{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unit operation results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A note on design and modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BioSTEAM includes a wide range of [unit operation](../API/units/index.txt) models and cost correlations adapted from design textbooks and literature [[1-5]](#References). Essential unit operations such as [pumps](../API/units/Pump.txt), [heat exchangers](../API/units/heat_exchange.txt), [flash vessels](../API/units/Flash.txt), [mixer-settlers](../API/units/liquid_liquid_extraction.txt), and [distillation columns](../API/units/distillation.txt) are some of the most rigorously modeled and designed. Design requirements for these essential units are calculated based on design specifications such as operating temperature and pressure, feed conditions, construction material, and degree of separation. These design requirements include, but are not limited to, the heat-transfer area of heat exchangers, the size and thickness of pressure vessels, and number of stages in a distillation column. Other unit operation models are modeled as [splitters](../API/units/splitting.txt) (i.e., a specified fraction of each component entering a unit is separated), and the purchase price is estimated using size factor correlations that are ultimately a function of material flow rates. BioSTEAM chooses purchase price correlations and construction factors based on the design specifications and requirements for each unit operation. For detailed documentation and examples of each unit operation, visit the [units subpackage documentation](../API/units/index.txt)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distillation columns "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following example, BioSTEAM's distillation column is used to highlight key details here on where do unit operations store results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BinaryDistillation: D1\n",
      "ins...\n",
      "[0] feed  \n",
      "    phase: 'l', T: 354.28 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water    1.08e+03\n",
      "                    Ethanol  586\n",
      "outs...\n",
      "[0] distillate  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow: 0\n",
      "[1] bottoms_product  \n",
      "    phase: 'l', T: 298.15 K, P: 101325 Pa\n",
      "    flow: 0\n"
     ]
    }
   ],
   "source": [
    "from biosteam import Stream, settings\n",
    "import biosteam as bst\n",
    "bst.nbtutorial()\n",
    "\n",
    "# First set the property package\n",
    "settings.set_thermo(['Water', 'Ethanol'])\n",
    "\n",
    "# Create the feed at the bubble point\n",
    "feed = Stream('feed', Water=1.08e+03, Ethanol=586)\n",
    "bp = feed.bubble_point_at_P()\n",
    "feed.T = bp.T # Feed at bubble point temperature\n",
    "\n",
    "# Create a distillation column and simulate\n",
    "# Use BinaryDistillation for 2-components\n",
    "# For 3+ components, use ShortcutColumn\n",
    "# For rigorous distillation with side draws and feeds at multiple stages, use MESHDistillation\n",
    "D1 = bst.BinaryDistillation( \n",
    "    'D1', ins=feed,\n",
    "    outs=('distillate', 'bottoms_product'),\n",
    "    LHK=('Ethanol', 'Water'), # Light and heavy keys\n",
    "    y_top=0.79, # Light key composition at the distillate\n",
    "    x_bot=0.001, # Light key composition at the bottoms product\n",
    "    k=1.25, # Ratio of actual reflux over minimum reflux\n",
    "    is_divided=True, # Whether the rectifying and stripping sections are divided\n",
    ")\n",
    "D1.diagram(format='png')\n",
    "D1.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before simulating a distillation column, no results are available, streams are empty, and the components are initialized but empty as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.design_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.purchase_costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.heat_utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PowerUtility:\n",
      "consumption: 0 kW\n",
      "production: 0 kW\n",
      "power: 0 kW\n",
      "cost: 0 USD/hr\n"
     ]
    }
   ],
   "source": [
    "D1.power_utility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All unit operations have the `design_results`, `purchase_costs`, `heat_utilities`, and `power_utility` attributes. The `heat_utilities` attribute is a list of [HeatUtility](../API/HeatUtility.txt) objects and the `power_utility` attribute is a [PowerUtility](../API/PowerUtility.txt) object. Unit operations may also have attributes and components specific to that unit operation. Let's look at the condenser within the diagram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HXutility: condenser\n",
      "ins...\n",
      "[0] vapor  from  BinaryDistillation-D1\n",
      "    phase: 'g', T: 298.15 K, P: 101325 Pa\n",
      "    flow: 0\n",
      "outs...\n",
      "[0] to  RefluxDrum-reflux_drum\n",
      "    phases: ('g', 'l'), T: 298.15 K, P: 101325 Pa\n",
      "     flow: 0\n"
     ]
    }
   ],
   "source": [
    "D1.condenser.diagram()\n",
    "D1.condenser.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After simulation, the unit operation along with its components will calculate all design results, purchase costs, and utilities:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
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lqojIQ0kxEujp3mOm3u6/s7Tmqu6fYjTII1PjLjjHNWd4/YnCC/4M+nvvBeFGSTEa5FBt7yX11XAoitbqdGr1Wq1zQC8MAAAAAGMQxS4ADLFFixYVPP/88wsKCwv94uPjmwsLC/3y8vIi1qxZs6/7cRePTbgcVyHs4ipus7KyJorI0W5fd+273LEu3cdF9IfV4RyUny+uctPq6F8vmBTgK4uiQ2VnaY3sqzKJqcMmRk8PWRBulEXRoZLb2HxJGVzWapUX80rE6nBKUoCvPD49XuaGBHYVq0kBvrIwPKjHa17u/h+U14rV4RS9Tiu3jw+RRdGhPa6yvdL9XaVu91nCEw0+XWMoXO/nau5d0douD+zP7tefcV+1Oyh2AQAAAGAguKkdAADGmunTp5tFRI4cORIsInL69OmA7ttFRN599924zMzMpLS0tKI1a9bsW7duXeZLL720Q53E/WdXlGH18yU1OEBEpKuAFRExddhkX5Xpgv3dfVJR11Ugu0pSV7EsIpIU4NfjNb+oabjkWq5jXcWqyPly+oNvZgBPDfTr9/2zTZau7EkBvqLXaaXI0ioP7M++YP7w1dw7t7H5km0DxdapaAft4gAAAAAwhrBiFwCGmL+/v/2ee+458tZbb81euHBhxaZNm+bec889R/z9/e2uY956663ZIiJPPPFE1wrapqamnn/HX87P3+2+ErewsNBPRCQjIyPXtS0tLa0oKytrYm/HpqWlFQ3Ue3R0Dk6xu7eqXhaGB4lep+3Xql3XuARXAevier0wPOiSh7FZ7I7LXtM12uDia1ZbL13k7Dr2rzck93it5XERlzzo7Ur333auSlKMBlkeFyEi0uvc3MG497XoGKTvDQAAAAAYa/jLFQCoYPbs2XUiIj/84Q8Xi4hcf/311T0d5ypdm5qa3F9//fXE3q63Y8eOuNLSUm+R8yXvhx9+GCMiMmPGjK7GLj09vfxyx6ampvaY4WooiqIZqGt1l9fYKiIiEd5evR5jcNfJKzemyNLY8MGIMGyUtVrlgf3Z8psjefJucaWkGA3y+PR4eWRqnET56NWO16vOzs5B+d4AAAAAgLGGFbsAoIL4+Phm1wratLS0oovn3q5aterQpk2b5j766KO39XS+az5v920PP/zwHd1fZ2Rk5HZ/GFp6enrt8ePHczMzM5Munt2bkZGRm5GRUXnxfc6dO+cTGxvb2t/3p3XTdPb3nL4otJyPMi80UIosPceaGXT+AWvHGyxd21wrfY2eHhessA3Te3bt76+dpTWyKDpUwvSeF6zSNXpe+tw41/1/+kVOv+cDX0lZq1XKWq1yuK5RQvQe8vj0eEkxGrpm5A7mva+Gu9ZtUL43AAAAAGCsodgFAJWkp6eXZ2VlTczIyCi5eN/ixYvLrFaru2skQ0ZGRu5tt91WYrVatWvXrs04cuRIcPdid/Xq1Se9vb1t27dvn5GYmFi5aNGigu6lbvfjoqOjmw4ePBidl5cXkZiYWDl//vzSxYsXl/WU8ZFHHvmOp6enPSQkpCkiIsISGRlpSUxMNM+YMcOs1+t7bQndNYNT7Jo6bPJucWXX+IG9laauB38Z3HUyM8hf7k+IkneLKy8ofg/XNcrC8CBZEG684EFnN4SOExGRE91K4L7KbWyWRdGhsjwuUt4oLL/sw9Nc9799fIh8UlHXNerA9VC0d4srLxmHcCUrEsbLwvAgWZddIEWW1ktGQgzmva+Fp4ZiFwAAAAAGAsUuAKgkPT29Nj09fWtv+5cvX168fPny4ou3b9++vcdzVq5cmb9y5cr8K9138eLFZb0Vud3vceDAgZDnn39+QUdHh3tZWVlQWVlZkGu/VqvtDA4OtkRGRjbGxMQ0xsfHN06bNq3RNSfYXasdtKWhH5bXirdOK4uiQ7tm53a3paCs66FoLrmNLV0rbF0zZ112ltZ0PYisP7pfM8U45YL7X+7Yi++fbbL0+MC1K/m8xiwLw4NkbUrCJfu6ZxiMe18Ld62b+suGAQAAAGAUoNgFAPQoLi6uubd9TqfTrbq6OqC6ujrgyJEjXdsDAwNbIyIiGoPjJ7VJfMqgZdt2rkqON1hkxjiDLIoOlWyTRbIbmuRkQ3OvK1e3nauSitZ2mRsSKClGg2SbLHKo1ixZdeZrytH9mn/LLZGsOrPcnxDV67GJAT5dhfSWgjI5Vt90VQ8rK7K0ym+O5ElqcEBXYbuztEaKm1svKaoH+t5XS6PRKAYP3dDdEAAAAABGMY2iKO+pHQIAcHWWLFmyTKT3VbzXQlEUWbZs2V12u73fHwJqPDwl8OEnBjoSRjgvrbbjf+Yl71A7BwAAAACMAmY3tRMAAIYtTUBAQNuVD7uUYusQcfIb97iQXuvW83JqAAAAAEC/MYoBAEawgVqpazabPfLy8gxnz541lJWVGUpLSwOrq6sDrma1roiITqfrdHc6Ou1aLT9n0MXHXdeudgYAAAAAGC34CzcAjCE2m82tsLDQ98yZM4FlZWWGyspK/5qaGoPZbPYZoFso06ZNq1i1alXOK2Zbanlr+6VPN8OYNc7DvVXtDAAAAAAwWlDsAsAoZTKZPHJycsbl5eUFlpSUBFZWVvp/U+Bq+nK+RqNRfH19O5qbm736cnxcXFzNypUrTyQnJzeKiAScLG6l2EV347wodgEAAABgoFDsAsAo0NzcrDt16lRAXl5e4Llz5wJLS0sDTSaTQVGUPp3v5eVlCw4OtkRHR5ujoqIsEyZMsEyfPt2cn59v+O1vf3vL5c6dMGFC7b333nsyNTXV1H270ZMSDxcK1XvyPQEAAAAAA4RiFwBGmJaWFt3JkycvKHHr6+v9pA8rcT09Pe3jxo1rCQ8Pt0RERFhiY2Mt06dPbwgNDe1x9ml8fHyzRqORngri8PBw8/Lly3MWLlxY09O5UT5eTf19b4PtkalxkmI0SLbJIhtOFQ/6/V65MUVERB7Yn92n16NdrJ/3sPueAAAAAICRimIXAIYxRVE0p0+fNhw7diyoqKjI+M1KXD9FUa5Y4np7e3dERkaaY2NjzfHx8Q1JSUlNMTEx/Vox6evr6/D19bU2NzfrXdvGjRvXvHTp0lN33nlnmUbTe4w4P59hVeJF+eglxWgQEZEUo0GifPRS1mpVOdXYodFolDhfH4vaOQAAAABgtKDYBYBhxOFwaE6ePBlw/PjxoPz8/KCioqIQq9XqcaXzPD097SEhIU3R0dHm+Ph48+TJk81JSUmWyxWvfRUcHNzc3Nys9/Pzs95xxx2nly1bdlan011xxkOsn3eLu5vGYe9UhsXPmjiDt4iI/C23RB5KipE4g/egF7tXWok7VlbqiogEerg3e2g1nWrnAAAAAIDRYlj8ZRsAxqrm5mbdsWPHjDk5OUGFhYXG0tLSIIfDob3cOe7u7o6wsLDGi0rcZo1G07eBuv00ceJE07Rp06rvueeeQr1e7+zreRoRJVTvZS5vtQYPRq7+0Ou0cn9ClGSbLJJVZ5a5IYFyf0KUfFXXKFZHn98SrsF4Hy/TlY8CAAAAAPQVxS4ADKGKigr9119/HZybm2ssKioKrq2tNchlZuNqNBoxGo2WiRMn1k+ePLl+6tSp5kmTJg1aiduT1atXn7zac2P99PXDodiN9T0/SWJfdX3XP1OMBon11UtuY8sFx/Y297b79gXhRrk/IUp+cyTvglW/YXpP+e/UJNlSUCb7qkxXnKHb0/4oH71MDfST5XERIiKSbbLIoVqzZNWZLzlvTdZp+X78eClrtUqUj17MNpu8VlB+wT30Oq389YZk2VtVf8m+oRRv8KHYBQAAAIABRLELAIOourra69ChQyEnTpwILSwsDG5qavK53PFubm6dkZGR5okTJ9ZPnTq1ftasWaagoKCOoco70CYZfE0HqxvUjiGpwQEiIlJsabvgn6nBAZcUu32xr8okMb56WRobLi/mlYjV4RS9TivL4yIl22SRfVVX12GmGA3yyNS4S7a5ZgN3L3dFRBaEGyXFaJBDtWbJbWyWx6fHy95K0wVlc4S3l4iInGhQd7zttEC/elUDAAAAAMAoQ7ELAAOopaVFd/ToUeOxY8dCcnNzQ6urqwMVpffFta6xCgkJCfUzZ86sve666+q9vb1HzWyAlHGGejeNprNTUdzUymD09JCF4UGys7RGLHaHiIhY7A7ZWVoji6JDZXdprZg6bP2+7u7SWnk+bYosCDPKh+W1siDsfMm6Juv0VWd1lbrrsgukyNLalf/5tCnyUFLMJcVuRWv7Bat9s00WSQ0OuKDYTTCc/yyhuk29zwd8dFprrJ93s2oBAAAAAGAUotgFgGugKIrm2LFjgVlZWWGnTp0Kq6ioGNfZ2dnraAVfX9/22NjY+sTExPoZM2bUTZs2rUmr1Q7ZWIWh5uehs0d4e5nUHMcQ/02xefyiFavHGyyyKDpU4g0+Yqrrf7Fr6rDJhlPFXWXs8rgI2XCq+KpKYhdXSWtw10mUj16MXu4S59f7Iu/cxgu70o8rauXx6fGyr8rUlWN5XIRkmyxSbVWv2J1o8Km+9sf4AQAAAAC6o9gFgH4ymUweX375ZciJEydCT506Fd7S0qLv7Vh3d3dHVFSUacqUKbWpqak1M2bMMGs0Y6vimhzgU61msftQUoyIiKxNSeh1/8UrYfsq22SRnaU1sjwuQnaW1ki26drHHSyNDZdF0aF9Ota1Atklt7Gla9Xuh+W1EuVz/lszu6HpmnNdi+RAv2pVAwAAAADAKESxCwBXoCiKHD9+PPDzzz+POHnyZFhlZWWg9PLAM51O54yJialPSkqqve6662pSUlIah/JBZ8PRnKDAqk8q6pPVuLer2OzLcd3HF6hlQbhRFkWHyt6qejlc1ygtdqc02eyy4fppfb7Gvup6eWRqnHxR09A1X9c1U1gNWjdNZ2pwYI1qAQAAAABglKLYBYAeWK1W7RdffBGclZUVcfr06Yjm5uZeG0Kj0WiZOnVq9XXXXVc9d+7cOk9Pz86hzDrcJfj7NI3z9LA0dNgMQ31v10PT1mSd7nFEgmt+7cVzaS9mcO/5x2WK0SCLokO75vUWN7de06rd+xOiRETktYLyrm16nbZf18hrOj+bNynAT+aGBIqIqFpax/l6V/t76OyqBQAAAACAUYpiFwC+UV9f77lv377wI0eOhOfn54fZ7fYe/x/p7u7uiI+Pr50+fXr1vHnzqmJiYtRbDjlCTB/nV/ZZlWnqUN7T4K7rWv3a29xbU4dN9lbVy6LoUPmkok4sdodkmyySYjTIRIOPFFlaRa/Tyi2Rl06SMHp6yCNT4+Td4kr5sLxW2hxOeWRqXK8lcn+E6T2l2tohep1Wbh8f0q9zrQ6n/C23pGsExc5SdRfLzg7yL1M1AAAAAACMUhS7AMa0mpoarz179kR+/fXX44uLi4MVRelxxEJgYGDrtGnTKufMmVM5d+7ceg8PD1bl9sONYcayfVWmqUM5kyLO4C0iInsrTZc9bm+lSRaGB0mcwVuyTRY5VGuWFKPhgpm87xZXXnLeHdEhkm2yyL7q89ffV22SRH9fuSM65IIVt/3hKmT/OzWpx/2uwvdKTpj/vWr44ofGDSV3N41jXpjx0j88AAAAAMA1o9gFMObU19d77t+/PywrKysqPz8/rLOzs6cyVwkPD29MTk6umjdvXmVKSsrVPV0LIiIywc+7OdLHq768tT1oqO65ICxIsk2WK44hKGu1SrbJ0nW860Fqc0MCJcVokC0FZbKvyiTL4yL+fe1woywMD5LfHMkTq8MpIudXym47VyX/NTtRSlqssq/q8oVyT7LqzOKlc+saybCztEa+qGkQdzc3+a/ZiZIY4NunYteVSUSkrg/HD5akQL9yX53WceUjAQAAAAD9pVEU5T21QwDAYKutrfX86KOPog4fPhxVUlJilB4efqbT6Zzx8fE1s2bNqrzpppuqQkND21WIOmr9q6wmZuvZqjlq5xgLwvSe8t+pSbK3qv6qVw8PhJ9PnfDpTKN//xtuAAAAAMCVmFmxC2DUslqt2mbX4LIAACAASURBVD179oQfOHAgNj8/P7Szs9Pt4mO+KXNr09LSyr71rW9V+vv785CnQbIwIqh8Z1ltSrvD6aF2ltHuhtBxInLlMRSDyejl0USpCwAAAACDh2IXwKjidDo1n3/+ecjevXtjcnJyInt6AFr3MjcjI6PCz8+PXxUfAnqt1pka5F90oLqh5wGyuGav3JjS9fXO0porjqEYTDeFGfNVuzkAAAAAjAEUuwBGhZycnIAPPvgg9ujRo9FWq9Xz4v06na5z0qRJVfPnzy9duHBhlbe3t7On62BwLY4JK/iixjzJqShatbOMRtkmi6QYDfJucaV8WF6rWg69TtueERlUploAAAAAABgDKHYBjFhNTU3u//rXv6I+//zzmLKysp4eyqVERUWZUlNTy2+//fbSkJAQ9Z4iBRERCfL06Jg+zlByzNQUp3aW0WjDqWK1I4iIyPzQcfmeWi0fngAAAADAIKLYBTCiKIqiOXDgQPAnn3wy4dSpU5EOh+OSlZ+hoaGNaWlppd/+9rfLxo8f36ZGTvTu/0wIzz1htsQ6O5VLZh5j5PPSajsWx4QVqZ0DAAAAAEY7il0AI0J9fb3nP//5zwmff/55nNls9rl4v5eXl2327Nmlt99++9nk5ORGNTKibyK9vdpmjjMUf13fFK92Fgy8OQbPIl+dlrnVAAAAADDIKHYBDGvZ2dmB//rXv+KOHj0aY7fbL16dq0RFRZnmzZtXsmTJkhLm5o4c35sQkXu8wRJr71T4OTSKeDqdtl3rnky03HCD28qVK3N5MCEAAAAADB6NoijvqR0CALpraWnR7d69O+rTTz+Nr66uDrh4f0BAQFtaWtrZO+6441xMTAyjFkaoNwrLk/ZU1k9TOwcGjuOTXXbL8cPuIiK+vr7WO++88/Tdd999VqPRKGpnAwAAAIBRxkyxC2DYKC0t9f7HP/6RkJWVNaG9vd39ot3KpEmTam699dbCW265pZqiaOSzORW3xw+f/naTze6rdhZcuxB3rdn+jy22osLC0O7bIyIiGh544IHsOXPmmNTKBgAAAACjEMUuAPXl5OQEbNu2bVJ2dnZUZ2fnBQ/U8vLyss+ePfvc9773vYK4uLhWtTJicOyvaoh4paB0nto5cG3cNJrOx6ZP3DPZ37dx//79oa+99lpKXV2dofsxkydPrvrpT396LCYmhv+OAQAAAODaUewCUIeiKLJnz57wXbt2TTp79mzIxfsjIyMbbrnllsLbb7+9XK/XMzt3FFt/onBubmNLlNo5cPXmhY4782BidI7rtcPhcNu6dWvs9u3bp1mtVk/Xdp1O57zxxhsLmL8LAAAAANeMYhfA0LLZbG7//Oc/Yz766KNJJpPpghV9Go1GmTJlSsVdd92Vn5qayq9tjxH1VpvX2qNnvt3h7PRQOwv6L8DDveWZ1Mkf67XaSz6AMZvNHi+99NKUL7/8Mr6zs1Pj2u7n52e94447mL8LAAAAAFePYhfA0LDZbG67du2K2r59+5TGxsYLZqq6u7s7Zs2aVfq9730vf9KkSc1qZYR6Pq00Rb5eWHaD2jnQPxqNRnl4SuzemUb/y34Qk5eX5/fSSy/NKCgoCO++PSIiwnz//fdnp6Wl1Q9uUgAAAAAYdSh2AQyujo4Ot23btsXu3r17SnNzs777Ph8fn/Z58+YV33333QVGo9GmVkYMD/8vpzj1hNkSq3YO9N3NEUEn74sfn9vX4/fv3x/66quvptTX13et1tdoNDJ16tTyH/3oR8djYmLaBicpAAAAAIw6FLsABkdLS4vu3Xffnbhnz55Jra2tXt33BQQEtHznO985c9ddd5V4eHh0qpURw0uLw6n7zddnbjHb7H5qZ8GVjffR1z01a9I+bT9HKTgcDrc333xz4u7du6d2dHS4u7a7u7s709PTC1atWpXr6+vL/F0AAAAAuDyKXQADq6Ojw+3tt9+O//DDDyd3f2iSiEhQUFDzHXfckbt48eJSnU7HXE1cosjS6rf+RNG3bJ2d7lc+Gmrx1unafzMz4ZNQvaf1aq9hMpk8Nm3aNOWLL76IVxTlgvm7S5cuzbnrrrtKNBrN5S4BAAAAAGMZxS6AgaEoimb37t2R//jHP6abzWaf7vuCg4Mt3/nOd84sWbKkVKvVUujisj6tNEW+UVh2A98ow5ObRtP5s6TYfbOC/AdkLm5eXp7hm/m7Yd23R0RENDzwwAPZc+bM4UGKAAAAAHApil0A1+7jjz+OeO+995Lr6uoM3beHhoY2Ll269PS3v/3tClbeoT8255dOO1DdkKR2DlxqcUzo0btiwosG+rqZmZkRb7zxxozuD1dk/i4AAAAA9IpiF8DVO3ToUNAbb7wxvayszNh9e0BAQMvSpUtPLV68uEzTz/mbgIiIIiJ/Olk852SDJUbtLPi39LBxuSsnRZ8crOszfxcAAAAA+oxiF0D/VVRU6F9++eXkY8eOxSjKv3tbvV7f8a1vfSt/xYoV+Z6enjwUDdfE5lTcfn88P720xRqidhaITBtnKPmPaXFfDcXae+bvAgAAAMAVUewC6Dur1ap94403Ej766KMku92uc213d3d3pKenF95///1n/P397WpmxOhidTq1z2QX3Fje2h6kdpaxLMHgU/GrGfFfaod4BX5eXp7hxRdfnFFYWMj8XQAAAAC4EMUugL7ZuXNn1NatW6c3NTV5u7a5ubkp119/feHKlStzg4KCOtTMh9GryeZwf+Z4/k21VluA2lnGogl+3tW/Tkn43EOjUW0V/uXm7/74xz8+Hh0dzfxdAAAAAGMNxS6Ay8vJyQl46aWXUkpKSoK7b584cWLNgw8+mD1lyhSLWtkwdjTZHO7rTxSmV7a1G698NAbKRD/vqsemT/zSU6t1qp3lcvN3Fy5cmLdy5cozer1e9ZwAAAAAMEQodgH0zGq1ajdv3jx5z549k51Op5tru8FgaLvrrrtOLl26tETNfBh72hxO3foTRfNKWtqYuTsEpgT4lf0yOe4rnYordXtSX1/vuXnz5iTm7wIAAAAY4yh2AVzq0KFDQS+99NJ19fX1fq5trIrDcGBzKm5/Pl2cmmtujlY7y2g2Jzig4KGk2OMakSGdqdsfx48fD9i0adMlv00QGRnZ8MADD2SnpqYyfxcAAADAaEaxC+DfzGazx8aNG6cfOXJkgqL8u8+ZOnVq+erVq7MjIiKsKsYDROR80/hqQdnUfVWmKWpnGW00Go3ynfHB2d+bEFGodpa+yszMjHjzzTdTzGazj2ubRqORmTNnlvz4xz8+ERYW1q5mPgAAAAAYJBS7AM7buXNn1Ntvv53S2trq5drm5+dn/f73v3/0tttuq1QzG9CTXaU1se+XVM9yKopW7SyjgafWzXbfxPFZ88LGVaudpb9sNpvb22+/3dP8XcfChQvz+U0DAAAAAKMQxS4w1jU1Nbn/6U9/mpWdnd31q+2u1W4///nPswMDA21q5gMuJ7exJeDvZ87d0GRz+Fz5aPQmWO/RuHpK3BfRPl6tame5FtXV1V6bN2+e+tVXX03oPn/XNRuc+bsAAAAARhGKXWAs279/f8iLL744p7m5We/aZjQaW1auXHlk/vz5tWpmA/qq0ebw+J/cs9flN7VGqp1lpNGIyOwg/8KVidEn9FrtqFnRmp2dHbh58+YZzN8FAAAAMIpR7AJjkdVq1f7lL3+ZdvDgwUmuWboajUa5+eabz/z4xz8+7enp2alyRKDfdpfVxGwvqZ5l71R0amcZCfRabcfdcZFf3xg+btSOWsnMzIx44403UhobG7uv6FZmzZpVyvxdAAAAACMcxS4w1pw+fdrw5z//Oa2mpibAtS0gIKDtoYce+ur666+vUzMbcK1KW9t9tuSXzj7b3BaqdpbhbHKAb/mqxOijQZ4eHWpnGWzM3wUAAAAwSlHsAmPJ66+/Hv/+++/PcDgcbq5ts2fPPvfLX/7ymJ+fn0PNbMBAUURkd1lN7O7S2untTqen2nmGE4OHrnVZbMTR+SPwAWnXqrKyUr9ly5YpWVlZE+T8FAoR+ff83aVLl5aoGA8AAAAA+otiFxgLrFar9rnnnpt15MiRWNc2Ly8v+z333HN0yZIlpSpGAwZNk83h/t7ZislZdY2TnJ2K25XPGL10Go1zXti4vOVxEWdG0yzdq/HN/N2UkpKSoO7bY2Nj6x588MHs5OTkRrWyAQAAAEA/UOwCo11hYaHvs88+e0Ntba2/a1tcXFzNY489djgiIsKqZjZgKBRZWv3eO1uZXNDUGqmoHWaIuWk0ndMDDSXL4yJOhXl78t97N5ebv/vQQw+dCA0NZf4uAAAAgOGMYhcYzTIzM8NffvnltPb2dncREY1GIwsXLjyzevXqk1qtdqx1XBjjTje2BGw7WzmtuLktfLR/82s0GmVaoF/p/4kJOx3j592idp7hymq1at94442Ejz/+OMlms3U9dI/5uwAAAABGAIpdYDRyOp2ajRs3Ttu7d+9kRTlfYXl5edkefPDBrzIyMqpUjgeo6lxzm+8H5bXxR+qb4pyKolU7z0Byd9M4pgUaShdFh+ZP8PNuVjvPSNHb/N3AwMCW733vezl33nlnuYrxAAAAAKAnFLvAaNPS0qJ7+umn086cORPh2hYaGtr461//+su4uDhW7gHfqLF2eH1cUTfhSH3jhCabw+fKZwxfQV4eTXOCA87eGhlyzt9DZ1c7z0h17NixwFdeeeWS+bsTJkyoXbVq1XHm7wIAAAAYRih2gdGkurra63e/+938ysrKQNe2lJSUkl/96ldHvL29+XVioAeKiOarWnPIFzXm6DxLS2SHs9Nd7Ux94a3TtU8J8ClPDzOWTB9naFA7z2ihKIrs3r17/HvvvTe9qamJ+bsAAAAAhiuKXWC0OHXqlP+zzz47v6mpyVvk/IzNu+666/gPfvCDArWzASOFzam4Hao1hx0zNUUUNreEtdiderUzdRfg4d6SYPCtvi7Yv2J2kH+dVqMZ7eOCVdPW1qZ98803e52/++CDD+Z6enp2qpkRAAAAwJhGsQuMBvv37w/duHHj9R0dHe4i54uHBx98MOu2226rVDsbMJKdaWrxP9FgCS2ytAaVt3YY2xwOr6G8v5+Hri3aR18/0c+7fpbRv4YHoQ29iooK/auvvnrJ/F2j0diydOlS5u8CAAAAUAvFLjDSbd26dcJbb701q7Oz001ExNfXt33NmjUHZ86caVY7GzDalLa2+xRbWvzLWtv9K9vaAxrabT5NdodPh7PT41qu663Vdvh76FrHeXo0R/h4NcX46Jvi/X2aQvWe1oHKjmtz9OjRcZs3b55RVlZ2wfzduLi42lWrVmVPmzatSa1sAAAAAMYkil1gJHvzzTcnbt26dZainP9t7ODgYMuTTz55ICYmpk3laMCY0mxzuNe0d+ibbA4Pi93h2Wy3e3QqomlzON3lm1WebhpRvLRau06j6fR119oMHu42f3ddR7i3l9Vbp3Wo/BbQB675u1u3bp3R2Njo3X3XrFmzSn/yk58cDwkJ6VAtIAAAAICxhGIXGKleeumlybt27Up2vY6Li6t56qmnvvT397ermQsARjvX/N2PPvooyW63d83f9fLyst9yyy1nVqxYkc/8XQAAAACDjGIXGIkuLnUnT55c9dRTT32p1+udauYCgLGkoqJC//LLLycfO3YsxvWbEyL9m79rtVq1NpvNjQ/lAAAAAPQTxS4w0mzcuHFqZmbmFNfr5OTksqeeeuornU7H6jAAUME383dTysrKjN23T5w4sXbVqlXZU6dO7XX+7l//+tcpRUVFxmefffagTqdTejsOAAAAAC5CsQuMFIqiyB//+MeUAwcOJLi2zZo1q2Tt2rWHtVotZQAAqMg1f/e9996b0dTU1DV/183NTUlNTT374IMPnrx4/m5FRYX+kUceuc1ut+tSU1PPrl279uuhTw4AAABghDJrn3rqqWVqpwBwZS+88MK0zz77LNH1OjU19eyTTz75tZubG6UuAKhMo9HIpEmTLN/+9reLm5ublZKSknGdnZ1uiqJoKioqAjMzMyc0NjZqkpOTG1wfxv3xj3+cVVlZOU5EpLKyMrClpaVz9uzZ9eq+EwAAAAAjRDvFLjACvPbaa/G7d+/umql7ww03FP3nf/7nEY1Go2YsAMBF3N3dlTlz5tTNnz//XFVVlWd1dXWAiIjD4dDm5+eH7tmzJ0qn07VbLBbd1q1bZ3Y/t6CgINTHx6c5MTHRok56AAAAACNIO6MYgGFux44dUZs2bUoTEY2ISEpKSslTTz31FaUuAAx/hw4dCtqyZUtKVVVVYPftXl5e9vb2dveLj9fpdM7HHnts/9y5c1m5CwAAAOBymLELDGf79+8P2bBhQ7rD4XATEZk8eXLV73//+895wA4AjBy9zd/tjV6vt61bt+7T+Pj45qHIBwAAAGBEotgFhqujR4+Oe+aZZxbY7XadiMj48eNNzz777H5fX1+H2tkAAP3X0tKi27Jly+RPPvkkSVEu//lcYGBg6/r16/dc/MA1AAAAAPiG2U3tBAAuVVJS4v3cc8/Nd5W6ISEhTevWrTtIqQsAI9c3/w9XrlTqioiYzWaf3/72t/Pb2tq0g58MAAAAwEhEsQsMM1arVfuHP/zhhra2Nk8REYPB0Pbb3/72YGBgoE3tbACAq1deXu792WefJfb1+MrKynHPPPNMqqIoDFUHAAAAcAmKXWCYWb9+/ezKyspAEREPDw/H2rVrD4wfP75N7VwAgGvz4osvJtvt9n6twM3JyYnasGFD8mBlAgAAADByUewCw8iWLVsSjh49GiMiotFo5P777z+cmJhoUTsXAODafPXVV8YTJ05EX825e/fuTXz77bfjBjoTAAAAgJFNp3YAAOcdOnQoaPv27dNdr2+55ZbTd9xxR7mamQAAA8Nut7ulp6fnV1RUBFRWVgZYrVaP/pz/7rvvziorKzPExMTwYd8YsXDhwgoengcAAIDL0SiK8p7aIYCxrry83Puxxx67xTVXNyEhoeq55577XKPRXPkJOwCAEaeiokKfm5sbUFRUFFBaWhpQWVnp39DQ4Csivc7T9fDwEDc3N0WjubqRu315aNtoMZLfq6IoYrPZNE8++eSe6667rkHtPAAAABi2zKzYBVSmKIrm+eefT3WVukajsWXt2rVZlLoAMHpFRkZaIyMjrbfcckuVa1tLS4vu9OnT/oWFhQHnzp0LqKio8K+pqfG32+06EZHf//73kpCQoBG5sLh0fa32NrXvP1ret9lslg0bNggAAABwJRS7gMq2bNmScPbs2RAREXd3d+eaNWs+DwgIsKudCwAwtHx9fR1z5swxzZkzx9R9+9dffz3u6aef/pZauQAAAAAMTzw8DVDRmTNnDLt27Zrmev3d7373xJQpU5ifCADoEhwc3K52BgAAAADDD8UuoBKHw+G2YcOGOQ6HQysiEhcXV3PvvfcWqp0LAAAAAAAAwx/FLqCSv/71r1MrKysDRUS8vLzsv/zlL7++2gfiAAAAAAAAYGyh2AVUcPjwYeOnn36a6Hp9zz33HI2Ojm5TMxMAAAAAAABGDopdYIgpiqLZvHnzTEVRNCIiU6dOrViyZEmp2rkAABgqISEhEhISIqGhoRIaGiphYWESFhYmv/rVr+T9998Xi+XK4+YzMzMlKipqCNICAAAAwxPFLjDE3nnnnQmuEQx6vd726KOPfq12JgAAhoNXX31VfvKTn8jDDz8s9fX1vR53+vRpWbly5RAmAwAAAIYfil1gCJnNZo/t27dPc71etGjRSaPRaFMzEwAAaqmpqZGamhqprq6W6upqOXnypDz//PPy8ccfy6OPPtrjOUePHpVbb711iJMCAAAAww/FLjCEXnzxxalWq9VTRCQkJKRp+fLlxWpnAgBguAgKCpJ7771XfvGLX0hmZqYcOXLkgv1///vfZfHixfKXv/xFpYQAAADA8EGxCwyRM2fOGA4dOhTnen3//fcf0+l0ipqZAAAYjpYtWyYiIocPH75g+9NPPy2vvPKKLFmyRI1YAAAAwLBCsQsMkb///e8zOzs73UREZsyYUTpv3rw6tTMBADAcxcWd/xz0yy+/vGB7eXm5ZGRkqBEJAAAAGHYodoEhsH///pDi4uIQERF3d3fnqlWrctTOBADAcJeZmal2BAAAAGDYotgFhsC2bduSXF/fdNNN+TExMW1q5gEAAAAAAMDIRrELDLKvvvrKePbsWddqXcfdd99doHYmAACGM4vFIiLC2AUAAADgMih2gUH27rvvTnF9PX/+/KKgoKAONfMAADDclZWViYjIrbfeqnISAAAAYPii2AUGUXZ2dmBRUVGYiIhOp3Pefffd+WpnAgBguNu1a5eIiMycOVPlJKPTkiVLli1ZsmRZb68H89oDeS8AAICxjmIXGETvvPPOFEVRREQkLS2tOCwsrF3lSAAADFv19fXy5ptvyp///GdZsWKFTJky5conQTWbN2+eNFQl7VDeCwAAYKTQqR0AGK3y8/P9zpw5EyEiotPpOu+99948tTMBADCchIaG9rj91ltvlTVr1gxxmrFr+/btW6/yvBkDda2ruRcAAMBYR7ELDJJ//etfE1yrdVNSUkoiIyOtKkcCAGBY+8EPfiBz586Vm2++Wfz8/NSOAwAAAAxrFLvAIHA4HJrDhw/HuF7ffvvtxWrmAQBgOKmtrRUREdcHoK5/9ratJ64HrF3puLFux44dUQcPHozOy8uLWLVq1aHFixeXXXyMa8RB99W2Bw4cCDlw4MD4rKysiSIiGRkZuQsWLChPTk5u7H7Oxef3dK0rycnJCTh8+HCIa1VuYmJi5fz580tdWXu7V09ZExMTKxctWlSQnp5e29f7AwAAjFQUu8Ag+OSTTyJaWlq8RERCQkKarrvuuga1MwEAgLHlmWeemeUqZkVENm3aNLe+vl5/pfMyMzMjNm7cOO+ibUmZmZlJa9as2TeQpWlP98rLy4vIy8uLEBHpqYjubuPGjdMyMzOTLj73+PHjuatXrz45UDkBAACGI4pdYBDs3bt3guvrefPmnVUzCwAAGHsOHDgQkpWVNTEjIyN38eLFxdHR0W2lpaXeO3bsiLvSua6i9YUXXtgdHR3dJiJy+PBh47p1624+cODA+PT09NqrXZ3b273Wrl37aWpqqklEpLS01Pvhhx++Y9OmTXMXL15c1tu9Dhw4EJKZmZmUkZGRe9999+X5+/vbm5qa3F9//fXEzMzMpO4rjAEAAEYjil1ggFVXV3vl5+eHiYhotdrO73znO6VqZwIAAGPL8ePHQ0REXKWuiEh0dHTbbbfdVtJ9hWtPEhMTK/Py8iI++eST8QkJCY3Tp083p6ammgbjwWiua9bW1nrm5OQEVFdXe+fl5Y3ry7mu9+gqdUVE/P397ffdd19eZmZm0uHDh0ModoHzY+J0Oh1zawBgFKLYBQbY9u3bJ3R2dmpERKZMmVIREhLSoXYmAAAwtrjKW1ep6xIfH998pXPvu+++U2vXro3oPvN2MOfWXjxOoa9c56xYseK7Pe3fvn37jJUrV+Zfaz5gpHvnnXcment725cuXVqidhYAwMCi2AUG2JEjR8a7vv7Wt77FGAYAADCiJCcnN27fvn1r94ea5eXlRezcubPyvvvuOzWQq2DffffduMzMzKS0tLSi9PT08oCAAFtoaKj1hz/84eKBugcw1tntdrfXXnttTmVlud/PfvbwSY1Go3YkAMAAodgFBlB5ebl3bW1tgIiIl5eXjScyAwDU4uHh0eu+X//613LPPfdIfHz8Nd3DYrHItm3b5Be/+IWIiLz88svy4IMPioiIyWS6pmsPhNjYWBEROXt27H3OmpGRkZuZmZlUWFjo132VbmlpqXdfr5GcnNyYnJzceMstt5SXlJT4Pv/88wu+Wck7YCMZ3nrrrdkiIk888cRR17ampib3vpyblpZWlJWVNfG111573zWKAUDPtBpRPt3z6eSaqmq/J9Y++ZVer3eqnQkAcO3c1A4AjCafffZZuKKcH181efLkKmZZAQCGoz/84Q8yffp0KSgouKbrvPbaa12lrohIVVXVtUbDAJkxY0atiMiLL7443VXm9vXhac8888ysJUuWLDt8+LBR5Pw4h5iYmJbeju9rEXs5hYWFfq5rvf7664l9uVd6enq5iMjrr7+eWFtb6+nafuDAgZAlS5Ys27x586RrzQWMFn4eWuWpFD/NuYK8iDX/8cuF1dXVXmpnAgBcO1bsAgMoOzs73PX17Nmz+dstAEB1HR3nR727PnhUFEW2bt0qK1askLffflt+85vfXPW1165dKyIi+fn5EhQUJCIiTz755DUmxkBIT0+vPX78eG5mZmbSww8/HOHafs899xy50rkZGRklWVlZE9etW3fzxfu6n+96yNqKFSu+m5aWVtR91W1frVq16tCmTZvmPvroo7f1tN+14rine3V/jxfP6E1MTKy88847mScKdDPZXyfPzPR1e+akyf+xNY9mrHns8QMzZszgAYMAMIKxYhcYIFarVXvu3LkQERGNRqOkp6fXqJ0JAICeLFu2TETOr9wdCMHBwQNyHQys1atXn1y1atWhxMTESpHzJery5cuLr3Reamqqad26dZkZGRm5rm0ZGRm5q1ev/rz7+ffdd9+ptLS0IhGRxsZG/dVkXLx4cVn3sjgjIyP3j3/844fr1q3LFBE5cuRI8OXu5XqPrn0i58vnNWvWfM0DbIFLherd5PczfdzG6zo81z39XzdnZmZGXPksAMBwpVEU5T21QwCjwccffxzxl7/8ZZ6ISGxsbN2GDRs+UzkSAGAUKCkp8f75z39+x3PPPScJCQki8u/Vt92/vniba8ZuTyt2RUT0+vPdWFtb2yXn7tu3T7Zt2yabNm2S22+/XX7605/KggULLjjO39//kqwNDQ0ybtw4ETk/Y1dRlK6VvHV1dRfcPyQkREREampq5PXXX5c1a9bI8rWY1gAAIABJREFUnj17ZMqUKV3HFRcXy/z582X9+vVy7733XvZ979ixQ95//3355JNP5IUXXpBFixZdMGNXURSJizs/heDAgQPy1FNPyeTJk+WXv/xl16zhgoKCC+4xadL53+Q/c+aMiIhMnjxZRERyc3Pl008/lZ/97Gdy0003ybJly+Smm24SRVHkgw8+kMcee0xERNavXy+33XZbn/+diYiYzWbZsGGDPPnkk3uuu+66hkv+kAGgn1555ZVJ+z7clfzi9YauhV1ORZFNBVb5pLJDWbp06fEVK1Zc22weAIAazIxiAAbI119/3TWGYfr06YxhAAAMW1u3nn/21a9//etL9j399NPy7LPPdr3+4IMP5IMPPpDHH39c/u///b+Dkuf73/++5OTkyLPPPisvvPCCGAwGsVgs8rvf/U4yMjLk3nvvvez5TzzxhLzxxhtdrx9++GGprq7u9fh33nlH9uzZI4sWLbqqvHv37pWf/exnIiLy2WefyWeffSbbtm2Tjz76SP7+9793Hff444+LiHSVuwAwXGg1GvnRJG8Z7+2m2fK//5tSXl5uePzxx4/yjBAAGFkYxQAMkPz8/BDX1/PmzaPYBQAMC56enuLp6SleXl7i5eUler1eVqxYISIiDzzwwAXH7tu3T5599ln51a9+JRUVFdLc3CwVFRXy+OOPy/r16+XkyZNdxzY2/nsso9lsloaGa1tc+vOf/1w+/vhjeeutt0T+f/buPCCqcv8f+HsGBAaYGdZBkEUQQQR3cUszueJyVSiNSg0yvdk3r1uLYjcrK/OW2mJ6vb8srTS1srqhmcu440Zq7hIqEMOmAwjDNuzz+8POxDLsywC+X/8085znnPM5Uym8efg8AHbs2AGlUolVq1bVed7p06fx9ddfY+HChThz5gySkpJw+vRp5Obm1nqOj48P4uPjMXny5CbVevXqVcTExODGjRvYsmULAGDq1KkAgLNnz+Lq1av4/PPPAfwV7hIRtUd/d7XAywHWuHj+nOeypUsfbonNEImIqO1wxS5RC7h7965Fdna2NQBIJJJiX1/f2r+bJCIiMrJly5Zh9uzZcHV1rTJ+/PhxAMCiRYsglUoBADKZDAsXLsTq1atx9OhRBAQEtEpN3bp1w9atW/Wh89tvv42vvvoK3bp1q9KyoLrTp08DAKZPnw4Xl/utIl1cXDB16lSsX7/e4DnDhw9vVq0zZ87Ufz5Dhw7Vjz/77LOwtraGTqerMt4Uhw8f7n7x4kVF/TOJiGrXq1even/qNtTRDO9KTETvXVM5LHn5pb+99vob0R4eHgVtUR8RETUPg12iFnDhwgV74XX37t2zRCKRMcshIiLSq9xj9+OPP0Z0dDQee+wxuLm51QhMhRYMQkBa3fLly7FgwYJWq3XcuHFYvHgx3nrrLSxevBjBwcH1nvPJJ58AQI0A2NPTs9Zz7O3taz3WEPb29gbDZmtr62Zdt7LTp0/3aLGLEdEDKzc396adnZ22vnndrU3wZl9L8cvns6SvvfavMf/97//bL5VKy9qiRiIiajoGu0QtIC4uTv8dore3d6YxayEiIqrNzJkzsWzZMuzduxdXrlzRbxpG7Y+Xl5fa0tKyxNh1EFHH5unpmaPRaMzrm5dbqsP63wt1pqZdyufOff5XhrpERB0Dg12iFpCcnGwrvPbz8+MO1kRE1C45Ojpi3759mDhxIl599VX9JmqCf/zjH/j888+RlpambzUAQL86ta6WCI2RmWn4Z6AHDx7Exx9/jMWLF+Pjjz/GgAED6l21u3DhQnzyySdISEiosko3LS2tWTVmZWU16/zmmjlz5tXBgwfzawoiarYvvvjCp67j6YXl+Pe1woriLpZFb73zWjTbyhERdRzcPI2oBaSlpckBQCQSoXfv3hpj10NERFSbRx55BM899xz27t2LX375pcoxYQOwdevWISMjQz9+/PhxyGSyWnvW1mX8+PEAgPPnzwMAcnNz9RuLVZaamoqIiAi8+eabiIyMxBtvvIFnnnkGqampdV5/xIgRAICVK1fqw9y0tDTs3LmzwTUGBQUBAC5dugQAyMvLw7Zt2xp8PhFRR3XlXikiL+Tputgoct5fs/YQQ10ioo6FwS5RM6Wmpkq0Wq05AMjl8kJbW1v+2iQREbVrS5YsAQA8/vjjyM3963v40aNHIzIyEu+//z68vLwglUohlUoxZcoUTJw4EU899VSj7/X4448DACZOnAhHR0d4e3tDJpPVmPfJJ59g3LhxmDFjBgBgxowZCA4OrjdMHjFiBBYuXIhDhw5h+PDh8PDwwIgRI2rtE2xISEgIACAsLAw+Pj4YNGiQwRqJiDqTQ2nFePdKnq5nL7/U1R98cEyhUBQbuyYiImocBrtEzXTr1i258NrJySnHmLUQERE1hJubG77//nsAwBdffFHl2Ouvv44vv/wSc+bM0Y998skn2LBhAxwdHRt9r8ceewyfffaZfuXuBx98gHnz5lWZ8/XXX+Orr75CZGSkPlCVyWSIjIzE1q1bsX379jrv8corr2DDhg0YO3YsAGD9+vWYPn16g2ucPHkyPvroI/3K3ZUrV2L27NkNPp+IqCOp0AHbE7TYdLMQY4PHxb698t0zEomk3Nh1ERFR44l0Ot13xi6CqCPbtm2b9/fffz8AAB555JG4F1988YqxayKithMaGhoGAFFRUbvqm0vUFElJSZYLFy6ctGbNGvTs2RNA1V63hvrfGmPM2PfvLM+dnZ2NdevW4fXXXz/MHrtE1BK++OILn+P7f+6zabhMXFSuw7obBbpL2eW68IiIc48++qjK2PUREVGTZXPFLlEzpaenWwuvXVxc8o1ZCxFRQ2zZssVHCKSJiIjowXCvuAJvXC6oiC0Qly1ZuvQ4Q10ioo7P1NgFEHV0arVaH+x269aNwS4RtXtRUVH9jF0DERERtZ3C0nLR0gt5OgupTcG/33nzhIeHR6GxayIiouZjsEvUTDk5OVbCazc3Nwa7RERERETUrhSX60TdPT3vvr5ixWmpVFpm7HqIiKhlMNglaqa8vDwLABCJRHB2di4ydj1EnZlGo+ly/PjxridPnnSPi4tzGTp0aPwTTzxxy9vbO