{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tooltip Customization\n",
    "\n",
    "A few examples of tooltip configuring in *Lets-Plot* via the 'tooltips' parameter and 'theme()' function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.352254Z",
     "iopub.status.busy": "2026-01-27T17:04:26.352159Z",
     "iopub.status.idle": "2026-01-27T17:04:26.354895Z",
     "shell.execute_reply": "2026-01-27T17:04:26.354678Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from lets_plot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.355968Z",
     "iopub.status.busy": "2026-01-27T17:04:26.355897Z",
     "iopub.status.idle": "2026-01-27T17:04:26.357442Z",
     "shell.execute_reply": "2026-01-27T17:04:26.357218Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <div id=\"ltunF1\"></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@v4.8.2/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",
       "                script.onerror = function(event) {\n",
       "                    window.letsPlotCall = function(f) {};    // noop\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(\"ltunF1\").appendChild(div);\n",
       "                };\n",
       "                var e = document.getElementById(\"ltunF1\");\n",
       "                e.appendChild(script);\n",
       "            })()\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.370297Z",
     "iopub.status.busy": "2026-01-27T17:04:26.370221Z",
     "iopub.status.idle": "2026-01-27T17:04:26.477815Z",
     "shell.execute_reply": "2026-01-27T17:04:26.477245Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(234, 12)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 manufacturer model  displ  year  cyl       trans drv  cty  hwy  \\\n",
       "0           1         audi    a4    1.8  1999    4    auto(l5)   f   18   29   \n",
       "1           2         audi    a4    1.8  1999    4  manual(m5)   f   21   29   \n",
       "2           3         audi    a4    2.0  2008    4  manual(m6)   f   20   31   \n",
       "3           4         audi    a4    2.0  2008    4    auto(av)   f   21   30   \n",
       "4           5         audi    a4    2.8  1999    6    auto(l5)   f   16   26   \n",
       "\n",
       "  fl    class  \n",
       "0  p  compact  \n",
       "1  p  compact  \n",
       "2  p  compact  \n",
       "3  p  compact  \n",
       "4  p  compact  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg_df = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv\")\n",
    "print(mpg_df.shape)\n",
    "mpg_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.478880Z",
     "iopub.status.busy": "2026-01-27T17:04:26.478800Z",
     "iopub.status.idle": "2026-01-27T17:04:26.480968Z",
     "shell.execute_reply": "2026-01-27T17:04:26.480751Z"
    }
   },
   "outputs": [],
   "source": [
    "p = ggplot(mpg_df, aes(x='displ', y='cty', fill='drv', size='hwy')) + \\\n",
    "    scale_size(range=[5, 15], breaks=[15, 40]) + \\\n",
    "    ggsize(600, 350)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.481802Z",
     "iopub.status.busy": "2026-01-27T17:04:26.481726Z",
     "iopub.status.idle": "2026-01-27T17:04:26.513901Z",
     "shell.execute_reply": "2026-01-27T17:04:26.513625Z"
    }
   },
   "outputs": [
    {
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      "text/html": [
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       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
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       "           width: parseFloat(preferredWidth)\n",
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       "   \n",
       "   const containerDiv = document.getElementById(\"vmXxVn\");\n",
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       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"data\":{\n",
       "\"displ\":[1.8,1.8,2.0,2.0,2.8,2.8,3.1,1.8,1.8,2.0,2.0,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3,5.3,5.7,6.0,5.7,5.7,6.2,6.2,7.0,5.3,5.3,5.7,6.5,2.4,2.4,3.1,3.5,3.6,2.4,3.0,3.3,3.3,3.3,3.3,3.3,3.8,3.8,3.8,4.0,3.7,3.7,3.9,3.9,4.7,4.7,4.7,5.2,5.2,3.9,4.7,4.7,4.7,5.2,5.7,5.9,4.7,4.7,4.7,4.7,4.7,4.7,5.2,5.2,5.7,5.9,4.6,5.4,5.4,4.0,4.0,4.0,4.0,4.6,5.0,4.2,4.2,4.6,4.6,4.6,5.4,5.4,3.8,3.8,4.0,4.0,4.6,4.6,4.6,4.6,5.4,1.6,1.6,1.6,1.6,1.6,1.8,1.8,1.8,2.0,2.4,2.4,2.4,2.4,2.5,2.5,3.3,2.0,2.0,2.0,2.0,2.7,2.7,2.7,3.0,3.7,4.0,4.7,4.7,4.7,5.7,6.1,4.0,4.2,4.4,4.6,5.4,5.4,5.4,4.0,4.0,4.6,5.0,2.4,2.4,2.5,2.5,3.5,3.5,3.0,3.0,3.5,3.3,3.3,4.0,5.6,3.1,3.8,3.8,3.8,5.3,2.5,2.5,2.5,2.5,2.5,2.5,2.2,2.2,2.5,2.5,2.5,2.5,2.5,2.5,2.7,2.7,3.4,3.4,4.0,4.7,2.2,2.2,2.4,2.4,3.0,3.0,3.5,2.2,2.2,2.4,2.4,3.0,3.0,3.3,1.8,1.8,1.8,1.8,1.8,4.7,5.7,2.7,2.7,2.7,3.4,3.4,4.0,4.0,2.0,2.0,2.0,2.0,2.8,1.9,2.0,2.0,2.0,2.0,2.5,2.5,2.8,2.8,1.9,1.9,2.0,2.0,2.5,2.5,1.8,1.8,2.0,2.0,2.8,2.8,3.6],\n",
