFxY+eHtoBRjODVP2kbIpodVoMHLZ+Zdh\nNBlx2VwiuAqCIAjCeyCC63v01a9+lerq6uI40Hg8/oFYf97v9zMRmyCdT5NQEzR4G4r7ouPRwjAC\nqfDnnl09xX1jyTEe2P4A9/XcR94yOaFJH9f5cN2HMagGtLRGPjB1spPRbiTdnqaythK7w04sEuPe\ne+7lsssuY9++fYdsZzAYRLJLVHurcZ7pLG7XRjXKestYv3Y94WCY1JsptJg27fuyS8bzPz00fqOR\nj37+o9gddswW87RyXSWlJcRyMfr6+3jsscfYvXs3ExMTbN2+lc3Dm+lL9JEyp5g1Z9aU7+0J7uEX\nL/2CO16/g0jD1NAL0F7RjkEzoGZUyh3lOJ3OaccIgiAIgnBkxFCB98jr9XLfffdx0UUXkc1mqamp\nOeHLHEUiEdZvWM94chzZLDN36dwpPYiqohaqCeiQTWeLYzi3+7Zz99a7UTV1yvnckptPn/Np2lvb\n8SQ8/OQrP8FgN1D/1XpM5ZP/imU8GcZz4+RiuUKpLaOB0cBocTGAXC6HxWIhl8sxMDBAaWkp49Fx\nYqkYtmU2OGA4bfChIL8Z+g12px1FUbDb7EzcOcFFN17E/Pb5/HHPH6e00eQysdW0FWmRxPj6cQZ7\nBmlqayrutzvsuGpddPo7kZDwxXxU7a0ikUvgcDtoX9Q+7TlmlSx3b7mbVD6FDx9UTn/WZ806i3Qy\njd1sF6FVEARBEN4jEVxnwKpVq/jIRz7Cjh07uP3220/oCVqaprF9+3b6In2YbCbMFjNmi5ne8V52\nBXexyLMIY50Rz//0IEkSqbUpdo/t5q/P/rU4i34/2SBz0byLWNmyEoNU6LzPprKYZTNKSmHo34dw\nneGifM1btVIlKD+vnMDdhTJZmqqRSqXw+Xy8+OKLRCeinH3W2YyMjNDZ04nVZCWaiYIR9Lk6EoVX\n8PnePKn+wtCAeKQw/CCfyVPhrmDlopV4Gj3MHZ/LntCeKe1NKSk4FUxVJn729Z9x029vmtLz2tTW\nRKQ8gqZqxKNxdo7uxGQwUeOtOeizfG3gNVL5gw9R+OTiT1JTWoPX7WXXpl2UmctEcBUEQRCE90gE\n1xnicrlwuVzU1dUd76Yc1r59++gP9JMz5bDZC5OZBtID/HXdXwF4vud59FYdO4VZ8ba5Ntar6yE9\n9Txzq+Zy0dyLaCxvnLK9bWEbNQ01DPcOo2d0wi+EkRwSZSsLvbYli0qweq1kegsTvnRN59ZbbyVf\nkqe2tpa+vj5GfCN0jXcBYJAMvN7zOtKsyXGjydeSU67pLHfSurCVz1712WIQvXzh5dyx8Q7S+TQ5\nNUdGyRSPtzRayK3OsXnnZi5qvGjKuVyVLqBQQcHT6CGbyeJ0TQ+cOTXHi/tePOgzbpAaOKP5DAAS\nsQRaWqPR08isWbMOerwgCIIgCEdGBNcZYjIVHuX+ElMnIk3T6O3tZTg2TOvSVlS18Mp/fWh98Rgd\n/bDnkJD45JJPsqJpxUH3exo9/Ovv/pVffuuXdG7pBCD6QpTSFaXFagDVn61m7D/HSIUKvZXRaJQ9\nXXtwuB0EAgGCySBuj5vaplpeeuYlBp2DyBSWiFVCChO7JpeeNRgN5LI57FY7FosFVVExmoxUO6r5\nzoe+U7gnXWe7fzsPbHuAjFoIsOZWM2uVtWR2ZJhbPZc5VXMwGab+OljtVqz26aWrdgV2cfuG2w/5\njM7xnlP8cyQUwW1z097ejt1uP+R3BEEQBEF4Z2Jy1gw50YOroii88cYb+KN+ZIeMw+lAUzX0Eh1/\n2n9E55ANMtctu+6QoXU/T6OHq752FSbZBBKQgejT0eJ+k9PEKV86pfhZ13UsVgsZJUNWyRJIBqht\nqsVqt/Jsz7PIbrl4bPzVOEbZiGyWC8vRqhrJeJLX1r5GX1cf0fEobydJEkvrlvLNVd/EmJ1aDeCV\n/le4fcPt/OqVX5HIJg57X1kly5NdTx48tL41L6zaUs2yecsm2zsRx2lxUlVVddhzC4IgCILwzkRw\nnSEnQnCNRCKEQqGD7tuzZw+dA50MxAeYNXsWUJiEpbcfvod1v9rSWn6x5hcsqFlw0P09O3vo7ewt\nVldond/KD+/4IZdccwlXfulK1O0qSt/kswm7wrgb3IUPErzy5Cukk2l6I70YLUasdis5NUfeO1md\nINOb4WPnfozaplpsDhu2ksm6rZqmsWvbLiKh6TP796uwVzC7fzZ0Tt83HBvm1nW3ThlSMGX/xDA/\nff6nPL336Wn7Pt/xeYzPGTFsMfDlc76MJBWGNaiqSjqexmFxUF5efsh2CYIgCIJwZMRQgRlyvIOr\npmm88uor5NU8rbNaAUilUsiyTC6Xo3tfN0OxIeafPh+r3Yqma0Sbo9AyeY79E6w0XcMgGfjKGV9h\nm38bkVSEi+ddXAxkb5dKpEhFUthMNvr39uMsd9K7u5eahhqu+/Z1jA6Nsn7tehIvJyhrKYx1zWpZ\nTr3uVJ7/0fMYTUbi0Ti5XA6Dw8Ds9tkA7B7eDZOdrVxx2hWcd/Z5rFi9gm3rtjE6MMojdz+CqqiY\nTCZWLFvBRHgCVVXJprPYHdNfzdsMNgzrDSw9fSlbElum7AskAqzrX8fqttVTtieyCe7YeAexbGzK\n9sayRs6adRZtpW3k+nIYhgxkxjLw1rDfifEJSs2lVFdVYzCIvyMKgiAIwnslgusMOd7BNRgMMpGZ\nIJqJUjlRSTAY5NV1ryIhYTKa8MV8VNZXFsdsPr33aRItU1+NX7/sekwGE+sH17OwZiGtFa20VrS+\n47Xj0TilllKanE10hjoJjYRocbUw4h+hvLIcT6OH7/32e/Ts6uEN8xsMJYcACJQFcLgdJCNJbCU2\nFp6+cMos/w3dG4p/dlqcfPisDwNQXV+Np9HDOQvOYemspWzYuIFrr7mW0tJStg1vY/NLm5GNMg2z\nG6iqnfqK3mwpLGCwyLIIt8fNntAehieGi/sf7XwUt93N4trFGCQDuwO7uWfrPVOqB3gcHi6Zfwnz\na+YDsGvjLvyDfnRd56df+WlxcYNIKILL6qK2tvadf4CCIAiCILwjEVxnyP7gms/n3+HIQxsbGyOb\nzVJfX3/U3/X5fITTYVL5FOl0ml27drEvvA9FV3Db3ITSIZY0LwFgKDrEs93PFr8rG2SuOvUq5lXP\nA6C9cnrN0sOJR+O4zC48NR6imSi9kV5cVhdmo5m+PX3MP20+NQ01eBo9uANubttwGwBJJcmKr63g\nzf98k9M/dPq0RQG6w93w1miAudVziz2+/V39lBpKqa+u52MXf4xsNovT6WTdunWUW8uxyTbcNjdD\nI0PTgqtJLvyc1LzKxfMu5uJ5F/P03qd5suvJ4jF3br6TU+tPxWqysm5g3ZTvV+QruKb1GmprJsPo\n9vXbURWVkrISomNRXn78ZeYunUs2nWVW7SyxWpYgCIIgzBARXGfITPS4rl+/nqyS5bwPnXfYMZG6\nrtPZ2Uk2my0OBRgaHiKSjqDpGtlslmAsiCIr1DTUEB2P4p3vxSSbSOVT3Ln5TlT9rUUENLj2lGtZ\nUHvwsauHk4wn8fX7iIQiNNc2s2DBAnyjPirtldR6asnlcvh6fGxftx2r3crcU+Yyr3oedc46fDEf\nAH3WPiyVFja/shnTL0xU1laSa8rx+tjr5G2TfwkoiZUAMBGeIDmWZGn9UpYuXYrFYsFiKaxMUFJS\ngtvmxiAZMBlMKFGFRCyBklewldiwWC3F4JrPTZ671T29V3nLyJZp27L+LFv/sJWbXDdx6bWX0nFu\nB55GD6lECkmSyKVzVNVVUeuppdJUScwSo6a6ptg+QRAEQRDeGxFcZ8h7Da59fX2k82mCySB9fX0s\nXboUn8+H2+3GZpuchBQMBnnjjTeIZWOEkiFko4zZaMZqslJSVoKSV8gqWQZjg7QsbMHpclJVV+h1\n1HWdB7Y9wHhqfPLCb0Lb+W1H1dZcNsfY6BjBgSB1jjpaalvw1HgoLS1l6eKluAZczJ49m4mJCQYD\ngxgNRsZSY/gH/TS2NvLJxZ/kV6/+Ch0dVVcxftaIlJZ4res14g/Gqb2uFsyT19M1Hf8bflgJI/0j\nNDgbWDB/AaWlpVPaZbFYOGXxKVgsFlKpFMFkkN2bdmOX7eT1PLPmzSoOFVDyhZ/Tjg07eP3Z17Ev\nsZPSDr6YAMDY38aIb4ijKzqBZIA7fnYHD/zuAVauWckLj76Aqqk4Shx84p8/QXN1MzWDzgHrAAAg\nAElEQVSOGsrV8hO+rq8gCIIgfJCI4DpD3ktw3bdvH7t27WI4NkwsG2NoeAiDwcDunt1UlFawcuVK\nAoEAExMTBAIBhmPDhJIhXB4XkklieGgY2SDTMKcBVVGJ+COYS8zTCue/2v8qb46+WfxsDBrRtmsY\njEc+cSgejbN32150dBbXLGbR/EU0NTVhNhcCodfrLa4c5nK50DSNRCJBb38vbw6/SXV9Nc2uZpbU\nLWGbb1vxvAabAcdSB46ljmnXzA3lOOvcs4hFYqhJFU+Th8bGxmnHAbS2FnpPs9kslZ2VhZq17lY0\nXaNnTw+xSAwdnXwuz7b12/jBdT9AUzWcpzqp+nTVQevY1ozV0Luud8o2VVGJhWP8/Z6/F56lyYiS\nV/AP+lncuJhFCxdhs9nE+FZBEARBmEEiuM6Qow2u3d3d5HI5MpkMr7z+Cj09PeCG5tnNBBIBpEGJ\n7vFuxlPjZNdmSeQSxR5WX8zHnKVzKHMXZuhX1FSg6zolpSXouk4qn6KmYeoypRklM2Ucp9PiJL8+\nT1bPYjQVapumEoUeR7vDTi6bQ1XUKSWnsuksPbt6aHO3YTaamdM2h9mzZx/yHiVJKgZJg8FAMBHE\n1++jZW4Lq1tXTwmuh6IrOrWhWhaevpDOrZ3UldbR3t7+jrP0LRYLDfUNpPNpaipq8Hq9lGwvYefr\nO8nn8uRzeZ7/2/NoaqEAa2xLjJVLVvK5r3+OtQ+v5fHA41ibreS6cyR3JjEYDEiSVFy04e00VcNm\nt1HrqcVT7qGlpUVUEhAEQRCEGSaC6wwxmUxkMhl27drF+eefjyzLhzzW5/Ox6c1NZJQM/d39/NvP\n/41sJotJNnH9d68nXZ2mRC5BM2jEiRNJRwgkAsguGckmMa9tHqXlk6/JDyz7JEkSthIbBtNkaBpL\njnH7htunzIz/zNLP8Kc7/4RkkDAYCqtP7dmyB3SYf/p8und0k0/nqWurw13lpr+rn+hYlBZXC956\nL21tbUdVVL+9vZ3ufd1s82+jpqGGpvIm5lTOoWus66DHqymVyJMRcv05rvvFdYSDYUhDfWM9TU1N\nR3TNRYsKvZ5erxebzYbdbuf5F54nn83jH/DjneflxcdeZH8na3Q0yt/v+jsSEmO3j6GZNcpKyig7\ntQyTbELJKxiMbwVY5YAAK0F5eTkXf+ZiFrYuZPbs2SK0CoIgCML7QATXGaDrOolEgkwmQ6+/l40b\nN7J8+XKMRuO0YxVFYefOnQxEB+jt7eUvf/hLsadTVVR+879/w6pLVhHqCDG/Yz62EhuDewfJ5rOc\nPu/0Q9ZSPRRN1/jjxj8SSASK29oq2phTNQdVVYsBy9fvo9pejWyQ2bNtD5IqsbBmIXv79jK4d5A6\nZx01lTW0NrSyfPnyow5mVquVxvpGJrITdG3rYuGyhVx96tU81/McalrlZf/LU46/sO5CfHN9LP/y\nchZ0LKBzSyd1jjrmzZt30Od6MBaLhQULJiedVVRUUFNVg8VkQUpLZDNZquuqSSfSpJIpXn3yVV59\n8lUsNgvlleWMB8YJJ8O8/uzruKpchANhNF2j1FWKqqik4ilURcUgGUgkEjz7389y7qJzjzhYC4Ig\nCIJwdERwnQEbN26kd7CXjJIhGAuyZ3APJSUlzJs3j4mJCSorK9E0jZ07dzI0NEQgHiCajPLA7x4g\nMTF9mdEXH32Rru1dLD5jMe5qN0peobS89LChNZQMsWN0B/Oq51GpV/LknieJpqNUO6oZjY8Wj3Na\nnHxm6WcA0BQNs9WMqqiMB8ZZXLUYk8HEeHq8sNpTaTnzDfMZiY1QX1rP0qVLaWhoeNe9iaeeeiqK\nohDrjhEJRaiur+bSBZcC4H/ZT/dENwALahawZtkaOKfwPV+/D3PeTF1N3XseM7pgwQLMJjPjvnHq\n5XpMJhONbY3s3rK7eEw2nSUejRd7VfO5POlEGoPJgNVqRckqrFyzEgsWHv3vR1FVFUmSiMfiAKK3\nVRAEQRDeJyK4zoCJiQnCmTAmi4nG1kaG4kOU9ZXh9/uJpWLMay/0Ej714lPs2rmLpJakc3sniYkE\nRtmIkps+LjYSitCzqwdPo2faeNW3S+VT3PrarcSyMR7f8zjzy+azI7Jj2nGyQea7H/ouVtlaHKtp\nNBoJjYZwyk7qa+tpbm4mvS4NwCmnnIIsy3R1ddHc3HxUQwMOxmg0MmvWLHqGexjxj1BdX13c94nT\nPsFDOx7CbDTzicWfmPK9wHCA+e75dHR0HHFv66FEo1GGhoYYHh7GvtOO2WqmubmZzq2dxeVqAdKp\n9JTvaZpGmauMVCJFeXk5F55zIeGxME+ZnyKbzaJpGk6nk3POOec9tU8QBEEQhEMTwXWGGIwGTCYT\nkkGiuqGakdAItVotu0O7scpWxkJj3PKjWwqz2g8ISEpOocJTweLli3n9uddJJwqBqaS0hLYFR1am\n6qXel4rLkaqaetDQCrC6bTVWubBylqYW6r0mE0k63+hkxdwVNDU14fF4WDJ/CdlsFrfbDUBHR8e7\nfi5vV1NTQ527Dt+Aj/HAOBU1FQBUlVTxTyv+adrx6WQag27AXeY+bG3bIzUwMEA+n6esrIx0Oo3J\nZGLJnCVs92xndHQUXdcxGAxoujYtyFpsFj75yU/y2U9/lqVLlxKNRnnwwQfx+XyUlJRw1113FSsq\nCIIgCIIw80RwnSH7Xw+rqkptUy1bh7aSyqdQNZWe8R62btpKKpHCYDRMndgDLD1rKfOvnU/g3AAG\nn4GRu0aYf9r8w14vkAjwSt8rdAY7p9ZlPVT7JANnNJ1R/Owf8BeWKVV1HrrtIS6/5/Lia/i5c+ce\n7e0fMYPBwLx58whGguzr3YerynXYV+uJiQROs5OKiooZuf7555/PzTffTDwex+FwIMsyixctLoR0\nA6QyKdDBYDKQThaCbT6Xx2qzkk1n8VR7WL16NQBut5uHH36YzZs3c9ppp4nQKgiCIAjvsxNiMN4P\nf/hDJEli586dQKFU1Jlnnsns2bNZtmwZu3fvfoczHH/7a6FqiobRZGTOkjm4Gl0sPWsp5bPKWbJq\nCWarGV3Tp9RNNckmTrvoNB7f8zgZNUOqJoXWorFtbBvf/8P3eWP9G1Ous3FoIz95/ifc8sItvNr/\n6hGFVoAzm8+k3DbZY/nqU6+i5lVks0wykcTv98/AUzgydXV1NHoasWEjEooc9thYJEappXTGguvp\np5/O4sWLqampQVEU/H4/N910E4qiFCZZTSSIRWIYDAau/trV/NP3/4kyd1mhZ9xdwbnnnjvlfF6v\nlyuvvFKEVkEQBEE4Bo57j+uWLVt4/fXXp8zE/tKXvsQXv/hFrr32Wh588EG+8IUvsH79+uPYynd2\nYI8rQGl5abFkVVVtFVW1VbTMaWHMP8b1/3o93Tu6GfOP8aHLPkRPSQ8ckD8rrpwMaX/e+Wf6+/qJ\nNkYZzY4SSR8+6B3oorkXMRIbobGskVXeVcXt21/fziN3PoKu62QzWZqbmjnttNPe/c2/C42Njewd\n3ks4GC4OFziYWDRGg6thxoKrJEksXryYYDBIKpVClmXC4TDl5eXkc3k0VcNitZBOpMnlcpTYSvjO\nd75DyBfi3HPP5UMf+tCMtEMQBEEQhKN3XINrNpvlK1/5Cvfdd18xEASDQbZs2cIzzzwDwMc//nFu\nuOEG+vv7mTVr1kHPkc1mi59jsdgxafvb7e9FPVSBelVRiU/EMcpGGrwNnHLOKbzc/zJPDT/FSGDk\nkOc1eUysZz1Ep+/TFR0tr2GQDXhsHuqr69kysgWApvImzms7b1olAv+gn1tuuIV0sjCWVpZlbrjh\nhmPeY+jxeKhyVBEYDRAZi+BwOoiOR6moqUCSJEb6RkjEEhhUA+Wl5VOWvX2vZs+ezfr165FlmXw+\nT1NTE7IsYzAYSKVSSJKEy+WioryCakc1Zyw4gyVLlhx1KTJBEARBEGbWcQ2uN910E1dddRUtLS3F\nbUNDQ9TV1RVXopIkiaamJgYHBw8aXG+55RZ++MMfTts+Pj7Onj173re2HyiXy1FWUoa+WKfT1MnZ\nI2dTbp46kahrZxf+fj+arnHzzTdTc1kNY/mxd33NiZcmiL4YRU0UgvKiTyziii9fAVnIZDN8bNbH\n0Mf0aUuY7nh2R7FuLFCcDX+sntWBqiqraMm2MDE4QZo0ki6RTCUBME+Y8Rg9aGUaRqPxiNo3NjZ2\nRMfZbDZ0XaehoYF0Os2PfvQjfvSjH2GxWLjwwgtZvnw5Xq8Xk8mEyWTCaDTS1XXwhRJOFEd67/+I\nxL2Lez+ZnKz3DSfvvf+j3nciMb0c6JE4bsF1/fr1bNy4kZ/97GfT9r29Z+vA2d1v953vfIevf/3r\nxc+xWIzGxkYqKire10lG+/3khZ8QDAd5rvY5qAU/fm7fczvfXP1NDNLkWNY3Nr1BXsnjWubCeJHx\nXYdWdVgl9GyI1K7J8Gk0Gll+8XLsHjuf83wOLaRhqJo+fFnJK0ilEkajsdgz7HA4sNlsx+RZvZ2q\nqkQiEfqj/VSXVCObZPrH+lFyCvPc87DKViwWC6eddhpOp/Mdz7dnz54jug9N0/jTn/6E1WrF6XRy\n/vnn8+Mf/5hkMkl1dfWUf58+KI703v8RiXsX934yOVnvG07ee/9Hve93+4b8uAXXl156iT179hR7\nW4eHh7ngggu4+eabGR4eRlEUTCYTuq4zNDR0yNWILBYLFovlWDa9KKfmuGvLXWi6NmW7P+Xnjc43\nMEkmIn0RaitrefbRZ3Ge66Tso2VTjnVanJzTcg51zjpa3a386LkfTVma9UArDSu59/f3FoP8ouWL\nGOoeomN1B4uWLTpsW9PJNI/c+Qh7N++loqKCSCSCw+GgoaHhmI9v3c9oNDJv3rxir3p3TzeZ8Qw1\nJTW0NLUU2zXTr+hbW1vJ5XIkEglKSkrw+/3s27ePfD7PX/7yF2688UYx2UoQBEEQTkDHLbh++9vf\n5tvf/nbx86xZs/j73//OwoUL+dOf/sQ999zDtddey0MPPcSsWbMOOkzgePPFfNNC637/te+/ANCy\nGhO/n8D1JRemsqmP+6zms/gf8/5HsbYqwHXLruOhdQ/R+XQn6e1pnJc5sdRamK3Npr29HUmSyOfy\nQGG8allFGeXud65v+tifH+O+W+8DCkHwYx/7GJ/61KeOexmnA3+2Q0NDOC1O6krrioH2/TAyMsLA\nwEBxctbatWuLY1xVVWXz5s0iuAqCIAjCCei4VxU4mD/84Q9ce+213HzzzTidTu66667j3aSDUjSF\nM5vOZO/oXsayY3CQnGWwGHBd7pq2/aK5F/GR9o9M2+51e7l6ydX89Lafks1m8d/uBx0GDAPsat5F\ndX01vn4frmoXmVQGk9FUnGh1IFVV8Q/4KXGW4HA62Pzy5uI+XdfJZDJceeWV7+0BzLCGhgYS6QTN\nTc2UlJS8b9fZtGkT+Xy+ODnLYDDQ3NzM6OgoHo/nuPVAC4IgCIJweCdMcO3v7y/+ec6cOSd8+SuA\ntoo2/vyJP7N27Vr+tu5vPLH+CYznvfOSpLMNszmv7bxD7vc0evjeb7/H3+/5O0/c9wRKXkHXdCKh\nCPZSOwaDgWw6S5m7DJPJRCaVAQrLxOZzeSrNlQSGAiRHk+zdupeAP0B6YjLcSpLE5Zdf/t4fwAyb\nPXs2TqeT+vr69/U6HR0dOBwOIpEIsiyzZs0a1qxZIxYSEARBEIQT3AkTXD/orBYr+j6dpCtJyWkH\n7y3UVZ3c3Tku//Xl7/ga3NPo4eKrLmbDCxsYHRwFCax2K5FQBF3XsdqtXH3j1Tz4hwdJp9JkUhl6\nd/Vik21Ya6x07uhkZPMIjz322JRyYQDl5eWcccYZh7jy8SPLMo2Nje/7dbxeL5/61Kd4/PHHsdvt\nxaAqAqsgCIIgnNhOiJWz/hGYLWay6SxjD44RXxdH1yYrIei6jjlrZnFmMd//9ffxNHoOeo59u/ax\nc+PO4ox/T6OH7//h+1R6KnGWO4lFYqiKWlg4IJ0lGUuSSqYY2DvAppc2Ue+sp8HZQG9XL3fcfAcP\nPvjgtNAKEI1G+dSnPkVvb+/78zA+ADweDy6X67hN7BMEQRAE4eiJHtcZYraYsdgsGI1Gxh8ZJ/xM\nGDWpYjAZKCkr4Z//9z9z9kfPPuT3U4kU8fE4DtlByB/C0+AhlUjhafLgKHMwtG8IVSkEWl3XkS0y\n8Yk4wZEgqqJyxy138LObf4ajykHfvj4S8UPXR6uvrycQCJzUk5BEYBUEQRCEDx7R4zpDjEYjslmm\ntqm2sNRrrrBdUzSsZittC9oO+/1wMEylvZI6Zx2jg6PEo3F2b9pN945uEhOJQi/sW6ML7CV2Lrv6\nMjLBTGH8q64zHhznze1vUldbh6vEhdE4daxtWVkZV1xxBV6vl1wuR01NzUk9CUmWZbLZLOFw+KTu\neRYEQRCEDxLR4zqD8rk82UwWi81CLFIorGs0GfncNz53yOEB+783NjpGW2kbdtmOFSudWzppcDaw\nr28fkfEI+xfAcpQ5+OINX2TV8lW88MILSJJUrOt611134fF4CPgCNDc3Ew6HyeVylJeXc++997Jq\n1Sp6e3vFJCQKhY/312697LLLePjhh0/q5yEIgiAIHwQiuM6QcCjM6NBo4XW+RGEylc2KLMsYTdMr\nDeSyOYIjQcLBMEpGQTbKlJeUs2jRIsLrwmSVLBX2CnaHdmM0GJFkCZPRxJVXXMllF1zGihUrWLBg\nAffffz+jo6NAIYx9//vfx2g00tzczH333UcikZgSUr1erwhoQElJCfl8HqfTedIPmxAEQRCEDwoR\nXGeIb8CH0WRE0zRUVS2ETYOEu8Y9bZhAKpFi96bd2Ew22lxt2N12FFWhtbWVyspKHGYHVSVVtM5q\nxaAb+O+//DeJWIL6unr+19f/V7E4v9fr5f777+fTn/50sXdVURQURaG/v5/29nba2g4/ROFkdeml\nl3Lbbbf9v/buPabq+v8D+PMAUQkiSqJwPIiHm8g5csBExGVI+R0S+nUtLy1FydrsslUznXMzNBcu\nTUXNZXMTnLWlOJXMcDMBlxQZmkOjC0kIKcrFCEhULq/vH/w4P1AuBz23zznPx3/nfN683+/n5/NG\nXvvs/fmI+vp6p982QUREpBQsXM3A3d0dQcFBGDpsKOpu1MHV1RW+al/8d+l/ETUtqsc2gbbWNpRd\nLIN2uBYjHh8Bg8HQ+eL95mZ4enpCpVLB3dUdPo/7ICAgAEFBQVifth41N2qwcOFCBAUF9Rg7Pj4e\nhYWF2LBhA7Kysozfiwh++uknFq590Gq1OH78OLdNEBERKQgLVzPQ6/Voam6Cx7se2LtjL2633oZ/\noD/i/hOHv2v/RntbO1QuKlz5/Qr+rv0bvo/7ImRMCGJjY+Hi0vl83NChQ439TZ48GY2NjfDx8QEA\nLF60GO7u7sa299JqtVi7di1OnjyJq1evAgCGDx/Ou4gD4LYJIiIiZeFbBcxgxIgRiH86HsnxyfDz\n80N7azu8vL3we8nvaL3ZiorfKnDjrxto+7sNAUMDEOwbjEmTJvVZiI4ePRqhoaHGz4899lifbbto\ntVrs378fbm5ucHFx6VEIExERETkCFq5m4unpiWHDhuHXX3/FzfqbKPmuBHcb7mKc9zg01Deg5loN\n/Ib6YVL4JEyfPt0i7xGtra2Fl5cX/P390dTUhHPnzpl9DCIiIiJbYeFqRsXFxVCpVPD398fd23fR\nUtMCN1c3qD3V8IQnRniOgF6vt9jL75988kmo1WrcunWLDxwRERGRw+EeVzPqKhxv3LgBtVqNpP8k\nYdq0aaiqqkJLSwv8/PygUqksNr5Wq8XRo0fx5ZdfYs6cOdy/SURERA6FhasZdRWO9z6pHh4ebtU5\nJCYmsmglIiIih8PC1cz4pDoRERGRZXCPKxEREREpAgtXIiIiIlIEFq5EREREpAgsXImIiIhIEVi4\nEhEREZEisHAlIiIiIkVg4UpEREREisDClYiIiIgUgYUrERERESkCC1ciIiIiUgQWrkRERESkCCxc\niYiIiEgRWLgSERERkSK42XoC5iYiAIDm5mY0NjbaeDa24azZnTU3wOzM7nycNbuz5gacN7uj5u7K\n1FW3mcrhCtempiYAwIwZM2w8EyIiIiLqT1NTE4YNG2Zye5UMttS1cx0dHfjtt98wYcIEVFVVwcvL\ny9ZTsqrGxkZoNBqny+6suQFmZ3ZmdxbOmhtw3uyOnFtE0NTUBH9/f7i4mL5z1eHuuLq4uECtVgMA\nvLy8HO5Cm8pZsztrboDZmd35OGt2Z80NOG92R809mDutXfhwFhEREREpAgtXIiIiIlIE13Xr1q2z\n9SQswdXVFfHx8XBzc7jdEANy1uzOmhtgdmZndmfhrLkB583urLn74nAPZxERERGRY+JWASIiIiJS\nBBauRERERKQILFyJiIiISBFsXrjevn0bc+fORWhoKAwGAxITE1FRUQEAqKmpQWJiIkJCQqDT6XDm\nzBnjz6WnpyMsLAwuLi746quveu173759UKlUfR4fqJ+XX34ZYWFhMBgMmD59Oi5cuPDwgf+PJXLH\nx8dDq9XCYDDAYDBg27ZtfY7f3xhdTDl/D8KesxcXF2Pq1KmIiopCeHg4Nm3a5FDZbbXeActkFxGs\nW7cOoaGh0Ol0iI+P73N8R1vz5spuyTVv69yOtt7j4uKMv+c6nQ4qlQolJSW9jn/r1i28+OKLCA4O\nRmhoKA4fPnxfm4KCAri6uuLjjz92ityXL1/GM888A4PBgPHjx2PFihXo6OhwmOx79+6FXq+Hm5vb\nfdd0zZo1CA8PR2RkJGJiYpCXl2e23FYnNtbS0iLHjx+Xjo4OERHZuXOnzJw5U0REUlNTJS0tTURE\nzp49KwEBAdLa2ioiIkVFRfLHH3/I008/LceOHbuv36qqKpk6darExsb2erxLf/3k5OQYxzt27JiE\nhIQ8dN4ulsjd17noTX9jiJh+/h6EPWc3GAySk5MjIiL19fUycuRI+fnnnx8qb3e2zm6r9S5imewZ\nGRny/PPPy507d0RE5Nq1a32O72hr3lzZLbnmbZ3b0dZ7d9nZ2aLT6fo8vn79elmyZImIiJSXl8uo\nUaPk5s2bxuONjY0SExMjzz33nOzcufNhovZgz7nnzp0r27dvN85Tp9PJ8ePHHypvd7bOfuHCBSkt\nLZXFixffd02//vpruXXrlrGdt7e3tLS0PHBWW7J54XqvH3/8UYKCgkRExMPDQ2pqaozHJk+eLPn5\n+T3a93WhZ82aJUVFRSb/UR+oXW1trbi7u0t7e7uJSQbHHLkHU8AMNMZgz9/DsKfsBoNB9u3bJyIi\nlZWVolarpbq6erCRTGbt7Kb+jKXXu4h5sqvVaikrKzNpPEdb8+bKbs01b+3c/fXTnVLWe3ezZs2S\nbdu29Xl8woQJcvbsWePnefPmSWZmpvHzK6+8ItnZ2bJkyRKzFq73sqfcc+fOlffff19ERG7evClh\nYWFy/vz5wUYymbWzdxnomra3t8vQoUOlqqpqwL7skc23Ctxrx44dmD17Nurr69HR0YGRI0cajwUG\nBqKysnLAPj755BNERERgypQpZpvX9u3bkZSUNKj/T3cwzJEbAFauXAm9Xo8FCxagvLy81zYDjWGJ\n89cfe8qemZmJtWvXIiAgAKGhodi4cSNGjx79EOn6Z83sg2Hp9Q48fPbGxkbU1tbiyJEjiI2NRWxs\nLA4cONBrW0db8+bMbs01b83cg6GE9d7d1atXUVBQgEWLFvXZprKyEmPHju11jNzcXDQ0NOCFF154\ngCSDY0+5MzIykJ2dDX9/f/j7+yMlJQVRUVEPkMo01s5uqszMTAQFBWHMmDEP3Zct2NXbbNPT01FW\nVobdu3ejpaUFKpWqx3Ex4ZWzf/75J/bs2YPCwkKzzeuzzz7DwYMH8e2335qtz+7MkRsA9u/fD41G\nAxHBrl27kJycjNLS0l7b9jWGJc5ff+wpOwBs3rwZmzdvxvz581FeXo74+HjExMQgLCxskMkGZovs\nprD0egfMk721tRV3795FS0sLioqKUFlZialTpyIiIgI6ne6+9o605s2VHbDemrdFblMoZb13l5WV\nheTkZDzxxBP9tus+TtcYDQ0NWL16NU6ePDmoMR+EPeUGgE8//RSLFy/GypUrUVNTg4SEBMTGxiIh\nIWFQ8zCFrbIP5NSpU1i/fr1Vrr+l2M0d148++giHDx9Gbm4uhgwZAh8fHwBAbW2tsc2VK1cQEBDQ\nbz/ff/89rl27hvDwcAQGBqKoqAjLli3Dnj178M033xg3OX/wwQcmzevAgQPGi+zr6/vgAftgrtwA\noNFoAHT+0r755psoLy9HfX39fbn7G6O/82du9pa9rq4OR44cwfz58wEAWq0WU6ZMwXfffWe2zF1s\nkd0Ull7vgPmy+/j4wNPT03gHIiAgANOmTUNxcbHDr3lzZbfWmrdFblMoab13ERFkZmZi2bJlxu9K\nS0uN2d944w0Aneem68Gg7mNcunQJ1dXViImJQWBgIA4dOoS0tDSkpaWZIe3/s7fcQOcd0CVLlgAA\nfH19MWvWLJw+ffqhcvbGVtkHcvr0aaSmpuLYsWMWuRljNdbcl9CXLVu2SHR0dI+N4yKd+zS6b2bW\naDQ9HqYQGXhPyMPscT1w4IAEBwdLRUWFiUkGx5y5W1tb5fr168bPhw4dkoCAgD7HNmWM3sYxF3vM\n3tbWJsOHD5eCggIR6dz3NmbMmB77pczBltn76kfE8utdxPy/66+++qrs2rVLRDr3rI0dO1bOnTvX\n69iOtOZFzJPdGmvelrn760eJ611EJD8/XzQazYD7cdPS0no8pOTr6yv19fX3tbPEHld7za3X6yUr\nK0tERJqbmyU6OloOHjz4IBH7ZMvs3ce695qePn1aNBqNRff0WovNC9eqqioBIFqtViIjIyUyMlJi\nYmJEROT69esyc+ZMCQ4OlgkTJhj/cRURSU9PF7VaLe7u7uLj4yNqtbrHxucuAw3wtRwAAASxSURB\nVP0R6q8fNzc3GTNmjHFekZGRUldXZ5e5m5ubZdKkSaLT6WTixImSkJAgFy5c6HP8/sbozhJ/xO05\n+8mTJyU6OlomTpwo4eHhkpGR4VDZbbXeLZFdpLPQSk5OloiICImIiJDdu3f3Ob4jrXkR82W35Jq3\ndW5HW+8iIosWLZL33ntvwPGbm5tl/vz5EhQUJCEhIZKdnd1rO3MXrvac+/z58xIXFyd6vV7Gjx8v\nq1evNr4BwBGy79+/X9RqtQwZMkS8vb1FrVYbC9Xg4GDx9fXtsd5LSkrMlt2aVCKD3GhBRERERGQD\ndrPHlYiIiIioPyxciYiIiEgRWLgSERERkSKwcCUiIiIiRWDhSkRERESKwMKViIiIiBSBhSsRERER\nKQILVyIiIiJSBBauRERWsnTpUqhUKqhUKjzyyCMYNWoUZs6cib1796Kjo8PkfrKysuDt7W3BmRIR\n2ScWrkREVpSYmIjq6mpUVFQgNzcXM2bMwFtvvYXk5GS0tbXZenpERHaNhSsRkRU9+uijGD16NNRq\nNaKjo7FmzRrk5OQgNzcXWVlZAICtW7dCr9fDw8MDGo0Gr7/+OpqbmwEABQUFSE1NxT///GO8e7tu\n3ToAwN27d7Fq1Sqo1Wp4eHhgypQpKCgosE1QIiILYOFKRGRjCQkJiIyMxOHDhwEALi4u2LFjBy5d\nuoR9+/YhLy8Pq1atAgDExcUhIyMDXl5eqK6uRnV1Nd59910AQGpqKgoLC/HFF1+gpKQE8+bNQ2Ji\nIsrKymyWjYjInFQiIraeBBGRM1i6dCkaGhpw9OjR+44tXLgQJSUlKC0tve9YdnY2XnvtNdTV1QHo\n3OP69ttvo6Ghwdjm8uXLCAkJwV9//QV/f3/j988++yxiYmKQnp5ugURERNblZusJEBERICJQqVQA\ngPz8fKSnp6O0tBSNjY1oa2vD7du38e+//8LDw6PXnz9//jxEBKGhoT2+v3PnDnx8fCw+fyIia2Dh\nSkRkB3755ReMGzcOV65cQVJSEpYvX44NGzZgxIgROHPmDJYtW4bW1tY+f76jowOurq44d+4cXF1d\nexzz9PS09PSJiKyChSsRkY3l5eXh4sWLeOedd1BcXIy2tjZs2bIFLi6djyEcPHiwR3t3d3e0t7f3\n+C4qKgrt7e2oqanBU089ZbW5ExFZEwtXIiIrunPnDq5fv4729nbcuHEDJ06cwMaNG5GcnIyUlBRc\nvHgRbW1t2LlzJ2bPno3CwkLs3r27Rx+BgYFobm7GqVOnEBkZiSFDhiA0NBQvvfQSUlJSsGXLFkRF\nRaGurg55eXnQ6/VISkqyUWIiIvPhWwWIiKzoxIkT8PPzQ2BgIBITE5Gfn48dO3YgJycHrq6uMBgM\n2Lp1Kz788EPodDp8/vnn2LhxY48+4uLisHz5cixYsAAjR47Epk2bAACZmZlISUnBihUrEBYWhjlz\n5uCHH36ARqOxRVQiIrPjWwWIiIiISBF4x5WIiIiIFIGFKxEREREpAgtXIiIiIlIEFq5EREREpAgs\nXImIiIhIEVi4EhEREZEisHAlIiIiIkVg4UpEREREisDClYiIiIgUgYUrERERESkCC1ciIiIiUoT/\nAagFeHH7J7SGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737f985c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = microsoft.