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    "# `ggbunch()` : Combining Plots with Custom Layout\n",
    "\n",
    "`ggbunch()` provides a flexible way to combine multiple plots into a single figure.   \n",
    "Unlike grid-based layouts, it allows precise positioning and sizing of each plot using relative coordinates.   \n",
    "You can place plots anywhere within the container, adjust their sizes individually,\n",
    "and fine-tune their positions with pixel-level offsets."
   ]
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  {
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     "text": [
      "The geodata is provided by © OpenStreetMap contributors and is made available here under the Open Database License (ODbL).\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "\n",
    "from lets_plot import *\n",
    "from lets_plot.geo_data import *          # Geo-coding"
   ]
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       "   Unnamed: 0           Name            Shape                Elevation  \\\n",
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       "2           2    Peuet Sague  complex volcano  2,801 metres (9,190 ft)   \n",
       "\n",
       "          Last_Eruption          Geo_Location   Island  \n",
       "0           Pleistocene     5.82°N 95.28°E   Sumatra  \n",
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    "df_volc = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/refs/heads/master/data/volcano_indo.csv\", encoding='utf-8')\n",
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    "def dms_to_decimal(dms_string):\n",
    "    \"\"\"\n",
    "    Convert DMS coordinates to decimal degrees.\n",
    "    \n",
    "    >>> dms_to_decimal(\"99.539°E\")\n",
    "    99.539\n",
    "    \n",
    "    >>> dms_to_decimal(\"99.539°W\")\n",
    "    -99.539\n",
    "    \n",
    "    \"\"\"\n",
    "    degrees, direction = dms_string.split('°')\n",
    "    degrees = float(degrees)\n",
    "    \n",
    "    # Adjusting the sign based on direction\n",
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       "   Unnamed: 0           Name            Shape                Elevation  \\\n",
       "0           0            Weh    stratovolcano    617 metres (2,024 ft)   \n",
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       "2           2    Peuet Sague  complex volcano  2,801 metres (9,190 ft)   \n",
       "\n",
       "          Last_Eruption          Geo_Location   Island  \\\n",
       "0           Pleistocene     5.82°N 95.28°E   Sumatra   \n",
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    "df_volc = df_volc.dropna(subset=['Geo_Location'])\n",
    "\n",
    "# Split 'Geo_Location' str.\n",
    "lat_lon_dms = df_volc.Geo_Location.str.split(' ').apply(lambda lst: lst[1:3])\n",
    "\n",
    "# Remove BOM symbols (\\ufeff) and\n",
    "# convert DMS strings to decimal degrees.\n",
    "lat_lon_dd = lat_lon_dms.apply(lambda lst: [dms_to_decimal(v.replace('\\ufeff', '')) for v in lst])\n",
    "\n",
    "# Create a Geodataframe by adding the 'geometry' column.\n",
    "latitudes = lat_lon_dd.apply(lambda pair: pair[0])\n",
    "longitudes = lat_lon_dd.apply(lambda pair: pair[1])\n",
    "\n",
    "gdf_volc = gpd.GeoDataFrame(df_volc, geometry=gpd.points_from_xy(longitudes, latitudes))\n",
    "gdf_volc.head(3)"
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       "}],\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"color\":\"#fddbc7\"\n",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"1\"\n",
       "};\n",
       "           window.letsPlotCall(function() { fig = LetsPlot.buildPlotFromProcessedSpecs(plotSpec, containerDiv, sizing); });\n",
       "       } else {\n",
       "           fig.updateView({});\n",
       "       }\n",
       "   }\n",
       "   \n",
       "   const renderImmediately = \n",
       "       forceImmediateRender || (\n",
       "           sizing.width_mode === 'FIXED' && \n",
       "           (sizing.height_mode === 'FIXED' || sizing.height_mode === 'SCALED')\n",
       "       );\n",
       "   \n",
       "   if (renderImmediately) {\n",
       "       renderPlot();\n",
       "   }\n",
       "   \n",
       "   if (!renderImmediately || responsive) {\n",
       "       // Set up observer for initial sizing or continuous monitoring\n",
       "       var observer = new ResizeObserver(function(entries) {\n",
       "           for (let entry of entries) {\n",
       "               if (entry.contentBoxSize && \n",
       "                   entry.contentBoxSize[0].inlineSize > 0) {\n",
