{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock Prediction using Stocker\n",
    "\n",
    "Stocker (\"stock explorer\") is a Python-based toolkit for stock analysis and prediction. It is built on the quandl library for financial data, the prophet library from Facebook for additive models, numpy and pandas for data manipulation, and matplotlib for visualization. \n",
    "\n",
    "This notebook will document some of the basic capabilities of Stocker for prediction. First, I have to recommend against playing the stock market on a daily basis, with or without Stocker! Primarily I developed this tool to gain more experience with time series analysis and object-oriented programming. To see the code for Stocker, check out stocker.py and to see a notebook with analysis examples, look at the [Stocker Analysis Usage notebook](https://github.com/WillKoehrsen/Data-Analysis/blob/master/stocker/Stocker%20Analysis%20Usage.ipynb). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Matplotlib for plotting in the notebook\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the Stocker Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from stocker import Stocker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instantiate a Stocker object \n",
    "\n",
    "We will be looking at Amazon stock data throughout this example. To retrieve the data, we pass the ticker to the stocker class and assign it to a variable. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AMZN Stocker Initialized. Data covers 1997-05-16 to 2018-01-18.\n"
     ]
    }
   ],
   "source": [
    "amazon = Stocker('AMZN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Stocker object has a number of attributes and methods we can use for analysis and prediction. The main methods we will use in this notebook are `Stocker.create_prophet_model(), Stocker.changepoint_prior_analysis(), Stocker.changepoint_prior_validation(), Stocker.evaluate_prediction(),` and `Stocker.predict_future()`.\n",
    "\n",
    "The most critical attributes for a forecast are `Stocker.changepoint_prior_scale, Stocker.training_years`, and the seasonalities included in the model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic Plot of Stock History\n",
    "\n",
    "We have a little over 20 years of Amazon price history. Let's see what that looks like in its entirety."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Adj. Close = 1305.20 on 2018-01-12.\n",
      "Minimum Adj. Close = 1.40 on 1997-05-22.\n",
      "Current Adj. Close = 1293.32.\n",
      "\n"
     ]
    },
    {
     "data": {
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1zGKxKDQ0VBkZGYqNja2QXYZq1aql2NhY/fe//3XrOovFYjexKF7++OOPa9Cg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d15e23400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.plot_stock()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks predictable right? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot of Daily Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Daily Change = 42.81 on 2017-10-27.\n",
      "Minimum Daily Change = -49.57 on 2015-07-24.\n",
      "Current Daily Change = -0.63.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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4+PhYLK9Pnz747rvv8Ndff+HFF1/EunXr0LVr1yLP1el0NsX77LPPij8bhiUl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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d15ee3748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.plot_stock(stats=['Daily Change'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There have been some extreme changes in absolute magnitude recently, but these are not as large as they seem because the price of the stock has increased. We could change the plot to have percentage change on the y-axis. There do not appear to be trends with regards to the changes in one direction or the other. However, we know the stock has increased in value, so the overall average daily change must be slightly positive. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine Trends/Patterns\n",
    "\n",
    "We can create a basic model (with no predictions) trained on the past 3 years of data to inspect any trends and patterns in the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0GHdNUFAQGo2GlJSUig5FCCGEEBVIEt4qIi4ujrFjx+pmmXB1deXVV18lOTm5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Ae54447yGQyyOVyJiYm6OrqOq6VRgVBOP6OOeC98MJ8/fNLL710TrYGSZKO+kYqCIIgvLl4PM7Y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\n4AUAAICp/QRO/T9q5SylZwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d0fd8c860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = amazon.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2Kcf79+/PL37xC6cU9b3Dh5u+0NXW1hIREYGvry/vvvsuhYWFAAwYMICYmBjy\n8/MZPnz4Gc+JiIi0N/trGvh/729i/qYyABJC/Xh4ZAa3DEgkwKdj/ADTw8PEX67pTVZcML+at4nF\nOyrp//w3LJx8HmkRga4ur1UVHapnzopi/r6qhMqjxwHw8jAxqmsk47LNXN4jmpg22LxeRDqeZn+H\nSExMZPbs2Tz77LMnHZ8zZw6Jic6ZpTeZTLz77rtcd911BAYGUl1dzfz586mrq8NutxMVFeX4vSkp\nKZSUlFBVVfWj506nsbGRxsZGx+PvF5exWCyOX1arFYvF4pTPqTNSD51DfXQO9dE51Efn+Kk+2u0G\nr3y7l0cW7KC20Yqnh4mbcuOYOjSVzJhgwOhwfwcT+5rJjAzg2n+uZWflUXKf/Zq5E3MYkRH5o89p\nj69Hu93gi11VvLSihE+3l2M/sZBKdJAP1/WO4Zre0Zyf3AW/E1tLtPbn1h576I7UR+dQH0+vJf1o\ndsh7/vnnGTNmDIsWLWLQoEEArFy5kt27dzNv3rxmF3A6VquVGTNm8OGHH3LBBRewevVqrrnmGjZu\n3HjKWIrx/TJTcMZzPzRjxgyeeOKJU45XVlbS2NiI1WqluroaQOOeLaQeOof66Bzqo3Ooj85xpj4W\nVB5j2mfFrNl/FIDuEX5MGRTDpZkReHk0UFHR0Ob1tpU0f1g0sTsT3tvJ9qoGRv9jDU+MSOTnudGn\n/f3t6fV4uMHK3C1VvPZdBYXV//0hc25sAFdnhnJZ13ASQv0wmaDu8CHq2qiu9tRDd6Y+Oof6eHp1\ndc3/itDs7o0ePZqdO3fy4osvsn37dgzD4Oqrr+aXv/yl067kbdiwgf3793PBBRcATaOXZrOZjRs3\nAlBRUeG4YldcXExSUhIRERE/eu50pk+fzpQpUxyPa2trSUxMJDIykpCQEEdijoyMxNu789wX4Ezq\noXOoj86hPjqH+ugcp+tjg8XGjCV7+PPSPVhsBgHeHvxqUBL3XJhCXGjnGdmLioJV98Yy8e0N/Gdr\nBb/5ci976gxmXtMT7x/ck9YeXo/f7a9l9soS3lq/n2OWpoVUAn08ubx7FGP6xDCyq2sXUmkPPWwP\n1EfnUB9Pz9e3+YtrtSgiJyQk8NRTT7XkqWclMTGR0tJSCgoK6NatG7t27WL37t1kZmYybtw4Zs2a\nxeOPP87q1aspKytzrKB5pnM/5Ovre9qGeXt7O15UXl5eJz2W5lMPnUN9dA710TnUR+f43z5+tauS\nO97byI6Kpqt3Q9O6MH1kBpdkRuPRCVea9Pb25oNbz+PxRQX87rOd/N/qUgoqjvLhrQOJCDx5s293\nfD0et9qZt/EAs5YVsqyo2nEqZicdAAAgAElEQVQ8PSKAcdlmxmXHkRUX4jYLqbhjD9sj9dE51MdT\ntaQXLQp5hw8f5ttvv6W8vBy73X7SuZtvvrklH/IkMTExzJkzh7Fjx+Lh4YFhGLz44ovEx8fzzDPP\nMHHiRLp27YqPjw9vvPGG43Lumc6JiIi4m0P1x3lk4Vb+8W3T/eORgT5MHZ7OHYOTCPX3+Ylnd2wm\nk4knLutOn7gQbnl7A8uKqsl9bikLbh9Er9hgV5d3WqWHjzFnRTEvryym/EjTQiqeHiYuSo9gXLaZ\nq3rFaCEVEWkTzU5AH330ERMmTODo0aMEBwefdB+cyWRySsgDuOGGG07apuF7MTExLF68+LTPOdM5\nERERd2EYBh9uP8TjSzc5wsCYPrFMH5lBv8RwF1fnXsZmm8mMCuRnr6xi7+EGzvvrN7w1oS9X9Y51\ndWlA09/llzsreXF5ER9uOYjtxEoqkYE+XNcnlrFZcQxJi3AspCIi0haaHfLuv/9+br31Vp566ikC\nAgJaoyYREZEOq+hQPb967zsWFlQCkNrFn0dGdWVC3wQFgR+RZQ7lu/uHMfrvq1i9t4ZrXl3N737W\njalDU1xWU22DhdfXlDJrWRHby484jveND2V8dhxjsuJIjwxs1/sYikj71eyQt2/fPu655x4FPBER\nkWaw2uz8Lb+QRxcUUG+x4e1h4ucD4nlwZGaH3w/OGSKDfMm/+0Jue3cDb67dx28WFLBhXw3PjIhr\n0zo2H6jlxeVFvLG2lCONNgACvD25vEc0Y7Li+FmP6E61kbuIuKdmh7xLL72UNWvWkJaW1hr1iIiI\ndDjrSg9z+9yNrCutASDXHMw9/SLIG5SJv1/zV03rrHy8PHjjxr7kmkOZ9vFW3ttYxvYDNXxyeyhJ\nEa0XrCw2Ox9sLuOF/EK+3nPIcTy1iz/jss2MzzaTbXafhVRERJod8i6//HKmTp3K1q1b6dOnzymr\nvVx11VVOK05ERKQ9O9po5beLCnj+6z3YDQj29eLXQ1K5c3ACRn2tQkELTRmeTq/YYMa/vobNFccY\n8LflfPKL8+ifGObUP2d/TQOvrCzm5ZUl7K9t2p/Q0wTDTiykcl2fWKKDtZCKiLifZoe822+/HYAn\nn3zylHMmkwmbzXbuVYmIiLRzC7eX88v3NlJcfQyASzKjmD4yg2HpEVitVirqXVxgO3dp92hW3D2Y\nn/39W0pqjnPhzGX83/XZ3Ng34Zw+rmEYfLPnEC8sK+T9TWVYTyykEhHgzbV9YhmXbWaoFlIRETfX\n7JD3wy0TRERE5L8O1jVy34dbeHv9PgBig3156KIMbjsviSBfbevjTF2jglg0sSd3fFLM14XVTPjX\nejbsr+Xp0T2avb/gkUYrb6wt5cVlRWwuq3MczzGHMC47jvE5ZtIjtJCKiLQP5/TdpqGhAT8/jSmI\niIgYhsGr3+7lgY+2Un3MgocJbsiN58GL0ukTF+rq8jqsEF9PFt0+kKmfFPDCsiL+tGQ3mw/U8s7E\n/gT7/fTbnO0H65i1rIjX1pRS12gFwM/Lg591j2ZcdhyX94zRQioi0u40O+TZbDaeeuopZs+ezcGD\nB9mxYwdpaWk8+uijpKSkcNttt7VGnSIiIm5rR8UR7pi7ka92VwHQLSqQ34zqyviceHy8dN9da/P0\nMDHzuj5km0O4c/4mFmyvYMBfvmbB7YNIjTh1NXCrzc5/thzkxeVFfLGz0nE8KdyfcVlxXJ9rJjc+\nDM9mXg0UEXEXzQ55f/jDH3jttdf44x//6Lg/D6BPnz48//zzCnkiItJpHLfa+eOSXfz+8500Wu34\nennwy8HJPDA8jYQwbTXU1n4xKJnu0UFc8+pqCiqO0vf5pXwwaQDDMiKBplHaV1YWM2dFMaU1TQup\neJhgSGoE47LjGJsVR0yIJpREpP1rdsh7/fXXefnllxk5ciS//OUvHcezsrLYvn27U4sTERFxVyuK\nDnH73I1sOXH/1uDkcKaPzGB0jxhdAXKhC9Mi2HD/MC6Zs5Jt5UcYOWclv70kk+0HjzB3434stqaF\nVML8vbi2d9O9diMyIvD10kIqItJxtGgz9IyMjFOO2+12LBaLU4oSERFxVzXHLDz86XZeWlGEYUC4\nvzf3D0vjzgtSCA/wcXV5AiSE+bPmviHkvbGWj7eW89jCAse5PrHBjMs2c0NuPOmRAVpIRUQ6pGaH\nvF69evHNN9+QnJx80vG5c+eSm5vrtMJERETczfubDnD3/M2OPdOu7BnD9JEZDEoOV1hwMwE+Xvzn\n1oE8urCA2cuLuCC1C+OzzVzVK/asFmQREWnPmv1V7re//S0TJ05k37592O125s+fT0FBAa+//jof\nf/xxa9QoIiLiUqWHj/H/3t/MB5vLAEgM8+ORkV25eUAi/tovzW2ZTCZ+/7Pu/P5n3bHbjWZvqyAi\n0l41O+RdeeWVvPPOOzz11FOYTCYee+wx+vbty0cffcTFF1/cGjWKiIi4hM1u8NLyIh7+dDt1jVY8\nPUzc0j+BB0ekkxkd7OrypBkU8ESkM2lWyLPZbOTn5zNw4ECWLl3aWjWJiIi43Kriau6cv4l1pTVA\n071cj4zqynVZcXh7alsEERFxX80KeZ6enlx66aVs27aN8PDw1qpJRETEZQ7VH+fhT7fz8spiDAOC\nfb246/xk7h2apuX1RUSkXWj2uGafPn3Ys2cPqamprVGPiIiIS9jtBq+t2cu0j7dRefQ4AFf0iGbK\n8HSGpUVo3E9ERNqNFm2G/sADD/C73/2Ofv36ERgYeNL5kJAQpxUnIiLSFjbur+XOeRtZVlQNQFpE\nAA+NyOD63HitxCgiIu1Os79zXXbZZQBcddVVJy0XbRgGJpMJm83mvOpERERaUV2DlccXF/DXbwqx\n2Q38vT2YPCiZuy9IISMqyNXliYiItEizQ96rr75KYmIinp4nLxltt9spKSlxWmEiIiKtxTAM3tt4\ngHs/2OLY825k10imDE3jkm5ReGlhFRERaceaHfJuvfVWDhw4QHR09EnHq6qqGDVqFLfccovTihMR\nEXG2HRVHuHv+Jj7bUQlAQqgf00akM7F/ImH+3i6uTkRE5Nw1O+R9P5b5Q0eOHMHPT6uOiYiIezpm\nsTHji5088+Vujtvs+HiamDQgkXuGpNIrVveTi4hIx3HWIW/KlCkAmEwmHn30UQICAhznbDYbq1at\nIicnx/kVioiInKNPtx3k7vmbKTxUD8Dg5HCmjUhndI8YfLw0mikiIh3LWYe89evXA01X8jZt2oSP\nj4/jnI+PD9nZ2TzwwAPOr1BERKSFSqrruffDLby/qQyA6CAf7h+Wzq0DE4kM8nVxdSIiIq3jrEPe\nkiVLAPj5z3/OX//6V22VICJuyWqzs+dQPdsOHmHrwToAfnV+CoFaBb9TOW618/zXe3hy8Q7qLTY8\nPUzcmBvPr4ek0Dch7LS3HYiIiHQULVpdU0TE1Y5b7eysPMrWg3WOQLf1YB0F5Uc5brOf9HtfXFbE\nuzflkqzbhjuFr3ZVcuf8TWw7eASA3PgQHhyRwdW9Y/Hz9vyJZ4uIiLR/+tm2iLi1YxYbBeVHfhDm\njrCz8ig2u3Ha5/h6eZAS7k9aRADf7a+ltKaBoS+t5DdD45l+aWQbfwbSVspqG5j68VbeXLsPgHB/\nb349JJVfDk4mJkQJX0REOg+FPBFxC0carSddkfv+//ccqsc4fZYj0MeTlPAA0iICSO3S9N8+ccH0\njgmmS6APXp4eHD5mIe/1tSzeUcHjX5XybVkj/7qpn5bK70BsdoPZy4t4ZMF2ahqsmIAxWXHcOzSV\n81O6aDRTREQ6HYU8EXGZ9aU1/P7zHawpraGk+tiP/r4QXy9HkPs+zGWbQ+gRE0SYvw+eHj/+Jj7M\n35uFk89jxucF/HbxTj7dXkGfP33F/EkDGJAU1hqflrShb0uq+dW8TawrrQGgR3QQD12UwdjsOAJ8\n9C1OREQ6J30HFJE2V3mkkd8sLODllcUnXaWLCPAmpUsAaV0CSI0IID0ikBxzCF2jAgn188bjDGHu\nTEwmE1OHp5MV7sEdnxRRWtPA+TPz+eMVPbh3aJqu9LRDh+qP8/Cn2x2voSAfT+6+IIU7L0glMdzf\n1eWJiIi4lEKeiLQZq83OS8uLeWxRAYePWQC4JDOKcdlx9E8IIy0ygGBfr1YLXX3NQWy470Juensj\ni3dUMOU/W/lyZyVvTOir8c12wm43eH1NKVM/3krl0eMAXN4jmvuGpjEiI7LFPwgQERHpSBTyRKRN\nfLmzkl9/sJnNZU3bGmRGBvLA8HQm9Itv07G678c3/7hkF79ZUMDH28rp/aeveF/jm25v04Fa7py3\nifzCQwCkdQngwYvSubFvAkG++nYmIiLyPX1XFJFWVXSongc+2sq8jQcACPXz4lfnp3DPhanEhbpm\nxUOTycSDF3VlWFoEY19by74T45vPXNGD+zS+6XbqGqw8sbiAv3xTiM1u4OflweRByfx6SCppkYGu\nLk9ERMTtKOSJSKuoP27lj0t288yXu2iw2vEwNa14eP+wdAYmucdm1INSurB52nDH6pv3fz++eWMu\n4QE+ri6v0zMMg/c2HuC+D7ewr6YBgIsyIpgyLJ3LukefccEdERGRzkwhT0Sc6vs35g98tNWxYma/\nhFAeGJbOdVlx+Hh5uLjCk30/vvmnr3bzyKfb+WRbOX3+vJT5k/ozMCnc1eV1WjsrjnD3/M0s3lEB\nQHyoH9OGp3PLgERCdf+kiIjIGSnkiYjTbDpQyz3vb+ar3VUAxAb7cu/QVCYPSnbrK2Mmk4lpIzIY\nmtrFMb55wcxlGt90gWMWG09/sYunv9zFcZsdH08Tt/RP5L6hafSIDXZ1eSIiIu2CQp6InLND9cd5\nbGEBLy0vwm6Ar6cHN/dPYMqwNLrHtJ835t+Pb17/xloWFWh8s60t2HaQu9/fzJ6qegAGJ4czdXg6\nV/SKwdvTva4Ai4iIuDOFPBFpMZvd4OWVxfxmwXYO1TdtiTCyayRThqVxabf2ec9UmL83C25vGt/8\nzQKNb7aFvdXHuPfDzczfVAZAdJAPU4al8YvzkogI9HVxdSIiIu2PQp6ItMjXu6u454PNfLe/FoD0\niACmDk/npn4JBLbz5ew1vtk2LDY7zy/dwxOLd1BvseFpghv7xnPv0DT6Jmg7CxERkZZq3+/ERKTN\nlR4+xtSPtvLvDfsBCPH14o7BydwzJIWEsAAXV+dcGt9sPUt3V3LnvE1sPXgEgBxzCA9dlME1fWLx\n9fJ0cXUiIiLtm9ve5NDY2Mjdd99N165d6dWrFzfddBMAO3fu5PzzzyczM5OBAweydetWx3POdE5E\nzo3NbjDzm0J6/HEJ/96wHxMwpk8sC24fyDNX9OhwAe97349vPnNFD7w9TY7xzW9Lql1dWrt0sK6R\nm99az/AXV7D14BHC/b15/JJMFk0+j7zceAU8ERERJ3DbK3kPPfQQHh4e7NixA5PJxIEDTRsp33HH\nHUyePJlJkybx3nvvcdttt7FixYqfPCciLbfpQC23v/sdq0oOA5AVF8y0ERmMzY7rFG/Kvx/fHJYW\nwZjX1jjGN5++vAdThml882zY7AZzVhTz8KfbqGmwNv2QICuOKcPSGJQcrh6KiIg4kckwDMPVRfzQ\n0aNHiY+Pp7S0lKCgIMfx8vJyMjMzqaysxMvLC8MwiIuLY+XKlQQEBPzouZSUlJ/8M2trawkNDaWm\npoaQkBAsFgsVFRVERUXh7a09mVpCPXQOV/bxmMXG7z7bwZ+W7MZqNwj08eT/XZDCA8PTiQhqXwti\nOKuPNccs5J0Y3wS4vEd0pxrfbEkfV5cc5lfzNrK2tAaAHtFBPHRRBuNyzPh7d/wfEpyOvj46h/p4\n7tRD51AfnUN9PL0f5pSz4ZZX8nbv3k1ERAS///3v+fzzz/H39+fxxx8nLCwMs9mMl1dT2SaTiaSk\nJEpKSggMDPzRc6cLeY2NjTQ2Njoe19Y2LR5hsVgcv6xWKxaLpfU/4Q5KPXQOV/Vxya4q7np/C7tO\nLGc/PK0Lj1+cwfmpXRx1tSfO6mOAF/xnUl+e+7qQxxbt5JNt5fT+01fMnZjLgMSOv1hIc/pYXW/h\n0UU7eOXbvRgGBPl48qvBidw5OJn4MH/AjsVib/2i3ZC+PjqH+nju1EPnUB+dQ308vZb0wy1DnsVi\nYc+ePfTs2ZOnn36a7777jlGjRvHxxx+fMtLzvxciz3Tuh2bMmMETTzxxyvHKykoaGxuxWq1UVzfd\nc/N9cJTmUQ+do637eOiYld8tLeXdLU0bmkcGePH/BkRzc04MPl42KioqWr2G1uDsPt7cM5g+4d24\n/T+72V/byLCXVvLwkAQm94vu0KOHZ9NHwzCYu/UQv19aStUxKwCjUoO5s38MAxNDMFmOUFFxpM1q\ndkf6+ugc6uO5Uw+dQ310DvXx9Orq6pr9HLfsXnJyMh4eHkyYMAGA7OxsUlNTKS4uprS0FKvV6hjJ\n3Lt3L0lJSQQEBPzoudOZPn06U6ZMcTyura0lMTGRyMhIx7gmQGRkpC4Xt5B66Bxt1UfDMPj3dwd4\n4KPtVBw9fmJhlRgeG5XRrjY0/zGt0cdLoqLYmBnPhLc2sHhHFU8uLeXbsgZey8smPKBjvuZ/qo+b\ny+q454Ot5Bc1fZNO7eLPtGGpXJ9jbvdbaziTvj46h/p47tRD51AfnUN9PD1f3+bfIuOW33EjIyMZ\nOXIkixYtYvTo0RQXF1NYWMiQIUPIzc3lzTffZNKkScybN4+UlBTHOOaZzv2Qr6/vaRvm7e3teFF5\neXmd9FiaTz10jtbuY2FVPb+at9Fxn1laRACPjOzKzf0T8PJ020V4m601+hjp7c3CyYP581e7eWTB\ndhYWVJL7l2W8//OOu3n66fp4pNHKE4t38PzXe7DZDfy8PJg8KJl7h6aSGhHowmrdl74+Oof6eO7U\nQ+dQH51DfTxVS3rhliEPYPbs2dx66608+OCDeHp68vLLLxMXF8ecOXOYNGkSTz31FCEhIbz22muO\n55zpnIicymqz89dvCnlsYQH1Fhs+niZuOy+JR0Z2PXHPlJwNk8nE1BEZDO2Eq28ahsG8jQe498Mt\n7KtpAGBERgT3D0vjsu4xeHp03M9dRETEXbltyEtLS+Orr7465Xi3bt1+dFuEM50TkZOtKz3M7XM3\nsu7Eiod940P57SVduaJnLB56Y94i5yWHs2Vq0+bpCwsqeOCjrXyxs5J/TeiYq2/uqjzK3fM3Oa4A\nx4f6MXV4OrcOTCLYz22/vYiIiHR4+i4s0skcbbTy20UFPP/1HuwGhPh68euhqdw/LI1Q/44XRNpa\nqL83n95+nmN8c8H2cnr/aSnzJ/XnvOSOMb55zGLnyc928qelhTRa7Xh7mpjUP5Epw9I6xP2bIiIi\n7Z1Cnkgnsmh7Ob+ct5GiQ8cAuCQziscuyeSCE9siiHN8P745LC2C674f33xhGU+P7s79w9Pb9fjm\nwoIK7nl/K0WHm7agGZQUxrQRGVzZK6ZD3b8pIiLSninkiXQC5XWN3PfhFt5avw+A2GBfHroog8mD\nkzvtZtRtYeCJ8c0b3lzHgu3lTP14G1/uquRfE/q2u/HNvdXHuPfDzczfVAZAVKAP9w9PY/Kg5Hb3\nuYiIiHR0CnkiHZhhGLy2upT7P9rCoXoLHia4Piee31ycQY+YEFeX1ymE+nvzyS8G8uzSPTz86TYW\nbK9oV+ObFpudv3y9hycW7+DocRueJriuezgPXtydfsmRri5PRERETkMhT6SD2lV5lDvmbuTLXZUA\nZEYF8ptRXbk+Nx5vjdW1KZPJxAPD0xma2oUxr62htJ2Mb369u4o7529iS1nTJqw55hCmDk3hglgv\nzLGhLq5OREREfoxCnkgHY7HZ+fNXu3ly8Q4arHZ8vTy4Y1Ay00aka1sEFxuYHM7mH4xvfnFifLOL\nG408HqxrZNrHW3l9TSkAYf5e3DskjbsuSCHU14OKigoXVygiIiJnopAn0oGsKz3MpH9vYNOBpisv\n5yWFMX1kBldqWwS38cPxzYXbK+jjJuObNrvBnBXFPPzpNmoarJiA6/rE8sDwdM5LDsdkMmGxWFxa\no4iIiPw0hTyRDsAwDF7IL+KBj7Zy3GYnzN+LKUPTufvCFC2K4YZ+bHxzxujuPOCi8c3VJYf51byN\nrD2xb2L36CAeuiiDvBwzflqcR0REpF1RyBNp5w4fs3DbOxscqx4OT4/gDz/rxuCULm57r5c0+eH4\n5rT/WX2zrcY3q+uP88iC7cxeUYxhQJCPJ3dekMKvh6RhDvVrkxpERETEuRTyRNqx1SWHyXtjLYWH\n6vHyMHHvkFQeuySTYD9vV5cmZ+n78c3nlu5humN88yvmTRrAICeNbx6z2NhTVc/uyqPsrjrKrsp6\ndlcdZXdVPUWH6rHaDQBG94hm6vB0hqVH6AcEIiIi7ZhCnkg7ZBgGf/umkKkfb8ViM4gP8eOp0d25\nqV+C7r1rh0wmE/cPT2fI/4xvXtjM8c3q+uPsdgS5enadCHS7q+rZV9NwxuemRQQwbXg6E/snEOCj\nbwsiIiLtnb6bi7Qz1fXHufWd7/hgc9N45kUZETx/dS+yzFrSvr0bmBzOlmnDuf6NU8c3w/29OVDb\n2BTcTlyJ23Ui0O2uOsqh+jMviBLo40limD8JoX5Nv8L8SQ73p3tMEL1ignXvpoiISAeikCfSjqwq\nribvjbUUVx/D29PEfUPT+M2orhrP7EBC/E4d30z5/efY7FBvsZ3xuREB3iT8T5BLDPMnJSKAXjFB\nJIcHEOLnjaeu9IqIiHR4Cnki7YBhGPzlm0IeXrADq90gIdSPpy/vwQ258RrP7IC+H98cmtaF6/7Z\nNL4J4GGC2GBfEkL9SQjzc/y3a2QgvWKDiQ32I8jXU/fTiYiIdHIKeSJu7lD9cX7+wW4+29O0tP2o\nrpE8d1Uv+phDXFyZtLYBSeEUPDSChdsrCPL1pEd0MJFBPvhrSwMRERE5A4U8ETe2ougQ17+xlpLD\nDfh4mpgyNI2HNZ7ZqQT4eHFdVpyryxAREZF2RCFPxA3Z7QbPLt3Nw59ux2o3iA/2Zsbo7kzon6zx\nTBERERE5I4U8ETdTdfQ4t7y9nk+2lQNwcdcIHjk/ivN76P47EREREflpCnkibmR54SHy3lhLaU3T\neOYDw9O5f0gyDXWHXV2aiIiIiLQTCnkibsBuN/jTV7t5ZMF2bHaDpHB/nh7dnbyceGw2Kw11rq5Q\nRERERNoLhTwRF6s80sjNb29gwfam8czLukXx7FU96RnbtHqm7cxbo4mIiIiInEQhT8SFvtlTxQ1v\nrmNfTQO+nh5MHZHOtBHpWj1TRERERFpMIU/EBex2g2eW7OLRhQXY7AbJ4f48PboH43PMWlxFRERE\nRM6JQp5IGyuva+Tmt9ezqKACgJ91j+bZq3rQI0abm4uIiIjIuVPIE2lDS3dXcsOb6zhQ24ivlwfT\nRqQzbXg6QRrPFBEREREnUcgTaQN2u8GML3fy2MIC7AakdvFnxugejMvWeKaIiIiIOJdCnkgrO1jX\nyMS31vHZjkoArugRzZ+u7En3mGAXVyYiIiIiHZFCnkgrWrKrkhvfXEdZXSN+Xh48OCKDqSPSCfTV\nPz0RERERaR16pynSCmx2gz98vpMnFjeNZ6Z1CeDpy7szJkvjmSIiIiLSuhTyRJysrLaBCf9az5e7\nmsYzr+wZw5+u6Em3mCAXVyYiIiIinYFCnogTfbGjgglvrefgifHM6SMzuH+YxjNFREREpO3onaeI\nE9jsBk8u3sHvPt+BYUB6RABPX96D6/rEaTxTRERERNqUQp7IOTpQ28CEf61jya4qAK7pHcszl/cg\nM1rjmSIiIiLS9hTyRM7BZwUV3PTWOsqPHMff24OHR3blvqFpGs8UEREREZfRO1GRFrDa7DyxeAd/\n+GInhgEZkQE8PboH12o8U0RERERcTCFPpJn21zRww5tr+XrPIQCuPTGe2VXjmSIiIiLiBhTyRJph\n0fZyJr61noqjxwnw9uThkRncq/FMEREREXEjemcqchasNjuPLSpgxhe7AMiMDGTG5d25tk8cJpPG\nM0VERETEfSjkifyE0sPHuOHNdeQXNo1njs2KY8bl3cmI1HimiIiIiLgfD1cX8FOeeOIJTCYTmzdv\nBmDnzp2cf/75ZGZmMnDgQLZu3er4vWc6J9ISC7YdJOfZpeQXHiLQx5MZo7vzz+tzFPBERERExG25\ndchbt24dK1euJCkpyXHsjjvuYPLkyezYsYNp06Zx2223ndU5keaw2Ow89PE2Rv/9W6rqLXSLCuTN\nG3N58KIM3X8nIiIiIm7NbUNeY2Mjd911Fy+++KLjnqfy8nLWrVvHTTfdBMCYMWMoLCykqKjojOdE\nmmNv9TGGv7icZ5Y03X83LjuOj38xkGt0/52IiIiItANue0niscce46abbiI1NdVxbO/evZjNZry8\nmso2mUwkJSVRUlJCYGDgj55LSUk55eM3NjbS2Nj4/9m77/CoqvQP4N9pmfTee0IKpECC9C6IAoKi\nIqyuim1xXVl3xZ8ruquCBV17FysoWBCEVVBEqSoQWgy9h/RAek8mU87vj0miSICEzMydufP9PI/P\nY8hk7jvvmZvMe8+57+n4uq6uDgCg1+s7/jMYDNDr9VZ8lfLmKDlsNZiwt7QOWfk12FFYgx+OVqCm\nxQAPFxX+PTYefxsWA3cXtWSvw1HyaO+YR8tgHi2DebQM5rHnmEPLYB4tg3ns3KXkwy6LvO3bt2PX\nrl147rnnzvneH2dShBBd+t4fPfvss5g/f/45/15RUQGdTgeDwYDq6moA6CgcqXvsMYdCCJTU67Gn\ntAHZpY3ILmnEgbIm6Ixnv1eS/LX4z8gwjO3lhcbaajRKFC9gn3l0RMyjZTCPlsE8Wgbz2HPMoWUw\nj5bBPHauvr6+2z9jl9nbsmULjhw50jGLV1RUhKuuugoLFixAUVERDAYD1Go1hBAoLCxEdHQ03N3d\nz/u9zjzyyCOYM2dOxwQVdpUAACAASURBVNd1dXWIiopCYGAgvL29OyrmwMBAaDQa679oGbKHHDa1\nGpFdXIsdBbXYUVCDHQU1KK3XnfM4H1c10kI8kRbqibRQL0zuE4wIXzcJIj6XPeRRDphHy2AeLYN5\ntAzmseeYQ8tgHi2DeeycVqvt9s/YZZE3d+5czJ07t+Pr2NhYrFmzBmlpaVi0aBGWLl2K22+/HV99\n9RViY2M7lmNmZmae93t/pNVqO02YRqPpeFOp1eqzvqbus2UOhRA4WdmErPxqbM+rRlZBNfaW1MFo\nOnuWTqUAEoM8kR7qhfQwbwyM9sHAKF/4u7vY7T13fC9aBvNoGcyjZTCPlsE89hxzaBnMo2Uwj+e6\nlFzYZZF3Ie+++y5uv/12LFiwAN7e3vj444+79D2Sn7oWPXYW1CArv7rjv8qmc9csB3q4ID3MC+mh\n3ugb5oVRvQIQ4+cOF7Xd9h0iIiIiIrpkDlHk/b5DZnJyMrZv397p4y70PXJsJpPA4bKGswq6g2fq\n8cfbLjUqBfoEeyIt1BvpYV4YGuuHfmHe8HV3kSZwIiIiIiIbc4gij5xPZWMrdhRUdyy93FlYg7oW\nwzmPC/fWIq1thq5fuDdGxAcg0scVahVn6YiIiIjIObHII8kZjCbsL63H9t/N0h2vOLefpataidRQ\nL6SHeiEtzBvDY/2QGuoNL1e+jYmIiIiI2vHTMdlcaV3LWcsudxfWoklvPOdxMX5uHQVd/0gfDI/x\nQ4i3K1RK+2yOQkRERERkD1jkkVXpDCbsKKjB7uJ689LL/GoUVDef8zhPFxXS2rpdpod5YWR8AJKC\nPODuwrcoEREREVF38BM0WYwQAgXVzR3F3Pa8KuSU1KH1DxuNKxVArwCPtqLOCwOifDE4yheBnloo\nOUtHRERERNQjLPLokjXqDNhdVIOs/N+2MTjdyUbjfm5qpIV5d+xLNyreH70CPaBVqySImoiIiIhI\n3ljkUZcIIXC8ovGse+n2ldafu9G4UoHkIA+kh3kjNcgdfXyAkX2iEOzjYbcbjRMRERERyQmLPOpU\nbXPbRuMF5i0MdhRUo6qTjcZDPF06Zun6hnljZC9/xPi5Q6NSQq/Xo7y8HP4eWhZ4REREREQ2wiKP\nYDQJHD5z9hYGh8saztloXKtSoneIZ1vHSy8Mi/FDvwgfeLtqpAmciIiIiIjOwSLPCZU36LCj4Lf7\n6HYW1KBed+5G45E+rkgP80JaqDcyI3wwPM4P4d7caJyIiIiIyJ6xyJM5vdGEfSV15oKubenlycqm\ncx7nrlEhNdQTaaHmLQyGx/kjNcQLHlq+RYiIiIiIHAk/wctMSW1LxxYG5o3Ga9BiMJ3zuDh/t46C\n7rJIHwyL9UcwtzAgIiIiInJ4LPIcWIveiOyiWmQV/HYvXWFNyzmP89aqkRbm1bGFwch4fyQGecJN\nwy0MiIiIiIjkhkWegxBCIK+quWPZZVZ+NX4troW+k43GEwI9Ogq6gVG+GBTtiwAPF3a4JCIiIiJy\nAizy7JTJJPBTbuVZSy/LGlrPeZy/uwbpbcsu08O8MCo+AHEB7txonIiIiIjISbHIs1MKBXDDx7vP\n2ptOrVSgd/BvWxgMjvFD/wgf+LppOEtHREREREQAWOTZLYVCgevSwlBQ3YS0MG/0DfPGqF7+iPJ1\ng4ZbGBARERER0XmwyLNjH8zoJ3UIRERERETkYDglREREREREJCMs8oiIiIiIiGSERR4REREREZGM\nsMgjIiIiIiKSERZ5REREREREMsIij4iIiIiISEZY5BEREREREckI98lrI4QAANTV1QEA9Ho96uvr\nodVqodFopAzNYTGHlsE8WgbzaBnMo2Uwj5bBPPYcc2gZzKNlMI+da69PuoNFXpv6+noAQFRUlMSR\nEBERERERXTqFaJ/CcnImkwklJSXw8vKCQqFAXV0doqKiUFhYCG9vb6nDc0jMoWUwj5bBPFoG82gZ\nzKNlMI89xxxaBvNoGcxj59rLNW9vbygUii79DGfy2iiVSkRGRp7z797e3nyT9RBzaBnMo2Uwj5bB\nPFoG82gZzGPPMYeWwTxaBvPYc2y8QkREREREJCMs8oiIiIiIiGRENW/evHlSB2GvVCoVxowZA7Wa\nq1ovFXNoGcyjZTCPlsE8WgbzaBnMY88xh5bBPFoG82gZbLxCREREREQkI1yuSUREREREJCMs8oiI\niIiIiGSERR4REREREZGMOHyR19LSgqlTpyIpKQkZGRmYMGEC8vLyAABlZWWYMGECEhMTkZaWhl9+\n+aXj5xYsWIDk5GQolUqsWbOm0+f++OOPoVAozvv9iz3PnXfeieTkZGRkZGDUqFHIycnp+Qu2Emvk\nccyYMYiPj0dGRgYyMjLwyiuvnPf4FzpGu66Mh9TsOY+7d+/G0KFDkZmZiT59+uD555+37Iu3IKnz\nyPP6/K9fCIF58+YhKSkJaWlpGDNmzHmPz/Pa+nl09vO6O3mUw3ltjRwOGzas4/diWloaFAoF9u3b\n1+nxm5qacNNNNyEhIQFJSUlYuXLlOY/ZvHkzVCoV3nzzTcu9cAuz5zyePHkS48aNQ0ZGBnr37o0H\nH3wQJpPJ8kmwAKnz+NFHHyE9PR1qtfqc99ujjz6KPn36oF+/fhg0aBA2btxo2RfvCISDa25uFt9+\n+60wmUxCCCHeeOMNMX78eCGEEHfccYd44oknhBBC7Ny5U0RHRwu9Xi+EECIrK0ucOHFCjB49Wqxe\nvfqc5y0sLBRDhw4VQ4YM6fT77S70PF9//XXH8VavXi0SExN7/HqtxRp5PF9uO3OhYwjR9fGQmj3n\nMSMjQ3z99ddCCCEqKytFUFCQOHjwYI9er7VInUee1+d//a+++qq4/vrrhU6nE0IIUVJSct7j87y2\nfh6d/bzuTh7lcF5b6zNPu+XLl4u0tLTzfn/+/Pli5syZQgghcnNzRUhIiKiqqur4fl1dnRg0aJC4\n+uqrxRtvvNGTl2pV9pzHqVOnitdee60jzrS0NPHtt9/26PVai9R5zMnJEYcOHRK33nrrOe+37777\nTjQ1NXU8ztfXVzQ3N1/ya3VEDl/k/dGuXbtEr169hBBCeHh4iLKyso7vDRw4UGzatOmsx5/vDTZx\n4kSRlZXV5Q+GF3tceXm5cHFxEUajsYuvRFqWyGN3PlRf7BjdHQ97YU95zMjIEB9//LEQQoiCggIR\nEREhSktLu/uSJGHrPHb1Z5zxvI6IiBDHjx/v0vF4XptZM4/Ofl53J48Xep7fc6Tz2lKfedpNnDhR\nvPLKK+f9fkpKiti5c2fH1zfeeKNYtGhRx9d33323WL58uZg5c6ZdF3l/ZE95nDp1qnjyySeFEEJU\nVVWJ5ORkkZ2d3d2XJAlb57Hdxd5vRqNReHl5icLCwos+l5w4/HLNP3r99dcxZcoUVFZWwmQyISgo\nqON7sbGxKCgouOhzvPPOO0hNTcXgwYMtFtdrr72GSZMmQal0jJRbIo8A8NBDDyE9PR0zZsxAbm5u\np4+52DGsMR62Yk95XLRoER577DFER0cjKSkJzz77LEJDQ3vw6mzHlnnsDmc7r+vq6lBeXo5Vq1Zh\nyJAhGDJkCJYtW9bpY3len58l8+jM53V38tgdjnReW+p3IwAUFxdj8+bNuOWWW877mIKCAsTExHR6\njLVr16KmpgbTpk27hFciLXvK46uvvorly5cjPDwc4eHhuO2225CZmXkJr8r2bJ3Hrlq0aBF69eqF\nyMjIHj+XI5HVLoMLFizA8ePHsXDhQjQ3N0OhUJz1fdGFLQFPnTqF999/H1u3brVYXEuXLsWXX36J\nn3/+2WLPaU2WyCMALFmyBFFRURBC4K233sLkyZNx6NChTh97vmNYYzxsxZ7yCAAvvPACXnjhBUyf\nPh25ubkYM2YMBg0ahOTk5G6+MtuSIo9d4YzntV6vR2trK5qbm5GVlYWCggIMHToUqampSEtLO+fx\nPK87Z6k8As59Xnc3j13hSOe1pX43tlu8eDEmT56MwMDACz7u98dpP0ZNTQ3mzp2LH3/8sVvHtAf2\nlEcAePfdd3HrrbfioYceQllZGcaOHYshQ4Zg7Nix3YrD1qTK48Vs2LAB8+fPd8j3Zk/Z/2WqLnrx\nxRexcuVKrF27Fu7u7ggICAAAlJeXdzwmPz8f0dHRF3ye7du3o6SkBH369EFsbCyysrJw11134f33\n38f69es7bgZ95plnuhTXsmXLOt5cwcHBl/4CbcRSeQSAqKgoAOZfZLNnz0Zubi4qKyvPyeOFjnGh\n8bBn9pbHiooKrFq1CtOnTwcAxMfHY/Dgwdi2bZvFXrM1SJHHrnDW8zogIACenp4dV1ajo6MxfPhw\n7N69m+d1G1vm0dnP6+7ksSsc6by25O9GwPwBfNGiRbjrrrs6/u3QoUMdObzvvvsAmHPc3ljj98c4\ncOAASktLMWjQIMTGxmLFihV44okn8MQTT1jg1VqPveURMM+GzZw5EwAQHByMiRMnYsuWLT16ndYm\nVR4vZsuWLbjjjjuwevVqu7/wZRW2XBtqLS+99JLo37//WTf/CmFeo/v7mz6joqLOuulfiIuvB+7J\nPXnLli0TCQkJIi8vr4uvRFqWzKNerxenT5/u+HrFihUiOjr6vMfuyjE6O449ssc8GgwG4efnJzZv\n3iyEMN9zEhkZedY9AfZGyjye73mEcO7zWggh/vKXv4i33npLCGG+XyQmJkbs2bOn02PzvDazVh6d\n/bwWont5vNDzONJ5bY3PPJs2bRJRUVEXvQ/xiSeeOKthSHBwsKisrDzncY5wT5695jE9PV0sXrxY\nCCFEQ0OD6N+/v/jyyy8v5SXahJR5/P2x/vh+27Jli4iKinKY+xmtweGLvMLCQgFAxMfHi379+ol+\n/fqJQYMGCSGEOH36tBg/frxISEgQKSkpHX8IhRBiwYIFIiIiQri4uIiAgAARERFx1g2i7S724eNC\nz6NWq0VkZGRHXP369RMVFRUWzoBlWDqPDQ0N4rLLLhNpaWmib9++YuzYsSInJ+e8x7/QMX7P3j8M\n2nMef/zxR9G/f3/Rt29f0adPH/Hqq69aLxE9JHUeeV6f//WXl5eLyZMni9TUVJGamioWLlx43uPz\nvLZ+Hp35vBaie3mUw3ltrc88t9xyi3j88ccvevyGhgYxffp00atXL5GYmCiWL1/e6ePsvciz5zxm\nZ2eLYcOGifT0dNG7d28xd+7cju6V9kbqPC5ZskREREQId3d34evrKyIiIjqKuoSEBBEcHHzWOb1v\n3z4LZ8C+KYTo5iJZIiIiIiIisluyuSePiIiIiIiIWOQRERERERHJCos8IiIiIiIiGWGRR0RERERE\nJCMs8oiIiIiIiGSERR4REREREZGMsMgjIiIiIiKSERZ5REREFjZmzBj885//lDoMIiJyUizyiIiI\niIiIZIRFHhERERERkYywyCMiIuqBxsZG3HbbbfD09ERYWBheeumls77/9ttvIzExEa6urggJCcG0\nadMkipSIiJyFWuoAiIiIHNlDDz2ETZs2YdWqVQgNDcWjjz6KPXv2ICMjA7t378b999+PJUuWYNiw\nYaiqqsLPP/8sdchERCRzCiGEkDoIIiIiR9TQ0ICAgAB88sknmDFjBgCgqqoKkZGRmDVrFkaNGoU7\n7rgDRUVF8PLykjhaIiJyFlyuSUREdIlOnjyJ1tZWDB06tOPf/P39kZycDAAYP348YmJiEB8fj1tv\nvRWffvopmpqapAqXiIicBIs8IiKiS3SxxTBeXl7Izs7G559/jrCwMDz++OPo168fampqbBQhERE5\nIxZ5RERElyghIQEajQZZWVkd/1ZdXY1jx451fK1Wq3HFFVfg+eefx759+5CXl4eNGzdKES4RETkJ\nNl4hIiK6RJ6enrjrrrvw0EMPISAgACEhIfj3v/8NpdJ8DXXNmjXIzc3FqFGj4Ofnh++++w4mk6lj\nOScREZE1sMgjIiLqgRdeeAENDQ245ppr4OXlhQcffBC1tbUAAF9fX6xcuRLz5s1DS0sLEhMT8fnn\nnyM1NVXiqImISM7YXZOIiIiIiEhGeE8eERERERGRjLDIIyIiIiIikhEWeURERERERDLCIo+IiIiI\niEhGWOQRERERERHJCIs8IiIiIiIiGWGRR0REREREJCMs8oiIiIiIiGSERR4REREREZGMsMgjIiIi\nIiKSERZ5REREREREMsIij4iIiIiISEZY5BEREREREckIizwiIiIiIiIZYZFHREREREQkIyzyiIiI\niIiIZIRFHhERERERkYywyCMiIiIiIpIRFnlEREREREQywiKPiIiIiIhIRtRSB2BpOp0ODz74INat\nWwcXFxdkZmZi6dKlF/05k8mEkpISeHl5QaFQ2CBSIiIiIiKiCxNCoL6+HuHh4VAquzZHJ7sib+7c\nuVAqlTh27BgUCgVKS0u79HMlJSWIioqycnRERERERETdV1hYiMjIyC49ViGEEFaOx2YaGxsRERGB\noqIieHp6dutna2tr4evri8LCQnh7e1spwu7R6/WoqKhAYGAgNBqN1OGQFXGsnQPH2XlwrJ0Hx9o5\ncJydhz2OdV1dHaKiolBTUwMfH58u/YysZvJOnjyJgIAAPP3001i/fj3c3Nwwb948jBs37pzH6nQ6\n6HS6jq/r6+sBAG5ubnBzc7NZzBeiVqs74rGXNxlZB8faOXCcnQfH2nlwrJ0Dx9l52ONY6/V6AOjW\nLWWyKvL0ej1yc3ORkpKC5557Dnv37sUVV1yBQ4cOISgo6KzHPvvss5g/f/45z1FRUXFW8Sclg8GA\n6upqAOY3HMkXx9o5cJydB8faeXCsnQPH2XnY41i3T0Z1h6yWa1ZUVCAkJAStra1QqVQAgEGDBuH5\n55/HmDFjznrsH2fy2qdBKyoquFyTbI5j7Rw4zs6DY+08ONbOgePsPOxxrOvq6hAYGIja2tou1yn2\nUZ5aSGBgIMaNG4d169Zh0qRJyM/Px6lTp5CcnHzOY7VaLbRa7Tn/rtFo7GZAAfMVBHuLiayDY+0c\nOM7Og2PtPDjWzoHj7DzsbawvJQ5ZFXkAsHDhQtx55514+OGHoVKp8N577yEsLEzqsIiIiIiIiGxC\ndkVefHw8Nm/eLHUYREREREREkujabnpERERERETkEGQ3k0dERERERJalN5qwu7AGW05WIr+6GYlB\nHkgN8UJKiBcifV271d6frI9FHhERERERdWp7XhXm/3AMP+dWoUlv7PQxiYEeeOXaVFydEmLj6Oh8\nWOQREREREdFZGnQG/GftEbz+yym0b7jm46pG/wgfxPi5oaCmGaeqmlBQ3YzjFY2Y/OFOjE8KwhvX\npSE52FPa4IlFHhERERER/WbDsXLcvXwv8qqaAQCT+wTjtgFRGNMrAIGeLmctzSxvaMGj3x3F4l2F\n+PFYOVJf2IwFE3vjX2MTpAqfwCKPiIiIiIjafJZdhFs++xVCAKFeWvx7XCLuHBwFd5fOy4YgT1e8\nP70fHhgVh3tW7Mcvp6rw8LeH0dhqwPwJvW0cPbVjd00iIiIiIsJX+0pw2+c5EAK4uk8w1s0ajNkj\n485b4P1eSqg3fp49HP+5IhEA8OSPx/H42iPWDpnOgzN5RERERERObvXB0/jTkmwYTQJTUkLw4fR+\nCPLSdvt5nprYGyqlAvN/OIan1h+HUQg8M6mPFSKmC+FMHhERERGRE/vhaBmmfbwHBpPAVclBeHda\n30sq8NrNuyoZ869KAgAs2HACr/2Ua6lQqYtY5BEREREROam8qiZM/2QPWo0mXJ4QgA+m90WYj2uP\nn/fxK5PxWNvSzYfXHMb+0roePyd1HYs8IiIiIiInZDCacMun2ahtMSA91AsfTO+HSF93iz3/vKuS\ncXmvAOiMJly/eBdazrPPHlkeizwiIiIiIif0zPrj2JpXDQ8XFZ6e2BvxAR4WfX6lUoHPbukPf3cN\nTlQ04W9f7bfo89P5scgjIiIiInIyW09V4ckfjwEAHhmbgMkpIVY5Tqi3K5bcnAkAWLSrECv3l1rl\nOHQ2FnlERERERE6kplmPP3+aDZMAJvUJxv0j46FUKi7+g5doUp8Q3Dc8FgBw97K9qGzUWe1YZMYi\nj4iIiIjIifxrzSHkVzcjwscVT0/sDS9X6++q9tI1KUgK8kB1sx5zvj5k9eM5OxZ5REREREROYk9h\nDT7YUQAAmHdlEjIjfGxyXK1ahTevSwcAfPprMQ6w26ZVscgjIiIiInICQgjc/78DEAKYkByEP18W\nadPjj08OwoTeQTCaBJuwWBmLPCIiIiIiJ/BZdjG25VXDVa3EnNG94KZR2TyGV69Ng0qpwM+nqvDN\ngdM2P76zYJFHRERERCRzDToD/rXmMADgzkFRGJcYKEkcycGe+NuwGADAnG8OwmA0SRKH3LHIIyIi\nIiKSuWc3HEdJXQsifFzxz1HW7aZ5MfOuSoaPqxonK5vw8pZcyeKQMxZ5REREREQyllfVhBc3m4up\nB0bFIzHIU9J4/N1d8OSEZADAC5tPokVvlDQeOWKRR0REREQkY8+sP45WowmDonxx16AoqcMBAPx1\naCzCvLWoaGzFK5zNszgWeUREREREMnWqsgmLdxUCAO4ZGgNfdxeJIzJzUSsxd2wCAOCtrXm8N8/C\nWOQREREREcnUM+uPw2ASGBLti+kZ4VKHc5a7B0fD312D4roWvLs9X+pwZIVFHhERERGRDOVWNuLj\n3eZZvFlDYuCpVUsc0dncXdSYMzoeAPDyT7kwmYTEEckHizwiIiIiIhlasP4EDCaBoTF+djeL1+6+\n4XHw1KqQW9mET7OLpQ5HNljkERERERHJTG5lIxa3zeL9ZXA0POxsFq+dr5sGs4fHAQD+u/EEhOBs\nniWwyCMiIiIikpln1h+H0c5n8do9MCoeWrUSB8/UY/XBM1KHIwss8oiIiIiIZKSophmf7C4CYN+z\neO2CvbQdWzu8uOWkxNHIA4s8IiIiIiIZefOXPBhMAv0jvHGjnc/itbt/pLkByy+5VThaVi9xNI6P\nRR4RERERkUw06Ax4N8u8HcGf+0faXUfN80kO9sTYhAAIAM9v4mxeT8m2yJs/fz4UCgUOHDggdShE\nRERERDaxaGchapr1iPZ1w5/7R0gdTrfMHmFuwLJyfymaWw0SR+PYZFnkZWdnIysrC9HR0VKHQkRE\nRERkE0aTwKs/5wIAbs4MR4i3q8QRdc+UlBBEeLuiptmA97IKpA7HocmuyNPpdLjvvvvw9ttvQ6FQ\nSB0OEREREZFNfH3gNHIrm+DjqsbMgVFSh9NtapUS9w6PAQB8uINFXk84xiLdbnj88cdxyy23IC4u\n7oKP0+l00Ol0HV/X1dUBAPR6PfR6vVVj7Cq9Xg+DwWA38ZD1cKydA8fZeXCsnQfH2jk4yji/uPkE\nAOD6tBDE+2ntPt7OzOwfjnnrjmH/6XpsOnoGI+L9bXp8exzrS4lFVkXe9u3bsWvXLjz33HMXfeyz\nzz6L+fPnn/PvFRUVZxV/UjIYDKiurgYAqNWyGir6A461c+A4Ow+OtfPgWDsHRxjnPSUN2J5fA41S\nganx7qioqJA6pEuiBHB1oi++PlqNFzYcQbJXok2Pb49jXV/f/W6j9hG5hWzZsgVHjhzpmMUrKirC\nVVddhQ8++AATJ04867GPPPII5syZ0/F1XV0doqKiEBgYCG9vb5vGfT7tVXtgYCA0Go3E0VC7xlYD\nvsgpxbKcUpQ3tqJZb0ST3giVQoHxSYG4IT0Ul/cKgIu666uhOdbOgePsPDjWzoNj7RwcYZyXri8G\nAFyZFIjx/eKgVjnuXVkPXK7G10d3YGN+AxTuPgj0cLHZse1xrLVabbd/RlZF3ty5czF37tyOr2Nj\nY7FmzRqkpaWd81itVttpwjQajd0MKGC+gmBvMTmr4+UNeHNrHj7eVYjals47Pi3eXYzFu4vh66rG\nzf0jsGBSH/i4dW3sONbOgePsPDjWzoNj7RzseZzP1Ouw6sAZAMBN/SPh5tr9osCejEoIQkqIJw6d\nacB7O4rwxFXJNj2+vY31pcQhqyKPyFrez8rH7JUH0Go0AQAifVxxQ98wpIR4wkurhodWjdpmPb45\neAYbT1SgqkmPt7flY9WB01hyUybGJQVJ/AqIiIhIrj7cUQC9USA91AvXpoVKHU6PKRQK/GVIDB74\n+iC+3Fti8yJPDmRd5OXl5UkdAjm4Fr0Rs1cewIc7zR2eBkX54rYBkbixbxiCO2lLfOuAKBhNAiv2\nluD/Vh9CUW0Lrng3C/cNj8ULU1LgplHZ+iUQERGRjBlNomPz82n9whxm8/OL+XP/CDy0+hAOnWnA\nroJqDIz2kzokh+K4i3WJrKygugkj3tyKD3cWQKkA7hsWizV3DcJ9I+I6LfDaqZQKzMiMwOGHL8dN\nmeZNSN/amodhr/+C2mb76dREREREju+7w2dQUN0MH1d1x+cOOQjy1GJSn2AAwBu/nJI4GsfDIo+o\nE2fqdRj99jbsKaqFj6sar09Nw0vXpiDIq+tr3D21anx2S3+svH0AfFzVyCmpw9h3tqH+PPfzERER\nEXXX29vyAADXpIYiIdBD2mAs7M5B0QCA7w6XwdB2ywx1DYs8oj9o1Bkw+cMdyKtqRqSPK5benIm/\nDY+FVn1pSy2vSw/DpnuHwlurRnZxHa5YuB2NOhZ6RERE1DMnKxrx/ZFyAMD0jDAoFAqJI7KsSX2C\nEeCuQWWTHl/8Wix1OA6FRR7R7xiMJvxpaTZ2F/42gzc5NbTHvzQzI32x/q9D4OGiws7CGlz5Xhaa\n9UYLRU1ERETO6N3t5nvxhsX44YpE+TV506iUuHVAJABg0a5CiaNxLCzyiNoIIXD//w5gzaEz0KqU\neOWaVExNt1yHqoHRfvjxniFw16iwLa8at3yaDSGExZ6fiIiInEeL3oiP2hrD3dA3DK4ybe52x0Dz\nks2fcqtwpq5F4mgcB4s8ojbvbs/HO9vyoQDw1MRk3DYwyuLLHobG+uObOwdCpQBW7j+Nt7fmWfT5\niYiIyDl8ta8Ujs6p4gAAIABJREFUlU16hHpp8ScZNVz5o77h3sgI94bBJPAmPzd1GYs8IpjXtD/4\nzSEAwN9HxOH+kXFQKa2zrn1cUhDmte338uA3h5BTXGuV4xAREZF8fbDDPIt3bWoIwn3O3/VbDtob\nsKzYVypxJI6DRR45PaNJ4I5lOWjSG3FZpA/+PS7hkpusdNWj4xIxLiEQOqMJUxftQj0bsRAREVEX\nHS9vwOaTlVAqgGn9wqUOx+puygyHWqnAkbIGZBfVSB2OQ2CRR07vtZ9z8XNuFdw1Ksy7MumCe+BZ\nilKpwOe39keIpwvyq5sx84u9vD+PiIiIuuSjneYmJENi/DAy3l/iaKwv0FOL8UmBAID32jZ+pwtj\nkUdO7fCZejz63REAwD9HxWFSnxCbHTvIU4sVMwdApQDWHC7HysOVNjs2EREROSaD0YTFbZ0mp6aF\nWn31kb34c39zl821h8t5YbwLWOSR0zKaBG7/Igc6gwlDY/zw4Oh4KK10H975jIgPwL/GJgAA5m8u\nQm2L3qbHJyIiIsfy3eEynK7Xwd9dgxudYKlmu2vTQuGqVqKgphlbTvLC+MWwyCOn9dHOAuwsqIGn\niwrzrkqCv4dWkjgeH5+EGD83VDYb8Y//HZIkBiIiInIM7Q1Xru4TjBg/N4mjsR1PrRrXpJq3tmrP\nAZ0fizxySvUtBjz2/VEAwKwhMRifJN0Goq4aFd69IQ0A8HlOKX7O5dUpIiIiOldJbQu+O1IGAJia\nFmbxrZ7s3c39zVtF/HC0HEYTl2xeCIs8ckr/3XQCZ+p1iPJ1xeyRsZL/khybEICpvf0gANy9bC8M\nRpOk8RAREZH9+Xh3IYwmgYxwb0zoLd0FaqlM6B0EH1c1yhtbsfrgaanDsWtqqQMgsrXC6ma8tPkk\nAOD+EXGI8/eQOCKzJy+Pwqa8ehyraMRTPx7D/Am9pQ6JbEAIgR0FNfj+SBnKG1pR3axHTbMeKqUC\nAyJ9MCTGD4OifeHn7iJ1qEREJCEhBD7s2BsvFO4uzvcxXqtW4Ya+YfhoZyE+2V2EqelhUodkt5zv\n3UFO79G1h9FiMCEzwht3DY6WOpwOAe4aPH91Mu756iBe3JyLvw6NRZjMNzd1ZofP1GPpniJ8/msJ\nTlU1dfqYNYfOdPz/sFg/PD4+CVcmB0k+80xERLb3y6kqnKxsgoeLCtMznKfhyh/dnBmBj3YWYsPx\nCuj0Rmg1ztFdtLtY5JFT2V1Yg6V7igEAD4yKt7vZkZmXRWJhViF+La7DnG8O4vNbL5M6JLKwep0R\nT399CAuzCtDeAdpNo8TIuABE+7nCU6uGt1aNZr0JB07X48DpOhTWtGBbXjUmvL8DAyJ9MH9CMib2\nDmaxR0TkRNq3TbgiMRC9gz0ljkY6YxICEezpgrKGVnyRU4KZA6OkDskuscgjp/LQanP3yom9g+2y\n7bBSqcDL16Ti8ne2Y/m+UvzndB1SQ72lDoss5H8HzuD+/x3E6QbzVhkj4/wxsXcwru8bisRAz/Nu\n4XG8rAHPbDiOL3JKsLuoFld/sBNXJQfh0z/3R4CHfV2oICIiy2vUGfDl3hIAwJSUEJtv+WRPVEoF\nbsqMwGs/n8KynGIWeefBxivkNH46WYnNJyuhUSlw/8hYuNrp9P6YhEBclRwEo0ng/lUHpA6HLKBZ\nb8RNS/Zg+tJfcbpBj0gfV7x9fRq+nzUYj1yRiORgrwv+wU4M9sTimzKR++g43DEwCi4qBdYdLUf6\nC5uRlV9tw1dCRERSWLm/FA06IyJ9XHFdeqjU4UhuetuF+p9yq9DcapA4GvvEIo+cxtPrjwEwXwG7\nItG+O1K9OCUFSgWw8UQlNh0vlzoc6oHqplZc+W4WvsgpgUqpwM1p/lh312W4d3hct2+aD/dxxUd/\nysDWv49AlK8rSut1GPHmVry46QSEYCtpIiK5WryrCAAwOSVEsn197cmQGD+EemnR2GrEl3tLpQ7H\nLrHII6ewI78aPx6rgEoB3DU4GmqVfb/108K8MXOAefnBA98c4gd4B1VY3YyRb23DL6eq4OmiwpvX\n9sGz42ORGOzVo+cdEOWLAw+NwcTewTCaBB5acxh/+2o/3ydERDKUX9WEjScqAADXs5skAPPtLe23\n3Xy1j0VeZ+z7ky6RhTy9/jgAYFKfEEk3Pu+OpyYmw1WtxN6SOnyWXSx1ONRNh8/UY9gbv+Dg6XoE\nebjgg+n9cOegKKgtdB+Ft6sG3949CAsmmbfaWLg9H39dsY+FHhGRzHyyxzyLNzDKB6N6+Uscjf24\noa952eqWk5XQ6Y0SR2N/WOSR7P1aVIs1h85AqQDuHBQFjZ3P4rWL8HHDP0fFAwDm/XAUJhM/vDuK\nktoWXPVeFopqWxDn74ZFf+qHGZkRFu+GqVAo8Mi4RLx9fToA4L2sAtyznIUeEZFcCCHwcVtXzckp\nIdCq7bOfgBRGxAUgyMMFdToDVnA27xyO8WmXqAfa78W7MikIk/qESBxN9zx0eS94alU4UdGET3YX\nSh0OdUF9iwFXf7ADhTUtiPFzw5KbMnF1inVvkr93eCwW3pAOBYD3dxRgFgs9IiJZ2Nq2N567RoUZ\n/SKkDseuqJQK3NDXvHyVSzbPxSKPZO3g6Xqs3H8agHkWz0XtWG95f3cX/GOEeTbv2Q0nOJtn5/RG\nE278ZDdySurg767B61PTMDw+wCbHvmdYLBZOMxd6H+wowIINx21yXCIisp72hitXJAUiKdhD4mjs\nz7S2Im/TyQq0csnmWRzrEy9RNz2/6QQAYGxCAKakOmbL4Tlj4uHhosKxikZ8ml0kdTh0HkII/O2r\n/Vh3tBxatRKvXJOKa9Js+56bNTQWL0zpAwB4/Puj+PoAr2wSETmqP+6NZ+kl/3IwulcA/N01qGk2\n4H8HT0sdjl1hkUeydbquBZ//am5YctuAKLvdF+9i/N1d8I+RcQDMDWS4DM8+vbMtHx/sKIBSASyY\n2Bu3XBYpSRxzRvfCzAGRMAngz5/+igOldZLEQUREPbPqwGnU6wyI8HHtWJZIZ1OrlLguzZyb5dxK\n4Sws8ki23tmWD71RoG+Yt8O3HJ4zuhfcXVQ4Vt6IT9lp0+7sLanFnG8OAgDuHxGH2SPiLri5uTUp\nFAq8d2M/DIn2RWOrERPe34GKBp0ksRAR0aVb3N5wpU8w/NxdJI7Gfk3r17Zk80QF9AaTxNHYDxZ5\nJEsteiPe2ZYHALg5Mxxert3bdNreBHi44P4RbbN5Px7jbJ4dadQZ8Kcl2dAZTBgR54//jE+U/N5P\nF7USq+8ahEgfVxTXtuDaRbt4PycRkQMpqP7d3nicxbugsQmB8HFVo7JJj9WHuGSzHYs8kqXPsotR\n3tiKUC8t/nyZPLpRPTg6Hu4uKhwtb8QXOZzNsxf3/+8AjpQ1IMjDBc9O6o0AD63UIQEAAj21WPuX\nwdCqldiWV40nfzgqdUhERNRFS/YUQQhgQKQPRveyTQMvR+WiVuLatnvguWTzNyzySHaEEHj151wA\nwIyMcET6uksckWUEemrxt6ExAIDnN56UOBoCgC9+LcZHOwuhAPDUhGSMsFEnza5KC/PGa1NTAQBP\nbziBrLwqiSMiIqKLEUJ0dNXk3nhd095lc+OJChiNXLIJyKzIa2lpwdSpU5GUlISMjAxMmDABeXl5\nUodFNrbpRCX2l9bDTaPEbQOkaX5hLQ+M7gWNSoGckjqsP1oudThOrbi2Gfes2AcAuGtwFG4fFCVx\nRJ2bNSQGU1JCYDQJzFiSjQadQeqQiIjoArblVeNERSPcNSpM7xcudTgOYXxSEDxdVChraMXaI2VS\nh2MXZFXkAcCsWbNw9OhR5OTkYPLkyZg1a5bUIZGNvfKTeRZvSkoIMsJ9JI7GssJ9XHFrW9fGp9o2\neSfbE0Lgvq/2o67FgNQQLzxxZZLdXmlVKBRYfFMGQr20KKhpxu1f/Cp1SEREdAHtDVfGJQYiOdhT\n4mgcg6tGhWtSQwAAX+SUSByNfZBVkefq6opJkyZ17CMyZMgQ5ObmShwV2dKJikasOXQGAHBzZqRk\nHQ6t6eGxCVAA+Cm3CtlFNVKH45S+2leKrw+egUqpwGPjE+1+SbC/uwuW3XoZFAC+2ncaS3cXSh0S\nERF1oqnVgGVtRcrklGBZfo6xlmlts54bj1ewQR0Ax245eBGvv/46pkyZ0un3dDoddLrf2orX1Zn3\nktLr9dDr9TaJ72L0ej0MBoPdxOMI3v7FXNQPi/HF2F6+DpO77ox1nK8W16QG4+uDZXh87WGsun2A\nDSKkdtVNesxeuR8AMPOycEzpE9jl95mU5/TQaG/83+g4vLDlFO7/30GMS/BHoAdbclsLf387D461\nc7DVOC/PKUG9zoBwby0m9+763xcCxsb7wU2jRGm9Dt8fKsUVSUGX9Dz2eE5fSiyyLfIWLFiA48eP\nY+HChZ1+/9lnn8X8+fPP+feKioqzij8pGQwGVFdXAwDUatkOlcW0GExY1LbEYVKcO+prqlAvcUxd\n1d2xnpXhj68PluH7oxXYfbwIMb720dHRGfzfujycaWhFtLcL7unrg5qqyi7/rNTn9L0Zvli5T4uT\n1Trc/uluLLou0eYxOAupx5psh2PtHGw1zh9sPwUAuCLWE2iuQ3mz1Q4lS+PivLHmWA0+3pGLfn6X\n9hz2eE7X13f/E619RG5hL774IlauXIn169fD3b3zZVSPPPII5syZ0/F1XV0doqKiEBgYCG9vb1uF\nekHtVXtgYCA0Go3E0di/T38tQU2LEaFeLrhlaBKCfFylDqnLujvW44OCMDLuDH4+VY03syuxeEY/\na4dIMDf1+fyAuaj7z/hEZCZ2r9mKPZzTn9ysxci3s/BDbh1+KjXgBu6/ZBX2MNZkGxxr52CLcc6v\nbsbWQvOH+emXxSAo6NJmopzZTQMMWHOsBluLmhAYGNhxC1d32OM5rdV2/2K+7Iq8l19+GZ9//jnW\nr18PX1/f8z5Oq9V2mjCNRmM3AwqYryDYW0z26oMd5lm869LDEBPoJXE03dfdsf7P+CRc9d4OrNx/\nBq9NNSHQk7N51tRqMOH+rw8BAG7sG4ZbB8ZAo+l+sxWpz+lh8UH4x8h4vPJTLv7xzWFMTAmDjxt/\nv1iD1GNNtsOxdg7WHufPck5BCGBglA/GJode0t8YZ3dNWji06v0oqtUhq7AOo3oFXtLz2Ns5fSlx\nyKrxSlFRER588EHU1NTg8ssvR0ZGBgYPHix1WGQD+0vrsDWvGiqlAjOcpN3w+KQgpIV6ocVgwrMb\nT0gdjuy98cspHC1vhL+7BnPHJsDVgf/4Pj0xGbF+bihraMWs5XulDoeIyOmZTKKjq+aUlFC4OfDf\nGCl5atWYkGyeAf1kd5HE0UhLVkVeZGQkhBA4efIkcnJykJOTgx07dkgdFtnAu9vzAQBjegVgWJy/\nxNHYhkKhwMNjEwAAH+8qhM5glDgi+Tpd14L5P5i3rJg9PBb9o86/SsARuLuo8fFNmQCAL/eW4kfu\nuUhEJKmfcitxqqoJHi4qTOvHZfQ9cWPbxf71Tt5lU1ZFHjmnBp2h42rNDemh0Kic5209IyMcoV5a\nVDbp8dbWPKnDka1HvzuCep0BKSGeuG9YrNThWMSoXgG4q20D979+tQ96o0niiIiInFd747grk4KQ\nHMS98XpickoIXFQK5Fc3Y1eh82415Tyfhkm2vvi1GPU6A6J93TCtr3Ms1WynUSkxZ3Q8AOCtX/Kc\n+oqVtewsqO744/vQmF4I9nachj4X8/yUFPi5aZBb2YQn22YqiYjItupbDFixtxQAMCUlhHvj9ZCP\nmwbjEs334n3ixPvCssgjh7ewbanm9emhCPJyvuYjs4bEwMNFhdyqJizfWyJ1OLJiMgn8fdUBAMDV\nfYLxp8wIiSOyLH93F7x0TQoA4MXNJ5Ff1SRxREREzufLvSVo0hsR4+eGySnBUocjCze0XfT/8ViF\nxJFIh0UeObSc4lrsKaqFRqXAjEznmsVr5+OmwawhMQDMH9TJcj7NLsLOghq4a1R4cHS8QzdbOZ+Z\nA6IwJMYXLQYT7lyWI3U4RERO56OdBQDMs3hBXvJZLSKla1NDoFQAx8obcfB0ndThSIJFHjm09mV0\nY+IDMCDSsZth9MQ/R8VBpQB2FdZie16V1OHIgs5gxGPfHwUA3DEwCqMvsQ2zvVMqFXj/xn5QKYCN\nJyqxgrPBREQ2c7SsAdvyqqFUAFPTQ6UORzYCPbUYGR8AAPh4l3N22bRJkTdv3jzk5+fb4lDkRHQG\nI5buMZ+416SGQu1EDVf+KNrPHdPaukk99SPvrbKEd7fnI7+6GYEeLvj7yFhZ3yORFuaNf4w039v5\nz/8dRIuenVqJiGyhfduEoTF+GBbrHN3BbWVaX3OX0nVO2kHaJp+KV69ejV69emHcuHH47LPP0NLS\nYovDksx9c/AMqpr0CPF0YbthAP+6vBcA4Iej5ThV2ShxNI6tvsWAp388DgD4y+BoJAd7SRyR9c2f\nkIwQTxcU17Xg8bYZTCIish6jSXR0B5+SGsK98SzsuraZ0X2ldThV5Xyfi2xS5O3ZswfZ2dno27cv\nHnjgAYSFheHee+/Frl27bHF4kqn2NeyTU0IQKqOOh5eqf6QvRscHwCiAJzmb1yMvbzmJ8sZWRPu6\nYfaIWKnDsQlPrRovX5sKwLzxO5uwEBFZ1w9Hy1BS1wIfVzWuS+PFakuL8HHDoGjzrTyLnXDJps3W\nt/Xt2xevvPIKiouL8dFHH6G4uBjDhw9Heno6XnvtNdTW1toqFJKBwurmjun3G/ryF2O7f401z+Yt\n31uKmqZWiaNxTOUNuo4GNvcOi0G4j5vEEdnOTZkRGBrjhxaDCbOW75M6HCIiWWvvKzChdzASAj0k\njkae2pdsfn+4TOJIbM/mNzGZTCa0trZCp9NBCAF/f3+88847iIqKwrJly2wdDjmoT/YUQgjgskgf\njE2UZ0OMSzEhORhJQR5obDXiBXbavCTPrD+OhlYjegd74t6hsVKHY1MKhQLvTEuHUgH8cKwcaw+f\nkTokIiJZqmpqxdcHzL9jr+HeeFZzfbq5yNtTVIPTdc51u5jNirw9e/Zg9uzZCAsLwwMPPIDMzEwc\nPnwYW7ZswZEjR/DEE0/g/vvvt1U45MBMJoGPdpqvfl2TGgKtmmvY2ymVCjx8eQIA4IMdBWg1mCSO\nyLHkVTXhnW3mJlGzh8fCx10jcUS21y/cB38ZEg0A+PuqAzAY+R4iIrK0z7KL0Wo0ISnIA5NSQqQO\nR7Z6BXogPdQLRuF8G6PbpMjr27cvhgwZglOnTuHDDz9EYWEhnnvuOSQkJHQ85rbbbkN5uXN2v6Hu\n+flUJXIrm+DhosLN/eW1ObUl/PmyCAR6uKCsoRUftt23SF0zb91RtBpNGBjlg7sGR0kdjmSemdgH\nPq5qnKxswn83cUaYiMjS2pdqXpMSAl8357ugaEvt3cfXHHKuJZs2KfJuvPFG5OXl4dtvv8XUqVOh\nUp078xIUFASTiVeM6eLaZ/GuTApCrwCuYf8jrVqFf46MAwC8uiUXQgiJI3IMB0rr8Enblhz/GBkP\nV41a4oikE+Dhgmcn9QEA/HfjCZTVO9cSFyIia9pXUofsolqolQr2FbCB69u6bGYVVKOmSS9xNLZj\nkyLvscceQ0QEZ1yo5+pa9FjetlnztWkhUCi4hr0z9w6PhataiWMVjfiW91V1yb/XHoEQwNiEAMzI\nCJc6HMnNGhqD9FAv1OsMmL3ygNThEBHJxqJd5lU2o+L9cVmUr8TRyF9qqBcSAtyhNwoszXaeLptW\nu1Q9Z86cLj/25ZdftlYYJDPLckrQrDch3t+942ZaOpe/uwvuHBSNt7fl4dn1JzA5JVTqkOza1lNV\n+ObgGagUwJzRvaBW2bwnld1RKRV4Z1pfjHhzK1bsK8X2vCoM5Ua9REQ90qI3Yknb3njXpIZCw783\nVqdQKDCtXzie23gCXx84jdkj4qQOySasVuT9+uuvXXocZ2KoO37fcMXLlWvYL+TBMfFYuD0P2/Kr\nkVNci4wIH6lDsktCCMz99jAAYEpqKCb2DpY4IvsxPM4fMzLCsSynBPcs34ecB0ezAxwRUQ+s3F+K\nyiY9QjxdOtr7k/Vdnx6G5zaewNa8KjTqDPDQyv+WDKu9wk2bNlnrqclJHTpdj6z8aqiUCszI5PLf\ni4kP8MC1qaFYdeA05v9wDKvuGCh1SHZp7ZEy/HKqClqVEnNGxbGI+YOXr0nF6oNnsP90Pd7dno97\nh8dKHRIRkcN6L8u8VPPatFBE+DrPPqxSGxDlgwgfVxTXtmBZTgnuHBwtdUhWxzlichjtnahGxvlj\nQCRnpbri4bHmDrZrDp1BcU2zxNHYH5NJ4JFvjwAApmeEY0R8gMQR2Z9wH1c8Nj4RAPDY90dQ2+w8\nN60TEVnSkTP12HKyEkqF+W8O2Y5CoeiYOV21v1TiaGzDJkVeY2MjHnvsMQwbNgwJCQmIj48/6z+i\ni9EbTR37m1yTGsJ7prpocIwfBkf7wmASeGbDcanDsTuf/1qMfaV18HRR4cHR8Vw+fh5zRvdCnL87\nKpv0+NeaQ1KHQ0TkkN7fYZ7FGx7nj5FxvKhoa+29HH7KrUKrwShxNNZnkwWpd999N7Zs2YJbb70V\nYWFh/CBF3fbd4TKUNbQiwF2D6f149as7HhmXiKmLdmHpnmL89+oUeLnKfx16V7QaTHjs+6MAgJkD\notCP9yyel4taibeuT8OkD3biw52FuH9EHFLDvKUOi4jIYbTojVjctiLphvQwuKh5sdrWhsf5I9DD\nBRWNrVi5/zT+JPNbf2zyaW/t2rX49ttvMXz4cFscjmToo7ZNva/uE8I17N00JSUEcf5uOFXVjNd+\nzsV/xidJHZJdeC8rH6eqmhDgrsE/R3FFwcVM7BOCCclB+P5oOe5evg/b/j6cF+yIiLroq32lqGrS\nI8RLy4vVElEpFbguPRTvZxVgxd4S2Rd5NrmM4OfnB39/tt6mS3O6rgXfHi4DAExN51YA3aVUKvCv\ny8335r29NQ8Go0niiKTXoDPgqR+PAQD+MiQGCUEeEkfkGN68Ph0alQJZ+dVYllMidThERA7jvax8\nAMDU1BCE+bhKHI3zuqFtyebmk5UwmoTE0ViXTYq8p556Co8//jiamppscTiSmSV7imA0CfQN88JV\nyUFSh+OQZg6Mgp+bBqX1OizZ4zwbgZ7PKz/loqyhFVG+rvj7iFipw3EYvQI98EDbrOeD3xxEs17+\n9zQQEfXU4TP1+Cm3CkoFcCMbrkjq8oRAeGvVqGzS47vDZ6QOx6qstlwzMzPzrKU8J06cQEhICGJj\nY6HRnL2/WXZ2trXCIAcnhPjd3nihcHfh/WSXwk2jwt9HxOLJH4/jxc0ncfvAKKddalfRoMMLm04C\nAO4dGotwHy7/7Y7Hxyfhk91FKKnTYd66o/jv5BSpQyIismsLt5tn8Uaw4YrkXNRKXJsWgiV7ivFZ\ndjGmpMp3hZjVPjFPnTrVWk9NTmRHQQ2OlDVAq1ZiWj9uGtoTs0fE4b8bT+LQmQasP1aB8U46K7pg\nwwnU6wxIDvLArCHy3yfH0jy0arxybSpuWpqN1346hXuHxiA2gMtdiYg6U99iwKK2i9U39g1nwxU7\ncGO/cCzZU4wNxytgMgnZ7o9rtSLviSeesNZTkxNpb7hyRWIg0kLZza8ngjy1uHVABD7YUYin1h9z\nyiKvoLoJb23NAwD8fUQcAjy10gbkoGZkhOP1n09he3417lmxH+vuGSJ1SEREdumT3YWo1xkQ4+eG\nGVyqaReuTA6Cl1aF8sZWrD1yBlenyHM2zyaXE+Lj41FZWXnOv9fU1HCfPDqvplYDvvjV3NxhSkoI\nVDK90mJL/zcmAQoAP+dWYX9pndTh2Ny8dcfQajRhQKQPbr0sUupwHJZCocDCaX2hVAA/HCvH2iPy\nvq+BiOhSmEwCb/xyCgAwvV84grx4YdEeaNUqXNu2THPpnmKJo7EemxR5eXl5MBrPvUFfp9OhqIhN\nIKhzX+0rRb3OgAgfV0xNk+dVFltLDvbE1X2CAQDz1x2TOBrbOnS6Hh/vNi+ZmT0iDt5umov8BF1I\n33BvzBoSAwCY/dUB6Nm11WKEEKho0OFoWQOqm1ohhLw7wBHJ1frj5Tha3ggPFxVuuUze7fodzfS2\nWdX2JZtyZNUuFt98803H/69btw4+Pr9tNmw0GrFhwwbExcVZMwRyYIvaNg2dkhKCEG+2G7aUh8cm\nYM3hMqw+dBoltS0Id5JWzv9eewQmAVyeENDxy516ZsGk3liWU4Lcqib8d+MJ7sF4CYQQOHymAWsO\nncHaI2U4UdGIMw066I2/fejw0qoR4+eG3sGeuD49DNemhbAJFZEDeOOXPADmzzG85cS+OMOSTav+\nlWhvvqJQKDBz5syzvqfRaBAbG4uXXnrJmiGQg8qtbMSmE5VQAJzFs7Dhcf4YEOmD3UW1ePrHY3h7\nWl+pQ7K67XlV+N+B01AqgPuGxcJNo5I6JFnwc3fBc1f3xj0r9uO5jSdw9+BohPKCTJeUN+jw+s+n\n8Gl2MU5Vdb69kIeLCo2tRtTrDDhwuh4HTtdjxb5SeLiocF1aKO4ZGoMR8ezUR2SPTlY04tu2Fv0z\nMsJl29zDUbUv2VyaXYyle4pZ5HWXyWRevhMXF4ddu3YhMDDQmocDABw/fhwzZ85ERUUFfH19sXjx\nYqSksMW3o1ncNos3KNoXo3rxQ4wlKRQKPDw2ATd+sgdLs4uxYFJv+Lq7SB2W1QghMPfbwwDMV1Pl\n3C5ZCncNjsFbW/Owr7Qe96zYh6/vHCR1SHYtv6oJL23JxQc78tGsN/+NdFEpMCDSFyPi/ZEZ7o0Y\nf3dE+bjB112DplYjjpQ34Fh5A7LyqvH9kXIU17WYP5hkF+P69FC8em0aovy4FQiRPXlrax6EAIbF\n+GFC72Cpw6FOzMiMwNJs+XbZtMl6j1OnTtniMACAe+65B7NmzcLtt9+OFStW4K677sL27dttdnzq\nOaNJdBSvJLLTAAAgAElEQVR516SGcNbFCq5LD0NSkAeOlTdi3g/H8OrUNKlDsprvDpfhp9wquKgU\nuG94HNtXW5hKqcB7N/bD0Nd/wTcHz2D1wdMspDvRoDPgiXVH8frPp2Bou/8jJcQTt/SPxNT0ECQG\nekKtOve96alVI9hLi1HxAbh7cAyEEFh3tAwLt+Vj9aEzWLn/NL47XIbHxifhwTHx0Kr5+5JIag06\nQ0d38BkZ4XDl5xi7ND4pUNZLNm22qH/Dhg3YsGEDysrKOmb42n300UcWOUZZWRmys7Pxww8/AABu\nuOEGzJ49G3l5eYiNjbXIMcj6Nh6vQGFNC7y0alyfzr3xrEGlVGD+Vcm4aWk2Fu0sxLwrk2Q5m2cw\nmvCvNYcAAH/KiMDYROuvJnBGg2P88LfhsXhrax7uXbEfYxMC4aHlPWPtvj5wGn9ftR+FNS0AgIFR\nPrh9YBRuyoyAXzfPO4VCgQm9QzChdwh2F9TgL8v3IqekDv9eewRf7i3Bd3cPdpr7bIns1Yc7ClDb\nYkC0rxv+xHvA7Zbcl2za5K/w/Pnz8eSTT2LAgAEICwuDQmGd6dDCwkKEh4dDrTa/LIVCgejoaBQU\nFJxT5Ol0Ouh0uo6v6+rM7eT1ej30er1V4usuvV4Pg8FgN/HYyoc78gEAVyYFIM5X6xSvX4qxnpoS\nhIQAd5yobMK874/ghSl9bHZsW/lgRyEOnWmAj6safxsSCZPRANO5jX5tRs7n9JNXJmDV/lIU17Xg\nH6v2450b5Ds73BV6vR5n6lrw1+/2YPXhcgBAmJcW/xoTi5kDouDZVgT35L3QL8wDO/4+FO/vKMSj\na49hb0kdMl/egtV3XIbMCJ+LPwFZhJzPa/pNV8dZbzTh5S0nAQA3Z4TCz03F94YduyE95P/Zu+/w\nqMq0j+PfyWTSEyAJCQmkkBASwIRQBSQ0EUQFu2LBBbEXBMuLZV3Frqi7uugqFnSta8e2uHRQeu+Q\n0JJAgIT0Psmc949oVldRSqb/PtfFdZlJZuY+3nPOnPs8z7mfH6dsFlJXV4+Pj8kl9+mTicUhRd4r\nr7zCW2+9xbhx4+z+Xv9bQB6r9fSTTz7JtGnTfvV4UVHRL4o/Z2poaKCkpASguXD1dKW1DXyx5RAA\nwzr4c/RokZMjcgxn5XrK6dHc+u1e3lydx02ZrQkL8JzPWWV9Iw99txOAq09rQwf/egoLC50ak6fv\n008Pj2PcZznMWpPP+Z2C6RUb4uyQnGbJ3lIm/XsfhTWNmE1wadc23Na3HR3Dg6gpL6GmBd/rwuRA\nMq9K5cpPs8ktq2fQyyt4YVQio1PDW/Bd5Fg8fb+WJseb50+2HSW3tJY2AWbOTwp0+veO/L7urQ1C\n/HworLLy4apszkpu45L7dEVFxQk/xyGR19fXM2DAALu/T1xcHPn5+TQ0NODr64thGOTl5REfH/+r\nv73vvvu48847m38uLy8nLi6OyMhIwsJco83tT1V7ZGQkFot3rOn12Ypc6hoNOkUEcXHvZMKDvWPh\nUGfl+tqISP668jA5R6t5dWMpz5znOaN5L8/NprC6gQ6tApg8rAtR4UHODsnj9+nL27ZldnYln2w+\nxF1z89gwZSCW37jPzJM12gwem5/DE/N3YwCJbQJ4dGQKF6XH2PX/Rdu2sHZKOy58ax3f7yvhpq/3\nUusTwC0DEuz2ntLE0/draXI8eTYMg5nrmi4uXtEjll6df33+Ka7nkowY3lpzgNnZlVzZr7NL7tP+\n/id+PuyQIu+6667j/fff58EHH7Tr+0RFRdGjRw/effddxo8fz6effkpiYuJv3o/n7+//m//DLBaL\nyyQUmq4guFpM9vT22gMAjO7WjujW3jUK4IxcW4BpZ6dy1XvrmbXmANPO7uIRi4QfLKvlr0v2AXD7\nwI50inadqWuevk+/fEkG83KKyC6q5sH/5PDcmG7ODslhiirruOydtSzMOQrA2clhPD06nYw4x4yo\nRVosLLxlADd9spk3VuUy5cvttAn255recQ55f2/m6fu1NPmjPH+z7TBbD1cS7GdmYr9EfR7cxNW9\n4nhrzQEW7C7Ghg8Wi8Xl9umTicMhRV5tbS0zZ85k3rx5ZGRk/CrQ559/vsXe69VXX2X8+PE88cQT\nhIWF8fbbb7fYa4t9bS4oZ01eGWYfExdneNbNr67s8sz2PDRnJzlHq3nou5381QM6bT44ZwfV1kYy\nYsK47nSd4DpS2xB/Xr4onSvfW88LS/Zw4WntvGItt80F5Yx5cxX7imsIspiZOqQjV3UJIb5dqEPj\n8DX78NplGWBqav5w7b82EubvywVqYiVid08vzAHgovQYMmNd5+Ki/L4hnSKJCvHjSGU9H244yJWZ\nnnEO6pB5NJs2bSIzMxMfHx+2bNnC+vXrm/9t2LChRd8rNTWV5cuXs2vXLtasWUO3bt5zFdndzVrV\ntGzCoKRw+sS1cXI03sPsY+LRUWkAzFyRy6HyWidHdGrW5JUy68clOCZndfSaKb+u5IqeHbgkI4ZG\nA658bx1VdQ3ODsmuvthcQP8Xv2dfcQ3tWwUwa2x3pg5NdtryLyaTiZmXZHBpRgyNNoPL31nL/Gzd\nFyRiT8v3FbN0TzEWs4kJfeM8bs01T2b2MXFlz/YAfLD+gJOjaTkOGclbuHChI95G3Fh9g4131+YD\nMKZrtNYyc7DLusfy9IIcNhws584vt/L+1b2cHdJJsdkMbvtsM4YBo9KiGPvjQVscb+alGXy/t5i8\n0lqu/3gT71/d09khtTjDMHh6QQ73fbsDaFoa4YULTqN/YrjTu7L5+Jh47+qelL+xiu92FnL+m6tZ\ndUcWXR08sijiLZ5e0DSKd05aFFkd1fTI3VzZowN/W7KXxbuPUlbjOl01T4XDz6Tz8/M5cMBzqmRp\nGd9sP0xhVT0RQRYu7q5pRY7m42Pi+fObRr0/2ljAtkMn3sXJFby9Jo+VuaUEWczcPSTJaSMpAm2C\n/HjvqqbC7oP1B/hs00EnR9SyrI02rv9oU3OBd1n3GD79U2/6J7rOyZ3F7MMXE/pwenxrquobOe+N\nlVR6+KiqiDOszStl9tbDmIBxvTrg62UNpzxB77hWJIUHUdtg459rPaNOccin0Gaz8cgjj9CqVSsS\nEhKIj4+ndevWPProo79aGF2805s/TtU8t0s0ca2d3wXRGw3tFMmI1LY02gwmfbHF2eGcsNIaK1O/\n2Q7A9f3iGZKshc+dbVhKJLcPTATg+o83caCsJRcOcJ7yWivnvr6SN1bl4mOCe4Yk8/plmcS1cb1j\nV4DFzOxr+xIV4sfe4houf2ftMZcWEpGT8+Ccpo6ao7pEcV63aCdHIyfDZDJxda8OAHy2+ZCTo2kZ\nDinyHnjgAWbMmMFTTz3F+vXrWbduHU888QR///vf7d5xU1xfXkkN324/DMCF6Z5xs6u7em50V3xM\nMD+7iEU57nUPz0Pf7aSwsp7ENoFMHpSk+yFcxDPndaVrdAjF1VbOeW0l9Q3ufWEvr6SGgTN+YO6u\nIgJ8fXh2dFceG5VGqAuvMRkd6s/n4/tg9jHx7fYjPPXjtDIROXU/7C3m3zuOYDbBDf3i8ffVDBJ3\ndUWPWABW5JVxpMr9p2w6pMh7++23ef3117n55pvJyMige/fu3HLLLbz22mu89dZbjgjBLW05VMEL\nKwo8/qrr6ytzsRnQq0MrRqZFOTscr3ZaTBjjfrySNWX2Nrf57G0uKOelH/YBcPeQZBJdYE08aRJg\nMfPltX0J8TOzqaCCGz7Z6OyQTtravFJOf3EpmwsqiAiy8NqlGdyRleQW9xAP6BjOs6Ob1sF8cM5O\nFuYUOTkiEfdnGAZ//nfTlO0x3dpxTheN4rmztOhQMmPDaLQZfLDpiLPDOWUO+WYqLi4mLS3tV4+n\npaVRXFzsiBDcTlVdAwNfWsEzPxxk6V7P/X/U0Gjj9ZW5AFyU3k73ULmAx0al4e/rw4aD5c3TaF1Z\no83gho830WgzGNopgvF9tGSCq0mODG5uvPL26nxeW7HfyRGduNlbDjHopWUUlNeRHBHE22Mzubq3\ne3XQuyMrqanrqc3ginfWekxzARFnmZ9dxKLdR7GYTdzUPwGL7sVzez9N2fx3TpmTIzl1Dvk0du/e\nnRkzZvzq8RkzZtC9e3dHhOB2gv19uSi96YrQ3793vxOi4/XN9iMcLK+ldaAvY3uoE6Ir6NA6kPuG\ndQJg6tfbKHXxE8EXl+5hxf4Sgv3MTB2aTLC/606b82aju7Xj/jObPle3f7aFtXmlTo7o+BiGwV8X\n7+bCt1ZTbW2kf0IbPrqmF+d2c7+p5SaTibfGZhLfJpDDlfVc95H7jqqKONvPR/EuTo9hWIruA/cE\nl2fGEt86gIyoQGw295jNdCwOKfKeeeYZ3nzzTbp27crEiRO57rrr6Nq1K7NmzWL69OmOCMEt/alX\nU9EzN/soFbWufaJ9sl5d3lTAju7ajo6aYucy7j2zE8kRQRyttnLrZ5udHc4x5RRV8cCPX7KTszoy\nIlXTfV3ZI2enMaxTBHWNNs55fSX7i6udHdLvami0cetnm7nzy20YBlyc3o4PxvWgZ4fWzg7tpAX7\n+/LelT0wAZ9sKvC4rqcijvL1tsOszC3F39eHm/onqKOmh+jQOpDsqYN5ZmRHt5qp8Vsc8okcPHgw\nO3fu5KKLLqK0tJTi4mIuuugidu3aRVZWliNCcEtZHcPpEOZHtbWxeUqjJ9lXXM2cnU1zni/tHoPJ\n5N47kyfx9zXz2mVNo+wfrDvA93uPOjmiX7PZDCb+awM1Vht941ozZXCSPkMuzuxj4uM/9aZTZBBH\nKusZ9PIyCivrnB3WbyqvtTL6zVX8Y9l+TMDkQR159dIMEtoEOzu0UzYwKYJJWR0BuOmTzZRU1zs5\nIhH3Ut9g4+6vtgEwNjOWgUkRTo5IWpKnnEs47LJDREQEY8aMYcKECYwfP56+ffuyZs0avvzyS0eF\n4HZ8fEyMPa3pwPH+Os9Ys+PnXl+Zi2FA37jWDO/c1tnhyP8Y2imSK3u0xwAm/msjDY2u1RXxleX7\nWbKnmABfH/58VgoRwf7ODkmOQ3iQHwtvHkC7UH9yS2oY+o/lVNS61tpteSU1ZM1Yxpwdhfj7+jD9\nvC48cU4Xj/qMPXluF5LCgyisqmfChxucHY6IW3lh6R52FVYRHmRh0sCOmN18xEc8k0OKvDlz5hAf\nH0///v0ZM2YMF1xwQfO/Cy+80BEhuK1Lu0VgAtbkl7HjsHsuUP1brI023lDDFZf31/O7ERbgy67C\nKh6fl+3scJrtOVrF1G+arqLeNjCRc9XRzK10aB3Iwpv70yrAl62HKhj12grqGhqdHRYA83YV0vOv\nS9hUUN7cQXPy4GSPO0YFWsy8d3VPfEwwe+thPtrgeRcSRezhYHktj8zdBcDtZ3SkZ5z7Tt8Wz+aQ\nIu+2227j0ksv5eDBg9hstl/8a2x0jS92V9UhzJ8hyeEA/G3pXidH03K+3HqIQxV1hAdZuFwNV1xW\nVKg/z47uCsCT83PYeND53aZqrY1c+s+1VNY10qN9GPcMTnb7efPeKC06lO9uOJ1Aiw8/7Cth2D+W\nO7Xbo81m8Pi8XYyYuYKiqnpS2wbz9hWZjOsd57FX6fsltGHKoCQAJn+xlep61xpRFXFF9327k8q6\nRtLbhXLrGYnODkfkmBxS5B05coQ777yT6GhdbT8Z4/s0tXP9cssht+/085O/f78PgPO7tdOaZi5u\nYt94zkyJpK7RxkWz1jj9RHDK7K2syy+jVYAvj49KIyoswKnxyMk7PSGcr67tS5DFzLJ9JfR78XsO\nltU6PI6iyjrOn7WaP/97J4YB53eL5str+3BuV/froHmipo1MJTYsgIKKOu79eruzwxFxaSvzK/hg\nQwEm4P+GJtM21HOmcIvncUiRd8kll7Bo0SJHvJVHuqBbNGH+vhRU1PHFlgJnh3PKNhwoY/Huo5hN\ncGVPjeK5Oh8fE+9f1ZO2wX7sKa7mun85r+36++vyeWV5UyOMR89O5ew0ddN0d2d2bsuSWwcQEWRh\nx5FKev91CdsdODX9880FdJu+iK+3HcbPbOLPw1N458qedI4KdVgMzhTs78uMi04D4JUV+9l+yHNu\nCxBpSY02gz8vaFo79oLT2nFpZqyTIxL5fQ5ZUGrGjBlceumlLF26lPT0dCwWyy9+P2nSJEeE4bYC\nLWau6NmeV5fv5/WVuVyU4d4Hlr9/3zTtdFhKJIOT1ZHKHUSF+vPhuF4Mf2U5H2w4yMi0KP7k4EXH\ndxyu4IaPNwFwbd84ru+X4DEdsLxdr7jWrJ48iCH/WEZuSQ19/7aUGRelc03vDnbL8dGqem7/fAsf\nrG+6Fy0pPIhHzk5lbI/2Hjs981guOK0dw1MimZddxMSPNvLD7Wdo3/JyhmGQW1LDlkMVbDlUwcHy\nWnx9TM3/2oUG0D02jO6xYbQKtPzxC3qA55fsZVthDWH+Zu4ekoS/r2fdpyuexyFF3vvvv893331H\nYGAgixYt+sWXh8lkUpF3HK7tG8ery/czP7uIwxV1RLvpFIHCyjre+7FT6NjM9li0rozbGJYSydRh\nnXhqQQ63fraZAQltSIkKcch7H62q56K311BV30jvDq149Ow0AjysEYa36xgRxNrJWYycuYJ1B8oZ\n/+EGPtp4kDcvz2zR4119g41Xl+/n0Xm7KKysx8cEf+odxwPDU0iOdP/lEU6GyWTi5YvT6TZ9Ecv3\nl/D+ugNc1auDs8MSB7PZDBbtPsrba/KYveUQZcfZ9TaxTSAj06K4JCOGIckRHrle3Pr8Mh6e29R8\nbNIZCfRPDHdyRCJ/zCFF3p///GceeeQR7r33Xnx8PG/nd4Q+ca3pHhvGxoPlPLsoh+mjuzk7pJMy\nc8V+6hpsdI0O4eIMz7/fxdM8enYq87OLWJ1XyvBXV7BqcpbdLzhU1jVwzusr2X64kqgQP54Z3ZWY\nVroPzxNFhviz8o4sHvpuJ88s3M2324+Q9vQCnj63C3/qE3dKV85tNoMP1h/gwTk72fvjIuwdwwN5\naEQqV/Roj5+vd383pbQN4Z4hyTwxP4e7v9rGhentCPJzyCmCOFlZjZXnF+9h1upc8kr/e0+sr4+J\nxPBAksKDiQ3zx6BpyqLVZnCwrJZdRVUcrqhjX0kNry7fz6vL99Mm0MLFGTHcNjCR7rGtnLdRLajG\n2sjV76/D2mgwMC6ESQMTNdItbsEhR/D6+nouv/xyFXinwGQycUdWR67910beW3uAp87t6nZTiqyN\nNl7+YT/QNIrXKtDPyRHJifI1+/DFhD70+dsScktrGPLyMlZMGmi36Tq11kYumLWaVbmltArwZcaF\npzG0U6Rd3ktcg6/Zh8fP6cLFGTFc8c46dhVVceMnm3lwzk7uyEri5gEJtAk6/mPH3qPV/HNNHv9c\nm8+eo03FXUSQhRv6JXDTgATi26jx008eGJ7C22vyOVBWy0NzdjJ9jHteTJTj02gzmLUqlwf+vYMj\nlfUAhPiZGZHalnO6RDGic1uiQwN+9wJIbkk1C3OOMnvLIRbuLqKkxsrrK3N5fWUuQ5IjuGdoMmen\nRrl1B+T7vtnOtsOVhAdZuHdgDK1P4Pgj4kwmwzDs3q5xypQptG3blvvvv9/eb3XSysvLadWqFWVl\nZYSFhTk7HACsViuFhYW0bdsWi8VCjbWR2Gn/obSmgbfHZnKNg++JOlUfrj/AFe+uIyLIwqrJWSRF\neOfUqN/yv7l2ddmFlfR78XuKq6307tCKxbcOaPGr/g2NNi7951q+2HKIIIuZly+27z1ajuBueXa2\n+gYbj8/L5pXl+5pPQgMtPgzsGMGgpHAGdgwnPSYMf1+f5nuF9hZXs+FgORsOlLF0bzFL9xQ3v16I\nn5lrenfg1jM60rWdfRuruGuuP1h3gCvfW0eQxUzOfcM0an4c3DHXy/YWc+tnm9lwsByAhDaB3NAv\nnku7x9IpMvikjrPWhkZmbz3MzBX7WZBdROOPZ5ddokJ48twujOkW7XbH77k7CxkxcwUAz5+XyuWp\nIW6VZzk5rrhPn0yd4pCRvMbGRp555hm+++47MjIyfvU/7Pnnn3dEGG4v0GLm+tMTmL5oNy8v2+d2\nRd6LP67zd3FGjAo8N5fSNoT5N/Vn4IwfWJNfxnmvr+Kb609vsQWjK2ob+NOH6/liyyEsZhPPjenK\nuF7uXeDJifPz9WHa2ak8MDyFV5bv4+/f7yWnqJq5uwqZu6vwuF7DBPSJb815XaK5JCOGtOgQfY5+\nx+WZsUxflMP6A+VM+XIrH47r5eyQpAUZhsFzi/Zw77fbabQZhPiZuaFfApOyOpJwissZWXzNXNI9\nlku6x5JdWMmjc7P5bHMB249UcsGs1fSJa8X00V0ZnOweszHyS2v404frAbgkI4Zr+8ZRVVbi5KhE\njp9DRvKGDh167ABMJhYsWGDvEP6QO4zkAewrribp8fkYwPo7B5HZ3j3mvC/bW8wZM37A18fEgpv7\nk5Wkrpo/54pXjY7H0j1HOevVFc33WX41se8pF/A5RVWc/+Yqth2uxNfHxFPnpDF5cLLbTU/+Le6a\nZ1dhGAZL9xzl3zsKWZtfysaD5c0jfD/xN/uQHBlEatsQOrcN5qzObRmYFO7wTnjunOslu48y+OVl\nmE2w7s7BZMS6xneiq3KXXJfXWpnw4QY+23wIgFFpbXlgeAoDEsPt18W2so4H5uzgrdX51DXYABiZ\n2pYXLzyNzm0d07jrZFTUNpD10g9sPFhOUngQX03sS0pEgFvkWU6dK+7TJ1OnOKTIcwfuUuQBjH5j\nJV9vO8LYzFg+cJOrrOe+vpJvtx/hgtPa8fE1vTyy+9apcMUDyvGan13IpW+vpaTGSqi/L+9e2YMx\np51cU505O45wxbvrKK2xEhnsxzPndmFc7w4e83lx5zy7quKqeqrqG7E2NlLfaNA6wJfIEH+nf2bc\nPdejX1/J19uPMCgpnMW3nuHscFyaO+R655FKxry5il2FVfj6mLh7cBJTh3Vy2P1l+aU13P3VNj7Z\nVECjzcDXx8RtZyTy0MhUWrvYEgwNjTbOn7Wab7cfITzIwluXZzL6tHZukWdpGa6Y65OpUzzjzMnL\n3JGVBMBX2w5TVm11cjR/bH1+Gd9uP4KPCcb3iXP6yZe0rDNT2rLxrkGkx4RSUdfA+bNWc8unmzhQ\nVnPcr7H9cAVXvLOWc15fSWmNlYyYUD68uicTTo/X50V+V3iwH3FtAkmKDCEtOpR2rQL1mWkBz47p\nhtkES/YUM2f7YWeHI6dgc0E5WS/9wK7CKqJD/Hj90gweHZXm0AYiHVoH8uG4Xmy4cxBnJLahwWbw\nt6V7SX5iPjOX76fR5hrjDYZhcMcXW/l2+xH8zT48P6Ybo0/yoqWIs+mb0A2dmRJJp8hgquob+dvS\nPc4O5w89uaBpbZkRndsyKi3KydGIPcS1CWLN5EFc27fpPtF/LNtP4mPzGff+OjYXlP/mc6yNNtbk\nlXL1e+voNn0RH244iGHAxent+Gx8H87s3NaRmyAiP5MaFcL1/RIAuOurbWjSj3tan1/G0JeXUVhZ\nT2rbYP41rhd/6uu8i2enxYTx/e0D+eSa3iS2CaS42sqNn2yi+3OLWby7yCkx/cQwDJ6cn8PLy/Zh\nAh45O5WrtV6kuDEtguOGTCYTk7M6ctvnW5i5Yj/3D09x2UXFdxyu4JNNBUDTKJ63r0Xlyfx8fXjj\n8kzGdI3mkbnZrDtQxrtrD/Du2gNEBFlIiggiKSKYYD8zGw+Ws7mggvpGW/PzhyRHcEO/eC5Ij2mx\nBi4icvKmjUzl7TV5bDtcyTtr87mmt3s1+/J2q3NLGTFzBaU1VrpFh/Lm2O70jW/j7LAAuLh7DGNO\ni+aJ+dk8t2gPWw9VMOTl5VyY3o7nx3Qj8RSbwJwom83gzi+38sKPDeImZXVkUlZHj7gXXLyXzrjd\n1IS+cUQGWzhYXsc/lu1zdjjH9NSCHAwDBidFcL6mPHiF89NjWHvnIBbe3J+zUiLxMcHRaiur88r4\n14aDvLkqj7X5ZdQ32gj2MzM0OYJ3rsjk2+tP54qeHVTgibiIqFB/pgxquj1g2n92ucyUOvlj6/PL\nGP7q8h+nv4fxzpU9XKbA+4nF7MNDI1LJuW8Yl3ePxccEn28+ROpTC3jg2+1U1jU4JI66hkaueHdd\nc4E3Oasjj56dRoC+i8TNaSTPTQX5+XLPkE5M/WY7zy/ew61nuN4Vp33F1by77gDQVJTqgOldhnSK\nZEinSI5W1bM2r5SdhZXsKa6mqq6R5MggenVoTfeYMCKC/dx6oVwRT3bP0E7M+H4fe45WM3PFfm4e\nkOjskOQP5JXUcN4bqyivbaBH+zDeGptJRqzrduKOCvXnw2t6cWduErd+upk1+WU8MT+HN1bm8cQ5\naYzr3cFus5WOVNRx+TtrWbT7KL4+Jh4e0Zm7hiTrfEU8gkby3NjNAxJpFeDL/pIa3liZ6+xwfmX6\nwt002gz6xrfmkowYZ4cjThIR7MeItChuz0rir+efxszLujN1WArDO7elbai/CjwRF9Y60ML/DUsG\n4Il52Vh/NsVaXE95rZVz31jJwfJakiKCeO3SDJcu8H6ub3wbVk3O4u0rMmkfFsDhyjomfrSxuTlL\nXUNji72XYRi8sTKXtKcXsmj3UYL9zLx4QTemDuukAk88hoo8NxYa4Ns8leaZhTnYXGgqTU5RFTNX\n7AdgYt84gv01aCwi4o7uyEoiIshCflktLyxx/WZf3sraaOOyf65lc0EFEUEWXji/G73iXGuK5h8x\nmUxc0zuOnPuH8efhKUQEWcgrreXGTzbR8fH5PDZ3F/mlx9+5+bdsP1zB0H8s57qPNlJSYyW1bTCv\nX9qdG/snqjOveBR9mt3cHYOSCPE3s/toNe/9ODXSFdz3zXYabAYDEttwRQ91pxIRcVch/r48MDwF\ngGcX7abW2nIjKtJybv98C9/tLCTA14e/nt+N87q5733wARYzj45KI/fB4fzlrBTaBvtRUF7Hg3N2\nEhTzwigAACAASURBVP/oPEa+uoL31+VTUF57XK9XXd/AO2vyGPaPZXR9ZhGLdx8lwNeHyVkdmXdT\nP8b2bK9ZJeJxNLzi5loHWrj9jI48uSCHJ+dnc3Wv9phMzj1QLd9XzCebCvAxwaSBHQkN0MdMRMSd\n3TwgkekLd1NQUcdTC3J4eGSqs0OSn5m1KpdXl+/HBDw2Ko2renrGxdUgP1+mnZ3GfWem8PIP+3hv\n3QHWHSjjP7sK+c+uQgCSI4IYlBRBWlQIrQJ9aRVgIchiJre0hl2FVewqrGT5/hLKa5sauZiAQUkR\n3D0kiXO6RKu4E4/lMWff999/P59//jl+fn74+/vz1FNPMWzYMGeH5RBTBifxt6V72H6kkvfXHeAq\nJ67rYhgGd325DYDRXaO5MF334omIuLsAi5mHRnbmpk8289IP+7hX9y65jC0F5dz62WYAbuyfwG0D\nEz2ucAmwmLlzSDJ3DklmS0E5Lyzdy5I9R8kurGL30Wp2H63+w9doHxbA6G7RXJTejqykCH1+xeN5\nTJGXlZXFgw8+SGBgIBs3bmTIkCEUFBQQEBDg7NDsrm2IP3dkJfHUghzu/WY7l3SPwd/XOQevzzYX\nsHx/CQG+Ptye1VHr4omIeIgJfeJ55D+7OFhex9MLc3hohEbznK2yroFL3l5DjdVG/4Q2TBvR2Wnf\n/45yWkwYr13WHYBD5bX8e8cRlu4pprCyjoq6RirrG6ixNhId4k9c60Di2wSSGhXMyM5RtA31d3L0\nIo7jMUXeqFGjmv87PT2dxsZGioqK6NDBM6Ys/JH7z0zhzVW55JfV8tCcXTx1XheHx1DfYOPeb3YA\nMK5XB4YmRzo8BhERsQ8/Xx/+fFZnbvl0My99v4+pQzWa50yGYXDjx5vYWVhFVIgfz5zXhagwz7+w\n/XPtwgKY0DeeCX3jnR2KiMvxmCLv52bNmkVycvLvFnh1dXXU1dU1/1xeXg6A1WrFarXaPcbjYbVa\naWhoOK54Aszw9LlpTPjXJl78fg839G1PXJtAB0T5X39bspecoirCgyzc3K8DjY0NNOr+/ONyIrkW\n96U8ew9PzfW4HjE8+p9dFFTU8cz8Xdx3Zidnh+R0zsr16yvzeH/9AcwmeGxkCqfHhXnc582VeOo+\nLb/mirk+mVjcpsjLyspi+/btv/m79evXExcXB8D8+fOZNm0ac+fO/d3Xe/LJJ5k2bdqvHi8qKvpF\n8edMDQ0NlJSUAODr+8epOqu9L5ntgthwqJqbPl7PWxem2DvEZjnFtfzlu10ATMgIJ9q3jsLCQoe9\nv7s70VyLe1KevYcn5/q2PlE8sCCPGT/sY1zXUPy9fFq+M3K9p6SWu75qOie6NjOSkfH++s61M0/e\np+WXXDHXFRUVJ/wck2EYrrO42ilavHgx48aN46uvvqJ79+6/+7e/NZIXFxdHUVERYWFh9g71uFit\nVoqKioiMjMRisRzXc9bll9F/xnIM4D/X92FIcoR9gwQabQZDX1nJitxSTo9rxezxPQkP1rz3E3Ey\nuRb3ozx7D0/Oda21kZSnF3O4sp5HR3Zi6lDvHs1zdK5//p3bu0MYs8f3om2IvnPtzZP3afklV8x1\neXk5kZGRlJWVHXed4hrlaQtYsmQJ48aNY/bs2X9Y4AH4+/vj7//rg6LFYnGZhELTFYQTien0jpGM\n7xPHrNV53P7FNjbdPcTuzU9eWLibFbmlBPuZefjsVKJbh9j1/TzVieZa3JPy7D08NdcWi4X7h6dw\nxxdbeWlZHv83LNXrm2w5MtfPzc9u/s6dNjKN2Db6znUUT92n5ddcLdcnE4fHHJUnTpxIXV0dEyZM\nIDMzk8zMTDZv3uzssJziqXO7EBbgy87CKm7/3L7/D7YfruDPc5qarUwZlMSIzlF2fT8REXG+6/sl\nEBXix6GKOv66ZLezw/EaGw+W8ZfvdgJwz5BkRnXRd66I/DaPKfKys7M5fPgwGzZsaP6Xnp7u7LCc\nIirUn7fHZgIwc0UuH204aJf3sTbamPDhBuoabAxIaMOUQR09bm0eERH5tUCLmXuHNU3TfHHpXqyN\nNidH5PnqGhoZ9/56rI0Gg5MiuCOrIyaTvnNF5Ld5TJEnv3RBegyTBnYE4LqPNrL3aFWLvr5hGNz0\nySZW5pYS4te0SK7uwxMR8R439k8gMtiPg+V1vLh0r7PD8XiPz8tmc0EFbQItPHJ2Kq2D/Jwdkoi4\nMBV5Hmz66K70aN+KiroGRr+xmvqGlrvS+sh/dvHmqjx8TPDo2amc1blti722iIi4viA/3+amK39b\nsocGjebZzdZDFTy1IAeAqUOTyUoKd3JEIuLqVOR5MD9fHz4f35swf1+2Hq7g6vfX0Wg79Waqs1bl\n8vB/mpZLmDq0E7ecoSkjIiLe6OYBCYQHWcgvq2XGD/ucHY5HstkMrv9oI9ZGg0FJ4dw0IEHfuSLy\nh1TkebiE8CDevaoHPib4eGMBF85aTV3Dya9QPmfHEa7/eBMAE/rE8cDwFK/vqiYi4q2C/X35vx9H\n8/66WKN59vCPZftYvr+EYD8zDwxPoVWgpmmKyB/T2bkXGN2tHR9c3ROL2cRX2w4z4tUVVNY1nNBr\n2GwGzy7czeg3VtFoMzinSxTTR3ch2N9jVuEQEZGTcOsZibQJtJBbWsMry/c7OxyPkldSw33fNnWw\nvvWMRIan6NYIETk+KvK8xGWZ7fnq2r4EWnxYsqeYrBk/kF1YeVzPPVpVz5g3V3HP19tosBmM6NyW\nly5KJ0KNVkREvF6Ivy93D0kG4NlFu1vktgBpanB262ebqahrICMmlLsGJamDtYgcNxV5XmRkWhTz\nb+pPqwBfNhwsp8vTC/nT++vZc4zOm0WVdcxcvp/M5xbzzfYj+JlN3DesE/8a15PE8CAHRy8iIq7q\ntoGJtArwZX9JDa+t0GheS/hy62G+2nYYXx8TDwxPISoswNkhiYgb0Vw7L9M/MZwVkwZyw8ebWLq3\nmH+uzef99QcYkdqWuNaBtA32IyzAlwU5RczdVdR8RTa+dSBPnpPG5T3aY9aVRBER+ZmwAAt3DUnm\nL3N28szCHK7vl6DvilNQXd/AHV9sAWBcrw5clB7j5IhExN2oyPNCadGhLLntDBbnFHH/tztYtr+E\nb7cf+c2/TW0bzFmd23JDvwTSY8McHKmIiLiLSQM78uyi3ewtruHNVblc3y/B2SG5racW5LC/pIbo\nUH/uGZKMr1kTr0TkxKjI82KDO0Xyw6SBLN5dxLfbj1BSbaW0xkpprZXkiGBGpUUxLCWSEDVXERGR\nP9Aq0MKdg5J4+D+7eGpBDhP7xusespOQU1TF0wt2A3DX4CS6tAt1ckQi4o509i4MTo5kcHKks8MQ\nERE3d8egJJ5bvIc9R6t5e00eE/rGOzskt2IYBpM+30J9o43+CW24UaOhInKSNP4vIiIiLaJ1oIXJ\nWR0BeHxeNjZ12jwhs7cc4t87jmAxm/i/ocmEBVqcHZKIuCkVeSIiItJipgxOIsTPzO6j1by7Nt/Z\n4biN6voG7pi9FWhqtjK6WzsnRyQi7kxFnoiIiLSYNkF+3JGVBGg070Q8MT+H3JIa2oX6c++wTupO\nKiKnREWeiIiItKg7hyQR7GdmV1EVH6w/4OxwXN6uwkqmL/xvs5WUtiFOjkhE3J2KPBEREWlR4UF+\n3D6w6d68R+fuwjA0mncshmFw+2dNzVYGJLThxv5qtiIip05FnoiIiLS4u4ckE2Qxs7Owig/WH3R2\nOC7r882H+M+uQixmE/cMTSY0QM1WROTUqcgTERGRFhcR7MdtAxMBjeYdS1VdA5NnbwHgGjVbEZEW\npCJPRERE7OKeIckEWnzYcaSSf23QaN7/enx+NnmltcSE+nPP0GQ1WxGRFqMiT0REROwiMsSfW8/Q\nvXm/ZeeRSp5d9N9mK6lRoU6OSEQ8iYo8ERERsZufRvO2Ha7ko40azYOmZiuTPt+CtdFgQGIbrusX\n7+yQRMTDqMgTERERu4kK9eeWAYkAPDRnp9bNAz7bXPDfZitDkmkV6OfskETEw6jIExEREbu678wU\ngv2aOm2+tTrP2eE4VVVdA5O/2ArAn3p34Lyu0U6OSEQ8kYo8ERERsauIYD/uHpwMwCNzd9HQaHNy\nRM7z2Lxs8stqiQ3zZ/KgJHzNOhUTkZanI4uIiIjY3Z1DkmgTaGF/SQ1//36fs8Nxip1HKnlu8U/N\nVpLp1i7MyRGJiKdSkSciIiJ2FxZg4f4zOwHw9MIc6hoanRyRYxmGwe2fb8baaHBGYhvG9+ng7JBE\nxIOpyBMRERGHuHVgR6JD/TlcUcfTC3KcHY5DfbqpgLm7ivD7sdlKeLC/s0MSEQ+mIk9EREQcItBi\nZtrIzgC8sHQvFbUNTo7IMarqGpgy+6dmK3Gco2YrImJnKvJERETEYa7tG09im0CKq63c9+12Z4fj\nED9vtjJlUBIWNVsRETvTUUZEREQcxmL24bkx3QB4fWUu+4urnRyRff282crdQ5Lp0i7UyRGJiDdQ\nkSciIiIOdWF6O/ontKGuwcbtn29xdjh2YxgGt33W1GxlYMdwJp4e7+yQRMRLeGSRt2jRIsxmMzNm\nzHB2KCIiIvI/TCYTL1xwGgBfbTvM8n3FTo7IPt5Zm8+87CL8zT7cPTiJsACLs0MSES/hcUVeRUUF\nU6dOZdSoUc4ORURERI6hT3xrLs+MBeD2z7dgGIaTI2pZRyrqmputXN8vnvO6tXNyRCLiTTyuyLvz\nzju55557iIyMdHYoIiIi8juePrcLfmYTa/PL+HD9QWeH06KmzN5KcbWVzpHB3DM0GbOPydkhiYgX\n8XV2AC3p3//+N6WlpVxyySV8/fXXv/u3dXV11NXVNf9cXl4OgNVqxWq12jXO42W1WmloaHCZeMR+\nlGvvoDx7D+X6+MSGWpg0MJFnF+/l/77eynlpEQRYzM4O64T8Vq7n7Czk/fUH8DHB/UM7EhNi0WfB\nzWmf9h6umOuTicWtirysrCy2b//tdsvr16/n3nvvZe7cucf1Wk8++STTpk371eNFRUW/KP6cqaGh\ngZKSEgB8fd0qVXKClGvvoDx7D+X6+F2f0Yq3V/uSX1bH3Z9v4KGh7tWc5H9zXVXfyC2fbgPgwtTW\nDGnvR2FhoTNDlBagfdp7uGKuKyoqTvg5JsNDJsF///33XHTRRQQFBQFNxZq/vz+33XbbbxZzvzWS\nFxcXR1FREWFhYQ6L+/dYrVaKioqIjIzEYtHN2p5MufYOyrP3UK5PzCebDnHl+xuw+JhYe8cA0qLd\nZ5mB/831lC+38dKyXGJC/fj22j50i3GfbZFj0z7tPVwx1+Xl5URGRlJWVnbcdYprlKctYODAgRw5\ncqT55/Hjx9O7d29uu+223/x7f39//P39f/W4xWJxmYRC0xUEV4tJ7EO59g7Ks/dQro/f2J4deGN1\nPvOzi7ju062smDQQk8l97mH7KdeL95by0rJcAB4Y3pnM+HAnRyYtSfu093C1XJ9MHB7XeEVERETc\ni8lk4pVLMvAzm1iVW8qbq/KcHdIJK62xMuHDDQBckhHDtVoTT0ScyGOLvLfeeuuYo3giIiLiWjpF\nBnPfmSkATP16G2U1rtP04HhM+XI7+WW1xLUO4OERqQS6WQMZEfEsHlvkiYiIiHu578xOdAwP4mi1\nles+2ujscI7bN7tKeG/9QXxMMG1Equ7DExGnU5EnIiIiLsHf18yssd0xAZ9sKuCjDQecHdIfKiiv\nZerc/QD8qXccV/Xq4OSIRERU5ImIiIgLGZwcyeRBHQG46ZPNHC6vdXJEx2ZttHHV+xspqW2kc2QQ\nD45Iwc9Xp1Yi4nw6EomIiIhLefLcLqRFhVBSY+WK99bhqqs93f/tDr7fV0KQxYfHz06hY3iws0MS\nEQFU5ImIiIiL8fc1869xvbCYTSzMOcpLP+xzdki/8tmmAp5dtBuAe/pHM6ZbOydHJCLyXyryRERE\nxOVkxIbx6MhUAKZ+vZ0tBeVOjui/sgsrmfCvpuUSrsyM4U892rnVun4i4vlU5ImIiIhLuntoJ7I6\nhlNtbWTUaysprq53dkiU1li56K01lNc2kBkbxqMjU/DXfXgi4mJ0VBIRERGXZPYx8dn43rRvFUB+\nWS3nvr4Sa6PNafHUWhu5YNZqthyqICLIwjOjuxDXJshp8YiIHIuKPBEREXFZkSH+/Pv60wmymFmx\nv5SbPtnklDgabQbj3l/P4t1HCfYz8+IFp3FW5yinxCIi8kdU5ImIiIhLS48J490rewDw5qo8Xlyy\nx6HvbxgGk7/YwiebCvD1MfHs6K6M7dHeoTGIiJwIFXkiIiLi8i7MiOHhEZ0BmDx7K68s2+eQ9zUM\ng7/M2cmMHzt8PjIyletOj8fHR41WRMR1qcgTERERt/CXEZ257vQ4DODmTzfzNzuP6DU02rjxk008\nNi8bgLsGJzFlcBK+Zp0+iYhr83V2ACIiIiLHw2QyMfPS7viZfXh52X6mzN5KXUMjU4eltPh7Vdc3\ncMW76/hy62FMwNShyfz5rM4EWMwt/l4iIi1NRZ6IiIi4DZPJxIyL0gnwNfP8kj3c+80O8kpreXZ0\n1xYrwA6U1XDZP9eybF8JfmYTj41K446sJPy0VIKIuAkdrURERMStmEwmnh3TlQfO7ATASz/so8fz\nS055wXTDMJi1Kpduzyxi2b4SQv19eemidO4cnKwCT0Tcio5YIiIi4nZMJhOPndOFT67pRZtACzuO\nVNLrr0t4btFu6hoaT/j19hdXM+q1lVz7r42U1TbQNTqEWZd3Z+Lp8ZjVZEVE3Iyma4qIiIjburh7\nLGd0DOeyf65l6d5i7v5qG08tyOGWAYncPCCBdmEBx3yuzWawIKeImSv288WWQ1gbDfzMJm7sn8DU\noZ1o3zrQgVsiItJyVOSJiIiIW2sXFsDiWwfwtyV7eHpBDocr63lk7i6emJ/NkOQIukSHkhYVQlJE\nEEVV9ewrrmZfcQ2Ldhex+2h18+v0bN+K+8/sxAXpMRq9ExG3piJPRERE3J7JZGLK4GRuG9iRN1fl\n8vIP+9hUUMG87CLmZRcd83nBfmbOSYvigtPaMea0doT469RIRNyfjmQiIiLiMSxmH27sn8iN/RNZ\ntreY/+wsZE9xFftKajhYVkvrQAuxYQHEhvmTGB7EmG7tSIsK0eLmIuJRVOSJiIiIRxrQMZwBHcOd\nHYaIiMOpu6aIiIiIiIgHUZEnIiIiIiLiQVTkiYiIiIiIeBAVeSIiIiIiIh5ERZ6IiIiIiIgHUZEn\nIiIiIiLiQVTkiYiIiIiIeBAVeSIiIiIiIh5Ei6H/yDAMAMrLy50cyX9ZrVYqKirw9/fHYrE4Oxyx\nI+XaOyjP3kO59h7KtXdQnr2HK+b6p/rkp3rleKjI+1FFRQUAcXFxTo5ERERERETklyoqKmjVqtVx\n/a3JOJGS0IPZbDYOHjxIaGgoJpPJ2eEATVV7XFwceXl5hIWFOTscsSPl2jsoz95DufYeyrV3UJ69\nhyvm2jAMKioqiI2Nxcfn+O6200jej3x8fOjQoYOzw/hNYWFhLvMhE/tSrr2D8uw9lGvvoVx7B+XZ\ne7haro93BO8narwiIiIiIiLiQVTkiYiIiIiIeBDzww8//LCzg5BjM5vNDBkyBF9fzaz1dMq1d1Ce\nvYdy7T2Ua++gPHsPT8i1Gq+IiIiIiIh4EE3XFBERERER8SAq8kRERERERDyIijwHyc7OZsCAAXTu\n3Jm+ffuybds2ACZNmkRiYiImk4ktW7b86nkff/wxN998MwBff/01aWlpdOrUiYsvvpjKykoAKisr\nGTlyJJGRkURGRjpuo+Q32TPXALm5uYwePZrU1FTS0tL4+9//7pgNk1841Tz/3n6rfdq12DPXoH3a\nVZxqnjdv3sygQYNIS0sjPT2dG264gbq6uua/u+SSS4iNjcVkMv3imC6OZ+9cl5SUcNVVV5GSkkKX\nLl249957HbZt8kunmuu9e/fSq1cvMjMzSU9P59JLL6WkpARwg+9qQxxi6NChxqxZswzDMIyPP/7Y\n6Nevn2EYhrF48WIjLy/PSEhIMDZv3vyr51155ZXGnDlzjIqKCiMqKsrYvn27YRiGceuttxr33nuv\nYRiGUVtba8ybN89Yv369ERER4ZgNkmOyZ65tNpvRs2dP46OPPmr+uaCgwAFbJf/rVPP8e/ut9mnX\nYs9ca592Haea5127dhkbN240DMMwGhoajMsuu8x4/PHHm/9u7ty5xuHDhw3AqKiosP8GyTHZO9cX\nXHCBMX369OafDx48aMetkd/TEsfv6urq5sfvuOMOY8qUKYZhuP53tYo8Bzh8+LDRqlUrw2q1GobR\n9CUeHR1t7N27t/lvfutDVl9fbyQkJBh1dXXGRx99ZJxzzjnNv9u6dauRkJDwi7/fu3evS37IvIm9\ncz137lzjjDPOsPt2yO9riTz/5Pf2W+3TzmfvXGufdg0tmeefTJ8+3Zg4ceKvHleR51z2znV2drYR\nHx9vNDY22m8j5Li0dK4bGhqMiRMnGnfdddcvHnfV72pN13SAvLw8YmNjm9uwmkwm4uPjyc3N/d3n\nLVy4kAEDBuDn50dubi4JCQnNv0tMTOTAgQPYbDa7xi4nxt653rZtG23btmXs2LH06NGDCy+8kD17\n9th1m+TXWiLP4h7snWvt066hpfNcVVXF66+/zujRo+0Ws5wce+d627ZtxMXFcdNNN9GzZ09GjBjB\n+vXr7bMx8rtaKtf19fVkZmYSGRlJTk4Of/nLX+wee0tQkecgJpPpFz8bx7FyxRdffMGFF154zNcQ\n12TPXFutVubNm8eDDz7I+vXrGTVqFGPHjj21gOWktESexT3YM9fap11HS+XZarVy+eWXM2LECM4/\n//wWjVFahj1zbbVaWb58OVdccQXr1q3jrrvuYvTo0TQ0NLTcBshxa4lc+/n5sWHDBg4fPkxqaiqv\nvPJKi8dpDyryHCAuLo78/PzmHdwwDPLy8oiPjz/mcwzD4LvvvmPUqFEAxMfHs2/fvubf79u3j/bt\n2+PjoxS6EnvnOiEhgR49etCtWzcArr76atauXUtjY6P9Nkp+pSXyLO7B3rnWPu0aWirPVquVyy67\njJiYGF544QW7xy0nzt65TkhIoH379gwdOhSAkSNHUl9fT35+vp22SI6lpY/ffn5+TJgwgXfeecdu\nMbckVQgOEBUVRY8ePXj33XcB+PTTT0lMTCQxMfGYz1m1ahVdunQhJCQEgLPPPpvVq1ezY8cOAF5+\n+WVd7XVB9s71qFGjOHDgAAcOHABgzpw5nHbaaZjNZjtulfyvlsizuAd751r7tGtoiTw3NDQwduxY\nwsPDmTlzpmbfuCh757pXr16EhYWxadMmANasWQNA+/bt7bRFciwtkevc3FyqqqoAsNlsfPTRR2Rk\nZNg99hbh0DsAvdiOHTuMfv36GSkpKUavXr2MLVu2GIZhGLfccovRvn17w2w2G9HR0UZycrJhGIYx\ndepU47XXXvvFa8yePdtITU01kpOTjQsuuMAoKytr/l2PHj2Mdu3aGT4+Pkb79u2Nq6++2nEbJ79g\n71zPmTPH6N69u5GRkWEMGjSo+fXFsVoiz7+332qfdh32zrX2addwqnl+9913DcDIyMgwunfvbnTv\n3t245ZZbmn8/evRoo3379gZgxMbGGoMHD3bo9sl/2TvXq1evNvr06WOkp6cbffr0MZYsWeLYDZRm\np5rrb775xkhPTzfS09ONbt26GePGjTOKioqaf+/K39UmwziOyanicN26dWPhwoVERUU5OxSxM+Xa\nOyjP3kO59g7Ks/dQrr2HJ+VaRZ6IiIiIiIgH0T15IiIiIiIiHkRFnoiIiIiIiAdRkSciIiIiIuJB\nVOSJiIiIiIh4EBV5IiIiIiIiHkRFnoiIiIiIiAdRkSciItLChgwZwuTJk50dhoiIeCkVeSIiIiIi\nIh5ERZ6IiIiIiIgHUZEnIiJyCqqqqrjmmmsICQkhJiaG55577he/f/nll0lJSSEgIIDo6GguueQS\nJ0UqIiLewtfZAYiIiLize+65h4ULF/L555/Trl077r//ftauXUtmZiZr1qxh0qRJvPPOOwwYMIDi\n4mKWLl3q7JBFRMTDmQzDMJwdhIiIiDuqrKwkIiKCf/7zn1x++eUAFBcX06FDB2644QYGDRrEhAkT\nyM/PJzQ01MnRioiIt9B0TRERkZO0e/du6uvr6d+/f/Nj4eHhpKamAnDWWWeRkJBAUlIS48aN4733\n3qO6utpZ4YqIiJdQkSciInKS/mgyTGhoKOvWreODDz4gJiaGv/zlL3Tv3p3S0lIHRSgiIt5IRZ6I\niMhJ6tSpExaLhRUrVjQ/VlJSwq5du5p/9vX1Zfjw4TzzzDNs2rSJffv2sWDBAmeEKyIiXkKNV0RE\nRE5SSEgIEydO5J577iEiIoLo6GgeeOABfHyarqF+/fXX7Nmzh0GDBtGmTRu+/fZbbDZb83ROERER\ne1CRJyIicgqmT59OZWUlY8aMITQ0lLvuuouysjIAWrduzWeffcbDDz9MbW0tKSkpfPDBB3Tr1s3J\nUYuIiCdTd00REREREREPonvyREREREREPIiKPBEREREREQ+iIk9ERERERMSDqMgTERERERHxICry\nREREREREPIiKPBEREREREQ+iIk9ERERERMSDqMgTERERERHxICryREREREREPIiKPBEREREREQ+i\nIk9ERERERMSDqMgTERERERHxICryREREREREPIiKPBEREREREQ+iIk9ERERERMSDqMgTERERERHx\nICryREREREREPIhbFnl1dXXcdtttpKSk0K1bN66++moAsrOzGTBgAJ07d6Zv375s27bNyZGKiIiI\niIg4lq+zAzgZ9957Lz4+PuzatQuTyURBQQEAN954IzfccAPjx4/nk08+YeLEiSxfvtzJ0YqIiIiI\niDiOyTAMw9lBnIiqqirat29Pfn4+ISEhzY8fOXKEzp07U1RUhK+vL4ZhEBMTw4oVK0hMTHRe9GFA\ncwAAIABJREFUwCIiIiIiIg7kdiN5u3fvJiIigscee4x58+YRGBjIww8/TOvWrYmNjcXXt2mTTCYT\n8fHx5Obm/maRV1dXR11dXfPPNpuN4uJiIiIiMJlMjtocERERERGRYzIMg4qKCmJjY/HxOb677dyu\nyLNarezZs4euXbvy1FNPsXHjRoYPH87XX3/9q+Ls9wYpn3zySaZNm2bvcEVERERERE5ZXl4eHTp0\nOK6/dbvpmkVFRURHR1NfX4/ZbAagb9++3H333Vx//fUcPXr0uKZr/u9IXllZGfHx8ezdu5fQ0FBH\nbc7vslqtHD16lIiICCwWi7PDkRak3HoX5dt7KNfeRzn3Hsq1d3GlfFdUVNCxY0dKS0tp1arVcT3H\n7UbyIiMjOfPMM/nuu+8455xz2L9/P3v37iUrK4sePXrw7rvvMn78eD799FMSExOPeT+ev78//v7+\nv3o8PDycsLAwO2/F8bFardhsNpf4cEnLUm69i/LtPZRr76Ocew/l2ru4Ur5/ev8TuaXM7Yo8gFde\neYVrr72WqVOnYjabmTlzJjExMbz66quMHz+eJ554grCwMN5++21nhyoiIiIiIuJQblnkJSUlsWjR\nol89npqaqiUTRERERETEq7nlYugiIiIiIiLy21TkiYiIiIiIeBAVeSIiIiIiIh5ERZ6IiIiIiIgH\nccvGKyIicmw2m0FeaQ07jlRyoKyWo9X11DbYAAjw9SEiyI/2rQJIiwohrnUgPj7H35JZREREXJ+K\nPBERD5BbUs2nmwqYn13E93uLKattOK7nBVp8SIsKoUf7VgxJjmBop0g6tA60c7QiIiJiTyryRETc\nVH2DjU82HeTlH/bxw76SX/zO18dEfOtA2oX60yrQQoBv0+z82gYbZbVWDpXXkVtaQ43VxvoD5aw/\nUM6bq/IASI4IYmRqFBemt2NIcgS+Zs3sFxERcScq8kRE3ExdQyOvrcjlifnZFJTXAWACerRvxaDk\ncPrEtWZQUjhRIQH4+R67QKupb2BjQTnr8stZub+ENfml7DhSye6j1by8bB8vL9tH60ALF5zWjsu6\nx3BW57Yq+ERERNyAijwRETdhGAZfbDnElNlb2V9SA0DbYD8uzohhbGYs/RLb4O9rPu7XC/TzpV9C\nOP0SwrnljEQACivrmL3lEN9sP8Ki3UWU1lh5a3Ueb63OIzrEj2t6x3Ft3zjSokPtsYkiIiLSAlTk\niYi4gQNlNdzw8Sa+3X4EaCruJvaN44YBCXQMD26x92kb4s91/RK4rl8CDY02vtp2mA/WH2DurkIO\nV9YzfdFupi/aTZ+4Vlx3egKXZ8bSKtDSYu8vIiIip05FnoiIi/tg3QFu+WwzpTVWLGYT43p14O4h\n/8/efYdHVaZ9HP9OSSa9hzRSIAmBJHQILSBNERCQZkFAiqsiNnzXuq4r7tpdUemIggIKIihiRZDe\nAoQOIQESQkIghfQymfb+EY2yoGKY5Ewy9+e6uC5mJjPnl9w5MPc8z3meSNrU82iaVqNmZNsgRrYN\nQm8wsSI5m6X7z7Mr/TL7zhez7/wRHvvyGBO7NOex3i2JDZTRPSGEEMIWSJMnhBA2qspg4pEvjrF4\nbyYAsQFuvDQohhHxgQ1+bZzOQcOUbmFM6RZGVlEFc3ZksPpwDmcvV7BoTyaL9mTSL8qXJ26KZEjr\nZrItgxBCCKEgafKEEMIGZRVVMmLJPpKzilEB93UL44Vbomnu5aJ0NJp7ufDabbG8OrQN357M5b9b\nzrD1bAGbT9f8ifB25vE+LbmvWxiuOvlvRgghhGhoskyaEELYmCMXSuj+3g6Ss4rxctYye2Q8s0fF\n20SD91sqlYqhsQH89FBPUp7ux+SuobjrtGQUVvL4uuOE/Xsjr2xMo6TKoHRUIYQQwq5IkyeEEDZk\nY2oevefuJLu4ihY+znx8V0ce6hXxl1bNVEK0vxsf3tWBCy8M5OXBMTT3dOJypYF/fJdC2L83MvOH\nU5Re5wbtQgghhLgx0uQJIYSN+GjfeQa/v5eSKiOdQjz5fGIXhsUHolI1nuvb3JwceG5gK9L/MYC5\nI+OJ8HamuMrIixtSafHyRhbsysBoMisdUwghhGjSpMkTQggbMH9XBpNWHsJotnBLK3/WTupCp1Av\npWPVmVaj5qHEFpx+bgDvj21HmJczBRUGpq05StybW/ju5CWlIwohhBBNljR5QgihsCVJmTy05igA\n93QKYcU9HQn3sa3r7+pKo1ZxX/dw0p7tz79vjcHTSUtqXjlDFicxcsk+LpXqlY4ohBBCNDnS5Akh\nhII+Tc5m6meHAbirQzBzR8Xj56ZTOJX1OWrVPH9zzTTOqQmhaFTw5bGLtH7tJ5YfyMJisSgdUQgh\nhGgypMkTQgiFfHE0hwmfHsRigZHxgSwa2w5PZ0elY9UrbxdHFt/ZgV2PJtLKz5WiKiMTPjnIkPf3\nyqieEEIIYSXS5AkhhAK+PXmJO5cdwGS2MLRNMz66qwPuTg5Kx2owCWHeHHuqL8/0j0KrVvH9qTzi\n39zCltP5SkcTQgghGr1G3eTNnDkTlUrFsWPHAEhLS6Nnz560atWKhIQETpw4oXBCIYS42qbUPEYt\n3Y/BZOHmaD+Wj+uIu7P9NHi/cNCoeXVoG/bP6E1LXxfyy6sZsGA3r21Kk+mbQgghxA1otE1ecnIy\ne/bsISwsrPa+Bx54gPvvv5/U1FSeeuoppk6dqmBCIYS42vazBQz/cB96o5mbWvqyckJnvFya9hTN\nP9M+2JMj/3cTY9oFYbbAs9+mMG55MnqjSeloQgghRKPUKJs8vV7P9OnTmTdvXu3+Ubm5uSQnJzN+\n/HgARo8eTXp6OhkZGQomFUKIX+07X8TQxUlUGEz0DPfms4md8XG17wbvF646LZ9N7Mwbt7VBo4KV\nhy7Qb95uiisNSkcTQgghGh2t0gHq4oUXXmD8+PG0aNGi9r7z588THByMVlvzLalUKsLCwsjMzCQi\nIuKq19Dr9ej1v17kX1JSAoDBYMBgsI03FQaDAaPRaDN5hPVIbe2LwWDg0IUSxn2RTqneSOcQD1aM\na4e3k1p+B/7H44nhtPZz4a4Vh9h9rpDu725nw/0JBLo3jhVH5dy2P1Jz+yG1ti+2VO+6ZGh0Td7u\n3bvZt28fr7322lWP/TKq94s/uqbj1VdfZebMmVfdn5+ff0XzpySj0UhhYSFAbfMqmgaprX05camM\ne9aeoVhvJs7fifmDQ3GsLiMvr0zpaDapsy+svTOauz9PIyWvnMQ5O/nyrtYEuNn+dYtybtsfqbn9\nkFrbF1uqd2lp6V9+TqP7Dd26dSspKSm1o3hZWVkMGjSIV155haysLIxGI1qtFovFwvnz56+4Zu+3\nnn32WZ544ona2yUlJYSGhuLn54eHh0eDfC9/5peu3c/PDweH+ntzYzJbKNUbcdKq0WnVVzXLwvoa\nqrZCeal55dzz5VGK9GZa+7uwcnwnYgLclI5l8/r7+7Mz0J9+C/aSWVzNyFWpbHuoO0EeTkpH+0Ny\nbtsfqbn9kFrbF1uqt07312ezNLom75lnnuGZZ56pvR0REcHXX39NfHw8S5YsYfny5UyaNIk1a9YQ\nERFxzamaUPPDutYPzMHBQfFC/pZWq7VqpsKKan5MzWfLmXwOXyghJbeMyxW/DgFr1SoifV2IC3Sn\nb6Qft7b2J9pf3pDWB2vXVtie9IIKbl28j9yyaiK9dSy/qz3xzb2VjtVotAnyYtejifSavZNzRVUM\nWLSPpMcS8bbxhWrk3LY/UnP7IbW2L7ZS77ocv9E1eX9k4cKFTJo0iVdeeQUPDw8++ugjpSPZBL3R\nxJdHL7J0/3k2nMrD/AcrkxvNFk7llXMqr5y1Ry8C0Lm5Jw/2COeezs1xdtA0UGohGresokoGLNhN\nVnEVEd7OzL41lHYhnkrHanRa+rqy85FedHt3B6fzyxmwYDfbp/fCVdek/vsSQgghrKrR/y/529Uz\nY2Ji2L17t3JhbExRpYF5OzN4b0c6l0p/vc6wpa8L3cO8iQ1wIy7QnQgfF3xdHDCaLeSXV3P8YikH\nsorZm1lIcnYJB7KK+dvqI/zjuxReuLkVf+sejqO2US7M2uDMZgs5pVUUVhioMprxdXEkwN0RB5kR\n26RdLKliwILdpF+uoLmnE++PjiPWU/Z9q6uWvq5sntaDnrN3cjC7hNuX7OP7+7ujUcuJJIQQQlxL\no2/yxNXK9Ube25HOG5vPUPTz8uPN3BwZHhfAiLgg+kb54vY7n4K38HWla5g3kxJqbmcXV/LutnSW\nHcjiYqmeh784xrvb0/ngzvb0bunbUN9So5JVVMmqQxf4LiWX/eeLKK4yXvG4CogNcKNLoDMTumno\nF90MtbxZbTLyyvQMXLiH1Lxygtx1LBrbjpuifMjLy1M6WqMWH+TBd39LoP/83WxMy+eRL44yb3Q7\npWMJIYQQNkll+aMlKO1ISUkJnp6eFBcX29TCK3l5efj7+1/3XNwfUnJ54PMjnCusBGpG7SZ3DWVC\n5+aE+7jUOUu10cx/t57hrS1naq/he6BHOLNGxMkUzp/tPVfIyxvT+PrkJX57VmlU4O6kxVGjpqjS\nQLXpylMu3NuZp/pFMbVbKDqt/Cwbs7wyPQMW7OZoTin+ro68P7YdI9oG1elcFtf2SXIW96w4CMCc\nUfFM79XiT57RsKTW9kdqbj+k1vbFlupdlz5FRvKaiILyamasO86yA1kABLnrmN4rgqndwgi0wmp0\njlo1zw6I5sEe4Tzw+RFWH85h4e5zbDmdzxeTu9ImwP2Gj9FYZVyu4PEvj7Hu+KXa+zqGeDAw2p+u\nYV70CPfGx8UBR40ag8lMRmElP6Zc4vvj2WzNLOdcYSXT1x7l5Y2pvD08jjs6BMsKp43Qbxs8P1dH\n5o9uy4i2QUrHanLGdWrOyUtl/GdjGjPWHadTiCc9InyUjiWEEELYFBnJ+1ljHcmzWCysPHiBx748\nRl55NSrgro7BvHBzK1rXY+O17thFpqw6xOUKA66OGpaP68jtdvaG1my28PbWs7zwQwqVBjMaFQxp\nE8DkhObc2jrgD0c4f6mts7s3c3efZ/bOdHLLqgEYGO3Hh3d2INTbuaG+FXGD8sr09J+/m2MXaxq8\nBaPbMrp9cO3jtvRpYFNgNlu47YMkvkvJJcBdx9G/34S/m21sli61tj9Sc/shtbYvtlTvuvQpsnpG\nI3a+sJJhHyQxbkUyeeXVRPq68NHdHVg+rlO9NngAI+IDOfFUP7o096S82sTIpft5eWPqH25A35Rc\nKK7ilkV7ePLrE1QazHRu7smn4zuxZlIXRrYNvu4prG5OWp6/pRXnnh/IE31a4KBRsTEtn/g3t/DF\n0Zx6/i6ENeSW/nGDJ6xPrVbx6fhOtPBx5lKpntFL99vNvz1CCCHE9ZAmrxEymy3M3ZFO7Bub+eZk\nLg4aFQ/2CGfvo72Z0CW0wRbxCHDXsevRRCZ1DQXg+e9O8egXxzD/0R4NTcCu9Mt0mrWNTWn5OGnV\nPD8wmg33d2NshxAcNHU7pZwcNPx3RDwHZ/QhNsCNEr2RUUv3M2PdMUxN/OfZmJ3JL6fn7B21Dd7C\nMdLgNRRPZwe+mpKAo0bF9vTLvLn5jNKRhBBCCJshTV4jc/JSKb3n7uThL45RVm2ifbAH6yZ3Zf6Y\ndvi6NfwGwQ4aNUvu6sB/bo0BYM7ODMYtT8ZgMjd4lobw4d5M+s7fxaVSPVF+Liwf15GZg2LwcbXO\nVLG4IA8OPnETD3QPB+CdbencumgPJVWGP3mmaGjJWUX0nL2DMwUVBHvoWDSmHaPaSYPXkOKDPHj9\ntlgAXvj+FEcuFCucSAghhLAN0uQ1EtVGM//+MZUO/93GroxCXBw0PNUvkh3TezK4TYDS8fjHza14\n/452aFSw6vAFhry/l4pq458/sZGwWCy8+MMppn52GIPJwoBoP76Y1JXR7YOtPnLqqFWzYGw7lt7V\nAZ1Gzca0fHrN3klemf7PnywaxMbUPG6at4vcsmpa+bvy0d0dGdnOvq5JtRWP9W7BgGg/9CYzYz8+\ngN5oUjqSEEIIoThp8hqBpMwiOs/axgvfn6LaZCaxhQ/f/S2B12+Lxc3Jdi78va9bOGvu7VLbmPSb\nv5vSqsbf6JnMFh78/AgzN6QCMCUhlFUTOhEfVL8L9NzbNZQt03vi7ezAsYuldHt3B+d/3hpDKOfD\nvZkMWbyXMr2JrqGeLB/XkYGt/JWOZbdUKhXLxnXE29mB1LxyHvvimNKRhBBCCMVJk2fDyvRGXth8\nnt7z93DsYinezg68PDiG7+5LoE+kn9LxrmlE2yB+fKA7ro4akjKL6Dt/F8WVjXeqodFkZvLKQyza\nk4laBc/2j+K92+PxtdL0zD/TPdyb3Y8mEuCuI/1yBV3f3U5qXlmDHFtcqcpg4r5Vh2tHc29u5ceK\nezrRNcxb6Wh2L8jDiSV3dQBg0Z5MfkjJVTiREEIIoSxp8mxUQXk1HWft4IPkXCwWGNqmGd/d343n\nBrayqdG7a+kd6cvmaT1w12lJzirmprm7KKyoVjrWX2YwmRn/yUGWHchCo4KXB7fmxUExuOoadnvJ\nmGZuJD2WSLh3zUqC3d/dwcGsogbNYO/SCyroNWcnHyTVNPsP9QxnxbhORPu7KR1N/GxEfCBTEkKx\nAFM/O9ykposLIYQQf5U0eTbK19WRLqFeBLhqeXdYaz6b2JlujWjEoGuYN1sf6oGnk5bDOSX0nruL\ngvLG0+jpjSbu+PgAqw5dQKtW8frQNvy9bySOWmVOmTBvF5Ie601sgBuFlQb6zttNsjR6DWLNkQt0\nnrWN5KxivJy1zB4Zz3+Hx+Hvbhv7solfvTMiniAPHdnFVTzx1Qml4wghhGhkckv1TF11iBUHspSO\ncsOkybNhc26PZfuUeKb1isDFsWFHj6yhY3Mvtk/viY+LA8cvlpI4p3EsHlJlMDFq6X6+PHYRR42K\nt4bF8vhNkWjruD2CtTRz17HrkUQ6BHtQojfSb95uDpyXRq++5JfpGbc8mTEfHaCw0kBcgDvLx3Vi\nWs8InK5zH0TRsNydtCwc0w6AxXvOsS+zUOFEQgghGgODyczs7enEvL6ZD5PO8/i64+iNjXuleGny\nbJivqyOujo37zWTbYE+2T++Jr4sDKbll9Jq9k4slVUrH+l0V1UaGf5jEtydz0WnVvD08jkcSW6Bp\noL0H/4ynswNbp/esbfT6z5dGz9pMZgsLdmXQ6rXNfHowG40KJncN5aupXRkaG4BKZRu/C+LahsUF\nMjI+EJMFJq08JPtMCiGE+F0Wi4UvjuYQ/+YWHv3yGEWVBlo3c+ONoW3QKTR7y1oad3rRKMQGerDz\nkV40c3MkLb+cnrN3kl1se6tElumNDF2cxI+p+Tg7qHnv9jim9YxosM3lr5eHU02j1zFEGj1rslgs\nfHXsIu3/u5Vpa45SWGmglZ8rH97ZgQVj2tHS11XpiOI6zR3dFnedhhOXynhlU5rScYQQQtignemX\nSZyzk1FL95OaV463swPP9I/ipwd7MLlbmNLxbpg0eaJBxDRzZ8f0XgT+vEpkr9k7ySysUDpWreJK\nA4MW7WHLmQJcHTXMHhnPfd3Cba7B+4WHkwNbHupJp58bvX7S6NWZ0WRm1cFsOs/axogl+zh+sRR3\nnZYn+0by07QeTOwaqti1mKJugjyceH1ozSbpr206zbnLtvNvjRBCCOVYLBY2n87n5gW7SZyzk10Z\nhThp1dzXLZRND3bnlSGtCfJ0UjqmVcg7F9Fgopu5seuRXoR4OHGusJJes3eSYQNvvvLL9Ny8cA+7\nMgpx12mZO6otUxLCbLbB+0VNo9eLjiEelP7c6O2XRu+6nc4v58UfThHx8ibuWp7MwewSnLRqJncN\nZfO07rx+WxtCvJyVjinq6IEe4SSEeVFhMDF51SGl4wghhFCQ2Wxh/fGL9Jy9k/7zd7MxLR+NWsXI\n+EC+nprA/NHt6Njcq0ldktH4VvMQjVoLX1d2PdKL3nN3kVlUSc/ZO9g2vRdRfspMhcssrGDQor2k\n5Jbh6VTT4I3rFNJoTnJ3Jy1bH+pF33k7Sc4uof/83fw0rQddQr2UjmZzLBYLxy+WsuZIDmuPXuRI\nTkntY17OWu5oH8zkhDASQr1svsEXf06tVvHBHe3p8N+tbD5dwPrjFxkWF6h0LCGEEA2osKKaJfvO\nM29nBmcKagYWdBo1I+IDuLdrKDe38sdB4YX16os0eaLBhfm4sOuRXiTO2UlGYSW9fm70Ypo17J5j\nJy+VcsvCPWQVVxHg5sjcUW0Z1S6o0TR4v3B30rLloV70nb+L5Kxi+s3bxU/TetI1zL4bPbPZwsnc\nMradLWDbmQK2nb3Mhd8s+qNRq+jS3JPhcQHc1TGEFj4uja724o/FB3kwrWcEc3Zm8PiXx7m1dbMm\n+5+5EEKIGhaLhb2ZRSzek8knB7OoNNSskunmqGF0uyAmdQ0lsYWP4qum1zdp8oQiQryc2f1oIr3m\n7ORsQQW9Zu9g6/RexAW6N8jxkzILGfL+XgoqDER4OzNnVFuGxgY0yLHrg7uTli3TetY2ev3n72Lj\ng93pFu6jdLQGYTSZOZVXzoGsIpKziknOLuZgdjFletMVX+eoUdEt3JsBUX7c2roZHUI80Gkb9wq2\n4o+9dGsMK5KzOXu5glc2pfGvW2KUjiSEEKIeZBdXsmx/Fkv3nedUXnnt/dF+rtzRPoi7OzYnNtDN\nbj7QlSZPKCbQw4k9jyaSOHsnqfnldH93O5/f24VBrZvV63E/O3SBSSsPUmkwExfgzrzRbekT6Vuv\nx2wINVM3e3LTvJpGb8CCPfz4QHd6RDStRs9stpCWX86+80U1fzKLOHShuPaTut/SadW0C3KnU4gn\nHUM86R/tRwsflyb/6Z34lbeLI68NbcMDnx/hrc1neLB7OAEeTeOieiGEsHdVBhPrjl1k6f7zbDiV\nxy+75ui0avpH+TG6bSAj2wbi46pTNqgCpMkTivJ307H7sURuXrCb5OwShizey8uDW/NUvyirXxdl\nNJn51w+neGXTaQB6hnszf0xb2gV7WvU4SnLT1TR6/ebtYn9WMf3m7+bTezoxsl2Q0tHqTG80sedc\nIZvS8tmZXsiBrCKKq4xXfZ2Lg4aYZq609ncjppkb7YI8SAjzItDDyWb2ORTKmNotjDk70zmaU8r0\nL47x+b1dlI4khBDiBhzMKubDpExWJGdTWGmovb9DsAfD4gIY1TaItkEedv3/f6Nr8qqqqrjrrrs4\nceIELi4uBAYGsmDBAiIiIsjNzWXixImcOXMGnU7HggULSExMVDqy+BM+Lo7sejSRez89xKpDF3j2\n2xR+Op3P8nGdaOZunU9ezl2u4J4VyezMKARgQucQXh8a22SWyf0tN52WzQ/1ZOjivWw7e5nRH+3n\n7RGxPN4nUulo1+10fjlfHr3ID6dy2ZF+mSrjlaN0Oo2amGauxAa4ExvgTpfmnnRq7omfm86u/0EX\n16ZRq5g7qi195u5i7ZEcdmdcbnIj3EII0dRdrqjmk+RsPtibyaELvy6eFuDmyNDYAEbEBTIg2g9X\nXaNrb+pFo/wp3H///QwePBiVSsWcOXO4//772bBhA8888wzdu3fn+++/Z9++fYwZM4YzZ86g1TbK\nb9Ou6LQaPh3fiW5hXjz7TQo/puYT8/pPvD08jkldQ+s8f9poMjNvVwbPf3eKUr0RV0cNzw2I4rHe\nLZv0PwJuOi2bHuzBpJWHWJGczYx1JzhbUME7I+JtcuVIi8XCoewSPj9ygXXHL3H8YukVj/u6ONAl\n1ItOIZ50bu5JzwhvAtydbPJ7Ebapd0tf7mgfxGeHc3hozVGSn+hjN9dlCCFEY3b4QjGztp5l5aEL\n6H/+0NdBo6JvS1+GxwUypn0QgTIN/yqN7l2uk5MTQ4YMqb3dvXt33nnnHQA+++wz0tPTAejatSsB\nAQHs2LGDvn37KhFV/EUqlYoZN0XSP9qPMR/t53R+BVNWHWbergxeHtyam1v5X/ebMrPZwpfHLjJz\nQ2rtUvntgtx56dYYhsUG2kVzoNWoWTauIy19XPj3xjRm78jgVG4Zn07ojI+Lo9LxALhYUsWK5Gw+\n2n+eozm/NnYatYrOzT3p08KHxBY+9In0xdtGMovG67/D4/jq+CUOXSjh4/1Z3Ns1VOlIQgghrsFs\ntvDNyUvM2naWzacLau9v5efK8PgA7uoQQocQT5m98wcaXZP3v9577z2GDRtGQUEBZrMZf3//2sci\nIiLIzMy85vP0ej16vb72dklJTSNgMBgwGAzXfE5DMxgMGI1Gm8nTUGL9XTg8I5GXN53m7W0Z7D9f\nzKBFe4kLcOPeLiGMiAsgwtv5qobPYrGQll/B2mMXWZ58gdSfV1Zy12l4qEcYj/QKp5m7EyaTEZPp\nWkduOA1Z238OjCTMS8dDa4+zITWftm9uYdX4jnRTaIuFKoOJ9SdzWX7gAhvS8jH9fJW0g1pFYgtv\n+rX0YWibZrQJcLtigZTGfB7Y67lsawJctTzRpwWv/HSG5749yag4f5wcrLu6qtTa/kjN7YfUuv5Z\nLBa+OpHLzB/TOHaxDACNCvpH+XJn+0BGxAXg6Vzzoa/ZZMRcj+/nbKnedcmgslgslnrI0iBeeeUV\n1q9fz6ZNm6isrCQsLIzy8l+XTB07dizDhg1j4sSJVz33xRdfZObMmVfdn5KSgrt7wyzj/2eMRiOF\nhYV4e3vb7ZTTnNJqXt+RzbpThVSbfv1V9XfREu3rhLezFosFCiuNpORXUlj169nu4qBmZIwXE9r7\nEx/galNTs5So7aGccu776gw5ZQbUKri/cwBP9grGSVv/K01aLBYO5JSz+ngB608VUvybrQ3a+Dlx\nS0sPRrT2IdrPBbUN1cla5Fy2HRUGEz0XHyOvwshj3QJ4KrG5VV9fam1/pOb2Q2pdfywWC5szSnhr\n5wUOX6rZtNzVQc1t0Z7cEedL1+YNv4iKLdW7tLSU1q1bU1xcjIeHx3U9p9E2eW+99RYBmcStAAAg\nAElEQVQrV65k48aNeHnVjEi4urqSkZFRO5qXkJDAG2+8cc3pmtcayQsNDSU/P/+6f3j1zWAwkJ+f\nj5+fHw4ODkrHUVRumZ5FuzP58kQuxy+V1Y7+/C8HtYr2we7c2sqPUfGBxAa62+TUTKVqW1xlYPKq\nI3x9Mg+AcC8n3hrWhuGxzeqlCT5bUMHKQzmsOJhNWn5F7f0Bbo4MjvFjZFwA/Vv5Nfm96uRcti0f\nH8jmvtVHcXHQcOqp3gS4W+9aDqm1/ZGa2w+pdf1IyS3j8a9O8tPP0zJdHNTc2T6IB7qH0jHEU7EP\n6W2p3iUlJfj5+TX9Ju/tt99mxYoVbNy4EW9v79r7J02aREREBC+++CL79u1j9OjRnD179rq675KS\nEjw9Pf/SD6++GQwG8vLy8Pf3V/yXy5YUVxrYfDqflNwyCiqqUatUeDppCfd2oVcLH0I8nXCw8X3Q\nlK7tyoPZPPLFMfLLqwHoGurF8wOjuS024Iab4pySKlYfvsAnydnszSyqvd9Jq6Z/tB+3tWnGHe2D\n8XWznz1rlK63uJLZbKHTrG0cvlDCnR2CWTmhs9VeW2ptf6Tm9kNqbV3leiMvb0rjrS1nMJgsOGpU\n3NkhmId6RdAtzFvxGVi2VO+69CmNrsnLysoiNDSUli1b1k6r1Ol07N27l0uXLjFhwgTS09NxdHRk\n3rx53HTTTdf1utLkiYZkC7Ut0xt55puTLN6Tid5Us1pVmJcT93YNZVTbINoFeVxXw1dlMLEj/TIb\nTuXxw6m82oVuANSqmgby1phmjGkfRGyAbY6s1jdbqLe40vazBfSZuwu1CvY93ptOza1zjarU2v5I\nze2H1Np6vjt5iQfXHCWzsBKAxBY+PNU3kiGxATazmIot1dsumrz6Ik2eaEi2VNvsokpe3JDKpwez\nKa/+9Vo5b2cHuoZ60TrAjWAPJzydakbEKw0mLpVWk1lUyfGLpZy4VIrxf6bPxge6c2uMP7fFBtAt\n3Nvqi1s0NrZUb/Gr2z9MYt3xS3QL82L3o4lW+dRYam1/pOb2Q2p94yqqjfx9/Qnm7zoHQJC7jv/r\nG8kD3cNwc7Ktn6kt1bsufYpcNSqEnQvxcub9O9oza3gcS/ZlsvpwDgeyiimsNLAhNY8NqXl/+hr+\nro50D/emW5gX/aP96BDiibOdN3bC9r09Io5vU3LZm1nEF0dzGNUuWOlIQgjRZO0/X8T4Fcmc+nn1\n87s7BvPPm1vRJsA2FjxsaqTJE0IA4Oak5ZHeLXmkd0v0BhOb0vJJOl/I2YIKCisMlFWbUAGOWjXe\nzg4EuusI9XKma5gXcQFueLs4Kj5/Xoi/oqWvK48ktuDtrWd54qsTDIsLtPnreYUQorGxWCy8teUM\nz32bgtFswd/VkRcHtWJqt7Amv/CakqTJE0JcReegYUhsAENiA5SOIkS9euHmVixNOs+5wkr+u/UM\nz/SPVjqSEEI0GWV6I5NXHuLzIzkADIz249WhbegSqsxevfZEPrIUQghhtzydHfj34NYAvLbpNIUV\n1QonEkKIpiEtr4zu7+3g8yM5aNUqnukfxef3dpYGr4FIkyeEEMKu3d89jFb+rhRXGXny6xNKx2lw\nFouF84WV7M64zOELxWQVVSJrsgkhbsR3Jy/R9Z3tHL9Yip+rI4vGtOPft8bg6eyodDS7IdM1hRBC\n2DWtRs3skfEMWrSXpfuyeLJvJDHNmvZCAHqjia+OX+KT5Gx+TM27YmVdgOaeTtzauhnTe0XQIcRT\noZRCiMZowa4Mpq89itkC7YI8ePf2OPpG+Skdy+7ISJ4QQgi7d0tMMwZG+2EyW5i25qjSceqNyWxh\nSVImrV7bzB0fH+DLYxcprzahUasIctfh6+KARq0iq7iKxXsz6fj2Nm5bvJfT+eVKRxdC2Diz2cIz\nX59k2pqaBm9YbADrpnSVBk8hMpInhBBCAO+NjKftm1vYfLqAH1JyGdS6mdKRrOpUbhkTPz1IUmYR\nAH6ujtzWphm3xDSjd0sf/N0c0arVFFUa+PbkJVb8PMr3zclcNp/eytxRbbm3a3NZRVcIcZUqg4nJ\nKw+x8tAFAB7sEc6rQ1rj5SLTM5UiTZ4QQggBtAlw575u4Szcc45HvjjGyaf7oVE3jYbm/T3nePSL\nY1QZzbg5apjaLYyHeobT6hrTUn1dHZnQJZQJXUI5mlPMpE8Pk5xdzORVh9iTeZl5o9qhbiI/FyHE\njSutMjL8wyS2nClAo1bxz4HRPN0/CifZL1dRMl1TCCGE+NnLQ1rjrtOSll/OvJ3pSse5YQaTmYfX\nHuX+1UeoMprpFubFmkldmDUi7poN3v9qG+RJ0uO9ebpfFCpg4e5Mxq1Ixmgy1394IYTNu1xRzcCF\nu9lypgBXRw2zb4/jHwOjpcGzAdLkCSGEED/zdXXkhZtr9sqbuSGV0iqjwonqrlxf8+n63J0ZAEzr\nGc7XUxO4JabZX5pyqVGreO22NnxwZ3s0Klh16ALjPzkoK3AKYeculerpN283SZlFeDppWTC6LQ/2\njECrkfbCFkgVhBBCiN94tHdLIrydKagw8Ny3J5WOUydFlQYGLdrD9yl5OGnVvDUslreHx+Hnpqvz\na05OCOPTCZ1R/9zo/fP7U1ZMLIRoTM4XVtJn7k6O5JTg6+LAorHtGN8lVK7ZtSHS5AkhhBC/4ahV\n887t8QAs2nOOs41sZcmiSgMDF+xmZ0Yh7jot80a1ZUafllaZPjW2fTDvjKj52by8MY0VB7Ju+DWF\nEI3Lmfxyes/dSWpeOYHuOj68