{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "reserved-institution",
   "metadata": {},
   "source": [
    "### Dotplot Geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "engaging-filter",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:46.116828Z",
     "iopub.status.busy": "2025-12-03T16:09:46.115017Z",
     "iopub.status.idle": "2025-12-03T16:09:49.041543Z",
     "shell.execute_reply": "2025-12-03T16:09:49.041302Z"
    }
   },
   "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=\"22d3k3\"></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(\"22d3k3\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"22d3k3\");\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,
   "id": "trying-liberty",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.044067Z",
     "iopub.status.busy": "2025-12-03T16:09:49.043433Z",
     "iopub.status.idle": "2025-12-03T16:09:49.071018Z",
     "shell.execute_reply": "2025-12-03T16:09:49.070710Z"
    }
   },
   "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,
   "id": "serial-matthew",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.073432Z",
     "iopub.status.busy": "2025-12-03T16:09:49.072745Z",
     "iopub.status.idle": "2025-12-03T16:09:49.623106Z",
     "shell.execute_reply": "2025-12-03T16:09:49.622719Z"
    }
   },
   "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",
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       "<p class=\"dataframe_description\">DataFrame: rowsCount = 5, columnsCount = 12</p>\n",
       "<table class=\"dataframe\" id=\"static_df_-1459617791\"><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",
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       "{ 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",
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       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var mpg = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "mpg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "latter-manual",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.625128Z",
     "iopub.status.busy": "2025-12-03T16:09:49.624748Z",
     "iopub.status.idle": "2025-12-03T16:09:49.661353Z",
     "shell.execute_reply": "2025-12-03T16:09:49.661021Z"
    }
   },
   "outputs": [],
   "source": [
    "val mpg32 = mpg.shuffle().take(32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "juvenile-continuity",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.663626Z",
     "iopub.status.busy": "2025-12-03T16:09:49.663413Z",
     "iopub.status.idle": "2025-12-03T16:09:49.943232Z",
     "shell.execute_reply": "2025-12-03T16:09:49.943308Z"
    }
   },
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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>0.6</tspan>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>y</tspan>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>hwy</tspan>\n",
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       "                <script>document.getElementById(\"ce285ac7-d3ff-459f-8e04-8c1461a73d30\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg32.toMap()) + geomDotplot {x = \"hwy\"}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "solved-skirt",
   "metadata": {},
   "source": [
    "### `geomDotplot()` and `geomDensity()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "informed-protection",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.945269Z",
     "iopub.status.busy": "2025-12-03T16:09:49.944815Z",
     "iopub.status.idle": "2025-12-03T16:09:49.964826Z",
     "shell.execute_reply": "2025-12-03T16:09:49.964565Z"
    }
   },
   "outputs": [],
   "source": [
    "val PACIFIC_BLUE = \"#118ed8\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "signed-child",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:49.966721Z",
     "iopub.status.busy": "2025-12-03T16:09:49.966392Z",
     "iopub.status.idle": "2025-12-03T16:09:50.062281Z",
     "shell.execute_reply": "2025-12-03T16:09:50.062404Z"
    }
   },
   "outputs": [
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg32.toMap()) {x = \"hwy\"} +\n",
    "    geomDensity(fill = PACIFIC_BLUE) + \n",
    "    geomDotplot(binWidth = 1.5, fill = \"white\", color = PACIFIC_BLUE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "broad-single",
   "metadata": {},
   "source": [
    "### `geomDotplot()` and `geomHistogram()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "international-passing",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.064396Z",
     "iopub.status.busy": "2025-12-03T16:09:50.064191Z",
     "iopub.status.idle": "2025-12-03T16:09:50.129581Z",
     "shell.execute_reply": "2025-12-03T16:09:50.129695Z"
    }
   },
   "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-x\" text-anchor=\"middle\" dy=\"0.7em\">\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>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>0</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 311.8571428571429 ) \">\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>1</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>2</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 227.57142857142858 ) \">\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>3</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>4</tspan>\n",
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       "          <g transform=\"translate(0.0 143.2857142857143 ) \">\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>5</tspan>\n",
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       "          <g transform=\"translate(0.0 101.14285714285717 ) \">\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>6</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>8</tspan>\n",
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       "    <g transform=\"translate(312.4903027277341 394.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>hwy</tspan>\n",
