{
 "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": 2,
   "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": 3,
   "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": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSFT Stocker Initialized. Data covers 1986-03-13 to 2018-01-16.\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": 5,
   "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": 5,
     "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": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Adj. Close = 89.58 on 2018-01-12.\n",
      "Minimum Adj. Close = 0.06 on 1986-03-24.\n",
      "Current Adj. Close = 88.35.\n",
      "\n"
     ]
    },
    {
     "data": {
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nzpyprl27atSoUV7/7iTvx76Aq5vdBw8eLCl/D0fhM/cLNuaazWYNGjTIJzEB8A7JPgC/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\n3nzT434NRo5EUrHBy8WZWrdG4tixTtvOrFoFmM2ASoUu6uC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MAGQZ4smTsPTpA7lu3WCF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      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0836c908>"
      ]
     },
     "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": 7,
   "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 = -1.75.\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 = 35945428.00.\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 0x27e0a6df358>"
      ]
     },
     "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": 8,
   "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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      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0a77fda0>"
      ]
     },
     "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": 9,
   "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\n33//PdLS0hAVFYV77rkH7dq1w5o1azBlyhS3+vfqq6+iT58+mDt3Lu6++26kpqaiZ8+e6NGjB9av\nX4/ExES77evWrYuZM2dan0dGRuLaa6+1u9lSbc54NZcuXcKECROwZMkS/P7771i6dCnKy8sxbNgw\nNGjQACNGjLB+QwgAd911Fz7++GNs2rQJR48eRW5uLtq0aYNBgwYhKioK06dP131j5o8//ohHHnkE\nK1aswNq1a1FYWIi9e/di7dq1Pnsv9enTBx9//DHCwsLw008/4f/+7/8ctlHeyJaUlISPP/4Y48aN\nQ0pKCr799lvrEss5OTkOx3D3NRw1ahTi4+NRUlKCHTt24K9//atDm5KSknRned1tL2C+8btt27YA\nzN+GAubr0HKj5oIFC1TnRVbjzvVbrVo1bN++HXv37sWuXbuQkZGBWrVq4c4778Rtt92G3Nxc3ddu\nKAh4dM6HZw+t6dosq63NnDlT6tatq7rvc889J6mpqVJUVCTp6emSkJAgERERIqKdMQYgW7duFRGR\nvn37ut3eXr16yZYtWyQ7O1suXLgga9askY4dO1rn7fUmY2x5xMXFya+//ioFBQUBW/muR48e8u23\n38qFCxeksLBQ/vjjD5k+fbpqdsHZynfz5s2TP//8U/Lz8+XXX3/1+cp3Wv12dezRo0dLcnKyXL58\nWS5fvizJycmamTF3M8bVq1eX+fPnW+ebtd1m/Pjx1pUT8/PzJSsrS7Zt2ybjxo3TnG5J+dDKGFse\nDzzwgGzatEmys7OloKBAdu/eLS+99JLD8X2dMXbVXttMTZMmTWTChAny9ddfS2pqquTm5kphYaGk\np6fLsmXLVLPJgcoYW5bu1aLMdMXHx8vu3bslOztb8vPzZf/+/fKPf/xDc0rIPn36yPfffy9nzpyR\noqIiyczMlM8//1xzJc4aNWpIYmKiHDlyRPLz8yU7O1u2bt0qY8eOdWspaNtHgwYNZMGCBXL69Gkp\nLCyU1NRUef311+2W+FVeN864e/577rlHkpKSJCcnR3JyciQpKUkGDBjgsN3NN98siYmJsn//frl4\n8aI1q7tq1Srp37+/W+cMDw+Xt99+W9LT063T3CnfC3rfS66uPWfU3n8mk0kmTJgge/fulYKCAsnK\nypLly5c7XUFO72uotaKnLXffK+62V2suagu9/ze4e/1GRETI66+/Lj/++KNkZGRIUVGRXL58Wfbt\n2yezZs3S9Y1dqDxMV34gcqlKlSrIyMjApUuXKsQAeyIiIiJbvPmOdHvqqadQt25d1flRiYiIiEId\nM8bk0uTJk1GvXj08++yzyMtYX3K7AAAgAElEQVTLQ5s2bXQv6kFEREQUKhgYk0sigqKiIuzevRsT\nJ04M2pWziIiIiLzBwJiIiIiICBxjTEREREQEgIExEREREREAgAt8eKBRo0a8+YyIiIgoiMXExLi9\n2BEDYzc1atQIGRkZgW4GEREREbnQuHFjt4JjBsZusmSKGzduXCGzxmFhYejQoQP27NnjsPxqRce+\ns++Vqe+Vtd8WlbX/lbXfAPte2foeExODjIwMt2M1BsYeys3NrbCBcV5eHnJzcyvNm8eCfWffK1Pf\nK2u/LSpr/ytrvwH2vbL23V28+Y6IiIiICAyMiYiIiIgAMDAmIiIiIgLAwJiIiIiICAADYyIiIiIi\nAAyMiYiIiIgAMDAmIiIiIgLAwJiIiIiICAADYyIiIiIiAAyMiYiIiIgAMDAmIiIiIgLAwJiIiIiI\nCAADYyIKiFYAvgKQBKBPYJtCRER0RUSgG0BEldFiAD2u/LwaQAMA+QFrDREREcCMMRH5XVNcDYoB\nIAZA5wC1hYiI6CoGxkTkZ/1Vymr6vRVERERKDIyJyM8GqJTV8nsriIiIlBgYE5EfhQG4W6W8nb8b\nQkRE5ICBMRH5UUcAdVXKXwVQ1c9tISIissfAmIj8xARgvZP6h/zVECIiIlUMjInIT+4HcK2T+jH+\naggREZEqBsZE5CeuFvJo7JdWEBERaWFgTER+UsdFfQu/tIKIiEgLA2Mi8pPaLuqrAbjPHw0hIiJS\nxcCYiPxEGRhPAFCoKPsW5rHIRERE/hf0gfHs2bORlpYGEcGNN95oLU9LS8PBgweRkpKClJQUPPro\no9a61q1bY+vWrTh06BCSk5PRrl07XXVEZCRlYHwewA6V7V7yQ1uIiIgcBX1g/MUXX6BHjx5IT093\nqHv44YfRsWNHdOzYEcuXL7eWz58/Hx999BFuuOEGzJgxAwsXLtRVR0RGUo4xvghz1lipgR/aQkRE\n5Cgi0A1wZcuWLW5tX69ePXTq1AkDBpiXnV25ciXmzJmD5s2bIz8/X7Pu+PHjqseLiopClSpVrM9j\nYmIAAGFhYQgLC/rPFW6z9Ksi9s0V9t3YvpeX22eMTaZLMJn2Q+RxiHxuU1PFr7+Dyvp7r6z9tqis\n/a+s/QbY98rWd0/7GvSBsTOfffYZwsLCkJycjClTpuDcuXNo2rQpMjMzUVZWZt3uxIkTaNasGfLy\n8jTrtALjKVOmICEhwaG8Q4cOyMvL83mfAi0sLAzXX389AKC8vDzArfEv9t24vpeXR2HXrmp2Ze3a\nNUDVqrciJ6cujhy5Wh4ZGYObb77V523QUll/75W13xaVtf+Vtd8A+17Z+l69enWP9gvZwPiuu+7C\nyZMnERERgTfeeAOJiYkYNGgQAEBE7LY1mUzWn53VqXnrrbcwa9Ys6/OYmBhkZGRgz549yM3N9bYb\nQcfyCWvXrl2V5s1jwb4b03cRE4DHHcoPHtwBk+lPiNS0Ky8pCcOuXbts9geAxyByF0ymtTCZ1vi0\nfZX1915Z+21RWftfWfsNsO9A5eq75Rt+d4VsYHzy5EkAQGlpKd577z2kpqZay5s0aYLw8HBrZrhp\n06Y4ceIE8vPzNeu0FBcXo7i42KG8vLy8wl5clr5V1P45w74b0fdPAYxwKBXJg0g5gAJFTRVFGx4C\n8NmVfZ6FyF0A3Bti5Upl/b1X1n5bVNb+V9Z+A+x7Zeq7p/0MycEm0dHRqFWrlvX5448/jpSUFABA\nVlYWUlJSMGKE+T/ioUOHIj09HcePH3daR0RGuBZqQbFZ/pV/ixTlVRXPv1Q8f8HbRhEREakK+ozx\nnDlzEBcXhwYNGmDDhg24fPkyBgwYgJUrVyI8PBwmkwnHjh3DyJEjrfs8++yzWLx4MaZOnYqcnByM\nGjVKVx0R+ZrWanalVx6A41zGkTB/Ztf6tH+PD9pFRETkKOgD4wkTJmDCBMcpnTp16qS5T2pqKrp1\n6+Z2HRH5mtbND/k2PyszxgBQBeYhFmr3ABz1tlFERESqQnIoBRGFiroa5bbjipUZY8AcGANAY5W6\nY161iIiISAsDYyIykJ7AWC1jbBlnfL1K3VmvWkRERKSFgTERGUi52p2F7VAKtYyxZWzyDSp14V61\niIiISAsDYyIykKcZ4/eu/KuWMWZgTERExmBgTEQG0soYl9r8XKZSf+eVf9UC46C/Z5iIiEIUA2Mi\nMpByTmKL+jr3Z8aYiIj8h4ExERkoUqO8kY59o6A+DzIzxkREZAwGxkRkoCiN8ioa5bZaQj07zMCY\niIiMwcCYiAyklTEu0bGv2jAKgEMpiIjIKAyMichAWhnjSTr2Xa1RzowxEREZg4ExERlILWP8FYBF\nirJP3ThmIDPGMdC+oZCIiEIdA2MiMpAyY/w0gCEAchXlU904ZqAyxi8BOA/gEoDhAWoDEREZiYEx\nERlIGRhrjS0u0ChXE4iMcTSAN2DOgFcBsBjaY6CJiChUMTAmIgMph1IUa2yntiy0lkBkjBvDHBzb\ntuGJALSDiIiMxMCYiAykzBhrBcZqy0JrCUTGWO2cehcpISKiUMHAmIgMpMwYaw2lKNUoVxOIjLHa\nOaNVyoiIKJQxMCYiA+nNGLsjWDLG1f3eCiIiMhYDYyIykN6MsTsCkTFmYExEVBkwMCYiA1WUjLFa\nMF7D760gIiJjMTAmIgPpna7NHa4yxt0APAmgtg/OZcGMMRFRZcC1VYnIQHqna3OHs4zxKJjnGAaA\nEwDaAcj3wTmZMSYiqgyYMSYiA1VRPHcWGJ/WeUxnn+cX2/zcDMBoncd0hRljIqLKgIExERlELZh0\nNpTiFQDlHh5Xy31ubOvuOZkxJiKqaBgYE5FBlOOLAecZ488B3A5gnovjujMCzJ35kd09JzPGREQV\nDQNjIjKIcnwx4PrmuxQA/3WxjTuBsS9u9gPUM8YRcBwqQkREoYyBMREZxN2MsUWBi3p3hlIYmTEG\nmDUmIqpYGBgTkUHUMsZ6AuNCF/XuZIzL3NjWGa1gnOOMiYgqEgbGRGQQtYyxnqENrgJjrSBVrdxX\nGWOtczJjTERUkTAwJiKDeDLGGPA8Y1xVpczooRTMGBMRVSQMjInIIGpZVj1DGzzNGFdTKWPGmIiI\n9GNgTEQGUQsm9cxT7OrmO7VMNGBsYMyMMRFRZcDAmIgMogyM9d4IV6RjG5NKmVpgbPTNd8wYExFV\nJAyMicggngbGeqhlcNUCY1/RCoyXAnjcwPMSEZE/MTAmIoMYGRirBapqN99pDbtwl7Mp4v4D9Rk4\niIgo1DAwJiKDGBkYqwW8TXRu5wlni4pcA/NS1kREFOoYGBORQZRZVl8GxvUVzx8A8IXKdv4IjImI\nqKJgYExEBjEyY9xU8fw1je38MZQCADr46DxERBRIDIyJyCBGBsbNFM/VhlEAQE8fnc9VxvhD8M8p\nEVHo419yIjKIPzPG0U620wqa3eEqYwwA3X1wHiIiCiQGxkRkECMD44aK51qBMQC84oPz6Rlj7KwN\nREQUChgYE5FBvAmMv1M8V66YF2PzcwScT5fmi/G/egLjEh+ch4iIAomBMREZxJvAOAFA9pWfDwL4\nt6LeNjB2lanNd+O8WvQMpWBgTEQU6hgYE5FBvAmMtwNoC6AbgE4AMhT17gTGeW6cV4uejLHaMtVE\nRBRK9KRBiIg84O0Y4zNXHgCQq6irYfOzq8C4wM3zqtHzp5Kr3xERhTpmjInIIL68+U4ZGPt7KIWe\njDEDYyKiUMfAmIgMUtkCY18tJkJERIHCwJiIDBIsgbEvborjUAoiosqAgTERGSRYAmNf3ErBoRRE\nRJUBA2MiMoiRgXEEgKpXfq7uYl9fDHHQE1xzKAURUahjYExEBvFlYJyjUlbnyr+uMsa+CFiZMSYi\nqgwYGBORQXwZGJ8DUKgoa3nlXwbGRETkGwyMicggvgyMBcAxRdnQK/9OdrGvLwJjV8G3r85DRESB\nxMCYiAziy8AYAI4onr8IYBuA5i7288XNd50Uz6erbMOMMRFRqGNgTEQG8XVgfFSlrIuO/bzN5NYH\n0EJR9gWADYoyBsZERKGOgTERGcQfgbEe3gbGDRTPywEcgHncsy/PQ0REgcbAmIgMUlECY+X+xTAH\nx8WKcmaMiYhCHQNjIjJIoAJjZcDq68C4RPGvBQNjIqJQx8CYiAzi68A4Xed2yjmPvQ2MlQFvseJf\nre2IiCjUMDAmIoP4OjBWZmj1buftrBRaGWNfZ6aJiCjQgj4wnj17NtLS0iAiuPHGG63lrVu3xtat\nW3Ho0CEkJyejXbt2XtcRkS/5OjDWSxTP3Q1YowDUUjy3ZQmIOZSCiKiiCfrA+IsvvkCPHj2Qnp5u\nVz5//nx89NFHuOGGGzBjxgwsXLjQ6zoi8iUjAmPlTBBqyhXP3QmMu8A8ZOMSgE809tfKGDMwJiIK\ndb6Y+d5QW7ZscSirV68eOnXqhAEDBgAAVq5ciTlz5qB58+bIz8/3qO748eOq54+KikKVKlWsz2Ni\nYgAAYWFhCAsL+s8VbrP0qyL2zRX23bd9Ly9X/nkp9/r4In+ByHJXZ1Y8j3R6Xtu+l5f/A0DDKzVj\nYDItBFAVYpeELrmyrWPGOJSuncp8vQOVt/+Vtd8A+17Z+u5pX4M+MFbTtGlTZGZmoqzsagbqxIkT\naNasGfLy8jyq0wqMp0yZgoSEBIfyDh06IC8vz3edChJhYWG4/vrrAQDl5coAo2Jj333b91OnGuLs\n2avP69Spheuuu9WrY4qkISXF+TbR0TnIz7/6vGrVGLRvr31e277v3Nnfru6aa6aiVq2tsP3CqmrV\ncLRvfytOn74Wp09fLa9V61q0auVd//ypMl/vQOXtf2XtN8C+V7a+V69e3aP9QjIwBgCxT+HAZDJ5\nXafmrbfewqxZs6zPY2JikJGRgT179iA3N9ftdgc7yyesXbt2VZo3jwX77tu+l5eft3t+4UIWLl3a\n5YMjfwtgkGZtQcEHAOZbnxcWlmHXLu3zWvqekvKHQ93Fi6W4dOm0XVlhYQ527doFEfsP09nZhU7P\nE2wq8/UOVN7+V9Z+A+w7ULn6bvmG310hGRifPHkSTZo0QXh4uDX727RpU5w4cQL5+fke1WkpLi5G\ncbFyLKH5E1dFvbgsfauo/XOGffdl35VfY5X66Nj5Tup2QOSMoizC5XnN/W6kUiMQUY6VLr5yvCK3\nzxNsKvP1DlTe/lfWfgPse2Xqu6f9DMnBJllZWUhJScGIESMAAEOHDkV6ejqOHz/ucR0R+ZpRs1IU\nOKlbBcfZIloBcP7NkFkzlbJrwJvviIgqj6DPGM+ZMwdxcXFo0KABNmzYgMuXL6NNmzZ49tlnsXjx\nYkydOhU5OTkYNWqUdR9P64icqw5ztlI5HRipMyowLnRSVwzHTC5gviFvK4C/ANijsW+sSllTcLo2\nIqLKI+gD4wkTJmDChAkO5ampqejWrZvqPp7WEamrAmAZgDgABwDcC+BkQFsUGgKRMS4GsPfKNtUU\ndd0BfAygs8a+VVXKWgJ4T1HGjDERUUUVkkMpiPxrEMxBMQC0B/BOANsSSgKVMc4CMEKj/k5oD6vQ\nG9hqLQnNle+IiEIdA2MilwYonj8O9ewi2TMqMM52UmfJ5n4J8+wVarQCYL2BcYniX3f3JyKiYMXA\nmMglZQAEOAbL5MiowHivkzrbLO5PGtt4GxhrZYwZGBMRhToGxkQuXVIpG+L3VoQeowLjnU7qbINV\nrXHgVdwsV9IaY8yhFEREoY6BMZFLagHPgwiBe1cDTGuaM2+dAXBKo842WNWan1w9syvibWDMjDER\nUahjYEzkklrAUxtAJ383JMTUVDzP8eGxtbLGtsG3VsbYV0MpOMaYiKiiYWBM5JJWwFPLr60IPUYG\nxska5bZZ3EyNbTiUgoiI1DEwJnLJ2wyjL3UDMBvAkwE4t7uMDIwXaRzPNlgt1djX29+nJQDmUAoi\nooqGgySJXNLKBPo7EGoPYJPNeasB+MjPbXCHMqPuy8D4T5hvgFwL+9/DER37epsxbn3lX+VQikiY\n50jmyohERKGKGWMil7QCYH9/dT4f9m150M/nd5eRGWMA2AjgYQBnrzyfDiBDsc1/VfbzNmPc8sq/\nyowxwOEUREShjRljIpeCZShFD8XzQX4+vzvCAMQoynwdGAPANwCawJylVRs68Q6AkYoybzPGs678\nqxUYq5UTEVEoYMaYyKVgCIxvVikL5gCshkqZEYExYB7SoDWe+AAcV8rT+r3pCYxPAvjK5rxKHGdM\nRBTKGBgTuRQMgXGcStlRP57fXcphFIBxgbEr5xTPPf19ZgK4FeZ5lAH1DyYMjImIQhkDYyKXguHm\nO7XxxNX8eH49bIPh2ir1uf5qiEKR4rl9ZlgEKCurAaC6i+OsBnDB5jnHGBMRVTQMjIlcCvTNdyYA\nHVXKr4PjON5A+Q/MQxb+hLmtTRT1fwIo93ejrnA2rVoURFZh9+7NAHq6OI4ywGbGmIioomFgTOSS\nv4ZSPA3z1/R/AOhqUx4N7ftkX/VxGzzRCcD/Xfm5PoBluDpzg4XW8sz+oAxgbTPGAwE8oPM4hYrn\nHGNMRFTRMDAmcskfgXFtmLOusQBuALDQpk7tRjaLqT5sg6eU2ew2cGxXIANjZabX9vf2rhfHKQdQ\npijjUAoiolDGwJjIJaPGGA8A8CyAawDcojhPOwBtr/zsLDAOBnVUyhopngdrxtidP4HKwFjt2MwY\nExGFMgbGRC4ZMcb4BQDfAZgHYDeAqirb3AtzENfci/P4Q10d2wRrxlhtOIQW5VAKtf0ZGBMRhTIG\nxmSA1gBWwLxc750BbosvXK9R7k0QNMnm52YAJqhs82+Yg7GNbh77TgBrAPwPQEOPWueea3VsE0wZ\nY08DY+W0b66OTUREoYYr35EBlgDofOXnbjDfkBXMi1E409tJ3W1eHFc5a4OvVrGLArAKVwPiW648\ntBbA8IVgD4yVmd43ATwHYAPcy/qvUylTXtccY0xEFMqYMSYfa4irQTEA1IL5q+x6gWmO18Y7qesB\n13Pf+tutsM8StwcwzuBzBntgvF+lrBHMS0W3ValT0wHMGBMRVXwMjMnHbtco/8CvrfCdYS7qn/BL\nK/RroFIWD2Nv4HMVGBcCyDLw/K587uF+T8J8c+R1APZqbMMxxkREFQkDY/IxrcB4GMyzL4SS63Rs\n08LoRrhwWfFcbUxxLIDHDWyDq8D4JAAx8PyuHAWw1YP9vgXwEYDjTrbhUAoiooqEgTH5mFZgDAD9\n/dYK39AzR7AnyxxXcb2Jbsp5dLVutrvRh+e0FQ715Z9tBXIYhcWnHuyj/NChhkMpiIgqEgbG5GPO\nAuMBfmuF96pA39hcTwLjah7so0UZiMVrbKc217Av1IbrPyPBEBgvd3P7YuibsYJDKYiIKhIGxuRD\nTWGegUJLKAXGepcJLvfg2EYFxk2dbGdUYKznxjtnQxH85SKAL9zYXk+2GOBQCiKiioWBMfmQqzmL\nm0H/LACB9qTO7dQW5nAl2oN9tITj6tu4pZPtLIFxFIB+8F2gHOyLe9jSyqar8TQwZsaYiCiUMTAm\nH3kC+jJywZ81FqkK86pzengSGPsyYwxcDcac3dxYB0AMgMMwz997CsBNPjh3sE/VZusA9I0bB4A8\nndsxMCYiqkgYGJMPRAOYq3PbvkY2xEfawTHA6Qr1oQrBFBjXcrJNHQBjYM7aW9ow2/qzCCASBpFw\nN8/t6sY7IHgCYwD4Q+d2ejPGyjHGHEpBRBTKGBiTD/SBerbyIIACRZnaPLvBRjmDw1EA22HOsioD\nq0APpQCuBsbvOtmmDoDRirK+ME+jlg+RMqSk/AqRIwDucOPcNXVsc9KN4xlNuQqeFg6lICKqjBgY\nkw9ojRseBHOW0lawrRTnSKSLouSAzc9JijpPsr++zhjXhHnOZWc3PobDeUbZohmAmW6e25l86A9G\n/UH5QU0LA2MiosooItANoIqgtUb5BTiO1fR1ttR3RPojM/NhAE8ran6z+VkZ5Pk7Y5wFx+W1j+rc\n19nNeba6w9wvPQFtjIt6ZeAYaL7OGHO6NiKiioSBMflAI43y/CsPW8EaGA+GyFc4c0atbqnNz74I\njN3NGG+CeRhHVQBvAtjlwTndEQ6gI4BtTrapCvMy064yxkW+apSPGJ0x5hhjIqJQxsCYfEArMC5B\n6ATGLzips83I+iIwdiermAvgWZhnk7Aoh/GjoEZBOzAeAuAzmPvhqh2hmjHmrBRERJURxxiTDzR2\nUhcqgXFvjfJiAKU2z30RGCuzivtUtpkFc3DaAfZBsaVNRnsaQBuNurdh7reePx8/+KxFvuHrjDGH\nUhARVSQMjMlL4QBindQrA+MIhNbXzcr2GxEYn4P5RkXLKnpnAMwA8F8A6Sr76w2MUz1om0U4gIdU\nyk3QDpgB85APi3IA//SiDUbQmzHWux2HUhARVSQcSkFeagDnn6+UgSVgnpnikjHN8YizhTGUX6kb\nERiXAFgL4FYAN8M8pvhPJ/vrCYzjAIwFcL0H7bNQW8mwhot9psG8Gt7NABKh/8ZAf9E7REJvzoBD\nKYiIKhIGxuQlrfHFFmqBcTSCKzC+zkmdq8DYk+nn1AJjANh75eHKWbhece4XqGd8tUVEnEdpqe0S\nz2qBsaub7S4CWOTWef0rD8BWmGfecEbvn0YGxkREFQmHUpCXnI0vBrQD42BynZM6ZfuV01Y09+B8\nysDY3THDK1zU58I8POOAi+3sxcTsVJQ0BdBQUeYqMD7t1jkD4yE4z8gDngfGVdxvDhERBQ0GxuQl\nVxlj5c1rQGgFxsqM8RHF8zrQtyyyLa2MsV7/hvPxw8eu/LvGraNGRx8EkKMoVa6C5yowPuaiPhhk\nwXGuaiXVeftUKK8PV0NNiIgomDEwJi/10bFNsM9M0cJJnTLwSYdjIPshgMfdOJ+3gXE2zPMMx2nU\nZ1z597hbRzWZigAos8bK4RSuAuMst84ZOMoPALYKYb7xUY9cxXNXC54QEVEwY2BMXugB4GEd2ykD\n42BbFrqZkzqT4nkZHGeKGAbgfwDe0Hk+bwNjwPyafq1RZ3l99U5NZlZWFgPgV0VpZ8VzZ6+VnvHR\nwUIZ0Fp8C+BemD98eHIcBsZERKGMgTF54UWd2/liJgcj1XJSp7aMstZwgb/rPJ/yBi1PAmNnNlz5\nV6A9C4PjuOby8mowmXYoSu+G/e95gZPzLtPbwCDgGBibTC8DuB/AZi+Ow8CYiCiUMTAmLwzVuZ1y\nWeBgu0HJ2fCAViplaV6ezxcZY2cSbX7WWqiiBIB9EFy79ncA9qts+2+Y51nWuiHtMwCvwrwoSahQ\nG0rhyfLVDIyJiCoSTtdGBvnY5udgD4ydBTMLVcqCOTA+DOCkzXOtjHEJzBnu5TDfPJiIatUO4+r4\nZKXlUF/YYzWAEZ41NaDUhlJ4sqKgWmDcCECmB8ciIqJAY8aYDJAB87LBFsrA2NUcvEbrA2AlgHdh\nvhFQKzAug/uBsZ63lC8D4w9tfi6HeXysLWeB8QaYp5trgLCwp2AyASZTPsxzEStFQ32FQ73jqoON\n2vhr5Y2HeqgF2BkAenlwLCIiCjRmjMnH7oH5Bi7b4EoZGL8Pc0CnnMbNHxoA+A5Xg9MqUA6lMJmm\nQiQawPcAtqkcw9mUZFWhPnezLV8Gxn+HOWhtA2AOHNvmLDAGzIFdLuwD+lNQn4LuFsXzUngWTAaL\ndwH8FQAQE7MdeXl7IOLuMbRu4psF4DbPm0ZERAHBwJi8sA/ATYqy71W2Uxu7OQzmsan+Ngn2genz\nKtt8A3PftDjLGEfDv4HxRQCjndS7CozVZMC8pLOSMgvq7DUKBX8DsBEmUy20bp2O3bs9OYZWYNzJ\n82YREVHAcCgFeUE5ldkUje3Uxm4O9HFb9OqgYxtnc9wCwAUn21TTcXyjb76zpRUYO8vWn9MoVwbG\nehfBCGbfwWT6AiaTp99elMCzm/aIiCgYMTAmLyinHTuosZ1a4BB+5d8aAJ4D8CT8cznqWVxEKwto\nS2s4hZ7je7sktDs8yRirjTEGHBdCcbWscmWhdb3U82sriIjIexxKQV5Qzi6hFeCpBcaWIHgTgNuv\n/NwdwHgftMsZPYuLaE1xZktrhTdPAuNAZIydnfOSzmMzMDbLhfoNpU0ROisBEhERwIxxBdQY6otS\nGEEZGGt9pawWhIUD6I+rQTEAPOuLRrngPHANCyuAyVSm4zjKRUssgm0oxWmN8nCNcoCBsbu0MsZN\n/doKIiLyHgPjCuU5AMcBHIV/FlvQGxirXWYRMAfGerb1JeeBcUSE1jACJa3llvVkjI1e+c7WEpjH\nRCs1d7KPVtCvxMDYjIExEVFFwcC4wogC8BauZgJfAtDeD+e0pRUYq2UnwwG0Vik3evEPV4HxeZ3H\n0VoaOdgyxqlQnyHB2ZASvTeiMTA20xp6w8CYiCjUMDCuMG6D40IVRq9IpneMsdplFg71ldSMDoxr\nOK2NjNQbGG8A8LNKebCNMQbM3yK4Q297GBibaWWMm/m1FURE5D0GxhVGF5WyOAPPFw7HTLA7GeMI\n+D9jXBOOWW57ERFqww7UCIDeKuXBljH2RKrO7RgYm3EoBRFRRcHAuMJorFLWHsYNp1ALAN0JjBvB\nvEqcklqZr9R3uYX+jDFgXjJ6k6LsGh37BXtgvBXAXhfblEF7vuPKhoExEVFF4VVgHBXlPPvmD2lp\naTh48CBSUlKQkpKCRx99FADQunVrbN26FYcOHUJycjLatWtn3cdZXejSGjP6iI/PUxvA/0E9GNAK\njNVmBbxRY1sjM8Z6AmN3p9dSLnLRUMc+wR4YA+bFPKYCeE2j/hyAcv81J6hpBcaN4Hz2DyIiCjZu\nBcYDBgzAokWLcOTIERQXFyM/Px85OTlISkrC1KlT0bChnqDA9x5++GF07NgRHTt2xPLlywEA8+fP\nx0cffYQbbrgBM2bMwMKFC63bO6sLXVqB8e0a5Z6IALADwH806t0ZY6zFyMA41uUW1aoddvOYmYrn\njXTso8yKG7nAh6cuwj78oB8AACAASURBVHwz55tw7CPAYRS2tALjCOj7oERERMFCV8QSFxeHP/74\nA4mJiSgvL8e7776LIUOG4J577sHYsWOxefNm3H333Th27Bg+/PBDXHut2mT3/lOvXj106tQJS5Ys\nAQCsXLkSLVq0QPPmzZ3WhTa1McaA4w153ugJ9XHBFu4MpdASyKEU5T4IjBvDPA1dd43twwA0UJT5\nI8j8u+L5bDf2VZt1gYHxVVqrIAIcTkFEFFp0rXw3depUTJo0Cd9++y1ExKF+xYoVAIBGjRrhhRde\nwMiRIzFrlj/m0TX77LPPEBYWhuTkZEyZMgVNmzZFZmYmysquLtRw4sQJNGvWDHl5eZp1x4873r0f\nFRWFKlWuZjFjYsyBZlhYGMLCgmOItsitEFGb4QEAqrvVTku/1PYR6QyVX7+VyVQCk8lxv/Jy/YGx\nyVRN9Ri+IBLrtP3AYURGFrn1eomcURyzz5UHALyDsLCpiu0bQ8T+bWcyZRrW56vnnQ+RYQA6ADgB\nk2me3Tmd/d7Ly9UyomeD5vr3lrO+6yGyUfO6MpkaGv679ZS3/Q51lbX/lbXfAPte2fruaV91Bcad\nO3fWdbDMzExMnjzZo4Z46q677sLJkycRERGBN954A4mJiXj99dcdAniTyWT92Vmd0pQpU5CQkOBQ\n3qFDB+TlaS2361/Hjr2DSxqLlVWpUhc33nir7mOFhYXh+uuvBwCUl9uPIT1/vgpUPjtY3XrrjVB7\nKbOzV+Po0X66zt+qVXvUrKlnSWb3nTzZHllOhhDXrn1cs+9aLl+uilSNSRxMppfRocNqhIVdzaTn\n5d2EQ4dstynGrbc2hsmkZwiGd8rLx6GoqAmios4iPDwawNXrwtnvPTVVcFnxK6lfvxRNmui/roKZ\ns77rlZ7+NS5ceNChvFmzG1G3bro3zTOML/odyipr/ytrvwH2vbL1vXp1Z/P1a9MVGAezkydPAgBK\nS0vx3nvvITU1FSdPnkSTJk0QHh5uzQw3bdoUJ06cQH5+vmadmrfeessu+x0TE4OMjAzs2bMHubla\nYwv9q7z8bs26oqJw7Nq1S/exLJ+wdu3a5fDmEdEarmG2e7f6eUT2AngMQDeX5z96NAMmk/72usNV\n5jo7OwmpqamqfdcicgjmYQmO8yOLRGL37mK7/oi0VmxzErt3p+g6l2/sVC119nsvL3ccNpGV9TvO\nnTPm9+Rvzvqul8gImEz/B5F37MpPnLiIkyeD83XyRb9DWWXtf2XtN8C+A5Wr75Zv+N3lVmAcHh6O\nsLAwlJRcvYt+7Nix6NmzJ3bu3Ik5c+Z41AhPRUdHIzIyEtnZ2QCAxx9/HCkpKcjKykJKSgpGjBiB\nxMREDB06FOnp6dahEs7qlIqLi1Fc7HhzVHl5eYhcXNXdbqelb477OZ+jV/s85TCPTy7TqL9KJBIi\nRr2u9VycO8VJ37XkAfgawBMax7wZIr9defY+gOcVW5wKmutIu+85DtuKnDLw9+R/7v/elXIBzID5\nOr/fWipSI6hfJ+/7Hdoqa/8ra78B9r0y9d3TfroVGC9ZsgRpaWmYOtU8bvKZZ57BrFmzsG7dOkyb\nNg2NGjWy1vlDbGwsVq5cifDwcJhMJhw7dgwjR44EADz77LNYvHgxpk6dipycHIwaNcq6n7O60JQP\n7RXXPPsqwffHKod5poPaLrYL5HRtu6BvVgmlZdAKjM3jja+9Ut9Rpf6kB+fzN7UhQ6f83orQoPwQ\n4cubX4mIyGhuBca33XYbPvzwQ+vzZ599Fi+++CIWLFiAXr16ITEx0a+BcVpaGjp16qRal5qaim7d\n1L+6d1YXmnKgHRhXhXkmBF98Qhzr5f7ZcB0YGzkrRR2ntSbTWXgWGK8HcAnqi3uMdLFvKASYypk6\nygGkBaIhIUA5vKpmQFpBRESe0RUYf/LJJwDMY3EnTpyIUaNGwWQy4ZZbbsHAgQPRtWtXREREoFGj\nRtY5gceO9TaIIv1y4DgFmK3q0J5rVa/GAJp5eQyNOwTtGJkxruWkbrcXxy0GsALAOA/2DYWM8ScA\nHsfVm/U+A+DuQiiVhfJ9xowxEVEo0RUYP/XUUwCAvn374r333sPPP/+M++67D927d8fQoUMBADVr\n1kRcXBwD4oAocFHvi8B4jIt6PRnpbB3bGBUYR0E7G10O4Bkvjz8N5sDxDjf3C4XA+ByAOwH0gPn3\nsz6wzQlqHEpBRBTK3BpKkZSUhPnz5+PTTz/FmDFjsGzZMmvdLbfcgsOH3V0cgXzjvIt6X4wzdpaR\nBoBSHcfQkzE2aiiF2lfa38M8tGMezCv6eTO/4xkAnQHcBGARgNt07hcKQykA87LVmwLdiBDAoRRE\nRKHMrUjg5Zdfxm+//YYnnngCP/74I/75z39a6wYPHmxdTY78TXseZjNfBMau5mx2PeNEYANjtWEU\ncTBnQj/x0TkEwF4AC9zYJxQyxqQfh1IQEYUytzLGFy5csM76oPTKK6/4pEHkiSgX9a0B7PHyHK4u\nFV8NpTAqw6Y8bgmAQoPOtdGNbc8Z1AYKDOXiNL6cFYaIiIxWedYGrNBcBcb9fXCOui7qfTWUQm1m\nB19QZoz1BOmeOmLgsSm4Kec8d/XeJCKiYKIrMP7www/RpEkTXQd89NFH8cQTWnO6kjGU//nuUzy/\n3gfncD7VGZCu4xh6AmNnM0d4Q5kxNjIwFtebAAB+MLANFBhFiucMjImIQomuoRRZWVnYt28ffvnl\nF3z99dfYuXMnMjMzUVhYiNq1a6N9+/bo0aMHHnvsMWRkZOCZZ7y9w5/co/zP9wzMN4FZtAHQCeYF\nLDydz9hVYPyCjmPoCUb9lTF2XM3NP7JxtS2LAtQGMo4yY2zk9INERORrugLjadOm4YMPPsDYsWMx\nfvx43HTTTXb1ubm52LBhA55++mn88AOzYP6nDIyVQV9TAL8B2ABgAPRnNG3FKp6PBdAdwO0A/gfg\nJx3HCGTG2J9DKQDzXL/DVcpvAvAQzGO+NxvcBvI/ZoyJiEKZ7pvvsrKy8Pbbb+Ptt99GrVq10Lx5\nc1SrVg3nzp3D0aNHjWwjueQqMLa4G0AXANvcPL4J5uDa1n64P5uDPzPGYQAmwzzzxC9wnFXD6Izx\nP6EeGJ8C8IHB56bAYcaYiCiUuTUrhUV2djb27PF2lgPyHb2BMQA8CvcD4wZw/A/+uJvHAPRljFt7\ncFw198IcnALm+YXzFfVGZ4wPGHx8Ck6hmjFuCaAfgO0wTzlIRFQ5cVaKCkH5n6+zVe5cLQaiprni\neRGAPz04jp7AGAAGenBspQ8Vz6MVz40OjKlyUpuVwtU844El0gbmoT0fAfgd5hUOiYgqJwbGFYI7\nGWNPloZWBsYn4dk4Zb3B6H0eHFupmYv6QN18RxWbMmMMAJF+b4U7RJ7D1fmWIwAkBK4xREQBxsA4\npDUDMAiOiwg4C/r+DiDcg/PY8mQYBaAdGCtXzbvBw+O7wx8Z40w/nIOCizJjDAT/OOPnFc/7BaQV\nRETBgIFxyLod5vmK16jUOcsK1wPwlpvnUmaMPQ2MS1TK8gAo5732xbzLrvgjMFZOWzjaD+ekwFLL\nGIfKOGMiInI7MN64cSNq1XKcUismJgYbN7qzFC55ZzqAGI06V8ME/qrzHCaYb9Z7TlHuaWCsZjuA\nQ4qy5jBuaWgLfwylWAtzNm4dgCkAPvXDOSmw1ALjYM8Yq6kR6AYQEQWE24Fx7969ERXlmAGpWrUq\nevbs6ZNGkR7OxuF6Mo5YzZsAlqmU+zIwDgPwBxwDim5uHOM+ANMA3OjGPv7IGAuAOTC37214vrgK\nhQ61oRTBkDEeDOA1mGefuEoEUL8uW6qUERFVfLqna7v55putP7dv3x4XLlywPg8PD8e9996LjIwM\n37aOPKR39gdXRmmUexMYfwXzAhcWb8AcFO8AYPvBqieA9TDPazwF5pX3/gVzEG1rGIClV37+O4C2\nANJg/s/e2ee+y541n8gptYzxRpizxokwX6P+Nh5XZ2mZDKAFgHMAgPLyaKi/T1rCPFMFEVHlojsw\n3rVrF0QEIoIff/zRob6goADPP6+8iYP8rwjmRSRcMcHZzBIi4QAaadSecL9ZVm8B6Arz3MirACRd\nKd8Cx8AYAObDPJwDMGe9GsM+KzfO5ucoADMBDIXrL0OU8xoT+UI5zDeT2t7gasm+ToX5w94WP7cp\n3ubnGjDPOjEBgCUwVvMVgHsAfG9kw4iIgo7uwLhFixYwmUw4duwY7rzzTmRlZVnriouLcfbsWZSX\n86viwDsBoEDHdtXgPDis46TupFstsvcrgFYwjyE+Y1OuDBbuhHkM9aM2ZdcC6APgO5sy5R30QwDc\npaMdhXoaS+SBIjjOm20xG0AnP7YFMH8ItfUEgEkQGYLMzEec7LcC5gV3spxsQ0RUsegOjE+cMGcJ\nw8PdneqL/Csd6l/nKlWH88C4npM6tdkl3JGvcu5fYD/8oQqAkSr7amWxbX2uYxs9Hx6IPFEM7cC4\noT8boqE2gC8hMhDnna73UxPAX2C+0ZeIqHLQFRg/8MADWLduHUpLS/HAAw843fabb77xScPIU8cB\nlOrYrgacZ4K0AmOjvlrNAbAbQEebsldVtlPe4V+kUqYneGZgTEZx9sG0mt9a4Zze1SXvBQNjIqpM\ndAXGq1atQoMGDZCVlYVVq1ZpbiciiPj/7d15mBTVvf/xdw27OAIioICIhMUVQUlMlAi4JcYkRo1o\nogZcboySaIyJkRijxl/igjERMerNVdSrJrnGqKjgLhLcgjrjACoM0RkGVDbZt4GZ8/vjTA/d1dVd\nVT3V++f1PPXMVJ3T1edM93R/+9unzmkfOAktWRH0wji/6Zi8AuONwM3hmhPKmyQGxv096vTFDp9Y\nCtQCn5NZFk6BsWSL18wUMakyyYUq1ZSQIiKlKVAUGz98QkMpCl22AuPN2LHB2RxvuDJAnWtatp3A\n98h8vlUFxpIt6TLGhb08dLJCGPohIpI7geYxXrNmDT179gTg3nvvZffdNfl74YoFxvGZ/Q0kjwt2\nLyOdyBj3ssxPk/2LcMJMM9ceuJLMM1q6+E6ypZSmAtyT4styi4hkLlBg3LFjR/bYw65ENmHCBDp3\n7pzVRklbxALjHwIPYmdwOBV7UV48vw83B7n2F7a5Zf7Whqz/xQzvR9liyab/+JR/ISetiI57SXgR\nkdIVaCjFG2+8wRNPPME777yD4zhMnTqVrVu9g4sLLrgg0gaKFydNWWwO41UkLtDhXg3vZBKzym7u\nVeRyERhHtTCJH2WLJZvux86lncq3gD/lpimA/SDYlov+3gdGAe9E0xwRkQIWKGN8zjnnMHPmTHbf\nfXeMMXTr1o0ePXp4bpIL7lkY4jWlOD7XtX8hdqGNZDt3did57tMFgVrWNrkKjJUxlmzye34Nzkkr\ndkn1mhDG29hp3kRESlugjPHKlSuZPHkyAB999BHnnntuwpLQkmuZDGW5GTiPxDG5dwFH4H7j3Lp1\nEIm24//1cBQUGEspSDcrBSR/e5NtYS74uw/4IzDfo+wo4JlIWiQiUqgCZYzjDRo0SEFx3mXytegn\nJC4NC3AYcDzQrWWztm1zj4H8kGiyTn425OA+QIGxZJdfYJzri9mCBsZbgbux3w4951GebtEfEZHS\nEDowBjjmmGOYMWMGtbW1LF68mCeffJLRo0dH3TZJKVXG+Gc+t7sDWOQ6Nh1Yg12e+TzAK2Oci/HF\nkLulZxUYSzb5rQyZy0U+Kgj2Mn8+9tujeS37N3jU8Qv4RUSKX+jA+Oyzz+bFF19ky5YtTJ06lWnT\nprF161Zeeuklvve972WjjZLEa6zfm9ggN52dwAeuY/sA7bDB9q0Y045t29yBcS7GF4Od5sqvD2F5\nBdsKjCWbCiljHCRb3Ij9v4t/bXgtw3OJiBS30IHx1VdfzZVXXslZZ53FHXfcwdSpUznrrLO46qqr\nuOaaa7LRRkky1LW/DjiaYGN00wWFewJ9PYZS5CpjDHABcGvL7x9jLxJsiys9ji3zOCYSFb/AOJcZ\n4yDBbMcUx1/P4FwiIsUtozHGTz31VNLxGTNmsP/++0fSKPFzgGv/DaA54G39sqV92bnTnZGuDXju\nKBjgF9gp6QYBD7XxfA8AL8XtbwJ+38ZziqRTbBnjVNz9SBVAi4iUjtCBcUNDA8cdd1zS8eOOO46G\nhoZIGiV+3IHxhyFuuyVtqTGnehz9LMT5o+a1vG6Yi/QMdt7Y/4e9sOhwcpsBl/JTSGOMvQLjt137\nt6S4rbsfyhiLSOkLNF1bvD/84Q9MnTqVESNG8Prrr2OMYfTo0UycOJHLLrssG22UJO7lmsMExn4Z\n41+49neQu2nUgroBOBO76EAQWwEN85FcKfSM8ZXYxX32oEOHVezceSfGeN3WHRgrYywipS90YHz3\n3Xfz2WefccUVVzB+/HgAPvjgA84880xmzJgReQPFzaFtgXH6jHGyVdisaz49xq6VxDYC/wMMJ3hg\nLJJLhT7G+C3gIBznUA48cDsLFixLERi7+6GMsYiUvlCBcUVFBaNHj2b27Nk88US65YQlewaQ/Mbq\nnoItnbAzMqwMWT8bfoQdPtEHmILNYBdaFlskxm8oRb4zxjuA5TjOp7RvPyLNbZUxFpHyE2qMcXNz\nM8899xzdu3fPVnvEl3t88TpgRYjbF2NgvBo7z+rJwOyWY2941HMPA7koi20SSaXQM8Z+gXuMMsYi\nUn5CX3w3f/58Bg1yz3Mr2dEZ+B3wMHY6NmjbMAoIP5SiEAJjL48C8Rd73gnci12xazswA/hrHtol\nstOnPJcZY3eW169t8ZQxFpHyE3qM8dVXX82tt97KNddcwzvvvMPmzZsTyjdu3BhZ4+SP2GEEYGdW\nOIC2zUgBxZkx9rITOBL791kB3INdtvrr+WyUSIvtQKcUZfnMGAfNFnvVVcZYREpf6MD42WefBey8\nxSbuig3HcTDG0L596FNKSmfG/V4JXAcMdtUJM74YSicwBvgUuDbfjRDxsIPUgXFH7GqTTTlohzuY\nDbOss4ZSiEj5CR3FHnvssQkBsWSTe6GN/8IGg/HKdSiFSCELMs54Uw7aEWXGWEMpRKT0hQ6MX331\n1Wy0QwLbx7VfrkMpRApZkJkpCj0wdgf3F2I/nIuIlK7AF9916dKFadOmsWzZMlasWMHDDz9Mz549\ns9m2MhfkM8tO4D8hz7vZv0oCBcYi4fXxKc/VBXju8cxhhlJ4BdHD29AWEZHCFzgwvv7665k4cSLP\nPPMMf/vb3zjhhBO46667stm2Mtc1QJ31hMsAgV0gI4ylIeuLiL9cXYDX27Uf5oOu12tLutVNDwKu\nAL4S4j5ERApL4KEUp512GhdccAF///vfAXjooYd47bXXqKiooLm5OWsNLF+VAepsy+C8G0LWDzNH\nsogEk6uM8d6u/TD/z17Z5VQB/TeBf2KHbjQDJwIvhbgvEZHCEDhjvO+++/Kvf/2rdX/evHns3LmT\nvn37ZqVhsnuAOtszOG+6wHiha78mg/OLiL9cZYzdQzrCBMZes2akGorxFLvGM1cA3w9xPyIihSNw\nYNyuXTsaGxNfFHfu3Knp2bImW4FxqjHGC7BvZrHyZuAnGZxfROwCM+nkKmPsDow/C3FbrzZ6BcZe\n325pLLJk08HY1U+XAOfmuS1SagJHtY7jcP/997N9+65grHPnztx9990Ji3ycfvrp0bawbGVrKEUq\nFwI1OM4o+vf/AcuWPYoxVRGeX6Sc3AyMBvYEnsEuzPOFuPIu2ODxVmym9ZfAv7PQjn6u/TAZY68P\n517jjr3ma94rxP2IhHUn8OWW3/8CvAwsz19zpKQEDowfeOCBpGMPPfRQpI2ReNnKGKfyFgCOs5he\nvf7B8uXvoemqRTL1OrAfNkCsA95zle+GXer9kJb9fwIDsN/URKUS+KLrWF2I23u9Bnl9yegVGAe5\neFgkU2Pifu+EXQH1mjy1RUpN4MD4/PPPz2Y7JEmuA2MRidYmds1V7J4/fDC7gmKwmd1DiHZc/4kk\nLsrRCMwOcXuv1yCvgNcrMM7VUBEpP3t4HPuyx7EYB/sNzgk0N8/EmMez0ywpGRogXLByPZRCRLLH\nveLkgBzc57dc+68QbrrGWo9jQQPjrtiARF87SdTcUxACjCL18+3nwC9afh/B2rWbgXez1DYpBYEv\nvpNcy2XG+K2IziMi3twZ4/086rSL8P7aASe7jj0V8hx/9jjm9brkFRiDd2ZPpK2+53GsO97zZzvA\nLQlH1q8/Os25L8R+IHwZGJRh+6TYKTAuWHdgPxkPAo5PUSfTwPgq1/5PMzyPiATjzhh7vel2jvD+\nTib5AriwgfEq4F7XsTCB8fXoLUai99sUx0/zOJb8zcy6dSekuH1/4B7sMKdxwJRMGiclQK9aBWsH\n9o3pY+y0NF4yHUrxJ+yn6JeB/wLezPA8IhKMO2O8v0edKANj91SL1WS2iqV7kQ6voRSp2n0Z8NcM\n7lPKw+HYBNDF2MxuEOnqXUHyc7FnUq2KilRTll5KYkjkFWhLOdAY46LgflONyTRjvB07PZSI5IY7\nY+yVk4hy0Y8DXfsPZ3ieda79fT3qpMoYA4wHbsDOky4S0w87c0vsudMNuMmjXgfs/0rsvc5veM4f\ngElx+8mBcVNTdxynO/C5q+QIn3NLKhOAscB5eW5HVJQxLgqpLmDRrBQixSHVh9t4UWaMu7v252Z4\nHndAuyfJ46PTBcZQOm+XEp2rSXzeeE219mPsglMrge+2HHM/r92Oce3vmaLe4JafFdhxxbcAx/qc\nW7JhAjbCSbW5lyiK6QBcDszDrue7AZgPTIugTcoYFzUFxiLFwZ0x9hJVYNye5CEP7sxvUA3AahLH\nKx8B1Mft+wXGPwNeZddqgHtgA5Nqop23WYrHGa599/R+u2OD1Q4t21TsXN9+gbF7xopUgfEQ7II6\nt2LDK8lEL+zHiZOwf9FLgP8Ar7FrosqgnsC+Irh5nac78CxwZMt93dNyfH/gTOxHqrYo28B48ODB\nPPDAA+y1116sW7eOiRMn8sEHH+S7WSEFmblCRPIvSMb4LOD/gJ1tvK9uHscyDYzBTm11Ytz+4dgg\nJcYvMAZ4Mu73Zmymrgo4Ck07WY78VkYcQeLQon2ww3j8AuOeJE7bliowjq1CearP+TrgvdqjTMR+\nXImfWPbwlp9L8Z53J50ngORl5Lzdi1266PskX8UQxdw+ZTuU4p577uG///u/GTZsGLfccgv33uu+\n+roY9Mp3A0QkkCAZ428BMyO4L6/goa2BcbzDXftBAuN4sbedkdiLfwvFQdi8l2TXqBTH/S7A+wLQ\nw3XM/aGqHYnBcPIYYwBjYo/zQJ/7jHLcf+noi83SbsW+al0EPIidA+QUonkVS+VL2MsiH8L70t6m\nCO6jLDPGvXr14vDDD+fEE20W5LHHHmPatGnst99+1NfXJ9Tt2LEjnTrteuGvrLSfjyoqKqioyN3n\nimbPbxx7R96GWL9y2bdCob6r79lizLaAS6yfgOMciePMa8N99XDdVyOO04jjJPYvaL+NqXKd7wgc\npwLHiZV3dpUvAoYFbO3ZVFTcGbButOL739x8C3ZWA3CcyTjOLZ63MWYM9gvbR3GcVLMbFLZ8/q8b\nA8Z4/20dpzuOs76lXvek/xfHORjY7Dq+hMQVJMFx+uA4awFobk6VPBrc8rinb6/j7IbjhB0UUJii\nfNy/agwdjeEPjsNMx2GCMRhjWF5RwXLgaYJnXSvsk4KRQE/HoT3wEfA8sMlJ/rB0VsuD9pjj0Av4\nNnYAzTJgFvB53G0y7WtZBsb77rsvn3zyCU1Nuz5bLF26lAEDBiQFxpMnT+a6665LOsfw4cPZvDl3\nL4zLlj3IypU/SDjWo8cG9t9/RKT3U1FRwdChQwFo9nvVKDHqu/qerb6vWdML10tLSr16XUL//reH\nOn9zcydWrRpPU1NXOnf+mLq6XWXt229i+PDk14mg/d6+fRsLF8Yf6c3BB59Ax46rAFixYhDLl+8q\nraxcy/btn9DY2Ne33Y4zgsMOG4HH+1/Wxfq/desgFi68ovW4MTcyYsTLOE7ikJaVK8ezbJmdzadj\nx+s5+ODTk+oUg3z+r2/adBiLF4/zLDvooNF06mSfSJ9/PjzhOQzQrt31dO1axfr1u45VVm5h8+ZN\nNDfvGlY4ePBXqKy04/UXLz6ATR5xbUXFoYwYMYKqqu0Yk/obj4MOOoJOnT4N1rkCF+XjvueGDbBk\nCQf07s2Ifv0YsGYNe27cyIiBA0Ofa8CaNVBfz2VA/Keeje3acXP//szqmZj1H7N4MWzaxDF9+/LQ\nZ59RGRfHba6o4IYBA3hhT/utQdeuXtNL+ivLwBjAuD6OOilemW+88UZuu+221v3KykqWL19OTU0N\nGzeGWV61bYy5FEgMjNet+w3V1V7D1TMX+4RVXV1dlgESqO/qe/SMGRq47sqVfVm9Otz/dXPzw9gx\nysl27lzt+ToRtN/GVGOHYuwaorFwYWccpxpjhmPMdxPqb9y4Bse5iyAjBo3pRHX1TmBBToNjYzrh\nOL9kyZJjWLcuOVCrrv4Ix/k8rn53jNk1xWVjY3+qq7vhOO55ngtfPv/XjflayrL33/8Ux7HP0+bm\n85PKd+7swfr1iTNHbNxYgx06Mbj12JIl6+LO4x56QcvxrlRVdceYDmnb+/77H+E4i9LWKRZRPu61\nxnAl8P0VK1i9YgXtsJPfVa8LP2Sr0hgmOQ7PA59gs7/fAG5oauK39fVULV3Ks3EvDru1tP2y5ct5\nBPit4/A5dkmjac3N/Laujmfr65nvOK3f8IdVloFxQ0MD/fv3p127dq1Z43333ZelS5MnwG9sbKSx\nsTHpeHNzc45fVNZjh7n/HhgOPIgxbwf8ejacWN/KLUAC9V19z1bfw3wdezTNzR0IPutMB1IFxdaG\nlP0K3u/5wFdb94wZgDFHAnNIfhvZhjEPAq8A/0PihXvJjHmv5SfYL0bDrtCXicsw5lpSvY8b81uM\nWYNdDGkN8EOPYp8AMAAAIABJREFUOntjTHH+r+Tnf/1U7PuXN2N6t/w925M4F3EqO4G7se+H8efp\n1nIeB+95t2P1foDfF/7GdCrax9hLVI/7RuCb2P/uX8TODRzZ3MwTwG3Y5cnAjjl2f181GztPDS0/\nX40rq8MuRl+LHU5xnTHMjAt0Yo9YDXaqt1gQ9BB2Lp67gR8bw38Zk3E/y29AIbBq1Sqqqqo455xz\nADj99NOpq6tLGkZReDZhV+cZC9yX36aISAhBZqWI6YKdrSGo5GVvE0XxzdZK1/6R2AUavHIrsYC+\nAfg6cC3BL/6bARyfSQNDutGn/GLg18CL2IsLL/WoU5Zvn23wB5/yWOb+iwHPdxXwDsnPrZ7YkOmv\nQMc0tz8gwH1EObd4aVkIfAUYig1k67AfRa7CXq4bG939HeA61zY2wPlfwM5ucQSJj2JsJM3THreJ\nfaROdXlnUGX7n33RRRdx0UUXsWjRIq666iouuOCCfDdJREpWkFkp4h3X8rMT/lfrey0vHS+KayHc\nq4SdnaZu/EwBBvgtdjYBp2X7l899/Sx067JnBHAldrowNwVN/o7DhlC1+D9PY8MkvIc/JLuj5ac7\nMP4lcD92Rtt0BvuUg2al8FeLnRF6DvajxtVAf+x/DdjlfRzXdn3Ac6/GBqnxj0JsYIvXR+3YsbY+\namUbGC9evJijjjqKYcOG8cUvfpH3338/300SkZIVJmMM8GVsHmYbNm+SLouWi8B4TYi6833K/cbl\nnhTivjLhf1FgopNTHFdgnF4FdhKvgwgWhB6CHRbkt+wz2OdjbIjjWleZ9xRtybzquf9PFRgH4wBH\nA5uZyizAPuptUYkNtNeyK0sM8HLLT6/zx47VtfG+yzYwFhHJnUwyxhe3/N4fm3VNpZ/PuXIZGO8A\nHvGpczs22M+XA0PWH5niuALj9PoR7kNIR+Bv7Bq1mk78TBFBh+m4hwN52eDa12Ps5WDsq9IuX8d+\n+NmNMS0LFC1PKH8Y+7ddDnzIrtc270FjnYG/YNdD/Jur7B/Y8ctnkzhRXwd2ZaL/L2hHUijLi+9E\nRHIrXcb4O9hxwlPT1Dk0TZnflES5DIyfxj8AWQeMxr45diQ2f3CiU4HHA7cunLAX96Uap6qgyVtn\n4DfYZR/COi1gvfgcYtDAuAY4hvTjjjcAfeL2lTH2Mgr4b+AZYC7tGEZ/DqCGe/ghP+BBttCJOxIu\nHu6GzQHHZonY9a3Aa9jBNu+wa1aK47GviNXAr1z3vRG7LNA/gDdbfq5tuc0hLW26v439U2AsIpJ1\n6TLGT7JrfGUq6bLCuQiM3WOMU5kesF4Du97y2gE/dZXfg33LDJLlC+Nwogt2wq74Vy4uBCYHrNtA\nupkjrL+RPOvK4rjf3UMpUvms5f6+kKZOpsMyysnBzGATu1HPKcCldGQf7qcdTfRjOc9wMtdyFQv5\nUtxt3NOm7crM/wE7cOxr2NHl24EPgGnYUeReC8Y/CYzBXh77bWxmuRY7rvk27AwZbaHAWEQk6/zG\nGAd5c++M99vEbj63iyIwXh2gznvYfE1Yl2MXco3PHPcCfgJck8H50vl6hOdSxthbmDHitwA3k/45\nXI8dqxybx38HiTnBoBnjFdghPOkC4w8hIaALMnNFObkTuIS1NHMXl3MXU4HbmEBnxjKb81ofF/cy\n8u5x47tmyvl5hi15HTvfcTZojLGISNb5BcZB3txTXa3vlzGOYknbzwLU+RaZ52p+DvzTdezHGZ4r\nnbERnkuBsbcw4combLCVTj1wAXaYxc+wUwXOiStf7nUjD1XYjHEqsVxlvLDj0UvZ/sAlLb9XYCde\nq8BO2ubmfk1KnTEuRAqMRUSyzm8lnmwGxlFkjP0C46NJH3QE8b+u/e5EO6dxB2w7o6LA2FuYD2Jv\nk35s/VbsB6ad2DHnf8QGuPE+DtCee4C/A8vS1NuBAuN0vuXa74G9MPUwj7ru16TUGeNCpMBYRCTv\ngmRQ9kxxPBdDKVKdYzr24sHXI7gPrykzL/E4lqkv4v+3CkOBcbIewO4B674ILCB9sPoX7BCIdD4h\n9SqRT2KzlT8CduI461PUAzv9mzsw7kPweZWL0SHYx+F1/L9NGeRx7G0AHmBi3DAKsIHxV7CzUTzO\nruU+Ygo7MNYYYxGRvIldRNSEDY7TzeGaKjDORcbYyyLg/AjP9x+PY359C2NshOcCBcZe/KYOjBc/\nFvlybDY43nbsGGQ/Bjtz7TCPMvc3Hemy2Y3Y52AjiTNXHEg0H/wK0f3YteXATnLWD5s59+I3X3q8\nHtj5ylNd6KqhFCIi4in+gjO/C/AyHUqRrezMy/5VQmnCTtwUzz02sS2Oce3PpFevv2HniH4lg/Mp\nME4WNFscGx4RczvJE3P9huDjh99OcdwdgKX7kNiIfQ7Wuo6/hh3XfDg2u/oibV90uBB0YVdQDDar\nOyZN/SALr7jPn0phZ4wVGIuI5E38LA7pvuaFzIdSpPuqOoxL435vAm6N6LzxbnTtRzmP7ICEPcd5\nhH33nUJFxfUkLhgRlALjZEED4xrXvsE+9l2wY1mPJFi2OObpFMfdgXG6jHEsU/qhR9nd2IzqcS3b\n/1H8X7h7fehM90E0bGCcTmEHxsX+yIqIFLH4i/JSfYUZk+lQirZeFBczDXsx1GHYsYMfRXTeeO7A\nJWigFYQ7yI4PmjIZbqLAOFnQoS/3pDi+jdRBbjrPYjPQ7pDGHYD5DaWA5HHGACNc+/tjM8j/DtrA\nAuQV6Doh62eimewN74qGMsYiIgXB7+U41VAKv4yx31RxQRngf7DzC78Z0TndchkYx/9d5mVwPi3w\nkSxIYPwngk3/F8Y6vB9D97j1TANjL16zMRQTr0A33XM6qsB4E/6z9OSXAmMRkYKQLlsD3hnjEUQ7\n00K+5Ssw/gepZzYAm+W613UsygsDS4X7b/I6iR+ilmHHDmfDTI9jc1z7QYZSBA2Mvx2wXqHyCnSn\nA38lcexxuvqZyGTYUm4pMBYRyQt3IBY2MHaAu3xu86dQLco/r8DY7+8SVLrAeC3eq/Ydj11cYhQ2\nYIjXLaJ2lRL3B5nNwJnYgOsB4Ktkb3zp/SQ+f54k3BjjWMZ4UcD7+yb2Qrxi/YDkNZ64E3b57WdJ\n/H/pQPihQ8fh/c3SiyHPk3sKjEVEcuLXrv2Jrn2/ANA9lOIU4MuuY9cAlwHzsYHc/wvRvkLgFbhE\nkRFvj31zj+ceYuIOfMFOp3cfdlEJ98WRCoyTuYPEzdhlmM/HPt/rsnjfy7BB+CvYJaS95sAOEhhv\nCXGfxwEXhqhfSNJlgPcCjorbDzs7zIvYWWsWe5Rlsmx8buniOxGRnLgL+2ZzFDab9bir/FNgeJrb\n93Ttj3PtL8Zeyd9I+tXECplX4LI7bb9Yx2t2i62u409gLyiMLWSwlMQZPdyBcRfsfLeNSIxXYJxL\nM/EeUhGTLjCOzy7PIXl6v1QuwX5IqsE+h4qF39CIvj515wKj4/Y/BM7DfrP1XMuxF4EfuG43O3gT\n80QZYxGRnPgcOBmb+Z1I8lCK61377qVv98YuaXxoy747g/wkxR+kpQqM2ypVYBxvJ3AqNqM1CzuG\nNP4iIa/p9JQ1TuQOjMMsD50LW3GcVLO/xAfG14Y451Ds/+7jwH9l2rA88AuMe8f97n6eNwFXYsfe\nx1yKHToxs6UcYAaJKxfeSXQXA2ePAmMRkYLwBvYNuR775vJjV3lXbJamBvgZyW9W67LdwBzYTuLC\nDxDNIh9BAmOwf9tvAt8A3nOVKTD2l++McXqOA926vZqiNP7xnY0dlhTW9zO4Tb583ae8T9zvvV1l\nq7GvV+OA3wEnAi94nGM98DXst2W/xAbThU9DKURECsZvWzZIf7HLH0i+4t5vgZBisQ47xjEm1TR1\nQYzGBitemfSwmavtLVv8lFYKjBN5XXxXWAYMuIF16/YieW5i94V6/0pxhinAL1KU7duWpuXQmfgv\nkT4EOBv7QX1vV1ksCzyH5Ncht/fwHu9duJQxFhEpSNuwwy9S6e7aL4WMMST3+WXsksFhM8dfwGb+\nLsZekBivEcdpSrqFP12Al577QskwF7LlRvv2m3Cc33uUuAPjRewaEhBzC/C/ac7ery1NywljwGZ5\n/XwHeAj7AcG9ImXU81AXFgXGIiIFK92cn3u59ks1MAY7fvFXIc/zE6BdirJMxzkWYmB8KHAGyR+U\n8sG9QMS2vLTCn9f/lfux/Yxdy55vxz7/fokdRpBKZwrjOeHNmHYYcx/2Q2O8U0m+SC6eO+BXYCwi\nInmRbk7VPq79UhlKkSpLflXI87insouXaWDszoDmelnowdi/wykt+98G3gX+Dzs+OqpFGDLl/nsU\namDsFdg1exy7ChsU7suurOkan3M/3IZ2ZdeaNd8CJriOrsfOphEm2FVgLCIieeE1t26MOxtayhnj\nmDBvWekCmEwDY/eFgbm8TOcQ4G1sgPYEcBH2Kv9YG/Yl/7MiuDPG6VYTzKcVHse8LtAE+ARYFbff\niP0wksrJwAEZtiu7Vq78nsfR2pafXn+TVOojaE3hUmAsIlKwniTxTTmdcgiMx4c4T7qvvKMKjFMN\n1YhaB+xqZPFf058L9HfVS/d1eC4UR2DsOF4XBYYJ9i4C3iH1NzoXhG5TLmzbNtjjaCwwDpoF3kLy\nHOylRYGxiEjB2oFdSjeIUhlKkS7TG2aVsXRLDxdbxviXJI/zPNqjntdwgFwqlqEUkPh/tRJ4OsRt\n38YuE34AdtoyN+NxrBC4n78Ar7f8TPdBMt5vSX/tQ/FTYCwiUtDSDaeIaaLwFlPI1EdpyoaEOI87\nexkv08DYPUtBrgLj8wLWy3dgXBwZY+sS7Lzhd2BXo0y18Icfr9lNCm82DoAOHbyC3+ktP5uxw0b8\n3BZdgwqU5jEWESloSwLU2UDhZqnC8looIKYf9m3LK/Pllu7CuGLLGAedHzffzwH337yQA+Mt7Joz\nvC0cj2OFubpbU5N7ysPTSJxr+h/YGWBSGUfmHyCKhzLGIiIFzT2/qpdSGV8M9iKgd1KUtSN5XG0q\nqS6mguIKjDthxxgHUWgZ40IeShEVr8A46OOVO8Z0pLnZvTLh+679K7CB8U14f6hx1y9NCoxFRIpe\nqb2Uz0xTNjDgOUolMA4zP3GhBcaFnDGOildg7A5AC4F73nNIHs+/Ezu0ZDJ2HLVbkA/pxa/UXk1F\nRErQSp/yXjlpRe6kC4x/SfLSw17SBcaZjgHNx6wU94eoW2hDKcohY+w1b/EPKbzgeKhr329lzbUe\nx8rh8VRgLCJSBPzmp3UvxVvs/p2m7OtAFekDX3zKi+niu6+HqOuVvcyV9iSHFOWQMb7f49iewAKg\nY26b0qoS+DN2OfUzWo4Nd9VZSPpvGLwC4/KgwFhEpODNyHcDcqwZuDhN+WDgTJ9zlMJQirDnz2eW\nck+PY+UQGG/GBqFuA7Er592FXZTFfeFbNv0e+/8zDngEOARjDnPVec/nHHe59tN9WC0tCoxFRIpC\ndZqyG3LWity5G7va259SlJ/tc/tSmJUiyJCRttSPwkHAf/BeOa08vnqHhhTHrwd+hA2QH8xdczgn\n7vf2wBSSM8Z+gfEbwGMtv2/FBtvlQdO1iYgUhVTZt1UEXwSk2CwEpgE/9Shr9LltKWSMiyEwvgYY\nlKKsHDLGkDjlWSonZb0Vu7gv2PQajuMXGAN8F7uIyef4X+dQOhQYi4gUBa8gYztwIOlXiyt2H2PH\n9rovdCuHwDjs1+/5GGt+VpqycgmMg3z53gn7wSXbC/EEHddcE7Deh5k2pGhpKIWISFHw+lr6Bko7\nKAY73tgrW+W30EA2Vr7L9awUYTPAhXYRZrkExosC1uuZ1VZYvQPUWU85X1znR4GxiEhR8JqKa27O\nW5Efn3kcO4P0gWm6smKZlSKTC7bSfSDIpR3kf17lXHmRYItf5CIw7hOgTj6G3BQPBcYiIkXB/ca7\nnfK5UtwrMAb4RprbpAuMgywpHeR22QyMJwEvZXC7XGeNUw1pWZ/TVuTXTmAk/h9UvWbuiNo+Aerc\nlPVWFDMFxiIiReGPJH5lewuZZz6LTao38klpbpMuMM503GSuAuNvYy86zITf/M6WMZ2Ak4FDM7wf\nsNnpVGNa69pw3mLUCPyvT51cZIz3C1DHr53lTRffiYgUhQbgMOAr2PHGb+a3OTk1J8XxdNnRVIHx\no8A7ZJYXylVgPDrF8Wb82+0fGBvTHmPewgbFTcAEvFdw87NHmrKNGZyv2PllyXMRGA8MUCfomOjy\npIyxiEjR2A7MpryC4hivKdvSXdzlfns7EhgCjG9DG3J18d2YFMdfwH8sq/9QinXrxrArU9wOuwBF\nJtKNgf5rhucsZl5zOcfbPwdt8LuPdPOhCygwFhGRovCkx7FU4ym9AtZ1wJI2tiFXF9+9m+L459hF\nT2a17HtlZf0zxp9/7h6bvW/gliVKlTH+kPL8uv51n/Kjs3z/DnasczrlsuhK5hQYi4hIEahjV0AY\nMxTvrKVXYOwOajPhzhh/HxsAei2g0BYdUhx/Ezs7ycnYZbEHAKtddfwzxsZ4/X2cEO2L8QqMR2OD\n93IMwBpJf8Hk4Vm+/9GkXmwlplym0MucAmMRESkSZ5D4xt4BOMGjXq4CY7DL787CLrQSlVSB8XMt\nPw12GeZ1wBZXnVQZ4/2BgzEGvN/6u4VsY+yc8eqA14jmb12sNqQpS3exYhSCBN4KjP0oMBYRkSKx\nGXjVdcxryjavwDiKOXXTTfP2uwjOH+MVPN2F90VT7plJvALjHwKLgQUYs46tW7/gUWevcE0E4Juu\nfY1f9Z8pJtisIZkZFqBOOWbyw1FgLCIiRWSmaz9oYJytjHFMlF+TuzPGfwcuSVHXnTH2GkpxHbvG\nQ1eyY8feHnUyCYwPcO27H5typMC42CkwFhGRIvKMa38fki848npriyIwTncOr5UJM+UOjNNlYt2B\nWFfX/p4EW/Qhk8DYvYLaJxmco9T4Bcads3jf7sB4uUcdBcZ+FBiLiEgRWQLUuo591bWfj4xxJhev\npeIeSpFqdTlIzhjfjZ294mZsljjIgg8APQLWi+cOjDdncI5SU+9Tnq2M8e5AP9cxrwy+AmM/CoxF\nRKTIvOfadwd1+QiMo+TOGO9IU3eex7EewJXAqQQPjN2Z5kxusymDc5Sa/yF91jgbgXE74FzXsWZ2\nXawZT4GxHwXGIiJSZNyZSXeAlo/AeD/s/MPvkHrluqDCBMa/a7lPL+cSbCU0SM7+xjsKONZ1rILk\nIE8ZYztTyHeAV4C/eZRHHRjvhh1q82fX8Xpgfg7uv/QoMBYRkSLjzky6g7p8ZYxHYi/C+wttG1oR\nZijFZrwvQAQYQdszxr/HTsH2EvCQT31ljK3nsR8kvgd86iqLIjDtj/3QMwS4FDtvtNsi4COP4wMj\nuP/SpsBYRESKTCFmjOMdAPRuw/2EyRgDrMR7tbxaggfGXhnjDsDkuP2zsUFZqvrKGCcLMp1eGGdg\nx9k/iM0Up1rOexHez9d0y3gLKDAWEZGik0lgHMU8xmGC675tuJ+wgTHACx7HKmlbxthrZbuDWn56\nBcbKGCdzj+mdgZ3B5GXgRGAswb9dOAf4P+xCIZB+lcPYnNf/TDjqOHcEvK/ypcBYRESKTKEOpYjX\nlsDYPZQiSGB8i8exngT/6twrMPYKfmN/R3f9HaQf8lGuUl2INw57cdwrwKMBztMJu8hLULGZW35D\nbBq9rl3fA54KcY7ypMBYRESKTKEPpYBgcwen4s4YBwk4Pyd52rpB2HmMg/AKgr0yxqnqaxiFN795\njQFOx39xjoGkv0DSbVnLz4XAUBxnMEOH/hDH0ePkR4GxiIgUGfebuztg8Hpri2IBjiCZ25hcD6UA\nWN2G+/TKGHuNR419fa+p2oIJEhgDHO9T3ifk/cZf9LcZx/kYx8nVdIPFTYGxiIgUGXcQ5pcxjiog\n8FpJLJW2XHyXyVAKgKUh6roFzRh3BYZjx7rGU2DsLWhg7PcNQ5jn0zZgfYj6Ek+BsYiIFBm/jLE7\nMI5iGAXA4hB1M1lJLiaToRRgV8F7OcP7dH+42A94zKPeYOANkoNm96IrYm0MWO9gn/IwGWMFxW2h\nwFhERIpM2DHGUQXGmwieNe7ehvvJdCgFwOMZ3qd72MSTeM96cHaK449keL+lblbAel5zEcfbO8R9\nbghRV9yKNjCePn06DQ0NVFVVUVVVxS237Loit0uXLjzyyCPU1tayaNEiTj311EBlIiJSDNxv/HsA\n7eP2sxUYA/w7YL22ZIwzHUoBNqDNZGq6+EC+D3BYinoHeBzbTvAAsNw8TPKqdF4GkX76tTEh7tO9\nqIiE0d6/SuG66aabuPPOO5OO//znP2f79u0MGTKEgQMH8sYbb/DKK6+wbt26tGUiIlIMvN74+wAr\nWn7PZmB8NTAK2NenXj6GUgB8BryO97LUdwMO3bt/gfXrn8CYaXFlPbC5smbCLwLxApmPbS4Hk4BD\nSZ41JF4FcCDey3vv6XNbt2X+VSSlog6MUznzzDOZOHEiAHV1dcyZM4dTTjmFBx54IG2Zl44dO9Kp\nU6fW/cpK+4JRUVFBRUXRJtxTivWrFPvmR31X38tJMffbmLUY00hiZvVXwA+wQbH7wrDmpH5m3v9F\nGHMQxtwDfD9NvR4Z/W2NqcCYxMDecZpwnODnMuZxjEkOjB1nEe3aTWPw4BFUVa2iqSk+MK7AcXrg\nOGsxZg9MiEk8HOf3odqXL/l8zhvzO4x5Nm0dxzkUx6nyuG3fkI/HvKTHo5j/3zOVaV+LOjD+2c9+\nxg9/+EOWLl3Kr3/9a957zw7+HzBgAPX19a316urqGDBggG+Zl8mTJ3PdddclHR8+fDibN5fefIAV\nFRUMHToUgObmKFaKKh7qu/peTn0v9n4vWLCaxsb4KdEuift9QkLd9u0dhg8fkXCsrf3fvv1hFi5M\nHRg7zp4cdtgInKCLmrVobu5IdXXisQMPHEznzp1DtG0xCxcmHx8wYHd69RrB0KFDaW7uxLuuVaQP\nPHA0nTs3sGnTCBaHuM5w5MjtwAjfevmWz+e8Mauoq3uWtWu/nrJOr17j6N+/Jun45s0HsmiRxw08\ntGu3gUMOeZd27aJ9vhejrl29piD0V7CB8Zw5czjwwAM9y0aOHMnVV1/Np59+ijGG73znO8yaNYsh\nQ4a0Bqsm7uOV43plSlfmduONN3Lbbbe17ldWVrJ8+XJqamrYuDHo1abFI/YJq7q6umz+eWLUd/W9\nnPpe7P1ubq4j6FzBO3dup9oVbba1/8b08invQHX1Ihwn6HRdsdslT5v2wQfv4TgNIc5SDXwM7J9w\ndOnSKpYvt3+Hmppq7FRiXeLuZwWOU40xYWZA+HvS37ZQ5fs5b8y3STcsZuXK3qxenfy39HpOJHof\nmAv0prn5VubPfyOpRr77ng+xb/jDKtjA+Jhjjglc94knnuCmm25i2LBhvPvuuyxdupSBAweyerWd\n7Hy//fZj5syZAGnLvDQ2NtLYmPxEbm5uLtknV6xvpdq/dNR39b2cFHe/64CjAtZt8uxj2/rv/42h\nMV0wJsg3iw52HOqXgTke59mKMWHb+C1gQdJ5Evu8BugfV96j5X66ENz2onr+5Pc534ydNSTVRf8H\np2iX37cF7wIXAWAMKYddFPf/e3iZ9rNoB5v069ev9fcjjzySnj17smTJEgAeffRRJk2aBMDAgQMZ\nM2YMM2bM8C0TEZFicV+IulFefBezLUAd90V0qZwP3IGdCu0ej/JMhu3VeRxzTzX3uWs/tnx0mK+g\nw1wYKHBTmrJ9gW4ex/0+qIRZeEb8FGzG2M/9999Pnz59aGpqYuvWrZxxxhls2GCn8JkyZQr33Xcf\ntbW1NDc3M2nSJNauXetbJiIixeIl4OtA+guarGwExjtbzuueASNe0LfY//Yp3xLwPPE2A48CZ7Ts\nvwEsIjEftsZ1mynA6UA/glNgHM6/gXHAycCbwF9J/AB1MHZWkXh+gbGmZ4tS0QbGJ5xwQsqyLVu2\ncNZZZ4UuExGRYvIcNtD4kk+9bATGkD4ohuAZ43Rf3m4GQkxJkOAcYDbQCfiLR7k7Y7wPqb/mT0WB\ncXizWzawqynGr3r3CnY6wPlxxxQY51LRDqUQERHZFWCkk63A2E/QwDidTW24bSN2cYk/pjiPOzBO\n5ROf+5DMLXDtd8Q+p/eMO+YXGAdddEaCUGAsIiJF7NUAdfIVGEfxpWw2pwV1D6VI5XngwhRlCozb\nxh0Ygw2KL43bTxcYP4L3eHLJlAJjEREpYv8C1vvUyddV+PnOGPsJmjHeDNwLTPUoU2DcNl6BMcC5\ncb+7l4p+HDgeOAk7XEaipMBYRESK2EZiU1WlVsxDKQohYxybi9krSN8eUVvKVarAuHfc7+6M8Vbs\nxafPkvn4c0lFgbGIiBS5v2MvMEuVGS7koRR+b8PZDIyDZoxjU9N5BcbKGLfNRymOx89E4g6MM5ml\nRIJSYCwiIiWgkdRX5xdyxthvVbNsDqUImjGOZYUVGEcv1Ye5nXG/e2WMJVsUGIuISIlINXtCIWeM\n/ZatLaSMsVd9BcZtt8rjWPxqdwqMc0mBsYiIlIhcB8a/8ikPkjH2WuksXiFljFd7lCkwbrvZHsfi\nL7jr7irL5nNCFBiLiEiJyHVg/CfsTA2vY6fX+thVHiQw3tunfL5PeVuEzRh7BcY7ImpLObve41hn\nwGn5vY+r7LPsNqfMKTAWEZESkevAeCtwGXA0cAfJQWKQoRR+yy8/nUG7ggqa7Y1ljP2+8pfMLASu\n9Th+BDY4dgfGK7LeonKmwFhEREpEvscY73TtB8kYpwuM7wPqM29OZNINpdgjlw0pYfd4HJsHzAH6\nu44rMM6mKJblERERKQCpAuNcLfDhzhhnEhg/CDyMzVs9H0WjIhAbSuE1TZgC42ikuqButMcxBcbZ\npIyxiIiUiELLGAfJPfV17ddhA+JnyU1A/4Rr/y2POvGLeDS4yv4ebXPKVpi5iRUYZ5MCYxERKRGp\nAuNsTnnMr3/+AAATiElEQVQWL5OMsXu6tqAXxEXld+wKtF4B/uFRZ1vc7z9m16wI04HF2WtaWdlJ\n8gcrLx+g6dqyS0MpRESkRKzBXlDW0XU8Vxm2TALj3Vz7uV7V7G1gCLAXdjzzRI868RnjGcBAoCuw\nNMttKzdb8B+acmMuGlLWlDEWEZESYfBe/W5lju4/k6EU+Q6MATZip5prxju7vs21vwYFxdnglwmu\nAh7KRUPKmgJjEREpIV7DKXIVGGeSMe7q2s9HYOx3/9s9jkn0/B77P2M//Ek2KTAWEZES4hUY52so\nRbFkjON5LdjhzhhLdviNhXdf+CjZoMBYRERKSD4zxpnMY+wOjHN1oWAqXjN4KGOcG34r2mnFu1xQ\nYCwiIiVkoWu/0eNYthTjxXduXjMjBF0hT9pmuU+5AuNcUGAsIiIl5CGgpuX3LcBFwLoc3XfYi+8q\nSF5SOd+BsVd2XYFxbngNY4nntSS3RE3TtYmISAnZDIwEDgI+IreBZtiMsTtbDPkPjBcC84FDW/Zf\nBdbnrzllJV2usprcreBY3pQxFhGREtMMLCD3QWbYwHhvj2P5DowBvgZMBf4AnJbntpST//U4tgN7\n8ehVOW5L+VLGWEREJBJhhlJ8Ce/llwshMP4UuCzfjShDrwIvAsdj5zQeD7yAzWFqtbtcUWAsIiIS\nCfe0Zr3S1P11iuMKgMqXAU4EDsNmib0Wq5FsU2AsIiISifdd+19NU3eUx7HNaAGHcmew44klXzTG\nWEREJBKvuvb7A4M86vUA9vE4PjvqBolISAqMRUREIvEhyavsjfWod7DHsb8AE6JukIiEpMBYREQk\nMu6s8RiPOl9x7VcDPwTWZKVFIhKcAmMREZHIzHbtj/Wo4w6MX89KS0QkPAXGIiIikZnt2h9A8nzF\nA1z772atNSISjgJjERGRyCzyONbdtd/Rtb8pS20RkbAUGIuIiESmGWh0HdsNuwpel5b9Tq5yd30R\nyRcFxiIiIpFyr173fWAZNjN8I8kZ4+25aJSIBKAFPkRERCK1lcThE1fE/X6VR31ljEUKhTLGIiIi\nkQq7rLMyxiKFQoGxiIhIpNxDKfwoYyxSKBQYi4iIRCpsxliBsUihUGAsIiISKQ2lEClWCoxFREQi\npYyxSLFSYCwiIhKpsGOMlTEWKRQKjEVERCKljLFIsVJgLCIiEikFxiLFSoGxiIhIpDSUQqRYKTAW\nERGJlDLGIsVKgbGIiEikwgbGO7PSChEJT4GxiIhIpMIExtuy1goRCU+BsYiISKTCjDHWMAqRQqLA\nWEREJFJhMsa68E6kkCgwFhERiVSYwFgZY5FCosBYREQkUmGGUihjLFJIFBiLiIhEyitj/FaKum9m\nsyEiElL7fDdARESktHgFxm8CtwOXAN0BA7wLXJ7DdomIHwXGIiIikfIKjNcDf23ZRKRQaSiFiIhI\npLzGGG/IeStEJDwFxiIiIpHyyhiHXQ1PRPJBgbGIiEikvILgHTlvhYiEp8BYREQkUl6BseYrFikG\nCoxFREQi5TXGWIGxSDEo6MD4vPPOo6amhh07djBp0qSEsi5duvDII49QW1vLokWLOPXUU9tcJiIi\n0nZei3a8lvNWiEh4BR0Yv/POO4wfP55HHnkkqeznP/8527dvZ8iQIXzta1/jz3/+M927d29TmYiI\nSDQuB5pbfr8bWJrHtohIUAU9j3FNTQ0Azc3NSWVnnnkmEydOBKCuro45c+Zwyimn8MADD2Rc5qVj\nx4506tSpdb+yshKAiooKKioK+nNFRmL9KsW++VHf1fdyUq79jsl+/6dizCygM44zn0LJQ5Xz466+\nl1ffM+1rQQfG6QwYMID6+vrW/bq6OgYMGNCmMi+TJ0/muuuuSzo+fPhwNm/e3NZuFJyKigqGDh0K\neH8gKWXqu/peTn0v137H5Lb/I7J8/uDK+XFX38ur7127ds3odnkNjOfMmcOBBx7oWTZy5EiWLVuW\n9vbGmNbfHceJpMztxhtv5Lbbbmvdr6ysZPny5dTU1LBx48a0ty1GsU9Y1dXVZfPPE6O+q+/l1Pdy\n7XdMufa/XPsN6juUV99j3/CHldfA+Jhjjsn4tkuXLmXgwIGsXr0agP3224+ZM2e2qcxLY2MjjY3J\nVxM3NzeX7JMr1rdS7V866rv6Xk7Ktd8x5dr/cu03qO/l1PdM+1m0g00effTR1pkqBg4cyJgxY5gx\nY0abykRERESkfBV0YHz22WfT0NDAGWecwQ033EBDQwMjRtixWlOmTKFLly7U1tby3HPPMWnSJNau\nXdumMhEREREpXwV98d3DDz/Mww8/7Fm2ZcsWzjrrrEjLRERERKR8FXTGWEREREQkVxQYi4iIiIig\nwFhEREREBFBgLCIiIiICKDAWEREREQEUGIuIiIiIAAqMRUREREQABcYiIiIiIkCBL/BRyCorK/Pd\nhKyoqKiga9euVFZWls166jHqu/peTn0v137HlGv/y7XfoL6XW98zjdMUGIcU+0MvX748zy0RERER\nkXQqKyvZuHFj4PoOYLLXnNLUt2/fUH/kYlJZWcny5cvp169fyfYxFfVdfS+nvpdrv2PKtf/l2m9Q\n38ux75WVlXzyySehbqOMcQbC/pGL0caNG8vqnyee+q6+l5Ny7XdMufa/XPsN6ns59T2TvuriOxER\nERERFBiLiIiIiADQDrgu342QwtLU1MTs2bNpamrKd1NyTn1X38tJufY7plz7X679BvW9XPsehi6+\nExERERFBQylERERERAAFxiIiIiIigAJjERERERFAgXFRu/322/n4448xxnDwwQe3Hv/a177GvHnz\neO+993jjjTcYPnx4a9moUaOYO3cu7733HlVVVYwbN661bPDgwTz//PNUV1ezYMECxo8fn/K+Hcdh\n6tSpLFmyhNraWi6++OLWsksuuYSamhqqqqqoqanhJz/5ScQ9L9y+33777VRVVbVuW7dujbz/+ez7\nN77xDebNm8e2bduYMmVK4LIodOrUiccff5xFixZRVVXFrFmz2G+//QDo1asXs2bNYvHixcyfP5+j\njz669XaZlrmlq3vfffe1/m3//e9/c+yxx5ZN31977bXW5/v8+fMxxnDooYeWVP8nT57Mhx9+SFNT\nEyeffHLgskLrc5i2ltrzPaq+F+vzPUz/8/F8LzRGW3FuX/3qV02/fv3Mxx9/bA4++GADmO7du5tV\nq1aZAw44wADmmGOOMfPnz2+9TUNDgxk7dqwBzLBhw8zSpUtN586dDWDmzp1rJkyYYADTu3dvU19f\nb/r27et53+eee6558cUXTUVFhenRo4f5+OOPzbBhwwxg9thjj9Z6lZWVpr6+3hx66KFl0ff4rU+f\nPmbLli2mT58+JdP3IUOGmOHDh5sbbrjBTJkyJXBZFFunTp3MSSed1Lo/adIk89xzzxnA3Hvvveba\na681gBk1apSpq6sz7dq1a1OZe0tXt1u3bq31DjvsMLNq1aqy6Xv8dvrpp5uampqSe+y/9KUvmUGD\nBplXXnnFnHzyyYHLCq3PYdpaas/3qPperM/3MP3Px/O9wLa8N0BbG7f4AOmII44wCxcuTCjfsGGD\nGTlypOnZs6fZvHlzQllNTY059dRTDWA2btxoevXq1Vo2Y8YMc/nll3ve59NPP22++93vtu7ffPPN\nrf+Q8VufPn3M8uXLzSGHHFJ2ff/FL35hHn/88ZJ63GPbtddemzL4TVcW5XbEEUeY2tra1j7stdde\nrWVvvfWWGTNmTJvK3FvQumPGjDErV64sy74/88wz5rLLLiu5xz62pQsGsh0oRNHnMG0tted7Nvpe\nTM/3TJ6n+Xy+53PTUIoSU1tbS69evTjyyCMB+M53vkNlZSUDBw5kzZo1rFixgtNOOw2AL33pSwwd\nOpSBAwcCMG/ePM455xwABg0axFFHHdVa5jZgwADq6+tb9+vq6hgwYEDr/umnn86CBQuor69nypQp\nLFiwIAu9TVQofY85//zzuffeeyPsYWq56nshufTSS3nqqafYc889qaioYPXq1a1lscck0zK3IHVv\nvPFGlixZwj//+U/OOOOMqLuboND6DtC3b1/Gjh3LQw89FGVXPeWy/4WirX0Oo9Se72GU4vNdwlFg\nXGI2bNjA6aefzk033cTbb7/N2LFjWbhwITt27ADglFNO4cILL+Sdd97hkksuYe7cua1lEydO5Ctf\n+QpVVVVMmTKFF198sbXMizGm9XfHcRLKHnvsMQ455BCGDRvGD37wA4YOHZqF3iYqlL4DHHXUUeyx\nxx7MnDkz4l56y2XfC8HkyZMZMmQIV199NZD4eEDiY5JpmZtf3cmTJzN48GDGjx/PlClT6NChQ4Ce\nhFeIfQf7PHr66adZs2aNTw/aJh/9z7eo+hxGqT3fwyjF57sEp8C4BP3rX/9i3LhxjBo1iiuvvJK+\nffvywQcfADB//ny+8Y1vcMQRRzBx4kT69u3L+++/D8DSpUsZP348I0eO5PTTT6dbt268//77dOvW\nrfVig3/+85+tdeOzivvttx9Lly5Nakt9fT1vvfUW3/zmN7PfcQqn7xdccAEPPPAAzc3NOek35Kbv\nheCKK67gtNNO46STTmLr1q18/vnnAOy1116tdWKPSaZlxx13XGvff/WrX6Wt6/bSSy9RWVkZ+QU5\nUNh9P++887L+DUk++p9vUfU5nVJ/vqdTDs/3dArt+V4o8j6eQ1vbtvixpoDZe++9W3+/4YYbzD/+\n8Y/W/fgLwS688EIzb9681v3evXu3/n7iiSea+vr61gu03NuECRPMCy+80HoBWl1dXeuFX7GfgNlr\nr73M4sWLzfHHH18WfQdM165dzfr1683gwYNL7nGPbfkaY3z55Zebt99+23Tv3j3h+PTp0xMuOqmv\nr2+96CTTMveWqm67du0SHusvfvGLZs2aNUltLMW+x8rHjBlj6uvrjeM4WXu+57P/sS3XYy6j7nOY\ntpba8z2Kvhfz8z2T52m5jjGmABqgLcNt2rRppqGhwezYscN8+umnrYPz//KXv5gPPvjA1NbWmgcf\nfDDhCuLf/OY3ZtGiRWbx4sXmySefNP37928tu+CCC0xtba354IMPzMsvv5wQdLm3iooKM23aNLNk\nyRKzZMkSM2nSpNayO++80yxYsMBUVVWZ6upqc/HFF5dN3wFz/vnnm9mzZ5fk4z5mzBjT0NBg1q9f\nbzZs2GAaGhrMt771Ld+yKLZ+/foZY4xZsmSJqaqqMlVVVebNN980YIP75557zixevNgsWLDAHHPM\nMa23y7TMvaWq27FjRzN37lwzf/58U11dbV577TUzbty4SB/zQu17bHvwwQfNddddl7XnfL77f9VV\nV5mGhgazbds2s2rVKtPQ0NB6kVO6skLrc5i2ltrzPYq+F/PzPUz/8/F8L6TNaflFRERERKSsaYyx\niIiIiAgKjEVEREREAAXGIiIiIiKAAmMREREREUCBsYiIiIgIoMBYRERERARQYCwiIiIiAigwFhER\nEREBFBiLiJSE6dOnY4zBGENjYyOfffYZzz//POeddx6O4wQ+z4QJE1i7dm0WWyoiUrgUGIuIlIhZ\ns2ax9957M3DgQE466SReeeUVbr/9dp5++mnatWuX7+aJiBSFvK9LrU2bNm3a2rZNnz7dPP7440nH\nx40bZ4wx5oILLjCAufzyy01NTY3ZtGmTWbp0qbnzzjtN165dDWDGjBlj3K699loDmA4dOpibb77Z\nLFu2zGzatMm8+eabZsyYMXnvtzZt2rRFuSljLCJSwl555RWqq6s57bTTAGhububSSy/lkEMOYcKE\nCRx77LHccsstALz++utcdtllrF+/nr333pu9996bW2+9FbBDNY4++mjOOusshg8fzqOPPsqzzz7L\n4MGD89Y3EZFsyHt0rk2bNm3a2ralyhgD5q9//atZuHChZ9l3v/tds2rVqtb9CRMmmLVr1ybUGTRo\nkGlqajL77LNPwvEXXnjB/O53v8t737Vp06Ytqq09IiJS0hzHwRgDwNixY/nVr37FQQcdxB577EH7\n9u3p0qULu+22G1u2bPG8/eGHH05FRQWLFy9OON6pUyfWrFmT9faLiOSKAmMRkRJ34IEH8vHHHzNg\nwABmzpzJ3XffzTXXXMPnn3/O6NGjue++++jQoUPK21dUVLBz506OOOIImpqaEso2bdqU7eaLiOSM\nAmMRkRI2btw4hg8fzh//+EdGjRpF+/btueKKK1ozyOPHj0+o39jYmDSDRVVVFe3bt6d3797MnTs3\nZ20XEck1XXwnIlIiOnXqRJ8+fejbty8jR45k8uTJPPnkkzz11FM8+OCD/Oc//6FDhw785Cc/Yf/9\n9+ecc87hRz/6UcI56urqqKys5Nhjj6Vnz5506dKF2tpaHnroIR588EFOPfVUBg4cyKhRo7jyyis5\n6aST8tRbEZHsyPtAZ23atGnT1rZt+vTprVOsNTY2mhUrVpjnn3/eTJw40TiO01rvpz/9qVm+fLnZ\nvHmzmTVrljnnnHOMMcZ069attc6f//xns2rVqoTp2tq3b2+uu+4689FHH5nt27ebTz75xDz22GPm\nkEMOyXvftWnTpi2qzWn5RURERESkrGkohYiIiIgICoxFRERERAAFxiIiIiIigAJjERERERFAgbGI\niIiICKDAWEREREQEUGAsIiIiIgIoMBYRERERARQYi4iIiIgACoxFRERERAAFxiIiIiIiAPx/RiUW\nf/ZJvLkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e067774a8>"
      ]
     },
