{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fe10d502-6b19-4f98-97b8-57775a5ded93",
   "metadata": {},
   "source": [
    "# Flipping Coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "confident-catalyst",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:17.546601Z",
     "iopub.status.busy": "2025-12-03T15:54:17.545237Z",
     "iopub.status.idle": "2025-12-03T15:54:20.020114Z",
     "shell.execute_reply": "2025-12-03T15:54:20.019890Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"DataFrame\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"DataFrame\"] = resQueue;\n",
       "                window[\"call_DataFrame\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/Kotlin/dataframe@3db46ccccaa1291c0627307d64133317f545e6ae/core/src/main/resources/init.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"DataFrame\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_DataFrame\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"DataFrame\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource DataFrame';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "                <style>\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
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       "    --inner-border-color: #aaa;\n",
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       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "                </style>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "   <div id=\"S8ccWK\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \n",
       "       window.letsPlotCall = function(f) {\n",
       "           window.letsPlotCallQueue.push(f);\n",
       "       };\n",
       "       (function() {\n",
       "           var script = document.createElement(\"script\");\n",
       "           script.type = \"text/javascript\";\n",
       "           script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1/js-package/distr/lets-plot.min.js\";\n",
       "           script.onload = function() {\n",
       "               window.letsPlotCall = function(f) {f();};\n",
       "               window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "               window.letsPlotCallQueue = [];\n",
       "               \n",
       "               \n",
       "           };\n",
       "           script.onerror = function(event) {\n",
       "               window.letsPlotCall = function(f) {};\n",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"S8ccWK\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"S8ccWK\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_1\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"letsPlotJs\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"letsPlotJs\"] = resQueue;\n",
       "                window[\"call_letsPlotJs\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1/js-package/distr/lets-plot.min.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_1\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource letsPlotJs';\n",
       "                        document.getElementById(\"kotlin_out_1\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "abandoned-twelve",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:20.022608Z",
     "iopub.status.busy": "2025-12-03T15:54:20.022029Z",
     "iopub.status.idle": "2025-12-03T15:54:20.051089Z",
     "shell.execute_reply": "2025-12-03T15:54:20.050775Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.12.0. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.8.1.\n",
       "Outputs: Web (HTML+JS), Kotlin Notebook (Swing), Static SVG (hidden)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "straight-security",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:20.052667Z",
     "iopub.status.busy": "2025-12-03T15:54:20.052270Z",
     "iopub.status.idle": "2025-12-03T15:54:20.682457Z",
     "shell.execute_reply": "2025-12-03T15:54:20.682583Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/kotlindataframe+json": "{\"nrow\":3,\"ncol\":12,\"columns\":[\"untitled\",\"manufacturer\",\"model\",\"displ\",\"year\",\"cyl\",\"trans\",\"drv\",\"cty\",\"hwy\",\"fl\",\"class\"],\"is_formatted\":false,\"kotlin_dataframe\":[{\"untitled\":1,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"auto(l5)\",\"drv\":\"f\",\"cty\":18,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":2,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":1.8,\"year\":1999,\"cyl\":4,\"trans\":\"manual(m5)\",\"drv\":\"f\",\"cty\":21,\"hwy\":29,\"fl\":\"p\",\"class\":\"compact\"},{\"untitled\":3,\"manufacturer\":\"audi\",\"model\":\"a4\",\"displ\":2.0,\"year\":2008,\"cyl\":4,\"trans\":\"manual(m6)\",\"drv\":\"f\",\"cty\":20,\"hwy\":31,\"fl\":\"p\",\"class\":\"compact\"}]}",
      "text/html": [
       "        <html>\n",
       "        <head>\n",
       "            <style type=\"text/css\">\n",
       "                :root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(even) {\n",
       "    background: var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:hover {\n",
       "    background: var(--background-hover);\n",
       "}\n",
       "\n",
       "table.dataframe a {\n",
       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightBorder {\n",
       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe .rightAlign {\n",
       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       ":root {\n",
       "    --background: #fff;\n",
       "    --background-odd: #f5f5f5;\n",
       "    --background-hover: #d9edfd;\n",
       "    --header-text-color: #474747;\n",
       "    --text-color: #848484;\n",
       "    --text-color-dark: #000;\n",
       "    --text-color-medium: #737373;\n",
       "    --text-color-pale: #b3b3b3;\n",
       "    --inner-border-color: #aaa;\n",
       "    --bold-border-color: #000;\n",
       "    --link-color: #296eaa;\n",
       "    --link-color-pale: #296eaa;\n",
       "    --link-hover: #1a466c;\n",
       "}\n",
       "\n",
       ":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