6/63N27d7sJ83x9fdNGjhypCgkJSa48R2hH8Nlnn+3++eefPaKiovrVNrf6NefMmXPW0BxBdHS0Ijo62jUmJqaHr69v2pQpU26NGjVK3dT7V74eAAQHB8eOHj06pU+fPlU2bbx69arNuXPnFMKq3OrXq9yCwVB/4IbUTa0rOzvbLC4uTpaYmChLTk6WqVQqO2PXREREHdvQoUMTli5d+pupqamu/tlERNRRMNglagatVmtSVFRkBgASiaTYzMyswtg1EXVm77777pC4uDgX4X1MTEyPmJiYHitXrlRWDjg3bNgQoFQq/YT3cXFxLnFxcS4qlUo+f/78a9Wvu3bt2sHCdYW5AFA5XF21atVAIVQFgM2bNw/LzMyUGKqztvtfvnw5tin3VyqVLhs2bHio8jlKpdJPqVT6vfLKK8eF4NXQvNqepyXqpubJycnpcvPmTVliYqJcpVLJ0tLSZGq1Wpafny8BAHNz81IHB4c8Ozu7guTkZHtj10tERB3TpEmTkhQKRbGx6yAiopbHYJeoGe7evWshvJZKpVpj1kLU2SmVSpe4uDiX4ODg2PDw8Di5XF66e/dut82bNw/bs2ePV58+fX4D7q84VSqVfsHBwbEhISEJ7u7uhSqVynL37t1eSqXSr1+/furqK1Dd3d01r7322q9yubw0OjpasXbt2tEnT550F4LQ6OhoRUxMTA9D16xeZ+X7C3VqNJou27Zt81UqlX6GVtnWd38hrF2/fv1ed3f3QgA4d+6c/cqVK4Oio6NdhecR5i1fvvxIYGBgFgCoVCrLBQsWTNq8efOwkJCQ5KioqF21rdRtbN3UMBqNpktiYqJ1QkKCLDk5WZaWlia/e/euLCcnx0qn08HU1LTCxsYmv2vXrrkjRoxI9PHxye7Ro4fG09OzUCQS6ZKSkiwXLlzoZuznePLJJ7Fv3z5MnDgR33zzTavfz8Xl/s9w0tLSAADdunUDAKSkpAAA3NzufyQqFff+ISKqC0NdIqLOi8EuUTNkZ2ebCa+tra35BRNRKzp37lxXAHjiiSduyeXyUuD+ClQDLQtc/zyWIISg7u7uhSEhIQlKpdKvchAqqHzNUaNGqdeuXYvKK4MvX76sMHTNCRMmJFVe4Vp5rhCOAoBcLi8NDw+PUyqVfufOnVNUD0jru7+vr29aXFycy6FDh1x79uyZ07dv3+zAwMCsysEs8FdQq1arza9evWpz584dy7i4uAb9Gn9T6qaq6gtwTUxMKmxtbfO7du2aGxgYmOTh4aHx8vLK9fPzyxOJRO36V2OvXr2Kffv2AQD27duHa9euwd/f38hVERERERE92BjsEjVDXl6ePti1sLAoNWYtRJ2d0AahvlUnwjwhgBUI7/88/lvlY/VdUwhvq1/TUG9fYW5ERMSjhq4VFRXVb/bs2Tcbc//w8PDry5cvd6ncN7e23rfV2yk0VFPqflAVFxeL4+PjrX///XfbygFudna2JQBRRw5wa3PhwgUAwJYtWzB79mxcuHCh1YNdYaVubZKT7/9MR6frkB8pEREREVGzMdglaoa8vLwuwmtLS0sGu0TUKvr06ZMTFRW1q/LGaHFxcS579uxJCw8Pvy6spP3222+9lEql39ChQ+NHjRqVYmNjU+Lk5KR97rnnQoz9DB2REOAmJCTIkpKS5GlpabI7d+7IMjMzpeikAa4hubm5WLhwISZOnIhp06Zh165dWLhwIR599FHIZDJjl0dERERE9MBisEvUDIWFhfr/h7hil6h1DR06ND4mJqaHWq02r2uFqzBPpVJZVl5he/v2balwvLH3Dg4OjlUqlX63b9+WVl6lq1KpLGu7/9atW38SWhq0lD59+uT06dMnZ+zYsSlJSUnWa9euHf3nSt5dALBjx45BAPCvf/1LvyJZo9F0qe16bVV3e1dSUiK+fft2gwLcgQMHpnTWALc2Fy9eBADMmjULAPDMM89g3759uHTpEh5++OEqc+3s7nf+yMrKqjLu4OAAAMjIyMC2bdvw8ssv4+jRo+jdu7d+Tnx8PB566CGsXbsWM2fOrNFjtzpDPXZjY2Nx8uRJrFy5EgAwduxYhISEYMqUKfo5Xl73W2NHR0fjzTffhJ+fH2JjY+Hk5IS33367yj3y8vIwePBgPPXUU1ixYkU9nxQRERERUdtisEvUDKWlpSbCazMzs3Jj1kLU2QUEBGTExMT0+O6773pW3zxt6NCh8UKYOWrUqJSYmJgeu3fv9qq80dn+/fs9ACAwMPBOY+/dr18/tVKp9Nu0aVPf+fPnX6xr8zTh/tu2bfN94oknbgkhtLApWmho6OXGtjRYtWrVwJiYmB7CpmjVW0JUJwTQwuZntc3TaDRdKvX2bfG625umBri+vr55JiYmnT7Arc3//vc/AMDgwYOr/POnn36qEew2RHh4OK5cuYL33nsPGzZsgEwmQ25uLt566y2MGzcOM2fObFKdhw4dwuzZs2uMHTp0CAAwefLkKse++eYbHDlyBCEhIRg2bBjCw8MxY8YM+Pr+9b9MfPz9nwONHj26STUREREREbUmBrtEzVBWViYSXj/I3/QTtYWQkJDkkydPuiuVSr/qPWSnTJmSILweNWqU+vLly7GG5gUHB8cGBwfX3bjTgMrXXLBggX5TsxkzZlyoa271+/v6+qZNnjw5qbH3Dw4OToqJiemxcuXKoOrHKtcwZ86cs5s3bx728ssvTzB0HSHwFTZji4iIeFQIxVujbmOpL8AVi8UVdnZ2DHAbIDk5GZs3b8bSpUvh6OgInU4HR0dHLFmyBGvWrMFLL72Ebt26Nfq6ixYtwsCBA7F9+3a88MIL2L59Ow4ePKjv5dsUQqj7008/oX///gDur/YdMWIEFi5cWCPY9fHxwe3bt/Xvg4KCsG/fvirB7m+/3V/87unp2eS6iIiIiIhaC4NdomYoLy8XC69NTU0rjFkL0YPgtdde+3X//v1uQsuB4ODg2AkTJiRV38Rs/vz519zd3TUnT550j4uLc/H19U0bOXKkKiQkJLmp965+zTlz5pwNCQlJFmoxNPfatWuOwmZuM2bMuDBmzJjU+jZKMyQwMDBr5cqVyuPHj7sKoWtwcHCsr6/vvcpBdUhISLJWq+1S/fPRarUmy5cvD75w4YKjt7d3Xnh4+PU9e/ZoY2JieuTk5Ehaq+7WVluAm5WVJdXpdAxwW0BMTAwAYPz48VXGx48fjzVr1iAmJgZTp05t9HVdXV2xbds2hIeHAwDeeustbN26Fd26dWvyZmgqlQo6nQ5ZWVmIjY1FamoqLl++XOv84cOHV3k/a9YsRERE4IknntC3gXj//fcRFBSE7t27N6kmIiIiIqLWJNLpdN8Zuwiijuro0aNOZ86ccQWAYcOGpQYFBTX6V7yJiKhuZWVl4ps3b9YZ4Mrlcq2Tk1Oui4uLxs3NLffPHrgac3PzDv9Dt6SkJMuFCxdOWrNmDXr27AkAVcJP4XVrjEml0nrry87O1s+v3mNXuFblHruV7/Xvf/8bH330EV588UVERkZWOcfZ2RnA/VW3Op1OvzI4JSUFwP1wGKjaY3fNmjVYv369wToTEu4v7Bd67MbHx9d47ueffx5DhgzB7Nmz8fvvvyMkJATvvPMOwsLCDH4+lf/ZUmPZ2dlYt24dXn/99cODBw++Z/BhiIiIiIiAbK7YbSUvvfTSaACieie2saaugqH67dmzp9eePXt6GbsOal0ikUj34YcfHjd2HUSdUWMC3L59+6Z1tgC3vbl69WqD5l27dg0BAQGtXE39duzYgfXr1+Ppp5/G3//+d9ja2kKhUGDQoBqL6mv15JNP4vnnn0doaKi+v27fvn1bq2QiIiIiomZhsNtK4uPjFf369YNCoTB4vKEBa3OC2Na+R3uurT3dozM8Q1vdo6nntdXzazQa/Tf6RNR0ZWVlYpVKJYmPj5f/8ccfsrS0NJlKpbKtFODq5HJ5YfUA19fXN1cikXCjyjby008/AQBu3LihXx1b+c/M5ORkBAQEICoqqs5gNzMz0+D4gQMH9Kt1P/roIwwYMADjxo1rcr3Lli0DALz77rv6OvPy8uo6pYbAwEAAwNmzZ7Fnzx4AQK9evfiDcSIiIiJqlxjstqJx48Zh5MiRBr8Z6Ghj7aWO9j7WXupo72PtpY7Gjl2/fl3/q7xEVD9DAW56erosIyNDXlZWJmaA235lZGRg9erVmDNnDtzc3Az+uejq6orZs2dj7dq1mDt3LhwcHDBhwgTs378f58+fx+DBg5Gbm4vPPvusxrkpKSkIDw/HihUr8MILL0AmkyEiIgIXLlzQ97dtqoSEBHh6eiIvLw+bNm1q1LlSqVQfNgPAvHnzmlULEREREVFrYrBLREREzVJWViZSqVSWBgJcWVlZmUnlANfPz+/uuHHjbjHAbd/OnTsHAJgzZ06d82bPno0tW7bgwoULGD9+PB5//HHs37+/ymZrb7/9do3z1q1bh/Hjx2PmzJkAgJkzZ+LMmTP45JNP8N577zWp5g0bNmD+/PkYM2aMweOJiYnw9PSs9zoPP/yw/vXo0aObVAsRERERUVtgsEtEREQNwgD3wfHll19i4sSJ6NOnT53zAgICMGHCBHz11VcYP348pk6dCgD4/vvvsX//fnz00UcIDw/HG2+8oT9n27Zt+Oqrr3D06FHIZDIAgEwmQ2RkJP72t7+hT58++sC3MUJCQpCfn69vybBgwQJMnToVWq0Wf//73xETE9OgYLfyhnFubm6NroOIiIiIqK0w2CUiIqIqGODSd9991+C+sjt37gTwVxubqVOn4rHHHqsylpmZqX8dHh6O8PDwKscBwN/fH3fu3NGPpaWlVblPampqjR6/1a8xffp0TJ8+vcqYTqdDYmKifiwhIaHOZ/vjjz/017K3t2/QZ0BEREREZAwMdomIiB5Q9QW4AGBtbV2kUCg0Xl5emUKA6+Pjk2tpackAlzolYdO46dOnG7kSIiIiIqK6MdglIiLq5Bob4I4ePTrB09Mzt2/fvtkMcOlB0bNnT/3refPmoVevXg1etUxEREREZAwMdomIiDqRtLQ0yfXr120rB7iZmZmy0tLSWgPcgICAHGtr6zJj105kTEFBQThy5AiWLVuG2bNnG7scIiIiIqJ6MdglIiLqgNLS0iS3b9+WJSYmylJTU2VpaWmyO3fu2DLAJWqaTz/9FAC4SpeIiIiIOgwGu0RERO1YLQGuTWlpqSnwV4Dr7u6e/dBDDyUxwCUiIiIiInowMNglIiJqBxjgEhERERERUWMw2CUiImpDTQlw/f39c6RSKQNcIiIiIiIi0mOwS0RE1AoY4BIREREREVFrYrBLRETUDIYC3Lt379qUlJSYAoCFhUWJo6NjrouLS25gYGCKp6dnbu/evXMcHByKjV07dSyffvqpTiKRNGhuYzcAq29+Q67X0HtyXt3zysvLAUDUoJOIiIiI6IHGYJeIiKgBmhLg9urVK0ehUDDApWaRyWRlgYGBicaug9qOk5MT+MMfIiIiIqoPg10iIqJKsrOzzeLi4mSJiYmy5ORkmUqlsmWAS8Zka2tbsnz58vPGroOIiIiIiNoXBrtERPRAqh7gpqeny+7cuWNTWFhoDjDAJSIiIiIiovaNwS4REXVqjQlw+/fvn+7p6Znr6+urcXJyKjJ27URERERERES1YbBLRESdQlMCXB8fH03Xrl0Z4BIREREREVGHw2CXiIg6FEMB7t27d+UFBQUWAANcIiIiIiIiejAw2CUionbJUICrVqvl+fn5+gDX1ta2wNnZmQEuERERERERPXAY7BIRkVE1IMAttbW1zXd2ds7t3bu3unv37rk9evTQeHl5FRi7diIiIiIiIiJjYbBLRERtggEuERERERERUcthsEtERC0qJyenyx9//GGdkJAgS05OlqWlpcnv3r0ry87OtgIAc3PzUjs7uxoBrqenZ4FIJDJ2+UREREREREQdAoNdIiJqksYEuA899FACA1wiIiIiIiKilsNgl4iI6sQAl4iIiIiIiKj9YbBLREQAAI1G0yUxMbFGgJuTk2Ol0+kY4BIRERERERG1Iwx2iYgeMAxwiYiIiIiIiDo+BrtERJ1UfQGuqalphY2NTX7Xrl1zAwMDkzw8PDReXl65fn5+eSKRSGfs+omIiIiIiIiodgx2iYhaSX5+vunOnTu9KyoqRM8//3xsa92nvgDXxMSkwtbWlgEuERERERERUSfCYJeIqIWVlZWJv/nmG689e/b4FxUVmfXs2TO9Ja5bXFwsjo+Pt05ISJAlJSXJVSqV7Z+bmFkCEDHAJSIiIiIiInpwMNglImpB+/fv77Zz585+Go3GUqfTiQDgzp07No25RklJifj27dv6ADctLU12584dWWZmphQMcImIiIiIiIgIDHaJiFrEb7/9Zrdly5b+ycnJ9iKRSCeEugCQl5cnyc/PN7W2ti6rfE5jAtyBAwemCAGur69vnomJCQNcIiIiIiIiogcYg10iomZISkqy3LJlS5/Lly+7i8XiCgCoHOoKDh061K2iogJCD9w7d+7INBqNsIlZuYODQ17Xrl1zhw4dmuTu7p7r4+OT6+npWcAVuERERERERERkCINdIqImyM7ONtu6davv8ePHfQBAp9OhvLxcXMt03RdffDFELBZX2NnZ5Xft2jV3yJAhSVyBS0RERERERERNxWCXiKiRvvrqq5579uwJKC8vN6moqKixOrc6U1NT3cCBAxOXLVv2GwNcIiIiIiIiImoJDHaJiBrpxx9/7N+Y+WVlZeLs7GxLhrpERERERERE1FJq+7VhIiKqRb9+/VSOjo65Qv9bkUgEU1PT8rr64aanp8vbrkIiIiIiIiIi6uza7YpdjUbTZf/+/W47duwYBABz5sw5GxISktzWdYSGhoYBQFRU1K62vjcZV9euXQ2OR0REYPjw4QgKCoJUKq3zGkqlErNmzUJKSkprlEhG8vbbb8cAQFlZmej27dvSW7duyZOSkmSpqany1NRU29zcXIlOpxOJRCKdiYlJRVlZmUlBQYEkPz/f1NrauszY9RMRERERERFRx9dug90ffvjBMyoqqp/wPjMzU2LMeogEW7duxdatWzFu3DisXbsWDg4OBufduHEDs2bNatviqE2ZmprqevXqldurV6/cyuNardYkLi5OFh8fL1epVDKVSmWjVqtlN2/elA0cOPCeseolIiIiIiIios6j3Qa7Qqj72Wef7VYoFMXGroceXHfu3AEA6HT3f8s+MzMTBw4cwCuvvIKXX34ZX331VY1zfvvtN0yZMqVN66T2QyKRlPfv3z+7f//+2cauhYiIiIiIiIg6p3bfY5ehLrU3Dg4OmDlzJhYvXgylUokLFy5UOf7pp59iypQp2Lhxo5EqJCIiIiIiIiKizq5dBrtCX1vhdeX3ABAdHa1YtWrVwNDQ0LClS5c+FB0drajtWo2Zu3v3brelS5c+FBoaGrZ79263lnka6qzCwu7/Z3nu3Lkq42+//Ta+/PJLhIaGGqMsIiIiIiIiIiJ6ALTbVgy12bBhQ4BSqfQT3sfFxbnExcW5XL58OXb+/PnXmjp31apVA2NiYnoI7zdv3jyMfX2pLl5eXgCAM2fO4P/+7//046mpqcYqiYiIiIiIiIiIHhDtMtiNioraJazSjYqK2iWMR0dHK5RKpV9wcHBseHh4nFwuL9VoNF22bdvmq1Qq/UaPHp3Sp0+fnKbMjYmJ6REcHBwbEhKS4O7uXqhSqSx3797tZZxPgDoSpVJp7BKIiIiIiIiIiOgB0y5bMdTm8uXLCgAQgloAkMvlpeHh4XEAcO7cOUVz5gqhLgC4u7sXTpgwIaltnoyIiIiIiIiIiIio4drlit3aCG0VIiIiHjW4wP15AAAgAElEQVR0PCoqqt/s2bNvNnWuEOoKvL2981queupscnNzAQDBwcFGroSIiIiIiIiIiB40HWrFLlF7kpycDAAYN26ckSshIiIiIiIiIqIHTYdasTt06ND4mJiYHlu3bv1JaK/QEnODg4NjlUql3+3bt6WVV+mqVCrLlqqdOp+ff/4ZADBgwAAjV0JERERERERERA+aRq3Y1Wg0XV566aWHf/31V/vWKqguo0aNSgGAbdu2+arVanNhPDo6WhEaGhq2ZcsWn6bM7devnxoANm3a1FcIc7l5GtUmMzMT27dvx8cff4yIiAj07t3b2CUREREREREREdEDpsErdjUaTZd/LVs2Oi09zXbt6tUOryxdenzIkCFZrVlcdaNGjVJfvnw5VqlU+gl9cQW+vr5pkydPTmru3AULFrgI4zNmzLjQms9DHUPXrl0Njo8bNw6vvPJKG1dDRERERERERETUwGBXo9F0ee3VZaPzstTy9wfLsOuPYvGa1atHL37xxeiHHnooo7WLrGz+/PnX3N3dNdeuXXOMiYnpAdwPYMeMGZOqUCiKmzv35MmT7nFxcS5z5sw5GxISkrxjx45Bbfd01BFERERg+PDhCAoKglQqNXY5RERERERERET0ABLpdLrv6poghLq5mWr5in5WYlcrE5TrgA+vF+gu5VRUGCPc7QhCQ0PDlixZgpEjR0Kn09U43tHG2ksd7X2svdTR3sfaSx2NHbt+/Tq+//57REVF7aoxgYiIiIiIiIio7WTX2WPXUKgLACYi4CV/K1F/G7H4448+GnXq1CnHNimXiIiIiIiIiKiDycnJ6WLsGoio86m1FUNtoa5ACHc/vF4g/vijj0YB4MpdIiIiIiIiIiIA+fn5pkqlstupU6c81Gq1dOvWrXuNXRMRdS4Gg936Ql2BiQh40d9K9FGlcNfKyqqsNQsmIiIiIiIiImqPysrKRMePH+964sQJ9xs3bnQrKysTS6VSlJeXlxi7NiLqfGoEuxqNpsu/li0bXXBPLX+7v5XYxdJwqKu/wJ/h7gfX8sXrPv5oVHFJad0nEBERERERERF1Ijdu3JAplUqPmJgYr4KCAjNnZ+eKoKAgcUBAAK5evYpTp04Zu0Qi6oRqBLtnzpxRpKal2Y53tUB9oa7+IiJgspu56MKlPIa6RERERERERNTpJSUlWR48eND99OnTPe7du2fp4OBQERgYKO7bty/s7OzEhjZlJiJqSTWC3QkTJqTm5eWd3/7114MtTESY6SWp9yJxmjK8f7VA59PDW11SXi4SiUQP/J9eCQkJTo09x9TUcMvjuXPn4uGHH8aECRMgl8urHDMzMwMAFBcXN/g+Esn9f6darbbeuVZWVgCA/Pz8Bl+/IWxsbAAAOTk5dc6zs7MzOP7ss89ixIgRGDt2LGQyWZVjDg4OAICMjOa3fO7atSsA4M6dOwAAZ2dnAEB6ejoAwMXFBQCQlpbW7Hu5u7sDAFQqVbOv1VSxsbG4cuUKDh8+jCNHjmDevHkYM2YM+vfv36zr+vn56a9PRERERETUUWVlZZkdPHjQ9fTp057Jycl21tbWFb179xb7+/vD3d29zg3qiYhamsEkMSwsLBEAtn/99WAAdYa7cZoyvHslX+fe3Uv9zqpVJ83NzStapdIOJjQ0NKylrrVp0yZs2rQJkydPxqeffgpHR8eWunSH9cUXX+CLL77AhAkTsG7dOtjb2zf7mv/973+xYsUK3L17twUqrNumTZvwzjvvIDk5udXv1VCbN2/Gv//97ypjGzduxMaNGxEUFITFixejV69eRqqOiIiIiIjIOLRarcnhw4edT5w44Xnr1i0nExMT+Pj4iKZPn46ePXuKxWIxuDqXiIzB8BJRNCzcZajbOsrK/tp/TqfTQa1WY8+ePfi///s/PP/88/jxxx/1x0tKSvTzGqohK3Xbm3v37ulf63Q6ZGZm4pdffsGLL76IRYsW4euvv9Yfz8zM1M9rjBUrVtQYE1bqtrR33nmnxpgxV+oKoe6MGTMwffp0fYCbl5eHa9euISIiAkeOHMGxY8f0q5SJiIiIiIg6q/LyctGpU6cUR48e9bh69aprWVmZiaenp+7RRx8V+fn56X97lojImGoNdoGq4a5OBzzd469wl6Fu21EoFJgzZw5UKhVWrVqFmJgYDB061NhlGZWDgwMiIiKQkpKCDz74AOfPn8fgwYONXVaHlJiYiH//+98ICgrC22+/DeCvUFwqlWL48OHYtWsXwsLCsH//fsyePduY5RIREREREbWaS5cu2R48eNDj0qVLHn9ugqYbO3asqG/fvrCyshJxZS4RtSf19n8JCwtLnPn00+d3q7T4Ov7+Sk+Gusbx9NNPAwBOnz6tHzMzM4OZmRk0Gg3Mzc2xYMECg+cuWLAAFhYW0Gg0kEgk+j67le3atQuPP/44LC0tsWvXrjprOX78OBYvXgypVIonnngCx48fr3XuDz/8gKeeegpyuRw//PBDQx61wZ588kkAwK+//qofc3Bw0PfZFURHR2PJkiVQKBRQKBR47733cP36df1xJyenKq+F3rpdu3bVv26oGzdu4NNPP0W3bt3QrVs3PPvss4iKitIfd3V11b92c3ODm5sbgPs9doU+u5Xt3r0bc+bMgYeHB+bMmYM9e/bUmOPp6QlPT09kZWXhs88+g6enJ5577jmDc6sTPrt58+bVOqd///7YunUrJkyYUOPY3r178cILL8DX1xcvvPAC9u7dW+89e/fujd69e9cY9/f3h7+/v/59QEAAAgICAADHjh1DQEAAFixYgGPHjunn7Nu3D3379kXfvn2xf//+Ktfr168f+vXrh3v37mHr1q3o378/Fi1aVGMeERERERE9uOLi4qT/+c9//GfPnj3pzTffHHvz5s0eQ4YMMVu8eDFeeOEF0fDhw/X7zxARtSd1rtgVhIWFJVZUVGDnjh2Dc0sqcDazVNfd2/vO2++8e9rMzIyhbhvp2bMnAODEiRN48cUXqxyTy+V4//33ERkZiTfeeKNKH96MjAx89tlneO+992psviZYuHAhPv/8c/37WbNm6TcIq+6dd97B+++/r3+/b98+7Nu3D0uXLsXy5curzH3xxRexefNm/fvZs2e3yEZjgh49egAATp06VWsweeDAAX0oLvjwww/x4Ycf4ocffsDIkSNbrB6lUolZs2bVGFMqlQCA0NDQRl1v7dq1WL9+vf79oUOHcOjQIdy8eRMvv/xyjfmRkZE4fPgwAODw4cP611OmTKn1HsIc4bOszbBhw2qMrVu3Dhs3btS/P3LkCI4cOYLbt29j0aJFdV6vMY4dO4b58+frXx87dgzff/89lEolPv30U/28pUuXAkCNAHrFihX6Hz4cP35c/9pQUE1ERERERJ1f5U3QVCqVnVQqrfD39xc/9thj8PDwEAONb+9HRNTWGrxj45NPPpk4fcaM88fuFIOhrnHVtiIyKCgIAHD06NEq48L7SZMmGTzv2LFj+Pzzz7Fs2TLExcWhsLAQv//+O3JycmrMPX78uD5ATk1NRV5eHlJTU7F06VKsXr0aV69erTJ38+bNWLJkCa5fvw6NRqP/Z0s7cOBArceEUPfixYtQq9VQq9XYt28fgPurYQFU2TDt7t27Te6tK4S6e/bsQWpqKlJTUxETEwMA+Oc//wkASElJ0c9PTk6udQO106dPY/369ViwYAHOnDmDpKQknDlzBgsWLMD69eurrNwW+Pn54cqVK0hMTMT27durPGNtjhw5AuB+24XGOHv2LDZu3Ih58+bh6NGjiIuLw9GjR/HCCy/gv//9L86ePduo69Xl6tWrOHv2LK5du6b/AcTjjz8OADhz5gyuXLmiHxfC3cp8fX1x6tQpXLp0CZs2bQIA/X8DRERERET0YNBqtSY///yza2Rk5Kh//OMfIf/73/8G2tvb2z399NN45ZVXxJMmTYKHh4exyyQiarAGB7vA/XB38YsvRjPUbZ/69u2LSZMm4Ztvvqky/u233+K5557Tr/it7sSJEwCAZ599Vt8WwM3NDdOnT6917qJFiyCTyQAAMplMvzqz8q/IR0dHA7gfdgrtB1xdXfHUU0819RGbZPz48QDuB5zR0dHIzc3FoEGDoFarsWbNmha9lxDmuru748aNG1AqldixY0eTrvXzzz8DAGbMmKHfsMzFxUX/78VQwD9r1ix9QDt8+HAAf63IbWlCMBoWFlalvieeeAIAWrTdwcyZM2FtbQ0AVfpLz5o1Sz8+ZMiQWs+fPn16jXl1tQ8hIiIiIqLOoby8XHTixAmnt956a0hEREToli1bhul0OqepU6eKIiMjRdOmTYOvry/E4kbFI0RE7UKDWjFU9sgjjzRtKSM1m7DStbaVt8D9lgrjx4/HrVu34O3tjVu3bmHv3r11hmzvvfceAOhDXYGhIFhowSAEedW99tpr+j6/q1evBlC1pywAeHt711pLY+Xm5gL4K7w15NVXX8WBAwfw5ptv6ufOnTsXo0aNarE6Klu9ejXWrVvX7Ot8/fXXAGp+1sL77du34913361yzN7evtH3mTFjBnbs2IG8vLxGrdrduXOnwfqcnZ0BAN988w1WrFjR6HoMsbOzMzguhLVNPZ+IiIiIiDonYRO0ixcvehQWFpq5uLjogoODhU3QjF0eEVGLaHSwS8aTlJQEAJg8eXKtcwYMGADg/spab29vXLx4scp4Z6NSqQDU3SvV398fGRkZuH79Oo4dO4YVK1bgwIEDGD9+PJYtW2ZwE6+m2r59O9atW4fw8HBMmTIFtra2cHR0RP/+/VvsHi1tyJAh2LFjB+Lj42utMysrC8OGDcO8efOwePHiNq6QiIiIiIiofnFxcbJDhw65nT9/vvu9e/csFQpFxbBhw8QDBgyAnZ2diD1ziaizYbDbgfzwww8AgMDAwFrnyOVyfd/TKVOmICIiAhs3bqx10zQAWLZsGd577z3cunWryipdQ71f//GPf+Dzzz9HWlqawdWdlf+iFPru3r59u8oq3co9ZptL6B87cODAeuf6+/ujd+/eCAkJQWJiIqZNm4YDBw5U6a/bXEJ/V2EVNPDXquLGevrpp/H1118jLS2tyqrYxMREAPfbE7QE4bP78ccfaw12Dx06BAB45JFH9GPTp0/Hzp07a9T3xx9/AECjW27cu3evUfPbu5KSEvGVK1dsrl+/bn/r1i17lUpl/+mnn+6XSCTlxq6NiIiIiKizSEtLkyiVStfz58+7q1QqO5lMVuHv7y8OCAhA9+7d2V+BiDo1/iHXAajVamzevBmrVq3C3Llz0bdv3zrnP/zwwwD+aq0QHBzcoPmvvvqqPsxNTk7GF198UWPuY489BgBYt24dMjIy9OPHjx+HVCrF+vXr9WNCq4Ply5frw9yUlBR8+eWXddbTEJmZmdi6dSs++OADPPvss/D396917pIlS+Do6Ijz588DuN8awtPTs9b5TQ1iK0tISAAA5OXl4f/9v/9X67y8vLxajwkrs3fs2IG0tDQAQFpaGn788UcAwJgxY5pdJ3C/lcKrr76KHTt24I033kBsbKz+WFZWFr799lssX74cy5YtqxL8Tpw4EQCwa9euKvVFRUUBAEaPHl3rPYXaL1++DOD+5yBs9tZRpaamSvbu3ev6wQcf9Js3b97fpk+f/tg777zzt59++qnvtWvXXEtKSkwZ6hIRERERNZ9Go+ny448/ekRGRo765z//OWnv3r397O3t7SIiIhAZGSmeMmUKunfvbuwyiYhaHVfstkOmpob/tUyePFnfJ7YuPXv2xNy5c7Fp0yY899xzNXrnVvfII4/oV+3+8ssv+vENGzbUmDt69GhERkbi/fff1/fbFUycOLHKKs3Ro0frV+0KG20BwCeffFLvM1RXW4/UCRMmYNmyZXWe++STT+LLL7/UB5GVffDBB/rX48aNw8GDB9GzZ08888wzNZ6vIYTV0rX1701ISICXlxeCg4OhVCrRu3dvhIeHY9WqVTXmjhgxAgsWLMD69eurBOYAsGDBAowdO7bR9dVmzpw5yM3NxX/+8x+Dm72tXLlSvymaQGjNsHHjRmzcuLHKsRdeeKHO4HnSpEk4evRolQ36lixZ0synaDtlZWWia9eu2Vy+fNkhISHB9o8//rDPycmxBgATE5OKiooKsbB6vaKiQgwAcrm80IglExERERF1aOXl5aJTp04pjhw50v369evdysvLxT179sS0adNEAQEB6NKli7FLJCJqcwx2O4C5c+fi4YcfxoQJEyCXy9GQvkDTpk3Dpk2bEB4e3qB7vPHGG/Dz88O3336LX375BV9++SXCwsIwf/78GnNff/11+Pn5ITo6Gps3bwYArF+/HpMmTYKDg0OVucuXL0evXr2wa9cu7Nu3D1u2bMG0adOwcOHCBtVVm2effRYjRozA2LFjIZPJ6vxMBg8ejGPHjmH37t348MMPAQAvvfQSBgwYgPHjx+vPXbZsGZydnfHVV18hPT29SXWFhoYiPz9f35Jh0aJFmDZtGoqKijBu3DicPXsWXl5eeOWVV9C1a1ds27YNd+7Uvh/hK6+8Ah8fH0RFReHQoUMYO3YsQkNDMWXKlCbVV5cXX3wRY8aMwdGjR/Gf//wHQUFBCAoKwqhRo+Di4mLwM160aBG8vb3x888/48iRIwgKCsKkSZPq3OAPAP7+978DAPbu3YujR4/irbfewuOPP441a9a0+HO1hscff3yaTqcT/RniinQ6nUg4Vl5eXuM3IUQiEezt7fPbtkoiIiIioo7vz03Qul+6dMmjsLCwi7u7e8W4cePE/fv3h5WVVYO+PyYi6qxEOp3uO2MX0RmFhoaGLVmyBCNHjjT4F01HG2svdbT3sfZSR3sfay91NHbs+vXr+P777yESiXR/jolqTDTAxMSkIjAwMHHZsmW/iUQNOoWIiIiI6IH1+++/yw4fPux27ty57tnZ2ZYKhaKib9++wiZoVebWFuw29Ov81ryGMHb27FmcOnWqePv27bsNnkxE1DTZXLFLRNRI69at2/fNN9/4xMTEeAGGV+lWptPpRGfPnu0xbdo0T4lEUiKVSrX29vYFCoUiX6FQFDg4OBQ5Ojpqvb2986ytrcva5imIiIiIiNqP1NRUyaFDh6psghYQECAeNGgQunXrJgZqD1WJiB5UDHaJiBrJw8OjIDIy8qJKpYrbuXOnb30Bb0VFhWjy5MlXHRwctGq12jIrK8syOzvb8sqVKy4ajcaqtLTURJhrbW1dZGNjU2Bra1tob29faG9vX+js7FzYtWvXQldX10JbW9uStnpOIiIiIqLWpNFouhw+fNglJibG/ebNm07m5uY6Pz8/8ZgxY+Dr6ysWi7nfOxFRXRjsEhE1kbu7e2FkZOTFu3fvxn7zzTc9jx8/7qPT6fQbplU2bNiwO3369MkxdJ3s7Gyz9PR0i8zMTElqaqqVWq22UqvV1vHx8faXL192zc7OtgQgAgBTU9NyqVRaZGtrm+/o6Fggl8uL7OzstN26dStwdXXN9/DwKDQxMeFSBiIiIiJql4qLi8UnTpzoeurUKTdhEzQfHx+EhYWJ+vTpI+rSpQtX5hIRNRCDXSKiZnJycipatGjR1enTp9/ctWuX99GjR33Ly8vFFRUV+oa6bm5uBbWdb2trW/LnStxcQ8eLi4vFqampErVaLcnMzLRIT0+3zsjIsMrIyLCKj493qLzqVywWV1haWtba7qFHjx55UqmU7R6IiIiIqM3odDpRTEyM/YkTJ9yETdA8PDwqxo8fLx4wYACsrKyMXSIRUYfEYJeIqIUoFIrif/7zn9fDwsJu79y50+fEiRM9y8rKTLp06VJuY2NT2tTrmpubV3h5eRV4eXnVGg5nZ2ebJSUlWaWkpFhlZWVJcnJyLNRqtXVsbKzT6dOnrYuKiroIcy0sLEpsbW0L5HJ5kVwu1zo6OhY4Ozvnu7q6FigUiiJnZ2ctN3kjIiIioua6ceOG7OjRo27nzp3zzM7Oljg5OVWMGDFCPGjQINjZ2Ym5MpeIqHkY7BIRtTCFQlG8aNGiq08//XTczp07fX7//XdFa99TWPXbv3//bEPHtVqtSXp6ukVKSoq10O4hJydHkpGRYXXz5k2n2to92NjYFNnY2GgVCkWB0O7B3d290NTUlF+FExEREVEN1TdBk8vlFX369KmyCRoREbUMBrtERK3E3t6+ZP78+dfKysqM/gWsRCIpr2vVb0lJiTglJcVguweVSmWr0WgsS0tL9X9nCKt+hXYPNjY2Rfb29lpXV9cCT0/PfLlc3uQVykRERETUsVTeBC0uLs7J3Nwc/v7+ogkTJsDb21ssEonYN5eIqBUw2CUiamWmpqYVxq6hPmZmZs1q95CdnW1VVFRkJsy1sLAosba2LpLJZFpHR8cCod2Dg4NDkUKh0Hp6ehaw3QM1VWhoaBgAREVF7WrN67bWfYiIiDqDypugXbt2zVWn04l69uyJp59+WuTv7w8TExNjl0hE1Okx2CUiogZpbLuHe/fuSTQajYXQ7iEnJ8dSp9MJ7R4qpFKplu0eiIiIiDqOypugXbx40UOr1Xbp3r17RWhoqLh///6wsLDgylwiojbEYJeIiFpEQ9o9ZGZmmqvVaouUlBQrod2DRqORpKeny6Kjo6Vs90DGxJW5REREhgmboP3666+eOTk5Eicnp4qRI0eKAwMDYWtra/S2Y0REDyoGu0RE1CbMzMwqXFxctC4uLtraVv0K7R4yMjIkmZmZFmq12kpo95CXlyfJz8+3EOYaavdgb2+vdXBwKHJ1dc339PQsFIlEXDJCRERE1ATCJmhnz571TEtLk9vY2FQEBASIhw4dChcXFzEArs4lIjIyBrtERNRuCO0eADS73YOJiUmFTCbTWltba+VyeZFCocgX2j04ODhou3fvXmBpaVnepg9ILW737t1umzdvHubr65s2cuRIVUhISHJt806ePOkeFxfnUtvc+nrq1na8rt68Qn0AMGfOnLOjR4++w9XmRETUXuXk5HQ5cuSIS3R0tGdCQoKjpaVlRe/evcUhISH6TdCIiKj9YLBLREQdRn3tHsrKysRqtdpgu4fY2FinkydPSktKSgy2e5DL5VpbW9siZ2fnfFdX14Lu3bvn29jYMIBrx7Zs2eITFRXVDwDi4uJc4uLiXK5du+b4r3/967fK8zZs2BCgVCr9hPfCXJVKJZ8/f/611qpPqVS6CKEuAGzevHnYyZMn01avXn2qte5JRETUWMImaKdPn3a7evWqq06nE/n4+OCZZ55BQECA2MTEhCtziYjaKQa7RETUaZiamja53YNKpbK9ceOGJCcnx0r45sXU1LRcKpUW2dra5htq9+Dh4VFoYmLC73SM5Pfff3dcv379Xnd390KVSmW5e/duL6VS6RcdHZ0yatQoNQBER0crlEqlX3BwcGxISEhC9bn9+vVTC3NbmlKp9KylPkVr3ZOIiKghDG2C5uHhoXv00UdFAwYMgIWFRf0XISIio2OwS0RED5TGtHvIzMy0yMrKkmRkZFgJ7R40Go1lRUVFg9o9uLu7F1pbW5e16QM+QObOnXvF3d29EADc3d0LQ0JCEv4MTl0rBbuuACCEunXNNUZ9REREbcnQJmhBQUHiwMBAyGQyEVfmEhF1LAx2iYiIKqmv3QPw16pfod1Ddna2hdDu4dSpU9bFxcVdhLlCuwe5XF4kl8u1jo6OBUK7B4VCUeTi4qJtmyfrfLy9vfMqvxdC1JiYmB4Afqv0Wn+srrnGqI+IiKi1paSkWB4+fLjbmTNnvNLT02W2trYVgwcPFg8ePBhOTk5iY9dHRERNx2CXiIiokYRVv3W1e0hPT7fIzMyUpKamWgntHtLS0mQ3b950ys7OtgQgAmq2e5DL5UV2dnbabt26FbDdAxERETVF5U3QEhMTHSUSSYW/v7/4scceQ8+ePcUikYh9c4mIOgEGu0RERC2sUruHXEPHi4uLxampqZI62j1IKioqxAAgFosrLC0tS6RSqdbe3r5AaPfg4OBQ5OjoqPX29s57UNs9qFQqy8orcW/fvi0FgODg4FhhbOjQofExMTE9aps7dOjQ+ObUoFarzZtTHxERUUvRarUmJ0+edDp27Fj3GzduuIjFYvj6+uKZZ55Bnz59xCYmJsYukYiIWhiDXSIiojZmbm5e0ZbtHpydnbUikahtHq4N7d6926vyhmibNm3qCwD9+vXT968dNWpUSkxMTI/qc/fv3+8BAIGBgXcaej9fX9+0uLg4l3PnztkHBgZmaTSaLt99913PhtYn3LNyfURERM0hbIJ25MgRj0uXLrmXlJSYdu/eXRcWFiYaNGgQzM3NuTKXiKgTY7BLRETUDtXX7qHyJm9Cu4ecnByJsOq3Me0e3N3dC01NTTvcd32Ojo6FCxYsmFR5LDg4OLbyxmSjRo1SX758OVapVPoplUq/6nODg4PTGnq/kSNHquLi4lxWrlwZJIyFhoZeruuc+uojIiJqCmETtJiYGE+NRiNxcnLSjRs3TjRkyBDIZLLO99NcIiIyiMEuERFRB1TfJm8lJSXilJQUiVqtlmRmZlqkp6dbC+0e4uPjHTQajVVpaakJYLjdg42NTZG9vb3W1dW1oEePHnlSqbTdtXt48sknEyQSSenmzZuH+fr6po0cOVIVEhKSXH3e/Pnzr7m7u2tOnjzpHhcX51LX3LoI84XrzJgx48KTTz6ZEBUV1c/Q/Pnz51+ztLQsiYqK6ufr65s2ZcqUWwx1iYioqYRN0E6fPu11584dma2tbcWQIUPEQ4cOhUKhEAHg6lwiogeMSKfTfWfsIjqj0NDQsCVLlmDkyJEG/3LtaGPtpY72PtZe6mjvY+2ljsaOXb9+Hd9//z2ioqJ21ZhA1AFVbveQlZUlycnJsVCr1dZZWVlW2dnZ1kVFRVXaPVhbWxfJZDKto6NjgdDuwcHBoUihUGg9PT0LOmO7h6YIDQ0NA8A/K4iIqLYpgdMAACAASURBVNmys7PNjh496lx5E7QBAwaIBw8eDC8vL1T/u7ehX9u2xFzer+Fzz549i1OnThVv3759t8GTiYiaJpsrdomIiB5QzW33kJOTY6nT6YR2DxVSqVRra2ubb2NjU2RjY6NVKBQFHb3dAxERUVsztAla3759MXfuXPTu3VssFou5MpeIiACwFQMRERHVojntHlQqla1Go7EsLS3Vf60hbPJmqN2Dp6dnvlwuL227pyMiImo/DG2C5unpqXviiSdEgwcPhrm5ubFLJCKidojBLhERETWJmZlZRV3BL/BXu4eMjAxJZmamhVqttlKr1daxsbFOeXl5kvz8fAthbgPaPRSKRCIuUSIiok7jxo0bMqVS6fHrr7965ufnmzs5OekmTJggGjp0KGQymYgrc4mIqC4MdomIiKjVCO0eADSo3cO9e/ckGo3GorHtHhwcHLSenp4FEomkvE0f0AD21iUiorqoVCrLAwcOuJ85c8YrKyvLys7OrmLEiBHiYcOG6TdBIyIiaggGu0RERGQ09bV7KCsrE6vVanO1Wm2RkpJiJbR70Gg0kvT0dFl0dLS0tnYPcrlca2trW+Ts7JzPdg9ERGRM1TdBs7Cw0A0aNEg0ZMgQeHl5iUUiEfvmEhFRozHYJSIionbL1NS0wsXFRevi4qKtbZO32to9JCQkOOTl5UkKCgoshG+WTU1Ny6VSaZGtrW2+0O7B3t5e6+DgUOTq6prPdg9ERNRSDG2C1q9fP4wbNw7+/v4isVhs7BKJiKiDY7BLREREHVpz2z1oNBrLiooKEQCYmJhUyGQyrbW1tVYulxcpFIr8yu0e3N3dC62trcva9AGJiKjDqLwJ2sWLFz1KS0tNfHx8dOHh4aL+/fvD3NycK3OJiKjFMNglIiKiTq0p7R6ys7MtNBqNJDY21unkyZPSkpKSBrV78PDwKPgzZCYiogdI9U3Q3N3dK0JDQ8WDBg2CTCZj31wiImoVDHaJiIjogdbQdg/p6ekWmZmZktTUVCuh3YNKpbK9ceOGJCcnx6qh7R48PDwKTUxMuFyLiKiDS0pKsjx48KB+EzR7e/uKhx56SDxixAgoFAoxAK7OJSKiVsVgl4iIiKgeldo95Bo6XlxcLE5NTZWkpKRYZ2ZmWmRlZUkyMjKsamv3IJFISqRSqdbe3r5AaPfg4OBQ5OjoqPX29s5juwciovYpOzvbbP/+/a6nT5/2TE5OtpNIJPpN0Hr06CEWibg4l4iI2g6DXSIiIqJmMjc3r6ir3QPw1yZvhto9nDp1yrq4uLiLMFdo9yCXy4vkcrnW0dGxQGj3oFAoilxcXLRt82RERKTVak0OHz7sfOLECc9bt245CZugTZkyBb179xaZmJhwZS4RERkFg10iIiKiNiCs+m1su4e0tDTZzZs3nbKzsy0BiICa7R7kcnmRnZ2dtlu3bgVs90BE1Hzl5eWic+fO2R85csTj0qVLHiUlJSa+vr66iIgI0YABA2Bubm7sEomIiBjsEhEREbUHzWn3EB8f76DRaKxKS0tNAEAsFldYWlrW2u6hR48eeVKplO0eiIiqqbQJmld+fr6ZsAnakCFDIJVKRVyZS0RE7QmDXSIiIqIOoLHtHrKysiQ5OTkWarXaOjY21un06dPWRUVFDW734OzsrGWvSCJ6EFTfBK1r164VY8aMEQ8ZMkS/CRoREVF7xGCXiIiIqJOor92DVqs1SU9Pt0hJSbEW2j3k5ORIhE3eamv3YGNjU2RjY6NVKBQFQrsHd3f3QlNTUy5dI6IOqfomaFKptGLw4MHiQYMGoWfPnmIA7JtLRETtHoNdIiIiogeERCIpr2vVb0lJiTglJUWiVqslmZmZFunp6dZCuweVSmWr0WgsS0tL9V8/Cqt+hXYPNjY2Rfb29lpXV9cCT0/PfLlcXtp2T0dEVLfqm6CZmJigb9++opCQEPj7+4tNTEyMXSIREVGjMNglIiIiIgCAmZlZs9o9ZGdnWxUVFZkJcy0sLEqsra2LZDKZ1tHRsUBo9+Dg4FCkUCi0np6eBWz3QEStqby8XHTq1CnF0aNHPa5du+ZaWlpq4uvrq5s1a5Zo4MCBMDc358pcIiLqsBjsEhEREVGDNbfdQ05OjqVOpxPaPVRIpVIt2z0QUUu7dOmS7cGDBz0uX77s8ecmaLqpU6eKhE3QjF0fERFRS2Cw24qKi4tRUFBg8CfA7WnMkOrz2lO9/Jw63lh7qaO5Y6Wl/I1iIqL6NKTdQ2ZmprlarbZISUmxEto9aDQaSXp6uiw6OlrKdg9E1BRJSUlWBw8edDtz5kyPrP/P3n2HRXVmfwA/M0MbGJr0AelKVZCOFClO1mwUEhMNVmIsiT3Gkqy6Ka6axF80FtSsJTGxJbpqUDHKAEYBBRWFSBtEFKSJ4IAgnbm/P7LDAoICgkP5fp4nT5g7773n3MFE5vDOOWVlyvr6+pKAgAC2h4cH6erqsojQNxcAAAYWFHZ70fbt22n79u2yTgMAAACgz1BQUJDw+fwaPp9f09GuX2m7h0ePHnFLS0uVSkpKVKTtHiorK7lVVVVK0rXttXvQ0tKq0dbWrjUyMqoyMzOrZrFYqOQADFBlZWUKkZGRRlevXjXLy8sboqamJnFxcWG7uLg0D0EDAAAYqFDY7SUfffTRZVnnANCTsrOzNc6ePTuSiMjc3Lxk/PjxWWw2WyLrvAAAYOCRtnsgok61e3j8+DG3oqJC6XntHng8Xo26unqtrq5ulbTdg7a2do2pqelTZWXlpld6gwDwUtoOQVNQUKBRo0axgoODyd7ens3hcLAzFwAABgUWwzDHZJ0EAPQPhw4dsjh+/PgoImJZWFiUfPnll/GqqqqNss4LAACgpcbGRnZJSUm77R4qKiqUysrKVOvr69tt96Curl6jqalZa2BgUGVkZPTU1NS0SkNDA+0eAGSs7RC0pqYmtp2dHbm6urKcnZ1JUVGx1fqOCrtdaSX2smsRD/GkxxISEig+Pr7u8OHDp9s9GQCge8Qo7AJAl5w/f95w79697o2NjRw+n//4yy+/jNPV1a2TdV4AAABd0VG7h7KyMpXKykru06dPlaRvyOXk5JpUVVVrNTU1q9DuAeDVkg5BS05ONnn69KmCsbEx4+XlxfLw8CBVVdVBUxhEvP4dD4VdAOglYrRiAIAuGTduXAGPx4vbvn376MLCwiErV64M+Pzzz2PNzc2rZJ0bAABAZ3Wl3UNpaalSWVkZ99GjRyrSdg8VFRXKEomERUTE4XAkampqHbZ7MDY2rubxePiEC0AniUQitaioqKFJSUmmZWVlygYGBpKxY8eyR48eTTo6OixZ5wcAANBXYMcuAHRLWlqa+saNG32qqqq4PB6v9tNPP40dMWJEuazzAgAAeFWku36l7R7EYrFSRUUFt6ysTOXx48e8uro6eena57V70NXVreXz+TWyvBcAWSssLOQKhUKjpKQk49zc3CEaGhoSFxcXtqurKw0fPpyI+tYOTMRDvK6sxY5dAOglaMUAAN13//59lXXr1vmWlZXxlJSUGpYtWxbn4eFRKuu8AAAA+gKxWKxQVFSkVFpayi0oKFCRtnuoqKhQqqqq4paXl6t01O5BXV29dsiQITWGhoZPjYyMqkxMTKo5HA7aPcCAUl1dzYmJiTGIjY01y8rK0lNQUCAnJyeWq6srjRgxgjgcTqv1falQh3iI15W1KOwCQC9BYRcAXk5xcbHSZ5995vPw4UMNOTm5prlz5yaMGzeuUNZ5AQAA9HV1dXXsgoICbnvtHsRiMa9luwc2my1RVlauV1VVrdHS0noqbfegra1dq6OjU2NpaVmJdg/QH7QYgmaamppqKJFI2HZ2duTm5sZydXUlBQWFflGoQzzE68paFHYBoJegsAsAL6+qqkru888/H52dna3HYrGYd955J3n69OnZss4LAACgv+tOuwd1dfVadXX1Gh0dnact2z0YGBjUsFhoTwqy0XIIWnV1tYKlpaXEzc2N7e7uTmpqaq3W9odCHeIhXlfWorALAL0EhV0A6Bl1dXXsdevWuaemphoREQUEBGQuWbLkNt5AAgAA9J722j2Ul5dzy8vLlcRiMU8sFisTEYvoxe0ejI2Nq+Xk5NDuAXqMdAjajRs3TB8/fqzM5/Mlbm5ubC8vL9LV1SWi/luoQzzE68paFHYBoJeI5WSdAQAMDIqKipL169df3bVrl11kZKRtTEyM9cOHD3n//Oc/r3G53CZZ5wcAADAQaWpq1mtqatYT0ZP2npe2eygpKeGWlpYqFRUV8aTtHu7evatdUVGh0tDQwCF6cbsHCwuLSlVVVbR7gOdqOwRNU1NT4urqyvby8iJTU1O2rPMDAAAYSLBjFwB63M8//zzsxIkTDkTEMjMzK/niiy+uaGhoNMg6LwAAAHhWy3YPZWVl3PLycqWSkhJeWVmZilgs5tXW1rZq98Dj8WrV1NRqdHR0nkrbPWhra9fq6urWmJmZPcWndQafiooK+ejoaH5iYqJxVlaWnpKSEjNq1Ci2u7s7jRw5kths9oDbgYl4iNeVtdixCwC9BK0YAKB3nD9/3nDv3r3ujY2NHB0dnSefffZZrLGxcbWs8wIAAICuqamp4RQVFSnl5+fz2mv3UF5erswwjLTdg0RVVbVGU1OzSkNDo1ZDQ6NGV1f3Kdo9DDx1dXXsy5cv61+5cmWodAiavb09ubu7Nw9Ba2mgFer6YjxTU9N2106bNo3c3NzIz8+PVFVVn3uN6OhomjdvHmVntx6X0Rfurz/HQ2EXAHoJCrsA0Htu3LgxZPPmzd7V1dWKPB6vdtWqVbEODg7lss4LAAAAek59fT07Pz+/3XYPT5484VZUVCg3NDQ0t4CTDnmTtnvQ0NCo1dLSqjEyMnpqZmZWpa6ujk/59GH/HYJm+t8haPKWlpYSd3d39ujRo0lVVXXQFOr6YryOCrtSgYGB9PXXX5OWlla718jIyKDx48cTEaGw28PxUNgFgF6Cwi4A9K6cnBze+vXrfcrKynjy8vKNCxYsuBoQEFAs67wAAADg1Xleu4fKykpuVVWVknRtJ9o9VLNYLOz6fYUyMzPVoqOjWw1B8/DwYHt7e5OOjk6rtYOlUNcX40kLu/fu3Wt1vLS0lIRCIa1evZoCAwNp7969z1zj1q1b9M477zQ/RmG3Z+OhsAsAvQTD0wCgd5mbm1d99dVXF7/44guvwsLCIWFhYV7l5eU3Jk6cmCvr3AAAAODVkA55c3R0FLf3fNt2D48fP+ZWVFQoPXr0SCUrK0uvi+0eauTk5CSv9g4HnoKCAm5UVNQzQ9B8fX2bh6B1VOCCvkVLS4tCQkKosLCQwsLC6NatWzRq1Kjm5/ft20dfffUVbdu2jZYuXSrDTAEAoKuwYxcAXomqqiq5devWuYtEIj4RkZeX152VK1emYMcNAAAAvEhjYyO7pKREsaSkRCk/P19F2u6hoqKCW1FRoVRaWqraUbsHdXX1Gk1NzVoDA4MqtHt4vpZD0EQikR6Xy2WcnJzY3t7eZGdnR20H4/WlHZGI1/GOXenae/fuUWBgIK1evZrmzJnTfNzCwoL27NlDgYGBZGFhQUTYsdvT8bBjFwB6CXbsAsCrwePxGjdu3Hhl8+bNo65cuWIRHx8/7MmTJ0pr1qy5zuVym2SdHwAAAPRdcnJyEj6fX8Pn82s62vUrbffw6NEjbmlpqVJJSYlKSUkJLycnR7uyspL79OlTJWmRRU5OrklVVbVWU1OzStruQUtLq0ZbW7vWyMioajC1e2gzBM1IIpGwRo4cSYsXL2Y5Ozuz5OTksDN3gDAzMyMiosTERJozZ07z8bt378oqJQAAeEko7ALAKyMnJ8d88sknN48ePVp+7Ngxp9u3bw9dvny5yueffx6vp6dXK+v8AAAAoP+Stnsgom61e6ioqFCWSCQsIiIOhyNRU1Or4fF4Nerq6rW6urpV0nYP2traNaampk+VlZX77S+mGYZhJSYmal2+fHmodAjasGHDJCEhIWwvLy/i8XiyThF6UXR0tKxTAACAHoLCLgC8clOmTMkxMDCo3rVrl0dBQcGQ5cuXj/3kk0/iRowYUS7r3AAAAGBg4nK5Tebm5k/Nzc2ftvf889o9ZGRk6MXFxanW19d3qt2DqalplYaGRp9r95Cenq528eLFodevXzcTi8VcQ0NDybhx49i+vr6ko6ODvrkAAAD9DAq7ACATfn5+xTo6Ohe/+eYb74qKCuV169b5f/DBBwljx44tknVuAAAAMPh0tt1DUVGRUmlpKbegoEBF2u4hLy9PMz09nVteXq7S2XYPJiYm1RwOp9erqNIhaAkJCWaFhYXqQ4YMkbi7u7caggaDQ2VlJRERBQYGyjgTAADoKSjsAoDM2NnZVWzatCn6yy+/9CosLBwSFhbmVVRUlDxjxozsF58NAAAA8Gq1aPfwpL3n6+rq2AUFBdz8/HxeaWmpUllZGffRo0cqXWn3oK2tXaujo1NjaWlZyePxGruTZ3l5uXxMTAw/NjbW7N69ezrKysoSJycn9qxZs8jOzo7NYrGwM3cQys/PJyIUdgEABhIUdgFApvT19Wu3bNnyx8aNG13//PPPof/5z39GPXjwQH3VqlU35eTk8I4DAAAA+g1FRUXJ89o9EP1vyJu03YNYLFaStnuIj4/n1dXVyUvXSts9qKur16qrq9fo6Og8lbZ70NXVreXz+TXStW2HoDEMwxo5ciRNmDCBXFxc2HJyeOs32P3+++9EROTg4CDjTAD6j+Dg4ElEROHh4cdlnQt0zmD7nuFvdwCQOS6X27Ru3brErVu3Vv/xxx9WiYmJ5mvWrOGuXbs2QVVVtVs7VQAAAAD6Iumu347aPZSWlirm5+crFxcXKz98+FD50aNHKo8fP1Z+8OCB5u3btw2rq6sVpWsVFRUbuFxuvaKiYkNVVZXKf4egMaGhoSxPT09SVlbGzlygsrIyEgqFFBYWRtOmTSMbGxtZpwQw6P3www/Dw8PDHVoWH9s7Bn1PX/s+obALAH0Ci8Vili1b9qeRkVHlkSNHnDIzMw2WLFky9tNPP423srKqlHV+AAAAAK+CtrZ2nba2dh0RtVv4ramp4cTFxenGxcUNzc7O5peXl6sYGBgwwcHBLF9fX9LQ0GC94pShjzEzM2v3eGBgIH300UevOBsAaE94ePgzW+fbOwZ9T1/7PqGwCwB9yqRJk+4ZGBg8DQsL83j8+LHqZ599FrBw4cKrvr6+JbLODQAAAEBWpEPQrl69al5UVKQ2ZMgQiY+PD9vf359MTExYRITdudCuadOmkZubG/n5+ZGqqqqs0wEAgB6Ewi4A9Dne3t4lpqamUevXrx9dVFSkuWXLFl+RSJQ6d+7cTFnnBgAAAPCqSIegxcXFmeXk5OgoKytLnJ2d2bNnzyZ7e3s2i4XNufA/9+/fb7e435WCf3Y2ZhgDdOT06dND9+/f72FlZVXo7e2dFxQU9KCjdXFxccYikYjf3lppD9i2X7c91vKj/i+6ZtvzhEIhPywszMvKyqpQIBDcEwgEhS3vgYho9uzZCW2vERsbqxsbG2uUmJhoQUQkEAgyxowZkz9ixIjy5702LWO3jTFmzJhidXX1hrZrd+zYEREWFjbK2Ni4YtGiRaldudf21rZ3Px29nh0dr6iokL906ZK+9Jru7u53J0+efMfS0rKy5TnPu+6rhsIuAPRJRkZG1d9+++0fGzdudEtLSzM8e/bsiPz8fPVPP/30BpfLbZJ1fgAAAAC94b+tFvQuXbpkmp6ezmez2TRy5Ej66KOPyNXVlS0nJ4eduQAAr5i0ryoRkUgk4otEIn5qaqrO6tWrb7ZcFxYWZi8UCpsbWUvX5uXlqbcsXnZFV68pLeq2XKuvry+8dOmSUcvrSIuv0mJoy/NaXMtGKBTarFix4pKPj88LP0UrFAr50utKY8TFxRVu2rQpvu3a06dPm4tEIr63t3ded+5148aNTtICtDRWaWkp90U5Ps+GDRvcRCIRX/o4MTHRIjEx0WL9+vXCFxW3ZQWFXQDos3g8XuOGDRuu7Nu3z/rs2bP2ycnJxitXrlRZu3btFX19/VpZ5wcAAADQExiGYSUmJmrFxMSYJCcnG9fX18sNGzaMmT17NsvLy4u43Jd6nwoAAC8pMzNTZ8eOHRHGxsbVeXl5yqdPnzYXCoU2sbGx+dKCZ2xsrK5QKLQRCAQZQUFBOW3XOjg4lPj4+JSEh4cfb2+3Z3vHOnvNlrmKRKIhP//882/q6uoNsbGxut9+++2YtWvXCgQCQUbb4/v37/eQFnalRV3pfRIRXb9+XWv9+vUBsbGxRp0s7Jp18Drptj3f2Ni4orv3Ghsbq5uYmGjR3tqufm9b5M4XiUR8gUCQMWPGDJG6unqDdPfxmTNnzEeMGHGzo++dLLFlnQAAwPOwWCyaO3du5ty5cxPk5eUbHzx4oLVixYqxN2/eHCLr3AAAAABeRnp6utrOnTvt3nvvvTe++uor//z8fLN33nlHbs+ePbRhwwaWQCBAURcAoA+YN2/en9Jip7GxcXVQUFAOEVFsbKyRdI30a2mh8XlrO6s715w8efIdaeuDlsVUabGy7XEpKyurQiKiqKgoo9jYWN2Kigp5V1fXsvDw8ONtdyZ3pDOvk5SHh0erHLpyrykpKbrtrR03blxuZ/Jsz/Xr1/WJWr9+QUFBD7py/13R1NTE6olP4GDHLgD0C+PHj883NTWt3LRpk1dFRYXKhg0b/KZPn5701ltvdft/3AAAAACvWn5+vnJ0dLShdAiatra2xN/fn+3n50d8Ph9NcwEA+iBpj1UpaTHxv60Abrb4uvm5563trO5cU1dXt669a7Xsc9ueGTNmpK1du5YvbTlhZWVVOGHChDud2akr1ZnXqaM8u3Kv0nYNbde2jd8V0vgdvX497eHDh0o7d+50XLt27bWXaTeJwi4A9Bv29vYV3377bfT69etH5+bmav/0009ueXl5aosWLUrlcDhoNgcAAAB9klgsVrh48aJByyFoo0ePZi9YsICsra3ZLBYLfXMBAECmRowYUR4eHn789u3bGtevX9cNDw93EIlE/DNnzhTOmDEjra/2mO3PUlNTjVYt/1j5n198GdfdgjJaMQBAv6Krq1v37bffXnJzc8thGIZiYmKsV6xY4VNaWqoo69wAAAAApGpqajhCoZC/du3a0bNnzw46cuSIq6ampvbHH39MP/zwA/uDDz4gGxsbYrGwSbevMzAwaP6Hz+c3/7Np0ybKycmRdXoDnq2tLdna2jY/trOzIzs7OxlmBINRXl6ecsvH2dnZqkREAoEgQ3rM3d397vPWSp/vit645ouMGDGi/P3338/asWNHxIoVKy6JRCL+2rVrBZ05tzOvU0e6cq/S60mf6yh+R0pKSp6pH0iv395zvelhcZHmquUfC9LT09W6cz4KuwDQ7ygoKEjWrFmTFBoaek1OTq4pJydH76OPPhJcv35dS9a5AQAAwODFMAwrISFBe+PGjc6hoaFBO3fu9Kqvr+fPnTuX9eOPP7L+8Y9/sDw9PYnD4cg6VegBW7duJW9vbyooKOj2Nfbs2UNDhw595pixsfHLpjdoHDhwgOzt7WWdBgxwp0+fNpcWDfPy8pT37NkzkojIwcGhuU2Bj49Pfntrz58/b0JE5OrqWtz2uhUVFfLPO9ada3bXxo0bnYKDgydJ31cbGxtXm5iYVHXlGh3l2fJ16khX7lV6vT179oxsuba94WnS3sHS+6qoqJA/duzYsLbr7O3tHxERHTt2bJj0e3D69OmhwcHBkzZu3OjUdn1737vu+MiWxzLg1Cl+8dlnY6Oiogy6ej5aMQBAvzVx4sRcc3PzJ1u2bPGsqKhQ+frrr/2CgoL+DA0NvSPr3AAAAGDwSE9PVxMKhSbXrl0zq6qqUjQ0NGQmTZrE8vPzI01NTWzJHSCKiopatcwIDw+n+fPn0+HDh2nlypXduua//vWvZ46tX7++2zkOBmlpaa0ef/vttzLKBAYTHR2d6sWLF7/R8phAIMho2X/Wx8enJCUlJUMoFNpIe8C2XCsQCAqlj62srApFIhF/5syZb7q7u99dvXr1zfaOdeWaL0sgEOQmJiZarF+/PqDtc1OnTk3q7HVe9Dp1pCv32nLt4sWL+c/L09vbO08kEvFb3ldwcHBK23VBQUEP4uLijNuLP2HChOaPZ7T3fXrRvT2PihzRPx147O9FTyksLMyrsLAweebMmdmdPR+FXQDo1xwdHcXfffdd1MaNGz2ys7P1Tp486Xj//n3NlStXJikrK3e7ATkAAAD0T5GRkfyKigoFHx+fYn19/dreipOXl6d84cIF48TERLNHjx7xdHR0JK+99ho7ICCgeQga+uYObMHBwTR//nzaunVrtwu7ANA/vPvuuzlcLrdh//79HlZWVoXe3t55QUFBD9quW7RoUaqxsXFFXFycsUgk4ne0dsaMGWlnzpypSUxMtCgvL+d2dKwr13xZrq6uZevXrxdeunTJSFrYFAgEGVZWVo87W0BetGhRqrKycn14eLhDd4avdeVe266dPXt2QlBQ0IMjR444t1wnPVe6burUqUnvvvtujnRIXEtr1qy5dv78+aHSawgEgoxx48blthzK1tH36WXIsYgWWauQOY/DOnDixKj8/Hz1VatW3ZSTk3vhDxIshmGO9UQSAACy1NTUxPr+++9tIyMjbYiIpa+vX/6Pf/zjiqmp6VNZ5wYAAACvzt69e63Pnj07gsVikZ6eXrmtrW2xi4tLsbu7e2ln3iA9T9shaFwul/H29maNGTOGrK2tn+mX215ht6Nib1eO99ZaxGv/uIHBX5+Mbbtjl4iIz+eTQCCgAwcOPHN+eHg4nTp1ioRCIQkEAnrzzTcpODi4+RptWzB0JDc3t/nr06dPU3h4OEVFRdHYsWMpODiYJkyY0CpnMzMzIiK6d+8eRUdH05w5cygwMJBCQkIoQywhCAAAIABJREFUMDCQiIjOnDlDS5cuJSKibdu20fjx41vd89WrV+n333+nI0eOEBHRggUL6PXXXydra+t2X6OWrl69SufPn6ejR482n/u3v/2NrKysmtdIr5ORkUHnzp2j5cuXExHR5s2bycfHh3g8XvNaaX/d9PR0Yhimub9uWlpau712U1NTO8xNVn8+ExISKD4+vu7w4cOn2z0ZoJ8LDg6eREQUHh5+XNa59BeFhYXc+fPnj183SpVsNP7X1SGhpJ52ZFYzxqamJZ99/sVVdXX1hudcRowduwAwIHA4HGbhwoVpw4cPF+/bt8+tuLhY49NPPx374YcfJvr5+fVY3yEAAADo21RUVBqI/iqoFBcXaxQXF2vExMRYKyoqNlhaWpaMGDGi2MvLq9jY2Li6M9erqanhxMXF6V26dMk0PT2dz2azyc3NjUJCQmjUqFEsDoeDnbmDVHh4OBERzZ0795nnNm3aRNu2bWt+LBQKSSgUUlZWFq1YsaJb8b799lvasWNH8+OoqCiKioqirKys5sJoS9KirvTr6OhoioiIoN9//53CwsKa10kLvNLibkxMDM2bN6/VtXbt2kW7du2in3/+mTw9PTvMMSYmhj788MN2zz1w4AB5eHi0eu7ixYutcl++fDn5+/vTzp07n/taAAAMVB66CqSlxGZ9k5qru/LjjwPXfPbZZRMTkw5/ZkFhFwAGFIFAUGhiYhL9zTffjC4tLVXbunWrt0gkSps3b14Gpk4DAAAMfNLCblt1dXXyaWlphmlpaYa//PILaWtrP7Gzsyt2dnYu9vDweKSoqCiRrmUYhpWYmKgVExNjkpycbNLQ0MCxt7dnFi1axHJ3dycut0c+eQn9jHTnbku7d+8mb2/vVsX9+Ph42rZtGy1dupSmTp1KhoaGVFBQQEeOHKFt27aRp6cneXl50YMHD5p37T548KD5GtLBaXl5ec3Hrly5Qjt27KDFixfT1KlTycDAgAoLC+no0aO0Y8cO8vT0pNGjR7fKLTk5mf7880/i8Xh09epVmjZtGr3xxhu0aNEiSklJaT4+ffp0Wrp0aXNhV1rUvXz5MvH5f7WuvHXrFk2aNIl+//335xZ2pUXdixcvNp+bnJxM7777Lp0/f/6Zwu7x48cpJiaGDAwMqKioiI4fP067d++mxMREcnd3f+H3pOWuXelOXQCA/m6YmhxtclZlfZX6RGX1p5+MXb5yVZyTk9Pj9taisAsAA87w4cMrt23bFv3111+73L59e+i5c+fsRSKR7qpVqxJ7s9ceAAAAyB6Px6vvzLrS0lK1S5cuqV26dGm4vLx8k5mZWYmJiUn5kydPFNPS0gyrqqoUjYyMmMmTJ7MCAwNJQ0MDfXPhGSKRiHJycprbHxD91eaAiGjatGnNxU1DQ0OaOnUqbdu2jSIiIsjLy6tLcSIiIoiIaOrUqcTn84lhGOLz+TRlyhTasWMHRUREPFPYfe+990hVVZUYhmlVjJ07d267x6UCAgIoJiaGfv/9d7K1tSV7e3tydHSkO3dePJ9Yeu758+fJ1taW7OzsyNHRkUQiUbv/7axataq5YG5gYECTJk2i3bt30/nz5ztV2O1nWGKxWEHWSQD0JvwZ7xw2m/3CHyaGKLLpX44q7K1pTxU2btjgP2PmzOvBwcF5bdehxy4ADFgMw9CBAweGnz59eoREImGrqqrWLFq0KMHDw6NU1rkBAABAz6mrq2PfvXuXd//+fdWUlBS9hIQEi5e5no2NDS1atIgMDQ2fea4/9IRFvFfTYzcnJ4f27NlDP//8M505c4acnJyIiJr/3BQUFDxzbSMjIyL6a4cuEXV6x66JiQkR/a/fbsvrmpqaEhHR/fv3n+mx23Ktubl5c94tj1tY/PWfy927d4lhGMrIyGjVtzcgIIDee++9dovAbe8vMzOTgoKCWp0bGhpKHh4erda27LHblo3NX8Po09PTiej5PXaJqMMdu33pz2dCQgJdvHhRUl9fz273ZAAYVHg8Xs3//d//RbfXY7ctCUP0RfITyqxoosWLF8cFBgYWtXgaPXYBYOBisVg0a9asLEdHx0fbtm3zFIvFKl9//bWfQCDIWLBgQTqLxcKWGwAAgH6kqamJlZmZqZaamjokLy9P/eHDh6qlpaWq5eXlygzDvFTPJTk5OYmurm6FRCLhZGZmqq1evVri4+PD9vX1peHDh/fULcAAYm5uTqtXr6aff/6Ztm/f3u4Atf7IxsaGsrOzKSMjg65cuUJfffUVxcTEUEBAAC1btuyZAWotWVtbk0gkoszMTLpy5Qp98803zecuWbLkuecOdPLy8k2LFy+Ok3UeACB7CgoKTZ1ZxzBEx+7XUGZFI/n7+YsCAgKemR+Ewi4ADHijRo0Sb9u2Tbhp0yaX1NRUo8jISNvs7GztTz75RKatGdpODn0Vk0S7EgOTTQEAQNYKCgq4KSkpQ7KysrTu3bs3pKCgQLOhoaHd9zAcDkeiqalZNWTIkOqsrCz9zsbg8Xi1bm5u9995551sQ0PDGiKivLw85QsXLhgnJiaanT17lqejoyPx9fVlBwYGtttnFQYvNTU1IvprOJrUjBkz6ODBg1RQUNDcioHofztlZ8yY0eU406dPp0OHDlFhYWGra0p35U6bNq1b+T+PjY0N2djY0Ouvv07379+nmTNnUkxMTKdaMlhbW5O1tTWNGzeO8vLyKDQ0lGJiYigzM7PVuqKiolb/Td2/f5+I6JkBbAMBi8WS+Pr6PpR1HgDQNxQWFj63YX+DhKHdmdVM/KN6mjRp8q1p06bdbW8dCrsAMCioq6s3bNiw4erRo0fNjx8/PionJ0d32bJlr82bNy/R398fP2ABAAD0AcXFxUpXrlzRu337tt6dO3d0Kysrn3nTw+FwJHp6euVDhw4t5/P5lUOHDn1iZmZWZWJi8pTD4TDV1dWcKVOmTHxRLAMDA/Frr712Jygo6IGcnJyk5XPGxsbVc+fOzZw7d25menq6mlAoNLlw4YLZiRMnFA0NDZmAgACWv78/aWpq9uTtQz/z5MkTunjxIhERffbZZ83HJ0yYQAcPHqTDhw+3Gp524sQJIiLy9/d/5lqVlZXE4/E6PPbGG2/QoUOH6MiRI62Gp508ebLDa3bXZ599RkeOHKH//Oc/5Ojo2NzTtzM+//xzOnr0KP3666/N5z7P8ePHadKkSc3D006fPk1E1K3+ulVVVc+8hgAA/dGTBgltSn3K5NWwmpYvXxHv7e1d0tFaFHYBYFCZMmVKjo2Njfi7777zKC8v523dutXnzz//FC1atCiVw+HItDXDq9gZi923AADQl1RXV3Nu3LihfevWLd2MjAy94uJizbYFJB6PV2tkZCS2tLQsHTFiRKmDg4OYy+V2+BFGZWXlJg6HI2lqanqml6WCgkKjk5NTbnBwcLatre2TzuRoa2v7xNbW9jbDMKmJiYlaMTExJseOHTM+dOiQnJWVFePv78/y9vYmLve5G29gAHjebu3x48c3f+3l5UVLly6lbdu20bZt21qtW7p0KQkEgubHAoGAhEIh2dra0vTp02njxo00duxYioqKIjs7O5o+fTpt2LCBRo8eTYsXL6YdO3bQjh07Wl1z8eLFNHbs2B66S6KJEyfSkSNH6J133nnmufXr1z/33LfeeouOHj1K77777jPPrVu3rt1zAgICWj2eP39+lwq7fn5+9Mcff5CHhwdNnjy5VZEdAKC/yatqpK9TqyVNiiq1X/5rzWUrK6vK561HYRcABh1HR0fx9u3bo/7v//7P+fbt20NjYmKsc3JytD755JNEPp9fI+v8AAAABrKSkhLF6Ohowxs3bhjdu3dPp20BVltbu9LKyurhqFGjHrq4uJRqamrWdzWGoqJiQ3V1tWLLa44ZMyY7ODg4V11dvaE7ebNYLMbDw6PUw8OjtKamJjkuLk7v0qVLpnv27OHv27ePHB0dacyYMSx3d3ficDjdCQH9jEAgoNdee438/Pye2Zm6atUqsrKyolOnTpFQKCSBQEBvvvkmBQcHt9r9umLFCtLX16eDBw9ScXFxq2OHDh1qPiY9Pnz4cAoPD6eoqCgaO3YsBQcHtxp01hMcHR3pzJkzdP78edq5cycRES1YsIAcHByeKcK2d254eDhduHCBdu3a1XzuiBEj2t1VvGTJElJVVaVNmzaRv78/zZw585lBay+yePFi0tXVpWPHjlFJSYeb2gAA+ryUxw30bdpTRteAL/7nZ5/H6+rq1r3oHBbDMMdeRXIAAH3RwYMHLX/77TeHxsZGtoqKSu37779/Y+zYsUUvPvPldabHbkVFhfylS5f09+/f70FEtGjRoniBQFDY2f68nV13+vTpoXFxccYikYg/e/bshKCgoAfosQsAAD2lpKREMS4uTj8xMXFoVlaWnkQiaS7mcrncOgsLi0f29vYPR48eXWxiYlL9svFmzZo1TiwW82xsbApff/31uz4+Pg9ZrJeardYhsViscPHiRYO4uDiznJwcHWVlZYmXlxd7zJgxZGVlRW3jdlSw6srx3lqLeIj3quJJh6hlZGS8knjdWduT8RISEig+Pr7u8OHDp9s9GQAGncLCQu78+fPHrxulSjYa8iQsrKN9WdWMk5NT3ieffnpDQUFB8uKrkBg7dgFgUJsxY0b2iBEjyrZu3eohFot5YWFh3klJSXcXL16coqys3KlJlb1pw4YNbiKRqHkLSFhYmBcRxfdkjI0bNzolJiZaSB/v37/fo7S0FJ8nBQCAl1JSUqJ47tw54xs3bgx98ODBECJqrnBqaWlVOjo65vv6+hY4ODiIe7roOm7cOJGHh8fDnigSv4impmb9xIkTcydOnJibn5+vHB0dbZiQkGAeGRmppq2tLfHx8WEHBAS8sNcoAAAADD4SIjqcU0PhebUkEAgyFi5cmNaV81HYBYBBz9HRUbxr167IsLCwEfHx8cOuXLlikZWVpbt48eJER0dHsazyEgqFfJFIxBcIBBlBQUE5xsbG1Xl5ecphYWGjeipGbGysbmJiokXbGKdPnzbvqRgAADB4NDU1seLj43UvXLhgnpGRwW/ZZkFbW/uJk5NTvpeXV2Fv//367rvv3uvN63fEyMioOjQ09E5oaOid9PR0tYsXLw69ePGi2alTp7iGhoaMv78/a8yYMRi6BgAAAERE9G9RNVNWz2Lmzp2b+MYbb+R39XwUdgEA6K9BK6tWrUo+d+7co59//tm5tLRU9csvvwwcO3Zsxocffpgui8Fq169f1ycikhZcif6a0j1v3rw/ly9f3iPbflJSUnTbizFu3LhcoVBo0xMxAABg4Lt9+7bG+fPnTW/evGncsretlpbWEw8Pj9yAgIB8S0vLKlnm+Kr9d+ha2oIFC9ITExO1Ll++PPTkyZMmhw8flh8+fDjj5+eHoWsAAACDXCUp1P9jzao4Jyenx905H4VdAIAW/v73vxc4OzuXffvtty5ZWVkGkZGRthkZGXoff/xxorm5+dNXmYu0PYK04CplaWn53KmYXSEt3vZmDAAAGJhqamo4p0+fNo6JibEsLi7WkB5XUlKqd3R0fCAQCO67uLh0603KQNJm6Nqf0qFr+/bt4//www/k4OBAY8aMYbm4uJCcHN6eweCQmZlJRB33qwUAGAx0dXUr1q5dG/cyraPwkwMAQBt6enq1mzZtivvll1/MT5w44fjgwQOtTz/9VBASEnJr4sSJubLODwAAQJYKCwu5p06dMo+NjbWoqamR7s5lzM3NS3x8fHLHjRuX3xf61PdFXC63SSAQFAoEgsLy8nL5mJgYflxcnNmWLVt0lJWVJS4uLuwxY8aQvb39M0PXAAAAYODQ1NSs/+6772J4PF7jy1wHhV0AgHawWCyaMmVKzqhRo0q/++479+LiYo2ffvrJLSkpib9ixYokTU3N+t7OQSAQZAiFQpvs7GzVljto8/LylDtzfklJieKL1rxsDAAAGBwYhqHY2Fjd33//3TIjI4PPMAyLiIjH49V6enrmvPXWWzmGhoY1ss6zP9HQ0GiQDl0rKCjgRkVFGV29etX80qVLalpaWhI3Nzd2QEAAmZiYyDpV6EXvv/8+CYVCEggEtH///l6PZ27+1xiFnJwcIiKysPhrfu7du3eJiMjS0pKIiLKzs3s9FwCAwYzL5fbIL8HZL14CADB4WVtbP9m+fXv0mDFjsoiISU1NNVq6dKngjz/+0O/t2A4ODiVERHv27BkpLbR2NNjMysqqkIjo+vXrWkREFRUV8seOHRvWkzEAAGDwaWxsZJ88edJk3rx5r23evHlMenq6IcMwLENDw8ezZs1K/PHHHyMWLVqUhqLuyzE0NKwJDQ298/3331/46quvLjg7O2cmJCTUrFy5kpYtWyb57bffqLy8XNZpQg9LT08noVBIRERCoZDS09NlnBEAAPQ32LELAPACioqKko8//jjFxcWlaM+ePW4VFRXKW7du9YmNjb23ePHiFA0NjYbeiOvj41OSkpKSIRQKbRYvXtw8LE0gEGS0Xevt7Z0nEon469evD5AeCw4OTulujKlTpyb1xD0AAED/VFdXx46IiBh6+vRpW7FYzCMi4nA4Ehsbm8KgoKA77u7upbLOcaCSDl1jGKZ56Fp4eLjJ0aNH5YcNG8b4+fmxPD09SVkZH67p75KTk4mIaOfOnbRw4UJKTk4mW1vbXo0p3anbEezUBQDoX1DYBQDoJF9f3xIHB4cLO3fuHHnt2jXzGzdumC1cuNBgxowZN8eNG1fQGzEXLVqU6uDgUHLmzJlhIpGIHxwcnPL+++9nSYeeSQUFBT0gIoqLizMWiUT8qVOnJr377rs54eHhDp2JYWxsXCE9d/bs2QlBQUEPjhw54twb9wQAAH2XWCxWOHbsmMUff/wxrLq6WpGISElJqcHLyys7JCTkjq6ubp2scxwsWg5dq6urS7l8+bL+lStXhh44cMDoxx9/ZI0cOZJ8fX0xdK2fqqyspE8++YQEAgEFBQXRb7/9Rp9++ilNmDCBVFVVZZ0eAAD0EyyGYY7JOgkAgP7m4sWLegcOHHApLy9XJiKyt7fPX7Zs2U1tbe1X8oY3ODh4EhFReHj48VcRDwAABrbS0lLFQ4cOWcXHx1vU19fLEf3VPzcgICDrnXfeyVFXV++VT6dA10mHriUmJhqLRCI9ZWVlxtnZme3r60t2dnbPDF1jGKbd63TleG+tHczx4uPjKSQkhH744QcSCAQkFArp/fffp19++YVGjx7daq20z3Jubm6r46ampkREdP/+fTp69Cj94x//oHPnzpGNzf9+/3/v3j0KCAigjRs3UkhISKseuwzDPNNjV/q45c7djIwMio+Pp6+//pqIiAICAmjChAk0fvz45vsbPnw4ERH98ccftG7dOrK2tqbMzEzS09OjL774otVrUVlZSa6urhQSEkKff/55j7yevbG2J+MlJCRQfHx83eHDh0+3ezIAQPeI8atdAIBu8Pf3f+ju7n5+7969tjExMVapqalGS5Ys0Z42bdqtN954I1/W+QEAAHRGVVWV3NGjRy2FQqF1XV2dPBGRhobG04CAgDuTJ0/O6anBHtBz2hu6lpCQYHb58mX1IUOGSNzc3Nh+fn7NRT/omyIiIoiIaNSoUa3+ffbs2VaF3c6aMmUKpaam0ubNm+m7774jVVVVqqyspA0bNlBgYCCFhIR0K8+YmBiaN2/eM8diYmKIiOiNN95o9dyxY8coJiaGxo8fT+7u7hQaGkohISFkbW3dvEbaDmLMmDHdygkAAP4HhV0AgG5SVlZuWrp06W13d/eif//73y6PHz9W3bNnj+eVK1fyly5dehMfVwUAgL5KWtCNioqyqq2tVSAi0tLSqgwODk4fP378Aw6H0/6WNOhTpEPXQkND76Snp6tdvHhxaGJiotn58+e5hoaGEk9PT7avry/p6OjIOlVooaCggA4ePEhLliwhbW1tIiLS1tamJUuW0Pbt22nhwoVkaGjY5esuXLiQRo8eTb/88gvNnTuXfvnlF4qOjqa4uLhu5yot6h4/fpwcHR2JiKiwsJDGjBlDy5Yte6awO2zYMBKJRM2PAwIC6MKFC60Kuzdv3iQiIjMzs27nBQAAf0FhFwDgJXl4eJTa29tH7dq1a0R8fLxFamqq0dKlS3WmTJlyS9r7FgAAoC+or69nnzhxwvTs2bN2VVVVSkRE6urq1a+//nrGpEmT7snJyaGg20+1N3Tt999/Nzlx4oT8sGHDJB4eHmwfHx/i8XiyTnXQS0r6a0ZtYGBgq+MBAQG0fft2SkpK6lZhl8/n0759+2jOnDlERLRx40bat28f8fn8F5zZMWlLhtLSUsrMzKTCwkJKSel4Pq+Hh0erx6GhoRQaGkqTJk0iAwMDIiL65ptvyN/fn0xNTTtsawAAAJ2DHrsAAD0oISFBe8+ePa5lZWU8IiJLS8uH8+fPv2lpaVkl69wAAGDwYhiGIiIijI4fPz6yvLxchYhIWVm5LiAgIGvmzJlZioqKElnnCD2vrq6OLR26lpqaaiSRSFgjR44kHx8flrOzc7tD1/prD9P+FM/IyKjdtS3l5eU1n9+ZHrstj2/evJnCwsJo0aJFtHz58lY