{
 "cells": [
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using InMemoryDatasets, StatisticalGraphics, DLMReader, Chain"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "Change the location and postion of labels"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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d=\"M0,9.31034482758621L190.3846153846154,9.31034482758621C193.1441905070854,9.31034482758621,195.3846153846154,11.55076970511621,195.3846153846154,14.31034482758621L195.3846153846154,47.758620689655174C195.3846153846154,50.51819581212517,193.1441905070854,52.758620689655174,190.3846153846154,52.758620689655174L0,52.758620689655174C0,52.758620689655174,0,52.758620689655174,0,52.758620689655174L0,9.31034482758621C0,9.31034482758621,0,9.31034482758621,0,9.31034482758621Z\" fill=\"#4682b4\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path 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d=\"M0,147.24137931034485L55.76923076923077,147.24137931034485C58.52880589170076,147.24137931034485,60.76923076923077,149.48180418787484,60.76923076923077,152.24137931034485L60.76923076923077,185.68965517241384C60.76923076923077,188.44923029488385,58.52880589170076,190.68965517241384,55.76923076923077,190.68965517241384L0,190.68965517241384C0,190.68965517241384,0,190.68965517241384,0,190.68965517241384L0,147.24137931034485C0,147.24137931034485,0,147.24137931034485,0,147.24137931034485Z\" fill=\"#4682b4\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"start\" transform=\"translate(0,3)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">USA</text><text text-anchor=\"start\" transform=\"translate(0,71.96551724137932)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Europe</text><text text-anchor=\"start\" transform=\"translate(0,140.93103448275863)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Japan</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "cars = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                              \"..\", \"docs\", \"assets\", \"cars.csv\"))\n",
    "\n",
    "sgplot(cars, Bar(y=:Origin, barwidth=0.7, label=:category,\n",
    "                    labelpos=:start, labelloc=0, barcorner=[0,5,0,5]),\n",
    "                    yaxis=Axis(show=false),\n",
    "                    clip=false,\n",
    "                    height=200,\n",
    "                    width=200)"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "Using the multiple charts to set multiple labels"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(cars, [\n",
    "                Bar(y=:Origin, barwidth=0.7, label=:category,\n",
    "                    labelpos=:start, labelloc=0, barcorner=[0,5,0,5]),\n",
    "                Bar(y=:Origin, opacity=0, label=:height, labelcolor=:white,\n",
    "                    labeloffset=-10)\n",
    "             ],\n",
    "\n",
    "                    yaxis=Axis(show=false),\n",
    "                    clip=false,\n",
    "                    height=200,\n",
    "                    width=200)"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "Label bars with negative heights"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
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class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><defs><clipPath id=\"clip1\"><rect x=\"0\" y=\"0\" width=\"200\" height=\"400\"/></clipPath><clipPath id=\"clip2\"><rect x=\"0\" y=\"0\" width=\"200\" height=\"400\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(x=1:5, y=[1.2,-3.1,2,4.3,-.1])\n",
    "\n",
    "sgplot(ds, Bar(x=:x, response=:y, label=:height,\n",
    "                 labelbaseline=:bottom),\n",
    "                 yaxis=Axis(title=\"y\"),\n",
    "                 width=200\n",
    ")"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "Label grouped bar charts"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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opacity=\"1\">15%</text><text text-anchor=\"middle\" transform=\"translate(120,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20%</text><text text-anchor=\"middle\" transform=\"translate(150,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">25%</text><text text-anchor=\"middle\" transform=\"translate(180,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">30%</text><text text-anchor=\"middle\" transform=\"translate(210,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">35%</text><text text-anchor=\"middle\" transform=\"translate(240,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">40%</text><text text-anchor=\"middle\" transform=\"translate(270,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">45%</text><text text-anchor=\"middle\" transform=\"translate(300,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50%</text><text text-anchor=\"middle\" transform=\"translate(330,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">55%</text><text text-anchor=\"middle\" transform=\"translate(360,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">60%</text><text text-anchor=\"middle\" transform=\"translate(390,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">65%</text><text text-anchor=\"middle\" transform=\"translate(420,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">70%</text><text text-anchor=\"middle\" transform=\"translate(450,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">75%</text><text text-anchor=\"middle\" transform=\"translate(480,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">80%</text><text text-anchor=\"middle\" transform=\"translate(510,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">85%</text><text text-anchor=\"middle\" transform=\"translate(540,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">90%</text><text text-anchor=\"middle\" transform=\"translate(570,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">95%</text><text text-anchor=\"middle\" transform=\"translate(600,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">100%</text></g><g class=\"mark-rule role-axis-domain\" pointer-events=\"none\"><line transform=\"translate(0,0)\" x2=\"600\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(300,30)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Population</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-axis\" role=\"graphics-symbol\" aria-roledescription=\"axis\" aria-label=\"Y-axis titled 'age' for a discrete scale with 19 values: 0, 5, 10, 15, 20, ending with 90\"><g