       "      </text>\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=\"dqw1Q7e\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"b3ccd0cf-ecf6-487f-be57-c22da02217b7\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg32.toMap()) {x = \"hwy\"} +\n",
    "    geomHistogram(binWidth = 1.5, color = \"white\") + \n",
    "    geomDotplot(method = \"histodot\", binWidth = 1.5, fill = \"white\", color = PACIFIC_BLUE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "engaging-cycling",
   "metadata": {},
   "source": [
    "### Parameter `stackDir`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "psychological-kernel",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.131935Z",
     "iopub.status.busy": "2025-12-03T16:09:50.131492Z",
     "iopub.status.idle": "2025-12-03T16:09:50.256146Z",
     "shell.execute_reply": "2025-12-03T16:09:50.255955Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "figures": [
         {
          "data": {
           "class": [
            "suv",
            "suv",
            "suv",
            "subcompact",
            "pickup",
            "compact",
            "suv",
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            "pickup",
            "compact",
            "minivan",
            "suv",
            "midsize",
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            "compact",
            "compact",
            "subcompact",
            "suv",
            "compact",
            "midsize",
            "compact",
            "midsize",
            "suv",
            "compact",
            "compact",
            "pickup",
            "subcompact",
            "compact",
            "midsize",
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            "suv"
           ],
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           ],
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            "f150 pickup 4wd",
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            "caravan 2wd",
            "grand cherokee 4wd",
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            "impreza awd",
            "a4",
            "mustang",
            "durango 4wd",
            "impreza awd",
            "malibu",
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            "camry",
            "grand cherokee 4wd",
            "gti",
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            "dakota pickup 4wd",
            "civic",
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            "grand prix",
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           ],
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            "auto(l4)",
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             "column": "untitled",
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            },
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             "column": "manufacturer",
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            },
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             "column": "model",
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            },
            {
             "column": "displ",
             "type": "float"
            },
            {
             "column": "year",
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            {
             "column": "cyl",
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             "column": "trans",
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             "column": "hwy",
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           ]
          },
          "ggtitle": {
           "text": "stackDir = \"up\""
          },
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          "layers": [
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            "binwidth": 1.5,
            "geom": "dotplot",
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            "position": "identity",
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            "stat": "dotplot"
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          ],
          "mapping": {
           "x": "hwy"
          },
          "scales": []
         },
         {
          "data": {
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          "data_meta": {
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          },
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       "        <text style=\"font-size:16.0px;\" y=\"0.0\" class=\"plot-title\">\n",
       "          <tspan>stackDir = &quot;centerwhole&quot;</tspan>\n",
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       "          <tspan>hwy</tspan>\n",
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       "  </svg>\n",
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       "                <script>document.getElementById(\"9b81e400-35cd-4eb7-804d-4f08bf0592ad\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plotBase = letsPlot(mpg32.toMap()) {x = \"hwy\"}\n",
    "val plots = listOf(\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackDir = \"up\") + ggtitle(\"stackDir = \\\"up\\\"\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackDir = \"down\") + ggtitle(\"stackDir = \\\"down\\\"\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackDir = \"center\") + ggtitle(\"stackDir = \\\"center\\\"\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackDir = \"centerwhole\") + ggtitle(\"stackDir = \\\"centerwhole\\\"\"),\n",
    ")\n",
    "\n",
    "gggrid(plots, 2, fit = true) + ggsize(800, 620)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "documented-guatemala",
   "metadata": {},
   "source": [
    "### Parameter `stackRatio`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "peaceful-sentence",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.258352Z",
     "iopub.status.busy": "2025-12-03T16:09:50.258143Z",
