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  {
   "cell_type": "markdown",
   "id": "e3d02a8a-ca67-408f-9fed-fb626895939b",
   "metadata": {},
   "source": [
    "# Zooming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6c074779-802c-4e1a-9afe-be1be62f1a64",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2025-11-05T13:39:33.687171Z"
    }
   },
   "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": [
    "import pandas as pd\n",
    "\n",
    "from lets_plot import *\n",
    "from lets_plot.geo_data import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f56358c4-c485-4929-9c35-3410211d3269",
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     "iopub.status.idle": "2025-11-05T13:39:33.690262Z",
     "shell.execute_reply": "2025-11-05T13:39:33.690024Z"
    }
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    {
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       "\n",
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       "                (function() {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.0/js-package/distr/lets-plot.min.js\";\n",
       "                    script.onload = function() {\n",
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       "                        window.letsPlotCall = function(f) {};    // noop\n",
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    "LetsPlot.setup_html()"
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   "id": "85c71bba-c190-4666-be10-53700a376bed",
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    "execution": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>found name</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IL</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>MULTIPOLYGON (((-89.13301 36.98200, -89.16777 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IN</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>MULTIPOLYGON (((-84.81993 39.10544, -84.83405 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MI</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>MULTIPOLYGON (((-90.41862 46.56636, -90.00014 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>MULTIPOLYGON (((-82.59342 38.42186, -82.60076 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WI</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>MULTIPOLYGON (((-91.21771 43.50055, -91.21829 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "  state found name                                           geometry\n",
       "0    IL   Illinois  MULTIPOLYGON (((-89.13301 36.98200, -89.16777 ...\n",
       "1    IN    Indiana  MULTIPOLYGON (((-84.81993 39.10544, -84.83405 ...\n",
       "2    MI   Michigan  MULTIPOLYGON (((-90.41862 46.56636, -90.00014 ...\n",
       "3    OH       Ohio  MULTIPOLYGON (((-82.59342 38.42186, -82.60076 ...\n",
       "4    WI  Wisconsin  MULTIPOLYGON (((-91.21771 43.50055, -91.21829 ..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/midwest.csv')\n",
    "states = geocode('state', df.state.unique(), scope='US').get_boundaries(9)\n",
    "states.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5febf216-916c-4a5e-a41a-9506f1f713b4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:39:34.633748Z",
     "iopub.status.busy": "2025-11-05T13:39:34.633663Z",
     "iopub.status.idle": "2025-11-05T13:39:34.636216Z",
     "shell.execute_reply": "2025-11-05T13:39:34.636041Z"
    }
   },
   "outputs": [],
   "source": [
    "p = ggplot() + geom_map(data=states, tooltips=layer_tooltips().line('@{found name}')) + theme_void()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "873a2ddd-bf81-41cf-af78-ef6c7ec17031",
   "metadata": {},
   "source": [
    "### Zooming without clipping\n",
    "\n",
    "Preferred type of zooming."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fd78a154-9929-42e3-890f-757390ca41d8",
   "metadata": {
    "execution": {
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     "iopub.status.idle": "2025-11-05T13:39:34.665939Z",
     "shell.execute_reply": "2025-11-05T13:39:34.665744Z"
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       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"state\"\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",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"2\"\n",
       "}]\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.subplots.SupPlotsSpec at 0x7127a3ad4790>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_map(ylim=[36, 43]) + ggtitle(\"Zoom with coord_map()\")\n",
    "\n",
    "gggrid([p1, p2]) + ggsize(1000, 375)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da158ca0-3b61-4356-be5a-149e791cc2a1",
   "metadata": {},
   "source": [
    "### Zooming with clipping\n",
    "\n",
    "Removes unseen data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a4c0ff9-5cff-4e7c-8726-0aca9c6d4c15",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-05T13:39:34.667419Z",
     "iopub.status.busy": "2025-11-05T13:39:34.667348Z",
     "iopub.status.idle": "2025-11-05T13:39:34.691907Z",
     "shell.execute_reply": "2025-11-05T13:39:34.691630Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"ZeaMFf\"></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",
       "       height: null \n",
       "   };\n",
       "   \n",
       "   const preferredWidth = document.body.dataset.letsPlotPreferredWidth;\n",
       "   if (preferredWidth !== undefined) {\n",
       "       sizing = {\n",
       "           width_mode: 'FIXED',\n",
       "           height_mode: 'SCALED',\n",
       "           width: parseFloat(preferredWidth)\n",
       "       };\n",
       "   }\n",
       "   \n",
       "   const containerDiv = document.getElementById(\"ZeaMFf\");\n",
       "   let fig = null;\n",
       "   \n",
       "   function renderPlot() {\n",
       "       if (fig === null) {\n",
       "           const plotSpec = {\n",
       "\"ggsize\":{\n",
       "\"width\":1000.0,\n",
       "\"height\":375.0\n",
       "},\n",
       "\"kind\":\"subplots\",\n",
       "\"layout\":{\n",
       "\"ncol\":2.0,\n",
       "\"nrow\":1.0,\n",
       "\"name\":\"grid\"\n",
       "},\n",
       "\"figures\":[{\n",
       "\"mapping\":{\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"theme\":{\n",
       "\"name\":\"classic\",\n",
       "\"line\":\"blank\",\n",
       "\"axis\":\"blank\"\n",
       "},\n",
       "\"ggtitle\":{\n",
       "\"text\":\"Default\"\n",
       "},\n",
       "\"kind\":\"plot\",\n",
       "\"scales\":[],\n",
       "\"layers\":[{\n",
       "\"geom\":\"map\",\n",
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[-91.05975017, 43.259073347], [-91.072648913, 43.262128383], [-91.071723551, 43.271391392], [-91.073709726, 43.274745494], [-91.085652262, 43.291870058], [-91.107237339, 43.313645571], [-91.132813543, 43.328030258], [-91.181114763, 43.345925957], [-91.201846898, 43.349103034], [-91.206619889, 43.352524191], [-91.214989722, 43.368005902], [-91.206071377, 43.374975622], [-91.198952794, 43.38983506], [-91.197669357, 43.395333588], [-91.200359613, 43.412700891], [-91.205551028, 43.422949612], [-91.228749454, 43.445536494], [-91.233366877, 43.455168307], [-91.232240349, 43.460017741], [-91.220398396, 43.471305817], [-91.216034442, 43.481141478], [-91.217705458, 43.500549942]]]]}\"]\n",
       "},\n",
       "\"mapping\":{\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"@{found name}\"]\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"series_annotations\":[{\n",
       "\"type\":\"str\",\n",
       "\"column\":\"state\"\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",
       "}],\n",
       "\"metainfo_list\":[],\n",
       "\"spec_id\":\"4\"\n",
       "}]\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.subplots.SupPlotsSpec at 0x7127a3ad65c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p3 = p + ggtitle(\"Default\")\n",
    "p4 = p + scale_x_continuous(limits=[-92, -82]) + ylim(36, 43) + ggtitle(\"Zoom with ylim()\")\n",
    "\n",
    "gggrid([p3, p4]) + ggsize(1000, 375)"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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