transform=\"translate(-0.5,0.5)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-rule role-axis-tick\" pointer-events=\"none\"><line transform=\"translate(0,390)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,369)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,348)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,326)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,305)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,284)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,263)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,242)\" 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transform=\"translate(-7,329.484126984127)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">15</text><text text-anchor=\"end\" transform=\"translate(-7,308.3201058201058)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20</text><text text-anchor=\"end\" transform=\"translate(-7,287.15608465608466)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">25</text><text text-anchor=\"end\" transform=\"translate(-7,265.9920634920635)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">30</text><text text-anchor=\"end\" transform=\"translate(-7,244.82804232804233)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">35</text><text text-anchor=\"end\" 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transform=\"translate(-7,117.84391534391534)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">65</text><text text-anchor=\"end\" transform=\"translate(-7,96.67989417989418)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">70</text><text text-anchor=\"end\" transform=\"translate(-7,75.51587301587301)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">75</text><text text-anchor=\"end\" transform=\"translate(-7,54.351851851851855)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">80</text><text text-anchor=\"end\" transform=\"translate(-7,33.18783068783069)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">85</text><text text-anchor=\"end\" transform=\"translate(-7,12.023809523809524)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">90</text></g><g class=\"mark-rule role-axis-domain\" pointer-events=\"none\"><line transform=\"translate(0,400)\" x2=\"0\" y2=\"-400\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(-23.724609375,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">age</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" clip-path=\"url(#clip1)\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g 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clip-path=\"url(#clip2)\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(146.65548747160443,393.4761904761905)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.9%</text><text text-anchor=\"middle\" transform=\"translate(146.4897527896571,372.3121693121693)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.8%</text><text text-anchor=\"middle\" transform=\"translate(146.0600744485617,351.14814814814815)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.7%</text><text text-anchor=\"middle\" transform=\"translate(145.90004319097838,329.984126984127)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.6%</text><text text-anchor=\"middle\" transform=\"translate(146.79565159961984,308.8201058201058)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.9%</text><text text-anchor=\"middle\" transform=\"translate(148.89728334550006,287.65608465608466)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">49.6%</text><text text-anchor=\"middle\" transform=\"translate(149.36101657181302,266.4920634920635)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">49.8%</text><text text-anchor=\"middle\" transform=\"translate(151.04149228052358,245.32804232804233)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50.3%</text><text text-anchor=\"middle\" transform=\"translate(151.10697918306198,224.16402116402116)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50.4%</text><text text-anchor=\"middle\" transform=\"translate(152.49858331848412,203)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50.8%</text><text text-anchor=\"middle\" transform=\"translate(153.4720487612798,181.83597883597884)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.2%</text><text text-anchor=\"middle\" transform=\"translate(155.18132186377787,160.67195767195767)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.7%</text><text text-anchor=\"middle\" transform=\"translate(157.5826139973092,139.5079365079365)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">52.5%</text><text text-anchor=\"middle\" transform=\"translate(155.68933186886252,118.34391534391534)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.9%</text><text text-anchor=\"middle\" transform=\"translate(173.271304444692,97.17989417989418)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">57.8%</text><text text-anchor=\"middle\" transform=\"translate(179.77978066119732,76.01587301587301)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">59.9%</text><text text-anchor=\"middle\" transform=\"translate(188.61598396420672,54.851851851851855)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">62.9%</text><text text-anchor=\"middle\" transform=\"translate(201.3702124977935,33.68783068783069)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">67.1%</text><text text-anchor=\"middle\" transform=\"translate(227.98054656916634,12.523809523809524)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">76.0%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(446.65548747160443,393.4761904761905)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.1%</text><text text-anchor=\"middle\" transform=\"translate(446.48975278965713,372.3121693121693)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.2%</text><text text-anchor=\"middle\" transform=\"translate(446.0600744485617,351.14814814814815)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.3%</text><text text-anchor=\"middle\" transform=\"translate(445.90004319097835,329.984126984127)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.4%</text><text text-anchor=\"middle\" transform=\"translate(446.7956515996199,308.8201058201058)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">51.1%</text><text text-anchor=\"middle\" transform=\"translate(448.89728334550006,287.65608465608466)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50.4%</text><text