{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "enormous-wesley",
   "metadata": {},
   "source": [
    "# Pie Chart Stroke and Spacers\n",
    "\n",
    "The `stroke` and the `color` aesthetics respectively set **line width** and **line color** of the pie sector arcs. \n",
    "\n",
    "The `strokeSide` parameter - \"inner\", \"outer\"(def), \"both\" - specifies where to show the arc.\n",
    "\n",
    "By default `stroke` is 0, thus no arc is shown regardless of the value of `strokeSide` parameter.\n",
    "\n",
    "Parameters `spacerWidth` and `spacerColor` define lines between sectors.\n",
    "The default is a narrow segment of the same color as the plot background.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "minor-highway",
   "metadata": {},
   "outputs": [
    {
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       "   <div id=\"dqfdew\"></div>\n",
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       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
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       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
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       "                var e = document.getElementById(\"kotlin_out_0\");\n",
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       "                    e.appendChild(script);\n",
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       "                <style>\n",
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       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
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       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
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       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
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       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
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       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
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       "\n",
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       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
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       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use lets-plot\n",
    "%use dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "false-girlfriend",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.4.2. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.0.0."
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "magnetic-blend",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":12,\"columns\":[\"untitled\",\"manufacturer\",\"model\",\"displ\",\"year\",\"cyl\",\"trans\",\"drv\",\"cty\",\"hwy\",\"fl\",\"class\"],\"kotlin_dataframe\":[{\"untitled\":1,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":18,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":2,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"manual(m5)\",\"drv\":\"f\",\"cty\":21,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":3,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.0,\"year\":2008,\"cyl\":4,\"trans\":\"manual(m6)\",\"drv\":\"f\",\"cty\":20,\"hwy\":31,\"fl\":\"p\",\"class\":\"compact\"}]}",
      "text/html": [
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       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
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       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
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       "\n",
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       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
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       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
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       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
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       "\n",
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       "    border-bottom-color: var(--bold-border-color);\n",
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       "\n",
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       "    text-decoration: none;\n",
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       "\n",
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       "    color: var(--link-color-pale);\n",
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       "\n",
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       "    max-width: fit-content;\n",
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       "\n",
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       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
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       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
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       "    border-right-color: var(--inner-border-color);\n",
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       "\n",
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       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
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       "\n",
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       "    color: var(--text-color-medium);\n",
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       "\n",
       "\n",
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       "        <body>\n",
       "            \n",
       "<table class=\"dataframe\" id=\"df_436207616\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 3, columnsCount = 12</p>\n",
       "        </body>\n",
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       "            \n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"untitled: Int\\\">untitled</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"manufacturer: String\\\">manufacturer</span>\", children: [], rightAlign: false, values: [\"audi\",\"audi\",\"audi\"] }, \n",
       "{ name: \"<span title=\\\"model: String\\\">model</span>\", children: [], rightAlign: false, values: [\"a4\",\"a4\",\"a4\"] }, \n",
       "{ name: \"<span title=\\\"displ: Double\\\">displ</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cyl: Int\\\">cyl</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\",\"manual(m6)\"] }, \n",
       "{ name: \"<span title=\\\"drv: String\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\",\"f\"] }, \n",
