{
 "cells": [
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using InMemoryDatasets, StatisticalGraphics, DLMReader"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "Passing `group` will trigger the grouped bar chart."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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WFkqSSktLlZKSIklq1qyZLr74Yq1YsUIFBQVaunSpBg4c6DeOw+Hw2wAAABCaTAfUzz77TMnJydq3b58WLVqkUaNGSZLKy8uVlpbmq0tNTdV7772nYcOGqUOHDnrwwQfNTg0AAIAg5DBseEeSYRhyOp3yer2spoYAo7JShyfcYnUbqKEWL74oV5OzP8XjZ0Z5uYxTp+QtKanFrhBozqgoORo0kCMiwupWAISQOrmLHwAcTo882Rvkzf7I6lZQE+37K6zH9VZ3ASDEEFAB1A3DkPfQLlV++YbVnaAGwsIbSN2vs7oNACGmTu7iBwAAAH4tAioAAABshYAKAAAAWyGgAgAAwFYIqAAAALAVAioAAABshYAKAAAAWyGgAgAAwFYIqAAAALAVAioAAABshYAKAAAAWyGgAgAAwFYIqAAAALAVAioAAABshYAKAAAAWyGgAgAAwFYIqAAAALCVMKsbABwul5reP9PqNlBDzkbnWN0CACBIEVBhA16FuTKtbgI11lNSuNVNAACCEAEV1vN6VL7xQau7QA017DpECm9odRsAgCDENagAAACwFQIqAAAAbMV0QN25c6cmTJigfv36acuWLWetnz59uiZMmGB2WgAAAAQp09egGoah4cOHq6CgQAUFBb9Yu3nzZu3evVvFxcVmpwUAAECQMr2CeuGFF2rcuHGKi4v7xbqysjL9+c9/1ty5c81OCQAAgCBWZ9egzp8/X5MnT1aTJk3qakoAAADUQ3USUPfu3av09HTdeuutZ6wxDMNvAwAAQGiqk4D6+uuva+/everXr5/Gjx+vzMxMjRkzxve62+2W0+n0bS6Xqy7aAgAAgA3VWkD1eDzav3+/JGnq1KnaunWr1qxZo6eeekodOnTQM88846t1u93yer2+zePx1FZbAAAAsDnTd/Hv2rVLs2bN0pdffqndu3drxYoVSktLU2FhoXr16qUTJ06oSZMmvmtPT5w4ocjISLVu3dpvHIfDYbYVAAAABAHTAbVz5856/PHHffs/n56PiYlRenp6lfouXbpo+fLlv2rsygMHVJG932yLqEOuuKaK6NJFjoZ8BCYAAPhtTAfU6Oho9e3bt+rAYWE6//zzqxxv2LChunfv/qvGPpWRoeI3XjfbIupQgwsuUGznzmI9HAAA/FZ81CkAAABshYAKAAAAWyGgAgAAwFYIqAAAALAVAioAAABsxS+gbtu2TWvXrlVlZaVV/QAAACDE+QXUpk2bavHixerYsaPmzZun3Nxcq/oCAABAiPILqD179tS7776rzZs3Kz8/X71799b48eO1fft2q/oDAABAiKn2Qf1du3bVzJkz5XQ69cILL2jXrl2Kj4/X6tWr1apVq7ruEQAAACHEbwXVMAxt2bJFN954o/r376/Y2FhlZ2crMzNTQ4YM0bPPPmtVnwAAAAgRfiuoS5cu1dKlSzVt2jStXLlS4eHhvtcmTpyojz76qM4bBAAAQGjxC6gTJkzQ7bffXm1hhw4d1KFDhzppCgAAAKHL7xR/ZGSkVX0AAAAAknhQPwAAAGzGKUk//fSTjh49anUvAAAAwOlrUNPS0mQYhiIjI9W4cWONHj3a6r4AAAAQosIkqU2bNlqwYIE6deqkqKgoeb1ev6KOHTuqb9++ljQIAACA0BImSUOGDNFnn32mtLQ0uVwuHT582K/oqquuIqACAACgToRJksvl0pw5czRgwAA1bNhQ/fr1s7ovAAAAhCi/56BefvnlKi8v1/Lly7V37161aNFC48aNU5MmTazqDwAAACHG7zFTFRUVGjRokF5++WWVlJRoy5Yt6t27t/Ly8qzqDwAAACHGbwV169at6tSpk1JTU33HnnrqKb388suaPXt2nTcHAACA0OO3gnrs2DF1797dr6Bbt246duxYnTYFAACA0OW3gtq/f3899NBD6tOnj/r06aPs7Gz96U9/0hNPPHHGAQoLC7Vt2zZ9++23uu6665SUlFSlxjAM/fOf/9Q///lPRUVFacyYMYqLiwv8TwMAAIB6z28FtW3btnrhhRfkdrt17rnn6o477tDUqVM1ZMiQMw6wadMmpaamKjU1VXv27Km2Zs+ePZo9e7Y8Ho+ysrLUt29fFRYWBvYnAQAAQFAI+88DQ4YM+cVA+p/Gjh2rsWPHauLEiWes6dmzp7Zt2+bb//LLL7Vt2zZdd911NWwXAAAAwc559pIATOL81zRer1c5OTlq3bp1XUwNAACAeqbKCmptS0lJUZcuXap8MpVhGNV+DQAAgNBSJyuoP0tLS9PKlSv1yiuv+B13u91yOp2+zeVy1WVbAAAAsJE6C6g7duzQww8/rLffflvR0dF+r7ndbnm9Xt/m8Xjqqi0AAADYjF9A9Xg8mjZtmhISEuRwOHzb3XfffcYBDh06pCVLluj777/X5s2bfaujRUVFGjhwoCQpJydHQ4cO1dChQ7V+/XotWbJE33zzjd84/z6fw+EI9M8JAACAesLvGtQNGzbo22+/1WeffabExMRfNUBpaamysrI0aNAgSVJ2drYkKTw8XIMHD5Z0+prSn0NuVlaWJKlPnz6B+QkAAAAQVPwCamVlpa644opfHU4lqXPnznr88cerHI+KitKjjz4qSWrXrl21NQAAAMB/8jvFP2zYMO3Zs0dbtmzRTz/9pIKCAhUUFKikpMSq/gAAABBi/FZQvV6vioqKNGLECDVo0MB3fNKkSUpJSanz5gAAABB6/ALq+vXr1bhxYxUWFioiIsKqngAAABDC/E7xx8fHq0ePHoRTAAAAWMZvBbVHjx5asGCBXn31VZ177rm+xz3Fx8erbdu2ljQIAACA0OIXUD/88EPl5eVp0aJFfkU33HCD5syZU6eNAQAAIDT5BdQbbrhBN9xwg1W9AAAAAP4B9aefflJOTk6VIk7xAwAAoK74BdT09HQ99thjvv2CggLl5eVpzpw5nOIHAABAnTjrKf4nn3xSl1xySZ02BQAAgNDlPFvBjTfeqA0bNtRFLwAAAID/CmpxcbGOHj3q2z9x4oReeOEFnXvuuXXeGAAAAEKTX0DdvHmz3zWoERERuvzyy3XnnXfWeWMAAAAITTxmCgAAALbidw1qcXGx3n77bUmnHzl11113ad68eaqsrLSkOQAAAIQevxXUDz74QNu3b9fw4cM1d+5cRUREKCMjQytXrtTEiROt6hEAUI8YZWU6+Y9/WN0Gauicq6+WnGe9dxqoE1Ue1N+yZUtJp69H3bFjhz755BNt3LiRgAoA+FW8pSUqevUVq9tADTVKTpaDgAqb8PtNbNeund5//3298847io+PV2xsrMrKytSgQQOr+gMAAECI8QuogwYNUvPmzfXwww/77ubfvn27Lr74YkuaAwAAQOjxO8XvdDq1ePFiv4Inn3yyThsCAABAaONiEwAAANgKARUAAAC2QkAFAACArQQkoFZWVmrPnj0qKCj4xbqysjL9+OOPgZgSAAAAQcp0QF2zZo3i4+M1YMAAbdmy5Yx1b775ps4991yNHj1ao0ePVkVFhdmpAQAAEIRMB9Tk5GQdOXJEI0eOPGNNZWWl7rvvPm3evFnp6elyOBxKS0szOzUAAACCkOmAGhsbe9YH+X/99ddq1qyZ2rdvL0m6/vrrtWnTJrNTAwAAIAiFnb3EvLy8PDVv3ty336JFCx05csSvxjCMar8GAABAaKmTu/gjIyNVXl7u2y8rK1PDhg19+263W06n07e5XK66aAsAAAA2VCcBtW3btsrKyvLt79u3T+3atfPtu91ueb1e3+bxeOqiLQAAANiQ6YBaUVGhgoIClZeX6+TJkyosLJQklZaWKiUlRZLUvn17JSYmKjU1VT/88IOWLFmi8ePH+43jcDj8NgAAAIQm0wH1s88+U3Jysvbt26dFixZp1KhRkqTy8nK/O/XXrFmjDRs26NZbb9WcOXN04YUXmp0aAAAAQcj0TVIXXXSRMjIyqhyPiYlRenq6b79Vq1ZatWqV2ekAAAAQ5PioUwAAANgKARUAAAC2QkAFAACArRBQAQAAYCsEVAAAANgKARUAAAC2QkAFAACArRBQAQAAYCsEVAAAANgKARUAAAC2QkAFAACArYRZ3cAvigiXs1Ejq7tADTgiG/yGb3Ip/PIHA98MapUj4hyrWwAABClbB9Rzhl6rc4Zea3UbqCnDU7Nyh1PfJN5SS82gtnR3NlS41U0AAIKSrQNq5T//qor0BVa3gRpwdU5WxHXPSfr1K6mVHkMP/X9ba68p1Iplc65TbOPfsGIOAMBZcA0qAAAAbIWACgAAAFshoAIAAMBWCKgAAACwFQIqAAAAbIWACgAAAFshoAIAAMBWCKgAAACwFQIqAAAAbIWACgAAAFsJSEB97rnndPnll+uOO+5QUVFRtTXbtm3T1VdfrUsvvVQPPPCAysvLAzE1AAAAgozpgPrWW29pzZo1Wrt2rbp166apU6dWqamoqNCYMWP02GOP6b333tN3332nF1980ezUAAAACEJhZgdYsWKFpk2bpmbNmmn69Olq2bKlSkpKFBUV5as5efKkKisr1a1bNzVq1EhdunSR1+s1OzWAesTrcCl84EyF9ZtidSuoAUeDGHkdLq4HA1CnTAfUAwcOqGPHjpKk8PBwtWjRQocPH1bnzp19NU2aNNHMmTPVs2dPNW/eXHFxcfrLX/5idmoA9UilEaYPvy/V1weKrW4FNdCjXYQu69lMEVY3AiCkmA6oZWVlCg8P9+1HRESorKzMr8br9eqLL77Q3/72NyUlJemuu+7S2rVrNX78eF+NYRjVfg0gOBiGoa+zj2rjJ/usbgU1YUj9z21tdRcAQozpszYJCQnKy8vz7efm5qpFixZ+NTt27FBeXp6uvfZaderUSffee6/Wrl3re93tdsvpdPo2l8tlti0AAADUU6YD6lVXXaX169dLkj7++GMlJiaqadOm8ng82r9/vySpcePGysrK0qlTpyRJX375pRITE31juN1ueb1e3+bxeMy2BQAAgHrK9Cn+O++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      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(x=repeat(1:5, inner=3), y=rand(15), g=repeat('A':'C', outer=5))\n",
    "\n",
    "sgplot(ds, Bar(x=:x, response=:y, group=:g))"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "By default the grouped are stacked, however, passing `groupdisplay` changes this default behaviour. `Bar` supports `:stack`, `:cluster`, `:step`, and `:none` as the value for `groupdisplay`"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(ds, Bar(x=:x, response=:y, group=:g, groupdisplay=:cluster))"
   ],
   "metadata": {},
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "Combining `barwidth=:nest` and `groupdisplay=:none` will produce a nested bar chart. In the following example we use a color scheme to color bars."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(ds, Bar(x=:x, response=:y, group=:g,\n",
    "                         groupdisplay=:none, barwidth=:nest),\n",
    "                            groupcolormodel=Dict(:scheme=>:darkgreen))"
   ],
   "metadata": {},
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "source": [
    "Using generated data"
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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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=\"600\" height=\"600\"/></clipPath></defs></svg>"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "cell_type": "code",
   "source": [
    "ds = Dataset(rand(1:40, 1000, 2), :auto)\n",
    "\n",
    "sgplot(ds, Bar(y=:x1, group=:x2, normalize=true, space=0),\n",
    "                groupcolormodel=:scheme=>:darkred,\n",
    "                xaxis=Axis(nice=false, show=false),\n",