     "iopub.status.idle": "2025-12-03T16:09:50.337704Z",
     "shell.execute_reply": "2025-12-03T16:09:50.337528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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       "          <tspan>hwy</tspan>\n",
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots1 = listOf(\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackRatio = 1) + ggtitle(\"stackRatio = 1\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackRatio = 0.5) + ggtitle(\"stackRatio = 0.5\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, stackRatio = 1.5) + ggtitle(\"stackRatio = 1.5\"),\n",
    ")\n",
    "\n",
    "gggrid(plots1, 2, fit = true) + ggsize(800, 620)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "refined-queensland",
   "metadata": {},
   "source": [
    "### Parameter `dotSize`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "geographic-delivery",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.339886Z",
     "iopub.status.busy": "2025-12-03T16:09:50.339673Z",
     "iopub.status.idle": "2025-12-03T16:09:50.417473Z",
     "shell.execute_reply": "2025-12-03T16:09:50.417297Z"
    }
   },
   "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",
       "                  <tspan>30</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>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>0.2</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>0.4</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>0.6</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>0.8</tspan>\n",
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       "          <tspan>dotSize = 1</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>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>0.2</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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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.6</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>35</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <line x1=\"0.0\" y1=\"0.0\" x2=\"341.9652987797186\" y2=\"0.0\" stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\">\n",
       "            </line>\n",
       "          </g>\n",
       "          <g transform=\"translate(23.034701220281416 0.0 ) \">\n",
       "            <g transform=\"translate(0.0 240.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 192.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.2</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 144.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.4</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 95.99999999999997 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.6</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 48.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.8</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 0.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>1</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "      <g transform=\"translate(44.03470122028142 15.8 ) \">\n",
       "        <text style=\"font-size:16.0px;\" y=\"0.0\" class=\"plot-title\">\n",
       "          <tspan>dotSize = 1.5</tspan>\n",
       "        </text>\n",
       "      </g>\n",
       "      <g transform=\"translate(15.0 142.0 ) rotate(-90.0 ) \">\n",
       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "          <tspan>y</tspan>\n",
       "        </text>\n",
       "      </g>\n",
       "      <g transform=\"translate(215.0173506101407 296.0 ) \">\n",
       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "          <tspan>hwy</tspan>\n",
       "        </text>\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 L0.0 302.0 L392.0 302.0 L392.0 0.0 Z\" pointer-events=\"none\">\n",
       "      </path>\n",
       "    </g>\n",
       "    <g id=\"dLvVPCx\">\n",
       "    </g>\n",
       "  </svg>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"f3a66aa6-10e1-4377-a449-9253ade26cbe\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots2 = listOf(\n",
    "    plotBase + geomDotplot(binWidth = 1.5, dotSize = 1) + ggtitle(\"dotSize = 1\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, dotSize = 0.5) + ggtitle(\"dotSize = 0.5\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, dotSize = 1.5) + ggtitle(\"dotSize = 1.5\"),\n",
    ")\n",
    "\n",
    "gggrid(plots2, 2, fit = true) + ggsize(800, 620)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "laughing-occupation",
   "metadata": {},
   "source": [
    "### Parameter `center`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "resident-carpet",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.419166Z",
     "iopub.status.busy": "2025-12-03T16:09:50.418938Z",
     "iopub.status.idle": "2025-12-03T16:09:50.474515Z",
     "shell.execute_reply": "2025-12-03T16:09:50.474641Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "figures": [
         {
          "data": {
           "class": [
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            "suv",
            "suv",
            "subcompact",
            "pickup",
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            "suv",
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            "suv",
            "pickup",
            "compact",
            "minivan",
            "suv",
            "midsize",
            "pickup",
            "compact",
            "compact",
            "subcompact",
            "suv",
            "compact",
            "midsize",
            "compact",
            "midsize",
            "suv",
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            "grand cherokee 4wd",
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            "dakota pickup 4wd",
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             "column": "manufacturer",
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             "column": "cyl",