       "    --background: #303030;\n",
       "    --background-odd: #3c3c3c;\n",
       "    --background-hover: #464646;\n",
       "    --header-text-color: #dddddd;\n",
       "    --text-color: #b3b3b3;\n",
       "    --text-color-dark: #dddddd;\n",
       "    --text-color-medium: #b2b2b2;\n",
       "    --text-color-pale: #737373;\n",
       "    --inner-border-color: #707070;\n",
       "    --bold-border-color: #777777;\n",
       "    --link-color: #008dc0;\n",
       "    --link-color-pale: #97e1fb;\n",
       "    --link-hover: #00688e;\n",
       "}\n",
       "\n",
       "p.dataframe_description {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe {\n",
       "    font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
       "    font-size: 12px;\n",
       "    background-color: var(--background);\n",
       "    color: var(--text-color-dark);\n",
       "    border: none;\n",
       "    border-collapse: collapse;\n",
       "}\n",
       "\n",
       "table.dataframe th, td {\n",
       "    padding: 6px;\n",
       "    border: 1px solid transparent;\n",
       "    text-align: left;\n",
       "}\n",
       "\n",
       "table.dataframe th {\n",
       "    background-color: var(--background);\n",
       "    color: var(--header-text-color);\n",
       "}\n",
       "\n",
       "table.dataframe td {\n",
       "    vertical-align: top;\n",
       "    white-space: nowrap;\n",
       "}\n",
       "\n",
       "table.dataframe th.bottomBorder {\n",
       "    border-bottom-color: var(--bold-border-color);\n",
       "}\n",
       "\n",
       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
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       "    background: var(--background);\n",
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       "\n",
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       "    cursor: pointer;\n",
       "    color: var(--link-color);\n",
       "    text-decoration: none;\n",
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       "\n",
       "table.dataframe tr:hover > td a {\n",
       "    color: var(--link-color-pale);\n",
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       "\n",
       "table.dataframe a:hover {\n",
       "    color: var(--link-hover);\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       "table.dataframe img {\n",
       "    max-width: fit-content;\n",
       "}\n",
       "\n",
       "table.dataframe th.complex {\n",
       "    background-color: var(--background);\n",
       "    border: 1px solid var(--background);\n",
       "}\n",
       "\n",
       "table.dataframe .leftBorder {\n",
       "    border-left-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
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       "    border-right-color: var(--inner-border-color);\n",
       "}\n",
       "\n",
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       "    text-align: right;\n",
       "}\n",
       "\n",
       "table.dataframe .expanderSvg {\n",
       "    width: 8px;\n",
       "    height: 8px;\n",
       "    margin-right: 3px;\n",
       "}\n",
       "\n",
       "table.dataframe .expander {\n",
       "    display: flex;\n",
       "    align-items: center;\n",
       "}\n",
       "\n",
       "/* formatting */\n",
       "\n",
       "table.dataframe .null {\n",
       "    color: var(--text-color-pale);\n",
       "}\n",
       "\n",
       "table.dataframe .structural {\n",
       "    color: var(--text-color-medium);\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .dataFrameCaption {\n",
       "    font-weight: bold;\n",
       "}\n",
       "\n",
       "table.dataframe .numbers {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe td:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "table.dataframe tr:hover .formatted .structural, .null {\n",
       "    color: var(--text-color-dark);\n",
       "}\n",
       "\n",
       "\n",
       "            </style>\n",
       "        </head>\n",
       "        <body>\n",
       "            <table class=\"dataframe\" id=\"df_268435456\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 3, columnsCount = 12</p>\n",
       "<table class=\"dataframe\" id=\"static_df_268435457\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">untitled</th><th class=\"bottomBorder\" style=\"text-align:left\">manufacturer</th><th class=\"bottomBorder\" style=\"text-align:left\">model</th><th class=\"bottomBorder\" style=\"text-align:left\">displ</th><th class=\"bottomBorder\" style=\"text-align:left\">year</th><th class=\"bottomBorder\" style=\"text-align:left\">cyl</th><th class=\"bottomBorder\" style=\"text-align:left\">trans</th><th class=\"bottomBorder\" style=\"text-align:left\">drv</th><th class=\"bottomBorder\" style=\"text-align:left\">cty</th><th class=\"bottomBorder\" style=\"text-align:left\">hwy</th><th class=\"bottomBorder\" style=\"text-align:left\">fl</th><th class=\"bottomBorder\" style=\"text-align:left\">class</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">1</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">1.800000</td><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">auto(l5)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">18</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">2</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">1.800000</td><td  style=\"vertical-align:top\">1999</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">manual(m5)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">21</td><td  style=\"vertical-align:top\">29</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr><tr><td  style=\"vertical-align:top\">3</td><td  style=\"vertical-align:top\">audi</td><td  style=\"vertical-align:top\">a4</td><td  style=\"vertical-align:top\">2.000000</td><td  style=\"vertical-align:top\">2008</td><td  style=\"vertical-align:top\">4</td><td  style=\"vertical-align:top\">manual(m6)</td><td  style=\"vertical-align:top\">f</td><td  style=\"vertical-align:top\">20</td><td  style=\"vertical-align:top\">31</td><td  style=\"vertical-align:top\">p</td><td  style=\"vertical-align:top\">compact</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"untitled: Int\\\">untitled</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"manufacturer: String\\\">manufacturer</span>\", children: [], rightAlign: false, values: [\"audi\",\"audi\",\"audi\"] }, \n",