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Qa/uf//xnTZ48eSCGAAAAMOBCIUNbD7b0rFf3Znmj2v29r6vLT4nV9MOnYF5U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0Zm9A7E2mMXseNcMeob9bC35YdWKZr3dQqyy+sR4GqHd++Khpez5S7pHO7lhH1PDMK21EIs+D4V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\nqw8CVZxbiwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737d1fef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall trend is clearly in the upwards direction over the past three years. The trend over the course of a year appears to be a decreased in July, September, and October with the greatest increases in December and January. As the time scale decreases, the patterns grow more noisy. The monthly pattern appears to be slightly random, and I would not place too much confidence in investing between the 26th and 28th of the month! "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we think there may be meaningful weekly trends, we can add in a weekly seasonality component by modifying the associated attribute on our Stocker object. We then recreate the model and plot the components. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n",
      "True\n"
     ]
    }
   ],
   "source": [
    "print(microsoft.weekly_seasonality)\n",
    "microsoft.weekly_seasonality = True\n",
    "print(microsoft.weekly_seasonality)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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++uijW3hUhBBCiKotKiqK9u3bM2LECHr16nVfF6/Vah7XsnTq1AmDwVChbfLy\n8jhz5gwGgwFLS0tCQkIqNGempaUlO3fuLHf71NRUNm/ezIwZM9Dr9WbrPD09GTJkCMuXL+fLL78E\n4L///S///ve/mTZtGps3b+a1116jXr16PPbYY6xcuZLZs2ezbNkyGjZsSEJCAkePHjXt77nnniMm\nJoZly5ZRq1YtfvnlF3r06MHx48cJDg4GICcnh48++ojvvvsOV1dXfHx8mDp1KqtWrWLUqFHA1Z7Y\nFStW8P7775vOWYsWLZg0aRKOjo789ttvDBs2jMDAQB5++GHmzp3L2bNnadSokWkbd3d3YmJizPI9\ndOgQTz31FNOmTSM0NJQ9e/YwZswYHBwcePHFF03tZs2axfTp0/n3v//NypUrefnll+nUqRP16tVj\n3rx5rF27lhUrVuDn58f58+c5f/58uR8PIYQQ4kFx8OBB0tLSsLCw4PLlyxw6dIjAwMDKDqtUUrje\nouzsbFPRajAYyM7OvquTvZ87dw6lFPXr1y91ff369UlLSyM5ORmA9u3bM3nyZADq1q3LX3/9xezZ\ns3nssceIi4vD09OTbt26YWlpiZ+fH61btwYgMjKSn376iQsXLlCrVi0A3njjDTZt2sSiRYv48MMP\nATAYDHz55Zc0bdrUFENoaCg//vijqXDdsmULaWlpDBo0CABvb2/eeOMNU/tXXnmFTZs28fPPP/Pw\nww/j5OSElZUVtra2eHp6lnkuPvvsM7p27cqUKVNM+Z06dYo5c+aYFa69evVizJgxAEyaNInZs2ez\nfft26tWrR1xcHMHBwXTo0AGNRoO/v395HwohhBDigdKiRQu0Wi0FBQV4eXnRokWLyg6pTFK4QoV6\nPotFRUXRv39/EhMT8fDwYM2aNZX67UQpBWAaB9q2bVuz9W3btjXNNDBo0CDmzJlDYGAgPXr0oFev\nXvTp0wedTsfhw4dRSlG3bl2z7fPz83F1dTX938rKiiZNmpi1GTJkCG3btiU+Pp5atWqxdOlSevXq\nRY0aNYCrPbAff/wxy5cv5+LFi+Tn55Ofn4+dnV2Fcg0PD6dfv35my9q3b8+cOXMoKipCq9UCmMWn\n0Wjw9PQkKSkJuDos4bHHHiMkJIQePXrwxBNP8Pjjj1coDiGEEOJB4OjoSGBgIDY2Nixfvvy+7W0F\nGeN6ywIDA1mzZg1ffPHFPSlag4KC0Gg0nDp1qtT1p0+fpkaNGri5uZW5j+Ki1tfXlzNnzjB//nz0\nej1jxowxDZcwGo1otVoOHTrEkSNHTH/h4eHMnTvXtC+9Xl/iYqnWrVtTp04dli1bRm5uLr/88gtD\nhw41rZ81axazZ8/mrbfeYuszZgpnAAAgAElEQVTWrRw5coTu3btTUFBQoXOhlCpx7OLC/VqWlpYl\n8i++iKx58+ZER0czffp0cnNzeeqppxg4cGCF4hBCCCEeBHFxcVhbW9O2bdv7umgF6XG9LYGBgffs\nAXZ1deWxxx7jyy+/5LXXXjMb55qQkMDSpUt59tlnTQXdvn37zLbft28f9erVM/1fr9fTt29f+vbt\ny9ixY6lXrx7Hjx/noYceoqioiKSkJDp27FjhOAcPHszSpUvx8fHBwsKC3r17m9bt2rWLfv36mYpZ\no9HIuXPnzIY/WFlZUVRUdMNjNGjQgN27d5st27NnD8HBwabe1vJwdHQkNDSU0NBQBg4cSI8ePUhN\nTcXFxaXc+xBCCCGqutjYWAD8/PwqOZKbkx7XKuSLL74gPz+f7t27s3PnTs6fP8+mTZt47LHH8Pb2\nZsaMGaa2f/31F5988glnz55l/vz5/Pzzz7z66qvA1VkBFixYwIkTJ4iKimLJkiXo9Xr8/f2pW7cu\nQ4YM4dlnn2X16tVER0cTFhbGzJkz2bBhw01jHDJkCIcPH2bGjBkMHDjQbNxvUFAQf/zxB3v27CE8\nPJyXXnqJhIQEs+0DAgLYv38/MTExXL58udRptiZOnMiWLVuYPn06Z8+e5fvvv+eLL74w5VcexRen\nnT59mrNnz/Lzzz/j6emJs7NzufchhBBCPAji4uIAKVzFHRYcHMzBgwepU6cOoaGh1KlThxdffJFH\nHnmEvXv3mvUUTpw4kUOHDvHQQw8xffp0Zs2aRffu3QFwdnbm22+/pX379jRp0oQtW7awbt060xjW\nRYsW8eyzzzJx4kRCQkLo27cv+/fvx9fXt1wxtmrVimPHjjFkyBCzdVOmTKF58+Z0796dLl264Onp\nSf/+/c3avPHGG2i1Who0aIC7u7vpxXSt5s2bs2LFCpYtW0ajRo149913ef/99xk2bFi5z6W9vT0z\nZ86kZcuWtGrVipiYGDZs2ICFhbwkhBBCVC/Fn7VV4UJljSptcOA9smnTJv7zn/9QUFCAra0tX3/9\nNU2bNiUpKYlnn32WyMhIrK2t+d///keHDh3Ktc/MzEycnJwICwujZcuWZuvy8vKIjo6mdu3ad3UG\ngMqWm5tbYsqs6qC65g3muVeX53mx06dPmw2DqU4k9+qXe3XNG6pv7vci7yeffJLY2FjWrVuHl5fX\nXT1WseJ6LSMjA0dHx3JvV2ljXNPS0hg6dCi7du2ifv367NixgyFDhnDixAkmT55MmzZt2LRpE2Fh\nYQwcOJDIyEh0OhmSK4QQQghxpyxdupRdu3bh7u6Oh4dHZYdzU5X2u2hkZCQ1a9Y0XZjTuXNnYmNj\nOXz4MCtWrGDs2LEAtGrVCg8PjxIX4wghhBBCiFv33XffMWzYMJKTkzl16hTLli2r7JBuqtIK1+Dg\nYJKTk01Xv//yyy9cuXKF6OhojEYj7u7uprYBAQGljnWEq/OLZmZmmv0JIYQQQogbW79+vdl0kuPG\njSMiIqISI7q5Svvt3cnJiVWrVjF58mSysrLo0KEDDRo04MqVK+Wao7PYRx99xHvvvVdieUpKCqdP\nnzZbZjQaKSwsJC8v74b7rOoKCwvJzc2t7DDuueqaN5jnnp+fj8FgICoqqlpcbHb58uUSr/XqQnKv\nfrlX17yh+uZ+N/I+f/48J06cwMHBwWx5fkE+S5cuJTQ09I4erzRXrly5pe0qddBop06d2L59O3D1\nw9bT05P27dsDkJycbOp1jY2NLXOKhrfffpvXX3/d9P/MzEx8fX1xdXUtMZi5+KIVGxubB/qilep6\nkVJ1zRvMc9doNFhaWsrFWdWA5F79cq+ueUP1zf1O5x0VFcXo0aNJSUnBwcGBmjVrkpGRARbgWMOR\npk2b3pPzfKu/kFdq4Xrp0iXT1WvTp0/n0UcfJSgoiEGDBjF//nymTZtGWFgYCQkJZc4qYG1tjbW1\n9b0MWwghhBCiSjp48CAXLlxAq9WSmpqKg4MDXfp0wa2WGz61fPD29q7sEG+oUgvXKVOmsHv3bgoL\nC2nbti0LFiwAYObMmQwbNozg4GCsrKxYsmSJzCgghBBCCHGbWrZsiU6nIz8//+qt0bXgE+TDI/0e\nIT48vrLDu6lKrQa/++67Upd7eHjw+++/3+NohBBCCCEebH5+fvj5+ZGalgpasLa1xrv2/d3Lei3p\nxhRCCCGEqAZSUlI4ePAgSims9dZodBqsrK2wsraq7NDK7cG/5FiUy/bt29FoNKSnp5d7m4CAAObM\nmXNbx502bRrNmjW7rX0IIYQQwpzBYCA+Pp7CwkIAsrKy2LV7F8cjj1NUVESRKkJnebX/0spGCldx\nh40YMQKNRsPo0aNLrBszZgwajYYRI0bc+8CEEEIIcd85deoUO/buYNu2bSQkJHDgwAGi0qKIvRxL\nobEQNJimTLS2qToXuctQgSrE19eXZcuWMXv2bLP70v/0009lThcmhBBCiOrn8uXLRKZGEpcRR3pW\nOvlF+eTr8nF2dya/KB8bWxsMBQbycvNIupzEec15jmQdoSC+gFa0quzwy1TtC9f8wnxi02Mr7fj+\nzv5Y68r3Tad58+ZERUWxevVqhgwZAsDq1avx9fUlMDDQ1C4/P59JkyaxbNkyMjMzadmyJbNnz6ZV\nq3+eiBs2bGDChAmcP3+eNm3aMHz48BLH27NnD5MnTyYsLAw3Nzf+9a9/8dFHH2FnZ1dqfBkZGbz5\n5pusWbOGvLw803GbNm1qavPxxx8ze/ZscnJyeOqpp8zukCaEEEKI22MwGIiNjSUlIwWj1oijlyPH\nTx4nNjoWew97Ik5EYMg34B3gzbF9x7BtY8uPl39Ek3b15k9WSff3sIFqX7jGpsfSc3HPSjv+xhEb\nqetWt9ztn3vuORYtWmQqXBcuXMjIkSNNN3IAeOedd1izZg3ff/89/v7+fPLJJ3Tv3p2IiAhcXFw4\nf/48AwYMYPTo0bz88sscPHiQiRMnmh3n+PHjdO/enenTp7NgwQKSk5MZN24c48aNY9GiRSXiUkrR\nu3dvXFxc2LBhA05OTnz99dd07dqVs2fP4uLiwooVK5g6dSrz58+nY8eOLFmyhHnz5pkV3UIIIYQo\nP6UUsbGxREVFUVBQQG5eLpkFmcRlxOET7ENOVg5fzfqKtMtpFBUWmbbLSM1AY6uhRo8aaLT/3LH0\nTMYZUnJScLV1rYx0bkrGuFYxw4YNY/fu3cTExBAbG8tff/3F0KFDTeuzs7P59ttv+e9//0vPnj1p\n0KAB3377LXq93jRP7ldffUVgYCCzZ88mJCSEIUOGlBgf+9///pfBgwczYcIEgoODadeuHfPmzeOH\nH34gLy+vRFzbtm3j+PHj/Pzzz7Rs2ZLg4GA+/fRTnJ2dWblyJQBz5sxh5MiRPP/884SEhPDBBx/Q\noEGDu3eyhBBCiAdcbGwsYYfDiEmK4Xj8cY4mHyXFIoXajWrj7uXO+cjzZGVkwXV3ujcUGHDu4YxG\n90/R6mjhSH+//ih1XeP7SLXvca1q3Nzc6N27N99//72pl9PNzc20PjIyEoPBYLp1LoClpSWtW7cm\nPDwcgPDwcNq0aYNG88+TtW3btmbHOXToEBERESxdutS0TCmF0WgkOjqa+vXrl2h/5coVXF3Nv6Hl\n5uYSGRlpOu71F5e1bduWbdu23cqpEEIIIao1g8HAqfBTnEk9Q2FRIR5+HtQNqGu66AogqFEQels9\nmfmZaCw0KKNCo9Pg0ssF+xb2pnbe9t70se5Dl9pdcLNzK+1w94VqX7j6O/uzccTGSj1+RY0cOZJx\n48YBMH/+fLN1xd+Sri1Ki5cXLyvPNymj0chLL73E+PHjS6wr7UIwo9GIl5eX2ZCFYs7Ozjc9nhBC\nCCEq5syZM1xIu4C1vTXBwcHY2tuWaOPp68nDXR/m6J6jdOrTiV+W/YLHcx5Yef0zltVGZ8OgeoPI\niy75i+r9ptoXrtY66wqNMb0f9OjRg4KCAgC6d+9uti4oKAgrKyt2797N4MGDgavfyA4ePMiECRMA\naNCgAWvWrDHbbt++fWb/b968OSdPniQoKKhcMTVv3pyEhAR0Oh0BAQGltqlfvz779u3j2WefLfO4\nQgghhLi5wsJCYmJjuHTlEg1bN8RaX/aF3hqNBjtnO3Lccqj1Si20DlrTOq2FlmeaPYOLjQvx3P+3\nfJUxrlWQVqslPDyc8PBwtFqt2To7OzteeOEF3nzzTTZt2sSpU6d44YUXyMnJYdSoUQCMHj2ayMhI\nXn/9dc6cOcOPP/7I4sWLzfYzadIk9u7dy9ixYzly5Ajnzp1j7dq1vPLKK6XG1K1bN9q2bUv//v3Z\nvHkzMTEx7Nmzh//85z8cPHgQgFdffZWFCxeycOFCzp49y9SpUzl58uSdP0FCCCHEAy42NpbLVy5j\n52xXatGakpNCdkE2AOlF6ajeilOOp8yKVjcbN97o+AZNvZqW2P5+Ve17XKsqR0fHMtdNnz4dCwsL\nhg0bRlZWFi1btmTz5s3UqFEDuPpT/6pVq3jttdf48ssvad26NR9++CEjR4407aNJkybs2LGDd955\nh44dO6KUok6dOoSGhpZ6TI1Gw4YNG3jnnXcYOXIkycnJeHp60qlTJzw8PAAIDQ0lMjKSSZMmkZeX\nx5NPPsnLL7/M5s2b7+CZEUIIIR5sRqORc+fOcSHzAoFNSs7Msyt6F6tOrMLSwpJ+DfuR1CwJSumQ\n7Vq3K16OXvcg4jtHo+7nS8duQWZmJk5OToSFhdGyZUuzdXl5eURHR1O7dm1sbGwqKcK7Lzc313SD\nguqkuuYN5rlXl+d5sdOnT1OvXr3KDqNSSO7VL/fqmjdU39xLyzsxMZE/dv7BxcKLNGhecnae9/58\nj7TctJvu+z+P/sd0IVZmWibx4fF0adTFbN73u6W4XsvIyLhhZ9z1pMdVCCGEEKIKycjIIKsgC4PB\nwO6NuwlqFITORcfJxJOcTDxZrqL1kTqP3NezB5RFClchhBBCiCoiKyuLtLQ0Tp8+zTezvsFCa0HN\nzjWx6HLzy5ZUvGJAuwF4eHgQ4h5y94O9C6RwFUIIIYSoAuLj49mzfw+FxkIOHThEQUEBTm2cKKto\ntdHZkFf4zxRX/dr2o3PjziXaJZxPIPFiItalDYS9z0jhKoQQQghRBVy4cIHzGefJ0eTgU8cH+wR7\navSvUaJdO/92BLoE8lCth/ju1+84kXgCHwsfHnnikRJti4qKuBh9keAawRiNRnS6+7s0vL+jE0II\nIYQQJCcnE3cxjoyCDJq0bcLltMu4eprfrdJD78GEzhPQW169WDfhfAL75uwj/XI6WW5ZJPZMxNPX\n02yb+Jh4nK2cCfAKwNfXF3d393uW062QeVyFEEIIIe5ziYmJXLpyCXdvdyytLDlceBiN7T93ycxc\nn0nHwo6mohUg4kQEVzKvoNVpycvJI+JkhNk+jUYjSReT8HPyo1GjRvj5+d33s/NIj6sQQgghxH0u\nMzOTHEMOvm6+pOSkcIELpnU5p3LQnNUQ1ND8bpdBjYKwsLAgLz+PGu41TOuVUqQkppAUn4Sdzg4P\ndw+cnJzuaT63SgpXIYQQQoj7mFKKjIwMcg252Nrb8sfpP/5ZaYSiXUXUaVjHtOj4gePs/3M/Hr4e\nFBoK0aBBq9OSm53LuePn0NvpSY9Px8fRBzdPN0JCqs4MA1K4Ahs3bsRoNN7TY1pYWNCzZ897ekwh\nhBBCVC1FRUUkJiaSmZuJld6KQgr5K+Yv03r7dHsunL/A4fOHuRR3iSdfeJK5b8+lqLAIAI2FBmcX\nZ7Izs9mxfgdt2rUhPjme2jVq06pxK+rWrYuFRdUZOSqFK1fHeOyL24fGQnPzxneAMira+LW5J8e6\nFUopXnrpJVauXElaWhp///03EyZMoFmzZsyZM6fM7QICApgwYQITJky4h9FWT3KuhRDiwRcZGcm5\niHMcCz9Gam4qjjUcOXTmEEWqyNTG8bwjhYZCFIoLURdY9sUyU9EKV2sOg8GAk4sTIcEh+Dn5cSLv\nBHZWdnh7e1epohWkcDXRWGho1eXu3+IMIGx72C1tl5CQwIwZM/jtt9+4ePEiNWvWpFmzZkyYMIGu\nXbvesfg2bdrE4sWL2b59O4GBgbi5ubF69WosLS3v2DEqS0xMDLVr1+bvv/+mWbNm5dpm2rRprFmz\nhiNHjtzl6IQQQoirCgoKOHbiGIlXEsmwyMBSb4mvjy/Ltyw3tSnMLMRwyWD61bjIWER8bLzZfqys\nrejStwuB9QJpHtwcK60Vfs5+uDm5YW9vf09zuhOkcK0iYmJiaN++Pc7OznzyySc0adIEg8HA5s2b\nGTt2LKdPn75jx4qMjMTLy4t27dqZlrm4uNyx/VdXBoPhgSj+hRBC3H2ZmZlkF2RjZWNFg0YNSM9N\n5+tDXxPPP4Vp7plcThw4gVanNetlLWZlZYVbTTf8g/3x8fShlkctmjRpQmxsLAEBAWg09+aX5jup\navUPV2NjxoxBo9Fw4MABBg4cSN26dWnYsCGvv/46+/btM7WLi4tj0KBB2Nvb4+joyFNPPUViYqJp\n/bRp02jWrBlLliwhICAAJycnnn76abKysgAYMWIEr7zyCnFxcWg0GgICAgDo0qWL2c/SSUlJ9OnT\nB71eT+3atVm6dGmJmDMyMnjxxRepWbMmjo6OPProoxw9erTcscDVYRwzZ84kKCgIa2tr/Pz8mDFj\nhmn9xYsXCQ0NpUaNGvj4+NCvXz9iYmLKfV63b9+ORqNhy5YttGzZEltbW9q1a8eZM2cAWLx4Me+9\n9x5Hjx5Fo9Gg0WhYvHhxhfJbuHAhgYGBWFtb8/XXX+Pt7V1iTHXfvn0ZPnw4cPWLQ79+/fDw8MDe\n3p5WrVrx559/ljsnIYQQVV/xLALFHR4bzmwgOi3arM2Vv69gKDBg72jec2qjt8GzlifPP/88c2bN\noXFgY5z1zri7u2Nvb0/Dhg2xs7O7Z7ncSVK4VgGpqals2rSJsWPHlvpEc3Z2Bq6OTe3fvz9paWns\n2LGDP/74g8jISEJDQ83aR0ZGsmbNGtavX8/69evZsWMHH3/8MQBz587l/fffx8fHh0uXLhEWVvqw\nhhEjRhATE8PWrVtZuXIlX375JUlJSab1Sil69+5NQkICGzZs4NChQzRv3pyuXbuSmpparlgA3n77\nbWbOnMmUKVM4deoUP/74Ix4eHgDk5OTwyCOPYG9vz86dO/nzzz+xt7enR48eFBQUVOgcv/POO8ya\nNYuDBw+i0+kYOXIkAKGhoUycOJGGDRty6dIlLl26RGhoaLnzi4iIYMWKFaxatYojR44wcOBALl++\nzLZt20xt0tLS2Lx5M0OGDAHgypUr9OrViz///JO///6b7t2706dPH+Li4iqUkxBCiKonOTmZffv2\nsXnzZrZt3UZqair5hfkcjT9q1i5jVwa553JxdnPmxSkv0rFXR1p3bM3bb7/NrE9n8cPiH3j33Xfp\n27cv3s7e+Lr44u/vX0lZ3TkyVKAKiIiIQClFvXr1btjuzz//5NixY4SHhxMcHAzAkiVLaNiwIWFh\nYbRqdXUMr9FoZPHixTg4OAAwbNgwtmzZwowZM3BycsLBwQGtVounp2epxzl79iwbN25k3759PPzw\nwwAsWLCA+vXrm9ps27aN48ePk5SUhLX11Xsff/rpp6xZs4aVK1fy4osv3jSWrKws5s6dyxdffGHq\njaxTpw4dOnQAYNmyZVhYWPDdd9+h0WjIzc1l0aJFODs7s337dh5//PFyn+MZM2bQufPV+zdPnjyZ\n3r17k5eXh16vx97eHp1OZ3Y+tm7dWq78CgoKWLJkidmdSHr06MGPP/5oGpf8888/4+LiYvp/06ZN\nadq0qan9Bx98wC+//MLatWsZN25cuXMSQghR9YSHh/P7nt/5ZOonFBUWsWfbHvp/1J/8onxTm6L1\nRRhPGnFwcmDwK4Oxs7PjlVGvoNFo6Nyhc4m7Xz36yKNYWFhgZWV1r9O546THtQpQSgHcdCxKeHg4\nvr6++Pj4mJY1aNAAZ2dnwsPDTcsCAgJMhSKAl5eXWW/pzYSHh6PT6WjZsqVpWb169Uw9vwCHDh3i\nypUruLq6Ym9vb/qLjo4mMjKyXLGEh4eTn59f5oVnhw4dIiIiAgcHB+zt7XF3d8fFxYW8vDyzY5RH\nkyZNzGIAbnhOypufv79/iTeQIUOGsGrVKvLzr74JLV26lKeffhqtVgtAdnY2b731lumxs7e35/Tp\n09LjKoQQVVxhYSEGg8H0/3PnzrF//34MBgNFRUWkp6eTlJLE4WOHKSoswkJrQUZqBkfOX3NxcBrY\nZNqQnZVNzpUcls5biiZLg6e7J+3btC/1lq22trbY2NjcixTvOulxrQKCg4PRaDSEh4fTv3//Mtsp\npUotbq9ffv0FQhqNpkLz2JankDYajXh5ebF9+/YS664tcG8Uy81uO2c0GmnRooVpfG1eXp7phVnR\ney1fG0dxXjc6J+XNr7ShHX369MFoNPLbb7/RqlUrdu3axWeffWZa/+abb7J582Y+/fRTgoKC0Ov1\nDBw4sMLDH4QQQtxf9u7dS3ZONt26diMmJoZDxw5xpeAKSUlJKBSFRYWk5aXhX9cfnaWOosIinF2c\nybHKgeIO14vg4OiAVqfF0tqSnKwcci/n0qpVqwemOL0RKVyrABcXF7p37878+fMZP358iWIoPT0d\nZ2dnGjRoQFxcHBcuXDANFTh16hQZGRlmP+Pfrvr161NYWMjBgwdp3bo1AGfOnCE9Pd3Upnnz5iQk\nJKDT6UwXeFVUcHAwer2eLVu28Pzzz5dY37x5c5YvX266OCo3N/eu3GPZysqKoiLzqzVvJz+9Xs+A\nAQNYunQpERER1K1blxYtWpjW79q1ixEjRvCvf/0LuDrmtSIXnAkhhLj/ZGVlcSn5EjmFOWzfvp3U\nzFTOXD6DQlGkiriYefHqRcBo8PD2wMvPi2zrbOzb25Oa/8+1E3kX8vAP9if5UjKXL13GpYYLffv0\nrRZFK0jhaqKM6pbnV72VY1XUl19+Sbt27WjdujXvv/8+TZo0obCwkD/++IOvvvqK8PBwunXrRpMm\nTXjuueeYN28ehYWFjBkzhs6dO5v9rH+7QkJC6NGjBy+88ALffPMNOp2OCRMmmBWN3bp1o23btvTv\n35+ZM2cSEhJCfHw8GzZsoH///uWKx8bGhkmTJvHWW29hZWVF+/btSU5O5uTJk4waNYohQ4bw3//+\nl379+vH+++/j5uZGUlISq1ev5s033zQbMnE7AgICiI6O5siRI/j4+ODg4HDb+Q0ZMoQ+ffpw8uRJ\nhg4darYuKCiI1atX06dPHzQaDVOmTLnnd3YTQghxZyUkJHA27izHw4/ToG4DNA4a/Ov7k52ZTWJS\nIo0fbozOUofRaOTo3qMU2hRiH2pPrnWu2X5ST6Wy59weBo8fzPmz5+ndvjdt27atpKzuPSlcuXr7\n1Xt9J6uK3qmidu3aHD58mBkzZjBx4kQuXbqEu7s7LVq04KuvvgKu/sS9Zs0axowZQ6dOnbCwsKBH\njx58/vnndzz+RYsW8fzzz9O5c2c8PDz44IMPmDJlimm9RqNhw4YNvPPOO4wcOZLk5GQ8PT3p1KmT\naVaA8pgyZQo6nY53332X+Ph4vLy8GD16NHB1zM7OnTuZNGkSAwYMICsrC29vb7p27Yqjo+Mdy/XJ\nJ59k9erVPPLII6Snp7No0SJGjBhxW/k9+uijuLi4cObMGQYPHmy2bvbs2YwcOZJ27drh5ubGpEmT\nyMzMvGP5CCGEuPfWrVvH9Hemg4Id7juY/PlkXD1ccfVwxS/Yz6ztxZiLFNYrNF38W6wwvRBjqpFs\nu2zOR5zniW5P0KRuE6oTjSoesPiAyMzMxMnJibCwsBK9Xnl5eURHR1O7du0Hukv9bv1kfr+rrnmD\nee7V5Xle7PTp0zedceNBJblXv9yra95QtXMPCwuja9eupnnKLbQWPP/28zwx9AlTm4TzCUSciMDJ\n1YnPpnyGw0sOWFiad3Jl7c4i9bdUvGt786/h/6Jrk6707NkTna7q9UMW12sZGRkV6myqepkKIYQQ\nQlQR69ev55lnnuHKlSumZcYiI5lpmUSFR3Eh6gI13Gvw+Tufk5qcioOzA4U+hWZFq/6ynnat2/H7\nwt/RB+gZN30c2lwtXl5eVbJovR3VK1shhBBCiLssKiqKgwcPAvDBhx+YFa3FVn+3mhX/W4GllSUO\nzg6kJqWi0+nISs3CueM/s9OoVEXti7Xp6t+VrZqt2LrYUpBXQC19rQrPoPMgkMJVCCGEEOIOiYqK\nonfv3kRHR1NQUGA2haRCYaGxwGg0UpB/dYrD/Nx8dDodFhoLiijCuasz9q3/uYWrildkZ2WTn5uP\nwWBAozT46n1xc3CjVq1alZJjZZLCVQghhBDiDjl48CAXLlzAaDRenUfdQoMyKrQ6LS6eLuTn5JOR\nkoE+RI+lqyVXDl9BV1OHo7cjVh2t0DprzfZ3efdlHN0dyc3JpdBQiLOdM13adMHT07PEXOjVQbUs\nXB+w69GEMCPPbyGEqDwtW7bEwcGB3Nx/prGytLKk1autSPZIRqM0OJx2wKre1duvuv3Lrcx95YTl\nkBuTS6pKJelCEhZYUMOpBn5+fmVu86CrVrd8Lf5mkpOTU8mRCHH3FD+/q+M3cSGEqGyBgYE8++yz\n+Pr64l7THRu9DQ7eDiTUTKBIFVFIoaloLUtRdhGJCxPJ/j0bnaUOrVZL9Olo8rLzqsVsMTdSrXpc\ntVotzs7OpnvQ29ra3vC2pVVVfn7+A5nXzVTXvOFq7nC1aE1KSsLZ2RmtVnuTrYQQQtwNzs7OWFtb\nczH+IoYCAzq38pdbyqDIW5fH6FGj0eq0bPq/TWRkZPDT/J8oyCtgy5YtREVFERgYeBczuH9Vq8IV\nwNPTE8BUvD6IDAZDtextq655g3nuzs7Opue5EEKIe6+oqIjs7GzT7cL19W48x7jRYMSw24Cl3pL2\nDdvT+ePOePpefR8P2/FL28cAACAASURBVBRGYkIiBXkFaLVaMjIy2LBhA+PGjbvredyPql3hqtFo\n8PLyombNmhgMhsoO566Iioqidu3alR3GPVdd84Z/cre0tJSeViGEqGRFRUVYWVlh72hPVlYWtnVt\nS7Txc/ZjoO9AZr47k+z4bLKSrt6cYPfx3XTu2Bm4es1C8Xu6xkJzdVYBjYYvvviCXr16Vcte12pX\nuBbTarUP7Ae8hYVFtRwDU13zhuqduxBC3G8KCwvRarW0HtaaWJ9YijRFpnV96/fF1c6VhjUbcjn+\nMmln0sjOzEYphYu7C+mX04k4GYGnryepSanYWNlgY2mDo6MjGekZeHt7k5aWxqFDh6RwFUIIIYQQ\ntyc/P58ihyKifaJRmn9metFb6ukc2BmtxdWOs4gTESilsHeyJzszm7zcPNxruRPUMAiAxAuJODs6\nY21pjZOjE8YiI/n5+Xh4eNCiRYtKya2ySeEqhBBCCHEHZWdnoxoquO564QY1G5iKVoCgRkG4ebqR\nfjkdTz9Pnhj6BC07t8TT15O8nDwKsguo4VgDBwcHADp27EifPn1o0aJFtextBSlchRBCCCHuqCtX\nroCX+TIbnQ096vYwW+bp68k7898h4mQEQQ2DTBdkAaQkpuCid0G5/dNj6+Pjw6BBg+5q7Pc7KVyF\nEEIIIe6QoqIiUjJSoP4/y3wcfXiu1XO42rqWaO/p62lWsAIUGgpJvpRMiFMI2ppXe2jz8/OJiYmp\n1lNhgRSuQgghhBB3TEZGBplWmWi0/4wTCG0aWmrRer1CQyFFRUWcO3YOF0sXvNy9oPBq0RoZGUlM\nTAwnTpxgzZo11bZ4rVZ3zhJCCCGEuJvS0tLIts02/V/7/+zdeXxc1X3//9dsGmk0m2Y0mtEua/Eq\n23jFYIjBMYQQs4SShiQEKGkWWpKmUL4NX9IvTQm/PNJCvikJbUhKAiEJ30BKKBAwJDbGdjDg3fJu\nraNlpNGMNPs+9/7+UBihyIBtbMvIn+c/9r1zz53PGfBDb5059xyNjkpr5aTrErEEu/64i7Y328hm\nsowOj7Jn6x72vL4Hh87B/Lr5LF++HIvFQjweJ5vN4nA4GBoaYseOHWeyS2cVGXEVQgghhDhFAoEA\nSXOycFxprUSvHYtb2UyWeDSOyWyiY38HdeY6IukIu7bsorSolCZ7E8FEkHpHPRdeeCF6vR6r1YrB\nYECj0RAOh6mrqztnVxQACa5CCCGEEKdEPp9nyD9E1jq+wVGtrbbw90O7DmHIG4imo5SbynGWODEb\nzBi0BmZVziKZTFJWUsayZcvQ68ciWjgcpre3F0VRsFgsPPTQQ+fsNAGQ4CqEEEIIcUoEAgGCySB5\n6/iGAzW2GgBikRhkYLZ7NulcGlOxiVUfWUV7ezulA6WsWLECk8mEoihoteMzOQ8fPkw2m6WoqIh0\nOs3w8PAZ79fZRIKrEEIIIcQp4Pf76Yx1wjs25qy1j424jvhHcJY4aWlpoa6ujqKiIvR6PQsXLmTB\nggVoNGMPc70ztAK0trYyc+ZM/H4/Ho/nnJ4mABJchRBCCCFOCb/fT0+yp3Cs1WiptFSSTqUZ6hti\nvms+1dXVmEymCe3eDq3HUltby/PPP8+OHTvO6Y0H3ibBVQghhBDiA4rH44yERwgogcI5V4mLgY4B\nRnwjlBpKcdqdhV2wTkRjY+M5H1jfNqXLYb388sssWbKERYsW0drayuOPPw6M/cZyxRVX0NLSQmtr\nK1u2bJnKMoUQQggh3pPf72c0NcpAfqBwzlXkIjwUZoF7AbOcs6ivr5/CCqeHKRtxVVWVz372s7z6\n6qssWLCA7u5uZs+ezXXXXcc3vvENVqxYwbp169i2bRvXX389HR0dhSfshBBCCCHOJsFgkCPxI0Rz\n0cK5am01FSUVzJs7j6qqqklTBMSJm/IkGAqFAIhEIjidToxGI0899RRdXV0ALFu2DLfbzZYtW7jk\nkksmtU+n06TT6cJxJBI5I3ULIYQQQrwtEonQneoeP5EBl+Ki1FBKeXk5paWlU1bbdDJlwVWj0fDU\nU09x3XXXUVpayujoKM888wzRaBRFUXC5XIVrGxoa8Hq9x7zPd77zHb71rW9NOh8MBjl06NBpq/9s\nFggEzsm+n6v9Bum79P3cc672/VztN5zdfVcUhUg0QkAdn9+KDxweB6WGUnw+H0NDQyd177O53x9E\nLBY7qXZTFlxzuRzf+c53+J//+R9WrlzJtm3buPbaa9m7d++kp+tUVX3X+9x9993ccccdheNIJEJt\nbS1Op5PZs2eftvrPZocOHTon+36u9huk79L3c8+52vdztd9wdvc9FAqxbd82BjLj81sZhHA6jN1u\nZ+7cuSd977O53x/EyX5DPmXBdffu3QwMDLBy5UpgbEpAVVUVe/fuBWB4eLgw6trT00NdXd0x72M0\nGjEajWemaCGEEEKIPxOJROhIdJBnfOOBfH8es9GM3W6fwsqmnylbVaC2tpa+vj4OHz4MQHt7Ox0d\nHcycOZNPfepTPPzwwwBs27aNwcFBLrrooqkqVQghhBDiXUWjUTqSHeMnMqAEFMxGMzabbeoKm4am\nbMTV7XbzyCOPcP3116PValFVlf/4j/+gurqa7373u3z+85+npaWFoqIinnjiCVlRQAghhBBnpUgk\ngjc9/iyO1q9FzatYii0y4nqKTWka/MxnPsNnPvOZSefdbjevvPLKFFQkhBBCCHFigqEgg7nB8ROD\nY8/nmI1mrFbr1BU2DU3pBgRCCCGEEB9m6XSaA6MHUFAK55QBBb1Wj91mR6uVqHUqyacphBBCCHGS\nBgYGOBA9UDg2GUzkB/Po9XocDscUVjY9SXAVQgghhDhJvb29tCfbC8dFoSJCIyFQwOl0TmFl05ME\nVyGEEEKIk5BMJhkKDuHP+gvnOjZ0EA6G6enqYd++fVNY3fQkwVUIIYQQ4iT4fD7ao+3kNePrt6a8\nKWBso6UvfOELdHZ2TlV505IEVyGEEEKIkzA4OEhHfHz9VlVRyQxkCseRSIQdO3ZMRWnTlgRXIYQQ\nQogTlE6nGfIPMZB9xzavIdCpOjQaDRqNBqvVypIlS6auyGlIVvUXQgghhDhBo6OjRDIRQppQ4Vy5\noZx4RZxEJEGZvYzHH3+cxsbGKaxy+pHgKoQQQghxgqLRKLFMjGAmWDhny9v43N98DnPKzC233CKh\n9TSQqQJCCCGEECcoGo3Sn+onp+YK5/b+bi8Wo4Xrr79eQutpIsFVCCGEEOIERSIRutPdhWM1rxLp\njDDSN0JFRcXUFTbNSXAVQgghhDgBkUiEg4cOsq17W+FcqidFJp7B4/JQXl4+hdVNbxJchRBCCCGO\nU29vL7/41S/45re/Sd41vn5rvC2OVqsFFfR6eYTodJHgKoQQQghxHFKpFHv27mHTrk3kanJotJrC\na/F9cex2OytXrpzCCqc/+ZVACCGEEOI47N+/H++olxJbCaZ5psJ5XUjHpasv5ROrP8HChQunsMLp\nT4KrEEIIIcS7yOfzaDQatFotw8PD+ON+YskYJS0lhWvmOOaw5BNLqHXUUlpaOoXVTn8SXIUQQggh\njmF4eJjXt76OqqpYzBbiqThag5ZcRQ6NfnyawPnN55P2pTEZTRQVFU1hxdOfzHEVQgghhDgGv99P\nb7iXHQM7CIQDpHIpSkwlRHSRwjX2IjuNVY0U64tltPUMkBFXIYQQQohjiMViJHNJjCYj0XSUnJLD\nZDMRSAbgTwOrNWU1hINhbEabLIN1BkhwFUIIIYT4M9lsFr/fTyqXoqqpiv72ftBD2ptmNDuKAQMA\nZtVMJBSh0liJy+Wa4qqnP5kqIIQQQgjxDoqisGvXLoZiQ+iMOiqqK5i9dDZmi5kH7n4AvWN83C/a\nHSUZT1JiKMFms01h1ecGGXEVQgghhPiTvr4+Dhw4gC/koz/Wz9ylcwEY8A7wwD88QOn5pRPWbzUn\nzChZBYvJIg9mnQESXIUQQgghgGQyyVvb3+Jg4CCGUgMtC1ooNhUz2DvI//78/6bk4hLKVpcVrlfC\nCg01DVSaK3E4HFNY+blDgqsQQgghznmqqtLW1kYoFaLUWUrT3KbCa+372jGtNmG7eOJUgAuaL6Ao\nXYTb7Ka1tfVMl3xOkuAqhBBCiHNaLpfjmWeeYdPWTehdepZ/dPmE12tm12BNWyecM2qNrKxbSaI7\ngbvCTXFx8Zks+ZwlwVUIIYQQZy1FUejq6iIWi52W+3d2dvLjH/+YHz78Q3K5HBXVFcxbPg+L3YI/\n5iedS5MxZdDoxue1rqpcxeULLifYE8RmtMlqAmeQBFchhBBCnLW6urp4Y9cbmPQm5s2bB0A4HMbj\n8Rz3PVRVRaPRTDr/4x//mK9+9atks1lUVUVv0BMZjdC+vx2/3s/Ptv8MFXVCG51Gx9WLr0an1dER\n7KDF0kJFRcUH66Q4brIclhBCCCHOSqqq0t3djTfkJZ1PEwgE2LBhA39844+MjIwAEI1GSafTAKRS\nKQKBAKo6HjbffPNNNmzYQC6XAyCfz5NKpdi4cSN/+7d/SyaTKVyfy+YoKi6ieV4zb3jfmBRaAVxm\nFzqtjnQqTT6dp8xShtVqnXSdOD1kxFUIIYQQZyW/38/g6CCJbIKckmP37t0MxYbI5DP09PSQzWb5\n49Y/YrfaMZvN9A70klNyVFdUU1JSgl6vZ8euHbQdbKOnp4fPfvaz7NmzB/+wn9+/8nvy+fyk90wn\n06iqijfkPWZNzc5mABKxBOYis6wmcIZJcBVCCCHEWamrq4uh2BCOCgfpTJpkNok37EWv1XO06yg9\n3h4OBw5Tk61BE9RwOHAYvVaPXqvHG/ISG43xg+/+gEgkwnPO5wCwllnpCfXw/PPPTxiZfVs2m+W5\ntueIKceYU6tCU9HYagPpVBqjzojJZDqtn4GYSKYKCCGEEOKsoqoqmzZtos/XRzQXZcbsGag6lYPD\nB2mc24ir1sVAdIDO0U4wQle0i87RTprmNWFxWjgYOEhKl6LH30MwEERRFEKhENv2biOQCLD+D+vp\n7u4uvJ+hyECxqRidUUf558s5qBycUI+SVMjH8wR+G+DHX/8xg72DZJIZjHojJSUlZ/jTObfJiKsQ\nQgghziptbW30DPbQMdqBu86NTq/D6XZiabJgMpvIZXMcCR2hpLSEppYmVFUlnUxjMpuwOWwEBgO4\nKl04PU6e+L9PkM/lsXlsFFUUcbDrILv/uHvC+xWXFvPJL3ySV2OvYmg0THgtsjVC4LcBUAEN5Epz\ntL3ZhtPtZIZ1hoy4nmESXIUQQghx1hgdHeVw+2E6wh00zGnAUTE2h1Sr02Iyj4VEvUHP3MVzJ7R7\n52ue2rEVB2wOG5V1laSTaW664yY8dR7uvfVeoqFooZ1Or+NL93yJo/qjGLITQ2u6L03k9xHefkZL\no9FgLbOiUTUYNUbsJXZstombEojTS4KrEEIIIc4ahw4doj/aT1VDFU638wPdKzIaAUBFJR6Js/F/\nNhKPxDEUGcjlciy+aDHX3notfbY+9h3dV2inpBUaBxvZ8ugW8tk/PcClGQvCV910FfOb5gMwa+Ys\njEbjB6pRnBgJrkIIIYSYcp2dnTz77LMYig1EiiM0VDcAMBAZIJqO0qQ2oT3BR3O6D3fj8/rIZXM8\n9sBjXLL2ErQ6LdlMFovdwpe++SW8eHll9ysT2oU3h9Fb9JhKTWi12rEVBGxmMukMoeEQ5aZyAKqq\nqk5J38Xxk+AqhBBCiCnV2dnJ2rVr6eruwmK3cMPtN/CH//4D1lYrT3U8hYrKqspVXOm4kv1D+3Gb\n3VTbqt/3vkf2HiGXzaGoCrFwjA3PbShsRmAsNhLNRHnmyDMT2kTfihLfFGezbjPJWBIYm36QTqax\nllmZ3TIbj9vDnDlzsFgsp+XzEO9OgqsQQgghptT27dvp6uoin88zGhjlkfseIZfJUfPVGvQ1Y1Hl\nNd9rHIkdwRf1odPo+LuL/o5aWy3edi/bX9vOBZddQFX9xBHQUmcpprkmEl0JlLhCIpZAgwaT2UQm\nneHJg0+SUlOF6z/Z8EnW/Xodqk0lOBQcO6kZmwd76bWXMmvhLGbVzKKpqUnmtk4RCa5CCCGEmFJL\nly5FURSy2SwajYZ8Lo+h2lAIrW/zRX0A5NU8z+5/lmw6S2+8F9ywadsmnIedVNorKSspw1HiYJtt\nGxU3V6CkFfyP+0kcTaCikognqLu5jhF1ZLyG6qWsmr+KwKoAG5/bSHgkTDYzVo/ZZuay6y4j4Atg\nLbbidH6wubfi5ElwFUIIIcSUUhQFRVEACpsC2C587xHNzpHOCccao4aR9AgjQ+NhFN3YH1qjFs+X\nxlYayMfy5EI5dDW6wmXF+mKunXctAHXNdWSzWYpLinFVuVh96WpaF7Yy1DeEyWDCZrWh1coy+FNF\ngqsQQgghptSzzz47YftV2yoblmWnZ/6ozqxDZ9ZNOHfzkpsxG80AJOIJBnoGQIV4NE7zjGYWzlpI\n20AbTpNTpghMMfmVQQghhBBT6siRI6h/WizV9ZcunGvP3FfxS6qXMKdiTuH48J7DhXVbFUVh7+69\nzJgxgxllM3CVumhpaTljtYnJZMRVCCGEEFNm3bp1/OQnPwHANM80aaS1pqiGInNRYWpAra2W3nAv\nAGpeZfBng+jL9GizWmL7YpTUlpBX8zS3NtOX6CN5KIm11Yp5tXnSexv1Rj4282MTzl1w2QWs+3/r\nyOVy6HV6Lr/8clpaWtDr9dTU1Mi6rVNMgqsQQgghpsz3v//9sb/omDTSmjya5OCrB/nKPV9h8YzF\n1NXUUW2t5sk9T9I+1E7Hkx2kj6bJarOcd/F57NfvJ9YeA6Cto61wn/xQnuuuu44B4wBNziZWNa5i\nIDJAWUkZpUWlE96zaW4TN371RoJHgyxbvoxrrrkGrVZLU1PT6f0gxHGR4CqEEEKIKRONjm2/al1h\nxVA+vuVq8Jkg4TfCAPzo7h9x3/fvo8o+ttzVjYtuZN9b+3gk+ghlzWVkMhnymTw1jTUcbTs64f4m\nswmdToc1buXKi68snK+x1RyzHm+7l4uWXsTKL66kpaUFnU53zOvE1JDgKoQQQogp8fLLL9Pe0U55\nZTkVl1eQYmxN1YriCoJHg4W5ppHRCK+ue5X6gXqKTcUM9AwQC8UwFBmYvWg2Lz/1Mj6vr3D927Ra\nLTq9DkeFg+Z5ze9ZSz6fZ+8bezEoBmpqa2hubpbQehaS4CqEEEKI49bZ2cn27dtZunQpjY2NH+g+\nN998M4HhANZ6KynT+EYAq2et5qrvXcW3/+bbJGNJ0qk0Tz/+NDq9jnwuDxowGAx4aj0oqkI2k510\nf51exy133YLT7aR5XjOeWs+71qIoCof3HMasNTPDMYP58+ej10tEOhvJfxUhhBBCHJeOjg4uvvhi\nIpEINTU1vPjiiycdXrdv304kEkGn02FcMv7Ak1ajZZ57HpY6C5/72uf46Xd/ipIfW+dVyYyt9arR\naEin0owERjBZTGg0msL6rwAWu4UvffNLrFq76rhq6TnSgzFjpN5ez/Jly6mqqnr/RmJKyHJYQggh\nhDgu//qv/4rP5yMej9Pe3s6LL7540vdaunQpBoOBfD5PydySwvnFVYuxGMdWFlh+6XJKzaWT2r4d\nUqOjUTa/sJmK6goMRWPzY0tMJYUpAscjMBggPhynubyZSy+5lOrq6pPukzj9JLgKIYQQ4j0pisLW\nrVv51a9+VTj3zhHOk9HY2MicOXNwzHGgtYzHkfOqziv83VPrYc31a97zPuGRMB9Z+xFu/Lsbqaiu\nQKvXYnPYsDvspFNpvO1ejrYdLezM9U6qqtLb0UuDvYHFixZjt9s/UJ/E6SdTBYQQQgjxnnbs2MFj\nv3iMRCJROKfT65g1a9ZJ3zMcDpPOpDEtNxXOFemKaCkfX+A/Folh1BnR6XSFnbU0Wg2q8qfQrAGz\n1UxldSW2chtf+NoX8Hl9lLpLMeQMtL3RhgYNVqOVge4BahprCAwGyKQyVNZX4j3qpURTgsvuorKy\n8qT7Is4cCa5CCCGEeFf9/f10eDvYe3gvGo2mMJ9UURRuv/12XnrppZOa5+r1egkkAhhmji+Btaxm\nGUb9+HzXEf8I82bP49XyVxkaGkKr01JSPDYVQNWo1DTW8NUvfxVTmQmr0YpzjpPhlmF8MR91tjqy\n+SyxTAyr0cq+3n2M+EfQZDXotDrS6TSBgQCLPIs477zz0Gg0p+TzEqeXBFchhBBCHFMikWDX7l1s\nPbCVnVt2oigKRcVFZNIZ9Ho9g0OD/O53v+O222477qfwE4kER44cYcsftxCvjlOmLyu8dvGMi4Gx\nqQn+AT8BX4C59XN59NFHufXWW0kkEtTV1ZHL5UhlUyxbvIzmxmY0Gg3z58/H4/HQ3t5OU7SJlpYW\nstksgUAAVVXRaXX0hHqwWCxYiiz0jfbhNrupqa6hvLz8tHx+4tST4CqEEEKISVRVZdeuXXSOdNLd\n2U0+lx97gh8N+WyeXC6H3Wknr83z4osv0traelwjrwcOHGDH4R28+McXsawY397VpXHhsYwtWdXX\n2UdiKEGdpY76mnqWL1/O448/ztDQEBdffDFXXXUV6XAaAwbWrFmDVjs+R7a5eeJ6rWVlY8G4qqqK\nffv2kU6nmT17Nl6vl2QySWtr66n4uMQZIsFVCCGEEJMMDQ3R7esmokSYfd5s1j25jmwmS2VdJbls\nDo1Gw1fv/yqjkVEOBg6S2ZPBZDLh8bz7eqkwtlPWcHIY50Inet14DLmo/iJgbLOBYH+Q1opWWppa\nmDt3LgANDQ1cccUVdHZ20tXVRTabZd26dXR3dx9XYDabzaxYsaJw7Ha7T+JTEVNNgqsQQgghJhke\nHmYkOYK7xo1Wo6WyrpLqGdXcctct/Pvd/046mWbWwrGHszr2d3A0eBTtm1qWLlqKz+eju7ubZcuW\nTQiVqqoSi8fIKlkCmQD8aRUsg9bARfMuIp1M07Gvg2ZHMwtaF0waPYWx9V9zuRwGg4FEIsGOHTs+\n0EYI4sNlyoJrKBTikksuKRwnEgk6Ozvx+/3kcjluuukmOjo6MBqN/OhHP+Kiiy6aqlKFEEKIc0oq\nlaK3r5dwKkyFvYK+jj4MRQaaW8d2oDKWGEkn02RSGYpNxbTMb2Gwd5D9Xft54z/e4Af//gMMBgMN\nDQ08++yzmEwm7HY7qqqSyqSIhqO0HW3DuGDsQSxXsQudVofX68Vd4mZ24+xjhlYYW/+1ubkZn89H\nbW0tS5YsOZMfjZhiUxZc7XY7u3fvLhw/8MADvPbaazgcDm699VZWrFjBunXr2LZtG9dffz0dHR2y\n/ZoQQghxBhw4cICekR7MTjMms4l0Mg2Asdg44c90Kk2xqRgYW3N10DvIc797jkzmTw9vDQ7y6quv\nYnPYMJvMlDvLiWfjBHwBNM7xp/iNSSOKojDqH2V++XzmzJnzrrU1NjbywgsvsGPHDpYsWSKjreeY\nsyYJ/uxnP+P+++8H4KmnnqKrqwuAZcuW4Xa72bJly4QRWiGEEEKcWvl8nkOHDtHe3Y4/4Wf+gvnk\nlTyDqUHUEhVjiZEDQwdIzkmiRlX6Ovpoe7ON5tZmug938+BdD5LNZFEUhUQiQUVFBfX19RwdOkpX\nqIu6eB3DiWFmLZ3Flr4thfedVT2LUCBEqa6USnclJSUl71HlWHiVwHpuOiuC69atWwkGg6xdu5Zg\nMIiiKLhcrsLrDQ0NeL3eY7ZNp9Ok0+nCcSQSOe31CiGEENPRW2+9xcGeg/RGemmY04ChyMCv9/ya\nrbqtcB0cMhzixbdehFpQy1S+/0/fJ+wPU1FdQZmrjFwmh1anRVVUikuKqaioYGRkhFgmhs6iozPe\nianMhOpQ0QyMj7ie13wega4A5aZy2XJVvKezIrj+9Kc/5aabbipMBfjzRYDfa1u573znO3zrW9+a\ndD4YDHLo0KFTW+iHRCAQOCf7fq72G6Tv0vdzz7na99PZ73w+z9DQEBklQ2tLK3qNnkHvIFu9W8cu\nMEAnnYXrNWYN6YY0yoDCoHeQXDJX2OFKr9eTSWfYtm0bd911F1/8+y/S2tSKRjv28/2l3pcK9zHp\nTDhjTpSMgsPiIBaLHbOP8t98eonFYifVbsqDazwe59e//jVvvfUWAE6nExh7mvHtUdeenh7q6uqO\n2f7uu+/mjjvuKBxHIhFqa2txOp3Mnj37NFd/djp06NA52fdztd8gfZe+n3vO1b6fqn7H43G6u7uZ\nNWsWer2eRCLB7t27iWVjRHVRqqvGRj2f3fTse97HfpmdXDhHsi0JeqisryQyGiEZT5JJZ9DqtARG\nAniHvSx0LwRg98BuNg9tLtyj0dnIUHIIRVVoaGgoLH91uvr+YTNd+32y35BPeXB9+umnWbBgwYT/\nKJ/61Kd4+OGH+ed//me2bdvG4ODgu64qYDQaMRqNx3xNCCGEEJNt2rSJeCqOVqulubmZ9RvWE0qE\niGaiWMrHNgXoHu3mUPi9R/q0RVoqPltBui/N8C+HsegsjAZH4R1flFrsFpZeshSAjR0befbAxDA8\nv3I+w95h5jrmMmPGjFPbUTHtaN//ktPr0Ucf5Qtf+MKEc9/97nd5/fXXaWlp4ZZbbuGJJ56QFQWE\nEEKID0BRFFRVJZvNks6k8cV8JBIJ9u/fz0BkgI7RDgKJAE63E1VV+dUbvxpvm1EY+NEAqY0pFpcu\nJncgN+HexhojrptcBP3BCaG12FTMX9/911TWVQKwsXPjhHb5/XnMQ2bMOjM1lTVYLBaEeC9TngY3\nb9486Zzb7eaVV16ZgmqEEEKI6Scej7Np0yacTicej4dQKkQsE2NgYIBUNsVgfJDqpmp0eh3FpmI2\n79uMP+cvtA9vDJPtzhIZjtB4WSOXf/ZyHnz8QbILs4VrjJVGPF/w4P+lHyWpoNVqMdvM7N+xn/qZ\n9dg8NkKpUOH64AtBwpvCPLjuQe755j0y2iqOy5SPuAohhBDi9Nq3bx8dgQ7ave3s2bOHkeQIyWyS\nodgQh0cOU9tcERQpzQAAIABJREFUi6fWg6vSRTqX5pXO8cGjfCRPaGOIfD5POpXG5rDhqfVwxbwr\n8P3QN+F9TLNMVN1WRVFpES0LWggFQjz/+PN8+7Zvc6DjwIRrEwcTaNAQDUUJDgapqKg4I5+F+HCT\n4CqEEEJMY4ODg3T3d+OP+wmnw+TyOSLZCLPOm0W0KEr93Hry+TxbXtqCz+vj6baniWqihfbh18IY\ndAYcbgfFJcWER8IAGIoM5AfzDP1siOzo+MhrUWURVZdWUe4pR9EquL/oRvNpDb9v/33hGjWvkgvm\n0Gg0WO1Wli5dOmlFISGOZcqnCgghhBDi9Ono6MAb9lLmKiMRTRDLxDDbzFjLrFjLrAz2DnLPTfcQ\ni8RwX+9G2zo+ppXz58i2ZbGV2cikMzjcDprnjW3FOnPBTCrrKxnpHyH1ZAr77XbiShwA7SotpcOl\n2BQbxU1jO2sNqoOF+2YGM9jsNi782IWsWLriXVcSEOLPSXAVQgghpqlEIoF/2E88F2d+y3zatrZh\n0BoodZUWrmnf186IfwTHWseE0KrmVUZ/O0q5q5wvffNLhEfCNM9rxlPrAca2eL3n4Xto399O87xm\n+jR9/GLXL8bv62rHdpntmHXl+nKoqkq5p5z66nqsVutp+gTEdCPBVQghhJiG9u/fT3tHO/3RftLJ\nNL999Ldks1nc1W5WzlvJYO8g7fvaKbWWUuQswnyhudBWp+jIvJJhzao1fPyGjxfC6p/z1HoKr1Wo\nFWzs2EhfpO99a4u2RSmzleH0ODEZTLKagDhuElyFEEKIaSaZTHKk/Qi7B3eTz+d5+N6HiYaiaLQa\nquqr8NR5+Pe7/514NI5jtgPP33sKu1pp0FB1qIpDRw7RfNXYCOtoYJSRoRHs5XasZVZ6O3qx2Cy4\nqsa3Z9dqtNxw3g08sOmBd60rH8sT/kOYbFeWj9/1cSxWCyajCZPJdNo/EzE9SHAVQgghppnOzk6G\nYkOUV5bT29FLLDy2vaaqqPgH/Pz6f35NWBdGY9Sgu1qHRj/+YJTH5GHb09tIJpL8/MGfU9tYy8jg\nCBWlFfjb/XSkO3Cb3XiHvNicNoqMRYW2NbYavrf2exz0H+Qnb/2kcD62K8boC6OoSRVVUSlzlTF7\n4WyUqEJZWdmZ+2DEh56sKiCEEEJMI/F4nM6useDqqfVQVl5GSUMJlhUWtCYt5lVmYitiVH+1Gs/X\nPGiNfxYF2iARS6AqKsO+YTY+t5EqSxU11hrmV85nRtkMam21VFmqaN/XTj6fn9Bcq9Eyzz2P61qv\nQ5/TE98TJ/BMAFLgqHBgtpm55JpLyGVzOEocuN3uM/jpiA87GXEVQgghpolcLsfrr79O12gX1nIr\nxaZiuoJduL/sRqPTYLvIRpF7fIRUWzwxtC4vWc6zT7xjS1YVUvEUHouHj13+MbRaLV1dXVgsFg4e\nPEhbXxuH9xzGU+OhzFU2YUmrj8z4CL3P9fLMU89ADlSdyujwKPl8nj/89x+YP3M+9QvqqampOe2f\ni5g+PnBwDQaD7N27l7lz58pvTUIIIcQU6unpoTfYS1KXZOasmQBsC21DYx4LlO8MrRMooPmtBv0K\nPdnU+JqsZpuZC86/gKbGJoqKxtq2tLQAYLfbyW3Osa9/Hz0He0jEEtQ0TgyhNqcNJa+gN+jJZsbu\nW2otJZ/Jo4lruPjiiwv3FeJ4nNBUgUceeYRHHnmkcLx7926am5v56Ec/SmNjIy+//PIpL1AIIYQQ\n7y+RSHD06FGG4kPUNNagN+gJJUJEzJH3bZvblSPWF2N0eBSdXofeoKfcU84n/+qTLGhaQFNT06Q2\nxcXFXHDBBTQ6GplVPosh7xB9nRNXFFi6ainVjdVoNBpUVUVVVeLROBazheuuuw6j0XjK+i/ODScU\nXH/yk59QXl5eOL733nu5+uqriUQi3Hnnndxzzz2nvEAhhBBCvL/9+/fTMdxBkbUIi31sealf/v6X\nx9V2cNMgw75h1v92PeWV5az5izXc/u3bOX/x+TTOaHzXgGk2m7lq7VW0NLSw0L2QiC+C96i38Lqn\n1sM3/+ObXPyJi9HpdFgdVgxFBtZetVY2HRAn5biC66ZNm3jttdfo7OwkHA4Xjl999VUuuOACdu7c\nyZIlSzh48CCbNm1i06ZNp7tuIYQQQvxJMBikq7eLYCZI45xGNBoNPq+PQ9FD79omdTQFQOSNCJmB\nzNi5RIroaJSLPn4RqqriMrloaGh4z/fWarUsXryYj1z8Eea55xEcCJKIJQqve2o9/OVX/pLqxmpQ\nocxZxsUXXSxbvIqTclxzXLu6ugBQFAWfz4dOp+Po0aPodDpMJhNdXV3kcjny+Tzd3d2oqspHPvKR\n01q4EEIIIUBVVfbv309fpI/Khkr0Bj3JbJJHtz+KzqY7ZptVlat4+eGX6fl5D0paQaPVoOQVAKLh\nKN//xvf58te/TOWcSsxm8zHv8eecTiczGmbgi/g4uOsgcxbNwWQ2oSgKuWyOO//tTg7vPoy9xM6s\nWbNOWf/FueW4guvNN98MjE0V6O3t5dZbb2X9+vWsWbOGm266CYAjR45QVVVVOBZCCCHE6efz+ej1\n95LQJGiqaiKn5Pjexu8RMAQK16g5lWsqrqFd3469xM5V867igp9cwPbXtgOw9fdbaXurDdSx62Oh\nGNqYlnnz5p1QLS0tLXi9XkaSIxzcfpCWhS0k40nCA2ES2QT1M+sp15TLw9zipJ3QqgL33Xcf1157\nbWGu64YNGwqvPfnkk6xevfqUFyiEEEKIsU0F4vE4ALFYjI6ODmbMmEFvby9DsSGqZ1Sj1WpZf3Q9\nw6nhCW0z+zPMXTqX1bXjP6c9tR7W3rgWgMHeQdrebCu85ihzcOONN2K320+oxqKiIurr64kmo+SV\nPIf2HEJRFOa45hDLxAjGg1TWVOLxHHsLWSHezwkF10svvRSv10t7ezuzZs2a8PXB1VdfTWVl5Skv\nUAghhDjXhcNhdu7ZiUFrYPHixXR2drLr0C46uzrRaDREMhEaXY0EE0FeOfJKoZ2SUQg8FUDTo6F9\naTue2mMHxsY5jRiLjRiKDOQyOe6++25mzpx5UrXOnDkTrVZLKBQinU8TyUSodlWTy+VwRp0sXLBQ\nlsASJ+2E13G12WwsWbJk0vlFixadkoKEEEIIMVEoFCKUCmEz2hgZGWF0dBRf1EdfpI8aWw36Ij06\nnY717evJKmPrpaqKiu9HPrL9WSrrK2me11y4Xz6fJxqKYneOjag2zW3CUeEgOhqltraWK6+88qRr\n1ev1zJ49G0VRUFWVSDTCsmXLMBgMJBIJbDbbB/swxDlNds4SQgghznJ+v59YJoZRZ8Tr9RIKh0ir\naaxlVnqCPVTUVdA92s3rPa8X2sR3xylOFKMz6fjE5z4xYbS1+3A3IX+ImuYa7OV2hgeG+fSXP41u\nVMfnb/w8jY2NH7hmrVbLBRdcgKIoaLVjixhJaBUflARXIYQQ4iwWj8fx9o898GQymOjr6yOcCmOx\nW2ia18To8Cj2cjs/2faTie3eiEMWXFUulq5aSmQ0grHEiE6nY2RohCZH01gIDoaotlSzwL2A2S2z\nT/iBrPfzdmgV4lSQ4CqEEEKcpdLpNFu2bCGcCuP0ONFmtMTSMQKJAPY6O1qtFqfbSUewg0PD42u2\nFrUXUa4v55pvXEPrslZMZhMdezvQFmlxVblwmpyUFZfRNdpFVslSV11Ha2srVVVVU9hbId6fBFch\nhBDiLKIoCrFYjN7eXnq8PfSO9hLPxLG77ZSkSjjkPYTJaqK8cmwny7yS5zdtvym0L9IWkd2exV3j\nZs11awA4tPsQdbY6gskgfR19zHXNRa/XYzVacZW6aG1tpaamZkr6K8SJOKngGgqF+M1vfkNHRwd3\n3XUXDoeDnTt34na7qa6uPtU1CiGEEOeEXC7H1q1bGQ4Ok8wl8Ya8JLIJik3FNJQ3oAvrWPyRxRO+\nft/cvRlf1Fc4nm+cz67ULuqW1AEQi8RIR9M4Khykc2nSuTQVZRXMmzeP5BtJLCaLjLSKD40TDq57\n9+5lzZo12Gw2uru7+eIXv4jD4eC3v/0tPT09/PznPz8ddQohhBDTmqqq7Nq1i8N9h+kJ9QBQ01RD\na31r4RoFZUJojaQirDu8rnDsNrtR96hEw1FsjrEHoXw9PipLK3G5XETSERQUqqur8Xg8fGzNx9Dp\ndDIPVXxonPD/qXfccQe33HILR48epbi4uHD+4x//OJs2bTqlxQkhhBDThaIohEKhwvGWLVvYvHlz\n4bVt27ZxtOcovpSPhRcuZPnq5VTVTx4JVVWVQDzASGKE9e3rSeVShdcudV/KuifXEfAFePHJF2l7\nq41oMIrH5mHRokVUOipprmimtrYWALPZTElJyWnuuRCnzgmPuG7bto1HHnlk0vnq6moGBwdPSVFC\nCCHEdDI6Ospbb71FIpng/OXnU1paSr+/Hw0aotEoHR0d9PT1EEgGqKyrxFhsnNC+I9hB10gXi0oW\n0dXfxS92/QINGtS392gFFngWkOvJkUqk0Ol1RENR9v5xL59Y/QkaZzRSXFzMRz/60TPddSFOqRMO\nrsXFxUQikUnnDx8+jMvlOiVFCSGEENOFqqrs3r2bw/7DKIpCpbdybEmq5AhGnZGNGzcymhylc7QT\nrUZLpWPiLpSD0UEe3vowiqqwVb8VQ4lh7L7vCK0AKxtWYnVb0eq05LN5zFYzi+cupraillmzZp2x\n/gpxOp1wcL3mmmv4l3/5F5566ikANBoNXq+Xb3zjG/zFX/zFKS9QCCGE+DDr7e2lL9DHcGwYnVbH\nwOAAoVQIX9RHka6I0dQoaW2a6uZqDAYDxabiCe3X71+PoioABHNBiE5+D4vRQkt5C6l4israShRV\n4Ya/voGFsxZy0UUXyRxWMW2ccHB94IEHuPLKK6moqCCZTLJq1SoGBwe54IILuP/++09HjUIIIcSH\nUiQS4cCBA/SF+5i5cCaR0QhtfW2UWEtoXd5KKpEil8vhdDuPGS4VVaFtsA107/0+y2uXo9VoiYVj\n6PQ6rBYrS1uWsmjRIvR6WflSTB8n/H+z1Wply5YtbNiwgZ07d6IoCosXL2bNmjWnoz4hhBBiynV2\ndrJ9+3aWLl163NuhhsNhXn3tVbpGutBb9NidduxOO65KFyWlYw9Evf3nn1NUhSPDR3it6zVSutQx\nrwGI74+jDqvUVNTgPerlhV++gL/fT1V1FaXGUioqKk68s0KcxU7617DVq1ezevXqU1mLEEIIcdbp\n7Ozk0ksvJRKJUFtby7PPPvu+4TUej/Pmm2/SOdKJvkxP48zx698trL7Tk7ufZFvftve8JvhckPDm\nMADf3fRdcpkcmXQGgKPRo9x5553MmTPnuIO2EB8GJzzp5Wtf+xoPPfTQpPM//OEP+frXv35KihJC\nCCHOFlu2bGFgYIB0Os3g4CA7dux4z+uj0Sibt2zmgO8Aikmhfmb9cc8x3evby/955f+8b2hV8yrx\nvfHCcSKaKIRWGHsgzOfzvW+tQnzYnHBw/e///m9Wrlw56fyFF17Ib37zm2O0EEIIIT68WlpaMBgM\nZLNZSkpKWLJkybtem0wm2bhxIwd9B1FKFVrmtxRC62DvIFte2sJg79jSkb2dvbzwxAu88IsXGOwd\npD3QzmM7HiOSnrhyj5JWiO2O0fNPPbiDbkx5E3PTc/m7f/o7ikuKJ9UAoNVqqaysfM9ahfgwOuGp\nAsFgEJvNNum81WolEAickqKEEEKIs4XL5aKpqYlwOExlZeW7XqcoClu3bmUoNkRcE2dB6wI0Gg0A\nPq+Pf/zMP5JOpamoruCy6y/jsX97jFw2h0ar4fl1z1Py6clTCGK7Y/h/6QfA4XJw86KbqVo4vilB\nKBji0e88WjjWarWoqorL5eJHP/qRTBMQ084JB9fm5mbWrVvH7bffPuH8Sy+9JP9AhBBCTDvx+NhX\n8oFAAJ/Px5VXXsmLL7444WdePp9nw4YNhGNhdrfvRqfTMdQ3xLBvmDf/8CZBZxDrl60oSYXIMxFe\n3Pkijk87iO2KUdxQTMklk0Pr8NPDRHeMrX1ltVu588E78VR5JlzjcDkwFI2t66rVaNHpdFRVVRGJ\nRBgeHj5dH4kQU+aEg+sdd9zB7bffzvDwcOHhrPXr1/Pggw/y/e9//5QXKIQQQkyleDxOPB4nm82i\n1+vp7+9nx44dzJgxg6GhIVwuFwcOHGD9H9fz9NNP4z3iRavTYrKYCAfDlMwtwXOLBz16KIOi24sK\n9zYvNE96v9jeGP4n/OPXWM3840P/yPzl81GGlQnXtsxvwV3jZnR4lDJbGSaTiVAohNvtlmkCYlo6\n4eB66623kk6nuf/++7nvvvsAaGho4D//8z+56aabTnmBQgghxFRQVZVQKER3dzelpaXo9XrS6TQa\njQan08mBAwc4fPQwFeUV7Ny7kwf/vwfJZXNjjXOQSWfQmXWU/0X5cb9nPp4n+HwQjVYzth6r3cqd\nD9zJ/OXzJ1yXSqQY6hvCU+fhhr+5gfRAms9c/xncbjc7duxgyZIl8i2omJZOajms2267jdtuu43h\n4WFKSkowmyf/xiiEEEKcTbLZLF6vF6vV+p5blAeDQTo7O/H7/URSEbbv2U4qlWJu61x279pNNpvl\n9ttv52t/9zXChjAGnYGXXnlpPLS+TQMVN1agt7z/j1pVUQltCBF5MwIxsDvsXHD5BVz7V9fiqfWQ\nz+c5tOsQ1ZZq7C47/V39ZMNZ9vTtwWazsWLhClasWIFGo5HAKqa1D7Sdxnv9wxdCCCGmWi6XY3h4\nmIqKCjo7O3lrz1uYi8x8/IqPo9Pp6Onpobq6Gr/fj8/no6ioiI7uDvqj/aTzaWLpGN6gF0VVUItU\nUEGr0zIwMMCO/TvwzPEQSUfo7++f8L7aEi01/1CD3vr+P2Y1OQ1D/zVEabIUQ8ZAliyR0Qg7N+/k\n2r+6FoBQIIQ+oycRTVCcKCYUDDHfNZ+h2BA6rY7KysrCg2BCTGfHFVwXL17M+vXrKSsrY9GiRe/5\nj2Pnzp2nrDghhBDiZKTTaXbs2EEwGCSWjuGyu0gmkwzEBrAb7XR2dhIOh2nva6d+oJ5wOEwoFSKZ\nTTKYGMRV7cJhcWAvt7P3jb2MhEZoWdKCwWggm85is9kwuU3UtdTR3tFOLBYrPCRlmmGi9q9qSegS\nhXpyozkGfzZI2eVlKBmF0d+PoqZVqlZW8flPf55f6n5JKBXCbDMTj8QxGo0k40na97fjqfUwOjyK\n0+TEoDXQebATo9aItdSK0+5Eo9HQ3Nw8VR+1EGfUcQXXa665BqPRCMC11157WgsSQgghPohEIsEb\nb7zBwYGDZHIZRpIjmCNmPGYP8UycdC7N0faj5JU8RwJHADAZTBwNHsXqsDJ32VyMxWM/8wZ7B9n8\n0maioSg7N++kcW4jvh4f1950LfWz6vHUeug50kMimqB5fjMLPruAbco2EiQm1DT0yyEyvgxDjw8B\nYLaYWXvzWlZfsxpPrYeGhxto39+OzWHjx9/+MaFACHu5neZ5zaiqSng0TH15PRo0xINxqixV1NXV\nMXPmTBlpFeeU4wqu9957LzC23Mcll1zCggULKCsrO62FCSGEECcqm82yZcsWDg0eIqJGqKqvor68\nnlAwhH/QT8uCFoYHhgkmgmi1WnQGHT2hHtxmNzanjZkLZk64X/u+duLRODq9jkQ8gU6nw+FyYKmy\nUNdcx9G2o/zr3/8ruWyOVDaFijqhvclg4obGG/hB7gf4NWMrBZS5yiY9cOWp9eCpHVvq6p6H76F9\nfzuuShcjwyP0tvdSoi/BWeYkl8tRHinHUeKQ6QHinHRCc1x1Oh0f+9jHOHjwoARXIYQQZ5Wenh72\n7t3LcHyYpCFJ68JWdDodAK5KF67KsecydDodXW1dFOmKaJjZQCKWYCQ8QkNjw6R7Nrc2YzAYSCVS\nuKpceGo8dB/uxuFyYCwx8tL/e4lsJgtAviJPRhnfdvXylsu5vOVy9Do99z12H9tf2w7A0lVLCyH1\nWKxlVuYunktvRy+1plr05XpGkiM4HA4URaEx1YjVYsVqtZ6qj06ID40Tfjhr/vz5dHZ2MmPGjNNR\njxBCCHHCIpEI23ZuoyfcQzqXJpqM8m9//28AfOLGT0wY3bTYLZQ6S8lmsjgqHDjdzne9r7vGTXlV\nOaFAiC9980ts37idaDjKC0+8gKPCwdG9RwGwX2rHcaWj0M5WbOOKWVeg1Yxt9+qp9bD2xrXv249M\nOsOhXYfQqToUVaHMUYZGo0Gv1VNaWkomk+GyNZcVArkQ55oTDq73338///AP/8B9993HkiVLKC0t\nnfC6/AYohBDiTOvv72c4MUxGlyE4HOR7/+t7hdfe2vAW3/rptyaE16a5Tcd1343Pb6S/ox8VlUfu\nf4SUIUXIF+LV514tXFPcVDwhtAKsaV5TCK3HS1VVOg90UmmqxFHiQKvRUlNTQ21tLb29vdTV1dHe\n3l545kSIc9EJB9crrrgCgKuvvnrC3BpVVdFoNOTz+VNXnRBCCPEeFEUhn8/j8/kYTY7SeF4j6369\nbsI1uVyO3/3yd4SDYZpbm9/za/p38nl9/NcP/wvFoFA6pxTDWgPFlmKM7UaGfj6E4+MOdGYdJS0T\nt2ud7ZrNyoaVk+6XiCUY6huiprGmsALBOwUGA6gJlRm1M1i4cCE6nQ6bzYZer5flJ4X4kxMOrhs2\nbJDJ4EIIIc4Kb775Jv5hP+lcGkWvUGopxV3rnnTd1le2ckRzBEvQwiWzL+GTSz854fUD2w/g9/lp\nWtCET+vjV7t/BYDrqy5cTAyNJc0l1H6jFp1p8tf1dfY6vrj8i5NGW/P5PPu378dSZKFX7aW+pZ7O\ng53kc3lqGmvoOtRFKpFiVvksWltbqaio+KAfjRDT0gkH10suueQ0lCGEEEKcmJGREXp9vcQyMbL5\nLPl8ni0vbSGdSFPVUIWCQtwdR82oaE1arB8dm8r2mu81Fo4spGe0h3gmjr3fzn/+8D+xXW7DoBjQ\naN9/cOZYodWSs/D1i74+KbQqikLngU7KTeXUWmrZNbiLEf8I5SXlGDVGDuw4QJ29jjJ3GZUVlXg8\nxzciLMS56LiDayKR4K677uLZZ58lm82yZs0aHnroIcrLj38PZiGEEOKd4vE4Pp8Pj8dzwtuHe71e\nhuJDxDNx+vv6+ekDP0VFpaiqCMc1DjQ1GkyYjtn2oT8+VPi7blSH4zOOY4bRE7G4dvExQ2vH/g40\nMQ2zq2ZjNBqpS9ZhNVopNZYSTUVJ5VI0uZtYsGABDodDvtUU4j0cd3C99957eeyxx/jc5z5HcXEx\nTz75JLfddhtPP/306axPCCHENHX48GH2HdxHNB1lTsMczj///ONum8/n6e3rJZgI4q5zs2XjFlKJ\nFEWeIuw32tGUHH/4y5fl0TE5tKpJ9YTus6xl2YTjZDxJ25ttmI1mFlYv5MILL0Sj0WBvt1NdXY3T\n6eTll1+mSFfE4sWLsdvtx/1eQpyrjju4PvPMMzz66KPccMMNANx4442sXLmSfD4vy3IIIYQ4bl6v\nl3g8Tl9fH/v9+wGojlQfV9tAIICiKESjUQLxAFanlZrGGsrKy8AIFbdUoCs5+Z9JuWiO8C/DJP1J\nsoksGjSUnV+GpdnC1Z+4mhe8LxSuNelNNDobGU2OsqJuBTW2msJrkdEIHQc6aHI0YTKYmDd3XmFE\neeHChYXrLrzwQhRFkdAqxHE67uDa29vLxRdfXDhevnw5er2egYEBamtrT0txQgghppd0Os3OXTtJ\n5pIU64pRtAoaNMTiMdatW0dFRUXhifo/NzQ0xObXNwNg0BoYjg/jmTU2H9Q/5Kf2f9WiM09sZy+2\n4zQ5CUVCDHQOgAaMtcdeTkrNq/T/337y0fHVcQzFBlbOXMnaz63FU+vBr/p5q/ctAC6beRmXNl06\n6T6BwQC9R3ppKmuitqKWhoYGampqJl0HsoSkECfquINrPp+nqKhoYmO9nlwud8qLEkIIMT11d3cz\nnBgmlAxRba2mpLRkLLhmY4TSIQZCAySTSVasWAEwIcAePnyYrtEu0ECjvZGUmsLutJNTcvQ3908I\nrWlvmittV3LVVVcVzv3wn37Ins49GG84dnANvRqaEFoBcpkc568+v7CE1g0Lb2CWaxYAi6oWHfM+\n/V39zHbOZvGCxTQ3N5/EpySEeDfHHVxVVeWWW26ZsPBxKpXiK1/5yv/P3p3Ht1Xd+f9/3atd1mYt\ntmzHSxzbiePsCQRSIGwtFChlynQZoIWWaTudH3Smnfl+KUNL1yldZrp3voUOhUKnpS0wtIRQaFhC\nQ7OQPXHi2I4Xebe179KV7v39oSLXOCGhTUhIzvPx4IF0dXXuPXIM7xyd8zkzNiF4/PHHT+wdCoIg\nCGcEVVXp7+9nIjmBqlPpDnVT01SDpcJCoCuAUWckqSSRh2XC68MgweJFi2lqamJqaoqRqRFycg6b\nw8ZUeorq+mokSeKxFx8j48jMuFbshRjSdTPnpzpcDiL7I6ivqNjPsZM+lCb0ZAjXeS48Rg9rqtYg\n3SSx/ufrUVUVAJPFRCwcK7chSzIr61YesX9KXiEZS0IBPE6PCK2CcBIcd3C9+eabZx276aabTujN\nCIIgCGeusbExJuOTGG1G2le0o+SVciF+Ja+QiCaYVzWP4a5hUkqKSDZCJp+hq6sLWZYZS4xR01BD\nVV0VhfECer+e0cFRNh7aiLFu+hvB0GMhnCknq9aumnH9QrFAsVAk9/scod+GULMqsixj3Gvk0/d9\nujyqOn/ZfO790r2omoqvxkdLx/EF0O693WSSGWpsoqSVIJwsxx1cH3jggZN5H4IgCMIZbnJykkg2\ngre+VEbxz3ePqqqroqquVHQ/l8uhFlV8mo+uwS4qjBXoZT1p0syrKW3VKutKZaee3vD0jNCafibN\n+y9/P6vWrpq1Q9YV77uCbc9vIxVP4ff7uejqi3BUOmadu/aatcxfOp/ezl5aOmbutPXqSKwszyx7\nFY/E0bLNe9DNAAAgAElEQVQa9Y56PBYPc+fO/as/L0EQZnvDGxCcSLlcjn/5l38plQMxGlm+fDk/\n+9nP6Onp4eabbyYYDOJyuXjwwQdZuHDhqbxVQRAE4a+gqiqTk5PEsjHq3K9fQcA/Zzoourwu4pE4\nOr2OBm9DOTDm1Tw/2/Yz9lftL5+rFTQ+ftPHWXnekb/Kr2uq4ws//sIRA+mse6j3z3o9GorSf7Af\ng8nAonMWlZ539dPU1sTU2BR+mx+v1cvixYuxWo9cP1YQhL/OKQ2un/nMZ5Blme7ubiRJYmxsDICP\nf/zjfOxjH+OWW27h0Ucf5dZbb2Xz5s2n8lYFQRCEv8L4+DiT8UlMNhMm85EXRx2J1WbFapsdAp8Z\neob9E/tnHOvwdRw1tL7K5rSx7Pxl2Jyvv9lBsVhkpH+EXCaHyVK657G+MVrdrfSGe0nGkvTs7cFv\n89Pf1Y+kSrTXt/OOt78Dvf6U/q9VEM5op+y3K5VK8cADDzA8PFzeJaSmpobJyUl27tzJs88+C8D1\n11/PbbfdxsDAAE1NTbPayeVy5HK58vN4PP6m3L8gCIJw/EZGRgimgviafACk82l2ju4knA5jNVpZ\nXb8au8l+XG0pRYXNk7MHM5Z5ls06pmka2XS2tACsN8Dk8CQSEovPX4wsy4wOjOKr9WGpsFAsFEnG\nk6hFlUBvAJtkw2vxkogkCCQDtHna8Ng9TCQnOLDjAPXOejxWD2OJMfx2Pw31DSK0CsJJdsp+ww4f\nPozH4+ErX/kKGzZswGKx8IUvfAGXy0VtbW35l1+SJBoaGggEAkcMrvfccw9f/OIXZx0PhUJ0dXWd\n7G6cloLB4FnZ97O13yD6Lvp+eisUCoyOjmIxWKjQKtjfvZ8nA08ykZkon9M/3s+t82+d9d6BwwMM\n9A6wYPEC/LV+xkfH2dizkawpO+O8+O/j5DI5VK9aPqYWVZKxJKlECpPFhD6jZ4FnAQW1QHogjaZp\nmNImIociGGoNTI1NoUePjEyduQ63xU1VVRXJZBKf1YdJZ8Jut1Mdr8asN1Njr0GWZRpdjThNTnK5\n3En/ebxVfuYnw9na9zO138lk8i963ykLroqi0NfXx8KFC/na177Gnj17uPzyy1m3bt2sfZo1TTtq\nO3feeSef/vSny8/j8Tj19fV4PB4WLFhw0u7/dNbV1XVW9v1s7TeIvou+n966u7uZSE2Qrchyb9+9\nDEYGZ53TGenkhz0/5OoFV9PsbgZg16ZdfPkTXwapND912UeWsWNiB8ba6cVYSlhh+D+H0Wk6XDe5\nkH0yBaVAf1c/iVCColZkSfUSxpJjKEWFWkctSlFh78ReioUiS/1LORQ6RHQ0iq1oo6W2hcrKShRF\noaamhvr6ejRNo6urC5vNhsvlYmhsiHguzhLPEhoaGshtz1HprGT58uWzFm2daG+Vn/nJcLb2/Uzt\n91/6DfkpC66NjY3IssyNN94IlLbAmzt3LoODgwwPD1MoFNDr9WiaxtDQEA0NDUdsx2QyzagtKwiC\nIJxexsbGCGfCjFnGjhhaX3U4dJj/t/n/8Q/n/QMV6Qq+9X+/RUEpbXKTsCXYp9s3I7QCpPakkFUZ\nk7VUb7WgFOjc3onH4GFezTxi2Rg+t48qTxVT4SmWLl1aqgmbGCGRS2DSm6ix1RCIBWipbuGcc87B\nbp85ZUGSJNrb24HSQMqro60Oh4M5c+ZQWVmJxWI56aFVEIRTGFy9Xi+XXXYZzzzzDFdddRWDg4P0\n9/dz4YUXlqsL3HLLLTz22GM0NTUdcZqAIAiCcHrLZDJ0Huzk+U3PM7hkEI6R7RRV4b4t91E5UEne\nnodI6bj98iPPf8115tDpdXj9XuYtnMfE8AQO2cHixsUsWLCAyclJWltb0el0RCIR3G43LpeL/kA/\nFYYKmpqa0A3rMOvNdCzomBVaX0uSJC655BIOHz5Mc3NpZPjPN+ERBOHkOqWzyH/0ox/xkY98hDvu\nuAOdTsd9991HTU0N9957L7fccgtf/epXcTgc/PSnPz2VtykIgiD8hbZt28Yd//cO9OfqcS9zH9d7\ncmqO8YZxam6rIbYphjKpoPPpZp1nKVjwGr2suGEF7/y7d5JKpIhORlnoW0h7ezsejwev11s+3+Px\nAOBwOFi6aCmZTIb29nZqa2tJJBI0NjYe1/3Z7XaWLZu9EEwQhJPvlAbX5uZmXnzxxVnH58+fL8pf\nCYIgnAE2bNhAKpmiqqFqxnGz3kyzu5kPrfwQ24e3s21oG4FoYNb7nRc4j9iupEl4R7wEM0Ea2hqw\nu+xM9E+wvGY585rnlUPq0bS2tpYfezyeY54vCMLpQdTtEARBEE6KYrGIpmlIsoSxanpu6tKKpXz4\n0g+Xn7foWiAJVyy4gge7H0RRlaO2OfX4FMntSXy1Pv449kfUosovf/hLPD4PXquX+W3zz8iFLIIg\nlIjgKgiCIJwUsViMWDqG3W1H757+340xOx1iX3nxFb7zme+gFlW8NV4++h8f5f7/uZ+0KY11vhXJ\nOF1lpjBeILU9hV7SExmLUFAKyDqZeDTOgR0HuO6y6/D7j74bliAIb30iuAqCIAgnxc6dOwkMBbC1\n25Dk6QDaMa8DgPGhcf7j0/9BJp0pvxbvi2PqMTHSOULGlsHeZmfR2xZhr7CzaMkivmH+Brl0aUGW\npmkUC0VymRwWiwW3vbTwShCEM5cIroIgCMIJl81miSai9Af6Ma6cHmHV5/VUW6oB6N3fO2Pnw2wm\ni91lJ5vK4vK6uO7D17Fq7Sr89dOjqKvWrqJ7dzdKTiESioBUKoso5SQx2ioIZwFRdE4QBEE44WKx\nGKl8irgxjjR3erQ1vDXM5275HE8+/CQGs2HGhjNGk5He/b2MDowSngzzzK+emdWur8aHzWmjwlaB\n3qinoqICr9fL0valIrgKwllAjLgKgiAIJ1ShUGDr1q3s79yPukhFJ5VKWWlFjeimKIVwgfu/dj8u\ntwu70048GgcNnG4n2XSWYqGI2WomGozS29k7Y8S1wl6qmWowGFh+/nIuO/8yrr32WiorK2eUvhIE\n4cwkgqsgCIJwQo2OjtI10MV///i/qfxkZfl4bFOMQri0E5ZaVIkESxsC1NbWksqmeN8n3ofFakGn\n16EoCt4aLy0dLTPatlRYSCfTJKIJOpZ2cMMNN9DR0fGm9k8QhFNHTBUQBEEQTqhAIMDeg3vRajUk\nw/RUAMuoBb1herxE0zQ0TcNitmCxWlCLKpIsUdNQw/lvP5+7fnjXjNFWVVXp2tPF6OAoiViC9f+7\nnoGBgTeza4IgnGIiuAqCIAgnTCKRYHxqHG+jF9tiW/l4pbGSu75yF1e87woqbNNbpMbjcbxeL3pZ\nz/DhYbY9v41kPEn9vPoZoRVgYniCTKRUgUCWZYrFIs8999yb0zFBEE4LIrgKgiAIJ8zw8DBT6Snm\nLZ6Htd1aPr6sfhlGk5HL3345l192efl4oVDAbDZDEcYOjfHK868QmYrw5ENP8tz/Pkd4MgyAklcY\nHxznqrdfhcFgQNM0DAYD11577ZveR0EQTh0xx1UQBEE4YcLhMPFcHIxQ1BXLxxdXLyYVTOEwOVix\nYgW//e1v0TQNAIfDweTkJCMjI6iqil6vJ5fNUZwoMnBgAEmSiIaieMwezrvqPFqaW/jNb37DJz7x\nCS6++OJT1FNBEE4FEVwFQRCEE0JVVcKRMGklTTQXLR/XS3oaKxs5NHAIn8nHu9/9br773e8SiUTQ\n6XQ4HA4KhUIpsOZyFItFqqqqWLJwCXa3na7OLuwmO43uRtrb21m5ciUrV64UW7sKwllIBFdBEISz\nTDAYxOl0YjAYTmi7PT09hFIhrA4rrwRfKR+vNlYjIZFJZrDarCxatIirr76aRx55BFVV2bhxI7Is\noygKRqOR6upqHnnkEdasWUNnZyemHhNVvirmz5+P1Wp9nTsQBOFMJ4KrIAjCWWRkZIStr2zFX+Vn\nzZo1ACiKgl6vn7EZwNFEIhECgQBut5v6