source/examples/cookbook/coordinate_systems.ipynb

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 "cells": [
  {
   "cell_type": "markdown",
   "id": "06050c71",
   "metadata": {},
   "source": [
    "# Coordinate Systems"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fc49533",
   "metadata": {},
   "source": [
    "## Preparation"
   ]
  },
  {
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    "execution": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The geodata is provided by © OpenStreetMap contributors and is made available here under the Open Database License (ODbL).\n"
     ]
    },
    {
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       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.3.1/js-package/distr/lets-plot.min.js\";\n",
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       "            </script>\n",
       "            "
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from lets_plot import *\n",
    "from lets_plot.geo_data import *\n",
    "LetsPlot.setup_html()"
   ]
  },
  {
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   "execution_count": 2,
   "id": "f45fec18",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
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       "      <th>1</th>\n",
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       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
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       "      <td>manual(m5)</td>\n",
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       "      <td>21</td>\n",
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       "      <th>2</th>\n",
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       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
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       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
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      "text/plain": [
       "   Unnamed: 0 manufacturer model  displ  year  cyl       trans drv  cty  hwy  \\\n",
       "0           1         audi    a4    1.8  1999    4    auto(l5)   f   18   29   \n",
       "1           2         audi    a4    1.8  1999    4  manual(m5)   f   21   29   \n",
       "2           3         audi    a4    2.0  2008    4  manual(m6)   f   20   31   \n",
       "3           4         audi    a4    2.0  2008    4    auto(av)   f   21   30   \n",
       "4           5         audi    a4    2.8  1999    6    auto(l5)   f   16   26   \n",
       "\n",
       "  fl    class  \n",
       "0  p  compact  \n",
       "1  p  compact  \n",
       "2  p  compact  \n",
       "3  p  compact  \n",
       "4  p  compact  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/mpg.csv\")\n",
    "mpg.head()"
   ]
  },
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    {
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       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>geometry</th>\n",
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       "      <td>Wales</td>\n",
       "      <td>Wales</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Scotland</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>MULTIPOLYGON (((-8.61762 57.82752, -8.56173 57...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>England</td>\n",
       "      <td>England</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>MULTIPOLYGON (((-8.00601 54.54594, -7.85066 54...</td>\n",
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      "text/plain": [
       "              state        found name  \\\n",
       "0             Wales             Wales   \n",
       "1          Scotland          Scotland   \n",
       "2           England           England   \n",
       "3  Northern Ireland  Northern Ireland   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-5.35304 51.86591, -5.33064 51...  \n",
       "1  MULTIPOLYGON (((-8.61762 57.82752, -8.56173 57...  \n",
       "2  MULTIPOLYGON (((-6.33758 49.94591, -6.34859 49...  \n",
       "3  MULTIPOLYGON (((-8.00601 54.54594, -7.85066 54...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states_gdf = geocode_states().scope(\"UK\").get_boundaries(6)\n",
    "states_gdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c521143d",
   "metadata": {},
   "source": [
    "## Cartesian Coordinates\n",
    "\n",
    "Typical use case: changing limits of axes."