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       "\"cty\":[18.0,21.0,20.0,21.0,16.0,18.0,18.0,18.0,16.0,20.0,19.0,15.0,17.0,17.0,15.0,15.0,17.0,16.0,14.0,11.0,14.0,13.0,12.0,16.0,15.0,16.0,15.0,15.0,14.0,11.0,11.0,14.0,19.0,22.0,18.0,18.0,17.0,18.0,17.0,16.0,16.0,17.0,17.0,11.0,15.0,15.0,16.0,16.0,15.0,14.0,13.0,14.0,14.0,14.0,9.0,11.0,11.0,13.0,13.0,9.0,13.0,11.0,13.0,11.0,12.0,9.0,13.0,13.0,12.0,9.0,11.0,11.0,13.0,11.0,11.0,11.0,12.0,14.0,15.0,14.0,13.0,13.0,13.0,14.0,14.0,13.0,13.0,13.0,11.0,13.0,18.0,18.0,17.0,16.0,15.0,15.0,15.0,15.0,14.0,28.0,24.0,25.0,23.0,24.0,26.0,25.0,24.0,21.0,18.0,18.0,21.0,21.0,18.0,18.0,19.0,19.0,19.0,20.0,20.0,17.0,16.0,17.0,17.0,15.0,15.0,14.0,9.0,14.0,13.0,11.0,11.0,12.0,12.0,11.0,11.0,11.0,12.0,14.0,13.0,13.0,13.0,21.0,19.0,23.0,23.0,19.0,19.0,18.0,19.0,19.0,14.0,15.0,14.0,12.0,18.0,16.0,17.0,18.0,16.0,18.0,18.0,20.0,19.0,20.0,18.0,21.0,19.0,19.0,19.0,20.0,20.0,19.0,20.0,15.0,16.0,15.0,15.0,16.0,14.0,21.0,21.0,21.0,21.0,18.0,18.0,19.0,21.0,21.0,21.0,22.0,18.0,18.0,18.0,24.0,24.0,26.0,28.0,26.0,11.0,13.0,15.0,16.0,17.0,15.0,15.0,15.0,16.0,21.0,19.0,21.0,22.0,17.0,33.0,21.0,19.0,22.0,21.0,21.0,21.0,16.0,17.0,35.0,29.0,21.0,19.0,20.0,20.0,21.0,18.0,19.0,21.0,16.0,18.0,17.0],\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"displ\",\n",
       "\"y\":\"cty\",\n",
       "\"fill\":\"drv\",\n",
       "\"size\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"model\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cyl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"trans\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"drv\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"hwy\"\n",
       "},{\n",
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       "\"data\":{\n",
       "}\n",
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       "\"spec_id\":\"1\"\n",
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       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
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       "<lets_plot.plot.core.PlotSpec at 0x79ba1ba3e740>"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# Default tooltips.\n",
    "p + geom_point(shape=21)"
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  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.514834Z",
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     "shell.execute_reply": "2026-01-27T17:04:26.519314Z"
    }
   },
   "outputs": [
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       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"model\"\n",
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       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
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       "\"column\":\"cyl\"\n",
       "},{\n",
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       "\"column\":\"class\"\n",
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       "\"geom\":\"point\",\n",
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       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
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       "   \n",
       "   if (!renderImmediately || responsive) {\n",
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      ],
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       "<lets_plot.plot.core.PlotSpec at 0x79ba1876e7d0>"
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# No tooltips.\n",
    "p + geom_point(shape=21, tooltips=\"none\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.520350Z",
     "iopub.status.busy": "2026-01-27T17:04:26.520279Z",
     "iopub.status.idle": "2026-01-27T17:04:26.525200Z",
     "shell.execute_reply": "2026-01-27T17:04:26.524874Z"
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       "},\n",
       "\"mapping\":{\n",
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       "\"fill\":\"drv\",\n",
       "\"size\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
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       "\"type\":\"float\",\n",
       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
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       "\"column\":\"trans\"\n",
       "},{\n",
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       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
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       "\"column\":\"hwy\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"fl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"class\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"size\",\n",
       "\"breaks\":[15.0,40.0],\n",
       "\"range\":[5.0,15.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"^size\",\n",
       "\"format\":\"{.0f} mpg\"\n",
       "}]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"3\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba187825c0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change format for the \"size\" aesthetic which is already shown in the tooltip by default.\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips().format('^size', '{.0f} mpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.525830Z",
     "iopub.status.busy": "2026-01-27T17:04:26.525757Z",
     "iopub.status.idle": "2026-01-27T17:04:26.530882Z",
     "shell.execute_reply": "2026-01-27T17:04:26.530622Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"Q2b3ch\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
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       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
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       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
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       "       width: null, \n",
