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    "# Axis Position\n",
    "\n",
    "The `position` parameter in `scaleX*(), scaleY*()` functions controls position of the axis:\n",
    "\n",
    "- \"left\", \"right\" or \"both\" for y-axis;\n",
    "- \"top\", \"bottom\" or \"both\" for x-axis.\n"
   ]
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   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use dataframe\n",
    "%use lets-plot"
   ]
  },
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       "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)"
      ]
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       "    --header-text-color: #dddddd;\n",
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       "    color: var(--text-color-dark);\n",
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       "table.dataframe tbody > tr:nth-child(odd) {\n",
       "    background: var(--background-odd);\n",
       "}\n",
       "\n",
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       "    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",
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       "\n",
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       "    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",
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       "\n",
       "table.dataframe .dataFrameCaption {\n",
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       "\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_117440512\"></table>\n",
       "\n",
       "<p class=\"dataframe_description\">DataFrame: rowsCount = 3, columnsCount = 5</p>\n",
       "<table class=\"dataframe\" id=\"static_df_117440513\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">sepal_length</th><th class=\"bottomBorder\" style=\"text-align:left\">sepal_width</th><th class=\"bottomBorder\" style=\"text-align:left\">petal_length</th><th class=\"bottomBorder\" style=\"text-align:left\">petal_width</th><th class=\"bottomBorder\" style=\"text-align:left\">species</th></tr></thead><tbody><tr><td  style=\"vertical-align:top\">5.100000</td><td  style=\"vertical-align:top\">3.500000</td><td  style=\"vertical-align:top\">1.400000</td><td  style=\"vertical-align:top\">0.200000</td><td  style=\"vertical-align:top\">setosa</td></tr><tr><td  style=\"vertical-align:top\">4.900000</td><td  style=\"vertical-align:top\">3.000000</td><td  style=\"vertical-align:top\">1.400000</td><td  style=\"vertical-align:top\">0.200000</td><td  style=\"vertical-align:top\">setosa</td></tr><tr><td  style=\"vertical-align:top\">4.700000</td><td  style=\"vertical-align:top\">3.200000</td><td  style=\"vertical-align:top\">1.300000</td><td  style=\"vertical-align:top\">0.200000</td><td  style=\"vertical-align:top\">setosa</td></tr></tbody></table>\n",
       "        </body>\n",
       "        <script>\n",
       "            /*<!--*/\n",
       "call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"sepal_length: Double\\\">sepal_length</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">5.1</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4.9</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4.7</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"sepal_width: Double\\\">sepal_width</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3.5</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">3.2</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"petal_length: Double\\\">petal_length</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.3</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"petal_width: Double\\\">petal_width</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.2</span></span>\"] }, \n",
       "{ name: \"<span title=\\\"species: String\\\">species</span>\", children: [], rightAlign: false, values: [\"setosa\",\"setosa\",\"setosa\"] }, \n",
       "], id: 117440512, rootId: 117440512, totalRows: 3 } ) });\n",
       "/*-->*/\n",
       "\n",
       "call_DataFrame(function() { DataFrame.renderTable(117440512) });\n",
       "\n",
       "document.getElementById(\"static_df_117440513\").style.display = \"none\";\n",
       "        </script>\n",
       "        </html>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val df = DataFrame.readCSV(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/iris.csv\")\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "744364d5",
   "metadata": {},
   "source": [
    "#### 1. Default Axis Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37061a69",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:58:59.667594Z",
     "iopub.status.busy": "2025-12-03T15:58:59.667383Z",
     "iopub.status.idle": "2025-12-03T15:58:59.977287Z",
     "shell.execute_reply": "2025-12-03T15:58:59.977179Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "                  <g >\n",
       "                    <circle fill=\"#377eb8\" stroke=\"#377eb8\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>versicolor</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 46.0 ) \">\n",
       "            <g>\n",
       "              <rect x=\"0.0\" y=\"0.0\" height=\"23.0\" width=\"23.0\" fill=\"rgb(235,235,235)\" fill-opacity=\"1.0\" stroke=\"rgb(235,235,235)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\">\n",
       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#4daf4a\" stroke=\"#4daf4a\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>virginica</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dKYf7OI\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"928dd7b5-2a6a-4301-bd71-98fa6cb305f1\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p = letsPlot(df.toMap()) + \n",
    "        geomPoint(size=5) { x = \"sepal_width\"; y = \"sepal_length\"; color = \"species\" } +\n",
    "        scaleColorBrewer(palette = \"Set1\") +\n",
    "        themeGrey()\n",
    "p        "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a093bb47",
   "metadata": {},
   "source": [
    "#### 2. `position = \"right\"`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d8528ed1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:58:59.978661Z",
     "iopub.status.busy": "2025-12-03T15:58:59.978238Z",
     "iopub.status.idle": "2025-12-03T15:59:00.023320Z",
     "shell.execute_reply": "2025-12-03T15:59:00.023448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
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         ]
        },
        "data_meta": {