   ]
  },
  {
   "cell_type": "code",
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   "id": "a2bd521e",
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       "\"ylim\":[10.0,40.0],\n",
       "\"flip\":false\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"With coord_cartesian()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"o2okbF\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(\"cty\", \"hwy\")) + geom_point()\n",
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_cartesian(xlim=[10, 30], ylim=[10, 40]) + ggtitle(\"With coord_cartesian()\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 500, 375)\n",
    "bunch.add_plot(p2, 500, 0, 500, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c215104-0023-4de2-b557-c1e8eb6eb7a1",
   "metadata": {},
   "source": [
    "## Polar Coordinates\n",
    "\n",
    "Typical use case: for pie charts and polar plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c6356683-4327-4d6d-bffe-b6715ea232cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.158949Z",
     "iopub.status.busy": "2024-04-17T07:28:07.158854Z",
     "iopub.status.idle": "2024-04-17T07:28:07.164990Z",
     "shell.execute_reply": "2024-04-17T07:28:07.164676Z"
    }
   },
   "outputs": [
    {
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       "\"x\":\"cty\",\n",
       "\"y\":\"hwy\"\n",
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       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
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       "\"geom\":\"point\",\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"cty\",\n",
       "\"y\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"polar\"\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"With coord_polar()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"gKg69d\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(\"cty\", \"hwy\")) + geom_point()\n",
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_polar() + ggtitle(\"With coord_polar()\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 500, 375)\n",
    "bunch.add_plot(p2, 500, 0, 500, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92948a7e",
   "metadata": {},
   "source": [
    "## Fixed Coordinates\n",
    "\n",
    "Typical use case: stretching a plot along one of the axes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "84cb1010",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.166124Z",
     "iopub.status.busy": "2024-04-17T07:28:07.166001Z",
     "iopub.status.idle": "2024-04-17T07:28:07.171611Z",
     "shell.execute_reply": "2024-04-17T07:28:07.171442Z"
    }
   },
   "outputs": [
    {
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       "\"ggtitle\":{\n",
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       "\"geom\":\"point\",\n",
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       "};\n",
       "           var plotContainer = document.getElementById(\"3EwcVh\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(\"cty\", \"hwy\")) + geom_point()\n",
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_fixed(ratio=1) + ggtitle(\"With coord_fixed()\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 500, 375)\n",
    "bunch.add_plot(p2, 500, 0, 300, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81b559c3",
   "metadata": {},
   "source": [
    "Fixing coordinates could be combined with changing limits as for `coord_cartesian()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2851857d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.172643Z",
     "iopub.status.busy": "2024-04-17T07:28:07.172532Z",
     "iopub.status.idle": "2024-04-17T07:28:07.178493Z",
     "shell.execute_reply": "2024-04-17T07:28:07.178317Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\"cty\":[18.0,21.0,20.0,21.0,16.0,18.0,18.0,18.0,16.0,20.0,19.0,15.0,17.0,17.0,15.0,15.0,17.0,16.0,14.0,11.0,14.0,13.0,12.0,16.0,15.0,16.0,15.0,15.0,14.0,11.0,11.0,14.0,19.0,22.0,18.0,18.0,17.0,18.0,17.0,16.0,16.0,17.0,17.0,11.0,15.0,15.0,16.0,16.0,15.0,14.0,13.0,14.0,14.0,14.0,9.0,11.0,11.0,13.0,13.0,9.0,13.0,11.0,13.0,11.0,12.0,9.0,13.0,13.0,12.0,9.0,11.0,11.0,13.0,11.0,11.0,11.0,12.0,14.0,15.0,14.0,13.0,13.0,13.0,14.0,14.0,13.0,13.0,13.0,11.0,13.0,18.0,18.0,17.0,16.0,15.0,15.0,15.0,15.0,14.0,28.0,24.0,25.0,23.0,24.0,26.0,25.0,24.0,21.0,18.0,18.0,21.0,21.0,18.0,18.0,19.0,19.0,19.0,20.0,20.0,17.0,16.0,17.0,17.0,15.0,15.0,14.0,9.0,14.0,13.0,11.0,11.0,12.0,12.0,11.0,11.0,11.0,12.0,14.0,13.0,13.0,13.0,21.0,19.0,23.0,23.0,19.0,19.0,18.0,19.0,19.0,14.0,15.0,14.0,12.0,18.0,16.0,17.0,18.0,16.0,18.0,18.0,20.0,19.0,20.0,18.0,21.0,19.0,19.0,19.0,20.0,20.0,19.0,20.0,15.0,16.0,15.0,15.0,16.0,14.0,21.0,21.0,21.0,21.0,18.0,18.0,19.0,21.0,21.0,21.0,22.0,18.0,18.0,18.0,24.0,24.0,26.0,28.0,26.0,11.0,13.0,15.0,16.0,17.0,15.0,15.0,15.0,16.0,21.0,19.0,21.0,22.0,17.0,33.0,21.0,19.0,22.0,21.0,21.0,21.0,16.0,17.0,35.0,29.0,21.0,19.0,20.0,20.0,21.0,18.0,19.0,21.0,16.0,18.0,17.0],\n",