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       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
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       "   function renderPlot() {\n",
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       "\"class\":[\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"2seater\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"minivan\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"compact\",\"compact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"suv\",\"suv\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"compact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"subcompact\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\",\"midsize\"]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"displ\",\n",
       "\"y\":\"cty\",\n",
       "\"fill\":\"drv\",\n",
       "\"size\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"model\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cyl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"trans\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"drv\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"hwy\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"fl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"class\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"size\",\n",
       "\"breaks\":[15.0,40.0],\n",
       "\"range\":[5.0,15.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@class\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"4\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1334a320>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the vehicle \"class\" value in the tooltip (instead of the value of the \"size\" aesthetic).\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips().line('@class'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.531594Z",
     "iopub.status.busy": "2026-01-27T17:04:26.531523Z",
     "iopub.status.idle": "2026-01-27T17:04:26.537602Z",
     "shell.execute_reply": "2026-01-27T17:04:26.537352Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"UYLIux\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
       "       };\n",
       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"UYLIux\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
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       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"hwy\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"fl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"class\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"size\",\n",
       "\"breaks\":[15.0,40.0],\n",
       "\"range\":[5.0,15.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"cty\",\n",
       "\"format\":\".0f\"\n",
       "},{\n",
       "\"field\":\"hwy\",\n",
       "\"format\":\".0f\"\n",
       "},{\n",
       "\"field\":\"drv\",\n",
       "\"format\":\"{}wd\"\n",
       "},{\n",
       "\"field\":\"@year\",\n",
       "\"format\":\"d\"\n",
       "}],\n",
       "\"lines\":[\"@manufacturer @model\",\"cty/hwy [mpg]|@cty/@hwy\",\"@|@class\",\"drive train|@drv\",\"@|@year\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"5\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1335ab60>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Configure a multiline tooltip.\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips()\n",
    "                       .format('cty', '.0f')\n",
    "                       .format('hwy', '.0f')\n",
    "                       .format('drv', '{}wd')\n",
    "                       .format('@year', 'd')\n",
    "                       .line('@manufacturer @model')\n",
    "                       .line('cty/hwy [mpg]|@cty/@hwy')\n",
    "                       .line('@|@class')\n",
    "                       .line('drive train|@drv')\n",
    "                       .line('@|@year')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.538341Z",
     "iopub.status.busy": "2026-01-27T17:04:26.538269Z",
     "iopub.status.idle": "2026-01-27T17:04:26.544037Z",
     "shell.execute_reply": "2026-01-27T17:04:26.543788Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"7bOniR\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
       "       };\n",
       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"7bOniR\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"data\":{\n",
       "\"manufacturer\":[\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"land rover\",\"land rover\",\"land rover\",\"land rover\",\"lincoln\",\"lincoln\",\"lincoln\",\"mercury\",\"mercury\",\"mercury\",\"mercury\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\"],\n",
       "\"model\":[\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a6 quattro\",\"a6 quattro\",\"a6 quattro\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"corvette\",\"corvette\",\"corvette\",\"corvette\",\"corvette\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"malibu\",\"malibu\",\"malibu\",\"malibu\",\"malibu\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"expedition 2wd\",\"expedition 2wd\",\"expedition 2wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"range rover\",\"range rover\",\"range rover\",\"range rover\",\"navigator 2wd\",\"navigator 2wd\",\"navigator 2wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"altima\",\"altima\",\"altima\",\"altima\",\"altima\",\"altima\",\"maxima\",\"maxima\",\"maxima\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"grand prix\",\"grand prix\",\"grand prix\",\"grand prix\",\"grand prix\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"corolla\",\"corolla\",\"corolla\",\"corolla\",\"corolla\",\"land cruiser wagon 4wd\",\"land cruiser wagon 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"gti\",\"gti\",\"gti\",\"gti\",\"gti\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\"],\n",