text-anchor=\"middle\" transform=\"translate(449.3610165718131,266.4920634920635)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50.2%</text><text text-anchor=\"middle\" transform=\"translate(451.0414922805236,245.32804232804233)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">49.7%</text><text text-anchor=\"middle\" transform=\"translate(451.10697918306204,224.16402116402116)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">49.6%</text><text text-anchor=\"middle\" transform=\"translate(452.4985833184842,203)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">49.2%</text><text text-anchor=\"middle\" transform=\"translate(453.4720487612798,181.83597883597884)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.8%</text><text text-anchor=\"middle\" transform=\"translate(455.18132186377784,160.67195767195767)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.3%</text><text text-anchor=\"middle\" transform=\"translate(457.58261399730924,139.5079365079365)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">47.5%</text><text text-anchor=\"middle\" transform=\"translate(455.6893318688625,118.34391534391534)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">48.1%</text><text text-anchor=\"middle\" transform=\"translate(473.271304444692,97.17989417989418)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">42.2%</text><text text-anchor=\"middle\" transform=\"translate(479.7797806611973,76.01587301587301)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">40.1%</text><text text-anchor=\"middle\" transform=\"translate(488.61598396420675,54.851851851851855)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">37.1%</text><text text-anchor=\"middle\" transform=\"translate(501.3702124977935,33.68783068783069)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">32.9%</text><text text-anchor=\"middle\" transform=\"translate(527.9805465691663,12.523809523809524)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24.0%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g><g class=\"mark-group role-legend\" role=\"graphics-symbol\" aria-roledescription=\"legend\" aria-label=\"Symbol legend titled 'sex' for fill color with 2 values: female, male\"><g transform=\"translate(618,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h51v39h-51Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-legend-entry\"><g transform=\"translate(0,16)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h50.47265625v11h-50.47265625Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#4c78a8\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">female</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g><g transform=\"translate(0,12)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h50.47265625v11h-50.47265625Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#f58518\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">male</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-text role-legend-title\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(0,9)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">sex</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><defs><clipPath id=\"clip1\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath><clipPath id=\"clip2\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "cell_type": "code",
   "source": [
    "population = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                              \"..\", \"docs\", \"assets\", \"population.csv\"))\n",
    "\n",
    "sex(x) = x == 1 ? \"male\" : \"female\" # format for :sex\n",
    "\n",
    "setformat!(population, :sex => sex)\n",
    "\n",
    "pop2000 = filter(population, :year, by = ==(2000))\n",
    "\n",
    "sgplot(pop2000, Bar(y=:age, response=:people,\n",
    "                         group=:sex, normalize=true, label=:height,\n",
    "                         labelpos=:middle, labeld3format=\".1%\"),\n",
    "                         xaxis=Axis(title=\"Population\", d3format=\"%\"),\n",
    "                         yaxis=Axis(reverse=true))"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "Simulated data"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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",
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d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-rule role-axis-tick\" pointer-events=\"none\"><line transform=\"translate(0,400)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,371)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,343)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,314)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,286)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,257)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,229)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,200)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line 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opacity=\"1\">20</text><text text-anchor=\"end\" transform=\"translate(-7,88.71428571428572)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">22</text><text text-anchor=\"end\" transform=\"translate(-7,60.14285714285716)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24</text><text text-anchor=\"end\" transform=\"translate(-7,31.57142857142856)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">26</text><text text-anchor=\"end\" transform=\"translate(-7,3)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">28</text></g><g class=\"mark-rule role-axis-domain\" pointer-events=\"none\"><line transform=\"translate(0,400)\" x2=\"0\" y2=\"-400\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(-23.724609375,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">freq of x1</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" clip-path=\"url(#clip1)\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark container\"><path d=\"M0,300h138.46153846153845v100h-138.46153846153845Z\" fill=\"#4c78a8\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M153.84615384615384,300h138.46153846153845v100h-138.46153846153845Z\" fill=\"#4c78a8\" stroke=\"white\" 