swN3dAhROpb4H9LkCSGEEP9jeFwAiS18qDY1ri0VSqpqRvAOZBXj\n5axl4Zi2TEoItepCKY/0bsHDiREAPPD5EU7nlVnttYUQtu3ExVJ6z93JucJKwrycWTauI8PjA5WO\nJa5BmjwhhBDif6hUKuaMiketgg2peXx++ILSkf5UpcHEbR8k1V4fM39UO+7qGFIv06dmDY+jW5gX\n5dUmRizZR7VRFmIRoqlLziripnm7yCnRE+nrwqfjOzKwlb/SscTvkCZPCCGEuIb2wZ481rslAA+v\nPUpJlUHhRL/PaDJz17IDbD97GTdHDXNHteXOjsH1dn2MVqPms4md8dBpOXGpjL+vP1EvxxFC2IZd\n6ZfpP383+eXVxAa48dmELvRs4at0LPEHpMkTQgghfsd/BscQ6uXEpbJqHl5rm9M2LRYLD35+lK+O\nX8JRo+Lt4XGM61Q/I3i/Febtwgd3tgdg3q4M9p8vqtfjCSGUsSk1j5sX7qG4ykjHEA8+m9iZTqGe\nSscSf0KaPCGEEOJ3uDhqWXJnBwCWHchm65l8hRNd7fnvUvggKRO1Cl4Z3Jop3cIabIW7Me2DGREX\ngMls4d5PD2Iyy7YKQjQl649fZOgHSVQYTHQP8+KziZ2JC/RQOpa4DtLkCSGEEH9gQCt/JnRuDsCk\nTw9RZTApnOhX720/yyubTgPw3IBoHu3TEo0VF1m5HvPHtMNdp+HEpTJe3ZTWoMcWQtSfVQezGbV0\nP3qjmX6Rvnw6oTNRfm5KxxLXSZo8IYQQ4k+8e3scfq6OZBRW8vTXtrF33sqD2Ty+7jhQs9H5cwOj\ncVBgE+IgDyfeHBYLwOs/nSa3tKrBMwghrOvDvZncvSIZo9nC4Nb+LB/XkQgfF6Vjib9AmjwhhBDi\nT3i7ODJ/dFsA5u5MZ+tpZadt/ngqj4mfHsRigTvaB/HqkNY4W2EfvLq6r1s4bYPcKas28diXxxXL\nIYS4ce9sO8vUzw5jscDI+ECW3tmBYC9npWOJv6jJNXlpaWn07NmTVq1akZCQwIkTsuKXEEKIGzem\nfTB3tA/GZIG7lydTVKnMapu70i9z+5J9GEwWbo72473b4/F0dlQkyy80ahWzR9Zskv7Z4QskyyIs\nQjQ6FouFF384xYyfZwiM7xTC+3e0o5mHk8LJRF00uSbvgQce4P777yc1NZWnnnqKqVOnKh1JCCFE\nE/H+He0I9XIip1TPuOUHsFgadqGRQ9nFDFm8t3YRhAVj2xFgI2/Abor0Y0RcAGYLPPLFMaXjCCH+\nArPZwuPrjjNzQypQMwV89sh4fF11CicTddWkmrzc3FySk5MZP348AKNHjyY9PZ2MjAxlgwkhhGgS\nPJwcWD2xCxq1iu9S8njpx9QGO3bKpVJuWVSzjHmHYA/ev6M9LX1dG+z41+Ot4XFo1Cp2nSvkh5Rc\npeMIIa6D0WRmyqpDvLc9HYAn+0byxm2xeLkoO0NA3Bit0gGs6fz58wQHB6PV1nxbKpWKsLAwMjMz\niYiIuOJr9Xo9er2+9nZJSQkABoMBg8E2Nrw1GAwYjUabySOsR2prX6TeTUunYDfeGhrDjPUpvLQh\nlQ6Bbgxp0wyov1qnX65g4IK95JVV09rflbm3tyHGz9nmfqfCPR2Z1DmED/Zl8fTXJ+jX0qvBtnNQ\nipzf9qMp1lpvNDP+08OsO34JjQqeHxDJEze1RKe2NKnvsy5sqd51ydCkmjzgqv9Mfm8qzauvvsrM\nmTOvuj8/P/+K5k9JRqORwsJCgNrGVTQNUlv7IvVuesZGu7Az1ofPT1xm3CeH+OLOVsQHuNZLrTOK\n9Ny5OpXskmrCPR15vX8QEc5G8vLyrPL61jatozfLDmRzOKeUj3elMqSVj9KR6pWc3/ajqdW6VG/i\nb1+dYXtmKQ5qFc/3DuLeeA/Kii5TpnQ4G2BL9S4tLf3Lz1FZGvqCgnqUm5tLdHQ0BQUFaLVaLBYL\nQUFB7Nmz57pG8kJDQ8nPz8fDwzY2eTQYDOTn5+Pn54eDg4PScYQVSW3ti9S7adIbzQxYuJek88X4\nuDiw46HuhHs6WrXWxy+VMmTxfnJK9YR6OrFwdBwDW/lbIX39+vvXJ3lvxzniAtxIfrxXkx7Nk/Pb\nfjSlWmcXVzFi6QGO5JTi7KDmzSExTEkIRavANiy2ypbqXVJSgp+fH8XFxdfdpzT+jyF+o1mzZnTs\n2JHly5czadIk1qxZQ0RExFUNHoBOp0Onu/piUgcHB8UL+VtardbmMgnrkNraF6l30+PgABse6EH3\n93aQkltG/4VJbLw/AW8r1XpTah5jPj5AUaWBKD8XFo1tT78oPyulr1/PDYxhwe5Mjl8qY0PaZW6L\nC1Q6Ur2S89t+NIVaH79YyuD393C+qAofFwfeGRHHPZ2ao1Y33Q9j6spW6l2X4ze5dn3hwoUsXLiQ\nVq1a8dprr/HBBx8oHUkIIUQT5enswOZpPQj3duZiqZ7Eubs5lHNjE50sFgvzdmZw6/t7Kao00C7I\nnWV3d2w0DR5AgLuOKQlhALy8MU3hNEKIX2w+nU+v2Ts4X1RFuLczS+7swPjO0uA1RU2uyYuJiWH3\n7t2kpqayf/9+4uLilI4khBCiCQv0cCLpsd7EBrhRVGVk5KpU3t+bWaftFfLL9Ixaup/pa49iNFu4\nNcafz+/tQveIxndd21P9otCoYE9mEdvOFCgdRwi7t+JAFoN+s0LvsnEdGR4f2KSnU9uzJtfkCSGE\nEA2tmbuOPY/2pk8Lb6pNFqZ/cYLhH+7jTH75dT3faDIzf1cGbd7YwpfHLqJVq3isdwtW3NORaH+3\nek5fP1r4unBHh2CABt1qQghxJYvFwqub0hj/yUEMJgsDo/34dHwnerf0VTqaqEfS5AkhhBBW4O6k\nZcPfEvi/HoFo1Cq+PnGJ1q9v5m+fHWZn+mXM5qtH9rKKKnnjp9O0fn0zD605Sn55NS19XFh6Vwfe\nGhaLTyPfiPi5AdEA/JSWz6HsIoXTCGF/Kg0mJn56kOe+TQHgnk4hLLu7I60D3BVOJupbk1p4RQgh\nhFCSWq3iiZ4hjO3Sgie+SmHXuUIW781k8d5MvJy1xDZzx8fVkUqDidS8Ms4XVdU+19NJy/3dw3k4\nMYIwbxcFvwvriQ/yYGibZnxzMpcXf0jlyykJSkcSwm5kF1dy+5J97D9fjEYF/9c3kucHtsLdSd7+\n2wOrVHnSpElMmTKFPn36WOPlhBBCiEatU4gnOx9N5LuTl5i3M4PNZwooqjSy61zhFV+nVkF8oDsj\n4gO5q0MIbQLcmtz1Mf8YGM03J3P55mQu6QXltPB1VTqSEE3ennOFjFyyj4ulejydtLw+tA2TE8Jw\n1MokPnthlSavtLSUW265hdDQUCZPnsy9995LSEiINV5aCCGEaLQGtwlgcJsAKqtrGrxD2SUUVRpw\n0qrxd9PRp6UPLXxd0Gk1SketNz0ifOgV4c3OjEL+9cMpPh7XSelIQjRpS5PO88DnR6g2mYn0deHt\n4XEMiwtoch8giT9mlSZvzZo1FBQUsHz5cpYuXcq//vUvBg4cyNSpUxkxYoTie0sIIYQQSnJ21DIg\n2p8B0ba/kXl9+MfAaIYsTmLt0YvMrjDg6SLvC4SwNqPJzN/Xn+Dd7ekA9Iv05c1hbegc6q1wMqEE\nq43Z+vr68thjj3Hw4EGSkpKIiopiwoQJBAcHM2PGDNLSZJ8cIYQQwh4NimlGpK8L5dUm3tl+Vuk4\nQjQ5lyuqGfz+3toG72/dwlh+T0dp8OyY1Sfm5uTksGHDBjZs2IBGo2HIkCEcP36c2NhYZs2aZe3D\nCSGEEMLGqdUqZvRpCcCH+85fc6VRIUTdHL9YSsI729mYlo+TVs3rQ9swa0QcwZ7OSkcTCrJKk2cw\nGFizZg233XYb4eHhrF69mhkzZpCTk8NHH33Ehg0bWLZsGS+99JI1DieEEEKIRmZil1DcdRoyCyv5\n7NAFpeMI0SR8dewi3d/bzpmCCoI9dCy5swP/1zcSV52soGnvrPIbEBQUhNls5u677yYpKYkOHTpc\n9TWDBg3Cy8vLGocTQgghRCPj7qRlSkIY725PZ/bOdO7qJAu0CVFXFouF1346zT++S8Figc7NPZk1\nPI7ekbLBuahhlSZv1qxZjB07Ficnp9/9Gm9vb9LT061xOCGEEEI0Qo8ktuC97ensyijkcHYx7UM8\nlY4kRKNTZTDxt9WHWX4gG4Ax7YJ4a1gs4T5NY39NYR1Wma45YcKEP2zwhBBCCCEi/VwZ0qYZAK/+\ndFrhNEI0PhdLqug3fzfLD2SjUcHT/SL58M4O0uCJq9R5JG/UqFHX/bVr166t62GEEEII0YQ83qcl\n35zMZf3xSxSWV+Pt6qh0JCEahYNZxQz/MIms4io8dFpeG9qav3UPR6uRDc7F1erc5Hl6yhQLIYQQ\nQvw1A6L9aOXvSmpeOf/ddpb/DG6tdCQhbN6aIxeY+MkhKgwmwr2dmTU8jtvbBsoG5+J31bnJW7Jk\nCVBz4WdmZib+/v64uMhQsRBCCCF+n0pVs53CtDVHWbY/i5cGxaBWyxtVIX7PrK1neOKrEwD0CPdm\n3uh4OoTIYobij93w+K7FYiE6Oprs7Gxr5BFCCCFEEze+c/Oa7RSKKll7NEfpOELYJIvFwtNfn6ht\n8O5oH8TnEztLgyeuyw03eWq1mujoaAoKCqyRRwghhBBNnJtOy71dQgGYsyND2TBC2CCDycyklYd4\nY/MZAB7uFcGise0I9pINzsX1scqVmm+88QZPPvkkx44ds8bLCSGEEKKJm94rAoDt6QWczitXNowQ\nNqSi2sjtS/bx8f4sNCp44eZo3hwWi6ezLFIkrp9Vmrzx48eTlJRE+/btcXZ2xsfH54o/QgghhBC/\n1TrAnZsifTFb4I3Nsp2CEACVBhMjPtzHtydz0WnVvDUsln/e3AonB43S0UQjY5XN0N955x1rvIwQ\nQggh7MgjiRFsPVPAmqM5zB4Vj04rb2SF/app8JLYmJaPs4Oa926PZ3JCGBpZmEjUgVWavHvvvdca\nLyOEEEIIOzIiLpBAdx0XS/Us3pvJ9F4tlI4khCKqDCZGLtnHj6m/NnhTEsJk5VlRZ1bfPbGyspKS\nkpIr/ljLc889R5s2bWjfvj0JCQn89NNPtY+ZzWYeeeQRIiMjiYqKYt68eVY7rhBCCCGsT6tRM61n\nBADv78lUNowQCtEbTYxcuo8fTuXhpFXz7oh4pnaTBk/cGKs0eeXl5Tz88MM0a9YMNzc3vL29r/hj\nLb179yY5OZnDhw/z/vvvM3r0aKqqqgBYvnw5J06cIDU1laSkJN544w1SUlKsdmwhhBBCWN/fuoeh\nVas4fKGEvecKlY4jRIMymy1M+vQQ36f83ODdHsfUbmGyybm4YVZp8p566il++ukn5s2bh06nY/Hi\nxcycOZPg4GA+/vhjaxwCgMGDB+PsXLN0bNu2bTGZTOTn5wOwatUqHnzwQTQaDT4+Ptxxxx2sXLnS\nascWQgghhPUFeThxe3wgIAuwCPvz3LcprDx0AY1axVvDYrmvW7iM4AmrsMo1eevXr+fjjz+mb9++\nTJkyhd69exMVFUV4eDgrVqzgnnvuscZhrrBkyRIiIyNp3rw5AJmZmYSHh9c+HhERwf79+3/3+Xq9\nHr1eX3v7l2mlBoMBg8Fg9bx1YTAYMBqNNpNHWI/U1r5Ive2H1LpupnUP5fMjOXx7Mpfc4nK8XRrP\nUvFSc/th7Vov3JPJ6z9/sPF8/5ZM6RKMyWTEZLLKy4sbZEvndl0yWKXJu3z5Mi1a1Fws7eHhweXL\nlwFITExk2rRp1/06vXv35uTJk9d87ODBg4SG1mycumnTJmbOnMmPP/54xdf8dmjbYrH84bFeffVV\nZs6cedX9+fn5VzR/SjIajRQW1kxd0WqtUiphI6S29kXqbT+k1nUT42YhykfH6ct63tx4ghk9QpSO\ndN2k5vbDmrXecKaIx9bVbHQ+qb0vk+M9KLxccMMZhfXY0rldWlr6l59jlcQtW7YkIyOD8PBwYmNj\n+eyzz0hISGD9+vV4eXld9+ts3779T79m69atTJ48mfXr1xMTE1N7f1hYGBkZGXTt2hWAc+fOERYW\n9ruv8+yzz/LEE0/U3i4pKSE0NBQ/Pz88PDyuO3N9+qVr9/Pzw8HBQeE0wpqktvZF6m0/pNZ192jv\nKh5dd4LVJ4p4eVj7RnNNktTcflir1gezS5j+TQZmC4yIbcZbt7fFw1l+d2yNLZ3bOp3uLz/HKk3e\n5MmTOXz4MDfddBPPPvssQ4cOZfbs2RiNRt5++21rHAKAbdu2MWHCBNatW0f79u2veGzs2LEsXLiQ\nUaNGUVxczKpVq/j+++9/97V0Ot01f2AODg6KF/K3tFqtzWUS1iG1tS9Sb/shta6bSQnhPPPtKc4V\nVbEh7TK3xQUqHem6Sc3tx43W+nJFNXeuOEiFwUSPcG/mjG6Hr4ezlVMKa7GVc7sux7dKkzdjxoza\nv/fr14+UlBT2799PZGTkVc3YjZg6dSp6vZ7JkyfX3rds2TLatm3LhAkT2LdvH61atQLgySefpE2b\nNlY7thBCCCHqj7uTloldmrNg9zne3na2UTV5QlwPs9nCxE8OknG5khBPJ2aPjKO5lzR4on5YfYJp\nVVUVYWFhfzhVsq7S0tJ+9zGNRsPcuXOtfkwhhBBCNIyHE1uwYPc5tp0pIPNyBWE+LkpHEsJqXv0p\njW9O5qLTqHljaBs6h1pvmzEh/pdVtlAwmUz8+9//JiQkBDc3N86ePQvAP//5Tz744ANrHEIIIYQQ\nTVxcoDu9IrwxWeCtLWeUjiOE1fx4Ko9/fn8KgKf7R3JXx8azuJBonKzS5L388sssXbqUN954A0fH\nX5c9btu2LYsXL7bGIYQQQghhBx7r0xKATw5mU200K5xGiBuXVVTJ3csPYLHAiLgAnu4fJXvhiXpn\nlSbv448/ZtGiRdxzzz1oNJra+9u1a0dKSoo1DiGEEEIIO3B7fCD+ro4UVBhYkZyldBwhbojZbGHS\nykMUVBiI8XflzWGxuDjKVhui/lmlycvOziYqKuqq+81ms01sICiEEEKIxsFBo+aBHuEAzN6RrnAa\nIW7MvF0ZbErLR6dV88qQ1kT7uykdSdgJqzR5cXFx19zjbvXq1XTs2NEahxBCCCGEnXiwZzgaVc1+\nYgezipSOI0SdpOaV8dTXJwB4NLEFt8cHKZxI2BOrjBf/61//YsKECWRnZ2M2m1m7di2nTp3i448/\n5uuvv7bGIYQQQghhJ0I8nRkaG8BXxy/x5pYzfDK+s9KRhPhLjCYz9356iEqDmYRQL56R6/BEA7PK\nSN6wYcNYtWoV3377LSqVihdeeIGTJ0+yfv16br75ZmscQgghhBB25PGfF2BZd+wSJVVy6YdoXN7Y\nfIY95wpxc9Tw8pDW+Lg6/vmThLAiqzR5kyZNwtnZma1bt1JWVkZFRQU7duzglltuscbLCyGEEMLO\n9I30JdLXhQqDiXk7M5SOI8R1O3KhhBc31GyX8Pe+kQyI9lM4kbBHVmnySktLueWWW4iOjuaVV17h\nwoUL1nhZIYQQQtgplUrFo71bALBozzksFovCiYT4c2azhftXH8ZgstA30pfH+7RApZJpmqLhWaXJ\nW7NmDdnZ2Tz88MOsXr2a8PBwBg8ezOrVq2V1TSGEEELUyb1dQnF2UJN+uZIfT+UpHUeIP/X+3nPs\nzSzC1VHD8zdH4+ks0zSFMqzS5AH4+vry2GOPcfDgQZKSkoiKimLixIkEBwczY8YM0tLSrHUoIYQQ\nQtgBT2cH7ukUAsCbW88onEaIP3apVM8z39TsDz2tRzj9o2SaplCO1Zq8X+Tk5LBhwwY2bNiARqNh\nyJAhHD9+nNjYWGbNmmXtwwkhhBCiCXsksWYBls1p+WQXVSqcRojf9+T6ExRVGmjdzI2/942UaZpC\nUVZp8gwGA2vWrOG2224jPDyc1atXM2PGDHJycvjoo4/YsGEDy5Yt46WXXrLG4YQQQghhJ9oFe9At\nzAuTBd7aIqN5wjZtPp3PsgNZqIBn+0cR4OGkdCRh56yyT15QUBBms5m7776bpKQkOnTocNXXDBo0\nCC8vL2scTgghhBB25PE+Lbl7eTLLk7N5Y1gsDhqrT0QSos70RhPTPj8CwJh2Qdz98xRjIZRklSZv\n1qxZjB07Fien3//Uwtvbm/T0dGscTgghhBB2ZFTbIHxdHMgvr2bFgSwmJYQpHapw9nMAACAASURB\nVEmIWrO2nuVUXjm+Lg48MyBKPoQQNsEqv4UTJkz4wwZPCCGEEKKuHLVqHugRDsAc2TNP2JBLpXpe\n2XQagEcSW9CpucxaE7ZBPmoQQgghhM17sEcEahUcyCrmUHaR0nGEAOBfP5yiVG8kNsCNh3pGKB1H\niFrS5AkhhBDC5oV6OzO0TQAAr22SBViE8o7llPD+nnMAzOjTEn93ncKJhPiVNHlCCCGEaBQe7d0C\ngK9OXKSgTK9wGmHv/r7+BGYL9I/y5Z7OzZWOI8QVpMkTQgghRKMwINqP2AA3Kg1mXvnptNJxhB37\nPiWXH07loVWrmHFTS5wdNEpHEuIK0uQJIYQQolFQqVQ8OyAagKX7zlNpMCmcSNgjo8nM/311HIC7\nOgQzuHWAwomEuJo0eUIIIYRoNO7sEEyIpxOXKwy8t122ZhINb8n+LE5cKsPTScuMm1qiUauUjiTE\nVRptk7dlyxY0Gg1z5sypva+iooK7776bqKgoWrVqxdq1axVMKIQQQghrc9CoebJvJABzd6ZjMlsU\nTiTsSaXBzH821iz887fuYXQM8VQ4kRDX1iibvNLSUp5++mkGDx58xf1vvfUWOp2O06dP88MPP/DQ\nQw9RWFioUEohhBBC1If7uoXh5aTlfFEVy/afVzqOsCNLDuaSU6on2EPH9F4tUKlkFE/YpkbZ5D3x\nxBM8+eST+Pn5XXH/qlWrmD59OgAtWrSgT58+rFu3TomIQgghhKgnrjotDyfWrLT55pYzWCwymifq\nX1GlgTlJFwG4v3s4ET4uCicS4vdplQ7wV3333XcUFRUxZswYvv766ysey8zMJDw8vPZ2REQEmZmZ\n13wdvV6PXv/r8sslJSUAGAwGDAZDPST/6wwGA0aj0WbyCOuR2toXqbf9kFo3nGndQ3lz8xlOXCpj\n3dHs2j30GprU3H78d8sZivUmWng7MbVLsNS8ibOlc7suGWyuyevduzcnT5685mMHDx7kmWee4ccf\nf/zd5/922PyPPtl79dVXmTlz5lX35+fnX9H8KcloNNZON9Vqba5U4gZIbe2L1Nt+SK0b1p3xPnx8\nOJ+XN5wiwU+ZyUlSc/uQV25g9q6agYMJcZ6o9aXk5ZUqnErUJ1s6t0tL//rvms39a7R9+/bffWzH\njh3k5OSQkJAA1DRk69evJy8vj5kzZxIWFkZGRgb+/v4AnDt3jiFDhlzztZ599lmeeOKJ2tslJSWE\nhobi5+eHh4eHFb+juvula/fz88PBwUHhNMKapLb2ReptP6TWDeu5W1xZcWQb+3MqOF6som+U358/\nycqk5vbhtT0nqTCYaeWj4/7erfD3dFU6kqhntnRu63S6v/wcm2vy/khiYiK5ubm1tydNmkSXLl14\n+OGHARg7dixz585l6dKlpKens3XrVhYsWHDN19LpdNf8gTk4OCheyN/SarU2l0lYh9TWvki97YfU\nuuHEBHoyoXNzlu7P4vkNp9nbJkiRHFLzpu3c5QoW7qlZ4GdqRz+aebpKre2ErZzbdTl+o1x45fc8\n+eSTVFZWEhUVxaBBg5g7dy4+Pj5KxxJCCCFEPfnXoBi0ahVJmUX8kHJJ6TiiCfrPxjSqTWY6h3gw\nsk3DjxYLUReNaiTvfy1duvSK266urqxatUqZMEIIIYRocBE+LkxJCGXRnkye/TaFW2KaybL2wmoy\nLlew9P/bu/O4KOr/D+CvZRcXOQVRVJZLkVDkVlAURDSvMs37vtIyLU3LK7PUNM/Mr6bmiWepeWTa\nV/tleJ9ZeIIHCKKCioSCnLvw+f2B7jcSVBAYdvf1fDx6PNqZ3ZnX7Htc5r2f2Zk/CkbxRjR1gJlS\npw+dyYDo1UgeERERGZ7P27qhilyGyDtp2HuZo3lUdr76/To0+QKBjtXQ3Uua04GJSoNNHhEREek0\ne6uqeLdpwS2UPt13hffNozIR/3cmws8UjOINb+rIUTzSKWzyiIiISOdNaVMfJgojXLqbju3nE6WO\nQ3pg9pNRvADHaujjay91HKISYZNHREREOq+WpQlGNXcGAHy2/yry8zmaR6V38+9MhD/5Ld67gY4w\nrcJRPNItbPKIiIhIL0wKc4VZFTmuJWdg+Yl4qeOQDpsdEQN1nkATByv08eMoHukeNnlERESkF2zN\nlfisTX0AwIzfriEjRyNxItJFCamZWHsmAQAwPNCJo3ikk9jkERERkd74KKQuHKxMcP9xLqbuvyJ1\nHNJBc56M4jVWWaGfP0fxSDexySMiIiK9YWIsx4K3PAAAy07cRHxKpsSJSJfcSs3C6tNPRvGa8rd4\npLvY5BEREZFe6eFdG82crJGjycc7285LHYd0yNNRPH+VFfr7q6SOQ1RqbPKIiIhIr8hkMqzo4QW5\nDIiIeYBdF5OkjkQ64PbDf4zi8YqapOPY5BEREZHe8axtiQ9buAAARu+6hCx1nsSJqLKbExGD3Lx8\n+NlzFI90H5s8IiIi0ksz2rvDzkKJ24+yMfanS1LHoUrszqMsrDpVMIr3blNHmCk5ike6jU0eERER\n6SULEwVW9/QGAKw6nYATcX9LnIgqq7kRscjNy4evvSX68r54pAfY5BEREZHeerOhHXp610a+AAb+\nEIlsnrZJ/5L4KBsrT90EALzb1AkWJsYSJyJ6dWzyiIiISK8t7eoJG1NjxKZk4sNdPG2TCpt7MAY5\nmnz41LFEX1+O4pF+YJNHREREes3WXIn1fXwBAKtPJ+CXqLsSJ6LKIiktGytPFoziDW/qCMuqHMUj\n/cAmj4iIiPTemw3tMDzQEQAweMt53EvPkTgRVQZzI2KQrcmHN0fxSM+wySMiIiKDsKiLB1xtTfEg\nIxdvrTkDTV6+1JFIQklp2Vhx8ulv8RxRzbSKxImIyg6bPCIiIjIIplUU+HloAKoaG+HMrYf4+Oco\nqSORhOYdLBjF86ptiT4cxSM9wyaPiIiIDEYDOwus6ekDAFh8LA4bzt6SOBFJ4W5aNr478b9RPGuO\n4pGeYZNHREREBqWPnz1Gt3ABAAzfdh7Hef88gzPvYOyTUTwL9PGtI3UcojKnk03esmXL0KBBAzRq\n1AheXl7Izs4GAGRmZqJPnz5wdXWFm5sbdu7cKXFSIiIiqowWdvZAu9dqIDdPoNOaM7ie/FjqSFRB\n7qZlY/mJeADA8EAn2JgppQ1EVA50rsnbvXs3Nm/ejFOnTuHSpUs4cOAAjI0LLne7YMECKJVKxMTE\n4Ndff8XIkSORmpoqcWIiIiKqbORGMmwf1BgN7cyRmqVG6LITuPMoS+pYVAHmHyoYxfOsZYG+fhzF\nI/2kc03e/PnzMX36dFhZWQEAatasCblcDgDYunUrRo0aBQBwcXFBSEgIdu/eLVlWIiIiqrzMlQpE\nvB8Ex2pVkZiWg5ClJ3Cft1bQa/fSc/43itfUkaN4pLcUUgcoqaioKJw9exZffPEFcnJyMHDgQIwe\nPRoAkJCQACcnJ+1znZ2dkZCQUORycnJykJPzvw/ytLQ0AIBarYZarS7HLXh5arUaGo2m0uShssPa\nGhbW23Cw1rrHxsQIB95tguZLT+FGSiaaLT6KQ+83RS2Llzv4Z811y9zfryFLnQ8PO3P08KxZorqx\n1oalMtW7NBkqXZMXHByM6OjoIudFRkZCo9EgNjYWR44cwaNHj9CyZUu4urqiY8eOAACZTKZ9vhCi\n2PXMnj0b06dPf2b6gwcPCjV/UtJoNNrTTRWKSlcqegWsrWFhvQ0Ha62bzADs7FUfb2+5iht/Z6H5\nkuPY3ssNKssXN3qsue5IzlBj+ZP74vVraIX8zDQkZ77861lrw1KZ6p2enl7i11S6PfTo0aPPne/o\n6Ig+ffpALpfDxsYGHTp0wJkzZ9CxY0c4OjoiPj4eNWrUAADcvHlT2/z92+TJkzFu3Djt47S0NDg4\nOMDW1haWlpZlt0Gv4GnXbmtrq/3dIekH1tawsN6Gg7XWXTVqAEdHVUfo8lO4lZaLNzZfxb5hTeBd\n5/nHBKy57lhw5gqyNQIedmYY2sKtxKdqstaGpTLVW6ks+WnFla7Je5G+ffti//79CAsLQ3Z2Ng4f\nPoxJkyYBAHr06IGlS5di3bp1iIuLw+HDh/Hdd98VuRylUlnkG2ZsbCx5If9JoVBUukxUNlhbw8J6\nGw7WWne517LCHx+FoNXyE4hNyUTod6exsa8v3vas/dzXseaVX+KjbCw/WfATnuFNnWFXzbxUy2Gt\nDUtlqXdp1q9zF14ZO3Ys7t69i4YNG8Lf3x8dOnTA22+/DQAYP348srKy4Orqinbt2mHp0qWwsbGR\nODERERHpCgfrqvjjo2AEOFRDRm4euq47iwl7o5CXX/xPQKjym3ngGrI1+fCuY4mBjVVSxyEqdzo3\nkle1alVs2LChyHlmZmbYunVrBSciIiIifWJtWgXHPmyO93dcxJrTCZh/MBZnEh5i+0B/2Jrzaoy6\n5kZKBladKhjFGxXkDGvTKhInIip/OjeSR0RERFTejOVGWN3TG2t6esFEYYTDsSnwWnAYB64lSx2N\nSmjar9egyRdo5mSN3r72UschqhBs8oiIiIiKMTTQCSdHt4CjdVUkpefg9RWnMGzrOaRlS39ZdXqx\ny3fTsemv2wCAkUFOsDDRuZPYiEqFTR4RERHRc/jYW+Hy+FAM8C/4LdeaM7fQYO5B/N/V+xInoxeZ\nuv8KhADCXKu/8AI6RPqETR4RERHRC5grFdjQ1xf7hwfA3soEiWk5aLfyNHpu/At30nKljkdF+CPh\nIXZdvAsjGTCimRPMlBzFI8PBJo+IiIjoJbVzt8PVia0wuLEKRjLgp8v3Ebz2Er787Tqy1HlSx6Mn\nhBCY9Es0AKCje0281aiWxImIKhabPCIiIqISMFMqEN7HF6fHtIBfHQvk5Al8+Xss3GZHYOPZW7zd\nQiXwS/R9RMQ8gLFchveDnKFUyKWORFSh2OQRERERlUJjB2uc/DAIX7d1hJ15Fdx+lI2BP5yD94JD\n+G/0PQjBZk8K6rx8fPLzZQBAX197tH2thsSJiCoemzwiIiKiUpLJZOjtWQNXJ7TEhFb1YF5Fjsv3\nHuON1WcQ/O1xnIz/W+qIBmfFyZu4mpwB66rG+LCFCxRyHu6S4eFeT0RERPSKTKvIMffNhoib0hpD\nmjigilyG4/GpCFpyHJ3WnEHU3XSpIxqE1MxcTPv1KgDgvWZO8FNZSZyISBps8oiIiIjKiK25Emt7\n++DqxFbo0qgWjGTA3qh78FxwCIN/iMTth1lSR9Rrsw5cR0qmGnVtTDEiyBEymUzqSESSYJNHRERE\nVMacq5th15Am+GtsCFrVq458Aaw/exuusyMwcW8UHmXxZuplLfZBBhYfiwMAfBTiAidrM4kTEUmH\nTR4RERFROfG2t0LEyCAcfL8pfO0tkaPJx7yDsXCedQCLjsQiR8PbLpSV8XujoM4TaOZkjYGNHaSO\nQyQpNnlERERE5SzUtQb+HBuCLf394GJTFQ+zNBi7Owr1Z0dgS+Qd5PO2C69kb9Q97Lp4F3IZMCbY\nBVZVjaWORCQpNnlEREREFUAmk6GXrz2uTQrDwrcawtasCm49zEafTX/Bb+ERRFx/IHVEnZSRo8Go\nnRcBAP38VOjqVVviRETSY5NHREREVIEUciOMbVkP8VNa45PQujCrIsf5pDS0/u4kOq05g7iUTKkj\n6pRp/3cNCalZqG2hxCeh9WDMWyYQsckjIiIikoKZUoH5nTwQOzkM/fzsIX9yJU73uRH47L/RyMzV\nSB2x0jt35xG+OXIDADAxzBWedSwlTkRUObDJIyIiIpKQnaUJNvXzw5/jQhDgUA25eQKzfo9B/dkR\n2H4+EULw93pFycsXeG/7BeTlC7Sub4tBTXixFaKn2OQRERERVQLedaxwakwLbOzji1oWSiSm5aDH\nhj/RatkJXLnHm6n/24qTN3Em4SHMqsgxIbQeqvFiK0RabPKIiIiIKgmZTIb+jVWI/TQMY4JdUEUu\nw+Ebf8Pr68P4fN8V3nLhibiUTEz8JQoAMKq5M9q41ZA4EVHlwiaPiIiIqJIxraLAoi6NcHlCK7Rw\nsYE6T+DLA9fRcN4hHI417Ktw5uULDNoSicc5efCpY4mxIXVhZCSTOhZRpcImj4iIiKiScrU1w5FR\nQVjX2wfVTY1xIyUToctOYuD3fyElI1fqeJL45vANHL3xN0yN5ZjWzg21LE2kjkRU6ehUkxcbG4vW\nrVvDx8cH7u7u+Pjjj5Gfnw8AyM/Px4cffoh69erB1dUVy5YtkzgtERER0auTyWQY1MQBMZ+2Rl9f\newDAxj/voP7sCGw8e8ugLsxy9tZDfLovGgAwrmVddGpYS+JERJWTTjV5n3zyCTp37oxz587h3Llz\n+L//+z/s378fALBp0yZERUXh2rVrOHPmDObNm4crV65InJiIiIiobFSraozN/f1w6P1mqFvdFKlZ\nagz84RxaLT+J2AcZUscrd4+y1Oi18U+o8wRa1auOcS15miZRcXSqyQOAR48eAQCysrKgVqtRu3Zt\nAMDWrVsxYsQIyOVy2NjYoGfPntiyZYuUUYmIiIjKXEtXW0RPaIXJYa5Qyo1wODYFHvMOYdaB61Dn\n5Usdr1wIITD8x/O4kZKJ2hZKzO3UANamVaSORVRpKaQOUBKLFi1Cp06dsHz5cqSmpmLq1Knw9fUF\nACQkJMDJyUn7XGdnZ5w9e7bYZeXk5CAnJ0f7OC0tDQCgVquhVqvLaQtKRq1WQ6PRVJo8VHZYW8PC\nehsO1trwSFVzGYDpbV3Rz7cWhm67iDO3HuGzfVew6ewtrOrhiUDHahWap7zNO3QDP55PgtxIhi/b\nucKnlnmFv+f8921YKlO9S5OhUjV5wcHBiI6OLnJeZGQkVqxYgQEDBmD8+PG4f/8+wsLC0LRpU4SF\nhQEoOGf9qRednz579mxMnz79mekPHjwo1PxJSaPRIDU1FQCgUFSqUtErYm0NC+ttOFhrwyN1za0B\n7OxRD99fSMaso4m4kpyBkGWnMMC7Bj4NtoeFUl7hmcra7zceYer+GADAB41r4HUHJZKTkys8h9S1\npopVmeqdnl7y+2RWqj306NGjz52/ePFi3LhxAwBQs2ZNdOjQAYcPH0ZYWBgcHR0RHx+PJk2aAABu\n3rwJR0fHYpc1efJkjBs3Tvs4LS0NDg4OsLW1haWlZRlszat72rXb2trC2Jg3+NQnrK1hYb0NB2tt\neCpLzT9qUxP9mrpixI5L2BOdjA3nk/Fr7CMs6eKBLo3sJMv1qs4lpmHUf+MgALztUROfd/SChYk0\nh6+VpdZUMSpTvZVKZYlfU6mavBepW7cu9u3bh0GDBiEjIwMRERGYNGkSAKBHjx5YsWIFunbtikeP\nHmHr1q3ai7IURalUFvmGGRsbS17If1IoFJUuE5UN1tawsN6Gg7U2PJWl5nWsjfHzsKbYe/kuRu68\niFsPs9FzUyTebFATy7t7QVWtqqT5SiouJRNvhf+J9Jw8+Kus8HWXRrCxkHYbKkutqWJUlnqXZv06\ndeGV9evXY+XKlfDy8kLjxo3Rtm1bdO/eHQAwYMAAvPbaa3Bzc0OTJk0wfvx4NGjQQOLERERERBXr\nTY9auDopDCODnCA3kmFv9H28NucgFh+9gbx83bjdQuKjbLRbeQp303NQ39YMK7t7wcXGTOpYRDpD\np0byfH19cfz48SLnyeVyLF26tIITEREREVU+VY3lWNrNC8MCnTB4SyQuJKVjzE+Xsfp0ApZ380Jz\nFxupIxYr8VE2QpedwPUHGahtocS3XRvBz0G/LiRDVN50aiSPiIiIiF6er8oKkeNaYt4bDWBeRY6L\nSelo8e1x9N74J24/zJI63jNiH2Sg5T8avBXdvdD2tZpSxyLSOWzyiIiIiPSYkZEM48NcETM5DN29\nakMGYOu5RNSfHYFp+68iPVsjdUQAwJmEVDRbfAwxDzJQx7KgwevUqJbUsYh0Eps8IiIiIgNgZ2mC\nHwc1xrEPmsO7jiWyNfmY/ts1OM88gG8OxyJbnSdJLiEEVp+6iZClJ5CckQv3mubY1M+PDR7RK2CT\nR0RERGRAglxsEDkuBGt7ecPRuir+zlJj3M9RqPfV71h+Ih6ZuRU3speamYuBP0Ri+I8XkKPJR3Bd\nG2wb6IdWrrYVloFIH7HJIyIiIjIwMpkMQwIcETs5DAs6NYSdeRUkpuVg5I6LUM04gC/2X8X99Jxy\nW78QAj+eT0TDeYew6c87MJIBHzR3xo6BjeFZ26rc1ktkKHTq6ppEREREVHYUciN8HFoPo5o7Y97B\nGKw8mYA7admY8ds1zImIQQ/v2ujvr0Kb+rZQyF99bEAIgYMxKZiy7wpO3UwFADhbV8XU193Q31+F\nKgqOPxCVBTZ5RERERAbOxFiOz9u+hilt3LDmdAIWH43D5Xvp2PzXHWz+6w5qmFVBb197dPWshWbO\n1lAq5CVa/t20bOy8eBffnYzHxaT0gnUqjDDAX4Xxreqhfg3zctgqIsPFJo+IiIiIAAByIxnebeaE\n4U0d8fv1B1h56iZ+u5aM5IxcLDkWhyXH4mCiMEKgkzUaq6zgUcsCLjamqGmuhIWy4LAyS5OHu2k5\niPs7E5F3HuHkzVT8ceshxJP7sJsojPCWhx3eD3JGSN3qMDKSSbjFRPqJTR4RERERFSKTydDGrQba\nuNVAjjoPW88lYuv5RJy+mYqUTDUOx6bgcGxKiZbZqJYFXnergf7+9vCuYwU5mzuicsMmj4iIiIiK\npTSWY2ATBwxs4oD8/HycvJmKiOsPcDEpHQkPs5CYlo20bA0ycvMgkwFKuRGsqhrD3tIEzjZV4VXb\nEi1cbBDgZI2qxiU7zZOISodNHhERERG9FCMjIzR3qY7mLtULTVfn5UOdlw9NvoBcJoOx3IgXUSGS\nEJs8IiIiInolxnIjGJfB1TeJqGzwXyMREREREZEeYZNHRERERESkR9jkERERERER6RE2eURERERE\nRHqETR4REREREZEeYZNHRERERESkR9jkERERERER6RHeJ+8JIQQAIC0tTeIk/6NWq5Geng6lUglj\nY2Op41AZYm0NC+ttOFhrw8OaGw7W2rBUpno/7U+e9isvg03eE+np6QAABwcHiZMQEREREREVlp6e\nDisrq5d6rkyUpCXUY/n5+UhMTISFhQVkMpnUcQAUdO0ODg64desWLC0tpY5DZYi1NSyst+FgrQ0P\na244WGvDUpnqLYRAeno66tSpAyOjl/u1HUfynjAyMoJKpZI6RpEsLS0l37mofLC2hoX1NhysteFh\nzQ0Ha21YKku9X3YE7yleeIWIiIiIiEiPsMkjIiIiIiLSI/Jp06ZNkzoEFU8ulyM0NBQKBc+s1Tes\nrWFhvQ0Ha214WHPDwVobFl2uNy+8QkREREREpEd4uiYREREREZEeYZNHRERERESkR9jkvQJnZ2dc\nunRJ6hgv7fHjx2jXrh1sbW1ha2srdRyd4uzsjJo1a0KtVmunRUREQCaT4ZNPPinzdb3MfsV6VqyK\n2gf++OMPBAUFwdTUFN27dy+z5VLJvcy/xcGDB+Pbb78t0XLj4+MRGhoKKysrNG7c+FUiGrSdO3fC\n398fPj4+aNCgAVq3bo38/PxXWua0adOQm5tbRgn/RyaT4fHjx2W+3NGjR8PZ2RkymUynjkdKy9nZ\nGe7u7tBoNNppjRs3xqFDh6QL9URpPgtexi+//ILGjRtDqVSW+fGGruNx+POxydNx//ygexFjY2NM\nmDABBw4cKMdE+svR0RE///yz9vHatWtLdYBWkpo9D+tZ8cpqH3ie2rVrY9GiRfjmm2/KdLlUeVha\nWmLmzJn4/vvvpY6is+7evYsRI0Zg586dOHfuHKKjozF//nzIZLJXWu706dPLpckrC0X97ejevTuO\nHTsGJycnCRJJIycnB2vWrJE6Rrkoqsb169fHmjVrMH78eAkS0YtU5uNwNnllYOHChWjSpAl8fX0R\nEBCA06dPa+fJZDLMnTsXgYGBcHFxQXh4uHbev7+B+Oe3US9a5tdff43Q0FBMnjwZnp6eOHnypHb+\nihUr0KtXr2dyKpVKtG7dGtWqVSvLzTcYQ4cOxdq1awEAjx49wqlTp9C+fXvt/IsXLyI4OBh+fn5o\n2LAhZs+erZ03ePBgjB49Gu3bt4e3tzcA4OTJkwgODoa3tze8vLywe/du7fN37NiBoKAguLi4YObM\nmUXmYT0rXmn3gcTERNjZ2SEzM1P73D59+mD58uXPrEOlUiEgIABKpbKct4ZeVmhoKPbu3at93L17\nd6xbt67Qc7Kzs1GrVi3cunVLO23y5MmYOHHiM8uzsbFBixYtYGZmVm6Z9V1SUhIUCgWqV6+unebn\n56dt8q5fv4433ngDTZo0gbe3N5YtW6Z9nkwmw7Rp09C8eXO4ubnhhx9+AACMGDECABAUFAQfHx/c\nv38f6enpGD58OAICAuDl5YURI0ZoR/NDQ0Mxfvx4hISEwMHBAfPnz8eWLVsQFBQEJycnbNmypVDm\nBQsWPLNOoGD0PiwsDI0bN4afnx927NgBoGDE19bWFjNmzEBwcDCWLFnyzPsQEhIClUpVFm+pzpg+\nfTq+/PLLQp+nT927dw9vv/02PD090ahRI6xcuRIAsGnTJnTq1En7PCEEXFxccOHCBQDAxo0bERgY\nCD8/P7Rs2VJ7bLZu3Tq0bdsWvXv3hru7O8LCwnD58mW88cYbcHNzQ+/evQuNHp8/fx6tW7eGu7s7\nBg8ejJycHAB44X40ZcoUtG7dGu3atXtmm9zc3ODt7a2TV3esKDwOL4agUnNychIXL14U9+/f1047\nefKk8PDw0D4GIBYtWiSEECIqKkqYm5sLtVpd6PVP+fv7i4MHDwohxAuXOWvWLO3jlStXin79+mkf\ne3p6iiNHjhSbOy4uTlSvXr2km2vQntbK3d1d3L59WyxfvlxMmjRJfPHFF+Ljjz8WQgiRlpYmsrOz\nhRBCZGZmCh8fH/HHH38IIYQYNGiQ8PX1Fenp6UIIIVJSUoSdnZ04fvy419CpswAAEIFJREFUEEKI\nvLw8kZKSol3XRx99JIQo2A8sLS3F7du3i83GelaMV90H+vbtK1atWiWEECIpKUnY2tpq94eihIeH\ni27dupXzVtHzPK15y5YtxZ49e7TTu3XrJsLDw4UQBf+2lyxZIoQQ4tNPPxVTpkwRQgiRnZ0t7Ozs\nRFxcXLHLP3jwoPD39y+3/PosLy9PdO3aVVhbW4suXbqIefPmaT8nNRqNaNy4sYiOjhZCCJGRkSE8\nPT3Fn3/+KYQo+Bs6bdo0IYQQsbGxonr16iIhIUE775//LocPHy42bNgghBAiPz9fvPPOO2LhwoVC\nCCFatmwpevbsKfLy8sSdO3eEiYmJtv6nT58WtWvX1i6nuHWmpqYKX19fkZiYKIQQIjk5WTg6Ooqk\npCQRFxcnAIjNmze/8P349/GEvnq6nX369BEzZ84UQhQ+durZs6eYNGmSEEKIe/fuCZVKJU6fPi0y\nMzNF9erVRVJSkhBCiN9//134+fkJIYQ4duyY6Nixo/az+8iRI8LLy0sIUfA5XK1aNXHr1i0hhBBv\nvPGG8PLyEg8fPhRqtVp4enqKX3/9VQhR8Fng6ekp0tPThUajEZ06dRJz584VQrx4P+rYsaPIzc19\n7rb/828NFeBx+PNxJK8MREZGomXLlmjUqBFGjBiBqKioQqd79OvXDwDQoEEDKBQK3L1795WXOXTo\nUO3/9+/fHxEREbh//z4OHz4MmUyG4ODgMtxCemrAgAFYv3491q5dW6gGAJCVlYVhw4bB09MTTZs2\nxc2bN3Hu3Dnt/J49e8Lc3BxAwShew4YNERQUBAAwMjKCjY2N9rlP95kaNWqgbt26iIuLK+9No5dU\n2n1gzJgxWLp0KYCCb/n69u2r3R9IP4wcORLr1q1Dbm4utmzZgsDAQDg7O0sdSy8ZGRlhx44dOHHi\nBNq3b4/jx4/Dw8MDMTExuHr1Ki5fvozevXvDx8cHQUFBSE9PR1RUlPb1w4YNAwDUrVsXLVq0wNGj\nR4tcz08//YT58+fDx8cHvr6+OHr0KK5fv66d36NHDxgZGaFOnTqwtbVFly5dAAD+/v5ISkpCdnb2\nc9d54sQJ3LhxAx06dICPjw/atGkDIQSuXr0KADAxMUGfPn3K9s3TAzNnzsSiRYuQkpJSaPqBAwcw\natQoAEDNmjXRtWtX/P7776hatSq6deuGTZs2ASgYoRsyZAgAYPfu3Th//jwCAwPh4+ODDz/8EMnJ\nydpjrubNm2tHS319fREcHAwrKysoFAp4e3vjxo0b2vX36tUL5ubmkMvlGDp0qPa0vBftRwMGDICx\nsXE5vVv6j8fhRePY7yvKz89Ht27dcOjQIfj7+yMtLQ1WVlbIzc1FlSpVABR8SD8ll8u15+8qFArk\n5eVp5z39Y5Cbm/vCZf7z4LBq1aoYNGgQVq9ejcjISHzwwQflvt2GavDgwfDz84Obmxvq169faN6n\nn34KOzs7REZGQqFQoGvXroX+wJfkgL64fYakV9p9ICAgACYmJjh8+DBWrVqFiIgIKeJTKRT3Wf1v\n9vb2CA4Oxvbt27F06VLMmjWroiIaLHd3d7i7u+O9995D+/bt8fPPP2svbPDPL9lepLjf8gkh8NNP\nP6Fu3bpFzv/3Z/XTx3K5HMDzf68jk8kghICXlxeOHDnyzPz4+HiYmZm98u8M9VHdunXRp0+fIn/O\n8O/36+njIUOGYNiwYXj33Xexd+9eLFq0CEBBjYcOHYoZM2YUua7iavz08Ytq/HQdz9uP+IVf6fE4\nvHgcySsDarUaDg4OAFDkOfPFqVevnvYc3zNnzmi/ucvOzi7xMkeNGoXly5fj8OHD2m8sqOzVqVMH\ns2fPxty5c5+Zl5qaCpVKBYVCgatXr+K3334rdjlBQUGIjo7GiRMnABR8SP3999/llpvKzqvsA2PG\njEH//v3h4eEBNze3iopMr+ifn9VxcXE4duxYsc8dM2YMJk6ciLS0NLRp06aiIhqcO3fu4Pjx49rH\nqampiIuLQ7169fDaa6/B1NQUGzZs0M6PiYkp9Bn79Le18fHxOHbsGFq0aAEAsLCwwKNHj7TPe+ut\ntzBnzhztQWFqaipiYmJKlbmodQYFBeH69euFvvQ5d+5cpb34S2UydepUbNq0CYmJidppbdq00f4O\nLzk5Gbt27UJYWBgAoGnTpsjPz8eECRPw+uuva8+e6dSpEzZs2KD9PW1+fj7Onj1bqkw//vgjMjIy\nkJeXh/DwcO1nQFnuR/QsHocXjU3eK9BoNDA1NcWMGTMQEBCAkJCQEl0sYdasWfjPf/6DwMBAhIeH\nw8PDA0DBlddKukyVSgUfHx8MGDAApqamxT7Pz88PzZo10x6MDhgw4KXzUoEhQ4agWbNmz0z/7LPP\nsHr1ajRp0gSfffaZ9g9LUaytrbFr1y6MHz8eXl5e8PX1fe6BY3FYT2mUdh/o3r07Hj9+/Nxv+WJj\nY6FSqTBu3Dj897//hUqlKnTRCKo4Go0GJiYmmDhxIn777Tf4+/tjypQpCAwMLPY1TZs2RbVq1TBq\n1KhiR2BycnKgUqnQo0cPXLhwASqVCpMnTy6vzdBLGo0GM2bMgJubG3x8fBAcHIxBgwahc+fOUCgU\n2LNnD7Zt2wYvLy94eHhg2LBhyMrK0r5eqVSiefPmaNu2LZYsWaI9mPv4448RFhamvfDKokWLoFAo\n4OPjAy8vL7Rp0wbx8fGlylzUOq2trbFnzx58+eWX8Pb2RsOGDTFp0qSXvhXEqFGjoFKpcPv2bbRp\n0waurq6lyqaLatSogdGjRyMpKUk7bfHixbhw4QK8vLzQqlUrTJkyBQEBAdr5Q4YMwYoVK7SnagIF\nF6/56quv0LlzZ3h7e6NRo0bYunVrqTKFhISgS5cu8PDwgLW1NT788EMAeKX96NChQ1CpVFi4cCFW\nrFgBlUpV6CrPhozH4c8nE0KIclu6HktKSoK7uzvu3r2LqlWrSh0Hjx8/hru7O44ePQoXFxep4xBR\nEc6cOYP+/fvjypUrMDLid2yVWWk/42/duoWAgABcu3YNFhYW5ZiQSksmkyE9PZ2nyBHpMB6HvxiP\nMkph4cKFCA0NxYIFCyrFjvXdd9/B3d0dI0eOrDQ7FhEVNmzYMHTv3h3ffvstG7xKrrSf8Z9//jma\nNWuGOXPmsMEjIionPA5/ORzJIyIiIiIi0iP8OpmIiIiIiEiPsMkjIiIiIiLSI2zyiIiIiIiI9Aib\nPCIiIiIiIj3CJo+IiIiIiEiPsMkjIiIqJ8ePH4enpyeMjY3RpUsXqeMQEZGBYJNHREQ6afDgwZDJ\nZJDJZDA2NoadnR1ef/11rF27Fvn5+VLHAwCMGzcOPj4+iIuLw7p166SOQ0REBoJNHhER6az27dsj\nKSkJ8fHx2LdvH1q1aoUxY8bgzTffhEajkToeYmNjERYWBpVKhWrVqkkdR0utVksdgYiIyhGbPCIi\n0llKpRK1atWCvb09/Pz88Omnn2L37t3Yt29foZGzhQsXwtPTE2ZmZnBwcMDIkSPx+PFjAEBGRgYs\nLS2xffv2Qsves2cPzMzMkJ6eXuS6c3JyMHr0aNSsWRMmJiZo0aIF/vjjDwBAfHw8ZDIZUlJSMHTo\nUMhksiJH8mbMmAFPT89npvv7++Pzzz/XPg4PD0eDBg1gYmICd3d3LFu2rNDzJ06cCDc3N5iamqJu\n3bqYOnVqoUZu2rRp8PHxwdq1a1G3bl0olUoIIZ7/5hIRkc5ik0dERHolLCwM3t7e2Llzp3aakZER\nFi9ejEuXLmH9+vWIiIjAhAkTAABmZmbo3bs3wsPDCy0nPDwc3bt3h4WFRZHrmTBhAnbs2IH169fj\nr7/+gqurK9q1a4e///4bDg4OSEpKgqWlJRYtWoSkpCT06tXrmWUMHToUUVFR2uYQAC5cuIDIyEgM\nHjwYALBq1SpMmTIFs2bNQnR0NL766itMnToV69ev177GwsIC69atQ1RUFP7zn/9g1apV+Oabbwqt\nKyYmBtu2bcOOHTtw7ty5kr2pRESkWwQREZEOGjRokOjcuXOR83r16iUaNGhQ7Gu3bdsmqlevrn18\n+vRpIZfLxZ07d4QQQiQnJwtjY2Nx6NChIl//+PFjYWxsLDZv3qydlpubK+rUqSPmzZunnWZlZSXC\nw8Ofux0dOnQQ77//vvbxRx99JEJDQ7WPHRwcxPfff1/oNV9++aVo1qxZscucN2+e8Pf31z7+4osv\nhLGxsbh///5zsxARkX7gSB4REekdIQRkMpn28cGDB/H666/D3t4eFhYWGDhwIFJSUpCRkQEACAgI\ngIeHBzZs2AAA2LhxIxwdHRESElLk8mNjY6FWq9G8eXPtNGNjYwQEBCA6OrpEWYcPH44ffvgB2dnZ\nUKvV2Lx5M4YOHQoASE5Oxq1bt/DOO+/A3Nxc+9/MmTMRGxurXcb27dvRokUL1KpVC+bm5pg6dSoS\nEhIKrcfJyQk1atQoUTYiItJNbPKIiEjvREdHw8XFBQBw8+ZNdOzYEY0aNcKOHTvw559/YunSpQAK\nX4Bk2LBh2lM2w8PDMWTIkEKN4j+JJ79n+/f8fzeXL6NTp05QKpXYtWsX9uzZg5ycHHTr1g0AtFcJ\nXbVqFc6dO6f979KlSzh16hQA4NSpU+jduzc6dOiAvXv3IjIyElOmTEFubm6h9ZiZmZUoFxER6S6F\n1AGIiIjKUkREBC5evIixY8cCAM6ePQuNRoOvv/4aRkYF321u27btmdf1798fEyZMwOLFi3H58mUM\nGjSo2HW4urqiSpUqOHbsGPr27QugoGE8e/YsPvrooxLlVSgUGDRoEMLDw6FUKtG7d2+YmpoCAOzs\n7GBvb48bN26gX79+Rb7++PHjcHJywpQpU7TTbt68WaIMRESkX9jkERGRzsrJycHdu3eRl5eHe/fu\nYf/+/Zg9ezbefPNNDBw4EABQr149aDQaLFmyBJ06dcLx48fx3XffPbMsa2trdO3aFePHj0fbtm2h\nUqmKXa+ZmRnef/99jB8/HjY2NnB0dMS8efOQmZmJd955p8TbMWzYMDRo0ABAQdP2T9OmTcPo0aNh\naWmJDh06ICcnB2fPnkVqairGjRsHV1dXJCQkYMuWLWjSpAl++eUX7Nq1q8QZiIhIf/B0TSIi0ln7\n9+9H7dq14ezsjPbt2+PgwYNYvHgxdu/eDblcDgDw8fHBwoULMXfuXDRq1AibN2/G7Nmzi1zeO++8\ng9zcXO1v4p5nzpw56NatGwYMGAA/Pz/ExMTg119/hbW1dYm3o379+ggKCsJrr72GwMDAQvOGDRuG\n1atXY926dfD09ETLli2xbt067emonTt3xtixY/HBBx/Ax8cHJ06cwNSpU0ucgYiI9IdMCN4oh4iI\nCAA2b96MMWPGIDExEVWqVKmw9Qoh4O7ujvfeew/jxo2rsPUSEZF+4umaRERk8DIzMxEXF4fZs2fj\nvffeq9AG7/79+9i4cSPu3LmDIUOGVNh6iYhIf/F0TSIiMnjz5s2Dj48P7OzsMHny5Apdt52dHebM\nmYOVK1eW6lRPIiKif+PpmkRERERERHqEI3lERERERER6hE0eERERERGRHmGTR0REREREpEfY5BER\nEREREekRNnlERERERER6hE0eERERERGRHmGTR0REREREpEfY5BEREREREekRNnlERERERER65P8B\nSxkO9xemqoEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d17cef668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Variables assigned from previous method call\n",
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Addition of a Weekly Seasonality\n",
    "\n",
    "Although it is unlikely, there might be a significant weekly component which would improve the model. Let's add it in and look at the pattern. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dO3bczaEQQgghxB1ERUVx+NRhoq5HUb1mdW5svoGppSlZblmg1a/b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AuU5O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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d17cd77b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.weekly_seasonality=True\n",
    "model, model_data = amazon.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YyPDhw/Hz82P//v288sorTJo0iVmzZmE0Glm0aFHtcy72nIiIiIjIr6m2WPkovYC5aZms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dN2LECIwbNw69e/dGu3btAAD79+9HdHQ02rVrh5CQEKxfv950+TVr1iAqKgp+fn6YPXt2mfWw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\nLPKIiIiIiIj0CIs8IiIiIiIiPfL/xoKnVyAGK6MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d17cd7940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maybe there is a slight weekly pattern? For now, we can remove that seasonality and then evaluate models with and without it to see the effect on predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.weekly_seasonality=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First Predictions\n",
    "\n",
    "We can make a prediction for any number of specified days using the create model method. The prediction also includes the uncertainty interval, a necessity when making estimates about the future! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2018-04-18 = $1336.98\n"
     ]
    },
    {
     "data": {
      "image/png": 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JIepEIlhX+gnV76upqSmGhoZcu3aN4uLiOnOeJEmSpLpBDuNUgxz1kmoz+fyW\nJEmSaiv5CSdJkiRJkiTVajLhlSRJkiRJkmo1mfBKah4eHixatKimw3hgwsLCUCgUZGZm1nQokiRJ\nkiTVIJnw1hHx8fG8+uqr6lUm3N3dmTp1KmlpaTUd2gMRGBjItGnTNLa1b9+exMRErKysaigqSZIk\nSZIeBzLhrQOio6Px9/cnMjKSX375haioKL7//nv27t1LQEAA6enpNRJXWVkZKpXqoR3fyMgIJyen\nWrWEnCRJkiRJ1ScT3hoQHR3Nhg0biI6OfiTtTZo0CSMjI/788086d+6Mm5sbPXv25K+//iIhIYFZ\ns2ap6+bk5PDKK69gYWGBi4sL33zzjcaxZs2ahZubG8bGxri4uDBlyhR1WXFxMTNmzKB+/fqYm5vT\nrl07wsLC1OUrV67E2tqa7du306RJE4yNjfnxxx8xMTHRmnYwZcoUOnfuDEBaWhovv/wyrq6umJmZ\n8dRTT/HLL7+o64aEhHDgwAG+/vprFAoFCoWC2NjYCqc0bN68maZNm2JsbIyHhwcLFizQaNfDw4PP\nPvuM0aNHY2lpiZubGz/88INGH19//XWcnZ0xMTHBw8ODuXPnVv9BkSRJkqRaIi8v76EOYD0Ich3e\n+9CpUydKSkqqtU9hYSGXL1+mpKQEQ0ND/Pz8qrXmqaGhIQcPHtS5fnp6Ort372bOnDmYmppqlDk5\nOTF06FA2bdqkTuq+/PJL3nvvPWbNmsXu3bt54403aNSoET169GDTpk0sXLiQdevW0bRpU5KSkjh7\n9qz6eKNGjSI2NpZ169bh4uLC1q1bCQ4O5vz58/j4+ACQn5/P3Llz+emnn7Czs8PV1ZWPPvqIzZs3\n8+qrrwK3Rn43bNjAJ598oj5nrVu35p133kGpVLJjxw6GDx+Ol5cX7dq14+uvvyYyMpJmzZqp93Fw\ncCA2Nlajv6dPn+all15i1qxZDB48mH/++YeJEydiZ2dHSEiIut6CBQuYPXs27733Hps2bWLChAl0\n6tSJRo0asXjxYn777Tc2bNiAm5sb8fHxxMfH6/x4SJIkSVJtkp6ezuHDh3FxccHf37+mw6mUTHgf\nsby8PHWyW1JSQl5e3kNd5P/KlSsIIWjcuHGF5Y0bNyYjI4PU1FQAOnTowMyZMwHw9fXl77//ZuHC\nhfTo0YO4uDicnJzo3r07hoaGuLm50bZtWwCuXr3KL7/8wvXr13FxcQHgrbfeYteuXYSGhvLZZ58B\nUFJSwtKlS2nRooU6hsGDB/Pzzz+rE969e/eSkZHBiy++CED9+vV566231PUnT57Mrl272LhxI+3a\ntcPKygojIyPMzMxwcnKq9Fzd05UzAAAgAElEQVR88803dOvWjQ8++EDdv0uXLvHll19qJLy9evVi\n4sSJALzzzjssXLiQsLAwGjVqRFxcHD4+PnTs2BGFQoG7u7uOj4QkSZIk1S5CCM6ePUtRaRGJiYk1\nHU6VZMJ7H6oz0louOjqa/v37k5ycTL169di2bRteXl4PITrdCCEA1PNcAwICNMoDAgLUKze8+OKL\nLFq0CC8vL4KDg+nVqxd9+vTBwMCA06dPI4TA19dXY/+ioiLs7OzUfxsZGdG8eXONOkOHDiUgIIAb\nN27g4uLC2rVr6dWrFzY2NsCtEd/PP/+c9evXk5CQQFFREUVFRZibm1errxEREQwYMEBjW4cOHVi0\naBFlZWXo6+sDaMSnUChwcnIiJSUFuDV9okePHvj5+REcHMzzzz/Pc889V604JEmSJOlJV1JSQlhY\nGBk5GeSX5mNi+HjfoVPO4X3EvLy82LZtG99+++0jSXa9vb1RKBRcunSpwvKIiAhsbGywt7ev9Bjl\nyXCDBg24fPkyS5YswdTUlIkTJ6qndahUKvT19Tl16hT//vuv+l94eDhff/21+limpqZaF5G1bduW\nhg0bsm7dOgoKCti6dSvDhg1Tly9YsICFCxcyY8YM9u3bx7///ktQUBDFxcXVOhdCCK22yxP+2xka\nGmr1v3xuUqtWrYiJiWH27NkUFBTw0ksv8cILL1QrDkmSJEl60qWnp5OYkcj55POk56djaWlZ0yFV\nqUYT3ilTpuDh4YFCoeDChQta5R9//LFW2ZUrV2jfvj2+vr60bdtWI5Grquxx4uXlxYsvvvhIRnbt\n7Ozo0aMHS5cupaCgQKMsKSmJtWvXMmjQIHUiePToUY06R48epVGjRuq/TU1N6du3L4sXLyYsLIwj\nR45w/vx5nn76acrKykhJScHb21vjX1XTDMq98sorrF27lt9//x09PT169+6tLjt06BD9+vVj2LBh\ntGjRAi8vL65cuaKxv5GREWVlZVW20bhxYw4fPqyx7Z9//sHX11c9uqsLpVLJ4MGD+fHHH1m/fj2b\nN2+usZUuJEmSJKkm3Lhxg9ziXCytLSkTZdX+1fVRq9GE94UXXuDw4cMVzoM8ffo0R48exc3NTWP7\nuHHjGDt2LJGRkcyYMUM97/NuZXXZt99+S1FREUFBQRw8eJD4+Hh27dpFjx49qF+/vsYqDX///Tdf\nfPEFkZGRLFmyhI0bNzJ16lTg1ioLy5cv58KFC0RHR7NmzRpMTU1xd3fH19eXoUOHMmLECLZs2UJM\nTAwnTpxg3rx57Ny5864xDh06lNOnTzNnzhxeeOEFjXnN3t7e7Nmzh3/++Yfw8HDGjRtHUlKSxv4e\nHh4cO3aM2NhYbt68WeHVolOmTGHv3r3Mnj2byMhIVq1axbfffqsxP/huyi/ai4iIIDIyko0bN+Lk\n5IS1tbXOx5AkSZKkJ1lsbCwRVyO4WXATG0ebmg5HJzWa8Hbq1AlXV1et7UVFRUyaNImlS5dq/ASd\nkpLC6dOn1T93Dxo0iJiYGGJjY6ssq0hRURHZ2dka/2orHx8fTp48ScOGDRk8eDANGzZk7NixdOnS\nhSNHjmBra6uuO336dE6dOsXTTz/N7NmzWbBgAUFBQQBYW1vz448/0qFDB5o3b87evXv5/fff1XN0\nQ0NDGTFiBNOnT8fPz4++ffty7NgxGjRooFOMbdq04dy5cwwdOlSj7IMPPqBVq1YEBQURGBiIk5MT\n/fv316jz1ltvoa+vT5MmTXBwcCAuLk6rjaeffpoNGzawbt06mjVrxocffsgnn3yiccHa3VhYWDBv\n3jz8/f1p06YNsbGx7Ny5Ez09OTtIkiRJqhtSU1NJyEnA2dMZM3Ozmg5HJwpR0STGR8zDw4Pt27fT\nrFkz4NaV8W5ubkyaNEmj7NSpUwwfPlxjqkLbtm2ZP38+5ubmlZZ16tRJq81Zs2bx8ccfa20/ceIE\nFhYW6r9v3ryJra0tpaWl6vVna5vS0lIMDGr/9Yt1pZ9wb30tKioiLi4OAwODJyaBv3nzZpXzz2sL\n2c/aoy70EepOP6Fu9PX2PgohiI6OJiErAXsXe8pKy8i5mYO7gzv169d/6LHk5ubSpk0bsrKyUCqV\nOu/32H36HzlyhBMnTvD5559XWF7VRUe6XJBU7t133+XNN99U/52dnU2DBg3w9fXVOIERERF4eHgQ\nExODiYnJQ11CrKYUFBRordFbG9WVfsK99VWhUGBoaIinp+cT8zyPiIjQmGNeW8l+1h51oY9Qd/oJ\ndaOv5X0UQnDw4EGKSoq4nn0dp1ZOFGQWkBafxlPKpx7JebjXX+Qfu4T3wIEDRERE4OnpCcD169cJ\nCgrip59+onXr1ly/fl09eiWEID4+Hjc3N8zMzCotq4ixsXGtHK2VJEmSJEl6GC5fvkxCagLhqeHY\nOtpqDTQ+zh673y1nzpzJjRs3iI2NJTY2FldXV3bv3k3Pnj1xdHTk6aef5r///S9w6zaxHh4eeHh4\nVFkmSZIkSZIk3ZuysjJyc3O5HHmZ2MxY3H3d8W7mXdNhVUuNjvBOmjSJX3/9laSkJLp3746FhQVR\nUVFV7rNs2TJCQkL47LPPUCqVrFq1SqcySZIkSZIkqfquX7/OlagrZBVloTBW4FjfsaZDqrYaTXiX\nLFnCkiVLqqxz5yoLfn5+HDlypMK6VZVJkiRJkiRJ1VNQUEB+QT5JeUmUlJXg6Or4RE1lKPfYzeGV\nJEmSJEmSHg+pqakUlhaSkpuCnp4ezjbONR3SPZEJryRJkiRJkqSlfAGAwtJCjC2MsbK1wsTsyVjF\n504y4ZUkSZIkSZK0pKamEpcYR7GqGL8WfhgYPrlp42O3SoMkSZIkSZJU8zIyMsgsysTc0vyJTnZB\nJrzSfQoLC0OhUJCZmanzPh4eHixatOi+2p01axYtW7a8r2NIkiRJklS59PR08orzMDIxqulQ7ptM\neGu5kJAQFAoF48eP1yqbOHEiCoWCsWPH1kBkkiRJkiQ9rjIzM4lPjCe/LB8jY5nwSk+ABg0asG7d\nOgoKCtTbCgsL+eWXXyq9E50kSZIkSXVXbGwsGYUZ2DnbodB78pYhu9OTPSGjBhWVFnEt81qNte9u\n7Y6xgW63Rm7VqhXR0dFs2bKFoUOHArBlyxYaNGiAl5eXul5RURFvv/0269atIzs7G39/fxYuXEib\nNm3UdXbu3Mm0adOIj4/nmWeeYeTIkVrt/fPPP8ycOZMTJ05gb2/PgAEDmDt3Lubm5hXGl5WVxdtv\nv822bdsoLCxUt9uiRQt1nc8//5yFCxeSn5/PSy+9hIODg059lyRJkiSpejIzM4mOjSa7KBtH5ZN3\nk4mKyIT3Hl3LvEbPlT1rrP0/Qv7A195X5/qjRo0iNDRUnfCuWLGC0aNHExYWpq4zY8YMNm/ezKpV\nq3B3d+eLL74gKCiIqKgobG1tiY+PZ+DAgYwfP54JEyZw8uRJpk+frtHO+fPnCQoKYvbs2SxfvpzU\n1FRef/11Xn/9dUJDQ7XiEkLQu3dvbG1t2blzJ1ZWVixbtoxu3boRGRmJra0tGzZs4KOPPmLJkiU8\n++yzrFmzhsWLF2sk65IkSZIkPRixsbHcyLlBdmE2PnY+kF7TEd0/OaWhjhg+fDiHDx8mNjaWa9eu\n8ffffzNs2DB1eV5eHt999x1ffvklPXv2pEmTJvz444+YmpqyfPlyAL777ju8vLxYuHAhfn5+DB06\nlJCQEI12vvzyS1555RWmTZuGj48P7du3Z/HixaxevZrCwkKtuPbv38/58+fZuHEj/v7++Pj4MH/+\nfKytrdm0aRMAixYtYvTo0YwZMwY/Pz8+/fRTmjRp8vBOliRJkiTVQampqRw4cIC4uDjSC9Jp2aEl\n+vr6NR3WAyFHeOsIe3t7evfuzapVq9Sjqvb29uryq1evUlJSQocOHdTbDA0Nadu2LeHh4QCEh4fz\nzDPPaNxSMCAgQKOdU6dOERUVxdq1a9XbhBCoVCpiYmJo3LixVv3c3Fzs7Ow0thcUFHD16lV1u3de\ndBcQEMD+/fvv5VRIkiRJknQHlUrFyVMnuZR0iaLSIowtjWvFxWrlZMJ7j9yt3fkj5I8abb+6Ro8e\nzeuvvw7AkiVLNMqEEABa98cWQqi3ldepikqlYty4cUyZMkWrrKIL5FQqFc7OzhpTK8pZW1vftT1J\nkiRJku5dcXExxcXF5ObmkpaTRp4qD6+mXphZmOm0/9XMq6QUpzzkKO+fTHjvkbGBcbXm0D4OgoOD\nKS4uBiAoKEijzNvbGyMjIw4fPswrr7wCQElJCSdPnmTatGkANGnShG3btmnsd/ToUY2/W7VqxcWL\nF/H29tYpplatWpGUlISBgQEeHh4V1mncuDFHjx5lxIgRlbYrSZIkSZLucnNz0dfX58iRI6RnpWOk\nb0RKXgrObs5Y2Vrddf/swmyOxR9jR8QOAExjTGnVuhX6eo/nFAiZ8NYh+vr66ukJd87JMTc3Z8KE\nCbz99tvY2tri5ubGF198QX5+Pq+++ioA48ePZ8GCBbz55puMGzeOU6dOsXLlSo3jvPPOOzzzzDNM\nmjSJ1157DXNzc8LDw9mzZw/ffPONVkzdu3cnICCA/v37M2/ePPz8/Lhx4wY7d+6kf//++Pv7M3Xq\nVEaOHIm/vz8dO3Zk7dq1XLx4UV60JkmSJEnVUP6r7cmTJ4mOi8ZQz5DCskKi0qNwMHOg2LAYx/p3\nX5UhNS+Vb/7+huyibPW2LXFb6HG1B8/5PPcwu3DPZMJbxyiVykrLPv/8c1QqFcOHDycnJwd/f392\n796NjY0NcGtKwubNm3njjTdYunQpbdu25bPPPmP06NHqYzRv3pwDBw7w/vvv8+yzzyKEoGHDhgwe\nPLjCNhUKBTt37uT9999n9OjRpKam4uTkRKdOnahXrx4AgwcP5urVq7zzzjsUFhYyaNAgJkyYwO7d\nux/gmZEkSZKk2uvChQtEx0SjtFSSnJ7MheQLWBhb3JquaAD5xvl4eXmhp3f39Qx+u/SbRrIL0NGx\nIz28ezys8O+bQugyMbMOyM7OxsrKiqysLI2kMCIiAg8PD2JiYvD09MTExKQGo3w4CgoKMDU1rekw\nHrq60k+4t74WFhY+cc/ziIgIGjVqVNNhPHSyn7VHXegj1J1+wpPR19zcXP748w8upl6kpVNLEnMT\nwRZMzU3R09PDxsGmyv1VqSr0HPT468pf7Ly8E5VQaZQ3Mm7EzDYzefaZZx9mN4DK87W7kSO8kiRJ\nkiRJtVhWVhZ5JXmUqcqIzogmvySfhj4NsbCy0PkY0WnRbI/YrrFNT6HHm/5vkhudi4n+4z1QIhNe\nSZIkSZKkWio7O5vz58+TV5yHs7szpuamOBg66JzsCiHILcnlYOJBrbL27u1RGivJJfdBh/3AyYRX\nkiRJkiSploqKiiImLYbkvGSaN2+OsYmxzvvmFOXw0/GfuJZ5TavsWc9n6dO4D4XZ2jeVehzJhFeS\nJEmSJKkWKisrIzk5mZTcFJ5q91S1kl2Av6L+0kp2FSh4v+v72JvfunlVIU9GwitvLSxJkiRJklQL\nRUVFkZSdhJmVGSZm1ZtjW6Yq43TCaa3tjR0bq5PdJ4lMeCVJkiRJkh4D0dHRbNiwgejo6Ps+Vk5O\nDpciLhGfFY+bj/adTu8m8mYkOUU5GtucLJ14sfmL9x1bTZBTGiRJkiRJkmrYuXPn6N27NxkZGZia\nmvLzzz/To8e9r2ubkJBAUm4Sdi52Ot8muFypqpT9V/er/1YaKnm7y9tYGFmgUCjuOaaaJEd4JUmS\nJEmSatjy5ctJTEwkPz+fmzdvMnTo0Hse6S0uLubKlSvkFuVibW9drX1VQsWKEyuIvBmp3tbWsS2W\nxpZPbLILcoT3vvzxxx+oVKq7V3yA9PT06Nmz5yNtU5IkSZKkh8ve3h49PT3KysoAyMvL49SpU3h5\neVXrOGVlZZw+fZrUvFRyS3IxtzTnWNwxfr30K1YmVjzr+Synrp9CaaKkd6PepOalYmpoiquVK2l5\naVxJu8KllEvq41kYWfBsvYd/Q4mHTSa890GlUnE07igKvUfzjUeoBM+4PfNI2roXQgjGjRvHpk2b\nyMjI4MyZM0ybNo2WLVuyaNGiSvfz8PBg2rRpTJs27RFGWzfJcy1JkvR4MjU1xdPTk6SkJHJycigr\nK6OkpKTax7lw4QIR1yK4lnUNryZeJOUlse7sOgSC/JJ8NpzboK575saZKo9lZWLF+HbjsSyyrHYc\njxuZ8N4nhZ6CNoFtHklbJ8JO3NN+SUlJzJkzhx07dpCQkICjoyMtW7Zk2rRpdOvW7YHFt2vXLlau\nXElYWBheXl7Y29uzZcsWDA0NH1gbNSU2NhZPT0/OnDlDy5Ytddpn1qxZbNu2jX///fchRydJkiQ9\n6fLy8rC0tCQ4OJjFixdTVFTEqFGjcHFxITAwUKdjZGVlcSX6Cteyr9HEvwlmFmasP7segbinmPo1\n6Yez0hlV6qP9NfthkAlvLRcbG0uHDh2wtrbmiy++oHnz5pSUlLB7924mTZpERETEA2vr6tWrODs7\n0759e/U2W1vbB3b8uqqkpKRWfGmQJEmSKpeXlwfcGqQqV1JSwm+//aZTwltSUsLFixdJyk3C0dUR\nMwszMvIzOJVw6p7icVG60NJFtwGeJ4G8aK2WmzhxIgqFguPHj/PCCy/g6+tL06ZNefPNNzl69Ki6\nXlxcHP369cPCwgKlUslLL71EcnKyunzWrFm0bNmSNWvW4OHhgZWVFUOGDCEn59aSJSEhIUyePJm4\nuDgUCgUeHh4ABAYGavx8npKSQp8+fdQ/3axdu1Yr5qysLMaOHYujoyNKpZKuXbty9uxZnWOBW9NN\n5s2bh7e3N8bGxri5uTFv3jx1eUJCAoMHD8bGxgY7Ozv69etHbGyszuc1LCwMhULB3r178ff3x8zM\njPbt23P58mUAVq5cyccff8zZs2dRKBQoFApWrlxZrf6tWLECLy8vjI2NWbZsGfXr19eaM963b19G\njhwJ3PrC0a9fP+rVq4eDgwNt2rThr7/+0rlPkiRJUs3Jzb11e96goCCMjY1RKBQYGRnRt2/fu+6r\nUqn4+++/uXTtEunF6dRzrUd2YTZLjiyhuKz4rvtbGFmgNFZiZWKFm7UbLZxbMLbtWPQUtSdNlCO8\ntVh6ejq7du1izpw5mJuba5VbW9+6clMIQf/+/TE3N+fAgQOUlpYyceJEBg8eTFhYmLr+1atX2bZt\nG9u3bycjI4OXXnqJzz//nDlz5vD111/TsGFDfvjhB06cOIG+vn6FMYWEhBAfH8++ffswMjJiypQp\npKSkqMuFEPTu3RtbW1t27tyJlZUVy5Yto1u3bkRGRqpHjKuKBeDdd9/lxx9/ZOHChXTs2JHExETO\nnTsHQH5+Pl26dOHZZ5/l4MGDGBgY8OmnnxIcHMy5c+cwMjLS+Ry///77LFiwAAcHB8aPH8/o0aP5\n+++/GTx4MBcuXGDXrl3qpNPKykrn/kVFRbFhwwY2b96Mvr4+9evXZ8qUKezfv189DSUjI4Pdu3fz\n+++/A7feLHv16sWnn34KwPr16+nTpw+XL1/Gza36azBKkiRJj05+fj5wa6Bo165d/Pbbb/Tt21en\n0d2UlBTiU+NJLEyk0dONMDQy5JfTv3Az/6a6TkvnlnT36U5idiJPOT2FgZ4BGYUZ2Jraoq9X8Wd2\nbSIT3losKioKIQSNGjWqst6+ffs4d+4cMTExNGjQAIA1a9bQtGlTTpw4QZs2t+Yoq1QqVq5ciaXl\nrcnrw4cPZ+/evcyZMwcrKyssLS3R19fHycmpwnYiIyP5448/OHr0KO3atQNuLcPSuHFjdZ39+/dz\n/vx5UlJSMDa+dQvE+fPns23bNjZt2sTYsWPvGktOTg5ff/013377rXr0s2HDhrRu3RqAdevWoaen\nx08//aReYiU0NBRra2vCwsJ47rnndD7Hc+bMoXPnzgDMnDmT3r17U1hYiKmpKRYWFhgYGGicj337\n9unUv+LiYtasWYODg4N63+DgYH7++Wd1wrtx40ZsbW3Vf7do0YIWLVoAUFBQwKeffsrWrVv57bff\neP3113XukyRJkvToJScnk56ezs2bNwkMDNR53i7A9evXySjMwMnNCVNzU9Ly0/j3xv+uH/Fz8GPo\n00Mx1DfE1cpVvd3B3KGiw9VKtWesWtIixK1J6ndbN+/y5cs0aNBAnewCNGnSBGtra8LDw9XbPDw8\n1AkmgLOzs8bo7N2Eh4djYGCAv7+/elujRo3UI80Ap06dIjc3Fzs7OywsLNT/YmJiuHr1qk6xhIeH\nU1RUVOkFeadOnSIqKgpLS0v18W1tbSksLNRoQxfNmzfXiAGo8pzo2j93d3eNZBdg6NChbN68maKi\nIgDWrl3LkCFD1KPpeXl5zJgxgyZNmuDs7IyFhQURERHExcVVq0+SJEnSoxUdHc3hw4eJj49n9OjR\nOq2/K4Tg+vXrHDhwgNj4WDKLMrFztEMlVPx68VdU4tYUOD2FHkOaD8FQv25fCyJHeGsxHx8fFAoF\n4eHh9O/fv9J6QogKk+I7t9954ZRCoajWOsS6JOAqlQpnZ2eNqRTlbk+Mq4rF1NS0yjhUKhWtW7eu\ncP7wnUnm3dweR3m/qjonuvavoikoffr0QaVSsWPHDtq0acOhQ4f46quv1OVvv/02u3fvZv78+bi6\numJjY8MLL7xAcfHd529JkiRJNefkyZMUFRVhaGhISkpKpevvFhYWcv36dYyNjSkqKuLE2RPkFedR\nVFqEQ30HClQF/HjoR+Kz4tX7tHRpiY2ZzaPszmNJJry1mK2tLUFBQSxZsoQpU6ZoJVGZmZlYW1vT\nqFEj4uLiiI+PV4/yXrp0iaysLI3pBvercePGlJaWcvLkSdq2bQvcGl3OzMxU12nVqhVJSUkYGBio\nL3yrLh8fH0xNTdm7dy9jxozRKm/VqhXr169XXzT2sBgZGakXEL+97Xvtn6mpKQMHDmTt2rVERUXh\n6+urnqYBcOjQIUJCQhgwYAAFBQWUlZVV60I8SZIkqWa0aNECAwMDSktLcXJy0nhvL1dYWEjYgTAS\nMxOxNLLEwtSCuKw4cotyMbMww8/Vj7Xn1mokuwBdvLo8qm481mTCe5+EStzz+rj30lZ1LV26lPbt\n29O2bVs++eQTmjdvTmlpKXv27OG7774jPDycrl270rx5c4YOHcqiRYvUF6117txZY/rB/fLz8yM4\nOJjXXnuNH374AQMDA6ZNm6YxItu9e3cCAgLo378/8+bNw8/Pjxs3brBz50769++vUzwmJia88847\nzJgxAyMjIzp06EBqaipnzpxhwoQJDB06lC+//JJ+/frxySef4OrqSlxcHFu2bOHtt9/G1dX1rm3o\nwsPDg5iYGP79919cXV2xtLS87/4NHTqUPn36cPHiRYYNG6ZR5u3tzZYtW+jTpw9FRUXMmTPnkd8J\nUJIkSao+BwcHGjZsiLGxMT/99BMmJibs27ePsrIyzMzMKC0tJTs7m8ScROKz4qmvrI+eQo+CsgL8\nA/3R09MjLjOOfxM1130f0HQADawbVNJq3SIT3vugp6f3yO98pqdXvWnXnp6enD59mjlz5jB9+nQS\nExNxcHCgdevWfPfdd8Ctn+K3bdvG5MmT6dSpE3p6egQHB/PNN9888PhDQ0MZM2YMnTt3pl69enz6\n6ad88MEH6nKFQsHOnTt5//33GT16NKmpqTg5OdGpUyfq1aunczsffPABBgYGfPjhh9y4cQNnZ2de\nffVVAMzMzDh48CDvvPMOAwcOJCcnh/r169OtW7cHOuI7aNAgtmzZQpcuXcjMzCQ0NJSQkJD76l/X\nrl2xtbXl8uXLvPLKKxplCxcuZPTo0bRv3x47OztmzpxJdnb2A+uPJEmS9HBkZ2djbGyMra0tl6Iu\ncTbyLMVlxSTnJuNi6UJ+ST5mhmak5KfQsGlDrkVcI7c4FwdnB/T09LiUfIm1Z/43TU9Poce7ge/i\nYPG/aXrFRcUUFRRhaf3k3zXtXihE+cTKOi47OxsrKyuysrI0kp6IiAj1SJ2npycmJiY1GOXDUVBQ\ncNd5r7VBXekn3FtfCwsLn7jneURExF1XIakNZD9rj7rQR6g7/YQH09dz584REhKCQz0HAgYFYGll\nSVlpGfZO9qQlp5GdkY2+oT7Obs64uLuQk5lDfm4+9k72JOYl8tWhr9QXqQH08OlB70a91X8XFRRx\n6eQl9NDDpaELANkZ2Xg08qh0GdHbqVJV6DloD7iVlpSSl5NHYkQigc0C1as6PUyV5Wt3I0d4JUmS\nJEmSalBWVhZ5eXmIVIFKpcK3ua+6zMFF+2JqS2tL9Ujt/qv7NZLdBlYN6O7dXaP+jWs3qGdWDxsT\nG85HnEdfTx9zQ3MyUjOwd7KvVqxxUXHo6+vj4OLA+WPnKSstQ2ny8K6HeVBkwitJkiRJklSDtmzZ\nQnR0NAo9BWlfpNHAqwFODSpe075cTHoMJ66f0Lh1cBPHJoz2H42B/v/Su4zUDG4m3aRlvZaYm5qj\nNFFia2KLob4hcbFxZKVlUa9BPSyUFhW2U1xUTEZiBtfDr+Pm7UbGjQxKVaWUFJdgb3IrWVYJFenp\n6Q/gTDw8MuGVJEmSJEmqIcePH2fJkiWUlpai0FOQmZZJ1MUorYQ3NS+V/575LwXFBfg6+PLPtX80\nRnbh1kVqtye7MRExZCRl0MS+CT4NfXBxcUF1XIVSqSQrK4uEnARKMku4lHwJn+Y+KK2V6BtoTnGI\nuhiFo8IRS0NLYiJicFG6UFJWQuqNVJo5NsPU0JScopzHfglMmfBKkiRJkiTVgMLCQhZ/s5iSkhLg\n1mpMhkaGeDbxJD0/HWtTaxQoyC3OZcWJFSTmJAKQkqd9g6Om9ZpqXKSWn5tPdko2jRwa0dS3Kc2a\nNQMgKCgIPT09UlJSyP87H5VQoRIqLp2/BIBjfUfcfd0pKy0j9nIsBdkF2DjZoDRRkmOWg52pHQD1\nLOrh5eZFgwYNOHrsaC4DCNEAACAASURBVKV3WX1cyIS3GuT1fVJtJp/fkiRJj9a1a9eIuR6j/luh\npyBgWAAro1aSejYVY31j9PX0yS/Jr/I4SmMl/Zv87wZTZaVlRF+KxtnCGRcHF5o2baouK1/tydHR\nkVYtWlFQUEB+fj4FpQVYGVtx7sY5bBxsuHrpKkp9JR7WHhgZGuHr60tJSQlubm6YmJiQlpaGvb09\nenp6dO3S9bG/KFwmvDoov5tWfn7+Y/+AStK9ys+/9YZ6513sJEmSpAcvLy+PK1FXKFYVY2BkgLKT\nEqvOVoSbhEPerTpFZUVQVvVxJgVMwtPGUz2VQaVScebvMxjqGeJg5UBAQECldzgtv5tbYWEhFhYW\npKamYp9jT8SZCNyt3alnUQ93d3cMDAzw9vbW2NfR0VH9f0vLx3+pM5nw6kBfXx9ra2tSUm79hGBm\nZlbl7XGfNEVFRbWqP5WpK/2E6vVVCEF+fj4pKSlYW1vrtESNJEmSdG+EEFy7do1L4Ze4knqFrIws\n6reqj35Q9d97g3yD8LH30diWfD0ZKyMrPKw98PLywsDg7qmeiYkJjRs3xtXVlZvpNzHSN8LVxpUe\nPXqgr69PREREtWN73MiEV0flc1PKk97apKSkpE6M6tWVfsK99dXa2vqxn4MlSZL0pIuKiuL42ePE\nZMaQV5BHmaoMk24mlFBS6T7mhuZ09e6Kn4MfpoamnL1xFqWJklb1W2nUy83KJTEmkaYOTWnauKnW\nqOzdWFpa0jWwK0lJSdjb29eqARCZ8OpIoVDg7OyMo6OjenJ5bREdHY2np2dNh/HQ1ZV+QvX7amho\nWKve2CRJkh5XCQkJxGXF4errStjOMEoDS8H6f+X+9f3p17QfZoZmXEy+iJG+EX4Ofhq/2nX17qp1\n3NTEVOIj43G3dqeJXxP8/PzuKT5ra2usra3vXvEJIxPeatLX1691iYGent4Tc2et+1FX+gl1q6+S\nJElPivDwcDIyMygsK/w/9u48Pu7qvvf/6zu7RqPRjKTRaLc2S97xhjG2sQ02gQBmKaS/3KQBGgop\nF+IkpGnJvckvN80DctOkBFJISdrSENJQiM2aggEbsDF4kxcs2ZYtaaxdGo2W2TT7zPf+oTJiYmNs\nY1u29Xk+Hnqg7zlnvjpHwtbbZ873HKKRKG+2v0nWwvFngxQUrp56NTnGsTWxc4rnnNR9u13deHu8\nzCiYQV1N3aQ55e5USOAVQgghhDjLRkZGONB8gKaBJhwlDt5vej8j7ALcMusWnDnOk75nIp7A3e3G\n0+XhkqJLWHTpIoqLi8901y8KEniFEEIIIc6yQ4cO0e3vpqS6hOKKYt5wvwHe8fov1X6JRVWLTniP\n8GiYo4ePYrFasOXbaG1qxaQxUWYto76uXsLuCUjgFUIIIYQ4C1KpFH19Y4dFdPZ14k/6qSyt5J22\ndzjoPZhut8ixiEXTTxx2U6kUbQfacOgceAe89Hf2U19QT64pl6KiolN+QG2ykcArhBBCCHEWHDly\nhKZDTRh1Rrr8XZRWlrLhyAbean0ro90V065If66qKkFfkJ6jPQR8Acprywl6gwwPDJNvzsdpcWLW\nmwknwjhtTlavXj1pttz8LCTwCiGEEEKcYb29vTQdauKg5yA6jQ69Rc+HoQ+PCbuadg36uXqwQW9H\nL+4uN3r0FFuKsVvtdLZ0UppTSqGjkBxjDitWrODdd9+lwFyAwWCQsHuSJPAKIYQQQpxBra2t7G/a\nz+GhwzjKHeQV5mE0G3nmzWfSbTRoGNk4QuC9AA+99RBrH1pL2BtmRv4MHHkObDYbnZ2dmHQmyhxl\n1NTUkJ+fj9lsZvbs2aiNKjU1NRM4yguLZiK/+Nq1a6msrERRFJqamoCx4+1uvvlm6urqmDt3Ltde\ney3t7e3p1wwMDHDttdcydepUZs2axdatW0+qTgghhBDibPN6vexr3Md+934KKgooqy7DbDGzs2sn\no/HRdDv7ITvDbw1jMpnwDnrZv2M/xZZi5s6ey4oVK7jkkktYvXo1Vyy6gqVLl1JeXo7ZbAagqqqK\nq1dfTVlZ2UQN84IzoYH3tttuY+vWrUyZMiWj/J577uHw4cPs27ePG264gXvuuSdd9+CDD7J48WJa\nWlr493//d7785S+TSCQ+tU4IIYQQ4mxrbW2lN9BLcWUxJVNKAOgP9LOuaV26jVVv5eC6g6gplaA3\niMlsIseag81kywixWVlZTJky5bgnZ34UfsXJmdDAu3z58mP+dWIymbjuuuvSa1IWL16My+VK1z//\n/PPcd999AFx66aU4nc70TO6J6v5UNBrF7/dnfAghhBBCfBqXy8Xzzz+fkU9GR0fp7u6mu6eb4egw\nhaWFwNhDaC8deIlkKpluOz05nVgkht6gR2fQcdnyy1gyfQk1VTVyaNBZct6v4f3FL37BmjVrABga\nGiKVSuFwONL1lZWVdHZ2nrDueH784x/zwx/+8JjyI0eOYLFY0teDg4M0NzefqeGclybDGGHyjBMm\nz1hlnBeXyTDOyTBGuLjH2dTUxF133UU8HsfpdPKTn/yEZDJJa2srSTXJcHiY2qJaNF4Ng9FBPnB/\nQLNn/Hux1LmUpcalvKB5gXg8TnFhMTdceQPV5dUYDIbz8vt2Pv08g8Hgab3uvA68Dz/8MC0tLTz5\n5JPpsj99GlFV1ZOq+1Pf/e53eeCBB9LXfr+f8vJy6urqsFqt6fLm5uaL/oi+yTBGmDzjhMkzVhnn\nxWUyjHMyjBEu7nE+8MAD6XeFu7q62L9/P0uWLGEkMoJrxEV5bTm55bns6dnD7/b+jhSp9GuzDdlc\nP+969Kqe/KJ8RgOjfPkvv8y111xLeXn5RA3pU51PP8/TfUd+Qpc0nMjPfvYzXnjhBV5//fX0OpX8\n/HwAPB5Pul1HRwcVFRUnrDseo9GI1WrN+BBCCCGE+CS7d++moaEho0xRFAYGBvBGvFTWV1JUXsRB\n90F+u+e3GWEXYFnhMvZs3MOOt3fg6fMQ9AV57rfPEQqFzuUwJqXzMvA+8sgjPPvss7z11lvYbLaM\nui984Qs88cQTAOzatYv+/n6WLVv2qXVCCCGEEKfL5XJx4403Mjw8jKIoaDQaKioqWLBgAX19ffij\nfix2C7/f93t+vfPXx7zePmpn/XfW88jfPsLj33+cRDxBVlYWgUCA/fv3T8CIJpcJXdJw33338fLL\nL9Pf38/q1auxWCy8++67fPvb36a6uporr7wSGJuN3bFjBwA/+clP+MpXvsLUqVMxGAw888wz6HS6\nT60TQgghhDhdDQ0NDA0NYTAYiMfj5OXlcc899xBLxugJ9GDMMbKjdwc7u3ZmvC64L4j/PT/OaU4G\nugcASMQTaLVaUKG0tJQFCxZMxJAmlQlNg0888UR6RvbjTrT21ul08uabb55ynRBCCCHE6Vq4cCF6\nvZ5IJILVaiU7O5u9jXtJZiWx1dqoKa/h+S3PZ7zGt9XH0CtDWKyWY54zys/P5+GHH+bKK6+kurr6\nXA5lUjovlzQIIYQQQpxPKioqqKqqora2lmuvvZbe3l7WP7eeXz36K/QGPa+3vo434k23H9kwgu81\nH4qiEB4Ns+2tbek6nU7HFVdcwV133SVh9xyR9/uFEEIIIT7F8PAwBoOB2tpaYrEYiUQCRaPg8/l4\nav9TeNTxh+YT/gQj74ygoKCm1PE9eBVAhezsbC677LKJGcgkJTO8QgghhBCfYnBwEICCggLsdjsa\njYZUMoV1njUj7JKAwT8MYjabMRgMGfdQGFvWEAwGeeqppzIOrhBnlwReIYQQQohP8dG2pw6HY+yg\nK6cDe6Gdys9VZrTr+WUPoeYQiXiC/KJ8sixZ6bqsrCy0Wi05OTkMDw+ze/fuczmESU0CrxBCCCHE\np/hohtdqteLxeEimkqg6lT6lL91mZOMI0a4oAPF4nGv+/BquuPoKtDotjkIHer0ep9OJTqfD6XTK\n7gznkKzhFUIIIYT4FIcOHWJoaIiW1hb6h/sZdYxS+BeFqIzvLBXcO37sraqqHN5zmC/92Zc4tPsQ\nft/Yia7/9E//hMfjYcGCBfLA2jkkgVcIIYQQ4gRcLhePP/44g4ODvPTSS9TfUk9hXWFGm2hflPhA\nPH2t0+q4dsW13HDdDcyZNYeOjg6WLFkiIXeCSOAVQgghhDiBhoYG/H4/Wq2WUChEZErkmDb+D/xo\nNBqseVamzZjGrWtu5a677sJutzNlyhSuuOKKCei5+IgEXiGEEEKIE/jo0IloLIq12Irf6E/XJYeT\nDL82THB/EFuBjdvuuY0Vc1fwuRWfw263T2CvxcfJQ2tCCCGEECdQUlJCRUUFtjwbn//O50mRStdF\nX4oSagphzjGTSCQY8YyQm5VLfn7+BPZY/CkJvEIIIYQQnyASifDee+/hH/VjzbPit47P7pqiJjQB\nDYqiEI1Eyc7OZvGsxZSVlqHRSMQ6n8iSBiGEEEKIP+FyuXj11VdxuVwY84xE41EspRYOuA+k2xRE\nC2gdaCWZSpJlzOKBtQ/whZu+QFlZ2QT2XByPBF4hhBBCiI9xuVxcc801tLW1AWDJtRCJRNB/QY+B\nsdPTNIoGm9c2dsSwopBKpbBarVRUVExk18UnkMArhBBCCPExDQ0NtLe3o6pje+wGfUFyFudgKBk/\nKnhV7SosWEilxtbzJuIJamtrJ6S/4tPJAhMhhBBCiP/W3NycEXYBFEUhZ1FO+rrAVMDVNVcT8AVQ\nFAWNVoPZbGZ4eHgiuixOgszwCiGEEEIAR44cYfHixfj9/ozAa5puwlhmTF+vqlvFsHuYXHMuxSXF\nBANBysrK5Kjg85gEXiGEEEII4Hvf+x4+ny+jzDLfQuH/GD9VTa/RM69kHq79Li6pvYS5/zAXrVbL\npZdeKqeoncck8AohhBBi0nvzzTf5wx/+kFGWc2kOjj93ZJRVUYVeoyccDGMrtVE9s5rp06efy66K\n0yBreIUQQggx6f3jP/5jxrXRYSRvTV5GWepAihtn3Yh/xE+WLgubzYaiKOeym+I0yQyvEEIIISYl\nl8tFQ0MDFouFI0eOpMstMyw473CiasbX8S7QLuDqL1+Ns8zJ/h37KbOUUVBQkLHWV5y/JPAKIYQQ\nYtJxuVxcf/319PT0EA6HUVWVrKwsZl46E+UWhaHEULrtNMc0/uKyv0BRFIbcQxhTRqqcVUydOjUj\nKIvzlyxpEEIIIcSks2vXLtra2giHwyQSCQAUjULN8pqMsFucU8zt829HURRUVaXnaA8lOSXU1dXJ\n8cEXEPlJCSGEEGLSMRgMaDSadNhNJpNkZWcRKYuMt9Ea+Oayb2I2mAHwDnrRJXWUFpRSVFQ0If0W\np0cCrxBCCCEmnfXr12MymTLKpi2bxqHRQ+nr+aXzMerG998d6B3AaXFSXV0tD6tdYGQNrxBCCCEm\nlX379vHCCy8QjUbTZXqHnoFLB0imkumyxRWL058H/UFC3hCF5YWUlpae0/6Kz05meIUQQggxqezY\nsYN4PE52dna6rODWApK68bA7NX8qU2xTABjxjHB472HKrGVUVVah1WrPeZ/FZyMzvEIIIYSYVGbP\nno1erycWi2HNtRLWhcmqyUrXF2YXcvuCsQfVRjwjdBzqYHrBdGqn1DJ16tQJ7Lk4XRJ4hRBCCDGp\nlJWVUVNTg8lkonpGNRuPbsyoX7t0LRajBe+Ql7aDbUzLn8bCSxZSU1MzQT0Wn5UsaRBCCCHEpJJK\npTAajTgcDmpm1mCdZU3XFZuLsRgtuLvduBpdVOZWUllSKWH3AiczvEIIIYSYVFKpFADxeBydVYep\n1kQsFQNgTtkcANzdbuoL6ikvKmfRokUT1ldxZkjgFUIIIcSkkkwmSSaTxFNx9qv702EXxk5VC/qD\nKHEFh83B0qVLJ7Cn4kyRwCuEEEKISSWVSpFIJBiZOkLXaFe6PEufRYWtgu7WbvLN+ZSVlU1gL8WZ\nJGt4hRBCCDGpxGIxwskwwapgRvnyquVoFA1D7iHysyTwXkwk8AohhBBiUvF4PCRLk/Cx7XRXVK1g\neely9m/fj0ljojC/MGOfXnFhkyUNQgghhJhUent7UUvV9LUj28Ets26haVcTxcZibFk2KioqJrCH\n4kyTwCuEEEKISSMej9Pv7kcpVdJlUwumEovGiIfiFJUWsXLlSpndvcjIkgYhhBBCTBo+n4/B+CAa\n+3gEqs2vxTfsw2q0UlxcLGH3IiQzvEIIIYT4zFwuFw0NDSxcuHCiu3JCHo+HzmRnRgKqza/F0+Yh\n15RLYWHhxHVOnDUywyuEEEKIz6S5uZkVK1Zw3333cfPNN9PV1fXpL5oAw8PDHDpyiK7UeP+cFic5\nxhx8wz5yjbkUFBRMYA/F2SKBVwghhBCfySOPPEJ/fz+xWAy3282BAwcmukvHGB0dZcfOHTQPNjOY\nNZgur82vxTvoxYCBfHs+JpNpAnspzhYJvEIIIYT4zLRaLcFgELvdzsyZMye6O8c4evQoRweP0qq0\nEmP8ZLWarBraD7ZTnFNMSUnJBPZQnE2yhlcIIYQQn0koFCKZTAKgquqntD73VFWlv7+f4cgwrpQr\nXW6OmtEOaqnNr6WiuIKqqqoJ7KU4m2SGVwghhBCnzeVysW7dOhKJBKlUCrfbzcaNG/F4PBPdtbSB\ngQHcXjdxfZxuf3e6PN+XjxpXybfms2TJEnQ6mQe8WEngFUIIIcRpe+yxx4hGoxlljjIHLS0tE9Sj\nTP39/TQ2NtIf7CdgCaAyPgNtHjGTa5SdGSYD+aeMEEIIIU5bY2NjxnX9JfVk27MZ8AwQi8UwGAwT\n1DNwu92898F7uLwuNGYNLaMfC+EjwChYTVYcDseE9VGcGzLDK4QQQohT5nK5+PGPf8zhw4cxGAxo\ndVq0Oi0zFs3AZDYxEhmhv79/QvvY2tpKu68dW6kNwxQDBwcOjld2Qiwaw2qwylZkk4DM8AohhBDi\nlLhcLpYvX05PTw8AWVlZVE+rZmhwiIqpFZgtZjq6O2htbaWgoACz2XzO+xiLxfAMehhNjFJdWs0/\nbfundJ0OHfGmOPoaPQV5BRM6Cy3ODZnhFUIIIcQpeemll9JhFyAcDoMGrDYrsWgMk9lEUp+kubeZ\nDW9uYPfu3aRSqXPax8OHD+MJebDl23jb9TZdvvHDJqbrp5McTWI2mmU5wyQhgVcIIYQQp8Ttdmdc\nK4qCrcBGIp5g//b99Pf2Uz+3nqQ1SaOnkQNtB+jt7T0nffN4PGzevJk2Vxt9wT6cU5y8d/S9dH2B\nuYCpTCURS5BtyMbpdJ6TfomJJYFXCCGEEKdkxowZ6PV6YCzsFhQXMKVuCn09fWzv3c7/feb/4un3\nUFlfSUVdBUOhIfr6+s5qn0ZGRjhw4AC7d+9ml2sXe/v34ihz0DjUyGh8NN3uzy/5cyLBCAoKthwb\neXl5Z7Vf4vwggVcIIYS4yLlcLp5//nlcLtenNz4JwWCQouIiZi6cyVcf/CoPPf0QaMB+qx3b9TY0\nKzQ8t/85AGz5NnxxH9293Xg8nrNyMEVbWxtvb36bXU27GBkdIaqJMn/5fAyFBt5seTPdrtRaytT8\nqQz1D6HX6snPzz/jfRHnJ3loTQghhLiIuVwuVq9eTU9PD2azmbvvvpu//uu/prq6+rTu5/F4ePfd\ndwmGgixfspyb7riJLm8XnbWdZMez0+061A7cATfOHCeOYgftg+3E34uTn5vPypUr0Wq1J/01VVUl\nHA4f9+G3UChEY1Mjje6x7dGyDdkUlBTgjXh5dOujhOKhdNtLci8hGo6SiCTQa/WyO8MkMqEzvGvX\nrqWyshJFUWhqakqXt7S0sGTJEurq6li0aBEHDx78zHVCCCHEZNPd3c19991He3s7sVgMr9fLT3/6\nU1auXMnzzz+fPg74ZL3//vt8+9vf5o//9Ud8wz42vbiJnYd28vOtP8cddx/Tfm/vXgBKq0sxOAw0\ne5vpHuo+5e3KWlpaeGvjW3R3d9PW1sbQ0BAAQ0NDvLXxLYZCQ1jsFurm1mEtseIsd7KpdVNG2A0f\nCfPCd1/AddCFUWtEr9fLyWqTyIT+pG+77Tb+9m//lmXLlmWUf+1rX+Oee+7hzjvvZN26ddx1111s\n27btM9UJIYQQk0k0GuWPf/wjGzduPGYZwYBngM3bNlNWVsbixYvZsmULP//5z6mqqmLt2rXHnf1t\nbm5m1apV6VPVDCYD4VSYV1pfIcXxd2DY1rmNFdUryNJnUVFbQXZONkOuIRobG7FYLOTm5ma07+np\nQa/Xo9Vq6e/vx+v1oigKnkEP7d52NHs1DIWHsBqsFBYU0u/pp93bji/io35uPTm2HHJsOcQSMXb3\n7E7fd/TAKO5n3GhUDe+/+T7FOcXodDo0GlnZOVlMaOBdvnz5MWUDAwPs2bOHN98cW3Nz6623cv/9\n99Pe3o7ZbD6tusrKynM2JiGEEGKixeNxtm/fzhub3yCVSqFoFNTUeOjNseegzdfS1t3Gnl/uYe3a\ntelQ/Morr7Bx48ZjQu/GjRuJxWLpa9NcE/m35hMkmC7TR/TEXXGYMXbti/j44cYfcmXNlVw99Wrs\nDjudLZ14/B42vbOJq1ddTU5ODjC2VOL9He8TS459jUgiwmBoEEVR6Ovto+NoB/11/eisOnJNubhH\n3QyEBiipKmFq6dR0eE0kE6xrWkckEUn3y7vJC0lQNSpKQiHXnJsO1mJyOO/m8ru6uigpKUm/zaAo\nChUVFXR2dpKdnX1adccLvNFoNOPsb7/ff/YHJ4QQQpxliUSC9evX8+z6Z2loaABAo2hIkkSj1YAK\nf3bXn7H46sW07G/hxd++mDED3NPTw+7duzMCr9frZf/+/el2WfVZFNyauf61Jq+GooNFbNm2BWOl\nkYQ5AYwF19cPv06BuYAFZQuoml7FkQ+PUJBdQGNjI9OmTaOnp4f+/v6xEBscwFZgQ2/WU1xWzJB7\niF+v/TWJeIJdpbv4X0/8LxQUAGbOnIkxy5juQ8tgC0/vfppgbDyER/uiRLvGft8bjUZm183GbrGP\nfV9khnfSOO8CL4yF1Y/7+B/E0637Uz/+8Y/54Q9/eEz5kSNHsFgs6evBwUGam5tPruMXqMkwRpg8\n44TJM1YZ58VlMozzbI3xo4e6jEYjTz31FI899ljm+lwF8h35eIe96I165s+eT3Y8G0e2g4P7Dh5z\nr0AgQENDAyaTCY1Gw5YtW/i3f/u3dBv71faM11RkV3BX9V28se8Nett6UX+hUvjFQkyVpnSbXUd3\nMc84DytWFsxawEDPAD39PQwMDOCL+VBQMGgNzJ8xfyyY/7ftO7YTDUdRFAXfoI/2hnaWXrl0rDII\nqeDYcopEKsEf9v8hI+wCeN8aWxahKAqpZIr/+M1/cNNNNxGJROjv7//MPw/5//bcCgaDn97oOM67\nwFteXk53dzeJRAKdToeqqnR1dVFRUYHZbD6tuuP57ne/ywMPPJC+9vv9lJeXU1dXh9VqTZc3Nzcz\nbdq0sz7uiTQZxgiTZ5wwecYq47y4TIZxno0xBoNBdu/eTbenm8BQgMcff/zYh9FUmLtsLgcaDmDJ\ntVBySQkArz7xKvF4PN1Mq9WSTCb5m7/5G77+za+z7PJlVFVV8eqGV8dOSlMg7/o8TFPGg2xNfg1f\nu+xrGLQGImqERCKBOqTS+0QvRV8uwjx3bGeFZm8z7wffZ1nlMjSKBoNqoL2tHavBilfjJb8wn7y8\nPHTmzGhiyDOQUlOQgkgkgq3ShsYxHog3HNnAO23vEE1EM14XG4gx8tYI0eYosxbN4sCuAxgMBoLB\nIKFQCJPJRHl5+Wf+ecj/t+fW6b4jf97N5RcWFjJv3jx+97vfAbB+/XoqKyuprKw87brjMRqNWK3W\njA8hhBDiQuL1enn//ff5sONDDg8eZlPDpowAixYUg4JOr2PuDXPJvTQXVaOSSqUIBUPs3br3mHum\nUilGRkZ45JFH2N60nUOHDtHXP3ZohP1aO7YVtnTbbEM29yy6B4PWAEBZVVnGu6vDrw+jJsav1zet\n57n9z6GqKnaHnZQpxXBqmJrpNTjLnJjM40H6IwO9A2g0mvSsb8eRjnRdj6+HDYc3HBN2k6NJen7e\nw+i+UXJsOSxevRhFoxAOh8nPz6esrAyQJQ2TyYTO8N533328/PLL9Pf3s3r1aiwWC62trfzqV7/i\nzjvv5OGHH8ZqtfL000+nX3O6dUIIIcTFZGBggG3bt9Ey1IJiUZi/YD5Gs5GXn3mZVDJF/qX5WG62\ngAIo8OLwi3A5cDk88cET+Af8BAgAoGgULLkWYuFYenY4Fo1xoPUAmhwNSU0SU6EpI+watUbumH8H\nRt34GtpkKnNmOTYcY/j1YfLXjB/wsL1zO1m+LG5afhMz5s/4xPGl1BQKCjFDjLzr80gEEoTbw7y+\n83VmLp2J1+jl6d3H/z0f2B1IB22dXkdsNIZG0ZBIJvD7/eltzeShtcljQgPvE088wRNPPHFMeX19\n/SduJ3a6dUIIIcTF5NChQxwePEy2M5vymnIURSHHloOj2IEh30DWrVlE1ehxX9s20gZ6cNzlwP+0\nn+hglNv+6jaCgSAv/uuLpNQUObk5rFyzEqvdSsAbIP/yfBTt2LMyGkXDvZffS6W9Mn3PkcERNIqG\nnNwcAr5Auty3xUfMHaPwfxSizR4LmG+1v4XJZ+KaNdeM92mojVe3vUqwL4it0sbR6FGSahKKwVqc\n+S7sY02PHXdchoSBkQMjBN4JoCgK9kI7oUAId4s7/ZxPf38/zzzzDKWlpRJ4JxGZyxdCCCEuIIFA\ngM2bN9M72EtME0uHXYC2A20MjQyRvCr5iWH347QWLdm3ZOOod3D55y5nxvwZFJYVkm3JpmJqBVqd\nlgMNB+hx9aCpHY8M9Y76jLAbCoZoP9BOuaOcBx54gLy8PBTN2INiKBBrjTHyxki6vc6u44/BP+I6\nOnbUcftIO49/8DjtajuDRYO0RlrHwu5JsmfZuX/m/bgfceP5vQejYqSwtJB4NI4118oNn7+B3Nxc\nVFVFURRGR0fxh9UOggAAIABJREFU+XyypGESOe8eWhNCCCHEJ2ttbeVQ9yEGRgeYMn1Kxg5Fjfsa\nyf+LfPSF+pO+n6HEgPaLWnwmH75hH55eD/FYnH3v7+OH9/yQ0hWlOL/hRO8Yv+f8kvkZ9xjoGcBp\ncVKSU8ItV97C/LnzeeHlF+gc6mTXu7sIB8OE94WJr4yjzxu7j9aiZf2B9SzXLefZfc+e9vdjeuF0\nvjT3S3z49oeMBkbR6XWoisqaO9YQGAmweMZivvCFL1BZWcktt9xCPB4nFovR09PD1q1bueWWW077\na4sLhwReIYQQ4gKRSqXG9qsNupk6dyo5thySqSSbXZsZGB2gY04HJuP4g19l2WXctfgufFEf3gEv\nv7j3F4wMjaDqVMq+XYYuZywGJEny/P7nWapdSjKZxDzTjN6hJ9ARwFPvQa8bD7tGjZHZxbMBGOwf\npKOlA01Kw2znbFatWoXZbCYYDPKVL32FPR17iIajHNpzCIvNQuyVGNovatGYxmZWe9SeTw27owdH\nSbQn0Gg1xENxDNUGLJdYUBMqV0+5mhvm3wBA7axa9AY9kdEI+c58KqorsGgsXDr1UhwOB9dffz3z\n5s1j586d6e/lY489xpo1a1i5cuUZ+xmJ85MEXiGEEOICMTg4yPDoMCariRxbDv2Bfv5t+7/hiXjG\nGow/P4YFC3+99K+xGC3YzXaww4OPPsjPHvgZKTWF+5/d5N+Wj6l6LCAPhYboLuim/KvlaOs+eW3r\nrXNuxaQzEQqG6DrchSPLgSPbwdw5czGbx7YgUxSFmTNnoigKR2uOcvTAUcKjYepq6uhZ1wP/H3Cc\nSWg1peJ71odBMRAdjhIZjBCNRDGZTZgtZgKDAZIfJBl+bRg1osIDwH9PNheVF1FWVUZPew+r1qxC\nSSqU2Eqoq6tLz4KvWbOGhoaGsS3WGAu9r7zyigTeSUAWrwghhBDnOY/Hw4cffkhzczND4SHyHHkc\ndB/kHzb/w3jY/ZhUOEXJ4RIsRktGed2cOnLsOWSZs8hSswg8G8DK+ANhewb3nDDsLg4sZlH5IpLJ\nJB1HOnBanFTYKrh03qVUVVVltC0qKuKqq64iLy+PwYFBht3DtDS2QAjMh8wZbY2KkXhHHPe/uom5\nYgw2DTLSMUJ4NEwqmcKUZeKOb99BjnXsGOLEcIJkKIl/ZHxP1t6OXo4ePkooGGLzq5uZYprC7Gmz\ncTgc6Tbz58/PeFBNr9dz4403nuhbLy4SEniFEEKI89zevXv5oOkDBocH8Ya9hIwhntr51NiBDH9C\nTagMvzTMFcuvOO695i6dS29HL95BLwFvAM9/HRuYj2fg9wNYUhaSySQtjS0Y40Yq8iq4+uqrjwm7\nHxcIBEilUmi0GkYDowQDQfrf6mdw/SDhw2G8b3ipaaqh/9f9JDoTxONxkonMB9YioQhanZbv/Pw7\nZOdkA2OzyO+99h59nX28/PTLPPbdx4hH42i1Wvw+P0ajkRkzMrc98/v9aDQacnJyyMrK4rvf/a7M\n7k4SsqRBCCGEOI/5fD5GgiP0+ntxj7pxVjj51z3/SoJEuk0qnsL9GzfGLCNzp8/lr775V8xeNLbO\nNh6LoygKGq2G/s5+nKXO9FG7KiojDSOsWrOKgawBPKPHD7/hQ2FyfbksXLGQ1qZWjFEj04uns3Tp\nUkymYw+L+LiZM2ei1WqJx+NkGbPwDflIJpKo/SqBHQG0Oi31P65no3Yj8VgcZ7mTaDTKcP8wqqqi\n0WiwO+zUzqylqLyIm+68if984j8xmowEfUF+89PfsH3TdtSUmh6vvcTOwoULj+nLokWLqKurw+12\n43Q6uf3220/3xyIuMBJ4hRBCiPPYwMAA3rCXoooiEvYEP/vgZxn1vvd8DL0ydpBCVBOlbk1dRtht\n3N6I0WzElm9jpHtsa7C8wjwGegbG9qp12FkzZw1F5UUkUgkOug8SHA7yhx/8gYghghJTWHPzGhb+\naiEWq4XB9kFml89m6dKl6TW7JxIOh8cDdkpFVdX0aWyqqpJIJHj28Wex5llJJVPc9/f34Sh2sH3j\ndnzDPvKd+UyfN51QMMRoYJTaWbVodVoi4QgWm4Vd7+5Kh92PfOUrX6G6uvqYvlRXV/PSSy+xe/du\nFixYcNw24uIkgVcIIYQ4j7ndbrxRL2X5ZTy558mMulQkxfCbw+MF4zuUoaoq7YfbcWQ58AQ9DIwO\nMMMxgyRJ7rzvTtoPtRNIBrjhL26gqLwIAJ1Gx5ziOVAMbcvaePnfXwbgjeffYOGKhQwPDJNnzqOq\nquqkwi5ATk4OqqpSUlJCIBDAZDQxmhj9WEeht70XrU6Loig88f8/wfef/D5V06pIRpMk1SQjnhEc\nZgcHdh1AF9Kl988N+oLHLH/QaDQUFhZ+Yn+qq6sl6E5CEniFEEKI81QsFsPtcfPB5g8Y3TpK74ze\njPrBFwbhv8+X0Ol1FJYWsnDF2Fv57YfbIQileaUYtAbyzfnYc+0szFpIzvQchmcM4xpxEQ6GSSaS\naHWZD6vlOfJIpVLkFebhHfTS2tRKtjWb6bbplJSUnPQYVq5cSX19PW63m/Lycq655hp++eQvCY+G\nM9olk0mysrLwD/nZuG4jCy5bwKyiWSiKQjKVRK/V48x20rCjAQCtTkssEkvPFgNkZWVRUVHBdddd\nd9L9E5ODBF4hhBDiPHX06FFefPVFXvntK+Rdn4dthi1d1/1oN7GeGNk52RiMBqbPn86d37kTe4Gd\nD7d9iD6lZ1bRLGbPmo3H46Gmpgabbfz1o6OjKO8quIZcfLjtQ+rm1GHJHd/VYcHyBWx4bgPeQS9W\nuxVjlhGDasCR58Biydz94UT+dBlBTk4OubZcfvqznxLwB+CjvKpCJByhpKSEqxZchbPASd3UOqZN\nm0YymUSj0eD3+5k9Yzb/8R//QX9/PxqNBlVVsdlspFIp/vIv/5L7779fZnDFMSTwCiGEEOehgYEB\nGg828sGOD7AssGBbOR5Wg3uDxHpiKIpCJBwhEorQvLeZWCRGZ2sn+fp8irKLWHzZYvLz86moqDjm\n/tnZ2Sy/YjkFBwto6WrBdcjFrEWz0Gg0pFIpYpEY33j4G3S2dqImVcqt5ViNVqZMmXLKY/nTZQTf\n+ua3KCkp4alnn2Lbpm3pWVqDwcDf/d3fcfdddxOPx9PLJj5awmC327Hb7bz77rvccsstBINBenp6\niMfjVFZWStgVn0i2JRNCCCHOQ4cPH8Y17EJ3g47CL2auSY01xTCZTdgKbBiMBoxmI5FwhHdefofR\nkVFKckq4cuWV5Ofnn/BrWK1WLrvsMqY4p2BSTXh6PaRSKfa9v4+AO8CIZ4SqaVVMnzKd2VWzWbV8\nFZWVlZ95bBaLhTU3rGHJvCUYjAa02rH1ux+diKbX60+4Rri2tpYrr7ySvr4+EokEJpOJX/ziFxJ2\nxSeSwCuEEEKcZ0ZGRnAPuulL9pF0ZD6UFfPEWFi3kLUPr+V//p//idVuRYOGgvwCls5dSkVuBTOm\nz8hYvnAiiqIwffp0yqxldLZ00vBuA2atmfLccpzZTgb7BrFn2ZkxYwYFBQXpU8s+q8LCQu64/Q5q\na2qx2WyUl5fzzDPPnHRoVRSFaDSKqqoMDw/T1NR0RvolLk6ypEEIIYQ4jxw9epSmpibave30KpkP\nqakplaGXh9gzsodrvnANIW+Iv3vw7wh5Q6xZs4asrCxGR0epqak5pa/pcDioq6pDq2jRacaigdFg\nJFufTY4xh+qKaqxW66fc5dTNmjWLV1555bS2CaupqUmv4RXi00jgFUIIIc4TTU1N7G/ejy/qI2FI\n0OZrS9clPAm6ft6FJqVBa9Gyd+terlt+HQtnL6S+vv4zf+25c+dSV1eH0WgEQKfT4fF48Pv9JzxJ\n7bM63W3CbrjhBn75y1/S19dHcXGx7MwgTkgCrxBCCDHBVFUdC7uH93Nk6AgarYaCaQWM9I2k26yu\nWc2rBa8SCoYwZ5spKi7CYXVQV1d3RvqgKArZ2dkZZQ6HA4fDcUbuf6ZVV1fz2muvySES4qRI4BVC\nCCEmUCKRoLGxkQOtB3D5XEybNw1LroXfb/99uo2aVJk3ZR6Lf7uYTS9uYn79fCrLKpk2bdoZW1N7\nIZJDJMTJ+swPrQ0NDfHOO+/gdrvPRH+EEEKISUNVVbZt28bew3tx+VxMvWQqllwLXd4udnl2pdtF\nD0fpau4irzCPGZfMYFrlNFYuW3nc7caEEMc6pcD7q1/9il/96lfp63379lFbW8uqVauorq7mjTfe\nOOMdFEIIIS42qqpy9OhRduzYQae7kw5/B/Xz6rFYLaiqyksHXkL97xMZ1JSK9x0vuXm5DHuGsWXZ\nqKioOOHxuUKITKcUeP/lX/6FgoKC9PUPfvADbrzxRvx+P9/+9rf53//7f5/xDgohhBAXm56eHrbv\n3s72w9tpG2lj6uypmC1j+8429jfSNjz+sNro+6NoRjT0uHrw9HjIM+Wd0tG+QoiTDLxbtmxh8+bN\nuFwufD5f+vqdd97h8ssvZ8+ePSxYsIBDhw6xZcsWtmzZcrb7LYQQQlyQNm3axL333svmnZsJqkG8\nI17Co2EAun3dPNXwVLptwp/A/66fbGs2uVm5EIOCnIKMySchxKc7qYfWjh49CkAqlaKvrw+tVktL\nSwtarRaz2czRo0dJJBIkk0na29tRVZXly5ef1Y4LIYQQF5JwOMxbb73FN7/5TVKpFJrXNeTk5pBK\npcgrzGPhNxeyd3RvxmtG3hghFoyx7LZlXD79cvR6PbNnz04ftSuEODknFXjvuOMOYGxJQ1dXF1/9\n6lfZtGkTq1ev5vbbbwfgyJEjlJSUpK+FEEIIMUZVVXbt2sW6F9aRSqUASCVT+IZ9mEvNxC6LHRN2\no31RArsCoMJQ7xAVFRVccsklE9F9IS54p7Qt2Y9+9CNuvvnm9Fret99+O1337LPPctVVV53xDgoh\nhBAXumAwSP9gP85yZ0Z5Vn0WhXcUotFnztimwikG/zAIKmh1Wi5fdDlOZ+ZrhRAn75QC75VXXkln\nZyetra3U19djsVjSdTfeeCPFxcVnvINCCCHEhW5oaIhANEBJeQmFpYV4+jyoqDhudRwTdoffHMa3\nxYcePZdffTl1s+tYvHDxeXsAhBAXglM+eCI3N5cFCxYcUz5v3rwz0iEhhBDiYhKPx2lpacEb9eLu\ncxMeDZO3Jo/cZbkZ7cJtYUbeGCFyNAKAxqyhfm4982fPp8hZhFarnYjuC3FRkJPWhBBCiLMklUqx\na9cuOgc76XZ3s+HlDWjmaI4Ju/HBOP2/7seYZURRFBRFIc+RhzXXyhTbFGbOnDlBIxDi4iCBVwgh\nhDhJo6Oj7Ny5k6ysLGbMmEEoFMJgMKCqKnv27Em/CxqLxYjH43R1dXGk+wh90T6O7D+C3+endEnp\nMfcdeWsEk9nE9375PTqOdABQUFRAVV4VNdU1ZGdnn+uhCnFRkcArhBBCnKTe3l7a+ttQUfF4PHjD\nXow6IzqNjpbhFpwjToLBIL6AD1UdOymtw9dB3Bxnr3kvFf+nAo0pc83uyB9HCO0LYcu34Sh2MHvR\nbCKhCAd3HcSZ46S+vn4ihirERUUCrxBCCHGSBgYGGImMEIwFGY2NEkgFSMVTKIqCxW6hc7iTQDTA\nUGgIm8lGUk2S58zjN02/Ias+K+NeVqOV1YnVPPrBo+j0OhKJBEc+PIJWq6Xb1U25tZzqqmp0OvlV\nLcRndVp/irxeL+vWraOtrY3vfOc75OXlsWfPHpxOJ6Wlx75VI4QQQlzo3G433e5uwmqYKfVTiEfj\nVFVUEQ1HURQFk9nEaGCUoC/ItNxpDPQMkJ2djc6uw3vEe8z9Lp9yOXXmOoorivEOebE77CgaBW+H\nF6vOSmVhJdOmTZuAkQpx8TnlwLt//35Wr15Nbm4u7e3t3H333eTl5fHiiy/S0dHBb3/727PRTyGE\nEGLCtLW1cfDgQTq8HZRVl+EoHt8iLCt7fOY2Oyeb7Jyx9bZV06oAWL9r/TH3q86rZlXNKgw6A99/\n8vscaTyC0WjEbrYzNX8qOTk5zJ07V3ZmEOIMOeWzCR944AHuvPNOWlpaMJlM6fLPf/7zbNmy5Yx2\nTgghhDgftLa2cmToCDFNjIKigpN+XTwZZ2fPzvR1xBVhcWAxX1/ydQw6AwB5hXnY8mwU5hQyrXAa\ny5YtY+XKldhstjM+DiEmq1MOvLt27eJrX/vaMeWlpaX09/efkU4JIYQQ54toNMpoeBRv2MuMBTPw\nRXwkU0lSair9+fGoqsrz+58nqo2my/xb/VhSFhRFIRKKkIgncB10UaArYF7lPK5ceSV2u/1cDU2I\nSeOUlzSYTCb8fv8x5YcPH5ZTYIQQQlxUUqkUjY2NDIWHsBXa+O2Hv6WxvxF7lh2tRsvg6CAF5gIW\nli/EG/ZSai1lyZQleEY97O/bz67uXel7xXpjWH1WFq5YSNAX5Mi+IySSCXJNuVSVVrF48WL0ev0E\njlaIi9cpB96bbrqJv//7v+f5558HQFEUOjs7efDBB7n11lvPeAeFEEKIiRCNRtm9ezeHuw7TN9qH\nx+yhsb8RgJHwSLrdYGiQDYc3pK/XNx27ZleNqDiPOLn7p3dTVF7E0eajlOSUYNKZ0Cpa5syZI2FX\niLPolAPvz372M6677joKCwsJh8OsWLGC/v5+Lr/8ch566KGz0UchhBDinEomk2zespm2gTZ2Ne6i\nr7uP3vm9p3UvRVUI/zFMxcwKikqKSKVSjHhGKCsoo35qPYqi4HQ6z/AIhBAfd8qB12q1snXrVt5+\n+2327NlDKpVi/vz5rF69+mz0TwghhDjn+vr66Bvp4/2G9/n9L35P7pW55KXyTute4T1hBhoG2Hx0\nMyuWrcCatGLSmCgsKJQjg4U4R057N+urrrqKq6666kz2RQghhJhwXV1d7Nu3D3fQTcM7Deidemyr\nMndMCO4IkupLEe+OY7zCSCqSIrgnSM6CHDRZGjTZGjQaDbH2GN63vWh1WkLBEM37mimKFVFoKZTn\nXoQ4h0458K5du5ba2lrWrl2bUf7444/T2trKo48+esY6J4QQQpxLPT097GjYwaHBQ8QSMUaDoxR+\nqRCNfmxTIzWl0vt4L9Gu8Z0X6Bj/NOKKZNzPlG1CTagkEgmseVbmTJ9DeVk50XiUwsLCczEkIQSn\nsS3Z+vXrWbp06THlS5YsYd26dWekU0IIISbe3r17ee6553C5XBPdlXMimUyy78N9NA81EwgE+N1j\nvyOaF8VQZEi38b/vzwy7nyIyOrb1mKqqaNFiybZwzeeu4eqrrpbtx4Q4h055hndoaIjc3Nxjyq1W\nK4ODg2ekU0IIISbWhg0buPnmm1FVFYvFwu23387Xv/51qqurJ7prn4nL5aKhoYGFCxdSXFycXr5Q\nX19PJBJhODhMd0c3v37412gsGoqvL06/NhFIMPRfQ8e9r8FoYOnnl+Ib8oECe9/bi6qqGW3CoTD9\n/f3o9XrZkUGIc+yUA29tbS0bNmzg/vvvzyh//fXXL/i/CIUQYrL7KBA++eSTRKNjM5nDw8M8+uij\nvP7667z22msZf9d/8MEHdHR0cNlll533vwNcLhef+9zn6OrqIjc3lz//4p/zu9/+DgC73c6937oX\nLLB903Z0+TqK7ylGZxv/NRndF4UUGLOMJBNJkskkakpFq9Py9Ye+zoobVgCw9fWtNG5rJB6Pp1+r\nKAoFBQXMnTv33A5aCAGcRuB94IEHuP/++/F4POmH1jZt2sQ//uM/yvpdIYS4gLlcrvRWk4lE4pj6\njo4OXnvttfSEx8dngauqqo4Jw+eDcDjMoUOH0Gg0vPLKK7S1tQHg8Xj49ZO/JplMotPpSKkpdjTu\noKSyhA+3f0jJ10sywm7KnSL0QQi9Xo9GoyG3MJfb7rmNpl1N1F9Sz5zFczi05xCKojClbgrFlcUM\n9g2iKAq1s2qZP2M+X7v7a8d9h1QIcfadcuD96le/SjQa5aGHHuJHP/oRAJWVlfzzP/8zt99++xnv\noBBCiHOjoaEBj8fzifWRSIRHHnmE6667jurqav7lX/4lPQvc2tqaEYYnWiwWo6OjgzZXG22eNnKN\nubS52jLaxONxFEUhkUhgy7Fx1c1X8fw/P0/2nGxM5aZ0u7rcOtbMWUNHWQeJeILh9mHqauuIm+NU\n3FJBflY+rY2tVNoqiSVj9Hb1cvOdN9PX0UdhWSGX1l/KwpkLmTlzJs3Nzef6WyGE4DS3Jbv33nu5\n99578Xg8ZGVlYbFYznS/hBBCnGMGg4FkMnnc2d2PfHyWt6+v7xz27uTFYjG2bNmC2+um199LIB7A\nG/FiLDSi0WpIJVPptqqqoigKd37nTspryhnyD5F33fh+u9mabO5eejd6rZ6i4iKadjWxqHoReTlj\nbUZDo2gUDTaTjbLiMkZGRoglY0yrm0aiNsFgaJAphVOYMWPGOf8+CCHGnfY+vIDsISiEEBcJl8vF\nXXfdlQ67Op0OvV6PzqAjHAqTiI+Vp1IpBgcHicViRCIRjEYj8XicoqIirrvuuokcQlpzczOt7lZ6\n/D2UVpVSX1nP8MAwgXCA8upyUmqKblc3amrsoTKVsf++vfFtAssC6PPGHyi7ac5N6LVj1+2H23EY\nHVSWVnLZZZcBY7PEGo2GYDBIbm4ufr+fvEN5FBQUEA6H8Xg8TJ8+HUVRzvF3QQjxcScVeOfPn8+m\nTZuw2+3MmzfvhH9w9+zZc8Y6J4QQ4txoaGggEAgAoNFoMJlMXHnVldiqbbz27GsMucd2J1AUhf/8\nz/9k4cKFaDQapk6dis/nY+nSpXg8HkKhEA6Hg66uLuLxOKWlpVRUVJyTMUSjUbq6uujp6WFgdIBL\nLr8EY5YRgHxnPv4RP5FwhLlL5+If9uMb9gFjs7w59hzWt61Hlzf+a7FAKWBh2UIAhtxDRH1RppdO\nz3jw7KPdFj5am2u1WtNhWAhx/jipwHvTTTdhNI79pXHzzTef1Q4JIYQ49xYuXIher0/vLGDNtbL0\nqqXoS/VMnTOVPzz5B5p2NaHX6+nt7eUb3/gG4XCYyspKWlpaWLduHZu3bGbtd9Yys2Ymnd5OQvEQ\ndZ463G431dXV5Ofnn7X+q6rKtm3baO1rZTQ+SiAYYNe7u6idVUtReRH9Xf38/rHf4/f62blpJ8tv\nWs4b//UGyZEkugIdv+v9HWrO+DZiifYEt6+5HY0ytl19X2cfFbkVXDLnkvTvQyHEheOkAu8PfvAD\nYGxT7pUrVzJnzhzZMFsIIS4ipaWllJSU4Bn0MG/ZPGYtmkXEHKGyqpKs7CxycnP43p3fYzQwSiwW\nS88G+/3+9INr/f39vLvtXUx2E764D4PJwFBoiI5DHfT29bLk8iVnbSmcx+OhZ7CH3nAvBoOBp/7h\nKfzDfhwlDn74rz9k5zs70zO6kZwIR+qOUDajjGhPFH2enrhufAuxhC9BrbuWisqxmelQMEQ8FCe/\nIJ/i4uLjfn0hxPntlNbwarVarrnmGg4dOiSBVwghLiI7d+6ks7OTVCrF4f2H+eLXv4iz1IlWpwWg\nZmYNdz14F7/43i/gY+cphMPh9OcKCqXVpdiqbFTYK4hFYxw9dJTQaIjR+CipD1JUlFUwffp0zGbz\nGe1/T08PQ6EhiqcUs33jdobdw2iyNISnhnl8w+NkebKwX2sn59IcdFYdccYCrrH02NnawNYAq766\nCoBIKEJLUwvlueVMmTJF1uIKcYE65YfWZs+ejcvloqqq6mz0RwghxDmmqirr168nkUhgyjIR9Adx\nHXKBHTpGOqjOr8ZpcWIym9BqtSQTyfHXoqI36EkkEhSWFrJ41WLynWNLF/QGPbMWzQKgt72X/e37\nGQoNkUqluPTSSz9zv1OpFC0tLbjdbka8I3gjXkodpfT5+3D+pRPzNDOKRiFIkGBREDufPlETaY5w\nx/V3MHvRbELBEIc/PEyZuYz68nrq6uo+c5+FEBNDc6oveOihh/ibv/kb/vjHP9LX14ff78/4OFPe\neOMNFixYwLx585g1axZPP/00AAMDA1x77bVMnTqVWbNmsXXr1vRrTlQnhBAXmkAgkHFa19ngcrn4\n1re+xbad21A0CvF4HLvDjqZcw083/5Tn9j/HI+89wkBwgNpZtZRMKUGrHZv11eq0mLPNVE2rwlni\n5L6/v4+i8qLjfp2SyhLq5tXR5e+it68Xr9f7mfve3d1NQ2MD77e8z173XvKK8wilQrgqXWTPyEbR\nnPxsbOhQiKPfO0r/b/oJ+UIkk0naDrRRYalgTu0cFi9enB63EOLCc8ozvNdeey0AN954Y8ZbOx/t\nZZhMJj/ppSdNVVW+9KUv8c477zBnzhza29uZNm0af/Znf8aDDz7I4sWL2bBhA7t27eK2226jra0N\nnU53wjohhLiQ+Hw+3n73bUxGE44CB6lUClVVz2joam5uZvXq1fT09ABjAfbSlZdy53fuZH3X+vR2\nXdFElIffeZi/XfG3fP/J79OwuYFXnn6FUDCE3WGneEoxqWQKq91KSk2lH/T6U5ZcC0UVRbT0t5C1\nM4sFCxZgtVppa2ujt7f3lNf3+nw+hsJDWJ1WymvLURSFlw+8TFw58T8Scsll+fTl7OnYQ0+oh7gn\njmedB2Kkp4H6OvrIJvv/sXfn4W1Vd8LHv1errc2SF0ne9yWOnd0hkEBSlpAWytBSukEp3WiZYaZP\n12ln5u3Q6QIDpeVtp53SlqG0hdK0pZCWviRQSCAJkDiJs3i35d2WLMmWZFn71X3/8CDjOoRAITHJ\n+TxPnie+5y7nKI7889Hv/A7VhdWsWbMGlep1zw8JgrCEvO5I8JlnnjljOUwvzwCEQiHy8vLQ6/Vs\n376dgYEBAFpaWnA4HOzdu5ctW7acsu2vxePxzEKLl58hCIKwFCQSCTo7O5mYmSDoC1Ifq2d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hzKS8tZu3btgusLCwvJysrC1G0iHA4zOjXKiQMn0Kq11OTVYHAY8PX7FlyTn5+PSqXi+uuvZ2XN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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d167a8748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = amazon.create_prophet_model(days=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model predicts a continuous increase in price. Notice how the model for both the past data and the future data is smoother than the actual observations. The model smooths out the noise on the small scale in order to make more accurate general predictions over a long period. In other words, an additive model will be more accurate at capturing general movements rather than specific daily fluctuations. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate Model\n",
    "\n",
    "Anyone can make stock predictions by simply picking a number. For our predictions to be meaningful, we must evaluate them on real data. \n",
    "\n",
    "One way to do this is set aside some historical data as a test set and use data from further back as our training set. In the default evaluation method, we test using the past year and train on the 3 years prior to the test period. \n",
    "\n",
    "To quantify the accuracy of our predictions, we can find the average dollar error on both the testing and training data, the percentage the actual price was in the predicted confidence interval, and the percentage of times we predicted the correct direction for the stock. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-18 to 2018-01-18.\n",
      "\n",
      "Predicted price on 2018-01-17 = $814.77.\n",
      "Actual price on    2018-01-17 = $1295.00.\n",
      "\n",
      "Average Absolute Error on Training Data = $18.21.\n",
      "Average Absolute Error on Testing  Data = $183.86.\n",
      "\n",
      "When the model predicted an increase, the price increased 57.66% of the time.\n",
      "When the model predicted a  decrease, the price decreased  44.64% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 20.40% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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1wuPHj2Fvb48+ffrAwcGB219SUgKBoGZv8bZt26osExUVhdevX3Or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\nuaysLBoaGrBarQQHBzNz5kwyMjKoqKigurqaH3/8sc2V17pCRUUFd91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YoqKOvXxubm4u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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d166219b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These predictions are not very good! However, it is likely that the model hyperparameters (settings) are not optimized for our problem. There are a number of these knobs we can adjust to improve the model, with perhaps the most important the changepoint prior scale, or the amount of weight the model assigns to shifts in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Changepoint Prior Scale Selection\n",
    "\n",
    "Changepoints represent where a time series goes from increasing to decreasing or from increasing slowly to increasingly rapidly. They occur at the places with the [greatest change in the rate of the time series](https://facebook.github.io/prophet/docs/trend_changepoints.html). \n",
    "\n",
    "The changepoint prior scale represents the amount of weight given to the changepoints in the model. This can be used to control overfitting vs underfitting. A higher prior will create a model with more flexibility and more emphasis on the changepoints. This can lead to overfitting because the model will closely follow the training data. Lowering the prior decreases the model flexibility which can cause the opposite problem underfitting. This occurs when our model does not follow the training data closely enough and fails to learn the underlying relationships.\n",
    "\n",
    "The Stocker class contains two different ways to choose an appropriate prior: grahically and quantitatively with validation data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical Comparison\n",
    "\n",
    "We will start with a range of four priors to compare. First, we can graphically compare them to get an intuition of how the priors affect the model.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qypMnTy72tKsFceXKFYYOHUrdunXx8PDA0dGR+vXrU6NGDWJjY7lx4wY///wz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\nuHEjM2fO5LnnnmPMmDE0NDSwZs2a2PkHH3yQV199lYcffph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SsRKNRiEStlFbfgZ+bx6u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4eciy8OJQmfh44eLWb9+uNERY1qs9qxQqEgLmEIpWUFDMzOoqLiME5nKV5/b95bNIQjBdE0NEbR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i9e8gk8ma7Mx8KBMOHIM20ekYDAYGJB+jphZG3Qdrt55eW9IsQACQSqXEJjTsZaHVauHk960S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\nEbGjJkFEREREROz8f/9Looc487vsAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d0fd77b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_analysis(changepoint_priors=[0.001, 0.05, 0.1, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantitative Comparison\n",
    "\n",
    "This gives us an idea of how well each prior fits the training data, but no numbers to back up our intuitions. The changepoint prior validation method is designed to provide numerical backing. We are testing from 2017-01-18 to 2018-01-18, so we need to make sure to use a different validation range. We will select two years prior to the testing date range. The model will be trained on the three years prior to the validation period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Validation Range 2016-01-04 to 2017-01-03.\n",
      "\n",
      "     cps  train_err  train_range    test_err  test_range\n",
      "0  0.001  44.475809   152.600078  149.373638  152.564766\n",
      "1  0.050  11.203019    35.820696  152.033810  139.505624\n",
      "2  0.100  10.722908    34.593207  152.903481  172.654255\n",
      "3  0.200   9.725255    31.895204  127.604543  324.376524\n"
     ]
    },
    {
     "data": {
      "image/png": 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Yb8OGDaJZs2bC0tJS7xnFlEql+O6779TPs7W1FR06dBDbtm0zqI2q8V0/+eST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\nAACUe/8LvqadM95WsPoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d0fd77a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Pdu8G3n4bePRIaqtU6p/SxWGPHgFdu0rb6ZNMJsv3NmjQoBfa/759+zBlypQX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\n/gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d1686f1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_validation(start_date='2016-01-04', end_date='2017-01-03', changepoint_priors=[0.001, 0.05, 0.1, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The test error decreases as we increase the prior. Stocks change considerably on a day to day basis, and a more flexible model can account for these fluctuations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Refine Search \n",
    "\n",
    "We can evaluate additional changepoint prior scales to determine the best fit for our data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Validation Range 2016-01-04 to 2017-01-03.\n",
      "\n",
      "    cps  train_err  train_range    test_err  test_range\n",
      "0  0.15  10.236939    33.289516  143.177752  235.277967\n",
      "1  0.20   9.725255    31.884856  127.604543  322.448815\n",
      "2  0.25   9.252699    30.683996  114.198811  459.148644\n",
      "3  0.40   8.546549    28.816490   78.462455  762.425384\n",
      "4  0.50   8.421606    28.540138   72.964334  825.889350\n",
      "5  0.60   8.253096    27.975298   66.301627  897.924843\n"
     ]
    },
    {
     "data": {
      "image/png": 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frVu3Lk0xpszvOmrUqGe/aY+9pk2bNsrT01M5ODiogIAANWbMGLMr06V1ntrH\nXb16VX344YeqWrVqysPDQ9nZ2Slvb2/VvHlz9X//939G92JqK4o96eHDh+rHH39U77zzjqpSpYrK\nly+fsrW1VZ6enqpu3bpq+vTpRnNpi6ylKZXGTm5CCIs8evQIPz8/7O3tDdNWiRfLypUr6dKlC9Om\nTUvTnLVCCCEynvSpFeI5PXz40KiPKuh97CZOnEh0dDTt27e3UmQio8TExJgMcouJiWH8+PFompbu\n/nlCCCEyjvSpFeI53b59G39/f1q0aEHJkiVJSEhg3759HDlyhKJFizJ27Fhrhyie0+zZs1m+fDmN\nGzemQIECXLlyhU2bNvHPP/8wYsSIZ869KoQQIvNJ9wMhnlNcXBzDhg3j119/JTo6moSEBAoXLsyr\nr77Kxx9/bPHcniL7Cg0NZdq0aRw9epTbt2/j6OhIhQoVCA4O5q233rJ2eEIIIZCkVgghhBBCvACk\nT60QQgghhMjxJKkVQgghhBA5Xq4aKJacnMzVq1fJkydPquuiCyGEEEII61BKcffuXQoVKmTx4jaQ\ny5Laq1evUrRoUWuHIYQQQgghnuHy5csUKVLE4v1zVVKbJ08eQH+T3N3ds+SYiYmJbN++nebNm2Nn\nl3ve7tx63pC7z13kPnK/5z5yzXOfrL7msbGxFC1a1JC3WSpX3Y0pXQ7c3d2zNKl1cXHB3d09V/3w\n59bzhtx97iL3kfs995FrnvtY65qntauoDBQTQgghhBA5niS1QgghhBAix5OkVgghhBBC5HjSGUYI\nIYQQ2YZSisTERJKSkqwdivifxMRE7OzsiI+Pz7A+tfb29tja2mZIXSkkqRVCCCFEtvDw4UOio6OJ\ni4uzdijiMUopvL29uXTpUobN869pGkWKFMHNzS1D6gNJaoUQQgiRDSQnJ3Px4kVsbW0pVKgQDg4O\nslBSNpGyGEJGLV6llOLGjRtcuXKFkiVLZliLrSS1QgghhLC6hw8fkpycTNGiRXFxcbF2OOIxSikS\nEhJwcnLKsH808ufPT1RUFI8ePcqwpFYGigkhhBAi20jLsqgi58qMVni5czJbRAQ1PvsMIiKsHYkQ\nQgghxAtLktpMpm3ejM9vv6Ft2WLtUIQQQogXWnw8LF0Kr78OjRvrX5cu1cvFi0+S2kymhYYafRVC\nCCFExvv5ZyhUCHr2hB9/hF279K89e+rlGzZYO8K0q127NqNHj7Z2GDmGJLUZ7coVOHJEfxw+jBYW\nBoC2Zw8cPvzvtr/+snKgQgghxIvh55+hfXv45x/9eXKy8dd//oGgIH2/jKRpWqqP3r17P1f9mzdv\nZuzYsc9VR+fOnc3G1r59++e6zYmkAAAgAElEQVSqNzuS2Q8yWuvWcOLEv89TOkInJECNGv+WV6oE\nx49nbWxCCCHECyY+HlJyR6XM76OU/ue4d2+4ehWcnDLm2NHR0YbvV61axSeffMK5c+cMZc7OzmZf\n9+jRI+zt7Z9Z/0svvfT8QQJBQUF88803RmVOqbwJ5uJLWRTDkrgtqS8zSEttRuvY0eip9r+fMO3J\nn7Q33siqiIQQQogcSSm4fz/1x7Jl8PffT09oH6/r779h+fJn1/msulIULFjQ8PDw8EDTNJOys2fP\nomka69evp0GDBjg6OrJ27VpiYmJ48803KVy4MC4uLlSuXJl169YZ1f9k94OCBQsyY8YMevbsiZub\nG/7+/ixatOiZcTo5ORnFVbBgQfLmzQtAfHw8mqaxcOFCWrdujYuLCzNmzGDr1q1omsaOHTuoVq0a\n3t7eHDx4EIBZs2ZRrFgxHBwcKFu2LKtWrTIc62n1ZQVJajPaxx/DxImp7/Ppp/CcHycIIYQQL7q4\nOHBzS/3Rr1/a6nz77WfXmRkLmo0aNYoRI0Zw9uxZmjRpwoMHD6hbty6bNm3i5MmT9OrVi06dOnHs\n2LFU6wkJCaFBgwYcO3aMPn360K9fPy5evPjc8Y0dO5ZOnTpx6tQpunXrZhT3jBkzOHDgAGXKlGHF\nihWMHDmSDz/8kIiICHr16kXXrl3Zt2+fRfVlJklqM8PHH8OwYea31akDI0dmbTxCCCGEsKoRI0YQ\nFBREsWLFKFiwIP7+/rz33ntUqVKFEiVKMGzYMBo1asTatWtTrad9+/b069ePgIAAxo4di6urK7t2\n7Ur1NevWrcPNzc3oMW3aNKN9evfuTc+ePSlWrBi+vr6G8smTJ/PKK69QvHhxPD09mTFjBsHBwfTr\n149SpUoxevRoWrdubdIa+7T6MpP0qc0siYmgaSj0rgcK0AD27YNq1WDhQqhVy7oxCiGEENmYiwvc\nu5f6Pl27wsaN/w4KS42NDbRpA99//+zjZrQaj4+rARITE5k8eTJr1qzhr7/+4uHDhyQkJFC4cOFU\n66lUqZLhexsbGwoUKMD169dTfU3Lli2ZOXOmUZmXl1eq8T2t/OzZs4x8onGuXr16LF682KL6MpMk\ntZkhORlWrtQ75eTNy7nAQEpt3aoPv9Q0OHVKb7F991347DNwdbV2xEIIIUS2o2nP/hPZsaPlsxok\nJ+tDWqzxZ9f1iYNOnjyZOXPmMHPmTMqVK4erqysDBgzg4cOHqdbz5IArTdNIfkZG7+bmRkBAQJri\nM1euUsYJPbEamFLKpOxp9WUm6X6QGR48gKJFoUMHkk6d4nzXriSdOgUdOkDlytC5s57wzpwJFSrA\n9u3WjlgIIYTIkd54Azw9/51s6Gk0Td/vifHcVrNnzx46duxIly5dqFy5Mv7+/kRGRlo7rFRpmkaZ\nMmUI+990pSnCw8MpW7aslaL6l1WT2qFDh+Lv74+maUSYWUZ2woQJJtsiIyOpW7cupUqVombNmpw+\nfTorQ7aMqyscOADr14O3t17m7a0/P3QIVqyALVvA1xeioqBFC32ekdu3rRm1EEIIkeM4OUHKJ99P\nS2xTyhcvzrjpvJ5XQEAAW7du5cCBA5w+fZq+ffvy999/Z8qx4uPjuXbtmtHj1q1b6arrgw8+YP78\n+SxYsIDIyEhCQkLYtGkTw4cPz+Co086qSW3Hjh0JCwvDz8/PZNuRI0fYv3+/Sefi/v37ExwczPnz\n5xk5ciR9+/bNqnDTxtY29fLAQL0bwtCh+k/b4sVQtiysWWP5XCJCCCGEoG1bffWw/81ShY2N8de8\neeGnn/T9souJEydStmxZmjZtStOmTQkICKBVq1aZcqyffvoJHx8fo0fTpk3TVVfnzp2ZNm0akyZN\nonz58ixatIjly5dTp06dDI467TSlrJ9B+fv7s3HjRipUqABAQkICjRs35vvvv6dJkyaGbdevX6dU\nqVLcvHkTOzs7lFL4+Piwf/9+/P39TepNSEggISHB8Dw2NpaiRYty69Yt3N3ds+TcEhMT2bp1K4GB\ngdjZPaUL87592Pbvj3bmDADJ7dqRPGsWPKOzeHZm0Xm/oHLzuYvcR+733Cezrnl8fDyXLl2iWLFi\nqS4MkHodsHatnuDeugVeXvpKYx07Zp8W2pxIKcWdO3cMc/FmhPj4eC5evIivr6/J9Y6NjcXLy4s7\nd+6kKV/Llr+BPvnkE7p3706xYsWMyi9fvkyhQoUMP0SapuHr68ulS5fMJrVTpkxhwoQJJuXbt2/H\nJTOGNpqRlJTE4cOHAbB9WustYPPZZwSsWUPJtWux+flnknbs4HTv3lxq0eLffzVzEEvP+0WUm89d\n5D5yv+c+mXXN7ezs8Pb25u7du0YNUmnVtq1pi2xCgv4Q6aOUIu5/k/dmVFL78OFDHjx4wJ49e0hM\nTDTaFpfOiYKzXVK7b98+Dh48yNSpU81uNzfi7mnGjBnDsMfmi01pqW3evHmWttQClv1H264dyaNG\noQUHY3/wIJW//ppKEREkffMNlCyZBdFmnDSd9wsmN5+7yH3kfs99Muuap7TU5smTJ90ttSJzpORa\nGd1S6+zsTIMGDcy21KZHtvsNtGvXLs6ePWtopb1y5QotW7ZkwYIFVK9enStXrpCYmGjofnD58uWn\nTurr6OiIo6OjSbmdnV2W/vK1tbW1/JhVquhz2c6eDR99hLZ7N3bVqsGECfqCDjnoj0aazvsFk5vP\nXeQ+cr/nPplxze3s7NA0zfAQ2UtGX5uUuszdR+m9r7Ld59qjR4/m6tWrREVFERUVRZEiRfjll19o\n1aoV3t7eVK1alWXLlgH6Chn+/v5mux7kaLa28N57EBEBzZvrnYRGjdIXa3jG8nlCCCGEELmRVZPa\nQYMGUaRIEa5cuUKzZs2eOTEwwLx585g3bx6lSpVi6tSpLFy4MAsitZJixeCXX2DRIn1yvSNHoEYN\nGDNGnwtXCCGEEEIAVk5q58yZY+hOcO3aNX7//XeTfaKiogyzIgCULl2affv2cf78eQ4dOkT58uWz\nMuSsp2nQqxecOaPPMJ2UBFOn6os47N5t7eiEEEIIIbKFbNf9QDxFgQKwerU+T0mhQhAZCY0awTvv\nwJ071o5OCCGEEMKqJKnNaYKC9EUbgoP15/PmQfnyli98LYQQQgjxApKkNifKm1dPZkNDISAA/vpL\nT3Y7dYKYGGtHJ4QQQlhXRIS+6kJEhLUjEVlIktqcrHFjOHECRo7UZ0xYvRrKlYMlS2SpXSGEELnX\nxo36uribNlk7EpGFJKnN6ZydISQEfvtNn+P29m19YFmrVhAVZe3ohBBCiKz366/GXzPJ43O3mnv0\n7t37uY8xevRoateubdF+5mKoUqXKc8eQU8hM2S+KatX0xPbzz2H8eH0qsAoVYNIkGDxYb8kVQggh\nXkRXrsD16/r3SsGePfr3u3fD4cP6TEKgD7ouXDjDDhsdHW34ftWqVXzyySecO3fOUObs7Jxhx7JE\ntWrV2PRE67S9vf1T93/48CEODg4m5Y8ePUr1dWmtL6tIS+2LxN4eRo+G48ehQQO4f19fxKF+fX1w\nmRBCCJGTKKX/LXvWo1UrqF5df9SoAQkJ+usTEvTnKdsCAy2rz8IufAULFjQ8UpaQfbIM4M8//6Rj\nx454eHiQL18+XnvtNS5fvmyoZ/v27dSoUQMXFxc8PT1p0KABV69e5ZtvviEkJIQDBw4YWl5Xrlz5\n1Hjs7e2Njl+wYEG8vLyM4g0JCaF79+7kyZOHIUOGcPbsWTRNY/369TRo0ABHR0fWrl0LwMqVKylb\ntiyOjo5UrlyZWbNmmZz/k/VZkyS1L6LSpWHnTpg7F/Lkgf37oWpVfandhw+tHZ0QQghhmbg4cHN7\n9uPJAWEpSemTyWlEhGX1xcVl2CncvXuXxo0bkz9/fvbu3cuuXbuws7OjdevWJCYmEh8fT4cOHQgM\nDCQiIoK9e/fy1ltvAdCrVy8GDx5MtWrViI6OJjo6mvbt2z9XPFOnTuXll1/m2LFjjBw50lA+atQo\nRowYwdmzZ2nSpAnh4eF069aNXr16cfLkSYYPH86oUaNMkuqn1WcN0v3gRWVjo89h26YNDBwIGzbo\n3RLWrIEFC8CC/jlCCCGEeD5Lly7Fw8ODuXPnGsoWL16Mh4cH4eHhBAQEcP/+fdq2bUvx4sUBKFeu\nnGFfV1dXQwvssxw8eBA3Nzejst69e/PVV18ZngcGBvLuu+8anp89exaAESNGEBQUZCgfNGgQrVu3\nZvTo0SilKFCgAJGRkUyfPp3OnTs/tT5rkpbaF12RIvoI0JUrIX9+vRtC3bp6t4R796wdnRBCCPF0\nLi763ypLH0/7+Hvo0LTV4+KSYadw+PBhTp06hZubm+GRP39+EhMT+eOPPyhUqBCdO3emSZMmBAUF\nMXv2bGLSOT1npUqVOHbsmNFj3LhxRvvUqFHD7GufLD9z5gz16tUzKqtXr54hCX5WfdYgLbW5gabp\nc9g2awbDhulTfn35pZ7szpsHLVpYO0IhhBDClKaBq2va9k8ZFKbUv9+ntZ4MlJycTJ06dfj2229N\ntnl7ewOwYsUKDh8+zNatW1m2bBljx44lNDSUatWqpelYjo6OBAQEpLqP61PehyfLlVJoKe/fY2WW\n1mcN0lKbm3h5weLFsHUr+PrqU361bAm9e+tTgQkhhBA5VXKy/qmkUuDhAZ98on9VClas0LdbQbVq\n1Th37hw+Pj4EBAQYPdzd3Q37Va9enY8++ogDBw5QvHhxQ99VBwcHkpKSsjzucuXKERYWZlQWHh5O\n2bJlszwWS0lSmxu1bKl3Qxg6VP/vdfFiKFtWX7xBFm0QQgiREz14AEWLQocOcO6cPjj63Dn9ua+v\nvt0KevXqhaurKx06dGDv3r1cvHiR0NBQBg8ezPXr1zl37hxjx45l//79XLp0iS1btnDx4kVD8ujv\n709kZCQnT57k5s2bPExlwPejR4+4du2a0eN6ylRnaTRixAg2bdpESEgIkZGRLFmyhP/7v/9jxIgR\n6aovK0hSm1u5ueldEPbu1Vchu35d76LQvr2+7K4QQgiRk7i6woEDsH49/O9jfby99ef791ut+4G7\nuzt79uzB29uboKAgypYtS79+/UhKSsLV1RU3NzdOnDhBhw4dKFmyJIMGDWLEiBGGhRs6depE48aN\nadCgAfnz52f9+vVPPdaRI0fw8fExepQqVSpdcdepU4fly5ezaNEiKlSowOeff05ISIjRILHsRlPm\nOki8oGJjY/Hw8ODOnTtGTf6ZKTExkS1bttCqVSvs7LJpF+aEBJgyBSZPhkePwN0dpk2Dfv30WRTS\nIUecdybJzecuch+533OfzLrm8fHxXLx4kWLFiuHk5JRh9Yrnp5Tizp07hrl4M0Jq1zu9+Zq01Apw\ndNSn+zpyBGrVgthYfTqwV16B8+etHZ0QQgghxDNJUiv+VaGC3h3hiy/06Ux27YJKlSAkBBITrR2d\nEEIIIcRTSVIrjNna6nPYRkRA8+Z614TRo6FmTTh61NrRCSGEEEKYJUmtMK9YMfjlF1i0CDw99YT2\n5Zf1BNdKI0iFEEIIIZ5GklrxdJoGvXrBmTPwxhuQlKR3RahcWe+aIIQQQmSwXDR+PVfLjOssSa14\ntgIF9Dlsf/wRChWCyEho3FgfTHbnjrWjE0II8QKwt7cHIC4uzsqRiKyQMt+ura1thtUp868IywUF\n6cnsyJEwf76+xO6GDTB3LrRrZ7xvRAQ1PvtMnwi7ShWrhCuEECLnsLW1JW/evIbFAlxcXDJs+ijx\nfJRSPHz4kPj4+Ay5JsnJydy4cQMXF5cMnRZOklqRNh4eejLbtSu8/Tb8/rue7L75JsyapbfqAtrm\nzfj89htJW7ZIUiuEEMIiBQsWBEj3KlgicyilePDgAc7Ozhn2j4aNjQ2+vr4Z+o+LJLUifRo1ghMn\n9GUIZ8zQuyfs2KFPB9ajB1poKID+dcwYKwcrhBAiJ9A0DR8fH7y9vXn06JG1wxH/k5iYyJ49e2jQ\noEGGtaw6ODhgk84Fnp5GklqRfs7OMHWq3krbowecPq0PLJs7F+1/039pe/bA4cP6oDPQW3ILF7Zi\n0EIIIbI7W1vbDO1rKZ5PYmIiiYmJODk5ZeuVA7NvZCLnqFZNn982xf79/36fkAA1avz7vFIlOH48\n62ITQgghRK4gsx+IjPHGG0ZPU3rIaE9O2fHEfkIIIYQQGUGSWpExPv4YJk5MfZ933oGxY7MmHiGE\nEELkKpLUiozz8ccwbNjTt3/zjd739tKlrItJCCGEELmCJLUiYyUmgqah/jcwTGmaPkisTBl9+7Jl\nULo0fPghxMZaMVAhhBBCvEgkqRUZJzkZVq4EpcDDg3OdO+vz2ioFt2/DgQP6VGDx8TBlCgQEwNdf\ng0zbIoQQQojnJEmtyDgPHugriHXoQNKpU5zv2pWkU6egQwfw9YXy5SE0FH76SW+tvXEDBg2CihXh\n55/15FcIIYQQIh0kqRUZx9VVb41dvx68vfUyb2/9+f79+nZN05fUPXkS5syBfPng3Dl9VbJXXtHn\ntBVCCCGESCNJakXGetpk2U+W29vDwIH6MrujR4OjI+zcqc9pK4PJhBBCCJFGktQK6/Lw0PvXnj8P\n3bvrZcuWQalS+vK6d+5YNz4hhBBC5AiS1IrswdcXli6FQ4f0wWQJCfoSvAEBejcFGUwmhBBCiFRI\nUiuyl+rV9cFkP/+sDya7eRMGD5bBZEIIIYRIlSS1IvvRNGjbVh9M9vXXkD//v4PJmjTRW3OFEEII\nIR4jSa3IvuztYcAAfTDZhx+CkxPs2gUvv6z3v/3zT2tHKIQQQohsQpJakf25u8OkSXprbY8eetny\n5Xr3hNGjZTCZEEIIISSpFTmIry8sWaLPZdu4sT6YLCREBpMJIYQQQpJakQNVqwa//gobNkCZMv8O\nJqtQQV+tTAaTCSGEELmOJLUiZ9I0aNPGeDDZ+fPQvr3eiiuDyYQQQohcxapJ7dChQ/H390fTNCIi\nIgCIj4+nffv2lCpViipVqhAYGEhUVJThNdevXycwMJCSJUtSoUIFwsLCrBS9yBbs7EwHk+3eLYPJ\nhBBCiFzGqkltx44dCQsLw8/Pz6g8ODiYc+fOcezYMdq0aUNwcLBh2+jRo6lduzaRkZF89913dOvW\njcTExKwOXWQ3KYPJzp+Hnj31MhlMJoQQQuQadtY8eMOGDU3KnJycePXVVw3Pa9euzcyZMw3PV69e\nzcWLFwF4+eWXKVCgAGFhYTRu3NikroSEBBISEgzPY2NjAUhMTMyyRDgxMZGkpKRcl3hb7bx9fGDh\nQhg0CJtRo7DZuRNCQlALF5I8diwqOFifKiwT5dZrLnInud9zH7nmuU9WX/P0HseqSa0lZs2aRdu2\nbQG4desWycnJ5M+f37Dd39+fS5cumX3tlClTmDBhgkn59u3bcXFxyZyAn5CUlMThw4cBsLW1zZJj\nZgfZ4rzffx/vBg0o99135LlyBdv33uPe9Omc7tWLmFq19H65mSBbnLsQWUTu99xHrnnuk9XXPC4u\nLl2vy9ZJ7eTJk4mMjOSbb74xlGlPJCIqlZHuY8aMYdiwYYbnsbGxFC1alObNm+Pu7p7xAZuR8t9G\nYGAgdnbZ+u3OUNnmvF99FT78kKSFC7GZMAG3v/6i5uTJqAYNSAoJ0fveZrBsc+5CZAG533Mfuea5\nT1Zf85RP1tMq296NM2bMYP369ezYscPQqurl5QXAjRs3DK21f/75J76+vmbrcHR0xNHR0aTczs4u\nS38QbW1ts/yY2UG2OW87Oxg0SF+4Ydo0+PxztD17sKtbF7p2hcmT4Yl+3c8r25y7EFlA7vfcR655\n7pOV1zy9x8iWU3r95z//YcWKFWzfvp28efMabXvjjTeYM2cOAAcPHuTatWvUr1/fGmGKnMbdHT77\nDCIjoVcvvfvB99/rg8lGjZLBZEIIIUQOZtWkdtCgQRQpUoQrV67QrFkzAgICuHLlCsOHD+eff/6h\nSZMmVKlShVq1ahleExISQnh4OCVLlqR3794sXbpU/lMUaVOkCCxapK9M9sor+spk06ZBiRLw1Vey\nMpkQQgiRA1k1G5wzZ46h1fVxqfWTLVCgANu2bcvMsERuUbUq7NgBmzfDBx/AmTMwZAjMmqUnuUFB\nmTaYTAghhBAZK1t2PxAiy2gatG4NJ07AN9+At7fePaFDB2jUCA4etHaEQgghhLCAJLVCgD6YrH9/\nfWWysWPB2Rn27IGaNfXBZI+taieEEEKI7EeSWiEelycPfPqpvjJZymCyFSugTBl9MNk//1g7QiGE\nEEKYIUmtEOY8bTBZQADMnp36YLKICGp89hlERGRZuEIIIURuJ0mtEKlJGUy2aROUKwe3bsHQoVC+\nPPzwA5gZ1Kht3ozPb7+hbdlihYCFEEKI3EmSWiGeRdP0lcmOH4d58/4dTPbaa9CwIfz2m/HuoaFG\nX4UQQgiR+SSpFcJSdnYQHGw8mCwsDGrVgpYtYeNGOHwYLSwMAG3PHr37wpEj+uOvv6x8AkIIIcSL\nS5JaIdLq8cFkvXvrZdu2Qdu2UKOG3v8W9K81akD16vrj1VetFrIQQgjxopOkVoj0KlIEvvsOBgww\nKtb+189We7K/7RtvZFVkQgghRK4jSa0Qz+vrr2HChNT3+fRTvcuCEEIIITKFJLVCZIRPPoFhw8xv\nc3bW++PevZu1MQkhhBC5iCS1QmSUxETQNJSmAWDofPDgAYwZA/7+MGkS3LljrQiFEEKIF5YktUJk\nhORkWLlSn7fWw4NznTtD3rz6Nnd3KFUKbt/WuyD4+8PEibI6mRBCCJGBJKkVIiM8eABFi0KHDiSd\nOsX5rl1JOnUKOnTQE9qDB+H776FsWT2ZHTdOT27HjdOTXSGEEEI8F0lqhcgIrq5w4ACsX68vzgD6\n1/XrYf9+vbW2Sxd96dxVq6BCBb0bwsSJenL70Udw86ZVT0EIIYTIySSpFSKj2No+u9zGBt58U1+d\nbO1aqFRJH0A2ebKe3I4eDTduZEm4QgghxItEklohrMHGBl5/HY4ehR9/hGrV4P59CAnRk9sRIyAm\nxtpRCiGEEDmGJLVCWJONDQQFwaFDsGEDvPwyxMXB55/rye3778PVq9aOUgghhMj2JKkVIjvQNGjT\nRu+Xu2UL1K4N8fEwcyYULw5DhsCVK9aOUgghhMi2JKkVIjvRNAgMhPBw2LYN6tWDhAT46isoUQIG\nDoRLl6wdpRBCCJHtSFIrRHakadC8OezZA7/+Co0awcOHMHcuBARA//4QFWXtKIUQQohsQ5JaIbIz\nTYMmTWDnTv3xyivw6BHMnw8lS0LfvvDHH9aOUgghhLA6SWqFyCkaNYL//ldvvW3RQl+W99tvoXRp\n6N0bIiOtHaEQQghhNZLUCpHT1K8Pv/wC+/ZBq1aQlASLF0OZMtCjB5w9a+0IhRBCiCwnSa0QOVXt\n2rB5M/z2G7RtC8nJsGwZlCunr1526pS1IxRCCCGyjCS1QuR0L78MP/8Mhw9D+/agFKxcCRUr6quX\nnTxp7QiFEEKITCdJrRAvimrV4Icf9FXKXn9dT27XrNGX4n39dTh2zNoRCiGEEJlGklohXjRVqsDa\ntXoLbadO+gwK69dD1ar66mWHD1s7QiGEECLDSVIrxIuqQgW9G0JEBHTtqi/J+/PPUKOGvnrZb79Z\nO0IhhBAiw0hSK8SLrlw5WL4cTp+Gnj315HbTJqhVS1+9bN8+a0cohBBCPDdJaoXILUqX1qf+OncO\n3noLbG31qcHq1v139TIhhBAih5KkVojcJiBAX7Th/Hl4+22ws4MdO6Bhw39XL1PK2lEKIYQQaZKm\npPbOnTssWrSIvn370rRpU+rUqUO7du0YN24c4eHhmRWjECIzFC8O//d/8Pvv0L8/2NvrCW2TJv+u\nXibJrRBCiBzCoqQ2Ojqafv364ePjw8SJE7l//z5VqlShadOmFClShNDQUJo3b065cuVYtWpVZscs\nhMhIfn7wzTfwxx8waBA4OOhdEZo1+3f1MkluhRBCZHN2luxUuXJlevbsyW+//UaFChXM7vPgwQN+\n/PFH/vOf/3D58mVGjBiRoYEKITJZ0aLw1VcwZgxMmwbz50N4uD6YrFYt+OQTfVleTbN2pEIIIYQJ\ni1pqT506xYwZM56a0AI4OzvTpUsXDhw4QK9evTIsQCFEFitcGL78Ei5cgGHDwNkZDhyA1q3/Xb1M\nWm6FEEJkMxYltfnz509TpWndXwiRDfn4wOefw8WL8MEH4OKiL9wQFPTv6mXJydaOUgghhAAyYPaD\nM2fO8N1333FMluAU4sVUoIDeHSEqCkaPBjc3fcnd117TVylbu1aSWyGEEFaXpqR24sSJTJ8+3fA8\nNDSUKlWq8MEHH/Dyyy+zfPnyDA9QCJFN5M8PU6boye3YseDuDidOwBtvQMWK+uplSUnWjlIIIUQu\nlaakdu3atZQrV87wfNKkSQwdOpSbN2/y1VdfMXny5AwPUAiRzXh5waef6sntuHHg4aGvVtali740\n7/LlkJho7SiFEELkMhYltUuWLGHx4sVERUVx7Ngxw/O9e/fi5ubGkiVLSE5O5sKFCyxZsoQlS5Zk\ndtxCCGvz9ITx4+HPP/Uk19MTzp6F7t31pXmXLJHkVgghRJaxKKn18/PD398fBwcHChQogJ+fH//8\n8w/u7u40adIEPz8/SpQogaZp+Pv74+fnl9lxCyGyCw8PvTtCVBRMnqy35EZGQq9e+tK8334Ljx5Z\nO0ohhBAvOIuS2kaNGtGoUSOqVavGpk2bcHBwYOvWrbz66qs0bNiQRo0a4ePjQ9GiRQ3PhRC5jLu7\nPsftxYsQEqL3wb1wAfr2hVKl9NXLHj60dpRCCCFeUGnqUzt9+nSOHj1KvXr1+PPPP5k4caJh26JF\niwgMDEzTwYcOHYq/vz+aphEREWEoj4yMpG7dupQqVYqaNWty+vRpi7YJIbKBPHlg5Eg9uZ0xQ589\nISoKgoMhIADmzoWEBMzhI2UAACAASURBVGtHKYQQ4gWTpqS2cuXKREVFcePGDU6fPk3RokUN20aM\nGJHmgWIdO3YkLCzMpLtC//79CQ4O5vz584wcOZK+fftatE0IkY24usLw4Xpr7cyZ+ry3ly/DwIFQ\nooS+ell8vLWjFEII8YKwaJncJ3l5eZmU+fj4pLmehg0bmpRdv36dI0eOsG3bNgBef/11Bg8eTFRU\nFC4uLk/d5u/vb1JXQkICCY+1CMXGxgKQmJhIYhYNYElMTCQpKSnLjpdd5Nbzhtx97mY5OMCgQdC3\nL9rChdhMn472118wZAhq8mSSR4xA9eunr1wmchy533Mfuea5T1Zf8/Qex6KkduXKlXTu3NmiCi9f\nvsylS5eoV69eugK6fPkyhQoVws5OD03TNHx9fbl06RKurq5P3WYuqZ0yZQoTJkwwKd++fTsuLi7p\nii+tkpKSOHz4MAC2trZZcszsILeeN+Tuc3+m4sWxmTWLojt2ELB2LS7R0dgOH078p5/yR4cO/Nmq\nFUlOTtaOUqSB3O+5j1zz3Cerr3lcXFy6XmdRUjt37lzGjx/PW2+9Rbt27ShbtqzR9jt37rB3716W\nLVvGjh07WLhwYbqCSaFpmtFz9dg686lte9KYMWMYNmyY4XlsbCxFixalefPmuLu7P1eMlkr5byMw\nMNCQjOcGufW8IXefu8XatYMZM0hasgSbkBCcoqIo/913lNu4keRhw1DvvKOvXCayPbnfcx+55rlP\nVl/zlE/W08qiyHbt2sXGjRuZPXs2H374Ia6urhQoUAAnJyf+/vtvrl27Rv78+XnrrbeIiIjA29s7\nXcEAFC1alCtXrpCYmIidnR1KKS5fvoyvry8uLi5P3WaOo6Mjjo6OpidtZ5elP4i2trZZfszsILee\nN+Tuc7eYnR28844+O8LSpTBpEtqFC9iOGaMPMBs+XO+2kEX/gIr0k/s995Frnvtk5TVP7zEsflWb\nNm1o06YNt27dIiwsjKioKB48eEC+fPmoWrUqVatWxcYmTePOzPL29qZq1aosW7aM3r17s27dOvz9\n/Q3dC1LbJoTIgeztoU8f6NkTvv8ePvtMn+f2ww9h+nR4/30YMgTy5rV2pEIIIbKxNKfCXl5eBAUF\nZcjBBw0axE8//cS1a9do1qwZbm5u/P7778ybN4/evXszefJk3N3dWbx4seE1qW0TQuRgdnZ6Ytu1\nK6xapSe3Z8/CJ5/A55/De+/Bu+/qK5cJIYQQT7Dq5wZz5sxhzpw5JuWlS5dm3759Zl+T2jYhxAvA\nzg66dYPOnWHtWn0J3lOnYMIE+M9/YOhQvfXWzCwsQgghcq/n7y8ghBCZwdYWOnWCEydgzRqoWBHu\n3oVJk8DfX1+97MYNa0cphBAim5CkVgiRvdnYQMeOcOwYrF8PVarAvXswdSoUK6avXhYTY+0ohRBC\nWJkktUKInMHGBjp0gCNH4KefoHp1uH9fH0xWrBgMGwbR0daOUgghhJWkKal99OgRxYsX5/Tp05kV\njxBCpE7T9HluDx6ETZugZk148AC++AKKF9cHk/31l7WjFEIIkcXSlNTa29uTkJBgsgCCEEJkOU2D\nV1+F/fth61aoUwfi42HWLD25HTQILl+2dpRCCCGySJq7HwwZMoSQkBBZ81kIkT1oGrT8//buPCyq\nsn8D+H0YlE0Q3BAEBNkUUXGBRMo0JYhUcE3LN01L37S0tExLS0vTXDJzebV+iqZlmZiauWLq60Iu\nKKbiAigCgq9bCrggM5zfH0dGkQFncFbO/bmuc8GcOXPme+YMcM/Dc54nCti/H0hMBJ57Drh/H1i0\nCPD1lSZ4yMw0dZVERGRgOg/pdfDgQezcuRPbt29HixYt4ODgUOb+devW6a04IiKtCQLQpYu07N4t\nDQG2ezewZAmwdCkweLA0YkKTJiYulIiIDEHnllpnZ2f07t0bUVFRcHd3R+3atcssREQm16kTsGsX\nsGcP0LUroFQC//d/QECANHtZerqpKyQiIj3TuaU2Pj7eEHUQEelfx47Ajh3AgQPA558D27YB8fHA\nihXSBA+ffAIEBpq6SiIi0oMqD+l19epV7Nu3D/v378dVDoBOROasQwfpYrK//gJefhkoKQFWrgSC\ngqRwyxFdiIgsns6h9vbt2xgyZAjc3NzQsWNHPPfcc3B3d8fQoUNx584dQ9RIRKQfzzwDbNoEHDki\nDQtWUgL89BMQHCzNXnbihKkrJCKiKtI51I4ZMwZ79uzB77//jps3b+LmzZvYsGED9uzZg7Fjxxqi\nRiIi/WrbVprA4ehRaUIHUQTWrAFatpRmLzt+3NQVEhGRjnQOtQkJCVi6dCleeuklODk5wcnJCTEx\nMfj++++xdu1aQ9RIRGQYrVtLU+8ePw707SuNoJCQIE3FGxcnhV4iIrIIOofaO3fuwNXVtdz6Bg0a\nsPsBEVmmli2lltoTJ4D+/aVwWzoVb/fu0uxlRERk1nQOteHh4fjss89w79499bq7d+9iypQpCA8P\n12txRERG1bw5sHq1dOHYwIGAlZXUBzcs7OHsZUREZJZ0DrXffPMNDhw4AA8PD3Tp0gVdu3aFp6cn\nDhw4gHnz5hmiRiIi42raVBod4fRpYNAgQKEAtmyRpuJ98UVp9jIiIjIrOofaFi1aIC0tDdOnT0dI\nSAhatmyJGTNmIC0tDc2bNzdEjUREphEQACxfDpw9CwwdClhbS+PePvusNHPZnj2mrpCIiB7QafKF\n4uJiDBs2DJMmTcJbb71lqJqIiMyLr680I9knnwAzZkgTOPz5p7R07Ah89hnQubPUF5eIiExCp5ba\nGjVq4LfffjNULURE5s3HB1iyBEhLA95+G6hZE/jvf6VW2+eeA7Zvl4YHIyIio9O5+0HPnj2xfv16\nQ9RCRGQZGjcGFi0CMjKAd94BbGykfrZRUdLsZVu2MNwSERmZTt0PAMDPzw9ffPEFDhw4gLZt28LB\nwaHM/aNGjdJbcUREZs3DA5g/H5gwAZg1C1i8WBohISYGCA0FPv1UmpaX3RKIiAxO51D7f//3f3B2\ndkZycjKSk5PL3CcIAkMtEcmPuzswdy7w0UfA7NnAf/4jjW3bvbs0wcOnnwKxsQy3REQGpHOovXDh\ngiHqICKyfA0bSqF23Dhgzhxg4ULg2DFpKt5WrYBJk6TvrXTu+UVERE+g02/W4uJiNGnSBKmpqYaq\nh4jI8jVoAHz1FZCZCXz8MeDoKE3F26ePFG7XrAFUKlNXSURUreg8+kFRUREE/guNiOjJ6tUDpk2T\nwu2kSYCTE3DyJPDKK0CLFsBPPzHcEhHpic7/A3v33Xfx1VdfQalUGqIeIqLqp04d4PPPgYsXgSlT\nAGdnabay114DgoKk2cv4O5WI6KnoHGoPHjyIdevWwcvLC1FRUejVq1eZhYiIKuDsLF00lpkJTJ0q\nhd1z54DXXweaNZNmLysuNnWVREQWSedQ6+zsjN69eyMqKgru7u6oXbt2mYWIiJ6gdm1pdrLMTGmG\nsnr1gPR04I03gMBAafay+/dNXSURkUXRefSD+Ph4Q9RBRCQ/jo7SMGAjR0pj3M6aBVy4ALz1ltSS\nO2ECMHiwNLkDERFVSuuW2itXrlR6v1KpxKFDh566ICIi2alVC/jgAynQfv21NDTYxYvAv/8N+PlJ\nQ4Pdu2fqKomIzJrWodbNza1MsG3WrBmysrLUt69fv47w8HD9VkdEJCf29sD77wPnzwPz5kmTOuTk\nSFPx+voC334L3L1r6iqJiMyS1qFWfGwe85ycnHIjIDy+DRERVYGdHTBqFJCRIbXSengAubnA6NGA\nj4/UmnvnjqmrJCIyK3qd1obj1xIR6ZGtLTBihHQR2eLFgJcX8L//AWPHSuF21iygsNDUVRIRmQXO\n1UhEZO5sbIDhw4G0NOD776VAe+WKNB2vj480gkJBgamrJCIyKa1DrSAIKCgoQH5+Pm7dugVBEFBY\nWIj8/Hz1QkREBlSzJvDmm8DZs0B8vNTP9to1aZQEb29p9rJbt0xdJRGRSejUpzYgIAAuLi6oU6cO\nCgsL0bp1a7i4uMDFxQWBgYGGrJOIiErVqCEN9XXmDPDDD0BAAHDjBjBxohRup0wBbt40dZVEREal\n9Ti1u3btMmQdRESkK2tr4F//Al59FVizBvjiC2n63cmTpYvJRo8G3ntPmrmMiKia0zrUPv/884as\ng4iIqkqhAAYMAPr1AxISpHB78qT0de5c4N13gTFjpJnLiIiqKV4oRkRUXSgUUrA9fhxYuxZo2VIa\nHWH6dKlbwkcfSReYERFVQwy1RETVjZUV0Ls3cOwY8NtvQOvWwO3bwMyZ0mgJH3wAXL5s6iqJiPSK\noZaIqLqysgLi4oDkZOD334F27aRJG+bMkcLte+9JkzoQEVUDDLVERNWdIADdugGHDgGbNwPPPAPc\nuydNxdukidTnNifH1FUSET2VKofa9PR0bNu2DXcfzEPOKXKJiMycIAAvvQQkJQHbtwMREUBREbBg\ngTTm7dtvA1lZpq6SiKhKdA61169fR9euXREQEICYmBjk5eUBAN58802MHTtWb4Vt27YNbdu2RevW\nrREcHIwVK1YAAK5cuYLo6Gj4+/sjODgY+/bt09tzEhHJgiAAkZHA3r3Azp3A888D9+9LU/H6+QHD\nhgEXLpi6SiIinegcat9//31YW1sjKysL9vb26vWvvPIKtm7dqpeiRFHEq6++ivj4eBw7dgybNm3C\n8OHDUVBQgPHjx6N9+/ZIS0tDfHw8XnvtNSiVSr08LxGRrAgC8MILwO7d0vLCC0BxsTQVb0AAMHQo\nkJFR+T5OnkS7qVOlIcSIiExI63FqS23fvh3btm2Dh4dHmfX+/v64ePGi3goDgJsPZsTJz89H3bp1\nYWNjgzVr1uDCgxaE0NBQuLq6Yt++fejUqVO5xxcVFaGoqEh9u3QqX6VSabQgrFQqoVKpZBe85Xrc\ngLyPnSxYRASwbRuwbx+spk2DVWIisGwZxBUrIA4YgJIJE6Sg+xjx99/hdugQijdtgjI42ASFk7Hx\nd5z8GPucV/V5dA61t2/fLtNCW+ratWuwsbGpUhGPEwQBa9asQa9eveDg4IB//vkH69atQ0FBAUpK\nSlC/fn31tt7e3siqoA/Y9OnTMWXKlHLrd+zYofEYDEGlUiE5ORkAoFAojPKc5kCuxw3I+9ipmhg1\nCi4vvgj/X36Ba3IyhFWrIPz0Ey499xzS+vVDoaenetNnEhLQAMCNhAQcatXKdDWT0fB3nPwY+5zf\nuXOnSo/TOdR27NgRP/zwA7744gsAUgAtKSnBrFmz0Llz5yoV8TilUonp06djw4YNiIiIwOHDhxEX\nF4e///4bgiCU2bayC9QmTJiAMWPGqG/n5+fD09MTkZGRcHJy0kutT1L6aSM6OhrW1jq/3BZLrscN\nyPvYqRp56SXg/fehPHxYarn94w947NmDRnv2QIyMRMmQIYCPDxRnzwIAGpw5g5caNJC6NACAqyvQ\nqJEJD4AMhb/j5MfY57z0P+u60rmyWbNmoVOnTjhy5Aju37+PcePG4dSpU7hx4wb2799fpSIel5KS\ngtzcXERERACQuhm4u7vj77//BgBcvXpV3Vp78eJFeHl5adyPjY2NxtZja2tro/4gKhQKoz+nOZDr\ncQPyPnaqZsLDgU2bgKNHgS++gLB+PYQdO2C1YwcAQCwNsUVFsG7f/uHjWraUZjajaom/4+THmOe8\nqs+h84ViQUFB+PvvvxEWFobIyEjcvn0bvXr1wrFjx+Dr61ulIh7n6emJnJwcnH3QApCeno6MjAwE\nBASgb9++WLhwIQDg8OHDuHz5Mp599lm9PC8REVWgTRtpdrK33y6zWnjw3zLh8f+alYbaGzcADvlI\nREagcxTOysqCp6enxr6qWVlZFbaa6sLV1RVLlixBnz59YGVlBVEUsWjRIjRq1AhfffUV/vWvf8Hf\n3x81a9bEypUr+UmRiMhYFi0C3NyATz+tfLtVq6QFABwcAE/PypdatQxfOxFVazqnQR8fH+Tl5aFB\ngwZl1l+/fh0+Pj5QqVR6KWzAgAEYMGBAufWurq7Yvn27Xp6DiIiqYNIk4OZN4Ouvy98XEgJ4eQHZ\n2dJy7Rpw+zZw5oy0VMTFpXzQ9fJ6+H2jRoCeLkYmoupJ51ArimK5i7UAoLCwELa2tnopioiIzJxS\nCQgCREhdD0RBgABIEzl8883D7e7elabgzcp6GHQfXbKygIIC4J9/pOXBtRMaubpqDryli5sbwKvx\niWRL61BbOoqAIAiYNGlSmSGxVCoVDh48iJCQEP1XSERE5qWkBPj5Z6mvrLMzzkZHI2DrVqn1dvVq\nqQXX6sElG3Z2gL+/tFTk1i3Ngbc09GZnS9P5/u9/0nLkiOb9KBSAu7vmwFu61K//cIQGIqpWtA61\nx44dAyC11J44cQI1a9ZU31ezZk20atUKH3zwgf4rJCIi83L3rhQQIyKgWrAA55KT4TtnDqzfeUcK\noHfvSv1otVW7trRUNHmDKErdGCoKvNnZwKVLgEr18HZFbG0BD4/KuzrUrq3b60FEZkHrULtr1y4A\nwBtvvIF58+YZbZxXIiIyMw4OwMGDUsto6cw/DRoA69ZJwVLfXQAEQWphrV9fGoVBE5UKuHxZc+At\nXS5fBu7dA9LTpaUijo4VB97Sxc5Ov8dIRE9N5z618fHxhqiDiIgsSUXB1VR9WhUK6WKyRo2AR8fL\nfdT9+1KLbkX9e7OzpSHICgqA1FRpqUjduhUH3tIL22rUMMyxEpFGOofaF154odL7//zzzyoXQ0RE\nZDA1awI+PtJSkdu3n9y/9/Zt4Pp1aUlJ0bwfQZAuXNMUeEuDsKvrw77HRPTUdA61rR6b27u4uBgp\nKSk4efIkBg0apLfCiIiIjM7BAWjaVFo0EUXpgrjK+vfm5Eitwrm50nLwoOZ91aghtehW1tWhTh3z\nu7Dt5Em0mzpVqo8XiJMZ0TnUzp07V+P6yZMno7Cw8KkLIiIiMluCII2p6+IizZqmSUkJcPVq5f17\nc3OB4mIgM1NaKmJvL13YVtmIDo6OhjjSCgmbN8Pt0CGotmxhqCWzorepuAYOHIiwsDDMnj1bX7sk\nIiKyPFZWUtcCV1egXTvN2yiVUrCtrKvD1avAnTvAuXPSUhFn54oDr5eXFIr1OHGF8ODCcWHXLmDC\nBL3tl+hp6S3UJiUlcfIFIiIibVhbS4Gzsqnl792TujJU1r/31i2pO8TNm8CJExXvq0GDyocxc3OT\natIkJwe4ckX6XhQh7NsHABD27gWSkx92j3B1lbpTEJmIzqG2V69eZW6Looi8vDwcOXIEkyZN0lth\nREREsmZrC/j5SUtFCgoq799bOm7wlSvSkpyseT8KxcML2x7v6vDRR0Ba2sNtS0NsUVHZluiWLYHj\nx5/+uImqSOdQW/uxQamtrKwQGBiIzz//HC+++KLeCiMiIqIncHQEgoKkRRNRlIYpq6x/b06O1B0i\nJ0dakpIqfUpBFMt8VevbVx9HRFRlHKeWiIiouhIEaUzdunUrvqhLpZKmH66sf29e3pOfa84cYP16\nqWXZ11daSr93c+PwZWRweutTS0RERBZIoQDc3aXlmWc0b3P/PjBiBLB0afn7HByksXtv3pS6N2jq\n4mBr+zDoPhp2fX2Bxo05UQXphVah1sXFBYKW4+TduHHjqQoiIiIiM1OzphReBQEipK4HoiBAAIA3\n3wS+/BI4fx7IyJCmIM7IePj9xYvSRW+nTknL4xQKKdg+Hnb9/IAmTaRhzYi0oFWo/eabbwxdBxER\nEZmrkhLg55+lPrrOzjgbHY2ArVul1tnVq4GvvwaCg6XlccXFUhcGTYH3/HnpQrbz56Vlx47yj3dz\n09ylwddXmpyC6AGtQi1nCiMiIpKxu3elkRAiIqBasADnkpPhO2cOrN955+EICw4Omh9bo8bDEPr4\nBeUlJcDly+XDbunXmzel/rx5ecDeveX37eKiOez6+Ulh2NxmYyODqlKfWpVKhfXr1+P06dMQBAFB\nQUHo0aMHFAqFvusjIiIiU3NwkKb7VSikkRIAaezbdeukC82q+vffyuphf96OHcvff+NG+bBb+n1e\nHvDPP8CRI9LyODs7qfuCplbexo0rHpeXLJbOZzQ9PR0xMTG4dOkSAgMDIYoizp07B09PT/zxxx/w\n9fU1RJ1ERERkShUFV0M2aNWpIy2hoeXvu3NH6rKgqZX34kWp9biyfrze3ppbedmP12LpHGpHjRoF\nX19f/PXXX6jzoC/L9evXMXDgQIwaNQp//PGH3oskIiIiKsPevvJ+vBcvam7lzciQLlwr/V4Td3fN\nXRp8faUuD2SWdA61e/bsKRNoAaBu3bqYMWMGIiIi9FocERERkc5q1Kh4NraSEqnrgqYuDRkZUj/e\n3Fxpqagfb0UXrrEfr0npHGptbGxQUFBQbn1hYSFq1qypl6KIiIiIDMLKCmjUSFoq6serKexmZDzs\nx3v4sLQ8zt5e6r7weNhlP16j0PnV7datG4YNG4alS5ciLCwMAHDw4EH8+9//Ro8ePfReIBEREZHR\n1KkDhIVJy+Nu3658PN47d4CTJ6XlcdbWlY/Ha2dn+GOr5nQOtd9++y0GDRqE8PBw1HgwA4hSqUSP\nHj0wb948vRdIREREZBYcHIAWLaTlcaX9eDW18p4/X7Yf7/bt5R/v7l5xtwb249WKzqHW2dkZGzZs\nQHp6Ok6fPg1RFBEUFAQ/Tf1WiIiIiOTgSf14c3MrHp7s1q2H/Xj/+9/yj69Tp+LxeBs2NHw/3pMn\n0W7qVGms4pAQwz7XU6hy5w4/Pz/4+flBpVLhxIkT+Oeff+DCTxJEREREZVlZAR4e0vL882XvE8WH\n4/FqauW9fFm6/8aNyvvxamrl9fLSSz9eYfNmuB06BNWWLdUr1L733nto0aIFhg4dCpVKheeffx4H\nDhyAvb09Nm3ahE6dOhmgTCIiIqJqSBCAunWlRVM/3sLCh/14Hw++2vTjrWw8Xi378Qq7dj38OmHC\nUxysYekcateuXYuBAwcCAH7//XecP38eZ86cwQ8//IBPPvkE+/fv13uRRERERLJUqxbQsqW0PO7+\n/crH4y0qktalp2ved6NGmrs02NpKjwUAUYSwbx8AQNi7F0hOftjdwdVV2oeZ0DnUXrt2DQ0bNgQA\nbN68Gf369UNAQACGDh2Kb7/9Vu8FEhEREZEGNWsC/v7S8rhH+/Fq6tZw6xZw6ZK0aOrHq0lREdCu\n3cPbLVsCx4/r51j0QOdQ6+rqitTUVLi5uWHr1q1YtGgRAODOnTtQGHKqPCIiIiLSjjb9eCsaj/fy\n5TKbl16GJohi2f307Wu4+qtA51D7xhtvoF+/fnBzc4MgCIiMjAQgjVXbtGlTvRdIRERERHr0aD/e\nZ54pf39hIfDRR8CDhkuNvvgCmDjRcDVWgc6hdvLkyQgODkZ2djb69u0LGxsbAIBCocD48eP1XiAR\nERERGVGtWsDChVLf2q+/Ln//2LFmF2iBKg7p1adPn3LrBg0a9NTFEBEREZGZUCoBQYAIqeuBKAhS\nVwSl0sSFaWZVlQft3LkT3bp1g6+vL/z8/NCtWzckJibquzYiIiIiMoWSEuDnn6X+t7Vr42z//kDt\n2tLt1aul+82MzqF2wYIFiI6OhqOjI0aPHo1Ro0bByckJMTExWLBggSFqJCIiIiJjuntXmkGsZ0+o\nTp3CuVdfherUKaBnT2lSh7t3TV1hOTp3P5g+fTrmzp2Ld955R71u1KhRiIiIwLRp08qsJyIiIiIL\n5OAAHDwIKBQPuxs0aACsWweoVNJ6M6NzS21+fj6io6PLrX/xxReRn5+vl6KIiIiIyMQqCq5mGGiB\nKoTaHj164Lfffiu3fsOGDejevbteiiIiIiIi0oVW3Q8enSmsWbNmmDZtGnbv3o3w8HAAwF9//YX9\n+/dj7NixhqmSiIiIiKgSWoXauXPnlrnt4uKC1NRUpKamqtc5Oztj2bJlmGiG45YRERERUfWmVai9\ncOGCoesgIiIiIqqyKo1Tq8mJEyfw3nvv6Wt3RERERERae6pQm5+fjyVLliAsLAytWrXC7t279VQW\nEREREZH2qhRq9+zZg9dffx1ubm4YMWIEXnjhBZw7dw4pKSl6K6yoqAjvvPMO/P390bx5cwwcOBAA\nkJaWhg4dOiAgIABhYWFl+vUSERERkTxpHWrz8vLw5Zdfws/PD/3790e9evWwZ88eWFlZ4fXXX4ef\nn59eCxs/fjysrKxw7tw5nDp1CrNmzQIADB8+HMOGDcO5c+cwbtw4DB06VK/PS0RERESWR+sZxXx8\nfNC3b18sXLgQkZGRsLLSW3fccm7fvo34+Hjk5ORAEAQAgJubG65cuYKjR49i+/btAIDevXvjnXfe\nQWZmJry9vcvtp6ioCEVFRerbpZNDKJVKKEtnxzAwpVIJlUpltOczF3I9bkDex07yw/e7/PCcy4+x\nz3lVn0frUNu4cWPs27cPXl5eaNy4MZo2bVqlJ9RGRkYG6tati6lTpyIxMRF2dnaYPHkynJ2d4e7u\nDmtrqWxBEODl5YWsrCyNoXb69OmYMmVKufU7duyAvb29wep/lEqlQnJyMgBAYaYzcBiCXI8bkPex\nk/zw/S4/POfyY+xzfufOnSo9TutQe/bsWezfvx9Lly5FaGgoAgIC1P1cS1tT9aW4uBjnz59HUFAQ\nZsyYgePHj6Nr167YtGlTuecSRbHC/UyYMAFjxoxR387Pz4enpyciIyPh5OSk15orUvppIzo6Wh3G\n5UCuxw3I+9hJfvh+lx+ec/kx9jkv/c+6rnSqLCIiAhEREfj222+xevVqLFu2DCqVCiNGjMCrr76K\nuLg41K9fv0qFPKpx48awsrLCa6+9BgBo1aoVfHx8cPHiReTk5ECpVMLa2hqiKCI7OxteXl4a92Nj\nYwMbG5ty662trY36g6hQKIz+nOZArscNyPvYSX74fpcfnnP5MeY5r+pzVKljbK1atfDWW28hKSkJ\np06dQtu2bTFxVfePNAAAIABJREFU4kS4u7tXqYjH1atXD126dMG2bdsAABcvXsSFCxfw3HPPoXXr\n1li1ahUAICEhAd7e3hq7HhARERGRfDz11V7NmjXD7NmzcenSJfzyyy/6qAkAsHjxYsycORMtWrRA\nbGwsvvvuO7i5uWHJkiVYsmQJAgICMGPGDCxdulRvz0lERERElklvbcjW1tbo1auXvnaHJk2aaJzM\nITAwEElJSXp7HiIiIiKyfIYbl4uIiIiIyEgYaomIiIjI4jHUEhEREZHFY6glIiIiIount1C7aNEi\nfP755/raHRERERGR1vQWahMSErB8+XJ97Y6IiIiISGt6G9Jr586d+toVEREREZFO2KeWiIiIiCye\nzi21Gzdu1LheEATY2trCz88PPj4+T10YEREREZG2dA61cXFxEAQBoiiWWV+6ThAEPPvss1i/fj1c\nXFz0VigRERERUUV07n6wY8cOhIaGYseOHbh16xZu3bqFHTt2ICwsDJs2bcJ///tfXL9+HR988IEh\n6iUiIiIiKkfnltrRo0fju+++Q4cOHdTrunTpAltbWwwbNgynTp3CN998gyFDhui1UCIiIiKiiujc\nUpuRkQEnJ6dy652cnHD+/HkAgL+/P65du/b01RERERERaUHnUNu2bVt8+OGHuHr1qnrd1atXMW7c\nOISGhgIA0tLS4OHhob8qiYiIiIgqoXP3g6VLlyI2NhYeHh7w9PSEIAjIyspCkyZNsGHDBgBAYWEh\nJk2apPdiiYiIiIg00TnUBgYG4vTp09i2bRvOnTsHURTRtGlTREZGwspKaviNi4vTe6FERERERBXR\nOdRmZmbC29sb0dHRiI6ONkRNREREREQ60blPbZMmTfDss89iyZIluHHjhiFqIiIiIiLSic6h9siR\nIwgPD8fUqVPh7u6O2NhY/PrrrygqKjJEfURERERET6RzqG3Tpg1mzZqFrKwsbNmyBQ0aNMDw4cPR\noEEDjk1LRERERCahc6gtJQgCOnfujO+//x6JiYlo0qQJVqxYoc/aiIiIiIi0UuVQm52djZkzZyIk\nJAShoaFwcHDAggUL9FkbEREREZFWdB794LvvvsOPP/6I/fv3IzAwEK+99hrWr18Pb29vA5RHRERE\nRPRkOofaL774Av3798e8efMQEhJiiJqIiIiIiHSic6jNysqCIAga70tJSWHQJSIiIiKj07lP7eOB\n9tatW1i0aBHatGmDtm3b6q0wIiIiIiJtVflCsT///BMDBw6Em5sb5s+fj5iYGBw5ckSftRERERER\naUWn7gc5OTlYvnw5li1bhtu3b6Nfv34oLi5GQkICgoKCDFUjEREREVGltG6pjYmJQVBQEFJTUzF/\n/nzk5uZi/vz5hqyNiIiIiEgrWrfUbt++HaNGjcLbb78Nf39/Q9ZERERERKQTrVtq9+7di4KCArRr\n1w7PPPMMFixYgKtXrxqyNiIiIiIirWgdasPDw/H9998jLy8Pw4cPx88//4xGjRqhpKQEO3bsQEFB\ngSHrJCIiIiKqkM6jH9jb22PIkCHYt28fTpw4gbFjx2LGjBlo0KABevToYYgaiYiIiIgqVeUhvQAg\nMDAQM2fORE5ODlavXq2vmoiIiIiIdPJUobaUQqFAXFwcNm7cqI/dERERERHpRC+hloiIiIjIlBhq\niYiIiMjiMdQSERERkcVjqCUiIiIii8dQS0REREQWj6GWiIiIiCweQy0RERERWTyzD7VTpkyBIAg4\nefIkACAtLQ0dOnRAQEAAwsLCkJqaauIKiYiIiMjUzDrUHj16FH/99Re8vLzU64YPH45hw4bh3Llz\nGDduHIYOHWrCComIiIjIHJhtqC0qKsLIkSOxaNEiCIIAALhy5QqOHj2KgQMHAgB69+6NCxcuIDMz\n04SVEhEREZGpWZu6gIp8+umnGDhwIHx8fNTrsrOz4e7uDmtrqWxBEODl5YWsrCx4e3uX20dRURGK\niorUt/Pz8wEASqUSSqXSsAfwgFKphEqlMtrzmQu5Hjcg72Mn+eH7XX54zuXH2Oe8qs9jlqE2KSkJ\nhw8fxowZM8rdV9pqW0oUxQr3M336dEyZMqXc+h07dsDe3v7pC9WCSqVCcnIyAEChUBjlOc2BXI8b\nkPexk/zw/S4/POfyY+xzfufOnSo9zixD7Z49e3DmzBl1K21OTg6ioqLw5ZdfIicnB0qlEtbW1hBF\nEdnZ2WX63D5qwoQJGDNmjPp2fn4+PD09ERkZCScnJ6McS+mnjejoaHULsxzI9bgBeR87yQ/f7/LD\ncy4/xj7npf9Z15VZvhvHjx+P8ePHq297e3tj06ZNCA4ORnx8PFatWoXBgwcjISEB3t7eGrseAICN\njQ1sbGzKrbe2tjbqD6JCoTD6c5oDuR43IO9jJ/nh+11+eM7lx5jnvKrPYXHvxiVLlmDw4MH48ssv\n4eTkhBUrVpi6JCIiIiIyMYsItY+ObhAYGIikpCTTFUNEREREZsdsh/QiIiIiItIWQy0RERERWTyG\nWiIiIiKyeAy1RERERGTxGGqJiIiIyOIx1BIRERGRxWOoJSIiIiKLx1BLRERERBaPoZaIiIiILB5D\nLRERERFZPIZaIiIiIrJ4DLVEREREZPEYaomIiIjI4jHUEhEREZHFY6glIiIiIovHUEtEREREFo+h\nloiIiIgsHkMtEREREVk8hloiIiIisngMtURERERk8RhqiYiIiMjiMdQSERERkcVjqCUiIiIii8dQ\nS0REREQWj6GWiIiIiCweQy0RERERWTyGWiIiIiKyeAy1RERERGTxGGqJiIiIyOIx1BIRERGRxWOo\nJSIiIiKLx1BLRERERBaPoZaIiIiILB5DLRERERFZPIZaIiIiIrJ4DLVEREREZPEYaomIiIjI4jHU\nEhEREZHFY6glIiIiIovHUEtEREREFo+hloiIiIgsHkMtEREREVk8hloiIiIisnhmGWrv3buHuLg4\nBAQEICQkBNHR0cjMzAQAXLlyBdHR0fD390dwcDD27dtn2mKJiIiIyOTMMtQCwLBhw3D27FmkpKSg\nW7duGDZsGABg/PjxaN++PdLS0hAfH4/XXnsNSqXSxNUSERERkSmZZai1tbVFTEwMBEEAALRv3x7n\nz58HAKxZswYjR44EAISGhsLV1ZWttUREREQyZ23qArTx7bffonv37rh+/TpKSkpQv3599X3e3t7I\nysrS+LiioiIUFRWpb+fn5wMAlEql0Vp3lUolVCqV7FqT5XrcgLyPneSH73f54TmXH2Of86o+j9mH\n2i+//BJpaWlYvHgx7t69q269LSWKYoWPnT59OqZMmVJu/Y4dO2Bvb6/3WjVRqVRITk4GACgUCqM8\npzmQ63ED8j52kh++3+WH51x+jH3O79y5U6XHmXWonT17NtatW4fExETY29urg+jVq1fVrbUXL16E\nl5eXxsdPmDABY8aMUd/Oz8+Hp6cnIiMj4eTkZPgDwMNPG9HR0bC2NuuXW6/ketyAvI+d5Ifvd/nh\nOZcfY5/z0v+s68ps341ff/01Vq9ejcTERDg7O6vX9+3bFwsXLsTkyZNx+PBhXL58Gc8++6zGfdjY\n2MDGxqbcemtra6P+ICoUCqM/pzmQ63ED8j52kh++3+WH51x+jHnOq/ocZvluzMnJwdixY9GkSRN0\n7twZgBRQDx48iK+++gr/+te/4O/vj5o1a2LlypX8oSIiIiKSObNMgx4eHhX2lXV1dcX27duNXBER\nERERmTOzHNKLiIiIiEgXDLVEREREZPEYaomIiIjI4jHUEhEREZHFY6glIiIiIovHUEtEREREFo+h\nloiIiIgsHkMtEREREVk8hloiIiIisngMtURERERk8RhqiYiIiMjiMdQSERERkcVjqCUiIiIii8dQ\nS0REREQWz9rUBVRX9+4Bv/4K/PabFdLSwhEfb4WePYG+fQFbW1NXR0RERFS9MNQawMaNwODBwD//\nAFZWAkpK6iE1VcRvvwGjRwMrVgDdu5u6SsNgmCciIiJTYPcDPdu4EYiLA27elG6XlAhlvt68CcTG\nSttVNxs3Au7uwOuvAxs2CDh5sh42bBDw+uvS+t9/N3WFREREVF0x1OrRvXtSCy0AiKLmbUrXDx4s\nbV9dyDnMl7p3D1i5EujXzwoffxyOfv2ssHJl9TrPRERE5oqhVo9+/VXqclBRoC0litJ2a9capy5D\nk3OYL8VWapIbfogjInMjiOKTIlj1kZ+fj9q1a+PWrVtwcnLS+/579wbWrwdKSrTb3skJ8PMDatQA\natYs+1XTuqe9T5fHKxSAIGh3HCtXSmFOWytXAgMHar+9uSttpQY0h/rS13H9eqBHD+PVRWQoZa8b\nEFFSIqi/urhU7+sG5OzhNRMlSEu7AX//OujZ04rXTFRjpjrnVc1rDLV61KkTsGeP3ndrMtqG4fR0\n4Pp17fYpCEBAANC//8N9GnJRKAz7Gt27J7XE3rxZeQu9IADOzkBuLn/5k2Xjhzh54gcZ+THlOWeo\n1YI5tdRaWQEdOgAffwwUF0vL/fuav1Z2nzbbaHOfSqX3l8MsCIJhQ/OZM8CmTdrX8/bbQMeOUti2\nsjL9Vysr7VvkifghTp74QUZ+TH3OGWq1YOhQa8n/hi8pqTgAPykUT5sGHDr05L7EgPSD0KQJEBn5\n8PH6WpRKw79O1ZEgmD5cmyLMm7oGbWo0N5b8O46qhh9k5MccznlV8xrHqdWjvn2lcWi1fSP06WO8\n2p7EygqwsZEWXd28CRw8qN22oghMnmyYP3SiKAVbfYflypaffwYuXdK+RmdnICRE+hChUhn2q7Z9\nu0tfNzI/5hCuH/26d6/2tQuC9LN++LD0fWnLjjl+b+rnN+fvd+6U/v38JKUXQE+bBkRFad5nZYs2\n21nqvixN6UXvT/LoRe/m8uGVLbV69vvv0tBVQOVN9hs2VJ/+R+bwqc5UdO1yEhcHJCQYvi5AOhei\naPjwLLev+tiHfH7rEhFgnmG7ou1yc4HCQu2Oy1B/19hSaya6d5dCTkWdq52dq1+Heltb6ZhiY6Uf\niMrC/IoV1SfQAtIP87p12m1bUgL07GnYeh5V+gvKHP+NLXeiaB4BXdevy5YBp05p39UoIADo1evh\n9qUftMzpe1M/v7l/n54O3L4NrdnZAY0ald+PpuVJ9xt6G2N6/D1XXZSUADdumLqKh9hSayD37klN\n8uvWPRwGo1cvK/TpU71C3aPkeHWsnFupSX7Yp1Z+zPm/Ufqg7wCtj32YepuJE6WuRtqkQ3NrqWWo\nNTClUoktW7bgpZdegrV19W8Yl2OYl2OXE5InfoiTH36QkR9zOOdVzWv8xyTpla2t9OZes6YEX36Z\nhDVrSjBwYPX+w1ba5cTZWbptZSWW+erszEBL1UNpVyOg4gtgqmtXI7nq2xdwcXnyBU+CIG1nThdA\nU9VY8jlnqCXSgx49pFaplSuB2FgRwcHXEBsrYuVKaT0DLVUX/BAnL/wgIz+WfM4Zaon0RI6t1CRP\n/BAnL/wgIz+Wes6rfydPIiLSu9IPcf37l2DLlqQH1w2wnaS6Kv0gI10zISIt7fqDayaEan3NhJxZ\n4jlnqCUiIqIn4gcZ+bG0c26+lRERERERaYmhloiIiIgsHkMtEREREVk8hloiIiIisngMtURERERk\n8RhqiYiIiMjiMdQSERERkcVjqCUiIiIii8dQS0REREQWT1YziomiNGdxfn6+0Z5TqVTizp07yM/P\nh7W1fF5uuR43IO9jJ/nh+11+eM7lx9jnvDSnleY2bcnq3VhQUAAA8PT0NHElRERERFSZgoIC1K5d\nW+vtBVHXGGzBSkpKkJubC0dHRwiCYJTnzM/Ph6enJ7Kzs+Hk5GSU5zQHcj1uQN7HTvLD97v88JzL\nj7HPuSiKKCgogLu7O6ystO8pK6uWWisrK3h4eJjkuZ2cnGT5wy/X4wbkfewkP3y/yw/PufwY85zr\n0kJbiheKEREREZHFY6glIiIiIounmDx58mRTF1HdKRQKdOrUSXZXicr1uAF5HzvJD9/v8sNzLj+W\ncM5ldaEYEREREVVP7H5ARERERBaPoZaIiIiILB5DLRERERFZPIbaKkpLS0OHDh0QEBCAsLAwpKam\nltvm8OHD6NChA+zt7dGnT58y9y1fvhzOzs4ICQlBSEgIOnfubKzS9Uqb1+GXX35B69atERwcjBYt\nWmD+/PkmqPTpPe2x7t69G/b29upzHhISgrt37xrzEIiqTJv3f6mrV6/C1dW13O89sizanPPq8reM\nJNr+nO/ZswehoaFo3rw5mjZtiqSkJCNXWgGRqqRz585ifHy8KIqi+Ouvv4rt27cvt012drZ48OBB\ncfHixWLv3r3L3BcfH19unSXS5nXYt2+fmJeXJ4qiKN68eVP09fUV9+3bZ8wy9eJpj3XXrl1i27Zt\njVYvkT5p8/4v1adPH3Hw4MHV4necnGlzzqvL3zKSaHPOL126JDZu3FhMTU0VRVEU7969K/7zzz/G\nLLNCbKmtgitXruDo0aMYOHAgAKB37964cOECMjMzy2zn4eGBsLAw2NjYmKBKw9P2dYiIiEDDhg0B\nSDOENG3aFBcuXDB2uU9FTsdK9Dht3/8A8OOPP8LV1RXPP/+8kaskfdLlnFP1oO05X7RoEQYOHIhm\nzZoBAGxtbeHs7GzscjViqK2C7OxsuLu7q8dqEwQBXl5eyMrK0mk/e/bsQUhICCIiIrB27VpDlGpQ\nVXkdUlNTkZSUhBdeeMFYZeqFvo717NmzaNOmDUJDQ7Fo0SKD102kD9q+/3Nzc/H1119jxowZpiiT\n9EiX33mW/reMJNqe89TUVNy9exddu3ZFSEgI3n33Xdy5c8cUJZdjviPomjlBEMrcFnUc7rdbt27o\n168f7O3tcfr0abz44ovw8PBA+/bt9VmmwenyOuTk5CA2NhaLFy+Gu7u7oUvTu6c91jZt2iAnJwe1\na9dGTk4OYmJiUK9ePfTr18+gdRPpgzbv/7feegszZ85ErVq1jFUWGZA257y6/C0jiTbnvLi4GLt3\n70ZiYiIcHR0xZMgQTJ48GTNnzjRWmRViS20VeHp6IicnB0qlEoB00rOzs+Hl5aX1PurVqwd7e3sA\nQLNmzRATE4P9+/cbpF5D0eV1yM3NRdeuXTFx4kT07dvX2KU+NX0cq5OTE2rXrg1A6poyYMAA7N27\n1zgHQPQUtH3/JyUlYejQofD29sYHH3yALVu2ICoqyhQl01PS9pxXh79lJNH2nDdu3Bgvv/wyXFxc\nYG1tjf79++PQoUOmKLkchtoqaNCgAVq3bo1Vq1YBABISEuDt7Q1vb2+t93Hp0iX19//73//w559/\nonXr1vou1aC0fR3y8vLQpUsXfPTRRxg0aJAJKn16+jjWvLw8lJSUAAAKCgqwadMmizvnJE/avv9v\n3LiBzMxMZGZmYvbs2XjppZewbds2E1RMT0vbc14d/paRRNtz/uqrr2LXrl0oKioCAGzduhWtWrUy\ndrmameb6NMt35swZsX379qK/v7/Ytm1b8eTJk6IoiuJLL70kHj58WBRFUUxPTxcbNWokuri4iHZ2\ndmKjRo3EhQsXiqIoihMmTBCDgoLEVq1aiS1atFCvtzTavA5vvvmmaG9vL7Zq1Uq9LFu2zJRlV8nT\nHuv8+fPFoKAgsWXLlmJQUJD42WefiSUlJSY7HiJdaPP+fxSvird82pzz6vK3jCTa/px/9dVXYtOm\nTcXg4GCxf//+4s2bN01VchmCKOrYGZSIiIiIyMyw+wERERERWTyGWiIiIiKyeAy1RERERGTxGGqJ\niIiIyOIx1BIRERGRxWOoJSIiIiKLx1BLRERERBaPoZaIzJ4gCFi/fr2pyzCazMxMCIKAlJQUU5ei\ntnz5cjg7O5u6jCrz9vbGN998Y+oyiMiAGGqJyKQuX76Md999F02aNIGNjQ08PT3RvXt37Ny509Sl\nmYynpyfy8vIQHBys9WMmT56MkJAQrbYTBAGCIEChUMDT0xNvvvkmrl69WunjXnnlFZw7d07renRx\n/vx5DBgwAO7u7rC1tYWHhwdiY2MN9nxEVD1Zm7oAIpKvzMxMREREwNnZGTNnzkTLli1RXFyMbdu2\nYeTIkThz5oypSzQJhUKBhg0bGmz/zZs3R2JiIlQqFY4dO4ahQ4fi0qVL2LJli8bti4uLYWdnBzs7\nu6d63uLiYtSoUaPMuvv37yMyMhJNmzbFunXr4ObmhpycHGzevBm3bt16qucjInlhSy0RmcyIESMg\nCAIOHTqEPn36ICAgAM2bN8eYMWPw119/ldn22rVr6NmzJ+zt7eHv74+NGzeq71OpVBg6dCh8fHxg\nZ2eHwMBAzJs3r8zjBw8ejLi4OMyePRtubm6oW7cuRo4cieLiYvU2eXl5ePnll2FnZwcfHx/89NNP\n5f5tfevWLQwbNgwNGjSAk5MTXnjhBRw/flx9f2mL6ZIlS+Dp6Ql7e3v07dsXN2/eVG9TUlKCzz//\nHB4eHrCxsUFISAi2bt2qvv/x7ge7d++GIAjYuXMn2rVrB3t7e3To0AFnz54FIHUNmDJlCo4fP65u\nhV2+fHmFr7u1tTUaNmyIRo0aoVu3bhg1ahS2b9+Ou3fvqp97zZo16NSpE2xtbbFq1SqN3Q/+85//\nwNfXFzVr1kRgYCBWrlxZ5n5BELB48WLExsbCwcEBU6dOLVdLamoqzp8/j0WLFqF9+/Zo3LgxIiIi\nMG3aNISGhqq3y8nJQf/+/VGnTh04ODigXbt2OHjwIAAgIyMDsbGxcHV1Ra1atRAaGorExMQKj1+b\n80hEloehlohM4saNG9i6dStGjhwJBweHcvc/HqCmTJmCfv364e+//0ZMTAxee+013LhxA4AUEj08\nPLBmzRqkpqbi008/xccff4w1a9aU2ceuXbuQkZGBXbt2YcWKFVi+fHmZ8Pf6668jNzcXu3fvRkJC\nAr777jtcuXJFfb8oinj55Zdx+fJlbN68GcnJyWjTpg26dOmirgUA0tPTsWbNGvz+++/YunUrUlJS\nMHLkSPX98+bNw5w5czB79mz8/fffiIqKQo8ePZCWllbpa/bJJ59gzpw5OHLkCKytrTFkyBAAUteA\nsWPHonnz5sjLy0NeXh5eeeWVJ5yBh+zs7FBSUgKlUqle99FHH2HUqFE4ffo0oqKiyj3mt99+w+jR\nozF27FicPHkSw4cPxxtvvIFdu3aV2e6zzz5DbGwsTpw4oa73UfXr14eVlRXWrl0LlUqlsb7CwkI8\n//zzyM3NxcaNG3H8+HGMGzcOJSUl6vtjYmKQmJiIY8eOISoqCt27d0dWVpbG/Wl7HonIwohERCZw\n8OBBEYC4bt26J24LQJw4caL6dmFhoSgIgrhly5YKHzNixAixd+/e6tuDBg0SGzduLCqVSvW6vn37\niq+88oooiqJ4+vRpEYB4+PBh9f1paWkiAHHu3LmiKIrizp07RScnJ/HevXtlnsvX11dcsmSJKIqi\n+Nlnn4kKhULMzs5W379lyxbRyspKzMvLE0VRFN3d3cVp06aV2UdoaKg4YsQIURRF8cKFCyIA8dix\nY6IoiuKuXbtEAGJiYqJ6+z/++EMEIN69e1f9vK1atarw9Sj1+HanT58W/fz8xLCwsDLP/c0335R5\nXHx8vFi7dm317Q4dOohvvfVWmW369u0rxsTEqG8DEN97770n1rRgwQLR3t5edHR0FDt37ix+/vnn\nYkZGhvr+JUuWiI6OjuL169efuK9SQUFB4vz589W3GzdurNN5JCLLw5ZaIjIJURQBSP+i1kbLli3V\n3zs4OMDR0bFMK+rixYvRrl071K9fH7Vq1cL3339frqWuefPmUCgU6ttubm7qfZw9exbW1tZo06aN\n+n4/Pz+4uLiobycnJ6OwsBB169ZFrVq11MuFCxeQkZGh3s7LywseHh7q2+Hh4SgpKcHZs2eRn5+P\n3NxcRERElKktIiICp0+f1vo1cHNzA4Ayr4G2Tpw4gVq1asHOzg5BQUHw9PTEjz/+WGabdu3aVbqP\n06dPa3UMT9oPAIwcORKXL1/GqlWrEB4ejl9//RXNmzfHjh07AAApKSlo3bo16tSpo/Hxt2/fxrhx\n4xAUFARnZ2fUqlULZ86cqbClVtvzSESWhReKEZFJ+Pv7QxAEnD59GnFxcU/c/vELjARBUP/7ec2a\nNXj//fcxZ84chIeHw9HREbNmzVL3udRmH6Uh+3GPri8pKYGbmxt2795dbrvKhrsqDe6PBvjHw7wo\nik8M+I/WX7ptaf26CAwMxMaNG6FQKODu7g4bG5ty22jqEvI4bY5Bm/0AgKOjI3r06IEePXpg6tSp\niIqKwtSpUxEZGfnEC9Q+/PBDbNu2DbNnz4afnx/s7OzQp08f3L9/X+P2VT2PRGTe2FJLRCZRp04d\nREVFYeHChbh9+3a5+x+9sOpJ9u7diw4dOmDEiBFo3bo1/Pz8dG5xa9q0KZRKJY4dO6Zel56eXqaO\nNm3a4PLly7C2toafn1+ZpV69eurtsrKykJubq76dlJQEKysrBAQEwMnJCe7u7ti3b1+Z5z9w4ACa\nNWumU82PqlmzZoV9UjVt6+fnBx8fH42BVhvNmjXT+zGUEgQBTZs2Vb8vWrZsiZSUlAr7u+7duxeD\nBw9Gz5490aJFCzRs2BCZmZkV7l/b80hEloWhlohMZtGiRVCpVAgLC0NCQgLS0tJw+vRpfPvttwgP\nD9d6P35+fjhy5Ai2bduGc+fOYdKkSTh8+LBOtTRt2hRdu3bFsGHDcOjQIRw7dgzDhg2DnZ2duvWx\na9euCA8PR1xcHLZt24bMzEwcOHAAEydOxJEjR9T7srW1xaBBg3D8+HHs3bsXo0aNQr9+/dTDdH34\n4Yf46quv8Msvv+Ds2bMYP348UlJSMHr0aJ1qfpS3tzcuXLiAlJQUXLt2DUVFRVXelzY+/PBDLF++\nHIsXL0ZaWhq+/vprrFu3Dh988IFO+0lJSUFsbCzWrl2L1NRUpKenY+nSpVi2bBliY2MBAAMGDEDD\nhg0RFxeyAsaHAAACGklEQVSH/fv34/z580hISEBSUhIA6fyvW7cOKSkpOH78OF599dVKW7C1PY9E\nZFkYaonIZHx8fHD06FF07twZY8eORXBwMCIjI7Fz50785z//0Xo///73v9GrVy+88soreOaZZ3D9\n+nWMGDFC53p++OEHuLq6omPHjujZsyfeeustODo6wtbWFoDUgrh582Z07NgRQ4YMQUBAAPr374/M\nzEy4urqq9+Pn54devXohJiYGL774IoKDg7Fo0SL1/aNGjcLYsWMxduxYtGjRAlu3bsXGjRvh7++v\nc82levfujejoaHTu3Bn169fH6tWrq7wvbcTFxWHevHmYNWsWmjdvjiVLliA+Ph6dOnXSaT8eHh7w\n9vbGlClT8Mwzz6BNmzaYN28epkyZgk8++QSA1LK8fft2NGjQADExMWjRogVmzJih7h89d+5cuLi4\noEOHDujevTuioqLK9I1+nLbnkYgsiyBW1JGMiEjmcnJy4OnpicTERHTp0kWrx0yePBnr1683qylu\niYjkgBeKERE98Oeff6KwsBAtWrRAXl4exo0bB29vb3Ts2NHUpRER0RMw1BIRPVBcXIyPP/4Y58+f\nh6OjIzp06IAff/yx3KgJRERkftj9gIiIiIgsHi8UIyIiIiKLx1BLRERERBaPoZaIiIiILB5DLRER\nERFZPIZaIiIiIrJ4DLVEREREZPEYaomIiIjI4jHUEhEREZHF+3+e2wmNzp26JQAAAABJRU5ErkJg\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d15e3bfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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IC9GFhJh8za0kqc0i69bB669DRIS2nJho+KrdJBURAW3bau2ykk6nS/XRs2fP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      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d161cb550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_validation(start_date='2016-01-04', end_date='2017-01-03', changepoint_priors=[0.15, 0.2, 0.25,0.4, 0.5, 0.6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now assign the changepoint prior with the smallest error on the testing set to the Stocker object. The prior is one of the attiributes and we can change it like any other variable. At this point, we could also change the seasonalities or the amount of training data to achieve the best performance on the testing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.changepoint_prior_scale = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate Improved Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-18 to 2018-01-18.\n",
      "\n",
      "Predicted price on 2018-01-17 = $1160.43.\n",
      "Actual price on    2018-01-17 = $1295.00.\n",
      "\n",
      "Average Absolute Error on Training Data = $10.21.\n",
      "Average Absolute Error on Testing  Data = $99.99.\n",
      "\n",
      "When the model predicted an increase, the price increased 56.90% of the time.\n",
      "When the model predicted a  decrease, the price decreased  44.00% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 95.20% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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mTb799lvS0tJYtWoVJUuWNCr//fffs3TpUv78808CAgK4dOkS69evp2vXroZb\ncHqenp588803vPDCCzRo0IBOnTpRu3ZtkpOTuXDhAvv27aNFixYm5xzNi927d5ucmxgyHhoxdOhQ\no2U9e/bExcWF+fPnk5aWZvKBB02aNKFJkyasX7+ea9eu0axZMy5evMimTZvo2rWr2Xmbs2rWrBnN\nmzdnz549NG/enICAAC5cuMCmTZvo3r17toejjB49mhUrVtC7d2/69++Pu7s7Bw8e5NixYybruHbt\n2pQvX55169bh5ORExYoV0Wg0jBkzxmy/vWeffZZ58+YxadIkfHx86NevHyVKlGDLli2cPn2anj17\nZmtBLwr+97//0apVK0aOHMnmzZupW7cup06dYtOmTXh6evK///3vscZz584d2rdvz927d+nUqRM/\n/fSToXuXXtaBbG5ubixatIjBgwfj5+fHgAEDsLKy4ttvv+X69eusXr3acJdBLywsjLCwMADOnz9v\nWKbv8tCqVSuTLcKrVq0iLS2NIUOG5OlhRZk9znhNuXXrltFYibS0NG7dumX0ns48eHDatGls2rSJ\nVatWcfToUYKCggyPhD5x4gRVq1blrbfesujYQUFBREZG0r17d1q3bo2dnR2tWrWiVatWBAQEMG7c\nOD777DPq169Pnz59UErx/fffc+nSJcaPH5/jwO/Msc+cORMbGxuaNGnC/Pnzs5XJ+ndEP7h83bp1\nnD9/nsDAQGJiYti4cSOVKlVi3rx52fYxefJkQyvoiRMnDMucnZ0BmDJliqGr1gsvvMCSJUsIDw/H\ny8uLHj164ObmxvHjx/npp5+wt7dn4cKFFtUhZHTJGDFiBMuWLaNhw4Z07drV8EhoFxcXk+/buXPn\ncvr0aeDfO45z5841vNYjRoygVatWFh1///79LFu2DPi3xXf//v2Ga6h27dpGg7cXLlxI9+7dGTly\nJN988w1+fn7cu3ePzZs3c/36dbp162Z40Ileu3btuHDhAufPn8933+Yio7Azc5E/AwYMyHEaML1b\nt24pOzs7oxaTvEyJlrWVN/N8rpb8ZG4lyWnqt7S0NMO31IdtMTYHEy3GSmXMM/nuu++qmjVrKjs7\nO+Xq6qo6d+5sdg7O27dvq1GjRilPT0/l4OCgGjVqpL7//vscWwJPnz6thg8frqpUqaLs7OyUm5ub\n8vb2VuPHj1eHDx/OFmdBTtdmbl/BwcEKUBqNxuzjPW/cuKGGDRumypcvrxwcHJS3t7f6/PPPVUxM\njMUtxkplTP0zePBg9cwzzyhHR0fVrFkztXPnTrN1tnfvXtWyZUtVsmRJ5erqqrp06aKOHj1qduq3\ngwcPqjZt2qiSJUsazlvfGpQmgZFNAAAgAElEQVTTdHE//vijYTt7e3vl7e2tPvroo2xTcxWVFmOl\nMuaWDg4OVuXKlVM2NjaqXLlyKjg42ORr+KhbjC35PDB3jO3bt6uAgADl7OysnJ2dVUBAgNk5hvWv\nobkfc6+Lfgq7U6dO5XouuXkc8ZpiSR1nde3aNTVu3DhVo0YNZWdnp+zt7VXNmjXVxIkTTc7HbM79\n+/fVyJEjVbly5ZSVlZXJlu/ly5erxo0bKycnJ+Xk5KQaN26sli9fbvExcqsrU8dUSqnk5GQVEhJi\nOMcyZcqoYcOGqatXr5o8jn4qRHM/WT8fkpOT1bx585Sfn59ycnJSNjY2qkKFCmrgwIFGd2AtlZ6e\nrj799FNVr149ZW9vr9zd3VXfvn3V33//bbK8/r1r7icvj5TP7e+Eqfd6ZGSk6tevn+FzpkSJEqpx\n48Zq4cKFJqcu1NdvXqYDLKo0Spl4vJMQQgghhBBPGRl8J4QQQgghBJIYCyGEEEIIAUhiLIQQQggh\nBCCJsRBCCCGEEIAkxkIIIYQQQgCSGAshhBBCCAGAPOAjj3Q6HVevXqVkyZL5fgyyEEIIIYR4dJRS\n3L9/n/Lly2NlZXk7sCTGeXT16lUqVapU2GEIIYQQQohcXLp0iYoVK1pcXhLjPNI/HvjSpUu4uLiY\nLHPmzBlq1qz5OMMqFqRezJO6MU/qxjSpF/OkbsyTujFN6sW84lo38fHxVKpUyZC3WUoS4zzSd59w\ncXExmxg7OzubXfc0k3oxT+rGPKkb06RezJO6MU/qxjSpF/OKe93ktdurDL4TQgghhBACaTEuUDqd\njtTUVHQ6HcnJyYUdTpEj9WJe1rqxs7PL02ABIYQQQjw8SYwLSGpqKufPn0en06HVajl//nxhh1Tk\nSL2Yl7VurKysqFatGnZ2doUYlRBCCPF0kcS4ACiluHbtGtbW1lSqVInU1FQcHBwKO6wiJzk5WerF\njMx1o58S8Nq1a1SuXFmmBRRCCCEeE0mMC4BWqyUxMZHy5cvj5OSERqORBNAEpZTUixlZ68bT05Or\nV6+i1WqxtbUtxMiEEEKIp4d0YiwA6enpAHLbWxQY/bWkv7aEEEII8ehJYlyA5Ja3KChyLQkhhBCP\nnyTGT7DU1FTeeustatSoQZ06dahfvz4rVqwAIDw8HH9//0KOMLuwsDAOHz5s+H9kZCSDBg0qxIiE\nEEII8bSQPsZPsKFDh5KSksLx48cpUaIEsbGxdO7cmbS0tEf6FButVouNTf4urbCwMPz9/WnSpAkA\n/v7+rFmzpiDDE0IIIYQwSVqMi4CYmBjWr19PTExMge0zOjqasLAwvvzyS0qUKAFA1apV+eijj3jv\nvfcASEtLIzg4mEaNGuHv78/x48cBOHv2LC1btqRBgwZ4e3vzzjvvGMpPmTKFJk2a4Ovry4ABA7h3\n7x6QkYSPHz+eTp060aBBA2bNmsW4ceMM8SQkJFChQgVu3brFiRMnaN26NX5+ftStW5c5c+YAsG3b\nNjZt2sTcuXPx9fVl2bJl2Vq2V69ejbe3Nz4+PnTt2pUrV64AEBoaSseOHXnxxRfx9vbG39/fUJ/m\nzkcIIYQQIjNpMX5EAgICSEtLy7VccnIyf//9N2lpadja2lKrVq1cZ26wtbUlIiIixzLHjh3Dy8sL\nd3d3o+XNmzfn8uXL3Lx5kz/++INPPvmEwMBA1q9fz8CBA/nzzz9ZtGgRXbt2ZerUqQDcuXMHgPnz\n5+Ps7Gzo6vDee+8xffp0PvnkEwD2799PREQEzs7OXL58GT8/Pz766CPs7OxYv349AQEBeHh4YG9v\nz+7du7G3tycpKYkWLVrw3HPP0aVLF3r06IG/vz9jx44FMrp86J08eZI33niDo0ePUqFCBWbPns2o\nUaPYunUrAIcOHeL48eNUqVKFKVOmMG/ePJYsWWL2fIQQQgghMpMW40L24MEDQ1KclpbGgwcPCmzf\nuQ3gqlGjBoGBgQD069ePK1eucPXqVQICAli2bBnTpk1j165duLq6AhndHL7++mt8fX3x9fXlm2++\nMWrl7tevH87OzgBUrFiRhg0bsmnTJiCjRXfw4MEAJCUlMWLECLy9vWnWrBkXLlwgKioq1/PZu3cv\n3bp1o0KFCgC8+uqr7NmzB6UUAK1ataJKlSpAxheAc+fOAZg9HyGEEEKIzKTF+BHJrUVXLyYmhl69\nenH9+nXKlClDWFgY1atXf+jjN2zYkDNnznD79m2jVuMDBw5QsWJFPD09TW6n0Wjo06cPLVq04Kef\nfmLRokUsXLiQbdu2oZTiiy++ICgoyOS2+qRYLzg4mNDQUHx9fYmOjqZjx44ATJ06lTJlyvD7779j\nY2ND7969LXpUtFLKKNnPmvhnbmm3trZGq9UCmD0fIYQQQojMpMW4kFWvXp2wsDAWLVpUYEkxgJeX\nF927d2fUqFEkJiYCEBsby6RJk5g2bRqQ0Q9Zn8B/9913VKhQgXLlynH27FlKly7NkCFD+OCDDzh4\n8CAAPXr04OOPPzbsLzExkT///NNsDM8//zyHDx9m7ty5DB48GGtrawDu3r1LxYoVsbGx4e+//+an\nn34ybOPi4kJcXJzJ/bVr145t27bxzz//ALB48WLatWuXa8u4ufMRQgghxKOn0+m4du2a4Q5vUSYt\nxkVA9erVCywhzmzVqlW88847eHt7Y2dnh7W1NZMmTWLEiBGEh4fj6+vLunXrmDhxIkop1q5dC8CG\nDRtYs2YNdnZ2KKVYvHgxAFOmTCEkJISmTZsaktG33nqLevXqmTy+vb09L7zwAl988QV//fWXYfk7\n77zD4MGDWbNmDVWrVjVqgR48eDBDhw5lw4YNjB07lho1ahjW1atXjzlz5tChQwcAKlWqxJdffplr\nPZg7HyGEEPnw4AHo7xAmJMD/D/AWwpzdu3ez8bv19O7zguHucVGlUcUhfS9C4uPjKVWqFHFxcbi4\nuAAZA+jOnz9PtWrVcHBwICkpCUdHx0KOtOiRejEva91kvaaeZqdPn6Z27dqFHUaRI/VintSNeQVS\nN09gYizXjHkPWzfbt28n7IcfIPUM2NdiyZIlBRideabyNUtIVwohhBBCCPFIhIWFQfot0N03DJ4v\nyiQxFkIIIYQQBW7VqlWgFKRlzBKV25igokASYyGEEEIIUaCUUvy6fz9oL4FKLexwLCaJsRBCCCGE\nKDC3b98mJCQESIO0C3TvUKWwQ7KYJMZCCCGEEKLAbNmyhWuXz4AukaqVnGneqExhh2Qxma5NCCGE\nEJaztoYuXf79XYhMdDodv/32G2ivAFq86zxT2CHliSTGQgghhLCcgwNs3VrYUYgi6vz586C7D7rb\n1KxeksAW5UlJSS/ssCwmXSmeYFWrVqV27dr4+vpSt25dPv/884feZ2BgIFu2bAFgxIgR/PLLLzmW\nDw8PZ9euXfk6Vnh4OP7+/vnaVgghhBCP3/r16yE9nqYN3Zk02gfnEraFHVKeSIvxI5CcrCUm5sYj\nP86zzz6Dg0POL+F3331H/fr1uXTpEt7e3rRu3RofHx/Deq1Wi41N/i6DZcuW5VomPDychIQEw9Pq\nhBBCCPFkSkhI4EJsNGgv0rxR8XxgiiTGj0BMzD38/Zc/8uOcPDmGevVKW1S2UqVK1KxZkzNnzjBk\nyBACAgI4cuQIEydOpFOnTkycOJHjx4+TnJxMixYt+Oyzz7C1teXUqVMEBweTlpZGnTp1SE5ONuwz\nMDCQyZMn061bN+Li4pg0aRKHDh3CysqKRo0aMX78eBYvXoxOp2P37t10796d9957j507d/Lee++R\nlJSEjY0N8+fPJyAgAMh4XPS6deuoUKECjRs3fiT1JoQQ4iE8eACl//9vz40bT8ST70TBOHnyJEp7\nlzo1nKlT062ww8kXSYyfEidOnOD06dPcvXuXP/74g0WLFvHpp58CMGrUKAICAli6dClKKUaOHMmi\nRYuYMGECgwcPZvz48bz88sscPHiQli1bmtz/66+/jrOzM8ePH8fKyoqbN2/i6enJ6NGjSUhI4MMP\nPyQpKYmYmBhCQkLYsWMHLi4uREdH06ZNG2JjY9mxYwebNm0iKioKR0dHnn/++cdZRUIIISyVmFjY\nEYgi5sGDBxmPfk6/QXP/4jMLRVaSGD/h+vbti4ODA05OTixfvhwPDw9q1qxJq1atDGXCwsI4ePAg\nH330EQBJSUnY2dkRHx/PyZMnGTx4MADNmjXD29vb5HG2bNnC0aNHsbLK6Lbu6elpstyOHTuIjo42\ntBDrXbp0ib1799K/f3+cnZ0BGDZsGLNmzXq4ChBCCCHEI7dnzx7u3vyTahXS8PP2KOxw8k0S40eg\nenVXTp4c88iP8+yzuU+Bou9jrBceHm5IPPWUUoSFhVG9enWj5fHx8QX++EalFJ06dcp4TKSJdUII\nIYQoXu7fv8+BAwcg/SZ9u1XD1rb4zu0gifEj4OBgY3Hf36KgR48ezJ07ly+++AIbGxvu3r3L7du3\nqVGjBvXr12fNmjUMHjyYw4cPc+LECbP7mD9/Pp988olRVwoXFxeuXLliKNehQwdCQkI4efKkIWE/\nfPgwTZo0oV27dkybNo3XX38dBwcHQkNDH8fpCyGEECKfLly4wPuzZ4P2ApXL6ahexaWwQ3ooxTel\nFwVm4cKF2NjY4Ovri4+PD+3btyc2NhaAVatWsWjRIvz8/Pjyyy9p2rSpyX0sWLCAxMRE6tevj6+v\nL1OnTgXg+eefJzIyEl9fX95//328vLz4+uuvGTFiBA0aNKBOnTp88sknAHTr1o1u3brRoEEDgoKC\njGbPEEIIIUTRc+TIEdDGQtpFJozywcqqYO80P27SYvwE0ye3mQUGBhIZGWm0rGTJknzxxRcm91G3\nbl0OHTpkcl14eLjhdxcXF7766qtsZapVq8bvv/8OZPRdhoxWY3PTt82ePZvZs2cb/j9z5kyT5YQQ\nQghR+M6dOwfp8Ux8xQcnp+KfVhb/MxBCCCHE42NlBW3a/Pu7eGqdO3eOmOg/KemUVOy7UOhJYiyE\nEEIIyzk6QqY7huLpFB8fzwcffABpF+nQrmKxHnCX2ZNxFkIIIYQQ4rE5ePAgpN8G3W2a+xefCQdy\nI4mxEEIIIYTIk7///hu01/H3caOks11hh1NgJDEWQgghhOUePABPz4yfBw8KOxpRCE6fPs3JP47g\nYBPHoN5ehR1OgZI+xo/I+PHjSU9PfyT7tra2NjzOWQghhHjsbt0q7AhEIVFKsWLFCtBeovNzFZ+I\nmSgye7LOpghJT09HG78HG5uCbZTXanXgEmRhWS3vv/8+a9euxdramvT0dAICAvjggw9wdXXNdwzD\nhw/n4MGD1KxZk+DgYH755Rfmz5+frVx4eDiTJ0/ONj3c4zZ06FD8/f0ZO3ZsjuWioqI4c+YM/fr1\ne0yRZUyp5+/vz6VLlx7bMYUQQoj8io6O5t7dG5Aej0/dCoUdToGTxPgRsrGx4vM5rQp0n/95e7/F\nZYcPH86dO3c4cOAAbm5u6HQ6Nm7cyJ07d/KdGF+/fp0NGzZw7949rP5/mp4ePXrka19FTVRUFFu2\nbMlXYqzVarGxkbeTEEKIJ9uFCxdAex1UImVLOxV2OAVO+hg/oaKjo9mwYQMrVqzAzc0NACsrK154\n4QWqV68OwAcffEC9evXw9vZm0KBBxMXFATBjxgwGDhxI9+7dqVu3LkFBQdy5c4d79+7Rtm1bEhMT\n8fPzY+7cuYSGhtK3b1/Dcd955x1q1KhBmzZt2LJli1FMa9eupWnTpvj5+dGmTRtOnjwJQGhoKB07\nduTFF1/E29sbf39/YmJiDNutWLECX19fGjRogL+/v+HBJTt37qRVq1Y0atSIpk2bEhERkWu9mDu3\nGzdu8N///pfdu3fj6+vL6NGjgYwn+gQFBeHv74+fnx8bN24EMlp6PTw8mDlzJq1bt2bevHm4u7vz\nzz//GI41ffp0Jk6cCMAbb7xB48aN8fX1pU2bNpw9e9byF1MIIYQoIq5evQq6RIIH1Cr2T7kzpVgk\nxh06dMDHxwdfX19at25NVFQUAGfPnqVFixbUrFmTJk2acOrUKcM2+V33pDh27BheXl54eHiYXL99\n+3ZWrFjBr7/+yokTJyhRooThMc4Ahw4dYuXKlZw6dYrSpUuzZMkSXF1d2bZtG66urkRFRTFlyhSj\nfW7evJlNmzYRFRXFnj17OHPmjGHdr7/+yoYNG4iIiODYsWPMmjWLQYMGGR1v7ty5nDhxgvbt2zNv\n3jwgozvG7Nmz2b59O8ePHyciIoLSpUsTExNDSEgI27Zt4+jRo6xZs4YXX3yRtLS0XOvG1LmVLl2a\nmTNn0r59e6Kioli8eDH37t3jlVdeYc2aNURGRrJr1y4mTpxoSH5v375NjRo1+OWXX5g2bRp9+vTh\n66+/BjL6YK1atYrg4GAA3nrrLY4cOUJUVBRjxoxhwoQJlryMQgghRJGRnJzM0aNHQXefKhVLFnY4\nj0SxSIzXr1/PH3/8QVRUFJMmTWLYsGEAvPLKK4waNYozZ87w5ptvMnz4cMM2+V33tNi9ezeDBg0y\ndKkYM2YMu3fvNqzv3LkzzzzzDADNmzfPeORjLvbu3Uv//v1xdnbG2tra8DoB/Pjjj5w4cYKmTZvi\n6+vLuHHjuHnzJqmpqQC0atWKKlWqZDve1q1bGTJkCOXKlQPAyckJJycnduzYQXR0NAEBAfj6+hpa\nrS3pq2vpuf3222/ExMTQuXNnfH19ad++PUqpjClqAAcHB1588UVD+eDgYEJDQwHYs2cP7u7ueHt7\nA7Br1y6aN29O/fr1mTlzpuHLnRBCCFFcLF68mOSE83g+oyhb2rGww3kkikWnyMz9YePi4rCysuLG\njRscO3aMXbt2AdCnTx/Gjh1LbGwsTk5O+VpXtWrVbMdOSUkhJSXF8P/4+PhHeKYFx8/Pj7Nnz3L7\n9m3c3d2zrVdKodEY3wLJ/H8HBwfD79bW1mi12lyPqZTKcd2QIUOYM2eOyfV5PZ5Sik6dOrFq1apc\n48rvsZRS+Pj4mOyiERsbS4kSJYzqrHnz5qSnpxMZGUloaKjhi8HFixcZP348hw8fpnr16vzxxx8E\nBVk2gFIIIYocKyvw9//3d/FUuHfvHn+dOo51+jnGDffLlkM8KYpFYgwwZMgQ9u7dC8COHTu4dOkS\n5cuXNwx40mg0VK5cmYsXL1KiRIl8rTOVGM+ZM4eQkJBsy8+cOYOzszMAOp0OrVZLcnIySim0Wi1a\nrRar/19ekHQ6HTqtlqSkpBzLVahQgV69ejF06FC+/PJLXF1dUUqxdu1amjdvTkBAAO+88w4jR46k\nZMmSfPHFFwQGBpKUlERaWhraTMdITU0lPT2dpKQkkpOTAUyua9WqFSEhIbzyyis4ODjw1VdfodPp\nSEpKokOHDowYMYJhw4ZRsWJFdDodv//+O40aNTLaB2R8Gcm83ejRoxk8eDBly5YlMTERgICAAEJC\nQoiMjKRevXpARn/gxo0bZ6uL9PR0UlNTcz03e3t77t69a1jXsGFDzpw5w/bt2wkMDATg+PHj1KlT\nJ1s96L300kssWLCA7du3M2/ePJKSkrh+/Tq2traUKlWKxMREFi5caNhWvx9tltc0JSWFtLQ0YmJi\nDIMcn1a3bt3i9OnThR1GkSP1Yp7UjXkFVjerV2f8e+HCw++rCJBrxjx93fzzzz941ahGOffS3E3x\n5O5ly/eRmKTFq447Lu5lHls9JyQk5Gu7YpMY61sGV65cyRtvvMF7772X7dtK5hbL/K7L6u233zYM\noIKMFuNKlSpRs2ZNXFxcgIw+N+fPn8fBwQEHBweSkpKwsbFBq4PX3j2YxzPNmU4HNjY2ODrmfgtj\n5cqVzJo1i8DAQGxsbFBKERAQQN++falXrx5nzpwhKCgIjUaDj48PX3zxBY6Ojtja2hodw87ODmtr\naxwdHQ2trabW9enTh2PHjtGsWTMqVKhAmzZtuHbtGo6Ojjz33HOEhITQv39/0tPTSUtLo2vXrrRq\n1cpoHwD29vZYWVkZtnv33Xfp2bMnGo0GOzs7vvvuO7y9vfn6668ZO3YsSUlJpKam4ufnR0BAQLZ6\nsLa2xs7OLtdz69KlC5999hnNmjWjefPmLF68mC1btvDGG28wZcoU0tLSqFy5MmFhYdnqQW/YsGFU\nrlyZPn36UL58eQAaN25Mv3798Pf3p3Llyjz33HOGbfX7yfqaajQabG1tqVatmlEL99Po9OnT1K5d\nu7DDKHKkXsyTujFP6sY0qRfzTp8+jYeHBwsWLIC0C9RuC7UrVsnTPm7fSebsXyep6OX22Oo5v3f4\nNSqnrLCIcnR0JDY2lpo1a3L79m1D0leuXDkOHjyIk5MTXl5eeV5nqsU4q/j4eEqVKkVcXFy2xFif\nxCQlJfHWW2/JAz6ySEpKsiihfxplrZus19TTTP5gmSb1Yp7UjXlSN6ZJvZh3+vRp/v77b7b9+CVo\nrzBhZC1qe+Vtytfbd5KZOvckFb168e677z6iSI2ZytcsUeRbjOPj40lISDC0vv3www+4u7tTunRp\nGjZsyNdff83QoUPZuHEjVatWNSS3+V1XUIpj4iqEEELkKjER6tbN+P3UKXB68uayFf9KSEhg27Zt\nkH6Lft0r5jkpLm6KfGIcFxdHnz59SEpKwsrKCk9PT7Zs2YJGo2HJkiUMHTqU999/HxcXF1auXGnY\nLr/rhBBCCJEDpf7tW1z8bjqLPIqOjoa0K6CLp23LBoUdziNX5BPjSpUqcfjwYZPratWqxYEDBwp0\nnRBCCCGEyBiDdefOHdBeY+yw+k/kAz2yerqHuwshhBBCCJPOnDlDYsJdPJ9R1K/tVtjhPBaSGAsh\nhBBCiGx27NgBKhn/Bp5P7LzFWUliLIQQQgghjNy9e5dTfx4HlUq5Mk/PAEtJjIUQQgghhEF8fDxT\n3noL0m+BSqTOEz4TRWaSGD/BqlatSu3atfH19aVu3bp8/vnnBbLfwMBAtmzZAsCIESP45Zdfciwf\nHh5ueAQ3wNWrV2nbtm2BxKJ36dIlevTogY+PD97e3vj6+rJnzx6Tx8+r0NBQzpw5U1ChCiFE8abR\nZEzXVrduxu/iiZKens4bkydD+nVIPUsL/zK4lLQr7LAemyI/K4V4ON999x3169fn0qVLeHt707p1\na3x8fIzKaLVawyOy82rZsmW5lgkPDychIYHWrVsDUL58ecPjvQvKq6++Svv27XnttdeAjEdY6h8f\nrT9+hw4d8rzf9PR0QkND8fDwoGbNmgUasxBCFEtOTvDnn4UdhXhETpw4Abp7oL3Ci8/X4Bm3p+sh\nU9Ji/Cg9eGD+JznZ8rJJSQ8div4x1mfOnCE8PBxfX1/Gjx9P8+bN+eGHH7h//z4jR46kSZMm+Pj4\nMHr0aNLS0gA4deoUTZs2xc/Pj0GDBpGcKfbMrcdxcXGMGDECb29vGjRowLBhw4iKimLx4sWsWrWK\npk2bMnPmTGJjY/Hw8DDsY8eOHfj5+eHj40ObNm04deoUgCHOV199lQYNGlCvXj0iIyNNnt/Fixep\nVKmS4f8eHh5UrlzZ6Pi+vr7MnDkTrVZLx44d8ff3p169egwaNMiQRIeGhtKpUyeGDBmCv78/77//\nPpGRkYwfPx5fX9+MSc6FEEKIJ9SJEycg/RZ2Nsm0bFy2sMN57KTF+FFydja/rksX2Lr13/+XLp3x\nNCFT2rSB8PCHCuXEiROcPn2aBg0acOXKFf744w8WLVpkeELfqFGjCAgIYOnSpSilGDlyJIsWLWLC\nhAkMHjyY8ePH8/LLL3Pw4EFatmxp8hivv/46zs7OHD9+HCsrK27evImnpyejR48mISGB9957z/A4\nb70bN27w0ksvsXfvXry9vVmzZg39+vXj5MmTAPz5558sW7aML774gsWLFzNt2jR27tyZ7dhTpkzh\n5Zdf5uOPP6Zp06b07NmTgIAAfH19Dcf/8MMPgYx5GdeuXYu7uztKKV599VW++OILJk+eDMD+/fv5\n/fff8fLyAuDnn39m8uTJdOvW7aFeAyGEEKIou3DhAvv374f0e7w7yQ9b26ev/VQS4ydc3759cXBw\nwMnJieXLl+Pl5cWVK1eoWbMmrVq1MpQLCwvj4MGDfPTRRwAkJSVhZ2dHfHw8J0+eZPDgwQA0a9YM\nb29vk8fasmULR48excoq443k6emZa3yHDh3C19fXsM9Bgwbxn//8h2vXrgEZD2Px9/cHoHnz5obk\nNqsXX3yRTp06sXfvXn799Vd69uzJ1KlTeeONN7KVVUqxYMECtm7dilarJS4ujoCAAMP6Vq1aGZJi\nIYQQWSQmQuPGGb8fOSKPhH6CfPbZZ5AeByoJT/enqwuFniTGj1JCgvl11tbG/79xw3xZq/x/Y9P3\nMc7KOUtrtlKKsLAwqlevbrQ8Pj7+kc5dqJQyuX/9MgeHf9+Y1tbWaLVas/tyc3Ojd+/e9O7dm8aN\nG/P++++bTIzXrl3Lvn37iIiIoGTJknz66adEREQY1metGyGEEJkoBf/f5U0eCf3kuHLlCvfv34e0\naMqXLfHUzFuc1dPXRv44lShh/sfBwfKyjo6PPNQePXowd+5cQ+J59+5doqOjcXFxoX79+qxZswaA\nw4cPZ/Q/MrOP+fPno9PpALh58yYALi4uxMXFmdymefPmREVF8ddffwGwbt06KlasSNmyeevXtHnz\nZkM/YaUUv//+O88++6zJ49+9exd3d3dKlizJ/fv3CQ0NzXHfOcUvhBBCFHcJCQnMDJkOugTQJfLW\nfxoUdkiFRhJjAcDChQuxsbHB19cXHx8f2rdvb+gLvGrVKhYtWoSfnx9ffvklTZs2NbmPBQsWkJiY\nSP369fH19WXq1KkAPP/880RGRhoG32Xm6enJ6tWrGTRoEA0aNOB///sf69evz3P8ERERNGrUCG9v\nb7y9vYmOjmbRokVGx9cPvhsyZAgJCQnUrVuX3r17G2bLMGfUqFHMnDlTBt8JIYR4Il2/fj0jKU45\nychBtXFweHo7FGiUkhE4gm0AACAASURBVPsgeREfH0+pUqWIi4vDxcUFgOTkZM6fP0+1atVwcHAg\nKSkJx8fQylvcSL2Yl7Vusl5TT7PTp09Tu3btwg6jyJF6MU/qxrwCqZsHD/4dXJ6QkHFns5h7mq+Z\nlJQUJk6ciDb5Cm5OscydZtz4dfqyF7Urnn2oY9y+k8zUuSep6NWLd99996H2ZSlT+ZolpMVYCCGE\nEOIppJRi9erVaFOug/baUzk9W1ZPb1u5EEIIIcRTbNeuXRw5FA5pF3BzSSOgWbnCDqnQSWIshBBC\nCMtpNFClyr+/i2Jr//79kPIXTRs6Ezyg1lM7E0VmkhgXIOmuLQqKXEtCiCLLyQkyPahJFE979+7l\nxvXLlCyhlaQ4E0mMC4CtrS0ajcbwpLeUlBS5wEyQejEvc90opbh58yYajQZbW9tCjkwIIcSTRinF\n3r17IeUUXvVc5G9zJpIYFwBra2sqVqzI5cuXiY2NJS0tTRIaE6RezMtaNxqNhooVK2Kd9UEwQggh\nxEOKjo7m+rVzuJdKZdTgp3fOYlMkMS4gzs7OeHl5kZaWRkxMDNWqVSvskIocqRfzstaNra2tJMVC\niKIpKQkCAjJ+j4h4LA+hEgUnKSmJDz/8ELQ3aN20rLQWZyGJcQGytrbG2toaKyurp37uWVOkXsyT\nuhFCFBs6HURG/vu7KFY2b94M2muQ/g+NGjQs7HCKHJnHWAghhBDiKXD79m1+iQiHtAu8NrwOpT2k\ntT8rSYyFEEIIIZ4CUVFRpCZepHEDV+rWcivscIokSYyFEEIIIZ5wly9fZv369aC7R8P67oUdTpEl\nibEQQgghxBNMKcW6desg9TxW6i71az9T2CEVWZIYCyGEEEI8wX788UfOnj4M2su896Y/9vYy65E5\nMiuFEEIIIfLGw6OwIxAWSk1NZfdPuyD1byaM8sbDXWZAyokkxkIIIYSwXIkScPNmYUchLLRixQrS\nkv+hTo0S1PZyLexwijzpSiGEEEII8QT666+/OHY0EtLO0DGwYmGHUyxIYiyEEEII8YRJTEzk80Wf\nQto56nq5UKemTM9mCUmMhRBCCGG5pCQIDMz4SUoq7GiECampqaxfv5605GugvcawF2sVdkjFhvQx\nFkIIIYTldDrYt+/f30WRopRiwYIFxESfAu11xg2vT0lnu8IOq9iQFmMhhBBCiCfE2bNniTl7HFJO\ngC6OOjLgLk+kxVgIIYQQ4gmQmprKRx9+COk3cXXR8fIL9bG2ljbQvJDEWAghhBCimNNqtcyaNQvS\nb4L2Mm++2gT3Z2TO4rySxFgIIYQQohi7d+8eU6ZMQWnvQloMb/7HV5LifJLEWAghhBCiGDt06BBK\nexPSLtKxTRmerepS2CEVW5IYCyGEECJvnJz+j707j4uq3v84/pqFYQcBBQEFxH3LvdTM0CzNTC1b\n1dSsa7ebmVbX7NZN0/asm6al2aa2/LKsNDN3zNRyzQUXQEbZ98VhnfX8/hhFEVBAcEA+z8djHh3O\nmTnzmRPi2y+f8/06ugJxkbi4OLCk07urK/cMD3N0OQ2aBGMhhBBCVJ27OxQWOroKcU5JSQnHjx1F\nrZxl7L19UKlUji6pQZNbFYUQQgghGqhjx45hNmbRsa0X7m5Oji6nwZNgLIQQQgjRAFmtVn5cvRos\naXRuL0s+1wYJxkIIIYSoupISuOsu+6OkxNHVNGrbtm0jKyOaFv4lDOwb6OhyrgvSYyyEEEKIqrNa\nYf36C9vCIcxmM5s2bgTTacbe2x4nJxnrrA1yFYUQQgghGpjNmzdjyNXTtpVOpmerRRKMhRBCCCEa\nkMOHD7Pm5+9RW/XcNyLc0eVcVyQYCyGEEEI0EAUFBSz5eDGY4rj9Fn/CWno6uqTrigRjIYQQQogG\n4sCBA9jM6bhocxl+W0tHl3PdkWAshBBCCNEA5Obm8s0334DNwIOjwnFxkTkUapsEYyGEEEKIBuCX\nX34BczxYc6SFoo7IPzWEEEIIUXXu7qAojq6i0SkuLmbvnj1gSeHBkSEENXd3dEnXJQnGQgghhBD1\nWFFRETOmTwelkJaBzgweEOzokq5bEoyFEEIIIeopRVFYunQp2LLApKdrxwBHl3Rdkx5jIYQQQlRd\nSQncf7/9IUtC17no6GhOHtsHplhG3hHIyKGhji7puibBWAghhBBVZ7XCDz/YH7IkdJ2LjY0FWy63\nD2zOXUNCUKlUji7puibBWAghhBCiHjIajWzbugWs2XRs28TR5TQK0mMshBBCCFHPHDlyhMWLF4M1\ni9YhKjq183F0SY2CBGMhhBBCiHrm+++/B+MJsJ1lxJD20kJxjUgwFkIIIYSoR44fP05GeiLY8pjx\nj450kDaKa0Z6jIUQQggh6onCwkIWLFgA5iR8vNUSiq8xCcZCCCGEEPXEN998A9YssGYx7bEuji6n\n0ZFWCiGEEEJUnZsbFBRc2Ba1RlEUDh86BMaTPHxPuCz77AASjIUQQghRdSoVuEtgqwvZ2dmYTfn4\nN3Umon+Qo8tplKSVQgghhBDCwfLz83nppZfAlkewjBQ7jARjIYQQQlSd0QiTJtkfRqOjq7lu/Pbb\nb2A1gPkMdw5u6ehyGi0JxkIIIYSoOosFli+3PywWR1dz3YiKigJzHG3C3Aht6enochotCcZCCCGE\nEA60YsUK0tPi8fYw8tw/b3B0OY2aBGMhhBBCCAfJyclh185tYE6hTZg3arWscOdIEoyFEEIIIRxk\n8+bNYMkESzJ3RLRwdDmNngRjIYQQQggHOXz4MFiSmfV0N8Kkt9jhJBgLIYQQQjjApk2byM5Kw93V\nJqG4npBgLIQQQghxjZ04cYLVP3wHJX/TtaMvKpX0FtcHsvKdEEIIIarOzQ0yMi5si2orLi5myceL\nwXSC/r2bMOH+to4uSZxT70eMS0pKGD16NO3ataN79+4MGzaMM2fOAJCRkcGwYcNo27YtXbp0YefO\nnaWvq+kxIYQQQlyGSgXNmtkfMspZI/PmzaOkKJ0W/mYeua+tjBbXI/U+GANMmTKF6OhoDh06xIgR\nI5gyZQoAs2bNom/fvsTGxvLFF18wbtw4LOcmG6/pMSGEEEKIunLo0CGys5LBdIqbevrL9Gz1TL0P\nxi4uLgwfPrz0X1N9+/ZFr9cDsGrVKp566ikA+vTpQ0BAQOnob02PXcpoNGIwGMo8hBBCiEbLaISn\nnrI/ZEnoaomOjmbJxwvAeJzWoToG3Rzk6JLEJRpcj/HChQu5++67yc7Oxmaz0axZs9JjYWFhJCQk\n1PhYRd58801effXVcvtjYmLw8PCo8DVZWVmcPHmyph/xuiXXpXJybSon16Zicl0qJ9emcrVxbVRF\nRbT/6CMAoh97DOU66DO+Ft8zqampHDhwgDat/Gnbaijtwr2JS6//o8VZBl9OJl1dD3RRsYW2Hf3w\n8gu4Zn82CwoKavS6BhWM33jjDWJjY1myZAnFxcXlenIURSndrumxS7344os8++yzpV8bDAZatmxJ\nu3bt8PLyqvA1J0+epEOHDlf+QI2MXJfKybWpnFybisl1qZxcm8rVyrUpLCzdbN++Pbi7X2VVjlfX\n3zOKovDdd9+Rcnozrk5neWZcX5ycMuvs/WrTyaS2dGgRe1XnyM4pIfZEFC3a+lyzP5s1/Q1/gwnG\n8+fP58cff2TLli24ubnhdu5fqJmZmaWjv/Hx8YSEhODn51ejYxVxdnbG2dm5Tj+bEEIIIa5PeXl5\nLF26lJTE42jI5Z3/9sPJqd53sjZaDeL/zPvvv8+3337L5s2badKkSen++++/n8WLFwOwb98+0tLS\nGDBgwFUdE0IIIYSoLT///DP66EgwRjH9H13Q6TSOLklcRr0fMU5KSuK5554jPDycQYMGAfZR3D17\n9vD222/zyCOP0LZtW3Q6HStXrkSrtX+kmh4TQgghhKgNubm57N/3F1hSmDuzJwHNGn4/9vWu3qfB\nFi1aVNoDHBAQwKZNm2r1mBBCCCHE1UpLS2P27NlgTqZfL18JxQ1Eg2ilEEIIIYRoKBITE+2h2JoF\n1nT69QpwdEmiiur9iLEQQggh6hFXVzh9+sK2KOe1114Daz4Yo+nSwZt2rb0dXZKoIgnGQgghhKg6\ntRrCwhxdRb0VFRUFtmIwHaNlkCtPP9bF0SWJapBgLIQQQghRC/R6PcuWLQPzGW7o6MnEB9o5uiRR\nTdJjLIQQQoiqM5ng3/+2P0wmR1dTb9hsNt5+6y1Kig1gy2XSg+3wcHdydFmimiQYCyGEEKLqzGaY\nP9/+MJsdXU29kZqaCkoRGI8RHuKGu5uE4oZIgrEQQgghxFVITU1l7ty5YM3F083IPyd0cnRJooYk\nGAshhBBCXIVffvkFTLFgieeZx7vg7aVzdEmihuTmOyGEEEKIGsrPz+fQ3/tRWTOYO7Mn/k1lCruG\nTEaMhRBCCCFq6KOPPsJqSqNPdz8JxdcBCcZCCCGEEDVw8OBB9KeOgTmeW25q7uhyRC2QYCyEEEII\nUU0Wi4Vvv/kGTDEM6t+Udq2bOLokUQukx1gIIYQQVefqClFRF7Ybqd9//x1DXgItAqw8OKq1o8sR\ntUSCsRBCCCGqTq2Gzp0dXYVDlZSUsOq778CSTs8bmqJSqRxdkqgl0kohhBBCCFFFFouFF2fNAmsW\nWDMY2Fd6i68nMmIshBBCiKozmeCNN+zb//kP6BrXnL179uyhqCAJTCd4cmInPD0a1+e/3kkwFkII\nIUTVmc3w6qv27X//u1EF47y8PFasWAGWNJ54pBPduzR1dEmilkkrhRBCCCHEFRgMBl544QUwp4A1\nl07tZBaK65EEYyGEEEKIy1AUhZUrV4IlAyxJTJ3cCRcX+aX79UiCsRBCCCHEZURHR3Pk0G4wRfPw\n6BZ07ejr6JJEHZFgLIQQQghxGVu3bgVLKveNaEVE/yBHlyPqkARjIYQQQohKrF27liN/78Jdl83N\nfWRqtuudBGMhhBBCiAoYjUa2btkCpqNMerAtbm7SV3y9k//DQgghhKg6FxfYu/fC9nXsp59+oqTw\nDJ3beXFDJz9HlyOuAQnGQgghhKg6jQb69HF0FXXKYDDwyiuvUFyYhdZ2hodGd3d0SeIakWAshBBC\nCHGRX3/9leKCdDBF89j4tvg3dXV0SeIakWAshBBCiKozmWDBAvv2M89cdyvf5efns3fPHjCfIjzE\niZ43yOp2jYkEYyGEEEJUndkMM2fat//1r+sqGNtsNhYtWkSR4TitQ9Q8/2Q3R5ckrjGZlUIIIYQQ\njZ6iKHz55Zecifsbf+8spj7aBbVa5eiyxDUmI8ZCCCGEaNQUReHdd98lLuYgLpxk/JiOMjVbIyUj\nxkIIIYRo1GJiYoiLOQSmWP45oQPt2zRxdEnCQSQYCyGEEKLR2rNnD7ExJ8B0ghu7e9CxnY+jSxIO\nJMFYCCGEEI2Soihs2LABrLnc1MOLx8Z2cHRJwsEkGAshhBCiUdq2bRspSdGoKOH+u8MdXY6oB6Sz\nXAghhBBV5+ICkZEXthsgq9XKRx99RNSRPWCMplP7tnh6lDi6LFEPSDAWQgghRNVpNBAR4egqrsrR\no0eJOrwLTMeZeH8rfAM9gTRHlyXqAWmlEEIIIUSjoSgK27dvB0sadw4KpH+f5o4uSdQjVx2Ms7Oz\niYyMJD09vTbqEUIIIUR9ZjbD4sX2h9ns6GqqbevWrZyI2oO3ex7DBrVwdDminqlWMF66dClLly4t\n/frQoUO0adOG2267jfDwcDZu3FjrBQohhBCiHjGZYOpU+8NkcnQ11ZKUlMTqH/4PlfkEkx9qj4uL\ndJSKsqoVjJctW0bTpk1Lv549ezYjR47EYDDw3HPP8dJLL9V6gUIIIYQQV6u4uJh5c+diKznF4Jub\n0qGtLOIhyqtSMN6xYwe///47er2es2fPln4dGRlJv379OHjwIL169eLEiRPs2LGDHTt21HXdQggh\nhBBVYrVa+c+LL4ItF6zpjBoa5uiSRD1Vpd8hnD59GgCbzUZqaioajYbY2Fg0Gg1ubm6cPn0ai8WC\n1WrlzJkzKIrCwIED67RwIYQQQoiq2Lp1K0UFaWCM4oGRrXF21ji6JFFPVSkYT5w4EbC3UiQmJjJ5\n8mS2bt3KkCFDmDBhAmBfZzwoKKj0ayGEEEIIR9u/fz+rf/gGLEmMuSuc224JdnRJoh6rVtf5vHnz\nGD16dGmv8bZt20qPffvttwwePLjWCxRCCCGEqImkpCSWffIxmOLwdM1n8ICOji5J1HPVCsaDBg0i\nISGBU6dO0b59ezw8PEqPjRw5ksDAwFovUAghhBCiukpKSli5ciWYEwkNNPLsE73RamX5BnF51Z6n\nxNvbm169epXb36NHj1opSAghhBD1mLMzrFt3Ybue2rBhA2fi/gZrJo/c10mmZhNVIt8lQgghhKg6\nrRbuusvRVVxWfn4+v/32G5gTGNTfl5bBHld+kRDIktBCCCGEuI4oisL3338PlnSwFXDPna0cXZJo\nQGTEWAghhBBVZzbD11/bt8eNAycnx9ZziejoaPb8GQnmOB6+p5VMzeZA+ngDe//OwMVZQ9yZXNz8\nchxd0hVJMBZCCCFE1ZlM8Oij9u37769XwTgjI4OFC/4H5tPcd1cIEf2DHF1So6WPN3Db/etITCnA\nagWVCg4dX8nTTz9NeHi4o8urVI1aKfLy8vj000958cUXycmxp/+DBw+SnJxcq8UJIYQQQlTVzp07\nsRrjaeFvZPAACcWOtP9wJmkZxSiK/WtFgZycHNavX+/Ywq6g2iPGR44cYciQIXh7e3PmzBn+8Y9/\n4Ovry08//UR8fDwrVqyoizqFEEIIISqVnZ3N9sitYEnjsbFd0GjkNipH8m/qislsxWZzdCXVU+3v\nmmeffZZJkyYRGxuLi4tL6f4777yTHTt21GpxQgghhBBV8euvv2IsjOXm3j4ENXd3dDmN3r5DmSgK\naNSgVoFGo8LX15fhw4c7urTLqvaI8b59+1i6dGm5/cHBwaSlpdVKUUIIIYQQVaXX69m9KxIn0hg5\ntKejy2n09PEG3lhwEEUBqwJOWhVdOwUwcPBD9bq/GGowYuzi4oLBYCi3Pzo6mmbNmtVKUUIIIYQQ\nVWGz2fj8s89QjNGMGNKCJt71d9GRxuK1Dw6SZzCXfq3VqvFt4oqvr68Dq6qaagfjUaNGMXfuXMxm\n+wdWqVQkJCQwa9YsxowZU+sFCiGEEEJUZvPmzWSm6wlqZuKOiBaOLqfR238ok69Xx5bZ5+2po6mv\nm4Mqqp5qB+P58+eTmZmJv78/xcXF3HrrrbRp0wZPT09ef/31uqhRCCGEEPWFszOsWmV/OHhJ6Nzc\nXH5d9wuYTjBiSAhqtcqh9TjSWYOKnFwVJhMYjY6r453FhzCZFVTn/lf4eOtY8s4teHk2jJH8avcY\ne3l5sXPnTrZt28bBgwex2Wz07NmTIUOG1EV9QgghhKhPtFr7/MX1wMqVKzEWnKR/bx96dWtc7Zz5\nBSpWrXXlp99cSEzRcOR42fmk7xpSwm0DjPTvY+KmnuZKzlK5VWvj2LU3jV691XSoYCB+++4U1mw4\nw6hhYaXzRW/bmcwPv54G7NOz+Td14bulQ+jawZf127Kq/yEdoMYLfAwePJjBgwfXZi1CCCGEEFWy\ndetWjh3di5drJg+O7O3ocq6ZU6c1PDGzCdt2Xn4E9tctLvy6xT57WJtWFm7oaGbezHw6tbdc9nXH\nTubwxMwd7N6XgQJovjyB1nYrY+9tW/qcDz+NYvrs3dhssPCzKKaM78DphHxOnTGUzlsMMLBvcyL6\nB5GdU1Ljz3utVTsYT5s2jTZt2jBt2rQy+xctWsSpU6f44IMPaq04IYQQQtQzFgv89JN9+5577CPI\n11hKSgrfr/oKtTmKB8aE4+Jy/S3ka7OB1QonT2n564COPIOK9Vtd2L67+i0Jp05rOXVay4ZIZwbd\nbOKhUcWMG1Nc2u5wnj7ewO0PrSctvYjz+dZqtTH1P7sIau7Otp3J/LolgYNHs8vUuWTFyUve0R3w\nIDgwmJ/Wu+DjbSMrxwslUaG+q/Z30urVq1m7dm25/f379+ett96SYCyEEEJcz4xGeOAB+3ZBwTUP\nxlarlVWrVqGY4hl2awB9uvtf0/evC0YjRJ10IilVw9c/uhKfpOFErJb8givfCtbc38qdg4307Goi\nuLmNjCw1kbudidylIyNLU+a5RcXq0pHkV9/3ZNTQEu65s4RWIRaCmtvYdyiDrJwS1Bp7KD8v96yJ\nOx5ch7nCwWZvoAPQBOgCeJYeWbDM/gBfoAWtWl2HwTg7Oxtvb+9y+728vMjKahj9I0IIIYRoeBRF\nYd68eaQmHaWJew5DI3o5uqQaUxT4+6gT23bpeH+pB6npmiu/6CKTHy5k+j8K6dTOguaSlz4xoQiA\njCw1X6925Y89On76zbXMc06d1vLeEg/eW+IBQIugQlx0bTGbPQEdYAKyACOQhtlSAuQCroAz0BJo\njT0Ul+1vrkx8PGRnF+HnV39nqKh2MG7Tpg0bNmxg6tSpZfb/9ttv9X7SZiGEEEI0XJs3byY1+RSY\nTjHl8U64uta/FoqSEvhqtRvf/+KCoUCNPl6D2aIiPMRCUbEKVxeF5DQNmdlqbLbqzaIRHGjlifGF\njLmr5Iq9wgD+TW3MeKKQGU8U8teBAtZudGHFD24kp5YP4Ukp7thbIAKrVVN1aDRw+HA6gwe3qrP3\nuFrV/o569tlnmTp1KpmZmaU3323dupX33ntP2iiEEEIIUScyMjJY/cMqMJ2idagLrcO8HF0SACYT\nbP3Dmeg4LWs2Vt4DfCBPV6XzNfW1cvutRkKCrYS1sKJWw913lODtqeDmVvNWhL69zPTtZeal6QV8\nvFzhncWQmR1U4/NdysvTSsvAfB4aXUJYS2ea+1vJyVPTtYOFIyesLF91hl79+9frUAw1CMaTJ0/G\naDTy+uuvM2/ePADCwsL4+OOPmTBhQq0XKIQQQojGzWAwsHjRIjDrCQ2y8dw/u13T9zca4Y89OrRa\nSM9UczzGiYJCFYePO3H0hLZcL291dWxr5pnHC7nlJhNtWlnQVS1DV0vcmbO8vegQf0dlcfhYDmaL\ngr331wN7O0QgYMPeM2yiibcnBoM7NqXyPufgQCu3DTDyxCOF9O9z8ZRwxWWe59+0hG27MtHp6v88\n0zX6HcSTTz7Jk08+SWZmJq6urnh4eNR2XUIIIYQQACxfvpy0pD2EBOQzY8oNaDTVXp+sHJsN8s6q\n2H9Yx6bdJpq4enA8Vou7q4KhQE1WjpoSo4rUdDU5eWrOGqr3nkHNrdw+0IiXpw13VwWTWYWiQFqm\nmhaBNjRqBf+mNh59qIgm3nV7U1pMXB597vwJQ/6l8xnnnHsklO5RqSCspSdbVt0FwNCxf5CZqUan\n8+LBUTfRv7cn7m42PNwVBvY1OWJSkjp1VR+nWbPGNZm2EEIIIa6tI0eOEHX0AGprElMn33jVfcUJ\nSRrWbHThnY88SEo5P9JrBq6+NcOniY1JDxRx34hi+nQ341S1e9Lq3FerY8kvF4rtvDydGDIgGLUG\nggLcaRvuzfDbQggPtV+Pj957hLzM/fS6oSnhoVouHQ2+3lTpu6tnz55s3boVHx8fevTogerSie8u\ncvDgwVorTgghhBD1jE4HX3xxYbsOHT58mE+WLgHjMR4YGY63V/XfT1Fg03Zndu/XsW2njp17r35p\nYj8fK54eCu3CLTT3tzHgRhMT7i/CyQnUVz+YXesCA9xwclJhMpcdmb5zcAsWvTGgNARXpGULP27v\n23gmV6hSMB41ahTO59ZDHz16dJ0WJIQQQoh6zMkJJk2q87dJSUlh2ScfYyk8wM29PIjoX73ZEk6d\n1rDoc3f+PKBj799XDtS+PjbCWliwWFW4uylo1Pb2h+6dzTTzs9G7m5mwlhZ0TtCxnaXc4hiX0scb\n2H84k97dml02eF4LPt7OtAtvgp+fMwcOZ2Ey2whu7n7FUNwYVSkYz549G7BPqh0REcENN9yAj49P\nnRYmhBBCiMYpKSmJZcuWYS6KZlA/Lx4c1fqyv62+2NY/dMyZ73nFkeHwUAvPPlFA725mXLxD6db6\nVG2UDsDn357kqRd3ARDawoP1X9/p0ABaYrTi7Kxhwn3t+Pz9CA4cyTrXGiGh+FLVatTRaDQMHTqU\nEydOSDAWQgghGiOLBTZutG8PHVrrK9/FxcXxwf/mYyo4QWDTfEYP616lUPzXASeWfe3GF//nhqKU\nf75OpxDW0sodt5bwzOOFtA6zlo76nkyqndkStu9O4a0P/2bj9uTSfbGnz7J+awJTJ3eplfeoCaPR\nvoyds05DeKiXBOLLqHYnTNeuXdHr9XVRS4WmTZtGWFgYKpWKqKio0v2xsbH079+fdu3aceONN3L8\n+PGrPiaEEEKIKzAaYcQI+8NorNVT5+Xl8c4772AqOMrNPVX8Z1oPXFyuHLw/Xu5GvxHN+Pxb9zKh\nWKVSuOPWEl56Jp/EA+lE78zgw9cNtGllvWIrRHVt25nMkPvXlQnFYJ/9wtFKzgVjF+erm1auMah2\nMH799dd5/vnnWbduHampqRgMhjKP2nbfffexc+dOQkNDy+x/4oknmDJlCjExMcycOZPHHnvsqo8J\nIYQQwjGOHj3Ki7P+DZZ0PF3zGTemDTrd5YNcZpaayTOa8K9ZTcrsd3JSeHl6PtE7M9j4fzm8Nisf\n/6aVJ9TT8RlMef53+g7/ibsf2cD23Smlx7bvTmHy9O3Mfnc/+vjyOUcfb+DDz6KYPH071greQqNR\n0aWD7xU+fe05X++TM3ewYNlR9PEGjKZzI8YSjK+o2r//GDZsGAAjR44s86sNRVFQqVRYrdbaqw4Y\nOHBguX0ZGRkcPHiQTZs2ATBmzBimTp3KmTNncHNzq9GxsLCwWq1bCCGEEFWTmZnJ8i+/xFZ8mJbN\nFR4c1fGycxUrCuzco+PRGU2IO3MhyqjVCuPHFPPsEwV063z5JZO37kji/9boycs38sMvp8sc2/h7\nEpv+bzgpaYU88Tg94QAAIABJREFUMjUS27nJHBZ9HsXUyV2Y+EA7wkO92L47hbsf2UBBUcXvpVGD\nWqXw5sK/AQgJ9qj2DXk2m8LCT49y6rSB++4OJ6J/xavV6eMNzJm/n5U/lO2VXvBpFCOH2gcXZcT4\nyqodjLdt21blBvi6kpiYSFBQENpzfU0qlYqQkBASEhJwd3ev0bHKgrHRaMR40a+K6mJUXAghhGis\n0tLSWLxoEfk5B+nWUceTEztdNmdk56iY+IwPv25xKbNfp1NY+WEuD4wsueJ7fvRlFFP/sxulknU1\nzGYbk56JJCG5sMxzcvJMzH3/ICt/iOW1F3rz+HM7KC4pPyDo4aahWVNX4pMKMFtg0+/JbPo9GXdX\nDahU+DRxpk+3ZnTt6Fsass/bvjuFNRvO0Kd7M7RaNT/+que7tfbgvuybE2z89q5y4fjn9acZ/3Qk\nhRUE9NMJ+azdcAZ3NyecrzACL2oQjCMiIuqgjOq79A+NctF3bk2PVeTNN9/k1VdfLbc/Jiam0hX/\nsrKyOHny5GXP2xjJdamcXJvKybWpmFyXysm1qVxtXBtVURHtz21HR0ejuLnV+FwZGRns378Pbw8L\nrW7qxU09AohOrjgUp6TZ+PhTM2vWWzBfslZFrx5qXv+vM6EtPTiZVPF7JSZlE3UiCT8fD6a/sqfS\nUHxefFJhpcdOJ+QzafoOzObyodjL05UP35lIYPMm/GPaMuITs0uPFRbbn19YZCEppZCffjvDJ1/F\n8diECG69uSORO4/z1vvrKq3NZFK4Z/I2RgztwYSHb6FlCz8Sk7IZO/ULiosrHyE/nViASgU/bDDR\nrEXby3/wS2QZfDmZVL3XXKqo2ELbjn54+QVcsz+bBQUFNXqdSrlSMjynqKiIf//73/z888+YzWaG\nDBnCwoULadq0aY3euLrCwsJYt24dXbp0ISMjg7Zt25KdnY1Wq0VRFAIDA/nrr79wc3Or0bHqjBi3\nbNmSs2fP4uVV8a9BTp48SYcOHeriMjRocl0qJ9emcnJtKibXpXJybSpXK9emsBDODwwVFIC7e41O\nk5CQwBuvz0ExxtGjo43HxnbAyals+0RyqprIXc68v9Sdv6PKz0WsUik8PraI/8014O5WPs7o4w3s\nO5TB6XgDby8+QkGRCUWByro+1eqru1nOv6kL3y0dUjqi+/Jbe3l9waErvk6lAh9vHfmFZszmqi0P\n7dtER68bmpKcVsjxmLPljmvUlOt51mhUbFlVfsT5ck4mtaVDi9gqP78i2Tkl/OetKFq0Hc1///vf\nqzpXVRkMBry9vS+b1ypS5RHj2bNn8+WXXzJu3DhcXFz49ttvefLJJ/n+++9rVPDV8Pf3p0ePHnz1\n1VdMmjSJ1atXExYWVhpua3qsIs7OzqWLmwghhBDi6hkMBpZ98gmKMY7ApgU8NrZnaShOTb8Qhg8c\nqXxhjmGDSlj5YR5N/cqmv+hTeSz49CjpmcX8eSCDtIyiy44Od+3og69fAKNvb8Jn30ZzMjYXyyXB\nedigFhyNziE5pajCc3Tv7MdjY9uXWUoZYPLDHfjs22jSMi6/jLKi2Ns0qiMnz8TmHSnl9mu1KloG\neTDtsc48O+evMp/dZlVYuzG+WsG4salyMP7xxx/57LPPeOihhwAYP348N998M1arFY2m7npWnnrq\nKdasWUNaWhpDhgzBw8ODU6dOsXTpUiZNmsQbb7yBl5cXy5cvL31NTY8JIYQQ4gp0Oli06MJ2Ndls\nNj755BMyUvYTGljMv//VkwNHnFnxvRsnT2nZ8ZcOq7XidgqVSmHcvcU89WghN/U0l5tyTR9voO9d\nP5FnMFf4+vIfRc3C126mecitdGgRy8ihYazbnMDc9/eTnWtCpYKwlp4sfnMAACu+j2H+R4dLWyIA\ntBr439x+FYbN8FAvdq0dxYrvY/j9z1T+OpCB0WS9YhvHpTzctdzcO4CNvydf9nlenk68PqtPaUD3\nb+rKlH//Udp77KRTl96IJypW5WCcmJjILbfcUvr1jTfeiFarJSUlhZYtW9ZJcQCLFy9m8eLF5fa3\nb9+eP//8s8LX1PSYEEIIIa7AyQmeeqrGL//zzz+JPbkXX/d0AgNu5oEpHqzd5ILNVvkNd839rcz8\nVwGjhpUQHlr57FdvLPy7yqG4b09/3nzpRiL6B5X2JYeHejHt8S6MuD2E9VsTAMqMAs95vjcR/YMY\n/1QkhgITzjoNC+ZVHIrPCw/1Ys7zvdHHGxj96CZS0gpw1mnRaFQkpRZWGJKDAlx595W+bPkjhZBg\ndybcb79B74NPjvDCa3swVdBuodWq+PitAYy990I/8Nh729K3VwArvo8hMbmAR+5vJ6PFV1DlYGy1\nWtFd8i9DrVaLxXL56VCEEEIIIcC+yNbXX62gIC+N+LgI3lrUpNLn+vlYefShYh4aVcwNnczs3JvM\n/5aepl/vALJzjeee48yWHcm0DPYgNb2Qz76JrvR8ajW4uzlhNlsJDHDn648GVzplWnioV6Ur1UX0\nD2LHz3dXe1nl8FAvfv7ijtLXAazfmsD+Q5msXn+awiILKhU0b+bG1x8NJqJ/UJmQCzB9yg1079KU\nh/+5lbRMe3uGp4cTQyNa8NSjnSsdtZ7zfO8q1SiqEYwVRWHSpEll+m1LSkr45z//iftFjfc//vhj\n7VYohBBCiPrDaoU//rBv33ILVLGdsri4mI8WLyJRn8zm7bdiNJWNIGq1Qt9eZjq1NTPt8UK6dLCU\ntkps25nM7Q/+is0Gi76o2oq1KkDBHoiHRrRg5lPdCQn2qHagrUhNl1W+9HXnw/crz/WqcIS6IhH9\ng9j1y6gqP19UT5WD8cSJE8vtGz9+fK0WI4QQQoh6rqQEBg2yb1djVoo9e/ZwKiaHzdu7lwnFPk1s\nTLy/iMkPF9G1Y/nfQsfE5fGvF3dWa7YItQrem9OXhORCRg4NLTOSWh9D5OVGqGvj+aLqqhyMv/ji\ni7qsQwghhBDXqfz8fObO3UBkZJsy+8fcVcx7sw2Etqy4b1gfb+Cm4T+TZ6jejA0vTuvO9Ck31Lhe\n0XhVe4EPIYQQQoiqMplMTJu2kMjIsivV3Tk4mbdfzud0YgGvvheD1aqQnl0EqLiphz8TH2jHv+f+\ndcVQ7KxTYzLbUBRwd9Py2gu9JRSLGpNgLIQQQtQj27dvZ8WKFXh4eNC2bVvuuusuwsPDHV1WpfR6\nPfv378ff35+MjAx69+5dWq9er2fKlLls29YccD33Citq9SY2/76XrhEqio3leyQ2Ribx5ocHy61w\n162zH21bebLnYCZn800E+rux5J1biDqZA0i/rbh6EoyFEEIIB9Pr9SxYsIDIyEiOHj1a5thLL73E\nkiVLGDt2LAcPHmTFihWEh4czYsQIhwfm3zZtYtxjj1FUVITFYkGr1RIWFsaSJUvYu3cv//3vR5hM\n44CLZ7Vaj812ABtgsVY+oe+loVijgQ/OzResjzeUuYlOpiATtUWCsRBCCOFAer2evn37kZmpA5oB\ndwN+gBlwIT8/h3Hj5jF79v+Ijz+M+VxifPfdd/n999+vaTjW6/Xs37mT3kACMPqhhzCZLrQ6WK1W\nYmJiGD16DGfPtgUeoGwoPgQcqNF7PzXpwnRkNZ0VQogrkWAshBBCOMjKlet4/vnPycy8G6hssayW\nQDdOnQLoA6QAh0hKimfFihXMmTPnmtT63XffMWXKFCxmMxqgCLCayvf/KkoAZ8/eRfnP8ycq1aZK\nV30LCPBHq9VQVJhLbl5J6f7zq88984+utfVRhKiUBGMhhBCijinn0qDZbCYhIZnjx7N4+eUfOXrU\nCehWjTMFnHt0Bw6zZMluBg7czuDBEbVc8QUnTpxg4cKFLF36ybnPcT7ZaoEQ7L3DPthHu1tgH+2+\n1FFuuekwwS0HEKMvRKPR0K1bN/Lz80lNTWXKlCk8+OCDHDp0iC+/+IzjJ04SfeIA7i5qWrZwZ97M\n3jJCLK4JCcZCCCFELVIUheLiYjZtOs7GjQdJSsrlzz/jKCo0YraEYLGc/6vXpcLXO2nz8fLMQK1W\nkZXjhKL4AW6XPEsFdCc9HW6//Wc6d16Jv38qzz33NMOGDUOlUrF9+3Y+//xzmjRpUnoTX1VkZuaw\nZMlO/vjjFMnJeRw/noM9LswCNIDx3Ne6y53mnGzahf9J29b5BIfeTodOPfjk88fx9PSs8Nm9e/em\nU6dO6PV6Ply4EDCDNZfl359i3eYEBg8IomfXpvj6VHzthLhaEoyFEEKIKtLr9fz6669kZWWRm5tL\ndLR9CeL27dvTrFkAWVkBrF4dT0aGDbP54uAYfIUzn0atiqV3byvdu3cAnHH38KSgoICoqD/4++8Y\nSko6njtPO+wB1c5m8+HoUR8ghK1bN9Om9WZahrgRGbkR++iuFfiR//73A156aSrHjh1jxYoVODk5\nER4eTnFxCeDP2rWnyMjwxmj0RlHOn1+DfST4YpeG9MrE0Kvbn/TqHoKTey8mTnqMPn36XPFVbm5u\ndOnShYUffkhOTg4bN27kz13byC7M5/t1er7/5QxPPdqRrh19UZ1fGk+IWiLBWAghhDjn/NRj56cc\ns1ptfPHFDtat+5OTJ2OIiclBUWyABSgEmgBaNm0ynNtOpup/tZoAPfAXGk0ivr6+TJ+xgLvuugs3\nNze0Wvt5jEYjGzduZO3atWRmZpKTfZydu4xAW8D7knN6cyoOTsUBjChz5OxZmDkzG4gD/AEn4Hwv\nrxVoVY0rVV6LwGw83AsoLDqNThdNx/YBBIUMoVPnzowZM4YWLVpU63zOzs4EBgYyadIk+vfvz2ef\nfUZejhvYiln8ZTQo9lXyfJo407tbM3p0aYpGo8JZpyEwoKrhXYiyJBgLIYRo9PR6PV9//TXvv/8+\nRUVFuLqGExh4J3FxCmZzk3PPCjv3qC4TkIl99DYTSMceqk8BxQCMHz+RV155pcIZJpydnRk5ciQj\nR44E4JtvvmHf/skYjb8BPbH3KFc1dDpRfgS4MoXn6s0GbKhUVvybQkiAK1Oi4jGhYcuQIFx8dGg1\nebh6+INiBXVrULWjc+fOjBs3Dj+/inqOq6ddu3a8+eabrF27lsjISEqKz83aYc0hNz+PzTvNbN4R\nBahxc1GY+VQ3XF00eHnqUKtlVFlUnQRjIYQQ15XExESOHDlS4YITYO8BTk9Px8fHh127TvLzzxtZ\nuvRrTCZP4D6gBSaTfYS1ZoqxT0sWj31EuPKV23Q6Ha1atao0FFekb9++tGvXjjNnzpCfvw/YBwRh\nD+0hQBtAfe5RXSnnak8Fkrhwox107XoDU6dORVVUxOPTpwPg8+AyAsLDSUlJoUOHDvj4+BAUFISr\nq2tFJ78qarWa0aNHM3r0aPLz8ykoKGDO7FdA0xRUTqAYAQ1FplPMeS8KFBOtwzwY2DeQm3r6S9uF\nqBIJxkIIIRqMS1sdLvXaa+8zb96bmM2eKIoTarWCVhuAn58vPj7N0Gp9iYtTKClxRqUCi8Xp3Cvv\nrcK7F2EfRQV7YGyCWm0CTNhsKiAaiALSsLdaQEhICGFhYUycOJF33nmH2NhYbDYbKpWK4OBgXnjh\nBYYPH16tuYjDw8P5+eefOXDgAElJScybN4/CwixMphRgN/Yb8wCcARg48CZ27jyNzeYBeGLvEfbH\nHpxLsPcRJwJRqNXF6HQ6zGYzGo0TJpMJlUqFTqdjwYIFREREQGEhnAvGDz/8MLi7V7n22uLp6Ymn\npycvzHqRoqIiOnXqRGJiIgaDgcWLFqAoalCKiUs4SVxCKseic7lzcEuCml/7WkXDIsFYCCFEg6DX\n67n11ltJTU3Fw8ODp59+mptvHsD7729k164MSkqaYLM1A6aWvsZmA5MJUlPtj+oxAbHYl7I4iH3B\nDQgODsbd3Z12bUIJCvRC59KcM2fi0J+Op2nTcCyWEIKCgnjqqafsQfKciIgI1q9fT1ZWFk2bNq12\nIL5YeHh46WtHjRrFa6+9xpdffllmOjW12sTUqVN59tln+fDDD3nvvfdKX3/jjTfi38wHk1kh32DA\nw9OLwYNfxtvbm44dOzJt2jTS09Nxd3dn0KBBPPLII2U+S31x8fULDQ0F4NW5r+Pt7c0PP/zAnj1N\nMBmL2Xv0NHsPHePG7l48NraDo8oVDYAEYyGEuI5daYS1Ifnss89ISkoCnDl71oXXXjuMfRTXm/I3\nodWEBUhDpUpEUdKAWNTqEmw2W+kzQkND2bRpE61btyYtLY3MzEw6d+6M2WxGp9OV3jBXkfDwcKZO\nnVrp8ZoKDw/n5ZdfZsOGDaSeS/86nY4XX3yxdPGP+fPn07NnTz755BOmTJnCww8/jMFgwMvLq8IW\ng/Mj0r169Wpw3zcBAQEAjB8/nvHjx5OQkMCaNWuIOrKHvYeO0bNrFm1aeeHpUZXp5kRjI8FYCCEa\ngIsDLsBvv/2GTqcr1zu7b180RUVZ3HhjT9LS0rjttttIS0vDz8+Pr776ql6O+l2JXq9n586/+Pbb\n3cCDQAcutAtUhxXIAgxABvYR4EwgGbXaTGiID507dSS4ZTjx8SrCwvoxY8YMUlJSWLFiBSEhIUyY\nMKH0mgcHBxMcbJ+GzcnJqeK3vEbCw8P55ptvmDhxIgUFBQQHBzNhwoQyzxk7diw9e/akQwf7iKm3\nd+X/mLh4RLqhCwkJYerUqbzwQiJns/JYsuIEAK/P6kNTP5kPWZQlwVgIIeqhjRs3smrVKsaOHUth\nYSGTJz9FXp4HKpUNjcYTi0XNrFlf4u/fCqPRC2fnILKynCgp0aLVmOjR83vatVMTH5+AothITk5m\n3Lhx/PHHHw0q8Kxc+SOPProQq7UvEHGZZ1qwz/IQS4tgV1SqPBSKcdG5Y7bkEp+Qi72f1lLulW5u\nbnz44YdERETg7u6Ov3/ZG7XatWvXIP5BERERQWRkZIMd6a1LKpWKF198kVmzZtl3KEW89NZeXpja\nnZZBHo4tTtQrEoyFEKKeOL94xPLlkRw4EAL48fnnawAP4PHS51nOZTurFZKSyp/HYtWxb58v+/YB\nTAA2ASmkpaWxfv36Ovl1fm0zmy08+eRyPvssDhh0mWeeAA4Ap3FyUjNq1CjGjx8PQFBQEIWFhYSG\nhrJjxw42btxIcHAwn376KQaDAYDmzZvz9ddfN4jgWxXXZKTXyQlmz76w3UD4+Pjw7rvvMn/+fNLT\nksFWxNuLT4BiZOq/2jq6PFFPSDAWQoh6QK/XM2DALaSmugNjuLBc8NXeRR8GTAEysNnWYTJVPnVY\nffF//3eYxx//icJCFednVrjAgkYTTc9uRRQVJ2BVTPTrdwtdu/6LkSNH0rp1a06ePFnaLnBeq1at\nmDhxIgBPPvkk69evB7iqG+AaLZ0OzvUuNzReXl7MnTuXX375hXW/aAAFTNHs+CuV8AAz7m4NJ+iL\nuiHBWAgh6oFPP11Oamo/oGsVX6Fg77O1ndtOxj7vrCsQTvmb0fyBR5n9yk6ysvJ44425FZ711KlT\nHDx40CE368XEnGLy5KXs2uVO+R7ieOAvIJoePboz49nncXNzo1+/fvj7+1frferqJjjRcNx9993c\neeed/P3333y6bBnFRide/+BvXp7eEzc3iUaNmfzfF0IIB4qNPcX997/G4cPeVByK92FfMMKAWn0G\nP78Azp7NQFHOoigabDYjNtuFKbouaAIMwL4y2vmFHlQUFHbjzTcz+PXXYdx7bz8eeeSR0gAcFRVF\nv379UBSldK7caxWO58x5l1dfjaH8Cm4GnJzWAvGoVCqCgkJYseIrOnbseE3qEhWw2eCE/QY2OnYE\ndU0WEnE8rVZLnz598PT0ZP369WTn+zFj9m5u6unPpAfby4p5jZQEYyGEcJCff97Effd9itXa+ZIj\nRajVO4B92GxWwL7q16xZs7jvvvs4cuQICQkJdOvWjX379vHee+/h5OSExWJh+PDhdO7cmRMnThAT\nE4Ovr0KBoTl79wdy4Ue+P0eO+HPkyDE+//wOIiM3ER4ezqpVqygpKcHJyYn09HQOHDhQ58G4pMTM\n4MH/4c8/NZQNxTZgC7CH228fyquvfsvp06flprL6oLgYunSxbxcUOGSBj9rUoUMHCgsLycrMJDtd\nx55DmdzYI5cuHXwdXZpwAAnGQgjhADNnruTdd48Bl4biFJycfmDwoN6Mue9j3N3d2b9/PyNHjiy9\nQaxHjx6lfbRdunRhzZo1pKenExAQwNtvv10mOBoMBv766y/effdLtmzxxL508HmdSUx04dVX3+f2\n2/ui1+tRFAWTyURAQAC9evWq1c+s1+v5/PPPOXbsGEFBwWzblsipU2FYLJcGkLPAOuyLa8CuXbvw\n9fUtnapOiNrm7u7OSy+/zLPPPgsqJzZtT6Jj2yZoNA1zNFzUnARjIYS4hhRFYcqUlXz66Wns/cDn\nFQEb0GpPEhDgz4KFC2nfvj1gn3+2MhcvD1zRaKqXlxd33HEHgwYNomvXnkRHBwI3Ak7n6mnNihVm\nVqz4FPgD+0gtjBs3rsojs9u3b2fNmjWMGjWq3OwOJpOJv/8+wTvvrOS337ZQXNwMCMD+10/PCs4W\nB3yHfdU5u/z8/AYzm4ZouNzd3VmwYAFzZs8m+kwun359ksfGdkCrlXDcmEgwFkKIa8RqtXHPPZ/x\nyy8plxyJR6tdzx139GLw4Ancc8891WoXqMoUXU5OTixZ8iFDhw7FZNoHTMLehwz2kDwI6Ia9feE4\ns2fP5qabbrriNGYbNmxgxIgRWK1WFi78gjvvfJT4eCeSkwsoKFChwguT2QXwBO65zJkygd20b1fM\nPfc+y59//smOHTsAKlyZTYi64OLiwjPTp/PO2yUcPH6Qos+imD6lq3wPNiISjIUQ4hrIzi5iwIC3\nOHlSc9FeKxrNGrp1U/GPf8zhiSeeqNO/gCMiIti4cSOvvvoq27d/DgylbCuHL/AAcBijcRsPP/ww\nu3btKhe6z8+3HBsby3ffrcJqDQL6YbN14tdfzz+rqn2nRuBP4A98fLz4ZNnPDBw4EL1ez/Dhw0lN\nTSUwMJDhw4dfzUcXosoCAwN5etozvP3WW5zU/80/Z/7B+6/2k6ncGgkJxkIIUQv0ej379u2jT58+\npUFSr9ezbt06EhIsLFqUh9F4cSguAr7HZjvDf/7zPWPGjLkmdUZERBASEkK/fv3IyPge2APcy4XR\nY7CPHHckPX0Xc+a8x9Kl83F1dS39TAMG3ElqahAQCIyl/NRwl2NFxSlU6rPYbEmo1Sdo3TqMsWNf\nLrPccnh4OOvXr5dV3IRDhIeHM278eL5eWQKWFDZsS2TMCPkebAwkGAshGo3zI50xMTHEx8ejKC6k\npaXSpIkLs2bNQqPRsGLFCqxWK2q1mokTJ1baSqDX69m/fz9+fn4sWbKEtWvXYjbbcHMLZMiQyZw8\nWUxsbDI2mxf2ntqLQ3E+sAJ7+4CKXbt2XbNgDPa/9L/77jvGjh1LWloiirIQ6A7cdVGdOhRlECtX\n2vjllzm0aOGKVqsmLi6H/PwHL/k8lzJi/2wmIAX7500F8mjTxp++N92Em3sLDAYvHnzwVYYNG4aL\ni0u5s1yTVdyEqMQtt9xCXl4ev677kW27/qZ/n+YEBrg5uixRxyQYCyEaBb1ez+DBg4mPjwc6AbcB\nfthbCfLYsmUR9jB3BsgDzKxcuYNBg0bi4pKPRuNFnz5dGD16AJGRm3jhhTkYjSqs1gKgNfYe3R4U\nFrqwZg2AG1DRMrN6YA32mRfsvb8jR46sy49eoYiICHbu3Mn69euJiYkhOTkZyOLwIR1xep+Lnqkm\nL8+NvDywz5XsU+H57HMtHwUOA+mApdwzgoOD+eijj7jlllsqDMKigXByguefv7B9nVKpVIwcOZKi\noiIiN+cw9/0DzH6uF839JRxfzyQYCyEahf3795OYqAYmYF8Z7mJNsI+YlmW1wpYt54/DmjWJvPzy\nt9hnbni6BlXEAV/h6+vD+PHTKCgo4JFHHrniDW515dIV4Gw2G6tXr+b115Zz+Egg5RfbuJgCpAFp\naDQxeHmm0atXTwqLQvD27sq4ceN47bXXSE5Oxs3NjSeffLJMq4RowHQ6ePddR1dxzYwcOZLjx4+T\nnmThjYWHeX1WLzw9dI4uS9QRCcZCiOueoijs3q1gs02spTNWZfomA/ZljBXsI9MGtNoNPPro48ya\nNateBkS1Ws39999PaGgot912GwUFbkA/VCofFMWG/a+MEuzLT0cRHu7NwIED8fa+g8GDB3P77beX\n9iID9O/fX3qERYPn5ubG1KlT+eCDD8hOKeJQVDa39A10dFmijkgwFkJc16KionnooVUcO2a75EgJ\navUfuLuVkF8QCLSh7A1o1WVERSoKeznfTwsKWq2W8PBwvLw8mTv3W+68886reI9r48Ybb+Srr77i\nvvvuw2JZg3LpatOAn58fP/30EzfccEOl55Ee4euUzQYJCfbtkJAGuyR0dfj7+/PAAw/w8SI9X60+\nTFpmMfeNaCXTuF2HJBgLIa5LiqLwv//9wsyZm7Bam110xIZWs4uePc4yMCKCPn36kJyczIrly0lN\nyyPQvwOFRSXExmVjnzkiG/s0ZmcBL8AFcMXdzQUfH2dsVhVapxxu6OqHp5cfx084cfhwbum7/etf\n/+KDDz7AarWi1TacH7lGoxGNRoPFUrZX2MvLixkzZkhbRGNWXAytWtm3r4MloauqW7dueDVpgSHz\nNFv+yGJg3+YENJN+4+tNw/kpLYQQVVRUZOLee79i48ZE4OJQXAisQyGG24fOYs6cOaVh9emnn6ao\nqIi9e/dy9OhRZs+eTX5+PgBabSGKomC15gDg6+vLzJkzCQ0NBcDT05MuXbrQrFkz0tLSuO2220hP\nT6d58+Y888wzqFSqBhWKAXr37o2HhwdGo7HM/hkzZjBnzhzHFCWEA6lUKobcfjs/rj4Lphj2Hcpk\nxO2hji5L1LKG9ZNaCNHgnJ/WrHfv3rU+wnjpuQsKTMyc+RMrVx6noODSX++mAV8BBQQGtmDy5Mll\nwqpWq8USX7EHAAAgAElEQVTLy4shQ4YwZMgQnJycePpp+w12iqIwf/780ucPHz680s8SHh7O1q1b\nG3xvbXh4OAsXLmTixImlo8YtW7ZkwoQJDq5MCMcZOnQozZo1Y+nHH7Bu80FCW3jStaOvo8sStUiC\nsRCizuj1egYOHEhubi4+Pj589dVXRERElM4nnJSUjsGQT2CgP2azBwZDHmp1U5KTz5KVZSAxsZCs\nrAw8PV1p1aoJCQmZNGmiJSKiC3v2HGPfvv1YLDq0WhP+/r1JT2+O1epK2ZvjjMB+YAdBQX7ce+8k\nZsyYccXAGhcXh0qlQqPRYLVaSUhI4P3336/S575eemvHjh1LUFAQK1asICQkRNonhAB69uzJwIih\n7Ig0s+jzIwwbFMw9w1s5uixRSyQYCyHqzNatW0lLS8NqtVJU1ITbbpuDl1cL8vLcsf/48cPev2vB\nfrMaQNa5/7qeezQlLw8SE+H8HLqHDhUBrc49wGKBlJSKKsgAvgbOEhAQwB9//FHlYDdq1Cg+/vhj\nTCYTOp3OIXMN1wcREREOm05OiPpq7Nix7NixA3Rt2RAZQ2gLT3re0NTRZYlacP3fStqAHTyYygMP\nfMrTT8/ixIkTji5HiGrz8GiO1Xob8A9gCjbbIPLy2gJBgD+XXz3tasQDq4ClaDQFTJ06ld27d1dr\ntDMiIoINGzYwffp0NmzYIOFQCFFKpVIxbdo00AaAc2eWrjxOemaRo8sStUBGjOux5577he3bUwEN\nn346nieeuAUvLy8mTZokv84U9VpmZgHz5v3KsmXHgP41PIsN+1zAYP9R5VGF16QC24DY0j3z5/+P\n6dOn16gCGS0VQlSmc+fOLFiwgGdnzMBqDeaVd/bz4rQehLX0dHRp4ipIMK6nDh5MPReKAXSUlNzN\nggW7gd9Zvnw5kZGREo5FjV180xrAwoVL2LLlCLm5TTCZXCkpsaHVWunXL5ibburI6NF96NatM2C/\nES0nJwc3NzcKCgqw2WycPVvE4sVf8/PPUeTmNiM/3xf7L6QuHRG2AjnYp0DLA/KxB2Ab9pvj/r+9\nOw+vqr73Pf5ee0hCEsIQwpCZAIGQhNmAQQPlOACibWmpVSmIYyt4aO1Rq/dy1PYKtkfUOlQ8XkUt\n5z5KekCPR7BVGRSKIpOMOQxhCDIlYcg8/+4fG1ID2bADO1lJ9uf1POt5kqy91/qub36ET1Z+ay3O\nfu1M/evPzfGFIKAa6AGEAUdxOQ2RkR2xrM6EBFtYjgoSeycRFTWU/Px87rnnHm6//fbmaaJIoHK5\n4IEH/vFxAAsJCeHR3/yGuU8/DcC8FzcrHLdxgT2iW7GwMDdxcWXk5Z27R6IFjAbSOXToL2RnZ/Po\no482+t66ujr+9rftZGf/nUOHCtm+/TB1dYUEBUFV1VFSUlxUVJQTExPDgw8+qDNiAWLlypW88847\n7NuXy1dffYkxThyOWCorhwH9gasveM/y5bB8+UGefPIgbvefgDO4XF2oqnLictVRWxNCbZ0TY0LO\nviPFy96P0KXTPsI6HqJDhzrKyyqI6NSJESNGYFkWhw8fxunsT0VFBV27diU8PJzS0tL6O0fk5ORw\n9OhRQkJC6NatGx999BEJCf/EjTfeSHR0NG63m5qaGhISEujZs2fzNFBEPIKD4ZVX7K6i1UhISGD6\nnXfy9lv/DqaSeS9u5olfDye6Z2Dc37m9UTBupfr378Y770zge997BJjAP6aDRwB38dvfHuLzz39B\nVFQtwcEWxcXFxMaOYfnyfA4cKKek5LvPce95dgFI5cSJ08AhYBdLl07ipZd+zwMPPNDqn+Bz7k4G\nBQUFnDp1it27dxMeHs6sWbMU7i/CGMOdd97JO+8sAW4BxuCZ3uCiKT8Cqqu7A92prvZ8Xlvry7v2\nA+uBXfToNYCXXvoTo0aNwuFwEBrq243xc3JyGD9+fIOvnbuNmohIa5CZmUlZWRnZixdDzUGemr+J\nIWmRTJmURLfIkEtvQFoNBeNWbOzYsfz7v9/LrFm/o6pqHOeuwAcoK+vOsmUABqjAc7X+uT9FB52/\nqfN0PrsMwhiYNWs3b755P3fcMYrQ0CpuuOGGVjdNY+XKlUyePJnTp08D7rNLEmDx/vszuPPOacyY\nMZGMjGG43W6v2zl/CsFHH30EwE033dTqjtkfvvnmG6ZO/RnbtwcBv8AzBQG8X/RWg2ccOYBO33l9\nUxwD8oAcYF/9V+fMmcN11113GdsTkVbFGCg4e/eYbt2glZ9UaSnXXXcdqampngfgOLqyZUcOW7av\n5+W51+B2614HbYWCcSt37733MnLkSP7wh3/jgw82UlIymIbfNgvPLa28KcPztK9gPGebG9OVTZtg\n06Y8IJewsD/x+9/fT1RUVIOHMpw7YwtXHiRXrVrF0qVL+f73v09iYiIbNmwgPX0QQUHBdOvWlUWL\n3ufjj98nIiKS4uIOfPTRHurqxuF5ilmvBtuqrYU33oC33lpGzx7/RfqgULKykigvz6Og4ADh4eGs\nWLGCyspq9u7dS1WVC7fbSV1dCdVnT38+9thjjB49mscee4z4+Hi+/vprOnXqQefOHdmw4Tj5+SeI\niupIeHgogwZFExvbi6ioqMs6y75q1Sreeecdjh2rZvt2C8tyMnPmKPr06XPRUN9U27btIjPzXygr\n+x6eW6J5UwfsAHbgdOYRF9eN4uISCgtP4rngLR3PNIsqPHODz54ypgLPfOBzt1orAkrp1ctNQUEh\nxhg6dOhIamoqDz74oOb6irQXZWXQvbvn4wB6JLQvevXqxYIFC5g3dy4HD4ZCxXpmPb6GV39/LQ6H\nfoFoCyxjjLG7iLakqKiITp06cebMGSIiGg+aOTk5DBgwwO/7XrduHVlZN1BTcy1wFY3fba8a2AUc\nB7biCS4eUVHRlJclA5GUlSVRZy72w+wYDschOnc+xeOP/4iPP/6YtWvXUl5ejmVZJCcns2zZsouG\n45078/jii60cPlzCmjX76dDBxcGDRzh4cB+lpeV4An0l0BFPAOsJuLGsSozxx/Pnz13QFYLnLPr5\ndzWowXPG/eTZjwvxhL2OeC7w8h4mQ0PLGT7cyb33DmHMmJHEx8dfsppPPvmE11//v2RnbwK+B8R8\nZ201PXse4c47h/LEE/cSEnJ5f3qrq6vjtdfW8eyzKzlwoIq6ugvPDDscxQQFHaFzx2o6RuRRZwro\n2zeJ5P4DyMjIYMqUKQQFBbFo0SJmzpxJZWUlDoeD8LBQHE4XkZGR7Nu3j9raWtxuN9HR0QwbNgzw\n/Dnx9ttvp7S01G9Pfmuuf09tnfrinXrjnV96U1oK4Wd/nraTYNwcY+b++++HmuNQfRBMBf98Txqp\n/dveU/JyDvdjQOyeS7/wIgpPVvD4M9uJ7fcD5syZ46fKLs6XvNYYBeMmsjMYAyxcuJC77777bHCM\nxDO9ohuWdQxj8vHMHa4AICgoiClTptCxY0cmT57MyJEj2bJlC2vWrOHw4WN8vmoHO3YVAyOBS92Y\nvBwowXOG+iBOZx5XX53ANdekEB0dzYQJE/n223J27jzEmjWHWbXqqJcHLrQ/YWGn6N79G/r0cfH4\n44+TkJBQf2b9uuuuo7CwlPvue4Jdu6qAwXiCt3cu11FCQo4xYUIU11yTTnR0NNu37+T48WM4HBZH\njhwhLi6Ofv36cdNNNxEXF8+KFVt47bWvWb36GCdPNv4nO6ejiH59dnFNVjThHTsSHh5OWloaCQkJ\npKam0rHjhXXl5uayceNGhgwZQocOHejZsycul6v+6y3xyGOFnMapL96pN94pGDeuOcbMrl27eOH5\n+VB3GmpO4LIKeXnu6FZ/Pc/5Ai0YaypFGzNjxgx69+7NCy+8wOnTpxk2bBgnTpwgMXEsxcXFfP75\n56Snp5ORkcHEiRMvCC1ZWVlkZWVhjGHHjh389re/JTv7ZTxnRzOBVBqfmtHhO1/vRm3tcNasgTVr\ndgPf4HDspa6uOX8TNsARXM4SYqLPEBJSyZ59W6mrK8YzX9oNxOH5s3+vi23I70pLu7B//1j27z/J\np5++gOfMdB2eM9U78fzSkeHz9mpqelFS0ovsbMjOPgV8e3ZbnfGc3e6G568Cq5g9+yMsaxB1def+\nY2osFH+L272e709KYMTIMdx6660kJib6VIu3Rxu3l0cei4g0l5SUFP559q9YunQpeXl51JSvJ+/b\nUuJjfbknu9hFwbgN8sdDByzLIi0tjcWLF7NixQpeffVVTp48yRdfvEx19VAgGc/TyS41RJIBqKu7\n1B4r8MxRrcYT3oLx3NP23EMcqoBTZz8OwjMVpA6Ho4q6unI8c1hLGPdPN5CVlUXnzp2ZNy+HI0cq\nMebcRYd5wN/xBMhOeG5BFoHDKsEd5CLIfYaQkCDqTCUdgh1AB2rrgjmRH0ptrYVnDnYHPPOyT+F5\neloVnkcUl+C5YK3L2b70Bc6fPtGVi8/l/a5KHNYaunbNo6CwAs8vJQNpvN/nppUE84/QHwt4roFp\n/G8+ZcA3QC6wl5oaSOp3I4888kibO1shItJWpaamkpqaypIlS/jrR0f58JODzJyRandZchEKxsK4\nceMYN24cAHv27GHOnDksXbqIqirwnEEOBZyEdoiirDwITzi72J8l6vAEssPAXjzznIvwnPX1CApy\nMWzYME6dPAmWg9raOoLcbqpraqioqGDcuHF07NiRLl26UF5ezt///nfuu+8+pk+fXr+NCRMmsGzZ\nMlauXMnSpUv5x6yg08BpgoOPkTpwICNHjSI6Opro6Gi6dOlCYWEhnTp1ori4mNraWrZu3cru3buJ\niKgmN3cPJ0+eITgoCCwLl8tFhw492bFjB9XV1dTUFJ49ps/xzEMeCIzCE1p9kU/niK9ISKji2jFZ\nZGU9SH5+PrNmzcKYVXimtfTAE7ov5yrmXDxzy3M4N6UGwLIcxMXFKRSLiNhg4sSJrFq5gm05+ykp\nrSY8zH8XWot/KRhLA/369ePdd98lNzeXDz/8kC+++IKjR49y7bVXY4zhjTfeoLCwEM+Z06vwTF9w\n4wlh/4Pnz/4FeM5YeoSGhjJixLX1c3yGDh3KxIkTSU9Px7IsQkJCcDiaHgKTkpKYNWsWs2bNqr/T\nw5kzZzhy5AgZGRnMnj3b5z/3G2OwLIuysjKCgoJwOp0NQuS5ObVRUVGsWrWKr776ijVr1lBSshL4\nEs+DLZLxTHMow3OG+dzFfSXALpzOYq69JpUfTv4Zw4cPJzMzs34f4eHhrFy5kn379rF37xZKSoIo\nLu6C5wy2hedMe1ccDjdB7q5UVkVjTPDZ7R8ENuO50PBEg+MKDg7G6XQSFxfHxIkTm9xjERG5ciEh\nIaSmpbNp3VbmL9jKnF8N010qWikFY2lUUlISs2fPZvbs2Q2+fv/99/PRRx+xbds29u3bR37+erZt\n21a/vlevXkRGJjFo0CCqqqpITU1l2rRpJCUlNesFMVc6veRcQPX20Invzqk9t5/c3FyWLVvG8ePH\neeeddygs/B/Kyjy/EHTo0IERI0ZQWFhIRUUFw4dn8oMf/IChQ4c22oOMjAymTZsGeEJ6eXk58+fP\n57/+67/q11tnz2AnJCSwP3cf27Z9ztatOygqLgWgpqamfnuhoaHExcWxYMEC8vPzW+QiOREJEC4X\nnPvrXYA/EropRowYwaavV3PkxD7WbTjO6Aw9pbM10oiWJklKSmrw1DFjDAsXLiQ7O5upU6dyxx13\n2Fhdyzp3xho8F0Vu3LiRbt26kZ+f3+D+z01lWRahoaHMmTPH69W7FRUVFBQUcPr0aSorK8nNzaW6\nurr+4SVut1thWESaR3AwvPWW3VW0OUOHDiUhKY2DuZW8k72T3vEd9djoVkjBWK6IZVncdddd3HXX\nXXaXYquWvktDSEgIsbGxxMZ6LsIbPnw4gB6iISLSSjkcDh544AEefeSX4E7gz3/ZwyMzB+vaj1ZG\nzygUERER3xnjuZdxaam32+KIF507d2b8hO+DK57cPMMrC3dQXX3J2zpJC1IwFhEREd+VlXke8BEe\n7vlYmuSHP/whD/7zP+MMHcq23U7efX8vtbUKx62FgrGIiIhIC0pLS+PhR36DK3QAazZW8+D/+jtl\nZTWXfqM0OwVjERERkRbWu3dvHvr1oxCUQi1RPPHsBr7adOLSb5RmpWAsIiIiYoM+ffowc9aD4I6l\nqKwTb757gLxvS+wuK6ApGIuIiIjYJD09nZtu/gkEp4Arlvc/PmB3SQFNwVhERETEJpZlccstt/D8\n88+Dqxfb/6eI1xftwuiOH7ZQMBYRERGxWWhoKKOuvhpChrNhaym/f/kbu0sKSHrAh4iIiPjO6YQf\n//gfH4vf3HbbbdTW1vL1eov9h77EGKMHgLQwnTEWERER34WEQHa2ZwkJsbuadiUkJIR77rmH0LDO\nYIWwbsNxu0sKOArGIiIiIq1Ieno6BPXh7cW7OZBXbHc5AUXBWERERKQVmTZtGg5XNwhK5t3399ld\nTkBRMBYRERHflZaCZXmW0lK7q2mXXC4X/+fpp8HZgwOHyzl9ptLukgKGgrGIiIhIKxMZGcnoa67B\nOHry2Rff2l1OwFAwFhEREWmFbrzxRqygGP62+lsKCivsLicgKBiLiIiItEI9evQgZeAQcCcy76Ut\n5Ow5bXdJ7V7ABuM9e/aQmZlJcnIyGRkZ7Ny50+6SRERERBqYOnUqKYNuoKQmhXeyd9tdTrsXsMH4\n/vvv57777mP37t088sgj3H333XaXJCIiItJAZGQks2fPJjS8J4Wn6ygqrrK7pHYtIIPxiRMn2LRp\nE1OnTgXgRz/6Efv37+fAgQMXvLayspKioqIGi4iIiEhLsSyLfsnJ4Ihg3wHlkOYUkI+EzsvLIzo6\nGpfLc/iWZREfH8+hQ4dITExs8Np58+bx1FNPXbCN3bt3Ex4e3uj2CwoKyMnJ8XvdbZ364p164516\n0zj1xTv1xjt/9MaqrCQmKwuAb/fuxQQH+6M0W7WFMdO7d2/KSsaxPqcYV3hP3O6WObdZUNSVnMP9\nrmgbZeU19EuJJCKyR4v1uaSk5LLeF5DBGLjg2ePGmEZf99hjj/HQQw/Vf15UVERcXBzJyclEREQ0\n+p6cnBwGDBjgv2LbCfXFO/XGO/WmceqLd+qNd37rzerVAPS/8i21Cm1hzMTExPC3v/6VsjNb2bT+\nKC/PvaZFwnHO4X4MiN1zRdsoPFnBnl3bie3XpcX6fLl/4Q/IqRRxcXEcPnyYmpoawBOK8/LyiI+P\nv+C1wcHBRERENFhEREREWlLHjh257/77wRULzkheWbiDmpo6u8tqdwIyGHfv3p2hQ4eyaNEiAP7z\nP/+TxMTEC6ZRiIiIiLQWAwYMIPOaf4KgfuzaZ8j+MNfuktqdgAzGAK+99hqvvfYaycnJPPPMM7zx\nxht2lyQiItL6lZZCWJhn0SOhW5RlWUyfPp3rb7gJ3AmsWpfPkWP6HvhTwM4x7t+/P+vWrbO7DBER\nkbanrMzuCgLa5MmTycnJIW9/Jc+9to1f3ptGbHTjNwSQpgnYM8YiIiIibZHD4eDRRx8lJX0MxVVJ\n/O75TRw9rl9W/EHBWERERKSNcbvdzJw5E8vVHdyJPPnsBkpKq+0uq81TMBYRERFpg9xuN/97zhxw\nxYEzinkvbvZ6+1nxjYKxiIiISBsVGxvLjLvuAndvCk7VsXlbod0ltWkKxiIiIiJt2MiRI8EKBncC\n23NO2l1Om6ZgLCIiIr5zOGDMGM/iUIxoDSzL4smnngJHBDt2n9J0iiugES0iIiK+69ABVq3yLB06\n2F2NnNWjRw+wQjldVMvKtUfsLqfNUjAWERERaeMcDgfuoCBw92PbLk2nuFwKxiIiIiLtwO9+9ztw\nduJAXgllZTV2l9MmKRiLiIiI70pLISrKs+iR0K1Kly5dGDR4BGXVPVi6fL/d5bRJCsYiIiLSNAUF\nnkVanZ/+9Kc4ghP4anMB5eU6a9xUCsYiIiIi7URkZCSDh4ygsjaSdRuP211Om6NgLCIiItKOZGZm\ngjOKzdv1sI+mUjAWERERaUdSUlIIDe/F7twK/v71MbvLaVMUjEVERETaEbfbzQ8n/wiC0/nLfx+g\nsrLW7pLaDAVjERERkXYmKyuLtEFXUVrZmQ3f5NtdTpuhYCwiIiK+czhgxAjPokdCt2oZGRngjGT9\n5hN6TLSPNKJFRETEdx06wNdfexY9ErpVS0tLIzg0mpx9Vbzw79vsLqdNUDAWERERaYfCwsJISOwN\nrmhy9pVzoqDc7pJaPQVjERERkXZq4sSJ4OoFzig2aq7xJSkYi4iIiO/KyiAx0bOUldldjVxCSkoK\n99x7L7h68LfVRyg8WWF3Sa2agrGIiIj4zhg4eNCz6IKuNmHEiBFcNXIsZTXRfLbmW7vLadUUjEVE\nRETaMcuyPFMqnFF89sW3HDlWqrtUeKFgLCIiItLO9erVi14xSeCM4qn5m9mix0U3SsFYREREpJ2z\nLItbb70VggaAO5EVa4/orHEjFIxFREREAkBKSgq/eughcHZjd245H6/Is7ukVkfBWERERCRADBgw\ngOtumATBg/n0iyNUVdXaXVKromAsIiIivrMsGDjQs1iW3dXIZZgyZQopqUMpqejE+s26t/F3KRiL\niIiI70JDYccOzxIaanc1cpmysrLA1ZPFH+4j92CR3eW0GgrGIiIiIgFm8ODBdO/Vn8q63vxt1WG7\ny2k1FIxFREREAozT6eShhx4CVzc27yji6HE9xRAUjEVERKQpysogNdWz6JHQbVqXLl1IHzQcnFEs\nWbbf7nJaBQVjERER8Z0xsHOnZ9F9cNu8oUOHgiOCrbvOsHf/GbvLsZ2CsYiIiEiASk1NBWc3cETy\nb3/6xu5ybKdgLCIiIhKgOnfuzK0//SkE9QXLxcG8YrtLspWCsYiIiEgAGzt2LJ27RIIrmhde305t\nbZ3dJdlGwVhEREQkgDkcDn7961+DO5GyyhB27Tltd0m2UTAWERERCXDdu3dn3Lhx4OrJS29sp/Bk\nhd0l2ULBWERERHxnWZCQ4Fn0SOh25aabbgJnT3BG8k72brvLsYWCsYiIiPguNBQOHPAseiR0uxIe\nHs6km2+GoBRy9pUF5EM/FIxFREREBICbb76ZG8dPAFcMK9cesbucFqdgLCIiIiL1xowZA67urNt4\nnKrqWrvLaVEKxiIiIuK78nK46irPUl5udzXSDCIjI+mXnEZVXU/+tuowJaXVdpfUYhSMRURExHd1\ndbBhg2epC9z73bZ3kydPBlc0WB34Zkeh3eW0GAVjEREREWmgd+/eRHTuAY4ObM85aXc5LUbBWERE\nREQasCyLOXPm4HR1YtP2M5SWBcZ0CgVjEREREblAREQEkd26gaMjry/KsbucFqFgLCIiIiKN6tGj\nBwQls2vPGXbtPmV3Oc1OwVhEREREGhUfH0/KwMEQ1J+PV+bZXU6zUzAWERGRpunWzbNIu2dZFjNn\nzsQd0pOcfWUcPlJid0nNSsFYREREfBcWBvn5niUszO5qpAW43W6uv+FGcPdm/oJt7TocKxiLiIiI\nyEWNHz+etCH/RFltEm+9t5vq6vZ5D2sFYxERERG5qODgYO677z66dOtP3vEQ1qw/ZndJzULBWERE\nRHxXXg5jx3oWPRI6oAQHBzNt+nRwx7Pss0NUVdXaXZLfKRiLiIiI7+rqYPVqz6JHQgeclJQUBgwc\nQVFZZz7/8qjd5fidgrGIiIiI+MSyLCZNmgTuOLI/zOXU6Uq7S/IrBWMRERER8Vnfvn0J7tAVnFH8\nx5I9dpfjVwrGIiIiIuIzy7L48Y9/DEF92ZZzhv/z/CaOnSizuyy/UDAWERERkSbJysoiNW0IuJPJ\nOwZP/NsGjDF2l3XFFIxFREREpMnuuececEVBUAo4wvlz9p42H44VjEVERKRpQkM9iwS00NBQ/vjH\nP4KjA7j7svbrE6zbcNzusq6IgrGIiIj4LiwMSks9ix4JHfBCQkJ49dVXwdER3Am8vXg3X206YXdZ\nl03BWEREREQum8Ph8Dz4wxUNrp68+W4u6ze3zXCsYCwiIiIiV2T06NE8+pvHISgZ3Em88f9yKDxZ\nYXdZTaZgLCIiIr6rqICbbvIsFW0v+EjzSUpK4rnnngNnFDgiePXtnXaX1GQuuwsQERGRNqS2FpYt\n+8fHIt8RFhZGWno627fVkHd0A4ePlNAhpO3ETZ0xFhERERG/mTVrFpmjx4ArhuUr8mhLd3BTMBYR\nERERv7Esi7Fjx4KzKxu+KWDN+mN2l+QzBWMRERER8au4uDiwwsCdyPIVh+wux2cKxiIiIiLiVw6H\ngzumTgVXDDi72V2OzxSMRURERMTvsrKymPKTW8EZCUBNTY3NFV1aqw7Gb775Junp6bhcLl5++eUG\n68rKyrjtttvo27cvycnJLFmy5IrXiYiIiIj/ZGZmgrM7OCM5dqz1zzVu1cF4+PDhLF68mNtvv/2C\ndc8++yzBwcHs3buXv/71rzzwwAOcOnXqitaJiIjIJYSFgTGeRY+ElksIDQ3lzhkzwB1jdyk+adXB\nePDgwaSkpOBwXFjme++9x8yZMwHo3bs3WVlZfPDBB1e0TkRERET8a9SoUXz/B1OYNWuW3aVcUtu5\n4/J5Dh06REJCQv3niYmJHDp06IrWNaayspLKysr6z4uKivx2DCIiIiLtnWVZTJw40e4yfGJrML72\n2mvZtWtXo+s2b97sudXHRViWVf+xOe/u0Ze77nzz5s3jqaeeuuDru3fvJjw8vNH3FBQUkJOTc9Ht\nBiL1xTv1xjv1pnHqi3fqjXfqTePUF+/aam9KSkou6322BuMvvvjist8bHx/PgQMHiIqKAuDgwYP1\nv41c7rrGPPbYYzz00EP1nxcVFREXF0dycjIRERGNvicnJ4cBAwZc9rG1V+qLd+qNd+pN49QX79Qb\n79Sbxqkv3rXV3lzuX/hb9Rzji5kyZQqvvPIKAPv372f16tXccsstV7SuMcHBwURERDRYRERERKT9\naStSCwQAAA3lSURBVNXBeNGiRcTGxpKdnc2cOXOIjY1l8+bNADz88MOUl5fTt29fbrzxRl555RW6\ndu16RetEREREJHC16ovvpk6dytSpUxtdFxYWxnvvvefXdSIiIiISuFr1GWMRERERkZaiYCwiIiIi\ngoKxiIiIiAigYCwiIiIiAigYi4iIiIgACsYiIiIiIoCCsYiIiIgIoGAsIiIiIgIoGIuIiIiIAK38\nyXetkTEGgKKiIq+vKSkpuej6QKW+eKfeeKfeNE598U698U69aZz64l1b7c25ms/lNl8pGDdRcXEx\nAHFxcTZXIiIiIiIXU1xcTKdOnXx+vWWaGqUDXF1dHUeOHKFjx45YlnXB+qKiIuLi4sjLyyMiIsKG\nClsn9cU79cY79aZx6ot36o136k3j1Bfv2nJvjDEUFxcTHR2Nw+H7zGGdMW4ih8NBbGzsJV8XERHR\n5gZRS1BfvFNvvFNvGqe+eKfeeKfeNE598a6t9qYpZ4rP0cV3IiIiIiIoGIuIiIiIAOB88sknn7S7\niPbG6XQyduxYXC7NVPku9cU79cY79aZx6ot36o136k3j1BfvAq03uvhORERERARNpRARERERARSM\nRUREREQABWMRERERESDAg3FFRQU/+MEPSE5OZsiQIYwfP54DBw4AcOLECcaPH0+/fv1IS0tjzZo1\n9e+bO3cu/fv3x+Fw8N///d8NtjljxgwGDRrEkCFDuOqqq/jss8+87v9i27nrrrvo378/Q4YMISsr\niy1btvjvwC+hOfpyzttvv41lWV7XX2ofxhiefPJJkpOTSUtLY+zYsX45Zl/Z3ZtAGjNjx44lKSmJ\nIUOGMGTIEJ5//nmv+w+0MdOU3rTWMQPN05umfL8Dbdw05Zha67hpjr5kZmbW/1tKS0vDsiy2bt3a\n6P7Lysq47bbb6Nu3L8nJySxZsqTB+j/96U+kpKSQlpbGoEGDqKio8G8DLsLu3rz55pukp6fjcrl4\n+eWXG6x7/PHHSUlJYfDgwWRkZLBixQr/Hrw/mQBWXl5uPvroI1NXV2eMMeall14y119/vTHGmBkz\nZpgnnnjCGGPM+vXrTXx8vKmurjbGGPPll1+avXv3mjFjxpgPP/ywwTZPnTpV//HmzZtNZGRk/fbP\nd7HtfPDBB/X7+/DDD02/fv2u/IB91Bx9McaYvLw8c/XVV5tRo0Y1uv6ci+3jhRdeMJMnTzaVlZXG\nGGOOHDnil2P2ld29CaQx461XjQm0MdOU3rTWMWNM8/SmKd/vQBs3TTmm1jpumutn8DnZ2dkmLS3N\n6/qnnnrKTJ8+3RhjTG5urunRo4c5efKkMcaY999/32RmZprTp08bY4w5fvy4qampuaLjbQq7e7Nl\nyxazc+dO87Of/cy89NJLDdYtW7bMlJWV1b+uc+fOpry8/LKPtTkFdDA+39dff2369OljjDEmLCzM\nnDhxon7dVVddZVauXNng9ZcaRCtXrjTdunXzGox93U5+fr4JCgoytbW1PhyF//mrLxMmTDBffvnl\nJY/3YvuIiYkxe/bsuYKj8a+W7s2ltnNOexgzTQl/gTZmmtIbX99j95gxxj+9acr3O9DGzeUcU2sf\nN/7+f3vChAnm+eef97p+4MCBZv369fWfT5kyxSxcuNAYY8zo0aPNJ598chlH0TxaujfnTJ8+/YJg\n/F21tbWmY8eOJi8v75LbskNAT6U434svvsjNN99MYWEhdXV1REVF1a9LTEzk0KFDPm3nN7/5DX36\n9GHy5MlkZ2djWdYV1fXHP/6RiRMnNulZ3/7kj768+uqrpKamMnLkyIu+7mL7KCoqIj8/n6VLlzJq\n1ChGjRrFe++9d/kH5gct2ZumaA9jBuDhhx8mPT2dW2+9ldzc3EZfE4hjBnzrTVPYPWbgynvTlO93\noI2b5jomu8eNv/49AXz77besWrWKqVOnen3NoUOHSEhIaHQfO3fuZMOGDYwePZoRI0bw4osvXsYR\n+U9L98ZXCxcupE+fPsTGxl7xtppDYNyt2Qdz585lz549LFiwgPLy8gvCrGnC7Z6feeYZnnnmGT79\n9FMefvhh1q5dS1BQ0GXVtWjRIhYvXswXX3xxWe+/Uv7oy/79+3n99ddZu3atT/v0to/q6mqqqqoo\nLy/nyy+/5NChQ1x99dWkpqaSlpbm4xH5jx298UV7GDMAf/7zn4mLi8MYwyuvvMKkSZPYuXNno68N\npDEDTeuNL+weM+Cf3jT1+x1I46Y5jsnucePP/7cB3nrrLSZNmkS3bt0u+rrv7ue7+6ipqWHfvn18\n/vnnnDlzhjFjxtC3b18mTpzYpDr8wa7eXMpnn33GU089xSeffHJF22lOOmMMPPvssyxZsoTly5cT\nGhpKZGQkAPn5+fWvOXjwIPHx8U3a7nXXXUdxcTHbtm3j008/rZ/A/vTTT/v0/vfee69+AHXv3r1J\n+/YHf/Vl3bp1HDlyhJSUFBITE/nyyy+5++67ef311y/oy8X2ERkZSXh4eP1vrPHx8YwePZoNGzb4\n+9AvyY7e+KK9jBmAuLg4wPOf0KxZs8jNzaWwsDDgxwz43htf2D1mwH+9udj3O9DHTVN64wu7x42/\n/982xrBw4ULuvvvu+q/t3Lmzvi8zZ84EPH07d0Hb+fuIj4/ntttuw+l00rVrVyZMmMD69euv9FCb\nzK7eXMrq1auZMWMGH374If3792/CEbWwFp+80crMnz/fDBs2rH7y/DnTp09vMFE9Li6ufqL6OefP\nx6murja7d++u//yrr74yXbp0uWDb52tsXs97771n+vbtaw4cOHA5h3XF/NmX811q/cX2ce+995pX\nXnnFGGPMyZMnTUJCgtm4cWNTD++K2Nmbi72uPY2Z6upqc+zYsfrP//KXv5j4+Hiv+w6kMdPU3njb\njjH2jxlj/P/vqSnf70AaN8Zc3jG1xnHTHD+DV65caeLi4i45V/qJJ55ocPFd9+7dTWFhoTHGmKef\nfto8/PDDxhjPhXAZGRlmyZIll3OIl83O3nx3X+fPMV69erWJi4szmzZtasLR2COgg3FeXp4BTFJS\nkhk8eLAZPHiwycjIMMYYc+zYMXP99debvn37moEDB5pVq1bVv2/u3LkmJibGBAUFmcjISBMTE2NO\nnDhhKioqTGZmpklNTTWDBg0yV199tfnss8+87t/bdowxxuVymdjY2Pq6Bg8ebAoKCpq3IWf5uy/n\nu1T4u9g+8vPzzaRJk0xqaqpJTU01CxYs8OORX5rdvQmUMVNSUmKGDx9u0tLSzKBBg8y4cePMli1b\nvO4/kMZMU3vTWseMMc3z76kp3+9AGjdNPabWOm6a62fw1KlTzb/+679ecv8lJSXmJz/5ienTp4/p\n16+fyc7Orl9XVlZmfvazn5mUlBQzcODA+iDaUuzuzZ///GcTExNjQkNDTefOnU1MTEx9EO7bt6/p\n3r17gzGzdetWP3fAPyxjmjjRRERERESkHdIcYxERERERFIxFRERERAAFYxERERERQMFYRERERARQ\nMBYRERERARSMRUREREQABWMREREREUDBWEREREQEUDAWEWkX7rzzTizLwrIs3G43PXr04Prrr+fN\nN9+krq7O5+289dZbdO7cuRkrFRFpvRSMRUTaifHjx3P06FEOHDjA8uXL+d73vsfs2bOZNGkSNTU1\ndpcnItLqKRiLiLQTwcHB9OzZk5iYGIYNG8bjjz/OBx98wPLly3nrrbcAeO6550hPTycsLIy4uDge\neOABSkpKAFi1ahUzZszgzJkz9Wefn3zySQCqqqp45JFHiImJISwsjJEjR7Jq1Sp7DlREpJkoGIuI\ntGPjxo1j8ODBLFmyBACHw8GLL77I9u3befvtt1mxYgWPPPIIAJmZmbzwwgtERERw9OhRjh49yr/8\ny78AMGPGDNauXcu7777L1q1bmTJlCuPHj2fPnj22HZuIiL9ZxhhjdxEiInJl7rzzTk6fPs37779/\nwbqf/vSnbN26lZ07d16wLjs7m1/84hcUFBQAnjnGv/zlLzl9+nT9a/bt20e/fv04fPgw0dHR9V+/\n7rrryMjIYO7cuc1wRCIiLc9ldwEiItK8jDFYlgXAypUrmTt3Ljt37qSoqIiamhoqKiooLS0lLCys\n0fdv2rQJYwzJyckNvl5ZWUlkZGSz1y8i0lIUjEVE2rldu3bRu3dvDh48yMSJE/n5z3/O7373O7p2\n7cqaNWu4++67qa6u9vr+uro6nE4nGzduxOl0NlgXHh7e3OWLiLQYBWMRkXZsxYoVbNu2jV/96lds\n2LCBmpoa5s+fj8PhucRk8eLFDV4fFBREbW1tg68NHTqU2tpaTpw4wbXXXttitYuItDQFYxGRdqKy\nspJjx45RW1vL8ePH+fjjj5k3bx6TJk1i2rRpbNu2jZqaGl566SVuvvlm1q5dy4IFCxpsIzExkZKS\nEj777DMGDx5MaGgoycnJ3HHHHUybNo358+czdOhQCgoKWLFiBenp6UycONGmIxYR8S/dlUJEpJ34\n+OOP6dWrF4mJiYwfP56VK1fy4osv8sEHH+B0OhkyZAjPPfccv//970lLS+M//uM/mDdvXoNtZGZm\n8vOf/5xbb72VqKgo/vCHPwCwcOFCpk2bxq9//Wv69+/PLbfcwldffUVcXJwdhyoi0ix0VwoRERER\nEXTGWEREREQEUDAWEREREQEUjEVEREREAAVjERERERFAwVhEREREBFAwFhEREREBFIxFRERERAAF\nYxERERERQMFYRERERARQMBYRERERARSMRUREREQA+P8bqTP+Yee5rwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d17cb4ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add in weekly seasonality and evaluate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.weekly_seasonality=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-18 to 2018-01-18.\n",
      "\n",
      "Predicted price on 2018-01-17 = $1164.10.\n",
      "Actual price on    2018-01-17 = $1295.00.\n",
      "\n",
      "Average Absolute Error on Training Data = $10.22.\n",
      "Average Absolute Error on Testing  Data = $101.19.\n",
      "\n",
      "When the model predicted an increase, the price increased 57.99% of the time.\n",
      "When the model predicted a  decrease, the price decreased  46.25% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 95.20% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZWSxfvpwyZcoYlV+3bh2LFi3ijz/+IDAwkPj4eNasWUOPHj0Mt+D0PD09WbVq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\nOA64MUaES9qbAEZQLknX4eDhU9z31HqczvNDcVCgL1PfHkPTJiHc//h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Pk08+SU5OTtFU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\nk07tXnYOvrEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d16102208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best changepoint prior scale for our model is 0.5 and including the weekly seasonality did not improve the model. Therefore, we will change these settings accordingly. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.changepoint_prior_scale=0.5\n",
    "amazon.weekly_seasonality=True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Play the Daily Market\n",
    "\n",
    "For fun (this should never be done for real) we can \"play\" the market with our predictions. We will compare our model with the simple strategy of buying and holding over the same time period. The rules of our game are straightforward:\n",
    "\n",
    "1. If we predict the price will increase, we buy stock on that day. If we predict a decrease, we do not play the market.\n",
    "2. If we predicted an increase and the stock does increase, we recieve the change in price of the stock over that day times the number of shares.\n",
    "3. If we predicted an increase and the stock decreases, we lose the change in price of the stock over that day times the number of shares.\n",
    "\n",
    "We are assuming the \"change in price of a share on that day\" is the difference between the previous days' closing price and the closing price on our day. For example, if the closing price on Monday was \\$14 and the closing price on Tuesday was \\$18, we would call that a \\$4 change on Tuesday. This is not entirely accurate as stocks prices change a small amount overnight, but it will be acceptable for our game. Now, let's play with the defaults."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in AMZN from 2017-01-18 to 2018-01-18 with 1000 shares.\n",
      "\n",
      "When the model predicted an increase, the price increased 57.99% of the time.\n",
      "When the model predicted a  decrease, the price decreased  46.25% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $299580.00.\n",
      "The Buy and Hold strategy profit =         $487520.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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7AQ9DZm4x/29VRZsRBrSe+TALdQwfJIrq7TdsL+4YfSRRL1MODg7MnDmTmzdv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\niIiIiEgMUqAuIiIiI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      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d15ff62b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction(nshares=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that our profits do not depend on the difference between the final predicted price and the actual price, only on the percentage of the time we correctly predicted the direction. We could alter the rules of the game to play it based on predicted values, but for now we can leave it at the rather simple exercise shown here. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Try a Different Period\n",
    "\n",
    "We can evaluate any time period we like to see if there are times when we beat the buy and hold strategy. More likely is that we will find times when we lose money. Nonetheless, it is important to test over different time frames to see how robust the model is to training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in AMZN from 2008-01-03 to 2009-01-05 with 1000 shares.\n",
      "\n",
      "When the model predicted an increase, the price increased 43.27% of the time.\n",
      "When the model predicted a  decrease, the price decreased  55.00% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $-38260.00.\n",
      "The Buy and Hold strategy profit =         $-43930.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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ss894/fXXSU1NLbW+FaWoaFQWRXEz4mJSVWJiIgA7d+7Ew8Mj12QJW2apX6dOHZd91K1b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CZOnMhPfvKTvBycIBQPPTitOY65Lcx/Ddwbst12VPaW6SHrBaE14wA/AT5zn5s3SkMoFdaSmo/K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\nRCQAFJiLiIiIiATA/wctgYzQawJGcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d1600e4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction(start_date = '2008-01-03', end_date = '2009-01-05', nshares=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict the Future\n",
    "\n",
    "As a last step, we can predict any number of days into the future. This function automatically trains on the past 3 years and makes predictions with the uncertainty intervals. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Predicted Increase: \n",
      "\n",
      "         Date     estimate    change        upper        lower\n",
      "1  2018-01-19  1290.602057  3.873867  1310.871530  1270.583240\n",
      "3  2018-01-21  1293.083467  2.481410  1312.708013  1273.784483\n",
      "4  2018-01-22  1300.454794  7.371326  1320.064583  1279.603351\n",
      "5  2018-01-23  1306.428531  5.973737  1326.088556  1286.879547\n",
      "6  2018-01-24  1312.182198  5.753667  1332.412853  1291.961637\n",
      "7  2018-01-25  1315.799390  3.617193  1335.066130  1295.319396\n",
      "8  2018-01-26  1318.033618  2.234228  1337.380222  1296.725739\n",
      "10 2018-01-28  1322.884975  4.851356  1342.212421  1301.509348\n",
      "\n",
      "Predicted Decrease: \n",
      "\n",
      "Empty DataFrame\n",
      "Columns: [Date, estimate, change, upper, lower]\n",
      "Index: []\n"
     ]
    },
    {
     "data": {
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c3FwCAwMBWL16NT4+Ptx0000YDAbatWtHQkIC0dHRHDt2jJSUFOrXr0+tWrWI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\nAAAAgIuwAAAAAAAu8n/e3fKoI9927QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d16023048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.predict_future(days=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Predicted Increase: \n",
      "\n",
      "         Date     estimate    change        upper        lower\n",
      "1  2018-01-19  1290.602057  3.873867  1309.938624  1271.796497\n",
      "3  2018-01-21  1293.083467  2.481410  1314.244612  1273.061799\n",
      "4  2018-01-22  1300.454794  7.371326  1320.103437  1280.428250\n",
      "5  2018-01-23  1306.428531  5.973737  1325.944718  1286.294121\n",
      "6  2018-01-24  1312.182198  5.753667  1332.808334  1292.043489\n",
      "7  2018-01-25  1315.799390  3.617193  1336.213035  1296.684571\n",
      "8  2018-01-26  1318.033618  2.234228  1337.389938  1298.226443\n",
      "10 2018-01-28  1322.884975  4.851356  1343.131420  1301.746089\n",
      "11 2018-01-29  1331.566332  8.681358  1351.478062  1311.113371\n",
      "12 2018-01-30  1336.214838  4.648505  1357.819905  1314.367296\n",
      "13 2018-01-31  1338.014495  1.799657  1358.674661  1317.246213\n",
      "17 2018-02-04  1338.664390  2.751995  1362.188042  1316.074420\n",
      "18 2018-02-05  1346.086915  7.422525  1370.085557  1322.448956\n",
      "19 2018-02-06  1348.969396  2.882481  1373.743473  1324.582795\n",
      "20 2018-02-07  1349.895302  0.925906  1373.066169  1326.578366\n",
      "21 2018-02-08  1350.060575  0.165273  1374.014421  1323.331616\n",
      "22 2018-02-09  1351.807242  1.746666  1377.493699  1325.345876\n",
      "24 2018-02-11  1357.041395  5.234153  1384.041298  1331.118500\n",
      "25 2018-02-12  1362.348783  5.307388  1390.508496  1334.919004\n",
      "26 2018-02-13  1362.795047  0.446264  1391.694888  1335.226459\n",
      "27 2018-02-14  1362.984162  0.189115  1391.675484  1333.030420\n",
      "28 2018-02-15  1364.404521  1.420360  1393.969757  1335.042298\n",
      "29 2018-02-16  1367.772692  3.368170  1397.296476  1335.355704\n",
      "31 2018-02-18  1371.366067  3.593375  1404.739557  1335.143979\n",
      "32 2018-02-19  1374.772907  3.406841  1407.873774  1340.906828\n",
      "33 2018-02-20  1375.144894  0.371987  1409.555129  1335.976138\n",
      "34 2018-02-21  1377.494330  2.349435  1415.723872  1334.522445\n",
      "35 2018-02-22  1381.698484  4.204155  1421.127733  1341.944570\n",
      "36 2018-02-23  1386.353925  4.655440  1422.796676  1344.111695\n",
      "38 2018-02-25  1387.592675  1.238750  1429.846385  1341.659348\n",
      "..        ...          ...       ...          ...          ...\n",
      "55 2018-03-14  1405.419205  1.936697  1486.836294  1319.107881\n",
      "60 2018-03-19  1403.808322  4.558282  1491.253709  1306.497632\n",
      "61 2018-03-20  1405.456356  1.648033  1494.720758  1302.932169\n",
      "62 2018-03-21  1405.998726  0.542371  1498.713235  1296.579460\n",
      "64 2018-03-23  1405.722072  0.297716  1509.393170  1288.797491\n",
      "66 2018-03-25  1409.224109  3.502036  1516.354606  1289.861514\n",
      "67 2018-03-26  1415.399319  6.175210  1521.424291  1297.421278\n",
      "68 2018-03-27  1417.154643  1.755324  1528.113347  1294.663155\n",
      "69 2018-03-28  1418.288429  1.133786  1535.078773  1288.850008\n",
      "70 2018-03-29  1420.323400  2.034971  1537.462661  1288.973797\n",
      "71 2018-03-30  1424.720484  4.397084  1546.181917  1291.648894\n",
      "73 2018-04-01  1432.112128  7.391644  1556.511627  1291.704767\n",
      "74 2018-04-02  1436.038544  3.926416  1559.304345  1295.894320\n",
      "77 2018-04-05  1435.456531  1.685455  1570.297956  1280.214280\n",
      "78 2018-04-06  1440.000975  4.544444  1580.486617  1284.328453\n",
      "80 2018-04-08  1445.363690  5.362715  1593.907843  1288.094360\n",
      "81 2018-04-09  1448.604906  3.241216  1603.385231  1280.668847\n",
      "83 2018-04-11  1450.217608  1.793395  1613.747419  1278.359556\n",
      "84 2018-04-12  1454.010796  3.793188  1611.929684  1270.056550\n",
      "85 2018-04-13  1458.310091  4.299295  1622.206640  1278.155227\n",
      "88 2018-04-16  1460.386250  2.097552  1635.897424  1272.304515\n",
      "89 2018-04-17  1461.106245  0.719996  1644.653970  1265.949584\n",
      "90 2018-04-18  1464.250992  3.144746  1652.368925  1269.484491\n",
      "91 2018-04-19  1467.974577  3.723586  1655.189315  1270.153433\n",
      "92 2018-04-20  1470.524252  2.549674  1660.607791  1267.336615\n",
      "95 2018-04-23  1473.706470  4.739238  1672.820865  1270.318649\n",
      "96 2018-04-24  1477.870279  4.163809  1679.675675  1265.632704\n",
      "97 2018-04-25  1483.136404  5.266125  1694.912134  1262.491401\n",
      "98 2018-04-26  1487.023478  3.887074  1699.936117  1268.399353\n",
      "99 2018-04-27  1489.197695  2.174218  1707.970374  1265.925958\n",
      "\n",
      "[71 rows x 5 columns]\n",
      "\n",
      "Predicted Decrease: \n",
      "\n",
      "         Date     estimate    change        upper        lower\n",
      "14 2018-02-01  1336.969794 -1.044701  1358.449326  1315.060605\n",
      "15 2018-02-02  1335.912395 -1.057399  1357.353428  1314.176125\n",
      "45 2018-03-04  1396.774512 -7.606563  1451.385011  1335.260830\n",
      "50 2018-03-09  1404.574333 -0.004721  1473.838994  1325.711113\n",
      "52 2018-03-11  1398.255342 -6.318991  1465.390296  1317.266709\n",
      "56 2018-03-15  1405.146048 -0.273156  1484.361674  1316.018917\n",
      "57 2018-03-16  1403.272893 -1.873156  1485.802307  1303.525485\n",
      "59 2018-03-18  1399.250040 -4.022852  1484.186407  1299.800952\n",
      "63 2018-03-22  1405.424357 -0.574370  1505.252523  1292.645365\n",
      "75 2018-04-03  1434.638498 -1.400046  1564.295794  1289.995616\n",
      "76 2018-04-04  1433.771077 -0.867422  1569.125150  1283.387906\n",
      "82 2018-04-10  1448.424213 -0.180693  1603.927960  1279.331406\n",
      "87 2018-04-15  1458.288698 -0.021393  1632.807275  1270.328309\n",
      "94 2018-04-22  1468.967232 -1.557020  1667.432546  1268.559534\n"
     ]
    },
    {
     "data": {
      "image/png": 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Jnj59iqysrDKOrvJiO6sSiUSoXr06JBJJWYdCRERElQQTADVkMhmePn2KGjVqQCx+3Umi\nUCggk8kgkUiUZaR7bGdVCoUCjx8/hrW1NZMAIiIi0gk+Yanx7NkzlYd/orIiFotRo0YNPHv2rKxD\nISIiokqCT7hqCIKgs4f/6HvRaL2pNaLvRevkemR8xGKxcigaERERUWkxAdAjQRAw79w8JGYkYt65\neXyIIyIiIqIyxwRAj07cPYGrqVcBAFdTr+LE3RNlHBERERERGTsmAHoiCAJCz4fCRGQCADARmSD0\nfGil6gWwsbHBgQMHyjoMIiIiItICEwA9yX/7Lxdeby0tF+R67wUYO3YsbGxsYGNjAzs7O3h6emL2\n7NnIzs7W2z21cebMGdjY2CAzM7OsQyEiIiIyWkwA9ODNt//5DNEL0LlzZyQmJiI2NhazZ8/G+vXr\nMWfOnELjzMvL01ssZSE3N7esQyAiIiIq15gA6MGbb//zGaIXQCKRQCqVwtnZGQMGDMCAAQNw8OBB\nAP+8gY+KioKfnx/s7e0RExMDADh8+DA6dOgAqVQKT09PLFy4UCU5uH37Nnr06AGpVIrWrVvj5MmT\npY51y5YtcHV1RVRUFFq1agUnJycEBgYiNTVV5bjNmzejTZs2sLe3h7u7O6ZOnaqss7GxwYYNGzBk\nyBDUqlUL33zzDQDgxo0bGDBgAJycnFC/fn2MGjUKjx8/Vp7366+/onv37nB1dUWdOnUwaNAgJCUl\nKetlMhmmTp0Kd3d3SKVSeHh4IDw8XFn/9OlTBAcHo169enBxcUHv3r2RkJBQ6jYhIiIi0jcmADpW\n2Nv/fIaeC2Bubl7grXhISAjmzp2LixcvokmTJoiKisLo0aMxevRoXLhwAUuXLsXWrVsRFhYG4PVm\nVMOGDYOJiQmOHz+O8PBwzJ07VyfxvXz5Et999x3WrFmDgwcP4v79+5g3b56yfv369Zg6dSqGDx+O\nmJgYbNu2DXXq1FG5xoIFC9CzZ0/ExMTggw8+wF9//YVevXrBw8MDJ0+exM6dO5GWloaPPvpIeU52\ndjbGjRuHkydPYu/evRCJRBg6dCgUCgUAYM2aNTh8+DB+/PFHXLp0CWvXroWrqyuA13/HgwYNQmpq\nKn7++WdER0fD09MTAQEBePLkiU7ahYiIiEhfuBOwjv175R91/t0L4O/mr9dYrly5gp07d6JDhw4q\n5TNnzkTHjh2Vn8PCwjBp0iQEBQUBANzc3DBr1izMnTsX06dPR3R0NBITExEfHw8nJycAr5OIwMDA\nUseYm5uLJUuWKB/qP/30UyxevFgltgkTJmDs2LHKsubNm6tcIzAwEMOGDVN+/vrrr+Hp6YmQkBBl\n2YoVK/DOO+/g1q1bqFevHgICAlSusWLFCtSrVw83btxA48aNkZKSgrp166Jt27YQiUTKh38AOH36\nNK5du4abN2/CzMwMABAaGoqDBw9i7969KokGERERUXnDBECH/v32/83hP/+W3wvQqXYniEQincZw\n9OhRODk5IS8vD7m5uejZs6fKAzUANGvWTOVzXFwcrl69im+//VZZJpfLkZOTgxcvXiAxMRHOzs7K\nh38AaNmypU7itbS0VHmjL5VKkZ6eDgBIS0vDw4cP0b59+yKvoe77nDlzRiXefElJSahXrx6SkpLw\n9ddf49KlS8jIyFC++b9//z4aN26MoKAg9OvXDy1atIC/vz+6d++OTp06Ka///Plz1K1bV+XaL1++\nVBlGRERERFQeMQHQoeLe/ufTZy+Ar68vwsPDUaVKFTg6OsLU1LTAMZaWliqfFQoFZsyYgd69exc4\n1tzcXO1wJV0lLlWqqP4KikQi5f3Mzc01uoa679O9e3eVoUT5pFIpAGDw4MFwcnLC8uXL4eDgAIVC\ngbZt20ImkwEAvLy8EBcXh19//RXR0dH46KOP4Ofnh02bNkGhUMDBwUHtEqjW1tYaxUxERERUVpgA\n6Iimb//z6asXwNLSssCb6eJ4enri5s2bhZ7XsGFD3L9/Hw8fPoSjoyMA4NKlS6WOtThWVlZwdXXF\n6dOni+0F+DdPT0/s27cPrq6uBRIMAMjIyEBiYiKWLFkCb29vAMD58+cLHFe9enW8//77eP/99xEQ\nEID+/fvjyZMn8PT0RGpqKkxMTFC7du2Sf0EiIiKqsOzt12t1/KNHI/UUifY4CVhHClv5pzCGWBFI\nU9OmTcP27duxYMECXL9+HYmJidi1axdCQ0MBAH5+fqhfvz7GjBmDhIQExMTE4KuvvipwnT59+mDt\n2rU6jW369OlYsWIFvv/+e9y+fRuxsbFYs2ZNked88sknePLkCUaOHIkrV64gOTkZJ06cwPjx4yGX\ny2FjYwNbW1ts3LgRd+7cwalTpzBr1iyVa6xcuRK//PIL/ve//+HWrVvYs2cPpFIprK2t4efnh1at\nWmHo0KGIiorC3bt3ceHCBYSGhuLq1eJ7gIiIiKhyEgRALhdQ3vd9ZQ+ADmj79j+fPucCaMPf3x+R\nkZFYvHgxli9fDlNTU9SvXx8ffvghAEAsFiMiIgITJ06Ev78/XF1dsWjRIvTv31/lOklJSSpLbepC\nUFAQXr16hVWrVmHOnDmoUaMG+vTpU+Q5jo6OOHr0KObOnYv3338fMpkMLi4u8Pf3h1gshkgkwoYN\nG/DFF1+gbdu2qFevHhYtWoT33ntPeY1q1aph6dKluHPnDkxMTNCsWTPs2LEDYvHrnHnHjh346quv\nMGHCBKSnp0MqlcLb2xs1a9bU6fcnIiKi8kndG/3Y2HT4+e1GVFRfeHnZlUFUmhFlZmaW8xzF8NLS\n0go8yCkUCshkMkgkEuVDYL6o5Cj036P6MKyNX/r+ovcVgSqKotrZmKn7nSytnJwcpKSkwMXFReP5\nFqQ9trNhsJ0Nh21tGGxnw9FlW+cnANHR/cp1AsAnrFLKf/svQsne4IsgMui+AERERERk3JgAlJJM\nLsP9rPsQULIHeAECHmQ9gEwu03FkREREREQFcQ5AKZlVMcPJISeR/jK9xNeoaVETZlXMdBgVERER\nEZWWtiv9HDsWUPxB5QATAB1wtnKGs5VzWYdBRERERHomCIBCIUAsFqEM13ApFSYARERERGTUvL1P\nabUio1wuqF3pJza25CNCDIkJgA6I7t+HKL3kf+FCzZoQnJx0GBERERERlUZleNNfGCYApfXqFap1\n7AhxWlqJL6Gwt0dWQgJgxnkARERERIYWE9OhwDKgha3pn19ekXEVoNKSSKBwdoZQwtRQEImgcHIC\nJBIdB0ZEREREVBATgNISifBq9myISriOv0gQ8Gr2bFS6viUiIiIiKpeYAOhAXqdOyGvWDIKJiVbn\nCSYmyGvWDHmdOukpMv2ysbHBgQMHyjoMIiIiItICEwBdyO8FkMu1O00u1+nb/7Fjx8LGxgY2Njaw\ns7ODp6cnZs+ejezsbJ1cv7TOnDmjjO+tt96Cq6srfH19ERISgr/++quswyMiIiIyCkwAdETbXgB9\nvf3v3LkzEhMTERsbi9mzZ2P9+vWYM2eO+hgEAXl5eTq9vyYuX76MGzdu4MSJE5g0aRKio6PRtm1b\n/Pe//9XbPXNzc/V2bSIiIqKKhAmArmjZC6Drt//5JBIJpFIpnJ2dMWDAAAwYMAAHDx4E8M8b+Kio\nKPj5+cHe3h4xMTEAgMOHD6NDhw6QSqXw9PTEwoULVZKD27dvo0ePHpBKpWjdujVOnjxZ4hjt7Owg\nlUpRr1499O/fH0ePHoWdnR3+85//qBwXERGBVq1aQSqVomXLlli3bp1K/YMHDzBixAi4ubmhVq1a\n8PPzw+XLlwEACxYsgI+PDzZv3gxPT0/Y29tDEAQIgoBly5bB09MTDg4OaNeuHfbu3au8plwux4QJ\nE9C0aVM4ODigRYsWWL16tcp9z5w5g06dOqFWrVpwdXVFt27dcO/ePWV9cW1JREREVJa4DKgO5fcC\nmMTHF5kICCYmkDdtapCx/+bm5gXefoeEhCA0NBRubm6wtrZGVFQURo8ejYULF8Lb2xtJSUkIDg4G\nAEyfPh0KhQLDhg2Dra0tjh8/jqysLMyYMUNnMVpYWODjjz/GzJkzkZaWBmtra/z0009YtGgRFi9e\njKZNmyI+Ph7BwcGwtLREUFAQnj9/jl69esHR0RHbtm2DVCpFXFwcFAqF8rpJSUnYs2cPNm3aBJO/\ne2ZCQ0Oxf/9+hIeH4+2338a5c+cwatQo1KhRAz4+PlAoFKhVqxY2btwIW1tbXLx4EZMmTYKDgwP6\n9euHvLw8DB06FMOHD8f69eshk8lw5coV5eYhxbUlERERUVljAqBLf/cCVO3fv+jD9PT2/01XrlzB\nzp070aFDB5XymTNnomPHjsrPYWFhmDRpEoKCggAAbm5umDVrFubOnYvp06cjOjoaiYmJiI+Ph9Pf\nG5aFhIQgMDBQZ7E2aNAAAHDv3j14eHggLCwMoaGh6NOnjzKmxMREbNy4EUFBQdi5cyceP36MkydP\n4q233gIA1K1bV+WaMpkMa9asgZ3d67V7s7OzsXLlSuzbtw+tWrVSXve3337Dxo0b4ePjA1NTU8yc\nOVN5DTc3N1y8eBG7d+9Gv379kJWVhWfPnqFbt26oU6cOAMDd3V3jtiQiIiIqa0wAdKy4XgB9v/0/\nevQonJyckJeXh9zcXPTs2ROLFy9WOaZZs2Yqn+Pi4nD16lV8++23yjK5XI6cnBy8ePECiYmJcHZ2\nVj78A0DLli11Grfw9zKqIpEI6enpePDgASZOnKh8ew4AeXl5qF69OgAgISEBHh4eyod/dVxcXJQP\n/wCQmJiInJwc9OvXT+U4mUyGpk2bKj9v2LABmzZtQkpKCnJyciCTyeDh4QEAeOuttxAUFIT+/fvD\nz88Pfn5+6NevHxwcHAAU35aWlpYlbSIiIiIinWACoGvF9ALo++2/r68vwsPDUaVKFTg6OsLU1LTA\nMW8+hCoUCsyYMQO9e/cucKy5ubny4fzfRDqOPzExEQDg6uqKV69eAQCWLVuGFi1aqBwnFouVcRVH\n3fcEgMjISNSqVUulTvL3Rmy7d+/GzJkzERoaipYtW8LKygrLly9Xzi0AgFWrVmH06NGIiorC7t27\n8fXXX2P37t1o2bJlsW1JREREZcfefr3ackEQCjzblHCLpwqBCYAeFNYLYIix/5aWlgWGwhTH09MT\nN2/eLPS8hg0b4v79+3j48CEcHR0BAJcuXSp1rPlevnyJn376Cd7e3rCzs4NMJoOjoyOSk5MxcOBA\ntee888472Lx5M548eVJkL8C/ubu7w8zMDPfv34ePj4/aY2JiYtCqVSt88sknyrKkpKQCx3l6esLT\n0xOTJ09Gly5d8PPPP6Nly5bFtiURERGVL4IAyOUCTExERrMvKxMAfSikF8BQY/+1NW3aNAwaNAhO\nTk7o27cvxGIx/vvf/+LatWuYPXs2/Pz8UL9+fYwZMwahoaHIysrCV199VeA6ffr0wXvvvYdRo0YV\neb/09HS8evUKz58/R2xsLJYtW4bHjx9j8+bNymO++OILzJgxA1ZWVujSpQtevXqFq1evIjMzExMm\nTEBgYCDCw8MRFBSEuXPnwsHBAXFxcXB0dFSO73+TlZUVJk6ciJkzZ0KhUKBt27Z49uwZLl68iKpV\nqyIoKAh169ZFZGQkoqKiULt2bWzfvh1Xr16Fq6srACA5ORk//fQTevToAQcHB9y6dQu3bt3C4MGD\nNWpLIiIiKjuPHo0sUHbx4gN07XoIR450R6tW/wx3jo1Nh5/fbkOGZzBMAPTkzV4AQ678oy1/f39E\nRkZi8eLFWL58OUxNTVG/fn18+OGHAF4Pu4mIiMDEiRPh7+8PV1dXLFq0CP3fSHCSkpLw+PHjYu/X\nokULiEQiVKtWDbVr10anTp0wfvx4SKVS5TCdDz/8EFWrVsXy5csxd+5cWFpaonHjxhg7diyA10N2\ndu3ahdmzZ2PgwIHIy8uDu7s7wsLCirz3rFmzYGdnhyVLliA4OBjW1tbKN/kAMGLECCQkJODjjz+G\nSCRCYGAgRo4ciePHjwN43cPyv//9D9u2bUNGRgakUik+/fRTfPzxxxq1JREREVFZE2VmZlbiEU4l\nk5aWhpo1a6qUKRQKyGQySCQS5Tj04lSJilLpBcj+5Rfk+fvrNNbKpiTtbAzU/U6WVk5ODlJSUuDi\n4sL5CXrEdjYMtrPhsK0Ng+1sOPk9AMeO9VTbAxAd3Q9eXnbFlhdXV57wCUuP8nsBAOhl118iIiIi\nIm0xAdAnkQg5c+dC7u6OnLmZP09RAAAgAElEQVRzy93YfyIiIiIyPpwDoGdyPz88v3ChrMMgIiIi\nMgqFLfVZmAMHuuspkvKLPQBEREREVKnlL/VZmdf21wZ7AIiIiIio0lC31Gf+5NyoqL4FJudevPjA\nUKGVG+wBICIiIiIyIuwB0CFtx5ypy1CJiIiIiPSJCYCeCQKgUAgQi41ne2kiIiIifdPmxSvH/qti\nAqBD2o45IyIiIiLd4YtXzTABoBKzsbFBREQE3nvvvVJfa8uWLZgxYwaSk5MNdk8iIiIqH0oyjFqb\nF6/55fQaJwFXImPHjoWNjQ1sbGxgZ2cHT09PzJ49G9nZ2WUdWrHef/99XLlyRfl54cKF8PHx0cm1\ne/XqpWyXmjVrwsvLC/PmzcOrV690cn0iIiLSPS7dqT/sAahkOnfujJUrVyI3Nxfnz5/HZ599hhcv\nXiA8PLzAsYIgQC6Xo0qVsv81sLCwgIWFBRQKhV6uP3z4cMycORMymQy///47JkyYAACYO3euXu5H\nREREmuMwasNiD0AlI5FIIJVK4ezsjAEDBmDAgAE4ePAgAODMmTOwsbFBVFQU/Pz8YG9vj5iYGADA\n4cOH0aFDB0ilUnh6emLhwoXIy8tTXvf27dvo0aMHpFIpWrdujZMnTxYZx+HDh+Hq6qp8oI+Pj4eN\njQ3mzJmjPGbSpEkYOfL1/+C3bNkCV1dXAMD27duxePFi/PHHH8o391u2bFGel5GRgaFDh8LR0RHN\nmzfHoUOHim0XCwsLSKVSuLi4ICAgAH5+fjhx4oTKMXPnzsW7774LR0dHeHp6IjQ0FLm5ucr6BQsW\nwMfHB9u3b4eHhwdcXV0xYsQIZGVlKY/JysrCp59+ilq1asHd3R0rV65Er169MH36dOUxMpkMISEh\naNSoEWrVqgV/f3+cOXOm2O9AREREpAtl/+q3Avn++++xZs0aiLSYVSKTyQHkIDAwDBKJiVb3Gzdu\nnPJNdUmZm5urPMQCQEhICEJDQ+Hm5gZra2tERUVh9OjRWLhwIby9vZGUlITg4GAAwPTp06FQKDBs\n2DDY2tri+PHjyMrKwowZM4q8r7e3N54/f474+Hh4eXnh3LlzqFGjBs6dO6c85uzZsxg3blyBcwMC\nAnDz5k2cOHECe/bsAQBUr15dWb9o0SLMmzcPX331FdasWYNRo0YhISEBb731lkZtkpCQgAsXLigT\njnzVqlXDqlWr4ODggGvXriE4OBhWVlbKtgCA5ORkHDx4EJGRkcjMzMTHH3+MpUuXKhObWbNm4bff\nfsO2bdtQs2ZN/N///R/i4+Ph4eGhvMb48eNx7949rF+/Ho6Ojjhw4AACAwMRExODt99+W6PvQERE\nRFRSTAC0kJWVhYcPH5bo3PT0pyW6X2lcuXIFO3fuRIcOHVTKZ86ciY4dOyo/h4WFYdKkSQgKCgIA\nuLm5YdasWZg7dy6mT5+O6OhoJCYmIj4+Hk5OTgBeJxGBgYGF3tva2hoeHh44c+YMvLy8lA/7ixYt\nQlZWFl68eIFbt26pHedvYWGBqlWrwsTEBFKptED9kCFDlPcOCQnB2rVrceXKFXTu3LnQeNavX4/N\nmzcjNzcXMpkMYrEY33zzjcoxU6dOVf537dq1cfPmTezatUslAVAoFFi1ahWsrKwAAIMGDcKpU6cw\nZ84cZGVlYdu2bVi3bp2yzVeuXIlGjRopz09KSsLOnTtx7do1ODo6AgAmTpyIX3/9FVu2bEFISEih\n34GIiKgi03ai77FjAXqKhJgAaMHKygqOjo5a9wCkp+fAzs5c6x6A/IdMbRw9ehROTk7Iy8tDbm4u\nevbsicWLF6sc06xZM5XPcXFxuHr1Kr799ltlmVwuR05ODl68eIHExEQ4OzsrH/4BoGXLlsXG4uPj\ng7Nnz2LChAk4f/48Zs+ejX379uG3337D06dPYW9vjwYNGmj9HZs0aaL876pVq8LKygppaWlFnjNg\nwABMmTIFz549w7Jly2BlZYWAANX/Y9m7dy9Wr16NO3fuIDs7G3l5eQX+DlxdXVXKpFKp8t7JycnI\nzc1F8+bNlfXW1taoV6+e8nNcXBwEQUCLFi1Urvvq1SvY2tpq2AJERESVA5ftLBtMALQwZswYfPbZ\nZxCLNZ86kT+BZefOfgaZwOLr64vw8HBUqVIFjo6OMDU1LXCMpaWlymeFQoEZM2agd+/eBY41NzeH\noGb6vSZJkI+PDzZv3oyEhASIxWI0bNgQ7dq1w7lz55CZmYl27dpp8c3+oW7ScnGTh6tXr466desC\nANauXYs2bdpg06ZN+PDDDwEAly5dwogRIzBjxgz4+/ujevXq+OWXX7BixYoi7y0SiZT3zm+nN9vm\n3+2nUChgYmKC6OhomJioJoRVq1Yt8jsQERFVZNpO9I2NTTdUaEaHCUAlY2lpqXzQ1ZSnpydu3rxZ\n6HkNGzbE/fv38fDhQ+WwlUuXLhV73fx5AKtXr0a7du0gEonQrl07LFmyBJmZmRgzZkyh50okEr2t\nCGRqaorJkydj/vz5CAwMhKWlJX777Te4uLhgypQpyuNSUlK0um6dOnVgamqKK1euwNnZGQDw7Nkz\n3LlzR5nsNG3aFHK5HGlpafD29tbdlyIiIionuENv+cdVgAjTpk3D9u3bsWDBAly/fh2JiYnYtWsX\nQkNDAQB+fn6oX78+xowZg4SEBMTExOCrr74q9rr58wB27NihHOvfrl07xMXFFTr+P5+rqyvu3r2L\n+Ph4PH78WOdr9g8YMAAikQjr17/+P6m6devi/v37+OWXX5CUlITvv/8eBw4c0OqaVlZWGDJkCEJC\nQnD69Glcv34dEyZMgFgsVvYK1KtXDwMHDsSYMWOwb98+JCcn4/fff8fSpUtx7NgxnX5HIiKi8oJr\n+pcvTAAI/v7+iIyMRHR0NDp16oQuXbpg5cqVcHFxAQCIxWJERERAJpPB398fn332mcpynkXx9fWF\nXC5XPuzb2NjA3d0ddnZ2cHd3L/S83r17w9/fH71798bbb7+NnTt3lv6L/otEIsGnn36KZcuW4fnz\n5+jVqxfGjRuHqVOnwtfXFxcvXlSZFKypr7/+Gq1atcLgwYPRt29ftG7dGg0aNIC5ubnymJUrV2Lw\n4MGYPXs2WrZsiSFDhuDy5csqcyyIiIgqqvxdev/95/jxAMjlAo4fDyhQToYnyszMZC72hrS0NNSs\nWVOlTKFQQCaTQSKRFDoHQF2XlyAAubkKmJqKC0xuUTcWzthp0s4VSXZ2Nho1aoTQ0FDlfIOSUPc7\nWVo5OTlISUmBi4uLSoJCusV2Ngy2s+GwrQ2jsrVz/lj/6GjVOZGFlRdXp8v7XLz4AF27HsKxYz3R\nqpVTqa5VkpjLAucAGICJCae1G4u4uDjcvHkT7777Lp4+fapcgalXr15lHBkREZHucEnPio0JgA7x\njT4BwHfffYdbt27B1NQUXl5eOHz4MGrUqFHWYREREekVl/SsOJgAEOmQp6cnTp06VdZhEBER6RWX\n9KzYKv4gayIiIiIi0hgTACIiIiIiI8IEQI1/7+5KVNYUCoVGOy8TERERaYIJgBrVq1fH48ePmQRQ\nmVMoFHj8+DGqV69e1qEQERFRJcFJwGpIJBJYW1sjIyMDwt9b1ikUCuTk5MDc3LxSrE9fXrGdVYlE\nIlhbW0MikZR1KERERFRJMAEohEQigZ3dPzPYc3Jy8OzZM0il0kqxIUd5xXYmIiIqP7RZ71/g1rIV\nBhMAIiIiIiNW1EO+TFZwOLSpqZjr/VdwTACIiIiISEX+pl6mpuICD/nHjgWoXe8/fx8AKv+YABAR\nEREZMW7qZXw4y5KIiIiIyIgwASAiIiIiMiJMAIiIiIiIjAgTACIiIiIiI8IEgIiIiIjIiJRpAjBt\n2jR4eHjAxsYG165dU5ZHRUWhQ4cO8PX1Rdu2bbF161ZlXVpaGvr374/mzZujbdu2OH/+vEZ1RERE\nRERUxsuABgQEIDg4GN27d1eWCYKATz75BPv370eTJk1w9+5dtGrVCr1794aVlRW+/PJLtGjRAr/8\n8gt+//13fPjhh4iNjUWVKlWKrCMiIiIyBtrs3guoXwaUKrcyfTJu165doXVPnz4FAGRlZcHW1hZm\nZmYAgD179iAuLg4A0Lx5c9jb2+P8+fPw9fUtsq4oOTk5xcYqk8lUfpJ+sJ0Nh21tGGxnw2A7Gw7b\n2jB03c75G3up271X3XOQTPZK+fPN+sLqDHVOUUpyn9zcXOVPTc7Rdcy6Ym5urvGx5e7VuEgkwsaN\nGzFs2DBYWlri6dOn2Lx5MyQSCTIyMqBQKGBn98+GFK6urrh//36RdcX5888/IZfLNYovNTVV+y9F\nWmM7Gw7b2jDYzobBdjYctrVhlKSdz51rX6Dsxo0sDBt2BRs3NkfDhlYqdSkpKWrum6W8f0rKC43q\nDHVOUUpyn4yMrL9/ZiAlJdfgMeuCiYkJ6tatq/Hx5S4ByMvLQ3h4OLZu3Yo2bdrg999/x9ChQxET\nEwPgdYLwb4IgKP+7qLqi1KpVq9hjZDIZUlNTIZVKIZFINLouaY/tbDhsa8NgOxsG29lw2NaGoet2\nfvLkMQBAKpXCxaVGqY4vrM5Q55Qk7qKu9ejRXwAAW1tbuLg4GDzmslDuEoCEhAT89ddfaNOmDYDX\nQ3kcHByQkJCA9u1fZ7Tp6enKN/0pKSlwdnaGra1toXXF0abLRCKRaHU8lQzb2XDY1obBdjYMtrPh\nsK0No7B21nac/7FjAX9fz0yjvzeJxKzQ4wurM9Q5JYm7qGuZmpoqf2pyjq5jLgvlbhlQJycn/Pnn\nn7h58yYA4M6dO0hKSkK9evUAvJ44/MMPPwAAfv/9dzx69Aht27Ytto6IiIioMhMEQC4XoOEACDJi\nZdoDMGXKFBw6dAipqano27cvqlatiqtXr2LJkiUYPnw4RCIRBEHAt99+qxymM2/ePIwePRrNmzeH\nRCLB999/r1zlp6g6IiIiospC3co9sbHp8PPbjaiovvDysitQR5SvTJ+Ow8LCEBYWVqA8MDAQgYGB\nas+xt7fH7t27ta4jIiIiIqJyOASIiIiIiIj0h+NjiIiIiMopV9ctGh/Lsf+kKfYAEBEREVUgnOxL\npcUeACIiIqJy6t69oQWWkyxssm9+OVFx2ANARERERGREmAAQERERERkRJgBEREREREaEcwCIiIiI\nypC9/Xq15YIgQCQSFSg/dixA3yFRJccEgIiIiMgACnvQl8kUasvFYsDERAQ1OQBRqTABICIiIioj\ngvD6IV8sVn3QFwQgN1eBI0e6o1UrJ5VzYmPTDRwlVTZMAIiIiIgM4NGjkQXKClvS8+LFB+ja9ZAh\nwyMjwknARERERERGhAkAEREREZERYQJARERERGREmAAQERERERkRJgBEREREREaECQARERERkRFh\nAkBEREREZES4DwARERGRjhS2229hjh0L0FMkRIVjDwARERGRHgkCIJcLEISyjoToNfYAEBEREemI\nNrv95tcRGRp7AIiIiIiIjAgTACIiIiIiI8IEgIiIiIjIiDABICIiIiIyIpwETERERKSGtkt6qpsA\nTFQesQeAiIiISENc0pMqA/YAEBEREamh7ZKeRBUFewCIiIiIiIwIEwAiIiIiIiPCBICIiIiIyIhw\nDgAREREZNW1W++HkX6oM2ANARERE9Aau9kOVGXsAiIiIyKhps9pPfjlRRcYEgIiIiCo9bTf1OnYs\nQE+REJU9DgEiIiIio8RhPmSs2ANARERElZ62m3rFxqYbKjQig2MPABERERGREWECQERERERkRDgE\niIiIiCoNrulPVDz2ABAREVGlxsm+RKrYA0BERESVBtf0JyoeewCIiIiIiIwIEwAiIiIiIiPCIUBE\nRERUoXBXX6LSYQJARERE5VJhD/oymUJtuYmJCGKxCCKRPqMiqviYABAREVGFIQjqH/QFAcjNVXBX\nXyINMAEgIiKicokr+hDpBycBExEREREZESYARERERERGhAkAEREREZERYQJARERERGREmAAQERER\nERkRJgBEREREREaEy4ASERGR3mm7e6+6JUCJSDe0SgCePn2KAwcO4Pz587h37x5evnyJGjVqoGnT\npvD390fr1q31FScRERFVMoIAKBQCd+8lMjCNEoC//voL//d//4eff/4Z9vb2ePfdd+Hh4QELCws8\nefIEZ86cwYoVK+Di4oIvvvgC77//vr7jJiIiogpEm029iEi/NEoAfHx8MHjwYERFRaFx48Zqj3n5\n8iUOHjyIlStX4sGDB5g4caJOAyUiIiIiotLTKAH47bffYGdXdGZuYWGBwMBABAYGIj09XSfBERER\nERGRbmmUABT38F/a44mIiKhy0GayryDoMRAiKlSplwFNTExEREQE4uPjdREPERERVTKCAMjlAh/4\nicoJrVYBWrRoESwsLPDZZ58BAE6fPo3AwEBUq1YNz549w6pVqzBw4EC9BEpERETlg7f3KYi0WLbn\n+PEAtZN98ycBE5FhadUDsHfvXri7uys/f/vttxg9ejTu3LmDb775BuHh4ToPkIiIiMo/vuUnqjg0\n6gHYtm0bBEFASkoKEhISkJGRAUEQcOHCBbRt2xbbtm2DQqFAcnIytm3bBgAYMmSIXgMnIiKishET\n0wEuLi4wNzdXlhW1pGdsLBcHISpPNEoAXFxcAACmpqawt7eHi4sLEhISYGVlBV9fXwiCAJlMBpFI\nBFdXVwhM/4mIiIiIyiWN9wEAAE9PTxw9ehTBwcGIiopCly5d0K5dOwDAf//7Xzg5OSk/ExERERFR\n+aPVHID58+cjPj4e3bp1Q0pKCmbOnKms27p1K/z9/XUeIBERERER6Y5WqwB5eHgo5wDY2tqq1E2c\nOBFWVlY6DY6IiIiIiHRLqwQg35sP/wDg4OBQ6mCIiIio/ChsUy9BEAosA8rpf0QVR6k3AiMiIiLj\nweU+iSq+EvUAEBERUeX36NHIAmUXLz5A166HcORId7Rq5aQs56ZeRBUHewCIiIiIiIwIEwAiIiIi\nIiOi8RAghUIBhUKBKlX+OeXRo0fYsGEDXrx4gR49eqBt27Z6CZKIiIiIiHRD4wRgwoQJMDU1xbJl\nywAAWVlZ6NSpE3JyciCVSrFq1Sps3boVXbt21VuwREREpFuFrfRTmAMHuuspEiIyFI2HAF24cAEB\nAQHKz9u3b0deXh6uXLmCc+fOYfz48Vi+fLlegiQiIiLD4Uo/RJWbxj0ADx8+RN26dZWfT506hd69\ne8Pa2hoAMGTIEGzZskX3ERIREVGpafumXy4XEBXVF15edirlFy8+0GVYRFQGNO4BMDMzQ05OjvLz\n5cuX0bJlS+Vnc3NzZGdn6zY6IiIi0hu+6ScyThr3ADRp0gSRkZGYO3cuYmJi8OjRI7Rv315Zn5SU\nxN2AiYiIyil1a/rnr93/5pt+rulPVLlpnABMnToVAwcOxO7du5GamoqgoCCVB/4DBw6gdevWegmS\niIiIiIh0Q+MEoH379jh58iSio6MhlUrRt29flXoPDw80b95c5wESERGRKm3H86t7+09ExkvjBAAA\nGjVqhEaNGqmt++ijj3QRDxEREZWAIAAKhQCxWASRqKyjIaLyTOMEYNu2bWrLq1evjvr166NBgwY6\nC4qIiIgKp814fiKiN2mcAEyfPl1teXZ2NhQKBbp06YJ169bByspKZ8EREREREZFuaZwA3L17V225\nQqFAbGwsJk6ciEWLFiE0NFRnwRERERkrbcf5HzsWUPxBRETQYh+AQi8gFqN58+b4+uuvceTIEV3E\nRERERGpw3X4i0gWtJgEXpU6dOvjzzz91dTkiIiKjpu04/9jYdEOFRkQVXKl7APIlJyejVq1auroc\nERERERHpQal7AARBQFxcHGbNmoXu3bvrIiYiIiIiItITjROA2rVrQ6RmYeHs7GzI5XJ07ty50JWC\niIiISD1tJvty7D8R6YLGCcCCBQvUlltZWaFBgwZwd3fXWVBERETGjJt6EZE+aZwABAUF6fzm06ZN\nw+HDh5GSkoKYmBg0btwYAPDq1SvMnj0bUVFRkEgkaNq0KdauXQsAuH37NsaOHYvHjx/D2toaq1at\nQsOGDYutIyIiKo+0meybX05EVBoaTQLOzs7W6qKaHh8QEIAjR47AxcVFpfzLL7+ESCTClStX8Ntv\nv2H+/PnKukmTJmH48OG4cuUKgoODMXHiRI3qiIiIiIhIwx6A5s2bY9SoUQgKCoKjo6PaYwRBQHR0\nNFauXAlvb29Mnjy52Ou2a9euQFl2dja2bNmCa9euKeccODg4AADS0tIQFxeH3btfv/3o06cPpk6d\nirt378LS0rLQutq1axcZR05OTrGxymQylZ+kH2xnw2FbGwbb2TAqWzvLZK+UP//9b1Rh5cXV6fI+\nubm5yp+ljc1QMRvqHG1jLqqusHbW9ffRZcyGOqckcevyd1rXMeuKubm5xsdqlAAcOHAAoaGhWLRo\nETw8PNCsWTM4ODjAzMwMT58+xY0bN3Dp0iWYmpri888/x0cffVTS2JGUlARbW1uEhYUhOjoaFhYW\nmD59Ojp06IAHDx7A0dERVaq8DlskEsHZ2Rn3799H1apVC60rLgH4888/IZfLNYovNTW1xN+NNMd2\nNhy2tWGwnQ2jsrRzamrW3z9TkZLyotjy4up0eZ+MjKy/f2YgJSW3VLEZKmZDnaNtzEXVFdbOuv4+\nuozZUOeUJG5d/k7rOmZdMDExQd26dTU+XqMEoH79+vjpp5/w4MED7NmzBzExMbhw4QJycnJQo0YN\neHh4YNmyZejatSvE4tJtLZCXl4fk5GS4u7vjyy+/REJCAvr27YsLFy4AQIGViIR/LYlQVF1RNNm/\nQCaTITU1FVKpFBKJRKPrkvbYzobDtjYMtrNhVIR2dnXdovGx+f98SaVSuLjUUJY/efJYbXlxdYUp\n7JyirvXo0V8AAFtbW7i4OJQqNkPFbKhztI25qLrC2lnX30eXMRvqnJLErcvfaV3HXBa02gfAyckJ\n48ePx/jx4/UVD1xcXCAWizFw4EAAgIeHB2rXro3r16+jYcOG+PPPP5GXl4cqVapAEAQ8ePAAzs7O\nsLS0LLSuONp0mUgkEq2Op5JhOxsO29ow2M6GUdHaubjVfiQSM5XvI5GYqS0vrq4whZ1T1LVMTU2V\nP0sbm6FiNtQ52sZcVF1h7azr76PLmA11Tkni1uXvtK5jLgs62wlYV2rUqIEOHTogKioKAHDv3j3c\nvXsX9evXR82aNeHh4YHIyEgAwL59++Dq6oratWsXWUdERFTWHj0aWeDP8eMBkMsFHD8eUKCciEhf\nSr0TcGlMmTIFhw4dQmpqKvr27YuqVavi6tWrWLJkCcaPH48vv/wSYrEYS5cuVU4EXrp0KcaNG4fw\n8HBYWVlh9erVyusVVUdERERERGWcAISFhSEsLKxAuZubGw4ePKj2nPr16+P48eNa1xEREembNrv6\nAsCxY3zTT0SGV+6GABEREVUmggDI5QI0XJeCiEjvyrQHgIiIqKxp+9Ze3c69RdUVtqtvfh0RkaGV\nKAGIiYnBxo0bkZSUhJ9++gm1atXC9u3bUbt2bbRt21bXMRIRERlUcavzaJM08M0/EZU3WicAe/fu\nxZgxYzBgwADEx8crd118/vw5wsPD8fPPP+s8SCIiIn3R9q19YYpLGoiIygutE4CwsDCEh4djyJAh\n2LVrl7K8VatWWLx4sU6DIyIiKo+0SRryy4mIygutJwHfunUL3t7eBcqrV6+Op0+f6iQoIiIiIiLS\nD60TAKlUiqSkpALl58+fh5ubmy5iIiIiIiIiPdF6CNDHH3+M6dOnY8WKFRCJRHj48CEuXryIOXPm\nYNq0afqIkYiISCOurlvUlstkCrXlEon692Bcn5+IKjOtE4Dg4GA8e/YMvXv3Rk5ODnr27AkzMzNM\nmDABo0aN0keMREREJVbUKjxyOSftEpHxKdEyoHPmzMF//vMfJCYmQqFQwN3dHdWqVdN1bERERFq5\nd28ozM3NVcryJ+FGR/dTOzmX6/MTkbHROgF4+vQpFAoF3nrrLTRr1kxZ/uTJE5iYmKB69eo6DZCI\niIiIiHRH6wRg5MiR6N69Oz755BOV8t27d+Pw4cPcB4CIiPSqsE24BEGASM1YHo7nJyJSpfUqQJcv\nX4avr2+Bch8fH1y+fFknQREREWlDEF6P5+euu0RExdO6B0AmkyEvL69AeW5uLnJycnQSFBERUWHU\nbcJ18eIDdO16CEeOdEerVk4qdRzPT0SkSusegGbNmmHjxo0Fyn/88Ud4eXnpIiYiIiIiItITrXsA\n5syZg759++KPP/5Ahw4dAACnTp3C1atXsWvXLp0HSEREREREuqN1D0CbNm1w7NgxODs7Y8+ePThy\n5Ajq1q2Lc+fOwdvbWx8xEhERERGRjpRoH4CmTZvihx9+0HUsRERUwRW2Qk9h1I3nL8m1OPmXiEhz\nGiUAz549U67v/+zZsyKP5T4ARET0b4IAKBS62XFXl9ciIjJWGiUAbm5uSExMRM2aNVG7dm216yzn\nr7+ckZGh8yCJiKhiUPdGv6gdd3V1rfxVgIiIqHgaJQD79u3DW2+9BQDYv3+/XgMiIiLjoe2QIW7q\nRURUeholAD4+PgCAvLw8nD17Fh988AGcnZ31GhgRERknDvMhItIvrSYBV6lSBStWrMCQIUP0FQ8R\nERkRbYcMcVMvIqLS03oVoPbt2+Ps2bOoXbu2PuIhIqJyjsN2iIgqNq0TgC5dumD+/Pm4fv06vLy8\nYGlpqVLfs2dPnQVHREQVA4ftEBFVHFonAJMnTwYArFy5skAdVwEiIqr8OGyHiKhi0zoBePLkiT7i\nICIiIiIiA9AqARAEAXfu3EFubi7q1auHKlVKtJEwERFVANyJl4iochJreuDdu3fh4+ODli1bwtvb\nG82aNUNsbKw+YyMionJGEAC5XOADPxFRBabxK/wvv/wSr169wpo1a2BmZobvvvsOkydPxokTJ/QZ\nHxERlRFtxvrnlxMRUaY8J1oAACAASURBVPmncQJw/vx5rFu3Trkp2LvvvgsPDw+8fPkSFhYWeguQ\niIj0h0t6EhEZH42HAKWmpqJBgwbKz05OTrCwsMCjR4/0EhgREZUNDvMhIqrcNO4BEIlEEItV8wWx\nWAyB/0IQEVVYXNKTiMj4aJwACIKAd999F6J/7fDy/PlztG/fXiUxSE5O1mmARERUelzRh4iI8mmc\nAKjb+IuIiCou7t5LRGScNE4AgoKC9BkHERHpEVf0ISKifBpPAiYiIiIiooqPW/kSEZVD2i7P+ejR\nSC7pSUREGmEPABFRBVGS5Tm5pCcREb2JPQBEROWQtstzluQcLulJRGSctE4A/vjjDzRp0kRt3YED\nB/Dee++VOigiImPB5TmJiMjQtB4C1L9/f7Vr/e/duxejRo3SRUxEREaNw3aIiEiftO4BGDFiBPr0\n6YNjx47BwcEBALBr1y5MmDABq1at0nmARESVGZfnJCKqPC5nnAPGf4PLGfbwQvldaEHrHoAvvvgC\nPXr0QN++ffHkyRP8/PPPGD9+PFavXo2+ffvqI0YiIiIionLhn4f8cyrlgiDgh6QwoOYj/JAUBqEc\nd+OWaBWgRYsWoWnTpujcuTOCg4Oxbt06BASU3yyHiIiIiKi0inrIP3H3BBKzEgAAiVkJOHH3RFmF\nWSyNhgAdOnSoQFmvXr0QExOD/v37QyQSKY/p2bOnbiMkIiIiIjIwdcN51D3k+7v5QxAEhJ4PhRhi\nKKCAGGKEng9Fp9qdIBKJyvJrqKVRAjB06NBC6yIiIhAREQEAEIlEyMjI0E1kRERERERl4M03/SOF\nPgBQ6EP+ibsncDX1qvJ8BRS4mnpVmSCUNxolAE+ePNF3HERElZa39ymt3gBxh14iIsP5PfM8MP4b\n/J75FlohEP/P3p3HR1Xd/x9/3ZlsQFg1QSEsogiCKKigglQIFf3WBVtcatXafutW+bZ2UWkrVP0B\nbggurdalrfVba9XWr2tdsAhYNoGSAC5liSwhBJKwSFiyzdzfHzczyczcO5k7udnfTx/zmOTeuTNn\nhpiczzmf8zngnM5j18lfuG0hc1bOwW/4CZiB8Hm/4W+1swDaCExEpAWYJgSDJj6fQSv7uyAi0mGY\npskftz8GWSX8cftj3GJOBWJH+mctn4VhGLad/Ds/vJOtBVuhpPbg6dZdwAy02lkA1wHAXXfdxaBB\ng7j11lsjjj/77LN8+eWXPPjgg541TkSkPVi+/Hz69etHRkZG+Jh26BURaXkfbf+ITYc/BWDT4U8d\nR/rzS/Ktb2qA7cA2oAQCpQG27t8KobXAvQgHANB6ZwFcVwF