{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "individual-occasions",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:38:22.121344Z",
     "iopub.status.busy": "2024-04-17T07:38:22.121207Z",
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     "shell.execute_reply": "2024-04-17T07:38:22.466379Z"
    }
   },
   "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"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <div id=\"Wp3HYy\"></div>\n",
       "            <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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       "                }; \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@v4.3.1/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",
       "                        document.getElementById(\"Wp3HYy\").appendChild(div);\n",
       "                    };\n",
       "                    var e = document.getElementById(\"Wp3HYy\");\n",
       "                    e.appendChild(script);\n",
       "                })()\n",
       "            </script>\n",
       "            "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from lets_plot.geo_data import *\n",
    "from lets_plot import *\n",
    "\n",
    "LetsPlot.setup_html()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "copyrighted-corpus",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:38:22.467984Z",
     "iopub.status.busy": "2024-04-17T07:38:22.467849Z",
     "iopub.status.idle": "2024-04-17T07:38:22.871580Z",
     "shell.execute_reply": "2024-04-17T07:38:22.871389Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>link</th>\n",
       "      <th>coutry_id</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Algiers</td>\n",
       "      <td>/wiki/Algiers</td>\n",
       "      <td>1</td>\n",
       "      <td>36.776389</td>\n",
       "      <td>3.058611</td>\n",
       "      <td>— with nearly 3 million inhabitants, Algiers ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Annaba</td>\n",
       "      <td>/wiki/Annaba</td>\n",
       "      <td>1</td>\n",
       "      <td>36.900000</td>\n",
       "      <td>7.766667</td>\n",
       "      <td>— a town with 200,000 inhabitants in the east...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Batna</td>\n",
       "      <td>/wiki/Batna</td>\n",
       "      <td>1</td>\n",
       "      <td>35.550000</td>\n",
       "      <td>6.166667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Bechar</td>\n",
       "      <td>/wiki/Bechar</td>\n",
       "      <td>1</td>\n",
       "      <td>31.633333</td>\n",
       "      <td>-2.200000</td>\n",
       "      <td>— small city in the Sahara, not far from the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Constantine</td>\n",
       "      <td>/wiki/Constantine</td>\n",
       "      <td>1</td>\n",
       "      <td>36.365000</td>\n",
       "      <td>6.614722</td>\n",
       "      <td>- Algeria's 3rd largest city with a canyon go...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0         name               link  coutry_id   latitude  \\\n",
       "0           0      Algiers      /wiki/Algiers          1  36.776389   \n",
       "1           1       Annaba       /wiki/Annaba          1  36.900000   \n",
       "2           2        Batna        /wiki/Batna          1  35.550000   \n",
       "3           3       Bechar       /wiki/Bechar          1  31.633333   \n",
       "4           4  Constantine  /wiki/Constantine          1  36.365000   \n",
       "\n",
       "   longitude                                               text  \n",
       "0   3.058611   — with nearly 3 million inhabitants, Algiers ...  \n",
       "1   7.766667   — a town with 200,000 inhabitants in the east...  \n",
       "2   6.166667                                                NaN  \n",
       "3  -2.200000   — small city in the Sahara, not far from the ...  \n",
       "4   6.614722   - Algeria's 3rd largest city with a canyon go...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cities = pd.read_csv(\"https://raw.githubusercontent.com/JetBrains/lets-plot-docs/master/data/cities.csv\")\n",
    "cities.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "marked-antarctica",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:38:22.872793Z",
     "iopub.status.busy": "2024-04-17T07:38:22.872713Z",
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     "shell.execute_reply": "2024-04-17T07:38:22.876421Z"
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   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>name</th>\n",
       "      <th>link</th>\n",
       "      <th>coutry_id</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>text</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>0</td>\n",
       "      <td>Prague</td>\n",
       "      <td>/wiki/Prague</td>\n",
       "      <td>144</td>\n",
       "      <td>50.083333</td>\n",
       "      <td>14.416667</td>\n",
       "      <td>() — the capital and largest city of the Czec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>1</td>\n",
       "      <td>Brno</td>\n",