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          },
          "ggtitle": {
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            "binwidth": 1.5,
            "geom": "dotplot",
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            "method": "histodot",
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            "stat": "dotplot"
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          ],
          "mapping": {
           "x": "hwy"
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          "scales": []
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       "    <style type=\"text/css\">\n",
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       "   user-select: none;\n",
       "   -webkit-user-select: none;\n",
       "   -moz-user-select: none;\n",
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       "text {\n",
       "   text-rendering: optimizeLegibility;\n",
       "}\n",
       "#pwOqMd2 .plot-title {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
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       "font-family: sans-serif;\n",
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       "#pwOqMd2 .plot-subtitle {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
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       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
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       "fill: #474747;\n",
       "font-weight: normal;\n",
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       "font-size: 13.0px;\n",
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       "font-style: normal;\n",
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       "#pwOqMd2 .axis-title-x {\n",
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       "font-weight: normal;\n",
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       "        <text style=\"font-size:16.0px;\" y=\"0.0\" class=\"plot-title\">\n",
       "          <tspan>center = 11</tspan>\n",
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       "          <tspan>y</tspan>\n",
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       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "          <tspan>hwy</tspan>\n",
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       "                <script>document.getElementById(\"9d82e20c-e055-4030-90d8-da016f18509c\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots3 = listOf(\n",
    "    plotBase + geomDotplot(binWidth = 1.5, method = \"histodot\") + ggtitle(\"Default\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, method = \"histodot\", center = 11) + ggtitle(\"center = 11\"),\n",
    ")\n",
    "\n",
    "gggrid(plots3, 2, fit = true) + ggsize(800, 310)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "agricultural-roots",
   "metadata": {},
   "source": [
    "### Parameter `boundary`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "compliant-transcription",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.476612Z",
     "iopub.status.busy": "2025-12-03T16:09:50.476366Z",
     "iopub.status.idle": "2025-12-03T16:09:50.530568Z",
     "shell.execute_reply": "2025-12-03T16:09:50.530643Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>0.8</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(0.0 0.0 ) \">\n",
       "              <g transform=\"translate(-2.0 0.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>1</tspan>\n",
       "                </text>\n",
       "              </g>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "      <g transform=\"translate(44.03470122028142 15.8 ) \">\n",
       "        <text style=\"font-size:16.0px;\" y=\"0.0\" class=\"plot-title\">\n",
       "          <tspan>boundary = 12</tspan>\n",
       "        </text>\n",
       "      </g>\n",
       "      <g transform=\"translate(15.0 140.0 ) rotate(-90.0 ) \">\n",
       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "          <tspan>y</tspan>\n",
       "        </text>\n",
       "      </g>\n",
       "      <g transform=\"translate(215.0173506101407 292.0 ) \">\n",
       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "          <tspan>hwy</tspan>\n",
       "        </text>\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 L0.0 298.0 L392.0 298.0 L392.0 0.0 Z\" pointer-events=\"none\">\n",
       "      </path>\n",
       "    </g>\n",
       "    <g id=\"dvWfh83\">\n",
       "    </g>\n",
       "  </svg>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"22209e62-f284-47d1-9170-8c01a793bf5a\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots4 = listOf(\n",
    "    plotBase + geomDotplot(binWidth = 1.5, method = \"histodot\") + ggtitle(\"Default\"),\n",
    "    plotBase + geomDotplot(binWidth = 1.5, method = \"histodot\", boundary = 12) + ggtitle(\"boundary = 12\"),\n",
    ")\n",
    "\n",
    "gggrid(plots4, 2, fit = true) + ggsize(800, 310)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "downtown-rebate",
   "metadata": {},
   "source": [
    "### Parameter `bins`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "scenic-treasure",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.532374Z",
     "iopub.status.busy": "2025-12-03T16:09:50.532085Z",
     "iopub.status.idle": "2025-12-03T16:09:50.594011Z",
     "shell.execute_reply": "2025-12-03T16:09:50.593873Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "figures": [
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            "minivan",
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            "midsize",
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            "compact",
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       "                  <tspan>0.6</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>0.8</tspan>\n",