       "\"displ\":[1.8,1.8,2.0,2.0,2.8,2.8,3.1,1.8,1.8,2.0,2.0,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3,5.3,5.7,6.0,5.7,5.7,6.2,6.2,7.0,5.3,5.3,5.7,6.5,2.4,2.4,3.1,3.5,3.6,2.4,3.0,3.3,3.3,3.3,3.3,3.3,3.8,3.8,3.8,4.0,3.7,3.7,3.9,3.9,4.7,4.7,4.7,5.2,5.2,3.9,4.7,4.7,4.7,5.2,5.7,5.9,4.7,4.7,4.7,4.7,4.7,4.7,5.2,5.2,5.7,5.9,4.6,5.4,5.4,4.0,4.0,4.0,4.0,4.6,5.0,4.2,4.2,4.6,4.6,4.6,5.4,5.4,3.8,3.8,4.0,4.0,4.6,4.6,4.6,4.6,5.4,1.6,1.6,1.6,1.6,1.6,1.8,1.8,1.8,2.0,2.4,2.4,2.4,2.4,2.5,2.5,3.3,2.0,2.0,2.0,2.0,2.7,2.7,2.7,3.0,3.7,4.0,4.7,4.7,4.7,5.7,6.1,4.0,4.2,4.4,4.6,5.4,5.4,5.4,4.0,4.0,4.6,5.0,2.4,2.4,2.5,2.5,3.5,3.5,3.0,3.0,3.5,3.3,3.3,4.0,5.6,3.1,3.8,3.8,3.8,5.3,2.5,2.5,2.5,2.5,2.5,2.5,2.2,2.2,2.5,2.5,2.5,2.5,2.5,2.5,2.7,2.7,3.4,3.4,4.0,4.7,2.2,2.2,2.4,2.4,3.0,3.0,3.5,2.2,2.2,2.4,2.4,3.0,3.0,3.3,1.8,1.8,1.8,1.8,1.8,4.7,5.7,2.7,2.7,2.7,3.4,3.4,4.0,4.0,2.0,2.0,2.0,2.0,2.8,1.9,2.0,2.0,2.0,2.0,2.5,2.5,2.8,2.8,1.9,1.9,2.0,2.0,2.5,2.5,1.8,1.8,2.0,2.0,2.8,2.8,3.6],\n",
       "\"year\":[1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,2008.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,1999.0,2008.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,1999.0,2008.0,1999.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,2008.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,1999.0,2008.0,2008.0,1999.0,2008.0,1999.0,1999.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,2008.0,2008.0,1999.0,1999.0,1999.0,1999.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0,2008.0,1999.0,1999.0,2008.0],\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"displ\",\n",
       "\"y\":\"cty\",\n",
       "\"fill\":\"drv\",\n",
       "\"size\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"model\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cyl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"trans\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"drv\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"hwy\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"fl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"class\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"size\",\n",
       "\"breaks\":[15.0,40.0],\n",
       "\"range\":[5.0,15.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"@year\",\n",
       "\"format\":\"d\"\n",
       "}],\n",
       "\"variables\":[\"manufacturer\",\"model\",\"class\",\"year\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"6\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1335b250>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of variables to place in a multiline tooltip with the default formatting\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips(['manufacturer', 'model', 'class', 'year']).format('@year', 'd')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.544767Z",
     "iopub.status.busy": "2026-01-27T17:04:26.544692Z",
     "iopub.status.idle": "2026-01-27T17:04:26.550554Z",
     "shell.execute_reply": "2026-01-27T17:04:26.550269Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"wnlfIj\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
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       "   \n",
       "   const containerDiv = document.getElementById(\"wnlfIj\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"data\":{\n",
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       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba13375990>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Define the format for the variable from the list and specify an additional line\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips(['manufacturer', 'model', 'class', 'drv'])\n",
    "                       .format('drv', '{}wd')\n",
    "                       .line('cty/hwy [mpg]|@cty/@hwy')) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.551194Z",
     "iopub.status.busy": "2026-01-27T17:04:26.551125Z",
     "iopub.status.idle": "2026-01-27T17:04:26.556906Z",
     "shell.execute_reply": "2026-01-27T17:04:26.556618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"BE2UMw\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
       "       };\n",
       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"BE2UMw\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"data\":{\n",
       "\"manufacturer\":[\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"audi\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"dodge\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"ford\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"honda\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"hyundai\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"jeep\",\"land rover\",\"land rover\",\"land rover\",\"land rover\",\"lincoln\",\"lincoln\",\"lincoln\",\"mercury\",\"mercury\",\"mercury\",\"mercury\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"nissan\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"pontiac\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"subaru\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"toyota\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\",\"volkswagen\"],\n",
