{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customizing the Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:44.234229Z",
     "iopub.status.busy": "2025-12-03T15:56:44.231271Z",
     "iopub.status.idle": "2025-12-03T15:56:46.741554Z",
     "shell.execute_reply": "2025-12-03T15:56:46.741117Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@3db46ccccaa1291c0627307d64133317f545e6ae/core/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --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",
       "}\n",
       "\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",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\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",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    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",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "   <div id=\"hGdJYf\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"hGdJYf\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"hGdJYf\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_1\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"letsPlotJs\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"letsPlotJs\"] = resQueue;\n",
       "                window[\"call_letsPlotJs\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1/js-package/distr/lets-plot.min.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_1\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource letsPlotJs';\n",
       "                        document.getElementById(\"kotlin_out_1\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:46.743942Z",
     "iopub.status.busy": "2025-12-03T15:56:46.743445Z",
     "iopub.status.idle": "2025-12-03T15:56:46.773497Z",
     "shell.execute_reply": "2025-12-03T15:56:46.773090Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.12.0. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.8.1.\n",
       "Outputs: Web (HTML+JS), Kotlin Notebook (Swing), Static SVG (hidden)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:46.775919Z",
     "iopub.status.busy": "2025-12-03T15:56:46.775391Z",
     "iopub.status.idle": "2025-12-03T15:56:47.319459Z",
     "shell.execute_reply": "2025-12-03T15:56:47.319049Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/kotlindataframe+json": "{\"nrow\":5,\"ncol\":12,\"columns\":[\"untitled\",\"manufacturer\",\"model\",\"displ\",\"year\",\"cyl\",\"trans\",\"drv\",\"cty\",\"hwy\",\"fl\",\"class\"],\"is_formatted\":false,\"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\"},{\"untitled\":4,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.0,\"year\":2008,\"cyl\":4,\"trans\":\"auto(av)\",\"drv\":\"f\",\"cty\":21,\"hwy\":30,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":5,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.8,\"year\":1999,\"cyl\":6,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":16,\"hwy\":26,\"fl\":\"p\",\"class\":\"compact\"}]}",
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --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",
       "}\n",
       "\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",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\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",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    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",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --background: #fff;\n",
       "    --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",
       "}\n",
       "\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",
       "}\n",
       "\n",
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       "            <table class=\"dataframe\" id=\"df_234881024\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 5, columnsCount = 12</p>\n",
       "<table class=\"dataframe\" id=\"static_df_234881025\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">untitled</th><th class=\"bottomBorder\" style=\"text-align:left\">manufacturer</th><th class=\"bottomBorder\" style=\"text-align:left\">model</th><th class=\"bottomBorder\" style=\"text-align:left\">displ</th><th class=\"bottomBorder\" style=\"text-align:left\">year</th><th class=\"bottomBorder\" style=\"text-align:left\">cyl</th><th class=\"bottomBorder\" style=\"text-align:left\">trans</th><th class=\"bottomBorder\" style=\"text-align:left\">drv</th><th class=\"bottomBorder\" style=\"text-align:left\">cty</th><th class=\"bottomBorder\" style=\"text-align:left\">hwy</th><th class=\"bottomBorder\" style=\"text-align:left\">fl</th><th class=\"bottomBorder\" style=\"text-align:left\">class</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">1</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">1.800000</td><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">auto(l5)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">18</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">2</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">1.800000</td><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">manual(m5)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">21</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">3</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">2.000000</td><td  style=\"vertical-align:top\">2008</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">manual(m6)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">20</td><td  style=\"vertical-align:top\">31</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">2.000000</td><td  style=\"vertical-align:top\">2008</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">auto(av)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">21</td><td  style=\"vertical-align:top\">30</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">5</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">2.800000</td><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">6</td><td  style=\"vertical-align:top\">auto(l5)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">16</td><td  style=\"vertical-align:top\">26</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr></tbody></table>\n",
       "        </body>\n",
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       "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>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5</span></span>\"] }, \n",
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       "{ 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>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.8</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>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</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>\",\"<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\\\">6</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\",\"manual(m6)\",\"auto(av)\",\"auto(l5)\"] }, \n",
