{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making plots\n",
    "\n",
    "This notebook is a brief introduction to making plots in R. Below, we are going to cover \"base\" graphics, that comes built-in with R. There are more elaborate systems such as the [ggplot2](https://ggplot2.tidyverse.org/) system that are also useful, but will not be covered here.\n",
    "\n",
    "Below, we will cover making plots where there are one or two variables of interest.  This is typically the first step in your data analysis after data entry.\n",
    "\n",
    "## Setup\n",
    "\n",
    "First we set the plot size for this notebook.  In other formats, such as HTML, or PDF, you may have to make other modifications like this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set plot size\n",
    "options(repr.plot.width=8, repr.plot.height=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For learning about plots, we will first read in the familiar Agren data using the online URL as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 8</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>it09</th><th scope=col>it10</th><th scope=col>it11</th><th scope=col>sw09</th><th scope=col>sw10</th><th scope=col>sw11</th><th scope=col>id</th><th scope=col>flc</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>19.761589</td><td>24.176136</td><td>15.677778</td><td> 5.664430</td><td>21.48045</td><td> 4.477778</td><td>1</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>2</th><td> 6.288462</td><td> 1.774011</td><td> 3.238889</td><td> 9.543046</td><td>22.12222</td><td> 7.766667</td><td>2</td><td>2</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>12.034024</td><td>12.460451</td><td>10.600962</td><td>11.803846</td><td>23.04867</td><td>14.871157</td><td>3</td><td>2</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>20.125339</td><td>14.116901</td><td>12.903503</td><td> 7.442628</td><td>22.58344</td><td> 8.193703</td><td>6</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>15.127751</td><td>13.292528</td><td>15.064592</td><td> 6.896960</td><td>22.14041</td><td> 8.489102</td><td>7</td><td>1</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>19.209132</td><td>13.954902</td><td>12.986849</td><td> 8.395358</td><td>25.56119</td><td> 8.080184</td><td>8</td><td>1</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 8\n",
       "\\begin{tabular}{r|llllllll}\n",
       "  & it09 & it10 & it11 & sw09 & sw10 & sw11 & id & flc\\\\\n",
       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\t1 & 19.761589 & 24.176136 & 15.677778 &  5.664430 & 21.48045 &  4.477778 & 1 & 1\\\\\n",
       "\t2 &  6.288462 &  1.774011 &  3.238889 &  9.543046 & 22.12222 &  7.766667 & 2 & 2\\\\\n",
       "\t3 & 12.034024 & 12.460451 & 10.600962 & 11.803846 & 23.04867 & 14.871157 & 3 & 2\\\\\n",
       "\t4 & 20.125339 & 14.116901 & 12.903503 &  7.442628 & 22.58344 &  8.193703 & 6 & 1\\\\\n",
       "\t5 & 15.127751 & 13.292528 & 15.064592 &  6.896960 & 22.14041 &  8.489102 & 7 & 1\\\\\n",
       "\t6 & 19.209132 & 13.954902 & 12.986849 &  8.395358 & 25.56119 &  8.080184 & 8 & 1\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 8\n",
       "\n",
       "| <!--/--> | it09 &lt;dbl&gt; | it10 &lt;dbl&gt; | it11 &lt;dbl&gt; | sw09 &lt;dbl&gt; | sw10 &lt;dbl&gt; | sw11 &lt;dbl&gt; | id &lt;int&gt; | flc &lt;int&gt; |\n",
       "|---|---|---|---|---|---|---|---|---|\n",
       "| 1 | 19.761589 | 24.176136 | 15.677778 |  5.664430 | 21.48045 |  4.477778 | 1 | 1 |\n",
       "| 2 |  6.288462 |  1.774011 |  3.238889 |  9.543046 | 22.12222 |  7.766667 | 2 | 2 |\n",
       "| 3 | 12.034024 | 12.460451 | 10.600962 | 11.803846 | 23.04867 | 14.871157 | 3 | 2 |\n",
       "| 4 | 20.125339 | 14.116901 | 12.903503 |  7.442628 | 22.58344 |  8.193703 | 6 | 1 |\n",
       "| 5 | 15.127751 | 13.292528 | 15.064592 |  6.896960 | 22.14041 |  8.489102 | 7 | 1 |\n",
       "| 6 | 19.209132 | 13.954902 | 12.986849 |  8.395358 | 25.56119 |  8.080184 | 8 | 1 |\n",
       "\n"
      ],
      "text/plain": [
       "  it09      it10      it11      sw09      sw10     sw11      id flc\n",
       "1 19.761589 24.176136 15.677778  5.664430 21.48045  4.477778 1  1  \n",
       "2  6.288462  1.774011  3.238889  9.543046 22.12222  7.766667 2  2  \n",
       "3 12.034024 12.460451 10.600962 11.803846 23.04867 14.871157 3  2  \n",
       "4 20.125339 14.116901 12.903503  7.442628 22.58344  8.193703 6  1  \n",
       "5 15.127751 13.292528 15.064592  6.896960 22.14041  8.489102 7  1  \n",
       "6 19.209132 13.954902 12.986849  8.395358 25.56119  8.080184 8  1  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "agren <- read.csv(\"https://raw.githubusercontent.com/sens/smalldata/master/arabidopsis/agren2013.csv\")\n",
    "head(agren)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histogram\n",
    "\n",
    "Let us begin with a very familiar plot, the histogram. We focus on visualizing fitness in Sweden in 2011.\n",
    "\n",
    "Most plot commands in R have reasonable defaults and work out the box.  The command for making histograms is `hist` and so we try this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AECBAgQGI/A9uMZ6ppGeuc863PJJR2ffXaOOyG5ScfjHUaAAAECBAgQIECAAAEC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\nAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Histogram of agren$sw11”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(agren$sw11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is okay except that the title at the top and the X-axis label are not helpful.  We change the title of the histogram using the `main` option and change the X-axis label using `xlab`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9gpXeyZ3DA5M6nCZXMF5q7Z59aTfeutzcu1+mXmvkn9QFo/vDc/pGf2J9puWao+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\n7QAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Histogram Fitness-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(agren$sw11,main=\"Histogram Fitness-Sweden-2011\",xlab=\"mean fruits per plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now try changing the number of bins.  We use the `nclass` option as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AgQIDCwgAJ4YFCXI0CAAAECBAgQIECAAIFxCiiAxzkvRkWAAAECBAgQIECAAAEC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\nR4PEvKAAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Fitness-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(agren$sw11,main=\"Fitness-Sweden-2011\",xlab=\"mean fruits per plant\",nclass=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to change the Y-axis label, we use the `ylab` option. We can also plot the histogram on the log2 scale by applying the log2 function to the data vector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LTbl/Oh2e+PWisuaC0/KfMHJtsP1lfh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\nUY22++sOZ90AAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Fitness-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(log2(agren$sw11),main=\"Fitness-Sweden-2011\",xlab=\"log2 of mean fruits per plant\",\n",
    "     nclass=20,ylab=\"number of plants\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stem and leaf plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histograms are very useful, but it bins the data, and individual data points are aggregated for visualization. Sometimes we just want to see all the data. The sten and leaf plot is helpful in such scenarios.  Here is a stem and leaf plot for the fitness data.  We use the `scale` option to stretch the length of the plot.\n",
    "\n",
    "Below, you can see every data point in the dataset.  For example, the smallest value is 4.5, the next largest point is 6.6, followed by 6.9.  The largest value is 32.2.  It also bins the data, and prints them out on the same line generating a sideways histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  The decimal point is at the |\n",
      "\n",
      "   4 | 5\n",
      "   5 | \n",
      "   6 | 69\n",
      "   7 | 125566777899\n",
      "   8 | 00111112334444444556677788999\n",
      "   9 | 000000111111222233333444445555566677777999\n",
      "  10 | 000011111222333334555666678889\n",
      "  11 | 0000111111222222223333444555556666777888888999999\n",
      "  12 | 00112222233334444444555556667777788899999\n",
      "  13 | 0000011222333334555556666788888999\n",
      "  14 | 00000112222223333444455556677888999\n",
      "  15 | 001123333334444555555677789999999\n",
      "  16 | 0112233555666799\n",
      "  17 | 22334457788\n",
      "  18 | 00001112233344455677888899\n",
      "  19 | 0012335777899\n",
      "  20 | 0012258\n",
      "  21 | 555\n",
      "  22 | 569\n",
      "  23 | 1777\n",
      "  24 | 349\n",
      "  25 | 27\n",
      "  26 | 5\n",
      "  27 | 1\n",
      "  28 | 5\n",
      "  29 | \n",
      "  30 | \n",
      "  31 | \n",
      "  32 | 2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "stem(agren$sw11,scale=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can control the horizontal width of the plot using the `width` argument.  It contols the maximum number of characters.  If we make the plot shorter (vertically), we have to allow for a greater width."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  The decimal point is at the |\n",
      "\n",
      "   4 | 5\n",
      "   6 | 69125566777899\n",
      "   8 | 00111112334444444556677788999000000111111222233333444445555566677777999\n",
      "  10 | 0000111112223333345556666788890000111111222222223333444555556666777888888999999\n",
      "  12 | 001122222333344444445555566677777888999990000011222333334555556666788888999\n",
      "  14 | 00000112222223333444455556677888999001123333334444555555677789999999\n",
      "  16 | 011223355566679922334457788\n",
      "  18 | 000011122333444556778888990012335777899\n",
      "  20 | 0012258555\n",
      "  22 | 5691777\n",
      "  24 | 34927\n",
      "  26 | 51\n",
      "  28 | 5\n",
      "  30 | \n",
      "  32 | 2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "stem(agren$sw11,scale=1,width=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dotplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dotplot is another way to see all individual data points, this time in a plot (instead of a listing, as in a stem and leaf plot).  The dotplot plots each point in a separate row (X-axis), and the data value is on the Y-axis.\n",
    "\n",
    "In the plot below, we have tweaked the defaults a bit (in addition to the title and the X-axis label), by changing the plotting character (`pch`) and the size of the plotting character (`pt.cex`).  See the help for the function `points` to see the list of all plotting characters possible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WfZdXIncX4wh/gLxD9uDtvZdeLSTT9c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\nks32BIHtY1ixGeC1jRo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N/m9U43KAQ9RybDT0ClMY+lElW2vpBEaF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\nKTy680KA62WQ4wBLX0k/wwvqj9T/wgaxmPSB9IH0QUrZ4187g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5U6eNXi/iqc2Z68hYyxRtOmQI/w8nBkniHejHzbvbW8l861Dt9/g6tt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\niWFVXgIp4ediIX5J8EQqyMfIkSNtBNTOIc6FijKD4eihQ4emjT5o3779Y+i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oGrRE8lZw+qVBgwYZHTt2/OTFF1+0zft+hB6lPTpL/4EE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\na40SPAoyB/g5Lx3ntzLx60kvxm9spEHlCT+bA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/6j+8nrSY/uKlJrZIH9qUPA0K\niHFEU6Aj1HhMAfwrxmyrcJW4bsr13wgPgoDrhfOI7295ng+yMJRt1OogS1d5wi8gDNGLA8Uf\n8ceaNWsOxvht5+FmH5Gu9+JhfptJWm/8XEYbP+/Vq5cZwuK3bZRX9evXb+5h7QQlkH9V+vbt\ne9zcuXOPUHs40xDVf6QIKsy/QeofyQOPjtT/qv9waEb0ErCOTXOWfEnBkW3yJfXmMY1pBDhC\nDceC8ycZSQo2lLGqYfR+ipAZSLqNMv0Sri7pz5P/mfdlJ8iaM2fOoiZNmgwk3XaBTjsGSeUF\nMJnwFn7AIXpJ0YTxB7utP8Yo0+1MdcsnZyN+ut2xCXp5iOSH7rnnnrx69ep1E7+Vu7yy9vr6\np59+anbJJZckunfv/hBTq8PnpkueGiF7bhP07ORIHvgIlTs9qz2kv0j/k7xKm+EZFfmckpLx\njckAjlDbMZJ0F6PAtrHO56FqHUf8DpSVIvInER8TyruW9AO4tnMDn/fTG+KI30terspLCD+f\nMBIJ0QtY/BF/YPzeccsttyQ43/cLzvz9nkeu8SAUfluAH7eUl7zqwH+3wNtofNHMmTMvRf7Z\nLCfJU/UfkIHkn4HwR/KPW8qLf616m6pfAcn74F/Bqz8HBM+pPwKIGNJznPsj258jY5wM4Ag1\n5YYNG85nFGlsuEqMQj2P4buY9OTs2bPtaJDAMWL8T/S7Fhi684JEIieffPK0V1555RyeKWDj\njrRnVF4KKeHnYiF6SdGEzx8tWrRI3nTTTS/17t3b1gA7TvTi4hBhevmRGto+CdavVVi/fv3T\nyL8H3Fq7v377Sp46RySp/4AsIkzPDtFmc/369OlTFRDew9ueCzcMHz78L126dJE+BBjqjwAB\nl838UZ76vYt+vH9lAEeo/Zh6OZj1JU9QpfP9amH8nouBeys+0bhx40Wkj/bzuPcR4u1Q5pYR\n1vbThw0bZjvUDrdnGM1SecLPIY240ss+++xzBhskPbv77rsnDj30UNGz6Pn36HkBGX+rVavW\nJV27du122GGHdTdDlzTJU/UfibjKv2zuz6tVqzbZYfZEwpY35FatWvUq9Joe0ocSomePMLKZ\nP8pBvx/jwZ4RgQzgCDXjunXrumPwpq0BZg3vEIT9HHxy2bJlH4ary9efS+jUm5OWNgI8efLk\nX9q0adOF9AJGldPWAKu8FILCz8Ui4vTS7JtvvnmKmiZHjx5dNGrUKF8hciovehY9g0BY/n15\n+eWXn4f8e8tmwEj+qf/wOUTy3kUi4vI+Ea7f2rVrbfqzfei3mR1rkPd34z+SPsSQuPQ/h6DD\n9CJ5X3by3gE/5j8ygCPUgPn5+Q9iAA+kSlf61ULQn8o051u5TtaoUcN2ng2MYL7+3EJ+BxQ9\nGxm23fgc17p1611JH4jPoUyVJ/wcuihGL/aB5Db80ilTptzXtm3bqNKLvyu6LecsYrOpM6ZO\nnXqf80L8iD8kDyT/JO8lDzJTP2AfhoEdO3Y8kPa1NcCvHX/88adIH3KpvVh/Lv1P+m5Z6ENp\nA2q+3I1rKAM4Qi3HF70bGdH9qFiV3kbBy8EnWdOWNvrFff1Jb4ZP2yWOtSHz6CT6kZ6LL75o\nXeWlAM5m/N4Ehh3whS+++GKt0047Lar0MoY6zsE3gZZ/a9So0YPEw070nEIjm+k5QEHyL4DC\nIuKPFBziD7CIIX+Y0u0r3qJn0bP03Wjo9ylKjGlMBnCEGg7j9zSqU4QPNq7CkG2H4n8GI13J\nvLy8D8gLmJ+0E8lrwz2WZtNEfVeHvDPJyyHBdkFVecLPvg469IIC9Cs0YWvGjTYqkt4kwvSy\n8rrrrjucaW+v7bbbbr/VqVOnARuhUG3XiT8kDzJJ/s2bN+8vDz300L+nT59etWbNmjbqdY5P\n6z7/ZtL7in/Fv6LnhPQ19edx0e+/8/ujTAhlAEeoFVHyv8FonRauEmk2+vU1yo9t5mKbXQWO\neyfhC8kLjGLLZCR5DVOpvyLPRoBVnvBzaManF2jD6MWm0t+E34BR+R/yDowqvey5555LqlSp\nMiaq9csSfrO1eIVGL1nyvryq68ryfe+7774Dfvnll2rI/Uqsf/wHNbAlLM6+ED7/St6rf/NI\nMyH9wEfCObNZ+hBwlKW8Ev1lL/2l3jy+MRnAEWo7voQWMAqcG64SSk8OaQWESXylYnn59gzp\nppwGrqCgwEb1CvBWlsoTfg5tQCdhevkXiba5yPqBAwcarRwhenGUKPGbQy0OFg69PPnkk/uT\ntAK/EX8G8sU2oZF8AQx4qlTpBVxt1o7vbDZQIPOL8a9/T0LyPoCi1NujtNtX5aW1Vbg/CjJE\nzwEUoucUFIaF6AU8osIfoaaJbVQGcLSaztY51gtXCYWoNmm7ECYxdqsUy2toeaTZWXmBI81G\nfi3djF+VJ/wc2oCGitPLUsuAVmqKXhyIbJq4+M2FwrBoyBf+Xd56660/k2SGmPUXd0Mrf4sw\nvbR+4IEHql522WWxlH+XXHLJmP79+3eaNWtWNaZAv7R48eJg08NN8K/TUrSF5L2DhLMpnvg3\nhUVxeS96kT4k/hB/lIq94MEY60AGcISaD2XzbZSZb8JVIu0HRoD/R1qSY5Lmh/O490OUormE\naVOgUZqW169f354xxUjlCT+HbEQvLveIP1JSZEvkC/KnNevGq/OULcNYGGH8bIO0S8aMGVPE\nNP9XLr74YlsGEiv517Bhw6/vueeeu5HryTVr1jx55plnBo0l/nWhiDD9ORVU/QKStSna0l88\nOMS/4t+49Ueb498Ul8c3JgM4Qm3HtvaXoPjYKK9tduU4lM8DSbsMxklypJGNBizwshKMCHcj\nvh/ejkF6FO84jN/6RC7nOZtOZ4qryhN+2UQvO0Lzx/zwww/ns364JXHxxzbIg379+i1hI7KJ\n4Lgaf2lE5cvj1O1CvLkKX3/99QnIv78Rl/xT/+EQhfpLB4ZERPlX+ov0tYT03cjr95+5UiQz\nfmUAR6gdOcS7D0qbs+GJXy02NHiN0Yy1XBeuWrXqaz/dQr7O3Mz9zYkGRrGl88wsjGk7Szif\nkRv/+ADLsjyV5yAh/DwYMo1e6vBek/DV/vWvf+WcccYZd3fp0mWM/64Wij9SaGyJPNhrr71M\nvozyn+KZShGUL7ZB1y/4pvgiFKkJfDR8WPJP8t6nW/WXLhKSfz5FSB9KISF9yMdC/OEjsXn+\nSN0V35gM4Ai1XW5u7hMoljaS0dOvFtddMXJvs+tq1arZFOi3/TzS++P3RdFbRpoda+O7pnzt\nfo6LCipP+PlEkSX0YrMeauIrwwNJPhpdQ9z4SfyRLg9ag8kZnAG9a9euXc8gngny5Whe4xp2\nNa/MNOIe0PtgyT/JP6Ntc1ki/6QfSB+S/ueyfEL6c6nbC8FsUg/iWAcygCPUfOvXr++GMZs2\nAsy638Hs+jabahZu3Lgxjfjo0C/m/hakzwu/BiNeU0eOHHkqaQV8zUobAVZ5KaSEn4tFhtGL\njQCvx29kxCeXNr4X/ngr1eqJRIa9b/BqW0HPtjGeyYVKI0aMqLRkyZKBvXv3HpMB8mU673Qx\n75OoWrXq/5CNkn/qPyAJ120Ff/iPJNRfBlDYBwTpG8Ch/iNFE+KPFBbZxh+pN49vTAZwhNou\nLy9vCF+sBlCli/1qcf5pV+J32TV5hxO8Z3FzKHgPwnQdvHNdTal1HMZvM9Jf4KIyeSpP+Dl0\nkUX0si8v3Jkp0OcccMABthTgbHym88eVffv2/fcRRxxR69BDD7VN8Tb3vi+Sn4+viE8y86Qn\n8qKn5IvkKfSQUP+h/tfoQPJA8kDyQPozNBC2P8YaTWSKkwEcoZZkBPgi1q6ND1eJdcEj6IiW\no6AmGaH5MpxH/F+Mcu1Gnm3yEzhbw8D0zx54OwYpbdG6ygtgsojwA4QMpJcfea3b999//8+z\nhD9Os/edNGlSDj65dOnSO7kO3Cba9ycyZ+Ib4iuyKc49fBz5XvJF8sCIZhP0YsmOU//hI+GE\n6j+AQfSSognxRwoLYuKPzOaPtMaO44UM4Ai1GiMx/8SYfYYqfetXC+P3UNL+j2s7B/g7wk/9\nPNIvJN6O0AzgV/x0wgYY0vaMGcAqT/g5pCF6cWCwn0zjj914J9sEKge+r8CskfOJO19tCc0V\nf9//kNYGfxij5HvyoaAH8RNLU77w4SF56aWX2prc/fGv4q8Q/YGC64q3h+S9+jebYqz+XPwh\nfU36msMFEZUHaRvxev1ZbAMZwBFqOkZgXmXKctqILXrkJBTTkfgiGGJOuLrkjeZ6OqM3v4bT\nV65cuZSNYF4hPYdnVJ7wc8ijpPTCTrqvMD0/KfqLLL+Z0tQb34CN8pZg0A599NHgVJHE78iD\nldz/6n777TcfObFDacuXl156qeWCBQs68h+2KdlF+I9KSn+Sf6CHE34uDr9Dzz5G6i9dmEQv\nHg6iFw8IAmSI+EP8USr2Qoqq4huTARyhtmO0dw+MjO/DVSKtPgrqHvgiDJEa4TzubY7fkyxb\n8xe42rVrF5BuZdkI8A9BBhGVl0JD+LlYbIZeKl100UX3L1q06ICGDRsuO/vss0fwxGwfQeH3\nh/iVFb9ZmzS98cYbH2zVqtXOjALbiHDgNtO+261+GK2NqUCRV4kkYTXRi4tGebSH+g9nF2j1\nl5Cg6M+TSgTSh1JYSD67WIg/UjSxCf5YmMqNf8w2QZETAkJACGwKgeMxftuTUWH+/Pk1nnnm\nmVM2dZPSIoHAutatWy+hw/KNznKt1HHHHTc7Pz//Gyphxu9YvG3KJ1cOCDACVnnq1KlVWZ9Y\nDv+uvxQCQkAICAEhED0ENAIcoTZhCvQUpkCnTXMmbSGjKVNsiiIjOyvC1eWr/lS8fcRIm9LA\nJjhrmQI9hTybAq3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5isZAR4HHk5PKvy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\noGIArwrnkTaTjrmAMG0EeMOGDes5U/gX7s0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9cPpNnU17rkp6Rzb45vXfJsnajK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Z01wSrBgOu4txHepYz0OlMQvXx+b5sZLeWaMgLMV76t3jNcVV5E8WMH75XDhg07gGsG7WjO\nztOQfSUtiPZdRFE/FGB5VpQTCqh+XnEF9b7pUN5n1atXt53gc9jRef0pp5wyzH8pSyxYfbD3\n6tWrTXdIvxSMvPlNJfnwoTADS/1bAo4Clt+C1gcqL9FOkl/JLwgUe3s8yQXRjWkKdIjaDgd3\nCV+4/KmGVjXS1pG2FMrJyMjI7QDb+b+2/tccZz9wbNLWhFOcofKiix8Nupz2i3O1XXht5M9p\nf7UvSCRCMZOPnIEDB961bt26y1jisAUZn805wR4UZqAWlD54hULbdezYceNNN9309pFHHpny\ngU3850Mu/ZyEoiD5zym1APlZ5QXaSfKbBKOY9R/SV8mml75KYJFXfRCAMrJROcAhajqb2kGn\nb7ut+gEHaD9ujiM9zo6jw4jPhpxA3mFEmnFNMVBR6uWsLPJsE6y57q/dvyovOvjxwePQ7t27\nz3/++edrrVq16lda0DkeqzDbd8qUKRv4P/YRxra73yp+CR+/cDzRUYWoD2y2QTvItjEt/d57\n75121FFHVbV7LxQm/0lfSd97fKb+zUVC8uZxBJsfyB6a7aEh+ZB8FEF/ucDjv3S4ygEOUSti\ncD7POuDPglViY6zJOEK2CRb9YHxmMI/7ETi6k0lLGQGeP3/+ktq1aw9GQWbw3OfBZ1ReEo0o\n4HfcccdNPv7445edd955r3o1L6z2feGFFw5/8803b+D/XA9NgE4Sv3ioO7Mxiou82UyDTPTH\nVnTS18SfT6IQixUW/0lfxWKStySnRUE/q/+VPkhyrOQ3iIXk10UjXfvLYFtHNS4HOEQth/Pb\nh12gB1ClL71q4fyeSbwPHW2c+I/EP/XySLuN+BHQYsh3kPYmkNcX5zdT5Qm/neWX3377LZvf\nevsCnEC8rvgv//L2448//mvWrFk5FStWNDl9fWfbowjl91zqeMuxxx57UNeuXY8jfgAk/SJ9\nGpM+yL8+QJbUnwOC7BdAIMhek70bIft+osu16fFXDnCI2pGv/12ojo28+YG0ERgdNsK7be7c\nuZP8DCJ8YbsZwWmAobwgmN6mTZtZY8aM6UBaNhsopTyj8pJICT8XC49f4KPLSDkjgdAqrovE\nLwk0uOSFX6699tqVfAEuyejmNvAdRDEfQrZ5XZ7K203t8R7Ve+/6668/UvolFvPkA0ykT9Uf\nmeg6IS/6YDfJr+qXaCO7SH6TYIj/klhIfl0s8iofSSSjG5MDHKK241iToYzYDqZKnb1q4fx2\nxHh+2O7r1Klja33f9/L47TPEW2BYr+RqR6Q4YeTIkfWIvM5zMUaVVZ7wc/jir/jl/vvvj7Hr\n9CSOXrKPJs9Cm8R/+ZO3ypUrX7VgwYKSyKiNrFeAWkDOWd9/1R6S35iNOEr/wTAWxC8uDurf\ndqt9sBnU20JfwH/XcZW9IftK9imCUEzt8U959bQJcoBD1JR8nbuSNXe51wAPxTGez9eqbWyE\nZBsT+YHR3W7kNWBbfjvSxg/Tpk2b2bRp07aM3tiIRe41wCovgZTwc4Hw+IWPJdmcEfw5DvCv\nHjPBk+KXfPALRwk9g/N7OM6sjQDbsULfeNiK/1wkPP6TvnLWEEre8iFv0leedonF8qtfunXr\nZhtofp8osTMfSB+49957n5C9IfvK4zLJm4dE/uUtavZ98s2jG5MDHKK2w5l9GidkIFW60asW\n9/b19REM6DhrCOcRH+vlMTryCPHD+I0dhbSvl96kSZN9+b1Nt8zMyspSecLPYY1C5pde/BOb\nQv0JG7ANE/85kMeeeOKJyr/88svmmTNnxhgN7tynTx+breGEQm6PfRP/JiZ9IH2q/sOZTaD+\nEqWws/qgfv36Dy9cuNDUiNmJm6tVq9aJazXZG7KvjCksyD4tdva4zQ5MmyAHOERNyRfb+zBU\nxueq0geM/u5hBszGjRttEyw/MKL0OGTTnVOOQWLUaUGlSpXu4TnbBTr3onWVl0BQ+LlA5Jdf\n/ve//9nU3v6QTfM9lHWvvw8fPlz858L7wQEHHLDHgQceGN+wYUPKDA7xnwtQfvmPUqT/pO9d\nZorF1L8lkMivfmnYsOHo8ePHX0VxdaCt++6772PYFKWIS94kbwkuk7x5QORX3qJm33vvHeWr\nHOAQtR5f0y7B0bUa+dOWmRZoa27amwPMgdXmHPudD2nncd80kfYiVyeULVu2KnntuMmErMNS\nefnDrzoY2nrrte++++7LZ5555vlqD+dMRof/mGVgTLsNMgc4Bz6tDz7HERf/SX6lr1ydLf0s\nfWA7H0emPz/77LPHcwZ9Y/T44dC0v/3tbzbLR/aG7CvZk/mzJ6OM3w/ogLQJcoBD1JR8Xf0G\nxyH3Wb/z6TS/Ji/O2pvlweriGP9A3hauvpFp+azLWM/0Sisrg1uVlw/8WJNt+L0M2Shn/KWX\nXrocQ2BsEbZH5qeffrrttNNOC037Hn300SuefvppOzv2SOgPRjyHwpNlxX/OTs+SX5jCgvSV\ni4P0s4uD/UWPSj4ScIRUPtZRvU+siiGtXwI91c8DQvrFQ0L6JYlEwctHsOyoxuUAh6vlzGko\nnatKmQlnIo6zm9Je/LZMIm9D8BlG4GwkzvIyVV4sX/iBYRZY2ii6F/YowvZoQyVeeeaZZ0ot\nXrx4cvv27WeHoX3LlClj/HcUtCe0+JZbbqnEVfwHCIR88V8Y2pc6SL+In11uFj97OMSQC/W/\noCF7w2cJi0jfJ+CQfLhApKt8JJo50pcUhyrSb5IGlUdh1OaLeLVcr2LOhK3BMQe4TK48czgs\nLzuYnnB865KWofJi+cKPox+qgmNHaAC07oILLhjC9XSoKNrjMf6v84HkzTffPAIHeFvI2nch\n9bORAvvwIv4zMGL5478/a985c+Zkjh07tgnlT3f+i/tH+gAcxH8Bjigk/uM/FIX+c15M7av2\nFf85PCB9DwzSB0WmD1L+cRRv5ACHqNWY4vwRU5e/y1UlO5LmA4TcNsFaFMwjbTyOxiKuKVOg\n161bt7pChQrvm2Lg9yov//iNBcfXDfvWrVs342LnuhZFe9hu33vZ/4dP7EidDyC1b/7bFxj9\nEHp569+//5oPP/zwTGo8CuoL3Wy1lz4wFPhKJf3nAuH+DT0/U031b4Ag+XUZVvLr4pD4K/lN\nACH5CJd8pHBpRG/kAIeo4TgG6RqqY1NuzeFyAg7u0UT+yehvnM2GLP0PNwcvqGTJK1AKLbk3\nB9hGKJ1Qvnx527SpO2RrgMtCKi898LuUtnwa57fCPffcsy/xf0Jq32ImH19//bXNQCgBWTA5\nvwXKkT4wOGKxYqL/bOTfZqeMKSbvq/5N/blNO5c9ZEqOIH3v4iD9t1vt+8ku6unxVw5wiNqR\nEd47WC8wIVglNjR4i92hN+Loblu7du2UXHkPM0XXdtxNGRnmmbk804PfZjOFclKuZ1ReAhBw\n+r/2zgPeiuLsw0eQKggoKoIFRSygKCAkMYm9xqixQCxRERVij7HE5LPEEgwmtsSKBYNdUUys\nmIhdsWEUY0VAFAUBAekIl+//37N7zp7jvZfL5XLZPeeZ3+89uzuzO2fmmXfenXdnS9r4faii\n73n33Xc3VPv2kU7QvmXYP3QB5CT1+W3U/sukD54h8NIvv0ubPrvYLjf2KiARsFiufT7vvPN2\n0+5PSiokr4jfntj7LECxWC4/zpf0t6y21Ky/oS/oC/ryff8jYpLmJQ5wglpPM7y3aCBzi4o0\nICqWto/Wlb7Lvd2iRQs/Y+nbXoOgtGtknHtoHDxLEW3CaC820zH3aLmGluQHv0A10JcAg3/q\nrX9MnTp14CuvvHKBLmxlfvSjH/lOjSeiUtS2Pf76179uN3z48Ixmgh+dPHnyqSubH/YlS7C2\n7VHf/HQh1J8ci17Mt+vYsWO79OzZE3svKGpDzpehQUiLPjN+qb/zEf2D8fNK9rfc3aShmUn1\nAgc4Qc23ePHi42Sg/K3fXNCs8FB91/dzKe2yadOmPZdLyK6cpOit9Ozwl/H4vn37jhsxYkQf\nxfmlWa/E08gvTiMDP+FAX/I6Udf944wzzjhEffQ7/8Ptt99+uBY5B1jrtdK/Vq1afd6/f/9l\n+++//4MDBw4M8nb+CrXKD/uShZcWfnK4D1JZD5B4BvjjSy+9dCz2XiQU6rr/kl+Wa/iLfREI\nzpd5naB/5FlorRz6R/ToVUHF07qBA5ygltMzwEM1o3uTO1JULM0KH6MB9BXeXm+99Xyr86go\nTcvrtH8v3RLpmSU/9xsEDYY6aeV+pXmWgPzgl1UM9KW++4ffwt5FfxqcNNS/99RFrqgtvKy2\n/44ePbrhgw8+OFH7+S6OwZKl2APs39/+9rfphxxyyADpwzqSodh7zpfSA8YHy7GnjIf0ghnG\nk4yfV85fKHhE03YnzQEHOEGtp8HxyTLSL8eLpNnd4ZoV9i3OS7X+VjxNjvF52t5i6dKlX8fj\n9Y3YSRtssEF/pTdV2uh4GvnlacAvywJ9yetEHfeP7zTgGKmr5HvpH/w4wq35fwre+lpl/x0/\nfvwfBg8e7EcfOkouknwjuamOy5chP1ENQ1rsgS6q2N4/EpVb/Xce9j5LA32OtKJ6+4K+oC/q\nK4wnGT9najv+y1ua9K7hACeo7TSTe5ZearW+ivRuVCw5v7vJKf6dZJnS3ld8zqFV3Mna3kH7\neAY4NyBq06aNvw/3e0kjHXOnluQHP79BE31RZ6jP/jFs2LDhY8aM6da8efOKrl27PnHooYeq\nBNlQXXso7VTJGnLKot19V4efcdxN0XVlD1qeeeaZ98tB32G//fabpU98YV+wp/XaP+pYn+u6\nf5Af4w3GV4wnGT/nx89jogFJKSxxgBPUiroi908NCF6LF0mD3fc0CB6hOD/v9UVR2lOaDZig\nfewA58KcOXNmapD/sCIaS8gPfoFuSE+eWrRo0cQmTZr4e8K5gL7kUPgiQZ32N13UGtu7d+97\nlK+6akWN+2+3bt3ubtu2bT89999OpZsnCWaP67h8v9VLtPxd60Z33XVX208//dSf1MoF6wv2\nJZOhf+RUos77Rx3rM+XLN5VZ0H/Fg/6bVwr6WwEL+sdK9I88yfSu4QAnqO3k/G6t4nwYL5IM\n1gaSbeQEV0haKS03iNZ2Z91W6bQCB1jObzMd00XiZxD9mZRcIL+y5dfgnHPOOeuTTz7ZSre/\n+XZaO1QzrBjoiylkQ4L6x9Y33XTTW68pXHHFFVeqdPNdwjouX0vl10D2I6i8nlH23Se5gH3J\noqB/5FSirvWP/DifM35hvJYzMHV8fsO+1L19KXjcMtdwKV1pkNJyl2qxl8mhzd3z6ErKgdU4\ndNkyGYZlXo9XPEjQj+IK4sN9ggPJD36hPuw1bty4LbW+hmYVW2uZe9HaqtIXfZMz8/rrr9up\nahL+B/ocgdByef3XfXennXbyp88C59eH1rE9uFrPKDv/ZTvuuOPnp5xyyjv+jygsr3xOx75g\nX9AXzr/SAcYbhsB4LTIHyz2/cf5It77kGjrFK8wAJ6jx9MIqz9Z+GS+SDOo0Pcf7keIqtPw2\nnianeLy215QhKZgBnj9//kJ9M/hjxTdSOvnBz2ozV/rgpYNX5gZr+lkV+uJbrfV86XHffvvt\n/voLO9s7Sqagz6IQhgT038l33nlnH7VJX83+yvwsxb5gT1eJPeB8lO302L/I+gV3szB+EY5V\ncf6lv9HfVrW/kO/J6V1jBjhBbadboA/QCdKOQi5ohsW3Mh8k58XSIZegFcXv6TTt4+9C5oIG\ns57hO9Bp5Jd+frpt+XC1px3JYCa1lu378t577/2Bbuf8rkePHjOV182SINQyv2r1TzO/v5w3\nb5710GFdyVFeQZ9NIRuS0n/V/gdiX7CnkV6uCnugvDkfCQL2L9Iy+ltEgv4WkaB/5Ekkv3/E\ny5rWdWaAE9RyegnWlbpq82q8SBqYPq+Bsmd55ctWFDwfrLibdULdXMcVzADr+ClK+4vSPAP8\nOvmll98tt9xy+BNPPNFfbei3fL8t+aGkVu170kknnaHbXAN90duIFyifKNQqv+r0TzPA/9CM\n4nn6A38D19+j9tV+3xaFPhuEQnX86L85RuhLFgX6EnLQos7tFf2N/sb4ivFkaGKwLyGI6sZr\n4S6pXuAAJ6j5NAN8o5zdG1Ukf64mCHKID/HJWfHLlD5BkaPCJC8GKa239rEDPCKK15tnN9b+\ntyhtTfJLN78vvviid9iuvlujl6Sj2lfNmtj23fHUU0/te+65556pZYPHH3980oQJE65SuQP9\nRJ/pv9gr7HNo0zLYA+wB9gB7gD1Izfj+paitSmGJA5ygVtSsWT85uQUKJkfnTl2ZnKJiLtVM\nb0Ga4k6Tk+sXG/lFNrmg73mOHzFihG+bbSYpmFEmvxwmrySen8p4ruRASYVkluQLte93CW3f\nHVS+0fqw+ndnn312A802/+Gqq656QOX9VPFBQP8iEsEy8fqHfclksKd5naX/5llojf4rCPSP\nvE7QP/Is6B9ZFiXcPwoaO40bOMAJajV9n/UOGdBbVKQBUbF0G+lxupX5cm/LOd5bi39Hadr3\nJq131yDVjlGbKP6BBx7opLQHte3bT8kvwfz0jcITnnzyycumTJmS0eeJPPPvOwCC4Pa96KKL\nuj/99NPzb7755qsVeZtksdp3i4S2709Vvu8kTTVLvUxvgR6kcm6mbfRZEOi/2CupQQb7jD2w\nHmAPsAfYA8anKRvfP2+dLZWAA5yglly8ePEJcmYLZnl1e9AwzwBLlk6fPv3leHG1/+lyNLbQ\nMZ4hjocJ2v9IOR9N5YQUzACTXx5TEvidfPLJ68sJXqI29MWKKyR3SoI3NEfl22effabIAX4q\nX/JMUtv3aZXxL5JFuluhwTrrrHOB6uBnl3MB/cuhyETtS/9NrD5HjZXU/kb5OL8xPgh7AfY0\nMgfY04gE442IhGZO6thfyOec3jUc4AS1nd4GOFhXhT3L97uoWBoc/0Lrl+gqUcV6663nZ4Bz\nDrKc3wu03VNp07SMO0ibyPn1c5eNtQ/5JZifPlewmz4V5JdE2QFuIWkv8eewMilsX3+uq+tG\nG210yO9///uz27dvf46215GgzzXvv0379+9/qy4e9N13330X7bfffjfAD/snHUijPXCxHTgf\nZTn4RWacz0MWKTy/hSVHnyMQ6HPZjccLXqob6UFalzjACWo5zdb+Tc7sc/Ei+blfxV0th7Zi\n4cKFn8TTFHe7Znpf0LLgLdAzZ86cuv76618j49RI8mL8GPLL00gCvw4dOtz41Vdf/V3t1FAX\nP15U++TaOAnlq4W+fHrBBRdcL/1bA/3LZGrB7/S5c+ceJmk0ZMiQNfWNyP/lNbZW+WWwB3mC\ntWgP+OXx1Uaf4Qc/xi/SgZSez+m/9N9K+28MS2pXcYAT1HRygPaRsztbRXohKpa2t5LsJ2ei\nolmzZk8qfmqUpuWuSttOaXaAc991bdu2bSsZ230ljZXm22nJL6H8NFM6fdq0aWOmTp26ZufO\nnc844ogjlq3K9p0xY0aPiy++eAv9x18l10rOR18S1T/WU5v4bgAPmDJNmzb1d8GHedsBe4D9\nw95zfstaA+yBODAeYvzHeDc0CPUwPpgZ2Z5SWOIAJ6gVNZs7UcX5Ol4kDXZmSiZoMFyh2Yt5\n8TStf6403zZbMAOsfRcrbqLS/B1g8ks4P82WfqQXYLl9g2d/1WZRqPP2HTp06C6TJ09upT/w\nbdf/J/m39OU9LdEXQUhAf7tO7XG4yrHRFltsMXnvvfcefeutt6pk2ZCA8tkxx77QHpyPOP8G\nvQB7EBoDLbDPeRZaq/Pxi/gy3k3O+begsdO44W+LEpJDYJGcYL9FNxd0RWeJNhZZdKJZmkvQ\nioxBEB8uc0kLFiyoUNxCH0N+8IsUI9QT61M8PNe3b9879LZx9EVUEtDfPrv++uu73aZwxRVX\njNRLPOxs5kICypfBvuSaIwn6Qnvkm4P2iLFgfJCFgb3KKwXnjzwL+sfK9Y88yfSuMQOcoLaT\nceqmAe/7RUXaUI7v9uqsvjW2dVFaF6V1k8yIx+vlEs21vYPiGym/D+NpWie/PJCy43fCCScs\n1TPHsydMmGAd8R0CDTXz/PMPPvjg3W233XYx+rL6+4duSW+uPmzdpP+m3F7p8Yae6mu+UNlU\n4otMfpkV9tkgsoHzUUQikym78xHjF+xBXv2DNexBHkgS7cEX+eKlfw0HOEFtqFm4BzVjW/Cp\nI70Y6x0NmO6zA7xo0aJJRcV9VNsfKKngFmjFfaO4+3RyaUx+8IvpzKN6u/AHV1111XR9nL2j\n4s+T+FbopdKVh7Wch76gL9KDKGBfsiRqZU+HDx/+0b333nuM+pT72BhJD4md4Frlp+NoD0FQ\ngF+WQ4bxQQgiu6B/ZDnQP+gf9eEvFHS+NG7gACeo1fQSrAs0CzxERcp9u1fO7x7a/qPilzVp\n0uRNredeaKX1MyS95Lz4Od87JEHQLN6G2v+P2mhMfvDLakXwG9eXbRXjFy7t0KlTp3u7du16\nidbRlxLob2pH24NvJX5e6n7sweqxp5999tnp4m/n1y8120ryQ8lztMfqaQ+xj9u/O7QdBNqD\n9mB8FXQF+ocwYA+qtQejs1azNH5xgBPUjprhPV2zwC/Fi6TZg+HqkLM1o1uh794vmcwAADkI\nSURBVMW+Hk/T1d8/yGneUsd8FY8fO3bsxO7duw9UfHN9/DrnTHsf8suTKnN+80XiFNM4+uij\nG+giylT0pTT6xxlnnHGQmvU+SYXkV7IH+2IPREKhPu2f3rh+l+z2WfpbO8B+9v5jSQb7bArZ\nUJ/tUeb2PkKO/uVI1K89QP+y4LF/eQVMs/3L1yK9azjACWo7zfDeJmfXr3w9MSqWrkz20/og\nOSiZ1q1be2bn6SitcePG12u9u9Jmadkmiu/SpcvmGng9oGMz2of84BeoBvqS7SGl3j/mzZtn\nxzd6weEe7du33wJ7kG37+rSngwYN2nvkyJFrjhs3btF//vOf3VWCL12KNOnfM8884/PNBxLf\nXvpMffLDXom4Qpr0hfEG47Ws1up2Msanpdh/n4vatxSWOMAJakW9rfA4ffezYAZYcbfLMf5C\nTq4/O1GgfJqxO1nF7ywpmAHWW30/feihh/oovpn2KZgBJj9RCQP8siDQl0gjMn6jbur7m2zI\nYarRvhK/OO/VAQMGfII9yLZxfbavru6fvNdee3WWfCUH+JVsCTKZtPS3Bx54oOf9999/rsq9\nm+Q0SY/65Id9zmpMWvRFpWW8UQLnD7Uj40nGz4Hxqc7eZ61Tun9xgBPUfs2aNbtFtzTfqCL5\n2bEgaDB7pK66X+FboPU88GRFPpdNCT7ZcqUc497a9sxwhyheg93NdMwwpTXSkvzgF6iGdAF9\nEYlS7x/XXXfd14cccshxqupakrtLvb6qI/avCns/f/78fnffffcgPY+c0ffGNxKrwZIgLM8e\naAbH7wSQH1/RSAf4TdbddT5qozjOR4KxPH6cf/Xqc8Yvz0lVgoC+ZDlwPkr1+D53ITdU61Qv\ncIAT1Hx6XvdsnTRfLirS43J+v1N8hdLfjacp7k9K8+3OBW+Bnqyw8cYb/0bxjXUVvfihdfIL\nIcIvCwJ9ifeqTOr7h2pje+BngINA+0YkgmXq23dF7P2555672cyZM/1deL+M61LJUIkvGGSW\nZ/86duzYQced410lcyVPSlopjvORoXD+FYVMBvsSYIh+ysq+qNLUN2z5crMHkcKneYkDnKDW\n0wzviXoGuLmK9GasWH5z6EBJhdLe0PKbWNqRWt9eHa9gwNuhQ4f1FPdrDVT8HdGW2of84Ge1\nQV8Egf6BPZAapNKePvjgg7v/61//WkflPz7sz9Oq0+fmzZt3kwMcvYnaM7nrSwIHODy+yvNH\njx49Gl1zzTVX6aVqfiznNclMyT4SzkeCoIA9FYTq9E/JjF+sKdmAvogD+pLq8+87kTKXwhIH\nOEGtqFvNXpDT+n68SNr+VLfOPK+lX2wTDVyCXRT3mhzdWVraAc4FzfrOkeP7nNL8HWDyg1+g\nGwnXl6YJL1+G8mVNDPYlZ2qtE/Vmn995551x99xzjwfRnpHdWfJ/kt9U1x69evW6derUqT31\nBtrGuh31qYULF76nY4JQE33WnUS+6PpUeEi91rcm5eP8Vn/6R3tke0F1/a0+7QHtQXusTvsX\nnRPSvMQBTlDrydH11fnW8SLJifUM7gaSChnepkVpbZ2mfXyFPxf0sixNJjdqp3hf8Sc/+AW6\nIX1Iqr5cpwKedNRRR8296KKLXt1qq63QZ/pvpLPYv4BE8OP+a+fXwcvgfFCdvdcnzr7US5Qe\nmzZtWqN27dqdo/Xg4CCD5NqDoIwJtleUL6dF+r4X440cDeks9iqkQf/NgijV/pFT+hSv4AAn\nqPF0Rc8vGPGLa3JBcc0cr4gKv5Qkl6AVxbfSwmlL4/F6kZbbtbXS/RIT8isjfjK2zfTZlY31\nwpsFbdu2TYO+bCVdPcX6qzcOttCbZ7udf/75/qxXLqDPORTu89iDEEe52b9u3bot0RulJ44a\nNWpjXQz9SBgGGcXy+odmfltpJrdCA9I02IOwdTm/RSCW177qB4wPBKvc7AH1zfYQ+kdkKYI+\nUG/jg/y/pncNBzhBbafbGUbLqHlgEw+faeNVDV48A1xwq7P2HaP4OUoviNf2XB8jaUx+mXLi\nt0b//v3PnTt37g904WNJp06dOksHxkqCkFB98UyWL+B41tcv65mkpXU3HtDnPI1y0mfXmvqG\nbe/+e/LJJ8+RTD/44IOvzasE9j7GAn2J6QvjgwAG5498B6F/0D/qxF/Iq1R613CAE9R2upJ1\nrE5Y/nbnM1Gx5MjsqLjjNPjxS1tGKv6rKE3xh0l6KM0KnRsQab91td1fab4Feg0J+ZUHv23k\n/PqlIxldTGmo2x5P0+rD3naoTl/efvvtkzUD26h3794NtGt96ssr+r/jJOdtu+22rfXCnY3D\nbfSZ/utPzWD/1CEcquu/SsbeCwL6wviA8RDjP9tLB+xBnduDGVmypfGLA5ygdly0aNHFenb3\n5XiRNOh5Us7MEsUt/eabb3Kzed5HLza5Uk5zJ60WvBxr7Nixk3W73Pk6ETSRASj4DBL5mVw2\nlCC/L1WzBZImauel+gao39yaC1XV99BDDz1eO62vY5bprbE75Q7QSj3py536qzsvuOCCXazP\n0lv0mf4bqGE96V/wX1X1D+xpgIf24PzLeEO9AHuAPRCBsh+P57UgvWs4wAlquyZNmgzR4H+I\nijQwVqwj5cT+2dutW7eerMV/ojQ5y1dqgNhTx/jTSJ71DUKXLl06Kn6YpAH5ZcqJ36xTTz11\nqN4We3L79u0b7LHHHs8PGDAgUotMVfqiOwb66fZ660pm3rx5u+gA3znwXXjgCvNr1apV55Ej\nRw6TA95g5513/ofy6Rfm5cUK54c+Yw+sONg/7L31AHuAPcAe6CTN+M9qgD2oX3/hhQB6ifzg\nACeoITUD3E8zYC/FiyQn4o5mzZrZ8V266aabPh9Pk9NyipyXznJcPPOXC3rT57gRI0b0VXwz\nRRY8T0l+OUyZUuS30047XSLH122+VC++yV0sca2rqq/iR+piybHeR/r3sWbCIuc3Uxt9OVNB\n+S31X9533329nG8UapMf+hzRy9SqPeAHPxHg/MH5MugI2APsAfag6vEQ/aPa/uFHKksm4AAn\nqCk1A3yHilMwA6xbUvspLpgB/vzzz31raO75TDm/18vR6Km4ghlgvUl3C8U9UNkMMPnBr1hf\nrr766qs++uij/nJOG+yyyy5vHH+874jOhtroi/RybznVnkX2bfrbaNFYstjbtcmvVPX5mWee\nuUfPXm/etWvXeULTwnwcSrW+2Cvat/iOJOwB5yP1CsYvjNcC44g9SLw9eDF7FiuNXxzgBLXj\nwoULB8oJLpgBXrx48b0aOE7XzNySGTNmvF5U3LPlaHSSozs1Hv/+++9P3H777Y9VWhNJwQww\n+cVJZeAnHLNnz/5kn332OVbPmteJvkjnhirbC6WXfqb4Jd1WHTi/Jo/+mUIQet14440dvTZ6\n9Gh/z/UQSfDCMvqvqWQD+hKRCJbYK2Ggf+R1gv6RZ6E1+gf9g/Fu/fkLBZ0vjRs4wAlqNX2v\n8QI5uneoSBdExdL2PnIkLtSV84p11133E8W/EqUp/kw9H9xDy2mKeyyK32677Tpo/WKl+TvA\nd2id/ODnF1rVi7489NBDd7z77rsDNKPcuFevXi/plqJINX2Ldcnp85AhQ87UxYPLNtlkkyUn\nnnji9arsuVGFq6nvluqbflt3Rhe41tBFgy2jY+i/2CvsffACvnqxV/Q3+hv9jf7G+bdG/sKb\nEadSWOIAJ6gVlyxZcqcGxQXP+cpp8bd+/yEDvUwzxBPjxdXg+WHtP1bLgleTazA9Q/F+CVYj\nrZMf/AK1qU992WGHHYaE+vdcXGdLUJ83+/LLL/2IQoOvv/7asnEN6/uY7vaYrk9PrS8HeL76\n6T3RcfTfiEQwKMP+hTjqs/9y/shCL0F75XdBMD4I+xTtm7e12JcsC/pHXieq6x/5vdK75m9+\nEhJCQAPh3hp4dI4XR0ZpE/m+vRXXWy/Dyr3p2ftIOXfQ4gc6xunx4OcJHec08qtnfoMHDz5J\n7BdJxkjaSWgPQXAoQX1eW9WK7GgDvZnTd1/kQjX1nX377bffd/nll48eOnTokzpgUu4g9CWH\nohp+2L8cJexLhAJ9iUgwPsiToH9ELOgfEQn6R55E7fpH7PjUrjIDnKym+1bF8Xdcc0EO7EJt\nfCtnd5lmiHNv5w13mCPn2MdY4mGp9v9WaX75EPnVI78xY8Y0fO2117YQd78tr6vkLMkVtIco\nKJSgPr+jRxfu1N0Zv2rZsuXCPn36PDpo0KBsZZdTXx03e+utt/5Su83MHZBdof+GQCJ90fsP\nGunzXmsVccL+oS+c3+rx/MZ4I+hw2Oci+8z4NABSbuejUAvSu8ABTlDb6ercVxK/ETEXZFhm\n66TjQfIyrRec7BU/VXFtlDY9d0B2ZXF4TGPyq19+GrBPibXFMq37AgbtEUIpRX0eNmzYaXrb\n9Td64VdD9bePYu3vWUr6bwiktvbq5ptvXu/JJ5/8qbL5ueTXklucZW3zC20j9pTzh9XIAfuc\n5YC9Cjl4gX3JwaB/hCg4n+d0oiRWolv3SqIyaa+EboHeVbJtvB4aUG+hTreHjPHuil8/nqb4\nnSS7W+LxjRs39m2ZQTz51S8/Pfu6/UEHHTRR/H3R4t+SK2kPUQhDCvV5ZxV9Rxe/uv4m53cX\n90P6W933t1GjRv3Y+CU+X10mCUJ17aEdsH+CkML+lm1c/dK+WRScP3IqgT7nUdA/Qhb0j7xS\n1Ke9z/9reteYAU5Q22kW6Sa9NfaVeJGk0K9qVtFvlvVLsMbF07R+l+RlScFLsCZNmvT1Rhtt\ndIMGEI3kOL8WP4b84jRWDb/jjjtuxj//+c/7o39SeyygPbI00qR/hx9++G9U6l9K7HxdJKG/\nCUJ92xc9V/31okWLfPHPd1R8JokC7SES9d0enI8i9cMemAT6l9MHO+iM1/I4sM+l3T/yLZ3S\ntTVTWu6SLLac32tUsRskb0UV1GDj53Ji/ypntkKzTB8o/rkoTcsLlPYDLf0d4JzDtfHGG2+k\n/f+mtMaKJ7+U85s5c6Y/c7WB5FPJ47Tvqu8f4lyhC1J2fBtKHAZKPqe/ZTL1rX96qdwGus08\nM27cuBf0LPDxQWtkf7B/4lDf7cH5KKeB6B/6x/gq5eMrqTDj55r7CwUTdDlLmNIVHOAENZwG\n3B7cvRQvkm6pvEdXFf2M71KlFyif4n8rB7mzll/Fjzn44IPHP/LII0crrpmOKfgwOPnlSaWB\nn2b9tx4wYMAVKvVgifvrb9S+N9C+2XZcVfqsC0hL9Q9nS7pk/ykzWvpyJf0tk6lv+9K+ffvp\nv//975cuXrx4uL4pvThsD8+2YP8Eo77bQ9w5H4k7+pftiehfZJF0tZTxWg4G/aO0+0euoVO8\nggOcoMbTswxDZUBvVZFOjIolI9Jfg/FB3tYMsWcC/VxpELSvrz5216B8lpZ+GVYQHnjggU5a\neVDH+RjySzE/zf5219u/w5YNFvupfUfSvlkkq7J/XHjhhX0vueSSbvqnBZK/qb+9oGU59LcN\nVc+zb7vttiOPOOKIdi1atMC+YE+lEoHTx/koIBE4O5x/xYLxBuM1dwnGp2UxHn8+NH8lscAB\nTlAz6jm34+UE+5neXJg7d+4da6211peKkB+0pGB2WIP/UxS/pRzdghng999/f/z222//S92q\n1kzHjM5lphXyy9NIA7/WrVtv06RJk8ukG+uo5O6v/6R98224KvV52223fUz/9GD0b2nQF5W1\nLuyB673tE088scabb775rt7CfE7EwEv0L09jVeof9p7zG/2N8Qvjv6y9LaPzb1DhpNc3fxZM\n7xoOcILaTt8FvUazTP7Eh78dGwTNvhwmB/dPcmYrlPa5Ij0LFQTN/P5JKzsqzTPDnvUNQpcu\nXTbVyo1K1/tjGpFfivmp/XccMmTIjGOPPdYXO8ZLnlX7bkb7ikAms85FF130iHS8x2GHHbao\nR48e9I+6sQddxbaxAevCi99Kf6ME+4I9zXA+4vzLeIPxlc8NDtiDsrMHBRNqWS1I7y8OcILa\nTs+4DdKLrnIOrou2dOnSUXJkL5UTXKH1D+LF1RWi67TtgamfyYqHKdq4ROmNdWzBjDL55TGl\nhV/Lli3dvkPzJc/QvlkYl48fP34HrTa8/PLLm/Tv398OcC6kpX1V4KT1Xzu8Zxhk165dn9KA\nd7jXYwH9C2FgT/NaQX/LsaB/0D8YrzE+jQxCSdqDqHJpXuIAJ6j19AzFoRpsfqci5V52pVlf\nP4PYxw6w1p/Vumd7g6C4n2nF6cUO0jpK66P4xsqvQkvySya/A4488sh/rL322s3OOOOMcZrZ\npX1XTJ87SLdtw9bQ4HtNzQRvrfUJkiDQPyISmRW1B2fqyDv1/PP/bbfddhtr3bYkfgFmRfML\nCkJ7BBj8A78QBec3zudSBcYvjNcCi4A9SLw9mB2a7pJY4AAnqBk1iH9PDuukoiL5+d6xSrMj\n65fR5IL2/UiDSn+qpWAGSW9+ni9n+j0l+TvA5JdMfm63OzXr32r69OnLrrnmmg11qzPtu2L6\nfJnucNhVXWOtnj17vr/nnnt+dOONnrzMBvpHlkMt7cEYPQM9WjlYJ7Ev2NOsMmUyK3I+aqGD\nFtdS/zL03yxy+EWqFyxXRP+CA+AHP8bPmTq3pwValdINHOBkNVwjFadhUZG83Uh+QYVeitIg\nnqY4t5/TfFwuaCZMUdk0RZJfcvnZCQ6C2quBbqekfVdMn0ffeuuth4rbcW3btl2ogQ78Voyf\ndQ/7ku2Cmchmaok9Xfnzx7nCerlk4VlnnXWsLkwF56pQ30LiwQL9C2mgf1kQjF/i3QP7HNGg\nfySrf0TtkuYlDnCCWk8dfHNJu6IiravtTpIKnRh8RT0XdIV8U+3vtFa5SK3IIWiqfbfQqj1h\n8ksmv2Vqn36aqR+qZ3ybnHrqqZNo3xXX5zZt2lj3fZsu/QN7IDUoT/unz6V1+eqrr9baeuut\n/xtAyP/U+/lDd7W01t+fJvEFqWZff/31JVp+LeF8lMnUe3uIO+MDxkNSgyCgfyEIxs9ZELX1\nF0KMqV7gACeo+XSbxpNyWN+KF0nbfvHV4+EtHP4cUi4obZRkkjpywS2K33777axmzZr5UyZ+\nkyv5JZffiOHDh49TGx3g9lU70r7oc4b+mzNxnpXF/oU4qrL3AwcO3GHOnDm9ZT8a6JMp/bT7\ntZKlPmx18NNzfD4f/URix2upyjVZ5fC3yzkfoc9Sg2yoSp+xfxGh1dN/GU8yfo40sLrzR7RP\nmpc4wAlqPc0G/kbFaSl5MSqW/KKdpYRn6VlHPwPsNzr7SnoUTpCx6ql0vxhrSBSpWbENtH62\n0nzF3VfjyS/B/N54443zFixYsKx79+6vqa1oX/SZ/hsaM+zf8u2BHo05Wbbes61rzJs3bzst\n/Rmrd41wdfCTA+zz0QGSwZJvDj74YC8f4ny0etqD8QHjIfW/IKwOe4D+lZT+eYxaMgEHOEFN\nqVvHzpWxsJObCxpMjJDRmqfBw1LdSlYwm6v4i+UYd9bSr1mPh0naOEPSTIMjv8gmF8gvh8KD\nw9XOr1+/ftvoindztbtvif4/ybNRCZNQPvQlao1g8Lra9YX2oD2K7f3ChQtflf3YW+eIhlou\n0vLziNJq1BefxzwLnDn88MMbasH5SBBWY3u4KaLA+CAkQXtEKsH5LU8iQ/+oQf+I8UrtKg5w\ngpqucePGt2oW+BYVaUBULN2ff4ycXL9MJLPeeuvZ0f13lCbj/Xetd5fMkrSJ4rXcTHKfBkMZ\n8ks8vyPUVg01aHXz7S5xn1zijUra1y/nGXDSSSd1+fOf/3yy9IH2pX9gD8rc/l177bUPvfnm\nm5d98cUXmd69e4/UN7Fn2n44cP7gfCk1YHzAeAh7wPi5LvyF5wNFKpEfHOAENaTeYttPjlDx\nDPBQFfELxVdMmzbtuXhxFfdrOcdbapBTMAPct2/fTx966KE+cn6bLlq0qHgGmPxCiEngpzI8\nqgsVR6lIWl02RsvA+XURKynfnxR9+owZMzKnnHLKjHvvvfdMtf2r3jcKcppp3xBGJfyCFPpH\npC3BRRb0JeX6ctppp32Evc82IvYv37exf1kW2Pu8TtA/8izoH7XqH7kvl+RJpncNBzhBbae3\nAN8hp/UGFemUqFjqpEdr/S+SZfrUi7+B92yUpuXfld5bTrCfuVo/ih8xYoTfJn2v0tZUnuSX\nYH7Dhg373wsvvLDm/Pnzl+lt0FddffXV16sdO0gGSYrb96eKayLJ6Hb5JnrxzbBWrVrRvglu\nX/ov9gr7zPnINtsBe4A9wB5gD7LWIJX2oGCCLqpHWpc4wAlqOc3WniIH+JV4kXTC9DPA3+rK\nXYUM59tFaecrzc6uHeBc0Ezy53J8T1RaEx1T8NA6+eUweTCy2vmpXR/eZZddZrt9+/Tp8wuV\n7lCJ++Uuc+fOPaJ58+b+1FXUvrcpvrekYt111x0nh/kardO+9A+pQXAyXe36jH0JmoL2yGPI\ncD7Kw6B/FLDAXgkH/aNAJxjvhjiSMD6tzl7lWy29azjACWo7PQPsF4X4O23/jYolBdxZTuxZ\n2l6m213HaplzeOQYnSDZQXH+7MTDkii0U/zZOq6RIu6SkF8K+OmixSKdDN1mvs2ktS6IDGzR\nokUXrUfte6vW39xyyy23GzRo0O/Uvr/VNu1L/5AaBJ/MSKI98MWbOyQbjhw5cuq+++67ntYj\nfdZqELBXIQjsPec3qQL9g/FLYBGwB9iDhNmDgkm48LSV2gUOcIKaTjO23/sOsAzgB3J0Htey\nQrPDX8aLKyd3lLYnS3zCzAXdHjtL+z6m4xorsuDN0eSXw+RvZNYLvzFjxszRy2mW2x4bbbTR\n2I8//tifs3K7DdEt734meIIk3r7/vfDCC8erbbuq/LQv/UPqkQ31pc8raF98i/4PJY2GDBnS\nceedd75B36qdGhY5WKxgfrlDE1pfyldor/y4BuejUCs4/+a6R72df9G/PHP0L8+C80eWRW37\nR55ketdwgBPUdnJqNpeB2jBeJHXSttruJFkmRW0ZT9N6R4nTWktyQbfNNtVxWyiikfL7Xy5B\nK+QXp7HK+fnzH8P1xuYD27VrN1uztqP1jeYq2+Oyyy67XS/saKdjWkkmSi6X0L7os9QgG1LY\nf1uo5O4HfuSgoS7yWZ8L7Bj2ynSyIYXtGxXdy44S7BX2yroQBPQ5IhEsO+qX/kH/yClFCvtH\nwcXrXEVSutIgpeUu1WL79tdgsBhVUIPGBpJG6ihrykH2rbHx4M/n2MktuJCh70J6vzWdpmWV\n+U2ZMsUvVPIttt7PYaXyq+vylUB++4rpzyUN9Abvtf1yMjOW5ILaqLh9ZypxYrgD7SEQNdXn\nEtCXoNlLrL7nqFI+aS7ad999R+mWfut7rewV7Yt9dgcpsf7hKkUBey8StG+kDsFFw+LxQT6R\n8VrAAn3Jq0Ql48l8Yt3rSzzvVK4XDERSWYMSKrSe8X1Pty77I9zx8JU2/OyvJk8qZsUTpOwf\naVuLZfFbZDMLFiyYr1mV9xRv57jS/CZOnNj8zDPPHKnj/Uzex5Je2rfW+en4Oi1fieQ3R/UI\nLlqIrZ/hnlRVe5RIfVWNTI30j/oGHbcc+pvveGgvaTBw4MDjtNxSfWCF7RX6Ujb6oqbOBulJ\nOfSPqLo+kVNf0ajJ+EW7Md5AX4K+g77kTIhXVom/oHy/198K/jWlGzjACWo4Ob+HaqZ3nor0\nVFQszXp0U1wfnRwr9Kbgfyrez/xG4WdK664NDyj/EkXq7cBttH6Y0vyM6ALJ9/J75ZVX1lZ8\ndCtiR60fIKl1fnVdvhLJ7wUxvVRtePxOO+20dr9+/bZQm/h5yO+1R4nUV1WTUtVA/6hvgKqc\n+luFalxO9XUDU19BwB5g77H3NgfYA0PAHqTaHkRfJHFTpj7gACeoCWfMmHGFnGC/5dmOaxAm\nTZr0wjrrrCO/aY2KV1999RNF5tKmT59+U9OmTTddsmTJN/H4wYMHT9fs7uU66TTSm4TfiqdF\n+c2aNau70k8M/iR7W+7EFcwvuM369ddff7Vjx46DXb5HHnlkovJbK8wzo1nmWzUTvYluUfFt\nvbl4zQTNVhmvcPn0LVu/6CmXVoL5/VXf6r3mmGOOOXTmzJnlUN9MmbUv9S3t/kv70r6c33SS\n5nyeHdlwfkvueE3TlK+rlXJj5Gi8W9fjZ/LL9oW0/wa3Z6a9EiVQ/h1VhzdKoB5UAQIQgAAE\nIAABCEAAAhAoTQL2WTy5luqAA5yc5rNCRS+jSk6pKi+J7xzw7b1/loyvfBdiy5iAb6ffUnJl\nGTOg6lUT8KeRrpO8X/UupJQpgb1U716SQWVaf6pdPYGrlTxM8nb1u5FahgR+qjrvLulThnWv\nzyov1p+l3vmtT2D8V2kR8C0myyQ/Kq1qUZs6IvBH5fNsHeVFNqVHYJGqtHfpVYsa1QGBs5TH\nm3WQD1mUJoEZqtahpVk1arWSBAboeL9IjgCBGhFoUKO92AkCEIAABCAAAQhAAAIQgAAEIJBy\nAjjAKW9Aig8BCEAAAhCAAAQgAAEIQAACNSOAA1wzTuwFAQhAAAIQgAAEIAABCEAAAikngAOc\n8gak+BCAAAQgAAEIQAACEIAABCBQMwI4wDXjxF4QgAAEIAABCEAAAhCAAAQgkHICOMApb0CK\nDwEIQAACEIAABCAAAQhAAAI1I4ADXDNO7AUBCEAAAhCAAAQgAAEIQAACKSeAA5zyBqT4EIAA\nBCAAAQhAAAIQgAAEIFAzAjjANePEXhCAAAQgAAEIQAACEIAABCCQcgI4wClvwNVU/Ar971LJ\n4tX0//xtsglYL75LdhEp3WokYN3AdqzGBkjwX1sv0I0EN9BqLhr6sZobIMF/z3klwY1D0SBQ\nSgQ6lVJlqEudElhLubWr0xzJrJQIbK7KrFFKFaIudUagqXLqUGe5kVGpEeioCjUstUpRnzoh\n0Fi5bFwnOZEJBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgEBtCKxRm4M4\npmwJrK2at6mi9vMUP72KNKJLm8AvVL1PJP+ropoNFf8DyYaSdyXel1AeBDqqmj+W3F1FdTdR\nfFXnoclKW1LFcUSnl0BzFX07yaYSt/F7ktmSygK2ozIqpR23uaq3taSR5EPJR5LKArajMiql\nHddS1esh8Tj0NclXkqoCtqMqMsRDAAIrTOAGHbGsCrlnhXPjgFIgcGKoD2dVUZnOiv8g3CfS\nHTvKG1exP9GlQ8AXzN6XzKmiSusrPtKJypZbVnEc0eklcIyKPlUSb+9vtX16JVXCdlQCpYSj\n2qluj0jiuuH1URI7xfGA7YjTKI/1I1TNaZK4fryibetCccB2FBNh+3sE1vxeDBEQqJrADkqa\nK7m1kl3eqiSOqNImcJCqd301VfTM3m2SDpKjJaMlu0mulbwk6SLxnQOE0iPgK/T3SraR2GZU\nFmxPHP4j8SxgcZhZHMF2qgnspdLfIflM8gfJo5LdJSdLbBPc3ndKHLAdWQ7l8ttAFb1Psovk\nAckdkvkSXzA5TvIvyY6ShRIHbEeWQ7n87qyK2jZMkNh2vCo5VHKe5GXJtpJFEgdsR5YDvxCA\nQB0R8AnKA9ln6yg/skkvgXVV9LskvhLrAYmXZ0mKw0mKcNrAooQTq4gv2o3NlBI4WOX+UuK2\n96BkjqSy8DtFep9dKkskruQIPKsaub33LqpZrzDed4ZEAdsRkSiPpW2AdcMzesXhcUU4rU8s\nAdsRg1EGq4+pjtaB/YvqOjSM3ysWj+2IwWAVAhBYeQJbKQsboL+sfFbkkHICr6n81gVfqfcV\neq9X5gB7PzvIrSXx4FtjF0jeiEeyXhIE9lMtrA9+H8CBkjGSqhxgzxBXSPxcF6G0CfgC6usS\nO7l+Nq84fKgIP+8dpWE7igmV9vaxqt4EyQmVVPNwxdmmXBRLw3bEYJTBqi+aD5Z4djcefGeZ\ndSP+CAW2I06IdQhAYKUJ/FI52ND4ZLST5DTJsRI7xoTyInCDqrtnWGU7OdaLYge4keI8++eX\nXlUW3lbkYon3I5QOAV+Jv1SyTlil6hzgD7SPHZ91JX6+60zJPpJmEkL5EGiqqs6WjAurjO0o\nn7avSU19y6vPMb+K7YztiMEo01U7ww9LrBtdQwbYjhAECwhAoO4IXK6sbGg+DpdetyyVXCVZ\nU0IoPwJVOcDRS0qerQLJM4q3/rSvIp3o0iBQlQPcXNWz7Zgi8UuQInvipW1MbwmhPAhcpGq6\n3T3D44DtyHLgN5NpKwjTJL5A0i4Egu0IQZTpoovqfYnE5xafQ86WRAHbEZFguVwCvi2JAIGa\nEOge7uQB688kG4dLX4n1zM15EgIEIgJrhytVfRrrmzB9regAlmVFoJtq6/NPG4lnjD2o8VV8\nX2jbXPKoJJpF1iqhRAn0Vb0ulPjTaH+UOGA7shzK/dfnBj/7aSf4txKPPRywHVkO5fr7G1X8\nAonHpOMlIyVRwHZEJFhCAAJ1RuCnyqm/xLerxYOvys6SLJTgzMTJlMf6gaqmZ2+Kb4HeKIx/\nqAoMD4fpdnYIpUtgjKo2p5Lq+Ur94RJ/I7g4eCbQOnVZcQLbJUWgn2qzWGLHZhtJFLAdEYny\nXdrp9QuxbAeuLcKA7SgCUmabtg8bSAZIxkq+C9e1yGA7TIEAAQjUG4EH9U8+UfWqt3/kj5JC\noCoH2LfE+wVHz1ZR0OcUb51Zt4p0okuDQFUOcHW180ywdcNvfyWUJgHP+rqNPYOzZVEVsR1F\nQMpss5Pq6zsCrB8rehEM21FeyhK1tx1hB2xHlgO/NSDgW9AIEFhZAtPCDNZe2Yw4vmQILFFN\nvpZUdRur4+dLfPcAAQJxAtiTOI3SWveLazyjd7HkDcmPJH7mOx6wHXEa5bXu77m+KOko8Qzf\n+ZIVCdiOFaGV/n39VvnXJNabTSTYDkEg1IwADnDNOJX7Xv5MyVsS35JUmc5sHQL6KFyygIAJ\n+PlwP9vp29niYT1t+JZH65RfYkEoPwJnqsq2F0dUUnXsSSVQSiDK547bJadLHpHsKpkqqSxg\nOyqjUtpxO6p6z0taSPaX3CKpLGA7KqNSunHWh3GSUVVUsSKMnxsusR1VgCIaAhCoHQHfYuJb\nkvzSknjwM3w2QM/EI1kvGwJV3QJtAIdIrDPneiMW/MI0xx8Wi2O1NAlUdQv0oaqudeA9iWcF\no+D1pyRO2zmKZFkSBE5SLdyuD0saLqdG2I7lACqx5GaqzwSJ3yXiuwKqC9iO6uiUZlp0sbx7\nUfWsK76I7s8qRgHbEZFgCQEI1AmBPZSLDc10yZWSPSV2bOZIZki6SQjlR6A6B9gzPu9LrDeX\nSqwzfqbL2x4EE0qfwBhV0TaiONgB8hV9O0TPSo6WHCx5WuK4qmZ/lERIIYF1VeaZErftMxLP\nAFcmnu1xwHZkOZTL7yWqqHVjsqQyvXDcCRIHbEeWQzn9/kSV/U7ix6oGSzwePUcyW7JIEneM\nsR0CQoAABOqWwM+UnZ/X8onK4uctXpRsJiGUJ4HqHGATaSt5UuK7BCK9Gan1dhJC6ROoygF2\nzdtIbpTYjkS64QtsHtgQSovAQapO1MbVLa0TUcB2RCRKf+kZvOr0wmnXxjBgO2IwymTVF9A/\nlMT15FVtb19J/bEdlUAhCgIQWHkCGyqLHpLmK58VOZQJgZaqZ08Jjm+ZNPgKVNOfVttO0nEF\njmHX8iGA7Siftl7RmmI7VpRY+vfvoCr0krSuQVWwHTWAxC4QgAAEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAA\nAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCwagk0XLXZkzsEIAAB\nCECg7Ag0U433lfxK0lvyiWSeZGVDS2Wwv6SJZOrKZlZix7dRffaTeFwzrcTqRnUgAAEIQAAC\nEIAABCAAAQgkksAaKtUjkmUx2bCOSto1zPP6WH6NtH6O5JexuHJc/aEqbeaD66ny2+p/7q6n\n/+JvIAABCECgDgk0qMO8yAoCEIAABCBQ7gQ2F4CDJB9IdpB0kHwlqYswV5k8LnkvlllfrV8h\naRGLY3XVExihv9h51f8N/wABCEAAAnVNYM26zpD8IAABCEAAAmVMwA6vgx3Vd4K1uvv5TFn9\nvO6yIycIQAACEIBA+RHgGeDya3NqDAEIQGB1EvCzmr5dd77Et6z+QnKMZAOJZ0od31TyM8nx\nkh0lX0pmSoqDL+IeIDlcso9kXcl4yRJJcWirCO97qMQztJ0kiyTxZ2mjsi1Q/HeSAyX9JN0k\n8yTxfbX5veD895T8WDJF0kziW6Kdl2dqnccmktMk60js0LaS9JG4LsUzxb0V5/wmSRZKWkvM\nznwmS34qsUNsRtMlLv8Eievl/91PcrTE5dpUMlcyQ7K8sKt2+IHkf5I9JP0kns32sd9IKgud\nFel6HCXZSmKGxbzcPlVxMKPiELWH6+5bvd3Orn9jyReSeDtvpO0TJC9L/iOJB7eH2/JIiZn6\nlvRPJfHjd9V2L8n7kh6SIyTWzfUkn0iWShzWlrgc5u52cDu7Dd2WBAhAAAIQgAAEIAABCEAA\nAgUE7Eza8b1MMi5ct/PjuI8lHSTPhtuLw+U8LbtL4sG3Gr8m8XGzJXYAvW4Hxv8RD3Z4/WKk\naF87VF63U3OuJApR2S5RxP8k3icqg8s4QFJdeFuJPiaSCq1fLOkZxv1Jy1nhuvf5seSH4fZg\nLYvDtYrwftuHCcXPAN8dpsf/z86nncUnwzQ7eXZEvY8d41MlywsPawfzvFri4z6SzAzXb9ay\nOJylCOft+n4u8X+aretrRzwK1XGI9okvo/a4QZGTJd9KPpD4f8xxa0kUKuPYSokPSFwHHxPp\nQFSn9oqLguvsCy2/lXjfSCe97xiJL1g4dJY43fFRvvdqnQABCEAAAhCAAAQgAAEIQOB7BCKn\nxk7EXRI7IRtIhknsUNjZfUKyk8QzfWdLHH+/JAp2qt6Q2Mn6lSRysvbSumcp7bD5WIe1JXac\nHO+Z0oaStSSe3bPTNl9iR8khXjY7Tj+SrCk5SOJ9v5E0l1QXdleiy3t+bKfI8bNTNVzi2W07\njQ6VOW7ZlExmeQ6w9ztK4v873hthOEZLx10haRnGddHSDt4CSeswrqrFw0rw8Wb2k3Ancxgi\ncfyAMM6LAySOe14SOZT+z3vC+GO1jEJ1HKJ94suoPZz/nZKoTd2OX0s+lKwtcaiM4x8V72Ov\nkbSVOGwjeVDieDvoUXCdrZPO99eSNpJ2ksck3vf3knj4RBt29gkQgAAEIAABCEAAAhCAAASq\nJBA5NXYemsT2slNjR2OOJHJqnGzndrHkHW+E4XAtve+jUURs6dlbpw0M4+wYPSWJO4hhUnC8\n9902jIjKNlHbkbMVJuVmEr1PdaE6B/gLHRivs/Nx+VyG2swA+/jKHGA7ds5zN+8QC3tr/RSJ\nLzhUFx5Woo8/vWgnl911mByL/1Dr3tfObTz4IoMvLnwpiS5QRA5wZRzix0brUXs4D99uHA+e\nyfb/nhhGVsbRju/TkubhPtEiKocvRkQhqnOkN1G8Lxz4f5weDzjAcRqsQwACEEgRAV/RJUAA\nAhCAAATqm4BvMfasahTGhisfaekZ2yjY+fAtvNFMpuPt7DiMkthJiof3ww071DdLRkv2DeO8\naCTpJNlBEjmCxQ7SW0qz0x0PE8ONteORK7huJz5e5xU8vMa7P6M9/yD5l+ROyZMSs7IzaKlp\nuKdoR5fdxx8nWV+yWLKVxM7gd5LitnhDcTtL2kviTvOKcrDzuVASD67b3yXd45FF678p2vYs\n8NYSX6RwKG53x73in1iYGK6vTLvHsmMVAhCAAARWNwEc4NXdAvw/BCAAgfIk8FlRtX07s8Os\n7KLgN0qLIjuHK1dFEZUst4jFef0sya4Sr/vc59td50gcohnK7Fb2xUbRerSMHLAGUUQtlhNq\ncUxtDrGze4LkSslJodh5/Y/kUslrkuUF34o+vZKdvgjjttMyulDh9ojP0BcfZuZxB3hFORTr\nivN3fr444nJUFdxWR0v6SbzfuhIHP8/sUNzujpvin1ioi3aPZccqBCAAAQisbgIeBBAgAAEI\nQAAC9U3As4e1DZFT4tt/PTtcWYicM8/4eVavpWSkxDOi/5V4dvKPkpMlxcHO8aoI1dW5Mmes\nxUoU4jYde7dkT8k+kv0k+0v2Cref07K60EiJLpOdzHiIZkLtKEYXA8z1L/GditbfK9qujkPR\nrsFm40oi3Z4uX7HDGt/1Om34AsB4yQMSt7kd9S8lX0kqC6uq7Sv7L+IgAAEIQGA1EMABXg3Q\n+UsIQAACEFgpAh+HR9vJfaYop9ba9u3PkWN0utbbSPpJ/iGJhy3DjYbxyHpej5z5ppX87xaV\nxNUkyse5bk9IHgtFi8zvJH+WHCF5TlJdaKzETSUTi3baWtt+tvdDifexg9xWUtwOigo+pbRU\ny2im3XG1CZ0rOcjlcHgru/jer2/RtvP7vsT6sEAShR+HK6uz3aOysIQABCAAgXomEF29ree/\n5e8gAAEIQAACtSbg5z/teP1BUuzEXKe4f0t+JHHYLLsIvo8brgYLPzsa7ePZztUVotuMd1YB\n4nXxLbs9w0J5prOq4GdvHdbKLoJfz8Y+Ltk/FufVMeG2HdiahOJnaLfXQXtLXpTYsbVT+bTE\n5fyZJB66auMFyW2S4lnk+H41We+rndoX7Xi2tp3v80Xx0WbU7r5DIO78mqUdY4eVaXdzjzMP\nMuQHAhCAAASST4AZ4OS3ESWEAAQgAIFCAq9q8w7JcRI7QH+XLJb8QnKUxA6yb3l1GCXZV3K1\n5K+SzyQ/ldiBWiSxE7OOZHWFL/THoyU/lDwkGS7xjOeJksmSLSXVha/DxFO17CDxBYC/SQ6U\n3Cz5h8QOqx3+4yWu8z2SmgTPnjeS/FPSSXKJxGUy9yicoRXfUu6y/1nyisT/NUDSUOL/jJx0\nrdYqNNNRL0n+KPEFg2Mlh0oukFgXKgtjFTlNspvkMokvCGwiOVyyt8Qz7yvT7ua+jWSo5EXJ\n7RICBCAAAQhAAAIQgAAEIACBAgLdtOWZOzut8bCmNhzvFzUVh4mKGF8U6TuYzpHMkvg4S4XE\nDmQ7SRTshN0oWSKJ9puidTuYO4ZxN2npUFXZnGbnz8fv7I1qwu5K837nx/bpGcZdFYuLr26q\njRfCfXzsbMmFkv5hnGdeHTyr6vTrvREGc7tPYifTaYdJHH4pmShxnMVs/if5gWR54WHt4GN8\nMcGsvG7H+d8SMyoOWyvC5fescPR/X2j9WEk8LI9DfF+vR+0xVOuuY5T/RK1fIomHH2rD/z04\nFvkTrX8SxjvNOvCopGO4dH7RzHJU53UVFw8NtOFjR8Ujtb6LZKrEae9JCBCAAAQgAAEIQAAC\nEIAABOqFwCb6FzuJa1fzb07bQRI5PNXsutqS2uif7eTaaV/R4FlSP/caD3beNpL0kFTHJn6M\n1+PO4Bra3krS0gnLCc2VbsabSmpTh+LsuynCDubfwwTXYctwvaYLM+gocV5NJXUdNlCGqyLf\nui4n+UEAAhCAAAQgAAEIQAACEIBAJQTiDnAlyfUWVewA19sf80cQgAAEIFC6BHxllAABCEAA\nAhCAAAQgAAEIQAACECh5AjjAJd/EVBACEIAABCCwQgT8PLFfKubbj1dn8P+7HH52lwABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAA\nAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEVobA/wPE6ypA3H50/wAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Dotchart-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dotchart(agren$sw11,pch=19,pt.cex=0.3,\n",
    "         main=\"Dotchart-Sweden-2011\",xlab=\"mean fruits per plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can split the points along the Y-axis (rows) by a grouping variable (`groups`).  We can try splitting by FLC genotype as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fWC+wfWzpJxLhRUIVmSEq\nQKwslRdhfg8//PBREyZMOIB2/BNyKjJR7QuFRED3d6p/PPDAA6M6dOhwFcWtQ9ZS3m/C1N8S\n9qCiO16WlaxvU08Lsgeyf7L3gc5Bn9gpe0BROl9G+Hyp8ZDGfwFzYHcJyR4kgMAio/5CkHNU\n43KAQ9RyDGz3Yca2YbBKDIB3Z70Fymu3QNuzin7A2DdjxZ4Bru0nEuFt0lUKCgpaUJ7NAKu8\niPJbsGDB/gnn15rX2v4u5CS1LxQSIUP9Y3GGy3PFxXa2fvRh67+XIIOQtbzx8hnSTg+pPcjn\nBSdH/epXvzqgQYMGNqMueyX7rPMRHcGFnbUHOp9rPOR0SeO/OAmNh5xGcHW8DP2F5L9GNyYH\nOERtx0t5/sEzu58Gq8QJ77+sv86gtxCDNzeYxy3R75A+g3R7BtgPdILlDJBfQ+xqtsqLKD/a\n9i3a9jx0wPqpvaRpvjWy2tcoxEOO9I8JHO1IO+Lf/e53/8cxbwmhPTAd/ejFF19s+9JLLxV2\n7tz5SW7Vlr2SfZa9so6bCDlir9zh2meaNH5J0NB4LQ5C4xe/e0S6fySPIroxOcAhajs+62Fv\ngd6NKtmA1wus25tP/2IDXoK9/MU+eeQFDMlVOLmHIZbm3oxqeXuw/V9YmgM8GFF5EeS35557\nXsZngbbgVGydMWPGa7TjjYiFMm3fL7/88g6+QR1jVm8a//2GVwN+pH+ORNm2B/8aRntwMPXy\nPk+EPar4zTffXHrKKae8SJrslexzmdqrkPYPqsXb9nQ+lz2QPZA98KxBJO2B9wLKRPUjv5AD\nHKIm5GUm3apXrz4uWCXSRvKynjWcOLmAuDV9Ntde2tMSR8SbGXT7ff3117PatGlzDQNRezbY\n3hztB5Xno7Crb6Hn165du5aHHXbYfGb+3nI1L8v2veKKK2ILFy6sYvqHPtltuO8i9rxsJPhR\nTfWPsrEHPyb0wnSlaNOmTSNlr8JvX9Q/YrGytKc6/6JxiRCF8y9V1fmjbM4fnlaof7jeEf7x\nVbKm0Y3JAQ5R2/Hc7hCqYzO5XVy1SLNPIN1n68wQL2Dxjsvj9tj+xNtyIlnBsq5LP/DAA/dh\nnxcRc1JUXvnw60Z7HI4Mpz3mRbU9uCDTmWOoaLN6LPdE7IVc/0Fi0j+jEIupv3n2yt5Efxws\nBvAd5yO4/fkC9ONZ0mSvwm+fV9JOdRAvZECfVd7OnX/FT/y8vljC8Z/0RfpSVvoyxvujLPmR\nAxyihuSTJ13y8/PHB6uEA/ssM7wLWG5duXJlyuwwMyzXkrcfzkn6DPCMgw466HzyqiETVV7Z\n8uvdu/f+MLdbz+37sl14cVErXg4UyfZYu3atXUDphwNvM8Dm5HyDeEH6F+fADJL6WxzFpz17\n9uyIzTnF7NWKFStkr2SfbYZV/SPeP+yCtM7nCRY6f+j8ofFpdO1BohtHeiEHOETNh/P7CCdI\nc5y6uWrhePye+P0sC2vXrj2L+FiXxwzLvcQPI8/eYtvcpeP8NifvCdbtLdAqr4z51alTx77X\nW2T8kS3MqBxHezwcxfZ4/PHHK3zxxRebZs+eXYFnkq/s1auXd/szx2IzwNvUvxEjRjz76aef\n5jVr1syeGTnatrcgfVb/lb2SfY5bA9kDOOh8rvGLxmsJg6DxQejtwUfOdmfDUg5wiFqR5+Z6\nVqtWLWXWBAf2Pap4F85GETPEXwery4xcf8Q+g2Qzc37gyup8tr+Lfe0baB/6GURUXpLGruK3\nzz77VOdfbjbcyGxeHmUvjqoV1fZo3br1HQcffLA915miS9vid/HFFx/KzHEe+ZV4edcRHPvp\nyL8Q6Z9BSIRt8VP/dYSkL0kSXFGTvfdwqH8ktULn8yQL9Y84C/WPpE6ofyRZZLp/JEuObkwO\ncIjajk8gnY2S2uyhf9syt4i0Zv0cpIj4+yxtttcLXC07jYjl22eQnvYS4z+7kWf75FOeOWEq\nrwz5nXDCCUseffTRfeBuz8t+fNVVV9XNpfaoWrXq3uvXr7e3ttkssTm99uywF6TPu7b/jhs3\n7tjBgwc3BfYdyB+QCYjsARAsSP92rf6BWOcj9TeNN8pwvEGf0/hP4107vZXF+c2eN8+aIAc4\nRE2JszoNmRusEusLcSIsvRCHYlVa3nTybKYt5TvAbLMep+Mb8vJZqrzy4WcvLDOxUJBL7XHi\niScOf+utt3osW7asLs7wPGaDX45j8GaxpM8JGPTbjPffxx577A8bN26swl+YE2wv1bOLMLIH\nQLAgexrnkGCxTf3jAta3vHOiBnev6PxRPuePZEOp//os1H99FGbLttl/c2m8ARGd3xJqUZb9\nI6mJ0Y3JAQ5X221lptBmbP2AQtuzpFuRQt4CbXE/JLa1fSzfD9wqXcRssqWpPPHz9aKs9OX0\n009fdfbZZ49YvHhxrYYNG77WsWPH1a4S0mdHwnv+0fp6pvuv+wOzFZ69kD1wSDwHWPY0gWNb\n9uDmm29uPW/evIt45KFK48aN92Dz4Y6g+q8jscv6b6btgcrTeMhXWvVfH4W9j2RXnH9zpr8l\nSUY3Jgc4RG1Hh2yNgfpvsErcsrcnaW2ss7L0P1Vh25C2v+URTZkBxlGuxuxvG/LsFmj/rb22\nj8ozCvEgfnEOu0Jf0LM2OL+mf80cb1tK/5I0doX+/eEPf5j/4osv7sUMns3cdbZ/2xXtK/sS\nb8ds1Of58+ffwEWTfDvCOXPmHMuiFfKtrWfj8ap/WMvGg9rXkdD4ypFQ/3AkZP8gMTtJI/ox\nOcAhasMtW7a8xAko/TNIU6jiCzgSRXwk3N4C7Qduc3mdla+QlJdgccvpUozWi+xit0f7z+PY\njuyj8gwEQfziHKQvcQ4JnYhs/xg2bNj3fG7rj/T5ChzLRuQzOya1r1GIB9k/R2Lb9g/n9we2\nsjuIKiWW/vlF/H6en/pbCqPI2lOND+LtKH2WPjOm+B//I0klujE5wCFqO5zWnsysDKJK9ukY\nLzBLdBJyH/pXyEfRbUDrfzaB9BuQw8lbRPrQ+B68brhWrb2I30dZ5gCrPPHzVEP6Eu8h2do/\nuG31Wo6wImIOsM3aHYaMz9bj3ZY+8wx0k/fff/9B3plQ6aijjrLPwcme7sD5o3v37k9PmTLl\nqrlz5xbB782nnnrKv8MI5jofoVAWtqV/udbfdLyyLxqf5ow90GeQ4uZfv5kmwDNXVxczAzwC\nR9bevLaV29H8gZz9N0anB4tW9tp7W3eB5y9/ZCaoM/tVZZv0GWCVlwAlfnEQ0hfXc7xZscj2\nD15a9DxH0j1xNFtYfmfxXGvfK6644i84J3Zxt+iZZ56xtxL7gVmdyLZvWdmrPn36fMn5o5M7\nf+AAi5/OvxpvJHpBrtlTHa9v/uyuQZ0/kjgiH9MMcIiaMD8//0mqY9LFVYtByCUM5u6z9SZN\nmixk8U4gbyDxtjjNK1jWdekjRozYlzTvxSUMmlSe+HmqgS5ltb4k+kE7DrYB0i/bjzfdHvTq\n1evE0aNHV54xY8ZG3sJtz26avYjlmj3AXp6B3fPObcwGH2UMXJA91flD50uND2QPNJ7MtfFB\nho53jOs72bCUAxyiVuQZ3y58NmZCsEo8j/Ucb3ReQFohzwinPx/clfSWDPgsPxh+ZAB4IWKf\n30m5ZUHlJTHBRvziOLJCX7p27XoWh3MBYrcBd+COivPoOznTP+jvXX/zm994x4sD/Gm8ab3f\nrGjfkto/OIzCJl5iR449HcszbB4E+5H981HYbIbsXxxHTvUPDlnHm+gGsgeyBxo/l84eJDUn\nujE5wCFqO57x7cNVGvt2502uWjwX3JF4TzppETPEM4j7TjDb3slg7zDyFpPe0u3DsinyCOn5\nKk/8nF7kgL4s5u3HVRLHuxcXlHrWrFmzrfpHbtmDp59++v6vvvrq9zjMee3bt596/vnnuy5g\nb8SWPU3QyAF7oPNlZsYHV6Iylz/88MO7c5GxFuMQjTc0vvKsiOxpzo3HP/ZPplkQkQMcokbk\nauTDDErGBKvE873jSOtDWiGDe++ZvkD+kzjAYxjg+y8psbzly5cvrF+/fm+i9hka32G2PJVn\nFPwgfqDIFn2pUaPGavrIIxySvQTq77yc5VVmuVqof+SWPcCOLjj66KPvRQdk/3T+QA38IHsP\nih20923Y5VGk4ocffrgZh2f0dddd94ZPdMfLC+6q9hA/jU+jO74P9uVIxuUAh6jZuF3zZJzd\nlVRpnKsWzyvtzwD+VBzZQm7n+zfp3nN9ifzj2P4g8swBtredeqFevXq1ST+VFRsArmGp8sTP\ndCOr9WXw4MFdO3bsaHdC7I5MRh4ry/7xyiuvNH3ppZdu539nI3Y79lfqv7JXss86H2ELvBBB\ne1CPihdZ5RmHVKxSpUpr9HkzqxpvaHxl3wXX+NQ6Rzxk9fgq4X8sdwebDUs5wCFqRU4sc6iO\n/83FRNXsBVc2oC4kf10izVuwPo+TUh1WUmaASdtEmu2Tj6g88UMNvLeG54K+2G2PJvbW0mKP\nd8mSJZuZKV7WuHHjLZzAM9I/VqxYseCFF144jv+02ed9ELsDwy5Cqf8CwcK22kP2Ks4n8St9\nSYCQvsRBlHP/+IBa2Is3T2UAvPqMM874D3EbW/ihnOvn10P6Ekeh9vBVwiKypwkcme4fKZQj\nuiIHOEQNx+2aK1HSFCeXtA0YtJXMZBVxa59defUD265BbMZ4lZ9IhO23kr4KyWNV5Ymfpx7S\nFw9DDT6TMw4WB/B88OrbbrvtLS818VPa/kafsz5oMyXmANtyC2IvGlL/NRAE6V+cg+xznIP9\nqn8kWYS0f2ylhqchdYYOHXop45BW1FPjDY2vPMVV/w19//UrmGn74hcc4Ygc4BA1HieXXzI4\n+jFYJdKasd4e5S0kbrd2+vls2471NixTZoAxSjXYtj3p5gDPQvyg8sQvx/XlLPrSvtYhmAWu\n/s4775xD9Flbt1Da/sHzxoddfvnlcxkk1ublW99TVHcr75NPPjmc/zupXbt2q3nEQf1X9sqc\nPtln6xyE0vY3nd/KnN8K7pbReAPs6r9x3bNf9d+cG0/OTbZ+9GNygEPUhryg6imM64fBKjF4\n/hiHZYg5wATv1k6Xz/pwDNAn5KU4wHPnzl3ctGnTwaTns80kt70tVV6ShvjFWeSYvvzEUVey\nI6e/Fa1atWp8nEL8d2f6xymnnJJ/0kknTTr77LM/TZR5+t/+9rcHiFdgtnn+DTfcYP/tB+lf\nHEWO6V9Mx+t3AZ2PkijMsdL5HB7qH0ml2JnzkcZ/Gu8mNcm7cJNR+xIsO6pxOcAhajnesGhv\ngR5IldwA2mp3Bg5wH5aFXIH9muUHlmiBdXvhzhGIvRjrJcQLTZo0aUzEfQZJ5YmfpxfSFw/D\nmL322qtnnTp17mBWtiLOamNenOVlJH4y2d86UWZFpMLq1asbffvtt2cSfxKxZculS5de0KBB\nA5tVUf+VvUINvJBJ/bMCVV6cq86XCQ4aH2h8hSpoPKnxs2cRdtAepEzQJUxKZBdygEPUdBs3\nbuyMs5syI8W3LF/k1smlXM0rZMYqRfm4Ymy3We6HzAseBgP6GSNHjryYsgrYZmIwT+UlaYhf\nnEWu6cu8efPuGTBgwDTrH/SpXdk/PoHwWfxPBS5sbZ4yZcoo1q9E+iNbrrzyyrVDhgy5HGc8\n5TGFXGsPHS/akAiyz46EN2Oh8xs41D+SOqH+kWSh8UuchfpHUifKsn8k/zW6MTnAIWo7PjHw\nFM7uEKp0uasWs8KXMn6+z9ZZLmAx2uUlZovb4hzbm+7quvQRI0bsy2zfcFtnG5Unfp5qSF/i\nPaQM+0e/00477aj8/Pyzjj/++Mq8dbrdWWeddSK1MLtbGee7gFuwh9StW1f9d8ftVZXnnnvu\nlZUrV+516qmnroZnrXjrxmJl2L4x2Wedj3T+1XjD2R7ZA9mDLLcHY52uZ8NSDnCIWnHTpk1/\npvNMCFaJFz8/h1FdRNrWNWvWpMxWMYC+HqemJY7x/OA+xO1FWRdRVlX2/yiYp/KSNMTPZyF9\nSaDIcP8ovOSSS7rSf9+k+K3cBm39dw/EboHegmO8rH79+nfRf+ewHgxqjwSN7bTHHa+99lp9\nNiscO3asncdqIPbNcwviF+cQ2w4/ewZe5484J+mL9EXjK9mDRC/Q+cOB2N75w20T5aUc4BC1\nHgPiXszcPk2VbnHVYvBsg+W7GSQX1qhRYzpx30Fm21txcg8hbTFig2wvsE8TIg8i+cwoqzzx\n8/RC+uJhsFm78uwfz1OLH5CW3P78h2rVqvUiXuL+u2DBgvP53nAvbuOu1LBhw2bsezfihRxr\n3zYctJ2/KnArYFWWdmHB7GN5t6/s8w7os85vOp/TZUts/6Qv0hfpS7mOX+yxrqwJNoBQCAkB\n7t9/gkHsB8HqcJV+EmmP4ehasIGzH1h/Acf4f94CzUzTYpzlx5kdzmeblFsWVJ6Pz95AKn7g\nkL4kdaKM+ofNBE/k00lb6b8t0cOUt7hvrz3uueeeQ3l5Vh77VJo9e/ZfKecJxB6NyDV9fhR2\npxiHPfbYYxoXBnzbuD1+ZdS+1hy51h46Xq/VZU8TGLyF+luShsYbcRayz0mdiHL/SB5FdGP2\nhlKFkBDA0T2aQd2BweqQtg9px5J2LAbUbvkLhsNZOSaR76cXFBTUTKRZnsoTP6cbmdKXayhw\nbadOnQZ+/fXXp0r/yq6/MQPSCPbObtvnnGq6xmWZqfZ1RYa5vLf69+//bM+ePSc/9thjX1Hh\nIldp2T9HwvtSgM4fSRxh1merpeoHBPXfpMJq/Jdkof4RZxGi/pHSOFFc0QxwuFptGU6uvdAl\nGNaRtgwno5DETcEM4issD1malm4zS5ZuM0UqT/ycemRCX+xlQ48gFXkmvZDbeJs+9NBDn7k/\nSCylf0kgGe2/v/3tb18YNmzYYevWravCy7NeXL58+ffJv8ote8BLxeYhddLsX90nnniiwbXX\nXiv7F1eMjOofRaq8ZIfLhD1NlqbzuWOh84cjof6WJKH+4ViEpX+4+kR2KQc4RE3Hs2wLGMwt\nD1aJtFXcymwvuSrEqV0fzCO+CKlLesotlKRtopx5LO0WaJUnfqiCFzKhL1soySQfvbNZt3Us\n01/CJv3zcHufcslo/z355JO/Qp5cv359xapVqz7Id4wT/+QtMtG+US7PYLz03nvv5XGb3ae3\n3nrrx7J/On8EFDrX+4dDIfucIKHxlVMJb6n+Eceh/lGy/pGiPFFccbfSRbHuWVdnbnc5AWe3\ndfDAEm95PpGB3InEGwbziNst0yeaBNN5mZbN0nnpKs97S7b4xRUkE/qyjqL+iMzac889V9xw\nww1F0r+y7W/YiROrV6/+a9mD/7F/d6KXeabqn3zyyaF8V/0k2b/I2T87d/0O2RfJhL2iGD+o\nPFBofODrg30msqWdvzS+8piof6h/7Ij/kexIEY1pBjhEDcdLsAZgjFM+dcRryCfwfeB+GGi7\nBfq7tOo+zfb7sF/KDDCfU1rIs4KPkJdH3sfBfVRekEZM/MBRCn15md1eHjhwoDkY0j/1N79T\nlbN9sRdhtUIqYf/WMtDvy0tGZP8icv4YNWrUXNrOnue2N3pX4DvPPfiM2Bid33Q+Rx+8UM72\nxatDKc6XidprvGEgxM+pQ8w+Uxfl8X3yQCIakwMcoobjk0WPMrvzOFW6ylWLQVwHnN/eOLMx\nbtexz3y87/JY9iLvMPYxB/gVl87grwnbDyKvssoTP6cXGdKXhZTTATHHQvoHBPW30NirP9Mc\n9/FpqWa9evU6joszj2MHZU8jcv5YvHjxTbSfe8nbFp5vv5lzWEOd33Q+Ry+8oPGQxn+yB+Vq\nDya4vpgNSznAIWpFbtm7jAHb+GCVuFo2DMd4MelbuRKeonxcPbqOvP3Y3p739UPHjh1/4Gr6\nRQwequI0p8woqzwfk119Ez9wlFRfrrzyyh/Z/OsEwbzevXvffOONNw5kXfqn/uapRTnbF3uG\nrTMvCIvtvffe52L7ZP8idP6YOnWqfbLvHsTebl5xxYoVg2hDszmyL7IvqIE3e6jxkEfCmz3U\n+AUWJR2/aPyc2fFuQg0jvZADHKLm41bnp3Boh1Cly121WL+EmYz7bZ0rX/a9z3ddHjNP9i3M\ndqzbi652c+kjRoxoQfpwpAL7qjzx81RjZ/Vl//33v3PhwoU2OLXnLDfxHdub0C+7XVH6p/7m\n6djO2qvnn3/eLvKZw2N3tPx9Z8uT/YvO+WPAgAEn8lK3X9Lu5yNT7rzzzh46v8ViOp9rPER/\n0PhP411Tg/K2B+O8SmTJjxzgEDUkM8BXcsJPmQFmAPcCVVzClfBC+2h2sLrM8HZH9mMbc4z9\nwLdZZx500EEXU1YBu030M4iovCQN8YuzKKm+MGP+Hntcj1RDKnPBphf6tUn6p/4W16Sdsy9D\nhw5t/8Ybb3Q23ULOQWbIXjmyfOg4N+z9Go54qh01x7tQ5zduudH53O8Esgc+ilyxB/4B54j9\ni8zx+hWNcEQOcIgaD4fidmY8nqVKt7tq0elPxZG9Ayni+ZdppPsOLWk3IO3Yxp4B/ofbB+e3\nESeKe8jLY/ks6SpP/GI7qy8333zztA4dOhyAPp2I/IcX1PxN+heLqb+VyL606dq16yjsW/XL\nLrtsFvrzP/aqoKCgLvbK3nVAtveprf2wbYegY7J/ANnZ/qvzh86X1rFkr0pkr9TfTFkI0hfp\nC+ce539MjmtFdvzKAQ5RO/KMwjBuc7bnoPzArO9npD2HAhby7c+ZfkY88ioDxK8SDrCfxT5L\nbR/S8xCVJ35ONzKhL/YSrGGJAjNRnqubLVUeEHa2/2JHlgah7mx5GbIvL8yZM6c29apw//33\n1yuuflbnm6kAAEAASURBVIceeujuI0eO7ESefQpnDvImdW8p++fTUv8ARUj02RpF7aH20PhK\n4yuzBRZyzR7EjzrCv3KAQ9R4DPTsed6ZyGhXLdIaEz8EKWSG2J7ztefjXDiIyP/hHNsMsB8Y\nAFfneU8rKx/5CVF54mf6IX0BQrb2D14idFzfvn3PXb16dRUO025T74mE5XjN+fW+O2/8rV4u\nuPZo2bJl/uOPP37H5Zdfbs8Z2cvWNsr+yd7r/KbzubMVsgeyB7IH5WoPUnwN1y+juvQGJFGt\nfBbWeyOde3PwuJh92cL6RpYbGSh69wa6fLbdZHksN7o0W3IrYZGlm6i83OS3bNmyQr6j2cT0\nwQXpS5xEtvYPnqH95apVq6pwC7HZ9buRPe2IQ3K81zB43YRsPe+88z6yerkQrF/9+vXtGdAp\niGfTZP8cJe8WaNl7cAT1Ree33Dy/aTwke+Aso+yBI+G9N6HM/IXkv0Y3phngELUdA9fpnNDn\nB6uEoV9C2vcsC3mGa3Uwj/hMJN+2CabzGZANfAvTyspTebnH79133904aNCgDujTaejFCOS8\nhH7MZCl9ydL+gR1YRvvaxS8LWxHPiQyJPXj95Zdfvo467sdzwIt527NXSfsJSf2sKjMR9Y8s\n7R9qXwgQ1N/iHOzXxk4aX/k8ZhKT/ZP98xXiZ/qHv11UI5oBDlHLMTtyJgp3eLBKvBTmF6x3\nYNmBZ58aBfPY9iTLS4ifhaNcx7a3dJWXe/zGjRt3Gs6vfa7IwrlIM4tIX4wCZ/gs7R833XTT\nMj5VtXG33XbbwGFeiphDvL3jbctdAp14+3zHsrAv2LcTcX5/R5XMNvkhW9tD/S3exGpfX9Xt\nKww6nydwqH+of2h8Gl17kLRq0Y1pBjhEbcdnZh7i2d2UzyCR9j4DiMo4vxa+SavuY1y9bIER\nsRcT+WH58uXz99hjj/tJKED8t0bbBirPKPghK/lxq/wk9OJY9MIucK1H3B0CWXm86h9xfd5r\nr70e5gVTb5g96Nix42tOy7dhDy4i/7nXX3996/vvv7/oySefvBudkX2RPY1tQ188ddL5w/Uq\nbyl7CgbpS1In1D+SLIipf2R3/0hp7CiuyAEOUavh/A5k5u4JqnSFqxZpvyf+N2ZP7Orxj8Tt\nW6wu/I2IvSDLZnr8AW/dunWbUc7TDGgrqrzc43fnnXceP3z48Nj48eMn8CxwD3RjLWJB+gIE\n9Q/PvlwICrtAUpGXZjVasmTJYBzoGazLvuS4PW3QoEHTTJ4/VN7Onc/FT/x2ZPyXaX3p16/f\nxXwKaXD79u0rNG3adKfHp5mun8or0/6RMkHHeCHSQQ5wiJqPWxEv44H+FAXjiuJz3Da4AGe2\nkHh63rXk7cchzAsexrnnnjt91KhRFzCIqYqkzwCrvAQseGYlP94WvoBv9BZedNFFI9AFe3GO\nF7L1eNU/StW+9vkO+55zIRfZNlavXv162ZfstAc72j+4e+CHTJ4/VF68f9ovfWyHz7/iJ347\nMv7LsL6c9c033wyaNm3alldeeaWoU6dOzydbQ/qcxqLY8WSG2yMWlvKCxx7VuBzgELUcjstT\nzPKmXGHj9s6LqeIDVk0GqvaCLH+GhvUBGMZDuOXRZoB3t20sjBgxogWLlyjLZnhUnviZWpj+\nZJ2+MMt9++TJk69u2LBh7Pjjj1/OYf7LO9gsPd4M2oPeIJp/5JFHdvrTn/50Yp06dZ7GjvxE\nmuyL7KnOHwkjksH+5pWo8mRfIjZeOxrFLaTO9kJVewP7bayfnuge9n4JjU8TMLJxfFVM+6ZM\nwjk9iOpSDnCIWm7Tpk1XVa1aNUXBMDwvU8XlzORuXb9+/afB6nJbzM08F2yDlUXBdJ7JmcXn\nRP5EWhUkZQZY5SVJiV+cRYT1pfqAAQMu4SgK7Qr5v/71Lzsx+w6w2ne77VtE7vM9evQwe3OS\nvWBA9kX21DQmwvbAXvSn86U1IkH2L85B+hznYL+l6B+j2O1azq9buJNkHbcb90qWVqryZF8C\nAEvRHqHhFziMyEblAIeo6biCdDOTtntQpa9ctTA8v6GT3Ep6Ic7xf0mf5PJwiq8h3pZt7CVH\n/jPA9erV24s0u1KXz37PsVR54hfLQn2ph25XR+zEXoGr0225xdBWvbCN493tuuuuG85nwo47\n88wzV3Xo0GEgG6t/qH9kY/+Ileb8wTPye2by/KHyds6+iJ/47cj4L8P6Mv644447kWeAXzjk\nkEO2cKfQKZwvP4qfYb1vEe/w+DTD9bN3esheJRqkDOz9Z67ts2EpBzhErcgkzCgG8r6Da1Xj\njb5fciV3JIpdyOqcYHUZ4P+b9Bks3Vt+vWxmcpbzTN9IVuybbipP/Dy9yEJ9mVW7du33Vq5c\neQIDhK28+bw/L3Tyu8g2jvfWDRs2/ArJe/bZZ3fj5DkzsYPZwq3qbz4+cwhlX8CRa/aUO5FW\ncDE2Y+cPlZfsU6WxL+Infjsy/su0vnTu3PkzxpNDaYWMjCczXT+VVz79I/mv0Y3JAQ5R2+Ho\n7oeh+zpYJW47aYAT24q0QhzkWsE84vsirdjHf/7X8pndKiBtf/az5zamWZoLKs+R8JbiB4Yo\n68vQoUMfmT59ekX79m2NGjWm8tKvYAMX17412aBCYqMK9JGmxLsh9obsVTw//+AFF1yg/hYH\nVBy/SOuL7F+8YRO/al9ARNn+SZ+lzxr/abzrekEZ2IOUxy3d/0Z1aS9JUggPAbsgUSlYHWZh\nKmLgKjNQR7crp7SXpZuwfcqFDGa3bGDv8lSe+HkqFXV9wdGt/f3339dN7x8tWrTYyEyudZCS\n9I8HmC2eDYuiY445Zmbbtm2XUl5vJA+p+9Zbb11qnNTfvNvbnA2RfZE99bqdzkceBu8n6vbU\n6s+BaHwgey99TnbrmMbPSRjbs/fJraIbSxnYRPcwsqPm3B71Bbee2bd+/cBAfB5KOJWTVSH5\n9pZbP5D3NbKFAX36LdDreF74c/bLZz+VJ36ezkRZX3r16tX466+/bsuBtEd+QuxlN/bs7472\nj5lDhgw5mNnim+lreevWrfuBYjYiVZGtlLdM/Q0ShCjri+yf34Y72j/slm+dP+L4SmNfxC/B\nzhalsM/iJ34a78b7TqjH9wE1jWxUDnCImo7x+AU4rPbd1ndctVg/GLkIKeSV5P8kfa7Lw/H9\nHSeYdog5wH1cOi8q2I247WMO8BbiKk/8YlHVFxzfJgnn11TcZix6IJ4DjH6Xqn/A4kLKyMcR\ntv7xe+RBZNENN9zwDmVejai/yb6gErFYNttT3pB76Mcff2znnH8j9pLFrD5enS/Vvqi4xkM6\nv0V2PFTO56PFdo7IliAHOEQtuXHjxnt5DnhCsErM+r6N41vErFQhg5Uvg3kM0vuR3IKT+sJg\n+pdffjm3TZs2d5FegPhv7LNtVF6SlPjFWYRdX8aMGfM9F4dW8YbnGqbCiP+cfIb02d4C/abR\nOPDAA5uiF0vU37xboGVf0Imw94/S1u+HH34Ycuuttx5Hv7K7H6YiJyHvl7Y82VPoEcQvzsF+\nM2Sf/QJVno/C3vAu+wwO9bekTpRl/0j+a3RjcoBD1HZVqlR5HKM2mCr92VUL5/cC4vbcol2Z\nt1s/33V5DNL7kN6Odbs12mZ9vcAgvjnlDEXsWWCVJ36eXkRVX/hWbbP58+fXfPXVVytwkWja\npEmTrkmoekz9Q/YAXZD9K4W9X7Ro0cM4v7U4R1h3sgtLHZD3y+P8gW2K9e/fvw3/b235BDI/\nqvaqPPhpfMBbQjUeott4F3E1/vNIcIuXxs+Z9hfGJdBmxUIOcIiakas3l+Gzjg9WiVe8D+Xl\nPgtI5yXQW1OUj4HLNZz49iN9XnAf3oQ7feTIkRewXwFlTgzmqbwkDfGLs4iKvnTv3r2AAfvE\nc845Z4VrRemzI+E9byd7AI6o6HN522fOHddzXnkVZHah1B4t8M4v5cHvtttuO/+7775zF37/\nSF32lX2GAqE82kPjDdnTuPZJ/xwHW2q8EaQR/bgc4BC1IQOip5BBVOlKVy3WOzFQsecTY8TN\n0X3f5XGSeoRBwmHk2zPA9V36qFGj9iX+gg1qVF60+XH772HvvfeePaN3J2J6UKj2Vf9AD2QP\nZP9MDWKltQeHH374Xcy6Vhk/fvzal19+uSNFeY8BlLa8nTkfcWHLO5bEz94s6+5MeVaOzpca\nH5gelIc+S/+8R2g0Ps0+/Ut5RNP0PMpBDnCIWo+rS9dy0k5RMAYBr+LIrqGaW4l/Fqwu6X9h\nvQUzwCnf5mIwMZtbP7qQX0B+yjPAKi9JMOz8uOX36eeff/5QapyP3I3MR4aqfaGQCNJnR8Kb\nsZA9AIf6R1Infq5/NGrUqMXvf//7RTjAnvNre5YHv8aNGx/z448/nsffFyI2E70s7PZZ9aOV\nCOWhL/ytxkMa/0n/ynF878GP+I8c4BA1IC/6uZbq2HdOP3fV4iR7LIMYu1XNPoNkLyr52OWR\n1pn4wbw4y2aAR7p0nN+GxG9A7Num9RCVF0F+1apVu4jZfXu2iSaM2YN6NjNiz7WofQ0EwfoH\nF4669e3bt8HkyZPvJelZ5CbEXhKi/gEH6YvsX9jPH7x9vZB3XFz2j3/8w94y+rb6r87n6IDG\nLxr/abwbrvH9FLPN2RLkAIeoJXF07BMsvrNqVcMB+pbFWwz0yS60GUA/sO1YVhaQZw6wH3AI\nVuFMv0W+nUBUXkT5tW/f/hWe5W61ZMkSu719BfKMNbLa1yjEg/WPF198cc6nn366D/3DnmO8\nHhmNWF/KeP9Ys2bNkurVqy+I/3v8V+2RpCF7lWSxK/SP0rPW3nfq1Ol9HOCfHEHxi5OQfXEa\nofFQkoR3gTfj5zfKz1r7ovFzZsdDQV2MalwOcIhajsFjY5zZ3dOqVIf1Jkgh+dWCeWy7J4OE\nJoh9xiIY7JbZxki+yotFll+tWrXqPfHEExO+//77zbfccsvFtOeGRCOrfRMgWNShX9SjD7gU\nmyn3+kOG+0fBFVdc0WPBggVNGzRoYLNUjyCrEn+q9kiAYBHZ/pZhfbG7E2Sf43qh/qH+ofGL\n7IHrBbIHjkSEz5fJQ4huTA5wiNqOAVNtpHqwSly1KmBwXxsp5Plgm9H1A2n2CYvaJKS8QYT1\nSrYPeeYAq7wI88O5q92qVSub4XfOr7W/2tcoEKx/nH322cs+//zzVTNnzqxJ0uvIPy0vw/3j\nHD4b08jKXbp0qX1yzN5U+6itE3KyPWbMmFEbFnvHEcR/Za+SNDKsf5nWZ5WXbKqc7L8aH8TP\nHzZWQjS+0njSWQTZgwSJ7Z3PHawoL+UAh6j1eJnVRJ7XmxasEiepmRjnD1mii4UptzqTNplt\nV7JMSSdtDWkfssxnX5Unfp5KZau+1KhRYxzPAI/h9uQnuI3Sf0wgw8e7jP7ncWRps8zLvJX4\nT871t969e1f+8MMPf8nhm9hbyu81FDCXvTIQhAzrn8qLY7XfnOtv6JLO5/E+JfuS6AeyLwkQ\nsgc+iLI8//p/GuGIHOAQNR7P7XbBYbXnGN9z1WL9cORy1m3Qbc82+gN84hcghzBLaLdk9ke8\nQDn24qs/I+YA26yxyhM/042s1hdeGrYr+8ebJ5100owvvvhi74MOOmjF6NGjhxtQC2XY344c\nPHjwn//whz+cVrNmTfPGd+Xx2qFtU18+++yz422DRLiRpecAy17JPut8pPOvMwyyB7IHsgdZ\nZQ+Wur6dDUs5wCFqxQ0bNtzBFZzxwSqx/k9mhjdzIilcu3bt52l5fyO/JWlBp9j7LEGVKlVu\n4a3RVW1WOW0flZcAAjvxg4V9xkL6EleK7fU3ngG2T4t5/Q0HOD4dXHb8LuKvhr799ttbx40b\nt5Jnw+9gvdzsAXeq/IC92hsedmHOv8tke/zIU38rO33hn7xZaNl7j4THQvoHC9n7hEKof5Tb\n+UPjjbgORvl8mexF0Y3JAQ5R2xUUFAxiNmkIVbIZXy/g+P6BK2j32wq3es5hYbM+XiC9L5G2\ndKIVLO3zSS7YwPR5Po9UAVF54ufphfTFdY9YFPvHWdTe7g6ptH79+vo8ezu4WbNmM1kvF3vA\nLect/v73v1fgDeX/5Q3cZ1MPL8helU97mL1fuXJlhaFDh9pnKoYhjyEb1B7l1x46/3rvYdD4\nxbOM3husNV6Ls4ji+deruexpzN48njVBDnCImpLPHXSmg40LVolZ36E4vgt47nBr1apVU/JI\nu5rtW7H9vOA+55577g+jRo06n7RqzAB/GMxTeUka4hdnIX1J6kSI+4c5umciW7lIthGb0J0L\nZuVqDy6//HLPvpxzzjm+/QkxP6+Rs7l+11xzTf9169b9ggO9DzkA6ZLNx8vx6fym8QFqEA86\nn8c56HzuNCIWk/1Lssh0/0iWHN2YHOAQtR23FT7Jm54HUqVrXLUY6F6Ik9uH2btCZn5sBvgD\nl5eY0TuCq/+LSGvo0nF+9yE+jP3yVJ74Ob2QvsRJRLR/DKL2848++ujOl1566Rm77bbbYOzB\nDNJkD0ph/z744IPC5557rhv8RiH2/LJ9psVmaCJpTzdu3DgM5zeP+rvQ3iI6f6h/aHyg8ZAz\nCrIHsgc7aQ9SJtScXkV1KQc4RC3HDPB1OK0Tg1VCWf+B2K1shczmTk3Lu5s8c3ZTHkyfPXv2\nnCZNmlzDFZ885OO0fVReAgjsxA8W0pdkDwl5f3u9e/fu31DbtxDZg1L23/fff7/+o48+ejMM\n2yI2YzobeTbq9qBRo0ZXzZ079/84Fvso9mDE3hwte28gCFFvX53Ppc9xTY7/Sp/jHDR+SWpF\nWdr75L9GNyYHOERtx62Nf2bGtgZVmhyo1pHMTFyJYhfyTJGl+59fwSm+CDmYvCWk+2+lbdq0\naQPWryAvn31rE1d54mff/fxZfZk4ceL+6MsziH1T92pkd+kfFAgl4af+Fgu9vcKOXkA72Tek\nrVntJV7NLBL19u3fv3/lN998c+hTTz1ldxF9ZsdECH17yL7EGyrq+kf9Nd5Qf9P4NLvH4ymT\ncHHLFd1fOcAhajsGZBOY5bUZHj8wOPiRFXsztN2iZ5878gOO76ecdFaTYA6wH0hfTbrtk6/y\nsoafzeqYU7pqV7Yvbxc+hf+wuwoqIi+iP2egd9I/YKi/ASHOIdL25fDDD3+7Xr16v1u0aJFd\nKLS7Z55OHFek7SmOff5pp532Dg6wc35jOn9Yy8aD+q/PIdL9l6PQ+QgI0mfpc3mO7+P0o/0r\nBzhc7VeXAUuNtCpVw9DVJa2QZX5aXh3Lw9ndGkzn2cDKvDBrN9LyVF4s8vymT59ejbachTRB\nRjJwv6JBgwa7pH3TdKwy69VNx/hf6V8spv6GIkTdvmAbaw0aNOi94cOHDxkxYsQEDmkzYkHt\nC4Sot6/slafL0ucEBumzrw8Wifx4SOPd0IzvUxQriitygEPUanTsvRInb79WzArXsnSErKKq\nfkY8Yi++akR6lWA631izl6HsheSrvOjze+ONN/agLd1Lzjpyq+NzvXr12iXte+GFF746ePDg\n3/N/1ZEruSXfZp1zQf8O4ji3qL9BIRmy1r5wYbDo/PPPX4YD7JxfO+qsPV6dPzylVvuCQeMD\nTxe8H9n7JAti6h9AUP9I6sTP9I/khhGNyQEOUcNt2bLlXZ4DTr/H/juq+A6KWLRhw4YFweri\n3I5jYDOftJRboPk258qGDRu+Q77NGKu8iPPjDa+H0I42++uFFStWzKLdd0n7nnLKKeNwgLu5\n/2LZBsl2/bPvbN9ix9y1a9f+AwYMyPbjtUN1QfYlQUL2NA5C5w/XNbyl+of6h8ZXGk86oyB7\n4EhkwVIOcIgakc8gdWVmwm53DX5s+micne6kFVarVm0cy4WuyqT/CTmUgZs9G/y4S69bt25D\n0rqTl4fYDJ7KizC/bt26Lbnggguepx0PQx7t27evPQes9o0rfCb6xzXxouhcCxdeSp/Zwrr6\nW0Tty+jRow/mM1G37bfffrEWLVrI/un84XVv+rXOl5DQ+EDjIZ3fvJceyh7suD1I+aqMZ1gj\n/CMHOESNx0xfDx5qnxCsEi82GUXaetK28uznf4J5nNB7MjPckqXNAgfDT6xcT15VPq30UTBD\n5SVpRIVfQUGBte+/kzWPVSKu9gVChvT51xTVOsF3Kv3G3oKt/hZN+9LwlVde+Td9uyoXiSod\nccQRXyba1VtkSF/8IlWej8Leoq3zURyHzr8JtVD/UP/Q+DSWlfYgqdnRjckBDlHb8ezBYE4Y\nT1KlLq5aDMYvZlb4PluvX7/+PBajXR7LR8hry0BvBXF7UZELe2N0XkRizCqrPPFzeiF9iZNI\n7x9nktwD2czs+gb61FO2mfpbJO3LL2k6e9FLZWxpjEdKbmDd7p7wQtTt6bffftt27NixGzmY\nzsiw+FHF0vVZ5w/AqP9Gsv+aSkufEx076vZK41OvIbNJn4N3kya0NLoLOcAhajtmgC/jNucJ\nwSphAJ+tUKHCPGTrnDlz7BZoP5Bn32ndj7yUGeBzzz33h9dee+188gvIT5kBVnk+PvsOqPiB\nQ/oSs/5zvWnGngT0Yrr6G/eAR7N/fEIzbqT9CrlzpvKaNWv6Wbu6EGX7x63dPR977LG/28w2\nx+PdpcDyJfVf17qezup8mcAR0f6r81FSnc0GS5+lz6Ec3wfUNLJROcAhajpmawdxxcye5b3O\nVYv184g/aAO6Jk2azCE+xuWR9iDxI1guYtnYpY8cOXJv4k+Rno+oPPHzVEP6Eu8h6h/htC/v\nvfdelVGjRpktew75K7KlFPZv3umnn/5bZv/+zTPAhQceeGDbDh06PEtZXihFebGw6At3CPWk\nD1fEAa7AwWxC7OV4L4WlfrIvnoqFRl/UHmoPdEDjP43/vI6QIXswMd6rsuNXDnCI2nHz5s23\nMUAbH6wSsxhvkWYDHvsOa8rzbFwd7I1S70teylsKV61aNa927do9SM9n/xSFVXlJuuIXZyF9\nSeqE+keSRVn2j6lTp/YfOHCgvYl7L8TeQm7PTT1emvY455xzPsL+2a3P+bxZP2vs3957792T\n9wE8tm7dujocWxEyHImp/xqFeCiNvoifo8eLDzTe8GGUpf3TeE39N2rje7+jRDgiBzhEjcfz\nahfx3FpFquS/aQ3n9xCkE52jEGd3AnlLXZVJP4u01uSZA+w/51a9evXdSf8jYm+Btm8Cqzzx\ni+WQvvRH5zv16NFjzT333LO0atWqNquo/hFie8D3ps2WxbBlNJUXGtmv7F/S3jdu3PjUJ598\ncvZ//vOfHx966KHfgWeuMZK91/lN4wPPVmg8JHug8e6u9RdSJuHs/BPlIAc4RK3HFccpnMh+\nDFaJQeFc0j5DLCxPy/uKNPtki+8UWz4zyeu4ndr2yUNUnvh5aoMu5YK+nMDBXoVUmjFjRo1h\nw4bN7dKlyxQPQPwn78UXX8y75JJL1D/gERb7cuihh45t1KhRbd5zsAfVMns22JorLPULiz3l\nYs6Wo48+eikOsOf8GiPZe6MQD9IXR8LrO7lg7/0DzpHzm45X491QjO99RYxwxGYbFcJDoApG\nPP2iRCWql89MiN3OnN5e+eRVsfzgITCTXAHH18tTed4ng8QvriC5oC/WR/xpRPTfrgi7/tGe\n+BJeEPfj/ffffwxx9TcuFBif8rYvPN9aecCAAe/27NnTLl40Q35CLISifrKn8cZQe/gcLJIL\n9jR4wDpeaGh8FVQJ2ecAjVzrH4FDj2Y03dmK5lFkSa0ZhLZgoLVn8HBYr0/6fiwLWdYM5hFv\nzgC/JcvgJ5DsOZ4CjLS9HTqPWWWVVz78mtIuNpCfpPaAQiKUgT6/y189jVzIS+NWXHDBBVsT\nfcRqcAdSwyIff/zxLxYvXryxXr16wdlhuwVX/c0AxUOZ25df/OIX1h52V4sX1B6OhLcs8/bQ\n+UP2IKCB0j9g6Hye1AjZ5yQLYrnWP1IOPoorcoBD1GoY1td5Bth/XjdRta9YjsLQMBYpnBOs\nLmlvM7j/gWXKS7AoYzlpr5KXz1LllTE/brG12zh/QGw28hOe2ftN+/bt1R5x5d3V+myzv382\n6dev39n0Abuo5PqHfU7AnKs8LiZt4SLRa+ofsV3dHuCOB1jLXoFC9tlphLeU/iVwqH/EQah/\nqH/QFzTeDfn5MkVLI7oiBzhEDceLYG7D+NejSh+6ajGA/zXxvzJgLyTPnNnFLo/lNchhbGMv\n+XnKpbPdnmxvnxHJJ27P0qm8MuQ3ffp0awq7ddPe3n3k559/zmN7R6s9DEj56vNNVIHHOfP3\nv/nmm1vWrVvX3pRud0/kWv/4gmM+H1lIe9hdCrIvQCDIngJB54+cswe5Zv90vGU4HtL4NKvG\n45O8M2WW/MgBDlFDbtq06ToG5xOCVdqwYcNIPn2xmrStfK7hk2Ael8hux9FtiYFJ+VD2l19+\nObN169ZXkV5A/kfBfVReksau4sdnSn7Fv1yI2Azw+nfffXfSVQS1RyxWzvpnM8EX3XbbbRXp\nH+dylTlX+4fZmFamn7wMrO+zzz5rjp/si+wpahCL6fzhYfB+ytleeXVQe6g9ICD7LPscKnuQ\n7JXRjckBDlHb4fw+yW3QT1KlLq5aOL8X4zjdZ+t16tRZyOIdl8eV+gHE2zKQX2nZLv3AAw/c\nB8f3JVtXeWXPr1evXiv5FqnNLrZEhowYMcKeKy3v9jjrkUceeYKZ6HqHHXaY9KX828Nm2sq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St6DMdoEOr0HaB8OvF3mZlD3LVfUJv4THL1u3bl0JT+xDtBGeBPx1kPjFkHCC5C0J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Vx+9w92bGyEUWaOcTjYWtILKMtiVDllDbDq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\nkgMcI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7Ji63RftTDnCI6Ldhw4arUeJjg03CkbVRYdv8Km/FihVfBssYMb6N8sYY\n0fOC+ZMnT57ZvHnzK8jPYoRpQrBM9SXQEH4uFinGL415KhtN3WRXDPabuf5M9EOYnveYY45p\nfOyxx84788wzP/IaGKb2Sb/EYqJHbDy8aXJV+qKLLuo7ePDgK0mrP1L/66gsyYcDg/Mh+yqB\nhewrF4tUlY8EpaObkgMcItox1fk5mmPxcq9ZOL8X4sg+aPe777677cb4sVeGs9yPdAuc3OVc\nK3v5TZs2bYAiHmr3lKm+NMVv7NixWbBAC+Isop0ZnQ78MsjY3p773nvvPR5ZeEzyIX0APzhB\n+nT7+o+FCxcOAbhmcfhsdkIH+iNbY6/+KD30qewN2VeyJ+MKUP2Hs7zM6w4if5UDHCISMmWz\nE9OcxwSbtH79+hcZxVrA9OhNrBlMGh1mxPhaHN0mRG/toPPTqVOnzmAEuAPCWp5ob+/9oPp8\nKGKpjN/q1atLPf/887142opE24Socio/b0A+zPk1Jzi27777tmanZcmH9IGxgxOk/zwkYtuk\n/ypXrmz9R3PivsTSjOoMQaamBeTNrzBN9IueV/aG7Ku4FEif+upgm/RpKtnjiSePbkoOcIho\nxy6pvTEsBtKkG7xm4RC35Y37A4xi5fP2fSb5voOMY3wPZXY23yLyG3m/YdSrLvlPUlcGZaov\nDfHjZYqxQ6U4T5icn3Ldddddud9++2WxOdRs7hvGy2LiF8mb9EssJn3qaoTN6IPWlJxDnM/0\n5/r0LTarQv2R+l+HYTbDL7JfJB/Sp646TTX7amL8sVLiYoaxQkgQ4M16b4ywUcHmYGyMxth4\niFhA+pdgGVn9ybO1WUm7QC9btmxBzZo1HyLfNsFKGjVWfQkEUxm/6tWrF/AC5F/w1NE8cT6x\n6dy5c0vPnz9/E/xhm9r4QfziQxGTfCSwSGX54NmkT7e9/1gNVzizKpCPA4BO/RGASD5cXaH+\nI6Ez1X8ksJB8pLZ8JCgd3ZQc4BDRjqnMJ6M0VtEk32nlfj/uT6WMZMGHpG3HZy/8D3k2Pc0c\n4AFeZqVKlXYn/1TuM4lriaovzfDD+S0YMmTINR06dLB1wNWIbxMtlGGt+QFu0v0Uv0g+pF8c\nWYi8PmWKsk396ERsRxyzaNGil6pVq6b+wyFvLPL05THUn8secrk5Jn42IGS/FKv9YvsNpUyQ\nAxwiUuK0ziTadGY/cL+Mt4qWn49xs8YvIEG+TWWtyDVpBLhcuXK55M8k2hRo1Zem+DGbwEZu\nvieWIr5OPJsp9evPOOOMMRMnJmayiF9AJh7CJG+zZ8+uxMZ3S7222TVM7aM50i8h089MUd4L\nuth05QziMU888cTvbAan/gMw1F8CAkH63sXBPqVPE1hIPlwsJB8JntiafCS+Fd2UHOBw0cy5\nxW8AAEAASURBVG4NSmh9oSZtIG8Ni+ctbAqWwZxrGblZwzXJMWb9Z35OTo45PzYCrPqEn20M\n1f6pp566vVatWrY+POmFifglKFWxEpe3mTNnFvTt2/fYWbNm7c1I/v/Quq+I3vKHEm+f+CVc\n/BKkR1H0H9SRRyyy/kP17Ry/CD/h55p/22b/iV/EL8XBL0koR/RGDnCICIcz2wpn9vdgk1Bm\ndbg/jGs+5VVJ/+GVk3cQ6QOJSQ4No3w55B1GzKS+GVz9oPrSF7/atWvvA/0PhCdKlF84z/qI\nKVOmZLFr7AgYU/xcSH5feOGFo3F+Te5jzPowWb46Hm0US/rAgCFI/7k4BPX9hRdeOPTdd999\njpL2xJHXX3/9ZK7XgdU29x8YTxXYcLHI+g/V59LJPndEfoWf8JP8blnfSz6KVT7mJP4t+ik5\nwCGiIcccvcC0VTt2wg/kfc0o0KC4AvSdBfsCjsxw4jckl/g/ILFy5crFTJ18nrIMfpeY60qZ\n6ksgJfxcLIqTXz7++OPfBw0aVBfntzz/bg5wS+LP1hLRw1BAmJcssdFeG7UvBSa2gdlfRCdI\nfj0kxC8eEkH5xXE1fW8zBrpYefny5ffBQLRlMuYAq/9Qfyn7wAQjHqRPPSSkTz0kgvpU9vOW\n/Q8Pryhf5QCHiHo4v71ozjNEM2CcgPN7MkJo+flcp3Ad5RTwwf2tXOxN/ULiy0Qn4PzuSVkf\nbmwdmOoTfg5fhIFfOKP6RnamtlFNmlOqDA5eW9IPWAPD0L4wyBtT1TeOGzdu0wcffJDBBh+T\nWa/9uOFjIQztk35Jbf0Mz9VGFous/1B9O8cvwk/4ofq32f4Tv4hfdiG/TDA7JFWCHOAQUZK3\nkVfwtt7fsdmahoMwDGNkGck8ypOYj7IbKNsHh2Ju8DHatGkzY8SIEReSVz43N7fwb1RfHCzh\n5wJRjPxSafTo0bam1QLwF5j++da5czPEz+AQp8cFrVu3duT33HPPtU3tnABmkt8EFuIXsChq\n+W3Xrt0fRdl/qL44w3LZEfkVfsIPBLbZ/hO/iF+Kg18SKEc3JQc4RLTjeJrnmMJm67cu95rF\ntLWLcHIftHtGf+Zz+SRQ9hTpFuTb1uSVvfzhw4c35Dev2r3VyUX1AYLwK13S/NIMMlQi2q7U\ndnzBD0w3+tDSFuD1km6ftWGn5I3HsPNSfyPuSxxAfcdKfkGCkAr0lT7dOfkQfsLP1QbSBx4O\nstdknxovRMQ+He3xbSpc5QCHiIqM1nbCQBgfbNKaNWuGsI5rAW+O8xcvXpxUxmjxtXy3CWUL\ngr8h/Qeb5/wbwzuL0eGkNcCqL4GU8POxKC5++RGeXMS/VoZny4L/I34LSKQCPbp162ZnLN9L\nNN16zptvvnkYI3SS3xShr/Sp+iNY2QmpoK/Ez+Jn8bPs5x3xFzy+ifJVDnCIqMf5Yz15C2Qj\nSDd7zapQocLppO/BYSioXr267RA9zitjROUOsg/hak7F+14+a4ltp9jexEzSqk/4OayxA/zS\n4aqrruq1//77V73yyitXFwH/renTp8+jv/766x1169bdtM8++8xu29aWALthB9oXC5t8VKxY\nccG8efMyeKLSxPJVq1Y9j+e6XPLrjPhIX8EU0s/q36QPpA/cXk/6ABxk70bHvvf3J/L4N8pX\nOcAhoh474z6NsTwy2CTkwtbwPknM522tOcDB8B9uvuBN9OJg5qpVqxYxvfRJfptB2ZhgmeoL\nohETfsCxBX6pTdEQjiwq88UXX2zirNHfbr311p3mv3r16n1MzKbufNa073R9YePnhg0brvjt\nt98e5vkyiRNatmz5Om20NbyS35jkDT7YkrxZka0Rlb53kHA+pJ+BYQv62QFI/JJgFlLiF/GL\n7N3i8xeShC+KN6Wj2OhUbTOjv//EAbZ1ksHQkBtbR3gsZTWCBXR+h3tlwfycnJxKlB1jZaov\nJvzizLGd/GJrdcvEf1oGPmog/vt7eevUqVMemO1NtN3Zj2aEuj5XyS8gbCf/8QsnSH7jQGwL\nfu+///6ZfN32irB9Ic4mCj9AsLAt+Km/FL+43CJ+8XCQPekh4VylT5PgiPaNRoBDRD9bH0kn\nvSLYJO7X0ClbPoO5+f5usPYdvr+Ui01/ThoBZi3xxuzs7EWUZ/Ib1Sf8jF22l1/sLNpniZ3g\npVx2lvxB/LfN8mZr8p11+SGQ3/qfffbZphNOOEH6AKKEgB6xXamfhw0bZk6vvSi1jeae43nP\nUf8BEgT1ly4Ou5L/ZG/IXnO5TPLm4ZCq8uY9X5SvcoBDRD06DzvPt7DDuoo8M6bz2SF6fbC5\nGDeL6dRtg50kB5iR5I18z+qytYiqT/g5bLMD/NK5b9++r9WpU6cNfAZ75ov/oiNvNrvH9gX4\n19NPP72ycuXK7x566KGmR6QPUlsf2EvSAqKFjci8+g8XC3v5of4SLGQfxBmCi+QjCQvJh+Rj\nm+2DBOdEN6Up0CGiHW/qj6E5SVOgcTwaoaSP43oc5TWDzSXvCCsjz6If2Em6kn0/Xqb6hJ/D\nGzvCLzi/exkvWUwn/mM9/v+wYZft0LW/J1g7gh+/KSn5PZh2/yve9pxRo0adJH3gjEqUFD08\nNrKj6XaZfmazuv/yR1OJM4gdSpD/iuV5+RP1b+rfHF6LmH6WfLi2q+Q3ovLrM3CEExoBDhHx\n2OTqGUZ5k446Im88BpNtgpW3du3aaYWaOxil35CROZsG7Yc///xzIY7LE5SVoyzpGCTV58Nk\nCeEHCOKXBE+YfODoP3XFFVfcuHz5cjumqTfx38RhxCjxyzzau4lo67htE7Mx6INPpA9SW58e\nccQREx999NGroLkT4OdG6j88NCIlv36jpZ99KGKyXxJYkIpSf+Q3XPzsQxF1fk48SERTcoBD\nRDiOx3gC4/sZmtTFaxbGi21q0otYkJWV9RtXf5doRnTuxahtRTQH+DWiE+Kjdv25Kav6hF+c\nLWy6l/gFMP5OPubOndsL59eDza4XEodFDD9bB9qGeDXTn2fdcsstl5A+Mw30wTH333//qbff\nfntXjtqS/lP/of5S9oHNYpI9RAcge1L28076C0kDdLBUpIMc4BCRj8Xyl8KcY4NNYirmS6zZ\nsQ1sOKs6L4n5MMivIzbh+3ODv2nTps2MN95443x+k8WIjx2r4QfV50NhDqHwAw7xS4InTD54\n0bQcmXuU0YZylNhmQuPsGxHkl/do9nvLli0rxcySz9EFqa4PTuB5P1y4cOGG6667rqBHjx7X\nN2vW7F2jnRek/zwkIsnPTuOlrxI0FD8nsIigfhY/yz6NrH2fkLzopuQAh4h25cqVG4ThPZAm\ndfKaxf1FjNr0tHvStonNJ14ZDu6TRFvrt4xYxcsfPnx4QwzeodyX4reqT/g5rJFG/NKAB77t\nqaeeOu3CCy+swZnY2yUfVapU6dmvX79Yr169hs6YMcNGkJ43ANMIP3vcKD7vP2n2RmIWeq+A\nJSOPojP35V76FBDUf6i/hA1isg+kD4wPpA+kD3ZAH4y236RKkAMcIkpu3LixM0a2M9rkNYu3\nmi8x8rsYhzaPEakvvHy7Utad7zcm6Ry54pVNnTp15oEHHtiRsqzN/Eb1xYESfi4QKcgvH/Jk\n9Tj+J/bTTz9N6t+//x2ebNh1W563Vq1aeQ899NBr7du3X+39VvziIrEt+JWQvrIR75uJthNy\nXo0aNe5A/33sttr9lD5NoCF+drEIMT87DVT7knhW9kscDsmv5Lck7fuEVEY3JQc4RLRjDXAP\nRi5eoEm3e83CkDwFRdeD+3zWb/zK1Z/SzHdvpOxgHF1bA+xP9cP53Yv7+ynLVH3CD15wQprw\ni236Vp/o6DZeKjUlfT9R8rED+mDy5MmHDRgwoDz4fUvsTJwaYv1itG/OGu+T7rrrrm7VqlUz\n/ViNPOlT9R+xNNF/sg9kD8n+Q+lbkP1c5P7CNy6yqfEpBzhEdMRYf5FO2qZc+gED7huiOcX5\n69evn+kXWEZ+vm189SPli4P51LMYZ/oF8jOJqk/4OeyRJvySz8P2JV5PLDj88MNt5+NPHADi\nHyYfvDQaTOeYIfnYun554IEH/oneyQa6I4gvEg8NuX75mV2Q/0L/VZT+c2YJqf+Iy32a6L/4\n08o+8IAIub6KqX0epaSvEkiEX36DbY1qWg5wiCiHQX4IDvCfNOnTQLPqYKwfyn1Bdnb2cK5z\nvTLyDyK9P9clXl78WoGr7Q6dQZxNWvUJP1vTmS78cgM8/xyO0A0NGjTYm+duFZcL53LJJZc8\nzPrQzqz1XdelS5f1ko/N6xccyIOYYmXOr20EZscp7U60IP3i4mCf0s9xLNJIvzhPrOeNE176\nQPaV7Kt0sa+SBtt8DRDRROmItjslm02Huhaj09av+YG31rapy1rK1pDe5Be4iXVWxm/WFMrP\ns7riZapP+HnskU788gvO78LNyMe+q1ev7oIslV6yZEn2kCFDjvfAsavkLYEGL+PWnXvuuZO4\n5pFra6Gvi5dKv8SBEL/EgXAv6aRf7IlD/7zYBmtZQ2wDHbaMwQuS3zgSkl+PJZxr6PmZVsre\nZX+LkNj3ScwTxRuNAIeIamx2NZNR4KQNrWieje7+QUeWjyFqRqgfyPsTQcjmmvRWhqMRcpkC\nOIMv2hRo1Sf8HJ4RvzgwWCdv06Tt5V8BMrfcyU18SN7iWBi/tGvXbvQpp5wyokOHDg+QbbjF\npF/iALkX8UscDukXF4iwyMe6detmd+vW7aIFCxbUomX2os+WMfwclvaJX8LFL6KH6AEPbLO/\n4KIV7U+NAIeIfrZgHyf3kGCTcHCbcn+aRaYj1g6W8d3/sXyuVu4HNsuyqYrOb1Sf8PMYQ/zi\nIDGrZs2ad1auXHnj/vvvv/7GG2/8xcPHrmPHjj2BeC5TpE+XvLn6haUXpwCN4/waRtIvhoIb\npJ89JHijpP7IASMs8vHNN9+cw5nYe8QplMP1ckuHpX3iF5cyooeLg31KnyawCLt8JFoa3ZRG\ngENEO97M9oHpxwWbhBE+0jbrIeYxXSfJWGf06lm+2xClYbtAB8N83uT0ItoIcNLRSaovAZPw\n87FIK37hjN/enIE4bzPycebjjz9+N/JUUL58+Vjnzp2n+wiREL/4aKQVv/DUet446dV/+DIQ\nen3A5nWD0HGt4y0u4OrpM/Gz+Fn2pOxnT5ntkD7wfhzlqxzgEFGvXLlyT+EAm1Nrx404ganM\nZ2OQP2w3pP/g8plTwAdOcU8uh9DJ2TS8N718vleH9HPUVRqnWfUJP4c1tsAvu3Xt2vWW0047\n7aYTTjihNN9JZ345F6BKIU+l16xZs8fcuXPbcW94OGEL+JlcSt7iGElfST+rPwqHPjjxxBOv\nqVSpUukPP/xwww8//HAfIuroMukr2VemruED2ZOyn7fXfhkb7+pT4iIHOERkzM3NvTQrKyuJ\nwdgi/z+MVi3ACc4jnVSGc3stzW+Cnzsn+Bht2rSZPmLEiA6UZxP9cwHtO6ovgZTwc7D4cN68\neS0GDhyYh6H0RZ8+fR5NIJR2/GKzL9oiazadc8OkSZPsmDE/iF9cKKRffJaQPk1AYRvIqT8C\njzDJR6tWrZr84x//mHPmmWf6OxWHqX3AJftF9pqvRWSf+lCEXp8mWhrdlBzgENGOEeBBjDIN\noElXeM1ifciFpB+ye8rmc/E7Mgz1fsSWvHFfSn5V+46F4cOHN+Iy1EaAKVd9ws/hi83wi+0B\nYEdslYGHYox6HgmP2RFCKc9/GOtD33333dLjx4+3t+D2zDaD4imMwyN5M37usccem1GjRo2D\n2QRK8ib9In2KcFhQf6T+V/aG7CtXG0gfgEO62QdjPNqnwlUOcIioyBrgLhjf44JNYt3hMPzY\nZeTlsavjV8EyOqKbuG/EuqyknduWLVtmG/1cTHkWTk/SGmDVl0BQ+DkbG70FIqcTy9SuXfsj\n+OXJBELOuteU5L9XX331+ZEjR14ED9TneW2k9wDi1PPPP/8W5G0k6TxeCEjepF9i0qdIQzyo\n//CQYAt59b8OGJKPBE9IPhJYSD5cLFJVPhKUjm5KDnCIaMfb9ZtRGrVo0mSvWYzInUDebdzb\nxjxTufoOLc7KNdy3YIq0HYP0NtEJ1apVs92i7yRm8Nv/cFV9ws92WNwcv5zTqFGjCznv9d6W\nLVs2hV/ODvJLL8K0adPO5Du5fMdGSz8nOmEL9cWiwH/IUlsc3TIYLPYs9tGAOFXyJv0ifar+\nw5SCBekD6QPpA+kDVxtIH4DDtx4WqXCVAxwiKmKMv06Hm7RmF4dkEo7GcKZs5pP+K9hc8t/n\nfhr5SecAL1++fCnHvAzHwM/gZ6pP+DlsswV+ybv11ltfg19sN/HC/HLQxIkTz+LHpXiLWeq3\n3377X9JBBzhK/Ge6bpMBYfLB2rjhH3/88UXIXBZZtrv6Z1YmeTMU3LAFfnHwk35xMRK/eNzi\nHGESJX3gN1z9pQ+F9F8CCnthLH4GD8lHgimk7xNYpEJKDnCIqIjDamf+/hpsEkq4JkK3P1fz\ngXejbHagvEm8LMkBxjjN5vs2mpfJd6cFvm9KXfUlABF+YLEVfqlAcQGxFLE0b8L9debcWwg9\nfoxet7rvvvta0tYHiX2J19vzVqlSZY/nn39+9HfffWcbfz1AvuMcSz6kX+AB6VP1H6gEx6lX\nf+kg4XyEXt/LHtpqfy77T/az+RI7078tTKiD6KdsExyF8CAAb7IFbSAwQmX3/y/fvoJD7JSh\n9JN+w/l/Tv7mfqf6DDk3CD8Xh63wy3jWBY/mWwVVq1Zdc9ZZZw2JQ+dcooDfsGHDGq5atao8\nDS5D7E5s4j1vTk5O/lFHHTWPPMf55WpnezqyU1gOrSwKz0sz7Rgn6QP3pc3/05spSN+9n3ji\nib2N7hYL820KPm/Mk189r/QVPOAH6WcXCsmHzxLqzxNQFLn9Eqg6skmNAIeIdBgrU1gHPKtQ\nk8xAtzW86Pf85cEyjB2bumlTo5Pe6LBZ1lrWOE4hP4PvqD7h57DNDvBLQb9+/W6GL8+GL/PY\npO33Z555xmfBHajPflus/IzM2AZxexDtZV8+cY3kAxQSoVjpwd9KXxWdfrYXOr1HjRqFKJb6\n/Nprr/2Gq/S99L0j3VHQz9IHsZj6I4ddvQ/1R3Ekwi6/HsGifJUDHCLqMcW0PU7repr0kdcs\nhOAg4rnkF1D+DvnBM39Po6wFeeYA9/J+s/vuu1fh6+dSZptgbSBf9aUgfrzpzXzrrbcaQl87\nButro/+u4Bec33OAL5L817Vr15qPPvro6smTJ5uM9CTOQT7q8jiSj13EL9JXAOuGXa2fb+dv\nbOQ3NmHChGPg9UbwtfS9+kuX+2KxXc1/zv/I3pB9hd6JpH0g+zkW2075XeQpl1S4ygEOERVx\naB5iWubYYJM44ugjNsYyIyePzQimBMtYM9yX8sbk2fnAfli8ePFczjC9h5E7WwuctAmW6vNh\nikUZv4oVK97XqVOnB1evXm1HGLUhXkQcIvqCQjwYfcGp8d133z2f83zt5ZETJB8eEsz9ln7x\nwYigPviNxtv69hhnyM9B3/eUvld/6TF0BPnZabr0s0dB6ecEEkzhkr0bKvkI0iaqaTnAIaJc\nVlbW0xgwA2jSFV6zGH3rQPohu+dNjU1v8w/eZnpnL5xjM4DsnOAqRCewyU9d6nnRHGdezKm+\nFMRv4cKFL+D8OqM/cbKfw3VIlPll9uzZfUePHn2ArTfmWSoRbcqybdIlfjYgCFGmr/SVS8Mi\n5OezqbFHpUqVdmOWw1no+2el79VfulyG8pR94EBRhPKm+mRPprs9PsbTL6lwlQMcIirm5uZe\niuOaNALMussXmfo8n3xe8OclMd/GjRuvoawJjzA3+Bjt27f/fcSIETZtOptOMGkEWPUlkIoy\nfoMHD74gIyPjKZ7BjvGx9a0j7ckiTN9M1jDWhl838hiZxNuI9xNj4mdDwQ0Rpm8syvIWUn06\nG664fOXKlXb2dntkR/pe/aWnKiRvcSTUf/gsEWX7QPwcMn5OcFV0U3KAQ0Q7prENwqHtT5Ou\n9JrF/QVM/XjE7kmbo+ufw8po0BPcH4Kju4RrNaITMNZsXegr/K4MUfWlJn4vPv3002XY5fir\nzz777HHoPcyIH2F+2YsXPFXtGeLhGK6OAyx+Lhp9AL5lnnzySTvI3jYaeZr4QYT5xUbDpf8g\nouSjaORD/WWk+w/pA3SBBekD6QPjg13kL4yzulMlyAEOESUZIbmKaWzjg03CuX2D+5W83c9n\nvZ4Zr8FwKzcNMWyTdoGmnr9g/ssZNc7kZxODP1B9QTRikcavevXqmVddddVEHOAfvaeKMH1n\nsv79t7Vr1zbkGWxq93+8ZxI/e0hwHtVO6INevXqd/tVXX51CbQcT/5dYb2fqk37ZOXoIP+GX\nkGwnFen+SPwsfhY/p5U9Xojc0buVAxwimjGltRvNsZFc36GhU/kn9zdwzecN9STSXxK90IlE\nC5xdc4DNUfbCHnz3Bm5sKukQouoTfsYbYeaX/EGDBk3++uuvK7IGeNFtt93mO8C0uyj4uQL1\n3EOcwaj5zR07dkw7+WDEdC+evwzRXjBkEPdErzTjKv0CCIQwy4fa55DI+SgKfaD+UvaBnZog\n+yohV9J/LhbSL3Ge2Ix8fJ9gl+in5ACHiIaM5H7ACPB3hZr0C6M075sDTLCpi34g39Z9ziUm\njQCzTnA5xu77lGdSpvqEn8MzYecXlgB81rp169nbwM+27tmOC7Pwt/IxZ86ctXxvENGcv9rv\nvvtuNxzgtJOPo48+es8JEya0QY9kg8NnRJtRUlb6BRQIYZcPtc+lk/o3F4f459/qP74n+0D2\nkMc04pc4EtKnLhA7qk89horyVQ5wiKjHqO3eNKd6sEnkVUZQ6xLzGenNCZaRtxeOsZUl5eP8\nluN79Yg2yqP6hB9s4Bj4keYXjgkrd/XVV/fiUfYlfkM8bhvlwxxg2yjMAiJTqgLXesS0ko9D\nDz00g3Xj3Tt37mzO7+/Egm3ET/olDfkl3eRDz+scNSN7A0awIPvKxUH2pIuDfaq/TGCRCik5\nwOGiYgUEzEZn/MCocDlGhSugjM1YTaIXhnz5uDGf6//ATZTh6xUoyyCqPuHncEUJ8otNvd2d\nOGVn+PnTTz+ts3Tp0kYui8eacb2Q+ub8nXzstddeJh93Ee8gzjnooIN6IR+3pqN87LHHHvYi\nYBrRCTtDj3TET/pU/ZEnOyWoT70mxCS/PhT2ZlP2kAuH7L84W0g+dp18JGqObirJoYruY6RG\nyxHWr4i/FXqaWdzbut/8devWLQmWYcR/j9K3M1OTpjhxv5qyiZRlqr6Y8IszTUnwS8+ePc35\nNRqY4/U88SniDvEz7V9B3I/fW7D67PzrbaWv7ZT9ALHghhtusBdKkg/AIGwrfu633U/plwQa\nwi+ORUnoF/Vvkl9PFMV/HhKy/3wk1L/5UBS1fPgVRzghBzhExGOK88WM8lqLPvWaxejWoaTt\nfOB8pqJ8RNrW/DqBvHNI2I6ui4hm4DuBzbSqUXYpN5nUZxWqPuFnb8iLnV+mTZtm/OcwNdeL\nGcH9kd2rd4ifTz/99Myff/554hdffGEbxX1AHIp8XM51W+sr4Lux4pQPnrf1pEmTrqpRo8am\npk2bSn6lr4qV/9R/qL9E5ck+kD1kXV9M+kD6YCf1QeHBNoevovohBzhElOO4l7t5SzO2UJP+\nS94mYj5vu/3dnO075D2CU9OY6/zgb3788cfZzZs3vw3fN5s6JwTLSKu+OCDCzwViF/PLGfzL\niURzghdVqFBhBLivIe4QP3fr1m0CDvBUt+XOZ5j5ucyVV155NXJrI86ly5cvfxAtHu+1Xfzn\nIrGL+U/6T/2Hw2iSN8mb7CHZf+p/i8Zf8HCM8lUOcIiox8hUf+JAmtTJaxY7tv4bR7Ynjq4d\nbD2b/E+8MvL6kD6Y63Kulb18Rprq8Zsh3Jdi1Fj1CT+HNUqCX5544onBF198sc1OsM3YHmGn\n53/Tjl3Jz1/xP1fbA69Zs+asihUrHlSC8lGPs7sbW1ssINuXcLEp4E4oCXpIH0ifiv/UX8o+\ncKVA9pXsyRK0D2IR5L/RXv+RClc5wCGiYm5urk3lTBoBxoAejOM7j/w80knMxxvtq4lNmNYy\nN/gY7du3n/7GG2904DdZCFjSCIjqSyAl/FwsdiW/4IAa//mbLhUD/73P/x1lT9alS5cfX3zx\nxYtKUD7+RAZNNs35L41D/pq1ywviPxeJXcl/0n/qPyRvsg9kD7lSUAz9ryduNkNR9ilopGr/\n5hM6wgk5wCEiHqNjgzDWn6ZJV3nNYtTIRsx6c19A2RyudvavE3iL+xiJwzDybI1PDTc3Fhsx\nYkQD0kP4ne0CrfqEn8MaacIvrXhYOwYsxvl2B/PMg0tQPjb27t17IGuAe7DuueDwww//sl27\ndg4t7CNN6BEmfXVq165de7dq1Wqff//739Kn6j8cWVR/KXsDRpA+kD6QPvh7f8FfwuWAFfEP\nOcAhIiDrU65ltDdpxJb1g++Qtw4jPp9zUH8INpesuzGizdlNWpj+119/zd577727kJ9JtB13\n/aD6fChs+onwA44U45fBPJLzAomNp94jbUsGSkw+6tat+3LDhg0Xmvyyi7vkt+T0VW34YMS8\nefPKvPPOO5vg+Q+uv/560aPk6AE5YnaMj/o3BwmOeVB/5CCRYv1RnLqirweE6OshEW39l3iK\n6KbkAIeIdoz2dmbaSCWa9K3XLBzcI0hfxUhuflZWluV/7ZWR15H0gVzNwB/u5eP81rDpJ+Rn\ncLW1waovRfEbOnRoa+hrcSHxfPjlMK7pzC9def7XiTHWH18Zx0LyIX1QC17w+rsy6NLWxEbk\nSZ+q/1B/iSBYkL0hfSB7Uvazqw02qw+SNuL1vhfVq2cQRLX9KdVu1meMYbT3p0IPNR0ndhRK\nqYDOyaY6+4H8idzYWaiFzwdeRd4oym0KtOpLUfwYUSz32muv2XFXGUQz8PsR7ykCfilDPVnE\nNcQo8p+zjh4cWtB+yUdBgfRBLPYdvPBf4sno2I3HHXfcx9Kn6j/gB1urKPkwINwQRX3vtBw6\nyh4CCfFznJPFz7vUX0hCOaI3coBDRDgMsuooLxsB9gN5OdxYfj5TpJ21jV4hzm0VopWV8vLs\nimNUliNX7KzUTKZVqb4UxQ/aZkN7O17Igl3t3Oed4pe3337bnMYXiMY3PanPnEnxHyBI3gCB\nEFH9YmdAn9K9e/eOLVu2PAP9GJM+Vf8RYX62ptuI7U7pe9kHws9hJD7Uv7lIRLR/cxpfnPrA\n45soX+UAh4h6KKAaxN2CTWKNVEU2v6pJXj4jFzYq5we+a06uldmInR/YTMtGBC0/U/WlLn45\nOTmZJ5xwwvBPPvnkNGhtswC6wS8NdoZf3n///QOpx5xfc6hv/+233y5u0qSJ+A8woipv33//\n/W7Z2dmQsckGeCat9cuRRx65FvmoZi8UpU/VfyDWMfWXhoIbZG94SERX34ufEzQUPyewKGr7\nJVFzdFNygENEO3atHck64MnBJsG003hL+xnXfKZILwiWYcSNJy7krU/SJj8ct7KyQoUKn/Fd\nc4BVXwrjx1E/Y3CAz/P4Anrn7Qy/8Nujqase0V6i5FLfzztTn/ivxOV3j169en0BLatjGK1h\nBLQPaT9AH+mXOBrSpy4Q6j988bCXXpIPyYfsK9mTjhRIHyR0Yyqk5ACHiIoYqFfTHBvlHeU1\nC+f2SAyzaxG8AkYsLH++V8b1IvIP4Wpz/e24IyewuUsNfteV39ku0DZFapRTwIfqS1v8juW4\nj9v+9a9/1Wb65xb55c477xzKUTG2Jq4O8c7GjRu3FP950hNJeWtL651lELwNL//jjz925v5N\n74mkD9JWHxgLqP8ABPWXsg9kXzk9gvSB9MHf+QtfOZySIh9ygENEyNzc3FuYnjcu2CTu32at\n2nry8hctWvRdsAylfT+jc40xbINOsX3lT+L1OC7mTNvojx9Unw+Fvd1PF/xsN+R+Q4YMyX/j\njTeWPPvsszckUHBSPr/UqVPH+OVnrxx+2VP856IRUX6ZQuttNL+AGSQFy5cvH+LR1q7SBwk0\nIkpfewBffklL36u/dJha/OzAYB+SjzgU0vc+T6ST/ec8dFHrgwSS0U3JAQ4R7RgBHkBzniNe\n7jULo7UjozQP2n316tXncLFzTb3Ql7IWMPZyMuy4Iy/UJ/EyZXa2oOrbCn6//PJLi7Fjx+aC\n10XEYUQLqYZfO56pDC9EyjC9cY+VK1e+zH1wLWiqPa/R0ILkIxYbwznE3Tgare/BBx9cijWw\nR7dt29Z3gqVfpE/Vf6Scvne1n/Sfh4P6tzgS0vfS9zup70d7QpUKVznAIaIiu89dxvTUMcEm\nMfr2Am/t5uHM5qG8kpgP5/YqnJp9uM4N/qZ9+/bTme56DvnlKR8fLFN9CTTee++9B5977jlz\nem0TMXMKNhLfSEH87PgXW9tbwHS/lRUrVryAtB9S8HmdZ5N8uCSePn16v969e883fUCUPpA+\nlXz42i8Wk/5LgCH7IIGF+g8XC8lHgickHwksUiElBzhEVGSn1v44u8/QpGu9ZrHutwPO7yM4\nsvlskPUX+aO8Mt7k9KasFb9ZSN6eXj7TXO2N52DyM/id6tsCfuB9H/iVpqMrBV4biC2JwJdy\n+PXhuWacc845fU4++eQ6OMCDuBe/bJ98nHrjjTe+xJroih07drTN6GoTnZCC/OI8l/SL6Kv+\nQ/2vKwXOrsiyNwBD+l72aRrb4xM8fZAKVznAIaIib5duxuEdF2wSztkHGKL55OUjdIV3dH6I\nvAaU2RE4fmCK69zKlSvfQFkGmUlrwlSfD1Osfv369/BSoT9rryuSaxgPt9IUxe+tDh065Bm/\nEMUv2ycfNWCLNxlJLTtjxoy8P//88xvjEy+kKL/YGinpF4gs+nqcjpJUf+SDIflwoZB8+Cwh\n+UhAof4jjkWqykeA1JFNygEOEelwfi+kUzWn1d9pjVFc2+X5YvLz2ezKnNmg83IW93Zuq23T\n/xLRCZUqVbJzLi/ixo5Bso2wVN9m8GvQoMFJgwYN+pNzUjc9+uijp4KTM5Vc+IlfCslbdXjD\n5NJCGaaRH+om3U/xy87zC47VRX379q0/YcKE8qD6MfE84jrpP+l7+ED9m/pz2MDZtE/2kIOE\n8yH7DxjU/+58/7sd/sKkBPtFPyUHOEQ0xMH9hjg92CQY06Y9f03MxyhfWqhsEuUbmMV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d5M1/8Agn5ACHiHgo6n/QnOnBJjElui73hyNc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\npi9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6ZbcGY/DFeJ+1chO+Yif/369f7u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9Rd/ZHbiOp/XdVjDB3b/lf87DYiOIifM4ufzd5M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\nQAACEIAABCAAAQjUhsD/B3Tv2jkM8ObaAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Dotchart-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dotchart(agren$sw11,groups=agren$flc,pch=19,pt.cex=0.3,\n",
    "         main=\"Dotchart-Sweden-2011\",xlab=\"mean fruits per plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make things a bit clearer, we can use color to separate the points.  We use the `col` option to color the points.  To simplify matters, we get the colors we want (\"salmon\" and \"seagreen\") in a vector, and ask the function to use the color of the point according to FLC genotype."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CNGlnLdEFHH+RGXixzihsGrdAnFOEts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\nCZt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VLjLx1gB9VjTU3NlTAUptuLhK+N\nr2POyUbERzH5PYl86Mm7CfE98PsS+zMDBgxYMWHChIuQFsJvZtnTmJ+FRlPAb9nIybJw2mfy\n1r4J1/0O70y+OEQ+dtZUPKcr+jD4vzK6oxZ/Fkk9pbL8Prbo7cc3VW/ri7XHHm4eaHMWHP7T\nUvl9qZ9Tm8+sX9av6GzzoH1lImFs20b7FHCkavtm1bR7Q3SAHVR3wWDwRTi7z6NI15jFwv1l\n+GI4Su7Rm1uKy2QzDfEyZPpw3MtCVy3N+PHjx3fDb9/CvYrfMD/iZ1CDfIlJiFPk46qD/vT/\n5m9Z5i2uLKudvv77Y1eOLIQ/qCi7Kt+OSOV1X5f+dE9lpFrpkJYr+vsVeUYON9RvRaT6cJnc\ni5XH0OutnyDl3tX7Uv9R34MibN/YnouqkAWoaA8ZSLhD39M+Tbn2bVqcfilxoQPsoGpED/B1\nUBhJPcAwat9AETeh5w7TeZPn86JH+FY4unn4jTjGiWPRokWrevXqdSny+p8eYOaXgEmWkyd+\ngIN8sTjR2PLRq0W3vD6t8kpfuOHh+WYpdlUfj//8zpG1WjSC6RDq9+qSB/HMK+ZzbuBzq2D2\nPZW1pSfC/dXgAU+Ssu/qfRu7PqhPWR+mPMmV/LPQcIN+ofxSfi3GUn7tWDS0/NrzdmuYDrCD\nag49wH9Hg/sKijTcVqwzEb4HzqyG+UNLEE4MacbX0FvlCxuMYZkD/KH5TJ8+fTogfD/SAri+\ngpP5ET/5el5vvnQZ1m95QPU8j9677t9u/bny97m925F/jSdvPtXXFzs2+bC6t6wKcED3G7oH\nl41dVoO7BqlfZLNP9cuQgwf2mL91+eo3ln5ya9GyQkNnUV9RP7N9c4f80t5QFOor6qsmrK++\nE1sjVQ46wA6qSXyhGYcvmFPtRYJzIYR7VQSuqqpqlT0N4QlIX4AzaR9grAy5CRPbX0W8OMBT\n7c8wPzsaxE/Q2BO++FXPCDzyB8zhDLy/enq0R1ansS0CWcV2VPckP/tzCJPPAGFX+LVJa/Hs\nyvL1/4ADrAY9wdfmx53fOI6Oxw/lXNAru+umolGF78XLvMv3pb4yUTKu+7J+ZUtEmYvO+jCg\njv0h/2xgUD8bYOxKP5Mv5As40FTs8aTKduMNHWAH1RqcX5nPuwrnF7ZidUT4CJwaeohlnm+J\nmQanuDeE7RBcN5txcoUjnYHe4iOR5sftGpzMj/hh3mWD8KWlritemcOJw6vpel/km7Q/Nfm3\n7+Tt2oMGzMMiUtOqozWe9um5jwxUPjIqQv40UP1SvzQhfbqivOSYcUs/PqzH8P4jMc3mnqWj\nCsdQfved/EJM2Z7HNRb1VQwIyhvlDUxwi32f5NzHRdm1F/nqy8M5CFSjUai1FwdGSS3iquHM\nViM+ak9DuEbScK2yx4dCIfxcl7yYH/GzU6PefFF17V5V1TfCCY72zO76dU5ai+3kX+PKm2De\nIaONfPRq8vogqkRrVu5cH5Ch4CbRqf9MJGBV/Yb++7h4ZrfKaDiEJ4JYMXFU+6H9WhG/3ceP\n7a+ikC/kC+1TgwP1tq8sJrkivzrFdd8te4AdVGcwVlbgTFrQCsUTQ3c5Tg3zg3fWKe4q3AfR\nCCd9lamsrKxOT09fhvgA8yN+Ns7Umy9LRhbKcOd2yp8PCYz5y5DLEe5B/lHebBxrNH21Nby9\ndOzCd/+KlaWzvc26HHvgsHZHrh45fT31n602frP9UOUDVmt5QtX1aE20Ogz8VLYfCQwbjc/4\nH1fhZHtO+yVBPgTIPwuNVQhSPpwjH1bNuDTEHmAHVRyGQJ8FJ/coe5HgXPTE17U/4fonrALd\n3p6G+P6SJqc9HsOfs5GPEc/8iJ/JjQbly38Whhs0PxQylfLrPrT/SflD+5+JLtpDRD4pvw1f\nvz9uWvaXqki4ufBbV5WWQSV0oYSp/wSF2PFb7cf5XfuHOqTnVGBRu+W6pl+8aczMcuJnomdM\nK2D7G4cjlfSzWcO/JR+iu+U0fy9XyoeFBvGzsGhq8mG9uXtD7AF2UN1hE/VHoFBm2ouE+SFT\nsKCVD86v7IP0sz0Nv30GQtcVvbyyCnTi2Lp16/rc3NyHEBH4ha2TmF8cKeIXA4J8SYiOzJ+v\nt3zkDS94QNWVoRgqrj3440tf3Hf4VQ9Rfg1nokH1VXU0/Ab2UpL1ETAlXfdCF8pIGYV83n0+\ntwpmfT74oIEbzznnHGNLKuL3P1sN1lsfWLVhrM/B/OKAsP2NAUF9ZUlIQ7S/Vm6UNzsWDS1v\n9rzdGqYD7KCaw5fFp9Bj+yyK9FezWHB+/wziPoTeYdmTcCXiC800XEch7UjEyzCZhAHTokWL\nA3H/ItKQxPyIX4IxKc2XxdtW78gbWpAPZ6gYqwyP21/ygQWaz4RH5oVf5q3Rak/XFeVMyq/B\nwQbl3xkdj70oJy3bM2/z0vDi7WtuwwJOxsrS1H/1az/w8bRTQ7YfzI/1sSf6j3whX8iXX28v\n97N8TDdKliJ/6AA7qCJramquxIISSQTDkvuvYf/WUjhxGsJJaehVugHxPfAKiZVb5XUGDRq0\nbNKkSRegZzgN5yz7KzI/Cw3iF8MiFfgSjkaV15Z/8qjqUVvDAfXk31XQeb/Vr65l6Irnz4Ku\nz6Muwtjux+AEU373gb46vGWPHjhLBg4cmFjpPhX4vD/1/YABA5Y3ZPvB/Kw2Z2/aX+JH/PZE\nH5Av5Etj8MVC2b0hOsAOqjtsc/Qivnw9hyJdaxYLvcKXIjxa7tEbvB6XRA8wenefBNGPwNC/\nLYhvJb+RY/z48d1xeUu6f5HO/IifwYtU5ktVbQU6XI1/xrui//X6aWU/XnFKuyM6NbZ8hEui\nV/sPUL/BMOiMWw+5MATcX5VCUX6pr4QH1M9s36gPFBnRRvuF+oD2qbvs06ROONFjbj7oADuo\n9jAHeDCM5Bn2IsF4fwf3W9GTG62qqvq2TtoduO+O32ywx2NOyeqcnJwrECcr5n1tT2N+FhrA\ngvgBjlTgS4YvPYphx0NQp71i+xSrrT8tnh2tidQ+eVr7oydbtb7v33fVK1Nla7Kx8n+2nDSk\nM8pUQvk1FsGivIETqSBv5DP5LPpNDvI5hoP8pX2VhAX1PeBIVfmwatq9ITrADqo7OL+iMNri\nXGAWCw5sAZTqUPQM69iaYhHiEw4tvqBej7S+uMo2SO+bz7Ru3foAPDcc936cr+FkfsRPvrg7\ngi/banbe/c7Kya2Kd5belz+sYFjRyMnC0XqVL4D6vaPnBZeP/unNQegHvgrZBTyqRwl4/Rfi\nvX+He8oH9QFWy6I+FVmTwyn6gO0b6wMIUD9TP1M/O9++nxvTVqnxlw6wg+oRK+BNhBM8214k\nGAfzcb6LOA3XYnsavsJ/gvvlMOqS9gHetm3blpYtW76L34sDzPyIn0Ebp/DlnRVfbF25c/0B\n2HoF23qpL3W77fefLn9kVll9y9c82Hx5tVZ9d8ibdgZeuIvX4y3vmd35bYTXGADE/+wL+cjM\nzproV7FSHeWN+irOs/rymfqe7ZtQaV/oK9oHMSGFjFFfUV/Rft4LfyFOG1df6AA7qPqw2NVB\nUMiL7UWCc9sG58GIl22QsuqkdY+nJQkwVkFNQ/xBOAMwworqPMP84oAAH+IHLBqbL+h5ao1F\noTBjF3+wWrLuTQ/FwvWvjzWjZ6xV/nzIQd3ycvLv633VZSF/UGQqQ/I3j4Z83w43H9vykZXv\nTNU0/dDOWe02XJn3p6Xm/yNXcIzyFgeE8hYDoiH5JzkyvzjBcKG8JWHB9o3yQfuP9rOhFBqo\n/S2zNIz7Qx73v0JKvYEXzkFSncDpFUdBepYkzXAabG9sxMfTE9HV1dX2Z5gf8TO54Qi+nN7+\nmOWZ/lANChXBPq4PrnhostlD2zDl+8/C8PKRU38K+gLy3maeJgZKQ8pHeijjGgzNyIc7r67e\nWZo7Zf13vRP/EQKUXzsaibqQOkkcDVkfkinzS0BL/llQSMjUBSnHv+KdZVlztxS1Tn7d1H1f\nqUvaQ6xf4Tv1vSX1jWxvWP+xS0PsAXZQxWEI9Hys+ryqTpHWoxd3Hr7e4KJts6ehZ2sRzgga\ngqQeYCyWVZmWliZDe/xIY37Ez6CNU/jSPj131t19Lp+xtXrr01dccEWxyWmnlG+P5M2j74h3\nZmMBFDi8WnSl+T7xK+U3DoQr6xdlpz5NYjT57DA+P7VoQofVFaWHoliF+cNPHVQ04stJUkTK\nW6yiKL8xHOJ/Kb9xICgf9ZOPJFa59IYOsIMqDkOgz4dQSs/YZ2ax4PgehvNCnDrSP0T8OjMN\nzu2f8Pu+uBcH+BEzPjs7uyXC8owf6bUIMz/iJ4ve7DFfvir94YKWweYX92rVtbKh+ZcdzBY+\nJxzgvSnf/paPoqLSF/oc3OXEoNc/sG/L/MrTO/wuW/Z1MI/9XT4pB/UB9R/bD2PRrz3Wf06X\n3w01246LO78i6rDnPLKQpuEAu1GfyktQX1FfUV85Vl9tFBlNlYMOsINqEtsgjUSjNd1eJPQK\nf4ZeYV26f7Gc+k/2NDi3/8KZB2VRao/ftGlTSW5u7r1IC+GxWfY05mehQfxiWPwaX/KHF4z6\ndN2cG8Ev5fOSrOIr259B/tWVNwy3HvzsjRdD3j4SecMQJMob9ZUhWNQvu9Yvksr2KIaR/N0b\nvvgj2vs+1ftgRI/KOgpRjEKRnSKMY2/yY32Y6O1dfRA/4tdU7HGrpt0bogPsoLoLBoNPY7uj\nuhuDX4AijoZjLF9GZa6kfU/TRxF/OOK24pReX+PAoigHQghfxSkH8yN+JjX2kC/qX2SRKpgC\nypaa7X3TmjWT7YS+MDPDdQ/zw95EgQD5bAFI/IAF9ZVyrUmJPZWP/LsKCp5f//E5F6Wffm3n\nZu2o75uYfsnJyhk0pOe5GVPXf6+UVm6eWFK26maTS7hSv1C/0P6j/WeqhIbQB9PMzFLhSgfY\nQbWIr4dXwoJJ6gFGr/CrcIxL0ZOLzqVoEvnwhfd6OMD5iC+xv8agQYOWvfvuu+djS6U05JnU\nI8X8LKSIXwyLX+WLrhUqqudCrKimZvjSVkNZfGWhZ3whJ/8AyK/ihzTKm8UYylsMi4biS/6d\nBccrXvWz8nBl7dOLJ+rndSv4e++sbuMtxMk/Oxapyr/2GTmlF3TtH62trR0/6O+DwuY7p+r7\n0h6K1TDrN4ZDQ+lTU26Yn4nErtsP61fuDdEBdlDdYY7lizifQZGuM4uF+4uh6MbAMVYQFkf3\nSzMNcY8j7Sg4wTIHOMeMnzRpUjeE30Sal/kRP5MXe8qXoqWl1178+4KsnLTsgUfnHNLdp/qO\nR16/yb/x48d3n1Y2762V5SWeLs3ayYiF/mYZyOffxo/yS/23O/pe9yi/UxU9jL1/Ql7Vo0ei\n0QchXx0ga2w/2F7KllC0DyAM1KfUB7ujT00bhXzZJV9mmDilwpUOsINqsaam5noYMDPtRYIT\nOwG9v+WIi0KIv7enIX4Y4rrjmjQxHV+CizGU7mrEB5E+2/4M87PQIH4xLH6VL5jfevb5998O\nDsmw593m3/3zXzoJc9I0LIrsWbJjzal5w04+bOnIqT/K/0b+xTCXv+RfDItf5R+SyZcYRvK3\nLl/g8H7oV733A6VaXdUjrYPN7wden1pPED87FnXxM9PIPxMJ8sVC4n/lzUwjX0wkyBcLiabH\nF/u7uzVMB9hBNYehPTfBgGmFIhnOghQNzsdJOG/BqWE483xEzZF4OTBf+Br8/jBcpQd4ghEZ\n+9MWl1vxTADpryPM/Ihfo/El5AscWhGp8ei6Jtvj6oru7WxykHym/FJfKQ2in1eOmbKk+x0n\n53ds3vbMy/LOujnLn34F9H3AlDVcHdt+5A/rNxSlG/Loorc3XH/wOc3TfSE0b2zf2J4LaxtG\nPoycYn8aRN6YH+1J2i/KDzY5cH2QDrCDqhBzeT/DvN26BFsMofsEDSM+YGvr6xR3KtLWI00c\nYPuxHb/9BEOjA0hnfsTP5Eaj8CU31PKl4oqya8K6lh7y+tdsrixPbMOFgpDPZm0oSqPUB/47\n6gML85Ti37IxU9eOHD/+HYwckt0AGl/fX3OEXylqpitTp0YA8W7xuftdBbJ13wiUV91SvT3n\ngzUzvj+vS7/ZbN92Dz+LykYopfgcfzfqK6uSWb8WFrulX6yfGyHiZwHS0PhZObs0RAfYQRUH\nh7UDjIDW9iIhrgXuO+LUEE63pyF8gKTBjkirEy+GUCfE+Zkf8bNxo1H4clnXM0t1r/JxWfW2\n5rnBlm+fd+65VWYZyGcTCePaKPWB/4n6IA47+ddw/Htu2XuD8lu3fFBprWv6cQUXI+fd4jO+\n5W5WVC9mSGCAiKKrmL9stHFs33YPP3sNks92NIhfHA3q+zgQlI99Kh9Jmbvxhg6wg2oNPblZ\nENgkZxa9wkHEZcGh1fGV328vLn6fifssnLX2eIS9+H0W0v3Mj/iZ3GhMvgS9gcwO6Tke8FD2\np0wc5HMCCpnf2mTlt/vtp3aLQqXJMF4gQn0Vp4Wb5GNt5aa/Y62poPixmOgwFnyWFah/sz1a\n/tCXs/KHFbyA314e8oXW9mt3ZBn0RHO2b01XH8Tpb16oD+JIuEkfUH6blvyawurmKx1gB9Ue\nemtnw4gQg9B+rMbN1zhlH6S6Q53nIl4WyKobvxP5yPZHMgeY+RE/UME4yJcYDpSPOCFwaXT9\n8uaKzw/1BrzLsMG0kjes3wO4jKG+SlRIo9cH/ue9aj/QfZuvKUomtgnX4QNvQT67rV+KRk6W\nvY//OmHChL74SDsAYbZve4Af8DIP1/CF9svuy4dZubiyfi0wdlu/WI8QPxsWDY2fLWt3BukA\nO6je8AVN9gH2oEiFZrFwfzTOq2EgwtZQPsdpnwd8PtKOQJqsAv24+QzmEcsw6quRJguiSB0z\nP+In9CBfAMK+lI/inWUt84ad2jES0b+W3k3K7//qq6Xbi2WhP+PwqJ5bUR8v4Yb6CiC4iS/H\n5/a5+6vSH65BqSOqrg1G8UftYXuku+l98X5sf2lv7NP2AxyjvUZ7FzQwDifaa5vNwqXClQ6w\ng2qxurr6H3Bmp9uLhPv/4qzFqVVUVCRWc5bfoMf4IVzyYUSU2p+ZN2/e2t69ew9Fehq+ukpP\ncOJgfgkoiF8cCvLF4kR95GPp9rXtX1z6wb2q4r0y4Ne92P7pqPrkl6ry6/V4blSiSg+MAVd1\nVVlC/jUM/xqbLydk9xr//I0Py8cL49AmDGZ7BCTI5zghcKH+s7CgvRbDgvJhccLN8mG9hXtD\ndIAdVHehUOgZ9IY8jyLhq3rsgHN7EU75sq5kZmauRazsyWoc2E7kMQT6Qoi24SoLiRhHz549\nO2NY2TjcqPgN8yN+Bi/Il30rHzsiOyGlahQTImWFn2o4wmdAbqWXa7/L7/bainFzNv6kRnRt\npnLNEacoz8011g1A2Rpdv9zU87ztI3545RlNVQJaVXhkzz7UVzFmGj3AjV4fbD/IP/KP9hXt\ng31rHyD3VLDHvzJ1RSpc6QA7qBZrampkCHRSDzB6fV/NyMhYD+UUxT6JSeTDF8UhKH4+zhL7\nawwaNGj5e++9dwHSQziTeoCZn4UU8YthQb5YnKiPfIQ8/gMxHXIEzmq0dYFoVPsK+a3c7/L7\nn0ErDz3ojK0RLZIFx/yovNYtRixVlDvkrevzvnurXzJ9aSVLRn2R+JA3SJmmUl/FOLg/6gP/\nM9sPtpcGAcm/mBzKX9oHMSxoH1icoHxYWKRCiA6wg2oxGAy+CEf3KRRJHFvjQK/vhXCKH8FX\neh1p6xA5JZ6koJf3Xwgfg6QyXNuY8ZMmTeqKuHFI9+NZ5kf8DGqQLzEJ2VfycWjL7v4rVN87\nLxb990dN0b7CardfZ0664db9Lb+3Fdx/5Idrprc09QMWGTjeDO+Nfuk36i/XPbf4vbEdM3I9\np7Y76hnkdV198ttX9UH9hxWq2H6wvaR9QHsorqCpD2g/19NfmGm29alwpQPsoFoMh8M3YSGs\nJIJhDu8HMOSqYURrmCOcNAcYRL4PZ1ekJ63iWVxcvLZDhw5DkCb7wc22vyLzs9AgfjEsyBeL\nE/WVj/zsA2cXjZosqy0aR33zawj57VST/WPzQOaS7eGKPCwloGI1PdmCZq/Kl39XQdfi8rIn\nMNbbs6K8JLKkvBi93dbhhPcln1kfbC+N+be0DyAK1AfUB9QHDa8PLFa5N0QH2EF1h/m/10JQ\nM1GkhAEN5/ZYnNfBWdMwR/g7pH1rK/JFSOuDNHGA3zHjO3XqlIu4wchL9g1ujpP5ET+hB/kC\nEJqifNzR4S9VS7avWYNFpz64+7JbEgsX7bF+UfX2slSxkAmHN8MbOiYWjP3d4/zwWFOsj73V\nz8UVG455a+Xktj2G9R+tK9HBRSO//IT4sX2jfWDoH7Zv1Ke0d/etvzAv1tKnxl86wA6qR8w5\nmY6GbJG9SDAoVyJuGuJ0hGW7I/vxDdK2IyJpaXLElcNGnYarOMDMj/iZnCFfgERTlA+fxzet\nZ3YX0QeJIaFCij3VL0XLCmcd3OO0GZqun+jzeGsOy85/8yPJKH7saX7y2K7qoyJas8YbVWal\n+UK11H/KN2+t/KL/1urydOy72xm19ybga7Er/Bq6PpifMDZxUJ8CCvIvwYc91qfyJPEjfkID\nF7ZvVsW5NEQH2EEVB6dV9sdsVqdI6bhvhTT4x1qgTlq2pOHE2jbWUVVV5UtLS5M5f/J75kf8\nTHKQL0CC8mHSwbjumX75jxL9+5uXnbNdqXiuZbB5NODxywc4+7Fn+eHJX6uP7ncVnDxy3isf\nQe+lHZN7yIKzO534uP0/QrjJ8RkfHhJtALrhpf1Wfw2/OFYNVh/Mj+0vOEB7g/ZVXBUYF+oX\nC42m1h5Zb+7SEB1gZ1VcW3wNbGEvEubUNcOXoXaIx9Q9Jc2ehnAuznZwjqVnJ3FgMS25b4cz\nwPyIX4IY5IsBxf6Wj/zhp7bXNb1DVIu28Xq8rpTftp60rH2tXzweZZSGmR/o7VTnbFzY68jW\n+YmFvOKcbnL6b0CnE1eNX/llfkW0qkbVlWuBg76/+RyvC7k0ufrAO7tSfqXcOGkf0L4CDRIH\n5RdQUJ8m+KD8hv9h/dClITrADqo4bHNUiHnA8+xFgnOLHUuUL8QBxiJYpfY0hGfgLEVa0iJY\nWKp9R1ZWljwjvQXMj/iZtCFfgMT+lI/8YaeegfWjPoBT533op3GL7up9yTsePXkRu/1ZPpMo\n8ev+5ovouyjGt6j4CFgbiarFDiufTIduVP18UHbn0nv6XrFpwIABT5tYkC8mEsY+yo1aH/if\n2f7S3kgQsLH1Afm3f9vzRMXHAvu7vWzs9qjO67vv1ue+IqduiQOBwI0w9GRIiX2/X9my5G9Q\nrHp6errMBd5gQ+ByxB8JR1fmBicMIiyWJV/ybkaarAItQ6CZH/ET2pAvAKEh5KPLsH4T/Yrn\nLE3Vf0J+IpO7J2+qZ7CuK17IpbojXHnI5urtt+aEWsjzlN86+kqLRG7IzWzdLej1H3x6+2Or\nujZv1xU4rcNpHuQzkGgIPiMb8q8O/+IkY/trShvbDwMJyhvtSTTfTdUen2OpA/eH6AA7qA5r\namruhGBNtxcJPcLv1dbWViEuWlZWNteeht8+gPlxeXCa6/YMr8HQhVuQHkL6LPszzM9Cg/gl\nsCBf4lDsjnxsqt66HRtsz0PPZLZHUf33/PDSn0ccefVuyRvmbf6Ifqr++O+8eLbGp/qHgoer\nEzURC7A+gMOyMVPX/uvDD8+A/vsDbqMbNmyg/qO+FwmhfAgKOHZHX9E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tYsFuIu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\nOIq0AQEEEEAAAQQQQAABBBBAoKIAHeC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      "text/plain": [
       "Plot with title “Dotchart-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use colors() to get a list of system colors\n",
    "mycolors <- c(\"salmon\",\"seagreen\")\n",
    "dotchart(agren$sw11,groups=agren$flc,pch=19,pt.cex=0.3,\n",
    "         main=\"Dotchart-Sweden-2011\",\n",
    "         xlab=\"mean fruits per plant\",\n",
    "         col=mycolors[agren$flc])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to plot two different data columns (fitness in Sweden in 2010 and 2011), we just give the two columns as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RFb/jf/j8fi7kfYIUVxyuFjbGnrHuPU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\nSth/uFekrD9SeT7m9eE/4ffX4IfR32bTp0/nzMrmoH+BNvFrEiudNWsWv9x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LwQmmHf8EaCxoVD3Kw23Jg8rzsUnSHv4FCY6aGn4JIGi0\nSXKAG23ThCsGwQtpTW61z4Cr4MtmhPLg/JrFKcizsVcYrjVpKk/4WaYQv1gkjDBJPgCH9IvP\nE5IPHwv1Hw4Wkg+fJ9JQPjpjz4Jm9gmnTp3ayR4zts+L9bfVGH21AwnvMm8dyceb2DH6SqwH\nv7Fr164Z1113ndlgC39/LKjE1g/Hsv9k74INUt+fm0LT4EcOcAQaEW+QuI3+ymBVuQED1gZz\nLQmnQnPnQC/Aua2AImZeBZQh84NhBU44PKzyhJ/hC/FLUDxikg/AIf3i84Tkw8cCR5IPyUe6\n2xsTi4uLf8eOx90g+7Htt9/+62nTpnlCYPUBPk/EjUntUrS/uRfUSz7wuaOV2Ngqe/Hixdej\nnNNBdpp0wvIGDRr0M+0/7EZNG571oE1Hh3dLWz8cy/6TvgIbpL4/N4WmwY8c4Ag0IhRaGRxa\nqxBNjaH8+OaRa06QFR4Bxnkl0kuRXwnnOTQX2k3PVnnCz7J+kF8SfEaFfFRvflF5Rg6FXy31\nlfilcfGL+o+GtYfwiyR+VZgCfSk+d/TYeuutt6pLly4/vPTSS7a7NKO8tKPmzp3LHXft+uAN\neUF97KsffvihGTa1ss700SjmW9BdtSmvR48eGXDWl2M6djtcz88rPYX+/JJ1Yf9hzfO2HTt2\nbI3R8qzBgweHNlWVfcrWc0LQvkoXfWCfLepxyDmK+sOka/2hzPhmL/TWlSM0CBzpLUe+nYZj\nIahCegVOyjECHJoezXQ3T+UJvxr8gnVFIV5qKL+ovIbJm/ATfhTS2ur7VPOL+o+G8Z/wiyZ+\nRUVFlX379l0B55eDDKE+EeJo7KujjjpqEY9BzL8WROc4aF95n65cnfxiJDkH9/F2G+jMmmDL\ne/3119siYSHoD9B2trz8/PzyBx98kM7yjqCNQD+C1pX998SMGTNyZ8+enXXPPfdsjv/1gq0f\n6i/7dN21Rzz/rbX28AqO+IEc4Ag0IJRIFXRwyJHlNu4IJj1eQeMtExUyleCq4IgK3tiZdHsf\nC7BB5VkkzCYVwg9wiF98npB8+FhIvzhYSD58npB8+FhIPiIhH9mQ3/aoKR3YetlXBx100LIz\nzjijL+7vCPpHUB/gE0mbIY1L1yaDuqxOPnbeeedZGMk1S9LwwmQOrh8JitnyMMJa9dhjj9HB\nbAXqDBoZLA9rgTka8gWIDjI32Von9gv+iiPgZgo4HN6QLxGsn+zTddMell/QJvXi57r4C/iP\ntAghpk2LJ0rDh4AC4bd+Q68I3cc0yif+kaFEzfXx90BAzPUqz0NM+AGKIL+gr2XnaUIq+EXl\nxRLKogvxGvlP+Ak/l1cYrXN+Cfx3LBX6QOU1jJ+FX0rwoxM5FTT9oosu6sJBgnhbycV5jfK2\nzz77cBR4Fq+nfGBadM5HH31UgLW5dK5pX3Nq9MUghoTl5eXlxa699toFTz/99NTnn39+d1w3\ngxdbeeN9CLZfZszZfQwJywv2585lzq8tL1X2H0odAue7CqPQq0499dRfg//lHv+l9Uv186q8\nBC0c8SStAY5GA3INYehlBaeYYJ0F2y+T2jH4GK4yt9+WC2bxmOmccqPyhJ/hjSC/gKdCvNRQ\nflF5DZM34Sf8KKS11fep5hejIAI/0BXsc1LWf6g8B9zatm+gKcyh8KsXftxkqg3vnDJlSsHX\nX39dhI2uGmwPwUE6EXZVd7c/tQ4rZ+4tXlP7YtQ257fffsv74osvuuL6P1g3BrYvHNqcs846\n65f777+fI8CLQUNQ3kaQ9Trbf6nkFzzvWz179uQINz+IvOCBBx5A5IQ1PS+uSmifprJ+rInK\nWzvt4ZQa/V85wBFoQyjAXFST5AV3ikk+BJxvL0PKGxfRYc5DelZwBIk3Iy3PzVN5sZjwczhK\n/OLgIPlwcZB+cYGQfFhD3gKSn8r+A4WqPIBQX3kTfg5b1hG/6c5dzjd527ZtSzs4FfbQ5bTH\nbNmIfwN9DboN9dsdcT421sr+8ssve+K4GMQvdTBk4zvBrcePH5+N+9/G+XGg55mBYORj7733\nXgoHuIeTZPhlI+bx/0C1tv9sebgnFc/L6kh+AUId+Y+42RBJ/Gzlox7LAY5GC3KthbehAqsM\nxzYDbwCLcJgBBzmkAGGgUJEWITY7ZfH6QChiHs5VnvAzbCF+CUhHLCb5ABzSLz5PSD58LHAk\n+ZB8RN3eGI0m5DTo3YYMGdJr4403zsdxKuyh8bDJNoV9FWvWrFnFkiVLNkO5JlCffvzxx82w\nWRR3jeZOz7uAbgM9/+effzb/+eef7YgoHegzmQ5ikLwBBPVHhhfMT2Poj/zaRPtIDnAE2g/+\nLUfoQm/s3GrnIp2jVnYrfpOM6TS5uCeH6bm5uaE3+Lieip7KVuUBA+Fn3oKLX1yBkny4QDiR\n5AM4SJ/6PCH58LHAkeQjmvLBgYG/YwpvZq9evZbiuM720NixY3MmT56cPX/+/I1x/xQQw+n7\n7bffIaWlpTn9+vX744ILLnBS3V84wByY4BntNTrgt4MuadWq1bfNmzePrVixohqOHtf3jgWZ\nIHmzSJhY8gYYGlF/FGqcKJ7IAY5Iq4Hp49+6BqfaxOeZp4LyDKW7j2ruU3mhddMhnICb8PPl\nQvwCLMATkjerQCQfvnQ4G9HQKInXIeIX8UuIJywcjMUv0dWnr776aqcxY8aYzSOx1vVVNGcX\nEB3p00GxgQMHxtq3bx+afcf+Y+utt4599913HM3kumDyBgcjNpo1a9aEm2++Ofbmm29mYA3w\nrfPmzbse6Tao/wUS6n8tOxgszAkw+cv0i1+baB8lAjDaT5SmtQezU2l6AVNtvJFdvFX0jt0L\n7HnoW79unilH5Qk/j5mc7xjyVPwC25RASD4kH+QDN0ifWiQkHwYJ9b8+Q+CoScnHL7/80oYm\nFzd6QuD06a1AN4Gu+d///pc9fPhw6+QiyQnkl8MOOyzGUeHOnTtzbTBvLgP90aVLl+UdO3aM\nDR48uGrUqFGPIq0cZIPpj+Acc6Op/wOdzQzxH1HwQpPiPzz1X/68HvIRP9AIcAQaEMqWCtF8\nJy6uukzjGuDQ20ak8Xoq14ry8vLgSAQNe37YnVN+VJ6DgfATv0AcnCD5sEiYWPrFgUP61GUL\nyYfko6nbGzvuuOMUbGTVFU4ol5/NwWj+OHDFdaA8HMeWLl0aW7hwYY2XyZCdlbvuumsG6ClM\nkeY9XUH/zMnJuR9xUnsN64NzH3nkkQ1xTSfQIaDpIIak+hnTrSswUp05e/ZsjiafBeI3iWX/\nEQQ/JMUPlyRtD9nPPoBRP5IDHIEWhMCthPIMvhW0n8VYgTzuAhgaHcYj0SEuQXoFlHTIAUZa\nKfK4pljlZWUJP4f/xS8ODjRoJB/Awv2MheRD8qH+Q/2l9IHbPzDafffdZ3Tr1m0pPqHEkd4D\nsLEVd3MeCdoJlFFUVFSNbwuHBiUS6FPu9mzDavvfGTNmFHIfGG4EhRt47SYobyJsu4T6eerU\nqbl33nkn1xvzem64NRl0DUj9G0FASNAeTobzu9r2wCVN3n4OghXlYznAEWg9KDI6q9wcwQuc\nAsN0OLJMi3eA+faRTnNICfNC3FOGdI4AqzzhR5ZgEL84OEg+XBykX1wgnEjyIflQf6n+0iqF\nKkxjLgFVYobdMjjAXErI6cnkkbySkpIYvonbBcdeqK8+XbZsWcV7773Hz1naF1GLUOhzKG+b\nZPYf1hDnIs9ez7q1txWR/ecgUd/2EH6Wk9Ij1hrgaLRjJQSPRpgX+AYLgT/Ms2sCbD4dYpOX\nn88lKqFg71F5ws8yhvjFIuHzhOTDx0L6RfrUSoj6DyCh/teyg4mbZP/x1VdfZR999NHfAoFl\noONAHFgwAU4wd3r2Qn355eWXScM5LAAAQABJREFUX27222+/cbMsOrTsk44HzVxdedtss808\nkJ3yzM257gHZsEb5xaZcNBqDvkGTbF9gUCn72fMxQvaQZaaox0Emj/qzNKn688PbGMmNN0zX\niEGye1TeGqEzFwg/Byfxi/glEQKSD8lHIr5IliZ+Eb8k441E6Y2JXx5++OG2GHvg5lSFIDqZ\nl2KqcjWmQK868cQTJwXrX9/+cvny5fE2upmJsLrygFHsqquuWvDYY49Nxdrh7VGP8bYuq8MP\n11TfcMMNbc4+++xrccx1xpvY+5LFqysvWV6yspie7J7VPa/K8xFYV/j5/xjtI02BjkD7Qclm\ngbFDipBvAKEU+JYRWc48aPsouJ5JzKteubLGXldMV3nCz7ILp/2KXzw0zDcaJR+SD48jJB8e\nFDxI2H9wiiamFaasP1J5Pub14T/ht/bxw+ggByA4OkrbrBTfFb57q622OgN2WTOcc12wF5K0\nB6cmdy0rK8tEWTXsNZT3KPLbgqpRZhVsvgdw/DGIa4/XKG+tW7euxhTt+JG7pPKLkeZ8jGoX\nsHwE/u9Q0LniP8LhhaT4NSX956ER8YOQUxXxZ0nb6sM7yYESCr2soMeCB+bUGH4c3K73MBjg\nLSQXCJu8eAeY6S6pPOEnfol7QST5MCxh3qrhSPoFIEifOjzB32Ty4V6RMn5ReS4CiOrDf8Jv\n7eM3dOjQpdjBmaOrv4C42RQ/T5TQvmIeQlA+dsf5FNAn55577uFwbk1ewF5rh7xTQCZ06tSJ\nDvX57qmNguXZtHrzS4sWLYI2IR37OSxU/OdBK/3nQ5EWR3KAI9CM8G+5JoPKLj7wbR2n3/Ct\nlBdgpOTgngLEhc2aNQtNk2Y6CRervFhM+IERxC+e6NDxk3z4cEg+JB/qP9RfWo2QLvpgMzzQ\nGRhh7d4QfY+doHNffPHFw1DWlqD3CVIdyhuCy7lmOGP+/PmtPvzww6I4e20J8kjVnFjRv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FN53meQCEf8jo0GH+FnoDE/4hfxi88Njv6Q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\nHkl6D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vci6zQ2ebnV/Sl0y0qunh1ZjmT9JjbcS+PsxU/f/rEXr/Fye4JaBCczso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Xu/khDp2w8tdee634vPPOq1F9dfDBB29+8skn/1y7dm1CWlra8f/85z9X6dzXNX6eOHFi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YMdX5EPBw2lI0Q+EkM+eoPs/4T9A9cS+bCP1rj6A3tY5xx++OFTUb/x7taI1m/PPfdcA2Az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lUeMUl+zQKWzgo94RfmrKj+AHIRF5AQimE/0wgAhj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\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0DNcOHyV4dFXf5+9dVXbPiSOLLfCsSO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\nY5vMu4LpzJpaGfYVuMd8IjfCg1+oL5SXQCJaUj+Eoan25eSTT/6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safH111+/Vai/zfD7ufxvKQ354x//+A297tBseW4mPAVVYISXw9Fp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\nIAABCEAAAhCAAAQgUMsE/h8uBY+bD21oWAAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “Dotchart-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dotchart(as.matrix(log2(agren[,5:6])),labels=\"\",pt.cex=0.3,pch=19,\n",
    "         main=\"Dotchart-Sweden-2011\",\n",
    "         xlab=\"log2 mean fitness per plant\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stripplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The strip plot is another way of displaying individual data points and splitting by a variable of interest.  For example, if we used defaults, we could do the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IBnrquqCBAgQIAAAQIECBAgQKAJaIAbiJQAAQIECBAgQIAAAQIEZgpogGeuq6oI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\ngAABAgQITEjg/wGXnvnlJI+OXQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stripchart(agren$sw11~agren$flc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot plotted the fitness in Sweden in 2011 split by FLC genotype.  However, the plot has several deficiencies.\n",
    "\n",
    "- Several points are very close to each other and cannot be seen individually\n",
    "- Generally it is better to put things we want to compare left to right (horizontally); here the comparison is vertical\n",
    "- The plot title, X-axis and Y-axis labels need to be changed\n",
    "- Some people might want to change the plotting character and size\n",
    "\n",
    "We do all of that in the following plot.  Most of the options have been covered earlier; we will mention the new ones.\n",
    "\n",
    "- We switch the X and Y axes by using the `vertical` option which plots the \"strips\" vertically, making the comparison horizontal for us.\n",
    "- We use the option `method=jitter` to add some random jitter (or noise) so that points with the same fitness (y value) are not on top of each other (different x value)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5sCeL52YRW/CuD52id6Q4AAAQIECBAgQIDAQAQuP5DtsBkECBAgQIAAAQIECBAg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PCcyo3QOlfaXQy+kRU09Kj0srSraHJDuM\nQYN9sqQ2p/J9lfSItEWHMvxI18L0Lo8k26BDWC4lQwAHOBmOxBIhgAMcgZHw7syKb2TCcZY9\nOvfwjpc8x+bUsheG/EMAAhCAAAQqSODPKpN7OS2vmxFsdu0cJ50ozSUdLX0gOdwtUh3MzrEd\nX5fbGikFy6txP6Rf1S0OcFWfbI7lwgFOB/6mitY/kG4VdWVRZPMPy7LSLBlk8mdKwxVGaC1e\nPIM0SQICEIAABCAAgU8T+IJOPSTdIEWnIL2n41BPv6z9YDdox72frsfvkDyKyu87fpccItXF\ntlJBfyKNbRR4cm0vkTw8/D7Ja6BgyRHAAU6OJTE1COAAp/On8DdFGyoP/yAWtWJwa6UXnnJe\nvfrh56Q07QhF7pZip+de4GiFq0MMAhCAAAQgAIEMCNipeF9yfWyH9g9SsFO04zmu1lHhpLZh\nISzf807kfNF2PYTbDul4ac8MMreu0gidHn7HOSiDNOuUBA5wnZ52RmXFAU4H9IWK1q2krjxc\nYbiVNK4toIB2Sn3f9nFvahNuR533UKbvSW6hbLbVdMKOqCsz/3ifIKVp0yvyCyS3OPtvD4MA\nBCAAAQhAIHsCbpgP9b+3fleI2qo6CHN9w/nvasfvC5bfK4pqXpzL72DOpzshRktpmnuCA0s7\nwHulmVgN48YBruFDT7vIOMDpEPZw4pOl30qLdZnElQofWhK97bX3eAndG36QXRG0cjiH6bxb\nfh3OYXaV8rK5lfBGUhZDsfMqI+lCAAIQgAAEikLgG8qIHbYXJU+FimN2Jt1QX2Q7UZmLTrfq\n9j2s27J5obB9pUek0yTmAgtCgoYDnCBMovqIAA5w8f4SrlKW3HMcemWn6TGLntsTKgBXcO1a\na90L/EvJLZaTSXnYQkrUQ7Gc39ek2SUMAhCAAAQgAIF0CbQaHZZuiunHPkJJPCS5E8HOcFo2\nhSL2O5vf1x6WeHcRhBQMBzgFqHWPEge4eH8BdgYflOwI7tRH9vyDcYvkH+ZnJff2Zm2DlOBu\n0mHSnB0SP0DX7AA7r3bWt5EwCEAAAhCAAATSIbChonVvZdHq272VJ69JYoey357mtJ379ZXH\nMGLP7y4HS1jyBHCAk2da+xhxgKv9J+C5x3NLbqXMw45Roq4UrAmS89PK/H3BDyUPw/b2sxIG\nAQhAAAIQgEDyBJZUlJ76ZNmBsyNXBJtNmXCe3BjufF0s2YZKp0rnSmOkotiyykjIr99z9ihK\nxiqWDxzgij3QIhQHB7gIT6G8eVhGWb9ZukZqVSn5MwmuyII6ze9dT+GOklaQMAhAAAIQgAAE\n0iGwraK1w+a62aOv9pGKYDMpE24Ed748Jep8yXa15AZyO8WPS0Uy91j700ceam1HDUueAA5w\n8kxrHyMOcO3/BPoC8JzuduunK6VbW8S0e+T6dZHrh2r/Hun7UrteYV3CIAABCEAAAhBImMDM\niu8ZySskvy7NIxXFdlRG/G4xThop2cZLoSHdjnFe65U4L51sdl1cW5qhUyCudU0AB7hrZNww\nEAEc4IEIpXN9aUV7uFSUYUe9lNKOq+fphEqpXavsUo1yDmok4nlHrsBCC+8XG+fZQAACEIAA\nBCCQDYEhSmZFqQzOmp1iN7b7vcEN50W0+ZWpdyT3YHtV7VklLBkCOMDJcCSWCAEc4AiMjHbn\nVTp2AD38yD+UHvpbVttFGXfv73uSP2EUx3ZSoDD0ylvHgUEAAhCAAAQgUA0CbiCfW7KT7UZu\nT5fq14YqgpH9RpLi/Qcobg8nt5Pud5ttJCwZAjjAyXAklggBHOAIjIx2N1U6oQfUP5JJtGa6\ncrldulFaSMrSplJioXc3TrquEMPc4Lu07+/nYRCAAAQgAAEIlJ+AnZWbJTuCnrfr9x333u4s\nVdnWUeHcqeHyeruwhCVDAAc4GY7EEiGAAxyBkdHuLErnZck/kq4cvBpjPzZYN9uRdmXj+Tye\nW1sGm74MmSSPEIAABCAAAQjEJrC+QnpkmN9JovpL7BjKG/BLyrqd/0ekQyX3hGP9E6iUA1zU\nCez9PyZigEBnAq/osj/zs5Xkb9y5F7Qf20w3+8fBFoYdfXRU7H/fLHb2yB0EIAABCECglATW\nUK6PkzbOIffPKs3wjm8H2M6wG/z/JFXd3BnhEXmjpf0l1jgRBOyTBPL6Luknc8ERBPIhYCf4\ntwkl/Zricc/v5JIrmzOlbs33eogSBgEIQAACEIBAeQksqqz/UXKdvqe0rnSNlJX9TQl9VdpB\nulvyO8pT0q+kqptXgTZ3+zh+L/MxBgEIFJAAQ6AL+FB6yNJhuucB6RgptLzGiWY2BfKQaf9g\nnysxXEcQMAhAAAIQgEBJCWynfIdpUV6Uab8cy+FPIdoB9nvGfDnmI6ukvcbJXZI7I/xtYKZ6\nCUICVqkh0AnwIIoECOAAJwCxxFF8X3kPFaUXbVi1xGUh6xCAAAQgAIG6E3DDttcZcZ3uz/KM\nkfIwr3fixnU7g+4NfUxyj7S/QVx1q0MZs3yGlXKAu+mlyhIyaUGgTgRcOQZz72/0OJxPe7um\nEvCnkGZKOyHihwAEIAABCFScwEsqn53eDaR5JS/IlJeFUWXejpI8Su02ydOuimRLKzOePube\ncjtb/dqr/UbA/RCAQLoE6AFOl2/c2N1a+EvpBmkNyWaH8BLpcWlXqZW5EjlQukLyYljd2tS6\n4TxpvLRvtzcnEN7l8gIZ7oV+QhokYRCAAAQgAAEIlJ/ATSqCe3/dCxzViAIVbTrlxY3/7jH3\nu8ihElYsAm6U8N/P2GJli9yUmQAOcDGe3unKxj8lVxTvSV444WeSz/k/vYcRzSM1mx3IaBiv\nKl0ms+MerRTnL1PmySsEIAABCEAAAm0JuNfXPdB2Lv0eYwfzQalIo0D9VY7wHuJ3sIslrFgE\nKuUAF+mPv1iPmdzUkcAwFdqrBnqY0GDpSWk3KQwT8v8XL67QbK5cgvmHe0Q4KMn2cuUztLq6\nzONLkm+yCQEIQAACEIBAZwJP6PIYyQ7MOtIe0rKS31eKYg8rI9c3MuMRaT8vSsbIBwQgkB4B\neoDTY9tNzCspsIfguBXyRcmVg/e9tYN4vNTKRuvkK5LD3i65kimbuVL0SpGzlC3j5BcCEIAA\nBCAAgdITcCfDUtLQ0pekmgWoVA9wNR9R+UqFA1ycZzaVsjKrdKHkYc0eLuTPBwzk1LrH2I5w\nWqMqplXcB0iHSqxsKAgYBCAAAQhAAAIQgEAmBHCAM8Fcr0RwgIv3vGdTls6UPD92mUj29tb+\ne9Lj0sKR82nvXqYEPG/HujntxIgfAhCAAAQgAIHcCQxSDrz2SFqN67kXkAyUhgAOcGkeVXky\nigNcjmflnlf3CHuos4dEe+5sO1tBF/xc3ZvczhzGDvV87QJEzntIttO13o+cZxcCEIAABCAA\ngfISmFdZX02ysxs1DwV+SnK9f5/Uag0SncYgkAkBHOBMMNcrERzgcjzv6ZVNL87gyugD6TdS\nK9tSJ8OiUs9q3585arY1dcLOtJ1ZzzueU+pkP9BFh3e8J3cKyDUIQAACEIAABApJ4HvK1dPS\n+ZKnTm0suV53/T5Oivb0flfHfkfwO4enZH1ZwiCQFwEc4LzIVzhdHODyPNxtlFW3yN4kjZRa\n2Tk6GRbQcsUVHUIdwh+lHQ9nDs60K8Fmm1QndpROktxbvJy0koRBAAIQgAAEIFAuAq6/7ey6\n3nf97xFgHkkWfV8Yo+NgW2jHje0ObwfZ7wEYBPIigAOcF/kKp4sDXK2Hu52K40rOLbcvSdNI\nzbaKTrhCc5g3pdmlZvuKTrjyc6+zW3+HSXna4kp8W2mWPDNB2hCAAAQgAIESElhLeQ6jyOwA\nHyAdLHnfdf3rUnTEmBvB95H+JO0sYRDIkwAOcJ70K5o2DnD1HqyHOH9DmqtD0ZbQNVdq7Rzb\nn+paaP21Q+0487J1lfC/JVfUz0lelRqDAAQgAAEIQCAeAQ9vPk+yE3ybNJM0hbSXdJy0oFQ3\ns5Pvr29gxSeAA1z8Z1S6HOIAl+6RDZjhGRRiI2meAUO2D+Ch03Y47Xg+KkVbhnWYqZ2s1MLQ\nLedn1UxTJzEIQAACEIBANQjY6WtldjDc0D1fq4sDnFtA1z2VqkyN00spvy9Lfqf4voQVmwAO\ncLGfTylzhwNcysfWNtNeLOsZyb231lipV5tDN64mebGMPG1LJR6GdXvINt8izvNpkDYEIAAB\nCFSJwOQqzB2S61lrQymura2AvsfvG09Ieb8vKAux7EqFcr49x9lqNRVMp2PbGgr5VckdEFjy\nBHCAk2da+xhxgKv1J7CeiuMhTv5B99zdH0uLSJ2GQ+ty4c3DoPeTemmdLnzhyCAEIAABCEAg\nJwILKd3gCHpRrN91kY/TFNa9qL7f964glcHOVib9jhTelfrpvd5N8diZ9qg5j5ibQsKSJYAD\nnCxPYhMBHOBq/RkMU3H8I+wfdjvCN0r+gfeP8xZSLzabbrpCcuuuV4bGIAABCEAAAhAoN4E9\nlf0LJI+yel3ye4O1rxTX3Ovp3l+/d7wtlWWE1lDl9TLpHsnDt/uxq3VzaEDwdnQ/kXFvSwI4\nwC2xcLIfAjjA/dDr7l63MLabfxNi8oIMx0jXSV8KJ7vcfk7hj5S2laI/yn/tMp4Q/OfacaXo\nuNzSO4eEQQACEIAABCBQTgJfVrbtuLrX1vW61w3xiDH3ZnpIdDdmB/oHUh0X0jInLyTmDof3\npQnSIAlLlgAOcLI8iU0EcICz+TM4S8nYgXxOmr9DkgfomltSHda9tiOkXs2rPr4o+YfZcZ4h\n9WLn6CbH4TxZo6Q0zL3XJ0hHS2VpRU6DA3FCAAIQgAAE0iRwmCIP7xp2hL+YZmIFiNtOaZrv\nFRsofveo86nGdB42DnA6XGsdKw5w+o9/MSURnEc7kr/okKR7W4Oz6ZbZZTuEjXPJc3vOlI6Q\npotzQ4swY3Tuccn5+mGL60mdul8RuSJ2b/MfkoqUeCAAAQhAAAIQ+ASB+XTkYc9+N3lYmkaq\nqi2pgoWynl7VQla8XDjAFX/AeRQPBzh96sOVhIcYuaJxi2snJ9IO66uNsJ53617coliaefHQ\ncDu/oaHg6aIUmnxAAAIQgAAEKkjA07LsHHr483PSBGlFqWr2GxXII+rC+8XoLgvodx8Pc/ZI\nPq/2jGVPAAc4e+aVTxEHOJtHvI2S+ZvkH9CBemKnVJi5pbrYUBX0EOlayRWUe76/IWEQgAAE\nIAABCPRGwHNy/y69Iu0gtTNfD3XvQ+0Clfj8ccq7R5b53cIN7d0OU965cb87MjwSboSEZUsA\nBzhb3rVIDQe4Fo+50IX08Gr3jFtnS922zuoWDAIQgAAEIACBCIGrtB96Pu24DYlci+4GB9gO\n3oPRCyXZ30X5fE26VxrTIs/T69wZ0jhpwxbXBzr1UwUII9TMk17ggYglfx0HOHmmtY8RB7he\nfwKLqrj+VrB/TDrZlrroivD30uydAvZ5bUbd75bnoLv7jI/bIQABCEAAAhCYZJK4DrDfCZ6V\nxksrlAyc3yHCFDM7+ZdIU0unS+793kPq15ZQBO9Kfk+5T/LXOrBsCeAAZ8u7FqnhANfiMU8s\n5Lb61xWFK4lbJM+7bWVeKdFh/GPvYUOnSWmahz47Peft62kmRNwQgAAEIACBmhCIOwS6zDjs\nAEd7uX+n432lf0h+h/F7xSJSOxvU7kLTeb8XLSMN1HnQdBuHCRHAAU4IJNF8TAAH+GMWee3t\nr4S98NVfpKEpZuI6xe0KIWhEm7SGRcK4Yvltm3BJnZ5CEa0vuXLBIAABCEAAAhCAQFwCOyug\nh3HfI42RjpbceO93Hb/DrCw1m53i5yRfP7z5IseFI4ADXLhHUv4M4QDn+wz9Yx0cUv9g/zTF\n7BymuJ2GW0aflzq1fB6h664YXEF0aj3V5dRsuGJ2xdUpn6klTsQQgAAEIACBghOw8+bhuXdI\ncxU8r1llz434j0t+t/IK0K1Gu12s837HCe9fsBOMAhsOcIEfTlmzhgOc75ObX8mHH2A7pyek\nmJ3JFfcukivMkdJA5h+cYL7vKelaKc1e6pDeWtoJw6Jv177z3o957vOqUquKsJ94uRcCEIAA\nBCCQB4GFlGj0/eH4RiZ20nac5J7QOjcgT93g0Wpzhk6GXmK/a8zUKhDnCkMAB7gwj6I6GcEB\nzv9ZHqIsvCXdJs2Zf3Y+lQO3jHoejStaVxgnS2nbr5XAf6RQuS/WR4J76l7n3629F/URD7dC\nAAIQgAAEikIg2oDuVYpvlTylKtTXHu3l+g/7NAE35F8uPSRt+enLnCkYARzggj2QKmQHB7gK\nTzHdMoxS9MERdSV7VrrJTYx9H/1rZ9sts29LM0hR21wHb0jPSx6YQ0u/AABAAElEQVQm3cm8\nEmTIv7edWoU7xcM1CEAAAhCAQJEIfFeZeVly3WyHN4yccl3n4x9KzbacTizdfJLjvgnsrhg8\nFP0YyWubYMkRwAFOjiUxNQjgAPOnYAd3G2lYBxTf0zVXpg9J83UIl9QlVx57SSdJ/gRB1DyM\n2U6xK3j3EtvB7WSn66Lzbof6sU4BuQYBCEAAAhAoOIHmqTyuI0Mjr+vEFxvHz2g7XIqa1xlx\nD7F1ePRCRfaHqBxuQPc7y6xdlGlahV1HmruLe6JBl9KBmYaGh92iF9nvmwAOcN8IiaCZAA5w\nM5HkjxdXlAskH20iMXoOkZ1D6x1phNTOmivdduGyOP+aEnFF4wrnrgESHKzrbiU/Uuq1chsg\nCS5DAAIQgAAEUifwbaXg+vopKUwNsnPwgOReYNeJG0lDpVZrZ7yr88FZfkX7VbMLVKDwTjPQ\nu0Eo+3TaMc8PG/fambWtJD3a0EAjzdZXOPe+Bwf4UO1jyRHAAU6OJTE1COAAp/un4EUp3CJr\nfSvdpHqK/f901/tS+NH24hlFMFfcdlzb2dq68Lh0n7Rku0CchwAEIAABCFSEwIwqhx1c19d2\n1q6Sgnlqz4bSguFEm+1NOh8cxOj9bYKX7rQd2eDgm9FkMUoQdV49UuxHjXsmaBve355snGu3\nGaQL10tOe7w0p4QlRwAHODmWxNQggAOc3p+Ce0zdIht+jJ9OL6meYx6rO12h2gl26+VAlaeC\npG6rKIU3JVde+6aeGglAAAIQgAAEik9gGmUxvFN4+9sesjyz7vm+dKjUvLaGTn3KZtKZDaS5\nPnUlmROdGrp7SeFA3eR3Gr8//CpmBCMUzjwtvwdtIdk8hDy8vz078czA/8yiIEUaLTdwjssR\nAge4HM+pVLnEAU73cbmH0i2K1u/TTarn2FfUnQdJYdhPzxEldOOtiie0cns7JKF4iQYCEIAA\nBCBQZgJ2zp6Q/iyNlNI0z6F9WbJT6EbyhaWkzM733ZIdzGslOzi92jDdeIi0g+Qe36WlVaVu\nHFF3BvxE2koKto52Xmpo3XCSbS4EcIBzwV7tRHGA032+cyt6LzpxhOThSwOZnb1LJc/N8Y9x\nHc0NBW6J9dAjz0ueQsIgAAEIQAACEEifwJpK4jBpP8mN93ZS7QAfLCVlnhLmodiO22lsJvVi\ndoyekxyX4zlQwqpHAAe4es809xLhAOf+CD6RgWil8KGurP6Jq/U4GK5i/kG6Q/p8PYpMKSEA\nAQhAAAK5E7Dz63cPO5MegRX2vXWPaFL2FUUUnGv3MMep61dUuGMkL/IVbB7t2IkOujZcYFsp\nAjjAlXqcxSgMDnAxnkPIhVcrDq2irhTWChfYQgACEIAABCAAgRQJuOc3vIN4FJYdXzuVXmAr\nSfNCl8dLD0qHxIh4foXxO5GdZucpDEn2kOc7JY8as8O+vYRVjwAOcPWeae4lwgHO/RF8IgNe\njv866T3pdGlSCYMABCAAAQhAAAJpE1hSCdjRtPPrXlU7lp7GlbdtqQyEHmM76FGneSodbyw5\n71g1CeAAV/O55loqHOBc8Vcm8elVkmOlX0tLVKZUFAQCEIAABCBQLwILqLiPSXaA35QWkfI2\nr67sBansnCe9IFfeZSP9gQngAA/MiBBdEsAB7hIYwVsSOENn3SrroUmvSSxcJQgYBCAAAQhA\noIQEPETZqz5P28i7V1q+S/LClIdKediMSnQDaa48EifNXAngAOeKv5qJ4wBX87nGLdVYBfTf\nwGxxb2gTbpzOu7U4yN8axCAAAQhAAAIQKB8Bz62NNmSfrGMPhw51/JgWRfJnkzxc2tO35m1x\nPatTo5WQG+X9JQ3eRbKinm46OMDp8q1l7DjAtXzsEwv9Jf3rHlsPJ3pemkbq1bwqY6gcXfHk\nZa6wXQljEIAABCAAAQh0T2BD3eKeXr8bbNO4/QRtwxxczw8e1Tgf3fjrDQ7jd4FHohe62B+p\nsDtLi3ZxT3PQ8ToRFsy6pPkix6UkgANcysdW7EzjABf7+aSZOzuqXjXRLbqu0JaX+jE7nq1a\nhfuJs5t7XWG+Krk853VzI2EhAAEIQAACEJhI4AX9G3p6PQfYNlS6UfI83G9LrWyCTob77IC6\nF7kb89Dm4Hi7cX65ppsH69i9u53iHaTrvjfk4xntrzfAPbqMFZwADnDBH1AZs4cDnPxT84/4\ngslHm3iMWynG0AP8ivanSzyFbCP8lZJzpRsqPs8VwiAAAQhAAAIQiEfgWwrmBvGgp+PdNjHU\nLvo3NKof3cV9IeiW2gm9zO59PjRc0NafQQoN3Ldq3w5ROztOF/we4DL4Hcc90udKWHkJ4ACX\n99kVNuc4wMk+mq0VXWh9PCXZqFOJ7fOK9ZvS3KnEnm2kRyg5V3ih4rsr2+RJDQIQgAAEIFBq\nAn9W7kMjsrfXS5t2UaLhCjsmZnj31k4dCTtC+3Z8LTvSK0vBjtFOcI79jrVmuNBm65WsX5ZC\nWXwvVl4COMDlfXaFzTkOcLKP5l5FF35w7YwNSTZ6YutAwHOYoz3A4zuE5RIEIAABCEAAAp8k\n4OHNrkftMPodxrIzuoyUpK2tyDzc2c5sdEi1HVf3QjcPf95D54ID7PzEcbL9WcZ/NGTHHisv\nARzg8j67wuYcBzjZR3OeovOPtCuQ56RJJSw7ArsqKbN3pfel7JIlJQhAAAIQgEAlCKyvUvxW\nck+sG/Rdn24vJWn3KDI7147fdbYdnE7mBS4Pkq6Q4tbtUynsXtL/SWWf4qUi1NpwgGv9+NMp\nPA5wslxnUHQeqnOW9NkYUfvzQ3aS/RzeliZIS0pp2ZGK+FnpHGnKtBLJOV4Pqapq2XJGS/IQ\ngAAEIFADAsNVxlckO6ieBzyTlKRdo8g8N9e9ua9JdBYIAtaWAA5wWzRc6JUADnCv5Pq7zw7a\nzZIrl/GSW0C978rgRikNW0ORhvnJbtH1kKK8bD4l/JDkFuYD88oE6UIAAhCAAAQg0JLAtDrr\noc9efTlpG6kI/dmkW6QVJQwCnQjgAHeiw7WeCOAA94St75u+qBjc+mmn185ocIC9dctoGraB\nIo2m+Z00EokZ53kKF8psBsNi3kcwCEAAAhCAAATyI+BRVjtKm0hV77ldTmU8RfJQ6sklLB8C\nOMD5cK90qjjA+TzesUrWvb12/jxn+CTpKekOyYtApGH+8b5QsuPp3ufppbzsDCUcnHFzmCOv\njJAuBCAAAQhAAAKxCfj9wQ33rsOPiH1X+QJ6ippHqXnknN/T/MUMm+cjbye9II2XlpewdAng\nAKfLt5ax4wDn99j3VNK3S65AsmxZbNViu7jy4CHJL0lbSZ3MP/aXScdLvTrRc+neG6RnpJ0l\nDAIQgAAEIACBYhPwcGg33Af5vSEP8/DsFaQ0F7dy728opxvq3XDvDgq/J0XP369jLF0COMDp\n8q1l7DjAtXzsnyr0X3QmOj940KdCfHTClZ8X63Jl4BbgU6Rmc+vowdKV0mbNFzmGAAQgAAEI\nQKC0BG5Vzl3/uwf46BxKMbvSdO/rfyQv1OUG9TTM70F3SU7HPcArST+XPIou6gDfp2MsXQI4\nwOnyrWXsOMD5PfZplPRCUpa9v+1KG9cBnkMRhB9+VwrXtYhwd51zZeFwdpTdYopBAAIQgAAE\nIFB+AkNUBL87biq1GlGWdgl3UQIemux3DG89PzcN82KdHqm3jeR3H9vBkp1/p+13oAmSe4qx\ndAngAKfLt5ax4wDn89jt+L4h+Uf0dsn/ufM0D4F+WPLQnq0GyMiZuu58uxJYs0VYtwgHB9i9\nymu1CMMpCEAAAhCAAATSI2DntN27xSK6Njy9pFON2UOf/W7hBnZvV5eStlGK0O84drDd47uk\nZJtaOlEaJ20pYdkQ8N+x3zvHZpMcqdSBAA5wPk/5J0rWw4f8H9o/4GtIZbKRymy7+b+jdc3D\nklw2D5VqVwHrEgYBCEAAAhCAQMIEllV8L0t23vZvivtUHbt+tgO5g1RG+5IyfbqUlhPqVa7t\nAJuTneB9JCw/AjjA+bGvbMo4wPk82j2UrHtJPYTGDvC8UpVsKhXGw4cmq1KhKAsEIAABCECg\nBASuUx7t4NqB83vGDJLN63j42OetB6RebXLdeKHkxvwbJU/rqor5/cXvaHZ+/Y62tITlRwAH\nOD/2lU0ZBzifR+uKYz/pYukL+WSBVCEAAQhAAAIQqCCBi1SmMMrMPZl2fIM9rR33DNsRts6U\nerGNdVM0jW/2EkkO95iF5y+7l7yTfVYXXaYw/LlTWK6lSwAHOF2+tYwdB7iWj720hV5QOb9A\nOkXyN/owCEAAAhCAAAQ+SWCYDq+UvEJxcyP7GJ27V3LPZughPlv73do6usGOtOOwk72r1M7c\n6G9n0s72yk2B3Nu6kuTFtTw97FppfSkN86i0OyX37rqH3O/Azba8TnxLMid/ZmmEhOVLAAc4\nX/6VTB0HuJKPtbKFCi3Xrrx+31TKuXS8jTS66TyHEIAABCAAAQh8TOAQ7QYH2A6sNf/Hl2Pv\nHauQz0nnSlN2uOvruhacTm/nbIT1HF47otbjkh1p90q7Z3l2KWmzMxvK6+31TQmsrmPnxUOf\nnRdvHe6XEpYfARzg/NhXNmUc4PQebbv5rzOnl2SlYx6k0kUr7EcipXVl+pbkCsst0ktIGAQg\nAAEIQAACnyYwrU49LNnZtINnp2+ElLSFzySdrIhD/e00V2wk5DnITj8ohPHxIo0wSW6mUGRu\nSLdja0f8IClqh+vA7xFO30wCHx+7kR3LhwAOcD7cK50qDnDyj3cpRfms5B/R6PfpvEDE3yT/\nkN4juQKquy0jALdIN0ge3jyQHakA5udKcptI4K2178rM11yxNVdqOoVBAAIQgAAEINAgMKu2\nV0hPSp2GLzeCd73ZXHe4YfpV6evSe5Lr6LslOzS2dySfs+xwvtnY/522aZkbzA+QtpWaOyrs\nmPv9IjjIfo9zvpxPfwIJy4cADnA+3CudKg5w8o/3ekXpH8zwgx5WRjTr0LLo7S5S3WyQCryu\ntFij4E9pa1aucO5qnBtoM1IBZmsK5DlEHjLlSsvxrSJhEIAABCAAAQjkQ+ANJev3IPeiPi7Z\n4V5W8ntAsL9rx3W2NUHyAlXDpDzN7yd+X1tIOlG6XLJjjOVHAAc4P/aVTdn/yf0D5cUHsGQI\n+MfSw3DN1Y7uVJJtQymct7O2sU9mZK5wXLH0Y3PpZrfK3iqt1mNE/lSCGbiy21Fy67A5WROk\nOGbn1/lwL/oXIzcsrv0DpVUi59iFAAQgAAEIQCB7Ai8oSTu/ru+9GFcrW1gnb5D+LLkOxyDQ\nigAOcCsqnOuLAA5wX/ha3jxKZ/8iPSZFHTQHPlhyT+chPsjIvJriu5Idzz37SPMS3WvH3RXa\n25Ln0nRjcyhwcHa9vVn6iuShyx4aFbdB4PTGPY7D+ZlRwiAAAQhAAAIQKA6BVZSVB6S7pSWL\nky1yUkICOMAlfGhFzzIOcNGfUP/5e1BRBMfTPdL+HEEv5p5fO7+Oyy26YWi3dmOZ031Wch6s\nIyWbf9i6caYvVXgPmQ5lcs80BgEIQAACEIAABCBQPQI4wNV7prmXCAc490eQegY8tCgMO36x\nj9RW173u+bXze1CP8QzXfYdLu0vdOL3R5JbQwUuS83FU9AL7EIAABCAAAQh0RWB+hfYiVQxB\n7gobgTMkgAOcIey6JIUDXP0n7QWirpLGSWP7LO4g3d9tz2+fSba8fVKd7XdOc8uIOQkBCEAA\nAhCoCQFP2fKILC8g6ZFVS0tpmxu/7WwzfSlt0tWJHwe4Os+yMCXBAS7MoyAjGRBYV2k8JT0s\neTVKDAIQgAAEIFBXAjuo4HaAPaXITvB+UprmRvTbJafnTwsxN1gQsAEJ4AAPiIgA3RLAAe6W\nGOHLTOA1ZT7MYW63KmWZy0feIQABCEAAAgMRmEEBfil5garwCUH3AC8lpWkrKXJPX3I97KlZ\nP5MwCAxEoFIOcK/z/waCxHUIQAAC7QhM1rjgIdS9LgbWLm7OQwACEIAABMpA4DBlcktpSsmO\n6CHS1dI9Upo2QZHbAbZ5UU2PxsIgUCsC4UW0VoWmsBCAQK4EdlDqr0jPSDtLGAQgAAEIQKBu\nBOZUgUNHlIclXyxNL9kRTnMe8NOKfz3pQukg6SQJgwAEIJA5AYZAZ448VoJrKdQ+0ryxQhMI\nAhCAAAQgAAEIxCPgubdhStCp2l9ecs+s5wG7R3hBCYNAUQhUagh0UaDWPR84wMn+BXxb0d0m\nHSp5mG0vtplu8lwcV0RvSbNIGAQgAAEIQAACEEiKgHuAw0rM39W+3zk8N9eLYu0oZWEzKZH9\npb2kqWIkOFRhNpJmjxGWINUhgANcnWdZmJLgACf3KD6vqNxy6grkn9IWUi/mRSFCPG6RXaOX\nSLgHAhCAAAQgAAEIxCCwkMLY8fW7y9vScCkLu0OJOF3rrAESHKXrXjna70fuHBgh9WJ2pnaS\ndpHiON29pME9yRLAAU6WJ7GJAA5wcn8G2yoq/4jbAXZL6jelXmwd3WTH13G9KHleDgYBCEAA\nAhCAAATSIjCPIv6yNFebBGbW+anbXOvl9OS6ye86fmeyJkidzL3EoZfa2906Be5w7QJdC073\nHzqE41JxCOAAF+dZVCYnOMDJPUpXDHdJ/iH3yoYeUnSC5A++d2tL6Ibtpdm6vZHwEIAABCAA\nAQhAIEECXjXa7zZ2HNdPMN7fKC736Hra16FSJ1tOF+0wu5fa214/2eSFMF0W6z0JKz4BHODi\nP6PS5RAHOPlHNruitPPrH2n/sHs4kb+5h0EAAhCAAAQgAIEyERiszIaeWn+6yA39SZm/CLOu\ntFLMCNdUuKOl1WOGbxXsFzr5QUPuDcaKT6BSDrAn32MQqCIBD1v2CouDJC+ENY00UvqbhEEA\nAhCAAAQgAIGyEHBj/puSp2PZEX5aSsrsUF8ZMzK/T31WGiYNiXlPq2Ce+3uFZD/k4lYBOAcB\nCCRLwKvtjZTmlzzHop//wLo9EaMHOBGMn4pkbZ1x768rCy/yQIOPIGAQgAAEIAABCJSOgIcf\nXyudJ82RU+49Lcw9t3aaPWR6AamI5ulw20nu2caSIVCpHuBkkBQ/Fs/lPE16SQpzDqLbx3X+\nFGlWKQ/DAU6P+ghFvYrk/7hp2WhFvK00d8wEvOjEd6TzJTvpGAQgAAEIQAACECgiAQ+RDnaE\ndjwH2e/QdoIvkzzSrmh2mzLkfLoT5KCiZa6k+cEBLtmDO1j5Dc7uk9ofJ10uec6Bh3z4P8nz\nksN4Ur5X38vacICzJp5cel5cy62h/qH1POM4TvDuCufhTK48/OM8UsIgAAEIQAACEIBAkQic\npMz4PeUBaZjkHl+/64T3ar/77CY12wid8PeF8zCv9xLy5y1T35J5CjjAyXDMJJbNlIr/+O3o\nej5oO/OchpWlv0oOv7yUpeEAZ0k72bQOUHTvS/67cUXgnuCB7KcKYKfZ9/xb6rSQhFtel5NG\nSBgEIAABCEAAAsUlsLmydpg0prhZjJ0zvze7od7vKm6097uLze/WdorDe09zD6vD+ZrfczaR\n8rB7lajfyZyHw/PIQAXTxAEu0UM9V3l9XJoyZp5nVLi3pJNjhk8qGA5wUiSzj2clJWkn1k6w\nf2hHSwPZYgoQWlC9kqN/VNqZG29cAXmuzRfbBeI8BCAAAQhAAAK5EvC7nN8D7Hi9Kbknssw2\nvzIfHGCX6YeNwng9lWskO7mPSrNLwbzgaLjH1+8MFzLeerGwPaUtJHdyYf0TwAHun2FmMdyn\nlM7pMrWbFP73Xd7Tb3Ac4H4J5nu/nWD3BHs4dFxzxbiE1GlhrmG67gok6DrtYxCAAAQgAAEI\nFI/AWcqSG8RDnb1c8bLYdY6+oTsmSHZkb5WOkgZJNjuZzeZRa55O6EZ79xr/WsKqQQAHuETP\n8Y/K64NS+M86UNZDD/CPBgqY8HUc4ISBViQ6j1x4VfJQI7e+HiNhEIAABCAAAQgUj8D6ypId\nYPcCPyFNJQWbSTsbSHOEEyXaLqK8Bsfe7yJfHyDvbtz3p41OlmYeICyXy0MAB7g8z2qSrZVX\nt8RdJi3bId8eHrGS5AWx3Gq1gpSl4QCnT3sNJeGefX+83cvjl8UWUkZ/Lu0vRSvTPPJvhq7g\noytCtsrH8jr5TWneVhc5BwEIQAACEKgoAdfZX5Kmi5Rvdu2Hxux3te+FpMpkaymzfjf2+7Qd\n4COlNM3vGCtKHoKNFYcADnBxnsWAObFju7fkHxz/x31GulX6g3R+Y3uLts9Jvu6eNg/3yNpw\ngNMl7hZI/2i7BdPbw6Uim4dFu4KcqkCZdMOBK0C3bPv/TjtzRWnOlucBnSFhEIAABCAAgboS\n2E4F97uH3zPfl/aTymR+J7lecv6flUZKaZo7rcJ7xA5pJkTcXRHAAe4KVzECj1I2/NLu/7j+\nDxyVneNHJQ8vHSblYTjA6VJfUNGHZ+4f1QvTTa6v2KfR3f7cgPP7gpTX36SS/oSFRiLny05w\nOwuOcuBtJ/hz7QJzHgIQgAAEIFBxAgurfG5A9pxYbz8vldE8fHvylDPuDovw/uDtX5vSG6Lj\nb0v7Sq3mIDcF5zBBAjjACcLMIyoPS7FTMVpK6z/PXIp7nHRHTE1QOP9H939sLHkCHgngFkUz\nfkcaKxXVtlDGXEk6r24pPkAqgrkByS3Y1l86ZGh1XbPTa7kM3npIGAYBCEAAAhCoK4FVVHB3\ntHyhAgD8TpWWefizO6v8HuT3jZOkqF2ig/AuckP0AvupE6iUA+xhDXWzt1RgK017TZFfIA2K\nmciyCjciZliCdU/AjtiGkuekviS9LRXVnlDGwv9Lt7Q+XpCMfkX5cKOOh2Wf0iFP1+naatLx\n0qzSsdLfJQwCEIAABCBQVwI3quBW2e0iFWAT6T1pTelWKUlzo/lKkhfaelE6ToraCjqYsnFi\nmegF9iEAgfIR+JqybCeNHuDyPbs0cryNIv299C1p0jQSIE4IQAACEIAABCDQBQE7vHZQ/b7q\nracPpmGDFelZ0mPSPk0J/FjHHkb+L+n0pmscpkugUj3A6aIi9rgEcIDjkiIcBCAAAQhAAAIQ\ngEDWBDxFK+oAP5JSBjzH18Oc7Wj/W1paitqqOrAzTgdBlEr6+5VygMNQy/Sx5ZOCHUvP+e3W\nPNTzlm5vIjwEIAABCEAAAhCAAAQqSOB3KpMX6fS6HnZQPVotDYuuz2OHu/k9/oY0EiVOCFSJ\nwN0qjFuQutUhGUOgBzg74J5v/R2JhZmyY05KEIAABCAAgaoTmEUFrHrHkp/hDCk/yNkU/32S\ne3/91Q4vjIXlT4Ae4PyfQewcrKuQF0te9fdS6Qwpjj0cJxBhSkdgeeXYKxj7Mz6HSwtKj0tl\ns+WU4aHSFVKnTxKVrVzkFwIQgAAEIFBGAmcr0+4RfU3y1xDukbIyO92eD7u+5PVDvirZeUzL\n3kgr4ka8Xqx0EWmQ5Lm+GAQg0AMBrxbnVeq8pPoSPdyfxS30AGdB+aNPCr2vpDwiwMN3tssm\n2URT8cqIrtjs+NqZxyAAAQhAAAIQyI+AG9PDSEMP2XXHS5a2tRLzO67z4O2WEgaBpAlUqge4\nDsMK/GOwU+Ov4ISk/xqIr1QErlJu3VJq59dO5A1S2cxOu//fumV0RcmfGsIgAAEIQAACEMiH\ngFcttvMZbJ6wk9HW7wPR9H3szp+REgtFCQIGgWYCdXCAXWZ/h3R/yRPpPawCqyeBO1XsxST3\nonoO8DBpZalMdp0y695fN+yMl16RMAhAAAIQgAAE8iHgYc/B0XQP8L19ZMON9HtKx0hjYsZz\nnsJdLXmEm6dG/U16TvI7wp+kySUMAhCAQOEIMAQ6+0dylJL0t+Ssk7JPvucUXZF5RMOB0tCe\nY+FGCEAAAhCAAASSInCAIvLosrckd7j0aofqRjdwW55rO63UrR2vG9xQ7l5hj3bLs6F/K6V/\nkbSrFMc8qu0QyZ9Ccs86VhwCn1FW/Dc1tjhZIidlJ4ADnP0TdM+p/yNb72SfPClCAAIQgAAE\nIFARAluqHMHpdMP6ij2W62rdF95NvH1EmjoS16baf0byIlsLR85Hd+082hn3/XaA55XyMH91\nw+k7H17MamNpIPPXW5x365yBAnM9UwKVcoDrMgQ6078QEisFgduVS7ewWh4ajUEAAhCAAAQg\nAIFeCAzTTXb2bN4On7jX/T+n6ZbgAPtuzydezTsyz+09W5pL8jSuE6VW5vVufiL9SdpCelzK\n0pZUYp5uNkay42tzo4CPO5lHuC0qef6ytYKEQQACFSZAD3D2D9fzwQ+WPFTI3+7D4hNYRkE9\nxGvp+LcQEgIQgAAEIFBZArOrZBMkO6/unR0i9Wr76Eb3Jns+cdRxdA+cG+1Dz+7N2m9li+jk\nsdLOUtYdXT9Sms63dYT0hOT8vigNkwayCxTATrMbEQ4cKDDXMyXgvz8/y7GZpkpilSaAA5z9\n4x2hJP2tOf9nfkDqp7LS7bUxf0rMFfL7je3itSk5BYUABCAAAQi0J+AFrIZL/TqdXlBrL+k8\naX0patvrwHODx0ufi15o7E+vrech24G2s/wtKUvzlDK/V1meauaeXL8nRIdx67Ctmd3npeXa\nhvj0BTvWZ0i/lEZIWDoEcIDT4VrrWHGAs3/8BynJMEfGlcRm2WehlCl6BW07v67cvN1DwiAA\nAQhAAAIQyJ+AG6mDA+pe2PMzztI4ped3Kr9fXZtR2rcqHTv81l0ZpVnHZHCA6/jUUy4zDnDK\ngFtEv5XO+cfSFYWH2njOCjYwgTEK4orNsgM8WsIgAAEIQAACEMifwCBl4W+SR2p5KPG6Ulzz\nSLgdpQ3j3tAi3Gw6569s/FCaucX1gU6593umpkAb6fh+6WnpZmlVKWrRRU3fjF5gP1ECOMCJ\n4iQyE8ABzv7vwD+ye0uXSnaGsfgE5lHQ7SRvMQhAAAIQgAAEikPAw47XlEZ1maW/Krwbt+04\nPyR5Ma0ZpKzMzvOjkjsm/izZ4fJnoJwnn3OPtuVh1i5jsG9qJ1z7TjjJNnECOMCJIyVCHGD+\nBupAYAEVcr46FJQyQgACEIAABEpEwHOHw9Dp4Gx6KPPFGZZhf6UVplh5hN4m0uxSyJed3LDf\n3Es8t655LjCWHoFKOcCTpceJmCEAgQiBObVvBzBJW06ReaiT57wslWTEKcT1A8X5oPSIlPWi\nHCkUhyghAAEIQAAClSHgocN3S3Z6bR4lN0iyE/oLKQvzwqTBL/EnkbxytHW4ZOc32DHaeS0c\nNLbPaOsh0hgEIFAiAvQAl+hh9ZDVL+sez8dxy+XJPdzf7pYJuuD5y5aHK2VlCykh/82O7CLB\n9xQ2tNy+0MV9BIUABCAAAQjUhYBHSd0seSiw575maR5uvIt0jRTqa2/tfA6WerHFddN3pTiN\n9HZ6fyTdKX1DiprTn0rqZV5xNB72eydQqR7g3jFwZ5IEcICTpFm8uO5VlkJl4orEC00kYdGF\nH9z6mYTNqEhcAbczV2L/kjxM6V1puBTH7lEgD2ly6/J1cW4gDAQgAAEIQKBmBK5SeV3H+p3B\n9aydjjzsMiX6D8n1dq89qwvq3vC+4E6AVp9t0mmsJAQq5QCHoQYlYU82IVBKAn9Xrl2JuALw\ncB73hiZhuyqSd6S3pN0TiHAdxfG89Kj0qzbxOYzL4ZZYt9auLA1keyjAwpLD/0naUsIgAAEI\nQAACdSUwkwq+t7SNFH0XdwN5OJ5C+1Y/drBuHi+dJbnejmvbKuBxku9bvXFTt3lZSfeF9wU7\nwqs04mEDAQhAYCIBeoCr/YfgXtUfS3Yq3SKapLmi9FydgcwrJn5FcqXWrhJzz+x/pNBbPYf2\nm215nfi35JZptw7/UrLDfITUztxTHOJ8ql0gzkMAAhCAAARqQuABldP1qEdFHRkp8zLad0O0\nr/XbsL2i4rAD6vrX9XXzsGKdimWjFeoJyU6s59/GtfkUMLwruBNgobg3dgg3p64dJe0vJTWa\nrkNyXIoQqFQPcKRc7OZIAAc4R/g1SToMZ3Jle06bMp+s864k7eC6V7lda/GyuvZtyfN6HJ8r\nV1duG0itzBWnK2FXnre2CsA5CEAAAhCAQE0IuFE8NAp768WngnnO7DySG7f7tXUUgevd4AAf\n2GOE7gUO8TiuMV3EM0phd+rynk7RP6iLfu/wu8q5nQJyLXECOMCJIyVCHGD+BtIm4GHXocL1\n3OFWNp1O/kTyZw/s5A5kbp12JeR4XSFtI7WyRXXyaslO+LytAnAOAhCAAAQgUBICdgC3k+bu\nI7+36F7Xm3Ys92nEc6a2rk/dCO0RW/2anejfSI7vLqnXBaRO0L3Oa8hbP+VWND3bIN3psjgf\n1qMSlh0BHODsWNcmJRzg2jzq3Ar6W6XsCsw6I6FcTKN43KPriug6ycOsMQhAAAIQgEBVCSyh\ngtlpdePv29JcUi/mEVZbSWs0bp5a2/9Iwbm7v3E+iU27aU9x455FAd2A/Zi0Y9ybUgrnEWwf\nSnaEPYcay44ADnB2rGuTEg5wOo/aw4zsmL0pHZtOEqWJ1S2nW0tbSF6MKtj02tlP+o7U63wa\n/yhiEIAABCAAgaoTOFAFfF+yo2oneBupF1tJN90k/U6auxHB09p6OpHjbTdVqRG0tptJVfIV\nJY8sw7IlgAOcLe9apIYDnM5jPlTRhiG6bi0cm04ypY71xgYjc7qk1CUh8xCAAAQgAIF0Cays\n6P0+YSfYzup8UrfmocmvS47HcVwu2RzXz6XDpekk28bSydImPsAgkCMBHOAc4Vc1aRzgdJ7s\nIYoWB7gz29CS7dbslzsH5SoEIAABCECg9gTce7u/tFiPJAbrPju/rnc97PlOqZW5p/PDiHyM\nQSAvAjjAeZGvcLo4wOk83BkU7bXSG1I3S/enk5tixnq6suX5TK5kf1TMLJIrCEAAAhCAQKUI\n2IG2E+zPBK7VpmReaDI0Unu7R5twnU57/u5p0pXScp0Ccg0CAxDAAR4AEJe7J4AD3D2zot3h\nluCrJM/n8bL/ZTHPp/m8tEpZMkw+IQABCEAAAhUgMK3KYKeinXmBrVclO8rexllwy2t8uIc5\n2Hna8eKXjsOdAVNIGAR6IYAD3As17ulIAAe4I55SXJygXLoX1fN5bpYwCEAAAhCAAAQg0A8B\nj2RbVfI2am689pcYouaGbC/6aWfXPcw2f24purp0czwTA/EPBGIQwAGOAYkg3RHAAe6OVxFD\nR7+zO6GIGSRPEIAABCAAAQiUnsBCKsHzkh3bUyOlGad9O7+eW+ytHeR1pbAWynHaxyDQKwEc\n4F7JcV9bAjjAbdGU5sI3lFNXOO4B3rI0uSajEIAABCAAAQiUicDZyqzX7rCjay0g2S6V/A5i\nx/gdaZBk81DrOSfulfMffzP5IukV6STJvd9Y9gRwgLNnXvkUcYCr8YinVzGahyRVo2SUAgIQ\ngAAEIACBIhD4sTLheb12fj31ag7JNkzyJ5X+Knltj6qYF/8Kvdh2/NerSsFKVg4c4JI9sDJk\nFwe4DE8p3zzOquR/Ld0m8eOf77MgdQhAAAIQgEASBJZVJOdLh0tTx4zQ83jPle6W6jDibC+V\nMzjA7uH+goRlTwAHOHvmlU8RB7jyj7jvAv5SMbjF10ObXBG4pReDAAQgAAEIQKCcBIYo229L\n7sV1ve6eXezTBMzpKslrrXj492QSlj2BSjnA/BFl/wdEitUlsK2K5vkpq6ZQxKGK058v8NyX\nKaUJ0relIplbpQcVKUPkBQIQgAAEIFBQArMpX5425U8X2blYUCqD+TNLHok2OqPM+lvJ60ju\nIfd7ljsCMAhAoAIE6AHO7yHOqKT3k7yIlRdaiGuLKqAXnPiV5Pk3m0memxKUdMWwnOJ+XfIP\nf1j4wi3GRVkM4phGvt7SdgUJgwAEIAABCECgM4FLdNl1ukd4rdU5aMurm+qsh0JfKM3cMkSy\nJ+2o/13yu457ru0IY/UgUKke4Ho8suKXEgc4v2d0q5K2I2md10U2nlPY8N3fK7X/Q8lxuCLz\nHJWNpaTNPcA3S47faT8ltTKP7DhBelo6RXLrcprmVuzglP9b+9emmRhxQwACEIAABCpEYCGV\nZZYeyuN77IgGB/rnPcTR7S2fa6TnNN0g3817U7dpEb5YBD6j7Pi5jy1WtshNmQngAOfz9Nx7\nGioP/6d+JmY2BjXd97CO3SPsYTp2AO2YTi+lYSMV6UWSne7FpGDRnuAv6qSd5FApbh0CpbT1\n/BzPzXFl6FbssyQMAhCAAAQgAIH0CMyjqF3PW24U/42Utnmq05uS63rLC1Rh9SCAA1yP55xp\nKXGAM8X9icS8+mIYynP4J650PjhMl13p+N4tGkFn13Z1KetPIe2rNN37PF5yS7LnyLhicv58\n3n9fadtaSmCcdJ40a9qJET8EIAABCEAAApP8VAzc+PyiFG0UTxON3zOOkr4iTZpmQsRdKAI4\nwIV6HNXIDA5wfs/Rw4W9uMIqPWRhDt3jOcR5mp3uMC/YLcCeT+QfKfcQ+9jDkb1gRRI2RpHs\nL5kXBgEIQAACEIBA/gS8OBSOaP7Poeo5wAGu+hPOoXw4wDlAr0iSdsDDMG4Pez43Ui4790mZ\ne3Xflt6X7FhvJmEQgAAEIAABCEAAAtUnUCkHOMkX5Oo/ekoIgeIReF1Z8jCkCdI4ycOhg7ln\nOCnz0Cq3MnulbA+t7qXHXLdhEIAABCAAAQgUmIDn+XpV6UekXQqcT7IGAQiUnAA9wMV7gB7q\n+6B0ouTVl4tivQxzcmXmeUKu0BbvsSDT674XJM8p9kJfa0oYBCAAAQhAAALFJrCssneStLMU\n5x3iCIVzXe/GbjekzythEKhUDzCPsxgEcICL8RxCLlbVjof5+sc/q0WklFRHW0lXvcjFu9KO\nTSG96Nb3pVOl+Zuu+fBXkhfFcplekXr9LJI/ubCN5BWvMQhAAAIQgAAEik1gqLLn9xhPlfJ7\nwK7SQPYzBfCUKr8DWb02nOtWrEIEcIAr9DCLUhQc4KI8iY/ysYk24cffFcd3C5C9u5UH97wG\npzzaK326zocK7nntN09tuL1xX6jM3JuLQQACEIAABCCQDoFNFe0V0kFStL5OJ7X2sa6sS+Hd\nwY3gJ7cP+r8r82jvccn3xQn/vxvZqTQBHOBKP958CocDnA/3dqkO0oWrJTuM90ozSXnbTcqA\nKy8PR3pTijq5d+g4OLfeeshz1OzQh4WyToleYB8CEIAABCAAgUQJeCRWcDrd67p7orF3F5nX\n7XhAcn6clxWkuGaHB4NAIIADHEiwTYwADnBiKBONKKnPByWRqQUViXtyH5bWaYpwax2Hyva8\npmvh0Ks4zxcOOmwX1jV/329bKc5coQ5RcQkCEIAABCBQOwJrqcRusHaDtJ3OH0l5mp3g1aS5\n8swEaZeeAA5w6R9h8QqAA1y8Z1K2HI1QhpfsM9Pu6X5HcoXtIeBx5gopGAYBCEAAAhCAQIOA\nHYXbJDvAXndjjISlT8DvMItINN6nwxoHOB2utY4VB7jWj78whR+rnLjCttyjfIaEQQACEIAA\nBCDQHQFPUxotFWkkWXclKFdoz3V+X/L7yx8lnGBBSNhwgBMGSnSTTIIDzF9BEQh4mNQjkucL\nW2tJGAQgAAEIQAACECgygQuVuTAVzE6wp3NhyRKolAMcXUgnWUzEBgEIlI2AV5JeQtpY8pxj\nt6JiEIAABCAAAQgUj8A0ytLV0tvSqVKdez290Jcb7r1QqHuCn5MwCECg4AToAS74AyJ7EIAA\nBCAAAQhAoEAEvqO8uOHaPZ51H7U1pRgcKl0grSRhyROgBzh5psQIgUQJeLXja6W/Snn+EDof\n/n7vy5IbOZKwaRXJmtLQJCIjDghAAAIQgAAESknAvZ1Raz6OXqv6vhfvPFTaUvqLhEEAAiUg\nQA9wsg/pRkXn1lDPB/EKjHnZxUrY+XDrrD+JMKPUj/n+ZyTH9a7EHBdBwCAAAQhAAAI1JDBE\nZb5cel06oYblp8jZEqhUD/AU2bIjNQhkQmBmpTK55PkwniPjv3M7jb3a1LpxVckLRD0mxbXo\nfBzvR4/jxhENt4YO/D1fl83aXLpfwiAAAQhAAAIQqBcBN4RvUK8iU1oIQKBKBOgBTvZprq3o\nvCiEe1/36DNqzyt5qBGX43PccW2MAt4nvSbtFvemDuHm1zXnIciLVQ1kyyuAHWU+xTAQKa5D\nAAIQgAAEIBCXgDsbjpVOl0bHvYlwpSVQqR7g0j6FimUcBzj5B+oeUjuv/dqyisBDmC0PqT5L\nytNWVeInSJ7nMpDZ6XaePTfmTqnfHmhFgUEAAhCAAAQgAIFJLhEDv198II2HR+UJ4ABX/hFn\nX0Ac4OyZx01xJgV0b3L4kd897o0FCHeT8hCcd2/nLkCeyAIEIAABCEAAAtkQWEzJfENaKIXk\nPC0svGN4mtmgFNIgyuIQwAEuzrOoTE5wgIv9KL3Y1NHS9lKZelEPVX7tuPubeBMk94pjEIAA\nBCAAAQhUn8DiKqKnTPkdwL20C0hJ2k6KzKPM7AT/NMmIiauQBHCAC/lYyp0pHOByP7+i5n4y\nZWwbaV9p9qJmknxBAAIQgAAEIJA4gb0Vo51fO6je7iIlbcMUYdKOddJ5JL5kCFTKAWYV6GT+\nKIgFAkUk4G8CnlPEjJEnCEAAAhCAAARSJfAnxe73/H9IbhC/Xkrank46QuKDQBYEcICzoEwa\nEIAABCAAAQhAAAIQyI7AvUrKw6BXkewMe84uBgEIiAAOMH8GEIAABCAAAQhAAAIQqB6Bv6tI\nFgYBCEQIeEgEBgEItCfgRqI9JX/rjnku7TlxBQIQgAAEIAABCEAAAhCAQCwCLIIVC1MugQ5S\nql5J2XpNmlrCIAABCEAAAhCAAAQgUBcClVoEix7guvzZUs5eCSyrG/2f3ppR4lu6goBBAAIQ\ngAAEIJA7AX+mcTNp+txzQgYgAAEIdEmAHuAugWUY/ItKyx94t26RaDQSBAwCEIAABCAAgVwJ\nrKfU/y15hNoEabCEQSAtAvQAp0WWeCFQQAIXK0+fldaWVpb8aSEMAhCAAAQgAAEI5Elg00bi\ndkyGS0vkmRnShkCZCNCbVaanRV7zIvCoEvYnBP6VVwZIFwIQgAAEIAABCEQI3KR9N8q7B/ht\n6UEJgwAEYhDgM0gxIBEEAhCAAAQgAAEIQAACBSJwhvLypuR5wOdLr0sYBCAQgwAOcAxIBIEA\nBCAAAQhAAAIQgEDBCPxW+bEwCECgCwIMge4CFkEhAAEIQAACEIAABCAAgVIQmKUUuSSTmRPA\nAc4cOQlCAAIQgAAEIAABCEAAAikRmEnxPiS9LN0usUK2IGAfE8AB/pgFexCAAAQgAAEIQAAC\nEIBAuQnsoOyPbBRhMW03aeyzgcBEAjjA/CFAAAIQgAAEIAABCEAAAlUh8IIKMmmjMPZ1fIxB\n4H8EWATrfyjYgQAEIAABCEAAAhCAAARKTuAC5X9BaR3J+9dJGAQgUDACX1N+/isNKVi+yA4E\nIAABCEAAAhCAAAQgUG8Cn1Hx7auMrQIGhkBX4SlSBghAAAIQgAAEIAABCEAAAhAYkAAO8ICI\nCAABCEAAAhCAAAQgAAEIQAACVSCAA1yFp0gZIAABCEAAAhCAAAQgUE0Cq6tYv5B2lsLiVtUs\nKaXKhACLYGWCmUQgAAEIQAACEIAABCAAgS4JjFL4qyV32m0v/UP6lYRBoGcC/mPCIAABCEAA\nAhCAAAQgAAEIFI3AAo0M2WfxIkyLFC2D5Kd8BHCAy/fMyDEEIAABCEAAAhCAAATqQOBGFXK8\nZOf3Q+kcCYNAXwQYAt0XPm6GAAQgAAEIQAACEIAABFIi8K7iXVRaSnpYelnCINAXARzgvvBx\nMwQgAAEIQAACEIAABCCQIgHP+70pxfiJumYEGAJdswdOcSEAAQhAAAIQgAAEIAABCNSVAA5w\nXZ885YYABCAAAQhAAAIQgAAEIFAzAjjANXvgFBcCEIAABCAAAQhAAAIQgEBdCeAA1/XJU24I\nQAACEIAABCAAAQhAAAI1I4ADXLMHTnEhAAEIQAACEIAABCAAAQjUlQAOcF2fPOWGAAQgAAEI\nQAACEIAABCBQMwI4wDV74BQXAhCAAAQgAAEIQAACEIBAXQngANf1yVNuCEAAAhCAAAQgAAEI\nQAACNSOAA1yzB05xIQABCEAAAhCAAAQgAAEI1JUADnBdnzzlhgAEIAABCEAAAhCAAAQgUDMC\nOMA1e+AUFwIQgAAEIAABCEAAAhCAQF0J4ADX9clTbghAAAIQgAAEIAABCEAAAjUjgANcswdO\ncSEAAQhAAAIQgAAEIAABCNSVAA5wXZ885YYABCAAAQhAAAIQgAAEIFAzAjjANXvgFBcCEIAA\nBCAAAQhAAAIQgEBdCeAA1/XJU24IQAACEIAABCAAAQhAAAI1I4ADXLMHTnEhAAEIQAACEIAA\nBCAAAQjUlQAOcF2fPOWGAAQgAAEIQAACEIAABCBQMwI4wDV74BQXAhCAAAQgAAEIQAACEIBA\nXQngANf1yVNuCEAAAhCAAAQgAAEIQAACNSOAA1yzB05xIQABCEAAAhCAAAQgAAEI1JUADnBd\nnzzlhgAEIAABCEAAAhCAAAQgUDMCOMA1e+AUFwIQgAAEIAABCEAAAhCAQF0J4ADX9clTbghA\nAAIQgAAEIAABCEAAAjUjgANcswdOcSEAAQhAAAIQgAAEIAABCNSVAA5wXZ885YYABCAAAQhA\nAAIQgAAEIFAzAjjANXvgFBcCEIAABCAAAQhAAAIQgEBdCeAA1/XJU24IQAACEIAABCAAAQhA\nAAI1I4ADXLMHTnEhAAEIQAACEIAABCAAAQjUlQAOcF2fPOWGAAQgAAEIQAACEIAABCBQMwJT\n1Ky8zcUdoRPzSy9JD0vvSxgEIAABCEAAAhCAAAQgAAEIVJBA1XuAd9EzO08a3PTsFtHxX6UJ\n0tXS3dLz0j7S5BIGAQhAAAIQgAAEIAABCEAAAhAoFYEzlNv/StNHcj1M+280ztsJPlmyk/xM\n49yx2mZtX1OCzueQrBMmPQhAAAIQgAAEIAABCEAAAh0IfEbX7KuM7RCGSwUh0MoBPld58wPc\nsymPU+s4XPt807W0D3GA0yZM/BCAAAQgAAEIQAACEIBALwQq5QDXcQ7w8nrqt0snNj3993T8\nVWltaXXpWqlX89DyNSX/scSxReMEIgwEIAABCEAAAhCAAAQgAAEI9E6gjg7wdML1pzbIvAjW\nQ9LCba7HPT1CAT2selDMG8Jz+DBmeIJBAAIQgAAEIAABCEAAAhCAQJcEguPV5W2lDn6ncu9F\nsFrZzDq5tPTLVhe7ODdeYR1XXPN4+nGSh2ZjEIAABCAAAQhAAAIQgAAEIJACgaqvAh2Qecjz\nudK3JDuaS0kbSlEbrgMPi/aw5RujF9iHAAQgAAEIQAACEIAABCAAAQgUncCmyuDF0hOSe1ej\nekrHwdbXzr8kX79ZmlTK0twD7LTtfGMQgAAEIAABCEAAAhCAAASKQsA+in2VSqwCXfUh0Bfp\nQVk2fwpp8YiiTq6//ev5v+dLe0t+wBgEIAABCEAAAhCAAAQgAAEIQKByBAarRHEXrEqj8PQA\np0GVOCEAAQhAAAIQgAAEIACBfgnQA9wvwQLe795fDAIQgAAEIAABCEAAAhCAAAQqTKAui2BV\n+BFSNAhAAAIQgAAEIAABCEAAAhCIQwAHOA4lwkAAAhCAAAQgAAEIQAACEIBA6QngAJf+EVIA\nCEAAAhCAAAQgAAEIQAACEIhDAAc4DiXCQAACEIAABCAAAQhAAAIQgEDpCeAAl/4RUgAIFJLA\nDMrVSdJl0nKFzCGZggAEIAABCEAAAhCAAARyIcBnkHLBTqIpEjhdcf9T+rf0pjSlhEEAAhCA\nAAQgAAEIlI9ApT6DRA9w+f4AyTEEykBgPmXS39b2b8x0DWmDQQACEIAABCAAAQhAID8COMD5\nsSdlCFSZwBEq3AeNAro3+OUqF5ayQQACEIAABCAAAQiUg8AU5cgmuYQABEpG4Crld3bJc4Gf\nLFneyS4EIAABCEAAAhCAQEUJ4ABX9MFSLAgUgIDn/loYBCAAAQhAAAIQgAAECkGAIdCFeAxk\nAgIQgAAEIAABCEAAAhCAAATSJoADnDZh4ocABCAAAQhAAAIQgAAEIACBQhDAAS7EYyATEIAA\nBCAAAQhAAAIQgAAEIJA2ARzgtAkTPwQgAAEIQAACEIAABCAAAQgUggAOcCEeA5mAAAQgAAEI\nQAACEIAABCAAgbQJ4ACnTZj4IQABCEAAAhCAAAQgAAEIQKAQBHCAC/EYyAQEIAABCEAAAhCA\nAAQgAAEIpE0ABzhtwsQPAQhAAAIQgAAEIAABCEAAAoUggANciMdAJiAAAQhAAAIQgAAEIAAB\nCEAgbQI4wGkTJn4IQAACEIAABCAAAQhAAAIQKAQBHOBCPAYyAQEIQAACEIAABCAAAQhAAAJp\nE8ABTpsw8UMAAhCAAAQgAAEIQAACEIBAIQjgABfiMZAJCEAAAhCAAAQgAAEIQAACEEibAA5w\n2oSJHwIQgAAEIAABCEAAAhCAAAQKQQAHuBCPgUxAAAIQgAAEIAABCEAAAhCAQNoEcIDTJkz8\nEIAABCAAAQhAAAIQgAAEIFAIAjjAhXgMZAICEIAABCAAAQhAAAIQgAAE0iaAA5w2YeKHAAQg\nAAEIQAACEIAABCAAgUIQwAEuxGMgExCAAAQgAAEIQAACEIAABCCQNgEc4LQJEz8EIAABCEAA\nAhCAAAQgAAEIFIIADnAhHgOZgAAEIAABCEAAAhCAAAQgAIG0CeAAp02Y+CEAAQhAAAIQgAAE\nIAABCECgEASmKEQuyEQg8JmwwxYCLQhMqnP8n20BhlMQgAAEIAABCPRF4EPd/d++YuDmKhOo\nlI/Cy3Qx/lT/1cjG28XIDrmAAAQgAAEIQAACEIAABCDwCQIffOKopAfuUcKKQWApZWNQMbJC\nLgpK4FLl63LploLmj2xBAAIQgAAEIFA+AmOV5Q2kjcqXdXKcIQE7v3dmmB5JQQACEJjkSTHY\nHg4QgAAEIAABCEAgQQJ+t/A7BgaBWhBgEaxaPGYKCQEIQAACEIAABCAAAQhAAAI4wPwNQAAC\nEIAABCAAAQhAAAIQgEAtCOAA1+IxU0gIQAACEIAABCAAAQhAAAIQwAHmbwACEIAABCAAAQhA\nAAIQgAAEakEAB7gWj5lCQgACEIAABCAAAQhAAAIQgAAOMH8DEIAABCAAAQhAAAIQgAAEIFAL\nAjjAtXjMFBICEIAABCAAAQhAAAIQgAAEcID5G4AABCAAAQhAAAIQgAAEIACBWhDAAa7FY6aQ\nEIAABCAAAQhAAAIQgAAEIIADzN8ABMpD4ANl1cIgAAEIQAACEIBAUgR4v0iKJPFAAAIQgECi\nBEYotkGJxkhkEIAABCAAAQjUnYDfLfyOgUEAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQKAXApP3chP3QAACuRHYWCn7/+3LueWAhCEAAQhAAAIQqAqBUSrIWGnBRoFe\nrUrBKAcEIAABCJSfwNdUhP9K3y5/USgBBCAAAQhAAAI5EhiqtC+R/F4R1XU6tlOMQQACEIAA\nBHIlsJFS/0DCAc71MZA4BCAAGEcNvgAAD1lJREFUAQhAoPQEJlMJbpD8TvFraV1pFel06T/S\n/dJUEgYBCEAAAhDInMDMSvEcyZXUPxpbeoAFAoMABCAAAQhAoCcCdnb9XjGuxd1/aFzbrMU1\nTkGgEgTcAoRBAALFJXCFsra19Btp5+Jmk5xBAAIQgAAEIFASAiOVzwnSGVKznd04EeYEN1/n\nGAKlJ4ADXPpHSAEqTuBOlW9NaXPpjYqXleJBAAIQgAAEIJA+gbOUxDzSaS2SCvN/H29xjVMQ\ngAAEIACBTAlsqNQ8ZIkh0JliJzEIQAACEIBALQjMolL6KxNvSl4kC4NAJQlMUclSUSgIQAAC\nEIAABCAAAQhAIC6BIQp4uWQn+KvSCxIGgUoSYAh0JR8rhYIABCAAAQhAAAIQgEAsAnZ6r5GW\nlY6XvBo0BoHKEsABruyjpWAQgAAEIAABCEAAAhDoSGBeXb1FGisdLn1DwiBQaQIMga7046Vw\nEIAABCAAAQhAAAIQaElgYZ39ozSr5C9N/ELCIFB5AjjAlX/EFBACEIAABCAAAQhAAAKfILCU\njq6WBknrS3aEMQjUggAOcC0eM4WEAAQgAAEIQAACEIDARAKD9e9vJC98tZrkIdAYBGpDAAe4\nNo+agkIAAhCAAAQgAAEIQGCS/cRgpPSctI/UyrwidKvvBLcKyzkIlIoADnCpHheZhQAEIAAB\nCEAAAhCAQF8EvtC4e05tN2oT05NtznMaAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAA\nAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQg\nAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAE\nIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI\nQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB\nCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCDw\nMYFJP95lDwIQgAAEIFBJAsNUqqVilOwWhXlBWkgaI90hPS11Y4MVeD1ptDSNNF66SXpYwiAA\nAQhAAAIQgAAEIAABCEAAAqkS2Fqx/zeGNmjk4shGWN8X19ygvK/0htSc1r917lzJDnEVbZAK\n9X/SFlUsHGWCAAQgAIFqEZiiWsWhNBCAAAQgAIG2BK7QlQvbXp1kkr91uDbQpQsUYHPJPb6n\nS1dKz0jrSltKX5bmlNaR/ilVyVzuo6WvVqlQlAUCEIAABKpJAAe4ms+VUkEAAhCAwKcJ3KdT\nZ336dN9ndlUMdgKfk5aVXpaCPaSdE6WrpdWkHaRTJAwCEIAABCAAgRwI4ADnAJ0kIQABCECg\nMgQ89Hk/6T/SNlLU+dXhRPuX/v2u9EfpsxPPDPzPVAqyimSn+SnpcslprSpdKz0rBXNdvr60\nuDSl5J7s30vvS8Fm1M6GUpjnvLb2l5ZelK6R7pWa7TM68UVpkcaFe7R1Pt5rHHuzUkPeX176\nULpKck+3WVwhNdtiOuG8ulHgn5Lzdav0puRh6J4/faN0vRQtgw4nWpzyhrBsIQABCEAAAhCA\nAAQgAAEI1IpAmAN8ZMxSO5zn8caZAzy2ETbO8Gk7sHFsAQV6XXIe7ER+IL0mnSL53DpSsFHa\nuU3yeTuQrzT2H9B2USmY9x3me9LfG/uO1+fsoO8sRW0JHTwq+fpbkuP2vs8tIwXz3GafD3JD\nwPySe77tvE4vNdsNOvG2NEQK+fqZ9u3UO60HJcfzhmQWUYtb3ug97EMAAhCAAAQgAAEIQAAC\nEKgNATuydtDOlOzYtVJ0gapuHOAdFJ/jPk9KwqZTJHYe7ciu3ohwsLYnS8HJXLdx3g71XyUv\nsuXe5+Bgr6n9V6WHJffi2oKjacfS86DtuLsndSPpn9Jr0tSSzek5D+9IW0qTSY7bvcF2UO2o\nOp/BAt+dwglt95Wc3+g5Xx4pOQ9+FraQL4c9Wwr5XUr7L0nOR0irm/LqNgwCEIAABCAAAQhA\nAAIQgED9CAQHLTiQrbarRrB04wAHR++QyP397O6mm52/XZsisRN6f+NacIDtnDqshzs32/d0\nwtd2aVwIjuYEHQcns3FpokPssA5j21vy8UE+aLJv6djXDomcD3yjzu6cuu7h0NdHwnn3QMn3\nr+IDWcjXc9qfauKZj//ZU7sO+7XGqW7K+3Es7EEAAhCAAAQiBJgDHIHBLgQgAAEIVJrATSrd\nNW1KOKHN+YFOP9UIMOtAAWNe/1wj3O+awrvX9LfSQpHzyzX2r9M2OK/hsodA29yT6qHTwe7U\njoc+R21C42C6xnaxxvbcxja6OUcHP5YcbyezQ/tHaR1pmPS0ZNtOGi/92QcRu1j7/4gce/cy\n6QTJPfa2Xsr70Z38CwEIQAACEGgQwAHmTwECEIAABOpC4GYV1D2jSZodStuCH236/tfO57+k\nF1vEFJzIcGl0Y+fYcKLFdr6mcy80HfswOJ6TNa55Dq97XpvT82UPS/bc3uZ4fa3ZztQJ91Z/\nWTpKsgPrPB8mOf6oPRk9aOw/q63DLdI47qW8jVvZQAACEIAABD4igAPMXwIEIAABCECgdwKP\n6tZ3pGjPbKvYXN96caeHpM2k4HRq9xPmuAZJ00peKCpq00cPtB/i8BDkVg6zg3vObtTckzyQ\nvasAnm87WLIzHjUPn/ZQ5ZB29FrzvntwX5OcPzvA20p2aM+Smq15WLavm4HzEZz2kGY35XU8\nGAQgAAEIQOB/BEJr7/9OsAMBCEAAAhCAQGwCdijHSbNJ/9fhro11zb2mU0rBkWsV/KHGyTAM\nORrGnw6K2iONAzu5f2qSe6ajzmMjaKzNo41QrXq1F2jE+2SMmLy41nmSe3DHSGbgoc/jpWYL\nvbvR807L5rLY0irvR7HzLwQgAAEIQAACEIAABCAAgQoQcI+hex6PjFkWh3N43xfHllYgO8L/\nltZtccOiOueeUIdZq8X16Ck7vg5nh9bOcrAltfMvyfkKaXgl5+CAT679qJ2jA4fdvHHSefCx\n59Q2m4eF+9rKjQtrN44v1dZOdNQu0IHDbh856TR8bq/IubDrfPvahY3tV8KFxjbk6z0dz9l0\n7SIdu3wup62b8n50B/9CAAIQgAAEIAABCEAAAhCoGYFeHWD3PF7SRus0Mfy6ju2sWXdLdqK9\nmrId0eC4duohVrD/2bHas9N4n/RD6ReSHcSXJZ+3gxrsDO343E3SFtIm0lmSz9mBDRYczTgO\nsO+5WHIcl0uOcyMpnDtV+1HHeFUdO6x7aD3UeZgUtXt04Ose3h393JTDhHz5+hPSdtJ60q8l\nn/Oq0VGLW97oPexDAAIQgAAEIAABCEAAAhCoDYFeHWA7YO20awt67t29rsU9dojt1HVjuyjw\nzdKbku/fXfqB5PysIAXzVCY71m9IIa//0b57T4dKwYKjGdcB9jxk9wzbaQ3xPqZ9O+RR51eH\nE78n7J7h4Ohv6pMR+6b2HYcd82YL+TpTFxyHe9EddoLk9Jstbnmb7+MYAhCAAAQgAAEIQAAC\nEIAABFIg4F7Oz0oe/jtdl/H73ubhzCGKk7Rj53CBcKJpO1zHi0ndptkUzScO7ezOKzX36n4i\nUONgsLaztbiwp84536u2uBYc4OCYO+9jWoRrdSqN8rZKh3MQgAAEIAABCEAAAhCAAAQgkAKB\nryrOD6SdmuJ2b+5r0iuSe0HLYlMoo/dLHh7d3HPsMjQ7wD6HQQACEIAABFIj4IoJgwAEIAAB\nCECgGASuVTa8SrTn0rqn18Og/Yklz+9176iHc3uIc9FtNWXQw75XlJz/7ST3AmMQgAAEIAAB\nCEAAAhCAAAQgAIH/EVhZe3dIdhgtf07oNsmrLZfFvHCW8+7e7KM7ZNqfSHL5ftIhDJcgAAEI\nQAACEIAABCAAAQhAoOIEZlL53Hs6VQnL6eHOo6RpS5h3sgwBCEAAAhCAAAQgAAEIQAACEIAA\nBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCA\nAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ\ngAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAAC\nEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAA\nAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhA\nAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDg/9uhAwEAAAAA\nQf7Wg1wIGTBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBg\nwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBg\nwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBgwIABAwYMGDBg\nwIABAwYMGDBgwMBsIHh3NRSGBZcPAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Stripchart-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stripchart(agren$sw11~agren$flc,method=\"jitter\",vertical=TRUE,pch=19,cex=0.3,\n",
    "           main=\"Stripchart-Sweden-2011\",xlab=\"FLC genotype\",\n",
    "           ylab=\"Fitness\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot\n",
    "\n",
    "Finally, the familiar boxplot.  It is not recommended for most of the situations since it tends to hide more than it shows.  It was invented in an era when graphics was done by hand.  Now, with computers it is possible to do better.  The options mentioned above, would, in most cases, be better than a boxplot.  When there are a lot of points, the boxplot might be a reasonable choice.  You may also use a violin plot.\n",
    "\n",
    "Here is it is.  You can see immediately, that the other plots show a lot more.  The only thing the boxplot does well is to show the medians, which are a little different in the two FLC grouos.  It seems to highlight \"outliers\", but if one looks at the raw data, it is not clear if there are many outliers, if at all!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1oZtM/HhzJ/6GhlFe1tm3r/P43W1ctm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\nAAECBAgMTOD/A5CjyR2zT3NfAAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Boxplot-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "boxplot(agren$sw11~agren$flc,main=\"Boxplot-Sweden-2011\",\n",
    "        xlab=\"FLC genotype\",ylab=\"Fitness\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: sm\n",
      "\n",
      "Package 'sm', version 2.2-5.6: type help(sm) for summary information\n",
      "\n",
      "Loading required package: zoo\n",
      "\n",
      "\n",
      "Attaching package: ‘zoo’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    as.Date, as.Date.numeric\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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dAQQ6ESAA7kSJbRBAAAEE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\nQmCC",
      "text/plain": [
       "Plot with title “Violinplot-Sweden-2011”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(vioplot)\n",
    "vioplot(split(agren$sw11,agren$flc),main=\"Violinplot-Sweden-2011\",\n",
    "        xlab=\"FLC genotype\",ylab=\"Fitness\",drawRect=FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tweet says is well.\n",
    "\n",
    "![](images/TweetSketchPlot.jpg)\n",
    "\n",
    "<blockquote class=\"twitter-tweet\" data-lang=\"en\"><p lang=\"en\" dir=\"ltr\">Another “sketch”.  This one from my stats class — Honest or modest?  It may not always look great, but it’s better to keep your data as honest as possible... <a href=\"https://t.co/3PspSPj5Cm\">pic.twitter.com/3PspSPj5Cm</a></p>&mdash; Kyle Allen (@OrthoBME) <a href=\"https://twitter.com/OrthoBME/status/1026834526599823360?ref_src=twsrc%5Etfw\">August 7, 2018</a></blockquote>\n",
    "<script async src=\"https://platform.twitter.com/widgets.js\" charset=\"utf-8\"></script>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatterplot\n",
    "\n",
    "Here's how to make a scatterplot.  The options are self-explanatory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BAgQIAAAQIEplJAATyVh8VGESBAgAABAgQIECBAgMCkBRTAkxa1PAIECBAgQIAA\nAQIECBCYSgEF8FQeFhtFgAABAgQIECBAgAABApMW2H7SC7S8mRG4Yrb0b5NzJ0cl/50cnmgE\nCBAgQIAAAQIECBCYSwEjwHN5WMfu1JnS+6bkk8nVkx2TGyVfTl6Q+FAkCBoBAgQIECBAgAAB\nAgQIrI/AlbLYvyR/sz6LP8VSO9L73eTSp5j6v8XwTzPtOQPTPSVAgAABAgQIECBAYHEFWqO0\nVmnNohGYiMBGFcDXyNb+IbnEiK2+Tqb/KdlrRL/JsytwlWz6fyZfS3qq+8uTyyQaAQIECBAg\nQIAAgXECc1UAOwV63KGev76bZ5c+nLQIGtbad0Ryk2Gdps2swOOz5R9Lerr7C5OXJudLPp/c\nP9EIECBAgAABAgQIECCwYQIbNQL8huzRi1bYq3el/+krzKN7dgT+Lpt6ctLrvAfbnTLhj8m1\nBjs8J0CAAAECBAgQILBFwAiwl8LMChybLb/gClu/Z/qPWWEe3dMr0LM6zpOcecsmdvS3H2i8\nZ8vz5T9emyevSh63fKLHBAgQIECAAAECBAgQWE+BjRoB7l2fO+J3yRE7c91M/1Ny4RH9Jk+v\nwNmzac9Lfpn0JgXNF7b8vFR+jmoHpKOvie1GzWA6AQIECBAgQIDAQgvM1QjwQh/JKdr5jSqA\nu8tvTo5M9u2TZa2nwf4sedayaR7OhkC/y/nbydeTOyYXSfqaelXSQviJyah2uXR0nqUR41Hz\nmU6AAAECBAgQILCYAgrgxTzu67rXG1kAnzF70muBO9L7yeSNSW+G1OfPTYwEBmHG2juyvZ9K\nzjSw3afP898nPbYtdIe1+2Ti0cM6TCNAgAABAgQIECAQAQWwl8HEBTayAF7a+MvnwROS/0j+\nObl4os2ewB7Z5I7g7jdi01+R6ccnrxnSf9ZM+17ylCF9JhEgQIAAAQIECBCogALY62DiAptR\nAE98JyxwUwRulbUeN2bN59rS/5v83GfZfFfO4y8lhyc7LZvuIQECBAgQIECAAIHlAnNVAPeO\nsRoBAvMr8NPs2rOTPydfTFosd0T4E8k3k2skv040AgQIECBAgAABAnMvsP3c76EdJDDfAr1+\nu3eA7inQnxuxq1fI9P9OejOsjgK3GO68RyUagUUU6Ie/Z0tOSHoXdI0AAQIECBAgQGADBZwC\nvYHYc7iq3gTr08ngTbC6q7dJxt0Eq/NoBBZF4ALZ0VcnPeuh186fnLwr6QdDGgECBAgQIDBc\nYK5OgR6+i6ZutIACeKPF52t9g1+DdNHsXl9Tz0k6uvXQRCOw6AKXCEAvCTgsuVXS70O/fvLW\npHdLv3GiESBAgAABAqcWUACf2sSUbRRQAG8joF//n9OgnxeHXyYd2Wo+k3hTHwRt0wV2yxb0\ntXjdpKceb3Tr17t9NXlLMuyr3np5QK+NP2eiESBAgAABAqcUUACf0sOzCQgogCeAaBH/I9Br\nGzsifGYeBKZAoKccvyfpBzK/SU5K/pD069fOmGxU60hvR3l3GbHCFsXfSR4+ot9kAgQIECCw\nyAJzVQD3zbJGgMD8CPQGVz9JWmxoBDZTYNesvKcb98OYfu94f7bovVlyveT9Sf+HuhFtv6yk\nN4z72YiV9Tr5DyWdTyNAgAABAgTmWEABPMcH164RIEBgEwWelXX3TuMHJJ/bsh0tNDsifNVk\n7+RByUa002YlHYUe1/rhUefTCBAgQIAAAQIE1lnAKdDrDGzxBAhsqMBZsrae6tzid1R7dDq+\nOqpzwtN7/fGJyajrj/th8DeTRyUaAQIECBAgcEqBuToF+pS75tlmCSiAN0veegmMF7hwum+X\n3CG52PhZ9S4TuGwed8S1hfCodp10tEjeiFHX7bOeFrivG7G+Fr79aqTzJBoBAgQIECBwSgEF\n8Ck9PJuAgAJ4AogWQWCCAufKst6ZtIj7cXLMlscH52fvaKyNF7hIumt3/jGz3SJ9vxrTP+mu\nFuW9S/qHkxskeyQ9Ffs1Sb8P+NaJRoAAAQIECJxaQAF8ahNTtlFAAbyNgH6dwAQFds6yOlr4\n6WTfZcvtCHAL4KMSI4XLYIY87CnF/dDgIUP6lia9IQ/6IcNGto7ovyU5KWmB3muSP5L0b7BG\ngAABAgQIDBdQAA93mcmpu2err5fsk+y4iXugAN5EfKsmMCDwjDxvAdy7Fg+2/g+gN3R61WCH\n56cSeECm9LTiK56q5zSnuXum/THZrMLzDFl3//4PO8aZrBEgQIAAAQLLBBTAyzCm/eF9soGv\nTwaL20tl2meTjgAs5fg8fmTS74Pc6KYA3mhx6yMwWuAn6WqBNqr1a3x+l5x+1Aym/1XghXnU\n04tfmdw16d/kdye99vdeiUaAAAECBAhMv4ACePqP0V+38BV51AL3rH+dcprTXCCPW+x2eovg\nFyUtkntaY6c9M9nopgDeaPHZXN/+2eyeUvrPSa+fHPxgJ5O0bRToTZv6d2D5qc+Di+w1wJ3n\ngoMdng8V6B2Y35EcmXwr6TW3PetGI0CAAAECBGZDQAE8G8fpf7ZyWAH8n+npm9cHDuzHGfN8\nqe+Agb71fqoAXm/h2V7+ubP5H0r+nHwp+UTSU0uPTq6XaJMT2D6L6qm54/4GtDju35BzJhoB\nAgQIECBAYN4FFMAzdISHFcAdhfj0iH3oiNrPk38d0b9ekxXA6yU7+8vtBzP9rtRPJXst251O\nf3rS00t7J1ttcgIHZ1GvHLO4un95TL8uAgQIECBAgMA8CSiAZ+hoDiuAj8v2v2zMPnR0rafr\nbWRTAG+k9myt69HZ3B8lO4/Y7L6WOyqsTU7g6llUR4HvMWSRt8q0Xr968yF9JhEgQIAAAQIE\n5lFAATxDR3VYAfyBbP+oEeBzpO+k5MUbvI8K4A0Gn6HVfSHb+pgx23uh9PV03L3HzDPY1etc\nH568P+m/hZ76f6NE+z+Be+VhC91DkkckD03em/Rrc2qnESBAgAABAgQWRWCuCuB+V+MitM9k\nJ/smvzcQOjTZL7lpsrztlifPT3qAP7q8w2MCmyiwe9Z9xJj1fzd9LdQ632raZTLT15MHJF9J\n/js5bXJQ8sZkh0Q7zWleGoRafSO5TXKH5Ojk8klPgdYIECBAgAABAgQITJ3ArbNFfYP/vaSj\nZMvzwzxfajfOgxYR7f9k0oJgI5sR4I3Unq11fTObO3jDtuV7sEue9HU77q7FS/N35PeopIXu\n4Ff49KvBjk36HbiL3M6Unf/b5N7JTZKdEo0AAQIECBAgsMgCczUC3DueznN7S3auaetXIe2z\nLMuL3O0y/cTkDcmDkxYU29K67KslfbGspl1sNTOZZyEFetptv5P2P5KefjvY7pUJxySruSnT\n/TJfr229S3JSsrwdniddVj8w+rfkJ8mitftmh5+S7JAcneya9G/BY5PnJhoBAgQIECBAgACB\nuRDYMXvRN72TantmQb9NOqq82vSNdrdDI7BcoEXYz5Nezz44atszHFrI3ilZTftgZnramBn7\nwc1xyW3HzDOvXb3G9/fJA5Ml536Ade/kd0mLYI0AAQIECBAgsIgCfU/UWqVnrWoEJiLQkbe+\nqHr6pUZgUGD/TOgob09ffknyzOSwpKO5j0xW2z6bGR+2wsw95bpF3yK182dnW/yO+iDhVunr\nB1m94ZhGgAABAgQIEFg0gbkqgBflJliL9iK1v/Ml0Ju47Z109Lan8l84+WhyyWTciG66T9G+\nm2e9sdOo1muE90g63yK1jqT3ngCvHbHTb830bySLODI+gsRkAgQIECBAgAABAlsvYAR46+38\n5uoFelOnnjJ98RG/0mK6heAkLwcYsaqpmvz8bM3SvQJGbdhr0vHyUZ2mEyBAgAABAgTmWGCu\nRoDn/SZYLSw7qrXWdmh+oaeYagTmSeCd2Zmm1wLfM3lf0lPv+2/kMUmvg71p0tN9F6kdn53t\naPq41rttdxRYI0CAAAECBAgQIDC1Al/MlvUN/lrz+A3eIyPAGwy+wKvrJ3jPSVrk/ixpUdfr\nX3+U3ChZxHat7PTJyZ4jdr7XCJ+YLKrPCBaTCRAgQIAAgQURmKsR4N71dZ7bebJz/530jmVv\nT3on3dW03gio2ajWArg3Nzpz0rtHawTWW+C8WcE1kp2T7yQfS1oELmr7cHa8FjdMfroM4Rx5\n/K7kz8lVk36YphEgQIAAAQIEFkmgBfBJyZUTZ8nOwJHvV5p8KulB23dKt9cI8JQeGJu1MAI9\nxfkzyS+TFyQ9Hfx5yc+TnknSDww0AgQIECBAgMAiCszVCPCiHMBLZEdbAH9iSndYATylB8Zm\nLZRA74lw9+QdyeeSjvzeO9kh0QgQIECAAAECiyqgAJ7RI98Rna8kl5rC7VcAT+FBmYJNOne2\n4UlJT09uQfa65IBEI0CAAAECBAgQILBRAnNVAJ9uo9SmYD3PyDZcOjl8CrbFJhBYSeCameGI\n5BbJIckbko5E9s7NvV583q/fzy5qBAgQIECAAAECBAjMo4AR4Hk8qlu/T73rcL+a59nJ4IdU\n+2dar1N9dKIRIECAAAECBAgQWG+BuRoBXm8sy1+dgAJ4dU6LMlcL388mo0Z575a+Xyc7JhoB\nAgQIECBAgACB9RSYqwJ4cHRpPeEsmwCB1QlcJ7O9Phn1lTtvTN8Zko4GawQIECBAgAABAgQI\nrFKgdz3VCBCYLoGzZnP69TttF00ulpyY9Ou8emp0H/8u6XwaAQIECBAgQIAAAQKrFFAArxLK\nbAQ2UOA7Wde1k/slV0p6zW9Pd+4ZGy9M/iM5S9L5NAIECBAgQIAAAQIEVingFOhVQpmNwAYK\nfDjrukvS63wvkpw92Sm5bXKb5ODki8nXE40AAQIECBAgQIAAgVUKKIBXCWU2AhsocL2sq6dA\n75X0jtBtf0x6CvShya7JOxONAAECBAgQIECAAIE1CDgFeg1YZiWwAQIXzDqunlw+uU/yweQX\nSUeDd0++mbwx6TwaAQIECBAgQIAAAQIEZk7A1yDN3CFbtw2+QZbcm1wttfPlwd8l/eqjXg/c\nszZunxyTzHo7U3bgwsnZZn1HbD8BAgQIECBAYI4F/ib71m8n6XvRmW9OgZ75Q2gH5kzgN9mf\n/pFZ+o7fo/P4v5JXJoclf052Tn6bzGrrqd1vS3pzr28nHeHuvl0z0QgQIECAAAECBAism4AC\neN1oLZjAVgl8Pr/Vrzjqza5Gtd4M6yOjOqd8+r7Zvs8mZ05ulPQa5/2Tw5MPJX+faAQIECBA\ngAABAgQIzLGAU6Dn+OBuxa49Lr/Tm2BdesjvPjbTWiDvPaRv2if1ngNHJK9LTjtkY/8x03r6\n9wWG9JlEgAABAgQIECCwOQJzdQr05hBa66CAAnhQZLGfb5fdb5H4++SlyT2SByefTFr83jyZ\nxdbrm7tP/VqnYa1FcUeCHz+s0zQCBAgQIECAAIFNEZirArgjMhoBAtMl8KdsTk8Ffmty9+TR\nSQvfjyd3Tr6bzGLbJxv9paTX/A5rvbnCwUnn0wgQIECAAAECBAhMXEABPHFSCyQwMYHeKKqZ\nl9YbeHV0e1xrf+fTCBAgQIAAAQIECExcwE2wJk5qgQQIjBDoza86unveEf0tfq+XdD6NAAEC\nBAgQIECAwMQFFMATJ7VAAgRGCHwk03uN70uSHZLB1mt/z528fLDDcwIECBAgQIAAAQKTEHAK\n9CQULYMAgdUI9Brf2yUfST6VPCP5RnK+5J7J9ZNbJz9LNAKbKbBbVn6LZI/kuOT9iTMTgqAR\nIECAAAECBCYh4C7Qk1C0jFkROE829MVJb4bVorh3hn57cplEI7DZAv2qsZOSbyUHJZ9OemO6\ntyQ7JRoBAgQIEFg0gbm6C/SiHbxp3V8F8LQemcXdrl6P2ztQfzD5dvKZ5EnJOZJJtrNkYS7F\nmKSoZW2LwMPzy79JbjuwkH4n9zeT9w1M95QAAQIECCyCgAJ4EY7yBu+jAniDwa1urEBHuT6a\nHJ88K+npyf+c9HTlHyeXTTQC8yZwzuxQv27sziN27EKZfmJy0xH9JhMgQIAAgXkVUADP65Hd\nxP1SAG8ivlWfSuD1mXJE0mtzl7cd8uS1ydGJU0GXy3g8DwL97u2fJOPOSHhj+l+VaAQIECBA\nYJEE5qoAHvc/+kU6qPaVAIH/Fdg7P26fdBSshe7y9oc86Whwr4fsT43APAn0A58jk3HfQ/2d\n9A9+MDRPBvaFAAECBAjMvYACeO4PsR0ksCaBa2TuFgG95ndY682BemOgaw7rNI3ADAt