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    "# Custom Legend with `manualKey` Option\n",
    "\n",
    "In Lets-Plot-Kotlin, as in ggplot2, legends are automatically generated based on the aesthetic mappings in the plot. \n",
    "\n",
    "Sometimes, however, this automatic generation doesn't provide the precise control needed for complex visualizations. \n",
    "\n",
    "The new `manualKey` option in plot layer addresses this limitation by allowing you to create custom legend entries specific to individual plot layers.\n",
    "\n",
    "The `manualKey` option can be used in two ways:\n",
    "\n",
    "- Simple case: pass a string to serve as the label for the legend entry.\n",
    "- Advanced case: use the `layerKey()` function for more detailed customization:\n",
    "\n",
    "    - `label` - text for the legend element\n",
    "    - `group` - key used to group elements in the legend\n",
    "    - `index` - position of the element within its legend group\n",
    "    - `alpha`, `color`, `fill`, `shape`, `size`, `width`, `height`, `linetype`, `stroke` - aesthetic parameters to be applied in the legend"
   ]
  },
  {
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       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
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       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
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       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
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       "   <div id=\"QHAbyr\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
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       "           var script = document.createElement(\"script\");\n",
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       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
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       "           var e = document.getElementById(\"QHAbyr\");\n",
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       "       })();\n",
       "   </script>"
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     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_1\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
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       "                window.kotlinQueues[\"letsPlotJs\"] = resQueue;\n",
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       "                    resQueue.push(f);\n",
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       "})];\n",
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       "                        window[\"call_letsPlotJs\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"].forEach(function(f) {f();});\n",
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       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
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       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource letsPlotJs';\n",
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       "            })();\n",
       "            </script>"
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     },
     "metadata": {},
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    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "de365bce-3ff1-4f16-a21f-021f46c21681",
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     "shell.execute_reply": "2025-12-03T16:06:47.431719Z"
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   "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()"
   ]
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  {
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   "id": "c601089f-7889-4db7-b297-e01c63cf1a9a",
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     "shell.execute_reply": "2025-12-03T16:06:47.970029Z"
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   },
   "outputs": [
    {
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       "\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",
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       "    --text-color-medium: #b2b2b2;\n",
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       "\n",
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       "\n",
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       "    border-right-color: var(--inner-border-color);\n",
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       "    text-align: right;\n",
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       "\n",
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       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
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       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
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       "\n",
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       "\n",
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       "    color: var(--text-color-pale);\n",
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       "\n",
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       "    font-weight: bold;\n",
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       "\n",
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       "    font-weight: bold;\n",
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       "}\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",
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       "    --link-color-pale: #296eaa;\n",
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       "}\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",
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       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
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       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
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       "\n",