5dKfH7nfffUc7d+5sN8+srCwi+l+P3aysrGfuef78+eTq6kqzZs2izMxMevPNN2ndunU0efLkfvn9Q49dAOhD0GMXAKAneXh4lDo4OER+//33dpcvXx6WnZ2t98knn/zN398/c/bs2ZnoVQgAAK9aQkKC9k8//eRQWFg4hOivgu5rr72WGRISchd/Lw1sioqKEoFAUCgQCAorKipuRkdH8xMTE423b9+ux+VyGWdnZ7aPj0+7Q9egd6Snp3d6na2tbS9n82K//vor7dy5k6ZMmUKvv/46aWpqko6OzjM7c59n0qRJNH/+fAoKCmouII8cObK3UgYAGFRQ2AUA6GFcLrdp2bJlf77xxhv3du/ePSonJ0dPKBTa3rhxw2TGjBm3AgMDi2SdIwAADHzZ2dm8H3/8cURaWpoRwzDE4XAkHh4edz/44IM0dXX1BlnnB6+Wurr6M0PXkpKSjDdu3DhEU1NT4ubmxvb19cXQtV4mHZqWkJDwTLsFhmGooKCAPD096dy5c88t7JaVlbV7PDo6unm3blhYGDk6OlJAQEC3812zZg0REa1bt675WGVlZZeu4erqSkR/3fPZs2eJiFr13AUAgO5DYRcAoJcMHz68csuWLZdPnTplcvz4cQexWKyyfft278jIyKIFCxbcNDExqZZ1jgAAMPCIxWKFffv22V69etWiqamJzWKxyMHBIW/OnDm3jY2N8XcPtBq6lpmZqRYdHT30+vXrphcuXFA2NDSUuLu7Y+haLygtLaVt27bRjBkzOuyha2hoSNOnT6ft27fTrFmzaMiQITR27FiKioqiW7du0ahRo6iyspIOHDjwzLmFhYU0Z84cWr16Nc2dO5fU1NRozpw5FBcX91J9domI7t27R2ZmZlRZWUn79u3r0rmqqqq0ZcsW+vjjj4nor9YMAADQM1DYBQDoRSwWiyZOnJjr7+9ftHv37hGJiYlmmZmZBsuXL//b66+/nh4aGnpHTk4OfQ0BAOClMQxD0l8mVldXKxIRGRoaPg4NDU1xd3cvlXV+0DdZW1s/sba2TiOitOTkZM3IyEjTCxcumJw6dUp+2LBhEnd3d/bo0aNJVVVV1qn2e7du3SIiounTpz933fTp0+nQoUN069YtCgwMpODgYIqKiqI333yzeY10J21LO3fupMDAQAoJCSEiopCQEEpMTKTdu3fTv/71r27lvHXrVvroo4/otddea/f5+/fvd2qXt6+vb/PXfn5+3coFAACehcIuAMAroKmpWb969eqk5OTknH//+99OhYWFQ06fPj0yLi7O7O23304dP358vqxzBACA/is5OVlz7969o/Lz87WIiDQ1NZ9Onjw55e9//3uBrHOD/sPR0VHs6OgorqurS5EOXfv1118Njx49yh45ciS5ubmx3NzcSEFBQdap9ktHjhwhgUDwwt65tra2NHbsWDpy5AgFBgZSUFAQERGFh4dTVFQUff311xQSEkIbNmxoPufo0aN0+PBhOnfuXHMRXlVVlZYvX05///vfyc7Orrng2xXjx4+np0+fNheSFyxYQG+++SbV1dXRhAkT6Nq1a50q7Lb8xUBnhscBAEDnsBiGOSbrJAAABpOmpibW4cOHLSIiIuxra2vliYgsLCwezp49O8XOzq5C1vkBAED/UV5eLr9nzx67K1euWDIMw5L20V2wYEEqj8drlHV+0P9VVFTIS4euZWVl6SkpKTFOTk5sd3d3GjlyJLHZ7FbrGYZp9zpdOd5baxFPdvHu379Pf/vb3ygkJIS++OKLXo/XE2t7Ml5CQgLFx8fXHT58+HS7JwMAdI8YhV0AABkRi8UKe/futb169aqlRCJhERHj5OSU9+GHH/6pp6dXK+v8AACg72IYhv7zn/+Ynjx5cqS07YK1tXXRBx98cMvc3PyprPODgamwsJArFAqNkpKSjHNzc4doampKXF1d2T4+Ps27NgdLoQ7xunaNbdu20a5du+i3335rNThtoNzfi9aisAsAvQSFXQAAWcvKylLdv3+/Q2ZmpgERkby8fKO/v3/W+++/n8nlcptknR8AAPQtOTk5KmFhYc53797VIyJSVVWtmThx4u2JEyfmyjo3GDxEIpFaVFTU0Bs3bpg+fvxYmc/nS9zd3dleXl6kq6v7zPqBVqhDvM5dw8rKqvnr+fPn09KlS3s1Xk+u7cl4KOwCQC9BYRcAoK+4fPmy3sGDBx1KSkrUiYjU1NSq33rrrdS33norl8ViyTo9AACQscbGRtaPP/5odf78edvGxkYOh8ORBAQEZM6ePRu/CASZ+u/QNZPk5GST6upqBUtLS4m7uzvbw8OD1NTUiGjgFeoQr3PXmD9/PsXExNAnn3xCs2bN6vV4Pbm2J+MLQLvQAAAgAElEQVShsAsAvQSFXQCAvqSxsZF1/Phxs9OnT9u3nGg+ZcqU2z4+PiWyzg8AAGTj9u3bGrt27XIpLCzUJCIyMDAQf/jhh0mOjo5iWecGINXU1MSKj4/XvXjxomlqaqqhRCJh29vbk7u7O8vFxaXdoWv9tVCHeIjXlbUo7AJAL0FhFwCgLxKLxQr79++3uXLlimVTUxObiMjS0rJ4xowZqXgTDwAweNTU1HB2795tf/ny5WEMw7AUFBQag4KCbk+fPv0ui8Vqv7oA0AdUV1dzYmJiDGJjY82ysrL0FBQUyNnZmeXm5kYjRowgDodDRP23UId4iNeVtSjsAkAvQWEXAKAvy8vLUz506JDNtWvXzBiGYbFYLLKzs8ufNWtWqqWlZaWs8wMAgN5z48aNIbt373YrLS1VJSIaNmxY0ZIlS24aGxtXyzo3gK5ob+iai4sL283NjYYNG/bM+v5QqEM8xOvKWhR2AaCXoLALANAfZGZmqh08eNAuLS3NiGEYYrPZjKOjY957772XZmJigunnAAADSF1dHfv777+3u3jxohXDMCwul1s3derUW0FBQQ9knRvAy5IOXUtKSjItKytT5vP5Ejc3N/bo0aObh671h0Id4iFeV9aisAsAvQSFXQCA/uTatWtahw4dGpGbm6tDRCQnJ9fk7e2dPXPmzEwtLa16WecHAAAvJy0tTX379u1uxcXFGkR/7dL9+OOPk/h8fo2scwPoaS2Hrj19+lTB2NiY8fb2Zrm7uzcPXWupLxXqEA/xurIWhV0A6CUo7AIA9EeXL1/WO3LkyIiioiJNIiJ5eflGNze3e6GhoZl6enq1ss4PAAC6prGxkbVnzx4boVBoI5FI2EpKSg3vvvvurYkTJ+bKOjeA3tZi6JpJamqqUVNTE9ve3p7c3NxYzs7OpKioSER9q1CHeIjXlbUo7AJAL0FhFwCgv2IYhnXmzBmjU6dO2T1+/FiViEhBQaHRx8fnzrRp07KwgxcA+jOmskqeGhtZxOYwLHXVBlnn05tyc3NVNm/e7Jabm6tNRGRpaflw2bJlN4yMjNBLFwadmpoaTnR0tMHly5fN7ty5o6egoEBOTk4sV1dXsre3bx66JjVYCoOI17/jobALAL0EhV0AgP6OYRhWRESE4cmTJ+3LyspUibCDFwD6tqaCYuXG3AeqkvxiXlNxiarkUamqRFyhwjQ0yFFDoxxTVy/f9hyWvEIjKcg3shTkG9nqqk9ZulpVHD3dJ5yhBpVyQw2rOEP5T4nFksXtvJTjx4+bHjt2bFR9fb2cvLx849tvv50SEhKSw+qH9wLQ08rKyhQiIyONrl69apaXlzdETU1N4urqynZxcaHhw4cT0eApDCJe/46Hwi4A9BIUdgEABgoUeAGgr2oqfsRtSEnTakgT6TXeuafPPKlU7ukYLGWlOjkT40ccC5NSeXurUnl7a3FfLvRWVFTIb9myxSk5OdmYiMjAwED88ccfJw4fPrxS1rkB9EW5ubkqkZGRQ69evWpRVlamrK+vL3F3d2d7eHg0D11raaAVBhGvf8dDYRcAegkKuwAAA01TUxMrPDzc+MyZMzYtWzR4e3tnh4SE3EGBFwBehcbMbPXamDiThtRMI6aiUuVVx2epqtTI21rlK/qNzpUfaSN+1fGfJz4+Xuf77793e/LkiTIRMQEBAaL58+enKSgoSGSdG0B/IB26lpKSYlJVVaVgbGzMeHl5sdzd3UlVVZWIBl5hEPH6dzwUdgGgl6CwCwAwUEl38J46dcq+tLRUlYhITk5OMnLkyAfTpk3LsLS07Fe7wurr69mnTp0ylXUeg4WcnJzk7bffvi/rPKB/aXpUplQXFTu0/nqyqeThIw1Z5yPF1hryRMF5ZK7iWJ88jqG+zPrWMgxD+/bts46IiLBnGIbF4/Fq586de93Pz69YVjkB9Gdth641NDRwrK2tmdGjR7OcnJyah6611F8Lg4jXv+OhsAsAvQSFXQCAga6pqYl15syZoREREdYlJSXqRERsNpsZOXJk3uTJk0V2dnYVss6xM8rLy+VDQ0PfVFBQYNoOTulIRz9491V9Jd+mpibicDhNx44dOyXrXKB/aMorUKn57fywhhsp5kxTU+f+A5UNRs7SrJg7aXyavL31K93FW1xcrPTNN9+45+Tk6BIR2dnZ5a9cuTJJU1MTgy4BekDboWscDoccHBzI09OT1XLoWn8tDCJe/46Hwi4A9BIUdgEABguGYSgqKoofHh5u/eDBAy3pcXNz84dTpkxJc3NzK5Nlfi8iLex+8cUX5Ojo2PyD8vP+3VNrevp6fT1mUlISRUZGNh07duwkATxHo+iuWs2p360b0jKNScL03Ya2bbFYJGdhWsR98/V0+VF2j3s7XFxcnO7u3bvdq6qqlOTk5CRBQUF/hoaG3untuACDlVgsVjh//rzRlStXzB48eDBEVVW1eeiapaXlM+v7Q2EQ8fp3PBR2AaCXiOVknQEAALwaLBaLBAJBoUAgKIyPj9c5deqU9Z07d/RzcnL0NmzYoGdqavooODg409/fvxjT2AHgeZoelSlV//jLyIaUdGMi6n//w2AYasy+Z1D57S4DeWvLAuX3pyT3RouGpqYm1vfff28rFAptGIZhaWhoVC9evPiqi4tLrxeTAQYzTU3N+ilTpuRMmTIlJzc3VzkyMtL46tWr5tHR0Sr6+voSV1dXtru7O+np6ck6VQAAgJeCwi4AwCDk5eX1yMvL61Fqaqr6iRMnrJKTk43v37+vs23bNp2DBw9W+vn53Z08eXIOl8ttknWuANCHMAyr5qzQuPa3C45Mba2CrNPpCQ2Z2YZPVn+lr+DrLlKZ/k4GKfbMALPS0lLFDRs2eEhbL4wYMeLBypUrk9TV1Rt64voA0DkmJibVc+fOzZw7d25menq6mlAoNLl48aL5mTNnFIyNjSWjR49mu7q6Ng9dAwAA6E9Q2AUAGMTs7e0r7O3tr929ezf9l19+sbp586bp48ePVU+ePOkYGRlp7evrm/3OO+/c1dLSQg9IgEGuITVTs/rAr85NRSWass6lpzGNjZy6mHjbhpQMI5WZ7yTJuziUvsz1kpOTNb/77rvR5eXlynJyck1vv/12ytSpU+/2VL4A0D22trZPbG1tbzc1NaVev35dKyYmxuTUqVMmv/76K8fKyorx9PTscOgaAABAX4TCLgAAkIWFRdWaNWuSSkpKUo8fP24ZGxtrUVVVpXTu3Dn7yMhI25EjRz4ICQnJtLKyeiLrXAHg1as5GWFeE35hFDU2sWWdS2+SlD1Wq9y610/Rf3SGynvvphOH0+WJhuHh4cYHDx50aWho4KiqqtZ89NFHV9B6AaBv4XA4jIeHR6mHh0dpTU1NsnTo2k8//aR36NAhcnBwIA8PD5atrS11dmArAACALKCwCwAAzXR1desWLlyYNmfOnIyIiIihERER1qWlpWo3b940uXnzprG1tXXxG2+8ccfX1/ehrHMFgN7HVFbJV27f59yYfmeorHN5ZRiGVRcTb9uUnaut8tGcRI6eTm1nTmtsbGTt3LnTPiYmxpqIyMTEpHT16tVX9fX1O3U+AMgGl8ttGj9+fP748ePzWw5d27lz5xAul8s4OzuzPDw8yMLCgjCDAAAA+hoUdgEA4BmKioqSiRMn5r711lu5sbGxehEREcMyMzMNpP8cPny43M/P7+6bb76ZO1j78Gpra7d7PDQ0lDw9Pcnf35/U1NSee42oqCh6//33KTc3tzdSBHgpDbczNKt2/+TJVFSqyDoXWWjMy9d98s9NAt7sqQny7qMePW9t23667u7uOatWrbolJyfXI/16AeDV6GjoWmxsrIqWlpbE1dWVPXr0aNLV1ZV1qgAAAERExGIY5piskwAAgL4vOTlZ8+TJk8Nv375tJJFI2EREysrKdZ6enjlvv/32XUNDw5rejF9eXi4fGhr65hdffEGOjo7EMH99Qvp5/+6pNe2t7aiwK/Xaa6/R5s2bSUtLq93rpKen09/+9jcioubCbm/eQ1fuMykpiSIjI5uOHTt28rk3CQNW3dUbutX/PuzFNNRjEwCHI1Ge8tY1pdf9H7T3dEpKisaWLVu8pP10Q0JCbk6aNOn+K84SAHqRdOjatWvXzKqqqhT19fUZT09PlqenZ/MvcaV/j7bV3vHeWot4fTdeQkICxcfH1x0+fPh0uycDAHSPGD+sAwBApzg6OoodHR0Ti4uLU86cOWN66dIly8rKSm50dLRNdHS0dXfaNDQ2NrJSU1M1HB0dxb2Ze2969OhRq6Loo0eP6Pz587RixQpavnw5HThw4Jlzbt68ScHBwa84U4DOqT0XZVx9NNyV/vsLnEGvqYldffiEh+SxmKs8bWJWy6dOnTplcujQIefGxkaOmppa9bJly646OTmhny7AACMdusYwTGpiYqJWTEyMSUREhMlvv/3GsbKyYjw8PFiOjo4YugYAAK8cCrsAANAl+vr6tXPnzs2cOXNm1tmzZ42FQqFlUVGRprRNw5EjR8SBgYHZ48ePf/CiNg1RUVEGe/fu9Zg5c+aN4ODgvFd1D71JW1ubpk+fTvn5+bR161ZKSkoiZ2fn5uf//e9/07/+9S/auXMnLVy4UIaZAjyr+pdwy9ozkY5EhEaSLTEM1Z6LdpBUVinyPpx5u20/XVNT00dr1qy5qqurWyfrVAGg97BYrFZD1+Li4vT++OMP059//pkvHbrm7u7+/+3deViVdd4/8Pd9Vs6BwyqioAIqIsIRRBDSdFzCcKkMW6awzbIszWlf5np6qplnxl/P2DxNTU2/aqxGzbLR3FIWkR4IEBU0yV1yBxdE4MDZz7mfP5QTKCj7zfJ+XVcXnPt87+95H5lJ+vDl8xEiIyMhk/FnY0RE1PlY2CUiojZRq9XOuXPnnpg7d+6JvXv3+mzYsCFs7969g8vLy31WrlwZ/+2338bExMScTklJOTpy5MiapvbIzs4Otdvt8uXLl4+7ePGi5oknnjjc1e+js9x777147733sGvXrkaF3T/+8Y9Yvnw5kpKSWNilbsW4+rsR5s3boqXO0Z1ZcwtH1gkC3qs4pdq5c+dQAJg8efLhJUuWlMjl8qZ/N5eIeiWNRuNISkoqS0pKKrt8+bIqOzt7YG5ubug//vEPfzc3NzEuLk4YN24chg4dyqFrRETUaVjYJSKidrvapmFnWVlZybp164bl5eUNNRqN6sLCwqE7d+4cOmzYsPNJSUmlt912W5lCoRABoKysTHPkyJGBV7cQNm3aNPr8+fMer776aq8YODR06FAAQEFBARYuXOi6fubMmWZ7sxFJxbxl2xDz5m2jpc7RE1hydox8/DeJB454HzHeddddP6ekpHD6IVEf5+PjY01JSTmZkpJy8tSpU9r09PRGQ9fGjh3LoWtERNQpWNglIqIOExgYaFq8ePHPTz755IGMjIzArKysocePHw84duxYwLFjxwJWrFhhHjdu3Im77767NC0tbYjT6Wx0hGXnzp1DX3nlFfc333yzwMvLyybV++hImZmZUkcguiFLwe7+xq83xoPtF1pMlVM46qN7H9jtflcyi7pE1MiQIUOMCxYsOLRgwYJD9UPX8vPzQzMyMtQDBgwQExMThYSEBNfQNSIiovZgYZeIiDqcSqVyzp49+8zs2bPPHDhwwHPTpk3DioqKgmtra922b98+8ocffgiXy+VN9t8tLS0NeOGFF6b+53/+54/BwcF1XZ2dqC+x7Tvga/x4xQQ4HGwG2RqiCMvaLbGK/v3q1LfEXZA6DhF1T00NXdu6deuQDRs2KEJDQ8WEhAQhLi4Obm5uUkclIqIeioVdIiLqVFf/o2aPyWTat3Xr1kEZGRlh5eXlPk6ns9m/gyoqKjxfffXV25577rm8xMTEiq7M21Fqaq60FU5KSpI4CVHTxKoaVe3H/0oU7XZ+P9gWDofM+NnqWxSDgzLlgwYapY5DRN1Xc0PXvvnmm8B///vfCA8PR0JCghAdHc2ha0RE1Cr8W4OIiLqERqNxpKSknPz444+3DR8+/NzN1ptMJtVf/vKX32zYsGFIV+TraKdPnwYATJ8+XeIkRE0QRdS+/1mcWG1wlzpKTyaazarav32WCLud31MTUYvUD13705/+lL98+fKNDz744C6j0VixfPlyvPbaa87Vq1ejtLSU/fiJiKhFeEKDiIi6VFVVlfLEiRP+LVlrt9tln3/+ecKZM2d0qampRzo7W0favHkzAGDMmDESJyG6nvGr70bYDpcGSZ2jN3CUnfOrW756lPuTD/0sdRYi6lkaDl07c+aMNisrKyg/P39oXl6ep6+vr3Ps2LGyxMREDl0jIqJmsbBLRERdatOmTcF2u13e0vWiKCIjI2NURUVFjzhZWFFRgbS0NLz33nt4+OGHMWrUKKkjETVi+2m/rzktWy91jt7E8r87Rioiwy+qJ4w7L3UWIuqZBg0aZHzkkUeOPvLII0cPHDjgmZ2dPbiwsDA0MzNTExAQICYkJHDoGhERXYeFXSIi6lK5ubmhbbmvuLg4uKOzdAR//6YPH0+fPh0vv/xyF6chugmHQ6j7Ys1YOJ2Stg7wXfVhk9ctWbmwHTwK208HIBpNN9xDGauH7sWFqExd1BkRW0swrlgXpxqjTxe0GrvUYYioZ7s6n2D/M888c6B+6Fp6evqQTZs2KUJCQsSEhARh7NixUKvVUkclIiKJsbBLRERdZs+ePT7nz5/3ljpHZ3rkkUdwyy23YMqUKfD09GSPPOpWjGs2hjkvVHTb/w+qp02EetpE2IpLUPfpKjhrDE2ukw8Jgu7FhV2c7sZEg0FrXLV2pPuCeWzJQEQdormha2vWrHENXRs3bpwwevRoyOUt/mUoIiLqRVjYJSKiLjNmzJjLGzZs+NZgMCjsdruspqZG4XA4hJqaGhUA1NTUqERRhMFgUDqdTqGurk7pcDgEk8mkNJlMiqysrAip30O9iooKV9G24cdrr93IqVOnWryWqL0c5yvcLJk53ao3yLWnbWWeOijHjob7Ew/CfUEqDO9+fN09iuGh8Hz7pa6K2CqW3J3h6im3nlQMD2m6Ik1E1Eb1Q9eSkpLKqqqqlNu3bw/Mzc0N/eKLL/w1Go0zKipKFh8fj7CwMAiCIHVcIiLqIizsEhFRl9PpdHbgytCQq5fqbnZPVVWVsjsVdol6mrrPVsWIFqtS6hw34qwxwJKdB1k/X2jmJEMxPBT2Y8ddz7vNnAZtagpq/74cHovnS5i0GQ6HzPj512M8//RajtRRiKj38vb2tl07dK2goGDozp07PX18fJx6vV6WmJiIoCDOyCQi6u1Y2CUiIiLq5ewHjnjbDx4dLHWOlrL+WHilsDtiaKPCrjY1BYZ3P4atuATojoVdAPYTpwMsebsC1BPiOUiNiDpdU0PXdu7cGZqTk6MZMGCAMz4+XhYfH8+ha0REvRQLu0RERES9nGnt96PQg1p+OMovAACUEWEwb8lyXe8mg9Juyrw5M4KFXSLqatcOXcvJyRmclZUVvHnzZmVISIgYHx8vxMbGws3NTeqoRETUQVjYJSIiIurF7EePe9oOHQuUOkdbKGP1UkdoE8eps/623Xv7KeNiKqTOQkR9T8OhaxaL5aecnJwB+fn5g7/77rtB69atE8LDwxEfHy9ERUVx6BoRUQ/Hwi4RERFRL2Zc+/1IAJyk08VMGzMilHExuVLnIKK+Ta1WOxsMXStuOHRNq9U6IyMjZXFxcRy6RkTUQ7GwS0REBDTbey45ORnJycmYMWMG+vXr18WpiNrHcbZca99/aIjUOVpL0GoA4Eov3R7KXnpygP3gUW9FRFiV1FmIiIDGQ9fOnj2r2bZt26CCgoLQXbt2eXl7ezv1er1s3LhxHLpGRNSDsLBLRER0A2lpaa5//va3v7G4Sz2KOSMnGE6xxx3BkvXzBQBYe3BhFwDM23JDPCLC9kqdg4joWkFBQaamhq7l5uZqAgICnDExMbL4+Hj4+vpKHZWIiG6AhV0iIqIGqqurAQDi1UFT1dXV+OCDD7Bs2TLk5OQgJSVFynhErWLbsy9Y6gxtoUqIBQDYS09IG6Sd7PsODIHdvg8KhVPqLEREzWlq6Fpubm5wRkaGMiQkxBkdHS0bO3YstFqt1FGJiOgaMqkDEBERdWeenp549tlnAQBr166VOA1Ry9n2lPg5L1XppM7RGjJPHdRTJkAzJxmWrFw4Tp2VOlK7OI0mteXHnQFS5yAiaon6oWuvvPLKni+++GLjokWL8ry9vc98//33zrffflv85z//Kf70009wOBxSRyUioqt4YpeIiOgm6vvvpqWlua7Vt2S4ePFio7UDBgwAAJSXlwMAAgMDAQBnz55FZmYmHn30USQlJeGBBx7AbbfdBgDYuHGjq3j8wQcfYPbs2a79hg0bBgA4duwYNm/ejOeeew4A8D//8z+YNGkSPDw8OvbNUq9hztnR7U/r+q76sMnrtuISmP79fRen6RyWvF3B6snjy6XOQUTUGg2HrlVXVxdnZWUFFhYWDlmxYkWAWq1GVFSUEBcXh2HDhnHoGhGRhFjYJSIiuomamhoAVwaptVV9Ubf+88zMTKSlpWHLli14//33XeueffZZiKKIO+64o9H927dvdxV1AeD555/H1KlT8Y9//KPNmagXE0U4fj48SOoYrWXJyoXt4FHYfjoA0WiSOk6HcBwpDRQtFrmgVvOIGxH1SF5eXtcNXdu9e/eQjz/+2NfLy8up1+tlcXFxGDSox/21Q0TU47GwS0REdAMXL17EJ598AgCYO3dum/fZs2cPDh06BA8PD/z444/47W9/i+TkZCxZsgQ///wzdDod8vLy8OCDD2LJkiXXFXa//vpr5OTkYODAgSgrK8M333yDjz76CDt27EBCQkK73iP1PvbDpV5Oo0ktdY7mVKYu6hZ7dAXR7pBb9+z3UyfGXpA6CxFRezUcunbo0CHPrKyswbt27Qr98ccfNQEBAa5+vBy6RkTUNVjYJSIiasDLy6vJ68nJya7WCW0xf/586HQ6iKKICRMmuK4/9dRTrnYK48ePb/b+119/HYGBgRBFEYGBgbjvvvvw0UcfIS0tjYVduo51z8/9pc5Av7KXHPRnYZeIepuRI0fWjBw5cr8oiq6ha3l5ecGZmZnK4OBgZ3R0tGzMmDFwd3eXOioRUa/Fwi4REdENJCcnIzk5GTNmzHD12m2L+p6816ov9t5MaGhoo8f1vXtXr16NN998s825qHdyHCllYbcbsR873h/AfqlzEBF1hvqha4mJiRUWi+WnnJycAXl5eYO3bt0atHnzZtmIESMQHR0t6PV6KJVKqeMSEfUqLOwSERE1UF1dDQCuYmvDjy0pwBJJzuEQ7CfPNv2TBJKEo+y8r1hrVAgeWrvUWYiIOtM1Q9eU9UPX1qxZE7BhwwYxIiJCFh0djfDwcMhkMqnjEhH1eCzsEhERdZCKiopO27usrMx1ShcATpw4AQB45plnOuX1RFHEk08+maTRaGxqtdqm0WhsWq3WrtFobBqNxubh4WF1d3e3ubu723Q6nc3d3d3u5eVl0+l0Ni8vL1unhOpDzp0756bRaBxt+bO0/3JCJ1osqs7IRW3kdMrs+w/7KBPGXJQ6ChFRV2lu6Nrnn3/u6+Xl5YyKipKNHTsWQUFBUkclIuqxWNglIiJqg9tvvx3p6enYvXs3xo4di5qaGnz22Wed9nrffPMN7r//ftfwtPXr1wNAZ/bXFc6fP+/d1psVCoXDzc3N5ubmZtVoNFalUulQqVROrVZr1Wg0Vnd3d5uHh4dVp9NZdTqdTa1WO1QqlcPT09Pq7e1t69+/v1mhUPTZI9L5+fkBq1atGjt69OgzKSkpR/R6fVVL77WfKtN1ZjZqG3tZuU4JFnaJqG9qZuhaSF5enrZ///7O0aNHy2JjY+Hn5yd1VCKiHoWFXSIioja45557kJ6ejhkzZriuvfXWW536mpMmTWr0+JlnnkFiYmKntIgQBEF88sknC4xGo7Kurk5ZV1enNJlMCpPJpKz/x2w2qywWi9JkMimtVqvCbrfL6++32+3y2tpaeW1trVtbM1wtDNtUKpWt4clhNzc3m7u7u02r1dq0Wq3Nw8PDptVqbTqdzubh4WHT6XR2T09Pm4+Pj7Vj/jS6Xl1dndJut8uLi4uDi4uLg4ODgyuSkpKO3X777WdVKpXzRvc6z5xrd2HXd9WHzT5nWp8G64+FcJS3fRZY/f6VqYvavEdL9u2s12kLR9kFFtyJiPDr0DUA+/fu3euTkZERUlBQEJyVlaUMDg526vV6WUxMDIeuERG1AAu7REREbXD33XdDFEWsXbsW6enpePfddzFv3rxOK+4+//zz8PT0xNKlSzF16lQ8+uijnVbUrTdr1qwzrb3HZDLJL1++rKqqqlLW1NSoDAaDymAwKA0Gg8