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text-anchor=\"middle\" transform=\"translate(223.07692307692307,309)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">7</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,251.8571428571429)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">11</text><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,337.57142857142856)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">5</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,294.7142857142857)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">3</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,194.71428571428572)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4</text><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,237.57142857142856)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">5</text><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,223.28571428571428)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">6</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" 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opacity=\"1\">5</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,51.85714285714284)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">8</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,23.285714285714278)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">7</text><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,51.85714285714284)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">8</text><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,80.42857142857144)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">6</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g><g class=\"mark-group role-legend\" role=\"graphics-symbol\" aria-roledescription=\"legend\" aria-label=\"Symbol legend titled 'x2' for fill color with 4 values: 1, 2, 3, 4\"><g transform=\"translate(618,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h23v63h-23Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-legend-entry\"><g transform=\"translate(0,16)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h22.3623046875v11h-22.3623046875Z\" 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display=\"none\"/></g><g transform=\"translate(0,36)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h22.3623046875v11h-22.3623046875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"#72b7b2\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">4</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-text role-legend-title\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(0,9)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">x2</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><defs><clipPath id=\"clip1\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath><clipPath id=\"clip2\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(rand(1:4, 100, 2), :auto)\n",
    "\n",
    "sgplot(ds, Bar(x=:x1, group=:x2, label=:height), nominal=:x2)"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "Passing `labelcolor=:auto` to assign label color based on the contrast of colors"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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",
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d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-rule role-axis-tick\" pointer-events=\"none\"><line transform=\"translate(0,400)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,371)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,343)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,314)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,286)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,257)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,229)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,200)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,171)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,143)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,114)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,86)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,57)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,29)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,0)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-label\" pointer-events=\"none\"><text text-anchor=\"end\" transform=\"translate(-7,403)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0</text><text text-anchor=\"end\" transform=\"translate(-7,374.42857142857144)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2</text><text text-anchor=\"end\" transform=\"translate(-7,345.8571428571429)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4</text><text text-anchor=\"end\" transform=\"translate(-7,317.2857142857143)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">6</text><text text-anchor=\"end\" transform=\"translate(-7,288.7142857142857)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">8</text><text text-anchor=\"end\" transform=\"translate(-7,260.1428571428571)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">10</text><text text-anchor=\"end\" transform=\"translate(-7,231.57142857142856)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">12</text><text text-anchor=\"end\" transform=\"translate(-7,203)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">14</text><text text-anchor=\"end\" transform=\"translate(-7,174.42857142857144)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">16</text><text text-anchor=\"end\" transform=\"translate(-7,145.85714285714283)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">18</text><text text-anchor=\"end\" transform=\"translate(-7,117.28571428571428)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20</text><text text-anchor=\"end\" transform=\"translate(-7,88.71428571428572)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">22</text><text text-anchor=\"end\" transform=\"translate(-7,60.14285714285716)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24</text><text text-anchor=\"end\" transform=\"translate(-7,31.57142857142856)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">26</text><text text-anchor=\"end\" transform=\"translate(-7,3)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">28</text></g><g class=\"mark-rule role-axis-domain\" pointer-events=\"none\"><line transform=\"translate(0,400)\" x2=\"0\" y2=\"-400\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(-23.724609375,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">freq of x1</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" clip-path=\"url(#clip1)\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark container\"><path d=\"M0,300h138.46153846153845v100h-138.46153846153845Z\" fill=\"rgb(196, 196, 196)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M153.84615384615384,300h138.46153846153845v100h-138.46153846153845Z\" fill=\"rgb(196, 196, 196)\" 