     "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": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IwNfXl5CQELRaLdHR0YSGhgK3pkmKi4vDysqqUl4dHhsbS+vWrQkJCeH777+n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QWegIfh7mGWuJaQ1bKMDYyxomyF6NsqCMJbTgRXQTgFzMzM8Mgjj7DtpW1U1VfRXN9MsbEYVVe5\n85t3kk6nAejt7WXr1q188pOfXOQrfuvous7ExARNTU3MzMzQ2tpKbW3tYl/WGzYzM0Myk1wQXL1Z\nL2s2rKHYUkxsNsb40Djjc+PUOetorWtFVVVMJhPNzcdui/VWqqysxNXlYio2hbvIjcftwRl0UllW\nKboJCILwlhPBVRDehTRNY2BgALfbzcDAAC/seIF/+fK/kEgkcJW6uObT12CxWJAlmUj0tVdfejd4\n5plnOHjwIEajkVgsxvPPP88FF1zA448/flKMLM/MzOBsdmKymwrbTm86HVVVmZudY23FWlRNJZFL\n4La6WbVqFcXFxe/Y9blcLspcZUiSROuyVpqamggEAqJvqyAIbwsRXAXhXSKTyZDJZOjr6+PBBx/E\nYDGwpGYJ0XSUJ3c9yezMLAaDgXg0jiRJVC6pZP/2/YQTYRRFQdM0KisrueSSSxb7Vt607du3c999\n93HZZZcRDAZpb2/H7/fT39/PRz/6USYnJzGbzYWR5YGBgZNmZDkUCjFQPFB4rUgKG5ZtIBlPUmQo\nwu12I8sylRWV1NXVvaOh9RUbNmwglUrh8eRbdfl8vuMcIQiC8KcRwVUQ3gVCoRA7XtzBoUOH+Od/\n+mfS6TQGo4Fzt5ybX0lpdTPKzxSymSyecg9Wm5VbPnoLsUiMTCYDEsiyzJVXXnlSjEK+WldXFxdc\ncAGJRIL//M//xOFwUF1dzQMPPMBvf/tbJicnAfJN9U8yqVSKoZkhRqSRwrb1NesxaAb6evuwGq3Y\n7XbMZjMtLS2Ldp3FxcWLEpgFQTj1iOAqCCcpVVXp7e0lGAwyE5qha7qLnTt3kkql0DQNVVV57OHH\n2L17Nx+46QNAfrJNLptj68+2EgqGCueSZRl0GBoaQlXV122ZdKKIx+MA/PznPyeRSKDrOrquk81m\nGRoa4qc//Sl33XVXIbBKkkRxcTHJZBKv13tSjCyPjIzwfOh5NCnfEQEdzllyDoc6DuEwOPB7/NTW\n1hIIBBb3QgVBEN4hIrgKwkkml8shSRL79+/nYO9BpuJTRNIRPBUeStwlR61gFIvE2PPcHjRVw2A0\nEJ+LM9w7vGCfV0oFxgPjbNu2jXPPPfedvKU37cCBA3T1dKGjs3ff3kKrK4BYLIaiKNx9993Mzs4W\ntiuKwtp1a+nv7eemm246KUaWJyYm6Ix3Fl4Xx4spyhVh1s0scS7hnLPPwW63i+AqCMIpQwRXQTgJ\nTExMMDExQWlpKQcPHSSXzZHMJume6cZX68Nf7yc4HmSwbxBTkQk1q5JJZwAwF5mxFFkweo1YV1kx\nqkZmt+cDnSRJuMvdtK1v47lHn2Pv7r1cf/31PPbYY+/IjPQ/RSQS4UjvEQ5MHSAZT/LY7x4DKLS7\nkiQJWZGJxWKFEC/LMk6Xk+KyYiyjFpxO52LewhuSyWQYmx4jqAYL25wxJ6FgCFeRi9bWVux2++uc\nQRAE4d1HBFdBOEElk0mMRiNdXV109XQxGZvEZ/MxNjeG1+plKDLEkmVLKPWVMjkyyRf/6otMT0wD\nYHfYsdqszEXmiEfjdAQ6qPh0BZIhH+SKLyxGjamkjqS4tPFS7MV2nt36LJIsEZgKcMstt3DbbbfR\n2tr6hq61v7+fXbt2FSZFvdVeOf/KlSuJxWJMxCaorK+ke383uWy+FEDXdWRZRpZl1JyKrcyGTbMR\niUbYeO5Glp++nMmRSVRN5eDBg4WQe6KKRqMciR1BRy9sc6QdhINhKt2VYgKUIAinJBFcBeEENDs7\nyzPbnkGSJLJqlgNTB1AMCjPTM+RyOWaTs7jKXZT6SgHo7ewlFJivWU2n0pgtZiSbhOeDHoqWHr1W\nvGJTKF5bzIBtgKsbrsbhcjA7M4uaVXnkt4/Q0dHBo48+etxJPx0dHVxwwQXoul6YFPVWhtf+/n4u\nv/xyhoaG8Hg8fOofPkXMHKOtqo19O/ah6/lgpygKdqcdJDAYDFz9yav59q3fRtd0Dh84zHs/9l40\nTSOVSxGOhTlw4ABtbW0nbHidm5ujN9E7vyEJprQJI0a8bq+YDCUIwilJBFdBOAH19PQwGB4kmo5i\nlI1UN1Tjq/EVajlTiRRW23xD+sYVjRiKDGTi+Q4B7ovdGJYY8FZ6j/tZQ7Ehftj7Qz79rU/zn3/3\nn4RnwmQzWQKBAE888cRxg+u9995LNBrFaDQyMTFBR0fHWxpcd+3aRU9PD5qmMRGYYN/APrZ8YAtG\nk5HxwXFkScZqt6KrOrFILP8dSfDkb55E0zSKrEXEo3HGBsdweV1YrBamE9PsO7KPRCJBXV0dkF8B\n6kQSi8UYTA8WXudGc4Snw7gtbjHaKgjCKUsEV0E4Ac3MzBBOhVm6eim5bA5nab4m85X15l8dWmPp\nGI8FHqPqn6pQJ1RygzksZ1iOOqcaU4n+IYrZb8baunAZz+n4ND+J/4Smi5rYec9OdF0nk8m8oRZS\nTU1NGI1GMpkMBoMBr/f4YfnNUBSFbDYL5MsBWk5rIZVI8dzO51AMCia3CYqhKFlENpctXPOBFw8A\nkM1kKa0opXF5I+OD4yiKgsvroj/cTyKbIDAVIKfluGjLRSfUKOb41DiT2cnC6+ihKDsP7OTK8688\n4UK2IAjCO0UEV0E4wcTjcfYf3M/2ndupaqjCV3Ps0TVd1xmLjnH3i3cTTUeRZAlDlQFD1dH/Wauj\nKo1Tjew7so/gc0EUs0JRZRFlN5Whohb2S65IIksyspL/p2+4j/3797NixYpCaP5jbrebmpoaBgYG\nSCQSfOITn+CRRx55S0Zdc7kc27ZtQ5Kk/P0ZDRx48QBbf76VTDqDvc1OxWfztbstcgs7v76zUOf7\nCoPRwI1fupHy6nICY/nZ94pBobW9lc6dnaDnfyGYnJykoaHhz77mt0I8HqdjsmNBfWtmMEMulWM6\nME1JSckiXp0gCMLiOfb/iQRBWDR79uzhX//lX3ni109w6/W3MjkyedQ+wViQr237Gl/f9nWi6ejr\nnk+f1TE8b+C9V7+XYnsxikFBy2g4JSeX11++YN+4HMfT6kHXdWwOG3KpzO6u3fzhD39gYGDgmOfP\nZrNks1l0XcdkMhEIBOjo6HhT9zw1NUVvby+qmg/RIyMjHDhwgMcffxy5SEYxKEhImIvMPHjvg5jP\nN+P+azf2D9gLE866tC4+eNsH8S73oljzfWhlOR/AD08f5tbHb+X+0P3odh1N1bBYLTSsaGAsNkYo\nGWJiYuJNXfPbaWRkhN8e/G3hdW4uR3I8SXFxMRdeeOEiXpkgCMLiEiOugnCCee6550gmkygGhdng\nLL0He/HV+JiOT/PS6EvEIjFemnyJjJR53fPUuepIPpckuDtIRVUFDrcDALvLTsOyBm744g34anw0\n1TbxtW1fKxzX8JEGlO8onH352Wy6cBM9nT1MDkwSngvjdrtxOBwLPieTyVBcXIzRaCSbzVJVVcXa\ntWvf8P0mk0l2vLiDUDJEMpnE4XDw/M7niaajmA1mwtkwFbUVZNNZJFlCv1DHutR6zHP9Lvw77NfZ\ncWpOwr8Mk+pP4T7NzU5tJzn15bKHDaAm8gHZVepi7dlr2fP8Hqamp0ilUlgsR5dZvJM0TWP79u2M\nyqMYXv4RnTiUwGwyc+UVV7Jp06ZFvT5BEITFJIKrIJwg0uk0Y2NjZLL5QJrL5jCXmNlbtJf7H75/\nwWNj/mgifPJIElONqTDSqGd1Lq24lEdCjxALxfCs9RAJRZgYnkDNqYyY5pcQrXJUcfaSs9k2sA2A\nKeMU5lozo32jRGejtK1vY6BrgJFIfhT09NNPx2CY/9GRyWQwm800NDSQSCS4/fbb31SZwOHDhxmN\njDKdmMY94EYxKPSH+1GKFJKRJIlEgkw6g2JQiFgilC8tP+45VVnF/mE7dvJ9TnP6q2p1qyEwMd+w\nX5ZlXKUuZpOzTExMsGTJkjd87W+HyclJnjr8FIay+e84cTCB3WEXJQKCIJzyRHAVhEXW1dXFvn37\nkCSJgYkBbr/jdhznO7AssVDUWERvtPd1j5/6xRTxPXGsjVY8V3tQihViT8ToTnSz57k9xCIxtv9u\nO94Kb2H1rEQsURjJBdjStIUdwzvIqPnQrFylcPihw3zlb7/CLXfeQv3Sejpf6uTwyGFyuRzLly8v\nTMJ6ZeKU2WzGbDbjcrmOe8+RSIT9+/djsVgYGh0imMzX3UbTUeKxOEXOIprampgcmeTbt36buBbH\ndbmL8taFoVWb1tCzOkrFm1uidrxinN8c/A1XtF6BLMm4vC4CRwKMjY3hcDgoKSlZEM7fSYODg0xZ\npgqvtYyGHJTRZZ2ZmZlFuSZBEIQThQiugrCIHnnkET70oQ9hNBpxuVzULKvBvNaMa8vxw5+W1Rj7\nzzGyU/lH6Oawmdh3YmTlLG6XGwBVVXG4HaRSKWRZxlfrIxKK4HA7UBSF0f5RyqvLsZvtbPZv5vGe\nxwvnd73XRfTeaCHgLluzjO793aRH0kzPTrNm1Rr8fn8huL5SKpBIJI577T09PXQOd6JqKqFkiOrG\n6vxks6Ex4pk4KzeuBPL9aeNzcUpvLMVcbV5wjqWZpTz9X0+Ty+aoWlOF7S9spLTUG/3qeab/GTK5\nDFevuhqH20G/1k9gOsD4H8ZpqGt4w+UOu3fv5oUXXuCSSy7B7/cTCASw2Wx/UoeCcDjM6OQoE7n5\netvsWJbEbIIkSbZu3Up/f/9JsVytIAjC20EEV0FYRHfccQfZbBZVVQlMBZCLZRxXOI65b+VYJS/9\n5CUM1QZMlSb0AZ3cdP4RuIRENpPlL677C1z1LhqXNwLwu//9HeHpME63E6fHyfuvfz9To1N4a7xU\nOCpIT6Xpi/TRvLqZcxvO5bnB50hk54OnfaO9cC6T2cSy05ZxeM9hkuEkxk4jmqaRyeRHaZ1OJ8Fg\nkGQy+br3nMvlmJicIBALUF5bTnNZM1abFU3TyGay1HnrMFvyIbVxRSO2jbajQmtptpQVRSt41vQs\nDo+DSF+ESxOXklmewWP1MJucZSQ8QjKbZGXFStp8bZQWl/KDZ39AV7SrcJ7tw9uZScxw0dKLcHvd\njIRHmE3NYpANtLa2UlR09MINr9bT08PmzZuJx+PcdtttfOMb38BQZKDIWMR7znvPmw6vY2NjBONB\n0o50YZs+qWMwGJBerg95q/vkCoIgnExEcBWERWS325FluRD+QokQHrdnwT7p4TSG5w1s+MgGOjId\nJA4mMIwbuPgvLubXg78mm8vP6LcUWVi7cS2VqyqB/CIF//hf/8jh3YeRJIkl3iX4lviQ22T6Z/sp\nLy7HYrBwZPoIkyOTVNRWcMO6G/jmC98sfLZcL6O45h/DKwaF1rWt7H52NwcCB8hpOSKRCAAOh4Ng\nMPi6I66aptHZ2UkoEcLmslHtry68NzU2xeCRQQxGA8X2Yga6BvjR1h/huHg+yOuajvaoxse++DEk\nSaLUV5oP5qVOVi1dRWVr5et+35fXXs6R24/AZaDL+Zrh7uluBkID/P2mvyeSiCBlJYKJIENDQ8dd\nfOGHP/wh8XgcTdMIBoPcfPPNXHPzNbTUt7B3715OP/10FOWNlzEEAgEGE4PklPma3HPWn8O2l7aR\njCff9MQ3QRCEdxsRXAVhEaVSqcJqWABy5XyHOgkJ0/0mooNR1m5Zy4+/9mPSyTSKrHDtZ69lxboV\nbP/9dkKBEGarmZu/ejO+inzN6lx4ju593aiqisvjosnTREN1Ay0tLRiNRop35LsArFixgtyzOToH\nOzGZTfjL/fzD6f/A13d8HQAdnf945j+4uOVizvWfiyRJyLJM2/o2Jkcm6Qv2MTQ0hKZphYlDrzfi\neuDAAfoH+/MBfUk+oGfVLLu7dvP9f/g+ydkk7vVuVmxZwfbfbMdxhaMw0ghQP1zPh2/5cKE295Y7\nb6H3YC+Nyxsps5Qd9/tWDApSSMI2biNaPd9GLKtl2RPYw6VrLiURS9C9u5uhoSGWLl36mv1rdV1n\n165dC5aMjcVjzIZmmSqfomu4i2QySWNjI3V1dcddWjabzRKOhukOd8PLWVfXdErlUj7/j5/HUezg\nrLPOEqOtgiCc0kRwFYRFEo/HGR4eRtfnuwWY/fOPxKsd1fRM9hCeDvPwPQ+j6zpGkxFN1chlc/hq\nfKm5a50AACAASURBVIXgVllXSSwSIzAWoNRZynDvMPXOehKZBDaTjbalbaxcubJw7vPOOw8ASZJo\nbW4lmU0y0D2Aruv4PD4YAF6eXJ/Vsjx06CG6D3Vz5eor8dX4MBeZqVtaR2e4k7nEHNFolGQySTqd\nZvv27Vx00UVHBazx8XGO9B2hO9TN1OQU5hkzjSsb+c3Yb+iZ7sHylxa0HRrKFoXDHMZ5lXPB8dpz\nGh/+5IcXLMjgq/HhcDsYHxonK2Uxs7Ck4I+9MvppH7TjWO5gJDLfXaFjtIOLmy/GarNispmYik4R\nDAYpLz92F4N7772XgwcPUlpeSmA836Ugl8uxdNVSlrYtpe9QH1ODU0yFp1BV9biLGwwNDTGXmaMn\n0cPLzRDIjmUJpAJc/oHL2bJly+seLwiCcCoQwVUQFklfXx/FxcVYLBbi8ThIC4NrhamCncGdC5Zd\nzWVzyIpMeXU+TBUVF9G4vJGJgQnqHHWgw5F9R5AzMp4SD2ta1mAymWhqalrw2a8e/WtubsZgMGDY\nb+BI3xHcZW6UHQpaTkNvmg/VXXRx+92388Ubv1gIjw6Pg0gyQiKbYDY6S29vLwMDA+zbt48HHnig\nEF41TePgwYP0hfpIppP84ju/IBFL4D3bi7w5P6JpKDFQcsGx2z01J5u56pNXFT43m8kyE5ihxFVC\n9/5uSk2lzKRm8FX6XnOENBFLMDowiq7r6Bmdm8+8ma1HtvJk75MAhJIhBkOD+D1+3F434YkwO17c\nwcq2lUe1yPrZz37Gx274GNlMFrPVjMFgQCf/i8XTDz7NcM8w7ee0YzQZ6e3qpehAEclkkmXLlh2z\ndCAYDLL/4H6eOvwUafur6lu7dZrPb6as7PijyYIgCKeCRV05q76+npaWFlavXs3q1av55S9/CeQn\nPGzatImlS5eyfv16Dh06tJiXKQhvi97eXsxmM+eddx6yUcb7QS+KfT7UZAYzR/VrlWQJXdf54b//\nkN3P7mb00CiTA5MsdS+lobIBm8lGMpakpqSG9vZ2Vq5cSUtLy+vWWUqSRGNjI1VlVRTLxcxMzmBW\nzEjPS9y47kYkbf4i5PUyD+1/qPDaV+NDkzVkRWY2Mks2m6WoqOio1bOGhobY07WHvXv2Mj44Tswc\nw3a5jVdC6+upN9bz8Q9+fMFI65F9R4iPxene3Y2sylSXVGOUjMwGZ5kJzDB4ZBA1N7+UraqqdO7s\nJBfNkclkUHMqiqzkR1iN84sZvDT6EgDuMjehdIh9k/s4dPhQYUUvgP379/M3n/gb0ql0vsxDB6PZ\niK7ppJIpnvz1k3z/K9/n1r++lWwmi7fGS2ewk12HdtHT03PU/U1OTrLjxR10T3dzJHGksF3P6ayp\nXkNDTUOh9ZggCMKpbtGXfL3vvvvYu3cve/fu5eqrrwbgpptu4sYbb6S7u5vPf/7zfOxjH1vkqxSE\nt15vb74/6xlnnEH5h8qxr7MX3lNjKu6cm2L7q2alS4AODqeD4ESQw7sO01LaQltZGyuaV3DmmWfi\nLHHid/mxm+34fD7ejKVLl1Jlr2J8aByT2QSAYcrA9H3T6Or8yOsh7RBP9T4FgNFkxOawYTKbKK0u\nRVEUYrEY5eXlhUlEqqryzDPPcMeX7+BX3/0V9/3mPnw3+Sg+7fVn3GszGlqXxsff8/EFI8TpZBo1\nqdLgbmBdzTqWupdSVFSEzWSj/1A/w13DqLMqQz1DpBIpDu0+RMczHXisHmqcNeQyObKZfAsvg2xg\ndeXqwrm3D2/nhaEX0BSN0848jSJHEYFogP379xdKOrZu3UpsLlY4pqi4iM1XbMbutCPbZEzVJnRd\nZ2psil3P7KLaX82SFUsYDg/T29fLiy++yI9+9CP6+/tJpVLsfGknnYFOFJdCtPRVy/cOQ0NjA8XG\nYtxu95v6uxQEQXi3OuFKBaampti9ezePP57vJ/n+97+fT37ykwwODlJfX7+4FycIb6Hdu3cTCoUw\nOowUrZ5vu6TndHge1n9hPUuWLuGrn/4q0XAUSZJwOp2oOZUSZwkbV25k7Zq1+Hw+jEYjAOXl5dhs\nNmpqao47GeiPlZWVUVVWxdjcGOl0fjTxmUeeIbY7hjqnUvpXpcjG/O+6Dx1+iO7pbq457ZpC+UJp\ndSk+n4/S0lJ+8Ytf4Pf70TSNjo4OXtzzItFwFF3XsV9gRzK8/rUlHkxgDphJJVOE/yJcGG3NpDPM\nReawmWxUVVWxevVqIpEIDoeDbdu20aq3ktNy2Ew2DgUPsX9iP/XOemSLTK2jlkwqgyzJhGfC9B3u\nY2JwgpramgWf/b/7/5euqS6uX3c9tY21HNlzBFOviUwmQ21tbX6CmiLnR3QlKNpQRKI5gW3AhutS\nF7JZJnEkQeDH86tzOdwO7B47+3r2cdv7bkNVVZYtW8ZXv/pVxqPjmB1mxorGSEvzZQLv2/w+SsIl\nlBSXLPoytIIgCCeKRQ+u11xzDZqmsWHDBu644w5GRkaorKwsrFojSRK1tbUMDw8fM7im02nS6fkf\n9tFo9Kh9BOFE09/fz29/+1tSqRR3/vpOuGD+vSW9S7j4/1xMLBLD7rBz/vvP58EfPYiu6zidTq65\n5hoqKivYePpGamoWhi6DwcCGDRv+5Otqbm5mdGoURVKYi8zRvb8bJEj0JJj52Qy+v/ah6vnH5l3B\nLr7/wvchm++AUFFXgWJUyGazHO46TDwep6SkhCODRzCVmzCajEgVEkX+hb1RM2MZZh+YxXm5E8Wl\nEPlDhPiLcSRJQlO1wupdak5laniKnJajwd2Ax+PJL9f68kpdPp+PxsZG4vE4NpsN22EbkVgEk2LC\n7/PT2NjI9PQ0FoOF+Gycz139OUxmE95qL9YbrKS1+Z8j+yf3Mzk3ic/uo2llEz37ewgdCTEyPsLg\n+CAmi4lUIkXVlVWYNpoYYQTz++brk63NVjzneahbWlfYVrWkinsfuZdcLpdf/GF0lGeeeQZrg5Xl\nK5bzWMdjhX3dkpvWslYiiYgYbRUEQXiVRQ2u27Zto7a2lmw2y5e+9CWuvfZa/vVf//WokaJXz7r+\nY3fccQdf/vKXj9re3d2NzWZjenqarq6uYxz57naq3jecHPf+6KOPkkqlUBSFpCNJEfkwlw1m6X26\nl+yqLJUVlZCBmpIaTCYTbrebcDiMy+Xi9A2nYzabj7rPt+LePXYPkUCEmckZguNBID8b3x6xc2Hl\nhWwd21rYdzg2jJpW0RM6VSVVGAyG/FOTQ7vJ5rIYZANpNc0Z685gxxk7mGifXxFKS2qM/X9jSEkJ\nVVWJ/CRCPBbHYrEURjNtdhvhqTDdz3fT2NRIW1kbsiRjsVhIJBIL7nV6errw57m5OaqrqynPlueb\n90sS8XgcRVHQdZ1ELIGW01AsCuGJMO2pdvaY9iz4Hp49/CzvX/J+QoMhel7qoe20Nvpn+/nlPb8k\nlUihWBVMG02v+T3azrFx1w/v4gvGL1BTXYMZM2tWreG3ht+i5lSK7cX5rggeB3pYZyA0UDjWNe1C\nnpWpsFegqupx/05Phn/n3y7i3sW9n0reTfcdi8WOv9MxLGpwra2tBfJLRd58880sXbqUmpoaRkdH\nyeVy+Zm6us7IyEhh3z/2f//v/+Uzn/lM4XU0GqWmpoalS5dSUlJCV1fXcZuIvxudqvcNJ8e9m0wm\nvvSlL5HJZDBXvqqF0wxEwhF2H9hNa10rK9tWUl9Zz1O/f4pAIEBVVRVXXHHFa/byfCvuXZIkxsfH\nF/SX1XUdDY0zms4gMB6gQ5+feKW8RyE4FWRXzy5GRkZIJ9N8/fav85GbPsLFmy5mNDZK8/JmZs+a\nxWg1Fo5T96lIqXxoVQwKngoPmcEMmXQGxaAUJqY5vA6yliwZNUNtTS1r1qw5ZhnEG7n3vr4+JiYm\nCqUQyUQSd7mbNTVrOKfpHL6747ukcvllY3dN72J92Xpu/ftbmZud44nKJ1hz1hriiThGo5GSzcfu\ngPAK2SRjutTEd4e/y6cbP43P7iNjyVDiLkFC4oZ/uoF0URpLtYVxdRyN+e/7uXueo0qt4tKNl7Jq\n1arjlgqcDP/Ov13EvYt7P5W8m+77T31CvmiTs+LxOOFwuPD63nvv5bTTTqOsrIzTTjuNe+65B4D7\n77+f+vr616xvNZvNlJSULPhHEE50fn/+0XV1dTVFNfOPzjOT+WBT76/H7XKzZMkSNm3axAMPPMC3\nv/3tBS2m3i779u2jqKhoQThUDArmIjOZdIbNrZuZ/vn0gmO8H/bypPYkGPMhNx6N86sf/opnDz2L\ns9TJY92PoVrnZ+bnIjmye7JU1FbgrfBSUVtBZW0lq89YjcvrQpIkJCTMRWbec+V7qPfVU11STVNT\n05uu3X21jo4OZFnG4XAgSRI2m42/vO4v0dIaZcYy/nbj3xb2Tatpfvzwj5kLz6EYFKKzUSqXVFJs\nK8ZQY6DknDf2syYpJ/nvl/6b7r5uvnXLtwgHw0RnozhcDlpWt/DoLx7lu7/8bmF/LaWRGk9xZM8R\nnHanqG8VBEF4lUUbcQ0EArz//e9HVVV0Xcfv9/PTn/4UgO9973tcd9113H777ZSUlPCTn/xksS5T\nEN4Wuq5jNBqxl9uJEy9s3/KeLbR8qAWn5FxQ2+j3+9+xFZPa29upq6tjZGQESZJIZ9P5hQ90jVwm\nh6vUhSvmIjucxVg7P4KqlCjY1tpIPZVCkiVyuRy6omOpsvD8tucL++VmcsTvi2PWzMQSMSQkDGr+\nR9GKdSsY6h5CVfOP0pPxJOa0mQZ3A6tXr/6zfzFtb2/H7/czNjYG5B9V/fpnv+b6T13P9OQ0tY21\nLHEtYWA2/9h+tn4Wx4UOwr8LY3PYWL95PQdTBwn4AgvOu7R0KbFMjAZPA2uL1/LVH30V02mmwiS0\nYDzI3YfuJm1NQzTfj7ens4e9O/by8J6H8Vw2v8xvsieJIiusW7dOtMESBEH4I4sWXP1+P3v27Dnm\ne83NzWzfvv0dviJBeOdomoau66gOdcH28zefz1T3FCVyCaWlpYtybX6/nwceeICOjg4sFgsf+MAH\nSCVSxOfi9HT20LK6BaPJSPzZOPJVMop1vkds7XtqCW8Lgwyecg/L1izj1wd/jU6+Tl1Xdc4ynsXM\nuhmeuO8Jctn84gqKQcHldlFRW4FiUJBlmXQyjbfMy3lnnscll1zyur1o3+y9fetb3+LOO+/EYDAw\nNzdHeDyM7tCpaajhHP85DHTM15s6Nzsx6AZq4jVMJaeOCq2tZa3cuOHGBdtuuugmvvPl72C/1o5q\nz/8d58jhvsrN+LfG84tNWM08MfvEgtCqJTWiv4ty1iVnsXHt0ZPvBEEQTnWL3sdVEE5Fqqqiqio5\n5/yqWBaDBbvBTjwSx1nkXLTgCvmA98EPfpBkMonJZMJgMKCpGru37WY2OAtAXWkdM3fNkBpKFY6L\nmCJUtVTRtKKJW+68hSnDFD0z8033o89Fee6XzzExOFEIrQCaqqHndEwWE9lMFkeJg/ec9x6+d9f3\nuPLKK9+S0Prqe/u7v/s77HY7mUwGg8FAbXUtZszMhedYVbGKFZYVC46xnWujz9DHdx/87oLtzaXN\nXHPaNUd9xvL25ZQ4SpB/J1PnnO8sYKm1YF9tR5Zluue6UasX/uISfThKqa2UtRvXUu4uFx0FBEEQ\n/ogIroKwCHK5HLlcDs07PyGn3FrOoY5DlBeX4yv3vaVh7U/V3t7OkiVLkGUZo9HIsvpl9Hb2omka\nTo+T1aetJvv7bGF/HR3lagV9i07EEuH+zvsL7+WiOZLPJwlP5x+7v5osy2STWXoP9BIOhgmHwxw5\ncoRly5YVetS+lfx+P1dffTWyLBOPx7nrrrvQozrBiSDjg+M8fevTjH9nPN9T92Xui9yYWua7CJzm\nPo2/2fg3FJuOXkjBaDLirfSixlQ+VP8hnBZn4T3vNV6qP1dNV8nCmcGNNHLDNTfwV5/5K5rrmsVo\nqyAIwjGI4CoIiyCXy6FqKppvPrg6c05qrDWsrF9JW1vbIl7dvFcerZ999tmUlZXlRwENblLJFDo6\nxbZiIoMRMhOZ+YMskCnNcNeOu4im52eNRh+PoqU1nKVOTj//dLw+LxaLBaPRiKIoDA4O8ug9j2I0\nGvF6vczNzS1YNvatZrFY8gsi2O0Eg0G2P72d/oP9/P7+3xOfi5MaSDHz25ljHqurOmfVnFV4nUqk\nCm37ErEEuWyOyrpKAPY/vx/PmGfB8QbPwiotrVvjA6s/wJoz12AymCi3l4vgKgiCcAyLvgCBIJyK\nVFVFc2jwqgnjZZRR4axg06ZNf9bM+bfDvn37mJmZ4e677+a6667DIBlIRpNUNVQBII/IUPHax5tC\nJhwhB1d98io2btnI1NgUX7z1i9jNdmZmZrjtttuorq5menqa0tJSUqkUPp+vsGzs22HNmjUYjUZm\nZ2fRNI0nn3wS5x4n133sOh5WHkZTNeZemMNkNGHfYkcyzv+dqEdUys4rA2A2OEtvZy/lNeXYHXYG\nDw2CAh6fh0Q8wff/7fuoukrFDRVYGo/uEKBndcJbw/Qu76W2oZby4nKaGpswm81H7SsIgnCqE8FV\nEBaBqqqovvn6RlmS8Rf58Xg8J1xo3bVrF4lEAqPRyOTkJAcOHCCXzlFiLMFb4cVX62PuxTmca5yv\nuZRrtiNLWVUZV/71lcwGZ5FzMquWreLcc8+lv7+fe+65h0AgQGVlJd/85jcJBoOsXbv2be2k0Nra\nSkNDAwaDgYMHD6JpGtFwlH279uEt95JKp7jqY1fhX+bnm3d9k+L35UsCdE1n7tk5Zj84i63Exkjf\nCPXOegZHBpkJzNDgbiCn5TgUPERgNJBfTAGY+OEEjjMdOJY7UCoVeLkCIvZSDEexg8bljUyNTdFk\nb6Kqquptu29BEISTmQiugrAI5ubm0Cvn6ycriyqxm+zY7fZFvKpja29vp7a2lp6e/CSrBx/MLz+7\n/fnttJ/dzvVfuJ5ELEGqIsX26e2EgiH04vl7s2asBA8Fab+8ncBYgJGefNCrq8tPWnp1F4O3O6y+\nmsPhwGw2k06nMRgMZDIZ0uk0jz76KLIs46vzccW1VwDwKT7Fnb+4E2mJRPi5MMmBJP9x83/w2a99\nFi2jUeoqJZQMIUkS1d5qJElCSSmF0Aovj6w+HWbuuTlc5S5W/uVK+o/04xpy8Q93/gPeCi9jfWPY\nvDZsNttrXbYgCMIpTdS4CsIimI3MLgyulkrMipni4qMn+iw2v9/PQw89xOc+9zk0TcvX56oqc3Nz\nxAIxJE2ieWUza6vWcut7bsX9BzfSjvzIq8vkYvDuQaYnpnl267Ps376fpZ6luIvcC2o4X+li8E6F\nVgCnMz9hymw209DQUBjtNplMqKpKNBRlpH8EgLb1bfzL3/8La+fWkj2Sxel2Ep4Os/eFvXitXhRF\nwVvspaakhtbWVtatW8fG0zYeNXouyRJaTiM0HqLj7g70Tp36hnp8NT4ioQhWoxWXy3XCjboLgiCc\nKERwFYRFcHDyIJJ5PpyUy+VYDBasVusiXtVr8/v9rFy5ckHdZS6Xo21FG/WOeka6RxjoHCCdTGOy\nmJC6JL64/ou0h9pJjiYxmU3MReaITERwWBycfdbZb0u3gDfD4XCQTqcJBAJEIhGsViuSJJFKpdA0\njbnwHF/+P1/myL4jAPhqfFz20cuoqK0gm81itpixFlvxFns588wzWd28mo3rNuL1eikqKqKsrAyT\nab4LgSTnQzFSvm9tIpYgnUxjtVnJpDMMdQ9RU1IjygQEQRBehygVEIRFsHtyd+HPRtmII+fAYrCc\nkCOur2hvb8ftdpNIJJBlGZvNhtlsprqqGofFwVBkiPBMGDWnMheZIzAUwOvzohgUVFWlpLiE9uXt\nbNiw4YToTzo8PExPTw/pdPqY7zucDhLRBDuf3EldUx0WqwVfjY+P3/px9j67l3Ur1mFxWajyVeFw\nOFi1atWC49vb2yktLWVsbAxZljGZTazetJq+w32EAqH8QgsGmamxKV743Qs0VzXTVN9EbW3tO3H7\ngiAIJyUx4ioIi6AnOt+Uv9ZRi6IplNhKFozQnWheWZa5pqYGp9NJbW0t69atY9OmTbSvbcdpdtJ/\nuJ/OlzqZnpjm21/6NnOROSpqK2hd28onPvMJNq7bSFlZ2WLfCpCfdPZKC6s/Jssy2UwWj9vD6mWr\nGekbmd9XgvdueS/LGpaxtnEty5YtO+Y5/H4/99xzD7W1tTgcDsrLytlw7gZu/veb8VZ4Ka0oJTgR\nZNczu/jFt35BkVp0VPgVBEEQFhIjroLwDpuZmWEyM1l4XWYpw5a1FWouT2SbN2/m6aefPmoiVVlZ\nGQ6Lg54DPahZFcWgMDs9y/4d+4lFY/iX+VnTvOaE6U8L84sr9Pb2oqoLV7AqLS3l1ltv5fzzz6d/\noJ/do7t56emXqF1aSyaewVPq4YILLjhuLeqrvy+n08nIzAgj8RE8FR6mJ6ZRcyoOh4PEXAJJkha9\nfEIQBOFEJ4KrILzDhkaHCOtheDnz2DQbdrP9hHh8/kb4/f6jJlEZjUa8pV78fj/WEiuzU7MYJAPP\nP/o82UyWPc/uoeSzJVgsR/cxXSx+v5+tW7eydetWpqen+elPf0owGKSkpOT/sXff0XFWZ+LHv9NH\nU6RRH42K1eUidyE3ArYDi2NMcBppYCCQTYHzSzZts9ndYJINpAGJExIIIbSEBEywKTYEcIEANm5x\nw7LVrGbV0cxoJI2mv78/Jh6huMm2ZEn28zmHc5i33HufmVfS4zu38Kc//YnFixcDsdicvU4Aamtq\nybRkkp2dPewJVMffr0gkwmuvvUaXrwuDwYCiKKjVagL+APn5+SxcuHC0QhVCiIuGJK5CXGCH2w6j\nqAa/ojYEDCSZk0hPTx/DVp2/9PR0CnML+cxXP8OrT75KW3sbvj4fAN4eL/v37+eKK64Y41YOVVhY\nyJ133gnAqlWrTrokV0FBAW63m7a2NrKt2SQaE3E4HGddl0ajYfLkyQRDQcoLy3G1ulClq1h29TK+\n//3vX9AVFYQQYqKSxFWICygSiVDdXT3kWGIkEZvFNi7XcD0bDocDu8WOulhNd0U3zzzzTPzcRFje\n6WQ9yRAb71pRUUEgEOCNTW9gSogtWXUuCgoKyMnJwdfvY9euXWjVWj73uc9J0iqEEMMkiasQF1BP\nTw/Nvub4a21AS0paCqmpqae5a2Iwm83Mq5xHd3c3tXtrh0x8Sk1NZfny5WPYuvNnMBj48NIPo1ar\nzysR1+l0lJWVoVariUQiJCQkjGArhRDi4iarCghxAXk8Ho4FjsVf63w6rAbrRZG4AtjtdqZNm0ZO\nTk48uVOr1XzlK1+5KHoVjUbjiKz8oNFoqKuro7m5mS9/+cvU19ePQOuEEOLiJ4mrEBeQy+XiWPAD\niatXR6Ih8aJJXI+79tprKS0txWq1UlJSwqpVq8a6SePKkSNHiEajGAwGurq62L1791g3SQghJgQZ\nKiDEBVTfWY8v6ou/1nv1JJmTJvz41n91fMb+ySY7idhSXMXFxXR0dGC325k7d+5YN0kIISYESVyF\nuECCwSD/cP5jyLFE/8XX23rcqSY7idh78+KLL0piL4QQZ0kSVyEukP7+fo70H4m/VpwKZswTZv1W\nMbIksRdCiLMnY1xFXH19Pc8+++w5TxQJBoPs27eP1tbWEW7ZxcHn89Hob4y/jrRESNAnTIgds4QQ\nQojxQHpcBRBLWpcuXUpHRwdpaWk89dRT8Z2DhmNgYIB9+/ZxqOEQ5jozZYVlpKam0tLSwowZMzCb\nzaPX+Amivr0eT8QTfx1pi2DMM5KYmDiGrRJCCCEmDklcBQC7du2ipaWFaDRKS0sLN998M1u2bDnj\nV5nBYJCamhpq62pp7W2lrbcNgHA0TGJzIi3eFlwuF4sXL76kk9dgMMjWw1uHHFPaFBLKEtBq5cdQ\nCCGEGA4ZKiCA2CxntVodXzTe6XSycePGIdd8cChBKBSip6eHTZs28e7+d9nbvpeQNcTMhTMpnFpI\ni7cFb8BLq7eV2u5a9u3bNxZhjRsul4sjfYPjWxOUBCI9ERobG2UNTyGEEGKYJHEVwOBWlMf5fD4e\neOCBeFJVX1/PVVddxY033sg111zDH//0R17b9Brdfd20+dqYetlUCsoK0Bv0pGSkYLAZqHHXUDK9\nBLffTberm2g0Oqox+P1+duzYQV9f36jWcy6cTueQ8a0J/Ql0d3WzdetWVq5