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       "                  <tspan>1</tspan>\n",
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       "          <tspan>Default (30)</tspan>\n",
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       "      </g>\n",
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       "          <tspan>y</tspan>\n",
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       "          <tspan>hwy</tspan>\n",
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       "  </svg>\n",
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       "    <style type=\"text/css\">\n",
       "    .plt-container {\n",
       "   font-family: sans-serif;\n",
       "   user-select: none;\n",
       "   -webkit-user-select: none;\n",
       "   -moz-user-select: none;\n",
       "   -ms-user-select: none;\n",
       "}\n",
       "text {\n",
       "   text-rendering: optimizeLegibility;\n",
       "}\n",
       "#pwoBQMC .plot-title {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 16.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .plot-subtitle {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .plot-caption {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
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       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .hyperlink-element {\n",
       "fill: #118ed8;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "\n",
       "}\n",
       "#pwoBQMC .legend-title {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .legend-item {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .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",
       "\n",
       "}\n",
       "#pwoBQMC .axis-text-x {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "#dTMAv4V .axis-tooltip-text-x {\n",
       "fill: #ffffff;\n",
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       "#pwoBQMC .axis-title-y {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
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       "\n",
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       "#pwoBQMC .axis-text-y {\n",
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       "\n",
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       "#dTMAv4V .axis-tooltip-text-y {\n",
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       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
       "}\n",
       "#pwoBQMC .facet-strip-text-x {\n",
       "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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       "#pwoBQMC .facet-strip-text-y {\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
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       "\n",
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       "#dTMAv4V .tooltip-text {\n",
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       "\n",
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       "#dTMAv4V .tooltip-title {\n",
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       "font-weight: bold;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "#dTMAv4V .tooltip-label {\n",
       "fill: #474747;\n",
       "font-weight: bold;\n",
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       "        <text style=\"font-size:16.0px;\" y=\"0.0\" class=\"plot-title\">\n",
       "          <tspan>bins = 15</tspan>\n",
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       "          <tspan>hwy</tspan>\n",
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       "                <script>document.getElementById(\"aa8bb7e5-cff7-456b-b8df-2f78fb337d52\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots5 = listOf(\n",
    "    plotBase + geomDotplot(method = \"histodot\") + ggtitle(\"Default (30)\"),\n",
    "    plotBase + geomDotplot(method = \"histodot\", bins = 15) + ggtitle(\"bins = 15\"),\n",
    ")\n",
    "\n",
    "gggrid(plots5, 2, fit = true) + ggsize(800, 310)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "banner-assault",
   "metadata": {},
   "source": [
    "### Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "streaming-promotion",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.596191Z",
     "iopub.status.busy": "2025-12-03T16:09:50.595959Z",
     "iopub.status.idle": "2025-12-03T16:09:50.654970Z",
     "shell.execute_reply": "2025-12-03T16:09:50.654861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
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         "class": [
          "suv",
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       "                <script>document.getElementById(\"d8229608-1d08-4c1f-b3f9-6a70a903643b\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotBase +\n",
    "    geomDotplot(binWidth = 2, color=\"black\") {fill = asDiscrete(\"cyl\")} +\n",
    "    ggtitle(\"method='dotdensity'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "quick-discretion",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.656666Z",
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val plots6 = listOf(\n",
    "    plotBase + geomDotplot(method = \"histodot\", binWidth = 2, color = \"black\") {\n",
    "        fill = asDiscrete(\"cyl\")\n",
    "    } + ggtitle(\"method='histodot'\"),\n",
    "    plotBase + geomDotplot(method = \"histodot\", stackGroups = true, binWidth = 2, color = \"black\") {\n",
    "        fill = asDiscrete(\"cyl\")\n",
    "    } + ggtitle(\"method='histodot', stackGroups = true\"),\n",
    ")\n",
    "\n",
    "gggrid(plots6, 2, fit = true) + ggsize(800, 310)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rural-manchester",
   "metadata": {},
   "source": [
    "### Tooltips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "standing-gender",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.727272Z",
     "iopub.status.busy": "2025-12-03T16:09:50.727058Z",
     "iopub.status.idle": "2025-12-03T16:09:50.771236Z",