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          },
          {
           "column": "sepal_width",
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          },
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           "type": "float"
          },
          {
           "column": "species",
           "type": "str"
          }
         ]
        },
        "kind": "plot",
        "layers": [
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          "geom": "point",
          "mapping": {
           "color": "species",
           "x": "sepal_width",
           "y": "sepal_length"
          },
          "position": "identity",
          "size": 5.0,
          "stat": "identity"
         }
        ],
        "mapping": {},
        "scales": [
         {
          "aesthetic": "color",
          "palette": "Set1",
          "scale_mapper_kind": "color_brewer"
         },
         {
          "aesthetic": "y",
          "name": "Sepal Length",
          "position": "right"
         }
        ],
        "theme": {
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        }
       },
       "output_type": "lets_plot_spec",
       "swing_enabled": true
      },
      "text/html": [
       "   <div id=\"NmWmCP\" ></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",
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       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
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       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"NmWmCP\");\n",
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       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "        <defs>\n",
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       "      </g>\n",
       "      <g>\n",
       "        <g transform=\"translate(0.0 354.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(103.52060200405793 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>3</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(270.4893149138289 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>3.5</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(353.9736713687143 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>4</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(437.4580278235997 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
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       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>4.5</tspan>\n",
       "              </text>\n",
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       "        <g transform=\"translate(440.7974020817952 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
       "                <tspan>4.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
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       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"4.0\" y2=\"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-y\" dy=\"0.35em\">\n",
       "                <tspan>5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 230.63636363636363 ) \">\n",
       "            <line stroke-width=\"1.4\" 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-y\" dy=\"0.35em\">\n",
       "                <tspan>5.5</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 185.93939393939388 ) \">\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-y\" dy=\"0.35em\">\n",
       "                <tspan>6</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
       "                <tspan>6.5</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 96.5454545454545 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
       "                <tspan>7</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 51.84848484848487 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
       "                <tspan>7.5</tspan>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
       "                <tspan>8</tspan>\n",
       "              </text>\n",
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       "    </g>\n",
       "    <g transform=\"translate(488.83210330207663 183.0 ) rotate(-90.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>Sepal Length</tspan>\n",
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       "    </g>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>sepal_width</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <g transform=\"translate(491.83210330207663 132.25 ) \">\n",
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       "      </rect>\n",
       "      <g transform=\"translate(5.0 5.0 ) \">\n",
       "        <g transform=\"translate(0.0 12.0 ) \">\n",
       "          <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"legend-title\">\n",
       "            <tspan>species</tspan>\n",
       "          </text>\n",
       "        </g>\n",
       "        <g transform=\"translate(0.0 22.5 ) \">\n",
       "          <g transform=\"\">\n",
       "            <g>\n",
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       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#e41a1c\" stroke=\"#e41a1c\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>setosa</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 23.0 ) \">\n",
       "            <g>\n",
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       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#377eb8\" stroke=\"#377eb8\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>versicolor</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 46.0 ) \">\n",
       "            <g>\n",
       "              <rect x=\"0.0\" y=\"0.0\" height=\"23.0\" width=\"23.0\" fill=\"rgb(235,235,235)\" fill-opacity=\"1.0\" stroke=\"rgb(235,235,235)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\">\n",
       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#4daf4a\" stroke=\"#4daf4a\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>virginica</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dOTtjnm\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"649ee7ae-4659-4db3-8dab-2a3328a0d58c\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + scaleYContinuous(\"Sepal Length\", position = \"right\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e19d1327",
   "metadata": {},
   "source": [
    "#### 3. `position = \"top\"`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "93aee992",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:59:00.025713Z",