    "                yaxis=Axis(show=false),\n",
    "                height=600,\n",
    "                legend=false,\n",
    "\n",
    "                )"
   ],
   "metadata": {},
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": [
    "**[Revenue by Music Format, 1973–2018](https://observablehq.com/@mbostock/revenue-by-music-format-1973-2018)**"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Reproducing an example from the [`D3`](http://d3js.org)`s examples collection."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "cell_type": "code",
   "source": [
    "music = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                                 \"..\", \"docs\", \"assets\", \"music.csv\"))\n",
    "color_ds = filereader(joinpath(dirname(pathof(StatisticalGraphics)),\n",
    "                                 \"..\", \"docs\", \"assets\", \"color_ds.csv\"))\n",
    "leftjoin!(music, color_ds, on = :Format)# sort data - original example\n",
    "sort!(music, [:Year, :order], rev = [false, true]) # rev = true for :order to make the color similar to the original example\n",
    "\n",
    "inbillion(x) = x/10^9 # make the yaxis' values in billion $\n",
    "setformat!(music, r\"Infla\" => inbillion)\n",
    "\n",
    "sgplot(\n",
    "        music,\n",
    "        [\n",
    "          Bar(x = :Year, response = r\"Infla\",\n",
    "              group = :Format,\n",
    "              grouporder = :data,\n",
    "              outlinethickness = 0,\n",
    "              space = 0.05\n",
    "            )\n",
    "        ],\n",
    "        groupcolormodel = reverse!(color_ds[:, :Color]),\n",
    "        yaxis = Axis(title = \"Revenue (billion, adj.)\", domain = false, titlepos=[5,5], titleangle=0, titlealign=:left, titlesize=10),\n",
    "        xaxis = Axis(values = 1975:5:2015),\n",
    "        legend=false,\n",
    "        width = 700\n",
    "      )"
   ],
   "metadata": {},
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "source": [
    "Users can pass `normalize=true` to normalise a stacked bar chart."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "",
      "image/png": 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",
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stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(113,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(190,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(266,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(342,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(418,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(494,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(570,0)\" x2=\"0\" y2=\"5\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(647,0)\" 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(37.204026115342764,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1975</text><text text-anchor=\"middle\" transform=\"translate(113.37377584330794,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1980</text><text text-anchor=\"middle\" transform=\"translate(189.5435255712731,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1985</text><text text-anchor=\"middle\" transform=\"translate(265.7132752992383,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1990</text><text text-anchor=\"middle\" transform=\"translate(341.8830250272035,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">1995</text><text text-anchor=\"middle\" transform=\"translate(418.0527747551687,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2000</text><text