+voZr42NjTGWGMPZ6qT7le7y8caKRhLRBBX6CnxeHzqd\njoaGBjRNw+FwEIvFUFUVAEmScDqdLF68GICOjg5aWlowmUwn6iMQBOEtTARXQRCEM5yqqsiyjKqq\nHDhwgJ5wD7lijubxZsxmM5te3oS70s3q1avp6enBZrNhNBqZmpoin89jsVgwGAw4HA62bt3KRGIC\nu8mO2WxGVVUCgQBWq5VwNEyePPui+9DQ/nRxWOReRCwcw2F24PP5APjIRz7CI488QiwWw2azoWka\niqKgKAqZTIaKiunKAyK0CoLwKhFcBUEQzjCappHJZOjt7SUQCFAoFhgbHaO3txejzUj3SDfR1ij1\n1fXk83m6p7qpSlcRWh8ilAnhMDqQkBhJjFBQCzhMDow6I5IkUVSLDEQHcFvcbN++nVQ2RSgdwqg3\nohQVnF4nvx367fTNDINjiYPgWJBWRytVVVUANDc38+yzz7Jjxw58Ph+f/OQnOXz4MDqdDp1Ox8DA\nAM3NzafoExQE4XQlgqsgCMJbiKIobN26FbfbjSRJhEIhBgcHaWlpIRgM8vjjj+N2u3FUOiioBQ5M\nHSA8Feb+r91PNp0FCQxGA5WeShpdjRidRiKZCLIkU9SK9IX78Fg92I120vo0lVWVBPoDqAWVTDrD\njpd2UF1fTXVdNXMccwhlQozERxgdGCU8GWbuO+YSzU4vzJK6JWLnxrDLdqrd1TgcjvJrzc3N5XD6\nxBNP8M1vfpMHHniAgYEBrrvuOp544gkRXgVBmEEEV0EQhLeQUChE/1g/vSO91FbWEg6HORg4yLqn\n1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A0MjtZ+b28vmqaVF5fZ7Xbi8TgGg4FEIoHH48FgMPDhD3+YD33oQzzyyCPs27evPL+1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\nVHenO0snJDSBQDABBBRQ4OsXB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vA2U1WV6eA0A5mB4jZJlSjTlWExWOYUyH8nKy8vR5YL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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b732462c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = microsoft.create_prophet_model(days=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VlrxSoebOns3DT89P1Z1nF+vLp+UpwWGL8QgxmFDyAAAAgEEqHDH0+407dc+qLapp7pQk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b738339780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have added a weekly component into the data. We can ignore the weekends because trading only occurs during the week (prices do slightly change overnight because of after-market trading, but the differences are small enough to not make affect our analysis). There is therefore no trend during the week. This is to be expected because on a short enough timescale, the movements of the market are essentially random. It is only be zooming out that we can see the overall trend. Even on a yearly basis, there might not be many patterns that we can discern. The message is clear: playing the daily stock market should not make sense to a data scientist! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Turn off the weekly seasonality because it clearly did not work! \n",
    "microsoft.weekly_seasonality=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Changepoints\n",
    "\n",
    "One of the most important concepts in a time-series is changepoints. These occur at the maximum value of the second derivative. If that doesn't make much sense, they are times when the series goes from increasing to decreasing or vice versa, or when the series goes from increasing slowly to increasing rapidly. \n",
    "\n",
    "We can easily view the changepoints identified by the Prophet model with the following method. This lists the changepoints and displays them on top of the actual data for comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Changepoints sorted by slope rate of change (2nd derivative):\n",
      "\n",
      "          Date  Adj. Close     delta\n",
      "410 2016-09-08   55.811396 -1.378093\n",
      "338 2016-05-26   50.113453  1.116720\n",
      "217 2015-12-02   52.572008 -0.882359\n",
      "458 2016-11-15   57.589819  0.603127\n",
      "48  2015-04-02   37.612590  0.442776\n"
     ]
    },
    {
     "data": {
      "image/png": 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A2dkZd+/eRWpqaqXnUVNTw+7du9G5c2f07dsX9+/frzY2AwMD2NnZwaKFhcLx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\nEREFhP8P/zSsvAzhh7sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737d1fd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.changepoint_date_analysis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Prophet only identifies changepoints in the first 80% of the data, but it still gives us a good idea of where the most movement happens. It we wanted, we could look up news about Microsoft on those dates and try to corroborate with the changes. However, I would rather have that done automatically so I built it into Stocker. \n",
    "\n",
    "If we specify a search term in the call to `changepoint_date_analysis`, behind the scenes, Stocker will query the Google Search Trends api for that term. The method then displays the top related queries, the top rising queries, and provides a graph. The graph is probably the most valuable part as it shows the frequency of the search term and the changepoints on top of the actual data. This allows us to try and corroborate the search term with either the changepoints or the share price. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Top Related Queries: \n",
      "\n",
      "                  query  value\n",
      "0  microsoft non profit    100\n",
      "1      microsoft office     60\n",
      "2          apple profit     40\n",
      "3         microsoft 365     40\n",
      "4                 apple     35\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "           query  value\n",
      "0    apple stock    170\n",
      "1  microsoft 365    130\n",
      "2   apple profit     50\n"
     ]
    },
    {
     "data": {
      "image/png": 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NmoTU1FTMmDHD4AM/NTVVdG5aOZk2bRrMzMwwffp00fdtSkqKXo0mP/f1woUL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\nbCx+gPvjBO0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b73990be80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.changepoint_date_analysis(search = 'Microsoft profit')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There looks to be more signal in the search frequency graph than noise! I'm sure there may be correlations, but the question is whether there are meaningful causes. We can use any search term we want, and there are likely to be all sorts of correlations that are unexpected but are just noise. It might not be a great idea to assign the search frequency much weight. Nonetheless, it is an interesting exercise! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Top Related Queries: \n",
      "\n",
      "                       query  value\n",
      "0  microsoft office download    100\n",
      "1      microsoft office 2010     90\n",
      "2                office 2010     85\n",
      "3      microsoft office 2013     75\n",
      "4                office 2013     70\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "                            query  value\n",
      "0       microsoft office 2016 key  80300\n",
      "1                     office 2016  73200\n",
      "2  download microsoft office 2016  72150\n",
      "3       microsoft office 2016 mac  69350\n",
      "4           microsoft office 2016  67650\n"
     ]
    },
    {
     "data": {
      "image/png": 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SkJBgvjpb1LihxTVmzBiUSiUfffSRxRdBnU7HnDlzANsPurGX1157jU2bNrFj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\nIUQmUSFLCCGEEEJk0v8DfxjBoju0HR4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b737fb8048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "microsoft.changepoint_date_analysis(search = 'Microsoft Office')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictions\n",
    "\n",
    "Now that we have analyzed the stock, the next question is where is it going? For that we will have to turn to predictions! \n",
    "That is for another notebook, but here is a little idea of what we can do (check out the documentation on GitHub for full details)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2018-07-21 = $102.40\n"
     ]
    },
    {
     "data": {
      "image/png": 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//z7efvtt7nVZWRlcXV3h6+ur8YxjqVSK1NRUGBsb67yApqqqCiKRqBGtbzmZ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\n5np2v7WbmDZG2p1pqNLOHmgjvRHUf1Rzx3/dgc1sA0a3u21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4ME19TWSczCAej6PSq9AX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\nQgghhj1JaoUQQgghxLD3/wE1xrvX6d3VwwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b7358cd048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, future = microsoft.create_prophet_model(days=180)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