6++23Oeecc2KOjxkzhrfeesuTRomI\niIiIeMWudGf9hbtAeKR/9orZ+A1/3cVHgHXAq8DDwJ+BfwEbgX3Udf4B9gPVdd/WnwVoTVzPAOzb\nt49u3brFHO/WrRt79+71pFEiIm1RdvYfbI+bphkz8tOKy0OLiLQKTptqGTt3YpTZz5RmbjrAKHaS\nuelTfPQIH1/2r1mMqi5h2b9mcePJZ0JOju3C3fBI/2GsTv9/gEIiO/n1pQBZQHa9+6iB/tY4C+A6\nABg0aBD//Oc/ufnmmyOOf/jhhwwcONCrdomItAumCYGAid+vXH8RkWhOnXy7KjyGYUBlJZkTJ+Ir\nLbV9vjOBtQA3Px5x/P/CX22h4n/Po+Kz/4RH+sM5/SawA1gDfA4EiNUJGAycDPQBetBgPk1rXAvg\nOgC47bbbuOuuuygrK+NrX/saAEuWLOHJJ5/kgQce8LyBIiKtjdNIv5NgEN5//yLGjOkbPhZaAyAi\n0lE5dvJxrrdPWhrBnByMsjKMJKZSA8CWzEo2Fv+rbvS/AliP1fEvsbnoWKwO/xAgB/DbPKYBrW0W\nwHUAcP3111NVVcW8efOYO3cuAP3792fevHlcc801njdQRKQtUFUfERFnXm6qVTljBl2mTk2qHX7g\n5+OPsnnBXfg+9xH8PGjl8ldHPbATMKr2lpXkm66ntc0CJFUG9Ac/+AE/+MEPKCsrIyMjg8zMTK/b\nJSLSapWU/CDmmFNVn1Wripg8OXY3dRGRjsLrTbVqcnOpGTUK//r1GAG7PB17pcCTPWDBauDlrVZF\nn2j9gLOAYUBqI960jdY0C5D0PgBlZWVs3rwZwzAYPHgwxxxzjJftEhFpUW7TfLR5l4i0NckspgXY\nsXoJo656jP9sSmHkyO+Hjzvl8zfFplqJzgIcAd7EKtzzIVBzADgQ9aAMYARWx793g0+ZtNY0C+A6\nADh8+DB33XUXL7/8MsFgEAC/38+3v/1tHn74YTp37ux5I0VEWgOl+YhIWxXTOU9yMS3A9bW30vfu\nxLzsGoyMDMd8frt0nnibak1fMp2CAwVQhTVkbwAZEEgPkFeT2CxAEKtK5/8CfwPK7d5gF+CU2ttA\nksrrT4aB0SpmAVwHAHfffTfLli3j5Zdf5uyzzwZg5cqVTJ8+nRkzZjB//nzPGyki0tzcpPmEzomI\ntEa2nXMPFtNu7VrDzuKlTDrh6475/HFLbYZUALshUBygoLgAdgEOv1KvfOhKsntl0717d7qbJr0C\nAbpjFePpXtuu17D26YqW0RkqTsPq9Pcjid2wGs/EpKi8iKpAFekp6c3fgFquA4C33nqLF154gfHj\nx4ePTZ48mYyMDL7//e8rABARERFpAW5ScCYNnNToxbT35BrsWTmHiQNybfP5J/afGFtqE6xeehGw\nufa2O/HXDVYF2b17N7t3J3ZRV2AqcPYx8MNpNFunv1tKD1771t9ITYldSJDVKatFO/+QRABw9OhR\nsrOzY45nZWVx9OhRTxolIiIiIolzk4ITSkFJdjFtjQFrj4f3TzRhTx7zV8+3zeePOH4I2ILV4S/A\nGvV34sPKxT8OK9KorH18hfV1anUqGTUZlJfbJvfgAyYD3wWmAJ2BC/+LJun8D+k1hGcufCa8+dem\njQe4+eZF/P75KxjdZ4T3L+gR1wHA6NGjeeCBB3j66afJyMgArKDgoYceYvTo0Z43UESksdwu6LVL\n/xER8ZqxcyeZm7bYLrbturmUUeyk6+bP8aVF5unbLcJ1k4JTfyFqMrMAKSbMzAUM8OFj3up5MaP8\nxkGDh37/EMZWA3O7aeXzOzkOq77+8bW3bOL2UKup5uXLX2ZCvwmUHzxI1cUXc+g//+GrYJAjWJU7\nj699bI0Bq46HBSe6eosJ21+xn1OOOaVuRH9XGRRvJjvj+PgXtjDXAcADDzzAlVdeybBhwzj11FMx\nDIMNGzaQkZHBa6+91hRtFBHxnBb0ikiLql2Ee2Zpqe1i23OoXYQ7reFFuKSnu0rBqV9Rx+0sQBXw\nbjYsSAcKIFgZ5GjFUWuUvhKrws52MPebVMcU16+VDpyEtaPuSYDLavL129+jZ09SZs1yDGLqByuN\nUX+kPzTK/+yzExk3cnCLp/Mkw3UAMHz4cP7973/z6quvsmnTJkzTZOrUqVx55ZV06tSpKdooIpIQ\ntyP9gYBpu6BXRKTJ1S7CpawUn/s1uBGLcDGM+Ck4JvAVVnkcIECAvL15vLTsJcbljMN/4410njYN\niOwnH8HaI+tz4Iva+43A0RLAza9bA+gDnIDV6U9yN92Q6HKaTkFMKFXJi9H/iJH+2lH+k7ueSt+u\nbfPvh+sAYNmyZZx99tnccMMNEcdrampYtmwZ48aN86xxIiLR4nXyq6qCMcdSU30a6ReRFmW7ONcw\nWHnTxZx3W178ix2EFuHuXjHbtqSmYRrMfX0uxnoD8zPTCgCiTHtiWlKvnVDjcoABtbccrFF/L18i\ngX0B3I7+Txt4N1eOvSD8fXsY6XfiOgC49NJL2bhxI1lZkfsiHzx4kEsvvZR9+/Z51jgRkUSE0nlS\nU30xnfwFC6bYlu4MlfQUEWlK8Rbn/ph3eKYPjCq2OquJiliEW7+kpolVXeczMD83qfyq0tP34gfS\nu8GRPkA3rE59Ru196NYZawGvx7voRoueBaieOJFPB3Ri6I6jpJhJjP4HDT4sfZPZWXfU1edvByP9\nTlwHAKZp2m5csG/fPrp06eJJo0REnKg+v4i0JKdSm07iLs4tyWdGLnzwors2RIxsVwFbgU1YFXYO\n2lzgw9rsKqqbZmDQI6MHkwZMwgD8CxdiHDhgjapgdRJPwiqbfzJQfjyMv5lG59N7pf6mWlXBamZ9\nPY1X/mBVpHSd++8zKa3a3eL1+ZtLwgHAddddB4BhGNx2222kpaWFzwUCAT777DPGjBnjfQtFRERE\nWgGn0fx4j29oce6CEwOs6gNnJDgLUA28kw0L9gIrsTr/dmt3fVg598OBoVgj89Htw2Q/+7nm8muY\nNHASKQsXxq0IdOEkWk3nH2I31fr1PUsp+fibZG/eQsngk/jVzOf4Ve2/T/10npOH9Ih4ns8+LWXa\ntKX89tnLOkTnH1wEAN26dQOsH+bMzMxwCVCAtLQ0Ro8eHbMuQERERKQ5bNz0FqOuup8dq49wBudH\nnMvcdMC21Gb940bWYMy+feO+htNofrzHx12cWwnsgh8OhYd2WSk2KbU3P9ZgfkHtbUvt7UvgcAnw\nns0L+rE6/cNw7PTHXJJARSAvF9MmI9FNtXK69WPbLTMpu+NOqm+Zycjeo+oeWC+dZ2R25ExxVWYR\nFG8jK/24pnwbrUrCAcBTTz0FQP/+/fnRj36kdB8RaVJuKvoksYu9iLQjZkUF3/rZXdx8qAZevSfm\n/JlgW2qz/vFgz54cfvVVSLU6mdG19uNtqGU3CxB6fMTi3Eowdhg8uPBBqye/CzCtNlwQ8wwJ6oqV\nnzMYGASkxX94tOhcei8W0ybLi021Dpw1jgncyeKzVJQmHtdrAH7xi19EfL906VKOHDnCmDFj6NGj\nh8NVIiKNp9r9ImKXg/9R8VJyutXQ81Dy1SV9+/fT9YK6bnh0rf2Pdi+Lu6FWtIXbFpL3RZ7VyS8C\ndgC7rMCghpqk2pgKpHaFI72B/lid/uNodMfcbhbAty4fX9Bs1tH/trqpVluUcADwxBNPcOjQIX71\nq18B1g/wFVdcwUcffQRAVlYWb775JqecckrTtFREOhQ3i31V0UekY7DLwQeYvXIOvXMN3nvR2+nA\nUK39wl3/Ys4n98fdUGvPnj2sXbuWtWvXkpeXx+KVi+FwAy+QhbU4tzMQhO/mwbGHrHL9AawCOyfW\n3gYCpcfD2CZYhBs9C1Bx991kXnEF4PHofxAGZJ7EC1N+HzPK3x5LbbZmCQcAf//73/nJT34S/v7N\nN99k+fLlvPfeewwZMoRbb72Vhx56iD/96U9N0U4RERHp4Oxy8AFrZP5EXC2mTUSo1v7mj39BwYGC\nuhNHgV0Q2BUgryiPk+49ib179jb8hKEO/0Cs+vhRO+DuHgAvxKkINK0JF+HWr6hz5Pzz2NTXzxlF\n1gJlz0b/fVBefcB2lL89ltpszRIOALZv387w4cPD3y9YsIBLL72Uc845B4A77riD733ve543UETa\nPqd8fruNuwDS0ny2xxcsaLjknoi0T3Y5+LOWz6rbBIsAM5Moqekkotb+gQKM8toNtTZgpfTUsxeb\nzn8XrN1v+9a7b2D55AKHIKY50nAiKuqkZlA+bS6fz5xN6Q9vZ/HVdYuqSw6XsG5TIXNmr+HuGWcx\nYEDX8Lnt28vDx0ee3J+sLnV7RoVG+p9+/gqN8rcCCQcANTU1pKfX/YOtXr2aW2+9Nfz9cccdx969\nCUS/IiLEX7gbCCjPX6QjcFNT366iTn79TbBw7kAnI8WEX5wH5AMbwNxqWhtt2UmDU08/lUljJ5Ga\nk8ojRY9Ad9yP1hvYBjGepeHYpODUV7+iDmMvY3ggwOLx34ypmpP9VRlzNgS5oPcURg6tl45ZUe/4\nCVGj+crnb1USDgBOOOEEli1bxsCBAyksLGTLli2MG1e3wnrXrl306tWrSRopIm1bvHz+xYu/aZvP\nr029RNo3NzX1bSvqgNUhLwU21t52wfg0ONW0Btxzam99sdbK9qy99QJ6ULdg+CiwDaswz1ascpur\n02H5a9jX2O+NlcJTO7LvO9ZH6nGp3HP1PUx6ZRL+nlHtdCE6iPF09N8uBUc6pIQDgB/84Afcdddd\nrFixgjVr1jBmzBiGDh0aPv/xxx8zYkRiJZpERESk47Ct3OOipn7E6H8Aq6JOqNO/P/KxVRVWWc21\nCbSrG5COFUPEqIz6vicwAjgVyI48FVPfvzGiZgGSHf13KqmpFBwBFwHA97//ffx+Px988AFjx45l\n+vTpEed3794d3i1YREREOhandB7Hyj0J1tQ3TZN73r8HI9/A3GRaw/QVDo3oCQTAKE9sf5CDDT2g\nC9ZOuiOwphLidMJ9+Ji3el7sLEUSQrMAY3aR9CJcldSUeFztA/Dd736X7373u7bn5s2b50mDRERE\npPVae2AFTJvL2gM9GYNVKjJeOk/cyj21omvq19TUsHr1av75z3/yf+/8H1s3brVvjIGVijOk9lab\niWwG4J1noece2A3sBMqwJgv21d6HbkeAflgb6IZuv/s6rDkVa4rAviZBjCBBjtYcTezBDTHgV5Pg\nifes+56devLqZa+Gd8KtXzrz5CF1ezCppKYkyvVGYCLSsbnZoRfs8/9FpHWLN5r/x+2PQVYJf9z+\nGLeYUzEMwzGdp8HKPfVGyn2HfPx0/k854+AZLFq0iK+++sq+cRnASdTtftvJ5jF+eOIC9xWBQvn2\na8bR5LveRrBZnPvZp6UM/+dSnvzmeTwxehh9u/ate3y90pkRC3RVUlMSpABARBpNO/SKtB8NjeZv\nOvwpAJsOf8pH2z8id0CuYzpP3Mo9JtbQ/CZgMwR3B9lR+1+M47E6+ydhrehNYLtfp4pAps+HEbQv\nQezppldu2CzOrcosguJtDM6M6vyLeEABgIi44maHXhFpe9yM5s9eMRsT0zadZ+G2hcxZOSdypN8E\nioFPgc8Ah0H+7t27k5uby7+7/pud2TsJZtp32ONyKKlpBIMETjwR37ZtGIG6GQgvq+04LcCNTtmp\nf06Lc6U5KQAQEVtuUn0SWWwnIq1PdKqPUyffaTQ/b08e0xdPj0nn8Rt+pi+Zbu2eGwBKgM+xOv37\nHBpzHNYo/2B47rbn8Kf4ef2N1xv1/qJnAYI+g+DpI6m8+266XHFFxGO9HP13WoAbk7JT75wW50pz\nUgAg0oGNHbvEse623S69qak+pfqIrfSSXYxiJ5mbPsVH5Ahn5qYDjudCzKwszL7epzkYO3eSuWmL\n7evHa1foXFpJMdC8s1rGzp3sWP0ao656jB2rj3AGdbuwetlmu1Qfp06+7Wg+VuWbggMFEMRaTfsV\nUAaBsgAFZQXWytu9WOdj3igwCKvKzmCgdkNZv+Hn/lX3264TcC1qFsAXNDly990EJk2iZtQofOvy\n8QXNpEf/506Yy+g+o2OOR2yoJdIKJRQAuCnv+eKLHu3BLSKuxBuxt+vMp6X5qK42sdva0u83SE31\nxXTyFyyYYpvqE0oBkqblZtfUZlVZyYibLmEtB+Hmx2NOn0ltTXabcyHB7GzKN2yAdA87TZWVZE6c\nyJmlpbavH69doXNVN75A5Wt/g9TUmMckGrTE+3eLOVfb5utLS7ke4NV7XLf58M1/ombjpgY/y+hU\nH8dOfsDHT//+Uwq3FdaVzjlk3YKHg3AYq/OfyEygAQzE6vSfglVmM0rADMTs8NsY9Utqru3rJ+f8\n80g3DCruvpvM2lmAZEb/DQxe+uIlbjz9RseBFJHWKqEAoFu3buGvTdPkH//4B926dWPkyJEA5Ofn\nc/DgQS655JKmaaWIJCW0ONfpnM8Hfn9kR980obo6qJ14W5Bdh9HNrqnN3rbUVAq6VTP8q4TWZsYw\nDYNg376QlpZ0u+xKU5KWRjAnB8pK8SWZppZ28ABpF1xgey6RoCXev5vtubQ0DmR3o3tpaVKfZQAo\n6FpF/9TUuH1Zu1SfcMpOBfBvrO1w90PwqyCFZmESrcH6gTgGa0JiADCM8Eh/U4rOwS9NWcLn9z5O\n+bSZpKdmAHDk/PPY1NfPGUWBpGrtm5gUlRdRFajSaL+0OQkFAE899VT463vuuYfLL7+cRx99FL/f\n+vUUCAT4+c9/TteuzfB/tYjYirc4d/Hib8Z05letKmLy5Hd5//2LGDOmb8w10jKcOoxudk1t9rbt\nWMQz5x91XXIxxDBNqr/zHXzr1gHx01x2rF7CqKse4z+bUhg58vvhdtmVpsQwWHnTxZx3WyN3ZrVh\nAsGePfF98UX4mF27VxevpvPGDYwCYAMrVv2NsWdfBdgvts0dkMvMXHjys+Ta5QfuPP8ot+xYFPfn\nwy7Vp6CoAD4BVuG80ZbdC3apvWXW3o6td+tJwnX0vRSdg58/Pofhgc4sHntp+DHpqRmUT5vL5zNn\nU/rD21l89fkRz6Fa+9KeuV4D8OKLL/L++++HO/8Afr+fadOmMXnyZGbNmuVpA0VEOhKnTmG8XVON\nnTsxyuxnZ5LJGXdKWYnXtnUnGqzqY8aUXExUpzvvDH8dL83l+tpb6Xt3Yl52DUZGhm1pylDVmh/z\nDs/0gVFJtsuJAaRs3EjXCRPitjs3dKxW2cu3YW66DNLTHSvqPNWrgBtsylc2JJTH/s8TDUoddtWF\nutH/cKrPQWA51qh/ddSDM7A68b1q70Nfd8Pq9KfTZCUzffgY3GtwxEg+eNwxH3sZwwMBFo//puPi\nXNXal/bIdQBQU1PDxo0bGTx4cMTxjRs3EnSoqysi3lF1nvbBKc3HTZnFj7Z/xKTjzyNz4kR8paW2\nr+M2Z9xplL/BtjmUXGwKAWBr1xp2Fi8ld+Ck+FVrSvKZ4XG7TJLr8waALzOtdmMYzhV1fH5m5gZc\ntzmUxx40zIhddes7cuQIryx/hbwleVYu/26skpz119n6gNOAcUBWEm/UI0GCbNy3kb1H90a+D3XM\nRRrNdQBw7bXX8j//8z9s3bqVs846C4A1a9bw6KOPcu2113reQBFpmDbialvipfm4KbM4e8Vscq9e\nSDAnB6OsDCOJiC86Z9wp1SiRtjltvOQ1P3BPrsGelXMwDRqsWrPgxICn7Ur2fzE/cO8kH8UrZtvv\nhBuqqIPzJlZOwlVsBgGHwHfAx88e+xnfOf47bN26lW3btrFt2zZ2797t/CQpwBnAWHAo1tTsDIyI\n2S4R8YbrAGD27Nn07t2bp556KvyL5LjjjuP222/nf/7nfzxvoIhEcrMRl/L5W57d4tR4qTTxOoUc\nwcrN7gEBX8Aa5d2xiAtnzKDL1KlJta9+zrhTqtHE/hPjt60Gq877Ybh1CMzZFfsap2GVeY8Wb1dW\nO6GO7vsnmuAQHPmO+Lj9T7dTtK3IKkG5Dy4xYLwJaUBq7S0NK2V9EOHy8/Qjfsq66fNZi36rqiI2\nkWpINfDP3vBeWhAW5sMBrBH4g0Cl9YBgVdB6YDVQBecA3U2rjfXT7DthfeRV9W8mbC0HHrQOBAmy\nne08wAMNNy4NGIP1gpkJv6VmoYW2Ik3DdQDg8/m4/fbbuf322zl48CAQWSXIjbvuuov33nuPwsJC\nli9fzrBhwyLOP/jggzz44IMR5woKCvjhD3/I3r176d69O0899RRDhw5t8JxIa+QmnQfsO//SOjil\n9EQvTgUaTvP5CtgDlEGwLGjVUi/DCgDA6qQNBt/JPu7rfh+5NyymZtQo/OvXu+qURueMO6UazV89\nv+54VW3biiFYHLR2dS0hXOc9D/iGw+udDJwPfA34ms9H3xNOwF9QkHB7oV65xiAYBwwK/lNQ9/nU\n1pwPHg1SRFHEdaXA/yXw/OnASVjBwBBgaL37nli7yFb8/OdkzJ7d4HOVAH8D/oqVXl+xB3Dxv7yJ\nFSccSPSC8vins7OzOZx5mCOZRzB7mnV5/b2x3ngLi67cE6Ka+iLeS2ojsJqaGpYuXcrWrVu5oraG\nbnFxMV27diUzM/HhgylTpnD77bdz0UUXxZzLz89nzZo15OTkRBz/yU9+wg033MC1117Lm2++yY9+\n9CM+/PDDBs+JtBVK52l74qX0RC9OBfuUlTveuQNjlYG53oSdDbzgISAPgnlB1v9tPee/PIFrR57J\nt/LyOMlFu6Nzxu1G040ag4dffRhji4H5ZW3bkkyj2VR7ew4gGGRAeTlf69WLCfv3c75pMgj79BoT\naxPZRcDbnWDBB8A+MAPe5xlVYm1Wa1eEJxsYkpnJiYWFDO/bl1OKizklGGQAdeVPy4E3gJeAD4lM\nrY/LT+TURO22A50PQ49yq9T+IYfnSwWCKRBIwZoeCHXsa+/nTZ3H1WOv5pOyT5j6RnIzRc0hZvdc\nEWkyrgOAHTt2cMUVV7Bz504qKyuZOHEiXbt25fHHH6eyspJHH3004ecaN26c7fHKykruvPNOnnvu\nOS69tK5kV2lpKevWreP1162Uhssuu4w777yT7du307lzZ8dzAwYMiNuOioqG651VVVVF3EvTaI+f\nc//+f3H1+H/84yImT36X9977L0477ZiIc04/q1VVleH7+o9xOg5QXV0dvk/0mmRex0kyz+XlNStL\nFsO0uaws6cnQisT2MHG6ZlHhooiUnve3vM+EnAnMWjYrYqT//y39f2BQ18muAv4DbIBtW7bF71h3\nxSrU4we2U1etJQjrP1nP+k/WMx1rlP1i4BLgPKy+pJ3onU+NgEFBYUHdpk67gS/B3G5SVR3n/0ej\ntl3HUztEbh2+6d/Qp9xKpynHKjKzmsgiM9tLSvgz8Ofa7/tizQ6cj7VP1FpgCfAx1uA+AEdrb066\nYdWdD9WeD32dBgTg9b/AySXWhEU1VhbOFqzAZHPtrQDrnyZaCVBy6BD/euGFiOPpWJ/7ccBSh+Z1\nyoSjx2F9Rj1qbz2B7liVdhyK/h8xYdFz1loAv2m16yjWH+80rI87rw+cfRO20ZPf8PPn0j9zje8a\nZi2b1fiddRupa0oP/nrpi6T5rJ/MzZu/Ytq0pTz55Hmce9qJmDUmFTXxf4e09O8OL3/fxTvn9Dva\n6/fjZZub65pkdC7hpwAAIABJREFU2u3l30Ov2+yVjIyMhB/rOgD4xS9+wciRI1m6dCmDBg0KH7/k\nkkv48Y9/7PbpbN1///1cddVVDBw4MOJ4UVERxx9/PCkpVrMNwyAnJ4edO3fSpUsXx3MNBQC7du0i\nkOC0+Z49e9y/IXGttX7OY8cucfX45cvPx7RZmBlvlD/03vfs2UNh4ZGYa+3s2VNue43TcYB9+8pr\n7/dRWFid0DXJvI6XbfbqGtM0eaZgLmSV8EzBXHIHntbgAkOna0zTjOnoz1o6i5KTS8gvrdvNNEiQ\ndWXrrJ7nl8B64Atiyy6CNdR8MlYFllAntv7v9WpgG3W91no5IqFR9kexYobJWIFAJVZm0YHa+69M\nWFYN/BY4AubRBEfTj8VKlD++9tYb2yhjew48G1XF5giwAqtD//5JJ5G/Y0dEsF+ElS7z14baUH9z\nqdAti7qOfhy/mxxbESi33temYRA0TQqBjVjxWej2RUoKe2pqYp6zEthQe6uvP/Bt4PQsuPY2kls9\nHFVdKZ3YbJ14O9gGzAD5pfnMWjwr4uexqXVP7c6jZz1Kqt+ayti27TAzZ37B7PvH0ruqd/hx3Q6n\nQHEO3Q4fQ2B/gML9DW841pK/Oxq6xm2b451z+h3t9fvxss3NdU0y7fby76HXbfaC3++P6Jc3xHUA\nsHLlSj744APSonZs7NevH8XFxW6fLsaqVatYu3Yt9957r+356D/S9TtX8c7F06dPnwYfU1VVxZ49\ne+jdu3fMexfvtPbP2b6mttWZD9ikI4wb97FjxzIYNHn//dhR/vXr9wLQu3dv+vU7xu7SGPv321/j\ndBygpMRaxN+rVy/69TsuoWuSeR0v2+zVNYsKF7G1ciMAWys3UmAUMLHfxLjtdbpmUeEiPv/q8/Dj\nggT5/KvPeXzT43WjrSbWiPp6rF7iIZsX6AaMwFot29vmfH2p1K1aNcFX5qN3UW8G7B7A6pUrw2ki\n5cBrtTdb9pVDI4VWyYZuCS75sqti0xnI9fv52ogR3Pbee1RWVZGXl8eqv/yF1X/7G8uoW+ZQXw9g\nPLDxDNh0JtZQezLb5Dq0C8D0+wkMGEDKl1/iBwbW3i6sd+3+P/+ZsjPPZMuWLWzZsoWtCxey7c03\n2YgVh1VjxSJXAd8BzsWaAbnwQhpVK9+pzdGzOE58+PjTl3/yfPS/a0p3/nrpXxxH8/tk1v1tXR/c\nC8XlnNL31Db9u8PrNsc75/Q72uv342Wbm+uaZNrt5d9Dr9vcElwHAMFg0Ha0fNeuXa7y/50sW7aM\nzZs3c9ppp4Wfd+rUqTzxxBOMHDmSXbt2UVNTQ0pKCqZpUlRURE5ODp07d3Y81xA3UyZpaWmuHi/J\naa2fc7wKPKmpvpjR/Iby+dPS0mPeZ1pauuM5J07XxHuu1NTU8H2i1yTzOl62OZlr1h9aA9Pmsv5Q\nNmMypmCaJg+veThixP7hNQ9z0UkXOQZrTtdceOKFPLzm4di8+aDBl19+aeWM7MZKYLfrbGcAw7A6\n/f1JbsdUA4JZQYqzivnt5b9lzLpDLL3hBt4B3gP2NXR9GnUlZjrX+7obcAJWj9aDkevw4UCAqpkz\nyejUiYxOnZgwYQITzj+fLlu2EFy3jrxgkCVYHerhWOlAw4B1feDsS5NsS4Ltqnz4YZgzJ2Yxten3\nEzjtNHwXXUS2YZCdnc3YsWPh+uvpkpuLf/16AoEAu7Fit9r0fWoMWJNABz3ZNocXRDfwmQQJcrQm\nXt5UfHMnzGV0n9Hh7z/7tJRp05by9LOXcd6AM8PH0/aWQfE2hvcaxaBjI+vwt8XfHc3R5njnnH5H\ne/1+vGxzc12TTLu9/HvodZtbgusAYOLEifzud7/j8cfrNpU5dOgQDzzwABdccEGjG/TTn/6Un/70\np+HvR4wYwSuvvBKuAhT6/tprr+Wtt96if//+4RSfeOdE3Ehms60PP5wSUYITVJ6zpdktznWqZ2+3\naVKI0zXzV88nb1ce7AIKqU0SB7PEtOo02vFhpfechjWCn+rwOJdC+wJ8dPVCrhg1iqvXrycYCPAJ\nVme6K1a6eRegKBuu+C5WAJJUKYjERI9cmz4fgdNPpyY3N/KBhkFlbSnTs4GzbZ4rkY5usu2qMYCR\no6iZNAkMI6akqhEIUDljBjFRfL12pwDRw02JdtCTbXMio/+NZWDw0hcvcePpN4YD5KrMIijeRla6\nXWFXEWkLXI833X///Sxbtoyzzz6biooKbrrpJk477TSKi4u57777XD3XHXfcwbBhw9i1axeXX345\no0aNavCaxx57jD/96U+ceeaZPProo/zmN79J6JxIY5kmBAKmdtdthepKcC6LOB5db3/htoXhevb1\nhTrP9us1zMhrAkARGEsN7v/R/fAQVmnHBUA+VjBg1/nvh7U69w6sxPBheNb5ByvXO7QvQOWMGRiB\nAH6sPZ1uAL4FTMIq9f7sZKzUnibs/APhketQ2ooRDNp3pIGa3FxqRo3C9Ef+29QYVsfX045uVLtS\nTFh508VgGHXt8Fl/Hk2fj5pRo2KDlqh2B32Rf049b7dNm70MipzUr8MvIu2H61//xx9/PP/61794\n7bXXWLduHcFgkOuvv54rr7ySTp06uXquRx55hEceeSTuYzZsiFxWNXjwYMfSnvHOibihzbZajl09\n/XjnnEpwhjru9dN2pi+ZXrepVgVWfkwVBKoC5K3P41fFv6JfRj8OHz7MoUOHOHz4MFt2byFvS17d\njkulQKXVMTKdyvb0wlrIG7r1xar40sTCu6ZevdB2X4DmGjWuLzRyPWYXrO/Xif4TJ9r3WeuNptfX\nVB3d+u1a1Qd+zDt8ZP4cI6od8YKWULsr7r6bzNqS2E3Z7ug2J/PvGF1rf9PGA9x88yKefXYiJw+p\n2/63/vFxIwerNKdIO+M6AAiN/l933XVcd9114eM1NTUsW7bMsbSniEhDnDrz8c7Z7ao7aeAk27Sd\ngrICjM21tfY3EVNU/Xev/c59ozOpWzHaBytnvoXWr4dHa4PVzdqZjsuAX02CJ96De7+eytPBatJ9\n9p3J0Gi6b10+vqDZtAFLvXb9ahIUHdoV3m22JjeXg0NG0G3jBg4OGYHpMPofcuT889ick8KIopom\nSc/pmdGTVy97FdMwmbP9mzzwzmF+NYmk/h1jau3vKoPizZzc9VRGZtdLYax3vG/XY+2fTETaLNcB\nwKWXXsrGjRvJysqKOH7w4EEuvfRS9u1rcMmZSKvgdhfeBQumNPwgSZjdaL5TZ97pXO6AXNtddSf2\nnxhO2wkEA1Z+/nrgUzArGpnD1YW6Dv9Akl8k20ihTmFqSmQeUWjX1FBn2r9uHUYw2Kyj/9Ft27Tx\nAMP/uYhXr74i/khy1Gi61wFLt5QevPatv8W069mrJvJE/VFuw2DrTXeQesedVN90BwMbKBGbnppB\nzweeJOX6W8Ltzpj1MIvHjwFg5YbN/OLej7h7xlkMGNA14trt28uZM3sND947iXNG1G3jFj0C37dr\nXwCu+/Z7DP/gNZ69aiIz643YR19zctS5EO2qKyKQRABgmqZtpYx9+/bRpUsXTxol0lK0C29y4qXt\n2LEbzQdsO/O5A3Idz5mYtotz562aR96/86zqO58TUSc/rAvWItwuWCP2aWCkGQzIGsADFzxAZmYm\ndyy7g82HNxNMDYYfk1SlniT9+KR7+NaYuvKkTp1CW1GpLJ52poMwIPMkXpjye9tUkpi21Y4mZ2cc\n3+BTHzn/PDb19XNGUSDpNBe7AOTmmxfx++evYHSfETHtshvlPnDWOCZwJ4vPSmxWu+clV3FwyG/D\nswYDvnUTA0K/RI7JgQ0HuKD3FEYOjSoUUFHGnA1BzjlmQkIj8NkZfaA4J3bEPuqamHMiIvUkHACE\n0n0Mw+C2226LqNEeCAT47LPPGDNmjPctFKnH7ai9XS5/vHNOef6hcxIrXtqOE7vRfMCxOo/TuemL\np9eV4AxijfR/Dvc/er+121W0VGAoVgWeQcTUkjcx2cY20k5Jo4oqNmZsjNyAqzkFDT7Y83/cl/WT\nus/TZVpG9cSJrO/XidMKj3q7INUH5dUHHFNJGpMykp6aQfm0uXw+czalP7ydxVefH3HeaZQ7VJry\nySfPY8LoYUkHIElzOWsgItKSEg4AunWzdn8xTZPMzMyoeqhpjB49mhtuuMH7Fkq75dSZN02T6urY\nNI20NB9VVUHba/x+w3YjrngBQ7zgQOy5TduxY7c4d9byWRiGEVNP32/47c+ZYBwyKNhSYNXZ3wNs\nJbzBVsTiXAOrnv3pWJ3/BrIfHF+zuflMSiuKw3npyagKVnPP11OZ8/bRpHPGnUbTn36+gXSexhh7\nGcMDARaP/2bCo9yh0pSDM4fFnxlpQm5nDUREWkrCAcBTTz0FQP/+/fnxj39M586dm6xR0nGFSm06\nnfP7jZj0HNOE6upgUhtxtXfxUnPWHlgB0+ay9kBPxnBFg9e4TdtxmgWwW5ybX5JvfRPAKqNZAlRb\ns4v5NflWWc2AdYwyYA+YR+Lk8vuwRviHAUOw0nwSFDADde1pJk6VWRrbyU5PSec7V7/D8Pfd5Yx7\nlc4jIiKtk+s1AN/+9rcpLi7mxBMj55ILCgpISUnRxluSMLsR+FWripg8+V0WLPgGY8ZEjuI1VIbT\nzUZcHUFDFXX+uP0xyCrhj9sf4xZzarh0ptM1btN27GYB6tfUD5gBMLHKan5Ze9sOVCb5hv3ASVid\n/pMBd1WJW5RTZRYvOtlJ5YyrAoyISLvmOgC47bbbuO6662ICgDVr1vC///u//OMf//CscdI+JLOr\nrjReQxV1Nh3+FIBNhz+NKJ1pd43btJ3oWQDTNNmzZw9/X/F38t7Ps+rv7wV2EE7bcaUzcBzQu979\nsTT9xlaNVD+dRnXWRUSkpbj+c7lhwwbOOeecmOOjR4/mzjvv9KRR0v519NQcr0Wn7dh12BuqqBMq\nnWl3Tdy0nbqD8BUE9gfIW53H91Z+j8DeAF9++SXbtm3jyJEjDb+RzlipO/2xFt+mYI3sp9T7ujvQ\n1ekJWphNdRzHxakaZRcRkRbiOgAwDIPy8vKY4wcPHiQYtF+gKR2bm2o7oRQgSZxd2o5dh72hijrz\nV8+3Pb5w20LmrJwTuyC2Aitl50tgG1YqT71fAW/yZsONT8WqpT8Ia6FuNs1aZtNzNtVxWsPiVBER\nkfpcBwDnnnsujz76KH/4wx/w+60aeoFAgPnz59vODIiIO25r6ken7Th12ONVt/HhY97qebbXTF8y\nnYJ9BVaqThlWtZ2tQBGQQMpWaG1QaUYp5V3KMXuZ0AvoiXXvb+AJmsHcCXMZ3Wc0ACWHSzhQaW0c\n0DO9J1ld6jY9jLfRUrNUxxEREfGA6wDgvvvu4xvf+AZnnXUW5557LgArVqygvLyct956y/MGStug\nXXXtOXXm3VTaiVdT3y7VZ/qS6RQcKLAeUIGVb18DgeoA+f/Jtyrp1NTegtYtGAxyNHg0/D0VwEEI\nHAxQcLAAymm4s58FHEO4Y+87xsfQwUNZcusSPi76mKlvTHX56TUPA4OXvniJG0+/scH9C+JutKTq\nOCIi0ka4DgCGDh3KsmXLeO655/j000/JyMjg29/+NjfffDM9e/ZsijZKG9VR8vzddubdVtqJV1Pf\nLtWnYH8Bxk4Dc40Jn2KVz2wKWVhpOydgpfFEVd0JEuTzwOcs2bnEPoWolTAxKSovalS9fRERkbYk\nqZoZxx9/PL/+9a+9bou0YR1hV127jn4ynXk3lXbi1dSPKalZCWwA1oC528NySl2AbrW37kAOVqc/\ngYW44RSi0IxES7FZnKsqPCIi0lElFAB8+umnDBs2DJ/Px6effhr3saeeeqonDRNpTZw6+m47824r\n7cSrqb9w20LyNuZZG2dtBdYTW0M/A2v3205Y/7enRt37sTrEvqhbGlaHvyuNKq0ZMAMUHCgIv98W\nY7M4V1V4RESko0roT/v48ePZtGkTWVlZjB8/PpzGEM0wDPbt2+d5I6V5uc3ntxv9b2/sOvq5A3Jd\nd+bdVtoJ1dSf2H8iu3fvJi8vL3xb8skS5xr6fYDRwHCsznwLa87Of/1a+6DFuSIiItESCgDWrVvH\nscceG/5a2genjn5VlX1nze832n0+vx2n0XwT01VnvsFKO/XTZMqBXRDYFSBvVx6DZg7iQNmB+A1N\nAUZgdfz7ePLWW9yAbgO4+9y7w2k727eXM2f2Gh68dxLnjDgp/LjodJ6IcptanCsiIhIhoQCgf//+\ntl9L6xdvNN+uo5+a6rPt6JsmVFcHbfP5m4Oxcyc7Vr/GqKseY8fqI5zB+eFzPVdu5hrWkvWhj5RN\nkYnpWdvLuYa19FzZEx8nRT8tAGZWFmZfq8Nol+fvNJo/ffH0xDrz9a47WnXUqqYTxErX2W9tnFWw\nv8Cq1rMf6z5qZP8ANp3/zsDxWJ39PtguxG3rjtYcZcrgKeGR+/yKMuZsCHLOMRMiq/AonUdERCRh\nCQUA776b+MZM3/jGN5JujDSPUHWe1FRfzGj+ggVTbBfuhhb0NrW1B1bAtLmsPdCTMVxhHaysJHPi\nRK4vLeV6gFfvibjmNOAlgDl/jXm+YaFzv4g9FxLMzqZ8wwbMtLSYPH8gcqFtLR8+q5P/FbATKAGO\nQOBogIKjBXAEOFp7q6Gu05+sDDjt9NOYNHYS/r5+Htn5iLUgtw3Nxjil5kTX1NfiXBERkaaVUABw\n7bXXRnwfvQagfoUSrQFoXdpSdR7TNPnj9scgq4Q/bn+MW8yp1s9WWhoHsrvRvbTU8z2jTMMg2Lcv\npKXZ5vlDvV1za4DdQCEEC4NWx/+gxw0Ca2Q/m7qR/T7g6+XD39vPzKtnMumVSfh7ts6SmgBDeg3h\nmQufiQlOsjpl2abmxNTU12i+iIhIk0ooANi/f3/468WLF3PPPffw61//mtGjR2MYBqtWrWL27Nkq\nDdqC3CzctVm/3Sp8tP0jNh22qkxtOvxpXUUdYGYuPPmZ969pmCaVM2ZgQkyef2jXXF/AR/CTIHyM\ntUFWQk+MVYGnE1bFnVB1HaPefSrQA2vjrNCuuD0BmwFvp0XErdH+iv2R1XZERESkVXFd4O+Xv/wl\n8+fPD+8CDDBp0iQ6derET37yE1atWuVpAyV5rXkjruhc+3g18D/a/hFP9Srghj5wRjGkeBTAmH4/\ngdNOoybXvmpP/p582AQsAPbaPEEa0BerLn5frJKZnWpv6VgdfQ85LSJuCd1SevDat/5mm86jtB0R\nEZHWzXUAsHXrVrp16xZzvFu3buzYscOTRol7blJ9miuf34ldTX2nhbbhijo+PzNzA3zwonftMAKB\niNH/iI51CfABEL2WdxjWJlj9sNJ0PO7kxxMkyNGao0lff/uZtzM8azgA+47u44uCXbzwwkZu+8EZ\njBx6QvhxoUo7d884i5En9yerS1b4XKij//vnr2B0nxF1T660HRERkTbDdQAwatQofvnLX/Lss89y\n3HHHAbBnzx5mzJjBGWec4XkDJVJ7SfWpn2sfrwZ+/Yo6CwbBKo9mAWJG/wvzrNKbB4EvgNVYC3dD\n+gMX0WbLaxoYfLzzY+49797wmp1V1UW88K93uXzmNxgztC43P1Rp54LeUxh5QlRnXiU1RURE2jzX\nAcCTTz7Jddddx4gRI8jJyQFg586dnHTSSfzlL3/xvIHSsNac6hPNLtUnomxmDVAG7Kstj7mvtjzm\nPuArONcPOSZkYd2Ope5ru2PdsbJ3iurddgJFgQA7TJOisWPZtH2TVbXHTndgMtbIfyv/bOMxMSkq\nL6IqUKX0HBERkQ7OdQAwaNAgli1bxqJFi9i0aROmaTJ06FAmTJgQUQ1ImkZbSvVJtKZ+wb4CjEID\nc50JnxN3oW0wADuwbo2Wn+98LhUYD5xb+3UrE11pRyU1RUREJFGuAwCwyn7m5uYyduxY0tPT1fH3\nmJs0H7Bq97c2dnn+EJVrXwqst27mVw3k9GRgVcwJQFo51FQ0rqx+iJFiYHY1rQW83bDuewCn1H7f\nSsVU2lFJTREREUmQ6wAgGAzyyCOP8Pzzz1NSUsK///1vBg4cyOzZs+nfvz/f/e53m6KdHV5Lp/nY\njebHE7em/pfAP4FdNhemAidjLbANlcXshVUbv1aVCSuehUHF1sa5pVG3EqwsolKs88diFenpC/Qx\nDPqccAI9//QntgQK+P7i77fa1J7oSjv1ZXXK0mi+iIiIJMV1ADB37lz++te/ct9993H77beHjw8f\nPpynnnpKAYAHWnLzLruOvt1ofrxZH7s8/1nLZxGsDGK8a2CuihrtN4ATsbb0HYpVXjMeA+6ZBB+8\naMUJQ9y8QdPk8Ny5VI8YwY9fvh2/r3lKanbxZzI392FS/Nb/cklV2hERERHxgOsA4OWXX+bxxx/n\n/PPP52c/+1n4+PDhw9m0aZOnjWsP3Kbz2HX+m4tTR99uNH/SwEmOz2NbU39VPryJNSQf0hsYBZwK\nZLpr64IT7SsCmX4/gREjwDDwr1+PEQhEnnOo+++Vnhk9efWyV2Pq4z///BVMHl7XmVelHREREWkp\nrgOA4uJiTjjhhJjjwWCQmpoaTxrV3rXWdB67jn7ugFzHDbrsZgFCo//hPP8qYCHwSb0HpQJfB0aT\nfB19w9odOHpfACMQoHLmTAC6TJ0ae86p7n9CL2lglmTxzEXPMmSo80Lbvl3rSmqqMy8iIiKtjesA\nYOjQoaxYsYL+/ftHHH/jjTc47bTTPGtYe+E2naepOY3yO+3Ea2LabtDlNAvw0faPyCvOs8p27gIW\nY30d0h+YAhzT+PcSPQtQY8DBYSfiz80FoGbUKPzr1mEEg5g+H4HTT2/U6L+JCdklfFWzj5HZE+pO\naKGtiIiItCGuA4Dp06dzyy23UFxcTDAY5O2332bz5s28/PLLvPLKK03RRvGQUzqP00680xdPt92g\nKzQLcPToUb744gs2bNjA+vXreWXxK1ah/aqoF04BJgFn493uuVGzACmm9f0crEpVlTNmhGcBjGAw\nYvTfwLA69G4FDf6w9VFuMr+p6lciIiLSJrkOAP7rv/6L559/nnnz5mEYBvfffz+nn346L7/8MhMn\nTmyKNkqSolN9nEb5J/afaJsS48NXt0EXwCFgNwR2B8jbnceIuSPYtW0XwWADBTlzgMuxyvF4LDQL\nMGaXdf/3nIPcU7vZVU1uLgeHjKDbxg0cHDICMzeXqkAVO8t3Jtf5B/CZlFYUa0MtERERabNcBQCB\nQIAVK1Zw5pln8u677zZVm8QDdqk+TqP881fPj0yJqQRKIVgShD1YdTVLgMORr7GTnfYv3hM4rvbW\nB6vCj1ej/sSWxyxNWcLn9z5O6Q9vZ9F3rqjrmBsGW2+6g9Q77qT6pjsYaBikp6Sz6JpFlB21r5zk\ntKFW/XNPP3+FOv8iIiLSZrkKAPx+P1OnTuWTTz6hR48eDV8gLSY61WfhtoXMWTnHdpT/kaWP4Cvw\nEdwchAIic/bj8cOgkwcx9syxpPdN5w8lf7Aq+2R48x7mTpjL6D6jw987lcfMH5/D8EBnFo//ZkwO\n/oGzxjGBO1l81rjwsZyuOeR0zbF/UacNteqd04JeERERactcpwANGzaM7du3M3DgwCZojiQjkVSf\n6Uum16XzmFgj+lsguCVIxfYEttXtglV0/7i6my/LR/fju/PE1U8w6ZVJ+Dt7V1PfwOClL17ixtNv\nrMu1VwdcREREpNFcBwAzZ85kxowZ3H333YwcOZLOnTtHnO/WrZtnjZOGJZrqU3CgAKPGwNxgwgqs\nAMCODzgeayQ/u97Npk6/YwqRF+8Lk6LyIuXai4iIiHjMdQAwtbaqyjXXXBNRBcU0TQzDYN++RPNH\nxAsJpfocBtZg7cB72OZJegAn1d4G4iqFx4ePeavneVZT/7NPS5k2bSlPPnkeE0YPU+dfRERExGOu\nA4C33npL5Q9biQZTfcqwRvvXAdF7tPUFRmB1+o8BkvwnDRLkaM1R9213qKlflVkExdsYnDksckMt\nabcuuODNiA3xTNP+OMCCBVMQERGRxnEdAIwfP74p2iENsNu91zHVp9DAXGrCxqgnMYChwLlAP5Lu\n9HtGNfU959SZnjDh9ZjHpqZapZkuvvh922uSeR27TrvdZngN8fu9/3lo6jaLiIi0FQkHAEeOHOHX\nv/41//jHP6iurmbChAk89NBDHHOMB1u6djB2nfl47PL8gcja/UFgM7AMzB1RPbg04AysTbh6evxm\nGkM19ZOSnf2HmGOhzmx1dexqbr/fIBBw7tXbXQPxgwan10nGhx9OSXhH7Px8+/KtyWqKQENERKS1\nSzgAeOCBB3jppZe48sorSU9P57XXXuNnP/sZL7zwQlO2r92x68w3NPptt3svYI3+B4D1wHKgNOrC\nrsA5wJl4VpozniG9hvDMhc+EZxY6Wk19u5Fkp1HmREbZ3fL7DXw+I+HR7IqKCvr1ezHm5880IRg0\nHYMGt68D8YMWL0fg4/0bRDMM2Lv3xqRex00bQq8/ebL93ilKdRIRkeaWcADw9ttv85vf/Ca8CPjq\nq6/mwgsvJBAI4Pf7m6yB7Y1dZ37SwEmOj7fL85+1fBYAvk0+gh8EYW/URccC47By/F0neSVvf8V+\nTjnmlLoOfTutqe/UwbMbFU9N9Xk+yuxlesry5efTr18/MjKaIUK0Ee+zcRM0NBRQef1vEC/QcJpR\nsaMZCBERaQkJdw+Lioo499xzw9+feeaZpKSkUFxcTE6Ow6ZKEsGuMz97xWxyB+Q6zgLY5fnnb8iH\nD4Avox7cDzgPGIynO+9G65nRk1cvezW8E29IVqesDjGa75T+4jQqbteRDYmXZtOectO9bHe8TrOb\ndKKGuE21CgV7dj8Hy5Z9zTHQsnudCy54M3zf1DNHIiLS8SQcAAQCAdLS0iIvTkmhpia6vIw4sevM\n5+3Jc5wFCAUM4Tz/w8Ai4N9Ym3mF9Ae+XnvvhSAMyDyJF6b83jadZ9zIwU1eoSd6YSo0bzqNk2TS\nX+I9V7xIjHZcAAAgAElEQVQ0m47O6TONF1A1R9CUTKpVYWFhUq8jIiLSFBIOAEzT5LbbbosIAioq\nKvjZz34WsRnYiy++6G0L24mYznwtv+GPmQU4cuQIe/bs4d38d8n7KA8OAQeAtUBlvSftDkwGhuFt\nRR8flFcfcEzn6dvVmxHWZDRXp8jLkeS2Omrf1rTmVKtkXqelAx0REWm/Eg4ArrnmmphjV111laeN\nac+iR//ZAHwFgUMB8srzOO/351H5VSUlJSUcPHgw/pOlAeOxFvimxn9oQ+ZOmMvoPqPD3zf34lw3\no/mlpd6m09hRacjWr6P/O2hmQEREGivhAOCpp55qyna0a7aj//8Evqp7zGd8ltiTjQJysSr8NJKB\nwUtfvMSNp99YtwahCRbnus2n9yWxfsHLdBp1sKQ16OiBjoiINJ1mrBHTccWM/gNkEhEAAHTq0om+\nx/clOzubzys/56vUrzAzTeuxmUAWVtqPR0xMisqLWqwOfzILJtUpEhEREWkcBQBNzCn3n/OBaqyO\nfVfwdfUxNGcoH337Iz7a/hFT35jqaTvqp/pEL+ht6s6/m3z6ZBdMioiIiEhiFAA0MdvRf4CTI78N\nVQRauG0hc1bOiQ0YGiEm1aeVLOgVERERkeanAKAJOY7+O/AbfqYvmU7BgQJv29HCqT4iIiIi0noo\nAGhCjqP/DgJmgIIDBeGNwhJlYGCWZPHMRc8yZGiP8PHmTPVxs2srKJdfpCm4/f9wwYIpzdAqERFp\nbRQANBG3o//1uen8gzXCT3YJX9XsY2T2hLoTjUj1cSrP6bYzr4o6Ii1P/x+KiEh9CgCaiNvR/0YL\nGvxh66PcZH6zrqRnA9yW54zXidCIvkjLc/v/YX5+WRO1REREWjMFAE0gNPpvYFij883BZ1JaUexJ\nnr9TeU518kXaLjfpQfE25BMRkbZPAUATqApUsbN8Z6M6/z0zevLqZa+SmmJt9Vs/n//kIT0iHpvs\n7r1uynOKSPuk9CARkY5HAUATSE9JZ9E1iyg7aj+9Hq8zH5LVKYu+XfvWHaiXzz8yO6rT3sDuvV7l\n84tI2+X0/7bdzEDIhAmvxxxLTbW26tasgYhI26UAoInkdM0hp2uO/cl4nflmolE/EYnH7zcIBJx7\n9XbrhEDVhkRE2gIFAO1IoiNyhgF7997YPI0SkVYtmVk/p/UEwaCmAURE2gIFAO2cRvpFxGuqNiQi\n0rYpAGhHtKhXRERERBqiAKCNiVe7X4t6RURERKQhvpZugHhDqT4iIiIikgjNALQxSvMRkdbMzYZj\noFlKEZGWoBkAERFpcpqlFBFpPTQD0MSSGQ3TCJqItFX6fSQi0vopAGghyYyGaQRNRNobtwMe2lRM\nRKTxFAA0sWRGwzSCJiIdnd9v2O42fMEFb4bvE9n4UEREYikAEBGRFhNvwMNpdkCzoSIijaMAQERE\nWiU3s6GrVhUxefK7TdgaEZH2Q1WAREREREQ6EM0AiIhImxJv4fDFF7+vhcMiIg3QDICIiLQLPv1F\nExFJiGYARESkTbFbG1BRUUFhYSHjxn0ccy5UOWjChNdtn0/lRkWko9F4iYiIdFiqKCQiHZFmAERE\npN3YseNaMjIyGv08+fllHrRGRKR10gyAiIiIiEgHogBARERERKQDUQAgIiIiItKBKAAQEREREelA\nFACIiIiIiHQgqgIkIiIdWrydhe32CLDbh0BEpC1RACAiImIj2T0CooOGeMGENhwTkZagAEBERDq0\n5hjR14ZjItKaKAAQERFxKV7aUDTDgL17b7Q9pw3HRKQlKAAQERHxSLyRfjdrDZyCCRERLygAEBER\nccnLtCGlB4lIc1MAICIi0gzcBA35+WVMmPB6E7ZGRDoy7QMgIiIiItKBtOgMwF133cV7771HYWEh\ny5cvZ9iwYVRUVPDf//3fbNy4kU6dOtG7d2/mz5/PgAEDACgtLeXWW29l69atpKenM3/+fM4999wG\nz4mIiLRGWhsgIs2tRWcApkyZwvvvv0+/fv0ijn/ve99jzZo1LF26lAsvvJCf/OQn4XP33nsvZ511\nFmvXruXJJ5/kpptuoqampsFzIiIibYnWBohIU2nRGYBx48bFHMvIyGDy5Mnh70ePHs3vfve78Pdv\nvPEG69atA+CMM84gOzubFStWMH78+Ljn4qmoqGiwrVVVVRH30jT0OTcffdbNQ59z82jLn/OOHdcm\n/Nj16/cyefK7VFVVxvztqqqqDN8n8nct3jXxnqu6ujp8n+g1ybyOl21urmvctjneOafP2ev342Wb\nm+uaZNrt5c+01232SkZGRsKPbfWLgJ9++mkuuugiAPbt20cwGOTYY48Nn+/fvz87d+6Me64hu3bt\nIhAIJNSePXv2uHwHkgx9zs1Hn3Xz0OfcPNr757xnT3nt/R4KC48kfM7t88V7rn37ymvv91FYWN2o\ntjVXm5vrGrdtjnfO6XP2+v142ebmuiaZdnv5M+11m73g9/sZNGhQwo9v1QHAvHnz+PLLL3n00UfD\nx4yofdTNegmR8c7F06dPnwYfU1VVxZ49e+jduzdpaWkJPa+4p8+5+eizbh76nJtHR/mc9+/fC0Dv\n3r3p1++YhM+5fb54z1VSshuAXr160a/fcY1qW3O1ubmucdvmeOecPmev34+XbW6ua5Jpt5c/0163\nuSW02gDgN7/5DW+//TZvvPEGnTt3Bqx/GICysrLwSH9hYSE5OTlxzzXEzZRJWlqaq8dLcvQ5Nx99\n1s1Dn3PzaO+fc1paevg++n3GO+f2+eI9V2pqavg+0WuSeR0v29xc17htc7xzTp+z1+/HyzY31zXJ\ntNvLn2mv29wSWmUA8Nvf/pa///3vvPnmm/To0SPi3JQpU3juuef45S9/ydq1aykpKQlX+ol3TkRE\npC1xUx0IYMGCKc3QKhFpD1o0ALjjjjt499132bNnD5dffjldunThnXfeYcaMGQwcOJBLLrkEgPT0\ndBYuXAjAfffdxy233MIZZ5xBWloaTz/9NCkpKQ2eExERaQ+aojqQU7lRu0DjnXcu8vz1RaR5tWjv\n+JFHHuGRRx6JOX7gwAHHa7Kzs3n9dfvdEeOdExERaUvc7BwM1u7BXlIZUpH2S8PjIiIiHdyHH05h\n5MhjG34gsGpVURO3RkSamgIAERGRNsbt+gC3swmJvM7FF7+vXYpF2igFACIiIu1EvLQdL4MGny+p\n5olIK6EAQEREpI1JdkTfTrygwe51KioqKCwspF+/fhFlDvPzy5gwQevwRNoCBQAiIiIdgJdBg4i0\nbZrEExERERHpQBQAiIiIiIh0IEoBEhEREVfGjl2CEbVqOLSg2G4dQGqqNd7otOFYMtxsXqZdkkUi\nKQAQERERT/j9BoGAc6++ujpoe9yr0qXavEwkMQoARERExJXly8+PqQLUEKcypMFgctMAbjYv83qX\nZJG2TgGAiIiINLlkRvSba8MzkY5Gi4BFRESkTVGqj0jjaAZAREREWiWN6Is0DQUAIiIi0m64SRtq\nTBUikbZMKUAiIiLS7iltSKSOZgBERESk3XCTNpSfX2a7b4FIe6cZABERERGRDkQBgIiIiIhIB6IA\nQERERESkA9EaABEREWn33G4qtmDBlGZolUjL0AyAiIiIdFiqDiQdkWYAREREpN2LVx3Ibnbgggve\nBHCsEmQ3a6CNy6St0AyAiIiIiAuaNZC2TjMAIiIi0qFp5F46GgUAIiIiIh7RYmNpC5QCJCIiItLE\nlDYkrYlmAEREREQ84jadKD+/rIlaIuJMMwAiIiIiIh2IAgARERERkQ5EAYCIiIiISAeiNQAiIiIi\nzcBNhaDQcZGmoABAREREpIVVVwdtj1988fsqHSqeUwAgIiIi0gycKgQ5zQwEAvZBgUhjKQAQERER\naUF2gUFFRQWFhYX069ePjIyMiHMqHSqNpUXAIiIiIiIdiAIAEREREZEORClAIiIiIq1U//5/iTnW\nUOWg6OMNnXO7e7G0fQoARERERNogp8pBdsdTU334/YbNo6UjUgAgIiIi0krt2HFtzCJgcK4cFAya\n+HyGRvklLgUAIiIiIm2MOvTSGFoELCIiIiLSgSgAEBERERHpQBQAiIiIiIh0IAoAREREREQ6EAUA\nIiIiIiIdiKoAiYiIiHRgTiVFASZMeD3mXGqqNX7stBGZtH6aARARERGRGPE2DtOmYm2bZgBERERE\nOjCv9hTIzy+znTGQ1kczACIiIiIiHYgCABERERGRDkQBgIiIiIhIB6IAQERERESkA9EiYBERERFx\nJV7p0OjyoAALFkyxPZfINeI9BQAiIiIi4gm/36C6Ohhz/IIL3gSwPaeSos1PAYCIiIiIuBKvdKjT\n7IDfb+DzGTEj/U7PlZ9f1qg2ijMFACIiIiLimWT2FXCbUuTV3gUdlRYBi4iIiEirpPSgpqEZABER\nERFpURrRb14KAERERESkzYmXNjRhwv9v797je67//4/f3jsfmGGY0zbGnCZTOTTHzycxInw0Siei\nHHKoXCqnoj6kEj4qIofKWVMOWbEDhphkZmZflCwsZGrOZof37w+/vT/5hGaH19v7/b5f/9x7c3ns\n7rnX8/V4vZ6v52v1TX/mZsuJ1q+PKOnS7npaAiQiIiIidk/Lif5LdwBERERExOaU1LKh77/PKJF/\nx5aoARARERERh3C7ZUMPP7zhpi8ps0daAiQiIiIiDs3Jwc6IdQdARERERBzCzZYNXb16lePHj1Oz\nZk08PDwsX09Ozrzlw8S2zsH6HRERERERx6YGQERERETEgWgJkIiIiIjILfzvuwMKHg6+2TsFYmK6\nG1dYMegOgIiIiIjIHbD1dwroDoCIiIiIOLTw8ARM/3M5/1bbgJpMcPbswJt+lpycWdKllQrdARAR\nERERuQlbv9J/K7oDICIiIiIObceOdn/ZBvTv3O6lYjd7PqCk3lxcEnQHQERERESkhNjCXQPdARAR\nERERuUN30xX9O6U7ACIiIiIiDkQNgIiIiIiIA1EDICIiIiLiQNQAiIiIiIg4EDUAIiIiIiIORA2A\niIiIiIgDUQMgIiIiIuJA1ACIiIiIiDgQNQAiIiIiIg5EDYCIiIiIiANRAyAiIiIi4kDUAIiIiIiI\nOBA1ACIiIiIiDkQNgIiIiIiIA1EDICIiIiLiQNQAiIiIiIg4EDUAIiIiIiIORA3AHXB2drZ2CQ5B\nORtHWRtDORtDORtHWRtDORvH0bI2ZWVlma1dhIiIiIiIGEN3AEREREREHIgaABERERERB6IGQERE\nRETEgagBEBERERFxIGoAREREREQciBoAEREREREHogbAYGazdl0VEREREetRA2CwrKwsa5fgUNRw\niYjcnVJTU0lNTbV2GQ5D82Hpy8nJAWwjazUABtq4cSPdu3fn9OnT5OfnW7scu7Vnzx7Wr1/Prl27\nyMvLs3Y5di0xMZFPPvmEtWvXkpuba+1y7NqePXvYvHmztcuwe3v27GHNmjVs3brV2qXYtbi4OB58\n8EHi4uIA2zhhskWaD40TGxvL5MmTOX78OCaTydrl/C3n0aNHT7R2EY5g8+bNjBs3jtdff52wsDCb\nGBy2KCYmhoEDB1KmTBmmT59OZmYmTk5OBAYGWrs0uxMfH88rr7xCnTp1GD16NLVq1aJRo0bWLssu\nxcXF8dhjj1GmTBk6dOiA2WzWMaQUxMfH8+KLL1K+fHlGjhzJfffdR3BwsLXLsjvx8fG89957dO3a\nldWrV/Pggw9SoUIFa5dldzQfGmvMmDH89NNPnD17lsDAQHx9fcnPz79rj9VqAEqZ2WzGbDazZMkS\nHnnkEXr06MGpU6eIi4vj6NGjmEwmHfhKgNls5ty5c4wdO5YJEyYwaNAgWrVqxf79+zlw4ACenp46\n6JWg77//nlGjRjF16lT69u2Lp6cnly5dwtvbGzc3Nzw8PKxdot2Ii4vj3Xff5YknniAqKorWrVvj\n7+9v7bLsznfffcfo0aOZOnUqTz/9NGazGS8vL7y9vfH19bV2eXZj69atjB8/nsmTJ9O/f3927dqF\nj48PDRo0IC8vDycnLUwoLs2Hxiq4ILN79268vLxwcXEhJSWF5s2bk5ubi5ubm7VLvCk1AKXMZDJh\nMplISEggPz+fmjVrEhkZSV5eHmvXruX48eNUrVqVKlWqWLtUm2YymfDw8CAxMZGAgADq1q2Lv78/\ngYGBpKSk8Ouvv9K2bVtdOS0hKSkpPProo7Rq1Yrjx4/Tv39/ypYty/Lly0lPTycoKEiNbQnYuXMn\no0ePZvLkyTz++OP8+OOPZGZmEh4erpOlEmQ2m9myZQt9+vShTZs2HD9+nEGDBmEymZg1axZZWVk0\nadLkrp3IbYXZbCY6OpoBAwbQsmVLAJKSkvjqq694+umnNZ5LiOZDYxVkaDKZKFeuHC1atCAtLY3V\nq1fz2WefERERgbu7+12Xtf7aSlnBWv+aNWuSlpZGTEwM/fr1Y9q0acyaNYtjx45x6NAhK1dpH/Ly\n8vDy8mLDhg2WiSQ4OJjevXuzdOlSkpOT77o/QFsVERFhuboRGxvLm2++ybx58/jwww/ZsWMHBw4c\nsHaJdiEjI4OPP/6Y1q1bA9CgQQPWrVtHfn4+zs7OWjddQkwmE0899RStW7cmOzubpUuX8sYbbzB/\n/nw+/PBDPv30U5KSkqxdps0zmUwMGTKEZs2aWZ4ZGjNmDO7u7qxcudLK1dmP/Px88vPz8fb2ZuPG\njZoPS1nBcTgvL4/o6Ghat25NlSpV+Oabb6hQoQKurq53ZXOrOwCl5I8//sDDw8Pynx4SEsIHH3zA\nt99+yz//+U8aN25MxYoVSU1NxcnJiWbNmlm5YtuUmJjI1q1bOXLkCA0bNqRFixa8++67/PDDD3Tr\n1g2z2UzVqlU5dOgQwcHBBAUFWbtkm3Xy5Em8vb1vuNrh5ORE7dq1eeCBBwCoVKkShw4dokqVKjRs\n2NCa5dqFBg0aULVqVXJzc3FycuK+++4jKiqK06dPEx4ergm8mAqO038e0y4uLtSrV4+2bdsCUL16\ndY4cOUJISIiOH0WUlJTE/v37OXr0qOWZioK742azmYMHD3L8+HE6duxo5Upt25/PO0wmk2U+3L17\nt+bDEnazMR0QEMDBgwfx9vZm8uTJPPPMM+Tn55OWlkbLli1xdna2ctU3uvtaEjsQHR1N//79+eab\nbyx3ALy9vfn666+pWbMm8fHxbNiwgc8//5zo6Gg6depk5YptU3x8PCNGjOD06dP079+fpUuXUrZs\nWWJiYkhJSWHQoEEsW7aMhQsXEh8fr4NdMURHR9OnTx/mzJlDXl4eJpPJsqNEuXLlLN8XFRVFQkIC\n999/v7VKtXm7du1i2bJlrFq1iqtXrwLg4uJiOZb07NmTn376yZol2oX/PU6bTCZLxpUqVbJ8X1RU\nFImJidSuXdtapdq0uLg4hgwZws6dO4mMjGTWrFnAf5dNuLq68uyzz7Js2TI2bdpkzVJt2s3OO8qU\nKWOZD4cMGaL5sITcakzD9fOSiIgIpkyZwrhx4+jWrRv9+/fH1dXVihXfnO4AlLD9+/fzwgsv4Ovr\ny4ULFzCbzQQHB2MymXBzc6NXr14cPnyYjIwM9uzZw/Tp0wkJCbF22TZn586dvPbaa0ydOpXHHnuM\nsmXL4uLiAkBQUBBPPPEEaWlppKenk5yczKxZs6hbt66Vq7ZNhw8fZsSIETRu3JjLly9z7NgxwsLC\ncHZ2tpw4nT9/niVLlvDxxx+zcOFC6tSpY+2ybVJcXByjRo0iICCAadOmkZ2dbVn+U3DCVL16dV55\n5RVq1apFgwYNrFmuzbrVcdrJycmyLvrSpUvMmzePhQsXMn/+fO0GVATff/89L7/8Mh988AFPPvkk\n4eHhTJo0iV69euHl5WW5kFChQgXMZjPt2rXDx8fH2mXbnNudd7i7u/P4449z4MABfvnlF82HxXSr\nMd2jRw98fX1p3bo1jz76KO3atQOgdu3alClTxspV35wpKytLi0hL0I4dOzh37hxt2rThnXfeISsr\ni65du9KhQwfLCWqBK1eu4OnpaaVKbduqVauoWrUqrVq14sSJE4SHhxMREcH+/ft58MEHmThxIs7O\nzphMJuVcTAcPHiQjI4PmzZuzYsUKkpKSaNq0Kf369bM8FJmXl8eCBQv4xz/+oYmliJKTk3n++eeZ\nMWMGrVq1IikpicjISGJiYiwnn3l5eTg7O7No0SJat26tq9JFVJjjdG5uLm+//Ta9e/emfv36Vq7Y\nNkVFRXH58mWeeeYZcnNzOX/+PJGRkSxfvpzKlSvf8L3Z2dm4u7tbqVLbVpjxXNDYaj4snjsZ03f7\nQ9a6A1DCatasiZ+fH+XKleP+++8nKSmJlJQUnJ2dqVu3Lmlpabi7u+Pu7o6Li8tdPTjuZg0bNiQg\nIICcnBw+//xzOnXqxBtvvEGbNm3497//TUBAgGXSVs7F4+fnh5+fHz4+PjRs2JDMzEySkpI4deqU\nZYy7urrStm1bKlasaO1ybVZaWhqNGzemS5cu5ObmUr16dTZs2EDnzp0tOyoVPFMUGhqqrIvh747T\nBw4cwN/fn3bt2uHn52ftcm1Wo0aNqFSpEj4+Pjg5OeHp6ckXX3zBv/71L7y8vEhLS8PT0xM3N7e/\nXCCTwivMePbw8NB5RwkozJj28vLCzc3trs9ZdwBKSUHnl5WVxbRp08jNzeXixYts2rSJLVu23LDG\nVIrnjz/+oHz58pbMx44dS5s2bejcubO1S7NLFy9eZMWKFRw+fJhjx46RmppKTEwM1apVs3ZpNu/X\nX3+9IceePXvyzjvvUK9ePfbs2UOlSpUICAiwYoX25XbH6c2bN//lip4U3s2ufl68eJH27dsTHx/P\n+vXrmTNnDmvWrFEzW0J03lG67G1MqwEwSKdOncjIyGD58uU0btzY2uXYhT//Mebn5+Pk5MSqVauY\nPn06y5Yt00NOpeyJJ55g3759rFixgtDQUGuXY1cKtvFr164dy5YtY9euXXz00UdERUXpnSGlSMfp\n0pWdnc3TTz/NvffeS3x8PP/5z3+0W1gRFWZ5icZzybhd1rY8prULUAkrePo+IyPD8rXvv/+eX375\nhZUrV+qPsIQUPHxakHNOTg6zZs1i5syZLFy4UCf/JaBgb+OCMZ2enm75LDk5md27d7Ny5Uqd/JcC\nJycnXFxcCA4OZs6cOSxYsIA5c+bo5L8ICsYv/HVM6zhdcgqTs7u7Oz/99BNr1qzho48+spkTpbvJ\nhQsXACxbqILGc2kpTNa2PKbVABRReno6p0+f/svXnZycSExMZOTIkRw5cgS4vs3Zxo0badSokdFl\n2rzC5Hz06FHc3d3Jzs5m/vz5emCviLZs2cKMGTN49dVXuXLlCiaTybL/fGJiIgMGDLC84MvPz48t\nW7ZoTJeA2zVap0+fZuPGjXz44Yc2NbHcLeLi4pg4cSLDhg3j0qVLlq0+dZwuWXeSc+vWrVmwYIF2\nvyuC2NhYnn32WbZu3Qqg8VyK7iRrWx3TagCKYP369XTs2JHFixdz4sSJGz5LT09n6NChDBw40LJz\nR9OmTQkMDLRGqTatsDnXqlULgJdffpl69epZo1SbFxMTw9ixY/H392f//v306NEDuP4A9YkTJxgy\nZAivvPKKZTKpUaOG1vwXUWEardTUVADat2/PihUrbG5iuRvExsYyYcIEwsPDSUtLY9iwYcD1iwfp\n6ekMGTKEAQMG6DhdTHea88yZM9XMFtHhw4dJT09n69atJCQkANdzPnbsGIMHD9Z4LkF3krWtjmk9\nA3CH0tPTGT58uGWJSUhICD179qRGjRoAZGVlcfLkSRo0aHDXbwF1N7vTnAFlXURpaWkMGjSIqVOn\n0rJlSwAeeugh3nzzTcLDwwE4cuQIwcHBGtPFFBMTw8SJExk+fDiLFi0iPz+fjRs3AnDixAm6devG\nlClTiIiIsHKlti0lJYWRI0fy5ptv0rZtW3bu3MkXX3zBfffdR/v27XF2dubChQuEhIRoTBfDneYM\nOk4Xx5o1a1i5ciVVqlTBZDIxcOBAypYtS05ODnl5eRrPJaiwWYPtjmltA3qHLl68SJ06dRg2bBjX\nrl1jy5YtnDt3jqpVq1KuXDk8PDxueNLeVgeGtSln45w5cwY/Pz8eeeQRrl27hslkYtWqVdSvX9+y\nnKpgG0pQ1kWVlpbGK6+8wrRp0+jcuTNPPvkkixYtok6dOtSsWRMfHx8eeughmjdvbvMTi7WdPXuW\n9u3bEx4ezqlTp+jduzdBQUH8+OOPfPvtt9xzzz2EhobqZKmY7jRnZV00BfllZ2eTnZ3NyJEj2bNn\nD+vWrWPhwoV069aNevXqWZaoSNHdada2PKY1UgqpYH1ujRo1LG/m7NGjB927dycpKYm1a9diNpvZ\nvHkzhw8fBjR5F4VyNk5B1g0bNiQyMhK4vuTHycmJ4OBgy0n/pk2bLGsdlXXx9OvXj5YtW3Lt2jXy\n8/Px8PDgzJkzls///LZZZX3n/jymmzVrhtlsZvfu3bz55pvMnDmT+fPn4+bmxooVKwBlXFTK2RgF\nORfkV7NmTbZv306FChVo0qQJ27dvp2rVqly5cgVAJ//F4IhZ680bhfDtt9+yadMmzp49y/Dhw6lR\nowYeHh4AlrXS8fHxPPbYY+zcudOyXkzujHI2TkHWmZmZjBgxgurVq+Pj42P5/MKFC7i7u/PVV18x\nadIkVq9ebcVqbVvBlaKGDRtalrDdqtEKDAwkODhYJ0xF8OfjR8GYrlSpEp07d8bFxcXy/9C8eXPL\nJC53TjkboyDn33//neHDh+Pv74+/vz+BgYF89tlnzJ49m0mTJpGUlMSXX35J3bp18fb2tnbZNslR\ns9YSoL+xfft2XnrpJQYPHsypU6dISEjg+PHjVK9eHV9fXwDq16/PmjVr+OGHH1i3bp0e2CsC5Wyc\nm2V94sQJatSoQfny5YHrD/atX7+eHTt2sGDBAurUqWPlqm3Tt99+y7x581i+fDmBgYF4eXnh7e1t\nuWU04n0AAA47SURBVM0cFRVFixYt2LVrF+PHj6dv376W8S6Fd7vjR0GDZTKZ+Oqrr5g/fz6jRo3S\nG36LQDkb4885nzx5koSEBDIyMmjYsCEZGRlMmDCB9957jz59+tCoUSNatmx5wzJNKTxHzloNwN9Y\ntmwZderUYeDAgXTs2BFXV1eSk5M5ceIE9evXx9PTk7S0NBYtWsTChQu1J3oRKWfj3C7rkJAQvLy8\nWLduHSkpKSxZskSNVhGp0TLO3x0/XFxcmDt3LnPnzmXevHnaKriIlLMxbpbz3r17OXLkCB07duS5\n554jPDycvLw8fH19KVOmjLVLtlmOnLXtL2IqZUFBQVy6dInc3FwAunTpQocOHUhJSbHsT+/n58eq\nVav0so1iUM7GuV3WBevRu3XrxhdffKET0mLYvn07PXv2pFOnTkydOpVevXrx66+/EhUVRWZmJgC5\nubn8/PPPzJkzRydLxfB3xw9XV1fCwsJYvHgxDRo0sHK1tks5G+NWOaempmIymahTpw5ms9ku1qFb\nmyNnbX+/UQmrV68emzZtYt26dZavde3aFV9fXz755BMAKleurNucxaScjXO7rOfOnQvAww8/rAm8\nmNRoGacwYzo8PJzatWtbq0S7oJyNcbOcu3XrRtmyZS3zoXZVKhmOnLWWAP2NqlWr4u/vz7Bhw6hd\nuzZBQUG4urpy4sQJcnJyaNeunV0ODKMpZ+PcLuvc3FxlXUJycnKYOXMmVapUsTRTISEhbN68maSk\nJCIiIggJCblhO1spGo1pYyhnY9wq54yMDHJycmjfvr21S7Qbjpy1dgG6DbPZTH5+Pt27d8fZ2Zm3\n3nqLuLg4nJyc2L59O4sXL9bBrgQoZ+Moa+M0bdqUCRMmMHToUEwmExEREXh6etK4cWN+/fVX7UFf\nQjSmjaGcjVGYnKVkOHrWehPw/3fy5Eny8vIs2/TBf7fvS01Nxd/fn8zMTH788UfS09Pp0qXLDXt2\nS+EoZ+Moa+spmFicnZ1Zv349b731Fs2aNbthYtGD7HdOY9oYytkYytk4yvqv1AAAGzZs4P333+fy\n5ct07dqVsWPHWj7btm0bEydO5O2336ZFixZWrNL2KWfjKGvjaGIxhsa0MZSzMZSzcZT1zTl8A5CQ\nkMD48eP54IMPMJlMjBgxgrVr11K+fHkuXLjAkCFDiIyMpHv37tYu1aYpZ+Moa+NoYjGGxrQxlLMx\nlLNxlPWtOXwDMHPmTDw9PXn++ef57bff6N69O6GhodSqVYsuXboQFBSEr6+v1usWk3I2jrI2hiYW\n42hMG0M5G0M5G0dZ35rDbwN68eJFVq9ezeLFi3n44Yfp2bMn/fr148iRI3z55ZeWt3I62sAoacrZ\nOMraGMnJyTz11FM0bdqUatWqkZOTw6uvvsrbb7/NkSNH+Oijj+jevTtms0NfYykRGtPGUM7GUM7G\nUda35vDbgLZp04YDBw5w5coVPDw8ePfddwkICKB27drMmzePbt264enpae0ybZ5yNo6yNkZ8fDwx\nMTGYzWZGjhxJr169eOSRR9i0aRMnTpygS5cugGNOLCVNY9oYytkYytk4yvrWHO4OQHJyMvv27SM/\nPx+4PjlPmTKFhx56CGdnZ8v3/fzzz3h7e+Pq6mqtUm2acjaOsraOsWPHEhYWxrFjxwgLC+PVV1+l\nVatWvPjii+zYsYPff//d2iXaLI1pYyhnYyhn4yjrwnOoOwCxsbF07dqVM2fOEBwcTOXKlS1X5ypX\nrsw777zD6tWr+eWXX1iyZAkzZsy4YWcPKRzlbBxlbZzk5GROnz5tydhkMtGhQwc8PDzYt28fXbt2\nBSAxMZHU1FQiIyNxd3e3ctW2R2PaGMrZGMrZOMr6zjhMA5CZmcns2bN57rnnuHTpEtu3bycgIMAy\nQJydnenbty/p6en4+Pjw0ksvWd7eKYWnnI2jrI2jicUYGtPGUM7GUM7GUdZ3zqF2AUpMTKRly5Zc\nvXqVkSNHYjabGTx4ME2aNLnh1pAUj3I2jrIufZmZmbz++us88MADpKSkcP78eYYOHco999yDk9P1\nVZSXL1/mvffeo3z58kRERFCvXj0rV227NKaNoZyNoZyNo6zvjN03AOfPnyc/P9/ypHeBPw+QiRMn\nEh0djZubG88884yVKrVtytk4ytp4mlhKl8a0MZSzMZSzcZR10dl1AxAdHc2MGTNwdXUlNDSUgQMH\nEhISYrl1f/XqVV5//XW+++47zpw5w6pVq2jSpImVq7Y9ytk4yto4mliMoTFtDOVsDOVsHGVdPHb7\nDMDevXsZNWoU77//Po899hhff/01qampeHp6EhgYiMlkwsXFhV9++YUNGzYQHR1NaGiotcu2OcrZ\nOMraONHR0bz00kusXr2affv2ERgYSMWKFS0ZP/TQQ+zYsYNp06YRGxvLiBEj8Pf3t3bZNkdj2hjK\n2RjK2TjKuvjsdhvQixcvcu+999KyZUuCgoKYPXs2Xl5efPXVV6SnpwNw9OhRdu/ezdq1a6lfv751\nC7ZRytk4ytoYe/fuZeLEiUyaNImPP/6YU6dOMXv2bBISEiwv9fLw8CAkJIRTp07x9ddf66pSEWlM\nG0M5G0M5G0dZF5/dNgDlypXj4MGDXLhwAYCyZcsyduxYTp8+zSeffAJArVq1mDZtGo0bN7ZmqTZN\nORtHWRtDE4txNKaNoZyNoZyNo6yLz64agG3btjFz5kymT59OSEgIzZs3p1OnTpardmXLluWtt97i\nxx9/5PLly5avyZ1RzsZR1sbTxFK6NKaNoZyNoZyNo6xLlt00ABs3bmTcuHHk5ubyf//3f/Tp04eJ\nEydSq1Yt2rRpw9mzZwFISkriypUrlu375M4oZ+Moa+NoYjGGxrQxlLMxlLNxlHXJc7F2ASUhOTmZ\n8ePHM2/ePMLCwjh16hTDhg3jzJkzLF26lAEDBtC3b18qVarEzz//zNy5c/Hw8LB22TZHORtHWRtn\n48aNTJ48me7du3Pw4EH69OnDsmXLeP7552nTpg1r166lYsWKmliKSWPaGMrZGMrZOMq6dNhFA1Cu\nXDmeffZZwsLCAPD39+fSpUskJSURFBTEggULOHjwIOfPn8ff35+AgAArV2yblLNxlLUxNLEYR2Pa\nGMrZGMrZOMq6dNhFA1CrVi3LHty5ubm4uLhQtWpVKlasCEBsbCz33nuvHtYrJuVsHGVtDE0sxtGY\nNoZyNoZyNo6yLh12cy/by8sLwPICCBcXF/z8/Fi/fj2jR4/m3Llz1izPbihn4yjr0ve/Ewvwl4ml\nUqVKNG/eXCf/JUBj2hjK2RjK2TjKuuTZxR2AP3N2dgauD5bx48fzxx9/sHTpUmrXrm3lyuyLcjaO\nsi5dt5tYJkyYQFRUlKUhkJKhMW0M5WwM5WwcZV1y7K4BMJvNmEwmMjIySElJITY2VgOjFChn4yhr\nY2hiMY7GtDGUszGUs3GUdckxZWVlma1dRGnYsmULlSpVolGjRtYuxa4pZ+Mo69JVMLFERkaSlJSk\nicUAGtPGUM7GUM7GUdbFZ7cNgIhIUWhiERERe6cGQERERETEgdjNLkAiIiIiIvL31ACIiIiIiDgQ\nNQAiIiIiIg5EDYCIiIiIiANRAyAiIiIi4kDUAIiIiIiIOBA1ACIiIiIiDkQNgIiI/K0hQ4bg6+uL\nr68vfn5+1K1blx49erB48WLy8/ML/e8sXbqUgICAUqxURET+jhoAEREplA4dOnDo0CFSUlKIioqi\nTZs2jBkzhj59+pCbm2vt8kREpJDUAIiISKG4ublRpUoVqlWrRlhYGKNGjWLp0qXExsaybNkyAD76\n6CPCw8OpVq0ajRo1YtSoUVy8eBGAbdu28cILL3D+/HnL3YQpU6YAcO3aNd544w0aNGhAtWrVePDB\nB9m2bZvVflcREXumBkBERIqsXbt2hIaG8vXXXwPg5OTEO++8w44dO5g9ezZbt25lwoQJALRo0YIp\nU6bg4+PDoUOHOHToEMOHDwfghRdeYNeuXSxYsIDvvvuOHj168Oijj3LkyBGr/W4iIvZKDYCIiBRL\nSEgIx44dA2Do0KG0bduWoKAg2rVrx7hx41i9ejVw/Q6Cj48PAFWqVKFKlSqUKVOGo0ePsmrVKj77\n7DPCw8OpVasWw4cPp2XLlixdutRqv5eIiL1ysXYBIiJi28xmMyaTCYCtW7cyffp0Dh06xIULF8jN\nzeXq1atcunQJb2/vm/78vn37MJvN3H///Td8PTs7mwoVKpR6/SIijkYNgIiIFMuhQ4cIDAzk2LFj\n9O7dm/79+zNu3DjKly/Pzp07GT58ODk5Obf8+fz8fJydndmyZQvOzs43fHarpkFERIpODYCIiBRZ\nQkICaWlpDB06lL1795Kbm8vkyZNxcrq+wrRg+U8BNze3v2wbes8995CXl8eZM2cIDw83rHYREUel\nBkBERArl2rVrnD59mry8PH777Tfi4+OZMWMGnTp14vHHH+fAgQPk5uYyd+5cOnfuTGJiIp9++ukN\n/0ZAQAAXL14kISGB0NBQPD09qVOnDr1792bw4MFMmjSJe+65h99//52tW7fSsGFDOnbsaKXfWETE\nPpmysrLM1i5CRETubkOGDGH58uUAuLi44OvrS2hoKI8++ih9+/a1XPGfNWsWH374IefOnSM8PJzI\nyEgGDx5Meno6vr6+ALz88susWbOG33//nddee40xY8aQk5PD1KlTWbFiBSdPnqRChQo0a9aMMWPG\n0KhRI6v93iIi9kgNgIiIiIiIA9E2oCIiIiIiDkQNgIiIiIiIA1EDICIiIiLiQNQAiIiIiIg4EDUA\nIiIiIiIORA2AiIiIiIgDUQMgIiIiIuJA1ACIiIiIiDgQNQAiIiIiIg5EDYCIiIiIiANRAyAiIiIi\n4kD+H2a6J79eG+RUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x22d14325c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.predict_future(days=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The uncertainty increases the farther out in the future we predict. This is to be expected because the initial forecasted values have some uncertainty, and the next values are made based on the previous ones, so the range of possible values grows over time. \n",
    "\n",
    "Whenever we make a prediction, we must be sure to include uncertainty intervals because there are no processes that can be exactly estimated in the future. While most people interpret a confidence interval as a lack of confidence, it really displays that we know the limitations of our model. "
   ]
  }
 ],
 "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
}
