{
 "cells": [
  {
   "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": {
     "iopub.execute_input": "2024-08-23T10:32:55.997118Z",
     "iopub.status.busy": "2024-08-23T10:32:55.997027Z",
     "iopub.status.idle": "2024-08-23T10:32:56.350335Z",
     "shell.execute_reply": "2024-08-23T10:32:56.349883Z"
    }
   },
   "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",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T10:32:56.352223Z",
     "iopub.status.busy": "2024-08-23T10:32:56.352107Z",
     "iopub.status.idle": "2024-08-23T10:32:56.354082Z",
     "shell.execute_reply": "2024-08-23T10:32:56.353915Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"9beW8g\"></div>\n",
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "                if(!window.letsPlotCallQueue) {\n",
       "                    window.letsPlotCallQueue = [];\n",
       "                }; \n",
       "                window.letsPlotCall = function(f) {\n",
       "                    window.letsPlotCallQueue.push(f);\n",
       "                };\n",
       "                (function() {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    script.type = \"text/javascript\";\n",
       "                    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.4.1/js-package/distr/lets-plot.min.js\";\n",
       "                    script.onload = function() {\n",
       "                        window.letsPlotCall = function(f) {f();};\n",
       "                        window.letsPlotCallQueue.forEach(function(f) {f();});\n",
       "                        window.letsPlotCallQueue = [];\n",
       "                        \n",
       "                    };\n",
       "                    script.onerror = function(event) {\n",
       "                        window.letsPlotCall = function(f) {};    // noop\n",
       "                        window.letsPlotCallQueue = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading Lets-Plot JS';\n",
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       "                    };\n",
       "                    var e = document.getElementById(\"9beW8g\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LetsPlot.setup_html()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "85c71bba-c190-4666-be10-53700a376bed",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T10:32:56.355508Z",
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     "iopub.status.idle": "2024-08-23T10:32:57.412033Z",
     "shell.execute_reply": "2024-08-23T10:32:57.411709Z"
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    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <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",
       "</table>\n",
       "</div>"
      ],
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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": "2024-08-23T10:32:57.413740Z",
     "iopub.status.busy": "2024-08-23T10:32:57.413651Z",
     "iopub.status.idle": "2024-08-23T10:32:57.416598Z",
     "shell.execute_reply": "2024-08-23T10:32:57.416409Z"
    }
   },
   "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": {
     "iopub.execute_input": "2024-08-23T10:32:57.417679Z",
     "iopub.status.busy": "2024-08-23T10:32:57.417556Z",
     "iopub.status.idle": "2024-08-23T10:32:57.445667Z",
     "shell.execute_reply": "2024-08-23T10:32:57.445462Z"
    }
   },
   "outputs": [
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       "   <div id=\"ljID0E\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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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",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"ljID0E\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = p + ggtitle(\"Default\")\n",
    "p2 = p + coord_map(ylim=[36, 43]) + ggtitle(\"Zoom with coord_map()\")\n",
    "\n",
    "w, h = 500, 375\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p1, 0, 0, w, h)\n",
    "bunch.add_plot(p2, w, 0, w, h)\n",
    "bunch.show()"
   ]
  },
  {
   "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": "2024-08-23T10:32:57.446703Z",
     "iopub.status.busy": "2024-08-23T10:32:57.446618Z",
     "iopub.status.idle": "2024-08-23T10:32:57.471103Z",
     "shell.execute_reply": "2024-08-23T10:32:57.470912Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"euQB29\"></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",
       "\"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",
       "\"data\":{\n",
       "\"found name\":[\"Illinois\",\"Indiana\",\"Michigan\",\"Ohio\",\"Wisconsin\"],\n",
       "\"geometry\":[\"{\\\"type\\\": \\\"MultiPolygon\\\", \\\"coordinates\\\": [[[[-89.133012146, 36.982000172], [-89.167772233, 36.970463991], [-89.179194421, 36.970918626], [-89.18737784, 36.974815875], [-89.194271117, 36.985356957], [-89.194975197, 37.000007182], [-89.200532734, 37.016048133], [-89.236242324, 37.039753497], [-89.254781753, 37.071961462], [-89.260536432, 37.064279616], [-89.307755381, 37.069779485], [-89.310731292, 37.057295144], [-89.305523783, 37.048669159], [-89.276684672, 37.035360038], [-89.262156487, 37.025578022], [-89.258217663, 37.019603401], [-89.259486347, 37.009173632], [-89.263614267, 36.999127418], [-89.27225098, 36.991209537], [-89.280270785, 36.988193393], [-89.290699214, 36.989800036], [-89.322007298, 37.01566726], [-89.364875704, 37.03153789], [-89.378681034, 37.03955099], [-89.384749532, 37.047633827], [-89.385460317, 37.056018412], [-89.375658184, 37.080673277], [-89.37916249, 37.095433474], [-89.38777104, 37.107203007], [-89.411389232, 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       "\"metainfo_list\":[]\n",
       "}\n",
       "}]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"euQB29\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p3 = p + ggtitle(\"Default\")\n",
    "p4 = p + scale_x_continuous(limits=[-92, -82]) + ylim(36, 43) + ggtitle(\"Zoom with ylim()\")\n",
    "\n",
    "w, h = 500, 375\n",
    "bunch = GGBunch()\n",
    "bunch.add_plot(p3, 0, 0, w, h)\n",
    "bunch.add_plot(p4, w, 0, w, h)\n",
    "bunch.show()"
   ]
  }
 ],
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