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d=\"M307.6923076923077,185.71428571428572h138.46153846153845v57.14285714285717h-138.46153846153845Z\" fill=\"rgb(157, 157, 157)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M153.84615384615384,228.57142857142856h138.46153846153845v71.42857142857144h-138.46153846153845Z\" fill=\"rgb(157, 157, 157)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M0,214.28571428571428h138.46153846153845v85.71428571428572h-138.46153846153845Z\" fill=\"rgb(157, 157, 157)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark container\"><path d=\"M461.53846153846155,157.14285714285717h138.46153846153845v128.57142857142856h-138.46153846153845Z\" fill=\"rgb(117, 117, 117)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M0,157.14285714285717h138.46153846153845v57.14285714285711h-138.46153846153845Z\" fill=\"rgb(117, 117, 117)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M307.6923076923077,114.28571428571428h138.46153846153845v71.42857142857144h-138.46153846153845Z\" fill=\"rgb(117, 117, 117)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/><path d=\"M153.84615384615384,157.14285714285717h138.46153846153845v71.42857142857139h-138.46153846153845Z\" fill=\"rgb(117, 117, 117)\" stroke=\"white\" stroke-width=\"1\" opacity=\"1\"/></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark container\"><path d=\"M153.84615384615384,42.85714285714284h138.46153846153845v114.28571428571433h-138.46153846153845Z\" fill=\"rgb(77, 77, 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container\"><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,309)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">7</text><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,309)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">7</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,251.8571428571429)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">11</text><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,337.57142857142856)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">5</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,294.7142857142857)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">3</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,194.71428571428572)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4</text><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,237.57142857142856)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">5</text><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,223.28571428571428)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">6</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,166.14285714285717)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">9</text><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,166.14285714285717)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">4</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,123.28571428571428)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">5</text><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,166.14285714285717)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">5</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(223.07692307692307,51.85714285714284)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">8</text><text text-anchor=\"middle\" transform=\"translate(376.9230769230769,23.285714285714278)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">7</text><text text-anchor=\"middle\" transform=\"translate(69.23076923076923,51.85714285714284)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">8</text><text text-anchor=\"middle\" transform=\"translate(530.7692307692307,80.42857142857144)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">6</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g><g class=\"mark-group role-legend\" role=\"graphics-symbol\" aria-roledescription=\"legend\" aria-label=\"Symbol legend titled 'x2' for fill color with 4 values: 1, 2, 3, 4\"><g transform=\"translate(618,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h23v63h-23Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-legend-entry\"><g transform=\"translate(0,16)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h22.3623046875v11h-22.3623046875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"rgb(196, 196, 196)\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">1</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g><g transform=\"translate(0,12)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h22.3623046875v11h-22.3623046875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" 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font-weight=\"400\" fill=\"#000\" opacity=\"1\">3</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g><g transform=\"translate(0,36)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h22.3623046875v11h-22.3623046875Z\" pointer-events=\"none\" opacity=\"1\"/><g><g class=\"mark-symbol role-legend-symbol\" pointer-events=\"none\"><path transform=\"translate(6,6)\" d=\"M-5,-5h10v10h-10Z\" fill=\"rgb(77, 77, 77)\" stroke-width=\"1.5\" opacity=\"1\"/></g><g class=\"mark-text role-legend-label\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(16,9)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">4</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-text role-legend-title\" pointer-events=\"none\"><text text-anchor=\"start\" transform=\"translate(0,9)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"#000\" opacity=\"1\">x2</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><defs><clipPath id=\"clip1\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath><clipPath id=\"clip2\"><rect x=\"0\" y=\"0\" width=\"600\" height=\"400\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(ds, Bar(x=:x1, group=:x2, label=:height, labelcolor=:auto),\n",
    "                    nominal=:x2, groupcolormodel=Dict(:scheme=>:greys))"
   ],
   "metadata": {},
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "source": [