09Ld3\nfx7Xdk9nLwPQCBAgQIAAgRkVUADP6IGz2QTWSeDMWW6v/R3X2t/5NALzJPD+7Exv8tavPxrW\nds3EmyfvHNZpGgECBAgQIDAbAtvPxmbaSgIENkigX/1y0eRMyW9HrHO/TO9889qumB27anKG\n5OvJe5Pe/Eibb4Fjs3tPT16enJAcnCy1jvy+LflK0q9D0ggQIECAAAECBLZB4F753b8kLTo0\nApspcPqs/KjkaSM24hqZ3muAWyTOWztvduiQpPv3heTjya+SXgt9vUSbf4GeFdU7n/c1cFjS\nYvjdye+TvjZ6p2iNAAECBAgsmsBc3QRr0Q7etO6vAnhaj8xibtcNs9u94dVzk3NvIeho6N2T\nFoTP3jJtnn70lO6O9h6a9OtultoZ86CjgicnV1ma6OfcC1wqe/ik5DVJX+83SDQCBAgQILCo\nAgrgRT3y67jfCuB1xLXorRK4Tn7r20nviNubA/XmVy1+H5GcNpm39tjs0A+Ss4zYsY4EfnFE\nn8kECBAgQIAAgXkWUADP89HdpH1TAG8SvNWOFejpoJdPbpsckHQ0dF7bl7Njjxqzc3ulr5cp\nXHjMPLoIECBAgAABAvMoMFcFsJtgzeNL1D4RmIxAR38/uyWTWeLKS9k7s9wvuVzSgvPzyX8k\nHY1ez9avvzlizAq6/l4X2vn6XbAaAQIECBAgQIDADAp0hEcjQIDANAj0TIivJh11/nBycNKb\nbX0tuUeynu3nWXi/5mZU67XQ2yWdTyNAgAABAgQIECBAYBsEnAK9DXh+dS4Erp29+GNyzyF7\nc+8tfdcc0jepSb3hV0ebW+QOa/+SiT9K5vH652H7axoBAgQIECBAYElgrk6BXtopPzdXQAG8\nuf7WvvkCn8wmvHjMZrw0fR8b07+tXR397ejuK5J+FdTydrs86V2g77B8oscECBAgQIAAgQUR\nUAAvyIHeyN1UAG+ktnVNm0C///rPyVXGbNjV09drcHccM8+2du2fBRyTHJ204O73wX4m+UPy\n0EQjQIAAAQIECCyiwFwVwG6CtYgvYftMYLoE+tVDPbX4Z2M266fp6z0LOu+JY+bblq4Wu3sn\nd02umuySfDD5++RbiUaAAAECBAgQIECAwAQEjABPANEiZlagH8T9Orn1mD3oVzGdkIy6RnfM\nr+oiQIAAAQIECBDYBoG5GgF2F+hteCX4VQIzLNDTjvdNLpls9pkgvfnVm5JHJ/0DO9h6TW77\n/ivpadAaAQIECBAgQIAAAQIzLGAEeIYP3oxt+s7Z3pclPY2437Pb/CJ5XLJehXCL7Xsmva62\nN5n6x+ScyfJ2njw5Kukpxxda1nHhPP5Q0jsw96uINAIECBAgQIAAgY0VmKsR4I2ls7ZRAgrg\nUTKmT1Kgxe/Xk36v7k2TsybnSu6R9BrbtyeTPivkylnmMclPktcnr06OTHo68y2T5W2PPPl4\n0qL8O8l3tzzu3Z93TzQCBAgQIECAAIGNF1AAb7z53K9RATz3h3gqdrAjsC1+dxqyNXtl2vHJ\nfYb0be2kjuS20H1RcoZlC9kujx+T/CG56rLpSw97anZHjJt9lib6SYAAAQIECBAgsCkCCuBN\nYZ/vlSqA5/v4TsPenTEb0dOebzZmY56Yvi+M6V9r12vzCx9JeofnYa2nQx86rMM0AgQIECBA\ngACBqRFQAE/NoZifDVEAz8+xnNY9uUw2rKcWn23MBh6QvpOTUQXrmF8d2tUR5d69eVS7XDq6\nTYPXA4+a33QCBAgQIECAAIGNF5irAnj7jfezRgIENkGghW3b8lOR/3fK//23fX9MWpRua+ud\nm3uN8Q/HLOgHW/p6c6ufj5lPFwECpxa4YSb1OvrzJb3G/h3JQckk/v1mMRoBAgQIEJhPgUnf\n8GY+lewVgdkX+FZ24bikN78a1dp32KjONU4/KfN3fb0OeFS7cDr6Zv2YUTOYToDAqQTOnCnv\nSlrsnj05PNkxeV1ySNJpGgECBAgQIEBgqgWcAj3Vh2fmN+682YO7JR9IfpUMu/HUjTO9N6W6\nQTKp9pIs6DPJqDNN3py+gye1MsshsCAC/5X97F3S9x7Y3wvk+ZeTDw1M95QAAQIECGyrwFyd\nAr2tGH5/MgIK4Mk4WsopBXot7xOSjsYenXwy+V3y5+QjyfWSjvr27tAtfh+XTLL11Mx+vdKb\nkuXXHne06llJb8rVOz4vSts5O/rI5P1Jj8WrkmsnGoHVCvS6+T8l+4z4hQtmev+999+2RoAA\nAQIEJiWgAJ6UpOX8VeBeedRTQc/01ykeENh2gX/LIo5PbrVsUS2K+7VEvda3Re9vko4YXT9Z\nj3apLPSIpOv5YPKe5BfJMckiFX/7ZX+PTb6XPD15TPKWpMfhZYnLUYKgrSjw2MzRsyrGtfem\nsx8wbUTrhzp9U6QRIECAwHwLKIDn+/huyt4pgDeFfa5XetHsXUeKRp3SfJP0tfjqdbjr3XoK\n9M2TpyQtyu+YLNKHPefI/vYmRa9KdkiWt/3zpNdKH7h8oscERgi0sD1oRN/S5JfnwWuWnqzD\nz97c7t+Tnyb94LZ/Zz6WHJBoBAgQIDCfAgrg+Tyum7pXCuBN5Z/LlXek6PMr7FlvnvOIFebR\nve0CT8wivpH0g4Bh7Q6Z2FPTzzKs0zQCywT+KY+/uez5sIeHZuKThnVMYNo5s4y+lr+V3D25\nTHKt5MVJP1B7YKIRIECAwPwJKIDn75hu+h4pgDf9EMzdBrwse/TaFfaqN9N54Qrz6B4tsHe6\nnpx0RK6WD0p2SgZb76w97vrqjgq3AL7h4C96TmBAYI88Pzm55cD0pafXzINe49/CdHk7fZ5c\nO7l9cvWkr7mtaf+dX/pcMux13jM7WgQPrjuTNAIECBCYcQEF8IwfwGncfAXwNB6V2d6mp2Xz\nP7zCLnw8/es1UrTCqme++yHZg15D/enkWclLkqOSXud7hWR564jZfZdPGPL4mEzrSLBGYCWB\nx2eGXyctZntN/1K7SR4clzx3acKWn/3/S6e3cO7rrK/bvk7/LllL2z0z95Tnwdf38mW8L096\nCrZGgAABAvMloACer+M5FXujAJ6KwzBXG3HN7E3f6O41Yq8ulukdrbnyiH6TRwu08GgxcbuB\nWTrK1pH3FhvnW9b37jweN9J+rvT3OsphhcXyAmfZIj1cYIG+Jh6TnJgcnfSDrB8m/ff+1GS7\nZKk9Mg9+n/TU6aXr7nuq/WOTzn+PZLWto869gd249o/p7FcxaQQIECAwXwIK4Pk6nlOxNwrg\nqTgMc7cR780efTXZbWDPLpjn30jePjDd05UFWny02Bh1SvPp0vfZ5PnJUrtjHvwmqfuw9rxM\n/HbS323bKXli8p2khXGLjv9KLploBJYEzp0Hd0tazPb/IedPlrc986Qf1Pzd8onLHj8gjzuS\nvMuyaeMe3jqdPx83Q/oelPTeAhoBAgQIzJeAAni+judU7I0CeCoOw9xtxM7Zo4OTXl/6huQp\nSQupE5MPJB0J0tYmcKnM3tNAzzvm1+6Xvu8u629h21NDj0yumSy1s+bBM5OOxF1ry8SOBn8t\n6bz/kHT6bZOOIve43TQZ1s6XiR39+0TSazRfk/RaT21xBVoYjxuN7evyR8l9Vkl0oczX1/4+\nY+bvh2qvHtOviwABAgRmU0ABPJvHbaq3WgE81YdnpjfutNn6WySvSlqEvTIZVUSlS1tBoAVp\nR2XrOqrV94SBzh3z/KVJf/fYpEXuScn3k+smS62Fbr/n9SxLE5b97KhzR5Jb7C5vN8qTjuR9\nMek8D03emnRdvT5ZW0yBfgjyihV2/R3pf8YK8yzvfm+e9EOWMyyfuOXxzfKzr7krDOkziQAB\nAgRmW0ABPNvHbyq3XgE8lYfFRhE4lcCemdJRsIucquf/JjwiD7/yf09P8Wi3PLtTcv/kgGSH\nZKldPA+67I4yD2stujui9+RlnXvl8W+T/5cMFuVXz7QWzA9KtMUTeEF2+W0r7PbH0/+EFeZZ\n3r1rnnw/+VJyq2SPZN/k35KeyfDoRCNAgACB+RNQAM/fMd30PVIAb/ohmMgGtJjp6a8fS45K\nei1cR1f6plGbH4HPZ1c6kj6sdeT2B8m/DOtcYVpvSHTkCvO00P3wsnlenseHLHs++LDF78+S\n7Qc7PJ97gV6z2zMDzjliT/fI9Bat10zW0nbJzD2bocvuBzZNP5jpTbI0AgQIEJhPAQXwfB7X\nTd0rBfCm8k9k5S18PpEcl/RazDsmD0l6WmqnXTnR5kPgStmNnr78jGTpzrrds44OfzL5enLm\nZK3tvvmFI1b4pRbW/YBlqX0/D+659GTIz7NnWguUyw3pM2m+BbbL7rUw/WAy+Hrs6+LTyUeS\nrW39wG/35BxbuwC/R4AAAQIzI6AAnplDNTsbqgCenWM1akvfkI5vJOcdmOF0ef6i5KfJ2Qb6\nPJ1dgQOy6UclHQXraaT9oONPySHJ4Gsgk1bV+iFJlzHujIEPpb+nti61X+bBzZeeDPnZ06L/\nmFxrSJ9J8y9wwezit5IfJU9O7p30dOX+PeppzOdONAIECBAgsJKAAnglIf1rFlAAr5lsqn7h\nwtmajrLtP2Krts/07ySPHtFv8mwK9EZAt0h6t92HJVdMtqX1w5KO2L0paeE62LquFsiXWdbR\nr1w6cNnzwYeXzoS+Ni8w2OH5wgj0LIWHJz1z4JvJwckDk9MnGgECBAgQWI2AAng1SuZZk4AC\neE1cUzfz3bNFP1hhq/49/b2DqkZgnEAL1uOT3rH7KslOyYWSJyQnJ49Klrd/zJNe43ue5ROX\nPT4ojz+67LmHBAgQIECAAIG1CiiA1ypm/hUFFMArEk31DB1NOXyFLfyX9HcERiOwksDemeE9\nSUd7O3rb9AyC2yWDrf9DOjQ5Irnqss7z5XFPy/9Vcoll0z0kQIAAAQIECKxVQAG8VjHzryig\nAF6RaKpnOCBbd1Ky85itfFf6XjymXxeBQYHeqOiyyZ6DHQPPO0r82uTPSa/tPHLL417juU+i\nESBAgAABAgS2RUABvC16fneogAJ4KMvMTNwhW/q95Pkjtviamd7RvCuN6DeZwCQEdstCOkp8\n1+TyybDriDNZI0CAAAECBAisSUABvCYuM69GQAG8GqXpnuca2byOAr882X3LpvbmM/1qm94p\n+Jlbpq33j44Gdp3djlcm/5D4mpIgaAQIECBAgAABAlsloADeKja/NE5AATxOZ3b6+jU2X0n+\nkvTay4769mtqHpxsRLtmVvKT5Jjkdcmrk+8nxyc3TTQCBAgQIECAAAECaxVQAK9VzPwrCiiA\nVySaqRl606GbJL0p0UZ91chFs66OND9nYJ3b5fnjk95B+AqJRoAAAQIECBAgQGAtAgrgtWiZ\nd1UCCuBVMZlpjEC/O/b9Y/o7IvyRMf26CBAgQIAAAQIECAwTUAAPUzFtmwQUwNvENxe/fLpt\n2Ive7Oi3yc3GLKM34Opdgs86Zp5Z77pYduB5yaFb0sedphEgQIAAAQIECGy9wFwVwNvypnvr\nCf0mAQIV6GnSH01+n/QGWl9M7pOs9d9lb3x1xuSHyajWvhbKu4yaYcan98Zfvf760sm7t6SP\nO62mGgECBAgQIECAAAECUyJgBHhKDsQGbsaTs65el/uC5AbJtZMnJick/5302t3Vtha2venW\nbcb8wjXS98fkzGPmmdWufg9z9+2uQ3bgblv6rjOkzyQCBAgQIECAAIGVBeZqBHjl3TXHRggo\ngDdCeXrW0Tsyt/i97pBNukim/Sx5zJC+cZNenc5PJqMK53ek7z3jFjDDfd3vF43Z/vZ1Ho0A\nAQIECBAgQGDtAgrgtZv5jRUE7pX+fnVOvzdWm3+Bj2UXnz9kN3vK7v2TNyf96qK13EF6t8z/\n8+T1yc7JUutrqqPMv0kuuTRxjn52/3pt81XG7FPvxt15epq4RoAAAQIECBAgsDYBBfDavMy9\nCgEF8CqQ5mSWnq7c63172vNSO2cevCvphyBHJL1utY9/lFw9WW3bJzN+K2mx+8HkfUkL6S7n\nasnWtI4onz053db88gb8znmyjlp15HxUa1/n6bwaAQIECBAgQIDA2gTmqgCe1je1azsk5iYw\nOwItgFtUtghu2zH5UHLepCO0/T7faydtH08+kOzfJ6toX8o8l0julHw26fP7JHsnXdZaWrfl\noOS3yXFJrzF+bbJ7Mk3tZ9mYbttlxmzUPlvm6bwaAQIECBAgQIAAAQKbLGAEeJMPwAavvoXp\nE7as8xH5eXTSUdaldus86CjuGZIWnS1mN7JdNyv7XfLO5EbJpZJbJp9IWgy3oJym9pJsTE2H\nnTJew/a9ONEIECBAgAABAgTWLjBXI8Br332/sR4CCuD1UJ3eZd43m3Z80pHZLyT/nCy1nfPg\nm0mv221bOn13z/99uu7/7fp7LfHTh6ypZ4y8Pun27TCkf7MmnSsr/mFySFKvpdbR9E77QdJ5\nNAIECBAgQIAAgbULKIDXbuY3VhBQAK8ANGfdLSQPSnpKbkd6756cM7lV0uLyy8lZkqXWr/i5\nztKTdf75oCy/xeSoAvds6etp0TdLpqn1JmAHJ73WtwVv08eddoFEI0CAAAECBAgQ2DoBBfDW\nufmtMQIK4DE4c9q1XfbrsUmL2xZqTQvLjvwuL3532dK3b35uRHt1VvKqFVbUovJJK8yzWd09\nXfsuWzKPd73eLFfrJUCAAAECBBZXYK4K4O0X9zjacwKbKvCnrP3/Jbsm/QqfOybfSX6fLG93\ny5Njk44Kb0Q7bVbSbRvX/pzOzjeN7fBsVKMRIECAAAECBAgQIDClAkaAp/TAbMBm9fTcXyYd\n+R38QOqmmdaCuEXwRrUHZ0XfSzpCPaztlIm/Tnq6tkaAAAECBAgQIDD/AnM1Ajz/h2s29lAB\nPBvHab228qpZcK8HbuH5nOTJySFJR2Ifl2xk67XIvUHX44estKO+L0uOTIbdcXnIr5hEgAAB\nAgQIECAw4wIK4Bk/gNO4+QrgaTwqG7tNZ8vq+pVI70j63b/PTi6dbEbryPNJyeuTqyW7Jwck\n7036nbtXTDQCBDZe4MxZZe903nsDaAQIECBAYKMEFMAbJb1A61EAL9DBnpFd3T/beXDSUei/\nJCcnb0/61UIaAQIbK7BXVtc7x/8h6b/H5nPJ9RKNAAECBAist4ACeL2FF3D5CuAFPOgzsssd\ncdoj2XFGttdmEpg3gX2yQ71PwAeTayfnSfZNnp/0LvL3SDQCBAgQILCeAgrg9dRd0GUrgBf0\nwNvtUwn0K6CulHQE+oyn6jWBwGIJ9GZ0X09enwy78/p9Mr2XK1ww0QgQIECAwHoJKIDXS3aB\nl6sAXuCDb9f/R2Dn/PflSd/ML53i+bs8flZi9DkI2kIKXCd73csPenO6Ue3z6XjyqE7TCRAg\nQIDABATmqgA+3QRALIIAAQLbItBR348nvbnWLZIWvD31+s5bnr8/P/uHVyOwaAI9/bnfa/3z\nMTvea+NUhtQAAEAASURBVPU7n0aAAAECBAisQkABvAoksxAgsK4C/y9L79cqXTl5T9LvPv5t\n8pakp0PvlTws0QgsmkBvQjf4/eCDBu3vfBoBAgQIECBAYGYEnAI9M4dqqja0b3zvmfTmON9O\nPpUcmPQrlWal7ZANPSG5/ZgNfnD6vjemf9q6eq3mLZNXJO9KXpRcN9EIrFWgHwq1uN1txC/2\nQ+xvJI8d0W8yAQIECBCYhMBcnQI9CRDL2HYBBfC2Gy7aEs6aHf5E0rvDPjNpIfy45FvJ0cml\nk1loe2Yje83vBcZs7OW3zDMLN8U6R7b1Y0lHsN+YPD05KOl1nG9LZmEfspnaFAkclm35QNKz\nJAbbgZnQ7+Y+92CH5wQIECBAYIICCuAJYlrU/woogL0S1irw5vxC7w6768Av9g9UC68fJLNQ\nbJ0v29kCeNz3C18z/R0F2yGZ9nZINvCLyfkHNvRieX5k8tqB6Z4SWEmgd3j+YfKV5C5JPxC6\nafL2pJcL3CTRCBAgQIDAegoogNdTd0GXrQBe0AO/lbt9ifxei8Z9R/x+byJ1TPKAEf3TNrmF\n4aPGbNSz09fTu6e93SgbeGKy+4gNbeHy52RWRudH7IbJmyCwS9b5vOSnSf/t9w7pPaPgMolG\ngAABAgTWW0ABvN7CC7h8BfACHvRt2OUWtt9c4fd73WlvIjULrd9l+utk/yEbe/1M6+nDNx/S\nN22TWqC8Y4WN6ujwI1eYRzeBcQI9s6PXmWsECBAgQGCjBOaqAN5+o9SshwCBiQn0K4J+ucLS\n2r/HCvNMS/eLsyGXTXrt7MuSDyfbJR1RvVPylKTX0U5763e1duR9XGt/rxPWCGytQEd/NQIE\nCBAgQGArBU63lb/n1wgQ2DyBb2XVPQ26pzqPavulY6VR4lG/uxnTOwr898nFk949uUXxeZMb\nJ7251yy0Xqc57lrm7kP7O5+2OALXzq6+Mfla0jMAXpDsnWgECBAgQIAAgYUVcAr0wh76rdrx\nngL54+RJI377Opnea01bBGsbJ1Dvul95xCpvm+knJePueD3iV02eUYFnZbv/mLQAvn/y0ORj\nSV8Ht080AgQIECAwCwJzdQr0LIAvwjYqgBfhKE92H3sX2L6xfkbSG+S0nSHp1yH1etp/T7SN\nF3hxVvnT5AbLVt3rNe+Q/CZ57LLpHs63wH2ze79Nrj5kN/8p03pt+6gb2Q35FZMIECBAgMCm\nCSiAN41+flesAJ7fY7uee9YbRH0v6VcE/TjpqFK/E7SjTNrmCPS+Cv1Qoh9O9O7WH02OTnp3\n6HF3uk63NkcCp8u+9Hrvcf8We137rNyobo4OjV0hQIAAga0QUABvBZpfGS+gAB7vo3e0QN9o\nXyH5u+SApKdHa5sv0K9C6nXNj0vunpw70RZHoN/73K8r6vdcj2r9N3vcqE7TCRAgQIDAFAnM\nVQHsLtBT9MqyKQS2QqDXnH56S7bi1/3KOgn8IMvt6dDaYgrstGW3fzFm93un9t7RXSNAgAAB\nAgQ2UKCjRxoBAgQIENhMgZ2z8o6Wfyr5TtKvwuoI+g7JLLbvZqP74dTlxmx8+3pH9/Vue2QF\nl0qWivL1Xp/lEyBAgAABAgRWFHAK9IpEZiBAYE4F+pVeP0q+nbQIvkfSm7j19OAWxGdLZrG9\nIxt9SLLdkI0/V6b1uv2HD+mb1KQ7ZUEtxHsqdtObbr0puUCiESBAgACBtQjM1SnQa9lx866f\ngAJ4/WwtmQCB6RU4Qzbte0lvBnX6gc3sddNfSd4+MH1Wnl4wG/qz5L3JRbZsdO8Ifq3kiOSw\nZHCfM2ki7UlZyu+TfqBw4eTsSe8R8ImkhfeeiUaAAAECBFYroABerZT5Vi2gAF41lRkJEJgj\ngXtnX36SnGnEPl0y03sq8T4j+qd9covPjycdge3XY52Q/Cl5VbJepyRfecs6rp+fg237THh/\n8tHBDs8JECBAgMAYAQXwGBxdWyegAN46N79FgMBsC7w+m//yFXbh8PT3e3NnufWu0LdNbp6c\nZ5135DVZ/tvGrKOj0S3ILz5mHl0ECBAgQGC5wFwVwP00WCNAgAABApsh0LsgH7vCio9Pf+eb\n5faNbHyzEe0yWckrxqzom+nradCd7+tj5tNFgAABAgTmUsBdoOfysNopAgQIzIRA74K835gt\n7TWyvYPxRtwtecxmzFTXH7O1/aR+XGv/H8bNoI8AAQIECMyrgAJ4Xo+s/SJAYNICvSnTvsmu\nk17wAi/vtdn3qyY3GGHwyEw/OXnPiH6TTy3wqUz621NP/uuUK+VRb4r1mb9O8YAAAQIECBAg\nsMECrgHeYHCrmyuBvbI3j09aTL0wuXWyXTKpdoUs6JNJr5tcyufy+JqJtu0C/5pF/Da5b7Lj\nlsWdMz//Lelo5i23TPNjdQK9xrcfGjxgyOz9SqkvJ/81pM8kAgQIECAwSmChrgFuYXaWURJj\nph+avsPG9OsiQIDAJAT+JQvpV73063K+mPQGQ69M/jnpDYd+kGxL68jk25M3JQ9MvpvsvuXx\nB/PzDsmbE23rBR6TX+2doJ+aPDf5ZdIC+IfJTROjv0FYQ+s1vvdMenOxqyVvSH6RXDZ5SFLf\nftigESBAgAABAkME+oZyacRjLT8fP2RZJo0WMAI82kYPgVECLUh/l9xiYIZd8vzDSb9rdWlE\ncWCWVT3t19T8NHnKiLl7eu6vkq5P23aBHqtrJ7dNOuruEp0gbEOr4TuTjq73q6T64c2Byaiv\nnEqXRoAAAQIEhgrM1Qjw0D1cNrGjKR3NbfF7UNJP41eTnoKlrV5AAbx6K3NuvUALjEsmeyez\nXlycMfvQuwPfLxnWWrwek/zTsM5VTrtL5vtZcvoR8/c06yOTfxzRbzKBaRHwjQ/TciRsBwEC\nBGZTYKEK4B6ivvn7VHJSsm+iTV5AATx5U0v8P4Gd8/DFSUdL+2FW85PkEcmsFsLXz7afmJwh\nGdWelo6OBG9te0Z+sSNo41qvO375uBn0ESBAgAABAgRmXGCuCuDVvPlt4XuPLQfteTN+8Gw+\ngUUTOFt2+NDkaskdk15beYHkicmjktcnp01mrZ07G9zTk38/ZsN/mL7Ot7WtXxMzavR3aZn9\nH0Ln0wgQIECAAAECBOZM4KHZn68k/U5GbbICRoAn62lp/yfQ0cmvJj0leLBdIhN+k/RU31lr\n18kG98O5M4/Z8Gel731j+lfqunlmqM/ZR8zY07B7ivRdR/SbTIAAAQIECBCYB4G5GgGehwMy\nD/ugAJ6Hozh9+9DisCOkfztm0/4tfYeN6Z/Wro7M9jTujmIPa70x1XHJvYd1rnJar5v8RvKW\nZIeB3+nZM69MOsq840Cfp9Mp0DMdzpGsNKo/nVtvqwgQIECAwOYJKIA3z35u16wAnttDu6k7\ntl/W3ut9x42S3ij9vTZ4FltP6e7px/dLWpAutQvnweeTzyaDhevSPKv92VHyHydfSO6WXD25\nU3Jo0gL78slGtStkRR3VPihp8X37ZLtEGy/QoreX7/SrgPrv4U/JR5NrJRoBAgQIECCwsoAC\neGUjc6xRQAG8RjCzr0rgMpmrb/hHncLbhfQ03xP6YEZbR3h7mnJHYt+ZtDD9Y/LB5JzJJNp5\nspAXJMck9ezI88uS3ZKNaC1yX5S0cOt+tQh+fdLj1sL8/Ik2XGDXTP5e8tXk75NLJtdMevz+\nmPRvr0aAAAECBAiMF/ibdPc90JXGz6aXwOoFFMCrtzLn6gX6x6pF0l3G/EqvEf7AmP5Z6DpX\nNvI+yb8nj0uumqxXWz7SvF7rGFzuUzLh58mVBzpa4Hcks/dm2NaR7oFFz83T92dPPp4MO039\nHpneMwgulmgECBAgQIDAaAEF8GgbPVspoADeSji/tqLAkzLHscmeQ+a8caa1ALjekD6TpkOg\no88nJx2pH9Y6ut9TsVvMaacUaGHbT6s76juq9QOE54/qNJ0AAQIECBD4H4G5KoB7k5dxrYXZ\nWcbNMKLv0Ew/bESfyQQIbJzAE7OqyyWfS56dfCzpaNjNkhZNLZBnfQQ4uzC37YDs2S+Tt4/Y\nw17X+pak13J3NF/7P4H98vDopKc/j2rvS0f/LWjTKdBr8P826QdBPZb9d/DtRCNAgAABAusm\n8MUsuZ+grzWPX7ctms8FGwGez+M6LXu1XTbkgUlPle11j79PDklumGjTLfCwbF4LuNOP2cye\n9t2RTO2UAnfO0x+ectKpnj0qUz51qqkmbLZARxpemvw56fuQ3vit/w56Hfwzk/5N0wgQIEBg\n4wQWagS4b5D/O+kFz/3k9RXJato3VzOTeQjMqUDPmrhislPyreTwZDNb3zQ+f0tOl599U6lN\nt8A+2bxe+3vdpG/2f5W8O3l0Mvj39SKZtlKhl1kWrn0he3yB5KLJESP2vr4tsLTpEnhJNqfH\n5mrJJ5dt2vXy+PVbnj9k2XQPCRAgQIDARAU68tBPyE9K9p3oki1sSeBeedBR9jMtTfBzJgV6\nScGTkxOTjrL+POlx7RvsnoasTYfArtmMfn1Ri6NpbNfPRvU11A8fb5K0+H1h8v4tj6+Un0tt\nrzzoa+2mSxP8PIVAz3Q4OOn/xwbbHTKhZ0RcarDD800V6L/NfmjXn8PadTOx/XsP6zSNAAEC\nBNZFYK5GgFcr1OtwWgB/YrW/YL41CSiA18Q1tTO/MVv20+S2yQ5btnKP/PzP5LfJfsla2875\nhV7f+ajksUnftHeatnaBFo79MK8fSizlS3nc62ynpfXY9oOTpy7boHvmcf/+3jfpyNgPkjMk\n+yffS96VaMMFdsvkHyWfT26Z7JnU7blJi98HJdp0CTwlm7PSKf09q+bh07XZtoYAAQJzLbCQ\nBXCP6EOTryQ+La/GZJsCeLKem7G0m2elHYm75IiVvzbTvzyib9jkfuj0gaSnKy8Va7/O4xOS\n45O7J9rqBXo5R4vIVyWXTs6YXCzpqeEthG6fTEO7fzbiqGTpA5SlbWrx2+P/k6R37m5R19dG\nX1fdF220wLnT9fLkN8nSv6XP5nFfE9r0Cbwmm9TjNa69LZ3PHjeDPgIECBCYqMDCFsATVbSw\nUwgogE/BMZNPDspWj3vTdoH0t2BZzWUEV8x8fbP+4+SY5AbJZZIXJC3WXpe0CLpLshntdJux\n0m1Y50753Z8m/zpiGf1wr8VlC6XNbi/LBvT4DmvnyMQe8+8kn0latJ81WUvbNTO38F/Eyy36\noUL/Ha7VLL+ibaDA07OuD62wvl7f/egV5tFNgAABApMTUABPztKStggogGf/pfCN7EJH6ca1\nY9N5u3EzpK9/YL6XvD/piPLeyfLWuzn3+tAnJsclZ042ovW61IOTblOL8MOTf0i2T6a93Tkb\n+LNk2HWg3fYW9C0qH9Inm9xelvWPKoB3TN+zkvovjWSenMevTHZOxrVbpfPryfLfe1Oe7zbu\nl/QR2ASBq2ed/YDvEiPWfaVM/3PibLQRQCYTIEBgHQTmqgDempGcswV1j+QiyfmSRRxJyG5r\nBE4h0BHb/tsY1bZLR0ciO9+41kKzI5G/TN6afCtZ3p6fJy3W+gawI1oHJOvd/jkreFfS9fY6\nyq6zxdPjk07vH8Vpbn2j/OnkpBEbWctPJNPwhvrz2Y5rJYOmfd4PRerf/bhTcobkZklvFtTt\nHzWy+Yj0vTF5e9Kioq+vGyfnTT6X7JVoBKZF4GPZkP5d6ev14gMbtV+evzl5RdIP4TQCBAgQ\nILBuAvtmyR2Z+GmyNIKw/Od3M/3FyS6JtnYBI8BrN5u233h6Nqin5Z12xIbdNNM7Wnf2Ef1L\nkx+bBx/fkj4e1lrMfC35efLe5LLJerXrZMF/TG4yZAV7ZNrRyVOG9HXS9kkLtn9PnpfcJxn3\nIUG616X9a5b6oRWWXNOXrDDPRnS3iP1ZUrPl7VF58uPkDcmRyemTpXaWPDgief7ShGU/98nj\nPyU9DoOtx+fdyWGDHZ4T2GSBM2f9b0s6EvzB5GXJIUlfy69Jlr/+81QjQIAAgXUW6Afxrf2u\ntM7rmZrFP27LDnenf5AcmvTT2b5h7Jvvjqwcm7S/b8jvkGhrE1AAr81rGufu2RAnJC1cBovg\nvTOtheIzk5XaozND/031zd8LB2bum75XJh2x7L+1E5OOEPd5p6/Hm8L3ZLmvSka1v0/Hr5PB\ndV8s076xpa/LeEtSg18mPR13I1uL998l5xyx0jNleovOu43o39bJ/WDwxsnNkwutYmEHZJ5u\n7zuS6ycXTY5NeqyPT/ZPBtvfZcKvkv4Panl7UZ58YPmEgccXzPP+7e6HnBqBaRO4ejaof1Nf\nmzw1uUKiESBAgMDGCyxUAXyb+PbN0XuTy46x7hv+/o/qs0nnv3KirV5AAbx6q2mes4VLi+DP\nJQ9L7pG8MPltclAyWJxk0qnatTPl5OThSYuyjggutRa5RyUtJF+edL7zJC2IOr39k26/yAJv\nPWah3b7+m7/csnnOlcfdxhbxZ182/Qx5XIeO4vwg+WjS/TxTsp5tuyz8q8nbk8Fj0MtAXpX8\nMNkxmWQ7cxbW49T97WugxX+tOqK1RzKu9XTsFsAnJf2dpqPYF06GtfNnYucZ7P9UpnX0eFw7\nMp13GzeDPgIECBAgQGChBRaqAP7PHOrvJoOjO6NeAWdLR0chOuqgrV7gXpm1b17XuxBY/RaZ\nc2sFWoh0pPeLyXeS9yS3S06brKZ1vl4H+r7k68mHk/672jfpSO/rko4C/jzpiMhS68hI+zvf\nJFv/PQ87/XlpHS0a+9pdPjLT/f9KsrzY7OhrPyA7LvlS8qPkyVt+1ulCyXq2i2bhRyfdrv57\n6wcNd01aINZyv2SSrX8zD0u+mRyQtNBuu3TSY3pM0tfKSq2GuyYtoq81Zua909fjMLjMT2Ta\nv4z5vXYdldx5hXl0T6dAPyh5Q/KT5MTky8nDktX+PzuzagQIECBAYEWBvh/p+4yFOAX68Oxo\n33CvpfUN1zvX8gvm/Z835ApgL4QlgQvnQYuSFsAtFE9Ijkz6BrfXxLUYemmyXbK8teA6cPmE\nCTzuv+dnjFnODdLXkeizLJvne3l8v2XP+7AF/ReSXZKLJH2975H0Q5/2dYR2+2Q9W0emn5N0\ntLeGLUJfnFwgmXR7ZBZ4bHLuIQveIdM+mbx5SN+oSYem47mjOjO96/vBkP5+GNEif1S7TDp6\nLHpMtNkSuHU2t2cIvCu5Y3LD5DHJj5Me850SjQABAgQITEJgoQrgD0TsG0nfsK2mnS0zdcTo\n6auZ2Tx/FeiIlAL4rxweRKDF2vOSvpnta6MF2++S1yZXToa112diC7pJtr/Pwnr6bkcuB1tP\n8e2I6qsGOn6f59dfNq2fFnb7994yrX9Puk9L+3H2PO6o9u2TeWn98KJF6ajWEeh+mHHWUTMM\nTL9pnp+ctMgZbJfPhF8ngx86dL49kx6Pf+qTgdYC6dNJCyhtvMBZ0n2zpH+rewzOmGxm63E9\nMXnEkI04d6b1/9uvGdJnEgECBAgQ2BqBhSqA+6ly36i+I7nCGK2etnm1pG+m/phcJdFWL6AA\nXr3VIs7ZPzoHJuNG8upyWHJgH0y4/WeW98vkQUlHS8+RtBjoqO0RSQvY5e3IPLnvsgmPyeP+\nbVhqLYT7d+WCSxPy87+Sly57PssP+/ewfwdb5I5qLahqsO+oGYZMPzDTutxXJrdJbpE8P2mB\n+5JkVLtDOlps1/hvkysm90m+k/T49cMWbbTAw9LVDxh+lXwr6QdRxyV3Szar9UyGQ8es/Brp\n6yUR5xszjy4CBAgQILBagYUqgPtG7sFJR4D6Zu2opG/C3528YcvPvuk+Jml/32T9Y6KtTUAB\nvDavRZy7hVLf0LZ4Gdb6AVX7O9+k2+mywBYBP0n677xpEdCC9WzJYHtOJvQ63x22dDwlP9+3\n5XF/dGT78GXP+/A/kjcOTJvlpydk4285Zgd2S18d+2HAWtp1M/N7kl633A8lDk5unazU9s8M\n70pOTLre/i1/atJCfFTbJR0XTRb5VNr/l/3/TXL3ZOn1fIY8fkhycnL/ZDNar6d/5Aor/kX6\nb7XCPLoJECBAgMBqBBaqAF4C2TMPWvAenSy9AV762eL428m/Jx0d0tYucK/8Sj17PaRGYJTA\nK9LRf4ODRXCfd3r717O1EN4ruWSy45gVnTt9xyZvSs6atHjo8x2SRyQdxTwgWd4+kydPXD5h\nGx93WzezvSMr74jrqPbwdLQI7YeMG9m6vtOvsMLrpL8F1tLf+B6vdyYXSRapXSw721P3O2o+\nrN0rE/v/v77eN7p9JSv8hxVW2g+m5+myghV2VzcBAgQIrKPAQhbAyz07YtBCt2+E++ZW23aB\nvpFSAG+747wvoYXLy5M/J59K3rDlZ5+3+F2psMksG9YulTX1dNFe2/vupKNlHZH6VfJ3yfJ2\nszxpkdXRxm1p188vH5ycmHR5LRIemAzeLCyT1r1dIWvoGTH3GbKmq2VaC6dhfUNm39BJd8na\navfCpGcTtLi7ZvLepKPa+yWL0p6QHe0HM6NaP0z4YXLfUTOs4/T/zLL7AdOodqF09P8p/Xeo\nESBAgACBbRVY6AJ4pVGVvtE8W9JTxLTVCyiAV29lztOcZp8gPD550ZafLVSmsfWP5e2S5yYt\nTDua9tSkH6K1dRT5/snvku7PtrTH5pdbcL4kuVFyreRxSYvu9yQ7JBvd7pYVdps+mDwouXfy\nuqQF5rOTaWu7ZYN+nzxgyIa12Ht10g81th/SP4+TWmT29TSu9bTyp4+bYZ36rpnl9t/TNYYs\nv/+ffkdy2JA+kwgQIECAwNYILFwB3BGAnsrXN5K9FuqQ5CrJsNY35n9JtvXN7LBlz/M0BfA8\nH137tiRwmzw4JmlR2NN/W2x1hLijtNvSDsgvt6i8yZCFXDDTjk3+35C+jZjU08VflnwtafH4\nluS6yTS2A7NRXx6zYf1ws8fshmPm2eyuM2cDeuryeSewIR0Ff9sKy/lU+vvhy2a0Z2alPZPg\nIcl5kr45uWLygeS45KKJRoAAAQIEJiGwUAVw30z0FK8WtSckRyR/TvrJ85OTwaYAHhRZ3XMF\n8OqczDX7AjtkF66R3DFpIdhR4G1t78sCXjlmIXdO36+S/vHW/verkfphQf13XgZyUB4/e9nz\nYQ87qvioYR2bPK0fdLw1OTnp/6+aryY3T7a23TK/2A99+yHwsHaRTOz/C/s1X5vV7pcV9wOe\npX3u/597xsOFE40AAQIECExKYKEK4CdErf9jPTDZKWm7XNJRgk7vJ9DL2z550umPXz7R4xUF\nFMArEpmBwEiB49PTYmVU68hl/y7tO2qGBZne60IPTmrRDwRO2pLn5OfpkxaQz0/Gtc+l8+Hj\nZtiEvo74/jz5SHKd5FzJJZN/S3q2wYOTrWk9lbj7+9Fk54EFdIT5K8m7B6ZvxtNu5yWSFuK7\nbMYGWCcBAgQIzL3AQhXAH8zh/Emy/cBh7c2vPpb0jdTyN0MK4AGoVT5VAK8SymwEhgj8NtNu\nPGT60qQz5kH/Vl1+acIC/twz+/yz5P3Jpbbsf/+u9wZkP0x62mxHdr+d9F4Ow9r5MrEF5TWG\ndW7StNNmvS1SD0qGbfftMr2nx7cg3pp2gfxSR5J/mjw7eUjyH8kJySeTsycaAQIECBCYd4GF\nKoC/nqP5lhFH9CyZ/uWkp1zddss8CuAtEGv8oQBeI9gczd6Rtx3maH82Y1cOzUrH3YioN8Xq\naOfSWSybsY2bvc6eFvvhZFiRuHum/zJpcXd88q/JYOv/+LqMzyYtOqelXSEb0tOQW6iOaoek\n43mjOlcxvf9G7590/z+fvD25SzLMMpM1AgQIECAwdwILVQC/N4evb4hG3dW5IwIdPTgxuUqi\nAA7CVjQF8FagzfCv9I3zPyRHJH9J+iFS31jfIVlN6x+hhyY9BbOF3XHJW5NenrCI7c7Z6V6r\nOWyU78yZfnjyymRR23my432N7T8GoEXvYckNk98l70punnTUvL5fSo5KLpRMU7t3NuabK2zQ\n49LfM5Y0AgQIECBAYOsEFqoAfliM+ga91/ruOsLrIpne08N6Stg/J53/8Ym2egEF8OqtZn3O\nnnb6zuQXyWOSKyVXT56W9IOk5yfj2pnS+Ymklyb039v1ktsmLYD/kNwpWbTWEck3JDV9QHK+\npKem9vTerybfSM6WLGq7Rna8o6TjRixb7HYUuK0fJPT11FPL+/f8Z8kLknMl09bukQ363gob\n9aT0H7LCPLoJECBAgACB0QILVQB35PdrSd8E9Q1Ur6ca1jry2zdPna85MNFWL6AAXr3VrM/Z\norUfGF14yI5cOdNaBI/6d9ZfeWny7aSjeoOtxd/JycUHOxbg+emyj49Ijk+W/g71b9Z3k+sm\ni9z2y87X5KxjEO6SvqOH9J9xyLRpmnSpbEz37WJjNurz6XvqmH5dBAgQIECAwHiBhSqAS9FT\nCJ+THJncMhnVemrce5O+GTkw0VYvoABevdUsz9kircXvfcfsxNPT95kR/btkem/o01HfUe3D\n6XjJqM45n/687F8/AHhz8qjkPklHMmv24GRSrSPOPd38TsmtkvMm09x2yMb1A8r+nRnV3pWO\n14/qnPLpH8j2fTI505DtfHim9ZTu3Yb0mUSAAAECBAisTmDhCuDlLH0Dv1K7fGbop/La6gUU\nwKu3muU5+yFRPyAa92b8WulvwbZdMthunAm/Tcb9O+y1xT3td9HavbPDtbnykB3vKeI1vc6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BWZmdTBvCfg5S/AIa70NhVkiH1+ZNOCKd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\n3sOjwlhwI7wNdmyTWI4VZ51aKda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JYd/+G5TxCCVW0EXIxaDHym1KodTcV9nuSZ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\n/QAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(agren$sw11,agren$it11,xlab=\"Sweden2011\",ylab=\"Italy2011\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to take logarithms and color the points by FLC genotype, we would do the following.  Note that it is vert similar to the `dotchart` syntax we used earlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QQCCVAufpYL6iJJUH5VgI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XDzJphhwsbxhgla2LBy5fG+wTW/5Cye0y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2no21DH3s/NDm05TUFBAAEEEEAAgQgKrLlh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\nQQABBBBAoLMCUe8BXi6gPRSzFPu2gGWT3nEKOxTtfsVpCgo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15SvQ\nfk3/rXBaHvC43YPdWPdpxm3VMiF21vQbip+sxv4eTN2r7KOkVbRfuk2R+Y3U6WeKr51NY62n\nmdeVMaHhAk098PXXlH2+vkauExQf+4FeUJU5/4Hq721/rGTLA3NbxCfAfTUfjapNB4Qd3RX6\nF7lmYZOqE5+/X9dG2fvOViuUCUpeTVSjt/WAP6+GqNHrR+atzLSV6ZvZlEUEEEAAgaICfmOn\nEEAAAQQQqCawRCs9aPGA2E/o0mqvBf+Pg+KTssVh5WZpp2TeTxrnJcue9b79tdzTFT/t89PS\n+crqLA9yalU8x6+pY6Xj899Ex7pBM35qPkjx09ZDFH9AcFBYnqipq2i/ht7//+l/w3+nvKOc\nqmTL18JfUe+peBC7m+IPKvxhgQe/QxVfu8GKP+TwBxl/VfZXPBD8svKG8rDiKnP+ixo2+d/f\ngIfFlRNf7/SJatzvOLVfkXbMzE/LLBe5ZplNVlksct/ZaoFS6X52u938QQeFAAIIIFAHAuk/\nQHVwuBwiAggggMAaEHghvGb8m9H0EHbVggcSs0PjzDDtFabppJsW/FQyLf879BvFg98/KQOV\nSoNLrVqj5b9JdnmQOz4Tf83YDv6bV1d35VDFgzs/9f2O4rZzFH9o8FXFVbRfQ+9Vf3pwtqNy\nsrKdUqniYDQONN3PX2vuoBys+CvQPh+XB8Aut3vQ7qe+fh1XmfOfrv7vKr4/stVVDe2Sxhc1\n76ekWyhZVy97IP+W4oF+c1WZ+84fGvje9/Gl5SfQ/lDB1355uoJ5BBBAAAEEEEAAAQQQqB+B\nsTpUD0g8QHJ5IORlD5o8yEvrVi143fCk8c7Q5iedsdpq5nbFfafGRk1PDW13aeo+jalJ2igO\n0uL2d2jGr5V+TdaDstdjhzD167pf9iusHiC5/SElVn/N+KnjZCV7rDerzf2PUVx3K172E9+0\nbOL2q0Jj0X7pPtL5s7Tg/f1D6ZquCPMHarpEeSazrrOW31eeVLz9vorL5/2GMkdx+1FKrDLn\n720eVOzVxwtJ+dy9b98nseI95w8N0vqsFpYpTylx0FzmmqX7SufL3HfDtKGP9+x0B5r3hxlu\nPzrTni4OCX1Gpo0V5sv0rbALmhFAAAEEEEAAAQQQQKCsQByMxAGwt4+Djns1P1Q5Imn7lebT\ngbG/PvsfxQOsG5VLFA/QFioeMExRXB50erDlNj/p8xPgvGSfGqvbKlV0ADxRW/m1fqt8XXHF\n8/KxpJU3APZ6P632Ph5VjlVs4XN0mz8giLW/ZvxUcK5yqeInqucqftr5ntJXcRXt19D74z83\nUNNoxa/vJ9MPKKOUK8O8B6CvKV9UsuW+cbv1kpXRxE9wN0zaPVv0/N13e8X3wSLlW8pg5Rpl\nqeIPLNIB8C5a9us5Fyr+oMADTnu5715KrHh8Ra9Z3C5Oy953vhemK76eFyuDlEvCso+lWg3R\nShuPrNYprCvTt8Du6IIAAggggAACCCCAAAJFBPIGwH76dpGyWPEv9I4HJ5cp6yrZ2k4Ntyiz\nlAWKBzs7Kd7OTwZdHkTHfVWbbrqyd+Ufk7TKg6S07tCC97ll0jhA8/ND+7TQXnYw5cHQWcqb\nYT9+DQ8y/6h0UdLyAPllJZ6b+z2r7KOkVbRfuk12/kw1PKF4cB1fzx8ujFG6KXl1mhrd957M\nSg9W89rdrcz5u78Hrv5wwx+GeJ+vKgOUd5R0AKzFlV+X9rX0QNN9HX+AMFxJq+w1S7f1fGPu\nuy20nS19DeOxjdN89pqraZUqM6gt03eVF2EBAQQQQAABBBBAAAEEPhkBD3Y9oPLTvUq1SYUV\nHox68OCvTa/J2lov7ienTa0dtINeSucqO/KA0R8G+GvAzdGvykutXNVWP3dVuit5H0ys7NRM\nP4qcf3ypjTXTIy7UmHbU+t5KV8Xn05Kqkw5mT6XWwLclHTPHggACCCCAAAIIIIAAAp+ggJ/a\nzVDaZ17DT4s9AP5upp1FBBBAAAEEEEAAAQQQQAABBOpS4GodtQe6/hvTU5TjlOuVD5TJip+i\nUQgggAACCCCAAAIIIIAAAgjUvYCf/F6lLFE8EHbmKaMVfxWWQgABBBBAAAEEEEAAAQQQQKBV\nCfh/nLWTUu3vhVvVCXMyCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC\nCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAA\nAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCA\nAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg\ngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII\nIIAAAggggAACCCCAAAIIIIAAAgjUn8B/AasAnDixIOr7AAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Scatterplot”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(log2(agren$sw11),log2(agren$it11),\n",
    "     col=mycolors[agren$flc],pch=19,cex=0.3,main=\"Scatterplot\",\n",
    "     xlab=\"log2 fitness Sweden 2011\",ylab=\"log2 fitness Italy 2011\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots for categorical data\n",
    "\n",
    "Now, let's look at some options for categorical data.  Often, a table works quite well.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "  1   2 \n",
       "186 214 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(agren$flc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sometimes, a visual is better.  For example, we could simply make a histogram of the FLC genotype."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IxCQAEexTY4CQIECBAgQIAAAQIECBBYtIACvGhhz0+AAAECBAgQIECAAAECoxBQ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\ngAABAgQIECBAgAABAgRWTOD/AVazBaIbiao0AAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(agren$flc,xlab=\"FLC genotype\",main=\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also make a mosaic plot, which makes rectangles proportional to the frequency of the entries in a table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg\nQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEphE4Ms2duJElBa4eF79jlM/LksquTYAAAQIECBAg\ncFgFXh83/r7DevM97/toz2Z6HViB82Plzzywq7dwAgQIECBAgAABAusW+OlY3qPXvcQ5VicA\nz7GPS9/FmWefffbHnv70p5+1dCPXJ0CAAAECBAgQIHCYBJ7xjGec9pKXvOTMw3TPI+9VAB6p\nf4B6Hzly5LSjR31cDtCWWSoBAgQIECBAgMABEMi/Zxv9BE7v10onAgQIECBAgAABAgQIECAw\nTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAAB\nAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7\nYmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIE\nCBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMg\nQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0\nFBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECA\nAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx\n9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAAB\nAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQI\nECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLj\nBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAg\nQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgj\ntlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECA\nAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwEC\nBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBH\nAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQI\nECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5n\nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAg\nQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAA\nAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBO\nQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAEC\nBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDti\na0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQI\nECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBA\ngAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQU\nEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAA\nAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2\nOhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAEC\nBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQ\nIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuME\nBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBA\ngAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2\nVgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAA\nAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIE\nCBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcB\nAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQ\nIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmev\nMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBA\ngEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAAB\nAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5A\nAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIE\nCBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2Jr\nRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQ\nIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECA\nAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQ\ngDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAAB\nAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6\nEyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIE\nCHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAg\nQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE\n4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECA\nAAECBAh0FBCAO2JrRYAAAQIECBAgQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZW\nBAgQIECAAAECBAgQIDBOQAAeZ68zAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAAB\nAuMEBOBx9joTIECAAAECBAgQIECAQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQI\nECBAgAABAgQIdBQQgDtia0WAAAECBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEB\nuCO2VgQIECBAgAABAgQIECAwTkAAHmevMwECBAgQIECAAAECBAh0FBCAO2JrRYAAAQIECBAg\nQIAAAQLjBATgcfY6EyBAgAABAgQIECBAgEBHAQG4I7ZWBAgQIECAAAECBAgQIDBOQAAeZ68z\nAQIECBAgQIAAAQIECHQUEIA7YmtFgAABAgQIECBAgAABAuMEBOBx9joTIECAAAECBAgQIECA\nQEcBAbgjtlYECBAgQIAAAQIECBAgME5AAB5nrzMBAgQIECBAgAABAgQIdBQQgDtia0WAAAEC\nBAgQIECAAAEC4wQE4HH2OhMgQIAAAQIECBAgQIBARwEBuCO2VgQIECBAgAABAgQIECAwTkAA\nHmevMwECBAgQIECAAAECBAh0FDjasZdW+xO4ebztT0/grd8Qr3nhCbzOSwgQIECAAAECBAgQ\nIHAoBQTg9W/7W2OJ3xH101HfFvW6qJ3Gbsd3eq1jBAgQIECAAAECBAgQOHQCAvDB2PJfiGXe\nJCq/5b1r1CejDAIECBAgQIAAAQIECBDYg4AAvAeswS/9keh/7agbR7198Fq0J0CAAAECBAgQ\nIECAwIETEIAPzpZdHkv9roOzXCslQIAAAQIECBAgQIDAugT8W6DXtR9WQ4AAAQIECBAgQIAA\nAQILCQjAC8G6LAECBAgQIECAAAECBAisS0AAXtd+WA0BAgQIECBAgAABAgQILCQgAC8E67IE\nCBAgQIAAAQIECBAgsC4BAXhd+2E1BAgQIECAAAECBAgQILCQgAC8EKzLEiBAgAABAgQIECBA\ngMC6BATgde2H1RAgQIAAAQIECBAgQIDAQgIC8EKwLkuAAAECBAgQIECAAAEC6xIQgNe1H1ZD\ngAABAgQIECBAgAABAgsJCMALwbosAQIECBAgQIAAAQIECKxLQABe135YDQECBAgQIECAAAEC\nBAgsJCAALwTrsgQIECBAgAABAgQIECCwLgEBeF37YTUECBAgQIAAAQIECBAgsJCAALwQrMsS\nIECAAAECBAgQIECAwLoEBOB17YfVECBAgAABAgQIECBAgMBCAgLwQrAuS4AAAQIECBAgQIAA\nAQLrEhCA17UfVkOAAAECBAgQIECAAAECCwkIwAvBuiwBAgQIECBAgAABAgQIrEtAAF7XflgN\nAQIECBAgQIAAAQIECCwkIAAvBOuyBAgQIECAAAECBAgQILAuAQF4XfthNQQIECBAgAABAgQI\nECCwkIAAvBCsyxIgQIAAAQIECBAgQIDAugQE4HXth9UQIECAAAECBAgQIECAwEICAvBCsC5L\ngAABAgQIECBAgAABAusSEIDXtR9WQ4AAAQIECBAgQIAAAQILCQjAC8G6LAECBAgQIECAAAEC\nBAisS0AAXtd+WA0BAgQIECBAgAABAgQILCQgAC8E67IECBAgQIAAAQIECBAgsC4BAXhd+2E1\nBAgQIECAAAECBAgQILCQgAC8EKzLEiBAgAABAgQIECBAgMC6