       "      <td>/wiki/Brno</td>\n",
       "      <td>144</td>\n",
       "      <td>49.200000</td>\n",
       "      <td>16.616667</td>\n",
       "      <td>— the largest city in Moravia and its former ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2</td>\n",
       "      <td>České Budějovice</td>\n",
       "      <td>/wiki/%C4%8Cesk%C3%A9_Bud%C4%9Bjovice</td>\n",
       "      <td>144</td>\n",
       "      <td>48.974722</td>\n",
       "      <td>14.474722</td>\n",
       "      <td>– attractive large city in South Bohemia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>3</td>\n",
       "      <td>Český Krumlov</td>\n",
       "      <td>/wiki/%C4%8Cesk%C3%BD_Krumlov</td>\n",
       "      <td>144</td>\n",
       "      <td>48.816667</td>\n",
       "      <td>14.316667</td>\n",
       "      <td>— beautiful old town in South Bohemia with th...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>4</td>\n",
       "      <td>Karlovy Vary</td>\n",
       "      <td>/wiki/Karlovy_Vary</td>\n",
       "      <td>144</td>\n",
       "      <td>50.233333</td>\n",
       "      <td>12.866667</td>\n",
       "      <td>() — historic (and biggest Czech) spa resort,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>5</td>\n",
       "      <td>Kutná Hora</td>\n",
       "      <td>/wiki/Kutn%C3%A1_Hora</td>\n",
       "      <td>144</td>\n",
       "      <td>49.950000</td>\n",
       "      <td>15.266667</td>\n",
       "      <td>— historical town with famous Saint Barbara c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>6</td>\n",
       "      <td>Olomouc</td>\n",
       "      <td>/wiki/Olomouc</td>\n",
       "      <td>144</td>\n",
       "      <td>49.600000</td>\n",
       "      <td>17.250000</td>\n",
       "      <td>( or ) — riverside university town with a tho...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>7</td>\n",
       "      <td>Ostrava</td>\n",
       "      <td>/wiki/Ostrava</td>\n",
       "      <td>144</td>\n",
       "      <td>49.835556</td>\n",
       "      <td>18.292500</td>\n",
       "      <td>— a vibrant local subculture and long history...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>8</td>\n",
       "      <td>Pilsen</td>\n",
       "      <td>/wiki/Pilsen</td>\n",
       "      <td>144</td>\n",
       "      <td>49.747500</td>\n",
       "      <td>13.377500</td>\n",
       "      <td>() — home of the original Pilsner Urquell bee...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0              name                                   link  \\\n",
       "1044           0            Prague                           /wiki/Prague   \n",
       "1045           1              Brno                             /wiki/Brno   \n",
       "1046           2  České Budějovice  /wiki/%C4%8Cesk%C3%A9_Bud%C4%9Bjovice   \n",
       "1047           3     Český Krumlov          /wiki/%C4%8Cesk%C3%BD_Krumlov   \n",
       "1048           4      Karlovy Vary                     /wiki/Karlovy_Vary   \n",
       "1049           5        Kutná Hora                  /wiki/Kutn%C3%A1_Hora   \n",
       "1050           6           Olomouc                          /wiki/Olomouc   \n",
       "1051           7           Ostrava                          /wiki/Ostrava   \n",
       "1052           8            Pilsen                           /wiki/Pilsen   \n",
       "\n",
       "      coutry_id   latitude  longitude  \\\n",
       "1044        144  50.083333  14.416667   \n",
       "1045        144  49.200000  16.616667   \n",
       "1046        144  48.974722  14.474722   \n",
       "1047        144  48.816667  14.316667   \n",
       "1048        144  50.233333  12.866667   \n",
       "1049        144  49.950000  15.266667   \n",
       "1050        144  49.600000  17.250000   \n",
       "1051        144  49.835556  18.292500   \n",
       "1052        144  49.747500  13.377500   \n",
       "\n",
       "                                                   text  \n",
       "1044   () — the capital and largest city of the Czec...  \n",
       "1045   — the largest city in Moravia and its former ...  \n",
       "1046           – attractive large city in South Bohemia  \n",
       "1047   — beautiful old town in South Bohemia with th...  \n",
       "1048   () — historic (and biggest Czech) spa resort,...  \n",
       "1049   — historical town with famous Saint Barbara c...  \n",
       "1050   ( or ) — riverside university town with a tho...  \n",
       "1051   — a vibrant local subculture and long history...  \n",
       "1052   () — home of the original Pilsner Urquell bee...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "czech_cities = cities.loc[cities['coutry_id'] == 144]\n",
    "czech_cities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "pacific-stick",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-04-17T07:38:22.877814Z",
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     "shell.execute_reply": "2024-04-17T07:38:23.086085Z"
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>0</th>\n",
       "      <td>51684</td>\n",