     "shell.execute_reply": "2025-12-03T16:09:50.771077Z"
    }
   },
   "outputs": [
    {
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      "application/plot+json": {
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       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>0</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 283.2 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 212.4 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>0.4</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 141.59999999999997 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>0.6</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 70.80000000000001 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>0.8</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 0.0 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>1</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <g transform=\"translate(15.0 183.0 ) rotate(-90.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>y</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <g transform=\"translate(319.01735061014074 394.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>hwy</tspan>\n",
       "      </text>\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=\"dmPuqzZ\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"76c9ea68-3b46-44b0-bf9b-515f5f7348e2\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg32.toMap()) {x = \"hwy\"} + \n",
    "    geomDotplot(tooltips = layerTooltips()\n",
    "                   .line(\"stack center|^x\")\n",
    "                   .line(\"Number of dots in stack|@..count..\")\n",
    "                   .line(\"Dot diameter|@..binwidth..\"),\n",
    "               bins = 15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "least-sodium",
   "metadata": {},
   "source": [
    "### Facets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "healthy-master",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.772737Z",
     "iopub.status.busy": "2025-12-03T16:09:50.772522Z",
     "iopub.status.idle": "2025-12-03T16:09:50.802789Z",
     "shell.execute_reply": "2025-12-03T16:09:50.802571Z"
    }
   },
   "outputs": [],
   "source": [
    "val plotBase2 = plotBase + \n",
    "    scaleColorBrewer(type=\"qual\", palette=\"Set1\") + \n",
    "    scaleFillBrewer(type=\"qual\", palette=\"Set1\") +\n",
    "    themeGrey()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "magnetic-keeping",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.804590Z",
     "iopub.status.busy": "2025-12-03T16:09:50.804416Z",
     "iopub.status.idle": "2025-12-03T16:09:50.857955Z",
     "shell.execute_reply": "2025-12-03T16:09:50.857786Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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          "midsize",
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          "compact",
          "subcompact",
          "suv",
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          "midsize",
          "compact",
          "midsize",
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          "compact",
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       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
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       "                  </g>\n",
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       "          </g>\n",
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       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
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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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       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 46.0 ) \">\n",
       "            <g>\n",
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       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
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       "                  </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>6</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 69.0 ) \">\n",
       "            <g>\n",
       "              <rect x=\"0.0\" y=\"0.0\" height=\"23.0\" width=\"23.0\" fill=\"rgb(235,235,235)\" fill-opacity=\"1.0\" stroke=\"rgb(235,235,235)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\">\n",
       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#984ea3\" stroke=\"#984ea3\" stroke-width=\"1.6500000000000001\" cx=\"10.5\" cy=\"10.5\" r=\"6.325\" />\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>8</tspan>\n",
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       "          </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 L1500.0 400.0 L1500.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dnrVg5I\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"47ef44b3-6ca6-4f17-aa47-4a35882ea063\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotBase2 + geomDotplot(binWidth = 2) {\n",
    "        color = asDiscrete(\"cyl\")\n",
    "        fill = asDiscrete(\"cyl\")\n",
    "    } + facetGrid(x = \"cyl\") + ggtitle(\"facetGrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "defensive-sight",
   "metadata": {},
   "source": [
    "### `coordFlip()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "straight-acrylic",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:09:50.860109Z",
     "iopub.status.busy": "2025-12-03T16:09:50.859760Z",
     "iopub.status.idle": "2025-12-03T16:09:50.902721Z",
     "shell.execute_reply": "2025-12-03T16:09:50.902846Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
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         "flip": true,
         "name": "flip"
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     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpg32.toMap()) {x = \"hwy\"} +\n",
    "    geomDotplot() + coordFlip()"
   ]
  }
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