Lecture07.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we cover:\n",
    "\n",
    "* [Visualizing Distributions](#Visualizing-Distributions)\n",
    "\n",
    "Let us, as always, load up the `tidyverse` package."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing Distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.0 ──\n",
      "\n",
      "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.2.1     \u001b[32m✔\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.3\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 2.1.3     \u001b[32m✔\u001b[39m \u001b[34mdplyr  \u001b[39m 0.8.3\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtidyr  \u001b[39m 1.0.0     \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
      "\u001b[32m✔\u001b[39m \u001b[34mreadr  \u001b[39m 1.3.1     \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.4.0\n",
      "\n",
      "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#options(repr.plot.width=6, repr.plot.height=4)\n",
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall that a **categorical** variable is one that can only take one of a small set of values. Recall the `diamonds` data set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[38;5;246m# A tibble: 53,940 x 10\u001b[39m\n",
      "   carat cut       color clarity depth table price     x     y     z\n",
      "   \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<ord>\u001b[39m\u001b[23m     \u001b[3m\u001b[38;5;246m<ord>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<ord>\u001b[39m\u001b[23m   \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<int>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[38;5;246m<dbl>\u001b[39m\u001b[23m\n",
      "\u001b[38;5;250m 1\u001b[39m 0.23  Ideal     E     SI2      61.5    55   326  3.95  3.98  2.43\n",
      "\u001b[38;5;250m 2\u001b[39m 0.21  Premium   E     SI1      59.8    61   326  3.89  3.84  2.31\n",
      "\u001b[38;5;250m 3\u001b[39m 0.23  Good      E     VS1      56.9    65   327  4.05  4.07  2.31\n",
      "\u001b[38;5;250m 4\u001b[39m 0.290 Premium   I     VS2      62.4    58   334  4.2   4.23  2.63\n",
      "\u001b[38;5;250m 5\u001b[39m 0.31  Good      J     SI2      63.3    58   335  4.34  4.35  2.75\n",
      "\u001b[38;5;250m 6\u001b[39m 0.24  Very Good J     VVS2     62.8    57   336  3.94  3.96  2.48\n",
      "\u001b[38;5;250m 7\u001b[39m 0.24  Very Good I     VVS1     62.3    57   336  3.95  3.98  2.47\n",
      "\u001b[38;5;250m 8\u001b[39m 0.26  Very Good H     SI1      61.9    55   337  4.07  4.11  2.53\n",
      "\u001b[38;5;250m 9\u001b[39m 0.22  Fair      E     VS2      65.1    61   337  3.87  3.78  2.49\n",
      "\u001b[38;5;250m10\u001b[39m 0.23  Very Good H     VS1      59.4    61   338  4     4.05  2.39\n",
      "\u001b[38;5;246m# … with 53,930 more rows\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "print(diamonds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the variable **color** is categorical. Let us plot a bar chart to examine its distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgACBVAQEpFQ6rU4CBAgQIECAAAEC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\nTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = diamonds) +\n",
    "    geom_bar(mapping = aes(x = color))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These counts can be computed manually using the `count()` function in `dplyr`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 7 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>color</th><th scope=col>n</th></tr>\n",
       "\t<tr><th scope=col>&lt;ord&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>D</td><td> 6775</td></tr>\n",
       "\t<tr><td>E</td><td> 9797</td></tr>\n",
       "\t<tr><td>F</td><td> 9542</td></tr>\n",
       "\t<tr><td>G</td><td>11292</td></tr>\n",
       "\t<tr><td>H</td><td> 8304</td></tr>\n",
       "\t<tr><td>I</td><td> 5422</td></tr>\n",
       "\t<tr><td>J</td><td> 2808</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 7 × 2\n",
       "\\begin{tabular}{ll}\n",
       " color & n\\\\\n",
       " <ord> & <int>\\\\\n",
       "\\hline\n",
       "\t D &  6775\\\\\n",
       "\t E &  9797\\\\\n",
       "\t F &  9542\\\\\n",
       "\t G & 11292\\\\\n",
       "\t H &  8304\\\\\n",
       "\t I &  5422\\\\\n",
       "\t J &  2808\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 7 × 2\n",
       "\n",
       "| color &lt;ord&gt; | n &lt;int&gt; |\n",
       "|---|---|\n",
       "| D |  6775 |\n",
       "| E |  9797 |\n",
       "| F |  9542 |\n",
       "| G | 11292 |\n",
       "| H |  8304 |\n",
       "| I |  5422 |\n",
       "| J |  2808 |\n",
       "\n"
      ],
      "text/plain": [
       "  color n    \n",
       "1 D      6775\n",
       "2 E      9797\n",
       "3 F      9542\n",
       "4 G     11292\n",
       "5 H      8304\n",
       "6 I      5422\n",
       "7 J      2808"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count(diamonds, color)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can get the same result but using a pipe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 7 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>color</th><th scope=col>n</th></tr>\n",
       "\t<tr><th scope=col>&lt;ord&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>D</td><td> 6775</td></tr>\n",
       "\t<tr><td>E</td><td> 9797</td></tr>\n",
       "\t<tr><td>F</td><td> 9542</td></tr>\n",
       "\t<tr><td>G</td><td>11292</td></tr>\n",
       "\t<tr><td>H</td><td> 8304</td></tr>\n",
       "\t<tr><td>I</td><td> 5422</td></tr>\n",
       "\t<tr><td>J</td><td> 2808</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 7 × 2\n",
       "\\begin{tabular}{ll}\n",
       " color & n\\\\\n",
       " <ord> & <int>\\\\\n",
       "\\hline\n",
       "\t D &  6775\\\\\n",
       "\t E &  9797\\\\\n",
       "\t F &  9542\\\\\n",
       "\t G & 11292\\\\\n",
       "\t H &  8304\\\\\n",
       "\t I &  5422\\\\\n",
       "\t J &  2808\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 7 × 2\n",
       "\n",
       "| color &lt;ord&gt; | n &lt;int&gt; |\n",
       "|---|---|\n",
       "| D |  6775 |\n",
       "| E |  9797 |\n",
       "| F |  9542 |\n",
       "| G | 11292 |\n",
       "| H |  8304 |\n",
       "| I |  5422 |\n",
       "| J |  2808 |\n",
       "\n"
      ],
      "text/plain": [
       "  color n    \n",
       "1 D      6775\n",
       "2 E      9797\n",
       "3 F      9542\n",
       "4 G     11292\n",
       "5 H      8304\n",
       "6 I      5422\n",
       "7 J      2808"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diamonds %>%\n",
    "    count(color)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A **continuous** variable can take one of an infinite number of ordered values. Let us look at the **dep_delay** variables from the `flights` data set. Note that we are about to use a new ggplot geometry, namely **geom_histogram**. It can be used to visualize the distribution of a continuous variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "“Removed 8255 rows containing non-finite values (stat_bin).”\n"
     ]
    },
    {
     "data": {
      "image/png": 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CBAgAABAtkICEjZlNpACRAgQIAAAQIE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\nnUwo2roAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(nycflights13)\n",
    "    ggplot(data = flights) +\n",
    "        geom_histogram(mapping = aes(x = dep_delay), binwidth = 10)\n",
    "# use na.rm = TRUE to suppress warning about missing values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, so 8255 rows got ignored. Let us find out why."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "8255"
      ],
      "text/latex": [
       "8255"
      ],
      "text/markdown": [
       "8255"
      ],
      "text/plain": [
       "[1] 8255"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights %>%\n",
    "    filter(is.na(dep_delay)) %>%\n",
    "    nrow()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let us work with non-missing values only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CBAgAABAtkICEjZlNpACRAgQIAAAQIE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\nnUwo2roAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona <- filter(flights, !is.na(dep_delay))\n",
    "ggplot(flights_nona) +\n",
    "    geom_histogram(mapping = aes(x = dep_delay), binwidth = 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us zoom into the left part of the plot. Let us only look at flights with departure delays of less than an hour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gsSIECAAAECBAgQINA0AQGpaR1VDwECBAgQIECAAAECXQsISF3TWZAAAQIECBAg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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60) %>%\n",
    "    ggplot() +\n",
    "        geom_histogram(mapping = aes(x = dep_delay), binwidth = 5) # we choose a smaller bin width now"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can look at the underlying bins and their count by using the `cut_width` function in ggplot2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 21 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>cut_width(dep_delay, 5)</th><th scope=col>n</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>[-47.5,-42.5]</td><td>     1</td></tr>\n",
       "\t<tr><td>(-37.5,-32.5]</td><td>     1</td></tr>\n",
       "\t<tr><td>(-32.5,-27.5]</td><td>     2</td></tr>\n",
       "\t<tr><td>(-27.5,-22.5]</td><td>    14</td></tr>\n",
       "\t<tr><td>(-22.5,-17.5]</td><td>   160</td></tr>\n",
       "\t<tr><td>(-17.5,-12.5]</td><td>  2079</td></tr>\n",
       "\t<tr><td>(-12.5,-7.5] </td><td> 29878</td></tr>\n",
       "\t<tr><td>(-7.5,-2.5]  </td><td>111111</td></tr>\n",
       "\t<tr><td>(-2.5,2.5]   </td><td> 71126</td></tr>\n",
       "\t<tr><td>(2.5,7.5]    </td><td> 22013</td></tr>\n",
       "\t<tr><td>(7.5,12.5]   </td><td> 14552</td></tr>\n",
       "\t<tr><td>(12.5,17.5]  </td><td> 10768</td></tr>\n",
       "\t<tr><td>(17.5,22.5]  </td><td>  8277</td></tr>\n",
       "\t<tr><td>(22.5,27.5]  </td><td>  6764</td></tr>\n",
       "\t<tr><td>(27.5,32.5]  </td><td>  5601</td></tr>\n",
       "\t<tr><td>(32.5,37.5]  </td><td>  4647</td></tr>\n",
       "\t<tr><td>(37.5,42.5]  </td><td>  4027</td></tr>\n",
       "\t<tr><td>(42.5,47.5]  </td><td>  3553</td></tr>\n",
       "\t<tr><td>(47.5,52.5]  </td><td>  3059</td></tr>\n",
       "\t<tr><td>(52.5,57.5]  </td><td>  2770</td></tr>\n",