       "\"hwy\":[29.0,29.0,31.0,30.0,26.0,26.0,27.0,26.0,25.0,28.0,27.0,25.0,25.0,25.0,25.0,24.0,25.0,23.0,20.0,15.0,20.0,17.0,17.0,26.0,23.0,26.0,25.0,24.0,19.0,14.0,15.0,17.0,27.0,30.0,26.0,29.0,26.0,24.0,24.0,22.0,22.0,24.0,24.0,17.0,22.0,21.0,23.0,23.0,19.0,18.0,17.0,17.0,19.0,19.0,12.0,17.0,15.0,17.0,17.0,12.0,17.0,16.0,18.0,15.0,16.0,12.0,17.0,17.0,16.0,12.0,15.0,16.0,17.0,15.0,17.0,17.0,18.0,17.0,19.0,17.0,19.0,19.0,17.0,17.0,17.0,16.0,16.0,17.0,15.0,17.0,26.0,25.0,26.0,24.0,21.0,22.0,23.0,22.0,20.0,33.0,32.0,32.0,29.0,32.0,34.0,36.0,36.0,29.0,26.0,27.0,30.0,31.0,26.0,26.0,28.0,26.0,29.0,28.0,27.0,24.0,24.0,24.0,22.0,19.0,20.0,17.0,12.0,19.0,18.0,14.0,15.0,18.0,18.0,15.0,17.0,16.0,18.0,17.0,19.0,19.0,17.0,29.0,27.0,31.0,32.0,27.0,26.0,26.0,25.0,25.0,17.0,17.0,20.0,18.0,26.0,26.0,27.0,28.0,25.0,25.0,24.0,27.0,25.0,26.0,23.0,26.0,26.0,26.0,26.0,25.0,27.0,25.0,27.0,20.0,20.0,19.0,17.0,20.0,17.0,29.0,27.0,31.0,31.0,26.0,26.0,28.0,27.0,29.0,31.0,31.0,26.0,26.0,27.0,30.0,33.0,35.0,37.0,35.0,15.0,18.0,20.0,20.0,22.0,17.0,19.0,18.0,20.0,29.0,26.0,29.0,29.0,24.0,44.0,29.0,26.0,29.0,29.0,29.0,29.0,23.0,24.0,44.0,41.0,29.0,26.0,28.0,29.0,29.0,29.0,28.0,29.0,26.0,26.0,26.0]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"cty\",\n",
       "\"y\":\"hwy\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"fixed\",\n",
       "\"ratio\":1.0,\n",
       "\"xlim\":[10.0,30.0],\n",
       "\"ylim\":[10.0,40.0],\n",
       "\"flip\":false\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"With changing limits\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"point\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"7U8U8o\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(\"cty\", \"hwy\")) + geom_point()\n",
    "p1 = p + coord_fixed(ratio=1) + ggtitle(\"Stretching only\")\n",
    "p2 = p + coord_fixed(ratio=1, xlim=[10, 30], ylim=[10, 40]) + ggtitle(\"With changing limits\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 300, 375)\n",
    "bunch.add_plot(p2, 300, 0, 300, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf991252",
   "metadata": {},
   "source": [
    "## Flipping Coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "25b84153",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.179464Z",
     "iopub.status.busy": "2024-04-17T07:28:07.179348Z",
     "iopub.status.idle": "2024-04-17T07:28:07.184797Z",
     "shell.execute_reply": "2024-04-17T07:28:07.184624Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"KF0iAn\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"ggbunch\",\n",
       "\"items\":[{\n",
       "\"x\":0.0,\n",
       "\"y\":0.0,\n",
       "\"width\":500.0,\n",
       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Default\"\n",
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       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
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       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":500.0,\n",
       "\"y\":0.0,\n",
       "\"width\":300.0,\n",
       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"With coord_flip()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"KF0iAn\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(x=\"fl\")) + geom_bar()\n",
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_flip() + ggtitle(\"With coord_flip()\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 500, 375)\n",
    "bunch.add_plot(p2, 500, 0, 300, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad0fe8d9",
   "metadata": {},
   "source": [
    "Flipping could also be combined with changing limits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "05a7d75d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.185722Z",
     "iopub.status.busy": "2024-04-17T07:28:07.185609Z",
     "iopub.status.idle": "2024-04-17T07:28:07.211457Z",