       "{ name: \"<span title=\\\"drv: Char\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\",\"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>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">16</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>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">30</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">26</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: Char\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\",\"p\",\"p\",\"p\"] }, \n",
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       "], id: 234881024, rootId: 234881024, totalRows: 5 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(234881024) });\n",
       "\n",
       "document.getElementById(\"static_df_234881025\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.321618Z",
     "iopub.status.busy": "2025-12-03T15:56:47.321409Z",
     "iopub.status.idle": "2025-12-03T15:56:47.350320Z",
     "shell.execute_reply": "2025-12-03T15:56:47.349898Z"
    }
   },
   "outputs": [],
   "source": [
    "val mpg = df.toMap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scale Parameters Related to the Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.352446Z",
     "iopub.status.busy": "2025-12-03T15:56:47.351982Z",
     "iopub.status.idle": "2025-12-03T15:56:47.684434Z",
     "shell.execute_reply": "2025-12-03T15:56:47.684511Z"
    }
   },
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       "            <g transform=\"translate(26.9903027277341 6.549999999999999 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>8</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dqiG7nr\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"9bcf5e28-5408-456c-acde-4a2247424b3f\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Default legend\n",
    "val p1 = letsPlot(mpg) { x = \"cty\"; y = \"hwy\" } + geomPoint() { color = \"cyl\" }\n",
    "p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.686411Z",
     "iopub.status.busy": "2025-12-03T15:56:47.685844Z",
     "iopub.status.idle": "2025-12-03T15:56:47.740125Z",
     "shell.execute_reply": "2025-12-03T15:56:47.740202Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>8</tspan>\n",
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       "</svg>\n",
       "                <script>document.getElementById(\"70fa52a3-8ba0-4c05-a5c8-ba3d34e04182\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Legend name\n",
    "p1 + scaleColorContinuous(name = \"Number of cylinders\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.742051Z",
     "iopub.status.busy": "2025-12-03T15:56:47.741689Z",
     "iopub.status.idle": "2025-12-03T15:56:47.805603Z",
     "shell.execute_reply": "2025-12-03T15:56:47.805727Z"
    }
   },
   "outputs": [
    {
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       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
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       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
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       "#psMOBiS .axis-title-x {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
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       "#psMOBiS .axis-text-x {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
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       "#dnr3zd0 .axis-tooltip-text-x {\n",
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       "font-weight: normal;\n",
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       "#psMOBiS .axis-text-y {\n",
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       "font-style: normal;\n",
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       "font-style: normal;\n",
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       "font-size: 13.0px;\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "            <line x1=\"0.0\" y1=\"113.0\" x2=\"4.0\" y2=\"113.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
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       "            <line x1=\"19.0\" y1=\"113.0\" x2=\"23.0\" y2=\"113.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 117.55 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>four</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"85.25\" x2=\"4.0\" y2=\"85.25\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <line x1=\"19.0\" y1=\"85.25\" x2=\"23.0\" y2=\"85.25\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 89.8 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>five</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"57.5\" x2=\"4.0\" y2=\"57.5\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <line x1=\"19.0\" y1=\"57.5\" x2=\"23.0\" y2=\"57.5\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 62.05 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>six</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"2.0\" x2=\"4.0\" y2=\"2.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <line x1=\"19.0\" y1=\"2.0\" x2=\"23.0\" y2=\"2.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 6.549999999999999 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>eight</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dnr3zd0\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"b8c17bcc-7d1a-4931-a5fa-4f0a00b6296b\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Breaks and labels\n",
    "p1 + scaleColorContinuous(breaks = listOf(4, 5, 6, 8), labels = listOf(\"four\", \"five\", \"six\", \"eight\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.807889Z",
     "iopub.status.busy": "2025-12-03T15:56:47.807678Z",
     "iopub.status.idle": "2025-12-03T15:56:47.856282Z",
     "shell.execute_reply": "2025-12-03T15:56:47.856111Z"
    }
   },
   "outputs": [
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>4.0 cylinders</tspan>\n",
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       "                <tspan>in the vehicle’s engine</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>5.0 cylinders</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"13.0\" class=\"legend-item\">\n",
       "                <tspan>in the vehicle’s engine</tspan>\n",
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       "            <line x1=\"19.0\" y1=\"78.0\" x2=\"23.0\" y2=\"78.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
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       "            <g transform=\"translate(26.9903027277341 76.05 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>6.0 cylinders</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"13.0\" class=\"legend-item\">\n",
       "                <tspan>in the vehicle’s engine</tspan>\n",