text-anchor=\"middle\" transform=\"translate(494.22252448313384,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2005</text><text text-anchor=\"middle\" transform=\"translate(570.392274211099,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2010</text><text text-anchor=\"middle\" transform=\"translate(646.5620239390641,15)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">2015</text></g><g class=\"mark-rule role-axis-domain\" pointer-events=\"none\"><line transform=\"translate(0,0)\" x2=\"700\" 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(350,30)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Year</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 'Revenue %' for a linear scale with values from 0% to 100%\"><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(0,400)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,360)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,320)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,280)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,240)\" 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(0,160)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,120)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,80)\" x2=\"-5\" y2=\"0\" stroke=\"black\" stroke-width=\"1.01\" opacity=\"1\"/><line transform=\"translate(0,40)\" 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(-7,363)\" 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(-7,323)\" 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(-7,283)\" 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(-7,243.00000000000003)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">40%</text><text text-anchor=\"end\" transform=\"translate(-7,203.00000000000006)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">50%</text><text text-anchor=\"end\" transform=\"translate(-7,163.00000000000006)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">60%</text><text text-anchor=\"end\" transform=\"translate(-7,123.00000000000006)\" 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(-7,83.00000000000007)\" 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(-7,43.00000000000008)\" font-family=\"sans-serif\" font-size=\"10px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">90%</text><text text-anchor=\"end\" transform=\"translate(-7,3.000000000000089)\" 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(-39.5888671875,200) rotate(-90) translate(0,-2)\" font-family=\"sans-serif\" font-size=\"11px\" font-style=\"normal\" font-weight=\"400\" fill=\"black\" opacity=\"1\">Revenue %</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 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      ]
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "cell_type": "code",
   "source": [
    "sgplot(\n",
    "        music,\n",
    "        Bar(x=:Year, response=r\"Infla\",\n",
    "            group=:Format,\n",
    "            grouporder=:data,\n",
    "            outlinethickness=0,\n",
    "            space=0.05,\n",
    "            normalize=true,\n",
    "          ),\n",
    "        groupcolormodel=reverse!(color_ds[:, :Color]),\n",
    "        yaxis=Axis(title=\"Revenue %\", domain=false, nice=false, d3format = \"%\"),\n",
    "        xaxis=Axis(values=1975:5:2015),\n",
    "        legend=false,\n",
    "        width=700\n",
    ")"
   ],
   "metadata": {},
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
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