     "shell.execute_reply": "2024-04-17T07:28:07.211139Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"DFKtrm\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"ggbunch\",\n",
       "\"items\":[{\n",
       "\"x\":0.0,\n",
       "\"y\":0.0,\n",
       "\"width\":300.0,\n",
       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Flipping only\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":300.0,\n",
       "\"y\":0.0,\n",
       "\"width\":300.0,\n",
       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"ylim\":[0.0,300.0],\n",
       "\"flip\":true\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"With changing limits\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"DFKtrm\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(x=\"fl\")) + geom_bar()\n",
    "p1 = p + coord_flip() + ggtitle(\"Flipping only\")\n",
    "p2 = p + coord_flip(ylim=[0, 300]) + ggtitle(\"With changing limits\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 300, 375)\n",
    "bunch.add_plot(p2, 300, 0, 300, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7415cdb",
   "metadata": {},
   "source": [
    "Also you can add flipping as an option to other coordinate systems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "be2a6e7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.212716Z",
     "iopub.status.busy": "2024-04-17T07:28:07.212629Z",
     "iopub.status.idle": "2024-04-17T07:28:07.218597Z",
     "shell.execute_reply": "2024-04-17T07:28:07.218411Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"fukAyr\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
       "       (function() {\n",
       "           var plotSpec={\n",
       "\"kind\":\"ggbunch\",\n",
       "\"items\":[{\n",
       "\"x\":0.0,\n",
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       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"flip\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Flipping through coord_flip()\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "},{\n",
       "\"x\":300.0,\n",
       "\"y\":0.0,\n",
       "\"width\":300.0,\n",
       "\"height\":375.0,\n",
       "\"feature_spec\":{\n",
       "\"data\":{\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"fl\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"coord\":{\n",
       "\"name\":\"cartesian\",\n",
       "\"flip\":true\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Flipping through 'flip=True'\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"bar\",\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"data\":{\n",
       "\"..count..\":[52.0,168.0,8.0,5.0,1.0],\n",
       "\"fl\":[\"p\",\"r\",\"e\",\"d\",\"c\"]\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"fukAyr\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot(mpg, aes(x=\"fl\")) + geom_bar()\n",
    "p1 = p + coord_flip() + ggtitle(\"Flipping through coord_flip()\")\n",
    "p2 = p + coord_cartesian(flip=True) + ggtitle(\"Flipping through 'flip=True'\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 300, 375)\n",
    "bunch.add_plot(p2, 300, 0, 300, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82294706",
   "metadata": {},
   "source": [
    "## Map Coordinates\n",
    "\n",
    "Typical use case: geospatial data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "46cef4c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:28:07.219842Z",
     "iopub.status.busy": "2024-04-17T07:28:07.219690Z",
     "iopub.status.idle": "2024-04-17T07:28:07.261621Z",
     "shell.execute_reply": "2024-04-17T07:28:07.261405Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"VSdrzg\"></div>\n",
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       "\"data\":{\n",
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       "},\n",
       "\"mapping\":{\n",
       "\"fill\":\"state\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "}\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"VSdrzg\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = ggplot() + geom_polygon(aes(fill=\"state\"), data=states_gdf)\n",
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_map() + ggtitle(\"With coord_map()\")\n",
    "\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, 500, 375)\n",
    "bunch.add_plot(p2, 500, 0, 500, 375)\n",
    "bunch.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41a12861",
   "metadata": {},
   "source": [
    "Parameters `xlim`, `ylim`, `flip` are also available for `coord_map()`."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}