    "example"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0%</text><text text-anchor=\"middle\" transform=\"translate(34.28571428571429,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2%</text><text text-anchor=\"middle\" transform=\"translate(68.57142857142858,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4%</text><text text-anchor=\"middle\" transform=\"translate(102.85714285714286,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">6%</text><text text-anchor=\"middle\" transform=\"translate(137.14285714285717,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">8%</text><text text-anchor=\"middle\" transform=\"translate(171.42857142857144,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">10%</text><text text-anchor=\"middle\" transform=\"translate(205.71428571428572,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">12%</text><text text-anchor=\"middle\" transform=\"translate(240.00000000000006,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">14%</text><text text-anchor=\"middle\" transform=\"translate(274.28571428571433,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">16%</text><text text-anchor=\"middle\" transform=\"translate(308.5714285714286,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">18%</text><text text-anchor=\"middle\" transform=\"translate(342.8571428571429,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20%</text><text text-anchor=\"middle\" transform=\"translate(377.1428571428572,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">22%</text><text text-anchor=\"middle\" transform=\"translate(411.42857142857144,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24%</text><text text-anchor=\"middle\" transform=\"translate(445.7142857142857,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">26%</text><text text-anchor=\"middle\" transform=\"translate(480.0000000000001,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">28%</text><text text-anchor=\"middle\" transform=\"translate(514.2857142857143,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">30%</text><text text-anchor=\"middle\" transform=\"translate(548.5714285714287,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">32%</text><text text-anchor=\"middle\" transform=\"translate(582.8571428571429,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">34%</text></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(300,30)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Normalized sum of x2</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-axis\" role=\"graphics-symbol\" aria-roledescription=\"axis\" aria-label=\"Y-axis titled 'x1' for a discrete scale with 4 values: 1, 2, 3, 4\"><g transform=\"translate(-0.5,0.5)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-rule role-axis-tick\" pointer-events=\"none\"><line transform=\"translate(0,46)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,148)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,251)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,353)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-label\" pointer-events=\"none\"><text text-anchor=\"end\" transform=\"translate(-2,48.65384615384616)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1</text><text text-anchor=\"end\" transform=\"translate(-2,151.21794871794873)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2</text><text text-anchor=\"end\" transform=\"translate(-2,253.7820512820513)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">3</text><text text-anchor=\"end\" transform=\"translate(-2,356.3461538461539)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4</text></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(-12.3623046875,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">x1</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,102.56410256410257)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark container\"><path d=\"M10,0L498.9285714285715,0C504.4477216735115,0,508.9285714285715,4.48084975506,508.9285714285715,10L508.9285714285715,11.301775147928996C508.9285714285715,16.820925392868997,504.4477216735115,21.301775147928996,498.9285714285715,21.301775147928996L10,21.301775147928996C4.48084975506,21.301775147928996,0,16.820925392868997,0,11.301775147928996L0,10C0,4.48084975506,4.48084975506,0,10,0Z\" fill=\"rgb(58, 58, 58)\" stroke=\"black\" stroke-width=\"1\" opacity=\"1\"/><path 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container\"><text text-anchor=\"middle\" transform=\"translate(254.46428571428575,13.650887573964498)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">29.7%</text><text text-anchor=\"middle\" transform=\"translate(214.28571428571428,37.31952662721894)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">25.0%</text><text text-anchor=\"middle\" transform=\"translate(254.46428571428575,60.98816568047338)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">29.7%</text><text text-anchor=\"middle\" transform=\"translate(133.92857142857144,84.65680473372782)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">15.6%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,307.69230769230774)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(225.56390977443607,13.650887573964498)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">26.3%</text><text text-anchor=\"middle\" transform=\"translate(150.37593984962405,37.31952662721894)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">17.5%</text><text text-anchor=\"middle\" transform=\"translate(270.67669172932335,60.98816568047338)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">31.6%</text><text text-anchor=\"middle\" transform=\"translate(210.52631578947367,84.65680473372782)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24.6%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,205.12820512820514)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(274.93261455525607,13.650887573964498)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">32.1%</text><text text-anchor=\"middle\" transform=\"translate(194.0700808625337,37.31952662721894)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">22.6%</text><text text-anchor=\"middle\" transform=\"translate(210.24258760107816,60.98816568047338)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24.5%</text><text text-anchor=\"middle\" transform=\"translate(177.89757412398922,84.65680473372782)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20.8%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(195.9183673469388,13.650887573964498)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">22.9%</text><text text-anchor=\"middle\" transform=\"translate(171.42857142857144,37.31952662721894)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20.0%</text><text text-anchor=\"middle\" transform=\"translate(257.14285714285717,60.98816568047338)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">30.0%</text><text text-anchor=\"middle\" transform=\"translate(232.6530612244898,84.65680473372782)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">27.1%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(rand(1:4, 100, 10), :auto)\n",