       "{ name: \"<span title=\\\"model: String\\\">model</span>\", children: [], rightAlign: false, values: [\"a4\",\"a4\",\"a4\"] }, \n",
       "{ name: \"<span title=\\\"displ: Double\\\">displ</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.8</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.0</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"year: Int\\\">year</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1999</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2008</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"cyl: Int\\\">cyl</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"trans: String\\\">trans</span>\", children: [], rightAlign: false, values: [\"auto(l5)\",\"manual(m5)\",\"manual(m6)\"] }, \n",
       "{ name: \"<span title=\\\"drv: Char\\\">drv</span>\", children: [], rightAlign: false, values: [\"f\",\"f\",\"f\"] }, \n",
       "{ name: \"<span title=\\\"cty: Int\\\">cty</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">18</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">21</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">20</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"hwy: Int\\\">hwy</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">29</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">31</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"fl: Char\\\">fl</span>\", children: [], rightAlign: false, values: [\"p\",\"p\",\"p\"] }, \n",
       "{ name: \"<span title=\\\"class: String\\\">class</span>\", children: [], rightAlign: false, values: [\"compact\",\"compact\",\"compact\"] }, \n",
       "], id: 268435456, rootId: 268435456, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(268435456) });\n",
       "\n",
       "document.getElementById(\"static_df_268435457\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var mpg = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-kotlin/master/docs/examples/data/mpg.csv\")\n",
    "mpg.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "573a7054-76ad-476b-8537-03560bbaf4a7",
   "metadata": {},
   "source": [
    "## `coordFlip()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "vital-amendment",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:20.684455Z",
     "iopub.status.busy": "2025-12-03T15:54:20.684251Z",
     "iopub.status.idle": "2025-12-03T15:54:20.738728Z",
     "shell.execute_reply": "2025-12-03T15:54:20.738449Z"
    }
   },
   "outputs": [],
   "source": [
    "val p = letsPlot(mpg.toMap()) + theme(axisTitleX=\"blank\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "exotic-diagnosis",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:20.740094Z",
     "iopub.status.busy": "2025-12-03T15:54:20.739906Z",
     "iopub.status.idle": "2025-12-03T15:54:21.075548Z",
     "shell.execute_reply": "2025-12-03T15:54:21.075677Z"
    }
   },
   "outputs": [
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       "        <tspan>hwy</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 300.0 L750.0 300.0 L750.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"df8Hxms\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"923c867a-65a7-4195-8286-0bd85c20d10b\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val boxPlot = p + \n",
    "    geomBoxplot(color=\"#579673\", fill=\"#9AC0B3\", size=1.5) {\n",
    "        x = asDiscrete(\"class\", order=1, orderBy=\"..middle..\")\n",
    "        y = \"hwy\" \n",
    "    } + \n",
    "    ggsize(750, 300)\n",
    "    \n",
    "boxPlot + ggtitle(\"Default\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "touched-bicycle",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:21.077441Z",
     "iopub.status.busy": "2025-12-03T15:54:21.077234Z",
     "iopub.status.idle": "2025-12-03T15:54:21.130519Z",
     "shell.execute_reply": "2025-12-03T15:54:21.130354Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "coord": {
         "flip": true,
         "name": "flip"
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       "  <g id=\"dXVia3c\">\n",
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       "                <script>document.getElementById(\"3e2b5a6a-35ea-47ee-8993-e5007ade8ea4\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val barPlot = p + \n",
    "    geomBar(size=1.5, alpha=0.7, width=0.7) {\n",
    "        x = asDiscrete(\"manufacturer\", orderBy=\"..count..\")\n",
    "        fill = \"class\"\n",
    "        color = \"class\"\n",
    "    } +\n",
    "    ggsize(800, 300)\n",
    "    \n",
    "barPlot + ggtitle(\"Default\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "major-royal",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:21.236051Z",
     "iopub.status.busy": "2025-12-03T15:54:21.235832Z",
     "iopub.status.idle": "2025-12-03T15:54:21.275956Z",
     "shell.execute_reply": "2025-12-03T15:54:21.276035Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
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       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>pickup</tspan>\n",
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       "          <g transform=\"translate(0.0 138.0 ) \">\n",
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       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>subcompact</tspan>\n",
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       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 300.0 L800.0 300.0 L800.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dgc5kFD\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"01c9bc84-0780-41d0-89c0-83f582ab2689\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "barPlot + ggtitle(\"Flipped\") + coordFlip()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c82c03b1-005e-4ec2-9ad4-ef048bc76995",