cKcmrEEIIMQzyHaUA\nYmNUIban/PFe166uLtatW8ecOXPYtWsXzc3NaDQaGhoaeHPnm+SW56JSqcgtycVoMsbLUqlUFE0r\nIhqNolarMZqN9AX62LBhA0uXLh3RIQPhcJijR49iNpupqamhvr2eFGMKFRUVI1bH+YpEItQ31tMe\nao8f6zncQzQSxZpipaOjg927d8sMcyGEEOIMJHEVQGwrUrPZjNFojCexiqLg6nXxTu07qHVqNBoN\nwWAQlVqFIdlAxeIKwqEwesPJt8BUq2Md+kkpSXR2ddIX7OP999+nsrJyxNp98OBB9lXvQ4WKKFGO\nuo9izbTS3d09btZH7e7u5pD7EFEGe5wb32kkGo3S19dHYWGhLEAvhBBCDIMMFRAA9PT0ADBr1ixu\nvfVWdDodPp+PR373CIpGQWfX4ch3oFKrUKIKax9ey/u73h+StHb0dlDdVU04Gh5SdlZeFn6dn+ae\nZppbm0fsq/y2tjaO1B+h3l3PscAxuqJd2NJs+EI+WlpaRqSO83F8TPCePXuo6auJH48GowRbgwBc\neeWVrF+/XnpbhRBCiGGQHldBfX09a9asoaamBrVaTXNzMyqVCo1GQ29PL33ePmYtmoVWrwUFFBTc\nTjc/uuNHfHTVR1m6cinNfc38qfZPANiMNq4pvYYFkxYAoNFqmDpnKs11zbR3t1NTU8Ps2bPPu90t\nLS0c8x4jtziXzJxMAIKBIM4DTl555RXWrFnDvHnz4on4B+PdtWsXFRUVo5Yw1tfXs2TJEtrbQ+kV\nYQAAIABJREFU27Hb7WR9MQv+OZoi0BzgeOfrnDlzJGkVQgghhkkS10tcfX09V155Ja2trUSjUTIy\nMvD0eNDqtPgH/JgTzXi6PbQ3t6Mz6FCpVfDPDlVfr4+/PPgXNm/bjOWzlniZHr+HZ/Y/wzP7n6Eo\ntYhVc1aRZEzCnmvnwLEDHG2MjUktLS0953a3t7fT2NKIN+ilILMgflxv0FNTXcMD//cA0WiUJ598\nEqPRyKpVqwCoq6tj0aJF9Pf3U1BQMGq9nbt27aK1tRW1Wk1reytazeCPmr/BD4BGo+Gyyy4b8bqF\nEEKIi5UMFbjE7dq1i87OTnQ6HWq1Gp/PR6ItkXkfnkdiSiK9Pb08+uNHWf3F1XhdXpJSkjBb/zm5\nSg3Jy5KHJK3/qq67jkd3PkowEkSn15GWlcaR7iNUHa4iFAqdU5sjkQj79+9nx5EdtDW34Wx3Djm/\n7a1t8RUMwuEwv3/09/zhD3+gvr6eJ598kq6uLkKhEO3t7ezevfuc2nAmFRUV8THB2lwt6D5wsjmW\ntAL8z//8j6woIIQQQgyT9Lhe4ioqKtDr9fj9foqKili+fDm6TB1RbZS3Nr5FJBwBoLWhFZVKhVqt\nJqMyg6RpSRjLjGcoPabJ08Ta/Wv5/OzPk1OUwz/a/4HH76GhoYGSkpKzbnNNTQ2vbH6F3675LTqd\njr89+zf++8H/JjkrmXA0TGFZIe9ufReIrXCw7d1t7HhvB/n5+XR2dhKNRgkEAiQmJo7apKhIJIJO\npyMQCGCaaho83hchdCyE0WjEbrfLigJCCCHEWZDE9RJXWFjIjBkzaG9vZ/369dTV17GrdRftze3o\nJ+mxXGYh1B3Cs9mDyqAiaUkSCYsTTlpWsC2I+29u0j+Tjto4tDN/V8sulpUtI9WUSuHkQhqrGkk+\nnExBQcFZ7Rzlcrk4XH2YP/zuDwQDQdQaNR6Xh+0HtrPr0C76g/2UZZXhyHfg8/pQVAq97l7UajUN\nDQ0Eg0F0Oh3hcJilS5eOSsJYX1/P5ZdfHp+EZp46uPyX77CPcDCMLdFGb28vmZmZsqKAEEIIMUyS\nuAr0ej3JyclkZWVx4PABjCYjtsk27LfbUWlVAKT8W8op7w+7wnT/qRtzxAxeaPtdG7arbBAG84xY\n0qag8Nttv+X2ytuxp9vpONaBZ8BDZ2cnDodj2G2tra1lZ9VOfH0+dHYdGV/MQGPRsDWyFWKdwxw2\nH0ZJUTBhIuAPoFKrCAaD8TKOD1HYuHEj9fX1I568Pv/883R2dgKgy9ChSxscJ+A75MNoMLJmzRoA\n5s6dK72tQgghxDBJ4ioIh2OzrWpra3EPuDEnmnnb9XY8aT0VTURDb3Uv3o1eBjoGGFAPoEQVlF6F\njsc6AMj9Qi66KbHEzelz8tD2h7gp7ya2rN9C+bRyCrIKhp24ut1uNr66kUd/9yjRaBT7p+1oLJqT\nXhuaFMK5xxmbTHaytms0eL3eEf2aXlEUOjo6qKqqih/74DABJazgq/HxiY9+gmuvvRaTyXSyYoQQ\nQghxCjI5a4Q899xzrFq1iq1bt451U85aJBIhGo1ytPkoHQMdNGmaOOw8fMrrtWotN825iW/M/Aa+\n9T78nX4URSEaiaJSqeB4rqgC98tuIl2R+L0ev4cf/+bHvLb2NX7zs9+w+8Bu2tvbT17Rv/jzn//M\nD1b/gI5jHRgKDegdJ9/4AGI9vRqrBtSgRJUh547vDpaQkDBiX9NHo1F27tzJlne24PV60Wq1aHVa\nEmckxq8JNgRJSUphxfIVkrQKIYQQ50AS1xHw7LPPcsMNN/DUU09x1VVX8b3vfW9CzRQPhUIEg0Gq\n3dW8q7zLuqp1Q85H66Lo1XrSTGncOPtGVl+1mrnZc8kuyOanf/4pJdNLUKlj674qikJSchIarQYV\nKnSKjpY1LQTaAvHyDJUGNEYN/n4/uw/upqqqKt7reyqBQIAXXnwhth2tBpL/LXnIeTVqlNBggqqx\naJj0/UnkfCcHbergFwtqtZoF/7aA5NRkrrzyyhHrbW1sbKSqoYqqriqOdRwjJSOFT/2/T6HPHUyu\nZ+XN4kvf+BJTp04dkTqFEEKIS40kriPgySefjCVUxHovf/7zn7Ny5coJkbwen2EfjoY5Ej1CbU/t\nkPPuF920PNrCwMMDfKHkC1TkVGAxDC5/5Zjk4Bs/+wZZeVkkmBOwpdn47J2fxWA0ABAKhFBFVLhf\nccfv0SZqMc8zgwraOtp4+q9P88Ybb5y2nS0tLeQU5gCQ+tFUjPmDKxpMUU3hGv81NK9uJtwzNAHW\nJetI+1gaGq0GrVbLDV+5gY994WMYTAZ6e3vZsWMHb7/9Ni6X69zewH9qbm6mva+dpNQkmpqbMJqN\nFP5bIQqDyfSiKYuYlDOJlJRTjxcWQgghxKnJGNcRUF5ezsaNG+PJq8lkmjDLHEUikdhQAaJ0KB1D\nzvU/149npwejyYjH6aH+UD2OvBPHo2blZbH6kdW88+o75GTmUFdbRzgYRkGhz9uHTqfDX+0ncCyA\nITuW0Nr+zcZA/QCb1m1Cp9PxxoY3eO211065PFZzczMGm4HsK7IxLDTEj4d7wmz+zWY0EQ3RSJTg\nkSDayqGPtanMhKXYgi1qY+nKpWj1WsKhMEdqjrB+63ocWQ4SEhLOKaHs6emhoaGBDmcHAQLo1Dp0\nBh25lbk8d/C5+HWORAfqATVWvVUSVyGEEOIcSY/rCHA4HJSUlDB9+nT0ej3BYHDCLHMUDoeJRCIo\nGoXmvub48UWZi3D9w4USVfD3+7EkWSieVnzSMiLhCHqDnoKSAi4ru4wlc5eQYErgeGdjOBxGpVLh\nesEVH2+q0qhIWZECCkQjUbqcXbz22msnLd/j8dDp6sTj92C4ajBpVYIKbQ+3MeAaoM/bh0qlovfd\nXpSAckIZ5beX898P/jf2XDu+Xh/ubjdNjU089fBT1DbV4nQ64//wGC5FUdi2bRt7j+yle6Cb1MxU\n9m3bh1/lp728nVB0cIOFqRlTGegbwGK0kJSUdFb1CCGEECJGelzPU0NDA4888gihUIjrr78eRVHI\nzc3l17/+9bjvbQUYGBggHAlDNgSjg0tGGZwGNNrYjH2NVsO1n78We649fj4ajU3EajjSgKvDhVlr\npiC5gKLCIq768FW0d7Rz74/vJTAQQCE2cSvUEsL9mpuUZbEeR+MkI/psPcFjQfr7+3n//ffZsWMH\nwWCQefPmoVar2b9/P83NzXT0d1AfqIcPLCHr3+Qn1BVLDlWoSLQlsmjpIq4quoqE4gR2Nu9kc91m\nANqUNv509E/cmnorTTVNRCNRNFoNvZ5eOlo76OjpYNOmTVxxxRXo9aee9PVBHo8Hd7+benc9WrWW\nJEsS6x5dh36Bnoh6cEJaSkIKs22z6XX3kpaahlot/14UQgghzoX8BT1PL7/8MnV1dTQ3N/P0008D\nUFBQMCGSVoD29nYi0Qjq3MFHwag1UlFeQWZOJgmWBDJzMqm4siJ+PuAPcOC9A+zaugtPh4e5jrlc\nPuVyFs1dxNSpUzGbzcyeNZuv/8fXY0maEuudDIfC9LzVQzQQjZdlnWON/Y8CD//uYZ5c9yTVLdXU\n1dXxzjvvsK9mH3va9vDO9ndo0bbE70vTpqGqV8UmgalVaHVaLEkWktOTSU9MJ8uaxZKiJejUg2uo\nNvc08+C2B8ksy0Sr0xIJRbCl2ph/9XwaPA20udrYtm0bkchg0nkqfr+fY8eO4fHHhlJkF2fTUt+C\n3+/HPHtww4FUUyrfuvJbBL1Bko3JZGZmntPnJIQQQgjpcT1v/f39BINB1Go1PT09GAyGM86QH09c\nLheRaARd1mCCV5JWgiPPwfd+/T3e2/QeeSV5pGelA9Df20/d+3XYDXaMZiP9wX5yc3KZNWvWkHIX\nLlxIbW0tBoMBn88XO6gCJaTgO+TDMjs2wcs6z4p7k5uoL0o0GuX9998npziHmpoaOvo6aB1oxZZu\n45Utr5D2hbR4+Uq1grPNGev5VauwJFlwdboYcA7Q4+rBWmTFarCytHgpf6v+W/y+bl83jxx+hPyP\n5dPzVg/fvv/b5JXk0W5tp7q6mmAkiGWv5bTDPI4cOcKBQwdQFAXXgIvi2cXsd+3nZeVlcn+YO+Ta\n66dej1FjxN3pJjstG7vdfopShRBCCHEm0uN6nqZPn040GiUUChEIBNBqtcPqsRsvPB4PSopCJGWw\nzaVppQAYE4yUlpaSpE3i4K6DVO2ponZvLRn6DMpyypg9dTYVkytOOqEqNTWV66+/ntzcXNRqNWq1\nGovVgkqlon97f/w6tUGNbbENiK2vOueKOfhCPtwDblr6Wpg6dyrHGo+ReO3geqhRf5R8TT4qtQqT\n1YRKUeHuctPf28/6p9dTd7iOvp7YdqvLSpfx9cu/TpppMOkNRoKEZocwV5pJyYgNW7Dn2Jm5cCbH\nfMeoa6yjp6fnpO9XbW0tBw4d4GDnQY70HsGSZiGii7D2wFoC0cCQa9NMaZTby+n19JKgTsCebpf1\nW4UQQojzID2u56mvLzYpSKVWodPpYmNGJ0iPayQSwdntRHO5Jr5pgEatodxeTigYormumWxzNskJ\nyfQF+/CH/NgddiblTaK0tPSMY0ELCwvZuHEjGzduxO12o6Cw5sE1BF1BlCYFVV6sUtsSG4GjAUL1\nIf76yF+58es3Ut9TT+mMUgxGAyF7CH1ksK4Zxhlcff3V7HhtB842J3q9noGBgXhMh/YdwjHLEVtf\nVqUiPzmfr13+NZ7Z9wwHOw7Gy1FmKfT5+7AkxXp/DUYDaVlpuN1u2tvbMRgMGI2xZbei0Sj79u2j\nqq6Kek89OcU5ZObEvvbfeHgjkeiJ/1hZUrQEtUpNT3cPNqNNhgkIIYQQ50kS1/NUUVGBw+HA6XJi\nsppQq9UEg8Ez3zgONDc3s6dnD5rcwW1TFxcuJkFJ4NCeQ2ToMijMKmT+/Pl4vV76+/vJzMyMJ3PD\nUVhYyJ133gnAzp07CSeE6ejpIPuybJ6ofiJ+XdoNaXT9qguP00MoEKLiior45LB9zn3x65L0Sdx6\n9a2oUHHj126k8WAjdoudNb9cQygUQq/Xs2j+IvpcfTTVNqHRaMialIXVYOX2ytvZc2wPT+55MlZY\nAjz4jweZnz+fpUVLSdAlYEu10dDawOEjh3m/6n0cdgeZmZk0NzdT21pLS18LBVMLsKXGeondA262\n1G05IW6T1sRluZfFrul2U2otlcRVCCGEOE+SuJ6nwsJCfvSjH/Hy2y+TnpvOhsc20NLSQltbG1lZ\nWWPdvFPq7e3lwMED/MP/j/iAEavByoeyP0TV7ipyLDlMzptMZWUlWq2WtLQ00tLSTl/oGRQVFVHe\nXI7Wo2VmyUyuVq7m9ZrXgdhOV7oSHdYuK8XlxfGktcffQ5O/Kd4jvKhgERq1hpb6FpJNycy/dj4L\nFyzk2uXX8uKLL/LRj34UtVpNVXMV3g4vGrWGpmAT+WX5AMx2zOadhneoc9XF3odQL6/XvI5nwMPn\nZ38eq82KKdXEgc4DBMNBmnqaSG9Jp6u/C5/Kx5S5UzCaYon7UddRfvnOL4fEGPFGiAai9L7Xi6vc\nRVJKEgQhJTEFq9V6Xu+fEEIIcamTMa4jICsri2lzp1FeUU4oEqI/0M+7771LV1fXWDftlPbs2UN1\nVzVd6sE2zs+dj8/tI9WYSmlOKfPmzUOrHbl/26SkpJCVnoVJZaJqTxVLc5eSmzQ4mSn1k6nMuXUO\n5ozYrPyD7Qf5wRs/iCetAJW5lYSCITpaOihILmDhgoWkpKSwePFi7r//fhYvXkxKSgqTcyZTllZG\nYXIh3e3dhIL/XDZLpeKTMz6JOjz00d99bDeeAQ8ARVOLKJ5VzKxFszDnmGkNt2LIMDDtsmnUHKzh\n9/f8nj3b9/DozkeHlGFz22i5p4W+P/ThOeCh5kANtQdrZZiAEEIIMUKkx3UEmRPNaPQa+vx91Lvr\nsVfbSU9PH+tmnaCnp4f27naOho8SYnCR/CmZU/A2eskyZFFWVoZGozlNKedm2rRpuNwuWntbaW9u\nZ27OXJp7Bjc+OGg8SNUrVRQGC6lJqBlyb7Qxit/pxxvwkm5MJz83/6S7UGm1Wq688koAdu/eTVNP\nE90d3fF1aLOsWRRXF1OtqYayf5atRFn9xmruWHAHJWklmK2x5NmeY8eeE7tv3/Z9fP8L30eJKrxZ\n/Sapn0iN12nWmbHWW1GpVPgH/GQ4MkAFxqiRzMTMcd37LoQQQkwU0uM6gjQaDQaDAWuylb5gHy63\ni2g0euYbL7Dm5mZcAy66td3xY+qwmrykPPp7+zHrzCQnJ49K3SkpKVz14avINGfi6nQx0z4TtWro\nYxjRRE5IWgE8f/dweO9hnK1OHIkOSktLz1jfpEmTSDen09bYNuSzSFAnoN6mJj8hf8j1v9n2G/5+\n9O8nLevlP74MWrBWWrF+aOjX/o69Dna8tINoNEqCKYEbvnoDdpudyRmTWTR/0XkPsxBCCCGEJK7n\nTVEU2vxtdIY7UVSxLUOjkSgmqwmv38vRo0cH1zE9ha6uLhobGy9IkhsKhag/Wk9nfyfNgcGeTkuf\nhXAgjFalxZZkG9EhAv/KbDbjsDuw6qxEe6N8vPzjGDn9hK/OZzoxdBtISk4iPSGdgkkFWCyWM9aV\nlpZGZnImCaoEdm3dxZF9R4hEIuh0sXVrZ5tmo2GwZ1lB4a8H/0qTpwmA9za9xyt/foUDOw5QdbiK\nnP/IIf1T6egzBlc5cK538rfH/8ZA/wAarYZwOEx7UzspphRmzJiBw+E4l7dJCCGEEP9Chgqch7cb\n3uaHm39IrasWiH0trehj25s68h3Uv1+PYb+B/Qf2o9VoWbp0KUajkc7OTjIzM2loaODw4cMEQ0F6\nAj3kN+RTXFzMkSNHyM/PH5Xdt44ePYprwIViVWg71hY/ntifSK+nF4vOQlJS0ojX+69ycnJIb0qn\nraWNy+deTrGmmP/8j/8k+eahPb3uTW7cr7rR6rTc8M0bCIfCpCWnUVBQMOy6pkyZQn9/P96Al25f\nNwd3HCQUig2RSCKJpO1JdE7tRJs4+OOwv20/zgNOfvaNnxGJREjOSsZyrQVdmm5I2ZH+CH3/6Iu/\nDofDWG1WUlJTyLBmyIYDQgghxAiSxPU8JBoS40krQJevC2ZD9GAUW6oNR5GDQ7WHiCpRsixZHD58\nGL/fT1tnGwatgd5AL/WeekxaE3v+sYfmqmbsyXbC+jBXX341t9x8y1ktPXUmfX19HDh0gBZvC3UJ\ndYMnopDkS6KrvYushKwLkmw5HA6ykrM41ngMr9uLPdfOyhUr2eTehDY59lgO7B3A85oHtVpNZk4m\n2fnZpJnSSLYmn1VynZWVxdVXX019fT1dXV20drXylvstIpEI4VCYoswidv3fLjI+l4FlVqwX943a\nNzA3mVElqUicmohliQW1afALCiWo4N3uxbvdS9Q32FOempLK0uuXMqVgCgX5BaPacy2EEEJcauSv\n6nmYbp9OQXIBR91HBw9OgWBPEH/IT0Z2BuZEM75eH211beyv3Y8/7Kejr4MUUwqekIecohy2vrSV\nv/zmL0TCg4vYb964mcaGRr74xS+OWM9rXV0d7X3tqJPV7GzcOXiiGULeEKoBFfYc+wWZAa9Wqyku\nLuaY6xhHDx9lWsU0Fnx4AZvv2kxgSgBdr46vXvtVmgtiwxkqrqygvbkdh8XBnDlzzro+o9HI1KlT\ngdiWrS++9CKHgocIBUOkZqbimOQg1BKCD+xc25/XT/a3s08oK+wO07amDYvJgilqok/bRyQaQU1s\n299Nz21iQdmCs+oVFkIIIcSZSeJ6HlQqFV9b9DVe3/k6Gzo2xI+H5oe4d+u9fG3R10ixpmC2mgkG\ngvQGetHpdRROKmTAN8A0+zSa65tPSFoBPC4P999/Py+99BIvvvjieSevfr+fhsYGnD4nVZoqQtHB\n1QT4BwzYBihOLaaiomJUVhM4mby8PBw1DrxBL401jRRNLeK/7/5vat+vpXhaMfZcOzPnzQSg19OL\nJqIhJSmF1NTUM5R8esXFxaRYU1AiCm6nm8BAAJPZRHJCMs6IE5VGdcp7Q60hup7uQq/SEw1H+fRX\nP42r08Xzv38+Pka5t6cXX79vRHvLhRBCCCGTs87bdZOv4zr7dUzXTx9yvMffw4bDg8lsdkE2BZML\nyCnMIeAPUH+oniP7jvDI/z0SX2P0XykotLe3s3v37vNqo9/vp7q6mva+djQpGnYd2xU/V6gvJNwR\nxmq0UlZcdtLlpUaLRqNh/vz55Fpz8XR5CAVD2HPtXL7s8vjSVcd1Huskw5xBXl7eiNSbPykfjaJh\n99bd1B6sRVEUigqL6Hmr56T3KBGFrme7cP3eRUpCClqdFluajYorK7Cl2eJrzSqKgs1mY+XKlefd\nTiGEEEIMJT2uI6RcX06LpgX3gDt+bH/bfkKREDrN4ISe9uZ2vvv57+J1ewmHwkPKUKlVKFEl/joS\niWCxWAgEAni9XhITE8+6Xb29vWzesploNEpHXwed6Z0oxOpQoWKmYSZVkSoS9Aljskh+YmIiebl5\nNHubh6y1+kHBQJAeZw+FWYUjkrhCbKhCZ0cnzi4nao2axJRE8kryMG400rqvFZVJRdQVxVJpQZOi\nwbvNi7/ej1qjJik1iU9/9dNUXFlBv7efJEsSWVlZ9Hp7sdlsPPHEExQVFY1IO4UQQggxSBLXEaJT\n6fjKZV/hJ8/+hIg99rV/KBqitruWKRlT4tdV7amip7tnyG5Qx137uWtx5MeWTnr5jy/T093DihtW\n0BnuZPv27VxxxRVn/fVzTU0NTT1NdPZ1kp6dzuaOzfFzJWklGH1GgoEgna2duN3uMVlvNC8vj+qj\n1VQ3VOPqcmFLseHIdxAMBKneV81A/wDp5nRyc3LR6/VnLnAYPB4PkUgEq9WKx+Ohx92D1+MlwZRA\nZiiTwECAsC5M/5v96Aw6Ir4IGq2GpJQk+r392NJsmCwmuhq6WDJjCcufWE53dzdz584dldUghBBC\nCDFOEte7776b1atXc+DAAcrLy6mpqeHmm2/G6XRis9l4/PHH4xNrxrMUUwrm98x4/80LCbFjD7/3\nMGnmNK4qvor5efPJcGSg0WqIKlGMRUYMeQZ0qTpUKhWBsgClS0o51nqMHk8P/b39PPrgo1x/y/UY\n5hsIvB4gJycHi8WCWq0mGo2SlpaGyWSioaGBnJwczGZzvD2BQIDmlma6B7qZfflsnH4nzdWDa7fO\ndsymYUMD7i43O9w7+MQnPsH69esveOKVlpZGVloWESWCWqWmsaURjVZD57FO0nXpGFOMmPSmEW3X\n1VdfzX333YfX6yUSieDv97P2obVoNBrMiWYMCQZCvSFs6TZ8vT7Ss9JRqVT09fRhS7NRPK2Y7s5u\nMswZTJ48WXpYhRBCiAtgzBPXPXv2sH379iFfAX/pS1/i3//937nlllt47rnnuO2229i2bdsYtnL4\ntBotqkMqlLmDX/k7+538Zd9fGAgN4A66cXzMgbZMS9QydMOBOur4zbbfAGBZbqH/6X78Pj/P/e45\nTFYTlEOdqw6L3oJJZ6K+pR7PMQ/JtmTanG18+IoP87GPfYxwOBxLWpub6ervwpZuQ6vTsn7P+sF2\nqrXYo3aefOlJIuEIaalpdHR0sHv37gueuKpUKhYsWEBvby8ul4vIvgjV1dVMsk2ixFGC1WolLS1t\nRNeXXbRoEZMnT6a1tZXu7m5UahVBXxBjgpF+bz+ebg+RcITM3Mz4sACA2vdrsefY6WrtIjAQICv9\nwiwfJoQQQogxTlwDgQB33HEHTz/9NEuWLAGgs7OTPXv28NprrwHwiU98gjvvvJOGhgby8/PHsLVn\n1uvpRaPVwCGwLbThCXiGnH/h0AsAqOeqiXL6XbLMs83oXtMRcoaIhCNsf207+SX55BTl4HV7OXD4\nAE898BT9Pf2Ew2FUahXrnl2H3W5nYGCAHm8PWo2Wzv5O8gvzOdJ1hCNdR+Llz0yZyQ9u+QHdHbFt\nXzs7OykpKWHu3Lkj/K4Mj8FgwGAwkJqaSlNTEypUFOfGVjkYjbVQNRoNU6ZMIRQK4fV6CYVCOBwO\nQqEQnl4P0WgUe66dPm+sh/X42FtDgoGj7x+lOKWYpJQkHA7HkF5uIYQQQoyeMV1V4Pvf/z433njj\nkPUum5ubcTgc8WRFpVKRl5dHU1PTScs4PnHpg/9daFqtFrvFTlNVE5FwBFVExUcKPnLe5SZdPtjD\neGTfER76wUNEwhGKphZhMBpiE7wiYaLRKJFwhLb2Nn7/6O+pOlZF90A3vYFe0IPVZuWto2/Fy7Lo\nLdiddlydrvgxvV7PnXfeOebjM1UqFfPmzeNDlR+isrJyVBfwLy4uxmAwUFRUxKRJk9iwYQNmsxmj\n0UiiLTGetBZPKyYSieDqdNFwuIGy1DJmTp7Jtddee05rygohhBDi3IxZj+u2bdvYuXMnP/7xj084\np1INnbmkKMoJ1xx37733cvfdd59wvLq6GovFgtPp5PDhw+ff4NNITk6mlFLSPGm8EHgBJaRQFC7i\ntrLbONp7lEPuQ7QPtA+5J9gSpDKjkhnTZuAwOQhGg6xrWMfR3sHNDGwLbAQPBfG1+VAH1HicHmq2\n1ZBhzEDr16JCRSQydP1XX8RHYlIiKr+KgdAAk1In0dHUwaHOQ/FrFmUsIrU9FbVaHb8/EomQmJg4\n6u/V2aiurj6n+4b7mZtMJvx+PwA2m41QKEQkEiFBn8DSa5ZiSbQwbdY00nRpdO7vRIuWybbJpKek\no9VqOXLkyBlquPAuxPM+XknsEvulRmK/9GK/mOLu6+s780UnMWaJ65tvvsnhw4fjva0tLS1cc801\n3HPPPbS0tBAOh9FqtSiKQnNz8ymXQfqv//ovvvGNb8Rfe71ecnNzKS0tjSdikydPviAx7d27l1Ao\nhMvtosXTwqwFs5jOdK5TrsM14OLtXW+z9v619NX0kZmdybJHlw1Z/ulr+V+jpaeFn7/9WC3MAAAX\npElEQVT1cwCi6ihpX0wjOhCl/fftJPgTKFlQQqe/k/vuvo9IJIJGp0Gj1hAOhUnLSmPp55diy7Xh\na/DR1d9Fg66Bp/c9Ha9DrVKja9NRfbQaS6IFr8dLamoqiqKQkJBwwd6r0TTcz9ztdrN27VoglrhO\nnjwZtVrNwMAAUaLMq5xHi7eFjkMd5CblUpBVQEFBAXl5eajV43MJ5Av5vI83ErvEfqmR2C+92C+m\nuM/1G/Ix++v73e9+l9bWVhoaGuIz4v/2t79x8803M3v2bP74xz8C8Ne//pX8/PxTjm81GAwkJiYO\n+W+smEwm6o7U0dPdwy+/+0uOHo71nh7ceZA//vCPrPufdfQe6QUFVty04qRrluYk5ZCfnD/kmDpB\nTdon05i5aCb2XDtVe6oIh8IoKERCEVRqFSkZKdz+X7fHyzSajdRoa3h6/9NDygodCfHw9x7mud89\nh0FnIDs7G7VajcPhGLPxrWOlqKiIQCCAy+UiGo1SX19PXV0dnZ2dbNmwhWh/lFmOWUxJn8K0SdNY\ntGgR+fn54zZpFUIIIS52Y76qwMk8/PDD3HLLLdxzzz0kJibyxBNPjHWThmXv3r3xnuKBvgH2/H0P\nnm4Pd3/x7vh2oBAb+rDu0XVctviykyavc7Ln0OBuGHJMn6WntreWDX/fQFZWFvrs2Jajka4ISlRB\nq9Vispji1/eH+9lcu3lIGWrUtL/aTiAQAAVcLhcPPfQQiYmJl+T6o729vdTV1REKhXA6nWzYsAGj\n0UhKSgrBYBCr1cpVH76Knp4eMjIyThjCIoQQQogLa9wkrg0NDfH/LysrmzDLX31QRUUFFosFj8eD\n1WolKTWJLS9sGZK0HjfQPxBbWukkievCSQs50HaAmu6aIcd1pTpe97wOgOP/OeLHwx1hNDoNjb2N\nzGAGAO91vkcoOriVrEVvoTKhkic6nuCfG2ehKApGo5FPfepT5x37RLR7925CoRA6nQ6/349KpSIn\nJ4eOjg7sdjtz587FaDSe9aYPQgghhBgd4yZxvRgUFhbyuc99jnXr1jFt2jS0aMnKzYrtkvXPZFGl\nVqEoCiaLieJpxSctR6vW8pUFX6Gjr4OaxhqeP/r8aevVZsY+xq3+rRS0F3C46zBvN70dP1+SWsKM\nnhk8/J8PEwoOJrMajYYFCxacX9ATWEVFBXq9nmAwiF6vZ/ny5Sxfvpzdu3dfkj3QQgghxHgniesI\nM5lMOJ1OXn/9dfYd2MekKZMwW8wkpSYRCUfo7+3HkGDgjh/cgSHBQGtjK64OF/4BPyaLidyiXMLh\nMJZEC1nWLLLKszjScYT3fe+fse4IEX6/8/cnHD/26jFee+41lOipV2e4FBUWFjJz5kw6OjqwWq3x\nRFUSViGEEGJ8ksR1hDmdTkKhEHq9Ho/Lg+ttF8FAEI1Ww5fv+jINhxvIzs1GFVXhrHFi0BqYlDAJ\nU6IJT8BD1Z4qTHoTWouWybNiMwdvX3o7v3v8d2zftJ2gJ4hmkgZdig7DJAOJ6Yn41f5TtifsCXPw\nuYOcbL8DtVo9JjtljSc2m41gMDjWzRBCCCHEMEjiOsImT56MTqcjFAphtVpxu90A9PX0sX/bfpYt\nX4bD4kCtVpOTlUNiYiKpqamkpqby9ttvY9AYMOvM7OvYh6/Ph8liQqVSMdU+ldcPvE4wEITa2Fq3\nKrWK5f+1HGePkz2Ze1AbTpzt7t3mPSFpVavVqFQqJk2adMmtJPCvDAbDWDdBCCGEEMMkiesIy87O\npqioCJ/PR25uLm+++ebgOWs2peml5ObmkpqaSlZW1pB7FyxYQF9fH+3t7bT1tdHR0kHB5AIURaG7\nvZtwOIxaoyYaiaIz6Eizp1FxZQXHjh5j4482knhFIhFPhOLSYoLZQYIdQXre6hlSxzXLrmHJ4iWY\nzWaWL19+Sfe2QmzHsEAgQH9/P/X19Zf8+yGEEEKMZ5K4jrDjOzEFg0F27twJDG5b+61vfuu0Cwfr\n9XpSUlIwmUxU11Szt2MvarUaZ7sTa7I1tjqBAlqdlo/f/nGWXr8Ue66d2oO1hNvCdD7VCYBL5SIr\nNwtbuo30zHT6vH2EQ2GsSVY+/7nPc9NNN43+GzFBBAKB+JJYK1euZP369ZK8CiGEEOOUJK4jzOVy\nUVdXRyAQIBqNotfr0el0fPOb3xz2bhdGo5HcnFyaeproPNZJblIuh/ceRqvVojPo0Gq05BXnxZfS\nKi4vxmwx0+OK9a4qikJ7SzsDvgGKy4u5csWV1B+uZ860OVx22WWjFvtENH36dDZs2EBGRgYdHR2X\n/JhfIYQQYjyTLYBGWFpaWnxtUIBIJEJBQQHLly8/q3Ly8/OxW+xkWbOwW+zk5cUSVb1eT0pmypCl\ntOy5dr79wLexJlnjx6LRKG6nG0VRKLYXc9OKm/jQnA/Ft9gVMbfeeiulpaWEQiEyMzMv+TG/Qggh\nxHgmPa4j7PLLL8fhcNDa2orBYGDBggU8+uijZ92Ll5qaysxpsaWasrOz6Qv2Ebg9gLvLTXllOQnm\nBGoP1pKUkkS6I50Z82Zw33P38ZOv/4S69+vi5fh6fTgSHSxZsgSLxTLS4U54hYWFvPTSS7J2qxBC\nCDEBSOI6wgoLC1m9ejX/93//h8lk4o477jjnZKisrIyysjIA3G43USWKM9tJ0Bekdn8t+bZ8Wupa\naKprQq/XY7KauOXbt3DXF+6K79Y1e/ZsSkpKJGk9jcLCQklYhRBCiAlAEtdRUFxcjMlkor+/n+zs\n7BEpc+7cuWRkZNDY2IjP56N/oB9boo1UcyqhcIhwNEyTp4mUzBSWfXYZr/75VRRF4e9v/J3w18Mj\n0gYhhBBCiLEkieso8Hg81NXVEY1G+dKXvjQiM9WPr0yQl5eHoij4fD7MZjORSIRoNEprayuq3Sqq\nWqpItaai1+uxJFno9fZSVVVFeXn5CEUnhBBCCDE2JHEdBf39/ajVarKzs0dlprpKpcJsNgOg0WjQ\naDRMmjQJj8dDkiWJmZkzeeuVt3C73TgcDplwJIQQQoiLgiSuo6CyspLCwkI6Ojou6Ez1mTNnDnld\nX1/PddddJ+M3hRBCCHFRkMR1FBQWFrJ+/foxnaleVlbG9ddff8HrFUIIIYQYLZK4jhKZqS6EEEII\nMbJkAwIhhBBCCDEhSOIqhBBCCCEmBElchRBCCCHEhCCJqxBCCCGEmBAkcRVCCCGEEBOCJK5CCCGE\nEGJCkMRVCCGEEEJMCJK4CiGEEEKICUESVyGEEEIIMSFI4iqEEEIIISYESVyFEEIIIcSEIImrEEII\nIYSYECRxFUIIIYQQE4J2rBsw0hRFAcDr9QLQ19cX//9LyaUaN0jsEvulR2KX2C81l2rsF1Pcx+M4\nnrcN10WXuPb29gKQm5s7xi0RQgghhBCn09vbS1JS0rCvVylnm+qOc9FolNbWVqxWK729veTm5tLc\n3ExiYuJYN+2C8Xq9l2TcILFL7BL7pURil9gvpdgvtrgVRaG3txeHw4FaPfyRqxddj6tarSYnJwcA\nlUoFQGJi4kXxIZ+tSzVukNgl9kuPxC6xX2ou1dgvprjPpqf1OJmcJYQQQgghJgRJXIUQQgghxISg\nWb169eqxbsRo0mg0LF68GK32ohsVcVqXatwgsUvsEvulRGKX2C8ll2rcH3TRTc4SQgghhBAXJxkq\nIIQQQgghJgRJXIUQQgghxIQgiasQQgghhJgQxk3i6vf7WblyJaWlpcyaNYtly5bR0NAAQGdnJ8uW\nLaOkpITy8nLefvvt+H333HMPZWVlqNVqXn755ZOW/cQTT6BSqU55/kzlfOELX6CsrIxZs2ZxxRVX\nsHfv3vMP+J9GI+7FixdTWFjIrFmzmDVrFg888MAp6z9dHccN5/07F+M59l27drFgwQJmz57NlClT\n+OlPf3pRxT5WzzuMTuyKorB69WpKS0spLy9n8eLFp6z/YnvmRyr2ifjMn03sF9Pv+IULF8Z/zsvL\ny1GpVOzfv/+k9ft8Pj772c9SXFxMaWkpzz///AnXbN26FY1Gw69//esRixvGd+x1dXV8+MMfZtas\nWUyePJlvfvObRKPRiyb2P/zhD0yfPh2tVnvC5/q9732PKVOmMHPmTCorK9m8efOIxX1BKOPEwMCA\nsmHDBiUajSqKoii/+tWvlKuvvlpRFEW59dZblbvuuktRFEXZsWOHkpeXp4RCIUVRFGX79u1KbW2t\ncuWVVyovvfTSCeU2NzcrCxYsUObPn3/S88edrpwXXnghXt9LL72klJSUnHe8x41G3Kd6L07mdHUo\nyvDfv3MxnmOfNWuW8sILLyiKoijd3d1Kenq68v77759XvB801rGP1fOuKKMT+y9+8Qvl4x//uBII\nBBRFUZTW1tZT1n+xPfMjFftEfObPJvaL6Xf8B61du1YpLy8/5fm7775bufnmmxVFUZT6+nolMzNT\ncblc8fNer1eprKxUrr32WuVXv/rV+YR6gvEc+8qVK5Vf/vKX8XaWl5crGzZsOK94P2isY9+7d69y\n6NAh5aabbjrhc924caPi8/ni19lsNmVgYOCcY73Qxk3i+q927typFBUVKYqiKGazWens7Iyfu+yy\ny5QtW7YMuf5UH/JHPvIRZfv27cP+o36m67q6uhS9Xq9EIpFhRnJ2RiLus0lgzlTH2b5/52M8xT5r\n1izliSeeUBRFUZqampTs7Gylra3tbEMatgsd+3DvGe3nXVFGJvbs7GylpqZmWPVdbM/8SMU+EZ/5\ns4n9dOV80ET4Hf9BH/nIR5QHHnjglOenTp2q7NixI/76U5/6lPLYY4/FX99+++3K2rVrlZtvvnnE\nE9d/NZ5iX7lypfKDH/xAURRFcblcSllZmbJnz56zDWnYLnTsx53pc41EIorValWam5vPWNZ4MW6G\nCvyrNWvWcN1119Hd3U00GiU9PT1+Lj8/n6ampjOW8dvf/pZp06Yxb968EWvXL3/5S5YvX35W++qe\njZGIG+Db3/4206dP59Of/jT19fUnveZMdYzG+3c64yn2xx57jP/93/8lLy+P0tJS7r33Xux2+3lE\nd3oXMvazMdrPO5x/7F6vl66uLtatW8f8+fOZP38+zzzzzEmvvdie+ZGMfaI982cT+9mYKL/jAY4d\nO8bWrVu58cYbT3lNU1MTkyZNOmkdr7zyCh6Ph09+8pPnEMnZG0+x/+IXv2Dt2rU4HA4cDgerVq1i\n9uzZ5xDV8Fzo2Ifrscceo6ioiJycnPMu60IZlyvY3nPPPdTU1PDQQw8xMDCASqUacl4ZxtKzR48e\n5ZFHHuGdd94ZsXb98Y9/5Nlnn+Xvf//7iJX5QSMRN8BTTz1Fbm4uiqLw4IMPsmLFCg4dOnTSa09V\nx2i8f6cznmIH+NnPfsbPfvYzbrjhBurr61m8eDGVlZWUlZWdZWRnNhaxD8doP+8wMrGHQiGCwSAD\nAwNs376dpqYmFixYwLRp0ygvLz/h+ovpmR+p2GHiPfNnG/twTJTf8cc9/vjjrFixgrS0tNNe98F6\njtfh8Xj47ne/y+uvv35WdZ6r8RQ7wMMPP8xNN93Et7/9bTo7O1m6dCnz589n6dKlZ9WO4Rir2M9k\n06ZN3H333RfsGRgp467H9ec//znPP/88r7zyCiaTidTUVAC6urri1zQ2NpKXl3facrZt20ZraytT\npkwhPz+f7du3c9ttt/HII4/wxhtvxAc4/+hHPxpWu5555pn4B5yRkXHuAZ7CSMUNkJubC8R+YO+8\n807q6+vp7u4+Ie7T1XG692+kjbfYnU4n69at44YbbgCgsLCQefPm8e67745YzMeNRezDMdrPO4xc\n7KmpqVgslnjvQ15eHosWLWLXrl0X/TM/UrFPxGf+bGIfjon0Ox5iyc5jjz3GbbfdFj926NCheNx3\n3HEHEHtfjk8K+mAdBw8epK2tjcrKSvLz83nuuee46667uOuuu0Yg2qHGW+wQ6wG9+eabAcjIyOAj\nH/kIb7755nnFeTJjFfuZvPnmm9x666289NJLo/KP01F1IcclnMl9992nzJkzZ8jAcUWJjdH44EDm\n3NzcIZMpFOXM40HOZ4zrM888oxQXFysNDQ3DjOTsjGTcoVBIaW9vj79+7rnnlLy8vFPWPZw6TlbP\nSBmPsYfDYSU5OVnZunWroiixMW85OTlDxkqNhLGM/VTlKMroP++KMvI/61/84heVBx98UFGU2Hi1\nSZMmKbt37z5p3RfTM68oIxP7RHzmFeXsYj9dORPpd/xxW7ZsUXJzc884Fveuu+4aMkEpIyND6e7u\nPuG60RrjOl5jnz59uvL4448riqIofX19ypw5c5Rnn332XEI8pbGM/YN1/evn+uabbyq5ubmjOqZ3\nNI2bxLW5uVkBlMLCQmXmzJnKzJkzlcrKSkVRFKW9vV25+uqrleLiYmXq1KnxX66Koij33HOPkp2d\nrej1eiU1NVXJzs4eMuj5uDP9ETpdOVqtVsnJyYm3a+bMmYrT6RyXcff19Slz585VysvLlRkzZihL\nly5V9u7de8r6T1fHB43GH/HxHPvrr7+uzJkzR5kxY4YyZcoU5Re/+MVFFftYPe+jEbuixBKtFStW\nKNOmTVOmTZumPPTQQ6es/2J65hVl5GKfaM/82cZ+sfyOP+7GG29Uvv/975+x/r6+PuWGG25QioqK\nlJKSEmXt2rUnvW40EtfxHPuePXuUhQsXKtOnT1cmT56sfPe7342vAHAxxP7UU08p2dnZislkUmw2\nm5KdnR1PVIuLi5WMjIwhz/v+/ftHLPbRplKUsxxcIYQQQgghxBgYd2NchRBCCCGEOBlJXIUQQggh\nxIQgiasQQgghhJgQJHEVQgghhBATgiSuQgghhBBiQpDEVQghhBBCTAiSuAohhBBCiAlBElchhBBC\nCDEhSOIqhBAXyC233IJKpUKlUqHT6cjMzOTqq6/mD3/4A9FodNjlPP7449hstlFsqRBCjE+SuAoh\nxAW0bNky2traaGho4JVXXmHJkiV87WtfY8WKFYTD4bFunhBCjGuSuAohxAVkMBiw2+1kZ2czZ84c\nvve97/HCCy/wyiuv8PjjjwNw//33M336dMxmM7m5uXz1q1+lr68PgK1bt3LrrbfS09MT771dvXo1\nAMFgkO985ztkZ2djNpuZN28eW7duHZtAhRBiFEjiKoQQY2zp0qXMnDmT559/HgC1Ws2aNWs4ePAg\nTzzxBJs3b+Y73/kOAAsXLuQXv/gFiYmJtLW10dbWxre+9S0Abr31Vt555x3+8pe/sH//fj71qU+x\nbNkyampqxiw2IYQYSSpFUZSxboQQQlwKbrnlFjweD+vXrz/h3Gc+8xn279/PoUOHTji3du1avvKV\nr+B0OoHYGNevf/3reDye+DV1dXWUlJTQ0tKCw+GIH7/qqquorKzknnvuGYWIhBDiwtKOdQOEEEKA\noiioVCoAtmzZwj333MOhQ4fwer2Ew2H8fj/9/f2YzeaT3r9nzx4URaG0tHTI8UAgQGpq6qi3Xwgh\nLgRJXIUQYhyoqqqioKCAxsZGli9fzpe//GV++MMfkpKSwttvv81tt91GKBQ65f3RaBSNRsPu3bvR\naDRDzlksltFuvhBCXBCSuAohxBjbvHkzBw4c4D/+4z/YtWsX4XCY++67D7U6Ng3h2WefHXK9Xq8n\nEokMOTZ79mwikQidnZ186EMfumBtF0KIC0kSVyGEuIACgQDt7e1EIhE6Ojp49dVXuffee1mxYgWr\nVq3iwIEDhMNhfvWrX3Hdddfxzjvv8NBDDw0pIz8/n76+PjZt2sTMmTMxmUyUlpby+c9/nlWrVnHf\nffcxe/ZsnE4nmzdvZvr06SxfvnyMIhZCiJEjqwoIIcQF9Oqrr5KVlUV+fj7Lli1jy5YtrFmzhhde\neAGNRsOsWbO4//77+clPfkJ5eTl/+tOfuPfee4eUsXDhQr785S/z6U9/mvT0dH76058C8Nhjj7Fq\n1Sq++c1vUlZWxkc/+lHee+89cnNzxyJUIYQYcbKqgBBCCCGEmBCkx1UIIYQQQkwIkrgKIYQQQogJ\nQRJXIYQQQggxIUjiKoQQ/7/dOiABAAAAEPT/dTsCXSEAC+IKAMCCuAIAsCCuAAAsiCsAAAviCgDA\ngrgCALAgrgAALARGDoXWUDo9DgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0a771710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = microsoft.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cQTHMH2/l/IFRNNRWE+SnX6/F+/RVKCIiIiLyPdxuN+/vLef+j7JYe6AGAJPRwIVDYrkm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\nuaNXhCIxiAtzngtVwqpGdQrmh3v74a7TsCm7glFvb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4hzCruz9Yry491b/HhudCemfraX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jx49LHUaFFRQUoHv37vDy8oKXl5fU4ZiVRo0awcfHB1qt1jRv69atkMlk+O9//1vj+6rIccV8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\nRERERBbk/wB+TyJzGbObGgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0838cef0>"
      ]
     },
     "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": 12,
   "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": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ODg5ERkYSHBwM3FwmKTY2Fisrqyp5dXhMTAydO3cmKCiINWvWUK9ePU6dOsXr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\nicViaLQaVB4Vri4XR/RHeLv57THXpJvSKS8tp7+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Sj8cxm83MmzcPj8fDoUOHKCsrIxwO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AhvQQSugnCGGx8fJxQKsXPXTl7Z8wrWSis0QW5XDkVWePDBB8lmswD09vaydetWbr311rnt9HtI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\nnQ+zVQoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e04c079b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = microsoft.create_prophet_model(days=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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t57YnJydTUVHB2rVrWbRoEQDTpk3j9ttvp7CwkMzMzEP243Q6cTqdHbfr6+sB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Dw03fsKRyqLa+RfX2Haq1b1LdfYdq7Vvcpd5lPYJ3hgZeERERERER8SJq8kRERERERLyI/5Qp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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0af176d8>"
      ]
     },
     "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": 15,
   "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": 16,
   "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",
      "48  2015-03-30   38.238066  2.580296\n",
      "337 2016-05-20   48.886934  2.231580\n",
      "409 2016-09-01   55.966886 -2.053965\n",
      "72  2015-05-04   45.034285 -2.040387\n",
      "313 2016-04-18   54.141111 -1.936257\n"
     ]
    },
    {
     "data": {
      "image/png": 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4MOHQKKkvMzOzauuq2LMaGRkJJSUl9OnTB4Cwxy0iIgI5OTmIi4tDnz59oKysXONrakhm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/jgg2Mh9qgHPMD6MI7WCSu49Aa8x4BH8dYxDXdWf/BqAT/AGnENZhXwVhjXZ2/h/7S0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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e07100518>"
      ]
     },
     "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": 17,
   "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     50\n",
      "2          apple profit     30\n",
      "3         microsoft 365     30\n",
      "4  microsoft office 365     20\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "                   query  value\n",
      "0  microsoft profit 2015   2550\n",
      "1          microsoft 365    160\n",
      "2   microsoft office 365    130\n",
      "3  microsoft profit 2014     50\n"
     ]
    },
    {
     "data": {
      "image/png": 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00Uc4duyYMI/s3r178dprr+HAgQNq7Xt7e2PgwIH4/fff8corr6Bnz5548OAB\ndu3ahbCwMOzYsUNtf2tra+Gcdu7cWTinjDHcvXsXsbGxqFu3Li5fvlzlY/7xxx9x9epVzJ8/H3/9\n9Re6d+8OhUKBmzdv4p9//kFmZqbG6OT48ePx7rvvAhBnNJbHX9j4008/4cqVK+jevbswj6xSqcSa\nNWtgZ2cn2uOVVt2LxqytrbFt2zb07t0bPXv2FP4GHj9+jAsXLkAul+scECmtSZMmWLRoEWbOnInA\nwEBERkYK88jevHkTAwcOVLvobdq0abh//z5CQkLg6+sLjuMQExODs2fPokuXLkK5kLOzM1atWoXh\nw4ejbdu2GDp0KGrVqoWDBw/i3Llz6NChA6ZPn16hPjo5OSEoKAiHDx/G2LFj0ahRI0gkEgwfPly4\naLMsfJyGDBmC+vXr48iRIzh16hSCgoLw/vvvV6gPgGq0dMOGDQgLC0NoaCgiIyPh7e2NEydO4OjR\no2jcuDEWLVpU4fa06datGziOw0cffYTLly/DyckJLi4uGD9+fLXaNWt6nBGB6MH169fZl19+yV57\n7TXWoEEDZm1tzaytrVmjRo3YyJEj2dmzZzXu8+TJEzZu3Djm4eHBJBKJ1nlU169fz9q0acNsbW2Z\nra0ta9OmTZlTbB05coT16dOHubq6Cit7DRw4kP3777/CPrpW9nr8+LEwb+uyZcvKPWbomEdWG12P\nWbLf2o6fMcbS0tLYtGnTWMOGDZmlpSVzdXVl7dq1Y0uXLtXY9/r162zs2LHCijkuLi4sMDCQTZ06\nlZ0+fbpCfb148SILDQ1lLi4uzMHBgYWEhLCDBw+yn376iQFQW4Gq5GpW2gAQVi8rKSYmhnXp0oXZ\n2NgwV1dXNnjwYHb37t1Krex1/vx59umnn7KQkBBhlS4bGxvm7+/PJk6cqHPOzpSUFDZt2jTWuHFj\nZmVlxRwdHdlLL73E3n77bXbo0CG9xYKXkJDAxo4dK6xC5e7urrGqUVnPh4o+Dq8qK3uVpbi4mP3w\nww+sY8eOzNHRkVlZWTEfHx8WFhbGVq1apTGt1Z07d1hkZCRzcnJidnZ2rEuXLjpX9mJMtXLVpEmT\nmLu7O7OysmItWrRgv/76a5kreyUlJbEpU6YwPz8/tXM6btw4dvjwYbW+Q8fUVoxpn1aIMdVrw+zZ\ns5m/vz+zsrJizs7OrFWrViwqKkrrClLZ2dlMKpUye3v7Muc21qa8Pj558oTNnj2b+fn5MUtLS+bs\n7Mx69+6t9hrHq+qUSKWn36pIfyuzstfNmzfZ6NGjWf369YW/gW7durHNmzcL+5R1vkvauXMn69y5\nM7O3t2fW1tbs5ZdfZt988429XqCEAAAgAElEQVTGedmyZQsbPHgwa9iwIbO1tWXOzs6sZcuW7Ouv\nv9Z4zjKmmoe4V69ezMnJiVlaWrKmTZuyqKgorfvqmn6LMcauXbsmtMNxXIXOh66Vvdzd3dnEiRPL\nXNmrLBcvXmQDBw5ktWrVYhYWFszX15e99957Wld+rOz0W4wxtm7dOta8eXNmZWUlTL/5IuMY07E0\nEiGEELP3ySef4LPPPkNsbGyZq+6Zo//7v/9Dp06dMG7cOKxevdrY3SFmZu3atRg3bhw2bdqE4cOH\nG7s7pIqoRpYQQohZ+vrrrwFAbbleQsiLhWpkCSGEmI27d+9i69atiI+Px65du9CnTx+tC1oQQl4M\nlMgSQggxG//99x9mzZoFBwcH9OvXj0oKCHnBUY0sIYQQQggxS1QjSwghhBBCzBIlsoQQQgghxCzV\n+BpZpVKJe/fuwcHBQZR1sAkhhBBCiLgYY3jy5Anq1asHiaTi46w1PpG9d+8evLy8jN0NQgghhBBS\njuTk5AqtyMar8Ymsg4MDAFVgHB0djdwbQgghhBBSWk5ODry8vIS8raJqfCLLlxM4OjpSIksIIYQQ\nYsIqWwZKF3sRQgghhBCzRIksIYQQQggxS5TIEkIIIYQQs0SJLCGEEEIIMUuUyBJCCCGEELNEiSwh\nhBBCCDFLlMgSQgghhBCzRIksIYQQQggxS5TIEkIIIYQQs0SJLCGEEEIIMUuUyBJCCCGEELNk1ER2\n6tSp8PX1BcdxuHz5ss79Fi5ciEaNGqFRo0aYM2eOAXtICCGEEEJMlVET2UGDBuH48ePw8fHRuU9M\nTAy2bt2KuLg4XL16FXv37sX+/fsN2EtCCCGEEGKKjJrIdunSBZ6enmXus23bNowaNQp2dnawsrLC\nmDFjsHXrVp37FxYWIicnR+3LUBhTInl/fyRGd4Oi8LHBHpcQQgghRCyxsbHw9/fHqFGjjN2Vcpl8\njWxSUpLaiK2vry+SkpJ07r948WI4OTkJX15eXoboJgCA4yQoyk5A8dNEKAozDfa4GgICVF/VbWZu\nAALmVr+dGk2kWIvBZM+XCcUIEClOYh1TTYyN2EwsRoS8CJKTk3Hjxo0y8y1TYfKJLABwHCf8zBgr\nc99Zs2YhOztb+EpOTtZ399RIrJwBAIqibIM+LiGEEEKIGB48eAAAqFOnjpF7Uj6ZsTtQHm9vbyQm\nJgq/3717F97e3jr3t7KygpWVlQF6pp3UygXy3BQoC7OM1gdCCCGEkKriE1l3d3cj96R8Jj8iO3jw\nYGzcuBG5ubkoLCzE+vXrMXToUGN3SyeppRMAQEGJLCGEEELMkDmNyBo1kZ00aRI8PT2RkpKCV199\nFX5+fgCA3r174+zZswCArl27IjIyEoGBgXjppZcQGhqKXr16GbPbZZJYuQCg0gJCCCGEmI/Lly9j\nzpw5GDBgADZs2ADAPBJZo5YWrFixAitWrNDYvmfPHrXf586di7lz5xqqW9UitVTVyBq1tODdd8Vp\npps47dRoIsVaDCZ7vkwoRoBIcRLrmGpibMRmYjEipCZijKF79+54+PCh2nZzSGQ5Vt7VU2YuJycH\nTk5OyM7OhqOjo94f71HcUmRe/g5OjYfDvc0CvT8eIYQQQkh1PHz4UKiHdXR0FKYuvX37Nho0aGCQ\nPlQ1XzP5GllzI7F8VlpANbKEEEIIMQP8RfX16tXD/v37IZPJMHHiRIMlsdVh8rMWmBupMP2WERdE\nCA9XfY+Orl4z36vaiZ5cvXZqNJFiLQaTPV8mFCNApDiJdUw1MTZiM7EYEVIT3b17FwDg4+OD9u3b\nIysrC7a2tkbuVcVQIiuy5zWyRkxkb90Sp5l0cdqp0USKtRhM9nyZUIwAkeIk1jHVxNiIzcRiRIg5\nUSgUyM/Ph729fZn78SOyvr6+AFDu/qaESgtEJozIUmkBIYQQQowoLCwMnp6eOHXqVJn7Xb16FQDQ\nuHFjQ3RLVJTIioym3yKEEEKIKThw4ACys7PRvn17oXxAm/j4eABAYGCgobomGkpkRSZ9lsgyeS6Y\nosjIvSGEEELIi0gul6v9Pm3aNK37FRUV4cqVKwAokSUAJBYOAKcKq1Ev+CKEEELICys7W/2T4cOH\nD2skt4Bq7v78/HzUrVvXLEsL6GIvkXGcBBJLJygLs6AofAyZjRHWKV66VJxmIsVpp0YTKdZiMNnz\nZUIxAkSKk1jHVBNjIzYTixEh5oIfZbW2toaVlRWys7Nx5swZdOjQASdOnMDixYtx+/Zt3L59GwAQ\nGRkJicT8xjdpQQQ9SPyzO4qf3IHnq7/Cxr2dQR6TEEIIIQQAtmzZgmHDhgEA6tevj5CQEGzZsgUA\n0Lp1a5w9e1Zt/9DQUGzbtg3Ozs4G7yuPFkQwIfwUXApjTsFFCCGEkBfSzJkzhZ8LCwvxwQcfwMLC\nAgA0kth58+Zhz549Rk1iq4NKC/Tg+cwFRkpkAwJU3599rFDlZuaq2rkyv3rt1GgixVoMJnu+TChG\ngEhxEuuYamJsxGZiMSLEVCQmJuLkyZMaJQFXr15FSkqK8HtGRgaCgoJw7949JCUlISEhARcvXkSX\nLl0QGhpqluUEJVEiqwc0lywhhBBC9CkgIAB5eXlQKpV48803he0bNmzQur+bmxvc3NwQFBSEyMhI\nA/VS/8w7DTdRJrG6FyGEEEJqrLy8PADAoUOHhG1yuRybNm0CALRp0wYAMHjwYMN3zoBoRFYPhBFZ\nmn6LEEIIIRWUlZUFOzs7WFpalrlffn6+8PP69eshl8uxceNG/PPPP0hLS4ObmxtiYmIQExOD9u3b\n67vbRkUjsnog1MjSiCwhhBBCysEYw4oVK+Du7o7OnTurJaralF6l6+effwZjDAcOHACgGoW1trZG\naGiowWZsMhZKZPVAKC0oohpZQgghhOimVCoxduxYTJ48GXK5HKdPn0bbtm2RlJSEn3/+Gbt27QIA\nXLt2DYGBgdi8ebOwraRHjx7hwYMHAAA/Pz+DHoMxUWmBHjy/2Cu7nD31ZPducZqZLE47NZpIsRaD\nyZ4vE4oRIFKcxDqmmhgbsZlYjAgRw6NHj/Dxxx/j33//FRYuAICwsDCcOXMGly9fho+PDwBAJpPh\n4cOHmDNnDi5fvowRI0bAyspKo83ExERkZGQAUF3Y9aKgRFYPJJb89FtGGpEV6T8xP/cX5z+6KjOh\n/3pN9nyZUIwAkeIk1jHVxNiIzcRiRIgYtm/fjtWrV6tti4iIwK5du3D16lW0adNGuJhLLpcjICAA\nLVq0EPYtLCzUaDMxMREPHz4EANSuXVuPvTctVFqgB1IrJwCqWQuMsnBaQoLqq7rNpCcgIb367dRo\nIsVaDCZ7vkwoRoBIcRLrmGpibMRmYjEiRAw5OTka21q3bg0AaNasGRISEnDz5k20bNkSAIQ5YHm1\na9dGYmIi5syZI4y+8vPDAjQiS6pJ+mxElimLwBT54GS2hu1Av36q79WcQLzf96p2TGpydFMjUqzF\nYLLny4RiBIgUJ7GOqSbGRmwmFiNCxFBUVKSxzd/fX/jZw8MDgGrVrYiICAAQShDCw8OxZcsW2NnZ\nYf78+VAoFFi0aBFmzZol3J9GZEm1cDJbcBLV1Bm0KAIhhBBCSuJLAyIiIhAYGIi2bduiR48eGvv1\n69cPw4YNU9s2b9482NnZCb/7+vpq3O9FGpGlRFYPOI6DxFJVXkBTcBFCCCGkJD6R9fPzQ1xcHE6d\nOgVnZ2et+4aEhAAApFIpBgwYgJdfflnt9tKJrKOjo1qiW9NRaYGeSCwdoSh4CGXxE2N3hRBCCCEm\nhE9ktc0+UNqYMWMQGBgIPz8/rSOtDRo0UPv96NGj4DhOnI6aAUpk9UQiU/03pCx+auSeEEIIIcSU\nVCaRlUqlZa7O5eXlVebvNR2VFuiJxMIBAKCU5xq5J4QQQggxJfzFXuUtRVsRpZPhWrVqVbtNc0Ij\nsnoisbAHYKQRWZGu7jWpK5dNlQldSW2y58uEYgSIFCexjqkmxkZsJhYjQsRQmRHZynqRygoAGpHV\nG4mFqrSAUWkBIYQQQkoQO5Ht06cPAOC9994TpT1zQiOyemLUEdn9+1Xfe/asXjOXVe30bF69dmo0\nkWItBpM9XyYUI0CkOIl1TDUxNmIzsRgRIgaxE9mffvoJ//zzDyIjI0Vpz5xQIqsnEtmzRNYYNbLT\np6u+V/MjuenbVe1caU4f7ekkUqzFYLLny4RiBIgUJ7GOqSbGRmwmFiNCxCB2Iuvm5oY333xTlLbM\nDZUW6IlRR2QJIYQQYrL0WSP7oqFEVk/4GlmaR5YQQgghJYk5a8GLjhJZPXk+IkvTbxFCCCHkORqR\nFQ8lsnoi1MhSaQEhhBBCSqBEVjx0sZeeCCOyxrjYq1EjcZpxF6edGk2kWIvBZM+XCcUIEClOYh1T\nTYyN2EwsRoSIgRJZ8XCMMWbsTuhTTk4OnJyckJ2dDUdHR4M9bsGjS0jeHwGZbT00iPjXYI9LCCGE\nENPm6emJ1NRUnDt3DkFBQcbujkmoar5GI7J6QrMWEEIIIYSXlZWFuLg4pKWlITU1FQBd7CUGSmT1\n5Pk8sk/BGDPsknErVqi+T5pUvWaOqNqZ1K167dRoIsVaDCZ7vkwoRoBIcRLrmGpibMRmYjEipCry\n8/Ph7++P9PR0te1UWlB9VFqgJ8riXNz6rTkAoFHkVUhkNgZ7bAQEqL5XcwLxgLmqdkxy/XVTIVKs\nxWCy58uEYgSIFCexjqkmxkZsJhYjQqri4sWLaNWqFSwsLFBcXAwAqFOnDhITE2FtbW3k3pmGquZr\nNGuBnnAyWwCqUVgqLyCEEEJeXDdv3gQAtGnTBpmZmVi0aBFiYmIoiRUBlRboCcdxkFjYQ1n8RJXI\n2tQ2dpcIIYQQYgR8ItukSRO4uLhg1qxZRu5RzUGJrB5JZHaqRFZOI7KEEELIi4QxhjNnzmDr1q1Y\ntmwZACCAL5UhoqFEVo8kFvZAPq3uRQghhLxoPv30U3z66afC75aWlhg2bJgRe1QzUSKrR5yFHQBA\nWfzEsA8cGipOMwHitFOjiRRrMZjs+TKhGAEixUmsY6qJsRGbicWIkIrIy8vD0qVLAQA9e/aEl5cX\n+vbtCw8PDyP3rOahWQv0KOXwcOSn/Ys6HZbCsUF/gz42IYQQQoxj//796NWrF7y8vJCYmAiJhK6t\nLw/NWmCCJBYOAIy0TC0hhBBCjOL8+fMAgODgYEpi9Yyiq0cSGV9aYOCLvd5/X/VV3Wa2vY/3t1W/\nnRpNpFiLwWTPlwnFCBApTmIdU02MjdhMLEaElCcxMRHr1q0DALRq1crIvan5qEZWj4y2TO0//5S7\nC1MUQV7wEBZ29XU3c6X8dl54FYi1oZjs+TKhGAEixUmsY6qJsRGbicWIEF0KCwuxbt06zJgxA3l5\neQCAHj16GLlXNR+NyOqRxMJII7IV8ODUTCTuDkbWtdXG7gohhBBi9vr06YNJkyYhLy8PzZs3x44d\nOxAUFGTsbtV4NCKrR6ZcI/sk8Q8AQMaFxeAklnBuOsq4HSKEEEJMmEKhgFQq1XobYwzHjx8HAEyZ\nMgXLli2j2lgDoSjrkdFqZMvBlAqAe/4/TNa1NUbsDSGEEGKaHjx4gC+//BLz58+Ho6Ojznlgs7Ky\nUFBQAAD44osvKIk1IBqR1SO+RpaZWCIrz08DmFz4XVmUY8TeEEIIIabn5MmT6NChg9q2LVu2YOXK\nlXByclLbfu/ePQCAq6srbGxsDNZHQomsXj0fkTVwacG775Z5c/HTZACARGYPpfwplPKnYEwJjlP/\nD/LdbmW3Q1BurA3JZM+XCcUIEClOYh1TTYyN2EwsRqTm+fPPP+Hm5qaWtCqVSrXfOY4DP+3+sWPH\nEB4ertZGamoqAKB+fd0XUBP9oAUR9Cj33jHcOzoKls4vwaf3HoM+dllybu/Ag5Mfwrp2axQ8PAsA\naDg4DtJnNb2EEELIi+D27dto1KgRAFUNLF8S8Pnnn2PWrFnCftu2bcOePXuwceNGzJ49GwsXLgQA\nnDlzBhs2bMDKlSsBAL169cLevXsNfBQ1Ay2IYIIkMmsAAFMUGLkn6vgRWUvHRkKtrKnV8RJCCCH6\nduXKFeHnpKQk3L59G8HBwWpJ7IIFCzB48GBhTtjPPvsMMTExyM/PR7du3YQkFqB5Y42BElk94qR8\nIlto2AcOD1d96VCcq0pkLey9StTxapY/hH8fjvDvdbdDUG6sDclkz5cJxQgQKU5iHVNNjI3YTCxG\npGZJSEgQfr527RpmzJiBf//9FwAQEBAAuVyOTz75BBzHoWXLlsK+ixYtwoULF5CbmwtXV1dhe79+\n/QzXeQKAamT1ymiJ7K1bZd4sz00BAFjYqRJZZdFjKIufaDaTXnY7BOXG2pBM9nyZUIwAkeIk1jHV\nxNiIzcRiRIyDMYYJEybg6dOnWL58OWbNmoU33ngD3bt3L/e+crkcEolE60wC169fF36eM2cObty4\nIfw+b948tem2goOD0bZtW5w+fRpHjhzBkSNHhO2TJ0/GvXv30K5du+ocJqkCSmT1iJNaAQCUJlda\noEpkZfZewqINCiotIIQQYqIuXLiA1atVC/g8ffoU0dHRWLt2Le7duwcPDw+d92OM4bXXXsPNmzdx\n48YN2Nvbq91eMpE9d+6c8HOXLl0wYMAAtX2lUilOnjyJZs2aqd1v0KBBeO2116p1fKTqqLRAjyTG\nGpEtA1MUQZ53HwBgYef5fNEGSmQJIYSYqN9//134OTo6Wvj51KlTZd5v27ZtOHr0KO7du4dLly6h\noKAAaWlpwu18Qrp79261soA1a9ZoHcHlOA5vvPGG8Psrr7yCESNGVP6AiGgokdUjvrQATA6mlJe9\ns4EU590HwMBJrSG1doNE9qxG1gRXHyOEEEKys7OxePFirbfdvHlT5/1yc3MxatQo4fcHDx5g5MiR\n8PHxwaVLl5CRkYH09HQAQLdu3bBjxw4MHToUAwYMgJ+fn85233zzTeHn0tNwEcOj0gI94ksLANXM\nBZzEvoy9DUPOX+hl5wmO44SLvbTVyBJCCCHGpFQq1T7iP3PmDI4cOYKFCxciJycHp0+f1nnfnTt3\norDw+SeiKSkp2L59OwCoXbjVuHFjODioPp3cunVruX3y8/PDnj17cOvWLYwcObLSx0TEZdRE9r//\n/sPIkSORkZEBZ2dnbNiwAc2aNVPbp6CgABMmTMC5c+fAGEPDhg2xfv16uLm5GanXFVcykVUqCoSk\nUe+WLtV5Ez/1lszOEwCEGlltpQVLI3W3Q54pI9aGZrLny4RiBIgUJ7GOqSbGRmwmFiNiWEuXLsXh\nw4cBAO+88w5eeeUVtG7dGs2aNUOfPn2wY8cOLFq0CLNmzQLHcQCAu3fvwsrKChs3blRra9q0aVof\n48svv6x0v8LCwip9H6IfRl0QoXv37njrrbcwatQo/P7771iyZAlOnDihts/y5csRGxuL3377DRzH\nYdy4cXBxcanwE8+YCyIAQMKvTcGURfDtdxwWdsZf8SPj4lfIuroSTo2Hw73NAjw8vxCPr6+Dy0vv\nwK3VrPIbIIQQQnR4+vQpCgoKRBlsyszMhIeHB4qKirBq1Sq88847wm2MMXz44YdY+uwfnaFDhyIz\nMxPW1tZqNbQAMGnSJKxYsUJt27hx4zBq1Cg0atQIderUqXZfSfWZ3YII6enpOH/+PIYPHw4AGDhw\nIO7cuYPExESNffPy8lBcXAy5XI6nT5/C09NTZ7uFhYXIyclR+zKm51NwmcbMBcX81Fv2XgBQ4mIv\nqpElhBBSdfn5+WjTpg08PDywZ0/1V7O8evUqioqK4O3tjXHjxqndxnEclixZgpUrV0IqleLXX3/F\nP//8o5HEhoSEYMaMGQgICBC2BQUFYfXq1ejYsSMlsTWA0RLZ5ORk1KtXDzKZqrqB4zh4e3sjKSlJ\nbb/x48fD0dER7u7uqFOnDrKzszF58mSd7S5evBhOTk7Cl5eXl16Pozx8eYFBZy4ICFB9aSHXKC3g\na2Q1SwsC5gYgYK72dsgzZcTa0Ez2fJlQjACR4iTWMdXE2IjNxGJEdPvkk09w/fp1yOVyzJs3r9rt\n3b59G4CqhpUvGyht4sSJ+Oyzz4TfS+8XGhoKHx8fXL58GdeuXUP//v0xZ86caveNmA6jzlpQ+gmn\nrcrh4MGD4DgOaWlpuH//PpydnTF//nydbc6aNQvZ2dnCV3Jysuj9rgx+RFZpIlNwyQseAgBkNnUB\ngC72IoQQUm2//fab8DE/oLooq+Q0V1XBJ7INGzYsc7+JEycK19fs2LEDEydOFG5r0KCB8LO/vz92\n7tyJiIiIavWLmBajJbJeXl5ISUmBXK6alooxhuTkZHh7e6vt9+OPP6J///6wtraGpaUlhg0bJqym\noY2VlRUcHR3VvoxJIjOt0gImzwPw/CIviezZxV5ymkeWEEJI5SmVSiF5nDFjBho3bgwAaqtkVcV/\n//0HoPxE1tHREWfPnkVcXBz69++vNh+sr69vtfpATJ/REll3d3e0atUKmzdvBqD6L8rX11fjSdew\nYUPs378fjDEwxvDXX3+hefPmRuhx1XCSZ6UFctNIZPkSAiGRpRpZQggh1ZCVlYVHjx4BABYsWAB3\nd3cAwMOHD7Xun5+fj9zc8t9zzp49C0B9qixdbGxsEBgYCABqJYU+Pj7l3peYN6OWFqxatQqrVq1C\nkyZN8Pnnn2PdunUAgN69ewtP4Hnz5iE7OxsBAQFo3rw5MjIysGDBAmN2u1I4GV9aYPxElimLwZRF\nACAshFBWjSwhhBBSHj5hdXZ2hpWVVZmJbGFhIZo2bYrAwEA8fvxYZ5uZmZnCYgdt27atVH8aN26M\nhg0bolmzZqhbt26l7kvMj1HnkW3atKnGdFsA1K52dHV1VVuaztwY5WIvHZTPygoAQCKzVX2nRJYQ\nQkg18AkrP+VW7dq11bYDqlFYfpUt/tqVqKgoLF++XGub/NKxPj4+cHV1rVR/LCwscPXqVdWiP1qW\nmSU1C63spWcSvrTAkCOyu3dr3cwnq5zEEpzUEkDJBRE0L/baPVl7O6QEHbE2BpM9XyYUI0CkOIl1\nTDUxNmIzsRgRTffu3QPwPIHlv8fHx6Nx48YYOHAgfHx8hFW1eCtWrMDbb78tlASUxM9gVNXSACsr\nq/J3IjUCJbJ6xhnjYi8da0TzI7Lcs+QVeF4jy5RFYIoiIcEFAD933WtNk2fKWI/b0Ez2fJlQjACR\n4iTWMdXE2IjNxGJEnisqKsK0adPw448/AtBMZPlPU7/44gu4uLho3F+hUGDNmjX49ttvNW7jE1lj\nT6FJTB+NuevZ8wURDFhakJCg+iqF8Rd6PSsrUP38PKlVytWL7xPSE5CQrtkOKUFHrI3BZM+XCcUI\nEClOYh1TTYyN2EwsRkTl4cOHePXVV4UkFniewPpp+ecjKytL7XcPDw8A0Jg7HlDNYrRp0yYA0JjJ\niJDSKJHVM6PMI9uvn+qrFD5R5S/0AgBOIgMntVHdXqpOtt/3/dDve812SAk6Yl0eRVE20k9/goKM\nC+J1xVTPVxVjpC+ixEmsY6qJsRGbicWIqEydOhWxsbGwsLAQtjVt2hQAEBYWhtDQ0DLvv3DhQgDA\n7t27ce7cObXb1qxZg8uXLwNQnweWEG0okdUzidQINbI6KIvV55DllVUnS/Tj/vFJyE74Bfdixhu7\nK4QQUqaCggLcv39f+D0zMxM7duwAABw4cADe3t7w9PQUlpGVSCTCiCovMjISW7duRYsWLXDx4kW1\nutiS876eOXMGU6ZMAaBKiIcMGaK34yI1A9XI6plRSgt04Bc9KFlaAKhmLlAUZNBcsgbClMXIT/sX\nAKAo0D7PIiGmSln8FI8uLYG9T1/Y1A4ydneIAbRv3x6XLl3CnTt34Ovri/Pnz6O4uBh+fn4ICQlB\nfHw8GGNwcnIS7uPu7o67d+/iwoULaonq0KFDAQCpqanCtpI/f/TRRygqKkJERAR27typc2laQng0\nIqtnz0sLTGBEVrjYy15t+/NFEWgKLkPIvXdM+JmPPSHm4mnKQTy+uQGZV743dleISM6ePYvx48cL\nU14BqtpVfmWtS5cuAQD+/PNPAMC1a9cAQFicyNHRUS2J5Xl7e6slsSXVqVNH7ffc3FwsWrQIhw8f\nBgDMnTuXklhSIZTI6hk/C4BplBbwI7KlSwtoLllDyrn9m/CzsviJYeunCakmRWEmAEBZlG3knhAx\nKJVKDB8+HKtXr0abNm1w69YtpKeno3HjxnjllVfUSgr4Ka327t0LAPD396/y48pkMsydO1f4fdCg\nQZg9e7bwe5MmTarcNnmxUCKrZxKpEabf0oEV8xd7lSoteJbYKuVUI6tvjCmRd/+Y2jYqLyDmRFmU\no/pOpUg1wsGDB3Hjxg0AwNOnT+Hn54c6deqgqKgIT548wYEDB4R9FQoF9u3bJySyHTt2rNZj/+9/\n/xN+3rdvn9ptdnZ2pXcnRCuqkdUzo9TIXrmidTNfWiDRKC3gR2TV35iuzNfeDilBR6x1URQ8evZc\n4CCzqQN5fhrkeQ9gYedZ/a6Y6vmqZIz0TZQ4iXVMZhgbZfGzRFZuoETWxGJU03z33XcAVB/1P3jw\nQON2/qN+AMjIyMAPP/wAABg9ejT69OlTrce2s7ODhYUFiouL1bbzF3sRUhE0IqtnplUj+6y0QGPW\nAiotMBR5nupjOqlNbcjs6qu25Wu+eRBiqhRFBk5kid7ExcXh77//BgDExMTgs88+w48//oiUlBRM\nmDABALBx40Zh/2+//Rbx8fFwdnbG119/LUoNa3x8PHbu3Alra9V75c6dO7UukECILjQiq2ecMP2W\nAUdk9+9Xfe/ZU22zUldpgY6LvfZfVrXTs7l6O6QEHbHWhU9kLWzrQWbjDgBQiJTIGvt8McaQfXMD\nip+mQmpdC85NR0Mis650jPRNlDiJdUxmGBt+RJYZqrTAxGJUk3zwwQdgjGHAgAFo0qQJPv74Y+G2\nkSNHYu3atZDL5cK2jEde4NkAACAASURBVIwMAMDHH38MV1dXUfrQtGlTNG3aFNu3b8f58+d1XhxG\niC6UyOqZxBilBdOnq76X+khOmLVAVrq0gJ9HVj2Rnb5d1c6V5vTRnk46Yq2LPE+1JrnM1gMyG9VV\nu/L8dHG6YuTzVZBxDg/PzRd+t7CrDwff8ErHSN9EiZNYx2SGseFrZJmyCExZDE5ioXNfcTplWjGq\nKaZMmYKDBw8CUC0hW1r79u1x8+ZN/Pfff9i5cydWrVoFAPD09NTLR/99+/ZF3759RW+X1HyUyOoZ\nJzOdi72EWQtKlxY8S2z50gOiP8XPRmRltvUgtXEDAMjzakZpgTz3vtrv/NXtpGbhSwsA1T/HUkvN\naZeIaXv8+DG+/141fZqfn5/WJWUB1apaDRo0gI2NjZDI/v3330IZACGmgGpk9YyTqEoLlHLjJ7KM\nv9iLpt8yGj7Zk9mJPyJrbKUTV1OoCyfi40sLVD/Ta4Y54lflAtQv5tKlc+fOOH36NHJzc/Hyyy/r\ns2uEVBqNyOqZxKRGZJ/VyGpc7EULIhhKydICqaUzAPFqZI1NUZil9juT5xupJ0SflKVGZIn5+eWX\nXwAAixYtgpeXV4Xu06ZNG312iZAqo0RWz4xysZcOupeo1V4jS8T3/GIvD0gsHFXbakwiW3pElhLZ\nmoYxpdrrBKPXDLOTmpqKo0ePAgDefPNN43aGEBFQIqtnzxNZA47INmqkdXP588iqvyk1ctfeDilB\nR6y1YUq5kLTKbOuBs1D9Q6EsfgKlPE/jH4xKd8XI54sfkZVYOEBZ/OT5iGwlYmQIosRJrGMys9io\nXiPY898NMSJrYjEyd1u3bgVjDMHBwfDx8TF2dwipNkpk9UxYEEFZBMaU4DgDlCVHR2tsYkwp1Mhy\nFayRjZ6s2Q4pRUusdZHnpwNMCXAySK3dAE4CTmYLJs+DPO8BLB0bVK8rRj5ffCIrs6uPosfXn9fI\nViJGhiBKnMQ6JjOLTcmyAsBAq3uZWIzM3a+//goAGD58uJF7Qog46GIvPeOn3wIApigyWj9KTl6u\nebGX6iNuZfETMKXCoP16kciFGQvqgJNIwXFciQu+zL+8gC8tsLCtB4BqZGuikhd6AbQogqlgjEGh\nKP+1Wy6XIy4uDgDQk+blJTUEjcjqGaeWyBYAMgNMW7Jiher7pEnPH7s4j++QUO7Ak1q5AOAAMCiK\nsiCzVk0LteKIqp1J3SaB6KAl1ro8T2Q9hG0ymzoofnIHChFmLjD2+VKWGJEFSiSylYiRIYgSJ7GO\nycxioyg9ImuI0gITi5GpUSqVeOONN3DgwAFMnDgRGRkZcHFxwYABA9CmTRu11bcSExNRXFwMGxsb\neHt7G7HXhIiHRmT1jJPIAE4KwIB1sitXqr5KeH6hl53GsoKcRPYsmQUUBY+eN3NkJVYeUW+HlKIl\n1ro8n7GgnrBNzBFZY54vxpgwIiuzUx2fcLFXJWJkCKLESaxjMrPYlC4tMMjFXiYWo9Lkcjnu3Llj\ntMdfvnw5tm/fjqysLCxatAirV6/GF198gXbt2uGll17Cli1bAABbtmzB+PHjAQCNGzeGREJv/6Rm\noGeyAfCjskojzlzw/EIvO623S61Uyw2WTGSJuPg5ZC1KjMhKbVXL1Jp7aQGT54EpVaUzFralRmRJ\njaFZWkDTb82fPx8NGzbEN998Y/DHvnTpEj766CMAQFhYmNptlpaWuHHjBoYPH47x48dj2LBhwpyx\nzZo1M3hfCdEXSmQN4PkytcabS1aYQ1amI5G1rgWAEll9KtZRWgCY/6II/GgsJ7WG1Fo1uk/Tb9U8\nGqUFhrjYy8SteFb6MH36dCQlJVXoPrn3jiFpXzju7umFh+c/w5MnT7Bs2TKkpKQAAP7880+EhYVh\n2bJlyM7OBgCkpKRg8+bNGDVqFDiOA8dxaN++PYqKihAeHo6///4baWlpyMjIgEKhwMOHDxEWFgbG\nGFavXq32+D169BAxAoQYF9XIGoBRpuAqhZ+RgNM1IssnsoWUyFaXPD8dD89GofhpCiSWjqjT7gtY\n2Hs+r5G105LI5qUZpa9i4RNZqZUrOKkNAICZwGp22kjB4G3FDDeLSA2iMWsBXewFb29vZGaqnv+T\nJ09GtI5ZFvLz81FYWIjr1y6jdtosKPNVrwdFj29g1c93sWT5Gqxfvx5xcXEIDw8HAOzbtw9RUVHI\nycnR2mZBQQFatWqFtWvXguM41KlTR7jN0dERX3zxBfbt2wfGGL788kvs2LEDt27dQr9+/cQMASFG\nRYmsAZhCIqtreVqe1IpGZMVQnHcfqYfeRPGTRGFbxsUv4BH8nfYa2Wejs3ySa674qbekVi6QyFSJ\nrKmOyPavJcfw2sXIubUdTn5Djd0ds8KXFnBSazBFASWyANLTn3+a8ueffyIlJQWenp5q+8TFxaFj\nx47Izc3FkO72WDDWDelZckgkHNycpDjw50YAQHx8vMaorq4klm+3efPmGtc98AIDAxEdHQ2lUonw\n8HBMmTIFcrkc9vb2WvcnxBxRImsABq+RDQ3V2CRc7FXOiKy8xIhsaIBmO6SUErFWFOUg9eBQFD9N\ngszOE67NJyP91Ed4mvQXcu8NgqIgA0Cp0oJnF0bJ89LAlApwEmnVu2LE8/V8RNbl+dzJfI2sluej\nMbV3dwdYKoqe3K56I2Idk4nFprznEF9aILOti+IniWCGKC0wsRiVpFQqhUTW09MTKSkp2LdvH95+\n+21hH8YYpk2bhtzcXFhacHg3QrU09ao/s9GzjR3cnKTwrmuBuNuqGvOSixSkpqaidevWuH9f9Y/u\nH3/8gYiICADA2bNnERgYWG4f+/TpI/xsbW2AWXMIMTBKZA3A4DWyWi46UD77mFci1b56lLYa2W+G\nGP7iBbNTIta5qYdVSaytBzxf/RUWdvWRdz8GT5P24N4x1Rubde3WkD2LNQDIrN0BTgYwOeQF6WoX\nglW6K0Y8X8KqXlau4IQR2WfPdyNcBFOWwNqeyE9P1fiYvFLEOiYTi015zyF+RFZmWw/FTxINMyJr\nYjEqKSsrC3K5HAAwePBgfPPNN7h48aLaPrt378bRo0dhZWWFk7tnwe7RBsCyNtz8X0etejcB/Aef\nOupvxXZ2dti5cyfq1auHI0eO4LfffsP06dPVRl79/f31fXiEmAUqEDMAobRAbrxZC9izj3k5HfPY\nUmlB9fHlATZ1OsDi2VyqroHvAeAAJgc4Kdxbz1e7DyeRQmZbV3X/3HsG7a+YSo7ISp7VyEJZDKYs\nNmKvtJMXPASgWgCEVI5SGJFV/cP1os9akJycDABwdXUVEsuSU3H98ccf6N+/PwDgww8/hCs7DwCo\nHfgu/p+97w6Tosq7PlXVcXImzcCQw6CCCKgrKiJg1pVdX1FRWQyv6PqC8VV51QUxi+gqq66r364K\nYlgWTIDLggkQkCAZBoGZAYbJoXNX+P64dW9V5+qenmHAPs8zz0xPd1ffrq6uOvfc8zu/efNfw6jz\niVd1UO9sAIDJZMLy5ctx9OhRTFCV6IEDB2LWrFlIS0uD3W7H/v37sW/fPqSnh19dSwTu2s04vv4h\niKnzfwonIVJEtgOgtantICI7cyb50UFWl3n1DRr0MIVRZGcunomZi2eGfXwKKnT7WnSTgi2TvSu7\n25rdH5mlZCkwZ+BUWHMHh2zCTO0FEYis6K5Bzcb/g7dpT/ShnMDPS/PIaoosoKqyYY7HEwlHC/Eg\nyr42ENlkvadOtm9iHUN6awEQ2ta6fQbVufaRHuvXrwcADB8+HL17kxbT27Ztw/bt29HQ0IA77rgD\nAJCWloaH7r8b3sYdAID0EtJVy5xBbASXjxuO48ePo7W1FRMnTkRWVlbE1+zXrx/69++f1PfRuGsB\nWn75GI7Kr5K63RRS6AikrAUdAKqCyh1lLVi5MuRf1NbA60iGHkyR1XlkV+4M3U4KQdDta9FFsmBN\naV0CHlI06mlkll6NtK7nhd0ELf7yu46Evb9yxTUQXcfgazmA4nELIw/lBH5e+mIvjreAdopTRE/Y\n4/FEQRY9sIIsBUv+NlgLkvWeOtG+AWIfQ9RaQNsQd4gim+R9NGXKFGzcuBEDBgzAfffdhwsvvDCh\n7ciyjPfeew8AcN555zEie+TIEZx++ukBj/3ss8/AO3cCigxzRimzEJkzSwEAiucIioqKEntDSYDf\nSWK/ZG/TCRtDCikkihSR7QDwPLUWnMjUAvLaNBopGNQjK/tbIUte8EFtbFOIjXCKLADwJhvSu18Q\n8XmmKIqst3EXsyz4mvcna6hJh0ytBbY8knFpspMmCZ0suYAW3AEpa0EioCq2YCekq0OKvZKIvXv3\n4v3332d/b968GWPHjkVWVhZeeOEFpKWF1hBUVFTA4/FgwIABAf//9ttvsXbtWlitVkyePDliy9d+\n/frhoosuQu1PTwEA7F3PYfeZM8hzJE8dZL8DvPnEpAnQZi2p70QKJyNSRLYDwJlOfPwWjUKKRFB5\nSxYrOvI1l8Nx+DN0Ncuo9qfcJ0YhRVBkY4F2wqLxXHrUb3+F/S3YCtswuvaF3loAALxghyS6mKWl\ns0BS/bFAG60Fv1JQexSb+IpOKIoSMf6ps+Czzz6D3W7H5s2bA/5/5MgRRmxzcnIwd+7cgPtFUURZ\nWRkcDgeOHz8eoJrSLlm//e1vMXDgQAAkceDw4cPo1asXJk2ahHnz5rHMVtfxtQCAtCKNyAqWLAjW\nPEjeBvgdFbDmdnzHLdnvZEp7cMOLFFI4GZBiKR0A5pE9gS1qKYnmIlgLOI6HYCMk5Pi6+9G4+01M\nLep8hTqdFYossSKiYEU2Fqgi6w9SZGXRA2fV1+x2Z25WoS/2AjQ7jdE2tb7mA6jf/mq7d4oS9US2\nLdaCXyEURYEikYgo+jkDygmdoBtBdXU1rrrqKowfPx7z588HALz22mv49ttv8eijj2L06NEAgKef\nfhobNmwAQIq0unXrhhEjRsDhID7g22+/HVVVVRBFEbfddhueeooorGPHjmWv9cUXX2DixIn49NNP\n8dJLL6GmpgYvvPACJG8jfE27AQD2LmcHjI/6ZH2th9txL0SGPsM6pcimcDIipch2AGhqQYd5ZMNA\njmEtAIiaJrlr4GveCwAYli7BwikdMr6THZKnDlAkgBMg2Arieq5JTTgQnYEeWaLQavtf8jR0ym5U\niiJDUr11ekUWMH7MH1//IDz1W+Cp34oeF77TPgMFILk1a4EieVM2mngg+0GPR8GSA+qDlv2OiN77\nzoCff/6Z/U3zWK+66iqUlJRgzJgxmDNnDkaOHInNmzdj3rx52LlzJ3bsIEVZ1dVax71ly5aFdO2a\nPHkybrnlFna7rKwMy5cvZ7cLC8kqirvmRwCAJbs/TPbAlRVzZk946rfA7zgxRNavWwlKEdkUTkak\niGwHoMNzZKdPD/mXwqwFkQOxBV2+KQBYeeCRsy9J7thONaj7mvljbYVxNzWghR+yvwWSvxWCOZNs\nU1VKzBm9yEVOESH7WiBYc8IPZWzo594RkH0thMSDEhyAMxGvoSK6wx6PwfDUbwEAuI6uhiy6wJvC\n5x23FXpFFiAX7oSIrIH31KHbSRKiHUOK7GN/c4INnCkNiuhMasFX2IlaG/fR9u3bQ/5XUlLC/uZ5\nHtdddx02b96MxYsXBzxu7NixWL16NQCgR48eOHr0KBSFkPmHH34Yzz77rKExuI6vAwDYi84Ouc+c\nTsYSPJGNF4lOcgMU2ZS1IIWTEG0msg6HA2vWrMGAAQNCzPApEGjWAl+MRyYJd98d8i9W7BUhRxYA\nTFaqJHKwdz0X7uofcEGepT1GeOpA3ddiJamsFuL0xwIAb84Ab8mG7GuG6DwGISeYyPaE5G0kRNdT\nH5HI3j029HPvCFBbAW/OBCeQ44VnSR3usMdjMAR7ESQ36ZDUcvCfyOl/U/uMVVfsBag+2TgVdACG\n3lOHbidJiHYM6c9fnGABb0qDJDqhJKkpQmvFlzi+/iEUjZyNrN7X6gaV2D6SZRn33HMP3nrrLQCE\niB45coTd1iM4ZQAg7V1XrVoV4P+tqanBddddhw0bNmDq1KmGx+Kp3wYAsBeNCrmPt5CorbZEmdVs\negKOiq/QY9wHsGbHF81FC70AQEopsimchIh7+jZ58mS8/vrrAACPx4OzzjoL11xzDYYOHYolS5Yk\nfYCnArQWtZ2g2CvKEqApg/QHz+h1BfKG/DcAwHlkFRRFbv8BnuRgimyCnbloBJdelaGeWVN6N+Zf\n7ow+WX30FgW1sBjxyCqyFJBf3LzvH0keoQbRHarIpmAMMs3B5s3gOJ61u06Gr1nyNqL6+7uhiE40\n7v5rm7cHAFu3bsVf/vIXSJKE8ePHY8OGDWhubg5oH0sxbtw4TJ06FS+++CIkScKhQ4ewadOmkCK2\noqIirFq1CjU1NazAywhk9TtC83f14E3qfmyDst287x+QPLWo+vo6phgbRcojm8LJjrgV2dWrV+N/\n//d/AQBLliyBKIpoamrCu+++izlz5rAuJiloYJ29OorIXnUV+a3zc2nxW5EV2dxB02CyFSKzz7Xg\neSs8Cg+bpw6+lgNxz/J/NVD3tTibZMSa7PErsgBgzuwFX9Nu+FoPIh2keIReYExp3SHYCuBvPRS1\n885Vr5GxLLtnWcTHtAeYIqsnsvo2tWGOx8Dn1zNrAgD4msvbrRJeCrEWJLiUGuM9dfh2koRoxxBV\nZElOsJ6AtZ3I1m19nv0dEkGV4D6iaQTnnnsuVsbIorVYLHjnHc2b3atXr4iPFQQBGRnxxWRJvmYA\nAG/JDrlPs+EkRmT13fNkXxNaD/4TWX0mGX6+Pi0lZS1I4WRE3IpsU1MT8vKIOrR8+XJMmjQJGRkZ\nuPrqq7Fv376kD/BUAN/RqQUHDpAfHVhqQdRir1zkDLwFgrpEXOsjM/tU29ooUPe16KKKbHyJBRR0\nokAL7QDtAmNK6xa2YUXIUGoO4EDNgYj3txfocr3Jqnms2TEvusMej3qIbhJbxjFfrBLgx0wmqCLr\nV0UrKdEIrhjvqcO3kyREO4bo+Yt6ipki20YiK/sdaPnlI+12cCh/hH20efNmbNy4kd3etm0bSxgo\nLy/Hyy+/DIDkuJ5IKIrMCKIQhshSP3iiiiz9/lA0xbmioS/2UiRPx1ngUkghSYibyJaUlODHH3+E\ny+XC8uXLWT/opqYm2GyR1b5fMzpckQ0DzVpg/DNqlYgiJvtS3V5igV5MElVkLdnEX+5r0poeaIps\nN1aI1xknFaLqbaUh+YCmyBppiEA7otEYIvK85H9XFEVhimy1Tz22U0uphkEnF1SR5UzJsRb4HRWA\nzr4UXJAXDgcPHsSIESNw/vnno7m5GR9//DGGDRuGmWor261bt7LH8vyJTfkg3lcycwqnyPJmSmQT\n2496jysQ3/laUZSQ56d8simcbIj7G37vvffihhtuQM+ePVFYWMja+3377bcYOnRossd3SqAzxG9R\nr2I0a0EwHCqRpR7IFCJD88gmpsgyItu8n3nc6AXGnNYdppOAyOpJPIvfMtDNjhZ5mdN7kKYcMJ4/\nGw8U0ckI8hEfOfWlllKNgyqyWkEfIbJtKfb6z3/+g68/JxYA2uVK9jVDjrB6dfDgQTz55JO47rrr\nAJA6jffffx/XX389AODtt98GADQ2auesGTNmJDy+ZEBWbQWcYA2bkKFNCBJUZNUJL68mhsRDiGVf\nM5ts0glKanKXwsmGuD2yf/zjHzFy5EhUVlbikksugSCQqKGePXtizpw5SR/gqQCuo+O3gqAoMlNT\n+CjWgmC0qrZFKdV/OyYowTQl2H3LklkK8GbIogOi6yh4cyZkkSyTmtK7sXzWTlnsxYisXpGl1oLY\nF2e9ms2b7KRNcjsQWVG1QLhloFFMKbLxgimyzFqgKokJKrLl5eUYP348pkzIwGNT8mDNLYPfdQyQ\n/ZA89eDVRiF63Hvvvfj8888D/nfPPfcE3PZ6vSwv9rbbbsMZZ5yR0PiShWj+WECzFiTqkaXWAEtW\nX3jqforru0PtS4I1DxxvgeiuTn0nUjjpkNCay9lnn43f/va3qKmpgSiKAEjA9JgxY5I6uFMFml/w\nxHT20hPoSJ29woFaCyRfSpGNBoVTmLLHR4jGigVOsMCS2RsA4Gvap1NZssGb0liThc6syAq6oHet\nIYIBa4FKZAV7UbvacChRcEscnOokLXXRNg6myIYUeyVGwJYsWQJZllFcSPQUU3oJTOw4r0VLSws+\n/vhjHPFrxUx6Equ/3lxwwQXs7zVr1uCJJ54AAHTrlliKSDJBFdlw/lig7UVz9FxhyeoLgKxmGE2a\nYYkjtgItBiy1SpHCSYa4FVm3240ZM2bgnXfegaIo2LdvH/r06YMZM2agR48eePDBB9tjnCc1tKKI\nxHMC48K8eQE39TN0Lo7w9/PLLgeql0L2NidtaKcc5s2DLDuAxgcAaA0BEoElewB8zfvgbd4LqBX7\nNM7LiEd23nXzIt7XnpDCWAuYR1b0hByPwWDWhLQurBixPWw49HuQmV6AsSXnAdVLEu8tH+M9dfh2\nkoRoxxBLLaCKLFsST+y8tnTpUgBgRLbBZYHdVgjRdQyiuxZX/24G1qxZg+F9++Knl14CByAvLw8N\nDQ149NFH8eSTT2LFihU466yz0LVrV4waNQobN27EdF0Dhc5Qt2FYkZU8UGQp7oYqjMhm91X/Q9oG\ncwaailDyzJvSAbWZQmpyl8LJhrgV2cceewwbN27E119/HXCSGDt2LBYtWpTUwZ0q4M008LqDThAT\nJ5IfFcwDJVjj6vwyqISEd6cU2SiYOBHSb4YDUBsC8In3GLGw5IL9usQCsrxKUwvEKNaCiUMnYuLQ\niRHvbw8oisyKc/TWggBFNuh4DAZLfFCtBUD7eGSpcpielo/BJWeR/yX6nYzxnjp8O0lCtGMoWJHl\nzIkrsrW1tVi7di0AoE8xIVzvf/RvNKqc2NlUhTVr1gAAthw4gB9zctDU1ISGBhL19sgjj8BsNuOK\nK65A167El967N1nR+OWXX9jrXEWju04gmCKrXgeCQfcjAMhS/PuSeekz