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       "    background-color: var(--background);\n",
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       "    border-bottom-color: var(--bold-border-color);\n",
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       "    background: var(--background-odd);\n",
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       "\n",
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       "    background: var(--background);\n",
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       "\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>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_-1543503872\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 3, columnsCount = 12</p>\n",
       "<table class=\"dataframe\" id=\"static_df_-1543503871\"><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></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"untitled: Int\\\">untitled</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"manufacturer: String\\\">manufacturer</span>\", children: [], rightAlign: false, values: [\"audi\",\"audi\",\"audi\"] }, \n",
       "{ name: \"<span title=\\\"model: String\\\">model</span>\", children: [], rightAlign: false, values: [\"a4\",\"a4\",\"a4\"] }, \n",
       "{ name: \"<span title=\\\"displ: Double\\\">displ</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cyl: Int\\\">cyl</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\",\"manual(m6)\"] }, \n",
       "{ name: \"<span title=\\\"drv: Char\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\",\"f\"] }, \n",
       "{ name: \"<span title=\\\"cty: Int\\\">cty</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"hwy: Int\\\">hwy</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">31</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: Char\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\",\"p\"] }, \n",
       "{ name: \"<span title=\\\"class: String\\\">class</span>\", children: [], rightAlign: false, values: [\"compact\",\"compact\",\"compact\"] }, \n",
       "], id: -1543503872, rootId: -1543503872, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(-1543503872) });\n",
       "\n",
       "document.getElementById(\"static_df_-1543503871\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val mpgDf = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "val mpgData = mpgDf.toMap()\n",
    "mpgDf.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3c067f20-8876-425a-a3c1-c451b8fd2701",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:06:47.972405Z",
     "iopub.status.busy": "2025-12-03T16:06:47.972015Z",
     "iopub.status.idle": "2025-12-03T16:06:48.338003Z",
     "shell.execute_reply": "2025-12-03T16:06:48.338124Z"
    }
   },
   "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>2</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>3</tspan>\n",
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       "                <tspan>4</tspan>\n",
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       "                <tspan>5</tspan>\n",
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       "                <script>document.getElementById(\"5fdcfaeb-5e10-45ec-916b-bda6e5e38dc8\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"displ\"; y = \"hwy\" } + \n",
    "    geomPoint(color = \"#878787\") +\n",
    "    geomSmooth(method = \"loess\", se = false, color = \"#2166ac\") +\n",
    "    geomSmooth(method = \"lm\", se = false, color = \"#b2182b\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d490906d-243f-4e5c-8f88-2e17a6fa802a",
   "metadata": {},
   "source": [
    "#### 1. Simple Custom Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d2e42124-60fe-4bbf-8524-3041a48c6ae8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:06:48.340464Z",
     "iopub.status.busy": "2025-12-03T16:06:48.340043Z",
     "iopub.status.idle": "2025-12-03T16:06:48.427364Z",
     "shell.execute_reply": "2025-12-03T16:06:48.427256Z"
    }
   },
   "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>5</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(434.3726217479987 0.0 ) \">\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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       "              <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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       "        <g transform=\"translate(17.961210910936405 0.0 ) \">\n",
       "          <g transform=\"translate(0.0 347.4957499429428 ) \">\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>10</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 298.75974393529077 ) \">\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>15</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 250.02373792763873 ) \">\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>20</tspan>\n",
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       "          <g transform=\"translate(0.0 201.2877319199867 ) \">\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>25</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 152.5517259123347 ) \">\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>30</tspan>\n",
       "              </text>\n",
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       "          <g transform=\"translate(0.0 103.81571990468268 ) \">\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>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",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 6.343707889378663 ) \">\n",
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       "                <tspan>45</tspan>\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>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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       "    <g transform=\"translate(594.4608625561425 143.5 ) \">\n",