   "metadata": {},
   "source": [
    "## Parameter `flip`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a8eaed0c-a302-4a8f-b0f7-8344f5151c9f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:21.278037Z",
     "iopub.status.busy": "2025-12-03T15:54:21.277609Z",
     "iopub.status.idle": "2025-12-03T15:54:21.348660Z",
     "shell.execute_reply": "2025-12-03T15:54:21.348740Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
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        "coord": {
         "flip": false,
         "name": "fixed",
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       "                <tspan>45</tspan>\n",
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       "        <tspan>coordFixed()</tspan>\n",
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       "        <tspan>displ</tspan>\n",
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       "            <tspan>class</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>compact</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 23.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
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       "                  <g >\n",
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       "            </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>midsize</tspan>\n",
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       "          </g>\n",
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       "                <tspan>suv</tspan>\n",
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       "            <g>\n",
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       "            <g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>minivan</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 115.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#ffff33\" stroke=\"#474747\" stroke-width=\"1.6500000000000001\" cx=\"10.5\" cy=\"10.5\" r=\"6.325\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>pickup</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 138.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#a65628\" stroke=\"#474747\" stroke-width=\"1.6500000000000001\" cx=\"10.5\" cy=\"10.5\" r=\"6.325\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>subcompact</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 38.526266814173766 L0.0 361.47373318582623 L600.0 361.47373318582623 L600.0 38.526266814173766 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dK5nLJU\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"015c6e09-da25-4cc9-a57e-58f36efd4481\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val pointPlot = letsPlot(mpg.toMap()) +\n",
    "    geomPoint(alpha = .5, shape = 21,\n",
    "              position = positionJitter(width = .2, height = .2, seed = 42))\n",
    "        { x = \"displ\"; y = \"hwy\"; fill = \"class\" }\n",
    "\n",
    "pointPlot + coordFixed(ratio = .1) + ggtitle(\"coordFixed()\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3e0af873-e2a3-4fa6-afef-be622d8af234",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:54:21.350612Z",
     "iopub.status.busy": "2025-12-03T15:54:21.350226Z",
     "iopub.status.idle": "2025-12-03T15:54:21.388581Z",
     "shell.execute_reply": "2025-12-03T15:54:21.388659Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "coord": {
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       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "        <defs>\n",
       "          <clipPath id=\"csV1tj7\">\n",
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       "      <g>\n",
       "        <g transform=\"translate(13.980605455468202 342.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>20</tspan>\n",
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       "          <g transform=\"translate(113.94601623824303 0.0 ) \">\n",
       "            <g transform=\"translate(0.0 2.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>30</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(171.48515323638807 0.0 ) \">\n",
       "            <g transform=\"translate(0.0 2.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>40</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "        </g>\n",
       "        <g transform=\"translate(13.980605455468202 0.0 ) \">\n",
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       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>2</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 245.69285897295777 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>3</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 188.15372197481273 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>4</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 130.6145849766677 ) \">\n",
       "            <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"-4.0\" y2=\"0.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5</tspan>\n",
       "              </text>\n",
       "            </g>\n",
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       "            <g>\n",
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       "          <g transform=\"translate(0.0 115.0 ) \">\n",
       "            <g>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
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       "                  <g >\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>pickup</tspan>\n",
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       "                <script>document.getElementById(\"5d676a00-0044-4ad9-a67a-2e0a39d388e3\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pointPlot + coordFixed(ratio = 10, flip = true) + ggtitle(\"coordFixed(flip = true)\")"
   ]
  }
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