     "iopub.status.busy": "2025-12-03T15:59:00.025322Z",
     "iopub.status.idle": "2025-12-03T15:59:00.070154Z",
     "shell.execute_reply": "2025-12-03T15:59:00.070277Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
        "data": {
         "petal_length": [
          1.4,
          1.4,
          1.3,
          1.5,
          1.4,
          1.7,
          1.4,
          1.5,
          1.4,
          1.5,
          1.5,
          1.6,
          1.4,
          1.1,
          1.2,
          1.5,
          1.3,
          1.4,
          1.7,
          1.5,
          1.7,
          1.5,
          1.0,
          1.7,
          1.9,
          1.6,
          1.6,
          1.5,
          1.4,
          1.6,
          1.6,
          1.5,
          1.5,
          1.4,
          1.5,
          1.2,
          1.3,
          1.5,
          1.3,
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       "                </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>2</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(103.52060200405793 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
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       "          <g transform=\"translate(187.0049584589434 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>3</tspan>\n",
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       "          </g>\n",
       "          <g transform=\"translate(270.4893149138289 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
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       "          <g transform=\"translate(353.9736713687143 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>4</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(437.4580278235997 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>4.5</tspan>\n",
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       "        </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>4.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 275.3333333333333 ) \">\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-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 230.63636363636363 ) \">\n",
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       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5.5</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 185.93939393939388 ) \">\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-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>6</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 141.24242424242425 ) \">\n",
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       "            </line>\n",
       "            <g transform=\"translate(-6.0 0.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>6.5</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 96.5454545454545 ) \">\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-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>7</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 51.84848484848487 ) \">\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-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>7.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 7.151515151515127 ) \">\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-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>8</tspan>\n",
       "              </text>\n",
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       "        </g>\n",
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       "      </g>\n",
       "    </g>\n",
       "    <g transform=\"translate(15.0 217.0 ) rotate(-90.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "        <tspan>sepal_length</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <g transform=\"translate(268.433402261179 15.0 ) \">\n",
       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>sepal_width</tspan>\n",
       "      </text>\n",
       "    </g>\n",
       "    <g transform=\"translate(491.83210330207663 166.25 ) \">\n",
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       "      </rect>\n",
       "      <g transform=\"translate(5.0 5.0 ) \">\n",
       "        <g transform=\"translate(0.0 12.0 ) \">\n",
       "          <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"legend-title\">\n",
       "            <tspan>species</tspan>\n",
       "          </text>\n",
       "        </g>\n",
       "        <g transform=\"translate(0.0 22.5 ) \">\n",
       "          <g transform=\"\">\n",
       "            <g>\n",
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       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#e41a1c\" stroke=\"#e41a1c\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>setosa</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 23.0 ) \">\n",
       "            <g>\n",
       "              <rect x=\"0.0\" y=\"0.0\" height=\"23.0\" width=\"23.0\" fill=\"rgb(235,235,235)\" fill-opacity=\"1.0\" stroke=\"rgb(235,235,235)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\">\n",
       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#377eb8\" stroke=\"#377eb8\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>versicolor</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(0.0 46.0 ) \">\n",
       "            <g>\n",
       "              <rect x=\"0.0\" y=\"0.0\" height=\"23.0\" width=\"23.0\" fill=\"rgb(235,235,235)\" fill-opacity=\"1.0\" stroke=\"rgb(235,235,235)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\">\n",
       "              </rect>\n",
       "              <g transform=\"translate(1.0 1.0 ) \">\n",
       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#4daf4a\" stroke=\"#4daf4a\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>virginica</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "      </g>\n",
       "    </g>\n",
       "    <path fill=\"rgb(0,0,0)\" fill-opacity=\"0.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" stroke-width=\"0.0\" d=\"M0.0 0.0 L0.0 400.0 L600.0 400.0 L600.0 0.0 Z\" pointer-events=\"none\">\n",
       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dNdqzTU\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"c50cf99f-157c-4901-a4f5-dbc3b04f084c\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + scaleXContinuous(position = \"top\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91baa6d8",
   "metadata": {},
   "source": [
    "#### 4. `position = \"both\"`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "41bda5f8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:59:00.072612Z",