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       "      <g transform=\"translate(5.0 5.0 ) \">\n",
       "        <g transform=\"\">\n",
       "          <g transform=\"\">\n",
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       "              <g transform=\"translate(1.0 1.0 ) \">\n",
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       "                  <g >\n",
       "                    <circle fill=\"#878787\" stroke=\"#878787\" 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>Observed Data</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 23.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <line x1=\"0.0\" y1=\"10.5\" x2=\"21.0\" y2=\"10.5\" stroke=\"rgb(33,102,172)\" stroke-opacity=\"1.0\" fill=\"rgb(71,71,71)\" fill-opacity=\"1.0\" stroke-width=\"1.6500000000000001\">\n",
       "                  </line>\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>LOESS Trend Line</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 46.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
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       "                  <line x1=\"0.0\" y1=\"10.5\" x2=\"21.0\" y2=\"10.5\" stroke=\"rgb(178,24,43)\" stroke-opacity=\"1.0\" fill=\"rgb(71,71,71)\" fill-opacity=\"1.0\" stroke-width=\"1.6500000000000001\">\n",
       "                  </line>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>Linear Model Trend Line</tspan>\n",
       "              </text>\n",
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       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
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       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dIlYyou\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"c75f0844-3002-4604-98f1-cadcf84ef5ad\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "letsPlot(mpgData) { x = \"displ\"; y = \"hwy\" } + \n",
    "    geomPoint(color = \"#878787\", \n",
    "              manualKey = \"Observed Data\") +                         // <-- label for the legend entry\n",
    "    geomSmooth(method = \"loess\", se = false, color = \"#2166ac\", \n",
    "               manualKey = \"LOESS Trend Line\") +\n",
    "    geomSmooth(method = \"lm\", se = false, color = \"#b2182b\",  \n",
    "               manualKey = \"Linear Model Trend Line\") +\n",
    "    ggsize(800, 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a3d79a9-d8ad-4383-ba7d-74dd116bd618",
   "metadata": {},
   "source": [
    "#### 2.  The `layer_key()` Function"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90296f75-72ae-470c-978d-28f6f685fdcd",
   "metadata": {},
   "source": [
    "All constants for the visual representation of the legend key are inherited from the geometry. Use the `layerKey()` function to override these values. You can also specify the legend group in which the element is displayed and the position of the element within the legend group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "15749ab7-cef4-4faa-ac8e-6493f5c6c8e9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:06:48.429433Z",
     "iopub.status.busy": "2025-12-03T16:06:48.428842Z",
     "iopub.status.idle": "2025-12-03T16:06:48.509487Z",
     "shell.execute_reply": "2025-12-03T16:06:48.509624Z"
    }
   },
   "outputs": [
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       "                <tspan>2</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>3</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>4</tspan>\n",
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       "          <g transform=\"translate(380.7484210613991 0.0 ) \">\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",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(484.494584838347 0.0 ) \">\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",
       "          <g transform=\"translate(588.240748615295 0.0 ) \">\n",
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       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>7</tspan>\n",
       "              </text>\n",
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       "        </g>\n",
       "        <g transform=\"translate(17.961210910936405 0.0 ) \">\n",
       "          <g transform=\"translate(0.0 347.4957499429428 ) \">\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>10</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 298.75974393529077 ) \">\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>15</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 250.02373792763873 ) \">\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>20</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 201.2877319199867 ) \">\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>25</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 152.5517259123347 ) \">\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>30</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 103.81571990468268 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
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       "                <tspan>35</tspan>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>hwy</tspan>\n",
       "      </text>\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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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>LM</tspan>\n",
       "              </text>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>LOESS</tspan>\n",
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       "                <script>document.getElementById(\"d0f0dc78-a649-4ebf-ac93-46d2f5c7fe9f\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p = letsPlot(mpgData) { x = \"displ\"; y = \"hwy\" } + \n",
    "    geomPoint(color = \"#878787\",\n",
    "              manualKey = layerKey(\"Observed Data\",                  // <-- label for the legend entry\n",