       "\t<tr><td>(57.5,62.5]  </td><td>  1059</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 21 × 2\n",
       "\\begin{tabular}{ll}\n",
       " cut\\_width(dep\\_delay, 5) & n\\\\\n",
       " <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t {[}-47.5,-42.5{]} &      1\\\\\n",
       "\t (-37.5,-32.5{]} &      1\\\\\n",
       "\t (-32.5,-27.5{]} &      2\\\\\n",
       "\t (-27.5,-22.5{]} &     14\\\\\n",
       "\t (-22.5,-17.5{]} &    160\\\\\n",
       "\t (-17.5,-12.5{]} &   2079\\\\\n",
       "\t (-12.5,-7.5{]}  &  29878\\\\\n",
       "\t (-7.5,-2.5{]}   & 111111\\\\\n",
       "\t (-2.5,2.5{]}    &  71126\\\\\n",
       "\t (2.5,7.5{]}     &  22013\\\\\n",
       "\t (7.5,12.5{]}    &  14552\\\\\n",
       "\t (12.5,17.5{]}   &  10768\\\\\n",
       "\t (17.5,22.5{]}   &   8277\\\\\n",
       "\t (22.5,27.5{]}   &   6764\\\\\n",
       "\t (27.5,32.5{]}   &   5601\\\\\n",
       "\t (32.5,37.5{]}   &   4647\\\\\n",
       "\t (37.5,42.5{]}   &   4027\\\\\n",
       "\t (42.5,47.5{]}   &   3553\\\\\n",
       "\t (47.5,52.5{]}   &   3059\\\\\n",
       "\t (52.5,57.5{]}   &   2770\\\\\n",
       "\t (57.5,62.5{]}   &   1059\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 21 × 2\n",
       "\n",
       "| cut_width(dep_delay, 5) &lt;fct&gt; | n &lt;int&gt; |\n",
       "|---|---|\n",
       "| [-47.5,-42.5] |      1 |\n",
       "| (-37.5,-32.5] |      1 |\n",
       "| (-32.5,-27.5] |      2 |\n",
       "| (-27.5,-22.5] |     14 |\n",
       "| (-22.5,-17.5] |    160 |\n",
       "| (-17.5,-12.5] |   2079 |\n",
       "| (-12.5,-7.5]  |  29878 |\n",
       "| (-7.5,-2.5]   | 111111 |\n",
       "| (-2.5,2.5]    |  71126 |\n",
       "| (2.5,7.5]     |  22013 |\n",
       "| (7.5,12.5]    |  14552 |\n",
       "| (12.5,17.5]   |  10768 |\n",
       "| (17.5,22.5]   |   8277 |\n",
       "| (22.5,27.5]   |   6764 |\n",
       "| (27.5,32.5]   |   5601 |\n",
       "| (32.5,37.5]   |   4647 |\n",
       "| (37.5,42.5]   |   4027 |\n",
       "| (42.5,47.5]   |   3553 |\n",
       "| (47.5,52.5]   |   3059 |\n",
       "| (52.5,57.5]   |   2770 |\n",
       "| (57.5,62.5]   |   1059 |\n",
       "\n"
      ],
      "text/plain": [
       "   cut_width(dep_delay, 5) n     \n",
       "1  [-47.5,-42.5]                1\n",
       "2  (-37.5,-32.5]                1\n",
       "3  (-32.5,-27.5]                2\n",
       "4  (-27.5,-22.5]               14\n",
       "5  (-22.5,-17.5]              160\n",
       "6  (-17.5,-12.5]             2079\n",
       "7  (-12.5,-7.5]             29878\n",
       "8  (-7.5,-2.5]             111111\n",
       "9  (-2.5,2.5]               71126\n",
       "10 (2.5,7.5]                22013\n",
       "11 (7.5,12.5]               14552\n",
       "12 (12.5,17.5]              10768\n",
       "13 (17.5,22.5]               8277\n",
       "14 (22.5,27.5]               6764\n",
       "15 (27.5,32.5]               5601\n",
       "16 (32.5,37.5]               4647\n",
       "17 (37.5,42.5]               4027\n",
       "18 (42.5,47.5]               3553\n",
       "19 (47.5,52.5]               3059\n",
       "20 (52.5,57.5]               2770\n",
       "21 (57.5,62.5]               1059"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60) %>%\n",
    "    count(cut_width(dep_delay, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The appearance of a histogram does depend on your choice of the bin width. It is a good idea to try several values to see if different choices reveal different patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UHfECBQNoHh4eGmTYpfGJkIECBAgACB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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60) %>%\n",
    "    ggplot() +\n",
    "        geom_histogram(mapping = aes(x = dep_delay), binwidth = 1) # we choose an even smaller bin width now"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us bring in the categorical variable **carrier** and map the color aesthetic to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IoZKlXAQQQAABBBBAAAEE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\n2oYAAggggAACCCCAAAK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Uft27c3l9jpBkOGDJFp06bJmDFjJDY2tHcJhbb0Yu0+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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60) %>%\n",
    "        ggplot() +\n",
    "            geom_histogram(mapping = aes(x = dep_delay, fill = carrier), binwidth = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oops! The legend is a bit crowded. Let us see who the major carriers are by number of flights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HouICD1nNQKCRAgQIAAAQIECBDIVUBA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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    ggplot() +\n",
    "        geom_bar(mapping = aes(x = carrier))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visually, we see that the top 5 carriers by flight count are AA, B6, DL, EV and UA. But let us compute this using pipes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'AA'</li>\n",
       "\t<li>'B6'</li>\n",
       "\t<li>'DL'</li>\n",
       "\t<li>'EV'</li>\n",
       "\t<li>'UA'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'AA'\n",
       "\\item 'B6'\n",
       "\\item 'DL'\n",
       "\\item 'EV'\n",
       "\\item 'UA'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'AA'\n",
       "2. 'B6'\n",
       "3. 'DL'\n",
       "4. 'EV'\n",
       "5. 'UA'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"AA\" \"B6\" \"DL\" \"EV\" \"UA\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(top5 <- flights_nona %>%\n",
    "    group_by(carrier) %>%\n",
    "    summarize(count = n()) %>%\n",
    "    top_n(5, count) %>% # new function -- returns top 5 carriers ordered by count\n",
    "    .[[\"carrier\"]]) # new syntax -- extracts a column as an R vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can additionally filter out rows that do not belong to the top 5 carriers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHChUPv4HI4onjTP3ny5LRo0aK0ePHi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\nWOD/AQdaoUSvdLLDAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60, carrier %in% top5) %>%\n",
    "    ggplot() +\n",
    "        geom_histogram(mapping = aes(x = dep_delay, fill = carrier), binwidth = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmmm... May be not a good idea to stick with histograms here. Let us use a new geometry **freqpoly** which is like histogram but shows lines. Overlapping lines are easier to see than overlapping bars."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GqBLn8iHXW3OD4CCCAwGoGdhtj5KzXxs1U5ePBRUqtV5J5j/2r/n5t9iDzo8hfK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0GhGB5M3O9T0W10SQlpsF0hxHkO7JsyOd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\nW04CJEACJEACJEACJEACJNDGBP4/vICUtGmsf4gAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60, carrier %in% top5) %>%\n",
    "    ggplot() +\n",
    "        geom_freqpoly(mapping = aes(x = dep_delay, color = carrier), binwidth = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0HSIXap/XfZhWFrjzxTGvuOb3bZZ5CCo6yFNMMQu6YZdxBAAAEEEEiyAAFSkq8O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\nR1ei9OgKcshbS1822fRdRg67H0Oy7qCCsySQyMDBv5MEUn3tJCmN5l2N9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eMNGH\na2WOFynXx6DGW0WihazbmjSxr+dDut81gQ/pvkgHqrLWID/lJZREfNGkZ2DR7EhFfNVExFWP\nR6QtCxZ7P3oeANUX1dBXRKmKMt/D4YHvwhl7mCJeBjidR2m7OLeElOTp6JdxKdJT51OmZeN+\nDQc4xQsdEUjBS9pAKXAfFRkwPclLxW29aMvxbhOl6P2e5kQdtNUrovoDCNe9SFqVRu6CQuyI\nJuZUXdvPjfmUOti0RlT9Lq0+CQc+MVeqD4m0lm6By8oU3Lk5AjcPcOGeISc+D4kFUqtDEJYr\nWSB1clhZIIUCY4EUyiS4JtwF0pLvLkNF1UbMm7NQL/AYvO+Wz/89aNQta++oXYOfb3wRzosW\nwEPOXOKDnBBI9nfJ/vczA94kc4ZtFxzAP7K+1/IQve41C6T2h5wFUtt82hJIbe8RukXZswuG\nLZshU7qeTOYO9GEhtFMba0TE6uGJFryfZUKC0w83eU1bDfUihfaJIwe8KdEDcV3KFIyu9EEI\nMnXnDpILjW1vrIy7zoj8//bOBD6q6nz/z0wm+76QQCABwr6JqIiCGyqK4oJUK1atdautVv1p\ntdVq+7fValttXVpbtdStVnFvEdEqioK4IBSUVZAdkpCFhOwzmeX/vgfuMJOZkACBZDLP+Xxu\n7p1zzz333O+dzJ1n3ve8L9anxWBwHTAmvhdqe2Sj3ucy0fl03pOGHL8g+0hMkSAU+3LnU+Hj\nLZW5WWpJykCbYb69W0RkfSjR9JbIl/Y91ihftiSaHb4WzTEViNuei/jifMTWp+8dsGz5Ytzw\nZIjwy5YgBrkyI8qeBO+X4tO2pw/bYMnxdJIbzSNKsbVsFjZvfRPVu5abPmJiEiTKnoit9JHI\nTB8h6xFISekvPzCJyBP29fWbpe1KVO1aYdaa7yk1pQhpaYPls3cw0mVJTi407Z2uKrHibxeL\nliyybnKWo2fuKeiRMy5ovOFe7I9ACnd8a3UqYjR63nKZW6bzi3bPKdJ5RTYJva5BH2y4RISR\nzhfqyFIn5zrhgxQMlfDuM48/+HlIFEgdeXe6dl8USPt5fyiQQoFRIIUysWq6s0Cqql6BDz6e\ngtycCThpwovWJYesdZLs5PkpsHvcWPDx7Ujqm4/GayV8tzwQ9Ytc9f/q0Xh/DOpSmvCd7z6E\nXw47G6dn7HaZCeksiiookPZ9symQWufTEQIpqHen0yS3tW/bJoElthlLkVqWJDILfHHWWrYl\nIp4VHU8j5P3FtQIzdi1BfrMDY4sbcEyZG0dLguiCo04y0frUpc8hwSW0ePLz4TrlVHh69YZd\nwp7HlO2As6IUvxVL0hsSprll0Qh6XonnprKtR2yqydP0HYmilyjR9Noq7Q3zrXmbvMslyuAX\nEjBimR0xbrFG7SlemfPiKPLBXiQR8AZ4Ye8lI8kQd75AlSdtRc/BK0LLPV/mj0kAGlPi5Lhh\nEqZ8lBcN/b8V68erkuNplkT33O1uuOcU4rqXZNyTtd69x+Jm7RO/R9kMFhM6H0sFlbo8hyu9\nep6OUcPvFEE1MNxu4wZY37gEO3cuQ3nFBiOsmprKxOJVBqer0vwIVtTvUrF4TTuk1i6fz4t1\n6/8hAvI1Y1kr6neZuCX2CDvm9lR+7/MkrBLXygUyD8lyvWvPceHaUCCFo9I96yiQ9vO+UiCF\nAqNACmVi1XRngbR46e0mMtTxxz4lD7EzrUsOWT8iGeGf3hiP2zbNwvXFc3cnx8zcHZ0uXeYo\nlUmSR5/MP7/zgn9hSZ/1mDvyFnGt2OvbHtJhlFRQIO37RlMgtc6nwwVS66dqc0+jzLlJFLcy\nW3UV4uZ/ZMKXG/e8PUdq+HLXxNPgkch7rZV18mU9RsRUxupvkCSiJX7sBNgmTUYxGvH8js/x\nH5lb5RQ1ky6WqUskd9NUsSqpaLJZakVc6WI0CqCsdU5W1sABqKqtC3GxC3f+Ylc1Htj6DpZW\nbMUJm4dJwDsHluZuQknGTpM492I531EpheEODanzltjge7ManjUp8Dak+vfbU3bBkVuM5r5i\nUZHAB/Wurahv2oS6po1oaN4Oe7oN8T0zkdKzQEKYjzTWpbg4sb7Xb0JN7VrU1MgiAXF0WyVj\nclwhUm0DJfx6PyT7CkTYJWO16yGU1y8UJjGSE2o6hg+5xS86Kiq/xBZJwrt1+1viKbnLPy7d\nsNkcSIjPkfmkmdhVo8mDhaUIt8I+U6FiScfTkUWTii9eehsqdy72d6u5rQp6n2tSRWRlHuGv\nb++G9Qx6dExDUOS99h4f2I4CKZBG996mQNrP+0uBFAqMAimUiVXTXQWSS740zP7vsYiPz8bZ\nk2TeQMsZ1HsAaOhXnXuU1NyABZ/cAdu0qXAfc6yFB3guBU0LvFh70hb8YNQT4i4zBr8snLJ3\nfxRvUSDt++ZTILXOpysJpJajtIlLbeynnxi3vebxE+ARgdTeErNmNRL+/QbsIrZU6DSdN9UI\nq52SWPpf5V/g1fIlJuy49ucQC0sPmdOTK8H6elXUomd1I1JEXMV6fJD5/4h1xMGRkIT4BEkk\nm5yDfhl9kNpD5lhpwt34BEmi6sWL5Yvwt5KP0SQib0xyAe6Wz6ZcEV5vyVyuV8oXY5MEZtAy\nUKwbQxJ7mpxQSWLB0gATutZ5XseKK6GZ7+XxIH7ObMRJyHYtbk+uRHofYZbm5kFSsyeqgNnb\nyh8JQmATKxUyZZ0sawmC4HNKW1lD1j75vBXNKPPBWpixtDtpXzf+ayxJ+zFqXevE/S8RhfHH\nYYd7NeqbS7WFEUGDBlwkc0rPRWNjnAijXFNnCc2GxhJslLDquqhVSYvmnFIXPxVQcbEZZh0v\n2zGORBGgbviEnQbz8chiAlSI2MrJHmueHaaDPX/UjfDbDc9gxerfm+iEau06YvgvUFr2sam3\nrGtZmUeJUPqBsSzZNURhrVx3jXColTDwwsaeL1xaFA1R/qMlSSaIxM8kZ9TBFAqkg6EXWcdS\nIO3n/aJACgVGgRTKxKrprgLpm2+fxPKV92PksJ9h6OAbrMsNWf9udbyJTPTLdS/j+6mlaLzi\nKn8bj0yEbp4h0Z8KnJg85beIj3PgxaHXIF+sSizirZORIRGuElFWViZfGA4++lJ3Y0qB1Pod\n7