       "\"model\":[\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a4 quattro\",\"a6 quattro\",\"a6 quattro\",\"a6 quattro\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"c1500 suburban 2wd\",\"corvette\",\"corvette\",\"corvette\",\"corvette\",\"corvette\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"k1500 tahoe 4wd\",\"malibu\",\"malibu\",\"malibu\",\"malibu\",\"malibu\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"caravan 2wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"dakota pickup 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"durango 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"ram 1500 pickup 4wd\",\"expedition 2wd\",\"expedition 2wd\",\"expedition 2wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"explorer 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"f150 pickup 4wd\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"mustang\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"civic\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"sonata\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"tiburon\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"grand cherokee 4wd\",\"range rover\",\"range rover\",\"range rover\",\"range rover\",\"navigator 2wd\",\"navigator 2wd\",\"navigator 2wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"mountaineer 4wd\",\"altima\",\"altima\",\"altima\",\"altima\",\"altima\",\"altima\",\"maxima\",\"maxima\",\"maxima\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"pathfinder 4wd\",\"grand prix\",\"grand prix\",\"grand prix\",\"grand prix\",\"grand prix\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"forester awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"impreza awd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"4runner 4wd\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"camry solara\",\"corolla\",\"corolla\",\"corolla\",\"corolla\",\"corolla\",\"land cruiser wagon 4wd\",\"land cruiser wagon 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"toyota tacoma 4wd\",\"gti\",\"gti\",\"gti\",\"gti\",\"gti\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"jetta\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"new beetle\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\",\"passat\"],\n",
       "\"displ\":[1.8,1.8,2.0,2.0,2.8,2.8,3.1,1.8,1.8,2.0,2.0,2.8,2.8,3.1,3.1,2.8,3.1,4.2,5.3,5.3,5.3,5.7,6.0,5.7,5.7,6.2,6.2,7.0,5.3,5.3,5.7,6.5,2.4,2.4,3.1,3.5,3.6,2.4,3.0,3.3,3.3,3.3,3.3,3.3,3.8,3.8,3.8,4.0,3.7,3.7,3.9,3.9,4.7,4.7,4.7,5.2,5.2,3.9,4.7,4.7,4.7,5.2,5.7,5.9,4.7,4.7,4.7,4.7,4.7,4.7,5.2,5.2,5.7,5.9,4.6,5.4,5.4,4.0,4.0,4.0,4.0,4.6,5.0,4.2,4.2,4.6,4.6,4.6,5.4,5.4,3.8,3.8,4.0,4.0,4.6,4.6,4.6,4.6,5.4,1.6,1.6,1.6,1.6,1.6,1.8,1.8,1.8,2.0,2.4,2.4,2.4,2.4,2.5,2.5,3.3,2.0,2.0,2.0,2.0,2.7,2.7,2.7,3.0,3.7,4.0,4.7,4.7,4.7,5.7,6.1,4.0,4.2,4.4,4.6,5.4,5.4,5.4,4.0,4.0,4.6,5.0,2.4,2.4,2.5,2.5,3.5,3.5,3.0,3.0,3.5,3.3,3.3,4.0,5.6,3.1,3.8,3.8,3.8,5.3,2.5,2.5,2.5,2.5,2.5,2.5,2.2,2.2,2.5,2.5,2.5,2.5,2.5,2.5,2.7,2.7,3.4,3.4,4.0,4.7,2.2,2.2,2.4,2.4,3.0,3.0,3.5,2.2,2.2,2.4,2.4,3.0,3.0,3.3,1.8,1.8,1.8,1.8,1.8,4.7,5.7,2.7,2.7,2.7,3.4,3.4,4.0,4.0,2.0,2.0,2.0,2.0,2.8,1.9,2.0,2.0,2.0,2.0,2.5,2.5,2.8,2.8,1.9,1.9,2.0,2.0,2.5,2.5,1.8,1.8,2.0,2.0,2.8,2.8,3.6],\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"displ\",\n",
       "\"y\":\"cty\",\n",
       "\"fill\":\"drv\",\n",
       "\"size\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"Unnamed: 0\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"manufacturer\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"model\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"displ\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"year\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cyl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"trans\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"drv\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"cty\"\n",
       "},{\n",
       "\"type\":\"int\",\n",
       "\"column\":\"hwy\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"fl\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"class\"\n",
       "}]\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[{\n",
       "\"aesthetic\":\"size\",\n",
       "\"breaks\":[15.0,40.0],\n",
       "\"range\":[5.0,15.0]\n",
       "}],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"cty\",\n",
       "\"format\":\".0f\"\n",
       "},{\n",
       "\"field\":\"hwy\",\n",
       "\"format\":\".0f\"\n",
       "},{\n",
       "\"field\":\"drv\",\n",
       "\"format\":\"{}wd\"\n",
       "},{\n",
       "\"field\":\"@year\",\n",
       "\"format\":\"d\"\n",
       "}],\n",
       "\"lines\":[\"@manufacturer @model\",\"cty/hwy [mpg]|@cty/@hwy\",\"@|@class\",\"drive train|@drv\",\"@|@year\"],\n",
       "\"tooltip_anchor\":\"top_right\",\n",