    "                                   color = \"pen\", size = 8)          // <-- override aesthetics\n",
    "    ) +\n",
    "    geomSmooth(method = \"loess\", se = false, color = \"#2166ac\",\n",
    "               manualKey = layerKey(\"LOESS\", \n",
    "                                    group = \"Methods\",               // <-- assign a group (note the same group in the layer below)\n",
    "                                    index = 1, size = 4)) +\n",
    "    geomSmooth(method = \"lm\", se = false, color = \"#b2182b\",\n",
    "               manualKey = layerKey(\"LM\", \n",
    "                                    group = \"Methods\", index = 0, size = 4)) +\n",
    "    ggsize(800, 400)\n",
    "p"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8942b1c8-074c-46b4-902d-05166f485ac3",
   "metadata": {},
   "source": [
    "#### 3. Change Title of Custom Legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f901ce9a-6489-4bf8-8597-23d8a2ad2daa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:06:48.511434Z",
     "iopub.status.busy": "2025-12-03T16:06:48.511150Z",
     "iopub.status.idle": "2025-12-03T16:06:48.568248Z",
     "shell.execute_reply": "2025-12-03T16:06:48.568372Z"
    }
   },
   "outputs": [
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       "                <tspan>2</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>3</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>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",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(484.494584838347 0.0 ) \">\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",
       "          <g transform=\"translate(588.240748615295 0.0 ) \">\n",
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       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>7</tspan>\n",
       "              </text>\n",
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       "        </g>\n",
       "        <g transform=\"translate(17.961210910936405 0.0 ) \">\n",
       "          <g transform=\"translate(0.0 347.4957499429428 ) \">\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>10</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 298.75974393529077 ) \">\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>15</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 250.02373792763873 ) \">\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>20</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 201.2877319199867 ) \">\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>25</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 152.5517259123347 ) \">\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>30</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 103.81571990468268 ) \">\n",
       "            <g transform=\"translate(-2.0 0.0 ) \">\n",
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       "                <tspan>35</tspan>\n",
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       "                <script>document.getElementById(\"f158d647-c74e-498e-94be-f65a3f1c0b3c\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + labsAlt(\n",
    "    \"manual\" to \"Scatter Plot\",  // <-- \"manual\" is a default 'key' referring to a custom legend\n",
    "    \"Methods\" to \"Trend Lines\"   // <-- \"Methods\" is the group name referring to the second custom legend\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "880b1d18-80ff-4538-bdbb-1c03cc439dcc",
   "metadata": {},
   "source": [
    "#### 4. Compound Legend Entries in Custom Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7c121ea3-24c9-44ad-b2f8-6ee5ea6b7d5e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:06:48.570796Z",
     "iopub.status.busy": "2025-12-03T16:06:48.570163Z",
     "iopub.status.idle": "2025-12-03T16:06:48.783610Z",
     "shell.execute_reply": "2025-12-03T16:06:48.783692Z"
    }
   },
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     },
     "execution_count": 8,
     "metadata": {},
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   ],
   "source": [
    "val mpg1999 = mpgDf.filter { it[\"year\"] == 1999 }.toMap()\n",
    "val mpg2008 = mpgDf.filter { it[\"year\"] == 2008 }.toMap()\n",
    "\n",
    "letsPlot(mpgData) { x = asDiscrete(\"class\", orderBy = \"..y..\"); y = \"hwy\" } +\n",
    "    // 1999\n",
    "    statSummary(data = mpg1999, fn = \"mean\",\n",
    "        geom = Geom.line(), size = 2.0, color = \"#D87093\",\n",
    "        manualKey = \"1999\") +                     // <-- Label for the legend entry\n",
    "    \n",
    "    statSummary(data = mpg1999, fn = \"mean\",\n",
    "        geom = Geom.point(), size = 5.0, shape = 22,\n",
    "        fill = \"#D87093\", color = \"paper\",\n",
    "        manualKey = layerKey(\"1999\",              // <-- Using the same label as above results in a composite entry in the legend\n",
    "                             size = 3.0)) +\n",
    "    // 2008\n",
    "    statSummary(data = mpg2008, fn = \"mean\", \n",
    "        geom = Geom.line(), size = 2.0, color = \"#708090\",\n",
    "        manualKey = \"2008\") +\n",
    "    \n",
    "    statSummary(data = mpg2008, fn = \"mean\",\n",
    "        geom = Geom.point(), size = 7.0, shape = 23, fill = \"#708090\", color = \"paper\",\n",
    "        manualKey = layerKey(label = \"2008\", size = 5.0)) +\n",
    "    \n",
    "    guides(manual = guideLegend(\n",
    "        stroke = 0,                    // <-- Remove stroke in the \"manual\" legend\n",
    "        size = 1.0)) +                 // <-- Update size if not specified otherwise in the layer itself\n",
    "    \n",
    "    ggsize(800, 400) +\n",
    "    theme(legendBackground = elementRect(size = 1.0, linetype = \"dotted\"))\n",
    "        .legendDirectionHorizontal()\n",
    "        .legendPosition(0.9, 0.95)\n",
    "        .legendJustification(1.0, 1.0)"
   ]
  }
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