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   "metadata": {},
   "source": [
    "# Example of Geocoding With Point Geometry: Georgia"
   ]
  },
  {
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   "execution_count": 1,
   "id": "ed6fd736",
   "metadata": {
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     "shell.execute_reply": "2026-01-27T17:10:26.200936Z"
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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"
     ]
    }
   ],
   "source": [
    "from lets_plot.geo_data import *\n",
    "from lets_plot import *"
   ]
  },
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       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"lon\",\n",
       "\"y\":\"lat\"\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"county\"\n",
       "},{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"found name\"\n",
       "},{\n",
       "\"type\":\"unknown(pandas:unknown-array)\",\n",
       "\"column\":\"geometry\"\n",
       "}],\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"color\":\"white\",\n",
       "\"size\":3.0\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 0x7f7787390f40>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country = 'Georgia'\n",
    "gdf_country = geocode_countries(names=country).inc_res(4).get_boundaries()\n",
    "gdf = geocode_counties().scope(country).get_centroids()\n",
    "\n",
    "ggplot() + \\\n",
    "    geom_map(data=gdf_country, fill='darkslategray', size=0) + \\\n",
    "    geom_point(data=gdf, color='white', size=3, \\\n",
    "               tooltips=layer_tooltips().line('@{found name}')) + \\\n",
    "    ggsize(800, 600) + ggtitle(country) + \\\n",
    "    theme_void()"
   ]
  }
 ],
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