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       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"40.0\" x2=\"4.0\" y2=\"40.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <line x1=\"19.0\" y1=\"40.0\" x2=\"23.0\" y2=\"40.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 38.05 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>7.0 cylinders</tspan>\n",
       "              </text>\n",
       "              <text style=\"font-size:13.0px;\" y=\"13.0\" class=\"legend-item\">\n",
       "                <tspan>in the vehicle’s engine</tspan>\n",
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       "            <line x1=\"19.0\" y1=\"2.0\" x2=\"23.0\" y2=\"2.0\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>8.0 cylinders</tspan>\n",
       "              </text>\n",
       "              <text style=\"font-size:13.0px;\" y=\"13.0\" class=\"legend-item\">\n",
       "                <tspan>in the vehicle’s engine</tspan>\n",
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       "          </g>\n",
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       "    </g>\n",
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       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dBBDYNF\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"104565ef-b4ad-4fd7-ad38-273e9e2ce0f1\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Format labels\n",
    "p1 + scaleColorContinuous(format = \"{} cylinders\\nin the vehicle’s engine\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Guides"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `guideLegend()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.858230Z",
     "iopub.status.busy": "2025-12-03T15:56:47.857883Z",
     "iopub.status.idle": "2025-12-03T15:56:47.931397Z",
     "shell.execute_reply": "2025-12-03T15:56:47.931521Z"
    }
   },
   "outputs": [
    {
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       "                    <circle fill=\"#ffff33\" stroke=\"#ffff33\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>pickup</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 138.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#a65628\" stroke=\"#a65628\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
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       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>subcompact</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dgffdSt\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"a3c3ed04-bda3-4bde-a6f4-af304425fde9\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Default categorical legend\n",
    "val p2 = letsPlot(mpg) { x = \"displ\"; y = \"hwy\"; color = \"class\" } + geomPoint(size = 5)\n",
    "p2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.933463Z",
     "iopub.status.busy": "2025-12-03T15:56:47.933326Z",
     "iopub.status.idle": "2025-12-03T15:56:47.975834Z",
     "shell.execute_reply": "2025-12-03T15:56:47.975915Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
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       "                <script>document.getElementById(\"d183cd82-a75c-409c-8171-9d4cb6d28e1d\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Legend name\n",
    "p2 + scaleColorDiscrete(guide = guideLegend(\"Vehicle class\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:47.977366Z",
     "iopub.status.busy": "2025-12-03T15:56:47.977103Z",
     "iopub.status.idle": "2025-12-03T15:56:48.017225Z",
     "shell.execute_reply": "2025-12-03T15:56:48.017303Z"
    }
   },
   "outputs": [
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       "                  <g >\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
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       "  </g>\n",
       "  <g id=\"dmMenG3\">\n",
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       "</svg>\n",
       "                <script>document.getElementById(\"13308fac-420a-42e7-96c9-4e29430b3b21\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Layout the legend in two columns\n",
    "p2 + scaleColorDiscrete(guide = guideLegend(ncol = 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.018832Z",
     "iopub.status.busy": "2025-12-03T15:56:48.018525Z",
     "iopub.status.idle": "2025-12-03T15:56:48.054305Z",
     "shell.execute_reply": "2025-12-03T15:56:48.054384Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
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          "midsize",
          "midsize",
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       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#984ea3\" stroke=\"#984ea3\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>minivan</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>pickup</tspan>\n",
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       "              <g transform=\"translate(1.0 1.0 ) \">\n",
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       "                  <g >\n",
       "                    <circle fill=\"#a65628\" stroke=\"#a65628\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
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       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>subcompact</tspan>\n",
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       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dv3vx3K\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"090a42ad-cc66-464a-b849-616c89703114\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Fill by rows\n",
    "p2 + scaleColorDiscrete(guide = guideLegend(ncol = 2, byRow = true))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `guideColorbar()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.055970Z",
     "iopub.status.busy": "2025-12-03T15:56:48.055712Z",
     "iopub.status.idle": "2025-12-03T15:56:48.098736Z",
     "shell.execute_reply": "2025-12-03T15:56:48.098814Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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       "                <script>document.getElementById(\"2237e9a6-01c4-41c0-bc4e-c5a521b655ee\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Default color legend\n",
    "val p3 = letsPlot(mpg) { x = \"displ\"; y = \"hwy\" } + geomPoint() { color = \"cty\" }\n",
    "p3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.099710Z",
     "iopub.status.busy": "2025-12-03T15:56:48.099584Z",
     "iopub.status.idle": "2025-12-03T15:56:48.139222Z",