       "\"tooltip_min_width\":180.0\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"shape\":21.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"8\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
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       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba13382650>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Anchor the tooltip in the top-right corner of the plot.\n",
    "p + geom_point(shape=21,\n",
    "               tooltips=layer_tooltips()\n",
    "                       .anchor('top_right')\n",
    "                       .min_width(180)\n",
    "                       .format('cty', '.0f')\n",
    "                       .format('hwy', '.0f')\n",
    "                       .format('drv', '{}wd')\n",
    "                       .format('@year', 'd')\n",
    "                       .line('@manufacturer @model')\n",
    "                       .line('cty/hwy [mpg]|@cty/@hwy')\n",
    "                       .line('@|@class')\n",
    "                       .line('drive train|@drv')\n",
    "                       .line('@|@year'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Side tooltips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.557532Z",
     "iopub.status.busy": "2026-01-27T17:04:26.557462Z",
     "iopub.status.idle": "2026-01-27T17:04:26.562856Z",
     "shell.execute_reply": "2026-01-27T17:04:26.562595Z"
    }
   },
   "outputs": [
    {
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       "\"metainfo_list\":[],\n",
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       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
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       "           fig.updateView({});\n",
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       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
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       "       renderPlot();\n",
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       "   \n",
       "   if (!renderImmediately || responsive) {\n",
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       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
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       "                       observer.disconnect();\n",
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       "       observer.observe(containerDiv);\n",
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       "   \n",
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       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1ba3f1f0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p2 = ggplot(mpg_df, aes('class','hwy')) + \\\n",
    "    theme(legend_position='none') + \\\n",
    "    ggsize(600, 350)\n",
    "\n",
    "# Default tooltips\n",
    "p2 + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.563577Z",
     "iopub.status.busy": "2026-01-27T17:04:26.563505Z",
     "iopub.status.idle": "2026-01-27T17:04:26.568384Z",
     "shell.execute_reply": "2026-01-27T17:04:26.568119Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"XQHHoS\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
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       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
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       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"XQHHoS\");\n",
       "   let fig = null;\n",
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       "           const plotSpec = {\n",
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       "\"type\":\"str\",\n",
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       "\"column\":\"cyl\"\n",
       "},{\n",
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       "\"column\":\"trans\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"drv\"\n",
       "},{\n",
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       "\"column\":\"hwy\"\n",
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       "\"column\":\"fl\"\n",
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       "\"column\":\"class\"\n",
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       "\"theme\":{\n",
       "\"legend_position\":\"none\"\n",
       "},\n",
       "\"ggsize\":{\n",
       "\"width\":600.0,\n",
       "\"height\":350.0\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"boxplot\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"^Y\",\n",
       "\"format\":\"{.0f}\"\n",
       "},{\n",
       "\"field\":\"^middle\",\n",
       "\"format\":\".2f\"\n",
       "},{\n",
       "\"field\":\"^ymin\",\n",
       "\"format\":\"min: {}\"\n",
       "},{\n",
       "\"field\":\"^ymax\",\n",
       "\"format\":\"max: {}\"\n",
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       "\"..lower..\":[26.0,26.0,17.0,24.0,22.0,16.0,24.5],\n",
       "\"..upper..\":[29.0,29.0,19.0,26.0,24.0,18.0,30.5],\n",
       "\"..ymin..\":[23.0,23.0,14.0,23.0,21.0,15.0,20.0],\n",
       "\"..ymax..\":[33.0,32.0,22.0,26.0,24.0,20.0,36.0],\n",
       "\"class\":[\"compact\",\"midsize\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"subcompact\"]\n",
       "}\n",
       "},{\n",
       "\"geom\":\"point\",\n",