coCqfVRt3OPROiLf++/JjeUfIGBT9z8PH37GqFV3bc3Xk6qxLKazSiv2YEyXyN2qsedZUlq\n4xQ6X2pAjRf9m2KwMjsWK5PdSPXG4FbfEFwgc4N84hKsLoSiAkzI9S9qNmBmxWIs2LXOuPuF\n695EDEzMx5lrJPz51yXomZiFpqnfMe6IVnufCBz3Ojsqvl6NYled5KiKQ2l6MkQGIs4di9Ge\nQoxzF8EmQRF8VSJ+ZE6WBnjwF3HZgwzJJsFvIBH6kCQCShcZqm6rJ55noVjlNVhFkhO78p/H\noqL74IxvQIwnBgVVvVDkGoWeGccjadAwxBYNkATDEqyiLmNPoAsRIMXi0icCJGaMfBYNc6Kk\n+n3JcfeCSQLuH8c+NmxeB3qUT5RAFgWmlVqlUpLFwiURTh1pydha/gaKvXPQnFGF0aPvQt+C\n7/h78zq9qFi6DNVfrUfs1myk1A1CvKsHYl2ZQiGAgx6RLu6Ow8TKpS6MGupdxGSjDHmCzEPq\nL26Rr084uHlIFEj+29LtNyiQ9vMWUyCFAqNACmVi1XRHgaT+4e/MPUl+QdyBKWd8Ib8Ehk/m\nWioTk6csSEJOYzU++Pp+eP7vVvhSd7uVeCtscN2TYB7cN0z/O5ambsKfi6ZjQnp433iLZzSt\nKZD2fbcpkFrn060F0p7L1uARcZ8uRMymDbBX7rbk6C6fXb7Ii3BS8eRNTkHDceNQcvQRKBPx\n0CiBHVwSMzwhJQk7a3fB6XZJ1L1d2FJTYqxBG321KHWImWlPOXuLC7/8XyNyJHdby6Kh0GUi\njhFoNcmxKBdxVjOoCDUFvVAvCVLrNYG2sxrzypdjjUd8iPeUYQl5GJzcCzVuiZAnYdGr9yya\naDfwLGrpGirWkaaMNKwTM8no5D4meI1G9/TplCy1FKn4EyOKpf++qN1o+h0socM1ybYGPtBi\nl4iEMQv+B/fCHDTWnSA14vIYvxMNRyxCulPmh1aIgqoWsSmueF5fqvwgkyPWnmxzbNg/Eg3Q\nPlSEyJEeeIZXwZm4A67marGG7V08ngY5fywSt/VH0qqhSFozAPYmGWyYUpOxAmnVu131fMLO\nrqHZe4q4kceFd4sEqdgm1+HdK4S8Dhea4kslj5XMU5MogT7Jfpyc2wsptYNgXy8HSUQ7q2g/\nsVe5cGV5PJZWx+DjifXIVEF5gIUC6QDBReBhdPSPwJvGIZNAZxLQ/CMNDVtRWDCtVXG0VnJU\naFjXZp8dN256G5h6gV8cib4Sy5E82eXXzNfOXmjE0bU9T6Q46sybynOTQIQR8ErI8aaLLjaj\nttXWiFDaKPOMZJG1JtR1jTsO7tFjzHZPaaWLVUyQhtidIgLkwyjHqt291uh46jrnc7kwKl+C\nHgytQlN1NWxVVca1z9YoykRDmst+UQQm3Hl6TQMyvlwByOKTc3sGDZZIdaOkjR23vL0ZxfFe\nvHvqKLyfBwlxvhWr5cclqyTb40xKgz7xmeibkA1NkjsytgdGfrYcyQsWwGnbhZ8el4T3+mzD\nlV8+ir9VFaEgqwAeyU9lclRJR2saSvHI9rlYVLfJ6hYJMu9rkLj+Da1wYcSqLSio96JHv3hk\nF1TBUTFJIvRlIvHLyRJKPbTY4l3ifrgdDttWsTBtlAiB22XeUQnc6I3GwgvRXCquiCskx5Ys\nQB7iEiSqn7r97VmQJQJEXBs9X8r+6j1iJUWsTxMlgW+RMFe9I3PG6iXke23dBjlPEurrViC1\nYSh8Em3QVyqiaMeer6cimGwFIpqKJNKdHGuTxZ4nOZS8aSguXYRtm18WN7z5Mg7pVzWdzOPK\naTgRPavORFbZeKRtHwnXTODY73pEIDnwpVjhzui5VwSHXj1rSGA3AVqQ9vOdQAtSKDBakEKZ\nWDXd0YK04NPLsaN8Pk49aRayMkdbl2rWFeID/5d1cXhTcmPIYw0nV67A3+wL4Z7+PX879ywH\n3LPisHloKS457TGMTx+Ax/pP9//a6W8Y5Ru0IO37DUALUut8osGC1PrVt72nvVHs2u5pTwux\nVtm3bEashCp3rFwebNFKSECjfP55hg43jdViVN5cJ6IoUcKdJ+0zPLlNovnFSW4o7CjBgzkV\neLYoBpnibvbEgnocVenBltFD8PDRGZhdr8ETgGNS+prw6esay7C2vgSbJdy35E8NKXEyZ/SI\nukKcuGkYGuKdqEqoR2VSLSoT61Ah65hEOwocGegvCW37x2aiyOnAwO3VyH3nPclT5UTzmKPR\nMOFCeFfKPKNV4vYnHgHG9U/nQgUUT7wHO0fuQsWYndjVr1K4lCHDnoABhaPEtS4toOXeTVtd\nLRxffYWYL9cC2+pEHElUvqED4Bk8BJ7CvhCltrfxnq3GxlITZGJX9Uo0iHulJuxt9IjIFdE0\n7vNXjGvfhh+6ML0qERcXuHDX8AOfh0QLUgj+bltBgbSft5YCKRQYBVIoE6umuwkkjTD03w9O\nkYm5o3HaybOsy0ST+Hg/vykO/9gYJw8mG/pJIsQ7172K07Ed9TfcLH7x6hgvE5PfF3H0cixc\n4hJx/kW/R3JGHF4efh2S2zNB2X+26NigQNr3faZAap0PBVLrbHRPhwukFqez7yiFY4UIJRE4\nzklnwpfdwkzVon17X87cvhAPls1DrFjmz5UEqLOzXXA6bChyJ+DmAefgxKzdkQBj1n6DhJdf\nhKupHqtHD8SKE4+CzABFWXOtWcpdu9fq1qdzpFQwOewxspaIdY5Y1LmdxlWv5bg08EWKJDRK\nkYzfSYhBUmaexLNIMq6C2rdbrFS5delmsYsyWyxRSV0BLov+/kRQFjTZMcSXYtwNB2T1Q28J\npJG7ch1yvlmPRLe4+4l7oDcnJygHly8uHu6BA+HN6wlbYwNs9fW7lwZZ1+lS65+RpCHgG+Ia\n8WWeEyOXvoTmompMHJtlktLOOuHA5yFRIPnvYrffoItdt7/FvEAS6DgC6zc+ZzobWHSFv9N3\nShz409p47JAHXrpEk7p9/X9waYm4PEw4AfWniwuMTmiWohnqPW/LxN8UD26e8jQaZLLwc6Ou\nlV8Uk8RjJTTPif8E3CABEiCBCCKgX+BdsnR0md57Anqm9MAvNr6B1yU3VJYvHnd93YjvrimV\nCG6vwznlXJPYN27ehzLxSFzbJp+DgSedgoGtDEQjx1kR6qwmVqLY5VvWYVNTBTbqIi6Hm5sq\njRCqj3PKFJ8alIuLnLNZXAXloztWhFOuNw55IoryJLRET08JsmqdmCARw8XZzozFl5YOrwS5\n2GF34RtvNdYkujE3thZzZd7XsA1rsVpz7uo0pJHpSBABmBmbLDmLkmD3SiAGsVrB2bR77d4s\nUQg3y34fshK8yBQXvMwEOzKy4+BKycfOdJlflhyHqsQY7JTAgDXVW/HrbV+g94ZxmDbSg5kS\nLKJcPB16aEALFhLYBwEKpH3A4S4SIAGx+shk4oqdiyRa0UIJ7/qy6J0s9Mk/BzrP6AGJUrek\nyiEhdb24qngeblo/S3J1ZKPphhvhze9t8OmcI/e/RBx9LJajTBd+PvV5fJW0Gb/ocxZGpxWi\nTsL+spAACZAACbRN4JT0wXh2yJUyl2kLzs0ajaThEijhfYnq99mnSHzhedOBVyJgNn7vcnjV\nJW0fpaU4CmyaIyHSdTkmtV9gtX/b8fUyON54VQJdOE34dGuHyg5fuoihvP4SWbCfiS7oKSg0\nAS2sNrr2iegp3bIa35Z8g3KZo7WuYRd2ZqWiyuE1gSs0gIUKNCNj1HNPYvogQdz5RDx55HkT\nXt6oZWiPdUi8GqShOe7RcUvwh9njcOH/6jDz+AwsqozBlHzOQxI6LPsgQIG0DzjcRQLRSKC5\nuQbVu1ahonKRzDX6RBL2/U8eSrstPJrvqN/gu/H7b9LwylaxBolDw4mNG/H/vnoGRR6JZjT5\nLDRIbhPz66XA00z0GpDBu9iB0pwq/HDKk+LjXoPpOWNxYc7R0YiX10wCJEACB0VAo9TpYopM\nyXGeOxXNY8ch/p234ZMcTk1Tp0k476SDOkdbB7uPOBKe/D6Im/8RnMkS/S43D94eubL0kMh6\n4aPVBfZpkza9Bh1plsD69mx7xfKl7oGBUQB1bpdDnk8a5U/nd2nuKd3WfFWP4yOsyVuLodsG\nY0SlzwRqoEBqD+nobkOBFN33n1cf5QQ8Eoq2rOJTEUQrdy/VK2Al5LPQpKUOQW6PCUjLOgmf\nuk7GTRvTsEsSEfaJacKvVr2AScVfil/4INRfeC188sulVTSBYcOfHYhZ48CKvC346TnPoX9W\nFh7sfQFGpxRYzbgmARIgARI4SALenr3QeOU1B9nL/h3ukzlCzmkX7t9BHdBaw5erADIJeNvo\n76q8CVhSuxlPHPsJHnlrMK5d7cFDffSr74EHamjjlNzdTQh0CYG0ZcsWfPrpp9BJt+PHj0dK\nSso+8dbW1mLhwoXQ9bhx41BYKObbgNLWfk26uGzZMqxatQpDhw7F2LFjA47mJglEB4Hi0rn4\navmvgwSRwyFuFdnHIiN9hESoG4Me2eOxorEnXpeodO+tdpgADAni8/1/ziX40WdPI062m8Tv\nvfmEk0wyDnWnc37jRfknTqR+lYqEpjh8XrAWj58/B7/sezZOzxwWHXB5lSRAAiRAAp1OQN0I\n7+s3FRfXPY6VuVswvqQQycU2lEievl6J4R31On3QHECXINDpAumf//wnZsyYgZNPPhnFxcXQ\n14899hg0Ck+4slHyHFx99dUoKipC79698eSTT+K+++7DcccdZ5q3tV/F0Y9+9CNoNLoTTjgB\nr7zyCiZOnIhbb7013OlYRwIRQ8ApE2m3bp8ly2zExaabPEX5PU+XqKjqvL231NVvEWF0D0p2\nfCCVdvTvewmysk9GbOooSXrYBw0eO2rdNsyWfBGzFsWiWIIvaMmOc+P41I04+dvXUFixDcsG\nZsJx+tlI6tEHtrW1qPqsGT2WZSG9LgU9kCKhY+vw1lGLEXOBCy/mXb3PcLbmBPxDAiRAAiRA\nAh1MIEsCPtw/8Lt45pgP8dCcH+DqVV58cWIMpvbmPKQORt2tuutUgaSWo2eeeQaPPvoojjzy\nSJkM7jbi5eWXXzbrcKQfeOABnHfeebj55ptN9JXnnnsODz/8MGbOnGlet7VfBZFOCtdzJIvf\n7ObNm3H55ZdjypQpGDJkSLhTso4EuiwBDaBQXPoetmx90+Qm8kmWeKuoAFKLUO/8s9C3zwXG\nIrR63ZNY+O0H2GYbicrk5yS7/KnYXJ4E147g/BXah8PrQ7L8oDDAvk501NeId5Wgpj4O/7MV\nocIxDn1Le6DwzznIqMmWtjEmR199rBPzh61E1VHVKDwyDRenjxQrU6d+zFg4uCYBEiABEohS\nAmMl2MTi0SuwZlE5Ti7ugb+tkBS5vXf/+BelSHjZbRDo1G8uixYtQn5+vhFHOk6HZKCePHky\nXnrppbACqbKyEqtXr8add97pD015zjnnGAuUusv17Nlzn/tHjBiBTz75BJMmTTLiSM/Zt29f\njBw5Eu+//36IQCorK5NE2XvzDk/VYQAAGrRJREFUTMfLpMKYMEnKtJ/DVXaUlWPzph0SwcUt\nmag9spZ4Ll75FUQmLcJml7nxMTJtXrIVSD4DnVBv82cFOHQjjBMubo+Mx733y/nBnk08tdAs\n/lrSKzyybpYr1bg1ko5PrlXftrqWiDZyrTYJLRpj8yFWlhibV2q8Yq1Q07kvoA/ZlnrtQ5nI\nUTKh0y7hSfVYu3l9sGPW490yFrdE2ZF84TJuyTDhiIdd3jPN9ZKJ3d2EGK9TMpPL2tNg7p9E\nG5VM6T6Tzdwlo3PJfXSJMNG1W7elT5dcil7/bgIav0cWufd6NZ7mRjhckmzQfZ5kFr8GKbY+\nSESuHCORgHw12GWrR90uyQexzo6GmJ2S2f02pDt/iawmHwaKC/axss5xNkhuCxFDEochVRL9\npbliZC05Mbz68FDhNHDPIqsWxSVWpfLcXSjLqYbziCYMGJeJs9K0ffuKuj/YJRxtZ/9ftW+0\nh7eVFWFK+bCEJ0A24blY7x39v9JQziyhBPS9Y3EK3cua7viZfP2g8/DQka9g6NzvY9hn8n3u\nbP2msf+lO7LZfwrd/4hOFUjq5qZucoFFBVNFRYV86feaL06B+0pLS81LbWMVK2a/ihmrtLZf\nBZKeM3C/HqOvA4+3+rn++uuxfPly66URcmp56szy0nMrcN5HjP7Vmfcgcs6d28pQWz4Udrvg\nqQRzOpyS2K8WdUmNkgawEYkOH1LSkuDokY6Y3HTYkyWkd64NsX1iECu/vjly9Mt7divnaV+1\n/vDA0joBTWrJEp4A3zvhuVi1mtSSJTwBsgnPxarNzW3t+WG1iMz1LVd9FyuWSJJZezMSUvOR\nlrj/X4O7K5vIvKOHbtT7/87owLGo4ElLSwvqMTU11YijXbt2hcxDUnGjD8SWD0U9pqqqCjq/\naF/71YVPxVfLc+rrtWvXBo1DX0yYMAEFBXujbfXv3x+NjY0h7Q5nRXquBx8X7gxzSv2lP/SX\nwtCaMId2sapAZy/bnmvaW6eBpfWq9Ou8rq0v+1q72+JhrXdbP/Tvbgp7+9hLSu1JVukIVpL7\n24xt71p6FQuRWrx2n0vHaG2rLUtrddl9XTb5tdcuQ9JRaYbz3Vcka7G0qKXMjHbPQLVbr1jM\nPI5mNDtcsnbCrYu4ucWKBSnRHYPEZgfi3XZZHIjzxCAm0QO7JORzZEl9j0Qk9E5Daq90xCdJ\n37FusXLJ+MWKJCpJzEn5sKXvjUonQ5KiJ9dFrXpi2TrIf4c4SSKr/5f6gwhLMIHY2FhjVW9q\naqIVIBiNeaXvHU0wTAtJKBxlo79yd/bzKnRkXaNGvyeodwjfO6H3o7u/d7Li0jDwt1twUm6h\nXHyz/I/ok6z9Rd87Tk1c2wElMTGxA3phF4eKQKcKJP0CoF+OAov1OilMDP9w7fVYFUbavq39\n+sBQs7p1Duu8+lrnI7Ust9xyS8sqY4EKqTyMFWeeIammzziMJ2zHqdIlKZw+iAPdEdtxWFQ0\nUTb63iwvLw9533UVAC5JrGccSa1/xTix6OiiOqi6+pAOU4Ox6JxA/aLLEkwgQ0Kmq9txTU2N\n+YwL3stXGvWUbMK/D/T/Sp93+kMjRUAoI7XKKhv+MBPKRr1y9L1TfYg/+0PPfPhqkkQkHej1\nqeXxQI9teYUUSC2JdK3X+gN1pxX9kNKQ3IFFH3j64d7SSqRttL2KoYaGPZmS9xyox/Tq1avN\n/epvrA/VcOfU+UssJEACJEACJEACJEACJEAC0U2gUwVS//79sWbNmqBf1leuXBkyL8m6RX36\n9DG/qGobq2jQBv0VSOcRtbVfj9Hw4IHHa50GeGg5F0rrWUiABEiABEiABEiABEiABKKLQKcK\npNNPP93Q/te//mVEzoYNGzBnzhwTdtu6DfPnz8c777xjXqq70hlnnGFCg6tbjvrmaw4ljXyn\nZs+29msnF154IebOnWtEkboevP7668Y17Oyzz7ZOyTUJkAAJkAAJkAAJkAAJkECUEuhUgaRu\ndPfeey/efPNNI3J0zs+0adMwfvx4/+1QMaMixiqa5FUnEZ577rmYOnWqsSjdeOON1m4THnxf\n+zWh7PTp03HDDTfgzDPPxOzZs3H33XcjJSXF3wc3SIAESIAESIAESIAESIAEopOABM3qGkkS\nduzYYaxA7c1rofOOdCJhuOAKeivb2q8BBbTN/obQ1Uh6LMEEGKQhmEfgq0gI0hA43sO9zSAN\nrRPXIA06iVdTEOjcS5ZgAjqfVCfak00wF32l/1cJCQnQSLFd5BEfOshOrNHn/s6dOxmkIcw9\nsFKn8LtOGDhSpd5KGnSpI4rOnWfpugQ6NYpdIJa8vLzAl21utwzV3fKAtvarlWl/xVHLc/A1\nCZAACZAACZAACZAACZBA9yLQqS523Qslr4YESIAESIAESIAESIAESCDSCVAgRfod5PhJgARI\ngARIgARIgARIgAQ6jAAFUoehZEckQAIkQAIkQAIkQAIkQAKRToACKdLvIMdPAiRAAiRAAiRA\nAiRAAiTQYQQokDoMJTsiARIgARIgARIgARIgARKIdAIUSJF+Bzl+EiABEiABEiABEiABEiCB\nDiNAgdRhKNkRCZAACZAACZAACZAACZBApBOgQIr0O8jxkwAJkAAJkAAJkAAJkAAJdBgBCqQO\nQ8mOSIAESIAESIAESIAESIAEIp0ABVKk30GOnwRIgARIgARIgARIgARIoMMIUCB1GEp2RAIk\nQAIkQAIkQAIkQAIkEOkEKJAi/Q5y/CRAAiRAAiRAAiRAAiRAAh1GgAKpw1CyIxIgARIgARIg\nARIgARIggUgnQIEU6XeQ4ycBEiABEiABEiABEiABEugwAhRIHYaSHZEACZAACZAACZAACZAA\nCUQ6AQqkSL+DHD8JkAAJkAAJkAAJkAAJkECHEaBA6jCU7IgESIAESIAESIAESIAESCDSCVAg\nRfod5PhJgARIgARIgARIgARIgAQ6jAAFUoehZEckQAIkQAIkQAIkQAIkQAKRToACKdLvIMdP\nAiRAAiRAAiRAAiRAAiTQYQQokDoMJTsiARIgARIgARIgARIgARKIdAIUSJF+Bzl+EiABEiAB\nEiABEiABEiCBDiNAgdRhKNkRCZAACZAACZAACZAACZBApBOgQIr0O8jxkwAJkAAJkAAJkAAJ\nkAAJdBgBCqQOQ8mOSIAESIAESIAESIAESIAEIp0ABVKk30GOnwRIgARIgARIgARIgARIoMMI\nUCB1GEp2RAIkQAIkQAIkQAIkQAIkEOkEbD4pkX4RHD8JdFUCf/rTnzB79mzMmDEDRUVFXXWY\nHFcXJHDvvfdi3rx5eOmll5CXl9cFR8ghdVUCd9xxBxYtWoRZs2YhJSWlqw6T4+qCBG688Uas\nXLkSH374YRccHYdEAoePAC1Ih481zxSFBKqqqrB9+3Y0NzdH4dXzkg+GwM6dO817x+12H0w3\nPDYKCVRWVpr3jtfrjcKr5yUfDIHy8nLz3uFv5wdDkcd2BwIUSN3hLvIaSIAESIAESIAESIAE\nSIAEOoQABVKHYGQnJEACJEACJEACJEACJEAC3YGAoztcBK+BBLoqgaFDh+LUU0/lPICueoO6\n8LhGjhyJpqYmJCYmduFRcmhdkcDo0aPhcDjM0hXHxzF1XQLHHHMMMjMzYbPZuu4gOTISOAwE\nGKThMEDmKUiABEiABEiABEiABEiABCKDAF3sIuM+cZQkQAIkQAIkQAIkQAIkQAKHgQAF0mGA\nzFOQAAmQAAmQAAmQAAmQAAlEBgHOQYqM+8RRRhABDa27fPlyLFu2zOSvmThxIuLj4/1X8O23\n32LDhg3+17qRlZUF9f1mIQElUFtbi4ULF5r1uHHjUFhYSDAkEJZAQ0MDPv30UxQXF0PnrR11\n1FH+dvo++uyzz/yvrQ39TIqNjbVech2FBNrzHOLnUBS+MXjJfgIUSH4U3CCBgydQUVGBa665\nxgginSj92muv4bnnnsOTTz6JtLQ0cwJN/PnJJ58gNTXVf8JRo0ZRIPlpRPfGxo0bcfXVV5vE\nwr179zbvnfvuuw/HHXdcdIPh1YcQePfdd/Hggw9CPz+SkpLw9NNP45xzzsFtt91m2n711Ve4\n//77kZOTE3Ts8ccfT4EURCT6XrT1HOLnUPS9J3jFwQQYpCGYB1+RwEEReOKJJ/D111/jr3/9\nq+mnsbER06ZNM8u1115r6i6//HKcf/75uPDCCw/qXDy4exL44Q9/iOHDh+Pmm282kaRUYM+Z\nMwczZ85kZKnuecsP6KrUUn3ppZeaz5aLLrrI9DF//nzcddddeOaZZzBw4ECzXrx4MR5//PED\nOgcP6r4E2noO8XOo+957Xln7CHAOUvs4sRUJtIuA/or7/e9/399WQzRrqG91f9HidDqxZcsW\nDBkyxN+GGyRgEaisrMTq1auNgLbC7KpFQN8/q1atsppxTQLYuXMnxo4di0mTJvlpjBkzxmxb\nnzfr1q3jZ42fDjcsAm09h/g5ZJHiOpoJUCBF893ntXc4ARVHga5Q+iVm6dKlxiKgJ1O3Bf3l\n9/PPPzduVBdffDHU6qQPLBYSKC0tNRDy8/P9MLKzsxEXF4eysjJ/HTdIQN3mbr31VmRkZPhh\nfPDBB4iJifGLIhVIVVVVuOOOOzB16lTceeed2L59u789N6KTQFvPIX4ORef7glcdTIACKZgH\nX5FAhxFwuVy455570LdvX/PlRDvWLyxaVBDdcMMNOO200/Cf//wHf/zjH009/0Q3gZKSEjN/\nLTCohxLR+Wr6RZeFBFojsH79ejNfTd3u8vLyTIAP/aKr8yLPO+88MzdS31/6uVNXV9daN6yP\nAgJtPYf4ORQFbwJeYpsEGKShTURsQALhCcyePTvoi4b+QpuQkGAa19TUmF9rdf3www/7J0Sf\nccYZJhhDr169TDuNOKW/+D777LP4yU9+4g/kEP6MrO3uBDSymNvtDrlMj8djJuGH7GAFCQgB\nnfeoVqJTTz3VWKYVSkpKCl599VUTIVMtkFp0btsVV1wBtTTpPEiW6CTQ1nOIn0PR+b7gVQcT\noAUpmAdfkUC7CcydOxezZs3yL01NTeZY/cX2+uuvN190//KXvwRFkFLLgCWOrBNZLnmWW4NV\nz3X0EVC3KRVDGro5sKjQbvm+CdzP7egloBExb7nlFiN4br/9dtjtux/rOoetZ8+exj3TolNU\nVIQePXpALQQs0UugrecQP4ei973BK99LgAJpLwtukcB+EXjkkUfw4osv+hedC7Bjxw4jjgoK\nCvDYY48hPT09qE8N+/3zn/88qE5D8eqXGX4BDsISlS/69OkDh8OBlStX+q9fgzbovLXAeUn+\nndyIagLz5s3Dr371K9x000247rrrglhs2rTJWIu2bt3qr1dhVF5eDg0fzxK9BNp6DvFzKHrf\nG7zyvQQokPay4BYJHDQBnUukFgANu7tmzRqo+NFFJ8VqGT9+PL744gsz70hdqZYsWWK2J0+e\nHJQX6aAHwg4ikoAKanV/0TDNOk9ErZIzZsyAvj/0l38WErAIaKSx3/3udzjllFPQr18//2eN\nft5ocBitU5dfDQKj89dUHGn6gczMTDP30eqH6+gj0NZziJ9D0fee4BWHEmAepFAmrCGBAyKg\noXU1Kl24Mm7cODz00ENml84LeOqpp4xVQMXUmWeeaaJRtZyYH64f1nV/Avpl9te//rX5wqvv\nCU04rLltrETD3Z8Ar7A9BF544QUTlCFcW52PNGXKFPMjzW9+8xt/mgF1sdPAMYWFheEOY10U\nEWjrOcTPoSh6M/BSwxKgQAqLhZUkcGgJqPVIwzarr7c1gfrQnpG9RxoBnXekATySk5Mjbegc\nbxcjoPMideJ9S5ffLjZMDucwE2jPc4ifQ4f5pvB0XYYABVKXuRUcCAmQAAmQAAmQAAmQAAmQ\nQGcT4Bykzr4DPD8JkAAJkAAJkAAJkAAJkECXIUCB1GVuBQdCAiRAAiRAAiRAAiRAAiTQ2QQo\nkDr7DvD8JEACJEACJEACJEACJEACXYYABVKXuRUcCAmQAAmQAAmQAAmQAAmQQGcToEDq7DvA\n85MACZAACZAACZAACZAACXQZAhRIXeZWcCAkQAIkcGAEnE4nNm/ejPr6+gPr4DActWPHDmzf\nvn2/z9TQ0GCuTZPmspAACZAACZDA4SBAgXQ4KPMcJEACJHAICSxevBj9+vXDa6+9dgjPcnBd\nX3bZZTjhhBP2u5N33nnHXNtHH32038fyABIgARIgARI4EAIUSAdCjceQAAmQAAmQAAmQAAmQ\nAAl0SwIUSN3ytvKiSIAESIAESIAESIAESIAEDoSA40AO4jEkQAIkQAKdR2DBggV4++23UVJS\ngtNOOw1FRUVhB7N8+XK88sorWL16NQoLC3HOOefg1FNPDWr71FNPIT09HePGjcPTTz+NdevW\n4aSTTsJ5552H3r17B7Vt74uysjK89dZb+PDDD9G/f3/84Ac/aPXQ9owx3MFz5syBctDxZmRk\nYMSIEbj22muRkpJims+aNQtLlizBrbfeaq4vsI8XX3wR27Ztw89+9rPAam6TAAmQAAmQgCFA\nCxLfCCRAAiQQQQQefPBBI2Deffdd1NXVGQFw8803h1zBk08+iWOOOQZ/+MMf4HK58PHHHxsx\ndfvttwe1nTFjBh544AGMHz8e8+bNQ3JyMu69914cccQR2LhxY1Db9ryoqKjAsccei1tuucUE\njfjggw+M+Pr2229DDm/vGFseeOmll2LKlCl444034PP5jFhUIXTUUUeZa9X2brcbv/nNb/Dq\nq68GHa7BHq6//nqsWrUqqJ4vSIAESIAESMBPQB4uLCRAAiRAAhFAYP78+b6YmBiffMH3eb1e\nM+Li4mKfWJB88qHue/bZZ02dWFV8cXFxvokTJ/rKy8v9V3bXXXeZdnPnzvXXjR071tTddttt\n/rrS0lJfQUGB78gjj/Sfx7+zjY1Jkyb5xCLl++abb/wtf//735tzSCAJf117xyiBJ8yxEqzB\nHCtWKfNarD/+vpTFj3/8Y1MvliNTL5H9fDk5Ob6TTz7Z3043Zs6cadppPywkQAIkQAIkEI4A\nLUh+qcgNEiABEujaBP79739DBJKx8NhsNjPYXr164Y477gga+F//+ldjSdF6EQn+fT/96U8R\nGxuLxx9/3F+nG5mZmbjnnnv8dXl5ecYCtGzZMqxfv95f39ZGTU0NRHwZV7fBgwf7m+t51cUv\nsOzvGK1j1WVPXeRE7FlVUBbTpk0zr0UQmrUIRKilSUQltmzZ4m/7/PPPm6h4p5xyir+OGyRA\nAiRAAiQQSIBzkAJpcJsESIAEujCBr776Cn369EFWVlbQKI8++uig12K9MaJB5xepC11gSUpK\nwtq1awOrzPwdda0LLOpip2Xp0qUYOHBg4K5Wt7/++mvj8mYdazVUUTd69GjofCOr7O8YrePE\nCmUEzpdffmnmGOn8Kl0+//xz00TdCa1y5ZVX4tFHHzWCSsWi5mJ677338Itf/MLwsdpxTQIk\nQAIkQAKBBGhBCqTBbRIgARLowgQqKyv9QQgCh9lSMOk8oPj4eDgcDtjt9qBl8uTJOO644wIP\nN0EOgirkhQopLbt27TLr9vzR8WmxAiUEHnOwY7T6UiuVBpHQeU4670iFkgo4cRG0mvjXKsrG\njBmDF154wdSp5cnj8eCKK67wt+EGCZAACZAACbQkQAtSSyJ8TQIkQAJdlIDMCYK62bUsMg8p\nqEqj2i1atMgEKQh0ddNGGrxAhVNg0YhuLcvmzZtNlQY+aG/R8WkJdGmzjj3YMVr9qGudRq/7\n+9//boSOugxqsZLkii+51dSs1Yp00003maAMGtFPk9W2FvUv6EC+IAESIAESiFoCtCBF7a3n\nhZMACUQaAQ3FXV1dDQ1hHVhefvnlwJeYMGGCea3zbQKLusCpdadl1DutVze1wKLHJiYmYuTI\nkYHV+9zu27cvdP5Sy/OqOFJRE1j2d4zWsWoxUuuWWoEscaT7NOy5FhWAgeV73/sedD7SE088\ngS+++GKfIccDj+M2CZAACZBA9BKgQIree88rJwESiDACV111lbGA6FrdxVauXInf/va3xpoS\neCnXXXcdhg0bhkceecTMwdF22n769OlGIN19992BzSFR4HD++edDQ4frPCcNg63b//jHP4y4\nCGrcxgu17Ghwh0suucTMEdLQ4Zp/SV3bAsv+jtE6Vq1UDQ0NuPPOO00OJJ17dMMNN+Cll14y\nTVq6BGZnZ+Pcc8+FBoVQwXfRRRdZXXFNAiRAAiRAAuEJhAttxzoSIAESIIGuSUDDdksSV598\n2TfhqvPz833iOma2rTDfOnJJ1uoTMeATdzqzT54AvkGDBvkkSEHQhWmY7+HDh/vEquRvq2HD\n//znPwe1258XIqx84tpnzqthya+55hrfZZdd5pMAC0HdtGeMLcN8yzwn019ubq6/fxFgPsnZ\n5JOIfj5JhBt0Dn0xe/Zs0/byyy8P2ccKEiABEiABEmhJwKYV4aUTa0mABEiABLoqgcbGRqjr\n2oABA/Y5RI3qpklaJTcRREyFRG/TYAeSM8hYjtQyIzmQOmyOzqZNm0yY8XBBGwIH3dYYA9ta\n22r10mh86tanlqF9lf/+97/Q4BSS+wiSG2pfTbmPBEiABEiABECBxDcBCZAACUQxgUCB1B0x\nqJA666yzoGJtzZo1IQKxO14zr4kESIAESODgCASHMjq4vng0CZAACZBANyOg1qdnnnmmXVc1\ndepUiMteu9oe6kbqHKHJYEtKSowF7fXXX6c4OtTQ2T8JkAAJdBMCFEjd5EbyMkiABEjgQAio\n61nLyG+B/agrnxXyO7A+3HZtbW246k6ps9lsJqKeCiVNDHvBBRd0yjh4UhIgARIggcgjQBe7\nyLtnHDEJkAAJkAAJkAAJkAAJkMAhIsAw34cILLslARIgARIgARIgARIgARKIPAIUSJF3zzhi\nEiABEiABEiABEiABEiCBQ0SAAukQgWW3JEACJEACJEACJEACJEACkUeAAiny7hlHTAIkQAIk\nQAIkQAIkQAIkcIgIUCAdIrDslgRIgARIgARIgARIgARIIPIIUCBF3j3jiEmABEiABEiABEiA\nBEiABA4RAQqkQwSW3ZIACZAACZAACZAACZAACUQeAQqkyLtnHDEJkAAJkAAJkAAJkAAJkMAh\nIvD/ASb4mSueqg2mAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60, carrier %in% top5) %>%\n",
    "    ggplot() +\n",
    "        geom_freqpoly(mapping = aes(x = dep_delay, y = ..density.., color = carrier), binwidth = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two ways to access **computed variables**. E.g., we used `..density..` above. But we can also use `stat(density)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0HSIXap/XfZhWFrjzxTGvuOb3bZZ5CCo6yFNMMQu6YZdxBAAAEEEEiyAAFSkq8O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\nR1ei9OgKcshbS1822fRdRg67H0Oy7qCCsySQyMDBv5MEUn3tJCmN5l2N9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eMNGH\na2WOFynXx6DGW0WihazbmjSxr+dDut81gQ/pvkgHqrLWID/lJZREfNGkZ2DR7EhFfNVExFWP\nR6QtCxZ7P3oeANUX1dBXRKmKMt/D4YHvwhl7mCJeBjidR2m7OLeElOTp6JdxKdJT51OmZeN+\nDQc4xQsdEUjBS9pAKXAfFRkwPclLxW29aMvxbhOl6P2e5kQdtNUrovoDCNe9SFqVRu6CQuyI\nJuZUXdvPjfmUOti0RlT9Lq0+CQc+MVeqD4m0lm6By8oU3Lk5AjcPcOGeISc+D4kFUqtDEJYr\nWSB1clhZIIUCY4EUyiS4JtwF0pLvLkNF1UbMm7NQL/AYvO+Wz/89aNQta++oXYOfb3wRzosW\nwEPOXOKDnBBI9nfJ/vczA94kc4ZtFxzAP7K+1/IQve41C6T2h5wFUtt82hJIbe8RukXZswuG\nLZshU7qeTOYO9GEhtFMba0TE6uGJFryfZUKC0w83eU1bDfUihfaJIwe8KdEDcV3KFIyu9EEI\nMnXnDpILjW1vrIy7zoj8//bOBD6q6nz/z0wm+76QQCABwr6JqIiCGyqK4oJUK1atdautVv1p\ntdVq+7fValttXVpbtdStVnFvEdEqioK4IBSUVZAdkpCFhOwzmeX/vgfuMJOZkACBZDLP+Xxu\n7p1zzz333O+dzJ1n3ve8L9anxWBwHTAmvhdqe2Sj3ucy0fl03pOGHL8g+0hMkSAU+3LnU+Hj\nLZW5WWpJykCbYb69W0RkfSjR9JbIl/Y91ihftiSaHb4WzTEViNuei/jifMTWp+8dsGz5Ytzw\nZIjwy5YgBrkyI8qeBO+X4tO2pw/bYMnxdJIbzSNKsbVsFjZvfRPVu5abPmJiEiTKnoit9JHI\nTB8h6xFISekvPzCJyBP29fWbpe1KVO1aYdaa7yk1pQhpaYPls3cw0mVJTi407Z2uKrHibxeL\nliyybnKWo2fuKeiRMy5ovOFe7I9ACnd8a3UqYjR63nKZW6bzi3bPKdJ5RTYJva5BH2y4RISR\nzhfqyFIn5zrhgxQMlfDuM48/+HlIFEgdeXe6dl8USPt5fyiQQoFRIIUysWq6s0Cqql6BDz6e\ngtycCThpwovWJYesdZLs5PkpsHvcWPDx7Ujqm4/GayV8tzwQ9Ytc9f/q0Xh/DOpSmvCd7z6E\nXw47G6dn7HaZCeksiiookPZ9symQWufTEQIpqHen0yS3tW/bJoElthlLkVqWJDILfHHWWrYl\nIp4VHU8j5P3FtQIzdi1BfrMDY4sbcEyZG0dLguiCo04y0frUpc8hwSW0ePLz4TrlVHh69YZd\nwp7HlO2As6IUvxVL0hsSprll0Qh6XonnprKtR2yqydP0HYmilyjR9Noq7Q3zrXmbvMslyuAX\nEjBimR0xbrFG7SlemfPiKPLBXiQR8AZ4Ye8lI8kQd75AlSdtRc/BK0LLPV/mj0kAGlPi5Lhh\nEqZ8lBcN/b8V68erkuNplkT33O1uuOcU4rqXZNyTtd69x+Jm7RO/R9kMFhM6H0sFlbo8hyu9\nep6OUcPvFEE1MNxu4wZY37gEO3cuQ3nFBiOsmprKxOJVBqer0vwIVtTvUrF4TTuk1i6fz4t1\n6/8hAvI1Y1kr6neZuCX2CDvm9lR+7/MkrBLXygUyD8lyvWvPceHaUCCFo9I96yiQ9vO+UiCF\nAqNACmVi1XRngbR46e0mMtTxxz4lD7EzrUsOWT8iGeGf3hiP2zbNwvXFc3cnx8zcHZ0uXeYo\nlUmSR5/MP7/zgn9hSZ/1mDvyFnGt2OvbHtJhlFRQIO37RlMgtc6nwwVS66dqc0+jzLlJFLcy\nW3UV4uZ/ZMKXG/e8PUdq+HLXxNPgkch7rZV18mU9RsRUxupvkCSiJX7sBNgmTUYxGvH8js/x\nH5lb5RQ1ky6WqUskd9NUsSqpaLJZakVc6WI0CqCsdU5W1sABqKqtC3GxC3f+Ylc1Htj6DpZW\nbMUJm4dJwDsHluZuQknGTpM492I531EpheEODanzltjge7ManjUp8Dak+vfbU3bBkVuM5r5i\nUZHAB/Wurahv2oS6po1oaN4Oe7oN8T0zkdKzQEKYjzTWpbg4sb7Xb0JN7VrU1MgiAXF0WyVj\nclwhUm0DJfx6PyT7CkTYJWO16yGU1y8UJjGSE2o6hg+5xS86Kiq/xBZJwrt1+1viKbnLPy7d\nsNkcSIjPkfmkmdhVo8mDhaUIt8I+U6FiScfTkUWTii9eehsqdy72d6u5rQp6n2tSRWRlHuGv\nb++G9Qx6dExDUOS99h4f2I4CKZBG996mQNrP+0uBFAqMAimUiVXTXQWSS740zP7vsYiPz8bZ\nk2TeQMsZ1HsAaOhXnXuU1NyABZ/cAdu0qXAfc6yFB3guBU0LvFh70hb8YNQT4i4zBr8snLJ3\nfxRvUSDt++ZTILXOpysJpJajtIlLbeynnxi3vebxE+ARgdTeErNmNRL+/QbsIrZU6DSdN9UI\nq52SWPpf5V/g1fIlJuy49ucQC0sPmdOTK8H6elXUomd1I1JEXMV6fJD5/4h1xMGRkIT4BEkk\nm5yDfhl9kNpD5lhpwt34BEmi6sWL5Yvwt5KP0SQib0xyAe6Wz6ZcEV5vyVyuV8oXY5MEZtAy\nUKwbQxJ7mpxQSWLB0gATutZ5XseKK6GZ7+XxIH7ObMRJyHYtbk+uRHofYZbm5kFSsyeqgNnb\nyh8JQmATKxUyZZ0sawmC4HNKW1lD1j75vBXNKPPBWpixtDtpXzf+ayxJ+zFqXevE/S8RhfHH\nYYd7NeqbS7WFEUGDBlwkc0rPRWNjnAijXFNnCc2GxhJslLDquqhVSYvmnFIXPxVQcbEZZh0v\n2zGORBGgbviEnQbz8chiAlSI2MrJHmueHaaDPX/UjfDbDc9gxerfm+iEau06YvgvUFr2sam3\nrGtZmUeJUPqBsSzZNURhrVx3jXColTDwwsaeL1xaFA1R/qMlSSaIxM8kZ9TBFAqkg6EXWcdS\nIO3n/aJACgVGgRTKxKrprgLpm2+fxPKV92PksJ9h6OAbrMsNWf9udbyJTPTLdS/j+6mlaLzi\nKn8bj0yEbp4h0Z8KnJg85beIj3PgxaHXIF+sSizirZORIRGuElFWViZfGA4++lJ3Y0qB1Pod\n7coCqfVRt3OPROiLf++/JjeUfIGBT9z8PH37GqFV3bc3Xk6qxLKazSiv2YEyXyN2qsedZUlq\n4xQ6X2pAjRf9m2KwMjsWK5PdSPXG4FbfEFwgc4N84hKsLoSiAkzI9S9qNmBmxWIs2LXOuPuF\n695EDEzMx5lrJPz51yXomZiFpqnfMe6IVnufCBz3Ojsqvl6NYled5KiKQ2l6MkQGIs4di9Ge\nQoxzF8EmQRF8VSJ+ZE6WBnjwF3HZgwzJJsFvIBH6kCQCShcZqm6rJ55noVjlNVhFkhO78p/H\noqL74IxvQIwnBgVVvVDkGoWeGccjadAwxBYNkATDEqyiLmNPoAsRIMXi0icCJGaMfBYNc6Kk\n+n3JcfeCSQLuH8c+NmxeB3qUT5RAFgWmlVqlUpLFwiURTh1pydha/gaKvXPQnFGF0aPvQt+C\n7/h78zq9qFi6DNVfrUfs1myk1A1CvKsHYl2ZQiGAgx6RLu6Ow8TKpS6MGupdxGSjDHmCzEPq\nL26Rr084uHlIFEj+29LtNyiQ9vMWUyCFAqNACmVi1XRHgaT+4e/MPUl+QdyBKWd8Ib8Ehk/m\nWioTk6csSEJOYzU++Pp+eP7vVvhSd7uVeCtscN2TYB7cN0z/O5ambsKfi6ZjQnp433iLZzSt\nKZD2fbcpkFrn060F0p7L1uARcZ8uRMymDbBX7rbk6C6fXb7Ii3BS8eRNTkHDceNQcvQRKBPx\n0CiBHVwSMzwhJQk7a3fB6XZJ1L1d2FJTYqxBG321KHWImWlPOXuLC7/8XyNyJHdby6Kh0GUi\njhFoNcmxKBdxVjOoCDUFvVAvCVLrNYG2sxrzypdjjUd8iPeUYQl5GJzcCzVuiZAnYdGr9yya\naDfwLGrpGirWkaaMNKwTM8no5D4meI1G9/TplCy1FKn4EyOKpf++qN1o+h0socM1ybYGPtBi\nl4iEMQv+B/fCHDTWnSA14vIYvxMNRyxCulPmh1aIgqoWsSmueF5fqvwgkyPWnmxzbNg/Eg3Q\nPlSEyJEeeIZXwZm4A67marGG7V08ngY5fywSt/VH0qqhSFozAPYmGWyYUpOxAmnVu131fMLO\nrqHZe4q4kceFd4sEqdgm1+HdK4S8Dhea4kslj5XMU5MogT7Jfpyc2wsptYNgXy8HSUQ7q2g/\nsVe5cGV5PJZWx+DjifXIVEF5gIUC6QDBReBhdPSPwJvGIZNAZxLQ/CMNDVtRWDCtVXG0VnJU\naFjXZp8dN256G5h6gV8cib4Sy5E82eXXzNfOXmjE0bU9T6Q46sybynOTQIQR8ErI8aaLLjaj\nttXWiFDaKPOMZJG1JtR1jTsO7tFjzHZPaaWLVUyQhtidIgLkwyjHqt291uh46jrnc7kwKl+C\nHgytQlN1NWxVVca1z9YoykRDmst+UQQm3Hl6TQMyvlwByOKTc3sGDZZIdaOkjR23vL0ZxfFe\nvHvqKLyfBwlxvhWr5cclqyTb40xKgz7xmeibkA1NkjsytgdGfrYcyQsWwGnbhZ8el4T3+mzD\nlV8+ir9VFaEgqwAeyU9lclRJR2saSvHI9rlYVLfJ6hYJMu9rkLj+Da1wYcSqLSio96JHv3hk\nF1TBUTFJIvRlIvHLyRJKPbTY4l3ifrgdDttWsTBtlAiB22XeUQnc6I3GwgvRXCquiCskx5Ys\nQB7iEiSqn7r97VmQJQJEXBs9X8r+6j1iJUWsTxMlgW+RMFe9I3PG6iXke23dBjlPEurrViC1\nYSh8Em3QVyqiaMeer6cimGwFIpqKJNKdHGuTxZ4nOZS8aSguXYRtm18WN7z5Mg7pVzWdzOPK\naTgRPavORFbZeKRtHwnXTODY73pEIDnwpVjhzui5VwSHXj1rSGA3AVqQ9vOdQAtSKDBakEKZ\nWDXd0YK04NPLsaN8Pk49aRayMkdbl2rWFeID/5d1cXhTcmPIYw0nV67A3+wL4Z7+PX879ywH\n3LPisHloKS457TGMTx+Ax/pP9//a6W8Y5Ru0IO37DUALUut8osGC1PrVt72nvVHs2u5pTwux\nVtm3bEashCp3rFwebNFKSECjfP55hg43jdViVN5cJ6IoUcKdJ+0zPLlNovnFSW4o7CjBgzkV\neLYoBpnibvbEgnocVenBltFD8PDRGZhdr8ETgGNS+prw6esay7C2vgSbJdy35E8NKXEyZ/SI\nukKcuGkYGuKdqEqoR2