    "\n",
    "sgplot(ds, Bar(y=:x1, group=:x3, label=:height,\n",
    "                labelcolor=:auto, response=:x2, space=0.1,\n",
    "                labelpos=:middle, barcorner=10, normalize=true,\n",
    "                labeld3format=\".1%\", outlinecolor=:black,\n",
    "                groupspace=0.1, groupdisplay=:cluster),\n",
    "                groupcolormodel=Dict(:scheme=>:darkgreen),\n",
    "                xaxis=Axis(title=\"Normalized sum of x2\", domain=false, d3format=\"%\"),\n",
    "                yaxis=Axis(domain=false, ticksize=0, order=:ascending),\n",
    "                legend=false,\n",
    "                clip=false)"
   ],
   "metadata": {},
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "source": [
    "Passing default `groupdisplay`"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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transform=\"translate(570,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(600,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-label\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(0,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">0%</text><text text-anchor=\"middle\" transform=\"translate(30,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">5%</text><text text-anchor=\"middle\" transform=\"translate(60,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">10%</text><text text-anchor=\"middle\" transform=\"translate(90,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" 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font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">70%</text><text text-anchor=\"middle\" transform=\"translate(450,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">75%</text><text text-anchor=\"middle\" transform=\"translate(480,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">80%</text><text text-anchor=\"middle\" transform=\"translate(510,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">85%</text><text text-anchor=\"middle\" transform=\"translate(540,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">90%</text><text text-anchor=\"middle\" transform=\"translate(570,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">95%</text><text text-anchor=\"middle\" transform=\"translate(600,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">100%</text></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(300,30)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Normalized sum of x2</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-axis\" role=\"graphics-symbol\" aria-roledescription=\"axis\" aria-label=\"Y-axis titled 'x1' for a discrete scale with 4 values: 1, 2, 3, 4\"><g transform=\"translate(-0.5,0.5)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\" pointer-events=\"none\"/><g><g class=\"mark-rule role-axis-tick\" pointer-events=\"none\"><line transform=\"translate(0,46)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,148)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,251)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,353)\" x2=\"0\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/></g><g class=\"mark-text role-axis-label\" pointer-events=\"none\"><text text-anchor=\"end\" transform=\"translate(-2,48.65384615384616)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1</text><text text-anchor=\"end\" transform=\"translate(-2,151.21794871794873)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2</text><text text-anchor=\"end\" transform=\"translate(-2,253.7820512820513)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">3</text><text text-anchor=\"end\" transform=\"translate(-2,356.3461538461539)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">4</text></g><g class=\"mark-text role-axis-title\" pointer-events=\"none\"><text text-anchor=\"middle\" transform=\"translate(-12.3623046875,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">x1</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" pointer-events=\"none\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-rect role-mark\" role=\"graphics-symbol\" aria-roledescription=\"rect mark 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d=\"M462.6315789473684,307.69230769230774L590,307.69230769230774C595.51915024494,307.69230769230774,600,312.1731574473677,600,317.69230769230774L600,390.00000000000006C600,395.5191502449401,595.51915024494,400.00000000000006,590,400.00000000000006L462.6315789473684,400.00000000000006C457.11242870242836,400.00000000000006,452.6315789473684,395.5191502449401,452.6315789473684,390.00000000000006L452.6315789473684,317.69230769230774C452.6315789473684,312.1731574473677,457.11242870242836,307.69230769230774,462.6315789473684,307.69230769230774Z\" fill=\"rgb(255, 255, 170)\" stroke=\"black\" stroke-width=\"1\" opacity=\"1\"/></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g><g class=\"mark-group role-scope\" role=\"graphics-object\" aria-roledescription=\"group mark container\"><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(89.0625,151.71794871794873)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">29.7%</text><text text-anchor=\"middle\" transform=\"translate(78.94736842105263,356.8461538461539)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">26.3%</text><text text-anchor=\"middle\" transform=\"translate(96.22641509433961,254.2820512820513)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">32.1%</text><text text-anchor=\"middle\" transform=\"translate(68.57142857142857,49.15384615384616)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"white\" opacity=\"1\">22.9%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(210.52631578947367,356.8461538461539)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">17.5%</text><text text-anchor=\"middle\" transform=\"translate(260.37735849056605,254.2820512820513)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">22.6%</text><text text-anchor=\"middle\" transform=\"translate(197.14285714285714,49.15384615384616)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20.0%</text><text text-anchor=\"middle\" transform=\"translate(253.125,151.71794871794873)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">25.0%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(417.1875,151.71794871794873)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">29.7%</text><text