pqtcqtVqv8apFYZTQaVfWfm81mld1ul1ksFlX9ezKbzUqz2dyuKSsNTw4rlUqHQqFwXC0KX3dyWKVSOdRqtVOn01nrTw7369fPcrNCamcwGo2N3vfJkyf7ffbZZ/2+/vpr8y233PLL3Xff/UtQUJCpqXsd5y92agFRMycZmjnJqH7p7XYVd/sa54UKFnaJiK4RExNzOSYm5rLD4dibl5fXf/v27SHp6elBW7ZskYWFhWH06NEcukZEdAMs7BIREQGoqakBgFYVSu+++25Xgbf+3nPnzjXap6ysrMl9T58+3eRrnThxotkMjz/+OObPn9/qnF1Jo9E4NBqNKTAwsMmiY0s0Vxy2WCxyq9Uqr62tVTVVHHY4HHKbzSavra1VAxCAjjk5XF8cViqVDrlc7qgvCF9bHL5aGHbodDpbe4vD1xZ269XW1rplZmaOyszMjBg6dOiFmTNnHrvtttvKBEFwrXFWXOqwAmJTJ11Vt4yFx+L5UN2aANO3mzrqpTpEdziZ2xznpcss7BIRNUMul4uTJk06Py65xKoAABo1SURBVGnSpPMNh679+9//DtiwYQMiIyMFvV6PESNGcOgaEVEDLOwSERFRt9Le4rDdbheqq6uV1dXVypqaGlVtba2ytrZWaTQaFVc/utpJ1NXVqa6eDFaYTCalxWJRWiwWpc1mUzTYT15bWyu/0WvejFKptDdsK+Hm5ma/2lLCWj+QrkFbCfu5c+c8b7Kl8MsvvwT8/e9/D/jqq68M48ePP3HPPff84uPjY3VWGTr1d1etBUXA4vnQzEnudoXd7sxZXe0OUQQaFOGJiOh6DYeulZWVaTIzMwft3r17yJdffunr6enpjIqKkun1eoSEhEgdlYhIcizsEhERUa+iUChEPz8/q5+fnxVAXVv3aerksMVikVmtVrnBYFA1dXLYbrfLbTab3Gw2q+rq6tSiKAoAYLPZFFeLxZqOep/1KisrdZs3b9anp6dHxMbGnlzYzvYV7aWMDIcqYQzU0ybCVlwCc1o2bPsPN7u+/gSwrbgElvxdVwrHzaxTj4+HMlbf7NqW9tRtScb6vaqWvAH3R++D/dTZ9hWynaIgms1yQaNxtH0TIqK+JTAw0DV07fDhw57btm0bvHv37pD8/Hxt//79nXq9XjZmzBj4+vpKHZWISBIs7BIRERE1ob0nh0VRFKqqqpTV1dVKg8GgrKmpURqNRmVtba2yrq5OUX9yuK6uTnV1GJ3y6qlhRWVlpUfDYXQtYbPZFLsKC4c95TEInXkmVHXLWABXhqhdS3PvHdDMSXY9VsbqoYzVw7Q+rcmiqNvMadCmpjRaa4kIQ93yr1u276DAVhdbW5tRPXXClVz5u1r1Ok1x1hqVchZ2iYjaJDw8vCY8PLzh0LXgq0PXVIGBgWJsbKwQHR3NoWtE1KewsEtERNSNlZaWAui+PXWpeYIgiD4+PlYfHx9ra+9dvHjx1NOnT/u19r7B/gE1ggk3a+PQYvWnVpti2Z7X6LEyMvxKe4b1aTB/vw2i0QRBq4HbrNugmZMMa2ExHKfONr4nIgxVS96A81IlZH6+UE+dcHXtHtcJ2ob7WrbnXbfWfuDIDU8Etzej40xZh/XuFeuMCvi3+stKRETXaDB07ae8vLz+2dnZwRkZGYO2bt0qCwsLg16vF0aNGgWVSiV1VCKiTsXCLhEREVE3Y25hOwWlUmkfNmzYxZiYmLKJEyeeGyhTitUv/2F2Z2ZrWGBtSDFqBAC4CqYAIBpNMH+/DZo5yVBGjbyuaGr8ap1rH+elSli250EzJxmqhDGuYq0qYQwANHrN5tbeTFsy2vcfadkfTEvU1vF7byKiDtRw6JrJZCrKysoamJubG7p27dqAjRs3YtSoUUJUVBSHrhFRr8VvLomIqM+45557sGXLFsycORPffvttp7/ewIEDAQBlZWUAgKCgIADA6dOnAQBDhgwBAJw8ebLTs1DPYrFYmv0eLSAgoCoyMvJcXFzcuYSEhEsKhcJZ/5y99ISuI3M0PKnqNnMalBFhsBYWX1fUBeBqb+Dz6bIm99KmpsC8JavRNUf5hUaP6/dVT5voasegnjax0XM3WnszbcnorDG0aO+WEM1mfu9NRNRJNBqNY/bs2Wdmz5595tKlS6qMjIxB+fn5oStWrPDV6XTOqKgoWVRUFIKDg6WOSkTUYfjNJRER9Qn79u3Dli1bAABbtmxBSUkJoqKiJE5F1DSLxeI6satWq23Dhw8/Hx0dfe7WW289FxQU1GzPX0Gt7rT+rdYfd0KbmgKvWD2qX3r7uqIstYCq874+RET0Kz8/P+sDDzzwywMPPPDL4cOHddu2bRtSVFQUUlBQoPX393fq9XpZTEwMh64RUY/Hwi4REfUJu3fvBgB8+eWXeOSRR7B79+5OL+yWl5ffsDfuqVOnALB/LjUmiqLg7e1d1+BUboVCoWjR/0hk7hp7Z+Vy1hhg+PP70P1+CbQPpsDw7seNnrdk5UI9bSIuL3jJ1ebgZmR+vo1O4soH9gfQeDBb/b7NrbVk5bb4PbQlY0cSOvHrQ0RETQsPDzdcO3StsLAwePv27aqBAweKsbGxgl6v59A1IuqR2GSGiIh6verqaixatAgzZ87Evffei5kzZ2Lx4sWoqamROhrRdQRBED/55JPM3/3udyUTJky42NKiLgAIOo9OLRza9h+GJSsXylg9lLH6Rs9ZC/cAANxm3QaZ568dIZSR4fBd9SHcZk67bj/11AmQ+V05LSXz84X2wRQAgP3Ar31t6/e9dq3q1oQrz+/d3+L8bcnYkQR3dxZ2iYgkFBMTc/mVV17Zu2LFio0vvvhizsCBA09lZmY63nnnHXz++efi3r17YbW2euYpEZFkeGKXiIh6vT17rhRz5s+fDwB47LHHsGXLFuzZsweTJk1qtNbLywsAUFVV1eh6/a/qXbp0CStWrMDzzz+PH374AZGRka41paWlGD9+PJYtW4bU1NTreuxeq6keuwcPHkRubi7+/Oc/AwCmTZuGO++8E7NmzXKtCQsLAwD88MMP+MMf/oDw8HAcOnQIAQEBePPNNxu9hsFgQGJiIu677z688cYbN/2zoh5OoXBCIXfC7ui0H96bNmRAPW0idC8ubHTy1bb/MEzr06CZk+zqZVvPVlwC6487r9vLWVEJ7/f/2Hj/9WmNhqHdaF/T+jTYiktanL0tGTuSzENj69QXICKiFmlq6FpOTk7od999F7Bx40aEh4cLMTExGD58OIeuEVG3xsIuERH1euvWrQMAxMfHN/r43XffXVfYbYmHHnoIP/30E5YuXYqPPvoIOp0ONTU1eOuttzB9+nTMmzevTe0Vtm3bhieeeKLRtaysLGRlZUEURcyePbvRc2vWrMH27dsxa9YsJCQk4NFHH8X999+P8PBw15pffvkFADBx4sRW56GeSVApbaLdoe6s/Z2XKmF492PoXlwI9eTxjYaNmb7dBMeZMigjwlxDz+o++wq2on1NDiGzZOdBNJvhsXg+bMUlsOTvgrWg6Lp19fuqx8dDGau/4dqbaW3GDiQK7u7ssUtE1M00N3Rt1apVvh4eHs7IyEhZZGQkh64RUbfEwi4REfVqp0+fxqefforXXnsN/v7+AAB/f3+8+uqreOedd/DCCy9g8ODBrd73ueeeQ0xMDFauXImnn34aK1euREZGBoqKWl9oqldf1F23bh3GjBkDURRx9uxZTJw4Ec8999x1hd2wsDAcPnzYVUSeMmUKMjIyGhV2608rh4aGtjkX9SyCTmcSjeZ2FXYrUxfd8HlbcUmza6wFRbAWFKFu+dct2t9aUITKFhRo6/e9kWszdVTGjiDoPEwQBDbUJiLqxhoOXTt58qQ2IyNjSH5+/tAdO3a4+/v7O6OiomSjR4/m0DUi6jZY2CUiol6toKAAADBjxoxG15OTk/HOO++gsLCwTYXdQYMGYeXKla7TuW+99RZWrFiBoKCgNmc9ceIEAKCiogIHDx7E2bNnsXfv3mbXJyYmNnr88MMP47HHHsM999zjagPxl7/8BZMnT+Ypkz5E1s/H4Dx/0VvqHNSY3M+nU48DExFRxwoODjYuWLDg0IIFCw4dOHDAMzMzM7iwsHBodna2KjAw0BkdHS3j0DUikhoLu0RE1Ks9/PDDAIDf/OY3TT5fXwhti9tvvx0vvPAC3nrrLbzwwguYPn16m1owNPTuu+/igw8+aNFaPz+/Rq+XmJiIKVOmIC0tDY899hgOH77Sp3Ty5MntykQ9izzA32Dff+TmC6lLyfz7sbBLRNRDjRo1qmbUqFElDofj57y8vP7Z2dnB27ZtG5SWliYPDQ0VY2JihJEjR0KlUkkdlYj6GBZ2iYio19q3b1+L1pWUlCAqKqqT09zc6tWr8cEHHyA1NRUzZ86Et7c3/P39MW7cuBbvce+99+KZZ57BXXfdhdLSUgCAXq/vrMjUDckHDmABsRuSDfDn14WIqIdrbuja+vXrA2QyGUaMGIGYmBiBQ9eIqKuwsEtERL3Wd999BwA4cuQIBg8e7DrdWv/x1KlTiIiIwPr1629Y2L148WKT19PT0/HXv/4VL7zwAv76179izJgxSEpKanPe119/HQDwX//1X66cNTU1rdojLi4OALBjxw58//33AIDw8PB2nySmnkM+JJAFxG5IPnggvy5ERL1Iw6Frly9fVqWlpQ3Kz88PXb16ta+bm5s4atQoYfTo0W1q+UVE1FIs7BIRUa908eJFLF26FAsWLGj2G+rBgwfj8ccfx3//93/jqaeegr+/P2bMmIGtW7di165diI+PR01NDT755JPr7j1z5gzmzZuHt99+G08//TQ8PT3x0EMPoaioqF19dgHg+PHjCA0NhcFgwKefftqqe3U6HZYtW4aXXnoJALBw4cJ2ZaGeRxk2tFpQyB2i3SGXOgtdJQhQhYdVSR2DiIg6h4+Pj2vo2rFjxzzS09ODd+/eHVxUVOTer18/p7u7O4/vElGn4L9ciIioV9q5cycAYMGCBTdc9/jjjwMAdu/eDeBKKwMASEpKgre3N4KDg+Hl5XXdfe+99x5uv/12zJs3DwAwb948TJ8+He+//36bM9f31p06dSpCQ0MRHR2NDz/80PX88ePHW7TPxIkTXZ9PmjSpzXmoh1KrnPKgwEsdva3uxYXwXfUhdC92zQ8LfFd9CN9VH7b4cXcm6+dbJfTzsUidg4iIOt/w4cNrFy1atP/zzz/f8sYbb2SFh4eXVlRUWAVB4K9PEVGHY2GXiIh6pX/+85+YNWsWRo8efcN1er0eM2bMwBdffAEAmDt3LpYvX47k5GQAVwq4ixcvbnTPihUr8MUXX+D111+Hp6cnAMDT0xOvvfYavvzyS6xcubJNme+44w4sXbrU9Xjx4sXYtm0bNm/eDODXYvXN6HQ61+f89b++SR4WeqFD9xsSBGXslV7Nylg95EPadyq9r1EMD+nQrwcREfUMcXFxla+88sref/3rXxsXL15cIHUeIup92IqBiIh6pXXr1rW4r+yaNWsarZ07dy5SUlIA/NqPt7Ky0vX5Qw89hIceeui6/SMjI3Hu3DnXfeXl5Y3WnD17FqIoNurx2/A1AOCBBx7Ab3/7W9f1+ueOHTvmunb06NEbvrcTJ04AAO6//374+vqyv24fpBodccGyLafD9lMMCwEA1P59OTwWz4diWAgcp8522P5NqUxd1K7nuxNlZHjTjbqJiKhPUCgUYmJiYoXUOYio9+GJXSIiol5m48aNAK4UdqlvUkZHVgpKlb0j9hK0Grg/8SBsxSWwFhTBVlwC9ycehKDVdMT2vZ8giKrY0SzsEhEREVGH44ldIiKiXiIiIsL1+cKFCxEeHi5hGpKUQi7KR4SU2/cfaXcvDkXoEACAOTvP9VEZq4cidAhs+w83Wlvf8/ba07QNr6unTID7Ew+i+vU/Nzr1Kx/YH17L3kTdZ1/Bkp3X7F43ei35kCAoo0ZCm3rlxL2tuASW/F2wFhRdd1/Vkjfg/uh9sJ86C8WQIDgvV6Fu+deNXkPQauDz6TJYsnKve66lFCGDLgheOlubbiYiIiIiugGe2CUiIuolpkyZAgB4+eWXsWTJEonTkNTUExJOdsQ+qoQxAADHsRONPtZfby1Ldh4sWbnQ3nuH69SvoNVA+2DKlULs1QJyaylj9fBa+ntXUbf+msfi+VDdMva69eqpE6CM1cNxpgzmtGyop028rnewPHAAAMC6d3+bMgGAMnFsh3wdiIiIiIiuxRO7REREvcRHH30EAOypSwAA9YT4c8ZVa81indGtrXvI/HyhnjYRpvVpcNYYAADOGgNM69OgmZMM04YMOC9Vtnpf04YMeL//R6gnj4d5SxbUk8dDGatH1ZI32hoVuhcXAgBq3lwG+7Hjrvze7/8RHovno7LBqV0AcJwpa3Ta11ZcAlVCLEwNThErRgwFADjLz7cpk6BQ2N0mT+jcZsRERERE1GfxxC4RERFRb6SQi8rREafatcWIUACAbc/Pja7XP65/vrWclyphePdjaFNT4DZzGrSpKTC8+3GbisT1KlMXoTJ1EZwXKq60ZIjVQz11QrPr7fuPNHpsTsuGZk4yZH6+rmva1CuniB3lF9qUSRERdlbw0HZIr2MiIiIiomvxxC4RERFRL+U2beJJa0HRiLbe77F4PgDA8+2Xmn3+2pOwLWUrLoFpfRq0qSkwrU+DrbikrTFdNPfeAc2c5BatrT+B7Mqz//DVU7tjYN6S5WrLYG1HLtWkjmmHQURERETUFBZ2iYiIiHopRURYlSJ48AX7ydP9W3vvtf1mb7Su4RA0qainTIBmTjIsWbmwFu6B01ALsaoG3v/4fy3ew5ydB92LC2H9cSfkQVf669pLT7Qpj8zfr0p9S1zbejgQEREREbUAC7tEREREvZj6zukH7R/8s9WFXVVCLACgaskbTbZIqO9fe21f2uvWeeqavK6M1V/p03u1X6+99ES7Tu26P/EgAKBu+deua/XD2VrKfugYAEAROQLq8fEA0OaitdvMaQchCG26l4iIiIioJVjYJSKiHuVf//qXuHbt2mafb8ngsKbW3Oy+Gz3fGc9J+ZoGg+GGa6hnUSfGXjCv+77CcfZcv5beI/PUuU6/Ntf31nmpEpas3Cvr0n+As8YAW3EJlLF6KIaHwn7sOAStBurbJ1+/v58vdC8uhHHVOpi3ZEGsM0L34sJmi8itIR/YH47yCxC0GrjNuq1V94pGE2r/vtzVgsK0Pq1NGWR+3ga3pEnSH2MmIiIiol6NhV0iIuoR1Gq1Mz4+/rjUOfqCfv36QaVSceBTL+I2c9qhuk9X3drS9fLhIQAA87bcG64zb8uFetpEyIeHwFlcAkv+Lihj9Y168hpXrbvuPs1d02ErLoHlh3wAgOWHfCgjwqC5a3qjE7etUV+Q9Vr2ZtPv6WrB92ZsPx349fNrhsa1lHr65IMQhJv/lImIiIiIqB1Y2CUioh5Bo9E4/uM//mO31DmIeiL1b24pN2/dfslxptyvJevdpkyArbjkpm0IHKfOwlZc4lpvLShCLQD1+HgoY/Wo++wrWLLzoE1N+TXLlAlQT5uI6tf/DNFoAnDlpKzx203wWvp72I+fhiU7r9Xv0VpQhDo3N1dLBtP6NFh/LASUSngt/T0UI8NaVNitzwQAzgsVrc4h6+dbo0meeqrVNxIRERERtZIgiuIaqUMQERERUeeyHzrmVfOnv90Gp1MmdZbuTD6wP7yWvQlLVm6bTg+7P/v4/6oTY29eQSYiIiIiap/L/MaeiIiIqA9QjBxerRo3plTqHN2d6tYEADdvQ9EUpT7iJIu6RERERNRV2IqBiIiIqI9wf+y+n20/Hxok1tZppM7S3fiu+tD1uWl92k3bUFxLUClt2sfu39fRuYiIiIiImsMTu0RERER9hODhYdfMnbVX6hzdka24BMCVYW+mbze1+n63WUn75AH+5o7ORURERETUHPbYJSIiIupjDH/9/2NtRfuGSp2jt1CODDuje+O5AqlzEBEREVGfwh67RERERH2Nx6JH98oC/KukztEbCJ46o8fiR4ukzkFEREREfQ8Lu0RERER9jKBWOzyWPF4gqJQ2qbP0aDKZ0+PJ1B2Cj7dV6ihERERE1PewsEtERETUBylCBtdq7p9TBEGQOkqPpZlz+17lGP0lqXMQERERUd/Ewi4RERFRH+WWPPm0213T90idoydST77loGbu7FKpcxARERFR38XCLhEREVEfpr33zmOqWxMOS52jJ1HqI066P5H6s9Q5iIiIiKhvY2GXiIiIqI/zWPjQPmVM5HGpc/QEiuGh5bqXnt7FFhZEREREJDUWdomIiIj6OkGA7vmnihT6iJNSR+nOFMNDy3WvPVsAhVyUOgsREREREQu7RERERAQo5KLnq4t2si1D05TRo056vvFcvqBRO6TOQkREREQEsLBLRERERPUEAR5PP7zPbXbSXgA8lXqVKiH2qO7lZ3ZCoXBKnYWIiIiIqJ5C6gBERERE1L1oH5hzVKZzt5q+3TRWtDvkUueRjEzmdJud9JP2/juPSR2FiIiIiOhagiiKa6QOQURERETdj/3occ/aD5YnOi9VekmdpasJOg+jx4LUHcqxoy9JnYWIiIiIqAmXWdglIiIiomaJJou89qPlY2zFP4dKnaWrKMJCy3S/e2KX4ONtlToLEREREVEzWNglIiIiopszbUoPMa/PiBbNZpXUWTqLoFTZ1cmTS7T333kMgiB1HCIiIiKiG2Fhl4iIiIhaRrxcpapbsXaUtbB4OIBeVflUDA8td38ytVgeNNAodRYiIiIiohZgYZeIiIiIWse276CP8cs1sY5zF3ylztJeMm+vWs39d+1RT0o4J3UWIiIiIqJWYGGXiIiIiNrA7hBMaduHWDL+d6Tz0mVPqeO0luDtWec25dZDmjuTTkClckqdh4iIiIiolVjYJSIiIqJ2EEXB8kP+QPPmbRE94QSv4O1Z6zbt1sOaO5OPQyEXpc5DRERERNRGLOwSERERUQcQRVjydwdYcnaEOA4dCxLtdrnUkVwUcqdyeGi58tb4E26TJ5RDEFjQJSIiIqKejoVdIiIiIupYoskit+QUDLTm7w6xl54YAFGUZNCafED/y8q46JOapN+cEvr5WKTIQERERETUSVjYJSIiIqLOI166rLbuO+BnO1zq5zh6PMBx/qIPxM45MCu4u5sVQ4IqFKOGn1cljD0nDxpg7JQXIiIiIiKSHgu7RERERNR1HOcuamwlB32dZed1jgsVOueFCp2zskonms2qlu4hqFU2ma+PQdbP1yAL8DfIAwMMysjwSvmggSzkEhEREVFfwcIuEREREUlPNNQqnYY6hWg0KUSjSeGsrVWJZotccFM7ZO5am6DV2gWtxi7zcLcJXjqb1HmJiIiIiCR2WSF1AiIiIiIiQedhk+s8WLAlIiIiImohmdQBiIiIiIiIiIiIiKh1WNglIiIiIiIiIiIi6mFY2CUiIiIiIiIiIiLqYRQAfpE6BBERERERERERERG1WM3/Ad8n4/dXb2geAAAAAElFTkSuQmCC",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BinaryDistillation: D1\n",
      "ins...\n",
      "[0] feed  \n",
      "    phase: 'l', T: 81.125 degC, P: 1 atm\n",
      "    composition (%): Water    64.8\n",
      "                     Ethanol  35.2\n",
      "                     -------  1.67e+03 kmol/hr\n",
      "outs...\n",
      "[0] distillate  \n",
      "    phase: 'g', T: 78.484 degC, P: 1 atm\n",
      "    composition (%): Water    21\n",
      "                     Ethanol  79\n",
      "                     -------  741 kmol/hr\n",
      "[1] bottoms_product  \n",
      "    phase: 'l', T: 99.64 degC, P: 1 atm\n",
      "    composition (%): Water    99.9\n",
      "                     Ethanol  0.1\n",
      "                     -------  925 kmol/hr\n"
     ]
    }
   ],
   "source": [
    "D1.simulate()\n",
    "D1.diagram(format='png')\n",
    "D1.show(T='degC', P='atm', composition=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HXutility: condenser\n",
      "ins...\n",
      "[0] vapor  from  BinaryDistillation-D1\n",
      "    phase: 'g', T: 351.72 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water    329\n",
      "                    Ethanol  1.13e+03\n",
      "outs...\n",
      "[0] to  RefluxDrum-reflux_drum\n",
      "    phases: ('g', 'l'), T: 351.63 K, P: 101325 Pa\n",
      "    flow (kmol/hr): (g) Water    156\n",
      "                        Ethanol  585\n",
      "                    (l) Water    173\n",
      "                        Ethanol  540\n"
     ]
    }
   ],
   "source": [
    "D1.condenser.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Theoretical feed stage': 26,\n",
       " 'Theoretical stages': 31,\n",
       " 'Minimum reflux': 0.7708367097030262,\n",
       " 'Reflux': 0.9635458871287828,\n",
       " 'Rectifier stages': 45.0,\n",
       " 'Stripper stages': 9.0,\n",
       " 'Rectifier height': 78.940416,\n",
       " 'Stripper height': 25.804416,\n",
       " 'Rectifier diameter': 9.960477527218737,\n",
       " 'Stripper diameter': 7.836628484724038,\n",
       " 'Rectifier wall thickness': 0.4375,\n",
       " 'Stripper wall thickness': 0.375,\n",
       " 'Rectifier weight': 41837.555210317725,\n",
       " 'Stripper weight': 12158.19021210372}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.design_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Rectifier trays': 90190.76854619542,\n",
       " 'Stripper trays': 19469.07052587847,\n",
       " 'Rectifier tower': 154203.6774309562,\n",
       " 'Stripper platform and ladders': 48571.69910583489,\n",
       " 'Stripper tower': 69659.22647677979,\n",
       " 'Rectifier platform and ladders': 17028.366373260913,\n",
       " 'Condenser - Floating head': 65778.41245145093,\n",
       " 'Reflux drum - Vertical pressure vessel': 40913.03779781813,\n",
       " 'Reflux drum - Platform and ladders': 10650.872732593733,\n",
       " 'Pump - Pump': 4526.2951512221225,\n",
       " 'Pump - Motor': 440.800042798914,\n",
       " 'Reboiler - Floating head': 65109.26213301633}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.purchase_costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<cooling_water: -2.84e+07 kJ/hr, 1.94e+04 kmol/hr, 9.45 USD/hr>,\n",