       "\"stat\":\"boxplot_outlier\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"show_legend\":false,\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..middle..\":[27.0,27.0,27.0,27.0,27.0,17.5,17.5,17.5,17.5,17.5,17.5,17.5,17.5,25.0,23.0,17.0,17.0,17.0,17.0,26.0,26.0],\n",
       "\"..lower..\":[26.0,26.0,26.0,26.0,26.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,24.0,22.0,16.0,16.0,16.0,16.0,24.5,24.5],\n",
       "\"..upper..\":[29.0,29.0,29.0,29.0,29.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,26.0,24.0,18.0,18.0,18.0,18.0,30.5,30.5],\n",
       "\"..ymin..\":[23.0,23.0,23.0,23.0,23.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,23.0,21.0,15.0,15.0,15.0,15.0,20.0,20.0],\n",
       "\"..ymax..\":[33.0,33.0,33.0,33.0,32.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,26.0,24.0,20.0,20.0,20.0,20.0,36.0,36.0],\n",
       "\"class\":[\"compact\",\"compact\",\"compact\",\"compact\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"subcompact\",\"subcompact\"],\n",
       "\"hwy\":[35.0,37.0,35.0,44.0,NaN,12.0,12.0,25.0,24.0,27.0,25.0,26.0,23.0,NaN,17.0,12.0,12.0,12.0,22.0,44.0,41.0]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"10\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
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       "               }\n",
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       "       observer.observe(containerDiv);\n",
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       "   \n",
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       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1ba3e530>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Configure text in side tootips using the 'format()' function.\n",
    "p2 + geom_boxplot(tooltips=layer_tooltips()\n",
    "                          .format('^Y', '{.0f}')       # all Y-positionals (note: no 'labels')\n",
    "                          .format('^middle', '.2f')    # different precision for 'middle' (note: default 'label')\n",
    "                          .format('^ymin', 'min: {}')  # ymin/ymax aesthetics:\n",
    "                          .format('^ymax', 'max: {}')) #  - add custom 'label'; keep formatting that is current default (i.e. '.0f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.569072Z",
     "iopub.status.busy": "2026-01-27T17:04:26.568999Z",
     "iopub.status.idle": "2026-01-27T17:04:26.573952Z",
     "shell.execute_reply": "2026-01-27T17:04:26.573702Z"
    }
   },
   "outputs": [
    {
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       "\"class\":[\"compact\",\"compact\",\"compact\",\"compact\",\"midsize\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"suv\",\"2seater\",\"minivan\",\"pickup\",\"pickup\",\"pickup\",\"pickup\",\"subcompact\",\"subcompact\"],\n",
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"11\"\n",
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       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
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       "   \n",
       "   </script>"
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      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba1ba3e1d0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace side tooltips with an anchored \"general\" tooltip.\n",
    "# The 'line()' function assigns aesthetic or 'variable' to a general multiline tooltip.\n",
    "p2 + geom_boxplot(tooltips=layer_tooltips()\n",
    "                          .anchor('top_center')\n",
    "                          .format('^Y', '.0f')\n",
    "                          .format('^middle', '.2f')\n",
    "                          .line('@|^middle')\n",
    "                          .line('lower/upper|^lower/^upper')\n",
    "                          .line('min/max|^ymin/^ymax'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Showing constants in tooltip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.574682Z",
     "iopub.status.busy": "2026-01-27T17:04:26.574610Z",
     "iopub.status.idle": "2026-01-27T17:04:26.576459Z",
     "shell.execute_reply": "2026-01-27T17:04:26.576230Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_data(*, seed=42):\n",
    "    np.random.seed(seed)\n",
    "    return {'x': np.append(np.random.normal(0, 1, 100), np.random.normal(3, 1, 100)),\n",
    "            'y': np.append(np.random.normal(0, 1, 100), np.random.normal(3, 1, 100))}\n",
    "\n",
    "data = get_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.577336Z",
     "iopub.status.busy": "2026-01-27T17:04:26.577262Z",
     "iopub.status.idle": "2026-01-27T17:04:26.581762Z",
     "shell.execute_reply": "2026-01-27T17:04:26.581477Z"
    }
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       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "   \n",
       "   (function() {\n",
       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
       "       height_mode: \"SCALED\",\n",
       "       width: null, \n",
       "       height: null \n",
       "   };\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"x\",\n",
       "\"y\":\"y\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"x\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"y\"\n",
       "}]\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "},{\n",
       "\"geom\":\"vline\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[{\n",