text-anchor=\"middle\" transform=\"translate(357.89473684210526,356.8461538461539)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">31.6%</text><text text-anchor=\"middle\" transform=\"translate(347.1428571428571,49.15384615384616)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">30.0%</text><text text-anchor=\"middle\" transform=\"translate(401.88679245283015,254.2820512820513)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24.5%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g><g transform=\"translate(0,0)\"><path class=\"background\" aria-hidden=\"true\" d=\"M0,0h0v0h0Z\"/><g><g class=\"mark-text role-mark\" role=\"graphics-object\" aria-roledescription=\"text mark container\"><text text-anchor=\"middle\" transform=\"translate(537.7358490566038,254.2820512820513)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">20.8%</text><text text-anchor=\"middle\" transform=\"translate(553.125,151.71794871794873)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">15.6%</text><text text-anchor=\"middle\" transform=\"translate(518.5714285714286,49.15384615384616)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">27.1%</text><text text-anchor=\"middle\" transform=\"translate(526.3157894736842,356.8461538461539)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">24.6%</text></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g><path class=\"foreground\" aria-hidden=\"true\" d=\"\" display=\"none\"/></g></g></g></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(ds, Bar(y=:x1, group=:x3, label=:height,\n",
    "                labelcolor=:auto, response=:x2, space=0.1,\n",
    "                labelpos=:middle, barcorner=10, normalize=true,\n",
    "                labeld3format=\".1%\", outlinecolor=:black),\n",
    "                groupcolormodel=Dict(:scheme=>:darkgreen),\n",
    "                xaxis=Axis(title=\"Normalized sum of x2\", domain=false, d3format=\"%\"),\n",
    "                yaxis=Axis(domain=false, ticksize=0, order=:ascending),\n",
    "                legend=false,\n",
    "                clip=false)"
   ],
   "metadata": {},
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "source": [
    "Population Change"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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fill=\"black\" opacity=\"1\">−3.3%</text><text text-anchor=\"end\" transform=\"translate(182.62251150216142,30.32369942196532)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">−1.2%</text><text text-anchor=\"end\" transform=\"translate(192.20011953827543,41.884393063583815)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">−0.3%</text><text text-anchor=\"end\" transform=\"translate(192.53504171822982,53.445086705202314)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">−0.2%</text><text text-anchor=\"start\" transform=\"translate(207.98318638141043,65.00578034682081)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">+0.3%</text><text text-anchor=\"start\" transform=\"translate(208.89403461701252,76.5664739884393)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">+0.4%</text><text text-anchor=\"start\" transform=\"translate(211.45469599559934,88.12716763005781)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">+0.6%</text><text text-anchor=\"start\" transform=\"translate(212.8418381312666,99.6878612716763)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">+0.8%</text><text text-anchor=\"start\" transform=\"translate(215.2703695017251,111.24855491329481)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">+1.0%</text><text text-anchor=\"start\" transform=\"translate(215.44321727622614,122.8092485549133)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" 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transform=\"translate(195,550.5549132947976)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">Florida</text><text text-anchor=\"end\" transform=\"translate(195,76.5664739884393)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">New York</text><text text-anchor=\"end\" transform=\"translate(195,99.6878612716763)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">Pennsylvania</text><text text-anchor=\"start\" transform=\"translate(205,30.32369942196532)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">Illinois</text><text text-anchor=\"end\" transform=\"translate(195,145.9306358381503)\" font-family=\"sans-serif\" font-size=\"8px\" font-style=\"normal\" font-weight=\"100\" fill=\"black\" opacity=\"1\">Ohio</text><text 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      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "cell_type": "code",
   "source": [
    "state_pop = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                              \"..\", \"docs\", \"assets\", \"state-population-2010-2019.tsv\"),\n",
    "                              delimiter='\\t')\n",
    "\n",
    "@chain state_pop  begin\n",
    "    modify!([2,3] => byrow(x->(x[1]-x[2])/x[2])=>:Change,\n",
    "                 :Change=>byrow(>(0))=>:Color)\n",
    "    sgplot([\n",
    "            Bar(y=:State, response=:Change,\n",
    "                orderresponse=:Change,\n",
    "                colorresponse=:Color, colormodel=[:darkorange, :steelblue],\n",
    "                label=:height, labeld3format=\"+.1%\", labeloffset=5,\n",
    "                labelalign=:left,\n",
    "                labelsize=8,\n",
    "                x2axis=true),\n",
    "            Bar(y=:State, response=:Change, opacity=0,\n",
    "                label=:category, labeloffset=-5, labelalign=:right,\n",
    "                labelsize=8,labelpos=:start,\n",
    "                x2axis=true)\n",
    "            ],\n",
    "            x2axis=Axis(title=\"Change\", domain=false, d3format=\"%\", grid=true),\n",
    "            yaxis=Axis(show=false),\n",
    "            clip=false,\n",
    "            legend=false,\n",
    "            fontweight=100,\n",
    "            height=600,\n",
    "            width=400\n",
    "        )\n",
    "end"
   ],
   "metadata": {},
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
 "nbformat_minor": 3,
 "metadata": {
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.8.5"
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   "name": "julia-1.8",
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