     "iopub.status.busy": "2025-12-03T15:59:00.072421Z",
     "iopub.status.idle": "2025-12-03T15:59:00.118521Z",
     "shell.execute_reply": "2025-12-03T15:59:00.118363Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/plot+json": {
       "apply_color_scheme": true,
       "output": {
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       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>2</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(97.17154338414338 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>2.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>3</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(253.89983916501984 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"-4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 -6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>3.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(332.263987055458 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"-4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 -6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>4</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(410.6281349458962 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"-4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 -6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>4.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "        </g>\n",
       "        <g transform=\"translate(27.034701220281416 354.0 ) \">\n",
       "          <g transform=\"translate(18.8073954937052 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "          <g transform=\"translate(97.17154338414338 0.0 ) \">\n",
       "            <line stroke-width=\"1.4\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
       "            </line>\n",
       "            <g transform=\"translate(0.0 6.0 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2.5</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>4.5</tspan>\n",
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       "        </g>\n",
       "        <g transform=\"translate(27.034701220281416 19.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5.5</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>6.5</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>7.5</tspan>\n",
       "              </text>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>8</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
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       "        <tspan>Sepal Length</tspan>\n",
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       "      <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "        <tspan>Sepal Width</tspan>\n",
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       "            <tspan>species</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>setosa</tspan>\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>versicolor</tspan>\n",
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       "                <g>\n",
       "                  <g >\n",
       "                    <circle fill=\"#4daf4a\" stroke=\"#4daf4a\" stroke-opacity=\"0.0\" stroke-width=\"0.0\" cx=\"10.5\" cy=\"10.5\" r=\"5.5\" />\n",
       "                  </g>\n",
       "                </g>\n",
       "              </g>\n",
       "            </g>\n",
       "            <g transform=\"translate(26.9903027277341 11.5 ) \">\n",
       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"legend-item\" dy=\"0.35em\">\n",
       "                <tspan>virginica</tspan>\n",
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       "    </path>\n",
       "  </g>\n",
       "  <g id=\"dk25za2\">\n",
       "  </g>\n",
       "</svg>\n",
       "                <script>document.getElementById(\"3341edfa-3711-45a0-b6be-b11e0df328e9\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + scaleXContinuous(\"Sepal Width\", position=\"both\") + \n",
    "    scaleYContinuous(\"Sepal Length\", position=\"both\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb17ef00",
   "metadata": {},
   "source": [
    "##### 4.1 Lets use equal units on the X-axis and on the Y-axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4f3ab3cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T15:59:00.119740Z",
     "iopub.status.busy": "2025-12-03T15:59:00.119557Z",
     "iopub.status.idle": "2025-12-03T15:59:00.168211Z",
     "shell.execute_reply": "2025-12-03T15:59:00.168282Z"
    }
   },
   "outputs": [
    {
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>2</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>3</tspan>\n",
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       "          <g transform=\"translate(179.34343434343435 0.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\">\n",
       "                <tspan>4</tspan>\n",
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       "        </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>2</tspan>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>3</tspan>\n",
       "              </text>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                <tspan>4</tspan>\n",
       "              </text>\n",
       "            </g>\n",
       "          </g>\n",
       "        </g>\n",
       "        <g transform=\"translate(27.034701220281416 19.0 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>4.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
       "          <g transform=\"translate(0.0 260.5555555555556 ) \">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>5.5</tspan>\n",
       "              </text>\n",
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       "          </g>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                <tspan>6</tspan>\n",
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       "                <tspan>6.5</tspan>\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "              <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" dy=\"0.35em\">\n",
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       "                <script>document.getElementById(\"dc2f55e7-e907-45a1-b421-60ecd6a3f747\").style.display = \"none\";</script>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p + scaleXContinuous(\"Sepal Width\", position = \"both\") + \n",
    "    scaleYContinuous(\"Sepal Length\", position = \"both\") + \n",
    "    coordFixed()"
   ]
  }
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