       "                   if (!responsive && observer) {\n",
       "                       observer.disconnect();\n",
       "                       observer = null;\n",
       "                   }\n",
       "                   renderPlot();\n",
       "                   if (!responsive) {\n",
       "                       break;\n",
       "                   }\n",
       "               }\n",
       "           }\n",
       "       });\n",
       "       \n",
       "       observer.observe(containerDiv);\n",
       "   }\n",
       "   \n",
       "   // ----------\n",
       "   })();\n",
       "   \n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x7caaee8f8370>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Map of Indonesia\n",
    "indonesia_gcoder = geocode_countries('Indonesia')\n",
    "\n",
    "indonesia_map = (ggplot() \n",
    "  + geom_map(map=indonesia_gcoder, size=0.5) \n",
    "  # The Equator\n",
    "  + geom_hline(yintercept=0, linetype=\"dotted\", tooltips='none')\n",
    "  # Volcanoes\n",
    "  + geom_point(data=gdf_volc, color='#fddbc7', tooltips=layer_tooltips()\n",
    "               .title(\"@Name\") \n",
    "               .line(\"Last Eruption | @Last_Eruption\"))\n",
    "  + theme_void() + theme(plot_inset=0)\n",
    ")\n",
    "\n",
    "indonesia_map + ggsize(800, 304)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cd17b9a4-bb9b-4c6d-a7b9-176fe3fa2c3b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-07T18:37:15.994496Z",
     "iopub.status.busy": "2025-03-07T18:37:15.994388Z",
     "iopub.status.idle": "2025-03-07T18:37:16.812987Z",
     "shell.execute_reply": "2025-03-07T18:37:16.812574Z"
    }
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x7caaedfb7790>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Map of Southeast Asia\n",
    "southeast_asia_gcoder = geocode_countries(['Indonesia', \n",
    "                                   'Australia', 'Malaysia', 'Thailand', 'Taiwan', 'Vietnam', \n",
    "                                   'Philippines', 'Papua New Guinea', 'Palau',\n",
    "                                   'Myanmar', 'Laos', 'Cambodia',\n",
    "                                   'Indonesia', 'India', 'Bangladesh', 'China',\n",
    "                                   'Bhutan', 'Nepal', 'Sri Lanka',\n",
    "                                   'South Korea', 'North Korea', 'Japan'\n",
    "                                  ])\n",
    "\n",
    "southeast_asia_map = (ggplot() \n",
    "  + geom_map(map=southeast_asia_gcoder, fill='paper', size=0.1) \n",
    "  # The Equator\n",
    "  + geom_hline(yintercept=0, linetype=\"dotted\", tooltips='none')\n",
    "  # Indonesia bounding box                    \n",
    "  + geom_rect(map=indonesia_gcoder, size=0.2, fill='paper', alpha=0.3, color='red')\n",
    "  + theme_grey() + theme(axis='blank', panel_grid='blank')\n",
    "  + theme(plot_background=element_rect(size=1), plot_inset=0)\n",
    ")\n",
    "\n",
    "southeast_asia_map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca50ca41-4778-4f05-ad86-45c6337f4b61",
   "metadata": {},
   "source": [
    "#### Combine Two Maps in One Figure Using `ggbunch()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aaab4c15-c1ae-41e5-ba39-8c6a4cec20c7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-03-07T18:37:16.814389Z",
     "iopub.status.busy": "2025-03-07T18:37:16.814274Z",
     "iopub.status.idle": "2025-03-07T18:37:16.832801Z",
     "shell.execute_reply": "2025-03-07T18:37:16.832470Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\"text\":\"Indonesia Volcanic Activity\"\n",
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      ],
      "text/plain": [
       "<lets_plot.plot.subplots.SupPlotsSpec at 0x7caaee9a9b40>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ggbunch(\n",
    "    plots=[indonesia_map, southeast_asia_map],\n",
    "    regions=[(0, 0, 1, 1),                     # <- Indonesia map takes 100% of available space \n",
    "             (0.85, 0, 0.15, 0.53,             # <- Southeast Asia inset map\n",
    "              -10, 0)                          # <- Offset in px for precise positioning\n",
    "    ]\n",
    ")\n",
    "  + theme(plot_background=element_rect(size=1), plot_inset=0,\n",
    "          plot_title=element_text(family='bold', size=20, hjust=0.5, color='#1a1a1a'))\n",
    "  + ggtitle('Indonesia Volcanic Activity')\n",
    "  + ggsize(800, 325)\n",
    ")"
   ]
  }
 ],
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