BATgde2H1RAgQIAAAQIECBAg\nQIDAQgIC8EKwLkuAAAECBAgQIECAAAEC6xIQgNe1H1ZDgAABAgQIECBAgAABAgsJCMALwbos\nAQIECBAgQIAAAQIECKxLQABe135YDQECBAgQIECAAAECBAgsJCAALwTrsgQIECBAgAABAgQI\nECCwLgEBeF37YTUECBAgQIAAAQIECBAgsJCAALwQrMsSIECAAAECBAgQIECAwLoEBOB17YfV\nECBAgAABAgQIECBAgMBCAgLwQrAuS4AAAQIECBAgQIAAAQLrEhCA17UfVkOAAAECBAgQIECA\nAAECCwkIwAvBuiwBAgQIECBAgAABAgQIrEtAAF7XflgNAQIECBAgQIAAAQIECCwkIAAvBOuy\nBAgQIECAAAECBAgQILAuAQF4XfthNQQIECBAgAABAgQIECCwkIAAvBCsyxIgQIAAAQIECBAg\nQIDAugQE4HXth9UQIECAAAECBAgQIECAwEICAvBCsC5LgAABAgQIECBAgAABAusSEIDXtR9W\nQ4AAAQIECBAgQIAAAQILCQjAC8G6LAECBAgQIECAAAECBAisS0AAXtd+WA0BAgQIECBAgAAB\nAgQILCQgAC8E67IECBAgQIAAAQIECBAgsC4BAXhd+2E1BAgQIECAAAECBAgQILCQgAC8EKzL\nEiBAgAABAgQIECBAgMC6BATgde2H1RAgQIAAAQIECBAgQIDAQgIC8EKwLkuAAAECBAgQIECA\nAAEC6xIQgNe1H1ZDgAABAgQIECBAgAABAgsJCMALwbosAQIECBAgQIAAAQIECKxLQABe135Y\nDQECBAgQIECAAAECBAgsJCAALwTrsgQIECBAgAABAgQIECCwLgEBeF37YTUECBAgQIAAAQIE\nCBAgsJCAALwQrMsSIECAAAECBAgQIECAwLoEBOB17YfVECBAgAABAgQIECBAgMBCAgLwQrAu\nS4AAAQIECBAgQIAAAQLrEhCA17UfVkOAAAECBAgQIECAAAECCwkIwAvBuiwBAgQIECBAgAAB\nAgQIrEtAAF7XflgNAQIECBAgQIAAAQIECCwkIAAvBOuyBAgQIECAAAECBAgQILAuAQF4Xfth\nNQQIECBAgAABAgQIECCwkIAAvBCsyxIgQIAAAQIECBAgQIDAugQE4HXth9UQIECAAAECBAgQ\nIECAwEICAvBCsC5LgAABAgQIECBAgAABAusSEIDXtR9WQ4AAAQIECBAgQIAAAQILCQjAC8G6\nLAECBAgQIECAAAECBAisS0AAXtd+WA0BAgQIECBAgAABAgQILCQgAC8E67IECBAgQIAAAQIE\nCBAgsC4BAXhd+2E1BAgQIECAAAECBAgQILCQgAC8EKzLEiBAgAABAgQIECBAgMC6BATgde2H\n1RAgQIAAAQIECBAgQIDAQgIC8EKwLkuAAAECBAgQIECAAAEC6xIQgNe1H1ZDgAABAgQIECBA\ngAABAgsJCMALwbosAQIECBAgQIAAAQIECKxLQABe135YDQECBAgQIECAAAECBAgsJCAALwTr\nsgQIECBAgAABAgQIECCwLgEBeF37YTUECBAgQIAAAQIECBAgsJCAALwQrMsSIECAAAECBAgQ\nIECAwLoEBOB17YfVECBAgAABAgQIECBAgMBCAgLwQrAuS4AAAQIECBAgQIAAAQLrEhCA17Uf\nVkOAAAECBAgQIECAAAECCwkIwAvBuiwBAgQIECBAgAABAgQIrEtAAF7XflgNAQIECBAgQIAA\nAQIECCwkIAAvBOuyBAgQIECAAAECBAgQILAuAQF4XfthNQQIECBAgAABAgQIECCwkIAAvBCs\nyxIgQIAAAQIECBAgQIDAugQE4HXth9UQIECAAAECBAgQIECAwEICAvBCsC5LgAABAgQIECBA\ngAABAusSEIDXtR9WQ4AAAQIECBAgQIAAAQILCQjAC8G6LAECBAgQIECAAAECBAisS0AAXtd+\nWA0BAgQIECBAgAABAgQILCQgAC8E67IECBAgQIAAAQIECBAgsC4BAXhd+2E1BAgQIECAAAEC\nBAgQILCQgAC8EKzLEiBAgAABAgQIECBAgMC6BATgde2H1RAgQIAAAQIECBAgQIDAQgIC8EKw\nLkuAAAECBAgQIECAAAEC6xIQgNe1H1ZDgAABAgQIECBAgAABAgsJCMALwbosAQIECBAgQIAA\nAQIECKxLQABe135YDQECBAgQIECAAAECBAgsJCAALwTrsgQIECBAgAABAgQIECCwLgEBeF37\nYTUECBAgQIAAAQIECBAgsJCAALwQrMsSIECAAAECBAgQIECAwLoEBOB17YfVECBAgAABAgQI\nECBAgMBCAgLwQrAuS4AAAQIECBAgQIAAAQLrEhCA17UfVkOAAAECBAgQIECAAAECCwkIwAvB\nuiwBAgQIECBAgAABAgQIrEtAAF7XflgNAQIECBAgQIAAAQIECCwkIAAvBOuyBAgQIECAAAEC\nBAgQILAuAQF4XfthNQQIECBAgAABAgQIECCwkIAAvBCsyxIgQIAAAQIECBAgQIDAugQE4HXt\nh9UQIECAAAECBAgQIECAwEICAvBCsC5LgAABAgQIECBAgAABAusSEIDXtR9WQ4AAAQIECBAg\nQIAAAQILCQjAC8G6LAECBAgQIECAAAECBAisS0AAXtd+WA0BAgQIECBAgAABAgQILCQgAC8E\n67IECBAgQIAAAQIECBAgsC4BAXhd+2E1BAgQIECAAAECBAgQILCQgAC8EKzLEiBAgAABAgQI\nECBAgMC6BATgde2H1RAgQIAAAQIECBAgQIDAQgIC8EKwLkuAAAECBAgQIECAAAEC6xIQgNe1\nH1ZDgAABAgQIECBAgAABAgsJCMALwbosAQIECBAgQIAAAQIECKxLQABe135YDQECBAgQIECA\nAAECBAgsJCAALwTrsgQIECBAgAABAgQIECCwLgEBeF37YTUECBAgQIAAAQIECBAgsJCAALwQ\nrMsSIECAAAECBAgQIECAwLoEBOB17YfVECBAgAABAgQIECBAgMBCAgLwQrAuS4AAAQIECBAg\nQIAAAQLrEhCA17UfVkOAAAECBAgQIECAAAECCwkIwAvBuiwBAgQIECBAgAABAgQIrEtAAF7X\nflgNAQIECBAgQIAAAQIECCwkIAAvBOuyBAgQIECAAAECBAgQILAuAQF4XfthNQQIECBAgAAB\nAgQIECCwkIAAvBCsyxIgQIAAAQIECBAgQIDAugQE4HXth9UQIECAAAECBAgQIECAwEICAvBC\nsC5LgAABAgQIECBAgAABAusSEIDXtR9WQ4AAAQIECBAgQIAAAQILCQjAC8G6LAECBAgQIECA\nAAECBAisS0AAXtd+WA0BAgQIECBAgAABAgQILCQgAC8E67IECBAgQIAAAQIECBAgsC4BAXhd\n+2E1BAgQIECAAAECBAgQILCQgAC8EKzLEiBAgAABAgQIECBAgMC6BATgde2H1RAgQIAAAQIE\nCBAgQIDAQgIC8EKwLkuAAAECBAgQIECAAAEC6xIQgNe1H1ZDgAABAgQIECBAgAABAgsJCMAL\nwbosAQIECBAgQIAAAQIECKxLQABe135YDQECBAgQIECAAAECBAgsJHB0oeu67GQCl1xyyRkv\ne9nLJrsrt0OAAAECBAgQIEBgrMDFF188dgGHrPuRQ3a/bnd/Ag8644wzfvbIkSN+Y2B/ft5F\ngAABAgQIECBAYFeByy+//Efi5BN2fYETBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ\nIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgc\nXAH/FuiDu3c9V379aHbfKJ+Xnup6ESBAgAABAgQIHBaBP4kbveiw3OzI+/T/AzxS/+D0flj8\nXyA99ayzzvr4wVmylRIgQIAAAQIECBBYv8Cll1569Iorrvi5WOmj1r/ag79CAfjg72GPOzj9\n7LPPvvSZz3zmWT2a6UGAAAECBAgQIEDgsAg87WlPO+3CCy88/bDc7+j7BD16B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYNv5m2cAAB3eSURBVLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIE\nCBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX\nZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQI\nECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/Qn\nQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAA\ngS4CAnAXZk0IECBAgAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBA\ngAABAgQIECBAYLSAADx6B/QnQIAAAQIECBAgQIAAgS4CAnAXZk0IECBAgAABAgQIECBAYLSA\nADx6B/QnQIAAAQIECBAgQIAAgS4CAnAX5lPS5B5xlR+NOi9qe9++L47dPcogQIAAAQIECBAg\nQIAAgV0EtoPULi9zeLDA90b/X4+6cdRTov4g6jpRbfzbmNysPfFIgAABAgQIECBAgAABAv9U\nQAD+pyZrPPL1sag7R/37qAzB7416YdTVowwCBAgQIECAAAECBAgQOAEBAfgEkAa/5PrR/6yo\nt23WcUk8PiTq8qjnRZ0RZRAgQIAAAQIECBAgQIDAcQQE4OMAreD0+2MNfxP10Kgjm/V8PB6/\nMuqmUT8ddWaUQYAAAQIECBAgQIAAAQLHEBCAj4GzolM/EGt5QtTPlDV9KOb5z/7eIepO5bgp\nAQIECBAgQIAAAQIECOwgcHSHYw6tT+A3Ykmfu6m6uvfEk7tFnR/1pnrCnAABAgQIECBAgAAB\nAgSuKiAAX9Vjzc+uiMW9cYcF5j8L/FM7HHeIAAECBAgQIECAAAECBIqAX4EuGKYECBAgQIAA\nAQIECBAgMK+AADzv3rozAgQIECBAgAABAgQIECgCAnDBMCVAgAABAgQIECBAgACBeQUE4Hn3\n1p0RIECAAAECBAgQIECAQBEQgAuGKQECBAgQIECAAAECBAjMKyAAz7u37owAAQIECBAgQIAA\nAQIEioAAXDBMCRAgQIAAAQIECBAgQGBeAQF43r11ZwQIECBAgAABAgQIECBQBATggmFKgAAB\nAgQIECBAgAABAvMKCMDz7q07I0CAAAECBAgQIECAAIEiIAAXDFMCBAgQIECAAAECBAgQmFdA\nAJ53b90ZAQIECBAgQIAAAQIECBQBAbhgmBIgQIAAAQIECBAgQIDAvAIC8Lx7684IECBAgAAB\nAgQIECBAoAgIwAXDlAABAgQIECBAgAABAgTmFRCA591bd0aAAAECBAgQIECAAAECRUAALhim\nBAgQIECAAAECBAgQIDCvgAA87966MwIECBAgQIAAAQIECBAoAgJwwTAlQIAAAQIECBAgQIAA\ngXkFBOB599adESBAgAABAgQIECBAgEAREIALhikBAgQIECBAgAABAgQIzCsgAM+7t+6MAAEC\nBAgQIECAAAECBIqAAFwwTAkQIECAAAECBAgQIEBgXgEBeN69dWcECBAgQIAAAQIECBAgUAQE\n4IJhSoAAAQIECBAgQIAAAQLzCgjA8+6tOyNAgAABAgQIECBAgACBIiAAFwxTAgQIECBAgAAB\nAgQIEJhXQACed2/dGQECBAgQIECAAAECBAgUAQG4YJgSIECAAAECBAgQIECAwLwCAvC8e+vO\nCBAgQIAAAQIECBAgQKAICMAFw5QAAQIECBAgQIAAAQIE5hUQgOfdW3dGgAABAgQIECBAgAAB\nAkVAAC4YpgQIECBAgAABAgQIECAwr4AAPO/eujMCBAgQIECAAAECBAgQKAICcMEwJUCAAAEC\nBAgQIECAAIF5BQTgeffWnREgQIAAAQIECBAgQIBAERCAC4YpAQIECBAgQIAAAQIECMwrIADP\nu7fujAABAgQIECBAgAABAgSKgABcMEwJECBAgAABAgQIECBAYF4BAXjevXVnBAgQIECAAAEC\nBAgQIFAEBOCCYUqAAAECBAgQIECAAAEC8woIwPPurTsjQIAAAQIECBAgQIAAgSIgABcMUwIE\nCBAgQIAAAQIECBCYV0AAnndv3RkBAgQIECBAgAABAgQIFAEBuGCYEiBAgAABAgQIECBAgMC8\nAgLwvHvrzggQIECAAAECBAgQIECgCAjABcOUAAECBAgQIECAAAECBOYVEIDn3Vt3RoAAAQIE\nCBAgQIAAAQJFQAAuGKYECBAgQIAAAQIECBAgMK+AADzv3rozAgQIECBAgAABAgQIECgCAnDB\nMCVAgAABAgQIECBAgACBeQUE4Hn31p0RIECAAAECBAgQIECAQBEQgAuGKQECBAgQIECAAAEC\nBAjMKyAAz7u37owAAQIECBAgQIAAAQIEioAAXDBMCRAgQIAAAQIECBAgQGBeAQF43r11ZwQI\nECBAgAABAgQIECBQBATggmFKgAABAgQIECBAgAABAvMKCMDz7q07I0CAAAECBAgQIECAAIEi\nIAAXDFMCBAgQIECAAAECBAgQmFdAAJ53b90ZAQIECBAgQIAAAQIECBQBAbhgmBIgQIAAAQIE\nCBAgQIDAvAIC8Lx7684IECBAgAABAgQIECBAoAgIwAXDlAABAgQIECBAgAABAgTmFRCA591b\nd0aAAAECBAgQIECAAAECRUAALhimBAgQIECAAAECBAgQIDCvgAA87966MwIECBAgQIAAAQIE\nCBAoAgJwwTAlQIAAAQIECBAgQIAAgXkFBOB599adESBAgAABAgQIECBAgEAREIALhikBAgQI\nECBAgAABAgQIzCsgAM+7t+6MAAECBAgQIECAAAECBIqAAFwwTAkQIECAAAECBAgQIEBgXgEB\neN69dWcECBAgQIAAAQIECBAgUAQE4IJhSoAAAQIECBAgQIAAAQLzCgjA8+6tOyNAgAABAgQI\nECBAgACBIiAAFwxTAgQIECBAgAABAgQIEJhXQACed2/dGQECBAgQIECAAAECBAgUAQG4YJgS\nIECAAAECBAgQIECAwLwCAvC8e+vOCBAgQIAAAQIECBAgQKAICMAFw5QAAQIECBAgQIAAAQIE\n5hUQgOfdW3dGgAABAgQIECBAgAABAkVAAC4YpgQIECBAgAABAgQIECAwr4AAPO/eujMCBAgQ\nIECAAAECBAgQKAICcMEwJUCAAAECBAgQIECAAIF5BQTgeffWnREgQIAAAQIECBAgQIBAERCA\nC4YpAQIECBAgQIAAAQIECMwrIADPu7fujAABAgQIECBAgAABAgSKgABcMEwJECBAgAABAgQI\nECBAYF4BAXjevXVnBAgQIECAAAECBAgQIFAEBOCCYUqAAAECBAgQIECAAAEC8woIwPPurTsj\nQIAAAQIECBAgQIAAgSIgABcMUwIECBAgQIAAAQIECBCYV0AAnndv3RkBAgQIECBAgAABAgQI\nFAEBuGCYEiBAgAABAgQIECBAgMC8AgLwvHvrzggQIECAAAECBAgQIECgCAjABcOUAAECBAgQ\nIECAAAECBOYVEIDn3Vt3RoAAAQIECBAgQIAAAQJFQAAuGKYECBAgQIAAAQIECBAgMK+AADzv\n3rozAgQIECBAgAABAgQIECgCAnDBMCVAgAABAgQIECBAgACBeQUE4Hn31p0RIECAAAECBAgQ\nIECAQBEQgAuGKQECBAgQIECAAAECBAjMKyAAz7u37owAAQIECBAgQIAAAQIEioAAXDBMCRAg\nQIAAAQIECBAgQGBeAQF43r11ZwQIECBAgAABAgQIECBQBATggmFKgAABAgQIECBAgAABAvMK\nCMDz7q07I0CAAAECBAgQIECAAIEiIAAXDFMCBAgQIECAAAECBAgQmFdAAJ53b90ZAQIECBAg\nQIAAAQIECBQBAbhgmBIgQIAAAQIECBAgQIDAvAIC8Lx7684IECBAgAABAgQIECBAoAgIwAXD\nlAABAgQIECBAgAABAgTmFRCA591bd0aAAAECBAgQIECAAAECRUAALhimBAgQIECAAAECBAgQ\nIDCvgAA87966MwIECBAgQIAAAQIECBAoAgJwwTAlQIAAAQIECBAgQIAAgXkFBOB599adESBA\ngAABAgQIECBAgEAREIALhikBAgQIECBAgAABAgQIzCsgAM+7t+6MAAECBAgQIECAAAECBIqA\nAFwwTAkQIECAAAECBAgQIEBgXgEBeN69dWcECBAgQIAAAQIECBAgUAQE4IJhSoAAAQIECBAg\nQIAAAQLzCgjA8+6tOyNAgAABAgQIECBAgACBIiAAFwxTAgQIECBAgAABAgQIEJhXQACed2/d\nGQECBAgQIECAAAECBAgUAQG4YJgSIECAAAECBAgQIECAwLwCAvC8e+vOCBAgQIAAAQIECBAg\nQKAICMAFw5QAAQIECBAgQIAAAQIE5hUQgOfdW3dGgAABAgQIECBAgAABAkVAAC4YpgQIECBA\ngAABAgQIECAwr4AAPO/eujMCBAgQIECAAAECBAgQKAICcMEwJUCAAAECBAgQIECAAIF5BQTg\neffWnREgQIAAAQIECBAgQIBAERCAC4YpAQIECBAgQIAAAQIECMwrIADPu7fujAABAgQIECBA\ngAABAgSKgABcMEwJECBAgAABAgQIECBAYF4BAXjevXVnBAgQIECAAAECBAgQIFAEBOCCYUqA\nAAECBAgQIECAAAEC8woIwPPurTsjQIAAAQIECBAgQIAAgSIgABcMUwIECBAgQIAAAQIECBCY\nV0AAnndv3RkBAgQIECBAgAABAgQIFAEBuGCYEiBAgAABAgQIECBAgMC8AgLwvHvrzggQIECA\nAAECBAgQIECgCAjABcOUAAECBAgQIECAAAECBOYVEIDn3Vt3RoAAAQIECBAgQIAAAQJFQAAu\nGKYECBAgQIAAAQIECBAgMK+AADzv3rozAgQIECBAgAABAgQIECgCAnDBMCVAgAABAgQIECBA\ngACBeQUE4Hn31p0RIECAAAECBAgQIECAQBEQgAuGKQECBAgQIECAAAECBAjMKyAAz7u37owA\nAQIECBAgQIAAAQIEioAAXDBMCRAgQIAAAQIECBAgQGBeAQF43r11ZwQIECBAgAABAgQIECBQ\nBATggmFKgAABAgQIECBAgAABAvMKCMDz7q07I0CAAAECBAgQIECAAIEiIAAXDFMCBAgQIECA\nAAECBAgQmFdAAJ53b90ZAQIECBAgQIAAAQIECBQBAbhgmBIgQIAAAQIECBAgQIDAvAIC8Lx7\n684IECBAgAABAgQIECBAoAgIwAXDlAABAgQIECBAgAABAgTmFRCA591bd0aAAAECBAgQIECA\nAAECRUAALhimBAgQIECAAAECBAgQIDCvgAA87966MwIECBAgQIAAAQIECBAoAgJwwTAlQIAA\nAQIECBAgQIAAgXkFBOB599adESBAgAABAgQIECBAgEAREIALhikBAgQIECBAgAABAgQIzCsg\nAM+7t+6MAAECBAgQIECAAAECBIqAAFwwTAkQIECAAAECBAgQIEBgXgEBeN69dWcECBAgQIAA\nAQIECBAgUAQE4IJhSoAAAQIECBAgQIAAAQLzCgjA8+6tOyNAgAABAgQIECBAgACBIiAAFwxT\nAgQIECBAgAABAgQIEJhXQACed2/dGQECBAgQIECAAAECBAgUAQG4YJgSIECAAAECBAgQIECA\nwLwCAvC8e+vOCBAgQIAAAQIECBAgQKAICMAFw5QAAQIECBAgQIAAAQIE5hUQgOfdW3dGgAAB\nAgQIECBAgAABAkVAAC4YpgQIECBAgAABAgQIECAwr4AAPO/eujMCBAgQIECAAAECBAgQKAIC\ncMEwJUCAAAECBAgQIECAAIF5BY7Oe2vu7BQKXP6Od7zjrAc/+MGfOIXXdCkCBAgQIECAAAEC\nh17gk5/85JFAuPzQQ3QCSGyDwPEErhkvuHuUz8vxpJwnQIAAAQIECBAgsHeB18Rb/n7vb/MO\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIEPj/7dCxAAAAAMAgf+tB7C2EDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCA\nAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBgwYMCAAQMGDBi4AwEB2HcStOVRcwAA\nAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “FLC genotype frequencies”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# dir=\"h\" means the main factor being tabled is horizontal\n",
    "# off=1 means that the gap between the two rectangles is 1%\n",
    "mosaicplot(table(agren$flc),dir=\"h\",off=1,main=\"FLC genotype frequencies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above example, FLC genotype was quantitative.  Let's look at the soccer data as the data is more obviously categorical there."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "soccerURL <- \"https://raw.githubusercontent.com/sens/smalldata/master/soccer/E0.csv\"\n",
    "# read in data\n",
    "epl <- read.csv(soccerURL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the  table of full-time results (`FTR`) as follows.  Note that we changed the X and Y axis labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgAABAgQIECgLKMBlKgMJECBAgAABAgQIECBAoGcBBbjn3TN3AgQIECBAgAAB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\nYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(table(epl$FTR),ylab=\"Frequency\",xlab=\"Full-time result\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To plots two categorical variables against each other, we have to use a mosaic plot.  That is the default if we plot a two-dimensional table.  We use the `dnn` option to label the dimensions of the table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgAABArkFBODc4voRIECAAAECBAgQIECAQBEBAbgIu6YECBAgQIAAAQIECBAg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\noxgAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Mosaicplot”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(table(epl$HTR,epl$FTR,dnn=c(\"HTR\",\"FTR\")),\n",
    "     main=\"Mosaicplot\",off=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to plot something else, like the number of full-time goals by the home team and away team, it is hepful to create new variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "## full time home goals\n",
    "fthg <- epl$FTHG\n",
    "## full time away goals\n",
    "ftag <- epl$FTAG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To facilitate categorization, we replace entries with more than 1 goals (2 or more) by the string `\"2+\"` as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "## replace 2 or more by \"2+\"\n",
    "ftag[ftag>1]=\"2+\"\n",
    "fthg[fthg>1]=\"2+\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can make a table of the full time home vs away goals as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "    ftag\n",
       "fthg  0  1 2+\n",
       "  0  32 33 27\n",
       "  1  37 41 43\n",
       "  2+ 54 51 62"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table(fthg,ftag)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, can you make the mosaic plot?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is another example of categorical data -- this time the categories are triage status and sex, both coded as \"factors\" in R."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7WdbL+22j8w2/rC/P7V49rUuPVNdbXrp+oav5+qL7hV9QW+rnVYSiNA4NufiqgQ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\ngAABAgQIPJfAf2XW6bCK5nn0AAAAAElFTkSuQmCC",
      "text/plain": [
       "Plot with title “Triage status by sex”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## make a temporaty filename with RDA extension\n",
    "tmpfile <- tempfile(fileext=\"rda\")\n",
    "## download that file\n",
    "## windows users may want to use the mode=\"wb\" option\n",
    "download.file(\"https://datadryad.org/stash/downloads/file_stream/27482\",tmpfile,mode=\"wb\")\n",
    "## load it\n",
    "load(tmpfile)\n",
    "## assign it to a different name as it has an unhelpful name\n",
    "emergency <- data\n",
    "rm(data)\n",
    "# head(emergency)\n",
    "plot(table(emergency$triage,emergency$sex),off=0,main=\"Triage status by sex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dynamite plots\n",
    "\n",
    "You have all seen (probably used) dynamite plots.  [You are strongly discouraged from using them.](https://simplystatistics.org/2019/02/21/dynamite-plots-must-die/)  Your first choice should be to display all the points with a stripchart showing all the data.  If the number of plots is large, you should use a violin plot.  In some cases (eg, when there are many conditions), a boxplot or mean +/- standard error may be used.\n",
    "\n",
    "- [Brief note on disadvantage of dynamite plots](http://biostat.mc.vanderbilt.edu/wiki/Main/DynamitePlots)\n",
    "- [Longer, more nuanced note on their use](http://emdbolker.wikidot.com/blog:dynamite)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding plots in R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QxkIAMZyEAGhmKgBHgoLdlxZCADGchA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\nQAEFFFBAAQUUUEABBRRQQAEFFGi3wP8HmsR/hkLbjc0AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x <- pi*(0:360)/180\n",
    "plot(x,sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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G+EjQABAgQIECBAgAABAgQqEqj9e4Bv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\n8D99In62xmNZvAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x,sin(x),pch=\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Hok0Pf7AJ+Usdo/8fuJBya+lqhbH30r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VcBGshXLaGQECBAgQINBjgS8kt02J9yRc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\nhn7mJ2EAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(x,sin(x),pch=\".\")\n",
    "lines(x,sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KCRQPfvAb4qtTomuTg5J7kvqa8+eiCp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\nECBAgAABAgQIrJDA/wEYMTdt2OmRrwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(c(0,1,1,0),c(0,0,1,1),type=\"n\")\n",
    "polygon(c(0,1,1,0),c(0,0,1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ErAAE6dS1kCBAgQIECAAAECBAgQWAUM4FVOjgABAgQIECBAgAABAgRSAgZw6lzK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\nCBAgQOA/FPgHBtgSfsz8aIYAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(c(0,1,1,0),c(0,0,1,1),type=\"n\",axes=F,xlab=\"\",ylab=\"\")\n",
    "polygon(c(0,1,1,0),c(0,0,1,1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving plots to files\n",
    "\n",
    "You can always save a plot using the GUI, but it is useful to know how to do\n",
    "that in a script.  If you have many plots to make, you can automate that process.\n",
    "\n",
    "The most common formats are PDF, BMP, JPEG, PNG, and TIFF files.  For each of \n",
    "these cases you will first open a \"device\" for the appropriate file format.\n",
    "Then put in your graphics statements, and the make the file by closing the device.\n",
    "\n",
    "For example, to save the above plot as a PNG file, you would do the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>pdf:</strong> 2"
      ],
      "text/latex": [
       "\\textbf{pdf:} 2"
      ],
      "text/markdown": [
       "**pdf:** 2"
      ],
      "text/plain": [
       "pdf \n",
       "  2 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "png(file=\"square.png\")\n",
    "plot(c(0,1,1,0),c(0,0,1,1),type=\"n\",axes=F,xlab=\"\",ylab=\"\")\n",
    "polygon(c(0,1,1,0),c(0,0,1,1))\n",
    "dev.off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Square image](square.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the help of the functions to set other options such as pixel width, etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Default plot options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6l0b5lXAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAAB\nAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQILCLQWWSeWZMRODq73TKZXdsrAQIECBAg\nQIAAAQIElhTYkSWfW3LpFC1QAG+Mwari97KNcSiOggABAgQIECBAgAABAgMCVbNMfRG8eaBb\nZkxCoHfm9z7Zef3rikaAAAECBAgQIECAAIGNILA1B/GdpF6nvimAN9YQVvGrAN5YY+JoCBAg\nQIAAAQIECBBoiMBsQ/qhGwQIECBAgAABAgQIECBAYKiAAngoj4UECBAgQIAAAQIECBAg0BQB\nBXBTRlI/CBAgQIAAAQIECBAgQGCogAJ4KI+FBAgQIECAAAECBAgQINAUAQVwU0ZSPwgQIECA\nAAECBAgQIEBgqIACeCiPhQQIECBAgAABAgQIECDQFAEFcFNGUj8IECBAgAABAgQIECBAYKiA\nAngoj4UECBAgQIAAAQIECBAg0BQBBXBTRlI/CBAgQIAAAQIECBAgQGCogAJ4KI+FBAgQIECA\nAAECBAgQINAUAQVwU0ZSPwgQIECAAAECBAgQIEBgqMDmoUubuXC/dGvfZLfk9uSW5I5EI0CA\nAAECBAgQIECAAIEGC7TlDPCRGcO3JDckNyVfSy5PrkmqCL4iOS95QKIRIECAAAECBAgQIECA\nAIGpFHh1jro7n6/n9eLkg8k7kw8nn0muS2qdG5MXJONux2eHtf+t496x/REgQIAAAQIECBAg\nQGCIQNUoVatUzaJtcIFTcnw1WFXoPnbIsXay7PHJZUmtf0IyzqYAHqe2fREgQIAAAQIECBAg\nMKqAAnhUqQ2w3vk5hrq8ue73HaXV/cG3JdtGWXkd11EAryOmjyJAgAABAgQIECBAYN0EGlUA\nN/0e4Edn2C9J7hxx+G/Oel9MDhpxfasRIECAAAECBAgQIECAwJQINL0Arnt7j0q2jDgedQa4\niuZ6QJZGgAABAgQIECBAgAABAg0SaHoB/LaM1cOTv06OHTJudQ/wicmFyZ7J+xKNAAECBAgQ\nIECAAAECBBok0PTvAX57xuqByWuTZybXJvXVR99O6l7ffZL9kwcnByZ3J69ILko0AgQIECBA\ngAABAgQIECAwdQKH5YjfkVQBXE957s8def/V5A3JIckkmodgTULdPgkQIECAAAECBAgQWE6g\nUQ/BavoZ4N5gXpmJ58+/qbO++ya7JzcktyYaAQIECBAgQIAAAQIECDRcoC0FcP8w1qXPFY0A\nAQIECBAgQIAAAQIEWiTQ9IdgtWgodZUAAQIECBAgQIAAAQIEhgm08QzwMI+XZOHpybnJtmEr\nLrOs7iX+UDLq1y/ttcznWUyAAAECBAgQIECAAAECaxRQAN8b8IC8re8Brte1tOuz8RuTumF8\nlPa4rPTfkyqYd4yygXUIECBAgAABAgQIECBAgMBaBNarAF7pMZyaDerJ1M4Er1TO+gQIECBA\ngAABAgQI7EoBT4HelboT/uw6c1vRCBAgQIAAAQIECBAgQKBhAm17CNZy/d2U8d0vqa9I0ggQ\nIECAAAECBAgQIECgQQLLFYRN6Gpd1vyu5Kakvv7o40ndc7tYOzwza71XLbbQPAIECBAgQIAA\nAQIECBCYXoGmF8B7Z2guS34yqbO71yRPSD6V/E6iESBAgAABAgQIECBAgEBLBJpeAL8y41hf\nSfSa5ODk4ckxyb8kv57Uk5o1AgQIECBAgAABAgQIEGiBQNML4BMyhjckr02+Mz+en8vr45N/\nSF6WVJGsESBAgAABAgQIECBAgEDDBZpeAB+U8atC9+4F43hr3j8j+WLyuqQukdYIECBAgAAB\nAgQIECBAoMECTS+Av56xe3Ky2FOd64FYT0/qvuC3JUs9GCuLNAIECBAgQIAAAQIECBCYdoGm\nF8B/lwHaN/nd5EGLDNa1mfeUpC6P/lBycqIRIECAAAECBAgQIECAAIGpE6gzv19OusnO5HnJ\nYu2IzLw5qfUqZyXjbKdmZ7Xfvca5U/siQIAAAQIECBAgQIDAMgJbs7xqleOXWW8qFjf9DPD2\njMKxydnJ1cmOZLH2T5l5dHLhYgvNI0CAAAECBAgQIECAAAEC0yYwSsFfX5N0+Jg75gzwmMHt\njgABAgQIECBAgACBkQQadQZ480hdbs5KcyN05bIR1rEKAQIECBAgQIAAAQIECEyZwChnRKes\nSw6XAAECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQ\nIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQ\nxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECA\nAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzio\nukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQ\nIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGH\nAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECA\nAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4R\nIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQ\nIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCA\nAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECg\ngQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQ\nIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgM\nCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECA\nAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCA\nAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQ\nIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK\n4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECA\nAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu\n4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQ\nIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQ\nxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECA\nAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzio\nukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQ\nIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQIDAooAAeNDGH\nAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCAAAECBAgQIECA\nAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECggQIK4AYOqi4R\nIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQIECAAAECBAgQ\nIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgMCiiAB03MIUCA\nAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECAAAECBAgQIECg\ngQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKCAAriBg6pLBAgQ\nIECAAAECBAgQIDAooAAeNDGHAAECBAgQIECAAAECBBoooABu4KDqEgECBAgQIECAAAECBAgM\nCiiAB03MIUCAAAECBAgQIECAAIEGCiiAGzioukSAAAECBAgQIECAAAECgwIK4EETcwgQIECA\nAAECBAgQIECggQIK4AYOqi4RIECAAAECBAgQIECAwKCAAnjQxBwCBAgQIECAAAECBAgQaKDA\n5gb2aSVdenBWflhyQ/KV5HuJRoAAAQIECBAgQIAAAQINFGj6GeDTMmZvT/ZYMHaH5/1lyVXJ\nR5IvJNclr0o2JRoBAgQIECBAgAABAgQIEJgqgbfmaLvJvn1HfUimb5mfX0XwtqSK5Gvm570x\nr+Nup2aHdZx7jXvH9keAAAECBAgQIECAAIEhAluzrGqV44esY9EGEVisAD4/x1YD+AsLjnHP\nvO8te/KCZbv6rQJ4Vwv7fAIECBAgQIAAAQIEViPQqAK46ZdALzbAJ2TmZ5M/WbDwu3n/ouTb\nyRMXLPOWAAECBAgQIECAAAECBKZcoI0F8D4Zsy8tMW71EKzLk0ctsdxsAgQIECBAgAABAgQI\nEJhSgTYWwJ/LWNVDsBZr98vMY5J6IJZGgAABAgQIECBAgAABAg0SaEsBXJc81/29L08uTo5O\nnpX0t0Pzpi6LrmvcP9m/wDQBAgQIECBAgAABAgQIENjoAs/NAb4nuTKpB1/15+q877WTM3FX\nUssvSjrJOJuHYI1T274IECBAgAABAgQIEBhVoFEPwdo8aq+ndL2/ynFXqtVXIR3Rl/4it777\nt+7/fUfysqQKYY0AAQIECBAgQIAAAQIECDROYI/0aMsEe+UM8ATx7ZoAAQIECBAgQIAAgSUF\nnAFekmZ6F9TZX40AAQIECBAgQIAAAQIEGizQ9EugVzp0L8kGpyfnJttWunHf+g/K9NuTUc8q\nP7BvW5MECBAgQIAAAQIECBAgsAsEFMD3Rj0gbx+d1Ota2i3Z+INJXS4wSqunUv/wKCtahwAB\nAgQIECBAgAABAgQIrIfAehXAKz0W9wCvVMz6BAgQIECAAAECBAiMQ8A9wONQntA+rs9+KxoB\nAgQIECBAgAABAgQINExgtmH90R0CBAgQIECAAAECBAgQILCogAJ4URYzCRAgQIAAAQIECBAg\nQKBpAgrgpo2o/hAgQIAAAQIECBAgQIDAogJNfwp0PVxqn0V7PnzmxVl8yfBVLCVAgAABAgQI\nECBAgACBaRJoegH80gzGEasYkLOyjQJ4FXA2IUCAAAECBAgQIECAwEYVaHoB/LTAvyc5Pvmb\n5K3JKO0ro6xkHQIECBAgQIAAAQIECBAgsJEEdsvBXJrcmRy5kQ6s71h8D3AfhkkCBAgQIECA\nAAECBDaMQKO+B7gND8GqwveF8z8+f7xhfowcCAECBAgQIECAAAECBAiMVaANBXCBfjn59aQe\niHV4ohEgQIAAAQIECBAgQIAAAQITEHAJ9ATQ7ZIAAQIECBAgQIAAgWUFXAK9LJEVCBAgQIAA\nAQIECBAgQIDABhNoyyXQG4zd4RAgQIAAAQIECBAgQIDAuAUUwOMWtz8CBAgQIECAAAECBAgQ\nmIiAAngi7HZKgAABAgQIECBAgAABAuMWUACPW9z+CBAgQIAAAQIECBAgQGAiAgrgibDbKQEC\nBAgQIECAAAECBAiMW0ABPG5x+yNAgAABAgQIECBAgACBiQgogCfCbqcECBAgQIAAAQIECBAg\nMG4BBfC4xe2PAAECBAgQIECAAAECBCYioACeCLudEiBAgAABAgQIECBAgMC4BRTA4xa3PwIE\nCBAgQIAAAQIECBCYiIACeCLsdkqAAAECBAgQIECAAAEC4xZQAI9b3P4IECBAgAABAgQIECBA\nYCICCuCJsNspAQIECBAgQIAAAQIECIxbQAE8bnH7I0CAAAECBAgQIECAAIGJCCiAJ8JupwQI\nECBAgAABAgQIECAwbgEF8LjF7Y8AAQIECBAgQIAAAQIEJiKgAJ4Iu50SIECAAAECBAgQIECA\nwLgFFMDjFrc/AgQIECBAgAABAgQIEJiIgAJ4Iux2SoAAAQIECBAgQIAAAQLjFlAAj1vc/ggQ\nIECAAAECBAgQIEBgIgIK4Imw2ykBAgQIECBAgAABAgQIjFtAATxucfsjQIAAAQIECBAgQIAA\ngYkIKIAnwm6nBAgQIECAAAECBAgQIDBuAQXwuMXtjwABAgQIECBAgAABAgQmIqAAngi7nRIg\nQIAAAQIECBAgQIDAuAUUwOMWtz8CBAgQIECAAAECBAgQmIiAAngi7HZKgAABAgQIECBAgAAB\nAuMWUACPW9z+CBAgQIAAAQIECBAgQGAiAgrgibDbKQECBAgQIECAAAECBAiMW0ABPG5x+yNA\ngAABAgQIECBAgACBiQgogCfCbqcECBAgQIAAAQIECBAgMG4BBfC4xe2PAAECBAgQIECAAAEC\nBCYioACeCLudEiBAgAABAgQIECBAgMC4BRTA4xa3PwIECBAgQIAAAQIECBCYiIACeCLsdkqA\nAAECBAgQIECAAAEC4xZQAI9b3P4IECBAgAABAgQIECBAYCICCuCJsNspAQIECBAgQIAAAQIE\nCIxbQAE8bnH7I0CAAAECBAgQIECAAIGJCCiAJ8JupwQIECBAgAABAgQIECAwbgEF8LjF7Y8A\nAQIECBAgQIAAAQIEJiKgAJ4Iu50SIECAAAECBAgQIECAwLgFFMDjFrc/AgQIECBAgAABAgQI\nEJiIgAJ4Iux2SoAAAQIECBAgQIAAAQLjFlAAj1vc/ggQIECAAAECBAgQIEBgIgIK4Imw2ykB\nAgQIECBAgAABAgQIjFtAATxucfsjQIAAAQIECBAgQIAAgYkIKIAnwm6nBAgQIECAAAECBAgQ\nIDBuAQXwuMXtjwABAgQIECBAgAABAgQmIqAAngi7nRIgQIAAAQIECBAgQIDAuAUUwOMWtz8C\nBAgQIECAAAECBAgQmIiAAngi7HZKgAABAgQIECBAgAABAuMWUACPW9z+CBAgQIAAAQIECBAg\nQGAiAgrgibDbKQECBAgQIECAAAECBAiMW0ABPG5x+yNAgAABAgQIECBAgACBiQgogCfCbqcE\nCBAgQIAAAQIECBAgMG4BBfC4xe2PAAECBAgQIECAAAECBCYioACeCLudEiBAgAABAgQIECBA\ngMC4BRTA4xa3PwIECBAgQIAAAQIECBCYiIACeCLsdkqAAAECBAgQIECAAAEC4xZQAI9b3P4I\nECBAgAABAgQIECBAYCICCuCJsNspAQIECBAgQIAAAQIECIxbQAE8bnH7I0CAAAECBAgQIECA\nAIGJCCiAJ8JupwQIECBAgAABAgQIECAwbgEF8LjF7Y8AAQIECBAgQIAAAQIEJiKgAJ4Iu50S\nIECAAAECBAgQIECAwLgFFMDjFrc/AgQIECBAgAABAgQIEJiIgAJ4Iux2SoAAAQIECBAgQIAA\nAQLjFlAAj1vc/ggQIECAAAECBAgQIEBgIgIK4Imw2ykBAgQIECBAgAABAgQIjFtAATxucfsj\nQIAAAQIECBAgQIAAgYkIKIAnwm6nBAgQIECAAAECBAgQIDBuAQXwuMXtjwABAgQIECBAgAAB\nAgQmIqAAngi7nRIgQIAAAQIECBAgQIDAuAUUwOMWtz8CBAgQIECAAAECBAgQmIiAAngi7HZK\ngAABAgQIECBAgAABAuMWUACPW9z+CBAgQIAAAQIECBAgQGAiAgrgibDbKQECBAgQIECAAAEC\nBAiMW0ABPG5x+yNAgAABAgQIECBAgACBiQgogCfCbqcECBAgQIAAAQIECBAgMG4BBfC4xe2P\nAAECBAgQIECAAAECBCYioACeCLudEiBAgAABAgQIECBAgMC4BRTA4xa3PwIECBAgQIAAAQIE\nCBCYiIACeCLsdkqAAAECBAgQIECAAAEC4xZQAI9b3P4IECBAgAABAgQIECBAYCICCuCJsNsp\nAQIECBAgQIAAAQIECIxbQAE8bnH7I0CAAAECBAgQIECAAIGJCCiAJ8JupwQIECBAgAABAgQI\nECAwboHN497hBtjffjmGfZPdktuTW5I7Eo0AAQIECBAgQIAAAQIEGizQljPAR2YM35LckNyU\nfC25PLkmqSL4iuS85AGJRoAAAQIECBAgQIAAAQINFGjDGeBXZ9xeMz92V+f1kqSK4Cp860zw\n/smhyYuT5yRnJm9PNAIECBAgQIAAAQIECBBokEDTC+BTMlZV/F6Y/Eby+WSx1snME5PfT85P\nrkouTjQCBKZY4Kyzztp8wAEHPH52dvYp3W73sE6ns3ter08um5ub+8AZZ5zxrSnunkMnQIBA\nawXOecDTf2D33WafOTM3e8xMZ+aAmZnu9pnuzJVznZmPXnvtdz511swn7m4tjo4TIDBUoAq/\nJrcqZo9LHpHcOUJH6/7gryd1Bvj0EdZfr1VOzQe9Kdk7cT/yeqn6nNYKVOF74IEHnppC97eD\nsF8K3x153ZrUbR93JXPz7/9q586d//OlL33plXmvESBAgMAGF3jrAScfNrN50++l4H3uzPd/\nt9fv9S0pfudmOt0d3W5na/5ye3Pm/ebV1972ZoXwBh9QhzctAvV3qKqlTkjqatqpbk2/B/jR\nGZ0apFGK3xrI+oX5xeSgeqMRIDB9Auedd979U/x+Mkf+Ryl875fU77ndk97vuy2Z3i2pfwD8\n8U2bNn1527Zt/y3TGgECBAhsYIE3H/ys/zazZfbL+e394yl+63d4/S6v3+n1Gz2/4zu7Z+5s\npu/X7cz80aEH7fPJ8x70zPvfs9x/CBAgMC/Q+wthU0GuS8eOSr7/y3H5XtYZ4Cqa6wFZGgEC\nUyZw9tln75OzvpfmsI9ORvn/vv5FM39h6rz73HPPfd6UddfhEiBAoDUCb3nQyc/b1J15dxW5\n6XT97h7aUh1vSSF89JbZzqVn7/+0fYaubCEBAq0SaHoB/LaM5sOTv06OHTKy9a+IdQ9w3Su8\nZ/K+RCNAYMoEtm7d+o4UswfnsJf9y9GCruU24dm3pQh+1IL53hIgQIDAhAXecsDJj5qd3fS2\n75/lXdHB1J8FB++9x+Z3rGgrKxMg0GiBpj8E6+0ZvQcmr02emVybXJN8O7ktqX8RrKdAPzg5\nMKkHJrwiuSjRCBCYIoEUr0/N4f5Ystp/2Evt3PmjbP+kKeq2QyVAgEDjBWY3z9bv5jpZsZq2\nW3em82NvOvDkp774ugs+spoPsA0BAs0SWO1fFKdFoZsD/YPk8OSdSf3yrDPBT0/qcsd6rUue\n68FTv58cltQvWY0AgSkTSPH6m2s85C35jCfmfuDHrPFzbE6AAAEC6yTwZwc94zG53/eJ+bhR\nbmtZcq+bZmfX+mfEkp9tAQEC0yXQ9AK4Nxr1hNfnJ/Vwq32T+t7fhyb3TfZKHpL8SvKNRCNA\nYMoE3vjGN9aVHMengF3r77TtuYf4J6as+w6XAAECzRXozOZ3cr7iaA2tHozVmekc95Z9nlp/\nVmgECLRcYK1/WZxGvrr0uQrdrya3TmMHHDMBAvcW2H333Y9N8Xvvmat7Vw/EesLqNrUVAQIE\nCKy3QKfbze/kex58tdaP7nT22TrseTBr/XzbEyAwJQJNvwd4pcPwkmxwenJusm2lG/etX/cd\n12eM+iCeQ/q2NUmAwAoF8gCrH8gm9V2/u69w04HVUwD7GrQBFTMIECAwMYH1+Z2c7wjuzHXr\nzwqNAIGWCyiA7/0DcEDe1j3B9bqWVpfq/HsyagE86nprOSbbEmisQIrWuVy6nJe1nwXO58w1\nFkrHCBAgMHUCnXX5nZyHwnS6ndl1+aypI3TABAjcS0ABfC+Oe87aviezrr/37BW/q8usf20F\nW52adU9awfpWJUCgTyBF6zUpftfrH5Ku6vtokwQIECAwSYHOzFXZ/cPWegid7szWuZmuZ72s\nFdL2BBog0MZ7gIcNWxW+X0zWWgAP24dlBAiss8B3vvOdS/ORd63Dx9bVGx9bh8/xEQQIECCw\nDgJzc938Tl7bQ7DuOYxO565b7r7zM+twSD6CAIEpF1AAT/kAOnwCBGZmXvnKV9ZXmX00WWsR\nvFvOJL+XKQECBAhsDIGdd9/93pnuzG5rPJq7cqXQR195/d/WnxUaAQItF1AAt/wHQPcJNEVg\n586dv5W+rOW2jnqI1rtOO+20K5pioh8ECBCYdoHTbvjwFd2Z7rvSj/odvbrW7W6em5urPyM0\nAgQIzCiA/RAQINAIgZe+9KWfS0felKz4L0nzD7767p133vnKRmDoBAECBBoksL2741fTne92\nuzOreYhV/ZnwplOvu6D+jNAIECCwprMl08BXD5faZxUHenG2uWQV29mEAIHJCvxiitlH5DLm\nY3MYoz4Ua2fWzwnknc8688wzr5ns4ds7AQIECCwUOOObf/uNNx948rM2bdr0sZlud9NMp7Np\n4TpLvK/i9zN3XfvNX1xiudkECLRQYO3fGbKx0b6QwztiFYd4VrZ5zSq2W+0mVajXmau9E/en\nrFbRdgQicPbZZ++2ZcuWN+e7gX86b/PNFzPD/qJ0Z5bfkqL5Gaeffvo/ZlojQIAAgQ0q8GcH\nPv3ozuzmC2Y6M/vmEJe+L7g7szPL8+Dn7vl3XHv3qWfOfLh+12sECKxeoE4q1P9HJyRTf5Kw\n6QVwfeF5fa3R8cnfJG9NRmlfyUqVcTUF8Lik7ac1Atu2bXtSzuy+Lh0+KgVu/dKey/tOpusL\ng3fLy+2Z94c58/v6M844o6Y1AgQIENjgAn92/8fdp7v7/r+Se/h+Ob/N985fZO+sb/id6ebX\ne6c725npVGH8ubnu3KtedO0H/26Dd8fhEZgWAQXwtIzU/HHWL8JPJkcmxyV1VnijNQXwRhsR\nx9MYgXPOOeeQXDb35BS9P5Sit36B35iHoVz28Y9//NPvfve76yyBRoAAAQJTJnBKru552g88\n80fmZmeOSTF8/5TAO1ICf+17Mzs+VpdMT1l3HC6BjS7QqAJ4o2Ov1/E9Mh9UZ4A+vV4fuM6f\nUwVwXaq51zp/ro8jQIAAAQIECBAgQIDAWgSqAK5a5fi1fMhG2bYtT4H+csB/PakHYh2+UfAd\nBwECBAgQIECAAAECBAgQaJuAM8BtG3H9JUCAAAECBAgQIDAdAs4AT8c4OUoCBAgQIECAAAEC\nBAgQIPAfAm25BPo/emyKAAECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu\n35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECA\nAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDr\nNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAEC\nBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQEC\nBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFop\noABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQ\nIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu\n35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECA\nAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDr\nNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAEC\nBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQEC\nBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFop\noABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQ\nIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu\n35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECA\nAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDr\nNAECBAgQIECAAAECBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAEC\nBNonoABu35jrMQECBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonoABu35jrMQEC\nBAgQIECAAAECBFopoABu5bDrNAECBAgQIECAAAECBNonsHmZLu+W5aspku/Kdncv89kWEyBA\ngAABAgQIECBAgACBsQksV9x+Jkfy3VXkN8bWAzsiQIAAAQIECBAgQIAAAQIjCCx3BvjifMa3\nRvichatcsXCG9wQIECBAgAABAgQIECBAYJICyxXAL53kwdk3AQIECBAgQIAAAQIECBBYL4Hl\nLoEetp89svDw5Nj5lfYatrJlBAgQIECAAAECBAgQIEBgkgKrKYAPzQH/7+SO5IvJG5Jqf5m8\nNqkHZ2kECBAgQIAAAQIECBAgQGBDCSx3CfTCgz0wMz6f3C/5t2TPpNc6maiHXz07OTrZnmgE\nCBAgQIAAAQIECBAgQGBDCKz0DPDZOeq69PnE5BFJFcO99pxM/E7yyOTnejO9EiBAgAABAgQI\nECBAgACBjSCw0gL4STnoc5JPL3LwOzPvNcmtyXGLLDeLAAECBAgQIECAAAECBAhMTGAlBfA+\nOcr9kq8MOdq7suzL8+sNWc0iAgQIECBAgAABAgQIECAwXoGVFMC35dDqO4GPGXKIVSTXJdCX\nD1nHIgIECBAgQIAAAQIECBAgMHaBlRTAdXAfTl6U/EKyd9Lf7ps3f5Hsm3y0f4FpAgQIECBA\ngAABAgQIECAwbQJV5F6ddJO617fOCF+bvC/5dlLz/zzRViZwalYvO9+lvDI3axMgQIAAAQIE\nCBAgsGsFtubjq1Y5ftfuZuN++v1zaNuSO5OC6KUK4F9MNiXaygQUwCvzsjYBAgQIECBAgAAB\nAuMRaH0B3GOuQvew5ITkQb2ZXlcloABeFZuNCBAgQIAAAQIECBDYxQKNKoBXeg9wv21drrt/\nUiBVDHcSjQABAgQIECBAgAABAgQIbEiB1RTAR6QnFyR1D/BlyceTui/4hqQejrU50QgQIECA\nAAECBAgQIECAwIYSWGmx+ogc/aeTOvv7qaS+87cK4YOTJyV/nByX/EyiESBAgAABAgQIECBA\ngACBqRX4+xz5HcmJi/Rg98x7c1IPxfqJRZabtbSAe4CXtrGEAAECBAgQIECAAIHJCbT2HuA6\nW1xnd/8w+YdF/Ldn3kuS+mqkkxZZbhYBAgQIECBAgAABAgQIEJiYwEruAa4CuHLNkKO9O8u+\nnuw7ZB2LCBAgQIAAAQIECBAgQIDA2AVWUgDXGd5Lk59K6qnPi7W6F/ixyWJniBdb3zwCBAgQ\nIECAAAECBAgQILAhBO6To9ivL0dn+rbkg8lRyZakWl0X/tTkiuQDSZ0p1kYXcA/w6FbWJECA\nAAECBAgQIEBgfAKNugd4ObZ/ygr1UKulsjPLqiDuX/6dvP+fiTa6gAJ4dCtrEiBAgAABAgQI\nECAwPoFGFcDLnan9RFyvWoXtarZZxW5sQoAAAQIECBAgQIAAAQIERhNYrgD+5dE+xloECBAg\nQIAAAQIECBAgQGBjC6zkIVij9qQekHXAqCtbjwABAgQIECBAgAABAgQIjENguTPAix3DszPz\nOUl91VHvIVidTNdn7ZH8cHJuclaiESBAgAABAgQIECBAgACBDSGw0gL453PUb13myL+a5fXw\nLI0AAQIECBAgQIAAAQIECGwYgZVeAv2rOfJ66vPPJgcltye/ljwseUFyc/Kx5H2JRoAAAQIE\nCBAgQIAAAQIEplKg7u3dkbyr7+ir2H1/3/sjM11fjXRM3zyTywv4GqTljaxBgAABAgQIECBA\ngMD4BRr1NUgrOQO8d6zrnt9P9ZlfnunH9L3/Qqb/PfnxvnkmCRAgQIAAAQIECBAgQIDAxAVW\nUgDfmqO9MXl431FXAXxo0v/U56vz/hF965gkQIAAAQIECBAgQIAAAQITF1hJAVwHWw+3qqdA\nH1tv0r70/Zd75tXkfZITk7pPWCNAgAABAgQIECBAgAABAlMrcESOvO4Dnksel1QBfUWyPakH\nX92QdJN6SJY2uoB7gEe3siYBAgQIECBAgAABAuMTaNQ9wKthe2I2ujB56PzGj83rN5MqfCt/\nmaz0zHI2aXVTALd6+HWeAAECBAgQIECAwIYVaH0BvNjI1BOiqxA+bLGF5i0roABelsgKBAgQ\nIECAAAECBAhMQKBRBfDmdQKsrz76/Dp91jg/5sHZWX2HcV26/ZXke4lGgAABAgQIECBAgAAB\nAg0UWO5S5d3S5z1WkfUqrNdKflo+4O3zx9//WYfnzWXJVclHkvr6puuSVyV1NlsjQIAAAQIE\nCBAgQIAAgZYJ1FOfe/f2ruT1tzaI01vnj3/fvuM5JNO3zM+vInhbUkXyNfPz3pjXcTeXQI9b\n3P4IECBAgAABAgQIEBhFoFWXQF8ckW+NorJgnXoy9EZtv5cDq4L4F5M/6TvIPTP95uRlyYeS\njyUaAQIECBAgQIAAAQIECBCYCoHFzgB/LUf+mSWOvi73vjH53SWW76rZzgDvKlmfS4AAAQIE\nCBAgQIDAWgQadQZ4uXuA1wK1UbfdJwf2pSUOrh6CdXnyqCWWm02AAAECBAgQIECAAAECUyrQ\nxgL4cxmregjWYu1+mXlMUg/E0ggQIECAAAECBAgQIECgQQJtKYA/mzE7P3l5Uvc1H508K+lv\nh+ZN3RNcp/g/2b/ANAECBAgQIECAAAECBAgQ2OgCz80Bvie5Mln4FOur+w7+5EzfNb/ORXnt\n9C0bx6R7gMehbB8ECBAgQIAAAQIECKxUoFH3AG+U7+td6SCMuv5fZcVKtXry8xF96S9y67t/\n6/7fdyT1FOgqljUCBAgQIECAAAECBAgQIDAgUIX0w5L+onJgpQ08o57+vGWCx+cM8ATx7ZoA\nAQIECBAgQIAAgSUFGnUGeDX3AD8nNOf18Twz099O6unJ1yZPS6at1dnfugRaI0CAAAECBAgQ\nIECAAIGGCqz0jO2z4/DeZHuyZ1JfKfT1+deP5vW4pC4fPiq5Ipm29pIc8OnJucm2NRz8/tn2\n95L615JR2kOy0gnJ3skdo2xgHQIECBAgQIAAAQIECIxBoGqaO5OqVy4Zw/526S5Wegb4t3I0\nX0uOTarQ/fGk7q19Q/LU5Mj591UoT2M7IAf96KReNQIECBAgQIAAAQIECBBoqUAVy99Lfqev\n/+/MdBXCVRD32r9m4vzemyl7nVQBfGqcynGvKfNyuAQIECBAgAABAgQINFugUfcAr+Qp0PfJ\nuO6efGt+fOvJySclNyWXzc+rl1pn1Et/+zbbEJPX5ygqGgECBAgQIECAAAECBAg0TGAll0Df\nmr5XsXvivMFT8rpfcmEyNz+vLoH+oaS+d3ejtjrmH0zqqdUHJc66BkEjQIAAAQIECBAgQIAA\ngXsL/FHe1qW6n0huTKrwfUJS7TeTeoDTzuQ/JxupVWH+luSGpI5/YeqBXfVk6wckk2gugZ6E\nun0SIECAAAECBAgQILCcQKMugV6uswuX1+XNf5HUvcBVTJ6R9NrHMvHd5Gd6MzbI66tzHL2C\nt55YfXHyweSdyYeTzyTXJbVOFfUvSMbdFMDjFrc/AgQIECBAgAABAgRGEWh1AdwDKoRO7838\naz09ue4T3kjtlBxMFbZV6D52yIFVXx6f1L3MtX494nucTQE8Tm37IkCAAAECBAgQIEBgVAEF\n8KhSG2C983MMdXnzbiMeS90ffFuylu8AHnFX91pNAXwvDm8IECBAgAABAgQIENggAo0qgJd7\nCnQVhFuSevjV3cn9knr683Kt7gWuTLrVWelLkvri5lHazVnpi0k9HEsjQIAAAQIECBAgQIAA\ngQYJLPcU6I+nr/W1QEfM97kuEa73y+VX5tef9Evd23tUUkX8KK0K/iqaLx9lZesQIECAAAEC\nBAgQIECAwPQILHcGuB5s9dWkzoxWq3tpH3jP1PD//OvwxWNb+rbs6S+Tv05+J6kHXi3W6h7g\nH0nekOyZvC/RCBAgQIAAAQIECBAgQIDA1AhUYfuypC7HrodbXZNcmlyQvGP+tS6R/mZSy+9K\nfikZd3MP8LjF7Y8AAQIECBAgQIAAgVEEGnUP8Cgd7l9nlKcjH54NfrJ/ow0wfViOoQrea5Mq\ndPtTxXGd5a6zv4ckk2gK4Emo2ycBAgQIECBAgAABAssJtLoAvjI6Zye7LaJUZ1tfnmxPfmuR\n5Rtl1j45kCp0H5Lsu0EOSgG8QQbCYRAgQIAAAQIECBAgcC+BVhfAdelwnT39QvLQPpaDM133\nC9eybyZ1P602uoACeHQraxIgQIAAAQIECBAgMD6BVhfA9RVIdXb37uT25OeSuty5viapit//\nldw30VYmoABemZe1CRAgQIAAAQIECBAYj0CrC+Ae8fGZqPtmq+itXJ08LdFWJ6AAXp2brQgQ\nIECAAAECBAgQ2LUCjSqAl/se4KUo6z7fWxcs3LngvbcECBAgQIAAAQIECBAgQGDDCKy0AK6H\nX/1u8tnkMclvJc9P9k4+krw5qYdMaQQIECBAgAABAgQIECBAYKoF/iFHX5c81+XP/6WvJ/UQ\nrL9LepdDH9e3zOTyAi6BXt7IGgQIECBAgAABAgQIjF+g1ZdAHxTvOst7RFJngXvtmkw8OXlF\n8sDkqYlGgAABAgQIECBAgAABAgSmVuBxIxz54VmnngytjS7gDPDoVtYkQIAAAQIECBAgQGB8\nAo06A7x5hW4XjbD+v2adG0ZYzyoECBAgQIAAAQIECBAgQGBsAistgOvAnp08J9k32ZJU6yT1\nWXskP5ycm5yVaAQIECBAgAABAgQIECBAYEMIrLQA/vkc9VuXOfJ6QNY/LbOOxQQIECBAgAAB\nAgQIECBAYKwCK/0apF/N0d2W/GxSD8S6Pfm15GHJC5Kbk48l70s0AgQIECBAgAABAgQIECAw\nlQKbcpCeiD8AAEAASURBVNQ7knf1HX0Vu+/ve39kpncmx/TNM7m8gIdgLW9kDQIECBAgQIAA\nAQIExi/QqIdgreQM8N6xrnt+P9VnfnmmH9P3/guZ/vfkx/vmmSRAgAABAgQIECBAgAABAhMX\nWEkBfGuO9sbk4X1HXQXwockBffOuzvQj+t6bJECAAAECBAgQIECAAAECExdYSQFcB1sPt6qn\nQB9bb9K+9P2Xe+bV5H2SE5O6T1gjQIAAAQIECBAgQIAAAQJTK3BEjrzuA55LHpdUAX1Fsj2p\nB1/V9/92k3pIlja6gHuAR7eyJgECBAgQIECAAAEC4xNo1D3Aq2F7Yja6MHno/MaPzes3kyp8\nK3+ZrPTMcjZpdVMAt3r4dZ4AAQIECBAgQIDAhhVofQG82MjUE6KrED5ssYXmLSugAF6WyAoE\nCBAgQIAAAQIECExAoFEF8OZ1AqyvPvr8On2WjyFAgAABAgQIECBAgAABAusu4FLldSf1gQQI\nECBAgAABAgQIECCwEQUUwBtxVBwTAQIECBAgQIAAAQIECKy7gAJ43Ul9IAECBAgQIECAAAEC\nBAhsRAEF8EYcFcdEgAABAgQIECBAgAABAususFwBXE/80ggQIECAAAECBAgQIECAwNQLLFcA\nvzc9PGnqe6kDBAgQIECAAAECBAgQINB6geUK4IMidGHyJ8merdcCQIAAAQIECBAgQIAAAQJT\nK7BcAfwL6dn/m5yRfCH5L4lGgAABAgQIECBAgAABAgQaKbBHevWGZGdyV3JWsjnR1k/g1HxU\nN9lr/T7SJxEgQIAAAQIECBAgQGDNAvVcqKpVjl/zJ03ZBxyX4/3XpDr/2eRhibY+Agrg9XH0\nKQQIECBAgAABAgQIrK9AowrglZzJvTSORySvTH4jqUui/zi5OVnYPp0ZFY0AAQIECBAgQIAA\nAQIECEytQCdH/tqkzgQvlbOyTBtdwBng0a2sSYAAAQIECBAgQIDA+ARaewa4iI9M/jSpy6Fv\nTere4FuSha0ukdYIECBAgAABAgQIECBAgMDUCeyeI/695O6kzvp+ODk40dZHwBng9XH0KQQI\nECBAgAABAgQIrK9Ao84Aj0LzuKx0eVKFb531/R+Jtr4CCuD19fRpBAgQIECAAAECBAisj0Cr\nCuDfjll9/VEVvxcmhyTa+gsogNff1CcSIECAAAECBAgQILB2gUYVwLPLeDwzy29PqkD7seQb\niUaAAAECBAgQIECAAAECBKZOYLmvQfpoelRfdXT11PXMARMgQIAAAQIECBAgQIAAgT6B5Qrg\n+s5fjQABAgQIECBAgAABAgQITL3AcpdAT30HdYAAAQIECBAgQIAAAQIECJSAAtjPAQECBAgQ\nIECAAAECBAi0QkAB3Iph1kkCBAgQIECAAAECBAgQUAD7GSBAgAABAgQIECBAgACBVggogFsx\nzDpJgAABAgQIECBAgAABAgpgPwMECBAgQIAAAQIECBAg0AoBBXArhlknCRAgQIAAAQIECBAg\nQEAB7GeAAAECBAgQIECAAAECBFohoABuxTDrJAECBAgQIECAAAECBAgogP0MECBAgAABAgQI\nECBAgEArBBTArRhmnSRAgAABAgQIECBAgAABBbCfAQIECBAgQIAAAQIECBBohYACuBXDrJME\nCBAgQIAAAQIECBAgoAD2M0CAAAECBAgQIECAAAECrRBQALdimHWSAAECBAgQIECAAAECBBTA\nfgYIECBAgAABAgQIECBAoBUCCuBWDLNOEiBAgAABAgQIECBAgIAC2M8AAQIECBAgQIAAAQIE\nCLRCQAHcimHWSQIECBAgQIAAAQIECBBQAPsZIECAAAECBAgQIECAAIFWCCiAWzHMOkmAAAEC\nBAgQIECAAAECCmA/AwQIECBAgAABAgQIECDQCgEFcCuGWScJECBAgAABAgQIECBAQAHsZ4AA\nAQIECBAgQIAAAQIEWiGgAG7FMOskAQIECBAgQIAAAQIECCiA/QwQIECAAAECBAgQIECAQCsE\nFMCtGGadJECAAAECBAgQIECAAAEFsJ8BAgQIECBAgAABAgQIEGiFgAK4FcOskwQIECBAgAAB\nAgQIECCgAPYzQIAAAQIECBAgQIAAAQKtEFAAt2KYdZIAAQIECBAgQIAAAQIEFMB+BggQIECA\nAAECBAgQIECgFQIK4FYMs04SIECAAAECBAgQIECAgALYzwABAgQIECBAgAABAgQItEJAAdyK\nYdZJAgQIECBAgAABAgQIEFAA+xkgQIAAAQIECBAgQIAAgVYIKIBbMcw6SYAAAQIECBAgQIAA\nAQIKYD8DBAgQIECAAAECBAgQINAKAQVwK4ZZJwkQIECAAAECBAgQIEBAAexngAABAgQIECBA\ngAABAgRaIaAAbsUw6yQBAgQIECBAgAABAgQIKID9DBAgQIAAAQIECBAgQIBAKwQUwK0YZp0k\nQIAAAQIECBAgQIAAAQWwnwECBAgQIECAAAECBAgQaIWAArgVw6yTBAgQIECAAAECBAgQIKAA\n9jNAgAABAgQIECBAgAABAq0QUAC3Yph1kgABAgQIECBAgAABAgQUwH4GCBAgQIAAAQIECBAg\nQKAVAptb0ct7d3K/vN032S25PbkluSPRCBAgQIAAAQIECBAgQKDBAm05A3xkxvAtyQ3JTcnX\nksuTa5Iqgq9IzksekGgECBAgQIAAAQIECBAg0ECBNpwBfnXG7TXzY3d1Xi9JqgiuwrfOBO+f\nHJq8OHlOcmby9kQjQIAAAQIECBAgQIAAgQYJNL0APiVjVcXvhclvJJ9PFmudzDwx+f3k/OSq\n5OJEI0BgygXOedBJh+wxs/XJ3U7nhzrdma1zMzM3zs7NXPbhb33g0++emdk55d1z+AQIEGil\nwCmnnLLpR3/0R39kdnb2mADcv9Pp7Oh2u1/buXPnx84444xvtBJFpwkQGEmgCr8mtypmj0se\nkdw5Qkfr/uCvJ3UG+PQR1l+vVU7NB70p2TtxP/J6qfqcVgu85aBnPGm2M/u6IBzVnene2el2\n5mbyn5lup9vNMwA6ne7tKYb/sLP9pje88MaLvtNqLJ0nQIDAlAi87nWvu8++++77KzncX07R\nu3eK3jvzml/s9at9ZjaT9YyXz+Xtq04//fS/m5JuOUwCG11gaw6waqkTkrqadqpb0wvgL2V0\n/jn5mRWM0qez7s3JM1ewzVpXVQCvVdD2BOYFzp552m57HbT5zZ2Zzk9nVnemM7NpCM6dWeOW\n7tzdz3jhdR/6xyHrWUSAAAECExbYtm3b0SlwL8hh9B5mutQR1dU9nbm5ufPvuuuuU88888xR\nToIs9VnmEyAwM9OoArjpD8G6Lj+xRyVbRvzJrTPAj07qAVkaAQJTJnDezFFb9j54y0fzF6Sf\nSuE7u0zxW73LmYLu/TubNl/05gNPrtsgNAIECBDYgAJ/+qd/emJ+t1+UQ7tfUmd5h7X6h89c\nHT37U1u3bv3oeeedN+rfA4d9pmUECDREoOkF8NsyTg9P/jo5dsiY1Znw+stv3Su8Z/K+RCNA\nYMoEthz0oD/OIdf/6/UvlaO1TmdTLpzbvGnTpve/+aCnHTzaRtYiQIAAgXEJnHPOOYfkd/QH\ncllzPbtm2FU9Cw9pa4rm+jOh/mzQCBAgcI9A0wvgupf35cmTkkuTa+Zf6/KZdyT1eklybfKp\n5LHJK5L6F0aNAIEpEsgZ3KNyuC9ORi9+5/vXqbPF+cev2ZlNr5+f5YUAAQIENojA5s2b/58c\nyh4pZlfz99b6M+HFOYNcf0ZoBAgQuOcvfU1mqAci/EFyePLOpM701r8EPj153vxrXfJcD56q\nJ0AflvxRohEgMGUCs7ObXjPT6dy9hsPemvuGf+q8Bz7tP63hM2xKgAABAusokMuX63fyTyUr\n/sfNvsO4O2eQX9P33iQBAi0WWM2/pE0j15U56OcnByX14IT63t+HJvdN9koektQTBb+RaAQI\nTJnA6w84aa+cxX1KDnvLmg69M3Pnps2bf2JNn2FjAgQIEFg3gVz2XL+T1/oQq/qz4Smvf/3r\n6+98GgECLRdoSwHcP8y35U0Vul9Nbu1fYJoAgekU2G/z1uNmut21Fb/3dL2z++xs58nTqeCo\nCRAg0EiB+p28+zr0bMvee+9dVwFqBAi0XKAeJqD9h8BLMnl6cm6y7T9mr3hqn2zxa8mol+s8\nasV7sAEBAn0Cswfn63135B6H5Z4M2rfNEpPdmR9cYonZBAgQIDB+gR9cj13mTPKOPBX6kPX4\nLJ9BgMB0CyiA7z1+B+Rt3RNcr2tp9S+VdYn1qGek1rq/tRyrbQlMvcBsdy5fedSpe/7XoXXb\neGXMOrj5CAIECKy/wCoffDVwIPmc1MB+vw/AmEGghQIK4HsPep35fU9y/b1nr/jdDdniOSvY\n6tSs+6YVrG9VAgT6BLqznW91up2t9zzmrm/+KievXeV2NiNAgACBdRZI0XptiteHrMPHbp2b\nm/vWOnyOjyBAYMoFnOm49wBW4fvFZK0F8L0/1TsCBHapQPe2HZ/JDtbhDHB3e7fT+eQuPVgf\nToAAAQIjC6QArt/J20feYOkVu9u3b68/KzQCBFou0MYCeL+M+Q8mD0vqqdCeCBgEjcA0C7zo\nto/c1J3pXtrtzsytrR+d3We6c+9d22fYmgABAgTWSyBnf+t38poegpUiuv5suOTlL3/5Tet1\nXD6HAIHpFWhLAXxkhugtSV2aXL/8vpZcnlyT3J5ckZyXPCDRCBCYQoGdc3O/vcbDvitPkv77\nF177wX9e4+fYnAABAgTWSeD000//5xSwf5+Pu2stH5nLn1+7lu1tS4BAcwTaUAC/OsP1+eSF\nyfeSS5ILknclFyafTfZMXpz8W/KCRCNAYMoEXnzdBR/pzHTr/+nVfl9kd+7uuV+asm47XAIE\nCDReIAVw/W5e7W0u9WfChS95yUs+0ngoHSRAYCSBphfAp0ThNUn9pfio5MHJCckzkuclT0uO\nTR6UPCGpM8PnJ7WORoDAlAnc/r27n59Dris7dqzo0HPp9Nzczp970fUX/MuKtrMyAQIECOxy\ngRSv/5Jf0j+XHa30NpcdKZ6v2bFjR/3ZoBEgQOAegaYXwM9OL69M6rXOAi/VulnwqeSk5DvJ\nzyYaAQJTJnDmTR++7a657nE5T/CP+Z96lMvlUih3t+/szJzyom9e8M4p667DJUCAQGsEUgS/\nM8VsndjYnozyj5z1Z8A/5h7i484888zbWgOlowQILCvQ9AL40RGoS57r8pdR2s1ZqZ4CXQ/H\n0ggQmEKB0775gRuvvva2J+RbgX8phfC3v/9grO72TPfOHNRfiu7M/b55btbM38zcNffIU695\n/3umsKsOmQABAq0SyP3A79m5c+cj0+m/SerkRf39rvePnfU7fnt+tc8l3870L1133XVPOO20\n027MtEaAAIH/I9D5P1PNnPjbdOuQpArh3i/IYT2tJ0R/PTkveeWwFdd5We97gPfO596xzp/t\n4wi0VuCsmf+6+aCD7vP42e7MU/IdwYfNzNRTnvM1Z7Nzl22/c+4DZ/x/H/KdkK396dBxAgSm\nWeCcc875gdnZ2WfmDO8xyQEperfn9cpcKv3R66+//lNnnXXW3dPcP8dOYIMJbM3x1D84nZDU\nyUVtAwv8dI6t/oXw/Und67tUq38IODGp74erX5iPS8bZqgCu4/SVTONUty8CBAgQIECAAAEC\nBJYTqAK4apXjl1txGpZvnoaDXMMxvj3bPjCpR98/M7k2qQfk1KUxdT/IPsn+yYOTA5Mqfl+R\nXJRoBAgQIECAAAECBAgQIEBg6gRy6ePMO5IqgOtfL/pTlxx/NXlDUpdLT6I5AzwJdfskQIAA\nAQIECBAgQGA5AWeAlxPagMvrSdDPnz+uOuu7b7J7ckNya6IRIECAAAECBAgQIECAQMMFmn4J\n9GLDV5c+VzQCBAgQIECAAAECBAgQaJFA078GqUVDqasECBAgQIAAAQIECBAgMExAATxMxzIC\nBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQI\nEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSME\nCBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQ\nIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIE\nCBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQ\naIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQI\nECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAg\nMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQI\nECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBo\njIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQ\nIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAw\nTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQ\nIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiM\ngAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAg\nQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBM\nQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAg\nQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyA\nArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBA\ngAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExA\nATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBA\ngAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIAC\nuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECA\nAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEAB\nPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECA\nAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4\nMUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAA\nAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8\nTMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTEABPEzHMgIECBAgQIAA\nAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxMxzICBAgQIECAAAECBAgQaIyAArgx\nQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAABAgQIEGiMgAK4MUOpIwQIECBAgAAB\nAgQIECAwTEABPEzHMgIECBAgQIAAAQIECBBojIACuDFDqSMECBAgQIAAAQIECBAgMExAATxM\nxzICBAgQIECAAAECBAgQaIyAArgxQ6kjBAgQIECAAAECBAgQIDBMQAE8TMcyAgQIECBAgAAB\nAgQIEGiMgAK4MUOpIwQIECBAgAABAgQIECAwTGDzsIUtWPbg9PFhyQ3JV5LvJRoBAgQIECBA\ngAABAgQINFCg6WeAT8uYvT3ZY8HYHZ73lyVXJR9JvpBcl7wq2ZRoBAgQIECAAAECBAgQIEBg\nqgTemqPtJvv2HfUhmb5lfn4VwduSKpKvmZ/3xryOu52aHdZx7jXuHdsfAQIECBAgQIAAAQIE\nhghszbKqVY4fso5FG0RgsQL4/BxbDeAvLDjGPfO+t+zJC5bt6rcK4F0t7PMJECBAgAABAgQI\nEFiNQKMK4KZfAr3YAJ+QmZ9N/mTBwu/m/YuSbydPXLDMWwIECBAgQIAAAQIECBCYcoE2FsD7\nZMy+tMS41UOwLk8etcRyswkQIECAAAECBAgQIEBgSgXaWAB/LmNVD8FarN0vM49J6oFYGgEC\nBAgQIECAAAECBAg0SKAtBXBd8lz39748uTg5OnlW0t8OzZu6LLqucf9k/wLTBAgQIECAAAEC\nBAgQIEBgows8Nwf4nuTKpB581Z+r877XTs7EXUktvyjpJONsHoI1Tm37IkCAAAECBAgQIEBg\nVIFGPQRr86i9ntL1/irHXalWX4V0RF/6i9z67t+6//cdycuSKoQ1AgQIECBAgAABAgQIECDQ\nOIE90qMtE+yVM8ATxLdrAgQIECBAgAABAgSWFHAGeEma6V1QZ381AgQIECBAgAABAgQIEGiw\nQFsegjXqEL4kK/5zcvqoG1iPAAECBAgQIECAAAECBKZDQAF873E6IG8fndSrRoAAAQIECBAg\nQIAAAQINEmj6Q7BWOlTnZoN6avT1K93Q+gQIECBAgAABAgQIECCwsQUUwPcenyp816P43TOf\n89KkbhgfpdX3EmsECBAgQIAAAQIECBAgsAsF2lgA7xfP+kqk3ZLbk1uSO5L1bPfNhz0jGfXJ\n0g9cz537LAIECBAgQIAAAQIECBBor8CR6fpbkhuS+o7fhbki885LHpBMovkapEmo2ycBAgQI\nECBAgAABAssJ+Bqk5YQ22PJX53heM39MV+f1kuSmpM7+1png/ZNDkxcnz0nOTN6eaAQIECBA\ngAABAgQIECBAYGoETsmR1tneDyePHXLUnSx7fHJZUuufkIyzOQM8Tm37IkCAAAECBAgQIEBg\nVIFGnQEetdPTut75OfC6vLnu9x2l1f3BtyXbRll5HddRAK8jpo8iQIAAAQIECBAgQGDdBBpV\nADf9e4DrO33rkuc7Rxz+m7PeF5ODRlzfagQIECBAgAABAgQIECAwJQJNL4CvyzgclWwZcTzq\nDHAVzZePuL7VCBD4/9u7FyhZ6vpO4Fy4l6egEMWA4SGCD0hQBIPCooB4DBKSJUENEoXEQ1zX\nEzfq8RETRSOuISS7uq6abJCIImTdoKhrRKOSBXwiqKwggkg0gAqCoIAgr/3+vF1upa2Z29PT\n0zPT9fmf86XrXfX/VN2hf1PVPQQIECBAgAABAgQIrBKBWS+AT895eHRydrL/POekPgN8UHJu\nUn/D95xEI0CAAAECBAgQIECAAIEZEpj1vwNc3+Zcf2P3pOTI5Lrk2uSmpD7ru02yXbJLskNy\nT/Ky5NOJRoAAAQIECBAgQIAAAQIEVp3Abjnis5IqgIf/BvDtmXZV8pfJTslytBOy0zqurZZj\n5/ZJgAABAgQIECBAgACBOQRm6kuwZv0OcHMOv5mBYwYjdde3/v7v5skNya2JRoAAAQIECBAg\nQIAAAQIzLtCXArh9GuvR50q1dckWyZ1J3YHVCBAgQIAAAQIECBAgQGBGBWb9S7A2dNpOyQJ3\nJPVN0RoBAgQIECBAgAABAgQIzLBA3wvgGT61ukaAAAECBAgQIECAAAECbQEFcFvDMAECBAgQ\nIECAAAECBAjMrIACeGZPrY4RIECAAAECBAgQIECAQFtAAdzWMEyAAAECBAgQIECAAAECMyvQ\nx2+Bbp/MMzJycXJNe6JhAgQIECBAgAABAgQIEJg9gb4XwF/MKa1oBAgQIECAAAECBAgQIDDj\nAh6BnvETrHsECBAgQIAAAQIECBAgsF5AAexKIECAAAECBAgQIECAAIFeCCiAe3GadZIAAQIE\nCBAgQIAAAQIEFMCuAQIECBAgQIAAAQIECBDohYACuBenWScJECBAgAABAgQIECBAQAHsGiBA\ngAABAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAECBBTArgECBAgQIECAAAECBAgQ6IWA\nArgXp1knCRAgQIAAAQIECBAgQEAB7BogQIAAAQIECBAgQIAAgV4IKIB7cZp1kgABAgQIECBA\ngAABAgQUwK4BAgQIECBAgAABAgQIEOiFgAK4F6dZJwkQIECAAAECBAgQIEBAAewaIECAAAEC\nBAgQIECAAIFeCCiAe3GadZIAAQIECBAgQIAAAQIEFMCuAQIECBAgQIAAAQIECBDohYACuBen\nWScJECBAgAABAgQIECBAQAHsGiBAgAABAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAEC\nBBTArgECBAgQIECAAAECBAgQ6IWAArgXp1knCRAgQIAAAQIECBAgQEAB7BogQIAAAQIECBAg\nQIAAgV4IKIB7cZp1kgABAgQIECBAgAABAgQUwK4BAgQIECBAgAABAgQIEOiFgAK4F6dZJwkQ\nIECAAAECBAgQIEBAAewaIECAAAECBAgQIECAAIFeCCiAe3GadZIAAQIECBAgQIAAAQIEFMCu\nAQIECBAgQIAAAQIECBDohYACuBenWScJECBAgAABAgQIECBAQAHsGiBAgAABAgQIECBAgACB\nXggogHtxmnWSAAECBAgQIECAAAECBBTArgECBAgQIECAAAECBAgQ6IWAArgXp1knCRAgQIAA\nAQIECBAgQEAB7BogQIAAAQIECBAgQIAAgV4IKIB7cZp1kgABAgQIECBAgAABAgQUwK4BAgQI\nECBAgAABAgQIEOiFgAK4F6dZJwkQIECAAAECBAgQIEBAAewaIECAAAECBAgQIECAAIFeCCiA\ne3GadZIAAQIECBAgQIAAAQIEFMCuAQIECBAgQIAAAQIECBDohYACuBenWScJECBAgAABAgQI\nECBAQAHsGiBAgAABAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAECBBTArgECBAgQIECA\nAAECBAgQ6IWAArgXp1knCRAgQIAAAQIECBAgQEAB7BogQIAAAQIECBAgQIAAgV4IKIB7cZp1\nkgABAgQIECBAgAABAgQUwK4BAgQIECBAgAABAgQIEOiFgAK4F6dZJwkQIECAAAECBAgQIEBA\nAewaIECAAAECBAgQIECAAIFeCCiAe3GadZIAAQIECBAgQIAAAQIEFMCuAQIECBAgQIAAAQIE\nCBDohYACuBenWScJECBAgAABAgQIECBAQAHsGiBAgAABAgQIECBAgACBXggogHtxmnWSAAEC\nBAgQIECAAAECBBTArgECBAgQIECAAAECBAgQ6IWAArgXp1knCRAgQIAAAQIECBAgQEAB7Bog\nQIAAAQIECBAgQIAAgV4IKIB7cZp1kgABAgQIECBAgAABAgQUwK4BAgQIECBAgAABAgQIEOiF\ngAK4F6dZJwkQIECAAAECBAgQIEBAAewaIECAAAECBAgQIECAAIFeCCiAe3GadZIAAQIECBAg\nQIAAAQIEFMCuAQIECBAgQIAAAQIECBDohYACuBenWScJECBAgAABAgQIECBAQAHsGiBAgAAB\nAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAECBBTArgECBAgQIECAAAECBAgQ6IWAArgX\np1knCRAgQIAAAQIECBAgQEAB7BogQIAAAQIECBAgQIAAgV4IKIB7cZp1kgABAgQIECBAgAAB\nAgQUwK4BAgQIECBAgAABAgQIEOiFgAK4F6dZJwkQIECAAAECBAgQIEBAAewaIECAAAECBAgQ\nIECAAIFeCCiAe3GadZIAAQIECBAgQIAAAQIEFMCuAQIECBAgQIAAAQIECBDohYACuBenWScJ\nECBAgAABAgQIECBAQAHsGiBAgAABAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAECBNb2\nkGDb9PmByWbJbcktye2JRoAAAQIECBAgQIAAAQIzLNCXO8D75ByemtyQ3Jxck1yRXJtUEXx1\n8jfJQxKNAAECBAgQIECAAAECBGZQoA93gF+b8/b6wbn7dl4/m1QRXIVv3QneLtk5+YPkt5MX\nJ2cmGgECBAgQIECAAAECBAgQWDUCz8yR3p98NHn8PEe9JvOenFyU1PIHJNNsJ2Rntd+tprlT\n+yJAgAABAgQIECBAgMAGBDbN/KpVnrSB5cxeAQLvzTHU4831ed9RWn0++IfJX4+y8ASXUQBP\nENOmCBAgQIAAAQIECBCYmMBMFcCz/hngvXPa65Hnu0Y8/T/IcpcmDxtxeYsRIECAAAECBAgQ\nIECAwCoRmPUC+Ds5D/sm60Y8H3UHuIrm+oIsjQABAgQIECBAgAABAgRmSGDWC+DTc64enZyd\n7D/PeavPAB+UnJtsmZyTaAQIECBAgAABAgQIECAwQwKz/i3Q9W3O2ycnJUcm1yX1p49uSuqz\nvtsk2yW7JDsk9yQvSz6daAQIECBAgAABAgQIECBAYNUJ7JYjPiupAri+wayd2zN+VfKXyU7J\ncrQTstM6Jt8CvRz69kmAAAECBAgQIECAwFwCM/UlWLN+B7g5id/MwDGDkbrrW3//d/PkhuTW\nRCNAgAABAgQIECBAgACBGRfoSwHcPo316HNFI0CAAAECBAgQIECAAIEeCcz6l2At9FS+MCt8\nJfkPC13R8gQIECBAgAABAgQIECCwsgUUwP/2/Dw0o/VnkOpVI0CAAAECBAgQIECAAIEZEujj\nI9Dznb53ZOb7k+/Nt5B5BAgQIECAAAECBAgQILD6BBTA//acVeE7ieK3vint2KReR2kHjrKQ\nZQgQIECAAAECBAgQIEBgfAEF8Ph2861Zj1C/NFk330Ktec2fP7q7Nc0gAQIECBAgQIAAAQIE\nCBCYOYEnpUf1d4BHvWM8cwA6RIAAAQIECBAgQIDAihSYqb8D7EuwVuQ15qAIECBAgAABAgQI\nECBAYNICs/4I9AkB22YMtM9knc+OsZ5VCBAgQIAAAQIECBAgQIDAsgh8KXutR4sXmhOnfLQe\ngZ4yuN0RIECAAAECBAgQIDCSwEw9Aj3rd4APzymtP2tUBeYHk9OSUdrXR1nIMgQIECBAgAAB\nAgQIECBAYCUJbJaD+VxyV7LPSjqw1rG4A9zCMEiAAAECBAgQIECAwIoRmKk7wH34EqwqfJ8/\nuHzeumIuIwdCgAABAgQIECBAgAABAlMV6EMBXKCXJa9O6guxfiXRCBAgQIAAAQIECBAgQIAA\ngWUQ8Aj0MqDbJQECBAgQIECAAAECGxTwCPQGiSxAgAABAgQIECBAgAABAgRWmEBfHoGei31d\nZmyRrJlrAdMJECBAgAABAgQIECBAYDYE+l4An5LTeEey72ycTr0gQIAAAQIECBAgQIAAgbkE\n+l4Az+ViOgECBAgQIECAAAECBAjMmIACeMZOqO4QIECAAAECBAgQIECAQLeAArjbxVQCBAgQ\nIECAAAECBAgQmDEBBfCMnVDdIUCAAAECBAgQIECAAIFugbXdk3sz9Yz09OLkmt70WEcJECBA\ngAABAgQIECDQU4G+F8BfzHmvaAQIECBAgAABAgQIECAw4wIegZ7xE6x7BAgQIECAAAECBAgQ\nILBeQAHsSiBAgAABAgQIECBAgACBXggogHtxmnWSAAECBAgQIECAAAECBBTArgECBAgQIECA\nAAECBAgQ6IWAArgXp1knCRAgQIAAAQIECBAgQEAB7BogQIAAAQIECBAgQIAAgV4IKIB7cZp1\nkgABAgQIECBAgAABAgT6/neAV9oVsOkyHFD9EmSTZdivXRIgQIAAAQIECBAgsDCBe7P4fQtb\nZdFLL0eNsuiDnmsDCuC5ZKY7/e7B7n403d3aGwECBAgQIECAAAECBEYS+MlIS63whdas8OPr\n0+Htl86um3KHH5H9vSf5o+SOKe/b7ghMW+Cg7PCw5MRp79j+CCyDwPGDfb5rGfZtlwSmLfD6\n7PATyQXT3rH9EZiywJbZ35uT5yZXT3nfVfxePOV92h2BiQvsnS3en2w78S3bIIGVJ/CCHNIV\nK++wHBGBJRF4V7Za0Qj0QaB+ttfPeI3ArAvUe/Z6717v4bUxBXwJ1phwViNAgAABAgQIECBA\ngACB1SWgAF5d58vREiBAgAABAgQIECBAgMCYAgrgMeGsRoAAAQIECBAgQIAAAQKrS0ABvLrO\nl6MlQIAAAQIECBAgQIAAgTEFFMBjwlmNAAECBAgQIECAAAECBFaXgAJ4dZ0vR0uAAAECBAgQ\nIECAAAECYwoogMeEsxoBAgQIECBAgAABAgQIrC4BBfDqOl+OlgABAgQIECBAgAABAgTGFFAA\njwlnNQIECBAgQIAAAQIECBBYXQJrV9fhOtoJC/wk27s/uWfC27U5AitRoK73u1figTkmAksg\nUNe7RqAvAvWz3TXfl7Pd737We/Z67+567/d1oPeLFNh9ketbncBqEdg0B7rTajlYx0lgkQLb\nZf2KRqAPAvWzvX7GawT6IOC9ex/Osj4SIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECA\nAIHVJbBmdR2uox1T4Jey3j7J7cnnB695GbntnCXnulauy7x7Rt6SBQlMXmCTbHL/ZIfk0uSq\nZKFtEttY6D4tT2AcgcVeq36ej6NuneUW2DUHcGDy3jEOZLHvgcbYpVUILEpg16y90Ot9m6yz\n7Rx7rff/359jnskEZlLg9enV3cn9g1Sx+opk1LZ9FmzW7Xp95KgbshyBJRDYI9v8WtK+Ni/L\n+E4L2NcktrGA3VmUwNgCi71W/Twfm96KyyhQb+wvT340xjEs9j3QGLu0CoFFCYx7vb89e22/\nF2oPn7moI5rBldfOYJ906f8LPC2Dr00+kLwhWZf8WXJy8uPkrcmG2uMGC3wir1/tWPgHHdNM\nIjANgXoq4Z3Jw5LnJp9LDkneklyY7JnUbz3na5PYxnzbN4/ApAQmca36eT6ps2E70xKoO1pn\nJY9JblvgTifxHmiBu7Q4gUUJLOZ6r5/v9W/k1I4juLhjmkkEZlJgy/TqmuTapB6Za9qmGajp\n/5q0pzfzh19fmQn1W6SnDM8wTmCZBV6Y/de1+YKh4zhhjulDi/10dBLb6NquaQQmLTCJa9XP\n80mfFdtbSoGjsvHrk/o5f1eykDvAk3oPlN1qBKYisJjrfeMcYRW/503lSO2EwAoWODzHVv/T\n+POOY3zjYN4RHfOGJ9VvXu9Lth6eYZzAMgt8Pvu/M3nQ0HHU40P1hMNFQ9O7Riexja7tmkZg\n0gKTuFb9PJ/0WbG9pRJo3sPU5xZ/I7kkWUgB3Ky/2PdAS9U/2yXQFmiu13Gv90dlY/We/5T2\nRg3PLVC/MdBmU+BXB936Qkf3mmn7dcwbnlSPVFyZ1J3jY5KXJE9Ptkg0AsslUI/zN9fmLUMH\n8cOMX5E8Nqnl5mqT2MZc2zadwCQFJnWtNv9m/Dyf5NmxraUQqO8rOSl5ZPKhMXYwqfdAY+za\nKgQWLLDY671+tlerR50PSP4wOS6pwljrEPAZ4A6UGZn00EE/buroz82DafXZyflaPUJU//O5\nMbkmad8Fvirjv5s0xXQGNQJTE6jPydSb+K7ruw6irvEqGh6SXJ90tUlso2u7phGYtMAkrlU/\nzyd9VmxvKQX+KRuvjNsm8R5o3H1bj8BCBRZ7vTcFcH3Pzx6tndcTnG9JXpFUka0NBNwBnt1L\nYZtB17q+9rwpgLfaQPf3zvy6RurNV32J1p7JXsmbkt2SDyfbJRqBaQvMd33XsYxyjU9iG9Pu\nt/31U2AS1+reofPzvJ/XTx97Pd+/mZsHIBt6D9RHN31enQL7DA77u3l9RlJ/CaNev5a8JHlV\norUE3AFuYazCwboDVr/VH271SGh9NrJa1y85mi+/unf9InP+95uZU4891xdmfbq11KszXNuo\n3yi9NPnTRCMwTYH5ru86jlGu8UlsY5p9tq/+CkziWvXzvL/XTx97Pt+/mVH+/9BHM31evQJv\nzKG/Lzkzaa79+hLcLyVXJPU+/b8mG/rLGFmkH62rOOpHz2ejl89ON+rPEA1n80xrHvvsukPb\nTLt1Aww3ZP7fJ+3it1nl3YOB5rdOzXSvBKYhUL/lrC98aK7l4X020+e7xiexjeH9GiewFAKT\nuFb9PF+KM2ObK1VgEu+BVmrfHBeBYYELMuG0pCl+m/n1/456vHqzZM9moteNNnIHeHVfBfXb\nnf/d0YV65n+UH/7Xdaw76qT6XHC15jGj9WP+S2A6AvVZlnpD3xS6w3ut6Xck9TTEXG0S25hr\n26YTmKTAUl+rfp5P8mzZ1koQWOr3QCuhj46BwCgCfr6PomSZmRF4SnpSd8je3NGjtwzmHdox\nrz3pJRn5elKPQQ+3J2dCbf/U4RnGCUxJ4Lzs5+7kwUP7qy++qunnD03vGp3ENrq2axqBSQss\n9lr183zSZ8T2pilwSXa2kD+D9JQsf3+ymPdA0+yffRFoCyzkeq8vqL04+UzS9WTvpzK9/i38\nUqIR6IXApenld5L2XdoHZrweifhSsqEnAH47y9Q/mq8ma5Km1fC5Sc2rQlgjsBwCv5Wd1jVY\nn0Vvt1dlpKYf3Z44x/AktjHHpk0mMFGBxV6rfp5P9HTY2JQFFlIQNIe22PdAzXa8Epi2wEKv\n9/+bA6z3Pc8aOtADM15PhX5yaLpRAjMtUHdu6x9E/WaoioFnJvWPqh6ne3zSbu/PSC17VGti\nfVFE85uj8zL83MH8j+e1lv3bRCOwXAL1m87Lk/oytzckhyUnDcbrem63vTNS1+xX2hMzvJBt\nDK1qlMBUBRZyrXZd736eT/V02dmEBS7J9ua6A9x1vdfuF/IeaMKHa3MEFiUw3/X+/mx5+P36\nUzOt3gvVX375q6TeD9XNgfo3c1NS/0Y0Ar0SODa9vTmpfyyVGn5+Mty6/kHVMtsm70iqaG62\nUf/AXp5oBJZboB5//mhSv+Fsrs+PZfgXk3arH/41f7gArmVG3UYtqxFYToFRr9W5rnc/z5fz\n7Nn3YgQuycoLLYBrf6O+B1rMsVmXwKQF5rve35+d1fuZo4Z2+oyMXzmYV/PrffsFycMTjUAv\nBeqR5d2TvZL6Jrhx2uZZ6VeSXcdZ2ToEllhg62x/32S48F3IbiexjYXsz7IExhVY7LXq5/m4\n8tZbjQKTeA+0GvvtmPspsEO6XU95btnP7us1AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAA\nAQIECBAgQIAAAQIECBAgQIAAAQIEVpbAJivrcBwNAQIECBBYVoH9svf9ky2S785zJE/LvMcO\nlrlznuUmPWvrbPCIZLPkexPY+LbZxuFJvR+4cYztPTHrPCG5OrlvjPXnWmWxxzXXdk0nQIAA\nAQIECBAgQIAAgYHA4/P6k+TW5OGDacMvx2bC/clHkjXDM5d4fK9sv/b9tgntpwrY2t7JY27v\nnMH6Dxpz/blWW+xxzbVd0wkQIECg5wIb97z/uk+AAAECBNoCl2TkT5NtkjOS4SelHpNpf5Nc\nmxyXVPE4zXZbdlaF91enuVP7IkCAAAECBAgQIECAAIHZFKhfDn8qqeL2Na0ubpnhy5J7kn/X\nmr6aBxd7p9Ud4NV89h07AQIEeiiwtod91mUCBAgQIDCfQH2W9XnJpclrk48mX0zqseM9kz9J\nLkxGbQ/Ogk9NHpXUo8LfSGr92n7TficD9bnec5P2Z3vrTvRRyV3J/0wemPxmckXy+aRpO2Tg\n6OQRyQ1JFep1p7iK9XHbgVnxccnuyc3JlckHkzuTrnZoJh6S/Dip/p2fdLW1mVifY65tV5+/\nnHw4qfU0AgQIECBAgAABAgQIEFgGgSoo6y5wFarHDIY/lteFfO63itX6cqnaTn2uuIrHGr43\neUXStJdnoKZ/qJkweD1jMP2PBuNdnwE+LPOa7X4/w1Us17YuSh6WzNeemJm17MmtharIft9g\nev0yoDn+Wu7ryY5J087JQE3/u8FrFe/1GeqadlpSBW677ZaRKtxrfnnU8dbw5cneSdO6jquZ\n55UAAQIECBAgQIAAAQIElkDgndlmFWhVsF6fbJ+M2uru7Q+Tm5L9kvo88VbJv0+qSL0jqWKz\nWvux6+esn7RRvda+6+5oU3R3FcDfzPwqUuvudLUHJG9Mat0/T+ZrXYXm67JCrfvmpO5eV3tM\n8r+Sml7bblpTANcd4irEq1Ufz0pq2ZclTas+XJSU5e8mTZ/qG7XLqIrrTZNqXce1fo7/EiBA\ngAABAgQIECBAgMCSCFQB2NzRfPUC91BF3LnJ8zvWq6K2CsRfbs3bKcM/SKqY3Se5Jbk2aYrQ\nDG60V1Lr1ePY1TZPqqD856QpKDP40zuvf5zXw2tkntZVaFbh+/Fky6H19s147fsfWtObAvhF\nrWk1WOveMEgV99V+J6n1q+/D7c8yoea9YDCj67iG1zFOgAABAgQIECBAgAABAhMUeHu2VYVZ\npYrTXZJx27qs+OikCsEvJLXNX03arSkS6/OwVdge3J6Z4eECuGafn9S2Ppu8JKm7taO2UQrN\nKsDrS7/q89C1n39MmtYUwL/QTGi9No9vP3wwrQrrWr+OsR53bqfp999merVRjmv9kv5LgAAB\nAgQIECBAgAABAosWeGa2UAXbZ5ITB8NVbNajzKO23bPgO5KvJXcntb0qbG8ZDO+f1+F2XibU\ncmcPz8h4VwG8faZ/Kql1mtRj0a9LmkeKM9jZugrNjbPkccl5SfMZ3dpuPeZcrx9NmlYF8G3N\nyNBrPX5dyz91ML2+lKvG58t5g2W7jmswywsBAgQIEBhfYO34q1qTAAECBAjMrMBu6Vndjbw9\nOT6pgvIZyUFJPQr9hmRDre72VvG8dfKx5D3Jl5OLktcl/zEZbk/IhLrbWkXibyQ1XsvP1+pR\n40OTRyb1yPOvJQcnJyZPSp6eLKT99yz8wqT6/L6k9v+V5PrkO8lwm6vI3mqwYBXR1e5c/7LR\nsXn93mB4+KU+M60RIECAAAECBAgQIECAwJQE6lHlLyRVhP5+a597ZLjudtad3LpDuaHWPD59\nXMeC/5R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      "text/plain": [
       "Plot with title “Plot title”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 480
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "par(mar=c(5,4,4,2)+0.1) # default margin: bottom, left, top, right\n",
    "\n",
    "plot(x=c(0,1,1,0), # x-values of points to be plotted\n",
    "     y=c(0,0,1,1), # y-values of points to be plotted\n",
    "     type=\"p\", , # type of plot: points, lines, both, etc.\n",
    "     main=\"Plot title\", # title of plot (at top)\n",
    "     sub=\"Sub title\", # subtitle of plot (at bottom)\n",
    "     xlab=\"X axis label\", # x axis label\n",
    "     ylab=\"Y axis label\", # y axis label\n",
    "     cex=2, # size of plotting character relative to default=1\n",
    "     pch=19, # type of plotting character\n",
    "     col=c(\"maroon\",\"darkgrey\"), # color of plotting character/lines, recycled\n",
    "     xlim=c(-0.5,1.5), # limits of X axis\n",
    "     ylim=c(-1.0,2.0), # limits of Y axis   \n",
    "     ) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You will use `par` to set options for subsequent figures.  The default `plot` function is the mother of all plot functions in that it is the foundation on which other plotting functions are built on.  It is like drawing, and you have to specify exactly how the drawing is to be done. "
   ]
  }
 ],
 "metadata": {
  "jupytext": {
   "formats": "Rmd,ipynb"
  },
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "4.0.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}