VSLSoT61Ah65hEOwocGegvCW37x2aiyOnAwO3VyH3nPclT5UTzmKPR\nMOFCeFfKPKNV4vYnHgHG9U/nQgUUT7wHO0fuQsWYndjVr1K4lCHDnoABhaPEtS4toOXeTVtd\nLRxffYWYL9cC2+pEHElUvqED4Bk8BJ7CvhCltrfxnq3GxlITZGJX9Uo0iHulJuxt9IjIFdE0\n7vNXjGvfhh+6ML0qERcXuHDX8AOfh0QLUgj+bltBgbSft5YCKRQYBVIoE6umuwkkjTD03w9O\nkYm5o3HaybOsy0ST+Hg/vykO/9gYJw8mG/pJIsQ7172K07Ed9TfcLH7x6hgvE5PfF3H0cixc\n4hJx/kW/R3JGHF4efh2S2zNB2X+26NigQNr3faZAap0PBVLrbHRPhwukFqez7yiFY4UIJRE4\nzklnwpfdwkzVon17X87cvhAPls1DrFjmz5UEqLOzXXA6bChyJ+DmAefgxKzdkQBj1n6DhJdf\nhKupHqtHD8SKE4+CzABFWXOtWcpdu9fq1qdzpFQwOewxspaIdY5Y1LmdxlWv5bg08EWKJDRK\nkYzfSYhBUmaexLNIMq6C2rdbrFS5delmsYsyWyxRSV0BLov+/kRQFjTZMcSXYtwNB2T1Q28J\npJG7ch1yvlmPRLe4+4l7oDcnJygHly8uHu6BA+HN6wlbYwNs9fW7lwZZ1+lS65+RpCHgG+Ia\n8WWeEyOXvoTmompMHJtlktLOOuHA5yFRIPnvYrffoItdt7/FvEAS6DgC6zc+ZzobWHSFv9N3\nShz409p47JAHXrpEk7p9/X9waYm4PEw4AfWniwuMTmiWohnqPW/LxN8UD26e8jQaZLLwc6Ou\nlV8Uk8RjJTTPif8E3CABEiCBCCKgX+BdsnR0md57Anqm9MAvNr6B1yU3VJYvHnd93YjvrimV\nCG6vwznlXJPYN27ehzLxSFzbJp+DgSedgoGtDEQjx1kR6qwmVqLY5VvWYVNTBTbqIi6Hm5sq\njRCqj3PKFJ8alIuLnLNZXAXloztWhFOuNw55IoryJLRET08JsmqdmCARw8XZzozFl5YOrwS5\n2GF34RtvNdYkujE3thZzZd7XsA1rsVpz7uo0pJHpSBABmBmbLDmLkmD3SiAGsVrB2bR77d4s\nUQg3y34fshK8yBQXvMwEOzKy4+BKycfOdJlflhyHqsQY7JTAgDXVW/HrbV+g94ZxmDbSg5kS\nLKJcPB16aEALFhLYBwEKpH3A4S4SIAGx+shk4oqdiyRa0UIJ7/qy6J0s9Mk/BzrP6AGJUrek\nyiEhdb24qngeblo/S3J1ZKPphhvhze9t8OmcI/e/RBx9LJajTBd+PvV5fJW0Gb/ocxZGpxWi\nTsL+spAACZAACbRN4JT0wXh2yJUyl2kLzs0ajaThEijhfYnq99mnSHzhedOBVyJgNn7vcnjV\nJW0fpaU4CmyaIyHSdTkmtV9gtX/b8fUyON54VQJdOE34dGuHyg5fuoihvP4SWbCfiS7oKSg0\nAS2sNrr2iegp3bIa35Z8g3KZo7WuYRd2ZqWiyuE1gSs0gIUKNCNj1HNPYvogQdz5RDx55HkT\nXt6oZWiPdUi8GqShOe7RcUvwh9njcOH/6jDz+AwsqozBlHzOQxI6LPsgQIG0DzjcRQLRSKC5\nuQbVu1ahonKRzDX6RBL2/U8eSrstPJrvqN/gu/H7b9LwylaxBolDw4mNG/H/vnoGRR6JZjT5\nLDRIbhPz66XA00z0GpDBu9iB0pwq/HDKk+LjXoPpOWNxYc7R0YiX10wCJEACB0VAo9TpYopM\nyXGeOxXNY8ch/p234ZMcTk1Tp0k476SDOkdbB7uPOBKe/D6Im/8RnMkS/S43D94eubL0kMh6\n4aPVBfZpkza9Bh1plsD69mx7xfKl7oGBUQB1bpdDnk8a5U/nd2nuKd3WfFWP4yOsyVuLodsG\nY0SlzwRqoEBqD+nobkOBFN33n1cf5QQ8Eoq2rOJTEUQrdy/VK2Al5LPQpKUOQW6PCUjLOgmf\nuk7GTRvTsEsSEfaJacKvVr2AScVfil/4INRfeC188sulVTSBYcOfHYhZ48CKvC346TnPoX9W\nFh7sfQFGpxRYzbgmARIgARI4SALenr3QeOU1B9nL/h3ukzlCzmkX7t9BHdBaw5erADIJeNvo\n76q8CVhSuxlPHPsJHnlrMK5d7cFDffSr74EHamjjlNzdTQh0CYG0ZcsWfPrpp9BJt+PHj0dK\nSso+8dbW1mLhwoXQ9bhx41BYKObbgNLWfk26uGzZMqxatQpDhw7F2LFjA47mJglEB4Hi0rn4\navmvgwSRwyFuFdnHIiN9hESoG4Me2eOxorEnXpeodO+tdpgADAni8/1/ziX40WdPI062m8Tv\nvfmEk0wyDnWnc37jRfknTqR+lYqEpjh8XrAWj58/B7/sezZOzxwWHXB5lSRAAiRAAp1OQN0I\n7+s3FRfXPY6VuVswvqQQycU2lEievl6J4R31On3QHECXINDpAumf//wnZsyYgZNPPhnFxcXQ\n14899hg0Ck+4slHyHFx99dUoKipC79698eSTT+K+++7DcccdZ5q3tV/F0Y9+9CNoNLoTTjgB\nr7zyCiZOnIhbb7013OlYRwIRQ8ApE2m3bp8ly2zExaabPEX5PU+XqKjqvL231NVvEWF0D0p2\nfCCVdvTvewmysk9GbOooSXrYBw0eO2rdNsyWfBGzFsWiWIIvaMmOc+P41I04+dvXUFixDcsG\nZsJx+tlI6tEHtrW1qPqsGT2WZSG9LgU9kCKhY+vw1lGLEXOBCy/mXb3PcLbmBPxDAiRAAiRA\nAh1MIEsCPtw/8Lt45pgP8dCcH+DqVV58cWIMpvbmPKQORt2tuutUgaSWo2eeeQaPPvoojjzy\nSJkM7jbi5eWXXzbrcKQfeOABnHfeebj55ptN9JXnnnsODz/8MGbOnGlet7VfBZFOCtdzJIvf\n7ObNm3H55ZdjypQpGDJkSLhTso4EuiwBDaBQXPoetmx90+Qm8kmWeKuoAFKLUO/8s9C3zwXG\nIrR63ZNY+O0H2GYbicrk5yS7/KnYXJ4E147g/BXah8PrQ7L8oDDAvk501NeId5Wgpj4O/7MV\nocIxDn1Le6DwzznIqMmWtjEmR199rBPzh61E1VHVKDwyDRenjxQrU6d+zFg4uCYBEiABEohS\nAmMl2MTi0SuwZlE5Ti7ugb+tkBS5vXf/+BelSHjZbRDo1G8uixYtQn5+vhFHOk6HZKCePHky\nXnrppbACqbKyEqtXr8add97pD015zjnnGAuUusv17Nlzn/tHjBiBTz75BJMmTTLiSM/Zt29f\njBw5Eu+//36IQCorK5NE2XvzDk/VYQAAGrRJREFUTMfLpMKYMEnKtJ/DVXaUlWPzph0SwcUt\nmag9spZ4Ll75FUQmLcJml7nxMTJtXrIVSD4DnVBv82cFOHQjjBMubo+Mx733y/nBnk08tdAs\n/lrSKzyybpYr1bg1ko5PrlXftrqWiDZyrTYJLRpj8yFWlhibV2q8Yq1Q07kvoA/ZlnrtQ5nI\nUTKh0y7hSfVYu3l9sGPW490yFrdE2ZF84TJuyTDhiIdd3jPN9ZKJ3d2EGK9TMpPL2tNg7p9E\nG5VM6T6Tzdwlo3PJfXSJMNG1W7elT5dcil7/bgIav0cWufd6NZ7mRjhckmzQfZ5kFr8GKbY+\nSESuHCORgHw12GWrR90uyQexzo6GmJ2S2f02pDt/iawmHwaKC/axss5xNkhuCxFDEochVRL9\npbliZC05Mbz68FDhNHDPIqsWxSVWpfLcXSjLqYbziCYMGJeJs9K0ffuKuj/YJRxtZ/9ftW+0\nh7eVFWFK+bCEJ0A24blY7x39v9JQziyhBPS9Y3EK3cua7viZfP2g8/DQka9g6NzvY9hn8n3u\nbP2msf+lO7LZfwrd/4hOFUjq5qZucoFFBVNFRYV86feaL06B+0pLS81LbWMVK2a/ihmrtLZf\nBZKeM3C/HqOvA4+3+rn++uuxfPly66URcmp56szy0nMrcN5HjP7Vmfcgcs6d28pQWz4Udrvg\nqQRzOpyS2K8WdUmNkgawEYkOH1LSkuDokY6Y3HTYkyWkd64NsX1iECu/vjly9Mt7divnaV+1\n/vDA0joBTWrJEp4A3zvhuVi1mtSSJTwBsgnPxarNzW3t+WG1iMz1LVd9FyuWSJJZezMSUvOR\nlrj/X4O7K5vIvKOHbtT7/87owLGo4ElLSwvqMTU11YijXbt2hcxDUnGjD8SWD0U9pqqqCjq/\naF/71YVPxVfLc+rrtWvXBo1DX0yYMAEFBXujbfXv3x+NjY0h7Q5nRXquBx8X7gxzSv2lP/SX\nwtCaMId2sapAZy/bnmvaW6eBpfWq9Ou8rq0v+1q72+JhrXdbP/Tvbgp7+9hLSu1JVukIVpL7\n24xt71p6FQuRWrx2n0vHaG2rLUtrddl9XTb5tdcuQ9JRaYbz3Vcka7G0qKXMjHbPQLVbr1jM\nPI5mNDtcsnbCrYu4ucWKBSnRHYPEZgfi3XZZHIjzxCAm0QO7JORzZEl9j0Qk9E5Daq90xCdJ\n37FusXLJ+MWKJCpJzEn5sKXvjUonQ5KiJ9dFrXpi2TrIf4c4SSKr/5f6gwhLMIHY2FhjVW9q\naqIVIBiNeaXvHU0wTAtJKBxlo79yd/bzKnRkXaNGvyeodwjfO6H3o7u/d7Li0jDwt1twUm6h\nXHyz/I/ok6z9Rd87Tk1c2wElMTGxA3phF4eKQKcKJP0CoF+OAov1OilMDP9w7fVYFUbavq39\n+sBQs7p1Duu8+lrnI7Ust9xyS8sqY4EKqTyMFWeeIammzziMJ2zHqdIlKZw+iAPdEdtxWFQ0\nUTb63iwvLw9533UVAC5JrGccSa1/xTix6OiiOqi6+pAOU4Ox6JxA/aLLEkwgQ0Kmq9txTU2N\n+YwL3stXGvWUbMK/D/T/Sp93+kMjRUAoI7XKKhv+MBPKRr1y9L1TfYg/+0PPfPhqkkQkHej1\nqeXxQI9teYUUSC2JdK3X+gN1pxX9kNKQ3IFFH3j64d7SSqRttL2KoYaGPZmS9xyox/Tq1avN\n/epvrA/VcOfU+UssJEACJEACJEACJEACJEAC0U2gUwVS//79sWbNmqBf1leuXBkyL8m6RX36\n9DG/qGobq2jQBv0VSOcRtbVfj9Hw4IHHa50GeGg5F0rrWUiABEiABEiABEiABEiABKKLQKcK\npNNPP93Q/te//mVEzoYNGzBnzhwTdtu6DfPnz8c777xjXqq70hlnnGFCg6tbjvrmaw4ljXyn\nZs+29msnF154IebOnWtEkboevP7668Y17Oyzz7ZOyTUJkAAJkAAJkAAJkAAJkECUEuhUgaRu\ndPfeey/efPNNI3J0zs+0adMwfvx4/+1QMaMixiqa5FUnEZ577rmYOnWqsSjdeOON1m4THnxf\n+zWh7PTp03HDDTfgzDPPxOzZs3H33XcjJSXF3wc3SIAESIAESIAESIAESIAEopOABM3qGkkS\nduzYYaxA7c1rofOOdCJhuOAKeivb2q8BBbTN/obQ1Uh6LMEEGKQhmEfgq0gI0hA43sO9zSAN\nrRPXIA06iVdTEOjcS5ZgAjqfVCfak00wF32l/1cJCQnQSLFd5BEfOshOrNHn/s6dOxmkIcw9\nsFKn8LtOGDhSpd5KGnSpI4rOnWfpugQ6NYpdIJa8vLzAl21utwzV3fKAtvarlWl/xVHLc/A1\nCZAACZAACZAACZAACZBA9yLQqS523Qslr4YESIAESIAESIAESIAESCDSCVAgRfod5PhJgARI\ngARIgARIgARIgAQ6jAAFUoehZEckQAIkQAIkQAIkQAIkQAKRToACKdLvIMdPAiRAAiRAAiRA\nAiRAAiTQYQQokDoMJTsiARIgARIgARIgARIgARKIdAIUSJF+Bzl+EiABEiABEiABEiABEiCB\nDiNAgdRhKNkRCZAACZAACZAACZAACZBApBOgQIr0O8jxkwAJkAAJkAAJkAAJkAAJdBgBCqQO\nQ8mOSIAESIAESIAESIAESIAEIp0ABVKk30GOnwRIgARIgARIgARIgARIoMMIUCB1GEp2RAIk\nQAIkQAIkQAIkQAIkEOkEKJAi/Q5y/CRAAiRAAiRAAiRAAiRAAh1GgAKpw1CyIxIgARIgARIg\nARIgARIggUgnQIEU6XeQ4ycBEiABEiABEiABEiABEugwAhRIHYaSHZEACZAACZAACZAACZAA\nCUQ6AQqkSL+DHD8JkAAJkAAJkAAJkAAJkECHEaBA6jCU7IgESIAESIAESIAESIAESCDSCVAg\nRfod5PhJgARIgARIgARIgARIgAQ6jAAFUoehZEckQAIkQAIkQAIkQAIkQAKRToACKdLvIMdP\nAiRAAiRAAiRAAiRAAiTQYQQokDoMJTsiARIgARIgARIgARIgARKIdAIUSJF+Bzl+EiABEiAB\nEiABEiABEiCBDiNAgdRhKNkRCZAACZAACZAACZAACZBApBOgQIr0O8jxkwAJkAAJkAAJkAAJ\nkAAJdBgBCqQOQ8mOSIAESIAESIAESIAESIAEIp0ABVKk30GOnwRIgARIgARIgARIgARIoMMI\nUCB1GEp2RAIkQAIkQAIkQAIkQAIkEOkEbD4pkX4RHD8JdFUCf/rTnzB79mzMmDEDRUVFXXWY\nHFcXJHDvvfdi3rx5eOmll5CXl9cFR8ghdVUCd9xxBxYtWoRZs2YhJSWlqw6T4+qCBG688Uas\nXLkSH374YRccHYdEAoePAC1Ih481zxSFBKqqqrB9+3Y0NzdH4dXzkg+GwM6dO817x+12H0w3\nPDYKCVRWVpr3jtfrjcKr5yUfDIHy8nLz3uFv5wdDkcd2BwIUSN3hLvIaSIAESIAESIAESIAE\nSIAEOoQABVKHYGQnJEACJEACJEACJEACJEAC3YGAoztcBK+BBLoqgaFDh+LUU0/lPICueoO6\n8LhGjhyJpqYmJCYmduFRcmhdkcDo0aPhcDjM0hXHxzF1XQLHHHMMMjMzYbPZuu4gOTISOAwE\nGKThMEDmKUiABEiABEiABEiABEiABCKDAF3sIuM+cZQkQAIkQAIkQAIkQAIkQAKHgQAF0mGA\nzFOQAAmQAAmQAAmQAAmQAAlEBgHOQYqM+8RRRhABDa27fPlyLFu2zOSvmThxIuLj4/1X8O23\n32LDhg3+17qRlZUF9f1mIQElUFtbi4ULF5r1uHHjUFhYSDAkEJZAQ0MDPv30UxQXF0PnrR11\n1FH+dvo++uyzz/yvrQ39TIqNjbVech2FBNrzHOLnUBS+MXjJfgIUSH4U3CCBgydQUVGBa665\nxgginSj92muv4bnnnsOTTz6JtLQ0cwJN/PnJJ58gNTXVf8JRo0ZRIPlpRPfGxo0bcfXVV5vE\nwr179zbvnfvuuw/HHXdcdIPh1YcQePfdd/Hggw9CPz+SkpLw9NNP45xzzsFtt91m2n711Ve4\n//77kZOTE3Ts8ccfT4EURCT6XrT1HOLnUPS9J3jFwQQYpCGYB1+RwEEReOKJJ/D111/jr3/9\nq+mnsbER06ZNM8u1115r6i6//HKcf/75uPDCCw/qXDy4exL44Q9/iOHDh+Pmm282kaRUYM+Z\nMwczZ85kZKnuecsP6KrUUn3ppZeaz5aLLrrI9DF//nzcddddeOaZZzBw4ECzXrx4MR5//PED\nOgcP6r4E2noO8XOo+957Xln7CHAOUvs4sRUJtIuA/or7/e9/399WQzRrqG91f9HidDqxZcsW\nDBkyxN+GGyRgEaisrMTq1auNgLbC7KpFQN8/q1atsppxTQLYuXMnxo4di0mTJvlpjBkzxmxb\nnzfr1q3jZ42fDjcsAm09h/g5ZJHiOpoJUCBF893ntXc4ARVHga5Q+iVm6dKlxiKgJ1O3Bf3l\n9/PPPzduVBdffDHU6qQPLBYSKC0tNRDy8/P9MLKzsxEXF4eysjJ/HTdIQN3mbr31VmRkZPhh\nfPDBB4iJifGLIhVIVVVVuOOOOzB16lTceeed2L59u789N6KTQFvPIX4ORef7glcdTIACKZgH\nX5FAhxFwuVy455570LdvX/PlRDvWLyxaVBDdcMMNOO200/Cf//wHf/zjH009/0Q3gZKSEjN/\nLTCohxLR+Wr6RZeFBFojsH79ejNfTd3u8vLyTIAP/aKr8yLPO+88MzdS31/6uVNXV9daN6yP\nAgJtPYf4ORQFbwJeYpsEGKShTURsQALhCcyePTvoi4b+QpuQkGAa19TUmF9rdf3www/7J0Sf\nccYZJhhDr169TDuNOKW/+D777LP4yU9+4g/kEP6MrO3uBDSymNvtDrlMj8djJuGH7GAFCQgB\nnfeoVqJTTz3VWKYVSkpKCl599VUTIVMtkFp0btsVV1wBtTTpPEiW6CTQ1nOIn0PR+b7gVQcT\noAUpmAdfkUC7CcydOxezZs3yL01NTeZY/cX2+uuvN190//KXvwRFkFLLgCWOrBNZLnmWW4NV\nz3X0EVC3KRVDGro5sKjQbvm+CdzP7egloBExb7nlFiN4br/9dtjtux/rOoetZ8+exj3TolNU\nVIQePXpALQQs0UugrecQP4ei973BK99LgAJpLwtukcB+EXjkkUfw4osv+hedC7Bjxw4jjgoK\nCvDYY48hPT09qE8N+/3zn/88qE5D8eqXGX4BDsISlS/69OkDh8OBlStX+q9fgzbovLXAeUn+\nndyIagLz5s3Dr371K9x000247rrrglhs2rTJWIu2bt3qr1dhVF5eDg0fzxK9BNp6DvFzKHrf\nG7zyvQQokPay4BYJHDQBnUukFgANu7tmzRqo+NFFJ8VqGT9+PL744gsz70hdqZYsWWK2J0+e\nHJQX6aAHwg4ikoAKanV/0TDNOk9ErZIzZsyAvj/0l38WErAIaKSx3/3udzjllFPQr18//2eN\nft5ocBitU5dfDQKj89dUHGn6gczMTDP30eqH6+gj0NZziJ9D0fee4BWHEmAepFAmrCGBAyKg\noXU1Kl24Mm7cODz00ENml84LeOqpp4xVQMXUmWeeaaJRtZyYH64f1nV/Avpl9te//rX5wqvv\nCU04rLltrETD3Z8Ar7A9BF544QUTlCFcW52PNGXKFPMjzW9+8xt/mgF1sdPAMYWFheEOY10U\nEWjrOcTPoSh6M/BSwxKgQAqLhZUkcGgJqPVIwzarr7c1gfrQnpG9RxoBnXekATySk5Mjbegc\nbxcjoPMideJ9S5ffLjZMDucwE2jPc4ifQ4f5pvB0XYYABVKXuRUcCAmQAAmQAAmQAAmQAAmQ\nQGcT4Bykzr4DPD8JkAAJkAAJkAAJkAAJkECXIUCB1GVuBQdCAiRAAiRAAiRAAiRAAiTQ2QQo\nkDr7DvD8JEACJEACJEACJEACJEACXYYABVKXuRUcCAmQAAmQAAmQAAmQAAmQQGcToEDq7DvA\n85MACZAACZAACZAACZAACXQZAhRIXeZWcCAkQAIkcGAEnE4nNm/ejPr6+gPr4DActWPHDmzf\nvn2/z9TQ0GCuTZPmspAACZAACZDA4SBAgXQ4KPMcJEACJHAICSxevBj9+vXDa6+9dgjPcnBd\nX3bZZTjhhBP2u5N33nnHXNtHH32038fyABIgARIgARI4EAIUSAdCjceQAAmQAAmQAAmQAAmQ\nAAl0SwIUSN3ytvKiSIAESIAESIAESIAESIAEDoSA40AO4jEkQAIkQAKdR2DBggV4++23UVJS\ngtNOOw1FRUVhB7N8+XK88sorWL16NQoLC3HOOefg1FNPDWr71FNPIT09HePGjcPTTz+NdevW\n4aSTTsJ5552H3r17B7Vt74uysjK89dZb+PDDD9G/f3/84Ac/aPXQ9owx3MFz5syBctDxZmRk\nYMSIEbj22muRkpJims+aNQtLlizBrbfeaq4vsI8XX3wR27Ztw89+9rPAam6TAAmQAAmQgCFA\nCxLfCCRAAiQQQQQefPBBI2Deffdd1NXVGQFw8803h1zBk08+iWOOOQZ/+MMf4HK58PHHHxsx\ndfvttwe1nTFjBh544AGMHz8e8+bNQ3JyMu69914cccQR2LhxY1Db9ryoqKjAsccei1tuucUE\njfjggw+M+Pr2229DDm/vGFseeOmll2LKlCl444034PP5jFhUIXTUUUeZa9X2brcbv/nNb/Dq\nq68GHa7BHq6//nqsWrUqqJ4vSIAESIAESMBPQB4uLCRAAiRAAhFAYP78+b6YmBiffMH3eb1e\nM+Li4mKfWJB88qHue/bZZ02dWFV8cXFxvokTJ/rKy8v9V3bXXXeZdnPnzvXXjR071tTddttt\n/rrS0lJfQUGB78gjj/Sfx7+zjY1Jkyb5xCLl++abb/wtf//735tzSCAJf117xyiBJ8yxEqzB\nHCtWKfNarD/+vpTFj3/8Y1MvliNTL5H9fDk5Ob6TTz7Z3043Zs6cadppPywkQAIkQAIkEI4A\nLUh+qcgNEiABEujaBP79739DBJKx8NhsNjPYXr164Y477gga+F//+ldjSdF6EQn+fT/96U8R\nGxuLxx9/3F+nG5mZmbjnnnv8dXl5ecYCtGzZMqxfv95f39ZGTU0NRHwZV7fBgwf7m+t51cUv\nsOzvGK1j1WVPXeRE7FlVUBbTpk0zr0UQmrUIRKilSUQltmzZ4m/7/PPPm6h4p5xyir+OGyRA\nAiRAAiQQSIBzkAJpcJsESIAEujCBr776Cn369EFWVlbQKI8++uig12K9MaJB5xepC11gSUpK\nwtq1awOrzPwdda0LLOpip2Xp0qUYOHBg4K5Wt7/++mvj8mYdazVUUTd69GjofCOr7O8YrePE\nCmUEzpdffmnmGOn8Kl0+//xz00TdCa1y5ZVX4tFHHzWCSsWi5mJ677338Itf/MLwsdpxTQIk\nQAIkQAKBBGhBCqTBbRIgARLowgQqKyv9QQgCh9lSMOk8oPj4eDgcDtjt9qBl8uTJOO644wIP\nN0EOgirkhQopLbt27TLr9vzR8WmxAiUEHnOwY7T6UiuVBpHQeU4670iFkgo4cRG0mvjXKsrG\njBmDF154wdSp5cnj8eCKK67wt+EGCZAACZAACbQkQAtSSyJ8TQIkQAJdlIDMCYK62bUsMg8p\nqEqj2i1atMgEKQh0ddNGGrxAhVNg0YhuLcvmzZtNlQY+aG/R8WkJdGmzjj3YMVr9qGudRq/7\n+9//boSOugxqsZLkii+51dSs1Yp00003maAMGtFPk9W2FvUv6EC+IAESIAESiFoCtCBF7a3n\nhZMACUQaAQ3FXV1dDQ1hHVhefvnlwJeYMGGCea3zbQKLusCpdadl1DutVze1wKLHJiYmYuTI\nkYHV+9zu27cvdP5Sy/OqOFJRE1j2d4zWsWoxUuuWWoEscaT7NOy5FhWAgeV73/sedD7SE088\ngS+++GKfIccDj+M2CZAACZBA9BKgQIree88rJwESiDACV111lbGA6FrdxVauXInf/va3xpoS\neCnXXXcdhg0bhkceecTMwdF22n769OlGIN19992BzSFR4HD++edDQ4frPCcNg63b//jHP4y4\nCGrcxgu17Ghwh0suucTMEdLQ4Zp/SV3bAsv+jtE6Vq1UDQ0NuPPOO00OJJ17dMMNN+Cll14y\nTVq6BGZnZ+Pcc8+FBoVQwXfRRRdZXXFNAiRAAiRAAuEJhAttxzoSIAESIIGuSUDDdksSV598\n2TfhqvPz833iOma2rTDfOnJJ1uoTMeATdzqzT54AvkGDBvkkSEHQhWmY7+HDh/vEquRvq2HD\n//znPwe1258XIqx84tpnzqthya+55hrfZZdd5pMAC0HdtGeMLcN8yzwn019ubq6/fxFgPsnZ\n5JOIfj5JhBt0Dn0xe/Zs0/byyy8P2ccKEiABEiABEmhJwKYV4aUTa0mABEiABLoqgcbGRqjr\n2oABA/Y5RI3qpklaJTcRREyFRG/TYAeSM8hYjtQyIzmQOmyOzqZNm0yY8XBBGwIH3dYYA9ta\n22r10mh86tanlqF9lf/+97/Q4BSS+wiSG2pfTbmPBEiABEiABECBxDcBCZAACUQxgUCB1B0x\nqJA666yzoGJtzZo1IQKxO14zr4kESIAESODgCASHMjq4vng0CZAACZBANyOg1qdnnnmmXVc1\ndepUiMteu9oe6kbqHKHJYEtKSowF7fXXX6c4OtTQ2T8JkAAJdBMCFEjd5EbyMkiABEjgQAio\n61nLyG+B/agrnxXyO7A+3HZtbW246k6ps9lsJqKeCiVNDHvBBRd0yjh4UhIgARIggcgjQBe7\nyLtnHDEJkAAJkAAJkAAJkAAJkMAhIsAw34cILLslARIgARIgARIgARIgARKIPAIUSJF3zzhi\nEiABEiABEiABEiABEiCBQ0SAAukQgWW3JEACJEACJEACJEACJEACkUeAAiny7hlHTAIkQAIk\nQAIkQAIkQAIkcIgIUCAdIrDslgRIgARIgARIgARIgARIIPIIUCBF3j3jiEmABEiABEiABEiA\nBEiABA4RAQqkQwSW3ZIACZAACZAACZAACZAACUQeAQqkyLtnHDEJkAAJkAAJkAAJkAAJkMAh\nIvD/ASb4mSueqg2mAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights_nona %>%\n",
    "    filter(dep_delay < 60, carrier %in% top5) %>%\n",
    "    ggplot() +\n",
    "        geom_freqpoly(mapping = aes(x = dep_delay, y = stat(density), color = carrier), binwidth = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets look at the distribution of **carat** in the `diamonds` tibble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ekHP/hBbpljjz02TZs2LWuPZe66665s2aOOOiodcsgho5bfsWNHuvvuu9N9992X\nli1blpYvXz5qvicECBAgQIAAAQIECNRDoNAB6dFHH01f+tKXRlVi+/bt6emnn04f/OAHs4B0\nzz33pE9/+tNp0aJFo5Z7/etfnwWkhx9+OL3vfe9Lhx56aDrooIPSNddckz71qU+lo48+Ols+\nwtF5552XnnjiiXTMMcekm266KUW4uvjii0dtzxMCBAgQIECAAAECBKovUOiAdOSRR6Zbbrll\nVBWuuOKK9J//+Z/p1FNPzdofeuihdPjhh6cvfOELo5ZrPLn88svTKaecki688MI0adKkdN11\n16Urr7wy3XDDDdnzCEQbNmxIN954Y5o9e3Z65JFH0tlnn51WrFiRDjvssMZm/EuAAAECBAgQ\nIECAQA0ESnUNUgSjf/qnf0of//jH08yZM7PyREDaW5CJM033339/FqYiHMV00kknpccffzz7\nOl08v/POO9Nxxx2XhaN4vnTp0nTEEUek2267LZ6aCBAgQIAAAQIECBCokUChzyA112HLli3p\nM5/5TDrjjDOy64Qa8yIgzZgxI11yySXpgQceSK94xSuyr9/F1+mefPLJbLElS5Y0Fk8LFy5M\n06dPT3F9U5x5iq/WNc+PBeN5zB87ffOb30zxtb/GNH/+/OxMU+P5eP6dMmVKtlicrSrzNNH9\nD5dZs2ZltSmzy0T2PV6nMcWHAVOnluZHdSIJWm4rri2cPHnyyIcaLReqWWPjA6B4nUz0z2bZ\nKcOGyegqVuU4NHpUvT9zHMobOg7lTaLFcSjvUpbj0K5du/Kdb9FSmt+6vvvd76annnoqnX76\n6SPDiJsvRAg64IAD0plnnpldQxRfyTv//PPT9ddfn4WfCE/xX/M0d+7c9Mwzz6S4nim2OW/e\nvObZ2fMHH3xwVFs8+drXvpbuuOOOkfa42UPst5tp7D672cYw1+lH/xs31RjmuIq473322aeI\n3Rp6n8b+XA+9QwXoQPwM+TnKF6If71f5vZSvhUu+Zn5+8ibR4jjU2sVxKO9S9OPQ1q1b851u\n0VKagBRfrXvjG9+YnQFqjGPOnDnp5ptvTvvtt9/ImYdXvvKV6T3veU/69re/nfbdd98sBDWW\nb/wbN2aIH/b4tCg+iY6g1DzF81afOF5wwQXpne9858iiccbjV7/61cjz8TyIA1LsNwJamadO\nx91urFHL5557LkVtTLsF4sxRvE7jg4Bt27ZheV4gPtGMn6F4vZh2C8T7WLzfxZn2jRs3YmkS\niDP9a9eubWrxsCrHoYmupONQXtRxKG8SLY5DeZcyHYciN7SbShGQ4mttcbe6z3/+86PGE6fz\n4uxR8xR3q1u8eHF29ihuBR6/cG/atGnUpx/r1q1LBx54YHaThkCKX0Cbp5g/drsx/9WvfnXz\nYtnj+IpeJ9POnTuzX+7iF5kyTxPd/wgCEQIEgT2visbX6sJkor337KV8jxqn8ZnsqV0Expji\n/YXLHpd4FF+nYDLapCrHodGj6v2Z41De0HEobxItjkN5l7Ichxr9zI9gdEspbtLw7//+79mn\no695zWtG9f7nP/95drboF7/4xUh7BJY1a9Zkt/Q++OCDs2s37r333pH5cdOGODg0rjuKQNU8\nPxaMv4cU1zCZCBAgQIAAAQIECBCol0ApAlLcevulL31prjIveclLsgvYv/jFL2ZfWYtwdPXV\nV6cFCxakt7zlLSm+WnH88cenVatWZbfy3rx5c7r22mvTCSeckJ1lig3GNU233357Forik8Zb\nb701xfcTTzzxxNz+NBAgQIAAAQIECBAgUG2BUnzFLs4UxdflWk0XXXRRuuyyy9Jpp52WzY4z\nQvFVvDhVHlP8EdhPfvKT6eSTT85u1hBnoeJaosYUfzA27owXN3aIC8vizNGll16a4rvIJgIE\nCBAgQIAAAQIE6iVQioA09tqj5hItW7YsffWrX83uRhcBJ84aNU9xNumqq65KcV1RfO+w1c0X\nzjnnnHTWWWdlyyxatKh5dY8JECBAgAABAgQIEKiRQCkC0njq0S7YtLudadyRpN02xtMPyxAg\nQIAAAQIECBAgUF6BUlyDVF5ePSdAgAABAgQIECBAoEwCAlKZqqWvBAgQIECAAAECBAj0VUBA\n6iuvjRMgQIAAAQIECBAgUCYBAalM1dJXAgQIECBAgAABAgT6KiAg9ZXXxgkQIECAAAECBAgQ\nKJOAgFSmaukrAQIECBAgQIAAAQJ9FRCQ+spr4wQIECBAgAABAgQIlElAQCpTtfSVAAECBAgQ\nIECAAIG+CghIfeW1cQIECBAgQIAAAQIEyiQgIJWpWvpKgAABAgQIECBAgEBfBQSkvvLaOAEC\nBAgQIECAAAECZRIQkMpULX0lQIAAAQIECBAgQKCvAgJSX3ltnAABAgQIECBAgACBMgkISGWq\nlr4SIECAAAECBAgQINBXAQGpr7w2ToAAAQIECBAgQIBAmQQEpDJVS18JECBAgAABAgQIEOir\ngIDUV14bJ0CAAAECBAgQIECgTAICUpmqpa8ECBAgQIAAAQIECPRVQEDqK6+NEyBAgAABAgQI\nECBQJgEBqUzV0lcCBAgQIECAAAECBPoqICD1ldfGCRAgQIAAAQIECBAok4CAVKZq6SsBAgQI\nECBAgAABAn0VEJD6ymvjBAgQIECAAAECBAiUSUBAKlO19JUAAQIECBAgQIAAgb4KCEh95bVx\nAgQIECBAgAABAgTKJCAglala+kqAAAECBAgQIECAQF8FBKS+8to4AQIECBAgQIAAAQJlEhCQ\nylQtfSVAgAABAgQIECBAoK8CAlJfeW2cAAECBAgQIECAAIEyCQhIZaqWvhIgQIAAAQIECBAg\n0FcBAamvvDZOgAABAgQIECBAgECZBASkMlVLXwkQIECAAAECBAgQ6KuAgNRXXhsnQIAAAQIE\nCBAgQKBMAgJSmaqlrwQIECBAgAABAgQI9FVAQOorr40TIECAAAECBAgQIFAmAQGpTNXSVwIE\nCBAgQIAAAQIE+iogIPWV18YJECBAgAABAgQIECiTgIBUpmrpKwECBAgQIECAAAECfRUQkPrK\na+MECBAgQIAAAQIECJRJQEAqU7X0lQABAgQIECBAgACBvgoISH3ltXECBAgQIECAAAECBMok\nICCVqVr6SoAAAQIECBAgQIBAXwUEpL7y2jgBAgQIECBAgAABAmUSEJDKVC19JUCAAAECBAgQ\nIECgrwICUl95bZwAAQIECBAgQIAAgTIJCEhlqpa+EiBAgAABAgQIECDQVwEBqa+8Nk6AAAEC\nBAgQIECAQJkEBKQyVUtfCRAgQIAAAQIECBDoq4CA1FdeGydAgAABAgQIECBAoEwCAlKZqqWv\nBAgQIECAAAECBAj0VUBA6iuvjRMgQIAAAQIECBAgUCYBAalM1dJXAgQIECBAgAABAgT6KiAg\n9ZXXxgkQIECAAAECBAgQKJOAgFSmaukrAQIECBAgQIAAAQJ9FRCQ+spr4wQIECBAgAABAgQI\nlElAQCpTtfSVAAECBAgQIECAAIG+CghIfeW1cQIECBAgQIAAAQIEyiQgIJWpWvpKgAABAgQI\nECBAgEBfBQSkvvLaOAECBAgQIECAAAECZRIQkMpULX0lQIAAAQIECBAgQKCvAgJSX3ltnAAB\nAgQIECBAgACBMgkISGWqlr4SIECAAAECBAgQINBXAQGpr7w2ToAAAQIECBAgQIBAmQQEpDJV\nS18JECBAgAABAgQIEOirgIDUV14bJ0CAAAECBAgQIECgTAICUpmqpa8ECBAgQIAAAQIECPRV\nQEDqK6+NEyBAgAABAgQIECBQJgEBqUzV0lcCBAgQIECAAAECBPoqICD1ldfGCRAgQIAAAQIE\nCBAok4CAVKZq6SsBAgQIECBAgAABAn0VEJD6ymvjBAgQIECAAAECBAiUSUBAKlO19JUAAQIE\nCBAgQIAAgb4KCEh95bVxAgQIECBAgAABAgTKJCAglala+kqAAAECBAgQIECAQF8FBKS+8to4\nAQIECBAgQIAAAQJlEhCQylQtfSVAgAABAgQIECBAoK8CAlJfeW2cAAECBAgQIECAAIEyCQhI\nZaqWvhIgQIAAAQIECBAg0FeBSbt+PfV1DxXf+I4dOzoa4eTJuzPpzp07O1qvXwuvWLGiq03/\n8z//c1fr7W2lcCmKyd762K/2otSgX+Ob6O1OmjQp26S3rtGyU6ZMyX6GuIx2qfN7y2iJPc+K\ndhza07PhPvJayfvH+224dPq7Tn5L1WpxHGpdzzIch7Zt25ZmzpzZegBNrVObHnvYhcDq1as7\nWmvhwoVp2rRpqdP1OtrJABae6P4vWLAgbdiwIcUL1zQ+gYmuwfj2Ovyl4o0tfobWr18//M4U\npAdxUNp///3Tli1b0rPPPluQXhWjG4sXL05r1qwpRmcK0ouqHIcmmtNxKC86e/bsNG/evLR2\n7drs/SW/RD1bHIfydS/LcSj6KSDl66dlggRWrlzZ1ZZWrVrV1XpWIkCAAAECBAgQIDAIAdcg\nDULZPggQIECAAAECBAgQKIWAgFSKMukkAQIECBAgQIAAAQKDEBCQBqFsHwQIECBAgAABAgQI\nlEJAQCpFmXSSAAECBAgQIECAAIFBCAhIg1C2DwIECBAgQIAAAQIESiEgIJWiTDpJgAABAgQI\nECBAgMAgBASkQSjbBwECBAgQIECAAAECpRAQkEpRJp0kQIAAAQIECBAgQGAQAgLSIJTtgwAB\nAgQIECBAgACBUggISKUok04SIECAAAECBAgQIDAIAQFpEMr2QYAAAQIECBAgQIBAKQQEpFKU\nSScJECBAgAABAgQIEBiEgIA0CGX7IECAAAECBAgQIECgFAICUinKpJMECBAgQIAAAQIECAxC\nQEAahLJ9ECBAgAABAgQIECBQCgEBqRRl0kkCBAgQIECAAAECBAYhICANQtk+CBAgQIAAAQIE\nCBAohYCAVIoy6SQBAgQIECBAgAABAoMQEJAGoWwfBAgQIECAAAECBAiUQkBAKkWZdJIAAQIE\nCBAgQIAAgUEICEiDULYPAgQIECBAgAABAgRKISAglaJMOkmAAAECBAgQIECAwCAEBKRBKNsH\nAQIECBAgQIAAAQKlEBCQSlEmnSRAgAABAgQIECBAYBACAtIglO2DAAECBAgQIECAAIFSCAhI\npSiTThIgQIAAAQIECBAgMAgBAWkQyvZBgAABAgQIECBAgEApBASkUpRJJwkQIECAAAECBAgQ\nGISAgDQIZfsgQIAAAQIECBAgQKAUAgJSKcqkkwQIECBAgAABAgQIDEJAQBqEsn0QIECAAAEC\nBAgQIFAKAQGpFGXSSQIECBAgQIAAAQIEBiEgIA1C2T4IECBAgAABAgQIECiFgIBUijLpJAEC\nBAgQIECAAAECgxAQkAahbB8ECBAgQIAAAQIECJRCQEAqRZl0kgABAgQIECBAgACBQQgISINQ\ntg8CBAgQIECAAAECBEohICCVokw6SYAAAQIECBAgQIDAIAQEpEEo2wcBAgQIECBAgAABAqUQ\nEJBKUSadJECAAAECBAgQIEBgEAIC0iCU7YMAAQIECBAgQIAAgVIICEilKJNOEiBAgAABAgQI\nECAwCAEBaRDK9kGAAAECBAgQIECAQCkEBKRSlEknCRAgQIAAAQIECBAYhICANAhl+yBAgAAB\nAgQIECBAoBQCAlIpyqSTBAgQIECAAAECBAgMQkBAGoSyfRAgQIAAAQIECBAgUAoBAakUZdJJ\nAgQIECBAgAABAgQGISAgDULZPggQIECAAAECBAgQKIWAgFSKMukkAQIECBAgQIAAAQKDEBCQ\nBqFsHwQIECBAgAABAgQIlEJAQCpFmXSSAAECBAgQIECAAIFBCHQckL7yla+kP/qjP9pr377+\n9a+npUuXpueee26vy5hBgAABAgQIECBAgACBIgpMHU+n1qxZk7Zu3Zot+pOf/CT96Ec/So89\n9lhu1Vjmm9/8Znr00UfT5s2b06xZs3LLaCBAgAABAgQIECBAgEBRBcYVkFatWpX++I//eNQY\nDj744FHPm5+89rWvTQsWLGhu8pgAAQIECBAgQIAAAQKFFxhXQLrooovS9u3b07Zt29J3vvOd\n9Mgjj6T3vve9ucFNnTo1C0Zvf/vbc/M0EAiBlStXdgURId1EgAABAgQIECBAoN8C4wpI06ZN\nSx/96Eezvixbtizdd9996ROf+ES/+2b7BAgQIECAAAECBAgQGKjAuAJSc49+7/d+r/mpxwQI\nECBAgAABAgQIEKiMQMcBKUZ+6623pr/8y7/MvmoXd6vbtWtXDuSZZ57JtWkgQIAAAQIECBAg\nQIBAkQU6Dkjf//73U5xFijvUveY1r0n7779/mjRpUpHHqG8ECBAgQIAAAQIECBAYl0DHAenm\nm29OM2fOTD/+8Y/Tb/7mb45rJxYiQIAAAQIECBAgQIBAGQQ6/kOxTzzxRDryyCOFozJUVx8J\nECBAgAABAgQIEOhIoOOAFOEozh5t2rSpox1ZmAABAgQIECBAgAABAkUX6Dggxd8/WrJkSfp/\n/+//pa1btxZ9fPpHgAABAgQIECBAgACBcQt0fA1S/KHYxYsXp89+9rPpc5/7XDr44IPT7Nmz\nczu85557cm0aCBAgQIAAAQIECBAgUGSBjgNS3L57y5Ytafny5UUel74RIECAAAECBAgQIECg\nY4GOA9K5556b4j8TgTIIrFy5sqturlq1qqv1rESAAAECBAgQIFBugY6vQSr3cPWeAAECBAgQ\nIECAAAECexcQkPZuYw4BAgQIECBAgAABAjUT6PgrdldccUX6q7/6q7ZMjzzySNtlLECAAAEC\nBAgQIECAAIEiCXQckBYtWpRe/vKXjxrDjh070qOPPpoiFC1YsCC9613vGjXfEwIECBAgQIAA\nAQIECJRBoOOA9O53vzvFf62m//u//0tvfetb04EHHthqtjYCBAgQIECAAAECBAgUWmBCr0E6\n9NBD08c+9rH0qU99KsVZJRMBAgQIECBAgAABAgTKJDChASkG/uIXvzitX78+PfTQQ2Vy0FcC\nBAgQIECAAAECBAikCQ1ImzZtSldffXWaMmVKOuSQQ/ASIECAAAECBAgQIECgVAIdX4P0pS99\nKf3t3/5tbpDbtm3LbtLw9NNPp/e+971pn332yS2jgQABAgQIECBAgAABAkUW6Dggbd26NW3c\nuDE3pjhrdMQRR2Q3abjwwgtz8zUQIECAAAECBAgQIECg6AIdB6Tzzz8/xX8mAgQIECBAgAAB\nAgQIVE2g44DUANi+fXv67ne/m372s5+l+Hrda1/72uy/fffdt7HIhPwbN3z4wQ9+kNvWscce\nm6ZNm5a1xzJ33XVXdnOIo446Knf9U7v5cce9u+++O913331p2bJlafny5bn9aSBAgAABAgQI\nECBAoPoCXQWk//qv/8quM/rpT3+aE/r0pz+d/uRP/iTX3m3DPffck2Kb8Qdqm6fXv/71WUB6\n+OGH0/ve974Utxg/6KCD0jXXXJPdZvzoo4/OFm83P8LReeedl5544ol0zDHHpJtuuilF+Lr4\n4oubd+cxAQIECBAgQIAAAQI1EOg4ID377LPp1FNPTXEG6YorrkhxxmbOnDnp5z//efryl7+c\nPvrRj6aZM2emiy66aEL44nbhhx9+ePrCF77QcnuXX355OuWUU1Jc9zRp0qR03XXXpSuvvDLd\ncMMN2fN28yMQbdiwId14441p9uzZ2Y0mzj777LRixYp02GGHtdynRgIECBAgQIAAAQIEqinQ\n8W2+4y52EZLuuOOOLAS94Q1vSK9+9auzkPL1r389nXvuuemv//qvJ0wrAtLegkrcMe/+++/P\nAluEo5hOOumk9Pjjj2dfl2s3P5a/884703HHHZeFo3i+dOnS7GYTt912Wzw1ESBAgAABAgQI\nECBQI4GOzyDFV97e9KY3pZe//OUtmSIg/c3f/E0WUpYsWdJymU4aIyDNmDEjXXLJJemBBx5I\nr3jFK9IHP/jB7Ot0Tz75ZLap5v0sXLgwTZ8+Pa1evXpkN3ubH2em4qt1zfNjpXjevH5jQz/8\n4Q/TL3/5y8bTLFQdeeSRI8/H82Dy5N2ZdNasWeNZ3DLPCwzaa9D766bQZehjN+Nqt05cexh3\nzazr+Fv5NN5XuOR14sMzr5XRLo3XC5e8S/y+MXVqx78ajd5QhZ41rvUOl8brpkLD63oojkN5\nusaJiqIfh3bt2pXvfIuWjt8FYuBxq++9TY15cW1Pr1PcXCFC0AEHHJDOPPPM7BqhW265JbuL\n3vXXX5+Fm/ihjf+ap7lz56ZnnnkmRR9eaH58TfCpp55K8+bNa149e/7ggw+Oaosn8fef4sxZ\nY4o/htvtmaaJvplFo09V/XfQXoPeXzd1K0MfuxnXeNeJr/KaRgvEh0Pxn2m0QN1/VkZr7HnG\nZY9F45Gfn4bE6H/jEgRTXsBxKG9S9ONQI6fkez66peOAFGdMPvKRj6Qf/ehH6XWve92orUUq\n+/M///PshgovfvGLR83r5klc23TzzTen/fbbb+Sg/8pXvjK95z3vSd/+9rdTvLlHyBk7RTCK\nP1QbCf+F5kfYi09Exi4Tz1u9GbzrXe/Kzp419hdBbO3atY2n4/o3thv7Xbdu3biWt9BugU6d\ne3Ub9P666W8Z+tjNuNqtEz/X8XO7ZcuWdovWZn58chcf9MQb/3PPPVebcY9noHEcietMTXsE\nHIf2WDQ/it8b4n1lIj7gbd5umR/HL7txpjH+/uXY35XKPK5e++44lBcsy3Eossp4PgjpOCD9\n/u//fnZzhjf9+mt273//+7OQFAfmn//6Jg1/93d/l3784x9nN2vI03XeEthx9qh5irvVLV68\nODt79LKXvSx7I9u0aVMWiBrLRfg48MADs9Pk8Ua3t/mx/QhfcaaqeYr1x+435seYx07xFb1O\npnijiYAUfTKNX2DQXoPe3/gl9ixZhj7u6e3EPYpP7OLgVNfxt5KM95R4H26837Vapq5tEQa8\nVkZX33FotEfjWXzjZPPmzdmfLmm01f3f+D0pXi8RHH0otefV4Di0x6LxqCzHoejneKbdF8SM\nZ8nnl4kflPibQ2984xvT5z73uXTWWWdlN2j40Ic+lOKW2nG3uZUrV3awxb0vGqErzhb94he/\nGFkoAsmaNWuya5AOPvjgLATde++9I/Pjpg07d+7MriNqNz9WisDVvH60xd9DiluGmwgQIECA\nAAECBAgQqJdAxwEpeOImBt/61rey4PKv//qv6R/+4R+yr9w9+uij6QMf+MCECb7kJS/Jbhn+\nxS9+MbumKMLR1VdfnRYsWJDe8pa3pPnz56fjjz8+rVq1KvsKRXzyc+2116YTTjghO8vUbn50\n9PTTT0+33357ForitNutt96afU3lxBNPnLBx2BABAgQIECBAgAABAuUQ6CogxRmauN13nGmJ\nW2SfccYZKcJR3GI7gtNETvH3lOLM1GmnnZbdqOGxxx5Ln//850e+Uhd/5DW+S3jyySent73t\nbdkZpQsuuGCkC+3mxx+Ujf6ff/756a1vfWv6xje+kS699NLsbzuNbMQDAgQIECBAgAABAgRq\nIdDxNUjbtm1Ly5cvT3G77/g6XZzBiSm+0/cf//Ef2R9YjTvMvfOd75wQwGXLlqWvfvWr2d3m\n4rqDOCvUPMXZpKuuuiq76UH0YezNFdrNj22dc8452VcF49qjRYsWNW/eYwIECBAgQIAAAQIE\naiTQ8Rmk7373u+l//ud/sjMtzV+ni7M3ca1QnFG6+OKLs+uAJtIxgsvYcNS8/bhAeWw46mR+\nnIUSjprFPCZAgAABAgQIECBQP4GOA9I//uM/ZjdoWLFiRU4r7gj34Q9/OPtjqvG1OBMBAgQI\nECBAgAABAgTKJNBxQIrBxVfd9jZFSIppPPcY39s2tBMgQIAAAQIECBAgQGAYAh0HpGOPPTZ9\n5zvfyW71PbbDcfOGz372s2n//fdPE/GHYsdu33MCBAgQIECAAAECBAj0U6DjmzTEnd6OOuqo\n7I+mvuMd70ivfe1r09y5c1PcXe6WW25JDzzwQPr7v//7fvbZtgkQIECAAAECBAgQINAXgY4D\n0pw5c9Jtt92Wzj333BTXI8Ud5hpTnDWK52eeeWajyb8ECBAgQIAAAQIECBAojUDHASlGNnPm\nzPSVr3wlxR9WjZsxxNmjl770pemggw5KkyZNKs3gdZQAAQIECBAgQIAAAQLNAl0FpMYGIgwd\neuih2X+NNv8SIECAAAECBAgQIECgrAId36ShrAPVbwIECBAgQIAAAQIECLQTEJDaCZlPgAAB\nAgQIECBAgEBtBASk2pTaQAkQIECAAAECBAgQaCcgILUTMp8AAQIECBAgQIAAgdoICEi1KbWB\nEiBAgAABAgQIECDQTkBAaidkPgECBAgQIECAAAECtREQkGpTagMlQIAAAQIECBAgQKCdgIDU\nTsh8AgQIECBAgAABAgRqIyAg1abUBkqAAAECBAgQIECAQDsBAamdkPkECBAgQIAAAQIECNRG\nQECqTakNlAABAgQIECBAgACBdgICUjsh8wkQIECAAAECBAgQqI2AgFSbUhsoAQIECBAgQIAA\nAQLtBASkdkLmEyBAgAABAgQIECBQGwEBqTalNlACBAgQIECAAAECBNoJCEjthMwnQIAAAQIE\nCBAgQKA2AgJSbUptoAQIECBAgAABAgQItBMQkNoJmU+AAAECBAgQIECAQG0EBKTalNpACRAg\nQIAAAQIECBBoJyAgtRMynwABAgQIECBAgACB2ggISLUptYESIECAAAECBAgQINBOQEBqJ2Q+\nAQIECBAgQIAAAQK1ERCQalNqAyVAgAABAgQIECBAoJ2AgNROyHwCBAgQIECAAAECBGojICDV\nptQGSoAAAQIECBAgQIBAOwEBqZ2Q+QQIECBAgAABAgQI1EZAQKpNqQ2UAAECBAgQIECAAIF2\nAgJSOyHzCRAgQIAAAQIECBCojYCAVJtSGygBAgQIECBAgAABAu0EBKR2QuYTIECAAAECBAgQ\nIFAbAQGpNqU2UAIECBAgQIAAAQIE2gkISO2EzCdAgAABAgQIECBAoDYCAlJtSm2gBAgQIECA\nAAECBAi0ExCQ2gmZT4AAAQIECBAgQIBAbQQEpNqU2kAJECBAgAABAgQIEGgnICC1EzKfAAEC\nBAgQIECAAIHaCAhItSm1gRIgQIAAAQIECBAg0E5AQGonZD4BAgQIECBAgAABArUREJBqU2oD\nJUCAAAECBAgQIECgnYCA1E7IfAIECBAgQIAAAQIEaiMgINWm1AZKgAABAgQIECBAgEA7AQGp\nnZD5BAgQIECAAAECBAjURkBAqk2pDZQAAQIECBAgQIAAgXYCAlI7IfMJECBAgAABAgQIEKiN\ngIBUm1IbKAECBAgQIECAAAEC7QQEpHZC5hMgQIAAAQIECBAgUBsBAak2pTZQAgQIECBAgAAB\nAgTaCQhI7YTMJ0CAAAECBAgQIECgNgICUm1KbaAECBAgQIAAAQIECLQTEJDaCZlPgAABAgQI\nECBAgEBtBASk2pTaQAkQIECAAAECBAgQaCcgILUTMp8AAQIECBAgQIAAgdoICEi1KbWBEiBA\ngAABAgQIECDQTkBAaidkPgECBAgQIECAAAECtREQkGpTagMlQIAAAQIECBAgQKCdgIDUTsh8\nAgQIECBAgAABAgRqIyAg1abUBkqAAAECBAgQIECAQDsBAamdkPkECBAgQIAAAQIECNRGQECq\nTakNlAABAgQIECBAgACBdgICUjsh8wkQIECAAAECBAgQqI2AgFSbUhsoAQIECBAgQIAAAQLt\nBASkdkLmEyBAgAABAgQIECBQGwEBqTalNlACBAgQIECAAAECBNoJCEjthMwnQIAAAQIECBAg\nQKA2AgJSbUptoAQIECBAgAABAgQItBMQkNoJmU+AAAECBAgQIECAQG0EBKTalNpACRAgQIAA\nAQIECBBoJyAgtRMynwABAgQIECBAgACB2ggISLUptYESIECAAAECBAgQINBOQEBqJ2Q+AQIE\nCBAgQIAAAQK1ERCQalNqAyVAgAABAgQIECBAoJ3A1HYLmP/CAosXL37hBcbMnTJlStbS6Xpj\nNlO7p4P2GvT+uiloGfrYzbjarTNp0qQU/82cObPdorWbP2PGjFTX18Xeih3vuUxG6zgOjfZo\nPJs8eXLad999G0/9+2uBeK+Naf78+WnXrl3ZY//b7eI41PqVUPTj0Pbt21t3fEyrgDQGpNOn\na9as6WiVhQsXpmnTpqVO1+toJxVceNBeg95fNyUrQx+7GVe7dSIYxc/Q+vXr2y1am/nxC+/+\n+++ftmzZkp599tnajHs8A41wVNeflb35OA61llmwYEHasGFD2rZtW+sFatg6e/bsNG/evLR2\n7drs/aWGBC2H7DiUZynLcSj6OZ4PWH3FLl9jLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQ\nIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBA\ngAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQ\nIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FC\ngAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp\n4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsI\nSHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBN\nBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECA\nAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAAB\nAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECA\nAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAAB\nAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2b\nAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkT\nLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSk\nmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8\ngICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI\n1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbDcSLCAAAqcUlE\nQVTesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8\ngICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI\n1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAEC\nBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQI\nECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAEC\nBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAsISHkTLQQI\nECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICUN9FCgAABAgQIECBAgEBNBQSkmhbe\nsAkQIECAAAECBAgQyAsISHkTLQQIECBAgAABAgQI1FRAQKpp4Q2bAAECBAgQIECAAIG8gICU\nN9FCgAABAgQIECBAgEBNBQSkmhbesAkQIECAAAECBAgQyAtMzTdpIUCgDAIrV67sqpurVq3q\naj0rESBAgAABAgTqIOAMUh2qbIwECBAgQIAAAQIECIxLwBmkcTFZiMD4BLo9qzO+rU/MUt32\n0ZmnifG3FQIECBAgQKDYAs4gFbs+ekeAAAECBAgQIECAwAAFBKQBYtsVAQIECBAgQIAAAQLF\nFhCQil0fvSNAgAABAgQIECBAYIACAtIAse2KAAECBAgQIECAAIFiC5TiJg2bNm1K3//+99Pj\njz+ejjjiiPTbv/3bI6rr169PP/jBD0aeNx4ce+yxadq0adnTWOauu+5K8e9RRx2VDjnkkMZi\n2b87duxId999d7rvvvvSsmXL0vLly0fN94QAAQIECBAgQIAAgXoIFD4g/cu//Ev67Gc/m171\nqlelffbZJ335y19OJ510UvrIRz6SVeiee+5Jn/70p9OiRYtGVez1r399FpAefvjh9L73vS8d\neuih6aCDDkrXXHNN+tSnPpWOPvrobPkIR+edd1564okn0jHHHJNuuummFOHq4osvHrU9TwgQ\nIECAAAECBAgQqL5AoQPSzp0703XXXZcFmLe//e1ZNe644470sY99LL3tbW9LL3vZy9JDDz2U\nDj/88PSFL3yhZbUuv/zydMopp6QLL7wwTZo0KdvelVdemW644YbseQSiDRs2pBtvvDHNnj07\nPfLII+nss89OK1asSIcddljLbWokQKD/Am5H3n9jeyBAgAABAgTyAoW+BulXv/pV9nW34447\nbqTnv/Vbv5U9jq/bxRQBaW9B5umnn073339/OvXUU7MwFMvH2adYN75OF9Odd96ZYvsRjmJa\nunRp9jW+2267LXvufwQIECBAgAABAgQI1Eeg0GeQ4mtzY7/q9u1vfztNmTJlJBRFQJoxY0a6\n5JJL0gMPPJBe8YpXpA9+8IPZ1+mefPLJrJJLliwZqejChQvT9OnT0+rVq7MzT/HVuub5sWA8\nj/ljpwcffDCtXbt2pDn2G1/b62SaPHl3Jo0+mMYvMGivQe9v/BLDW7IsJmXp50RWsvG+Ev/W\ncfztLJmMFmq8XriMdolvmUydOnXkA9XRc+v5LH7fiimu6d61a1c9EVqMOl4n3m9HwzTeV6ri\nUuiANJo+pf/93//NriF617velV70ohdlN12IEHTAAQekM888M7uG6JZbbknnn39+uv7667Pr\niiLExH/N09y5c9MzzzyTtm/fnp566qk0b9685tnZ8whDY6e4Fiq+4teY4mYP3Z5piqBmGr/A\noL0Gvb/xSwxvybKYlKWf/ahkq/e7fuynbNus82vihWrFJa8z9veF/BL1bInfm0x5gbg23jRa\noOjHoa1bt47u8F6elSYg/fd//3d2lujNb35zdtOFGM+cOXPSzTffnPbbb7+RT01f+cpXpve8\n5z0pzjTtu+++WQgaO/a4MUO8qOOTkUi6EZSap3je+Mpdc/vv/M7vjJy5ivYFCxZk1y81L9Pu\n8axZs7J9bty4sd2i5jcJxHVig5wGvb9Bjq3bfZXFpCz97LYOrdaLT77jPWvbtm1py5YtrRap\nbVu818edUE17BByH9lg0P5o5c2aKX57i+mfTboE4cxS/8D733HMpfncy7RZonEEa7y/bdXAr\ny3Eofr7Hc/a8FAEprhP6xCc+kd7xjnekP/iDPxh5nUUx4uxR8xR3q1u8eHF29ihu4hA/0HFw\nbE7569atSwceeGB2Gj3CVdz+u3mK+WO3G/N/93d/t3mx7HF8Ra+TKYoSoWzsPjvZRh2XHbTX\noPdXhpqWxaQs/ZzImseHPRGQ4sOdOo7/hSzjl14mo4Uch0Z7NJ7FL73x+0J80GDaLRDvK42A\n5MOXPa+KeF+J8Oi9ZY9JWY5D0c+x3xzbM4o9jwp9k4bo5ne+85308Y9/PH3oQx8aFY5i3s9/\n/vPsbNEvfvGLeJpNEVjWrFmTXRt08MEHZ98nvvfeexuzs5s2RHpsXHcUgap5fiwYN3Do9Nqi\nkR14QIAAAQIECBAgQIBAaQUKHZDiLnSf+cxn0pve9Kb0kpe8JMXfPGr8F3e4i7ZI8V/84hez\na4oiHF199dXZV9/e8pa3pPnz56fjjz8+rVq1Kvsq3ObNm9O1116bTjjhhOwsU1Tt9NNPT7ff\nfnsWiuICxFtvvTU7xX7iiSeWtqg6ToAAAQIECBAgQIBAdwKF/ordt771rex0d9wIYezNEOKu\ndfG3ii666KJ02WWXpdNOOy0TiDNCn//850e+Uhd/BPaTn/xkOvnkk7PTxK95zWvSBRdcMKIV\nfzD2jDPOyG7sEKdL48zRpZdeml3fNLKQBwQIECBAgAABAgQI1EKg0AHprLPOSvHfC03Lli1L\nX/3qV7O70UXAibNGzVPcSOGqq65KcV1R4/uRzfPj8TnnnJPtJ5aJW4ubCBAgQIAAAQIECBCo\np0ChA1InJWkXbNpdkBUXrbbbRif9sSwBAgQIECBAgAABAuUTKPQ1SOXj1GMCBAgQIECAAAEC\nBMosICCVuXr6ToAAAQIECBAgQIDAhAoISBPKaWMECBAgQIAAAQIECJRZQEAqc/X0nQABAgQI\nECBAgACBCRWozE0aJlTFxgonsHLlysL1SYcIECBAgAABAgSqJ+AMUvVqakQECBAgQIAAAQIE\nCHQpICB1CWc1AgQIECBAgAABAgSqJyAgVa+mRkSAAAECBAgQIECAQJcCAlKXcFYjQIAAAQIE\nCBAgQKB6AgJS9WpqRAQIECBAgAABAgQIdCkgIHUJZzUCBAgQIECAAAECBKonICBVr6ZGRIAA\nAQIECBAgQIBAlwICUpdwViNAgAABAgQIECBAoHoCAlL1ampEBAgQIECAAAECBAh0KSAgdQln\nNQIECBAgQIAAAQIEqicgIFWvpkZEgAABAgQIECBAgECXAgJSl3BWI0CAAAECBAgQIECgegIC\nUvVqakQECBAgQIAAAQIECHQpICB1CWc1AgQIECBAgAABAgSqJyAgVa+mRkSAAAECBAgQIECA\nQJcCAlKXcFYjQIAAAQIECBAgQKB6AgJS9WpqRAQIECBAgAABAgQIdCkgIHUJZzUCBAgQIECA\nAAECBKonICBVr6ZGRIAAAQIECBAgQIBAlwICUpdwViNAgAABAgQIECBAoHoCAlL1ampEBAgQ\nIECAAAECBAh0KSAgdQlnNQIECBAgQIAAAQIEqicgIFWvpkZEgAABAgQIECBAgECXAgJSl3BW\nI0CAAAECBAgQIECgegICUvVqakQECBAgQIAAAQIECHQpICB1CWc1AgQIECBAgAABAgSqJyAg\nVa+mRkSAAAECBAgQIECAQJcCAlKXcFYjQIAAAQIECBAgQKB6AgJS9WpqRAQIECBAgAABAgQI\ndCkgIHUJZzUCBAgQIECAAAECBKonICBVr6ZGRIAAAQIECBAgQIBAlwICUpdwViNAgAABAgQI\nECBAoHoCAlL1ampEBAgQIECAAAECBAh0KSAgdQlnNQIECBAgQIAAAQIEqicgIFWvpkZEgAAB\nAgQIECBAgECXAgJSl3BWI0CAAAECBAgQIECgegICUvVqakQECBAgQIAAAQIECHQpICB1CWc1\nAgQIECBAgAABAgSqJyAgVa+mRkSAAAECBAgQIECAQJcCAlKXcFYjQIAAAQIECBAgQKB6AgJS\n9WpqRAQIECBAgAABAgQIdCkwtcv1rEag0gIrV66s9PgMjgABAgQIECBAoLWAM0itXbQSIECA\nAAECBAgQIFBDAQGphkU3ZAIECBAgQIAAAQIEWgsISK1dtBIgQIAAAQIECBAgUEMBAamGRTdk\nAgQIECBAgAABAgRaCwhIrV20EiBAgAABAgQIECBQQwEBqYZFN2QCBAgQIECAAAECBFoLCEit\nXbQSIECAAAECBAgQIFBDAQGphkU3ZAIECBAgQIAAAQIEWgsISK1dtBIgQIAAAQIECBAgUEMB\nAamGRTdkAgQIECBAgAABAgRaCwhIrV20EiBAgAABAgQIECBQQwEBqYZFN2QCBAgQIECAAAEC\nBFoLCEitXbQSIECAAAECBAgQIFBDAQGphkU3ZAIECBAgQIAAAQIEWgsISK1dtBIgQIAAAQIE\nCBAgUEMBAamGRTdkAgQIECBAgAABAgRaCwhIrV20EiBAgAABAgQIECBQQwEBqYZFN2QCBAgQ\nIECAAAECBFoLCEitXbQSIECAAAECBAgQIFBDAQGphkU3ZAIECBAgQIAAAQIEWgsISK1dtBIg\nQIAAAQIECBAgUEMBAamGRTdkAgQIECBAgAABAgRaCwhIrV20EiBAgAABAgQIECBQQwEBqYZF\nN2QCBAgQIECAAAECBFoLCEitXbQSIECAAAECBAgQIFBDAQGphkU3ZAIECBAgQIAAAQIEWgsI\nSK1dtBIgQIAAAQIECBAgUEMBAamGRTdkAgQIECBAgAABAgRaCwhIrV20EiBAgAABAgQIECBQ\nQwEBqYZFN2QCBAgQIECAAAECBFoLCEitXbQSIECAAAECBAgQIFBDgak1HPOEDnm//fbraHtT\np+4m73S9jnZiYQJ9ECjLa7Ys/exDidL06dNTncffynTKlClMxsA4Do0Bef5puMybNy/t2rWr\n9QI1bI2fn5jmzp2bZs+eXUOB1kOePHlymjRpUpo2bVrrBWrcWvTj0I4dO8ZVHQFpXEx7X2jt\n2rV7n9lizoIFC1K8CXe6XotNaSIwUIGyvGbL0s+JLF4crGfMmJG2bduW1q1bN5GbLv22Fi5c\n6P12TBUdh8aAPP90/vz5aePGjWn79u2tF6hh6z777JPmzJmTuWzdurWGAq2HHO+38btcvF5M\nuwXKchyKfsbrut0kILUTajN/vEm0sZnGJ1OdrtdY378EhiVQltdsWfrZjzrG+0udx9/KlEle\nxXEobxIt4bJz504/Q0084RETlyaU5z28t4w2aTyriotrkBoV9S8BAgQIECBAgAABArUXEJBq\n/xIAQIAAAQIECBAgQIBAQ0BAakj4lwABAgQIECBAgACB2gu4Bqn2LwEABAiUSWDlypVddXfV\nqlVdrWclAgQIECBQNwFnkOpWceMlQIAAAQIECBAgQGCvAgLSXmnMIECAAAECBAgQIECgbgIC\nUt0qbrwECBAgQIAAAQIECOxVQEDaK40ZBAgQIECAAAECBAjUTUBAqlvFjZcAAQIECBAgQIAA\ngb0KCEh7pTGDAAECBAgQIECAAIG6CQhIdau48RIgQIAAAQIECBAgsFcBfwdprzRmECDQLODv\n7zRreEyAAAECBAhUVcAZpKpW1rgIECBAgAABAgQIEOhYQEDqmMwKBAgQIECAAAECBAhUVUBA\nqmpljYsAAQIECBAgQIAAgY4FBKSOyaxAgAABAgQIECBAgEBVBQSkqlbWuAgQIECAAAECBAgQ\n6FhAQOqYzAoECBAgQIAAAQIECFRVQECqamWNiwABAgQIECBAgACBjgUEpI7JrECAAAECBAgQ\nIECAQFUFBKSqVta4CBAgQIAAAQIECBDoWEBA6pjMCgQIECBAgAABAgQIVFVAQKpqZY2LAAEC\nBAgQIECAAIGOBQSkjsmsQIAAAQIECBAgQIBAVQUEpKpW1rgIECBAgAABAgQIEOhYQEDqmMwK\nBAgQIECAAAECBAhUVUBAqmpljYsAAQIECBAgQIAAgY4FBKSOyaxAgAABAgQIECBAgEBVBQSk\nqlbWuAgQIECAAAECBAgQ6FhAQOqYzAoECBAgQIAAAQIECFRVYGpVB1a3ca1cubJuQzZeAgQI\nECBAgAABAhMu4AzShJPaIAECBAgQIECAAAECZRUQkMpaOf0mQIAAAQIECBAgQGDCBXzFbsJJ\nbZAAgWEKdPt101WrVg2z2/ZNgAABAgQIFETAGaSCFEI3CBAgQIAAAQIECBAYvoCANPwa6AEB\nAgQIECBAgAABAgUREJAKUgjdIECAAAECBAgQIEBg+AIC0vBroAcECBAgQIAAAQIECBREQEAq\nSCF0gwABAgQIECBAgACB4QsISMOvgR4QIECAAAECBAgQIFAQAbf5LkghdIMAgeEKuD34cP3t\nnQABAgQIFEXAGaSiVEI/CBAgQIAAAQIECBAYuoCANPQS6AABAgQIECBAgAABAkUREJCKUgn9\nIECAAAECBAgQIEBg6AIC0tBLoAMECBAgQIAAAQIECBRFQEAqSiX0gwABAgQIECBAgACBoQsI\nSEMvgQ4QIECAAAECBAgQIFAUAQGpKJXQDwIECBAgQIAAAQIEhi4gIA29BDpAgAABAgQIECBA\ngEBRBASkolRCPwgQIECAAAECBAgQGLqAgDT0EugAAQIECBAgQIAAAQJFERCQilIJ/SBAgAAB\nAgQIECBAYOgCAtLQS6ADBAgQIECAAAECBAgURUBAKkol9IMAAQIECBAgQIAAgaELCEhDL4EO\nECBAgAABAgQIECBQFAEBqSiV0A8CBAgQIECAAAECBIYuMHXoPdABAgQIEOi7wMqVK7vax6pV\nq7paz0oECBAgQKCsAs4glbVy+k2AAAECBAgQIECAwIQLCEgTTmqDBAgQIECAAAECBAiUVUBA\nKmvl9JsAAQIECBAgQIAAgQkXEJAmnNQGCRAgQIAAAQIECBAoq4CbNJS1cvpNoCQC3d4coCTD\n000CBAgQIECgYgLOIFWsoIZDgAABAgQIECBAgED3AgJS93bWJECAAAECBAgQIECgYgICUsUK\najgECBAgQIAAAQIECHQvICB1b2dNAgQIECBAgAABAgQqJiAgVayghkOAAAECBAgQIECAQPcC\nAlL3dtYkQIAAAQIECBAgQKBiAm7zXbGCGg4BAgQmUqDb27SvWrVqIrthWwQIECBAYGACziAN\njNqOCBAgQIAAAQIECBAouoCAVPQK6R8BAgQIECBAgAABAgMTEJAGRm1HBAgQIECAAAECBAgU\nXUBAKnqF9I8AAQIECBAgQIAAgYEJCEgDo7YjAgQIECBAgAABAgSKLuAudkWvkP4RIFBoAXd5\na10eLq1dtBIgQIBA8QWcQSp+jfSQAAECBAgQIECAAIEBCQhIA4K2GwIECBAgQIAAAQIEii8g\nIBW/RnpIgAABAgQIECBAgMCABFyDNCBouyFAgACB/gi43qk/rrZKgACBugoISL+u/I4dO9Ld\nd9+d7rvvvrRs2bK0fPnyur4ejJsAAQJDFeg27Ay103ZOgAABApUSqH1AinB03nnnpSeeeCId\nc8wx6aabbkrHHntsuvjiiytVaIMhQKBYAoJAseqhNwQIECBAoCFQ+4AUgWjDhg3pxhtvTLNn\nz06PPPJIOvvss9OKFSvSYYcd1nDyLwECBAgQIECAAAECNRCofUC6884703HHHZeFo6j30qVL\n0xFHHJFuu+22XEB6+umn03PPPTfyspg2bVqaMmXKyPPxPJg0aVK2WKfrjWfbliFAgACB8Qt0\nexbvK1/5yvh3MsQl3/3ud3e197KMr6vBvcBKcXyePHlyx8f1F9hk6WeFR0xcRpcyPOL14ne5\nPS6N10rRXRr93NPz1o9qH5Diq3VLliwZpRPPV69ePaotnlxyySXpjjvuGGk/5JBDsiA10tDB\ng/3337+DpS1KgAABAkUR6DZ4fO5zn+tqCC9/+cu7Wq/blWbNmtXVquvXr+9qvbHH4PFupNv9\n7W29+BD0haa5c+e+0OwJnzfI/T344IMt+//ss8+2bG80HnjggY2HHf07yLF11LExC+/ttRKL\n7dy5M+3tZ6Us4xsz3HE/3ZtLo73ILlu3bh3XOGsdkLZv356eeuqpNG/evFFY8bzVm8XrXve6\nNGfOnJFlFy9ePOqM0siMF3gwY8aM7FOHzZs3v8BSnc/62te+1vlKBVpj+vTpKeoRbzim3QJT\np05NcZZyy5YtXJpeFPGJXXxCFa8X026B8Jg5c2Zmsm3bNixNAvGeGz9DZZ6av7nQyTj2dlzo\n13FowYIFnXRvZNluxxfvkd1Me+tn0Y5D3bp0Y/LiF7+45Wr9Og4NcmwtBzbOxr29xtodh8oy\nvnEy5BZr5TKe41ARXOLeA/Gz3m7q7t2l3VZLMj9e4HGqbewvWvE8rkcaO73//e8f25Td3CHX\n+AINCxcuzH7pbfepzAtsopKz4oAV14L55W5PeeM1GAFp48aNpf8Fb8+oen8UQSBcGp9U9b7F\n8m8h3svCJX5+vLeMrmd8kMVktInj0GiPxjPHoYbEnn8dh/ZYND9yHGrW2P24LMeh6GfzyY78\nSHa31PoPxUba3W+//XK/aK1bty4dcMABezPTToAAAQIECBAgQIBARQVqHZCipoceemi69957\nR5U3/h7SQQcdNKrNEwIECBAgQIAAAQIEqi9Q+4B0+umnp9tvvz37I7G7du1Kt956a4oLuE48\n8cTqV98ICRAgQIAAAQIECBAYJVDra5BC4uijj05nnHFGOv/887PrGuLM0aWXXjqu7yeOkvSE\nAAECBAgQIECAAIHSC9Q+IEUFzznnnHTWWWeluPZo0aJFpS+qARAgQIAAAQIECBAg0J1A7b9i\n12CLW/4JRw0N/xIgQIAAAQIECBCop4CAVM+6GzUBAgQIECBAgAABAi0EBKQWKJoIECBAgAAB\nAgQIEKingIBUz7obNQECBAgQIECAAAECLQQEpBYomggQIECAAAECBAgQqKeAgFTPuhs1AQIE\nCBAgQIAAAQItBASkFiiaCBAgQIAAAQIECBCop4CAVM+6GzUBAgQIECBAgAABAi0EBKQWKJoI\nECBAgAABAgQIEKingIBUz7obNQECBAgQIECAAAECLQQEpBYomggQIECAAAECBAgQqKeAgFTP\nuhs1AQIECBAgQIAAAQItBASkFiiaCBAgQIAAAQIECBCop4CAVM+6GzUBAgQIECBAgAABAi0E\nBKQWKJoIECBAgAABAgQIEKingIBUz7obNQECBAgQIECAAAECLQQEpBYomggQIECAAAECBAgQ\nqKeAgFTPuhs1AQIECBAgQIAAAQItBASkFiiaCBAgQIAAAQIECBCop4CAVM+6GzUBAgQIECBA\ngAABAi0EBKQWKJoIECBAgAABAgQIEKingIBUz7obNQECBAgQIECAAAECLQQEpBYomggQIECA\nAAECBAgQqKeAgFTPuhs1AQIECBAgQIAAAQItBASkFiiaCBAgQIAAAQIECBCop4CAVM+6GzUB\nAgQIECBAgAABAi0EBKQWKJoIECBAgAABAgQIEKingIBUz7obNQECBAgQIECAAAECLQQm7fr1\n1KJdU58E/vAP/zA99NBD6fbbb+/THmy2KgI33nhjuuaaa9Jll12WjjnmmKoMyzj6IPDLX/4y\nnXnmmenNb35zuvTSS/uwB5usksAHPvCB9OCDDzoOVamofRqL41CfYCu42cZx6Nhjj01/+qd/\nWvoROoM04BKuXr06PfbYYwPeq92VUWD9+vXZa+W5554rY/f1eYAC27Zty14rv/rVrwa4V7sq\nq4DjUFkrN/h+Ow4N3ryse9y+fXuljkMCUllfifpNgAABAgQIECBAgMCECwhIE05qgwQIECBA\ngAABAgQIlFVgalk7XtZ+L1++PB1wwAFl7b5+D1Bg6dKl2TUlixcvHuBe7aqMArNmzcpeK0cc\ncUQZu6/PAxY48sgj04te9KIB79XuyijgOFTGqg2nz43j0Kte9arhdGCC9+omDRMManMECBAg\nQIAAAQIECJRXwFfsyls7PSdAgAABAgQIECBAYIIFBKQJBrU5AgQIECBAgAABAgTKK+AapAHW\nLm6Xedddd6X496ijjkqHHHLIAPduV2UUiFvCf//7309vf/vby9h9fR6QwOOPP56+973vpSlT\npqQ3vOENacmS/9/efYdk9f0BHP/YUpqOMvphi4ZYoA0aUlZQWNGwSKh/SkgLoSIqIpKgKUVF\nC0fDNkE0aP0RUVa0pWxYaYt2VJa2d9avz/nx+H30p9+09HZvz/vAw7Puvefc15HH+7ln/cei\nnMnGaQIvX76UY8eOiS6B2LlzZ2nUqJHTToHy/gGB7du3S/v27aVly5Z/IHeytLvArVu35Pbt\n20WK6e/vLzre0amp6qwfyamFd1K579y5YxZyfPz4sXz8+FGSkpKkdevWEhQU5KTToKwWCrx9\n+1YmTZokd+/elcGDB1uYM1k5SUAX5EtOTpbatWvL2bNnZf369ea3pXHjxk46DcpqgcDhw4dl\nwoQJJjjSC5o1a9ZISEgIAbUF9k7OYt++fbJkyRLRSWAIkJxck5VXdv0fpIsKX7lyRTIzM83j\n1atX0qtXr8rLtJKPTAtSJQO7Dj9//nxzkTtx4kTx8vKSjRs3ytKlS2Xr1q3mvWs7nhFQgYyM\nDFm4cKHo3d7mzZuDgkCJAtevXzetAXp3NzAw0Gwze/ZsWbFihYSHh5e4Dx96poAuJrxy5UqJ\ni4uTESNGGAT9v6RBkpPv8npmbVp31g8fPpTVq1dL9erVrcuUnBwncOPGDRkzZoxER0c7ruyl\nFZgxSKXJVODneXl5kpOTI1FRUYXB0MCBA0W7xWRnZ1dgThzqbxDQLpgJCQnSv39/0+r4N5wT\n51A5Ai9evJDY2NjC4Ehz0W4wT548Ma0ElZMrR3WiQEFBgYwfP75Ia7Sfn5/k5+c78XQoswUC\nX79+lblz50pMTIzoFM56c5eEQHGBT58+yf379yU4OLj4V45+T4BkQfXpxYom93EBAQEBUqNG\nDcnNzbWgBGThJAH9R7Rt2zZzp7daNRp5nVR3Vpe1a9euMmrUqCLZpqenm25TXMwUYfH4Nz4+\nPtKjRw+pWbOm6E27/fv3y65duxjf6PF/GaUDaE8X/XsZNmxY6RvxjccL6BCSb9++yZkzZ8wN\nu+HDh5vWag2cnJy4+rKg9nTckbe3t3m4Z1enTh3RO8AkBNwFNCjSAJqEQHkFtA/4pUuXZNWq\nVeXdle09SGDOnDmSlZVlbtpFRER40JlzqmUV0LEku3fvlnXr1tFyVFY0D93u5s2b5sw1IBo3\nbpycO3fO3HzR1mntDePURIBkQc1p311tqi6etMuD3p0hIYAAAr8roBcyW7ZskcTExL+uq8Pv\n2rB/UYHly5eb8Y06/mjkyJGyc+dOqVevXtGNeOexAu/fvzdd63TMdIMGDTzWgRMvm0BkZKQZ\nx+iaEbNDhw5mRtUNGzaYbr1169Yt24FsthVd7CyokPr164sGQ/qj455ev37NFKvuILxGAIFy\nC2jXhkWLFpkZhBYvXizdunUr9zHYwfMEfH19ZezYseZ/0+nTpz0PgDMuVWDv3r3y/PlzOXjw\noEybNs083r17Z35jdLYyEgLuAtpDyhUcuT7X7t+aXENMXJ876ZkAyYLa0qm8tdvU1atXC3PT\nSRv0wsZ9XFLhl7xAAAEEyiigg6j1Ajc1NdVM0FDG3djMwwR0uQAdS6KTA7mSLjmhN+90TSQS\nAi6BNm3amLGN+ux66Bprer3SrFkz12Y8I2AEduzYYYJodw7t6q3jYIsHTu7b2P01XewsqCHt\nuqBNkLo+ia45ocFSWlqa9OvXj+ZrC/zJAoG/VUAH2h86dEimTp1qFqDWf0qupGuW6EUNCQEV\n0Avbhg0bmsHTU6ZMMevxpaSkmK51rru9SCGgAqGhoebhrqETB+l4tb59+7p/zGsEzOLkurbn\nnj17ZMCAAWYcrL7Wa1wda+/URIBkUc3Fx8eLrk8yaNAgM1lDWFiYWbDPouzJBgEE/kIBvXOn\nSbvYFU8HDhxgjGNxFA9/rwtPz5o1S4YMGWJ6MDRt2tT87eh03yQEEEDgVwS0ZVEnZ9AgSdfg\n01ZpDaQnT578K4ezzT5eP5rWaVu3sDp03JHe1a1Vq5aFuZIVAggggAAC/xPQ5SW0J4O/vz8k\nCCCAQIUI6GRk+tui4+51GRunJwIkp9cg5UcAAQQQQAABBBBAAIEKE2CShgqj5EAIIIAAAggg\ngAACCCDgdAECJKfXIOVHAAEEEEAAAQQQQACBChMgQKowSg6EAAIIIIAAAggggAACThcgQHJ6\nDVJ+BBBAAAEEEEAAAQQQqDABAqQKo+RACCCAAAIIIIAAAggg4HQBAiSn1yDlRwABBBBAAAEE\nEEAAgQoTIECqMEoOhAACCCCAwD8Cly9flrS0tH8+4BUCCCCAgCMECJAcUU0UEgEEEEDAaQId\nO3aUjIwMpxWb8iKAAAIeL0CA5PF/AgAggAACCFSGgK4sT0IAAQQQcJ5ANecVmRIjgAACCCBQ\nsoB2aztw4ICcP39ewsPDJSoqSpo0aVJk42fPnsmmTZvk2rVr8uLFC2nRooUMHDhQIiIiCrdL\nTU2VwMBAady4sSQnJ0tISIjExsZKgwYN5Gf7P336VFJSUuT79++SmZkpM2fOlLi4OHOswgx4\ngQACCCBgWwGvHz/g321bOgqGAAIIIIBAGQX27Nkjw4YNk6ZNm4p2bzt+/Lg8efJEtm/fLtHR\n0eYoJ0+elKFDh8qHDx9MAKXPp0+flm/fvpnxQqNHjzbbtW/fXnx9feXq1auSl5dnPrt//77c\nvXv3p/vfuXNH9DhHjx6VRo0aSXBwsCQlJUnbtm3LeCZshgACCCDwJwUIkP6kPnkjgAACCFSI\ngAYynTp1ksjISNm2bZvUqFFDCgoKpFu3bpKbmys5OTni7e0tPXv2lAsXLsjNmzelYcOGJu+H\nDx9K8+bNJTQ01LT46IcaIF28eFEmT54s8+bNEw2ONNAp6/56jCpVqphWpzVr1uhbEgIIIICA\nQwToYueQiqKYCCCAAAKlC2i3Om0NWrRokQmOdMuqVavKypUr5dSpU/L69WupX7++JCQkiI+P\nT2FwpNsFBQVJly5dTBCk711JA5zExESzvQZH2uGiPPu7jsMzAggggICzBAiQnFVflBYBBBBA\noAQBbe2pVauWtGrVqsi37dq1E324Ut++fc24o507d0p2drZcv37dtCjpa1eLkmtbHX+kwZQr\neXl5SXn2d+3HMwIIIICAswSYxc5Z9UVpEUAAAQRKEHj06JHUrl27hG+KfrR582YzWYKOSVq3\nbp28f/9eYmJizJiloluKBAQEFP9IyrP//+3MBwgggAACjhCgBckR1UQhEUAAAQT+TUDHEOmk\nCF++fJHq1asXbqqTNOjkDb1795Y6deqYyRO0RUlbkNxnt9NZ7X42Z5HOTqeTL/zq/oWF4gUC\nCCCAgK0FaEGydfVQOAQQQACBsgjolN46E53OWOeeli9fLvHx8aITMejkDLo2kc5i5x4c6YQN\nN27cMN+571v8dXn31zFQnz9/Ln4Y3iOAAAII2FyAAMnmFUTxEEAAAQR+LqDd5HQa7fHjx8uG\nDRskKytLFixYYNYj6t69u1njSL/X1qW1a9fK/v375d69e7J161bp06ePmXHuzZs3/9qKVN79\n/fz85MiRI6YMDx48+PlJsAUCCCCAgC0ECJBsUQ0UAgEEEEDgdwSqVasm6enp0qNHDzO1dlhY\nmEyfPt0EP9qdTltzdNKFLVu2mLWJdGHYZs2aycSJE2XGjBmybNky0z3vxIkTpRajvPvrcXUN\npXHjxpmylXpgvkAAAQQQsJUA6yDZqjooDAIIIIDA7wrodN+3b98203fXq1evxMPpeCIdr6RT\nfP9KKuv+uhZTfn6+mWJcZ8EjIYAAAgjYX4AAyf51RAkRQAABBBBAAAEEEEDAIgG62FkETTYI\nIIAAAggggAACCCBgfwECJPvXESVEAAEEEEAAAQQQQAABiwQIkCyCJhsEEEAAAQQQQAABBBCw\nvwABkv3riBIigAACCCCAAAIIIICARQIESBZBkw0CCCCAAAIIIIAAAgjYX4AAyf51RAkRQAAB\nBBBAAAEEEEDAIgECJIugyQYBBBBAAAEEEEAAAQTsL0CAZP86ooQIIIAAAggggAACCCBgkQAB\nkkXQZIMAAggggAACCCCAAAL2FyBAsn8dUUIEEEAAAQQQQAABBBCwSIAAySJoskEAAQQQQAAB\nBBBAAAH7C/wXSOwSUIjMI9EAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data = diamonds) +\n",
    "    geom_histogram(mapping = aes(x = carat), binwidth=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# modify the code above to only look at diamonds wighing less than 1 carat\n",
    "# also include the cut variable by mapping it to an aesthetic"
   ]
  }
 ],
 "metadata": {
  "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}