       " <low_pressure_steam: 6.26e+07 kJ/hr, 1.62e+03 kmol/hr, 385 USD/hr>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.heat_utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PowerUtility:\n",
      "consumption: 2.49 kW\n",
      "production: 0 kW\n",
      "power: 2.49 kW\n",
      "cost: 0.195 USD/hr\n"
     ]
    }
   ],
   "source": [
    "D1.power_utility"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `results()` method can conviniently present all these results: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false,
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Divided Distillation Column</th>\n",
       "      <th>Units</th>\n",
       "      <th>D1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Electricity</th>\n",
       "      <th>Power</th>\n",
       "      <td>kW</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost</th>\n",
       "      <td>USD/hr</td>\n",
       "      <td>0.195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Cooling water</th>\n",
       "      <th>Duty</th>\n",
       "      <td>kJ/hr</td>\n",
       "      <td>-2.84e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flow</th>\n",
       "      <td>kmol/hr</td>\n",
       "      <td>1.94e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost</th>\n",
       "      <td>USD/hr</td>\n",
       "      <td>9.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">Low pressure steam</th>\n",
       "      <th>Duty</th>\n",
       "      <td>kJ/hr</td>\n",
       "      <td>6.26e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Flow</th>\n",
       "      <td>kmol/hr</td>\n",
       "      <td>1.62e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cost</th>\n",
       "      <td>USD/hr</td>\n",
       "      <td>385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"14\" valign=\"top\">Design</th>\n",
       "      <th>Theoretical feed stage</th>\n",
       "      <td></td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Theoretical stages</th>\n",
       "      <td></td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minimum reflux</th>\n",
       "      <td>Ratio</td>\n",
       "      <td>0.771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reflux</th>\n",
       "      <td>Ratio</td>\n",
       "      <td>0.964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier stages</th>\n",
       "      <td></td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper stages</th>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier height</th>\n",
       "      <td>ft</td>\n",
       "      <td>78.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper height</th>\n",
       "      <td>ft</td>\n",
       "      <td>25.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier diameter</th>\n",
       "      <td>ft</td>\n",
       "      <td>9.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper diameter</th>\n",
       "      <td>ft</td>\n",
       "      <td>7.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier wall thickness</th>\n",
       "      <td>in</td>\n",
       "      <td>0.438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper wall thickness</th>\n",
       "      <td>in</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier weight</th>\n",
       "      <td>lb</td>\n",
       "      <td>4.18e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper weight</th>\n",
       "      <td>lb</td>\n",
       "      <td>1.22e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Purchase cost</th>\n",
       "      <th>Rectifier trays</th>\n",
       "      <td>USD</td>\n",
       "      <td>9.02e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper trays</th>\n",
       "      <td>USD</td>\n",
       "      <td>1.95e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier tower</th>\n",
       "      <td>USD</td>\n",
       "      <td>1.54e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper platform and ladders</th>\n",
       "      <td>USD</td>\n",
       "      <td>4.86e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stripper tower</th>\n",
       "      <td>USD</td>\n",
       "      <td>6.97e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rectifier platform and ladders</th>\n",
       "      <td>USD</td>\n",
       "      <td>1.7e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condenser - Floating head</th>\n",
       "      <td>USD</td>\n",
       "      <td>6.58e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reflux drum - Vertical pressure vessel</th>\n",
       "      <td>USD</td>\n",
       "      <td>4.09e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reflux drum - Platform and ladders</th>\n",
       "      <td>USD</td>\n",
       "      <td>1.07e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pump - Pump</th>\n",
       "      <td>USD</td>\n",
       "      <td>4.53e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pump - Motor</th>\n",
       "      <td>USD</td>\n",
       "      <td>441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Reboiler - Floating head</th>\n",
       "      <td>USD</td>\n",
       "      <td>6.51e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Total purchase cost</th>\n",
       "      <th></th>\n",
       "      <td>USD</td>\n",
       "      <td>5.87e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utility cost</th>\n",
       "      <th></th>\n",
       "      <td>USD/hr</td>\n",
       "      <td>395</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Divided Distillation Column                                Units        D1\n",
       "Electricity         Power                                     kW      2.49\n",
       "                    Cost                                  USD/hr     0.195\n",
       "Cooling water       Duty                                   kJ/hr -2.84e+07\n",
       "                    Flow                                 kmol/hr  1.94e+04\n",
       "                    Cost                                  USD/hr      9.45\n",
       "Low pressure steam  Duty                                   kJ/hr  6.26e+07\n",
       "                    Flow                                 kmol/hr  1.62e+03\n",
       "                    Cost                                  USD/hr       385\n",
       "Design              Theoretical feed stage                              26\n",
       "                    Theoretical stages                                  31\n",
       "                    Minimum reflux                         Ratio     0.771\n",
       "                    Reflux                                 Ratio     0.964\n",
       "                    Rectifier stages                                    45\n",
       "                    Stripper stages                                      9\n",
       "                    Rectifier height                          ft      78.9\n",
       "                    Stripper height                           ft      25.8\n",
       "                    Rectifier diameter                        ft      9.96\n",
       "                    Stripper diameter                         ft      7.84\n",
       "                    Rectifier wall thickness                  in     0.438\n",
       "                    Stripper wall thickness                   in     0.375\n",
       "                    Rectifier weight                          lb  4.18e+04\n",
       "                    Stripper weight                           lb  1.22e+04\n",
       "Purchase cost       Rectifier trays                          USD  9.02e+04\n",
       "                    Stripper trays                           USD  1.95e+04\n",
       "                    Rectifier tower                          USD  1.54e+05\n",
       "                    Stripper platform and ladders            USD  4.86e+04\n",
       "                    Stripper tower                           USD  6.97e+04\n",
       "                    Rectifier platform and ladders           USD   1.7e+04\n",
       "                    Condenser - Floating head                USD  6.58e+04\n",
       "                    Reflux drum - Vertical pressure ...      USD  4.09e+04\n",
       "                    Reflux drum - Platform and ladders       USD  1.07e+04\n",
       "                    Pump - Pump                              USD  4.53e+03\n",
       "                    Pump - Motor                             USD       441\n",
       "                    Reboiler - Floating head                 USD  6.51e+04\n",
       "Total purchase cost                                          USD  5.87e+05\n",
       "Utility cost                                              USD/hr       395"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1.results()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the units for the design results are in the `_units` dictionary:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Minimum reflux': 'Ratio',\n",
       " 'Reflux': 'Ratio',\n",
       " 'Rectifier height': 'ft',\n",
       " 'Rectifier diameter': 'ft',\n",
       " 'Rectifier wall thickness': 'in',\n",
       " 'Rectifier weight': 'lb',\n",
       " 'Stripper height': 'ft',\n",
       " 'Stripper diameter': 'ft',\n",
       " 'Stripper wall thickness': 'in',\n",
       " 'Stripper weight': 'lb',\n",
       " 'Height': 'ft',\n",
       " 'Diameter': 'ft',\n",
       " 'Wall thickness': 'in',\n",
       " 'Weight': 'lb'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D1._units"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is also possible to retrieve design results in another set of units:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rectifier_height = D1.get_design_result('Rectifier height', 'meter')\n",
    "round(rectifier_height)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For completeness, here are the rest of the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
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     "text": [
      "HXutility: condenser\n",
      "ins...\n",
      "[0] vapor  from  BinaryDistillation-D1\n",
      "    phase: 'g', T: 351.72 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water    329\n",
      "                    Ethanol  1.13e+03\n",
      "outs...\n",
      "[0] to  RefluxDrum-reflux_drum\n",
      "    phases: ('g', 'l'), T: 351.63 K, P: 101325 Pa\n",
      "    flow (kmol/hr): (g) Water    156\n",
      "                        Ethanol  585\n",
      "                    (l) Water    173\n",
      "                        Ethanol  540\n"
     ]
    }
   ],
   "source": [
    "D1.condenser.diagram()\n",
    "D1.condenser.show()"
   ]
  },
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   "execution_count": 17,
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     "text": [
      "HXutility: reboiler\n",
      "ins...\n",
      "[0] from  Pump-pump\n",
      "    phase: 'l', T: 370.63 K, P: 101325 Pa\n",
      "    flow (kmol/hr): Water    2.36e+03\n",
      "                    Ethanol  19.6\n",
      "outs...\n",
      "[0] to  PhaseSplitter-bottoms_split\n",
      "    phases: ('g', 'l'), T: 372.79 K, P: 101325 Pa\n",
      "    flow (kmol/hr): (g) Water    1.44e+03\n",
      "                        Ethanol  18.7\n",
      "                    (l) Water    924\n",
      "                        Ethanol  0.925\n"
     ]
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    "D1.reboiler.diagram()\n",
    "D1.reboiler.show()"
   ]
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  {
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   "source": [
    "Unit operations may also have special methods that you may find useful:"
   ]
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "D1.plot_stages()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "<a id='References'></a>\n",
    "\n",
    "1. Seider, W. D.; Lewin, D. R.; Seader, J. D.; Widagdo, S.; Gani, R.; Ng, M. K. Cost Accounting and Capital Cost Estimation. In Product and Process Design Principles; Wiley, 2017; pp 426−485.\n",
    "2. Svrcek, W. Y.; Monnery, W. D. Design Two-Phase Separators Within the Right Limits. In Chemical Engineering Progress (CEP); The American Institute of Chemical Engineers, 1993; pp 53−60.\n",
    "3. Apostolakou, A. A.; Kookos, I. K.; Marazioti, C.; Angelopoulos, K. C. Techno-Economic Analysis of a Biodiesel Production Process from Vegetable Oils. Fuel Process. Technol. 2009, 90, 1023−1031.\n",
    "4. Green, D. W. Distillation. In Perry’s Chemical Engineers’ Handbook, 9 ed.; McGraw-Hill Education, 2018.\n",
    "5. Duss, M.; Taylor, R. Predict Distillation Tray Efficiency. Chem. Eng. Prog. 2018, 24−30."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}