+2jbMfiZUF8uZ04Dr3YU\nTDjJI4UUThDivur+85//xKJFi3DOOecE5DyWlZXhQCeKkelM4C3kBKFIXiiSjxVLdBSopSFa9FY4\n0GXyVLFXdFAPMd8GNRYArDkkYN3XtA9mlcCamSJLPLKytwmKLLaJMCcTkodmwHLM/gDoPbKxCale\n0W1PP7nWptnOLtqpZVTjCPHItqHY6/PPP4eiKBg+fBhKipwA/Fj4ySrY3Fm4bmwmDuzZFPD48vJy\ndr3p2rVr2BzX0tJS9nfPnj2xe/dupKW1T6vjeMAU2Qi2I463AJwAKBIUvwtQj02jYB0A07uDE+xQ\nJLdhvy19HG9K1xr3JJqtnEIKJwhxK7I1NTVsBqyHy+WKu6PIrwX0hA+0rQ2hYZSVkR/6muwCHt8y\n2+0L7yPP95181gJFFuGu3RSx+jlpKCuDdNsNAAI7WyUCpsi2lMOvdvgyqQUvgiUXAAdAiTixKHu8\nDGWPl4W9r71A46wEW34Aueb0imzQ8aiHIvlYARtRZHWtbZMMai34sWIbpi8mFqiEFdko7+mEbCdJ\niHYMhaYWJF7sRRsU/P6aiTBxxAOrWLugrpmYlzeuXRHw+Or778f27dsBkNax4UAVWQCYPn16pyCx\nAKJmyAIAx3G6LNn49qUsebXvT1r3uDNpNWtBGgQ2uUspsimcXIibyJ511ln48ssv2W06S/7b3/6G\nc845J3kjO4XA8SbmV+own6wOLHorjgxZQFfsdZIpsrLkRdWqyaj6+vdo3PVm+7+enUzgIl2ojMKc\n0Qscb4EieeCu3QBA88hyvNApkwvEMIkFAHQWgejKKssM5c3grbm61rbtUexFvgdeOVXslQgUmVoL\naGoBUUUTsRYcP04K/Ib0I5YZwV6EXw5W4oyzSFc7XiaT59xcMjmsFsWYRPbyyy9Hv379MHHiRNx1\n111xj6m9EMsjC0B3fYhvAkfVWE6wg7dkx70dWafIsmKv1HcihZMMca9PPv3007j00kuxZ88eiKKI\n119/HTt37sQ333yDb775pj3GeEqAN2dAEl2QfK0wd/Brywa6eoWDPn6rvVqGJhuKoqD6+3vgqSVL\nk96Gn9v9NSWVyPJtVGQ5XoAlux+8jbsgUkU2Tau6Fmz5kLz1nSq5gCUO2AKJLFumjKGs6okwx3G6\n57VfsZdHAZwyTeRILaMahVbspSqy5sSLvZqbVaKa5gVcgDm9GABw0YRJ8O7agoIsUvD0+9//Hm+9\n9RZeamjA4K+/BgAMHjw47DZLSkqwf//+sPedSGipBeE9sgBRRCXEb9NgTVPSuwUou0a3QxVZzqTZ\nbaSUtSCFkwxxK7LnnXcevvvuOzQ0NKBXr15YtmwZsrOzsW7dOowcObI9xnhKgHnyTsBsV0nQWkAV\nWSjiCVGSE4HorobzyL/Z7Y5ot0iJrJBg9JYetoIRAbfNuizNztjdi/lb0yIpstGJrBTUEY2Pw1sb\nL+j3wCcDLjWdSPa3pixRBiEzawH1yKqKbALntJYWQpYyLYRImdNLAACF3UljkIIcQmSHDx/OnrN7\n924AgV7YkwGyAUU20Sgz0am1sSbboY1IjHpkacfHdFbLkbIWpHCyIaGKkWHDhuGDDz5I9lhOabBl\nuBNBZNVl2ngyZAHAp3DwyoCVB2RvM/NQdWaIjsqA2x1hi5DV3dqW6C2K/DMegKfuJ3gbd5Ft6iKt\nOrW1IFiR1UUKRX2+ixJZ8nxmLWgXjyy5uHtkDk42SZOgSG5DUUW/dgS3qGXEJ4FzGlVkbTz5bcog\niizNIi7IFnDrrbdi9OjRsJg59CgQcPAYySzv1atXmC12XlDVPyqRTbBNLSv0UotDWZcwo9YC1d/M\nm9NYqkKq2CuFkw1xE9mjR49Gvb9799BuLClAM9J3RLFXEOgybbyKLEBUWSuvQPI1woziZA8t6fCr\nRJYzpUMRnZC8ouAnfQAAIABJREFUDe3+mslUZAVLFoovXoyaTU/CnN4joKUlVWTFTqTIas0QghRZ\n1qLWDVKkFv35JjspIGWKUrs0RCDb9Crkh1aKy74WtiT7a0NdXR3mzp2L4uJi5Ofnw9fkgyUnfKoK\nLfbiWWcv7ZwmSRIaGxtRUFAQ+BxFQWVlJYqLi8Hz2gIgVWTNSj0UAOYMosjShggZdh6vvPwcsnKK\nsGlGL9iGAV+ud2L23+tRUlKSvB3QAYjVEAFIvE2tn1oLghRZ49YCF3t9PlXslcJJiriJbHFxcVSv\npCRJbRrQqYoOVWTVoHGKRIu9lt6zFMr6OwDHwZOm4ItW+9vyT4f7+Lr2H/fSpZD2PAS0bAFvaZtH\nloI3Z6DrOS+G/J9myUayFiy9Z2nY/7cnwjVDAHTxW5Ibyr9WRjxnMI9tGnk+i99qh2IvmtE5aeQN\n+F2fKeC+/T1kXxMkfytMCE1iiYqlSdrXydpOBFRXV2P27Nk4ePAg3nrrLeTl5SE9nZCmuro6XHrp\npdi0SYu6Ku5ZjE/XfBp2W8GK7KHKWnoPJl48BqvWrMPKlSsxfvx4AMCuXbtw//33Y/ny5Xj44Yfx\n7LPPAiAtZL1elRT7aiBB88hypnQWIWU3kWMg/awcSGITLjs7HdnpfKdochAPjBR7xettpRCDiGy8\nxV6KLrWgLQp7CimcSMRNZDdu3Bhw2+/3Y8uWLZg/fz7mzp2btIGdatCaInSAItuvX8BNmTVEiM9a\n0K+oH6rSusDtOHjSdPfyO4kia8s7De7j66BIbsiimykVSUe/fpD3kwt8MhTZaNDad9aFH0pRv7D/\nb09oimphwP953bGm9C6JOIliF2Ibeb7RIrFEQCd0BdnFyC3qh0OWLMi+priyZGXRBUUWIfSLb19L\nngbU/fwisvv+F2z5Z2h3xLkdo9i8eTNee+01fPTRR3A6CVnp2bMnAGD8+PEoLS3Fxx9/jKampoDn\nVVVU4Yw+Z2D8+PEoLCyEx+PBs88+i/79+wfEb23duhUjR47Ez+/0gEngsGMbSdmYMGECdu/ejYUL\nF+Kpp55i/uNVq1YBIJ0hJ02axF5P9qhL46oiy3EcTPZC+B0VEN21EOxdIInaueec0/OTvq/aCm/j\nLjSXL0Le0HtDvgeKIrOl+miKbPI8spQQG43f0qUWqNeoVLFXCicb4iayI0aMCPnf2WefjeLiYsyb\nNw+/+93vkjKwUw0dqsiWl5Pf6kWSLQnGSebKa8qhqBkLJ0t3L+qRteQMBngzIPsheRvAm3q0zwuW\nl0NyqlmqSfDIRgNVLWknrJCh1JDPvaMIrSJLOkU1UNHkdDYWZf8uwJwVQtoU2Q9P/TYAgDWXVKIb\nje1KBFSlqnM7UF9TDkucBZiKIqPiy8shi60oHfp38LzVMBFtPfwZWsoXQfI2ovuYv2h3BH1Xk4Vb\nb72VxVUF42u1+h8gLVyXL1+OCy64AHPmzMHjjz8e8pj6+nqsWbOGFU463X78sOEHiKKIVpeM3EwB\nGWk8jjeS1Th9qkDfvn1x4MABbNq0CZdffjlcLhfr2FWYI5BzE8cHpXMQIit5auF3VADQivF4xQ1F\nkePqUNjeqN/+KpxVKyD5WtDtN68E3Cf7HYBCKguNKLJxe2Tdale8ICIbd46sOS2g2OtkSalJIQUg\nwWKvcBg8eDA2bNiQrM2dcuA70iN79dXk986dAHTWAp3f0tBmXrsa07t6MSFH617V2eF3VgEgCo9g\nzYPkPg7J2whzejsR2auvhvSgC7C0PX4rFuh7oO8xZCivkc995+yd7ToOCslTS7p6cUJosRcvkExc\n2Qd56o0QWnl2PFJ4GnZAEZ3gLTmw5AwizxM0S0KyQbc5/z9vYE3L21hx/ukAjHsCRedR+B2HAAC+\n6ZNgOyaEvKeIz1VbDlMrBkPQdzUZqK2tZSR26dKlKCoqwpIlS2C32/HMM88gKysLt99+OwYNGoQx\nY8awRgI33XQTnpz7JGxdbJg/az42bNiAt99+G9988w2+//57yPt2oJsNePyJp7DlKFF3HW6VyNpD\nieWZZ56JtWvXIi0tDbIsB+SPA0C3PJJMYLIVgeO1UELaIU501wIqYbXUcPAVKQAUyP7WNmc2JxO+\npj0AAMfhz+Atm8469AFaMwROsAb43YPBiiPj8MjKkpf5b01pNPUjTiLr1zyyrIWuIkKRPHEXB6cQ\nGY2734IpvRiZPS870UM5JRE3kXW5Ar8giqLg2LFjeOKJJ9CvnZbJTgUwRVa9aIruWiiSF5xgDVmO\nSjZkXWvOeNGiVnfLvs5PZBXZr2vXWAzBmqsS2fYr+JIFBYpaG9Pu1gKVyMq+Jsh+J8vxPFFghSb2\nLuB4IeR+zmSH4vNBiRCc7D6+DgBgLxrNFDYtPii6IqtIPjTu+Sss2QOQUTze0Hjpxd2rCnw0AN7o\nUqq3ea/2d6EC2zFDTwOgeYElT/sXH65evRoAMGTIEFx11VUAyKoZADzwwAPgOI75ZPXo3bs3Bt4/\nEOCB22+/HbfddhsWLVoEp9OJMWPGYMF9Reg2Ig0ujx/bthEl3eMnn1umncOUKVPw/PPPY+3atZg1\naxZefPFFWK1WXHbZZfj8888BEHuD2+1G165d8dAdYwB8yVYaKOj5UPLUscmHpZaHv5sZiuSB7Gvp\nNERWFt2qagwAChq2z0c3neIu+Wj76ujjZakFknEiS7vqcbyF2QK4OIms1qI2jTw3oAAyRWSTAW/T\nXtRteQbgTLDlDYU5o+eJHtIph7iJbEZGRtglh+7du2PRokVJGdSpCL2Rvnn/QtRsfIzdVzhyDnL6\n39Rur00jkBKZYTtOou5eousYoMjgeAsEe6Eurir22CVvE1EheAsEW17I/YqioHHXG/C3HgRvzkTe\n0HsgWHNZ9BY4nqnu7QXBnAnekg3Z1wy/8wisOQPa9fVigaqM+mVhPXjBDhnNkGMQ2bQuWkdATZGN\nTGRlyYsjq26Ap24zBFuhYSLLUgvUZgjxZjv7mvZpfxfKhp5DQb3EHRGd9tFHHwEArrjiipD7MjIy\noj6XE7RzO8dxKCkpwZ49RHG0msl9Zms6ALKy1LP3YMC3Dxl2HnfeeSe6du2Ka6+9Ftdeey3bzocf\nfohLLrkEW7duxffff89SB5r2/QO1m75kiRUUguqXFj21gLrfLA0c3JYsSG4PJF9LhzeViQRfSzkA\nha0+OKq+hiJLbGJnJLEA0Lf7jYPIulVLk72QXZM1a078LWo5jgNvzoDsa1a/E12iPzkFQ2ATHUVE\nw47X0OXs50/sgE5BxE1k9d4pAOB5HoWFhRg4cCDM5s5yeul8oIqs5G+F8wgpfADHA4oM15HV7Upk\nqbrFJRi/BUS2FojuGjTu/itk0QVesCJ7wM2wZJYmPNa2wO8gS+6mjGJwHA9BXeqXYyiyLb98iuPr\nHwT14qX3GIeikU/BpPN9uqq/Q/027QQk2PKQV3a3Fr1lyekQ3545vQe8vmaIzqoTT2SdgRXTwWDJ\nBebQhgOy5IVb7b5mD0NkoxV71W97AZ66zQA0VcoI6Da9KgelnZaMWgt8zW0hskSRlf2tkCVv1GVm\no9i7dy/effddfPrpp7DZbBgxYgTy8vLw6ackdeD6669v82voz+kWEzkX3HHn3bjt4THYsWMHcgu2\nwHV0H/7y2osoHfmbsNtIT0/H6tWr4ff7Ybdrk2mWIRyiyBKbiuiogiL7yTgaeAiWbEjuGkYOOwPo\n5Maadxo8dT8RNVN0MOJqJEMW0Oe/GieyokpkaaFk4HZiW3MUWdKJHIRI8+YsyL5mSKnkgqSBFuQB\nQMvBfyJ3yF2wZPVO+uv4Wg6i9dBS5Aya2mlWLDoKcRPZcePGtcc4TnnoPbK0WCdv6P+gYfvL8Da3\nb1tF1tkrzvgtQNemNkKxV9O+v6Npz9vstuRvRdezXzA+NtmPpr3/D+nFE2DJbFvQOU0soF2CKJGN\npci6atYDUNjEwnlkFSrqtqDnZV+xi6rjMFka5QQbFMkDbyNRqWSb2p62g04cpvRieBt3sZixEwl9\ne8xwoCkZ4RRZx+HPoUgeCLZ8WLL7s/8bKfby1P4UcNto8Y+ia1EL6JJEDBKjQCIbXzcwyaV5YyVP\nPXi1Y5svT0bzcBHKpieQ3n0s0rtfaGh7zc3NGD58ONxujbDs2LGD/d2/f38MGzYsrjGGQ3a2dlxb\nLYTI9iguRd+zLsSFF16I6h9mkMdlRBcxTCYTTKbAyw0rVApSZK25QwAAnsYdLOrL0sDpkl86T1U9\nPSasuUPgbdwBRfIGeHip2k/HHgmJxG+JHk2R1bZjPEdW70OnqQmCJROiE3EleaQQHXTlCgCgSGjY\n8Qq6njs/6a/TsONVtB76F3hLJnIHTUv69jszDElIX375peGfeLB//36ce+65GDBgAEaNGoVdu3aF\nfdw333yDkSNHoqysDIMGDcK6deviep3OANbH2l0DUSVcmT0vBwCIzkrWYaU9oBV7JW4tiBS/pcW/\ndFdvx2EcBNB6+HPUbXkax9c/EPfYQsaiKrI0k9KotUBykzirolHPoOdlK2DJ6gfJ24CGnQsAED+m\no3IFACBnwC0AtAuYlEabIbRvoRcFLfgSIxR8dSToCdocyVpAL6pBimxrxZc4/uPDAIDM3tcGWJW0\nzl6RiawU5NemqRyxwBRZEXD84oDIEfJgxEOtyBJ8zeXstpilQLIaI7Oy3xHQ4ln/evUX+NF0tojm\nff9A9doZhrYHAFu2bIHb7UZBQUFAG9fzzz8fF1xwAebNm5eUqvOXXnoJ48ePx5YtWzCgXykAoGt3\nzePXluzRSIqsJWcgwJshextZC2NzA695mjsRyaIihCVnYEgdBBCY0xoNicRvSUyR1Qot+ThyZNlr\ncbzWdvgEtlI/VeFXr5GZpdcAIAkm7eGV97ceIr9bDiZ9250dhhTZcF6rcOA4Lq6GCHfeeSfuuOMO\n3Hrrrfjkk08wbdq0EJJ69OhR3HLLLfjqq68wePBgeDweeDzJj+Zpb9DOXtQjJ9gKYMnuC8FWAMlT\nB1/zftgK2q6gAAipgGadveL0yO6cvRPe5v2o+GJCREWWqgL2otFoPbQkrqVeQOvE5andBL/zKMzp\niXeGo4osa3fJFNnoJw2ay2qyFcCaMwCFZ/0JR/5zI1rKFyF38B3wNu2G7G+BYCtEdv8b0bj7Tfha\nfoEi+SA9/ydgwyPtHr1FYWLJBaGKbDLSCiorK9GjR4+ALkyRoHUVCv+ZMVL68gtAKSk6UhQFtZue\nBBQJmb0noeCMhwOeQ1cNolkLgm0usugydGxT3+DQ2rOw8oMP8DT3Ou651BiR9TsOQ5F94AQbeEs2\nJPdx+Fb8A0a+UWJQUoG+oYU45nSgfgt5H77mAH9lxPehKBg7diwA4JxzzsE111yDadOmIT8/H8uW\nLQtQUeNF8DE0atQorFy5EgBwqCoN/pbA9BMtVjD+NJZIiiwvWGHNGQRvA0le4C05EH7aAkEl+p3L\nWkAKAK3Z/cGbMyF56gP2BctpNccgsgm0qBU9tKue3lpgvNiLtac1pWseW2a36TyThZMddMKfXjwB\nvuZ98DbugvPoamT1mRTjmfGBXv+04sNfDwwpsn6/39CPz+cz/MI1NTXYvHkzbrqJeEMnTZqEgwcP\n4tChQwGPW7BgAW666SaWTWiz2ZCTE5k0eL1etLS0BPx0BtATPoUle4D6m0S1tKe9QGmDR5YSNNnX\nAkUOnaRQEmjNHRRw2yj0cUSOii/iHp8e1CNLw9UNK7LqmGnsj73LObAXjYYi+1CzcRbqtxGrREbP\ny2BKLwZvygAUEb7WQ1pVcjsnFlBQtTlSBFdbsGLFCvTs2RO33367occHdxUKBiOluouq33EYkqcW\nHG9B0ai5IaRN6+wVnsgqshRCZIxEdSmKzJTb//ePDwEAG7eoqrqBYkAfVd6y+8OqRoXpi7+igfpj\nKfTfkeDiLyPvZf9+7VwxbNgwTJ06FTt27EB5eXmbSGws0BzZQCKbuIInUUXWHlpUZM07jf1tyeyt\nvlbnIlmSv5WRFEv2gLD7QiOLMYrsVEU2nvgtKYxHNp6GCFp7Wo1ks5XDTmTfONlBVy3N6d2R3uNi\nAIDjyL+T+hqy6GITZEpof00wRGQFQTD8YxSVlZXo3r07801xHIeePXuioiJwNrFr1y643W5cfPHF\nGDZsGP74xz+GRIDp8cwzzyA7O5v9dJa+3MEV7VaVyFpVf6BPF+3TZqxYQX5UaJ294iOyK3aswKr9\nNBtYCetNo8vylhwy0ZC8jVBk0fBrUFUBIDaDtoBlyFJrgY0S2ciKm6LIEHUqOUCOxfzT7wMAuI6u\nhq9pLzhTGrL73wiO45in09e8D/IeoqYJSWpPGwsmZi0IVWRX7FiBFTtWhPxfD0VR8PLLL+OLL0In\nDe+88w77rSdL4SBLXu1CGiGjlymyO7aw45H6W615p4UteKLJGpHsAoQkqL5klRwYKmzRPcatVns1\nqgZwI0kCXlV5s2T3Z5+/d7uxixFdQqfQv57kDFRrjbwX/eT8jjvuAMdxKCsrizrBN4pox1Bwi1og\n8UYvertFsLUAIC2mKcytFmDFCsNxaYqioOXgP9ln1l6gVhPBXgTBmhM2K1w2bC2gsXNxKLLuUEU2\nHotCONsD8/YaLIBMIToU2c8msqa07kgvJkTWdexbyAYtUUagX6ETnUehKPEVo57sSKghgtvtxnff\nfYeKiooQFXb69OmGtxPs4aLtDPXw+/1Ys2YN/v3vfyMzMxN/+MMf8OSTT+L558NHWDzyyCO47777\n2O2WlpZOQWZJRh/PurxYcvqrvwmhNaruGAJ9/7QhQoLWgvs+IttZNjQDsuiA5G0M8IIqatcsACQE\nXH1/kreBFUnFgv4i7234Gb7WwwkVfRFipfrp0oMU2Sh+JNnXDKiV0YJNa39pLxqFjF5XwVm1Etn9\nJiN38B0sxcCS0x+e+i3wNe+DtH4VMKz9M2QpKEmXPHWQRU9AAR/9vHYO3YmKigpMmzYNubm5GD16\nNKZMmYKioiL8+OOP7PvhdDrh8/mwaNEipKWl4dtvv2Xb+umnn9C/f39EAvHoKiRI3RoaVwbo/Hpf\nLAHWfg7s3Am3mjZgKzwz/HOoIiv7oMgiOD7wFEXVU86UDt6SBVl0BJDU77//HldddRUGDhyIqVOn\n4vbbbwfHcQFWBY9PAW/j0dAiq9tsilkwJrrIhcKc0YvZX3x7von4+IAxhyiy5HiURQ9kJdAmZUSR\nbW0lJGPIkCEoLibHg7dxF45++98oGP4w894nAv0xFAzWITCMIhtvlTv93vOmjJDVKoC0mKawrNwM\n/LAdwifGrAXe+m04vu5+WLL6odcVX0d9bFvACr1UUUKfTENBFVkuRuaznoAa7aqlWaL01gJa7GXc\nI0tfGyA2DiDUh55CZCiKAl/zXngbdiC9+0UB8Y2ksFtRYx3zIdgKYLJ3heiuhrt6LdJ7jE3KGGhH\nS4CcO0X38Yi1C6ci4iay27Ztw2WXXYbm5mZ4PB5kZWWhqakJdrsd+fn5holsSUkJqqqqIIoiTCYT\nFEVBZWUl6wdO0atXLwwfPhy5uYRAXX/99RFJLABYrVZYrW2Ptkk2OI4Db8pgqia1FFCLgc+gteDY\n9/fAeWQVON6CwpGzkVV6dczntMVaAJBlc0JkA09u5IJMqv0Faz7ppOWpg+SpM0xkqadWsOVD8tTD\nUfEF8sqMT4YoaKEXZ0pnHbZ4XWpBpIuDqF4MeHNWiEJIK0uDnxdgB1F3aUdZC3hLNjhTOhTRCdF1\nBJasvmEft3jxYvz730Qx/Pjjj/Hdd9/hX//6V4DSunLlSnz//fd46aWXQp6/M0anKc3GURzxossK\ngWzaBNVTRxRZe0Foq2sgsCCR5PoGkhx6gRWsOWyJm16QFUXBk08+icbGRqxfvx7r16+H3W7HlClT\nUH3kEACixqb3y0DeWXk49hHNdyR2hWgFe5R8mmwFmiJfYEz1YB5ZzgQoIlsBYMqsBAhp+ZC89YaU\nNIeDKH76TNiWg0sgOivRUv5hm4hsNDBFVtArsol1LNRaG4fPKrVk9wcnWKFIXpgbAv2bUgy10K8u\n9/tayuF3HWu3CzoVHyyMyIZaCzTVMzqRZcv7iqR6saNfwxRF0aUWhBZ7kYmgP6BjWjCo+qvPF9ci\n6VJE1ggURcHR1bfAVf0dACBnwK0oPOsJdj9VSk1p3dlEOb3HODSXfwDXsW+TRmT9jkA7geio+FUR\n2biDL2fOnIlLLrmEkddNmzbhwIEDGDFiBF599VXD2ykqKsLw4cPx/vvvAwA+/fRTlJaWorS0NOBx\nN9xwA1avXg2vl6gBy5cvxxlnnBHvsDsF9MoDvRjS36K7GlIMpUHyNsFR8QXpbuNvgaPCWEoE6+yV\nYKcWzWsa6H+lJFCw5oPjhcDWkgagKDJ7bHY/4pV2VK1MaIxeVR2xZPVlxIot9ytixKVP5o8N012N\n47iwJI0Rmaa9kHU5sh0BjuNYZ5iGnQvC+pbr6uqYdYB221u6dCkOHz7Mwu0BYPfu3Vi8eDG7/dBD\nD+Gxx0ijjuXLl0f1vNOCgmhdaug+kVQiK/la2MXfVhBekdVfwOUwyQWyOpkSLLngBfWirT7uo48+\nwqpVJKOZTnxvvvlmbN26FZs2/AAAcHsVdLm4CzL6ZcCWlolWF1VlYxUEUvuJFhcmZWjfgWigpM2S\n3S9gW/S3yckxMmHEWkAV2cxMza5EJ8Lept0xn58oqCKbDGtBpEIvCo43I6Pn5eDNWbBXCuprGYvf\nknUTbtp0oz3gazkAQPtcw+0L5pGNqchqy/uG/K2+prArSfrtxDqWqGobVpGNkFKTQiAkTx0jsQDg\nCyq0Yk1jdPYrWtTtTaKdMLhmggoNvxbETWQ3b96MBx98ECaTCYIgwOv1onfv3njuuefwyCOPxLWt\nN998E2+++SYGDBiAZ599Fn/7298AAJdddhk2bSJh6eeeey6uvPJKDBs2DKeddhpqa2sxe/bseIfd\nKUAVKlNaNzbzFSxZMKlL4Z66LVGf728NjNUwUqSiKIoWep1A/BagedhCq69Vj6RKAk0qkTVa8CV5\nGwBFBMAhs9eVAABf425WVBIP2DKfrs85b7IxpSPSvqIeXzp2I6Cv4XcchpjZsfFbAJB/2gyAE9B6\n8J84vu7+AE+yoigYMWIEvvmGLHv//ve/Z/eNGTMGTz/9NLu9fv16VFWRE97Ro0fx3HPP4bbbbkNm\nZiY2bdqE0aNH44knnoDf7w8ZQ3BmLwB4PB7ceOONeOWVV6AoClOpJfWwI8e3AnNGz4htmTmO07y1\nYbJk/Sr5a3VrDRfoBXvevHkAgFmzZmHixInsOR999BH27fkZAGCypMNaQMiy3W5HQ4vqk40Rh6Ol\njeSDN6XB1EwmOP7W2BXClMhaqY+cElmVPAuu+Ip0KJHVK7IsDs5Tb3giGQ8UWQQUsq/0kw2m4MWr\nyEaI3tKjy9kvoM/vtsDkoBNT6t+MMeH36Yns+rjGFQ/o50eL1YSwHtnQ5ftw4HiTboUhtk+Wfsa8\nJSdgJYkTLET5R+xjSSPZOo+slRb3dk5F1l23BYe/vBTOo2tO9FAAhF6Tg5vv6Au9KLRV2OTZCRmR\nVT/7YIX2VEfcRFYfbN2lSxdWnJWXl4fDhw/Hta2BAwdi3bp12LdvHzZt2oSysjIAJLf2rLPOYo97\n6KGHsHv3bmzfvh2LFi1q18rc9gRdetIHwANai85Y6oEv+EtjIIZGkX3MlxtruSoS6IlaCipaoSdT\n2lJSiJfI0mIFWx7MWX3Am7OgyD6mrsYDelII3rexunuJQYkFRiDYCkkDBEWGP482ROgYRRYAMkom\noOtv/gxwJrQeXorqtTNYByR/sz+gYLJvX2I9uOHiTDxzix+ZadpXftmyZQBI9mi3bmQZqrS0FAsX\nLgQAbN26FbNnz8Ynn3wSMgZ6oqQJEQDxpy5cuBAzZszA9OnTNQVNVWRpNy5bBFsBBRclgmvlF2Qs\nq77dGED+HA4HNmwghYl33303ioq05dYlS5bg04/JezJZNPJnt9vRwAq+ohNZkSqyVqJ+mVoIuQoI\nO48AepzToH/6/WAqb4AiG4N8yDI+/JCkLlBFVvK1sAQJAPA27Qn73LaA2gqACIpsnMVBsRRZAOA4\nPsC3bDRHVj9pdR1fG9e44gF9HfrdD7cvaEFbLEUW0PlkDSQXSGqRbDgLl9HCsXAkW+tI1vmIrKIo\nqN34f/A17UFz+cITPRwA2jU5kmDidwXmrAOBKzOiJ3ahqRFQj6wtn6xW/9qSC+ImssOHD8fGjRsB\nABdccAGefPJJLF68GPfddx+GDh2a9AGeStCIbGBrUXuXswEArhhElgYeW/NIRW9ERbZvX/KDwGD5\neK0FfYv6om9RX0ZkIymydFmeWQsMElmNCBeB4zhY80mBh7f+57jGCYT61ShiRXAFR28ZgT65gCIe\nRTcezJ07Fw8//HBIIWRmz0vRbczrAG+Go+ILHPvhXgwo6o08f2DhVWFhId5+awHu/69cjBpswwXD\n7LjooosCHnPllVcG3L7iiivw3HPPsdt6OwIFPXGadERWX03/xhtvYONm8jwp2wL07Qu36o+1FUYn\nsrwQuWBl22ZiEWho9kNSiP/v0f+9H2+/TbrLZWdno2vXrnj88ceRn5/Pxp9mJcQzM6eQHdc2mw2N\nrbGtBbLoYV5Huoxrksl3WU8gI0FkRJYmezRAURTt2OOzdKQ8/HKw3+/HU089hQEDBmDNmjUANEU2\n2F/vawORpfsmGPpVknDxW4rkji+txIAiqw2KnM8EgxmnehImOo+0mzrFbC6qisk84brmF5SUcjEU\nWfIY4929gkUEPfgIbWp9LQfhadC6v2keWV38li5usbPBWbUS3kbi3aedFU806DXZrlqlgs8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msBANZgKWUtMIjVq1fjlltuwa233gpJknD77bcna1y/elhzh8CcWQpF8sJxZFWYL03oyUb2O+Fr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FgwcPsHv37jo9drWI6R/ZknMkFIokFiEA4OkpeEgIz82e8Nxcy3hElZM0jo2oSdgYEUIkCxWy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\nff8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0af2d860>"
      ]
     },
     "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": 18,
   "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     85\n",
      "2                office 2010     85\n",
      "3             microsoft 2013     75\n",
      "4                office 2013     75\n",
      "\n",
      " Rising Related Queries: \n",
      "\n",
      "                                query  value\n",
      "0               microsoft office 2016  83900\n",
      "1                         office 2016  81850\n",
      "2           microsoft office 2016 key  67400\n",
      "3  microsoft office 2016 professional  63850\n",
      "4           microsoft office 2016 mac  61850\n"
     ]
    },
    {
     "data": {
      "image/png": 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1ystkMv6Y9uzZkz+mjDEkJCQgJiYGXl5euHr1ap33+bvvvsP169exdOlS/P77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\nZe+lyzr8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0af872e8>"
      ]
     },
     "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": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2018-07-15 = $97.67\n"
     ]
    },
    {
     "data": {
      "image/png": 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oLCyEu7s7hg4dis8++wzOzs4AHt6YpVQqm0zM9em/8PBwdOjQAStWrOC2de7c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\nrFuyUOwKA9sHMBeZcSwa/7TVbrLz+XM+Dz+H+266j0BPAE3T0Ol05Of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GuiJdfPft7xIc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\niMjj/T9d+x5LZPlN/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x27e0710f668>"
      ]
     },
     "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
}