       "\"field\":\"^xintercept\",\n",
       "\"format\":\".4f\"\n",
       "}],\n",
       "\"lines\":[\"mean = ^xintercept\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"xintercept\":1.4592290348279149,\n",
       "\"color\":\"red\",\n",
       "\"linetype\":\"dashed\",\n",
       "\"size\":1.0,\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"12\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba133bd4e0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# By default tooltip never shows values defined via layer parameters (constants).\n",
    "# Still, these values can be added to a layer tooltip using the 'layer_tooltips()' function.\n",
    "ggplot(data, aes('x', 'y')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_vline(xintercept=np.mean(data['x']), color=\"red\", linetype=\"dashed\", size=1,\n",
    "               tooltips=layer_tooltips()\n",
    "                   .format('^xintercept', '.4f')\n",
    "                   .line('mean = ^xintercept'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Some other examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.582512Z",
     "iopub.status.busy": "2026-01-27T17:04:26.582435Z",
     "iopub.status.idle": "2026-01-27T17:04:26.841697Z",
     "shell.execute_reply": "2026-01-27T17:04:26.841323Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 5)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_df = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/iris.csv\")\n",
    "print(iris_df.shape)\n",
    "iris_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.842700Z",
     "iopub.status.busy": "2026-01-27T17:04:26.842626Z",
     "iopub.status.idle": "2026-01-27T17:04:26.861942Z",
     "shell.execute_reply": "2026-01-27T17:04:26.861707Z"
    }
   },
   "outputs": [
    {
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       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "   // ----------\n",
       "   \n",
       "   const forceImmediateRender = false;\n",
       "   const responsive = false;\n",
       "   \n",
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       "   function renderPlot() {\n",
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"13\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
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       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
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       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba133be0b0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Default density plot.\n",
    "ggplot(iris_df) + \\\n",
    "    geom_area(aes(x='sepal_length', fill='species'), \n",
    "              stat='density', \n",
    "              color='white') + \\\n",
    "    ggsize(650, 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.862929Z",
     "iopub.status.busy": "2026-01-27T17:04:26.862855Z",
     "iopub.status.idle": "2026-01-27T17:04:26.879458Z",
     "shell.execute_reply": "2026-01-27T17:04:26.879246Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"14\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba133c95a0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change tooltips content and move to the corner\n",
    "ggplot(iris_df) + \\\n",
    "    geom_area(aes(x='sepal_length', fill='species'), \n",
    "              stat='density',\n",
    "              color='white',\n",
    "              tooltips=layer_tooltips()\n",
    "                      .anchor('top_right')\n",
    "                      .line('^fill')\n",
    "                      .line('length|^x')\n",
    "                      .line('density|^y')) + \\\n",
    "    ggsize(650, 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-01-27T17:04:26.880433Z",
     "iopub.status.busy": "2026-01-27T17:04:26.880358Z",
     "iopub.status.idle": "2026-01-27T17:04:26.897759Z",
     "shell.execute_reply": "2026-01-27T17:04:26.897531Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "   <div id=\"p2Vpdg\" ></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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       "   const responsive = false;\n",
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       "   let sizing = {\n",
       "       width_mode: \"MIN\",\n",
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       "\"column\":\"sepal_length\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"sepal_width\"\n",
       "},{\n",
       "\"type\":\"float\",\n",
       "\"column\":\"petal_length\"\n",
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       "}\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"15\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x79ba133c9bd0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use '..density..' variable in the tooltip\n",
    "ggplot(iris_df) + \\\n",
    "    geom_area(aes(x='sepal_length', fill='species'), \n",
    "              stat='density',\n",
    "              color='white',\n",
    "              tooltips=layer_tooltips()\n",
    "                      .anchor('top_right')\n",
    "                      .format('..density..', '.4f')\n",
    "                      .line('density|@..density..')) + \\\n",
    "    ggsize(650, 300)"
   ]
  }
 ],
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