     "shell.execute_reply": "2025-12-03T15:56:48.139101Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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       "                <tspan>3</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>4</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>5</tspan>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>6</tspan>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>7</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>15</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>20</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>25</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>30</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>35</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>40</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>45</tspan>\n",
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       "        <tspan>hwy</tspan>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>displ</tspan>\n",
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       "            <tspan>City mileage</tspan>\n",
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       "                <script>document.getElementById(\"ba369b38-fcf9-4db0-a98c-9f82b51192f5\").style.display = \"none\";</script>"
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     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "// Legend name\n",
    "p3 + scaleColorContinuous(guide = guideColorbar(\"City mileage\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.140866Z",
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     "iopub.status.idle": "2025-12-03T15:56:48.176531Z",
     "shell.execute_reply": "2025-12-03T15:56:48.176619Z"
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       "                <script>document.getElementById(\"77749d0a-ad31-455e-8a12-66977f44d751\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Adjust colorbar size\n",
    "p3 + scaleColorContinuous(guide = guideColorbar(barWidth = 10, barHeight = 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.177820Z",
     "iopub.status.busy": "2025-12-03T15:56:48.177693Z",
     "iopub.status.idle": "2025-12-03T15:56:48.217489Z",
     "shell.execute_reply": "2025-12-03T15:56:48.217293Z"
    }
   },
   "outputs": [
    {
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>15</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "                <tspan>45</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>13</tspan>\n",
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       "            <line x1=\"0.0\" y1=\"57.499999999999986\" x2=\"4.0\" y2=\"57.499999999999986\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>22</tspan>\n",
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       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"19.076923076923066\" x2=\"4.0\" y2=\"19.076923076923066\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
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       "            <line x1=\"19.0\" y1=\"19.076923076923066\" x2=\"23.0\" y2=\"19.076923076923066\" stroke-width=\"1.0\" stroke=\"rgb(255,255,255)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(26.9903027277341 23.626923076923063 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\">\n",
       "                <tspan>31</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"doeQ6Gm\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"f7389249-d6fd-4f4f-8738-8b5477432c31\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Fewer bins\n",
    "p3 + scaleColorContinuous(breaks = listOf(13, 22, 31), guide = guideColorbar(nbin = 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `guides()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.218933Z",
     "iopub.status.busy": "2025-12-03T15:56:48.218733Z",
     "iopub.status.idle": "2025-12-03T15:56:48.269004Z",
     "shell.execute_reply": "2025-12-03T15:56:48.269083Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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       "                <tspan>f</tspan>\n",
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       "                  <g >\n",
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       "                <tspan>r</tspan>\n",
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       "</svg>\n",
       "                <script>document.getElementById(\"163831ea-1539-4d8e-a430-7b0bfe9065e7\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Default complex legend\n",
    "val p4 = letsPlot(mpg) { x = \"displ\"; y = \"hwy\" } + geomPoint(size = 5) { color = \"cty\"; shape = \"drv\" }\n",
    "p4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
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      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "// Guides for 'color' and 'shape' aesthetics\n",
    "p4 + guides(color = guideColorbar(barWidth = 10), shape = guideLegend(ncol = 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Customizing Legend Appearance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.313945Z",
     "iopub.status.busy": "2025-12-03T15:56:48.313691Z",
     "iopub.status.idle": "2025-12-03T15:56:48.352233Z",
     "shell.execute_reply": "2025-12-03T15:56:48.352116Z"
    }
   },
   "outputs": [
    {
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       "                <script>document.getElementById(\"8cf769b6-6651-44d2-8d9a-446c28eb8550\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p4 + guides(shape = guideLegend(size = 8, color = \"#f03b20\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legend Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:56:48.353343Z",
     "iopub.status.busy": "2025-12-03T15:56:48.353180Z",
     "iopub.status.idle": "2025-12-03T15:56:48.397873Z",
     "shell.execute_reply": "2025-12-03T15:56:48.397758Z"
    }
   },
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" text-anchor=\"middle\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" text-anchor=\"middle\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" text-anchor=\"middle\">\n",
       "                <tspan>25</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" text-anchor=\"middle\">\n",
       "                <tspan>35</tspan>\n",
       "              </text>\n",
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     "execution_count": 20,
     "metadata": {},
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   "source": [
    "// Draw legend below the plot area\n",
    "p4 + theme().legendPositionBottom()"
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   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2025-12-03T15:56:48.399151Z",
     "iopub.status.idle": "2025-12-03T15:56:48.440385Z",
     "shell.execute_reply": "2025-12-03T15:56:48.440512Z"
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     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
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   ],
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    "// Specify position, justification and orientation\n",
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