       "      <td>Czech</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>[15.5282667270321, 49.8037022352219]</td>\n",
       "      <td>[12.0905895531178, 48.5518079996109, 18.859253...</td>\n",
       "      <td>[12.0905895531178, 48.5518079996109, 18.859253...</td>\n",
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      ],
      "text/plain": [
       "      id country      found name                              centroid  \\\n",
       "0  51684   Czech  Czech Republic  [15.5282667270321, 49.8037022352219]   \n",
       "\n",
       "                                            position  \\\n",
       "0  [12.0905895531178, 48.5518079996109, 18.859253...   \n",
       "\n",
       "                                               limit  \n",
       "0  [12.0905895531178, 48.5518079996109, 18.859253...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_gcoder = geocode_countries(['Czech'])\n",
    "country_gcoder.get_geocodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "lightweight-integration",
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[17.110856026, 48.831193596], [17.088659406, 48.785514235], [17.043287158, 48.76425907], [16.940195113, 48.616540432]]]]}\"]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"fill\":\"country\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "\"geodataframe\":{\n",
       "\"geometry\":\"geometry\"\n",
       "}\n",
       "},\n",
       "\"alpha\":0.2\n",
       "},{\n",
       "\"geom\":\"point\",\n",
       "\"data\":{\n",
       "\"name\":[\"Prague\",\"Brno\",\"České Budějovice\",\"Český Krumlov\",\"Karlovy Vary\",\"Kutná Hora\",\"Olomouc\",\"Ostrava\",\"Pilsen\"],\n",
       "\"latitude\":[50.083333,49.2,48.974722,48.816667,50.233333,49.95,49.6,49.835556,49.7475],\n",
       "\"longitude\":[14.416667,16.616667,14.474722,14.316667,12.866667,15.266667,17.25,18.2925,13.3775],\n",
       "\"text\":[\" () — the capital and largest city of the Czech Republic with a large and beautiful historic centre\",\" — the largest city in Moravia and its former capital, it offers several excellent museums, annual Moto GP Grand Prix, annual international fireworks festival Ignis Brunensis, a large historical centre, the second-largest ossuary in Europe (after the Catacombs of Paris), one of the biggest exhibition centres in the Europe, the oldest theatre building in Central Europe, and many other things.\",\" – attractive large city in South Bohemia\",\" — beautiful old town in South Bohemia with the country's second biggest chateau\",\" () — historic (and biggest Czech) spa resort, especially popular with German and Russian tourist groups\",\" — historical town with famous Saint Barbara cathedral, old silver mines and the Chapel of All Saints, which is decorated with thousands of human bones\",\" ( or ) — riverside university town with a thousand-year history and the second-largest historical centre in the Czech Republic\",\" — a vibrant local subculture and long history of coal mining and heavy industry\",\" () — home of the original Pilsner Urquell beer, and the largest city in West Bohemia\"]\n",
       "},\n",
       "\"mapping\":{\n",
       "\"x\":\"longitude\",\n",
       "\"y\":\"latitude\",\n",
       "\"color\":\"name\"\n",
       "},\n",
       "\"tooltips\":{\n",
       "\"formats\":[],\n",
       "\"lines\":[\"Longitude|@longitude\",\"Latitude|@latitude\",\"Description|@text\"],\n",
       "\"title\":\"@name\"\n",
       "},\n",
       "\"data_meta\":{\n",
       "},\n",
       "\"size\":4.0\n",
       "}],\n",
       "\"metainfo_list\":[]\n",
       "};\n",
       "           var plotContainer = document.getElementById(\"bUQjJ7\");\n",
       "           window.letsPlotCall(function() {{\n",
       "               LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
       "           }});\n",
       "       })();\n",
       "   </script>"
      ],
      "text/plain": [
       "<lets_plot.plot.core.PlotSpec at 0x76f407100160>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Automatic word wrap:\n",
    "# the value string is limited by the number of characters in it,\n",
    "# and description will be split into multiple lines.\n",
    "\n",
    "(ggplot()\n",
    " + geom_livemap(location=[15.78,49.35], zoom=6)\n",
    " + geom_polygon(aes(fill='country'), \n",
    "                data=country_gcoder.inc_res(3).get_boundaries(), \n",
    "                alpha=.2)\n",
    " + geom_point(aes('longitude', 'latitude', color='name'),\n",
    "                data=czech_cities,\n",
    "                size=4, \n",
    "                tooltips=layer_tooltips()\n",
    "                    .title('@name')\n",
    "                    .line('Longitude|@longitude')\n",
    "                    .line('Latitude|@latitude')\n",
    "                    .line('Description|@text'))\n",
    " + theme(legend_position='none')\n",
    ")"
   ]
  }
 ],
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    "name": "ipython",
    "version": 3
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   "name": "python",
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