       "{ name: \"<span title=\\\"cty: Int\\\">cty</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"hwy: Int\\\">hwy</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">31</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: String\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\",\"p\"] }, \n",
       "{ name: \"<span title=\\\"class: String\\\">class</span>\", children: [], rightAlign: false, values: [\"compact\",\"compact\",\"compact\"] }, \n",
       "], id: 436207616, rootId: 436207616, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(436207616) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val mpg = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv\")\n",
    "mpg.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "framed-detroit",
   "metadata": {},
   "outputs": [
    {
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       "   <div id=\"VlhUIG\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "           var plotSpec={\n",
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       "},\n",
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       "\"scales\":[],\n",
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       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"VlhUIG\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg.toMap()) + \n",
    "    geomPie(size = 20) {\n",
    "        fill = \"class\"\n",
    "    } + \n",
    "    themeVoid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adult-publisher",
   "metadata": {},
   "source": [
    "#### 1. `stroke` and `color`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "decreased-speaker",
   "metadata": {},
   "outputs": [],
   "source": [
    "val palettes = scaleFillBrewer(palette = \"Pastel2\") + \n",
    "    scaleColorBrewer(palette = \"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "analyzed-avenue",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"pUeLqt\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Pastel2\"\n",
       "},{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Set2\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"mapping\":{\n",
       "\"fill\":\"class\",\n",
       "\"color\":\"class\"\n",
       "},\n",
       "\"stat\":\"count2d\",\n",
       "\"size\":20.0,\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pie\",\n",
       "\"stroke\":7.0,\n",
       "\"data\":{\n",
       "\"..x..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"..count..\":[47.0,41.0,62.0,5.0,11.0,33.0,35.0],\n",
       "\"..y..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"pUeLqt\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg.toMap()) + \n",
    "    geomPie(size = 20, stroke = 7) {\n",
    "        fill = \"class\"\n",
    "        color = \"class\"\n",
    "    } +\n",
    "    palettes +\n",
    "    themeVoid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "joint-firmware",
   "metadata": {},
   "source": [
    "#### 2. `strokeSide`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "novel-compensation",
   "metadata": {},
   "source": [
    "Note: `stroke=7` is added to parameters in order to make arks visible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "isolated-democracy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Ua1flh\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"layout\":{\n",
       "\"name\":\"grid\",\n",
       "\"ncol\":3,\n",
       "\"nrow\":1,\n",
       "\"fit\":true,\n",
       "\"align\":false\n",
       "},\n",
       "\"figures\":[{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Outer stroke (Default)\"\n",
       "},\n",
       "\"mapping\":{\n",
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       "},\n",
       "\"data\":{\n",
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       "},{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Set2\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"hole\":0.3,\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count2d\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pie\",\n",
       "\"stroke\":7.0,\n",
       "\"data\":{\n",
       "\"..x..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"..count..\":[47.0,41.0,62.0,5.0,11.0,33.0,35.0],\n",
       "\"..y..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "},{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Inner stroke\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"color\":\"class\",\n",
       "\"fill\":\"class\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Pastel2\"\n",
       "},{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Set2\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"hole\":0.3,\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count2d\",\n",
       "\"stroke_side\":\"Inner\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pie\",\n",
       "\"stroke\":7.0,\n",
       "\"data\":{\n",
       "\"..x..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"..count..\":[47.0,41.0,62.0,5.0,11.0,33.0,35.0],\n",
       "\"..y..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "},{\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Inner & outer stroke\"\n",
       "},\n",
       "\"mapping\":{\n",
       "\"color\":\"class\",\n",
       "\"fill\":\"class\"\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"fill\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Pastel2\"\n",
       "},{\n",
       "\"aesthetic\":\"color\",\n",
       "\"scale_mapper_kind\":\"color_brewer\",\n",
       "\"palette\":\"Set2\"\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"hole\":0.3,\n",
       "\"mapping\":{\n",
       "},\n",
       "\"stat\":\"count2d\",\n",
       "\"stroke_side\":\"both\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pie\",\n",
       "\"stroke\":7.0,\n",
       "\"data\":{\n",
       "\"..x..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"..count..\":[47.0,41.0,62.0,5.0,11.0,33.0,35.0],\n",
       "\"..y..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"ggsize\":{\n",
       "\"width\":1000.0,\n",
       "\"height\":200.0\n",
       "},\n",
       "\"kind\":\"subplots\"\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"Ua1flh\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p = letsPlot(mpg.toMap()) {\n",
    "        fill = \"class\"\n",
    "        color = \"class\"\n",
    "} + palettes + themeVoid()\n",
    "\n",
    "\n",
    "gggrid(listOf(\n",
    "  p + geomPie(hole = 0.3, stroke = 7) + ggtitle(\"Outer stroke (Default)\"),\n",
    "  p + geomPie(hole = 0.3, stroke = 7, strokeSide = \"Inner\") + ggtitle(\"Inner stroke\"),\n",
    "  p + geomPie(hole = 0.3, stroke = 7, strokeSide = \"both\") + ggtitle(\"Inner & outer stroke\")\n",
    ")) + ggsize(1000, 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "durable-growing",
   "metadata": {},
   "source": [
    "#### 3. `spacerWidth` and  `spacerColor`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "finished-watson",
   "metadata": {},
   "source": [
    "\"Spacer\" is a thin line separating the pie' slices.\\\n",
    "You can adjust width and color of spacers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "canadian-matter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"U6FUkp\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data\":{\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"hole\":0.3,\n",
       "\"mapping\":{\n",
       "\"fill\":\"class\"\n",
       "},\n",
       "\"stat\":\"count2d\",\n",
       "\"size\":20.0,\n",
       "\"spacer_color\":\"light-gray\",\n",
       "\"position\":\"identity\",\n",
       "\"geom\":\"pie\",\n",
       "\"spacer_width\":4.0,\n",
       "\"data\":{\n",
       "\"..x..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"..count..\":[47.0,41.0,62.0,5.0,11.0,33.0,35.0],\n",
       "\"..y..\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "}],\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"rect\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"U6FUkp\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg.toMap()) + \n",
    "    geomPie(size = 20, hole = 0.3, spacerWidth = 4, spacerColor = \"light-gray\") {\n",
    "        fill = \"class\"\n",
    "    } +\n",
    "    themeVoid()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "velvet-possibility",
   "metadata": {},
   "source": [
    "##### 3.1 Spacers with Exploded Sectors \n",
    "\n",
    "Spacers are not shown for exploded sectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "floral-captain",
   "metadata": {},
   "outputs": [
    {
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      "application/kotlindataframe+json": "{\"nrow\":2,\"ncol\":13,\"columns\":[\"untitled\",\"manufacturer\",\"model\",\"displ\",\"year\",\"cyl\",\"trans\",\"drv\",\"cty\",\"hwy\",\"fl\",\"class\",\"explode\"],\"kotlin_dataframe\":[{\"untitled\":1,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":18,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\",\"explode\":0.0},{\"untitled\":2,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"manual(m5)\",\"drv\":\"f\",\"cty\":21,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\",\"explode\":0.0}]}",
      "text/html": [
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       "            <style type=\"text/css\">\n",
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       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
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       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
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       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
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       "    --link-color: #008dc0;\n",
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       "\n",
       "table.dataframe .expander {\n",
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       "    color: var(--text-color-pale);\n",
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       "<table class=\"dataframe\" id=\"df_436207617\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 2, columnsCount = 13</p>\n",
       "        </body>\n",
       "        <script>\n",
       "            \n",
       "/*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"untitled: Int\\\">untitled</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"manufacturer: String\\\">manufacturer</span>\", children: [], rightAlign: false, values: [\"audi\",\"audi\"] }, \n",
       "{ name: \"<span title=\\\"model: String\\\">model</span>\", children: [], rightAlign: false, values: [\"a4\",\"a4\"] }, \n",
       "{ name: \"<span title=\\\"displ: Double\\\">displ</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cyl: Int\\\">cyl</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\"] }, \n",
       "{ name: \"<span title=\\\"drv: String\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\"] }, \n",
       "{ name: \"<span title=\\\"cty: Int\\\">cty</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"hwy: Int\\\">hwy</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: String\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\"] }, \n",
       "{ name: \"<span title=\\\"class: String\\\">class</span>\", children: [], rightAlign: false, values: [\"compact\",\"compact\"] }, \n",
       "{ name: \"<span title=\\\"explode: Double\\\">explode</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.0</span></span>\"] }, \n",
       "], id: 436207617, rootId: 436207617, totalRows: 2 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(436207617) });\n",
       "\n",
       "\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val mpg2 = mpg.add(\"explode\") { if(`class` == \"pickup\") 0.2 else 0.0}\n",
    "mpg2.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "intelligent-priority",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"mJ1A5q\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "\"spacer_color\":\"light-gray\",\n",
       "\"stroke_side\":\"both\",\n",
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       "\"geom\":\"pie\",\n",
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       "}],\n",
       "\"theme\":{\n",
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       "\"axis\":{\n",
       "\"blank\":true\n",
       "},\n",
       "\"line\":{\n",
       "\"blank\":true\n",
       "}\n",
       "}\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"mJ1A5q\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();    \n",
       "   </script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg2.toMap()) + \n",
    "    geomPie(size = 20, hole = 0.3,\n",
    "            stroke = 2, color = \"black\",\n",
    "            strokeSide = \"both\",\n",
    "            spacerWidth = 4, spacerColor = \"light-gray\") {\n",
    "        fill = \"class\"\n",
    "        explode = \"explode\"\n",
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    "    themeVoid()"
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